{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lesson 11: Plotting graph with Matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Version 1.2. Prepared by [Makzan](https://makzan.net). Updated at 2021 March." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this lesson, we learn to plot graph from data by using Matplotlib." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting line chart" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = range(1,5)\n", "y = [1,4,7,9]\n", "z = [0.5,3,5,10]\n", "\n", "plt.figure()\n", "\n", "plt.plot(x,y, '--dg', linewidth=3)\n", "plt.plot(x,z, 'dm')\n", "plt.title('Test Plot')\n", "plt.xlabel('X')\n", "plt.ylabel('Y')\n", "plt.legend(['Y', 'Z'])\n", "\n", "plt.xlim(0,5)\n", "plt.ylim(0, 12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are some available line styles:\n", "\n", "- solid `-`\n", "- dashed `--`\n", "- dashdot `-.`\n", "- dotted `:`\n", "\n", "For the data point, we can have:\n", "\n", "- diamond `d`\n", "- circle `o`\n", "- dot `.`\n", "- square `s`\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding figures and axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](fig-axes-from-real-python.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Image from [Real Python](https://realpython.com/python-matplotlib-guide/). The post also shares a lot detail configuration on using Matplotlib: https://realpython.com/python-matplotlib-guide/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](fig-anatomy.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Image from [MatPlotLib documentation](https://matplotlib.org/examples/showcase/anatomy.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting chart from plain text file" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 1. 1.]\n", " [ 2. 4.]\n", " [ 3. 9.]\n", " [ 4. 16.]\n", " [ 5. 25.]]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = np.loadtxt('sample_data.txt', delimiter=',')\n", "data = data.reshape(5,2)\n", "\n", "plt.figure()\n", "\n", "print(data)\n", "\n", "x = data[:, 0]\n", "y = data[:, 1]\n", "\n", "plt.plot(x, y, ':go')\n", "\n", "plt.xlim(0,6)\n", "plt.ylim(0,30)\n", "\n", "plt.savefig(\"sample_figure.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above code, we also save the the figure into file. Beware the above code will fail if we call `savefig` after `show`. That is because pyplot keeps the **current figure** reference to know which figure, or which axe that we want to configure for each command. And `show` will clear the __current__ figure into empty.\n", "\n", "More detail on StackOverflow: https://stackoverflow.com/a/21884187" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Plotting chart from Pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas also integrates the `plot` function into DataFrame." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv('visitors.csv', names=[\"Date\", \"Visitors\"])\n", "df = df.set_index(\"Date\")\n", "df.plot()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = df.plot(kind=\"barh\", figsize=(10,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you need to save the figure from pandas.plot, we need to use `get_figure()` and then `savefig(filename)`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "ax.get_figure().savefig(\"output.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting pie chart" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "65.1\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Top Active Languages by https://githut.info\n", "labels = ['JavaScript', 'Java', 'Python', 'CSS', 'PHP', 'Ruby', 'C++', 'C', 'Shell','C#']\n", "\n", "values = [15,10,7.5,7.5,6.3,6,3.9,3.3, 3,2.6]\n", "\n", "explodes= np.zeros(len(labels))\n", "explodes[0] = 0.1\n", "\n", "print(sum(values))\n", "\n", "plt.title(\"Top 10 Active Languages, by the end of 2014\")\n", "\n", "plt.pie(values, labels=labels, autopct='%1.1f%%', startangle=90, counterclock=False, explode=explodes)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MatPlotLib styles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Beside customizing each line colors ourself, we can use pre-defined styles. The available styles can be found by `plt.style.available`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: seaborn in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (0.11.0)\n", "Requirement already satisfied: numpy>=1.15 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from seaborn) (1.19.2)\n", "Requirement already satisfied: pandas>=0.23 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from seaborn) (1.1.3)\n", "Requirement already satisfied: scipy>=1.0 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from seaborn) (1.5.2)\n", "Requirement already satisfied: matplotlib>=2.2 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from seaborn) (3.3.2)\n", "Requirement already satisfied: pytz>=2017.2 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23->seaborn) (2020.1)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.23->seaborn) (2.8.1)\n", "Requirement already satisfied: certifi>=2020.06.20 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (2020.6.20)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (1.3.0)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (2.4.7)\n", "Requirement already satisfied: pillow>=6.2.0 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (8.0.1)\n", "Requirement already satisfied: cycler>=0.10 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n", "Requirement already satisfied: six>=1.5 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from python-dateutil>=2.7.3->pandas>=0.23->seaborn) (1.15.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "pip install seaborn" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Solarize_Light2',\n", " '_classic_test_patch',\n", " 'bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fast',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn',\n", " 'seaborn-bright',\n", " 'seaborn-colorblind',\n", " 'seaborn-dark',\n", " 'seaborn-dark-palette',\n", " 'seaborn-darkgrid',\n", " 'seaborn-deep',\n", " 'seaborn-muted',\n", " 'seaborn-notebook',\n", " 'seaborn-paper',\n", " 'seaborn-pastel',\n", " 'seaborn-poster',\n", " 'seaborn-talk',\n", " 'seaborn-ticks',\n", " 'seaborn-white',\n", " 'seaborn-whitegrid',\n", " 'tableau-colorblind10']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://matplotlib.org/3.1.0/gallery/style_sheets/style_sheets_reference.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can use the style by `with` and `plt.style.context('style-name')`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = range(1,5)\n", "y = [1,4,7,9]\n", "z = [0.5,3,5,10]\n", "\n", "with plt.style.context('ggplot'):\n", " plt.plot(x,y, linewidth=3)\n", " plt.plot(x,z)\n", " plt.title('Test Plot')\n", " plt.xlabel('X')\n", " plt.ylabel('Y')\n", " plt.legend(['Y', 'Z'])\n", "\n", " plt.xlim(0,5)\n", " plt.ylim(0, 12)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Listing all styles for a line chart:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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ePbuz8It5nH1Ww4fWkrsn8v67r/DYE7MYd/H1xHaNYuYTD/Ljz0v4bWnTJs3T0rdTW1vL1ZOObA+x6IcFjBg2kL59Uli97Fsen/kid903jeLiUoKDAujTu8cRp7M2xh33/vuIseTuCWz8c9ER4y4uLvyw8EPuuOdRbr3jIby8PLn8knGcdmofHvr3U/geZe7leB6451bS0rOYfOsDlJWVM3zoAH798dO660Tenf8J787/pN5zrrnqIt6dY796OS+/gA2pW5j+6H0nvP6OTpPbcYr2aPqMF/joky/ZtnHpCZ3hI5rHmPET2ZaWQcbmFYas/9lZr/PmW++TsXk5ZrPZkBraKtlTEO3SXbffwOtz3uPzr77nogvPM7qcdu3FV+bg6elJfFwMpaVlfPbld3z/wyJee3mmIfVUVVXxymtvM/OJhyQQmqBVQmH+wuWkbs/H29ONRyePA+DzRX+wMSMPJ7OZID9vrh0zGI+jXNEpRFP4+vrw3tyX6k577ciUUlit1mMuc7Tz/BvL1cWFl/8zlx15O7FadRITujLn9ee4fuJlx39yC8jJzeeOf13f4NlY4tha5fBRxo7duDo7M2/hsrpQ2JK1k8ToMMwmE1/8ajs7Y/zpp7R0KUJ0OEuWrmTU2Ueff/lbS8wXibapVfYU4iND2X+w/lWg3btG1P09JjyYtdtyW6MUITqcfocmoo/l7+tXhHCIOYXfN2RwSveG++ssW5vGsnXpANx04RBcXZxbqzQh2jxNg6TE2GMuU1NTQ01NTStVJIyg6zo+Pg03p/yb4aHw/fINmEwm+vfo2uAyQ/smMrSv7YrXsrIyrAb3vncUvj4+FJeUGF2GQ5BtYSfbwk62hZ25kdeMGHpF88qN20ndns/144bJaYNCCOEADAuFzZn5/LgylVsvHoWLs+E7LEIIIWils4/mfvkb6bm7KauswsfTnTHDevPD76lYLFY83W2nocZEBHPluYOO+1py+MhOdo3tZFvYybawk21hZzaZ8PJq+IZFf2uVr+g3XDj8iLHBvZt+I3chhGhtVquisLiW2lodR20DoQHOziYCfZ0xm5t2SF6O2wghRCMUFtfi7moi2N/ZYedAlVKUVlgpLK4lJKBpzSuldbYQQjRCba2Ol4fZYQMBbK3wvT3M1NY2/RC7hIIQQjSCovE3RjKSpmkndXhLQkEIIUQdCQUhhGgDlFKcM/Yqfl60rG7sy69/4KLLJzfremSiWQgh2gBN05j1zDQmTb6HoYP7Y7VaefLpl/n0v7ObdT0SCkII0UZ07xbP2WcO5+X/vE1FRQWXXjyWmOjIZl2HhIIQQjTBWxt03t7YfFcsXN9T48Zexz+i/8C9tzLyrItxdnbm1x8XNNv6/yahIIQQbYinpwfjxp6Nl6cHrq5NuxbhWGSiWQgh2hiTyYTWyK6nJ0r2FIQQoglu7GXixl5GV9H8ZE9BCCFEHdlTEEKINubB+//VYq8tewpCCCHqSCgIIYSoI6EghBCijoSCEEKIOhIKQggh6kgoCCGEqCOnpAohRBvw7fe/8Oys1+uNbd6SzscfvMGZo4Y223okFIQQog04/9wzOP/cM+r+Pe/9BXz2+XeMGjm4WdcjoSCEEG3M9swcnnvhTX5c+AGmZu6BJKEghBBNMOTHZcdf6AQsH924Q0C1tbVMvuUBHp92H507hzdrDSATzUII0abMfOZVkhJjmTDu3BZ5fdlTEEKIJmjsN/tmXeeKNSz87mcW//xZi61DQkEIIdqAgweLue2uR5jzxrN4e3m22HokFIQQog14d/4C9u8/wH1THq83ftftNzJ+3DnNtp5WCYX5C5eTuj0fb083Hp08DoDyymre+nIJhQfLCPTz4sYLR+Dp7toa5QghRJtz9x03cvcdN7b4elplonlgrzhuv+zMemM//J5KUnQYT9w6gaToMH5cmdoapQghhDiGVgmF+MhQPNzr32B6Y/oOBqbEATAwJY4NaTtaoxQhhBDHYNgpqSXllfh6ewDg6+1BaUWVUaUIIdqZb/N3M3NTOhUWS7O9pgYopZrt9VqKUgrtJJ7fJiaal61NY9m6dAAmjRlIWEiQwRU5Dl8fH6NLcBiyLew68rbYXlzKS9syqbLqjNq9j7M6hzXL6x4o0SmvUvh4mNC0k/nYbTlKKUoqddzdXY54D5SVlTXqNQwLBR9Pd4pLK/D19qC4tAJvD7cGlx3aN5GhfRMB2w9WXFLSWmU6NF8fH9kWh8i2sOvI26LKauWeVeupsuqcHR7CWZ3Dmm1b+HpqFBbXUlxSg6PuL2iAs7OJQF/nI35ucyPbYRgWCj0TurAydTtnD+rJytTt9EyINKoUIUQ78fK2LLLLKoj0dOeebnHN+tpms0ZIgMvxF2zjWiUU5n75G+m5uymrrOLBVxYwZlhvRg9M4a0vf2PF+gwCfL2YPH5Ea5QihGinftm1l4X5u3ExaUzvmYSHk9noktqkVgmFGy4cftTxu68c3RqrF0K0c/nllTy7eTsAtyd2Jd7Hy+CK2i5piCeEaNNqdJ1pG7dRYbUyolMg47o0z8RyRyWhIIRo095MzyatpIwwd1emJCc47JlBbYWEghCizVq+t5AFuQWYNY3Heibh7dwmzrJ3aBIKQog2aU9lNTM32a5fuik+mmS/jnttRnOSUBBCtDkWXfHYxm2U1FoYEOTPZdERRpfUbkgoCCHanHcyc0k9WEKQqwtTUxIwyTxCs5FQEEK0KX8UFvF+Vh4m4NGeifi7tP8LylqThIIQos04UF3DExvTUMC1sZH0DfAzuqR2R0JBCNEm6ErxRGoaB2pq6e3vy8RYaY3TEiQUhBBtwofZ+fxReBA/Zyem9UzELPMILUJCQQjh8DYWFTN3ew4AU1MSCXaTW/e2FAkFIYRDK6mp5bGNaVgVXB4dwcDggGMur5Ti952KvBJHbXDt2OTyPyGEw1JK8dTmDPZWVdPN15vJ8dHHXH7zfsV/1uqs2wOnR8JrnVunzvZEQkEI4bA+21HAsr2FeDmZmd4zCecGbhSzo0Tx5jqdXw+71fuvO2DDbgvRHq1UbDshoSCEcEhpJWW8npYNwIPJCYQf5e6MhZWKtzcqvs5QWA87WmTWYFy8RoSPCZrvNs0dgoSCEMLhVFgsTNuwlVqlGNcljBGh9e/LXl6r+GiL7U/lPz70R0Vp3NRbI9JHw9fDRHHHvDNpk0koCCEcilKK57ZsJ7+iilgvT25P7Fr3WK1V8fV2295BUVX95/XtBP/qayI5SE5VPRkSCkIIh/Ldzj38vGsfbmYTj/dKwtVsQinFolzFm+sV+aX1l4/1s4XBwHDkXgrNQEJBCOEwssrKeXFrJgD3dosjysuDv3bbzijaWlh/2U4ecFNvjdExGmaThEFzkVAQQjiEKquVaRu2Ua3rnB0eQpxHCHctsrKqoP5yPi5wbQ+Ni5I0XM0SBs1NQkEI4RBe3pZFdlkF4e7uVBd35Zr1OodffuZigku6aVyTrOHjKmHQUiQUhBCGW7RrHwvzd2NCo6AggR219usRTBqc21Xjxl4anTwlDFqahIIQwlBZJRXMSM0AoLY0GlXrWffY4Ai4tY+JWH8Jg9YioSCEMIRVV3yTaeWljG1YzVb0qgBUZSgAyUFwW18TfTpJGLQ2CQUhRKtSSrE8H15fp5NrzcHkUY6yuqKXxhHpo3FzbxMjI+X0UqNIKAghWk3qPsVra3XW7wXN5QBmv10opeFZlcDN/Z0ZG6fhJKeXGkpCQQjR4nKLFW+s11nyd8M6UzUmn+0A9PeJ5MlRvng4Sxg4AgkFIUSL2V9ha0nxzfbDG9YpnHzTwWShn78/s07tgkkOFTkMw0Phl9WbWbE+A02D8GB/rh0zGGcnw8sSQpyE8hrFB1sU/92iqLLWfyw2PI9cSylBri481jtBAsHBGPrpW1RSzuI/tjLtpnG4ODsx54sl/LE5m0G94o0sSwjRRLVWxRfpindTFQer6z92SiiMjCvhpfR8TMCjPRPxd3ExpE7RMMO/kuu6Tq3FitlsorbWgp+33BFDiLZGV4pfcmwN6wrK6j8W729rWBcfUMOklWkoYGJsJH0D/IwoVRyHZq3IM/RGpovWbOGbJWtxdjbTLSaC68cNO2KZZWvTWLYuHYBJYwYSFhJ0xDJCCGP8nlfLrJWVbNlX/zhRuLeJO09z4/wE297ALcvW8Pue/ZwSHMDc4QMwy2GjVlVWVoaXl9dxlzM0FMorq5nz+WJuuHAEHm4uzPliMX2TojktJbbB55SVlWHV9dYr0oH5+vhQXCJ3EAHZFodrrW2RdkDx+lqd1bvqj/u4wKQUjQmJGi6HGta9n5XH7Iwc/JydeHdQX4LdXFu8PpD3xeHMJlOjQsHQw0fbcnYR6OeNt6ftNnt9EqPIzN97zFAQQhiroFQxe4Pix+z63yddzXBZN42rkzW8XOx7ARuLipm7PQeAqSmJrRYIomkMDYUAH0+yd+6jptaCs5OZbTm7iAqTQ0NCOKKDVYp5qYrP0xW1h+2smzQ4P1bjhl4aIR71DwmV1NTy2MY0rAouj45gYHBAK1ctTpShoRATEUzfpCiefPsbzCYTXToFMKRPgpElCSH+ocqi+Hir4v3NivLa+o8N6wy39DER43fk/IBSiqc2Z7C3qppuvt5Mjo9unYLFSTH87KMxw/swZngfo8sQQvyDRVd8m6mYu0Gxv7L+YynBtjOKeoc0PFn8+Y4Clu0txMvJzPSeSTibTA0uKxyH4aEghHAsSimW5h1qWPePOdooH1sr62Fdjt2wLq2kjNfSsgGYkhxPuIdbS5YsmpGEghCizoa9tvshp+6rPx7kDjf00jg/9vgN6yosFqZt2EqtUozrEsbI0OAWrFg0NwkFIQTZxYo31uosza8/7ukMVydrXNZNw83p+NcVKKV4bst28iuqiPXy5PbEri1UsWgpEgpCdGB7K2xzBt9mKvTDzjB1MsFFCRoTUzT83Bp/kdl3O/fw8659uJlNPN4rCVezzCO0NRIKQnRAZTW2s4k+3qqo/kfDutExGjf10gj3PrErjrPLynlxayYA93aLI8pLWta0RRIKQnQgNVbF52m2hnUlNfUfOy0Mbu1rIjHgxNtPVFmtTNuwjWpd5+zwEM6J6NRMFYvWJqEgRAegK9sVyLPXK3aX138sMcB2emn/sKb3Inp5WxZZZRVEerpzT7e4k6xWGElCQYh2TCnF6l3w2lqdjKL6j4V7wc29Nc6I1k7qngaLdu1jYf5uXEwa03sm4eFkPsmqhZEkFIRop7YV2k4v/XN3/XE/V1vDuvEJGs7mk+tUurOikmc2ZwBwW2JX4n2O33BNODYJBSHambxiK88t1/k5p37DOjczXN5d46ruGp4uJ9+2ulbXmbZhGxVWKyM6BXJhl7CTfk1hPAkFIdqJ8hrbTW6+yiip17DOrMHYOI3re2oEeTTfPQzeTM9hW0kZYe6uTElOOOYVzqLtkFAQoh3YUaK4f/GRbSlGRMItvU1E+TbvB/byvYV8krsTs6bxWM8kvJ3lo6S9kP9JIdq433cqHl2mU3ZYB9NeIXBbXxMpwc3/7X1PZTUzN9nuhHhTfDTJfj7Nvg5hHAkFIdoopRQfbFG8vlbx9+yBqxmmj/RgeGhVixzOseiK6Ru3UVJrYUCQP5dFRzT7OoSxJBSEaIOqLIqZKxU/HTaZ3MkDnhlh4rQYV4pLqltkve9m5rLxYAlBri5MTUk4qVNZhWOSUBCijdldrpiyRCftgH2sVwg8NcxEgHvLfUj/WVjE/Kw8TMCjPRPxd3FpsXUJ40goCNGGrN+jeGipTlGVfezCeI17Tj35aw6O5UB1DY9vTEMBE2Mj6Rvg12LrEsaSUBCijfgyXef5NQrroSNGZg3u7a8xPqFlO5HqSjEjNY0DNbX09vdlYmxki65PGEtCQQgHV2tVvPCn4st0+/yBvys8NdxE704tf0z/w+x81hQexM/ZiWk9EzHLPEK7JqEghAM7UKl4eKnO+r32sYQAeHaEiVDPlv9wTi0qYe72HACmpiQS7Oba4usUxpJQEMJBbSu0TSjvqbCPnRmtMXVg4+6CdrJKamp5bOM2rAouj45gYHBAi69TGE9CQQgH9HO2zoyV9hvgaMCtfW19i1qjnYRSiqc2Z7Cnqppuvt5Mjo9u8XUKxyChIIQDseq2ex7M32yfP/ByhseHmhgU0XrH8j/fUcCyvYV4OZmZ3jMJZ5PcVrOjkFAQwkGU1tjaVawssI9F+djmD5q7d9GxpJWU8VpaNgBTkuMJ93BrtXUL40koCOEAcooVDyzR2XFYQ7vBETB9iAmvZmhz3VgVFgvTNmylVinGdQljZGhwq61bOAYJBSEMtiJf8ehynfLDGtpd20Njci8Ns6n1AkEpxXNbtpNfUUWslye3J3ZttXULxyGhIIRBlFLM32S7B8LhDe0eGaRxZnTrH8P/buceft61Dzezicd7JeFqlnmEjsjwUKioqub9736nYF8RGhrXnD+Yrp1DjC5LiBZVWat4cqXil1z7hHKop23+ICGg9S8Oyy4r58WtmQDc2y2OKC+PVq9BOIZjhkJJWSU+Xu4tWsCCn9aQ3DWCmyaMxGK1UlNradH1CWG0XWW26w/Si+xjfUJg5nAT/m6tHwjVVivTNmyjWtcZHR7CORGdWr0G4TiOuX84fc5XrErNbLGVV1bXkLFjD4N7xwPgZDbjIVdMinZs7R7FpO/rB8KEBI1XzzQmEABe3pZFVlkFXTzcubdbnCE1CMehWSvyVEMPpufu5sPvfyfY34crzx2Iv49ns648b3chH3y/krBgX3buKSIyNJBLzuqPq4tzveWWrU1j2TrbnZ4mjRlIWEhQs9YhREtTSvHx5hpmLqvAcuj+yc4meGSYB5ckG/dF6Ie8Au5ftQ4Xk4mPRg0mUe6i1m6VlZXh5eV13OWOGQoAtRYr3y5bz4r16Zw3pDdhwX71Hk+KDmtykbkF+3lm3nfcf+25xEQE88lPq3F3cWbsiL4NPqesrAyrrjf4eEfi6+NDcUnJ8RfsABx5W9RaFbP+UHyVcVhDOzd4eriJXiHNv3fQ2G2xs6KSSb+vo8Jq5Z5usYyPDG/2WozmyO+L1mY2mRoVCsedaHZ2MnPekF7s2neQr5b8hZe7/UIWTYMZ/7qoyUX6+Xjg5+NBTITtXOi+SdH8+Htqk19PCEdTWKl46DedjfvsY0kBtjukdWqFhnYNqdV1pm3YRoXVyohOgVzYpelf7kT7ctxQ2JZdwAffryQyLJAnbp2Aj2fzTTz7enkQ4OPJ7sJiQgN92ZZTQFiwb7O9vhBG2nqood3ewxrajY7ReGhA6zS0O5Y303PYVlJGmLsrU5ITWqWfkmgbjhkK879dwebMfC456zT6dYtukQIuPes03vlqKVZdJ8jPi2vOH9Ii6xGiNf2QpfPUKntDO5MG/+qjcUUrNbQ7luV7C/kkdydmTeOxnkl4Oxt+ZrpwIMd8N1isVh6dPA5P95abCOsSGsjD149psdcXojVZdcXr6xQfbrHPH3i7wBNDTQwIN/7b+J7KamZusp20cVN8NMkysSz+4ZihcN0Fw1qrDiHavJJqW7uKVYc1tIv2tV2QFuljfCBYdMX0jdsoqbUwIMify6IjjC5JOCDZbxSiGWQXK+5frJNfah8b0hmmDzbh2YoN7Y7l3cxcNh4sIdDVhakpCZhkHkEchYSCECdpWZ5i2gqdisMa2k1K0bixl+YwH7x/FhYxPysPEzCtZyL+Li5GlyQclISCEE2klGLeJsWcwxrauZnh0cEmTo9yjDAAOFBdwxMb01DAxNhI+gb4GV2ScGASCkI0QWWtYsZKxaLDGtqFHWpoF29AQ7uG6EoxIzWNwppaevv7MjE20uiShIOTUBDiBBWUKh74TWf7Yf2L+nWCJ4eZ8DOof1FDPszOZ03hQfycnZjWMxGzgxzOEo5LQkGIE/DXbsXDS3WKq+1jFydq3HmKhlMr3hCnMVKLSpi7PQeAqSmJBEuzSdEIEgpCNIJSis/SFC/9qbAeOmLkZIIH+muMjXe8m9GU1NTy2MZtWBVcHh3BwOAAo0sSbYSEghDHUWNVPLdGsXC7ff4g0N3W0C4l2LH2DsAWYE9tzmBPVTXdfL2ZHB9tdEmiDZFQEOIY9lcoHlqqk3pYQ7vugfD0CBMhHo4XCAAfbc9h2d5CvJzMTO+ZhLPJ8fZkhOOSUBCiAVv2K6b8prPvsIZ253TVeHCAhqvZMQMhraSMWRu3ATAlOZ5wD7fjPEOI+iQUhDiK7zN1nl6lqDl06w6TBrf31bism/EN7RqSWlTCE6lp1Oo647qEMjI02OiSRBskoSDEYSy64rW1iv9utc8f+BxqaHeaAzS0O5rcsgrezLAdMgJI8vPh9sSuBlcl2ioJBSEOKa5W/HuZzppd9rGYQw3tujhAQ7t/2l9VzTuZO/hu526sCtzMJi6NiuDmnt2wVlYaXZ5ooyQUhACyDioeWFK/od2wzjBtiAlPZ8cKhLJaCx/l5PNJzk6qdR2zBhd0DmVSXBRBri54OTtTLKEgmkhCQXR4v+1QTF+hU2Gxj13fU+P6no7T0A6gRtf5Km8X72XuoLjWVuywkEBuio8mysvD4OpEeyGhIDosXSneTVW8tcE+f+DuZGtoNzLSccJAV4pfdu3jre257KqsAqCnnw+3JsbQQ26SI5qZhILokCpqFY//rrNkh30s3Ms2fxDn7ziB8Mf+It5Izya9tByAaE8Pbk6IZnBwgMOeBSXaNgkF0eHsLLXNH2QetI+dEmpraOfr6hgftGklZbyZns0fhQcBCHZ14fq4KM4O7+RwPZZE+yKhIDqUP3Yppi7VKamxj12WpHFbP8doaFdQUcVb23P4eZftEmovJzNXxXThoqhw3Mxmg6sTHYGEgugQlFIs2KZ45S97QztnE0wZoHF+rPFtIIpqapifmceXebuwKIWzpjEhKpyrY7rg6+JsdHmiA5FQEO1etVXx7GrFd5n2CeWgQw3tehjc0K7SYmVB7k4+zM6nwmpFA0aHh3BjXBSh7tKiQrQ+CQXRru2rUDz4m87m/fax5CBbIAQb2NDOoiu+27mbdzJ3UFhtO5Z1WpA/N8dHE+/jZVhdQkgoiHZr0z5bIOw/7Dquc7tqTDGwoZ1SiqV7C5mdkcOOclthST5e3JIQQ79AP0NqEuJwEgqiXfo2U+eZVYraQw3tzBrc0U/jkiTjGtptKCrmjfRsNh20XTYd4e7G5IRoRnYKcqiL5ETHJqEg2hWLrnj1L8Un2+o3tHtymIlTw4z54M0uK2d2eg7L9x0AwM/FmUmxkYztHCr3OhAOR0JBtBvF1bbTTf/cbR+L9bNdkBbh3fqBsLeqmne25/L9zj3ogLvZxGXRnbk8OgIPJ/nVE47JId6Zuq7z1Dvf4uftwb8uPcPockQblF5o5ZbvdQrK7GMjIuHRQSY8WrmhXWmthQ+z81iQW0DNoYZ14zqHMSk2kkBXl1atRYgT5RCh8OsfWwkN8qWqutboUkQbtHiH4okVJfUa2k3upTExpXUb2tXoOl/sKGB+Vh4lhxrWjegUxOT4KCI9pWGdaBsMD4WiknJSt+dzzuCeLFq92ehyRBuiK8XbG21//ubhBNMGmxjeig3tdKX4adde5mbksruqGoDe/r7ckhBNsjSsE22M4aGw4Oc1jD+9H1U1De8lLFubxrJ16QBMGjOQsJCg1irP4fn6dMwPnfIaxZRfylmUbX/fRPqY+M+5XsQHtk47CKUUK/bs46WNaaQVlwAQ5+PN3T2TGBoabGjDuo76vjga2RY2ZWVlx18Ig0NhY0Ye3h5uRIUFkZa7q8HlhvZNZGjfRMD2gxWXlLRWiQ7N18enQ26L/FLFA4t1sortYwM7O/HYIB1f53KKW2GTbCsu5Y30bP46YCsixM2FG+KiGR0eglnTKCktPc4rtJyO+r44GtkWduZGnulmaChk5u9lY0YemzLzsVisVFbX8s7XS7nugmFGliUc2OoC2y0zD29od3k3jYdHeFFe1vIfxDsrKpmTkcOi3bZLpL2cnLimaxcmRIbhKg3rRDtgaChcOLIfF47sB0Ba7i5+WbVZAkEclVKKj7cqXl2r0A9NIbiY4MEBGufGmlq8w2lRdQ3zsnbwVd5urErhYtK4KDKCq7p2xsdZGtaJ9sPwOQUhjqfaqnhmleL7LPuEcrA7PDPCRPeglg2DCouVT3Ly+ShnJ5WHGtadG96J6+Oi6OTu2qLrFsIIDhMKiVFhJEaFGV2GcDB7KxQPLtHZUmgfSwmGp4aZCGrBhnYWXWdh/m7ezdzBgUMnQQwKDuCm+GhivT1bbL1CGM1hQkGIf0o91NCu8LCGdmPiNO7vr+HSQg3tlFIs2bOf2Rm55FfYVtzN15tbE6LpE+DXIusUwpFIKAiHtHC7zrOr6ze0u+sUjYsSW66h3foDxbyens2WYtuEdWcPd26Kj2JEpyC5H7LoMCQUhEOx6IqX/lR8lmafP/B1hZnDTPQLbZkP5qzSct7MyOH3Qw3rAg41rBvTORQnaVgnOhgJBeEwDlYpHl6qs3aPfSzO39bQLtyr+QNhT2U1b2/P5X8Fe1CAu9nMFdERXBrdGQ8nOb1UdEwSCsIhZBxQPLBEZ1e5fez0SPj3IBPuzdzQrqS2lg+y8vlsx05qdIVZ07igcygTYyMJkIZ1ooOTUBCGW5SreGKFTpXV9m8NmNxbY2KP5p0/qLbqfH6oYV2Zxdaw7vTQICbHRdPZ073Z1iNEWyahIAyjK8VbGxTvph7W0M4Zpg82MbRL84WBVSl+KtjLW9tz2XuoYV3fAF9uSYihm693s61HiPZAQkEYorxGMW2FzvJ8+1hnb3hupIkY3+YJBKUUq/YX8WZ6NpllFQDEenlyS0I0pwX5yxlFQhyFhIJodTtKbPMHOYc1tBsQDo8PMeHj2jwf1FsOlvJ6ejbri2wr6eTmyo3xUZwZZmtYJ4Q4OgkF0apWHWpoV3pYQ7sru2vc2kfD3Az9i/LKK5mdkcOSPbaGdd5OTlwT24XxXcJxNcvppUIcj4SCaBVKKT7aonhtnb2hnasZHhqgcXbXk/+w3l9VzctbtrMw/++GdSYujgrnqpgueDvL21yIxpLfFtHiqiyKp1Ypfsy2TyiHeNiuP0gKPLm9gxpd58OsvLqGdSbgvAhbw7oQN2lYJ8SJklAQLWpPuWLKEp1tB+xjPYPhqeEmAt1PLhAySsqYkZpWN4k8ODiAmxKi6eolDeuEaCoJBdFiNuy1NbQrqrKPXRCncV9/DeeTaGhn0XXez8pjXlYeVqWIcHfjif69SXCT+xoIcbIkFESL+CpD5/k1CsthDe3uOVVjfMLJXZCWVVbOk6nppJXY7jc7ITKMm+NjCA3wl9suCtEMJBREs7Loihf/UHyebp8/8HO1HS7q06npYWBVio9z8pmbkUutUnRyc+XhHgn0C/RrhqqFEH+TUBDN5kClYupSnXV77WMJ/rY7pIWdREO7HeUVzNyUzqaDtpbWYyJCuS0pBk8nefsK0dzkt0o0i7QDtgnl3Yc1tDsjSuORQRpuTk0LBF0pPttRwOz0HKp1nSBXF6YkxzMwOKCZqhZC/JOEgjhpP+fozPhdUX1YQ7tb+mhcndz0+YOCiipmbkqvuyJ5dHgIdyZ1xcdZJpOFaEkSCqLJrLpizgbFe5vs8weezrZ2FYM7Ny0MlFJ8nb+b19KyqLTq+Ls480ByPENDApurbCHEMUgoiCYpq1E8ulzn9532sUgf2wVp0U1saLensppnNqezpvAgACM7BXFv9zj8XGTvQIjWIqEgTlhusa2hXe5hZ4AOioDpQ0x4u5x4ICil+F/BXl7elkm5xYqPsxP3dotjVFhwM1YthGgMCQVxQn7faWtoV15rH7smWeOm3k1raFdYXcOzmzNYcej+yEOCA7g/OZ5AuQOaEIaQUBCNopTi/c2KN9Yp/p5BcDXD1IEaZ8WceEM7pRSLdu/jha2ZlNRa8HIyc2dSLGeHh8h9DoQwkISCOK4qi+LJlYqfc+wTyp08bNcfNKWhXVFNDbO2ZNa1t+4f6MeDPRKkgZ0QDkBCQRzT7nLb/EH6YQ3teofAzGEmAprQ0O63Pft5fst2impqcTebuS0xhrGdQ2XvQAgHIaEgGrRuj+Lh33SKqu1j4xM07j7lxBvaldTW8vLWLH7cZbvcuY+/Lw+nJBDm7tacJQshTpKhoXCgpJx53yyjpKwSTdMY0ieBUf27G1mSOOSLdJ1ZaxTWQ0eMzBrc11/jwoQTnz9Yue8Az2zOYH91Da4mE7ckRDM+MhyT7B0I4XAMDQWzpnHRqFOJDAukqrqWme8spFtMOOHBfkaW1aHVWhUv/KH4MsM+f+DvZmto1zvkxD7Eyy0WXt2Wxbc79wDQw8+bqT0S6eLp3qw1CyGaj6Gh4Ovtga+3BwBurs6EBvpysLRCQsEghZWKh5fqbDisoV1igO2CtE6eJxYIfxYW8dSmDPZUVeNi0rghLppLoyMwy96BEA7NYeYU9h8sJW/PAWIigowupUPaVmhraLenwj52VrTGwwNPrKFdpcXKG+nZfJG3C4AkHy+mpiQQI3dDE6JNcIhQqKqpZc7nS7jkzP64H+WipWVr01i2Lh2ASWMGEhYiwfE3Xx+fk36N79JrmPpreb2GdvcOdOe6Pq4ndFbQ2v0HeGTNBvLKK3DSNG7uHs91SbE4m058HqIpmmNbtBeyLexkW9iUlZU1ajnNWpGnjr9Yy7FadV5b8Avdu0ZwxmnJx12+rKwMq663QmWOz9fH56TuNmbVFW+sV3yw2f4W8HKGJ4aaGBjR+DCotlqZk5HLgtydKCDWy5NHUhKI9/Fqcm0n6mS3RXsi28JOtoWd2WTCy+v4v5OG7ikopZj/3QpCA30bFQii+ZTW2NpVrCqwj0X5wHMjTUT6ND4Qthws5clNaeSWV2LW4MqYLkyKjWy1vQMhRPMyNBQy8/eyOjWTiBB/Zrz1NQAXjOxHSlxnI8tq97KLFQ8s1skrtY8NPtTQzquRDe1qdJ13M3fwYVYeOhDt6c7UlES6+Xq3TNFCiFZhaCjEdenEm1MnGllCh7M839byuuKwhnYTe2hM7q01+rqBjJIyZqSmkVlWgQZcHh3BDXHRuJpl70CIts4hJppFy1PKdjOc2evtDe3czPDIII0zohv3YW7RdT7IzufdzB1YlSLC3Y2HUxLo5e/bcoULIVqVhEIHUFmrmLFSsSjXPqEc6mm7/iAhoHF7B1ll5TyZmk5aie0MhgmRYdwcH4O7k7lFahZCGENCoZ0rKLNdf5BRZB/r2wmeHGbC3+34gWBVio9z8pmbkUutUoS6ufJQjwT6Bfq1XNFCCMNIKLRjaw81tDt4WEO7ixI17jpFw6kRN8TZUV7BzE3pbDpom5Ee0zmU2xJj8HSSt40Q7ZX8drdDSik+T1e8+Ie9oZ2TCe7vr3FB/PHnD3Sl+HxHAW+m51Ct6wS5ujAlOZ6BwQEtXLkQwmgSCu1MjVXx/BrFN9vt8wcBbvD0cBM9G9HQrqCiiqc2pbOuqBiA0eEh3JnUFR9n5xarWQjhOCQU2pHCSsWDv+mk7rOPdQuEZ4abCDlOQzulFF/n7+a1tGwqrVb8XZx5IDmeoSGBLVy1EMKRSCi0E1v2K6b8prPvsIZ2Z8doPDjg+A3t9lRW88zmdNYUHgRgZKcg7u0eh5+L7B0I0dFIKLQD/8vSeWqlouZQSyiTBrf11bi8m3bMhnZKKf5XsJdXtmVSZrHi4+zEvd3iGBUW3EqVCyEcjYRCG2bRFa/8pfPRFvv8gbcLzBhq4rTwY+8dFFbX8OzmDFbss918eUhwAPcnxxN4lC61QoiOQ0KhjSqpVty7pIwVhzW5jfG1XZDW5TgN7Rbt2sesrdspqbXg5WTmzqRYzg4POaE22UKI9klCoQ1SSnHPrzqb9ttbiA/rDNOGmPB0bviDvaimhhe2ZLJ4z34A+gf682CPeELcXFu8ZiFE2yCh0AZpmsbNvU3cuUjHquC6FI0beh27od3SPft5bst2impqcTebuT0xhjGdQ2XvQAhRj4RCG3VKmMYjwzxwVVWcHtXwB3tJbS0vb83ix122Gy/38ffl4ZQEwtzdWqtUIUQbIqHQhl3Ww5XikuoGH1+57wDPbM5gf3UNriYTtyREMz4yvNEtsoUQHY+EQjtUbrHwn23ZLNy5G4Aeft5M7ZFIF093gysTQjg6CYV25q/Cg8zclM6eqmpcTBo3xEVzaXQEZtk7EEI0goRCO1FpsfJGejZf5O0CIMnHi6kpCcR4eRpcmRCiLZFQaAc2FBUzMzWdnZVVOGkaE2MjuSqmM04muT2mEOLESCi0YVVWK/9Jy+KTnJ0oINbLk0dSEoj38TK6NCFEGyWh0EZtKy7lyd/Xkl1ajlmDK2O6MCk2EmfZOxBCnAQJhTaq3GIlu7ScaE93pqYk0s3X2+iShBDtgIRCG9Uv0I+XBvUjxcMNV7PsHQghmod8mrRhoyJCJRCEEM1KPlGEEELUkVAQQghRR0JBCCFEHQkFIYQQdQw/+2hzZj4LflqDrhSDe8dz9qCeRpckhBAdlqF7Crqu898fVnPbZWcy7aZx/LE5m4J9B40sSQghOjRDQyGnYD8hAd4E+3vjZDZzavcYNqbvMLIkIYTo0Aw9fFRUWoG/t72Lp5+PJ9k79x2x3LK1aSxblw7ADRcMxsPNpdVqdGS79u7H20PuoAayLQ4n28JOtoVddU0tjemKZvicwj8dre3/0L6JDO2bCMDMtxfy8PVjWrkqx/TKJ4tlWxwi28JOtoWdbAu7Vxr52Wno4SN/bw+KSsvr/n2wpBw/Lw8DKxJCiI7N0FCICg9i74ES9h8sxWK18seWbHomdDGyJCGE6NAMPXxkNpm4dPQAXvnvz+i6YlCvOMKD/Y/5nKF9ElqpOscn28JOtoWdbAs72RZ2jd0WmrUiT7VwLUIIIdoIuaJZCCFEHQkFIYQQdRzulNSGSDsMu/kLl5O6PR9vTzcenTzO6HIMc6CknHnfLKOkrBJN0xjSJ4FR/bsbXZYhai0Wnp//AxarFV1X9E2KYszwPkaXZShd13nqnW/x8/bgX5eeYXQ5hnn4P5/i5uKMSdMwmUzHPS21TYTC3+0w7rziLPx9PHjqnW/pGR9JeLCf0aUZYmCvOEac0o15C5cZXYqhzJrGRaNOJTIskKrqWma+s5BuMeEd8n3hZDZz91WjcXNxxmrVeW7+9yTHRdA1IsTo0gzz6x9bCQ3ypaq61uhSDHfPVWfj1ciL+NrE4SNph1FffGQoHu5yVbevtweRYYEAuLk6Exroy8HSCoOrMoamabi5OANg1XWsVh2No1wJ2kEUlZSTuj2fwb3l7KMT1Sb2FBrbDkN0XPsPlpK35wAxEUFGl2IYXdeZ+fZC9hWVMvyUJGIigo0uyTALfl7D+NP7UVUjewkaGi9/9BOapjG0T0Jdd4iGtIlQOJqjtcMQHVNVTS1zPl/CJWf2x9214+5BmUwmHrnxAiqqqnnzs8Xs3FtERMixr/tpjzZm5OHt4UZUWBBpubuMLsdw9197Ln7eHpSUV/LyRz8RGuRLfGRog8u3iVCQdhiiIVarzpzPF9O/R1f6JEUZXY5D8HBzJSEylM1ZOztkKGTm72VjRh6bMvOxWKxUVtfyztdLue6CYUaXZgg/b9tnpY+nO70TI8ku2N/2Q+Hwdhh+3h78sSWb68d1zP9gYaeUYv53KwgN9OWM05KNLsdQpeVVmM0aHm6u1NRa2JZTwFkDU4wuyxAXjuzHhSP7AZCWu4tfVm3usIFQXVOLUrY5t+qaWrZmFXDe0F7HfE6bCIWmtMNoz+Z++Rvpubspq6ziwVcWMGZY7w45oZaZv5fVqZlEhPgz462vAbhgZD9S4jobXFnrKy6r4L2Fy9GVQilFv27R9IyXPmIdXUl5FW9+9isAuq44NTmG5Nhj/35ImwshhBB12sQpqUIIIVqHhIIQQog6EgpCCCHqSCgIIYSoI6EghBCijoSCEEKIOhIKQpyEqppaHv7Pp6zZlGUfq67loVc/5a+tOcYVJkQTSSgIcRLcXJy56txBLPh5NaXlVQB88eufRIUF0q9btLHFCdEEEgpCnKTuXSPoEdeZT35aTVruLv7amsPlowcYXZYQTSJXNAvRDMorq5k++yusus6EUacwqFe80SUJ0SSypyBEM/B0dyU82I+aWgt9EqVbq2i7JBSEaAarUzMpLC6jW0w4X/z6p9HlCNFkEgpCnKSS8ko+/WUNV507iCvPGchfW3PI2LHb6LKEaBIJBSFO0sc/rqZXQiSJ0WH4ensw/vRT+OC736m1WI0uTYgTJqEgxElYn5ZLZt4eJow6pW5sSJ8E/Hw8+W7ZBgMrE6Jp5OwjIYQQdWRPQQghRB0JBSGEEHUkFIQQQtSRUBBCCFFHQkEIIUQdCQUhhBB1JBSEEELUkVAQQghR5//pVQ88iGDfSgAAAABJRU5ErkJggg==\n", 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cVIeRJx9M9+a1whxs+aJEICL+27wcPhkBzQ6FE+4EvJlAk+at49HPF7Fy065Cq3dsVJ3bTu7Ice3rYyo3UWZKBCLir+xMr46QGZzzCsQn8OPSjYz+bCFzU7YVWrVJzURu6t+Bs3o01fTQIFIiEBF/TbsX1s6E899gwZ7ajH71V75dnFZolZqVE/jH8W0YdmQrEhP+fgFZykaJQET8s/hz+OlZ0g/5P+6a14KJs7/D5U8EomKFOC45uhXXHNuWmlUS/IuznFMiEBF/bFtD7sSrSKvcjhOTTyA9Z03eojiDc3o248Z+7WlSq7KPQcYGJQIRCbs9GRlsfnUItXbvZHDGHaS7/I+iEzs24NYBHenQqLqPEcYWJQIRCZucXMeE5BS2f3Yfl+fO5MbMq1nuvPsFujevxaiTO3L4QcXXFZLgUyIQkZBzzjFtQSoPT1lIvY2/MD7hfT7I7cPE3GM4qF5VbjmpAwO6NNJUUJ8oEYhISCWv3MLDny3k1xWbqcs2xld6jmWuMU9XHM4Dp3Zh0KHNSYhXRXw/KRGISEgsTUvn0SmLmDLfKwpn5PJEwgvUZCdfJL3AlJP6U7WSPoIigX4LIhJUqdv38NS0P3n3t9XkFCgKd3XCJI6Nn0t630e4qPcpPkYoe/MlEZjZjcDlgAPmAZc45/b4EYuIBMeOPVmBonDL2Z1VuCjcde238M+U96HjmVQ7erhPEUpRwp4IzKwpMALo5JzbbWbvAYOB18Mdi4iUXWZ2LuN/Wcl/vlrC5p2Fi8Id1aYud5zQmM6fnAo1msDpz3ilJCSi+DU0VAGobGZZQBVgrU9xiEgp5eY6Pp27lsemLmL15sLPCT64cQ1GntyRPm3rYu8NhR3r4NKpULmWP8FKscKeCJxza8zsMWAVsBuY6pybuvd6ZjYcGA7QokWL8AYpIsX6/s+NjJ6ygN/XbC/U3rRWZW4+qT1ndmtKXJzBry/Bwv9B/wegWS+fopX98WNoqDZwJtAa2Aq8b2ZDnHNvFlzPOTcWGAuQlJTk9t6OiITf72u28fCUhXz358ZC7bWqJHDt8W0ZemRLKlUIFIVbNxc+vx3a9Ycj/uFDtFJSfgwN9QWWO+fSAMzsQ+Ao4M1i3yUivlm9eRePT13ER7MLj+ImJsRx6dGtueq4NtRILFAULmOH98jJKnXhrDEQp/sEIpkfiWAVcISZVcEbGjoRmOFDHCKyH5t3ZvLsV0t48+eVZObk5rXHGZyf1Jwb+ranUc3Ewm9yDibdBFuWw8WfQlWVjIh0flwj+MXMPgBmAtnALAJDQCISGXZn5vDqD8sZ881SdmRkF1rWr1NDbhvQgbYNiigKN/stmPsuHHc7tOodhmilrHyZNeScuxu424++RaRo2Tm5vJ+cwpNfLCZ1R0ahZb1a1mbUyR1JalWn6A2kLYLJN0OrY6DPzSGOVoJFdxaLCM45pv6xgUemLGRp2s5Cy9rUr8ptAzrSr1PD4ovCZe2G9y+BhCpw9ksQpyeJRQslApEYN2PFZh76bCHJK7cUam9YoxI39m3Pub2aUaEkReGmjILU+XDRBKjROETRSigoEYjEqCWpO3h4yiK++GNDofbqlSpw1XFtuPTo1lSuWMKj+vkTIfk1OGoEtOsbgmgllJQIRGLM+m17eOrLxbw3YzUFasKREG8MPaIV157QljpVK5Z8g5uXwycjoNmhcOJdwQ9YQk6JQCRGbN+TxZhvlvLqD8vZk5VbaNlZ3ZtwU/8ONK9T5cA2mp0JH1zq1Q865xWI1wPmo5ESgUg5l5Gdwxs/reTZr5ewdVdWoWXHtKvHbQM60qVpzdJtfNq9sHYmnP8G1G4ZhGjFD0oEIuVUbq7j4zlreOzzxazZWrgoXJemNRg54GB6t6tX+g4Wfw4/PQuHXg6dzihjtOInJQKRcsY5x/Q/NzL6s4UsWFe4KFzzOpW5uX8HTj+kiVcUrrS2rYGJV0HDrtD/wTJGLH5TIhApR+albGP0lAX8sGRTofY6VSty3QltuejwllSsUMa6PznZ8OEVkJ0B570GCYn7f49ENCUCkXJg1aZdPDp1EZ/OKVwUrnJCPJcf05rhfQ6iemKQLuROfwRW/gADX4R67YKzTfGVEoFIFNuxJ4vHpy5m/C8rycrJnwsaH2cMOrQ5N5zYjgY1gnjEvuxb+PYR6HYhdBscvO2Kr5QIRKLUsrR0Lh83g2V7lYQY0LkRtwzoQJv61YLbYXqaNyRUty2c8mhwty2+UiIQiUJfL0plxNuz2LEnvzLooa1qM/Lkg+nVsnbwO8zNhYlXwu6tMORDqBTkJCO+UiIQiSLOOV6cvoyHpyzEBUaCKlWI46GzuzKwR9Pii8KVxY/PwNJpcOoT0KhLaPoQ3ygRiESJ3Zk53DZhLp8UuCDcpGYiLw5NomuzUt4QVhKrf4Ov7odOZ0LSpaHrR3yjRCASBdZs3c2Vb8wo9LD4Q1vV5oUhvahXrVLoOt69xSshUaMJnP6MV0pCyh0lApEI9+vyzVwzPpmN6Zl5bRce3oJ7Tu9c9nsCiuMcfHwt7FgLl06FyrVC15f4SolAJIKN/2Uld388n+xAmdAKccY9Z3RmyBFhqOvz28uw8H/Q735o1iv0/YlvlAhEIlBmdi73fjqf8b+symurW7UiLwzpxWGti3lUZLCsmwuf3w7t+sOR14a+P/GVEoFIhNmYnsE1b87k1xWb89o6N6nB2GFJNK1VOfQBZKTDB5dAlbpw1hiIC+Hwk0QEJQKRCPL7mm0MHzeDtdv25LWd3q0Jj5xzSMmfFlYWzsGkf8LmZXDxp1C1buj7FN8pEYhEiE/mrOXWD+bkPTTGDG4b0JEr+xwUuvsD9jb7LZj7Lhw3Clr1Dk+f4jslAhGf5eQ6Hpu6iBe+WZrXVj2xAs8M7sHxHRuEL5C0RTD5Zmh1DPS5JXz9iu+UCER8tG13Fte/M4tvFqXltR1UvyovDUsKfq2g4mTthvcvgYTKcPZLEBeGYSiJGEoEIj5ZkprO8HEzWLYxv2jcCR0b8NTg7tQIVsnokvr8dkidDxdNgBqNw9u3+E6JQMQHXy3cwPVvz2ZHRn7RuGuOa8NN/TsQX5Ynh5XG/Ikw41U4agS06xveviUiKBGIhJFzjue/WcpjUxflFY1LTIjj0XO7cXq3JuEPaPNy+GQENE2CE+8Kf/8SEXxJBGZWC3gZ6AI44FLn3E9+xCISLrsys7n1g7n8b+66vLamtSozdlgvOjcJYdG4omRnenWEMDj3VYgP83CURIwiE4GZTQaucc6tCEG/TwNTnHPnmllFoEoI+hCJGClbdjF8XDJ/FHiY/GGt6/DCRT2pG8qiccWZdi+snQnnj4PaYShZIRGruFsGXwemmtkdZha0QwUzqwH0AV4BcM5lOue2Bmv7IpHm52WbOOPZHwolgaFHtGT85Yf7lwQWfw4/PQuHXu6Vl5aYVuQZgXPuPTObBNwFzDCzN4DcAsufKGWfBwFpwGtm1g1IBq53zhV63p6ZDQeGA7Ro0aKUXYn4xznHm7+s4t5P8ovGJcQb953ZhQsO8/FvetsamHgVNOwK/R/0Lw6JGPsrIpIF7AQqAdX3+iqtCkBP4AXnXI/A9kfuvZJzbqxzLsk5l1S/fv0ydCcSfpnZudw+8Xfu/Oj3vCRQr1pF3r7iCH+TQE6299zh7Aw47zVICOKD7SVqFXeNYADwBPAJ0NM5tytIfaYAKc65XwKvP2AfiUAkWqXtyODqN5OZsXJLXlvXpjV5cWgvmoSjaFxxpj8CK3/wisnVa+dvLBIxips1dAdwnnNufjA7dM6tN7PVZtbBObcIOBH4I5h9iPhlbspWrnwjmXUFisad1b0Jo885hMQEn+/WXT4dvn0Eul0I3S/wNxaJKMVdIzgmhP1eB4wPzBhaBlwSwr5EwuKjWWu4bcJcMrK9S2lxBiNP7sgVx4SxaFxR0tNgwhVQty2c8qi/sUjE8eU+AufcbCDJj75Fgi0n1/HwlIWMnb4sr61GYgX+c2FPjm0fAde3cnNh4pXe84eHTIBKYaxhJFFBdxaLlMG2XVlc984spi/OLxrXtkE1XhqWROt6VX2MrIAfn4Gl0+DUx6FRF7+jkQikRCBSSktSd3D5f2ewYlP+PIq+BzfgyUHdqR7uonFFWf0bfHW/d69A0mV+RyMRSolApBS+/GMDN7w7m/QCReOuO6EtN/ZtT1y4i8YVZfcWr4REjSZw+jPek25E9kGJQOQAOOd47uslPP7F4ryicZUT4nn8/G6c0jWCyjc7B59cBzvWwqVToXItvyOSCKZEIFJCuzKzueX9uUyal180rlntyowdmkSnJjV8jGwffnsZFnwK/e6HZr38jkYinBKBSAms3ryLK8bNYOH6HXltRx5Ul+cu6kmdqhV9jGwf1s31HjTTth8cea3f0UgUUCIQ2Y8fl27kH+NnsmVXVl7b/x3VijtOPZiE+P1VaQmzjHT44BKoUhcGjoG4CItPIpISgUgRnHOM+2kl9/3vD3IKFI174KwuDDo0QgshTroJNi+Diz+FqvX8jkaihBKByD5kZOdw10fzeXfG6ry2+tUrMWZIL3q1rO1jZMWY/RbMfQeOGwWtevsdjUQRJQKRvaRu38NVbyYzc9XWvLZuzWry4tAkGtWM0GqdaYu8s4FWx0CfW/yORqKMEoFIAXNWe0Xj1m/PLxp3do+m/Pvsrv4XjStK1m54/xJIqAxnvwRxERqnRCwlApGACckpjJo4j8wCReNuP+VgLuvd2v+icUXJ3OmdCaTOh4s+gBoRdC+DRA0lAol52Tm5jP5sIS9/vzyvrWblBJ69sAfHtIuAonH7kpMNs9+Erx+C9PXQ51Zo18/vqCRKKRFITNu6K5Pr3p7Fd39uzGtrFyga1ypSisYV5BwsnOQ9eH7jYmh+OJz3OrQ80u/IJIopEUjMWrxhB1eMm8HKAkXj+nVqyJODulOtUgT+11j1M3xxF6z+Beq1h0HjoeOpqiEkZRaBf+0ioff5/PX8893Z7MzMyWsbcWI7bjixXeQUjftL6kLvDGDRZKjWCE5/GroPgXj995Xg0F+SxJTcXMd/vlrCk18uzmurUjGeJ87vxoAuEXahdfta+PrfMHs8VKwGJ9wJR1wNFSNwyEqimhKBxIydGdnc9N4cpsxfn9fWvE5lXhqWRMdGEVQ0bvdW+OFp+PkFyM2Gw6+CY26GqnX9jkzKKSUCiQmrNnlF4xZtyC8ad1Sbujx3YU9qR0rRuOwMr2ro9Ee9Zwl0PR9OuANqt/I7MinnlAik3PthyUb+8dZMthYoGnfp0a25/ZSOVIiEonG5uTDvffjqAdi2CtqcAH3vgcbd/I5MYoQSgZRbzjle+2EFD05ekFc0rmJ8HA8O7MJ5Sc19jg5vKujSafDFPbBhHjQ6BM54Btoc73dkEmOUCKRc2pOVw78++p0PklPy2hpUr8SYob3o2SICisatneVNBV0+HWq1hHNegc5nq2y0+EKJQMqdDdv3cOUbycxevTWvrXvzWrw4tBcNa/hcNG7zMm8I6PcJ3jMDBjwMSZdAhUr+xiUxTYlAypVZq7Zw5RvJpO7IyGs7p2czHhzYxd+icelp3kXgGa9CfIJXIfSoEZAYQbOVJGYpEUi58f6M1dwx8Xcyc7yicfFxxh2nHMwlR7fyr2hcRjr8/Lw3HTRrN/QcBseNhOqN/IlHZB+UCCTqZefk8uDkBbz2w4q8tlpVEnjuwp4c3danp3TlZMHMcfDNaNiZCh1PgxPvhvrt/YlHpBhKBBLVtuzM5Nq3Z/LDkk15bR0aVuelYUm0qFsl/AE5Bws+gWn3waYl0OJIGDwemh8W/lhESsi3RGBm8cAMYI1z7jS/4pDotXD9dq4YN4PVm3fntQ3o3IjHz+9GVT+Kxq34wZsJtGYG1O8IF7wD7QeoKJxEPD/PCK4HFgC6WiYHbMrv6/jne3PYVaBo3D/7tefa49uGv2jchj+8onCLp0D1JnDGs9DtAhWFk6jhy1+qmTUDTgUeBP7pRwwSnXJzHU9N+5Nnpv2Z11a1YjxPDOrOSZ3DfAF2W4r3YJg5b0HF6t7dwIddCRV9GJISKQO/DlmeAm4Fqhe1gpkNB4YDtGjRIjxRSURLz8jmxndn88UfG/LaWtatwkvDkmjfsMg/peDbvQW+fxJ+eRFcLhxxDRxzE1SpE74YRIIo7InAzE4DUp1zyWZ2XFHrOefGAmMBkpKSXHiik0i1ctNOrhg3g8Ub0vPaeretx7MX9qBWlTAVjcvaA7+Ohe8ehz3b4JBBXlG4WjpQkejmxxnB0cAZZnYKkAjUMLM3nXNDfIhFosB3f6Zx7Vuz2LY7v2jc5b1bM/LkMBWNy82Bue/CVw/C9hRo29cbBmrUNfR9i4RB2BOBc24UMAogcEZws5KA7Itzjle+X86/Jy8gUDOOihXieGhgV87p1SwcAcCfX8CX90DqfGjSA856Hg46NvR9i4SRpjVIRNqTlcPtE+fx4cw1eW0Na1Ri7NAkujWvFfoAUpLhy7thxXdQuzWc+xp0OktF4aRc8jUROOe+Ab7xMwaJPOu37eHKN2YwJ2VbXlvPFrUYM6QXDUJdNG7TUu9msD8+gir14JTHoOfFUCFCHl4jEgI6I5CIkrxyC1e9mUxagaJxg5Kac99ZnalUIYRF49JT4duHIfl1iK8Ex94GR10HlcI4G0nEJ0oEEjHe+201//qocNG4u07rxLAjW4auaFzGDvjxWfjxP5C9B3r9n5cEqjcMTX8iEUiJQHyXlZPLA//7g//+tDKvrXaVBJ67qCdHtQlR0bicLO/o/9uHYWeaN/5/wp1Qr21o+hOJYEoE4qvNOzO5ZnwyPy/bnNfWsZFXNK55nRDcoesczJ8IX93vPSSmZW+44F1o1iv4fYlECSUC8c0fa7cz/I0ZpGzJLxp3StdGPHZeN6pUDMGf5vLp8MXdsHYmNOgEF74P7fqpKJzEPCUC8cWkueu4+f057M7yisaZwU392vOP49sG/3rA+t+9ewGWfAE1msFZL3h3Bcf5+MQykQiiRCBhlZvrePLLxfznqyV5bdUqVeCpQd3p2ynIF2i3roavH4Q570BiTeh3Pxw2HBJ8fm6xSIRRIpCw2bEnixvfnc2XC1Lz2lrVrcLLFyfRtkEQp2nu2uzVA/r1Je/10SOg941QuXbw+hApR5QIJCyWb/SKxi1JzS8a16d9ff4zuAc1qyQEp5Os3fDLGPjuScjYDt0vguNHQc0wlKMQiWJKBBJy3y5O47q3ZrJ9T3Ze25V9DuLWAR2JD8ZDZHJzYPZb8PW/Ycda76lgJ94NDTuVfdsiMUCJQELGOcdL3y1j9GcL84rGVaoQx8PnHMJZPZoGowPvqWBf3gtpC6BpEpzzErTqXfZti8QQJQIJiT1ZOYycMJePZq/Na2tcM5GxQ5Po2qxm2TtISYap/4JVP0KdNnD+ODj4DE0FFSkFJQIJurVbd3PlG8nMW5NfNC6pZW1eGNKL+tUrlW3jWXvg6we8shBV68OpT0DPYRAfpOsMIjFIiUCCasaKzVz1ZjIb0zPz2i44rDn3ntGFihXKWMJ5TTJMvBo2LoJel0D/+1UUTiQIlAgkaN7+dRV3ffw7WTneBYEKccbdZ3RmyOEtynaTWHYmTH8EvnsCqjeCIR9C2xODFLWIKBFImWXl5HLfp3/wxs/5RePqVK3ICxf15PCD6pZt4+vneWcBG+Z500FP+jdUrlW2bYpIIUoEUiab0jO4evxMfl2eXzSuU+MajB3Wi2a1y1A0Licbvn/Sqw5auTZc8A50ODkIEYvI3pQIpNTmr93G8HHJrNmaXzTutEMa8+i53ahcsQx1fFIXwkdXwdpZ0OUc7ylhVeoEIWIR2RclAimVT+es5ZYP5rAny3uIjBncclIHrj62TemvB+TmwE/PwVcPQKVqcN7r0Hlg8IIWkX1SIpADkpPreHzqIp7/ZmleW/VKFXj6gu6c0LEMReM2LYWProHVP0PH0+C0J6FagyBELCL7o0QgJbZ9TxbXvz2Lrxel5bUdVK8qY4cl0bZBtdJtNDcXfnsZvrjLe0D8wLFwyPm6MUwkjJQIpESWpqVzxbgZLEvbmdd2fIf6PDW4BzUrl/Jmri0r4eN/wIrvoG0/OOMZqNEkSBGLSEkpEch+fb0wlRFvz2JHRn7RuKuPa8PN/TuUrmicczDzv/D5HYDBGf+BHkN1FiDiEyUCKZJzjjHfLuORzxfiAkXjEhO8onFndi9l0bhta+DTEbDkS2jdB858Dmq1CF7QInLAlAhkn3Zn5nDrhLl8Oie/aFyTmomMHZZEl6alKBrnnPeksM9ug9wsb0po0mUQV8ayEyJSZkoE8jdrtu5m+LgZzF+7Pa/tsFZ1eH5IT+pVK0XRuPRU+PQGWDQJmh8BZz0PddsEL2ARKRMlAinkl2WbuGb8TDbtzC8aN+SIFtx1WufSFY37/UOYdBNk7oT+D8AR1+ih8SIRJuyJwMyaA+OARkAuMNY593S445C/e/PnldzzyXyyc/OLxt17ZmcuOrzlgW9s5yaYfBPMnwhNesLAMVC/Q5AjFpFg8OOMIBu4yTk308yqA8lm9oVz7g8fYhEgMzuXez6dz1u/rMprq1u1Ii8M6cVhrUtR2mHhJG8oaPcWOOFOOPoGiNfJp0ikCvv/TufcOmBd4PsdZrYAaAooEfggbUcG14xP5rcVW/LaujStwYtDk2haq/KBbWz3VpgyEua8DY26wtCJ0KhLcAMWkaDz9TDNzFoBPYBf/IwjVv2+ZhvDx81g7bY9eW1ndm/C6LMPOfCicX9+CZ9cB+kboM+t0OcW705hEYl4viUCM6sGTABucM5t38fy4cBwgBYtNM882D6evYZbP5hLRnZ+0biRAzoyvM9BB1Y0LmOHd2PYzP9C/Y4weDw07RmiqEUkFHxJBGaWgJcExjvnPtzXOs65scBYgKSkJBfG8Mq1nFzHI58v5MVvl+W1VU+swDMX9OD4DgdY5G35dK9ExNbVcPT1cNztkJAY5IhFJNT8mDVkwCvAAufcE+HuP5Zt253FiLdn8e3i/KJxbepX5aVhSRxU/wCKxmXuhC/vhV9fhDpt4NLPocXhIYhYRMLBjzOCo4GhwDwzmx1ou905N9mHWGLGktQdXDEumeUb84vGndixAU8O7k6NxAMoGrfqF++hMZuXweFXwYl3Q8UyPIlMRHznx6yh7wFVFwujaQs2cP07s0kvUDTu2uPb8s9+7YkradG4rD3w9QPw47NQqzlc/D9ofUyIIhaRcNLk7nLMOcfz3yzlsamL8orGVU6I59HzDuG0Qw6g3POaZO8B8hsXQa//8+4QrlQ9JDGLSPgpEZRTuzKzueWDuUyauy6vrWmtyowd1ovOTUpYNC47E6Y/At89AdUawpAJ0LZviCIWEb8oEZRDqzfvYvgbySxYlz8r94iD6vDchT2pW9KicevneWcBG+ZBtwthwENQuVZoAhYRXykRlDM/B4rGbS5QNO7iI1vyr9M6kRBfgqJxOdnww5PwzcNQuTYMfhs6nhLCiEXEb0oE5YRzjjd+Xsl9n/6RVzQuId64/8wuDD6shDfkpS2CiVfB2pnQ+Ww49XGoUopaQyISVZQIyoGM7Bzu/ng+7/y2Oq+tXrVKvDi0J71aluCDPDcHfnoOvnoAKlaF816HzgNDF7CIRBQlgiiXumMPV785k+SV+UXjDmlWkxeH9qJxzRIUjdu0FD66Blb/DB1Pg9OehGoHeIexiEQ1JYIoNjdlK8PHJbN+e37RuIE9mvLQ2V1JTNhP0bjcXPjtZfjiLoivCANfhEMG6QHyIjFIiSBKTZyVwm0T5pEZKBoXZ3D7KQdzWe/W+y8at2WlVyNoxXfedNAz/gM1DuC+AhEpV5QIokxOruPhKQsZOz2/aFyNxAo8e2FP+rSvX/ybnfOqhH5+h/f69Geg5zCdBYjEOCWCKLJtVxbXvj2T7/7cmNfWrkE1XhqWRKt6VYt/8/a13vMClnwJrY6BM5+D2qV4BKWIlDtKBFHizw07uGLcDFZs2pXX1q9TQ54c1J1qlYr5NToHc9+Fz26FnCw45TFIugziSvEgehEpl5QIosCuzGwueOlnNqbn3yQ24oS23NB3P0Xj0lO9ZwcvmgTNj4Cznoe6bUIfsIhEFR0WRoEqFStwx6kHB76P54WLevLP/h2KTwK/fwjPHe4NBfV/AC6ZrCQgIvukM4IoMbBHMzZsz+DY9vU5uHGNolfcuQkm3wTzJ0KTnjBwDNTvEL5ARSTqKBFEkauO3c8R/cLJ8On1sHsLnPAvOPpGiNevWESKp0+J8mD3VpgyEua8DQ27wtAPoVFXv6MSkSihRBDtlnwJH18H6Rugzy3Q51aoUNHvqEQkiigRRKuMHd6NYTP/C/U6wOA3oWkvv6MSkSikRBCNlk/3SkRsXQ1HjYDj74CERL+jEpEopUQQTTJ3wpf3wq8vQp2D4NIp0OIIv6MSkSinRBAtcrLgpRMgbSEcdiX0vdt7doCISBkpEUSL+AQ4bDjUawet+/gdjYiUI0oE0eTQy/yOQETKIZWYEBGJcUoEIiIxTolARCTGKRGIiMQ4XxKBmQ0ws0VmtsTMRvoRg4iIeMKeCMwsHngOOBnoBFxgZp3CHYeIiHj8OCM4DFjinFvmnMsE3gHO9CEOERHBn/sImgKrC7xOAQ7feyUzGw4MD7zMMLPfwxBbNKgHbNzvWrFB+yKf9kU+7Yt8JXoqlR+JYF/PV3R/a3BuLDAWwMxmOOeSQh1YNNC+yKd9kU/7Ip/2RT4zm1GS9fwYGkoBmhd43QxY60McIiKCP4ngN6CdmbU2s4rAYOATH+IQERF8GBpyzmWb2bXA50A88Kpzbv5+3jY29JFFDe2LfNoX+bQv8mlf5CvRvjDn/jY8LyIiMUR3FouIxDglAhGRGBfRiUClKPKZ2atmlhrr91OYWXMz+9rMFpjZfDO73u+Y/GJmiWb2q5nNCeyLe/2OyW9mFm9ms8zsf37H4iczW2Fm88xsdkmmkEbsNYJAKYrFQD+8Kae/ARc45/7wNTCfmFkfIB0Y55zr4nc8fjGzxkBj59xMM6sOJANnxeLfhZkZUNU5l25mCcD3wPXOuZ99Ds03ZvZPIAmo4Zw7ze94/GJmK4Ak51yJbqyL5DMClaIowDk3Hdjsdxx+c86tc87NDHy/A1iAd7d6zHGe9MDLhMBXZB7ZhYGZNQNOBV72O5ZoE8mJYF+lKGLyP7zsm5m1AnoAv/gcim8CQyGzgVTgC+dczO4L4CngViDX5zgigQOmmllyoFxPsSI5EZSoFIXEJjOrBkwAbnDObfc7Hr8453Kcc93x7tA/zMxictjQzE4DUp1zyX7HEiGOds71xKvy/I/A0HKRIjkRqBSF7FNgPHwCMN4596Hf8UQC59xW4BtggL+R+OZo4IzA2Pg7wAlm9qa/IfnHObc28G8qMBFvqL1IkZwIVIpC/iZwgfQVYIFz7gm/4/GTmdU3s1qB7ysDfYGFvgblE+fcKOdcM+dcK7zPiq+cc0N8DssXZlY1MJECM6sK9AeKnW0YsYnAOZcN/FWKYgHwXglKUZRbZvY28BPQwcxSzOwyv2PyydHAULwjvtmBr1P8DsonjYGvzWwu3oHTF865mJ42KQA0BL43sznAr8Ak59yU4t4QsdNHRUQkPCL2jEBERMJDiUBEJMYpEYiIxDglAhGRGKdEICIS45QIRA5QoALqcjOrE3hdO/C6pd+xiZSGEoHIAXLOrQZeAEYHmkYDY51zK/2LSqT0dB+BSCkEylwkA68CVwA9AlVyRaJO2B9eL1IeOOeyzOwWYArQX0lAopmGhkRK72RgHRCTFT+l/FAiECkFM+uO9/S8I4AbA09OE4lKSgQiByhQAfUFvGchrAIeBR7zNyqR0lMiEDlwVwCrnHNfBF4/D3Q0s2N9jEmk1DRrSEQkxumMQEQkxikRiIjEOCUCEZEYp0QgIhLjlAhERGKcEoGISIxTIhARiXH/DxBQOT1WyIoXAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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Sm4cKASGEyKnx48ejWrVq2LhxY5l+Ly8v7NmzR2LzSK0QBAYGolevXsjIyEDjxo0BAPr6+ti9ezdq1aqFxMREDB48GC9fvpRWBEIIUWje3t7w9vaW+jxSO1m8ffv2Dy56cHd3R3h4OOrVq4fw8HC4u7tLa3pCCCHlJLVCcPHiRWRnZ5fp69u3L4KDgwEAwcHB6Nevn7SmJ4QooWbNakNFhY54fy2Zfn20evXqSE9PBwCkp6ejWrVqspyeEFKBmZlVx7m/lsHf30liYzLGIBKJJDaetIhEou+6yExuryNwdHREZGQkIiMjYWBgwHccQogcU1ERI2y3G0pLGby990ls3MTERNjZ2cl1MRCJRLCzs0NiYuI3jyHTz1DPnj2DoaEh0tPTYWhoiIyMjE9uGxAQgICAAABAZGSkrCISQhSQl9dIWFjUxYD+y5CU9On3la+1Zs0auLi4YMCAARAIBBIbV5IYY0hMTMSaNWu+eQyZFoJDhw7BwcEBy5cvh4ODA/78809ZTk8IqYBsbVth2vRfsH7dERw8eEWiY7948QILFiyQ6Jjyikmj7dq1i6WlpbHCwkKWkpLCxowZwypXrszOnDnDHjx4wM6cOcP09fXLNVZkZKRUMlKjRk2xm7FxFZaRuZPduLmGqamp8J5H3lp53zul9olg2LBhH+3v3r27tKYkhCgRkUiInbtmQF1dBUOHrEBBQRHfkRQWfc+KEKKQ5s//FZ06NcLIET54+DCN7zgKTW6/NUQIIZ/StWsTzJk7GNu2nUFo6Dm+4yg8KgSEEIVStaouQndOx/37TzBl8ia+41QIdGiIEKIwBAIBgne4Ql9fG9Y9FyA/v4DvSBUCFQJCiMKYObM/rK1bYsL49YiJSeQ7ToVBh4YIIQqhbdv6WLJ0BPbuvYTNm0/wHadCoUJACJF7enpa+D1sFpKTM+HkuI7vOBUOHRoihMi9rYFTYWRUGR0sZ+HVqzy+41Q4VAgIIXJt4kRb9O/fHjOmByIy8iHfcSokOjRECJFbzZrVxmqfcTh6NBK+vrQ2mbRQISCEyCVtbQ2E7Z6FrKzXGOWwplzr7QuEQuhWryqDdBULHRoihMil9RsmoE4dQ1h1m4vnz19/cfsGHdvBzmUiBAIBVg8cCVZaKoOUFQMVAkKI3HFwsMKIEV2xYP5OXLhw57Pb1mhkjl7TJuFHixZcX6ve1oj885i0Y1YYVAgIIXKlQQMTrFs/HmfP3sLSpXs+uZ1BTRPYOk9A0x7dyvQX5OdDVVNT2jErFCoEhBC5oa6uit173JCX9xYj7H1Q+pHDO9pV9NFj/Fi0HdAXovduVF9SVIyr+//EqU2ByH3+QpaxFR4VAkKI3PD1HYfGjWvBxnoBnj7NLvOYmqYmuowahs4Ov0LtP//jjz4ZjuP+m5CVnCrLuBUGFQJCiFwYONASv423wYrl+3Dy5E2uXyQWo+3Avvh5/BjoVKlc5jmPIm7giO8GpNyJlXXcCoUKASGEd2Zm1RGwdQquXLmHuXNDuf6mPa1gO3U8DGqalNk+7cEjHPVdj3uXrso6aoVEhYAQwisVFTF+D5uF0lKGYb+uRHFxCepYtECvaZNQs5F5mW1fPE3H8bVbcPPoSfp6qARRISCE8MrLayRat66HAf2XoVBNB+M2uqNhh3Zltsl/9RrhAcG49Ps+FBcW8pS04qJCQAjhja1tK0yb/gsCt5+DequfMW1hTwiF7xY8KCoowMWde3A2MARvXufwmLRio0JACOGFsXEVBO+Yhvgnr/GqaR+0aqXGPVZaUoLrh47j5PoAvHyWwWNK5UCFgBAic2qaGjgSvgI6ejo49FgfAhUR99jdvy7hmN9GpD+K5zGhcqFCQAiRGYFQCIs+tvBe7YSmtQU4kaqNl4X/FIGkW3dwxHc94m9E8xtSCVEhIITIhHnnDrBzmQCLpiboXOs17r5QQ9xLdWQkJOGY/ybEnPmL74hKiwoBIUSqTJs2gp3rRNRp2RwaolLYmLxAdoEIf94pwNG1G3Ht4CGUFpfwHVOpUSEghEhF1Vo1YTt1PJr83PXfHgZrkxyoiRimeZ9EsNcWFL55w2tG8g8qBIQQidIxqIIeE8aiTf/eEInfvcW00M9DLZ0iuEzfhgCfAzwmJP/Fyx3KXFxccOfOHcTExGDXrl1QU1P78pMIIXJNTUsT1pOdMPvoXrQf/EuZIpATfRntq+Vh795L8KciIHdkXgiMjIwwdepUtGrVCo0bN4ZIJMLQoUNlHYMQIiEisRgdhg2Cx7F9+Pm30VDT1OAee3j1OoIcJ8Khoz5SU7Pg5LiOx6TkU3g5NCQWi6GhoYGioiJoamoiLS2NjxiEkO8gEAjQzLo7bKb+hiomxmUee3LvAY76bsD9v69h3/7ZMDKqjA6Ws/DqVR5PacnnyLwQpKWlYdWqVUhOTsabN29w6tQpnD59+oPtHB0d4eTkBAAwMDCQdUxCyGfUbWsBO9eJqGHeoEx/9pOnOL5uM6KOngJjDBMn2qJ///aYMT0QkZEPeUpLyoPJsunp6bHw8HBmYGDAxGIxO3jwIBs+fPhnnxMZGSnTjNSoUft4M25Qjzlt8mWrY66UaZ4XT7BOI4YykYoKt23TpmbszdsD7PCR+UwgEPCeXRlbed87Zf6JoHv37khISEBWVhYA4MCBA2jfvj127twp6yiEkHKqbPwDrCc7oWUv6zL9hW/e4kLobpwLCsHb3HeHfbS1NbB7jxuysl5jlMMaMMZkHZl8BZkXguTkZLRt2xYaGhp48+YNrKyscP36dVnHIISUg5aeLqycRsFySH+IVVW5/tKSEkQcPIKTGwPxOiPzg+et3zABdeoYwqrbXDx//lqWkck3kHkhiIiIwL59+3Dz5k0UFxcjKioKW7ZskXUMQshnqKiroZP9UHQdYw8NHe0yj905ex5H12xERkLSR5/r4GCFESO6YsH8nbhw4Y4s4pLvJMA/x4jkWmRkJCwsLPiOQUiFJxSJYNHPDj0njoNutaplHkuIuo0jPuuRGH37k89v0MAEkdd9ce3affT4eT5K6S5ivCrveyddWUwIAQA06tYJts4TUL12rTL9z+ITcXTNBtw9d/Gzz1dXV0XY7lnIy3uLEfY+VAQUCBUCQpRcrWZN0GvaJJg1b1Km/9WzTJzcEIDIP4+htOTLi8L5+o5DkyZmsLFegKdPs6UVl0gBFQJClFQ1M1PYuUxAo26dy/S/ycnFuaBQXAgNQ9HbgnKNNXCgJX4bb4OVK/bj5Mmb0ohLpIgKASFKplK1qug5YSxa/9ILQtG7O4MVFxXhcth+hG/ZjryXr8o9nplZdQRsnYIrV+5hzpwQaUQmUkaFgBAloa6tha5jRqCT/RCoaqiXeezGkRM4sW4Lsp88/aoxVVTE+D1sFkpLGYb9uhLFdF8BhUSFgJAKTqSiAsuhA9DdaRS09HTLPHb/8lUcXbMRT+49+Kaxly0bidat62FA/2VISqKbzCsqKgSEVFACgQDN7XrAZvJvqGz8Q5nHUmLv4ajvBjy8GvnN49vatsL0Gb9gw/qjOHjwyvfGJTyiQkBIBVS/fRvYuU6EcYN6Zfqfpz7Bcf/NiD5x5ruWfTA2roLtwa6Ijo7H9OmB3xuX8IwKASEViIl5fdi5TkK9tmUvIsrNfoHTm7fhyp6DKCku/q45RCIhQnfOgLq6CoYOWYGCgqLvGo/wjwoBIRVAZRMj2E75Dc1te5TpL8h/gwshYTi3LRQFefkSmWvevKHo3LkRRo7wwYMHTyQyJuEXFQJCFJialiZspvyGdoN/gVhFhesvKS7GtQOHcWpjIHKynktsvq5dm2DuvCHYvj0coaHnJDYu4RcVAkIUlIFpDYxduxLVzEzL9N8+fQ7H/DchMzFZovNVraqL0J3T8eBBGqZM3iTRsQm/qBAQooAadGgL++We0Kikw/XF34jGEd/1SLol+RU/BQIBgne4Ql9fG9Y9FyAv763E5yD8oUJAiILpOno4bF0mQigUAgCK3hZg7yJv3DhyQmpzzpjxC6ytW2LC+PWIiUmU2jyEH1QICFEQKupqGLzIAy3eOyH84mk6tru4IzX2vtTmbdOmPpYsHYG9ey9h82bpFRvCHyoEhCgAPcPqGOXnXeZm8fE3ohE8zQO52S+kN6+eFn4Pm4nU1OdwclwntXkIv6gQECLnzFo0hYPPMuhUqcz1/b3nIP7w8vnuawK+ZGvgVBgbV0EHy1l49Srvy08gCokKASFyrO2gfug/ezpEKv/8qpYUFeOglw+u7D0o9bknTrRF//7tMXNGECIjH0p9PsIfKgSEyCGRWIx+7q5oP6Q/15fzPBvB0zyQcPOW1Odv2tQMq33G4ejRSPj4/CH1+Qi/qBAQIme0K+tjpM9S1GnZnOtLjb2Pbc5ueJn+TOrza2mpI2z3LGRlvcYohzXftSYRUQxUCAiRI8YN62G033Lo/2DI9UUdO4XdC5aV+25h32vDxon48ccfYNVtLp4/fy2TOQm/qBAQIieaWXfHEM853E1jSktLcWzNBpzbtlNmGRwcrDBiRFcsXLATFy5I/sI0Ip+oEBDCM4FQCJspv8Fq3Eiu783rHIS6L8C9i7Jb579BAxOsWz8e587dxpIle2Q2L+EfFQJCeKSuow375YvQsGN7ri8jIQlBU2dJfK2gz+ZQV0XY7lnIzy+A/fDVKC0tldnchH9UCAjhSTUzU4z2W15m0bjY85ex030B3ubK9jv7Pj5j0aSJGWysF+Dp02yZzk34R4WAEB407Ngew5cvgoaONtd3JiAYJ9ZtAZPx/8YHDrTE+Am2WLliP06evCnTuYl8oEJAiIx1GzsSNlN/4xaNK3zzFrvnLUH0yXCZZzEzq46ArVNw9eo9zJkTIvP5iXwQ8jGprq4u9u7di7i4OMTGxqJt27Z8xCBEplQ11GG/whN2LhO4IpCd9hRrRzjxUgRUVMT4PWwWGGP4dehKFBeXyDwDkQ+fLARHjx6Fqanppx7+Ln5+fjhx4gQaNmyIpk2bIi4uTirzECIv9H8wxOTgzWhu8zPX9/h6FNYMHYO0+/ws37Bs2Ui0bl0P48auRVJSBi8ZiPxgH2uDBg1i9+/fZx4eHkwsFn90m29pOjo6LD4+/queExkZKbH5qVGTdavdqjlbdP4YWx1zhWv958xgQrGIt0y2tq1YKTvM1q0bz/v+oSa9Vt73TsG/f/goTU1NzJ8/H9bW1ggJCSnzlTJfX99PPe2zmjZtii1btiA2NhZNmzbFjRs34OzsjPz8sjfWdnR0hJOTEwDAwMAAZmZm3zQfIXxqN/gX/OI+jVs0rrioCAeWrsK1/Yd4y2RsXAVR0f5ITc1Cu7YzUFBQxFsWIl2RkZGwsLD44nafPUdQVFSEvLw8qKmpQUdHp0z7VmKxGC1atMDGjRvRokUL5OXlwd3d/YPtAgICYGFhAQsLC2RlZX3zfITwQSQWY+B8NwycN4srAjnPs7FxzGRei4BIJETozhlQV1fB0CErqAgQAJ/51lDPnj3h4+ODQ4cOoUWLFnjz5o1EJkxNTUVqaioiIiIAAPv27ftoISBEUWlX0ccoHy+YtWjK9aXcjcN2Z3e8fMbvsfh584aic+dGcBjpgwcPnvCahciPTxaCOXPmYNCgQYiNjZXohM+ePUNKSgrq1auHBw8ewMrKSuJzEMIXE/MGGO3nDT3D6lzfjSMnsGehN4oLZLNo3Kd06dIYc+cNwfbt4QgJOcdrFiJfPlkIOnXqJLVJp0yZgp07d0JVVRXx8fEYPXq01OYiRFZa2PXA4IUeUFFXAwCUlpTgqO8G/BW8i+dkQNWqugjdOR0PHqRhyuRNfMchcoaXC8pu3bpVrhMYhCgCgVAIO5eJ6Dp6ONeX//o1QmfOx/2/r/GY7B8CgQDBO1xRubIObKwXIi/vLd+RiJyhK4sJ+Q4alXRgv9wTDTq8uygy/XECtk2dhazkVB6TvTNjxi+wtm6JiRM2ICYmke84RA5RISDkG1UzM8WYtStR1bQG13f33EXsnL0QBXn5n3mm7LRpUx9Llo7A3r2XsGnTcb7jEDlFhYCQb2DeuQOGey+EurYW13d68zacXB8gN7d21NPTwu9hM5Ga+hxOjuv4jkPkGBUCQr6SlaMDrCc7cesFFeS/Qdjcxbh9Wr6+iROwdSqMjaugg+UsvHol22WtiWKhQkBIOalqqGPI4rlo1tOK63uemoZtzm54+uARj8k+NHGiLQYMaI+ZM4IQGcnPWkZEcVAhIKQcKhv/gNF+y2FUvy7X9/DadYTMmIu8l694TPahpk3NsNpnHI4duw4fnz/4jkMUABUCQr6gjkULOKxeCi19Pa7v4s49OLTKH6VytnSzlpY6wnbPQlbWa4xy8JWb8xVEvlEhIOQzLH8diL6znCESv1s0bv/ilYg4eJjnZB+3fsME/PjjD7DqNhdZWa/5jkMUBBUCQj5CpKKCAXNmoM2APlzf68wsbHedjaRbd3hM9mkjR3bDyJHdsHDBTly4IJ8ZiXyiQkDIf+gYVMEoXy/UataY60uOicU2F3e8zsjkMdmnNWhggvUbJuDcudtYsmQP33GIgqFCQMh7avzUEKP8vKFXvRrXd/3Qcexd5I3iwkIek32auroqwnbPQn5+AeyHry5z3xBCyoMKASH/atnbBoMWuEFF7d2icYdXr8OFkDCek32apqYa1m+YgCZNzGBrsxBPn2bzHYkoICoEROkJRSLYuU5EF4dhXF/+q9cImTkXD65E8pjs00QiIUaP7o6Fi4bByKgKFnuG4cSJG3zHIgqKCgFRahqVKmHESk/Ub9+G60t/FI+gqW54niIfi8b9V9++bbHMayQaNqyBy5djMWTwCly+TPf0IN+OCgFRWtXrmGGM/woY1DTh+u6cPY9dsz1RkC8fi8a9r337hli+YhQsLc0RF5eCX/otxZ9/XuU7FqkAqBAQpdSoWyf8umw+1LXeLRp3amMgTm0MlLuLsBo2rIFlXiPRt29bpKU9h5PjWmzbdgYlJXRSmEgGFQKiVAQCAbr/NhrWkxy5voL8fPzu4YmY8PM8JvuQkVFlLFo0HKNGWyE39y3meOyAn98h5Ofze8tLUvFQISBKQ1VDA78unYcmP3fl+p6nPkHQVDekP3zMY7KydHW1MGtWfzi79IVYLMRa/yNYunQPnj+nK4WJdFAhIEqhsokRxvivwA9163B9D69ex44Zc5D/Sj7eYFVVxZg40Q5z5g5GlSqVEBp6DvPn7URi4jO+o5EKjgoBqfDqtmmFEauWQEtPl+s7HxKGI6vXobSE/0XjBAIBhg3rjMVL7FGrVnWcPHkTs92DER0dz3c0oiSoEJAKrePwweg9Y8q7ReMKC7HPczki/zzGc7J/9OjRHN7LR6FZs9q4efMxHMetRXj4Lb5jESVDhYBUSGJVVQyYNxOt+/Xi+l5lZGK762wk377LY7J/tGhRB8tXjIaVVVPEx6dj2K8rsXv3Rbn7xhJRDlQISIVTqaoBRvl6wbRpI64v6dYdbHedjdeZWTwmA2rXNsTiJfb49dfOyMx8BeepW7B583EUFhbzmosoNyoEpEKp2dgco9Z4Q7daVa4v8s+j2Oe5gtdF46pW1cXcuUPw23hrFBWVYMniMKxceQA5OW94y0TI/1EhIBWGRV9bDJzvBrGqKgCgpLgYh1etxcWd/C3LrKWlDlfXvpg5qz80NNQQuPUUFi36HenpL3jLRMh/USEgCk8oEqH39CnoNGII15f38hVCZszFw2vXeckkFoswduzPWLBwGAwN9XHgwN+Y4xGC+/flc/0iotyoEBCFpqlbCSNWLUG9thZc39OHjxE0dRayU9N4ydS/f3ssXTYC9eub4OLFu+j/y1JcvXqflyyElAdvhUAoFOL69et48uQJevfuzVcMosAM69bBGP/lqGJizPXdPn0Ov89ZjMI3sj/23rHjT1i+YhTatm2Au3eT0ae3J44ckc9lrAl5H2+FwNnZGXFxcahUqRJfEYgCa2zVGb8umw81TU2u7/i6LQjfsl3mX8H86aeaWOblgN69WyM1NQtjx/hhx46ztCgcURhCPiY1NjaGnZ0dtm7dysf0RIEJBAL0nDgOo9Z4c0XgbV4etjm74czmbTItAiYmBggMnIroW/7o2NEc7m7bUb/eeFoZlCgcXj4RrFmzBrNmzYKOjs4nt3F0dISTkxMAwMDAQFbRiBxT09TEMK/5aNStM9eXlZyKoKmz8Oxxgsxy6Olpwd19IKZM7Q2hUIg1vofg5bUX2dk5MstAiCTJvBDY2dkhIyMDN2/eROfOnT+5XUBAAAICAgAAkZF0nFXZVTExxmj/5WUWjXtwJQI7ZszDm9eyWTROTU0Fkyf3wmyPQdDT00Jo6F+YPy8UycmZMpmfEGmReSGwtLREnz59YGtrC3V1dVSqVAkhISEYMWKErKMQBVGvnQVGrFwCTd1355P+Ct6Fo74bZLJonFAohL19F3gutkfNmlVx/PgNzHbfjtu3E6U+NyGywvhqnTt3ZocPH/7idpGRkbxlpMZv6zRiKFsZfYmtjrnCVsdcYd7X/2Ite9vIbH4bm5Ys+pY/K2WH2bUIH9a1axPe9wk1auVt5X3vpOsIiFwSq6pi4Hw3WPS15fpePcvENmc3pNyNk/r8FhZ14b18FLp2bYJHj9IwZPBy7Nt3mRaFIxUSr4Xg/PnzOH9evm4PSPhXqVpVjF7jjZqNzbm+xOgYbHedjZys51Kd+8cff8CSpSMxeHAHZGS8xORJGxEQcApFRbQoHKm46BMBkSumTRthlK8XKlV9902xa/sPYf/SVSgpKpLavNWq6WH+/KFwdOqJgoIieC76HatWHURuLi0KRyo+KgREbrTu1wsD5s0ss2jcnyv8cPn3fVKbU1tbA9On98P0Gb9AXV0VAVtOwtPzdzx79lJqcxIib6gQEN4JxSL0nemMDsMGcX15L14iePocPI68KZU5xWIRnJx6Yt78oaheXR979lzCvLkhePiQn/WJCOETFQLCKy09XYxcvRQ/tm7J9aXdf4igqbPwIi1dKnMOGtQBS5aOQN26Rvjrrxj06b0YkZEPpTIXIYqACgHhzQ/1fsRov+WoYmLE9d06dRZhcxej8M1bic/XpUtjeC8fhdat6yEmJhF2tgtx/PgNic9DiKKhQkB40aRHNwxdPBdqmhoAgNLSUpxYtwXhAcESn6tx41rw8naArW0rJCdnYpSDL0JD/0JpKa0HRAhAhYDImEAgQM9Jjvj5t9Fc39vcPOx0X4jY85ckOleNGlXhuXg4Rozoipcv8zBzRhDWrTuCggLpffuIEEVEhYDIjJqWJoZ7LcRPXTtyfZlJKQiaMhMZCUkSm0dfXxseHoMxabIdAGDVygPw9t6Hly/zJDYHIRUJFQIiEwY1TTDafwUM65hxffcuXUWo23y8eS2ZVTvV1VUxdWpvuM8eiEqVNBG8PRwLFuxCamqWRMYnpKKiQkCkrn77NrBf6QnN925CdC4oFEf9NoJJ4Di9UCiEg0M3LPIcDhMTAxw+HAGP2cG4ezf5u8cmRBlQISBS1cVhGOxcJ0IoEgEAit4WYM/CZbh59JRExu/VywLLvBzQqJEprl69B/vhq3Hhwh2JjE2IsqBCQKRCrKaGwQvd0bKXNdf3Mv0Ztjm7ITX2+2/kbmFRFytXjUGnTo3w4METDBzghQMH/v7ucQlRRlQIiMTpVa+GUX7eqPFTQ64v4eYtbJ82G7nPX3zX2GpqKli82B7TpvdDRsYrTBi/HoGBp1FcLP37EhBSUVEhIBJVq1kTjFrjBZ0qlbm+K/v+wMGlq1FS/H0reLZqVRfbg11gbl4Tmzcdx8yZ22hROEIkgAoBkZg2A/qg/5wZEKuoAABKiopx0NsHV/Yc/K5xVVTEmDdvCNxnD8LTp9no2WM+Tp+OkkRkQgioEBAJEIpF6OfmCsuhA7i+3OwXCJ7mgfgb0d81dpMmtbA92BXNmtXGtm1nMM11K169ousBCJEkKgTku2jp68HBZxnqtGrO9T2Je4Btzm548fTbF40TiYRwdx+IefOHIjs7F316e+LIkUhJRCaE/AcVAvLNjOrXxWj/5ahs9APXF3X8NHbPX4qitwXfPG7DhjWwPdgVFhZ18fvv5zFl8mZkZ0vmojNCyIeoEJBv0qynFYYsngtVDXUA/ywad9x/E84GhnzzmEKhEK6ufbF4iT1yct5g8CBv7Nt3WVKRCSGfQIWAfBWBUAjryU7o7ujA9b3JycVOtwWIu/jt3+P/8ccfELTNBR06mOPgwSuYMH4DMjJeSiAxIeRLqBCQclPX1sLw5Ytg3smS68tISMI2Z7dvXjROIBBg4kRbLF8xGgUFRRhhvxo7d/4locSEkPKgQkDKpWqtmhjjvwLVzEy5vtgLl7HTfSHe5uR+05imptUQGDQV3bo1xbFj1+HkuBZpadmSikwIKScqBOSLGnRsB/vlntDQ0eb6wrfuwPG1m7950bhx43pgtc9YMAaMG+uPoKDTkopLCPlKVAjIZ3UdYw9b5wkQCoUAgMI3b7FnwTJEHf+2N25j4yrYEjAFNjYtER5+C2PH+CE5OVOSkQkhX4kKAfkoFXU1DFnkgea2Pbi+F0/Tsc3ZDU/iHnzTmCNGdIWfvxNUVMSYPGkjNm48DsaYpCITQr4RFQLyAT3D6hjttxwm5vW5vsc3orBj2hzkZn/9onHVqulh0+ZJ6NevLS5disXoUWvw+PFTSUYmhHwHKgSkjNotm2Hk6qVlFo27HLYffy5f802Lxg0a1AHrN0yAtrY6ZkwPxJo1h+im8YTIGZkXAhMTE+zYsQOGhoYoLS3Fli1b4O/vL+sY5CPaDfoFv8yeBpHKP/8sSoqKccBrNa7u/eOrx6pSpRLWrR+PIUM6IiLiAUY5+OLevVQJJyaESILMC0FxcTGmT5+OqKgoaGtr48aNGzh9+jTi4uJkHYX8SyQWo9/saWg/+BeuL+d5NoKneSDh5q2vHq9PnzbYtHkSKlfWxhyPHVixYj9KSuhTACHySuaFID09Henp/yxGlpubi7i4OBgbG1Mh4Il2FX04rF6G2i2bcX0psfew3dkdL9OffdVYurpaWOPnCAcHK0RFPUbPHvMRE5Mo2cCEEInj9RyBqakpmjdvjmvXrvEZQ2kZN6yH0X7Lof+DIdd38+hJ7Fno9dWLxvXs2QIBW6fA0FAfiz3DsGTJbhQVfd+NaAghssFbIdDS0sL+/fvh4uKCnJwPV5Z0dHSEk5MTAMDAwEDW8Sq85jY/Y4jnHKioqwH4Z9G4o74b8Nf2nV81jra2BlavHgNHJ2vcvZuMX/otxY0bj6QRmRAiRUzWTSwWsxMnTjBXV9dybR8ZGSnzjBW1CYRCZuc6ka2OucK1JZdPsQYd2n71WF26NGaP47ey4pI/mbe3A1NTU+H99VGjRu1dK+97Jy+fCAIDAxEXFwdfX18+plda6jrasF/hiYYd2nF9z+ITETR1FrKSUso9jqamGry8HDBlam88ePAEHTu44cqVe9KITAiRAZkXAktLS4wcORK3b99GVFQUAMDDwwPHjx+XdRSlUs3MFGP8V6BqrZpc392/LmHX7IV4m1v+Wz+2a9cA24NdUbeuEfz9DmH27B148+bbb0JDCOGfzAvB5cuXIRAIZD2tUmvYyRL2yxdBXVuL6zu9ZRtOrgso9xIPamoqWLzYHtOm90NSUia6dpmN8+fvSCsyIUSG6MriCs5qnAOspzhxi8YV5L/B7vlLcetkeLnHaNWqLrYHu8DcvCa2bD6BGTOCkJv7RlqRCSEyRoWgglLVUMcQzzloZt2d68t+8hTbnN2Qdv9hucZQURFj3rwhcJ89COnpL2Ddcz5OnYqSVmRCCE+oEFRA+kaGGO23HMYN6nF9jyJuYMeMuch78bJcYzRpUgvbg13RrFltbN8eDleXALx6Vf5zCYQQxUGFoIKp3ao5HFYvhXZlfa7v0q69+HOlH0qLS774fJFICDe3gZi/YCiys3PRt89iHD4cIc3IhBCeUSGoQCyHDkDfWS7conHFRUU4sGQlrh04XK7nN2hggu3Brmjduh7Cwi5g8qRNyM7+8GI/QkjFQoWgAhCpqKC/x3S0HdiX63ud9RzBLrOReCvmi88XCoVwde2LxUvskZv7FoMHeWPfvsvSjEwIkSNUCBScTpXKcPD1glnzJlxf8p1YbHdxx6tnX74F5I8//oCgbS7o0MEcBw9ewYTxG5CR8VKKiQkh8oYKgQIzMW+A0f7LoVe9Gtd3/fBx7F20HMUFn7/ISyAQYOJEWyxfMRqFhUUYOcIHoaHnpB2ZECKHqBAoqBa9emLwwtlQUft30biSEhz2WYcLO8K++FxT02oIDJqKbt2a4vjxG3Ac54+0tGxpRyaEyCkqBApGIBTCzmUiuo4ezvXlv36NkBnz8ODKl7/dM25cD6z2GQsAcBy3FoGBp6SWlRCiGKgQKBCNSjoYscIT9S3bcn3pj+IRNNUNz1M+fxtII6PKCNg6FTY2LXH27C2MHeOPpKQMaUcmhCgAKgQKonrtWhjtvwJVTWtwfXfOnseu2Z4oyM//7HPt7bvCz98JqqpiTJ60ERs3Hi/3GkOEkIqPCoECUNVQx4Sg9dCpUpnrO7UpCKc2bP3sG3q1anrYtHkS+vVri0uXYjF61Bo8fvxUFpEJIQpEyHcA8mWFb97i0Cp/AEBBfj62u87GyfWfXzl00KAOuHN3PaytW2DG9EB06TybigAh5KPoE4GCuHnkJHSrGuDe5at4+uDxJ7erUqUS1q0fjyFDOiIi4gFGOfji3r3Pnz8ghBDeb6f2pUa3qixf6927NUt7uoO9LTjAPDwGM5FIyHsmatSo8dfk+laVRLJ0dbWwxs8RDg5WiI6Oh3XP+bh9O5HvWIQQBUGFQMH16NEcWwOnwtBQH0sWh2Hx4t0oKirmOxYhRIFQIVBQ2toaWL16DBydrBEbm4z+vyzD9evlu+EMIYS8jwqBAurSpTECg5xhaloVK1fsx/z5O1FQUMR3LEKIgqJCoEA0NdXg5eWAKVN74+HDNHTq6I6//47jOxYhRMFRIVAQYrEI1yJ88NNPNbHW/zBmzw5Gfv7nVxglhJDyoEKgIIqLS7Bu7WHcv/8Ef/315ZvNEEJIeVEhUCCbN5/gOwIhpAKiJSYIIUTJUSEghBAlR4WAEEKUHBUCQghRcrwUgp49e+LevXt4+PAh3Nzc+IhACCHkXzIvBEKhEOvXr4eNjQ3Mzc3x66+/omHDhrKOQQgh5F8yLwStW7fGo0ePkJCQgKKiIoSFhaFv376yjkEIIeRfMr+OwNjYGCkpKdzPqampaNOmzQfbOTo6wsnJCQDQqFEjREZGyiyjPDMwMEBWVhbfMeQC7Yt3aF+8Q/vinfr165drO5kXAoFA8EHfx265GBAQgICAAABAZGQkLCwspJ5NEdC+eIf2xTu0L96hffFOef8DLfNDQ6mpqahRowb3s4mJCdLS0mQdgxBCyL9kXggiIyNRt25d1KpVCyoqKhg6dCgOHTok6xiEEEL+JfNDQyUlJZg8eTJOnjwJkUiEoKAgxMbGfvY5W7ZskVE6+Uf74h3aF+/QvniH9sU75d0XAvxz82JCCCFKiq4sJoQQJUeFgBBClJxcFwJaiuKdwMBAPHv2DDExyn1TGhMTE5w9exaxsbG4c+cOpk6dynck3qipqeHatWuIjo7GnTt3sHDhQr4j8U4oFOLmzZs4fPgw31F4lZCQgNu3byMqKqrcXyFl8tiEQiF79OgRMzMzYyoqKiw6Opo1bNiQ91x8tY4dO7LmzZuzmJgY3rPw2QwNDVnz5s0ZAKatrc3u37+v1P8utLS0GAAmFovZ1atXWZs2bXjPxGdzdXVlO3fuZIcPH+Y9C58tISGBValSpdzby+0nAlqKoqyLFy8iOzub7xi8S09PR1RUFAAgNzcXcXFxMDY25jkVf/Ly8gAAKioqUFFR+ejFmcrC2NgYdnZ22Lp1K99RFI7cFoKPLUWhzL/w5EOmpqZo3rw5rl27xncU3giFQkRFRSEjIwOnT59GREQE35F4s2bNGsyaNQulpaV8R+EdYwynTp3C9evX4ejo+MXt5bYQlHcpCqKctLS0sH//fri4uCAnJ4fvOLwpLS1F8+bNYWJigtatW+Onn37iOxIv7OzskJGRgZs3b/IdRS5YWlqiZcuWsLGxwaRJk9CxY8fPbi+3hYCWoiCfIhaLsX//fuzcuRMHDx7kO45cePXqFf766y9YW1vzHYUXlpaW6NOnDxISEhAWFoZu3bohJCSE71i8efr0KQAgMzMTBw8eROvWrb/4HN5PbHysiUQi9vjxY1arVi3uZLG5uTnvufhspqamSn+yGAALDg5mvr6+vOfguxkYGDBdXV0GgKmrq7MLFy4wOzs73nPx3Tp37qzUJ4s1NTWZtrY29+fLly+znj17ful5/Af/VLOxsWH3799njx49Yh4eHrzn4bPt2rWLpaWlscLCQpaSksLGjBnDeyY+mqWlJWOMsVu3brGoqCgWFRXFbGxseM/FR2vcuDG7efMmu3XrFouJiWHz5s3jPZM8NGUvBGZmZiw6OppFR0ezO3fulOu9k5aYIIQQJSe35wgIIYTIBhUCQghRclQICCFEyVEhIIQQJUeFgBBClBwVAkK+komJCeLj46Gvrw8A0NPTQ3x8PGrWrMlzMkK+DRUCQr5SamoqNm7cCG9vbwCAt7c3tmzZguTkZJ6TEfJt6DoCQr6BWCzGjRs3EBQUBEdHRzRv3hxFRUV8xyLkm8j85vWEVATFxcWYOXMmTp48iZ9//pmKAFFodGiIkG9kY2ODtLQ0NGrUiO8ohHw33tfGoEZN0VrTpk3ZnTt3WI0aNVhSUhIzNDTkPRM1at/ReA9AjZrCtb///pt1796dAWCTJ09moaGhvGeiRu1bGx0aIuQrOTo6Ijk5GWfOnAEAbNiwAQ0aNECnTp14TkbIt6FvDRFCiJKjTwSEEKLkqBAQQoiSo0JACCFKjgoBIYQoOSoEhBCi5KgQEEKIkqNCQAghSu5/UtuCUJmeB94AAAA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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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aDQD+/v6kp6ff8Hk6nYagIENhlFTk6HRamYtrZC7yyFyAdvtsdFvHYytThaBqNV1dTpHhlFsvtdq8NxAZGRkEBgbecD+rVZGSkumMktxeUJBB5uIamYs8nj4XXhf3EbRuNDlhEWjDO3r0XFwvJCTgtvs45W6cGjVqsH37dgA2btxIgwaOXzldCHF/0+SkEfhbP2yGENJbTYVrVwvEnXFK2A8ZMoSZM2fywgsvYDabiYiIcMawQoj7hVIY1w9Bmx5PWpvZKN/irq6oyNEopZSri/iL2WyVt2XXePrb9evJXOTx1LnwPfglAeuHYnpsKFn13wA8dy5uxG0u4wghxN3SJcVi3PQBueWbk1Wvn6vLKbIk7IUQ7sucSeCqfijvQNKemgEaiay7JY3QhBBuy7hxBLrk46R2/AplCHF1OUWa/JoUQrglnyM/4Hf4GzLrv4m5fDNXl1PkSdgLIdyOLuUkxg3DMJduRGajd11dzn1Bwl4I4V4s2QSs6gtaPWmto0ErV5sdQWZRCOFWjFs+RH/5IKntPscWUMbV5dw35MxeCOE2vE/+it/+L8is83/khrV2dTn3FQl7IYRb0KbFEbBuEOaQ2mQ0Hnb7J4gCkbAXQrie1Uzg6v5gs5IWMRt0Pq6u6L4j1+yFEC7nv2Mq+gu7SWszC1uxiq4u574kYS+EcCn92fUY9swiq0YPcqpE3nZ/pRTnUrKx6b3k0kQBSNgLIVxGm3GRwDUDsASHY2o6+rb77z6XwscbT3HoQjqlAnxY1LMexfz0Tqi06JOwF0K4hs1KwOq30JgzSOv0Hej9brrrsUsmojedYsupZPu2i+k5JGeaJezvkIS9EMIlDHui8Y7fTHrLKViDq95wnwtp2czdcoZfDl7k+l7s3joNbz9VlYolPHuJxoKQsBdCOJ0+YTuGHdPIrhJJdvVu/3g8NcvMFzvO8e3eeHKteTGvAZ6pWYo+j1egWmiw9LMvAAl7IYRTabKuEPBbf6yBoZiemJhvecFss5Vv9ybwxY5zpOdY8j2vaaVg+jcN46EQf2eXfF+QsBdCOI9SBKx7F23WFVK6LkV5X11hyWpTrDh0kU82nybRlJvvKTUfDODN5mHULx/kgoLvHxL2Qgin8Yv5FJ/TazA1HY0l5GGUUvxx8grRm05xMin/JZnQ4n70a1qRVlUeQCOLi98zCXshhFN4Jcbgv3U8OWERZNXuzf6ENGZuOsXeuNR8+wUb9PyrcQU6PfwgXjq5k95RJOyFEIVOk5NG4Kp+2AwhHHxkLNHLY1l37HK+fQx6HS81LMeL9cth8Na5qNL7l4S9EKJwKYVx/RC06XFEl/sP078+znU32KDTani2dmleaxxKsMHbdXXe5yTshRCFSvPnQnyPL+cjazc+PvZAvsdah4fQt0lFyhe/+QeqhGNI2AshCoXZamPDlk10/vMDNlofZqa5vf2xBuWL8UbzStR8MMCFFXoWCXshhEPZlGLNkUt8tukwc7PfI11j4F1zPxRaqoT480azMBpXLC532DiZhL0QwmF2nEkmetMpYi+amOQ1j8q6BHqah+IVUJLRTSvStnpJtBLyLiFhL4S4Z0cSrzYq23b6aqOySO0fvOC1nnl0oWGzSCbVLYOPl9xG6UoS9kKIu5aQms3czadZGZtob1RWUXOe8frPOGOozVMvTCbA4OvSGsVVTgt7s9nM0KFDiY+PR6vVMnbsWCpXruys4YUQDpSSZebz7Wf5bl8C5uvuo/TVmFkYOAcf5Yux66fYJOjdhtPeV23YsAGLxcLixYvp378/06dPd9bQQggHyTZb+Xz7WTp9uoOvdsfnC/rmlUvwe601lM85TsZTH2ELKOPCSsXfOe3MPiwsDKvVis1mw2Qy4eUlV5CEKCosNsXPBy4wb+sZLv2tUdnDpQN5s3kYj+ZupdivC8ms83/khrVxUaXiZjRKKXX73e7d+fPn6devH5mZmSQnJzN37lzq1auXbx+bzYbV6pRy3J5Op8Vqtbm6DLcgc5HH2XOhlGLt4USmrj7KiUsZ+R6r9IA/A1tXpXX1kmjS4vD6tDkqKAzry7+Cl0+h1yavizx6/e3bSzgt7CdMmIC3tzcDBw7k/PnzvPzyyyxfvhwfn7wXhdlslcUIrgkKMshcXCNzkceZcxETn8rMjaeISUjLt72EvzevP16BjrUexEurAauZoJ+6oks6QvILK7EVq+iU+uR1kSck5PYfTnPatZTAwED0+qtrRRYrVgyLxYLVanXW8EKIO3Q6KZNZf5xi/fGkfNv9vXX0alie7vXL4nfdmaT/jqnoL+wmrc0spwW9KDinhf0rr7xCVFQUPXr0wGw2884772AwyPqRQriLS6Yc5m05w7IDF7Bd937fS6uha90y9H60PMX/1qhMf3YDhj2zyKrRnZwqkU6uWBSE08Le39+fGTNmOGs4IcQdMuVY+N/Oc3y1O54cS/5r4BHVQvh3k4qUC/pnozJtxkUC1wzAEhyOqekYZ5Ur7pLcEiOEh8q12Pg+JoHPtp0lNTv/eq+NQoN4s3kY1Urd5FqwzUrA6rfQmE2kdfoW9NK10t1J2AvhYWxKsepwInP/OE1CWk6+x8JLGnmzWRiPVix+y2MY9kTjHb+Z9JZTsAZXLcxyhYNI2AvhQbadvsLMjac4+rfbKMsE+tC3aRhtqoXctlGZPmE7hh3TyK4SSXb1boVZrnAgCXshPMDhi+nM3HiKHWdT8m0v5uvFa40r8Gzt0njfQaMyTXYyAavfwBZQHtMTE0E6WBYZEvZC3MfiUrKYu/k0qw5fyrfdx0vLi/XL0rNheYw+dxgDShGw9h20mUmkdF2K8paFR4oSCXsh7kPJmbks2HaWJTHnsVx3H6VOAx0ffpB/Na5AiLFgn3L1i/kUn9NrMDUdjSXkYUeXLAqZhL0Q95Ess5WvdsexcGccGbn5P7T4xEMl6N80jIolCv75Fq/EGPy3jicnLIKs2r0dVa5wIgl7Ie4DFpti2f7zzNt6lqSM/I3K6pS52qisTtlid3VsTU4agav6YTOEkN5qqlynL6Ik7IUowpRSrD+exKxNpziTnJXvsbBgA/2bhdG8cvDdr/eqFMb1Q9Gmx5HS+XuU761vyRTuS8JeiCJqX1wqH288xf7z+RuVhRi96fN4BZ6pea1R2T3wPfQVvseXYXpsKJbSDe/pWMK1JOyFKGJOJmUQvfEUm05eybfd31vHK43K061eWXzvoOXt7eiSYjFuGklu+eZk1et3z8cTriVhL0QRcTE9h0m/n+CHvfH5GpXpdRqeq1uGVx8NJchP75jBzJkEruqH8g4k7akZoJHFwos6CXshioAf/zzPtN9P5GtUpgHaVi/Jv5tUpEwxx671atw0Al3ycVI7foUyhDj02MI1JOyFcGNmq41pv59gScz5fNsfq1icN5qFEV7S6PAxfY7+iF/sN2TUfwtz+WYOP75wDQl7IdzUlcxchi6PZW9cqn1b1ZJGBjQPo1GFwrkrRpdyEuP6oZhLNyKz0buFMoZwDQl7IdzQkYsmBi09yIX0vK6UrcNDmPZ8XXIyc27xzHtgzSFgVT/Q6klrHQ1aiYf7ifzfFMLN/HY4kTGrjtqvz2uAfk0r8nKj8vh568gppGVX/Td/iP7yAVLbfYYtoEzhDCJcRsJeCDdhtSnmbD7Nf3ecs2/z99bx4TPVaFqpRKGO7X1yJYb9n5NZ+zVyw9oU6ljCNSTshXADphwLw1ccZvOpvHvnQ4v7Ma1TTSoGF+5azdr0eALWDcQcUpuMx6MKdSzhOhL2QrjY6SuZDPrpYL52B03CghnbrhoBvoX8I2o1E/hbf7BZSYuYDbqCdcIURYeEvRAutPnkFd5fEZuvQ+XLjcrTt0lFdPfY6uBO+O+Yiv7CLtLazMJWrGKhjydcR8JeCBdQSvG/nXHM2nSKvz4M6+OlZWREVdpUK+mUGvRnN2DYM4usGt3JqRLplDGF60jYC+Fk2WYrY1cd5bcjeatHlQrwYWpkDaqVcs7qT5qMRALXDMASHI6p6RinjClcS8JeCCe6kJbNoKWHOJJosm97pGwgEzvWINjg7ZwibFYCV7+JxmwiLfIb0Ps5Z1zhUhL2QjjJnrgUhi6LJTnLbN/2bJ3SDGxZGb3OeY3GDHui8Y7fTHrLKVhLhDttXOFaEvZCOMGSmASmrDuB9Vq7Sp1Ww3utKtOljnM/vKRP2I5hxzSyq0SSXb2bU8cWriVhL0QhMlttTF13gh/+zGtkFmzQM6lDDeqWu7tlAu+WJjuZgNVvYAsoj+mJibK8oIeRsBeikCRl5DJ0+SH2xeetJFWtpJEpkTV4MNCxLYlvSykC1r6DNjOJlK5LUd7O+UOwcB83vVB45MgRhw/2ySef8MILL9ClSxe+++47hx9fCHdx+GI6Ly/amy/oI6qFML9bHecHPeD35wJ8Tq8h4/H3sYQ87PTxhevdNOwHDBjAF1984bCBtm/fzt69e/n6669ZuHAhFy5ccNixhXAnq2IT+b/FMVy81rFSA7zVPIyx7ao5ZLnAgvJKjMF/yzhywiLIqt3b6eML93DTsP/hhx84deoUr732GpcuXbrZbnfsjz/+oGrVqvTv359///vfPPHEE/d8TCHcidWmmLnxJMN/OWzvWGn00TG9Sy16NiyPxgXXyDU5aQSu6ofNEEJ6q6lynd6D3fSavcFgYPTo0ezcuZPu3btTp04d+2PTpk0r8EDJyckkJCQwd+5c4uLi6Nu3LytXrnTJD4AQjpaebeH9FbFsPZ1s31Yx2I+pkTWpUMiNzG5KKYzrh6JNjyOl8/co38JZ8EQUDbf8A+2JEyeYNm0ajRo1olOnTvc0UFBQEJUqVcLb25tKlSrh4+PDlStXKFEir3WrTqchKMhFPxhuRqfTylxc4+5zcTzRRN/F+zidlNdovmV4CNO61ibA10ELgF9TkLnQ7P0vXseXYX1iBMbqLRxahztw99eFu7lp2M+bN4/FixczcuRIh1xyqV+/Pv/73/949dVXSUxMJCsri6CgoHz7WK2KlJRCWpmhiAkKMshcXOPOc7HpRBIjfjmcr5FZ70fL06dJRazZZlKyzbd4dsHd6Vzokg5TfNVQcss3J7XGv8BN5+9euPPrwtlCQm5/d9VNw/7AgQMsWbKE4sUd89avZcuW7Ny5k65du6KUYuTIkeh0zv9jlRCOoJTiix3nmPPHaXsjM18vLSPbhtM6PMSltWHOJHBVX5R3IGlPzQCN8z6dK9yXRimlbr+bc5jNVvlNfY2cteRxt7nIMlsZs/Ioa47m3bhQOtCHKZE1CS9pLNSx72QujOsG4hv7Lakdv8Jcvlmh1uNK7va6cKV7OrMXQvxTQmo2g5Ye5NilDPu2+uWLMaF9dYo7q5HZLfgc/RG/2G/IqP/mfR30ouAk7IW4Q7vPpTB0eSwp1zUye75uGd55ohJeTmxkdjO6lJMY1w/FXLohmY0Guroc4WYk7IW4DaUU3+07z0fr8xqZeWk1DHnyITrVLu3i6q6x5hCwqh9o9aS1ngVa+dEW+ckrQohbyLXYmLzuOEv3533iO9igZ3LHGtQp69xGZrfiv/lD9JcPkNruM2wBzu2kKYoGCXshbuJyRi5Dlh3iz4S8/jbVSxmZElmTUgHuszC398mVGPZ/Tmbt18gNa+PqcoSbkrAX4gYOXUhn8NKDJJpy7duerl6SqNZVXNLf5ma06fEErBuIOeRhMh6PcnU5wo1J2AvxN78cusi4346Sa716fV6rgbeaV6JH/bLu1d7Daibwt/5gs5LWZjbo3OfdhnA/EvZCXGO1KaI3neLLXXH2bQE+XoxvX43HKga7sLIb898xDf2FXaS1mYUtKMzV5Qg3J2EvBJCWbeb9nw+z7UxeI7OwEgamRdakfHH3W5Bbf3YDhj3RZNXoTk6VSFeXI4oACXvh8U4mZTDop4OcS8m2b2tRuQSj24Xj7+1+PyKajEQC1wzAEhyOqekYV5cjigj3eyUL4UQbjicx8pfDZJrzGpm99lgorz9eAa07XZ//i81K4Jq30JhNpEV+A3r3e9ch3JOEvfBINqX4bNtZPtlyxr7NT69lVNtwWlV1cSOzW9BumY4u7g/SW07BWiLc1eWIIkTCXniczFwro1ceYd2xy/ZtZQJ9mNqpJlVCCreR2b3QJ2xHu3EC2VUiya7ezdXliCJGwl54lPjULAb9dIjjl/MamTUoX4wJ7WsQZHDsQiMOY83B78BCDDv/A0EVMD0xUZYXFAUmYS88xs6zyQxbHktqtsW+7YVHyvB2C/doZPYPyobP0Z/w3z4FXfo5css1Q9N+Gkp3+3a2QvydhL247yml+HZvAv9Zf4Jrn5NCr9Mw9KkqdKz1oGuLuwn92Q34bx2P/vJBzA/UIr3lJMzlm19dhk96uIu7IGEv7mu5FhuT1h5j2YGL9m0l/L2Z0rEGD5cJdGFlN+Z1aT/+W8bjHbcJa0B50lrPvHofvaw2Je6RhL24b1025fDeskPsP59u31bzwQAmd6xBSTdqZAagTT2D//bJ+B5bis23OKamo8iq1VNaIAiHkbAX96WD59MYvOwQl65rZPZMzVIMe6oKPl7uc5asyUrCsGsGfgcWglZHRv23yHrk3ygf93vXIYo2CXtx31lx8CLjV+dvZDagRSW613OjRmbmTAwx8/HbMweNJYvs6t3IbPQONn/3/BuCKPok7MV9w2JTfLzhJF/vibdvC/T1Ynz76jxaobgLK7uOzYLvocUYdn6ELjORnLAIMhoPw1r8IVdXJu5zEvbivpCSZSbq51h2nk2xb6tUwsC0TjUpF+QGLQWUwvvUSvy3TsQr5QTm0g1JazsPS+kGrq5MeAgJe1HkHb98tZFZfGpeI7MnHirBqKfdo5GZV8IOjFvHob+wG0vxKqS2+4zciq3lg1HCqVz/kyDEPfj92GU++PUwWWabfdvrjSvwWuNQlzcy0105iv/WCficXo3VvxTpLaeQXe05WQxcuIS86kSRZFOKBVvPMm9r/kZmo5+uRssqD7iwMtCaEjDsmIbv4e9Qen9Mjw0lq/Zr0qFSuJSEvShyMnItjPr1COuPJ9m3lS3my9RONXnoAX+X1aXJScWwZxZ+MQtAKbJqv0Zmg7dQvm7yx2Hh0STsRZESl5LFwJ8OcjIpr2VAo9AgxrevTjE/FzUys2Tjd+B/GHZ9jCYnlZyqncl4dDC2wPKuqUeIG5CwF0XG9jPJRP0cS9p1jcx61C/Lm80r4aV1wfV5mxWfYz/iv20KOlM8uaEtMD0WhTWkpvNrEeI2JOyF21NK8dXuOGZsOIntWiMzb52GYa2r0L6mCz6EpBT6s+sxbh2PV1Is5pDapLeahrl8U+fXIsQdcvrnxpOSkmjRogUnTpxw9tCiCMqx2Bjy437+sz4v6B/w9+aTF+q4JOi9EmMotvQFgn7uicacSVqb2aQ897MEvXB7Tj2zN5vNjBw5El9fX2cOK4qoS6YcBi89xMELeY3MHi4dwKSONQgxOrdBmDbl1NVGZceXY/MNJr3ZGLJrvgQ6b6fWIcTdcmrYT5o0iW7dujFv3jxnDiuKoP0Jaby37BCXM/IamXWoWYqhT1XB24mNzDSZl/HfNR3fg1+CVk9GgwFXG5V5ywIiomhxWtj/8MMPBAcH06xZs5uGvU6nubo4g0Cn03rsXHy/J46Ryw5ivtbITKfVEPV0NXo+Guq8Rma5JrTbZ6PdFg3mLGyP9MLW7D28jaVw5bm8J78u/k7momA0SinljIFefPFFNBoNGo2G2NhYKlasyJw5cwgJCbHvYzZbSZFVeAAICjJ43FxYrDambzjJN3sT7NuK+Xoxs/sjVA920geSrGZ8Y7/Gf8d/0GZdIqdyOzIeG4o1qJJzxr8NT3xd3IzMRZ6QkNu/03Tamf2iRYvs/+7ZsyejRo3KF/TCs6VkmRn2cyy7rmtk9tAD/kztVIOaFUoU/g+1UnifWIH/tkl4pZ4it8yjZLT7FMuD9Qt3XCGcRG69FC537JKJQUsPkXBdI7NWVR7gg7bhGLx1hT6+Pn4r/lvGoU/chyU4nNRnviC3wpPSqEzcV1wS9gsXLnTFsMINrTt6iQ9+PUK2Ja+RWZ/HK9D7scJvZKZLisV/60R8zqzFaixNWqtp5IR3BW3h/4IRwtnkzF64hE0p5m05w4JtZ+3bDHodY9qF0+Khwm1kpk2Px3/HNHwOf4fyCcTUOIqs2q+ClzQqE/cvCXvhdKYcCx/8eoSNJ/IamZUP8mVKZE0qF2IjM012CoY90fj9+TkAWXVfJ7P+G9KoTHgECXvhVOeSsxi49CCnrmtk9liF4oxrX41A30JqZGbJwu/PLzDsiUaTk0ZOta5kNBqELaBs4YwnhBuSsBdOs+30FaJ+Pkx6Tl4js5calKN/s7DCaWRms+JzZAn+O6aiMyWQU6HV1dsoH6jh+LGEcHMS9qLQKaVYtDuemRvzNzJ7v01V2tUoVRgD4n1mHf5bx+N15QjmknVIf2o65rKPO34sIYoICXtRqLLNVsavPsavsYn2bSWN3kyJrEmNBx3fcsDrwh78t47HO2EblmIVSY2YS27lZ+Q2SuHxJOxFobmYnsPgpQeJvWiyb6tdJpBJHWvwgL9jmw7oUk7iv20SPidWYPN7gPTm48iu0QN0LlrQRAg3I2EvCkVMfCrvLTvElUyzfVvkww/yXquHHNrITJOReK1R2SLQ+ZDR8F0y6/YBb9ctTyiEO5KwFw7305/nmbT2OBZbXiOzgS0r07VOaYc1MtPkmvDbOxfDvnlgyyW71ktkNHgbZZAWHELciIS9cBiL1cZH60/y3b68RmZBfnomdqhO/fJBjhnEmovvwUX475qONiuJ7Ic6kPnoYLdpVCaEu5KwFw6RnJnLsJ9j2X0u1b6tSog/UyNrUqaYAxarUTZ8jv+M/7ZJ6NLOkFu2MRmN38dSqu69H1sIDyBhL+7ZkUQTg5ce5Hxajn3bU1VDGNm2Kn76e+8zozm9kaDVH6BPjMFSohqp7f9HbmhLucNGiAKQsBf3ZM2RS4xemdfITAP0bVqRVxqVv+fr81pTAsYNUXidXoPVWJa0J6eTU7WzNCoT4i5I2Iu7YlOKuZtP8/n2c/Zt/t46xrarRrPKJe7t4Erhc2QJxk0j0djMWFuN4kqVl8BL1i4W4m5J2IsCM+VYGPHLYf44ecW+LbS4H1MjaxJW4t6WidNkJBKwYRg+p1ZhLt2ItFbTCKxYE2RFIiHuiYS9KJAzVzIZtPQgp69k2bc1rliccc9UJ8D33l5OPseWY9wYhcacianJSLJqvyaXbIRwEAl7ccc2n7rC8BWxmHKs9m29GpajX9MwdPfQyEyTdQXjxvfxPb78ah+bJ6djDa7iiJKFENdI2IvbUkqxcGcc0ZtO8dfq9D5eWka0qUpE9ZL3dGzvk6sIWD8UTU4KGY8OIbNeX9DKy1IIR5OfKnFL2WYrH/52lFWHL9m3lTR6M7VTTaqXuvtGZpqcVIybPsD3yPeYH6hJesdF0npYiEIkYS9u6kJaNoOXHuJwYl4js7plA5nYoQYl7qGRmf7M7wT8Phht5iUyGrxNZoO3QOfYxmhCiPwk7MUN7YtLZcjy/I3MutQuzaBWldHr7q6RmSbXhP/mMfgd+gpL8aqktFuApWQdR5UshLgFCXvxDz/EJDBl3Yl8jcwGt6rMs3XK3PUx9XGbCVg3EK0pgcxH+pLRaKDcNy+EE0nYCzuz1ca030+wJOa8fVtxPz0TO1anXrmguzxoJv5bJ2DY/zmWYmGkdPkRy4P1HVOwEOKOSdgLAK5k5jJ02SH2xqfZt4WXNDI1sgYPBt7dGbjX+Z0ErH0Hr9TTZNbuTcZjw0Dv56iShRAFIGEvOHwxnUFLD3ExPa+RWZvwEEZEVMX3bhqZWbLx3z4Fv33zsAWUI6XTt7L+qxAuJmHv4X47nMiYVUfJua6RWf9mYfRqWO6uGpl5Xdx39Ww++RhZNV8i4/HhKG+jg6sWQhSUhL2HstoUczaf5r878hqZGX10fNiuOk0qBd/FAXMx7JqBYXc0NkMIKR2+xBz6hOMKFkLcEwl7D5SebWH4L7FsOZVs31ahuB9TO9WkYnDBG5npLh8icM3beCUdIrvac5iajkL5FHNkyUKIe+S0sDebzURFRREfH09ubi59+/blySefdNbw4prTSZkMXHqQs8l5jcyaVgpmbLtqGH0K+HKwWTDsmYVh53SUTxCp7T4jN6yNgysWQjiC08J+2bJlBAUFMWXKFJKTk+ncubOEvZP9cTKJ4SsOk5Gb18jslUbl+XeTigVuZKa7cpSAte+gT4whu0okpuYfonyLO7pkIYSDOC3s27ZtS0REhP1rnU5a1zqLUoovdpxjzh+n8zUyGxlRlTbVCtjIzGbFL2Y+/tunoPQGUiPmkvtQe4fXLIRwLI1SSt1+N8cxmUz07duX559/ng4dOuR7zGazYbU6tRy3pdNpsVpt93yczFwLUT8eYMWBC/ZtZYr5MufFetQoHViwg105gW55f7RxO7BVfQbr09PAeG9dL++Eo+bifiBzkUfmIo/+Dm6RdmrYnz9/nv79+9OjRw+6du36j8fNZispsiIRAEFBhnuei/Np2Qz66SBHL2XYtz1SrhiTOlSnuKEAjceUDd/9/8W4dRxK54Op2RhyqnZx2oLfjpiL+4XMRR6ZizwhIbfvQOu0yziXL1+md+/ejBw5ksaNGztrWI+1+1wKQ5fHkpKV18isa53SDGxZGa8CNDLTpp0jYN1AvOO3kBPaElPLydiMpQujZCFEIXJa2M+dO5e0tDRmz57N7NmzAZg/fz6+vtIMy5GUUiyJOc/U309gvdbIzEur4b0nH6Jz7QKEtFL4HvoK/81jAA3pLaeQXb2b087mhRCO5fRr9rcil3Hy3M1bVLPVxpR1x/nxz7zr88EGPZM71qBO2Tu/711rSiDg9/fwPrue3LJNSG81DVtguQLV4kjydj2PzEUemYs8bnUZRxSupIxchiw7RExCXiOz6qWMTO5YgEZmSuFzZAnGTSPR2MykN/+Q7Fq9QHN3/euFEO5Dwv4+cOhCOoOXHiTRlGvf1rZ6Sd5vXeWOG5lpMhIJ2DAMn1OrMJduSFqrj7AFhRVWyUIIJ5OwL+J+jb3IuN+O2RuZaTXwRrMwXmpw543MfI4tx7gxCo05E9PjI8iq83+glc9BCHE/kbAvoqw2RfSmU3y5K86+LcDHi3Htq9G44p01MtNkXcG48X18jy/HXLIO6U9OxxpcpbBKFkK4kIR9EZSWbeb9FYfZdjqvkVlYsIGpnWoSWvzOFgfxPrmKgPVD0OSkkvHoEDLr9QWtvByEuF/JT3cRcyopk4E/HeBcSrZ9W7NKwYy5w0ZmmpxUjJs+wPfI91hK1CCt41dYH6hRmCULIdyAhH0RsvFEEiN/yd/IrPdjofR5vALaO7g+rz/zOwG/D0abeYmMBgPIbDAAdAX4JK0QosiSsC8ClFJ8vv0cczfnNTLz9dIy6ulwnqwactvna3JN+G8eg9+hr7AUr0pKuwVYStYp3KKFEG5Fwt7NZeZaGbPqCGuPXrZvKxPow5TImlQtefvl/vRxmwlYNxBtejyZj/Qlo9FA8JJPLQvhaSTs3Vh8ahaDlx7i2HWNzBqUL8aE9jUIMuhv/WRzJv5bJ2DY/zmWYhVJ6fIjltINCrliIYS7krB3U9tOJvHG13tJzbbYt73wSBneblHpto3MvM7vvLrod+ppMmv3JuOxYaC/s7t0hBD3Jwl7N6OU4tu9Cfxnw8l8jcyGPvUQkQ/fppGZJRv/7VPw2zcPW0A5Ujp9i7ns406oWgjh7iTs3cymk1eY+vsJ+9cl/L2Z3LEGtcvceqERr4v7rp7NJx8jq8aLZDQZgfK+/TV9IYRnkLB3M3EpeQuB13gwgCkda1AywOfmT7DmYtg1A8PuaGyGEFI6fIk59InCL1QIUaRI2LuZjrUeJDXbQqkgP54JD8HH6+bX53WXDxG45m28kg6RXe05TE1HoXzuvJWxEMJzSNi7GaOPF32bVLx1r26bBcOeWRh2Tkf5BJHa7jNyw9o4t1AhRJEiYV/E6K4cJWDtO+gTY8h+qCOmFuNQvsVdXZYQws1J2BcVNit+MfPx3z4FpTeQGjGX3Ifau7oqIUQRIWFfBOhSThKw9l30F3aRExZB+hMTUYbbt0kQQoi/SNi7M2XDd/9/MW4dh9L5kPbUDHKqdpFFv4UQBSZh765SzlJsaT+847eQG/oE6S2nYDPe5kNVQghxExL2bsj7xAq81g1EKUV6y8lkV+8uZ/NCiHsiYe+GvM+sQ5V7lOQmH2ILLO/qcoQQ9wEJezdkajUNryADtpvdZy+EEAV06/aJQggh7gsS9kII4QEk7IUQwgNI2AshhAdw2h9obTYbo0aN4siRI3h7e/Phhx9SoUIFZw0vhBAezWln9mvWrCE3N5dvvvmGgQMHMnHiRGcNLYQQHs9pYb97926aNWsGQN26dTlw4ICzhhZCCI/ntMs4JpMJozFvmTydTofFYsHLK68EvV5HSEiAs0pyezIXeWQu8shc5JG5uHNOO7M3Go1kZGTYv7bZbPmCXgghROFxWtjXq1ePjRs3ArBv3z6qVq3qrKGFEMLjaZRSyhkD/XU3ztGjR1FKMX78eCpXruyMoYUQwuM5LexvRW7LzC8mJoapU6eycOFCV5fiMmazmaioKOLj48nNzaVv3748+eSTri7LJaxWK8OHD+fUqVPodDomTJhAaGioq8tyqaSkJLp06cJnn33m0SeNnTp1IiDg6t8typUrx4QJE266r1tcNL/+tsx9+/YxceJE5syZ4+qyXGL+/PksW7YMPz8/V5fiUsuWLSMoKIgpU6aQnJxM586dPTbsf//9dwAWL17M9u3bmTBhgsf+fMDVE4GRI0fi6+vr6lJcKicnB+COTwrd4hO0cltmntDQUGbOnOnqMlyubdu2DBgwwP61TqdzYTWu9dRTTzF27FgAEhISeOCBB1xckWtNmjSJbt26UbJkSVeX4lKHDx8mKyuL3r1706tXL/bt23fL/d0i7G92W6YnioiIkLuUAH9/f4xGIyaTibfeeou3337b1SW5lJeXF0OGDGHs2LFERES4uhyX+eGHHwgODrafHHoyX19fXnvtNRYsWMDo0aMZNGjQLXPTLcJebssUN3L+/Hl69epFZGQkHTp0cHU5Ljdp0iRWrVrFiBEjyMz0zLUOlixZwpYtW+jZsyexsbEMGTKES5cuuboslwgLC6Njx45oNBrCwsIICgq65Vy4RdjLbZni7y5fvkzv3r0ZPHgwXbt2dXU5LvXTTz/xySefAODn54dGo/HYy1qLFi3iyy+/ZOHChVSvXp1JkyYREhLi6rJc4vvvv7e3nbl48SImk+mWc+EWp8+tW7dm8+bNdOvWzX5bpvBsc+fOJS0tjdmzZzN79mzg6h+vPfGPcm3atGHYsGG8+OKLWCwWoqKi8PHxcXVZwsW6du3KsGHD6N69OxqNhvHjx9/yiohb3HophBCicLnFZRwhhBCFS8JeCCE8gIS9EEJ4AAl7IYTwABL2QgjhASTshbiJzZs307FjR7Kzs4Gr9zJ36NCBixcvurgyIQpOwl6Im2jSpAlNmzZl4sSJmM1m3nnnHYYOHUqpUqVcXZoQBSb32QtxC2azmR49ehAUFESdOnV44403XF2SEHdFzuyFuAW9Xs/zzz/Pli1b6NKli6vLEeKuSdgLcQvx8fF8+umnDB48mMGDB2O1Wl1dkhB3RcJeiJvIzc3l7bffJioqildeeYXSpUsTHR3t6rKEuCsS9kLcxKRJk6hfvz4tWrQAYNSoUaxYsYLt27e7uDIhCk7+QCuEEB5AzuyFEMIDSNgLIYQHkLAXQggPIGEvhBAeQMJeCCE8gIS9EEJ4AAl7IYTwABL2QgjhAf4f+XituhYV6eUAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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y8kc4vgzqDoLSDdSuxupJCAghrMf9y7BpIBSvBe+OULuabEFCQAhhHVISYVVXsHeEdt+AvRzNNgZ5F4UQ1mH7aLhzCjquhNxealeTbciegBDC8p3dCIcWQs2PoVxztavJViQEhBCW7dENWN8HCleBRuPUribbkRAQQlgubQqs7g46Hbz/HTg4q11RtiPnBIQQlmvXJIg8BO0WQ15vtavJlmRPQAhhmS7tgH0zwLcrvNX+pU9XFIWrMfE8iJc1SLJC9gSEEJYn9g6s7QWe5aHZ1Jc+/ffL95m65SwnIh9TMJcz2wbUw8PVyQyFWj8JASGEZdFpYW0PfX+gDzaDk2uGTz17+wlhW8+x+/w9w1j0kyRi4pIlBDJJQkAIYVn2fglX90DrWVDA57lPiXqUwJe/XGDtsUgUJW3cycGOQY3LUqaAu5mKtX4SAkIIy3H9AOyeDBXbw9uh/3n40dNk5u6+zJID10hO1RnGNRpo5+vFp43LUsQjhzkrtnoSAkIIyxB/X385aJ6S0HJGumUiE1O0LDlwjbm7LvEkMTXdyxr6FGBos3L4FHr+2uXixSQEhBDqUxRY/zE8jYHu28FF/4Gu1SmsORrJjO0XuP04Md1LKhfzYERzH2p651Oj4mxDQkAIob4/5sKFrdAsDIpUQVEUfj13l7Ct57gQHZfuqaXyuzGkaTmaVyyERhaVf20SAkIIdUUdhe1joVwLqNGLozceMnXLOQ5dfZDuafndnenf6A2CqxXD0V5ucTIWCQEhhHoSH8PqD8G9IFfrhDFt+VG2nL6T7iluTvb0rFea/9UthZuzfGQZm7yjQgh1KAps7I/y6CYLS89i2rxTaHVp13s62GnoVKM4n/i/QX536RlkKhICQghVJB5cjMuZdczQBTPztAeQFgAtKxVmcJNylMzvplp9tkJCQAhhVsmpOn7esYNmf4xgj/YtZqW0NDxWyzsfw5v7ULmYh3oF2hgJASGEWeh0CptO3Wb21hPMiR9ErCYHn6Z8jIIdPoVyMry5D/XLesoVP2YmISCEMLn9l2KYuuUcp6IeE+awkNL2twhNGY6zRyG+bFKWNlWKYmcnH/5qkBAQQpjMmVuPCdt6nj0X9A3eAuz2EeSwm0W0pUHzDnSuWQIXR3uVq7RtEgJCCKO7+eApX26/wE/HowwN3kpqbjPZ8Vtu5qxMh4/mkttNevxYArOFQEpKCsOHDycqKgo7OzsmTJhA6dKlzTW9EMIMHsYnM3vXJcJ/v06yNq3Bm4smheW555ODHBT73w8gAWAxzHbb3W+//UZqaiorV66kT58+fPXVV+aaWghhYgnJWubsukS9abtYvO9qugBoVL4gv1fdTdHEi9i1mQu5vVSsVPyb2fYESpUqhVarRafTERcXh4ODHIkSwtqlanWsPhLJjB0XiH6SlO4x3+IeDG9enuqJByDiO6j5Mfi8p1KlIiNm+yR2dXUlKiqK5s2b8/DhQ+bPn/+f50RERBAREZFuLDlZ1gsVwtIoisL2v6KZtu08l+6mb/Dm7enG0KY+NK1QEM3jmzD/YyhcBRqNU6VW8WJmC4ElS5ZQp04dBg0axO3bt+natSsbN27E2TntdvCgoCCCgoLSvS4yMhJ/f39zlSmEeIkj1x8w5edzHL7+MN24Z05nBjYqS4eqXjjY24E2Rb8+gE4H738HDtL6wRKZLQRy5cqFo6MjALlz5yY1NRWtVmuu6YUQr+nS3TimbT3HL39Fpxt3d3bgo/redKtTClenZz5Sdk2CyEPQbjHk9TZztSKzzBYCH3zwASNHjiQkJISUlBQGDhyIq2vGC0gLISxD9JNEvtpxgYg/b/JMfzcc7TV0rlmCvg3KkO/fDd4u7YR9M8C3C7zV3rwFiywxWwi4ubnx9ddfm2s6IcRrepKYwoLfLrN431USU3TpHguoUoRBjctRPN9z/pCLvQPreoFnef0iMcKiySU6Qoh0klK1LPvjBrN/vcjDpynpHqtTJj/Dm/tQsWju579Yp4W1PSApDrpuAifZ27d0EgJCCEDf4G3DiVtM/+U8kQ8T0j1WoUguhjf3oe4bni/eyN4v4eoeaD0LCviYsFphLBICQgj2XLjH1C3n+Ov2k3TjXnlyMKRpOVpVKvLyBm/XD8DuyVCxPbwdasJqhTFJCAhhw05HPWbqlnPsuxSTbjyPqyOfNHyDTjWL4+yQiQZvTx/Amv+BRwloOQOkHbTVkBAQwgbduP+U6b+cZ8OJW+nGXRzt+F8db3rW9yaXi2PmNqYo8FNviL8H3beDSy4TVCxMRUJACBtyPy6JWb9eYvnB66Ro0673tLfT0KFqMQY0eoOCuVyyttE/5sKFrforgYpUMW7BwuQkBISwAU+TU1m89yoL9lwhLik13WNN3izI0GY+lCngnvUNRx2F7WOhXAuo0ctI1QpzkhAQIhtL1eqIOHyTr3Zc5F5s+gZvVUvkYcR7PviVyPtqG098DKs/BPeCEDBbzgNYKQkBIbIhRVHYdiaaadvOceVefLrHyhRwZ1gzHxqVL/Dq6/kqCmwcAI9uwoc/g+srBolQnYSAENnMn9ceMOXnsxy98SjdeMFcznzauCztfP9u8PY6jn4PZ9aC/xgoXvP1tiVUJSEgRDZxMTqWsK3n2HH2brrxnM4O9G5Qmg/fKUUOJyOs5xt9BrYMA+8GUHvg629PqEpCQAgrd/txAjO2X2D1kch0Dd6c7O0IraVv8JbHzck4kyXHw6oPwTkXtF0IdmZbnFCYiISAEFZsxaEbjN94Jl2DN40G2lQpyqeNy1Isr5F792wZCjEXIHQduBcw7raFKiQEhLBCyak6Ptt0hmV/3Eg3Xq+sJ8OalaNCkQwavL2Ok6vg2DKoOxhKNzD+9oUqJASEsDIxcUl8vPwoh64+MIyVK5iTMa3epHaZ/KaZ9P5l2DQAiteCd0eYZg6hCgkBIazI6ajH9Ao/QtSjtC6fLSsV5vP2lY1z0vd5UpNg1Qdg7wjtvgF7+djITuT/phBWYuOJWwxZfcJw/F+jgSFNy9G7fulXv94/M34ZDXdOQvAKyO1lunmEKiQEhLBwWp3C9F/OM2/3ZcNYTmcHvu5YhYY+BU07+dlNcGgB1OgNPu+Zdi6hCgkBISzYk8QU+q84xq7z9wxj3vndWNS1KqU9X6HXT1Y8ugnr+0DhKtB4vGnnEqqREBDCQl2+F0ePpYfTtX1oUM6Tr4LfJneOTLZ5flXaFFjTXb9c5PvfgYPzy18jrJKEgBAWaNe5u/RbcYzYZzp+9n63NIOblMP+ZSt8GaWASXDzILRbDHm9TT+fUI2EgBAWRFEU5v92hWnbzqH8ffevi6Md09pXpnXlIuYp4tJO2DcDfLvAW+3NM6dQjYSAEBYiIVnL0DUn2fjMal9FcruwsEtVKhY1wc1fzxMbDet6gWd5/SIxItuTEBDCAkQ9SqDn0sOcuZW20Hv1knmZ29mX/O5mOh6v08La/0FSHHTdCE5GbjkhLJKEgBAqO3jlPh8vP8r9+GTDWOeaxRnTsgJODmZs0Lb3S7i6B1rPggLlzTevUJWEgBAqWvbHdcZtOEPq3+0/Hew0jA+oQKcaJcxbyPUDsHsyVGwPb4ead26hKgkBIVSQnKpj3MYz/HAwrQFcfncn5nX2o1pJM6/S9fQBrPkfeJSAljNkmUgbIyEghJndi03i4+VH+PPaQ8NYxaK5WBhalSIeOcxbjKLAT70h/h503w4uucw7v1Bdhgccz58/b/TJFixYQFBQEG3btmXVqlVG374Qlu501GMCZu9LFwABVYqwqtc75g8AgD/mwYWt0HgCFKli/vmF6jIMgf79+7NkyRKjTXTw4EGOHTvGihUrCA8P586dO0bbthDWYP3xKNrNO8Ctx4mA/qjLiOY+fBVUxXQdQF8k6ihsHwPlWkCNXuafX1iEDENg7dq1XL16le7du3Pv3r2MnpZp+/bto2zZsvTp04ePPvqId99997W3KYQ10OoUpmw5S/+Vx0lK1XcAzeniwHcfVKOXqTuAZiTxMaz+ENwLQsBsOQ9gwzI8J+Dq6sr48eP5888/6dixI5UrVzY89sUXX2R5oocPH3Lr1i3mz59PZGQkvXv3ZuvWrer8AghhJo8TUui34hi/XUj7Q6q0pxuLulTF29QN4DKiKLBxgL5B3Ic/g6uZT0QLi/LCE8OXL1/miy++oHr16rRp0+a1JvLw8MDb2xsnJye8vb1xdnbmwYMH5MuXz/CciIgIIiIi0r0uOTn535sSwipcuhtLj6VHuBqT1gDO36cAM4KrkMvFxA3gXuTo93BmLfiPgeI11atDWIQMQ2DhwoWsXLmSMWPGGOXQjZ+fH0uXLuXDDz/k7t27JCQk4OHhke45QUFBBAUFpRuLjIzE39//tecXwpx2no2m/8rjxD3TAK5vgzJ82rgsduZoAJeR6L9gyzDwbgC1B6pXh7AYGYbA6dOnWbNmDXny5DHKRA0aNODPP/+kffv2KIrCmDFjsLdX4WSYECakKApzd19m+i/nDQ3gcjja8/n7lWhZyUwN4DKSHK9fJtI5F7RdCHZmvBtZWKwMQ2DmzJlGn2zo0KFG36YQluJpcipDVp9k88nbhrGiHjlY2MWPCkXM1ADuRbYMhZgLELoO3AuoXY2wEHKzmBBGcPPBU3qGH+Hs7bQGcDW98zInxJd85moA9yInV8GxZVB3EJRuoHY1woJICAjxmv74uwHcg2cawHWtVYJRLd/E0d4CDrncvwybBkCxmvDuSLWrERZGQkCIV6QoCuF/XOezjX8ZGsA52muYEFCR4OrFVa7ub6lJ+vMA9o7QfjHYy6+8SE9+IoR4BUmpWsauP8PKP28axvK7O7Mg1Be/EhZ03f0vo+HOSQheAbm91K5GWCAJASGy6G5sIr2XHeXI9bT+P5W8crMg1I/CuVXo/5ORs5vg0AKo0Rt83lO7GmGhJASEyIKTkY/oufQId54kGsYC3y7KlLZv4eJoQZc8P7oJ6/tA4crQeLza1QgLJiEgRCatOxbJsDWnSP67/4+dBka+V57udUpZVvsTbQqs6a5fLrL9d+BgAVcnCYslISDES2h1CmFbz7FwzxXDWC4XB2aH+FKvrKeKlWVg12S4eRDaLYZ8pdWuRlg4CQEhXuDx0xT6rjjK3osxhrE3CrizqEtVSuZ3U7GyDFzaCfu+BN8u8FZ7tasRVkBCQIgMXIyOpcfSw1y7/9Qw1vjNgswIqoK7swX+6sRGw7pe4FkemoWpXY2wEhb4kyyE+rb/Fc2AlceIT9Yaxvo1LMOARio3gMuITgtre0BSHHTdCE6ualckrISEgBDP0OkUZu+6xJfbLxjGXJ3s+eL9yjR/q7CKlb3Evi/h6m/QehYUKK92NcKKSAgI8bf4pFQGrzrBltNpS5965cnBoi5VKV/Yghdgv35AfzK4Ynt4O1TtaoSVkRAQAn0DuB5LD3PuTqxhrJZ3PuZ08iWvm5OKlb1AahL8uRh+CwOPEtByhiwTKbJMQkDYvAOXYujzw1EePk0xjH3wTkn+r0V5y2gA9286HZxeDb9OgEc3wPtdeO8LcLHgvRVhsSQEhM1SFIXvD1xjwuazaP9uAOdkb8fEwIp0qFpM5eoycGkn7BgLd05BoUoQ+jWUbqh2VcKKSQgIm5SUqmX0T6f58XCkYcwzpzMLQv3wLW6c1fSM6tZx/Yf/ld3gURzafgMV28nqYOK1SQgIm3P3SSK9lh3h2I1HhrHKxTxY0NmPQrld1CvseR5chV8n6g//5MgLzaZC1W7SCkIYjYSAsCnHbz6iV/hhop8kGcba+XoxKbCiZTWAi4+BPZ/rT/zaOUDdwVC7H7hYwDKVIluREBA2Y82RSEasS98A7v9avEm32iUtpwFccjz8Phf2fw0pT8E3FOoPh1wWfI+CsGoSAiLbS9XqmPzzOb7df9UwljuHI3NCfKnzRn4VK3uGNhWOLYXdUyEuGnxagv9Y8CyrdmUim5MQENnaw/hk+q44yv5L9w1jZQvqG8CVyGcBDeAUBc5tgh3j4f5F/TrAHcKheA21KxM2QkJAZFvn7+gbwN14kNYArmmFgnzRwUIawF3/HbaPgchDkL+cfgnIcs3lhi9hVhbwmyCE8W09fYdPfzzO02cawA1o9Ab9Gr6hfgO4u+dgxzi4sAVyFtb3+6kcIovAC1XIT53IVnQ6hZm/XuSrHRcNY65O9nzZoQrNKhZSsTLgcRTsngzHfwAnd/0x/xofScdPoSoJAZFtxCWlMujH42w7E20YK57XlUVdqlKuUE71Ckt4BPtmwMH5oOj0C7/XGwyuedWrSYi/SQiIbOH6/Xh6LD3Mheg4w1idMvmZHfI2Hq4qNYBLSYQ/v4G90/VBUKkDNPg/yFNCnXqEeA4JAWH19l3UN4B7nJDWAK57nVKMaO6DgxoN4HRaOLVKf6fv45tQ2h8ajYPClcxfixAvISEgrJaiKHy7/xqTNv/F3/3fcHKwY3LgW7T381KjoLQGb9GnoXAVCJit7/IphIUy+59J9+/fp379+ly+fNncU4tsJDFFy+BVJ5mwKS0ACuR0JqJnTXUCIOoofN8KlreD5Dho/y302CUBICyeWfcEUlJSGDNmDC4uFtakS1iV6CeJ9Aw/wombjwxjbxf3YH5nPwrmMvPP1v3L+r7+Z9aBaz5oPg38PgQHC12IRoh/MWsIhIWFERwczMKFC805rchGjt54yEfhR7gbm9YA7n0/LyYGVsTZwYwN4OLuwZ5pcPhbsHeCekPhnU9kYRdhdcwWAmvXriVv3rzUrVs3wxCIiIggIiIi3VhycrI5yhNW4MfDNxm17jTJWn0DOHs7DaNblKfrO2ZsAJcUB7/PgQMzISUB/LrqG7zlLGie+YUwMo2iKIo5JurUqRMajQaNRsPZs2cpWbIk8+bNw9PT84Wvi4yMxN/fn507d+LlpcKxXqG6FK2OSZvPsuTANcOYh6sjc0N8eaeMmRrAaVPg6PewOwzi70L51vqbvfKXMc/8QmRRZj87zbYnsHz5csO/Q0NDGTdu3EsDQIiH8cn0+eEoBy6nNYDzKZSTRV2qUiyvGe60VRT4az3s/AweXIYStSH4ByhWzfRzC2EGcomosFhnbz+hZ/hhbj5IMIw1r1iI6e9Xxs0cDeCu7dM3eIs6Ap7loWMElG0qDd5EtqJKCISHh6sxrbAiW07d5tMfT5CQktYA7tPGZenboIzpG8BFn9G3dr64DXIVhYA5ULkj2FnQymNCGInsCQiLotMpfLXjAjN/vWQYc3OyZ0ZQFZpUMHEDuEc3YfcUfYM3l1zQaDzU6AWOOUw7rxAqkhAQFiM2MYWBESfYcTatAVzJfK4s7FKVsgVN2AAu4SHs/RIOLtB//U5fqPOpNHgTNkFCQFiEazH6BnAX76Y1gKv7Rn5md/Qlt6ujaSZNSYBDC2HvF5D4RH/Ip8FI8ChmmvmEsEASAkJ1ey7co+8PR3mSmGoY61nPm6FNy5mmAZxOCydWwq7J8CQS3miiv9yzUEXjzyWEhZMQEKpRFIVv9l5lypaz6RrAhbV7i8C3TXBPiKLAxV/0q3rd/QuK+ELgfChV1/hzCWElJASEKhJTtIxYe4p1x6IMY4VyubCwix+VvDyMP2HkYdg+Fq7vg7ze8P4SeLONXO4pbJ6EgDC7248T6BV+hJORjw1jfiXyMK+zLwVyGrkBXMwl+PUz/Q1fbp7w3nTw+wDsTXSeQQgrIyEgzOrI9Qf0Cj9KTFxaA7jgasUYH1DBuA3gYqPhtzA4sgQcXODdEVCrLzi7G28OIbIBCQFhNisP3WD0+tOkaPUnABzsNIxt9Sada5YwXgO4pFg4MAsOzAZtElTtBvWHgnsB42xfiGxGQkCYXIpWx4RNf7H09+uGsbxuTswJ8aVW6XzGmSQ1Wf9X/29h8DQGKgRCw9GQr7Rxti9ENiUhIEzqflwSfX44yh9XHhjGyhfOxcJQP+M0gNPp4K91sHMCPLwKJetC4/FQ1O/1ty2EDZAQECZz5tZjei49QtSjtAZwLSoV5vP2lXB1MsKP3pXf9Ov53joGBSpAp9VQppFc8SNEFkgICJPYfPI2g1elNYDTaGBwk3J8/G7p1z/+/zgKNn8KF7ZC7mLQZj5U6iAN3oR4BRICwqh0OoUvtp9nzq7LhjF3Zwe+Dq6Cf/nXXH1LUfR3+m4ZBroUaPwZVO8FjrJmtRCvSkJAGM2TxBQGrjzOznN3DWOl8ruxqIsfZQq8ZgO42GjYNBDOb4bitfTtneWkrxCvTUJAGMWVe3H0WHqYy/fiDWP1y3oys+Pb5M7xmjdmnV4LmwdBcjw0mQQ1e8uhHyGMREJAvLZd5+/Sb8UxYp9pANervjdDm/pg/zoLwMTfh58HwZl1aX1+PMsZoWIhxD8kBMQrUxSFBXuuELb1HMrfDeCcHeyY1r4SAVWKvt7Gz22GjQP0vf4bjobaA8BeflyFMDb5rRKvJCFZy7A1J9lw4pZhrHBuFxaGVuUtr9yvseFHsHU4nFgBhd6C0HXS4lkIE5IQEFkW9SiBXuGHOR31xDBWrWQe5nbywzOn86tv+OIO2PAJxEVD/WFQdzA4OBmhYiFERiQERJb8ee0BvZcdISYu2TAWUqM441pVwMnhFReASYqFbf8HR78HTx8IXg5FfY1UsRDiRSQERKYtP3idcRvOpGsAN651BTrXLPHqG726B37qo1/hq3Z/eHekXPcvhBlJCIiXSk7VMX7jGZYfvGEYy+fmxNxOvtTwfsUGcMnxsGM8HFoAeUtDt21QrLqRKhZCZJaEgHihmLgkPl52lEPX0hrAVSiSi4VdqlLUI8erbfTGH/BTb3hwBWp8pF/f18kIzeSEEFkmISAydDrqMT2XHubW40TDWKvKRZjWrhI5nF7hZq2URNg1Ud/r36MYdN0k6/sKoTIJAfFcG07cYujqEySm6AB9A7ihTX34qL73qzWAizoC63pDzHnw+xCaTADn12wlIYR4bRICIh2tTmH6L+eZtzutAVxOFwdmBr9NA59XWJ0rNRn2TIO9X4J7Qei8Rt/uWQhhESQEhMHjhBT6rzzG7vP3DGPenm4s6lKV0p6vsDbvnVP6v/6jT0HlEGg2BXJ4GK9gIcRrM1sIpKSkMHLkSKKiokhOTqZ37974+/uba3rxEpfuxtFz6WGuxKQ1gGvoU4CvgquQyyWLDeC0qbBvhn6pxxx5IHgF+Lxn5IqFEMZgthDYsGEDHh4efP755zx8+JDAwEAJAQvx67lo+q84TmxSWgO4j98tzaAm5bLeAO7uOfjpI/1qXxXbwXvTwTWvkSsWQhiL2UKgWbNmNG3a1PC1vb20AlaboijM3X2Z6b+cNzSAc3G04/P2lWlVuUjWNqbTwu9z4NeJ4OQG7y/RL/YuhLBoZgsBNzc3AOLi4ujXrx8DBgz4z3MiIiKIiIhIN5acnPyf54nX9zQ5laGrT7Lp5G3DWFGPHCzs4keFIllsAHf/sv66/5sHwacltJwB7q9wElkIYXZmPTF8+/Zt+vTpQ0hICK1atfrP40FBQQQFBaUbi4yMlMNGRhb58Ck9lx7hr9tpDeCql8rLvE6+5HPPQgM4nQ7+/Aa2j9E3egtcqF/rVxZ6F8JqmC0EYmJi6NatG2PGjKFWrVrmmlb8yx9X7vPx8qM8iE/bwwqtWYIxrd7E0T4LDeAeXof1feDaXijTGFrPhFxZPIQkhFCd2UJg/vz5PHnyhLlz5zJ37lwAFi1ahIuLNAszB0VRWHbwBuM3nCFVpz8B4Giv4bOAinSsXjwrG9J3+9z2f4AGWs+Ct0Plr38hrJTZQmDUqFGMGjXKXNOJZySn6hi74QwrDqU1gMvv7sT8zn5ULZmFK3ceR8HGfnBpB5Sqp1/s3SMLASKEsDhys1g2dy82id7LjnD4+kPD2FtFc7Mg1I8imW0ApyhwYiVsGQa6FP1ln1W7g90rrh8ghLAYEgLZ2MnIR/QKP8LtZxrAtalShKntKuHimMlLdGOjYdNAOL8ZitWENnMhX2kTVSyEMDcJgWzqp2NRDFtzkqRUfQM4Ow0Mb+5Dj7pZaAB3ei1sHqTv/d9kItT8GOzk/g4hshMJgWxGq1MI23qOhXuuGMZyuTgwK8SX+mU9M7eR+Pvw8yA4sw6K+ELgfPAsZ6KKhRBqkhDIRh4/TeGTlcfYcyGtAVyZAu4s6lKVUvndMreRc5thY39IeAQNR0PtAWAvPyZCZFfy251NXLoby/++P8y1+08NY43KF2BGUBVyZqYBXMIj2DocTqyAgm9B6Doo9JbpChZCWAQJgWxgx1/RDIg4TtwzDeA+aViGgY3KYpeZBnAXd8CGTyAuGuoNhXpD9HcACyGyPQkBK6YoCnN2XeKL7RcMDeByONrzRYfKvPdW4ZdvIClWf9PX0e/B0weCl0NRX9MWLYSwKBICVio+KZUhq0/w86k7hjGvPDlYGFqVN4vkevkGru6Bn/rA45tQuz+8OxIc5e5tIWyNhIAVuvngKT2WHubcnVjDWC3vfMzp5Etet5ccxkmOhx3j4dACyOsN3bZB8RomrlgIYakkBKzMgcsx9Fl+lIdPUwxjH7xTkv9rUf7lDeBu/KFv+fzgCtT4CPzHgpOriSsWQlgyCQEroSgK3x+4xoTNZ9E+0wBuYpuKBFV7Sf+elETYNREOzAaPYtB1E5Sqa4aqhRCWTkLASuw8e5dxG/8yfO2Z05n5nf3wK5HnxS+MOqJf7D3mPPh9oL/z1zmnaYsVQlgNCQErce1+2gLwlb1ysyC0KoVyv+BEbmoy7JkGe78E94LQeQ2UaWSGSoUQ1kRCwEoEVSvG44QUcudwpHPNEi9uAHfnlP6v/+hTUDkEmk2BHB5mq1UIYT0kBKxEThdHBjV5Sf8ebSrsmwG/hUGOPBC8AnzeM0+BQgirJCGQXdw9Bz99BLeOQYW20OILcM3CgjFCCJskIWDtdFr4fQ78OhGc3OD9JVAhUO2qhBBWQkLAmt2/rL/u/+ZB8GkJLWeAewG1qxJCWBEJAWuk08Gf38D2MfpGb4ELoVIHWexdCJFlEgLW5uF1WN8Hru3VX/LZehbkKqJ2VUIIKyUhYE3+Wg8/faz/d6uZ4NtF/voXQrwWCQFrcvEXKF4TWnwJeUqoXY0QIhuQELAmAXPUrkAIkc28pO2kEEKI7ExCQAghbJiEgBBC2DAJASGEsGFmOzGs0+kYN24c58+fx8nJiYkTJ1KihFzhIoQQajLbnsCOHTtITk4mIiKCQYMGMXXqVHNNLYQQIgNm2xM4cuQIdevqlzSsUqUKp0+fztTrtFotAHfu3DFZbUIIkd3885n5z2doRswWAnFxcbi7uxu+tre3JzU1FQeHtBIiIiKIiIhI97r4eP2KWp06dTJPoUIIkY3cu3fvhYfezRYC7u7uhg900J8jeDYAAIKCgggKCko3lpiYSEBAAAsXLsTe/gWradmIjz76iPnz56tdhkWQ9yKNvBdp5L3Q02q19OzZk4oVK77weWYLAV9fX3bt2sV7773H8ePHKVu2bKZe5+Ligpubm5xE/puTkxNeXl5ql2ER5L1II+9FGnkv0ri5ueHi8oK1yDFjCDRu3Jj9+/cTHByMoihMnjzZXFMLIYTIgNlCwM7Ojs8++8xc0wkhhMgEuVlMCCFsmFWEwL9PFtsyeS/SyHuRRt6LNPJepMnMe6FRFEUxQy1CCCEskFXsCQghhDANCQEhhLBhFh0COp2OMWPGEBQURGhoKNevX1e7JFWdOHGC0NBQtctQVUpKCkOGDCEkJIT27duzc+dOtUtSjVarZcSIEQQHB9OpUydu3Lihdkmqu3//PvXr1+fy5ctql6KqNm3aEBoaSmhoKCNGjHjhcy16eclnm84dP36cqVOnMm/ePLXLUsWiRYvYsGEDOXLkULsUVW3YsAEPDw8+//xzHj58SGBgIP7+/mqXpYpdu3YBsHLlSg4ePMiUKVNs9vcD9H8gjBkz5qU3R2V3SUlJAISHh2fq+Ra9J/CqTeeyo+LFizNr1iy1y1Bds2bN6N+/v+FrW24l0qhRIyZMmADArVu3yJ8/v8oVqSssLIzg4GAKFCigdimqOnfuHAkJCXTr1o0uXbpw/PjxFz7fokMgo6Zztqhp06b/6bVki9zc3HB3dycuLo5+/foxYMAAtUtSlYODA8OGDWPChAk0bdpU7XJUs3btWvLmzWv4o9GWubi40L17dxYvXsz48eMZPHjwCz83LToEMtN0Ttie27dv06VLFwICAmjVqpXa5aguLCyMbdu2MXr0aJ4+fap2OapYs2YNBw4cIDQ0lLNnzzJs2DDu3bundlmqKFWqFK1bt0aj0VCqVCk8PDxe+F5YdAj4+vqyZ88egCw1nRPZV0xMDN26dWPIkCG0b99e7XJU9dNPP7FgwQIAcuTIgUajsdnDY8uXL2fZsmWEh4dTvnx5wsLC8PT0VLssVaxevdqwaFd0dDRxcXEvfC8s+s9qaTon/m3+/Pk8efKEuXPnMnfuXEB/0twWTwY2adKEESNG0KlTJ1JTUxk5ciTOzs5qlyVU1r59e0aMGEHHjh3RaDRMnjz5hUdQ5I5hIYSwYRZ9OEgIIYRpSQgIIYQNkxAQQggbJiEghBA2TEJACCFsmISAEFm0f/9+WrduTWJiIqC/FrtVq1ZER0erXJkQWSchIEQW1a5dmzp16jB16lRSUlIYOHAgw4cPp2DBgmqXJkSWyX0CQryClJQUQkJC8PDwoHLlyvTt21ftkoR4JbInIMQrcHR0pEOHDhw4cIC2bduqXY4Qr0xCQIhXEBUVxTfffMOQIUMYMmQIWq1W7ZKEeCUSAkJkUXJyMgMGDGDkyJF88MEHFC5cmNmzZ6tdlhCvREJAiCwKCwvDz8+P+vXrAzBu3Dg2b97MwYMHVa5MiKyTE8NCCGHDZE9ACCFsmISAEELYMAkBIYSwYRICQghhwyQEhBDChkkICCGEDZMQEEIIGyYhIIQQNuz/AUBdmJT+VSBgAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = range(1,5)\n", "y = [1,4,7,9]\n", "z = [0.5,3,5,10]\n", "\n", "for style in plt.style.available:\n", " with plt.style.context(style):\n", " plt.plot(x,y, linewidth=3)\n", " plt.plot(x,z)\n", " plt.title(f'Test Plot ({style})')\n", " plt.xlabel('X')\n", " plt.ylabel('Y')\n", " plt.legend(['Y', 'Z'])\n", "\n", " plt.xlim(0,5)\n", " plt.ylim(0, 12)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Listing all styles for a bar chart:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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YoRUrVkhSum2I33jjDdnb22vZsmWKioqSh4eHRowYkaHdxOrWravvvvtOf/31V7rfdc2aNTVhwgTNnz9fEyZMkCQVLlxYrVu3vudt9e7dW1999ZVmzpyppKQkVapUSRMmTFC7du2Mc4oUKSI7OzvNnz9fV65ckYODg3x8fDRhwgTlz59fiYmJKlWqlFauXKnw8HBZW1vLw8NDQ4cOVc2aNe953y1btpSbm5t++OEHffLJJ8qRI4c8PT3VqVOndOft2LGDNWqBLGC1adOmjH+vk0m2bNmiFStW6Pjx44qLi9P69evvuk/8sWPH9O6776ps2bL66quv0l22cOFCLV++XNeuXZOfn5/69++fbtJEaGioAgMDFRISIldXV3Xq1EmNGzfO8rYBeHhpGxT8+3mO/y5t84Uff/zR0qXc1/vvvy93d3cNHDjQ0qVkqZCQEL333nuaN2/eXceiA3h0FhlTe+PGDVWuXDndJ+e7nTN27Ni79pCsXr1a8+fPV+/evTVlyhTFxcWlWxcwKSlJQ4YMkbOzs6ZPn66OHTsqMDBQwcHBWdEcAMB/1K1bN61fv/4/LXNmBgsWLFCjRo0ItEAWsMjwg7TFrP+9luPtZsyYIX9/fzk4ONwRRoOCgtSqVStj6ZWBAweqffv2xsLau3btUkREhGbOnCkHBwd5eXnpwIEDCgoKeuDC3QCAx698+fLq1auXwsPDM2VFhuwoMTFRpUuXVtOmTS1dCvBEypZjaoODgxUcHKxZs2Zp4cKF6S5LTEzUyZMn1aNHD+NY4cKF5e7urpCQEHl7e+vo0aPy8fFJN7mjcuXKmjVr1mNrA4CMmzRpkqVLeGINHjzY0iVkWLNmzSxdQpays7O7YxIfgMyT7ULttWvXNHHiRA0bNizdepJpYmNjlZKScsei5y4uLoqOjpZ0a6mef8+Gvv3yf0tJSdGVK1dkb2//n7eLBAAAQOZLTU1VfHy88ubNe9dNULJdqP3qq69Ut27de+67/jDrFWbUlStXHssSPAAAAPhvlixZctdhStku1B44cECXLl3S4sWLJd0Ksampqapfv77mzJkjd3d3WVtb37GTT3R0tNE76+rqqrNnz97z8n9LW3MxNDQ0S3cC+vDDD/Xpp59m2e1nd09z+2k7bX8aPc3tp+20/WmU1e2PjY2Vh4eHkdv+LduF2gkTJqTbunLFihU6cuSIhgwZokKFCsnW1lYlS5bU/v37jUlfFy9eVFhYmNG76+PjoyVLlig+Pt5o+L59+1S2bNm73mfakAMnJ6csDbV2dnaPZfvM7Oppbj9tp+1Po6e5/bSdtj+NHlf77zVU1CKhNjY2VhEREcZ+3CdOnJCNjY2KFCkiDw+PdOe6uroqZ86c6fbSbtGihaZMmaLSpUurUKFCmjZtmipUqCBvb29Jt3aUyZcvn8aPH6/OnTvryJEj2rhxo7FAOQAAAJ4sFgm127dv1/jx442fe/bsKUn33Lnn3xo3bqyoqChNmjTJ2HxhwIABxuW2trYaO3asAgMD1aNHD7m5ualv374WX84rICDAovdvaU9z+2n70+lpbrv0dLeftj+dnua2S5Zvv0V2FMtu4uLi1LRpU8XExDzVXxsAAABkV7GxsXJ2dtbKlSuVO3fuOy63yI5iAAAAQGYi1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0cli6gOwkNjbW0iVkCjs7O+XKlcvSZQAAADw2hNrbeHh4WLqETOHm5q7z508RbAEAwFODUJtOiKQili7iP4pVZKSHEhMTCbUAAOCpQahNJ48kJ0sXAQAAgIfERDEAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAAppfDEne6ZcsWrVixQsePH1dcXJzWr18vGxsbSdKJEyf0/fff69ChQ4qLi1PRokXVoUMH1alTJ91tLFy4UMuXL9e1a9fk5+en/v37y83Nzbg8NDRUgYGBCgkJkaurqzp16qTGjRs/1nYCAADg8bBIT+2NGzdUuXJltWvX7o7L/v77b+XPn1/Dhw/XN998o0aNGmn06NHav3+/cc7q1as1f/589e7dW1OmTFFcXJxGjRplXJ6UlKQhQ4bI2dlZ06dPV8eOHRUYGKjg4ODH0TwAAAA8ZhbpqW3YsKEkpQuqaV566aV0P7dq1Uo7d+7UH3/8oYoVK0qSgoKC1KpVK9WuXVuSNHDgQLVv314nTpyQt7e3du3apYiICM2cOVMODg7y8vLSgQMHFBQUJD8/vyxtGwAAAB4/U4ypjYmJkZOTkyQpMTFRJ0+eVKVKlYzLCxcuLHd3d4WEhEiSjh49Kh8fHzk4OBjnVK5cWUeOHHm8hQMAAOCxyPahdvPmzTp79qwaNGggSYqNjVVKSopcXV3Tnefi4qLo6GhJUlRUlFxcXO55OQAAAJ4s2TrUHjp0SJ999pkGDBigQoUKSZJSU1MtXBUAAACyG4uMqc2Io0ePavDgwerRo4fRSytJzs7Osra2VlRUVLrzo6Ojjd5ZV1dXnT179p6X39soSXn+9++A//0HAAAAS1izZo3WrFkj6dYQ1PvJlqH277//1sCBA9WxY0c1a9Ys3WV2dnYqWbKk9u/fb0z6unjxosLCwuTr6ytJ8vHx0ZIlSxQfHy97e3tJ0r59+1S2bNkH3PMISUUzuzkAAAB4BAEBAQoIuNXJGBsbq6lTp97zXIuE2tjYWEVEROj8+fOSbq1Na2NjoyJFiigsLEwDBgxQvXr11LBhQ0VGRkq6FWYdHR0lSS1atNCUKVNUunRpFSpUSNOmTVOFChXk7e0tSfL391e+fPk0fvx4de7cWUeOHNHGjRs1btw4SzQXAAAAWcxq06ZNj32Q6m+//abx48ffcfyLL77Q/v37NXfu3DsuCwgI0ODBg42fFyxYkG7zhQEDBqTbfOHs2bPG5gtubm7q2LGjmjRpctd64uLi1LRpU0mhMn9Pbawk53QrRgAAAJhdbGysnJ2dtXLlSuXOnfuOyy0SarMbQi0AAED29qBQm61XPwAAAAAyglALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPQItQAAADA9Qi0AAABMj1ALAAAA0yPUAgAAwPRyWLoAWF5CQoISExMtXUamsLOzU65cuSxdBgAAeMwItU+5hIQEFSnipcjIMEuXkinc3Nx1/vwpgi0AAE8ZQu1TLjEx8X+BNlSSk6XL+Y9iFRnpocTEREItAABPGUIt/sdJ5g+1AADgacVEMQAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJgeoRYAAACmR6gFAACA6RFqAQAAYHqEWgAAAJheDkvc6ZYtW7RixQodP35ccXFxWr9+vWxsbIzLQ0NDFRgYqJCQELm6uqpTp05q3LhxuttYuHChli9frmvXrsnPz0/9+/eXm5vbQ90GAAAAngwW6am9ceOGKleurHbt2t1xWVJSkoYMGSJnZ2dNnz5dHTt2VGBgoIKDg41zVq9erfnz56t3796aMmWK4uLiNGrUqIe6DQAAADw5LNJT27BhQ0nS/v3777hs165dioiI0MyZM+Xg4CAvLy8dOHBAQUFB8vPzkyQFBQWpVatWql27tiRp4MCBat++vU6cOCFvb+8M3QYAAACeHNluTO3Ro0fl4+MjBwcH41jlypV15MgRSVJiYqJOnjypSpUqGZcXLlxY7u7uCgkJydBtAAAA4MmS7UJtVFSUXFxc0h1zcXFRdHS0JCk2NlYpKSlydXW95zkPug0AAAA8WbJdqH2Q1NRUS5cAAACAbMYiY2rvx9XVVWfPnk13LDo62uh5dXZ2lrW1taKiou55zoNu495GScrzv38H/O8/AAAAWMKaNWu0Zs0aSbeGoN5Ptgu1Pj4+WrJkieLj42Vvby9J2rdvn8qWLStJsrOzU8mSJbV//35j0tfFixcVFhYmX1/fDN3GvY2QVDRL2gUAAICHExAQoICAW52MsbGxmjp16j3Ptcjwg9jYWJ04cULnz5+XJJ04cUInTpxQfHy8/P39lS9fPo0fP16nTp3SqlWrtHHjRrVs2dK4fosWLbRs2TJt3bpVJ06c0IQJE1ShQgV5e3tLUoZuAwAAAE8Oi/TUbt++XePHjzd+7tmzpyTpiy++UMWKFTV27FgFBgaqR48ecnNzU9++fdMtxdW4cWNFRUVp0qRJxuYLAwYMMC63tbV94G0AAADgyWG1adOmp37mVVxcnJo2bSopVOYffhAryVkxMTFycnJ68NmxsXJ2dpYUI+nB52dvD9d2AABgHmmZZeXKlcqdO/cdl5tu9QMAAADg3wi1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEyPUAsAAADTy5GRk65fv66dO3fq0KFDCg8P140bN+Ts7KySJUvKz89PZcqUyeo6AQAAgHu6b6i9dOmS5s6dqw0bNihfvnwqXbq0ihQpopw5cyo2Nla7d+/W999/L3d3d7Vv317169d/XHUDAAAAhvuG2nfeeUdNmjTRrFmzVLRo0buek5iYqF27dmnFihWKiIhQu3btsqRQAAAA4F7uG2rnzZsne3v7+96AnZ2datWqpVq1aik+Pj5TiwMAAAAy4r4TxR4UaP/r+QAAAEBmyNBEsTQ7duzQgQMHFB0drZSUlHSXffjhh5laGAAAAJBRGQ61M2bM0LJly1SxYkW5ubnJxsYmK+sCAAAAMizDoXb16tUaMWKEatSokZX1AAAAAA8tw5sv5MiRQx4eHllZCwAAAPBIMhxq27dvr0WLFikpKSkr6wEAAAAeWoaHH2zatEn//POPtm/frqJFiypHjvRXnTx5cqYXBwAAAGREhkOtn5+f/Pz8srIWAAAA4JFkONR27tw5K+sAAAAAHtlDrVObmpqq3bt3KzQ0VJLk6empqlWrysrKKtMLu3btmqZNm6adO3cqPj5eJUuWVPfu3fXss89KkkJDQxUYGKiQkBC5urqqU6dOaty4cbrbWLhwoZYvX65r167Jz89P/fv3l5ubW6bXCgAAAMvKcKg9f/68hg4dqvDwcGMVhNDQULm7u2vMmDEqUqRIphY2depUHT9+XGPGjJGzs7OCgoL04Ycf6ocffpC9vb2GDBkib29vTZ8+XSEhIQoMDFTBggWNIRKrV6/W/PnzNWTIEBUuXFhTpkzRqFGjGPsLAADwBMpwqJ00aZKKFCmir776Snny5JEkxcbGavz48Zo0aZImTJiQqYUdOXJETZs2la+vrySpW7duWrZsmUJDQxUVFaWIiAjNnDlTDg4O8vLy0oEDBxQUFGSE2qCgILVq1Uq1a9eWJA0cOFDt27fXiRMn5O3tnam1AgAAwLIyvKTXwYMH1b17dyPQSpKTk5PefPNNHTp0KNMLK1eunP744w/FxMQoOTlZq1atUr58+eTl5aWjR4/Kx8dHDg4OxvmVK1fWkSNHJEmJiYk6efKkKlWqZFxeuHBhubu7KyQkJNNrBQAAgGVluKfWwcFBERERKl68eLrjERERsre3z+y61Lt3b40dO1YtWrSQtbW1nJ2d9dlnn8ne3l5RUVFycXFJd76Li4uio6Ml3epBTklJkaur6z3PAQAAwJMjw6H2xRdf1Pjx49W5c2djSEBISIjmzp2rRo0aZXphy5Yt07lz5zRx4kQ5OTlp7dq1Gjp0qGbOnPnA66ampmZ6PQAAAMi+Mhxqu3fvLkdHR82dO1dRUVGSJFdXV7Vq1UqvvfZaphZ148YNzZkzRxMnTjRWOyhVqpR27typDRs2yNXVVWfPnk13nejoaKP31tnZWdbW1kaddzvn7kZJShteEfC//wAAAGAJa9as0Zo1ayTdGl56PxkOtTY2NurQoYM6dOiguLg4SVLu3Ln/Q5n3lpSUpKSkJFlbpx/ya2VlpZSUFPn4+GjJkiWKj483hj7s27dPZcuWlSTZ2dmpZMmS2r9/vzFx7OLFiwoLCzN6me9uhKSiWdEkAAAAPKSAgAAFBNzqZIyNjdXUqVPveW6GJ4rdLnfu3FkWaNNuv3z58po2bZpCQkJ0/vx5ffPNNwoLC1PVqlXl7++vfPnyafz48Tp16pRWrVqljRs3qmXLlsZttGjRQsuWLdPWrVt14sQJTZgwQRUqVGDlAwAAgCfQfXtqX3vtNc2cOVPOzs5q06bNfTdZWLx4caYWNnz4cE2fPl0fffSR4uPjVaxYMY0ePVrFihWTJI0dO1aBgYHq0aOH3Nzc1Ldv33Tb+DZu3FhRUVGaNGmSsfnCgAEDMrVGAAAAZA/3DbVdu3Y1vt7v1q3bYykoTf78+TVs2LB7Xu7p6alJkybd9zbat2+v9u3bZ3JlAAAAyG7uG2pvX9UgK1Y4AAAAADLDfUPthQsXMnxDhQsX/s/FAAAAAI/ivqG2Q4cOxjjau639amVlpdTUVFlZWWnDhg1ZUyEAAADwAPcNtQsXLnxcdQAAAACP7L6h1t3d/XHVAQAAADyy+4baVatWZfiGGjdu/J+LAQAAAB7FfUPt/PnzM3QjVlZWhFoAAABYzH1D7aJFix5XHQAAAMAje6RtcgEAAIDs5L49tZ9++qn69u0rBwcHffrpp/e9oQ8//DBTCwMAAAAy6r6h1sbG5q7/BgAAALKT+4baQYMG3fXfAAAAQHbCmFoAAACY3n17aiWpT58+GbqhyZMn/+diAAAAgEfxwFB78OBBFShQQLVr11bu3LkfR00AAADAQ3lgqB0yZIjWrl2rX375Rc8//7xefPFFVa1aVdbWjFwAAABA9vDAUNuwYUM1bNhQly9f1rp16zR9+nR99tlnqlevngICAuTt7f046gQAAADuKcPdrfny5VO7du00Z84cffrppzp+/Lh69Oihq1evZmV9AAAAwAM9sKf2dpcvX9b69eu1du1axcTE6JVXXpG9vX1W1QYAAABkyANDbUJCgrZs2aI1a9boyJEjql69unr06KEqVaqwIQMAAACyhQeG2ldeeUVOTk6qX7++3n77bTk4OEiSwsPD051XuHDhrKkQAAAAeIAM9dQmJCRo0aJF+uGHH4zjqampsrKyMv6/YcOGLC0UAAAAuJcHhtqFCxc+jjoAAACAR/bAUOvu7v446gAAAAAe2X2X9Fq/fr1SU1MzdENhYWE6ePBgphQFAAAAPIz79tRu3LhRc+bMUf369VWtWjWVKlVKdnZ2xuVhYWE6dOiQfv/9dx07dkwffPBBlhcMAAAA/Nt9Q+2nn36qkJAQ/fTTTxo4cKASEhKUO3du2draKi4uTjdv3pSXl5cCAgI0dOhQ1qwFAACARTxwTK2vr698fX2VkpKikydPKjw8XImJiXJyclLJkiXl6ur6OOoEAAAA7inDO4pZW1urVKlSKlWqVFbWAwAAADy0+04UAwAAAMyAUAsAAADTI9QCAADA9Ai1AAAAMD1CLQAAAEwvU0JtvXr19P777+vYsWOZcXMAAADAQ8mUUDtw4EA9++yzmjZtWmbcHAAAAPBQMrxO7f00atRIktS5c+fMuDkAAADgoTxSqE1NTVVqamq6Y9bWDM8FAACAZWQ41F66dElTp07VgQMHFBsbe8flGzZsyNTCAAAAgIzKcKj99NNPlZCQoPfee09ubm5ZWRMAAADwUDIcao8eParp06erWLFiWVkPAAAA8NAyPBC2ePHiio6OzsJSAAAAgEeT4Z7a9u3ba+rUqWrfvr28vLyUI0f6qxYuXDjTiwMAAAAyIsOhdvjw4ZKkUaNGSZKsrKwk3VoJwcrKioliAAAAsJgMh9qFCxdmZR0AAADAI8twqHV3d8/KOgAAAIBH9lCbLxw+fFhLly5VaGioJMnT01OtW7eWr69vlhQHAAAAZESGVz9Yu3at+vTpI2tra7300kt66aWXZGVlpT59+mjdunVZWSMAAABwXxnuqZ0/f77effddtWzZ0jjWqlUrBQUFad68eWrYsGGWFAgAAAA8SIZ7asPDw1W1atU7jletWlXh4eGZWhQAAADwMDIcaj08PLR+/fo7jq9bt04eHh6ZWhQAAADwMDI8/OCtt97SsGHDtHv3bmNiWEhIiE6ePKmPP/44ywoEAAAAHiTDPbXVqlXTvHnzVKlSJUVERCg8PFyVKlXSvHnz5O/vn5U1AgAAAPf1UEt6ubu7q3v37llVCwAAAPBI7htq9+7dq2effVY2Njbau3fvfW+ocuXKmVoYAAAAkFH3DbUDBgzQsmXL5OrqqgEDBtzzPCsrK23YsCHTiwMAAAAy4r6hduPGjXf9NwAAAJCdZHii2Jo1a5SYmHjH8Zs3b2rNmjWZWhQAAADwMDIcaj/77DPFxcXdcfz69ev67LPPMrUoAAAA4GFkONSmpqbKysrqjmMhISHKkydPphcGAAAAZNQDl/SqV6+erKysZGVlpVatWt31nLZt22Z6YQAAAEBGPTDUTpgwQZL0wQcfaMSIEXJ0dPz/K+fIoYIFC8rd3T3rKgQAAAAe4IGh1s/PT5K0cOFCFShQQNbWGR6xAAAAADwWGd5RLK039tKlS4qIiFBSUlK6y5999tnMrQwAAADIoAyH2rCwMI0ePVpHjx6VlZXVHRPH2HwBAAAAlpLhsQSTJk1Svnz5tHTpUuXMmVOzZ8/WF198IR8fH5b0AgAAgEVlONQePnxY3bp1k5ubm6ytrZUjRw5VqFBBPXv21JQpU7KyRgAAAOC+MhxqbWxslCPHrdEKrq6uCgsLkyQ5OTkZ/wYAAAAsIcNjan18fHTo0CEVLVpUfn5+mjFjhkJDQ7VlyxaVKlUqK2sEAAAA7ivDPbXvvPOOvLy8JEndu3eXj4+Pfv31V+XJk0eDBg3KsgIBAACAB8lwT62np6fx79y5c+uDDz7IkoIAAACAh3XfUHvhwoUM31DhwoX/czEAAADAo7hvqO3QoUO6tWhvl7ZObdr/WacWAAAAlnLfULtw4cLHVQcAAADwyO4batO2xgUAAACyswxPFFu1atV9L2/cuPF/LgYAAAB4FBkOtfPnz0/3c1JSkiIjI2VnZydXV1dCLQAAACwmw6F20aJFdxyLjo7WxIkTVb9+/UwtCgAAAHgYGd584W5cXFzUrVs3zZgxI7PqAQAAAB7afwq1khQTE6Pr169nRi0AAADAI8nw8INvv/32jmORkZHaunWrateunalFpTl+/LimT5+ukJAQ2drays/PTyNHjpQkhYaGKjAwUCEhIXJ1dVWnTp3uGNe7cOFCLV++XNeuXZOfn5/69+8vNze3LKkVAAAAlpPhUHvw4MF0P1tZWcnFxUVdu3ZVkyZNMr2wM2fO6P3331erVq303nvvydraWmfOnJF0a5LakCFD5O3tbYTewMBAFSxYUH5+fpKk1atXa/78+RoyZIgKFy6sKVOmaNSoUZo8eXKm1woAAADLynCo/eKLL7Kyjjt88803qlWrlrp27WocK1asmCRp165dioiI0MyZM+Xg4CAvLy8dOHBAQUFBRqgNCgpSq1atjF7kgQMHqn379jpx4oS8vb0fa1sAAACQtR56TO3p06e1detWbd261eg5zWzJycnas2eP3N3d1bdvX73yyisaMGCATp48KUk6evSofHx85ODgYFyncuXKOnLkiCQpMTFRJ0+eVKVKlYzLCxcuLHd3d4WEhGRJzQAAALCcDPfUXrp0SZ9++qkOHDigPHnySJKuXr2qihUravDgwSpQoECmFRUTE6OEhAQtXrxYPXv2lI+Pj4KCgtS/f399//33ioqKkouLS7rruLi4KDo6WpIUGxurlJQUubq63vMcAAAAPDky3FM7duxYpaSkaP78+frpp5/0008/af78+UpNTdW4ceMytaiUlBRJUp06ddSsWTOVLl1a/fv3l5WVlbZv3/7A66empmZqPQAAAMjeMtxTe/jwYX399dcqUqSIcaxIkSJ699139e6772ZqUc7OzrK2tpaHh8f/F5ojhwoVKqSIiAi5urrq7Nmz6a4THR1t9N6mXT8qKuqe59zdKEl5/vfvgP/9BwAAAEtYs2aN1qxZI+nW8NL7yXCo9fT0vCMkSreGChQtWvQhS7w/W1tblSpVSufPnzeOJScnKywsTAULFpSDg4OWLFmi+Ph42dvbS5L27dunsmXLSpLs7OxUsmRJ7d+/35g4dvHiRYWFhcnX1/c+9zxCUua2BQAAAI8mICBAAQG3OhljY2M1derUe56b4VDbvn17TZ48WW3atJGPj4+kWxO2lixZoq5du+rChQvGuYULF37U2g2tW7fWhAkTVLFiRfn4+Gj58uWSpOeff152dnbKly+fxo8fr86dO+vIkSPauHFjumEQLVq00JQpU1S6dGkVKlRI06ZNU4UKFVj5AAAA4AlktWnTpgwNQK1Xr979b8jKSqmpqbKystKGDRsypbilS5fqxx9/1NWrV1WmTBn17t1bXl5ekqSzZ88amy+4ubmpY8eOd6yXu2DBgnSbLwwYMOCumy/ExcWpadOmkkJl/p7aWEnOiomJkZOT04PPjo2Vs7OzpBhJDz4/e3u4tgMAAPNIyywrV65U7ty577g8w6E2LCwsw3fq7u6e8QqzAUItoRYAAGRvDwq1GR5+YLagCgAAgKdHhkOtdGsFhKVLlyo0NFTSrcljrVu3fsDkKwAAACBrZXid2rVr16pPnz6ytrbWSy+9pJdeeklWVlbq06eP1q1bl5U1AgAAAPeV4Z7a+fPn691331XLli2NY61atVJQUJDmzZunhg0bZkmBAAAAwINkuKc2PDxcVatWveN41apVFR4enqlFAQAAAA8jw6HWw8ND69evv+P4unXr0u38BQAAADxuGR5+8NZbb2nYsGHavXu3MTEsJCREJ0+e1Mcff5xlBQIAAAAPkuGe2mrVqmnevHmqVKmSIiIiFB4erkqVKmnevHny9/fPyhoBAACA+8pQT+2FCxcUHByspKQk1atXTyVLlszqugAAAIAMe2Co3bNnjz766CNZW1srR44cio+PV79+/e7YkhYAAACwlAcOP/j222/VqFEjrVy5Ur/88ou6deumWbNmPY7aAAAAgAx5YKg9c+aM2rRpIxsbG0lSmzZtFBcXp6ioqCwvDgAAAMiIB4baGzduKHfu3MbPOXLkkK2treLj47O0MAAAACCjHjimNjU1VQsXLlSuXLmMY0lJSVq6dKkcHR2NY926dcuaCgEAAIAHeGCorVChgv7+++90x8qVK6dTp04ZP1tZWWV+ZQAAAEAGPTDUTpo06TGUAQAAADy6DG++AAAAAGRXhFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6pgi1H330kerWravg4GDjWGhoqPr166eAgAC1bdtWq1atuuN6CxcuVOvWrdWoUSMNHTpUkZGRj7NsAAAAPCbZPtSuXr1aN27cSHcsKSlJQ4YMkbOzs6ZPn66OHTsqMDAwXehdvXq15s+fr969e2vKlCmKi4vTqFGjHnf5AAAAeAyydagNCwvTd999p4EDB6Y7vmvXLkVERGjgwIHy8vJSkyZNVK9ePQUFBRnnBAUFqVWrVqpdu7a8vb01cOBA/fXXXzpx4sTjbgYAAACyWLYNtSkpKRo3bpy6dOmi/Pnzp7vs6NGj8vHxkYODg3GscuXKOnLkiCQpMTFRJ0+eVKVKlYzLCxcuLHd3d4WEhDyeBgAAAOCxybahdunSpbK3t9dLL710x2VRUVFycXFJd8zFxUXR0dGSpNjYWKWkpMjV1fWe5wAAAODJkcPSBdzNmTNntGTJEk2fPv2Rrp+amvqI9zxKUp7//Tvgf/8BAADAEtasWaM1a9ZIuvVN/P1ky1B75MgRRUZG6rXXXkt3fODAgapbt64KFSqks2fPprssOjra6L11dnaWtbW1oqKi7nnO3Y2QVPS/NwAAAAD/WUBAgAICbnUyxsbGaurUqfc8N1uG2po1a6pMmTLpjnXr1k3vv/++/P39dfz4cS1ZskTx8fGyt7eXJO3bt09ly5aVJNnZ2alkyZLav3+//Pz8JEkXL15UWFiYfH19H29jAAAAkOWyZah1dHSUo6PjHcfd3d2VP39+ubi4KF++fBo/frw6d+6sI0eOaOPGjRo3bpxxbosWLTRlyhSVLl1ahQoV0rRp01ShQgV5e3s/zqYAAADgMciWofZBbG1tNXbsWAUGBqpHjx5yc3NT3759jV5ZSWrcuLGioqI0adIkXbt2TX5+fhowYIAFqwYAAEBWMU2o3bRpU7qfPT09NWnSpPtep3379mrfvn0WVgUAAIDsINsu6QUAAABkFKEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOnlsHQBgKUlJCQoMTHR0mX8Z3Z2dsqVK5elywAAwCIItXiqJSQkqEgRL0VGhlm6lP/Mzc1d58+fItgCAJ5KhFo81RITE/8XaEMlOVm6nP8gVpGRHkpMTCTUAgCeSoRaQNKtQGvmUAsAwNONiWIAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANPLYekCAFhOQkKCEhMTLV3Gf2ZnZ6dcuXJZugwAgAURaoGnVEJCgooU8VJkZJilS/nP3Nzcdf78KYItADzFCLXAUyoxMfF/gTZUkpOly/kPYhUZ6aHExERCLQA8xQi1wFPPSeYOtQAAMFEMAAAATwBCLQAAAEwvWw4/+P7777VlyxaFhobKwcFB/v7+6tGjh1xcXIxzQkNDFRgYqJCQELm6uqpTp05q3LhxuttZuHChli9frmvXrsnPz0/9+/eXm5vbY24NAAAAslq27Kk9dOiQXn31Vc2YMUNjxozR6dOnNXr0aOPypKQkDRkyRM7Ozpo+fbo6duyowMBABQcHG+esXr1a8+fPV+/evTVlyhTFxcVp1KhRlmgOAAAAsli27KkdN25cup979eqlXr166dq1a3J0dNSuXbsUERGhmTNnysHBQV5eXjpw4ICCgoLk5+cnSQoKClKrVq1Uu3ZtSdLAgQPVvn17nThxQt7e3o+9TQAAAMg62bKn9t9iYmJkZ2cne3t7SdLRo0fl4+MjBwcH45zKlSvryJEjkm4tVXTy5ElVqlTJuLxw4cJyd3dXSEjI4y0eAAAAWS7bh9rExETNmzdPAQEBsrGxkSRFRUWlG18rSS4uLoqOjpYkxcbGKiUlRa6urvc8BwAAAE+ObB1qk5OT9emnn0qS3n777QxfLzU1NatKAgAAQDaULcfUSlJKSorGjx+vs2fPatKkScbQA0lydXXV2bNn050fHR1t9N46OzvL2tpaUVFR9zzn7kZJyvO/fwf87z8AAABYwpo1a7RmzRpJt769v59sGWpTU1M1YcIEhYSE6Msvv5STU/rdjnx8fLRkyRLFx8cbYXffvn0qW7asJMnOzk4lS5bU/v37jYljFy9eVFhYmHx9fe9zzyMkFc2KJgEAAOAhBQQEKCDgVidjbGyspk6des9zs+Xwg8DAQO3YsUNDhw6VJEVGRioyMlLJycmSJH9/f+XLl0/jx4/XqVOntGrVKm3cuFEtW7Y0bqNFixZatmyZtm7dqhMnTmjChAmqUKECKx8AAAA8gbJlT+3KlSslSe+8806644sWLZK7u7tsbW01duxYBQYGqkePHnJzc1Pfvn2NXllJaty4saKiojRp0iRj84UBAwY81nYAyL4SEhIe+FWWWdjZ2SlXrlyWLgMALCpbhtpNmzY98BxPT09NmjTpvue0b99e7du3z6SqADwpEhISVKSIlyIjwyxdSqZwc3PX+fOnCLYAnmrZMtQCQFZKTEz8X6ANleT0oNOzuVhFRnooMTGRUAvgqUaoBfAUc5L5Qy0AQMqmE8UAAACAh0GoBQAAgOkRagEAAGB6hFoAAACYHqEWAAAApkeoBQAAgOmxpBcAPGXYTQ3Ak4hQCwBPEXZTA/CkItQCwFOE3dQAPKkItQDwVGI3NQBPFiaKAQAAwPQItQAAADA9Qi0AAABMj1ALAAAA02OiGADgqfKkrNPLGr1AeoRaAMBT40lap5c1eoH0CLUAgKfGk7NOL2v0Av9GqAUAPIVYpxd40jBRDAAAAKZHqAUAAIDpEWoBAABgeoRaAAAAmB4TxQAAeEqwRi+eZIRaAACeAqzRiycdoRYAgKcAa/TiSUeoBQDgqfJ0rtH7pAy9kBh+cS+EWgAA8ER7koZeSAy/uBdCLQAAeKI9OUMvJIZf3BuhFgAAPCWezqEXTwvWqQUAAIDpEWoBAABgeoRaAAAAmB6hFgAAAKZHqAUAAIDpsfoBAADAE+xJ2XgiNjb2vpcTagEAAJ5QT9rGE/dDqAUAAHhCPVkbT5yX5HvPSwm1AAAAT7wnYeOJ+w8/YKIYAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATI9QCwAAANMj1AIAAMD0CLUAAAAwPUItAAAATC+HpQvIagsXLtTy5ct17do1+fn5qX///nJzc7N0WQAAAMhET3RP7erVqzV//nz17t1bU6ZMUVxcnEaNGmXBitZY8L6zg6e5/bT96fQ0t116uttP259OT3PbJUu3/4kOtUFBQWrVqpVq164tb29vDRw4UH/99ZdOnDhhoYp4sD+9aPvT6Wluu/R0t5+2P52e5rZLlm7/ExtqExMTdfLkSVWqVMk4VrhwYbm7uyskJMSClQEAACCzPbFjamNjY5WSkiJXV9d0x11cXBQdHZ3uWGpq6v/+dTGLq7oq6dxjuI9b7c+I/z/vvKSMXefRZXX7H67t6c/N6vbT9qy9/ae17Wn3wXM+o56cvz1tfzrbnnYfT+tz/lZO+//clt4TG2rv1eC7iY+P/9+//LOmmHRmP4b7kDw8PB7yGr5ZUsedsr79D9926fG0n7Znpae57RLP+Yf3ZPztafvDejLaLj3dz/n4+Hg5OjrecfyJDbXOzs6ytrZWVFRUuuPR0dFycXFJdyxv3rxasmSJ7O3tZWVl9RirBAAAQEakpqYqPj5eefPmvevlT2yotbOzU8mSJbV//375+flJki5evKiwsDD5+qb/tGJtba38+fNbokwAAABk0N16aNM8saFWklq0aKEpU6aodOnSKlSokKZNm6YKFSrI29vb0qUBAAAgEz3RobZx48aKiorSpEmTjM0XBgwYYOmyAAAAkMmsNm3alPEZVQAAAEA29MSuUwsAZrFnzx4lJCRYugwAMDVCLfCUSE5OtnQJuIujR49q0KBB2rdvn6VLAfAYpKamPtSyo8g4Qm029DQ+4J+29j5OqampSk5Olo2NjSTpwoULun79uoWr+m/M/ni5ePGifvnlF8XHx8vHx0c1a9bUwoULFRMTY+nSspWUlJQ7/tZm/9tnltt79p+ED6xPy/tecnKyrKysWD70Npn5dyfUZjO3P+CTkpIsXU6WSwtc/36CPw0vbo+LlZWVbGxsdOHCBQ0cOFAjR47U4cOHdfPmTUuX9tCSk5OVmppq+sfL6tWrFRsba3zQ6Nevn0JCQrR582bTtSUrpP0OrK2tZWVlpX/++UfBwcFKTEwkDEj65ptvNGrUKF27dk2SZGNjo2vXrikmJsYIuGZ6HN3+vpeSkmLpcrJE2t8l7Tm/bNkyLVq0SPv377dgVZZ3t/f//+KJXv3AjGxsbHTz5k3NmTNHMTEx8vX1lZ+fn9zd3e/6Zm42N27cUM6cOSXd6oWxtraWjY2NLl26pDVr1qhw4cKqWLGi3NzcJOmJaHN2sG3bNgUGBuq5555Tx44dVbBgQdna2lq6rIeSkpJivCEcOnRI4eHhKlGihLy8vEzzGEl7zHfu3Nloy/Xr1+Xq6qo2bdpowYIFqlKligoXLmzhSi0r7e+ZnJyssWPHaufOncqVK5d8fX3Vpk0blS9f/ql8bUhrs7+/vxYsWKCDBw+qevXq+uabb7RixQoVK1ZM3t7e6tu3b7b+3YSFhcnd3d34Oe258P333ysqKkoFCxZU8+bNjfeKJ0FaG2NiYjRq1CiFh4fL1dVV8+fP1+DBg1W7dm0LV2gZNjY2iouL06JFi5Q7d26VL19evr6+srGxeaTnOKsfZDPbt29XYGCgihQpouLFi+vkyZNydXXVsGHDZGdnZ+oX8p9//lm7du1S//79jdAqSXPnztXixYtVqlQpRUdHy8HBQb169VK5cuUsWK05JScnG71bt5szZ47Cw8M1ePBgC1X2cG7evKkPPvhA7dq1U7Vq1YzjV65c0cSJExUSEqICBQooOjparVu31muvvWbBajMmNTU1XTCPiorS119/rbJly6ply5aSpJYtWyogIEBvvPGG6T50ZLaffvpJqampOnv2rNq1a6eTJ09q5cqVSk1N1fDhw5+owPMw0j4YjRo1SpcvX9Zrr72mX375RS1bttSpU6c0b948de3aVW3atLF0qXeIi4vTiBEjVK1aNbVq1UrW1re+LD5w4IA+//xz5ciRQ/7+/lq3bp1q1aqlli1bqlixYqZ+30uTnJys4cOHq2jRokpJSdE777yj2NhYLVu2TD/99JO+++47ubq6WrrMx+6PP/7Q2LFj5e3tLSsrK507d0516tRRr169Hun2GH5gIWlvcLeLiYnRvn371K5dO02ePFn9+vXTCy+8oODgYC1evNi4ntlcunRJklSpUiV16tQpXaDdvn27du3apbFjx2ry5MmaO3eu4uLi9NNPP+n8+fOSzNlmS0gLTFZWVoqIiFBsbKykWy+mFy9eVM6cObVjxw4tWrRIM2fO1KBBg7R27VoLV313tra2qlevXroPNtevX9ecOXNka2urefPmadasWerZs6e+++47HTx40ILVPljaV2w2NjaKjo7WiRMn5OrqqsjISB0+fFj//POPJKlnz54KCgrSiRMnLFzx43O3cbOXLl3S7t279dVXX8nNzU358+fXc889p4CAAMXExGj58uWSnp7XhrRhWpKMINivXz8dO3ZMU6dOVe3atfXcc8+pXbt2evvtt/Xdd9/p4sWLliz5DqmpqcqdO7feeustvfrqq0Y7kpOTtWnTJtWuXVvffvutevbsqW7dumnHjh3G65PZAu2/xzinpqbKxsZG+fLl048//mi8Tjs7O6tDhw5ydnbW3LlzLVTt45GSknJH5klMTNTGjRv10ksvadKkSfriiy/UuXNn/fXXX1qyZIlxvYdBqLWAlJQUWVlZydraWjdu3DCOOzs7q0qVKmratKmuXLmikSNH6rvvvlO5cuX0yy+/6Ny5c7K2tjbNC3lSUpJmzZqlyZMnKyYmRh4eHipTpozOnDmj06dPS5IqVKigV199Vc8++6wOHjyoPn366MqVKzp69Kh27twpyXwvaFntXn9/a2trRUZGaujQoRowYIB69+6tb7/9VvHx8WrevLliYmI0evRonTp1SnFxcbK3t9fy5cu1ZcuWx9yCjGnWrJkcHR119uxZSbfa99xzz+mdd96Rs7Ozfv31V82aNUuJiYmaN2+eMb4wO0l7QU7rnZ0yZYpeeeUVff/995Kktm3b6ty5c9qzZ49SU1MVEBCgYsWKadGiRaafzJcRt3+zEB8fbxzPnz+/8fd3cHAwjleqVEkVKlTQ1q1bdeHCBVlZWZnm9fBRpb1fpI2bXb9+vcLCwuTk5KQ333xT4eHh6ToKmjZtqqJFi+rbb7+1YNV3Sgt6pUuXVmJiotatW6ewsDDZ2NioYcOGatasmeLj4zVx4kR9/fXXcnFx0cGDB7V7925J5vgAkzbZLe35fvbsWV27ds14D+vXr5+cnJyUmJioxMRESZKdnZ3eeustrVy58on5MPvvv1Xa89za2lqXLl0y2pkjRw79+eef8vDwMM6tU6eOatSoofXr1ysmJsb48JNRhNrH6N+ftKdNm6a+fftq1qxZRk9T1apVZW1trQkTJigpKUnffvut3nnnHdna2uqHH36QZJ6QlyNHDrm5uSkuLk7btm2TdGtM7YABA/Tzzz/r6tWrcnR0VN26dbV7926NGzdO3t7e+vnnn1W8eHGtX79ex48fl2SOF7TH5fa//+2/l6tXr2rcuHGytrbW6NGj1aNHD506dUpjxoyRj4+PBg0apOXLl6tfv37q16+f3nvvPSUkJGSbr3Fv741Ks27dOnXp0kVXrlxRrly5VKVKFeXNm1dffPGFfvjhB3Xt2lWzZ8/W3r17tWPHjmw3ySTtuR4UFKSmTZvq6NGjqlu3rm7evKnU1FRVqVJFZcqU0d69e3XgwAFJUv/+/bV9+3bt3bvXkqVnqns9f21sbHT9+nUFBgZq2LBh6V4LfXx81LBhQy1btsyY1Ojo6Kjq1avLycnJ6Mkxy+vho0p7DM2dO1evvfaafv/9d+N1sU2bNsqbN6927dplhCRra2u9/fbb2rx5s/766y+L1Z0m7TmZI8etKTznz59XSEiIZs2apT179kiSypUrp7x58yowMFAXLlzQtGnT9Mknnyg8PFxbtmxRfHy8Kf7OaZPd9u7dq65du2r48OHq0aOHNmzYYHzo7tatm9asWWN8WJekmjVrqkqVKpo0aZKFKs88SUlJioiIkPT/z3sbGxslJSVp4sSJ6tGjhzZt2qTz588rPj5eZcuWTfetQp48eVSuXDnZ2NgY39Y+DEJtFklNTVVISIg6d+5sfP2e9uktIiJCQUFBCgkJUY0aNRQcHKwZM2YoOjpa1tbW2rt3r06dOqUuXbqoQIECsrOzU2JiolatWmWEw+wu7U3olVdeUYECBbRr1y6dOnVKOXPmVNu2bbV3714dPXrUOH/NmjUqX7683n33XdnY2Kho0aI6f/681q1bZ5oXtMclODhYQUFBkm69iKY9vk6cOKGzZ89q9OjRKl68uJKSkhQcHGx85W1vby97e3tZWVkpISFBv/76q+zs7FS0aFFLNkdS+q/nr169qpCQEKWmpqpevXry8PDQvHnzJEm5cuXSuXPndODAAb333nsKCAhQ7ty55ejoqGXLliksLMyi7fj3skRJSUmaO3euZs+erd69e2vKlClKTk6Wp6en8Zhu1aqVrl27pj179ujatWsqU6aMnnvuOX355ZfGEBKzu/35e/sHjx07dqhLly66dOmSKleurIiICA0bNkzx8fFydnZWvXr1ZG9vr++++864jq+vr8qWLasDBw480ptedne3JcyWLFmiLVu26KOPPtLw4cNVtWpV4/J33nlHq1atMoKudKtHu3Llypo4caLFOwTSQvnly5f16quvasKECapYsaIqVKig4OBgY+jNyZMntXv3br3xxhvy9PSUvb29cubMqb1792r16tWWbMJD+fXXX/X555+rbt26GjNmjFq2bKnvv//eeO9u1qyZ8ufPrx9++CHdtxNdu3bVpUuXjNdzM4qLi9OYMWO0dOlSSf//vL9+/bo++eQTnT59WqNHj1aLFi1UqFAh5c6dWx4eHjp37pwOHTpk3E6ePHl0/Phx5cqV66FrINRmESsrK/n6+qpDhw7Knz+/cTwoKEht27bVgQMHNHToUHXo0EF9+vSRra2tZsyYIUnKmzevLl26ZHzy3rt3r6pVq6a3335bhQoVskh7HlbaJJfTp0/Lw8NDMTEx2rp1q6Rbb+KOjo5av369Ll26ZCzTlJqaKmtra928eVPR0dEqW7asHB0dH/rrhyfdli1btGXLFv3888/q3LmzPv/8c0m3xidVqlRJBw4c0Lvvvqsvv/xS3bt31+jRo5U3b15Jtx5LM2bMUI8ePfTbb7/p7bffVpEiRSzZHEn//4Fv1qxZ6tixo9atW6dTp07JxsZGPXr00MqVK3Xs2DFJ0rFjx2RjYyNHR0dJUmhoqGrUqKEzZ87owoULFmvD3dafzJEjhxo0aKAVK1boxRdfVGpqqqKjo43feUpKijw9PfX888/ryJEj+vPPPyVJH374obp16yYnJyeLtCWzhYSEGG901tbWCg8Pl3Sr1+6VV17R2LFj9frrr6tOnTqKjY3V9OnTJUklSpRQQECA1q9fb/Tm2NjYqFGjRpowYUK2eOxmprstb2RlZaXg4GDVrl1b1atX140bN5SammqsaVy3bl2VLFlSixYtUlxcnHG9999/X7169bJ4h8C1a9c0YcIErV69Ws2aNdOYMWMk3Qp34eHh2rlzp5KTk+Xg4CBnZ2djaNr27dtVunRp1a1bV+XLl7dgC+7uXmsD58mTR82bN1enTp1UtGhRxcfH68yZM9qyZYtCQkIkSX379tWWLVvSzQUoU6aMFi9enC4vmE3u3Ln17rvv6t133013PDw8XAcOHNBbb72l8uXLK3/+/Mb7ekBAgOLj47Vo0SKdPXtWN27c0J49e1ShQoV0w2oyiiW9skjabM2GDRvq6tWriouLk7u7u6pWrapSpUrpwoULRkAtVaqUAgICNHv2bB0+fFjlypVT7dq1NXjwYDk5Oen69esaNGhQulng2V10dLQ++ugjRUVFqXTp0jp58qSuX7+uSpUq6ZlnnlGnTp30+eef68CBA2rQoIF8fX0VFBSkDz74QBcvXlSJEiU0aNCgR3pQP6nSNlB45ZVX1LdvX02ePFnNmzc3ZommpKRo27Zt2rJliwICAvTpp5/K2dlZqamp2r9/vxwcHFSmTBkdPXpU7du314svvmjhFv2/uLg4TZw4UefPn9fgwYNVqlQp5c6dW5L0/PPPy8/PTzNmzFBgYKD8/PyMyW6enp7avHmzBg8erPfee0/29vYWa0NaMP/xxx+VlJQkDw8P1axZM12Atba2VlhYmLFkV1ovWosWLbR582bt2rVLfn5+ypMnjxo1amSZhmSBnTt3as+ePbKzs9Pq1atlZWWlqVOnqmLFiipatKguXbqkzz//XMePH1ejRo20cuVK1atXT88++6yqVaumbdu2aeLEicYHuIIFC1q4RZnn9pn9NjY2SkxM1ObNm+Xh4aECBQrIzc1NXl5e2r59uxISEhQREaHLly/r4sWLql69uvr166cBAwaoe/fu+uOPP9SwYUNZWVmpQIECKlCgwGNty+2bvKQJCwvTP//8o3Xr1mn06NHGh9EKFSqofPnyCg4OVoUKFVSqVCk999xzmjJlilauXKl//vlHw4YNU82aNR9rGx4k7e91+/KCuXPnlpeXlySpRo0aSklJ0cGDB/XZZ5/J2dlZffr00Q8//KA///xTJUqUUMWKFeXr66vp06erfPny6caN3+13aAZpdefPn1/Xrl3T999/r549e0q6teGPq6trusdj2u/R29tbr732mhYuXKi+ffsqT548io6OVv/+/eXi4vLQdRBqM1Ha12r/XlJp4MCBypUrl8aOHauiRYuqSZMm+vLLL3Xp0iXlz59fOXLkUKVKlVS+fHl99913mjBhgoYPH67t27crMjJSL730UrZe3uduy61s27ZNiYmJmjx5spycnLR//35NnTpVGzdulI+Pj/z9/eXr66vVq1erQoUKatasmTw9PfX777/L399fr776qoVak73c/gKX9v8DBw7I09NT169fl7+/v/GJt3r16ipRooRy5Mihzp07y9nZWdKtyQorVqxQ3bp1Vbp0ab3++uuWaYzuXNYqzfXr13Xq1CmNGDFCXl5eSkhIUK5cuZSYmCg7Ozv17NlTb731ljZu3Kh69eqpV69e2rdvn44fP65BgwapevXqj70taRN40h77wcHBCgwMlK2trUqUKKFFixbpzJkzatasmfLkySNra2udOnVKkow3QBsbG+3du1eVK1dWnz59VLBgQeXJk+extyUr3D4JrFWrVvrtt980adIk1a9fXx988IHxhiZJ48aNU65cuTRt2jQVLFhQJ06c0KJFi/Tss8+qSJEiat68ebacCPioNm/erPz588vX19eY7GZlZaVff/1VX3/9tTw8PBQfH688efJozJgx6tChg65du6YzZ86ocuXKsre3V548eTRy5Eg1a9ZMJUuW1AsvvKCLFy9apGf29rGT0q3XHDc3Nzk6OqpYsWJq0aKFPvvsM+Pr5LTndatWrTRmzBht27ZNJUuW1Ntvv61y5copLCxM48aNM17D0j4QWtrt73VhYWEaOnSooqKilJycrPr166tRo0YqXbq0kpKStGTJEtWoUUMdOnSQo6OjNm3apO3bt8vb21vPP/+8Ro8erdDQ0HSBVpIpA62Uvu6zZ89q9erVcnR0VIcOHeTm5qbQ0FBFRkYa6xOnPe6vXLmiqlWrqkKFCjp+/LguXbqkevXqPXIdln+UmFxISIjmzJlj/Hz7MiVpevfurUOHDik4OFiSVK9ePZUuXVpfffWVcU7BggX10ksv6ciRI/r5559lbW2tmjVrqlmzZtk20KaF+Lu9iIaGhsrKykr58uWTnZ2d/P391aBBA/3999/6448/JElvvPGGzp8/r9WrVys5OVn+/v764IMPCLT/c3v4O3v2rDFetFmzZpo8ebLc3Nz0+++/pxtk/9ZbbyksLEyjR4/W0qVLNW/ePPXr10/SrZ4RS7q9hyMhIUGHDh3StWvXlJKSouTkZDk5OWn9+vVasmSJvvnmG/Xt21fDhg3TgQMHVKJECb388suaOXOmEhISVLVqVb311luaOHGinn/+eYu0JS2wpb2p/fTTT2rUqJG+++47DR8+XC1atNC6deu0efNm43oxMTHKkyeP8uTJo927d6tNmzb6+uuvFRkZqXLlyilfvnyPvS2ZLW2JrrRli27cuKFjx46pUKFC8vT0VPXq1WVnZ2ecf+LECZ06dUp169aVu7u7rly5oqSkJO3evVs///yzbGxsVK9ePTVr1syCrcpckydP1qpVq4whBGnL8K1cuVJvv/22vv76a02bNk1RUVEaOXKkHB0d9f777+vTTz9V69at1aRJExUvXlwlS5Y0VtAZNmyYOnfubJH23D5BqkuXLhozZozefPNN/fLLL7px44Zq1qypatWq6ZtvvpF0a8Z/cnKy3N3d9cILL2jPnj3aunWrrKysVKdOHb322mtydna+Y3K1paXNR/jtt9+0ZMkSVa5cWbNnz1avXr108eJFTZ06VYmJibpx44b+/vtvFSxYUI6OjoqKilJKSooiIiIUEhKihIQEY0KUpcc8P6rb605NTdWxY8f0wQcf6NKlSypWrJjatm2rlStX6vLlyypbtqzKlSunOXPmpPtwev78ea1du1ZXrlxRzpw59cwzz/ynQCsRah9J2h8zNTVVwcHB2rBhg/bv3y9ra2sdO3ZMH3/8sb788ksdO3ZMiYmJKlu2rGrUqKG5c+cqOjpajo6O6ty5s7Zt25ZucHSZMmXUvn17lShRwlJNu6fbJ3ekvWmlvdDs3r1bCxYsMJZekaScOXMqX758xtg5SWrcuLEuX76srVu3KioqSkWLFtXzzz+vyMhI47YsPf7LEu41Y9/a2lpnz55Vnz599NFHH6lv376aN2+ezp07J0lq1KiR/vnnn3RL3pQrV06DBw9WoUKFtH//fu3atUu9e/fWyJEjLb6wd9rfduHChWrbtq2+/PJL9e/fXz/88IPc3d3VunVrbd26Vbt27ZK9vb0qVKggZ2dnffbZZ5JuTaSIjY19rGvS/vtvk/Ymm7aN9cSJEzVs2DAlJycrICBAzZs31/Xr1/XFF1/oxx9/lHTrW4u0Htp//vlHUVFRGj58uIYOHaomTZpo1qxZph5m8/fff6f7OS3s//nnn+rVq5fmzJkjf39/TZ48WcWLF9eWLVuM34ckOTk56cqVK4qOjlZkZKR27dql5557TgMGDMiWYyn/i7Stz/v06aPg4OB0j+XNmzcrV65catKkic6fP69PPvlEV69elb+/v9HrHR8fr9OnT2vv3r365JNPlD9/fqPXP83jWgHk32Hs+PHj+uqrr1SnTh2NGzdOb7zxhn799Vd9//33yp07t5o3b27sHHl7nU2bNlWJEiWMZZ1uf3+1dK/l3cbN/vnnn1q8eLF+//131axZU25ubmrYsKFat26tmzdv6scff1Tu3Lnl4+OjrVu3Kjg4WN98843Kli2roUOHqmvXrsqVK5fxemjG97x/fztrZWWlyMhInT59Wvnz51fu3Ln13HPPqWDBgpo9e7YkacCAATp27Jg+++wzLVu2TKtWrdIHH3yg0NDQTF2Bh+EHDyHtK5C03ofExET5+/vr4sWLWrp0qezt7fXJJ5/I19dXR48e1bFjx9SqVSs1bNhQ/fv31yuvvKL169erdevWqly5surXr6+JEycaM3tdXFzUrl07yzbyHqytrRUbGytra2tjTNSNGzc0Z84c/frrr/Ly8tLcuXPVqVMndejQQeXKldOWLVt0+PBhY/xb3rx55erqqkOHDumXX35Rp06d9N5775nySZ2ZrK2t7zqOKm3IRpkyZTRkyBCFhIRo3bp1ioyMVN++fVW3bl398ccfCg4Olo+Pj8qUKaOYmBg988wzeuaZZ9JtSZxdbNu2TWvXrtWAAQNUpUoV/fnnnxoxYoTy5cunF198UZUrV5ajo6Nu3rwpW1tbLVu2TFeuXNHVq1eNZZzSHn9ZKe1FO+3DVtpQobS/UXBwsI4dO6a4uDj17dtXdnZ2qlGjhhISEjRy5EglJiZq5syZioiI0NixY7Vt2zZ5eXkpT548io2NlYODg1asWGGMGzar/fv3a9y4cZo4caKxisbNmzc1efJk/f7773rllVdUvHhxxcTEyNnZWS1atNC0adO0a9cueXp6ytraWgUKFFDTpk21ZMkSzZs3T8nJyfrggw9Uo0YNC7cuc6WkpBjLWtWpU0crV67Uhg0bVKxYMXl4eChv3ry6efOmZsyYoZ9//lnVq1fXjBkz0m0ne+DAAa1evVoHDx7Uiy++aIxZlP4/HGV1r+bt74O3O3TokFxcXNS1a1dJt8ZRHj9+XNWrV1dKSop8fHxUq1YtLV68WA0aNJCtra2SkpKUK1cuDR069I52WPJ94d/rzaYNh5JuLb915MgRLV++3PiQIklly5ZVlSpVFBwcrNdee01NmjTRihUr9Nlnn6lAgQIaOnSo8bfMLsMpHpWVlZWuX7+uFStWqFGjRnJzc1NYWFi6iZuenp566aWXNGvWLP3111+qUKGCRowYoS1btmjjxo26evWqWrVqpdatW2dqbYTah5D2IFy0aJG2bNmiggULGp+Ut2/frtmzZ+vll1/Wq6++qqtXr+qrr77S5s2b5e3tLS8vL73++utauHChqlevriJFiqh169Z65513dOjQoWzfI3HlyhV9+OGHatSokVq2bKklS5boypUriomJ0cyZM5U/f35t2LBBEyZMUIUKFVStWjWtXbtWq1evlrW1tV544QUdOXJEefPmlZeXV7bsjX5c/v0p959//tGQIUP0/fffy9bWVn/88YfKli0rOzs71alTRx06dJB0q0d8//79cnNzM8aWtm7dWl9++aXmzZunggULatWqVQoMDJSvr69FA+29Jjv88ssvatCggWrWrKlz587pp59+Us6cOY1eG0dHR8XHxysxMVH//POPfvnlF9WuXdsYZ/o4Au3tbzh//PGH5s+fLysrK3l5ealJkybKmzevZsyYocuXL6tr167y9vY2/qZ//fWXTp06pYkTJ8rDw0O2trZKSUnRpk2b9Mwzz6hatWr6/vvvH/sEnqzi7e2tb7/9Nt24wNDQUIWGhurzzz9XmTJl0p2fNkFm37598vHxUcWKFZWYmKiePXvq5Zdf1okTJ1SnTp3H3YzHIu0xtWzZMp09e1ZOTk4KDg7W/v375eHhIRcXF129elWbNm1SYGCg8btLTEzUokWLVKNGDVWuXFm2trbq16+fMYnmcU0sun3OiHRr6N369evVu3dvJScnKzw8XNWrV9e6des0ffp0FShQQBMnTlTlypUl3dpcqEGDBtqyZYtmzpypt99+2wj5abdv6aCXlJSkHDlyGMMpTp48aSwnWKlSJfn7+6tw4cKqXbu2QkJCtGnTJj377LPKkSOHHBwc5OjoaCzDV7VqVVWpUkUXL15MNzH09g/LZnG3x9j27du1bt06rVmzRr6+vnJ2djaGldjY2MjGxsbYLGXu3Ln6/PPP5efnJz8/P0VHRytPnjxZ8rg112/Wws6cOaN33nlHq1evVtu2bdWkSRO1adNG9evXl6enpw4ePKiyZctKurWsR4MGDRQfH68NGzZIuvX1qa2trRYsWKCkpCSVKVNGy5Yty/aBVrrVy1qqVCkdPHhQsbGxypUrl3788UddvnxZhQoVUo4cORQQEKAKFSoYY4zffPNNFS5cWJ988on69OmjXr16qVy5curbt68xo/Vp66VNm1wk/f9XkSVKlJC9vb2GDRumV155RXPnztXNmzfl6+urFi1aKCwsTO+9956WL1+ubt26qWTJkvrtt9+UkJAgHx8fvf7668ZA/IkTJ8rX19di7bt9wkhycrLCwsKMpekkKV++fEpOTtaMGTP01ltvKV++fJo7d64x0//GjRtatWqVxowZo+HDh6t27drq1q3bY22DtbW1Lly4oPfee09jx45V7dq11aRJE0VEROjHH3+Uu7u7GjRooMTERONN+d87h6UtrbR7924988wzqlixohwdHeXk5PREBNq0r2XTdvzavn27Vq5cKUnGEJEiRYror7/+0m+//ab58+cbmyW0b99eCQkJWrhwoaZOnaqmTZtq586dKlKkyBMbaNPMmzdPCxYskI+Pj7y8vJQ3b14tW7ZM586dU9myZVW2bFkVKFAg3bJO69atU3BwsCIjI2VnZyc/Pz+5uLgYSyFmVaCNjo5ON8QgbUeotHkkq1at0k8//aQjR47IxsZGTk5Omj59ur799lt17txZU6ZMUeXKlXX9+nVt27ZNly5dkpeXl9588827jpu0ZNBLSUlRUFCQ8d6VmppqzMZ3cnJSoUKFtH37dmOpuTJlysjPz08nTpxIt9X4jRs3lDt37nTzTdIC7d2Wa8tu/r3OdtqxtMfY8ePHjaFDDRo00Jw5c9SvXz+Fh4drw4YNunr1qg4fPmxct2DBggoICNCxY8eM1wfp1rfSWfW4paf2Iaxfv1758uXTZ599dkePUa1atbRv3z5t377dCKn+/v7at2+fjh07Zsxw7tq1qxYsWGDMbH2UJSss5c0339TAgQO1Zs0avfrqq8a6sxEREcYbdf/+/dWxY0etWbNGAQEB6tevn2rUqKHTp0+re/fupgjwWeH2T+jh4eFaunSpChUqpBdeeEFubm7G2nwvv/yy+vbta1wvbVMBJycn4+uriIgIrV69Wj///LPatGmjmjVr6rnnnkvX62EJt/dAp83iLlSokAoUKKCPPvpIOXPmVO7cubVkyRIVKVJEX375pTH7/cqVK9qwYYNatmypChUqKFeuXBo2bJhF1mmNiorSO++8owIFCmjJkiVGL+S1a9e0Y8cOSbeW7dm7d6927dqlWrVqGa8H+fLlU5kyZfThhx/K09NT//zzj0aMGCE/P7/H3o7MdPr0aRUvXtz4Oe0N6erVq8qTJ4/27t2r9evXq06dOqpYsaIqVqyorl27ys7OTiVLltS1a9d0/PhxJSYmqkOHDurUqZN27Nihv//+W2PGjJG/v7+FWpY10nqr/v2tzKFDh1SnTh299NJLkqSXX35ZnTp10po1a/TGG2+oWbNmmjdvnrp06aLKlSvr0qVLOnfunN555507fkdZEQrS6l2wYIEOHjyowYMHp3uPmj9/vubOnatXXnlFCQkJsrOz0zfffKOJEyeqXbt2WrFihTHBOU1wcLBWrVold3d35c+fXw0bNsz0uv8ra2tr/fPPPzp//rwOHz6s4sWLKywsTMOGDTN+74GBgfrtt98UFBSkli1bqn79+goJCdGXX36p/fv3y9HRUStWrFDv3r3TTYRMY+nxwRmR9lhNG/6Vduzs2bMaO3as4uLilJqaqrJly+qVV14xvm3x8vLSyJEjFRERoREjRqhevXqqX7++fH19VblyZbVt2zbd60dWoqc2gyIiIrR06VLVrl1bjo6OxiextB6L8uXLq27dutq3b1+6SRANGjSQjY2NfvnlF928eVONGjXS/PnzTblsj4uLi1588UXt2LFDZ8+eVefOnXX69GkdPHjQ+H0UKVJELVq00Jw5c4xZ+f7+/mrTps1TG2il/3+xmDp1qrp06aKwsDBdvXrV6MVs3bq1/Pz8jMfO7Z+Wt27dqgIFChjjsRITE1WwYEH98ccfxlddlg600q02hoaGat26dcYEtS5duujQoUOaPn26kpKSVLNmTRUqVEjVq1c3Am1qaqrWrFmjo0ePKjIyUqVKlVKTJk0stvGAq6uratWqpeLFi6fb3ScsLEyOjo46fvy43N3d9eKLL+rKlSvpVjcoVqyY+vTpo7Zt26pcuXL67rvvTB9oL1++rDfeeEOLFi2S9P+7BU6fPl3Tpk2TJL344ovy8PAwJoV8/PHHGj58uL744gv17NlTgYGBqlevnnbu3ClJ8vPz09tvv61JkyY9UYE27f0gLcDcPmkrOjpaV69eVbFixYxznZ2d1aZNG/3yyy86ePCgfH199emnn+rNN99UiRIl9Nxzz2n58uUKCAiQlPXbhae9TjVt2vSOdUJjYmK0a9cu9ezZU++8844++ugj9ezZU+fOndPKlStlbW2trl27au3atRoyZIh++uknffrppxo/frx8fX1VsmTJLK39UaX9Tps3by47OzutW7dOuXPnVkBAgPz9/bV//3698cYbCg4OVvXq1bV06VJFR0erUKFCqlu3rooUKaLk5GQVKlRIX3/9tVq0aGHZBj2i1NRU3bx5Ux9//LE++eQT47GcmJioadOmydPTU9OmTdPo0aNlZWWlkSNHGtdNWw+9efPm+uijj3T16lX1799fgYGBsrGxUYcOHR7b+7/l3wlNIm2b0bQeybSvStI+jefKlUvVqlXTsWPHtHTpUn3wwQeSpJIlS+qZZ54xzr/bmq5m0qxZM/3+++9atWqVevbsqUqVKmn16tUqVaqUPD09JUm9evXSmjVrFB4ebpod0B6HWbNm6ciRI5owYYJ8fX2VnJxsfBpu1aqVnnvuOXXt2lXr1q1Tw4YNjRfbGjVqaPny5apcubKOHTumCxcuqEePHncs2v24/bs3Km2LxMjISNWvX9/Y3OHDDz9UYGCgKlWqpBdeeEE1a9bUxo0bdfDgQT377LPauXOnMfktuyyq/8Ybb2jIkCE6cOCALl++rGnTpunKlSsqUaKERo4cKS8vL40YMUK7du3Szp075efnJ3d3dyUnJytv3rxq06aNpZuQaVxdXdWlSxf98MMPat26tfGYPXTokDGx1cvLSw0bNtS8efP08ssvy9vbW88884xxG1FRUbpy5Uq6yV9m6Ll6kL///lulSpWSlP5r2vXr12v9+vVycnJS7dq1VbVqVbm4uMjJyUk7d+5Us2bNjPeBFi1aaMGCBdq0aZPy588vd3f3O5YvS3uuZfV7x4kTJ7RixQo1b95cpUqVUnBwsJycnFSqVCnlypVLf//9tzp16mScX6tWLZ06dUpLly5Vw4YN1bhxY+XJk0fbt2/Xnj17JMkIRNlV2u/U29tblSpV0vbt27V582bVqVNHYWFh+vrrr1WtWjW98cYbOnjwoEaMGKHFixerR48eql69uvbt26fr16+rVq1acnd3182bN41xuWZiZWWl8PBwbdq0SdKtDVNq1KihgwcP6vTp0/rhhx8kSatWrdKOHTtUunRpxcbGysnJSXFxcbpx44YKFy5sjJvdu3evfH19H/vznJ7aDLKzszN2Bvu3tPDh6+urKlWqKDQ01NjnWZLatm2rdu3aydbW1nQP9H+zs7NTp06d9Ndff2nfvn3q3r27zp8/r127dikhIUHSrcC/bNkyVaxY0bLFZiMxMTHat2+fateurfLly8va2vqO9YeLFCmili1bavbs2cbv0srKSs2bN9fzzz+vOXPmaOvWrerUqZP8/f0tFmj/3RuV9pjOnTu3WrdufccyONWqVVOZMmW0atUqXbp0SV26dFH//v1VtGhRnTp1Sn5+flq8eLFFNlC4FxcXF9WvX1/ff/+9PvroI73wwguaN2+ePvnkEw0ZMkQ7d+7Ujh071Lx5c0VGRmrFihWSnoyg9m82NjZ66aWX5OLiYqytferUKUVFRRm9L7a2tqpatap8fHw0a9YsSbfGFwYFBWnSpEnq2rWrbty4YfQ4Pgm2bdum4cOHG8OwrKysFBMTo5EjR+rrr79W+fLllZqaqhUrVmjBggWSbg3h2r17t7EmqyQdOXJEuXPn1urVqxUaGnrH/WTVuNm7Lf116dIlnTx5Utu3b1dqaqrGjh2rlStXKiYmRikpKapQoYLR2y5Jbm5ueuaZZxQeHm4sYVezZk0NGjRIQ4cO1ZgxY+Tp6WmM/82u0mqrV6+e3NzctHnzZsXGxmrv3r26evWqXnvtNdnY2Bi/s8WLFyskJESOjo564YUXFBcXp19//VWSTPE+f7e/fUpKimxtbVWvXj2VLFlSX3/9tW7evClnZ2cVKVJE69atU5cuXbRy5Ur1799fEydOlJOTk1JTU5U7d25FRkammz9RuXJlY8WIx4lQm0HFixeXj4+PVqxYkW4ZD+lWiEtMTNSKFSt048YNOTs7a8uWLcblT9obXdWqVZU3b16tXbtWbm5uevHFF7VkyRJduHDBOMcSD+bsLD4+XpcuXTJ6+uPj47Vq1SotW7ZM06dPN9ar7Ny5s5KTkzV37lxZWVnp4sWLOn36tIYMGaJx48Zp7ty56XrAHofLly9LunMy1MqVK/XBBx9o0qRJWr9+vSSpYcOGKl++vM6fP2/s4S7d6vkMDQ3Vli1bFB8fr2effVbvv/++hg0bpjfffPOxtiejmjdvrnz58ql+/fp67bXX5OTkJHt7e3l7e6ts2bLatm2bfH195evre8daoWaX9sEk7c0+X7586tSpk1auXKmLFy/qzz//lIeHh5ydnY03skKFCqlRo0Y6c+aMtm3bZoyhjoqK0qBBgzRx4kRTr8f7b56enqpQoYJ+++0347lx4sQJOTs7a+rUqerQoYPeeecdJSQkaOXKlTpx4oRKlSqlZs2aaebMmZo0aZKCg4O1dOlSvfXWWxoxYoSqVq16x/1kVUCytrZWUlJSug+h1atXV+XKlbVv3z6dP39effr00Z9//qljx47J3t5ezzzzjEJDQ3XgwAHjOjlz5pSNjY1Wrlyp8+fPy8rKSikpKcaW1Y+rl/m/SNvdKn/+/Hr++ed15coVbd26VR4eHgoPD9elS5cUGxurXbt26eWXX9bgwYON3md/f38VLVpU+/bt09mzZy3ckoxJ26577dq1ioiIMI7lzJlTFy5cUPfu3ZWcnKwlS5YoMTFRsbGx+vzzz9WgQQPNnDlTderUUWpqqrZu3ao9e/YoPDxc7u7uxpAySyLUPoS2bdvqzz//1Lp164xdXNJeEA4fPqy9e/eqQYMGevPNN/Xhhx9astQsZWVlpbfeekt///23fv31V3Xq1Em9evV6qpfpkqSNGzcau8bd/kk4NTVV7u7uqlixoqZPn64ePXqobdu2+u2334yvKT/99FP9/PPPcnBw0Ntvv60lS5aob9++at++vc6cOSNJj33WfFJSkmbNmqXJkycbaxQnJycrMTFR48eP19y5c1WhQgWFhYXpq6++MnqjmjdvroiIiHSbcRQrVkzVq1fXsmXLjJ3RpOz9gc/W1lZdunTR2bNnjQli0q0JYwkJCapSpYokqUePHqbtgbzX5hI2NjZKSkpKF0T8/f1VqVIlTZgwQefOnTO+dr99Uoyvr6/8/f31xRdfSLo11nbUqFHZqhf+v0r7HXl6eqpatWqKiooyeuq9vb310ksvyd3d3VitxMbGRkWKFDHGG/ft21fNmzfXqVOnjK1j69Spo+eee05S1o+bTbNx40a1aNFCkydPThfGXnjhBeXMmVNLly5VrVq1VKRIEa1atUrXrl1T3bp1ZW9vr2nTpunYsWMKDw/Xnj171KJFC5UqVUq//fabpPQrGWTn5/jt0h7rderUkaenp7Zt2yY7Ozu98MILGjRokF5//XX99ddfatSokV588UU5Ojoaj4XWrVtryJAh2XqYxe2io6PVpUsXjRs3TpMnTzZ2+XJxcZGrq6v++usvde/eXQsXLpSrq6sxjLJmzZpGh9Xff/+ttWvX6vLlyypYsKAmT56cLdrPmNqHUKNGDbVs2VJTp07ViRMn1KBBA1lZWWn37t1auXKlGjZsKDc3t2y7rW1m8vDwMNbns7GxeeKX4nmQ8+fPa9myZfL09FT58uWVM2dOY6xp2v/79+9vrDX7+uuvG59sb968qc8//1x//PGHXnzxRdWvX18ODg4KDQ3VgAEDjEXtH7ccOXLIzc1NISEh2rJli5o2bSobGxtFRkbqyJEj6tOnj2rWrGlM9AoMDDTGU/n4+Cg4OFi+vr7GV9RvvfWWMVPWLKpWrapffvlFwcHBevbZZ3X8+HF9+eWXKlSokLH+ZnaYpPew7rVeZloAWbRokTZt2iQPDw95e3urXbt2ypMnj7p06aLhw4fr0KFDKl68uPbu3avSpUurVq1aqly5spydndWoUSPly5dPSUlJ2b6H7mHcvs1zmooVK+rIkSPauHGjatWqpfz588vZ2Vnbtm3Tzz//rPfee0/16tXTokWL9P3332vHjh2qXr262rRpo2bNmun69etG73Xa7T+u35ednZ2uX7+uzZs3GxsGvPzyyypVqpSqVq2qTZs2KTg4WD169NCgQYO0bds2NWrUSN27d9cXX3yhESNGKCYmxljtY8KECYqLi3ts6+ZmhZSUFCPILly4UNu3b9eHH36ogwcPKiEhwfjgIaUfFnL7pgNm4OLiokaNGuns2bM6deqUvvjiC2Ni3LPPPqtLly7p+eef14IFC7R06VI1a9ZM8+fP14ABA1SvXj0lJCRow4YNeuGFF1S3bl1LNycdq02bNmXfgS7Z1Pz587Vu3TrFx8fL0dFR1tbW6tGjxxM1izcjssNi2dlB2u8hKChImzdvVqNGjdSoUaN0kwIfNEFwyJAhSk1N1ccff5wtPhSlLemSmpqqcePGKT4+Xm+++aY8PT21Y8cOo6c2bdarlZWV+vTpI2dnZ40ePVqnTp3S559/rtKlS6t79+7GV5FmFBoaqpEjRyo2NlaxsbHq0qVLtt35LyNuf97u3LlTq1evVt68efXss8/K19dXn332mS5duqTmzZvrxo0b+u677/Tee++pSZMmSkxMNNYonTNnjrZv364dO3bo9OnTunHjht58801jzeEnye1BLSEhQR9//LF69+6tggULavfu3frhhx9UpkwZ9ejRQ8nJyRo2bJjy5MmjIUOGSJLmzJmjBQsWKG/evFq8eHG62/73pgaPS0pKij766CO5u7sb2+86ODioZ8+eKlGihD7++GNJ0kcffaQpU6bo1KlT6tu3r7y8vHTjxg2FhYXp2rVrKleunCTpnXfeUY0aNdS+ffvH2o6sMnv2bB05ckRdunRJN+TLzKH9dlFRURo9erSeeeYZ3bx5UwcPHlS3bt0UGhqqXbt26dNPP9WePXs0ePBgffXVV/Ly8tLChQsVGxurqKgovfrqq499KFxGmK+LIRvo2LGjmjdvrps3b+ry5ct37JrztCDQpg8IderU0fHjx7V79275+fkpf/7899xS8nZHjx5VbGysAgICskWglWTUcfr0aXl4eGjPnj3avHmzOnbsKF9fXyUkJOjAgQOqXbu2bt68KTs7O73yyiuaMmWKYmNj5eXlpUqVKj0RH3w8PDxUtWpVJSUl6a233rrrGpRmkra5xNixY3X27FnVqlVLp0+f1urVq9W9e3d5eHjoo48+krOzs65du6YVK1Zo8eLFxtjhJk2aaNWqVcY2uE2bNlVcXJzOnDlj0Y0/spKNjY1u3ryp+fPny9nZWTt27JCDg4OGDh1q9OBv3bpVISEh8vX1laurq44ePapr164pMjJSoaGh6t27t7Ge8e0fci31/Ehbgmvq1KkKCAhQ9+7dNWHCBA0ZMkRdu3aVj4+PDh8+rFWrVumNN95Q9+7dtX79enXo0EH29vYqVqyYIiIidPz4cc2ZM0dxcXHpejLNKu1v06BBA4WEhOjvv/9OF96ehEAr3VrVpHr16jp48KCaN2+uEiVK6KuvvlK1atV06NAhXbp0SVWrVlWtWrU0adIkzZw5U2+88Yaly34gc7/bWJCTk5Py5s371AZa3JL2hjR37lzNnDlTly9f1sGDB40Z0fd6w9q8ebO2bdumiRMnql+/fipdurSxIHt2EB0drV69eumjjz7SyZMndfLkSW3ZskVHjx6Vs7OzGjZsaOy+kxbyTp8+LXd3d6PNXbp0Uffu3S26XW9meeutt9SrVy/TB1rp/zeXuHHjhn744QcNGDBAgYGBqlatmjZu3KiXX35Zzs7OmjVrltq2basqVaooMTFRixcv1s2bN1W0aFG1b99eU6ZMMVaDyZ079xMbaKVbu0m+/vrrOnTokFJSUlSiRAlt2LBBe/fuVc6cOVWlShXlz59fy5Ytk3Sr4yMqKkq9evVS165d5eDgoICAAGMnrewyJCNtKcYdO3YoKSlJY8eOVbdu3fTzzz9r9erVunLlijHpuXnz5rK2tk73HNiyZYvGjx+vHDlyaPLkydl2LdqHkTZkrHjx4kpMTDRWpMjOqzc8qhYtWigqKkp//vmnGjZsqI4dOyokJEQ3b97U9evXJd1aseP06dP6+++/LVxtxtBTC/wHycnJ+uabb7Ru3Tr17NlTkZGROnfunH7//Xc988wzKlWq1F17K/fv369//vlHzs7OmjJlikXfDO42NGLbtm1KTEzU5MmT5eTkpP3792vKlClau3atSpcurVatWmnXrl0aM2aMAgICVLBgQe3Zs0c+Pj5Gb9ST0qMhPVnfSqRtLpGYmKhLly4ZkzsCAgI0dOhQOTk5afXq1dqzZ49GjhypKlWq6Oeff9bMmTMVEBCgSpUqqWHDhrp27Zqsra1Nv/b27dK2Cf333/vw4cNydXXViBEj5OzsrFq1amnq1Kn64osvNH/+fPn4+Mjf31+rVq0y1jj96quvdObMGRUoUCDdRiPZ7XfVtWtXDRkyRBs3btSrr76qxo0b65lnntHy5cv1008/SZL++OOPdENu0tpRr1491axZ09gY5klhZWWl8+fPKyEhwXh+ZLe/W2ZIW6Jz7ty52r59u+rVq6fy5cvr2rVrxiYh/9fenUfHeL99HH9PpkYWjcmGJBMiSZOG2EKiiDWRo8TUclJbpQ7hnBYJWm04VVtDq0hL0To0tZXaYqklltiKoLElqTS1BEkllQgRGcHI80eeuX+o8zw9PyVmcr3+cpzJnO+Ne+bje1/f69LpdCQlJWFnZ1fFq/1nLOeTWojn7Mn+q1DZIeCXX36hb9++hIaGEhkZyfjx41GpVOzduxd4PBCZ6udGjBjBhAkTmDZtWpUF2kfnkz/p6tWrqFQqnJ2d0Wg0BAcH07VrV7Kzszl69Cienp58+umnXLt2jfnz5zN69Gjq1q3L8OHDX/RliP/CsGHDlNZbJpmZmfj6+mI0Gjlz5gw6nY4WLVoAlf8eysrKWLRoEQaDAQcHB4YOHYqNjY3FfNk/fPhQOTz3aL9NqOzLq1KpqF27NgD16tVj0KBBFBYWkpSUBFROSWvQoAErV67k3r17uLu707ZtW3x8fHj48KHy/i8bBwcHwsLCOHnyJBkZGUBlyU1sbCyff/4506ZNe6xO+tHrcHR0tLhAa3L8+HGaN29Oz549q3opz1VQUBCOjo4cPnyYgoIC6tSpg5eX12M70+YSaEF2aoX4f5l2WtVqNUajEYPBgI2NjVJnp9VqHwuugYGBpKamkpaWRlpaGi1btvzbaXMbG5sXenjq0d3iR7+8ofLD2zQZyXTYsWbNmjg7O1NQUKBM+erevTvbtm0jJSWFxo0bExAQwKxZsygsLKRGjRq4ubm9sOsRz0ar1RIWFsapU6c4cOAAKSkpHD9+nI8++og6depQXl5ORUUFGRkZWFtbc+vWLebOncuNGzfM+tDf05juDdP9sGDBAi5cuICvry89e/bE3d2dgIAA9u3bx+XLl5UdrAYNGtCsWTOWLVuGXq/H3d2dNm3a0KxZMzQazUtRN/tP6fV6Dh06RGpqKt7e3srTlkcPPz/552TpTOUWls7UonP69OkcPHiQyMhI5ffNkeX/jQnxjEwfbOvXr2fw4MFMnjyZiRMnkp+fj62tLba2tuTl5XHjxg3lZ8LDw7ly5Qp79uyhtLS0yj8grKysKCkpUR4Zq1QqysvL+fbbb5k+fTrHjh3jk08+YeXKlQA0btyYvLw8MjMzlfdwcnLCwcGBjIwMfv75Z6Dyf/ANGjSQQGuG9Ho9xcXFxMfHU1FRwapVq5T2PJGRkRQVFTFz5kzGjBmDg4MDzZs3V2pCLYnp/s7JyeHHH38kMzOToKAgdu3axfLly7l27Rr+/v74+PiwevVq5ec0Gg1Go5GSkhK++eYboHJsbPfu3QHzCgUajYZ+/fpx/Pjxp041g5c/mP/bqtP1enh40KRJE1599dWqXsozk51aIZ5geuximowDlX07d+7cSVRUFD4+PixfvpxZs2Yxbtw43nzzTZYtW0ZaWhpdu3YFID8/H2dnZy5cuMDp06cJCQmpsusBKCoqYuLEiXTr1o3evXuzdu1aioqKuHXrFosXL8bFxYW9e/fy5Zdf0rRpU1q3bs2uXbvYsWMHVlZWdOrUiXPnzuHk5ETDhg3x9PSs0usRz06j0RAdHc2iRYsIDw/H0dFR+ffeqFEj4uPjOX/+PB4eHri4uFTxap8fo9HI5s2bWb9+PTqdjkmTJuHq6oq3tzdr1qxRTv+HhYWxYMECEhMT6dChAzk5OdjZ2REbG8vKlSsZPHgwjo6Oj31+mJM2bdrg5uYm93Y1NXLkSIsI8hJqhfhfN2/e5MCBA3Tq1InatWtTUlKCvb099+/f58iRIwwZMoTQ0FAMBgPFxcXK+MSOHTty+PBhNmzYQEZGBq1atWLz5s306NGDoKAgZfJSVXJycuK1114jPT2d0NBQrK2tWbduHYGBgbi6ugKVB4WSk5NJTEwkISGB6Oho1qxZQ3x8PElJSWRkZBAdHU3fvn0toguAgBYtWlCvXj2OHj2Kr68vderUUWrH7e3tlQETluJpPUbVajWurq5otVpu376t3A/BwcFkZGRw9uxZzpw5Q1hYGA8ePGDZsmXs3LmTO3fuMG7cOOzt7dFoNFy7dg1HR0ezC7MmKpVKAm01ZgmBFqT8QFRzGzZsUOaYZ2dns2DBAtLS0khISOC9994jNzeXoqIiatWqhY+PD9999x19+/bF2dmZhIQE5SDNyJEj6dmzp/Ie9evXZ+DAgS9FoDWJjo4mNzeX5ORk9Ho9LVu2RKVSKbO/AT744APOnDlDcnIyrq6ujB07lvj4eNq1a8fXX3/NgAEDJNBakEdHXu/fvx+wjK4Vpt3SJ9swma7twIEDnDx5kqKiIqDykFfbtm0pLCzk999/V17fpUsX7OzslGE73bp1Y+HChUyfPp2NGzfSpUsXrl+/jrW19UsxIlSI6k52akW1dfHiRfLy8pS59MHBwfj4+DBz5kw8PDyYMmWKMqI2JyeHYcOG4e/vT3x8vBJm8/Ly+OuvvwgICKBHjx507NgRlUr1Up4W1Wq1hIeHc+TIEVq3bs27777L1KlTSU9Pp3PnzlhZWeHu7k6vXr1ITEykadOmuLq6EhwcXO2m5VUnpno6e3v7ql7KM3uyJdfTWtXNmzcPOzs7ysvLcXd3Jzo6Gj8/P1q1akVWVhYbNmxg4sSJAHh6ehIUFMT27dvZvXs3er0eBwcHrKysyM/PZ//+/WzatIlevXpha2v7UrbsEqI6kZ1aUW15eXkRExODm5sbpaWlFBYW8vDhQ2xsbJQZ6CaDBg1CpVIxfvx4JdAajUa2bt3KqVOnlFrEWrVqvZSB1kSv13Pv3j22b99OQEAALVq0YMeOHeTm5iqvGTVqFLdv36agoKAKVypepJEjR5r9eFuj0ah09bh06RKLFy9my5YtnD9/HoD09HTWrVtH7969SUxM5KuvvkKj0SiHvF5//XWCgoLIyclRhqcAdOjQgcDAQGUcLMD169f56aefSElJYdy4cURFRaFWqyXQClHFVPv27bO8MRlC/EMVFRVs3bqV1NRU4uLisLe3Z+nSpaSmpjJ27FhlStLDhw+Jjo6mdu3aNGrUCH9/f9atW0dRURExMTFmtZN5/PhxfvjhB4YPH45OpyMmJoY+ffrQs2dPrK2tgcr59qZfC2EuDAYDs2bN4vDhw7Rr147s7GycnZ0ZM2YM1tbWZGZmEhYWRnl5OfPmzWP//v0YDAZiYmLo1asXubm5rFmzhvz8fGbMmPF/ltpcu3ZNqb8VQrwcZKdWVBtPG55g2tm5c+cOO3fuBOCdd97h7t27HDx4kJKSEqCyiP6zzz6jSZMmpKens3LlSurXr09iYqJZBVqobLbt5OTErl27cHR0JDw8nLVr1/Lnn38qr5FAK8xNSkoKffr04ebNmyxbtozJkyczYcIEjEYjGRkZuLq60rlzZ86fP8/7779PYWEhX3zxBZGRkXz//fdUVFSg0+lo0qQJt27dUgYRmJiexphIoBXi5SM1tcLiPTo8AeDYsWOUlZXh5+eHm5sb4eHh/PHHH5w8eZLmzZvj6+tLv379WL16NYGBgUporV27NkOHDsVgMGA0GpUG5ebGdDho6tSpbNu2jaioKLy8vPDy8qrqpQnxX1Or1dSpU4dBgwYpgTMgIIAHDx4op/rVajUHDx7ExcWFuLg4tFot6enplJaWMn/+fGJiYmjXrp0yZelRlnI6XAhLJnepsHimLyODwUBcXBwzZsxgyZIlTJo0idOnT6PRaAgJCeHBgwekpKQAEBERQd26dVmzZg0rVqxgxIgRSuN1Gxsbsw20Jh4eHjRr1oxXXnkFtVpNx44dq3pJQjyT9u3b4+bmpoz+vX79OrGxsVy+fJmFCxcSHx/P3bt3yczMxMHBAa1WC8Dt27fp0KEDqampGAwG7OzslH6zT3ZPEEK83KSmVlicBw8esHXrVjw8PGjVqhVGo5GFCxfi6elJTk4Ow4cP5/Lly2zatImzZ8+yatUqAJYsWcJvv/3G22+/zRtvvMGFCxdITk7m1KlTtG/fnqioqCq+sn/Xo6NzhbAE58+fZ86cOVhbW5OdnU1ISAiRkZFkZWWxbt06/Pz8CAsLIy4uDr1eT0FBAQUFBUyZMkVacglhAeQbTVic4uJikpKSSE1NpaSkBLVaTV5eHgkJCdSqVQtra2v8/PwYMGAAd+7cUUbDdu7cGTs7Ow4dOoTBYMDb25vhw4ezaNEiiwu0II9TheXx8fHB39+fK1euMGbMGCZMmICPjw8REREMHTqUffv20ahRI0aPHs3t27extbVlzpw5SqB9Wt29EMJ8yLeaMFtPezRoNBpxcXGhd+/eZGVl8euvvwIQGxuLra3tYwegdDodAwcOZMWKFZSWluLt7U3jxo3JyspSDonUqFGDV16R0nMhzEVUVBQuLi4UFxc/FlJv3LhBvXr1KC8vp1evXsTFxTFp0iQcHByU11nC4AkhqjMJtcJsqVQqioqK2LJlizIZyCQiIoJatWqRmppKXl4erq6uvPXWW2zcuJHS0lKgcqeya9eueHp6Mnv2bAC6devGxx9/TFBQ0Au/HiHEs9NqtYSFhXHixAnOnTsHwLlz59izZw8tWrRAq9WiUqmoUaMGUFmGI2FWCMsgoVaYtczMTBYuXKjsrKrVaoxGIzVq1CAiIoIrV65w7NgxAKWEwFRDC+Dg4EC/fv04fPgwN27cQKvV4uvr++IvRAjxr9Hr9dy/f5+UlBSmTJnCqFGj8Pf3Z9y4cX8LsFKGI4TlkLtZmLUOHToQHBzM7t27ycvLA/4zGjMkJISGDRuSlpbGxYsXqVmzJsOGDWPTpk1cvXpVeY+QkBC2bNnytxY+QgjzpNFo6N+/P1u2bKG0tJQVK1YwatQo4O/9ZoUQlkNCrTB7Q4YMITs7mxMnTnDv3j2srKyUGjm9Xk9OTg4XL14EKssLdDodc+fOVX5eo9FgY2NTJWsXQjwfrVu3ZunSpcyePRs3NzeMRiMVFRWyMyuEBZO7W5g9Ly8v2rdvz+7du7l06RLwnwMf/v7+ODs7k5mZqbz+ww8/JCIiokrWKoR4MVQqFQ0aNKCiogKj0YharVae4gghLJOEWmERhg4dSklJCQcPHqS4uBio7FdbVlYGgJOTk/JaPz8/QkNDq2SdQogXS6VSyUEwIaoJCbXCItjZ2dG/f3+OHTtGcnIyJSUl3L17l6SkJEpLS2nTpk1VL1EIIYQQz5E04BQWo0ePHhQXF7Np0yYOHDhAWVkZKpWKsWPH4u3tXdXLE0IIIcRzJGNyhcXJzc0lPz+fu3fvEhISUtXLEUIIIcQLIDu1wuLodDp0Ol1VL0MIIYQQL5DU1AohhBBCCLMnoVYIIYQQQpg9CbVCCCGEEMLsSagVQgghhBBmT0KtEEIIIYQwexJqhRBCCCGE2ZNQK4QQQgghzJ6EWiGEEEIIYfYk1AohhBBCCLMnoVYIIYQQQpi9/wHM6vJ4gFAK8AAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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c1TVv2Yg4LyL+Wv9O6XrsiIi4LiKujYiXdc1/bkRcWR87ISJitMosSZLUktGsUfsKsO2AeYcDF2TmNOCCOk1ErAfsBqxfn3NyREyoz/kssB8wrd4GvqYkSdK4NGpBLTN/AdwzYPZOwKn1/qnAzl3zz8zMhzPzBuA6YNOIWBFYKjN/k5kJfLXrOZIkSeNar/uorZCZtwHUv8vX+SsDt3QtN6POW7neHzhfkiRp3GvlZILB+p3lEPMHf5GI/SLisoi47M477xyxwkmSJPVDr4Pa7bU5k/r3jjp/BrBq13KrALfW+asMMn9QmXlKZm6cmRtPnTp1RAsuSZLUa70OaucCe9X7ewHndM3fLSIWjYg1KScNXFqbR++PiM3r2Z57dj1HkiRpXJs4Wi8cEV8HpgPLRcQM4Cjgo8BZEbEPcDOwC0BmXh0RZwF/Ah4FDszMx+pLvYVyBuliwI/qTZIkadwbtaCWmbvP5qGtZ7P8McAxg8y/DNhgBIsmSZI0JrRyMoEkSZIGMKhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1CiDmiRJUqMMapIkSY0yqEmSJDXKoCZJktQog5okSVKjDGqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqgJkmS1KhhB7WImBwRE0azMJIkSZpptkEtIhaKiD0i4gcRcQfwZ+C2iLg6Ij4REdN6V0xJkqQFz1A1ahcCawFHAE/NzFUzc3lgS+Bi4KMR8foelFGSJGmBNHGIx16Smf8dODMz7wG+BXwrIhaelzeNiLcD+wIJXAnsDSwOfANYA7gR2DUz/1mXPwLYB3gMeGtm/mRe3leSJGksmW2NWndIi4gJEbFSRKzWuQ1cZrgiYmXgrcDGmbkBMAHYDTgcuCAzpwEX1GkiYr36+PrAtsDJ9pWTJEkLgjmeTBARBwO3A+cBP6i378/n+04EFouIiZSatFuBnYBT6+OnAjvX+zsBZ2bmw5l5A3AdsOl8vr8kSVLzhmr67HgbsE5m3j0Sb5iZf4+IY4GbgYeAn2bmTyNihcy8rS5zW0QsX5+yMqVPXMeMOu9JImI/YD+A1VZbbSSKK0mS1DfDGZ7jFuBfI/WGETGFUku2JrASMHkOJyXEIPNysAUz85TM3DgzN546der8F1aSJKmPhlOjdj1wUUT8AHi4MzMzj5vH93wJcENm3gkQEd8GtgBuj4gVa23aisAddfkZwKpdz1+F0lQqSZI0rg2nRu1mSv+0RYAlu27z6mZg84hYPCIC2Bq4BjgX2KsusxdwTr1/LrBbRCwaEWsC04BL5+P9JUmSxoQ51qhl5tEAEbFkmcwH5ucNM/OSiDgb+B3wKPB74BRgCeCsiNiHEuZ2qctfHRFnAX+qyx+YmY/NTxkkSZLGgjkGtYjYAPgasGydvgvYMzOvntc3zcyjgKMGzH6YUrs22PLHAMfM6/tJkiSNRcNp+jwFODQzV8/M1YHDgM+PbrEkSZI0nKA2OTMv7Exk5kXA5FErkSRJkoBhnvUZEe+jNH8CvB64YfSKJEmSJBhejdqbgKnAt4Hv1Pt7j2ahJEmSNLyzPv9JuTanJEmSemi2QS0ijs/MQyLiewxyJYDM3HFUSyZJkrSAG6pGrdMn7dheFESSJEmzmm1Qy8zL69+f9644kiRJ6hiq6fNKZnPxc4DMfOaolEiSJEnA0E2f2/esFJIkSXqSoZo+b+plQSRJkjSroZo+72fwps+gXJx9qVErlSRJkoasUVuylwWRJEnSrIaqUVsqM++LiGUHezwz7xm9YkmSJGmokwnOoJxQcDmlCTS6HkvgaaNYLkmSpAXeUE2f29e/a/auOJIkSeoYqunzOUM9MTN/N/LFkSRJUsdQTZ+XAVcDd9bpgU2fW41WoSRJkjR0UDsMeDXwEHAm8J3MfKAnpZIkSRILze6BzPxUZr4AOAhYFbggIs6KiI16VThJkqQF2WyDWkdm3gCcA/wU2BRYe7QLJUmSpKFPJngasBuwE3ALpfnzmMz8T4/KJkmStEAbqo/adcAVlNq0+4DVgAMiyjkFmXncqJdOkiRpATZUUPsgM6/1uUQPyiJJkqQuQw14+4EelkOSJEkDzPZkgoh4b0RMGeLxrSJi+9EpliRJkoZq+rwS+H5E/Af4HWXg20nANGAj4Hzgw6NdQEmSpAXVUE2f5wDnRMQ04PnAipSTCk4D9svMh3pTREmSpAXTUDVqAGTmX4G/9qAskiRJ6jLHAW8lSZLUHwY1SZKkRhnUJEmSGjXXQS0iDoiI10bEHPu3SZIkad7NS41aAC8Avj3CZZEkSVKXua4Vy8yTRqMgkiRJmtUcg1pELAq8Glije/nM/ODoFUuSJEnDqVE7B/gXcDnw8OgWR5IkSR3DCWqrZOa2o14SSZIkzWI4JxP8OiI2HPWSSJIkaRbDqVF7AfDGiLiB0vQZQGbmM0e1ZJIkSQu44QS17Ua9FJIkSXqSOTZ9ZuZNwDLADvW2TJ0nSZKkUTTHoBYRbwNOB5avt9Mi4uDRLpgkSdKCbjhNn/sAm2XmgwAR8THgN8BnRrNgkiRJC7rhnPUZwGNd04/VeZIkSRpFw6lR+zJwSUR8p07vDHxx1EokSZIkYBhBLTOPi4iLKMN0BLB3Zv5+tAsmSZK0oJttUIuIpTLzvohYFrix3jqPLZuZ94x+8SRJkhZcQ9WonQFsT7nGZ3bNjzr9tFEslyRJ0gJvtkEtM7evf9fsXXEkSZLUMZxx1C4YzjxJkiSNrKH6qE0CFgeWi4gpzBySYylgpR6UTZIkaYE2VB+1/wEOoYSyy5kZ1O4DThrdYkmSJGmoPmqfBj4dEQdnplchkCRJ6rHhjKP2mYjYAFgPmNQ1/6ujWTBJkqQF3RyDWkQcBUynBLUfAtsBvwIMapIkSaNoONf6fA2wNfCPzNwbeBaw6KiWSpIkScMKag9l5uPAoxGxFHAHDnYrSZI06oZzUfbLImIZ4POUsz8fAC4dzUJJkiRpeCcTHFDvfi4ifgwslZlXjG6xJEmSNNSAt88Z6rHM/N3oFEmSJEkwdI3aJ4d4LIGtRrgskiRJ6jLUgLcv7mVBJEmSNKvhjKO252DzHfBWkiRpdA3nrM9Nuu5Pooyp9jsc8FaSJGlUDeesz4O7pyNiaeBro1YiSZIkAcMb8HagfwPTRrogkiRJmtVw+qh9j3KWJ8AEYF3grNEslCRJkobXR+3YrvuPAjdl5oxRKo8kSZKqOTZ9ZubPgWuBpYFlKWFtvkTEMhFxdkT8OSKuiYjnRcSyEXFeRPy1/p3StfwREXFdRFwbES+b3/eXJEkaC+YY1CJiX8q1PV8FvAa4OCLeNJ/v+2ngx5n5DOBZwDXA4cAFmTkNuKBOExHrAbsB6wPbAidHxIT5fH9JkqTmDafp853AszPzboCIeArwa+BL8/KGEbEU8ELgjQCZ+QjwSETsBEyvi50KXAS8G9gJODMzHwZuiIjrgE2B38zL+0uSJI0VwznrcwZwf9f0/cAt8/GeTwPuBL4cEb+PiC9ExGRghcy8DaD+Xb4uv/KA95tR50mSJI1rw6lR+ztwSUScQzn7cyfg0og4FCAzj5uH93wOcHBmXhIRn6Y2c85GDDIvB5lHROwH7Aew2mqrzWWxJEmS2jKcGrW/Ad9lZjg6B7gNWLLe5tYMYEZmXlKnz6YEt9sjYkWA+veOruVX7Xr+KsCtg71wZp6SmRtn5sZTp06dh6JJkiS1YzhXJjgaICKWLJP5wPy8YWb+IyJuiYh1MvNayiWp/lRvewEfrX/PqU85FzgjIo4DVqIMtnvp/JRBkiRpLBjOgLcbUC4ZtWydvgvYMzOvno/3PRg4PSIWAa4H9qbU7p0VEfsANwO7AGTm1RFxFiXIPQocmJmPzcd7S5IkjQnD6aN2CnBoZl4IEBHTgc8DW8zrm2bmH4CNB3lo69ksfwxwzLy+nyRJ0lg0nD5qkzshDSAzLwImj1qJJEmSBAyvRu36iHgfpfkT4PXADaNXJEmSJMHwatTeBEwFvl1vy1H6lEmSJGkUzbZGLSImAfsDTweuBA7LzP/2qmCSJEkLuqFq1E6ldPi/EtgO+ERPSiRJkiRg6D5q62XmhgAR8UUcu0ySJKmnhqpRe6KZMzMf7UFZJEmS1GWoGrVnRcR99X4Ai9XpoFyhYKlRL50kSdICbLZBLTMn9LIgkiRJmtVwhueQJElSHxjUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRvUtqEXEhIj4fUR8v04vGxHnRcRf698pXcseERHXRcS1EfGyfpVZkiSpl/pZo/Y24Jqu6cOBCzJzGnBBnSYi1gN2A9YHtgVOjogJPS6rJElSz/UlqEXEKsArgC90zd4JOLXePxXYuWv+mZn5cGbeAFwHbNqjokqSJPVNv2rUjgfeBTzeNW+FzLwNoP5dvs5fGbila7kZdd6TRMR+EXFZRFx25513jnihJUmSeqnnQS0itgfuyMzLh/uUQeblYAtm5imZuXFmbjx16tR5LqMkSVILJvbhPZ8P7BgRLwcmAUtFxGnA7RGxYmbeFhErAnfU5WcAq3Y9fxXg1p6WWJIkqQ96XqOWmUdk5iqZuQblJIGfZebrgXOBvepiewHn1PvnArtFxKIRsSYwDbi0x8WWJEnquX7UqM3OR4GzImIf4GZgF4DMvDoizgL+BDwKHJiZj/WvmJIkSb3R16CWmRcBF9X7dwNbz2a5Y4BjelYwSZKkBnhlAkmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRk3sdwGk0RLT+1yAYciL+l0CSVLLrFGTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVET+10ASXMW0/tcgGHKi/pdAkkaX6xRkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhrV86AWEatGxIURcU1EXB0Rb6vzl42I8yLir/XvlK7nHBER10XEtRHxsl6XWZIkqR/6UaP2KHBYZq4LbA4cGBHrAYcDF2TmNOCCOk19bDdgfWBb4OSImNCHckuSJPVUz4NaZt6Wmb+r9+8HrgFWBnYCTq2LnQrsXO/vBJyZmQ9n5g3AdcCmPS20JElSH/S1j1pErAE8G7gEWCEzb4MS5oDl62IrA7d0PW1GnSdJkjSu9S2oRcQSwLeAQzLzvqEWHWRezuY194uIyyLisjvvvHMkiilJktQ3fQlqEbEwJaSdnpnfrrNvj4gV6+MrAnfU+TOAVbuevgpw62Cvm5mnZObGmbnx1KlTR6fwkiRJPdKPsz4D+CJwTWYe1/XQucBe9f5ewDld83eLiEUjYk1gGnBpr8orSZLUL/241ufzgTcAV0bEH+q89wAfBc6KiH2Am4FdADLz6og4C/gT5YzRAzPzsZ6XWpIkqcd6HtQy81cM3u8MYOvZPOcY4JhRK5SknorpfS7AMHmReUn95pUJJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlR/RjwVpLGlZje5wIMg2PCSWOTNWqSJEmNMqhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcrhOSRJs4jpfS7AMDjciBYU1qhJkiQ1yqAmSZLUKIOaJElSowxqkiRJjTKoSZIkNcqzPiVJ41ZM73MBhsmzWDU71qhJkiQ1yqAmSZLUKJs+JUkaI2J6nwswTDbljhxr1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUY6jJkmS+iKm97kAw9DvMeGsUZMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUQY1SZKkRhnUJEmSGmVQkyRJapRBTZIkqVEGNUmSpEYZ1CRJkhplUJMkSWqUQU2SJKlRYyaoRcS2EXFtRFwXEYf3uzySJEmjbUwEtYiYAJwEbAesB+weEev1t1SSJEmja0wENWBT4LrMvD4zHwHOBHbqc5kkSZJG1cR+F2CYVgZu6ZqeAWw2cKGI2A/Yr04+EBHX9qBsI2054K6RerGIkXqleTae1mdE1wVcnxHm+gxhPK0LuD4jzPUZQg/XZfXBZo6VoDbYx5RPmpF5CnDK6Bdn9ETEZZm5cb/LMVLG0/qMp3UB16d142l9xtO6gOvTuvG2PmOl6XMGsGrX9CrArX0qiyRJUk+MlaD2W2BaRKwZEYsAuwHn9rlMkiRJo2pMNH1m5qMRcRDwE2AC8KXMvLrPxRotY7rpdhDjaX3G07qA69O68bQ+42ldwPVp3bhan8h8UlcvSZIkNWCsNH1KkiQtcAxqkiRJjTKoSZKkJ4loYCROGdTGiogYF/+rqPpdjlbVy6WNCWPp/xgRB0XENv0ux2gbS/+T+TFW1nMs/Z4HioiFchx3Yh9L+9QxU9AFVSfYZObj/S7L/IqICVmNpR9JL3R2PJn5WEQsGhGb97tMQ+n8L/tdjjmJiGfUu4sAH+pnWUZT3UyM6x0rQERMjoglW1/PTkCrv+eFI2K1iFi4PjYmQmZnnxMR74+IvSJiWp0e89vu+lvprN/kfpdnTsb8Bz7edQWbTSLi7Ih4Y0Q8F8bODyYiFoWy0arT7wC+GBEvjYhJfS1cIzo7nog4GPh/wPYR0dTwOd3ft7oDWjIiPhAR+0bEU/pZtsFExAbAbjVUHgc8EhEH1MfGxM5yODoBLTMfj4i1I+K1EbF257F+l2+k1HU6EdigTh8TEe+IiI3qdN9rryLiVTDLtm4f4CrgSOAL9bGmQ2ZHRDwnIk4Eng08A/gKzAxwY1n9rawQEd+m7Is+1dr2ttu4+RGPJ90b14hYqO68TwK+AawAHBkRy9QvW7M7nIhYPCIOAzau06tHxHmUq0x8E9gfeFMfi9g3nRqQAfNeAGwFvDQz35uZj/andE8WEc8H9o2IJev0TsDPgYeAjYD3RMRa/SvhTF21GVcBRwPb14eOBN4aEVPGys5yOOp2YKGI2AM4B9gO+GFELNf6NmI4Or+TzPwLcB/w0oj4ImU7sih18PNOOOqz50fEYgC1qX1bYEvgc8AbImL3fhZudgaG3Ih4FnAGZQivV2bmEcDdEfGB+viYyg6DrN9k4DjgMsp+aCPg7RGxcu9LN2dj6sMe77qav7qPWCYCvwO2AB4H3gAsDby75wUcpohYLiLekpn/Bj4P/DEipgL/opT7CMrVJVak1Hg8Y/avNj511YCsFBHPrrMnUGoLdoyIQyPiyxGxA/SvBqhrg3wTcDozr7H7GPAqysZ8M0oYf2U/Q0HXDr1Tm/FyYDLwsYh4SWb+Avg9cFS/yjgSaiiLrunJlAO5PYBXZ+YbKSG6M+jnmA1qtTa0e3t4EvAsYInM3DMzjwH+FhEfrcv3fJ82oKb5MOAD9f55wN6UIHACcDzlILu52udaQz4lInaJiMmZ+UfgLGDpiFi6LnYUsHtErDiWDgBqjXNnm7BDRKxWH5oC/Cgz7wXeAawLLN+fUg7NoNaQruavnSLih7UafUpm/j9gJ2C/+veTwPSI2LA2izbzg6lHLqsCr4mIbTPzPuB/gUPrD+JK4MvAX4EXUq7ZekCfittTnaO6zv8rIj4MfA94bUR8mdLk+VVgTeAO4Bbg2OhT36PunWRmzgCeB5wQEWtn5veBpwBnUmqtPg+8oC7TF119TnaIiPNr2ZJSm7FXbdp4B/CK2iw65kSU/qr1d79BrR18EPgZsBiwUl10f+AFEbFFp8atb4WeDzVALB8Rn4uIT9VatYuAxyJi/brY/wBvjoin9iNAdH3vjqmhZsuIOK4+vALlQGabzDyU8ps5spflG8zAzygi3gr8GngZ8PFao3YS5braz63boN8DlwCfgrabcKP0CdwcnqhxnhYR51IqCSYDywF/A1aIiEUy83LgqZQKkeaMyR/veFCbvpaIiPdFxIp13tMi4j3ANpQj4pcAB9enbAKcnZl/o3yhAF4L7fxg6k7kMeAK4KfA6+pDPwWWrU17ywJLZeb/ZuZ/KbWEW4znWrVaw7h556iu7mSfUe8+F7iW8r9+Yf1cjsrM04ALKTVAS8/2xUdRV0foQ6M0ff6ess3YvIaeLYA/19B2M/A0YJuofRJ7obtJI0pT+4nAO4EfAd+rIeZkYCqwR2b+HTgb+Gyvyji/6raiU9ueUfrWnEmpMXtPRLyWsk5/AdaOiOXrb+sTwLfr88ZEv6JOoOw6mNmA0rT5V2aeDPIt4FHg2RGxRA1v5wFfhNHfHg4MvVH6cn2FsvN/gNLqsU+UZrSFgIeBTSNiO0rQeSD61J+ufpVmOfCL0ud5CvBMSj+0TqXAA5TuNntRfj8AB1IOdppVP9vpwJ1ds7cD/pCZW2TmNZl5E6WS4CX1BnAvpT9hezLTWx9vwHO67r+WElw2qdMvptQ+bQLsAvyC0tR0IbBZv8s+m/XZihLMvkQJbK+hNOkdCXysLvMLytHaZcD7gRX6Xe5R/kymUDZ4bwF+CWwKvB74IWXDeAHwvLrsIpSmnYspNQeb9rCcCw34+7L6PzwBWL3OewNlh/iMerun/g9/Sdm4T+plWev9hSm1SQsDW9R5TwW+Tmkio/5+fgysUqf36Pf3YpjruXr3b51yoHM0sHed/jZwPmUnu2n9Pr24a/mD6t/o97oMY12j6/7S9e8LKbWFkym1tS+n1FJtSwmqnd/NQsCqPf7edX4n+wL/7n5/ykkPZ3f+B5SAdj6wXh8/3+6yr0M5kF68Tk8E3kupVTuQsv3eg7LtvgTYYXav1dJtwHdoE+D19f5PKN0CAJapf1cE9qEc1F0GfLrZ9ep3ARbEGzCh6/7SwPeBLev0b4H31/tT64/mc/UH82zgEGDJfq/DwPWo05PqznHHukN5P6VpbwrwnLph3aZudHft/HDG463z2XQ2HHWH+i/gkDq9OnAj8J6u56xHCeeTgVf2uLxP2kABH+3a0S9NaYanbtDeUTfuL63L9SRQDiwn8FbgUkrT64Zd898MfGPAsqcB2/X7uzE36wmsX3f6H6k70bUoQWVtygHPmZQ+USfU5T9Z/x9T+70Ow1zPxQZMb0Q50egLwO7AEnVHel793v0I+Etd9gxK2FiYAQcZo1zmp9T/yeGUwDOF0p/rvQOWuxfYtt5/+lDf4x5+3pMowfJi4AeUioBOgPlJ1/bqQsqBzWrAav3+nsxhnWLA9Nb1O3EIpUJgeUpXgJ8NWO5p9e+qNF5Z0PcCLCi3umHde8D0ovX+scBn6/2N6w+8UxOwSSs7mK4fcXfQnAA8o95/CjCj86Wn9Jf5P0r/NCg79xOpR3Hj8TbIRmPd+ndLSk1jZ8O9GKWW8SfAGnWjfy3wmj6WfRXgw5QTPVaiBO7bgFPrTvHiumNcv+4wn9fj8g0MaZ+oZZtICWoXAmvVx95MacLZFPgN8ApgYr+/H8P5/gz4fS1Mqa28Gdi1a/5bgf+p9w+gNNm8ihLipvV7PYa5rttR+mQ+pU6vXn8PW9X/3e/q/23SgOedQ6l5XqUP37lNKTV8+9b/we8pB9AvoRxwT+ta9kDgnQOeP2G0yzxE2SfU38m11IBMacX5EeXg8ArKyV67A98FXg0s3P3d7Pd3ZhjrPLFuZ1cCnl63EQdTAuqllIOa6ZQKhC+MhW1CpkGtF1+c1etO+B2UzuKb1C/In+pGakVgqfrjf2V9zmnAWfX+YsDK/V6PWpaVBkzvVH/cl1H6MSxEOaI/umuZLwB/pJxRsyzjNKQNslF8FaV29DvMrJXagXIUu2bXch+lNDOc3j2/B+UdGChfVnf2bwE+QwnYUyg1fGsCKwM7A8fX5V/cq7IOKOfy9TN9Tf0+TaE0zf6aUsP0zrrcScB/KH09d+r392MY6zWwdvoplCbOVwMvqt+Rl1BDCyU4f7Xe/wxwDKWPY9/XZW7WldIc2NnubV23Hy+u25SPUALZwsDiwPvqtuQDQ32XR6iMCzFrU+FK9e/LKLUzG1BqnE6rZZtCCQFf6PfnO8i6TGNmc982lGba1er0CvW3/lJKbeaZlMDZtybaefgOTaTsf15NCWhXUQMYJXSeQDm4XJtycPxj4IB+r8NcrW+/CzBeb/WH/nHgGuCD9Ut0LOXo+M11ma9Q+gVMBPakVPkvCSwD3AUs3+/16FqflYB76/3F60b0B8zsL3IapQZmU0pA2ZbSlHcKJaQ2XX0+H5/LROD5wOQ6PaHuaL5aP7PtKKH8kPr46ZQj8W2Afeu8RXpY3hhsxwYcSjk5YE3g6s5Osuvx11BqON7Qo3JOqDvmXZlZS/ZiSvA6oGu5PYGv1fsvp3Qgfj7wLmqNU+s3Sg3S3szsL7Qj5cSAD1CbMCnNOJ8Bnlmnl6871KvqdqbJvjVzWO8NKF0Cfkzp5rEupYP3T5n1YGZDyokqX6bHAYLS9Pe2+psISiC4gnJQ8Iqu5SZTzu48kdpFoOuxnv1vKGODva/eX5vSJHshpQZp0zr/i8Dnu57zdWrIp5zo1Zk/6Laiz9+ZgQeYC1EqM95Mqd38LKVvbyeILkvZ/34UWLbOGxO1aLOsZ78LMF5vlE7X36SrD0bdMN0C7FanX0CpcXpFnb4AOKze70mn7Llcp88Db6v3jwOu7XrsyPqDWJ4SSk+tG7e+NeWN8mcxmdonqu5Qj647kg9QBuFckhLI/lA3Hl9k5lHdZ+pn87Yel7m7o+2mlI60G9TpD3btJF9c502g1KQdAPwKeEGPyrkvJZB9k3Km34V1/maUYUt2r9ML1XX4Tp1+A2X4l+l0Ndm0emNmP8Y1KE0zS9bpTwGvq/dXoAT+Retval/KcBQ7U/oNLtvv9ZiX9a47zp9Tajxuowyb8DTKAcLH63JrUwLGAQzoxM8IB4j6mq9m1pO7PkKp2fsQpblw//q/uIiZJ60sRDn42nUkyzMf67ElcDelb9/JzDwYvIhSSbAo5WDsn/UzP5gS9jca7LvZyo2ZNYKd7jdbU2rRjwN2qfMmU4L045SzoLeibIefR9kWL9WPso/I+ve7AOPxVjdE3wB2rNOd5opJlKEDTu9a9l2Uo7CplLP91u53+YdYr8l1IzCpbrDOZWboXJcS5N5c13/MHeHPxedwEKXG4111XV9HOQX/q8zsW7gG9ayvOn1l3XAuVT+/ntWiDSj7JEoNwe8oTR5/p9Tg7kGpFV2/LrcSJTCsTz0Dr0flW75uaDsBcuVazkXq9OHAGV3Lb0oJyFfV39w6/f5+DGMdFx8wPZFSG3gK5WzVXerv7FTga5SDux3rb+yTlBqd6f1ej2Gu66A7fEq46ZxAtRXlIPWZ9Xfza0otz5+Adw943ohvV+p7TmRmrdIidfrrwHJ13rb1N7w09eCA0vx8JeUkh8VHs4zDXI/OCRXfBj5X7z+3fp6forR0dLoGvIcSPveh0bBPqdFblDIcyw+YuR99OSXAr03pY/cAdb9Jqfn/cP1/fYV6EDfWb30vwHi91Q3Rk06Np1Sln8HMI+ZnUDo89qx/0nyu1/7UfhjAG+uPqBNODqnzmq/NmMd1n0CpefoetQmqzn86pdbsw511pwTvR6gDRtbnvIUeHtUN3GFQ+tF8jFI71ulzc0Zdp9UpBxFX1vX4I31qUqPUMr+23j+vlumjdSe5av1t7dW1/FLAi/r9/Rjmum1XP+/O579f/dxXpQSzTm3hZpSwvBCl1ukzdf5i/Sj3PK5r93bvTZQDmnUofc5Oo/S96+x8vwec2VlHytmtywz2WiNZvlqmU5h5BuA7Kc3tS1IOYjrDuXQOvj9Zp1ekBOp1R7OM8/J5U/o33kcJoAdR+wxTtt0P1N/60pQTN3atj/XlwHGY63Uh5cD4wDr9asqB5SGUEwTe0bXszsCJ/S7zSN8c8HYU1MEafwFMi4ipmZlRr/9GufTObcD+EbFsZv45M9+ZmTf0rcBz5xRgu4hYh7LheoiZl7M6MTO/kmWwzfFoArA58NbMvCIilo2IxTLzOko/vOdRdsRk5p2U5tBvUJo9j8vMz2a5UsOo676qQERMj4g1M/OflI3zfygntUD53+1I6Q/5CcqG/SbgVZn5ruzPQKlvA06LiCsonc23oYSWUzLzFkrfrH0jYgpAZt6XmT/vQznnxeOUwLx5nd4U+GFdr18CL4qIZ2XmJZTmqTdTuhWcB5CZD/W+yMMXEUtHxKcjYt263Vs3In5B6ay+MOW3sChwPaX5qjN49y+A50XEszPzocz8W2beGxET6kDaOYJlnBIRS9XXvI7yOW9dH16MMpRQUsLkMfDEZclupAzovFlm3paZ38zMa6Jc0qsvVw/pVj/vhTLzbkoH+rMpAwNPiog1KQeNl1D60/6Lsn571+c80reCDxAR20fEhvX+4pTa1jOAbSNiJUq/s49TKj12yMxj65UIJlEOcP5fn4o+aqLP361xqwaZg4C/ZebxXfMPojQh3kH5IT3Q7x/43IqI5wHHZubzI2JrSufMn/S7XKOps7OIiJMoG4prKRuKFSnjo/0vpXZ0V0qflu0oTdor9CqER7mG4O6ZeWKdfirl+oJPB/5MadLZndKP7kHgS5l5R0R8CHh+Zr64F+UcjojYm7IRflWdXpjSHLgh5eBge+CbmXl//0o5Z/WgLboDb0QcSmlu/g1lPd6VmQ/Wg7njKZ2iv035X21XH7+ix0WfJxGxHKV5ekJmvj0iNqH0l/olJTzsTBn64VDKui5LqTV8CPhiZl40yuVbi3KVgy9RWjz+E+VC6VtS+o4+wsyamu8Dl9dyr04JcQlcl5mfrK83oiFyJEXEtZTa8+soQ4V8IjM/3d9SDS0iVqBUZPyCMij1rXX7NJHSBWAVyrb2EuDgzLwoIp5J6XbzCeCc8VhRYI3aKMnMaynt6rtFxP9GuX7njym1Fz/MzC9n5v2t/siHkpm/ARaKiA0y84LxGNIiYruIOLDe794Y/y+lP9qGlI3g9ykdjj+fmd+i9Kv5NOXI7vEehrQJlOD4ynqpGii1Zo9l5saUsyPXoXz/vk3p+zUdIDPfS+k/15JTKZfdeXqdfg7lyPq+zLwjM780BkLahCwer0f8G9WHzmXmySYbAhOjXG/wIUoT4MspTaGnZOa2rYe0mPWi5HdRamqeHhHTM/O3lKDwM+B2yjiRL6X0Qdyf0q/zgsx8w2iHtFq+v1EC8k7AOyNif8q4bHdTQuT1lP6bz6H053wFpRXkAUrYeYyuywy1uP3u+n8cQekH+BHKiU+fro/35fJVw5GZt1Nqy9YCdoiI11NC2BqU7hjrU7Zz76Zcv/cnlD6qn87Ms8djSANr1EZdlAvDvoDyw/9FZn6uz0UaEXUn9Fi/yzHSajPA4xGxKWUDvlFm3j7gWosTM/PRzmcQEU+jBLh968sslpn39LDMndq+CcBhtcx7RMTbKR2F31eX2wE4JjOfGRHvp4SFT2TmHb0q69yoNbcnUcLwy4GTM/NL/S3V0Or/YA9KiL+x/l+OowwtchFlR38kZX32ppzV+XvKGeEXUWpv1snMX/a88POg+yAmIl5KGZriGxFxCGU4iD1qrdpemXlQba4+n7Lvec6A11qoF03tEdFpAtySUrvXGTMwKGeiXk3ptnAb5ffxSERMowyvtDCwf2bePNrlnB9d27Hzgf/LzG/W7+bjLYbLbrVm+XZKH8ajKQe/j1DO8NyLcmbuXnXZjTPzsn6VtVcm9rsA411mXgxc3HIV+bwYjyENZl68OjMvjYhrKJ2L31HnZf37aN0QPhYRS1E639+fM/sP9bQfUQ0DW1GanGYAG0bEyylh4YSI+FhmPkAZr+pNUS6afkYtc5MhDUrNbUT8i9JM+PzMfLjPRRpSROxDCev3A68ELomIq4C7M/PZtclzf8r/6ERKjecvKSdPdMbce3CshDR44ru3GeXsu9WBDSLi+5TxuzaPiF0o3QTWq90+Xky5JN5vYZaDjOhFSKtlnhER51HG23shZef/ZkpN2VMofZzOAe6pIW0yJdSdlZmn96KM86uGtCUpXRz+VueNiW12Zj4UEe+iHPDsQ6lRW4syXMoPga0iYqvM/NmCENLAGjXpCV07jSMoQwb8hXKm5hY1cD+xHKX6/e3UwX4z80M9LOcstZm1E+2XKcMJ/IoyNtImlLBwIqWLw4WU5p6HMvONvSrr/BorNbcRsTzwD8rl1P4SEbtSriTwdcqltz5H6c94GmXn0zkD8o2Uk3Au6Ue551ZXLXLnt7I85RJEx1P63b4NuCYzD4uI3Sh9NvegNHnuCfwhM0+ur9W3g9cavm6mnNX5UES8jtKneC3KpdH+1o9yjaSIeDElGB89Fn5D3Wrz7S2U7hnXUWrXfl0fXqo2sS8wDGpaYNWNQXbvLGq1+7coF0v/Q0R8jLLhfuGA5y5C6b9ycWbeNsrlfKJps7PBrc0Y0zLzz1FOIvgj8NzaTLsSZQiIyygBbgfKJa0uz9oJWiMvIj5PCSInRTnL7mTK4LRPoVyN5IDa2f5C4HeZuVdErJ+ZV/ex2MMysFkyIhbOzP9GxDaUK0W8ss5fi9KcuAtwA+X79+fM/OCA1+t7C0NE7Ec5CHtjnV6cMmbgqP6ee6WFz3h+1K4Px2Xm8/pdln7zZAItsDLz8RqANo6I50fEVMpO9b+U5iky893AmrVT6xMddTPzkcz8To826ivW9+yEtJ0o/ZpOi4i9KMMLfIMygjuZeWt93lsoA9ieDexpSBt1hwBH1xrOHShDI9xJqaXZOMpZuHtTmm8uAhgLIQ1mdgmIiG0i4rfAyRGxHuXsyGfHzJM+7q63w2tT9YcpQ/pQn/9EX89eln82vgDsXMMllNrm21rubD83GvmM51mWk9YyylmdCzSDmhYYUSzUdX9SRJxAGax2C8pZhXdRwtpmXU+9CDg2Iib1qh9NV5lXonSmJSIWj4iPUAZJ3YZyndhtKEM8fAN4eURsW3egj1POqLsbSr+6XpZ7QZSZD1L6CT5IGTX9oCxjgp1NGW7gNEq/qE9k5pf7V9Lh6YSqen/piPgc5azh9wD3UPrbLUsZ1uL/6qIrUsLbWhHxvMy8KjP/0VhAA54In2t3mjm7+qCOqWbCcW7LbPys516w6VMLhIhYFng2cElmPlCbOFemXHLkY/XvGZSx0J5L6RT+HcrYSStTroN5XD92NLVJ7arM/HSUMwhfkZnr1MeOpAwgeiKlw/OOlP5AR9WAoB6qgWQG5cy02yNi8cz8d62lWSrLoMNNG6xfYEQsTels/83MPDQinkHpe3Yf5Wy871JqEDegXFptK8ql8sZE3zupZQY1jWsR8RzKUf6FlEE216CMxXMEZafyIsrlVO4HjsjMv9TnTWfmeFbvzMwZPS76E7o6Pq9MqcH4HOV6l2dGxLqU9bqUMohn9rrWT7OqfWuOz8zN5rhww+pZqosCv83M82vz/+GZuUF9/NWUQHZmZv4yIlapZ1TuQBmCZI/MvL5vKyCNEzZ9atyqzZyLAldm5r+BaZTrxH0ny+Ca3wNeRjnr7tX1bL2XR8Rr6+Pvzszd+xnS4IkmtSNrOW+lDFi7S0QskZnXUMZ9+i/lupyGtD6rfWseGyt9ayLieRHxjFrLTESsE+WyT+tTDgC+GeWSUKcB10TE0fWpvwLupQxuuxDwaER8knI29L6GNGlkWKOmcWeQ4SteShkv6SRKB/s7KbUAd0bE/1H6pH2X0jS6DfD+zPxuS2dNdZ2uvhWldu3zwA2Z+b6oA/D2tYCaxVgYViQi1gCOovTHvBggM99Uuwk8i3LCypGUMcZ+lpmvijJ47enAtpl5fUQs1xkqoZ4JvYoBTRpZ1qhp3Og6I7NzdmSnM/RjlHHFFqNc1ms9Sn8uKMHtW5QrR/yXcrr+d+vrNBHS4ImOz6+hXJ/zIcqwB7+qjxnSGjNGQtr1wP/LzPUow7ksGxFTslxV4wrKyQ+3Z+YywGYR8fosl4T6LrAuPHHJqM7wHY8Y0qSR55UJNOZFxOTMfLBrCIEXU0axviAivp+ZF0TEFsBhmXlgffy5US4APIky3tU3Wm82zDJS/xPXWO13eTR2ZeaNEXEF5ZJJUMZ7WxLYnDKA7UTKNW1PrY9fD+wfEd+idAnIAa/X9G9HGsts+tSYVc+kez2wPOVC6JMoo58/izLUxhTKUBbPoYxl9QnKtRT/QBkdfg/K2ZHf63XZ59VYaFLT2FAH5b2Y0g9tYcpZz28BzqP8Tj5ECWxPpQyefFZmdoaKaaZbgDTeGdQ0pkXEm4ANKTuZBygX8D4rM4+oj3+Lckmb99aRyHej9K95pF9llloREScCK2bmq+v0upRQtjywBKWm7W9Zr3FpQJN6z6CmMaWeGPCUzPx6nZ5CGZ7i4cz8UB1XrDOkxv0RsQGlT83WwL8oZ32eBjziDkcLujr0y43Aqpn5n4iYSOmz+dbMvGnAsp5VLPWBJxNorFkaeH89w4w6gOgvgadGxEsoVxlYB9ii7liuooyhtk9m3puZX8zMhw1p0hNDv7wXOK724/wNZXDnv3eW6bqqgCFN6gNr1DSm1J3GqcAtmXlknTeRUqs2OTOPiogDKcNxvD0zb3X4Cmn26tnS91CuPHB4Zv6qz0WS1MUaNY0ptSbsWGDHzoWgawj7NaUWrXMW55LACl2PSxpErSlbKzNf0AlpnaFuJPWfNWoakyLiGGBaZu7aNe984H8y82/1Aur/6V8JpbHHs4ql9hjUNCbVy938gXIx8ispTZ93AAcZ0CRJ44VBTWNWRGwJTKf0R/t6Zn6pvyWSJGlkGdQ05jlsgCRpvDKoSZIkNcozeyRJkhplUJMkSWqUQU2SJKlRBjVJkqRGGdQkSZIaZVCTJElqlEFNkiSpUf8f1Dc2ye55cDUAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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vv6fo3s5MaJWi+wMAAPZDzxgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAINSLYwdOXJE3bp1kySFhITI19dX3bp1U48ePXTlyhVJ0vLly9WhQwf5+Phox44dkqTY2Fj1799fvr6+6tmzp65du5ZaJQIAABiXKmFs3rx5Gj58uOLi4iRJY8eO1YgRI+Tn56eXXnpJ8+bNU2RkpPz8/BQQEKCvv/5aU6dOVXx8vJYuXSpvb28tWbJE7dq106xZs1KjRAAAAIeQKmGscOHC+vLLL20/T506VWXLlpUkJSYmys3NTUePHlXlypXl6uoqT09PFS5cWKGhoQoODlbdunUlSfXq1dPevXtTo0QAAACH4JIaO23WrJkuXLhg+zlv3rySpJ9++kn+/v5avHixdu3aJU9PT9t93N3dFR0drejoaNt2d3d3RUVFPfY4ISEhqVF+mmPycYiNjU1XzwPtcVzpqS0S7XF06ak96aktUvprj5RKYexRNm3apP/+97+aO3eucubMKQ8PD8XExNhuj4mJkaen5wPbY2JilC1btsfuM7m3LXX9bodj/Dv2eRweLSQkxOjxUxrtcVzpqS0S7XF06ak96aktUtptT3Bw8GNvs8vZlGvXrpW/v7/8/PxUqFAhSVKFChUUHBysuLg4RUVFKSwsTN7e3qpSpYp27twpSQoMDFTVqlXtUSIAAIARqd4zlpiYqLFjx6pAgQLq37+/JKl69eoaMGCAunXrJl9fX1mtVg0aNEhubm7q2rWrhgwZoq5duypTpkyaMmVKapcIAABgTKqFMS8vLy1fvlySdODAgUfex8fHRz4+Pg9sy5Ili2bMmJFaZQEAADgUFn0FAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABrmYLgD2U3ToxlTa8+8purczE1ql6P4AAHBk9IwBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAxKtTB25MgRdevWTZJ09uxZde3aVb6+vho1apSSkpIkScuXL1eHDh3k4+OjHTt2SJJiY2PVv39/+fr6qmfPnrp27VpqlQgAAGBcqoSxefPmafjw4YqLi5MkjR8/XgMHDtSSJUtktVq1bds2RUZGys/PTwEBAfr66681depUxcfHa+nSpfL29taSJUvUrl07zZo1KzVKBAAAcAipEsYKFy6sL7/80vbziRMnVKNGDUlSvXr1tGfPHh09elSVK1eWq6urPD09VbhwYYWGhio4OFh169a13Xfv3r2pUSIAAIBDcEmNnTZr1kwXLlyw/Wy1WmWxWCRJ7u7uioqKUnR0tDw9PW33cXd3V3R09APbk+/7OCEhIalRfpqT3h4Hk+2JjY1NV49nempPemqLRHscXXpqT3pqi5T+2iOlUhj7Myen/3XAxcTEKFu2bPLw8FBMTMwD2z09PR/YnnzfxylbtmzqFW3zux2O8e88/ePg+G2R7PW8PlpISIjR46e09NSe9NQWifY4uvTUnvTUFinttic4OPixt9nlbMpy5cpp//79kqTAwEBVq1ZNFSpUUHBwsOLi4hQVFaWwsDB5e3urSpUq2rlzp+2+VatWtUeJAAAARtilZ2zIkCEaMWKEpk6dquLFi6tZs2ZydnZWt27d5OvrK6vVqkGDBsnNzU1du3bVkCFD1LVrV2XKlElTpkyxR4kAAABGpFoY8/Ly0vLlyyVJxYoVk7+//0P38fHxkY+PzwPbsmTJohkzZqRWWQAAAA6FRV8BAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBLvY6UEJCgoYOHaqLFy/KyclJn332mVxcXDR06FBZLBaVKlVKo0aNkpOTk5YvX66AgAC5uLiod+/eatiwob3KBAAAsCu7hbGdO3fq7t27CggI0O7duzV9+nQlJCRo4MCBqlmzpkaOHKlt27apUqVK8vPz06pVqxQXFydfX1/VqVNHrq6u9ioVAADAbp5qmDI6OloXL17UnTt3/vGBihUrpsTERCUlJSk6OlouLi46ceKEatSoIUmqV6+e9uzZo6NHj6py5cpydXWVp6enChcurNDQ0H98XAAAAEf2lz1ja9as0ZIlS3Tjxg3lzJlTUVFRypYtm3x9fdW6deu/daCsWbPq4sWLatGiha5fv67Zs2fr4MGDslgskiR3d3dFRUUpOjpanp6ett9zd3dXdHT0I/cZEhLyt2pIr9Lb42CyPbGxsenq8UxP7UlPbZFoj6NLT+1JT22R0l97pL8IY0OHDlWVKlU0f/58ZcuWzbY9KipK69ev14cffqjJkyc/9YG+/fZbvfjii3r//fd1+fJlvfHGG0pISLDdHhMTo2zZssnDw0MxMTEPbL8/nN2vbNmyT338f+53Oxzj33n6x8Hx2yLZ63l9tJCQEKPHT2npqT3pqS0S7XF06ak96aktUtptT3Bw8GNve2wY+/TTT+Xm5vbQdk9PT/n6+qpjx45/q4hs2bIpU6ZMkqTs2bPr7t27KleunPbv36+aNWsqMDBQtWrVUoUKFTR9+nTFxcUpPj5eYWFh8vb2/lvHAgAASCseG8aSg1h0dLQCAwMVHx9vu61du3aPDGp/pXv37ho2bJh8fX2VkJCgQYMGqXz58hoxYoSmTp2q4sWLq1mzZnJ2dla3bt3k6+srq9WqQYMG/e1jAQAApBVPPJuyT58+yps3rwoUKCBJtjlef5e7u7u++OKLh7b7+/s/tM3Hx0c+Pj7/6DgAAABpyRPDmNVq1eeff26PWgAAADKcJy5tUbp0aR05ckTx8fG2/wAAAJAyntgzduDAAW3fvt32s8Vi0bZt21K1KAAAgIziiWFs3bp1slqtunbtmp555hk5Ozvboy4AAIAM4YnDlPv371eTJk3Uo0cPvfTSS9q9e7c96gIAAMgQntgzNn36dC1ZskT58uVTeHi4+vXrpzp16tijNgAAgHTviT1jzs7OypcvnyQpX758rPkFAACQgp7YM+bh4SE/Pz9Vr15dBw8eVPbs2e1RFwAAQIbwxJ6xyZMn69KlS5o2bZouX76scePG2aMuAACADOGxPWN//PGH8ufPrytXrjywGv61a9foHQMAAEghjw1jCxYs0LBhwzRy5MgHtlssFi1atCjVCwMAAMgIHhvGhg0bJkny8/OzWzEAAAAZzWPD2IsvvvjYXwoKCkqVYgAAADKax4YxAhcAAEDqe2wYGzx4sCwWyyNvmzJlSqoVBAAAkJE8Nox16dLFnnUAAABkSI8NYzExMWrYsKGWLVv20G01atRI1aIAAAAyiseGsRs3bkiSIiMj7VULAABAhvPYMFazZk1dunRJHTp0sGc9AAAAGcpjw1ijRo1UsGBB5cmTR5JktVol3Vv0NSAgwD7VAQAApHOPDWMzZszQpk2bFBcXp+bNm6tp06bKkiWLPWsDAABI9x4bxpo2baqmTZsqKipKmzdv1qBBg5Q9e3a9/PLLqlu3rj1rBAAASLecnnQHT09Pde7cWb169dKdO3f00Ucf2aMuAACADOGxPWOSFBoaqg0bNigwMFDlypVT586dNX36dDuVBgAAkP49Noy1atXK9v9JkybJzc1NknT27FkVK1bMPtUBAACkc48NYzlz5pQk7d27V/v27ZN074xKi8WiRYsW2ac6AACAdO6xYczPz8+edQAAAGRIj53A/5///Ec//vijEhMTH9ielJSkrVu36oMPPkj14gAAANK7x/aMjRkzRgsXLtSUKVPk6emp3Llz6+bNm7p27Zpat26tsWPH2rNOAACAdOmxYczV1VU9e/ZUz549debMGV2/fl25cuVS4cKF7VkfAABAuvaXS1skK1q0qIoWLZrKpQAAAGQ8T1z0FQAAAKmHMAYAAGDQ3w5j3333nVavXp0atQAAAGQ4/6hn7LnnnlN4eHhK1wIAAJDhPNUE/vu1b98+NeoAAADIkJ4YxtasWaM5c+YoPj7edjmkbdu22aM2AACAdO+JYWzevHmaPXu2ChQoYI96AAAAMpQnhrFChQqpSJEi9qgFAAAgw3liGMucObPefvttlS1bVhaLRZI0ePDgVC8MAAAgI3hiGKtfv7496gAAAMiQnri0RevWrXX79m0dPXpUt27dUqtWrexRFwAAQIbwxDA2cuRInT9/XnXq1NHFixc1fPhwe9QFAACQITxxmPLs2bNavHixJKlJkybq0qVLqhcFAACQUTyxZywuLk537tyRJMXGxioxMTHViwIAAMgontgz9vrrr6tt27YqVaqUTp06pf79+9ujLgAAgAzhiWGsTZs2qlevns6fPy8vLy/lyJHDHnUBAABkCI8NY7NmzVKfPn00ePBg2/piyaZMmZLqhQEAAGQEjw1jjRo1kiQm7AMAAKSix07gL1WqlOLj47Vo0SJVrlxZlSpVUoUKFTRz5kx71gcAAJCuPbZnbNWqVZo9e7auXLmi5s2by2q1ytnZWVWrVrVnfQAAAOnaY8OYj4+PfHx8tHLlSnXq1MmeNQEAAGQYTzybsnr16pozZ44SEhIkSRERERo9enSqFwYAAJARPHHR1yFDhkiSfvrpJ124cEE3btxI7ZoAAAAyjCeGscyZM6tXr17Kly+fJkyYoCtXrtijLgAAgAzhiWHMarUqMjJSt2/f1u3bt3Xz5k171AUAAJAhPDGM9evXT//3f/+nNm3aqHHjxqpXr5496gIAAMgQnmoCf/Xq1SVJjRs3TvWCAAAAMpLHhrEXX3zxsb8UFBSUKsUAAABkNI8NYwQuAACA1PfEYcqPPvrooW3jx49PlWIAAAAymieGsZYtW0q6d1blL7/8ooiIiFQvCgAAIKN4YhirW7eu7d/16tXTW2+9laoFAQAAZCRPDGP3zx2LjIxk0VcAAIAU9MQwtnHjRtu/XV1dNW7cuFQtCAAAICN5YhgbP368fvnlF50+fVolS5ZU6dKl7VEXAABAhvDEMDZ9+nTt27dPFSpUkJ+fn5o0aaK3337bHrUBAACke08MY4GBgVq5cqWcnJyUmJioV155hTAGAACQQp54bcr8+fMrJiZGknT37l3lzp071YsCAADIKJ7YMxYREaFmzZqpTJkyOnXqlDJlyqQuXbpIkgICAlK9QAAAgPTsiWHsiy++kCRZLBZZrdZULwgAACAjeWIYc3Z21rhx4xQWFqaiRYvqo48+kpeX1z862Jw5c7R9+3YlJCSoa9euqlGjhoYOHSqLxaJSpUpp1KhRcnJy0vLlyxUQECAXFxf17t1bDRs2/EfHAwAAcHRPnDM2fPhwtW3bVkuXLlX79u318ccf/6MD7d+/Xz///LOWLl0qPz8//fHHHxo/frwGDhyoJUuWyGq1atu2bYqMjJSfn58CAgL09ddfa+rUqYqPj/9HxwQAAHB0TwxjcXFxaty4sbJly6YmTZro7t27/+hAQUFB8vb2Vt++ffXuu++qQYMGOnHihGrUqCHp3qWW9uzZo6NHj6py5cpydXWVp6enChcurNDQ0H90TAAAAEf3xGHKxMREnTx5UqVLl9bJkydlsVj+0YGuX7+uS5cuafbs2bpw4YJ69+4tq9Vq25+7u7uioqIUHR0tT09P2++5u7srOjr6kfsMCQn5R7WkN+ntcTDZntjY2HT1eKan9qSntki0x9Glp/akp7ZI6a890lOEseHDh2vYsGGKjIxU3rx5NWbMmH90oGeeeUbFixeXq6urihcvLjc3N/3xxx+222NiYpQtWzZ5eHjYltJI3n5/OLtf2bJl/1Etf8/vdjjGv/P0j4Pjt0Wy1/P6aCEhIUaPn9LSU3vSU1sk2uPo0lN70lNbpLTbnuDg4Mfe9pfDlNHR0SpWrJhWrVplW/y1TJky/6iIqlWrateuXbJarQoPD9edO3dUu3Zt7d+/X9K9xWWrVaumChUqKDg4WHFxcYqKilJYWJi8vb3/0TEBAAAc3WN7xvz9/bVgwQK5uLhoxIgRqlu37r86UMOGDXXw4EF16tRJVqtVI0eOlJeXl0aMGKGpU6eqePHiatasmZydndWtWzf5+vrKarVq0KBBcnNz+1fHBgAAcFSPDWMbNmzQ5s2bFR0drf/85z//OoxJ0n/+85+Htvn7+z+0zcfHRz4+Pv/6eAAAAI7uscOUrq6ucnV1Vc6cOZWQkGDPmgAAADKMJy5tIYmV9wEAAFLJY4cpT506pffff19Wq9X272RTpkyxS3EAAADp3WPD2PTp023/Tr4wOAAAAFLWY8NY8sr4AAAASD1PNWcMAAAAqYMwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwyO5h7OrVq6pfv77CwsJ09uxZde3aVb6+vho1apSSkpIkScuXL1eHDh3k4+OjHTt22LtEAAAAu7FrGEtISNDIkSOVOXNmSdL48eM1cOBALVmyRFarVdu2bVNkZKT8/PwUEBCgr7/+WlOnTlV8fLw9ywQAALAbu4axiRMnqkuXLsqbN68k6cSJE6pRo4YkqV69etqzZ4+OHj2qypUry9XVVZ6enipcuLBCQ0PtWSYAAIDduNjrQKtXr1bOnDlVt25dzZ07V5JktVplsVgkSe7u7oqKilJ0dLQ8PT1tv+fu7q7o6OhH7jMkJCT1C08D0tvjYLI9sbGx6erxTE/tSU9tkWiPo0tP7UlPbZHSX3skO4axVatWyWKxaO/evQoJCdGQIUN07do12+0xMTHKli2bPDw8FBMT88D2+8PZ/cqWLZvqdUu/2+EY/87TPw6O3xbJXs/ro4WEhBg9fkpLT+1JT22RaI+jS0/tSU9tkdJue4KDgx97m92GKRcvXix/f3/5+fmpbNmymjhxourVq6f9+/dLkgIDA1WtWjVVqFBBwcHBiouLU1RUlMLCwuTt7W2vMgEAAOzKbj1jjzJkyBCNGDFCU6dOVfHixdWsWTM5OzurW7du8vX1ldVq1aBBg+Tm5mayTAAAgFRjJIz5+fnZ/u3v7//Q7T4+PvLx8bFnSQAAAEaw6CsAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAg1xMFwD8U0WHbkylPf+eYns6M6FViu0LAJA+0TMGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADHIxXQCAe4oO3ZhKe/49xfZ0ZkKrFNsXAOAeesYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAILudTZmQkKBhw4bp4sWLio+PV+/evVWyZEkNHTpUFotFpUqV0qhRo+Tk5KTly5crICBALi4u6t27txo2bGivMgEAAOzKbmFs3bp1euaZZzR58mRdv35d7du3V5kyZTRw4EDVrFlTI0eO1LZt21SpUiX5+flp1apViouLk6+vr+rUqSNXV1d7lQoAAGA3dgtjzZs3V7NmzWw/Ozs768SJE6pRo4YkqV69etq9e7ecnJxUuXJlubq6ytXVVYULF1ZoaKgqVKhgr1IBAADsxm5hzN3dXZIUHR2tAQMGaODAgZo4caIsFovt9qioKEVHR8vT0/OB34uOjn7kPkNCQlK/8DQgvT0O6ak96aktktn2xMbGpqvHk/Y4tvTUnvTUFin9tUey8wr8ly9fVt++feXr66vWrVtr8uTJtttiYmKULVs2eXh4KCYm5oHt94ez+5UtWzbVa07J1ctTy9M/Do7fFil9tefvvUbTW3tSVkhIiNHjpzTa49jSU3vSU1uktNue4ODgx95mt7Mpr1y5orfeeksffvihOnXqJEkqV66c9u/fL0kKDAxUtWrVVKFCBQUHBysuLk5RUVEKCwuTt7e3vcoEAACwK7v1jM2ePVu3bt3SrFmzNGvWLEnSxx9/rDFjxmjq1KkqXry4mjVrJmdnZ3Xr1k2+vr6yWq0aNGiQ3Nzc7FUmAACAXdktjA0fPlzDhw9/aLu/v/9D23x8fOTj42OPsgCkktS58HnKDuVy4XMAjoBFXwEAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACD7Ho5JABIi1JnzTSJddMASPSMAQAAGEUYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAINY2gIAMhiW6gAcCz1jAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBnUwIA0rS0cHYoZ4bir9AzBgAAYBBhDAAAwCCGKQEAcCCpM+zKgryOjJ4xAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDWGQMAAKkiLVyqSjK/bho9YwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIMIYAACAQYQxAAAAgwhjAAAABhHGAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIMIYwAAAAYRxgAAAAwijAEAABhEGAMAADCIMAYAAGAQYQwAAMAgwhgAAIBBhDEAAACDCGMAAAAGEcYAAAAMIowBAAAYRBgDAAAwiDAGAABgEGEMAADAIBfTBTxKUlKSPvnkE508eVKurq4aM2aMihQpYrosAACAFOeQPWNbt25VfHy8li1bpvfff18TJkwwXRIAAECqcMgwFhwcrLp160qSKlWqpOPHjxuuCAAAIHVYrFar1XQRf/bxxx+radOmql+/viSpQYMG2rp1q1xc/jeqGhwcbKo8AACAv61q1aqP3O6Qc8Y8PDwUExNj+zkpKemBICY9vkEAAABpiUMOU1apUkWBgYGSpMOHD8vb29twRQAAAKnDIYcpk8+m/PXXX2W1WjVu3DiVKFHCdFkAAAApziHDGAAAQEbhkMOUGVVSUpLpElJEemlHRpaWvqOFh4frxx9/VEJCgulSkMGkpfdJRpPWnhvCmANIDi9OTk6Kj483XM0/l5SUJKvVKicnJ9vPUtp7U6SktBZMrVarkpKSZLFYHtruaGJiYnT+/Hnt3btXu3bt0okTJ0yXlGoSExNNl2A3aeE987j3SVqTFh7rvyu5TWntuSGMOYDk8LJ48WJ1795dmzZt0rVr1yQ55ofgn0VHR0u61w6LxaJTp05p4sSJWrx4saS096ZIScnP7YYNG7R+/Xrb8+pokr8EWCwWOTk56dy5c/riiy+0bt0623ZHc+jQIV29elUNGzZUjhw5dOTIEd28edN0WSkq+f3v7OwsSQoLC7OdaZ4W/jY8DavValvk+86dO3JyctLNmzd1+fJl06U9JLn3Nfl9EhERIT8/P/3++++GK/t7rFbrA1+cf/31V8MVpZzkNm3atEn//e9/tXfvXsMVPR3CmAHJb4Rk0dHRGjlypCIiIvTWW2/pxx9/1M8//yzJMT8E7/fLL79oy5YtioqKkiT5+flp0qRJqlChgr755hv98MMPktLnN7DHub9H8Nq1axoyZIh27Nghd3d3nTlzxmxxj3Do0CFt3LhRsbGxkqSFCxdq9OjRypcvnxYuXKgNGzZIcozn0Gq12nqJ6tevr2zZsun48eOqWLGiwsPDdfjwYbMFprDk939oaKh69uypUaNG6f3333/gtrTOYrHI1dVVq1ev1vbt27VmzRq99tprmjx5stasWWO6PJtjx45p7dq1ttdfQECABg4cqN9++00ff/xxmvoiYLFYZLFYdOnSJX3wwQcaPHiwvvrqK4WFhUlKW0H//r8JknT79m2NHj1a69atU548efTVV1/p+++/d/hRJ8KYnSV3bVssFl27dk13796VJOXPn19vvPGGzp49qwsXLmjv3r0O/W3r+PHjGjNmjLy8vNSxY0fduHHDdlu/fv1UsWJFFSlSRJ9//rmk/31bSc/uH26OjY2VxWJRTEyMDh8+rAEDBujnn39WUFCQli9fbrjSe5L/gJUpU0bt2rVTTEyM7YvCBx98oLp166pgwYJauHChJPPPYfJ7x9nZWWFhYZo5c6ZOnDihmTNnqnDhwsqRI4dCQ0N16dIlo3X+W38ekty9e7eGDx+uN998U/7+/jp16pQ2b94syTEC8j+VPNSXbODAgVq4cKF++uknzZ8/X82aNVNISIiOHj1qsMr/BZMCBQqoXbt2io6O1u3btxUaGqoFCxaob9++ioiI0MqVK43W+SR/fl2tWLFCY8eOVdOmTTVnzhzFx8dr165dktJW0E/+mxATE6OYmBglJSXp4sWLmjZtmjp16qSOHTsqKCjI4d8r6f8T0gHEx8fbuoGT54VNmzZN3bt314QJExQfH68GDRpo+vTpatKkid5//30dOXJEO3bscLi5Isl/mMqXL68TJ07op59+UnBwsGbPnq2goCA1aNBAa9as0cqVKzVjxgzdvn1bX3zxheGqU9etW7ck/S+sLFq0SH369JG/v78uXbqkIUOGaNmyZSpZsqQaNWqkLVu2GP+WlpSUZBv6ypIli/bt26cJEybol19+Ua1atbRs2TItW7ZMAwYMUHR0tKZPn26s1uTXnJOTk+7cuaOvvvpKQ4cO1erVq9W6dWs999xz2rZtm2rVqqUbN25oz549xmpNCcnPS/Kwdo4cOZQ5c2Zbz8vQoUM1bdo0SeYD8r+RPNR36tQp/fDDD6pdu7YqVaokZ2dn5cuXTxUrVlTu3LkVGBho7P1itVptweTmzZvav3+/Pv/8c0VFRenFF1/UhAkTtGrVKvXv31/z58/XwYMHHbZXKfl1tXPnToWHh6tixYqKjIxUwYIFVbBgQVWqVEnh4eFpYljv559/fqCz4ttvv1WXLl00Y8YMBQYGqlixYjp06JCke1fwCQ8Pd7jP0j9Lu+/kNOTYsWO6ePGipHs9SuPHj5ckLViwQFmyZNGsWbNUpEgR7d69WwcOHNC0adPUokULdevWzfYGchTJf5hiY2OVO3duLV68WF5eXvLy8tLJkyfl4uKivHnzysvLS/7+/ipXrpxeeOEFw1WnnsuXL2v16tW2n+fMmaOzZ89q4sSJOnfunJYvX646derI29tb7u7umjZtmpo0aSJXV1eDVd/7EA8PD9f48eMVEBCgqlWrKmvWrAoNDVXOnDmVN29e1axZU9u3b1fJkiVVqVIlu9f4qIm4kyZNktVqVa9evfTyyy9Lknr06KGdO3fKYrHIy8tLuXPndtgPxEeJioqyDQ9J0o4dO/TGG29ozZo1mjNnjm7duiVfX18FBQXpzp07atKkiZ555hlt2bLFYNX/zP29E4mJiZo9e7aGDh2qixcvKjg4WN27d9epU6cUFham/Pnzq2TJkkpISNCVK1eM1Jncu71gwQKNGzdON2/eVI4cObR3717VqlVLVqtVHTt21K1bt1SkSBFlyZLFYXqVkt8Dyf/fu3ev3n77ba1bt069evVSzpw59cILL+j//u//JEkVKlSQh4eHrl+/bqzmp3Hr1i3dvn1bhQsXlnQvXO7bt0+LFy/Wu+++q3r16il//vxat26d/P391b9/f1WqVElubm6GK/9rhLFUlDzZs2rVqipXrpy2bt2qmJgY3bp1S/ny5VPu3LnVtWtXnTlzRqdPn9bAgQN15MgRDR8+XG+99ZbxD+xkyd8okt/UO3bs0KuvvqpGjRrpypUr2rlzp2rVqqVbt25p9+7dyp8/vwICApQpUybNnTtX1atXN1l+qkj+Y+3h4aGDBw+qf//+Onz4sKKiolS7dm3NmjVLV69eValSpRQaGqrs2bNrw4YN6tGjh7p27Wr3ev/8rTA0NFTvvfeeypUrpxw5cuj69etq2bKlQkJCFBoaKkmaMmWK4uPj9eWXX6pBgwZ2rzm512fPnj368ssv9fPPP2vUqFHq16+fbt++rVy5ckmS3NzcVKBAAYWEhKhz585q0KCBw3wgPo3Tp0/rp59+0i+//GKb9/b555/rs88+U1hYmE6ePKnixYsrS5YstiHjRYsWqVmzZoYrf3r3D+Enu3DhgjZt2qRvv/1WhQoV0q5du5SYmKgXXnhBc+bMkSTVqVNHAwYM0LPPPmuXOu/vhU124MABBQQEqG/fvmrZsqXKli2rkydPKigoSB4eHuratatu3Lghf39/lS9f3i51Psn9Z3paLBYlJibqhx9+0LvvvqspU6YoV65cmjlzpt555x3t2bNHBw8eVK5cudStWze1bNnScPV/LVu2bKpataq+//57BQUFycnJSfny5VO2bNmUI0cObd26VfHx8erSpYsuXbqkPn36qF+/fg9dUtHROHZ1aVB8fLz8/f3VvHlzPfvss4qIiJDValV0dLRmzZqlyZMnq0qVKrpx44bOnTunwoULq06dOvruu+80YsQItW7d2nQTHnD37l3bizg+Pl5ubm46efKkGjdurPbt28vb21sTJkzQ+PHj5e7urvPnz+uNN95Qy5YtHSZMpqSkpCQ5OTnZ/lhbLBZFRkbKarXqueee05YtWzRu3DgNGzZM9evX14wZM+Tq6qqGDRuqYcOGRmq2Wq22Htbw8HDly5dPv/76q/Lmzav8+fPrm2++UXBwsJo1a6b4+HiFhoaqa9eu6t69u7JkyWLXWpMfX0mKi4vTxIkTFRkZqfr162vw4MFatGiRChUqpF9//VU5c+bU2LFjdfPmTfXv31+FChWya63/RmJiou05sVqt+uqrr1SoUCFNnTpVuXLl0tq1a3Xu3DmVL19egYGBypIli5o2bWr7/bTy3rpy5YqyZ8+uTJkySZICAwO1fv16ValSRV27dlWtWrU0b948JSYmqlChQho9erSmTZum2bNn686dO7bX3/3Dhakp+Rg//PCDNm3apPLly6tr166qWLGiQkNDVaVKFVWoUEGnTp3Sr7/+qgEDBujNN99U7ty5JT34vJqUPG/122+/VenSpeXt7a02bdpo586d+u6779SmTRtNnTpVbdu21SuvvGKbu5wtWzZJ9nu8n8afa1m4cKFKlChh+xvg4eGhPHnyaMeOHWrYsKGOHj2qFi1aqGrVqmnqGtb0jKWQxMREbdmyRXv37tX169e1bNkyLVy4UL1791bv3r0lSW3bttW6detUtWpVRUdH2yYVvvbaaxoxYoThFvxPVFSURo4cKUlycXFRaGioevTooc8++0wHDhxQ2bJldfXqVcXFxem5556znZbeokULde3aVTlz5kwzHxZPK7lnKTkoLF26VO+//74uXLiguXPnqlGjRlq6dKn69++vEiVK6MKFC+rRo4diY2NVsmRJk6Xblht54403NG3aNH322WeqXbu2fHx8dPz4cU2fPl1ubm46deqU+vbtq6ZNm+qZZ56xWxBLTEzUmTNnbEEs+fUUHx+vvHnzavTo0SpRooRy5Mih2bNnS5I2btxoG0KdNGlSmgpi98/XCw0NVaFChdSoUSNbr0q7du3022+/afTo0SpVqpQSExOVK1cu1ahRQzVq1JCUNiZYHzx4UGPHjrWdQbxkyRItW7ZM/fv314EDB/Tpp59qyJAhyp8/v9566y1dunRJRYoUkbu7uz744IMHXn+p2d4/T+xeu3atNmzYoOHDh+v48eOaNWuWmjdvrh07duj8+fMqWLCgXnjhBb388styc3NT7ty5bWssmgpif25D8pfCS5cuaefOnVq0aJHy588vd3d3vfvuu8qTJ49y5MihX375RR07dlTt2rUf+H1HeH39eZpCSEiIJOmnn35Srly51KpVK924cUNOTk4qXry41q5dq9dff10Wi0UVK1Y0Vvc/xeWQUsDGjRsVEBCgwoULKzIyUi1bttT333+vzJkz64svvtCyZcu0fv16LVy4UG+//bb69Omjs2fPytPTU02aNHGIb1L3S0pK0sCBA1WsWDEVLFhQv/76q6pXr67Lly8rIiJC5cqV04kTJxQdHS0PDw9duHBBr7zyil588UXTpacoq9Wqu3fv6tixYypVqpQ8PT0VGRmpyZMnK0+ePHr22We1bt06/fe//9Xvv/+uJUuWqGXLlnr22Wd1584d5ciRQ8WLF7d73ff3Lkn3TvUeN26cWrVqpdq1a6thw4Z66623VK1aNW3dulWSdPjwYfXq1cv2YW8vmzdv1jfffCMvLy9JUosWLbRt2za5ubmpX79+Cg0N1YoVK1S3bl0VKVJEPXv21Pz58/Xrr7+qefPmypkzp13r/acuX76sVatWqV+/fpLuzd+ZOnWqKlasqKZNm6p8+fKaM2eOihUrpnbt2snHx0cJCQkqVKiQPvroIxUoUMBwC57e/a+/kSNHqnTp0vL19dWyZcskSZkzZ9aqVauUI0cOffLJJ9q+fbu2bt2qihUr2r64/nk/qeH+Xqz4+Hht27ZNFSpU0KFDh3T27Fl5eXnpu+++U8GCBTV8+HCNHz9eBQoUsD2HjuL+niOr1aobN26oadOm6tu3r7p3766wsDB99913cnd3V0REhPbv3y9vb28NHjzYNu/K0dw/IiPdO6M4ICDAdtb+3LlzlSVLFq1YsULnz59X+/bt5enpqfj4eLsNaac0hin/pYiICG3fvl0fffSRypUrp2vXril79uy6ceOG7TThV155RcuXL9fWrVvVuXNnHTx4UG+//bbD9h45OTmpf//++vTTT7Vp0ya1bdtWzZo109mzZ7VlyxZduXJF77zzjnbu3KmbN29qyJAhpktOcVevXlXOnDmVKVMmHTt2zBYIatWqpYIFC6pnz57auHGjwsPDtXLlSnXv3l2//vqrvv32W40dO1blypWze83Jf5STP8C+//57Va1aVZ6ennJxcdHmzZv17bffqlOnToqJiVGZMmV06dIlnT59WrNnz7YNJdnD1atX1b9/f+XOnVtjx45V4cKFNWvWLO3atUunT5/WhAkTlDt3bhUoUEDe3t7y8vLSDz/8oMaNGytPnjyqVq2a3Wr9p5KfD6vVqly5cqlz586Kj4/X3bt3NWvWLI0aNUq5c+fW//3f/6lMmTJ67rnnFBQUpMOHD+vjjz9WlixZ5O3tbboZf9v9r7/z58/r119/1XPPPacrV65o+/btqlGjhvz8/OTn56fffvtNHTt2VJs2bWx/D/88FSCl7dixQ3Xq1LEdb/Hixdq9e7euX7+ul156SZ6entq+fbtq1aolPz8/zZ07V0eOHNGwYcMcYt5R8rSXzZs3q23btnJ1ddWlS5c0ffp0FSxYUF27dtV7772nAwcOqHv37ipRooSioqLUsmVLFSlSRL///ruef/55277uX/zVpIiICK1bt05t27ZVnjx5dPr0aS1fvlxeXl5q0KCBvvzyS23dulWffvqpxo8fbztxLGfOnLYeyrTM/Csrjdu+fbs8PT1Vrlw53b17Vzly5JDFYlGRIkV06NAhff/992rRooUGDBig//73vwoICDBd8lMpVaqUWrRooYULF+r06dP6448/VKRIEXl5eWnfvn2Kjo5Wu3btTJeZ4u7evasFCxZo165dKliwoGrXrq0SJUpoxowZ8vDwUMuWLVW6dGl9/PHH6tWrl0aMGKFRo0bZ5sD4+vravebkD/3kb8fHjx/X4sWLderUKQUFBalhw4bKmTOndu3apWnTpikxMVHTpk3ThQsX1LhxY7vXm1xzrly51Lx5c5UsWVJhYWH68ccfNWDAAP3yyy86ceKEihYtqtjYWEVHR2vcuHF69913HX5ycbL4+Hhdu3ZN+fPnt62DlJSUpFdffdW2ztyPP/6ogwcP6vnnn9fAgQP13//+V1mzZtUff/yRpoZZHvWBvmnTJq1du1YTJkzQzJkzdeTIEZUpU0Y3btxQzpw5NXToUEVGRqpp06a2RV+TJ52nVjC4fPmyfvzxR12/ft02f3PXrl3atWuXRo0ape3btysyMlIuLi5q3ry5bty4ocGDB+v27dtq27at3N3dJaV+j92TJL/XlyxZogIFCighIUHffPONbQ20MWPGaMaMGVqxYoX8/f1lsVgUGhoqJycnubu724JYcjscYUhSkr777jtNmzZNmTNnVv369fXRRx/p7bff1s8//6xZs2bpnXfe0XPPPad8+fKpe/fuWrRokSpUqJBm/iY8CWHsXypSpIh+++0325BdfHy8nJyc9Ntvv6lGjRpatWqVatWqpfr166t+/fqmy/1bmjZtqv379yskJESbN29W9+7dVadOHVWpUkX58+c3XV6Ku3Llij755BOVL19e06ZN0+3bt5UnTx45OTmpZ8+eioiIUFJSkgoVKqRMmTLpt99+08aNG9WxY0c9//zzRv6o/fmDYc+ePRoyZIjGjRununXr6osvvlB4eLjKlStnW1ojIiJC7777rtF5Vrly5VKnTp20Zs0ahYaGKiQkRBUqVNDJkyd17NgxbdiwwdZbVKpUqTTX+7py5Upt3rxZixYtUlBQkPbt26eePXuqWLFi8vf3l5+fnzZv3qx+/fpp//79Onv2rOLj49PcUH/yUJ/FYtGVK1d08+ZNlShRQufOnVPJkiWVL18+9e7dW59++qleffVV9ezZU7t377atuXe/1A44UVFR+uWXX1S7dm3NnDlTrVu3VlhYmIoWLaoCBQqoRYsWmj17tpydnfXqq6/q8OHDypw580NL85juRUpMTJSHh4dee+01rVu3To0aNVKfPn2UOXNmbdiwQREREdq9e7eGDRumgQMHqnfv3po7d66yZ8/+wH5Mt0N6cDiyYcOGOnTokI4cOaKTJ0+qZcuWKlasmL755hsVLVpUN27c0K1bt/T888+rePHiGjlypEO0IaWkn5YYkj9/frm5uSk4OFjSvbOcXFxcdOTIERUqVEgdO3aUq6trmlr3KFmePHnUqlUrRUZG6qefftL169eVPXv2dBnEpHtLkRQsWFAtWrRQ7ty5de7cOS1btkwnTpzQu+++q/Pnz2v//v1KTEyUt7e31q9frwEDBmjQoEF2XcPm/tdS8kKoCxcu1KFDh/TCCy+oaNGitlXo69SpY/ug79Gjh3r06CE/Pz/VqVPHbvU+isViUdWqVW2nok+bNk2jR49W79691bRpU8XFxenkyZOS0s6Zg/evKJ88ufvQoUO6deuWSpYsqezZs6tHjx7auHGjLl++rKtXr6pHjx6aN2+e3n//fXl6ehpuwZMlv/aWLl0q6X8Lic6fP1/vvPOO5s+fr/nz56tBgwY6e/asrl+/rmeffVa3b99WYGCgnnnmGXXo0MEWxFJzIU6r1So/Pz/bYrne3t62hU7Pnz8vf39/NW7cWPv27dPNmzeVM2dOXb9+Xb/99pvCwsLUqFEjWxBzpAVDkx/zjh072hYUv3r1qtauXas333xTVapU0fDhw1WzZk2VK1dOWbJkUfbs2W1LLTmCyMhIderUSQsWLLDNA7tx44a8vLzUuHFjnTx5UrNmzdKsWbP09ddfq2bNmrp69ary58+vV199VZJjhMmUxAT+f8lqtWrNmjUKCgpSy5Yt5eXlpblz50qSPv744zQzwfhxbt++rV27dqlhw4Zp5kPxaSUkJDwwT+rkyZNaunSpbdmHI0eOqGnTptq3b59ef/11FS1aVNOnT1f27Nk1Y8YMI38MTpw4oWXLlmnEiBHKlCmTtm/frm+++Ubly5fX+fPnVbx4cdWqVUuTJk2yXddv/vz5Kl68+EM9EY7g6NGjWrp0qT788EPFxMRo4sSJyp8/v9577700EU6S3d9DmdxLvm3bNs2bN09ubm5q0KCBmjRpokKFCmnmzJk6deqUpk+frtOnT6tYsWKGq396ye308fFR3bp11b9/f+3YsUN79uzR4MGDtWXLFv3f//2fXnvtNR0+fFiHDx/WjRs3VLVqVb3zzjt65pln7Fbr+fPn1aFDB7m4uKhLly5q0aKFihYtqi+++EKlS5fWkiVLNGTIEB04cEChoaE6c+aMmjdvrrCwMDVr1kyNGzc2PiT5OMk9Snv37tW8efNUrlw5lSxZUidPnlR0dLTq16+vJk2aaO/evZoxY4YWLVpk1zmhT3Lt2jX1799fly5dUsOGDTVy5EglJSWpV69e6ty5s44fP67vvvtOnTt3liTt27dP/fv3f+isz/SEMJZCtm/froMHDyo0NFTt27dXmzZtTJeEv3Do0CH9+OOPeu211x7o6YuOjtbZs2cVHR2tmjVrSpK2bt2q8+fP680331RYWJhKlChh93rvP2Oqa9euevvtt9W4cWPNnTtXHh4e8vX11e3bt9WxY0ctWLBAY8aMUaFChTR06NCHQqcjiY+P1+LFi/X111+rdOnS6tChg1q1amW6rKeSmJiooKAgeXl5qUSJEoqPj9f8+fO1c+dOderUSbVr19b8+fO1evVqDRgwQJs2bVKVKlXk6+urkydPqkWLFqab8NT+PC/s3Llz6tGjh5YsWaILFy7o6tWr2r9/v6R77yGLxaLPPvtMly5dsp0sItl3vlVSUpLWrVun9evX6/nnn9euXbvUrFkzXbx4USVKlFBsbKz27Nmjb7/9VseOHdPdu3dVrlw59e/fXz4+PmrSpIld6vynkt/Xn3zyicLDw1WkSBE5Ozvrww8/lORYa4X9mdVqVVBQkNavX6+rV6+qbt26KlOmjKKjo5U5c2ZFRUVp5cqVat26tRISEmyhLD1jzlgKadSokRo1auQwi/7h0ZI/DCpUqCB/f3+dOHFCuXLlUqZMmWS1WuXh4aGsWbMqa9asku4t/vjtt9+qb9++kmQkiEkPXoYqT548WrRokSpXrqyLFy+qbt26SkpKUtasWVWjRg2dOXNGH330kc6ePStJDhvEpHtDkMnLu3Tp0iXN9L5u2bJFixYtUpEiRXTkyBFNmzZNixcvVsGCBfXee+/p+++/V5YsWdSlSxedOHFC3bt3V7t27bRx40blz5/fyJIn/0bypPHbt29rxowZ6tChgzp16qSpU6dq/Pjx2rRpk2rVqqXGjRtrzJgxOn36tM6dO2fr9TNx1p6Tk5Nq1aqlkydPqly5cnrzzTcVGBiozZs3a82aNerZs6cKFCig8PBwJSUladOmTfrss8/09ttvO3wQu3TpkpYsWSIvLy+Fh4fbhieT5185ao9esuS1wH799VdduHBBlSpV0pgxY1S4cGG98847KlOmjBISEtSkSRPb3+L0jp4xZEgXLlzQ6NGjlTVrVn3wwQe2da6ke4tTBgcHKyIiQq6urrZrm9lbcrBP/oa7Y8cOzZw5U6+99poWLlyo7t27S7o3ab9evXq6dOmSNm/erOnTpzvs+kFp3f1LcvTp00dlypTRqFGj5OTkpIoVK6pChQpau3atfvnlFz377LPy9fW1BbNevXqZLv9vuX9pDovFooULF9ou2XT37l35+/urZcuWmjp1qr7//nsdP35cFy5ckI+Pj7p37+4QX0qtVqt27typNWvWaOjQocqfP7+uXLmiDRs2KEuWLHrllVds971w4cIDfwccmdVq1caNG7Vv3z61bt3a1ouf/HHuqD1if3b06FF9++23Gjx4sE6ePKnp06erefPmti+/GQlhDOnen0PNDz/8oHnz5ql79+5aunSpXn75ZbVu3dp26np8fLwSExN18uRJIyFMevAso7i4OLm5uWn27NlKSkpSnz59dPz4cU2ePFljx47V2bNntXPnTmXKlElvv/22cuTIYaTmjODKlSv69NNP1aJFC7Vs2VJXr17VV199Zbv819q1a9W3b1+FhIRo9uzZqlWrlt566y27X1bq33jUB/qZM2f0ySef6LPPPlOBAgXUs2dPtW/fXlmzZtX8+fO1dOlS7du3T15eXrazdB1llCA6OloLFizQnTt3HnlWrqPU+W858rDk48THx8vPz0+nTp3S+PHj9ccff6TbE8SehGFKpFvJf5zuvwagxWLR4cOH1bFjR7Vq1Up58uRRQECAKlWqZJvX4uLiIldXV7sHsaioKE2ePFmjR4+2XYZq8uTJKlCggNq0aaOyZcsqMDBQcXFxKl++vGJjY7VgwQKNHDlStWrVShcfKI7uUUtyVKlSRdWqVVNYWJi2b9+uwoULa9OmTeratWuaW4vv/g/033//XQcPHlSTJk0UGRmpMmXKKG/evHJxcdEbb7yhCRMmaPPmzdq2bZsiIiJsk6uT1wtzlNejh4eHXnjhBe3cuVO3b99+YNjL5CWMUoqjrRf2d7i6uqpx48bKnz+/rFZrhg1iEj1jSIdu3LjxwFlbgYGBmjNnjqpVqyYvLy8VLlxYS5cu1fTp0yVJPj4+ql27tnr27CkPDw8zRYvLUKUV0dHRmjp1qg4cOKDly5c/8OHu7++vyMhI+fj4qGDBggar/Hvun2MUHx+vJUuWaNeuXcqUKZNcXFw0aNAgjRs3Tq+//rqef/55rVy5UqtXr1bz5s01cOBAs8U/BUefQwUQxpBuxMXFydnZWYsWLVL9+vVVokQJhYaGasqUKRo5cqTCw8M1cOBATZ48WStXrlS2bNl0584dxcbGqlevXipbtqzpJui3337Tp59+qvDwcLVt21b9+vWzXYbK1dVVbdu2tV2G6o033jBdboZ19OhRLV68WO+8845KlChhG0pOa0NFjwopa9eu1aRJkxQUFCSLxaJu3bqpb9++unHjhk6dOqXt27fLx8dHBQoU0L59+/T+++87VE/YXyGUwVHxqkS6sHv3bm3ZskUuLi5ycXFRr169tGjRIv3xxx+qUKGC1q9fr3nz5qlTp066fv26PvnkE7344ouqVq2apk+f7hBBTPrfZagsFstDl6H6/fffbZehIoiZVaZMGZUtW1azZs2SJNuiv2kliMXFxUn638KZBw4c0PDhw3Xo0CHVqVNHzz77rNatWydJev311/XFF1+oRo0aeu211/Thhx+qUqVK8vPzU8GCBeXi4pImgpiU/hYKRfrBnDGkacmTb59//nlly5ZNV69e1bVr1+Tq6qrcuXOrUKFCmjJlimrWrKk5c+Zo3bp1ioiIkLu7u7HrMj5JRrsMVVrk6uqqBg0aKG/evGnqDLY//vhDU6ZMkZOTk0qWLKmePXtq4sSJunDhgsqVK6cNGzaoUaNGGjRokObPn6/WrVvrpZde0v79+3Xnzh1ZrVZdunRJM2bMUM+ePR1yIWEgLWKYEmnSo9Yt+uGHH7Rv3z69+uqrio6O1pQpU7Ro0SLNnDlTLi4uOnr0qCRpyJAhKlKkiKnSn8qWLVs0fPhw1a5dW59++ilnSOJfsVqtmjJlin755Rc1bNhQNWvW1KxZs9SkSRPdunVLXbp00ffff69Vq1bpueeek6+vrz7//HOVKFFCffr0eWBf6eXsQ8CR0DOGNOXOnTtydXW1XZz44sWL8vf3V4kSJdShQwft2rVLx48fV+PGjVWkSBF9/vnneuGFF1S2bFlVrlzZth6Po6tbt67GjBmTLi9DBfu7cOGCgoKC9Oabb6pt27ZKTEyUq6urChUqpMuXL2vixIkqW7as2rdvrxUrVsjT01P/+c9/bMu9SP+bb0UQA1IeYQxpxrFjx7R582Y1b97cdkbXjh07VL16dc2dO1eurq7q3LmzVqxYoXLlyqlPnz4aPHiwvL29lSNHjjQTxCQpa9asatasmekykE48++yz6t69u44dO6aCBQtq6dKlOn78uOLj43X48GHVq1dPNWrU0LRp01S+fHk1b95c+fLlk/S/EMZ8KyD1MEyJNOPq1auaN2+eSpQooTJlymjWrFny9vbWoEGDdODAAY0ePVobNmzQ6NGjlTdvXr377rsOfV1GwJ4iIiI0btw4HT58WGPGjLEtidK6dWvbZcBatmypjh07Gq4UyHjoGYPDunbtmpYsWaJevXopU6ZMypUrl6pXr66ffvpJBQsWVLt27bR27Vpdu3ZNNWrUUN68eTVp0iT169dPMTExkhz7uoyAPeXNm1dt27aVJFsQmzt3rp5//nm99957tp4wiSUgAHvj3QaHlZCQoPPnz2vNmjW2bfXr11fmzJl16tQpFSlSRKVKldKyZcskSRMnTlTlypWVM2dO2yVZAPxP9erVVbJkSfXo0UP9+vVTRESEBgwY8MCQpMQSEIC98Y6Dw8qbN69atmypPXv2KDw8XNK9SxXVrFlTe/fuVb58+VStWjWFhobq6tWrypMnj1566SXDVQOOy8PDQ7Vr15arq6u6d++u4cOHK3/+/IQwwDDmjMGhRUdHa/78+XJ1dX3gFPsePXros88+U+7cuRUfH2/0MkZAWvLnqwQwJAmYxzsQDs3Dw0NNmjTRoUOH9OOPPyosLEyDBw9W3rx5lSNHDrm6uhLEgL8hOYglJiZKojcMcAT0jCFN2LJli7Zu3arTp0/rtddeU7t27UyXBABAiiCMIc2IjY21XXsSAID0gjAGAABgEJMFAAAADCKMAQAAGEQYAwAAMIgwBgAAYBBhDAAAwCDCGAAAgEGEMQAAAIP+H6PHyO83N+eEAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('countries.csv', delimiter=',')\n", "\n", "data['population'] = data['population'] / 1000000\n", "\n", "\n", "year_2007 = data[data['year']==2007]\n", "\n", "year_2007 = year_2007.sort_values(by='population', ascending=False)\n", "\n", "\n", "for style in plt.style.available:\n", " with plt.style.context(style):\n", " plt.figure(figsize=(10,10))\n", " plt.xticks(rotation=30)\n", "\n", "\n", " plt.ylabel(\"Population, (Million)\")\n", " plt.bar(year_2007['country'][:10], year_2007['population'][:10])\n", " plt.title(f\"Population Top 10 ({style})\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Countries and Population dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we explore the countries and population dataset." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "dataset = pd.read_csv('countries.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to register the following converter explicitly, otherwise, we will get a warning." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting counties comparation" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('countries.csv', delimiter=',')\n", "\n", "data['population'] = data['population'] / 1000000\n", "data['year'] = pd.to_datetime(data['year'], format='%Y')\n", "\n", "china_data = data[data['country']=='China']\n", "us_data = data[data['country']=='United States']\n", "india_data = data[data['country']=='India']\n", "\n", "# print(china_data, us_data)\n", "\n", "plt.plot(china_data['year'], china_data['population'])\n", "plt.plot(us_data['year'], us_data['population'])\n", "plt.plot(india_data['year'], india_data['population'])\n", "\n", "plt.legend(['China','United States','India'])\n", "\n", "plt.ylabel(\"Population, (Million)\")\n", "plt.xlabel(\"Year\")\n", "plt.title(\"Population\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Top 10 countries plotting as at 2007 population" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('countries.csv', delimiter=',')\n", "\n", "data['population'] = data['population'] / 1000000\n", "\n", "\n", "year_2007 = data[data['year']==2007]\n", "\n", "year_2007 = year_2007.sort_values(by='population', ascending=False)\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.xticks(rotation=30)\n", "\n", "\n", "plt.ylabel(\"Population, (Million)\")\n", "plt.bar(year_2007['country'][:10], year_2007['population'][:10])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Global plotting year growth globally" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "year\n", "1952-01-01 2398.406788\n", "1957-01-01 2654.240365\n", "1962-01-01 2887.864036\n", "1967-01-01 3203.829692\n", "1972-01-01 3561.751119\n", "1977-01-01 3913.260611\n", "1982-01-01 4270.935450\n", "1987-01-01 4671.719619\n", "1992-01-01 5090.023342\n", "1997-01-01 5493.575867\n", "2002-01-01 5864.523340\n", "2007-01-01 6227.838885\n", "Name: population, dtype: float64\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data = pd.read_csv('countries.csv', delimiter=',')\n", "data['year'] = pd.to_datetime(data['year'], format='%Y')\n", "\n", "data['population'] = data['population'] / 1000000\n", "\n", "by_year = data.groupby('year')\n", "\n", "\n", "populations = by_year['population'].agg(np.sum)\n", "\n", "print(populations)\n", "\n", "plt.title(\"Populations globally\")\n", "plt.ylabel(\"Population, (Million)\")\n", "plt.plot(populations, 'g-s')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (From Lab 1) Counting words in Alice in Wonderland" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What we can do with `count`? For example, we can count how many times a word appear in a paragraph. For instance:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "paragraph = \"Hello World. Welcome to the Python course. Here is what you can do with Python.\"\n", "\n", "paragraph.count(\"Python\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following is chapter 1 of [Alice in the Wonderland](http://www.gutenberg.org/ebooks/928), extracted from [Gutenberg.org](http://www.gutenberg.org/files/928/928-h/928-h.htm)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "chapter_1 = \"\"\"CHAPTER I\n", "\n", "Down the Rabbit-Hole\n", "\n", "Alice was beginning to get very tired of sitting by her sister on the bank, and of having nothing to do: once or twice she had peeped into the book her sister was reading, but it had no pictures or conversations in it, 'and what is the use of a book,' thought Alice 'without pictures or conversation?'\n", "\n", "So she was considering in her own mind (as well as she could, for the hot day made her feel very sleepy and stupid), whether the pleasure of making a daisy-chain would be worth the trouble of getting up and picking the daisies, when suddenly a White Rabbit with pink eyes ran close by her.\n", "\n", "There was nothing so very remarkable in that; nor did Alice think it so very much out of the way to hear the Rabbit say to itself, 'Oh dear! Oh dear! I shall be late!' (when she thought it over afterwards, it occurred to her that she ought to have wondered at this, but at the time it all seemed quite natural); but when the Rabbit actually took a watch out of its waistcoat-pocket, and looked at it, and then hurried on, Alice started to her feet, for it flashed across her mind that she had never before seen a rabbit with either a waistcoat-pocket, or a watch to take out of it, and burning with curiosity, she ran across the field after it, and fortunately was just in time to see it pop down a large rabbit-hole under the hedge.\n", "\n", "In another moment down went Alice after it, never once considering how in the world she was to get out again.\n", "\n", "The rabbit-hole went straight on like a tunnel for some way, and then dipped suddenly down, so suddenly that Alice had not a moment to think about stopping herself before she found herself falling down a very deep well.\n", "\n", "Either the well was very deep, or she fell very slowly, for she had plenty of time as she went down to look about her and to wonder what was going to happen next. First, she tried to look down and make out what she was coming to, but it was too dark to see anything; then she looked at the sides of the well, and noticed that they were filled with cupboards and book-shelves; here and there she saw maps and pictures hung upon pegs. She took down a jar from one of the shelves as she passed; it was labelled 'ORANGE MARMALADE', but to her great disappointment it was empty: she did not like to drop the jar for fear of killing somebody, so managed to put it into one of the cupboards as she fell past it.\n", "\n", "'Well!' thought Alice to herself, 'after such a fall as this, I shall think nothing of tumbling down stairs! How brave they'll all think me at home! Why, I wouldn't say anything about it, even if I fell off the top of the house!' (Which was very likely true.)\n", "\n", "Down, down, down. Would the fall never come to an end! 'I wonder how many miles I've fallen by this time?' she said aloud. 'I must be getting somewhere near the centre of the earth. Let me see: that would be four thousand miles down, I think--' (for, you see, Alice had learnt several things of this sort in her lessons in the schoolroom, and though this was not a very good opportunity for showing off her knowledge, as there was no one to listen to her, still it was good practice to say it over) '--yes, that's about the right distance--but then I wonder what Latitude or Longitude I've got to?' (Alice had no idea what Latitude was, or Longitude either, but thought they were nice grand words to say.)\n", "\n", "Presently she began again. 'I wonder if I shall fall right through the earth! How funny it'll seem to come out among the people that walk with their heads downward! The Antipathies, I think--' (she was rather glad there was no one listening, this time, as it didn't sound at all the right word) '--but I shall have to ask them what the name of the country is, you know. Please, Ma'am, is this New Zealand or Australia?' (and she tried to curtsey as she spoke--fancy curtseying as you're falling through the air! Do you think you could manage it?) 'And what an ignorant little girl she'll think me for asking! No, it'll never do to ask: perhaps I shall see it written up somewhere.'\n", "\n", "Down, down, down. There was nothing else to do, so Alice soon began talking again. 'Dinah'll miss me very much to-night, I should think!' (Dinah was the cat.) 'I hope they'll remember her saucer of milk at tea-time. Dinah my dear! I wish you were down here with me! There are no mice in the air, I'm afraid, but you might catch a bat, and that's very like a mouse, you know. But do cats eat bats, I wonder?' And here Alice began to get rather sleepy, and went on saying to herself, in a dreamy sort of way, 'Do cats eat bats? Do cats eat bats?' and sometimes, 'Do bats eat cats?' for, you see, as she couldn't answer either question, it didn't much matter which way she put it. She felt that she was dozing off, and had just begun to dream that she was walking hand in hand with Dinah, and saying to her very earnestly, 'Now, Dinah, tell me the truth: did you ever eat a bat?' when suddenly, thump! thump! down she came upon a heap of sticks and dry leaves, and the fall was over.\n", "\n", "Alice was not a bit hurt, and she jumped up on to her feet in a moment: she looked up, but it was all dark overhead; before her was another long passage, and the White Rabbit was still in sight, hurrying down it. There was not a moment to be lost: away went Alice like the wind, and was just in time to hear it say, as it turned a corner, 'Oh my ears and whiskers, how late it's getting!' She was close behind it when she turned the corner, but the Rabbit was no longer to be seen: she found herself in a long, low hall, which was lit up by a row of lamps hanging from the roof.\n", "\n", "There were doors all round the hall, but they were all locked; and when Alice had been all the way down one side and up the other, trying every door, she walked sadly down the middle, wondering how she was ever to get out again.\n", "\n", "Suddenly she came upon a little three-legged table, all made of solid glass; there was nothing on it except a tiny golden key, and Alice's first thought was that it might belong to one of the doors of the hall; but, alas! either the locks were too large, or the key was too small, but at any rate it would not open any of them. However, on the second time round, she came upon a low curtain she had not noticed before, and behind it was a little door about fifteen inches high: she tried the little golden key in the lock, and to her great delight it fitted!\n", "\n", "Alice opened the door and found that it led into a small passage, not much larger than a rat-hole: she knelt down and looked along the passage into the loveliest garden you ever saw. How she longed to get out of that dark hall, and wander about among those beds of bright flowers and those cool fountains, but she could not even get her head though the doorway; 'and even if my head would go through,' thought poor Alice, 'it would be of very little use without my shoulders. Oh, how I wish I could shut up like a telescope! I think I could, if I only know how to begin.' For, you see, so many out-of-the-way things had happened lately, that Alice had begun to think that very few things indeed were really impossible.\n", "\n", "There seemed to be no use in waiting by the little door, so she went back to the table, half hoping she might find another key on it, or at any rate a book of rules for shutting people up like telescopes: this time she found a little bottle on it, ('which certainly was not here before,' said Alice,) and round the neck of the bottle was a paper label, with the words 'DRINK ME' beautifully printed on it in large letters.\n", "\n", "It was all very well to say 'Drink me,' but the wise little Alice was not going to do that in a hurry. 'No, I'll look first,' she said, 'and see whether it's marked \"poison\" or not'; for she had read several nice little histories about children who had got burnt, and eaten up by wild beasts and other unpleasant things, all because they would not remember the simple rules their friends had taught them: such as, that a red-hot poker will burn you if you hold it too long; and that if you cut your finger very deeply with a knife, it usually bleeds; and she had never forgotten that, if you drink much from a bottle marked 'poison,' it is almost certain to disagree with you, sooner or later.\n", "\n", "However, this bottle was not marked 'poison,' so Alice ventured to taste it, and finding it very nice, (it had, in fact, a sort of mixed flavour of cherry-tart, custard, pine-apple, roast turkey, toffee, and hot buttered toast,) she very soon finished it off.\n", "\n", "\n", "* * * * * \n", "* * * * \n", "* * * * * \n", "\n", "'What a curious feeling!' said Alice; 'I must be shutting up like a telescope.'\n", "\n", "And so it was indeed: she was now only ten inches high, and her face brightened up at the thought that she was now the right size for going through the little door into that lovely garden. First, however, she waited for a few minutes to see if she was going to shrink any further: she felt a little nervous about this; 'for it might end, you know,' said Alice to herself, 'in my going out altogether, like a candle. I wonder what I should be like then?' And she tried to fancy what the flame of a candle is like after the candle is blown out, for she could not remember ever having seen such a thing.\n", "\n", "After a while, finding that nothing more happened, she decided on going into the garden at once; but, alas for poor Alice! when she got to the door, she found she had forgotten the little golden key, and when she went back to the table for it, she found she could not possibly reach it: she could see it quite plainly through the glass, and she tried her best to climb up one of the legs of the table, but it was too slippery; and when she had tired herself out with trying, the poor little thing sat down and cried.\n", "\n", "'Come, there's no use in crying like that!' said Alice to herself, rather sharply; 'I advise you to leave off this minute!' She generally gave herself very good advice, (though she very seldom followed it), and sometimes she scolded herself so severely as to bring tears into her eyes; and once she remembered trying to box her own ears for having cheated herself in a game of croquet she was playing against herself, for this curious child was very fond of pretending to be two people. 'But it's no use now,' thought poor Alice, 'to pretend to be two people! Why, there's hardly enough of me left to make one respectable person!'\n", "\n", "Soon her eye fell on a little glass box that was lying under the table: she opened it, and found in it a very small cake, on which the words 'EAT ME' were beautifully marked in currants. 'Well, I'll eat it,' said Alice, 'and if it makes me grow larger, I can reach the key; and if it makes me grow smaller, I can creep under the door; so either way I'll get into the garden, and I don't care which happens!'\n", "\n", "She ate a little bit, and said anxiously to herself, 'Which way? Which way?', holding her hand on the top of her head to feel which way it was growing, and she was quite surprised to find that she remained the same size: to be sure, this generally happens when one eats cake, but Alice had got so much into the way of expecting nothing but out-of-the-way things to happen, that it seemed quite dull and stupid for life to go on in the common way.\n", "\n", "So she set to work, and very soon finished off the cake.\"\"\"" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import string\n", "\n", "for punctuation in string.punctuation:\n", " chapter_1 = chapter_1.replace(punctuation, '')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Split chapter 1 by any whitespace\n", "words = chapter_1.split()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is the top 20 most frequent words in chapter 1?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[('the', 88),\n", " ('to', 74),\n", " ('she', 74),\n", " ('and', 61),\n", " ('it', 61),\n", " ('was', 53),\n", " ('a', 52),\n", " ('of', 41),\n", " ('I', 30),\n", " ('Alice', 27),\n", " ('her', 26),\n", " ('in', 25),\n", " ('that', 25),\n", " ('very', 23),\n", " ('had', 20),\n", " ('for', 20),\n", " ('down', 20),\n", " ('but', 19),\n", " ('you', 18),\n", " ('not', 16)]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from collections import Counter \n", "Counter(words).most_common(20)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountColor
Word
the88gray
to74gray
she74gray
and61gray
it61gray
was53gray
a52gray
of41gray
I30gray
Alice27blue
her26gray
in25gray
that25gray
very23gray
had20gray
for20gray
down20gray
but19gray
you18gray
not16gray
\n", "
" ], "text/plain": [ " Count Color\n", "Word \n", "the 88 gray\n", "to 74 gray\n", "she 74 gray\n", "and 61 gray\n", "it 61 gray\n", "was 53 gray\n", "a 52 gray\n", "of 41 gray\n", "I 30 gray\n", "Alice 27 blue\n", "her 26 gray\n", "in 25 gray\n", "that 25 gray\n", "very 23 gray\n", "had 20 gray\n", "for 20 gray\n", "down 20 gray\n", "but 19 gray\n", "you 18 gray\n", "not 16 gray" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(Counter(words).most_common(20), columns=[\"Word\", \"Count\"])\n", "df.set_index(\"Word\", inplace=True)\n", "df['Color'] = \"gray\"\n", "df.loc[\"Alice\", \"Color\"] = \"blue\"\n", "df" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = df.sort_values(by=\"Count\")\n", "df.plot.barh(figsize=(10,10))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,10))\n", "plt.barh(df.index, df[\"Count\"], color=df[\"Color\"])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Iris Data Set\n", "\n", "About [Iris Data Set](https://en.wikipedia.org/wiki/Iris_flower_data_set)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " sepal_length sepal_width petal_length petal_width\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.054000 3.758667 1.198667\n", "std 0.828066 0.433594 1.764420 0.763161\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "iris = pd.read_csv('iris.csv',delimiter=',')\n", "\n", "print(iris.describe())\n", "\n", "iris['species'] = iris['species'].map({'setosa':0,'versicolor':1,'virginica':2})\n", "\n", "plt.scatter(iris.petal_length, iris.petal_width, c=iris.species)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Iris data in 3D chart" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " sepal_length sepal_width petal_length petal_width\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.054000 3.758667 1.198667\n", "std 0.828066 0.433594 1.764420 0.763161\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "iris = pd.read_csv('iris.csv',delimiter=',')\n", "\n", "print(iris.describe())\n", "\n", "iris['species'] = iris['species'].map({'setosa':0,'versicolor':1,'virginica':2})\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(iris.petal_length, iris.petal_width, iris.sepal_length, c=iris.species)\n", "\n", "ax.set_xlabel('petal_length')\n", "ax.set_ylabel('petal_width')\n", "ax.set_zlabel('sepal_length')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Yahoo Finance\n", "\n", "https://github.com/ranaroussi/yfinance\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we will need to install `yfinance` from pip." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: yfinance in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (0.1.55)\n", "Requirement already satisfied: numpy>=1.15 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from yfinance) (1.19.2)\n", "Requirement already satisfied: lxml>=4.5.1 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from yfinance) (4.6.1)\n", "Requirement already satisfied: pandas>=0.24 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from yfinance) (1.1.3)\n", "Requirement already satisfied: multitasking>=0.0.7 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from yfinance) (0.0.9)\n", "Requirement already satisfied: requests>=2.20 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from yfinance) (2.24.0)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.24->yfinance) (2.8.1)\n", "Requirement already satisfied: pytz>=2017.2 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from pandas>=0.24->yfinance) (2020.1)\n", "Requirement already satisfied: certifi>=2017.4.17 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from requests>=2.20->yfinance) (2020.6.20)\n", "Requirement already satisfied: idna<3,>=2.5 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from requests>=2.20->yfinance) (2.10)\n", "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from requests>=2.20->yfinance) (1.25.11)\n", "Requirement already satisfied: chardet<4,>=3.0.2 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from requests>=2.20->yfinance) (3.0.4)\n", "Requirement already satisfied: six>=1.5 in /Users/makzan/opt/anaconda3/lib/python3.8/site-packages (from python-dateutil>=2.7.3->pandas>=0.24->yfinance) (1.15.0)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "pip install yfinance" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%***********************] 1 of 1 completed\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import yfinance as yf\n", "\n", "data = yf.download(\"AAPL\", start=\"2011-01-01\", end=\"2020-12-31\")\n", "\n", "plt.plot(data.Close)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%***********************] 1 of 1 completed\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import yfinance as yf\n", "\n", "data = yf.download(\"0001.HK\", start=\"2011-01-01\", end=\"2020-12-31\")\n", "\n", "plt.plot(data.Close)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use `Ticker` to get details on a specific stock.\n", "\n", "The following code examples are from yfinance documentation." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "import yfinance as yf\n", "\n", "stock = yf.Ticker(\"0001.HK\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "yfinance.Ticker object <0001.HK>" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stock" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OpenHighLowCloseVolumeDividendsStock Splits
Date
2000-01-0432.63175732.95806531.97913631.97913631944130.00
2000-01-0530.51068031.00016629.61334029.77647260585310.00
2000-01-0630.02123930.18437127.73698428.308060104404800.00
2000-01-0728.71594229.04225328.22645728.87907460497960.00
2000-01-1029.85805230.34754129.12384629.12384651954050.00
........................
2021-01-1557.95000157.95000156.70000156.84999864399950.00
2021-01-1857.04999957.40000256.54999957.15000245042410.00
2021-01-1957.15000258.34999856.65000258.20000183573300.00
2021-01-2058.09999858.20000157.15000257.75000072841640.00
2021-01-2158.04999958.09999856.90000257.54999960500770.00
\n", "

5255 rows × 7 columns

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" ], "text/plain": [ " Open High Low Close Volume Dividends \\\n", "Date \n", "2000-01-04 32.631757 32.958065 31.979136 31.979136 3194413 0.0 \n", "2000-01-05 30.510680 31.000166 29.613340 29.776472 6058531 0.0 \n", "2000-01-06 30.021239 30.184371 27.736984 28.308060 10440480 0.0 \n", "2000-01-07 28.715942 29.042253 28.226457 28.879074 6049796 0.0 \n", "2000-01-10 29.858052 30.347541 29.123846 29.123846 5195405 0.0 \n", "... ... ... ... ... ... ... \n", "2021-01-15 57.950001 57.950001 56.700001 56.849998 6439995 0.0 \n", "2021-01-18 57.049999 57.400002 56.549999 57.150002 4504241 0.0 \n", "2021-01-19 57.150002 58.349998 56.650002 58.200001 8357330 0.0 \n", "2021-01-20 58.099998 58.200001 57.150002 57.750000 7284164 0.0 \n", "2021-01-21 58.049999 58.099998 56.900002 57.549999 6050077 0.0 \n", "\n", " Stock Splits \n", "Date \n", "2000-01-04 0 \n", "2000-01-05 0 \n", "2000-01-06 0 \n", "2000-01-07 0 \n", "2000-01-10 0 \n", "... ... \n", "2021-01-15 0 \n", "2021-01-18 0 \n", "2021-01-19 0 \n", "2021-01-20 0 \n", "2021-01-21 0 \n", "\n", "[5255 rows x 7 columns]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get historical market data\n", "stock.history(period=\"max\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Date\n", "2000-05-16 1.050\n", "2000-10-10 0.380\n", "2001-05-15 1.220\n", "2001-10-09 0.380\n", "2002-05-14 1.220\n", "2002-10-08 0.380\n", "2003-05-13 1.220\n", "2003-10-07 0.380\n", "2004-05-11 1.300\n", "2004-10-05 0.380\n", "2005-05-10 1.420\n", "2005-10-04 0.420\n", "2006-05-09 1.580\n", "2006-10-03 0.460\n", "2007-05-08 1.740\n", "2007-10-02 0.500\n", "2008-05-13 1.950\n", "2008-09-29 0.500\n", "2009-05-12 1.950\n", "2009-09-24 0.500\n", "2010-05-18 2.200\n", "2010-09-10 0.500\n", "2011-05-11 2.450\n", "2011-09-14 0.530\n", "2012-05-30 2.630\n", "2012-09-11 0.530\n", "2013-05-24 2.630\n", "2013-09-03 0.580\n", "2014-05-21 2.900\n", "2014-09-01 0.638\n", "2015-03-11 3.016\n", "2015-03-16 3.016\n", "2015-09-22 0.700\n", "2016-05-18 1.850\n", "2016-09-09 0.735\n", "2017-05-16 1.945\n", "2017-09-04 0.780\n", "2018-05-15 2.070\n", "2018-09-03 0.870\n", "2019-05-21 2.300\n", "2019-09-02 0.870\n", "2020-05-19 2.300\n", "2020-09-07 0.614\n", "Name: Dividends, dtype: float64" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show dividends\n", "stock.dividends" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Series([], Name: Stock Splits, dtype: int64)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show splits\n", "stock.splits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the stock is US Stock, we can access to more information" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "stock = yf.Ticker(\"AAPL\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Value
Earnings Date2021-01-27 00:00:00
Earnings Average1.4
Earnings Low1.23
Earnings High1.57
Revenue Average102620000000
Revenue Low97739000000
Revenue High110211000000
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" ], "text/plain": [ " Value\n", "Earnings Date 2021-01-27 00:00:00\n", "Earnings Average 1.4\n", "Earnings Low 1.23\n", "Earnings High 1.57\n", "Revenue Average 102620000000\n", "Revenue Low 97739000000\n", "Revenue High 110211000000" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show next event (earnings, etc)\n", "stock.calendar" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('2021-01-22',\n", " '2021-01-29',\n", " '2021-02-05',\n", " '2021-02-12',\n", " '2021-02-19',\n", " '2021-02-26',\n", " '2021-03-19',\n", " '2021-04-16',\n", " '2021-06-18',\n", " '2021-07-16',\n", " '2021-09-17',\n", " '2022-01-21',\n", " '2022-06-17',\n", " '2022-09-16',\n", " '2023-01-20',\n", " '2023-03-17')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# show options expirations\n", "stock.options" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# get option chain for specific expiration\n", "\n", "opt = stock.option_chain('2021-01-22')\n", "# data available via: opt.calls, opt.puts" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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contractSymbollastTradeDatestrikelastPricebidaskchangepercentChangevolumeopenInterestimpliedVolatilityinTheMoneycontractSizecurrency
0AAPL210122C000650002021-01-20 19:51:3965.067.300.00.00.00.01200.000010TrueREGULARUSD
1AAPL210122C000700002021-01-19 14:30:0070.062.200.00.00.00.0100.000010TrueREGULARUSD
2AAPL210122C000750002021-01-15 20:43:1175.057.200.00.00.00.0100.000010TrueREGULARUSD
3AAPL210122C000800002021-01-12 20:05:4980.049.170.00.00.00.02500.000010TrueREGULARUSD
4AAPL210122C000850002021-01-20 15:07:1785.045.300.00.00.00.02000.000010TrueREGULARUSD
.............................................
66AAPL210122C001800002021-01-19 16:51:25180.00.010.00.00.00.0300.500005FalseREGULARUSD
67AAPL210122C001850002021-01-19 14:31:41185.00.010.00.00.00.0100.500005FalseREGULARUSD
68AAPL210122C001900002021-01-19 14:30:00190.00.010.00.00.00.01100.500005FalseREGULARUSD
69AAPL210122C001950002021-01-19 14:30:00195.00.010.00.00.00.0400.500005FalseREGULARUSD
70AAPL210122C002000002021-01-20 19:58:40200.00.010.00.00.00.01500.500005FalseREGULARUSD
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71 rows × 14 columns

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" ], "text/plain": [ " contractSymbol lastTradeDate strike lastPrice bid ask \\\n", "0 AAPL210122C00065000 2021-01-20 19:51:39 65.0 67.30 0.0 0.0 \n", "1 AAPL210122C00070000 2021-01-19 14:30:00 70.0 62.20 0.0 0.0 \n", "2 AAPL210122C00075000 2021-01-15 20:43:11 75.0 57.20 0.0 0.0 \n", "3 AAPL210122C00080000 2021-01-12 20:05:49 80.0 49.17 0.0 0.0 \n", "4 AAPL210122C00085000 2021-01-20 15:07:17 85.0 45.30 0.0 0.0 \n", ".. ... ... ... ... ... ... \n", "66 AAPL210122C00180000 2021-01-19 16:51:25 180.0 0.01 0.0 0.0 \n", "67 AAPL210122C00185000 2021-01-19 14:31:41 185.0 0.01 0.0 0.0 \n", "68 AAPL210122C00190000 2021-01-19 14:30:00 190.0 0.01 0.0 0.0 \n", "69 AAPL210122C00195000 2021-01-19 14:30:00 195.0 0.01 0.0 0.0 \n", "70 AAPL210122C00200000 2021-01-20 19:58:40 200.0 0.01 0.0 0.0 \n", "\n", " change percentChange volume openInterest impliedVolatility \\\n", "0 0.0 0.0 12 0 0.000010 \n", "1 0.0 0.0 1 0 0.000010 \n", "2 0.0 0.0 1 0 0.000010 \n", "3 0.0 0.0 25 0 0.000010 \n", "4 0.0 0.0 20 0 0.000010 \n", ".. ... ... ... ... ... \n", "66 0.0 0.0 3 0 0.500005 \n", "67 0.0 0.0 1 0 0.500005 \n", "68 0.0 0.0 11 0 0.500005 \n", "69 0.0 0.0 4 0 0.500005 \n", "70 0.0 0.0 15 0 0.500005 \n", "\n", " inTheMoney contractSize currency \n", "0 True REGULAR USD \n", "1 True REGULAR USD \n", "2 True REGULAR USD \n", "3 True REGULAR USD \n", "4 True REGULAR USD \n", ".. ... ... ... \n", "66 False REGULAR USD \n", "67 False REGULAR USD \n", "68 False REGULAR USD \n", "69 False REGULAR USD \n", "70 False REGULAR USD \n", "\n", "[71 rows x 14 columns]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "opt.calls" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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contractSymbollastTradeDatestrikelastPricebidaskchangepercentChangevolumeopenInterestimpliedVolatilityinTheMoneycontractSizecurrency
0AAPL210122P000650002021-01-15 20:40:1165.00.010.00.00.00.01.000.500005FalseREGULARUSD
1AAPL210122P000700002021-01-06 14:57:4870.00.010.00.00.00.01.000.500005FalseREGULARUSD
2AAPL210122P000750002021-01-13 17:04:0875.00.020.00.00.00.03.000.500005FalseREGULARUSD
3AAPL210122P000800002021-01-13 16:49:4380.00.010.00.00.00.020.000.500005FalseREGULARUSD
4AAPL210122P000850002021-01-19 17:07:0985.00.010.00.00.00.04.000.500005FalseREGULARUSD
.............................................
69AAPL210122P001800002021-01-04 19:11:28180.051.350.00.00.00.0NaN00.000010TrueREGULARUSD
70AAPL210122P001850002020-12-30 18:40:01185.050.650.00.00.00.0220.000.000010TrueREGULARUSD
71AAPL210122P001900002021-01-11 16:08:10190.060.550.00.00.00.03.000.000010TrueREGULARUSD
72AAPL210122P001950002020-12-31 20:54:58195.062.450.00.00.00.01.000.000010TrueREGULARUSD
73AAPL210122P002000002021-01-19 05:13:41200.071.650.00.00.00.0NaN00.000010TrueREGULARUSD
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74 rows × 14 columns

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" ], "text/plain": [ " contractSymbol lastTradeDate strike lastPrice bid ask \\\n", "0 AAPL210122P00065000 2021-01-15 20:40:11 65.0 0.01 0.0 0.0 \n", "1 AAPL210122P00070000 2021-01-06 14:57:48 70.0 0.01 0.0 0.0 \n", "2 AAPL210122P00075000 2021-01-13 17:04:08 75.0 0.02 0.0 0.0 \n", "3 AAPL210122P00080000 2021-01-13 16:49:43 80.0 0.01 0.0 0.0 \n", "4 AAPL210122P00085000 2021-01-19 17:07:09 85.0 0.01 0.0 0.0 \n", ".. ... ... ... ... ... ... \n", "69 AAPL210122P00180000 2021-01-04 19:11:28 180.0 51.35 0.0 0.0 \n", "70 AAPL210122P00185000 2020-12-30 18:40:01 185.0 50.65 0.0 0.0 \n", "71 AAPL210122P00190000 2021-01-11 16:08:10 190.0 60.55 0.0 0.0 \n", "72 AAPL210122P00195000 2020-12-31 20:54:58 195.0 62.45 0.0 0.0 \n", "73 AAPL210122P00200000 2021-01-19 05:13:41 200.0 71.65 0.0 0.0 \n", "\n", " change percentChange volume openInterest impliedVolatility \\\n", "0 0.0 0.0 1.0 0 0.500005 \n", "1 0.0 0.0 1.0 0 0.500005 \n", "2 0.0 0.0 3.0 0 0.500005 \n", "3 0.0 0.0 20.0 0 0.500005 \n", "4 0.0 0.0 4.0 0 0.500005 \n", ".. ... ... ... ... ... \n", "69 0.0 0.0 NaN 0 0.000010 \n", "70 0.0 0.0 220.0 0 0.000010 \n", "71 0.0 0.0 3.0 0 0.000010 \n", "72 0.0 0.0 1.0 0 0.000010 \n", "73 0.0 0.0 NaN 0 0.000010 \n", "\n", " inTheMoney contractSize currency \n", "0 False REGULAR USD \n", "1 False REGULAR USD \n", "2 False REGULAR USD \n", "3 False REGULAR USD \n", "4 False REGULAR USD \n", ".. ... ... ... \n", "69 True REGULAR USD \n", "70 True REGULAR USD \n", "71 True REGULAR USD \n", "72 True REGULAR USD \n", "73 True REGULAR USD \n", "\n", "[74 rows x 14 columns]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "opt.puts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "In this lesson, we learned to plot the processed data by using MatPlotLib. We also explored more data set." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }