{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Grouping data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A single pandas DataFrame can often be decomposed into smaller subsets of data that need to be visualized. fivecentplots contains multiple grouping levels to expose unique subsets of data:\n", "\n", "\n", "It is also possible to filter data inline sets via the keyword filter. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "db = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df1 = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df2 = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Only needs to be run once)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `legend` keyword can be a single DataFrame column name or a list of column names. The data set will then be grouped according to each unique value of the `legend` column and a separate plot for each value will be added to the figure. A different color and marker type will be used to display each value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single legend column" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our sample data set, we have repeats of the same current vs. voltage measurement at three different \"Die\" locations. By setting the `legend` keyword equal to the name of the DataFrame column containing the \"Die\" value, we can distinctly visualize the measurement for each site." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple legend columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "fivecentplots also supports legending by multiple DataFrame columns. When a list of column names is passed to the `legend` keyword, a dummy column is created in the DataFrame that concatenates the values from each column listed in `legend`. This new column is used for legending." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend=['Die', 'Substrate'], show=SHOW,\n", " filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple x & y values " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When plotting more than one DataFrame column on the y axis without a specific grouping column, a legend is also enabled to improve visualization of the data. The legend can be disabled by setting `legend=False`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I [A]', 'Voltage'], lines=False, show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Secondary x|y plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Three options are available for legending are available for plots with a secondary axis: (1) no legend; (2) legend based on the values of the primary/secondary axes; or (3) legend based on another column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### No legend" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Axis legend" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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HjhypdSw5ObnGPvLXXnvtGfeVF2lutAi/iIj4PHtuHgaTCXPrc2vh9PVgKtISKZyKiIjPq8jLIyimDYZzmOSjYCrSPCmcioiIz6vIzcMSF1fv6xVMRZovhVMREfF5rnAaW69rFUzF2+bMmYPBYDjrNcnJyRgMBgwGg3uP+2pOp5POnTtjMBjYunVrrXuHDh3qvnfOnDmeLL1JKJyKiIhPczqdVOTlYq5Hy6mCqfiS/v37s2XLFu69994ax9evX8/Ro0fp2bMn//jHP2rd98orr7Bly5amKtPjWlw4nTZtGsnJyfW6duLEie6fLE5/DRo0qHGLFBERj6kqLaWq3PqL3foKpgLgsFpJGz+JtPGTcJxaXqu5ioiIYMiQIbRv377G8SVLlnDppZdyxx13sHLlSoqKimqcv+iiixgyZEhTlupRLWopqVdffZXFixczfPjwel3/zTffMGzYMKZNm1bjeOtznO0pIiLeY8/NA8B8lm59BVNpKYqKinj33XeZM2cON998M4888ghLly5l+vTp3i7NY1pEOHU4HMydO/ecxlVYrVbS09O59dZbueWWWxqvOBERaVQVp8KppW3dLacKptKSvPnmm9jtdm655RbatWvH6NGjWbRoUYsKpz7frW+1WhkwYACzZ89m6tSptGvXrl73ffvtt1RVVdGzZ89GrlBERBpTRV4expAQth8+ydqtGXx5IJ9ymwNQMBUXh9V62st22nFbjXO+YMmSJVx11VXuvHPnnXeyb98+Nm7c6OXKPMfnW06tVisnT55k5cqVTJkyhU6dOtXrvm+++QZwjcsAKCkpISwsrLHKFBGRRmCzO9i38zBVVcH8a9kO93FLkJF2bUJIzyxRMBW2/E9Knce33XZnja+HvvfvpijnvO3Zs4cdO3awePFi9zjT5ORkWrVqxT/+8Y96D2ts7ny+5TQiIoLvvvuOKVOmnNN91eH0//7v/4iOjiY8PJyEhARefPHFxihTREQ8zGZ3MH/FXkqzcigICCO+dQhJPWOJjbRgtVeRnllCVHgQY5ISvF2qiEe8+uqrANx9991ERUURFRVFXFwcJ06c4J133iE3N9fLFXqGz7ecGo1GjMZzz9jV4fTgwYMsWrQIq9XKkiVLmD59OidPnqy1ppiIiDQvqRszSM8s4arKEtr37cYdD4/AYDDwr9U7WZV2jMAAI4XFdlI3ZpAyurO3yxUvunTlG+5fO6w2d4vp4KVLMFnM3irrnNjtdt544w3Gjx/P/fffX+NcRkYGt912G0uWLGHmzJleqtBzfD6cnq+bb76Z4cOHM2PGDPdCuCkpKVxxxRU89dRT3HvvvbRp08bLVYqISF3KbQ7S9mRjdFYRUVlK264dMBgMrFx3kFVpx5hwRQc6xoXyQup+0vbkMHFYR4LN9d/aVFoWk8VyhuPmM55rblavXk1eXh6/+c1v6lwy869//SuvvPJKjVzjq/w2nNY1Q99oNDJt2jQ+//xztmzZwrhx4876jOom9TOpqqrC6XSe8Xx1i290dHQ9q5bmSJ+j79Nn6Hu27MnCaq+iW5gDg9NJ9IWd+X+fHOLNtQdJGdOdKSO74nQ6Wbkhg+P5ZWTkVXJp7xhvl+3zoUG8Z8mSJcTExDBy5Mg6z992223MnDmTtWvXMmbMmCauzrN8fsypp8XGutbJKykp8XIlIiJyJsVlFQB0Dnb9d92hMpb/dz+3XN2DKSO7Aq4g2D4mrMb1Ir4oMzOTtWvXMmXKFAIC6m5XvOWWWzAajXXuGOVr/LLltLy8nCFDhnDZZZfx8ssv1zi3f/9+ADp3bvj4pPLycsrKys54vrqVpqCgoMHvJd6jz9H36TP0QVWu5YDKso7jNBh444scUq7uyQ1XdnF/jk6nk4zjJ93XN4fPt7i42Nsl+D2TxeL1Wflz5sw5p7XZExISqKys/MVrHA5HAytrHvwynAYHBxMUFMSbb77JY4895t4W7MSJE7zwwgt06dKFwYMH/+JzCgsLf/F/FhER8bxenSKxBBkx5RVywhTK+GEXuFtMq+1KLySnyIolyESvTpFeqlTk/J08eZIvvviC9u3b19rC9Gy+/fZbTp482YiVNS6/6NbPzs5m+fLl7N69233spZdeoqysjMsvv5wFCxYwb948Bg4cSHZ2NosXLz6vFQBERKRpBJtNtGsTQmRFCSeCwukYF+oe4+90Otl5qIDFHxwCYGjvWE2GEp/09ddfc+mll55zV/0999zDpZde2khVNT6/aDndt28fU6dOZfbs2fTp0weAIUOGsG7dOubMmcPs2bMxGo0MGTKE5cuXM2TIEC9XLCIiZ7N681HSM0tIrirhx8Bo3krdz8oNGbSPCSPj+Elyily7/SQmhDF5eEcvVyty7j799NPzvjctLc1zhXhBiwunR44cqXUsOTm5zlnzw4cPZ8OGDU1QlYiIeMrpW5LGrSjD1uliLJUmjueXcTzfNc7fEmRiaO9YJg/viDlIraYivqTFhVMREWm5Tg+mY/tFc+hf5SRd2pXL+vQnI6/SNSu/ykavTpHqyhfxUQqnIiLiE04Ppr+6vAPWIz8AEBQTg8Vscq9j2hxm5YvI+dOsHxERafZ+HkwBKvLyAAjUbn4iLYrCqYiINGt1BVMAe24exuBgjKEhXqxORDxN4VRERJqtMwVTgIrcPAJj2mhLUJEWRuFURESapbMFU4CK3FwCY9SlL9LSKJyKiEiz80vBFFxjTjXeVKTlUTgVEZFmpT7B1OlwUJFfQFBMTBNXJyKNTeFURESajfoEU4CKgkKoqlK3vkgLpHAqIiLNQn2DKWgZKZGWTOFURES87lyCKbgmQ2EwENg6ugmqE5GmpB2iRESkSZTbHOw9UkSptZJQS4B7i9FzDabgWkYqIDoKQ4C+jYm0NPpbLSIijcpmd5C6MYO0PdlY7VXu45YgI+3ahJCeWXJOwRRc4VSToURaJoVTERFpNDa7g/kr9pKeWQJAbJSF+OhgsvLLySmykp5ZQlR4EGOSEs7puRV5eZjbt2+MkkXEyzTmVEREGk3qxgzSM0sItQRw/+QePHNPf+6/oSeXXeyayBQYYKSw2E7qxoxzeq791O5QItLyKJyKiEijKLc5SNuTDcC067rQt0s0BoOB1ZuPsirtGBOu6MBvr+8GQNqeHMptjno911FWRlVpqcKpSAulcCoiIo1i75EirPYqYqMs9EmMAmrPyu+bGEVspAWr3TVZqj60jJRIy6ZwKiIijaLUWglAfHSwu8X057PyDQYD8a2Da1z/SypyT4VTTYgSaZE0IUpERBpFqMX1LSaroJz30jLcXfmnz8p3Op1k5ZfXuP6XVOTmYbRYMIWFer5oEfE6tZyKiEij6NUpEkuQkZxCa53BFGBXeiE5RVYsQSZ6dYqs13OrJ0MZDIbGKFtEvEzhVEREGkWw2US7NiGAa1Z+x7hQnE4n4Gox3XmogMUfHAJgaO9Ygs2mej23Ii9P401FWjB164uISKNYvfmoex3TwmI7L6TuJzbSQnzrn9Y5BUhMCGPy8I71fm5Fbi5h/fo2Vtki4mUKpyIi4nGnT34ak5RwaoeoHHKKrO5QagkyMbR3LJOHd8QcVL9WU2dVFRX5+VpGSqQFUzgVERGPqmtWfsrozkwc1pG9R4ootVYSagmgV6fIenflV6ssLARHlbYuFWnBFE5FRMRj6gqm1YLNJgZ1b92g57uXkdKYU5EWSxOiRETEI84WTD3FnpsHBgMBraMb5fki4n0KpyIi0mBNEUzBNRkqICoSY2Bgo72Hr5k2bRrJycn1ujY3N5c77riDuLg4IiIiGD9+PIcPH27cAkXOkcKpiIg0SFMFU9AyUj/36quvsnjx4npda7PZuOaaa/j3v//Nb37zG+bMmcOXX37JsGHDyM/Pb+RKRepPY05FROS8NWUwBdeY06CEhEZ/n+bO4XAwd+5c5syZU+97Xn/9dXbs2MHatWsZPXo0ANdeey29e/dm4cKFzJ07t5GqFTk3ajkVEZHz0tTBFE6FUz9fRspqtTJgwABmz57N1KlTadeuXb3uW7FiBYmJie5gCtCjRw9GjhzJihUrGqtckXOmcCoiIufMG8HUUV6Oo6TE79c4tVqtnDx5kpUrV7J06VICAurXCbpjxw4GDhxY6/iAAQM4fPgwhYWFni5V5LyoW19ERM6JN4IpQEWea1ykv485jYiI4Lvvvqt3KAUoKSnhxIkTdbayxsfHA5CRkUFUVJTH6hQ5XwqnIiJSb94KpuCaqQ/4fcup0WjEaDy3js/i4mIAQkJCap0LDg4GoLS0tOHFiXiAwqmIiNRQbnPUuZOTN4MpuMabGsxmTOHhTf7evq6qqgoAg8FwxmvONfCKNBaFUxERAcBmd5C6MYO0PdlY7VXu45YgI+3ahJCeWeK1YAo/LSN1toDlbSEhIYSGhp7x/Ll0xXtS+KlAX15eXutc9bFwhX5pJhRORUQEm93B/BV7Sc8sASA2ykJ8dDBZ+eXkFFlJzywhKjyIMUneW8ZJM/XPX0REBJGRkWRlZdU6l5mZCUCCluiSZkJt+CIiQurGDNIzSwi1BHD/5B48c09/7r+hJ5dd7AqDgQFGCovtpG7M8FqN9tw8vx9v2hD9+/fnq6++qnX866+/pkuXLpoMJc2GwqmIiJ8rtzlI25MNwLTrutC3SzQGg4HVm4+yKu0YE67owG+v7wZA2p4cym2OJq/RWVVFZX5+sw+nZWVl5ObmnvHlzeWaJk2axP79+1m3bp372P79+1m/fj033nij1+oS+TmFUxERP7f3SBFWexWxURb6JLpaz34++alvYhSxkRasdtdkqaZWWVSEs7LS75eRqq/s7GyWL1/O7t273cfuvvtuevToweTJk5k7dy7PPfccI0eOJCEhgenTp3uxWpGaFE5FRPxcqbUSgPjoYHeL6c9n5RsMBuJbB9e4vilV5OYBEBgT0+Tv7Yv27dvH1KlTeeedd9zHzGYz69ev55prrmHevHn8+c9/JikpiU8++YQ2Cv3SjGhClIiInwu1uL4VZBWU815ahrsr//RZ+U6nk6z88hrXNyV3OG3Tusnfu7k7cuRIrWPJyck4nc5axxMSEnjrrbeaoCqR86eWUxERP9erUySWICM5hdY6gynArvRCcoqsWIJM9OoU2eQ1VuTlERAViTEwsMnfW0SalsKpiIifCzabaNfGtXNQYICRjnGh7lY3p9PJzkMFLP7gEABDe8cSbDY1eY323FyNNxXxE+rWFxHxc6s3H3WvY1pYbOeF1P3ERlqIb/3TOqcAiQlhTB7e0Ss1VuTmEdQ2zivvLSJNS+FURMSPnT75aUxSwqkdonLIKbK6Q6klyMTQ3rFMHt4Rc1DTt5qCK5yG9r7YK+8tIk1L4VRExE/VNSs/ZXRnJg7ryN4jRZRaKwm1BNCrU6RXuvKrVVmtOIqL1a0v4icUTkVE/FBdwbRasNnEoO7NZ1Z8RV4+gLYuFfETmhAlIuJnzhZMmyN7bi5As98dSkQ8Q+FURMSP+FowBdd4U0NQIKaICG+XIiJNQOFURMRP+GIwBdcap4FtYjAYDN4uRUSagMKpiIgf8NVgCq6WU3Xpi/gPhVMRkRbOl4MpnFrjVOFUxG8onIqItGC+HkydVVWnuvUVTkX8hcKpiEgL5evBFKDyxAmclZXq1hfxIwqnIiItUEsIpuDq0gctIyXiTxRORURamJYSTOG0cNpa4VTEX2iHKBERH1Ruc9S5xWhLCqbgWkbK1KoVRnOQt0sRkSaicCoi4kNsdgepGzNI25ON1V7lPm4JMtKuTQjpmSUtJpiCZuqL+COFUxERH2GzO5i/Yi/pmSUAxEZZiI8OJiu/nJwiK+mZJUSFBzEmKcHLlXqOPTeXoNgYb5chIk1IY05FRHxE6sYM0jNLCLUEcP/kHjxzT3/uv6Enl13salkMDDBSWGwndWOGlyv1HC0jJeJ/FE5FRHxAuc1B2p5sAKZd14W+XaIxGAys3nyUVWnHmHBFB357fTcA0vbkUG5zeLNcj6iy2XGcOElgjFpORfyJwqmIiA/Ye6QIq72K2CgLfRKjgNqz8vsmRhEbacFqd02W8nUVeVpGSsQfKZyKiPiAUmslAPHRwe4W05/PyjcYDMS3Dq5xvS+rXkZKE6Im4GNwAAAgAElEQVRE/IsmRImI+IBQi+uf66yCct5Ly3B35Z8+K9/pdJKVX17jel9WkZeLITAQU0SEt0sRkSakllMRER/Qq1MkliAjOYXWOoMpwK70QnKKrFiCTPTqFOmlSj3HnptHYJvWGIz6ViXiT/Q3XkTEBwSbTbRrEwK4ZuV3jAvF6XQCrhbTnYcKWPzBIQCG9o4l2GzyWq2eUpGbp8lQIn7I9/t9RET8wOrNR93rmBYW23khdT+xkRbiW/+0zilAYkIYk4d39HK1nlGRl0dIjx7eLkNEmpjCqYhIM3f65KcxSQmndojKIafI6g6lliATQ3vHMnl4R8xBvt9q6nQ6XS2nV2gylIi/UTgVEWnG6pqVnzK6MxOHdWTvkSJKrZWEWgLo1SmyRXTlV3OcOImzokIz9UX8kMKpiEgzVVcwrRZsNjGoe2svVdb47Lm5gNY4FfFHmhAlItIMnS2Y+gP3AvzaulTE7yiciog0M/4eTME1U98UEYHRbPZ2KSLSxBRORUSaEQVTF9cyUmo1FfFHCqciIs2EgulPKvLy1KUv4qcUTkVEmgEF05oqcnM1U1/ETymcioh4mYJpTVV2O5VFJ9StL+KnFE5FRLxIwbS2irx8AG1dKuKnFE5FRLxEwbRuWkZKxL8pnIqIeIGC6ZlV5OZhCAggILKVt0sRES/QDlEiIo2k3Oaoc4tRBdOzq8jNJbBNawxGtZ+I+COFUxERD7PZHaRuzCBtTzZWe5X7uCXISLs2IaRnliiYnoWWkRLxbwqnIiIeZLM7mL9iL+mZJQDERlmIjw4mK7+cnCIr6ZklRIUHMSYpwcuVNl/23DxCunX1dhki4iXqMxER8aDUjRmkZ5YQagng/sk9eOae/tx/Q08uu9jVEhgYYKSw2E7qxgwvV9o8OZ3OU7tDaaa+iL9SOBUR8ZBym4O0PdkATLuuC327RGMwGFi9+Sir0o4x4YoO/Pb6bgCk7cmh3ObwZrnNkuNkMU67XWucivgxhVMREQ/Ze6QIq72K2CgLfRKjgNqz8vsmRhEbacFqd02Wkpq0jJSIKJyKiHhIqbUSgPjoYHeL6c9n5RsMBuJbB9e4Xn5SHU61damI/1I4FRHxkFCLa45pVkE576Vl1LlclNPpJCu/vMb18pOK3DxMYWEYLRZvl9Ksff/990ycOJHo6Giio6O59dZbyc3N/cX7duzYwejRowkNDSUiIoJx48Zx4MCBJqhYpP70L6OIiIf06hSJJchITqHVPcb058tF7UovJKfIiiXIRK9OkV6qtPmy5+ZpvOkvyM/PZ8SIEdjtdmbOnEllZSXz589n9+7dbNu2jaCgoDrvO3DgAMnJyYSEhDBr1iwAnn32WYYOHcquXbtISNAKEtI8KJyKiHhIsNnkXsc0MMBIx7hQnE4nBoMBp9PJrvRCFn9wCIChvWMJNpu8XHHzU5Gbq3D6CxYuXMixY8fYs2cPPXv2BOCSSy5h9OjRLF26lGnTptV53/PPP09JSQmbNm2if//+AFx55ZUMHjyY5557jvnz5zfZ70HkbBRORUQ8ZPXmo+51TAuL7byQup/YSAvxrX9a5xQgMSGMycM7erna5qkiL4/gLoneLqNZW7FiBcnJye5gCjBq1Ci6d+/OihUrzhhODx8+TJs2bdzBFCApKYnWrVuzZ8+eRq9bpL405lRExANOn/z0l2n9GTUwHkuQiZwia42u/FED43n4xl6Yg9Rq+nNVFRVUFhZpjdOzKCws5PDhwwwcOLDWuQEDBvDll1+e8d6uXbtSUFBQY2xqQUEBRUVFtG3btlHqFTkfajkVEWmgumblp4zuzMRhHdl7pIhSayWhlgB6dYpUV/5ZVOYXgNOpmfpn8eOPPwLQrl27Wufi4+M5efIkJ06coFWrVrXOz5gxgw8++ICbbrqJhQsXYjAYeOihhwgMDOT3v/99o9cuUl8KpyIiDVBXMK0WbDYxqHtrL1Xme9xrnCqcnlFxcTEAISEhtc4FB59aoqy0tM5w2rFjRx599FF+97vf0bdvXwBMJhNvv/12nS2xIt6ibn0RkfN0tmAq586emwsmIwFRUd4updmqqqoCXOvlnonRWPe39lmzZnHvvfdy+eWX88Ybb7B06VIGDRrEjTfeyKpVqxqlXpHzoZZTEZHzoGDqeRW5eQS2bo3hDOHKF4SEhBAaGnrG8wEBDfu2Gx4eDkB5eXmtc9XHqq85XVFREfPmzWPgwIGsX78ek8k1vOSmm25i0KBB/PrXv+aaa67BbDY3qD4RT/DdfwFERLxEwbRxVOTmaTLUL+jY0bXKQ1ZWVq1zmZmZREZG1hmOv/vuO2w2GzfddJM7mAIEBgZyyy23kJOTw759+xqvcJFzoHAqInIOFEwbT0VeHoFtNN70bCIjI+ncuTNfffVVrXNff/01gwYNqvO+6hZRp9NZ65zD4QB+GjIg4m0KpyIi9aRg2nicTicVuXk+P1O/rKyM3NzcM74KCwsb/B6TJk1i3bp17N+/331s3bp1HDhwgBtvvLHOe3r16kVCQgKvvfYaVqvVfdxms7Fs2TLatGlD7969G1ybiCdozKmISD0omDYuR0kpVVarZurXw4wZM3j99dcZOXIkDz74IFarlXnz5tG/f39uueUWwLXg/ueff85ll13GhRdeiMlk4m9/+xuTJ09m8ODB3HXXXTgcDl577TX27dvHsmXLCAwM9PLvTMSlxbWcTps2jeTk5Hpdm5ubyx133EFcXBwRERGMHz+ew4cPN26BIuJzFEwbX8WpheEVTn9ZTEwMmzZtom/fvsyaNYvnn3+e8ePH89FHH7m77zdt2sTUqVPZtGmT+74JEybw8ccfEx0dzZ/+9CeeeOIJWrVqxX/+8x9SUlK89dsRqaVFtZy++uqrLF68mOHDh//itTabjWuuuYaDBw/ywAMPEBERwbPPPsuwYcPYtWsXrVtrbUIRUTBtKu41TttoQlR9dO/enf/85z9nPH/77bdz++231zp+5ZVXcuWVVzZiZSIN1yLCqcPhYO7cucyZM6fe97z++uvs2LGDtWvXMnr0aACuvfZaevfuzcKFC5k7d24jVSsivkLBtOlU5OZhDA3FFBLs7VJExMt8vlvfarUyYMAAZs+ezdSpU+vc0q0uK1asIDEx0R1MAXr06MHIkSNZsWJFY5UrIs1Muc3Blj1ZrN2awZcH8im3uWYuK5g2rZYwGUpEPMPnW06tVisnT55k5cqVTJkyhU6dOtXrvh07djBmzJhaxwcMGMCaNWsoLCwkSruUiLRYNruD1I0ZpO3Jxmr/aQkdS5CRdm1CSM8sUTBtQlpGSkSq+Xw4jYiI4LvvvjunXTdKSko4ceJEna2s8fHxAGRkZCicirRQNruD+Sv2kp5ZAkB86xDax4bxQ9ZJcoqspGeWEBUexJikBC9X6j/sublEdO7k7TJEpBnw+W59o9F4ztvBFRcXA65t5n4uONg13qm0tLThxYlIs5S6MYP0zBJCLQHcP7kHL88YweN3DOayi10td4EBRgqL7aRuzPBypf7BWVlJZUGhZuqLCNACwun5qN4Fw2AwnPEaow/v7SwiZ1Zuc5C2JxuAadd1oW+XaAwGA2+v/45VaceYcEUHfnt9NwDS9uS4x6BK46nILwCnU1uXigjQArr1z0d4eDgA5eXltc5VH6u+5myioqLO2vVfVVVV51Zx1aoDcHR09C++lzRf+hx9y5Y9WVjtVcS3DiE5KRGDwcD/++QQb6w5QMqY7kwZ2RWn08nKDRkczy8jI6+SS3srNDWmooyjAMR06YKlAX+PfOHv4tkaRUTExS+bByMiIoiMjCQrK6vWuczMTAASEjTWTKQlKi6rAKB9bBgGg4GV6w6y/L/7ueXqHkwZ2RVwBYj2MWE1rpfGY83OBqMRcxutLy0iftpyCtC/f3+++uqrWse//vprunTp4pHJUOXl5ZSVlZ3xfPVP9wUFBQ1+L/EefY4+psoGwA/HT/Kv1TtZlXaMlDHdueHKLu7P0Ol0knH8pPt6fbaNq+jIDwS2jqbwxIkGPccX/i5Wz3kQkTPzy5ZTgEmTJrF//37WrVvnPrZ//37Wr1/PjTfeWK9nFBYWkpube8bX2YKpiHhHr06RWIKM5BRa3WNMq1tMq+1KLySnyIolyESvTpFeqtR/aBkpETmdX4TT7Oxsli9fzu7du93H7r77bnr06MHkyZOZO3cuzz33HCNHjiQhIYHp06d7sVoRaUzBZhPt2rhW6ggMMNIxLtQ9NtzpdLLzUAGLPzgEwNDesQSbTV6r1V9U5OZpMpSIuPlFt/6+ffuYOnUqs2fPpk+fPgCYzWbWr1/Pgw8+yLx58zCZTAwbNoxnn32WNvoJXqTFWr35qHsd08JiOy+k7mflhgzax4SRcdy1zilAYkIYk4d39HK1LZ/T6aQiN5fwpEHeLkVEmokWF06PHDlS61hycnKds+YTEhJ46623mqAqEWkOTt+SdExSwqkdonI4nl/G8XzXMBxLkImhvWOZPLwj5iC1mja2qtIyqsqt2rpURNxaXDgVEanL6cG0ekvSlNGdmTisIxl5la5Z+VU2enWKVFd+E6rIywPQmFMRcVM4FZEWr65gWi3YbHKvY9qcZ3m3VPbcXADtDiUibn4xIUpE/NfZgql4X0VuHsaQEEyhod4uRUSaCYVTEWmxFEybPy0jJSI/p3AqIi2SgqlvcC0jpXAqIj9ROBWRFkfB1HdU5OZppr6I1KBwKiItioKp73BWOqgoKFDLqYjU4JHZ+jabjd27d2O1WklISCAxMdETjxUROScKpr6lorAAqqo05lREamhwy+mCBQuIjY1lyJAhJCcn0717dwCee+45rFZrgwsUEakPBVPfU5F7ao1TbV0qIqdpUDh99dVXmTFjBsXFxTidTvcL4NFHH+Xqq6/G4XB4pFARkTNRMPVNFbl5YDAQGB3t7VJEpBlpUDh94YUXMBgMjB07lg0bNriPFxUVAfDZZ5/x0ksvNaxCERGg3ObgywP5bNyVzZcH8im3uX7wVTD1XRW5eQS2jsYQoB25ROQnDRpzevDgQQAWLVpEXFyc+3hkZCQvv/wyd911F0uXLuX+++9vWJUi4rdsdgepGzNI25ON1V7lPm4JMtKuTQjpmSUKpj6qIi9X401FpJYGtZyGhYUBEBQUVOvc5MmTATh06FBD3kJE/JjN7mD+ir2s25GF1V5FbJSFvolRxEZasNqrSM8sISo8iDFJCd4uVc6DXWucikgdGhRO+/TpA8Czzz6LwWCoce7IkSMABAR4ZEEAEfFDqRszSM8sIdQSwP2Te/DMPf25/4aeXHaxK9AEBhgpLLaTujHDy5XK+XAtwK/JUCJSU4PC6V133YXT6WTevHmMGTPGffy9995j6tSpGAwGLr300gYXKSL+p9zmIG1PNgDTrutC3y7RGAwGVm8+yqq0Y0y4ogO/vb4bAGl7ctxjUMU3OEpLqSorU7e+iNTSoHCakpLClClTcDqdfPLJJ+7W04kTJ7J7926MRiOPPfaYRwoVEf+y90iRuyu/T2IUUHvy009d/A72HinycsVyLiry8gHUrS8itTR4ndM333yT2bNnExYWVmM5qaioKJYvX87ll1/uiTpFxM+UWisBiI8OdreY/nxWvsFgIL51cI3rxTdU5OYCaOtSEamlwQNCjUYjs2fP5uGHH2bLli1kZ2cTExPD5ZdfTkhIiCdqFBE/FGpx/fOUVVDOe2kZ7q7802flO51OsvLLa1wvvsGem4cx2IIxNNTbpYhIM9Ogf83vvPNOBg8ezODBg+nTpw8jR470VF0i4ud6dYrEEmQkp9BaZzAF2JVeSE6RFUuQiV6dIr1UqZyPirw8AtvE1JpMKyLSoHD62muvsXTpUgDMZjP9+vVj8ODBJCUlMXjwYLp27eqRIkXE/wSbTe51TAMDjHSMC8XpdGIwGHA6nexKL2TxB66l6ob2jiXYrIXcfUmFlpESkTNoUDht3bo1+fmuQe1Wq5WtW7eydetW9/moqCiGDBnCiBEjmDx5MhdccEHDqhURv7F681H3OqaFxXZeSN1PbKSF+NbBZOWXk1NkBSAxIYzJwzt6uVo5VxW5eYQN6OftMkSkGWrQhKjc3FzmzJnj/tpkMtWYFFVQUMBHH33EjBkz6NKlC0888URD6xURP3D65Ke/TOvPqIHxWIJM5BRZa3TljxoYz8M39sIcpFZTX+J0OKgoyNcyUn7iiy++wGazebsM8SENajl9/fXXefLJJxk7diz//Oc/adu2LQcPHuQf//gHL774IkajEafTicPhwOFw8PTTT9OjRw9SUlI8Vb+ItDB1zcpPGd2ZicM6svdIEaXWSkItAfTqFKmufB9VWVgIjirN1PcTl19+OSaTiYsvvrjG0L9evXphNDZ40SBpgRoUTp9++mkAXnnlFdq2bQtAt27dWLhwIQkJCTzyyCOsWrWK4OBgHn30Ub788kv++c9/KpyKSJ3qCqbVgs0mBnVv7aXKxJPsuXmA1jj1J5WVlezcuZOdO3fyyiuvABASEkL//v1rBNYLL7zQy5VKc9CgH1mOHTsGQEFBQa1zd999N1VVVTz33HOMHDnSPXHq22+/bchbikgLdbZgKi1LRW4eGAwEttYPG/7g5ptvpmvXrhgMhhqv8vJyNm/ezHPPPcfNN99Mly5diImJ4ZprrtEwQD/XoHDaq1cvAG677TZ++OGHGud27doFuMaaAHTo4PpmU1SkXVxEpCYFU/9SkZdHQFQUhgCtTesPli1bxoEDBygoKGDt2rXMnTuX66+/nnbt2tUKrPn5+axZs4a5c+d6u2zxogb9y/CHP/yBqVOn8vXXX9O1a1euvvpqBg4cSH5+PsuWLQMgLi4Oh8PB4sWLAQgLC2t41SLSYiiY+h8tI+WfWrVqxciRI2usiX78+HG2b99e41VYWIjT6fRipeJtDQqnKSkpbN26lb/97W9UVlby4Ycf8uGHHwK41yO87bbb2L59Ow888AAGg4G+fft6pHAR8X0Kpv6lymbju/umAxBx6SVerkaag7Zt2zJu3DjGjRvnPvb999+zfft2L1Yl3tbgaXIvvvgi77//PldeeWWNpaSCg4P505/+xGOPPUZ6err7+vvuu6+hbykiLYCCqX/TeFM5k86dOzNlyhRvlyFe5JEBP2PHjmXs2LHYbDYyMzMxmUx06NChxrZ048aN4+abb2by5MmeeEsR8WEKphKgNU5F5Aw8Ek6LiooICQnBbDbTuXPnWudTUlK0fJSIAAqm/qbqtMXXT/91QKuIGl8bzeYmrUtEmq8GhdOCggImTZrEpk2bMBqNdO/enUsvvZQhQ4bQv39/2rVrR0ZGBklJSZ6qV0R8mIKp/6keY/pzP77wtxpfd1/8j6YoR5pA9ZwTkfPVoDGnM2fOZOPGje5doL799luWLFnCPffcQ1JSEgkJCVx66aWeqlVEfJiCqYjnfP/990ycOJHo6Giio6O59dZbyc3N/cX7cnNzmTZtGnFxcURERDB8+HA+//xzj9bWqlUrhg8fzsMPP8zbb7/N999/79HnS8vXoJbTjz76CIPBwKhRo4iJieHNN9/U8g8ifqzc5qhzi1EFU//V9e8vuH9dZbOR/sAMABIXzlNX/nnKz89nxIgR2O12Zs6cSWVlJfPnz2f37t1s27aNoKCgOu8rLi5m2LBhZGZm8sc//pGoqCj+9re/MXLkSLZt20bv3r09Ul9paSmfffYZn332mftY69atGTRoEElJSQwaNIjBgwe7d5YU+bkGhdOcnBwA3nrrLcLCwli5ciWvvfYaJSUlzJo1i/Lyci2kK+IHbHYHqRszSNuTjdVe5T5uCTLSrk0I6ZklCqZ+6kwB1Gg2K5yep4ULF3Ls2DH27NlDz549AbjkkksYPXo0S5cuZdq0aXXe98wzz3DgwAE+/fRThg0bBsD//M//cOGFFzJv3jz3+uSeYjKZqKpy/XtQUFDAmjVrWLNmjft8QkICSUlJ7tegQYOIioryaA3imxoUTtu0aUN2djZWq5Xo6Gjatm3LyZMn+c1vfkPHjh0ZO3YsDofDU7WKSDNkszuYv2Iv6ZklAMRGWYiPDiYrv5ycIivpmSVEhQcxJinBy5WKtzkr9f3AE1asWEFycrI7mAKMGjWK7t27s2LFijrDqdPpZOnSpYwdO9YdTMG1zuiCBQsIDAz0eJ0FBQXs2bOHL7/80v06ePCgu4c1KyuL9957j/fee899T2JiojuoPvDAAx6vSXxDg8acXnzxxQDcfvvtVFRU0LZtW/d2pdX/8y9atKiBJYpIc5a6MYP0zBJCLQHcP7kHz9zTn/tv6MllF7uWCgoMMFJYbCd1Y4aXKxVvs+fmeLsEn1dYWMjhw4cZOHBgrXMDBgzgyy+/rPO+I0eO8OOPPzJ69GjAFVZLSlw/UP72t789Y2vr+ZgwYQLx8fGEhIRw2WWX8Yc//IHXX3+db7/9lqKiIj799FMWLFjAjTfeSNeuXTEaje7tSw8fPsyKFSt46KGHPFaP+J4GhdPf//73OJ1OPvnkEwICAkhMTCQ1NZVVq1bx4osvApCRoW9IIi1Vuc1B2p5sAKZd14W+XaIxGAys3nyUVWnHmHBFB357fTcA0vbkUG5Ty5k/q8zLByDxufnq0j9PP/74IwDt2rWrdS4+Pp6TJ09y4sSJWue+++47wLWl+MyZM4mKiiI8PJwuXbrw/vvve7TG1NRUfvzxR0wmU61zYWFhXHHFFfzxj3/kjTfe4MCBAxQUFLBu3Tr++te/MnnyZM30l4aF03HjxjFv3jzi4uIwGAyMHj2a8vJyJk2axOOPP47BYKjR7SAiLcveI0VY7VXERlnok+gaK/bzyU99E6OIjbRgtbsmS4n/sv2YiSk8nIDwcG+X4rOKi4sBCAkJqXUuODgYcE1I+rmiItffvSeeeIL333+f559/ntdff52QkBCuv/561q1b12g1T5gwwR2O6xIREcGIESN46KGHeOuttxqtDvEdDd6+9KGHHmL37t0A3HrrrYwaNcq9hWloaCgLFixocJEi0jyVWisBiI8OdreY/nxWvsFgIL51cI3rxT/ZMrMISoj3dhk+rXqC0dlaF43G2t/abac2PCgsLGTz5s3cfvvtTJ06lU2bNhEZGcmjjz7aOAUDq1ev5uKLL2b69OkUFhae9VqDwUCrVq0arRbxDQ0Kp1dddRWPP/44rU/tkRwYGMjatWvZvHkz77zzDgcPHiQ5OdkTdYpIMxRqcc2pzCoo5720jDqXi3I6nWTll9e4XvyTPTMTcwsPpyEhIcTExJzx1dDZ6OGnWp3Ly8trnas+Fl5Hy3RoaCgAEydOrFFDZGQkv/rVr9ixY4e7VdbTDAYDFRUVvPTSS3Tp0oXnnnuOysq6f1A1GAwUFBSwd+/eRqlFfMM5hdPMzEzGjRvHnDlz+Oijj1i3bh1/+ctf3D/JVbv00ksZO3YsW7ZsISsry6MFi0jz0atTJJYgIzmFVvcY058vF7UrvZCcIiuWIBO9OkV6qVLxNmdlJfacHIIStGpDQ3Ts2BGgzu+tmZmZREZGuoPo6arHqMbGxtY6Fxsbi9PprHM4gCd8+umnJCUlYTAYKCoq4sEHH6RXr168++67Z7xHQwL92zmF04SEBLp3786f//xnrrvuOvfxlJQUXnzxRbZt20ZFRQUADoeDSZMm1TmjUERahmCziXZtXGPfAgOMdIwLdS8T43Q62XmogMUfHAJgaO9Ygs21J0iIf7BnZ4OjCnM7hdOGiIyMpHPnznz11Ve1zn399dcMGjSozvsuvvhizGZznS2S33//PRaLhZiYGI/XCzB06FC2bt3K8uXL3ccOHTrEpEmTSE5OrvP3Iv7tnPvYZs+ezbJly8jNzXWPeXn77bd5++23AQgKCqJfv35YLBaAXxxfIiK+a/Xmo+51TAuL7byQup/YSAvxrX9a5xQgMSGMycM7erla8Sbbj66WvpberV9WVkZZWdkZz3ui63zSpEk8//zz7N+/nx49egCwbt06Dhw4wMMPP1znPaGhofzqV79i1apV7N27l169egGuYLp69WrGjRtX5+x6T7rpppu45ZZbAGjfvj3Hjh1j06ZNJCUlccstt/CXv/yFBLWsC+cx5jQ8PJyNGzeycOHCGi0k1S+bzca2bdvYtGkTBoOB9u3be7xoEfG+0yc//WVaf0YNjMcSZCKnyFqjK3/UwHgevrEX5iC1mvoze2YmpogITGFh3i7F582YMYPo6GhGjhzJwoULefrpp5k8eTL9+/d3h7/Dhw+zfPlyDh8+7L5v3rx5REZGMmLECObOncv8+fO54oorsFgsPP300036e1i6dCmvv/468fGuH1aWLVtGt27dmD179lnDvfiH85oQ1aNHD+6//3536+jx48f54IMPeOKJJ7jqqquIjIzE6XRiMBj405/+5NGCRcT7fj4r3xxkImV0ZxbeN4j7JnTn9msSuW9CdxbeN4iU0Z0VTAVbZlaLbzVtKjExMWzatIm+ffsya9Ysnn/+ecaPH89HH32E+dT6sZs2bXLPxq/WqVMnvvjiC4YPH878+fN56qmn6Nu3L5s3b6Zr165N+nswGAykpKRw8OBBZs6cidlspry8nD//+c9069aNf/3rX01ajzQvBmd182c9HDx4kG7durm/rqqqYu/evfTu3bvWtVlZWYSEhLTIJSEKCwtZt24dAwcOrHNWZH1FR0cDri3exHf52+dY13JRvs7fPkNv+P7x2YRcdBFxN/9Po72HL3yOxcXF7Nixg1GjRvnlPvImkwmn08mGDRsYPny4+3h6ejp//OMf+fDDDwFXj+zPJ1uL/zinMac9evSgVatWDBw4kKSkJPerLtVN9SLScrTEYCqNr6qiAntOLlGj9X1BXHbv3k1GRgaHDh2q8arudRX/ds4Tok6cOMGGDRvYsGGD+1hsbGyNsJqUlORe+1REWgYFUzlf9uPZUFWlZaZj6OAAACAASURBVKT81LPPPsu+ffvYv3+/+9j06dNrXWcwGBRMBTjHcDp9+nS+/PJLvv766xoDlrOzs/nwww/dzfEAF1xwAUlJSQwePJgHH3zQcxWLSJNTMJWGsGf6x0x9qduMGTPcE6jrCqAhISF0796diy66iJ49e7r/K/7rnMLpc889B/w01nT79u1s376dbdu28c0337jXOAU4cuQIP/zwA6mpqQqnIj5MwVQaypaZSUBkK0x1LA4vLV91GI2MjKRnz541AuhFF13k3lhApNp57SVoNBrp3bs3vXv35s477wRc+/bu3LnTHVi3b9/OgQMHPFqsiDQtBVPxBHtmprr0/cg111zD4MGDefLJJwH4+OOPueiii4iLi/NyZeIrPLbRtdls5pJLLuGSSy5xH6uelSgivkfBVDzF9mMmYX1qr+oiLdPatWtZs2YNs2bNwmQyMWLECG+XJD7GI+H0v//9L//97385efIkHTp0YNy4cQwaNIjw8HCSk5M98RYi0oQUTMVTqux2KnLz1HLqh3bt2kXfvn0bfecpaXkaFE6dTic333yze+vSak899RQTJ07k1VdfJSIiokEFikjTUjAVT7IfPw5OJ+Z2Cqf+ZtCgQVgsFvr27cugQYPcr549e2I0nnkPoOeff57Bgwdz2WWXNWG10pw0KJy+/PLLrFy5ss5z77zzDllZWWzYsIHAwMCGvI2INBEFU/E024+umfpBWvvab7Ru3Zr8/HzANR9l69atbN261X0+JCSEfv361Qis3bt3x2AwUFVVxYMPPqhF+P1cg8Lpv/71LwwGA6NHj+aFF14gPDycr7/+mmeffZZPP/2ULVu2sGjRIn73u995ql4RaaBym4O9R4ootVYSagmgV6dIgs0mBVNpFPbMTAKiojCFBHu7FGkiOTk5HDlypMYE6a+++oqSkhIAysvL+fzzz/n888/d94SHh9O/f38GDBjgrbKlGWlQON23bx8AixYt4oILLuD/t3fv8VHWd97/XzOZzCEJIQcSSFJCIGhQJMjJA4KAklorvTlFVwuyshXbulp/1qJbu55Pv4qy2l21Wl1rpVvapRRZrXVNW8kdxCoeIASCEqQRJhAICTnODDNz3X+EjIQEzGEmc8j7+XjwcLhO+ZDLybzzva7P9wLIzs7mqquuYtmyZaxZs4Y1a9YonIpEALfHx7pN1ZSVH8Ll+XJEwm41kzMsgSpns4KpBJ3bWYNV85sOOnl5eeTl5XH11VcHlu3atSsQVrdu3cq2bdtwu90ANDc3U1paSmlpqSbil/7fcwqQlJTUZd1DDz3EmjVrAgFWRMLH7fGxam0FVc72kYvMVDtZaQ5q6tqobXBR5WwmdYiVK6bpvkAJLo/TSdL554e7DIkAHXOcLlu2DACv10t5eXmnEdadO3fi8/nCXKmEW7/CaV5eHpWVlTz//PPcfffdnQ9saT+0/icTCb91m6qpcjaTaLewYt5YCvNTMZlMvFZWzYay/cRbzNQ3eVi3qZolRaPDXa7ECL/bw/EjddhyNHIqXVksFiZNmsSkSZO46aabgPZL/h9//DEffPBBmKuTcDp9u1wPXHXVVRiGwb333ssdd9zBvn37gPbh+dtvvx2AMWPG9LtIEem7NrePsvJDAKyYN5aJY9MwmUxs3PwFG8r2s3DmSG5ecDYAZeW1tLn1C6UEh6emBgxD00hJjzkcDqZPn85tt90W7lIkjHoVTnfu3Nnp7z/60Y/IyMjAMAyeeuop8vPzSU1NJTU1ld///veYTCauueaaoBYsIr1Tsa8Bl8dPZqqdwvxUoGtX/sT8VDJT7Lg87c1SIsHgdrZ36tt0z6mI9EKvwunEiRO56aabqKlp/4GTmZnJH//4R0aMGIFhGBiGwbFjx/D5fBiGwdSpU1m5cmVICheRnmlxeQHISnMERkxP7co3mUxkpTs6bS/SXx6nE0taGma7PdyliEgU6VU49fl8vPTSS5x11lncd999tLS0MGXKFHbv3s2//du/MW/ePCZPnsxll13GqlWr2LRpEzabLVS1i0gPJNrb7/+uOdrGa2XV3U4XZRgGNXVtnbYX6S+3s0ajpiLSa70KpwsWLMAwDFpbW3n44YfJz8/nueeew+FwcNttt7Fx40a2bt1KSUkJd9xxB3b9tiwSduPzUrBbzdTWuwL3mJ46XdS2qnpqG1zYrXGMz0sJU6USazxOJ1Y9GUpEeqlX4XT9+vVs3ryZ6dOnYxgGtbW13HLLLYwfP54NGzaEqkYR6QeHLY6cYQkAxFvM5A5PDEwDZxgGn+w5youv7wFgxoRMHDY9B1v6z+9ytXfqa+RURHqp19fvLr74YsrKytiwYQN33303lZWVfPrppyxevJjp06ezatUqLrroolDUKiJ9sHHzF4F5TOubPDy9rpLMFDtZ6V/OcwqQn51E8azcMFcrscJdcxAAW05OmCsRkWjT56mkFixYwI4dO/j5z39OVlYWhmHw7rvvcskll3D11Vfz2WefBbNOEemDk5ufHlsxiblTsrBb46htcHW6lD93ShYrrx2PzapRUwkOj9MJgDVrRJgrEZFo06/OB7PZzE033cTSpUt58skneeKJJ2hqamL9+vVs3LiRm266ifvuu49hw4YFq14R6aHuuvKXFI1m0aW5VOxroMXlJdFuYXxeii7lS9C5nTXEDxuGWU2xItJL/ZqEv0NCQgL33HMPVVVV/PM//zMWi4Xjx4/z7LPPMnbs2GB8CRHphe6CaQeHLY6pBenMmjicqQXpCqYSEp4DTqy631RE+iAoc8bs3buXiooKKioqOHbsGBkZGdTU1GAYBk1NTcH4EiLSQ2cKpiIDxe10knzBBeEuQ0SiUK/C6ckhdOfOnVRUVFBZWYnL5eqybUc3sIgMHAVTiQS+tja8R+ux5mjkVER6r1fhdOzYsZhMpk7Luguh6enpTJgwgcLCQgoLC/tXoYj0iIKpRApP4LGlmuNURHqv15f1Tw6jVquVcePGUVhY2CmMZmXpt2WRgaRgKpHE7awBkwnrCHXqi0jv9SqcXnnllYEAWlhYSEFBARaLHnUoEk4KphJpPE7niU59a7hLEZEo1Ktk+cYbb4SqDhHpAwVTiURuZw023W8qIn0UlKmkRGTgKZhKpPI4nVh1v6mI9JHCqUgUUjCVSOVrbcVb34BNc5yKSB/phlGRCNXm9nX7JCcFU4lkHZ36GjkVkb5SOBWJMG6Pj3WbqikrP4TL4w8st1vN5AxLoMrZrGAqEcvtdLZ36mepU19E+kbhVCSCuD0+Vq2toMrZDEBmqp2sNAc1dW3UNriocjaTOsTKFdM0KiWRyeOsIT4zA3N8fLhLEZEopXAqEkHWbaqmytlMot3CinljKcxPxWQy8VpZNRvK9hNvMVPf5GHdpmqWFI0Od7kiXbgPOHW/qYj0ixqiRCJEm9tHWfkhAFbMG8vEsWmYTCY2bv6CDWX7WThzJDcvOBuAsvJa2ty+cJYr0i23s0b3m4pIvyicikSIin0NuDx+MlPtFOanAl278ifmp5KZYsflaW+WEokkvpYWfMeOYctROBWRvlM4FYkQLS4vAFlpjsCI6ald+SaTiax0R6ftRSKF+0Snvk0jpyLSD7rnVCRCJNrb3441R9sC95ie2pVvGAY1dW2dtheJFB6nE8xm4odnhrsUEYliGjkViRDj81KwW83U1ru6DaYA26rqqW1wYbfGMT4vJUyVinTPfcCJNTNTnfoi0i8KpyIRwmGLI2dYAgDxFjO5wxMxDANoHzH9ZM9RXnx9DwAzJmTisMWFrVaR7nicNVhz1KkvIv2j64IiEWLj5i8C85jWN3l4el0lmSl2stK/nOcUID87ieJZuWGuVqQr9wEnKbMvDXcZIhLlFE5FIsDJzU9XTMs+8YSoWmobXIFQarfGMWNCJsWzcrFZNWoqkcXb1IyvqQmr5jgVkX5SOBUJs+668pcUjWbRpblU7GugxeUl0W5hfF6KLuVLxPI4nYA69UWk/xRORcKou2DawWGLY2pBepgqE+kdt9MJcWas6tQXkX5SQ5RImJwpmIpEG4+zBuvw4ZgsGvMYCJ9//jmLFi0iLS2NtLQ0li1bxuHDh3t1jO3bt2O1Wrn//vtDU6RIH+mniEgYKJhKrHEfcGLT/aYDoq6ujjlz5uDxeLjrrrvwer2sWrWK7du38/7772O1Wr/yGF6vlxtuuIHjx48PQMUivaNwKjLAFEwlFnmcNSSMKwh3GYPC6tWr2b9/P+Xl5ZxzzjkAXHjhhRQVFfHKK6+wYsWKrzzGY489RkVFRahLFekTXdYXGUAKphKLvI2N+JqbNXI6QNauXcvs2bMDwRRg7ty5FBQUsHbt2q/cv7y8nIcffph77rknlGWK9JnCqcgAUTCVWOVx1gBgVad+yNXX17N3716mTJnSZd3kyZPZunXrGff3er0sX76cuXPnsnTp0lCVKdIvuqwvMgAUTCWWtXfqx2HNVKd+qB04cACAnJycLuuysrJobGzk2LFjDB06tNv9f/rTn/LZZ5+xYcMGvF5vSGsV6auYGDnta9fi5MmTMZlMXf4UFxcPQNUyWCiYSqxzH6jBOmI4Jovm4Q21pqYmABISErqsczgcALS0tHS7b0VFBQ8++CBPPPEEX/va10JXpEg/Rf3IaV+7Fv1+P7t27WLRokUsXLiw07pRo0YNROkyCCiYymDgcTqx5eiS/kDw+/0AmEym025jNncdd/L5fCxfvpwZM2b0qGFKJJyiPpz2tWtxz549uFwuFi5cqPtuJCQUTGUwMAwDt7OGxPHnhruUiJCQkEBiYuJp11v6OQ/skCFDAGhra+uyrmNZxzYnW7VqFdu2baOsrIwjR44A7fevArS2tnLkyBGGDh1KfHx8v+oTCYaov6zf167FHTt2AHTaT6S32tw+tpTX8L9/q2br7jra3D5AwVQGD19jI/6WFqzq1B8Qubm5ANTU1HRZ53Q6SUlJ6TYc/+lPf8Lj8XDBBReQkZFBRkYGkydPBtqDa0ZGBps3bw5t8SI9FNUjpx1di93dIzp58mTeeOON0+67Y8cOTCYT48aNwzAMWltbz/jbrsjJ3B4f6zZVU1Z+CJfHH1hut5rJGZZAlbNZwVQGBfeJTn2bOvUHREpKCqNHj+ajjz7qsu7jjz9m6tSp3e735JNPBkZKOxw6dIilS5dy/fXXs2zZMiZOnBiSmkV6K6rDaX+6Fnfs2MHQoUO59dZb+e///m+am5sZM2YMjzzyCNdee23Ia5fo5fb4WLW2gipnMwBZ6Ql8LTOJv9c0UtvgosrZTOoQK1dM04e1xD7PgQOYLBbiMzPCXUpEaG1tpbW19bTrOxqa+mPx4sU89dRTVFZWMm7cOABKSkrYvXs3K1eu7Haf7qae2rdvHwBjxoxh7ty5/a5LJFii+rJ+f7oWd+zYQUNDA21tbbz66qu89NJLJCUlcd111/Hqq6+GrmiJeus2VVPlbCbRbuH/Kx7Hc3fO4V+XX8D084YBEG8xU9/kYd2m6jBXKhJ6bmcN1qwRmLppwpHQuPPOO0lLS+Pyyy9n9erVPProoxQXFzNp0qRAD8XevXtZs2YNe/fuDXO1Ir0X1T9N+tq1CHDzzTfz3HPP8Zvf/IYFCxbwT//0T7z33nuMGTOGlStX4vP5QlKzRLc2t4+y8kMArJg3lolj0zCZTPzuz5+xoWw/C2eO5OYFZwNQVl4buAdVJFa5Dzh1v+kAy8jIoLS0lIkTJ3Lvvffy1FNPMX/+fN58801sNhsApaWlXH/99ZSWloa5WpHei+rL+n3tWgS45ZZbuixzOBxcf/31PPDAA+zcuZMJEyac8eunpqaSmpp62vV+vx/DME67viM4p6WlnfHrSOTYUl6Dy+MnKz2B2dPyMZlM/Pdf9vDrt3az5IoCrrn8LAzD4Ld/reZgXSvVR7xcPEGXOyOd3ot9YxgGe2oOknHhBRHxvYuG83imwZTeKCgo4I9//ONp199www3ccMMNZzxGXl7eGT+jRMIlqkdO+9q1eCaZJ55w0tzc3P8CJeY0tR4H4GuZSYER0zV/qmTpN8ZxzeVnAe0fPl/LSOq0vUgs8hytx9faSkKuGv9EJHiieuS0r12Ln3/+OVdddRVLlizhJz/5Sad1lZWVAIwePbrf9bW1tZ3xxviO3+6PHj3a768lA8TvBuDvBxt5eeMnbCjbz5IrCrj6srGB82gYBtUHGwPb6/xGPr0X+6Zl504APEOGRMT3LhrOYzAaokRiXVSPnEJ712JJSUkgVMKXXYun67ofNWoUdXV1/OIXv+j0g6K6uppf/vKXzJkzhxEjRnzl166vr+fw4cOn/XOmYCrRaXxeCnarmdp6V+Ae044R0w7bquqpbXBht8YxPi8lTJWKhJ77gBNTfDzxGcPCXYqIxJCoD6d96Vo0m80888wz/P3vf+eSSy7hZz/7GQ899BAXXHABFouFZ555Jpz/JIlgDlscOcPaZ4eIt5jJHZ4YuGfLMAw+2XOUF1/fA8CMCZk4bHrWuMQujzr1RSQEovqyPnzZtXj77bdz7733kpCQwPz583n88cc7dS0uX76cl19+mTFjxgBQXFzM+vXreeyxx7jzzjtxOBzMnj2bxx57LDBvnMipNm7+IjCPaX2Th6fXVfLbv1bztYwkqg+2z3MKkJ+dRPGs3DBXKxJabqdTk++LSNBFfTiFvnctLly4kIULF4awMoklJz+S9Ipp2SeeEFXLwbpWDta138Jht8YxY0ImxbNysVk1aiqxyzAMPDU1JJ2vpwqJSHDFRDgVCbWTg2nHI0mXFI1m0aW5VB/xtnfl+92Mz0vRpXwZFLz19fjbXBo5FZGgUzgV+QrdBdMODltcYB7TSO4QFgk2j7N9Cj9rjibgF5Hg0l3sImdwpmAqMpi5DzgxWa3Ep6eHuxQRiTEKpyKnoWAqcnpuZw227Cx16otI0Omnikg3FExFzszjdGLN1iV9EQk+hVORUyiYipyZ4fefGDlVM5SIBJ/CqchJFExFvpr36FEMt1sjpyISEgqnIicomIr0jPtEp74tRyOnIhJ8CqciKJiK9Ib7gBOTzYYlLS3cpYhIDFI4lUFPwVSkdzwdnfomU7hLEZEYpHAqg5qCqUjvuZ1OrGqGEpEQ0ROiJOa1uX1U7GugxeUl0W4JPGJUwVSk9wy/H0/NQZIvmBbuUkQkRimcSsxye3ys21RNWfkhXB5/YLndaiZnWAJVzmYFU5FeOl5Xh+HxqBlKREJG4VRiktvjY9XaCqqczQBkptrJSnNQU9dGbYOLKmczqUOsXDFNH7AiveE50N6pr2mkRCRUFE4lJq3bVE2Vs5lEu4UV88ZSmJ+KyWTitbJqNpTtJ95ipr7Jw7pN1SwpGh3uckWihtvpxOywY0lNDXcpIhKj1BAlMafN7aOs/BAAK+aNZeLYNEwmExs3f8GGsv0snDmSmxecDUBZeS1tbl84yxWJKh5nDdYsdeqLSOgonErMqdjXgMvjJzPVTmF+++jOqc1PE/NTyUyx4/K0N0uJSM+4nU49tlREQkrhVGJOi8sLQFaaIzBiempXvslkIivd0Wl7ETmzjk593W8qIqGke04l5iTa2/+3rjnaFrjH9NSufMMwqKlr67S9iJzZ8cNHMI4fV6e+iISURk4l5ozPS8FuNVNb7+o2mAJsq6qntsGF3RrH+LyUMFUqEl3cTieAwqmIhJTCqcQchy2OnGEJAMRbzOQOT8QwDKB9xPSTPUd58fU9AMyYkInDFhe2WkWiicdZgzkhgbihQ8NdiojEMF3PlJizcfMXgXlM65s8PL2ukswUO1npX85zCpCfnUTxrNwwVysSPdqbodSpLyKhpXAqMeXk5qcrpmWfeEJULbUNrkAotVvjmDEhk+JZudisGjUV6SmPswb7aM0LLCKhpXAqMaO7rvwlRaNZdGkuFfsaaHF5SbRbGJ+Xokv5Ir1k+Hx4ag4y9JLp4S5FRGKcwqnEhO6CaQeHLY6pBelhqkwkNhw/fBjD68WqZigRCTE1REnUO1MwFZHgcB+oAcCmOU5FJMQUTiWqKZiKDAy304k5MZG45ORwlyIiMU7hVKKWgqnIwPE4a9SpLyIDQuFUopKCqcjAcjudWLN1v6mIhJ7CqUQdBVORgWV4fXgOHsKWo/tNRST0FE4lqiiYigw8T20t+HzYNHIqIgNA4VSihoKpSHh4nE4ArOrUF5EBoHAqUUHBVCR83M4a4pKSsKhTX0QGgMKpRDwFU5Hw8jidGjUVkQGjJ0RJRGhz+7p9xKiCqUj4uZ01JBScHe4yRGSQUDiVsHJ7fKzbVE1Z+SFcHn9gud1qJmdYAlXOZgVTkTAyvF48hw6RMmdWuEsRkUFC4VTCxu3xsWptBVXOZgAyU+1kpTmoqWujtsFFlbOZ1CFWrpimDmGRcPEcqgWfH1tOTrhLEZFBQuFUwmbdpmqqnM0k2i2smDeWwvxUTCYTr5VVs6FsP/EWM/VNHtZtqmZJ0ehwlysyKLlPdOrbdM+piAwQNURJWLS5fZSVHwJgxbyxTBybhslkYuPmL9hQtp+FM0dy84L2e9zKymtpc/vCWa7IoOVx1hCXnExcUlK4SxGRQULhVMKiYl8DLo+fzFQ7hfmpQNeu/In5qWSm2HF52pulRGTguZ1OjZpGoM8//5xFixaRlpZGWloay5Yt4/Dhw1+531tvvcXMmTNJSEggKSmJuXPn8t577w1AxSI9p8v6EhYtLi8AWWmOwIjpqV35JpOJrHQHtQ2uwPYiMrA8B5wknHtuuMuQk9TV1TFnzhw8Hg933XUXXq+XVatWsX37dt5//32sVmu3+73zzjtceeWVjB8/nkceeQSv18uzzz7LrFmzKC0t5cILLxzgf4lI9xROJSwS7e3/69UcbQvcY3pqV75hGNTUtXXaXkQGjv/4cTy1h0kt0shpJFm9ejX79++nvLycc845B4ALL7yQoqIiXnnlFVasWNHtfrfddhsjR47kb3/7GwkJCQAsW7aMc845h5/85CeUlJQM2L9B5Ex0WV/CYnxeCnarmdp6V7fBFGBbVT21DS7s1jjG56WEqVKRwctz8BD4/VizNWNGJFm7di2zZ88OBFOAuXPnUlBQwNq1a7vdp76+nvLycq655ppAMAUYPnw4s2bNYsuWLSGvW6SnNBwlYeGwxQXmMY23mMkdnohhGJhMJgzDYFtVPS++vgeAGRMycdjiwlyxyODjcdYA6tSPJPX19ezdu5fi4uIu6yZPnswbb7zR7X7Jycns3r2bxMTELuuOHDmCxaI4IJFD/zdKWGzc/EVgHtP6Jg9Pr6skM8VOVvqX85wC5GcnUTwrN8zVigxObqeTuKFDiesm0Eh4HDhwAICcbuadzcrKorGxkWPHjjF06NBO6+Li4jjrrLO67LN9+3Y2b97MN77xjdAULNIHCqcy4E5ufrpiWvaJJ0TVUtvgCoRSuzWOGRMyKZ6Vi82qUVORcPCoUz/iNDU1AXS6NN/B4XAA0NLS0iWcdqe5uZlly5YB8OMf/ziIVYr0j8KpDKjuuvKXFI1m0aW5VOxroMXlJdFuYXxeii7li4SZ21lD0oTzwl2GnMTvb3/Ms8lkOu02ZvNXt5O0trbyrW99i23btvGv//qvzJw5M2g1ivSXwqkMmO6CaQeHLY6pBelhqkxETuU/fpzjtYexauS0VxISErq9r7NDf+/tHDJkCABtbW1d1nUs69jmdOrr67nqqqvYsmUL3/nOd3jooYf6VZNIsCmcyoA4UzAVkcjjqTkIhoFNnfoRJTe3/R78mpqaLuucTicpKSlnDMe1tbUUFRWxfft2vvvd7/Lcc8+FrFaRvtJUUhJyCqYi0cXvdvP3Bx8BwJKeFuZq5GQpKSmMHj2ajz76qMu6jz/+mKlTp55236amJr7+9a+zfft2br/9dn7+85+f8fYAkXDRyKmElIKpSHSL66bxRk6vtbWV1tbW067vaGjqj8WLF/PUU09RWVnJuHHjACgpKWH37t2sXLnytPvdfPPNbNu2jdtuu43Vq1f3uw6RUFE4lZBRMBURCb4777yTX/3qV1x++eXccccduFwuHn/8cSZNmsTSpUsB2Lt3L++++y7Tp09nzJgx7NixgzVr1jB06FDOP/981qxZ0+W4HfuKhJvCqYSEgqlIdPG73V/5GsBssw1YTdK9jIwMSktLuf3227n33ntJSEhg/vz5PP7449hOnJ/S0lKWL1/Oyy+/zJgxYygtLQXg2LFjLF++vNvjKpxKpDAZhmGEu4hoU19fT0lJCVOmTPnKrsgzSUtrv5fr6NGjwSotIgy2YBqr53Ew0TmE3Td+r0fbFbz48xBX0nfRcB6bmpr48MMPmTt3LqmpqeEuRyQiqSFKgmqwBVMREREJLl3Wl6BRMBWJXmc98zQAx+vq2PfAI+DzAZC/+nFdyheRAaVwKr3S5vZ1+yQnBVOR6NYRQI+++RbmhAT8J7rKzTabwqmIDCiFU+kRt8fHuk3VlJUfwuXxB5bbrWZyhiVQ5WxWMBWJcq4v9tP43vtk/sPV1K79XbjLEZFBSvecyldye3ysWltByYc1uDx+MlPtTMxPJTPFjsvjp8rZTOoQK1dM05NkRKLZkd//gfjMTJIvvijcpYjIIKaRU/lK6zZVU+VsJtFuYcW8sRTmp2IymXitrJoNZfuJt5ipb/KwblM1S4pGh7tcEemDll2VtOyoIPv7NxGXmBDRXfkiEts0cipn1Ob2UVZ+CIAV88YycWwaJpOJjZu/YEPZfhbOHMnNC84GoKy8lja3L5zlikgfGH4/h9etxz5mNEmTJ4W7HBEZ5BRO5Ywq9jUELuUX5rfPyXdq89OXl/jbm6VEJLo0ffgR7r9Xk7F4oZ61LiJhp3AqZ9Ti8gKQleYIjJie2pVvMpnISnd02l5EooPh9XJk/WskFk4goeDscJcjIqJwKmeWaG+/LbnmaBuvlVV3O12UYRjU1LV12l5Ehu3kIQAAHOdJREFUokNDaRnHjxwhY/GCcJciIgIonMpXGJ+Xgt1qprbeFbjH9NTporZV1VPb4MJujWN8XkqYKhWR3vK7XNT9zxskX3wRtpyccJcjIgIonMpXcNjiyBmWAEC8xUzu8EQMwwDaR0w/2XOUF1/fA8CMCZk4bHFhq1VEeufoW2/jb2tj2PxvhbsUEZEAXYOVM9q4+YvAPKb1TR6eXldJZoqdrHQHNXVt1Da4AMjPTqJ4Vm6YqxWRnvIea+To/5aQcvkc4tPTwl2OiEiAwqmc1snNT1dMyz7xhKhaahtcgVBqt8YxY0ImxbNysVk1aioSLepefwNTXBzpV34j3KWIiHSicCrd6q4rf0nRaBZdmkvFvgZaXF4S7RbG56XoUr5IlPEcOkRD6f8lY+EC4pISw12OiEgnCqfSRXfBtIPDFsfUgvQwVSYiwXDkD69hSR5KymWzw12KiEgXaoiSTs4UTEUk+rXt/ZymrR8xbP63MFut4S5HRKQLhVMJUDAViW2GYXD493/Amp1N8vSLwl2OiEi3FE4FUDAVGQxadlTQtvtTMhYvwGTWj38RiUz66SQKpiKDgOH3c3jdH3CcNZbEwgnhLkdE5LQUTgc5BVORwaHxvffxHDhARvEiTCZTuMsRETkthdNBTMFUZHDwHz/OkQ0bSZo8CUf+mHCXIyJyRgqng5SCqcjg0fDXTXgbGshYND/cpYiIfCWF00FIwVRk8PC1tlL3xpsMnXkJ1hEjwl2OiMhXUjgdZBRMRQaXo2++hXH8OMO+NS/cpYiI9IieEBWD2ty+bh8xqmAqMrgcP1pPfclfSLuiCEvK0HCXIyLSIwqnMcTt8bFuUzVl5YdwefyB5XarmZxhCVQ5mxVMRQaRuo2vY7bZSL2iKNyliIj0mMJpjHB7fKxaW0GVsxmAzFQ7WWkOauraqG1wUeVsJnWIlSumZYe5UhEZCG6nk2Ob3yXzH64mzuEIdzkiIj2mcBoj1m2qpsrZTKLdwop5YynMT8VkMvFaWTUbyvYTbzFT3+Rh3aZqlhSNDne5IhJiR9ZvID49naGzZoa7FBGRXlFDVAxoc/soKz8EwIp5Y5k4Ng2TycTGzV+woWw/C2eO5OYFZwNQVl5Lm9sXznJFJMRaP9tD8yfbGbbw/2COjw93OSIivaJwGgMq9jXg8vjJTLVTmJ8KdO3Kn5ifSmaKHZenvVlKRGKTYRgcXrceW+5IhkybGu5yRER6TeE0BrS4vABkpTkCI6anduWbTCay0h2dtheR2NP8yTZcVXvJWLwQk1k/4kUk+uie0xiQaG8/jTVH2wL3mJ7alW8YBjV1bZ22F5HYYvh8HPn9BhLOPYfE8eeGuxwRkT7Rr9UxYHxeCnarmdp6V7fBFGBbVT21DS7s1jjG56WEqVIRCaVjm9/Fc/AgGYsXhrsUEZE+UziNAQ5bHDnDEgCIt5jJHZ6IYRhA+4jpJ3uO8uLrewCYMSEThy0ubLWKSGj43R6OvPY6Qy6Yhn1UbrjLERHpM13fjQEbN38RmMe0vsnD0+sqyUyxk5X+5TynAPnZSRTP0oeWSCyqL/kzvuZmhi38P+EuRUSkXxROo9zJzU9XTMs+8YSoWmobXIFQarfGMWNCJsWzcrFZNWoqEmu8Tc0c/dNbpMy+FGtGRrjLERHpF4XTKNZdV/6SotEsujSXin0NtLi8JNotjM9L0aV8kRjjd7v57J9vAyDlstlgQPq8b4a1JhGRYFA4jVLdBdMODlscUwvSw1SZiAy0hk3/l2HfugrLkCHhLkVEpN/UEBWFzhRMRWTwMScmkFp0ebjLEBEJCo2cRhkFU5HBy+92d/s6/etFnZaZbbaBLUxEJIgUTqOIgqnI4NZxj+mpDq9bz+F16wN/L3jx5wNVkohI0OmyfpRQMBUZ3LyNjeEuQURkQGjkNAoomIoMTr6WFpo++oSm9z+gtXI3mE0kjBtH0pTJJIwrYN9P7gUgf/XjupQvIjFD4TTCKZiKDC5+l4vmT7bR+P5WWip2gt9PQsHZDF/6bZImT8IyJKl9u5PuOTXbbAqnIhIzYuKy/ueff86iRYtIS0sjLS2NZcuWcfjw4ZDtN1AUTEWim9/tZveN32P3jd/rFCa7bOfx0PThRxx47gX23L6SmhdfxtfSQuY1xeSv+v8Z+aPbSZk1MxBMRWL1c08EYmDktK6ujjlz5uDxeLjrrrvwer2sWrWK7du38/7772O1WoO630BRMBWJbYbXS8vOXTS9v5Wmjz/BcLux5eYybP63GDJtCvHpmqtYuhern3siHaI+nK5evZr9+/dTXl7OOeecA8CFF15IUVERr7zyCitWrAjqfgNBwVQkNhk+H627P6Xpg600ffgx/tZWrFkjSPvG10meNhXriOE9PpbZZlNX/iAVi597IiczGYZhhLuI/sjPz2f06NGUlJR0Wj5u3DhycnL485//HNT9AOrr6ykpKWHKlCkM6eMTWdrcPqqPeGlqPQ5+d+ARowqm0SctLQ2Ao0ePhrkS6YuTHwN61jNP9/vezVPnIq364Z0AJF9yMc3byvE3N2MZlk7yhRe0B9KcbEwmU7++prSLhvdiU1MTH374IXPnziU1NbVPxwjH557IQIrqkdP6+nr27t1LcXFxl3WTJ0/mjTfeCOp+weD2+Fi3qZr3tu3nlspfMwR4csx1xNlt5AxLoMrZ3O9gGuwP24E4djTW3HHsLYuuCdmx9b0emGMHg9/txnPoEH9/8NFu1zdu3hJ47T1SR8bC+QNVmsSQaPzcE+mtqA6nBw4cACAnJ6fLuqysLBobGzl27BhDhw4Nyn795fb4WLW2gipnM/F+f2B5xlA7ziYfVc5mUodYuWJadlC/rogEj7epCU/NwRN/avAcPIS7pgZvXeSO1knsiLbPPZG+iOpw2tTUBEBCQkKXdQ6HA4CWlpYub7a+7tdf6zZVU+VsJtFuYcXXx8Dq9uUXnpvOH/5WS7zFTH2Th3WbqllSNDqoX1tEvnS6x4B2vDb8fo4fPYq37mh7CD14MPBfX3NL+8YmE/GZGdiyRrRfns8agXXECCxpqcSd+Nly8mV9zUUqwRBtn3sifRHV4dR/YvTxTPdrmc1dZ8vq63790eb28d62/cT7/az4+hjGfy2BqhPr3tr8dxbNyGNkZiLPbthNWXktiy7NxWGL6/Hxv+rDtkNfPhxDdexorDlajx2NNff02Ibfj8liwTjuxfAex/B6Mby+L18f955Y9uUf53MvdPv1OoLkyUxWK9YRI7BmDSfxvPFYRwzHmpVFfGYG5vj4Hv9bNBepBEM0fe6J9FVUh9OOZqS2trYu6zqWddew1Nf9TpWamnrGG9r9fj8d/WZbymu4pfLX7StWEwimAD/Y99+wr/31HcAxSyLVP3kNW3zPw6n7NPPUnfpha8vI6PExQ33saKw5Wo8djTX35tihMvn5Z7Gmp2Hq44e2z+UKvE5NTSXObg9WadKNjnDV0RgVDiaT6Ywhz2Lp38duuD/3RAZCVIfT3NxcAGpqarqsczqdpKSkkJiYGLT9+qOp9Tg9fdvvGDKGqeOGk5OT3OPjH1i3vkfbDZs1s8fHDPWxo7HmaD12NNbcm2OPve0WzPHxmCzxmCwWzPGW9r/Hx2O2WDDFWzBbTvw93oLf68Mcb8EUF4ff5WbrP7VPoTP1P3+B2f7l6KbCpESaaPrcE+mrqA6nKSkpjB49mo8++qjLuo8//pipU6cGdb/eamtro7W1tf0vfjdPjrmOjBQ7D/7TRAyPp8u9aIZhcO9L23A2+SicUUBSQc8n4T5rzqzA6zPd59aXy4qhOnY01hytx47Gmvt6bAPwnfjTheEHj6f9tdsXOG6HY22tmP0n7dnx/u2HjrlIj7W2BuV4cnqRMJVUQkJCSENepH/uiQRDVIdTgMWLF/PUU09RWVnJuHHjACgpKWH37t2sXLky6PudrL6+Hq/X26Ntx+elEGe34Wz0sWN/KxNGfvnDq+NetE/2HMXZ5MNujWN8XkqPjnvyMU63vL/3uYXq2NFYc7QeOxprDvWxRUKhtbX1y0GJbnQ0JvVHOD/3RAZC1N/9fOedd5KWlsbll1/O6tWrefTRRykuLmbSpEksXboUgL1797JmzRr27t3bq/2CyWGLY8aE9qe//OL1PWyvqg+sMwyDT/Yc5cXX9wAwY0Jmr5qhRERk8IiWzz2Rvor6cJqRkUFpaSkTJ07k3nvv5amnnmL+/Pm8+eab2E6MrJSWlnL99ddTWlraq/2CrXhWLvnZSbS4vDy7YXdg+b0vbePpdZW0uLzkZydRPCs3JF9fRLoy22xcvP53XLz+dxqNlagQTZ97In0R9Y8vDYf+PL604wlRZeW1uDxf3ttmt8YxY0ImxbNysVk1ahpNIuE+N+kfncPYEA3nMRiPLxWJdVF/z2m0sVnjWFI0mkWX5lJ9xEtT63Hwuxmfl6JL+SIiIjLoKZyGicMWx8UT2ud9jOTf8kVEREQGUtTfcyoiIiIisUPhNIxMJhMmk6nbZx1L9NB5jH46h7FB51EkNiichpHZbMZsNuupHFFO5zH66RzGBp1HkdigcCoiIiIiEUPhVEREREQihsKpiIiIiEQMhVMRERERiRgKpyIiIiISMRRORURERCRi6AlRfeDz+QBobW3t13Esli+//U1NTf06loSPzmP00zmMDdFwHjs+Nzo+R0SkK4XTPmhpaQFg165dYa5ERESiUUtLC8OGDQt3GSIRyWQYhhHuIqKNy+Xi0KFDJCYmEhcXF+5yREQkSvh8PlpaWhg+fDh2uz3c5YhEJIVTEREREYkYaogSERERkYihcCoiIiIiEUPhVEREREQihsKpiIiIiEQMhdMQ+fzzz1m0aBFpaWmkpaWxbNkyDh8+HLL9JDT6ej4mT56MyWTq8qe4uHgAqpYzWbFiBbNnz+7RtocPH2b58uUMHz6c5ORk5s+fz969e0NboHyl3pzDRYsWdftenDp1amiLFJE+U7d+CNTV1TFlyhQ8Hg+33XYbXq+XVatWkZeXx/vvv4/Vag3qfhIafT0ffr+fxMREvvnNb7Jw4cJO60aNGsXMmTMHonzpxksvvcSNN97IrFmzeOedd864rdvt5pJLLuHTTz/lhz/8IcnJyTz55JOYTCa2bdtGenr6wBQtnfTmHAKcffbZZGVlsWLFik7L09PTufLKK0NUpYj0iyFBd/fddxtxcXHGzp07A8vefvttAzBeeOGFoO8nodHX87F7924DMF599dWBKFN6wOv1Gg888IBhMpkMwJg1a9ZX7vPCCy8YgPG///u/gWW7du0yLBaLcffdd4ewWulOX85hW1ubYTabjYceeij0BYpI0OiyfgisXbuW2bNnc8455wSWzZ07l4KCAtauXRv0/SQ0+no+duzYAdBpPwkfl8vF5MmTue+++7j++uvJycnp0X5r164lPz+foqKiwLJx48Zx+eWX6/04wPp6Dnfu3Inf79d7USTKKJwGWX19PXv37mXKlCld1k2ePJmtW7cGdT8Jjf6cjx07dmAymRg3bhyGYQQedyvh4XK5aGxs5Le//S2vvPJKp+evn8mHH3542vO/d+9e6uvrg12qnEZfz2HHL4rnnnsuAM3NzSGrUUSCR+E0yA4cOADQ7W/2WVlZNDY2cuzYsaDtJ6HRn/OxY8cOhg4dyq233kpycjJJSUnk5+drtC1MkpOT+eyzz7jmmmt6vE9zczPHjh077fkHqK6uDlqNcmZ9OYfwZTh99tlnSUtLY8iQIWRnZ/Ozn/0sFGWKSJAonAZZU1MTAAkJCV3WORwOgG5H0vq6n4RGf87Hjh07aGhooK2tjVdffZWXXnqJpKQkrrvuOl599dXQFS3dMpvNPR5p66D3Y2TpyzmEL8Ppp59+yvPPP8+vfvUrCgoKuO2223j44YeDXaaIBEnv3+1yRn6/HwCTyXTabczmrr8T9HU/CY3+nI+bb74Zi8XC9773vcCy6667jvPOO4+VK1fy7W9/m7i4uOAWLEGl92Ns+Pa3v82sWbO48847A+dyyZIlzJw5k4cffpjvfe97DBs2LMxVisip9NM1yIYMGQJAW1tbl3Udyzq2CcZ+Ehr9OR+33HJLp2AK7aNt119/PYcOHWLnzp1BrlaCTe/H2LB06VLuuuuuTr9kmM1mVqxYgdvtZsuWLWGsTkROR+E0yHJzcwGoqanpss7pdJKSkkJiYmLQ9pPQCMX5yMzMBNSUEQ2Sk5NJSUk57fkHyM7OHuiyJEj0XhSJbAqnQZaSksLo0aP56KOPuqz7+OOPT/tUkr7uJ6HR1/Px+eefc+655/LII490WVdZWQnA6NGjg1ushMSkSZNOe/7Hjh1LampqGKqSnmpra2PixIl8//vf77JO70WRyKZwGgKLFy+mpKQk8AMQoKSkhN27d3PttdcGfT8Jjb6cj1GjRlFXV8cvfvGLQFMNtHd2//KXv2TOnDmMGDEi5LVL/y1evJjKykpKSkoCyyorK/nzn/+s92MUcDgcWK1W/uu//ov9+/cHlh87doynn36asWPHcsEFF4SxQhE5HT2+NAQOHz7Meeedh8Vi4Y477sDlcvH4448zZswYtmzZgs1mY+/evbz77rtMnz6dMWPG9Hg/GTh9PY/r1q3j6quvZsKECdx4440cO3aMZ555Bo/Hw+bNmzUheJjl5eWRl5fX6dGXhw4d4u2336awsJDCwkKg/fGl559/PjU1NaxcuZKEhASeeOIJLBYLH374oRppwqin5/C9995j5syZZGdnc+utt+L3+3nhhRfYv38/b731FrNmzQrTv0BEzijMT6iKWZWVlcaVV15pJCYmGhkZGcayZcuMgwcPBta//PLLBmC8/PLLvdpPBlZfz+P69euNadOmGTabzUhJSTEWLFhg7Nq1a4Crl+6MGjWqy6Mv//rXvxqAcd9993VafuDAAePaa681kpOTjdTUVGP+/PnGnj17Bq5Y6VZvzuE777xjzJ4920hISDCSkpKMuXPnGlu2bBm4YkWk1zRyKiIiIiIRQ/ecioiIiEjEUDgVERERkYihcCoiIiIiEUPhVEREREQihsKpiIiIiEQMhVMRERERiRgKpyIiIiISMRRORURERCRiKJyKiIiISMRQOBURERGRiKFwKiIiIiIRQ+FUJMZ885vfxGQyYTKZ2LNnz2m3W7RoESaTibi4OHbs2NGrr3H77bcHvkZlZWWX9QcOHOh13SIiIqBwKhJzCgsLA68rKiq63WbLli384Q9/AOCGG27gvPPO69XX+OCDDwBITk6moKAgsLyxsZEf/ehH3HTTTb0tW0REBFA4FYk5PQmnK1euBMDhcPDggw/26vg+n4+PP/4YgClTpmAymQDYtWsXZ511Fk8++SSTJ0/uS+kiIiIKpyKx5uRwunPnzi7rN2zYwObNmwH44Q9/SE5OTq+OX1FRQWtrKwDTpk0LLH/rrbeora0F4KKLLup13SIiIqBwKhJzCgoKsFqtQNeRU5/Px49//GMAMjIyuOuuuwA4dOgQd955J+eeey4JCQkkJiYydepUnnnmGfx+f6djdFzSh/Zw6vP5SEhI4Pbbbw8snzdvHnPnzg38/X/+538oKioiKyuL+Ph4cnJyuPHGG6mrq+tS/69//WsuuOACEhMTKSgo4Je//GWgXpPJxA033NBl+zlz5pCeno7NZmPChAm8+OKLvfyuiYhIxDBEJOYUFhYagGG32w2fzxdY/vzzzxuAARj//u//bhiGYWzdutXIzMwMLD/1zzXXXNPp2N/97ncD6/bt22ds27at2/3+5V/+xTAMw1i1atVpj33ppZd2Ovatt97a7Xb3339/4PUzzzxjGIZheL1e4x/+4R9Oe+yf/vSnofwWi4hIiCicisSgpUuXBkLaZ599ZhiGYTQ3NxtZWVkGYJx11lmGx+MxGhsbjezsbAMwTCaT8eCDDxq1tbXG3r17jaKiosAx3njjjcCxJ02aZABGZmamYRiG4ff7jYMHD3YKs8ePHzf8fr9x+PBhIysryzCZTMZll11mVFdXG4cPH+507Lq6OsMwDOP1118PLDv//PONbdu2Gfv37ze++c1vdgqdH3zwgWEYRqfAunLlSuPgwYPGF198Edg+KSnJaG1tHeDvvIiI9Jcu64vEoAkTJgRed1zaX716NTU1NQA89thjxMfH85//+Z84nU4AfvCDH3DPPfeQkZHB6NGj+dnPfhY4xp/+9CcAXC5XYNqpjvtNTSYTW7duDWx78cUXY7FYMJlMDBs2DKfTyfHjx3nzzTcZOXIkycnJZGRkAGA2m0lISAjUBxAXF8fvf/97CgsLycnJ6XSJ3mazUVhYSEtLC08++SQAl112GY8++ijp6emMGDEi0OzV3NzM9u3bg/L9FBGRgWMJdwEiEnynduxPnz6dVatWAe3hcfHixQCUlJQEtvvBD37Q6RhDhgwJvG5sbATgk08+4fjx40DnZqi//e1vgdcnN0N5PB5effVV3n77bfbs2cPBgwc5ePAgPp8PaL8/1m6343K5KC0tBeAb3/gGY8aMCRxjxIgRWCwWvF4v559/PlarldLSUpqamgD4y1/+Qnx8fLffB5fLdeZvlIiIRByFU5EYdGrH/gMPPBAIcx0hFQiMmiYnJ3cKhEBguiiAkSNHAl2boTp0hFOr1cqkSZMAMAyDefPm8fbbb2O32ykuLmb58uUkJyezbNkyoD0od9Th9XqB9umpTvbpp58G1l1wwQVAewNXT2RnZ/doOxERiRwKpyIxKDs7m/T0dOrq6vjrX//K4cOHAVi4cCGXXHJJYLuUlBSg/RJ4Y2MjycnJQHuw7LhsDu3d93D6cNqx/Pzzz8dmswHtE/2//fbbAKxZsyYwWvv8888H9usYZY2LiwssO7WD/+TtO75mx20BAOvXr2fhwoWBvx89epSUlBTMZt21JCISjfTTWyRGddx32nHPp8Vi4bHHHuu0zZVXXgmA3+/nO9/5Dvv372ffvn384z/+I++88w7QHmgvvPBC4MsQOmrUqEBAdDqd1NfXA2C322lra8Pj8XQa3aysrKS5uZk333yTe+65J7C8Y5R15MiROBwOAF599VXeeecd6uvreeKJJ3j66acD23eMnF5yySWkpqYCcP/997N9+3YaGxt5+eWXyc7OxuFwdArXIiISRcLdkSUiofGDH/ygU5f797///S7btLa2GlOnTj3tdEwXXXSRUV9fbxiGYRw7dswwmUwGYBQXFweOUV9fb5jN5k77rVu3znA6nUZSUlKXYyYmJgZeO53OwHHuvvvuLtuaTCYjLi7OAIzU1FTD7/cHtv/Nb37T5et2/JkxY4bR0tISwu+uiIiEikZORWLUyfedJiUlcf/993fZxuFwUFpaygMPPMD48eNxOBwkJSUxbdo0nnrqKd55553Apf8PP/wQwzCAzpf0U1JSeOGFFxgzZgxWq5XMzEwuuugisrKyeO2115g0aRJ2u52zzjqLJ554gkceeSSwb3V1deD1/fffz7333suoUaOw2+3MmjWLDRs2BNZfdNFFgUelAlx77bW88847XHHFFSQnJ5OQkEBhYSFPPPEEf/nLXwKzAIiISHQxGR2fNiIiYbJmzRoA8vPzmTp1aqD7vqSkhKKiIgAef/zxwDRRIiISuzRyKiJh97vf/Y7rr7+e6dOn8x//8R80NTWxa9euwKNWzWYzxcXFYa5SREQGgkZORSTs1q5dy3XXXXfa9T/+8Y959NFHB7AiEREJF4VTEYkIv/vd73jmmWfYtm0bzc3NpKSkcO6553LjjTcG5kUVEZHYp3AqIiIiIhFD95yKiIiISMRQOBURERGRiKFwKiIiIiIRQ+FURERERCKGwqmIiIiIRAyFUxERERGJGAqnIiIiIhIxFE5FREREJGIonIqIiIhIxPh/NMGVjfVdWOoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend=True, show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Legend by another column" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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GG26ga9euFfbFx8eTlJREQUEBwcHBl/wct912G3PmzOHYsWO0adMGgI8//pj09HRuv/1213GPPfYYfn5+fPbZZzRt2hSA0aNH061bNxITE/nmm28qXDckJMQ19/t3v/ud699paWk8/vjj3H333a5jAwICmDhxInv27KF///7MnTuXrl278t5772EwGBg1ahSRkZFMnTrVdc7y5cvZvXs3X3/9NVdeeSUAo0aNIiEhgQceeIBvv/32kr8m5bx+SonVaiU/P59Vq1axdOlSfKq5wtj3338P4HrRCgsLa61GERGpHbZiO/t3HSHdEcCTy3fw8rt7ePn9g9z38rf8Y9kehW1h148W1zSSPl2qfhckvkv59JJSdv1oqfWajhw5Qtu2bStsKy0trfBw582BX3zxBddddx3t2rWrch51bGwsdrud48eP1+h5pk+fjp+fX4WbJ5cuXUq3bt1cQRbKpoiMGTPGFbYBfHx8mDJlCt9++221M9mKFSuYM2cOWVlZfPXVV7z11lu8/fbbABQXF2Oz2di6dSuTJk2q8MfNpEmTKuTFTZs20bJlS3r37u36+tvtdsaOHcv27dvJzc295K9JOa8P3CEhIRw6dIjJkydf1HnlgfuVV14hPDyc4OBgoqOj+ec//1kbZYqIiJvZiu0sSNrH6fRMcnyaEBURSHyXSCJDzViLHaSkFRIW7MeI+GhPlyoeVHCmrAtJ68gm5xxRNhgMtI5sUuH42nTq1CnX9Ipyvr6+FR5/+9vf3PJcSUlJDB8+nDZt2rBp06YqR8vLa6luB5RzCQ8P54YbbnAF7lOnTrF27VpmzZpV4bicnBxatmxZ6fyWLVvidDortC48n+3bt9O3b1+aN2/O0KFDefnllzEay6Kt0+kkJycHu91OZGTF+zt8fHxo1qyZ6+Ps7GxOnjxZ6TW4//77AUhPT6/+F+EcvH5KidFodH1xL0Z54P7xxx9ZtGgRVquVN954g3vuuYf8/Hz+3//7f+4uVURE3Gj1llRS0gq5trSQ1j06cuv9QzAYDLy5bhdrkk/g62Mkt6CY1VtSmTa87YUvKA1ScGDZ9JATmYU4nc4qQ7fT6eREZmGF42tTs2bNyMvLq7Dtt9MWoqNr/ofiggULeOCBBxg0aBBr166tMKJ8tvIR3LND6KW67bbbGDFiBLt27WL79u04nU5mzJhR4Zjw8HBOnjxZ6dzyYBsREXHBkJufn8/IkSOJi4vj+++/p0uXLhiNRtavX8+7774LQGRkJH5+fmRmZlY41+FwkJWV5fo4NDSUDh068M4771T5XL99N+JSeH3gvlQ33XQTgwcPJjEx0fXNN23aNK6++mr+8Y9/8Ic//MEt/+OJiIj7FdnsJO/NwOh0EFJ6mpYdLsNgMLBq44+sST7B+KsvI6ZFEC+sPkDy3kwmDIohwL/6y75Lw3FFx+YE+JtIzzrN9v0ZFeZwl/t2fwbp2acJ8Pfhio7Na72mNm3aVJq+0adPH7c+x6JFi0hMTGTy5MksX74cPz+/cx57/PhxTCbTBVsUVsewYcNo06YN7777Lt988w033HADERERFY4ZPHgwH3zwAadOnXL9EWC320lKSiI+Ph5/f/9K1zWZKn7/HjhwgOzsbO65554Kc9I/+ugjoCxUm0wmrrrqKt5//30eeeQR1zHr1q2jtPTXjjTl9URGRhITE+Pa/uSTT/Ldd9+dt794dTXawF1VZxKj0cjs2bPZunUrX331FWPHjj3vNcLCwggLCzvnfofDcd4lSMtH5t1xM4R4jl5H76fX0Pt8tTcda7GDjk3sGJxOwi9vy/99eph3Pv6RaSM6MXloB5xOJ6s+S+Vk9hlSs0rp3732g9SFVOcmOXGvQLMvw/q24T9fHGHhyu+4d2ov4s/qUvLt/gwWvvMdAMP6xtT6DZMA1157La+88so5R9wvls1mY+fOnbRu3ZrWrVtz8uRJ7r33Xtq0acPdd9/Nd999V+H4du3a0bz5r98PycnJDBo0iMDAwBrXYjQaueWWW1i2bBnHjx9n/fr1lY6ZO3cu69evZ8iQITz44IP4+/vz4osvkpKSwn//+98qrxsaGgqUtfgLCwujU6dOhISEMH/+fHx8fPD19WX16tWuOeqnT58Gym7QTEhI4MYbb2TWrFkcO3bMFb7Lf/bfeuutvPTSSwwfPpyHHnqImJgYPvnkE5566inuvvtufH1r/v+E18/hdrfyeT66iVJEpP4qn2fbNqDsvxsPn+Ht/x5g+sjOTB7aAfhlXm7zupuXK/XXzaO60KlNGAVnSvjbkm/4/RObeGzx1/z+iU38bck3FBaV0KlNGDePqpvOZRMnTiQrK8st3S+gbCpG//79XWuRrF+/nqKiIo4dO8bVV19N//79Kzw+/PBD17lWq5XNmzdz4403uqUWKAuwR48epXXr1gwbNqzS/q5du5KcnEzLli257bbbmD59Ok6nk82bN1d5fPk5U6dO5aWXXmLatGk0bdqUtWvX4nQ6ufHGG5kxYwapqal8/vnnBAcHu5aAv/rqq3n33Xc5ePAg48aNY+HChbz00ksANGlS9vMhKCiIzz//nIEDB5KYmMioUaN47733ePLJJ1m4cKFbviaNcoS7qKiIfv36MWDAAP71r39V2HfgwAHAPfN1ioqKOHPmzDn3l4+m5eTk1Pi5xHP0Ono/vYZeyGED4Ez6SZwGAyu+zmTayC7ceE171+vodDpJPZnvOr4+vL4FBQWeLqFRMvv7MP+OAb+sNJlKevZp0rPLRkAD/H0Y1jemTleajIuLY8yYMSxatIi+fftW+7yEhIQq3zmPjY1lyZIlrrnKt912G7fddlu1rrlq1Sr8/f255ZZbql3HhbRp0+aCXVauuOKKKke/y8XGxlb4XI1GY6U51gkJCVX+0XL2TZfr1q0jJiaGPXv2uLbt27cPgPbt27u2RUZG1upKmI0ycAcEBODn58c777zDww8/TOvWrYGyu2lfeOEF2rdvX61vgNzc3ApzgEREpG50jQ3F7GfElJXLKVMQ4wa1cY1sl9udkktmnhWzn4musaEeqlTqC7O/D3fc0J0ZIzuz60cLBWdKCA705YqOzetkGslvPf744wwcOJC5c+dWmDd8KfLz83n++ecverVIu93Os88+y7x58wgICKhRDfXVhg0bSEpK4umnn6Zjx46cOHGCf/zjH3Tu3Jlrr722zupoFIE7IyODTz75hLi4OOLi4gB48cUXufrqq7nqqqu4++67cTgcvPbaa2RkZLBhw4ZL6nwiIiJ1I8DfRKtmgYQeK+SUXzAxLYJc82GdTie7U3JZ/MFhAAZ2j9QNk+ISaPZlQJznW0V2796dhx56iAceeICVK1fW6FrBwcEsW7aMK6644qLOW7x4MdHR0RVWhmxonnnmGQICAvjHP/5BWloa4eHhjBo1iieeeAKz2VxndRic57urzwvFxsYSGxtbYfnTzZs3M2TIEObOnVth+fctW7Ywb948tm3bhtFopF+/fvz973+nX79+532O3NxcNm7cSO/evWu0IpPexm4Y9Dp6P72G3qd8BclZP3/Iz77h/DeyPy0jAmndvAmpJ/PJzCtbtrlddBPun9IVf7/6EbgLCgrYsWMHw4YNO+9N9yLSsDS4Ee6jR49W2nauOU+DBw/ms88+q4OqRETEXc5err1F0hlssd0wl5o4mX2Gk9ll982Y/UwM7B7JpMEx9SZsi0jj1eACt4iINFxnh+3RV4Rz+M0i4vt3YEBcT1KzSsu6kThsdI0N1TQSEak3FLhFRMQrnB22r7/qMqxHjwHg17w5Zn+Tq8+2pgaJSH2jOwNFRKTe+23YBij5ZWlmX60KLCL1nAK3iIjUa1WFbYBiSxbGgACMQTVfHU9EpDYpcIuISL11rrANUGLJwrd5My2XLiL1ngK3iIjUS+cL2wAlFgu+zTWdRETqPwVuERGpdy4UtqFsDrfmb4uIN1DgFhGReqU6Ydtpt1OSnYNf8+Z1XJ2I+zz77LNMnz692scfP36c0NDQCov7nYvT6eS1114jLi6OJk2acPnllzNnzhzy8/Ndx7z++uuMGTOmWs9tMBjO+7xHjx7FYDDw1ltvnfOYt956C4PBgMFgoHXr1pX2P/rooxgMBu68885K+xYvXuw6NzY2tlo11ycK3CIiUm9UJ2wDlOTkgsOhKSVy0exWK8njJpI8biJ2q9VjdRw4cID58+fz1FNPVev4Y8eOMXz4cE6dOlWt4xcsWMBdd93F6NGjWbNmDYmJiaxYsYIJEya4FgOcNWsWP//8M2+++eYlfx6X4r333uM///lPhW0Oh4OlS5fSvXt3VqxYQWFhYYX948aN46uvvuK6666ry1LdRoFbRETqheqGbVBLQPF+iYmJTJkyhVatWp33OIfDwZtvvkmvXr2wWCzVurbD4eCJJ57gjjvu4IknnmDYsGH84Q9/4JVXXmHTpk3s2LEDAKPRyIMPPsiDDz6ItQ7/+OjZsyc9e/assG3jxo2kpqbyyiuvcObMGVasWFFhf/PmzenXrx/NvfRdLQVuERHxuIsJ21B2wyQGA74R4XVQnYh7ff/993zwwQdMmzbtgsfu2bOHO++8k5tvvpnly5dX6/r5+flMnz6dm266qcL2jh07ApCSkuLadv3111NUVMQbb7xxEZ+B+73xxht07tyZgQMHMnToUF599VWP1uNuCtwiIlInimx2th/MZsvuDLYfzKbIZgcuPmxDWUtAn/AwDD5aMFkuzG61nvWwnbXdVmFfXVmxYgVRUVEMGDDggsfGxMRw+PBhFi5cSGBg9XrOh4aG8uKLL3LVVVdV2P7ee+8B0K1bN9c2s9nM2LFjefvtty/iM3Cv3Nxc1qxZw8033wzArbfeyq5du/jmm288VpO76SeViIjUKluxndVbUknem4G12OHabvYz0qpZIClphRcVtqEscOuGSamur/6n6pHkbTffVuHjgWvfrYty+PTTT4mPj69WD/nw8HDCw2v+Ts7WrVt56qmnuOGGG+jatWuFffHx8SQlJVFQUEBwcHCNn+tirVixgtLSUmbOnAnA+PHjCQsL49VXX+XKK6+s83pqg0a4RUSk1tiK7SxI2sfGHelYix1Ehpnp0S6MyFAz1mIHKWmFhAX7MSI++qKuq5aA4s2OHDlC27ZtK2wrLS2t8HA4HOc4++J98cUXXHfddbRr144lS5ZU2h8bG4vdbuf48eNue86L8cYbbzB48GACAwPJy8ujqKiI8ePHs2rVKvLy8jxSk7tphFtERGrN6i2ppKQVEmT2YfaY9sS1C8NgMLA2OZU1ySfw9TGSW1DM6i2pTBve9sIX/EWxJYsmPa+oxcqlIem/6tcb8OxWm2tku+/SNzCZ/eu8nlOnThEUFFRhm6+vb4WP586dy7x582r8XElJSdxyyy106tSJDRs2VDlaXl5LdTuguNPu3bvZuXMnAGFhYZX2L126lHvuuaeuy3I7BW4REakVRTY7yXszAJg9pj092pf9ol/35XHWJJ9g/NWXEdMiiBdWHyB5byYTBsUQ4G+64HXtZ87gOH1aLQGl2kxm8zm2+59zX21q1qxZpZHbb7/9tsLH0dEX965PVRYsWMADDzzAoEGDWLt2LU2bNq3yuNzcXFdddW3JkiUEBgaybt06TKaK3/933XUXixYtUuAWERE5l31H81zTSOLalY1c/fYGSafTSWSomcw8K/uO5tGnU8QFr6uWgOLt2rRpU2n6Rp8+fdz6HIsWLSIxMZHJkyezfPly/Pz8znns8ePHMZlMF2xR6G7FxcW88847XH/99QwdOrTS/ltvvZXExES2bNnC4MGD67Q2d9McbhERqRWnraUARIUHYDAYquxGYjAYiIoIqHD8hZRYfgncumlSvNS1117L1q1bXQvQ1JTNZuPrr7/mxIkTAJw8eZJ7772XNm3acPfdd/Pdd9/x9ddfux6/7eednJzMoEGDqt0FxV3WrFlDdnY2U6dOrXL/9OnTMZlMDaJFoAK3iIjUiiBz2Zuo6TlFrE1OrbL1n9PpJD27qMLxF1JiycJoNmNqEnThg0V+w2Q2M3Dtuwxc+65HppMATJw4kaysrErTSC5Veno6/fv3Z/HixQCsX7+eoqIijh07xtVXX03//v0rPD788ENM6nOaAAAgAElEQVTXuVarlc2bN3PjjTe6pZaL8eabbxIWFsbIkSOr3B8VFcXw4cN57733yMzMrOPq3EtTSkREpFZ0jQ3F7GckM9fqmrP929Z/u1NyycyzYvYz0TU2tFrXLbZk4du8WbVaqonUR3FxcYwZM4ZFixbRt2/fap+XkJBQ5ah4bGwsS5YscYXS2267jdtuu63ScVVZtWoV/v7+3HLLLdWuoyqxsbEXPWL/0UcfueUYb6ARbhERqRUB/iZaNSt7i9rXx0hMiyDXL2Sn08muwzks/uAwAAO7R1brhklQS0BpGB5//HFWr15Nampqja+Vn5/P888/z7Bhwy7qPLvdzrPPPsu8efMICAiocR3VtXPnTldnkuqyWCxVTofxFhrhFhGRWrHuy+OuPtu5BcW8sPoAkaFmoiICSM8uIjOvbGW/dtFNmDQ4ptrXLbFYaHJFj9oqW6ROdO/enYceeogHHniAlStX1uhawcHBLFu2jCuuuLhWmYsXLyY6Opo77rijRs9/sSZMmECrVq1cc86rY+3atcyePRsou+nU2xic7pqx34jk5uayceNGevfuXaMVmcp7Yebk5LirNPEAvY7eT6+h+519g+SI+OhfVprMxFpsdx1j9jMxsHskkwbH4O9XvdFtp8PBj3f+L5FTJhM2JKHCPm94HQsKCtixYwfDhg2rsuewiDRMGuEWERG3qqobybThbZkwKIZ9R/M4bS0lyOxD19jQak8jKVeamwt2h5Z1FxGvosAtIiJuU1XYLhfgb6pWn+3zcbUE1BxuEfEiumlSRETc4nxh212KLVlgMOATUXl5ahGR+kqBW0REaqwuwjaU3TDpExaK0de31p7D28yePZuEhIRqHWuxWLj11ltp0aIFISEhjBs3jiNHjtRugSKiwC0iIjVTV2Eb1BLwt5YsWeJa7ORCbDYbo0aN4t133+XOO+9k3rx5bN++nUGDBpGdnV3LlYo0bprDLSIil6wuwzaUzeH2i46u9eep7+x2O/Pnz2fevHnVPmfZsmXs2LGDjz/+mOHDhwNw3XXX0b17dxYuXMj8+fNrqVoR0Qi3iIhckroO2/BL4G7euEe4rVYrvXr1Yu7cucyYMYNWrVpV67ykpCTatWvnCtsAnTt3ZujQoSQlJdVWuSKCAreIiFwCT4Rte1ER9sJCfBW4yc/PZ9WqVSxduhQfn+q9Wb1jxw569+5daXuvXr04cuQIubm57i5VRH6hKSUiInJRPBG2AUqyyuYZN/Y53CEhIRw6dKjaQRugsLCQU6dOVTkaHhUVBUBqaqoW4xGpJQrcIiJSbZ4K21DWoQRo9CPcRqMRo/Hi3qAuKCgAIDAwsNK+gIAAAE6fPl3z4kSkSgrcIiJSQZHNXuWKkJ4M21A2f9vg748pOLjOn9vbORwOAAwGwzmPudgQLyLVp8AtIiIA2IrtrN6SSvLeDKzFDtd2s5+RVs0CSUkr9FjYhl9bAp4vNHpaYGAgQUFB59x/MdNA3Cn4lz9SioqKKu0r3xasP2REao0Ct4iIYCu2syBpHylphQBEhpmJCg8gPbuIzDwrKWmFhAX7MSLecy351KHk0oWEhBAaGkp6enqlfWlpaQBEq92iSK3R+0ciIsLqLamkpBUSZPZhzqTOPPn7nsy5sQsDupUFXF8fI7kFxazekuqxGostWY1+/nZN9OzZk++++67S9p07d9K+fXvdMClSixS4RUQauSKbneS9GQDMHtOeHu3DMRgMrPvyOGuSTzD+6su464aOACTvzaTIZq/zGp0OB6XZ2fU+cJ85cwaLxXLOhydb702cOJEDBw6wceNG17YDBw6wadMmpkyZ4rG6RBoDBW4RkUZu39E8rMUOIsPMxLUrG+X87Q2SPdqFERlqxlpcdkNlXSvNy8NZWtroWwJWV0ZGBm+//TZ79uxxbbv99tvp3LkzkyZNYv78+Tz33HMMHTqU6Oho7rnnHg9WK9LwKXCLiDRyp62lAESFB7hGtn/bjcRgMBAVEVDh+LpUYskCwLd58zp/bm+0f/9+ZsyYwXvvvefa5u/vz6ZNmxg1ahRPP/00f//734mPj+fTTz+lmf6QEalVumlSRKSRCzKX/SpIzylibXKqaxrJ2d1InE4n6dlFFY6vS67A3Syizp+7vjt69GilbQkJCTidzkrbo6OjWblyZR1UJSJn0wi3iEgj1zU2FLOfkcxca5VhG2B3Si6ZeVbMfia6xobWeY0lWVn4hIVi9PWt8+cWEakpBW4RkUYuwN9Eq2ZlKxD6+hiJaRHkGh11Op3sOpzD4g8OAzCweyQB/qY6r7HYYtH8bRHxWppSIiLSyK378rirz3ZuQTEvrD5AZKiZqIhf+3ADtItuwqTBMR6pscSShV/LFh55bhGRmlLgFhFpxM6+QXJEfPQvK01mkplndQVts5+Jgd0jmTQ4Bn+/uh/dhrLAHdS9m0eeW0SkphS4RUQaqaq6kUwb3pYJg2LYdzSP09ZSgsw+dI0N9cg0knIOqxV7QYGmlIiI11LgFhFphKoK2+UC/E306VR/uoGUZGUDaFl3EfFaumlSRKSROV/Yro+KLRaAer/KpIjIuShwi4g0It4WtqFs/rbBzxdTSIinSxERuSQK3CIijYQ3hm0o68Ht26w5BoPB06WIiFwSBW4RkUbAW8M2lI1wazqJiHgzBW4RkQbOm8M2/NKDW4FbRLyYAreISAPm7WHb6XD8MqVEgVtEvJcCt4hIA+XtYRug9NQpnKWlmlIiIl5NgVtEpAFqCGEbyqaTgFoCioh3U+AWEWlgGkrYhrMCd4QCt4h4L600KSLihYps9iqXX29IYRvKWgKamjbF6O/n6VJERC6ZAreIiBexFdtZvSWV5L0ZWIsdru1mPyOtmgWSklbYYMI2qEOJiDQMCtwiIl7CVmxnQdI+UtIKAYgMMxMVHkB6dhGZeVZS0goJC/ZjRHy0hyt1n2KLBb/I5p4uQ0SkRjSHW0TES6zekkpKWiFBZh/mTOrMk7/vyZwbuzCgW9kIsK+PkdyCYlZvSfVwpe6jloAi0hAocIuIeIEim53kvRkAzB7Tnh7twzEYDKz78jhrkk8w/urLuOuGjgAk782kyGb3ZLlu4bAVYz+Vj29zjXCLiHdT4BYR8QL7juZhLXYQGWYmrl0YULkbSY92YUSGmrEWl91Q6e1KstQSUEQaBgVuEREvcNpaCkBUeIBrZPu33UgMBgNREQEVjvdm5S0BddOkiHg73TQpIuIFgsxlP67Tc4pYm5zqmkZydjcSp9NJenZRheO9WUmWBYOvL6aQEE+XIiJSIxrhFhHxAl1jQzH7GcnMtVYZtgF2p+SSmWfF7Geia2yohyp1n2JLFr7NIjAY9atKRLybfoqJiHiBAH8TrZoFAmXdSGJaBOF0OoGyke1dh3NY/MFhAAZ2jyTA3+SxWt2lxJKlGyZFpEHw/vccRUQagXVfHnf12c4tKOaF1QeIDDUTFfFrH26AdtFNmDQ4xsPVukdJVhaBnTt7ugwRkRpT4BYRqefOvkFyRHz0LytNZpKZZ3UFbbOfiYHdI5k0OAZ/P+8f3XY6nWUj3FfrhkkR8X4K3CIi9VhV3UimDW/LhEEx7Duax2lrKUFmH7rGhjaIaSTl7KfycZaUqEOJiDQICtwiIvVUVWG7XIC/iT6dIjxUWe0rtlgA9eAWkYZBN02KiNRD5wvbjYFr0Rst6y4iDYACt4hIPdPYwzaUdSgxhYRg9Pf3dCkiIjWmwC0iUo8obJcpawmo0W0RaRgUuEVE6gmF7V+VZGVpOomINBgK3CIi9YDCdkUlFos6lIhIg6HALSLiYQrbFTmKiynNO6UpJSLSYChwi4h4kMJ2ZSVZ2QBa1l1EGgwFbhERD1HYrppaAopIQ6PALSLiAQrb51ZiycLg44NPaFNPlyIi4hZaaVJEpJYU2exVLr+usH1+JRYLvs0iMBg1JiQiDYMCt4iIm9mK7azekkry3gysxQ7XdrOfkVbNAklJK1TYPg+1BBSRhkaBW0TEjWzFdhYk7SMlrRCAyDAzUeEBpGcXkZlnJSWtkLBgP0bER3u40vqr2JJFYMcOni5DRMRt9H6diIgbrd6SSkpaIUFmH+ZM6syTv+/JnBu7MKBb2Yitr4+R3IJiVm9J9XCl9ZPT6fxllUl1KBGRhkOBW0TETYpsdpL3ZgAwe0x7erQPx2AwsO7L46xJPsH4qy/jrhs6ApC8N5Mim92T5dZL9vwCnMXF6sEtIg2KAreIiJvsO5qHtdhBZJiZuHZhQOVuJD3ahREZasZaXHZDpVSkloAi0hApcIuIuMlpaykAUeEBrpHt33YjMRgMREUEVDheflUeuLWsu4g0JArcIiJuEmQuuw89PaeItcmpVbb+czqdpGcXVTheflViycLUpAlGs9nTpdRrP/30ExMmTCA8PJzw8HBmzpyJxWK54Hk7duxg+PDhBAUFERISwtixYzl48GAdVCzSuOmnvYiIm3SNDcXsZyQz1+qas/3b1n+7U3LJzLNi9jPRNTbUQ5XWX8WWLM3fvoDs7GyGDBlCcXExDzzwAKWlpSxYsIA9e/awbds2/Pz8qjzv4MGDJCQkEBgYyKOPPgrAs88+y8CBA9m9ezfR0eqcI1JbFLhFRNwkwN/k6rPt62MkpkUQTqcTg8GA0+lkd0ouiz84DMDA7pEE+Js8XHH9U2KxKHBfwMKFCzlx4gR79+6lS5cuAFx55ZUMHz6cpUuXMnv27CrPe/755yksLOTzzz+nZ8+eAFxzzTX07duX5557jgULFtTZ5yDS2Chwi4i4ybovj7v6bOcWFPPC6gNEhpqJivi1DzdAu+gmTBoc4+Fq66eSrCwC2rfzdBn1WlJSEgkJCa6wDTBs2DA6depEUlLSOQP3kSNHaNasmStsA8THxxMREcHevXtrvW6RxkxzuEVE3ODsGySfmN2TYb2jMPuZyMyzVphGMqx3FPdP6Yq/n0a3f8tRUkJpbp56cJ9Hbm4uR44coXfv3pX29erVi+3bt5/z3A4dOpCTk1NhrndOTg55eXm0bNmyVuoVkTIa4RYRqaGqupFMG96WCYNi2Hc0j9PWUoLMPnSNDdU0kvMozc4Bp1MdSs7j559/BqBVq1aV9kVFRZGfn8+pU6do2rRppf2JiYl88MEHTJ06lYULF2IwGPjLX/6Cr68vd999d63XLtKYKXCLiNRAVWG7XIC/iT6dIjxUmfdx9eBW4D6ngoICAAIDAyvtCwj4pd3k6dNVBu6YmBgefPBB/vd//5cePXoAYDKZ+Pe//13liLmIuI+mlIiIXKLzhW25eMUWC5iM+ISFebqUesvhcABl/dzPxWis+lf7o48+yh/+8AeuuuoqVqxYwdKlS+nTpw9TpkxhzZo1tVKviJTRCLeIyCVQ2Ha/EksWvhERGM4RGL1BYGAgQUFB59zv41OzX7vBwcEAFBUVVdpXvq38mLPl5eXx9NNP07t3bzZt2oTJVDa1aerUqfTp04c77riDUaNG4e/vX6P6RKRq3vtTTUTEQxS2a0eJJUs3TF5ATExZd5v09PRK+9LS0ggNDa0y8B86dAibzcbUqVNdYRvA19eX6dOnk5mZyf79+2uvcJFGToFbROQiKGzXnpKsLHybaf72+YSGhtK2bVu+++67Svt27txJnz59qjyvfOTa6XRW2me324Ffp6uIiPspcIuIVJPCdu1xOp2UWLK8vkPJmTNnsFgs53zk5ubW+DkmTpzIxo0bOXDggGvbxo0bOXjwIFOmTKnynK5duxIdHc1bb72F1Wp1bbfZbCxfvpxmzZrRvXv3GtcmIlXTHG4RkWpQ2K5d9sLTOKxWdSiphsTERJYtW8bQoUP585//jNVq5emnn6Znz55Mnz4dKFvkZuvWrQwYMIDLL78ck8nESy+9xKRJk+jbty+zZs3Cbrfz1ltvsX//fpYvX46vr6+HPzORhqvBjXDPnj2bhISEah1rsVi49dZbadGiBSEhIYwbN44jR47UboEi4nUUtmtfyS+LsShwX1jz5s35/PPP6dGjB48++ijPP/8848aN46OPPnJNHfn888+ZMWMGn3/+ueu88ePH88knnxAeHs5DDz3EI488QtOmTVm/fj3Tpk3z1Kcj0ig0qBHuJUuWsHjxYgYPHnzBY202G6NGjeLHH3/kvvvuIyQkhGeffZZBgwaxe/duIiLUO1dEFLbriqsHdzPdNFkdnTp1Yv369efcf8stt3DLLbdU2n7NNddwzTXX1GJlIlKVBhG47XY78+fPZ968edU+Z9myZezYsYOPP/6Y4cOHA3DdddfRvXt3Fi5cyPz582upWhHxFgrbdafEkoUxKAhTYICnSxERcTuvn1JitVrp1asXc+fOZcaMGVUud1uVpKQk2rVr5wrbAJ07d2bo0KEkJSXVVrkiUs8U2ex8tTedj79JZfvBbIpsZR0bFLbrVkO4YVJE5Fy8foTbarWSn5/PqlWrmDx5MrGxsdU6b8eOHYwYMaLS9l69erFhwwZyc3MJ02pnIg2WrdjO6i2pJO/NwFr8azs0s5+RVs0CSUkrVNiuQ2oJKCINmdcH7pCQEA4dOnRRq3cVFhZy6tSpKkfDo6KiAEhNTVXgFmmgbMV2FiTtIyWtEICoiEBaRzbhWHo+mXlWUtIKCQv2Y0R8tIcrbTyKLRZC2sZ6ugwRkVrh9VNKjEbjRS+VW1BQAJQtwftbAQFl8wdPnz5d8+JEpF5avSWVlLRCgsw+zJnUmX8lDuH/3dqXAd3KRlh9fYzkFhSzekuqhyttHJylpZTm5KpDiYg0WF4fuC9F+WpaBoPhnMcYjY3ySyPS4BXZ7CTvzQBg9pj29GgfjsFg4N+bDrEm+QTjr76Mu27oCEDy3kzXnG6pPSXZOeB0all3EWmwvH5KyaUIDg4GoKioqNK+8m3lx5xPWFjYeaedOByOKpfRLVce6sPDwy/4XFJ/6XX0Ll/tTcda7CAqIpCE+HYYDAb+79PDrNhwkGkjOjF5aAecTierPkvlZPYZUrNK6d9dQbA25aUeB6B5+/aYa/B95A3fi+cb6BGRhqtRDuOGhIQQGhpKenp6pX1paWkAREdr7qZIQ1RwpgSA1pFNMBgMrNr4I2//9wDTR3Zm8tAOQFkoat28SYXjpfZYMzLAaMS/mdY/EJGGqVGOcAP07NmT7777rtL2nTt30r59e7fcMFlUVMSZM2fOub98FCYnJ6fGzyWeo9fRyzhsABw7mc+b63axJvkE00Z04sZr2rteQ6fTSerJfNfxem1rV97RY/hGhJN76lSNruMN34vl9xCJSOPSKEe4ASZOnMiBAwfYuHGja9uBAwfYtGkTU6ZMqdY1cnNzsVgs53ycL2yLiGd0jQ3F7GckM9fqmrNdPrJdbndKLpl5Vsx+JrrGhnqo0sZDLQFFpKFrFIE7IyODt99+mz179ri23X777XTu3JlJkyYxf/58nnvuOYYOHUp0dDT33HOPB6sVkdoU4G+iVbOyDkW+PkZiWgS57rVwOp3sOpzD4g8OAzCweyQB/iaP1dpYlFiydMOkiDRojWJKyf79+5kxYwZz584lLi4OAH9/fzZt2sSf//xnnn76aUwmE4MGDeLZZ5+lmUZaRBqsdV8ed/XZzi0o5oXVB1j1WSqtmzch9WRZH26AdtFNmDQ4xsPVNnxOp5MSi4Xg+D6eLkVEpNY0uMB99OjRStsSEhKq7BYSHR3NypUr66AqEakPzl6ufUR89C8rTWZyMvsMJ7PLpoCZ/UwM7B7JpMEx+PtpdLu2OU6fwVFk1bLuItKgNbjALSJSlbPDdvly7dOGt2XCoBhSs0rLupE4bHSNDdU0kjpUkpUFoDncItKgKXCLSINXVdguF+BvcvXZrs/dLRqqYosFQKtMikiD1ihumhSRxut8YVs8r8SShTEwEFNQkKdLERGpNQrcItJgKWzXf2oJKCKNgQK3iDRICtveoawloAK3iDRsCtwi0uAobHuPEkuWOpSISIOnwC0iDYrCtvdwltopycnRCLeINHhu6VJis9nYs2cPVquV6Oho2rVr547LiohcFIVt71KSmwMOh+Zwi0iDV+MR7meeeYbIyEj69etHQkICnTp1AuC5557DarXWuEARkepQ2PY+JZZfenBrWXcRaeBqFLiXLFlCYmIiBQUFOJ1O1wPgwQcfZOTIkdjtdrcUKiJyLgrb3qnEkgUGA77h4Z4uRUSkVtUocL/wwgsYDAZGjx7NZ5995tqel5cHwBdffMGLL75YswpFRIAim53tB7PZsjuD7QezKbKV/TGvsO29SixZ+EaEY/DRyp4i0rDVaA73jz/+CMCiRYto0aKFa3toaCj/+te/mDVrFkuXLmXOnDk1q1JEGi1bsZ3VW1JJ3puBtdjh2m72M9KqWSApaYUK216qJMui+dsi0ijUaIS7SZMmAPj5+VXaN2nSJAAOHz5ck6cQkUbMVmxnQdI+Nu5Ix1rsIDLMTI92YUSGmrEWO0hJKyQs2I8R8dGeLlUuQbF6cItII1GjwB0XFwfAs88+i8FgqLDv6NGjAPj4uKURiog0Qqu3pJKSVkiQ2Yc5kzrz5O97MufGLgzoVhbSfH2M5BYUs3pLqocrlUtRtuiNbpgUkYavRoF71qxZOJ1Onn76aUaMGOHavnbtWmbMmIHBYKB///41LlJEGp8im53kvRkAzB7Tnh7twzEYDKz78jhrkk8w/urLuOuGjgAk7810zekW72A/fRrHmTOaUiIijUKNAve0adOYPHkyTqeTTz/91DXKPWHCBPbs2YPRaOThhx92S6Ei0rjsO5rnmkYS1y4MqHyD5K/TS+zsO5rn4YrlYpRkZQNoSomINAo17sP9zjvvMHfuXJo0aVKhNWBYWBhvv/02V111lTvqFJFG5rS1FICo8ADXyPZvu5EYDAaiIgIqHC/eocRiAdCy7iLSKNR4grXRaGTu3Lncf//9fPXVV2RkZNC8eXOuuuoqAgMD3VGjiDRCQeayH0/pOUWsTU51TSM5uxuJ0+kkPbuowvHiHYotWRgDzBiDgjxdiohIravRb6jbbruNvn370rdvX+Li4hg6dKi76hKRRq5rbChmPyOZudYqwzbA7pRcMvOsmP1MdI0N9VClcilKsrLwbda80g33IiINUY0C91tvvcXSpUsB8Pf354orrqBv377Ex8fTt29fOnTo4JYiRaTxCfA3ufps+/oYiWkRhNPpxGAw4HQ62Z2Sy+IPytqODuweSYC/Fk/xJiVqCSgijUiNAndERATZ2WU3vlitVr755hu++eYb1/6wsDD69evHkCFDmDRpEm3atKlZtSLSaKz78rirz3ZuQTEvrD5AZKiZqIgA0rOLyMyzAtAuugmTBsd4uFq5WCWWLJr0usLTZYiI1Ika3TRpsViYN2+e62OTyVThxsmcnBw++ugjEhMTad++PY888khN6xWRRuDsGySfmN2TYb2jMPuZyMyzVphGMqx3FPdP6Yq/n0a3vYnTbqckJ1stARuJr7/+GpvN5ukyRDyqRiPcy5Yt47HHHmP06NG8/vrrtGzZkh9//JFXX32Vf/7znxiNRpxOJ3a7HbvdzuOPP07nzp2ZNm2au+oXkQamqm4k04a3ZcKgGPYdzeO0tZQgsw9dY0M1jcRLlebmgt2hDiWNxFVXXYXJZKJbt24Vpp127doVo7HGzdJEvEKNAvfjjz8OwGuvvUbLli0B6NixIwsXLiQ6Opq//vWvrFmzhoCAAB588EG2b9/O66+/rsAtIlWqKmyXC/A30adThIcqE3cqtmQB6sHdmJSWlrJr1y527drFa6+9BkBgYCA9e/asEMIvv/xyD1cqUjtq9KfliRMnAMjJyam07/bbb8fhcPDcc88xdOhQ182VP/zwQ02eUkQaqPOFbWlYSixZYDDgG6E/oBqDm266iQ4dOmAwGCo8ioqK+PLLL3nuuee46aabaN++Pc2bN2fUqFGagioNTo0Cd9euXQG4+eabOXbsWIV9u3fvBsrmbgFcdlnZL9C8PK0GJyIVKWw3LiVZWfiEhWHwUe/0xmD58uUcPHiQnJwcPv74Y+bPn88NN9xAq1atKoXw7OxsNmzYwPz58z1dtohb1ein3Z/+9CdmzJjBzp076dChAyNHjqR3795kZ2ezfPlyAFq0aIHdbmfx4sUANGnSpOZVi0iDobDd+KglYOPUtGlThg4dWmHNjpMnT/Ltt99WeOTm5uJ0Oj1YqYj71ShwT5s2jW+++YaXXnqJ0tJSPvzwQz788EMAV7/cm2++mW+//Zb77rsPg8FAjx493FK4iHg/he3GxWGzceiP9wAQ0v9KD1cj9UHLli0ZO3YsY8eOdW376aef+Pbbbz1YlYj71fj24H/+85/85z//4ZprrqnQFjAgIICHHnqIhx9+mJSUFNfxf/zjH2v6lCLSAChsN26avy3n0rZtWyZPnuzpMkTcyi0T6EaPHs3o0aOx2WykpaVhMpm47LLLKizZO3bsWG666SYmTZrkjqcUES+msC0+6sEtIo2IWwJ3Xl4egYGB+Pv707Zt20r7p02bplaAIgIobDc2jrMWPDn73z5NQyp8bPT3r9O6RETqUo0Cd05ODhMnTuTzzz/HaDTSqVMn+vfvT79+/ejZsyetWrUiNTWV+Ph4d9UrIl5MYbvxKZ+z/Vs/v/BShY87LX61LsqROlB+D5eI/KpGc7gfeOABtmzZ4lpN8ocffuCNN97g97//PfHx8URHR9O/f3931SoiXkxhW8R9fvrpJyZMmEB4eDjh4eHMnDkTi8VywfMsFguzZ8+mRYsWhISEMHjwYLZu3erW2po2bcrgwYO5//77+fe//81PP/3k1uuLeKMajXB/9NFHGAwGhg0bRvPmzXnnnXfUykekESuy2atcfl1hu/Hq8PILrn87bDZS7ksEoN3CpzWN5BJlZ2czZMgQiouLeeCBBygtLWXBggXs2bOHbdu24efnV+V5BQUFDBo0iLS0NA/YtPQAACAASURBVO69917CwsJ46aWXGDp0KNu2baN79+5uqe/06dN88cUXfPHFF65tERER9OnTh/j4ePr06UPfvn1dK1SLNAY1CtyZmZkArFy5kiZNmrBq1SreeustCgsLefTRRykqKlLzepFGwFZsZ/WWVJL3ZmAtdri2m/2MtGoWSEpaocJ2I3WuUG3091fgvkQLFy7kxIkT7N27ly5dugBw5ZVXMnz4cJYuXcrs2bOrPO/JJ5/k4MGDbN68mUGDBgHwP//zP1x++eU8/fTTrvUz3MVkMuFwlP08yMnJYcOGDWzYsMG1Pzo6mvj4eNejT58+hIWFubUGkfqiRoG7WbNmZGRkYLVaCQ8Pp2XLluTn53PnnXcSExPD6NGjsdvt7qpVROohW7GdBUn7SEkrBCAyzExUeADp2UVk5llJSSskLNiPEfHRHq5UPM1Zqt8H7pCUlERCQoIrbAMMGzaMTp06kZSUVGXgdjqdLF26lNGjR7vCNpT1wX7mmWfw9fV1e505OTns3buX7du3ux4//vij653w9PR01q5dy9q1a13ntGvXzhW+77vvPrfXJOIpNZrD3a1bNwBuueUWSkpKaNmypWsp9/Jv6EWLFtWwRBGpz1ZvSSUlrZAgsw9zJnXmyd/3ZM6NXRjQraztm6+PkdyCYlZvSfVwpeJpxZZMT5fg9XJzczly5Ai9e/eutK9Xr15s3769yvOOHj3Kzz//zPDhw4GyAF5YWPZH8l133XXOUfFLMX78eKKioggMDGTAgAH86U9/YtmyZfzwww/k5eWxefNmnnnmGaZMmUKHDh0wGo2upd2PHDlCUlISf/nLX9xWj0h9UKPAfffdd+N0Ovn000/x8fGhXbt2rF69mjVr1vDPf/4TgNRU/ZIVaaiKbHaS92YAMHtMe3q0D8dgMLDuy+OsST7B+Ksv464bOgKQvDeTIptGOBuz0qxsANo9t0DTSS7Rzz//DECrVq0q7YuKiiI/P59Tp/4/e/ceHlV57/3/vWYmM5PJgUlCAkkkBoIGQUCO1gMCFbRWLAKpuxbk0e7ibq0tm1rwqa1a6+lXUYrdl1pb3dZC96YtpUh1qzXdSp4giihyCAQFpBEmEAgJ5DQzZGb9/ggZCAmY02Qyk8/runKZrFO+ZJnMJ3fu+7uOt9r36aefAjBgwADuvfdeUlJSSEpKYujQofztb3/r1hpXr17NwYMHsVqtrfYlJiYyadIkFi1axB/+8Ad2797NsWPHKCws5Be/+AUFBQXqcCIxqUuB+6abbuKJJ55gwIABGIbB9OnTaWhoYM6cOfz0pz/FMIwWf/ISkdhSsr8arz9IRoqTUXlNcy/PXiA5Oi+FDLcTr79pQaX0Xb6DHqxJSdiSkiJdStSqqakBwOVytdoXHx8PNC1aPFt1ddP33v3338/f/vY3li9fzu9//3tcLhc333wzhYWFYat51qxZocDfluTkZKZOncqPfvQj/vu//ztsdYhEUpcf7f6jH/2Ibdu2ATB//nymTZsWerx7QkICTz75ZJeLFJHeqc7bCEBmanxoZPvsbiSGYZCZFt/ieOmbfJ5y7FmZkS4jqjUvQjzfKLDF0vql3XfqIUNVVVVs2LCB22+/ndtuu42ioiLcbjc//vGPw1MwsG7dOi699FIWLlxIVVXVeY81DIN+/fqFrRaRSOlS4L7uuuv46U9/SlpaGgBxcXH8/e9/Z8OGDaxZs4ZPPvmEKVOmdEedItILJTib1l2XH2vgleKyNlv/maZJeWVDi+Olb/J7PDhiPHC7XC7S09PP+dbVLhxJp/460NDQ0Gpf87akNv6CkJCQAMDs2bNb1OB2u/na177Ghx9+GBo9726GYXDy5En+4z/+g6FDh/LLX/6Sxsa2f/k2DINjx45RUlISllpEIqVDgdvj8XDTTTfxs5/9jNdff53CwkIef/zx0G/cza644gpuvPFGNm7cSHl5ebcWLCK9x4hcN067hYoqb2jO9tmt/7buraKi2ovTbmVErjtClUqkmY2N+CsqsGepW01X5OTkALT52urxeHC73aFwfabmOd8ZGRmt9mVkZGCaZptTUbrDO++8w4QJEzAMg+rqau655x5GjBjBX//613Oeo+moEms6FLizsrLIz8/n4YcfZsaMGaHtc+fO5Ve/+hWbNm3i5MmTAAQCAebMmdPmSmoRiQ3xDivZ/ZvmksbZLOQMSAi1/DJNk4/3HOOFV/cAcPXIDOIdrRdRSd/gP3wYAkEc2QrcXeF2uxk8eDAfffRRq31btmxh/PjxbZ536aWX4nA42hw5/uyzz3A6naSnp3d7vQBXX30177//PitXrgxt27NnD3PmzGHKlClt/ltEYk2H/7774IMPsmLFCo4cORKaQ/anP/2JP/3pTwDY7XYuu+wynE4nwBfO1xKR6LVuw+ehPttVNX6eXl1KhttJZtrpPtwAeVmJFEzOiXC1Ekm+g00jsrE+paS+vp76+vpz7u+OaRtz5sxh+fLllJaWMmzYMAAKCwvZvXs3ixcvbvOchIQEvva1r7F27VpKSkoYMWIE0BS2161bx0033dRmV5HudOuttzJv3jwALrjgAg4cOEBRURETJkxg3rx5PP7442TpLyASozo8hzspKYn169ezbNmyFiNZzW8+n49NmzZRVFSEYRhccMEF3V60iETemQskH18whmnjMnHarVRUe1tMI5k2LpPF3xiBw67R7b7M7/FgTU7GmpgY6VKi3pIlS0hNTeXaa69l2bJlPPbYYxQUFDBmzJhQoN23bx8rV65k3759ofOeeOIJ3G43U6dO5dFHH2Xp0qVMmjQJp9PJY4891qP/hpdffpnf//73ZGY2/QK2YsUKLr74Yh588MHz/sIiEq06tWhy2LBh/Pu//3toFPvQoUO8+uqr3H///Vx33XW43W5M08QwDO67775uLVhEIu/sbiQOu5W50wez7Hvj+d6sfG6/IY/vzcpn2ffGM3f6YIVtwecpj/nR7Z6Snp5OUVERo0eP5oEHHmD58uXMnDmT119/Hcep/uZFRUWhLiTNcnNzee+995g8eTJLly7lkUceYfTo0WzYsIGLLrqoR/8NhmEwd+5cPvnkE+69914cDgcNDQ08/PDDXHzxxbz00ks9Wo9IuBlm8zB1O3zyySdcfPHFoY+DwSAlJSWMHDmy1bHl5eW4XK6YbO9TVVVFYWEh48aNa3M1eHulpqYCTY+/lejV1+5jW63/ol1fu4eR8NlPH8Q1fDgDvvkvYfsc0XAfa2pq+PDDD5k2bVqXO5ZEI6vVimmavP3220yePDm0fe/evSxatIjXXnsNaPrL+dkNGUSiWYfmcA8bNox+/foxbtw4JkyYEHprS/OfiUQkdsRi2JbwC548ib/iCCnT9bogTbZt20ZZWRl79uxp8db813GRWNPhRZPHjx/n7bff5u233w5ty8jIaBHAJ0yYEOrNLSKxQWFbOst/6DAEg2oJ2Ec99dRT7Nq1i9LS0tC2hQsXtjrOMAyFbYlZHQrcCxcuZPPmzWzZsqXFoobDhw/z2muvhf4UBHDhhRcyYcIEJk6cyD333NN9FYtIj1PYlq7we/pGhxJp25IlS0JNFtoK1S6Xi/z8fIYPH84ll1wS+q9ILOlQ4P7lL38JnJ67/cEHH/DBBx+wadMmduzYEerBDbB//37++c9/snr1agVukSimsC1d5fN4sLn7YW3jgSwS+5oDttvt5pJLLmkRqocPHx56mI9ILOvUc5YtFgsjR45k5MiRfOtb3wLA5/Px8ccfh0L4Bx98wO7du7u1WBHpWQrb0h38Ho+mk/QhN9xwAxMnTuShhx4C4K233mL48OEMGDAgwpWJRE6nAndbHA4Hl19+OZdffnloW/NqbBGJPgrb0l18Bz0kjmrdzUpi09///nfefPNNHnjgAaxWK1OnTo10SSIR1y2B+4033uCNN97gxIkTDBo0iJtuuonx48eTlJTElClTuuNTiEgPUtiW7hL0+zl55KhGuPugrVu3Mnr06LA/wVIkGnQpcJumyTe/+c3QY92bPfLII8yePZsXX3yR5OTkLhUoIj1LYVu6k//QITBNHNkK3H3N+PHjcTqdjB49mvHjx4feLrnkEiyWcz93b/ny5UycOJErr7yyB6sVCa8uBe7nnnuOP/7xj23uW7NmDeXl5bz99tvExcV15dOISA9R2Jbu5jvY1KHErmcz9BlpaWlUVlYCTeu73n//fd5///3QfpfLxWWXXdYihOfn52MYBsFgkHvuuUcPvpGY06XA/dJLL2EYBtOnT+fpp58mKSmJLVu28NRTT/HOO++wceNGnn/+ee6+++7uqldEuqjBF6BkfzV13kYSnDZG5LqJd1gVtiUs/B4PtpQUrK74SJciPaSiooL9+/e3aKLw0UcfUVtbC0BDQwPvvvsu7777buicpKQkxowZw9ixYyNVtkhYdSlw79q1C4Dnn3+eCy+8EICsrCxuvPFG5s+fz8qVK1m5cqUCt0gv4PMHWL2+jOLth/H6T48cOe0Wsvu72OupVdiWbufzlGNX/+0+Jzc3l9zcXL7+9a+Htu3atSsUwDdv3szWrVvx+XwA1NbWUlRURFFRkR5+IzGpy3O4ARITE1vte/jhh1m5cmUolItI5Pj8AZauKmGvp2mEKSPFSWZqPOWVDVRUe9nrqSUlyc71EzTPVrqX3+Mh8bLLIl2G9ALNPbjnz58PQGNjI9u3b28xEr5z504CgUCEKxXpfl0K3Lm5uZSWlvL8889z3333tbywrenS+sYRibzV68vY66klwWljwYyhjMpLwTAMXikuY23xAeJsFqpq/KxeX8bc6YMjXa7EiKDPz8mjlTiyNcItrdlsNsaMGcOYMWO48847gabpJlu2bOGDDz6IcHUi3evcy4Tb4cYbb8Q0TR544AHuuece9u/fDzT9aWjRokUADBkypMtFikjnNfgCFG8/DMCCGUMZPTQVwzBYt+Fz1hYfYNakQdx188UAFG+voMGnX5Kle/jLy8E01RJQ2i0+Pp4rr7yShQsXRroUkW7VocC9c+fOFh//6Ec/Ij09HdM0Wb58OXl5eaSkpJCSksJf/vIXDMPglltu6daCRaRjSvZX4/UHyUhxMiovBWjdjWR0XgoZbidef9OCSpHu4PM0dShxaA63iPRxHQrco0eP5s4776S8vOmHaEZGBv/zP//DwIEDMU0T0zQ5fvw4gUAA0zQZP348ixcvDkvhItI+dd5GADJT40Mj22d3IzEMg8y0+BbHi3SV3+PBlpqKxemMdCkiIhHVocAdCAR48cUXueiii3jwwQepq6tj3Lhx7N69m1/+8pfMmDGDsWPH8uUvf5mlS5eyfv16HA5HuGoXkXZIcDatpyg/1sArxWVttv4zTZPyyoYWx4t0lc9TrtFtERE6GLhvvvlmTNOkvr6eRx55hLy8PJ577jni4+NZuHAh69atY/PmzRQWFnLPPffg1KiGSMSNyHXjtFuoqPKG5myf3fpv694qKqq9OO1WRuS6I1SpxBq/x4NdT5gUEelY4F6zZg0bNmzgyiuvxDRNKioquPvuuxkxYgRr164NV40i0gXxDivZ/V0AxNks5AxICLX0NE2Tj/cc44VX9wBw9cgM4h3WiNUqsSPo9TZ1KNEIt4hIx9sCXnHFFRQXF7N27Vruu+8+SktL+eSTT5gzZw5XXnklS5cu5Utf+lI4ahWRTli34fNQn+2qGj9Pry4lw+0kM+10H26AvKxECibnRLhaiRW+8kMAOLKzI1yJiEjkdbot4M0338yOHTv49a9/TWZmJqZp8u6773LVVVfx9a9/nU8//bQ76xSRTjhzgeTjC8YwbVwmTruVimpvi2kk08ZlsvgbI3DYNbot3cPv8QBgzxwY4UpERCKvS6ujLBYLd955J/PmzeOpp57iySefpKamhjVr1rBu3TruvPNOHnzwQfr3799d9YpIO7XVjWTu9MHMviaHkv3V1HkbSXDaGJHr1jQS6XY+Tzlx/ftj0cJ5EZGuPfimmcvl4v7772fv3r1873vfw2azcfLkSZ599lmGDh3aHZ9CRDqgrbDdLN5hZXx+GpNHD2B8fprCtoSF/6AHu+Zvi4gAXRzhbrZv3z5KSkooKSnh+PHjpKenU15ejmma1NTUdMenEJF2Ol/YFukpPo+H5IkTI12GiEiv0KHAfWaw3rlzJyUlJZSWluL1elsd29wFQUR6jsK29AaBhgYaj1Vhz9YIt4gIdDBwDx06FMMwWmxrK1inpaUxcuRIRo0axahRo7pWoYi0i8K29Bb+0CPd1YNbRAQ6MaXkzIBtt9sZNmwYo0aNahGwMzM1qiHSkxS2pTfxecrBMLAPVIcSERHoYOC+4YYbQqF61KhR5OfnY7PpMdAikaSwLb2N3+M51aHEHulSRER6hQ6l5ddeey1cdYhIJyhsS2/k85Tj0PxtEZGQbmkLKCI9T2Fbeiu/x4Nd87dFREIUuEWikMK29FaB+noaq6pxqAe3iEiIJmCL9FINvkCbT4RU2JberLlDiUa4RUROU+AW6WV8/gCr15dRvP0wXn8wtN1pt5Dd38VeT63CtvRaPo+nqUNJpjqUiIg0U+AW6UV8/gBLV5Ww11MLQEaKk8zUeMorG6io9rLXU0tKkp3rJ2j0UHonv6ecuIx0LHFxkS5FRKTXUOAW6UVWry9jr6eWBKeNBTOGMiovBcMweKW4jLXFB4izWaiq8bN6fRlzpw+OdLkirfgOejR/W0TkLFo0KdJLNPgCFG8/DMCCGUMZPTQVwzBYt+Fz1hYfYNakQdx188UAFG+voMEXiGS5Im3yeco1f1tE5CwK3CK9RMn+arz+IBkpTkblpQCtu5GMzkshw+3E629aUCnSmwTq6ggcP44jW4FbRORMCtwivUSdtxGAzNT40Mj22d1IDMMgMy2+xfEivYXvVIcSh0a4RURa0BxukV4iwdn07Vh+rCE0Z/vsbiSmaVJe2dDieJHewu/xgMVC3ICMSJciItKraIRbpJcYkevGabdQUeVtM2wDbN1bRUW1F6fdyohcd4QqFWmb76AHe0aGOpSIiJxFgVukl4h3WMnu7wIgzmYhZ0ACpmkCTSPbH+85xguv7gHg6pEZxDusEatVpC1+Tzn2bHUoERE5m/4mLdJLrNvweajPdlWNn6dXl5LhdpKZdroPN0BeViIFk3MiXK1Ia76DHtxTrol0GSIivY4Ct0gvcOYCyesnZJ160mQFFdXeUNB22q1cPTKDgsk5OOwa3ZbepbGmlkBNDXb14BYRaUWBWyTC2upGMnf6YGZfk0PJ/mrqvI0kOG2MyHVrGon0Wn6PB1CHEhGRtihwi0RQW2G7WbzDyvj8tAhVJtIxPo8HrBbs6lAiItKKFk2KRMj5wrZItPF7yrEPGIBh0zhOT/jss8+YPXs2qamppKamMn/+fI4cOdKha2zbtg273c7Pfvaz8BQpIiH6ySgSAQrbEmt8Bz04NH+7R1RWVjJ16lT8fj/33nsvjY2NLF26lG3btrFp0ybsdvsXXqOxsZHbb7+dkydP9kDFIqLALdLDFLYlFvk95biG5Ue6jD5h2bJlHDhwgO3bt3PJJZcAcPnllzN9+nRefvllFixY8IXXePzxxykpKQl3qSJyiqaUiPQghW2JRY0nThCordUIdw9ZtWoVU6ZMCYVtgGnTppGfn8+qVau+8Pzt27fzyCOPcP/994ezTBE5gwK3SA9R2JZY5feUA2BXh5Kwq6qqYt++fYwbN67VvrFjx7J58+bznt/Y2Mgdd9zBtGnTmDdvXrjKFJGzaEqJSA9Q2JZY1tShxIo9Qx1Kwu3gwYMAZGdnt9qXmZnJiRMnOH78OP369Wvz/F/84hd8+umnrF27lsbGxrDWKiKnxcQId2dXa48dOxbDMFq9FRQU9EDV0lcobEus8x0sxz5wAIZNfeLDraamBgCXy9VqX3x8PAB1dXVtnltSUsLPf/5znnzySS644ILwFSkirUT9CHdnV2sHg0F27drF7NmzmTVrVot9F154YU+ULn2Awrb0BX6PB0e2ppP0hGAwCIBhGOc8xmJpPZYWCAS44447uPrqq9u1qFJEulfUB+7Ortbes2cPXq+XWbNmaR6bhIXCtvQFpmni85STMGJ4pEvpFVwuFwkJCefcb+tin/KkpCQAGhoaWu1r3tZ8zJmWLl3K1q1bKS4u5ujRo0DTfHCA+vp6jh49Sr9+/YiLi+tSfSLStqifUtLZ1do7duwAaHGeSEc1+AJs3F7O398vY/PuShp8AUBhW/qOwIkTBOvqsKtDSY/IyckBoLy8vNU+j8eD2+1uM/C/8cYb+P1+Jk6cSHp6Ounp6YwdOxZoCuPp6els2LAhvMWL9GFRPcLdvFq7rTnXY8eO5bXXXjvnuTt27MAwDIYNG4ZpmtTX1593VELkTD5/gNXryyjefhivPxja7rRbyO7vYq+nVmFb+gTfqQ4lDnUo6RFut5vBgwfz0Ucftdq3ZcsWxo8f3+Z5Tz31VGhEu9nhw4eZN28et912G/Pnz2f06NFhqVlEojxwd2W19o4dO+jXrx/f//73+fOf/0xtbS1Dhgzh0Ucf5Rvf+EbYa5fo5fMHWLqqhL2eWgAy01xckJHIP8tPUFHtZa+nlpQkO9dPUACR2Oc/eBDDZiMuIz3SpfQK9fX11NfXn3N/86LHrpgzZw7Lly+ntLSUYcOGAVBYWMju3btZvHhxm+e01UZw//79AAwZMoRp06Z1uS4RObeonlLSldXaO3bsoLq6moaGBlasWMGLL75IYmIit956KytWrAhf0RL1Vq8vY6+nlgSnjX8vGMZzS6by0zsmcuWl/QGIs1moqvGzen1ZhCsVCT+fpxx75kCMNhbqSXgsWbKE1NRUrr32WpYtW8Zjjz1GQUEBY8aMCa1J2rdvHytXrmTfvn0RrlZEIMoDd2dXawPcddddPPfcc/z3f/83N998M9/61rd47733GDJkCIsXLyYQCISlZoluDb4AxdsPA7BgxlBGD03FMAz+9I9PWVt8gFmTBnHXzRcDULy9IjSnWyRW+Q56NH+7h6Wnp1NUVMTo0aN54IEHWL58OTNnzuT111/H4XAAUFRUxG233UZRUVGEqxURiPIpJZ1drQ1w9913t9oWHx/PbbfdxkMPPcTOnTsZOXLkeT9/SkoKKSkp59wfDAYxTfOc+5t/GUhNTT3v55HeY+P2crz+IJlpLqZMyMMwDP78v3v4w5u7mXt9PrdcexGmafLHt8s4VFlP2dFGrhipP7X3dvpe7BzTNNlTfoj0yyf2iq9dNNzH8w0QdUR+fj7/8z//c879t99+O7fffvt5r5Gbm3ve1ygR6T5RPcLd2dXa55Nx6klptbW1XS9QYk5N/UkALshIDI1sr3yjlHlfGcYt114ENL2gXpCe2OJ4kVjkP1ZFoL4eV44WB4uInE9Uj3B3drX2Z599xo033sjcuXP5yU9+0mJfaWkpAIMHD+5yfQ0NDeddPNM8CnPs2LEufy7pIUEfAP88dIKX1n3M2uIDzL0+n69/eWjoPpqmSdmhE6HjdX97P30vdk7dzp0A+JOSesXXLhruY3csmhSR6BPVI9zQtFq7sLAwFJTh9Grtc3UbufDCC6msrOS3v/1tix9+ZWVl/O53v2Pq1KkMHDjwCz93VVUVR44cOefb+cK2RKcRuW6cdgsVVd7QnO3mke1mW/dWUVHtxWm3MiLXHaFKRcLPd9CDERdHXHr/SJciItKrRX3g7sxqbYvFwjPPPMM///lPrrrqKn71q1/x8MMPM3HiRGw2G88880wk/0nSi8U7rGT3b+qKE2ezkDMgITQH0jRNPt5zjBde3QPA1SMziHdYI1arSLj51aFERKRdonpKCZxerb1o0SIeeOABXC4XM2fO5IknnmixWvuOO+7gpZdeYsiQIQAUFBSwZs0aHn/8cZYsWUJ8fDxTpkzh8ccfD/U1FTnbug2fh/psV9X4eXp1KX98u4wL0hMpO9TUhxsgLyuRgsk5Ea5WJLx8Ho8eeCMi0g5RH7ih86u1Z82axaxZs8JYmcSSMx/Xfv2ErFNPmqzgUGU9hyqbpg857VauHplBweQcHHaNbkvsMk0Tf3k5iZfp6YQiIl8kJgK3SLidGbabH9c+d/pgZl+TQ9nRxqZuJEEfI3LdmkYifUJjVRXBBq9GuEVE2kGBW+QLtBW2m8U7rKE+2725M4JId/N7mtqx2rP10BsRkS+ilS4i53G+sC3Sl/kOejDsduLS0iJdiohIr6fALXIOCtsi5+bzlOPIylSHEhGRdtBPSpE2KGyLnJ/f48GepekkIiLtocAtchaFbZHzM4PBUyPcWjApItIeCtwiZ1DYFvlijceOYfp8GuEWEWknBW6RUxS2RdrHd6pDiSNbI9wiIu2hwC2CwrZIR/gOejAcDmypqZEuRUQkKihwS5+nsC3SMf7mDiWGEelSRESiggK39GkK2yId5/N4sGvBpIhIu+lJkxLzGnwBSvZXU+dtJMFpCz1+XWFbpOPMYBB/+SGSJ06IdCkiIlFDgVtils8fYPX6Moq3H8brD4a2O+0Wsvu72OupVdgW6aCTlZWYfr8WTIqIdIACt8Qknz/A0lUl7PXUApCR4iQzNZ7yygYqqr3s9dSSkmTn+gkKDSId4T/Y1KFELQFFRNpPgVti0ur1Zez11JLgtLFgxlBG5aVgGAavFJextvgAcTYLVTV+Vq8vY+70wZEuVyRq+DweLPFObCkpkS5FRCRqaNGkxJwGX4Di7YcBWDBjKKOHpmIYBus2fM7a4gPMmjSIu26+GIDi7RU0+AKRLFckqvg95dgz1aFERKQjFLgl5pTsr8brD5KR4mRUXtMo3NkLJEfnpZDhduL1Ny2oFJH28Xk8eqS7iEgHKXBLzKnzNgKQmRofGtk+uxuJYRhkpsW3OF5Ezq+5Q4nmb4uIdIzmcEvMSXA2/W9dfqwhNGf77G4kpmlSXtnQAFgItAAAIABJREFU4ngROb+TR45injypDiUiIh2kEW6JOSNy3TjtFiqqvG2GbYCte6uoqPbitFsZkeuOUKUi0cXn8QAocIuIdJACt8SceIeV7P4uAOJsFnIGJGCaJtA0sv3xnmO88OoeAK4emUG8wxqxWkWiid9TjsXlwtqvX6RLERGJKvpbusScdRs+D/XZrqrx8/TqUjLcTjLTTvfhBsjLSqRgck6EqxWJHk0LJtWhRESkoxS4JaacuUDy+glZp540WUFFtTcUtJ12K1ePzKBgcg4Ou0a3RdrL7ynHOVh960VEOkqBW2JGW91I5k4fzOxrcijZX02dt5EEp40RuW5NIxHpIDMQwF9+iH5XXRnpUkREoo4Ct8SEtsJ2s3iHlfH5aRGqTCQ2nDxyBLOxEbsWTIqIdJgWTUrUO1/YFpHu4TtYDoBDPbhFRDpMgVuimsK2SM/weTxYEhKwJidHuhQRkaijwC1RS2FbpOf4PeXqUCIi0kkK3BKVFLZFepbP48GepfnbIiKdocAtUUdhW6RnmY0B/IcO48jW/G0Rkc5Q4JaoorAt0vP8FRUQCODQCLeISKcocEvUUNgWiQy/xwOAXR1KREQ6RYFbooLCtkjk+DzlWBMTsalDiYhIpyhwS6+nsC0SWX6PR6PbIiJdoCdNSq/Q4Au0+fh1hW2RyPN5ynHlXxzpMkREopYCt0SUzx9g9foyircfxusPhrY77Ray+7vY66lV2BaJILOxEf/hw7inTo50KSIiUUuBWyLG5w+wdFUJez21AGSkOMlMjae8soGKai97PbWkJNm5foI6I4hEiv9wBQSCOLKzI12KiEjUUuCWiFm9voy9nloSnDYWzBjKqLwUDMPgleIy1hYfIM5moarGz+r1ZcydPjjS5Yr0Sb5THUocmsMtItJpWjQpEdHgC1C8/TAAC2YMZfTQVAzDYN2Gz1lbfIBZkwZx181Nc0aLt1fQ4AtEslyRPsvvKceanIw1MTHSpYiIRC0FbomIkv3VeP1BMlKcjMpLAVp3Ixmdl0KG24nX37SgUkR6ns/j0eh2L/TZZ58xe/ZsUlNTSU1NZf78+Rw5cuQLz3vzzTeZNGkSLpeLxMREpk2bxnvvvdcDFYv0bZpSIhFR520EIDM1PjSyfXY3EsMwyEyLp6LaGzpeRHqW/6AH1/DhkS5DzlBZWcnUqVPx+/3ce++9NDY2snTpUrZt28amTZuw2+1tnvfOO+9www03MGLECB599FEaGxt59tlnmTx5MkVFRVx++eU9/C8R6TsUuCUiEpxN/+uVH2sIzdk+uxuJaZqUVza0OF5Eek7w5En8FUdIma4R7t5k2bJlHDhwgO3bt3PJJZcAcPnllzN9+nRefvllFixY0OZ5CxcuZNCgQbz//vu4XC4A5s+fzyWXXMJPfvITCgsLe+zfINLXaEqJRMSIXDdOu4WKKm+bYRtg694qKqq9OO1WRuS6I1SpSN/lP3QYgkHsWeoU1JusWrWKKVOmhMI2wLRp08jPz2fVqlVtnlNVVcX27du55ZZbQmEbYMCAAUyePJmNGzeGvW6RvkzDhhIR8Q5rqM92nM1CzoAETNPEMAxM02Tr3ipeeHUPAFePzCDeYY1wxSJ9j99TDqhDSW9SVVXFvn37KCgoaLVv7NixvPbaa22el5yczO7du0lISGi17+jRo9hsigMi4aTvMImIdRs+D/XZrqrx8/TqUjLcTjLTTvfhBsjLSqRgck6EqxXpm3weD9Z+/bC2EdIkMg4ePAhAdht90TMzMzlx4gTHjx+nX79+LfZZrVYuuuiiVuds27aNDRs28JWvfCU8BYsIoMAtEXDmAsnrJ2SdetJkBRXV3lDQdtqtXD0yg4LJOTjsGt0WiQS/OpT0OjU1NQAtpoU0i4+PB6Curq5V4G5LbW0t8+fPB+DHP/5xN1YpImdT4JYe1VY3krnTBzP7mhxK9ldT520kwWljRK5b00hEIsznKSdx5KWRLkPOEAwGgaYuTudisXzx8qz6+npuuukmtm7dyk9/+lMmTZrUbTWKSGsK3NJj2grbzeIdVsbnp0WoMhE5W/DkSU5WHMGuEe4Ocblcbc6TbtbVudJJSUkANDQ0tNrXvK35mHOpqqrixhtvZOPGjfzrv/4rDz/8cJdqEpEvpsAtPeJ8YVtEeh9/+SEwTRzqUNKr5OQ0rWkpLy9vtc/j8eB2u88b+CsqKpg+fTrbtm3j3/7t33juuefCVquInKa2gBJ2Ctsi0SXo8/HPnz8KgC0tNcLVyJncbjeDBw/mo48+arVvy5YtjB8//pzn1tTUcN1117Ft2zYWLVrEr3/96/NOTRGR7qMRbgkrhW2R6GZtY3GenFt9fT319fXn3N+86LEr5syZw/LlyyktLWXYsGEAFBYWsnv3bhYvXnzO8+666y62bt3KwoULWbZsWZfrEJH2U+CWsFHYFhHpfkuWLOH3v/891157Lffccw9er5cnnniCMWPGMG/ePAD27dvHu+++y5VXXsmQIUPYsWMHK1eupF+/flx22WWsXLmy1XWbzxWR7qfALWGhsC0SXYI+3xe+D2BxOHqsJmlbeno6RUVFLFq0iAceeACXy8XMmTN54okncJy6P0VFRdxxxx289NJLDBkyhKKiIgCOHz/OHXfc0eZ1FbhFwscwTdOMdBHRpqqqisLCQsaNG/eFq8HPJzW1aW7ksWPHuqu0XqGvhe1YvY99ie4h7P72d9p1XP4Lvw5zJZ0XDfexpqaGDz/8kGnTppGSkhLpckSkh2jRpHSrvha2RURERL6IppRIt1HYFoleFz3zNAAnKyvZ/9CjEAgAkLfsCU0jERHpIgVu6ZAGX6DNJ0IqbItEt+ZQfez1N7G4XARPddOwOBwK3CIiXaTALe3i8wdYvb6M4u2H8fqDoe1Ou4Xs/i72emoVtkWinPfzA5x4bxMZ//J1Klb9KdLliIjEDM3hli/k8wdYuqqEwg/L8fqDZKQ4GZ2XQobbidcfZK+nlpQkO9dP0BPpRKLZ0b/8lbiMDJKv+FKkSxERiSka4ZYvtHp9GXs9tSQ4bSyYMZRReSkYhsErxWWsLT5AnM1CVY2f1evLmDt9cKTLFZFOqNtVSt2OErK+eyfWBFev7kYiIhJtNMIt59XgC1C8/TAAC2YMZfTQVAzDYN2Gz1lbfIBZkwZx180XA1C8vYIGXyCS5YpIJ5jBIEdWr8E5ZDCJY8dEuhwRkZijwC3nVbK/OjSNZFReU8/YsxdInp5e0rSgUkSiS82HH+H7Zxnpc2ZhGEakyxERiTkK3HJedd5GADJT40Mj22d3IzEMg8y0+BbHi0h0MBsbObrmFRJGjcSVf3GkyxERiUkK3HJeCc6maf7lxxp4pbiszdZ/pmlSXtnQ4ngRiQ7VRcWcPHqU9Dk3R7oUEZGYpcAt5zUi143TbqGiyhuas31267+te6uoqPbitFsZkeuOUKUi0lFBr5fKv71G8hVfwpGdHelyRERilgK3nFe8w0p2fxcAcTYLOQMSME0TaBrZ/njPMV54dQ8AV4/MIN5hjVitItIxx958i2BDA/1n3hTpUkREYpr+/i/ntW7D56E+21U1fp5eXUqG20lmWjzllQ1UVHsByMtKpGByToSrFZH2ajx+gmN/L8R97VTi0lIjXY6ISExT4JZzOnOB5PUTsk49abKCimpvKGg77VauHplBweQcHHaNbotEi8pXX8OwWkm74SuRLkVEJOYpcEub2upGMnf6YGZfk0PJ/mrqvI0kOG2MyHVrGolIlPEfPkx10f8jfdbNWBMTIl2OiEjMU+CWVtoK283iHVbG56dFqDIR6Q5H//oKtuR+uL88JdKliIj0CVo0KS2cL2yLSPRr2PcZNZs/ov/Mm7DY7ZEuR0SkT1DglhCFbZHYZpomR/7yV+xZWSRf+aVIlyMi0mcocAugsC3SF9TtKKFh9yekz7kZw6If/yIiPUU/cUVhW6QPMINBjqz+K/EXDSVh1MhIlyMi0qcocPdxCtsifcOJ9zbhP3iQ9ILZGIYR6XJERPoUBe4+TGFbpG8InjzJ0bXrSBw7hvi8IZEuR0Skz1Hg7qMUtkX6juq319NYXU367JmRLkVEpE9S4O6DFLZF+o5AfT2Vr71Ov0lXYR84MNLliIj0SQrcfYzCtkjfcuz1NzFPnqT/TTMiXYqISJ+lJ03GoAZfoM3Hrytsi/QtJ49VUVX4v6RePx2bu1+kyxER6bMUuGOIzx9g9foyircfxusPhrY77Ray+7vY66lV2BbpQyrXvYrF4SDl+umRLkVEpE9T4I4RPn+ApatK2OupBSAjxUlmajzllQ1UVHvZ66klJcnO9ROyIlypiPQEn8fD8Q3vkvEvX8caHx/pckRE+jQF7hixen0Zez21JDhtLJgxlFF5KRiGwSvFZawtPkCczUJVjZ/V68uYO31wpMsVkTA7umYtcWlp9Js8KdKliIj0eVo0GQMafAGKtx8GYMGMoYwemophGKzb8Dlriw8wa9Ig7rr5YgCKt1fQ4AtEslwRCbP6T/dQ+/E2+s/6Gpa4uEiXIyLS5ylwx4CS/dV4/UEyUpyMyksBWncjGZ2XQobbidfftKBSRGKTaZocWb0GR84gkiaMj3Q5IiKCAndMqPM2ApCZGh8a2T67G4lhGGSmxbc4XkRiT+3HW/Hu3Uf6nFkYFv2IFxHpDTSHOwYkOJtuY/mxhtCc7bO7kZimSXllQ4vjRSS2mIEAR/+yFtfwS0gYMTzS5YiIyCka/ogBI3LdOO0WKqq8bYZtgK17q6io9uK0WxmR645QpSISTsc3vIv/0CHS58yKdCkiInIGBe4YEO+wkt3fBUCczULOgARM0wSaRrY/3nOMF17dA8DVIzOId1gjVquIhEfQ5+foK6+SNHECzgtzIl2OiIicQXMLYsC6DZ+H+mxX1fh5enUpGW4nmWmn+3AD5GUlUjBZL8Qisaiq8B8EamvpP+trkS5FRETOosAd5c5cIHn9hKxTT5qsoKLaGwraTruVq0dmUDA5B4ddo9sisaaxppZjb7yJe8o12NPTI12OiIicRYE7irXVjWTu9MHMviaHkv3V1HkbSXDaGJHr1jQSkRgT9Pn49HsLAXB/eQqYkDbjqxGtSURE2qbAHaXaCtvN4h1WxuenRagyEelp1ev/H/1vuhFbUlKkSxERkTZo0WQUOl/YFpG+x5LgImX6tZEuQ0REzkEj3FFGYVuk7wr6fG2+n3bd9BbbLA5HzxYmIiLnpcAdRRS2Rfq25jnbZzuyeg1HVq8JfZz/wq97qiQREWkHTSmJEgrbIn1b44kTkS5BREQ6SSPcUUBhW6RvCtTVUfPRx9Rs+oD60t1gMXANG0biuLG4huWz/ycPAJC37AlNIxER6cUUuHs5hW2RviXo9VL78VZObNpMXclOCAZx5V/MgHnfJHHsGGxJiU3HnTGH2+JwKHCLiPRiMTGl5LPPPmP27NmkpqaSmprK/PnzOXLkSNjO6ykK2yLRLejzsfvb32H3t7/TIiC3Os7vp+bDjzj43G/Ys2gx5S+8RKCujoxbCshb+v8x6EeLcE+eFArbIrH6uicSq6J+hLuyspKpU6fi9/u59957aWxsZOnSpWzbto1NmzZht9u79byeorAtEtvMxkbqdu6iZtNmarZ8jOnz4cjJof/Mm0iaMI64NPXSl7bF6uueSCyL+sC9bNkyDhw4wPbt27nkkksAuPzyy5k+fTovv/wyCxYs6NbzeoLCtkhsMgMB6nd/Qs0Hm6n5cAvB+nrsmQNJ/cp1JE8Yj33ggHZfy+JwqBtJHxWLr3sisc4wTdOMdBFdkZeXx+DBgyksLGyxfdiwYWRnZ/OPf/yjW88DqKqqorCwkHHjxpHUySe7NfgClB1tpKb+JAR9ocevK2xHn9TUVACOHTsW4UqkM858RPpFzzzd5bnQZ/fK3vvDJQAkX3UFtVu3E6ytxdY/jeTLJzaF7OwsDMPo0ueUJtHwvVhTU8OHH37ItGnTSElJ6dQ1IvG6JyJdE9Uj3FVVVezbt4+CgoJW+8aOHctrr73Wred1B58/wOr1Zby39QB3l/6BJOCpIbdidTrI7u9ir6e2y2G7uwNET1w7GmtuvvbG2beE7dr6WvfMtbtD0OfDf/gw//z5Y23uP7FhY+j9xqOVpM+a2VOlSQyJxtc9EYnywH3w4EEAsrOzW+3LzMzkxIkTHD9+nH79+nXLeV3l8wdYuqqEvZ5a4oLB0Pb0fk48NQH2empJSbJz/YSsbv28ItJ9Gmtq8JcfOvVWjv/QYXzl5TRW9t5RVYkd0fa6JyJNojpw19TUAOByuVrti4+PB6Curq7VD5DOntdVq9eXsddTS4LTxoLrhsCypu2XD0/jr+9XEGezUFXjZ/X6MuZOH9ytn1tETjvXI9Kb3zeDQU4eO0Zj5bGmYH3oUOi/gdq6poMNg7iMdByZA5umhmQOxD5wILbUFKynfracOaVEvbKlO0Tb656INInqwB08NUp8vvmPFkvrzoedPa8rGnwB3tt6gLhgkAXXDWHEBS72ntr35oZ/MvvqXAZlJPDs2t0Ub69g9jU5xDus7b7+FwWIZp15wQ/XtaOx5mi9djTW3N5rm8Eghs2GebIRs/EkZmMjZmPg9PsnG09tO/3mee43bX6+5nB8JsNuxz5wIPbMASRcOgL7wAHYMzOJy0jHEhfX7n+LemVLd4im1z0ROS2qA3fzgsWGhoZW+5q3tbWosbPnnS0lJeW8i16CwSDNa1I3bi/n7tI/NO1YRihsA/xg/59hf9P79wDHbQmU/eQVHHHtD9y+c/RRPTtAONLT233NcF87GmuO1mtHY80duXa4jH3+WexpqRidDCIBrzf0fkpKClans7tKkzY0B8bmxZORYBjGeYOrzda1l91Iv+6JSOdEdeDOyckBoLy8vNU+j8eD2+0mISGh287ripr6k7T3R9mOpCGMHzaA7Ozkdl//4Oo17Tqu/+RJ7b5muK8djTVH67WjseaOXHvowruxxMVh2OIwbDYscbamj+PisNhsGHE2LLZTH8fZCDYGsMTZMKxWgl4fm7/V1A5t/H/+Fovz9Ci0ArL0NtH0uicip0V14Ha73QwePJiPPvqo1b4tW7Ywfvz4bj2voxoaGqivr2/6IOjjqSG3ku528vNvjcb0+1vN7TRNkwde3IqnJsCoq/NJzG//gy8umjo59P755o125k/a4bp2NNYcrdeOxpo7e20TCJx6a8UMgt/f9L4vELpus+MN9ViCZ5zZ/P3bBc29so/X13fL9eTcekNbQJfLFdbg2ttf90SkbVEduAHmzJnD8uXLKS0tZdiwYQAUFhaye/duFi9e3O3nnamqqorGxsZ2HTsi143V6cBzIsCOA/WMHHT6B3Lz3M6P9xzDUxPAabcyItfdruueeY1zbe/qvNFwXTsaa47Wa0djzeG+tkg41NfXnx5oaUPz4sWuiOTrnoh0TtSvkFiyZAmpqalce+21LFu2jMcee4yCggLGjBnDvHnzANi3bx8rV65k3759HTqvO8U7rFw9sukpcr99dQ/b9laF9pmmycd7jvHCq3sAuHpkRocWTIqISN8RLa97InJa1Afu9PR0ioqKGD16NA888ADLly9n5syZvP766zhOjYAVFRVx2223UVRU1KHzulvB5BzyshKp8zby7Nrdoe0PvLiVp1eXUudtJC8rkYLJOWH5/CLSmsXh4Io1f+KKNX/SqLlEhWh63RORJlH/aPdI6Mqj3ZufNFm8vQKv//RcUafdytUjMyiYnIPDrtHtaNIb5o1K1+gexoZouI/d8Wh3EYk+UT+HO9o47FbmTh/M7GtyKDvaSE39SQj6GJHr1jQSERERkRikwB0h8Q4rV4xs6kvcm0djRERERKRron4Ot4iIiIhIb6bAHUGGYWAYBi6XK9KlSBfoPkY/3cPYoPsoIr2VAncEWSwWLBaLnu4V5XQfo5/uYWzQfRSR3kqBW0REREQkjBS4RURERETCSIFbRERERCSMFLhFRERERMJIgVtEREREJIwUuEVEREREwkhPmuyEQCAAQH19fZeuY7Od/vLX1NR06VoSObqP0U/3MDZEw31sft1ofh0Rkb5BgbsT6urqANi1a1eEKxERkWhUV1dH//79I12GiPQQwzRNM9JFRBuv18vhw4dJSEjAarVGuhwREYkSgUCAuro6BgwYgNPpjHQ5ItJDFLhFRERERMJIiyZFRERERMJIgVtEREREJIwUuEVEREREwkiBW0REREQkjBS4w+Szzz5j9uzZpKamkpqayvz58zly5EjYzpPw6Oz9GDt2LIZhtHorKCjogarlfBYsWMCUKVPadeyRI0e44447GDBgAMnJycycOZN9+/aFt0D5Qh25h7Nnz27ze3H8+PHhLVJE5AzqUhIGlZWVjBs3Dr/fz8KFC2lsbGTp0qXk5uayadMm7HZ7t54n4dHZ+xEMBklISOCrX/0qs2bNarHvwgsvZNKkST1RvrThxRdf5Nvf/jaTJ0/mnXfeOe+xPp+Pq666ik8++YQf/vCHJCcn89RTT2EYBlu3biUtLa1nipYWOnIPAS6++GIyMzNZsGBBi+1paWnccMMNYapSROQspnS7++67z7RarebOnTtD29566y0TMH/zm990+3kSHp29H7t37zYBc8WKFT1RprRDY2Oj+dBDD5mGYZiAOXny5C885ze/+Y0JmH//+99D23bt2mXabDbzvvvuC2O10pbO3MOGhgbTYrGYDz/8cPgLFBE5D00pCYNVq1YxZcoULrnkktC2adOmkZ+fz6pVq7r9PAmPzt6PHTt2ALQ4TyLH6/UyduxYHnzwQW677Tays7Pbdd6qVavIy8tj+vTpoW3Dhg3j2muv1fdjD+vsPdy5cyfBYFDfiyIScQrc3ayqqop9+/Yxbty4VvvGjh3L5s2bu/U8CY+u3I8dO3ZgGAbDhg3DNE3q6urCWap8Aa/Xy4kTJ/jjH//Iyy+/jM1ma9d5H3744Tnv/759+6iqquruUuUcOnsPm3/5HT58OAC1tbVhq1FE5HwUuLvZwYMHAdocgcnMzOTEiRMcP368286T8OjK/dixYwf9+vXj+9//PsnJySQmJpKXl6dR0QhJTk7m008/5ZZbbmn3ObW1tRw/fvyc9x+grKys22qU8+vMPYTTgfvZZ58lNTWVpKQksrKy+NWvfhWOMkVEzkmBu5vV1NQA4HK5Wu2Lj48HaHPEs7PnSXh05X7s2LGD6upqGhoaWLFiBS+++CKJiYnceuutrFixInxFS5ssFku7R0Sb6fuxd+nMPYTTgfuTTz7h+eef5/e//z35+fksXLiQRx55pLvLFBE5p47/BJPzCgaDABiGcc5jLJbWv+d09jwJj67cj7vuugubzcZ3vvOd0LZbb72VSy+9lMWLF/PNb34Tq9XavQVLt9L3Y2z45je/yeTJk1myZEnoXs6dO5dJkybxyCOP8J3vfIf+/ftHuEoR6Qv0itHNkpKSAGhoaGi1r3lb8zHdcZ6ER1fux913390ibEPTqOhtt93G4cOH2blzZzdXK91N34+xYd68edx7770tfnGyWCwsWLAAn8/Hxo0bI1idiPQlCtzdLCcnB4Dy8vJW+zweD263m4SEhG47T8IjHPcjIyMD0MKtaJCcnIzb7T7n/QfIysrq6bKkm+h7UUR6mgJ3N3O73QwePJiPPvqo1b4tW7ac8+lmnT1PwqOz9+Ozzz5j+PDhPProo632lZaWAjB48ODuLVbCYsyYMee8/0OHDiUlJSUCVUl7NTQ0MHr0aL773e+22qfvRRHpaQrcYTBnzhwKCwtDP9QBCgsL2b17N9/4xje6/TwJj87cjwsvvJDKykp++9vfhhbeQVNHi9/97ndMnTqVgQMHhr126bo5c+ZQWlpKYWFhaFtpaSn/+Mc/9P0YBeLj47Hb7fzXf/0XBw4cCG0/fvw4Tz/9NEOHDmXixIkRrFBE+hI92j0Mjhw5wqWXXorNZuOee+7B6/XyxBNPMGTIEDZu3IjD4WDfvn28++67XHnllQwZMqTd50nP6ex9XL16NV//+tcZOXIk3/72tzl+/DjPPPMMfr+fDRs26CEcEZabm0tubm6Lx4IfPnyYt956i1GjRjFq1Cig6dHul112GeXl5SxevBiXy8WTTz6JzWbjww8/1GK7CGrvPXzvvfeYNGkSWVlZfP/73ycYDPKb3/yGAwcO8OabbzJ58uQI/QtEpM+J8JMuY1Zpaal5ww03mAkJCWZ6ero5f/5889ChQ6H9L730kgmYL730UofOk57V2fu4Zs0ac8KECabD4TDdbrd58803m7t27erh6qUtF154YavHgr/99tsmYD744IMtth88eND8xje+YSYnJ5spKSnmzJkzzT179vRcsdKmjtzDd955x5wyZYrpcrnMxMREc9q0aebGjRt7rlgREdM0NcItIiIiIhJGmsMtIiIiIhJGCtwiIiIiImGkwC0iIiIiEkYK3CIiIiIiYaTALSIiIiISRgrcIiIiIiJhpMAtIiIiIhJGCtwiIiIiImGkwC0iIiIiEkYK3CIiIiIiYaTALSIiIiISRgrcIjHmq1/9KoZhYBgGe/bsOedxs2fPxjAMrFYrO3bs6NDnWLRoUehzlJaWttp/8ODBDtctIiISqxS4RWLMqFGjQu+XlJS0eczGjRv561//CsDtt9/OpZde2qHP8cEHHwCQnJxMfn5+aPuJEyf40Y9+xJ133tnRskVERGKWArdIjGlP4F68eDEA8fHx/PznP+/Q9QOBAFu2bAFg3LhxGIYBwK5du7jooot46qmnGDt2bGdKFxERiUkK3CIx5szAvXPnzlb7165dy4YNGwD44Q9/SHZ2doeuX1JSQn19PQATJkwIbX/zzTepqKgA4Etf+lKH6xYREYlVCtwiMSY/Px+73Q60HuEOBAL8+Mc/BiA9PZ17770XgMOHD7NkyRKGDx+Oy+UiISGB8eMA3j20AAAHEklEQVTH88wzzxAMBltco3k6CTQF7kAggMvlYtGiRaHtM2bMYNq0aaGP//a3vzF9+nQyMzOJi4sjOzubb3/721RWVraq/w9/+AMTJ04kISGB/Px8fve734XqNQyD22+/vdXxU6dOJS0tDYfDwciRI3nhhRc6+FUTEREJI1NEYs6oUaNMwHQ6nWYgEAhtf/75503ABMz/+I//ME3TNDdv3mxmZGSEtp/9dsstt7S49r/927+F9u3fv9/cunVrm+f93//7f03TNM2lS5ee89rXXHNNi2t///vfb/O4n/3sZ6H3n3nmGdM0TbOxsdH8l3/5l3Ne+xe/+EU4v8QiIiLtpsAtEoPmzZsXCp6ffvqpaZqmWVtba2ZmZpqAedFFF5l+v988ceKEmZWVZQKmYRjmz3/+c7OiosLct2+fOX369NA1XnvttdC1x4wZYwJmRkaGaZqmGQwGzUOHDrUI6CdPnjSDwaB55MgRMzMz0zQMw/zyl79slpWVmUeOHGlx7crKStM0TfPVV18NbbvsssvMrVu3mgcOHDC/+tWvtgjSH3zwgWmaZosQvnjxYvPQoUPm559/Hjo+MTHRrK+v7+GvvIiISGuaUiISg0aOHBl6v3laybJlyygvLwfg8ccfJy4ujv/8z//E4/EA8IMf/ID777+f9PR0Bg8ezK9+9avQNd544w0AvF5vqIVg8/xtwzDYvHlz6NgrrrgCm82GYRj0798fj8fDyZMnef311xk0aBDJycmkp6cDYLFYcLlcofoArFYrf/nLXxg1ahTZ2dktpoc4HA5GjRpFXV0dTz31FABf/vKXeeyxx0hLS2PgwIGhBaG1tbVs27atW76eIiIiXWGLdAEi0v3O7lRy5ZVXsnTpUqApEM+ZMweAwsLC0HE/+MEPWlwjKSkp9P6JEycA+Pjjjzl58iTQcsHk+++/H3r/zAWTfr+fFStW8NZbb7Fnzx4OHTrEoUOHCAQCQNN8c6fTidfrpaioCICvfOUrDBkyJHSNgQMHYrPZaGxs5LLLLsNut1NUVERNTQ0A//u//0tcXFybXwev13v+L5SIiEgPUOAWiUFndyp56KGHQgG1OXgDodHt5OTkFiEXCLX+Axg0aBDQesFks+bAbbfbGTNmDACmaTJjxgzeeustnE4nBQUF3HHHHSQnJzN//nygKfw319HY2Ag0tRo80yeffBLaN3HiRKBpkWd7ZGVltes4ERGRcFLgFolBWVlZpKWlUVlZydtvv82RI0cAmDVrFldddVXoOLfbDTRNvzhx4gTJyclAU1hunrIBTV1H4NyBu3n7ZZddhsPhAJoervPWW28BsHLlytCo+vPPPx86r3k03Gq1hrad3bnkzOObP2fzlBSANWvWMGvWrNDHx44dw+12Y7FoxpyIiPQOekUSiVHN87ib51DbbDYef/zxFsfccMMNAASDQf71X/+VAwcOsH//fv7P//k/vPPOO0BTSL/88suB08H6wgsvDIVej8dDVVUVAE6nk4aGBvx+f4tR6NLSUmpra3n99de5//77Q9ubR8MHDRpEfHw8ACtWrOCdd96hqqqKJ598kqeffjp0fPMI91VXXUVKSgoAP/vZz9i2bRsnTpzgpZdeIisri/j4+Ba/MIiIiESSYZqmGekiRKT7LVy4sMXCx+9+97s8++yzLY5paGjgmmuuabHo8Uxf+tKXeP3113G73Zw4cQK3241pmhQUFPDnP/8ZgP+/vTtkUSWMwjj+aBBdRUYEwbSguEFBEFwQEUziF9igLDa/hAiiQYNMMGgxbxhkg0ZBRLYbTHa7IKhRuOFyhxW55cLgevn/0sD7zjDxmcOZ8x4OB4XD4at53Z+fn8rn83p5edHpdLp6pt/v1/l8lvQ7rEejUUlSs9lUr9e72utyueR2u3W5XBQKhbTf7+2TLS3L0vv7+82ccEkqFAqaz+f2D5kAANwTFW7gP/W9jzsQCKjdbt/s8fl8+vr6UqfTUSqVks/nUyAQ0OvrqwaDgVarld12sl6v9ef7/Hs7iWEYGo/HisVi8ng8ikQiyuVyikajms1mymQy8nq9SiQSMk1T3W7Xvne329nX7XZbrVZLz8/P8nq9KhaLmk6n9noul7PDtiRVKhWtViuVy2UFg0E9PT0pnU7LNE0tl0vCNgDgx6DCDeDuPj4+JEnxeFzZbNaeOrJYLFQqlSRJ/X7fHvkHAMAjocIN4O4mk4lqtZry+byGw6GOx6O22619DL3b7dbb29ud3xIAgH9DhRvA3VmWpWq1+tf1RqNx098NAMCjIHAD+BEmk4lGo5E2m41Op5MMw1AymVS9XrfndgMA8IgI3AAAAICD6OEGAAAAHETgBgAAABxE4AYAAAAcROAGAAAAHETgBgAAABxE4AYAAAAcROAGAAAAHETgBgAAABxE4AYAAAAc9AtJEoiHCUAQFgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die', show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, fivecentplots places the legend in the upper right corner of a figure, outside of the plot axes as this is the only way to be certain the legend will never obscure the actual data. However, the legend can be placed inside the axes area by specifying the keyword `legend_location` with one of the following values (which align roughly `matplotlib` syntax):\n", "\n", "* 'outside' or 0\n", "\n", "* 'upper right' or 1\n", " \n", "* 'upper left' or 2\n", "\n", "* 'lower left' or 3\n", "\n", "* 'lower right' or 4\n", "\n", "* 'right' or 5\n", "\n", "* 'center left' or 6\n", "\n", "* 'center right' or 7\n", "\n", "* 'lower center' or 8\n", "\n", "* 'upper center' or 9\n", "\n", "* 'center' or 10\n", "\n", "* 'below' or 11\n", "\n", "Note this feature is not currently supported with the `bokeh` plotting engine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Outside right" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Placing the legend on the outside right of the plot ensures that the legend will overlap the plotted data. fivecentplots uses this as a convenient default (i.e., no ``legend_location`` is required). There is no need to mess with ``bbox_to_anchor`` arguments as would be required with a pure ``matplotlib`` solution. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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YSBERUdwzOS3ITe18hVoobNW1cCck4ZpsjWh99iaVMgFrl46/WNm8AjX19kACpVYmYOq4/F6rbD5y5EhMnz4dzz//fJeJVFfP2Hv11VfxxRdfdNl3d8/me+6557B06dKIF9plIkVERHHP7LRgdJ54c2FajHVoVKYiWR1bK/KCoVImYOmPC7HoR8Oi/qy9J554AhMmTMCjjz6K/Pz8Hrd74YUXMGLEiKDP9/XXX+PIkSOdrsoXGxMpIiKKay6vG00eG7KSxVudJbWY4NHE3/yoziSq5BGtE9UThYWFeOSRR1BSUhJUcjNx4sSQnn+7bNky/Pd//zeysztOtBcbEykiIoprZmfr5PKsJHFWnwl+P1S2BmDASFH6o1YlJSVBtxk6dGhI5/ryyy9DaheKrp+sSEREFAfMztZH+2Qni5NIeS0WyAQflNnizbmivouJFBERxTWT0wKlTAGNMlmU/porW0sfaPL7xq09iiwmUkREFNdMTgv0al3QNYq6Un++Cl5IoS9gIkWXx0SKiIjimtlpQYZavCXujupaWBUpyE5PFK1P6ruYSBERUVwzOcRNpLx1JjSr0qDuhRpLFP+YSBERUdzy+r2wuBqQmSheIpVgNaMlNV20/qhvYyJFRERxy+JqhABBtBEpv8cDpbMJ0gzxalJR38ZEioiI4pbpYukDvUiJlKeuDhIAqtzIF3KkvoGJFBERxS2zwwKZRAatKlWU/poqWksfpOVHtxJ4X7RhwwYsXLgw8Ht5eTl+8pOfIDc3F6mpqbjpppuwe/fusM9z6NAhyOVynD9/vt32F154ISIPMGYiRUREccvktCBdnQapRJyPs4YLBrikCujz+s6tPZ/Lhf2z5mD/rDnwuVxRieHkyZNYu3Yt1q1bBwCwWCyYNGkSysrKsHnzZmzfvh25ubm45ZZb8Pnnn4d8niNHjuCOO+6A1+vtsO/ee+9FdXU1XnnllZD77wwTKSIiilsmZ71ot/UAwGmohUWuQbZOLVqfBCxfvhzz589HXl4eAODVV1+F0WjEhx9+iHnz5uFHP/oRtm/fjmuuuQbr168Pun+Px4MNGzbgxhtvREtLS6fHSKVSPPzww3j44YfhEjGhZCJFRERxS+waUn5zHWyJaVAqZKL1eaU7fvw43n///XYPH+7Xrx8efPDBQGIFtCY6Q4YMwdmzZ4M+x65du7BmzRqsWLEiMOrVmZkzZ8LpdOLll18O+hxdYSJFRERxyS/4YXZaRR2RSmiohzct/ksf+FyuS17uS7a72+3rDVu3bkVOTg7Gjx8f2DZv3jz87W9/a3ecxWLBnj17cO211wZ9juLiYpw/fx4rVqxAQkLX9b9UKhVmzJiBN954I+hzdIXVxoiIKC41uW1o8XuhTxQn8fHZbFC0uJCQmSlKf9H0f39yd6fbS3/283a/T3j3rYjH8tlnn6G4uLjbR/j4fD7ce++9sNlsKCkpCfocl45sXU5xcTG2bduG5uZmpKSkBH2u7+OIFBERxaU6Zz0AIEOtFaU/d60RAJCYx9IHYiovL8fAgQO73N/S0oKFCxdi586d+Pvf/46ioqIuj/V6ve1egiAEHU9BQQF8Ph8qKyuDbtsZjkgREVFcMjstkECCDJU4iVRThQEAoO0DpQ9u3L418LPP5Q6MRI3b8jJkKmWvxtLY2IikpKRO91mtVsyePRuff/45nnnmGfzqV7/qsp/z5893SMheeeUVLFmyJKh42mJpbGwMql1XmEgREVFcMjktSFWmQC6Ti9JfY4UBTQmJyM0SpyZVNMlUqi62K7vcFykZGRloaGjosL2yshK33HILzp07hzfffBM/+clPuu0nNzcXBw4caLetu5Gurlit1kBcYmAiRUREccnssIg60dxVY4RFrsF12t5NNPq6AQMGdLiN1tTUhKlTp6K2thYff/wxJk6ceNl+FApFt7f9eqqyshIymSyoeVXdYSJFRERxyeS0oF9Kjmj9CfUmOJIyIE/g9GEx3XLLLXj22WchCEJgwvmjjz6K06dPY/Xq1VAoFPjqq68CxyuVSowePRoA8O2338Ltdgd+F8P+/fsxceJEJCYmitIf/1qIiCgumZwW0SaaC34/FE0W+HV9p6J5G5lKhQnvvoUJ777V67f1AGDOnDkwm83tbsu99VbrasHVq1fjxhtvbPe68847A8f9+te/bvd7uFwuF/bs2YO77rpLtD6ZSBERUdyxtzjg9LpEu7XntVoh8/v6ROmDWDNy5EhMnz4dzz//fGBbRUUFBEHo9HXpM/I+/vhjJCcnB3W+JUuWQBAEFBQUdNi3fft2KJXKoCeod4eJFBERxR2T0wIAoiVSroulD5L7iXerkP7XE088gR07dqCioiKodmvWrMHUqVNFicHn82HDhg1YvXo11GrxHgHERIqIiOKO2dGaSIn1eJjGCwb4IEV6fpYo/VF7hYWFeOSRR4Iutjl//nw89dRTosTw4osvIjc3F0uXLhWlvzacbE5ERHHH5LQgSZ6IRLk4IwvNlQZY5SkYlB7cbSTquVAqlhcWFop2/qVLl4qeRAEckSIiojhkcopb+sBjNMKq0ECf1rvFKin+MZEiIqK4YxZxxR4ASOrNcCZrkSDjxyIFh38xREQUd8QckfK3tEBhbwTS+17pA4o8JlJERBRXPD4PGt3N0Cemi9JfS50JEgCKbE40p+AxkSIiorhidl58VppII1Lui6UPUvrF/8OKqfcxkSIiorgidg2phgvVcEnl0OeJM8JFVxaWPyAiorhidlqgkMqhUYhTqsBeVQOLXIMR6eI8ey2aBEGA2+cJqo1Spgg8A4+Cx0SKiIjiSp3DgoxEnWgf/i11dWhQpCJdE/+lD9w+DxbteCCoNq/PfRqqhMi/9w0bNuDw4cN44403enR8ZWUlCgsLsXPnTkyePLnbYwVBwAsvvIBnnnkG5eXlyMzMxMyZM/HYY49Bo9EAAF544QW8++67eP/998N9K+3w1h4REcUVs8g1pKTWerg1OsikHJWJlJMnT2Lt2rVYt25dj46/cOECpk2bhsbGxh4dv379evz617/GHXfcgZ07d2L58uXYunUrZs+eDUEQAAD33nsvqqur8corr4T8PjrDESkiIoorZqcFI/XDRenLZ7dD7nZA0gdLH7z44yeh7GKkye114xc7l/daLMuXL8f8+fORl5fX7XF+vx9btmzBn/70px737ff78de//hVLly7FX//6VwDA1KlTkZ6ejnnz5uHQoUMoKiqCVCrFww8/jN///vdYsGABVCpVWO+pDUekiIgobvj8PtS7GkQbkfIY6wAAqpxsUfqLJcoEJVRdvLpKsCLh+PHjeP/993H33Xdf9tijR4/i/vvvx89+9jO8/vrrPeq/qakJCxcuxE9/+tN226+++moAwNmzZwPbZs6cCafTiZdffjmId9A9JlJERBQ3rO5G+AW/aImUq6YWAJCanyNKf9TR1q1bkZOTg/Hjx1/22Pz8fHz33XfYuHEjEhN7Nvk/LS0Nf//733HTTTe12/72228DAK699trANpVKhRkzZvR4nlZPMJEiIqK4Uee4WPogUZxEqvGCAc0yNTKzUkXpjzr67LPPUFxc3KPFATqdDv369Qv7nF9++SXWrVuHH//4xxgxYkS7fcXFxSgtLUVzc3PY5wH6YCJ13333XXZ2fxuTyYR77rkHWVlZ0Gg0mDVrFsrLyyMbIBERhczstEAqkUKrFCfxcRhqYVGkIkurFqU/6qi8vBwDBw5st83r9bZ7+f1+0c63b98+3H777Rg8eDBeeumlDvsLCgrg8/lQWVkpyvn6VCL10ksv4cUXX+zRsW63G7fddhveeust3H///Vi9ejUOHjyIiRMnor6+PsKREhFRKExOC9JVaZBJZaL05zPVoUGpgVajEKU/6qixsRFJSUnttsnl8navxx57TJRzbdu2DdOmTcOAAQOwe/du6HQdRy7bYunpisDL6ROr9nw+H9auXYvVq1f3uM1rr72GQ4cO4eOPP8a0adMAALfffjsKCwuxceNGrF27NkLREhFRqMxOi2iPhhH8fsga6tHSbxCkLEgZMRkZGWhoaGi37cCBA+1+z80N//E869evR0lJCSZOnIh3330Xqamdj1pardZAXGKI+0TK5XLh+uuvx9GjR7F48WLs3r27R+22bduGwYMHB5IoABg2bBimTJmCbdu2MZEiIopBJkc9hqQViNKXt6EBMp8XUn2mKP3FGrfXHdI+sQ0YMKDDbbSioiJRz/H8889j+fLlmDdvHl5//XUoFF2PMFZWVkImk122FENP9YlEqqmpCdu3b8e8efNQUFDQo3aHDh3Crbfe2mH7mDFj8NFHH8FqtUKr1YocLRERhUoQBJidVtyYO0aU/tpKH6hzskTpL9b0Zp2o7txyyy149tlnIQiCKNXo3W43Dh8+jH79+qFfv36ora3FsmXLMGDAAPzud7/DN9980+74wYMHQ6/XB37fv38/Jk6c2ONVgZcT93OkNBoNzpw5g3nz5vW4jc1mQ2NjY6fZaE5O6xLYiooK0WIkIqLwNXls8PhbRLu156yugQ8SaPv3vRpSsWTOnDkwm80dbueFqqamBjfeeGNgTvSuXbvgdDpx4cIF/OAHP8CNN97Y7vXBBx8E2rpcLuzZswd33XWXKLEAfWBESiqVQioNLh9sW/LYWTaqVreu3LDb7eEHR0REojE5L5Y+ECmRaqo0oEGegqyMpMsfHCeUMgVen/t00G0iaeTIkZg+fTqef/55jBs3rsftJk+eHHi8y6UKCgrw0ksvoa6udUTx5z//OX7+85/3qM/t27dDqVRiyZIlPY7jcuJ+RCoUbcssuxtiDDY5IyKiyDI5WldUZ6jFmXbhrDHCItf0qdIHEomky2rmXb3Eevhzd5544gns2LFDlLs9TU1N2Lx5M6ZOnRpUO5/Phw0bNmD16tWBQRMxxP2IVChSUlIAAE6ns8O+tm1tx3RHq9V2O4/K7/d3mk23aUvWOlueSfGD1zH+8RrGB5vBCa0qFdn6zm/FBX0d681oUuVgUH6WaMmERCLp9ot4QsIV+bGLwsJCPPLIIygpKcGbb74ZVl8pKSl47bXXcN111wXV7sUXX0Rubi6WLl0a1vm/74q8ohqNBmlpaaipqemwz2AwABBnKSYREYnHaDMjK1mcJev+lhbImqzwDxnVKyMyBJSUlIjSj0QiCTqJAoClS5eKnkQBV2giBQCjR4/uMLMfAA4fPowhQ4aIsmLP6XTC4XB0ub/tW5PFYgn7XBQ9vI7xj9cwPhgaa5GdpO/yOgVzHd2GGkgEAdKMDFGve2JiYofik9S3XbGJ1Jw5c/Db3/4Wn376aeA+68mTJ7F79278+c9/7lEfVqsVXq83kmESEdFFJqcFhRlDRenLYzQCAJJyxV2x53A4uv0CLdbz3Sh2XBEzqo1GI9544w0cPXo0sO0Xv/gFhg0bhrlz52Lt2rXYtGkTpkyZgtzcXDzwwANRjJaIiL7P0eKEvcUh2oo9p6EWbokc6bni3CqkK9cVkUiVlZVh0aJFePvttwPblEoldu/ejdtuuw1PPvkkHn/8cRQXF+Ozzz4TrWw8ERGJw3yx9EFGonilDywKDbLS+86KPYqOPndr7/z58x22dVWLIjc3N+zVA0REFHli15By19bBIk/BGB0TKQrPFTEiRURE8c3ktECdoEKSXJzHesBsQrM6DSnqPjeeQL2MiRQREcU8k8MCvTpdlL58DgcSXHb4dRksfUBhYyJFREQxz+y0QC9SRfO2hxXLs/rmw4qpdzGRIiKimGdyWkSbaO6pbS19kNKPDyum8DGRIiKimObxtaDB3STaRHOHoQbNMjUys9JE6Y+ubEykiIgoptU7rQCADJESKVtVLaxyDbK0KlH6oysbEykiIoppbaUPMkWabO6pNaJeoUEWSx+QCJhIERFRTDM7LZBLE6BRJofdlyAIkFrNsCemIUnF0gcUPiZSREQU00xOCzLUWkgl4X9keRsaIPW2AOl6ESIjYiJFREQxzuy0iDY/qm3FnpKlD0gkTKSIiCimiVmMs8VYBz8k0PRnIkXiYCJFREQxyy/4Ue9qEK30gb26Bg3yZGRlhD/fighgIkVERDHM6mqET/CJVozTXlUDC0v266C2AAAgAElEQVQfkIiYSBERUcxqK30g1oiU11QHiyIVWVqWPiBxMJEiIqKYZXJYIJVIoVOlht2X4PVC2miFI1kLtVImQnRETKSIiCiGmZwWaJWpSJCGX/PJYzJDIgiQsvQBiYiJFBERxSyz0wK9SPOjWoytpQ/UuXxYMYmHiRQREcUsMWtIuWuN8EgToM0Rp5QCEcBEioiIYpQgCDA5LaKWPrDINcjSJYrSHxHARIqIiGJUs8cOt88jWiLlNNReTKRY+oDEw0SKiIhiUlvpA7Fu7flMJljkGmSyhhSJiIkUERHFJHMgkdKG3ZfP6YTMYYNbo4NSztIHJB4mUkREFJNMTgs0imSoEpRh99VirAMAyPQsfUDiYiJFREQxyeSsF21+lOdi6YPEvBxR+iNqw0SKiIhiktlhFbX0gV2mQkZm+BXSiS7FRIqIiGKSqKUPqmpQL+cz9kh8TKSIiCjmOL0u2FrsyBCpqrmr1giLIgXZLH1AImMiRUREMadtxZ4YI1KCIEAwm2BVaKBPYyJF4mIiRUREMcfkEC+R8jU2QtriQUtqBuQJ/NgjcfEvioiIYo7ZaYFKpkSSPPzHuXhqW1fsyTNZ+oDEx0SKiIhijslphT5RB4lEEnZfHmMd/JAgOTdbhMiI2mMiRUREMcfkrBex9EEtGuXJyMxIEqU/oksxkSIiophjFrP0QXUt6uUaZOlY+oDEx0SKiIhiSovfC6urSbyq5rVGWOUaZPFhxRQBTKSIiCimWJxWCBBEubUneH1AgwVWhQYZqeE/s4/o+5hIERFRTDE5rQAAvQjFOFvMZkj8fvh0GUiQ8SOPxMe/KiIiiikmZz0SpAlIU2rC7qvtYcWKrMyw+yLqDBMpIiKKKSaHBemqNEgl4X9EeWqNaJEmIC2HNaQoMphIERFRTBFzxZ671ggLV+xRBDGRIiKimGJyWkSrIeUw1MIiT2EiRRHDRIqIiGKGX/Cj/mJVczG0GC+OSLH0AUUIEykiIooZDe4meAUf9Or0sPvyu1yQ2JrRoExFuoalDygymEgREVHMMDksAAC9Wht2Xx5jXesP6XpIpeE/s4+oM30ikTp37hxmz54NnU4HnU6HxYsXw2QyXbbdoUOHMG3aNCQlJUGj0WDGjBk4depUL0RMRESdMTstkEACnRiJVG1r6QNldlbYfRF1JSHaAYSrvr4eN998MzweD0pKSuD1erF+/XocPXoUpaWlUCgUnbY7deoUJk+ejMTERKxatQoAsGHDBkyYMAFHjhxBbm5ub74NIiJC60RzrUoDuTT8jyeP0QhnghrpWWkiREbUubhPpDZu3IiqqiocO3YMw4cPBwBcf/31mDZtGrZs2YL77ruv03abN2+GzWbD3r17MXr0aADAD3/4Q4wbNw6bNm3C+vXre+09EBFRK5PTIsr8KKC19IE5IYUTzSmi4v7W3rZt2zB58uRAEgUAU6dOxdChQ7Ft27Yu25WXlyMjIyOQRAFAcXEx0tPTcezYsYjGTEREnTOLWfqguubiij2WPqDIietEymq1ory8HGPHju2wb8yYMTh48GCXba+66ipYLJZ2c6ksFgsaGhqQnZ0dkXiJiKhrgiDA5LCIMtFcEAT4TCZYFBpk6TgiRZET14lUdXU1ACAvL6/DvpycHDQ1NaGxsbHTtsuXL0f//v2xYMECHD16FMeOHcOCBQsgl8vxu9/9LqJxExFRR/YWB1w+tygjUr6mJkg8bjSpUqFN6XyuLJEY4nqOVHNzMwAgMTGxwz61unUo1263IzU1tcP+/Px8PPzww/jtb3+LUaNGAQBkMhn+8Y9/dDrCRUREkWVyXix9IEIxzrbSB9IMPaQSlj6gyInrESm/3w8AkHTzfxKptPO3uGrVKvzqV7/CTTfdhK1bt2LLli0oKirC/PnzsXPnzojES0REXWtLpMQYkfLU1kKABOrszLD7IupOXI9IpaSkAACcTmeHfW3b2o65VENDA5588kmMHTsWu3fvhkwmAwAsWLAARUVFWLp0KW677TYold1XwtVqtdBqu76X7/f7IQhCl/vbkjydTpyJlRQdvI7xj9cwNthrndAok5GXGVr5mUuvY1NjE5qVKcjvr+/V6yqRSLr8Ag8ACQlx/bFLnYjrEan8/HwAQE1NTYd9BoMBaWlpSEpK6rDvzJkzcLvdWLBgQSCJAgC5XI6FCxeirq4OZWVlkQuciIg6MNrMyErSi9KXo9oAsywZuRkdPwOIxBTXqXFaWhoGDhyIb775psO+w4cPo6ioqNN2bSNNnY0W+Xw+AP972zAcTqcTDoejy/1t35IsFkvY56Lo4XWMf7yGsaGqoQbp6rSQr8Ol17HpQiXq5ekYrPT36nVNTEzs9As89V1xnUgBwJw5c7B582acPHkSw4YNAwB8+umnOHXqFB566KFO24wYMQK5ubl49dVX8dvf/hYqVevSWLfbjddffx0ZGRkoLCy87LmtViu8Xq94b4aI6ApmdlowTDc47H4Enw/+ejMs6QW9XozT4XB0+wW6bZEU9R1xn0gtX74cr732GqZMmYI//vGPcLlcePLJJzF69GgsXLgQQGvxzS+//BLjx4/HoEGDIJPJ8Mwzz2Du3LkYN24c7r33Xvh8Prz66qsoKyvD66+/DrlcHuV3RkR05XB53Wjy2KAXYaJ5i7keEr8fNnUaNEn8bzlFVlzPkQIAvV6PvXv3YtSoUVi1ahU2b96MWbNm4cMPPwzcwtu7dy8WLVqEvXv3Btrdeeed+OSTT6DT6fDII49g5cqVSE1Nxa5du3D33XdH6+0QEV2RzE4rAJFW7BlbH1Ysy8zqdlU3kRjifkQKAIYOHYpdu3Z1uX/JkiVYsmRJh+0//OEP8cMf/jCCkRERUU+Y22pIiVL6wAivNAEpWeI8s4+oO3E/IkVERPHP5LRAKVMgRRH+RG2PsQ4NCg2y0jsWayYSGxMpIiKKOpPTAr1aJ8qtOHdNLUwJKcju5YnmdGViIkVERFFndlpEmR8FAK5aIyxyDbJ0alH6I+oOEykiIoo6k0OcRMrndAFNjbDKNb1e+oCuTEykiIgoqrx+LyyuBlEmmrsuPunCkZSGZHWfWE9FMY6JFBERRZXF1QgBAvSJ4SdSTkNrIiXPYukD6h1MpIiIKKpMIpY+cBkMcMtV0Galhd0XUU8wkSIioqgyOyyQSWTQqlLD7stpMLRONNdyojn1DiZSREQUVSZnPdJVaZBKwv9IslcZYJKlcKI59RrOxCMioqgyOS1hz4/yu934v7PnAQAadCMxVsdEinoHR6SIiCiqxKwhBQDWBA2yeWuPegkTKSIiihq/4IfZaRVlonkbV4oWiSrecKHewb80IiKKmia3DS1+b0gjUn63u9OfkzO07X6XKpXhBUnUDSZSREQUNXXOegChlT4485sHOt1+x9ev4czXrwV+H/ric6EFR9QDvLVHRERRY3ZaIIEEGWpttEMhCglHpIiIKGpMTgtSlSmQy+RBt83ftBGbd5ThXI0Ncr8Xvz//PwCAV675KSwuAQAwMCcZD3p8UCpkosZN1IYjUkREFDVmhyXkieZvf2XEaaMbikQ17r19UGD70jkj8Jt5hVAkqnHa6MaOzyvECpeoAyZSREQUNaYQSx843T7sP2YEANw3fQiukjUH9mXp1Bg1RIdfTB8CANh/rA5Ot0+cgIm+h4kUERFFTajFOE+cb4DL40emVoWRg7XwVFUF9qku3sYbNViLzDQVXB4fTpxvEC1moksxkSIioqiwtzjg9LpCurVnd3kBADk6NSQSCTw1RjRpc/HBrcsC5Q4kEgly0tXtjicSGxMpIiKKCpPTAiC00gdJFwtu1licEAQBrspKVCekYXDe/z74WBAE1NQ72x1PJDYmUkREFBUmR2siFcocqREFaVAppKizuvCf02Z4ampxASkYdEkideSsFXUNLqgUMowoSBMtbqJLMZEiIqKoMDstSEpQI1Ee/HPx1EoZJhRmAQBe+uAsvlPlwKjUYXBeKgRBwH++s+DF978DAEwozIRayfIHFBkc6yQioqhonWieHnL7uZPyca6mGWcNNuzInQIJBLz8/reorG1CXYMLADA4NxlzJ+WLFTJRBxyRIiKiqDA7LWFVNFcqZHho/giMT2mG3N8CARIcOlkXuJ03dWwOHpo/gsU4KaJ6NCL19NNPo7i4GKNHj4ZaHfwQLBER0feZnBZclVYQVh9KhQy32o8j2wpcuGkmbhiRA/jdGFGQxtt51Ct6lEgtW7YMEokEMpkM11xzDYqLiwOvwsJCJCTwDiEREfWcx+dBo7s5pInml2pdsVeFGvUwTBiZix8W9YfFYhEpSqLLCyoD8nq9OHr0KI4dO4aXX34ZAKBUKjFq1CgUFRUFkqvhw4dHJFgiIuobzE4rAIQ1RwoAvPX1EJxOGNO0GNwv9fINiEQWVCL1hz/8Ad988w0OHz6M5ubWcvwulwtff/01SktLA8clJydjzJgx7UauCgoKRA2ciIjiVzg1pC7lqmytaG5NTEc/fXLYcREFK6hE6qmnnoJUKoUgCDh16hQOHjwYeP3nP/+Bw+EAADQ3N+Pzzz/H3r17A23T09NRV1cnbvRERBSXzE4LFFI5NIrwkh93ZRU8CjW0uRmQybh+inpfjxKp/fv3o7S0FFJp6x+pRCLBsGHDMGzYMCxcuBAA4Pf7UVZW1i65OnLkCFyu1iWo9fX1EXoLREQUb+ocrSv2JBJJWP24KytRr9KhICdFpMiIgtOjRGr8+PEYP358t8dIpVKMGDECI0aMwM9+9jMAgM/nw5EjR1BUVBR+pERE1GeYw6wh1cZVUYVKaRYGZCWJEBVR8CI6DiqTyTBq1KhInoKIiOJQaw2p8OZH+RwOeOvrYVTqmEhR1EQkkTIajfj3v/8NoDWZWrlyJW655ZZInIqIiOKMz+9Dvash7Inm7qpqAEC9Woc8faIYoREFLawCUBUVFfj2229RVlYW+N+ysjI0NDRAIpHA6/UCANasWSNKsEREFP8srkb4BX/YI1Luyir4pTKoc7ORwInmFCU9SqROnz7dLln69ttvcerUqcAqvUsJgiB6kERE1HeIVfrAXVmJBrUW+TmsH0XR06NEatiwYe1WVnSVLEkkEowfPx7Dhg1jUU4ioiuYIAjw+Fs63Vdrr4MEEiTJ1XD7PIHtCqk8qFV8zooqVMlSMSCb86MoeoK6tScIArRaLYYMGdLu1dDQgAceeABAa6kEIiK6snn8LVi25/Fuj/nT3ifa/b5p8kooZYoe9S94ffAYDDCmjcZYJlIURUElUhKJBDfddBM2bdqEwYMHB7Z//vnnogdGRETUFY+xFvB6YVbp0F/PRIqip0eJ1EsvvYSVK1fCYDDggw8+wCeffIJly5ZhxYoVSEriHzAREXVt3Q9KoLhkpGld6XMYlJqPu4beDo/Pg5J964Lu033x0TCy3FzIEzjRnKKnR39999xzD06fPo2VK1dCrVbD7XZj3bp1uPrqq7F161ZOMCcioi4pZAooL74UUjksrgbkJOtbf+/hrbzvc1VWwaZMQW5e+EU9icLR4zQ+MTERa9aswenTp7Fo0SIAQE1NDRYvXhyoZE5ERNSdJo8NHn9L2KUPXBWVqElI40Rzirqgx0Nzc3OxZcsWHDhwABMnToQgCKiqqgrsf/PNN0UNkIiI+g4xSh8IggBnRSWMCi0KssN76DFRuEK+sTxmzBjs2bMHb731FoYMGRLYvnDhQlx//fW9unrv3LlzmD17NnQ6HXQ6HRYvXgyTyXTZdiaTCffddx+ysrKg0WgwadIkfPnll70QMRHRlcnoMEMCCTLU2pD78DU2AXY76lQ69GdFc4qyHiVSZWVlXe678847ceLECWzYsAFpaWkQBAEHDhzA5MmTxYqxW/X19bj55pvx1VdfoaSkBH/84x/xz3/+E9OmTYPH4+myXXNzMyZOnIh//OMfuP/++/H444/DYDBgypQpOHbsWK/ETkR0pamxGZGh1oY8NwoAXJWVrT9k5UCpkIkUGVFoepRIjRgxAjqdrstJ5QkJCVi2bBm+++47/O53v4NcLu+1CegbN25EVVUVdu/ejZKSEqxYsQI7duzAkSNHsGXLli7b/e1vf8OpU6fw3nvvYfXq1XjggQewb98+SCQSPPnkk70SOxHRlabaZkRuclZYfbgrq+CRKZCRnyNSVESh6/GtvcbGxssmR1qtFk8//TSOHz+OmTNnhh1cT2zbtg2TJ09uV0l96tSpGDp0KLZt29ZpG0EQsGXLFtxxxx2YOHFiYHt2djaeeuqpdtuIiCg8Hp8H7osvg82ITHVG4HePr+s7B11xVVTCqEjDgBzOj6LoC6og54IFC1BcXIyxY8di7Nix0Gg0nR531VVX4Z133hElwO5YrVaUl5dj7ty5HfaNGTMGH3zwQaftzp8/j+rqaixfvhxAa2Jlt9uRnJyMX//61xGNmYjoSvP9OlGfVOzDJxX7Qu7Pfr4CdQodxmZxxR5FX49HpARBwI4dO1BSUoKpU6dCp9Nh6NChuPvuu7Fp0ybs27cPNputQzufz4e8vLxOk51wVVdXAwDy8vI67MvJyUFTUxMaGxs77Dtz5gwAICsrCyUlJdBqtUhJScGQIUPw3nvviR4nERGJw+92w282w6jUIT+LI1IUfT0akXrqqadw8OBBHDhwAGfPngXQmlidOXMG3333XeAWmkQiwdVXX42ioqLAq7CwEDU1NREZoWpubgbQWuPq+9RqNQDAbrcjNbX9k8EbGhoAACtXrkRCQgI2b94MmUyG9evX48c//jE++ugjTJ06VfR4iYiuFAqpHJsmr2y3bW/V1/jn2d1Y94MSyKQdJ4krpPLL9uuuNkACAT59NtRKTjSn6OtRIvXggw8GfrZarYGkqu1lMBgAtCZXJ0+exKlTp7B161YAgFQaudL9fr8fALp9Wnhn53e73QBa38vp06eh1bYuw50xYwYGDx6Mhx9+mIkUEVEYJBJJhwcQ1znqkZOkR6JcHXK/7spK+CGBZkD/cEMkEkVQc6SA1gnl06ZNw7Rp0wLbamtrUVpaGkiwDh48iPr6egCtt/YiJSUlBQDgdDo77Gvb1nbMpdqeDzh79uxAEgUAaWlpmDlzJrZs2YLm5uZO215Kq9W2a/99fr+/2wn6bUmeThdehV+KLl7H+Mdr2DuMrnoU6PqH9e9srTPBokzF0KtyOvQTC9dRIpF0O4CQkBD0xy7FOFGuaHZ2NmbOnNlupd65c+cCI1alpaU4fPiwGKdqJz8/H0Dro2q+z2AwIC0trdOHKrfNqcrMzOywLzMzMzD5/HKJFBER9Yxf8KOqqQbj8q4Lq5+GM+UwyrUYl5d6+YOJekHEUuOBAwdi4MCBmDdvHgBEpK5UWloaBg4ciG+++abDvsOHD6OoqKjTdtdeey2USiVOnDjRYd+5c+egUqmg1+vDjs/pdMLhcHS5v+1bk8ViCftcFD28jvGP1zDyzE4rXF43tNKUkP+dBb8f7spKGDXXQpvo79BPLFzHxMTETr/AU9/Va2OM3c1jCsecOXOwefNmnDx5EsOGDQMAfPrppzh16hQeeuihTtskJSVh5syZ2LlzJ06cOIERI0YAaE2i/vnPf2LGjBmQyS4/idFqtcLr9Yr3ZoiI+iiDzQgAyAmjGGeLyQRJiwceXRaSVLF5i8zhcHT7BbptkRT1HbH5lxiE5cuX47XXXsOUKVPwxz/+ES6XC08++SRGjx6NhQsXAgDKy8vx5ZdfYvz48Rg0aBAA4Mknn8SePXtw880344EHHoBCocDTTz8NlUqFJ554IppviYiozzHYjVAnqKBVdl5/sCfclVUAgERONKcYErkldb1Er9dj7969GDVqFFatWoXNmzdj1qxZ+PDDD6FUKgEAe/fuxaJFi7B3795Au4KCAnz11VeYNGkS1q9fj7/85S8YNWoUvvjiC1x11VXRejtERH2SwWZEblJWWHcnnBWVsCWokTOg4/xWomjp0YjUP/7xDxQXF2PgwIGRjickQ4cOxa5du7rcv2TJEixZsqTD9kGDBuF//ud/IhgZEREBrYnU4LQBYfXRXF4Bo0KLgmwW4qTY0aNEav78+ZBIJNBqtSguLm73ys7OjnSMREQUx7x+L2odZvyg37iw+vFUVaFOkY8JfDQMxZAez5ESBAEWiwUff/wxPv7448D2vLy8dolVUVFRh0riRER05TI6zPALfuQmhT7R3GezQWprgqNAD03i5SugE/WWHiVSK1aswMGDB9sV2mxTXV2N6upq7Ny5M7BtyJAhGDduHF5//XVxoyUiorhjsNUBAPLCWLHnujjRXNmfE80ptvQokXr88ccDP5eXl6O0tLRdoc3vL/VsewYfEykiIjLYjEhTasJ7NExFJVokMugHdXxIPVE0BV3+YNCgQRg0aBDmz58PoPUxKCdOnGiXXB0/fjyij4YhIqL4YbAbkZsU3kq7xvILMCm0GJDDJ05QbAm7jpRUKkVhYSEKCwtx7733Amh9KHAkHglDRETxx2AzYnTmiLD6cFZUwajUYgxX7FGMiUgdKaVSiRtuuCESXRMRURxxed2odzUgN4z5Uf6WFkjNdbBpMpCarBAxOqLwxX1BTiIiil019taJ5uGs2PPU1EIi+JGQ20+ssIhEw0SKiIgiptpmhAQSZCeF/iB4V0UlBADaIfniBUYkEiZSREQUMQabEfpEHRSy0Gs/NZVfgFWegv790kWMjEgcTKSIiChiDHYj8sK4rQcAtvMVqFPoMCCbFc0p9jCRIiKiiBAEofVhxWFMNBcEAaitQUNyOnQpnGhOsYeJFBERRUSzxw5biyOsRMprsULmcUGakweJRCJidETiYCJFREQRYbAbASCsRMpdWQkA0AziRHOKTUykiIgoIqptRsilCdCrdSH30Xj2ApxSBfIG5ogYGZF4mEgREVFEGGxGZCdlQioJ/aOmsfwCjEodBuSwojnFJiZSREQUEQa7EXlh3NYDAJ+hGtbEdGSkKkWKikhcTKSIiEh0fsGPGlsdcsJ4WLHP6YSiuQFCVg4nmlPMYiJFRESiq3c2wONvCWtEyl1VDQBIKugvVlhEomMiRUREoqu21wIIb8Ve09kL8EGKrKsGiBUWkeiYSBERkehqbHVITFAjVZESch/W787DrEjFgLxUESMjEhcTKSIiEl31xYrm4cxt8lRVo16djkytSsTIiMTFRIqIiERnsIW3Yk/w+SC3GOHVZ0PKieYUw5hIERGRqFr8XtQ568NasecxGiHz+6Dq30/EyIjEx0SKiIhEZbSb4Bf8YY1INZVXAAAyhg4UKyyiiEiIdgBERNS3GOx1ABDWiFT9qXNoSkhEfoFerLCIIoIjUkREJCqDzQitMhWJcnXIfTgrq2BWpSNHF3ofRL2BiRQREYmqbcVeOGSmGrh1WZBKOdGcYhsTKSIiElWN3Yjc5NBv63kbG6F0O6DolydiVESRwUSKiIhE4/S6YHE1Ijcp/Inm2iEFIkVFFDlMpIiISDQGW+tE83BW7JlOlsMtSUC/q1n6gGIfEykiIhKNwWaEVCJFVlLoq+3sFyphUumQq08SMTKiyGAiRUREojHYjchUp0MuDaO6Tq0BzrRMJMj4EUWxj3+lREQkGoMtvInmfo8HapsVstxcEaMiihwmUkREJApBEC4mUqHPj7JdqIIUAjSDCsQLjCiCmEgREZEoGj3NsHudYSVStd+Www8Jcq/ho2EoPjCRIiIiUbSt2Aun9EHzuQuwKDTol5MqVlhEEcVEioiIRGGwGaGQypGh1obch7/GAJtGD3kCP54oPvAvlYiIRGGwG5GTnAmpJLSPFsHvh7qhDsjKETkyoshhIkVERKIw2Ixh3dZzGk2Q+1qQPHCAiFERRRYTKSIiCptf8KPGXhfWRPOaE2cBAFnDOdGc4gcTKSIiCpvZaUWL34vcpNBrSFm/Ow+bTIX8QdkiRkYUWWGUniUiImpVbasFgLBGpFqqq+FKzoBCLhMrLKKI6xMjUufOncPs2bOh0+mg0+mwePFimEymoPo4evQoFAoFVq9eHZkgiYj6MIPNiGR5IjSK5JD7UFqM8GVyojnFl7gfkaqvr8fNN98Mj8eDkpISeL1erF+/HkePHkVpaSkUCsVl+/B6vViyZAlaWlp6IWIior7HYK9DTlIWJBJJSO3dTc1IctvgzO8vcmREkRX3idTGjRtRVVWFY8eOYfjw4QCA66+/HtOmTcOWLVtw3333XbaPv/71rzhx4kSkQyUi6rMMNiOG64aE3v5EOQBAP5QTzSm+xP2tvW3btmHy5MmBJAoApk6diqFDh2Lbtm2XbX/s2DH85S9/wcqVKyMZJhFRn9Xia0Gdoz6s+VH1p8+hRSJD/+EsfUDxJa4TKavVivLycowdO7bDvjFjxuDgwYPdtvd6vbjnnnswdepULFy4MFJhEhH1abUOEwQIyE0OfcWeq7IKjYk6qNWXn45BFEvi+tZedXU1ACAvL6/DvpycHDQ1NaGxsRGpqZ0/s2ndunU4c+YMdu7cCa/XG9FYiYj6qmqbEQCQE0bpgwRTLZwZLHtA8SeuR6Sam5sBAImJiR32qdVqAIDdbu+07YkTJ/DYY4/hqaeeQr9+/SIXJBFRH2ew1UGnSoM6QRVSe6+nBRq7Bco8/reY4k9cJ1J+vx8Aul0lIpV2fIs+nw/33HMPJkyY0KPJ6ERE1DWD3RjW/CjDyQuQwQ/dVQXiBUXUS+L61l5KSgoAwOl0dtjXtq3tmEutX78eR44cwf79+2E2mwG0zrcCAIfDAbPZjNTUVMjl8m7Pr9VqodV2/ZRzv98PQRC63N+W5Ol0um7PQ7GN1zH+8RqGp9Zhwg8GjAv53+/YuWooAFw7YSw0us6nYvRELFxHiUTS6Rf4NgkJcf2xS52I6xGp/Px8AEBNTU2HfQaDAWlpaUhKSuqw71//+hc8Hg/GjRsHvV4PvV6PMWPGAGhNsvR6PcfJvqIAACAASURBVL744ovIBk9E1AfYPA5YnA3on5obch9NZ8+hWamBJj30JIooWuI6NU5LS8PAgQPxzTffdNh3+PBhFBUVddpuw4YNgRGoNkajEQsXLsSiRYuwePFijBo1Kuz4nE4nHA5Hl/vbvjVZLJawz0XRw+sY/3gNQ/ed9TwAIBVJIf/7+Q1VcGozw/73j4XrmJiY2OkXeOq74jqRAoA5c+Zg8+bNOHnyJIYNGwYA+PTTT3Hq1Ck89NBDnbbprFzC+fPnAQCDBg3C1KlTe3Ruq9XK1X5EdEUz2OsglUiRlZgRUnuf34+UZhOcg24QObLocDgc3X6BblskRX1HXN/aA4Dly5dDp9NhypQp2LhxI5544gnMnTsXo0ePDtSGKi8vxxtvvIHy8vIoR0tE1LdU24zISsxAgjS07+W154xQ+9xIHcJCnBSf4j6R0uv12Lt3L0aNGoVVq1Zh8+bNmDVrFj788EMolUoAwN69e7Fo0SLs3bs3ytESEfUtBpsReWGs2KstOwsAyB0xWKyQiHpV3N/aA4ChQ4di165dXe5fsmQJlixZ0m0fBQUF3a6wIyKi9gRBgMFuxDXpoT9jr6m8AnKZAqm5oRfzJIqmuB+RIiKi6GhwN8HpdYU1IiXUVMOemtltPUCiWMZEioiIQmKw1wEAcpNDe7SLIAhIaqyDJDv00glE0dYnbu0REVHvM9iMUMoU0KlCq/9UV9uIVE8zfIPyRY6MqPdwRIqIiEJSbatFTlImpJLQPkqqvy2HBEDW8IHiBkbUi5hIERFRSGrsdWHNj7KevQAfJNBxRIriGBMpIiIKms/vQ43dhJyk0BMpX3UV7CnpkF7muaZEsYyJFBERBc3ktMDr94Y8IiUIApQWI/yZOSJHRtS7mEgREVHQDDYjACA3ObT6T/UNLqS7rEjK7y9mWES9jokUEREFzWA3IkWehBRFckjtK8ouQC74oB9WIG5gRL2MiRQREQXNYKtDbhgTzS1nzgMA0q/iij2Kb0ykiIgoaAabMaxEylNVCacyGQmaFBGjIup9TKSIiCgoHp8HJqcl5ERKEAQkmI1oyQitIjpRLGEiRUREQam1myBAQF6IpQ8abC3QOeqh6t9P5MiIeh8fEUNEREGpvrhiLztJH1Q7p9uHE+cbcPJMHTQqPa4dPCAS4RH1KiZSREQUFIO9DhlqLVQJyh4d7/b4sOPzCuw/ZoTL42/dmDMZuw4BP/Cew9xJ+VAqZBGMmChymEgREVFQDDYj/l979x4XZZn3D/wzB+YIIwdBAQUFDQ+h4jnN8Fhr2VrKVpax+ku31g6umbq1v3Xt9OyTlmvb2j65tVa2m9vLyn0qyyQzttQ8Bh7AE3iA4SSOwDAnZuZ6/kAmCYGZkQHu4fN+vXgJ12m+zOUM37nv677uOC9P69kdLqzZfAxnjGaEuOvw24L3AQBv9r4TFxGBrIMlKCypwbL7BjOZIkniGikiIvKJL1fsbfnmPM4YzdBrlHj0rhRP+X2WA/hNxgDoNUqcMZqx5ZvzgQqXKKCYSBERkdfMdRZUOWq8SqSsdhe+PVK/nmrhjH5ITY7w1IXExmFov0gsmNEPAPDtkXJY7a7ABE0UQEykiIjIa55bw+hbvzXMsbOX4bLZEWdQ4MZeOrjtdk9dt4Q4uO12pPbSIS5MAZujfiE6kdRwjRQREXnNaC6DQqZAD133VtvW2pxYemVN1OlDjets2z7BqW2fAAAyAfx3v0zU2pxtHS5RwPGIFBERec1YW46e+u5QyFtfGK7X+PZZ3df2RJ0B/9cSEZHXfLlib3CfcCwf8ADsDjcevSsFLrsd+vV/BAAkr10NuVqN3DMmvL71BDQqBQb3CQ9k6EQBwSNSRETkFSGET1fsadUKjB3aC3XyEPzty/P4z95CT51MpULuhVq8+eV51MlDcHNqDLRqbn9A0sMjUkRE5BWTvQo2l92ne+xlpCegsKQGZ4xmHLPI8LMr5SvfyoGxpv4qveS4UGSkJwQgYqLA4xEpIiLySrHnij3vEym1SoFl9w3G4EQDlO4fF5NXVNmgUSkwdUQsN+MkSeMRKSIi8kqJuQwahRqRmm4+9VOrFOhuKsat5z5BZeYTqOsWhV9plBjcJ5yn80jymEgREZFXimvLEBsaA5lM5lO/qloHQk/lQmEw4KYJA33uT9SZ8dQeERF5xWguQ7wPp/UaHDhSihTzOUSMH8skioIOEykiImqVy+1CWe1FnxaaNyj6bj9UwonuE24KQGREHYuJFBERtarcUgmncPmcSJVftqH7ueNwxiVAFR0doOiIOg4TKSIiapWx1vt77F3t4MGzSLIYEXPLuECERdThmEgREVGrjOYyGFShCFXpve4jhMDF3fsAmQyRY0cGMDqijsNEioiIWlXsw47mDYoqLOhdegKi3wAoQkMDFBlRx2IiRURErSqpLUe8j4nUod35iLVXIm7y+ABFRdTxmEgREVGL7C4HLlpNPu1o7hYClgP74QxRwzBsSACjI+pYTKSIiKhFJbXlEBA+ndo7daEKyRdPQZk6FPKQkABGR9SxmEgREVGLjOYyyCBDrN777QuOZ+egm7MWvabcHMDIiDoeEykiImqR0VyG7toIqBQqr9o7XW64cw7CoTdA179fgKMj6lhMpIiIqEXG2nKfTusdO1WBflWF0I0aDZmcf2YouPF/OBERtchoLvNpofnpXfuhcdehF6/Woy6AiRQRETWrxlGLaofZ660P7A4XNPm5sHWPhTouNsDREXU8JlJERNQso/nKrWG8TKR+OFKEvuYiRIwfG8iwiDoNJlJERNQsY20ZlHIlorWRXrUv+mYvZBCIS78pwJERdQ5BkUgVFhZi1qxZiIyMRGRkJDIzM1FRUdFqv+3bt2PChAnQ6XQIDQ3F1KlTsXfv3naImIhIGozmcvTUdYdCrmi1rdlah4iCo7An9IPSYGiH6Ig6nrKjA7helZWVmDRpEhwOB1asWAGn04k1a9YgNzcX+/btg0p17ct1d+3ahenTp2Pw4MF48cUX4XQ68frrryM9PR3Z2dkYM2ZMO/8mRESdj9GHe+wd+v4U4m0V6Dbx9gBHRdR5SD6RWrt2LYqKinDkyBEMHDgQADBmzBhMmzYN77zzDhYuXHjNfosXL0bv3r3x/fffQ6fTAQAyMzMxcOBA/O53v0NWVla7/Q5ERJ2RW7hhrC3D0JiBXrWv/HYvohQhiBkzIsCREXUekj+1t3nzZkycONGTRAHA1KlTkZKSgs2bN1+zj8lkwpEjR3DPPfd4kigA6NGjB9LT07Fnz56Ax01E1NmZbFWwuxyI92Lrg4tVNvQszoPzhsGQq73buJMoGEj6iJTJZEJBQQEyMjKa1A0fPhyfffbZNfsZDAacOHECer2+Sd3FixehVEr6aSEiahPFV67Yi/Xi1F5udi7i62oQM3VCoMMi6lQkfUSquLgYABAfH9+kLjY2FtXV1aiqqmpSp1Ao0L9/f8TFxTUqz83NxXfffYfx47mJHBGRsbYMWqUGEerWF46bv98Hm1qP8FTvTgMSBQtJJ1I1NTUA0Oj0XAOtVgsAqK2t9Woss9mMzMxMAMDTTz/dRhESEUlXw47mMpmsxXZFZTXoXX4K8qHDeUsY6nIk/T/e7XYDQIsvcrkXL2qLxYI777wTOTk5+N3vfocJE3homoio/oq9mFbbHf9qH3RuO/reyvdO6nokvRgoLCwMAGC1WpvUNZQ1tGmOyWTCHXfcgT179uChhx7C888/7/XjR0REICIiotl6t9sNIUSz9Q1JXmSkdxvdUefEeZS+rjyHQgjYXY4m5U63E6W1FZiSPAE6Q+P1pGqFyvMBVggB9w+HYAmPQcLwYe0Sc3M6wzzKZLIWP8BzDW7wkfSMJiQkAABKSkqa1BmNRoSHh19zQXmD8vJyTJs2Dbm5uXj44Yfx17/+NWCxEhF1RnaXA/M+frLZ+k25H2JT7oeNyt6+ey00SjUAIP9kCXqZzkI3/ecBjZOos5J0IhUeHo6+ffvi0KFDTeoOHz6MkSNHNtu3pqYGt956K3Jzc7FkyRKsXbu2zeOzWq2wWCzN1jd8arp06VKbPza1H86j9HXlObzW0ajWmEwmqBX1Wxwc/ugL9BEu9Eof3eHPX2eYR51O1+IHeAo+kk6kAGD27NlYt24d8vPzMWDAAABAVlYWTpw4gWXLljXbb9GiRcjJycHixYv9TqJMJhOcTqdffYmIOpuXJqyA6kqC9GnBThwozcWqcb8BADhcDqz4z0uN2rvcAiHHc1DTIxGqqOaXOXQlFoulxQ/QDRdJUfCQfCK1fPlyvPvuu5gyZQqWLl0Km82G1atXIy0tDXPnzgUAFBQUYPfu3Rg3bhySkpJw9OhRvPfee+jWrRuGDRuG9957r8m4DX2JiLoKlULlOdJUbrmI+NAenp+vJe/IOcTXlkB5273tFSJRpyP5RCo6OhrZ2dlYsmQJVq5cCZ1Oh5kzZ2L16tVQq+vP4WdnZ2P+/PnYuHEjkpKSkJ2dDQCoqqrC/PnzrzkuEyki6sqM5jKkxQxusU3RV9+it1yB/pPGtlNURJ2P5BMpAEhJScG2bduarZ83bx7mzZvn+XnRokVYtGhRO0RGRCQ9l2xVqLRdbvFmxXaHE4YzR1GbmALFlX37iLoiSe8jRUREbe9/z+xAaIgeQ6Ob36X86J7jiLJfRs+JvBMEdW1MpIiIyONcdTH2lebgzqQp0Co1zba7+O1e2EK06D22Y/eOIupoTKSIiAhA/eaaH576ArH6aIyLG95sO0utHd3P58GRMgQyhaIdIyTqfJhIERERAOBwxTGcvnwWdyZNhVO4YHc5PF+Oq/abOvrNIYS6rEicdnMHRkvUOQTFYnMiIrp+m45/DADYcOT9FtvV7j+IGl0EbhjUrz3CIurUeESKiIh8ElNeAAxJa/GG8URdBY9IERF1YSp5CF4cvxQv7F2PodEDce+AGS223/uvHdA5P0Hs9PR2ipCoc2MiRUTUhclkMnx1fg/ccGNmv2kt7mQOAOLwD7gcEY8B8c3vMUXUlfDUHhFRF1ZuqcQ3Rd/j1sQJ6KYOa7Gt8WwpepiKoBnV/A3hiboaJlJERF3Y1tNfIkylx5SEca22Pb39W7hlMqTcyqv1iBowkSIi6qJOm87ih4rjmJk8DarWTukJAeWxH2CKTYY2vOUjV0RdCRMpIqIuyC3c2HLqCySExWNUzyGtti/MPYMoy0WE3zSmHaIjkg4mUkREXdCBsiM4X1OM2f1/Brms9T8FF776FjaFGgOmMJEiuhoTKSKiLsbhqsO/T+/A0OiB6B/Rp9X2LqcL+lNHUN1nIJSqkMAHSCQh3P6AiKiL2XlhN6ocNbi7321etT/1XQ7C6mrRbeL4AEdGJD08IkVE1IVU283YfjYbE3uNQYwuyqs+5f/Zg2pVGJLHDA5wdETSw0SKiKgL+bTgKyhkCkzvO9Gr9naLDeHn82EbMARyOf9kEP0UXxVERF2E0VyG74wHcXvfidCH6Lzqk5+1F2p3HfpMuyXA0RFJExMpIqIu4qNTX6C7NgK39BrtdZ+a7/fhYmgMeg9MDGBkRNLFxeZERF3AscpTOH7pNH6VOgdKectv/Va7C8fOXsalimpYzE4YbhzeTlESSQ8TKSKiIOdyu/DRqS/QLzwRQ6MHNtvO7nBhyzfnsTenCI/l/wNhAF5JmgNZlQolOwqRkZ4AtUrRfoETSQBP7RERBbk9JYdQUluO2f2nQyaTXbON3eHCms3HkHWwBHaH21Me6rLB4RTIOliCNZuPwe5wtVfYRJLARIqIKIjZnHZ8cuYrjO45FImG+GbbbfnmPM4YzdBrlHj0rhRPeUaywG8yBkCvUeKM0Ywt35xvj7CJJIOJFBFRENt+Lhs2lx0/T57WbBur3YW9OUUIcddh4a0JGNzrxyv6Bk4YhtTeeiy4NQEh7jp8e6QcVjuPShE14BopIqIgdcl2GTvP78aUhPGI1HRrtt2xs5fxWP4/6n9YC5y5qq782VUoB6AFsBTAf/fLxLGzlzEyxbvNPImCHY9IEREFqX+f2QGtUoNbEye02K7W5vRpXF/bEwUzHpEiIgpCZ6uLsL80F/cPmAmNUt1iW71GiVeS5iDaoMLd576AynQRatSfvkteuxpytRpCCKx8KweocUGv4Z8OogY8IkVEFGSEEPjw5BeI08dgXFzre0AN7hMOuUoFo1ngXJ0ONbN+6amTq9WQq9U4UmSBscYFjUqBwX3CAxk+kaQwkSIiCjI/VBzHmapzmNX/Z5DLWn+bt5WUYIDpFAAgq9ct0PdJ8NQJIfDD6Ut489PTAICbU2OgVXMvKaIGPD5LRBREnG4ntp7+EoOi+mNQVP9W25cePYWyv6xHmlKPiwmDUGxy4PWtJ7D0Sv3Kt3JgrLlymi8uFBnpCc0PRtQFMZEiIgoi3xTtw0WrCQ8Pub/Vtmd3H0bN239HlTYC/Z96AmN7RGDLN+fx7ZFy/He/zPpGV07n3Zwaw53Nia6BiRQRUZCorbPg88JdGB8/EnGhPVpsm/f5f+D+6H1c7BaPYU8/gYioMADAA9P6YtYtCTh29jJqbU7oNUoM7hPO03lEzWAiRUQUJLYV7oJLuDCj7+QW2x3evA3arP9FaY8bcNMzj0Knb3xVn1at4D5RRF5iIkVE1MkJIeBw17XYptxSiV0X9mJ634lQK1UQQjS5r54QAt9v+AAR+79GUd803LL8IYSE8M8A0fXgK4iIqJNzuOuwZNfzXrXdVvg1thV+jT9N/D3UCpWn3OVyYffajYg5cQClQyZg4mNzoJDzwm2i68VEiogoyDnsddjzx9fRoygPlybcjvRf/ryjQyIKGkykiIgk5KUJK6C66kiTW7ix9uBbkMtkWDR0Lp7+dk2j9rU1Fhx44VVEV16Adca9uOmuSe0dMlFQYyJFRCQhKoWq0Sm770t+QLG5FE+OWACNUtOobWWpCXkvrUNkbSUUD8xH2qRR7R0uUdBjIkVEJFEOlwP/PrMDadGD0C88EXaXw1NnLCxB6br/QWidBd0eeRQJwwd2YKREwYuJFBGRBFnqrPi0YCdqHLW4q99tTepL1r0GjVsg7qknEdM/sQMiJOoamEgREUnI9yU/4MjFfORVnEPd5UikRkzCuQsCoX1ckF/1ji4LCUG/5U/CEBvdccESdQFMpIiI2oA3ez39lEoe0mSvp58y11lwqOyI5+fNx7dBVzEC7uJEPHnyfQBH8ErSHCg0avQNcwBJ9e0G/f+lMER19/XXICIfMZEiImoDvuz11OCnez01MNdZkFN+HIfKj+GEqQBu4fbURZfegfPGOoRclbRFd1PDWONGngnQXinThBv8+j2IyDdBsRtbYWEhZs2ahcjISERGRiIzMxMVFRUB60dE1NbMjlp8W3wAfz78Nn77n5fwz/z/hdPtwi9uuB3P3vQbT7vz5WbotMCvfp6EOgVQpwBGuc5iZtlXUMscLTwCEQWC5I9IVVZWYtKkSXA4HFixYgWcTifWrFmD3Nxc7Nu3DypV009719OPiKSrudNvNqcdABpd9dbAm9NvP9Ww15PV7kLeuSpY7E7o1EoMTOwGhdKFFf95CUB98rT/Ug4OlR/DSVMhhBDoH9EH99xwB4ZFD4JBHdokLm3aTggAfy8DcE/D+qdjwGBAjm887ax2F9Q6n8ImIj9IPpFau3YtioqKcOTIEQwcWH9575gxYzBt2jS88847WLhwYZv280cg37wDtS4jkGNLMeaWxu7M8xhsz/X1jt2Wp99aIlwKbPmmGHtzivBY/j8QCXjWMY0cHOZ55125+08AgBsi+uLeG2ZgWMxAhKlCfXqs5uSdq8JNA7WtNySi6yL5RGrz5s2YOHGiJxkCgKlTpyIlJQWbN29uNiHyt58/AvnmLcWxpRizVMeWYsyBHrs9rNuSh8JiG0LcP65tCtUDJqsb3+ZUQjuivuwXN0zHiB5DEKbSe9oJIVB52QbjGSMuFlyA9UIxxMVSpCIWEy7levX4ryTfD3tUm/5KRNQMSSdSJpMJBQUFyMjIaFI3fPhwfPbZZ23aj4iCx3NjnsK2PWXYd6QYj5z4FwDgz33vgUKjwujBkdgvf9/vsQtLzAhRKdB/UDlQUF/mGvAVkmWpKDrew9NuaMQQlJ68iCOnDqD2ghGirBSaqkpE2C9DLZyIB+CUh8AWHgVr91j8OWwOorQy/OGeZCj0oSh4agUAIHntasjVagghsPKtHKDGhVBtiN/xE5H3JJ1IFRcXAwDi4+Ob1MXGxqK6uhpVVVXo1q1bm/RrCz1K7sRZow0hbieeKPwAAPDPoQ+ixOwC5C5o03Z2qbGlGLNUx5ZizIEc+/WPz1w5aiRHiKu+LDpMD2ONC9mHL3qOGv2Uy+1ChfUSyiwX679q6/8trf3xQpUQtxORffNhCPvxep5Hu89GbZEJx1CK3VfKTiz7HSLqbIgCEKYIgTUsCugdD1mvUTAkJyCqXwJCIiMgk8sxyO7CzvX7UWp344RVi9TuP94ORq5WQ65W44fTl2CscUGjUmBwn3C/nhci8o2kE6mamhoAgE7XdEWlVlu/NqC2trZJQuRvv7Zw1miDXqXBwlsTELK2vuz5/zcCR4ss2PBZPkQXG1uKMUt1bCnGHMixC0vM0Gs0WHhrEnBl3OceGtpk3L3GQ6i0XfYkTRdtJs92BCpZCMKhh6FOg2RrBI6EWQEATxR+gJDTjR9P/PWv0AEYpgB2p9YvEi8cNgU9BsWhZ0oiNNFRLa7x0qoVuDm1B7IOluBvn57GglsTPFsdCCHww+lLePPT+ge9OTUGWrXCz2eGiHwh6UTKfWX9QUtvPnJ50x0e/O3XFkLcTiy8NQGDe+lw5kqZcDiQ2luPeVN6Y2NZfZk/V9xIcWwpxizVsaUYsy9jV1ks0Knr4BQuOJx1qHPWoa7OAUddHRwuB5wuF2odlkbjjrihCkWV36PflbI3d/4d5TBDEaOG80rZv45/jlCHgMEs0L3KiZSqOsRU2RFR7YLO5kbDu4hDARy5x7ddxGPGpKHvsF5et89IT0BhSQ3OGM14fesJLL1SvvKtHBhr6g+rJceFIiM9wac4iMh/MiHE9XxY7FC5ubkYOnQoXnvtNTz22GON6pYuXYq1a9fCbDZDr9e3Sb8GJpMJWVlZmDp1KiIiIpqNz+12QwgBm9OOeR8/CQBY9EGF5zTCT9UpgNevvBErS6OhCStr8fcHAAGgVi+X1NhSjFmqY0sxZn/Hdl2KgSKyvNWxG3g77uhdPdFPWAGdHorQMCgNYVB3M0Ab0Q26iG4Ii45At+gIqAxaPPTpMgBAZMFtWL3oFghHHQ4/8igAIO1/1kOuVsHmtOPRHc/Wx3DDctwy1Lf74NkcTmz6PB9fHSiC1e70lGvVSkwZ2QsPTh8AjUrSn5H91vAB2H3VIv/2JpPJWvwg7u3fD5IOSb/aEhLqP3WVlJQ0qTMajQgPD79mMuRvv/YUaYtAD2XrOa4bAsf0lZIaW4oxS3VsKcbs79j9zXFIlkdCIVdCIVdAKVdAIVNCKVciRK6EQqGAkMuwCb6tqUqZOwd33NSv1XYN22AAwKWk7Vjwxfb6HxqOUu1c1aRParLvt3DRqJRYOPNGPHDbAOScqkCNpQ5huhAM7R8NnUbSb+lEkiTpV114eDj69u2LQ4cONak7fPgwRo4c2ab9fGW1WmGxWBrtL/TPYQ/i+fkjIBwOnHlyOYAfr7ixOe3A3jUAgNvGTcNNA3u2+hh2l8NzmbhUxpZizFIdW4ox+zv2+LHjvXo+Nu3a6dO4cDtw6dIlr2L2lc1ag0sOe+sNm5ESrwagrh/LUg2bpeX2wS4yMhIAvJqvQNHpdB3+QZzal6QTKQCYPXs21q1bh/z8fAwYMAAAkJWVhRMnTmDZsmVt3u9qJpMJTqez9YZXKalx4WiRBam9f3yhNVxxc+zcZU/ZwETfF7pLcWwpxizVsaUYcyDHLql14PD5KgzupUPdlXXZdUoZ5EoZcs5W+zyuSh6CP038PewOV/0+UiXma19pCKBvbCh+kzEQKjm3KAg2FosFFkvzGW3DxU4UPCSfSC1fvhzvvvsupkyZgqVLl8Jms2H16tVIS0vD3LlzAQAFBQXYvXs3xo0bh6SkJK/7BYTchQ2f5WPelN7QXnnztjntOHbuMt7efhIYVF/m1xU3UhxbijFLdWwpxhzAsbVpO/H3CzuBC/jx9Nue1U3beTmuTCaDWqGCWgusuHcotnxzHt8eKccrfTPrG1QDGpUaN6fGICM9AWoVr6ojCgaST6Sio6ORnZ2NJUuWYOXKldDpdJg5cyZWr14Ntbr+kHd2djbmz5+PjRs3ehIpb/oFQsN9sjZefZ+shlMIg7re2FKMWapjSzHmQI8dKGqVAg9M64tZtyTg2NnLqLU5odcoMbhPOLclIAoykk+kACAlJQXbtm1rtn7evHmYN2+ez/2IKLg0nH4DALvDha3fXsCeYxWwOX68fE+jUuCmwdG46+beUKsU13X6TatWYGQK79VCFMwkvf1BR2m4fHXEiBEICwtrtf21bsBqtbtQVOlEjaUOcDswMLFbo0+q13Nz12vdcb4zjS3FmFsauzPPY7A9120x9k9Z7S6cv9gwh3YeNZKwzrDYvDU1NTU4ePAgtz8IIkyk/OBrItUcKbzoqXWcR+njHAYHKcwjE6ngE5jtu4mIiIi6ACZSHUgmk0Emk13znn8kHZxH6eMcBgfOI3UEJlIdSC6XQy6Xc/M2ieM8Sh/nMDhwHqkjMJEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/BcW99tqby1V/Xy6LxXJd4yiVPz79NTU11zUWdRzOo/RxDoODFOax4e9Gw98Rkj4mUn6ora0FAOTl5XVwJEREJEW1tbXo3r17R4dBbYD32vODzWZDWVkZ9Ho9FAre3JSIiLzjcrlQW1uLHj162Ez1WQAADq1JREFUQKPRdHQ41AaYSBERERH5iYvNiYiIiPzERIqIiIjIT0ykiIiIiPzERIqIiIjIT0ykAqSwsBCzZs1CZGQkIiMjkZmZiYqKioD1o8Dwdz6GDx8OmUzW5CsjI6MdoqaWLFy4EBMnTvSqbUVFBebPn48ePXrAYDBg5syZKCgoCGyA1Cpf5nDWrFnXfC2OHDkysEFSl8Gr9gKgsrISI0aMgMPhwOLFi+F0OrFmzRr06dMH+/btg0qlatN+FBj+zofb7YZer8ftt9+Ou+++u1FdYmIiJkyY0B7h0zW89dZbWLBgAdLT07Fr164W29rtdowfPx4nT57Ek08+CYPBgFdeeQUymQw5OTmIiopqn6CpEV/mEABuuOEGxMbGYuHChY3Ko6KiMH369ABFSV2KoDb3zDPPCIVCIY4fP+4p27FjhwAgNmzY0Ob9KDD8nY8TJ04IAGLTpk3tESZ5wel0imeffVbIZDIBQKSnp7faZ8OGDQKA+PLLLz1leXl5QqlUimeeeSaA0dK1+DOHVqtVyOVy8fzzzwc+QOqymEgFQFJSkpgyZUqT8pSUFDF58uQ270eB4e98fPjhhwKAOHDgQCDDIy9ZrVYxZMgQAUBkZmaK+Ph4r/4IT548WSQnJzcpv+2220RSUlIAIqXm+DuHBw8eFADEli1bAh8kdVlcI9XGTCYTCgoKMGLEiCZ1w4cPx4EDB9q0HwXG9czH0aNHIZPJMGDAAAghPLcUoo5hs9lQXV2Nf/3rX3jnnXca3Y+tJQcPHmx2/gsKCmAymdo6VGqGv3N49OhRAMCgQYMAAGazOWAxUtfFRKqNFRcXAwDi4+Ob1MXGxqK6uhpVVVVt1o8C43rm4+jRo+jWrRsef/xxGAwGhIaGIjk5GZs3bw5ozHRtBoMBp06dwj333ON1H7PZjKqqqmbnHwDOnz/fZjFSy/yZQ+DHROr1119HZGQkwsLCEBcXhz//+c+BCJO6KCZSbazhjuM6na5JnVarBYBrHqHwtx8FxvXMx9GjR3H58mVYrVZs2rQJb731FkJDQzFnzhxs2rQpcEHTNcnlcq+PYDTg67Fz8WcOgR8TqZMnT+KNN97Au+++i5SUFCxevBgvvPBCW4dJXZTv/zOpRW63GwAgk8mabSOXN81f/e1HgXE987Fo0SIolUo88sgjnrI5c+bgxhtvxLJly3D//ffzZtedHF+PweH+++9Heno6li9f7pnLBx54ABMmTMALL7yARx55BN27d+/gKEnq+E7QxsLCwgAAVqu1SV1DWUObtuhHgXE98/HYY481SqKA+qMYDz74IMrKynD8+PE2jpbaGl+PwWHu3LlYsWJFo4RYLpdj4cKFsNvt2LNnTwdGR8GCiVQbS0hIAACUlJQ0qTMajQgPD4der2+zfhQYgZiPmJgYAFzwKgUGgwHh4eHNzj8AxMXFtXdY1Eb4WqS2xESqjYWHh6Nv3744dOhQk7rDhw83u5uuv/0oMPydj8LCQgwaNAgvvvhik7r8/HwAQN++fds2WAqItLS0Zue/X79+iIiI6ICoyFtWqxVDhw7Fr3/96yZ1fC1SW2IiFQCzZ89GVlaW58UKAFlZWThx4gTuu+++Nu9HgeHPfCQmJqKyshJ/+9vfPAuWgforvN5++21MmjQJPXv2DHjsdP1mz56N/Px8ZGVlecry8/Px1Vdf8fUoAVqtFiqVCv/85z9RVFTkKa+qqsKrr76Kfv36YfTo0R0YIQUL3iImACoqKnDjjTdCqVRi6dKlsNlsWL16NZKSkrBnzx6o1WoUFBRg9+7dGDduHJKSkrzuR+3H33ncsmULfvGLXyA1NRULFixAVVUV1q9fD4fDge+++w4DBw7s4N+sa+vTpw/69OnT6PYiZWVl2LFjB4YMGYIhQ4YAqL9FzLBhw1BSUoJly5ZBp9Ph5ZdfhlKpxMGDB7lIuQN5O4d79+7FhAkTEBcXh8cffxxutxsbNmxAUVERtm/fjvT09A76DSiodPCGoEErPz9fTJ8+Xej1ehEdHS0yMzNFaWmpp37jxo0CgNi4caNP/ah9+TuPH330kRg1apRQq9UiPDxc3HXXXSIvL6+do6drSUxMbLIr9tdffy0AiD/84Q+NyouLi8V9990nDAaDiIiIEDNnzhSnT59uv2DpmnyZw127domJEycKnU4nQkNDxdSpU8WePXvaL1gKejwiRUREROQnrpEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKSIiIiI/MZEiIiIi8hMTKaIgc/vtt0Mmk0Emk+H06dPNtps1axZkMhkUCgWOHj3q02MsWbLE8xj5+flN6ouLi32Om4hIiphIEQWZIUOGeL4/duzYNdvs2bMHH3/8MQBg3rx5uPHGG316jP379wMADAYDUlJSPOXV1dV46qmn8Ktf/crXsImIJImJFFGQ8SaRWrZsGQBAq9Xiueee82l8l8uFw4cPAwBGjBgBmUwGAMjLy0P//v3xyiuvYPjw4f6ETkQkOUykiILM1YnU8ePHm9Rv3boV3333HQDgySefRHx8vE/jHzt2DBaLBQAwatQoT/n27dtRXl4OABg7dqzPcRMRSRETKaIgk5KSApVKBaDpESmXy4Wnn34aABAdHY0VK1YAAMrKyrB8+XIMGjQIOp0Oer0eI0eOxPr16+F2uxuN0XBaD6hPpFwuF3Q6HZYsWeIpnzFjBqZOner5+ZNPPsG0adMQGxuLkJAQxMfHY8GCBaisrGwS/z/+8Q+MHj0aer0eKSkpePvttz3xymQyzJs3r0n7SZMmISoqCmq1GqmpqXjzzTd9fNaIiPwkiCjoDBkyRAAQGo1GuFwuT/kbb7whAAgA4rXXXhNCCHHgwAERExPjKf/p1z333NNo7IcffthTd/bsWZGTk3PNfr/97W+FEEKsWbOm2bFvueWWRmM//vjj12y3atUqz/fr168XQgjhdDrFvffe2+zYL730UiCfYiIiIYQQTKSIgtDcuXM9CcWpU6eEEEKYzWYRGxsrAIj+/fsLh8MhqqurRVxcnAAgZDKZeO6550R5ebkoKCgQ06ZN84zx2WefecZOS0sTAERMTIwQQgi32y1KS0sbJV51dXXC7XaLiooKERsbK2QymZg8ebI4f/68qKioaDR2ZWWlEEKITz/91FM2bNgwkZOTI4qKisTtt9/eKEHav3+/EEI0Sq6WLVsmSktLxYULFzztQ0NDhcViaednnoi6GiZSREHopZde8iQZW7duFUII8dxzz3nKtmzZIoQQYt26dZ6yxYsXNxojLy/PU/f4448LIYSwWq0iJCREABB33HGHp+3VSdCf/vSnJvE4nU5ht9uFEELY7XZx//33CwBCLpcLq9UqhBBi8uTJAoBQKBTizJkznr5Go9EztlqtFna7XZjNZhEWFiYAiMmTJ4u6ujrP19dff+1pv3fv3jZ8VomImlL6f1KQiDqrn165N27cOKxZswYAcNNNN2H27NkAgKysLE+7J554otEYYWFhnu+rq6sBAD/88APq6uoANF5o/v3333u+v3qhucPhwKZNm7Bjxw6cPn0apaWlKC0thcvlAlC/nkuj0cBmsyE7OxsA8LOf/QxJSUmeMXr27AmlUgmn04lhw4ZBpVIhOzsbNTU1AICdO3ciJCTkms+DzWZr+YkiIrpOTKSIgtBPr9x79tlnPYlHQ0IFAEajEUD9flBXJy8APFscAEDv3r0BNF1o3qAhkVKpVEhLSwMACCEwY8YM7NixAxqNBhkZGZg/fz4MBgMyMzMB1Cd1DXE4nU4A9VsqXO3kyZOeutGjRwOoXxzvjbi4OK/aERH5i4kUURCKi4tDVFQUKisr8fXXX6OiogIAcPfdd2P8+PGeduHh4QAAs9mM6upqGAwGAPVJ0CuvvOJpN2PGDADNJ1IN5cOGDYNarQZQv+nnjh07AADvvfee5yjYG2+84enXcPRKoVB4yn56Jd/V7RseMzo62lP20Ucf4e677/b8fOnSJYSHh0Mu50XJRBR4fKchClKpqakA6o/21NXVQalU4o9//GOjNtOnTwcAuN1uPPTQQygqKsLZs2fxy1/+Ert27QJQn3yNGTMGwI8JU2JioieZMRqNMJlMAACNRgOr1QqHw9HoqFF+fj7MZjM+//xz/P73v/eUNxy96t27N7RaLQBg06ZN2LVrF0wmE15++WW8+uqrnvYNR6TGjx+PiIgIAMCqVauQm5uL6upqbNy4EXFxcdBqtY0SQSKigOnoRVpEFBhPPPFEo6vdfv3rXzdpY7FYxMiRI5vdQmDs2LHCZDIJIYSoqqoSMplMABAZGRmeMUwmk5DL5Y36bdmyRRiNRhEaGtpkTL1e7/neaDR6xnnmmWeatJXJZEKhUAgAIiIiQrjdbk/7999/v8njNnzdfPPNora2NoDPLhFRPR6RIgpSV6+TCg0NxapVq5q00Wq1yM7OxrPPPovBgwdDq9UiNDQUo0aNwrp167Br1y7P6b+DBw9CCAGg8Wm98PBwbNiwAUlJSVCpVIiJicHYsWMRGxuLf//730hLS4NGo0H//v3x8ssv48UXX/T0PX/+vOf7VatWYeXKlUhMTIRGo0F6ejq2bt3qqR87dqzndjQAcN9992HXrl247bbbYDAYoNPpMGTIELz88svYuXMndDrd9T+JREStkImGd0Yiog7y3nvvAQCSk5MxcuRIz1V4WVlZmDZtGgBg9erVnnsEEhF1FjwiRUQd7oMPPsCDDz6IcePG4S9/+QtqamqQl5fnuZ2NXC5HRkZGB0dJRNQUj0gRUYfbvHkz5syZ02z9008/jf/6r/9qx4iIiLzDRIqIOoUPPvgA69evR05ODsxmM8LDwzFo0CAsWLDAs+8UEVFnw0SKiIiIyE9cI0VERETkJyZSRERERH5iIkVERETkJyZSRERERH5iIkVERETkJyZSRERERH5iIkVERETkJyZSRERERH5iIkVERETkp/8DP/kQoNS15aYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Inside the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Locations 1 through 10 will place the legend within the plot window. While this can result in a more compact figure, there is a also a risk that the legend will obscure the data in the plot. Care should be exercised when placing the legend inside the plot." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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ahRp6TYoo9TWWN0+x0hd23xQrgPOgJeHHtw/F6TI7Tl204+nX/4W8jEvzoGua50EDwOB+Bvz49qFdEs+tt96Kl19+GYIgRDwo7Ny5c7BYLLjhhhsift/6+nocP34cv/3tbyMuS0Q9l8VtQ5bOGNUg1fbUXqiAH3JkFXVvgmYLWgK0GiVWLRqHaTcPgE6jRFWts1W39rSbB3TpIiWzZs2C1WrF/v37Iy77zDPP4MYbb4zqff/xj39ArVbjrrvuiqo8EfVMVrcNmTrxBnS5KqthV6ciNyNJtDqjwRa0RGg1Siz6QTHmf39It6/FPXz4cNx111149dVXMXbs2Hav6WgN7j/96U/48ssvO6y7s7W7X3nlFSxatKjNxulE1LtZXDaMzB4mWn3+GgsatenQdeHyye1hgpaYJK0K44bnd3cYePbZZzF+/Hg89dRTKCwsDLvca6+9hmHDIv8/0r/+9S8cPny43Z3HiKj38gf9sHnqkJ0k3hd3pd2KpsxBotUXLXZxU1SKi4vxxBNPYOnSpRGVmzBhAv73f/834vdbvHgx/vu//xu5ubkRlyWinsvmqYcAQbQu7qDPB427AfIEmC3CFjRFLdLkDACDBw+O6r2++uqrqMoRUc9muTTFKkukBO2rqYEMgDa/+xsDbEETEZFkWV02KGQKGLTh76DXmYay5ilW6YXd/yiRCZqIiCTL4rYhQ5cOuUycdFZ30QSPXI2sgu7v4maCJiIiybK4a0Xr3gYAt6kaNpUeuUadaHVGiwmaiIgkS+w50EFrDRxJ6dCoFaLVGS0maCIikqSgEITVbRe1Ba2sq4U/PUO0+mLBBE1ERJLU4HWgKehHVpI4CTXgcEDd5IEyO1uU+mLFBE1ERJJU464FAGTqDKLU561u3jEwqaD7p1gBTNBERCRRVrcNMsiQqRUnQTeUmQAAhgSYYgUwQVMM1q1bh3nz5oV+Li0txQ9/+EPk5+cjLS0NN910E3bt2hXz+xw8eBAqlQoXLlxodfy1117jxhlEvZjFbUOaJhUqhTj7EdSXmdCgTEJOjjhzqmPFBC0xAY8He2fMwt4ZsxDweLotjpMnT2LVqlVYvXo1AMBms2HixIk4ceIENmzYgK1btyI/Px+33norPv/886jf5/Dhw7jzzjvh9/vbnHvggQdQWVmJN998M+r6iUi6rC6bqAPEPFVm2FR6ZBu0otUZCyZoisqSJUswd+5cFBQUAGjepcpsNuOjjz7CnDlz8P3vfx9bt27FNddcgzVr1kRcv8/nw7p163DjjTeiqamp3Wvkcjkef/xxPP744/B045cVIuoeFrdNtAFiACDUWuBKNkClTIzUmBhRkKQcO3YMH3zwAe67777QsT59+uCRRx4JJWygOYEOGjQI586di/g9duzYgZUrV2LZsmWhVnp7pk+fDrfbjTfeeCPi9yAiabO4baINEBOCQagbbAgau38FsRZM0BIQ8Hgue3kvO+5tda6rbN68GXl5eRg3blzo2Jw5c/DHP/6x1XU2mw27d+/GtddeG/F7jBkzBhcuXMCyZcugVHa8p4tWq8W0adPwzjvvRPweRCRdziYX3H6PaF3cfrsdimAgYaZYAdzNShL+vx/e1+7xfT/+Saufx//tL10RDj777DOMGTMGMpmsw2sCgQAeeOABOByOqHa9urwlfiVjxozBli1b0NjYiNTU1Ijfi4ikR+xdrDyXplil9MkTpT4xsAVNESstLUX//v07PN/U1IR58+Zh+/btePHFF1FSUtLhtX6/v9VLEISI4ykqKkIgEEB5eXnEZYlImqyu5gQt1jKf9RdNCECOjMIcUeoTA1vQEnDj1s2hfwc83lDLeeymN6DQaro8nvr6eiQnJ7d7zm63Y+bMmfj888/x0ksv4Wc/+1mH9Vy4cKFNon/zzTexcOHCiOJpiaW+vj6ickQkXRa3DcmqJCSpxNnUorHcBLsqFQMyUkSpTwxM0BKg0LY/5F+h1XR4Lp4yMzNRV1fX5nh5eTluvfVWnD9/Hu+++y5++MMfdlpPfn4+9u/f3+pYZy3zjtjt9lBcRNQ7WNziTrHymc2wq/XISu/6Rk9HmKApYv369WvTndzQ0IApU6aguroan3zyCSZMmHDFetRqdafd3+EqLy+HQqGI6Lk1EUmbVcQR3AAgq7XCndIPSkXiPPllgqaI3XrrrXj55ZchCEJooNhTTz2F06dPY8WKFVCr1fj6669D12s0GowcORIA8O2338Lr9YZ+FsPevXsxYcIEJCUliVYnESU2i9uGq9KLRKkr2NQEtbMe6JdYvXBM0BKj0Gq7bLR2R2bNmoWnn34a+/fvx9ixYwEAf/lLc0wrVqzAihUrWl3fr1+/0DKdP//5z3HhwoU2y3ZGy+PxYPfu3Vi1apUo9RFR4vMFfKj3Noq2SElTjQUyAOrcxBkgBnAUN0Vh+PDhuOuuu/Dqq6+GjpWVlUEQhHZflyfjTz75BCkpkQ3CWLhwIQRBQFFRUZtzW7duhUajiXhgGRFJl9V9adyJSM+gW3axSu2TGJtktGCCpqg8++yz2LZtG8rKyiIqt3LlSkyZMkWUGAKBANatW4cVK1ZApxNnJCcRJT6x50DXXayER65CVoF4y4aKgQmaolJcXIwnnngi4kVI5s6di7Vr14oSw8aNG5Gfn49FixaJUh8RSYPVbYNaroJeLc6UKGdFFWwqPXIyEmscC59BU9SiWSGsuLhYtPdftGgRkzNRL1TjsiEzydjpaoaRaKqpQZ06DRn6xJliBbAFTUREEmMVeQ603F4Lr94IhVychC8WJmgiIpKU5jnQ4iTogNMJldcFWUZiTbECmKCJiEhCAsEAaj11orWgfeYaAIA2L1eU+sTEBE1ERJJh99YjKATF28WqqhoAkFaYOLtYtWCCJiIiyai5tItVVpJ4u1g1KnTIzkkTpT4x9bgE/eCDD2LSpElhXWuxWHD//fcjJycHer0eM2bMQGlpaXwDJCKiqFndNshlchg04iRUl6kaNnUacgyJt5ZCj5pm9frrr2Pjxo2YOHHiFa/1er24/fbbcfr0aTzyyCPQ6/VYt24dJkyYgMOHDyMjo/snrAuCAG/AF1EZjUIt2tQDIqJEY3HbkKFNh0KuEKW+gKUGdZo0GPRqUeoTU49I0IFAAKtWrWqzBnRn3nrrLRw8eBCffPIJpk6dCgC44447UFxcjPXr1yfE2s7egA/ztz0cUZm3Z78ArbJr5vKtW7cOhw4dwjvvvBPW9eXl5SguLsb27duv2MshCAJee+01vPTSSygtLUV2djamT5+Op59+Gnq9HgDw2muv4W9/+xs++OCDWD8KEUmEmCO4hWAQirpaNPUZAHkCNmwk38Xt8XgwatQoPPXUU5g/f37YWw5u2bIFAwcODCVnABgyZAgmT56MLVu2xCvcHuPkyZNYtWoVVq9eHdb1Fy9exNSpU1FfXx/W9WvWrMHPf/5z3Hnnndi+fTuWLFmCzZs3Y+bMmRAEAQDwwAMPoLKyEm+++WbUn4OIpMXiqhVtgJi/rg6KgB/yrGxR6hOb5FvQHo8HDQ0N2Lp1K+bMmdPuhgrtOXjwIG677bY2x0eNGoWPP/4YdrsdBoN4e43GauMPnoOmg5ax1+/FT7cv6dJ4lixZgrlz517xC1EwGMSmTZvw29/+Nuy6g8Eg/vCHP2DRokX4wx/+AACYMmUKMjIyMGfOHBw8eBAlJSWQy+V4/PHH8etf/xr33nsvtFptTJ+JiBKbIAiwuu24MX+UKPW1TLHS5SXWLlYtJN+C1uv1OHPmDObMmRN2GYfDgfr6+naTS15e81D7SDeBiDeNUgNtB6+OEne8HDt2DB988AHuu+++K1575MgRPPTQQ/jxj3+Mt99+O6z6GxoaMG/ePPzoRz9qdfzqq68GAJw7dy50bPr06XC73XjjjTci+AREJEUNPgd8wSbRurjdlVUIQAZD38SbAw30gAQtl8uhVEbWEdDY2AgASEpquzB6y65ITqcz9uB6qM2bNyMvLw/jxo274rWFhYU4e/Ys1q9f3+7vuz3p6el48cUXcdNNN7U6/te//hUAcO2114aOabVaTJs2Lezn4EQkXWLvYtVQbkKdKhU5mcmi1Cc2ySfoaASDQQDodLSzXN4rfzVh+eyzzzBmzJiwRosbjUb06dMn5vf86quvsHr1avzgBz/AsGHDWp0bM2YM9u3bF/riRUQ9k8VVCwDI1Inz+NFdZW7exSoBp1gBPeAZdDRSU1MBAG63u825lmMt13TGYDAk1HPqrlJaWtqm9ez3+1v9LJfLRfuS88UXX2DatGkYOHAgXn/99Tbni4qKEAgEUF5ejmuuuabDelpGf4ut5XMajeIt3k9di/dQGhwmNwzaNORmtd8lHfF9rLWiQZuHAYU5ok1Plclknf7ti6THt1c2E/V6PdLT01FVVdXmnMlkAgDk5+d3dViSUV9fj+Tk1l1CKpWq1evpp58W5b22bNmCqVOnol+/fti1a1e7/8driSXcEeJEJE1mhxU5KeJsahFsaoKiwY5gRnbCrh3RK1vQADBy5Eh88803bY4fOnQIgwYN6pUt43BlZmairq6u1bH9+/e3+lmMLzhr1qzB0qVLMWHCBPztb39DWlr7KwfZ7fZQXJ1paGho09IXQ8uXBpvNJnrd1DV4D6XBVF+N3OSsDu9TJPfRa6qCTBAgz8wU9b4nJSW1acBEq9cm6FmzZuGXv/wldu7ciSlTpgBontu7a9cu/O53vwurDrvd3u4ffKVSKXqC9/q9UZ2Lh379+qG8vLzVsZKSElHf49VXX8WSJUswZ84cvP3221CrO17lp7y8HAqFIuw58EQkTRa3DcWZg0Wpy2c2AwCS88Udwe1yueByuTo8H8lYmV6RoM1mMz799FMMHz4cw4cPBwD89Kc/xUsvvYTZs2fjscceQ1JSEtauXYv8/Hw8/HBkq3d1ha6e59yZW2+9FS+//DIEQRCla8jr9eLQoUPo06cP+vTpg+rqaixevBj9+vXDr371qzY9HQMHDkRWVlbo571792LChAlhjxInIulxNbnhbHKJNoLbbaqGV6ZCRn7i7QPdolc8gz5x4gTmz58fmqYDABqNBrt27cLtt9+O5557Ds888wzGjBmDzz777Ipdpb3drFmzYLVa23RrR6uqqgo33ngjNm7cCADYsWMH3G43Ll68iJtvvhk33nhjq9eHH34YKuvxeLB7927cc889osRCRInJemmKVaZIu1g1lJtgU+uRk5GYI7iBHtiCvnDhQptjkyZNCi0Pebn8/Hy8++67XRBVdDQKNd6e/ULEZeJt+PDhuOuuu/Dqq69i7NixYZfr6D4UFRXh9ddfR01N86o+P/nJT/CTn/wkrDq3bt0KjUaDhQsXhh0HEUmP2HOgvdU1sKlSMcqYuAm6V7SgpUomk3W4elhHr64ajfjss89i27Ztoqy41tDQgA0bNoTGAoQrEAhg3bp1WLFiRWiBGSLqmSxuG3RKLZJVIj3KslrQqEtHqi5x26lM0BSV4uJiPPHEE1i6dGnMdaWmpuKtt96KeKDZxo0bkZ+fj0WLFsUcAxElNovLhiydONsAB1wuKD1OBI2ZCTvFCuiBXdzUdcRIzkBzT8F1110XcblFixYxORP1Ela3DVkirSDWskmGKicxN8lowRY0ERElPIvbJtoAMV918xSr1D6JuUlGCyZoIiJKaL5AE+q8DaINEHOZqtCo0CE7J12U+uKFCZqIiBJarfvSaoEiJWhHRTXsKj1yDIm9hzwTNBERJbSWKVbZIg0S81WbUavWIyeBp1gBTNBERJTgrG4bVHIl9JqUmOsSBAFyuxXOpHQkaxN7nDQTNBERJTSL24ZMnQFyWewpy19XB7m/CcjIuvLF3YwJOg6CwWC7K2ZR9xEEAcFgsLvDIKIoWN020Z4/t4zg1iT4FCuA86DjIhgMwmazdbppN9C8LzXQvJIWxVcwGGSCJpIoi8uGa0XaxarJXIMgZND3ZYLutSJJCPHYo5iIqCcICkHUeupEm2LlrKxCnSoFOZmxP8+ON3ZxExFRwrJ76hEQAqItUuKsqIJNAlOsACZoIiJKYGLvYuW31MCmTkOOIbGnWAFM0ERElMAsLhvkMjmM2rSY6xL8fsjr7XClGKAaWqgYAAAgAElEQVTTKESILr6YoImIKGFZ3DYYNGlQymMfMuWzWCETBMglMMUKYIImIqIEZnXbkCXS8+cmc/MUK11+Ym+S0YIJmoiIEpaYc6C91Wb45EoY8sRZMjTemKCJiCghCYIAi9sm6hQrm0qPHGOSKPXFGxM0ERElpEafE96AT7QE7TZVX0rQiT/FCmCCJiKiBNUyxUqsLu6AxQKbSo9sCcyBBpigiYgoQVlDCdoQc10BtxsKlwNevREaVeJPsQKYoImIKEFZ3Dbo1SnQKjUx19VkrgEAKLKkMcUKYIImIqIEZXHXivb82XdpilVSQZ4o9XUFJmgiIkpIVpdd1ClWToUWmdmxr0jWVZigiYgoIYk6xaqiCrUqaazB3YIJmoiIEo7b74GjySnaLlaeajNs6lTkSmSKFcAETURECcgq4i5WgiBAsFpgV+uRlc4ETUREFDWLS7wEHaivh7zJh6a0TKiU0kl70omUiIh6DavbBq1Cg2RV7Mty+qqbR3CrsqUzxQpggiYiogRkcduRlWSETCaLuS6fuQZByJAikV2sWjBBExFRwrG4a0WcYlWNelUKsjOTRamvqzBBExFRwrGKuotVNWpVeuQYpTPFCmCCJiKiBNMU9MPuaRBvFbFqM+wqPXIksklGCyZoIiJKKDa3HQIEUbq4BX8AqLPBrtYjMy32Nb27EhM0ERElFIvbDgDIEmGRkiarFbJgEAFjJpQKaaU8aUVLREQ9nsVdC6VciXSNPua6WjbJUOdkx1xXV2OCJiKihGJx2ZChTYdcFnuK8lWb0SRXIj1PWnOgASZoIiJKMGKO4PZWm2GT4AhugAmaiIgSjMVtE20OtMtUDZsqlQmaiIgoFkEhiNpLq4iJocl8qQUtsSlWABM0ERElkDpvA/xCAFm6jJjrCno8kDkaUadJQ4ZeWlOsACZoIiJKIP/ZxcoQc10+c03zPzKyIJfHvqZ3V+sRCfr8+fOYOXMmjEYjjEYjFixYAIvFcsVyBw8exNSpU5GcnAy9Xo9p06bh1KlTXRAxERG1x+q2QQYZjGIk6Eu7WGlyc2KuqzsouzuAWNXW1uKWW26Bz+fD0qVL4ff7sWbNGhw5cgT79u2DWq1ut9ypU6cwadIkJCUl4cknnwQArFu3DuPHj8fhw4eRn5/flR+DiIjQPEDMoNVDJY89PfnMZriVOmTkpIsQWdeTfIJev349KioqcPToUQwdOhQAcP3112Pq1KnYtGkTHnzwwXbLbdiwAQ6HA3v27MHIkSMBAN/73vcwduxYPP/881izZk2XfQYiImpmcdtEef4MNE+xsipTJTlADOgBXdxbtmzBpEmTQskZAKZMmYLBgwdjy5YtHZYrLS1FZmZmKDkDwJgxY5CRkYGjR4/GNWYiImqfVcwpVpVVl0ZwS2+KFSDxBG2321FaWorRo0e3OTdq1CgcOHCgw7JXXXUVbDZbq2fVNpsNdXV1yM2V1qbeREQ9gSAIsLhsogwQEwQBAYsFNrUeOUa2oLtcZWUlAKCgoKDNuby8PDQ0NKC+vr7dskuWLEHfvn1x77334siRIzh69CjuvfdeqFQq/OpXv4pr3ERE1JazyQVPwCtKCzrQ0ACZz4sGbRoMqe2PRUp0kn4G3djYCABISkpqc06na+7ScDqdSEtLa3O+sLAQjz/+OH75y19ixIgRAACFQoE///nP7bbIiYgovizuS1OsRFikpGWKlTwzC3KZ9KZYARJvQQeDQQCArJNfvlze/kd88skn8bOf/Qw33XQTNm/ejE2bNqGkpARz587F9u3b4xIvERF1rCVBi9GC9lVXQ4AMulzp7WLVQtIt6NTUVACA2+1uc67lWMs1l6urq8Nzzz2H0aNHY9euXVAoFACAe++9FyUlJVi0aBFuv/12aDSdrzxjMBhgMHT8rCQYDEIQhA7Pt3x5MBrFGRBB3YP3Ufp4DxODs9oNvSYFBdnRTXO9/D421DegUZOKwr5ZXXpfZTJZhw1DAFAqw0+7km5BFxYWAgCqqqranDOZTEhPT0dycnKbc2fOnIHX68W9994bSs4AoFKpMG/ePNTU1ODEiRPxC5yIiNowO6zISRZnW0hXpQlWRQryM9vmAKmQdAs6PT0d/fv3xzfffNPm3KFDh1BSUtJuuZaWcXut20AgAOA/3eexcLvdcLlcHZ5v+VZns9lifi/qPryP0sd7mBgq6qqQoUuP+j5cfh8bLpajVpWBgZpgl97XpKSkdhuG0ZB0ggaAWbNmYcOGDTh58iSGDBkCANi5cydOnTqFxx57rN0yw4YNQ35+Pv70pz/hl7/8JbTa5iH4Xq8Xb7/9NjIzM1FcXHzF97bb7fD7/eJ9GCKiXszqtmGIcWDM9QiBAIK1Vtgyirp8kRKXy9Vpw6xlcHM4JJ+glyxZgrfeeguTJ0/Go48+Co/Hg+eeew4jR47EvHnzADQvSvLVV19h3LhxGDBgABQKBV566SXMnj0bY8eOxQMPPIBAIIA//elPOHHiBN5++22oVKpu/mRERL2Hx+9Fg8+BLBEGiDVZayELBuHQpUOfLN2/5ZJ+Bg0AWVlZ2LNnD0aMGIEnn3wSGzZswIwZM/DRRx+FurL37NmD+fPnY8+ePaFyd999Nz799FMYjUY88cQTWL58OdLS0rBjxw7cd9993fVxiIh6JavbDkCkEdzm5k0yFNk5nc7ySXSSb0EDwODBg7Fjx44Ozy9cuBALFy5sc/x73/sevve978UxMiIiCoe1ZQ60KFOszPDLlUjNEWdN7+4i+RY0ERFJn8Vtg0ahRqo69gFWPnMN6tR65GS0XcRKSpigiYio2zXvYmUUpUvaW1UNizIVuRLdxaoFEzQREXU7MXex8lSbm3exMkpzF6sWTNBERNTtLC5xEnTA7QEa6mFX6SW7D3QLJmgiIupW/qAfNk+dKAPEPJdWlnQlpyNFJ+1x0EzQRETUrWyeeggQRNnFym1qTtCqHGlPsQKYoImIqJtZRJxi5TGZ4FVpYchJj7mu7sYETURE3crqskEhU8CgTYu5LrfJ1DxAzCDtAWIAEzQREXUzi7sWGdp0yGWxpyRnhQkWRarkB4gBPWQlMSIiki6L2xbz8+eg14v/b+YcAECdcThGG6WfoNmCJiKibiXmHGgAsCv1yGUXNxERUfSCQhBWt12UAWItPKkGJGml30Es/U9ARESS1eB1oCnoj6oFHfR62/13Sqah1c/ySzsbSg0TNBERdZsady2A6KZYnfnFw+0ev/Nfb+HMv94K/Tx44yvRBdfN2MVNRETdxuq2QQYZMnWG7g4l4bAFTURE3cbitiFNkwqVQhVx2cLn12PDthM4X+WAKujHry/8HwDgzWt+BJtHAAD0z0vBI74ANGqFqHF3BbagiYio21hdtqgHiP31azNOm71QJ+nwwB0DQscXzRqGX8wphjpJh9NmL7Z9XiZWuF2KCZqIiLqNJcopVm5vAHuPmgEAD941CFcpGkPncow6jBhkxE/vGgQA2Hu0Bm5vQJyAuxATNBERdZtoFyk5fqEOHl8Q2QYthg80wFdRETqnvdSdPWKgAdnpWnh8ARy/UCdazF2FCZqIiLqFs8kFt98TVRe30+MHAOQZdZDJZPBVmdFgyMeHty0OTauSyWTIy9C1ul5KmKCJiKhbxLKLVfKlhUiqbG4IggBPeTkqlekYWPCfDTcEQUBVrbvV9VLCBE1ERN3C4mpO0NE8gx5WlA6tWo4auwf/Pm2Fr6oaF5GKAZcl6MPn7Kip80CrVmBYkfS2n2SCJiKibmF125Cs1CFJFfm62TqNAuOLcwAAr394Dme1eTBrjBhYkAZBEPDvszZs/OAsAGB8cTZ0GulNs5Jem5+IiHqE5gFiGVGXnz2xEOerGnHO5MC2/MmQQcAbH3yL8uoG1NR5AAAD81Mwe2KhWCF3KbagiYioWzTvYhX9CmIatQKPzR2GcamNUAWbIECGgydrQt3aU0bn4bG5wyS5SAkQZgv6hRdewJgxYzBy5EjodNLfwouIiLqfxW3DVelFMdWhUStwm/MYcu3AxZum44ZheUDQi2FF6ZLs1r5cWAl68eLFkMlkUCgUuOaaazBmzJjQq7i4GEole8qJiCh8voAP9d7GmPeBbh7BXYEq3RCMH56P75X0hc1mEynK7hVRZvX7/Thy5AiOHj2KN954AwCg0WgwYsQIlJSUhJL20KFD4xIsERH1DFa3HQBiegYNAP7aWghuN8zpBgzsk3blAhISUYL+zW9+g2+++QaHDh1CY2Pzsmoejwf/+te/sG/fvtB1KSkpGDVqVKuWdlFRkaiBExGRdMUyB/pynvLmFcTsSRnok5USc1yJJKIEvXbtWsjlcgiCgFOnTuHAgQOh17///W+4XC4AQGNjIz7//HPs2bMnVDYjIwM1NTXiRk9ERJJkdduglqugV8eWVL3lFfCpdTDkZ0Kh6FnjnsNK0Hv37sW+ffsglzd/eJlMhiFDhmDIkCGYN28eACAYDOLEiROtkvbhw4fh8TQPda+trY3TRyAiIqmpcTWP4JbJZDHV4y0vR63WiKK8VJEiSxxhJehx48Zh3LhxnV4jl8sxbNgwDBs2DD/+8Y8BAIFAAIcPH0ZJSUnskRIRUY9hjXEOdAtPWQXK5Tnol5MsQlSJJa79AQqFAiNGjIjnWxARkQRZo9xm8nIBlwv+2lqYNUYm6HCZzWb885//BNCcpJcvX45bb701Hm9FREQSEwgGUOupi3mAmLeiEgBQqzOiICtJjNASSkwTmMvKyvDtt9/ixIkTof89ceIE6urqIJPJ4Pc3b++1cuVKUYIlIiLps3nqERSCMbegveUVCMoV0OXnQtnDBogBYSbo06dPt0rC3377LU6dOhUatX05QRBED5KIiHoOsaZYecvLUaczoDCvZ81/bhFWgh4yZEirkXYdJWGZTIZx48ZhyJAhXKyEiKgXEwQBvmBTu+eqnTWQQYZklQ7egC90XC1XRTSq211WgQpFGvrl9rznz0CEXdyCIMBgMGDQoEGtXnV1dXj44YcBNE/JIiKi3s0XbMLi3c90es1v9zzb6ufnJy2HRqEOq37BH4DPZII5fSRGM0E3t5BvuukmPP/88xg4cGDo+Oeffy56YERERB3xmasBvx9WrRF9s3pxgn799dexfPlymEwmfPjhh/j000+xePFiLFu2DMnJPfMXQ0RE4lh981KoL2sZr973CgakFeKewXfAF/Bh6RerI67Te2mJT0V+PlTKnjdADAhzmtX999+P06dPY/ny5dDpdPB6vVi9ejWuvvpqbN68mQPDiIioQ2qFGppLL7VcBZunDnkpWc0/h9ml/V2e8go4NKnIL4h9sZNEFfbXjqSkJKxcuRKnT5/G/PnzAQBVVVVYsGBBaOUwIiKizjT4HPAFm2KeYuUpK0eVMr3HDhADolioJD8/H5s2bcL+/fsxYcIECIKAioqK0Pl3331X1ACJiKjnEGOKlSAIcJeVw6w2oCi3Z+1gdbmoO+5HjRqF3bt34y9/+QsGDRoUOj5v3jxcf/31XTqa+/z585g5cyaMRiOMRiMWLFgAi8VyxXIWiwUPPvggcnJyoNfrMXHiRHz11VddEDERUe9kdlkhgwyZOkPUdQTqGwCnEzVaI/r2wBXEWoSVoE+cONHhubvvvhvHjx/HunXrkJ6eDkEQsH//fkyaNEmsGDtVW1uLW265BV9//TWWLl2KRx99FH//+98xdepU+Hy+Dss1NjZiwoQJ+POf/4yHHnoIzzzzDEwmEyZPnoyjR492SexERL1NlcOMTJ0h6mfPAOApL2/+R04eNGqFSJElnrAS9LBhw2A0GjscDKZUKrF48WKcPXsWv/rVr6BSqbps4Nj69etRUVGBXbt2YenSpVi2bBm2bduGw4cPY9OmTR2W++Mf/4hTp07h/fffx4oVK/Dwww/jiy++gEwmw3PPPdclsRMR9TaVDjPyU3JiqsNbXgGfQo3MwjyRokpMYXdx19fXXzHpGgwGvPDCCzh27BimT58ec3Dh2LJlCyZNmtRq5bIpU6Zg8ODB2LJlS7tlBEHApk2bcOedd2LChAmh47m5uVi7dm2rY0REFBtfwAfvpZfJYUa2LjP0sy/QcU9nRzxl5TCr09Evr+c+fwYiXKjk3nvvxZgxYzB69GiMHj0aer2+3euuuuoqvPfee6IE2Bm73Y7S0lLMnj27zblRo0bhww8/bLfchQsXUFlZiSVLlgBoTthOpxMpKSn4+c9/HteYiYh6m+/Oc/607At8WvZF1PU5L5ShRm3E6B64xeTlwm5BC4KAbdu2YenSpZgyZQqMRiMGDx6M++67D88//zy++OILOByONuUCgQAKCgraTaKxqqxs3mqsoKCgzbm8vDw0NDSgvr6+zbkzZ84AAHJycrB06VIYDAakpqZi0KBBeP/990WPk4iIxBH0ehG0WmHWGFGYwxY01q5diwMHDmD//v04d+4cgOaEfebMGZw9ezbUlSyTyXD11VejpKQk9CouLkZVVVVcWtSNjY0Amudof5dOpwMAOJ1OpKW13umkrq4OALB8+XIolUps2LABCoUCa9aswQ9+8AN8/PHHmDJliujxEhH1Fmq5Cs9PWt7q2J6Kf+Hv53Zh9c1LoZC3HdyllquuWK+30gQZBASycqHT9NwBYkCYCfqRRx4J/dtut4eSdcvLZDIBaE7aJ0+exKlTp7B582YAgFwevyXYgsEgAHS6+0l77+/1egE0f5bTp0/DYGge7j9t2jQMHDgQjz/+OBM0EVEMZDJZm40valy1yEvOQpJKF3W93vJyBCGDvl/fWENMeBE9gwaaB4JNnToVU6dODR2rrq7Gvn37Qon7wIEDqK2tBdDcxR0vqampAAC3293mXMuxlmsu17J++MyZM0PJGQDS09Mxffp0bNq0CY2Nje2WvZzBYGhV/ruCwWCnA+tavjwYjbGtqEPdi/dR+ngPu4bZU4siY9+Yfs/2GgtsmjQMviqvTT2JcB9lMlmnDVOlMvy0G3GCbk9ubi6mT5/eauT2+fPnQy3sffv24dChQ2K8VSuFhYUAmpcc/S6TyYT09PR2N/NoeWadnZ3d5lx2dnZo0NiVEjQREYUnKARR0VCFsQXXxVRP3ZlSmFUGjC1Iu/LFEidKgm5P//790b9/f8yZMwcA4jIvOj09Hf3798c333zT5tyhQ4dQUlLSbrlrr70WGo0Gx48fb3Pu/Pnz0Gq1yMrKijk+t9sNl8vV4fmWb3k2my3m96Luw/sofbyH8Wd12+Hxe2GQp0b9exaCQXjLy2HWXwtDUrBNPYlwH5OSkkTb5TFuCfq7OntOHItZs2Zhw4YNOHnyJIYMGQIA2LlzJ06dOoXHHnus3TLJycmYPn06tm/fjuPHj2PYsGEAmpPz3//+d0ybNg0KxZUHH9jtdvj9fvE+DBFRD2VymAEAeTEsUtJksUDW5IPPmINkbZelr4i4XK5OG2Ytg5vDkZifMAJLlizBW2+9hcmTJ+PRRx+Fx+PBc889h5EjR2LevHkAgNLSUnz11VcYN24cBgwYAAB47rnnsHv3btxyyy14+OGHoVar8cILL0Cr1eLZZ5/tzo9ERNTjmJxm6JRaGDTtr58RjpY9oJN6wQAxIIbNMhJFVlYW9uzZgxEjRuDJJ5/Ehg0bMGPGDHz00UfQaDQAgD179mD+/PnYs2dPqFxRURG+/vprTJw4EWvWrMHvf/97jBgxAl9++SWuuuqq7vo4REQ9kslhRn5yTky9qe6ycjiUOuT1azt+qCcKqwX95z//GWPGjEH//v3jHU9UBg8ejB07dnR4fuHChVi4cGGb4wMGDMD//d//xTEyIiICmhP0wPR+MdXRWFrW47eYvFxYCXru3LmQyWQwGAwYM2ZMq1dubm68YyQiIgnzB/2odllxc5+xMdXjq6hAjboQ43v4Ep8twn4GLQgCbDYbPvnkE3zyySeh4wUFBa0SdklJSZuVu4iIqPcyu6wICkHkJ0c/QCzgcEDuaICrKAv6pCuvONYThJWgly1bhgMHDrRagKRFZWUlKisrsX379tCxQYMGYezYsXj77bfFjZaIiCTH5KgBABTEMILbc2mAmKZv7xggBoSZoJ955pnQv0tLS7Fv375WC5B8d0h5yxrdTNBERGRymJGu0ce2xGdZOZpkCmQNaLs5Uk8V8TSrAQMGYMCAAZg7dy6A5uUsjx8/3ippHzt2LK5LfBIRkXSYnGbkJ8c28rq+9CIsagP65fWeFR5jngctl8tRXFyM4uJiPPDAAwCaN6OIx9KeREQkPSaHGSOzh8VUh7usAmaNAaN6yQhuIE7zoDUaDW644YZ4VE1ERBLi8XtR66lDfgzPn4NNTZBba+DQZyItRX3lAj2E5BcqISKixFXlbB4gFssIbl9VNWRCEMr8PmKFJQlM0EREFDeVDjNkkCE3OfoNiDxl5RAAGAYViheYBDBBExFR3JgcZmQlGaFWRD93uaH0IuyqVPTtkyFiZImPCZqIiOLG5DSjIIbubQBwXChDjdqIfrm9YwWxFkzQREQUF4IgNG+SEcMAMUEQgOoq1KVkwJjaewaIAUzQREQUJ40+JxxNrpgStN9mh8LngTyvIKadsKSICZqIiOLC5DQDQEwJ2lteDgDQD+hdA8QAJmgiIoqTSocZKrkSWTpj1HXUn7sIt1yNgv55IkYmDUzQREQUFyaHGbnJ2ZDLok819aUXYdYY0S+v96wg1oIJmoiI4sLkNMe0gxUABEyVsCdlIDNNI1JU0sEETUREogsKQVQ5apAXwyYZAbcb6sY6CDl5vW6AGMAETUREcVDrroMv2BRTC9pbUQkASC7qPXtAX44JmoiIRFfprAYQ2wjuhnMXEYAcOVf1EyssSWGCJiIi0VU5apCk1CFNHf3+zfazF2BVp6FfQZqIkUkHEzQREYmu8tIKYrE8O/ZVVKJWl4Fsg1bEyKSDCZqIiERncsQ2glsIBKCymeHPyoW8Fw4QA5igiYhIZE1BP2rctTGN4PaZzVAEA9D27V17QF+OCZqIiERldloQFIIxtaAbSssAAJmD+4sVluQouzsAIiLqWUzOGgCIqQVde+o8GpRJKCzKEissyWELmoiIRGVymGHQpCFJpYu6Dnd5BazaDOQZo69D6pigiYhIVJUx7gENAApLFbzGHMjlvXOAGMAETUREIqtympGfEn33tr++HhqvC+o+BSJGJT1M0EREJBq33wObpx75ybEPEDMMKhIpKmligiYiItGYHM0DxGIZwW05WQqvTIk+V/feKVYAEzQREYnI5DBDLpMjJzn60dfOi+WwaI3Iz0oWMTLpYYImIiLRmJxmZOsyoJLHMIu32gR3ejaUit6donr3pyciIlGZHLENEAv6fNA57FDk54sYlTQxQRMRkSgEQbiUoKN//uy4WAE5BOgHFIkXmEQxQRMRkSjqfY1w+t0xJejqb0sRhAz51/TeJT5bMEETEZEoWkZwxzLFqvH8RdjUevTJ6517QF+OCZqIiERhcpihlquQqTNEXUewygSHPgsqJdMTfwNERCQKk9OMvJRsyGXRpRYhGISurgbIyRM5MmligiYiIlGYHOaYurfdZgtUgSak9O8nYlTSxQRNREQxCwpBVDlrYhogVnX8HAAgZygHiAFM0EREJAKr246moB/5MewBbT97AQ6FFoUDckWMTLpiWOqFiIioWaWjGgBiakE3VVbCk5IJtUohVliS1iNa0OfPn8fMmTNhNBphNBqxYMECWCyWiOo4cuQI1Go1VqxYEZ8giYh6MJPDjBRVEvTqlKjr0NjMCGRzgFgLybega2trccstt8Dn82Hp0qXw+/1Ys2YNjhw5gn379kGtVl+xDr/fj4ULF6KpqakLIiYi6nlMzhrkJedAJpNFVd7b0IhkrwPuwr4iRyZdkk/Q69evR0VFBY4ePYqhQ4cCAK6//npMnToVmzZtwoMPPnjFOv7whz/g+PHj8Q6ViKjHMjnMGGocFH3546UAgKzBHCDWQvJd3Fu2bMGkSZNCyRkApkyZgsGDB2PLli1XLH/06FH8/ve/x/Lly+MZJhFRj9UUaEKNqzam58+1p8+jSaZA36GcYtVC0gnabrejtLQUo0ePbnNu1KhROHDgQKfl/X4/7r//fkyZMgXz5s2LV5hERD1atcsCAUJMu1h5yitQn2SETnflx5K9haS7uCsrKwEABQUFbc7l5eWhoaEB9fX1SEtrf03X1atX48yZM9i+fTv8fn9cYyUi6qkqHWYAQF4MU6yUlmq4Mzm96nKSbkE3NjYCAJKSktqc0+l0AACn09lu2ePHj+Ppp5/G2rVr0adPn/gFSUTUw5kcNTBq06FTaqMq7/c1Qe+0QVPAv8WXk3SCDgaDANDpqEG5vO1HDAQCuP/++zF+/PiwBpEREVHHTM7Y9oA2nbwIBYIwXlUkXlA9gKS7uFNTUwEAbre7zbmWYy3XXG7NmjU4fPgw9u7dC6vVCqD5eTYAuFwuWK1WpKWlQaVSdfr+BoMBBkPHu7YEg0EIgtDh+ZYvD0ajsdP3ocTG+yh9vIexqXZZcHO/sVH//o6er4QawLXjR0NvjH6byUS4jzKZrN2GYQulMvy0K+kWdGFhIQCgqqqqzTmTyYT09HQkJye3OfePf/wDPp8PY8eORVZWFrKysjBq1CgAzck7KysLX375ZXyDJyLqARw+F2zuOvRNy4+6joZz59Go0UOfwT2gLyfpFnR6ejr69++Pb775ps25Q4cOoaSkpN1y69atC7WYW5jNZsybNw/z58/HggULMGLEiJjjc7vdcLlcHZ5v+ZZns9lifi/qPryP0sd7GL2z9gsAgDQkR/37C5oq4DZkx/z7T4T7mJSU1G7DMBqSTtAAMGvWLGzYsAEnT57EkCFDAAA7d+7EqVOn8Nhjj7Vbpr1pWRcuXAAADBgwAFOmTAnrve12O0d/E1GvZnLWQC6TIycpM6rygWAQqY0WuAfcIHJk3cPlcu173BQAACAASURBVHXaMGsZ3BwOSXdxA8CSJUtgNBoxefJkrF+/Hs8++yxmz56NkSNHhuY2l5aW4p133kFpaWk3R0tE1LNUOszIScqEUh5de6/6vBm6gBdpg7hAyXdJPkFnZWVhz549GDFiBJ588kls2LABM2bMwEcffQSNRgMA2LNnD+bPn489e/Z0c7RERD2LyWFGQQwjuKtPNO8BnT9soFgh9RiS7+IGgMGDB2PHjh0dnl+4cCEWLlzYaR1FRUWdjrgmIqLWBEGAyWnGNRnRr8HdUFoGlUKNtPzoFznpqSTfgiYiou5R522A2++JqQUtVFXCmZYd9S5YPRkTNBERRcXkrAEA5KdEt0SnIAhIrq+BLDf6KVo9WY/o4iYioq5ncpihUahh1EY3f7mmuh5pvkYEBhSKHFnPwBY0ERFFpdJRjbzkbMhl0aWSym9LIQOQM5R7QLeHCZqIiKJS5ayJ6fmz/dxFBCCDkS3odjFBExFRxALBAKqcFuQlR5+gA5UVcKZmQH6FfQ96KyZoIiKKmMVtgz/oj7oFLQgCNDYzgtl5IkfWczBBExFRxEwOMwAgPyW6+cu1dR5keOxILuwrZlg9ChM0ERFFzOQ0I1WVjFR1SlTly05chEoIIGtIkbiB9SBM0EREFDGTowb5MQwQs525AADIuIojuDvCBE1ERBEzOcwxJWhfRTncmhQo9akiRtWzMEETEVFEfAEfLG5b1AlaEAQorWY0ZUa3AllvwQRNREQRqXZaIEBAQZRTrOocTTC6aqHt20fkyHoWLvVJREQRqbw0gjs3OSuicm5vAMcv1OHkmRrotVm4diD3gO4MEzQREUXE5KxBps4ArVIT1vVeXwDbPi/D3qNmeHzB5oN5k7DjIHCz/zxmTyyERq2IY8TSxARNREQRMTnMyA+ze9vrC2DNluM4Z3JAFWzC70rfBQBs7DsNVhiw82AVzlc14rG5w5ikv4PPoImIKCKRjODe9nkZzpkcSNYq8YsfDA4dn+s6gN/MHoJkrRLnTA5s+7wsXuFKFhM0ERGFzdHkQr2vMawE7fYGsPdo8/PqB+8ahOKBhtA5VV4+Rgwy4qd3DQIA7D1aA7c3EJ+gJYoJmoiIwhZa4jP5ykt8Hr9Qh4DHi3y9Atf2SULQ6w2dSyvMR9DrRXGfJOSnKuDxNQ8go//gM2giIgqbyWGGQqZATlLmFa91evx49NIz57PftD7n2fE+zux4HwCwAMAfBy2A0+MXO1xJYwuaiIjCZnLWIDc5Ewr5lQd0JWsjawNGen1Px98GERGFLZIR3MOK0rFkyH3w+oL4xQ8GI+D1Ivm//wAAGLj+Ocg1Ghw5Z8fL209Bq1ZgWFF6PEOXHLagiYgoLIIgRDSCW6dR4IYRfdAkV+G1T8rwxdfnQ+dkajWOlDux8ZMyNMlVGF+cDZ2G06wuxxY0ERGFxe6thyfgjWgN7tkTC3G+qhHnTA4cd8nw/UvHn3z9MEyNzaO2B+anYPbEwjhELG1sQRMRUVgqQyO4w0/QGrUCj80dhmH99FAG/zMIzFLvgVatwJTReVykpANsQRMRUViqHGZoFRoYtWkRldOoFci0V+LWi++jdsGv0ZSWgf/SKjHs/2/vzsOjrO6Gj39nyUwyWUgCCSaRBAIYFlnCLohh1aK2VKAqVim8QmupSpECj/atxe3pIyilC/aV1qJiW+pFrX2qVkpETBWQ1YQlYQsIyWQjDEkmycxkZs77R8hIDEkmIZPMTH6f68oFOfc5Z36Zk8xvzj3nPnffaDmt3QJJ0EIIIbxSWF1CQkQ8Go2mTe0qqh1EnMpBFxXFLZMHt7l9dyWnuIUQQnjFbC1p1y0mDxwpJs36JTGTJkhybgNJ0EIIIVrlcrsoqb7YpgViDQo+249BOek1+RYfRBa8JEELIYRoVWlNOU7lanOCLr1so9eXx3EmJmOIa9v9o7s7SdBCCCFaZa72fg/uqx08eI7UGjPxt030RVhBTRK0EEKIVpmtJUQZIogwhHvdRinFxd37QKMhdsIYH0YXnCRBCyGEaFVhG3YQa1BQVkOf4hOoAYPQRUT4KLLgJQlaCCFEq4qqS0lqY4I+tDuPBHs5idMm+Siq4CYJWgghRIvsLgcXay1t2kHMrRQ1B/bjDDESNXK4D6MLXpKghRBCtKiouhSFatMp7lMXKuh/8RT6YSPQhoT4MLrgJQlaCCFEi8zWEjRoSAj3/jKp41nZ9HBWc+P0W30YWXCTBC2EEKJFZmsJvcJiMOgMXtV3uty4sw/iCI/CNHCAj6MLXpKghRBCtMhcXdqm09vHTpUxoOIsprHj0GglzbSXPHNCCCFaZLaWtGmB2Old+wl113GjrN6+LpKghRBCNKvKUU2lw+r1JVZ2h4vQvBxsvRIwJib4OLrgJglaCCFEs8zWK1t8epmgvzhSQD9rATGTJvgyrG5BErQQQohmmatL0Gv1xIXFelW/4JO9aFAkZsidq65XUCTos2fPMmfOHGJjY4mNjWXBggWUlZW12m779u1MnjwZk8lEREQEM2bMYO/evZ0QsRBCBAaztZQbTL3QaXWt1rXW1hGTfxR78gD0UVGdEF1w03d1ANervLycqVOn4nA4WL16NU6nk3Xr1pGTk8O+ffswGK59WcCuXbuYNWsWQ4cO5YUXXsDpdPLKK6+QkZFBVlYW48eP7+SfRAgh/I+5DXtwH/r8FEm2MnpMudPHUXUPAZ+g169fT0FBAUeOHGHw4MEAjB8/npkzZ/LGG2+wZMmSa7ZbtmwZffr04fPPP8dkMgGwYMECBg8ezE9/+lMyMzM77WcQQgh/5FZuzNUljIgf7FX98k/30lMXQvz40T6OrHsI+FPcW7duZcqUKZ7kDDBjxgzS0tLYunXrNdtYLBaOHDnCvffe60nOAL179yYjI4M9e/b4PG4hhPB3FlsFdpeDJC8usbpYYeOGwlycNw1Fa/RuQxPRsoCeQVssFvLz85k3b16TY6NGjeL999+/ZruoqChOnDhBeHjT+5pevHgRvT6gnxYhhOgQhVdWcCd4cYo7JyuHpLoq4mdM9nVY3UZAz6ALCwsBSEpKanIsISGByspKKioqmhzT6XQMHDiQxMTERuU5OTl89tlnTJokF9cLIYS5uoQwfSgxxtYXfFk/34fNGE70MO9Oh4vWBXSCrqqqAmh0mrpBWFgYANXV1V71ZbVaWbBgAQBPPvlkB0UohBCBq2EHMY1G02K9gpIq+pSeQjtilGzt2YEC+pl0u90ALf7yaL34ZampqeGb3/wm2dnZ/PSnP2XyZDlFI4QQ9Su441utd/yjfZjcdvrdLq+dHSmgP2yNjIwEoLa2tsmxhrKGOs2xWCzcdddd7Nmzh4cffpjnnnvO68ePiYkhJiam2eNutxulVLPHG948xMZ6twGA8E8yjoGvO4+hUgq7y9Gk3Ol2UlxdxvT+kzFFNV6vY9QZPBMjpRTuLw5REx1P8qiRnRJzc/xhHDUaTYsTw7ascQroBJ2cnAxAUVFRk2Nms5no6OhrLgRrUFpaysyZM8nJyeEHP/gBv/vd73wWqxBC+CO7y8HCvz/R7PEtOX9jS87fGpW9fs96QvVGAPJOFnGj5RymWd/yaZzdUUAn6OjoaPr168ehQ4eaHDt8+DBjxoxptm1VVRW33347OTk5LF++nPXr13d4fLW1tdTU1DR7vOFd3qVLlzr8sUXnkXEMfN15DK81e26NxWLBeOXe0Iff+ZC+ysWNGeO6/Pnzh3E0mUwtTgzbIqATNMDcuXPZsGEDeXl5DBo0CIDMzExOnDjBypUrm223dOlSsrOzWbZsWbuTs8Viwel0tqutEEL4mxcnr8ZwJfG+l7+TA8U5rJn4YwAcLger//Nio/outyLkeDZVvVMw9Gz+477upKampsWJWcPiZm8EfIJetWoVb775JtOnT2fFihXYbDbWrl1Leno6Dz74IAD5+fns3r2biRMnkpqaytGjR3nrrbfo0aMHI0eO5K233mrSb0NbIYToLgw6g2dmXFpzkaSI3p7vryX3yJckVRehv+O+zgqxWwn4BB0XF0dWVhbLly/n6aefxmQyMXv2bNauXYvRWP8ZSVZWFosWLWLz5s2kpqaSlZUFQEVFBYsWLbpmv5KghRDdmdlaQnr80BbrFHz0KX20OgZOlVtL+kLAJ2iAtLQ0Pvjgg2aPL1y4kIULF3q+X7p0KUuXLu2EyIQQIvBcslVQbrvc4k0y7A4nUWeOUp2Shu7KvhOiYwX0ddBCCCE63v+e2UFESDgj4prfFezonuP0tF/mhimy86KvSIIWQgjh8WVlIfuKs/lm6nTC9KHN1rv46V5sIWH0mdC11z4HM0nQQgghgPpNR/526kMSwuOYmDiq2Xo11XZ6nc/FkTYcjU7XiRF2L5KghRBCAHC47BinL5/jm6kzcCoXdpfD8+W46nrpo58cIsJVS8rMW7sw2uAXFIvEhBBCXL8tx/8OwKYjf2mxXvX+g1SZYrhpyIDOCKvbkhm0EEKINokvzYfh6a3e5UpcH5lBCyFEN2bQhvDCpBU8v3cjI+IGc9+gu1usv/evOzA5/0nCrIxOirD7kgQthBDdmEaj4aPze3DjZvaAmS3uHAagDn/B5ZgkBiU1f4206BhyilsIIbqx0ppyPin4nNtTJtPD2PLtec3niultKSB0bPM3IhIdRxK0EEJ0Y++e/jeRhnCmJ09ste7p7Z/i1mhIu11Wb3cGSdBCCNFNnbac44uy48zuP9NzF6vmKKXQH/sCS0J/wqJbnmmLjiEJWgghuiG3crPt1IckRyYx9obhrdY/m3OGnjUXib5lfCdEJ0AStBBCdEsHSo5wvqqQuQO/gVbTeiq48NGn2HRGBk2XBN1ZJEELIUQ343DV8Y/TOxgRN5iBMX1bre9yugg/dYTKvoPRG0J8H6AA5DIrIYTodnZe2E2Fo4p7BtzhVf1Tn2UTWVdND7lzVaeSGbQQQnQjlXYr289lMeXG8cSbenrVpvQ/e6g0RNJ//FAfRyeuJglaCCG6kffyP0Kn0TGr3xSv6ttrbESfz8M2aDharaSMziTPthBCdBNmawmfmQ9yZ78phIeYvGqTl7kXo7uOvjNv83F04uskQQshRDfxzqkP6RUWw203jvO6TdXn+7gYEU+fwSk+jExciywSE0KIbuBY+SmOXzrN94fNR69t+aW/1u7i2LnLXCqrpMbqJOrmUZ0UpbiaJGghhAhyLreLd059yIDoFEbEDW62nt3hYtsn59mbXcCjeX8iEng5dT6aCgNFO84yLyMZo0HXeYF3c3KKWwghgtyeokMUVZcyd+CsZu/hbHe4WLf1GJkHi7A73J7yCJcNh1ORebCIdVuPYXe4Oivsbk8StBBCBDGb084/z3zEuBtGkBKV1Gy9bZ+c54zZSnionh99O81TPq+/4sfzBhEequeM2cq2T853RtgCSdBCCBHUtn+Zhc1l51v9ZzZbp9buYm92ASHuOpbcnszQG79a4T148kiG9Qln8e3JhLjr+PRIKbV2mUV3BvkMWgghgtQl22V2nt/N9ORJxIb2aLbesXOXeTTvT/XfrIczVx0rfWYNpUAYsAL4nwELOHbuMmPSvNvkRLSfzKCFECJI/ePMDsL0odyeMrnFetU2Z5v6bWt90T4ygxZCiCB0rrKA/cU5PDBoNqF6Y4t1w0P1vJw6n7goA/d8+SEGy0WM1J/G7r9+LVqjEaUUT7+WDVUuwkMldXQGmUELIUSQUUrxt5Mfkhgez8TE1q9hHto3Gq3BgNmq+LLORNWc73mOaY1GtEYjRwpqMFe5CDXoGNo32pfhiyskQQshRJD5ouw4Zyq+ZI6X93q2FRUxyHIKgMwbbyO8b7LnmFKKL05f4g/vnQbg1mHxhBnlWujOIOcphBAiiDjdTt49/W+G9BzIkJ4DW61ffPQUJb/dSLo+nIvJQyi0OHjl3ROsuHL86deyMVddOd2dGMG8jOTmOxMdShK0EEIEkU8K9nGx1sIPhj/Qat1zuw9T9fofqQiLYeBPHmdC7xi2fXKeT4+U8j8DFtRXunJa+9Zh8bKTWCeTBC2EEEGiuq6Gf53dxaSkMSRG9G6xbu6//oP7nb9wsUcSI598nJiekQB8d2Y/5tyWzLFzl6m2OQkP1TO0b7Sc1u4CkqCFECJIfHB2Fy7l4u5+01qsd3jrB4Rl/i/FvW/ilqd+hCm88SrvMKNOrnP2A5KghRDCzymlcLjrWqxTWlPOrgt7mdVvCka9AaVUk323lVJ8vultYvZ/TEG/dG5b9TAhIZIG/JWMjBBC+DmHu47lu57zqu4HZz/mg7Mf88spP8OoM3jKXS4Xu9dvJv7EAYqHT2bKo/PRaeVCHn8mCVoIIYKcw17Hnl+8Qu+CXC5NvpOM732rq0MSXpAELYQQAeTFyasxXDUzdis36w++hlajYemIB3ny03WN6ldX1XDg+V8RV36B2rvv45ZvT+3skEU7SYIWQogAYtAZGp26/rzoCwqtxTwxejGh+tBGdcuLLeS+uIHY6nJ0311E+tSxnR2uuA6SoIUQIkA5XA7+cWYH6XFDGBCdgt3l8Bwzny2ieMP/I6Kuhh6P/IjkUYO7MFLRHpKghRAiANXU1fJe/k6qHNV8e8AdTY4XbfgNoW5F4k+eIH5gShdEKK6XJGghhAggnxd9wZGLeeSWfUnd5ViGxUzlywuKiL4utFe9omtCQhiw6gmiEuK6LlhxXSRBCyFEB/DmWuWvM2hDmlyr/HXWuhoOlRzxfL/1+AeYykbjLkzhiZN/AY7wcup8dKFG+kU6ILW+3pD/u4Konr3a+mMIPyIJWgghOkBbrlVu8PVrlRtY62rILj3OodJjnLDk41Zuz7G44rs4b64j5Ko3A3E9jJir3ORaIOxKWWh0VLt+DuE/guIq9bNnzzJnzhxiY2OJjY1lwYIFlJWV+aydEEJ0NKujmk8LD/Drw6/zX/95kT/n/S9Ot4vv3HQnz9zyY0+986VWTGHw/W+lUqeDOh2MdZ1jdslHGDWOFh5BBJqAn0GXl5czdepUHA4Hq1evxul0sm7dOnJycti3bx8GQ9N3p9fTTggRuJo7DW1z2gEarYJu4M1p6K9ruFa51u4i98sKauxOTEY9g1N6oNO7WP2fF4H6pLz/UjaHSo9x0nIWpRQDY/py7013MTJuCFHGiCZxhaXvRAF/LAHubfh8+RgMBS2feOrV2l0YTW0KW/iZgE/Q69evp6CggCNHjjB4cP1lBOPHj2fmzJm88cYbLFmypEPbtYcvXxR89bmXL/sOxJhb6tufxzHYnuvr7bsjT0O3RLl0bPukkL3ZBTya9ydiwfM58ZihkZ5X3qd3/xKAm2L6cd9NdzMyfjCRhog2PVZzcr+s4JbBYa1XFH4r4BP01q1bmTJliifJAsyYMYO0tDS2bt3abKJtb7v28OWLQiD2HYgxB2rfgRizr/vuDBu25XK20EaI+6vPjiPCwVLr5tPscsJG15d956ZZjO49nEhDuKeeUoryyzbMZ8xczL9A7YVC1MVihpHA5Es5Xj3+y/0fwC43owp4AZ2gLRYL+fn5zJs3r8mxUaNG8f7773doOyFE8Hh2/E/4YE8J+44U8siJvwLw6373ogs1MG5oLPu1f2l332eLrIQYdAwcUgr59WWuQR/RXzOMguNf3ad5RMxwik9e5MipA1RfMKNKigmtKCfGfhmjcpIEOLUh2KJ7UtsrgV9HzqdnmIaf39sfXXgE+T9ZDUD/9WvRGo0opXj6tWyochERFtLu+IV/COgEXVhYCEBSUlKTYwkJCVRWVlJRUUGPHj06pF1H6F30Tc6ZbYS4nTx+9m0A/jziIYqsLtC6CEvf2a36DsSYA7XvQIzZl32/8vczV2a5WkJc9WVxkeGYq1xkHb7omeV+ncvtoqz2EiU1F+u/quv/La7+aoFpiNtJbL88oiK/Wof7o15zqS6wcIxidl8pO7Hyp8TU2egJROpCqI3sCX2S0Nw4lqj+yfQckExIbAwarZYhdhc7N+6n2O7mRG0Yw3p9ta2n1mhEazTyxelLmKtchBp0DO0b3a7nRfiPgE7QVVVVAJhMTVdChIXVf/ZSXV3dJNG2t11HOGe2EW4IZcntyYSsry977v+M5mhBDZvez0N1s74DMeZA7TsQY/Zl32eLrISHhrLk9lS40u+zD49o0u9e8yHKbZc9yfiizeK57MmgCSGacKLqQulfG8ORyFoAHj/7NiGnGz+e+t3vMAEjdbB7WP3irrMjp9N7SCI3pKUQGtezxc/Qw4w6bh3Wm8yDRfz+vdMsvj3Zc0mVUoovTl/iD+/VP+itw+IJM+ra+cwIfxHQCdp95fOdln6ptde432l723WEELeTJbcnM/RGE2eulCmHg2F9wlk4vQ+bS+rL2rMCMxD7DsSYA7XvQIy5LX1X1NRgMtbhVC4czjrqnHXU1Tlw1NXhcDlwulxUO2oa9Tv6pgoKyj9nwJWyP+z8I6VY0cUbcV4p++vxfxHhUERZFb0qnKRV1BFfYSem0oXJ5qbhVcShgyP3tm3Xrvjx6fQbeaPX9edlJHO2qIozZiuvvHuCFVfKn34tG3NV/WmA/okRzMtIblMcwj9plFLX8+a2S+Xk5DBixAh+85vf8OijjzY6tmLFCtavX4/VaiU8PLxD2jWwWCxkZmYyY8YMYmJimo3P7XajlMLmtLPw708AsPTtMs/ptK+r08ErV/7A9cVxhEaWtPjzAyigOlwbUH0HYsyB2ncgxtzevl2X4tHFlrbadwNv+x236wYGqFowhaOLiEQfFYmxRxRhMT0wxfQgMi6GHnExGKLCePi9lQDE5t/B2qW3oRx1HH7kRwCk/7+NaI0GbE47P9rxTH0MN63ithFt2yfb5nCy5V95fHSggFq701MeZtQzfcyNPDRrEKGGgJ57tVvDxMp91eK8zqbRaFqc4HmbPyDAZ9DJyfXvEouKipocM5vNREdHXzPJtrddZ4q1xdBb3/p7JzeKY+HlAdV3IMYcqH0HYszt7XugNZH+2lh0Wj06rQ69VodOo0ev1ROi1aPT6VBaDVto22fWaQ/O565bBrRar+FyO4BLqdtZ/OH2+m8aZtU71zRpM6x/27fiDDXoWTL7Zr57xyCyT5VRVVNHpCmEEQPjMIUG9Eu6+JqAHs3o6Gj69evHoUOHmhw7fPgwY8aM6dB2bVVbW0tNTU2j62P/PPIhnls0GuVwcOaJVcBXKzBtTjvsrb/Z+h0TZ3LL4BtafQy7y+G5HCVQ+g7EmAO170CMub19T5owyavnY8uunW3qF7eDS5cueRVzW9lqq7jksLdesRlpSUbAWN9XTSW2mpbrB7vY2FgAr8bLV0wmU4dN8AI6QQPMnTuXDRs2kJeXx6BBgwDIzMzkxIkTrFy5ssPbXc1iseB0OluveJWiKhdHC2oY1uerAWxYgXnsy8uessEpbV+gFoh9B2LMgdp3IMbsy76Lqh0cPl/B0BtN1F1ZT1Wn16DVa8g+V9nmfg3aEH455WfYHa7666CLrNdeeQ70S4jgx/MGY9DKpVDBpqamhpqa5t8pNSxS9kbAJ+hVq1bx5ptvMn36dFasWIHNZmPt2rWkp6fz4IMPApCfn8/u3buZOHEiqampXrfzCa2LTe/nsXB6H8KuvCjYnHaOfXmZ17efhCH1Ze1agRmIfQdizIHadyDG7MO+w9J38scLO+ECX52G3rO2aT0v+9VoNBh1BoxhsPq+EWz75DyfHinl5X4L6itUQqjByK3D4pmXkYzRIKusRcsCPkHHxcWRlZXF8uXLefrppzGZTMyePZu1a9diNNaf+snKymLRokVs3rzZk6C9aecLDfvobr56H92GU2lDul/fgRhzoPYdiDH7um9fMRp0fHdmP+bclsyxc5eptjkJD9UztG+0XP4kvBbwCRogLS2NDz74oNnjCxcuZOHChW1uJ4QILg2noQHsDhfvfnqBPcfKsDm+Ws4datBxy9A4vn1rH4wG3XWdhg4z6hiTJntuivYJ6MusukrDMvnRo0cTGRnZav1rbfxfa3dRUO6kqqYO3A4Gp/Ro9M76em4qcK076PhT34EYc0t9+/M4Bttz3RF9f12t3cX5iw1jaJdZbgDzh0ViramqquLgwYNeXWYlCbod2pqgmxMIv0yidTKOgU/GMDgEwji2JUH7ZrssIYQQQlwXSdBdSKPRoNForrknuAgcMo6BT8YwOATbOEqC7kJarRatVtvlu5aJ6yPjGPhkDINDsI2jJGghhBDCD0mCFkIIIfyQJGghhBDCD0mCFkIIIfyQJGghhBDCD0mCFkIIIfxQUOzF3dlcrvp9e1u6pZg39Pqvnv623IJM+BcZx8AnYxgcAmEcG/JGQx5piSTodqiurgYgNze3iyMRQggRiKqrq+nVq1eLdWQv7naw2WyUlJQQHh6OTieb6gshhPCOy+Wiurqa3r17Exoa2mJdSdBCCCGEH5JFYkIIIYQfkgQthBBC+CFJ0EIIIYQfkgQthBBC+CFJ0D5y9uxZ5syZQ2xsLLGxsSxYsICysjKftRO+0d7xGDVqlOfetFd/zZs3rxOiFi1ZsmQJU6ZM8apuWVkZixYtonfv3kRFRTF79mzy8/N9G6BoVVvGcM6cOdf8WxwzZoxvg+wAsorbB8rLyxk9ejQOh4Nly5bhdDpZt24dffv2Zd++fRgMhg5tJ3yjvePhdrsJDw/nzjvv5J577ml0LCUlhcmTJ3dG+OIaXnvtNRYvXkxGRga7du1qsa7dbmfSpEmcPHmSJ554gqioKF5++WU0Gg3Z2dn07Nmzc4IWjbRlDAFuuukmEhISWLJkSaPynj17MmvWLB9F2UGU6HBPPfWU0ul06vjx456yHTt2KEBt2rSpw9sJ32jveJw4cUIBasuWLZ0RpvCC0+lUzzzzjNJoNApQGRkZrbbZtGmTAtS///1vT1lubq7S6/Xqqaee8mG04lraM4a1tbVKq9Wq5557QSLjZQAADOZJREFUzvcB+oAkaB9ITU1V06dPb1Kelpampk2b1uHthG+0dzz+9re/KUAdOHDAl+EJL9XW1qrhw4crQC1YsEAlJSV59eI+bdo01b9//ybld9xxh0pNTfVBpKI57R3DgwcPKkBt27bN90H6gHwG3cEsFgv5+fmMHj26ybFRo0Zx4MCBDm0nfON6xuPo0aNoNBoGDRqEUsqzNazoGjabjcrKSv7617/yxhtvNNqvuSUHDx5sdvzz8/OxWCwdHapoRnvH8OjRowAMGTIEAKvV6rMYfUESdAcrLCwEICkpqcmxhIQEKisrqaio6LB2wjeuZzyOHj1Kjx49eOyxx4iKiiIiIoL+/fuzdetWn8Ysri0qKopTp05x7733et3GarVSUVHR7PgDnD9/vsNiFC1rzxjCVwn6lVdeITY2lsjISBITE/n1r3/tizA7nCToDtZwBxWTydTkWFhYGMA1Z1TtbSd843rG4+jRo1y+fJna2lq2bNnCa6+9RkREBPPnz2fLli2+C1pck1ar9XrG1UD+Hv1Le8YQvkrQJ0+e5NVXX+XNN98kLS2NZcuW8fzzz3d0mB1O7mbVwdxuNwAajabZOlpt0/dF7W0nfON6xmPp0qXo9XoeeeQRT9n8+fO5+eabWblyJQ888IDcZMXPyd9jcHjggQfIyMhg1apVnrH87ne/y+TJk3n++ed55JFHWr2jVFeS37AOFhkZCUBtbW2TYw1lDXU6op3wjesZj0cffbRRcob6WddDDz1ESUkJx48f7+BoRUeTv8fg8OCDD7J69epGb7S0Wi1LlizBbrezZ8+eLoyudZKgO1hycjIARUVFTY6ZzWaio6MJDw/vsHbCN3wxHvHx8UDgLVTpjqKiooiOjm52/AESExM7OyzRQQLlb1ESdAeLjo6mX79+HDp0qMmxw4cPN7t7TXvbCd9o73icPXuWIUOG8MILLzQ5lpeXB0C/fv06NljhE+np6c2O/4ABA4iJiemCqIS3amtrGTFiBD/84Q+bHAuUv0VJ0D4wd+5cMjMzPb8EAJmZmZw4cYL777+/w9sJ32jPeKSkpFBeXs7vf/97z0IjqF/x+/rrrzN16lRuuOEGn8curt/cuXPJy8sjMzPTU5aXl8dHH30kf48BICwsDIPBwJ///GcKCgo85RUVFfzqV79iwIABjBs3rgsjbJ1s9ekDZWVl3Hzzzej1elasWIHNZmPt2rWkpqayZ88ejEYj+fn57N69m4kTJ5Kamup1O9F52juO27Zt4zvf+Q7Dhg1j8eLFVFRUsHHjRhwOB5999hmDBw/u4p+se+vbty99+/ZttE1kSUkJO3bsYPjw4QwfPhyo3+pz5MiRFBUVsXLlSkwmEy+99BJ6vZ6DBw/69eKiYOftGO7du5fJkyeTmJjIY489htvtZtOmTRQUFLB9+3YyMjK66CfwUhdvlBK08vLy1KxZs1R4eLiKi4tTCxYsUMXFxZ7jmzdvVoDavHlzm9qJztXecXznnXfU2LFjldFoVNHR0erb3/62ys3N7eToxbWkpKQ02YXq448/VoD6+c9/3qi8sLBQ3X///SoqKkrFxMSo2bNnq9OnT3desOKa2jKGu3btUlOmTFEmk0lFRESoGTNmqD179nResNdBZtBCCCGEH5LPoIUQQgg/JAlaCCGE8EOSoIUQQgg/JAlaCCGE8EOSoIUQQgg/JAlaCCGE8EOSoIUQQgg/JAlaCCGE8EOSoIUQQgg/JAlaCCGE8EOSoIUQQgg/JAlaiCBz5513otFo0Gg0nD59utl6c+bMQaPRoNPpOHr0aJseY/ny5Z7HuPp2nA0KCwvbHLcQojFJ0EIEmYZb7QEcO3bsmnX27NnD3//+dwAWLlzIzTff3KbH2L9/PwBRUVGkpaV5yisrK/nJT37C97///baGLYT4GknQQgQZbxL0ypUrgfqb2j/77LNt6t/lcnH48GEARo8ejUajASA3N5eBAwfy8ssvM2rUqPaELoS4iiRoIYLM1Qn6+PHjTY6/++67fPbZZwA88cQTJCUltan/Y8eOUVNTA8DYsWM95du3b6e0tBSACRMmtDluIURjkqCFCDJpaWkYDAag6Qza5XLx5JNPAhAXF8fq1asBKCkpYdWqVQwZMgSTyUR4eDhjxoxh48aNuN3uRn00nN6G+gTtcrkwmUwsX77cU3733XczY8YMz/f//Oc/mTlzJgkJCYSEhJCUlMTixYspLy9vEv+f/vQnxo0bR3h4OGlpabz++uueeDUaDQsXLmxSf+rUqfTs2ROj0ciwYcP4wx/+0MZnTQg/pIQQQWf48OEKUKGhocrlcnnKX331VQUoQP3mN79RSil14MABFR8f7yn/+te9997bqO8f/OAHnmPnzp1T2dnZ12z3X//1X0oppdatW9ds37fddlujvh977LFr1luzZo3n/xs3blRKKeV0OtV9993XbN8vvviiL59iIXxOErQQQejBBx/0JKpTp04ppZSyWq0qISFBAWrgwIHK4XCoyspKlZiYqACl0WjUs88+q0pLS1V+fr6aOXOmp4/333/f03d6eroCVHx8vFJKKbfbrYqLixsl9Lq6OuV2u1VZWZlKSEhQGo1GTZs2TZ0/f16VlZU16ru8vFwppdR7773nKRs5cqTKzs5WBQUF6s4772yUePfv36+UUo2S9sqVK1VxcbG6cOGCp35ERISqqanp5GdeiI4jCVqIIPTiiy96kte7776rlFLq2Wef9ZRt27ZNKaXUhg0bPGXLli1r1Edubq7n2GOPPaaUUqq2tlaFhIQoQN11112eulcn11/+8pdN4nE6ncputyullLLb7eqBBx5QgNJqtaq2tlYppdS0adMUoHQ6nTpz5oynrdls9vRtNBqV3W5XVqtVRUZGKkBNmzZN1dXVeb4+/vhjT/29e/d24LMqROfSt//kuBDCX319JffEiRNZt24dALfccgtz584FIDMz01Pv8ccfb9RHZGSk5/+VlZUAfPHFF9TV1QGNF4h9/vnnnv9fvUDM4XCwZcsWduzYwenTpykuLqa4uBiXywXUf14eGhqKzWYjKysLgG984xukpqZ6+rjhhhvQ6/U4nU5GjhyJwWAgKyuLqqoqAHbu3ElISMg1nwebzdbyEyWEH5MELUQQ+vpK7meeecaT0BoSNYDZbAbqr2e+OikCnkupAPr06QM0XSDWoCFBGwwG0tPTAVBKcffdd7Njxw5CQ0OZN28eixYtIioqigULFgD1bxYa4nA6nUD9pVtXO3nypOfYuHHjgPpFbd5ITEz0qp4Q/kgStBBBKDExkZ49e1JeXs7HH39MWVkZAPfccw+TJk3y1IuOjgbAarVSWVlJVFQUUJ9cX375ZU+9u+++G2g+QTeUjxw5EqPRCNRvhrJjxw4A3nrrLc+s/dVXX/W0a5ht63Q6T9nXV3ZfXb/hMePi4jxl77zzDvfcc4/n+0uXLhEdHY1WKxepiMAmv8FCBKlhw4YB9bPTuro69Ho9v/jFLxrVmTVrFgBut5uHH36YgoICzp07x/e+9z127doF1Cf18ePHA18l4pSUFE+SNJvNWCwWAEJDQ6mtrcXhcDSa5ebl5WG1WvnXv/7Fz372M095w2y7T58+hIWFAbBlyxZ27dqFxWLhpZde4le/+pWnfsMMetKkScTExACwZs0acnJyqKysZPPmzSQmJhIWFtboDYYQAamrPwQXQvjG448/3mj18w9/+MMmdWpqatSYMWOavVRpwoQJymKxKKWUqqioUBqNRgFq3rx5nj4sFovSarWN2m3btk2ZzWYVERHRpM/w8HDP/81ms6efp556qkldjUajdDqdAlRMTIxyu92e+n/5y1+aPG7D16233qqqq6t9+OwK4XsygxYiSF39OXRERARr1qxpUicsLIysrCyeeeYZhg4dSlhYGBEREYwdO5YNGzawa9cuz2nwgwcPopQCGp/ejo6OZtOmTaSmpmIwGIiPj2fChAkkJCTwj3/8g/T0dEJDQxk4cCAvvfQSL7zwgqft+fPnPf9fs2YNTz/9NCkpKYSGhpKRkcG7777rOT5hwgTPtqIA999/P7t27eKOO+4gKioKk8nE8OHDeemll9i5cycmk+n6n0QhupBGNfzFCSFEF3nrrbcA6N+/P2PGjPGsys7MzGTmzJkArF271rOHuBDdgcyghRBd7u233+ahhx5i4sSJ/Pa3v6Wqqorc3FzPtqRarZZ58+Z1cZRCdC6ZQQshutzWrVuZP39+s8effPJJ/vu//7sTIxKi60mCFkL4hbfffpuNGzeSnZ2N1WolOjqaIUOGsHjxYs9100J0J5KghRBCCD8kn0ELIYQQfkgStBBCCOGHJEELIYQQfkgStBBCCOGHJEELIYQQfkgStBBCCOGHJEELIYQQfkgStBBCCOGHJEELIYQQfuj/A/kDkDM8BOuGAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', legend_location=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Below the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Long legend values can by annoying to deal with. If the legend is placed outside the axis, the figure size will have a large width. If the legend is placed within the axis window, it can extend longer than the axis itself. fivecentplots provides the option of placing the legend \"below\" the plot:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df1.loc[df1.Die=='(1,1)', 'Long Legend'] = 'Sample #ABCDEFGHIJKLMNOPQRSTUVWXYZ'\n", "df1.loc[df1.Die=='(2,-1)', 'Long Legend'] = 'Sample #RUNFORYOURLIFEWITHME'\n", "df1.loc[df1.Die=='(-1,2)', 'Long Legend'] = 'Sample #THESKYISANEIGHBORHOOD!!!!!!!!!'\n", "fcp.plot(df1, x='Voltage', y='I [A]', legend='Long Legend', show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', legend_location='below')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Note on location" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Relocating the legend is straightforward when dealing with a single plot axes, but the ideal situation is a bit murky when dealing with grid plots with legends (see examples below). By default, the legend will be placed in each subplot window. However, if the keyword `nleg` is included and set equal to 1, the legend will appear in the new location but only within the upper right subplot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `groups` keyword requires a column name or list of column names from the DataFrame. These columns are used to identify subsets in the data and make sure they are properly visualize in the plot. Unlike `legend`, group values are not added to a legend on the plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### xy plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some data sets contain multiple sets of similar data. Consider the following example where we plot all the data together and connect the points with lines. Notice how the line loops from the end of the data back to the begining for each \"group\" of the data. This occurs because we have provided no information about how to segment the data set." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', show=SHOW, legend='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To handle cases like this, we can add the keyword `groups` and specify another DataFrame column name that indicates how the data are grouped (in this case by \"Die\"). Now we get distinct lines for each instance of the measurement data. The `groups` keyword can still be combined with a legend from a different DataFrame column." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', groups='Die', legend='Temperature [C]', show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`groups` also supports multiple column names. Here is the above plot without legending by \"Temperature [C]\":" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', groups=['Die', 'Temperature [C]'], show=SHOW,\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### boxplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like x-y plots, the `groups` keyword is used to break the data set into subsets. However, for boxplots the group column names and values are actually displayed along the x-axis:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_box = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))\n", "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], legend='Region', show=SHOW)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## row | col subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By unique values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see a larger subset of the main DataFrame, we can make a grid of subplots based on the unique values within DataFrame columns other than the primary x and y columns we are using. In this case, we remove the \"Temperature [C]\" and \"Boost Level\" columns from the filter keyword and add them to the row and column commands, respectively. This gives a grid of plots where each plot represents the intersection of a unique Boost Level and Temperature." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', show=SHOW,\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By x or y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can use row vs column grids to compare different `x` or `y` values. For example, we can plot two y-columns (one per row) by adding the keyword `\"y\"` to the `row` parameter. Each column in this plot shares the same x-axis variable." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], legend='Die', col='Boost Level', row='y', show=SHOW,\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', \n", " label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a similar plot with common `row` values and different x-axes by setting `col='x'`:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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waUTHCqdPWOsdT32gF8d+T+NyevYN5zgLIYSoHkmURa2KScjGUGTG11NPz06emFXL4qMBIT4M6Gapp6iqKgdiM0jNNhCTkE3/rt43uaoQTcv1caKqKpsPJPPdrkTMZhjWuzV3D/Dn7a9OVilOXPQODOzhT2amrh7fhRBCNH2SKItadcVgqQTg7+WMoiicTswhK6+I27tfKzquKAr+3s6kZhts7YVoTkrHicmssmrzObYfS2F4P39GDwqgpauT5XWJEyGEsCtJlEWtctVbfqSSMwtRVZV9sel4t3SiU0ALWxtVVUnOKCzTXojmxPpzn5RRwAf/jeVUYi5T7wtmSE9fWxuJEyGEsD/57StqVWh7D3SOlvrJq349x56YNIb29EVzdXc+kPquonmpqEayNU7Sso3k5Bcz++HudG/vXuY8iRMhhLA/SZRFrTEWmfh2RyIlJssipK1XS8BtO5KCqiqMjWhH3IVcqe8qmgVDUQmrfz1XYY1k67xkAK1WoajEhKqqtqoXUgdZCCEaBkmURa24viasg1ahxGRJBIpNKlGHktl29LLtmNR3FU2ZoaiEl/+9l1OJ2UD5Gsn7YzNwclAIbO1CYkoBi9fH4euhx9/bWeogCyEapffff58jR45UuPnb7NmzOXz4cLW2yr7ReUOGDGHmzJn88Y9/rMGIq0YSZVErrq8J28HfldkfH0ZRsCXHJSYVrUbhjj5+Ut9VNGkrN8VxKjG7XI3kXw8k8dWWBLQahaISlU7+LejS1p1dx1NJzTbYEmSpgyyEqIoCQzFHT6eRV1BMCxdHendphYvesd7HERcXx8KFCzl+/Hi5195++20++OADIiMjq3XNG523ePFi7rvvPiIjI/H19a3g7NojibKosYpqwh6My8BkVlkwpSdpOUbiEnPYcugyDlqFMRHyj79ougqNJqIOXACuxYPZrPJV1DmiDiVzz4A2dGnXkn9+E8eek+kseqY/YyICy81jlukWQojKGIwlrNgUS9T+8xQaTbbjzjotwwcE8fi9Ieh19ZfizZkzhwkTJhAQEGA7du7cOWbPns0PP/yAu7v7Dc4uqyrn9evXj379+rFw4UIWL15c4/HfiKZOry6ahetrwgLsi00jqLUrQX5u9O/qzcThHfD10GMsNhOTkG3nEQtRdyzxYMLf28UWDys3n2XL4WQeG9GR8X9oT+9gT3w99BiKLAv9nHVa+nf1JrJXa/p39ZYkWQhRKYOxhHlLdvPDzrMUGk34+7gS1r01/t6uFBpN/LDzLPOW7MZgrJ+ykidOnGDjxo1MnDixzPFZs2Zx5swZtm7dSu/evat8vaqeN2nSJJYtW0ZaWtotj70q5I6yqLHraycXGks4eiaLMRHX5lZK7WTRXFh/vtv6uqEoClcMJew6nsrYiED+0NcPkHgQQty6FZtiOXU+ixYujsx+pC/9Q1rbFgIfjE1h0deHOXU+ixWbYpn2YI86H8/q1avx9/dn0KBBZY6//vrrhIaGopSqelUVVT3vgQce4Mknn2TDhg386U9/qva4q0ruKIsau7528pHfMykxqbad+EBqwormw/rzfTE1H/XqzpQms8rgHlIjWQhRMwWGYqL2nwdg9iN9CevuZ0soFUUhrLsfsx7pC0DU/kQKDMV1PqatW7cSFhZWLrG97bbbqp0kV+c8V1dXQkJC2LJlS7X7qA5JlEWNla6dvDrqHL8cSKJTGze83a9tpys1YUVzEdreA72TluSMAlZHnePXg0mEBLnj4eZkayPxIIS4FUdPp9mmW/QPaV1hm7AQ6zSMEo6erttpCQBnz56lQ4cOdd5PRdq3b8+5c+fqtA9JlEWNXF87ecuhyySmFJBwOZ/Vv57DYCzh6JlMqQkrmgVrPBSXXIuH5AwDpxNzJB6EEDWWV2C5Q2yd2lURRVFo6+tWpn1dysnJwdXVtc77qYirqys5OTl12oc88xO3zFBUUmntZJMZqZ0smpXra4k7OmhsCXOJxIMQoha0cLGUfrNO7aooWVZVlYup+WXa1yUfHx+ys+2zSD8rKwsfH5+bN6wBuaMsbtnKTXG22sl/HdeNj2aE4eHmhKZU3FprJw/v589zE0KlLJxoskrXEn/piTD+8/JwnJ20aEsFhMSDEKImendphbNOS3L6FQ7GplTY5kBsCskZV3DWOdC7S6s6H1NQUBAXLlyo834qcuHCBYKCguq0D7mjLG5JgaGkXK3YrDwjOflFTBrRkZaujlI7WTQb19cS7x/SmrjzWRQWmZg5tislZiQehGiA7r777ls675dffqnlkVSNi96R4QOC+GHnWRZ9fZhZj/QlrFTViwOxKSz66jAAwwcE1svmIyNGjOCTTz6p9A73jcTHx5OWlkZ4eHi1+83JySEmJoa///3v1T63OiRRFrfk2O9pGIpMZWon74/NQKtVCO/ug4vegX5dvDgen01qtoGYhGz6d/W286iFqBsV1RL/LToJDzcnenbyQqNRJB6EaIC6d+9+S5UZ7JUoAzx+bwinE7M4dT6LVz/fh7+3K2193biYmk9yxhUAugZ58vi9IfUynrFjx/Lqq69y4MABBgwYUK1zX3vtNVasWIGqqtXu9+eff8bJyYlRo0ZV+9zqkERZ3BLrAgFr7WSAfbHp9OzoicvVcldSK1Y0F9fXEgdIyy4kwMcZjeZa6SaJByEapuokareSWNcmvc6BhdMGXd2ZL5HkjCu2BNlZ58DwAYH1ujNfz549GTVqFEuWLKk0Ud62bVuFx5cvX85vv/1W6bUrOw/gs88+Y9q0aXh5eVVnuNUmibK4JdYFAtbayanZBs4l53PPA11sbaRWrGgurq8lDpBfUIyb87XHnhIPQjRcq1ev5soVS7Lp6urKxIkTURSFJUuW2NpYjzcEep0D0x7swWP3dOPo6TTyCopp4eJI7y6t6mW6xfXeeOMNhgwZwvz58wkMrPoi5aVLlxIaGlrt/vbt28exY8f4+uuvq31udclva3FLenVuhd5JS2qWgW92JJKUXoCjg0LXwJa2NlIrVjQXltrJllri0fFZ3O7qzuWMK3i3dOLgqQxC23tw6kKOxIMQDVRBQYEtUS6tomMNiYvekUE929h7GPTo0YMXX3yRuXPnVit5jYiIuKUPH7NmzeLjjz/Gz8+v2udWlyTK4pZoNODn7UJCch4/7rlkO/78ksMMvs2XroEtWfHzWUBqxYqmz1mnZUiP1kQdSubjDaf4+LvTFJeYScs2EJeYi6ODgvXJrsSDEI2TvadcNHRz586t9jldu3a9pb527959S+fdCkmURbUZi0y89e+9JCTnlTmuUcBQZGbL4ctsOXwZkFqxovkYPSiAndEpGIvNgCUr1jlqKDGpFJdc+370oAA7jlIIcTNa7bUPshqNBrPZUg/dmihbvxfNg9RRFtW2fnsipxKzaeHiyDMPdqG9n2VHHvN1ayHa+bpIrVjRbPyw+xLGYjMOWgUnR8uvVmOxGZNZxclBg4NWwVhs5ofdl25yJSFEfTGZTAA4OzvbjpXeZa5162vbRFsXjRUX1/1ud6LhaBKJ8i+//MLQoUNxcXHBzc2N4cOHs3fv3pued+7cOcaMGYOXlxdeXl5MnjyZtLS63xe9MStdL/av43vTr6s3VwpLGHxbK555qCtT7u3EyIGWO2Zp2cZyybMQTVHpuPi/h7qyaMZQAIb38+OZh7ry4bNhPPOQ5RHjruOpFBpNdhurEOIag8EAQN++fVEUBY1GQ79+/Wyvjxw5kn79+tG/f3/uvvtuFEWx2y50wj4a/dSLbdu2ce+99xIaGsrChQspKSnhk08+ITIykh07dnD77bdXeF5GRgZ33HEHRUVFzJ07l5KSEt59912io6PZv38/Tk5O9fxOGgdrvVh/bxf6dfPlYEwiaTlGptzrS/f27gBXi55nSL1Y0WxcX0c5r8jyCTG8eys6BbQAoFcnT3w99BIXQjQgSUlJdOnShdDQUDp37gyAk5MTJSUlZGdn4+3tTWRkZJlzTpw4YY+hCjtp9InyzJkzadeuHfv27cPFxQWAyZMnExISwrx584iKiqrwvEWLFnHx4kWOHz9OSIilKPftt9/OXXfdxYoVK3j66afr7T00Jtb6r2193VAUhX0n0/Fwc6RbqWoXUi9WNDfX11EuKrbcMbZOwQCJCyEaor1799KhQwccHR1xcnJCVVVUVeXYsWMcPXqUBx980DblQlVVjhw5wrFjx+w8alGfGnWinJWVxfHjx/nb3/5mS5LBMqcoMjKSzZs3V3rumjVrGDZsmC1JBhg+fDhdu3ZlzZo1kihXwlr/9czFHDbtSeC346nc3t3HtqkCSL1Y0fyUrqNcYCjhyGnLo9lTF3LxcdfjrNNKXAjRAKWnp7NmzRqGDBlCQEAARUVFxMTEsHv3blRVZcWKFbRp0wYXFxdSUlLIy8u7+UVFk9Kof1u3bNmSU6dOlZl4b5Weno6DQ8VvLysri7NnzzJu3Lhyr/Xt25cff/yx1sfaFBiLTMScsyQAWXlGPttgefz02/E0tBoN4yID0TlppX6yaHZC23ugc7TUUf7rvw7Yqlys/vUc32w/z5AerenSroXEhRANUFpaGhs2bKj09aSkpHocjWhoGnWirNVqbXOKSouOjua3337jnnvuqfC8S5csq84DAsqXafL39yc3N5ecnBzc3d1rd8CNmLHIxLtrYohPyrcds5aULCoxE3UombNJudxze4DUTxbNjkYBvZMWY7GZ4hIVV2cHrhSW4OOuIz3HSNShZLYeTgYkLoRoqBwdHXF3d0ej0ZCZmUlJiUyREk2k6kVp+fn5TJ48GYAXXnihwjbWRyelp2tYWUvENPTdeOrb+u2JxCfl46p34JkHu9C5nQeqCqoK7q6OaDUKZ5Ov8Ml3p7liKJH6yaJZWb89kZwrxVhnIF0ptPwD6+elx93Vsp2s+WqsSFwI0bDodDruuece/vKXvzB58mQmTZrE9OnTufPOOyt9Mi3Ke//995k0aZLt+7NnzzJ+/HjatGmDu7s7gwcPZsuWLTXu59ChQzg6OpKQkFDm+NKlSxk1alSNr3+9JpUoFxQUMHr0aI4dO8a8efMYOnRohe2uLx5eEY2mSf2vqZHSpa+eHhVM/24+PBTREbBsoJBzpRhTqTpww3q3lvrJotkoHR9/eaALw/v54+Rg+f1x4lwOOVeKbd8bikxSMlGIBkSj0fDwww/TvXt3tFqtbTGfVqulV69ejB8/vkHnAyaDgV0PjGXXA2MxXS11Zw9xcXEsXLiQt99+G4DMzEwiIyOJjY3lww8/ZO3atbRp04YRI0awffv2W+7n2LFjjBw5ssK7/VOnTuXSpUt8+eWXt3z9ijSZj0pZWVmMHDmSPXv2MHXqVF577bVK27ZoYSnXVFhYWO416zFrmxvx9PTE09Oz0tfVq3vWWlfM1jVrMNd2f3uOJ9tKwg0L64SiKOzffITA1i14+5nBHPs9jbyCIlb/cors/CLCe7TF369VrfVfV+/L3n3Vd3+NqS9rPdPK2PsuT+nY3x2dZIkPH1fuGdKNexWFDm3PsOz7GKaP7UELFyd6dfZh1uKdXM4oIDG9hIE9ai8+oHH93Upf9d9fY+qrvmO/T58++Pj4oKoqaWlpJCYmoigKgYGB+Pj40Lp1a/r27cvBgwdrtd+mZs6cOUyYMME2pXX58uWkpKSwd+9e27ERI0bQq1cv3n333XIl926mqKiIjz76iJdeeqnM5jClaTQaXnjhBWbMmMEjjzyCXq+v2ZuyXrdWrmJnqampDBs2jD179jBt2jSWLl16w/aBgZZHn8nJyeVeS0pKwsPDo8IFgs1VXoFlFyJrSThjkYm9Jy4T0ScAF70DA3v4M+L2IILbepRpL0RzcH18gOUfe0cHDSNuD2JgD39c9I60beVWpr0Qwv66du2KoijExsayatUqduzYwfbt21m5ciWxsbGoqkq3bt3sPcwG7cSJE2zcuJGJEyfajrVt25bZs2eXWQum0WgIDg4mPj6+2n389NNPvPLKK8ybN89217oi999/P4WFhXzxxRfV7qMyjf6Ocl5eHiNGjCA6OppZs2axaNGim57j4eFBhw4dOHz4cLnXjhw5Qv/+/WtlbNZHOJmZmbVyvZuxfoKv9f7MRgDOX84ZvCp2AAAgAElEQVQlIyODA3EZGIpMDOnpb+tLVVUSL+fa2tfmGOrsfdm5r/rurzH15eLi0mg+rLZwscxBvpiaj6qqKIqC2Wz5b33EBzSuv1vpq/77a0x91XfsW8d76NChcq8dOnSIkJAQPDwaVpWa0lMsTAZjhX8G0NbSHdWbWb16Nf7+/gwaNMh27OGHH+bhhx8u0y4zM5Nt27YxfPjwavcRFhZGQkICXl5eLF++vNJ2er2e0aNHs2rVKqZPn17tfirS6BPl6dOnc+zYMWbOnFmlJNlq7NixfPjhh8TFxdk+LUZFRXHq1Cmee+65Kl0jKyvrhqti6+sRXl0Lbe+B3slS+io6Pot9J9Pp3M4dfx9XMjMtgSkl4URtKigooKCgoNLX7V3LtHTst/XSoHfSkJx+hS17T9Mr2AsoOxFZ4kOIqqnv2Lc+BdJqy6+pqehYQ7Bn/MQKj+9//Mky3w/5/pv6GA5bt24lLCzshuu+TCYTU6dOJT8/n7lz51a7j4qqlFUmLCyMNWvWkJeXV6VptDfTqKdenDhxglWrVuHu7k7v3r1ZtWpVuS+wrLxctWoVZ8+etZ07Z84cvLy8uPPOO1m0aBFvvPEG48aNo0+fPmVWbQpw1mkZ0qM1AEs3/s7R+EyG9GwDWO6UHT2TybKNZwApfSWan7LxcYajZzKv3lGW+BCioUtPTwdg0KBBZeY/Ozg4MGjQIBRFISMjw17DaxTOnj1Lhw4dKn29uLiYSZMm8d133/HRRx/d8Kl9SUlJmS/rWq/qaN++PSaTiQsXLlT73Io06jvKO3bsACAnJ4cnnniiwjaTJk1ix44dPPHEE3z55Zd07Gip1tCqVSt27NjBrFmzePnll3FxceGBBx7gnXfeQafT1dt7aCzGRQZyLjnPVkf5x90JHI/PIPFyLqnZlsdAUhJONFel42Px+jhauDhSVGzi+SVHJD6EaMCio6Px8/Ojffv2TJ06leTkZFRVpU2bNrYpINHR0XYeZVkD1662/dlkMNruJA9Y8QVaff3nLzk5OZVOl8nKymLMmDFs376df/3rX/z5z3+u9DoJCQnlEu4vv/ySKVOmVGs81rHk5ORU67zKNOpEefr06VWagzJlypQK/0d37dqVn376qQ5G1vTonLQ8NyGUF5cdITuviNSsQlKzLBVC9E5ahvTwte3MJ0RzY42P9dsT2XU81bZgzzrdQuJDiIYpJiaGDh060LlzZ1xdXQkODra9pqoqv//+OzExMXYcYXmVzT3W6nX1Ni+5NB8fH7Kzs8sdv3DhAiNGjODcuXN8/fXXjB8//obXadOmDQcOHChz7EZ3qiuTlZVlG1dtaNSJsqhfxmIT2XlFjP9De4LaeFuSAbOR0PYe8jhZNHs6Jy0T7+rAmIhA1u+4xM5jSfxpdGeJDyEauI0bN9KvXz/69u2Lm5ulOs2VK1c4cuRIucRNlBcUFFRumkNubi7Dhw/n8uXLbN68mYiIiJtex8nJqVaKKVy4cAGtVlutec03IomyqLIDcRkoisKg21oRGGCZk1lfK8SFaCycdVqC/FqwN0ZD/67e9h6OEKIKDh06xKFDh9DpdCiKgsGOm3c0NiNGjOCTTz6xVf0BmD9/PqdPn2bBggU4OTmxd+9eW3udTkefPn0AOHnyJEaj0fZ9bdi1axcREREV7r58KyRRFlW2Lzad0A7uuDk72nsoQgghRK3y8PDA29sbRVFIS0urtTmudUmr19dbdYvKjB07lldffZUDBw4wYMAAAL75xjKmBQsWsGDBgjLtg4KCbNtPT58+nYSEhHLbUd8qg8HAtm3bWLhwYa1cDyRRFlWUkWPk94t5PD0q+OaNhWjmVKDyQklCiIakZcuW3HvvveUe1Z87d45ffvnlhuXqBPTs2ZNRo0axZMkSW6KcmJhYpXM3b95M3759q9VfZevOANauXYtOp6v2AsAbadTl4UTdKjSaOHgqg+3HUvh2ZyIOWoU+neVRshA3Umg0kZCcS7FJ5eCpDAqNJnsPSQhRCUdHR8aPH09AQIBtkzDrV4cOHXjkkUdwdJSnqDfzxhtvsH79+ionyFavvPLKLW1AUhGTycT777/PggULKt3m+lbIHWVRjrHIdHX1fgqGIrPtuEaBb3ckSokrISpQUdx8vOEUeicNQ3q0lqoXQjRA/fv3x83NDVVViY+PtyV6QUFBdOzYEXd3d8LCwti9e7edR9qw9ejRgxdffJG5c+fy9ddfV/m8CRMmEBISUitjWLZsGW3atGHatGm1cj0rSZRFGcYiE++uibHVS/b11OPVwom4xFzMKkQdSuZcch5vTB+C3kl+fISA8nHTwsWRAkMJ3i11pGYbbHHz3IRQSZaFaEA6d+6MoigcPHjQtjcDwNGjR4mIiKBfv3507txZEuUquJUd93r06FFr/U+bNq3Wk2SQqRfiOuu3JxKflI+r3oG/juvGW3/qQ9dAd3SOGv7voS646h2IT8pn5aY4ew9ViAbj+rh5MKIjzjoH3prWh7+O62aLm/Xbq/dYUghRt9zd3QEqrJVsPWZtI5onSZSFTaHRxK7jKQA8PSqYXsFeAOw7mU6/rt706+rDU1cX8205eJECQ4ndxipEQ1Fh3CgKigKKotAr2MsWN7uOp8qcZSEaELPZMk2qojmt1mMmk8RscyaJsrCJScjGUGTG11NPz06eACSmXOFyZiHh3S073PTq5Imvh55CYwnHfk+z53CFaBAqipvrWePGUGQiJqH8DlZCCPtISbF8yI2IiLBtNgKWbZAjIyNRFMXWRjRPMslU2Fy5eofY38vZVjR8X2w6bs4OhARZHj0pioK/tzOp2Yar2/TW/77yQjQkFcXN9UrHzRV5EiNEg3HkyBHatWuHn58fTz75pG0TLS8vLxwcLCnS0aNH7TlEYWdyR1nYuOotvxSSMwtRVRWzqrI/Np2wbt44aC0/KqqqkpxRCFgWLAnR3F0fNxUpHTfW9kII+4uPj+fw4cOoqopWq8XX1xdfX1+0Wi2qqnLo0CHOnDlj72EKO5Lf2MImtL0HeicNqVkGouOzcNE7kJFbxO0hPrY2x+KzSM024KxzoFfnVhgKcu04YiHs7/q4sc7tL80aN3onLaHtPewwSiFEZbZv305SUhJ9+vTB19cXgPT0dA4fPszp06ftPDphb5IoCxtnnZYhPVoTdSiZpRvP0CnADQ83Rzq3a4mqqhyLz2LZRssn6zv7t8VF74BBNiwSzdz1cfPUqGDbneXr42ZID1+cdVIeToiG5vfff+f333+39zBuSFVVjKaiap2j0zpVOiVMVI0kyqKMcZGBnEvOIz4pn+j4bJx1Wv65Po7kjEJSsw0AdGrjxmP3drPzSIVoOErHzeL1cbY6ys8vOVImbmSzHiEaHkdHR/r06cPx48cpLLRMkWrbti16vZ7z589TXFxs5xFaGE1FPLZ+ZrXOWTluMXqH+llL9P7773PkyBFWrVpVpfYXLlygR48efPfddwwbNuyGbVVVZenSpfzrX//i7Nmz+Pr6cv/99/Pqq6/SsmVLAJYuXcr333/Pxo0ba/pWypA5yqIMnZOW5yaE0rez5fFxodFU5rHx8H7+PDchVDYbEaIUa9wM7+eP3klLXkExJrNaLm5ksxEhGhYHBwfGjRvHkCFD8Pb2BmDEiBE8/PDD3H///UyZMqVMNQxRsbi4OBYuXMjbb79dpfbnz5/nrrvuIicnp0rt3333XaZPn87IkSP57rvvmDNnDqtXr2bMmDG2J3hTp07l0qVLfPnll7f8Pioi2Y4oR+ekxUXvgI+HjvHDgrhiNOGqdyC0vYc8NhaiEjonLRPv6sCYiEDWbrvI3pjLPDUyWOJGiAasT58++Pn5AZZKF0VFRYSGhtqSrxYtWjBo0CA2b95sz2GWs+zBd9BVcqfYWGLkqe/m1Ot45syZw4QJEwgICLhhO7PZzIoVK/j73/9e5WubzWbefPNNpk2bxptvvgnA8OHD8fb25uGHH+bQoUP0798fjUbDCy+8wIwZM3jkkUfQ6/U1ek9WckdZlFNcYubQ6QwGdW9F/24+RPZqTf+u3vKPvRBV4KzTEujXAicHjcSNEA1c165dURSFmJgYjh8/TpcuXQDLnOUdO3agqiqBgQ1vypTOQYe+kq/KEui6cuLECTZu3MjEiRNv2jY6Opq//OUvPP7446xcubJK18/NzWXSpEk8+uijZY5b/67i4+Ntx+6//34KCwv54osvqvEObqxWEmWj0ciBAwfYuXNnmQGLxun42SwKjSYGdPe5eWMhhBCikbLObz148KAtKVYUhZMnT9rKwrm6utpziA3e6tWr8ff3Z9CgQTdtGxgYyJkzZ1i0aBEuLi5Vur6HhwcfffQRgwcPLnP822+/BeC2226zHdPr9YwePbrK86SrosaJ8nvvvYevry/h4eEMGzaMrl27AvDBBx9gMBhqPEBR+6wrZyv72hN7mba+Tvh4OtiOVVYfVgjR+N3sd0LpL0OJEUOJUX4niCbB0dGyH4DJZEKr1dKqVStUVeXSpUu2DUfkZ/3Gtm7dSlhYWJWqa3h5edG2bdsa97l7927efvttHnzwQUJDQ8u8FhYWxv79+8nLy6txP1DDOcqff/45c+ZUPA/mhRde4Pvvv2fLli1otfLosSEpMhcza9trlTdws3zN2va97dAHw15Cp3Wq+8EJ0cgVGk0kXs6jqMTMwVMZjWKO8k1/J1RAfieIpuDKlSu0bNmS4OBgcnNz0Wg0ZGRkUFxcTHh4OGB59C8qd/bs2XJ3k0tKyu5AqtFo0GhqZ7bvzp07GT16NJ06deLzzz8v93r79u0xmUxcuHCB7t2717i/Go168eLFKIrCyJEj+d///mc7np2dDVjezEcffVSzEQohRCNgLDKx+tdzzP74ANuPXMJYZOLjDaeY/fEBVv96DmORyd5DFEJcJzExEVVViYiIYNSoUSiKQkJCAhqNhi5duqAoSoOvr2xvOTk55aanODo6lvl69dVXa6WvNWvWcNdddxEUFMSWLVvw8iq/wZN1LFWtqHEzNbqjbN2xZsmSJbRu3dp23MPDg08//ZSpU6eyYsUK/vrXv9ZslKLOtE4eTUKSAUdzCTPOrQPgk+DxFKpa0Jhw7rPVziMUouEzFpl4d00M8Un5ALY6yt4tdaRmG4g6lMy55LxGUSLu7aFzcSp1p9hsNBI/6zkA2r33Bi/s/8BeQxOi1u3bt4/g4GB0OssCOJPJxNGjRykpKSEvL4+0tDT27Nlj51E2bD4+PrYbpFYHDhwo832bNm1q3M+7777L3LlziYiI4Pvvv8fd3b3CdllZWbZx1YYaJcpubm5kZWXh5FT+8du4ceOYOnWq7JHewCUkGXB10vP0iEAcF1mOPTS4A76+Lfn3j3HIzCwhbm799kTik/Jx1Tvw9Khg0vNVvt9xlrem9SE6PoulG88Qn5TP+u2JTLyrg72He0NOWqcyUyrMWhVHk/U1RzuNSoi6kZOTw1dffUXfvn3RaDRER0fbplqsW7euwU67MJYYb+m1uhAUFMSFCxfKHOvfv3+t9rFkyRLmzJnDww8/zMqVKyvMO60uXLiAVqu9aam6qqpRotyzZ0+2b9/O+++/z8KFC8u8lpCQYOnAQUo1N2SO5hKeHhFIaFsXrPVK+nVogYeXK1PubMeXKZZjhUYTuqotUBWiWSk0mth13BIoT48KplewF1uPZQKgKAq9gr14alQwi9fHset4KmMiAhv8nGWz0Vi1P7vIHGXR+GVnZ7N1a/mnp7m5ubRo0QKg1haG1Zb6rpN8IyNGjOCTTz5BVdVa2S7baDRy5MgR2rZtS9u2bbl8+TKzZs0iKCiIZ599lsOHD5dp36lTJ1q1amX7fteuXURERFS5qsbN1GiO8tSpU1FVlXfeeYe7777bdvz777/nscceQ1EUBg4cWONBVsfTTz99060QrcaMGYOiKOW+avuTUEM249w69IsWED/7WtClvTSP35+ZifNH1z78xJ6vnbk+QjQ1MQnZGIrM+Hrq6dnJs8I2vTp54uuhx1BkIiYhu8I2Dcnvz8y0fZX+3XDu+X/Y/mydjiFEU+Xm5sZTTz3F008/be+hNGhjx44lPT293HSLW5WcnMzAgQNZtmwZAD/99BOFhYWcP3+eoUOHMnDgwDJfP/74o+1cg8HAtm3b+OMf/1grY4Ea3lGeOHEiP/zwA+vWrWPr1q22TxLWLQW1Wi3z5s2rlYFWxeeff86yZcuIjIysUvsTJ04QERFRLgis21iKawqMJTdvJEQzdMVgiQ1/L+dK76YoioK/tzOp2QZb+4Zq3ckfGGDvQQhRT3x9fbnjjjto1apVpU/AVVW1rbX6+uuvSUlJqc8h2ui0Tqwct7ja59S1nj17MmrUKJYsWcKAAVX/7TFs2LAKS++1b9+ezz//nNTUVACefPJJnnzyySpdc+3ateh0OqZMmVLlcdxMjedFfPXVV4SEhLBo0aIyjyY8PT355JNPyhWIrgsmk4mFCxeyYMGCKp9jMBiIj49n8uTJTJo0qe4G10CoqkqRuRgAo6nIdnx1n0d46bE+rPtuBf13xADQ4a3X0eh0mM1m2PceAC46mUIjREVc9ZbYSM4srPTRo6qqJGcUlml/q0rHspXh6pzE0rFdmpPGsdIkPr+4gN0Xr90Jij5/GHOoM71VXwJ7huNyWwgJ/1gAWH43cNjyD3WnD96t0fsQoiG44447CAgIuGmtZGv8REZGsm7duvoYWoVj0NfzrntV9cYbbzBkyBDmz59f450Mc3Nz+fDDD6u9u57JZOL9999nwYIFODs712gMpdU4+9FoNMyfP5/nnnuOPXv2kJKSQqtWrRg8eHCtzQ+5EYPBwO233050dDSTJ09my5YtVTrv5MmTmM1mQkJC6niEDUNldVJzOkfx971R4Af7H746x+fqP4STAqbZ2oUEVby6VIjmLrS9B3onDalZBqLjs+gVXL5c0bH4LFKzDeidtIS296hRf7VR89ismonLjGfX2d84nnMWs2oGjSURmGkOw3fiYJx8Lb8PSs9L1uh0Ff5ZiMbKOrc1Nze33MI9rVaLv78/iqKUWazm7e1NRkZGvY6zoevRowcvvvgic+fO5euvv67RtVq0aMF//vMfevfuXa3zli1bRps2bZg2bdrNG1dDjRLlJ598kgEDBjBgwAB69uzJnXfeWVvjqjKDwUBubi5r167l4Ycfpn379lU678SJEwC2YtT5+fm4ubnV1TAbpVVRv8PVzxENffGREPbirNMypEdrog4ls3TjGZ4aFWy7O6WqKsfis1i20VL9Z0gPX7vGUnphFrvP72XPpUPkYMQ7u4QhF0z0ahXCP/3OAuB+z3BUrZPt7rTZVETx1SEXmYoru7QQjZLZbAZgw4YNZGZmlnnN1dWVP/3pTwD897//rfexNTZz586tlesoilLtJBlg2rRptZ4kQw0T5eXLl7NixQoAdDodvXv3ZsCAAYSFhTFgwAA6d+5cK4O8kZYtW/L7779Xu7qGNVH+5JNPWL16NVlZWfj7+/P8888zY8aMuhhqg/HaoFm8tLsKtVBDpIayEFUxLjKQc8l5xCfls3h9nK2O8vNLjpCabQCgUxs3xkXW7JHk9aw1jz09PTEZDBx6wrLeotMH71LioDB359sAHEg6yv6zezlTkoZTsUqXRCMPKW3o1nsobvf3olijwtW71NZzyrA+bZIayqKJOXXqlK2yxfWKi4uJiYmplUoOovGqUaJc+vGDwWBg37597Nu3z/a6p6cn4eHh3HHHHYwbN46goKCajbYCt7otojVRPn36NEuWLMFgMPDFF18wc+ZMcnNz+cc//nGTKzRejrLtrBC1Suek5bkJoazfnsiu46nkFVjuvFqnWwzp4cu4yMBa32zEWvNY76DD5HCt3rFO68TFK8m2dl+d/oGA1CLuy3YlrHM43hPCcWjZ8tqFKpnbLERTd6PpmkVFRWzevLkeRyMaoholymlpabz66qu2RXRarbbM/t6ZmZls2rSJTZs28fzzz/P888/z2mvVm1tXVx599FEiIyOZM2eO7dPixIkTGTp0KK+//jp//vOfa21Xl4bGodjM+wPnYDYabeWe4kZEENB5CHmGQr7LWwXAW0Pn2uY1OmlkowEhbkTnpGXiXR0YExHI2m0X2RtzmadGBhPa3qPOpluYjUbMWhWTwYDZcG0u8bub3+WikwEcLL/b/pLTlS4Rd6CrpAC/k8aRD4a9VKU+PT0tJfCu5OTXcPRCCNHw1ShR/s9//sMrr7zCyJEjWbp0KX5+fpw+fZrPPvuMf/7zn2g0GlRVxWQyYTKZeOONN+jWrRsTJ06srfHfsooqXWg0Gp5++ml2797Nnj17GD169A2v4enpaftHoyLWeYoV7UVeF6x31ivqz1Bqp56zs+fY7jxZ098em3bAph200GJ7zOrn07rSFbY36qu2NdW+6ru/xtSXoig3fFJk742Mbhb7Qf65HD6VxoiBtT/9rHQsx896zhbLpT34/UWKtfDJ1Vi+fcq0Wlstb/170XvX/WK+xvQz25D7a0x9NfTYF81PjTYceeONNwD497//jZ+fHwBdunRh0aJFvPXWW5jNZjZs2MCvv/5K//79UVWVpUuX1nzUdcjX1xewLO4TQgghhBDNV40+ml28eBGwTLHw9/cv89pTTz3FnDlz+OCDD9iyZQsrVqwgNDSUkydP1qTLWlFYWEh4eDiDBg3i008/LfNaXFwcAB06dKhxP6qqoqpquZW0dcX6Cd7aX2W1k9u+txCd1okDe3fjtXYDcK12sqqqsNdSHzUrK6vSYuXX91WXmmpf9d1fY+rLxcUFV1fX2hxS/VJVoOLYr6gO8s2UroNcOpaXPOSNW6GZgXkejOg3kvMf/AuAToveodhBgT3vADeO5epqTD9HDbWv+u6vMfXV6GNfNDk1SpRDQ0M5ePAgjz/+ON98802ZxXrHjh0DYO/evQC0a9cOsOypbm/Ozs44OTnx1VdfMW/ePNq2bQtATk4OixcvJjg4uEq7y2RlZZWZk329+nqEV5nK6q2+uP/Da99cVzv5raG1U95FiJooKCigoKCg0tdLb25kDzeK/UKjifOX8ygqMXPwVEa5Oco1qYMcfymOH47/YJsz9YdsH+4Kf4jAvn0xGQycv9peo9OhcZCV+qLxaeixL5qfGiXKM2bM4LHHHuPIkSN07tyZe+65h379+pGRkcHKlSsBaN26NSaTybZntz1qFaekpPDrr7/Ss2dPevbsCcBHH33E0KFDGTx4MM8++yxms5l///vfpKSk8Msvv9xSJY2mQOqkCnFrjEWmq1UvUjAUWWqzfrzhFHonDUN6tK5R1YtT8Uf49fRW4p0L8DCYwNFyneFjnsZR64ShxIipxGird2w0FVEiJa2EEKLGapQoT5w4kX379vGvf/2LkpISfvzxR3788UcA21aujz/+OAcOHGD27NkoikKvXr1qZeDVERsby2OPPcb8+fNtiXJ4eDhRUVEsWLCA+fPno9FoCA8PZ9WqVYSHh9f7GOua7+V7SfXbdNN2L+9eVA+jEaJpMRaZeHdNDPFJlrUN1jrK3i11pGYbiDqUzLnkPJ6bEAqlcmVrHWSz0Uj8rOcASw1kjU6HodjAC79ZpkF9dmEjPiVmHi4Jof8f7mPOAUs943I1j61PiK5OuRBC3NisWbNuqU7yokXyb2VzUePlo//85z+5++67+eCDD9ixY4ftcaSzszOzZ89m3rx5rF271tb+mWeeqWmXN5SQkFDu2LBhwyrcxz0yMpL//e9/dTqehuJ8shFnP3uPQoimaf32ROKT8nHVO/D0qGDS81W+33GWt6b1ITo+i6UbzxCflM/67YmM+8O1Em3WOshm7bUayI6qhkP7NvNz6n64ug/CBIfeDB55P1pHxzJzlIUQtaOiHKEysgFJ81IrdVZGjhzJyJEjMRqNJCUlodVqadeuXZkfptGjR/Poo48ybty42uhSVJNjiZknW/+JkABnW+3kHYODeGLc/3EkPo1VqV8CsGDA33F3cQakdrIQVVFoNLHreAoAT48KplewF1uPWRYyKYpCr2AvnhoVzOL1cew6nsrIwdc+sVrrIJuN10q+vbNxIZc9NPibrk3/un3IaLRaSzxWVPPYWqouKyurwjFKLAtxY6mpqRgMBnsPQzRAtZIoZ2dn4+Ligk6nq7BaxMSJExtE7eTmbMa5/+L4IVzkWu3kO3ecJ3HHc7QsVTs5/mIhA0Pc7TVMIRqdmIRsDEVmfD319OxUcW3lXp088fXQk5ptIPZ8ju14RXWQx/5qSbJL10EuTVGUchUsrDWSa6uyhRDNzc6dO0lMTLT3MEQDVKNEOTMzk7Fjx7Jjxw40Gg1du3Zl4MCBhIeH06dPHwICAkhMTCQsLKy2xiuqwFp+qvQj2uIbrCEq/VqBsfIqHkKI8q4YLDHj72V5EmM0FVGiFqMqJWVisLW3I6m5+eQaCm3HirXgYAJ5kCuEEA1TjRLluXPnsn37dgBMJhMnT54kNjaWL774wtZGUZQbllATta+i8lNLx5a/M1URF53seiREdbjqLTGTnFmI0VTE7O2vW17oDrO2/XStoRc4e8H3pcrLLh3bihb5JlxNWsb/lAZYaiBrdDpLki2L8oQQwq5qVANt06ZNKIrCXXfdxaOPPgpc22Sj9JdoPEKCZNqFENUR2t4DvZOG1CwDJ85Wv058Cwdnnh32rO17jU5n+xJCCGFfNbp9mJqaCsDXX3+Nm5sba9euZfny5eTn5/Pyyy9TWFjIwoULa2WgomZKjgzmL2e/K3MsYOECFhz+uMyx0hsjCCFuzlmnZUiP1kQdSubLTfFwm+W4Nu5u3p0WxvG4VJw/svwePPrgs4wa1pYXd79nO//Pw6ajV5zK1EDWmBSKpLqFEELYXY0SZR8fH1JSUjAYDHh5eeHn50dubi5/+ctfCAwMZOTIkZhMpptfSNQ5hz6/sbTPdbd9sO4AACAASURBVNMvrkuShRC3ZlxkIOeS84i/nI3z1WOFhSrzl8WQlZnH367+Grz/9jas2fQplHpw8/LeqztlSg1kIYRocGo09eK22yy3TqZMmUJxcTF+fn62LasjIiIAWLJkSQ2HKIQQDZvOSctzE0K5o8+10m+akmKyMvNwc7g2/Wz5Lx9wwlm24BWioUhLSyM1NZWiInmCIypWozvKzz77LFFRUWzduhUHBwc6derE+vXreeihh4iNjQWQcit29vQ3aeXKT1kVa68t8ntr6Fx0WieptyrELdI5aRn/h/bs3Wb5fsa5deVi7+4tqYwACp3Kx96NSFwKUTdWrVpl7yGIBq5GifLo0aN55513+OCDD2yL+tatW8fYsWMBS8WLkJCQWhmouDWOJipNlEvTXd0hTAhRtxTKxqTEnhD2pdVq6dWrFyEhIXh4eKDRaMjKyiIuLo7Dhw9jNpvtPURhRzWuBfb3v/+dJ554AoDJkyezdu1aoqKiAHBzc+O999670emilqiqiqHEsrtX6dqtbd9biE7rxPrvVtJnezQAHd56HY1OZ6lIsvddu4xXiKbCWrccysbestDxvPlUf5ITTlOweCkgsSdEQ+Pg4MD48eNp3bo1cG0ra19fX3x9fW1PymW9VfNVo0R5xIgRDBgwgNdft9QNdXR0ZPPmzezZs4eUlBTCw8Px8/O7yVVEbSgyF/PMhtnljr+4/+pCodawx7pY6PBiwPLIVwhRMxXVLQcoCt3K3/ZstXwjsSdEgxQWFoavry+qqpKZmYmXlxeKopCTk0PLli0JCAhgwIAB7Nmzx95DFXZSrcV8SUlJjB49mgULFrBp0yaioqJ48803yz2WGDhwICNHjmTPnj0kJyfX6oBF7SkyFdt7CEI0SxJ7QjQMXbp0QVEUjhw5wooVK2zH16xZw/79+1FVlW7dutlxhMLeqpUot2nThq5du/Laa68xatQo2/GJEyfyz3/+k/3791NcbPkHwGQyMXbsWPr161e7IxY35Xv53iq1e3n3ojoeiRDNS+GxyCq1k9gTomFwd7fUaoyOji5zXFEUTp48CUDLli3rfVyi4aj21Iv58+ezcuVK0tLSUBQFgHXr1rFu3ToAnJyc6N27N3q9HoCsrKxaHK6oivPJRpxlxosQ9c7ZQRblCdGYlJSU4ODggIuLC5mZmWVec3V1BcBoNNpjaKKBqHai3KJFC7Zv387PP//M7NmzURSlzDbVRqOR/fv3A5ZPZG3btq290YoqcSwx82TrPxES4My55/8BQNyIcEbeO5Yj8WmsSv0SgAUD/o67i2V7BCk/JcStKTReW+TzxB3tua3THH47morfCstivbh7QwkKfpClP8Xh0G8HULYknMSeEPaTnp5O27Zt+cMf/sC3335rO96xY0f69OmDoihS5raZu6XFfN26daNbt268+OKLGI1GLl++zMGDB9m3bx/79u3jwIEDZGVlodFoePHFF2t7zOImZpz7L44fwkXA+k9wj017Sdy0l5ZabAuL4i8WMjDEvbLLCCGqIPZ8ju3Pzv96g0QTtCv1eo+NMUAMM7TwST9L7ElJOCEahsOHDxMQEICPjw8ODtdSouHDh6OqKkajkd27d9txhMLeqpUonz59mi5duti+z8/PJyYmBl9fX+677z7uu+8+22vJycm4uLjY5v+IhqfAWGLvIQjR6EkcCdF4nTlzhp07dxIeHk52djZwrURcamoqmzdvth0XzVO1EuVu3brh7u5Ov379CAsLs31VxN/fv1YGKCpXWf3W1X0e4aXH+hB9+BBuq9YC1+q3ms1m2Gepbe2iq3EZbSGaPWcnre3PAe++jt5BV2bqRYe3XkdxcuK1/xwBLDXm/z97dx4eZXn2ffw7M0kmC0lIgCQYAUEQIgKyyFq2V9EipcpSFVmKC2ipQlFAWwpqEWtVFttHfVCpolEBFW2fomIDYlT2RfZ9ESGYBBKyrzPz/jHMMDETCGQyS/L7HAeHw73MdcZwJufc93Wdt+t0NRHxrS1btjgX7qWmplJYWEh6enqlOctSP112pZSTk8NXX33FV1995dwWFxdXoXC+6aabaNSokUcDlcqq6t+a0yaFaRvsv5B/3r91TOJDzuOSWuhqv0hNtW4WDue7YM7c/PKFHT/LPS7cjKPUWkYoZu8EKCKXVFhYCMDWrVsrbDebzbRv355t27b5IizxA5dVKE+ZMoUtW7awfft25z8qgPT0dFauXMnKlSud21q0aMFNN91E9+7defzxxz0XsdRIcsohOP9U8TCz6eIHi8glhSqPROqcpk2b0rFjR9q2bUtQUJAK5XrssgrlBQsWAGC1WtmzZw+bN29m8+bNbNq0id27dzt7KAMcP36cH374gY8++kiFshfM6T2VWesWXPrApDW1H4yIiEiACQ4OJikpiU6dOtGkif2OkKZJyRVNUjUajXTo0IEOHTpw//33A/a2cN9//72zeN68eTMHDhzwaLBStWCtoBcREblsTZo0oVOnTrRr146QEPvvUpvNhs1m4/jx4875y1I/eWw1l9lspkePHvTo0cO5LS8vr9J8H6kdQWVWFg9+DmtJKdsf/j0Aq3teQ/eu95JXXMSnecmA+reKeJprHj3X/Q/Yyk18snov3f/7DgBX/WUOYZGhlFhK+dOmhZXOERHfGTVqlLP5gKM4PnPmDHv37mXfvn0VpplK/eSRQvmLL77giy++IDc3l2bNmjF06FC6detGZGQkAwYM8MQQ1TZhwgQOHTrE2rVrL3lsZmYmM2bM4LPPPqOoqIiBAweyYMECWrVqVfuBetjRx2YQfP65B45fwb/87jh89xyRLr2T1b9VxLMcTygFODltJsEW6OOyP3PmLADKXPLQ9RwR8Z2EBPtjbG02Gz/99BNr1qwhPT3dx1GJP6lRoWyz2bj33nudj692ePbZZxk+fDiLFy/26jPSFy9ezJtvvkn//v0veWxJSQmDBw/m4MGDPPbYY0RFRTFv3jz69evHjh071LVDRESkjnM8whrsC/hGjBjBwYMH2bNnD6dPn/ZxdOIPalQov/baayxbtsztvhUrVnD69Gm++uorgoNr9zajxWJh7ty5PP3009U+55133mHr1q18+eWXDBo0CIDbb7+dDh06MH/+fObOnVtL0daco3+ya+/kq1+aS3yjOArO5bB/6jTgQu/kEkspnL/lKyKeY7PZKuWh2RTC5//9ius++wxQHor4s0WLFpGUlETHjh1p3LgxZrOZjh070rFjR7Kzs9m7dy979uwhPz/f16GKj9SoUH7rrbcwGAwMGjSIl19+mcjISLZv3868efNYu3Yt69evZ9GiRTzyyCOeireS4uJievTowc6dOxk3bhyrV6+u1nlLly7l2muvdRbJYH+gys0338zSpUv9ulB21z/5T66/gH/ev1VEakWptYwnv/mb8+/OPGwAKcpDEb9XWlrKjh072LFjB02bNqVDhw7OlnAxMTH06dOH3r17O7t+Sf1jrMnJ+/btA+yfyNq2bctVV13FkCFDWLNmDWPGjMFms5GcnOyRQKtSXFxMbm4uy5YtY8mSJRWe1X4xW7dupWvXrpW2d+nShaNHj5Kdne3pUEVERMRPnT59mi+//JJFixaxZs0aMjMzsdlsWlNQz9V4jjJAgwYNKu2bM2cOycnJzmK6tkRFRXHo0KFqF8gA+fn55OTkkJiYWGmfY/XriRMniImJ8VicIiIi4v9crzInJCTQqVMnX4ckPlSjK8rXXHMNYL+i/HOOwtVisdRkiEsyGo2XVSSDvW0dQHh4eKV9YWFhABQUFNQ8OBEREQkIwcHBNGnShPj4eGc/5Z9++olVq1b5ODLxpRpdUR4yZAj79u1j9uzZnD17lkcffZRrrrmG/Px8pk6dCuCXrdasVitw8RZNRmONPkN4TfnWfky8vR1JiWEce/LPwIXFQ9uPZJKc8RYAT3efRnR4mPq3itQSd7nYfO5fCA4Pq5SLykMR/xEbG0vfvn259tprndscDxtZvXo1ubm5PoxOfO2yCuW9e/dy/fXXO/8+bdo0lixZwpkzZ1i4cCELFy4kKiqK/Px8rFYrBoOBu+66y+NB11RkZCQARUVFlfY5tjmOuZiYmJiLTs9wTE2JjY29kjCrVFxe4nw9+cjHBC+Ek1zon3xyuv2XdJRL39aMc0batUjwWAyODxKe/trq01jeHi+QxjIYDBf9sHq5d5E8zZH7l8rF00/OBtzlomfbTwbS91ZjeX+8QBrL27kfGRnJ3XffTVhYWKXHVbds2ZJRo0aRnJysu8z12GVdNu3UqRMTJ0509haMi4vjs88+IyEhwflEm5ycHCwWCzabjW7dujF9+vRaCbwmoqKiaNiwodseiWlpaQBcddVV3g6rVuUVlvk6BBFBuSjiT3r16kVoaCjl5eXs3LkTsBfr+/fvp6ysjIiICPr06XOJd5G67LI+mlksFhYvXsz777/P448/zowZM+jatSsHDhxg8eLFrF69mrS0NBo2bMjgwYP5/e9/j9lsrq3Ya6Rz585s27at0vbt27fTunVrjyzkc3x4yMrK8sh7lVrtv2Bd+7a+13kUs8Z25uVPXmToN5nAhakXVqsVNr5kP9Ba6pE4HBxXCzz5nvVtLG+PF0hjhYeHExER4cmQaoXrFail3cYw79GBWEvK2DrxYeBCLhaXl8Bme5s4m6XE49+DQPreaizvjxdIY3k791u0aIHBYOCrr75i165ddOzYEYBvvvmGY8eOMXjwYFq2bOm1eMT/XFahfOedd/Lpp59SWFjIs88+y6JFi3jqqaeYOHEiU6ZMYcqUKbUVp8eNGDGCRx55hJSUFG655RYA9u/fz+rVq3nyySer9R7Z2dmUl5dXud+Tt7nc9U4GyGmTwrQNKdAUXv1Z39YxiQ85j0tqEe2xWERqW2FhIYWFhVXudyzI9RVH7ueWXngIQVarVdy38vyin4v0UG7drPIiYhGx83buOxb1//jjj5X2Oe46h4aGenRMCSyXNfVixYoVfPfdd/Tu3RubzUZGRgaPPPII7du359NPP62tGGssPT2d5ORk520VgAcffJB27doxcuRI5s6dy4IFC7j55pu56qqrAqrgv5jklEPO12Fmkw8jERGHUOWiiN9wrEuKi4urtC8hwb6ux9cfzMW3Lru1Q69evfj2229ZsWIF7dq1w2azcfDgQUaMGEHfvn3ZsGFDbcRZI/v27WPs2LGsWLHCuc1sNrN69WoGDx7MCy+8wJw5c7jppptYs2YNjRs39mG0lzan99TqHZi0pnYDERERCWBpaWnYbDZuu+02GjW6sMj2F7/4BbfeeisGg4HDhw/7MELxtStePnrnnXfy61//mjfffJNnnnmG06dPs27dOvr06cPw4cN57rnnaNOmjSdjrZbjx49X2jZgwIBKq1nBvmDvgw8+8EJUnhVsCvF1CCIiIgFv48aNtGzZkuDgYIqLi53br7/+emw2G2fOnPHLC4DiPTXqs2I0Gpk4cSJjxoxh3rx5vPTSS+Tl5bFixQr+/e9/M3HiRJ566im/v0IbaILKrMzrNQNrSYmzX2vYY1MpCmpEVkERSzNfB+D5vk9gPl9Uq2+riOe55tVz3f+A2RRCUV4xabNnAZA/cRptWzXGEGThT5sWVjpHRHwrMzOTFStW0L9/f2cLOJvNRlFREXv37mXdunUXXYskdZ9HGhKGh4cza9Ysfve73/HMM8/w+uuvU1ZWxquvvsq7777LuXPnPDGMnHf0sRkEn3/goeNXbvmLCwgGYl36tZpNIc5CWUQ8z/WhRSenzayUlzGvvUQGUOaSlxd70JGIeN+pU6d4//33AXjvvfcoKirSvGRx8kihfPToUfbs2cOePXvIycmhSZMmnD59GpvNpn9sIiIiEhAyMjJ8HYL4mcsqlF0L4r1797Jnzx72799fYV6Pg7s5wXJ5quqdfPVLczGbQnjn40X0+da+yKDl888SGx9v///+xUyfxCtS37j+nHPkpeuUKEcf5RJLKZyfeqGfjSL+47bbbrui81atWuXhSMRfXVah3Lp160q3Dd390G/UqBEdOnSgY8eOzubdcvmq6p3smOvIVbDjZ/1aFw39q7fCE6n3HB9kwSUv4aJ9lEutZYTinw9iEqlvrr/++iuaDqVCuf647KkXroVxSEgI7dq1o2PHjhUK46ZNm3o0SKk+1yvPIiIicnGXe5dH6wzql8sqlAcPHuwshjt27Ejbtm0JCvLINGe5hLifBpOR8Pklj5v82VNeiEZERCTwvf76674OQfzcZVW5K1eurK045BJ+OF1CWIKvoxAREak7HC3hRKqiy8EBIrjcyv3xE0lKDHMuFPpp2C/p0+9mth/JJDnjLQAWDnoWW1kJoH6tIrXNNcfKt/Zj4u3tKuSoYzGfa45ayoygro0ific0NJShQ4diMBhYvnx5pb9L/aRCOUBMPvYhwQvhJBd6tDb76AtOfPQFUS49Wg/+kMsNzSJ9FaZIveI6V3HykY8r5ejJ6faC2TVH95/IpVdSuHcDFZFLMplMXH311c68/vnfpX4y+joA8ay8wrJLHyQiPlNYoqd8iYgECl1R9jNV9U5+r/MoZo3tzNq1q2j+79XAhdu6VqsVNr4EQGS4pluIeIvranlHjtpKSytNvSguL4HN9lZxYSEmn8QqIiKXT4Wyn6mqd3JOmxSmbUiBUCr1aB2T+JDzuA7XNsZWWuKNUEXqPdc+ys4chYv2UW7dTNMuREQChaZe1AHJKYecr8NC9dlHxJ+FmnVFWUQkUKhQ9mNzek+t3oFJa2o3EBEREZF6SIWyHws2qYeUiIiIiK/oPr0fCyqzMq/XDKwlJc7FQd/1SaLjjcPIKy7i07xkAJ7v+wRmUwgxMTGYTSEUogbqIt7g2kf5ue5/wGwKoSivmLTZswDInziNtq0aYwiy8KdNCyudIyIi/k2Fsh87+tgMgi32145frQNS90HqPiJd+rKaTSGYTSGEBpl9EqdIfeXaX/XktJmV8jXmtZfIAMpc8lU9WUVEAocKZREREan3CgoKWLBgQZV/l/pJhbKfcPRPdu2dfPVLczGbQkg/eZL8efY2U46+rCWWUjh/K1dEfMO1j7IjX12nSrnLV9dzRMS/mM1mIiMjCQkJwWazUVZWRk5ODmVlephXfaVC2U+465/8J9dC+CJ9WUXEN1z7KFc3X0utZYSiaVIi/sJsNtOjRw+uu+46oqKi3B6TnZ3NgQMH2Lx5s4rmekaFsoiIiNRLYWFh3HvvvURHR2Oz2aq849OwYUN69uxJUlISS5cupaBAi+brCxXKIiIiUi/17duXqKgobDYbP/30ExkZGRQVFWGx2FfmmkwmwsLCiI+PJz4+nujoaPr27csXX3zh48jFW1Qoi4iISL3UqlUrDAYDX375Jbt3777osTfccAODBg2iZcuWXopO/EGdKJSPHTvG448/ztq1awH41a9+xbx582jSpMlFz+vSpQvbt2+vtH3EiBF89NFHtRFqtZRv7cfE29uRlBhWaVHQ9iOZJGe8BcDT3acRHR6mvqwiPuKae9XNW0uZEfQsIRG/EBJiT8bTp09f8ljHMcHB+p1bnwR8oXz27FkGDhxIaWkpTzzxBOXl5bz44ovs3LmTTZs2OZPg56xWK/v27WP48OEMGzaswr4WLVp4I/QqTT7yMcEL4SQX+rGenG7/xRvl0o/1yMkieiVF+yRGEanYE7m6ebv/RC69ksK9G6iIuJWVlUVcXBy33norGzZscE69sFqtgD3HHVMvevXqhcFgICsry8dRizcFfKE8f/58Tp48ya5du0hKSgKgR48eDBo0iCVLljBhwgS35x0+fJji4mKGDRvGmDFjvBmyk6MlHFChLVyZ6SLnuLwuLCmvpchEpDpcF/5cLG9d9xUUa8W8iL/YsmULgwcPpmnTphUumjly290DgrZu3eq1+MT3Ar5QXrp0KQMGDHAWyQC33HILbdu2ZenSpVUWyo65SK7neZu7lnAAb4yoesrI3JumwGZ7y6lwc8B/+0QCmmt7uIvlrasqbnKJiA/s37+f4OBg+vXr5/YOdIUPw2VlfPvtt+zbt8+bIYqPBXSllZ2dzdGjRxk5cmSlfV26dGHlypVVnrt7924MBgPt2rXDZrNRWFhIREREbYbrEfvSip2vk1po2oVIoGnX3H2fVhHxjV27drFv3z5atWpFQkICUVFRzqK5tLSU3Nxc0tPTOXr0qHoo10MBXSifOnUKgMTExEr7mjZtSm5uLjk5OURHVy4od+/eTXR0NI8++igffvgh+fn5tGrVirlz53LPPffUeuw/N6f3VGatsz8qc/y/zhBcbuOdPq0Z991hyoIMvH1HYwCSUw7B+YvgYeaL3OsVEa8q2vULwoxhjOkbR9gb9oePtHhmNvvPWklesx/afg1AqPJWxO+Ul5dz8OBBDh486OtQxM8EdKGcl5cHQHh45YUxYWFhgP1Z7VUVyufOnaOoqIh3332XrKwsXn75ZUaNGkVZWRljx46t3eB/Jth04ZaPoyiGnMq3c5PWeC8oEam2sA7fApCcBTjydudr9v+29U1MIiJSMwFdKLuuSq2K0Wh0u33SpEkEBQXx8MMPO7eNGjWKG264genTp3PvvfdiMnnvyo+1pMRrY4mIiAg88MADGAwG3n//fQoLC30djvihgC6UIyMjASgqKqq0z7HNcczPPfLII5W2hYWFMXbsWJ555hn27t1Lhw4dLjp+TEwMMTExVe53LAKIjY11u7+4/EJx/OO0mUyq4n3KTBcWCi0a+lfMQWYAzKaQCh8SHB8KqhrPkzRW4I0XSGMZDIYqP+QCBAX59keXI/cblF34+TLh40yCLe6Pd83h+EZxhAWHejSeQPreaizvjxdIY3k796Oioi45ptRvAV0oN2/eHHDfKDwtLY2GDRte9gK9uLg4APLz82se4GUwQJW/ZF2Zg8yEni+URcS3XD+oBluql8MXuwMmIt517tw54MIdapGfC+hCuWHDhrRs2ZJt27ZV2rd9+3a6devm9rxjx44xZMgQRo8ezcyZMyvs279/P4BHHlFps9mw2WwVmpNX1Tv56pfmYjaF8F3qahI+sT9D3vFUL5vNBhteBOydPswm9/2lHJ/gvdEMXWMF3niBNFZ4eHhAdKFxbR3V6Z//izkoBEtxKVsn2qd0OXK4xFIKm+wL/LKysjz+YTeQvrcay/vjBdJY3s79t956y2tjSWAK6EIZ7I+bXrhwIfv376ddu3YApKSkcODAAaZPn+72nBYtWnD27FneeOMNJk+e7JyeceLECd5++20GDhxIQkLCJcfOzs6mvLzqh364u/VUVe/kP53/JUowzid4sc3eL/n5vk9cMhaRuqSwsPCi8wUdC3l9xZH7uaUX7jw99MWsCwf8LIddlVrLCEV3hUTc8XbuJyQkkJGRoSvKUqWAL5RnzJjBO++8w80338zjjz9OcXExL7zwAp07d3Y+ce/o0aOsW7eO3r1706pVK4xGI6+88gq/+c1v6NOnDw8++CA5OTm88sorBAUF8corr/j4q6qo1KK+jSIiIp42atQoSkpK2Lp1K5s3b3ZbMDdq1IgRI0Zw7Ngx1q1bR0FBgQ8iFV8J+NnrTZo0ITU1lU6dOjF79mwWLlzIHXfcweeff47ZbL9qk5qaytixY0lNTXWeN3LkSFasWEFoaCgzZsxg/vz59OrVi3Xr1nntaX1xPw2u1nGz182v5UhERETqp9DQUPr06cM999zjtt1sgwYNiIiIoEOHDowePZrQUM8uxhX/FvBXlAHatm3LZ599VuX+8ePHM378+Erbhw0bVuHZ7t72w+kSwi49w0NERERqkc1mIyEhgXvuuYcPP/ywwhQPq9XKmTNnaNy4MQ0aNKB79+4VLrxJ3VYnCuVAFVxu5f74iSQlhnHsyT8D8N0vWjNuxENsP5JJcoZ9kcHT3acRHW5/gEqIMdhn8YpIRa75WL61HxNvb1chnx2L+Vzz2VJmBPfrcUXER8rKyggODiY6Oprf/OY3LFu2zDnF4scff+Tdd9+lW7du9O3bl5YtW6pQrkdUKPvQ5GMfErwQTmJfwwcw4OvDnPh6OlEmnAuCjpwsoldS5acLiohvubZ6m3zk40r5fHK6vWB2zef9J3LplVT59q6I+M5HH33EoEGDaNKkCQ0bNuQ3v/kNy5cvr7Cw8PDhw/Tt29ft036l7gr4Ocr1QWFJ1Z01RCSwKJ9F/E9+fj4ffvghZ8+eBexdq+6+++4KDxVLTEwE7Fefpf7QFWUvqKp38nudRzFrbGeyM9LJfn4ecOFWrdVqhY0vARBu1rdJxB+59lF25LOttLTS1Ivi8hLYbG8VFxZi8kmsInJxxcXFfPTRR9x1113Op2/+9re/5YcffsBms3HNNddgMBg4deqUr0MVL1IF5gVV9U7OaZPCtA0p9r/8rO/qmMSHnMcltdBtHhF/5PgADBfPZ1etm2nahYi/KigoYNmyZdxxxx0kJCRgMBicDyCz2WyUl5ezfv16H0cp3qSpF34qOeWQ83WYWVegROqKUOWziF8rLCzkgw8+YO3ateTk5DifspuRkcGHH35IZmamr0MUL9IVZS+b03sqs9YtuPSBSWtqPxgREZF67PXXXwdw+xCR7du3s337doKD7ctzNTe5flKh7GXBJvWFEhER8QfVecqeCuT6TYWylwWVWZnXawbWkhLngp9/9Ynj/934IHnFRXyalwzA832fwHy+qFbvZBH/5Jqbz3X/A2ZTCEV5xaTNngVA/sRptG3VGEOQhT9tWljpHBER8W8qlL3s6GMzCLbYXzt+XY5MzYDU54h06bVqNoU4C2UR8U+ufZRPTptZKbdjXnuJDKDMJbddzxEREf+mxXwiIiIiIm7oinItstlslFhKK/ROvvqluZhNIRWmXjh6rZZYSuH87VkR8X+ufZSrm9uu54iIiH9ToVyLSiyljP/ksQrb/uRa2189EAAAIABJREFUCF+k16qI+D/XPsrVze1SaxmhmGs7NBER8QBNvRARERERcUOFsoiIiIiIGyqURURERETc0BxlLynf2o+Jt7cjKTHMudDnqmdmERYVxfYjmSRnvAXA092nER0epl6rIgHANU/d5bhjMZ9rjlvKjKDOjyIiAUGFspdMPvIxwQvhJBd6rGb+eQ4AUS49Vo+cLKJXUrRPYhSRy+PaE9ldjp+cbi+YXXN8/4lceiWFezdQERG5Ipp64WcKS8p9HYKI1CLluIhI4NAVZQ+z2WzOllGm8gv/e9/rPIpZYzvzz4/+hwHrTgAXbstarVbY+BIA4WZ9S0QChWtPZEeO20pLK029KC4vgc32VnFhISafxCoiIpdPVZmHlVrLmLp2TqXtOW1SmLYhBa6GvT/rsTom8SHncUktNO1CJFC49lF25jhctI9y62aadiEiEig09cIPJKcccr4OM+tqk0hdFqocFxEJGCqUa9HfB/+legcmrandQERERETksqlQrkXmILV4ExEREQlUmqNci0xlVhYPfo6s9HTn4p6sUXcRHNuavOIiPs1LBuD5vk9gNtkbq6p/skjgcM3X57r/AbMphKK8YtJmzwIgf+I02rZqjCHIwp82Lax0joiI+Lc6USgfO3aMxx9/nLVr1wLwq1/9innz5tGkSZNaOa+6tt0/kWCL/bXjV2N88nIAIl36qppNIc5CWUQCh2sf5ZPTZlbK95jXXiIDKHPJd9dzRETEvwV8oXz27FkGDhxIaWkpTzzxBOXl5bz44ovs3LmTTZs2ERLivgC90vNEREREpH4I+EJ5/vz5nDx5kl27dpGUlARAjx49GDRoEEuWLGHChAkePc8d197JJZZS5/Yb3ngFc1AI732wmHZfbgAu9FW12Wyw4cUr+ppFxD+49lG++qW5mE0hWEtKKvVRLrGUwvmpF67niIiIfwv4Qnnp0qUMGDDAWewC3HLLLbRt25alS5dWWfBe6XnuVNU7edJ/n7a/aAhrftZX9fm+T1T7/UXEP7n2UXbMQQYu2ke51FpGKObaDk1ERDwgoLteZGdnc/ToUbp27VppX5cuXdiyZYtHz/OkUkvZpQ8SEREREZ8J6EL51KlTACQmJlba17RpU3Jzc8nJyfHYedUR99Pgah03e938K3p/EREREfGOgC6U8/LyAAgPr/xI2LCwMAAKCgo8dl51/HC65IrOExERERH/EtBzlK1WK3DxdktGY+XPAld6XnUEl1u5P34iSYlhzgU92/t3ZOSdY9l+JJPkjLcAeLr7NKLD7UW5+qqKBCbX3C3f2o+Jt7erkPuOxXyuuW8pM4Ka6oiIBISALpQjIyMBKCoqqrTPsc1xjCfO+7mYmBhiYmIoLr9wFXnysQ8JXggnudBLtfuanZxYM50ol16qGeeMtGuRcMkxLoejuI+NjfXo+2qsujFeII1lMBgu+mE1KMi3P7rc5v6Rjyvl/snp9oLZNfdPZVm4tplnvweB9L3VWN4fL5DG8vfcl/onoKdeNG/eHIDTp09X2peWlkbDhg2JiIjw2HmelFeoxXwi9ZFyX0QkcAT0R7OGDRvSsmVLtm3bVmnf9u3b6datm0fPq45lXcfzP4/dgrWklE2/vR+AG177H0qsFvvVJ0fvZGspWVlZVzyOO40aNQKguLiYwsJCj763xgr88QJprPDw8Fr/sOppyn2N5a/jBdJYgZj7UrcF9BVlgBEjRpCSksL+/fud21JSUjhw4AD33HOPx89zlZ2dTWZmJmfOnHFuO3mulLXfnyA7P8+5LTI2BqPZzJ5TF6Z6JLWIrtYYl8NoNGI0Gr3yQ0ZjBd54gTRWYWEhmZmZVf7Jzs72cMSXR7mvsQJpvEAay99zX+qfgC+UZ8yYQWxsLDfffDPz58/nueeeY+TIkXTu3JkxY8YAcPToUZKTkzl69OhlnXdFjBZeX7mfrYcyKDNBmQmKyorZfDCdt1cddB4WZjZd+Rgi4n+U+yIidU5AT70AaNKkCampqUydOpXZs2cTHh7OHXfcwQsvvIDZbH/6VWpqKvfddx9vvfUWrVq1qvZ5VyKs8xpswFvpXHg618on7f+9vgZfqIj4NeW+iEjdE/CFMkDbtm357LPPqtw/fvx4xo8ff9nniYiIiEj9VScKZV8LMQazYMCsCtuKSiykZVvJKywjMjyYq2KMFW65qneySOBT7ouI1G0qlD3AYDBgNlV8goA5HNq0aOL8e2ZmprfDEpFaptwXEanbAn4xn4iIiIhIbdAV5StgsVgALtkj0vUJQnl5eRc50jO8OZ7GCrzx6tJYjtxz5KK3KPc1ViCOV5fG8lXuS/2lQvkKFBQUALBv3z4fRyJSvxUUFNC4cWOvjgfKfRFfu1Tuh4WFYTKZfFJQm0wmwsLCvD6u1A6DzWaz+TqIQFNcXEx6ejoRERGYTOqJKuJtFouFgoIC4uPjCQ0N9dq4yn0R37qc3M/NzaWoqOiix9SGsLAwoqKivD6u1A4VyiIiIiIibmgxn4iIiIiIGyqURURERETcUKEsIiIiIuKGCmURERERETdUKIuIiIiIuKFCWURERETEDRXKIiIiIiJuqFAWEREREXFDhbKIiIiIiBsqlEVERERE3FChLCIiIiLihgplERERERE3VCiLiIiIiLihQllERERExA0VyiIiIiIibqhQFhERERFxQ4WyiIiIiIgbKpRFRERERNxQoSwiIiIi4oYKZRERERERN1Qoi4iIiIi4oUJZRERERMQNFcoiIiIiIm6oUBYRERERcUOFsoiIiIiIGyqURURERETcCPJ1AIGouLiY9PR0IiIiMJlMvg5HpN6xWCwUFBQQHx9PaGio18ZV7ov41uXkfm5uLkVFRV6K7IKwsDCioqK8Pq7UDhXKVyA9PZ1Nmzb5OgyReq979+60aNHCa+Mp90X8w6VyPzc3l3/+859YLBYvRmVnMpm4//77VSzXESqUr0BERAQASUlJhIeHV3mcI0lyc3O9Epc3x9NYgTdeXRqrsLCQffv2OXPRW5T7GisQx6tLY1U394uKinxSJIP9qndRUZEK5TpChfIVcNxyDQ8PJzIyssrjYmJiALDZbF6Jy5vjaazAG68ujuXt6Q/KfY0ViOPVxbE09Um8RYv5RERERETcUKEsIiIiIuKGCmURERERETdUKIuIiIiIuKFCWURERETEDRXKIiIiIiJu1IlCedWqVfTt25fw8HAaNGjALbfcwoYNGy55XpcuXTAYDJX+jBw50gtRi4iIiIg/C/g+ymvXrmXw4MG0b9+euXPnUl5ezquvvkr//v1JTU2lR48ebs+zWq3s27eP4cOHM2zYsAr7vPmkLxERERHxTwFfKE+ZMoVmzZqxceNG55Oyxo0bR1JSEjNnziQlJcXteYcPH6a4uJhhw4YxZswYb4YsIiIiIgEgoKdeZGdns2vXLu66664Kj5ONj4+nf//+rF+/vspzd+/eDdgfRSsiIiIi8nMBfUU5KiqKAwcOuH3m+5kzZwgKqvrL2717NwaDgXbt2mGz2SgsLLzks+NFREREpP4I6CvKJpOJNm3acNVVV1XYvnPnTr777jv69OlT5bm7d+8mOjqaRx99lKioKBo0aMC1117L0qVLaztsEREREQkAAV0ou5Ofn8+4ceMA+OMf/1jlcbt37+bcuXMUFRXx7rvvsnjxYho0aMCoUaN49913vRWuiIiIiPipgJ568XOFhYUMHTqUHTt28Oc//5m+fftWeeykSZMICgri4Ycfdm4bNWoUN9xwA9OnT+fee+/FZDJ5I2wRERER8UN1plDOzs5myJAhrF+/ngceeIA5c+Zc9PhHHnmk0rawsDDGjh3LM888w969e+nQocNF3yMmJoaYmJgq99tsNgBiY2Or8RXUnNFo9Np4GivwxguksQwGg/M93LnY+gNvUO5rrEAaL5DG8vfcl/qnTvyLy8jIYNCgQezcuZOHHnqI11577YrfKy4uDrBP4RARERGR+ivgC+W8vDxuvfVWdu7cydSpU5k/f/4lzzl27BhDhgxh9OjRzJw5s8K+/fv3A9CyZcsax2az2bDZbGRlZdX4varD8QneG+NprMAbL5DGCg8PD+guNMp9jeVP4wXSWIGe+1L3BHyhPGnSJHbs2MGUKVOqVSSD/cl7Z8+e5Y033mDy5MlERkYCcOLECd5++20GDhxIQkLCJd8nOzub8vLyKvd76xaeSF1TWFhIYWFhlfvz8vK8GE1lyn2R2uHvuS/1T0AXyrt37yY5OZno6GhuvPFGkpOTKx0zZswYjh49yrp16+jduzetWrXCaDTyyiuv8Jvf/IY+ffrw4IMPkpOTwyuvvEJQUBCvvPKKD74aEREREfEnAV0op6amApCTk8N9993n9pgxY8aQmprKfffdx1tvvUWrVq0AGDlyJCtWrOCvf/0rM2bMICwsjAEDBvDXv/6Vdu3aee1rEBERERH/FNCF8qRJk5g0adIljxs/fjzjx4+vtH3YsGEMGzasFiITERERkUBX5x44IiIiIiLiCSqURURERETcUKEsIiIiIuKGCmURERERETdUKIuIiIiIuKFCWURERETEDRXKIiIiIiJuqFAWEREREXFDhbKIiIiIiBsqlEVERERE3FChLCIiIiLihgplERERERE3VCiLiIiIiLihQllERERExA0VyiIiIiIibqhQFhERERFxI8jXAYiIiIj4wm233XZF561atcrDkYi/UqEsIiIi9dL111+PwWC47PNUKNcfKpRFRESkXrPZbNU+9koKawlcKpRFRESkXnvvvfcoKCgAICIigtGjR2MwGFi0aJHzGMd2qV9UKIuIiEi9VlhY6CyUXbnbJvWLul6IiIiIXIKmXNRPKpRFREREzjOZTM7XRuOFMslRKFutVq/HJL6jQllERETqJYvFAkBYWJhzW0REhPN1fHy883VsbCwAZWVlXopO/EGdKJRXrVpF3759CQ8Pp0GDBtxyyy1s2LDhkucdO3aM4cOHExsbS2xsLOPGjSMzM9MLEYuIiIivFRcXA9ClSxcMBgNGo5GuXbs69w8ZMoSuXbvSrVs3brvtNgwGA+fOnfNVuOIDAb+Yb+3atQwePJj27dszd+5cysvLefXVV+nfvz+pqan06NHD7Xlnz55l4MCBlJaW8sQTT1BeXs6LL77Izp072bRpEyEhIV7+SkRERMSb0tLSuO6662jfvj1t2rQBICQkhPLycs6dO0ejRo3o379/hXN2797ti1DFRwK+UJ4yZQrNmjVj48aNhIeHAzBu3DiSkpKYOXMmKSkpbs+bP38+J0+eZNeuXSQlJQHQo0cPBg0axJIlS5gwYYLXvgYRERHxvg0bNtCyZUuCg4MJCQnBZrNhs9nYsWMH33//PXfeeadzyoXNZmP79u3s2LHDx1GLNwV0oZydnc2uXbt4/PHHnUUy2OcU9e/fny+//LLKc5cuXcqAAQOcRTLALbfcQtu2bVm6dKkKZRERkTruzJkzLF26lF/84hckJiZSWlrKnj17WLduHTabjSVLlnDVVVcRHh5Oeno6eXl5vg5ZvCygC+WoqCgOHDhQYeK9w5kzZwgKcv/lZWdnc/ToUUaOHFlpX5cuXVi5cqXHYxURERH/k5mZySeffFLl/rS0NC9GI/4moAtlk8nknFPkaufOnXz33Xf88pe/dHveqVOnAEhMTKy0r2nTpuTm5pKTk0N0dLRnAxYRERG/FBwcTHR0NEajkaysLMrLy30dkviBgC6U3cnPz2fcuHEA/PGPf3R7jOPWiet0DQdHi5iCggIVyiIiInWc2Wxm4MCBXHfddc470eXl5ezZs4evv/5aBXM9VyfawzkUFhYydOhQduzYwcyZM+nbt6/b4xzNwi/2lB3XJuMiIiJS9xiNRu666y6uv/56TCaTczGfyWSiU6dO3H333aoH6rk6c0U5OzubIUOGsH79eh544AHmzJlT5bGRkZEAFBUVVdrn2OY45mJiYmKIiYmpcr/NZgMuNCmvbY5k9sZ4GivwxguksRz9TKtS1foDb1Hua6xAGi+QxvJ27nfu3JnGjRtjs9nIzMzkxIkTGAwGmjdvTuPGjYmPj6dLly5s2bLFo+NK4KgThXJGRgaDBg1i586dPPTQQ7z22msXPb558+YAnD59utK+tLQ0GjZs6HaBoIiIiNQdbdu2xWAwsHfvXr744osK+375y1+SlJREu3btVCjXYwFfKOfl5XHrrbeyc+dOpk6dyvz58y95TsOGDWnZsiXbtm2rtG/79u1069bNI7E5buFkZWV55P0uxfEJ3hvjaazAGy+QxgoPDw/oD6vKfY3lT+MF0ljezn1HvFu3bq20b+vWrSQlJdGwYUOvxSP+J+AL5UmTJrFjxw6mTJlSrSLZYcSIESxcuJD9+/fTrl07AFJSUjhw4ADTp0+v1ntkZ2dfdJK/t27hidQ1hYWFFBYWVrnf171MlfsitcPbue9Yq2QymSrtc7dN6p+ALpR3795NcnIy0dHR3HjjjSQnJ1c6ZsyYMRw9epR169bRu3dvWrVqBcCMGTN45513uPnmm3n88ccpLi7mhRdeoHPnzowZM8bbX4qIiIh42ZkzZ2jatCm9e/fm3//+t/MDcFBQEL1798ZgMHD27FkfRym+FNCFcmpqKgA5OTncd999bo8ZM2YMqamp3Hfffbz11lvOQrlJkyakpqYydepUZs+eTXh4OHfccQcvvPACZrPZa1+DiIiI+MbOnTtJSEjgmmuu4YEHHuD06dPYbDauuuoq5xSQnTt3+jhK8aWALpQnTZrEpEmTLnnc+PHjGT9+fKXtbdu25bPPPquFyERERMTf7dmzh5YtW9KmTRsiIiJo3bq1c5/NZuPQoUPs2bPHhxGKr6k5oIiIiNRb//nPf0hNTSUvL8+5EDc/P59vv/2W//znP74OT3wsoK8oi4iIiNTU1q1b2bp1K2azGYPBQHFxsa9DEj+hQllERETqvYYNG9KoUSMMBgOZmZnk5OT4OiTxAyqURUREpN6Kiopi8ODBJCYmVth+7NgxVq1addF2dVL3aY6yiIiI1EvBwcHcfffdJCYmOucnO/60bNmSUaNGERwc7OswxYd0RVlERETqpW7dutGgQQNsNhtHjhzhxIkTALRo0YJWrVoRHR3NTTfdxLp163wcqfiKCmURERGpl9q0aYPBYGDLli3OZzMAfP/99/Tr14+uXbvSpk0bFcr1mKZeiIiISL0UHR0N4LZXsmOb4xipn1Qoi4iISL1ktVoBCAsLq7TPsc1isXg1JvEvKpRFRESkXkpPTwegX79+NGjQwLk9IiKC/v37YzAYnMdI/aQ5yiIiIlIvbd++nWbNmpGQkMD9999PVlYWALGxsQQF2Uuk77//3pchio/pirKIiIjUS0eOHGHbtm3YbDZMJhNxcXHExcVhMpmw2Wxs3bqVw4cP+zpM8SFdURYREZF66+uvvyYtLY3OnTsTFxcHwJkzZ9i2bRsHDx70cXTiayqURUREpF47dOgQhw4d8nUY4oc09UJERETqreDgYLp3716h88XVV19N69at9VQ+0RVlERERqZ+CgoIYOXIkTZs2JS0tjZMnT3Lrrbdyww03AJCXl8cHH3xAfn6+jyMVX9EVZREREamXOnfuTEJCAmDvdBEXF0f79u2x2WzYbDYiIyPp3bu3j6MUX1KhLCIiIvVS27ZtMRgM7Nmzh127dnHdddcB9jnLqamp2Gw2mjdv7uMoxZc8UiiXlJSwefNmvvnmG44cOeKJtxQRERGpVVFRUQBs2bLFWRQbDAb27t3rbAsXERHhyxDFx2o8R/mll15izpw5zvk7BoOB8vJyFixYwO9+9ztCQ0NrHKR4ls1mo9RadlnnhBiDMRgMtRSRiNQV+vkigcSxWM9isWAymWjSpAk2m41Tp045n9Rns9l8GaL4WI0K5cWLFzNjxgy3+/74xz/yr3/9i9WrV2MymWoyjHhYqbWMqWvnXNY5CwbMwmwKqaWIRCQQFZVY2HP8HAXF5USEBtH+moYYgyz6+SIBo6CggKioKFq3bk1ubi5Go5GzZ89SVlZGz549AcjNzfVxlOJLNSqUX375ZQwGA7fffjvTpk1j4MCBAJw7dw6Ab775hn/84x/84Q9/qHmkIiLiF4pLy3nvv8fYsOMkj+x/j0hgXqtRmELN9OoQq9UvEjBOnDhB+/bt6devn3Pb8ePHMRqNXHfddRgMBvVXrudqVCg7nlizaNEi4uPjndsbNmzIa6+9xgMPPMCSJUtUKPux+NNDOZ5WTLC1nMnHlgPwfqexnM63gNFCWOc1Po5QRPxJcWk5s1/fwIET5wi2Wp3bm0SHkpZn4avtPxHW1b7tb32fIKSKK8WlllKe+OZv3ghZpEobN26kdevWmM1mwD4F4/vvv6e8vJy8vDwyMzNZv369j6MUX6rR537H/J2QkMo/CEeOHAmgZ6T7ueNpxUSEhPL7X19PsAWCLTDn/q78YfgNhAebfR2eiPiZdz/fz4ET54gIDeL3d7Z1bv/LA534w8h2hJsvXH8JMYVgruJPVQW0iDfl5OTw/vvvs2PHDnbt2sXSpUudUy2WL1/Ov/71L6wuHwil/qlRodyxY0cA5s2bV2khxvHjxwF7M2/xX8HWcibc2pz2V4c7t9lKS+nQLILxNzdzbisqsfgiPBHxI0UlFtZuPEqwtUw/N6TOOHfuHGvWrCElJYWMjAzn9tzcXCIjI4mMjPRhdOJrNapiH3jgAdauXcsLL7zAli1bnNv/9a9/8dRTT2EwGOjVq1eNg7wcEyZM4NChQ6xdu/aSxw4fPpxPPvmk0vauXbtW+HrqssnHlhM8H1yb+h15zL5AM8wE3NUEgH0/5NArKazyG4hIvbHn+Dke2Z9s/0s1fm7sOZ5Fk6al7D17iH1ZhxmTdCfNIq/ybtAiV6hBgwY8+OCDGAwG5s+f7+twxEdqVCiPHj2a//u//2P58uWsWbPGeVV5+PDh2Gw2TCYTM2fO9Eig1bF48WLefPNN+vfvX63jd+/eTb9+/ZgwYUKF7Y0aNaqN8AJaYUm5r0MQER+y2Wyc+TGDy7m29t7uz+D0CRoER5DU6FqMBq3yE/8SFxfHwIEDadKkSZV3wG02m3Ot1QcffEB6ero3QxQfq/G8iPfff5+kpCTmz59PXl6ec3tMTAyvvvoqffr0qekQl2SxWJg7dy5PP/10tc8pLi7myJEjjBs3jjFjxtRecH7CtbdpiaXUuf29zqOYNbYzyz9dQrfUPQC0fP5ZjGazfV7WxpcAKsw7FJHAUNOexjabjbMHjnLiq/XY9u2m1BDFvFajiLAWc0cLG6173kDB354FYMfvbmZv3nHOFOc436tTQmtu7zyExAYJKpLFLw0cOJDExMRL9kp25ET//v1Zvny5N0ITP1Hj6sdoNPLUU08xffp01q9fT3p6Ok2aNKFPnz6Eh4df+g1qqLi4mB49erBz507GjRvH6tWrq3Xe3r17sVqtJCUl1XKE/qGq3sk5bVKYtiEFEmDT+dulbHsZgDGJDzmPS2oR7ZU4RcRzcoqK+dP65y7rnPn9ZpKz5yg/pm7CdHAP4cV5GIxmMuNb0aDjjRhPhHKuLJgjrcr4/sx/GHz+vAP5P5LUNImg/ERWn1sBwN3detIwXFO2xH81aWL/vZebm1upX7LJZKJp06YYDAZ+/PFH5/ZGjRpx9uxZr8YpvlOjQvn++++ne/fudO/enY4dO3LzzTd7Kq5qKy4uJjc3l2XLlnHXXXdxzTXXVOu83bt3A3D99dcDkJ+f7+ziIXbJKYfg/OeIMLMeGiMSKEpKLaxYfZgOny5wzheurl2P/YmookIMpjAym7YmslsXEnu2oqj0JHvPHsZYaITTiXy3HpLaX5im9qcek9h1spA3vt0PN9i3mYIsFe5guSqtYruINzk6WnzyySdkZWVV2BcREcHEiRMB+PDDD70em/iHGhXKb7/9NkuWLAHAbDZz44030r17d2666Sa6d+9OmzZtPBLkxURFRXHo0KHL7q7hKJRfffVV3nvvPbKzs2natClPPvkkkydPro1Q/UbcT4PJSPj80gcmqYeySKApKbXw4tI9nDiZTQeX7RFHb+dMtn0aRsumDXj0jmvJ3L6XjI1bCT51mCW/ts8+zmzahvJuXQhpH0luwQ9szNrM6R2fYcBAi6hEfj2gA+u/DuNEGhzaHud8/9mLd5CWZwFjOY5ryOqTLP7uwIEDVXa1KCsrY8+ePXq8ej1Xo0LZ9fZDcXExGzduZOPGjc79MTEx9OzZk4EDBzJy5EhatGhRs2jdMBqNGI2XP/fNUSgfPHiQRYsWUVxczD//+U+mTJlCbm4uf/7znz0dqt/44XQJYQm+jkJEasNHX5/gSFo+0aEVf7zPua8Lew+d483/HObYqWLe/esKbsvcSFBIFGdbtgdOAHDwl2aO5nxB+f5yGpqjSIptze0tB9Iu9loigsOJjY1lePty3vhkB9/uyuD51uPsA+RZCA0x0atDYzZ4+WsWuVIXm65ZWlrKl19+6cVoxB/VqFDOzMzkL3/5i3MRnclkorz8QneErKwsPv/8cz7//HOefPJJnnzySebMqTxP1hfuvfde+vfvz4wZM5yfFkePHk3fvn159tlnefjhh2ncuLGPo6wdweVW7o+fSFJiGMeetH8g2H9rPxLb/IIDp7LYFPIxAE93n0b0+fmFIcZgn8UrItVTkFvIhh0nCbZaue/mlnDgwr5Nc/5O7Klj/Cosng8TB7ErujVNb2tKQeMC9mcfhvMzIYwYuOPaQVwf25qEiCZur6aFhgQxelBLhvdrzp7j5ygoLiciNIj21zQkNMTI3dZZlxW3fr6IiL+qUaH8zjvv8MwzzzBkyBDeeOMNEhISOHjwIP/7v//L3//+d4xGIzabDYvFgsVi4bnnnqNdu3aMHj3aU/FfMXedLoxGIxMmTGDdunWsX7+eoUOHXvQ9YmJiiIleR2SSAAAgAElEQVSJqXK/YxVtbGxszYKtJseVdXfjFZeXOF9PPvYhwQvhJOD49dTh81T4PJVupguL+jLOGWnXwv2l54uN5Wl1dSxvjxdIYxkMhoveKfL1g4z8NfdPPvYYjzg2/gPKXJYWxP50hGDg2qLThISXUloYQkrmYa6JMNGreTdWHV4LwJMDHiE0qOqncv78e5vY9PLmQF+OQPo368/jBdJY/p77Uv/UqF/Pc8/ZV1O//vrrJCTYC6rrrruO+fPn8/zzz2O1Wvnkk0/473//S7du3bDZbLzxxhs1j7oWxcXZ59zl5+f7OBLfyyu8vLZSIhIYIhrYn5h3b/u7ePG2mYzq8GsfRyQi4p9q9NHs5MmTgH2KRdOmTSvse/DBB5kxYwYLFixg9erVLFmyhPbt27N3796aDOkRRUVF9OzZk969e/Paa69V2Ld//34AWrZsWeNxbDYbNput0kra2uL4BO8Y71K9k7dsXE/sMvuTCd31TsZaWmXsPx+rNtXVsbw9XiCNFR4eTkREhCdD8qrLyX1P9Do+d+AHDn2yktMRzVgZ/wsirMX06ZBNu8/WOs9ZfV9nusZ3pEPjtgS/dxwoJsJkIisrq8LPh+zsbMymkCrHDqR/R/46lrfHC6SxAj33pe6pUaHcvn17tmzZwm9/+1s+/vjjCov1duzYAcCGDfZlHc2aNQPsz1T3tbCwMEJCQnj//feZOXMmV199NQA5OTm8/PLLtG7dmu7du1/yfbKzsyvMyf45b93Cq8oleyfDhdZR6p0sfqSwsJDCwsIq97s+3MgXPJn7VeXpxSwYMAtbfin7/u8ryjevJ6ogi/LQKLK6XIflrIlzlki+Kt5HO5dzHr7pPsymEL4/nEXGuWJCQ0y0v6bhZY0rUtv8Pfel/qlRoTx58mTGjh3L9u3badOmDb/85S/p2rUrZ8+e5d133wUgPj4ei8XCm2++CeCTXsXp6en897//pWPHjnTs2BGAf/zjH/Tt25c+ffrw6KOPYrVaef3110lPT2fVqlVX1EmjLlDvZBH/t/GFRTQ6up9grOy7rjlnurbiB1M6ReU/EBXSmHMn4wg61Q3Y7zynpLyEnUeyefvzI2Asp1eHxhiDLJRYLOppLCJShRoVyqNHj2bjxo38z//8D+Xl5axcuZKVK1cC9tuBBoOB3/72t2zevJnHHnsMg8FAp06dPBL45di3bx9jx47lqaeechbKPXv2JCUlhaeffpqnnnoKo9FIz549SU5OpmfPnl6Psbapd7KIfyoptThfl2/tx+Qj9q4z73cay+l8+74WceEMNJ9kWdxWAM4U/8imW1vxU+NiCq2FJEQUcXvzgVwf2ZrYkEbOPsqunvz2BfuLGyAM2ABsWFvbX52If5s6deoV9UmeP39+LUQj/qjGy0f//ve/c9ttt7FgwQJSU1OdtyPDwsJ47LHHmDlzJsuWLXMe//vf/76mQ17U8ePHK20bMGCA2+e49+/fn6+++qpW4/EX6p0s4p8+/fZH57Lqibe3I3ih/fWc+7vy9beHWb4lix9+KmV96Vk4/3yPlH5mYsw2esd3o1t8Bzq1aI/BYHDOC51+T3s++voEr4SPxcAXPviqRAKLuxqhKnoASf3ikT4rQ4YMYciQIZSUlJCWlobJZKJZs2YV/jENHTqUe++9l5EjR3piSLlM7nonr+3Vkq5dRql3soiPFJVY2LTrFJy/0ZaUGMbJ8/u2PPEsocYsrr36Wg6VdONAeCvCOA7A5Bt/y3WxrTAa7BX2z39xm0NMjB7UkmF9m7Hj2LUUlpQTbg4iqUX0JadUKe+lPsrIyKC4uNjXYYgf8kihfO7cOcLDwzGbzW67RYwePdoveifXZ+56Jw/69hh8+1yF3slHThbRK0mL+ES8Yc/xczx8YBmvdrLn37En/+zMz4YFZwD49b5DwCGev+5e53ktGzZ3FskXEx4aRK8k3UoSuZRvvvmGEydO+DoM8UM1KpSzsrIYMWIEqampGI1G2rZtS69evejZsyedO3cmMTGREydOcNNNN3kqXqkGR7sp15ZPZRe5iOS6r7Ck6pX8InJpNpvN+YCfkkssksspKsKkNbMiIn6rRoXyE088wddffw2AxWJh79697Nu3j3/+85/OYwwGw0XbKInnuWs39caI6j09K9yspx6J1ESptYzff/JY9U9wyc3/9E9k2JpTAMT/7WmiGsRgs9mYvXgHFJRU9Q4iIlJLatQD7fPPP8dgMDBo0CDuvdd+W9DRaN/1jwQO9U4W8Z28+AuXl6MaxGA0m9l1spC0PAuhIbr0LCLibTW6fJiRkQHABx98QIMGDVi2bBlvv/02+fn5zJ49m6KiIubOneuRQKVmyrf34XdHP62w7bVWdxLU+bsK29Q7WcRz4k8P5XhaMcHWciYfWw64tH0zWgjrXLEd4y2NhlNmsre9KC4vYc8P55x9j7u3b8xmr38FIiL1W40K5caNG5Oenk5xcTGxsbEkJCSQm5vL7373O5o3b86QIUOwWCyXfiOpdUGdv+ONzhWnXwTxXRVHi4gnHE8rJiIklAm3Nif4fNvVWaPa88n//h9raVrp+A/PvnfhaZkbXrT/93zfYxXJIiLeV6OpFzfccAMA48ePp6ysjISEBOcjq/v16wfAokWLahiiiEhgCraWM+HW5rS/Oty5bd3fXuDE1bsJarHLh5GJCEBmZiYZGRmUlurplOJeja4oP/roo6SkpLBmzRqCgoK49tpr+eijjxg2bBj79u0DULsVH5vwcSbBVVzULzNdWOR3T8JEerSLVw9VEQ+afGw5wfPhiMu2q89kcfXXUGbK4dW7KuZfUYmFfT/kXLLvsfJUxDOSk5N9HYL4uRoVykOHDuWFF15gwYIFzkV9y5cvZ8SIEYC940VSUpJHApUrE2yhykLZVVmZAbMppPYDEpFKHPlnDodeSWG+DkekXjGZTHTq1ImkpCQaNmyI0WgkOzub/fv3s23bNqxWq69DFB+qcS+wadOmcd999wEwbtw4li1bRkpKCgANGjTgpZdequkQUg1V9W59r/MoZo3tzMf/Sqbz1zsBaPn8sxjNZnvyb7R/f9QWTuTKOPqWO7jLvw1/f5u443sBe/6FhjWwH3d+HrLyT8Q3goKCuPvuu4mPjwcuPMo6Li6OuLg4551yrbeqv2r00/nWW2+le/fuPPvsswAEBwfz5Zdfsn79etLT0+nZsycJCXoqlDdU1bs1p00K0zakQDysdywS2vYyAGMSH3Iep7ZwIlfGXd9yB2f+dQe6X8i/BQNmsedEkfM45Z+Ib9x0003ExcVhs9nIysoiNjYWg8FATk4OUVFRJCYm0r17d9avX+/rUMVHLmsxX1paGkOHDuXpp5/m888/JyUlhb/+9a+Vbkv06tWLIUOGsH79ek6fPu3RgMVzklMOOV+rLZyI92w9lMHbqw46//7/2bvv+CjLdP/jn5lJD+mNImCQkoD0DovACiqix1U4ugiyoMK6rsJiQV12LQfL+VlAPaseC6us6GJDd8+iwgJiUHqRUEKRItLSK6mTeX5/DDMkZEIISaYk3/frxcvkKXNfY3JPrud57vu61f9EPKNr166YTCZ27NjB4sWLnduXLl3K5s2bMQyDpKQkD0YonlavRLlt27Z069aN+fPnc8MNNzi3T548mVdffZXNmzdTUWF/BFlZWcmECRPo379/40YsdYo/Pe7iDkxeU/cxInLREk7dSMmOX9Z53JITb2J0X+mGiETkQiIi7E9zUlNTq203mUzs3WsfLhUeHu72uMR71HvoxRNPPMH7779PZmYmJpMJgI8//piPP7YX0w8ICKBPnz4EBQUBkJub24jhysX46VQZwRrxIuJ2R0+WEhIYiNYjFfENVqsVPz8/QkJCyMnJqbYvNDQUgLIyLR/fktU7UQ4LC+Pbb7/l66+/5oEHHsBkMlVbprqsrIzNmzcD9iuyyy67rPGilYvib7VxZ8JMktsFc+TRPwGw5+qhdEgazf4TOWwO+AyAJwc9RESIfYa9yk2JNJy/zcqMMV0Y2P1JdtzzewDeuyGG3w/6LRt35bHO9AkAj/WZQ3xkK+d56n8inpGVlcVll13GL3/5S5YtW+bc3qlTJ/r27YvJZFKZ2xbukibzJSUlkZSUxB//+EfKyso4ffo0W7duZdOmTWzatIktW7aQm5uL2Wzmj3/8Y2PHLHWYdeQT/F+G44Djz2+flRtg5QYGWGDz2Ul9h46XMDRZk4hEGsusIx/jvxB2c67vzfhHNuX/eJaeFlh3tu8dzyinfYzKMYp42vbt22nXrh2xsbH4+Z1LicaMGYNhGJSVlbF+/XoPRiieVq9E+cCBA3Tt2tX5fVFREXv27CE+Pp7rr7+e66+/3rnv1KlThISEOMf/iPcpLrN6OgSRFkl9T8Q7/Pjjj6xbt44hQ4aQl5cHnCsRl5GRwcqVK53bpWWqV6KclJREREQE/fv3Z+DAgc5/rrRp06ZRApTaVa3f6qp2a+r2bbRa8hGg2skiTaXq0DNH34sICXUOvbj8uflYgoLsdc632EszBgeoyoWIt9i6datz4l5KSgrFxcWkp6fXGLMsLVO9M6X8/Hy++eYbvvnmG+e2+Pj4aonzwIEDiYmJadRApaba6rc6a7cCqHaySJOqutiIy76349Ua53RuH+KO0ETkIhUXFwOwbdu2atsDAwPp0aMH27dv90RY4gXqlSjPnj2brVu3smPHDucvFUB6ejrLly9n+fLlzm0dO3Zk4MCBDBo0iAcffLDxIpYGWbLqIJxdVVy1W0U8I0h9T8SrtWnThl69etGtWzf8/PyUKLdg9UqUFy5cCIDNZmPPnj1s2bKFLVu2sHnzZnbv3u2soQxw9OhRfvrpJz799FMlym4Qf3ocGa2/qvtA1U4WERGpwd/fn+TkZHr37k1cnP2JUNWhVdIyXdIgVbPZTM+ePenZsyd33nknYC8L98MPPziT5y1btrB///5GDVZqp9rJIiIi9RcXF0fv3r1JSkoiIMBejcYwDAzD4OjRo87xy9IyNdpsrsDAQAYPHszgwYOd2woLC2uM95Gm4W+1MavzHHp2iHBOIlo95HIG9b9dtZNFmlDVfmTddhUzr0+id2IM+x94AICimQ/RrVMsacdzWJLxLgCVFWZQdTgRj5s0aZKz+IAjOc7KymLv3r2kpaVVG2YqLVOjJMpff/01X3/9NQUFBbRv354bb7yRAQMGEBYWxqhRoxqjiYs2Y8YMDh48yNq1a+s8NjMzk7lz5/Lll19SUlLC6NGjWbhwIZ06dWr6QBvZrCOfYJr/SbX6rdd9fxS+f1a1k0WakGOFUoBZhz7D/2U4zLl+GPXGi2QA4RacE/z2HStgaLIm9Il4WuvW9kexhmFw+vRp1qxZQ3p6uoejEm/SoETZMAxuv/125/LVDk8//TS33HILixYtcusa6YsWLeKdd95h5MiRdR5bVlbGuHHjOHDgAA888ADh4eG89NJLXHXVVezcubPZVu1Q/VYRz1M/FPEOjiWswT6Bb8KECRw4cIA9e/Zw6tQpD0cn3qBBifIbb7zBRx995HLfsmXLOHXqFN988w3+/k37iL+yspJnnnmGJ5988qLP+dvf/sa2bdtYuXIlY8eOBeD666+nZ8+eLFiwgGeeeaaJom04R/3k82snv3T/aIrzC9g35yHgXO3kqvVbVTtZpPEYhuGyhvnR/QewvfkOoH4o4s3efPNNkpOT6dWrF7GxsQQGBtKrVy969epFbm4ue/fuZc+ePRQVFXk6VPGQBn1av/vuu5hMJsaOHcsrr7xCWFgYO3bs4KWXXmLt2rVs2LCBN998k/vuu6+x4q2htLSUwYMHk5qaytSpU1m9evVFnbd06VKuuOIKZ5IM9gVVrr76apYuXerVibKr+sn5XVZx99euaydXpdrJIo2n3FbBo+v+n/P7C9Uwr0r9UMQ7lJeXs3PnTnbu3EmbNm3o2bOnsyRcVFQUw4cPZ9iwYc6qX9LymBtyclpaGmC/IuvWrRtt27Zl/PjxrFmzhilTpmAYBkuWLGmUQGtTWlpKQUEBH330EYsXL662VvuFbNu2jf79+9fY3q9fPw4fPkxubm5jh+oVVDtZxPPUD0W8z6lTp1i5ciVvvvkma9asITMzE8Mwqs1DkJanwWOUAVq1alVj3/z581myZIkzmW4q4eHhHDx48KITZICioiLy8/Np165djX2O2a/Hjh0jKiqq0eIUERER71f1LnPr1q3p3bu3p0MSD2rQHeXLL78csN9RPp8jca2srGxIE3Uym831SpLBXrYOICSk5qzz4GB76bQzZ840PDgRERHxCf7+/sTFxZGQkOCsp3z69GlWrFjh4cjEkxp0R3n8+PGkpaXx+OOPk52dzf3338/ll19OUVERc+bMAfDKUms2mw3ggo9TzOYGXUO4jaNua3K7YI48+ifAXre12GYmPb+IdaZPgHP1k1U7WaRpuOqLP//6d0TGRFFuK+Oj7L8B9r6ofijiPaKjoxkxYgRXXHGFc5tjsZHVq1dTUFDgwejE0+qVKO/du5fu3bs7v3/ooYdYvHgxWVlZvPzyy7z88suEh4dTVFSEzWbDZDJx6623NnrQDRUWFgZASUlJjX2ObY5jLiQqKuqCwzMcQ1Oio6MvJcxalVrLnF876rYep3rd1igg3gLrzk4oysgzk9Sx8Zbuc1xINPZ7a0ltubs9X2rLZDJd8GK1vk+RGpuj79fVFzt98AYAFVVqKNv7YuOWn/Sln63acn97vtSWu/t+WFgYt912G8HBwTWWq05MTGTSpEksWbJET5lbsHrdNu3duzczZ8501haMj4/nyy+/pHXr1s4VbfLz86msrMQwDAYMGMDDDz/cJIE3RHh4OJGRkS5rJJ48eRKAtm3bujusJlVYXOHpEEQE9UURbzJ06FCCgoKwWq2kpqYC9mR93759VFRUEBoayvDhwz0cpXhSvS7NKisrWbRoER9++CEPPvggc+fOpX///uzfv59FixaxevVqTp48SWRkJOPGjeP3v/89gYGBTRV7g/Tt25ft27fX2L5jxw46d+7cKBP5HBcPOTk5jfJa5Tb7H1hXdVtf+fwFblyXCZyr22qz2WDTi/YDbeWNEoeD425BY75mS2vL3e35UlshISGEhoY2ZkhNouodqKUDpvDS/aOxlVWwbeY9gOsaykZlWaP/DHzpZ6u23N+eL7Xl7r7fsWNHTCYT33zzDbt27aJXr14ArFu3jiNHjjBu3DgSExPdFo94n3olyr/61a/44osvKC4u5umnn+bNN9/kiSeeYObMmcyePZvZs2c3VZyNbsKECdx3332sWrWKMWPGALBv3z5Wr17No48+elGvkZubi9Va+wpbjfmYy1XtZKhSt7UNvH5e3dYp7X7rPE51W8WXFBcXU1xcXOt+x4RcT3H0/YLyc4sQ5HRawfTlZyf9XKCGcuf2WrpapDbu7vuOSf0///xzjX2Op85BQUGN2qb4lnoNvVi2bBnff/89w4YNwzAMMjIyuO++++jRowdffPFFU8XYYOnp6SxZssT5WAXg7rvvJikpiYkTJ/LMM8+wcOFCrr76atq2betTCf+FLFl10Pm16raKeIcg9UURr+GYlxQfH19jX+vW9nk9nr4wF8+qd2mHoUOH8t1337Fs2TKSkpIwDIMDBw4wYcIERowYwcaNG5sizgZJS0vjjjvuYNmyZc5tgYGBrF69mnHjxvH8888zf/58Bg4cyJo1a4iNjfVgtHWLPz3u4g5MXtO0gYiIiPiwkydPYhgG1157LTEx5ybZ/uIXv+Caa67BZDLx448/ejBC8bRLnj76q1/9iv/4j//gnXfe4amnnuLUqVOsX7+e4cOHc8stt/Dss8/SpUuXxoz1ohw9erTGtlGjRtWYzQr2CXt///vf3RBV4/rpVBnBjVfAQkREpEXatGkTiYmJ+Pv7U1pa6tzevXt3DMMgKyvLK28Aivs0qM6K2Wxm5syZTJkyhZdeeokXX3yRwsJCli1bxj//+U9mzpzJE0884fV3aH2Nv9XGnQkzq9VrDX5gDiV+Mew6msE67Mm/o3YyoLqtIk2gar9y1FHuFBfEycf/DNhrmnfrFEva8RyWZLwLQGWFGQI8Eq6InCczM5Nly5YxcuRIZwk4wzAoKSlh7969rF+//oJzkaT5a5SChCEhIfz5z3/md7/7HU899RRvvfUWFRUVvP7667z//vvk5eU1RjNy1qwjn9So12p9YSH+QM8qtZMPHS9haLIm8Yk0laqLFjnqKGdSvaZ5BhBepY7yvmMFDE3WhD4Rb3HixAk+/PBDAD744ANKSko0LlmcGiVRPnz4MHv27GHPnj3k5+cTFxfHqVOnMAxDv2weVFymq2ARb6N+KeK9MjIyPB2CeJl6JcpVE+K9e/eyZ88e9u3bV21cj4OrMcFSP3XVTn5/2VsM/84+ySDxv58mOiEBm82AFfMACAn07OplIs1d1c85R780ysudQ6Jc1VEODlDVCxFvce21117SeStWrGjkSMRb1SuT6ty5c7VHjeA6IY6JiaFnz5706tXLWbxb6q/O2sltYed59Vp/1+0B53GqnSzStBwXslClX4LqKIv4iO7du9fIay6GEuWWo963HKsmxgEBASQlJdGrV69qiXGbNm0aNUi5eP/7j52QZP9atZNFvI/qKIt4l/o+Ab+UxFp8V70S5XHjxjmT4V69etGtWzf8/PR43x3iT48jo/VXdR5nJK12QzQiIiK+76233vJ0COLl6pXlLl++vKnikDqodrKIiEjjcpSEE6mNbgf7CFe1k3++6ToiL+vH/hM5bA74DICXxz6NUVEGqHaySFNTHWWR5iMoKIgbb7wRk8nExx9/XON7aZmUKPsIV7WTOy37GviaARbYfHby0IGfCriyfZinwhRpUVRHWaT5sFgsXHbZZc5+ff730jKZPR2ANK7C4oq6DxIRj1EdZRER36E7yl6mrtrJa9euoMM/7RP2HDVabTYbbHoRgLAQDbcQcRfVURYRad6UKHuZOmsnB1GjRuuUdr91HtfziliM8jJ3hCrS4qmOsohI86ahF83AklUHnV8HB+naR8SbqY6yiIjvUKLsxeJPj7u4A5PXNG0gIiIiIi2QEmUv9tMpDaEQERER8RQ9p/dirmonfz88mV59bq5WO/nJQQ8RERJMVFQUgZYAilEBdRF3UB1lEZHmTYmyF3NVO3lUShqkpFWrnXzoeAlDkyMI8gv0WKwiLZHqKIuING9KlJsB1WUV8R3qryLe6cyZMyxcuLDW76VlUqLsJRz1k13VTs44cYKil+xlplzVZQ0J1I9RxBNUR1mkeQkMDCQsLIyAgAAMw6CiooL8/HwqKrSYV0ulDMtLuKqffLF1WZM7RjR1eCLiguooi/i+wMBABg8eTNeuXQkPD3d5TG5uLvv372fLli1KmlsYJcrNQLDqsor4DNVRFvEewcHB3H777URERGAYRrWnRFVFRkYyZMgQkpOTWbp0KWfOaNJ8S6FEWURERFqkESNGEB4ejmEYnD59moyMDEpKSqisrATAYrEQHBxMQkICCQkJREREMGLECL7++msPRy7uokRZREREWqROnTphMplYuXIlu3fvvuCxV155JWPHjiUxMdFN0Yk3aBaJ8pEjR3jwwQdZu3YtADfccAMvvfQScXFxFzyvX79+7Nixo8b2CRMm8OmnnzZFqBfFUY+1av3kopkPUWwzk55fxDrTJ8C5+slVa7mKiPuojrKIbwsIsHfGU6dO1Xms4xh/f/3NbUl8PlHOzs5m9OjRlJeX88gjj2C1WnnhhRdITU1l8+bNzk5wPpvNRlpaGrfccgs333xztX0dO3Z0R+i1ctRjrVo/OeqNF4kC4i2w7rz6ySLiGaqjLOLbcnJyiI+P55prrmHjxo3OoRc2mw2w93HH0IuhQ4diMpnIycnxcNTiTj6fKC9YsIDjx4+za9cukpOTARg8eDBjx45l8eLFzJgxw+V5P/74I6Wlpdx8881MmTLFnSE7OUrCAdXKwlVcYK5P1WkGqscq4llVJ/5cqN9W3XemVDPmRbzF1q1bGTduHG3atKl208zRt6teDDts27bNbfGJ5/l8orx06VJGjRrlTJIBxowZQ7du3Vi6dGmtibJjLFLV89zNVUk4gLcn1D5k5JmBs1U/WcRLVC0Pd6F+W1UtD7lExAP27duHv78/V111lcsn0NUuhisq+O6770hLS3NniOJhPp1p5ebmcvjwYSZOnFhjX79+/Vi+fHmt5+7evRuTyURSUhKGYVBcXExoaGhThtso0k6WOr9W/WQR35PUwXWdVhHxjF27dpGWlkanTp1o3bo14eHhzqS5vLycgoIC0tPTOXz4sGoot0A+nSifOHECgHbt2tXY16ZNGwoKCsjPzyciomZCuXv3biIiIrj//vv55JNPKCoqolOnTjzzzDP8+te/bvLYzxd/ehwZrb8CYNo/svC3Grzd6TpmHP6aCj8T790UC8CSVQfh7E1w1U8W8R4lu34B1gCCraXMOPYPAD5LnsiJMgv4lRPc8ztAdZRFvJHVauXAgQMcOHDA06GIl/HpRLmwsBCAkJCaE2OCg4MB+1rttSXKeXl5lJSU8P7775OTk8Mrr7zCpEmTqKio4I477mja4M/z06kyglvbv3YkxbCNt/ue9zg3eY1b4xKRi+NIhAHeHujot98S7JlwRESkEfh0olx1VmptzGazy+333nsvfn5+3HPPPc5tkyZN4sorr+Thhx/m9ttvx2Jx350ff5sm5om0BKVllYRrnLKIV7jrrrswmUx8+OGHFBcXezoc8UI+nSiHhYUBUFJSUmOfY5vjmPPdd999NbYFBwdzxx138NRTT7F371569ux5wfajoqKIioqqdb9jEkB0dLTL/aXWMufX9x/6DNMh169TYTk3UWhG5z8wvGcHAAItAdUuEhwXBbW115jUlu+150ttmUymWi9yAaw6m6oAACAASURBVPz8PPvR5ej7rSrOfb7M+CwT/0rXx1ftw+m5JpI6Nu7PwJd+tmrL/e35Ulvu7vvh4eF1tiktm08nyh062BNGV4XCT548SWRkZL0n6MXHxwNQVFTU8ADrwQS1/pGtqrTURJBfYJPHIyJ1q3qh6l95cX24qERPj0S8RV5eHnDuCbXI+Xw6UY6MjCQxMZHt27fX2Ldjxw4GDBjg8rwjR44wfvx4Jk+ezLx586rt27dvH0CjLFFpGAaGYVQrTl5b7eQP+k7iz3f0Zf26NbT+3L6GfOJ/P405MNDegTe9aD/QVl5rsXPHFbw7iqGrLd9rz5faCgkJ8YkqNFVLRy0dMIWX7h+NrayCbTPtQ7ocfbjUWuYs62hUljX6z8CXfrZqy/3t+VJb7u777777rtvaEt/k04ky2Jebfvnll9m3bx9JSUkArFq1iv379/Pwww+7PKdjx45kZ2fz9ttvM2vWLOfwjGPHjvHee+8xevRoWrduXWfbubm5WK213x1y9eipttrJ+V1W8dDGVfYlvc6u4MV2+x/WKe1+6zxOJeGkJSguLr7geEHHRF5PcfT9gvJzT55yOq1g+vIV9m/O68NVdW6vVflEauPtfV9aHp8flDN37lyio6O5+uqrWbBgAc8++ywTJ06kb9++zhX3Dh8+zJIlSzh8+DBgH0P12muv8dNPPzF8+HBeffVV5s+fz6BBg/Dz8+O1117z5FuqYcmqg86vVRJOxLepPJyId/Hz82PIkCGMGDHCua1r16507drVbWPWxXv5/B3luLg4UlJSmDNnDo8//jghISHcdNNNPP/88wQG2sfypqSkMH36dN599106deoEwMSJE1m2bBnPPfccc+fOJTg4mFGjRvHcc88570w3taq1ky9IJeFEREQanZ+fH7fddhsJCQmcPn3auX3AgAHOJ8tWq5Xs7GyysrLIzMwkMzOTn3/+2VMhi5v5fKIM0K1bN7788sta90+bNo1p06bV2H7zzTdXW9vd3arWThYRERH3GjhwIPHx8RiGUa0kbGBgoHMOgsViIT4+noSEBOf+BQsWuD1W8YxmkSj7Kn+rjTsTZpLcLpgjj/4JgJRhXenbdyL7T+SwOeAzAJ4c9BARIfZlCwLM/h6LV0Sqq9ofrduuYub1SXSKC+Lk438GoGjmQ3TrFEva8RyWZNgnDVVWmEF1lEW8QpcuXTCZTOzdu5evv/7auf37779n/PjxFBYWkpaWRmRkJFFRUcTFxV1w7QZpfpQoe9CsI5/g/zIcxz6HD+DqdQdg3bMMsMDmsxOCDh0vYWiyJvGJeJuqfzBnHfoM/5chk3P9OeqNF8kAwi04J/jtO1bA0GRN6BPxBo6Vezdv3lxt+5EjRwBo1aoVGzZswGazERoaysyZM90eo3iWz0/mawmKy1R3VaS5UH8W8R6OylXnT9pzLCZmNpsJCNAjoJZMd5TdoK7aybkZ6eT+90uA69rJIYH6MYl4o6p1lB392Sgvdw6lclVHOThAVS9EvMXPP/9Mly5dGDt2LBEREWRnZxMWFsagQYMwmUycOXOG0tJST4cpHqQMzA3qrJ0Mqp0s4oMcF8Bw4f5cleooi3iPDRs20KlTJ4KDgxk5cmSN/Vu2bPFAVOJNNPTCS6l2skjzpDrKIt4jOzubzz77jNzcXOdquoZhYLPZ2Lp1a7WVf202GwUFBRQUFHgwYnE33VF2M9VOFhER8R4nTpzgvffeo0OHDkRHR2O1Wjl27Bj5+fnVjispKWHRokUeilI8RYmym6l2soiIiHcxDIOffvqJn376ydOhiJdRouxmrmon/2N4PL/sc7dqJ4v4GNVRFhFp3pQou5mr2skTUzIgRbWTRXyN6iiLiDRvmsznpVRrVaR5Ut8WEfEduqPchAzDoKyy3GXt5Lpqrap2soj3Ux1lEZHmTdlYEyqrLGfa5w9U23axtVZVO1nE+6mOsohI86ahF15KtZNFmifVURYR8R1KlEVEREREXFCiLCIiIiLigsYou4mjxmrV+sk502djtQSSnl/EOtMnwLn6yaqdLOL9VEdZRKR5U6LsJo4aq1XrJye8Y5/oE2+BdaqfLOJzVEdZRKR509ALL6MaqyLNm/q4iIjv0B3lRmYYhrNklMV67n+vo8bqXz/9C6PWHwPO1Vi12Wyw6UVA9ZNFfInqKIuING/KyhpZua2COWvn19jurLF6Gew9r8bqlHa/dR6n+skivkN1lEVEmjcNvfACS1YddH6t+skizZvqKIuI+A4lyk2oTcaNF3dg8pqmDURERERE6k2JchM6fOKMp0MQERERkUukMcpNyN9qY1bnObQPt52rnTzpVvyjO7P/RA6bAz4DztVOBlQ/WcSHqI6yiEjz1iwS5SNHjvDggw+ydu1aAG644QZeeukl4uLimuS8izXryCeY5n9SvXbyko8BGGCBzaqdLOLTVEdZRKR58/lEOTs7m9GjR1NeXs4jjzyC1WrlhRdeIDU1lc2bNxMQ4PrWzaWe1xRUV1Wk5VB/FxHxHT6fKC9YsIDjx4+za9cukpOTARg8eDBjx45l8eLFzJgxo1HPc6Vq7eSyynLn9qX9J/P870fy4dK/krRyI6DaySLNieooi4g0bz6foS1dupRRo0Y5k12AMWPG0K1bN5YuXVprwnup57lSW+3knCtWcvfXKyES1qh2skizozrKIiLNm09XvcjNzeXw4cP079+/xr5+/fqxdevWRj2vMal2skjLpDrKIiK+w6cT5RMnTgDQrl27GvvatGlDQUEB+fn5jXbexYg/Pe7iDlTtZBERERGv5tOJcmFhIQAhITUfZQYH28utnTlTs5bxpZ53MX46VXZJ54mIiIiId/HpMco2mw2oXqLpfGZzzWuBSz3vYvhbbdyZMJPkdsHOCT1br+pDt57Xq3aySDOjOsoiIs2bTyfKYWFhAJSUlNTY59jmOKYxzjtfVFQUUVFR9hntZ8068gn+L1OtdvLQb36Ab36oVjs5I89MUsfWdbZRH47kPjo6ulFfV201j/Z8qS2TyXTBi1U/P89+dLns+xdZR/lETiVXtG/cn4Ev/WzVlvvb86W2vL3vS8vj00MvOnToAMCpU6dq7Dt58iSRkZGEhoY22nmNqbC4ou6DRKTZUd8XEfEdPn1pFhkZSWJiItu3b6+xb8eOHQwYMKBRz7sYH/Wfxl8eGIOtrJzNv7kTgCvf+Atltkr73aeNL9gPtJWTk5Nzye24EhMTA0BpaSnFxcWN+tpqy/fb86W2QkJCmvxitbGp76stb23Pl9ryxb4vzZtP31EGmDBhAqtWrWLfvn3ObatWrWL//v38+te/bvTzqsrNzSUzM5OsrCzntuN55az94Ri5RYXObWHRUZgDA9lz4txQj6aonWw2mzGbzW75kFFbvteeL7VVXFxMZmZmrf9yc3MbOeL6Ud9XW77Uni+15e19X1oen0+U586dS3R0NFdffTULFizg2WefZeLEifTt25cpU6YAcPjwYZYsWcLhw4frdd4lMVfy1vJ9bDuYQYUFKixQUlHKlgPpvLfigPMw1U4WaWbU90VEmh2fHnoBEBcXR0pKCnPmzOHxxx8nJCSEm266ieeff57AwEAAUlJSmD59Ou+++y6dOnW66PMuRXDfNRjAu+mcW51r+aP2/3ZvwBsVEa+mvi8i0vz4fKIM0K1bN7788sta90+bNo1p06bV+zwRERERabmaRaLsaQFmfxaO+nO1bSVllZzMtVFYXEFYiD9to8zVHrmqdrKI71PfFxFp3pQoNwKTyUSgpfoKAoEh0KVjnPP7zMxMd4clIk1MfV9EpHnz+cl8IiIiIiJNQXeUL0FlZSVAnTUiq64gVFhYeIEjG4c721Nbvtdec2rL0fccfdFd1PfVli+215za8lTfl5ZLifIlOHPmDABpaWkejkSkZTtz5gyxsbFubQ/U90U8ra6+HxwcjMVi8UhCbbFYCA4Odnu70jRMhmEYng7C15SWlpKenk5oaCgWi2qiirhbZWUlZ86cISEhgaCgILe1q74v4ln16fsFBQWUlJRc8JimEBwcTHh4uNvblaahRFlERERExAVN5hMRERERcUGJsoiIiIiIC0qURURERERcUKIsIiIiIuKCEmUREREREReUKIuIiIiIuKBEWURERETEBSXKIiIiIiIuKFEWEREREXFBibKIiIiIiAtKlEVEREREXFCiLCIiIiLighJlEREREREXlCiLiIiIiLigRFlERERExAUlyiIiIiIiLihRFhERERFxQYmyiIiIiIgLSpRFRERERFxQoiwiIiIi4oISZRERERERF5Qoi4iIiIi4oERZRERERMQFJcoiIiIiIi4oURYRERERcUGJsoiIiIiIC36eDsAXlZaWkp6eTmhoKBaLxdPhiLQ4lZWVnDlzhoSEBIKCgtzWrvq+iGfVp+8XFBRQUlLipsjOCQ4OJjw83O3tStNQonwJ0tPT2bx5s6fDEGnxBg0aRMeOHd3Wnvq+iHeoq+8XFBTw17/+lcrKSjdGZWexWLjzzjuVLDcTSpQvQWhoKADJycmEhITUepyjkxQUFLglLne2p7Z8r73m1FZxcTFpaWnOvugu6vtqyxfba05tXWzfLykp8UiSDPa73iUlJUqUmwklypfA8cg1JCSEsLCwWo+LiooCwDAMt8TlzvbUlu+11xzbcvfwB/V9teWL7TXHtjT0SdxFk/lERERERFxQoiwiIiIi4oISZRERERERF5Qoi4iIiIi4oERZRERERMQFJcoiIiIiIi40i0R5xYoVjBgxgpCQEFq1asWYMWPYuHFjnef169cPk8lU49/EiRPdELWIiIiIeDOfr6O8du1axo0bR48ePXjmmWewWq28/vrrjBw5kpSUFAYPHuzyPJvNRlpaGrfccgs333xztX3uXOlLRERERLyTzyfKs2fPpn379mzatMm5UtbUqVNJTk5m3rx5rFq1yuV5P/74I6Wlpdx8881MmTLFnSGLiIiIiA/w6aEXubm57Nq1i1tvvbXacrIJCQmMHDmSDRs21Hru7t27AftStCIiIiIi5/PpO8rh4eHs37/f5ZrvWVlZ+PnV/vZ2796NyWQiKSkJwzAoLi6uc+14EREREWk5fPqOssVioUuXLrRt27ba9tTUVL7//nuGDx9e67m7d+8mIiKC+++/n/DwcFq1asUVV1zB0qVLmzpsEREREfEBPp0ou1JUVMTUqVMBeOyxx2o9bvfu3eTl5VFSUsL777/PokWLaNWqFZMmTeL99993V7giIiIi4qV8eujF+YqLi7nxxhvZuXMnf/rTnxgxYkStx9577734+flxzz33OLdNmjSJK6+8kocffpjbb78di8XijrBFRERExAs1m0Q5NzeX8ePHs2HDBu666y7mz59/wePvu+++GtuCg4O54447eOqpp9i7dy89e/a84GtERUURFRVV637DMACIjo6+iHfQcGaz2W3tqS3fa8+X2jKZTM7XcOVC8w/cQX1fbflSe77Ulrf3fWl5msVvXEZGBmPHjiU1NZXf/va3vPHGG5f8WvHx8YB9CIeIiIiItFw+nygXFhZyzTXXkJqaypw5c1iwYEGd5xw5coTx48czefJk5s2bV23fvn37AEhMTGxwbIZhYBgGOTk5DX6ti+G4gndHe2rL99rzpbZCQkJ8ugqN+r7a8qb2fKktX+/70vz4fKJ87733snPnTmbPnn1RSTLYV97Lzs7m7bffZtasWYSFhQFw7Ngx3nvvPUaPHk3r1q3rfJ3c3FysVmut+931CE+kuSkuLqa4uLjW/YWFhW6Mpib1fZGm4e19X1oen06Ud+/ezZIlS4iIiKBPnz4sWbKkxjFTpkzh8OHDrF+/nmHDhtGpUyfMZjOvvfYa//mf/8nw4cO5++67yc/P57XXXsPPz4/XXnvNA+9GRERERLyJTyfKKSkpAOTn5zN9+nSXx0yZMoWUlBSmT5/Ou+++S6dOnQCYOHEiy5Yt47nnnmPu3LkEBwczatQonnvuOZKSktz2HkRERETEO/l0onzvvfdy77331nnctGnTmDZtWo3tN998MzfffHMTRCYiIiIivq7ZLTgiIiIiItIYlCiLiIiIiLigRFlERERExAUlyiIiIiIiLihRFhERERFxQYmyiIiIiIgLSpRFRERERFxQoiwiIiIi4oISZRERERERF5Qoi4iIiIi4oERZRERERMQFJcoiIiIiIi4oURYRERERcUGJsoiIiIiIC0qURURERERcUKIsIiIiIuKCn6cDEBEREfGEa6+99pLOW7FiRSNHIt5KibKIiIi0SN27d8dkMtX7PCXKLYcSZREREWnRDMO46GMvJbEW36VEWURERFq0Dz74gDNnzgAQGhrK5MmTMZlMvPnmm85jHNulZVGiLCIiIi1acXGxM1GuytU2aVlU9UJERESkDhpy0TIpURYRERE5y2KxOL82m8+lSY5E2WazuT0m8RwlyiIiItIiVVZWAhAcHOzcFhoa6vw6ISHB+XV0dDQAFRUVbopOvEGzSJRXrFjBiBEjCAkJoVWrVowZM4aNGzfWed6RI0e45ZZbiI6OJjo6mqlTp5KZmemGiEVERMTTSktLAejXrx8mkwmz2Uz//v2d+8ePH0///v0ZMGAA1157LSaTiby8PE+FKx7g85P51q5dy7hx4+jRowfPPPMMVquV119/nZEjR5KSksLgwYNdnpednc3o0aMpLy/nkUcewWq18sILL5CamsrmzZsJCAhw8zsRERERdzp58iRdu3alR48edOnSBYCAgACsVit5eXnExMQwcuTIaufs3r3bE6GKh/h8ojx79mzat2/Ppk2bCAkJAWDq1KkkJyczb948Vq1a5fK8BQsWcPz4cXbt2kVycjIAgwcPZuzYsSxevJgZM2a47T2IiIiI+23cuJHExET8/f0JCAjAMAwMw2Dnzp388MMP/OpXv3IOuTAMgx07drBz504PRy3u5NOJcm5uLrt27eLBBx90JslgH1M0cuRIVq5cWeu5S5cuZdSoUc4kGWDMmDF069aNpUuXKlEWERFp5rKysli6dCm/+MUvaNeuHeXl5ezZs4f169djGAaLFy+mbdu2hISEkJ6eTmFhoadDFjfz6UQ5PDyc/fv3Vxt475CVlYWfn+u3l5uby+HDh5k4cWKNff369WP58uWNHquIiIh4n8zMTD7//PNa9588edKN0Yi38elE2WKxOMcUVZWamsr333/Pdddd5/K8EydOANCuXbsa+9q0aUNBQQH5+flEREQ0bsAiIiLilfz9/YmIiMBsNpOTk4PVavV0SOIFfDpRdqWoqIipU6cC8Nhjj7k8xvHopOpwDQdHiZgzZ84oURYREWnmAgMDGT16NF27dnU+ibZarezZs4dvv/1WCXML1yzKwzkUFxdz4403snPnTubNm8eIESNcHucoFn6hVXaqFhkXERGR5sdsNnPrrbfSvXt3LBaLczKfxWKhd+/e3HbbbcoHWrhmc0c5NzeX8ePHs2HDBu666y7mz59f67FhYWEAlJSU1Njn2OY45kKioqKIioqqdb9hGMC5IuVNzdGZ3dGe2vK99nypLUc909rUNv/AXdT31ZYvtedLbbm77/ft25fY2FgMwyAzM5Njx45hMpno0KEDsbGxJCQk0K9fP7Zu3dqo7YrvaBaJckZGBmPHjiU1NZXf/va3vPHGGxc8vkOHDgCcOnWqxr6TJ08SGRnpcoKgiIiINB/dunXDZDKxd+9evv7662r7rrvuOpKTk0lKSlKi3IL5fKJcWFjINddcQ2pqKnPmzGHBggV1nhMZGUliYiLbt2+vsW/Hjh0MGDCgUWJzPMLJyclplNeri+MK3h3tqS3fa8+X2goJCfHpi1X1fbXlTe35Ulvu7vuOeLdt21Zj37Zt20hOTiYyMtJt8Yj38flE+d5772Xnzp3Mnj37opJkhwkTJvDyyy+zb98+kpKSAFi1ahX79+/n4YcfvqjXyM3NveAgf3c9whNpboqLiykuLq51v6drmarvizQNd/d9x1wli8VSY5+rbdLy+HSivHv3bpYsWUJERAR9+vRhyZIlNY6ZMmUKhw8fZv369QwbNoxOnToBMHfuXP72t79x9dVX8+CDD1JaWsrzzz9P3759mTJlirvfioiIiLhZVlYWbdq0YdiwYfzzn/90XgD7+fkxbNgwTCYT2dnZHo5SPMmnE+WUlBQA8vPzmT59ustjpkyZQkpKCtOnT+fdd991JspxcXGkpKQwZ84cHn/8cUJCQrjpppt4/vnnCQwMdNt7EBEREc9ITU2ldevWXH755dx1112cOnUKwzBo27atcwhIamqqh6MUT/LpRPnee+/l3nvvrfO4adOmMW3atBrbu3XrxpdfftkEkYmIiIi327NnD4mJiXTp0oXQ0FA6d+7s3GcYBgcPHmTPnj0ejFA8TcUBRUREpMX617/+RUpKCoWFhc6JuEVFRXz33Xf861//8nR44mE+fUdZREREpKG2bdvGtm3bCAwMxGQyUVpa6umQxEsoURYREZEWLzIykpiYGEwmE5mZmeTn53s6JPECSpRFRESkxQoPD2fcuHG0a9eu2vYjR46wYsWKC5ark+ZPY5RFRESkRfL39+e2226jXbt2zvHJjn+JiYlMmjQJf39/T4cpHqQ7yiIiItIiDRgwgFatWmEYBocOHeLYsWMAdOzYkU6dOhEREcHAgQNZv369hyMVT1GiLCIiIi1Sly5dMJlMbN261bk2A8APP/zAVVddRf/+/enSpYsS5RZMQy9ERESkRYqIiABwWSvZsc1xjLRMSpRFRESkRbLZbAAEBwfX2OfYVllZ6daYxLsoURYREZEWKT09HYCrrrqKVq1aObeHhoYycuRITCaT8xhpmTRGWURERFqkHTt20L59e1q3bs2dd95JTk4OANHR0fj52VOkH374wZMhiofpjrKIiIi0SIcOHWL79u0YhoHFYiE+Pp74+HgsFguGYbBt2zZ+/PFHT4cpHqQ7yiIiItJiffvtt5w8eZK+ffsSHx8PQFZWFtu3b+fAgQMejk48TYmyiIiItGgHDx7k4MGDng5DvJCGXoiIiEiL5e/vz6BBg6pVvrjsssvo3LmzVuUT3VEWERGRlsnPz4+JEyfSpk0bTp48yfHjx7nmmmu48sorASgsLOTvf/87RUVFHo5UPEV3lEVERKRF6tu3L61btwbslS7i4+Pp0aMHhmFgGAZhYWEMGzbMw1GKJylRFhERkRapW7dumEwm9uzZw65du+jatStgH7OckpKCYRh06NDBw1GKJzVKolxWVsaWLVtYt24dhw4daoyXFBEREWlS4eHhAGzdutWZFJtMJvbu3essCxcaGurJEMXDGjxG+cUXX2T+/PnO8Tsmkwmr1crChQv53e9+R1BQUIODlMZlGAbltop6nRNg9sdkMjVRRCIitdNnljQVx2S9yspKLBYLcXFxGIbBiRMnnCv1GYbhyRDFwxqUKC9atIi5c+e63PfYY4/xj3/8g9WrV2OxWBrSjDSyclsFc9bOr9c5C0f9mUBLQBNFJCJSU3GplZ0HMzmemcln2W/W61x9ZsnFOHPmDOHh4XTu3JmCggLMZjPZ2dlUVFQwZMgQAAoKCjwcpXhSg4ZevPLKK5hMJsaPH88333zj3J6XlwfAunXr+J//+Z+GRSgiIi1KWXklH/z7CNOf/jf//f42lqw87OmQpAnZysrYf/c97L/7HmxlZW5t+9ixYxiGwVVXXcUNN9yAyWTi6NGjmM1munbtislkUn3lFq5Bd5QdK9a8+eabJCQkOLdHRkbyxhtvcNddd7F48WL+8Ic/NCxKaTIJp27k6MlS/G1WZh35GIAPe9/BqaJKMFcS3HeNhyMUkZakrLySF5bu4dBJ+3C+NjEhxEZacCwiXLLjlyQmRPCHickEBlR/WlleWc4j6/6fmyMWX7Zp0yY6d+5MYGAgYB+C8cMPP2C1WiksLCQzM5MNGzZ4OErxpAYlyq1atSI3N5eAgJqPtyZOnMhdd92lNdK93NGTpYQGBDHjmg74L7Bvm39nf3YfL+at5fvQyCwRcadPvz3GoZNFhAb58cCkvvRPiud0Vjpz1tr3h/gHcuREKf/33Wkmj030aKzi+/Lz8/nwww/p168fZrOZ1NRU51CLjz/+WMMupGFDL3r16gXASy+9VGPSxNGjRwF7MW/xXv42KzOu6UCPy0Kc24zycnq2D2Xa1e2d20rKKj0Rnoi0ICVllXy3Kx2AGTd0ZkByQo2/LdPGXQHAd7sy9Lnkw2xlZdX+1bW9KeXl5bFmzRpWrVpFRkaGc3tBQQFhYWGEhYW5JQ7xTg3KYu+66y7Wrl3L888/z9atW53b//GPf/DEE09gMpkYOnRog4OsjxkzZnDw4EHWrl1b57G33HILn3/+eY3t/fv3r/Z+mrNZRz7GfwFULep36AH7BM1gC3BrHABpP+UzNDm45guIiDSSPUfzKC23ER8VRMfWoazY+BMbdp/minbnnlr27BRJXGQgmXllvL5uBX7R6czuN92DUUt9GJWVVOTkcuSxP7nc7/j749Dtnf91R1gutWrVirvvvhuTycSCBQs8Fod4VoMS5cmTJ/N///d/fPzxx6xZs8Z55X/LLbdgGAYWi4V58+Y1SqAXY9GiRbzzzjuMHDnyoo7fvXs3V111FTNmzKi2PSYmpinC82nFZVZPhyAizdzpnBIAzpRU8MBftmEym+iRGE1UqwA4u4Lw6zvfJ8eIBeI5XZDH0I5tqLRVYjGrupI3MGw2ynPzKP7xRyqysqnIynL+15qdTUVOLthsng7TKT4+ntGjRxMXF1frE3DDMJxzrf7+97+Tnp7uzhDFwxo8LuLDDz8kOTmZBQsWUFhY6NweFRXF66+/zvDhwxvaRJ0qKyt55plnePLJJy/6nNLSUg4dOsTUqVOZMmVK0wXnJarWIS2rLHdu/6DvJP58R18+/mIxA1L2XRB48wAAIABJREFUAJD4309jDgzEZrPBphcBCAnUEBoROacxahsbhsHxzGK2Hchh+4Fsfs4oBqCi0uCO6zrSOtHG/tx9fHk81XmOn8mfkMp4CoHbelzLgC66seFOhmFQWXTmbALsSILPJcTWnByMinO/F5awMPxjovGPjSU4MRH/uBj8Y2OxhIXhFx2F2d8fW1mZ807yFQuex3x2Yp07jB49mnbt2tVZK9nxezty5Eg+/vhjd4QmXqLB2Y/ZbOaJJ57g4YcfZsOGDaSnpxMXF8fw4cMJCQmp+wUaqLS0lMGDB5OamsrUqVNZvXr1RZ23d+9ebDYbycnJTRyhd6itdnJ+l1U8tHEVtIbNZ4dZsP0VAKa0+63zuOSOEW6JU0R8Q35JKX/c8Gy9zlk46s/4m/05dKKQ7Qdy2H4gh4y8UoIDLfS+Iopf9GvFJ6syKK+w8cnhLyD7NLEh0SRHX8H3p7YBMLTVdewoOkRQgIUel0c2xVtr8WylpZRnZtW4G1yeaf/aqDJ22BwchH9sLP6xMbTqdSURHdoTGB9PWVAg/jExmOu56Jg5MNCtiXJcnP3vXkFBQY2JexaLhTZt2mAymfj555+d22NiYsjOznZbjOJZDUqU77zzTgYNGsSgQYPo1asXV199dWPFddFKS0spKCjgo48+4tZbb+Xyyy+/qPN2794NQPfu3QEoKipyrsIjdktWHYSz1xHBgXqsKSJQWm7l/a/2sWrbYUw963fuB/8+TOrBQvLPVBAe6k/vLpH8sr0fRf4n2ZuzmZ3ZGRDTHdI7Unm0D3fe3Jlr+3YjPTvDmSi/t+IAmA2G9ozF7FdJWeW5CX3lVZ6W+SJbWRkHfz8bgC6vvdJkCaOtosJ+9zc7u0ZCXJGVje3MGeexJn9//GNi8I+NIaRrZ/yHDbYnxjH2O8Pm0JBqTwmio6MByMnJaZLYG5vt7DCQzz//vEbMoaGhzJw5E4BPPvnE7bGJd2hQovzee++xePFiAAIDA+nTpw+DBg1i4MCBDBo0iC5dujRKkBcSHh7OwYMH611dw5Eov/7663zwwQfk5ubSpk0bHn30UWbNmtUUoXqN+NPjyGj9Vd0HJquGsoicU1ZeyX+/tZH9x/LAbMMxvTf08PVk5doftye2acUfJtqvsPcczWfbj+nsDfkUgLSj+fTrHk5461wyKw+xJ/cQW0+XEuYfSo/YroxPHE2noYn85dNDHDpZxP9+dIgvVp0iLtIC9vwLo/tKgoGNwMa1bn37PsMxYc6R+BadOUNZRgZFJ05SkZVNZX7+uYMtZvyj7UMjgjq0J6xvH/zjYp13iS3h4c16KfD9+/fXWtWioqKCPXv2NOv3L3VrUKJc9fFDaWkpmzZtYtOmTc79UVFRDBkyhNGjRzNx4kQ6duzYsGhdMJvNmM31r3LnSJQPHDjAm2++SWlpKX/961+ZPXs2BQUF/OlPrmfkNgc/nSojuLWnoxARX/Ppt8fYfyyPsBB/pl53BX/9+d8AzJ/ej/1Hz/DWvw5y5EQpTy/eS15RBRVWG+3i/eHsR390321sLDqF6bSJjuHt+GX7oVwZ2432YW0wm859jj/86x58+u0xvt+dyensYk7nWgmO9sQ79k6GzUZlQcHZu8FVxgdnn/266oQ5k4mAqCgCE+IJiI8jtHsy/rExzkTYLzISk8WzTwzNgYEeq25xoeGa5eXlrFy50o3RiDdqUKKcmZnJf/3Xfzkn0VksFqzWc9URcnJy+Oqrr/jqq6949NFHefTRR5k/v+Y4WU+4/fbbGTlyJHPnznVeLU6ePJkRI0bw9NNPc8899xAbG+vhKJuGv9XGnQkzSW4XzJFH7RcE+665inZdfsH+EzlsDvgMgCcHPUREiP2eUYDZ32PxiojnVa1x/Ifb+tAu1oCzwza//SGd1IOFlJTah0Fk5ZcxeHAFRGRwqOBHOPtnITo4itEdhtIjpgthAbUPdQsMsDB5bCJ33dSbnQczOZWZS2BgV5I7Rlz0MDBf+cw6v4awQ3l2DpWFhVhzcuxJcF5+tYTYqPK31hIW5kx+gy6/3Dlhzj82Br/oaGLPrpzrK8MhRLxJgxLlv/3tbzz11FOMHz+et99+m9atW3PgwAH+93//l1dffRWz2WyfIVtZSWVlJc8++yxJSUlMnjy5seK/ZK4qXZjNZmbMmMH69evZsGEDN9544wVfIyoqiqioqFr3O2bROsZsNTXHnXVX7ZVaz30AzzryCf4vw3HA8aek51cp8FUKAyznJvVl5JlJ6uj61vOF2mpszbUtd7fnS22ZTKYLPiny9EJGvtT3G8uGXacoLbfRJjaUtnGtSEk95tz3ydqjdO0czLCri9my3o/ykgC2Z+6iY6iZEYlD+OqgfRjXnF/cTZDfxY+7NZvNDO/dDputTaO/H1dtgft+ZrayMsrS0zn4h4dc7v/p8aeqfR9yeUcC4+OJ6JRIYHw8QQnxBMbFERgfjyX4whPm1PdFLl2DfuOefdY+4/mtt96idWt7QtW1a1cWLFhA27ZtefTRR/niiy8IDg7mscceY+vWrbz99ttekSjXJj4+HrBP7mvpCovrV/pJRJonwzA4fMJeESC3oJTfPf8NgUFWzGcn87UeuoWjpXmcPONPaPhwykvg190nMmFEd0qtZc5EuSWxlZdTlplFaXoGZRn2f/avMynLyMBapZzqxei94IUmilRELqRBifLx48cB++OcNm2qX/HffffdzJ07l4ULF7J69WoWL15Mjx492Lt3b0OabBQlJSUMGTKEYcOG8cYbb1Tbt2/fPgASExMb3I5hGBiG4bbHXefPNq6rdvLWTRuI/si+MqGr2snYymuN3Z0zm5trW+5uz5faCgkJITQ0tDFDcitP9f3s7OwG1zZ2sNkMDhwvcJZxyy6wP5WqNJWTNOowJ4qPYD1berZ7dGd6xyXTOfJyHt+3GyglzM+fnJycap89ubm5BFoCarRV1/vyxt/ZqhPm7GODq1eQqG3CnH/b1gT3upLIjh0JSojnjGFgCQ/DZDJdsJ5wQ/4fePP/x/P5et+X5qdBiXKPHj3YunUrv/nNb/jss8+qTdbbuXMnABs3bgSgffv2gH1NdU8LDg4mICCADz/8kHnz5nHZZZcBkJ+fzyuvvELnzp0ZNGhQna+Tm5tbbUz2+dz1CK82ddZOBucS1aqdLN6kuLiY4uLiWvcX1vNuXGPz1r5fW5+/kIWj/uxMXiusNvYezWPbgRx++DGHwpJywuMLie2Sj79fOqe39KWizA9rUSuuv2I0/zxs/xyZ0HUcgZYAfvjRXhe5OdQ4ru+EOb/ISPxjY1xMmIvFLzKixoQ5x+9IRS0JpbvrCXsLb+/70vI0KFGeNWsWd9xxBzt27KBLly5cd9119O/fn+zsbN5//30AEhISqKys5J133gHwSK3i9PR0/v3vf9OrVy969eoFwP/8z/8wYsQIhg8fzv3334/NZuOtt94iPT2dFStWXFIljeZAtZNFfFdZeWXdB52npKySH37KYvuBbFIP5VJqKyG6XR5RPXIwm09SbivnTEAresR0JSEphJ17y0nf24GYDh0Ae6JcZi0j9VAu7311CMzWajWOL7W2sa2sjA233Ao0TU1hxwpzjsS35EwxZRkZFB4/cUkT5sz+vjF5UETqp0GJ8uTJk9m0aRN/+ctfsFqtLF++nOXLlwP2DyGTycRvfvMbtmzZwgMPPIDJZKJ3796NEnh9pKWlcccdd/DEE084E+UhQ4awatUqnnzySZ544gnMZjNDhgxhyZIlDBkyxO0xNjXVThZp3krLrbz8aRq0tX8feuR62kS04nROCZn5pcC5GsdFZaU8vW0BAA+/sYXKgCJi2uUR0ScTk5FFKSYSwtsxOPYXXBnTlcvOlm8r61zJwqL97D+Wx+tf7Ce4v72tR7973v7FlXhVjePzV5hzJMWuVpizhAQTGB+POSqSVr2uPLeoRlzMJa0wJ75hzpw5l1QnecGCBU0QjXijBk8fffXVV7n22mtZuHAhKSkpzseRwcHBPPDAA8ybN4+PPvrIefzvf//7hjZ5QUePHq2xbdSoUS7XcR85ciTffPNNk8bjLVQ7WaR5e/+rfRw5VUTw2UR5/rR+BPkFYhgGqYdyeev/7DWOn1i0h/zyAoLO3rMI6ZNCBWXY/IJIiu7MlbEj6R7ThbCAmuNEAwMs/NfMIWdX5jvixnfnmq2iwuX4YEdCXFl03gpzsfakt9oKc2fvCsdedhkmk8mjJdQ8WU+4pXOVI9RGC5C0LI1SZ2X8+PGMHz+esrIyTp48icVioX379tV+mW688UZuv/12Jk6c2BhNSj25qp28dmgi/ftNUu1kER9XXGpl1Zafq20zmUycyCxm24Fsth3IptgoBELIKy4huE+K87gR7fvTJy6ZxIj2WMx1D7cKCvBjxk1XMm5gPDuPXEFxmZWQQL+LqnFc12dKbTWFi3bvobKgAGt2DuVZ2Vhzcy84YS6w/WW06tO7XivMKflp2TIyMigtLfV0GOKFGiVRzsvLIyQkhMDAQJfVIiZPnuzVJeFaAle1k8d+dwS+e7Za7eRDx0sYmqxJfCK+ZOfBTErLK4mLDsJR2PL1z/eT+mMhQeFnaNV5H0HtMyjfNRJbWQiDQseyufRrAG684up6VaJwCAnyY2hy4z6mOvj72S63n3rjrWrfhw8dfG7CXEwM/nGxXrHCnPiudevWcezYsboPlBanQYlyTk4OEyZMICUlBbPZTLdu3Rg6dChDhgyhb9++tGvXjmPHjjFw4MDGileaWHFZ7TP5RcQ7OWqet44K5sez245m5dJn5GkOFO+mVUgMk6+YxJocg12H82kf2pHNXnDzzDAMKtLTOZO2n5L9+y/6vDZ3TW/CqEREzmlQovzII4/w7bffAlBZWcnevXtJS0vjr3/9q/MYk8l0wTJK0vgc9ZNd1U4uzM0lc/5zwLnayaXWMthiLw8XEqhVj0S8QdU66HUJCjLAbCXtWC7+ZyvTWZJS+KkMbulyLSMvG4zFZOHvOTsAz/bziqwsivftdybH1rx8sJgJuvxyoq4dS3C3rgQnXg6GUWtNYRERd2nQp+VXX32FyWRizJgxxMXF8eGHH9ZrQLw0DVe1VC9UO7kq1U6W/9/encdFWe79A//MwjbCCCjI4pK4ACYo4k7lXkdbXepkqY+W2qoec+v4HEtTW1zSnl9mVmYlp7TSOouluUSYlhsoyuKGZrIjyL4Nc/3+GOd2RgYEuYeZgc/79fIV3Nt1oV3Md+65rs9N9qGhmchukUBZ/HBpalUvn1CM7foAtC6GSE7TjOPQTq2BdCt02oKq/HyUppxD2dmzKE05i6rca4BCAZeOHeAxoD80IcHQdOtaI1XCdI5yS80UJiLba1ShnJ2dDQD46quv4O7uju3bt+Ozzz5DcXExXnvtNZSVlWHlypWydJSaBrOTiZqHsV3vh4vaGeW6CpxOvW6WcaxS1y9vWV9RIc0brm+Wsa6oCGVnz0l3jCszswAAzoEBaNUr3FAYd+8GFZ++RkQOoFGFctu2bZGVlYXy8nJ4e3vDz88PhYWFeOGFF9CxY0c8+OCDqK5ueAA+EVFLZ/rwkLL44fDRtoKfl5tZLjIg0Lb7nyjxMMzv9WmjkBbzSdnGRqYZxwfl62d1aSlKz56TiuPKtDQAgFO7dtCEBKPNow9DE9wdaq1WvkaJiJpIowrlnj17IisrC1OnTsWuXbvg5+eH33//HS+88ALuu+8+AMCmTZvwt7/9TZbOEhG1FN//+idw4wGhLz3SA5HdfAEAvyXmYOveVJRX6gChRMF1BdQehuMWPh6B147st2q/qsvKUZicguxjx1B29hzK/7gCCAF1G29oQkLg/Zf7oQnpDicvr0a1o3RxwaCdXwOATbONqXnLyckBAFRW3tkTJKn5a1ShPGvWLOzbtw8HDhyAWq1Gly5d8O2332Ls2LFITk4GAMat2JjuxH2YOSbELD+5eOZ8lOqVyCooxkHFNwBu5iczO5nI9soqqvFbYjYUYYbvw7p4IbegAlt/SsWZzD/g3eMC9MUClef7QpnfCeiQAgBwd3XFuqFLUFZRjeQ/CuqVcXzrmK8tyzj3+3+j9MJFVPxxBdDroWrdGpqQ7mg95D5oQoLh7NNW5r8FIuuLjo62dRfIzjWqUH744YexatUqrFu3DgqFAqNGjcLXX3+N8ePHAzAkXoSGhsrSUbozsy/uqJGf7LVxDbwA+KqAg8xPJrI7iZevo7xSD7cb32/58TxOpJ2Hi/8fcL07F1qND6ZFjsYXOUXILiyWjlMoFHBROcNFAwwKdavt8hYJIaDLv47UhX+3uD9/r/md6i5r3uZDOqhZUKlU6NWrF0JDQ+Hp6QmlUon8/HykpKQgLi4Oer3e1l0kG2p0RtD8+fMxbZoh03LKlCnYvn079u0zpCu4u7tjzZo1jW2C6kEIYYh5A8xi4arqWJtnmk/C/GSixjNGulkai7VxVjrVKDhLys3HY4LqX3DqWoYOHu0xvOME9PHtCZVSBf82ycguLEZDCV01KrMyUX7lKir+/BMVfxr+a/rI59thkUzNgVqtxl//+le0a9cOwM1HWfv6+sLX11f6pJzrrVquRhXK999/P/r3748VK1YAAJycnPDTTz/ht99+Q1ZWFgYOHAg/P3mf3ESWVeqr8NJ3r9TY/vF4n1rPWdlvDvOTiWTU0Eg3AFg3dIn0ZDy9EDh1IR+7jp8zO6ZP+y4Y2SkKd2nbS9uEEMi4Vnbb61eXlaHiapqhIL5yFeV//onKtHSIG/n2xkc+e44YDtcO7eHUrh3UXp5QKBTQV1TUyDL2ujH3uKC0tEE/J5E96tevH3x9fSGEQF5eHry9vaFQKFBQUACtVovAwED0798fv/32m627SjbSoOooPT0dzz33HCIjIzFgwADs27cP+/fvxxtvvAGlUikdN2jQIFRVVeG///0vBg4cCH9/f9k7To2XnH7z0VzMTyayDX1FBXQuahw+k43/JB5Hodt5KDsUAPlDpGMm9xhb4zHTpy7mG3KRXW9+bFSVdx1V6Zmo+NNQEFdcuYqqG4uVoFLBJSAALh07oPWggXDp2AEu7QOh0mjq1U9jlrHKmHfMQpmage7du0OhUCAuLg4xMTGYO3cuAGDbtm3o3bs3+vfvj5CQEBbKLViDCuWAgAAEBwdj+XLzOyZPP/202aOrnZycUF1djfHjx8PPzw/p6U2UbE8AAN/M0cj2+xEAMPVfuXDSCXwc9BfMSN2NKrUCnz1qWHQTve88cGMKOfOTieQVmD0WF/40TIvw8XQ1i3ZzQgXUkbEAgN3HL+PntNOobH0Jynbl6OAWiNFdRuKMwglHblwr7kI2Irr4QKFQQAiBhAt5+Gz3RUCpR7imCKdvHHf5H6/BqRpQajRw6dAe7r3C4NKhg6Eo9veDQs1PjohMtW5tuEmUkJBgtl2hUCApKQn9+/eHltGGLVqDf2u+/vrr2Lp1K3JycqQ5al9//TW+/toQ4+Ps7IzevXvD9cZdh/z8fBm7S/XxR0YF3G7MeDEWxcAJfBxxyzSM0ANN2i+iluTCn8Vo5eyKGQ91RXgXr5tF7sV8bP5vAoyzkPeXfA3ho0Rv7554sFsUOngEAAC63VOGI4cNx2y9uglbr97SQJghF/m0ySb/56ZD26kz1Dc+Piaiuul0OqjVamg0mhoxhK1uPBSnwiT9hVqeBhfKHh4e+OWXX7B792688sor0i9/o4qKChw9ehSA4R1Z+/bta7sUWYmTngvziOzBjIe6oldXbwCGKRaZ+SWIOXcUaH1JOmaId3880CMKrZw00BUUoPjSaVRc+ROFV68A3RrWnnuvcDjdMkWjMZQuLgj+5EPZrkdkb3Jzc9G+fXsMHz4cO3fulLYHBQUhIiICCoWCMbct3B19DhcSEoKQkBAsXrwYFRUVyMzMxPHjx3HkyBEcOXIEx44dQ35+PpRKJRYvXix3n+k2Zl3cAcVFy/uqVDcX+D3pNxMDQgwrfZmfTCQvP28NwrsYFr5dzS1CyasLAAB/gWEcftDRMA5DP92FjOpdZucqNRo4dwjE4py74dI+EMIvABfLXVGqExZzkY0L7EoKGp6AQdSSxcXFITAwEG3btoXaZGrSyJEjIYRARUUFDh8+bMMekq01qFA+d+4cunfvLn1fXFyMxMRE+Pr6YsyYMRgzZoy0LyMjAxqNRpr/Q01HAcCpHkk2VVWKGguEiEgegT6tpOkPHx7ch8n1PC/onZUWp0741nGOq9oFAFCqqH+8GxEBFy5cwMGDBzFw4EBcv34dwM2IuOzsbPz000/SdmqZGlQoh4SEoHXr1oiMjES/fv2kP5Yw6cL6jJmtgHle6z8jJmLJ5AgkxJ2Ae/R2AEDnt1dA6eJiCE4/Ysi2ZiQckXyEEGbj8GpuAcp1FYaoKV0+Pn28M5be+yIAoKykCEjYCMDwpMz+PTtI5yldXJq240Qt3PHjx5GUlAQAiI2NRWlpKbKysvjodAJwB1MvCgoK8PPPP+Pnn3+Wtvn6+poVzv369UObNm1k7SjVVFtma0G3fZj/u+GhL7jx5D3EGfKSJwU+Jx3HSDgi+VTqq/DqwXek7wvv2oVXfrkxpcIbKAIw77dVNc4LDmrL4pjIxkpvxB2eOHHCbLuLiwvuvvtuxMXF2aJbZAcaVCjPmTMHx48fR3x8vPQ/FQBkZWVh165d2LXr5jy7Tp06oV+/fujfvz/mzZsnX4+pURgJR2RfXDkOieyOv78/wsPDERwcDLVazUK5BWtQobxu3ToAgF6vR2JiIo4dO4Zjx47h6NGjOHPmDKqqqqRjL1++jD/++APffvstC+UmYJqdXCdGwhEREdXg5OSE0NBQ9OrVCz4+hk9jTVO9qGW6o0mqSqUSYWFhCAsLwzPPPAPAEAt38uRJqXg+duwYzp49K2tnqXam2clE5Dg47YLItnx8fNCrVy+EhITA2dmwwF0IASEELl++LM1fppZJttVcLi4uGDBgAAYMGCBtKyoqqjHfh6zDSafH7K5zEdaxNeKffwkAsH/gXegf+RTOpuXhqPMOAMDS/vPRWuMGgJFwRNZSFj8ci57uj86+TvjP4UQcuBqLqHYD0aV1G7hsXiNFNL7eazbUVXrodRUsmIlsYOLEiVL4gLE4zs3NRVJSEpKTk82mmVLLJEuhvHv3buzevRuFhYXo0KEDHn74YfTt2xceHh4YOnSoHE3U24wZM3D+/HnExMTc9ticnBwsXLgQP/zwA8rKyjBs2DCsW7cOQUFB1u+ozGZf+gaK5d/gDABj+fuXQ5eBQ2+irwo4emNR38WrZRgUykV8RNbk5+mBQT3aIz8/H2Gfb0IYACAZgCFD2Sjnf5fg+o0oRz7Yg6jp+fkZPooVQiAzMxMHDhxAVlaWjXtF9qRRhbIQAk899ZT0+GqjFStWYNy4cdi8eXOTPiN98+bN+OSTTzBkyJDbHltRUYHRo0fj3LlzeOWVV6DVarF27Vrcd999OHXqVLNN7Sit4FP7iKzNNEOZiOyX8RHWgGEB3/jx43Hu3DkkJiYiIyPDxr0je9CoQnnjxo3Yvn27xX07d+5ERkYGfv75Zzg5Wfcj/urqaqxcuRJLly6t9zlffPEFTpw4gZ9++gmjRo0CAIwZMwZhYWF49913sXLlSiv1tvGM+cm3ZievnTUMpQWFSJk7H8DN7ORyXQVwzBAPx+xkIvlZylAuqypHRXUlPnwgDC4e5Xj9vpmozLmG1Hfelo4remkxBgS3s0WXiQjApk2bEBoaivDwcLRt2xYuLi4IDw9HeHg48vPzkZSUhMTERBQX86mXLVWjqqYtW7ZAoVBg1KhReO+99+Dh4YH4+HisXbsWMTEx+O2337Bp0ya8/PLLcvW3hvLycgwYMAAJCQmYMmUK9u/fX6/ztm3bhi5dukhFMmB4oMqIESOwbds2uy6ULeUnF3Tbh+m7LWcnm2J2MpH8LGUoT/v+ZoZyBUwylG/MTwaA0K4+nJtMZEOVlZU4deoUTp06BX9/f4SFhUmRcF5eXoiKisLgwYOl1C9qeZSNOTk52TDnbtOmTQgODkZAQAAefPBBHDhwAJMmTYIQAtHR0bJ0tDbl5eUoLCzE9u3b8fnnn5s9q70uJ06cQGRkZI3tffr0QWpqKvLz8+Xuql1gdjKR/eB4JLIfGRkZ+Omnn7Bp0yYcOHAAOTk5EEJwGlUL1+g5ygDg7u5eY9/y5csRHR0tFdPWotVqcf78+XoXyABQXFyMgoICBAYG1thnXP165coVeHl5ydZPIiIisn+md5n9/PzQq1cvW3eJbKhRd5TvuusuAIY7yrcyFq7V1dWNaeK2lEplg4pkwBBbBwAajabGPjc3Q3RaSUlJ4ztHREREDsHJyQk+Pj5o166dlKecmZmJPXv22LhnZEuNuqP84IMPIjk5Ga+99hquXbuGWbNm4a677kJxcTHmzp0LAHYZtabX6wGgzo9TlMpGvYdoMroT92HmmBCEBrrh0qv/AAAUz5yPUr0SWQXFOKj4BsDN/GRmJxPJr6zi5g2Byb7TMDSyG4QQeDn6HTxz4CIA4Gi7CPzuHgR1ZCwA4O17F3E8EtkBb29v3HvvvejSpYu0zfiwkf3796OwsNCGvSNba1ChnJSUhB49ekjfz58/H59//jlyc3Oxfv16rF+/HlqtFsXFxdDr9VAoFHjiiSdk73RjeXh4AADKyspq7DNuMx5TFy8vrzqnZxinpnh7e99JN2tVrquQvp59cQec1gNXcTM/2WvjGngB8FUBB28s7Mu+rkRIJ/ke3Wd8IyH3z9aS2mrq9hypLYVCUeeb1YZ+iiS3W8d+0snL0tce769Cwo26+TmTc6LS49FfFY8PIg1j0q9tO7iq5VnI50j/tmyr6dtzpLaaeux7eHjgr3/9K9zc3Go8rrpz586YOHEioqOj+SlzC9ag26a9evXCzJkzpWxBX19f/PDDD/Dz85OeaFNQUIDID8x6AAAgAElEQVTq6moIIdC3b18sWLDAKh1vDK1WC09PT4sZienp6QCAgICApu6WVRWVVtm6C0TNFscXkWMaNGgQXF1dodPpkJCQAMBQrKekpKCqqgqtWrVCVFSUjXtJttSgt2bV1dXYvHkzvvzyS8ybNw8LFy5EZGQkzp49i82bN2P//v1IT0+Hp6cnRo8ejZdeegkudhp9FBERgbi4uBrb4+Pj0bVrV1kW8hnfPOTl5clyrUq94cX41vzkJZMj8N53q/HwwRwAN/OT9Xo9cGSN4UB9pSz9MDLeLZDzmi2traZuz5Ha0mg0aNWqlZxdshohBFxdb96JCt+8Ec4qJ3x5+Ff8mvkfPPPvawCAu95ajpXbkwAYYhzz8/PhonKWpQ+O9G/Ltpq+PUdqq6nHfqdOnaBQKPDzzz/j9OnTCA8PBwAcPHgQly5dwujRo9G5c+cm6w/ZnwYVyo899hi+//57lJaWYsWKFdi0aRNef/11zJw5E3PmzMGcOXOs1U/ZjR8/Hi+//DL27duHkSNHAgBSUlKwf/9+vPrqq/W6Rn5+PnS62p90J+fHXJaykwFDfvL83/cB/sAHt+QnTwq8+cEv85PJkZSWlqK0tLTW/cYFubZiOvYrqiux6dy70r7n97x280BX5c1xGf9/QPem7CWR42nqsW9c1P/nn3/W2Gf81NnV1VXWNsmxNGjqxc6dO3Ho0CEMHjwYQghkZ2fj5Zdfxt13343vv//eWn1stKysLERHR0sfqwDA9OnTERISggkTJmDlypVYt24dRowYgYCAAIcq+OsSve+89DXzWomIiMwZ1yX5+vrW2OfnZ1jXY+s35mRbDY52GDRoEH799Vfs3LkTISEhEELg3LlzGD9+PO699178/vvv1uhnoyQnJ2Py5MnYuXOntM3FxQX79+/H6NGjsWrVKixfvhz9+vXDgQMH0LZtWxv29vZ8M0fX78DQA9btCBERkQNLT0+HEAIPPPAA2rRpI22/5557cP/990OhUODChQs27CHZ2h0vH33sscfwyCOP4JNPPsGyZcuQkZGBw4cPIyoqCuPGjcObb76Jbt26ydnXerl8+XKNbUOHDq2xmhUwLNj76quvmqBX8vojowJu8gVYEBERtUhHjhxB586d4eTkhPLycml7jx49IIRAbm6uXd4ApKbTqJwVpVKJmTNnYtKkSVi7di3WrFmDoqIi7Ny5E//+978xc+ZMvP7663Z/h9bROOn0eKbdTLPsZLdX5qJM3QanL2fjIAzFvzE7GQDzWomagDHXvHdXX6TcmMKVe//j6DU8EslX8xCdvQWAYWxyTBLZXk5ODnbu3IkhQ4ZIEXBCCJSVlSEpKQmHDx+ucy0SNX+yBBJqNBosWbIEL7zwApYtW4aPPvoIVVVV+OCDD7B161Zcv35djmbohtmXvqmRnaxbvQ5OAMJMspMvXi3DoFAu4iNqKsZc84u4OTb9f/wG2T9+A60KgMnY9OXYJLILaWlp+PLLLwEA//znP1FWVsZ5ySSRpVBOTU1FYmIiEhMTUVBQAB8fH2RkZEAIwf/ZbKi0gu+CiewRxyaRfcrOzrZ1F8jONKhQNi2Ik5KSkJiYiJSUFLN5PUaW5gRTw9wuO3nrzo8Q9athkUHnt1fAu1076PUC2PO/AACNi22fXkbUEpj+rjOOzSqdHn8uNMRMGnPNy3UVwDFDdKObM1NoiOzBAw88cEfn7dmzR+aekL1qUCXVtWtXKBQKs22WCuI2bdogLCwM4eHhUng3Ndxts5MDgFO3ZCe/EPyKdByzk4msz/hmFjAZm4A0zcI4Nk117aBpiq4R0W306NGjRl1THyyUW44G33I0LYydnZ0REhKC8PBws8LY399f1k5S/X34r1NAiOFrZicT2SdXjk0iu9HQT8DvpLAmx9WgQnn06NFSMRweHo7g4GCo1fx4vyn4Zo5Gtt+Ptz1OhOxvgt4QERE5vo8++sjWXSA716Aqd9euXdbqB90Gs5OJiIjkZYyEI6oNbwc7CEvZyX8++hd4tu+Ds2l5OOq8AwCwftQKiKoKAMxOJmoKpuPMmKPspqmCeGcVAKB45nwEB7U1y1GurlICzjbpLhHVwtXVFQ8//DAUCgW+/vrrGt9Ty8RC2UFYyk4O2rkbwG70VQFHbywcOvdHIXp28LBVN4laHNP5isYcZVNeG9cgGzDLUU65UohBoVzQR2RPVCoV2rdvL43pW7+nlklp6w6QvIpKq25/EBHZFHOUiYgcA+8o25nbZSfHxOxBx38bFuwZ81n1ej1wZA0AwEPD6RZETUUIYXGcJqelwWWtIRbOUo4yM86JiBwDf1vbmdtmJ7uiRj7rpMDnpOPCurSFqKxoiq4StXiV+iq8evAd6fv65igz45yIyDFw6kUzEL3vvPS1myvf+xDZO2acExE5BhbKdsw3c3T9Dgw9YN2OEBEREbVALJTt2B8ZnEJBREREZCv8nN6OWcpOPhQVivDeY82yk5f2n4/WGjd4eXnBReWMUjBAnaipGTOU7w7yxJ6jv6PrV4bxWTxzPipUAtuvfQHAMF6ZcU5E5BhYKNsxS9nJQ2OTgdhks+zki1fLMCi0NVzVLjbrK1FLZ8xQvgIg1GS718Y1qDLJUL54tQy+oVzMR0TkCFgoNwPMZCVyHByvRPappKQE69atq/V7aplYKNsJY36ypUzW7LQ0FDOTlcjuCCGkr43jVaFQYFfsHoR8Z4iJ6/z2ClSqII1XN2cmXhAROQpWWHbCUn4yM1mJ7Jvx4UDALePVCThQy5jt2oGPriZyFH379oW7uzvS0tJw/vz5259AzQ5TL5oBZrISOQ5Xjlcih6FQKBAREYGRI0fC2dnZ1t0hG2ChTERERGTByZMnUVRUBDc3N4wYMcLW3SEb4NQLIiIiapE8PDxue8zBgwcxZswYhIaGoqysDL/88ovZ+gRq3ppFoXzp0iXMmzcPMTExAICHHnoIa9euhY+PT53n9enTB/Hx8TW2jx8/Ht9++601ulovxjxW0/zk4pnzUapXIqugGAcV3wC4mZ/MTFYi2zAde8ZxG+TjivTXlgAAip6Zg5Du/ki+mofo7C0AgOoqJcBPcInswvTp06FQKOp1rBACffr0QVBQED799FMr94zshcMXyteuXcOwYcNQWVmJRYsWQafTYfXq1UhISMDRo0drnVOk1+uRnJyMcePGYezYsWb7OnXq1BRdr5Uxj9U0P9lr4xp4AfBVAQdvyU8mItswfYE1jtsc3By33h+/h2wAWpMc5ZQrhRgUygV9RPaiIXeHhRDw9PS0Ym/I3jh8ofzuu+/i6tWrOH36NEJDDTH/AwYMwKhRo/D5559jxowZFs+7cOECysvLMXbsWEyaNKkpuywxRsIBMIuFq6pjrY/pcGYeK5Ftmb7A1jVuTfeVlFfVfiARNanTp0/X+44ytUwOXyhv27YNQ4cOlYpkABg5ciSCg4Oxbdu2WgvlM2fOAIDZeU3NUiQcAHw8vvYpIyv7zWF+MpGdMI2Hq2vcmuLCeSL7sW/fPlt3geycQ6de5OfnIzU1FZGRkTX29enTB8ePH6/13DNnzkChUCAkJARCCJSUlFizq7JJTi+XvmZ+MpHjCemotXUXiIionhy6UE5LSwMABAYG1tjn7++PwsJCFBQUWDz3zJkzaN26NWbNmgWtVgt3d3d06dIF27Zts2qfa+ObOVr6euq/cjFjRw4QH4kZO3Iw9V+50r7ofTcDz5mfTGQ/yk7fg7L44cCxwZixIwczduTAO2kIyuKHo+z0PdJxzFEmInIcDv3ZfVFREQBAo6m5MMbNzQ2A4VntrVvXvPN65swZXL9+HWVlZdi6dSvy8vLw3nvvYeLEiaiqqsLkyZOt2/lb/JFRATc/w9efPdr2xtYT+Djilo9zQw80ab+IqH7cwn6Vvv64n3Hc/gI323SHiIhk4NCFsl6vB4A6J+IrlZZvmr/44otQq9V4/vnnpW0TJ05Ez549sWDBAjz11FNQqZruzo+TngvziFqC8opqaDlPmcguPPvss1AoFPjyyy9RWlpq6+6QHXLoQtkYFF5WVlZjn3FbbWHiL7/8co1tbm5umDx5MpYtW4akpCSEhYXV2b6Xlxe8vLxq3W9cEe/t7W1xf7muQvp61sUdUFy0fJ0q1c2FQjO6/g1RYR0BAC4qZ7M3CcY3BbW1Jye25XjtOVJbCoWi1je5AKBW2/ZXl3Hsu1fd/P0yY0cOnKotH286hrPyFQjpJO+/gSP927Ktpm/Pkdpq6rGv1Wpv2ya1bA5dKHfsaCgYMzIyauxLT0+Hp6cnWrVq1aBr+vr6AgCKi4sb38EGUAC1vsiaKi9XwFXtYvX+ENHtmb5Rdaqu3xguLuOnR0T24vr16wBufkJNdCuHLpQ9PT3RuXNnxMXF1dgXHx+Pvn37Wjzv0qVLePDBB/H000/jf//3f832paSkAAA6d+7c6P4JISCEQF5entk2S9nJ/4yYiCWTI3D44AH4fbfb0Ie3V0Dp4mIYwEfWGA7UV5pdz5TxHXxt++XEthyvPUdqS6PRNPhNri2Y5ihv6zsJa2cNg76iCidmGqZ0Gcdwua5CinUU1RWy/xs40r8t22r69hypraYe+1u2bGmytsgxOXShDBgeN71+/XqkpKQgJCQEgCEX8ezZs1iwYIHFczp16oRr167h448/xuzZs6XpGVeuXMFnn32GYcOGwc/P77Zt5+fnQ6er/e6QpY+eastOLui2D/N/32d4pNeNJ3ghzvDCOinwOek4RsJRS1BaWlrnfEHjQl5bMY79wsqbnzzlBe3BtF17DN/cMoZNde3Ap/IR1cbexz61PA5fKC9cuBBffPEFRowYgXnz5qG8vByrVq1CRESE9MS91NRUHD58GIMHD0ZQUBCUSiU2bNiAxx9/HFFRUZg+fToKCgqwYcMGqNVqbNiwwcY/lbnofeeBG89FYSQckWNjPByR/WnTpg26d+8OX19feHh4wMnJ8CD6qqoqFBQUICsrC2fPnq01cpaaL4cvlH18fBAbG4u5c+fitddeg0ajwaOPPopVq1bBxcUwlzc2NhbTpk3Dli1bEBQUBACYMGECdu7cibfeegsLFy6Em5sbhg4dirfeeku6M21tvpmjke334+0PZCQcERGRVQwdOhQRERG1Jmj5+vqiW7duiIqKQlxcHH755Zcm7iHZksMXygAQHByMH374odb9U6dOxdSpU2tsHzt2LMaOHWvFntXNNDuZiIiImlavXr0QEREBwLDmQKfToby8HNXVhpW5arUarq6uUlxsZGQkiouLceLECZv1mZpWsyiUHZWTTo9n2s1EaKAbLr36DwBA7ODuiIiYgLNpeTjqvAMAsLT/fLTWGB5b4Kx0sll/icic6XjUnbgPM8eEIMjHFemvLQEAFM+cj+Cgtki+mofobMOioeoqJcAcZSK70Lt3bygUCly4cAG//vprnYvl7733XgQFBSEsLIyFcgvCQtmGZl/6Bk7rgaswrOEDgBEHzwEH30RfFXD0xoKgi1fLMCiUi/iI7I3pR7WzL+6A03ogBzfHs9fGNcgGoFVBWuCXcqUQg0K5oI/IHhif3Hvw4EHk5+fXelxeXh5iY2MRFBRk8Wm/1HwxYdsBlFYwd5WoueB4JrIf5eXlAFCvtUmhoYZV9ZYeckbNF+8oN4HbZSfnZ2ch/+21ACxnJ2tc+M9EZI9Mc5SN41lUVkpTqSzlKLs5M/WCyF6cO3cOERERGDRoEMLDw5Gbm4uysjIp+lWlUsHNzQ2+vr7QaAyfBJ0/f96WXaYmxgqsCdw2OxlgdjKRAzK+AQbqHs+mmKNMZD8OHTqEdu3aISAgABqNBp06dbJ4nPEBYpmZmTh06FAT95JsiYWynWJ2MlHzxBxlIvtRVVWF7du3IzQ0FCEhIfDz84Orq6vZMeXl5cjKykJKSgqSkpJs1FOyFRbKTYzZyURERPYlOTkZycnJAAyRcM7OhmiaysrKOp/AS80fC+UmxuxkIiIi+6XT6Vgck4SFchOzlJ38ryhfDO89ndnJRA6GOcpERM0bC+UmZik7eUJsNhDL7GQiR8McZSKi5o05ynaKWatEzRPHNhGR4+AdZSsSQqCiutJidvLtslaZnUxk/5ijTETUvLEas6KK6kpM/e4Vs231zVpldjKR/WOOMhFR88apF3aK2clEzRNzlImIHAcLZSIiIiIiC1goExERERFZwDnKTcSYsWqan5w3bQ50KhdkFRTjoOIbADfzk5mdTGT/mKNMRNS8sVBuIsaMVdP85HafGBb6+KqAg8xPJnI4zFEmImreOPXCzjBjlah54xgnInIcvKMsMyGEFBml0t386zVmrH767fsYevgKgJsZq3q9HjiyBgDzk4kcCXOUiYiaN1ZlMqvUV2FuzPIa26WM1fZA0i0Zq5MCn5OOY34ykeNgjjIRUfPGqRd2IHrfeelr5icTNW/MUSYichwslK3IP/vh+h0YesC6HSEiIiKiBmOhbEWpaSW27gIRERER3SHOUbYiJ50es7vORQet/mZ28sQn4OTdFWfT8nDUeQeAm9nJAJifTORAmKNMRNS8NYtC+dKlS5g3bx5iYmIAAA899BDWrl0LHx8fq5xXX7MvfQPF8m/Ms5OjvwYA9FUBR5mdTOTQmKNMRNS8OXyhfO3aNQwbNgyVlZVYtGgRdDodVq9ejYSEBBw9ehTOzpZv3dzpedbAXFWiloPjnYjIcTh8ofzuu+/i6tWrOH36NEJDQwEAAwYMwKhRo/D5559jxowZsp5niWl2ckV1pbR9W+TTWPXSEHy57VOE/PQ7AGYnEzUnzFEmImreHL5C27ZtG4YOHSoVuwAwcuRIBAcHY9u2bbUWvHd6niW1ZSfndfkJ03f/BHgCB5idTNTsMEeZiKh5c+jUi/z8fKSmpiIyMrLGvj59+uD48eOynicnZicTtUzMUSYichwOXSinpaUBAAIDA2vs8/f3R2FhIQoKCmQ7rz58M0fX70BmJxMRERHZNYculIuKigAAGk3NjzLd3AxxayUlNbOM7/S8+vgjo+KOziMiIiIi++LQc5T1ej0A84imWymVNd8L3Ol59eGk0+OZdjMRGugmLeg5fl9vBIeNYXYyUTPDHGUioubNoQtlDw8PAEBZWVmNfcZtxmPkOO9WXl5e8PLyMqxov2H2pW/gtB5m2cmDfj4J/HzSLDs5+7oSIZ38bttGQxiLe29vb1mvy7aaR3uO1JZCoajzzapabdtfXRbHfj1zlNPyqtGlg7z/Bo70b8u2mr49R2rL3sc+tTwOPfWiY8eOAICMjIwa+9LT0+Hp6YlWrVrJdp6cikqrbn8QETU7HPtERI7Dod+aeXp6onPnzoiLi6uxLz4+Hn379pX1vPrYHjkV778yEvqKShz9n2cAAD03vo8KfbXh7tPvqw0H6iuRl5d3x+1Y0qZNGwBAeXk5SktLZb0223L89hypLY1GY/U3q3Lj2Gdb9tqeI7XliGOfmjeHvqMMAOPHj8e+ffuQkpIibdu3bx/Onj2LJ598UvbzTOXn5yMnJwe5ubnStqvXKxFz8gryi4ukbR7eXlC6uCAx7eZUD2tkJyuVSiiVyib5JcO2HK89R2qrtLQUOTk5tf7Jz8+XuccNw7HPthypPUdqy97HPrU8Dl8oL1y4EN7e3hgxYgTeffddvPnmm5gwYQIiIiIwadIkAEBqaiqio6ORmpraoPPuiLIaH+1KwYnz2ahSAVUqoKyqHMfOZeGzPeekw5idTNTMcOwTETU7Dj31AgB8fHwQGxuLuXPn4rXXXoNGo8Gjjz6KVatWwcXFBQAQGxuLadOmYcuWLQgKCqr3eXfCLeIABIAtWbj5dK5drxr+26MRPygR2TWOfSKi5sfhC2UACA4Oxg8//FDr/qlTp2Lq1KkNPo+IiIiIWq5mUSjbmrPSCeuGLjHbVlZRjfR8PYpKq+ChcUKAl9LsI1dmJxM5Po59IqLmjYWyDBQKBVxU5k8QcNEA3Tr5SN/n5OQ0dbeIyMo49omImjeHX8xHRERERGQNvKN8B6qrqwHgthmRpk8QKioqquNIeTRle2zL8dprTm0Zx55xLDYVjn225YjtNae2bDX2qeVioXwHSkpKAADJyck27glRy1ZSUoK2bds2aXsAxz6Rrd1u7Lu5uUGlUtmkoFapVHBzc2vydsk6FEIIYetOOJry8nJkZWWhVatWUKmYiUrU1Kqrq1FSUoJ27drB1dW1ydrl2CeyrYaM/cLCQpSVldV5jDW4ublBq9U2ebtkHSyUiYiIiIgs4GI+IiIiIiILWCgTEREREVnAQpmIiIiIyAIWykREREREFrBQtpJLly5h3Lhx8Pb2hre3N6ZMmdIkT+iaMWMGhg4darXr79mzB/feey80Gg3c3d0xcuRI/P7771ZrLz4+Hvfffz88PT3h4+ODadOmISsry2rtGSUkJMDZ2RlLly61yvX79OkDhUJR48+ECRNkbysnJwczZsxAu3btoNVqMWTIEBw+fFj2di5fvmzxZzL9ExMTI3u79oZjXx4c+43HsU/UeMxRtoJr165h2LBhqKysxKJFi6DT6bB69WokJCTg6NGjcHZ2vv1F7sDmzZvxySefYMiQIVa5fkxMDEaPHo27774bK1euhE6nwwcffIAhQ4YgNjYWAwYMkLW9xMRE3HPPPejQoQOWLVuGgoICrFu3DocOHUJcXBzc3d1lbc9Ip9Nh6tSpqKqqssr19Xo9kpOTMW7cOIwdO9ZsX6dOnWRtq6ioCPfddx/S09Mxd+5ceHl54f3338eIESNw9OhRhIWFydaWj48Ptm7dWmN7WVkZZs2aBV9fX/Tq1Uu29uwRx748OPYbj2OfSCaCZLd48WKhUqlEUlKStG3v3r0CgPjoo49kb0+n04lly5YJhUIhAIghQ4bI3oYQQoSHh4uOHTuKkpISaVtmZqbw8vISI0aMkL29Rx99VHh6eors7Gxp265duwQA8cEHH8jentEbb7whnJ2dBQDx+uuvy379s2fPCgBi69atsl/7VosXLxYKhUL88ssv0raMjAzh5uYmJk2aZPX2hRBi9uzZQqlUitjY2CZpz5Y49uXBsd94HPtE8mChbAVBQUEWXzyCg4PF8OHDZW2rrKxMhIeHCwBiypQpIjAw0Covlnl5eUKhUIj58+fX2PfYY48JjUYje5tPPPGEmD17ttm24uJiAUA8//zzsrcnhBAJCQnC2dlZLF++3Govljt27BAAxPHjx2W/tim9Xi8CAwPFQw89VGPfhg0brFK43erkyZNCoVCIZ555xupt2QOOfXlw7DcOxz6RfDj1Qmb5+flITU21ON+sT58+2LVrl6ztlZeXo7CwENu3b8cTTzyBu+66S9brG2m1Wpw9exatWrWqsS83Nxdqtfz/K23fvr3GtpMnTwIAOnbsKHt7Op0O06ZNw8iRIzFp0iQsWbJE9jYA4MyZM1AoFAgJCYEQAqWlpRb/Xhvr8uXLSEtLw8KFCwEAQgiUlJTA3d0dL774ouztWbJ48WJoNBqsWLGiSdqzJY59+XDsNw7HPpF8uJhPZmlpaQCAwMDAGvv8/f1RWFiIgoIC2drTarU4f/48nnjiCdmuaYlKpUK3bt0QEBBgtj0hIQGHDh1CVFSUVdtPT0/Hjh078PTTTyMgIADPPvus7G288847OH/+PDZt2iT7tU2dOXMGrVu3xqxZs6DVauHu7o4uXbpg27ZtsrZz/vx5AEC7du2waNEieHl5wcPDA127dsV//vMfWduyJC4uDj/88AOef/55+Pv7W709W+PYtw6O/Ybj2CeSD+8oy6yoqAgAoNFoauxzc3MDAJSUlKB169aytKdUKqFU2ub9TnFxMaZMmQIA+Pvf/27Vtrp3746SkhIolUps3boVvr6+sl4/MTERb7zxBt5//320b98ely9flvX6ps6cOYPr16+jrKwMW7duRV5eHt577z1MnDgRVVVVmDx5siztXL9+HQCwZMkSqNVqrF+/HiqVCqtXr8Zjjz2GPXv2YOTIkbK0ZcnGjRuhUqkwa9Ysq7VhTzj2rYNjv+E49onkw0JZZnq9HgCgUChqPcZWL25yKi0txcMPP4xTp07hH//4B+69916rtaXT6fDhhx9CrVZj8+bNePrpp5GVlYW5c+fKcv3q6mpMmzYN99xzD2bMmCHLNevy4osvQq1W4/nnn5e2TZw4ET179sSCBQvw1FNPQaVSNbqdiooKAIYpAefOnYOXlxcA4OGHH0aXLl3w97//3WovlqWlpfjqq6/wyCOPyL6a315x7MuPY//OcOwTycfxf2vbGQ8PDwCGWJxbGbcZj3FU+fn5GDlyJGJiYvDss89i+fLlVm1PrVZj0qRJePLJJ7Fnzx4MGjQIS5Yske7gNdbq1atx6tQpvP3228jNzUVubi7y8/MBGH7p5+bmyhoX9fLLL5u9UAKGO46TJ09GVlYWkpKSZGnHOPdx3Lhx0gslAHh6euKRRx7BiRMnZPs7vNWBAwdQUlKCxx9/3CrXt0cc+/Lj2L8zHPtE8mGhLDPjQpOMjIwa+9LT0+Hp6WmVxRtNJTs7G0OHDsVvv/2G5557Dh9//HGTtq9UKvH444+jpKQEZ8+eleWau3fvRmVlJfr37w8fHx/4+PigT58+AAwvpD4+Pjh06JAsbdXF+JFycXGxLNczzpW19FG1r6+vtMDHGn788Uc4OzvjwQcftMr17RHHvnVx7Ncfxz6RfFgoy8zT0xOdO3dGXFxcjX3x8fHo27evDXolj6KiItx///1ISEjA3Llz8eGHH9b5MXNj5ObmomvXrli8eLHFfgA353021tq1a7F3716zP9HR0QCAyZMnY+/evbKF5V+6dAk9evTAypUra+xLSUkBAHTu3FmWtnr27AkXFxckJiZa7Ierqyt8fHxkaetWhw8fRr9+/aDVaq1yfXvEsS8Pjv3G49gnkpEts+maq/nz5wu1Wi2Sk5OlbcaHDgWT8yEAAA2LSURBVHzyySdWbbtTp05We+jApEmTBAAxZ84cq1z/Vt27dxf+/v4iLy9P2nb9+nXRsWNH0blzZ6HX663W9qVLl6ySpVpdXS18fX1Fp06dRGFhobT9jz/+EB4eHmLYsGGytvf4448LJycncebMGWlbamqqcHFxERMmTJC1LaPKykrh7OwsXn75Zatc355x7MuDY7/xOPaJ5MHFfFawcOFCfPHFFxgxYgTmzZuH8vJyrFq1ChEREZg0aZKtu3dHzpw5g+joaLRu3Rq9e/eW7rqYkvtn27hxI0aNGoWoqCg899xzKC8vx6ZNm5CZmYkffvjBane0rEmpVGLDhg14/PHHERUVhenTp6OgoAAbNmyAWq3Ghg0bZG1v1apViImJwbBhwzBnzhw4Ozvjvffeg6urK958801Z2zK6cuUKKisrrZJ3a+849uXBsd94HPtEMrF1pd5cpaSkiNGjR4tWrVoJHx8fMWXKFJGZmWn1dq11V2nDhg0CQJ1/rOGnn34SUVFRwtXVVXh4eIjRo0eLY8eOWaUtU9a6q2S0c+dO0a9fP+Hi4iI8PT3FY489ZnYXUk4XL14UEyZMEK1btxZarVaMGTPG7C6T3I4cOSIAiA8//NBqbdgzjn15cOw3Hsc+UeMphBCiaUtzIiIiIiL7x8V8REREREQWsFAmIiIiIrKAhTIRERERkQUslImIiIiILGChTERERERkAQtlIiIiIiILWCgTEREREVnAQpmIiIiIyAIWykREREREFrBQJiIiIiKygIUyEREREZEFLJTJJsaMGQOFQgGFQoELFy7Uety4ceOgUCigUqlw5syZBrUxd+5cqY2UlJQa+9PS0hrcbyKyvSVLlkhje9u2bXUeu3btWulY45/ExMQax23ZssXsGEu/Mw4dOlTjWuvWrZPt5yIi+8NCmWwiPDxc+trSixYA/Pbbb/juu+8AAFOnTkXPnj0b1MaxY8cAAFqtFsHBwdL2wsJCzJ8/HzNnzmxot4nIDhjHNgD069evzmOPHz9u9r1Wq0VoaKjZtpKSEvzjH/8w25acnFzjWkePHq2x7XbtE5FjY6FMNlGfQnnBggUAADc3N7zxxhsNun51dTXi4+MBAJGRkVAoFAAML37dunXD2rVr0adPnzvpOhHZmLH49fLyQpcuXeo81lhUT5gwAVVVVcjLy4NSaf7St2rVKqSnp5ttS0pKqnGtOXPmoKqqCn/7298AACqVChEREXf8cxCR/WOhTDZhWihbekH6/vvvcejQIQDAK6+8gsDAwAZdPzExEaWlpQDM7/js2bMH2dnZAICBAwc2uN9EZFsXL17EtWvXANz+bm5eXh4uXrwoHatWq6FSqcyOSUtLw5o1awAADz74ILy8vABYvqOsVCqhVqsRFxcHAOjRowdatWrVuB+IiOwaC2WyieDgYDg7OwOoeUe5uroaf//73wEAPj4+WLRoEQAgKysLCxcuRI8ePaDRaNCqVSv07dsXGzZsgF6vN7vGrR/NVldXQ6PRYO7cudL2hx56CCNHjpS+/89//oNRo0bB398fTk5OCAwMxPTp06UXZVP//Oc/0b9/f7Rq1QrBwcH47LPPpP4qFApMnTq1xvHDhg1DmzZt4OLigrCwMHzyyScN/FsjItPpDw2ZdhEZGWnxmMWLF6O0tBTOzs5Yt24dunbtCsDyG3gA0Ov10qdVnHZB1AIIIhsJDw8XAISrq6uorq6Wtm/atEkAEADE//t//08IIcTx48eFr6+vtP3WP0888YTZtZ977jlp3+XLl8WpU6csnvfqq68KIYRYvXp1rde+7777zK49a9Ysi8ctXbpU+nrDhg1CCCF0Op3461//Wuu133nnHWv+FRM1O3PnzpXGz/fff1/nsStWrBAAhEKhEPn5+TX2nzhxQigUCgFALFy4UAghxMSJEwUAodFohF6vr3FOUlKS1P7GjRvl+aGIyG6xUCabmTRpkvSCc/78eSGEEMXFxcLf318AEN26dROVlZWisLBQBAQESC94b7zxhsjOzhapqali1KhR0jV27dolXTsiIkIAEL6+vkIIIfR6vcjMzDQrrKuqqoRerxc5OTnC399fKBQKMXz4cHHlyhWRk5Njdu1r164JIYT473//K23r3bu3OHXqlLh69aoYM2aMWQF87NgxIYQwK54XLFggMjMzxZ9//ikd7+7uLkpLS5v4b57IcUVFRUljKi0trc5jH330UQFAdO3a1eL+IUOGCADCz89PFBYWCiGEWLJkiXT9S5cu1Tjniy++kPYfP3680T8PEdk3Tr0gmwkLC5O+Nk6/ePfdd5GRkQEAeOutt+Dk5IRPP/1UWmgze/ZsLFmyBD4+PujcuTP+7//+T7rG7t27AQDl5eVSlJzxo1GFQmH2MeygQYOgVquhUCjQtm1bpKeno6qqCj/++CM6dOgArVYLHx8fAIZ5iRqNRuofYFjEs2PHDoSHhyMwMNBsGoWLiwvCw8NRUlKCtWvXAgCGDx+ON998E23atIGfn5+0ULG4uBgJCQmy/H0SNXemi3QDAwMREBBQ5/HGKVh9+/atse+7777DL7/8AgB455134OHhAQDS1AvA8vQL4+8R4xQqImre1LbuALVctyZfDB48GKtXrwZgKGTHjx8PANi3b5903OzZs82uYXxxAwyxbwBw8uRJVFVVATCfQ3jkyBHpa9OFfJWVldi6dSv27t2LCxcuIDMzE5mZmaiurgZgmE/t6uqK8vJyxMbGAgD+8pe/ICgoSLqGn58f1Go1dDodevfuDWdnZ8TGxqKoqAgAcODAATg5OVn8eygvL6/7L4qIANS+SNeSjIwM6Q32rYVyVVWVtPahffv26NChA2JiYgAA169fl45LTk7GmDFjzM41Fsq9evWS1lkQUfPFQpls5tbki2XLlkmFpbFgBiC92Gm1WrPiFIB0dwkAOnToAKD2jFVjoezs7CxFOgkh8NBDD2Hv3r1wdXXFhAkTMG3aNGi1WkyZMgWAoWg39kOn0wGouTDo3Llz0r7+/fsDMCw+rI/b3RUjIoOGLOQzPfbWQvn999/H+fPnAQBXr17F8OHDLV7j1jvK1dXVOHnypMVrElHzxEKZbCYgIABt2rTBtWvX8PPPPyMnJwcAMHbsWERFRUnHeXp6AjBMUygsLIRWqwVgKHKNUxsAQ4oFUHuhbNzeu3dvuLi4ADA81GTv3r0AgOjoaOku9qZNm6TzjHefTWOlbk3CMD3e2KZx6gYA7Ny5E2PHjpW+z8vLg6enZ408VyKq3Z08aEShUJhlHefl5WH58uX1au/WiLjk5OR639EmouaBr9JkU8Y5fsY5wmq1Gm+99ZbZMaNHjwZgiGV69tlncfXqVVy+fBn/8z//I31cOnbsWAwYMADAzRfTTp06ScVqeno68vPzAQCurq4oKytDZWWl2V3flJQUFBcX48cff8SSJUuk7cYX2Q4dOsDNzQ0AsHXrVsTExCA/Px9r1qzBe++9Jx1vvKMcFRUlZbIuXboUCQkJKCwsxJYtWxAQEAA3NzezQp+I6lbXXeJbGX8PdO/eXXpzDQDLli2Tfhds3boVwrCo3ezP4MGDAdQslE3XObBQJmohbLiQkEjMnj3bLC3ihRdeqHFMaWmp6Nu3b60RawMHDpSinwoKCqS4pwkTJkjXyM/PF0ql0uy8b7/9VqSnpwt3d/ca12zVqpX0dXp6unSdxYsX1zhWoVAIlUolAAgvLy+zSKmvvvqqRrvGP/fcc48oKSmx4t8uUfNRVlYm1Gp1nSkWptq0aSMAiKefflradu7cOeHk5CQAiMjISIvxb0II8cwzz1gc/y+99JKUVmMaaUlEzRfvKJNNmc5Tdnd3x9KlS2sc4+bmhtjYWCxbtgx333033Nzc4O7ujn79+mH9+vWIiYmRpmecOHECQggA5nd8PD098dFHHyEoKAjOzs7w9fXFwIED4e/vj3/961+IiIiAq6srunXrhjVr1mDlypXSuVeuXJG+Xrp0KV577TV06tQJrq6uGDJkCL7//ntp/8CBA6XHZQPAk08+iZiYGDzwwAPQarXQaDQIDw/HmjVrcODAASlNg4jqFh8fL60DuN3d3NTUVGl6lOmd5wULFkgLfdeuXWs2Vk2FhoZKX5vOUzbeUe7Tpw+nTRG1EAphrCqIqE7R0dEAgC5duqBv375SisW+ffswatQoAMCqVauk6Dciso3t27fjySefBAAcPHgQ99xzT6OvqdPp4OHhgfLycsybN0967DURNW98S0xUT19//TUmT56MwYMH4/3330dRURGSk5Olx20rlUpMmDDBxr0kIuP8ZKVSibCwMOlO9J0QQkCn0yEhIUGKcuT8ZKKWg4UyUT099dRT0tevvPIKtFotevToIX0cu2jRInTu3NlW3SOiG4yFsl6vh6enpxQdeSeWLl0KJycns0hIFspELQfj4Yjq6cknn4RSqcSGDRtw6tQpFBcXw9PTEz169MD06dOl3GUish29Xo+4uDizbaYPGGoo0wcVAYC3t3eNPHciar44R5mIiIiIyAJOvSAiIiIisoCFMhERERGRBSyUiYiIiIgsYKFMRERERGQBC2UiIiIiIgtYKBMRERERWcBCmYiIiIjIAhbKREREREQWsFAmIiIiIrLg/wNYgNopryMwHwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x=['Voltage', 'I [A]'], y='Voltage', legend='Die', row='Boost Level', col='x', show=SHOW,\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', label_rc_font_size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## wrap subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By unique values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a plot similar to the row/column plot above using the `wrap` keyword. The key differences are that spacing and ticks between subplots is removed by default (can be changed via keywords), axis sharing is forced (cannot override), and the row/column value labels are condensed to a single label above each subplot. To do this, remove the `row` and `column` keywords from the previous function call and pass the \"Temperature [C]\" and \"Boost Level\" column names as a list to the `wrap` keyword." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], show=SHOW,\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, wrap plots will be arranged in a square grid. If the number of subplots does not match a perfectly square grid, you will have an incomplete row of subplots in the grid. All tick and axes labels are handled appropriately for this case. If you want to override the default grid size, specify the keyword `ncol` which sets the number of columns. The number of rows will be automatically determined from the number of subplots." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'], show=SHOW,\n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', ncol=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By x and y" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also \"wrap\" by column names instead of unique column values. In this case we list the columns to plot in the `x` or `y` keywords as usual but we add \"x\" or \"y\" to the `wrap` keyword. This will create a unique subplot in a grid for \n", "each `wrap` value. Unlike the case of wrapping column values, this plot will not have wrap labels and axis sharing can be overriden. As before, used `ncol` to override the default gridding. Unlike a row vs column plot by x and y, a wrap plot by x and y can be displayed without the extra grouping factor. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', show=SHOW, groups=['Boost Level', 'Temperature [C]'], \n", " ax_size=[325, 325], filter='Substrate==\"Si\" & Target Wavelength==450')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or an alternatively styled version of this plot with tick and label sharing off:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', show=SHOW, groups=['Boost Level', 'Temperature [C]'], \n", " ax_size=[525, 170], filter='Substrate==\"Si\" & Target Wavelength==450', ncol=1, ws_row=0, \n", " separate_labels=False, separate_ticks=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## figure plots" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "To add another dimension of grouping, fivecentplots supports grouping by figure. In this case, a separate figure (i.e., a separate png) is created for each unique value in the DataFrame column(s) listed in the `fig_groups` keyword. Here we will plot a single figure for each value of the \"Die\" column." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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