{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# boxplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section describes various options available for boxplots in **fivecentplots**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the full API https://endangeredoxen.github.io/fivecentplots/0.5.3/api/boxplot.html#boxplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fivecentplots as fcp\n", "import pandas as pd\n", "from pathlib import Path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some fake boxplot data with no real meaning:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BatchSampleRegionValueID
01011Alpha1233.5ID701223A
11011Alpha1230.0ID7700-1222B
21011Alpha1233.3ID701223A
31011Alpha1233.2ID7700-1222B
41011Alpha1234.0ID701223A
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" ], "text/plain": [ " Batch Sample Region Value ID\n", "0 101 1 Alpha123 3.5 ID701223A\n", "1 101 1 Alpha123 0.0 ID7700-1222B\n", "2 101 1 Alpha123 3.3 ID701223A\n", "3 101 1 Alpha123 3.2 ID7700-1222B\n", "4 101 1 Alpha123 4.0 ID701223A" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_box.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme (skipping here and using default):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the most powerful features of JMP is its variability chart, which partitions data into separate boxplots based on one or more grouping criteria. fivecentplots achieves this characteristic via the keyword `groups`. The value of this keyword is one or more column names from the `DataFrame` that differentiate the `y` values being plotted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single group" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using our fake dataset, we first plot our data grouped by a single column named \"Batch\". Because our dataset has 3 unique values in the \"Batch\" column, we get three boxplots, each with a descriptive label." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([101, 106, 103])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.Batch.unique()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups='Batch')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can dive deeper into the dataset by specifying a list of column names for `groups`. In this example we use columns \"Batch\" and \"Sample\" for which there are 7 unique groups. Notice that the order of the values passed to `groups` determines the grouping hierarchy, with the first grouping column values on the bottom of the plot.\n", "\n", "
\n", "

\n", "

Note that for purposes of the boxplot API, the values in the white rectangles under the plotting area are styled via keywords prefixed with `box_group_label`, while the column name strings are styled via keywords prefixed with `box_group_title`.

\n", "
" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Batch Sample\n", "0 101 1\n", "10 101 2\n", "22 106 1\n", "31 106 2\n", "41 103 1\n", "50 103 2\n", "60 103 3" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['Batch', 'Sample']].drop_duplicates()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the group values are sorted alphanumerically. To preserve the order of the input DataFrame, add the keyword `sort=False`:" ] }, { "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.boxplot(df, y='Value', groups=['Batch', 'Sample'], sort=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### No groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If not `groups` are specified, no grouping labels are added to the boxplot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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SRkbQ5A83kvDoFGLuvJ2AxObeDkkIn+Izz3TbtWvHypUrz3nsdFfyab1792br1q0eiEoIIYSoO59p6QohhBC+TpKuEEII4SGSdIUQF6XRaNDr9Wg0PvNESogGSZKuEOKiVCqV+yWEuHzyCRJCCCE8RJKuEEII4SGSdIUQQggP8Zmke/ToUcaMGUNISAiJiYnMnTv3vHW7du3q3rjg9GvXrl2eC1YIIYQ4B58ZinjTTTfRvHlz0tLSyMjI4NZbb6V58+bccMMNNeo5HA727t3LqlWraNu2rbs8MlK2HRNCCOFdPpF0i4qK2LBhA++++y5t2rShTZs2XHfddaxYsaJW0s3KyqKyspLevXsTEBDgpYiF8F9Oq5WCxUso2bARR4UVY5vWRIwdjaFVS2+HJkSD5xPdywaDAaPRyIIFC6iqqiIzM5O1a9fSvXv3WnUzMjJo2rSpJFwh6pHD4aCqqgp7ZSXH5v4fhct+xG4uxmWzUb4rnaOz52DZt9/bYQrR4PlE0g0ICODtt9/mX//6FwaDgaSkJEaOHMk999xTq+7u3bvR6XSMGTOGmJgYBg0axKZNm7wQtRD+w+FwYLfbKd26jYr9B1AZAoh78D6a/+1ZAjt1xGW3k//Nd94OU4gGzyeSLlQn07Fjx7JhwwYWLFjAF198wSeffFKr3p49eygqKmLy5MksWbKEDh06MGzYMI4ePVqn65hMJiIiImq8hBDVKjL3AWDq34/gnj0IaJpAk1snVR/buw+X0+nN8IS46s7ODxEREZhMpjq/3yee6a5YsYL33nuPY8eOYTAY6NWrF9nZ2cyaNYvbbrutRt13330Xi8VCSEgIAPPmzWPt2rV89NFHPPPMMxe91unRzmc6fS4hGqvT+1XrgwIpBSj/7TNWeiwbAJVOR4jJVOvzI4Q/Ode/70v5N+8TSTctLY02bdpgMBjcZd27d+eFF16oVVej0dRIkoqikJSURHZ2dp2uZTabcTgcVx60EH6ksrISAF2XzrB0OUXrN5AJaJtEYV65GoCgnj0oLS31YpRCeMel/Lv3ie7luLg49u/f7/7gQ3U3cosWLWrVHTJkCDNmzHD/7nQ62bFjB0lJSR6JVQh/pm/ejIgxowAoWb+Bgm+/x1FcjC4mhqgbb7jIu4UQPpF0x44di1arZfLkyezdu5fvv/+eF198kalTp+JwOMjJyXEn5LFjx/LGG2/w3XffkZmZycMPP4zZbCYlJcW7NyGEn4gcP46EaY9j7NyZgBaJhF/3e5o9+zQakzyGEeJifKJ72WQysWLFCh555BGSk5OJiori2Wef5b777uPw4cO0aNGCn3/+mcGDB/PYY49htVqZMmUKubm59OnTh9TUVIKDg719G0L4hcqcHHI//ISq3FwArFmHqDiYRfyf7kcdFOTl6IRo2BSXy+XydhANQVFREampqfTs2VMStBBnqaqqYvv27XTt0oVjM1+gKvckKqORgObNqNi3H5fdTlD3rsQ/9KC3QxXC40pLS0lLS2P48OGEhYVdsK5PtHSFEN6l1WoJCAigat/+6oQbGEiLWc+jCQ7GevgIh//+ImXbd1BVVIT2In90hGjMfOKZrhCiYagqKAQgILE5mlM9QgHNm6E2mcDlwl5Y5M3whGjwJOkKIepMFxcLQMW+fdhOzc8t3boNR3ExqNXoopt4MzwhGjzpXhZC1JmhdSsCWrXEeuAgh2bMQhMair2ounVrGtBPBlIJcRHS0hVC1JmiKMQ//CCBnTtVdycXFYFahWngtTSZdJO3wxOiwfPLlm5aWhpPP/0069atQ61WM2jQIF577TXatWvn7dCE8Hma4GASHnmYqoICqgqL0MVEu5/vCiEuzO+SbmZmJoMHD8ZoNPLXv/4VgNdff50BAwbw66+/EhcX5+UIhfAP2ogItLIhiBCXxO+S7ty5cykrK2P16tXu/XaHDh1K7969eeONN5g9e7aXIxRCCNFY+d0z3YMHDxIZGVljg/vk5GQiIiLYuXOnFyMTwndVVVVhtVqpqqrydihC+DS/S7pt2rShsLCQvLw8d1lhYSFms5nY2FgvRiaE73K5XO6XEOLy+V3SnT59OgkJCdxyyy3s2LGDnTt3csstt6DT6Zg6daq3wxNCCNGI+d0z3WbNmvHMM8/w8MMP07VrVwDUajVffPFFjS5nIYQQwtP8Luk+99xzzJo1i0GDBnHffffhcDh45513uOmmm/jyyy8ZO3bsBd8fFhZ2wQWrnU6ndLGJRsdisQAQEhKC0Wj0cjRCeJaiKKhU5+8Y1mjqnkr9KumazWZmz55Nr169WLFiBWq1GoBJkyaRnJzMvffey+HDh9Hr9V6OVAghRGPkV0l337592Gw2brnlFnfCheodUm677TamT5/Onj173N3Ol6OiosL9rV+IxqKyshKAkpISrFarl6MRwrOMRiOBgYH1ci6/SrqnW7AOh6PWsdNlTqfzgucoKirCbrfXf3BCCCF8ksViuWBjq7S0tM7n8qvRyx07diQuLo4PPvigxrdxq9XKhx9+SGRkJJ06dfJihEL4JrVajUajqdGDJIS4dH7V0lWr1bz11ltMnDiR3r17c8899+BwOHj//ffZs2cPH330EVqt1tthCuFz1Go1Wq1Wkq4QV8ivki7ADTfcwP/+9z9mzpzJM888A0CPHj1YsmQJ1113nZejE0II0Zj5XdKF6rWWhw4d6u0whBBCiBr86pmuEEII0ZBJ0hVCCCE8RJKuEEII4SGSdIUQQggP8cuBVEKI2hyWCop+/B+lW7fjcjgI7NSBiJHXoQk1uetUFRVRuHQ55em7UdRqgnt2J3zE70Cnw+l04nQ6L7gGrRDiwiTpCtEIOG02js6eg+3oUXeZOTeXsm3baf7M02hCTVQVFnHkxZexm4vddQqOH6dsx05iHpuKzWbDbrej0+m8cQtC+AWf+cr6wQcfoChKrdf5vnV37dq1Vt1du3Z5OGohGobiX9ZgO3oUdXAwsffeTdxDD6BtEoW9sIiCpcsAKFy6DLu5GG10NPEPP0jMPXehDgrEdvgIZes3ePkOhPAPPtPSvfnmm2ssblFVVcXQoUMZM2ZMrboOh4O9e/eyatUq2rZt6y6PjIz0SKxCNDRlO9MBCB91HSF9ervLj7/9T8p3VR8rP1Wnyc0TCerSGQBHcTF5X3yFJX039Ovj4aiF8D8+k3QNBgMGg8H9+0svvYTL5eLll1+uVTcrK4vKykp69+5NQECAJ8MUokFSTi3f6LLZ3GWuyqrqY6d7i9SqU+WV7jrOUz8r8hxXiHrhM0n3TIWFhbzyyiu8995759wbNyMjg6ZNm0rCFeKU4B7dKN+xk4Kly0FRUOn1FPywFICgHt2r63TvTuGy5eR+uhB7cQnOigoKl/0IgLHb5W+HKYT4jU9+fX3nnXeIi4tj4sSJ5zy+e/dudDodY8aMISYmhkGDBrFp0yYPRylEwxHSty/Gjh1w2Wzkf/0tJz/7HEdpKfqmCYSP+D0A4SN/jy4+DkdJCSf/u5D8b77DVVlJYOdOBCX39PIdCOEffK6l63K5eO+995g+ffp56+zZs4eioiImT57MzJkzeffddxk2bJi7BXwhJpOJsLCwGmUFBQX1ErsQ3qJo1CRMeYji9Rso27rt1JShjoQOHIDqVI+QOjCQ5n+ejnnVL5SnZ6BoNAT36E5I3z5UOWvvUS1EYxQREVGr7FKm0Skul8tVnwFdbZs3b6Zfv36cPHmyVnI8zW63Y7FYCAkJAaoTddeuXZk0aZJ756GzFRUVkZqayrBhw2qdt/KMZ1xCNEYVFRWsXbuW/v371xhbIURjc64pc0VFRaxYsYLhw4efNy+d5nMt3WXLljFw4MAL3phGo3EnXABFUUhKSiI7O/ui5zebzTgc8q1eiDM5nU70ej02m42qqipvhyNEg1JaWlrnuj73THfjxo3079//gnWGDBnCjBkz3L87nU527NhBUlLS1Q5PCL+kUqncLyHE5fO5T9CuXbvo0KFDjTKHw0FOTo67G3js2LG88cYbfPfdd2RmZvLwww9jNptJSUnxQsRCNG4ulwvLnkzyv1tM4Y+pVBUWejskIbzG57qXc3Nza3UtHz16lBYtWvDzzz8zePBgHnvsMaxWK1OmTCE3N5c+ffqQmppKcHCwl6IWonFyVlZyfN6/3AtwAOR9+RXRt95C6KBrvRiZEN7hc0m3oqKiVlliYiJnjgdTFIVnnnnmvIOmhBCeUbB4CeW70lE0GoJ6dsdeUEjF/gPkfvwphjat0MfFeTtEITzK57qXhRC+o3jtOgBi7k4h7t57aPrUkwR27gQuFyXrZD1n0fhI0hVCXDWO0jIAAhKbA9W9UKd/tpfUfcSnEP5Ckq4Q4qo5nWALFv+A02rFdvwExWvXVx9rkejFyITwDp97piuE8DyHw0FVVRUOhwP1qc0T6iJizCiy//E2Jes2ULJ+I5wae6GNjMB0jexaJBofaekKIS7K4XBgt9sveeGYoC6diXvwPrTRTaoTrqIQ2LULTac97l5+UojGRFq6QoirKrhnD4J6dMdRXIKi06E2yjKSovGSpCuEuOoURUETavJ2GEJ4nU90L3/wwQcoilLrdb4l6VJTU+nUqRNGo5GhQ4dy8OBBD0cshBBC1OYTSffmm2/mxIkT7teRI0do3bo1jzzySK26R44cYfz48dx1111s3ryZqKgoxo8fj49tpiREg+dyOKg8mYejrNzboQjhM3yie9lgMNTYTuyll17C5XLx8ssv16r73nvv0atXL5544gkAFixYQExMDKtWrWLw4MGeClkIv+VyuTCvXEXB4iU4iktAUQjq2oXo229BExrq7fCEaNB8oqV7psLCQl555RVefvll9Hp9reMbNmxg4MCB7t+NRiM9evRg/fr1ngxTCL9VvHoNJz/5rHpglEYDLhdl23/l6Jw3cdnt3g5PiAbN55LuO++8Q1xcHBMnTjzn8RMnThB31nqu0dHRHDt2zBPhCeGXTo+jwOWi4IelAISPHEGbt94k8fnnUAcFUXn8BKXbtns3UCEaOJ/oXj7N5XLx3nvvMX369PPWsVgstVrApzffrguTyVRrF6OCgoJLD1YIP6LVagkICEBVWYX91NZ8EWNGo2jU6BPiCerZg+JVq7EdPgLJvbwcrRBXT0RERK2yS9ln2qeS7pYtWzh27BiTJk06b52AgIBaCdZmsxFax2dN7m/0ZwgJCbnkWIXwNxqNhtAmUah0OpyVlSgnThDSpTMuh4OjR44AENikiXxehF87Oz+cr+x8fCrpLlu2jIEDB9ZqiZ4pPj6enJycGmU5OTl069atTtcwm82XvOqOEI2B3W6nrKKC4L59KF79C/tefY2gLl2wHT9B5fHjKDotuq5dKCkp8XaoQnhUaWndN+/wqWe6GzdupH///hes07dvX9asWeP+3WKxsG3bNvr27Xu1wxOiUYj6wwQM7driqqyidEtadcLV64m77140JmnlCnEhPtXS3bVrF7fffnuNMofDQV5eHuHh4eh0Ou6++25mz57Nyy+/zNixY5k5cyYtWrSQ6UJC1BO1wUDTJx+jInMvFQezUAcFEtyjB+qgQG+HJkSD51Mt3dzc3Fpdy0ePHiU2NpZ166o3y05MTOSrr75iwYIFJCcnU1BQwDfffHNJfe5CiAtTFAVjUjsiRl1H6MBrJeEKUUc+1dKtqKioVZaYmFhrtamRI0cycuRIT4UlhBBC1IlPtXSFEEIIXyZJVwhxUVVVVVitVqqqqrwdihA+TZKuEOKiXC6X+yWEuHySdIUQQggPkaQrhBBCeIgkXSGEEMJDJOkKIYQQHuIzSddms/HQQw8RFhZGdHQ0zzzzzHkHdXTt2tW9ccHp165duzwcsRBCCFGTzyyO8cgjj/DTTz+xfPlySktLmTRpEs2bN+f++++vUc/hcLB3715WrVpF27Zt3eWRkZGeDlkIIYSowSeSbmFhIf/+979JTU2ld+/eADzxxBNs3LixVtLNysqisrKS3r17ExAQ4I1whfA7arUajUaDWq32dihC+DSfSLpr1qzBZDIxaNAgd9nTTz99zroZGRk0bdpUEq4Q9UitVqPVaiXpCnGFfOKZ7sGDB0lMTOTDDz8kKSmJli1b8ve//x2n01mr7u7du9HpdIwZM4aYmBgGDRrEpk2bvBC1EEIIUZNPtHTLysrYt28f//rXv1iwYAEnTpzg/vvvx2g08sQTT9Sou2fPHoqKipg8eTIzZ87k3XffZdiwYe4W8MWYTKZaOxkVFBTU6/0IIYTwTREREbXKVKq6t199IulqNBpKSkr49NNPad68OQBHjhxh3rx5tZLuu+++i8ViISSkejPtefPmsXbtWj766COeeeaZi17r9GjnM50+lxCNmUajkc+CaPTOtU3spWwd6xNJNzY2loCAAHfCBWjXrh1Hjx6tVffsPwyKopCUlER2dnadrmU2m3E4HFcetBB+xm63U1JS4u0whGhwSktL61zXJ57p9u3bF6vVyt69e91lu3fvJjExsVbdIUOGMGPGDPfvTqeTHTt2kJSU5IlQhRBCiPPyiZZuu3btGD16NCkpKbzzzjvk5OTw8ssv8+yzz+JwOMjLyyM8PBydTsfYsWOZOXMm3bt3p127drz55puYzWZSUlK8fRtC+DabjaLUn7AeOYImxERI/2vQx8Z4OyohfIpPJF2ATz75hClTpjBgwACMRiMPP/wwU6ZM4fDhw7Ro0YKff/6ZwYMH89hjj2G1WpkyZQq5ubn06dOH1NRUgoODvX0LQvgsa04O2o//y8mycndZ4fIfiUm5E1P/a7wYmRC+RXHJBpkAFBUVkZqaSs+ePSVBC3GWw7PnYM3ciyYiAlP/a6g4cBBLegaKRkPLV15EY5IBVqLxKi0tJS0tjeHDh9ea/XI2n3imK4TwHntJCdbM6vEUMY88ROS4MSQ8OgV982a47HZKt27zcoRC+A5JukKIC3LabAC4VCrUp2YGKIqC9tR8RafV6rXYhPA1knSFEBekjYhAHR6G4nRSsOhLKk/mUbx+I2W//gqAsV3bi5xBCHGazwykEkJ4h6JSEX79WPIWfEjZ2vWUrV3vPhbUvRsBLRK9F5wQPkaSrhDiooKSe3EoO5uwzH1UHjmKxhSC6doBhI+67pJW4xGisfPLpJuXl8czzzzDd999R0VFBT169ODll1+mb9++3g5NCJ9lT2xO/Pjr0el03g5FCJ/ld0m3tLSUgQMHcvz4cR577DHCwsJ46623GDp0KJs2baJTp07eDlEIIUQj5XdJ95VXXiEzM5OVK1cycOBAAG6++WZatmzJq6++yocffujlCIXwPRqNBr1ej0bjd38yhPAov/oEuVwuPvjgA0aPHu1OuAAxMTG89tpraLVaL0YnhO9SqVTulxDi8vlV0j106BDZ2dlMnz4dqE7C5eXlBAUF8ac//cnL0QkhhGjs/Opr6759+wBo0qQJ06ZNIzQ0lODgYFq3bs3333/v5eiEEEI0dn6VdM1mMwDPPfccP/zwA2+++SYffvghRqOR8ePHk5qa6t0AhRBCNGp+1b1sO7VcndlsZu/eve6Fp8eOHUurVq3485//zPDhwy94jrCwsAsuWO10OpE9IkRjpNVqCQ8P93YYQnicoigXHM9wKQMM/aqlGxgYCMCECRNqJM7Q0FDGjRtHWloaZWVl3gpPCCFEI+dXLd34+Hig+pnu2Zo0aYLL5aKsrIygoKDLvkZFRQUWi+Wy3y+Er6qqqqKwsNDbYQjhcUaj0d2ou1J+lXQ7deqEXq8nPT291rGsrCwCAgKIioq64DmKioqw2+1XK0QhfJLD4aCqqgqHw4FarfZ2OEJ4lMViuWBjq7S0tM7n8rvu5XHjxrF48eIaiTcrK4vvvvuO66+/Xv5gCHEZHA4Hdrsdh8Ph7VCE8Gl+1dIFePXVV1m5ciVDhgzhkUceQafT8eabb2IwGHjxxRe9HZ4QQohGzK9augCJiYls2LCBQYMGMXv2bGbNmkW3bt1Yt24dLVu29HZ4QgghGjG/a+kCtGzZkkWLFnk7DCGEEKIGv2vpCiGEEA2VJF0hhBDCQyTpCiGEEB4iSVcIcVGKorhfQojLJ0lXCHFRWq2WgIAA2ZNaiCvkU0n366+/rvGNW1EUJk6ceM66Xbt2rVV3165dHo5YCCGE+I1PTRnKyMhg7NixzJ8/310WEBBQq57D4WDv3r2sWrWKtm3bussjIyM9EqcQQghxLj6VdHfv3k2nTp2IiYm5YL2srCwqKyvp3bv3OZOyEEII4Q0+1b2ckZFRo+V6oXpNmzaVhCuEEKJB8Zmk63K5yMzMZPny5bRt25ZWrVrx9NNPU1lZWavu7t270el0jBkzhpiYGAYNGsSmTZu8ELUQQgjxG5/pXj5y5AgWiwW9Xs/nn39OVlYWU6dOpaKigjfffLNG3T179lBUVMTkyZOZOXMm7777LsOGDXO3gC/EZDIRFhZWo6ygoKDe70cIIYTviYiIqFWmUtW9/eozSbd58+YUFBQQFhaGoih069YNp9PJ7bffzpw5c2ps2ffuu+9isVgICQkBYN68eaxdu5aPPvqIZ5555oLXOddcxNPnEaIx02g08lkQjd655qpfyvx1n0m6AOHh4TV+b9++PVarlcLCwhqb05/9x0FRFJKSksjOzr7oNcxms+wZKsRZqqqqKCsro6CgQObqCnEWv9zEfvny5URERGCxWNxl27dvJyIiokbCBRgyZAgzZsxw/+50OtmxYwdJSUkei1cIf+JyudwvIcTl85mk269fPwwGA5MnTyYzM5OlS5cybdo0pk+fjsPhICcnxz2oauzYsbzxxht89913ZGZm8vDDD2M2m0lJSfHuTQghhGjUfKZ7OTg4mOXLl/Poo4/Sq1cvgoODuf/++5k2bRqHDx+mRYsW/PzzzwwePJjHHnsMq9XKlClTyM3NpU+fPqSmphIcHOzt2xCiXlgPHabo51VU5eeji4khbOgg9PHx3g5LCHERikv6iwAoKioiNTWVnj17SnIWDVrx+o3kvP8BnPnRVauJf+gBgrp0virXrKysZPv27XTr1g2dTndVriGEryotLSUtLY3hw4fXmv1ytqvWvXz06FH27dtHeXn51bqEEI2O02rl5Kf/BZeLoB7dibk7BWPHDuBwkPvhx7jsMghQiIas3pPuRx99RLNmzUhMTCQpKQmTyQTAJ598IoMwhLhC5bv34Kywoo2MJO6BezH160v8ww+iCgzEbi6mIivL2yEKIS6gXp/pfvXVV/zxj38857F7772Xr7/+mi+++KI+LylE4+J0AqDotHBqbqCiVqNo1DWO1zeX04nu150c/eZ7HOZi9AnxhI8cQXD3blflekL4q3pt6b788ssA9O3bl48//thdXlhYiNVq5euvv+b999+vz0sK0agY27VF0WioPH6CvIWLsOzJJOeDj3AUl6AKDCSgReJVuW7Bfxdi2LgZ+8k8XJWVWA9mcfztf1K8dv1VuZ4Q/qpek+6uXbtQFIWPPvqIm2++2V0eHh7O66+/jsvlqrEtnxDi0qiDgoi8YRwARak/cfS1NyhZV534mvzhRlRXYZCTLfs4pWvX4wKa3DaJxJl/wzTwWgDyv/5GniMLcQnqNenq9Xrg3GtT3n333UD1ZgRCiMsXPuL3xD30AMakdmgjIwns1JGEx6ZiGtDvqlzPkrkXAFezpoQNGYw+LpboW29G0euxm4upzM25KtcVwh/V6zPdDh06sGHDBhYsWMDUqVNrHMvPzweQwVRC1IPg7t089jxVpT/Vei4vx+V0oqhUOMrLcdmrAFB0eo/EIYQ/qNeW7m233YbL5WLatGlMnjzZXZ6WlsbkyZNRFIWePXte1rm//vpr92YEp18TJ048Z93U1FQ6deqE0Whk6NChHDx48LKuKYSAoK5dULRaVAWFZP/jbQqWLufo63PB4SSgRSK6qEhvhyiEz6jXpPvAAw8wcOBAnE4nH374oXvnhd69e7N69WoAnnzyycs6d0ZGBmPHjuXEiRPu13vvvVer3pEjRxg/fjx33XUXmzdvJioqivHjx0sLW4jLpA4KIvrO23EpCuW70sn/8msqj59wlwsh6q5eu5dVKhVLly7l4Ycf5j//+Q/OM6Yv6HQ6XnrpJUaPHn1Z5969ezedOnUiJibmgvXee+89evXqxRNPPAHAggULiImJYdWqVQwePPiyri1EY2e6pg9HbFaiT+ZhN5vRJyRgurY/Glm9TYhLUu9rLxsMBv7973/z/PPP89NPP5Gbm0tUVBQjRowgLi7uss+bkZHB8OHDL1pvw4YNDBw40P270WikR48erF+/XpKuEFciIpwmgwd5OwohfFq9Jt1XX32V3r17k5ycTNOmTc+7UMalcrlcZGZmsnz5cl588UUcDgd/+MMfmDlzZq11YE+cOFEruUdHR3Ps2LF6iUWIxsjpdLpfKpXPbE4mRINTr0n36aefRlEUVCoVSUlJ9O7dmz59+tC7d2+6dOly2R/WI0eOYLFY0Ov1fP7552RlZTF16lQqKip48803a9Q9Xe9Mer0em81Wp2uZTKZaC1YXFBRcVtxC+Au73Y7NZsNut8uGB6JRO9eU2EvJbfXevexyuXA4HGRkZJCRkcEHH3wAVHc7d+/enT59+vDaa69d0jmbN29OQUEBYWFhKIpCt27dcDqd3H777cyZMwe1Wu2uGxAQUCvB2mw2QkND63St0yOjzxQSEnJJ8QrhbyoqKgAIDAzEYDB4ORohvOfs/HC+svOp16SbmprKxo0b2bRpE5s2beLEiRPuYxaLhbVr17Ju3bpLTrpQvarVmdq3b4/VaqWwsJCoqCh3eXx8PDk5NSfr5+Tk0K1btzpdx2w243DICjtCnKmyshKA8vJyqqqqvByNEA1LaWlpnevW68OZoUOH8uc//5mvv/6a7Oxsjhw5wqeffsrQoUOB6tbu2V2/dbF8+XIiIiKwWCzusu3btxMREVEj4UL1us9r1qxx/26xWNi2bRt9+/a9zLsSQggh6sdVHRGRkJDApEmTSE1NZebMmbhcLjZv3nzJ5+nXrx8Gg4HJkyeTmZnJ0qVLmTZtGtOnT8fhcJCTk+P+Jn733Xezdu1aXn75ZdLT07nrrrto0aKFjFwWQgjhdfWadC/U7fTss8/SunVr3njjjUs+b3BwMMuXLycvL49evXpxzz33cN999zFt2jSOHj1KbGws69atAyAxMZGvvvqKBQsWkJycTEFBAd98880l9bkLIYQQV0O9PtMNCQmhS5cu9O7d2/1q166d+3h0dDTLli27rHN37NiR//3vf7XKExMTa602NXLkSEaOHHlZ1xFCCCGulnpNujabjS1btrBlyxbmzZsHVLdSu3fvjtFoZMWKFQQEBNTnJYUQQgifUa9Jd+jQoWzZsoWSkhJ3WUlJiXvdZYBOnTrV5yWFEB6g0WjQ6/VoNPU+y1CIRqXepwy5XC727NnDxo0b3a9du3Zht9tp2rQpb7/9dn1eUgjhASqVyv0SQly+K0q6b7/9Nr1796Zbt25otVqgepJw+/btad++PSkpKUD1AKuioiKaNGlyxQELIYQQvuqKku6UKVNQFAWtVkvnzp1JTk52vzp27OgeMazVaiXhCiGEaPSuuHvZ5XJRWVnJ1q1b2bp1K//617+A33b3OTMRt2zZ8ooDFkKcW2VuLo7SMnRxcaiNslSjEA3RFSXdxYsXs3nzZjZt2sTmzZvJz893HysvL2fNmjU1VocKCwsjOTmZpUuXXsllhRBnqMzL48R7C7AeOAiAotMSNnwYkePHocgzWCEalCtKuqNGjWLUqFHu3w8dOsTmzZvdiXjr1q2UlZW5jxcWFvLjjz9eySUBGD16NFFRUe7NFM7WtWtXduzYUaNs586dMnJa+B1nVRXH5vyDqrw8UKtQBwXjKC6mcMkyVDodEWNGXfwkQgiPqdfRy4mJiSQmJvKHP/wBqO56zsjIqNEaPjsZXqrPPvuMJUuWnHevXofDwd69e1m1ahVt27Z1l0dGRl7RdYVoiMq2bacqLw+1KYTmzzyNJjwM84qfOfnZ5xSl/kT4dSNQNOqLn0gI4RFXddKdoih07NiRjh07ukcyn14j+XIUFhYybdo0kpOTz1snKyuLyspKevfuLQtxCL9Xebx6J6+gLp3RRlTvxBU6ZBAnP/scR1kZjrJSNKGh2I4fx7I7E0WjIahbVzSmmttVupxOLLv3YMs+jjY8jMCuXVCdmpFQlZ9P6a87cWUfw9okmoBoGRQpxOWq96S7bNkyvvnmG4KCgujWrRvXXHMNrVq1ch+/kg2wn3zySe644w6OHz9+3joZGRk0bdpUEq5oFDSntry0ZO7FabOh0usp35kOgKLXoxgM5Hz0CcWrfnG/J/fTz4i+9WZCBw0EwG4u5tg/3sJ25Ohv5w0LJX7KQ5Rt207B4iXgcqEHDv+yjoixo4kcN8ZzNymEH6nXpLtw4UJuu+22WmshR0ZG0qNHD+Lj4zl8+PA511C+mJ9++onVq1ezc+dOHnzwwfPW2717NzqdjjFjxrBlyxbatWvH7Nmz6d279yVfU4iGLji5J/lffU3VyTwOPvMcupgYKvbuA8DUvx8la9e7E66xYwec5eVYDx0m9+P/EtC8OQGJzcn54ENsR46iCgjA2LE91gMHsReZOTrnTZynxmQEtG5FWXk5mhM5FHy3mIBmTQnq1tVr9y2Er6rXpDtnzhycTmet8ry8PH788UdcLtdl7fZjtVq5//77efvttzEYLjwVYs+ePRQVFTF58mRmzpzJu+++y7Bhw9wt4IsxmUyEhYXVKCsoKLjkmIXwBLXBQPyUhzj+zr+wm4upKK5egjWoZ3eiJt7AkRdfASDqpomE/344LpeL4/+cT1naNsy/rCUiOJjyXemgKDR75in0cbE4LBVk/eWvOE5tzB02fCihE8azfft2mu4/SMlPKzGvXiNJVzRKERERtcouZaW2ek266enpKIrC8uXLadq0Ke3bt2fMmDHs3LmTw4cPA1zWIhkzZsygV69ejBgx4qJ13333XSwWCyEh1c+s5s2bx9q1a/noo4945plnLvp+RVFqfTE4fS4hGoKtW7dit9trFt51Jxw6DJYKiImmNCqS0oMHoaAQBTip03Jyz57quiYTCmA+dgzzjl9RAJfRQFaxGUqKq+uEh6GcSrqFgUYKDhzAbrdjDgpEBZTl5LDn9PmuMo1GQ48ePTxyLSEu5lwNx0tpTF6VgVT9+/fHYDAQEhLC7bffzh/+8AfuvfdePv/8c3766adLPt9nn31GTk4OQUFBQPVuRgBffPFFjSlJUP0BPTNJKopCUlIS2dnZdbqW2WzG4XBccoxCeEplZSWDBg2qU92dP66geMdOmhzNpvW4sTgqKkj/8hvKgWa9ehI/ajQbP/8Kyi20qbLTZOgQSvdksjP7OKcfEoUdOkLSzTcBsOeV1zAD0Z070/baa6/G7dWyatWqGpuoCNHQlJ76gloX9Tpz/nT37enFL2JiYtyt3xkzZlBWVlan1ubZVq5cyc6dO9m+fTvbt29n3LhxjBs3ju3bt9eqO2TIEGbMmOH+3el0smPHDpKSki7vpoTwYU1vvAEUhbxVq9l4ewqb7rqX8qxDaIKCiBnxezRBgcSOrO5B2vePt9lwyx3sePovuOx2gtq0QdFqMf+6g4133s3GO+/G/OsOFK2WeBlIJcRluaKku23bthq/jx8/HpfLxc0334zVaiUhIYFvv/0WwN0d9vPPP1/ydZo3b07r1q3dr+DgYIKDg2ndujUOh4OcnBz3VKSxY8fyxhtv8N1335GZmcnDDz+M2Wx2T1kSojEJ7daVpGmPo28ShbOyEpxOgtq0ptPMv6E/NcWoRcqdxN9wPaqAABwVFShqNVGDBtJpxnN0/OtfMCTE47LbcdntGBIS6PjXvxCY2NzLdyaEb7qi7uXk5GRuu+02Zs2aRdOmTXnyySf58ssvyc7OJiAggO7duzNnzhy6du1KUVERAHq9vl4CP+3o0aO0aNGCn3/+mcGDB/PYY49htVqZMmUKubm59OnTh9TUVIKDg+v1ukL4isj+/Yjo24eKEzmodFoCzhpXoajVtEi5k2Y3/wFrXh660DC0IdWfl5D2STQZPozc/6VSVWSm0lzEvn+8TViP7iTceIPM2RXiEimus+f3XAKVSoWiKOj1eqZOncqf//xnbDYb8+bN4/nnnycjI4Nu3brhcDjc04j+9Kc/8dZbb9XbDdSXoqIiUlNT6dmzpyRo0aBlZGTU+ZnulXA5HGS88BJFadvOeVwTEkLXV1/CEBtzVeNYtWoVHTp0uKrXEOJKlJaWkpaWxvDhw2vNfjnbFXUvT5o0Caie0jN79mxatWrFf//7X5599lkAOnTowI8//sjw4cPp0qULTzzxBK+99tqVXFII4SGFW7ZSlLYNRV29jKRKr0d/qpWsNhiwl5Rw5LOF3gxRCJ9zRUn3008/ZdOmTQwZMgSXy0VhYSGPP/44SUlJfP755wAMHjyY5cuXs337dmbPni0rRQnhI4q2bgVAf6oLOf76sXT4y1MAOE6NoThfK1gIcW5XPHq5Z8+erFixgh9++IHOnTvjcrk4ePAgt9xyC3379uWXX365+EmEEA3O6RYuzupHQw6bDYetOtmenpforiOEqJN6mzI0cuRItm/fzr///W8SEhJwuVxs3ryZwYMHM378eI9NpBdC1I+Ivn0AsObmAnD8+x9InzkL+C3ZRlzTxzvBCeGj6nWerqIo3HXXXezbt48XX3yRkJAQXC4X33//PV26dOHBBx8k99QHWAjRsJk6dyJ6+DA4PdbS6cRRVl79o81GQGwMzSbd5MUIhfA99Zp0T9Pr9Tz99NMcOHCARx55BK1Wi91uZ/78+TX2uL3aduzYgU6n4/nnn/fYNYXwF4qi0PqhB0ia/iRhvZMxNE3AEB9HSMcONL/jNrrOfoXKgkIKt6Rhk/XJhaiTel8G0ul0sm/fPjIyMkhPTycnJ4eIiAhycnJwuVy1lm28Wux2OykpKVRVVXnkekL4I0WlIrL/NUT2v6ZGecXx4+z66/OUH8yqLlCpiB46hFYP3Oveh1cIUdsVJd3MzEx3ck1PTycjI4O9e/eec6P6K5gOfFleeukl0tPTPXpNIRoDZ1UV6TNmYc3JRaXTERDdBMvRY+SmrkBtNNDynru8HaIQDdYVJd327dvX2l3hXMm1SZMmdOnSxf262nbu3MmsWbN47rnneO6556769YRoTAo3bcGak4s2NJTub7yGLjyMvDVryZw9h5wfU2l++62o63nlOSH8xRV3L5+ZZPV6Pe3bt6+RYLt06XJZ2/ldLrvdzl133cXvfvc7br/9dkm6QlyEw2Yjf+16rDk5GOJiibim73mTpsvhoGDTZgD0UZEomuo/IZH9+7H3jX/gtFqpLCzEEBvrsfiF8CVXlHRHjRpVI7m2a9cOtZfn7b3yyivs27ePb775pvaeo0KIGsoPHSJ9xgtUFha6y3QffkKn55/D2KxpjbqV5mLSZ/zd/Ry3bN9+Nk++n6SnnnRviKDS6dBdZBk8IRqzK0q6ixcvrq846kV6ejozZ87krbfeIiEhgUOHDnk7JCEaLJfTyZ5XX6eysBB9VCShXbtStG07lQUF7HltDt3fnFPj8dHB+e9SfjALdWAgLrsdp82G02Yj4+8vuqcVRf9uOGpZdU6I87oqm9h7g8PhICUlhQEDBnDvvfde9nnCwsIuuGC10+n0+KAwIc5UX71JpZl7qcg+jtpgoNsbr6ENDqaquJjN9z6I5fARyvYfILhNawDsZeXkr98IQOe/P49Kp2P3y69ScSzbnXCjBg+kRcod9RLbmdRqNeHh4fV+XiHqSlEUVKrzz7DVaOqeSq/KPF1vmD17Njt27ODll18mPz+f/Px893aCFouF/Px8nE6nl6MUouGoNBcDEBATg/bUzlpak4mAJlEAVBUXu+vay8vA6UTRaDA2b4axaQI9/m8uoV2rB0bGjx9Hu8ceQaXTefguhPAtftPSXbZsGZWVlfTu3bvWsdmzZzN79myysrJITEy8outUVFRgsViu6BxCXAmHw1Ev5wlq1QIUhfKsLPJWryGy/zXkrf4Fy9FjoFIR2KKFu64uIgJtaChVZjNHFy6i6U0TKd23n5LMvQCEdu9WLzGdi8PhoPCMZ85CeJrRaCQwMLBezuU3Sff11193t2xPy83N5fbbb+eOO+7gzjvvJCbm4vt+FhUVyQAs0SgENGlC9LAh5Kb+RObrb5D5+hvuYzG/H44+4rcuXZVGQ9OJEzj43vsc/fwLji760t2tHJzUjtAunT0evxCeYrFYLtjYKi0trfO5/Cbp9uzZs1bZ6YFULVu2ZPjw4R6OSIiGr9UD96EJDiZn2Y84KipQBxqJHXkdzW65uVbd2DGjQKVwbNFXVBYVoWg0RF07gJaT70K5wPMuIcRv/CbpCiEunUqrpUXKnTS/7RaqikvQmkLOu4yjoijEjR5F7HUjqDSb0QQGykhlIS6RJF0hBCqtFn1kRJ3qKmo1+oi61RVC1OTXSTcxMVGm9wghhGgw5EGMEEII4SGSdIUQQggPkaQrhBBCeIgkXSGEEMJD/HoglRCitooTOZTt24cmOBhT506oLmHdWCHElZFPmxCNhLOqiv3z/snJn1a6y/SRkbSb/gQh7dp6LzAhGhGf6V7ev38/I0aMICgoiGbNmjF79uzz1r3++utRFKXGq6FtQyiEpx3570J3wg1u2watKQRbfj4Zf38Be1m5d4MTopHwiZau0+lk9OjRJCcns23bNvbt28ctt9xCfHw8t956a636GRkZfPzxxwwbNsxddqHt+oTwdy6HgxPLfgSg7eOP0mTQtTgqKtj++HQqjh8n75dfiB15nZejFML/+UTSzc3NpVu3brzzzjsEBwfTpk0bhg0bxpo1a2olXZvNRlZWFsnJyXXa4ECIxsBeXo6jvLo1G3lNHwDUBgOh3bpQcfw41pN57rqlmXsp2LgJl8NBWM8emDp3QlEUnHY7hRs3U7J7D5qgQMJ6dKNkz16subkYExKIGnQtGqPRK/cnhK/wiaQbGxvLwoULAXC5XKxbt47Vq1czb968WnUzMzNRFIWWLVt6OkwhGixNYCBak4mq4mJyfkwldvRIqoqLKdy8BQBjfDwul4uD89/jxJJl7vdlf/MdkQP60+q+e0if8QJlBw64jx3578Ia1ziy8HM6zfgbgc2beeamhPBBPvNM97TExEQGDBjANddcw4033ljr+O7duzGZTNxxxx3ExsbSu3dvli5d6oVIhWg4FLWauHFjADj47r/Zct+f2HLvg9jy8tFFhBM5oB8F6zdUJ1xFIWrgAJoMHYKi0ZC/Zi0ZL71K2YEDqAMDiRk5AuWMEc9Nhg0hICaaqiIze994U5ZeFeICfC7pfvnll3z//fds376dxx57rNbxPXv2YLFYGDFiBMuWLWPUqFGMHTuWLVu21On8JpOJiIiIGi8h/EHChPHETxiPotViO3kSZ2UlgS1b0GnG31AHBHBy5SoA4m+4nnZPPEbbRx6m+R23AVC6JxOA9k9PIzy5Fy673Z149VFRdH31JVQ6HeVZh7AcPuydGxTCA87ODxEREZhMpjq/3ye6l8/Uq1cvAKxWK7fddhuvvfYaOp3Offy5555j6tSp7oFTXbt2JS0tjfnz57vfeyGnRzufKSQkpB7vQIgro7rMvWsVlYoWf7yDhAnjKc86hDYkGGPz5u5/7/bSMgCMCfHu9xibJlT/cKr1amyagPnXnQBogoKoMpuxl5WhCQlBG1I9Grq+R0KrVCr5DIoG4+z8cL6y8/GJpJubm8v69esZP368u6xDhw5UVlZSUlJCZGSku1ylUtUaqdy+fXvS09PrdC2z2YzD4aiXuIW4GpxO5xW9XxscTGiXzrXKQ5LaUZKxm+xvvye4TRsUrZajn38BVCdYe1kZWR98ROyokQBUmc0ABCYmkv31t9jy81HpdAQmJl5RfGdzOp2UlJTU6zmFqE+lpaV1rusTSTcrK4sJEyZw9OhR4uOrv4WnpaURFRVVI+ECpKSkoFKpeP/9991l27dvp3Pn2n9khBC/iR0zitwVP2E5fIStUx51l6sDAmh22y0c/Ne75K1cRd6pbujT9r/124DG+PHj0AQFeipkIXyOTyTd5ORkevbsyd13380bb7zBoUOHmDZtGn/5y18AyMnJwWQyYTAYGDduHJMmTWLw4MH069ePTz/9lDVr1jB//nwv34UQDZs+IoLOL84i64P/UJS2DZxOTF060yLlToJatUQfEcGR/35GedYhFK0WY0I8tvwC7KWl6CIiiB8/jrixo719G0I0aD6RdNVqNd9++y0PP/ww11xzDYGBgUydOpWpU6cC1VOKFixYQEpKChMmTGDevHnMmjWLI0eO0LFjR5YtW0ZiPXd5CeGPjAnxdHz2GZxVVeByoTo1XsJeVo55xw5s+fkoajUh7drS7LZbCElqh9NmQxUQcEnPtYRorHwi6QLExcXx1VdfnfPY2VMUJk+ezOTJkz0RlhB+SaXVun92VlWx628zKNv/2xzd4l3p7HrueTrN/Bumjh28EaIQPsnnpgwJITwrf90GyvYfQBMURIfnnqHH228SltwTl93O4U8/83Z4QvgUSbpCCAAcNhtlBw5izcmpUV5yauR/9PChhPfqiTEhgZb33HXqWAauKxxNXSuOigrK9h/Alpdfr+cVoiHwme5lIcTV4XK5OP79DxxduAh7WfVc3eB27Wgz9SGMCfGoDQYAbHm/rc9syz0JVI9spp6e5bqcTo78dyHZ3y3GabUCENqtKyT3rJfzC9EQSEtXiEYuN3UFWf9eUL3IRVAQqFSUZmay66/PY7dUEDXwWgDy165nz+w5HProE/a8PheAqIHX1tsAqmNffMXRz7/AabWiCQ4GRcG8/VdUX32Dyy5z54V/kKQrRCPmcrk49tU3ACRMnECfD98n+d1/om/ShMqCQvJWrSaoVUua3XIzAPlr1nLsi6+wl5RgTGxO89trb615OZxVVWR/9z0ALSbfRZ+PFtDz7X+gCQ5CKSikbOfOermOEN4m3ctCNGKuqiqsx08AEDd2DIpajT4ygsgB/cj+6hssh48A0GzSTYT17EHeql+wWyyYOrYn6toB7ilFZ7OXl1O4OQ2H1YqpUweMCQkXjKOysKh6GUqVirhRI1EUBUN8HOG9enHy55XYjmUT3L1bvd67EN4gSVeIRkzRatGEhGAvKcG8/VeaDB6I026neGf14Cld5G8bfgS3aU1wm9YXPWf+uvXse/MtHKeeywI0GTaUNg89gKJWn/M92pBgFK0WV1UVxekZhHbpjMNmo2T3nurjZy3tKoSv8pnu5f379zNixAiCgoJo1qwZs2fPPm/dbdu20adPH4xGI8nJyaSlpXkwUiF8h6IoxF73ewD2vvl/7PrbTLY+NJWyfftQ6XQ0GTLoks5XcSKHzNfn4rBaMcTHYerSGRSFkyt+4tjX3573fWqDgSaDq6+VPmMW6TNnkfbgw1hzcnAFBBDcq8fl36QQDYhPJF2n08no0aOJiopi27Zt/POf/2TWrFl8+umnteqWl5czatQorr32WtLS0ujXrx+jR4+mvLx+dz4Rwl80vWkiUQMHgNOJefuvWHNyUQcaSXrqSfSXuLXlyRU/4bLbMXXqSI//m0vnvz9P6wfvAyBn+Y8XfG+Lu1MI7d4Nl91OUdo2KgsK0YaG4hw/FlVAwGXfnxANiU90L+fm5tKtWzfeeecdgoODadOmDcOGDWPNmjXcemvNgRwLFy7EYDAwe/ZsFEVh7ty5LFmyhEWLFpGSkuKdGxCiAVNptbR74jESJt5IScZuNIGBhCf3dE8VOheX00lR2lYKN1fvUx2e3Iuwnj2w5RcAYOrS2d2VHNq1C4D72PlojAY6/u1ZyvYfoGz/frShoYT37MEv69fXx20K0SD4RNKNjY1l4cKFQPVoy3Xr1rF69WrmzZtXq+6GDRsYMGCAexqDoij079+f9evXS9IV4gICmzcjsHmzi9ZzORzsmf06Bes3ustylv+PiL59CG7XFoC8VauJ+f1wtCEhHF+85NT5m1/03Iqi1PnZsRC+yCeS7pkSExM5cuQIY8aM4cYbb6x1/MSJE3Ts2LFGWXR0NLt27fJUiEL4tdzUFRSs34ii0RAz4neAQs7yHynYsJGQju3RmkKoyD7O5skPoNLrcZx6tJMwYbxX4xaiIfC5pPvll1+Sk5PDgw8+yGOPPcY//vGPGsctFgt6vb5GmV6vx2az1en8JpOJsLNGShYUXLhbTIjGJG/1GgCa3zqJhBtvAEAfEc6hDz+mcONmOs18nn3/9zZl+w/gsNvRhITQ/NZJ1c+NhfBxEecY56BS1X14lM8l3V69egFgtVq57bbbeO2119CdMVcwICCgVoK12WwYjcY6nV9RlFor7ISEhFxh1ELUn0v5gF8NjorqqUD6Jk3cZad/dlRYCUxsTrfXX6XixAkcFRUYmzatsWvRpVKpVPIZFA3GuVZgu5RV2Xwi6ebm5rJ+/XrGjx/vLuvQoQOVlZWUlJQQGRnpLo+PjyfnrAXbc3JyiI2NrdO1zGYzDocsOScaLmc9bzBwqUI6daDswAGOfr6IgOjqZHv080UAmDr/9mjHUMfP3MU4nU5KSkrq5VxCXA2lpaV1rusTU4aysrKYMGEC2dnZ7rK0tDSioqJqJFyAvn37sm7dOvceuy6Xi7Vr19K3b1+PxiyEv4q/fiza0FAsR47y67Sn+XXa01iOHEVrMhE3doy3wxOiQfOJpJucnEzPnj25++67ycjIYMmSJUybNo2//OUvQHVLtqKiAoCJEydiNpt59NFHycjI4NFHH6W8vJybbrrJm7cghN/QR0TQ5eUXiBzQH5VOh0qnI3JAf7q88iL6yEub1ytEY+MT3ctqtZpvv/2Whx9+mGuuuYbAwECmTp3K1KlTgeopRQsWLCAlJYWQkBAWL17MAw88wPz58+nSpQtLliwhMDDQy3chhP8wxMaQNO1xb4chhM/xiaQLEBcXx1dffXXOY6e7kk/r3bs3W7du9URYQgghRJ35RPeyEEII4Q8k6QohhBAeIklXCCGE8BBJukIIIYSHSNIVQgghPMRnRi8LIa4uR0UFBRs2YisoRB8Zgb3cgtNqJbh9EiHtky5pqTshxLlJ0hVCUJK5l4xZL2E/z3KLYT26k/T0NNRnbSYihLg0PtO9nJ2dzcSJEwkPDyc+Pp7HH38cq9V6zrrXX3+9e+OC06/Fixd7OGIhfIOzspLdL76CvaQEXWQEnNGi1YaFomi1FG3dxpFPP/NilEL4B59o6bpcLiZOnEhYWBi//PILhYWF3H333ajVambPnl2rfkZGBh9//DHDhg1zl529XZ8QPqmqgqDSA3DcVG+nLNy6myqzGV1oME2SO3Bs6S8ENo2h/FgOVUVmWt0+hgMfLyZn+Y8k/q4Lisqz3cxBpQegqgVoDR69rhBXg08k3czMTDZs2EBOTg7R0dEAzJw5kyeffLJW0rXZbGRlZZGcnExMTIw3whXiqtGYD9Bzy2Owpf7OWZmXACQR6DyIY3MG0BSTdQM2VRx2hw5b6ptAKxwVVk68dBsxESdQqTy301FPoKjlN9ijOnnsmkJcLT6RdGNiYli2bJk74Z5WXFxcq25mZiaKotCyZUtPhSeEx9hDW5HW6w169uhRb+cMOngMZi/AbIkhrm8f+HEduaXtcDhsoFJxLKeVu+7BY+05qR5Gp0dvRxPgmee7aVu30iy01cUrCuEDfCLphoaGMmLECPfvTqeTt956q0b38Wm7d+/GZDJxxx13sHLlSpo2bcqMGTMYOXKkJ0MW4urQGigLbgVx3ertlMGxXTEt30Lxjp1k/7gOAIfVVn3wjL17I/pdQ/HOnZQdPk72+oM0v+2WeovhQsr2FUvXsvAbPjOQ6kzTp09n69atvPDCC7WO7dmzB4vFwogRI1i2bBmjRo1i7NixbNlSt/44k8lEREREjZcQ/kxRFNr/eTpNhg5G0VR/D1fUavdxtcFA6yl/ov1TT9LqvskA5K9Z55VYhfC2s/NDREQEJlPdx1j4REv3TE899RRz585l4cKFdOpU+xnPc889x9SpU90Dp7p27UpaWhrz58+nV69eFz3/6dHOZwoJCamf4IWoBypV/X9X1hiNtH1kCi3vvYeq4mL0kZGk//0lin/9laY3TyRmeHWvkubUZ8FZWVnvMZyPSqWSz6BoMM41X/1S5rD7VNKdMmUK77zzDh9//DE33njjOeuoVKpaI5Xbt29Penp6na5hNptxOBxXHKsQV4vTefUGMWmMRjRGIwDhvXpQ/OuvZH/7PYa4eDSBRg598CEApq5drloMZ3M6nZScZ/6wEA1BaWlpnev6TNKdMWMG//znP/nss8+YOHHieeulpKSgUql4//333WXbt2+nc+fOnghTCL8RPXwYuT/+D8vRY+x+8WV3uSY4mKZ/OPeXXiHEhflE0t29ezd///vf+fOf/8yAAQPIyclxH4uJiSEnJweTyYTBYGDcuHFMmjSJwYMH069fPz799FPWrFnD/PnzvXgHQjR8DqsVe1l59XNdlxNtaCidX5zF0c+/oGD9BpxVVYR270azSX/AECvT8YS4HD6RdL/99lscDgezZs1i1qxZNY65XC5iY2NZsGABKSkpTJgwgXnz5jFr1iyOHDlCx44dWbZsGYmJid4JXogGzl5eTtb7H5D78yo449GKsXkzWqTcScvJd9Fy8l1ejFAI/6G4XC6Xt4NoCIqKikhNTaVnz54EBwd7OxwhzisjI4NBgwbVy7lcLhc7n/0bJbvOPeZBUavp/MJMQton1cv1LseqVavo0KGD164vxMWUlpaSlpbG8OHDL7r6oU9OGRJC1I+S9AxKdqW7pwgZEuKJu34sAIpGg8vh4OiXX3kzRCH8iiRdIRqx0n37gd+mAsWOvI4Wf7wDlV6Py26vrrM7s87nsxw9Rv669ZTu2490oglRm0880xVCXB3aU5P6nad27Crbf4DijN04bTZ3HXtZGTufe56kaY+jPc98WXt5OZlvvEnR5jR3WVCbNrR/6kn0UZFX8Q6E8C3S0hWiEYvo2xt1YCCOigoATv68kl3P/q1mJZWK4h07yXx97nnPs//td6oTrkpFUOtWqHQ6yvbtI+OFl6XFK8QZJOkK0YhpjEbaT38CteHcaxtHXtufbq+9DCoV5u2/YjmWXauOraCA/HUbAOjy0iy6vf4qPd5+E3VAAOVZWZRkZFzVexDCl/hl0l2+fDnXXnstRqORoKAghg8fzoYNG7wdlhANRvmhwxz57HMOf/JfFJ2OXu++Q6sH7ye0R3cAtOFhdH31Jdo98RhBrVphbJoAgPXUHHlbQSHHvvmOQ//5iNwVP4PLhT4qkpCkdgAENGlCUNs21e85keuFOxSiYfK7Z7qrVq1i5MiRdOzYkRdeeAG73c68efMYNGgQv/zyC7179/Z2iEJ4jcvl4vBHn3Dsy6/dZUc//4KogQNo++hUQpLasm3rNuwlpaj0ehRFoXTffixHjwFgiIslf+06Mt/4B66qqhrntuXlU7wrHVOnjlScOEFp5l4AAuJiPXeDQjRwfpd0H330UZo2bcrGjRsxnlpD9s4776R9+/b85S9/4X//+5+XIxTCe8zbtrsTbnifZNQBBvLXrCVv9RqCk9oRN3oUpi6dKd6xk22PPYmxaUJ1wnU6CevVE7XB4E64wW3bENiiBflr12EvKwNg57N/w9isKRXZx3HZ7QS1buXVOb5CNDR+1b1cVFTEr7/+yk033eROuADR0dEMGjSIdetkOzLRuOWu+BmA2NEj6fDM07R7/BESU+4E4OSKlQAkTXuc0G5dwenEcviIO+G2e2wqeWvW4qqqIqh1K7q88iKt/3Q/Hf/2bPXJFQVcLiyHj+Cy2wnp2IH2zzx9STuwCOHv/KqlGxISQmZmJoGBgbWO5efno9H41e0Kccnsp3ZDMTZvRv76jeStXIX15EkAKouLAdCGhNBpxl+xHDuGNScXQ1wshri46veXnH5/c5RTWwwamzerPrnLRZdXX6J07z5KdqVjLyvjyGcLiRs9kkBZhlUIwM+Srlqtpk2bNrXKd+zYwdq1axkxYoQXohKi4Qhu2wbzrzs4/OEn7i7h0+wlxVhzcgiIqd7MwJiQgDEhoeb727UFoGDdeoqHDiaoVUsOf/JfAPRNmmA7eZKs9z+AU9sPFu9K5+SKn2k37Qkir+lzle9OiIbPr7qXz6WsrIw776zuPnv66ae9HI0Q3hU7aiTqQGOthAvgrKwi64OPLvj+sO7dCG7XFkdFBTv/8lfWT7qd49//AEDCjeM58M93wekkvHcybR6ZQljPHrgcDg688y+cZw28EqIx8quW7tksFgvjxo3j119/5c9//nOdFokPCwu74ILVTqdTJvsLr1KfWif5cujCw4jo04eTP/3sLgtu15bo3w9n///No3DzFlwOh3st5rMpajUd//osWQs+4OSqX3BVVREQE03Tm/+ALjQUe1kZuogI2j89DUWtJura/mye/ABVZjMlu/cQ2uXS97VWq9WEh4df9j0LcaUURUGlOn8b9VIeXfpt0jWbzYwZM4a1a9dy991388ILL3g7JCEaBE1g9SDD6OFDaXF3CprAQPeiF65TXyovNPRJExRImykP0eqB+3BUVKAJDkZRFAo2bQZApdPCqT9QilqN6tQfJNepLmchGjO/TLonT55kxIgRbN++nfvuu49//vOf9TaCsqKiAovFUi/nEuJyOM7Y8/ZyhPXozvHvf+Dkql8IbNkCQ1wcR/77OQChXTq7k+TFqLRaVFqt+3dThw6o9HqsJ3I4+K/3iBzQj5MrV2PLz0dtNBJy6nnwpXI4HBQWFl7We4WoD0aj8ZwDdC+H3yXd0tJSd8J97LHHmDNnziW9v6ioCPup3VWE8Eeh3boS3juZwk2bOTj/3+5ydUAAiX+8/bLPqwkKJPGO2zj43vucWLqME0uXuY8l3nn7eZeaFKKhs1gsF2xslZ6aFVAXfpd0H3roIbZv384jjzxyyQlXiMZAUalImv4EJ5YuJ2/lauzl5YR0SCJhwg3u5R4vV9zY0QTERHP8+x+oyMnBEBdH3NjRhPfsUU/RC+Hb/Crp7t69m48++ojQ0FC6devGxx9/XKvO7bdf/jd5IfyFSqslftwY4seNqfdzhyf3Ijy5V72fVwh/4FdJd9WqVUD1IKq77rrrnHUk6QohhPAWv5qn+8ADD+ByuS74EkIIIbzFr5KuEEII0ZBJ0hVCCCE8RJKuEEII4SGSdIUQQggP8avRy0KI+lNZVMTJn1Zizc3FEB9HkyFD0IYEu49XlZRw8ueVVGQfJyAmhiZDB6MLDfVewEL4AEm6Qohainelk/H3F3FYre6yo4u+pOPfniO4TWtK9+0n/fm/19it6OjnX9DhuT9j6tjRGyEL4RN8rnvZZrPRqVMnVq5ced46119/PYqi1HgtXrzYc0EK4cOcdjuZr8/FYbUS2KIFCRMnYEhIwF5axt433qw+Pmcu9rIyjE0TaPqHGwls0QJHRQWZr8/FKcuoCnFePtXStVqt3HrrraSnp1+wXkZGBh9//DHDhg1zl11ouz4hxG+Kd+6isrAQrclEl1deQK3Xk3DDeDbfcx8V2cfJW7kK6/ETqA0GurzyIprAQBL+cCNb7n2AyoJCSnalE9qtq7dvQ4gGyWeSbkZGBrfeeutFF7iw2WxkZWWRnJxMTEyMh6ITwn84Ti3srouMQK3XA6AONKIxheCwWrFkH6+uZ7WyMWUyGoMBdaARe3n1+w68+29iR40k5vfDa+xCJITwoe7lVatWMWTIENavX3/BepmZmSiKQsuWLT0UmRD+JbhdO1CpKD9wkOM/LKWyqIhjX36NLfckilZL9rffV1d0uXBVVlJVXIz1+Alcp7qVK45lc3D+e+x+8RVcV7gNoRD+xmeS7oMPPsgbb7yB0Wi8YL3du3djMpm44447iI2NpXfv3ixdutRDUQrh+/SREcSOvA6Ag/PfY1PKZA5/9AkA2lATXCSRKmo1ik5H0dZt5K+98JdkIRobn0m6dbVnzx4sFgsjRoxg2bJljBo1irFjx7Jly5Y6vd9kMhEREVHjJURj0/KeFBL/eAf6yEgAAmKiaXnvPVTm5QMQdHpDekWp8b6A+DhcDgdhPboBULi5bp87IXzF2fkhIiICk8lU5/f7zDPdunruueeYOnWqe+BU165dSUtLY/78+fTqdfHtxk6Pdj5TSEjIVYlViMuh0+n45Zdfrv6FoiIg5XZwOrEoCpsLCwlXFBSXi9KSEhTApdeDzYZyaqxFhaUCBSjIL0ABTuad5OQVxqrT6eQzKBqMs/PD+crOx++SrkqlqjVSuX379hcd8Xya2WzGIc+hRAPWunVrj1+zsrKS7aWlBLRuhW3ffpQTOaDRoJwxjxdFQSkqArUK5fARAOKuHUBIUtIVX7+kpOSKzyHE1VJaWlrnun7XvZySksLdd99do2z79u0k1cMHX4jGLvLWm1FOj0g+ez7u6ZkFDidUVRHYqSPBPXt4NkAhGji/aOnm5ORgMpkwGAyMGzeOSZMmMXjwYPr168enn37KmjVrmD9/vrfDFOKqc7lcVB4/gdNqRZ8Qj+rUlJ+6clZVYTt6DEWrRR8fh6Kq+b1cFx1N4t//Ru5Hn1Jx4CA4Haj0AaiMBncdjclEcK+ehA4cgKJW18t9CeEv/CLpxsbGsmDBAlJSUpgwYQLz5s1j1qxZHDlyhI4dO7Js2TISExO9HaYQV5X16DFy3v8A29FjAKgMAUSMGUXY739Xp2dO5tW/kP/VNzjKygHQxUQTk3InhtatatTTRUbS9LGp9X8DQjQCPpl0z14g4+zfJ0+ezOTJkz0ZkhBe5Sgr59icN3GUlqJoNKgMBhylpeQt+gp1YCCmAf0v+P7SbdvJ/bB6WpA6KAhnZSWVObkcm/t/JM74KwQHeeI2hPB7fvdMV4jGqHj9Bhylpehiomk5+yVavf4K4aOq59oWLvvfRd9f9GMqAKZBA2k151VavfYKAYnNcVqtmFetvqqxC9GY+GRLVwhRU+Xx6qUZg3v1RBNcvf1e6OBBFC5ZRmVODi6n0/181uV0YsnYje34CRStBpfdgfXQ4er3DLoWRaVCbTQQ0rcP1kOHqTxxArVajUajQV1Pz2gr8/Io35kOikJQl85oI8Lr5bxCNHSSdIXwA5rw6qRVnrGbiDGjUTRqynfuqj4WFuZOuFVFRWS/+Ra2Y9nnPE/eoi9p+sSjuJxOynelu8+tVqvRarVXnHRdLhf533xH4ZJl7tHOJz/9jMjrxxIxZtQVnVsIXyBJVwg/YOrfj8Ily7AezOLgM8+hjQinYt9+AEKHDHLXy/n3B9iOZaPodLgqK387gUpVvQjG7j0cfPZv4HRSdTIPVCpCB15bb3GWbd1G4Q/Vy7Ia2rUFp5OKffvJ/+Y79M2bEdS5U71dS4iGSJ7pCuEHtOFhxP3pflSBgdgLC90J13Rtf8JH/A6AypN5WPZkgkpFQPNmAIQOHYwqMBCcTrRRUQBU5eRSdTIPVUAAsZPvQh8fV29xmlevASBsxO9oNu1xmj31pPtLQfFqD6yyJYSXSUtXCB9hLy2jeM1abEePojGZMA3oXyMhBnXuRKtXX6I8PR1nRQWG1q3RRTf57f1mMwCaUBMOSwUAgR06YMs+TkXmXgI7dcD88yo0kRFE3XgDgZ06ojYYqE+nYzCeXrsZMLRtg/nnVdjNxfV6LSEaIkm6QvgAW3Y2R1+bi+OM5eaKUn8iJuVOTP2vcZep9DqCe3Q/5zl0sbGgVmMvLMLQuvoZcMEPS7Aerh5EVZF1CIDA9kmEJF98nfLLoU9IoDL7OOafVmJo0xpcLswrq0dH65s2vSrXFKIh8bnuZZvNRqdOnVi5cuV562zbto0+ffpgNBpJTk4mLS3NcwEKcRXkfPhJ9ZSg2Bgib7yBwM6dwOUi96NPsNdx3VdNcBChAwcAULH/AADWrEPgdIGiYDt0GEWrJWz4sKt1G4SPGI6i0VC+K50Dj01j/2PTqMjce+q6Q67adYVoKHwq6VqtVm655ZYLbl5QXl7OqFGjuPbaa0lLS6Nfv36MHj2a8vJyD0YqRP2pKijEeuAgKApNn3iUiJEjiJ/6EPqmTXHZ7ZRt+7XO52py802E/W44ik5X84DLhS4uloRHHq7XZ7hnC2jWjPgpf0IXE1296b3DgS4ujoRHp6CPu3rXFaKh8Jnu5YyMDG699dZaq0+dbeHChRgMBmbPno2iKMydO5clS5awaNEiUlJSPBOsEPXIeWqUsaLVVg96onorMY0pBNtRao5CvghFo6bJzROJvH4MVQWFqENCcFrKAQVtk6gay0XazWYKli6nfFcGilqFKj6OqpYt0Z6K4UJKt27D/NNKqvIL0MVEE/a7YQR27ABAYMcOJP79eapOngRFhTYq8pK2RhPCl/lMS3fVqlUMGTKE9evXX7Dehg0bGDBggPtDrCgK/fv3v+j7hGiodE2i0ISF4qqs5OQnn2E7fhzzytWUp2cAYExqd8nnVAUEoI+PQxMchC46Gl10k1oJ9/ALr2Be8TNVublUHj+BZnMax2bPwWmzXfDchct+5Pi8f2HZk0lVfj7lu9I59sY/KF6zzl1HUZTq656V6IXwdz7T0n3wwQfrVO/EiRN07NixRll0dDS7du26GmEJcdUpajVRN97AifcWULxmLcVr1rqPhVzTF31CfL1fs2DJcuxFRWijmxA1cQJV5eXkfraIymPZFP+ylrDhQ8/5PntpGfnffAdA2PChBHXvRvHa9ZSsW8/JRV8S3LsXqrO7toVoRHwm6daVxWJBf9Z2Znq9HttFvp2fZjKZCAsLq1FWUFBQb/EJcTlC+vZBFWCgYOkybEePoQk1ETrwWsJ+d3UGPZWf+pLa5A8TCerWhcrKSo7sycSwYRPlu9LPm3QrMjNx2e3o4uKIuvkPKIqCoU1rytPTcRSXYD10GGPbNlclZiE8ISIiolaZSlX3TmO/S7oBAQG1EqzNZsNoNNbp/Yqi1OruCgkJqbf4hLhcIQMHEHdq9PHVptZqqQL0ahUhISFUVFSgnNq0XqPTnfcz4Ti17rPisBMSHIyiUlU/k3Y4AQgMDiZYPk/Ch53rccilPCLxu6QbHx9PTk5OjbKcnBxiY2Pr9H6z2YzD4bgaoQnhM4xdu2DNPs7h9/9DWe5JqiwW9Nt3AGDo0pmSkpJzvk9p3gyVIQBb7kn2vPIaQd26UrJxE46yMjRhoTibRJ33vUL4qtI6TtsDHxpIVVd9+/Zl3bp17lHOLpeLtWvX0rdvXy9HJoTvCL/u9+gT4nGUlnLys88p+m4xit2OoUMSIX37nPd9qoAAmtx6CygKZdu2k7PgP1gydqNoNETfcRtKPe1SJISv8ouWbk5ODiaTCYPBwMSJE3n66ad59NFHuf/++/nXv/5FeXk5N910k7fDFMJnqI1Gmj09DfPqNZTvSselKBREhJP4hxtRNBdOnKZr+qCPjaHo51VU5eeji4khbOjgqzr/Vwhf4RdJNzY2lgULFpCSkkJISAiLFy/mgQceYP78+XTp0oUlS5YQWIe5hUKI36gCAgj//XDCfz+cyspKcrZvr3NLNSCxObF33XmVIxTC9/hk0j17gYyzf+/duzdbt271ZEhC+DWNRoNer0ej8ck/GUI0GH73TFcIUf9UKpX7JYS4fPIJEkIIITxEkq4QQgjhIZJ0hRBCCA+RpCuEEEJ4iAxFFELUYNmTSfHa9ThKSwlIbE7o4EFoQk0oBQXkfvJfKk/moYuOxjToWhxFRRSv34Cz3IKhdStMgwaiCQ7y9i0I0WBJ0hVCuBX8sJT8r791/16+Kx3zytWEjxmF5vMvMDur11C2pGdg/nklnDFdr3xXOuZVq2k6/Ul0UZGeDl0In+Az3ctWq5V77rmH0NBQYmNjef31189b9/rrr3dvXHD6tXjxYg9GK4TvqczNdW/LZxrQjya33YIuPg5HWRl5n3+B4nRi7NCe6DtuIyAx0Z1wTYOupcmtk9BGN8FeZCZv0ZdevAshGjafaelOmzaNLVu28NNPP3H48GH++Mc/0rx5cyZOnFirbkZGBh9//DHDhv227dnZ2/UJIWoq3bodXC6MHdoTk1K9mlRQ544cfPpZcDpxGgw0efA+9AYDlSdPYj10CICQ5F4Yk9phaNOawzNmUbb9V1x2O4ospCFELT7xqSgvL+e9995j6dKl9OjRgx49epCens5bb71VK+nabDaysrJITk4mJibGSxEL4Xtcp7buUxsNAFiPHHW3fAFwOHBWVYHBUKNb2XVqVy61IaC6wOnE5XRS983OhGg8fKJ7+ddff6Wqqop+/fq5ywYMGMDGjRtxnnrGdFpmZiaKotCyZUtPhymETwvs2AGobvGe/PwLDr/4MuU7drqPqyoryZ7xApb9+6nMPekutx0/gWXvPnI++AgAQ9s2qHQ6zwYvhI/wiaR74sQJIiMj0Z3xQY6OjsZqtVJQUFCj7u7duzGZTNxxxx3ExsbSu3dvli5d6umQhfA5AS0SCe7TG5xOin5MBfupfaVVKgLatgHAUVzM0Zdfo/zXHe735S1cxNFXX8eyJxNFqyXqxhu8Eb4QPsEnupctFgt6vb5G2enfbTZbjfI9e/ZgsVgYMWIETz/9NF9//TVjx45lw4YN9OrV66LXMplMtZ7/np3YhfBHiqIQe/cfCWjRnLzPFgFgbN+OyPHXo26awN6XX0V75BiKTlc9lWjoYOz5BdVThiwWDK1aET7qOgKaNfXynQhx9URERNQqu5Q1yX0i6QYEBNRKrqd/NxqNNcqfe+45pk6d6k6cXbt2JS0tjfnz59cp6Z4e7XymkJCQKwlfCJ8ScsN4Cr7+DqfNRrObbyK4Q3sqKipwnfqiGzVsCM3v+uNvb7ip9mBGIfzV2fnhfGXn4xNJNz4+nvz8fOx2u3trsZycHAwGA6GhoTXqqlSqWi3V9u3bk56eXqdrmc1mHKcGhgjRWAX16knJ2nXsf/P/CB06BNvJk2j3HQBA36UzJSUlXo5QiIajtLS0znV94plut27d0Gq1bNiwwV22Zs0akpOTazXrU1JSuPvuu2uUbd++naSkJI/EKoQ/iJpwvXvebf6XX1P6y1oUwDRsCMY2rb0dnhA+yydaukajkT/+8Y888MADLFiwgOzsbF577TUWLFgAVLd6TSYTBoOBcePGMWnSJAYPHky/fv349NNPWbNmDfPnz/fyXQjRcDltlVh278ZZVYWxTRs0oSYSn3uG4jVrsezdj6LXU6TTYGiRiPXQYfTNm11Sl5oQoppPJF2AOXPm8OCDDzJkyBBMJhMzZsxgwoQJAMTGxrJgwQJSUlKYMGEC8+bNY9asWRw5coSOHTuybNkyEhMTvXsDQjRQpVu3kfPBRzgtluoCtYrw60YQOX4cYcOHEdSjB8fn/RPNocPkrFoDgKFNa+IevA+NjHcQ4pIoLtcZs9wbsaKiIlJTU+nZsyfBwcHeDkcIj6jMySHrb38HhwNNeDjqwEBsR48CEJNyByH9+3HkpVexHszCpdFgbJGINesQLrsdY/skmj7xqHdvQIgGoLS0lLS0NIYPH37R1Q99pqUrhKh/5lVrwOHA2D6JhEenoKjV5H+3mILvFlP000r0CQlYD2ahaLVU3nYzzQYMwJZ9nEMzZmHZvYfKnBx0svKbEHXmEwOphBBXR1V+PgBBXTujqNXVP3fvdupYgfu4vmkCmEzVP8fHoYtu4q5TV5V5+RQsXsLJzz6nZNNm97KTQjQm0tIVohHTxcbANijZtAXTgP4oOh0la9dVH4uJdrdirYePoJzMA8Cybz+VObkAaKOj63Sd4rXryfnwI3D8tmxrYUI8CU88ikYe54hGRJKuEI1Y6KBrKUr9CevBLA5MexqVXo/dXAxA+O+Ho0+Ix9ihPZaM3Wg+W8TBn1ZSdWrd5aAe3eu0b25VQaE74RratkHfNIHSjZuwHcvm5GeLiLv37oueQwh/Id3LQjRi2ogIEh55GG1kJM4KK3ZzMSqDgSa33Exwr54AxN03mcAunVFcruqEqygE9exBzF131ukapZu3VCfcNq1pOu1xom+5mfipD1cf25KGs7Lyqt2fEA2NX7Z0s7KyeOKJJ1i5ciUAY8aM4fXXXycqKsq7gQnRABnbtaXFizOxHjqMq6qKgMTmqM5Y61wdFEj0g/fx6+pfaNukCYa4OLQR4XU+v6O8HKjurj49t1cXe2rwlcOBq7ISZFci0Uj4XdItKChgyJAhVFZW8tRTT2G325k9ezY7duxg06ZNNXYqEkJUU1QqDC1bnPe4y+XCGRxEQLu2aC/xM2Ro1QqA0s1pBCf3Qt80gfyvvwWqnwmrAgMvP3AhfIzfJd05c+Zw7Ngxdu7cSfv27QHo06cPv/vd7/jPf/7Dvffe6+UIhWhcArt0IqBVS6wHDnJszps1jkVeP1ZWthKNit890/3ss88YPHiwO+ECDB8+nHbt2vHZZ595MTIhGidFpSLhkSmYBl2LcqqVrIuLI+6BewnpffGdv4TwJ37V0i0qKuLgwYNMnFh7q7EePXqwZMkSL0QlhH9yuVwUr1lH0Y//ozInF21kJGHDBhM6dAjKWRuRqI0GYu64jehbJ+Gy22s8MxaiMfGrpJudnQ1UbwV4ttjYWIqLiykuLsZ0apK/EOLyFS5Z5n42C1CVl8fJzxZRVVBEk5vPvceuola7F+EQojHyq+7l03sanr2xPYDBYACg/NRISiHE5XNYKij4YSkAEWNH0/LlWUSd2sy+aMVPVBUVeTM8IRosv2rpnt674UIDMy42aCMsLOyCC1Y7nU5kjwjf43Q6sVqt3g7D5+l0OgICAijdfxBXZSXayAjib5qIoigEJyRQtnEzFYcP4zhylODYWG+H2+AEBATU2gNcNHyKolzw/5tGU/dU6ldJNygoCICKiopax06XhchWZI2S1Wpl79693g7D6/Ly8nA4HJf1XpvNxqZNmwBQn8wjCKgsLuGXFSuq59k6HASfPIkKyNi/H7vtty85arVa5skDbdu2PWdPnGg8/CrpNmvWDIATJ07UOnb8+HFCQ0MJvMI5gRUVFVhO7zsqfIbT6SRGdsOpt/8GLqeTY+s2YD+ZR9T/fsLYvRsVu9KxVVSgDgmm43UjULTaermWP7FYLNLj4oOMRuMV547T/CrphoaG0qJFC7Zu3Vrr2LZt2+jV6+LTE4qKirDL7id+R6VSycIo9Szunrs4Nvf/qMw+TmX2cQAUnZbYe+5CLwteCD9isVgu2Ng6PZ6oLvwq6QLceOONzJ07lz179pCUlARAamoqmZmZTJs2zcvRCeE/DK1a0mLWDIrXrqMyJwdtVBSm/v3Qhl94E28hGjPF5WejgvLy8ujUqRMajYYnnngCq9XKq6++SuvWrVm7di3688wPLCoqIjU1lZ49exIsW40JIYSoo9LSUtLS0hg+fPgFB+KCn00ZAoiKimL16tV07dqVv/71r8ydO5fx48ezdOnS8yZcIYQQwhP8rnsZoF27drL6lBBCiAbH71q6QgghREMlSVcIIYTwEEm6QgghhIdI0hVCCCE8RJKuEEII4SGSdIUQQggPkaQrhBBCeIgkXSGEEMJDJOkKIYQQHiJJVwghhPAQv1wG8nKc3thb9soVQghxKU7njdN55EIk6Z5SXl4OwO7du70ciRBCCF9UXl5OZGTkBev43dZ+l8tqtZKbm0tgYCBqtdrb4QghhPARDoeD8vJyoqOjCQgIuGBdSbpCCCGEh8hAKiGEEMJDJOkKIYQQHiJJVwghhPAQSbpCCCGEh0jSFUIIITxEkq4QQgjhIZJ0hRBCCA/5f3xdOuf+NT3TAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', tick_labels_minor=True, grid_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Box elements" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Several descriptive elements are available within the boxplot to better visualize the dataset. These features are illustrated below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dividers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, when multiple `groups` are specified gray divider lines are drawn between the bottom-level groups. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These divider lines can be disabled or styled using the appropriate keywords.\n", "\n", "Disabled:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_divider=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Styled:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], \n", " box_divider_color='#d42269', box_divider_width=10, box_divider_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Whiskers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"whiskers\" on a boxplot span from Q1 to the minimum value on the lower end and Q3 to the maximum on the upper end, excluding outliers. Outliers are defined as any points that are below (Q1 - 1.5 * IQR) on the lower end and above Q3 to (Q3 + 1.5 * IQR) on the upper end. In the example below, notice that the first and second boxes each have an outlier point outside of the blue whisker lines. Whisker lines can be styled using the keywords prefixed by `box_whisker`. Note the horizontal \"cap\" at the end of the whisker lines shares the same style as the whiskers themselves. Default behavior is a solid gray line 0.5 pixel in width.\n", "\n", "
\n", "

\n", "

The dashed lines that span to the outlier points are controlled by `box_range_lines` described in the next section.

\n", "
" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df, y='Value', groups=['Batch', 'Sample'],\n", " box_whisker_color='#0000FF', box_whisker_width=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whiskers can be disabled (be careful with the lack of plurality in the prefix!) but beware that if the range lines are still enabled you will see similar lines and horizontal caps." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_whisker=False, box_range_lines=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Range lines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Outlier points by definition fall outside of the box whiskers, but with range lines we can span the entire range of the data (from absolute minimum to absolute maximum). This is particularly useful to indicate when there are outlier data points that fall outside of the limits of the visible y-axis. These range lines are enabled by default but can be disabled or styled through keywords with the prefix `box_range_lines`.\n", "\n", "Default behavior is a dashed gray line 0.5 pixel in width:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_whisker=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we disable range lines and leave whiskers enabled we get this:" ] }, { "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.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_range_lines=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Styled:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_whisker=False,\n", " box_range_lines_color='#d42269', box_range_lines_width=10, box_range_lines_style='-.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Markers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comment on box_ prefix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Jitter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To improve visibility of the actual data points in the boxplots, fivecentplots automatically jitters the data points (i.e., adds some random noise along the x-axis). This can be disabled using the keyword `jitter`." ] }, { "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.boxplot(df, y='Value', groups=['Batch', 'Sample'], jitter=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More grouping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Boxplots also support legending for another level of data visualization:" ] }, { "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.boxplot(df, y='Value', groups=['Batch', 'Sample'], legend='Region')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: if there are a lot of legend items, the position of the legend will be automatically adjusted to avoid rendering over the box group titles." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['Row'] = [int(f) for f in df.index / 4]\n", "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], legend='Row')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Column plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "boxplots can also be broken into subplots based on \"row\" and/or \"col\" values or \"wrap\" keywords. In each case, a column name in the `DataFrame` is supplied as the keyword value." ] }, { "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.boxplot(df, y='Value', groups=['Batch', 'Sample'], col='Region', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Row plots" ] }, { "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.boxplot(df, y='Value', groups=['Batch', 'Sample'], row='Region', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wrap plots" ] }, { "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.boxplot(df, y='Value', groups=['Sample', 'Region'], wrap='Batch', ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can wrap multiple `y` column values and create a unique subplot for each column:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a new y column\n", "df['Value*2'] = 2*df['Value']\n", "\n", "# Plot\n", "fcp.boxplot(df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y', \n", " ax_size=[300, 300])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or if we disable y-axis range sharing:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y=['Value', 'Value*2'], groups=['Batch', 'Sample', 'Region'], wrap='y', \n", " ax_size=[300, 300], share_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grand Mean/Median" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"grand mean\" or \"grand median\" is the mean/median value for the entire data set in a given plot window. By default, the \"grand mean\" line is a dashed gray line and the \"grand median\" is a dashed blue line. Individual line color, styles, and widths can be controlled via the typically-named keywords prefixed by `box_grand_mean` or `box_grand_median`." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], grand_mean=True, grand_median=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Both long form and short form keywords are available: i.e., `box_grand_mean_ATTRIBUTE` or `grand_mean_ATTRIBUTE`" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], grand_mean=True, \n", " grand_mean_style=':', grand_mean_color='#FF0000', box_grand_mean_width=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Group Means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group means that correspond to the first level of grouping (i.e., same as the vertical divider lines). By default, the mean values are depicted with horizontal dashed magenta lines. Style are controlled by ``box_group_means_ATTRIBUTE`` or ``group_means_ATTRIBUTE``." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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LaDQawsPPXh1YpVKhVrd+/67V+tRXqWJ8qobk0KFDWCwWbrjhhrMuZJ1Ox6JFiygpKeHAgQMKRiiEEMpxOp3NDyE8jU+ldU01Hw6H45x9Tds6+4fY0NCAyWTq1HuIrtN0bqqrq7HZbApHI0Tbuvt6tVqtANTU1GA2m7u8vM5q6bO8O8qsqKg4a5vRaCQgIKDbY+lpfCohSU1NJS4ujnfffZf77ruvuUrSbDbz/vvvExkZydChQ9t8j8rKSux2e3eEK4QQwguYTKY2b0Rra2u7MRrf5VMJiUaj4bXXXuPqq69m3Lhx/OQnP8HhcPDOO+9w4MABPvjgA59bw0EIIYTwBT6VkABceeWVrFy5kj/+8Y88+uijAIwePZrvvvuOOXPmKBydEEIIIVricwkJNK5dM336dKXDEEIIIUQH+dQoGyGEEEJ4J0lIhBCih9BoNGi1WkXm9xCiPZKQCCFED6HRaNDpdJKQCI8kCYkQQgghFCcJiRCd5LRasVdX45LZL4WHcjmd2KurccpkgcKD+eQoGyG6g8PUQOmnn1GzZRsuux1tWBjh8+YQOm0qKpVK6fCEwOVyUblqDRXLVuCorkal16EZNAhnUhJqL1jLRvQsUkMixAVwOZ2cfPXvVG/YhOv0zL72ykpOffRfqr5fq2xwQpxWsWwFpZ98hqO6GgCX1YYmK5uTr/9LFgkVHkcSEiEugOlALg2HDqPS60n4za9I+serhF86F4Dyb5fiUmANDiHO5LTZqFi6HIDIBfMZ9M/XiH/wflwaNaac/ZjzjiocoRBnk4REiB9xOp1YrdY2H/WHjwBgHD4Mbf9+2F0ugmfPBI0GR00NppJTbb5eVlsVXc126hROkwm1nx/h8+ag0moJSB2Cq28fAMxHJSERnkX6kAjxI3a7neLi4nO2l5aWNq8+qqusxAjUHDlC4c6dWGw2/GvrCHI4cKlUZB85DAUngMahllFRUWe9V0xMDHq9vsuPRfiu3NzctlfDratHAzjNZvZv2gzhYeBwQGk5AMXV1RTl5JxXmRqNhuTk5E5ELUTrJCER4ke0Wi0xMTHnbD9zm2PQIE5s24GmsorIpSuoDwzEcOIELiBg5HASx49vtwwhOsPhcJCent7mc7Izd1KZuQvDl18TMWEctQdyMdXWog0MZOytt6Dx9z+vMtetW9eZkIVokzTZCPEjarUavV7f5sM/NJS4n96JSq/HdrIQfe5BXKYGDAnxxN68qN3Xq9Xypye63sCf3Yt/fDz2mhpKVqzClH8Cjb8/gx/+9XknI0J0NblNE+ICBQ4fRuJf/0TV5q2cPHSIPmPHEDp6NCqtzIIpPIMhMoJRLz1Hxbbt1B89hj48nMgpk9AFBSkdmhDnkIREiE7QBgURPG0qeaHBBIwcIcmI8DhqnY7ISRcROekipUMRok1SbyyEEEIIxUlCIoQQQgjFSZONEEL0AC6Xi/LNWyjNWI/D1EDw0FRi58xGFyz9SYRnkIREiE7SaDRotVpZ0l14LJfLxeHX/kHJqtXN26r27KVkxUqGP/MnDFGRCkYnRCNpshGikzQaDTqdThIS4bGq92U1JiNqNb0XLmDAPXfjFxONpbSMYx9+pHR4QgCSkAghhM8r37wFgOhLptP/1puJnTubQb+8//S+rbLQnvAIkpAIIYSPczka107S+Pk1b9P4+53eJwtBCs8gfUiEEMLHhY0eSfHyFRSvWIl/fG/8onuR/5+PG/eNGolKpVI4QiEkIRFCCJ8XPnYMoSNHULV7D0f+8a/m7Rqjkb43L1IwMiF+IAmJEEL4OJVGw5DHHqHw2+8ozViP3WQiJDWVhKsX4t87TunwhAAkIRFCiB5BrdcTv3AB8QsXKB2KEC2STq1CdJLT6Wx+CCGEuDCSkAjRSXa7HYvFgt1uVzoUIYTwWtJkI9zO5XRiOpCLvaICfVwcfv37SS9+IYQQbZKERLiVtbiEk6+9jrW4pHmb/6Akev/sp2gCAxWMTAghhCeTJhvhNi6nk4JXG5MRtdGIMWUwKq2WhoOHKH73A6XDE0II4cGkhkScF6fT2WpfiYb9B7CVNCYj8b97DE1QEJYTJyh85lnqdu/BVFyCNjys3TK0Wi1qteTKQgjRk0hCIs6L3W6nuLi45X1HjzX+Iyaa0vp6qK8HnQ6CgqC2lpIjR9BY49stIyYmBr1e78aohRBCeDpJSMR50Wq1xMTEtLjPPDiZom+/w3WigHC7A318b+r37qOhthY0GmIGJ6MJCupQGUIIIXoW+eQX50WtVrdae6FLHkTVwAE0HD7CyWf+hjYsFHtFJQAhkybiHxHRnaEKIYTwItJQL9xGpVIR9/N7CBg+DFyuxmRErcZ//Dgirr1a6fC6jFarxWAwSM2OEEJ0gnyCCrfSBgURf//PsZWXY6uoRBUeRml9PS4f7qSqVqubH0IIIS6MJCSiS+giItBFRGC1Whs7twohhBBtkFs6IYQQQihOEhIhhBBCKE4SEiGEEEIoThISIYQQQihOEhIhhBBCKE4SEtGlVCoVOp0OlUqldChdxuFwYLPZcDgcSocihBBeS4b9ii6l0+mIjY1VOowu5XA4sNvtOBwONBqN0uEIIYRXkhoSIYQQQihOEhIhhBBCKE4SEiGEEEIoThISIYQQQihOEhIhhBBCKE4SEiGEEEIoThISITpJpVI1P4QQQlwYSUhEl7LZbBQVFWGz2ZQOpcvodDr8/PzQ6XRKhyKEEF5LEhLRpVwuFzabDZfLpXQoQgghPJgkJEIIIYRQnEwdL4RoUW3mLirXfI+ttAx9TDRhMy8hcNhQpcMSQvgoSUiEEOeoWLaC0s+/bP7ZXlGBKWc/0bcsInTqFAUjE0L4KmmyEUKcxVFXR9lX3wAQNmM6Cb99iJApkwAo/exLnBaLkuEJIXyU1JAI0UM5nU7sdvs52+tz9uOy29HFRBNy5RWoVCrCEuKp25uFo7qa2oOH8E8e1O77a7Va1Gq55xFCdIwkJEL0UHa7neLi4rO2lZaWojp+nADAUlfPnl27QK0Gu50gsxk1cPhoHo4G01mv02g0REVFnbUtJiYGvV7fxUchhPAVkpCILqXRaAgODkaj0SgdSpex2WyYzWZsNptXzUWi1WqJiYk5a1tMTAzOQYM4kbER6uqI3bYD44jh1G3PxGyxoAkJYejMmag6cD61Wvl4EUJ0nE/Wp5aWlnLXXXcRHR1NcHAw06ZNY8uWLUqH1SNpNBpCQ0N9OiFxuVzND2+iVqvR6/XnPPyCgoi++UZQqTDtzaLsg/9gPpCLS6Mm5tabMPj7t/i6Hz+kuUYIcT587hamtraWqVOnUlhYyIMPPkhYWBivvfYa06dPZ9u2bQwdKsMWhWhP8Lix6GOiqVqbga20DF2vXhTFRuOfOkTp0IQQPsrnEpK//vWv5ObmsnbtWqZOnQrAddddR2JiIn/72994//33FY5QCO/g16cPMbfcBIDVaiV/924cDodP13YJIZTjUwmJy+Xi3Xff5dJLL21ORqCxXfy5557zqvZ9IYQQoifxqYTk2LFjnDx5kocffhhoTFDq6+sJDAzkZz/7mcLRCSGEEKI1PtXr7NChQwD06tWL3/zmN4SGhhIUFMTAgQNZvHixwtEJIYQQojU+lZBUVVUB8MQTT7BkyRJefvll3n//fYxGIwsWLGDVqlXKBiiEEEKIFvlUk43l9JTWVVVVHDx4kLCwMAAuv/xyBgwYwP/93/8xY8YMJUPscZpmA/XlWTs1Gg1arVY6ewohRCf4VEISEBAAwMKFC5uTEYDQ0FDmz5/Pe++9R11dHYGBga2+R1hY2Fmv/TGn0+l1800oyWQycfDgQQYNGoTRaOzy8po6LoeEhBAUFNTl5TUxGo3nzFTqS0ymxplZg4ODu+U89hSduV6VSIA1Gg3h4eHdWl53a+kYVSpVmzdUMgmge/jULWvv3r2Bxj4kP9arVy9cLhd1dXXdHZYQXk+tVjc/hBCiK/hUWjd06FAMBgPZ2dnn7Dt69Ch+fn6dvottaGhovlsU7bNarQDU1NRgNpu7vLymc1NdXY3NZuvy8prYbDYqKiq6rTwlGAwGTCaTXP9u1Jnr1eFwdEVI7ZbZnde5pxyj0WhsroEXXcenEpKAgADmz5/PV199RXZ2NqmpqUBjMvLNN9+wYMGCdqsAKysrW1wBVQghRM/UXiJeW1vbjdH4Lp9KSAD+9re/sXbtWi6++GIeeOAB9Ho9L7/8Mv7+/vz5z39WOjwhhBBCtMDnGoT79evHli1bSE9P59lnn+Xpp59m5MiRbNq0icTERKXDE0IIIUQLfK6GBCAxMZHPPvtM6TCEEEII0UE+V0MiRHdzOp3NDyGEEBdGEhLRpbRaLTExMT49Tt9ut2OxWKQztBBCdILvfksIj6BWq9Hr9UqHIYQQwsNJDYkQol02mw2z2dytc7sIIXoWSUiEEO1yuVzNDyGE6AqSkAghhBBCcZKQCCGEEEJxkpAIIYQQQnGSkAghhBBCcZKQiC7lcDioqqpSZNXO7qLVajEYDD4914oQQnQ1SUhEl3I4HNTU1Ph0QqJWq5sfQgghLox8ggoh2qXRaNBqtWg0GqVDEUL4KElIhBDt0mg06HQ6SUiEEF1GEhIhhBBCKE4SEiGEEEIoThISIYQQQihOEhIhOsnldIKs8SKEEJ3SZRMnnDhxArPZTFxcHAEBAV1VjPBwKpUKnU6HSqVSOhS3M58ooOzLr6jPzkEHFIwcQa9rFqKPilI6NCGE8DpuryH54IMP6NOnD/369WPw4MGEhIQA8NFHH8lKoT2QTqcjNjYWnU6ndChuZS0u4cTfnqN+XxY4naicTup37iL/L89hr65ROjwhhPA6bk1IvvzyS2699VYKCgrOWa78rrvu4pprrnFncUIopmLZcpwNZvwS+9P7iUepXTgfXXQvHNXVVH2/Vunw3M7pdDY/hBCiK7g1IfnLX/4CwIQJE/jwww+bt1dUVGA2m/nf//7HO++8484ihVCE6dBhAEKmTMJpMuEMCiJkxiVn7fMldrsdi8WC3W5XOhQhhI9ya0KSlZWFSqXigw8+4LrrrmveHh4ezvPPP4/L5eKNN95wZ5FCKEJ9ugmq5L0PKXr+JYI//JiaDRsB0Pj7KxmaEEJ4JbcmJAaDAYCIiIhz9t1xxx0A7N+/351FCtHtXHYH9pof+omo9HpUDgfW4/kABE8Yp1RoQgjhtdyakAwZMgSAf//73+fsKysrA5COrcLr1e3bh6OmFk5Po+6yWn/YqdFgHD5MociEEMJ7uXXY76JFi9i8eTO/+c1v2Lt3b/P2zMxMHnroIVQqFWlpae4sUohuZz1ZCEDQmDSCJ4yjds9eSkvLMOw/AA4HjupqNDL0V4jOsTUQWHsECkPO+6VOlwsVXNB0A4G1R8DWH3TS9Nrd3JqQ3HPPPXz66adkZGTw/vvvN18M48b9UIX90EMPubNIIdwqNzcXh8PR5nNUZjNqoCZnP1VjR+MaNQJLzn4M2Tm4NBoOnzwJpaUdKk+j0ZCcnOyGyIXwHQ6HA3tRDglbnuD4Zh0mp54Gp44G1+l/u3Q0OHWYXE3b9ZhO7284vf+ZXt8Qpmk477LTgMrEr7BHDXX/gYk2uTUhUavVLF26lF/84he89957Zw0R1Ov1PPPMM1x66aXuLFJ4OJvNRllZGZGRkV4xF4nD4SA9Pb3t50yYwI4t27BVVeH3wX8wJiSgzWnsGxU7YzoDZ87scHnr1q3rVLzC++nL9egterR+LX8cuwwuHMltJ8nkAOY29seefrSmAWive19K27vVJWrUJWpcLlfzqCyr1YrFasFqsWLGTHl0OWaz+ZxHQ0MDFouF4IJgHCbHGaO57j2rjGpjNZbQBox+evz99fj7GTD6GQj10xNr0BOoNhJZ1gs/gw7/xPvAoD830IFm8G+968CeVfvpc2Iw2qJOnA9xQdw+U6u/vz9vv/02v//971mzZg0lJSVERUUxe/Zs4uLi3F2c8HAulwubzeZTfYc0BgOpTzzK/mf+hqWsjOrqbADCx42l/x23KRuc8DrxS+KJ/aD1bMGebKdyfWXbb3INjUlJa34H/L6N/Xk0Vg20YfeHu8mtz6WkpKTFZGLSyklcsuGSVl9fGFbIu9e+i5+f3zmPyMhI/P39WfDvBYScbL2JxvmEE/Uf2+j6mA20V7GRBQxofXfImlDC3uvk+RAXxK0Jyd/+9jfGjRvH2LFjSUhI4NZbb3Xn2wvhMQIHDiDtX3+nas9ebJVVBA5MJKBfP6XD6jJarRaDwYBW22WrTfRYBZcW4H+dP35+fi3udxk6kMx/Rvs1JEB1dTUZGRnU19fT0NCAyWSioaEBW42NwNsCsVgsWCwWXJxbZvGaYpwGJ/7+/mclE0ajkfDwcCqvrWTlZSsxGAzo9fqz/m8wGNAF6fjj0D+22a/DMcBBpeWHL/u8vLyz+h2qY9sZh5EIZLb9FBLb3l00v4iQm1tPijp0PsQFceunyyOPPIJKpUKtVjN48GDGjRvH+PHjGTduHMOHD0etlrX8hO9Qa7WEp41WOoxuoVarmx/CvawRVqxJVrTGTnwcD+nY01asWMHatWvp1asXRqMRf39/wsLCMPY24j/aH39/f4xGY/O+pp+b/r1p06bm0ZRd4cdNIXXaOjifPzF/zu/5LbBGWLEPkQkAleD22x2Xy4XD4SAnJ4ecnBzeffddoLEpZ9SoUYwfP57nnnvO3cUKIYRog8vlYufOnUyaNIkbb7xR6XCEOIdbb3dWrVrFn/70J6644gpiYmLOWs/GZDKxceNGXnzxRXcWKYQQogOOHTtGRUWFTL0gPJZba0imT5/O9OnTm38uKChgw4YNvPXWW6xZswZ/f3+f6twohBDeIjMzk6CgIAYOHKh0KEK0qEsbhOPj47n++utZtWoVf/zjH3G5XGzfvr0rixRCCPEjTc01o0aNQnN6hmEhPI1bExKbzdbqvscff5yBAwdKk00Po9FoCA4Olg9BIRR0/PhxysvLGT26Z3TCFt7JrU02wcHBDB8+nHHjxjU/zpyFMjo6mmXLlrmzSOHhNBoNoaGhSochRI+WmZlJYGAggwYNUjoUIVrl1oTEYrGwY8cOduzYweuvvw5AUFAQo0aNwmg0snr16lbH2gshPJfD4cBms+FwOKS2y8s0NdeMHDlSzp3waG7v1Lpjxw5qzliavaamhoyMjOafhw6V9QGE8DYOR+N03pKQeJ/8/HzKyspkdI3weG5NSFatWoXL5eLAgQNs3bq1+ZGVlYXdbichIYG///3v7ixSCCFEGzIzMwkICJBFHIXH61RC8ve//51x48YxcuTI5oXTVCoVKSkppKSkcNtttwGNnV0rKyvp1atXpwMWQgjRMTK6RniTTiUk9913HyqVCp1Ox7Bhwxg7dmzzIzU1tXnNAp1OJ8mIEEJ0sxMnTlBaWiozswqv0OkmG5fLhdVqZefOnezcuZN//etfABiNRkaPHn1WkpKY2M6qRkIIIdxGmmuEN+lUQvLtt9+yfft2tm3bxvbt2ykrK2veV19fz4YNG9iwYUPztrCwMMaOHcvSpUs7U6zwIk6nE7vdjlarlYXZhOhGMrpGeJtOJSTz5s1j3rx5zT8fO3aM7du3NycpO3fupK6urnl/RUUFK1as6EyRwsvY7XaKi4uJiYlBr9crHY4QPUZBQQGnTp3iuuuua95mLi2lbMMmHCYTwUNSCB0xHJXcKAgP4dZRNv369aNfv35cc801QGOGnpOTc1Ytyt69e91ZpBCiG6hUquaH8A6ZmZkYjUZSUlIAKF6xiiP/fAOXw9H8nJDhwxjy2CNoZH4o4QHcmpD8mEqlIjU1ldTU1OYRN1artSuLFEJ0AZ1Oh5+fX/NoOuHZmpprRowYgUajwVRwksP/+Bc4nQQPScEvJpqyDZuo3ruP/P9+Qv/bb1U6ZCHcn5AsW7aMr776isDAQEaOHMnEiRMZMGBA836pthdCiE6yNRBYewQKQ1rcfbKknJKSEq65JA0Kd3Nq8RpwOgkdMoDUX1yFSqUiIimK/f/6jJKVK+k3a3iHar8Ca4+ArT/o/N19REK4NyH55JNPWLRoES6X66ztkZGRjB49mt69e3P8+HFWrlzpzmKFUFRDUTFF3y3FdDwffUQEMXNmEZzs/WuGOK1WKletofp0nwNtgD+1dgeBI0dI043CtFVHSNvxIOxoeX9m7TCMqiRS1twG3zux5w8G4gksX4XqzcaRkAFWAzAFe30DvDENOnBK04DKxK+wR8mM28L93JqQvPDCCzidznO2l5aWsmLFClwul3yQCZ9SnZ1D9h+exmmxNG87teZ7Bv7sp8TMnqVgZJ3jtFjI/8uzWE4UNG9T19VR+Pd/EjZrBr2uvVrB6IQ9dACZY14krYXVe10uF5l//5gRA6LRLngAgMCNu+DDbzllHkbUvGcwRIaS/+lyYA+BfWJR/XRdh8rN3LmTPqED2n+iEBfArQlJdnY2KpWK5cuXk5CQQEpKCpdddhn79u3j+PHjADJBmvAZLpeLw6//E6fFQnDKYHpdcjFVu/dStmEjR958h4iJE9AFBysd5gWpXP19czKiCQrCf0AitXv3oXI6qVyxiuAJ4/Dr00fhKHswnT91QQMgbuQ5uwpPnqSkvIprbrgJ4oYBEDU/hYI1mZgLi9j1pzfOen7CTbe2+D4tqTtULc01ost0yXivSZMmkZycTHBwMDfddBN5eXnccccdBAYGsmbNmq4oUohu13CigIaCk6j1eoY88SgxM2eQ/NCDGPv2wWWzUbFjp9IhXrDazB9iT/jNg/T+xb04Jk1s3la3c7cCUYmOyMzMxM/Pj8GDBzdv0xgMDHv6D0RMnACnh/n6x8Ux+OGHiBg/VqlQhTiLWxOShIQEgOaJz2JiYpprTf7whz9QV1fHo48+6s4ihYfTarXExMSg1XbpgC5FOO12AFRaLerTnbVVKhVaoxEAl8OuWGyd5bL/MDRU7Xf6jviMDuln7heepWkytB+PiDJERJDyyG+Y+J/3GffeO4x+/RUiz0gyhVBapxKSXbt2nfXzggULcLlcXHfddZjNZuLj4/n666+BxgmyAL7//vvOFCm8jFqtRq/X++QsrQF9+6CPCMdhMnHoldeoztnP8f98TM3+A6BWEzpiuNIhXrDAYT90Wix4+VXKvvkWzfqNzdsChg5RIizRjsLCQoqKihjdQt+SJhp/f/ShIdKfT3icTt22jh07lkWLFvH000+TkJDAQw89xBdffMHJkyfx8/Nj1KhRvPDCC4wYMYLKykoADAaDWwIXQmkqjYb+d9xG7nMvUpqxgdKMH5ZJiL/yCvw8tL9Ubm4uDkc7NRz9ElAHGFHVm7CeLKT8ZGHzIAxXYj+OOeyQk9Oh8jQajayl0k2ammuGDJGEUXifTiUkTqeTDz/8kM8++4z777+f//u//2PDhg28/vrrANx+++28/PLLZGVlNQ8FbprFVQhvZ6+vJ6BvX1Iee4TiZSswHTuOPjKC2DmziJqWrnR4rXI4HKSntx+fdeJE8t5+l4pt23FarWiNRmIunUefa69CfR5NcOvWdWwEh+i8nTt3Mnz4cJnATnilTiUk119/PZ988glms5lnn32Wt956iyeeeILHH38cgCFDhrBixQqeeeYZSkpKmDlzJk899ZRbAhdCKQ6zmby3/82pNWtx2e2oDQZiZs0k5ZHfoPahLwJ9aCgD7v4JOJ2UbdqMva6Oom+/Ra1WkXDt1bIGiocpKiqisLCQK664QulQhLggnfpE+c9//sO2bdu4+OKLcblcVFRU8Ktf/YrBgwfz6aefAjBt2jSWL1/O7t27efbZZ/GTNROElzv40iuUrFjVmIz4+eG0WChc/C15b76tdGhu5XK5yHn6Gco2bASnE7WfH456E/n//YT8jz9VOjzxI03NNampqUqHIsQF6fQtTlpaGqtXr2bJkiUMGzYMl8tFXl4eN9xwAxMmTGD9+vXuiFMIj2AqKKB881ZQq0n9/RNM/PhDkh/6FQDFK1djrahUOEL3qcnOofZALmqDgRHP/ZWJ//2AxLt+AkDh4iU4zpgMTihPmmuEt3NbnevcuXPZvXs3b7/9NvHx8bhcLrZv3860adNYsGABBw4ccFdRQnSN5vVBdrf6qM9cC0BQ31jCosF+Yif/XLmEer0OnE4qt61o8/U/fjSuDdLQvcfZQXVH8gAIGzWSoKSBqNRqYufNQePvj8NkwlxconCEoklxcTEnT54kLS1N6VCEuGBunRxCpVJx++23c+ONN/Liiy/y17/+lerqahYvXsx3333HT37yE37/+98THR3tzmKFB3M4HNTW1hIUFIRGo1E6nDa1tz4IgL42FBiDKf8YttdnsNo8kKqqIfhbrYCKVz/7jiHL/8U04yHidDXtlunJa4Pow8MBqDtyBIfFgsZgoP7YMRwNDaBSoQ9teWE30f0yMzMxGAwyukZ4tS6ZrcpgMPDII49w991389RTT/GPf/wDq9XKG2+8wX/+8x+qq6u7oljhgRwOBzU1NRiNRo9PSNpaH6RJsNOF/x//QUNJOTuOzqXC4eQKez1qVPj3iWXchOGs37mfdWVJDOobR/rYVEYN7t/qsXvy2iDh48agCwnBUlrGzl88QFDSQCozG+ceihg/Dl2IJCSeoqm5RlZTF97M7QmJ0+nk0KFD5OTkkJ2dTXFxMRERERQXF+Nyuairq3N3ka3au3cvY8aM4dFHH+X3v/99t5UrvFQb64M0UQEpjz9B9lN/wnKqlKbVXPzje5P6+OOkRfdi3nV2du3axbp163jz85WEhIQwZcoUpkyZQmho6Fnv58lrg2gMBlIe/S37//wXLKdKsZwqBSAwaSADf/ZThaMTTUpKSigoKODSSy9VOhQhOqVTCUlubm5z4pGdnU1OTg4HDx7EarWe89ymeUi6i91u57bbbsNms3VrucL3Gfsk4P+Le1nxwotMT0tj0IQJhKeNRnW6FkSr1TJ27FjGjh3LyZMnWbt2LStXruS7775j1KhRTJs2jaSkJK+YKTN4cDJj3vwnpRs2UpW5C4fVSkBif+ymBqkh8RBNzTVDh3pes58Q56NTCUlKSso5H6otJR69evVi+PDhzY/u8Mwzz5Cdnd0tZYmexWaz8cnnnxM6fBgT7vtFm4lF7969WbRoEQsXLmTz5s2sW7eO559/nri4OKZNm+YVCbO9ro6Tn/+PhsJCACq376Dgsy9Iuu/nRE+fpmxwgp07dzJ06FBprhFer9NNNmcmIAaDgZSUlLOSj+HDh9Orm6fQ3rdvH08//TRPPPEETzzxRLeWLXzfypUrKSsr49577+1wLYe/vz/Tp0/n4osv5sCBA6xbt46PP/4YtVpNfn4+48eP7/a/k47Ke+NtGgoL0YeFETVtKnVH8qjeu4/Df/8HoSOGY4gIVzrEHuvUqVOcOHGCuXPnKh2KEJ3WqYRk3rx5ZyUeycnJindctNvt3H777cycOZObbrpJEhLhVuXl5Xz33XdccsklxMXFnffrVSoVKSkppKSkUFlZyQcffEB2djZbt26lf//+TJgwgcGDByv+d9TEbjJRvm07AKm/f4KAfn1xuVzsffj/qD14iLJNm+h9+WUKR9lzZWZmotfrGTZsmNKhCNFpnUpIvv32W3fF4TZ//etfOXToEF999VXzCsOexOVyUb9nL1UZG7BXVePXJ4GwmZdg6H3+X26i+3366acEBARw2WWd/xIOCwtjxIgRXHPNNc1JyX//+1+Cg4MZO3YsY8aMISgoyA1RXzhHgxmcTqBxhlr/uFhiL52HX1wstQcP4ag3KRpfT7dz506GDRsmzTXCJ3TJsF+lZGdn88c//pHXXnuN+Ph4jh07pnRI5yj/5lvKFy9p/tmSn0/N1m3E//I+jMmDFIysa6hUKnQ6nVd04GxPVlYWu3fv5s4773TrEgharZYRI0YwYsQIioqK2Lp1KxkZGXz//fekpqYyfvx4+vbt657fYfPkbx3rkFq9dV/zv+uPHqP+6DHKNm5GpWmcUzG4l65xkrc2NE7+1t9jRxN5q7q6OvLz85kzZ47SoQjhFj6TkDgcDm677TYmT57MXXfdpXQ4LbKWllH+7XcAhM2Yjn9SElXfr8V0IJeS/3xMv98/4RNf3GfS6XTExsYqHUan2Ww2Pv74Y5KTkxkzZkyXlRMbG8uCBQuYPXs2u3btYtu2bbz11ltER0czfvx4RowYgcFguOD378jkb00cTjV5WZOBc+++XQ4nwQEVhKy7DTLafh9PnvzNm+Xn56PT6WR0jfAZPpOQPPvss+zdu5cNGzZQVlYGQGVl47oiJpOJsrIywsPDUbezQmlYWBhhYWGt7nc6na0OYXY6nZjN5lZfW7f/ALhcBKQMps9ttwAQPnI4WT+7H+vJQtS1dRh6RbUZn5+fX7vH0JM1reMREhJyQc0drfXdWLFiBeXl5fzsZz9za9Ko0WgID2+5U2jv3r2ZN28eubm5rFu3jsWLF7NixQomTJjA1KlTiYmJOf8Cg8awa9zLjBo5st2n1h44in3Ph+hDguh/9UwKlm+kvqAEVCpwuYi78W5Uo1PafZ9du3czPHEM6IznH6+P68z1mp+fz7BhwzqVoJ6vtq7Xriqvu7V0jCqVqs3PXa3WZ75KFeUzv8Vly5ZhtVoZN27cOfueffZZnn32WY4ePUq/fv26LAaz2czBgwfP2lZaWorD4QBAf/gw/kB1dTUZGY23ldbaWiJdLlTAtm1bcQUHN79Wo9EQFXV2gjJo0CCMRvlg705lZWUsXbqUGTNmXFBH1s5Qq9XNnWArKipYv349GzduZO3atSQnJ5Oens6wYcM6/sGtM1IfPLDNyd+alZ7+ANboiLz0eqLmL8JhsbDzF7/EcuoU6phBHXqf+rw6SUbcrKysjIqKChYuXKh0KEK4jc8kJM8//3xzjUiTkpISbrrpJm6++WZuueWWC7uj/JGGhgZMppY78jmdznPKOPNnW3w8BZu3oi0sIuHIMfSJ/SjO2IjK6UQXG8vwKVPavfs2mUxt1sL0dE3nprq6+oLm+GhKHs/U1JG1K2bCdDgcVFRUdPj5U6ZMYeLEiWRlZbF161beeOMNQkJCmjvBBgYGdqjMjgganIw2MBBrRQW5L75M1NQplG3cjOXUKTT+/gR3cN2U8z3GnuRCr9eNGzei0Wi6fXRNd5/Ljl6r7i7zx8doNBoJCAjo9lh6Gp9JSFpa5bKpU2tiYiIzZszo0PtUVlZe8OgctVrdZm93fVwc4fPmULFkKTWr18DqxhOg0mqJWXR9t1a9io7Zt28fe/bs4a677nJrR9bO0Gq1jBw5kpEjR1JYWMjWrVtZt27dWZ1g+/Tp0+mmJY3BQOJdd3DwpVcpW7+RsvUbm/f1v+M2tEbppKqUrKwsYmNjPeaa9HUmk6nVG1GA2trabozGd/lMQuItIhfMx69vH6ozNmCvrsYUGMiA667BEN9b6dDEjzR1ZB08eLDHLuseFxfHlVdeyZw5c9i5cyfbtm3jzTffJDY2lnHjxjFixIhODQntNS0dQ69eFH27hIbCIvxioom9dB6hw6QjpVIqKys5efIkF110kdKhCOFWkpB0M5VKRdDoUQSNHgU03oFLMuKZli9fTmVlJffdd5/Hj37y9/dn0qRJTJw4kSNHjrB161a++eYbli9fzujRoxk3bhyRkZEX9N4hQ1IIGdJ+51XRPbKzs9FqtfTuLZ8bwrf4dELSr1+/bl/UT/iG0tJSli1bxowZM9zS96i7qNVqkpKSSEpKorKykm3btpGZmcmmTZsYMGAAEyZMwHl6ojPhnbKyskhKSmoeoSOEr/DphEQoz2azUVZWRmRkpFd9gH766acEBgYyb948pUO5YGFhYcyePZvp06c3d4L96KOPMBqNmM1mJk+erPhMsOL8VFVVUVBQwDXXXKN0KEK4nSQkoku5XC5sNptX1VTt2bOHvXv3cvfdd/tEp0GdTseoUaMYNWoUJ0+eZPny5SxZsoRvv/2WtLQ0pk2bRv/+/T2+WUr80FyTnJxMXl6e0uEI4VaSkAhxBrvdzqeffkpKSgqjR49WOhy36927NxMmTODnP/85mzZtYt26dWzdupWEhASmTZvGuHHjZF0UD5aVlcXAgQN9IlEW4sckIVGQ0+lsfsjsq54hJyfHazqydkZgYCCzZs1ixowZZGdns27dOj788EO++OILLrroItLT0+nVq5fSYYozVFVVceLECa6++mqlQxGiS0hCoiC73Y7FYsFut8tdqQcoLy8nJyeHWbNmeVVH1s5Qq9UMGzaMYcOGUVpaSkZGBhs3bmTVqlWkpqYybdo0hg4dKgmzB8jJyUGj0TB48GClQxGiS0hCIgSNfV2WLFmCn59fhzuyulwuqvfuo3T9RpwWCyHDhhKVPgWNl05wFxUVxVVXXcXll1/Ojh07WLt2LX//+9+JiIggPT2dyZMny2yVCpLmGuHrJCERAjhw4AAHDx5kypQpHZox1+Vykffm2xQtWdq8rTRjPUVLlzHsqd+j7cAU7p5Kr9dz0UUXcdFFF3H06FHWrVvHN998w969e3nooYd8uinLU1VXV5Ofn89VV12ldChCdBmphxU9ntVqZcmSJSQlJREfH9+h11Tv3deYjKhUxMyeSZ8brkMbHEx93lHyP/6siyPuPv379+e2227jpz/9KYcPH+bQoUNKh9QjSXON6AkkIRFdSqPREBwcrMgy4h2VkZFBbW0tl156aYfv/ktPr+sSM2smA392D32uv5ak+37WuG/Dhi6LVSnDhg0jPj6e7777TulQeqSm5hp/f1k/SPguabLpZrWZu6j6fi22sjI04WH4Wyyc+Goxaq2WoLTRhM2agcaHPnQ0Gg2hoaFKh9Gq8vJy1q9fz+TJk4mMjOTUqVMdep3TYgGgau9ett91L4ZeUYSNGnl6n7WrwlWMSqVi7ty5vPnmmxw7dox+/fopHVKPUVNTQ35+PldeeaXSoQjRpSQh6UblS5dT9sX/mn+2lZWjB5rWFi4vXELdnn30+e1DqA0y6qarNXVkDQwMJD09/bxeq9Y3zjprLioGwHLqFDVZ2QCE+OjCc6NHjyY6OpqlS5dy7733Kh1Oj5GdnY1arSYlRdYTEr5Nmmy6ib22jvKvFwMQNvMSAkcOb96nMhiIue1mNIGBWPLzqd64sbW3EW60f/9+Dh48yKWXXnpew66dNhtlW7e3uj/uMu+dbr4tarWa2bNns3v3bk6ePKl0OD1GVlYWAwYMkOYa4fMkIekmDbm5uOx29HFxRF17NZaCQgBcBj0uiwVdr16Ez50FQH1WjpKh9ghNHVkHDRp03needUfycNTWogkKIvayeejCQtEYjWiMRgBsVVVdELFnmDBhAuHh4SxbtkzpUHqE2tpa8vPzSU1NVToUIbqcNNl0l9OdOl02K7hcoDmdC55eeVWlVuM0W5r/LbrWunXrqKur44477jirI6tGo2HdunVtv7i4BA1gt1go6N8XV9IAqquqCP9qMSqTiZzcXHB1bEVdT+7s2xKNRsOsWbP45JNPmD9/PlFRUUqH5NOys7NRqVTSXCN6BElIuklAymDUfn7YSsso/Mcb6KN6YSs5hcpmR+3vT112DpXLVwAQmDZK4Wh9W1lZGRs2bGDKlClERESctS85Obnd17sGDyZv+Urs5RUErVyDcewYXBs2oqqsQmUwkDxrFhqj71avT5o0ie+++45ly5Zx8803Kx2OT2tqrjGern0TwpfJrXg3Ufv50WvRDaBSUbdrN/VZWc37nA0NVCxegstqI2DYUILHjVUwUt/mcrn49ttvCQoKYurUqRf0Hiq1mphbbkKl1WI6kEvZBx+hO3oMVCqib7zOp5MRaJw4bcaMGWzevJnKykqlw/FZtbW1HD9+XJprRI8hNSTdKGTieHThYZR/twxHTQ2GPglUNJgJtlhQaTQEpY0iePx4VF5Wjd8Wp9OJ3W5Hq9V6xHooOTk5HD58mEWLFnVq/aCA1CH0ffIxqr5fi6WwiBoV9F9wBQEDB7gxWs+Vnp7OsmXLWLlyJddee63S4fiknJwcVCoVQ4YMUToUIbqFJCRukJubi8PhaPd5qt17UK3fhMpmA8BcVo5l8kRqTw8TrQFOHsztUJkajaZDzQtKs9vtFBcXExMTo/gCglarle+++47k5GS3zHhpiIsletENAOzbt6/HJCMAfn5+XHzxxaxYsYK5c+cSFBSkdEg+Jysri8TERGmuET2GJCRu4HA42p3HomL7DnLWNHaWNPSKwmm1YauqInDNOkZedhkB/fqeV5ntdrwU51i7di319fXMmzdP1mNxg+nTp7Nq1SpWr17NggULlA7Hp9TV1XHs2DGuuOIKpUMRotsoX4feQ5z85lsAYubMYswb/2DsW/8kbPQoXA4HRUtlCGVXKy0tZePGjS12ZBUXJjAwkKlTp/L999/T0NCgdDg+pam5RkbXiJ5EEpJuYi4qAiAqfSqm/BOc/N/XqHSNs302FBYpGZrPa+rIGhwcfMEdWXsae109xctXcPzD/1C6fiPO082MPzZz5kzsdjvff/99N0fo27Kysujfvz8BAQFKhyJEt5Emm27iFxuLpbSMvDffpj7v6Fn7rBUVuJxOmX/ETfTlevQWPVq/xsv78OHDWLdauXbutfjv98dlcOFIbrvPjyZXg8rSerOOM9qJM7qNuUYaQHuo7T8ve5Id2hiQoy5Roy5p/Zq40OMIzAuEpi4fsacfZ6jO2U/O08/gqK9v3uYXHsvQm5/EL7TXWc8NIYSpY6eyevVqLrnkEgwGwzkx6Mv1aPe2/rvoyedDb9ajr9ND0g/Pqa+v5+jRo8yfP7/N9xLC10hC0k3iLruU6r37mpMRlU6H6/RdZ0PBSU6tWUv0jOlKhugz4pfEE/vBD9+yY0//x5eNP9uT7VSub3u4avCdwWhzW//zqH+oHtPDplb3a45rCJsR1mYZFRkVOAa3/gXm954fAc+1fod8oceRRtoPP/wO+P0PPzqtVg789Tkc9fX4944jOG4IFRu2Y64o4tATrzFs0x/PKWPW+lms3bqWDRs2cMkll5yzP/abWMLea/130dPPR8PNDTDhh59zchpnapbRNaKnkYSkm0SMH4uxbx9Mx/MBcNlsaIOCCB05grL1GyhZvUYSEjcpuLQA/+v88fPzY/Pmzezdu5frr7+ekJAQoPFOtj01b9W0e0feFkdfB5Wr2v5ycvRt+27afKsZ65zWVw6+0OPIy8sjLe10UvKj2pGKzF3YqqrQR4Qz8sXn0DgNmCcuZMerv6A6MhvzqhL8wqLPek1YShjjDo1jxYoVTJ06Fd3ppsgmRfOLCLk5xO3HcSZvPR9ms5mCugL68kOndmmuET2VJCTdSHt6+F7cFfMJGzWCkNQhVGdlU7Z+A7bqaoWj8x3WCCvWJCsVdRUsPrmYaVdNI2BKAPbmdZXb117V+5mcTmfzo3muFX+wD+94eS2+b3vNEB3Q0nHUaetgdMvPt9c0XofGhAQ0p5tfDNN7oXsvEFt1DbaEGvwGRZ/zurlz57J161a2bNnClClTztpnjbBiH9K538X5nI8Weej5sJqsWA/9kOQ0NddcdtllnSqnPTX7D1C8YiXWikoC+vUldt5c/KJ7tf9CIbqQdFroRoFJAwGoycrGmJCA3dRAwZdfnd6X1MYrvZdWqyUmJgattntz36aOrCEhIed8Qbqb3W7HYrFgt3fuC88TNF2H1fuyqNiRidNup/Cbxdiqa9D4+eEfH9/i62JiYhg1ahTLly/v0Jw8omX79+/H5XJ1aXNN4eIl7H3kMU6tWUvV7j2c/Oobdj3wK2oPHuqyMoXoCElIulHcZZeiCTBSd+QI239yN9tuvYPqfVmo9Xrir/TN+QbUajV6vb7bZ2ndv38/eXl5XHbZZec0IYjWBSb2J3zcWFwOBzlP/ZlNV13H0XfeAyDuisvRtjEt/ty5cyktLSUzM7O7wvU5WVlZ9OvXj8DAwC55f0t5BUf/3Xg+o6ZNZeDP7yUwaSCOhgYO/+NfuFztNzsJ0VUkIelGftG9GPb0HwlO/eHuJzApiaF//N15T4wmWmez2Vi1ahUpKSleMZutp0l+6EFiL52L+nSTjS4khH633ESf69ueIr5Pnz4MHTqUpUuX4nR2rmmjJzKZTOTl5TF06NAuK6Ni+w5cDgdBg5IY9Mv7iZk1g9QnH0Ol0VCfdxTLqVNdVrYQ7ZE+JN3IabNRsW071vJyNEYjgQMS6XPj9QSndH4ac/GD/fv3YzabmTdvntKheCWNwcCAu++k/223YK+rRxcS3OH1lebOncuzzz7L3r17GTlyZNcG6mNycnK6vLnGdbpZUePv3zxbsVqvR6XR4HI4cNmluU0oR2pIuonL5WL/M38j/7+fYC4uwWEyUb0vi6zHf0fV7j1Kh+czSktLOXjwIBdddBFhYW0P8xRtU+v16MPDzmuxx4EDB5KUlMTSpUul+v88ZWdn07dv3y5dFyh05AgAqvbs5cSnn1Ods5+DL7+G02rFLyYav9iYLitbiPZIQtJNqvfspTJzJ2q9nqQH7mPki882t9Ufe/8jpcPzCS6XixUrVhAQEMCECRPaf4HoEvPmzePYsWPs379f6VC8RkNDA0eOHOnS5hoAY3xvYi9rrDk8/tF/2fd/j1O+aTOo1fS/4zaZnFEoSppsOsvWQGDtEShsfZ4FgKpNqwGITEshenAoUMPAq6awbdt26o4cwX5kC1p/vw4XG1h7BGz9QdfG1JI9zL59+zh+/DhTpkzp9lE94gcpKSn07duXpUuXyuReHXTw4EFcLhepqaldXlbinXcQ0L8fJctXYimvIDCxP72vvIKQVDlXQlnyqd1J2qojpO14EHa0/Tx1UX9gALbs1fDG8wDYGgKAiYAL1XtzQd3xjoBpQGXiV9ijuvaOyltYLBaWLl3KoEGDiImRamclqVQq5s6dyz//+U+OHDmidDhe4cCBA/Tp06dLm2uaqFQqYmZcQsyMc2fVFUJJkpB0kj10AJljXiRtdCszTZ0WWVRK/h//SWVNJLm6XxLQO5qijEygivARg9Hc8+R5lZu5cyd9Qgd0IvLu4XA4qK2tJSgoCM159EU4X2vWrMFsNjNz5kxOdfNIAa1Wi8FgkFqZM4wYMYK4uDi+++47hg8frnQ4Hs1qtXL06FHmzp2rdChCKEo+QTtL509d0ACIG9nm04xx0PfmWo5/8BGl27IoJQsAQ2QkiT//JZznLIl1h6q9ornG4XBQU1OD0WjssoSkpKSEzZs3M336dEJCQro9IVGr1c0P0UitVjNnzhzeeecdEhISlA7HoxUWFuJ0OruluUYITyYJSTdKuHohIUNTObVmLbbaWoIHDyL6kkvQBsqaFRfK5XKxePFiwsLCmDx5MlZr62uNiO41ZswYvvnmG7Kzs5k0aZLS4XisgoIC4uPjCQ4OVjoUIRQlCUk3Cx6cTPBgmazLXfbu3cuxY8e49dZb0Wq1kpB4EI1Gw+zZs/noo48oLS0lKipK6ZA8jtlspri4mBkzZigdihCKkzpm4bXMZjNLly4lNTWVJB9dC8jbTZw4EX9/fzIyMpQOxSMdOnQIl8slMwoLgSQkwoutWbMGi8UinQE9mE6nIyUlhT179lBZWal0OB5n//79RERESHONEEhCIrxUcXExW7ZsYdq0aYSGhiodjmjDwIED8fPzY8OGDUqH4lHMZjNHjx4lvpUVlIXoaSQhUZAs035hmjqyhoeHS2dJL6DVarnooovIzMyktrZW6XA8xoEDB3A4HJKQCHGaJCQKqa6u5sknn2TDhg0+vTKqSqVCp9M1L+TlDnv27OH48eNcdtllHjH3h8PhwGazSYLZhvHjx6PRaNi4caPSoXiMrKwsevfujdFoVDoUITyCJCQK0Wg0JCUl8cEHH/D8889TWFiodEhdQqfTERsbi06nc8v7mc1mli1bxtChQxk4cKBb3rOzHA4HdrtdEpI2+Pv7M378eLZt24bJZFI6HMWZzWYOHz7M4MGy0rcQTSQhUYCtupqy/33NqOwD3GEMIvToMf781FN8/fXX2Gw2pcPzaKtXr8ZqtXpMR1bzseOUvvsBAV9+Tcm/3qI+RxaUa81FF12Ey+Viy5YtSoeiuNzcXOx2uyQkQpxB+fruHsZaUcme3/4fllOlzdtSgIHxcXyxfDk7duzgxhtvJCUlRbkgPVRRURFbtmxh1qxZhIS0vZhhd6jbvYeT//gXOJxoAVNZOaY9e+l1/bWEzZiudHgeJzAwkDFjxrB582YmTZqEwWBQOiTFZGVlER8fr8jMwkJ4Kqkh6Wb5n3yK5VQpfjHRJD1wH/3vuBW1wYCuoJAHZs8hJCSEl156iX//+9/SAfAMTR1ZIyMjmThxotLh4HI4KPnoY3A48R+aSv3M6QReNAGA0s+/xF5bp3CEnmnSpElYrVa2b9+udCiKsVgsHDp0iKFDZWFMIc4kCUk3q9jWuCzwgJ/eRfT0afS+Yj5x8y8DwJF7iF//+tfccsst7Nu3j9/97nds3LgRl8ulZMgeYffu3eTn53tMR1bLiQLslZWo/f3pddcd2Pv3I3LRDeh7x+Gy2zFJ002LQkNDGTlyJBs2bOixzZMHDhzAbrfL2jVC/IgkJEpRqTCXlpL7/EsUfPE/AKqzc6g/epRJkybxhz/8gWHDhvH+++/z/PPPU1xcrHDAymloaGDZsmUMGzaMAQM8Y4Xj5iRRpaJp/JBKpTpjNJEkka2ZOnUq9fX17Ny5U+lQFJGdnU3v3r0JCwtTOhQhPIokJN0sfGwaAIf/8Qa7H/wNpRnr4fSwX1tVFfv+7wlM+ScICgri9ttv55e//CXV1dU89dRTLF68uEfeVa5evRqbzeYxHVkB/BIS0IaF4jSZOPX2u2iP51P2n0+wFJxEpdViHCJ9gFoTERHBsGHDWL9+fY8bmWSxWDh48KA01wjRAklIulnCdddgiIzEUlKC/Yw+IkHJgwganIzDbObE5182b09JSeGJJ55g1qxZLF26lKeeeorc3FwlQldEUVERW7duZfr06R41vbZKq6HXDdeBWo1p7z4Clq+idkPjHBuRCxegDQpSOELPNnXqVKqqqtizZ4/SoXSrgwcPSnONEK2QhKSbGSIiGPH8XzFE92r8OboX/e+8nWF/+iN9F90AQE1Ozlmv0ev1XHHFFTz++OMEBgbywgsvsHnzZurr67s9/vNls9koKiq6oJodp9PJ4sWLiYqK8oiOrD8WNHoUfR75DUHjxuCMjCBgxHDif3kf4bNk5db2xMTEMHjwYDIyMnx6YsAfy8rKIi4ujvDwcKVDEcLjSEKiAH1oKEGnJ/WKGD+O3pdfhlqnw3y6n4imlZkb4+LieOihh7j55pspKCjg5ZdfZufOnR7d6dXlcmGz2S4oxjM7smo0mi6IrvP8E/sTd/ed2BddT/x9PyNgqNz5dlR6ejplZWXk/CgB91VWq1Waa4Rog/LDFXqoqPSplG3cROHiJdhr69AY/SlZuRqAXulTW32dWq1m8uTJ1NXVceTIEb788kt27drFFVdcQWRkZHeF3+UaGhpYvnw5w4cPJzExUelwRBdISEggMTGRdevWkZqa6tblBTzRwYMHsdlskpAI0QpJSBQSPm4MsXPnULR0Gae+X9u8PXTUyOZhwG3x9/fn2muvZdSoUXzzzTe8+uqrpKenM3XqVI8YFttZq1atwmazMWfOHKVD8TkajYZ169ad9+tqa2sJuoC+MW3Vbk2bNo133nmHgwcPkpycfN7v7U2kuUaItnn/N5eXsZsaqNi2DVttLVHTphIx+SIqtmzDZbcTOmok4WNGozqP5omkpCTuu+8+1q5dy9q1a9m3bx/z58+nf//+XXgUXauwsJBt27YxZ84cj+rI6isu9It/3759DBkyxK2x9O/fn4SEBNatW8egQYN8tpbEarWSm5vLtGnTurVch8VCxfYdWCsqCejXl5BhQ332dyy8nyQkbtDhO85jx1EvWYrKYm3eZI3vjXrB5aj0egrMJtiwocNlNtHr9cyaNYsRI0bw9ddf8/bbb5OWlsbs2bO9biXRMzuyTpgwQelwRBdTqVSkp6fz4YcfcuzYMa9OpNuiRHNN7cFD5PzpL9iqqpq3BSUPYsjj/4dOEn3hgSQhcYOO3HHaa2rI+/u/cFms6HpFYYiLpS4rG33BSYL35RB7842djiM6Opo777yTHTt2sGLFCg4cOMDcuXMZMWKE19wV7dq1ixMnTvCTn/zEYzuyCvdKTk4mJiaGtWvX+mxCkp2dTWxsLBEREd1SntNqJefPjcmIPiKCoKSBVO7eQ23uQQ6//k9SHnm4W+IQ4nzIKJtuUrttOy6LBUNCPP3/+Ht6/+JnRN91Z+O+LVtw2e1uKUetVjNu3DgeeOABEhMT+fzzz3n33XcpLy93y/t3JZPJxPLlyxkxYoTPfjGJczXVkhw5coSCggKlw3E7m81Gbm5ut849UrF9B7bKxmQk7e8vk/J/DzP8z08BUL51O9aq6m6LRYiOkhqSbmI//QHg168fVRkZNBzOw6Vr/PW7LFacZjOawEC3lRcUFMR11113VqfXadOmMXny5G7t9KrRaAgODu5QbceqVatwOBxe15HVZrNhNpux2WzodDqlw+kSloKTaDI2ULh5K4aEBEKnTHLr9ZqamkpkZCTr1q1j0aJFbntfT3Dw4EGsVqvbm2vaaipW7dyNGrCEhrBh27bGjS4Xar0eldXK5lWrIOr8R+VJraXoSpKQnCE0LxRdsA5Gt/08Ta4GlaX1JhBntBNn9NmTPRkS4gGo3rgRnGfPyaHW+6M/EoxK9UOFlT3JDv6tx6AuUaMuab2Cy2Vw4Uh2MGjQIO6//36+//571qxZw969e5k/fz79+vW7oOM4SwNoD7VzCSU1LqjW3nGcOnWK4u+KWThpIWFHf1jjo+k42nLmcejNevR1ekhqOyx3crlczQ9fVL1hI8XvfYjG5aIWqN22g8qVq0l46EEMcbFuKUOtVjNlyhT+97//UVJSQnR0tFve1xNkZWURExPj9mH5bTUVm9QaTqzNQH2igH7GAAx9+1C1NoNTVisunZbE0aPwk9mEhYeRhOQMMx+ZiTXJSvXGtqszg+8MRpvb+q+u/qF6TA+bztoWOHoUKj8/XGYzACqHFpemsZnGaW3AsLCOgNq+zc+vyKjAMbj1L2K/9/wIeC6g1f32ZDuV6yuBxk6vs2fPZvjw4Xz99de89dZbjBkzhlufvRX9If15HceZNMc1hM1oe4Gwjh5HGGE8xmPw5dn7zzyO1vz4fDTc3ADSH9Yt7NU1lHz4X3C5sPftQ/ToUdRu3oK1uISSDz6iz28fcltZI0eOZM2aNWRkZHDNNde47X2V1NRcM2XKlG4t1z95EH4DEjEfyeP408+g9vfD2dD42WMZmoraYOjWeIToCJ9MSJYvX87TTz9NZmYmarWaCRMm8PTTT7c7amPlX1YyeORg/PBr83k1b9W0W7PwYyqVGtcZ06e7NHbUhgAcGgMqUwUnHl5D9MQFzfsdfduuFTDfasY6x9rqfpfh3Lv12NhY7r77brZv386KFSt4ceKLTHtwGklJSS12em2zduR0jJWr2k4WOnIcu/vs5vu133PlgiuJi4tr9zh+7MzzYTabKagroC9923mV6Ii6Xbtx2e3o+yRQPesSgkeNImTiePJ++xgNhw5jr6pC20YN2PnQaDRMmTKFJUuWMH369G7rANqVDh061CXNNe1RqVTE3/czij/4D3U7d+FsMKP28yNo2lSq4+PafwMhFOBzCcm6deuYO3cuqamp/OlPf8Jut/P666+Tnp7O+vXrGTduXKuvrUqswpZkazchaa8J4UwHDx7EYrGA3Y7+9Mqm1uuvQaXV4AwOwbXme/wOVFBiP0GhatcPLzwMBoOBQYMGtfi+7TantEKtVjN+/HhSUlJYsmQJ7+x+h6T6JC6//PLzn7DJH+zDO9cZty6ojs/zPmfQjEH0mtMLO+f/fmeeD6vJivVQ64mau1gKTlK+dDnmvDxU/kb0CXG4hg3r8nK7m9Pa+LvUhoTA6aRVExiISqPBZbfjtLj3d52WlsbatWtZv349CxYscOt7KyErK4vo6GiioqK6vWxNYCC9770be20tjpoadJGR2FUq8nfv7vZYulPFjkwKFy+hoagI/9hY4i6/lPAxaUqHJTrA5xKSX/7ylyQkJLB169bmOThuueUWUlJSeOyxx1i5cmW3xnNmQnE8sT/mvKOE7c8lcsF8rMXFFB89jgvoM2kSgd34hRYcHMwNN9zAgQMHWLx4Ma+88goXX3wxkydP7taOaytXrsThcDB79uxuK7OzGo7kceL5F3FZf6jx8s/Pp9Rspfc9d3nNEOuOMA5uvH5N2TnoQoOxRkdTvmYdLrsdbUQ4ugvoGNkWnU7HpEmTWLVqlcet8Hy+mpprJk+erGgc2qCgH1aftnZ9sq6kwiXfkffG280/W0pOUbV7DwN+ehex87yrs3xP5FPDfisrK9mzZw/XXnvtWROCRUdHk56ezqZNmxSMDqIWLgCNmvo9ezn+h6cp+tdbuCwWjIOTCRiuzPoWgwcP5v7772f8+PGsXr2a119/nfz8/G4p++TJk+zYsYMZM2Zc0JTkSin9/EtcVhv+yYOI/9UDhF91JS6VivrMnTQcOqx0eG7l16cPQePHgtOJcf0mTj71DDUbG/+OohZeiUrt/o+QsWPHotPp2NDBSQI91eHDh7FYLN063Lcns5tMHHv/IwBi5sxi2J/+SMzsWQAce/9D7KYGJcMTHeBTNSTBwcHk5uYSEHBuZ8+ysjLF13gxDk4m4aFfUf7tdzQcPoLGaCR44ngiLp3XJR/sHWUwGJonUPv666958803GTt2LDNnzsTfv42hPp3gdDr55ptviI6ObrMZTQlOpxN7K/PCOM2W5qQj8pZFaMPCMPbtQ/HevegPHaFmz160/drvv6LValEreM7PR+ztt6GNjaFszVo0DWb84nsTPm8OQaNGdkl5fn5+TJw4kQ0bNpCent7i37M3yMrKolevXvTq1UvpUHqEmpz9OM1m9FGRDLjnblQqFcGpQ6jctRvLqVPUHjhA2OhRSocp2uBTCYlGoyEp6dzxnnv37mXjxo0e0SxgTBqI8cH7lQ6jRXFxcfz0pz9l69atrFy5kpycHC699FKGDr3w9S+avtx//AWcmZnJyZMnufPOOz1ubgO73U5xcfE520tLS3FYLAQDKiBnz16coSEAGE73pSgpLT2njV6j0ZzThyAmJga9vvURTp5EpdUQMnMGhaWlBGYfwHz0GEVvvoNp0kSirroStV/bfa4uxMSJE9m4cSObNm1i5syZbn//rma32zlw4ACTJk1SOpQeofbQYY69/yEA1tIy9j32JIl33oGxT0LzYAIlb/pEx/hUQtKSuro6brnlFgAeeeQRhaPxfGq1mokTJzJkyBCWLFnCJ598wq5du7jssssuaJXSpi/3M7+ATSYTK1asYNSoUfTr18/NR9B5Wq2WmJiYc7Y3bSveuoOG7BzC128iZPo0rIWF1OSfACBx9kwMCQkdKsOb1Kz5Hv+NW2jqPuyyWqn6fh3WU6XE//I+t/ebMRqNjB07lq1btzJlyhT8uiDp6UpNzTXdPbqmPVqtFoPB4HXXX1saThaS9fjvcJyeUgGgJjuHvb99lMDkQVgrK9EGBxOc6t6FIYX7+XTKaDKZmD9/Pnv27OGRRx4hPT1d6ZC8RkhICDfeeCOLFi2iuLiYV199lfXr1+NwdHyEUWtWrFiBy+XyiBqrlqjVavR6fauP6OuvRRMUhK2oiLKP/kvN942zZYbNmkHQgAFtvrbp4S3NNQBOm42qZY2dwUMvnUvS6680JiFaLabsHMx5R7uk3MmTJ2O329myZUuXvH9XysrKIioqyuOaa9RqdfPDV5z8+hscZjNByckMuPenzaPBnFYrNfuyQK1m4L13o/bRWZR9ie+kyT9SVVXFZZddxsaNG7njjjv405/+1KHXhYWFERbW+mRfTqfTZ2fkbMmkSZNIS0vj22+/ZcWKFWRlZXHjjTd2eK0Zk8lEcXExwcHBGI1Gjh07RmZmJtdccw19+vRxe7xNU7eHhIR0XUfZ8HAiXnyO4qXLqM09iDYoiF4XpxOaNtqnRtg0MZ0owFlfj0unY/Btt6LSqCEmhvpNm6nctgNVcTHhY8e4vdzw8HAmTpzIli1buOyyy7ymictms3HgwAGmT5/ebq1it1yvLZR5IbWdSuhIc27twUMAxC+8gogJ4wkalMTRd96jet8+tMHBDP3j7wjs3++8yvzx70elUrWZxPlSjZOSfCdNPsOpU6e4+OKL2bhxI3fffTdvvfWWR35R2Gw2ioqKsJ0xYZon8vPz4+qrr+a3v/0tarWa5557jk8++YSGhvPrte50Ovn444/p3bt3t89c6W768DD6LLqB1D/+juTf/IqwMWkeeY25g/b0mjUqmw3z6b41TrudhhMnAdAFdd3Q3JkzZ2IymbxqxM2BAwcwm82MHt3OGhTCLZqGNNcfOw5AYGJ/gpIb+xIGDRxwXsmIUJbPpXW1tbXMnj2b3bt38+CDD/LCCy+49f0bGhowmVqfTv18WK1WSkpKUKlUXnH3FxgYyJ133snWrVtZtWoVO3fu5NJLLyU1NbXVL2Pr6XkPampqyMjIID8/n7vvvpvq6q5ZbbTp3FRXV3t8oudNAoamUp+Vzb5HnyBw9CjMR45gKSpC7e8PSQOoqKjoknLVajXDhw9nxYoVDB061CvuRLds2UJUVBQGg6Hd34sS16vNZuuy8+VuHWkijp4+jeq9+8j/5DNM+SdwOZ2Ub9kKQK/pF19QmT/+/RiNRq8d7eVNPP+v+zz9/Oc/Z/fu3TzwwAMXlIxUVla2OuRTNFZnXnTRRQwZMoRvv/2Wjz/+mOTkZC677LI2m7pMJhMrV65k9OjRXdJUI7pW9C03ceSZv+KorKJ6XQYAKoOBuJ/eiaaLhoY3mTp1Knv27GH37t2MGeP+piF3stvt7N+/nwkTJvhsjZmniUqfSs3+AxQvX0nZxh/mmoq9dC6Rky9ySxkmk6nNG9Ha2lq3lNPT+VRCsn//fj744ANCQ0MZOXIkH3744TnPuemmmxSIzPeEhoayaNEi9u/fz7fffssrr7zCJZdcwsSJE1ts9129ejUul4tZs2YpEK3oLF14GLYbr6evzYYlvwBtaAhB48f+MANoF+rVqxdDhgwhIyODUaNGedww8TMdOXIEs9nscaNrfJlKrWbgz+4heuYMKrbvAJWKiHFjCRyQqHRo4jz5VEKybl3jaIeqqipuv/32Fp8jCYn7qFQqhgwZQmJiIqtWrWL58uXs2bOHK664gvj4+ObnlZSUsGvXLi6//HICT/dHEF5IqyF41EgYN7bbi05PT+f1118nKyuLESNGdHv5HZWdnU1kZCTR0dFKh9LjBCUNJChpoNJhiE7wqU6t99xzDy6Xq82HcD8/Pz8uu+wyfvrTnwLwr3/9i2+//Raz2YxarWbbtm3ExsYydmz3f5EJ3xAXF8egQYPIyMjA6Tz/RSW7g8PhYP/+/W32qVKaw+HAZrO5Zfi+EO7mUwmJUFZ8fDz33HMPs2fPJjMzk1deeYXFixdTVFTE/PnzfWruA9H9pk6dSklJCbm5uUqH0qIjR47Q0NDg0c01DocDu90uCYnwSPINIdxKo9EwefJk7r//fmJjY8nMzCQtLY2EDsxeKjyXzWbDbDYrOnKpX79+9OvXj7Vr13pkbWdWVhYREREtzvIrhGifT/Uh8TYqlQqdTuex1budERYWxk033cSJEyeIjY1VOhzRSZ7S7Jmens57773HkSNHGDjQc/oLNDXXjB071if/noXoDlJDoiCdTkdsbGzzbI2+RqVS0adPH589PtH9Bg4cSFxcXHMHdk+Rl5fn8c01Qng6SUiEEF5DpVIxbdo0jh49Sn5+vtLhNMvKyiI8PFxqA4XoBGmyEV3CUlhI+TdLMB04gEqnJ2hMGhGXzUUjsx16FXt1DeWLv6V2526CrFZK92QRtWA++qhIxWIaPHgwvXr1Yt26ddx8882KxdGkqblmzJgx0lwjRCdIDYlwO0thIfnP/I3aHZk46uqxV1ZSuXIVJ557EafFqnR4ooMc9fXk/+VZqtZm4KipQW02U7d1G/l//iu2cuWmHler1UydOpXc3FyKiooUi6PJ0aNHMZlMpKamKh2KEF5NEhLhduWLv8PZYMYvsT+9H/41IbfdjCYoEMuJAmq8cCn5nqrq+3XYSkvRhocT/Yt7qbt8HrrYWBy1tVQsW65obMOGDSMsLMwj+pJkZWURFhZGXFyc0qG0S6VSNT+E8DTSZCPczrT/AABRVy/EZfTHEhFO4EUXUb18BfXZ+wlNn6pwhAIaV19ua92mupz9AITMnokuaSAOq4XgS+dQ/ta/qc/Z37xwYmu0Wm2XzT2j0WiYOnUq33zzDaWlpURFRXVJOe1xOBzk5OSQluYdqz3rdDr8NBpc5eU4gkPQGLt2HaLO0mg0HU86XS6oqcUFVDsdhISGXtA58eSlCXydJCTCLQ4ePIjFYgFAB6iA/JdfRXW6iabh9Lba3XvI/vd7ONNGgUqFwWBg0KBBSoXdo9ntdoqLi8/aVlpa2jxplrGhAR1w8uBBLEEBWCwWThw9hhEw2x3s3r27+XUajeacpCAmJqZLV7EeNWoUa9asISMjg6uuuqrLymnLsWPHMJlMXjG6xuVwUPb1YnSrVnPUagONhuAJ44m+4VrUfn5Kh9ei5OTkDj2vfv8BTn38CdbCxia80Ihw4m+7heCUwV0ZnnAzSUiEW5yZVJzo3xfTvuzmZAQakxEAldOJduNmomJjCZ8jC+0pSavVnjOJ15k/15qtlL3/If579hEdFoZKp6N6WyYuIHLyRQwcObLd9+9KWq2WyZMns3z5cqZPn97matNdJSsri9DQUK9orin9/H9UrlyFClDpdbisNmo2bsJRXU38L+9TOrwLZs4/wcmXX8Nlt4NGDS7QlFdQ/Orr+D35GPoYWVfIW0gfEgXZbDaKiooUnf2yK9hKSlvdFzBqJAAVy1bgssv01UpSq9Xo9fpWH+GTLyJw9ChcdjvVq9ZQtXQ5LrMZ/0FJRM6e2eZr9Xp9tywVMHbsWPz8/NiwYUOXl/VjTc01Q4cO9fjmGkd9PVXfrwXAPuNikv7+CgkPPQgaNfVZ2Zg9aAj1+apYvhKX3Y4xdQgDX3yePn/5E/aYaFxWK5Wr1ygdnjgPkpAoyOVyYbPZFJ/90p2cViu2U6cAMA4dAoAjKAjjyOEA6EJCQKPBUVeHrbJSsThF+1RqNXH33EXcvXcTNH4cQePGEHPHbST86peou7Ap5nzo9XomTpxIZmYmtbW13Vr28ePHqa+v94rmGmtRMS67HW1oCM4hKahUKoyDkzEmJQFgyT+hcIQXznKiMfawSy5GY/RHHxKMfVjjiCfzce9NtHoiabIRHZKbm9uxBblcLtQGAyqLhTqNpjnjrS85hQqoKC9H7XDgUqs5XHACSk+1+lYajabDbciia6jUaoLSRhOUNlrpUFo1YcIENmzYwMaNG5kzZ063lZuVlUVISAi9e/futjIvlCYkGAB7TS1UVwPgaGjAcrKwcX9wsGKxdZY2OBhrYRENh48QOHwYGo0G3anGWlptSIjC0YnzIQmJ6BCHw0F6enqHnnv06HFOfvUNmuz9uDQaNLW1UFsLKhWa3IO4gF5TJpM8q+0+JJ4wpFN4Pn9/f8aPH8+WLVuYOnUqRqOxy8t0Op3k5OQwYsQIj2+uAdBHRWEcnIzpQC66jz+ncH8uDYeO4KitRRseTsCQIUqHeMFCpk7GdCCXiu+WYT56DJfTiSb3YOO+KZMUjk6cD2myEW7X58brCRuT1tjJ7MxaFZcLl9VK0OBkBtz9E+UCFD7noosuwuVysaWb5rk5duwYdXV1XtFc0yTmjtvQ945DZbFQu20H9spKNCEh9P7FPai03jvUNWjsGMJmzwQapxxoOH3TE3HF5QQOH6ZscOK8SA2JcJuGoiJOrc3AXlND5KSJxC+YT+2hw6DWUH/sKOaiYvxiYki45iq0gYFKhyt8SGBgIGPGjGHz5s1MmjQJg8HQpeVlZ2cTEhJCfHx8l5bjTrrwMHo/+luyF39LvL8RQ1QkgSNHeEx/oAulUqnodc1VhE6ZTN2+LFQqFQV+BiInS+2It5GERLhFyeo1HHrtH+B0Nm8zJsST/Jtfk/v8i5hOdy6rPZBLacZ6Bt57NzGzZioVrvBBkyZNYtu2bWzfvp3Jkyd3WTlOp5Ps7GyGDx/uFc01Z1GpsPVJIGTkyC6dI0YJ+phowk8P8S3Yt0/haMSFkCYb0WmW0jIO//2f4HQSMnwYvRfMRxcSgulEATlP/RnT8Xy0wcHEXXE5oSNHgNPJ4X+8gflHk3IJ0RmhoaGMHDmSDRs2dOlQ+uPHj3tdc40Q3kBqSBSk0WgIDg72/KmKbQ0E1h6BwpZ7rJeu3IzL4SAoMZ6h91yBSqUianAvdv/lLSyljb3dh/z0KoIT43G5RpD1UjXVB49RuuQzEuZOabXYwNojYOsPOs+e3lp4jilTprBz50527tzJ+PHju6SM7OxsgoODvaq5RghvIAmJgjQaDaGhoUqH0S5t1RHSdjwIO1re7ygcAPTHv2obdS9/Qd6JZOrNgZx5efkvuxW0dlSAf8VgqonHvuVdOPF4q+WmAZWJX2GPkjtR0TGRkZEMHTqU9evXM2bMGLcn+03NNUOHDu2Wid86y1ZeQeXKVTQcyUPt749xbBrodUqH1aWcTmfzwxvOkfiBJCSiXfbQAWSOeZG00S3PRRGUdRj+/l9O1cRzqqLlKbQPa+8l8drZmApPUfrmF4CF4IUPw4jW5xnJ3LmTPqED3HEIogdJT0/ntddeY8+ePYxu5Zq9UPn5+dTW1npFc42lqJgTf30WR1198zZTzn78ByXhamfaf29mt9uxWCzY7Xaf6yfj6yQhEe3T+VMXNADiRra4OyxmOEFrdlF7epXflpTv2k/5rv3NPwclDyJ81tXQxh1s3aFqaa4R5y0mJobBgweTkZHByJEj3XqXnJ2dTVBQEAkJCW57z65S+tkXOOrqMSTEEz53NtbiEsq//Q79wUOYDx/BkOq9c48I3yT1WaLTVGo1/W+79axtAf37MfiR3+DftOjY6dEIGj8/YubOJvV3j6Py9L4zwmulp6dTVlZGTk6O297T6XSSlZVFamqqRzUFOJ1OrFbrWQ9LQwP1WdkARN56M34jRxA8ZxbGMY01RnW79pzzmrYezjNGzwnRVaSGRLiFxu+HqtHYS+cy4O47MZecwtq0Xo3LRejoUfS7eRGBif0VilL0FAkJCSQmJrJu3TpSU1PdMjz3xIkTHtlcY7fbKf7RiLXS4hICXC5UwIHcXJynSgDwr65GD5SXl3Fy9+5z3kuj0RAVFXXO9piYGGn+EF1OEhLhFsaEBLTBwdhraij6bhn2ujrKNm3GZbM3P6dq5y72Hchl5HN/xb+35y/XLrzbtGnTeOeddzh06BCDBg3q9Ps1Ndf06dPHDdG5j1arJSYm5qxtMTExFA9JoSE7h4it2wmdPQtbSQmVh44A0Hf6xfgnd/x3otXKV4XoenKViQ7RaDTtry0zbQrqb5agcrkoXbe+ebNTo8E5/1I0m7fiKC5h+9//gWv2jA6VKcSF6t+/PwkJCaxdu5akpKRO1ZJ4anMNgFqtbrH2Ivraq8n/63NY809w6s23m7cHjR9L8FD31BoJ4U6SkCjI6XRit9vRarUe9yH3Yx1adXfIEBpSh1Dyn08alzN3udBERGAaNIBBo0dB374UvPQqhtJSEr14MS/hHVQqFenp6Xz44YccO3aM/v0vvKmwoKCAmpoaUlNT3Rhh1zL0jqPvE49SuWIlDYePoPb3J3jiBEImTZRkRHgkSUgU1NT260vts/4DBtDviUc59oensZwowFFejnFzOQWbt6GNigRA7S8jZ0T3SE5OJiYmhnXr1nUqIcnKyiIwMJC+ffu6Mbqup4+KJHrRDUqHIUSHePZtufBK9dk5WE4UNP/sOv1/e2kZAEHjxioQleiJmmpJDh8+TEFBQfsvaIHL5SI7O9sjm2vEubRaLQaDQfq9eCH56xJuV75k6Vk//7hy2F9G2YhulJqaSmRkZPt9oFpRUFBAdXW1VzXX9GRqtbr5IbyLnDFxXlqa8+CcORBOFgKgDgok8hf3Ykkdgn5gYvN7NBQWypwHotuo1WqmTJnC/v37KSkpOe/XZ2VlERAQQL9+/dwfnBCimdRpifPS0pwHAKWlpTgcDgAC/Axo6+tx1NZxtLiIhrSRqL/PoGkFjWMVFThOz4HQ0rwHvtSnRniGESNGsGbNGjIyMrjmmms6/DpprhGi+0hCIs5LS3MeAGdtqzVbKXv/Q1RA0BdfE6zT4bJaG18fHsbQuXNQtfHhLm2/wt20Wi1TpkxhyZIlTJ8+nYiIiA697uTJk1RVVUlzjRDdQFJ+cV6a5jxo6xE+ZRKhM6Y3vsDlak5GNMHBJPzqAQx+fm2+Xu5ERVdIS0vDaDSyfv369p98mjTXCNF95FZUuJ1KpSL6+msJm3kJ1es2YK+tIXBoKoGjRrZZMyJEV9LpdEyaNInVq1czffp0goOD23y+y+UiKyuLIUOGyCR9QnQD+XZQUFPzh682UegjIohaeAWxt95MUNpoSUaE4saNG4dOp2PDhg3tPrewsJCqqiqPW7tGCF8l3xAKamr+kCYKIbqHn58fEydOZPv27dTX17f53KysLIxGozTXeBmHw4HNZmvuZC+8h3wTCiF6lIkTG6dO37RpU6vPkeYa7+VwOLDb7ZKQeCFJSIQQPYrRaGTs2LFs3boVs9nc4nOKioqorKyU5hohupEkJEKIHmfy5MnYbDa2bt3a4v6m5prOrH8jhDg/kpAIIXqcoKAg0tLS2LRpE9bTw9KbNDXXpKSkSHONEN1IEhIhRI80efJkGhoa2LFlC5aiEux1dThMDRQVFVFRUSHNNUJ0M98cbyqEEO0INhi4sq4B//f/w7EztlvCw4g36EhMTGztpUKILiA1JApyOBxUVVVJb3AhFHD8909jrKk9ZzVqQ0Ul6SVl2AqLFIlLiJ5KEhIFORwOampqJCERopvV7tqNvbLyh5/1OvwHJQHgAtROJxVLlysUnegMlUrV/BDeRZpshBC+xdaAtuoIAE6nq8WEv27T943/UKnA5SLLz8CosQMwHDzUXGPScPAArsLd7Ran0WhQq1XYQweAzt9NByEulE6nw8/PD51O1/6ThUeRhEQI4VO0VUcI+3RBm88xnUykhkRwOQEVA1zVFCxexoAznmOvqsb11n1ER3Ss6aby2q+wR0lHWCEulCQkQgifYg8dQOaYF0kbPbrV5/Q2mSl46LnG9hmgV62GKPhRfxI1h/JTMVz1F0IH9WuzzMydO+kTOqDN5wgh2iYJiRDCt+j8qQsaAHEjW38KkHjnHeS9+XbztjOTkcgpk0ClpixjPUWbDxI6bUGbRdYdqpbmGiE6SRISIUSPFHfZPMLSRnP8g48o374Dl9WKLiWZwbfcTHDKYCp37qIsYz0NhYVKhypEjyAJiRDC52g0GtatW9fivtra2rM7uiYPJLCoEEPeMerMZtYezIWDuQRs2IQfUIWLr7/+Go1GQ1BQUKvlCSE6RxISBalUKnQ6nQxPE8LNkpOTz+v5Db2iyf/rcxiOHiegegkqtRpbWRkAiVdfRcCQlK4IUwhxBpmHREE6nY7Y2FgZniaEwvwHDiDy5kVgMGCvqMBWVobKYCD65kWSjAjRTaSGRAjR49kqKrAVF6OOi0Wv1xM4NJWwi9NR+/kpHZo4TzabDbPZTENpKXXrN2I+no82OJiQKZMwnp78TngmSUiEED2a+Xg+J55/CafJ1PgzYM49iEqrJXzmJcoGJ86by+VCVVZGwQf/bT6nADWbtxB19ULC58xSMDrRFmmyEUL0aCUffITTZEKfEI/u0jkEjhsLQOlnX2CrqGzn1cIT+W/YjNNkwpAQT/TNNxJ80UQASr/4H9bSMoWjE62RGhIhhM9yOp3Y7fZW99srKzEfOw4qFRF330mVzUpoRAS2sjIseUepzswkOH1qm2VotVrUarm38xSOmhq0JadApSL+gV+gDQ0lNH0qtrIyGg4eom73Hqn58lCSkAghfJbdbqe4uLjV/c6mBfbUairr61Dp9ZSXl2M7nWDUVFZhauP1ADExMej1erfFLM6fpaiY8sXfYso5AGckhyqDofnfGmPjxHWuNhJUoSxJSIQQPkur1RITE9PqflevXhRERWEvLUW9bCUhl1yM+UgeDYcbF+frNX4s+jZe31SGUI61uJj8Z/52Vn8RAFwuit58h/C5szHnHaVuzz4AAlKHKBCl6Aj5SxJC+Cy1Wt1u7UX0dddw8vV/Ytq9B9PuPc3bQ9KnENi3b1eHKDqpbPESnCYTfv36EnXdNViqqij59/uorFbq9+6jfu++5ueGTL4Ivz4JCkYr2uKTDZ9Hjx5l4cKFhIeHEx4ezi233EJpaanSYZ3DZrNRVFSEzWZTOhQheqzAkcNJ+M2vCBgxHG1YKH79+hJ9841EL7pB6dDEaU6nE6vV2uLDtP8AAGELF6Dt2wf9kBQsI4cBoAkORhMagr5PAhHXX0PY9de2+j5Op1PJQxT4YA1JeXk5F198MVarld/+9rfY7XaeffZZ9u7dy7Zt2zyqrdflcmGz2XC5XEqHIkSPZkwaiDFpoNJhiFa01BeotLQUh8NBkMuFGji8dx/2uloAdHX1ADT0iqJhenrj8wH27gUap/qPioo66/2kL5DyfC4heeGFFygoKGDfvn2kpDTOsDh+/HhmzpzJe++9x1133aVwhEIIIc5HS32Bmn6uOHqc6pWrCdq8lWB/f5x1ddQcOAhA/IzpBAwf1uEyhLJ87gx8/PHHTJs2rTkZAZgxYwbJycl8/PHHkpAIIYSXaasvUNTll2HOPYQlP5+qxUuatwdfNIHQtNGyVpgX8amEpLKykry8PK6++upz9o0ePZrvvvtOgaha53I6ceQdpe74CQIS+2Ho3VvpkIQQwqtojP70eeQharZsxZSzH5VOR9CYNAKGD5NkxMv4VEJy8uRJAHq38MUeGxtLdXU11dXVhISEdHdo57CcPEnBa//EXlpKKY3tmwEjhhN31x2yfoYQQpwHtV5P6NQphE6donQoohN8apRNbW1jhyaj0XjOPn//xklx6uvruzWmljhtNgpefg17aSn4+WEYOADUaur37KXkv58qHZ4QQgjR7XyqhqRptEpb1XTtVeGFhYURFhbW6n6n09nqqBin04nZbG43zqq9+7BXVKIJCUZ390/om5yM7Ugeec/8jdotW+lzyyI0AQEtvtbPz0+mqW6DTqcDICQkhKCgIIWjEaJtcr16B5VK1ebnrnSIdQ+f+i0GBgYC0NDQcM6+pm3BwcFdVr7ZbObgwYPtPs+Ws7/xH73jUPn7k5+fj0urAZ0Ol83God17UEdFtvjaQYMGtVgDJIQQQngzn0pI+vTpA0BRUdE5+woLCwkNDSWglZqHjmpoaMD04ymKT3M6nW1OU93ElJREyao1uI7lE6HVoYuMoG57JmabDZVeT0xSEmo/Q8uvNZk6VAvTUzWdm+rqaplwTng8uV69g9Fo7PR3h2ifTyUkoaGh9O/fn507d56zb9euXYwZM6bd96isrGxzddC2dGSaagDdqBFUxsVhLSyk4A9PoQsLw1ZWDkBo+lT8gqXqVgghPIXJZGr1RhTAYrF0YzS+y+c6I1x11VWsWrWKAwcONG9btWoVubm5XH/99QpG9gOVWk38L3+B/6AkcDgbkxGNhtCL04m66kqlwxNCCCG6nU/VkAA8/PDDvP/++1xyySX8+te/xmw287e//Y20tDRuuukmpcNrpgsPp8/Dv8ZaXIy9qhp9XCzaLuzfIoQQQngyn0tIoqKiyMjI4MEHH+TJJ5/EaDSyYMECnn32WQyGlvtlKEkfE9Pu8uZCCCGEr/O5hAQgOTnZ42ZlFUIIIUTrfK4PiRBCCCG8jyQkQgghhFCcJCRCCCGEUJwkJEIIIYRQnCQkQgghhFCcJCRCCCGEUJwkJEIIIYRQnCQkQgghhFCcJCRCCCGEUJwkJEIIIYRQnCQkQgghhFCcT65lcyEcDgcA5eXlmEwmhaPpOk6nE7Xad/NQq9WK3W6nvLyc2tpapcPpMr5+Hpv4+nHK9eobnE4n8MP3iLgwkpCcVllZCcCxY8eUDUS4hS9/uAvfI9erb6isrCQyMlLpMLyWJCSnBQcHA5CSkkJQUJDC0XSNsrIy8vLySE1NJSAgQOlwuoQco+/oCccpx+gbamtr2b9/f/P3iLgwkpCcptfrAejduzdhYWEKR9N18vLyiI2NlWP0cj3hGKFnHKcco/errKxk//79zd8j4sL4bqOeEEIIIbyG1JAIIYQQCrDZbKxevZrt27dz6tQp1Go1vXr1Ii0tjUsuuQSdTqd0iOd49NFHiYiI4Ne//rXb31sSEoVVVlbyhz/8gXvvvZfk5GSlw3Ebp9PJ+vXrWbduHWVlZQQFBTFixAguv/xy/P39lQ7P7eQ8ei+n08mqVatYv349lZWVREdHM2vWLMaPH690aF1CrlXP4HA4eOWVV8jLy2PChAlMmTIFp9PJoUOH+Oqrr9i7dy8PPvigRyYlXUUSEgVVVFTwyiuv0NDQoHQobrdixQq+/vprZs2axeDBgykpKeGbb76hsLCQBx54AJVKpXSIbiPn0bt98803rFixgvnz59O3b1+ysrJ45513UKlUjBs3Tunw3EquVc+RmZnJwYMH+elPf8ro0aObt0+fPp3ly5fz5ZdfsmnTJtLT0xWMsntJQqIAp9PJli1b+Pzzz5UOpUs4nU6WL1/OlClTuPLKK4HG0UsBAQG89dZbHD9+nH79+ikbpBvIefT+82i1WlmzZg3Tp09nzpw5QOMx5ufns2bNGp9JSORa9bxr9ciRIwAMGTLknH3Tpk3j66+/Ji8vTxIS0bVOnjzJRx99RHp6OikpKbz22mtKh+RWZrOZ8ePHM2bMmLO2x8TEAFBaWupxHw4XQs6j959HrVbLww8/fM5Qf41G41O1CHKtet616ufnB8D69euZOXPmWfsMBgOvvPIKWu0PX9GZmZl8//33nDhxApvNRmhoKGlpacyfP7+5Wef555/HYDAwefJkFi9eTHFxMVFRUVx99dUMHDiQzz//nMzMTDQaDaNGjeKaa65pHhn06KOPMnjwYBITE1m6dCk1NTUkJCRwxRVXtNu0d+TIERYvXkxeXh4AiYmJXHHFFfTv3/+8fieSkCggPDycp59+mrCwMHJzc5UOx+2MRiPXX3/9Odt3794NQFxcXDdH1DXkPHr/eVSr1cTHxwPgcrmora1l06ZNHDhwgEWLFikcnfvItep51+r48eNZtWoVn3/+OZs2bWLkyJHNCYFOpzsrGdmwYQMffPABI0aMYOHChTgcDnbt2sWKFSsAuOqqq5qfm5+fz3vvvcf06dMxGo0sXbqUN954g4SEBPR6PQsWLODQoUNkZGQQHBzM5Zdf3vza/fv3s3XrVqZPn05wcDAZGRm8/PLL/PKXv2TQoEEtHkdOTg6vvfYaCQkJzJ8/H7vdzqZNm3juuef45S9/SVJSUod/J5KQKCAgIMBnJwhqzdGjR1m+fDnDhw+nd+/eSofjFnIefeM8Ntm+fTtvv/02AMOGDfOpTq1yrXretRoXF8c999zDe++9R2FhIYWFhXz33XcYDAaGDx/O5ZdfTnR0NAArV64kMTGRe++9t7kvTHp6Oo899hjZ2dlnJSTV1dX8/Oc/Z/jw4UBjbd9///tfHA4HDzzwAABTp07l8OHD7N+//6yEpKKignvvvZeRI0cCMGHCBJ588km+/PJLHnnkkXOOwel08tFHH9GvXz8eeuih5uUBLr74Yp5++mk++eQTHn/88Q7/TmQeEtHlDh8+zCuvvEJkZCS33nqr0uGIC+Tr57F///78+te/5vrrr+fIkSO88soruFwupcMSF8BbrtVhw4bxzDPPcNdddzFhwgRCQkKwWCxs376dp556ioMHDwLw5JNPct99953VMbe2thaj0YjFYjnrPXU6Hampqc0/NyU1TUkGgEqlIiIigurq6rNeGxMTc9bzgoKCGD9+PMeOHaOmpuac+E+cOEFZWRkjR47EZDJRV1dHXV0dNpuNYcOGceLEieZlWTpCakhEl9q+fTvvvfce0dHR3H///QQGBiodkrgAPeE8RkVFERUVxaBBg/Dz8+Pdd9/l0KFDrVZVC8/kbdeqTqdjzJgxzf1f8vPzWbFiBdu3b+ejjz7iD3/4AxqNhuPHj7N9+3aKi4s5depU8/pHERERZ71fQEAAGo2m+eemWosf95NSq9XnJNyxsbHnxNerVy9cLhcVFRXnTI1fWloKwBdffMEXX3zR4vFVVFR0eIZeSUhEl1mxYgVffvklgwYN4t577/XIuQBE+3z5PNbW1pKVlUVqaupZH7Z9+vQBOOcOUng2b7lWLRYLS5cupU+fPmcN+YXGa+/OO++koaGBrKws6urqWLx4MWvXriUhIYHExETGjx/PgAED+O9//3tODcSZyciZOjLs+cx+K02aVjJuabXmpn3z588nMTGxxfds6ljcEZKQiC6RkZHBF198wZgxY7j99ttbvNCF5/P182iz2Xj33XdZsGABc+fObd6ek5MD4JF9D0TLvOla1el0zf1CfpyQNImNjSU7OxuLxcLatWuZMGECt99++1nPaakZpTOaajzO1DSD7I9rYuCH2hmDwUBKSspZ+44dO0Z9ff15re/juWdMeK3q6mo+/fRTIiIiuPjii8nPzz9rf1RUlM+uqOxLesJ5DA8PZ9KkSSxZsgSNRkNCQgKHDx9m2bJlTJo0ySNHZ4hzedu1qlarGTNmDFu2bGHLli1MmDDhrP319fXs3LmTwYMHU19fD5zbnLJv3z5OnTpFaGio2+I6duwYeXl5zbUdNTU1bN26leTk5BY7Rffr14+QkBC+//57Jk+e3DyUuaGhgTfeeAO73c4zzzzT4fIlIRFul5WVhc1mo7y8nGefffac/bfeeisXXXSRApGJ89FTzuONN95IZGQk69evb27vnj9//jlzQwjP5Y3X6jXXXMPRo0f597//zdatW0lNTcXf359Tp06xefNm7HY7N9xwA+Hh4YSHh7N06VJsNhthYWEcPXqUzZs3o9PpMJvNbotJq9Xy6quvNq+js27dOlwuF1dffXWLz9doNFx33XW8+eab/OlPf2Ly5MnodLrmv6U77rij1SakFst314GIC5OcnMy//vUvpcNwq0mTJjFp0iSlw+hWch69l1arZd68ecybN0/pULqFXKueITAwkMcee4xVq1axZ88elixZgtVqJSQkhFGjRjFv3jxCQkIAuO+++/jss89Ys2YNLpeLqKgorrvuOhwOB5988gnHjx+nb9++nY4pMTGRsWPHsmTJEhoaGkhKSuLKK69snqunJWlpac3znSxZsgSVSkXv3r352c9+1jz0uKMkIRFCCCEUYDAYuPTSS7n00kvbfF5cXFzzHCI/Nn369OZ/t7QCb2sJaGur9U6dOpWpU6e2Gsuf//znc7alpKSc04fkQsg8JEIIIYRQnNSQ/EhRUZHbey57irKyMkCO0dv1hGOEnnGccoy+oanjqegcSUhOaxpPnZ2drXAkXU+O0Tf0hGOEnnGccoy+oel7RFwYSUhOa5r0Zdy4cefMRie8R1FREdnZ2XIehVeQ69U31NTUsG3bthYnD/MWLfUN6W6SkPxIcHBwh6e5FZ6nqUpYzqPwBnK9CvED703nhBBCCOEzJCERQgghhOKkyUYIIYToRu+++y6bN28+a5tWqyUkJIRhw4Yxf/78Fqdqb4/ZbMZms53XNPlNsXjCZHmSkPiQyspK/vCHP3DvvfeSnJzcvP3UqVN8+umnHD58GLVaTVpaGgsXLmx1JczPPvuM/Pz8VifOEb6nM9dOYWEhX375JUeOHEGlUjFs2DAWLlzYPMuk8G2duXZsNhvffvstW7dupa6ujujoaObOncuYMWOUOJRud8011xAYGAg0/i6KiorIyMjg+PHjPPzww+fVSfb48eO8/vrr3HHHHWedB28iCYmPqKio4JVXXqGhoeGs7SaTiRdeeIGQkBBuu+02amtr+fLLLykrK2tx5r+VK1eyatUqBg0a1F2hC4V15tqpqqrihRdeICoqijvuuAOr1cpXX33FSy+9xOOPP35e61gI79PZz5133nmHnJwcFi5cSK9evdiyZQtvvfUWfn5+DB06tLsPp9uNHDmSyMjIs7ZFR0fzn//8h6ysrPOaev3kyZNUVVW5OcLuJQmJl3M6nWzZsoXPP/+8xf3r1q2jvr6exx9/vDkTDwsL49VXX+Xw4cMMHDgQaJy86LPPPmPv3r2t1pwI3+KOa2f9+vU0NDTw85///P/bu7uQJts/DuBf3XPrfMPXaeqcoRnODAsxI4QlWGQ8amYQddBBRwkK9nqQWYgFEaEeWHiyOpAwjVAy0ezFxIGhNKW5SoR0Sqmz5rtt7J77H/h4056V//m0dm/z9zmSaze3v2v7uf28rmvXxV3j7++PyspKfPz4ETt27HBYf4jj2CN3hoeHoVQqUVxczBUfiYmJmJ6ehlqt3hQFyc+sjW58+fJlw2fBuDoqSFzc58+f8eDBA8hkMkilUtTU1Fg8/v79e2zbto17UwCApKQkCIVCDA4OcgVJY2MjpqencfbsWbS0tDi0D4Qf9sid/fv3Y+fOnRbX/PXX6tuK0Wh0TEeIw9kjd5RKJUQikUXh4eHhgUuXLjmsH85Ip9MBAEQiEdf29u1bdHZ2Ynx8HEajEUFBQUhNTUVubi4YhkFLSwuePn0KAKisrERoaCi3r8js7CyePHkClUoFg8GALVu24PDhw9i1a5fF7x0dHcXjx48xMjICHx8fpKWlIT8/HwzDOKbjoILE5YWEhOD69esIDg7G0NCQ1eMTExNW87Genp4ICwvD1NQU15aXl4eoqCh4eHj88ZiJc7BH7gQEBHAL6IxGI8bHx1FfXw+RSISkpKQ/3wnCC3vkzvj4OKKiotDb24vW1lZotVqEh4cjPz/f6sPSXS0vL2NxcREAwLIsJiYm0NDQAIlEgpSUFACAQqFAXV0dUlJScPToUZhMJvT396OjowMAUFBQgN27d2Nubg7d3d3Izs7G1q1bAaxuaX/z5k0sLi4iMzMTYWFh6O3tRW1tLc6cOWPxPFdVVSE9PR1paWlQqVR4+fIlzGYzjh8/7rDngwoSF+fn57fuauzv379DKBRatXt7e1vM+0ZHR/+R+IjzslfurKmoqMDU1BQYhkFhYSG8vLzsGi9xHvbIncXFRWi1WoyNjSEvLw+BgYHo6upCbW0tioqKNsWUzY0bN6zaGIbB+fPnuZHG58+fIy4uDoWFhdw/jDKZDKWlpVCr1SgoKIBYLEZcXBy6u7shlUq5aZ/29nbMzMzg4sWL3Gj4vn37UF5ejra2NouCJCcnB1lZWQCAjIwMXLt2Df39/VSQEPsxm82/fIxGQ8h6Npo7J06cgNlsxqtXr1BTU4OioiJaQ7JJ2ZI7LMtibm4OpaWlkEgkAFbXkFRUVKC1tXVTFCSnT5/mjgxgWRY6nQ6dnZ24ffs2ioqKIJVKcfXqVRgMBou/uYWFBfj6+sJgMKx7f5VKBYlEwhUjwGrBU1xcbDUVk5aWxv3s6emJmJgYDAwM2KGXtqOCxM35+Pj8NGn1ej2CgoIcHxBxGRvNHalUCmB1UV55eTmePXtGBckmZUvuCIVCBAYGcsUIsPpBmJiYiO7ubkeFyqv4+Hirb9mkpqairKwMDx8+RHl5OQQCATQaDfr6+jA5OQmtVouFhQUAQGho6Lr3//btGzf186OIiAirtn/vXeLl5QWTybTRLv0W2qnVzUVERECr1Vq0rays4OvXr4iMjOQpKuIKbMmdoaEhqFQqi2sEAgGio6Nd/iuI5L+zJXfCw8PBsqzVaIrJZHLoQkpn4+/vj+3bt2NychJLS0uor69HdXU1xsbGIBaLkZOTg7KyMotRj1/ZyOnDznAwIP8RkD8qKSkJw8PDXEUNrK6ANxgMtOiQrMuW3Hnz5g3u378PvV7PXaPX6/Hp0yeIxWKHx0ycgy25k5ycjKWlJXz48IG7hmVZqNVqJCQkODxmZ7JWpOn1erx+/Rp79+7FlStXcPLkSchkMojFYu5gxvWEhIRgenraqr2npwd1dXVgWdbusf8OKkjcnEwmA8MwqK6uRn9/PxQKBeRyOZKTkxEfH893eMSJ2ZI7Bw8eBMuyuHPnDlQqFZRKJaqqqqDX6/H333/z3APCF1tyJz09HRKJBHK5HAqFAoODg7h79y5mZ2c3de7Mz89jaGgIMTExWFpaAgCr0WyVSgWtVmsxpbI2wvHjiFNycjI0Gg00Gg3XZjKZ0NHRAY1Gwy2cdRbOFQ2xu4CAAJw7dw6NjY2Qy+UQCoVITU3FsWPH+A6NODlbcicyMhIXLlxAU1MT7t27h5WVFSQkJODUqVOIioriMXrCJ1tyRyAQoKSkBM3NzWhuboZer4dEIkFJSYnFuhJ3NjAwYLFXi06ng0KhgMFgwJEjRxAZGYmQkBC0tbXBaDQiODgYIyMj6OnpAcMwFiOTa/fp6urC/Pw89uzZg+zsbCiVSlRWViIzMxNBQUHo6+vDxMTET3fq5puHeb3l0JvIzMwMXrx4gaysLAQHB/MdDvmPNBoNent76XUkLoHy1T1s9PPjZ4freXp6ws/PD7GxsThw4AASExMBrO7Y+ujRI4yOjsJsNkMkEiEjIwMmkwkNDQ24fPkyYmNjYTKZIJfL8e7dOzAMg1u3boFhGOh0OjQ1NUGtVoNlWYjFYuTm5nL3/9XhenwcukcFyT+oIHEP9AZPXAnlq3ugzw/7oDUkhBBCCOEdrSH5F1tWLhPntbYIjF5H4gooX90DvX72QVM2/1heXkZ7e7vDN4IhhBDi+gQCAQ4dOgRfX1++Q3FZVJD8YHl5+f9uxUuc38rKilNs8kOILShf3YO3tzcVI7+JChJCCCGE8I7KckIIIYTwjgoSQgghhPCOChJCCCGE8I4KEkIIIYTwjgoSQgghhPCOChJCCCGE8I4KEkIIIYTwjgoSQgghhPDuf59l+H3mmbbFAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], group_means=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mean Diamonds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ``box_mean_diamonds`` or ``mean_diamonds`` keyword allows you to overlay a diamond on the box which shows vertically the span of the data for a given confidence interval (default = 95%) and a horizontal line for the mean value of each group. Using default parameters the diamonds are green (like the program that inspired them :) )" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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Sl5fH9OnT6devH0uXLkWj0QBw3XXX0b9/fyZOnMj+/fvx8fGp8hqhoaGEhoZW+brNZkNRFIfHLhzD3l8hODiYwEDpNyA8m6s/ryaTidLSUgwGA76+vk4fr77sP8NrYwMb+IiPCCKI3/itTmOGhYWd9pxKpUJdzWodrdarfpW6jVfdIdm5cyelpaVcf/31p32QdTodN954I0ePHmX79u1ujFAIIdzHZrNVPLzREY4A0Ixm9Ka3FLY2MF6V1tnvfFit1rNesz9X37+IJSUlGI2yOZOnsv/Z5OfnYzab3RyNENVz9ee1rKwMgIKCAkwmk9PHq6/KfpZXxz5dAxBIYEVha23qSKxWKzk5Oac9ZzAY8Pf3r1Usova8KiHp1q0bzZs354svvmDSpEkVtyRNJhNfffUVjRo1onv37tVeIzc3F4vF4opwhRBCOJC9oNXOXkdS38JWo9FY7RfRwsLCel1flPOqKRuNRsN7773H9u3biYmJYdasWcyYMYN+/fqxfft2Zs6c6fV7OAghxPnq1DskAP3oJ4WtDYhXJSQAV1xxBYsXLyYsLIypU6fy7LPPEhoayoIFC7jxxhvdHZ4QQggnOTMhkZU2DYtXTdnYjRgxghEjRrg7DCGEEC5yhCMoKDTjv47cvelNCinYsKH2vu/fXkf+hIQQQjR4Z94dgdMLW4Xnk4RECCHOExqNBq1WW6f+Hp6usoQEZNqmIZGERAghzhMajQadTue1CcmpK2zsJCFpOCQhEUII0eBVdYdEVto0HJKQCOEAis2GJT8fmzRjEx7KZjZjyc8HL+zSWllBq92pha3Cs3nlKhshXEVRFHIXLyXnn0VY8wtQ6XUEDxpI46vHo65mzyQhXMVmMnHsx58pWJOEUmZGZzCQM3YMoaMuQKVSuTs8h6jq7gjUvWOrcD25QyJEPeQs+JvsH37Cml8AgFJmJm95Ioc/+Fg2YRRupygKmR98TH7CCpSy8rt3KqOR7B9+IufvRW6OznGqS0hA6kgaCklIhKgjW2lZxQ/1RldeTqcP59ByyiTQaCjemoZp7z73BijOe6Y9ezGmpaPSamn50GQ6ffgeloGxAOQs/MdrphglIfEOkpAIcQabzUZZWdk5H8WZmdhKSlD7+REwYhhmmxVdp0j8oroAULxrd5Xneutuq8KzmPbuBcC/e1f8u3VFpdVi69cHtZ8vNqMR87Fjbo7QMSQh8Q5SQyLEGSwWC1lZWWc9n52dfdruo6qiYoIAa0kJyUuXom3cGKxWAvfvRw0cPHEcc0oKGo2Gxo0bn3atiIgI9Hq9k9+J8GYZGRnn3A1XlV+AGijcu4/0LVtAo6HkSBb6kvKdfndnHob8/BqPqdFo6NzZs+ow7AWtzWle5TG96U0qqdKx1cNJQiLEGbRaLREREWc9X9lzRzamYNqeQejCxQT27kXZ3r2YC4tQ+/sTNW4s6iqSDq1W/uqJ+rFarcTHx1d/TEwM61eswpJfQOCvfxDYpTOHkxIBCO3Tm26XjKnVmAkJCXWO11nOdXcEIIggmtKUXeyiE51cFJmoLUkVhTiDWq1Gr9fX6NH89lvQNW2C2mSieE0S5qyjqP18aXHvXfgGBFR5nlotf/WE82n8/OjyxKNo/PwwHjjI0UVL0BSUUdLSj4733+vu8ByiJgkJlE/bbGCDCyISdSVf04SoB11YGC2efpL03/+gmU6PT3g4QTH90Pj7uzs0IQAI6dmDfp98wPEVq8jO2ceD7V4hPCaGUbpwd4fmEMkkM5GJ5zzOXkdyAze4ICpRF5KQCFFPKq0Wc4f2hPXqJXUhwiPpAgNpNuZi/uVbdHQlgRUoKKho+H1IkknmQz4853F96csf/OGCiERdyX1jIYQ4TySQwHjG05jGpJPu7nDqLYuscxa02knHVs8nCYkQQpwnEkkk/uQ/iSS6O5x6q2n9CJQXtkYQwS52OTkqUVeSkAghxHkgiyxapSjw1gLGPwtlX/5L6fET7g6rXjawocYJCUg/Ek8nCYkQ9aTRaNBqtV65pbvwHpvmfcDzz3fn+IpV+G4+Rt9fbGx68GGK9+1zd2h1Vps7JCArbTydJCRC1JNGo0Gn00lCIjxWSeZhAr/bCkDERRfS8YF72d+uBEtREbs/+czN0dVdXRISuUPiuSQhEUIIL3ciaS0Aml7t6Xjf3USMGknS000AKNiahrmg0J3h1UltClrtpLDVs0lCIoQQXq7YWgRAsF+jiuf6+wyq+HfFVn0Lek9U27sjcHrHVuF5JCERQggvt6uPBYCctRs49Mtv5G3eQtQ7+wDwb9cOXXCwG6Orm9oWtNr1o59M23goSUiEEMLL/dtxK8cuaAw2G/u+/Jqtz75A6cYMzFob/rePRqVqeA3S6nKHBKSOxJNJQiKEEF4ukURa3n8bHe69m4DISHyaNKHR4IH88YYf63oecXd4dVKfhERW2ngmaR0vhBBerJBCdrKTPpq+aC/W0uziCytei+JjEklkAhPcGGHtZZGFDVutClrtTi1sVct3co8ifxpC1JPNZqt4COFpVrGKWGLRVvL9M444EkhwQ1T1k0wy/ehXp3OlsNVzSUIiRD1ZLBZKS0uxWCzuDkWIs9jbxVemM53JJ58sslwcVf3UdbrGTupIPJMkJMLhFJsN4/YM8leuomTXbhRFcXdIQpy3EkggjrhKX1OhYihDG9y+NnVdYWMnK208k9SQCIcqyz5O5nvvU5Z5uOI53/btaHH/vWiDg9wYmRDnHyNGtrKV/vSv8pg44kgkkWu4xoWR1U8yyXzIh3U+vy99mc98B0YkHEHukAiHURSFw+9/SFnmYdR+vhiiuqDS6zDt2cuRTz93d3hCnHfWspY+9MEHnyqPaWg7/9anoNWuN73ZxCbp2Oph5A6JqBWbzVZlrYRp9x5KDx5C5aOnxbNT0YaEUHYki8xX38CYvo3iQ4fQNWlyzjG0Wi1qteTKQtRXddM1dt3pTiaZnOAE4YS7KLK6q2/9CJxe2NqJTg6KTNSXJCSiViwWC1lZlRfAWfbsBUDVpAnHTSbIygIVqEJCUHJyOLZrN5oarESJiIhAr9c7NG4hzkeJJPI0T1d7jBo1gxnMSlZyGZe5KLK6q88Km1PZC1slIfEckpCIWtFqtURERFT6WqnFyuFff8d2+AihpWX4tGlNybbtlOTkgEpF06guaENDazSGEKJ+yigjmWQGMvCcx9qnbRpKQnInd9b7OvaE5Hqud0BUwhHkJ7+oFbVaXeXdC337dhi6RmFM38bhaW+hDQvFkpMLQGBMfwxNm7oyVCHOa+tZTze6YcBwzmPjiONe7nVBVPW3gQ18wAf1vk4/+vECL9Q/IOEwMlEvHKr53XcS0LsXqFTlyYhajW/fPjSe4L3fQrRaLT4+PnJnR3iU6vqPnKk3vdnNbgoocHJU9eOIgla7Uzu2Cs8gP0GFQ2n8/Wlx/z2Yc3IxnzgBISEcLzGiaDTuDs1p1Gp1xUMIT5FIIpOZXKNjtWiJJZbVrOZiLnZyZHXniIJWuyCCaEITKWz1IPITVDiFLiwUQ2RH6T0ihBtYsJBEEoMZXONzGkIbeUcVtNpJx1bPIgmJEEJ4mRRS6EAHgqj5F4KG0I/EkXdIQBISTyMJiRBCeJlEEs/Zf+RM/ejHVrZixOikqOqvvi3jzyQJiWeRhEQIIbxMTRqinckHH/rQhySSnBRV/TiyoNWuD32ksNWDSEIihBBexIaNVaxiKENrfa4nT9s4eroG/its3c1uh15X1I0kJEII4UW2spVmNKtTG3hPLmx1RkIC5dM2G9jg8OuK2pOERDiVSqVCp9OhUqncHYrTWK1WzGYzVqvV3aEIUaf6EbsBDGAjGyml1MFR1Z+jV9jYSR2J55CERDiVTqejWbNm6HQ6d4fiNFarFYvFIgmJ8Ai1aYh2JgMGutPdI+8YOPMOiSQknkESEiGE8BIKSr3ukIBnTttkkYUVq0MLWu2kY6vnkIRECCG8xA52EEwwEVS+AWZNxBHncYWtzro7AhBMsBS2eghJSIQQwkvU9+4IwGAGs5a1WLA4KKr6c2ZCAjJt4ykkIRFCCC9Rl/4jZwoiiA50YBObHBRV/bkiIfHEupnzjSQkQgjhBRQUEkioc0HrqTytH4mzVtjYyR0SzyAJiRBCeIH97EeDhta0rve1PKmOxJkFrXZS2OoZJCERop5UKlXFQwh3ccR0jd0QhrCKVR7xC9rZ0zVQXtjamMZS2OpmkpAIpzKbzRw5cgSz2ezuUJxGp9Ph6+vr1b1WhOerT/+RM4UTTnOas5WtDrlefbgiIYHyzQVl2sa9JCERTqUoCmazGUVR3B2KEF7NkXdIwHP6kbgqIZE6EveThEQIIRq4TDIxYqQjHR12TU+pI3FlQiIrbdxL6+4AhBCexWYykfPPYgqTN6KYzRiiogi/5GJ04bXfrE24xgpWEEccKhxXxxRHHJOYhILi0OvWxgndCacXtNpJYav7yR0SIUQFm9nMwRmzODH/L8oOH8GcfZz8xBXsf+UNyrKPuzs8UQVHT9cARBBBCCFkkOHQ69bGjsAd9KWvSxIie2HrYb/DTh9LVE4SEiFEhYI1SZj27EVtMBBxx220ePAB9C2aYy0s5MT8v9wdnqiCIwtaT+XuaRt7QuIqfelLRoD7ErDznSQkQpynbDYbZWVlpz0Kt5Svqgi+YDh+fXuj79yJsKuuBKA4Le2s46t72Gxy69sVssnmGMeIIsrh13Z3g7QdAa5NSPrRjx2BO1w2njid1JAIcZ6yWCxkZWWd9lxBYRE64MiBA+xLSQFAu+8A/kCZxULKyefOpNFoaNy48WnPRUREoNfrHR+4OM0KVjCEIaid8P0yjjie4im31ZFkBGa4/A7JtwHf4kHb+JxXJCERTqXRaAgKCkKj0bg7FKcxm82YTCbMZnOD6kWi1WqJiDh9V9jAYXEc27Ubv7RtRDRvjjoggPy167ACSmRHevXqVavrC+dz1nQNQGtao0XLPvbRjnZOGaMqx1THsGFzSUGrXW96szNgJ7Y8m1MSPFE9r/w/np2dzcSJE2natClBQUEMGzaMpKQkd4d1XtJoNISEhHh1QqIoSsWjIVGr1ej1+tMeITH9CejTG8ViIW/hP+T8+DPW/AL0zSKwxfQ/6/jqHmq1V/548TiO2OG3Ou6qI9ms20ynok4uvTMTTDAh5hD2afa5bEzxH6/7ClNYWEhcXByHDx/moYceIjQ0lPfee48RI0awbt06unfv7u4QhfBYKrWa5vdMpHDdego3bMRmNuPfNYrAwQPZsmMHVqvVq5PLhiaPPPaxj2iinTaGvUHaLdzitDEqk6JNoXNuZ3DxavNORZ1I9U2lvbW9awcW3peQTJs2jYyMDJYvX05cXPm3hmuvvZb27dvz5ptv8tVXX7k5QiE8m0qtJmhALEEDYiueKysrw2KxSELiYVaxioEMRIPz/kziied1Xnfa9auyWbuZoUVDXT5up8JOpAakckXpFS4f+3znVfdUFUXhiy++4JJLLqlIRqC8uO6tt95i6FDXf7iFEMJZnNF/5Ewd6IARI5lkOnWcM6VqU+lU2MmlYwJ0LuzMZu1ml48rvCwh2bdvH5mZmYwaNQooT1CKiooAuO+++5g4caI7wxNCCIdyZkGrnQqVy+tIjqmOYVFZaFTWyGVj2kUWRbJFu0U6trqBVyUkO3fuBKBJkyY89thjhISEEBgYSMeOHZk/f76boxNCCMcxqo1sZzt96OP0sVzdj2SzbjO9zL3cstQ4wBpAuC1cClvdwKsSkry8PACeffZZ/vrrL2bNmsVXX32FwWDg8ssvZ8mSJe4NUAghHCQ9OJ1+9EOP83u9uHrn31RtKj0tPV023pmiLdGkalPdNv75yquKWktLS4HyxGTHjh2EhoYCMG7cODp06MBTTz3FyJEj3Rniecdms2GxWNBqtV67DFSj0aDVaqXYU7hUanCq06dr7KKIIptscnW5LhkvVZvKDaYbXDJWZXpaepKqlcJWV/OqhMTf3x+AK6+8siIZAQgJCeHSSy/lyy+/pKioiICAgCqvERoaetq5Z7LZbA2u34Q7GY1GduzYQadOnTAYDE4fz96YLDg4mMDAQKePZ2cwGM7qVOpNjEYjAEFBQS75czxf1Ofzulm/mTu4wxlhnUWNmqEMJS00jXFh45w+3hb1FuK18RzQHHD6WGfSaDQM8RvCq+pXCfMJA0ClUlX7hUqaADqGV31lbdGiBVBeQ3KmJk2anFbkKoSoObVaXfEQ7mfCxC7/XcQQ47Ix44gjJTjF6eMc5SgWLC7t0HqmPvQhlVQU5MunK3lVWte9e3d8fHxIS0s767W9e/fi6+tb72+xJSUlFd8WxbmVlZUBUFBQgMlkcvp49j+b/Px8zGaz08ezM5vN5OTkuGw8d/Dx8cFoNMrn34Hq+nldo1tDBzrgF+LnrNDOEk88cwLnOP1znqBPoIdvD3ILcrFarU4dqzJWqxVrjpXQ0FCS85Npb2uPwWCouAMvnMerEhJ/f38uvfRSfvvtN9LS0ujWrRtQnoz88ccfXH755eec58/NzcVikZ2VhBCea41uDT2P94QQ143Zk54c9T1Kfmk+wUqw08ZJ1aYSbXFe59mairZEk6pLpX1p+3Mm4oWFhS6MzHt53f3XN998k5CQEIYPH86rr77K9OnTGTp0KH5+frz22mvuDk8IIepttW410fmu/aWtQUO3gm6s1a116jiekpDYC1uF63hdQtK2bVuSkpKIj49n+vTpvPLKK/Tq1YvVq1fTvr3sTSCEaNjMmEnRptAtv5vLx47Oj2aNbo1Tx/CUhCTaEi0dW13Mq6Zs7Nq3b8+PP/7o7jCEEMLhNms309HaEYPN9audeub15LNWnznt+vYOrRG2CKeNUVM9LT3Zot2CguKWBm3nI6+7QyKEq9lstoqHEM62WreageaBbhm7c1Fndmp2UoRzVitu1m0m2hztEQlAkBJEuC2cveq97g7lvCEJiXAqrVZLRESEV6/Tt1gslJaWSjG0cIkkXZLbEhKtoqWXpRcbdBuccn13d2g9U7Qlms06mbZxFUlIhFOp1Wr0er30rxDCAaxYWa9bT6w51m0xDDQPdFodSao2lV6WXk65dl30tPQkRZvi7jDOG/JbQghxTmazGZPJ5NLeLuJs6dp0WlpbOnXZ7bk4OyHxhIJWOylsdS1JSIQQ56QoSsVDuM8a3Rq3TdfY9TH3IU2bhgnHNjr0pIJWu1MLW4XzSUIihBANxGrdagaYB7g1Bl986WbpxkbdRode15MKWu2ClCDCbGFS2OoikpAIIUQDoKCwVrfW7XdIAAaZBzl82sbTClrtell6SWGri0hCIoQQDcAOzQ7CbeE0Uhq5OxQGmAc4JSHxpIJWOylsdR1JSIQQogHwhOkau37mfqRoUzDjuCJnTytotZPCVteRhEQ4ldVqJS8vzy27drqKVqvFx8fHq3utCPdL0iUxyDzI3WEAEEAAkdZIh+314okFrXZS2Oo6kpAIp7JarRQUFHh1QqJWqynTlkmvFeE0CopHrLA5lSOnbTyxoNVOCltdR36CClFPCboErh90PUUq57TT9gQajQatVotGo3F3KOelveq9+OJLM1szd4dSwZH9SDy1oNVOOra6hiQkQtTTTMNMAiwBfOH7hbtDcRqNRoNOp5OExE2S9EkMLPOcuyMAseZYNug2YKX+dz89tX7ELtoS7bDpKVE1SUiEqId12nVkqbN4ecvLfOz3scObRQkB7t1QryrBSjAtrS1J06bV+1qbtZs9coWNnSQkriEJiRD1MMswi8nGybQtbks/Sz/m+s51d0jCC7lzQ73qOGLa5pjqGGaV2SMLWu2ksNU1JCERoo62aLawXbudq0qvAmCKcQpzDHMcuhRSiEPqQ1iw0NrW2t2hnMURCYknF7TaSWGra0hCIkQdzdHP5r7ie9GhA8q/RUVaI/nF5xc3Rya8yRrdGgaYB3jkL+wB5gGs1a3Fhq3O1/D0glY7KWx1PqclJAcPHmTnzp0UFxc7awjRAKhUKnQ6HSqV5/0wrauilFQyXn6eh25UM/TuNLLmfo/ZaMRqtTLFOIV3De/W6we0EKfypP4jZ2qkNKKRrRE7NDvqfA1PL2i162npKXUkTubwhOTrr7+mdevWtG3bli5duhAcXL5N9rfffis7hZ6HdDodzZo1Q6fTuTsUhyhM3kjmex/A/qMAKMYS8v9dhs+fC7GYzQwwDyDcFs5f+r/cHKnwFp7Wf+RM9e1Hslm7uUEkJL0svaRjq5M5NCH55ZdfuOWWWzh06NBZ25VPnDiRq6++2pHDCeFSiqJw/NffAVg6Ioum05+mxaT7UPno0R7JomR7BlBeSzLLMMurCuBsNlvFQ7jOUdVR8tR5dLR2dHcoVapPHYm9oNWT+qtUpaelJ5u1m73q77WncWhC8sYbbwAwYMAAvvnmm4rnc3JyMJlM/Prrr3z22WeOHFIIl7EWFVGWVX5nxHhDDMEhLdGGheEbWf7LwrRrNwDDzcMBWKZb5p5AncBisVBaWorFYnF3KOcV++6+nlg/YmdPSOryi7ohFLTaSWGr8zk0Idm6dSsqlYqvv/6aa6+9tuL5sLAw3n77bRRF4eOPP3bkkEK4jFqvh5Pt4a9fE8O+519i/4uvULI1HYCyI0cAUKHiQeODzDTMdFeowkus0a/xuIZoZ2pma4YffnX6Rd1QClrtpLDVuRyakPj4+AAQHh5+1mu33347ANu2bXPkkEK4jNrHh4P9yz/jRZ/+RNnhI3BKsW5J6hYK1m8A4JKySzihPkGSLsktsQrv4IkN0SozsGwga/S1n7ZpKAWtdlLY6lwOTUi6du0KwOeff37Wa8ePHweQwlbRYOWr8nn+rmWoAgz/PXny82xuUT4HnvvPYgDUqJlsnCx3SUSd5apyyVJnEWWNcnco51TXOpKGUtBqF22JlsJWJ3Lofuk33ngja9as4bHHHmPz5v/+0JKTk3n00UdRqVT07dvXkUMK4TKf+X3GAPUF+HfuTFHyRnzbtcO/WxR+ffuwbVs6uh9+ofTwkYrjryy9kun+09ms3dygbksLz5CkSyLGHIO6AbSLGmgeyHT/6bU655wFreYSAgp3w+HgWsdjUxRUUKd2AwGFu8HcDnR+Z712asfWhlD30tA4NCG55557+OGHH0hMTOSrr76q+DDExMRUHPPoo486ckghHCojIwOr9ezNwkrUJXwU8xGzU2ZToNqHGiixmCnu2B6lIB/NvgMA2AL8SU9PrzjvyuZX8nLIy7yY/mKl42k0Gjp37uyU9yIaNk9f7nuq1rbWWLFyUH2QVrZWNTpnlX4V2epsnvN/7qzXFEXBVpSNJnQRH+xRY0GDRVFjUdSYFQ0Wyv/9v+c1mBX1yefLXx/itwdfdR2KsMPB5HMpNr+zSw8A8tR5pGvS6WbtVvtri2o5NCFRq9UsXLiQBx54gC+//PK0JYJ6vZ7XX3+dSy65xJFDCg9nNps5fvw4jRo1ahC9SKxWK/Hx8Wc9P5OZjGY0N8TeQEmrw2xMSYWDhzB89wP6kFAKM8qX/Ha46kqan3J+LLF0oANN4psQxdm33hMSEpz3ZkSDlqRLYlrRNHeHUSMqVAw0DyRJl0RLU0vMZjMmk6nax4/RP0J3+MjwUeUX9Qea1j2mLXU/Ffip2lfX6NZIQuIEDk1IAPz8/Pj000954YUX+Pfffzl69CiNGzfmoosuonnz5o4eTng4RVEwm80NunaolFLe5m0WshAAv+bN6fzow+yc/R6lR49RevQYqFQ0u2Q0zUZffNq5vvgyhSlMYxpf8IUbohcNUaGqkL2avfSw9HD52DabDZPJRElJCUajkZKSkop/z8jI4OjRo6clFiUlJZSWllLco5gPIj5g69dbK73LCOVTKL6+vvj6+hKZH8mWJlt4cu6T+Pr64ufnh4+PD35+fhXHHD16lAEDBuDn54fBYMDX1xeNRuPU95+QkFBRD3kmCxY6hXfiBtMNTo3hfOXQhOTNN98kJiaG/v3706pVK2655RZHXl4It/iKr+hHP7rTveK5RgNjCe3Vk9xNKVhNpQR364pv0yaVnn8P99CRjuxjH21p66KoHUur1eLj44NW6/DvMKIS67Xr6WPpg9bB3xnz8/NJTEykuLi40oSjpKQEk8lU5RcIjUZzWsLg6+uLwWAgLCyM4erhzOw+k9GjR1eZYOj1+oqpfAsWvg7/mituvAIDhkrHA2jd2nM2Fdyp2UkrW6tq4xV159BP+5NPPolKpUKtVtOlSxdiYmKIjY0lJiaGnj17olZ7fnGWEKeyYGEa05jL3LNe0/j50WjQuef4AwnkXu5lOtOZwxxnhOl0arW64iGc77mA59ih3UGTxpUnuQCcPbN4bsHAuLpGVTNNBzWlna3dOY/ToiXKGkWaNo3+lv7ODcpBGtoy5YbG4V93FEXBarWSnp5Oeno6X3zxBVA+ldO7d29iY2N56623HD2sEE7xIz/SjnbEEHPug6sxiUl0oQvP8iwRRDgoOuGtbjHdwiy/WTxT/EyVx2QezqRLly41vqaiKPz000+0bNmSgQPrViy7fft2WjRvUelreeo8ngt4jta2mt/RiDZHk6pNbTAJyWZteWdZ4RwOTUiWLFnC2rVrWbduHevWrePIkf+WQBqNRlatWsXq1aslIRENgg0br/Eas5ld72uFE86t3MoMZvAmbzogOuHNRpaO5CO/j7iu9Loqj0k/mk58l5rfJtm7by9JS5J4+OGH6UzdVnYlHE2ga3jl9RX/6P9hVOkoNNS8xqOnpSer9KvAVKdwXC5Fl8IVpVe4Owyv5dD7ryNGjOCpp57i119/JTMzkwMHDjB37lxGjBgBUDGnKERD8Cd/Ekgg8XW6N362h3mYz/mcHHIccj3hvdra2mLGTKY602HXTE5OJjAwkI4dnbNRX12WKTekRmMWLGzXbKebRVbXOItTJ4RbtmzJddddx5IlS3jppZdQFIX169c7c0ghHEJB4VVeZSpTHdYAqRnNuJqreY/3HHI94b1OXUbrCIqisHHjRnr37u20VSp1SUgirZEcVB/EiNEpMTmSFLQ6n0MTErPZXOVrzzzzDB07duSdd95x5JDCw2k0GoKCgpy+VM/R/uVfTJi4BMf2zXmMx5jDHIoocuh1hfcZYB7Aat1qh1xr//79nDhxgj59+jjkemcqUhWxW7O71h2JtWjpYu1CmjbNKXE5UkPbCLAhcmhCEhQURGxsLJMmTeLrr78m42SzKLumTZvy999/O3JI4eE0Gg0hISENLiF5jdccenfErh3tuIiL+IgqmkEJcdIg8yCH3SFJTk4mICCATp06OeR6Z1qvXU9vS2901L75YS9zrwYxbbNZu5le5l7uDsOrObSotbS0lA0bNrBhwwbef/99AAIDA+nduzcGg4GlS5fi6+vryCGFcLgkkjjIQa7iKqdc/ymeYhSjuJ/7nXJ9Z7BarZjNZqxWa4NLLhuqSGskuepcslXZNFYa1/k69umaXr16edR0jV1DKWxN1aVKQauTObyoNTAwEEVRKh4FBQUkJiZW3Bnp3r37Oa4ihHu9xms8yZO1Wi1QG1FEEUtsg+rcarVasVgsVXbgFI6nQkWsObbed0kOHDjA8ePHnbqx6Rp93ROShlDYasHCNs02KWh1MocmJEuWLCE3N5e0tDQ+++wz7r777oqsXFEUWrVqxZw5DbMxlDg/7PbfTSqpTGCCU8eZylTe5E0s1GHzL3HeGGQexBrdmnpdIzk5GX9/f6dt4lhCCemadHqbe9fp/IZQ2CoFra5RrymbOXPmEBMTQ69evSo2TlOpVERFRREVFcWtt94KlBe75ubm0qRJNV0HhfAAc1vN5VEeRY/eqeP0pS+d6MS/Tf6lJ1IoJyo3oGwAc4PmQnHdznfF6pqNuo10t3THl7pNx59a2OqpDdKkoNU16nWHZNKkSQwYMIDAwED69+/Pfffdx+eff87WrVtP2wtBp9NJMiI83h71HjaFbOIO7nDJeFOZytzWc7FhO/fB4rzU1dqVw+rD5Kny6nT+wYMHyc7Odu50TT3qR+w8vbBVOrS6Rr2nbBRFoaysjI0bN/LRRx9x5513Eh0dTVBQEPHx8Tz66KN8//337NmzxxHxCuE07xneY3zmeJfdlo0jjkBLIAv1C10ynmh4NGjob+7PWt3aOp3v7OkacExC0tPSkxRdimMCcoJUnexh4wr1Skj+/PNPnn/+eUaPHk14ePhpxazFxcWsXLmSd955hxtuuIHIyEgaNWrE6NGjHRW7aABsNhtlZWXYbJ59F+Cw+jB/+/zNZYcvc+m4Ew5MYJZhFgqV764qRF37kbhidU0ZZaRoU+hn7lev63hyYat0aHWdetWQjBkzhjFjxlT89759+1i/fj3r169n3bp1bNy4kaKi/xpA5eTksGjRovoMKRoYi8VCVlYWERER6PXOrcuoj/f93uemkpsIsAa4dNyYnBi+4RuW65Yz3DzcpWPXVrZvtrtDOC8NMg/iqYCnan3eoUOHOHbsGNdee+1Zr9ksFnLWb6B49x50oSE0HjIYXXBwrcdI1abSydoJf/xrfe6pTi1s9bTC0Z2anbS0tfS4uLyRQ/uQtG3blrZt23L11VcD5Rl6enp6RYKyfv16Nm/2zCxYnL+Oq47zs+/PrMhZwTGOuXRsFSqmGKcwyzCL4fmem5Bs8NnA7SNu59fjvzKIQe4O57zSw9KD3ZrdFKmKCFBqnjAnJydjMBiIioo67fmyvDy2Pv8Sxn37K57b99W3dHn8EcL61q6TqyOma8CzC1uloNV1nLqXjUqlolu3btx66628//77rF+/nsLCQmcOKUStfez3MVeZrqKR0sgt448pG8Mx9THWautWJ+BsVqw8E/wMFx25iGdDnsWK9CJxJR06elt6s067rsbn2KdroqOjz5qu2f3Bxxj37UcbGEDTUSMxtG2DzWQi4823sRTVbjmPoxIS8NxpGylodR2H3iEB+Pvvv/ntt98ICAigV69eDBw4kA4dOlS87sm37cX5p0BVwDd+37Akd4nbYtCgYbJxMrMMs5hbMNdtcVTla9+vCVfCeXT7o7zU6CW+8f2GW0y3uDus84q9jfwIc/nO6ZhLCCjcDYcrn2bJPHqCo0ePcvUFfeFwSsXz5uISTqwtT2x6TL4B/5ZNsVlj2PTKx5RkHef4wh+IGFx1P5GAwt1gbgc6P6xY2aDbwEeFjtkGIdoczWr9ao/r2JqqS+Xy0svdHcZ5waEJyffff8+NN9542pJfgEaNGtGnTx9atGjB/v37Wbx4sSOHFaLOPvf9nNGlo2lua16r8wq2bSdr0RLKTpzA0KY1zS8ZjW9ERJ3jGF86nun+09mi2UIPa486X8eRyk6cIPOH7+iyayMDaY212VJebfc041vfxKWllxKqhLo7xPPGQPNAXvV/FXvvMG3ebvpueAg2VH58cmEPDKpIov69FZb9V1BuKfUDZTAqlQ2/v64FlYIa8Dd1p4QIzEvfgbT9lV8U6Avktv8NS+PubNVupbW1NUFKkEPeY7Qlmg8MHzjkWo5ixcp2zXa6W6TDuCs4NCGZMWNGpaspsrOzWbRoEYqioFI5drMyIerKiJFP/D7hj7w/anXekYV/s/vDTyr+Oy91M1mLltD9hWcJiupSp1h06LjPeB+zDLP4X+H/6nQNRzIdOMj+16aBxUIoeqAYTX4Gqif2ccvrl/JG8zeYVjTN3WGeN3qZe5GuSaeEEvzwwxLSgeR+79C3kt17FUUhec48ojs0RXv5g6e95mO1ontqFubCYg42e55Wo4dSsPcQOWnzADOB17wIXdpVGUfyxo20Dim/4+3I6RrwzMJWKWh1LYfWkKSlpaFSqVi0aBHbtm0DYOzYsbRp06birok0SBOe4lu/bxliHkJ7W/san1OWl8+e/30OQOO4IXR84F4CO3fGZjKxa84HZ90drI0bTDewVreWXZpddb6Goxz57AuwlLe113fugO/JaVeltJSrPgljoX4hWzVb3Rjh+cUXX3pYerBRt7H8CZ0fRYEdoHmvsx6HacLRE3n0HTrqrNfUrfrS6uSqm4MLV7J68utsfedrbGVmgrpGETz88kqvaX8UBXYAnR/g+ITk1MJWT5GiTZGCVhdySlHr4MGD6dy5M0FBQUyYMIE9e/Zw++23ExAQwL///uuMIYWolTLKeN/vfSYbJ9fqvNwNySgWC/7t2tHp4SlEjBpJt+emotLpMB48REnm4TrH5Icfd5XcxWy/2XW+hiNY8gsoO5QJQH50GO0ee4w2Tz2GrWn5l4my7bt4OvcJpgZMlf4pLjTAPKBG+9okJyfj6+tLly6V361rNnYMHe6eiD48DACVTkfTkRfQ9ZmnanwH24aNdbp1DDAPqPkbqAFPK2yVglbXcmhC0qpVKwAWLizvPBkREVFx1+TFF1+kqKiIqVOnOnJI4eG0Wi0RERFotQ6vn66XH31/pIelB12tXWt1nmItv2ugMfhV/PBW6/WoT65kUCz12yzvVtOtLPZZzEH1wXpdpz7s7xGghe9/Ben4nCxIV2C86UrMKjO/+vzq4ujOXzXdaM/eDM2+v9iZVCoVzcZcTP//fUTMF/9jwLdfEjnpPrT+Ne8lkqHJoLGtMeFKeI3PqYloczSpulSHXrM+UnWy5NeV6pWQbNq06bT/vvzyy1EUhWuvvRaTyUTLli35/fffgfIGWQDLli2rz5CigVGr1ej1etRqp64wrxUrVt71e5cHjQ+e++AzhPSKBpWKgrR09n/3Pflp6eyY9R5WkwmfRo0wtGpZr9gClUBuKbmF9w3v1+s69WEK1XGscflSh6J1Gzg67weOfPkNqgOHAPBp3Qqtjx9vFL3By/4vU0RRdZcTDtLX3JcUbQpllFV5zOHDhzly5Ah9KqktOZNKrUYfGorGx6fWsazWrXb43REov0OSqvWMhMSKlW2abVLQ6kL1+trav39/brzxRl555RVatWrFo48+ys8//0xmZia+vr707t2bGTNmEB0dTW5uLgA+dfjwC+FI833m09LWkr6W2m845tu0KS0uv5TMX3/n4LwfODjvh/IX1Gra3X4rKge06J5YMpHBYYN5qPghmiiOr7nKyMjAaq26l8hH7T6i0bVarn4PVIpC3pLyaVYVoKhUGAcNID09vbw/RmRvnrE8w11776ryehqNxql7qZwv/PGnk7UTKdoUYiwxlR5jn67p2rV2d/5qK0mXxJiyMec+sJY8qbB1p2YnrWyt3B7H+aReCYnNZuObb77hxx9/ZPLkyTz11FOsXLmS998v/3Z32223MWvWrNN2/7V3cRXCHRQUZhpm8nLRy3W+RttbbsLQujVZ/yyiNPs4vs0iaHHpWMJjK/8lUVthShhXm67mI8NHPFv8rEOueSqr1Up8fHylr+1gB//yL1tbb0XfIptdH31MyaFMQIWhTWtaXjWekG5RFW3Gu9KVHvTghdYvEElkpddMSEhw+Hs4X9n7kVSVkGzcuJGePXtWOV3jCAoKa3RreLm47n+HquJJHVulQ6vr1es++nXXXQeAyWRi+vTpdOjQge+++45nnnkGgK5du7Jo0SJGjhxJz549eeSRR3jrrbfqH7UQdbRYvxg/xY8h5iF1voZKpaLJ8HjCY2OwlZVSsDWNba+/Sfpr0yjLy3NInPeV3Mdc37l13na+LhQUpjCFZ3mWRjQiqGsUfWa9w6CfvqfNjddTeuwYGdOms/aWO0h/7Q3KcnNpTGOe5mmmMMVlcZ7PBpoHVllHcuTIEQ4fPkzfvrW/81cbezR78Ff8ibDVve9OdTylsDVVmyoFrS5Wr4Rk7ty5rFu3juHDh6MoCjk5OTz88MN06dKFH34ov5U9bNgw/vnnH1JSUpg+fTq+vr4OCVyI2lJQeMfwDlOMU1BRv344mb/PZ9+XX2MpLELt4wOKQs7adaS98DJKNdMhNRVhi+CS0kv4zO+zel+rpv7kTzLJ5G7uPu35w39U9l7Xk/biKyhWK/dyLwc5yJ/86bJYz1cx5hg26DZg4eziaft0Tbduzt2V1tHLfc/kKYWtUtDqevWuNOzbty9Lly7lr7/+okePHiiKwp49e7j++usZMGAAK1ascEScQtTbKt0qjCojo8pG1es6NouFzF9+A6DNhBsYMPcres96G42/P8V795GTvNEB0cIDxgf41O9TlxSNmjDxEA8xm9loT5nJVaxWDv38GwBtbryegd99ffp73bARLVpmM5uHeAiTp/X99jJBShBtrG0q7dXhiukacEFC4gGFrVLQ6h4OW4s5evRoLr74Yr744guef/55Dh06xPr16xk2bBjjxo3jjTfeqHJdvBCuMD54PL74cnvQ7ZUfYLNS0imbkJKQaq8TeFzFxPxgbGqFyRfPIWPHVBQF7u3elj5rA/h0x/Mk9SitUUx5nfLwC2gM6sqLYbPV2VwTcg0L8hbU6Hp19TZvE0MMccSd9nxZTi7m/HxQq2lx5eWoNBr827YlPLY/x/5dTvHevYTH9ieeePrSlxnMYCqytN+Z7NM2p/5ZZWVlkZmZyaWXXur08dfo1vBE8RNOu/6pha3uIh1a3cOhzSFUKhW33XYbN9xwA++88w7Tpk0jPz+f+fPns2DBAu644w5eeOEFmjZt6shhhQezWq0UFhYSGBh41q6jrqaoFEooYYFPNb/c/c59Hb9GGm7RjkVv0bD74Ga2dT2BzqwmLLM1ACubbGO+376aBVWD8TboqtiwxEEOcpB3eZdkks96TRvgj0qrRbFYKMzYQXC3rtjMZgp37ARAHxpScexbvEVf+nITN9GKVk6N+Xw2wDyA732/Py0hSU5OxsfHx+mra7J8slBQaGVz3p/vqYWt/tS8N4ojpWpTibZI/YirOaVblY+PD08++SR33XUXL7/8Mh988AFlZWV8/PHHzJ07l/z8fGcMKzyQ1WqloKAAg8Hg9oTk7cK3WaJfwpcFX1Z+gLmEAxuXVLo/yJl29PudY0mbeXdqPOZmjQk1WzBl52LTaem24FKa/WyiU5vmxPfvRu8u7ap878kbN9K6z8iKdtynKlIVERMWw9+5f9fqfdbWozzKFKbQkrN7qGj8/GgcN5Rj/y4j7YWXCe3bh+J9+zAdyUJjMNBo8OCKY1vSkgd5kMd4jHnMc2rM57MB5gE8EvgINv7bN8w+XePs3dQ3B29moHlgvWuwzsVe2DoQ500NVUc6tLqHwxMSm83Gzp07SU9PJy0tjaysLMLDw8nKykJRFIqKXNdEafPmzfTr14+pU6fywgsvuGxc4ZmuMV3D24a32a7ZThdrJdOHp+4Pcg7tJ0WyN2My/rl5aA9nYwI0/v50f/IxBnWNYtOmTSQkJPDJT4sJDg5m6NChDB06lJCQkNOuU7Qzv9JkBOAr36+4oOwCWtta1/7N1tAylrGRjXzFV1Ue0/7O2zAdPUpBWjon1iQB5e816snH0Aac/g32ER6hO91ZznKGMcxpcZ/PwpVwmtiasM+wD4CjR49y6NAhLrnkEqePnRKSwgXmC5w+TrQ5mtX61W5LSFJ0KVxWeplbxj6f1SshycjIqEg80tLSSE9PZ8eOHZSVnd1JsD6bjtWFxWLh1ltvxWw2u3Rc4bl88OHeknuZZZjFB4X12+Y8Y/8+ftFruG3C9bTU6tCHBBMWG4vWUJ5c9O/fn/79+5OZmcny5ctZvHgxCxYsoHfv3gwbNozIyMhq9w0xYeIjv4/4Mf/HesVZHQsWJjOZmczEh6obFmoMBlpdezVZCxdhzs8jsEtnWl49Hp3h7Pl1H3x4h3eYzGQ2svG0AlnhOAPNA0kNKS/8tE/XdO/u/ALMzcGbedbk+N44Z+pp6ckHhvr9Ha0rKWh1n3r9tIiKijrrh2pliUeTJk3o2bNnxcMVXn/9ddLSPGfXSOEZJpRMYHbYbPap99HW1rZO1zCbzcybN49OnTsTe9X4ahOLFi1acOONN3LllVeyZs0aEhISePvtt2nevDnDhg2rMmGe5zuPvpa+dLJ2qlOMNfE+79OGNlxC1d+sFZuNHbPeI3v5f83NCtK3UXb8OJ2mTK60M+1YxvLByX8mMckpsZ/vBpoH8l3wd0D5dE337t2dPl1zhCMUa4tpb6357th11cnaiYPqg5jUrl+1dcBwQApa3aTeX19OTUB8fHyIioo6Lfno2bMnTZo4vv11dbZs2cIrr7zCs88+y7PPOj+bFw2HP/7cYbqD9wzv8VZR3Zr0LV68mOPHj3PvvffWeHdUPz8/RowYwfDhw9m+fTsJCQnMmzcPtVrNgQMHiI2Nrfh7YsbMe4b3+KzAeT1IjnGMV3mVVayq/rjlCWQvT0Cl0dBkeDyg4tiy5WQnriS4Zw8iRo2s9LyZzGQoQ7mO65wQvRhoHsiTwU9y9NhRDh48yOjRo50+ZiKJROdF1/gzXx/2wtbdAbudPtaZdgTukP4jblKvhGTMmDGnJR6dO3d2e+GixWLhtttuY9SoUUyYMEESEnGW20tuZ2DYQB4xPkIzW7NanXvixAkWLFjABRdcQPPmzWs9tkqlIioqiqioKHJzc/n6669JS0tj7dq1tGvXjgEDBrCl1xY6Wjs69YfiVKZyB3fQkY7VHpe9PBGAVtdeTetry7d98G0Wwf6vvyV7eWKVCUkkkdzGbUxlKhOY4NjgBU1tTTFYDfyx7Q/0ej09evRw+piJJBKdHw0hTh8KKC9szQjIcM1gp9gRsIO+Zud2uxWVq1dC8uefnteZcdq0aezcuZPffvutYodhT2MzmchdlkBRSvkccECP7oRcMByNXw3WgIp6C1aCucF0Ax/4fcBLxS/V6twffvgBf39/xo4dW+84QkNDiY6O5uqrr65ISubOm8vPUT8zeeNkCtuWL5d2tO2B21nEItJJP+ex5pNF6MdXriZn3XqCoqLwa1meiFmKq+8T8TRP05Wu9AvoR1ecuxz1fNQzvycLihYwusdop0/XACSQwCP5j7guITFHsyDQuf13KpMRmMFtlttcPq5w0rJfd0lLS+Oll17ivffeo2XLluzbt8/dIZ3FVlrKwbfewbRvf8Vzpt17KFifTOsnHkVj8K6kRKVSodPpXHKbtzbuNt5NXFgcU4xTCFPCanTO1q1bSUlJ4c4773ToFgharZbo6Giio6P5uvhrwm3hZP+SzXTrdLp160ZsbCxt2rRxyP9Dm7mY99q9yZs59xFg2lXtsYqiYCsqX6JvPHAAgKJdu0FdHkdQm0ZwOKXK8wOAaX738nr7N7m85CLUOvf0lPBWnY92Zn74fJ6JeMbpYx3nOFlk0ba4rdPHsutp6cnMgJkuGw/KC1r3+O+he64UtLqD1yQkVquVW2+9lSFDhjBx4kR3h1OlvOUJmPbtRxPgT6MrLgOVmuO//UFZZia5S/+l0TjnL91zJZ1OR7NmtZsWcYXGSmOuMF3Bx34f86TxyXMeby9k7dy5M/369XNKTAoKX7X4ipeLX2bg4wPZtGkT69at43//+x9NmzYlNjaW6OhofHyqXhFzLj8pHxCev59rv3gNeL3aY/MLQyk52hdQ4NS+EzYFFTZaHHsHPq7+Gteh8MFtRn7WfsjVPFLnuMXZwraEkXVJFt39nf/LcyUrGcIQ1PXfbaTGOlk7keWbRQkl+NWkg6ADbGc7TUqbSEGrm3hNQjJ9+nQ2b97MypUrOX78OAC5ubkAGI1Gjh8/TlhYGGp19X+hQkNDCQ0NrfJ1m81W5RJmm82GyVR9VbhxS/nKn4jxV9JoVPl6fr2vDwc//hTj5i34Xj2+2vN9fX3P+R7OZ/Z9PIKDg8853fE0TxOrjuUZ32cIIgigyhqoRYsWceLECe677z6H3u3RaDSEhZXfoVnEIjRqDeMDx6MKVNGiRQvGjBlDRkYGCQkJzJ8/n0WLFjFgwADi4uKIiKjdbqv55POa+mtmrHwe1V3jznl8zo+LYNdawntHoVht5GzdCYoCCihqLT73L4RzfBZVwP27/+DhIR9yne1xggmuVczerjaf1zMVpxejv1xPlk8WbWjjjPAqJJBAHHGnfV5doX1xe1KDUhnAAJeMl0wyXYq6ENbo9PeoUqmq/bmr1XrNr1K38pr/i3///TdlZWXExMSc9dr06dOZPn06e/fupW3btk6LwWQysWPHjtOey87OxnrK7q/+eXlogV27d5Huo6O0tJSA/QcwAEWFhSQmJlYcq9FoaNy48WnX69SpE4ZK+j+I2mtFKy5RLuEj1Uc8pjxW5XHHjx9n4cKFjBw5sk6FrDX1uvp1nrQ9eVoXTLVaXVEEm5OTw4oVK1i1ahXLly+nc+fOxMfH06NHjxoVk7+keokrlCtpoRpeo+Zv+JdvEqht1JLIB+5FsVop3n+AlIceLX+9WTTUYNwWe4q4TMniZdXLvKXUbWWTON3x48fJyckhtjSWhMAEbuZmp46XSCIf8ZHLN0/sVNSJDUEbXJqQdC7qDI1cMpw4g9ckJG+//XbFHRG7o0ePMmHCBG666SZuvvnmWn+jrExJSQlGY+XFfDab7awxzvzvvOwT5P76O/4pm2nRshWHj2Zh2JiCDQiPjaFjr17Vjm80Gs95F+Z8Zv+zyc/Pr1FTvLs0d3FF8BXckHMDfvidljza2QtZndEJ02q1kpOTQ5I2iazALOJy48ghp8rjhw4dysCBA9m6dStr167l448/Jjg4mP79+9OvXz8CAgIqPS9Dk8G84HmsyF3BYevhGsUW1q8vh+f/xbF/l+HbtAl+zZtx8MdfKl6rrAdJVe9xSs4UhoYO5ar8q5zaW6Whqe3n1W7VqlVoNBrGBY8jkUSnJiT55LOHPfSiF6usq8jJqfrz6WiRBZEkNz97jyVnSSaZ6wuuP+s9GgwG/P2lBsrZvCYh6dv37GVa9qLW9u3bM3Jk5csTz5Sbm1vn1Tlqtfqc1e6NLhiOMXkTpQcOkDPvB3wBG6Bv3pxGF41C44JqefGfDtYODDAPYK7vXO4w3XHW61u2bCE1NZWJEyc6tJD1TLMMs5hsnFyjOXqtVkuvXr3o1asXhw8fZu3atSQkJLBs2bKKItjWrVtXTC0pKEwNmMrjxscJUUI4TM0SkuDonjSOG0J24kr2fzP3v/EDA2h7c+2W8oYqoTxmfIypAVP5Mf9Hp++F4u22bt1Ks2bNuEB3ATOY4dSxVrGKAQxwS9fdzkWdWYBrVtpYsbKFLTxbdHarCKPRWOUXUYDCwkJnhnbe8JqEpKFQ+/rS+vGHyf13OUUpqRiLi2k8IJbQC0Z43QqbhmKycTK3BN/CzabTv2XaC1m7dOlSacLrKFu0W9ip3cmVBVfW+tzmzZtzxRVXcPHFF7Nx40bWrVvHJ598QrNmzYiJiSE6Opp/Av6hQFXADaYbanVtlUpFpymTCe7Zg+zliViMRoKiomhx+Th869DscIJpAl/7fs1f+r8YW1b/ZdPnq9zcXDIzMxk0aBCRRFJEEYc5THOcM52YSOJpOwu7Uuvi1uxjn0sKW7eznVa0wtfmvC8eonqSkLiB2teX8DEXEz7mYrZs2UIjFzQ1ElXrbu1OF0sXfvb5mZ7814zsn3/+ITc3l0mTJjl12fIsv1ncZ7wPHbo6X8PPz4/BgwczcOBAdu/ezdq1a/njjz/4898/+fH5H5l9aDaagNo3LVRpNESMGlllA7Ta0KDhtaLXuC/oPkbkjJCVDHWUlpaGVqulRYsWqFARRxwrWMG1XOuU8RJJ5C3cU/ujRUt3upOK8wtbk0mmL9IQzZ28OiFp27atyzf1Ew3TFOMUHgx8kI/4CCgvRv77778ZOXKkQ2qPqrLfbz/rdOt4r/A9h1xPrVYTGRlJZGQkubm5PGF6gsbbGrPs02Uc6HCAAQMGYLPZzn0hJ4mxxBBrjuU9w3s8bnzcbXE0ZFu3biUyMrJihU4ccSSQ4JSEpJhi0kmnH85Z6l4TfelLMsmSkJwHZP2ocCqz2cyRI0c8ftfl/pb+NLU1ZUWjFUB5IWtAQABjxoxx6rjftf6Ou0ruwhfH3yYuCC9gZfeVzG09l/Hjx1NaWsq3337LH3/8wcKFC9027/1c8XN84fcFB9QH3DJ+Q5aXl8ehQ4dO29k3nngSSazmrLpLIom+9EWP+2rb+tKXDWxw+jiSkLifJCTCqRRFwWw2N4g7VQ8aH+Sb1t+QkprC5s2bufrqq51ayLqf/awNW8utpludcv3nAp5jknESLTQt6N27N/fccw/33nsvERER/PXXXzz55JN89tln7Nmzx6V/Pk1tTbnfeD/PBTznsjG9hX26pnPnzhXPdaUrWWRxnOMOH8/ef8Sd7HdInMle0NqLXk4dR1RPEhIhToo3x6OxaXgj5Q2ioqLo06ePU8ebznQuPXwpAUrlS3XrY5luGbs0u7ij5PSVQy1atGDAgAG88cYbXHbZZezevZtp06bx6quvsnLlSsrKyhweS2Umlkxkp2Yny3XLXTKet9i6dSsdO3Y8LVFWo2YIQ1jBCoeP586CVrsooioKW50lgwxa0Qp/ZGmvO0lC4kY2m63iIdxPhYqhK4eSMDiBa6+71qmFrFlk8T3fc2Vm7VfWnEsZZTwd8DSvFr1a5a32gIAALrzwQl5++WUeeOABQkJC+Oabb3jiiSf48ccfOXbsmMPjOpUePa8UvcLTAU9ThmuSoIYuLy+PgwcPnjZdY+eMaZtSStnEJpc1JauKFi3d6EYqqU4bYwMbZLrGA3h1Uauns1gslJaWYrFYXLJbp6jeiRMn0PylQTdUx86gnTTDeXvwvMM73MItBFsc30r9E79P6GTtxDDzsHMeq1ar6dGjBz169CA7O5vExERWrVrFkiVL6NatG8OGDaN79+5O2a5guHk4Ha0d+Z/f/7iv5D6HX9/bpKeno9Fo6NKly1mvxRHHXdzl0PHWsY4e9HDZPjLV6Uc/pxa2Sv2IZ5CERAjKa13++usv/Hz8eMnvJV7jtRrfqs7fmkZ24gqsJSUEde1KkxHD0FSzAV4uuXzGZ2xmMzvYUeVxdXFUfZQ5hjn8nft3rc9t3Lgx48ePZ9y4cWzYsIHly5czZ84cwsPDiY+PZ8iQIQ7vVvlS0UuMDh3N+NLxNLU1dei1vU1l0zV20USzhz3kk++w/YI8YbrGri99SSDBaddPJplruMZp1xc1IwmJEMD27dvZsWMHQ4cO5TrddbzMy2xgwzmXO+798msyf/mt4r+zE1dyZMFCerz6ErqgoErPeY/3uIqraEYzhyckg0IHUaguZGDYwCqPUYYq1XdK1QODTj6U8qnFacq08g3GFDW1bbKqDFWqnf4yq8z0CO/BsWznThM1ZPn5+Rw4cIDx4yvffFOLloEMZBWrGINjVoYlksjDPOyQa9VXX/o6rSOtFLR6DqkhEee9srIy/vrrLyIjI2nZsiVatDzO47zO69WeV7Bte0Uy0nTkCFrfcB26kBCMBw6y/5vvKj2niCLmMIfHcU4PDnuioa7mHxWqal8/7R+VGq1Gi1atBRuolFqcW8PxxLlVN11jZ+9H4ghmzKxlLYMY5JDr1ZczC1uloNVzyB0S4VQajYagoKAa7UbrLomJiRQWFnLrrbdWFHPeyq28zMukk05XulZ6XvaKVQA0HhZP5KT7AQjq3Imtz79E9sqVdLzv7rPO+ZiPuZALaUc7p7yXVbmrGB46nL9z/6a1rXWlx6SnpxMfH1+r6yoqhVfeeIXAwECmTJlSq3MTViTQtWvl/w/3q/czOnQ0y3KW1eqa5xv7dI2fX9X1HHHE8QiPOGS8TWwikkgCCXTI9err1MJWR9eRSP2I55CvJy5WlJLKnqnPkXH3/ex78BEMf/2N+bjj+wd4Co1GQ0hIiMcmJCdOnGDFihUMGTKERo3+23PcBx8e5mHe4I1Kz1MUheKTmzfmrFtP+mtvkJ++DX1YGAC20rNXjpgwMYMZPMmTjn8jJzmrx4dKpWL06NFs27atYtNKR3gu4DkeMD5AU0XqR6pSUFDAgQMH6NatW7XH9aMf6aRTTHG9x0wkkXhql7Q6m7P6kcgKG88hCYkL5S5LIPO9DzAfOwZWK4rZjC7zMJmvvE5Z1lF3h3fesReyBgQEVHrH4C7uYhGL2Mves17b98VXFKSlA2A1GslZu54tU59l+9vvABDc4+ylmV/yJbHEVnnHxVGc1eOjT58+NG3alIULFzrkevZeKXeW3OmQ63mrtLQ01Go1UVFR1R6nR08/+rGGNfUe0xMaop3JvtLG0eQOieeQhMRFbKWlZP/wU/l/aDSEXnwhhpO/tJQyM9k//+rG6M5P27ZtY8eOHVxyySWVLrsOIID7uZ83efO0501ZWWT+Ph+g4o4IAIqCcd9+1HodbW647rRzLFh4kzd5iqcc/0bO4KweH2q1mosuuoiUlBQyMzPrda2a9EoR5bZu3UqHDh2qna6xc0Q/EitWVrOaoQyt13UczRkt5KWg1bNIQuIiJXv2opzczyXswpE0uepKmj9wL7aA8kKq4pPftoVr2AtZO3XqVO03zwd4gJ/5mSMcqXgud1MqKApB3bvRZ84sWlx+KbrQ0IrXIx+cRGCnyNOuM495dKSjyzYpO7XHhyMNGDCAsLAw/v679suKT1WbXinns8LCwhpN19jFEVfvhGQLW2hJS0IJPffBLuSMwtYMMmhJSylo9RBS1OoiqlNqKGymUgDUKhUqq7X8dSc0nhJVS0hIoKioiNtvv/20JakajYaEhNNXKoxsN5KHVA9x7557AVDt3oUayM/OZtW6dSjt2lDg70fovB9RWW2kH8+GU65hw8az/Z7loZ0PkZB/+rWdWVvjjB4fGo2GCy+8kO+//55LL72Uxo0b1/oa9emVcr5JS0tDpVKdc7rGLpZYNrEJE6Y6b9joSf1HTuWMwtZkkt26k7E4nSQkLuLXvh1qgx82Ywl5y5djPnECU84xVCUmAAL6OnffFPGf48ePs3LlSoYOHUp4ePhpr526aZnd06qniQ+L50W/FwlTwrC0aMHufxNQHT1GaNI69B07wJJlqKw29C2a03bQoNOSnAX6BTTRN+G6FtehauG8dvRnamNrwy0lt/Cy/8u8V/iew647ePBgFixYwN9//81NN91U6/Nf8n+JW0turXIVkPiPfbrGYDDU6Hg//OhJT9azvs5TLokkch3XnftAN7AXtjoyIZH6Ec8hX8tdRKXVEnHbLaBSgQLFm7dgPVReyKoK9KfxFZe5OcLzg6Io/PnnnwQGBhIXV7NvgU2UJlxWelnF9Ic2OJgmV5c3qCpYs5bjX89Fe/QYKh89TSfccFoyoqAw0zCTKcYp1Tcjc5JJxkkk6ZJYp13nsGvq9XpGjhzJmjVryM3NrdW567TrWKtbyyTjJIfF460KCwvZv39/jadr7OozbaOgkEiix9WP2Dl6pY2ssPEskpC4UGDvXrR59mn8ojpjDFQwBsPBKB3vPLYTc4h3FvbZbDbKyso8ZgPB9PR0du3aVWUha1XuN97PF35fUKQqAiB05AhaPf4IQQNi8evcCXPP7rR+diqGyI6nnZegS8CChQvKLnDo+6gpAwaeL3qeqQFTsWJ12HXj4+Px8fFh8eLFNT7HipWnAp7ihaIXPGJ/FE+Xnp6OSqWqsodLVerTIG072wkjjKZ45jJsR660kYJWzyNTNg6QkZGB1VrzH/Zf3naAvt8biU72x5BvZspzzVnRcRIthk9EFVizRkQajabS6QVPY7FYyMrKIiIiwu0bCJaVlbFgwQI6d+5cbcfLyrSytWJk2Ui+8P2CB0oeAMDQKRLDyeLVLVu24BsRcdZ57rw7Yje2bCxf+H3Bt77fcrPpZodc09fXl+HDh7No0SJGjx5NYA0+t9/4fkOoEsolZZc4JAZvt3XrVtq3b1/j6Rq7QQziWq7FjBkdulqd64n9R04VRRR72UsJJfVOaqWg1fNIQuIAVqu1xp0vv+Ebur2VRXRyMKhUGNq0puRQJm12QYEyj9Fvf12jbe/PLLwU57Z8+XKKi4sZM2ZMjf4fn2mycTJXBl/JnSV31qhgcK12LcfUx9z+C1iFiteKXmN88HjGlY5z2HVHjBjBkiVLWLp0KZdffnm1x+aqcplumM4v+b+4NTlrKIqKiti3bx+XXVb7qdxAAulEJzaykVhia3VuAglcgucmjI4sbJX6Ec8jUzYutIpVvH7iaWJXhQDQ49UX6TNrBn3em4XK14eg3SX8um2Oe4P0UtnZ2axatarSQtaa6mjtSIw5hu98K9+n5kzvGt5lsnEyGtzfpbaztTNXlF7BNP9pDrtmQEAAcXFxLFu2jJKS6pdivuH/BleWXkknayeHje/N7NM1NV1dc6a61JHY60c8cYXNqRxVRyIrbDyPJCQuspe9XMM1zDn2OtgU9GFhlGQeZv83cynauZOgyPJb/z8d/oQkktwcrXexF7IGBQXVuJC1Kg+WPMgcwxzMmKs9botmC9u12xlfWvnurO7wmPExFugXsMt/V53OL8vJJfOPP9n/7XfkJG9EsVoZNWoUFouFZcuq3otml/8uFuoX8pjxsbqGft7ZunUr7dq1w9+/btMJdWmQtpe96NHTilZ1GtNVHJmQyB0SzyJTNi5QQAHjGMeLvMjAJheznp8py8lh15wP/zvo5BTCHc0e5iquYjWraY0si3SEtLQ0du/ezYQJE9DpajenfqYelh5EWiL5xecXri29tsrj3jW8y33G+2o9h+9MQUoQU4un8m7Hd7md22s1dZKduJIds2ajWCwVzwV26Uy3555m8ODBLF26lAsuuAAfH5/TzlNQeLfju0wtnkqg4hkbtXm64uJi9u7dy6WXXlrnawxhCLdyK1asNb5D54nt4ivTj37MZGa9rmHFymY2S0Grh5E7JE5mwcJ1XMfFXMyd3IkuKBD1KcWdWnsxoKKg9vFhRNebeZqnGcc4Cil0U9Teo7S0lAULFtClS5daF7JWZYpxCu8a3sVG5SuHdmt2k6RL4gbTDQ4Zz5GuKb0Gs9rMPObV+JzS7OMVyUhAZCRNRgxH4+tL4fYM9n35NRdeeCFGo5GVK1eede53fIdFbeGa0msc+Ta8Wnp6edfm2q6uOVUoobSiFVvYUuNzPL2g1e7Uwta6koJWzyQJiZM9yqNo0DCN8rn7vNTN2MrKUJ38pm4p/C/psJWWYjp8hHu5l3jiuZEbHbpU83y0fPlyjEYjY8aMcdg1Yy2xNLI14i/9X5W+/q7fu0wsmeiRS1vVqHlw14M8wRMUUVSjc7ITV6BYLAR26Uz0m6/R6cEHiJr6BADHliUQFhJCTEwMixYtwmz+byqriCKe4Akm75yMWn7U1Fh9p2vsaltH0hDqR+D0wta6kukazyQ/JZzoQz5kGcuYy9yK26bm/HwAAjt3ou/7s4l66nGi336zYpM2c0EBADOYgRkzT/CEe4L3AseOHWPVqlXExcURduomeA4wxTiFWYZZKCjYbLaKxyH1IRb7LOY2020OHc+RuhR24UIu5DVeq9Hx9s9kQPt2FVscBHToAICtrAxbaSmjR48mPz+fpKT/6p9e4RUu5mK6FDnmztT5wD5d07372btF15a9H4nFaOTQr7+T9tIrbHvjTbJXrEI5oy/QIQ5hwkR72td7XFeobx2JJCSeSRISJ1nCEl7hFeYzn0D+mzsPPFm8WpC+DeOhQ4T170fhtu2U5eSg1usxtCovKNOiZR7z+Ju/+R+O3SDNlbRaLREREWi1ri1XsheyBgcHM3So47tODjMPQ4WKZbplWCwWSktLsVgszDHM4eaSmz2+XuI1XuMzPmMX5y5wDTjZ7C17xSoKd+7CWlrK/rnlK438mjdHYzAQERFB7969+eeff7BarexkJ5/zeY2THlFu27ZtKIpSr+kauzjiSM1PIvXRJ9j3xVfkJm/ixJq1ZLw1g4wZM09LSuzTNQ1lSbYjEhJZYeN5JCFxgu1s5yZu4md+Pqsw1dC6FeGDBoLNxrbXprHqymvY87/PAGg+7hK0Af/dpg0mmPnM53meZxlVr2LwZGq1Gr1ej9rFmwdu27aNPXv2MHbs2HoXslZGhYoHjQ8y0zCz4rlsdTa/+fzGxJKJDh/P0ZrQhKlMZQpTznlseGwMhjatsRQWkvroE6y55gaO/LUQgFbXXl3R02X06NFkZ2eTnJzMFKbwDM/QmNpvvnc+27p1K23btiUgIKDe12pCE27+vhMlmYfRh4fR7s7baHnVlai0Wo6vWEXO+g0VxzaUgla7+iQkUtDquSQhcbATnGAc43iHd6psStRpyiSaj7sEtW95cy1tUBBtJtxAmwlnF0G2ox3f8z03ciM72enU2L2F2WxmyZIlREVFObWb7ZiyMeSoc1irXwvA/wL+x9WmqwlX6tbnxNXu4z72s5+/qLwWxk6t09H9pRdoNHRwxa7VPk2b0GnKJJoM+++XWOvWrenevTszd83koHKQe7nXmeF7HaPRyJ49exwyXWM3YHUjADredw8txo2l7U030mzMxQAcX/3f9FpDqR+x60rXOhe2SkGr55Jlvw5URhnjGc+N3FjtbplFO3dhPHgIlVqNT5PGNB15AS0uv7Rifv5MQxjCNKYxjnGsYQ2hhDrrLXiFbdu2YTKZHFrIWhk1aiYbJzM7cDb3aO/hO8N3LMtrOHeytGiZzWwmMpGRjMQHnyqP1YcE0+XRh7GaTFhLStAFB1f6eR0xZgTPBDzD27veRhspP15qIz093WHTNXY+Vi1QhuaU9vP2f7cv4T7GMU5wgijq1oTNHerTsVXqRzyX3CFxEAWFe7mXZjTjeZ6v8ric5I1sefYF8lJSsRqNlB7L5sDceWyfPgNFUao87yZuYjzjuYqrztmU63yWnZ3Njh07GDRoEKGhzk/crii9gj3aPczuOZvRptE0szVz+piONIxh9KEPM5hRo+M1vr7oQ0OrTJ5/7/A77XLbkf1TdrWfZ3G2tLQ02rRpU6N9gWoqqHcPAPZ8/D9yN6VwbNlyDs8vvyMW2qcXQMXuvg2lfsSurtM2kpB4LklIHORt3iaNND7jsyr/YiuKwr4vvwabjfCBA+j1zlt0nHQfKq2WnLXrKEjfVu0YL/MyoYTyAA+gID/sz6QoCosWLcLf358BA+q3z0VN6dBxb+G9rIlYw32F97lkTEd7i7eYyUwOcahe1znIQWYxixnqGezbt49t26r/PIv/lJSUsHv3bodO1wB0uf42CgMtFO/dR9oLL7Nj5mysxcUEdu5E47jyYu+GNl1jJwmJ95F7qvVlLiHZ8DNzLD+z5viX+Nkyqj60oBjj/gMARF41FK1vPgFdw8nv3YXs9VvJW7WY4NCyKs9XA1+qHiE+/A4CGhXQzTwNdJ7X68JdtmzZwv79+xk6dKhLV/VcY7wGyw4LbVq2wQO2ram1VrRiMpN5jMf4jprt01OZx3iMB3mQ4ZHDSWqTxMKFCx06/eDNduzYgaIodOvWzaHX9WvWjIVvhXDRT6E0SS1FrdfTeOhgWlw2DvXJYu9EErmd2x06riv0pW+tO7ZKQatnk4SknraV/MP0Lu/xzycGIo5Wv2+J2qoBhgNg/t8VaH2NAJTt7AOEodn0KRx+rtpr+AO/B9oYeOd2YvN7Mlx3pwPeRcNXWlrKwoUL6dSpExERES4d2wcfeh/vDS1dOqxDPcIjdKc7CSTUqVvncpaTTDJf8iUqlYrRo0fz4Ycfsnv3bidE6322b99O69atHTpdY9c7Yhg/PpDAF3xx1mu55HKAA/Sgh8PHdbZTC1tr2oRwBztoSUsCqP8qJuF4kpDUw1H1USa0eYnHNz5Az8vO/Q1DC4S+9x25abtIOz6WiCG9KTqYRX5RGqhUhN8zExqfu4FXC+C1zb/wwKB3+DF/EF2tnvst9IBygFXWVVyjugaNxnm3D/79919MJhOjRo3i2LFjThunMlqtFh8fH5f3WnEkX3x5h3eYxCQ2shFtLX40WLAwmcm8wzsVhbHR0dE0b96cBQsW0LNnT2eF7RXKysrYu3cvo0ePdsr144jjZV6u9LWVrGQQgzxiR+rashe2bmZzlSsaz7SBDTJd48Ea7k9QNyuhhFuCbuEO0530KRkGzXvV6Lz2kyLY8vSzmLJz2Pfr0orn2956M37RI2o8fqud+UwrasfNwTezMHchjRXP7PfwSsArLPRdyOCjg522WeDRo0dZs2YNI0aMIDg42OUJiVqtrng0ZGMZywd8wId8yAM8UOPzPuADWtGKsYyteE6tVnPxxRfz2Wef0aqVZ+8e626HDx/GZrM5fLrGrj3tKaOMgxw8ayffhrJ/TVX60pcNbKhxQiL1I56tYf8EdRMbNiYHTibKEsW9JbXrteDXLILes2bQ9pabCB80kIjRFxE9/Q1aXl77nT3Hlo3lppKbuCX4FkyYan2+s23TbGONzxquyr6K2YGznTKGoijMnz+f0NBQhgwZ4pQxzhcqVMxkJq/wCtlk1+icbLJ5lVcrncvv168fjRo1Ii0tzcGRepdDhw7RsmVLgoKCnHJ9Faoq97VpaA3RzlTbwlZJSDybJCR1MN0wnePq40wrmlanpXK6wEBaXnk5UU88Ssd77iKwU2SdY5lcMpn21vZMCZzicStv3vR/kwcKH+DOI3fyl99fHFAfcPgYmzdvZt++fYwdO7ZBT5l4ik504lZu5WmertHxU5nKbdxGJGd/hjUaDRdddBEHDhwgO7tmCc75xmQykZWVRVSUc3uAxBN/VkJSSCE72EEf+jh1bGeqTUIiBa2eTxKSWvrF5xd+9fmVzwo+Q4/e3eGgQsXbhW+TqcnkHcM77g6nQqo2lc3azdxQfAOB1kDuKLqDtw1vO3QMk8nEwoUL6datG5GRdU/qxOme4RkWspANbKj2uA1s4B/+qTZ5GThwIH5+fiQm1nzX2fPJzp07URTFqR2FofKdf1ezmhhi0OH4rRVcpTYdW6Wg1fNJQlILG7QbeN7/eb4p+IZQxXO6pfrgw+f5n/Od73f8of/D3eEA8IbhDR42PlxR5Hh78e0s1S9lt8Zxqy7+/fdfSk/uNCscJ4AApjGNSUzChq3SY2zYeIAHmMa0an/A63Q6oqKiSE1NJTc311khN1jbtm0jPDzcadM1dl3oQg45HOVoxXMNtf/IqU4tbD0Xma7xfJKQ1NBB9UHuCLqDOYVz6Gjt6O5wztJIacTX+V/zVOBTbNJucmssa7Vr2aPZwzWmayqe81f8ub/kfqYbpjtkjKysLJKSkhg2bBghISEOuab4z/VcjxYtX/N1pa9/xVfo0Ve7RYJdx44d8fX1ZeXKlY4Os0EzmUzs3buXli2dv15chYqhDGUFKyqea+gFrXY1nbaRFTaeTxKSGihSFTEheAIPGx8mzuy4bxRWq9Vh1wLoYu3C7ILZ3BZ0G5nqTIdeuzam+U/jcePjZ90KvrXkVpJ0SaRr0ut1fXsha1hYGIMHD67XtUTlVKiYzWymMpV88k97LZ98nuZpZjO7RjVUWq2WQYMGkZycTGFhobNCbnC2b9+O1Wp1SUIC5dM2CSQA5asEN7OZ/vR3ydjOZF9pcy5yh8TzSRXgOVixMiZkDGrUtLK24l/dv2cdsz90f613nSwuLubHH3+kf7/+RHWNqvWS0c2hm8nSZVX6WjdLN3qH92bn8Z0EK8G1um59JeoSOa4+zuWllwOgUqnQ6XSoVCr88ONB44NM85/GlwVf1nmM1NRU9u/fz6233uoRhaxWqxWz2YzVanVqrxVX60UvLuMyXuIl3ua/+p8XeZHLuZxoomt8rdjYWFasWMGqVau4+OKLnRFug7N161ZatGiB4ZSN75wpjjg+5VMA1rKWXvTCF1+XjO1MNenYKgWtDYP7f5p7uCRdEtu12wG4LqSK29MhdbiwP3ArfM/3dQusBr2mbgm6hd/yf6vb9etAQeF1/9d5vPjxikZLOp2OZs3+23DuRtONzDHMIUWbQi9Lr1qPYTKZ+Pvvv+nevTsdO3rG1JnVasVisXhdQgLl+yd1pzt3cidRRJFOOt/xHWnUbimvn58fsbGxJCUlERcX57Jfwp7KZDKxa9cu4uNdN2XSgx4c4hA55HjNdA3UrGPrDnbQghZS0OrhJCE5h8HmwTxf9Dzzfebza96vlX7g09PTa/2DJXfjJo78vYiCQ5nsNxazWasmZtxYxowZg0537qr3hISESvcJsWHjjqA7CLeFM73IMfUaNbVEvwQzZi4pu6TKY/ToeaT4Ed7wf4N5+fNqPcbSpUspKytzeyGrrbSMvOXLKUrZjM1iwSc8DFvnzqB3/8orRwonnOd5ngd5kH/4h8lM5gVeIIxzdxQ+06BBg1izZg1JSUmMGFHzJoDeKCMjA4vFQpcuXVzWyE+DhkEMYiUrSSCBp3jKJeM6mxYtXelabcfWZJLpRz8XRyZqS2pIauC+kvvoYunC5MDJVa46qI1Dv/1B2ouvkLN2HZbMTFrk5nHxiTy2/D6fl156qV67pL5heIMCVQGvF73u0u3Ebdh4w/AGTxmfOue4V5dezX71fpK0SbUa48iRIyQlJTF8+HCCg107FXUqW2kZB99+h+wff6Fk5y5K9+7Dd8NGDr81E6vR6La4nGUiEznOce7kTnLJ5U7qtn9SQEAA/fr1Y82aNZSWljo4yoZl69attGzZ0uWf4zjiWMISNrCBgQx06djO1I9+1Ra2Sv1IwyAJSQ2oUPFm0Ztkq7PrvUqkLC+P/V9/C0DERaPo8uRjhPbtjcpmYyQqgoOCmDlzJp9//nmtCwC/9/meP33+5NOCT13eW+Av/V/44suIsnN/89Wi5XHj47zu/3qNm7nZC1kbNWrEwIHu/UGal7gC0569qA0Gmtx4HY1uvA6bnx/mI0fIXbTErbE5gwYNs5nN53zObGbXa9+TwYMHU1ZWxvr16x0YYcNSWlrKzp076d69u8vHjieez/mcrnTFH3+Xj+8s5ypslRU2DYMkJDWkR89nBZ/xq8+v/OLzS52vk7sxBcViwb99OzrcPZHwAbF0eeIxNL6+WE7kcM/4q7j55pvZsmULzz//PKtWrUJRzv1LO0mbxCv+r/BNwTeEKCF1jq8urFiZ5j+Np4rPfXfE7rLSy8hT55Goq1nDrJSUFA4cOOARHVmLU8t7HjS6dCyhw4cROHgQpgHlqxWKUs/dD6EhGsxg9rOfQQyq13VCQkLo1asXK1euxGw2Oyi6hmX79u1YLBan7V1Tnd70RkFp8P1HzlTd0l8paG04JCGphTAljK8LvuY5/+fYoD33MrPKlScXpsNHWDX+WtZceyO7P/jotDsFgwcP5sUXX6RHjx589dVXvP3222RlVb6iBmCfeh93Bd3Fh4Uf0t7avo5x1d0vPr/Q1NaUIeaa7yWjRs0TxU/whv8b57xLUlJSwt9//02PHj3o0KFDfcN1HJWq8n/3UmduzFZXcXFxFBcXs3HjRodcr6FJS0ujRYsWhIa6vrmiDh0XczEXcZHLx3am6jq2SkFrwyEJSS1FWiOZUziHO4Lu4KD6YK3P1wYGAmA1mUBRsJWWcmxZAjZTKfpG4fi3Kd8RNzAwkNtuu40pU6aQn5/Pyy+/zPz588/6VlmgKuCm4Jt4wvgEg82u78lhxsx0/+k8Wfxkrc8dXTYaK1YW6RdVe9zSpUsxm81uL2S18+/ZA4AT8/8kL3EFhUlr8U1af9promrh4eH06NGDFStWOLwXj6crLS1lx44dbpmusfuJnxiBdxUVn1rYeiapH2k4JCGpg3hzPA8ZH2JC8ASKVEW1Ojdrwd9VvhbWrx+qM5aNRkVF8eyzz3LhhReycOFCXn75ZTIyMgCwYGFi0ERGlI3gRtONtX8jDjDPdx6Rlkj6W2rfYEmFiieLn+QN/zeqLBY+cuQIa9euZcSIEU5vr11TIfFD8W3bBmtRMUe/+pbjX32L2mhEF9GUsAtHuju8BiEuLo68vDxSU1PdHYpL7dixw23TNd6uqmkbWWHTcEhCUke3mm5laNlQ7g68Gys1/5aXn16+gqb9XXcS2r8vhrZtMJy8K1LVCg29Xs9ll13GM888Q0BAADNmzGDNmjU85fMUekXPc8XP1f8N1YEJE+8Y3uFJY9V3R8xmM0eOHKmyXmC4eTgBSgB/6v886zWbzcb8+fNp3Lix2wtZT6X28aHVow/R6MrL8W3frjw5ie1Pm6ceR+PvPYWCzhQREUGXLl1ITEzEZqv/yrWGYuvWrTRv3pywsNovmxbVq2qljdwhaTgkIamHF4tfxIaNj9p/VONztH7lfUz0YWF0e2YqfWbNIKB9ed2Hxr/6ZlHNmzfn0Ucf5aabbmJhu4X8VfgX96y4B7Xinj/Gb3y/obelNz0sVU9TKIqC2WyusjBXhYqpxVOZ5j/trMTu1EJWT2s4pvb1JXzMxbSZ+gRtnnkK64AYSUZqKT4+nuPHj5OeXr+tBBqKsrIyt0/XeLPKVtpYsZJKqhS0NhCSkNSDBg0fF37MurB1fMInNTqn8bDy6vad777Hnk8/Z/v0GRxbthyAJvHnrnxXq9WUDCkh/dJ0Ji+ZzMIfF/LZZ59x/PjxOr+PuiimmHcN7/J48eP1vtZA80Ca25rzk89PFc+VlJTwzz//0LNnT9q3d32hrnC+Vq1a0b59exISEmq0kqyh27FjB2azWRISJ6mssFUKWhsW6dRaT4FKIK9veZ1HBjxCRzoynOHVHt/qmqspSN9OYUYGh//485TnryIoqss5x9vGNm7mZl7a9hJXjbmKnZE7+eOPP5g9ezbx8fHExcW5ZFnsZ36fMcQ8hM7Wzg653pPFT3JP0D1cWXolOnQsWbIEs9ks+544gUajISEhodbnFRYWEniyKLu241Vl2LBhfPbZZ+zYsYPOnR3zWfJUMl3jXJV1bJXpmoZFEhIHaFbajB/4gau4igQS6ESnKo/VGvzo8dpLnEhay4m16zHn5xHQoQNNa1AMeZzjjGMc7/AOzQrL94eJjIxk0qRJLF++nOXLl7NlyxYuvfRS2rVr57D3d6ZCVSEfGj5kfu58h12zr6UvXSxdmOs7l1F7RrFu3Touvvhijylk9SZ1/cW/ZcuWSrcrqI927drRqlUrEhIS6NSpEyovXT5dVlZGRkYGw4YNc3comI4dIze5fMl1aJ8++DZt4uaIHMde2CoJScMkCYkDaDQaLAkWbm9yOyPbjGTOpjkEWar5RaooqNasRZW0DhWQn7qFQ7/+jjIwFmVATKWnlKnKeLTnowzNG0qz/c1O+9ap1+u58MILiY6O5vfff+fTTz+lb9++XHTRRU7ZxOwjv4+4uPRi2tscO5XyRPET3BR8E4ULCmncuDEDBgxw6PWF51GpVMTHx/PNN9+wb98+pybS7uQp0zUHvv+RA/N+AHshsUpFq2uvps3117o1LkfpRz9WsrLiv5NJZjzj3RiRqA1JSBzA/o2zK10pUUp4s/+bfJ//fZXt2ws3pXA4aR0AlmYR+BsMlO7eg2p1Ei369iEg+vStfBUUHgx8kA50YJr/NFRdK/8W2bRpU+688042bNjAokWL2L59O6NHjyY6Otph3zxzVbl85vcZi3Kr7x1SF92t3elwrAOL2y9mZruZHlfIKpyjc+fOREREsHz5cq9NSNLS0mjWrBnh4eFuiyFn/QYOzC3f0DKoaxQABenbODjvBwLatSV8QOUb0zUkfenLLGYB0qG1IZKiVgd7wvgEoUooTwY8WWUH0vyEFQAEjRhG8bgxNH9kCiEjymtP8hJXnnX8e37vsVOzk5mFM8/Zml2tVhMTE8ODDz5I+/bt+emnn/jiiy84ceJEPd9ZuTmGOVxuupyWtpYOud6pjEYjbb9oS/rYdJq0857byKJ69rsku3fv5tChQ+4Ox+HMZjMZGRlu7z2S9c9iAJqNHUPP11+h5+uv0PzSseWvLVrsztAcpitd2cMeSihhBztoTnMpaG1A5A6Jg6lRM7tgNpeHXM5Hfh9xT8k9Fa8pNhtFm1Ip2bMXoLwJ2slbp4bOkeT9uwxLXt5p11ugX8AXfl+wIHcBfvjVOI7AwECuvfZaevfuXVH0OmzYMIYMGVLnotdjqmPM9Z3LspxlNT5Ho9EQFBRUo7sdS5YsIfhIMCNsI/jU71Mml0yuU5yuZjabMZlMmM1mdDrXbmroCqWHMslfuQrNgYPkZB4heMggNAGO/SHfrVs3GjVqREJCAjfe6J4mf86yY8cOysrKHD5dU9viZPWBA6iAnSUlHKo4T0ED5Bw4WKNrefpdy1MLW3eyU+pHGhhJSJzAgIGvCr5iTMgY2lvbc2HZhSgWK4c//IiilP9aG+cvXoqhRXOskZHkLS/fZM631X93HrZot/BY4GP8kPcDTZWmdYqlU6dOTJ48mWXLlvHvv/+yefNmLr30Utq2bVvra802zOY603W1ikWj0RASEnLO4zIzM1m/fj2jR4+meVlzxoSO4VbTrQQpnl/UqihKxcPb5K1YxdGvvgGl/BdX9o6d5CxeQqtHH8anWYTDxlGr1QwdOpRff/2Vo0eP0rRp3T7vnmjr1q1ERETQqFEjh163tsXJWZEdyT96DN/t22k/5mJ0ej2H/1mCEQju2JFmDi5Ydhd7YaskJA2PTNk4SYQtgi8KvuChwIdI06SRv2oVRSmbUel0BA6MrdiMTZd5mANPPYtx23ZUWi2hoy4AIEudxS1BtzCjcAbdrPW71avX67nooou499570ev1/O9//+O3336jpOTsjaiqclh9mJ99f+YB4wP1iqUy9o6sTZo0ITY2lra2towpHcOHfh86fCxRc5b8fI5+MxcUBUPPHpQNiEHXtAnW/AKOfv2tw8fr1asXwcHBJCbWbAfohsBTpmsAQkddgEqrRZt5hP1PTGX3Q49hTEsv/7njRVse2BMSWWHT8HhlQvLPP/8wdOhQDAYDAQEBjBw5kqSkJJfH0dPSkzcL3+SW4Fs4sW41AI0uG0fzO26j5UOTUdtve9ts6JtF0HLKJHxatMCIkZuDbubOkju5qMxxu3I2a9aMu+66i3HjxrFlyxZmzpxJampqjb7ZzzDM4JaSWwhTHN9DYePGjRw6dIhx48ZV3BJ+2PgwX/h9QY4qx+HjiZop3JgCViu+bdvQ5O47KenZnYhJ94FKRcmOnVjy8x06nkajYejQoWzevNlhNU/utnPnTqdM19SFT4sWNL3/HqwhwWCxolgs6COa0mLy/afdmW3o+tGPdawjlVR609vd4Yha8Lopm4SEBEaPHk23bt149dVXsVgsvP/++8THx7NixQpiYipfVusskVsjubDphew0b6MdfhwpLCBzyxYAVIMHoPtnCbbQUIquvpIicxm2Lam83P1lmmc354K9F1BNS5M6UavVxMbGEhUVxV9//cWPP/5ISkoK48aNq7Jh0z71Phb6LGRNzhrHBkN5IeuiRYvo1avXadNIzW3NGW8az3uG99y2V09VFKuVvIQVFKxeg7W4GH3bNqjbtHJ3WA6nlJUCoA0JqVilpQ4IQKXRoFgs2ErLHD5m3759Wb58OStWrODyyy93+PVdbevWrTRt2pTGjRu7OxQA/Dp3oujqK+nWogU6nQ5dkyZe0/ul9MQJDv38G2WbNvG4thlbB4Xie5kaHN/5QDiJ190hmTJlCq1atWLt2rU89NBDPPbYYyQlJeHv78/TTz/t8ng6derEq8GvktOjfJ8Tv5TNdPDxpYOvH/6pWwEI79+XHj170qNHDxbGLsQaYuVj3cd07uS8zpVBQUFcf/31TJgwgWPHjvHuu++SkJBQ6Xbwb/m/xd3Gu51Sz7F48WKsVisXXXT2naBJxknM853HUdVRh49bV4qicOTTzzk2dx6mffsxZx+neH0yAb/Ox3SyWNlbGE7WKBRt3kLBytWoc3M5Me8HFIsFXaNwdI0cv4RVp9MxePBgNm3aREFBgcOv70r26RpPuDtyGpUKXZMm6Js29apkJPWxJzny1wJMh4/Q7kAg4+Y1Zsszz2MtLXV3eKKGvCohyc3NJTU1lWuuuea0hmBNmzYlPj6e1atXuyUuFSoui3uRvDAr5qPHOPjm2xyc9hZlWVlogoMqtqz/yecnfvP5jc8KPkOP3iWxdenShcmTJxMbG8vSpUt5//33OXDgQMXrOzQ7SNAlcEfJHQ4fOzMzkw0bNjBy5MhKW5I3UZpwg+kGZhlmOXzsuirZtZvCdRtAo6bxNVfR8uEH8Y3siMpqJefX390dnkP5tm1DYEw/sNk4MXcegT/+StHJ/jmNrrwCldo5Pz769++PTqdj5cqzl8A3JLt27aK0tNQj6ke83aEff6HsRA5+zZsTNfVJNjzUGEugjuLdezi65F93hydqyKsSkqCgIDIyMnjooYfOeu348eMu2eOlKv7BjWn35JOsGH4Cq78OtcFA0MBY2jz1ONqQENZp1/GC/wt8U/ANoUqoS2Pz8fFh9OjR3HPPPWi1Wj755BP++OMPSkpKmG6YzgMlD+CPY3eytdls/PHHHzRt2rTaabT7jffzm+9vHFK7rj+FzWajrKys0kfByVVS/n37EDAsDl3HDoROuAGA0t17MBUUVHnuqQ+bvVOmh2t60wTCLhmNJjwMRavFp0N7Wky+n6CYfk4b09fXl4EDB7J+/XqKi4udNo6zbd26lSZNmtCkifTUcbacjeWt8NvdcSvhsf2ZMuxDOo6/HoAT69a7MzRRC15VQ6LRaIiMjDzr+c2bN7Nq1apKpwVcqUlYB4be/ArjJ43nq4KviLT0AeCA+gB3Bt3J+4Xv09Ha0W3xNW/enLvvvpu1a9eyePFiEnITWPPAGt41vss5+rFVyWazYbFY0Gq1qE/5Rp2cnExmZiZ33nlntb0NQpVQbi+5nXcM7/B20dt1C6KWLBYLWVlZZz2fnZ2NNvsYvkDesWwOp6QAoM7LJxBQgM1btsAZvUg0Gs1ZNQQRERHo9a65C1YX1pISsn/8hYKkJJQyM9qwMEoGxtDuumvx8fFx+vgDBw5k1apVrF69mlGjRjl9PEezWCxs376dwYMHuzuU84Lq5M8Q28npmZLMwxWN4PJTUkl59Ana3nITIT08bPpMnMarEpLKFBUVcfPNNwPw5JNPujka6GztzLuF73J70O38lfcXQUoQE4In8KjxUeLMce4OD7VazcCBA+natSuXqy+n00+d+PHoj4wdO7ZOu5Taf7mf+gvYXsjau3fvGvVDubvkbgaEDeB+4/0O3z+nMlqtloiIs3tsREREUBoSyuGNKej27afVjt3oWzQnf8VqzIChaxTt+/ev8RieSlEUMme/T8mOnRXPWXJyMKxYTWHzFvicXJruTAaDgf79+7N27VqGDh2Kr6+v08d0JPt0jafVj2i1Wnx8fDz681cXjQbEcuiX39j98aeUZB7m4M+/YjOZKl4v2rmLtBdepucbrxIY6b4vfaJ6XjVlcyaj0cill15KamoqTz75JPHx8e4OCYAR5hFMMk5iQvAEJgZNJL4snptNN7s7rNPsCt9FYZtCXmjzAllZWcyePZsVK1ZUWvRaW4sWLUJRlBrfsQpUArnHeA9v+b9V77FrQq1Wo9frK30EdmhP6EXl39gLlidw/NvvMB85giYwkKbXX1vleWc+1E6qv3AE4/YMSnbsRKXX0/KRKUTOeZeQk+85b+E/KA74DNTEkCFDsFgsblmyX19bt26lcePGHjddo1arKx7epOX4KzC0aY05L4/9335XkYwEdYui/2efENqnN4rFwqGffnFzpKI63pUmnyIvL4+xY8eyatUqbr/9dl599dUanRcaGkpoaNU1HDabzSEdOR/jMY6ojrBfs593Ne+i8fGslsxvq9/mBeUFhg0axoA+A/jzzz9ZtGgRW7du5YYbbqjxJmhGo5GsrCyCgoIwGAzs27eP5ORkrr76alq3bl3jeB7lUaLUUWTpsuhK1R0l7a3bg4ODKy2UdYTQu+4kr28fji1LwFJYSGDnTkSMvgh9He4geaKSrPJVTWEx/Wg1eFD5v99+G0mLl2ItKMDfasPXBctYw8LCGDhwIElJSYwdO9ajp7hOZTab2b59OyNGjDjnXUVXfF4rG7Mudzvdoaat6rUBAfR84zWyFi3m0M+/YCkopHF8HJGT70et1dLqmqvI3biJwlPu+lU35pn/f1QqVbVJnLfdcXIX70qTTzp27BjDhw9n1apV3HXXXfzvf//zyOVt08qm8V7me9jMnlXgmEAChzjEjUr5niK+vr5cddVVPPHEE6jVat566y2+//77WnV6hfJkbt68ebRo0YKhQ4fW6lx//HlceZwX1S/W6jxnUKlUhPbrS+fHHqbbS8/T+sbrvSYZAdCe/MVoPHCw4m5ISWYmKpsN1Co0/o4tcK7OqFGjMBqNDWrFzfbt2zGZTPTp08fdoZxXtAY/Wl5+KaEn/7+rffSoTyYKRSeX5GsDZaM9T+Z1aV1hYSEXXXQRKSkpPPTQQ8yYMcOh1y8pKcFoNDrkWmVlZRw9ehSVSuUx3/4UFKaGTOWR4kfILz29E2dAQAB33nkna9euZcmSJWzcuJFLLrmEbt26VZnwlZWVN88qKCggMTGRAwcOcNddd5Ffhy6f4xnPW2FvkVCQQA9Lj0qPsf/Z5OfnYzabaz2GAHWXzqh8fCg5cJBNjzyBb7s2FCWXr2IIiI6m0FwGOa7poKtWq+nZsyeLFi2ie/fuDeKbaFJSEo0bN8bHx4ecc/x/csfn1Ww2nzMuT1GXKeKmFwwne3kCRxctoSw3F62/P8dXrq54rSZjnvn/x2Aw4O/CRPx85fl/u2vp/vvvJyUlhQcffLBOyUhubi4Wi8UJkTUMy3TLKFIVMa50XKWvazQaBg0aRNeuXfnzzz+ZN28enTt3ZuzYsdVOdRmNRhYvXkyfPn1qNVVzKh98eMj4EG8Y3uDbAsfvpSLKaQL8aT7xDg5//AmlBw5QerIvjS08jKY3Xu/yeOLi4khNTSUlJYV+/Zy33NgRLBYL27ZtY8CAAR55V/Z8ENKzB62uu4aD834gd31yxfPhgwbS7JIxdbqm0Wis9otoYWFhna4rTudVCcm2bdv4+uuvCQkJoVevXnzzzTdnHTNhwgQ3RNYwKCi84f8GTxY/ifocs3khISHceOONbNu2jT///JN3332XCy64gIEDB1Y677t06VIUReHCCy+sV4zXma5jtmE267Xr6W+p2YoWUXsBvXrS/vVXKVi3Hmt+Ab5tW7NPq0EbEuzyWJo0aULXrl1JTEykd+/eNa4rcIfdu3djMpk8bnXN+abN9dfSePAgjq9JQrFYCOnVk6CuXSVJ9HBelZAkJCQA5QWtt912W6XHSEJStf+3d+dhVZb548ffZ2PfF1lUxA1QRE0wLRHUymlTc2laZqZmmmnMKb9TU1lNjd/xW1O2WWPLb6bJymmaNjNLzVxSQXLfUkBRQUAFBWU/nMNZf38gJwlEUOA55/B5Xde5LnjWz8Nzc87n3Pf93PcajzWoUTPZ1L6kQaVSMXToUAYMGMCGDRtYu3YtP/zwA9OmTaNPnx8n6zpz5gz79u1jypQp+PldWRuuDh2P6x9noe9Cvqj+4oqOJdqmDQwg5MJHfM/PwaSE9PR03n77bbKzsxkxYoRicVxKTk4OYWFhREREKB1Kj+cT05eYGPebY8qduVWn1gceeAC73d7mS7TOho0XfV/kSf2TqDo4CpqXlxe33nors2fPBuCf//wnq1atwmg0olar2blzJ1FRUYxu5xgdlzKjYQZn1GfI0rlOR0dxZaKjo4mLiyMzM9NpR7m1Wq0cOnSozT5VSrNarZjN5k55fF+IzuZWCYm4fF95fkWQLYh08+WP1dKnTx8eeOABfvazn7Fnzx4WL17MypUrKS0tZerUqZ029oEGDU/on+AF3xewI0lmT5GWlsaZM2fIy8tTOpRW5efnYzAYnLq5xmq1YrFYJCERTsmtmmzE5TFjZnbAbHpZe3FvwL1XfsCbwXyDmdOnT/N53ecETQ6iOKr40vt1gB07u3S7eN73eZ7Wd/8szj2N2WzGaDRiNpsdY2d0t9jYWGJjY9m8eTMJCQlOVwuRnZ1NaGhoq6P8CiEuTRISBalUKnQ6neJvrAZV43giZZoyvtV82zkH9QTOj9BcRBE/8EPnHPcnPvL6SBKSbuAszZ7p6eksXbqU/Px8Bg1yniHAm5prRo8erfj/sxCuShISBel0OqKiopQOgwB7AE/on+CU+hSL6jp33JauclBzkHsC72FbxTalQxHdaNCgQURHR5ORkeFUCUlBQYHTN9cI4eykD4kA4PeG37PWcy0F6gKlQ2mXF31f5JH6R/DCtSZdE1dGpVIxYcIEjh8/TnFx5zYDXons7GxCQkKc4guGEK5KakgE0DiB3Zz6Obzi+wpv1759xcezVFVx9utV1O0/AHY7vsOTCJt6K7rQKx9ifbd2N3naPN6vef+KjyWaqz96jIrVazAUHEfj60vguGsckwk6i4SEBHr16kVGRga/+tWvlA7H0VyTkpIizTVCXAGpIREO9xnuI0uXxWHN4Ss6jqW2lqLnX6I6MwtrTQ3W2lpqvt9K8QsvYqnq+JDxP7XQdyGP6x9HhzKdK92VPvcQJ15ZhD47B1t9Pebycs6u+JqS//eO4n1HLqRWq0lLSyMvL4/S0lKlw+H48ePU19eTmJiodChCuDRJSISDDz78sf6PvOT70hUdp3LDRiwVFejCw4h+eC7BD9yPLqIXlqpqKtZvuKJjf6/7nlJ1KTMbZl7RcURL5cuWg9WG38jh9PvLn4n8zT2otFr0Bw5ibMcsqd0pKSmJ4OBgx2CISsrOziY4OJjo6GilQ7kklUrleAnhbKTJRjTzS+MvecvnLQ5oDzDcMvyyjlF/qLGGxW/UVaj8/TAG+BN0y82Uv/cB9bmXX/tix84Lvi/whP4JNDjv8OGuwmazOeZtstbX01B8AoCQu+9E7eeHd1QkvocOU7d9J/rcQ9C/X4cmgNNqtZ029sxPaTQa0tLS+PrrrykvLyc8PLxLznMpVquV3NxckpOTXeJDXqfT4eXlhVajwVRejkqjRRdy8TmolKbRaDqcdNoNRmrLzuAfHY3qMh5Rd+apCdydJCSiGU88+VP9n1jos5D/1vy33fsdOXKEhoYGsNvRlZ5GBVSuXU/l2vXYPD2pGZKADjBYzBy8YAhyT09P4uLi2nWOTbpN6FV6bjXd2sGrEq2xWCycPn0aALvZDCoV2O3k7NyF7fyHlM+pU+iA8spKGqIjycnJafVYGo2mRVIQGRnZpbNYX3XVVWzcuJHMzExmzlSmxqywsJD6+nqXerpGdbyQ458sw3zmDABe/WOJ+MVdeMX2UziyluLj49u9rdVgoOzjT6nZsYtgqxWVlyfB100ibNoUVF2UGIvOJQmJaOEO4x284f0GO7U7udpydbv2aUoqSt9bSo3B0GyduqEB9f7GcUgi08cTnJTU4Ziaakee0j91yYn/RPtotdpmg3idSUqk/kA2wZsz8R+fiunUKfQnToFKxcBbbsKjg/OzaLVd+/ai1WpJTU1l7dq1TJo0qc3ZprtKdnY2QUFBLtFcA2A4lo925TeY7XbQaMBmw3i8kBOvvkbsX+d3SqdzJdjtdkr+8S/qc3Ibf9dowNhAxeo12C0Wet0uTbyuQN7ZFWQ2myktLe1QNXh30KHj8frHedH3xQ7tZ7fZqNm+AwC1t3eL9dqgIALT0y4rpm88vkGLlhtMzvXEhytTq9V4eHg4XhF33Yk2OBjL2XNUfvkV+p27AQibPg2/vn2bbdueV1c111xo9OjReHl5kZXV/fMaNTXXDBs2zCWaawAqvl2Lym7H76oRDP77qwx85UU8+8VgMxip2qR8f5zL1VBUTH1OLiqtlshH/oea++4h9O47AajatBlrveESRxDOQBISBdntdsxms1M9wdBkesN0ytRlbNFtafc+lqoqOD/xWcwzTxI1+3f4jk7G5tHYjqv290N9GW26VqyXPfGfaD+P8DBi//oM4bfPwC/5KgLTxhPz1DxCb75R6dAuysPDg2uuuYY9e/ZQW1vbrecuKipCr9e7VHON8Xw/oeAbrkft5YU2MICg9PHn1znPuC4dZSxqjN07Pg6/hHi0Oh1BaaloAgKwm8yYzjdNCucmTTaiVRo0zNPP4wXfF0itSuVI3pFLT8hlMqMGVEDBytXYrx2LfezVqPc1Ntc0aDXk5ua2PwaNhvj4eL7y/IpQWyhp5surXRHtp/H1JeRnk5UOo0PGjh1LVlYW33//PTfe2H3JU3Z2NoGBgfTu3bvbznmltAEBWCoqMRzLxyduMNDYjAOgDQxUMrQr0hR7w4mTqM7Pt2Q7exbr+SRVGxigZHiinSQhERd1q+lWXvd5ne88viPaGk16+qVnAt636hv0hUWot+9Ed+Qolppa7Oef5Bg590H8Bw5s9/kzMjKwYOEln5d4vfZ1qR0RrfL29mbMmDFs376dtLQ0fHx8uvycNpuN3NxcRowY4TLNNQCBaakYC4s4u3wFhiNHsRmNjoQkcPw4haO7fL7DhjY2N1ZWcnz+AjRhoRSdOAV2Oz6JQ9GFhiodomgHabIRF6VCxVP1T/GCzwvYaV+zUuKC+Wj9/QEwV1Q6kpE+M6d3KBlp8pnXZ8TaYhlrGdvhfUXPce2112K329m+fXu3nK+wsJC6ujqXaq4BCEwdhzWpMWZ9dk5jMqJWE377TEeNiStSabX0fvABNIGNNUCaI8ewGQx49ulN1G/uUTo80U5SQyLadJ3pOhb5LGJL2BYmMOGS23sEBTH6g3cpePc9KrbvwG6x4B8fR9CI4djt9g59mzSpTLzq8ypLapZcwRWInsDPz4+UlBS2bdvGuHHj8PT07NLz5eTkEBgYSJ8+fbr0PJ3NYrWiv3YMQ2+bSkPeEVRaDX4jR6ALcc2nay7kFduPAS88R92+HziRm0u/5FH4DkuUR35diNwp0SYVKp7SP8V7se9h5RJ9SACb2czhF17izJq1mCursNTWUbl7L9nzF3D4pVexX6ofygW+ifqGJEsSIy0jr+AKRE8xbtw4TCYTu3bt6tLz2Gw2cnJySExMdKnmGmjsSG+329FFRRIy+XqCJ010i2SkidrDg4Axo7GljMJveJIkIy5G7pa4pPHm8YSYQviETy65bcmqb6jcvcfxu2evXo6fz23dxun137XrnAYM/CfmP8zTz+t4wKJHCgoKYuTIkWRlZXXpo/RFRUUu2VwjhLOTJhsFaTQaAgICnH+oYrOBB4/8jL+OeYqfl8W1Oald2fpvHT/3vSmVflMnkv/ZWko37QSgfN03RA3vdbHdHd72/TfJdQMZquqPzKEn2mv8+PHs3buXvXv3MmbMmC45R05ODgEBAS7XXCOEs5OEREEajYagoCClw7gkbVU+961/iy/C61l6OI3f7W19OHCbTYXpdBpNGYT+++WUH/p/VJ+OBRo7uppO5ME7bT+tU+th55W5dWQs90F7XT6WcPkmKtonLCyMYcOGsWXLFlJSUjo92W9qrhk2bFi3DPzWWew2GzXbtlO1bQe+585xLv84YT+b7NTz2Fwum83meLnSPRKSkIh2sAQNZE/Kazwb7M30m//Er1K+wpPmSYndaiP3rY+xWAscyypqelFR07w2xGj2pXL8+wQPGXDR8y32e5eb1Sep7T+V4KCOP5kjerb09HTefPNNfvjhB0aNGtWpxy4uLqa2ttalmmvsdjulSz6gdkdjLaUWqPluE/qdu4l58rEOTwng7CwWCw0NDVgsli6dS0l0PklIxKXpvKnzH0h6eDqj+YJ/Re/kIR5qtkn55kyqDhU0zq5ps7XeefX85G35yzaS/NZtrXY4q6SSxXzODnZQ5F8EupZD0AvRlsjISBISEsjMzGTkyJGd+i05JycHf39/+vbt22nH7Gr1hw43JiMaNUE33UhJvZ7Aw0cwl5RS/sUKev9httIhCgFIp1bRQQtYwEIWUk99s+UVOxufbOgzfRrDX3wer8jm37r8E4cwfOFzqD08MJaUYjh5qtXjv8qrzGIWscR2SfyiZ0hPT+fs2bMdGhn4Umw2G9nZ2SQmJjpVU4DNZsNkMl30VbN3HwD+Y8fid8N1mAcNJPgXjfO81P1wgAajsc39TSYTtvNTQgjRlaSGRHRIIolMYAJv8RaP8/gFa84PnKZW4z94EH1mTufYW/9wrNXnH+f0t+sv2LrlQGvllPMO77Cf/V0Uvegp+vbty4ABA8jIyOi0x3NPnDjhlM01FouF0z+Zq6W8vNwx1YNXeTmewNmKc5zMyaGhoYH8guP409i35IcffmisvaSxX1t4eHiLc0RGRkrzh+hykpCIDvsrfyWVVGYzmwAa54gITknh7PfbKFnxNboAf4xnypvtYzMaKdu0GQDPiAh8WnlC4UVe5B7uIRrXmMpdOLcJEybw3nvvcfToUeLi4q74eE3NNTExMZ0QXefRarVERkY2W3bh7/UenpzJOYTnkWNExsehCw+nasdmTIBv0jAGXHVVu84hRFeTUibaRaPRkJHx4/TkKXEpPGJ8hHuKm4ZltqHu2wfriZMUvNP2yKqGqEgytzSfRfisx1mWJC/hg90fkGHOcJxTiMvVv39/+vbty+bNmxk8ePAV1ZI4a3MNgFqtbrP2QjdiOPUpo6jdvZfKFSt/3M/Xl163z5SaD+E0JCFRkM1mw2KxoNVqne5N7qfi4+Ob/f6s+lkmR0zmCf8nCLY3PjpoS0iganMmtbv3YMxvfNrGL208VYcP46XWoNZoMJ06RZCXF1FDhzY73hN+T3Cf+T6uHXxt91yQcHsqlYr09HT+85//UFhYSP/+/S/7WCdPnqSmpobExMROjLB7qFQqou7/LT5Dh1CzfSc2gwHvwYMJmXwdurAwpcMTwkESEgU1tf26YvtsH1sfpjVM422ft3la/zQAap0Ov6REanftdmxXl7kFLWD18EB9vm1a7e3V7FjF6mJWeq5kW8W2botf9Azx8fFERkaSkZFxRQlJdnY2fn5+9OvXrxOj6z4qjYagtPEEpY1XOhQhLsq5v5YLp/Zw/cN85PUR5arG/iI2o5ETr/4dY8HxFtvaTSZMpxqfrAkYc3WzdYt8FnG/4X4C7YFdH7ToUZpqSY4dO8bJkycv6xh2u90xd42z12SKxv4unp6e0u/FBcl/l7hsEbYI7jDewWKfxQDU7NyNpbISta9v4wat9AFReXjg1T/W8Xu+Jp8NHhu433B/d4QseqDExETCwsKa9YHqiJMnT1JdXe2SzTU9kVqtdryEa5E7Jjrkp2MezK6ezTLPZRRaCjGc/waqDQsFwG/s1QTd9fNm+9tNJgwVFY79F3ot5IG6B/Bo8JAxD0SXUKvVjB8/nkOHDnHmzJkO75+dnY2vry+xsbGdH5wQwkESEtEhTf1eml6mEhPTz0znr+a/cqa+cbA049mzAFRn51BSUgqA7Xz1qV2rJfvYMfbv38+K/BVkqbOYnD+52TEtFosyFyfc1ogRIwgMDCQzM7ND+0lzjRDdRxrZRIe0NubBIzxCeu90fGc+gn3fD6j19aBSoamuwSej8fFe9flBmgJTr2VAcjIAb4a8yZ+MfyI2IrbFOYToTFqtlvHjx7N69WomTZpEaGhou/Y7deoUVVVV0lwjRDeQlF90SNOYBxe+wnXhzDbM5o2YJfR+aA4aPz+w/2QkVrsdv6tGEvHzWXh4eJDrk0uuRy73mu9tcTz5Jiq6QnJyMj4+Pmz5yRg4bZHmGiG6j3wVFZ3it4bfck3INZQMm8vAl55HfzAHS20tWK2NHVlj++HV98fRWRf6LuRR/aN44FqPOwvXpdPpGDduHN999x2TJk0iICCgze3tdjvZ2dkMHTpUBukTohvIV1EFNTV/uEMThR9+PGh4kJd9Xkbt4YF/8lUET0gj+LqJBI0f1ywZ2a7dTqG6kNsbblcwYtETXX311eh0OrKysi65bUlJCVVVVU43d40Q7koSEgU1NX+4SxPFrw2/ZqduJzmanItuY8fOQt+FzKufh1Yq6EQ38/Ly4pprrmHXrl3o9fo2t83OzsbHx0eaa1yM1WrFbDY7JhcUrsM9PgmFU/DCi4frH+ZF3xcvuk2mLpNKdSW3NdzWfYEJcYFrrrkGlUrF1q1bL7qNNNe4LqvVisVikYTEBUlCIjrV3ca7ydXmsle7t8W6ptqRJ/RPoJaiJxTi4+PD6NGj2bFjB0ajsdVtSktLqayslOYaIbqRfCqITuWBB4/pH2Oh78IW69Z7rMeKlZtMNykQmRA/Sk1NxWw2s2PHjlbXNzXXXMn8N0KIjpGERHS6WQ2zOKk+yTbdj5Pl2bCx0GchT+qfRMXlTwMvRGfw9/cnOTmZrVu3YjKZmq1raq4ZMmSINNcI0Y0kIRGdTouWefXzeMHnBew0jkeyymMVvvgy0TxR4eiEaJSamorBYGD37h9np244U8bJHw5SUVEhzTVCdDN5zEF0iakNU3nN5zU26zaTZk7jRd8XebnuZakdEU4jJCSE4cOHk5WVxeCqWipWfAXn51H6BRBwIBsGD1Y2SCF6EElIFGS1WqmtrcXf39/tqobVqHlS/yQLfRdSZigjyhbFteZrlQ5LCAcDBnQ36Shf9T3nluc3S5bVQOWateSGF5GU/kvC7GHKBSpEDyFNNgqyWq3U1NS47eNpN5puBOApv6d4Sv+UwtGIns6GjQPaA7zh/QazAmeRFJrE0uil3JUV6UhGPGfNYGOgP3ZV45LQzw6RGpLKdUHXscB3AZt1mzFgUPZCRJtUKpXjJVyL1JCILqNCxV/1f2WF5wqSLclKhyN6CrMBbVU+AEWa02z02UWm316y/PYTYQklvXYUfyi7kav1j+Jr8+aI4R8AWIP8OF5eyLkgP/z6hKPPKcDTqCL74Ecc9M4n038vi/2e54D/UUbUx5FeO4r0ulGMMMWhVWuwBA0EnbeSVy5onCLAy8sLnU6ndCiigyQhEV3qGvM1XGO+RukwRA9Rrapmm/W/bNM/x4YBVup1dm7I1/LznVr+WaAhQn8WWHf+BWaLFkgHVGiq6ojO2MvN3hYsJWbAG7AT9eUdRAGTz5+jXqcmKyaP9QNyeGzg+5T425l4XMM1/A/j1XcTY4tR4MqFcH2SkAghXJYJE7t1u8nUZZLhkUG+Jp+xDaMZVn07X1tnEd8QiypCBRFAK3nxkTf+C+Q7frcDvgYtDeffGv3794HfZzTbx4fG5GQygA3Kaiv4l+lTdgad4GXPqXjaPUkzp5FuSme8eTyB9sCuuXgh3IwkJEIIl7JXu5e3fN4iU5dJtboaAB+7D+mmdG5suBEtWs54n2FVr3xWXZBs/JTXSQMjc/OxAxZfDTq9tdkzYFZPNRsWRrPea8MlYzqpVxNnG8pgwxAKNAVs9NjIUu+ljvWedk9mG2bzjP6Zy71sIdyeJCRCCJfy+4DfU6wpbrasXlXPGs81rPFc07jA79LHGXcqipFcw9H+Vfz2tY388vM4pq7rT1iFFzqrhr/86Xu2eC1rX1AD217doGpgsc9iSUiEaIMkJEIIl7K7YjcWLOzX7ifDI4MMXQa52lySLcmkm9JJN6WjydVgs9pa3b+2thar1Yqmsgr4msGFwaxc+gHW4CDUqZVov1oN2Jh3+HkePRPs2E+j0eDv79/qMTUaDQFDAsjQZZDhkcEW3RaC7cGkm9JJM6dxrfla/OztyJKE6MEkIVGQSqVCp9PJ42lCdJAWLSmWFFIsKTzKo9RRxzaPbWTqMpkTMIdz155jvGl8Y4JiTifaFt3qcU4cPkL9ocMEfb0aj969MZ08CTYbPgnxxN9yS5sx1Knq+F73vaP/SpWqijRzGhNME5ivn0+ULaorLl0ItyUJiYJ0Oh1RUfKmJcSV8sOPG0w3cIPpBtDDafVpR6LwvO/zBNgDHB1Nx5nH4W9vrOmI+v1vKf3nu9QfzsNU3NgM5DV4EFG//22Lc5gxs0+7jwyPDDI9MjmsOcxo82jSzGn8q+ZfJFgTZCRiIa6AJCRCCLcTaYvk5w0/5+cNP8eOnTxNHhkeGfzb69/M9Z9LvDWeNFMa6dp0Rj50P9Ur16LPPYxFq8F//Dg0fn7YsXNMc8yR2GzXbWegdSDppnSe0j9FijkFDzyUvlRxgYaSUio2bkJ9LJ/SfT8QMmkinn16Kx2WaCdJSIQQbk2FigRrAgmGBGYbZmPCxB7dHjJ0Gbxk/z9mvxhMvxM/9u8oP17IttwPeeaxrXioPEk3p3OH8Q4W1y4myB6k3IWINtUdOEjJ2//EbrGgBWpOnqLm+61E//53+CePUjo80Q6SkAghehQPPBwD9pV9OpDKE99hCfRk9xQ4W3eCG1eFM2i7jeUbX6L/qMmXPqBQnN1i4fTS/2C3WPCKj6OiVzihFZUYcnI5/e+P8E0ahtpDarOcnSQkQgi3ZbPZsFgsF11fs2cvANF3/opZQ4dw7tw5NDVbqdu4Gd3OIkzDTJc8h1arRa2WacGUZCg4jrW6Go2fH5F/mM2ZnBwikpI4Of//sFRWUp93BL+kYUqHKS5BEhIhhNuyWCycPn36ouutpsaEo8pgQHPuHABGux0AQ11dm/s2iYyMxEO+fSuqPu8IAFa9nlMvvoJH/1jsSUmoPRvvi72NpFQ4D0lIhBBuS6vVEhkZedH15cMSqdu+E77bROCM27DW6Tm3cxcAwaNGEtDGvheeQyin+vutnPtqZeMvdjvmklK8S0opLSrGdPoMKp0On8GDlQ1StIv8Jwkh3JZarW6z9iJ86hQM2bmYTpVw+o23Hcu9YvsRMj4VtcwY69TsFgvly74EwGvgAIz5BY51ppOnAAideisaP19F4hMd45YNn8ePH2fGjBmEhIQQEhLCPffcQ3l5udJhtWA2myktLcVsNisdihA9kkevcGKefoLA1HFoQ0PwiIwg9Nab6fPow5KMOBGbzYbJZGrxqisswlpbi9rbm8iH59LrgfvxHDwI+/k+Pf6p4/C/bmKr+/70ZbO1PrKv6D5uV0Ny7tw5Jk5sLIBPPPEEFouFl19+mQMHDrBz506nauu12+2YzWbs59ushRDdzyM8nMhf/0rpMEQbWusLVF5ejv3sOfxp7At0YNdu7F6eMGE8vmVlaKtrOKPTcnL//hbH02g0hIeHN1smfYGU53YJyaJFizh58iQHDx5kyJAhAIwZM4YbbriBpUuXcv/99yscoRBCiI5orS9QZGQkdrudU99vx1xSQtimDPzGjMZwKA9DdQ0qDw8SbrkJjY9Pu88hlOV2TTaffPIJEyZMcCQjANdffz3x8fF88sknCkYmhBDicjT1Bfrpy9PTk6hf/wq1tzemEyepWPYlhpxcUKmI+NUv8A4KanW/1l7y6Lby3ColrKyspKCggFmzZrVYN2rUKL755hsFomrJUl1DfV4eVjvYQ4KUDkcIIVyW94D+xP7ffKozs2g4eQptSDBBaal49pYh412NWyUkp0419qru3UpBjIqKorq6murqagIDA7s7NKCxz8i5Vd9wbtU3YLU2LvTwoO7uOwhJHadITEII4ep0wcGETZuidBjiCrlVHVVtbS0APq20GXp7ewOg1+u7NaYL1e7c3fi8vNWKZ9++aMPDwGSifOl/MJ6faVQIIYToidyqhqTpaRWV6uJTgLe1DiA4OJjg4OCLrrfZbBd9KsZms2E0Gi+674mMTAB6TbmFqDtux1Bfz7FXXsN25Ci1W7YS9Nu4NmMD8PLykrbONujOP6oZGBiIv7+/wtEI0TYpr65BpVK1+b4rHWI7h1v9Ff38GmfsNBgMLdY1LQsICOiy8xuNRo4cOXLR9YbSxsfWqsJCqT2/nSZuELYjR6kqKsLQxr5N4uLiWq0BEkIIIVyZWyUkMTExAJSWlrZYV1JSQlBQEL6+VzZin8FgoL6+vtV1NputzWGqS3tHYzych0feEcKSR2G3WDiTdxQz4NcvhtB2DFNdX1/fZi1MT9d0b6qrq2XAOeH0pLy6Bh8fnyv+7BCX5lYJSVBQEP3792fv3r0t1u3bt4+UlJRLHqOysrLN2UHbcqlhqkN/dgOnDudRt3U7hoM52C1mbAYjKp2O0OsmyaA8QgjhhOrr6y/6RRSgoaGhG6NxX27XGWHmzJls2LCBw4cPO5Zt2LCBvLw87rzzTgUjA7+kYUT++leofX2x1tZiMxjRhobQe+4f8IiMUDQ2IYQQQkluVUMCMG/ePP79739z3XXX8eijj2I0GnnppZdITk7ml7/8pdLhEZg6Dv+rR2MsKkal0eAV2w+VdFIVQgjRw7ldQhIeHk5mZiaPPPII8+fPx8fHh9tuu42XX34ZT09PpcMDQO3hgc/gQUqHIYQQQjgNt0tIAOLj451mVFYhhBBCXJq0FQghhBBCcZKQCCGEEEJxkpAIIYQQQnGSkAghhBBCcZKQCCGEEEJxkpAIIYQQQnGSkAghhBBCcZKQCCGEEEJxkpAIIYQQQnGSkAghhBBCcZKQCCGEEEJxbjmXzeWwWq0AnDt3jvr6eoWj6To2mw21G88ubDKZsFgsnDt3jtraWqXD6TLufh+buPt1Snl1DzabDfjxc0RcHklIzqusrASgsLBQ2UBEp3DnN3fhfqS8uofKykrCwsKUDsNlSUJyXkBAAABDhgzB399f4Wi6xtmzZykoKCAxMRFfX1+lw+kSco3uoydcp1yje6itreXQoUOOzxFxeSQhOc/DwwOA3r17ExwcrHA0XaegoICoqCi5RhfXE64ResZ1yjW6vsrKSg4dOuT4HBGXx30b9YQQQgjhMqSGRAghhFCA2Wzmu+++Y9euXZSVlaFWq+nVqxfJyclcd9116HQ6pUNs4c9//jOhoaE8+uijnX5sSUgUVllZyYIFC5gzZw7x8fFKh9NpbDYbW7ZsISMjg7Nnz+Lv78+IESOYMmUK3t7eSofX6eQ+ui6bzcaGDRvYsmULlZWVREREMHnyZMaMGaN0aF1CyqpzsFqtLF68mIKCAsaOHcv48eOx2WwcPXqUFStWcODAAR555BGnTEq6iiQkCqqoqGDx4sUYDAalQ+l069at46uvvmLy5MkkJCRw5swZvv76a0pKSvjjH/+ISqVSOsROI/fRtX399desW7eOqVOn0q9fP7Kzs3nvvfdQqVRcffXVSofXqaSsOo89e/Zw5MgRZs+ezahRoxzLJ02axNq1a1m+fDlbt24lPT1dwSi7lyQkCrDZbGzfvp1ly5YpHUqXsNlsrF27lvHjxzN9+nSg8eklX19f3n33XYqKioiNjVU2yE4g99H176PJZGLjxo1MmjSJG2+8EWi8xuLiYjZu3Og2CYmUVecrq/n5+QAMHTq0xboJEybw1VdfUVBQIAmJ6FqnTp3io48+Ij09nSFDhvDmm28qHVKnMhqNjBkzhpSUlGbLIyMjASgvL3e6N4fLIffR9e+jVqtl3rx5LR7112g0blWLIGXV+cqql5cXAFu2bOGGG25ots7T05PFixej1f74Eb1nzx42bdrEiRMnMJvNBAUFkZyczNSpUx3NOq+++iqenp6kpqaycuVKTp8+TXh4OLNmzWLQoEEsW7aMPXv2oNFouOqqq7j99tsdTwb9+c9/JiEhgQEDBrBmzRpqamro27cv06ZNu2TTXn5+PitXrqSgoACAAQMGMG3aNPr379+hv4kkJAoICQnhueeeIzg4mLy8PKXD6XQ+Pj7ceeedLZbv378fgOjo6G6OqGvIfXT9+6hWq+nTpw8Adrud2tpatm7dyuHDh/nFL36hcHSdR8qq85XVMWPGsGHDBpYtW8bWrVsZOXKkIyHQ6XTNkpGsrCw+/PBDRowYwYwZM7Barezbt49169YBMHPmTMe2xcXFLF26lEmTJuHj48OaNWt455136Nu3Lx4eHtx2220cPXqUzMxMAgICmDJlimPfQ4cOsWPHDiZNmkRAQACZmZn8/e9/5+GHHyYuLq7V68jNzeXNN9+kb9++TJ06FYvFwtatW3nllVd4+OGHGTx4cLv/JpKQKMDX19dtBwi6mOPHj7N27VqGDx9O7969lQ6nU8h9dI/72GTXrl0sWbIEgKSkJLfq1Cpl1fnKanR0NA888ABLly6lpKSEkpISvvnmGzw9PRk+fDhTpkwhIiICgPXr1zNgwADmzJnj6AuTnp7O008/TU5OTrOEpLq6mgcffJDhw4cDjbV9H3/8MVarlT/+8Y8ApKWlcezYMQ4dOtQsIamoqGDOnDmMHDkSgLFjxzJ//nyWL1/Ok08+2eIabDYbH330EbGxsTz22GOO6QEmTpzIc889x6effsozzzzT7r+JjEMiutyxY8dYvHgxYWFh3HvvvUqHIy6Tu9/H/v378+ijj3LnnXeSn5/P4sWLsdvtSoclLoOrlNWkpCReeOEF7r//fsaOHUtgYCANDQ3s2rWLZ599liNHjgAwf/585s6d26xjbm1tLT4+PjQ0NDQ7pk6nIzEx0fF7U1LTlGQAqFQqQkNDqa6ubrZvZGRks+38/f0ZM2YMhYWF1NTUtIj/xIkTnD17lpEjR1JfX09dXR11dXWYzWaSkpI4ceKEY1qW9pAaEtGldu3axdKlS4mIiOB//ud/8PPzUzokcRl6wn0MDw8nPDycuLg4vLy8+OCDDzh69OhFq6qFc3K1sqrT6UhJSXH0fykuLmbdunXs2rWLjz76iAULFqDRaCgqKmLXrl2cPn2asrIyx/xHoaGhzY7n6+uLRqNx/N5Ua/HTflJqtbpFwh0VFdUivl69emG326moqGgxNH55eTkAX3zxBV988UWr11dRUdHuEXolIRFdZt26dSxfvpy4uDjmzJnjlGMBiEtz5/tYW1tLdnY2iYmJzd5sY2JiAFp8gxTOzVXKakNDA2vWrCEmJqbZI7/QWPZ+97vfYTAYyM7Opq6ujpUrV7J582b69u3LgAEDGDNmDAMHDuTjjz9uUQNxYTJyofY89nxhv5UmTTMZtzZbc9O6qVOnMmDAgFaP2dSxuD0kIRFdIjMzky+++IKUlBR+85vftFrQhfNz9/toNpv54IMPuO2227jpppscy3NzcwGcsu+BaJ0rlVWdTufoF/LThKRJVFQUOTk5NDQ0sHnzZsaOHctvfvObZtu01oxyJZpqPC7UNILsT2ti4MfaGU9PT4YMGdJsXWFhIXq9vkPz+zjvHRMuq7q6ms8++4zQ0FAmTpxIcXFxs/Xh4eFuO6OyO+kJ9zEkJIRx48axevVqNBoNffv25dixY3z77beMGzfOKZ/OEC25WllVq9WkpKSwfft2tm/fztixY5ut1+v17N27l4SEBPR6PdCyOeXgwYOUlZURFBTUaXEVFhZSUFDgqO2oqalhx44dxMfHt9opOjY2lsDAQDZt2kRqaqrjUWaDwcA777yDxWLhhRdeaPf5JSERnS47Oxuz2cy5c+d4+eWXW6y/9957ufbaaxWITHRET7mPd999N2FhYWzZssXR3j116tQWY0MI5+WKZfX222/n+PHjvP/+++zYsYPExES8vb0pKytj27ZtWCwW7rrrLkJCQggJCWHNmjWYzWaCg4M5fvw427ZtQ6fTYTQaOy0mrVbLG2+84ZhHJyMjA7vdzqxZs1rdXqPRcMcdd/Cvf/2Lv/3tb6SmpqLT6Rz/S/fdd99Fm5BaPX9nXYi4PPHx8fzzn/9UOoxONW7cOMaNG6d0GN1K7qPr0mq13Hzzzdx8881Kh9ItpKw6Bz8/P55++mk2bNjADz/8wOrVqzGZTAQGBnLVVVdx8803ExgYCMDcuXP5/PPP2bhxI3a7nfDwcO644w6sViuffvopRUVF9OvX74pjGjBgAKNHj2b16tUYDAYGDx7M9OnTHWP1tCY5Odkx3snq1atRqVT07t2bP/zhD45Hj9tLEhIhhBBCAZ6entxyyy3ccsstbW4XHR3tGEPkpyZNmuT4ubUZeC+WgF5stt60tDTS0tIuGsvzzz/fYtmQIUNa9CG5HDIOiRBCCCEUJzUkP1FaWtrpPZedxdmzZwG5RlfXE64ResZ1yjW6h6aOp+LKSEJyXtPz1Dk5OQpH0vXkGt1DT7hG6BnXKdfoHpo+R8TlkYTkvKZBX66++uoWo9EJ11FaWkpOTo7cR+ESpLy6h5qaGnbu3Nnq4GGuorW+Id1NEpKfCAgIaPcwt8L5NFUJy30UrkDKqxA/ct10TgghhBBuQxISIYQQQihOmmyEEEKIbvTBBx+wbdu2Zsu0Wi2BgYEkJSUxderUVodqvxSj0YjZbO7QMPlNsTjDYHmSkLiRyspKFixYwJw5c4iPj3csLysr47PPPuPYsWOo1WqSk5OZMWPGRWfC/PzzzykuLr7owDnC/VxJ2SkpKWH58uXk5+ejUqlISkpixowZjlEmhXu7krJjNptZtWoVO3bsoK6ujoiICG666SZSUlKUuJRud/vtt+Pn5wc0/i1KS0vJzMykqKiIefPmdaiTbFFREW+//Tb33Xdfs/vgSiQhcRMVFRUsXrwYg8HQbHl9fT2LFi0iMDCQX//619TW1rJ8+XLOnj3b6sh/69evZ8OGDcTFxXVX6EJhV1J2qqqqWLRoEeHh4dx3332YTCZWrFjB66+/zjPPPNOheSyE67nS95333nuP3NxcZsyYQa9evdi+fTvvvvsuXl5eDBs2rLsvp9uNHDmSsLCwZssiIiL473//S3Z2doeGXj916hRVVVWdHGH3koTExdlsNrZv386yZctaXZ+RkYFer+eZZ55xZOLBwcG88cYbHDt2jEGDBgGNgxd9/vnnHDhw4KI1J8K9dEbZ2bJlCwaDgQcffNCxjZ+fH4sWLeLw4cMkJiZ22/WI7tMZZefo0aPs3buXuXPnOpKPhIQEysvLycnJ6REJSWuaajdKSko6PBeMq5OExMWdOnWKjz76iPT0dIYMGcKbb77ZbH1ubi6DBg1yvCkADB06FC8vL7Kzsx0JyWeffUZ5eTmPPPIIK1eu7NZrEMrojLIzYcIEkpKSmm2j1Ta+rZjN5u65ENHtOqPs7N27l/Dw8GaJh0qlYt68ed12Hc6ooqICgPDwcMeyPXv2sGnTJk6cOIHZbCYoKIjk5GSmTp2KTqdj5cqVrFq1CoBFixYRGhrqGFekqqqKr7/+moMHD9LQ0EBkZCQ333wzI0eObHbewsJCvvjiC44fP463tzejR49m+vTp6HS67rlwJCFxeSEhITz33HMEBweTl5fXYn1paWmL9li1Wk1YWBhnzpxxLJs2bRrR0dGoVKouj1k4h84oO/7+/o4OdGazmRMnTvDxxx8THh7O0KFDu/4ihCI6o+ycOHGC6Ohodu7cyerVqykrK6NXr15Mnz69xYelu6qvr6eurg4Ai8VCaWkpn376KTExMYwYMQKArKwsPvzwQ0aMGMGMGTOwWq3s27ePdevWATBz5kyuuuoqqqur2bJlCzfddBOxsbFA45D2CxcupK6ujokTJxIWFsbOnTv5xz/+wQMPPNDs7/zaa68xZswYRo8ezcGDB/nuu++w2+3ccccd3fb3kITExfn6+rbZG9tgMODl5dViuaenZ7N23969e3dJfMJ5dVbZafLss89y5swZdDodc+bMwcPDo1PjFc6jM8pOXV0dZWVlFBcXM23aNAIDA8nIyOAf//gHDz30UI9osvnb3/7WYplOp+PRRx911DSuX7+eAQMGMGfOHMcXxvT0dJ5++mlycnKYOXMmffr0YcCAAWzZsoUhQ4Y4mn2+/fZbKisrefzxxx214ddeey0LFixgzZo1zRKSKVOmcP311wOQmprK//7v/7Jv3z5JSETnsdvtF10ntSGiLR0tO3fddRd2u52NGzfy5ptv8tBDD0kfkh6qPWXHYrFQXV3N008/TUxMDNDYh+TZZ59l9erVPSIhue+++xxTBlgsFioqKti0aROvvPIKDz30EEOGDGH+/Pk0NDQ0+5+rra3Fx8eHhoaGNo9/8OBBYmJiHMkINCY8c+fObdEUM3r0aMfParWavn37sn///k64yvaThMTNeXt7t1pojUYjQUFB3R+QcBkdLTtDhgwBGjvlLViwgLVr10pC0kO1p+x4eXkRGBjoSEag8YMwISGBLVu2dFeoiho4cGCLp2ySk5P5y1/+wieffMKCBQvQaDQUFRWxa9cuTp8+TVlZGbW1tQCEhoa2efxz5845mn4uFBER0WLZT8cu8fDwwGq1dvSSroiM1OrmIiIiKCsra7bMZrNx9uxZoqKiFIpKuIL2lJ28vDwOHjzYbBuNRkPv3r1d/hFEcfnaU3Z69eqFxWJpUZtitVq7tSOls/Hz8yMuLo7Tp0+j1+v5+OOPef311ykuLqZPnz5MmTKFv/zlL81qPS6mI7MPO8PEgMpHILrU0KFDOXr0qCOjhsYe8A0NDdLpULSpPWVn+/btvP/++xiNRsc2RqORgoIC+vTp0+0xC+fQnrIzbNgw9Ho9hw4dcmxjsVjIyclh8ODB3R6zM2lK0oxGI5s3b2bs2LE888wz3H333aSnp9OnTx/HxIxtCQkJoby8vMXybdu28eGHH2KxWDo99ishCYmbS09PR6fT8frrr7Nv3z6ysrJYsmQJw4YNY+DAgUqHJ5xYe8rO5MmTsVgsvPXWWxw8eJC9e/fy2muvYTQaufXWWxW+AqGU9pSdMWPGEBMTw5IlS8jKyiI7O5u3336bqqqqHl12ampqyMvLo2/fvuj1eoAWtdkHDx6krKysWZNKUw3HhTVOw4YNo6ioiKKiIscyq9XKunXrKCoqcnScdRbOFY3odP7+/vzpT3/is88+Y8mSJXh5eZGcnMysWbOUDk04ufaUnaioKB577DG+/PJL3nvvPWw2G4MHD+aee+4hOjpaweiFktpTdjQaDQ8//DArVqxgxYoVGI1GYmJiePjhh5v1K3Fn+/fvbzZWS0VFBVlZWTQ0NHDbbbcRFRVFSEgIa9aswWw2ExwczPHjx9m2bRs6na5ZzWTTcTIyMqipqeHqq6/mpptuYu/evSxatIiJEycSFBTErl27KC0tbXWkbqWp7G11h+5BKisr2bBhA9dffz3BwcFKhyMuU1FRETt37pT7KFyClFf30NHPj9Ym11Or1fj6+tKvXz9uuOEGEhISgMYRWz///HMKCwux2+2Eh4eTmpqK1Wrl008/5c9//jP9+vXDarWyZMkSDhw4gE6n46WXXkKn01FRUcGXX35JTk4OFouFPn36MHXqVMfxLza5nhKT7klCcp4kJO5B3uCFK5Hy6h7k86NzSB8SIYQQQihO+pD8RHt6Lgvn1dQJTO6jcAVSXt2D3L/OIU0259XX1/Ptt992+0AwQgghXJ9Go+HGG2/Ex8dH6VBcliQkF6ivr7/kULzC+dlsNqcY5EeI9pDy6h48PT0lGblCkpAIIYQQQnGSlgshhBBCcZKQCCGEEEJxkpAIIYQQQnGSkAghhBBCcZKQCCGEEEJxkpAIIYQQQnGSkAghhBBCcZKQCCGEEEJx/x9dRLHy/Hw1awAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], mean_diamonds=True, conf_coeff=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stat line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to displaying boxes with a median line and interquartile ranges, a connecting line can be drawn between boxes at some statistical value. By default, the line connects the mean value of the distribution for each box, but other `DataFrame` stat values can be selected. The stat line accepts the typical styling keywords of any line object with the prefix `box_stat_line` (i.e., `box_stat_line_color` or `box_stat_line_width`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Mean" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='mean')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Median" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='median')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Std dev" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='std')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Quantile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To define a quantile, use the convention \"q{number between 0-100}\":" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], box_stat_line='q95')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Violins" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot distributions with violin plots that show kernal density estimates of the data. By default, these violin plots also contain a small boxes with whiskers to indicate Q1, Q3, 1.5 * IQR, and the median of the distribution (the white point). Discrete data points are disabled by default but can be turned on with the keyword `violin_markers=True` (default box style shamelessly appropriated from `seaborn`)." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], violin=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the style of the violin density profiles and the associated boxplot using keywords starting with `violin`. Note that the standard box styling attributes are ignored when adding the violin plot. The reason for this is to make it possilbe to maintain different default settings for regular box plots and violin plots in the same theme file." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], violin=True, \n", " violin_fill_color='#eaef1a', violin_fill_alpha=1, violin_edge_color='#555555', violin_edge_width=2,\n", " violin_box_color='#ffffff', violin_whisker_color='#ff0000', \n", " violin_median_marker='+', violin_median_color='#00ffff', violin_median_size=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also disable the box overlay on the violin plot as follows:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], violin=True, violin_box_on=False, violin_markers=True, jitter=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notch-style boxes can also be created using the `notch` keyword:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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TJkygoaGB2trazm0NDQ00NTWRfX76lxBCiMgQigX2JCDRhqgLSB555BFGjBjBnXfeyaFDhzh8+DB33nknJpOJL3zhC+FunhBCiAEYaLXWwZCARBuiLockLy+Pb3zjG/zv//4vM2fOBDo+0K+++upFwzhCCCG0LxQBidvtlnVsNCDqfgOPPfYYn/3sZ1m8eDEvvvgizz//PAUFBdx+++288cYb4W6eEEKIAQjFkI0ktWpDVPWQNDU18cQTTzBv3jw2bNjQ+QG74447mD9/Pg888ABnzpzBbDb3eIzk5GSSk5N7fN7n80kBHQ0L1FdITEwkPj4+zK0Roneh/rw6HA6cTidWqxWLxRL086mhsbExJEM2ycnJpKSkdPu8oii99qAYDFH1VRo2UdVDcvz4cZxOJ3feeedF0a7RaOSuu+6iurqao0ePhrGFQggRPj6fr/MRKQwGQ0gCEgkqwi+qfgOBng+v19vlucC2of4h2u12bDbbkI4hgifwu2lubg56N68QQxXqz6vL5QKgpaUFh8MR9POpweFwBL2Kqsvlor29vcfzWK1WYmNjg9oGEWUBydSpU8nJyeHZZ5/loYce6uySdDgcPP/886SlpTFt2rRejxGK7kEhhBD9o4UcEpvN1uuNaGtrazCaNexEVUCi1+v57W9/y2233UZBQQGf/vSn8Xq9/OUvf+Ho0aO88MILEbWGgxBCDHd6vR6n0xnUc8iQjTZEVQ4JwM0338y7775LSkoK3/jGN3jsscdITk7m7bff5q677gp384QQQgxAqHJIZJZN+EVlSLhy5UpWrlwZ7mYIIYQYolAM2fh8PqlDogHyGxBCCKFZoSiMJqUctEECEiGEGCb0ej0GgyGihidC0UMitEECEiGEGCb0ej1GozGiAhKdTic9GMOEBCRCCCE0LdgBiQQ82iABiRAq8La3421rD3czhOiW3+PF09SMX2osCQ2Lylk2QoSKo6yMmpdewV5yHADL2DFkfOyjxIwbG+aWCQF+r5f6N96iceMmfDYbupgY9FPy8efno0jdDaCjinewK8GK/pEeEiEGyVVby9knftEZjAA4Sk9x9ue/wnnuXBhbJkSHmpf+Sf2bb+M7X2XUZ7ej37uP6r/9PcwtG5hgDqlIUTTtkIBEiEFqfHcjPrsDy+hRjH38x4z7+U+JmTgBv8tFw9r14W6eGOY8Tc00bd4KQNa99zDxj78j+4FPAdC8fQfu+oZwNm/AghWUSFE07ZCwUIhL+Hy+ftU9sJ86BUD85Svwx8XiBxKuuBx7yXHspac6FzLrjsFgkEJMYtDa29spLy/v/UWlp8Dng9QUqtJTqTpxApIS8aSmYKhvoPT992HihH6f02QyMWbMmCG2fHB0Oh0+ny8ogUNf69iI0JGARIhLeDweqqqqumyvra29aCVpq9eLESjfu49mnwez2Yx5734sgB0/Bw4cADqmWqanp190rKysLEwmUxDfhYhmbW1t5ObmMmLEiJ5fk5pG0b9eQ9fezqz8fIwJCXja2th7Pvk6f+5cEqbk9/uc27dvH3K7BytQHC0YgYPH45GbA42QgESISxgMBrKysrpsv3Rbu1+h5s/PYD50mOTmZhISE7EfLux47ZWriJ81q9dzCDEUgZoiPUmaPAnrqDxsZ8ooeuQbJM+dTeP+g+B0YsnJJmX6NJQBfBGHM/EzUBzNbDarfmwZstEOuSoKcQmdTtev3gtjwTzcp8/Q+O56jGfKsJ/fnrh8KSlLLhvQxV4ItSmKwqSvPEzRd76Ps66OqrXvAmBMSmLyV78cUZ/PYJaPlyEb7ZCARIhBUhSFjI/dhrVgHifXriMrK5PEWbOwjB4V7qYJAUBsXh5zf/9b6rbvwHHuHJasLNIWL0IfExPupg2IBCTDgwQkQgyRKTcH55xZJM+aJXkhQnP0ZjOZK1eEuxlDEsz1bCQg0Y7I6bMTQggxLOl0uqD1kEgdEu2QgEQIIYSmSQ/J8CBhoRBCRLGWYyVUvbMWZ1091ryR5Fy3mpicnHA3a0AMBkPQAhKZZaMdEpAIMUR6vR6DwSAXNREyiqLg8/n6fF3V2nWceOqPnT83HzpM9br1TPnW/5E0fVowm6gqvV6P3W7v+4WDID0k2iFDNkIMUaAehFzURKgYDIZeKwEDuFtaKX36rwCkLV3MhIf+h4Qp+fhcLk489Qf8/QhotCKYQzbSQ6IdEpAIIUSEMRgMOJ3OXl/TuG8fPpcL66g8Jn35YTJXrWTKY/+HzmzGca4SW9nZAZ0zmAvc9SWY0379fr9UatUI+S0IIUSEMRqNffaQ+D0dyxzoLZbOKqs6owHF0NEb4L9gGYS+hDMYgeDmkIT7vYkPSQ6JEEJEmP4M2STNnAE6Ha3HSjj9woskz5lF1Tvr8LbbMKWkYB2V1+/zud3usE6NDWYPidAOCUiEECLC9KfHwJyexshbb+bsK/+i/NV/U/7qvzueUBTGfOpedAMIMFwuV1gDknCuoyNCRwISIYSIMIqi9GuoIe+uO7HmjaRyzVqcdXVY8/LIvenGAc+wCXdAAsEbWpEhG+2QgEQIIaKUoiikL1tK+rKlQzqOFgKSYJBgRFskqVWIIfL5fJ0PIUIllF+mLpcrKqfGer1emWGjIfKbEGKIPB4PTqdTku5EyIUqKHE6nRiNxpCcqyfBeK9Sg0Rboq8PTmiG3+fDVnwUT2Mj5hEjMI/Kk+Q0IVSi1+vxer0hGUpxuVyYzeagn6cvfr9f1WuIBCTaIgGJCArnuXNU/Pb3uGtqO7dZ8yeT87kH0VutYWyZENEhMPU3VAFJbGxs0M/Tm2AEYFI2XltkyEaozu/xUvHrp3DX1KKzWrHmT0YxGLAVH6X6+RfD3TwhokJ/apGoxeVyhX3IJhi1SKSHRFukh0QMiM/n6/OiYDt0GHddHbq4OEZ86//Qx8XiOHWayid+Qevefdjr69HHx/e4v8FgkEQzIfoQzOqll9LCLJvAejYWi0W1Y0pAoi0SkIgB8Xg8VFVV9f6aM2c6/ic7i9q2VmhrxW8xQ0wM2O1UnziJLjurx/2zsrIwmUxqNluIqKPX60PWQ+Lz+cJ+kyA9JNFPAhIxIAaDgaysnoMJAPvEiVStWYe/7CwpfjBlZ9G2dx8Oux3FaCRz0sRe80jCfScmRCTozwJ70SQYAYnkkGiLXPnFgOh0uj57L4xTp9A0ehSO02eo+MGPMSQl4WlsBCBx6RJikpJC0FIholsoc0i0UEBMp9OpPkQVrfVVIpUM1AvVKToduQ99HuvUKeD3dwQjej1JK5aRcfut4W6e6gwGA2azWXp2REgZjcZh10OidkAiQzbaIldQERSGxERGPvwF2isrqTlZStaUfGJSUsLdrKDQ6XSdDyFCJVRJrT6fTxP1g4IRkLjdbuLi4lQ9phg8CUhEUBlTU9G73ejlj14IVYUqh0QLM2wgeEmtWnhvooPc0gkhRAQKFAoLNi3UIIHg9AhJUqu2SEAihBARSFGUkCSbauVLW6b9Rj8JSIQQQvRIS0M2wciZ0UJ+jOggAYkQQkSoUPSQOJ1OzQQkaveQaGE6s/iQBCRCCBHBgv2lqqUeErUDEqEtEpCIoFIUBaPRGNXdol6vF7fbHZIEQyEuFIqpv1rpIYnma4joIAGJCCqj0Uh2drYmsvSDxev14vF4JCARIReKaq1amWUD6vcGyZCNtkhAIoQQESoUPSRaGbJRmwQj2iMBiRBCRKhQrPjrdrujMiDxer0y5VdjJCARQogIFYohG7/fr5n8DTV7NbRSX0V8SAISIYSIUKEqH68lagUlUhRNeyQgEUKICGU0GkPSQ6IVak79lYBEeyQgEUKICBXsHhItBSOgbkAiQzbaIwGJEEOkKErnQ4hQCvYsG6/Xi06nna8JNd+vx+PR1HsTEpCIIHO73VRWVgZ9amI4GY1GLBaLZmo1iOEj2EM2WqpBAqDT6aSHJIpJQCKCyu/343a7Ndf1K0Q00Ol0QS3Ip7UvbRmyiW4SkAghhOiW1oqiqd1DoqX3JkB+G0KIPtlKjtPwzjqc5RUYkpNIWr6MhEULJG9GA4LZ+6i1gESv16uaQ2I2m1U5llCHdj5pQghNat27j3N/+DOc/+LzNDRQdbIUZ0UFGR+9NcytE8GktYBEzaRWGbLRHhmyEUL0yO/zUfPyK+D3Ez9vLiMf+TKpN1wHQOO69bhqa8PcQqEoCj6fLyjH1spKvwFq95BIQKIt2vmkCSFCyufz9Tke7zp3Dk9DI4rZRMonPo7OaCRh9Cjai4/iOHGSlkOFJCxd3O2+BoNBplWGQKDXIBjDDy6Xi/j4eNWPO1h6vR673a7KsTwej6aCLSEBiRDDlsfjoaqq6qJttbW1F83a0DU1Ew/4PF4+2LkTU3w8+P3ENTahB85WVOA+cAC9Xk96evpFx8rKysJkMoXgnQxvgfVsghWQaOlLW+1KrRIwa4t2PmkiKun1ehISEqK6a9TtduNwOHC73Zqq2dAXg8FAVlbWRdsu/dnv91Ox9X3clZWkvreFjCtWYi8pob2+Hgx6Jl+3Gn0Pd9Ba+iKLZsFcYE9rAYnaheAkKVtbojI8rK2t5YEHHiAzM5OEhARWrFjBzp07w92sYUmv15OUlBTVAYnf7+98RBKdTofJZOr1YTabybrnLhSzGV1VNXUv/oP2PXsByLj9o8Skpva4r9x9hkYwAxKt5Vmo2UMitEc7oa9KWltbWbZsGefOnePhhx8mOTmZ3/72t6xcuZLdu3czbdq0cDdRiIhinTCevMe+wYlXXiXB6cKYkkzSsqXEjB8X7qYJOr6kgxWQ+P1+TfUiqFkILtJuIIaDqAtIfvrTn3Ls2DE2bdrEsmXLAPjYxz7G2LFjefzxx3n++efD3EIhIo8uJRnbgvlMnDVL8kI0xmg0BnWBPS3RUnAk1BdVAYnf7+fZZ5/luuuu6wxGoGNc/Gc/+1lEje8LIUR/GAwG1WaeXEqLvQhqtUmL7224i6qA5PTp01RUVPDII48AHR+49vZ24uLi+PznPx/m1gkhhPqClUMSzV/YWhuKEh2iKuvs+PHjAGRkZPDVr36VpKQk4uPjGT9+PG+88UaYWyeEEOoL1oq/0bzWi9aSdUWHqApImpqaAHjsscd46623ePLJJ3n++eexWq3cdNNNrF+/PrwNFEIIlQWrh0SrAYkaPTdSNl6btPdpG4JAYldTUxMlJSUkJycDcMMNNzBu3Di+/vWvs2rVqnA2cdgJVAON5qqder0eg8EgFzgRFoqiBGV4RWs1SAICpfKHcj2RomjapL1P2xDExsYCcMstt3QGIwBJSUnceOONPPfcc7S1tREXF9fjMZKTky/a91I+ny+qx1bVZrPZKCkpYeLEiVit1qCfL5C4nJiYGNKS11artUul0mhis9kASEhICMnvcbhQ6/MajC/XQNn4lJQU1Y89FGazGY/HM6TZXh6Ph9jY2H6/N0VRev031mLgFomiKkTMzc0FOnJILpWRkYHf76etrS3UzRIi4ul0us6HGB5cLpcmZyYaDIYhF0eLtKrKw0VUhXXTpk3DbDZTVFTU5blTp05hsViGfBdrt9s77xZF3wJj2y0tLTgcjqCfL/C7aW5uVrXEdF/cbjcNDQ0hO184mM1mbDabfP5VpNbnVa1iYRdyOp2a/Fz3Z1HIvng8HpxOZ7/fm9Vq7eyBF8ETVQFJbGwsN954I6+99hpFRUVMnToV6AhGXn/9dW666aY+x/kbGxulNLEQIqIEKpiqmcfkcrk0WQRPp9MN+WZjoEmtfQXira2tQ2qP6BBVAQnA448/zqZNm7j88sv54he/iMlk4sknnyQmJoYf/ehH4W6eEEKoLjDTJiYmRrVjulwuTeYLqbGejcyy0aaoGxAePXo0O3fuZPny5TzxxBP84Ac/YNasWbz//vuMHTs23M0TQgjVBWPqr1Zn2agRkEgdEm3S3qdNBWPHjuWVV14JdzOEECIkghWQaDHxU6/XqzJkY7FYVGqRUEvU9ZAIEWo+n6/zIUQ4BGPFX6/Xq8lZVWoFJNJDoj3a+7SJqGIwGMjKytJk169aAhn7kgwtwiVY5eO1yGAwDDkgkSEbbYrebwmhCTqdTpOZ+kJEE4PB0FmpWi1aLQCpRg+JBCTaJD0kQog+ud1uHA5HSGu7iP4L1no2WqRGUqtWh6OGO/mNCCH65Pf7Ox9Ce9QesvH5fCiKotrx1KRGDwmg2fc3nElAIoQQEU7tHhKtrvQL6vSQSGCtTRKQCCFEhFPjS/pCWq1BAh15aTKjLTpJQCKEEBFOURRV7/pdLpdmkz5lqCV6SUAihBDiIlotihYw1OBLhmy0SQISEVRer5empqagrEaqFQaDAbPZrNkubjE8DJcekqHScsLucCcBiQgqr9dLS0tLVAckOp2u8yFEOKkVlDidzqjtIZEaJNolV1AhRJ/0ej0Gg0Eu5BqmZmKrlpNah0oCEu2SgEQI0Se9Xo/RaJQLuYapOfVX6wGJoiiDnmkj69holwQkQggRBdQOSLQ8ZDOU4mjSQ6JdEpAIIUQUUGPRuQCt95AMZXhKAhLtkoBECCGigJo9JH6/X9MzUYYSkLjdbklA1yj5rQgxBH6vV2oaCE0Ixoq/WjWUIRstl8Uf7oL2Wzl79iwOh4OcnBxiY2ODdRqhcYqiYDQaNX23NRi2YyXUvfY69uMnUEwmlHFjcI0ciSkpKdxNE8OUmgGJ1oPsofaQyJCNNqneQ/LCCy+Ql5fH6NGjmTx5MomJiQC8+OKLmv+QC/UZjUays7M1nSA3ULaS45z9xa+wHz8BgN/lwlh8jPKfP4lvmCwBL7RH7RV/tUxySKKTqgHJv//9bz75yU9SXl7eZbnyBx54gI9+9KNqnk6IsKh//U3w+oibNYMxP/4BWV96CF+MBXdlJa27Pwh384LC5/N1PoQ2qZVD4vV6NZ9jMdQhGwlItEnVT91PfvITABYuXMjf/va3zu0NDQ04HA7+85//8Je//EXNUwoRcrbjxwGImzcXgJiJE3BNnnT+uRNha1cweTwenE6nqivKCnWpFZBofYYNSEASrVQNSAoLC1EUhRdeeIGPfexjndtTUlL4+c9/jt/v509/+pOapxQipPweD8r5u8eqp//Kqa9/k6rfPIWuvgEAfYwlnM0Tw5her1dliYZoD0g8Ho/m399wpWpAYjabAUhNTe3y3Kc+9SkAiouL1TylECFV889/4Xef7yU4n6hrLz6KqewsAAkLF4SraUKoIlICEskhiT6qBiRTpkwB4K9//WuX5+rq6gDtZ28L0ROvzUbzlq0AGDPS4ZLPcuyiBVhGjwpH04RQTSQMaQylCJzP59N8jsxwpWoYfNddd7Fjxw6++tWvcujQoc7te/fu5Stf+QqKojB37lw1TymEakpKSnq/yNXUYvB48Fss2D92G8rJUygVFSiny1Cam2kxmykqKur3+TweDzk5OaSnp6vQeiHUueFzOp3a7yHxOTHVF8O57tvp8/tRoNtyA3GtJzDUevEkjQNjTJBbKgZC1U/dZz/7Wf75z3+yZcsWnn/++c4PQ0FBQedrvvKVr6h5SiFU4/V6Wbx4cY9TlF1Nzez+xz9RHA7mjswjftUq3C2t7PvfL+AGpi2+jNSC+f0+39mzZ2lsbFSp9UJ0fAEPtcqqFtax8Xq9OByOHh+2mlPoi//L3jUm7D4jdr8Jm8+I3W/E7jNh9xv5ccbrJOvtXY49B2APNN7+Gp70aSF/b6JnqgYkOp2ONWvW8L//+78899xzF00RNJlM/PjHP+a6665T85RC49xuN3V1daSlpYX9IteXuLg4GhsbycjI6PZ5U1IiaZctom7bdg594zESpuTTXnoKT1sb5owMkufMHtD56uvrO+v0CKEGvV6Py+XqzOcbDKfTSVxc3KD39/v9uN3uXgOKSx92ux2n04ndbsfhcPTaU2kymTCbTZiMc0hKiMdqMZNkMZFtNmG1mImxmIixmLFM/TRYuv477Nu/n1GjRuFLGjfo9yiCQ/V+uZiYGJ555hm+853vsHHjRqqrq0lPT+fqq68mJydH7dMJjQtcnCIhdyguLo76+voeAxKA8Z/7DJ7WVpoOHqL50GEALFlZTPm/R9ENsJu7ublZ/iaEqgLF0YYakMTExNDY2DigYOLC/+9pto+iKFgsli6PtLQ0YmJiMJvNxMTEdPsai8WC2WxGr9fT0tKCw+Fg6tSpA35/rjIHzpQ8zd8gDUeqBiSPP/44BQUFzJ8/n5EjR/LJT35SzcMLEVTx8fGUlpb2+hpDXCzTvvdt2k6cpP30GUypKSTNmI4ywCTAQNHASCmpbzAYMJvNms8tGO76mg7b3NzMli1baG9vx263Y7PZsNvtXf6/JwaDoUuQYLVaSUlJ6bK9uwDDZDKp8pkfytRdg8GA1+uVgESDVL26PProoyiKgk6nY/LkyRQUFLBgwQIKCgqYMWOGZDYLTRtI5n7c+HHEjR98l29LSwtWq3XQ+4eaTqfrfAjt6qs42rp169i0aRMZGRlYrVZiYmJITk4mNzeXmJgYYmJiqKioYPTo0Z1BxYW9E1r5Evd6vVgsg6v5EwhIhPaofrvj9/vxer0cOXKEI0eO8OyzzwIdQzmzZ89mwYIF/OxnP1P7tEKowmg0YrfbiYkJbvZ9fX39kMbpB6u2tpbk5OSQ9XS43W6amppkJlGI9LbAnt/vZ9++fSxevJiPf/zjPR5j8+bNnSUctGooPRxGo1EqDmuUqrc769ev54c//CEf+chHyMrKumg9G5vNxvbt2/nlL3+p5imFUFVcXBwNDQ1BP09dXR3x8fFBP8+l6uvraW1tDdn52traqK+vD9n5hrveekhOnz5NQ0NDVJRe8Pl8gw6qjUaj9JBolKq3SStXrmTlypWdP5eXl7Nt2zaefvppNm7cSExMTEQkN4rhKz4+nrq6OnJzc4N6HpvNNqTEw8FSFIX29naSk5NDcr62traIyZOJBkajEYfD0e1ze/fuJT4+nvHjx/d6jEi4Rg+1h6S3PBkRPkEdEB4xYgR33HEH69ev53vf+x5+v589e/YE85RCDElsbCzNzc1BPYfH40FRlLB9Ube3t4fsXDabLWTnEj0P2QSGa2bPnt1rFdZICEagIyCRHpLoo2pA0ltC4De/+U3Gjx8vQzbDjF6vJyEhQfOlqAN0Oh0+ny+oF+ampqaw5I8E9HQHHQxyJxpaPQ3ZnDlzhvr6eubMmdPr/pGyzstQAhJJatUuVYdsEhISmDFjBgUFBZ2PSZMmdT6fmZnJO++8o+Yphcbp9XqSkpLC3YwBiYmJobW1lYSEhKAcP1z5IwGBVWGD/cUzlC8NMTg9zRTbu3cvcXFxTJw4sdf9I2FhPRjakI0EJNql6ifP6XTywQcf8MEHH/DUU08BHWPys2fPxmq1smHDhkFP1RIiVAIF0oIVkNTX1zN27NigHLs/EhMTaW9vH9D783q9uN3uAQUy7e3tJCYmyrBNCAV6+C4UGK6ZNWtWn787t9sdMQHJUIZsLv03Etqg6pDNypUriY+Pv2h2TUtLC1u2bOnsGZk2TdYOENoWHx8f1Jkh4b7oJycnDziPxOv14vF4BnRn2d7eTkpKykCbJ1RWVlZGXV1dv2bXREoPyVBW7JUeEu1S9ZO3fv16/H4/R48eZdeuXZ2PwsJCPB4PI0eO5He/+52apxRCdRaLhba2tqAc2+FwhP2Cn5ycTFVVVdDP097eTl5eHuXl5UE/l/jQpflPe/fuJTY29qLh8564XK6IyCGB7lfy7Q8JSLRrSFfG3/3udxQUFDBr1qzO8TxFUcjPzyc/P597770X6Lgj7G3RMiG0JDADJhh5FvX19WHNHwGwWq09Fs9Sk9PpjKhqtNGov7NrApxOp2aqsfZmKDPUpDCadg0pIHnooYdQFAWj0cj06dOZP39+52Pq1KmdHxqj0SjBiIgosbGxNDU1kZqaqupxw1Wh9VJqLFPfm0hapyfaXBhMnz17ltra2l4rs14oUoZshkKn00XM9ObhZsifPL/fj8vlYt++fezbt48//vGPQMdd2Jw5cy4KUsKZyCfEQAQSW9UOSJqamsjMzFT1mIMRHx+P3W4PWg+GzWYLe0/QcGU0GnG73ej1+gEN10BHQDIcJh5IsKxNQwpI3nzzTfbs2cPu3bvZs2cPdXV1nc+1t7ezbds2tm3b1rktOTmZ+fPns2bNmqGcVkQQn8/XuTJnJC3MlpCQwOnTp/ucJjkQfr9/SMl4akpJSaG1tTVoAUlbW5sktIZJoBaJ2Wzu9+yagOEwZCO0a0gBybXXXsu1117b+fPp06fZs2dPZ5Cyb9++i5IDGxoaWLdu3VBOKSKMx+OhqqqKrKwsTCZTuJvTb0ajsddVUwejra1NM3efycnJ1NTUBO347e3tjBw5MmjHFz3T6/W4XC7Ky8upqanhYx/7GK7GRmq3bcfT3ELcxAmkzJ2D0k2QEu4ZYP2hlaBeqE/VT97o0aMZPXo0H/3oR4GOO8IjR45c1Ity6NAhNU8pRNAELuxqBVINDQ2ayB+BjiGbgdQHCST69vfO1G63Ex8fL8mDYRDoIdm7dy9Wq5WMpmY++O4P8V0QYMdNGM/Ub38T4yXDapFQqVWNgnvSw6JNQQ0zFUVh6tSp3HvvvTz11FPs2bMnpCuNCjEUaq/8G+4KrRcK3GH2N7nPaDRisVj61Z0fOKbcxYZHYD2bffv2MWfSJE48+Vt8Lhdx48aRueoK9FYrbcdPcOqZZ8Pd1EGRCsDRS/Xf6jvvvMNrr71GXFwcs2bNYtGiRYwbN67z+UjqthfDW2Dl36ysLFWO19raqqlhDKvV2plroCaZ7hteRjzUHtlGdXU1NybH4HC5iBuVzcz/dweKTkfmrJEc+tmz1G7dyribFqI3fRhkxrWeBPcYMMaE8R30zuPxDDnPJVDRVoJmbVE1IHn55Ze56667utx1paWlMWfOHHJzczlz5gzvvvuumqcVIiji4uKorKzsst3rdFK9fgONe/ej6HSkLCwgY8VydL3ctQVKVWupqzg5OZm2trZuAxJvWxs1r/yb9sIi8PmImTAOZk7v13Hb2tpITk5Wu7min2Layije+EesygRSi1+lgtHEtn2A8vQLAMT6dMBK/B4v3j9fi9744VDOXKBx7Gt40rVbUVuNHpJAcTQJSLRF1YDkF7/4RbdrBNTW1rJu3TqpTSAiSmARugs/tx6bncJvfpu2kyc7X9ew5wPqtm5nymPf6DEoaWpqIjY2NiTt7q/k5GROnz7dZWqzu76B09/5Pr4LVupt23cA44FD2EeMJGZUXq/HbW9vZ8yYMUFps+hbu3UEu/QFzJwxgoQx11Dxh39SZxtL5qpvEjsikzOvvwfswpySiPFz60D34TV577595CWN6/ngGjCUhfUCAsXRImFG0XCianhYVFSEoiisW7eO4uJiAK6//npGjRrV2WsiBdJEJDGbzRclf557/Q3aTp7EEB/P6Ps+Sd5dd6KzWGg6cJCajZt6PI4WKrReKikpqdvE1uq/v9QZjFjGjsE6JR8Axeej6pm/9nlcm81GYmKiuo0V/VZV30x9cztzl15JylW3ETduHF67k0NP/JUdX/wJ5zbsAmDkXXehjJgNObM6H23x4zQ9XAPqBCRSPl6bgtJftXjxYiZNmkRCQgJ33303paWlfOpTnyIuLo6NGzcG45RCBEWgQFpA3Y6dAIz51L2MuOlG8m6/jZEfvRWA+vPPdUeLAYnBYOh2Zdj2w4UAmPNGMuobX2Pk//sicfM6FmZznavE09Tc63F9Pp8kHYZRSUkJZrOZyZMno+j1TP3OY6SvWIZy/ndizkhn/EOfJ2vVFV32DVTw1TI1ejaMRqMEJBqkakASSNgLFD7Lysrq7DX57ne/S1tbG9/4xjfUPKXQOIPBQFZWVsR+QQUSWwP856ex6mM+vIsM/L+vlymuDodDkwndJpPp4qm5fn/HA9Bd+B4vSFL193Ihd7vdmnyfw8nJkyeZMmVK55e2MSGeSQ9/kYV/f56C555h3h+f6jYYgchY50WNgFcCEm0a0m91//79zJ49u/Pnm266iZ/+9Kd87GMfo7W1lREjRvDf//6X7373u50f8vfee29oLRYRRafTRfQXlNVq5cyZM50/J8+ejb28gtPPPY+i1+FzuTj7yqvnn5vV7TG0toLqmTNnOi/ozc3NnDhx4qIhFv3IEXjLzmI/VkLp7/+IYrHger+j90dJSKDW6UDpJtkXOnJlbDYbp06dAtD8l1u0qampoamp6aLrcoDebEbfx4yqQICq5dwKtXJI2tvbVWqRUMuQekjmz5/PJz/5Sc6ePQvAV77yFcaPH4/JZMJisTB79mwOHz7MzJkzWbp0KYDqUwyFCKZAF3ZgaGPELTdhTkvDUVlF8Q9/wrEnfoG7sQlr3kiyrrm622M0NjZqJqF15MiRuN1u7Hb7RcXLUlNTOx+Zd38c9B2XBvfe/bi27wC/Hz+QfvedpKWlXfT6Cx9er7dznRy73Y7b7dbUVOdoV1hYiNFoZNq0wc2S6dJjpkFqzLKRHhJtGtJv1efz8be//Y1XXnmFL3zhC3z9619n27ZtPPXUUwDcd999PPnkkxQWFnaOSwaquAoRKaxWKy0tLSQlJWFKSWbG4z+m/F//oXHvPhSdjtRFC8i96UbcTY14bTbMaRfPWtFSQTSr1XpRjZDExETOnj1Lbm7uhy/KzSXzlz/nxO9+T9vJUvD7icnNYdxnHyRx6hT8fj+OqmoUvQ5zevpFM+fOnj3LyJEjI7pXLJIVFhaSk5Mz6DowJpMJt9utcqvUpda03+5mhIrwGtJv9Y477uDll1/G4XDwxBNP8PTTT/PYY4/xzW9+E4ApU6awbt06fvzjH1NdXc2VV17J97//fVUaLkSoxMXFUVdXR1JSEgDm1BTGPfhp4NMA1G1/nwNffgRnTS0A8ZMmMf7zDxI7ejTQUTJ+woQJYWh530wmEw6Ho8v22FF5zHz8x122N+zdx6mn/4r93LmO140by/jPPED8pI5FCLWaKzMc1NTUUFNTw9KlSwddXsFsNmt+KENm2USvIQ3Z/P3vf2f37t1cfvnl+P1+Ghoa+H//7/8xefJk/vnPfwKwYsUK1q5dy4EDB3jiiSc0s7iYEP2VkJBw0UybCzXuP8DRJ36Bs6YWxWgEnY7WY8c4/M3v4Gpqwu/3a359EEVR+nVxbj1WQvEPf4L93DkUgwFFr6f9ZCmF3/oujqoqvF6v1BkKo8LCQsxmMzk5OYM+xnAZspGARJuGPMtm7ty5bNiwgbfeeovp06fj9/spLS3lzjvvZOHChWzdulWNdgoRNmazGfsFRcIuVP6v/4DfT/qK5Sx88TnmP/1HrHkj8bS2UrVuPXa7XfN5U4Ehqb6U/+e/+L1eUgrms+CFZyl49mniJ03E63Bw7s01tLS0SMn4MCoqKmLSpElDCn4jISDx+/1DrrAqOSTapNq039WrV3PgwAGeeeYZRowYgd/vZ8+ePaxYsYKbbrqJo0ePqnUqIUJO53Xiq9gP5w5c9Gg7cQKAN86eYsuaf+JrOUFmwWQA2ov2035iO2nucnB3H9BoQWxsLI2NjX2+rv38zJmcG67DYI3BmJBA1jVXAdB26pSmkneHm9raWqqrq5k6deqQeqkiISBRg/SQaJOqdUgUReG+++7j+PHj/OhHPyIhIQG/388bb7zBjBkz+NznPkd1dbWapxQa5/V6aWpqivg/fqutHN2fV8Cfll/0cHs7Vq8e2XCSf67Zwtd+8nuK3n4LAFP5u6T/+zYmvvcAhqaTvRw9vPq7qrHp/Po0LUeKO7e1FHX8vzklmYaGBuLi4oLTSNGrwsJCTCYT48aNG3IPidb/VtUYFpSARJuCUq3KbDbz6KOP8uCDD/L973+f3//+97hcLv70pz/x97//nebm3is9iujh9Xo7u/K1nEfRG4/HgythFDy4+aLtDc2tHPzJM8x2tZLbZOQzkxJpqq7HYDPhB9ZlrWTe4q/itzUxRsPrg1gsln4lMmZedSUtxUcp+8fLtBQfxed00lLc0fOZeeUqqhobJEcsTALDNTC0FdWNRqPmZ9moQafTab4i7XCkeul4n8/HsWPH+M9//sNTTz1FVVUVqampnfUc2tra1D5ljw4dOoTJZOI73/lOyM4pok9bWxtJ6TkXrflBzixe2XKEsvQ0UlcsAz+0HT2FobEFxaDHeO01tCen8fSr6/n7e0Vs2PJ+v/I0wiHwt9nXBTrj8uXk3HA9AE0HDnYEIzodoz/5CRKnT5PFM8Okrq6Oqqoqpk2bhsfjGVJAotfrNf9FrdZnTD6r2jOkHpJjx45x5MgRioqKKCoq4siRI5SUlOByubq8NtQfco/Hw7333jsson0RXIGqwxcqKipi3759fPrTnya/oID2mz9C08HD6EwmUhcWYEpOZiFQUVHBq6++yrZt29i8eTNTpkxhwYIFjB49WlMXRIvFQltbW4/1UtpOnaZu6zb8Xg9jPn0ffp8PndFIasF8zOlptLa2Su9ImASGayZOnEh7e3tUT7vWerAkhmZIAUl+fn6Xi2p3H5iMjAxmzJjR+QiFH//4xxQVFYXkXCK6tbW1kXw+fwI61mt56aWXmDhxIvPnzwcgdvTozrojF8rNzeWWW26hqqqKyspKdu/ezTPPPENGRgYLFixg1qxZmpiFY7VaaWxs7DYgOfvqvznzwosXbYufNJGp33kMw/lZNZLQGj5FRUVMnDixc7hlqIGhlgLlS/l8viHPsAnQ8vscroacQ3JhAGI2m8nPz78o+JgxYwYZGRlDPc2AHD58mB/84Ac89thjPPbYYyE9t4g+Pp/vokJM7777LnV1dXzuc5/r10UtNTWVs2fPsmjRIhYuXEhpaSm7du3irbfeYt26dcyaNYsFCxaE/O/kQnFxcTQ2NpKXl3fR9rYTJzuDkZQFBVgyMqjeuJHWYyWU/f1lxt5/H9ARkCQkJIS83cNdfX09lZWVLF++HGDIQzag7S9qNYqiCe0aUkBy7bXXXhR4DHUOvBo8Hg/33XcfV155JXfffbcEJGJInE4nMReseltfX8/bb7/NFVdc0e8CVDExMZ3DmIqiMG7cOMaNG0dzczN79uzhgw8+YNeuXYwZM4aFCxcyefLkkP8dxcbGUl5e3mV7zaYtAKQtvozJj3wZgMQZ0yj+4U+o2bylMyBpbm4mKysrdA0WwIdr10yc2FEpV62ARM2eCDWpURTtQpL3pC1D+s2++eabarVDNT/96U85fvw4r732mmbn0zsrq2h8dz2O02UYEuJJXLqEuDmz5A9Dg1pbW0lN/XBtmn/+85/ExsZy/fXX9/sYiqKg1+vxer0XBRqJiYmsWrWKFStWUFRUxK5du/jHP/5BQkIC8+fPZ968eSFbA0en03Wu7dFcVETlW2uwV1XjOZ+EHpOT3fnamPOBmPf8zJzA4oNa/AKLdoHZNYEgxOv1DjkgCdQi0WIuipo9JHq9Hp/PF/abaPGhoEz7DZeioiK+973v8dvf/pYRI0Zw+vTpcDepC/uJk5z9xZP4z98xO4H2wiJSrrma9NtuDm/jgkBRFIxGY8QGW21tbYwfPx7ouBs9cOAA999//4DH6VNSUmhrayMxMbHLcwaDgZkzZzJz5kwqKyvZtWsXW7Zs4b333mPq1KksWLCAUaNGBf3f0KzzUv7S05z+x5ouz517402SRsRiTk3k9CtrAUgYNwLOHcDpdJJkPwPusWCM6bKvCI6GhgbOnTvHsmXLOrepEUhoOSDxeDyq9ZAEapFIQKIdUROQeL1e7r33XpYsWcIDDzwQ7uZ0y+/3U/2Pl/G7XMRMGE/yqpXYS0/RuPZdGt5ZS+KSRZiirNvbaDSSnZ3d9ws1qr29ncTExM5E1kmTJjFv3rwBHyctLY2KiopuA5ILZWdnc9NNN3H11Vezf/9+du/ezdNPP01mZiYLFixg5syZQUuCtTaf5uzLbwAG0pMrSUuqoaYhi/rmTLwOJ4d/+XznaxV85Pn+BX96BgswC2gc9Rqe9MEtey8G7tLhGlAvINHq7EQ1e0ikfLz2RE1A8sQTT3Do0CG2bdtGXV0dQGc5bJvNRl1dHSkpKX12KycnJ180o+JSPp+vx6lnPp+v25VTA9yNjTjPlIGiMPbhL2BISIDFl+E5V0nr4UIcRcUkdDNT40IWi0W6xnsRuFglJiYOebjD7/ej1+vR6XSsWbOG+vp6Pv/5zw+qpyI5OZnS0lJSUlL6vU9ubi7XXnstx44dY/PmzbzxxhusW7eOhQsXsmzZMtVzNo7V+sFnwJyaxMTvfRNFp5Di9bH767/C3dqOotfh9/pIGDeSvBtWkDjp2wD48bN//wFmjp0HRlnLZiCG8nk9evQo06ZN6/I5GOodv9lsJiYmZkCf1VCx2WyqTf01Go3ExsZ2ruLdG0VRer3uqpnXMpxFzb/iO++8g8vloqCgoMtzTzzxBE888QSnTp1idB9f+EPhcDgoKSm5aFttbW1nFK6020gA/MCOnTvxWyw4nU6SmxoxAqWlpRzdsqVzX71eT3p6+kXHmzhxoixgFiKBuhx1dXWsWbOGVatWDXol1cHedep0OvLz88nPz6ehoYGtW7eyfft2Nm3axKRJk1i+fDnTp08f8peQ3+/HrzOiABhMkDMTdDrwelEMJqCdKd/6JonTpqK75OKrAO0n2/AbYojMgbnIU1dXR1lZGatWrery3FCH9kwmU7e1pLTA4/GoVu/GaDRqNs9wuIqagOTnP/95lwXCqqurufvuu/nEJz7BPffco8odpd1ux2azdfucz+frco4Lf/b7/Zzbsg3X2XIyduwmbvkyzh0qxHi2AoDxV1+FKSuz1/PbbLZee2GGu8Dvprm5ecjdzlVVVaSkpHQmsl533XVDOp7RaKSqqmpIXepLly5l0aJFFBYWsmvXLv70pz+RmJjYmQQ72LVkbDYbMRMn4LZYcFbXUPLkb0lbvIjazVtxNTZiiI8jIX9yl2AkwGq1UlFRIcHyAA3287p9+3YMBgO5ubkXrUMUSEweCpPJRFVVVb/WNwq1lpYW1dZL0uv1NDY29qvH2Wq1Sp2dEIiagGTu3LldtgWSWseOHdvtnUR3GhsbBx0163S6Pr9sMj9+B+W/fBLH8RM4jp8g8Orkq68kLm/koM4rgqOtrQ2Hw8HBgwd54IEHhnxnlpaW1mXWzmAYDAZmzZrFrFmzOHfuHLt27WLz5s0XJcHm5eUN6E65ra2N1OxsYj59Hyd+93tqN22mdtP5tXsUhbH3fwp9L7krgaRdCUhCo7CwkIkTJwYln0jLK/6qnUPS354gm83W440odMzGE0MXNQFJpLBOGM+ob36dxnUbcJwpw65TGLH6auLmzgl308QlbDYbGzduZPLkyd0GvAOVmppKaWnpkAOSC+Xk5HDzzTdzzTXXsG/fPnbv3s2f//xnsrOzKSgoYObMmf3qkWlvbyc3N5ekq1Zhyc6i8q23cVRVE5OTTfb115E4Jb/X/ZOSkjpzt0RwNTY2UlFRwWWXXXbRdrVqamg5IPH5fKrla8iQjfZIQBIG5pwcsu79BNBRVTZ++vQwt0hcyuv1cvToURobG3nooYdUudAnJib2a1XdwYiJiWHx4sUsWrSIkydPsmvXLl5//XXWrl3LnDlzKCgoIC0trcf97XZ7Z6XVpOnTSJo+sNkyiYmJvd5BCvUUFRVhMBiYPHnyRdvVKhqm5YBEzcJoRqNRlSEuoZ6oDkhGjx4tizGJQSkvL6eoqIhVq1apNpslsJJqMKtD6nQ6JkyYwIQJE2hsbGT37t3s3buX999/n3HjxrFw4UImTZrUZdzc7/cPafaWLOceOoWFhUyYMKHLcI3b7VZlCEfL02HVDEgCdUiEdkR1QCLCz+12U1dXR1paWkStQbFu3TpiY2O59tprVT1ufHw8drs9JLkWycnJXH311axcubIzCfbFF18kMTGRgoIC5s2bR2xsbJfy+INlsVhwuVyaLKgVLZqamigvL+ejH/1ol+fUKmamKIpmg0sJSKKbBCQiqPx+P263W7MXuO4cPXqUM2fOcN9996k2xTAgNTWV1tbWkCZ/Go1GZs+ezezZs6moqGDXrl289957bNy4kWnTppGfnz/o6cwXCiS2arF+RbQIDNdMmjSpy3Nut1u1YFCrlZWH2pN3IRmy0R4JSIS4gNvt5q233iIrK4sFCxaofvzU1FSqqqrIzOx9enew5Obmcsstt3Qmwe7atYuDBw+SnZ3NqlWrKCgoGPSXWnJyMmVlZRKQBFFhYSHjx4/vNlD2eDxRPzVVzUBJeki0R0p+hpHP5+t8CG3YsmULzc3NLFy4MCh3iXFxcZqoI2O1WlmyZAkPP/wwl19+OSkpKfztb3/ja1/7Gq+88go1NTUDPmZSUpIktgZRU1MTZ8+eZdq07hOO1Vx/Rqs9JGqSgER7pIckjDweD06nU7MLWQ039fX1bN26lXnz5jF27NignCNQglorq+PqdDqysrK44447qK2tZcuWLWzfvp3169czdepUVqxYwbRp0/rVVi0nQ0aDI0eOoNfru8yuCVDzOtLd6tTRZjgEXZFGAhIh6Bibfuutt4iNjWXKlCm9TpG9kMdmp+a992gpPoohLo6MFctJmNx1fP9CSUlJtLe3D3mtHTV4PJ7OZOP09HRuvfVWbrjhBj744AM2bdrE7373O1JTU1m+fDlLlizpc0ggUNtB1vZQX2/DNdCR8KlWQBKY+qu1gESCiOgmVw0h6EhkLSkp4c4778TlcvVrwS1nfQOH/+8xHJVVnduq1qwl7+N3kPexrrMgAlJTU6mrq9NEQNLe3t7lvZpMJi677DIuu+wyTp06xebNm3n99dc5dOgQX/nKV3r9UggEW32taiwGprm5mbKyMm699dYeX6NmD0lg7aVgrSw9GJGUGC8GJ/x9xkKEmcvl4q233mLChAnk5+d3rvLbl9PPPo+jsgpTaiqj7rqT9BXLACj7+0u0n1+2oDuBmTZa0NesmDFjxnDvvffymc98hhMnTnD8+PFejxeYaSPU1ddwDXQkZKs1tV6LxdF8Pp/memyEuqSHRASVXq8nISFB0xeSLVu20Nrayr333ovT6ezX4l0+j4e693cAkP/oV4mfOAEAr91Ow6491G17n9geVpa2WCyaudh310PSnenTpzNixAjefvttJk6c2OPrkpKSKC0tVbGFAj4crumtXkx/A+n+MJvNOJ1OVY6llguHF9UiQ0DaIgFJiLiqa2hYsxbbsRL8Ph+KTsHn9WK1WrEZTZhmzwp3E4NCr9f36wsvXAKJrEuWLCEtLY2ampp+rTVTv3M3/vNBxam/PseIW28mZd5cTOd7G7yO3i/mgTvQcOdauN3ufhVFUxSF1atX8+c//5nTp08zupdga6irLIuLtbS0UFZWxs0339zr69T8cjWZTJrr6VKzKNqFglk5WQyMBCQh4KysouzHj+PrZkqksaGR6t/9AT7xcZKWLwtD64avQCJrXFwcy5cvBzqGMEaO7H3V5Yo33uTU03/t/LnlSDFHjhSTueoKardtByBxRu9rwaSkpNDa2kpycvIQ38XgDXSmz5w5c8jMzGTNmjV87nOf6/Y1WptFFA2KiorQ6XTk5/e+wKGaTCaT5mZMqbnSb0Bg6m+4bwxEB7lihEDda//FZ7NhHjECDOe7VPUd//SenGwAal/9Nz4N1KcYToqLiykpKeG6667rTAa02+29Jpt62to588LfAUhZMB/lgi7y6vUb8DkcJE6bSkofqzdrIY/EZrMNKPlUp9Nx9dVXc+DAASoqKnp8XUJCgtQjUVFhYSHjxo1Tpbx/f2kxhyQYgYPUItEWCQtDoL3wCAAJixZQ+8q/MGZmEDdrJo1r34XEBAx2O57GJuylp4jtY5l3oY5AIuvEiRM77zwbGhqora3lxIkTPe7nLDqCz+lEn5aK4bZbSJo3l/Z3N+Aq6Uj2NM+agfn22zjRRx6F1+ultLSUtLS0kJaRv1BbW9uAe2gWLlzIm2++yTvvvMOnP/3pbl+TkpJCc3Nzv3JxRO9aW1spKyvjpptu6vV1avdIaTUgCVYPidAG6SEZIr/fj8vl6vU1gbto//kPvt/txnc+YUxRdPg9HduVfl5Q3G63VHcdos2bN9PW1sZ1113XOX58+vRp4uPj8Xq9PT5851/rd3vwut3o80YSc9cd+GI6akOYC+bjO19UqrdHQF1dXejf/Hnt7e0DDkj0ej1XXXUVe/bsoba2ttvXJCcn097erkYTh72ioiIURelzuEbt4oqBejJaEoykVinmpy0SkAyRx+Nh3759vc6RjzufsNq0eQuK0YinoZHmTVsAUOrq8La2ok9IIGb8uH6d88iRI5pLOIskdXV1bNu2jaVLl16UwKooCnl5eaSmpvb4yJw3F11sLL7mZhwvv4rhaAmul19FZ3egi48nc/asXve/8JGbmxvGfwVwOByD6sVYvHgx8fHxvPPOO90+r5Xy+NEgMFzTVy+a2l/WWuw5CEYPiRYDr+FMAhIVOBwOGhsbe3w+/eYbMaal4qlvwH/JDARdTS3o9WR+4uMo/RgftdlsNDU1DbXJw5bf7+fNN98kPj6eZcuWdXkuISGh1/11JhOZd98JOh3tBw9R9dfnsB8pxq8opN35MXQDuGDGxsaGrdhTYGbBYGYXmEwmVq1axY4dO7r93AeOK4Wshqa1tZUzZ84wderUPl/r8XhULWI22M9GMEkOSfSTHJIhUhQFg8HAoUOHyM7O7vmFd9wOBw7C2XJwOMDnBYMJR2I8loULOGeNgWPH+jxfZWUlgKbrelzI5/N1Tm/VwqyLI0eOcOLECe66664uXdyjR4/u10U9Yf48TJmZNL23CXdtHYaMdKqys0iYO3tAbUlNTQ3bFFmHwzGklWGXL1/OO++8w7vvvsvtt9/e5fnY2FgcDkdIEzGjzZEjR1AUhSlTpvT5WrfbHfXrYfl8PtUDEqPRKL15GiIByRAZDAYWLlxIcXEx06dP7/UCbBs9mhO//DWO6vMrqep0WHOymHvN1RfN1uiJz+dj8+bNTJ8+XfWuy2DxeDxUVVWRlZUV9gumy+Xi7bffZtKkSd1WvOytYumlLHkjyfrkJzp/rjt8eMBBotlsDltp7r4qtPbFYrFw+eWXs27dOlavXt1lZlKgYqsEJINXWFjI2LFj+5X07PF4ov7fOlhDNtJDoh3hv2WNAgaDgdzcXCoqKjCZTN0+9D4fJT/8CY6KCvQWC9a8keDz4du7n6p/v9bjfhc+ampqyMrKiphgRGs2bdpEe3s71157rea6o0NtMAmtl1q5ciU6nY4NGzZ0eU4SW4emra2N06dPM21a7/VsAtQesgE0N+wWjCEbo9EoEwQ0RAISlSQnJ1NVVdXjH3DdtvdxNTZizkhn3p//wJzf/IoJD/0PAJVvv4OvH4lVp0+fJiMjQ9V2Dxe1tbVs3769SyLrcGWz2frMl+lLXFwcy5Yt47333sNut1/0nNQiGZrAcE1/i6GpPcsGtJdfITkk0U8CEpUoikJiYiLV1dXdPm8/n/thyczk3OtvUL1+IykLCgDwtLXh6WPWTFtbG3q9XioKDkIgkTUhIaFLIutwNZB1TwLr9px58R9Uvv0O7pYPC7pdeeWVeDwe3nvvvYv20ev1mrq7jjSFhYWMGTOm33k+wRjO0FotEglIop98u6koMzOT0tJSsrKyujynM3fcvTQfLqT5cCEA+mc6yo/rY2Mx9DH98sSJE2RmZqrc4uGhqKiIkydPcvfdd8twFx25NBaLpX+vbWik8NvfxVZ2tnPb6edeYPLXHyF51kwSExNZvHgxGzZs4Iorrrho2MBsNuNyucKeOxRp2tvbOXXqFDfeeGO/9wlGUqvJZMLtdvf7sxIKag+1SkCiLdJDoiKz2YzH4+mSte33+6nb+n7nz4rBgGLQ4z3fpZ11zVXoeon8fT4fDQ0NQ+5iH46cTidvv/02kydP7nXp9uFkIBVajz/1e2xlZzHEx5N55Sqso/LwOhwcffxneGwdwzRXXXUVNpuNbdu2XbRvILFVDMyRIx2VnfszuybA6/WqHpAErmdaEYy8L0lq1RYJSFSWkZHRZfn19pOl2MrK0JlMWDIz8Xs8ndVZAZJmzuj1mBUVFaSkpAz7RMzB2LRpEzabjWuvvTbcTdGM9vb2fs2wcTU10/jBPgCm/+h7TPjfzzHr549jycnG226jfucuANLS0igoKGDdunUXTWOWxNbBGehwDQRnxdpAD0k005+vqiy0QQISlaWkpHRJbnW3tABgTk9j7h9+y4yf/JD8b3wN66g8ALxtvV+0T506Jcmsg1BTU8P27dtZtmzZkKa49sXn83U+IkF7e3u/FtXztLaC34/OYsF6vqqszmgk9vznNvC5Bli9ejXNzc3s3Lmzc1tSUpIEJAMUGK7p7+yagP4GIy3FRyl58rcUfvt7nPrrczh6yHmD4dFDIjd52iIBicoURSEhIeGi5NbYsWNQ9HrsFeeo3vge8RMn4HO6sJ0pA0UhrpeS8YFk1kjNfTAYDGRlZYU8GTeQyJqYmMjSpUuDei6Px4PT6dTUxbs3/e3et2RlYoiPx+dwcPbVf+Nzu2k6dJjGvfsBiJ8wvvO1WVlZzJ49m7Vr13becWpxCXutKy4uxu/3D2i4pr8q336HQ4/+HzUb36PpwEEqXnud/V/4f7Qc7b4g43D5/UlQoh0SkARBVlbWRcM2pqQksq65CoATv3mK7bfczrGf/xKAjMtXYMnsuffj5MmTEZ3MqtPpMJlMIa/SWlxcTGlpKddff33EBnPBMJCZCjqjkRG33gxA2d9f4v3b7qDwse/gc7lInD6NhEtWpl69ejW1tbXs3bu3c5skDQ5MYWEho0ePVn2lZFdTE6Xnk+jTly1l/P98jviJE/A6HJx46g/dzojS0jovMmNreJCAJAi6S24d++n7GHn7bZ2zafRWK7m33MT4z3+mx+P4fD7q6+slmXWA3G4369evJz8/n0mTJoW7OZrS1tZGUlJSv1+fe9ONjL3/U5jOJ8HqTCYyr1pF/je+1uXOMi8vj2nTprFmzZrO4aukpCRJbO0nm81GaWnpgIdrvF5vn1O4G/Z8gN/jIW7cOCb+vy+SddUqpnzr/1AMBmxnynCcL0twIS1N+w3GlF+hPfIbDpKMjAxOnTrVWdhI0esZddedZF9/HWV/f4mGPXuoXrceR2UleXfcTuzo0V2Oce7cOUlmHYTi4mIcDocksnajvb2dtLS0fr9eURRybriO7Guvwd3cgj7Wir6XiqCrV6/miSee4NChQ8yaNYvk5GTq6ur6lbMy3B05cmRQwzX9KYrmPx9Y6GMsndcTncmEotd3SbIPGC4BiVxftUN6SIIkJSWFysrKi7oafW43R773A6reWYurvgFPWxv1O3Zx8Gv/R1vpqS7HkGTWgautraWkpITLLrtsyKXRo9FgS8Yrej2mlORegxGA8ePHM2HCBNasWYPf75eZNgNQVFTEqFGjuqwL1Jf+BCRJs2YB0FxYRNnLr9B8pJjjT/4Wn9OJOSOdmNycLvvo9XrNJGoHo/DbhWRISBskIAmSQHJrTU1N57bardtoO3ESQ3wckx99hJlP/ISEKfn4HA7K/vHyRfu3t7ejKIrkPwyA3+9n3bp1xMbGsnDhwnA3R5OCsWLqpa699lpOnz5NcXExBoNBM19qWma32zl58uSAh2ugY4iyr3VsYrKzyPnIDUBHPtDhr3+Tuu3vg07HmPs+2ePinlrpPQisGB4MkuekHTJkE0RZqQlUH1hL5vSOOiNNOzcDkL1kFmmjzEA7Y29azIEjxTQdPADnDnTue+7ECfLMZnDbwRjdq3iq5fDhw5w5c4alS5fKeHMY5efnM2rUKNasWcNDDz0U7uZEhJKSEvx+P1OnTh3wvv1dx2bMfZ8kdlQeVWvfxVlXT+zY0Yy46SMkThv4OUMtmD0kgeJocs0IP/kNBFPdcWbseAh2dPyoL5sMjMC1+yWo+g4AruZUYDZ6bzv8aXnnrhPO/7fx9tfwpA/8rmm4cTqdrFmzhokTJ3Zbul+EjqIorF69mj/84Q9digSK7h09epS8vLwBD9dAR0DSn/0URSHzipVkXrGy38fWSg9JMCrRBhgMhqCsliwGTgKSICp3xJB89xpirVYA0o6eourJv1HdMAJlykcwJcVTeWIP0E7a4svgju937uv2eDh48CCjknquURIJvF4vra2txMfH93sxt8HYuHEjDoeDK6+88qJhslAwGAyYzWa5w7rAzJkzycnJYe3atcydOzfczdE0l8vFqVOnWL169aD2D8ZKvxcKRhXYgQpFD4kIP7mCBonH48HlNxA7/rLObYnZM8k+Xkfl2+9QtfXDWg3WUXnk3f+/kPDhXY4R8FX5sLn9WCM4jcTr9dLS0oLVag1aQFJdXc2OHTtYuXIliYmJIQ9IdDpd50N00Ol0XHPNNfzlL39hzJgx4W6Opp07dw6fzzeo4RrouNYE68s6MNMm3LlsEpAMDxKQBEltbS2jRo26aJuiKIx98H5SFhRQu2UbPoeDxOnTyFi5otvZC+PGjePkyZNyQe+F3+/njTfeIDk5mSVLluByucLdJHHevHnzeP311yksLGTRokXhbo5mlZeXM2LEiEHXGwpmD0lgPRstBCTB6oE0Go04nc6gHFsMjAQkQVJfX9/tHY+iKCTPmknyrJl9HiMlJYVDhw7h8/nk7rsHhw4d4vTp03zyk5/EYDBIQKIher2eVatW8dJLL1FbW0t6enq4m6Q5DoeDqqoqVq1aNehjBDMg0cp6NsGcHWY0GmVqukbIt1wQtLa2kpiYOOQhCkVRGDFiBHV1dSq1LLo4HA7WrFnD1KlTmTBhQt87iJArKCggJiaGLVu2hLspmnT8+HH8fv+QKgoHs/dAK8XRgjlkI1PTtUMCkiCoqqpi/Pjxfb+wH0aPHk1tba0qx4o2GzduxOl0DjoZUASf0WhkypQpHDx4kMbGxnA3R3OKi4tJTU0d8vIQwUo6DQzZhFswgy6pQ6IdEpCozOPx4Ha7VVt/xmg0EhMTg91uV+V40aKqqoqdO3eyYsWKAa3NIkJvwoQJWCwWtm3bFu6maIrD4eDUqVOMGDFiSMcJ5gwYs9msiS/rYOeQaOE9CglIVNddMmtP+vtHMH78eKqqqobSrKgSSGRNSUlh8eLF4W6O6IPRaOSyyy5j7969tLa2hrs5mnH06FG8Xu+QA5JgMhqNmukhCdYsPekh0Q4JSFRWX1/PyJEj+3xdc3Mz3/rWt9i2bVuf45cpKSm0t7dH5DhnoPy9mndxBw8e5MyZM1x//fWaqP3h9Xpxu91yUevFggUL0Ov1bN++PdxN0YzCwkJyc3Oxnq9TNBjBrhFiMpk087kO1vuUgEQ7JCBR0UCSWfV6PRMmTOCFF17g5z//OefOnevxtYqikJubS319vZrNDQmj0Uh2drZqCWkOh4N33nmHadOmqZanM1RerxePxyMXtV7ExMSwYMECdu/ejc1mC3dzws7hcHDixAkmT548pOMEu+S5VpJagxl0yZCNdkhAoqLq6mrGjetfZdUYo5Erk1P5VEwc+fsO8tojj/L6P//ZY/eoJLd22LBhAy6XSxOJrD6Hg/o1azn3818R+983aXpnHV7J9enRZZddht/vZ+fOneFuStgdO3YMj8cz5IAk2FVajUajJgKSYNLpdBHZ+xyNJCBRidfrxeVykZiY2OdrfW43Rd/5Pqf+8izuU6dJstmZ0dqO4eVX+fG3vkVxcXGXfUwmE2azeVgnt1ZWVrJz504uv/zyfv07B5PP6aTsiV9Q96//4DxZiqG6hsbX3+TsT38mQUkP4uLimDdvHjt27Bj2hagKCwsZMWLEkD/Hbrc7qAGJTqfD7/cH7fhaEO6y+OJDEpCoZCDJrNXrN9JypBh9rJWxD36aCQ/9D6bUVBI8Xia3tPGrX/2Kv/71r10SAMePH091dXUwmq95gUTWtLQ0TVT9bHpvM84zZejjYkm943ZsSxeji4/HWV5B4/qN4W6eZi1evBiXy8WePXvC3ZSwcTqdHD9+nGnThr5oZigWhdPCF7YW2iCCTwISldTV1fUrmRWg4fzFeMQtN5N97WoyV61k7KfvBWCcH+655x4OHz7Mt7/9bbZv3955h5KamkpbW9uw7F48cOAAZWVlmklkbTt4CIC0mz5CwrIluPMnkfKR6wFoP/+c6CopKYlZs2axbds2TczeCIejR4/i8XgGvXbNhYI9ZKMFPp8v6AGJBDzaIAGJCtra2khISOj3tDRXQ0eBqDMvvMjuT36K0y+8iP+CpKrFixfz3e9+l+nTp/P888/z85//nKqqqohObh0Ku93OO++8w/Tp0/udoxMyF17HFPlz6o9ly5bR3t7Ovn37wt2UsCgqKiI3N5fk5OQhHyvYQzYQ/i/rYCfuCu2QK6gKBlKZtXrDRtpPne782d3cQvmr/+b4b54CIGX+PADi4+O57777+NKXvkRzczPf//73eeONN8jNzR12ya0bNmzA7XZrIpE1IHbGdADqXnuD1u07MB4rofG/b1z0nOheamoq06dPZ+vWrcNudoPT6aSkpESV4Rro+LIOdkAS7qTPUAQk4Q66RAcJSIbI5/PhdDr7lZzm93o58+I/ADBeUl3U53JhSk1lxC03XbQ9Pz+fxx57jKuuuoo1a9bw05/+lIaGBhwOh1pvQdMqKyvZtWsXK1euVK36rRqSL1+OeeRIvK2t1L34D6ybt+FtacGUk0PyqivC3TzNW7ZsGU1NTRw8eDDcTQmpkpIS1YZrIDRDNuEuHx/MdWwCFEUZlkPhWiMByRB5vd5+J5U5ampx1TegGI3M+d2TjP7kJ4ifNBF9bCwAmauuwNhNYGMymfjIRz7CN7/5TeLi4njnnXd47bXXImKFSrfbTWVl5aAuaD6fjzfeeIP09HRNJLJeSGexkPe1L5N280ewjBmNLzOD1I/cQN6jX0VvjQl38zQvKyuLyZMns2XLlmH1RVBYWEhOTg4pKSmqHC9UAUk4p/6GIiCR4mjaIAFJCOljOr6o/G43ntY2RtxyEzN+8kMsGRkAmFJ6H1POycnhK1/5CitXruT48eM8+eST7Nu3T9PT8vx+P263e1BtvDCRNVhlo4dCZ7GQet1qRv3fo3ju+ChpN1wnwcgALF++nLq6Oo4cORLupoSEy+VSdbgGhk9AEuwhGymOpg2SKRRCpqREkmbNpOnAQQof+zbpy5fRevQY7adOoTOZSFu0oM9j6HQ6pk6dSn5+Plu3buXf//43+/fv5yMf+QhpaWkheBehYbfbWbt2LTNmzGDs2LHhbk7U0Ov17Nq1C51u4PcigylT7vP5evwyGTlyJGPHjmXz5s1MnTo16sfxS0pKcLvdqgYkPp8v6MF6uIdsPB4PFoslqOeQHhJtkIAkxMZ/7kEOf/PbOGvrKH/13wAoej0THvp8t8M1PYmNjeX2229n9uzZvP766/zmN79h+fLlLFu2LCoy0tevX4/b7eaaa64Jd1Oiyrhx4wY9RHL8+PFBlevvLfhZsWIFf/nLXygpKWHSpEmDalekUHu4JlQsFktYCzKGYshmOFSkjQSR/80VZjqdjpaWFrZs2dL7C71eKD0FLa2waAG0t0NNLf6YGJg2hWL8FPd1jPPsdntnyekJEybw0EMPsWnTJjZt2sThw4e58cYbGTNmzFDfWticO3eO3bt3c80112gqkTUaKIoy6Dtqt9ut+t34mDFjGDlyJJs3b2bixIlR20vicrk4duwYK1asUPW4ff17+VwuGvbsxVlXR+yoPBJnTEcZYO9YuL+sfT5fSAIS6SEJPwlIhkiv1zNnzpxeX+OsOEf5r3+Lp76hc5spN5fMzz9IcXk506dPH9I4sMlk4qqrrmLmzJn897//5ZlnnmHu3LlcffXVQ1pJNBwuTGRduHBhuJsjgkxRFJYvX87f/vY3Tp8+HdGBdG+CMVzTl7bSUo784Me4LrjuxI0bx5RvfQPTJbP8ehPuFX9DlUMynJfl0ApJag0yv89Hxe9+j6e+AX1CAnFzZqOLicFVUUHtsy+o+oeemZnJ/fffz4033khRURFPPvkkBw4c0HTS66X279/P2bNnueGGGzSZyCrUN2nSJLKysti0aVO4mxI0RUVFZGdnk5qaqtoxe8vp8bndFP/wp7jqGzClpJC6aAF6i4W2kyc5/uvfDeg8ktQqQkUCkiCzHSvBXVOLzmplzPe+Re7nP8Oob34ddDocx0+ga25W9Xw6nY6CggK++MUvMnbsWF599VWeffbZiKjuarPZWLt2LTNnzozaO2XRVaCX5OTJk5SXl4e7Oapzu90cO3ZMtdojAb3NsGncdwBnXR3GpCTm/O5J8h99hBlP/BgUhca9+3DW9f96MBwCEklq1QYZsgkyT1MTAOYRuejj4gAwZWZgSE7CU9+AZccuakrPEJc/mYSFBehUmsIXHx/Pxz72sYuSXlesWMGSJUtCmvSq1+v7XVZ//fr1eL3eiEtkdbvdOBwO3G530Me6Q83T2krz1u04y8vRu904U1Mx5+Sofp6pU6eSlpbG5s2bueuuu1Q/fjiVlJTgcrlUHa6pr6/n6NGjnZ+9SykHD6MHnEkJbNu9u2Oj34/eYkGx29mxfj1kZfb7fLW1tdhsNmbPnq3SO+g/qUMyfEhAEmTmESMAsJ88ie1YCTETJ9Cye09nPomxrJz2snLa93xA03ubGfmVL3UWSlPDxIkT+cIXvsB7773Hxo0bOXToEDfeeCOjR49W7Ry90ev1JPVjvLqiooI9e/awevVq4uPjg98wFfn9/s5HNHGWV3D2Z7/E29YGgB44feAQWZ+6l8R+TFEfCJ1Ox9KlS/nPf/5DdXU1mZn9/7LUusLCQrKyslSdlu/xeBg9ejQej6fbVcbtlhjKNm5CX36O0ZYYLGPH0LL9farsdvx6PePmzcUygFl9xcXFYft8Sw/J8CFDNkFmGTmC2OnTwOvj7BO/4MQXHqbqz3/pfN41eSJJ116DPi4O59mz1L3+puptMJlMXH311Xzuc5/DZDLx9NNP89prr2kmiSuQyJqRkcGCBep+0YnBq3r+b3jb2jBlZ5F680fw5I0Ev5/q89vVNmvWLBITE/uesRZBgjVcAx0zd3r6oraMHUPMpIn4PR7Kfvx4x3Xn2Rc69puajy5mYAX8whls+3y+QdXNGQij0TisKgZrVVQGJGvXrmXp0qVYrVbi4uJYtWoVO3fuDFt7cj5zPwmLFoJeh8/ugPN/XLGLFmBftoTk668l6757AGjdszdo7cjOzubBBx/khhtu4PDhw/zqV7/i4MGDYb+z37dvH+Xl5ZLIqiHuujocpadAp2Pklx8m4coraL96FcacHPxuN20HDql+Tr1ez9KlSzl06FBE5Dz1x/Hjx1Ufrglwu909BiSKopD7+c8QXzAPdB3XHcVsJvHKK3AUzFO9LcEW7Ong0kOiDVE3ZLN582ZWr17N1KlT+eEPf4jH4+Gpp55i+fLlbN26lYKCgpC2p6SkBKfTCQVzYcZUlLZ2dLv3oD9+kmavF4/Hw9GjR9HV1WEEPHY7hw8fBsBsNjNx4kRV26PT6ViwYAH5+fm89dZbvPLKKxw4cIAbbrghLAWbbDYb69atY9asWSEbRlKTz+2m+d0NxG3Zxtn/vE7spImkrL4aU4QPOfhcLgAUoxF9XGzH3aOiYEhKwH3uHD6XMyjnnTt3Lps2bWLr1q3cdNNNQTlHKBUWFpKZmUl6errqx3Y6nb0OZehjY8l58H48d7bhbWnGmJqKR6ej7MCBAZ9rMFV61TLQ87aWHKf836/RVlqKKSmZrKtWkbFyRa/1VwwGgxRG04CoC0i+9KUvMXLkSHbt2tVZg+Oee+4hPz+f//u//+Pdd98NaXu6CyiajUaqjp/EfOQoMwoKMCQmUfPOu9iBuCn5jJge/OXrExISuPPOOzl69ChvvPEGv/71r7n88stZsmRJSHsp3n33XbxeL1dffXXIzqkWv89HxW9/j63oCHrAAzTX1tG6dz95j34Vc676yZ+hYsrMxJCUiKepmeq/v0Tc8mWYjhRjLz4GgDVIVVWNRiOLFy9m/fr1mlvheaACwzVLliwJ2vH7k1thiI/DEN+RUM/5QHOg9Hp9WMvH91fjvv0c+cGP8Z/v7XBW19B67BhtJ08y7jMP9LifXq8Pe0+xiLIhm8bGRg4ePMjtt99+UUGwzMxMli9fzvvvvx/G1n0ofkFBx9L1bW1U/PYpznz/R9hLjqOYTKR95PqQtmXy5Ml84QtfYMGCBWzYsIGnnnqKsrKykJy7oqKCDz74gFWrVkVcIitA28FD2IqOoJhM2JdcRub/fg7L6FH47Hbq/vPfcDdvSBS9nrSbbwKgecs2Kr7/I2K27QC/n4TLFgU12Jo/fz5Go5Ft27YF7RyhcOLECZxOZ1DyR6AjhyRUs7oMBkPYApL+9pD4/X5Kn/krfq+X5Plzmfb97zDqrjsBqHz7HWxlZ4PZTKGCqOohSUhI4NixY8R2M0ulrq5OM2u86IxGRn7lS9S/8RYtez7A73RhnTyR1Buvx5KXF/L2mM1mVq9e3Vnp9c9//jPz58/nyiuvJGaAyW/95fP5eP3118nMzAz5MFpffD5fv7pvWw925FHELlpI06TxGCeMJ+Xjd3DuRz+lrbAQp9PZ48XUYDAEPVFvqBIXL0Ifa6V+zVqcZ8vxWCykrVhGyoplQe3Ct1gsLFq0iG3btrF8+fJu/54jQWFhIRkZGWScX81bbb0ltaotnAFJfzlrarGXV4BOx9j7P4U5NZWkGdNpOXqUxr37ady/H2veyB73j9ZlCyKJNr6hVaLX65kwYUKX7YcOHWL79u2aGhbQx8aSccftZNxxe7ib0iknJ4fPfOYz7Nq1i3fffZcjR45w3XXXMW3atEH/sQa+3C/9At67dy8VFRXcf//9mktk9Xg8VFVVddleW1t7UeKbpaERM9BQXYVz9EiKiorQV1UTB/hROHjgAJxfO+bSHIKsrKygLxuvhrhZM4mbNRNbbR0nn36GxjffpvH1NzFlZZF2843Ez+192YTBWrRoEdu3b+f999/nyiuvDMo5gimQG7Z48eKgnaO3lZTVFq6kz4HMsFEM+sBO7P3M/6AzmUhfsQxPu63jeZ22rjOiq6gKSLrT1tbGPfd0zGB59NFHw9wa7dPpdCxatIgpU6bw1ltv8fLLL7N//36uv/76QSW9Br7cL/wCDiSyzp49W5OJrAaDgaysrC7bL91mt8RQdaQYU8kJJuTlYUhNpXnHLjxA3JxZjO2liJRWeuv6w+d2U/XkbzBVVXduc1VVce73fyLnfz5L/OxZqp/TarUyf/58du3axdKlS4O+/LzaAsM1wVy7ZjC9bAaDAbPZPODPX7huGgZSg6ThkhmKPpeL6nXrO35QFFIWzO91f+khCT9t9xkPkc1m48Ybb+TgwYM8+uijLF++PNxNihiJiYl8/OMf56677qKqqorf/OY3bN26VZW7pHXr1uH3+zXVY3UhnU6HyWTq85EwfRoJiy8Dn4/mdeup/8fLeGrrMKQkk3nbLb3uq/Xhmgu17tmLu6oaX4yF3Ee/yvjf/LLjfQP1b7wVtPMuWbIEj8cT1in7g1VYWEh6enrQhmuAQeWP6HS6zkewz6WG/gYkfq+Xsy+/AoDSzeszrrgcSxB/F0IdkXObNkBNTU1cf/31bN++nU996lP88Ic/7Nd+ycnJJCcn9/i8z+cbVtnYixcvZu7cubz55pusW7eOwsJCPv7xj/d7rRmbzUZVVRUJCQlYrVZOnz7N3r17+ehHP0peEPJlAhfOxMTEkCTKpjz8BRoWLaB2yza8djsJU6eQdc1VGCN4dsilms6dA0CZOpW8go67zIR772Hf9vdxlp0lKT4BnVH9S0lKSgqLFi1i586dXH/99RExxAUds1+OHj3KypUr++xVHOzntb29HZPJNKheS6PROOD9AkXDQl0aoLm5uV+/d2d9Pa6GBhS9ntm//iXV696l7cRJHNU1OGtrienHNHyDwUBiYmK3vUGKovQaxEVSj6eWReW/Yk1NDVdffTUHDhzgwQcf5A9/+IMmu+Pcbjd1dXWkpaVpeg0Ui8XCbbfdRkFBAS+++CI/+9nPWLZsGTfeeOOAkl59Ph8vvfQSubm5LF26NIgtDh1FpyP1skWkXrYo3E0JGkPgi7K2tjOZ1Xb6NAB6a8yHY/dBcOWVV7J9+3a2bdvGypUrg3YeNR09ehSHw8GcOcHJrwkIZYAWrutTIP+sLwZrLOh0+L1efE4nY+77JH6vl/0Pf6Xj+X4Ee4FaJFrLaRtOoi4gaW1t7QxGHn74YX7xi1+oeny73Y7NZlPlWC6Xi+rqahRFiYi7v7i4OO6//3527drF+vXr2bdvH9dddx1Tp07tMeBzna970NLSwpYtWygrK+PBBx+kWeVVjgMCv5vm5mbNzwqIFKaZM+DVf6OcKePg17+JKSODlj0fABC/cCGNjY1BO7dOp2PGjBmsW7eOadOmRcSd6M6dO0lPT8dsNtPQ0NDrawf7eW1ra0NRlD6P3x232z3g/ZxOJ36/f1DnG4rGxsb+BSRxsaQuKKB+x04Kv/Vd0i5bRNuJk9jOlKEzm0k7P8TYG51OR11dXbc3WVarNWJne0US7f91D9D//M//cODAAb74xS8OKhhpbGyUin290Ov1XHbZZUyZMoU333yTl156iUmTJnH99df3OtRls9l49913mTNnTlCGakTwmLIyyfzEXVS98CL2kuPYS44DEDNhPOm3fCTo51+2bBkHDx7kwIEDzJun7bLnHo+H4uJiFi5cGPRe2VD2WoQrEPR6vf3uhR33mfuxnzuH7UwZVWvXAaAzmZj05S9hTOi7h8RoNPaYI2ez2Xq9EW1tbe1XG0XvoiogKS4u5oUXXiApKYlZs2bxt7/9rctr7r777jC0LPokJSVx1113UVxczJtvvsmvf/1rrrjiChYtWtRtl+eGDRvw+/1cddVVYWitGKqkZUs4q1fIaWnDZ7cTM34csdOm9lqOWy0ZGRlMmTKFLVu2MHv2bE13qZ88eRKHwxHU2TUBoQwS9Hp9WBKxPR5PvwMvU3Iys37xBA279tB28iTGpCTSly7G1MuN0oV6C0hEaERVQLJ582agI6H1vvvu6/Y1EpCoR1EUpkyZwtixY1m/fj1r167l4MGDfOQjH2HEiBGdr6uurmb//v3ccMMNxMXFhbHFYkgSEkgNYl2N3ixfvpynnnqKwsJCZs6cGZY29EdRURFpaWlkhmAto1AHZuHoJRlorRWdwUDa4kWkLR54TpesZxN+kTP3sB8++9nP4vf7e30I9VksFq6//no+85nPAPDHP/6RN998E4fDgU6nY/fu3WRnZzN/fu91AIToSU5ODhMnTmTLli2aXSbe6/VSXFzca06VmgYTIHi9Xtxu96B6AsKR2Or1ekN2XukhCb+oCkhEeI0YMYLPfvazXH311ezdu5df//rXvPHGG1RWVnLjjTdGVO0NoT3Lli2jurqaY8eOhbsp3Tp58iR2uz0kwzWJiYmDmoLrPb/C+GC+ePs71V9NAymMNlQSkISffEMIVen1epYsWcIXvvAFsrOz2bt3L3PnzmXkyJ7XkBDa53a7cTgcYZ25NHr0aEaPHs2mTZs02dtZWFhIampqt1V+1WaxWEJevTYxMTGk54PQByRa7X0bLqIqhyTSKIqC0WjUZI2UoUpOTubuu+/m7NmzZGdnh7s5Yoi0Muy5fPlynnvuOU6ePMn48ePD2pYLBYZr5s+fH5V/z+ESyiGbcK3XIz4kPSRhZDQayc7O1nRRtKFQFIW8vLyofX8i9MaPH09OTk5nArtWlJaWhmy4ZjgJZQ+JBCThJwGJECJiKIrCihUrOHXqFGVlZeFuTqfCwkJSUlKkN1Blfr8/ZLlnkkMSfjJkI4Ki7dBhGt5Zh/NsOYbkJJKWLSVp5YqQ1K0QQ+f3+2neup2m9zbhrqvHmJmBYfxYmDUr3E1j8uTJZGRksHnzZj7xiU+EuzmdwzXz5s2T4RqVhfLfU3pIwk8CEqG6lp27qHz6r50/u+x2al76J85zlWTdc1cYWyb6q+4//6Xh7Xc6f3aePkPs6TM0J6eQfvWVYWxZR4nvZcuW8eqrr1JZWRn2XolTp05hs9mYOnVqWNshhkYCkvCTgESoyu/1Uvuv/wCQsPgyEi9fTtPhw7T+902at2wledVKzDnSra1lnqZmGs6X3k676UbiZs2kYfMWWt7bTOMbb5G6Yhk6szmsbZw+fTobNmxg8+bN3HHHHWFtS2FhIcnJyeTk5IS1Hf2hKErnQ+u8Xi81NTWUlJQMeN/AIpADVVNTQ35+fkT8+0Qj6T8XqnJVVeNpbEIxGUn/6K0YcrJxT5yAeWxHDQPbUW3WkBiOfD4fLpery6PlSDF4fZhGjiD+qlUoGenE33g9PqsVv8NB6/ET3e536SOYUyj1ej3Lli2jqKiI2traoJ2nL16vlyNHjjBt2jTNf4l5mpvxNzRiMZkiItG8vb0doM9ilxc+vK2tOCqrOH7sGG63e0D7BmaQSbXW8JEeEqGKkpISnK2t6NdtQA/4XW5OfOVr+OPjUBqbCFyqK3ftpjwtBc5fvM1mMxMnTgxbu4czj8dDVVXVRdtqa2tRysuJBRyNjRzYtw90OnC7iXd3rNx84vRpvLb2i/bT6/Wkp6dftC0rKyuoq1jPnj2bjRs3smXLFm699dagnac3p0+fxmazaXp2jau6muoX/t55M2CMi6P5Y3YSFy0Mc8v6pz8F4Nz19VS/8HfaC4sASLDGoLvpRlJWXh7s5gkVSUAiVDFx4kTKf/Ub2k+Wdm5TPB6UxqaLXqc/WUpmRSWpq68OcQvFpQwGQ5ciXllZWfgmTeLstvehrZ3Mre9jnTaV9r37cLo9GNJSmbbqin4lJwd7uqbBYGDJkiWsXbuWlStX9rradLAUFhaSlJSk2eEar83O2Z/9Es/5v0PFYIC2NqqeeRadyUz83NnhbWAv+tvD5nO6OPuzX+KurQNAMRrR2ezU//1ljDExERN4CRmyCSu3201lZWVYq1+qxXGmrOPuRK8n8xN3oVguyTFQFOLmzgGgce06/NItGnY6nQ6TydTlYYmLI+veT4Bej+NYCQ3/+g/O02dQzGayP3UvZoul2/0ufYRiuub8+fOxWCxs27Yt6Oe6VCQM17S8vwNPYxPG9DTG/uQHjP/NL/FO60i+bVjzTh97h1d/E0xb93yAu7YOQ1IiY37wXUb9/Kc4p59/j2+tCWYThcqkhySM/H5/5zin1p04cQKn09nj80phEXrAl5tDRVoKyvRp6PfsxQ8ogOfKK2jKn4T+wAG8be0c2bUbknovRT1q1ChZHThM4ufMZsx3H6NpyzbcdfWYsrNIWrYUY+rA108JJpPJxKJFi9i8eTMrVqwgPj4+ZOc+c+YM7e3tmh6ucZSdBSBh0UKMaWkAeOfNRl9YhOOMduq4dKe/AYnjfD2a+IL5mLIyO9brmTcH8+EiXFXV+FwudEEcOhTqkYBE9IvD4WDFihU9Pt8QG0fxuxsxN7cwZ/586j1eTuzZ25k7suDWm3E3N3PI60PR61l8xRUY4mJ7PN6ZM2doa2uTgCSMTFlZZNx+W7ib0aeFCxeybds2tm/fzjXXXBOy8xYWFpKYmEhubm7IzjlQhsQEAOwnTnbOPNGd68gbMvRxQxBu/Q1IDOfX2LGfLMXv86HX6zHVdAzf6KzWjmGqAZD1bMJHAhLRL4mJiezfv5/Zs2d32z2dPHsW5vQ0nLV17H/oYeInTuh8Tmcyceb5F2nYuw+AtMWLMMb3HGjU1tZSWlrKpEmT1H8jIurExMSwYMECdu7cybJly7BarUE/p8/n48iRI8ycOVOzwzUAiYsvo2Htu9iOFHPm+z/CmJKC/tDhjueWLA5z63qXlZVFZmZmn69LWLSA+jfewnGylNPf/QGmzEwMBw8CkLjksgEVY1y2bJmmf5/RTnJIRL+MHDkSk8nEjh07up0WpzMYyP/61zAlJ+Oqr6d+x87zT+jwuVzUbX8fn8NB/KRJjH3w/h7Pc/bsWYqKisjPzw/qDA0RXS677DL8fj87d+4MyflOnz5NW1ubpodrAExZmWTd90kUgwFn2VnaDhxE8fmImzub1OtWh7t5vVIUpV95SMaUFLIf+BSKyYSr4hxt+/ajeH3ETp9G2k03DuicOp1OApIwkh4S0W+ZmZmYTCa2bdvGokWLMF9SHCtu3Fjm/vF3NOzag7OuDn2slcZ9B2g7fgJ9jIXsa1eTvfrqHu9Yjh49SkNDA/n5+SFbv0JEh7i4OObNm8eOHTtYvHhxl8+m2oqKikhMTGTEiBFBPY8aEhctIHZqPm37D+But1Hm9zH2qisHPJShZfFz52CdNInWffvx2Wyc0ynkXrlKgosII1d9MSDJycmMGjWK7du309bW1uV5vdlM+rIlGOLiOPnUH2nYuQtXfT328gpK//Q0p5//W5d9/H4/+/bto62tjfHjx0swIgZl8eLFuFwu9uzZE9Tz+Hw+ioqKmDp1asR84RkSEkhavozEVSvxpqdFRCL9QOnjYklatoSUa67Cn50VMb8b8SG58osBi4uLY8KECezevZu6urouz7saGjnx1B86ftDpiB07BuV8ZciK//yX1pLjna/1er3s2LEDo9HIqFGj5CIiBi0pKYlZs2axbdu2oE6lDyRca324RohIEz19dhFIr9eTkJCAXq8Pd1MGzGKxkJ+fT2FhIRNG55Jr+rByZ93G3XD+Dmzy/beQNjuf9opq9v/gTwBU//efxN91HS63m0OHDpE2dh7JGVndnkeIgVi6dCn79u1j3759LFiwICjnKCoqIiEhISKGa4SIJBKQhJFerycpKSnczRg0g8FAeno6dUd3kLvzoc7tnsoxwDgAyp7/K6ee1YMfIAZQcB1+B/70OCZgHlA3+t/40WalSxFZ0tLSmDZtGlu3bmXevHmqB/uB4Zpp06ZFxNCi42w5jes34qqowJCcROxli8LdpKDz+Xydj0j4HYkPSUAiBq2iogKn08n8y2+BGTM6t8fsLYKn/w2AzdG1UFW7fgLee3+B3mSktq6OI9VuJqS6I2LBL6F9y5cv57e//S0HDx5kzpw5qh67rKyM1tbWiBiuaS86QsVvnvqwKvLpM7TtP4ipYB7MmhXWtgWTx+PB6XTi8Xhkpl6EkfBRDJjf76e0tBS9Xk9BQQE6cxzkzOp8NJe397q/s6GZqoNVkDOL9BmrmDF3AcXFxdjt9pC0X0S3rKwsJk+ezJYtW1QvclVUVER8fDwjR45U9bhq8/t8VL/4D/weD9Yp+eR87kESly8DwLJnL57m5jC3UIiuJCARA+L1ejl27BhpaWlMnz692yTUhvOzHHTdTL2Myeu4kNfv/nAmRHJyMosWLeLEiRO0tLQEqeViOFm+fDl1dXUcOXJEtWP6fD4KCwuZOnWqpoYCfD4fLpfrokf72bO4a2pRjEbS7/8U5unTSPnYbRhH5aH4/bQdPNxln94eUr1UhIIM2Yh+c7vdHDt2jMmTJ5Odnd3zC8/PKFQMBji//o0+Ph5vayu6QO2DS6YdWq1WlixZws6dO3G5XKSdX3dDiMEYOXIkY8eOZfPmzapNzz179qwmh2s8Hg9VVVUXbasvKcEK+Px+Dh0+BOeHQ2PtdgxAxbkKTh840OVYer2e9PT0LtuzsrJk+EMEnQQkol/KysooLS0lLy+PlpaWXnsydBPGwa4GvO0fDt14W1sBaD+/oJd39CiOHTvWZd/09HQKCwuJiYlh1qxZQS9wJaLXihUr+Mtf/sLx48eZOHHikI8XGK7Jy8tToXXqMRgMZGVdPEstMyOD8g2b8NTVk7VnHwlLLsN+rISWmlrQ6Zh0zdUYBpBQb4iiImpCu+RTJvqlpqaGSZMmYbFY+nytZeYMHLt6KE7l9WLIySZm0YJu71r1ej0zZ86ktLQUu90uAYkYtDFjxjBy5Eg2bdrEhAkThtRLotXhGugod95d70Xmx++g4nd/wF5YhL2wqHN72o3XY83ICGUThegXCUjCyOfz4fF4MBgMmrvIXWrevHn9fm1juw0AXWICiqLgdjgwWmLwNjUBkH3P3Vizeq87Mnfu3EG3VQjoWAtl+fLl/O1vf+P06dOMGTNm0McqLy+npaWFqVOnqtjC4IqbMZ1R3/gaje9uwHG2HGNKMknLlxI3a2a4myZEtyQgCaPA2G+0jc/6vR3TDH3NHcM6OoALelYCy4ULEWyTJk0iKyuLzZs3DykgKSwsJC4ujlGjRqnYuuCzjMoj+/77wt0MIfpF27flIuL4fT7q31zTZbu3qWOaoXnsGEzpkrAqQiPQS3LixAnKy8sHdQy/39+5do3WezJFR76L2WyWvJcIJH9dQlVtBw/hCyy6182YfcKCghC3SAx3U6dOJS0tjc2bNw9q//LycpqbmyNquGY40+l0nQ8RWeQ3Jgaku5oHFz7aAgvn6XTkfvdbJFxzFa5JEzqDE2dtrdQ8ECGl0+lYunQpxcXFVFdXD3j/wsJCYmNjGT16tPqNE0J0kj4tMSDd1TwAqK2txev1YnC5iAXw+Ti24328eSPxeVyYjnUEKlVuF2cvqH/QXd2DaMupEeE3c+ZMNm7cyJYtW/joRz/a7/1kuEaI0JGARAxIdzUPgM5t/qlTOfP+TvxuN3Fr3kVnteKzdcy6UYxGptxyM0ofa9bI2K9Qm8FgYOnSpbz11lusXLmS1NTUfu1XUVFBU1OTDNcIEQIS8osBCdQ86Olhjo1lxP/7IoqxI6j4MBgxMOL/fRFzbGyv+5tMJrkTFUExd+5crFYrW7du7fc+MlwjROjIrahQnXXCeCb85kka39uEo6yMmFF5JK1YgWJQdyl4IQbCaDSyePFiNmzYwMqVK0lISOj19X6/n8LCQqZMmYJeL59dIYJNbkXDKDD8EY1DFIpBT8qVV5Dz6ftIXnWFBCNCEwoKCjAajWzbtq3P1547d46mpibNrV0jRLSSgCSMAsMfMkQhRGhYLBYWLVrEnj17aL9graXuFBYWYrVaZbgmwni9XtxuN16vN9xNEQMk34RCiGFl0aJFKIrC+++/3+NrZLgmcnm9XjwejwQkEUgCEiHEsGK1Wpk/fz67du3C4XB0+5rKykoaGxtluEaIEJKARAgx7CxZsgS3282uXbu6fT4wXDOU9W+EEAMjAYkQYtiJj49n7ty5vP/++7hcroueCwzX5Ofny3CNECEkAYkQYlhasmQJdrudDz74oHObq7aW8v0HaKivl+EaIUIs+uabCiGGNY/Hg8/n63P5gZSUFGbMmMG2bduY5HBS9/KrcD4R8m7Auu19mDChz/MF1neyWCxqNF+IYUsCkjDyer20trYSHx8vXcNCqKSiooLm5maMRiNpaWmkpqb2OLV+2bJl1O7cRe3fX+bCtakVoG37DqpMZrLuuqPLfn6/n9bWVmpqanA6nXi9XmbMmBGcNyTEMCFDNmHk9XppaWmR6WlCqEhRFGbPns2CBQswGAwUFxdz4sQJWlpa8Pv9F702IyODxTZnZzBiWn017ybFd65O3bx5C/4L/j4dDgdlZWUUFhbS2trK1KlTWbFiRVQWN4xUiqJ0PkRkkb8iIURU0el0FBUVYTKZ8Pv9WCwWWltbKS8vR+9zMsJivyiAMJ1PanXHWihsq6IxLgYSY+BMDfh8lG36F7p4K/X19bSaszBaE0lLS8PhcHDkyBGgY9hGaIPRaMRisWDsYxFPoT0SkAghokpOTg4ejwcAp9PJmTNn8Hg8pKamMjnRSc4bFw/BbFcux+/Xo7M5sB8p5OYmN3gDncd+0jY+zajsUhQFDi78DeVeHTabDavVil6vJyMjQ/JHhFCBBCRCiKiiKAp2u52amhpcLhcjR44kLy+vI8nVZYPszRe9PvUv/6FuTyF6P8yr96JcNJKtUF49Fuvqh8lYMIOZaROZbrBQWVnJ6dOncTqdtLW1SUAihAokIBFCRJWKigq8Xi/Tp08nPj7+4idNVsiZddGmiY9Mofkzn8fd0HhxYqvBQOaVV1C1Zi0VWw6RcfM9QEfiXW5uLrm5ubhcLs6cOcPRo0eZOnVqUN+XENFOAhIhRFQxGo00Njayb9++/u/0ybvxPfs3jI2N+E0mfJMnwYqlVDS3oAfazpazefPmHnfva4qxEKJvEpAIIaJKZmYmmZmZPT5fUlKC0+nssl03djTsbcSfmoJ36WJQFPRHjwHgT0zAYDAwceLEYDVbiGFPApIwUhQFo9Eo09OECKGegor21FTKDx5GV1lFzAt/Rx9rxVVZBUDO9deSKMGIEEEldUjCyGg0kp2dLdPThNAAY1oapttvQ58Qj7elBVdlFYrBQOoN15Gw+LJwN0+IqCc9JEIIEaAoWCZMwFNfjzE9jdQbrsOSkxPuVoleOCsqaNq0BVdNLaaMdOKWLMbhcOB2u+VmL8JIQCKEEEDD62/iemcdgbV/nafPYD92nLxHvowpq+ecFBE+rfsPcO4PfwJvR2E6WxE0bdmGftXl+GfODHPrxEDJkI0QYthzllfQ/M46AOKXLibjrjsxZWfhbWmh5uVXwtw60R2f2031c38Drw/r1Clk3nMX1in54PUSs2Ubfrc73E0UAyQ9JEKIqOXz+Tqrtvamac8HAOgmTiDxtlswGo0Yx4+l4rs/pL2wCEdrKzqzudt9DQZDj4v3ieCxlxzH29aGPjGREQ/9D4pBT+Jlizj5yNehpRVH6SnM06eFu5liACQgEUJELY/HQ1VVVZ+vczc3A6BYzNTX1wPgb2vreNLvp7qyEqWHaqxZWVlShyQMAose6swm/Ao0vbeJpk1b8bZ2/N4cJ06SKAFJRJGARAgRtQwGA1lZWX2+zj5/HlXb3sdbVIw1fzKm3Fya1nQM4ZhHjyJ79OhezyFCL2b8OBSTCXdNLWU/+DHOs+UXPd/01hosGekkygypiCF/SUKIqKXT6frVe2Gckk/b3Dm07d1H/cuvdm5XDAYybr9NekA0SG+1knbTjdT+89UuwYgnIx1DTS21/3qNhAUFKBI0RoSoHPg8deoUt9xyCykpKaSkpHDPPfdQW1sb7mZ14Xa7qaysxC3JV0KElaIo5DzwadJvvw3zyBEYkpOJmzuHvEe/inXihHA3b9jz+Xy4XK4uj7gVy4hfuqTjRXo9lgnjSf30vbTfeB1KjAVvSwttZ850u++lD5/PF943KaKvh6S+vp7LL78cl8vF1772NTweD0888QSHDh1i9+7dmrrT8fv9uN1u/H5/uJsixLCnGPSkXLWKlKtWhbsp4hLd5QLV1tbi9XoxGvRYAW98PNUrloKi4GpuwedyowDHTp7Edz4vKECv15Oenn7RNskFCr+oC0h+8YtfUF5ezuHDh8nPzwdgwYIFXHnllTz33HM88MADYW6hEEKIgeguFyjws3fiRM5u34G+qYmsHbuJmTyRtl17cHm9mHJzmL58eb+W55BcoPCLuiGbl156iRUrVnQGIwCrVq1i0qRJvPTSS2FsmRBCiMEI5AJ194hJSiLzE3eBomAvLKLh1f/gOluOLiaGrE9+ArPZ3OO+Fz5k6nb4RVVI2NjYSGlpKbfddluX5+bMmcPbb78dhlZ1z+/z4ThxEk/pKZwuF8Zx42SRPSGEGITERQuw5I2gacs2PA2NmEfkkrhsCcbk5HA3TQxAVAUkFRUVAOTm5nZ5Ljs7m+bmZpqbm0lMTAx10y7iqq3j3O9+j7O8o73ngJhJE8n57IMY4uPC2jYhhIhE5txcMu/8WLibIYYgqvqoWltbAbBarV2ei4mJAaC9vT2kbbqU3+ej4rcdwYhiNqPLGwkGPfZjJVT99bmwtk0IIYQIl6jqIQnMVult6KOvYZHk5GSSe+nm8/l8Pc6K8fl8OByOXo/fdvQYrooKdBYLo7//bSpbW8lA4cz3f0T7ocPoWlsxXZL9fSGLxSJjnb0IrO6ZmJhIfHx8mFsjRO/k8xoZFEXp9borCbHqiKp/xbi4juEOu93e5bnAtoSEhKCd3+FwUFJS0utrPIcLO/4nM4PK8z06NfhREhPwNzVzcv8B9KNH9bj/xIkTu+0BEkIIISJZVAUkeXl5AFRWVnZ57ty5cyQlJREbGzukc9jtdmw2W7fP+Xy+PstUOx1OzgH+inOkeH2YcnOwFx/F3tQMikJm/mQMveS42Gy2PnthhrPA76a5uVkKzgnNk89rZLBarUP+7hB9i6qAJCkpiTFjxrBv374uz+3fv5958+b1eYzGxsZ+rQ7anf6UqTZOGE/MhPHYj5+g4kc/xZiWiru2DoCEhQVYexmuEUIIEXo2m63HG1EAp9MZwtZEr6hLRrj11ltZv349R48e7dy2fv16jh07xh133BHGlnVQFIWcz3+W2GlTwe/vCEYUhYSFC8i8+65wN08IIYQIi6jqIQF45JFHeP7557niiiv48pe/jMPh4PHHH2fu3Lncfffd4W4eAIb4OEZ86SFctbV46hswZWViSEoKd7OEEEKIsIm6gCQ9PZ0tW7bw8MMP861vfQur1cpNN93EE088gdlsDnfzLmJKT+91Ro0QQggxXERdQAIwadIkTVVlFUIIIUTvoi6HRAghhBCRRwISIYQQQoSdBCRCCCGECDsJSIQQQggRdhKQCCGEECLsJCARQgghRNhJQCKEEEKIsJOARAghhBBhJwGJEEIIIcJOAhIhhBBChJ0EJEIIIYQIu6hcy2YwvF4vAPX19dhstjC3Jnh8Ph86XfTGoS6XC4/HQ319Pa2treFuTtBE++8xINrfp3xeo4PP5wM+/B4RgyMByXmNjY0AnD59OrwNEaqI5ou7iD7yeY0OjY2NpKWlhbsZEUsCkvMSEhIAyM/PJz4+PsytCY66ujpKS0uZOnUqsbGx4W5OUMh7jB7D4X3Ke4wOra2tFBcXd36PiMGRgOQ8k8kEQG5uLsnJyWFuTfCUlpaSnZ0t7zHCDYf3CMPjfcp7jHyNjY0UFxd3fo+IwYneQT0hhBBCRAzpIRFCCCHCwO12s2HDBvbs2UNNTQ06nY6MjAzmzp3LFVdcgdFoDHcTu/jGN75BamoqX/7yl1U/tgQkYdbY2Mh3v/tdPve5zzFp0qRwN0c1Pp+PrVu3snnzZurq6oiPj2fmzJnccMMNxMTEhLt5qpPfY+Ty+XysX7+erVu30tjYSGZmJldddRULFiwId9OCQj6r2uD1evn1r39NaWkpCxcuZOnSpfh8Po4fP85rr73GoUOHePjhhzUZlASLBCRh1NDQwK9//Wvsdnu4m6K6devW8d///perrrqKyZMnU11dzeuvv865c+f44he/iKIo4W6iauT3GNlef/111q1bx4033sioUaMoLCzkL3/5C4qiUFBQEO7mqUo+q9qxd+9eSkpK+MxnPsOcOXM6t69cuZK1a9fy/9u796CorjuA419YVhBQniuCgAYVQUVxwMBEKtFJOtFUVNQxj5k8nHYmNNraJnU60dhhNE2nTYkxNpOmIdFxrPVFbAlF0fiCEZQRbQCNFYWFUcxiUN677i7bPwi3rosGdGUf/D5/6b3X5Xf2/Nz9ce655+Tl5XHy5EnS09MdGOXgkoLEAbq7uykrK2Pv3r2ODuWR6O7u5uDBg/zoRz9i8eLFQM/TS35+fnz66adotVrGjRvn2CDtQPrR9fvx9u3bHDlyhLlz5/LMM88APW2sr6/nyJEjblOQSK46X65evnwZgMmTJ9uce/LJJ/nnP//JlStXpCARj9bVq1fZsWMH6enpxMfHs2XLFkeHZFd6vZ6UlBSSk5Otjo8ePRqApqYmp/tweBDSj67fj15eXqxZs8bmUX+VSuVWowiSq86Xqz4+PgAUFxfz9NNPW53z9vZm8+bNeHn9/yv6zJkzHD16lIaGBoxGI4GBgSQlJZGRkaHc1vnzn/+Mt7c3aWlp5Ofnc/36dTQaDUuXLmXChAns3buXM2fOoFKpmDFjBsuWLVOeDHrrrbeIi4sjJiaGwsJCWltbiYqKYuHChT94a+/y5cvk5+dz5coVAGJiYli4cCGPPfbYgN4TKUgcIDg4mI0bNxIUFMTFixcdHY7d+fr68txzz9kcP3fuHAARERGDHNGjIf3o+v3o6elJZGQkABaLhba2Nk6ePMk333zDiy++6ODo7Edy1flyNSUlhcOHD7N3715OnjxJYmKiUhCo1WqrYqSkpITt27czffp0MjMzMZvNnD17lqKiIgCWLFmiXFtfX8+2bduYO3cuvr6+FBYW8sknnxAVFcWwYcNYtGgRly5d4sSJE4wcOZIFCxYo//bChQucOnWKuXPnMnLkSE6cOMEHH3zA6tWriY2N7bMd58+fZ8uWLURFRZGRkYHJZOLkyZO89957rF69mokTJ/b7PZGCxAH8/PzcdoGge6mtreXgwYNMmzaNMWPGODocu5B+dI9+7FVeXk5ubi4ACQkJbjWpVXLV+XI1IiKC1157jW3btnHt2jWuXbvGv//9b7y9vZk2bRoLFiwgLCwMgEOHDhETE0NWVpYyFyY9PZ21a9dSXV1tVZC0tLTw+uuvM23aNKBntG/nzp2YzWZ++ctfAjB79mxqamq4cOGCVUHS3NxMVlYWiYmJAKSmprJ+/Xry8vL47W9/a9OG7u5uduzYwbhx43jzzTeV7QHmzJnDxo0b2bVrF+vWrev3eyLrkIhHrqamhs2bNxMaGsrLL7/s6HDEA3L3fnzsscd44403eO6557h8+TKbN2/GYrE4OizxAFwlVxMSEnj33Xf52c9+RmpqKgEBARgMBsrLy9mwYQP//e9/AVi/fj2rVq2ympjb1taGr68vBoPB6jXVajVTpkxR/t5b1PQWGQAeHh6EhITQ0tJi9W9Hjx5tdd2IESNISUmhrq6O1tZWm/gbGhq4ceMGiYmJdHZ20t7eTnt7O0ajkYSEBBoaGpRtWfpDRkjEI1VeXs62bdsICwvjF7/4Bf7+/o4OSTyAodCPGo0GjUZDbGwsPj4+bN26lUuXLt1zqFo4J1fLVbVaTXJysjL/pb6+nqKiIsrLy9mxYwfZ2dmoVCq0Wi3l5eVcv34dnU6n7H8UEhJi9Xp+fn6oVCrl772jFnfPk/L09LQpuMPDw23iGzVqFBaLhebmZpul8ZuamgDYt28f+/bt67N9zc3N/V6hVwoS8cgUFRWRl5dHbGwsWVlZTrkWgPhh7tyPbW1tVFVVMWXKFKsP2+joaACb3yCFc3OVXDUYDBQWFhIdHW31yC/05N5Pf/pTurq6qKqqor29nfz8fI4dO0ZUVBQxMTGkpKQwfvx4du7caTMCcWcxcqf+PPZ857yVXr07Gfe1W3PvuYyMDGJiYvp8zd6Jxf0hBYl4JE6cOMG+fftITk7m1Vdf7TPRhfNz9340Go1s3bqVRYsWMW/ePOX4+fPnAZxy7oHomyvlqlqtVuaF3F2Q9AoPD6e6uhqDwcCxY8dITU3l1Vdftbqmr9soD6N3xONOvSvI3j0SA/8fnfH29iY+Pt7qXF1dHR0dHQPa38d5e0y4rJaWFnbv3k1ISAhz5syhvr7e6rxGo3HbHZXdyVDox+DgYGbNmkVBQQEqlYqoqChqamo4cOAAs2bNcsqnM4QtV8tVT09PkpOTKSsro6ysjNTUVKvzHR0dVFRUEBcXR0dHB2B7O6WyshKdTkdgYKDd4qqrq+PKlSvKaEdrayunTp1i0qRJfU6KHjduHAEBARw9epS0tDTlUeauri4++eQTTCYT7777br9/vhQkwu6qqqowGo189913/OlPf7I5//LLL/PEE084IDIxEEOlH1944QVCQ0MpLi5W7ndnZGTYrA0hnJcr5uqyZcuora3l888/59SpU0yZMoXhw4ej0+koLS3FZDLx/PPPExwcTHBwMIWFhRiNRoKCgqitraW0tBS1Wo1er7dbTF5eXnz44YfKPjrHjx/HYrGwdOnSPq9XqVQsX76cv/3tb7zzzjukpaWhVquV/0srVqy45y2kPn++vRoiHsykSZP461//6ugw7GrWrFnMmjXL0WEMKulH1+Xl5cX8+fOZP3++o0MZFJKrzsHf35+1a9dy+PBh/vOf/1BQUMDt27cJCAhgxowZzJ8/n4CAAABWrVrFnj17OHLkCBaLBY1Gw/LlyzGbzezatQutVsvYsWMfOqaYmBhmzpxJQUEBXV1dTJw4kcWLFytr9fQlKSlJWe+koKAADw8PxowZw89//nPl0eP+koJECCGEcABvb2+effZZnn322fteFxERoawhcre5c+cqf+5rB957FaD32q139uzZzJ49+56x/P73v7c5Fh8fbzOH5EHIOiRCCCGEcDgZIblLY2Oj3WcuO4sbN24A0kZXNxTaCEOjndJG99A78VQ8HClIvtf7PHV1dbWDI3n0pI3uYSi0EYZGO6WN7qH3e0Q8GClIvte76Mvjjz9usxqdcB2NjY1UV1dLPwqXIPnqHlpbWzl9+nSfi4e5ir7mhgw2KUjuMnLkyH4vcyucT++QsPSjcAWSr0L8n+uWc0IIIYRwG1KQCCGEEMLh5JaNEEIIMYi2bt1KaWmp1TEvLy8CAgJISEggIyOjz6Xaf4her8doNA5omfzeWJxhsTwpSNzIzZs3yc7OJisri0mTJinHdTodu3fvpqamBk9PT5KSksjMzLznTph79uyhvr7+ngvnCPfzMLlz7do18vLyuHz5Mh4eHiQkJJCZmamsMinc28PkjtFo5Msvv+TUqVO0t7cTFhbGvHnzSE5OdkRTBt2yZcvw9/cHet6LxsZGTpw4gVarZc2aNQOaJKvVavnoo49YsWKFVT+4EilI3ERzczObN2+mq6vL6nhnZyc5OTkEBATwyiuv0NbWRl5eHjdu3Ohz5b9Dhw5x+PBhYmNjByt04WAPkzu3bt0iJycHjUbDihUruH37Nvv372fTpk2sW7duQPtYCNfzsJ87n332GefPnyczM5NRo0ZRVlbGp59+io+PD1OnTh3s5gy6xMREQkNDrY6FhYXx97//naqqqgEtvX716lVu3bpl5wgHlxQkLq67u5uysjL27t3b5/njx4/T0dHBunXrlEo8KCiIDz/8kJqaGiZMmAD0LF60Z88evv7663uOnAj3Yo/cKS4upquri9dff125xt/fn5ycHL755humTJkyaO0Rg8ceuXPp0iUqKipYtWqVUnzExcXR1NREdXX1kChI+tI7unHt2rUB7wXj6qQgcXFXr15lx44dpKenEx8fz5YtW6zOnz9/ngkTJigfCgCTJ0/Gx8eHqqoqpSDZvXs3TU1N/OpXvyI/P39Q2yAcwx658+STT5KQkGB1jZdXz8eK0WgcnIaIQWeP3KmoqECj0VgVHh4eHqxZs2bQ2uGMmpubAdBoNMqxM2fOcPToURoaGjAajQQGBpKUlERGRgZqtZr8/Hy+/PJLAHJycggJCVHWFbl16xb/+te/qKysxGAwMHr0aObPn09iYqLVz62rq2Pfvn3U1tYyfPhwZs6cyeLFi1Gr1YPTcKQgcXnBwcFs3LiRoKAgLl68aHO+sbHR5n6sp6cnoaGhfPvtt8qxhQsXEhERgYeHxyOPWTgHe+TOiBEjlAl0RqORhoYGdu7ciUajYfLkyY++EcIh7JE7DQ0NREREcPr0aQoKCtDpdIwaNYrFixfbfFm6q87OTtrb2wEwmUw0Njaya9cuoqOjmT59OgAlJSVs376d6dOnk5mZidls5uzZsxQVFQGwZMkSZsyYQUtLC8XFxcybN49x48YBPUva/+EPf6C9vZ05c+YQGhrK6dOn+fjjj3nttdes3uf333+flJQUZs6cSWVlJV999RUWi4Xly5cP2vshBYmL8/Pzu+9s7K6uLnx8fGyOe3t7W933HTNmzCOJTzgve+VOrw0bNvDtt9+iVqvJyspi2LBhdo1XOA975E57ezs6nY76+noWLlxIQEAAx48f5+OPP2blypVD4pbNO++8Y3NMrVbzxhtvKCONhw4dIiYmhqysLOUXxvT0dNauXUt1dTVLliwhMjKSmJgYiouLiY+PV277HDhwgJs3b/Kb3/xGGQ1/4oknyM7OprCw0KogWbBgAU899RQAaWlp/O53v+Ps2bNSkAj7sVgs9zwnoyHifgaaO88//zwWi4UjR46wZcsWVq5cKXNIhqj+5I7JZKKlpYW1a9cSHR0N9Mwh2bBhAwUFBUOiIFmxYoWyZYDJZKK5uZmjR4/y3nvvsXLlSuLj41m/fj0Gg8Hq/1xbWxu+vr4YDIb7vn5lZSXR0dFKMQI9Bc+qVatsbsXMnDlT+bOnpydRUVGcO3fODq3sPylI3Nzw4cP7TFq9Xk9gYODgByRcxkBzJz4+HuiZlJednc3BgwelIBmi+pM7Pj4+BAQEKMUI9HwRxsXFUVxcPFihOtT48eNtnrJJSkri7bff5h//+AfZ2dmoVCq0Wi3l5eVcv34dnU5HW1sbACEhIfd9/e+++0659XOnsLAwm2N3r10ybNgwzGbzQJv0UGSlVjcXFhaGTqezOtbd3c2NGzcIDw93UFTCFfQndy5evEhlZaXVNSqVijFjxrj8I4jiwfUnd0aNGoXJZLIZTTGbzYM6kdLZ+Pv7Exsby/Xr1+no6GDnzp1s2rSJ+vp6IiMjWbBgAW+//bbVqMe9DGT3YWfYGNDxEYhHavLkyVy6dEmpqKFnBrzBYJBJh+K++pM7ZWVlfP755+j1euUavV7PlStXiIyMHPSYhXPoT+5MnTqVjo4OLly4oFxjMpmorq5m4sSJgx6zM+kt0vR6PceOHSM1NZV169bxwgsvkJ6eTmRkpLIx4/0EBwfT1NRkc7y0tJTt27djMpnsHvvDkILEzaWnp6NWq9m0aRNnz56lpKSE3Nxcpk6dyvjx4x0dnnBi/cmdH//4x5hMJv7yl79QWVlJRUUF77//Pnq9np/85CcOboFwlP7kTkpKCtHR0eTm5lJSUkJVVRUfffQRt27dGtK509raysWLF4mKiqKjowPAZjS7srISnU5ndUuld4TjzhGnqVOnotVq0Wq1yjGz2UxRURFarVaZOOssnCsaYXcjRozg17/+Nbt37yY3NxcfHx+SkpJYunSpo0MTTq4/uRMeHs6bb77JF198wWeffUZ3dzcTJ07kpZdeIiIiwoHRC0fqT+6oVCpWr17N/v372b9/P3q9nujoaFavXm01r8SdnTt3zmqtlubmZkpKSjAYDCxatIjw8HCCg4MpLCzEaDQSFBREbW0tpaWlqNVqq5HJ3tc5fvw4ra2tPP7448ybN4+KigpycnKYM2cOgYGBlJeX09jY2OdK3Y7mYbnfdOgh5ObNmxw+fJinnnqKoKAgR4cjHpBWq+X06dPSj8IlSL66h4F+f/S1uZ6npyd+fn6MHTuWp59+mri4OKBnxdY9e/ZQV1eHxWJBo9GQlpaG2Wxm165dvPXWW4wdOxaz2Uxubi5ff/01arWaP/7xj6jVapqbm/niiy+orq7GZDIRGRlJRkaG8vr32lzPEZvuSUHyPSlI3IN8wAtXIvnqHuT7wz5kDokQQgghHE7mkNylPzOXhfPqnQQm/ShcgeSre5D+sw+5ZfO9zs5ODhw4MOgLwQghhHB9KpWKZ555Bl9fX0eH4rKkILlDZ2fnDy7FK5xfd3e3UyzyI0R/SL66B29vbylGHpIUJEIIIYRwOCnLhRBCCOFwUpAIIYQQwuGkIBFCCCGEw0lBIoQQQgiHk4JECCGEEA4nBYkQQgghHE4KEiGEEEI4nBQkQgghhHC4/wF8l37/WER5ggAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df, y='Value', groups=['Batch', 'Sample'], notch=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A Note on Size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Depending on the number of group labels in a boxplot, it is possible that the box tick labels will be squished together and become unreadable. **fivecentplots** offers three options to deal with this:\n", "\n", "1) Auto-rotation of long labels (by default)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df2 = df.copy()\n", "df2['Identification is a longer way to say ID'] = df['ID'] * 2\n", "fcp.boxplot(df2, y='Value', groups=['Batch', 'Identification is a longer way to say ID', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2) Manual increase of `ax_size` parameter:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Default:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " df2 = df.copy()\n", " df2.Value *= 2\n", " df2.loc[df2.Sample == 1, 'Sample'] = 4\n", " df2.loc[df2.Sample == 2, 'Sample'] = 5\n", " df2.loc[df2.Sample == 3, 'Sample'] = 6\n", " df3 = df.copy()\n", " df3.Value *= 3\n", " df3.loc[df3.Sample == 1, 'Sample'] = 7\n", " df3.loc[df3.Sample == 2, 'Sample'] = 8\n", " df3.loc[df3.Sample == 3, 'Sample'] = 9\n", " df4 = df.copy()\n", " df4.Value *= 4\n", " df4.loc[df4.Sample == 1, 'Sample'] = 10\n", " df4.loc[df4.Sample == 2, 'Sample'] = 11\n", " df4 = pd.concat([df4, df3, df2, df])\n", " fcp.boxplot(df4, y='Value', groups=['Batch', 'ID', 'Sample'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* With twice the width:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " fcp.boxplot(df4, y='Value', groups=['Batch', 'ID', 'Sample'], ax_size=[800, 400])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3) auto-width scaling. This feature is new with **fivecentplots** v0.5.0 and still experimental so your mileage may vary. To enable this, set `ax_scale='auto'`:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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