{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "crazy-burden", "metadata": { "pycharm": { "name": "#%% Imports\n" } }, "outputs": [], "source": [ "from collections import defaultdict\n", "from pathlib import Path\n", "\n", "import numpy as np\n", "import torch\n", "import pytorch_lightning as pl\n", "import librosa\n", "import pandas as pd\n", "import variables as v\n", "import seaborn as sns\n", "from tqdm import tqdm\n", "from matplotlib import pyplot as plt\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "ongoing-darkness", "metadata": { "pycharm": { "name": "#%% Variables\n" } }, "outputs": [], "source": [ "_ROOT = Path('..')\n", "output = Path('..') / Path('output')\n", "sr = 16000\n", "_root = v.CCS_Root\n", "roots = [v.CCS_Root, v.PRIMATES_Root]\n", "ext = 'png'\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "friendly-tribute", "metadata": { "pycharm": { "name": "#%% Util Functions\n" } }, "outputs": [], "source": [ "def print_stats(data_option, mean_duration, std_duration, min_duration, max_duration):\n", " print(f'For {data_option}; statistics are:')\n", " print(f'Mean duration: {mean_duration:.3f}s\\tstd: {std_duration:.3f}s '\n", " f'min: {min_duration:.3f}s\\t max: {max_duration:.3f}s')\n", "\n", "def show_and_save(data_option, title):\n", " plt.tight_layout()\n", " figure = plt.gcf()\n", " plt.show()\n", " figure.savefig(f'figures/{data_option}_{title.lower().replace(\" \", \"_\")}.{ext}', format=ext, )" ] }, { "cell_type": "code", "execution_count": 5, "outputs": [], "source": [ "data = defaultdict(dict)\n", "for root in roots:\n", " for data_option in ['train', 'devel', 'test']:\n", " lab_csv = pd.read_csv(root / 'lab' / f'{data_option}.csv')\n", " labels = []\n", " durations = []\n", " durations_per_class = defaultdict(list)\n", " for idx, row in lab_csv.iterrows():\n", " duration = librosa.get_duration(filename=str(root / 'wav' / row.filename), sr=sr)\n", " durations.append(duration)\n", " labels.append(row.label)\n", " durations_per_class[row.label].append(duration)\n", " durations_per_class = dict(durations_per_class)\n", " data[f'{root.name}_{data_option}'].update(durations=durations, labels=labels, durations_per_class=durations_per_class)\n", "\n", "data = dict(data)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% Prepare Data\n" } } }, { "cell_type": "code", "execution_count": 43, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For train; statistics are:\n", "Mean duration: 6.472s\tstd: 2.202s min: 2.480s\t max: 17.067s\n", "For negative; statistics are:\n", "Mean duration: 6.296s\tstd: 2.235s min: 2.480s\t max: 17.067s\n", "For positive; statistics are:\n", "Mean duration: 7.003s\tstd: 2.007s min: 3.480s\t max: 11.640s\n", "----------------------######################-----------------\n", "\n", "For devel; statistics are:\n", "Mean duration: 6.096s\tstd: 2.262s min: 2.040s\t max: 16.115s\n", "For positive; statistics are:\n", "Mean duration: 6.429s\tstd: 2.186s min: 2.159s\t max: 11.760s\n", "For negative; statistics are:\n", "Mean duration: 6.009s\tstd: 2.274s min: 2.040s\t max: 16.115s\n", "----------------------######################-----------------\n", "\n", "For test; statistics are:\n", "Mean duration: 6.441s\tstd: 2.340s min: 1.560s\t max: 16.161s\n", "For ?; statistics are:\n", "Mean duration: 6.441s\tstd: 2.340s min: 1.560s\t max: 16.161s\n", "----------------------######################-----------------\n", "\n" ] } ], "source": [ "for data_option in data.keys():\n", " # For all files in data_option\n", " durations = data[data_option]['durations']\n", " print_stats(data_option, np.mean(durations), np.std(durations), np.min(durations), np.max(durations))\n", "\n", " # Per class in data_option\n", " durations_per_class = data[data_option]['durations_per_class']\n", " for label in durations_per_class.keys():\n", " cls_dur = durations_per_class[label]\n", " print_stats(label, np.mean(cls_dur), np.std(cls_dur), np.min(cls_dur), np.max(cls_dur))\n", " print('----------------------######################-----------------\\n')" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%%\n" } } }, { "cell_type": "code", "execution_count": 8, "outputs": [], "source": [ "plt.style.use('default')\n", "sns.set_palette('Dark2')\n", "\n", "tex_fonts = {\n", " # Use LaTeX to write all text\n", " \"text.usetex\": True,\n", " \"font.family\": \"serif\",\n", " # Use 10pt font in plots, to match 10pt font in document\n", " \"axes.labelsize\": 10,\n", " \"font.size\": 10,\n", " # Make the legend/label fonts a little smaller\n", " \"legend.fontsize\": 8,\n", " \"xtick.labelsize\": 8,\n", " \"ytick.labelsize\": 8\n", "}\n", "\n", "# plt.rcParams.update(tex_fonts)\n", "\n", "Path('figures').mkdir(exist_ok=True)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% Seaborn Settings\n" } } }, { "cell_type": "code", "execution_count": 27, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAABkvUlEQVR4nO3dd3gU1f4G8He2ZlOBkJAACQkt9F4MiKCgYEERryKigBSVovBDEFBBqoAIiILoRSCIKIICKohI90rvRTAgHQmEEtI22Xp+fwQ2WXY32U2bZPN+nmefm505M/Pdycp9c2bmHEkIIUBEREREpZ5C7gKIiIiIqHAw2BERERF5CQY7IiIiIi/BYEdERETkJRjsiIiIiLwEgx0RERGRl2CwIyIiIvISDHZEREREXkIldwEFYbVacfXqVQQEBECSJLnLISIiIip0QgikpqaicuXKUChy75Mr1cHu6tWriIiIkLsMIiIioiJ3+fJlVK1aNdc2pTrYBQQEAMj6oIGBgTJXQ0RERFT4UlJSEBERYcs9uSnVwe7e5dfAwEAGOyIiIvJq7tx2xocniIiIiLwEgx0RERGRl2CwIyIiIvISpfoeOyIiotLOarXCaDTKXQbJSK1WQ6lUFsq+GOyIiIhkYjQacf78eVitVrlLIZmVK1cOYWFhBR6Xl8GOiIhIBkIIJCQkQKlUIiIiIs+BZ8k7CSGg1+uRmJgIAAgPDy/Q/hjsiIiIZGA2m6HX61G5cmX4+vrKXQ7JSKfTAQASExMRGhpaoMuy/POAiIhIBhaLBQCg0WhkroRKgnvh3mQyFWg/DHZEREQy4lznBBTe94DBjoiIiMhLMNgRERGRxzp06IDhw4e71Xb79u2QJAl37twp0DGjoqLwySefFGgf3o7BjoiIiMhLMNgREREReQkGOyIiIiqQZcuWoUWLFggICEBYWBheeukl27hsOe3cuRONGjWCj48PHnjgAZw4ccJu/Z9//ol27dpBp9MhIiICb731FtLT050eUwiBCRMmIDIyElqtFpUrV8Zbb71VJJ+vNGGwKyAhBKx6o8uXEELuEomIiIqUyWTC5MmTcfToUaxduxYXLlxA3759HdqNGjUKs2bNwv79+xESEoKuXbvahvc4e/YsunTpgueeew7Hjh3D999/jz///BNDhw51eswff/wRc+bMwZdffokzZ85g7dq1aNiwYVF+zFKBAxQXgBACt1/+FqbDV122UTerggrLevJxdiIi8lr9+vWz/Vy9enV8+umnaNmyJdLS0uDv729b98EHH+DRRx8FACxduhRVq1bFmjVr8MILL2DatGno1auX7YGMWrVq4dNPP0X79u2xYMEC+Pj42B3z0qVLCAsLQ6dOnaBWqxEZGYlWrVoV/Yct4dhjVwAiw5RrqAMA06F/ITIKNtggERFRSXbw4EF07doVkZGRCAgIQPv27QFkha+cYmNjbT9XqFABMTExOHXqFADg6NGjiIuLg7+/v+3VuXNnWK1WnD9/3uGYzz//PDIyMlC9enUMHDgQa9asgdlsLsJPWTqwx66QhPxvMCSd2vZeZJhwo93nMlZERERU9NLT09G5c2d07twZy5cvR0hICC5duoTOnTvDaDS6vZ+0tDS8/vrrTu+Ti4yMdFgWERGB+Ph4bN68GZs2bcLgwYMxc+ZM7NixA2q12qF9WcFgV0gknRoK3+xpYawy1kJERFRc/v77b9y6dQvTp09HREQEAODAgQNO2+7Zs8cW0pKSknD69GnUrVsXANCsWTOcPHkSNWvWdPvYOp0OXbt2RdeuXTFkyBDUqVMHx48fR7NmzQr4qUovBjsiIiLKt8jISGg0Gnz22Wd44403cOLECUyePNlp20mTJiE4OBiVKlXCe++9h4oVK6Jbt24AgNGjR+OBBx7A0KFDMWDAAPj5+eHkyZPYtGkT5s2b57CvuLg4WCwWtG7dGr6+vvjmm2+g0+lQrVq1ovy4JR7vsSMiIqJ8CwkJQVxcHFatWoV69eph+vTp+Pjjj522nT59OoYNG4bmzZvj2rVr+OWXX6DRZF3tatSoEXbs2IHTp0+jXbt2aNq0KcaPH4/KlSs73Ve5cuWwcOFCtG3bFo0aNcLmzZvxyy+/IDg4uMg+a2kgiVI8HkdKSgqCgoKQnJyMwMDAYj++VW9EYou5AIDQA8PsL8Xmso6IiCgzMxPnz59HdHS0wxOfVPbk9n3wJO+wx46IiIjISzDYEREREXkJBjsiIiIiL8FgR0REROQlGOyIiIiIvASDHREREZGXYLAjIiIi8hIMdkRERERegsGOiIiIyEvIGuyioqIgSZLDa8iQIXKWRURERC5Mnz4d9evXh6+vL2rXro1vv/1W7pIoB1mD3f79+5GQkGB7bdq0CQDw/PPPy1kWERERufC///0Pc+bMwYkTJ/Dyyy+jd+/eOHfunNxl0V2yBruQkBCEhYXZXuvWrUONGjXQvn17OcsiIiIiF9avX4/HHnsM1atXx9ChQ2GxWHD16lW5y6K7VHIXcI/RaMQ333yDESNGQJIkp20MBgMMBoPtfUpKSnGVR0RERDkIIfD222+jQYMGaNWqldzl0F0lJtitXbsWd+7cQd++fV22mTZtGiZOnFh8RRERERUTIQQyzCZZjq1TqV12qrgyYMAA7Nq1C1u3boVGoymiyshTJSbYLVq0CI8//jgqV67sss3YsWMxYsQI2/uUlBREREQUR3lERERFKsNsQu1vxsty7NMvT4Kv2v1wtn//fixevBh///03qlSpUoSVkadKRLC7ePEiNm/ejNWrV+faTqvVQqvVFlNVRERE5My9e+piYmJkroTuVyKC3ZIlSxAaGoonn3xS7lKIiIhkoVOpcfrlSbId2xPt27fH/v37i6gaKgjZg53VasWSJUvQp08fqFSyl0NERCQLSZI8uhwqp23btmHs2LH4+++/5S6F7iP7zBObN2/GpUuX0K9fP7lLISIiIjckJycjPj5e7jLICdmD3WOPPQYhBGrXri13KUREROSGvn37QgghdxnkhOzBjoiIiIgKB4MdERERkZdgsCMiIiLyEgx2RERERF6CwY6IiIjISzDYEREREXkJBjsiIiIiL8FgR0REROQlGOyIiIiIvASDHREREbmtQ4cOGD58eJHtv2/fvujWrVuR7V8OFy5cgCRJOHLkSJEfi8GOiIiIyEsw2BEREZFXMxqNcpdQbBjsiIiIyCNmsxlDhw5FUFAQKlasiHHjxkEIAQBYtmwZWrRogYCAAISFheGll15CYmKi3fZ//fUXnnrqKQQGBiIgIADt2rXD2bNnnR5r//79CAkJwYwZM2zLpkyZgtDQUAQEBGDAgAEYM2YMmjRpYlt/73Lu1KlTUblyZcTExAAAjh8/jkceeQQ6nQ7BwcF47bXXkJaWZtvO2WXmbt26oW/fvrb3UVFR+PDDD9GvXz8EBAQgMjIS//3vf+222bdvH5o2bQofHx+0aNEChw8fdvvcFhSDHREREXlk6dKlUKlU2LdvH+bOnYvZs2fjq6++AgCYTCZMnjwZR48exdq1a3HhwgW7YPTvv//ioYceglarxdatW3Hw4EH069cPZrPZ4Thbt27Fo48+iqlTp2L06NEAgOXLl2Pq1KmYMWMGDh48iMjISCxYsMBh2y1btiA+Ph6bNm3CunXrkJ6ejs6dO6N8+fLYv38/Vq1ahc2bN2Po0KEef/5Zs2bZAtvgwYMxaNAgxMfHAwDS0tLw1FNPoV69ejh48CAmTJiAkSNHenyM/FIV25GIiIjIJSEEhFEvy7EljS8kSXK7fUREBObMmQNJkhATE4Pjx49jzpw5GDhwIPr162drV716dXz66ado2bIl0tLS4O/vj/nz5yMoKAgrVqyAWq0GANSuXdvhGGvWrEHv3r3x1VdfoUePHrbln332Gfr3749XX30VADB+/Hj8/vvvdj1vAODn54evvvoKGo0GALBw4UJkZmbi66+/hp+fHwBg3rx56Nq1K2bMmIFKlSq5/fmfeOIJDB48GAAwevRozJkzB9u2bUNMTAy+/fZbWK1WLFq0CD4+Pqhfvz6uXLmCQYMGub3/gmCwIyIiKgGEUY9/Xg+U5dg1v0yBpPVzu/0DDzxgFwRjY2Mxa9YsWCwWHDlyBBMmTMDRo0eRlJQEq9UKALh06RLq1auHI0eOoF27drZQ58zevXuxbt06/PDDDw5PyMbHx9tC1T2tWrXC1q1b7ZY1bNjQFuoA4NSpU2jcuLEt1AFA27ZtYbVaER8f71Gwa9Soke1nSZIQFhZmu9x86tQpNGrUCD4+PrY2sbGxbu+7oHgploiIiApFZmYmOnfujMDAQCxfvhz79+/HmjVrAGQ/wKDT6fLcT40aNVCnTh0sXrwYJpMpX7XkDHDuUigUtnsF73F2/PtDqSRJtgArN/bYERERlQCSxhc1v0yR7die2Lt3r937PXv2oFatWvj7779x69YtTJ8+HREREQCAAwcO2LVt1KgRli5dCpPJ5LLXrmLFili9ejU6dOiAF154AStXrrS1jYmJwf79+9G7d29b+/379+dZc926dREXF4f09HRb6Nu5cycUCoXt4YqQkBAkJCTYtrFYLDhx4gQefvjhPPef8zjLli1DZmamrdduz549bm9fUOyxIyIiKgEkSYJC6yfLy5P764Csy6ojRoxAfHw8vvvuO3z22WcYNmwYIiMjodFo8Nlnn+HcuXP4+eefMXnyZLtthw4dipSUFLz44os4cOAAzpw5g2XLltkePrgnNDQUW7duxd9//42ePXvaHq548803sWjRIixduhRnzpzBlClTcOzYsTw/Q69eveDj44M+ffrgxIkT2LZtG95880288sortsuwjzzyCNavX4/169fj77//xqBBg3Dnzh2Pzs1LL70ESZIwcOBAnDx5Er/++is+/vhjj/ZREAx2RERE5JHevXsjIyMDrVq1wpAhQzBs2DC89tprCAkJQVxcHFatWoV69eph+vTpDqEmODgYW7duRVpaGtq3b4/mzZtj4cKFTnvvwsLCsHXrVhw/fhy9evWCxWJBr169MHbsWIwcORLNmjXD+fPn0bdvX7t72pzx9fXFxo0bcfv2bbRs2RL/+c9/0LFjR8ybN8/Wpl+/fujTpw969+6N9u3bo3r16h711gGAv78/fvnlFxw/fhxNmzbFe++9ZzdUS1GTxP0Xk0uRlJQUBAUFITk5GYGBxX/DqVVvRGKLuQCA0APDoPDVuLWOiIgoMzMT58+fR3R0dJ6hhHL36KOPIiwsDMuWLZO7lHzL7fvgSd7hPXZERERUauj1enzxxRfo3LkzlEolvvvuO2zevBmbNm2Su7QSgcGOiIiISg1JkvDrr79i6tSpyMzMRExMDH788Ud06tRJ7tJKBAY7IiIiKjV0Oh02b94sdxklFh+eICIiIvISDHZEREREXoLBjoiIiMhLMNgREREReQkGOyIiIiIvwWBHRERE5CUY7IiIiKhQXLhwAZIk4ciRIy7bxMXFoVy5csVWU1nDYEdERETFpkePHjh9+rTcZXgtDlBMRERExUan00Gn08ldhtdijx0RERF5xGq14qOPPkLNmjWh1WoRGRmJqVOn2tafO3cODz/8MHx9fdG4cWPs3r3btu7+S7ETJkxAkyZNsHjxYkRGRsLf3x+DBw+GxWLBRx99hLCwMISGhtrtH8iaWmzBggV4/PHHodPpUL16dfzwww92bUaPHo3atWvD19cX1atXx7hx42AymRyOvWzZMkRFRSEoKAgvvvgiUlNTAWRfWr7/1aFDB9s+/vzzT7Rr1w46nQ4RERF46623kJ6eXhinOV8Y7IiIiEoAIQSMBrMsLyGER7WOHTsW06dPx7hx43Dy5El8++23qFSpkm39e++9h5EjR+LIkSOoXbs2evbsCbPZ7HJ/Z8+exYYNG/Dbb7/hu+++w6JFi/Dkk0/iypUr2LFjB2bMmIH3338fe/futdtu3LhxeO6553D06FH06tULL774Ik6dOmVbHxAQgLi4OJw8eRJz587FwoULMWfOHIdjr127FuvWrcO6deuwY8cOTJ8+HQAQERGBhIQE2+vw4cMIDg7GQw89ZNu2S5cueO6553Ds2DF8//33+PPPPzF06FCPzmdhkoSnv80SJCUlBUFBQUhOTkZgYGCxH9+qNyKxxVwAQOiBYVD4atxaR0RElJmZifPnzyM6Oho+Pj4wGsx4f8xvstQyZXoXaLTu3Z2VmpqKkJAQzJs3DwMGDLBbd+HCBURHR+Orr75C//79AQAnT55E/fr1cerUKdSpUwdxcXEYPnw47ty5AyCr12zmzJm4du0aAgICAABdunRBfHw8zp49C4Uiqw+qTp066Nu3L8aMGQMgq8fujTfewIIFC2zHf+CBB9CsWTN8/vnnTmv/+OOPsWLFChw4cMDlsd955x388ccf2LNnj922mZmZ6NChA0JCQvDTTz9BoVBgwIABUCqV+PLLL23t/vzzT7Rv3x7p6enw8fFx65ze23/O70NOnuQd3mNHREREbjt16hQMBgM6duzosk2jRo1sP4eHhwMAEhMTUadOHafto6KibMEKACpVqgSlUmkLdfeWJSYm2m0XGxvr8D7nE7nff/89Pv30U5w9exZpaWkwm80Owej+Y4eHhzscBwD69euH1NRUbNq0yVbX0aNHcezYMSxfvtzWTggBq9WK8+fPo27duk4/b1FisCMiIioB1BolpkzvItux3eXOgw9qtdr2syRJALLuy3On/b1tnC3LbR/32717N3r16oWJEyeic+fOCAoKwooVKzBr1qw8j33/caZMmYKNGzdi3759diEwLS0Nr7/+Ot566y2H40dGRrpda2FisCMiIioBJEly+3KonGrVqgWdToctW7Y4XIotbnv27EHv3r3t3jdt2hQAsGvXLlSrVg3vvfeebf3Fixc9PsaPP/6ISZMmYcOGDahRo4bdumbNmuHkyZOoWbNmPj9B4Sv53yAiIiIqMXx8fDB69Gi888470Gg0aNu2LW7cuIG//vor18uzRWHVqlVo0aIFHnzwQSxfvhz79u3DokWLAGQF0EuXLmHFihVo2bIl1q9fjzVr1ni0/xMnTqB3794YPXo06tevj2vXrgEANBoNKlSogNGjR+OBBx7A0KFDMWDAAPj5+eHkyZPYtGkT5s2bV+if1x18KpaIiIg8Mm7cOLz99tsYP3486tatix49eji9L62oTZw4EStWrECjRo3w9ddf47vvvkO9evUAAE8//TT+7//+D0OHDkWTJk2wa9cujBs3zqP9HzhwAHq9HlOmTEF4eLjt1b17dwBZ9xLu2LEDp0+fRrt27dC0aVOMHz8elStXLvTP6i4+FVsAfCqWiIjyK7enIClvkiRhzZo16Natm9ylFIrCeipW9h67f//9Fy+//DKCg4Oh0+nQsGFD22PIREREROQ+We+xS0pKQtu2bfHwww9jw4YNCAkJwZkzZ1C+fHk5yyIiIiIqlWQNdjNmzEBERASWLFliWxYdHS1jRURERFQalOI7yYqUrJdif/75Z7Ro0QLPP/88QkND0bRpUyxcuNBle4PBgJSUFLsXEREREWWRNdidO3cOCxYsQK1atbBx40YMGjQIb731FpYuXeq0/bRp0xAUFGR7RUREFHPFRERERCWXrMHOarWiWbNm+PDDD9G0aVO89tprGDhwIL744gun7ceOHYvk5GTb6/Lly8VcMREREVHJJWuwCw8Pt403c0/dunVx6dIlp+21Wi0CAwPtXkRERESURdZg17ZtW8THx9stO336NKpVqyZTRURERESll6zB7v/+7/+wZ88efPjhh/jnn3/w7bff4r///S+GDBkiZ1lEREREpZKswa5ly5ZYs2YNvvvuOzRo0ACTJ0/GJ598gl69eslZFhEREVGpJOs4dgDw1FNP4amnnpK7DCIiIqJST/YpxYiIiIiocDDYERERkUdSU1PRq1cv+Pn5ITw8HHPmzEGHDh0wfPhwAFkTCowcORJVqlSBn58fWrduje3bt9u2nzBhApo0aWK3z08++QRRUVG293379kW3bt3w8ccfIzw8HMHBwRgyZAhMJpOtTVJSEnr37o3y5cvD19cXjz/+OM6cOWNbHxcXh3LlymHjxo2oW7cu/P390aVLFyQkJBTFaSkRGOyIiIhKACEErHqjLC9Pp+caMWIEdu7ciZ9//hmbNm3C//73Pxw6dMi2fujQodi9ezdWrFiBY8eO4fnnn0eXLl3sQpc7tm3bhrNnz2Lbtm1YunQp4uLiEBcXZ1vft29fHDhwAD///DN2794NIQSeeOIJu/Cn1+vx8ccfY9myZfjjjz9w6dIljBw50qM6ShPZ77EjIiIiQGSYkNhirizHDj0wDJKvxq22qampWLp0Kb799lt07NgRALBkyRJUrlwZAHDp0iUsWbIEly5dsi0bOXIkfvvtNyxZsgQffvih23WVL18e8+bNg1KpRJ06dfDkk09iy5YtGDhwIM6cOYOff/4ZO3fuRJs2bQAAy5cvR0REBNauXYvnn38eAGAymfDFF1+gRo0aALJC56RJk9yuobRhsCMiIiK3nTt3DiaTCa1atbItCwoKQkxMDADg+PHjsFgsqF27tt12BoMBwcHBHh2rfv36UCqVtvfh4eE4fvw4AODUqVNQqVRo3bq1bX1wcDBiYmJw6tQp2zJfX19bqLu3j8TERI/qKE0Y7IiIiEoASadG6IFhsh27sKSlpUGpVOLgwYN2oQwA/P39AQAKhcLh8m/Oy6f3qNX2dUmSBKvV6lE9zvbh6aXn0oTBjoiIipwQAiajxek6tUYJSZKKuaKSR5Ikty+Hyql69epQq9XYv38/IiMjAQDJyck4ffo0HnroITRt2hQWiwWJiYlo166d032EhITg2rVrEELYfvdHjhzxqI66devCbDZj7969tkuxt27dQnx8vMN0pWUJgx0RERUpIQQ+/3QXLl5Icro+Kro8Br3ZhuGulAgICECfPn0watQoVKhQAaGhofjggw+gUCggSRJq166NXr16oXfv3pg1axaaNm2KGzduYMuWLWjUqBGefPJJdOjQATdu3MBHH32E//znP/jtt9+wYcMGj+aAr1WrFp555hkMHDgQX375JQICAjBmzBhUqVIFzzzzTBGegZKNT8USEVGRMhktLkMdAFw4n+SyN49KptmzZyM2NhZPPfUUOnXqhLZt26Ju3brw8fEBkPUwRe/evfH2228jJiYG3bp1s+vhq1u3Lj7//HPMnz8fjRs3xr59+/L1pOqSJUvQvHlzPPXUU4iNjYUQAr/++qvD5deyRBKl+EJzSkoKgoKCkJyc7FHKLyxWvdH2BFPogWFQ5OhCz20dEVFZYjSY8f6Y3wAA4yc9Co0m674ro9GCSeM3AQCmTO8CjbZsXUTKzMzE+fPnER0dbQtEpVV6ejqqVKmCWbNmoX///nKXUyrl9n3wJO+Urf+KiIhIVhqNsswFOG90+PBh/P3332jVqhWSk5Ntw4eU5UugJQX/6yIiIiKPffzxx4iPj4dGo0Hz5s3xv//9DxUrVpS7rDKPwY6IiIg80rRpUxw8eFDuMsgJPjxBRERE5CUY7IiIiIi8BIMdERERkZdgsCMiIiLyEgx2RERERF6CT8XmQQgBkeE4MTEAl8uJiIiI5MAeuzyIDBMSW8x1+rrR7nO5yyMiIiqzoqKi8Mknn+TaZvv27ZAkCXfu3AEAxMXFoVy5crb1EyZMQJMmTYqsxuLGYFcI1M2qQNKV3XnpiIiISqo2bdogISEBQUFBcpdSLHgpNg+STo3QA8PybCNJUjFVRERERO4wmUzQaDQICwuTu5Riwx67PEiSBIWvJtcXQx0REZUVHTp0wJtvvonhw4ejfPnyqFSpEhYuXIj09HS8+uqrCAgIQM2aNbFhwwYAgMViQf/+/REdHQ2dToeYmBjMnTvXbp99+/ZFt27d8PHHHyM8PBzBwcEYMmQITKbse9kTExPRtWtX6HQ6REdHY/ny5Q61SZKEBQsW4Omnn4afnx+mTp3qcCnWHV999RXq1q0LHx8f1KlTB59/XnpuvWKPHRERUQkghIDRkiHLsTVKnUedFEuXLsU777yDffv24fvvv8egQYOwZs0aPPvss3j33XcxZ84cvPLKK7h06RLUajWqVq2KVatWITg4GLt27cJrr72G8PBwvPDCC7Z9btu2DeHh4di2bRv++ecf9OjRA02aNMHAgQMBZIW/q1evYtu2bVCr1XjrrbeQmJjoUNuECRMwffp0fPLJJ1CpVDh37pxH52L58uUYP3485s2bh6ZNm+Lw4cMYOHAg/Pz80KdPH4/2JQcGOyIiohLAaMnAW6vqynLsT58/Ba3K1+32jRs3xvvvvw8AGDt2LKZPn46KFSvaQtj48eOxYMECHDt2DA888AAmTpxo2zY6Ohq7d+/GypUr7YJd+fLlMW/ePCiVStSpUwdPPvkktmzZgoEDB+L06dPYsGED9u3bh5YtWwIAFi1ahLp1Hc/XSy+9hFdffdX23tNg98EHH2DWrFno3r27rd6TJ0/iyy+/ZLAjIiIi79OoUSPbz0qlEsHBwWjYsKFtWaVKlQDA1qM2f/58LF68GJcuXUJGRgaMRqPDk6j169eHUqm0vQ8PD8fx48cBAKdOnYJKpULz5s1t6+vUqWP3dOs9LVq0yPfnSk9Px9mzZ9G/f39bSAUAs9lcah6+YLAjIiIqATRKHT59/pRsx/aEWm0/EoQkSXbL7l3WtVqtWLFiBUaOHIlZs2YhNjYWAQEBmDlzJvbu3ZvnPq1Wq0d1AYCfn5/H29yTlpYGAFi4cCFat25tty5n6CzJGOyIiIhKAEmSPLocWlrs3LkTbdq0weDBg23Lzp4969E+6tSpA7PZjIMHD9ouxcbHx3v0QIQ7KlWqhMqVK+PcuXPo1atXoe67uDDYERERUZGpVasWvv76a2zcuBHR0dFYtmwZ9u/fj+joaLf3ERMTgy5duuD111/HggULoFKpMHz4cOh0nvU0umPixIl46623EBQUhC5dusBgMODAgQNISkrCiBEjCv14hY3DnRAREVGRef3119G9e3f06NEDrVu3xq1bt+x679y1ZMkSVK5cGe3bt0f37t3x2muvITQ0tNDrHTBgAL766issWbIEDRs2RPv27REXF+dREJWTJIQQcheRXykpKQgKCkJycjICAwPlLseOVW9EYouscXpCDwyDwlcjc0VERPIwGsx4f8xvAIAp07tAo1XlurysyMzMxPnz5xEdHQ0fHx+5yyGZ5fZ98CTvsMeOiIiIyEsw2BERERF5CQY7IiIiIi/BYEdERETkJRjsiIiIiLwEgx0RERGRl2CwIyIiIvISDHZEREREXoLBjoiIiMhLMNgRERFRsevQoQOGDx8udxleR9ZgN2HCBEiSZPeqU6eOnCURERERlVqyT8xXv359bN682fZepZK9JCIiInKT0WiERsP50EsK2S/FqlQqhIWF2V4VK1aUuyQiIiJyoUOHDhg6dCiGDx+OihUronPnzjhx4gQef/xx+Pv7o1KlSnjllVdw8+ZN2zbp6eno3bs3/P39ER4ejlmzZjns12AwYPTo0YiIiIBWq0XNmjWxaNEiAIDFYkH//v0RHR0NnU6HmJgYzJ071277vn37olu3bpg4cSJCQkIQGBiIN954A0ajsWhPSAkje/fYmTNnULlyZfj4+CA2NhbTpk1DZGSk3GUREREVKyEEhEUvy7ElpS8kSXK7/dKlSzFo0CDs3LkTd+7cwSOPPIIBAwZgzpw5yMjIwOjRo/HCCy9g69atAIBRo0Zhx44d+OmnnxAaGop3330Xhw4dQpMmTWz77N27N3bv3o1PP/0UjRs3xvnz523h0Gq1omrVqli1ahWCg4Oxa9cuvPbaawgPD8cLL7xg28eWLVvg4+OD7du348KFC3j11VcRHByMqVOnFs6JKgVkDXatW7dGXFwcYmJikJCQgIkTJ6Jdu3Y4ceIEAgICHNobDAYYDAbb+5SUlOIsl4iIqMgIix7X1wbKcuxK3VIgqfzcbl+rVi189NFHAIApU6agadOm+PDDD23rFy9ejIiICJw+fRqVK1fGokWL8M0336Bjx44AsoJh1apVbe1Pnz6NlStXYtOmTejUqRMAoHr16rb1arUaEydOtL2Pjo7G7t27sXLlSrtgp9FosHjxYvj6+qJ+/fqYNGkSRo0ahcmTJ0OhkP0iZbGQNdg9/vjjtp8bNWqE1q1bo1q1ali5ciX69+/v0H7atGl2v1giIiIqfs2bN7f9fPToUWzbtg3+/v4O7c6ePYuMjAwYjUa0bt3atrxChQqIiYmxvT9y5AiUSiXat2/v8pjz58/H4sWLcenSJds+c/b4AUDjxo3h6+trex8bG4u0tDRcvnwZ1apVy89HLXVkvxSbU7ly5VC7dm38888/TtePHTsWI0aMsL1PSUlBREREcZVHRERUZCSlLyp1k+dKlKT0zbtRDn5+2b17aWlp6Nq1K2bMmOHQLjw83OX/p+ek0+lyXb9ixQqMHDkSs2bNQmxsLAICAjBz5kzs3bvXo7rLghIV7NLS0nD27Fm88sorTtdrtVpotdpiroqIiKjoSZLk0eXQkqJZs2b48ccfERUV5XRkixo1akCtVmPv3r22e+iTkpJw+vRpWw9dw4YNYbVasWPHDtul2Jx27tyJNm3aYPDgwbZlZ8+edWh39OhRZGRk2ILinj174O/vX6Y6gWS94Dxy5Ejs2LEDFy5cwK5du/Dss89CqVSiZ8+ecpZFREREbhoyZAhu376Nnj17Yv/+/Th79iw2btyIV199FRaLBf7+/ujfvz9GjRqFrVu34sSJE+jbt6/dPW9RUVHo06cP+vXrh7Vr1+L8+fPYvn07Vq5cCSDrnr4DBw5g48aNOH36NMaNG4f9+/c71GI0GtG/f3+cPHkSv/76Kz744AMMHTq0zNxfB8jcY3flyhX07NkTt27dQkhICB588EHs2bMHISEhcpZFREREbqpcuTJ27tyJ0aNH47HHHoPBYEC1atXQpUsXW6CaOXOm7ZJtQEAA3n77bSQnJ9vtZ8GCBXj33XcxePBg3Lp1C5GRkXj33XcBAK+//joOHz6MHj16QJIk9OzZE4MHD8aGDRvs9tGxY0fUqlULDz30EAwGA3r27IkJEyYUy3koKSQhhJC7iPxKSUlBUFAQkpOTERgoz5NErlj1RiS2yBpjJ/TAMCh8OXgjEZVNRoMZ74/5DQAwZXoXaLSqXJeXFZmZmTh//jyio6Ph4+MjdzmlXt++fXHnzh2sXbtW7lLyJbfvgyd5p+z0TRIRERF5OQY7IiIiIi9Rtvq9iYiIyCvFxcXJXUKJwB47IiIiIi/BYEdERETkJRjsiIiIZFSKB6egQlRY3wMGOyIiIhkolUoAWYPqEun1egCAWq0u0H748AQREZEMVCoVfH19cePGDajV6jI1OwJlE0JAr9cjMTER5cqVswX+/GKwIyIikoEkSQgPD8f58+dx8eJFucshmZUrVw5hYWEF3g+DHRERkUw0Gg1q1arFy7FlnFqtLnBP3T0MdkRERDJSKBScUowKDS/oExEREXkJBjsiIiIiL8FgR0REROQlGOyIiIiIvASDHREREZGXYLAjIiIi8hIMdkRERERegsGOiIiIyEsw2BERERF5CQY7IiIiIi/BYEdERETkJRjsiIiIiLwEgx0RERGRl2CwIyIiIvISDHZEREREXoLBjoiIiMhLMNgREREReQkGOyIiIiIvwWBHRERE5CXyFezOnTtX2HUQERERUQHlK9jVrFkTDz/8ML755htkZmYWdk1ERERElA/5CnaHDh1Co0aNMGLECISFheH111/Hvn37Crs2IiIiIvJAvoJdkyZNMHfuXFy9ehWLFy9GQkICHnzwQTRo0ACzZ8/GjRs3CrtOIiIiIspDgR6eUKlU6N69O1atWoUZM2bgn3/+wciRIxEREYHevXsjISGhsOokIiIiojwUKNgdOHAAgwcPRnh4OGbPno2RI0fi7Nmz2LRpE65evYpnnnmmsOokIiIiojyo8rPR7NmzsWTJEsTHx+OJJ57A119/jSeeeAIKRVZOjI6ORlxcHKKiogqzViIiIiLKRb6C3YIFC9CvXz/07dsX4eHhTtuEhoZi0aJFBSqOiIiIiNyXr2C3adMmREZG2nro7hFC4PLly4iMjIRGo0GfPn0KpUgiIiIiylu+7rGrUaMGbt686bD89u3biI6OLnBRREREROS5fAU7IYTT5WlpafDx8SlQQURERESUPx5dih0xYgQAQJIkjB8/Hr6+vrZ1FosFe/fuRZMmTQq1QCIiIiJyj0c9docPH8bhw4chhMDx48dt7w8fPoy///4bjRs3RlxcXL4KmT59OiRJwvDhw/O1PREREVFZ51GP3bZt2wAAr776KubOnYvAwMBCKWL//v348ssv0ahRo0LZHxEREVFZlK977JYsWVJooS4tLQ29evXCwoULUb58+ULZJxERlSwCAmbJAr3ZCL3p7stshFmyQMD5fdtE5Dm3e+y6d++OuLg4BAYGonv37rm2Xb16tdsFDBkyBE8++SQ6deqEKVOm5NrWYDDAYDDY3qekpLh9HCIikocQAptqHMNNv1SsXLnbfmVDICQ9EFNEF3mKI/Iybge7oKAgSJJk+7kwrFixAocOHcL+/fvdaj9t2jRMnDixUI5NRETFI8Niwk2/VJfrb/ilIMNighbqYqyKyDu5HeyWLFni9Of8unz5MoYNG4ZNmza5PUTK2LFjbU/mAlk9dhEREQWuhYiIise+7mNQ7u6ICnf0erRaPV3mioi8S75mnsjIyIAQwjbcycWLF7FmzRrUq1cPjz32mFv7OHjwIBITE9GsWTPbMovFgj/++APz5s2DwWCAUqm020ar1UKr1eanZCIiKgF8VRr4qjUAAKPKLHM1RN4nX8HumWeeQffu3fHGG2/gzp07aNWqFTQaDW7evInZs2dj0KBBee6jY8eOOH78uN2yV199FXXq1MHo0aMdQh0RERER5S5fT8UeOnQI7dq1AwD88MMPCAsLw8WLF/H111/j008/dWsfAQEBaNCggd3Lz88PwcHBaNCgQX7KIiIiIirT8hXs9Ho9AgICAAC///47unfvDoVCgQceeAAXL14s1AKJiIiIyD35uhRbs2ZNrF27Fs8++yw2btyI//u//wMAJCYmFmh8u+3bt+d7WyIiIqKyLl89duPHj8fIkSMRFRWF1q1bIzY2FkBW713Tpk0LtUAiIvIeVkO63YuICle+euz+85//4MEHH0RCQgIaN25sW96xY0c8++yzhVYcERGVfkJkzyxxeWQEblpNAIAMhRpoN9yhDRHlX76CHQCEhYUhLCzMblmrVq0KXBAREXkXYdS72cav6Ish8nL5Cnbp6emYPn06tmzZgsTERFitVrv1586dK5TiiIjIu1SdGo/yFSoCAJJu3wR+WyBzRUTeJV/BbsCAAdixYwdeeeUVhIeH26YaIyIiyo2k9YVC63f357x78ojIM/kKdhs2bMD69evRtm3bwq6HiIiIiPIpX0/Fli9fHhUqVCjsWoiIiIioAPIV7CZPnozx48dDr2c3OhEREVFJka9LsbNmzcLZs2dRqVIlREVFQa1W260/dOhQoRRHRERERO7LV7Dr1q1bIZdBRERERAWVr2D3wQcfFHYdRERERFRA+brHDgDu3LmDr776CmPHjsXt27cBZF2C/ffffwutOCIiIiJyX7567I4dO4ZOnTohKCgIFy5cwMCBA1GhQgWsXr0aly5dwtdff13YdRIRERFRHvLVYzdixAj07dsXZ86cgY+Pj235E088gT/++KPQiiMiIiIi9+Ur2O3fvx+vv/66w/IqVarg2rVrBS6KiIiIiDyXr2Cn1WqRkpLisPz06dMICQkpcFFERERE5Ll8Bbunn34akyZNgslkAgBIkoRLly5h9OjReO655wq1QCIiIiJyT76C3axZs5CWloaQkBBkZGSgffv2qFmzJgICAjB16tTCrpGIiIiI3JCvp2KDgoKwadMm7Ny5E0ePHkVaWhqaNWuGTp06FXZ9REREROQmj4Od1WpFXFwcVq9ejQsXLkCSJERHRyMsLAxCCEiSVBR1EhEREVEePLoUK4TA008/jQEDBuDff/9Fw4YNUb9+fVy8eBF9+/bFs88+W1R1EhEREVEePOqxi4uLwx9//IEtW7bg4Ycftlu3detWdOvWDV9//TV69+5dqEUSERERUd486rH77rvv8O677zqEOgB45JFHMGbMGCxfvrzQiiMiIiIi93kU7I4dO4YuXbq4XP/444/j6NGjBS6KiIiIiDznUbC7ffs2KlWq5HJ9pUqVkJSUVOCiiIiIiMhzHgU7i8UClcr1bXlKpRJms7nARRERERGR5zx6eEIIgb59+0Kr1TpdbzAYCqUoIiIiIvKcR8GuT58+ebbhE7FERERE8vAo2C1ZsqSo6iAiIiKiAsrXXLFEREREVPIw2BERERF5CY/niiXPiQwTrPctk3RqzqtLREREhYrBrhjcaPe5wzJ1syqosKwnwx0REREVGl6KLSKSTg11syou15sO/QuRYSrGioiIiMjbsceuiEiShArLejqEN5FhctqDR0RERFRQDHZFSJIkSL4au2X332tHREREVFh4KZaIiIjISzDYEREREXkJBjsiIiIiL8F77EoRIQSMlgyX6zVKHYdPISIiKsMY7EoJIQRmbn4OZ28edNmmRsUWGNXpB4Y7IiKiMkrWS7ELFixAo0aNEBgYiMDAQMTGxmLDhg1yllRiGS0ZuYY6ADh780CuPXpERETk3WTtsatatSqmT5+OWrVqQQiBpUuX4plnnsHhw4dRv359OUsr0WY+exBala/tvcGsx6g1zWWsiIiIiEoCWYNd165d7d5PnToVCxYswJ49exjscqFV+doFOyIiIiKgBN1jZ7FYsGrVKqSnpyM2NlbucoiIiIhKHdmD3fHjxxEbG4vMzEz4+/tjzZo1qFevntO2BoMBBoPB9j4lJaW4yiQiIiIq8WQfxy4mJgZHjhzB3r17MWjQIPTp0wcnT5502nbatGkICgqyvSIiIoq5WiIiIqKSS/Zgp9FoULNmTTRv3hzTpk1D48aNMXfuXKdtx44di+TkZNvr8uXLxVwtERERUckl+6XY+1mtVrvLrTlptVpotdpiroiIiIiodJA12I0dOxaPP/44IiMjkZqaim+//Rbbt2/Hxo0b5SyLiIiIqFSSNdglJiaid+/eSEhIQFBQEBo1aoSNGzfi0UcflbMsIiIiolJJ1mC3aNEiOQ9PRERE5FVkf3iCiIiIiAoHgx0RERGRl2CwIyIiIvISJW64EyoYg1nvsEyj1EGSJBmqISIiouLEYOdlRq1p7rCsRsUWGNXpB4Y7IiIiL8dLsV5Ao9ShRsUWLtefvXkARktGMVZEREREcmCPnReQJAmjOv3gEN4MZr3THjwiIiLyTgx2XkKSJGhVvnKXQURERDLipVgiIiIiL8FgR0REROQlGOyIiIiIvASDHREREZGXYLAjIiIi8hJ8KraMcDYjBcBZKYiIiLwJg10Z4Wo8O85KQURE5D14KdaL5TUjBcBZKYiIiLwJe+y8mKsZKQD7WSl4mZaIiMg7MNh5OXdmpOBlWiIiIu/AS7FlFC/TEhEReR/22JVR7l6mJSIiotKDwa4Mc+cyLRFRYbJaMmA1p9t+JqLCxWBHRERFSghh+/nmxvow+WQ9sJWc6QtgiEMbIso/3mNHRERFSlgzC6UNEeWNPXZERFRsgjvuR3BIBABAdeMy8FucvAUReRkGOyIiKjaSyhcKlZ/tZyIqXLwUS0REROQlGOyIiIiIvASDHREREZGXYLAjIiIi8hJ8eKKEEUK4nA2CiIiIKDcMdiWIEAIfbXoO5xKPu2ihARTGYq2JiIiISg8GuxLEYNbj+v/aIyitn8s2qvLXoVb4FGNVREREVFrwHrsSxGSyQpVWI9c25qRKMJusxVQRERERlSbssSuhRn/wIAJ0/rb3RqMFk8ZvkrEiIiIiKukY7GQgAJiVEoxGMxTK7E5To9Fi+1mjUUKj5a+HiIiI3MfkUMyEEPi+VTVcLe8LTNwqdzlERETkRXiPXTEzmSxZoS4XZv+zUKv5qyEiIiLPsMdORu+PbQ+fIJ3tvcGSgZGrmwEKIyRpoIyVERERUWnEYCej+++jE2YloOQ4dURERJQ/DHYljRBQWQSshnRYLcK22GowQyUyYYZWxuKIiIioJGOwK0GEEOix7waCUwROb4twWN8DwB2pJoToUvzFERERUYnHYFeCWA3pmBH1H/wVVMVlmwbJV7DGkA74lCu+woiIiKhUkPXRy2nTpqFly5YICAhAaGgounXrhvj4eDlLklWGxZxrqAOAE0FVkWExFVNFREREVJrI2mO3Y8cODBkyBC1btoTZbMa7776Lxx57DCdPnoSfn5+cpcluz9ODUCEw3PY+KekmWq//VMaKiIiIqKSTNdj99ttvdu/j4uIQGhqKgwcP4qGHHpKpqpJBp1LDV62xvc9UqWWshoiIiEqDEnWPXXJyMgCgQoUKMldSPIzmTEjm7PcGs16+YoiIiKjUKzHBzmq1Yvjw4Wjbti0aNGjgtI3BYIDBYLC9T0lJKa7yCk/2CCZ49+e2MOlyhDmTBODFYi+JiIiIvEOJmbdqyJAhOHHiBFasWOGyzbRp0xAUFGR7RUQ4DglS0hktmW610yh9XK4TBn3WOHf3vYQQLrchIiIi71cieuyGDh2KdevW4Y8//kDVqlVdths7dixGjBhhe5+SklIqw909Hzy5CYHB2Zed09LvYP3qrAckJElyud2V92Jwy+r4ZKxPrbaIeHdHrtsSERGR95I12Akh8Oabb2LNmjXYvn07oqOjc22v1Wqh1XrPzAtapS+0Kl/be5PK4LKtpPF1ue6ezDM7IYx6SNqy/UQxERFRWSVrsBsyZAi+/fZb/PTTTwgICMC1a9cAAEFBQdDpdHKWVuLk7IWL+PgyyvllBz2rIR3n3gp3thkRERGVIbIGuwULFgAAOnToYLd8yZIl6Nu3b/EXVEootH5QaPPuwSMiIqKyRfZLsURERERUOErEwxNljYCARbJCbzZCZTLaluvN+Z8qTADIVKihNxuhUNgPZqxTqflABRERURnAYFfMhBDYVOMYbvqlYuWG3YW2z7eavJQ1z+zKGQ7rW4ZWw+on3ii0cCeEgLA4H0xZUvoyRBIREcmEwa6YZVhMuOmXmmubBslXoFO6P4VYhsWUFepc2J94ERlmk90UZfklhMCt7Q/BdGuX0/Xq4LYI7sAhV4iIiOTAYFfMct5X+OOu+fCxOBmPzmqCJH3pch96sxEakyrH++x9HOo+Av6+5WztmqyYUghVZxMWvctQBwCmWzshLHpIKg65QkREVNwY7IqZMGbYfvaxmKBzMdBwbuPWtVo93eU6H4sJPnf3ac2xb6sx3e79PZIm/5dOQ59KsAU4YU5H4joOuUJERCQnBjsZVXz3AMIjHAdldha2dEo1QtIDccPP9fy4DZKvIGFEJO5tmaFQA+2GAwD+Gh7ptHewXI1WiMznbBWSyg+Ku8HO6vHWREREVNgY7GQkqX2hcHOWCI1WhQHWh3D2+C0nawW6pH6AaqYTcBXPnmszxOnyBslXsN6QDqWPv3tFExERUYnFYFdKSJKEwW+2hclocVhnNFowaZwSKhgwftKj0Gizfq1CCLTYvBQHblx2ud8TQVWRYTHBo1gnAJjUEHoTrKqs4VqE2QQY1YA6/0O2EBERUcEw2BUhIQQy7hubLsPJ5VB3SZJkC21OVsIMn7uzUmS3Wf3EIOgNyQ7N0/TJaPHzFwAAq1kPqzn7iVmrWZ/j53RYkf3Ah9WUBnz1BqTLUbgxZaF9CZgMEXkB1qfSnJfIoVCIiIiKFINdERFC4Nlfv8CBxIuy1nB7R3unT7HqTWoAwwEAN36tgfQcPW1GIQHIGj4l8ZdwaKQcM4QY1ZAuT3Z5TOlSFG6sqQZoHAMsh0IhIiIqWgx2RSTDbMo11GWNVVe0pz+voUkKKuSPQZB8s3r6hN6IGw8tyLU9h0IhIiIqWgx2RSSv8ep8rCZIz08rtnpyDk0CAGnpd4DVnwEAQp44C3+/crZ1BrMeWNMia7uuCdCqsodeEXqT7RKs5KuB4m6wy/lUbOhT1yD5Zg+wzKFQiIiIigeDXRERpuz71JyNV3dNWRdhuYxVV9hyDk0CAAqVMcfPvvbrcjxbq1D5QZEj2FlzbOf6WL5QqHLcs5fvqomIiMgTDHbFIPrj7B6xlJu38dHMvTBDiya814yIiIgKEYNdMVBos8erU2gNMEs+MldERERE3ojBzstYLXpYzUoAWfe2ERERUdnBYOcFcj6okfhLGNRKQ46VcBhMGACs+rzvlSMiIqLShcHOCwhrhosVcDmYsF5jAIbdbZYjGHrCaM6AZDZn7cPMGSeIiIjkxmDnZUIePwutbyCAu0OTfLAwjy0AkWGC23OK5QiBI9c0g0mTFezURhXexxsObYiIiKj4MNgVA6PBDKMqKwAZncz1WphyDmuS89JryP8GQ9Jljy2XevMGsOUzj/dvtGS61cYHWo/3TURERAXDYFdEcl7enDZlKyQh72wLkk5tG0w4633Bf/VTn/4TPgFBAIDM1GRkzPimwPskIiKi/GOwKyKmPHrmKifpoVYriqmaoqFV+tpmpRBKE1zc6UdERETFhMGuGLz9TntUKF8RAJCZmoLkhxdDZRGQSsEAxQaz3v69Re+iJREREcmNwa4YCKUJQmm8+7MBakvJerjAatTDasge885q1kNltsKslDBqTXO7tnYPSRAREVGJwmBXRHLeYzdhfUdAmzW2XFEHI6PRAoUy60ENq9EMk1KCKo8gGT+hEXws9sOVvAbgVqCE71uFAC56FjVKzqBBRERUkjDYFRGj1ZBnG7VR6fFAwZJOnesl3CkTd9ov6FQHlZP0ePO+IUgkja/t5+faDHG6rwbJV7D66dlQ+mSPhSL0JtyZ8d+7Oyn5l5KJiIjKEga7YvBe53WoFFIVgH0wuvHQAo/3pW5WBRWW9bQLd2q1ApUDTuJqaj2n21wt7wuTyQJljmW+Kg0aX1HhaFWzy2OdCKoKq6SGryo7BOYcQoWIiIhKFga7AhJCIMPJrAsZOS5tqlW67KdHAwTUzarAdOjffB3PdOhfiAwTpJxDl0gSXmg4FmarFqFdr0GhzDpWZnIGpkzb4XQ/kiThq+8CkanOGuNOocveX5r+Dpqtnp2v+oiIiEg+DHYFIITAs79+gQOJF93eRpIkVFjWM2u2B0+OlWHCjXaf57JfQK00QKNRQqHK+rVaNUqX7QFAggSdKav3TqHODnZWVfZAxlaDHlZVjnUGI4TCCFjVICIiopKFwa4AMsymPENdg+Qr0CntT7MkSXY9bu6welydPaPRAoUh+7Kruw9WnBpdx+HBCrQC/JIrQ4hhBayKiIiIChODXSE58uL78M3Rs5V85zoSR9eCj9UEqc/HMlaWxeklWVcPVqjde7DiF0M6lH6cOoyIiKikKN1TH5QgvioNfNU5Xio1dFYT5HxuVK1WonJS7gMK33uwIidftQYtQ6vlut2JoKp29xESERGR/Nhj58UkSUKPfRdhVkoOD0jk9WDF6ifecPpQSMqtRLTYMK/IaiYiIqL8Y7DzchIAtUVAo1FBoc3+def5YIUkwVfteB+gWcmHJoiIiEoqXoolIiIi8hLssSskRqMZKmt2TjYZLbm0dk0IAWFxvC9OOLksWha4Oh8AICl9c52Fg4iIqKxhsCuAnPPBTh33C9TW7MubKpGJl/Oxv1vbH4Lp1i7HlUY1JEy+1zAf1ZY+uZ4PAOrgtgjusIPhjoiI6C4GuwIwGrPHhXv5Th/orM571dRq9654C4veZYixb5cBwPuHGcnrfJhu7YSw6CGp/IqxKiIiopKLwa4AhDH3oUQA4N9yGkRqPQ8eoU8l2AUWa+od3Jzyrcf78RY5z4cwpyNxXbjMFREREZU8DHaFpOrUeJSvUNH23mDWY+TqZjArJbTJx6VCSeUHRY5gJ5RFd4/d/bNS3KPWKEvMZc6c56Ogs3AQERF5Kwa7QiJpfaHI0TOnUEowq0rHQ8euxrOLii6PQW+2cRnurEY9rIb0rJ8N6ZxDloiISGYMdmXUvVkprpb3ddnmwvkkmIwWaLTOvybxExrZzyN7dw7ZcuK1wi6XiIiI3CBrsPvjjz8wc+ZMHDx4EAkJCVizZg26desmZ0kOhBAu76UThrzvsSupcpuVwmi0YNL4Tc630+Q+j2yD5Cv40ZAOoFxhl1zk8jO0Sm7b5LYdERFRUZA12KWnp6Nx48bo168funfvLmcpLgmjHv+8Huh0XYZCDbQbXrwFFSJXs1LkxlelQeMrKhyt6nhPHnBvDlkzSttzqvkZWiWvbVxtR0REVFRkDXaPP/44Hn/8cTlLKDQ5e7K8mSRJ+Oq7QGSqYdfTd+v6JcRu+krm6vIvP0OruDM8DYdkISKi4lSq7rEzGAwwGAy29ykpKUV/ULUOEfOvOV11R58JrJsPAF7bI2O8bwYNq9EMs1IBH5OAr0oDxd35ZPU55pA1WjJgMGdfnrSa9TAKCWqUjoGV8zO0yv3D03BIFiIikkOpCnbTpk3DxIkTi/WYJmsmhv/cwuk6s1kHoBsA+1kovInTe+061UHlJD3edPGZP/z9KZh09w/PUgURkgFjS8F5ys/QKvcPT8MhWYiISA6lYzyOu8aOHYvk5GTb6/Lly0V+TCEEzELp9GXJkYuN1swir6W4qDVKREWXz7XN1fK+MJmye/M0yrxnwrgstDBaMgpcHxERETlXqnrstFottNrinUrLIlTYaHihWI8pN0mSMOjNNjDddxkWADKTM5yPe5fjUvSEx7cgICTE9j4j8yZG/9KuSGolIiKibKUq2MnBnXvnQtIDoVN618C8kiQ5Hb/OqlHafs45Y0XOe/E0Kh9oVdkPk1hVOtvPwqyH1ZzueDwOC0JERFRgsga7tLQ0/PPPP7b358+fx5EjR1ChQgVERkbKWFk2nUqN0y9PcrouNSMVMyb8CaVQlMlQkrPnTkjpQMO7P+dyH92NDTWgkRzXc1gQIiKigpM12B04cAAPP/yw7f2IESMAAH369EFcXJxMVdmTJAm+ao3TdRaTBiqhdLrOW7kzY4XJZP/ogKTMeygYDgtCRERUcLIGuw4dOnjt06TeytWMFTevJeC7rYddbnNPaNcEu8u0HBaEiIio8PAeO/KYsxkrNCr3ei4VKj8oct5/VxQFEhERlVEMdoXEYNZDY1bavSdH95+X0jZ4MRERUUnGYFdI3vv5QUBplLuMEkGY9LAasp98tZr1UJmtMCsljFrT3MkWpWfwYiIiopKMwa4ANAqfPNvUCG4GlbA6HeLjfsKNNqXB1UkNkGS1n3liGIB/y2mwolWI3Zh399wbvFin9vfoWMKcXiiXc73l3BMRUdnGYJcHIYTTgXoB+6c/P+5+CJocY7wJIXD7j8eA2z8j8aegIq9TbpIme6y6TBdj+lW+Y8QnzxyEQpv95GtBBy/mgxdERETZGOzyYDJa8P6Y3/Jsp1XqoFFln06rOR1S0p6sJw08pA5u69YQISVJzidfn2szxGmbBslXsF6pg9LF4MVuH0vpC3VwW5hu7fS80DyUxnNPRER0D4NdIYiKLg+1xvVToaFPJXg0PltpnIVBp1QjJD0QN/xSXLY5EVQVGRYTPLvY6kiSJAR32AFhKfwHVErjuSciIrqHwS4Pao0SU6Z3ybNNbmFAUvlB4eUD70qShE5nG8IiWfHOyAfhE5TdE5eefget138KADAazDCqzLZ1RqMFsGgAhWcPnkiSxMGMiYiI7sNglwdXc6bKSWSYYFVlByFhNgFGNaA25bJVHvvzoK0rEiSohBKzZ+623ybHdGPTpmyFJOwDWRDmwOx/loNVExERFVDJSizklpsPxzkskzAZIvICRDfPw9GNdp8XuCZ3phoDAJUwQHI2DVtq9ayHUTy/5Y6IiIjuYrArLXQqiMgLkC5FuWwiXYoCMsyA84dS7dvq1FA3qwLToX/zVY66WRVIuuwDuZpqDADS0pPw3U9Z0429mPwadFbHXr9ryrrINP0CnxwDGHPwYiIiIs8w2JUSkiQB/b+AMKkR+tQ1SDmfLE1NdtqLl9f+Kizrmeul1Vy316kd7it0NtUYAGilwDz3F2Y5hUnrOsGsMd+3hoMXExERuYvBrjSRAGhMkHzVUKiye8SE2Y0uOme7kyRIvpq8GxZQzgBY47ME+OaoXZ+UgKtjYrLaWTWAReGw/WUF8jV4MRERUVnDYEfFKlOhhkKRHUQzlRpkKNTwsZoQeHQyzJLjbB58sIKIiMg9DHZUrJqsmOK4sN1w1Ey9jpYXLLDAcZYPZVp1pKeboVLYX6bNa5gZIiKisobBjoqcTqVGy9Bq2J940WWbfwIq4Z+Gh52uC0n3h2pKJqT7pvGoGh2GQW+1ZbgjIiK6i8GuFLp/4nthKdkT2EuShNVPvIEMs+ODGqb0RDzz9Tj8E1DJ5fY3/NLwYsorDk/T3jwWjZSk/zkdZ1Cj1LkMfJKGs0sQEZF3YrArhRwmvjeqIWGyPMU44WrAY52TJ2nNag2+PPQ1MhWOD4BkKtW2eWczlY7rgy3ncX1EVY/r86nVFhHv7mC4IyIir8NgV0q4O/G9pJR/hF9XAx6rm1VBhWU97QKVpPGFqjygS8p92JV7AS+nmqnXMffId07b+1hNcBXbMs/shDDqIWk5JRkREXkXBrtSIreJ74XehBtTFt5rWMyV3T2sGwMemw79C5FhshtiRZIk6NoAsAChXRPs5tRNv30VjRfF4WgVxwcqgKz78p5sN9zpugpIxJ7np8NHnb0/qyEd594Kd9qeiIjIGzDYlSKuJr7POW+sXHIb8FhkmHKdtkySAKgAhdbPLtgpffzw1bdByFQD/r88B125rPvwUm4lofOGOCTpXN9beBuhyFSq4cteOSIiKkMY7KjQuBrw2Nn9dm7vExJ0JsAvQAffwKwBipXCjH77auNyBSdj3iksWF1/HwDgZuoduydprUa9bcw8IiIib8RgR6WOJEl4cd8lmJUSgrb1g09A9pRl11NvY/UvWcHukfVfOm58d8y8n40GqJw8sKFTOT7gQUREVFow2OVBCOH0vrY8tzOX7CFISiKHYVzMGS7bZs9Lq7Qb7iTEWg4h6YG44Zfictt/Aiqh3g8fOV3XMrQaVj/xhtNw51ife7/j+7ezfQal47AreX3fnG1DRER0D4NdHoRFj+tr857Engru/mFcjAYNtJjk0T4UCgU6nW0Ii2TF6AkPQqNW2tZl6G/ipeVTcx0zb3/iRdzJTIavOuuSstWsh1FIUEM4DjPjJlfbqYPbIrhD9rArQgjc2v4QTLd2udzX/dsQERHlxGBXxNTBbSEpfeUuo8RyexgXhfvnUIIElVDCT/KHRpEd7CQpw60x80b+2BQqZc4+tiqIkAzop7zh9KFjZ79jdz6X6dZOCIve9kCMsOhzDXXOtiEiIsqJwS4PktIXlbq5vqznzvbsXXFNkiRUaL8dIs3xHGempSB16ve2dp6aNH6T/QIh8JSyLsIsp3LdTmVWA0qD3bLLQovyXa9Bq3IMmM5+x7kOT2NOz7P3L/SpBLvw5s42REREDHZ5cDXECBUOIQSSXvkOpsNXc21nsOghmdW2n11RqRWoYjTjX42Tr7YkYV3ANFTIuIl+k9pDq8kOaTduJQD/ywqR73Veh0ohWTNaGMx6jFrTHACgUPlB4STYueJyeBp3tlXZD/1SkCeLiYio7GCwI1mJDFOeoe5ixFUs3vAA7o1cojaq8D7ecN4404wXtp2BWem6h09lEZj026MwaczZCw1aAN3v/myG0GcNiSIsZqiMKphVHCKFiIhKPgY7KjFC/jcYki7H/W9C4JNtLyM+ZR9czQ+mUTqOZXfvidn79yf0Rtx4aEGedSRNaobMHGPdDQOQoImG9XnHfjMhBDLMrkMfh08hIqLixGBHJYakU0Nx3wDH//fkShgt9sOeCL0Jd2b89+5GrkPT/fvLGcs+fvYQJN/s0JdmzMT6750PgSIAlDNfwZ3kJIhymhzLBbr/+gX+up3gsobchk8B7IdCKcgQOfkZJoVDq5Qu/H0RkTsY7KhEkyTJ4YGFwphCTaPSQaHKDmkWkf2fQsXp56BTZYW+1OQb6PPLzKwhUtbN9/g4+xMvIsNssg2fcr/CeCAiP8OkcGiV0oW/LyJyF4Md0X1ar//UfkEu494BQM3U65h75Du7ZTmHT7FYLECOK8x5DYXi6RA5+RkmhUOrlC78fRGRuxjsiJB1L1zL0GrYn3jR6Xpn4e0eH6vJ1S2AAIAbdxKgDK5qf7y2m1BeMjntXSnIJbX8DJPCoVVKF/6+iCg3DHZEyLrku/qJNxwehMg0p2PCh0vgl9oc3wc+6XRbi+4KRv7fM9CodbZlOYdPeWjDf51ul9f9d/nhbJgUIQCzVQuj0QKFJetJYKvFApNFC5XCwKFVShn+vogoNwx2XkZkmLJvxs8oeUN05Kzv3vuSxOe+chRmBaw15iPV6vweOQAwafUIrPCa3b2AQgg0SL6CE0FVXW63P/Eirly+BJ3SfiaMoPL+UCqVdsus5nQIMwD7xXkSQuD749ORkFoX2PPHfWtXonLASbzZTTjZEIBJDaE3Ob2nUdLxad+iIoRw+O9CmE2AUQ2oS9Z/L0RU8jDYeZkb7T6Xu4RcldT6hBC4/fK3TsfUczlm3l2J0SlQ97QfdkWSJMw98l2e05fFbnEcfsX1ZV81/IJMEM6CmAsmkzUr1LlwNbUeTCYrlHajzAjgqzcgXY7CjSkLnW6nblYFFZb1ZLgrZLl9DyVMhoi84NHvn4jKHgY7LyDp1FA3qwLToX+drlc3q2I/Plwxy6s+QP4a3Rko2ZXQ84FAphnIMbSKpPHFdRfTl/lYTbn25v0TUAlPthvudF2D5Cv4IekaVP6h2bWb022XVXPz3ntNofUNAAAY9KmYOvWw84YZZkiXo3Ldl+nQv7CmJtsNGVMQZW2oDldDlwh97t9D6VIUkGG2exinuOU17IrTbcyetScqiLI+NBCDnReQJAkVlvV0eVlT7stmedUHyF9jTg4DJbsgMkwueyC1Sh3WBUyDCs7DVtMLAg0VVgzt3xh+5QIBAMa0THTesgxJugyn2wDAiaCqmDjjT0Do7luzBJX9zuMtJ705AgIWyYprm+tCrcy6rGqyaGCWvobWakJmagpgzt7OkpoCo9oElUkF6Z0pgCbHpVijBtJH4wAAievCAE3hXBosS0N15Dp0iVENCZMBACF/DIJ0948Fa2oybj4cV4xVOufOsCvOJGf6AhhSNEUR5cChgRjsvIYkSbb/EyiJSnp9OTkbKNmZ3G5a12hViKpeARfOJ7lsU+W2HkHhgdAFlgMAGLSZ6HKmGSySFf83vCU05bS2tneSbqHj1sUAgO8a/O10f7WTb+MNkxp2mVTywaYax3DTLxUrMwbbb9BwDxokX8H10S86PtXbFLiNGESoDFDknHqtiJSloTrcGboEAKAxQ+Hrn7WNWcYuuhzcrj0XksJxthiiwsKhgRjsiIqEJEkY9GYbmIwWh3WZqSlIfngxVBaB938Za5uzVp3hC1/MhEoo8dmcQ3bbCGFF7ajbOB1UweUxTwdVwLWkRJQXwbZld9L1uOmX6nKbE0FVkalQQ2d17HmrgHgEPXwOvpUqZtehNyFxykKYlRIqPvav00uxarXC7b+Ey/pQHfcPXWJNvYObU76VsSL33V97btRJt4B1Wb3bRqsBhruXZo1m173TRAVVVocGKhHBbv78+Zg5cyauXbuGxo0b47PPPkOrVq3kLouoQCRJgkbr+J+YyuwHvcXJDfAKIyon6XG1vOPgxJKkQPMLT6GJ/ymk11pgN3euZNZhnfQMAKDd765nx/hx13z4WLICXM4HOOa1qw6FlN0r56v3Qd8Dp+FjNUGfng6VvpxtnUVvwrcPhOHfcgHAh386PU6NqGAMfrOtXbizWq3QZyQ7tLWaTUg3qqGSJLvhWHJSa5QeXTIpDfP3CgFkQo0MoYZCZIdji1AjQy0cns4uie4fdiXXtors6fImrO8IaO/eomDQAugO4O5DO0SFqKwODSR7sPv+++8xYsQIfPHFF2jdujU++eQTdO7cGfHx8QgNDc17B0SlTY5QkXPOWqE3Iemj/8KslBC0rZ9db5gQAnO39sKV1GO4/7qpQqShQVLuQ6s0SL6CpjPPQKXLengiKTMZWJ01w8YGPJ01vMk9OmBVuyeyns6d3gz3z4T7S5OeWVOsuVA+ww//udMIWk3WPy9WqxXPfTsGZzT+LrYYjqi0JMS+/yscPhyAqlUD0atfI6dz3SqUQVAoFHbLemxaiJN3rrmsr3lwVaxo/7LT/Vl8fOz2d4/VaoUx3XnPp8YvwKNtLBY9eqX1wRmEAitmOO5wOND4igo/3Rd0rBAwq83ITE2BMsd5slr0MBo0UKmdT7UnhIAwOr+RXAgBk1JyGnQ1Sl2hBWCjNfcHewDAmJEEq6Giw3JJ4/xGdyGEwzzSOXlavxDCaQ/7Pa7+wHC1nRACQmnM1zkszHNPZY/swW727NkYOHAgXn31VQDAF198gfXr12Px4sUYM2aMzNURFa2cc9ZaVUZIANQWAX9ff4f7/N5/6men/0eWaUrHwbGRCE5x3eORHhwAVeDXtgDipwDKSzeQJEJcbpPb07m5SdKlo/naD+0Xugx1WS74l8eFhkdcrp+5ZofHdbhy8NYVHBsZYeu9vGdYHoG1cOX+R+vRqmZcTUlBoCrrPktTmh7xD3yNCvgHSeMmOd0mXRWN8k+YoFJn93oKIXBt5sMwnN3tdBsB4HKQDj80r2iX7SGAiIqtMaT9YvueV0sGkk2+UAkT0tLvQOFkjEOd0rFHNGewfK/zOlQKyfojJCHhDNZvzhra58qUdrhpceyqLFejFSLftb/RXQiBmZu64+L1A04/FwQQWTEWwx9Z7lZAEgA+//RPXE247rJNVLXKGPzWgw51fD53J/694PwPCbPfOaTHfOb494oAIFzfxxsZ1hjvPPaj0z8+nIV0IQQyFc57oq1WK5SZmS7Pg8bf+R8m+WGxWJCcfNvlemffjaKoI79cXVkQQsAMba7fpUCd8z8K5SBrsDMajTh48CDGjh1rW6ZQKNCpUyfs3u38HyKinPI74HFhD5R8//7yapvf/amd/CerFoE40vFJXLpx0OX+zAoJ9ZOvQ3t3DlqDRY+HsB0WSYkPn94JjSr7KdvM1BS8sGw+Tldy3Xvhaqy93MJRzdTriD3fAWYp583zArujt+GCf3mXx8qPvObvvfe/cnJ2PswKK1bVPwoAaLP5vjEO2z2V9/7G/WS3P5Uw4MXkA4CT8RSBHL8vZ7/qROCLVZOdrLh77lZ/5rIOZ+ced8+5yqiC2pj1PVZL2YHf1e+kZup1fHNmPyRN9i0KRpMBzX/Zgs7pznspAeCW8ije3/wjnPUCO7r7PWzo+nsYlbYVT5wJhEaTPUq4yWhB3b/640GL86kIkQI4dHm74ZZK4EL1Q9Cosx+gEkIg+atXYE5wfHgqrz9KcpsSMUUbjeh3Vha4h1BYBXr+Oh/n/crJW4fZgNupWTVYr5yHJOUcOF6PW3fXWS78DUmV4/xaBV7Z+DnO+ATl67hHur+LikGB+a67MElCxhsbrl69iipVqmDXrl2IjY21LX/nnXewY8cO7N271669wWCAwZDdpZ+cnIzIyEhcvnwZgYEl44RS0bPqjbjR3nFg3/uF7Bhk1+uV3+0KWoe7xyqM/RUWAYFMNfDJkKUwqbP/X19tUmLY/N7wsZggOemGSI9ZDL3/Laf79E2tDM2Zfg7bWWGFWWl02qmxvnEVXA9y9hSlwKNpH6KC5bLTY+nSK0J7ph9y/p+6gMD/dcvAX5VdB9bqaYmYcewHp+tSUBUhJ3ra6hcQuNHgOwTiisv93b8NAEBhQma9OU7nGBYARjd6HicDK7vcZ2n3yxflEWjI+uRGJdDzVSNu+qXJXBVRwWxt1wOVq9Ursv2npKQgIiICd+7cQVBQHuFTyOjff/8VAMSuXbvslo8aNUq0atXKof0HH3wgcLcTmy+++OKLL7744qssvS5fvpxntpL1UmzFihWhVCpx/br9fQ3Xr19HWFiYQ/uxY8dixIgRtvdWqxW3b99GcHAwbzQtYvf+WmDvaNHjuS5ePN/Fh+e6+PBcF6+iPt9CCKSmpqJy5bx782UNdhqNBs2bN8eWLVvQrVs3AFlhbcuWLRg6dKhDe61WC61Wa7esXLlyxVAp3RMYGMh/JIoJz3Xx4vkuPjzXxYfnungV5fnO8xLsXbI/FTtixAj06dMHLVq0QKtWrfDJJ58gPT3d9pQsEREREblH9mDXo0cP3LhxA+PHj8e1a9fQpEkT/Pbbb6hUqbiGHSAiIiLyDrIHOwAYOnSo00uvVHJotVp88MEHDpfCqfDxXBcvnu/iw3NdfHiui1dJOt+yDndCRERERIWnZAyTTEREREQFxmBHRERE5CUY7IiIiIi8BIMd2cyfPx9RUVHw8fFB69atsW/fPpdt4+LiIEmS3cvHx9nUT3S/P/74A127dkXlypUhSRLWrl2b5zbbt29Hs2bNoNVqUbNmTcTFxRV5nd7A03O9fft2h++1JEm4ds35JO+Ubdq0aWjZsiUCAgIQGhqKbt26IT4+Ps/tVq1ahTp16sDHxwcNGzbEr7/+WgzVlm75Odf8Nzv/FixYgEaNGtnGqIuNjcWGDRty3UbO7zWDHQEAvv/+e4wYMQIffPABDh06hMaNG6Nz585ITEx0uU1gYCASEhJsr4sXXUyETXbS09PRuHFjzJ8/363258+fx5NPPomHH34YR44cwfDhwzFgwABs3LixiCst/Tw91/fEx8fbfbdDQ0OLqELvsWPHDgwZMgR79uzBpk2bYDKZ8NhjjyE9Pd3lNrt27ULPnj3Rv39/HD58GN26dUO3bt1w4sSJYqy89MnPuQb4b3Z+Va1aFdOnT8fBgwdx4MABPPLII3jmmWfw119/OW0v+/e6cGZ9pdKuVatWYsiQIbb3FotFVK5cWUybNs1p+yVLloigoKBiqs57ARBr1qzJtc0777wj6tevb7esR48eonPnzkVYmfdx51xv27ZNABBJSUnFUpM3S0xMFADEjh07XLZ54YUXxJNPPmm3rHXr1uL1118v6vK8ijvnmv9mF67y5cuLr776yuk6ub/X7LEjGI1GHDx4EJ06dbItUygU6NSpE3bv3u1yu7S0NFSrVg0RERG5/vVCBbN792673w0AdO7cOdffDRVMkyZNEB4ejkcffRQ7d+6Uu5xSKTk5GQBQoUIFl2343S4c7pxrgP9mFwaLxYIVK1YgPT0dsbGxTtvI/b1msCPcvHkTFovFYbaPSpUquby3KCYmBosXL8ZPP/2Eb775BlarFW3atMGVK1eKo+Qy5dq1a05/NykpKcjIyJCpKu8UHh6OL774Aj/++CN+/PFHREREoEOHDjh06JDcpZUqVqsVw4cPR9u2bdGgQQOX7Vx9t3lPo/vcPdf8N7tgjh8/Dn9/f2i1WrzxxhtYs2YN6tWr57St3N/rEjHzBJU+sbGxdn+ttGnTBnXr1sWXX36JyZMny1gZUf7FxMQgJibG9r5NmzY4e/Ys5syZg2XLlslYWekyZMgQnDhxAn/++afcpXg9d881/80umJiYGBw5cgTJycn44Ycf0KdPH+zYscNluJMTe+wIFStWhFKpxPXr1+2WX79+HWFhYW7tQ61Wo2nTpvjnn3+KosQyLSwszOnvJjAwEDqdTqaqyo5WrVrxe+2BoUOHYt26ddi2bRuqVq2aa1tX3213/90p6zw51/fjv9me0Wg0qFmzJpo3b45p06ahcePGmDt3rtO2cn+vGewIGo0GzZs3x5YtW2zLrFYrtmzZ4vIegvtZLBYcP34c4eHhRVVmmRUbG2v3uwGATZs2uf27oYI5cuQIv9duEEJg6NChWLNmDbZu3Yro6Og8t+F3O3/yc67vx3+zC8ZqtcJgMDhdJ/v3ulge0aASb8WKFUKr1Yq4uDhx8uRJ8dprr4ly5cqJa9euCSGEeOWVV8SYMWNs7SdOnCg2btwozp49Kw4ePChefPFF4ePjI/766y+5PkKpkZqaKg4fPiwOHz4sAIjZs2eLw4cPi4sXLwohhBgzZox45ZVXbO3PnTsnfH19xahRo8SpU6fE/PnzhVKpFL/99ptcH6HU8PRcz5kzR6xdu1acOXNGHD9+XAwbNkwoFAqxefNmuT5CqTFo0CARFBQktm/fLhISEmwvvV5va3P/vyM7d+4UKpVKfPzxx+LUqVPigw8+EGq1Whw/flyOj1Bq5Odc89/s/BszZozYsWOHOH/+vDh27JgYM2aMkCRJ/P7770KIkve9ZrAjm88++0xERkYKjUYjWrVqJfbs2WNb1759e9GnTx/b++HDh9vaVqpUSTzxxBPi0KFDMlRd+twbUuP+173z26dPH9G+fXuHbZo0aSI0Go2oXr26WLJkSbHXXRp5eq5nzJghatSoIXx8fESFChVEhw4dxNatW+UpvpRxdp4B2H1X7/93RAghVq5cKWrXri00Go2oX7++WL9+ffEWXgrl51zz3+z869evn6hWrZrQaDQiJCREdOzY0RbqhCh532tJCCGKp2+QiIiIiIoS77EjIiIi8hIMdkRERERegsGOiIiIyEsw2BERERF5CQY7IiIiIi/BYEdERETkJRjsiIiIiLwEgx0RERGRl2CwIyKv0aFDBwwfPlyWY2/fvh2SJOHOnTuyHJ+ICGCwIyLymLMA2aZNGyQkJCAoKEieooiIwGBHRGRjMpnyva1Go0FYWBgkSSrEioiIPMNgR0SlUnp6Onr37g1/f3+Eh4dj1qxZduslScLatWvtlpUrVw5xcXEAgAsXLkCSJHz//fdo3749fHx8sHz5cty6dQs9e/ZElSpV4Ovri4YNG+K7776z7aNv377YsWMH5s6dC0mSIEkSLly44PRS7I8//oj69etDq9UiKirKocaoqCh8+OGH6NevHwICAhAZGYn//ve/tvVGoxFDhw5FeHg4fHx8UK1aNUybNq1wTiAReSUGOyIqlUaNGoUdO3bgp59+wu+//47t27fj0KFDHu9nzJgxGDZsGE6dOoXOnTsjMzMTzZs3x/r163HixAm89tpreOWVV7Bv3z4AwNy5cxEbG4uBAwciISEBCQkJiIiIcNjvwYMH8cILL+DFF1/E8ePHMWHCBIwbN84WLO+ZNWsWWrRogcOHD2Pw4MEYNGgQ4uPjAQCffvopfv75Z6xcuRLx8fFYvnw5oqKiPP6MRFR2qOQugIjIU2lpaVi0aBG++eYbdOzYEQCwdOlSVK1a1eN9DR8+HN27d7dbNnLkSNvPb775JjZu3IiVK1eiVatWCAoKgkajga+vL8LCwlzud/bs2ejYsSPGjRsHAKhduzZOnjyJmTNnom/fvrZ2TzzxBAYPHgwAGD16NObMmYNt27YhJiYGly5dQq1atfDggw9CkiRUq1bN489HRGULe+yIqNQ5e/YsjEYjWrdubVtWoUIFxMTEeLyvFi1a2L23WCyYPHkyGjZsiAoVKsDf3x8bN27EpUuXPNrvqVOn0LZtW7tlbdu2xZkzZ2CxWGzLGjVqZPtZkiSEhYUhMTERQNZl3yNHjiAmJgZvvfUWfv/9d08/HhGVMQx2ROSVJEmCEMJumbOHI/z8/Ozez5w5E3PnzsXo0aOxbds2HDlyBJ07d4bRaCySOtVqtd17SZJgtVoBAM2aNcP58+cxefJkZGRk4IUXXsB//vOfIqmDiLwDgx0RlTo1atSAWq3G3r17bcuSkpJw+vRp2/uQkBAkJCTY3p85cwZ6vT7Pfe/cuRPPPPMMXn75ZTRu3BjVq1e32y+Q9QRszl43Z+rWrYudO3c67Lt27dpQKpV51nFPYGAgevTogYULF+L777/Hjz/+iNu3b7u9PRGVLbzHjohKHX9/f/Tv3x+jRo1CcHAwQkND8d5770GhyP5b9ZFHHsG8efMQGxsLi8WC0aNHO/SOOVOrVi388MMP2LVrF8qXL4/Zs2fj+vXrqFevnq1NVFQU9u7diwsXLsDf3x8VKlRw2M/bb7+Nli1bYvLkyejRowd2796NefPm4fPPP3f7c86ePRvh4eFo2rQpFAoFVq1ahbCwMJQrV87tfRBR2cIeOyIqlWbOnIl27dqha9eu6NSpEx588EE0b97ctn7WrFmIiIhAu3bt8NJLL2HkyJHw9fXNc7/vv/8+mjVrhs6dO6NDhw4ICwtDt27d7NqMHDkSSqUS9erVQ0hIiNP775o1a4aVK1dixYoVaNCgAcaPH49JkybZPTiRl4CAAHz00Udo0aIFWrZsiQsXLuDXX3+1C7BERDlJ4v6bUIiIiIioVOKffURERERegsGOiIiIyEsw2BERERF5CQY7IiIiIi/BYEdERETkJRjsiIiIiLwEgx0RERGRl2CwIyIiIvISDHZEREREXoLBjoiIiMhLMNgREREReQkGOyIiIiIv8f8DQGPdw1gCogAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for root in roots:\n", " for data_option in ['train', 'devel']:\n", " title = 'durations per class'\n", " key = f'{root.name}_{data_option}'\n", " test_key = f'{root.name}_test'\n", "\n", " # Create the pandas DataFrame\n", " df = pd.DataFrame().from_dict({key:val for key, val in data[key].items() if key!='durations_per_class'})\n", " df_test = pd.DataFrame().from_dict({key:val for key, val in data[test_key].items() if key!='durations_per_class'})\n", " df = df.append(df_test)\n", "\n", " # Plotting\n", " histplot = sns.histplot(\n", " data=df, x=\"durations\", hue=\"labels\",\n", " hue_order=sorted((*data[key]['durations_per_class'].keys(), '?')),\n", " log_scale=False, element=\"step\", fill=False, bins='auto',\n", " cumulative=False, stat=\"density\", common_norm=False,\n", " )\n", " #histplot.set(title=f'{data_option}-dataset {title}')\n", "\n", " show_and_save(data_option, title)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% Histogram plotting for durations\n" } } }, { "cell_type": "code", "execution_count": 32, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " durations\n", "labels \n", "negative 215\n", "positive 71\n", " durations\n", "labels \n", "negative 183\n", "positive 48\n", " durations\n", "labels \n", "? 208\n", " durations\n", "labels \n", "background 3458\n", "chimpanze 2217\n", "geunon 158\n", "mandrille 874\n", "redcap 208\n", " durations\n", "labels \n", "background 3459\n", "chimpanze 2217\n", "geunon 159\n", "mandrille 874\n", "redcap 209\n", " durations\n", "labels \n", "? 6923\n" ] }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for data_option in data.keys():\n", " title = 'counts per class'\n", " # Create the pandas DataFrame\n", " df = pd.DataFrame().from_dict({key:val for key, val in data[data_option].items() if key!='durations_per_class'})\n", " # Plotting\n", " print(df.groupby('labels').count())\n", " plot = sns.countplot(\n", " data=df.sort_values('labels'), x='labels',# hue=\"labels\",\n", " # hue_order=sorted(data[data_option]['durations_per_class'].keys()),\n", "\n", " )\n", " #plot.set(title=f'{data_option}-dataset {title}')\n", "\n", " for p in plot.patches:\n", " plot.annotate(format(round(p.get_height()), '.0f'),\n", " (p.get_x() + p.get_width() / 2., p.get_height()),\n", " ha = 'center', va = 'center',\n", " size=12,\n", " xytext = (0, (-12) if p.get_height() > 300 else (10)),\n", " textcoords = 'offset points')\n", "\n", " show_and_save(data_option, title)\n" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% Histogram plotting for class Count\n" } } }, { "cell_type": "code", "execution_count": 14, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for data_option in data.keys():\n", " title = f'KDE-plot'\n", " # Create the pandas DataFrame\n", " df = pd.DataFrame().from_dict({key:val for key, val in data[data_option].items() if key!='durations_per_class'})\n", " # Plotting\n", " kdeplot = sns.kdeplot(\n", " data=df, x=\"durations\", hue=\"labels\",\n", " hue_order=sorted(data[data_option]['durations_per_class'].keys()),\n", " # log_scale=False, element=\"step\", fill=False,\n", " # cumulative=False, stat=\"density\", common_norm=False,\n", " # kde=True\n", " )\n", " kdeplot.set(title=f'{data_option}-dataset {title}')\n", "\n", " show_and_save(data_option, title)" ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% Histogram plotting for durations\n" } } } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 5 }