{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# SIIM-FISABIO-RSNA COVID-19 Detection"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
"_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total 1688\n",
"-rw-rw-r-- 1 jovyan users 89094 May 19 23:03 sample_submission.csv\n",
"drwxrwsr-x 1216 jovyan users 36864 May 20 16:30 test\n",
"drwxrwsr-x 6056 jovyan users 167936 May 20 16:30 train\n",
"-rw-rw-r-- 1 jovyan users 1266705 May 19 23:03 train_image_level.csv\n",
"-rw-rw-r-- 1 jovyan users 163548 May 19 23:03 train_study_level.csv\n"
]
}
],
"source": [
"# list folder content\n",
"! ls /home/jovyan/work/siim-covid19-detection -l"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prepare environment"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"! pip install -qU https://github.com/Borda/kaggle_COVID-detection/archive/main.zip\n",
"! pip list | grep torch\n",
"! pip list | grep lightning\n",
"! pip list | grep dicom\n",
"! pip list | grep jpeg\n",
"! nvidia-smi\n",
"\n",
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"import pydicom # , pylibjpeg, openjpeg, libjpeg\n",
"print(getattr(pydicom.config, \"gdcm_handler\").is_available())\n",
"print(getattr(pydicom.config, \"pylibjpeg_handler\").is_available())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data exploration\n",
"\n",
"Checking what data do we have available and what is the labels distribution...\n",
"\n",
"- load and show raw tables\n",
"- enrich tables with counts\n",
"- merge tables together\n",
"- show simple stats"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Overview & Annotations\n",
"\n",
"Starting with checking what is the provided tables..."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import os\n",
"import glob\n",
"import json\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import torch\n",
"\n",
"BASE_PATH = '/home/jovyan/work/siim-covid19-detection'\n",
"LABELS = (\"Negative for Pneumonia\", \"Typical Appearance\", \"Indeterminate Appearance\", \"Atypical Appearance\")\n",
"LABELS_SHORT = (\"negative\", \"typical\", \"indeterminate\", \"atypical\")\n",
"pd.set_option('display.max_columns', None)\n",
"pd.set_option('display.max_rows', None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**train_image_level.csv** - the train image-level metadata, with one row for each image, including both correct labels and any bounding boxes in a dictionary format. Some images in both test and train have multiple bounding boxes.\n",
"\n",
"- `id` - unique image identifier\n",
"- `boxes` - bounding boxes in easily-readable dictionary format\n",
"- `label` - the correct prediction label for the provided bounding boxes"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"max images shall be one and is: 1\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" boxes | \n",
" label | \n",
" StudyInstanceUID | \n",
" name | \n",
" #boxes | \n",
" path | \n",
"
\n",
" \n",
" id | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 65761e66de9f_image | \n",
" [{'x': 720.65215, 'y': 636.51048, 'width': 332... | \n",
" opacity 1 720.65215 636.51048 1052.84563 1284.... | \n",
" 00086460a852 | \n",
" 65761e66de9f | \n",
" 2 | \n",
" train/00086460a852/9e8302230c91/65761e66de9f.dcm | \n",
"
\n",
" \n",
" 51759b5579bc_image | \n",
" None | \n",
" none 1 0 0 1 1 | \n",
" 000c9c05fd14 | \n",
" 51759b5579bc | \n",
" 0 | \n",
" train/000c9c05fd14/e555410bd2cd/51759b5579bc.dcm | \n",
"
\n",
" \n",
" f6293b1c49e2_image | \n",
" None | \n",
" none 1 0 0 1 1 | \n",
" 00292f8c37bd | \n",
" f6293b1c49e2 | \n",
" 0 | \n",
" train/00292f8c37bd/73120b4a13cb/f6293b1c49e2.dcm | \n",
"
\n",
" \n",
" 3019399c31f4_image | \n",
" None | \n",
" none 1 0 0 1 1 | \n",
" 005057b3f880 | \n",
" 3019399c31f4 | \n",
" 0 | \n",
" train/005057b3f880/e34afce999c5/3019399c31f4.dcm | \n",
"
\n",
" \n",
" bb4b1da810f3_image | \n",
" [{'x': 812.54698, 'y': 1376.41291, 'width': 62... | \n",
" opacity 1 812.54698 1376.41291 1435.14793 1806... | \n",
" 0051d9b12e72 | \n",
" bb4b1da810f3 | \n",
" 2 | \n",
" train/0051d9b12e72/152f6ec68d86/bb4b1da810f3.dcm | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" boxes \\\n",
"id \n",
"65761e66de9f_image [{'x': 720.65215, 'y': 636.51048, 'width': 332... \n",
"51759b5579bc_image None \n",
"f6293b1c49e2_image None \n",
"3019399c31f4_image None \n",
"bb4b1da810f3_image [{'x': 812.54698, 'y': 1376.41291, 'width': 62... \n",
"\n",
" label \\\n",
"id \n",
"65761e66de9f_image opacity 1 720.65215 636.51048 1052.84563 1284.... \n",
"51759b5579bc_image none 1 0 0 1 1 \n",
"f6293b1c49e2_image none 1 0 0 1 1 \n",
"3019399c31f4_image none 1 0 0 1 1 \n",
"bb4b1da810f3_image opacity 1 812.54698 1376.41291 1435.14793 1806... \n",
"\n",
" StudyInstanceUID name #boxes \\\n",
"id \n",
"65761e66de9f_image 00086460a852 65761e66de9f 2 \n",
"51759b5579bc_image 000c9c05fd14 51759b5579bc 0 \n",
"f6293b1c49e2_image 00292f8c37bd f6293b1c49e2 0 \n",
"3019399c31f4_image 005057b3f880 3019399c31f4 0 \n",
"bb4b1da810f3_image 0051d9b12e72 bb4b1da810f3 2 \n",
"\n",
" path \n",
"id \n",
"65761e66de9f_image train/00086460a852/9e8302230c91/65761e66de9f.dcm \n",
"51759b5579bc_image train/000c9c05fd14/e555410bd2cd/51759b5579bc.dcm \n",
"f6293b1c49e2_image train/00292f8c37bd/73120b4a13cb/f6293b1c49e2.dcm \n",
"3019399c31f4_image train/005057b3f880/e34afce999c5/3019399c31f4.dcm \n",
"bb4b1da810f3_image train/0051d9b12e72/152f6ec68d86/bb4b1da810f3.dcm "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"6334\n"
]
}
],
"source": [
"path_csv_image = os.path.join(BASE_PATH, 'train_image_level.csv')\n",
"train_images = pd.read_csv(path_csv_image, index_col=\"id\").sort_values(\"StudyInstanceUID\")\n",
"train_images[\"name\"] = [v.split('_')[0] for v in train_images.index]\n",
"train_images[\"boxes\"] = train_images[\"boxes\"].apply(lambda v: eval(v) if not isinstance(v, float) else None)\n",
"train_images[\"#boxes\"] = train_images[\"boxes\"].apply(lambda v: len(v) if v else 0)\n",
"\n",
"imgs_paths = [glob.glob(os.path.join(BASE_PATH, 'train', row['StudyInstanceUID'], '*', f\"{row['name']}.*\")) for _, row in train_images.iterrows()]\n",
"print(f\"max images shall be one and is: {max([len(p) for p in imgs_paths])}\")\n",
"train_images[\"path\"] = [os.path.sep.join(p[0].split(os.path.sep)[-4:]) for p in imgs_paths]\n",
"\n",
"display(train_images.head())\n",
"print(len(train_images))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_images[\"label_\"] = train_images[\"label\"].apply(lambda lb: lb.split()[::6])\n",
"train_images[\"label__\"] = train_images[\"label_\"].apply(lambda lb: set(lb))\n",
"ax = train_images[\"label__\"].value_counts().plot.pie(ylabel=\"\", autopct=\"%.1f%%\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'none 1 0 0 1 1'}\n"
]
}
],
"source": [
"labels_none = [lb for lb in train_images[\"label\"] if lb.startswith(\"none\")]\n",
"print(set(labels_none))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{('1',), ('1', '1', '1'), ('1', '1', '1', '1', '1', '1', '1', '1'), ('1', '1', '1', '1'), ('1', '1', '1', '1', '1'), ('1', '1')}\n"
]
}
],
"source": [
"labels_1 = [tuple(lb.split()[1::6]) for lb in train_images[\"label\"]]\n",
"print(set(labels_1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**train_study_level.csv** - the train study-level metadata, with one row for each study, including correct labels.\n",
"\n",
"- `id` - unique study identifier\n",
"- `Negative for Pneumonia` - 1 if the study is negative for pneumonia, 0 otherwise\n",
"- `Typical Appearance` - 1 if the study has this appearance, 0 otherwise\n",
"- `Indeterminate Appearance` - 1 if the study has this appearance, 0 otherwise\n",
"- `Atypical Appearance` - if the study has this appearance, 0 otherwise\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Negative for Pneumonia | \n",
" Typical Appearance | \n",
" Indeterminate Appearance | \n",
" Atypical Appearance | \n",
" id_ | \n",
" class | \n",
"
\n",
" \n",
" id | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 00086460a852_study | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 00086460a852 | \n",
" 1 | \n",
"
\n",
" \n",
" 000c9c05fd14_study | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 000c9c05fd14 | \n",
" 3 | \n",
"
\n",
" \n",
" 00292f8c37bd_study | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 00292f8c37bd | \n",
" 0 | \n",
"
\n",
" \n",
" 005057b3f880_study | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 005057b3f880 | \n",
" 0 | \n",
"
\n",
" \n",
" 0051d9b12e72_study | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0051d9b12e72 | \n",
" 3 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Negative for Pneumonia Typical Appearance \\\n",
"id \n",
"00086460a852_study 0 1 \n",
"000c9c05fd14_study 0 0 \n",
"00292f8c37bd_study 1 0 \n",
"005057b3f880_study 1 0 \n",
"0051d9b12e72_study 0 0 \n",
"\n",
" Indeterminate Appearance Atypical Appearance \\\n",
"id \n",
"00086460a852_study 0 0 \n",
"000c9c05fd14_study 0 1 \n",
"00292f8c37bd_study 0 0 \n",
"005057b3f880_study 0 0 \n",
"0051d9b12e72_study 0 1 \n",
"\n",
" id_ class \n",
"id \n",
"00086460a852_study 00086460a852 1 \n",
"000c9c05fd14_study 000c9c05fd14 3 \n",
"00292f8c37bd_study 00292f8c37bd 0 \n",
"005057b3f880_study 005057b3f880 0 \n",
"0051d9b12e72_study 0051d9b12e72 3 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"6054\n"
]
}
],
"source": [
"path_csv_study = os.path.join(BASE_PATH, 'train_study_level.csv')\n",
"train_study = pd.read_csv(path_csv_study, index_col=\"id\").sort_values(\"id\")\n",
"train_study[\"id_\"] = [v.split('_')[0] for v in train_study.index]\n",
"train_study[\"class\"] = [np.argmax(row.values) for _, row in train_study[list(LABELS)].iterrows()]\n",
"display(train_study.head())\n",
"print(len(train_study))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From previous we ca see nb images is larger nb studies..."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{0: 0, 1: 5822, 2: 207, 3: 15, 4: 4, 5: 3, 6: 1, 7: 1, 8: 0, 9: 1}"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"counts = train_images[\"StudyInstanceUID\"].value_counts()\n",
"display(dict(enumerate(np.bincount(counts))))\n",
"ax = counts.hist(bins=2*max(counts))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"See sanity chek that sumof labels is equls to nb samples and show case/label distibution"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Missed: 0\n",
"6054 == 6054\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAADnCAYAAAA0GtA8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAx0UlEQVR4nO3deXhU5fXA8e+ZSUggwLDvy1BQwJVVRK3i2ipWXCvWaqy21lalFbVNf7V11FrpYqutVlutS6t1q0utqbvijjswKgEEIruyDiRAlpnz++PeyCRkn5ncWc7neXgyueu5Q2bOfZf7vqKqGGOMMe3l8zoAY4wxmc0SiTHGmIRYIjHGGJMQSyTGGGMSYonEGGNMQiyRGGOMSYglEmOMMQmxRGKMMSYhlkiMMcYkxBKJMcaYhFgiMcYYkxBLJMYYYxJiicQYY0xCLJEYY4xJiCUSY4wxCbFEYowxJiGWSIwxxiTEEokxxpiEWCIxxhiTEEskxhhjEmKJxBhjTEIskRhjjEmIJRJjjDEJsURijDEmIZZIjDHGJMQSiTHGmIRYIjHGGJOQPK8DMKajBEtKuwJ7A3sBfYEA0KPBz/jXfqAS2A5UNPFzK/ApsAhYWj5nek3HXI0x6UNU1esYjEmuUKAQ2A84EDhw7133jq4mf19gcIrPXAssx0kqi4Cyup/lc6ZvS/G5jfGMJRKT+UKBTsChwLHAMcAEnNIEANOrrl/2sY4Y6VF0dT4BXgbmAnPL50zf6G04xiSPJRKTeUIBAQ7ASRrHAl8FujS1+TU157x1d/T4qR0UXWsosBD4H1AKzCufMz3qbUjGtJ8lEpM5QoHJQDFwOtC/tbs9HZ38yg9qLjsiZXElbjPwLPAgUGpJxWQaSyQmvYUCg4FzgHOBse05xMpY37cPr755SlLjSp21wD3AneVzpq/wOBZjWsUSiUk/oUAX4BSc0sfRJNhNvVrzVuxd9Y8RyQitAynwInAH8ET5nOnVHsdjTJMskZj0EQr0BC4FfgT0StZhVYmOqbqnpopOhck6ZgfbCPwDuKN8zvQyr4MxpiFLJMZ7oUB/YDbwA6BbKk5xStU1iz/UvUan4tgd7FHgKksoJp1YIjHeCQWGAT8BLgBSWlqYUzPzzdujJx2SynN0oCjwTyBUPmf6Z14HY4wNkWI6XijQn1DgDpwnwi8mxUkE4CBfWTY9ce4HzgOWBEtK/xQsKW11D7bWEhEVkRvjfr9CREIpOM//Nfj9zSQdd5aILBKR+9u5f1BEdorIfBH5RERuF5GM+L4UkZNEpKRDz2klEtNhQgE/cAlwDc4QJB1mrfZ655CqWw7qyHN2oErgT8Bvy+dM35qMA4rILmAdMFlVN4rIFUBXVQ0l4/hx56lQ1a7JPKZ73DLgeFVtVc83EclT1dq434PAU6q6n4jkAS8BN6nqY8mONRtkRIY1WSAU+CrwAXATHZxEAPoSGdTR5+xARcDPgOXBktKLgyWlkoRj1gJ/Ay5ruEJE+orIoyLyrvvv0Ljlz4vIByLyVxH5TET6uOueEJH3ReRjEbnQXTYH6Oze9d/vLqtwfz4kIifEnfMeETlNRPwi8jv3vAtF5PuNxHc78BXgSRG5TER6uedfKCLzROQAd7uQiPxNRJ7D6czQKDfBvAmMEpHzROQxEXlGRJaKyG/jznuciLzlXv8jItLVXV4e9z5MEpG5cee/V0Sec7c5VUR+KyJh9/j57nZHi8iH7vK7RKQg7rjXuOcLi8gYd/l5InKL+/obIvK2u/8LIpL00itYIjGpFgoMIBT4J/AqztPonsgjOrgLuyq9On8H6QncArwYLCkNJuF4twJni0jDxH8z8EdVnQycBtzpLr8aeElVJwCPA8Pi9jlfVScCk4BZItJbVUuAnao6TlXPbnCOB4EzAUSkE0438P/htKdF3HNPBr4nIvW6dqvqRTjP4xypqn/EKQF/qKoHAP9H/aQxEZihqt9q6k0QkS7u+cPuonFubPsDZ4rIUDdRXAUc417/ezgdSFoyEpgOzADuA15W1f2BncB0ESnEea7oTHd5Hk6nlDob3fPdBlzRyPFfBw5W1fE47+lPWhFTm1kiMakTClwCLAa+7XUoIsgBvmW50jB9JLAwWFK6x916W6jqNpwv3VkNVh0D3CIi84Enge4i0g04DOfLClV9BtgSt88sEVkAzAOG4ozA3JyngaPcu+/jgVdVdSdwHHCue+63gd6tONZhOJ0TUNWXgN5xyfFJ97iNGeme5w2gVFWfdpe/qKoRVd2FM4bacOBgYB/gDXefYnd5S55W1RqcJOUHnnGXh4EgMBpYoapL3OX3AofH7V9X1fa+u31DQ4BnRSQMXAns24qY2syGkTfJFwr0wbmLmu5xJPVMkbLN81LzOUpH3YDbgyWlpwLfLZ8zfVU7j3MTTpXk3XHLfMDUhl/AItJolZqITMNJPlNVdYdbtdNsBwtV3eVu9zWcu/8H6g4HXKqqz7bhGhqLq65xuLlS6jJVHdfI8qq411Gc71EBnlfVsxrZvpbdN+0Nr7sKQFVjIlKjuxutY3HHbU5dLHVxNPRn4A+q+qT7/xBq4XjtYiUSk1yhwJHAAtIsiQBM8i3OxTGsjgPCwZLS89uzs6puBh7GqVKq8xxOpwkARGSc+/J14JvusuNwqtrAaRPb4iaRMTh373Vq6toCGvEg8B2cQTnrEsezwA/i2g/2FpGiFi7jVeBsd/tpONVByR7Wfx5wqIiMcs/TRUT2dteV41ShgVMV2BZlQLDuuDjDBb3Shv0DwBr3dXEbz91qlkhMcoQCeYQCvwJeANKyYXu0b1XSewdliADw92BJaWmwpLRvO/a/EegT9/ssYJLbeP0JcJG7/BrgOBH5AKc6ah3O5F/PAHkishC4DudLt87fgIXSeDfd53CqcV5Q1bohYu7EqU76QEQ+Av5KyzUrobp4gTmk4AtVVTfgdMl+wD3PPGCMu/oa4GYReQ2n5NCW4+7CSaaPuNVTMeD2Nhwi5O77Gs4ICSlh3X9N4kKB4cC/gLR+4C+qvnUjq+4b6HUcHlsJzCifM31+sg/stmdEVbVWRKYCtzVRNWSyjJVITGJCgaOBD0nzJALgl9jA7lREvI7DY8OAN4IlpWem6Njvuo3qfwK+l4JzmDRkJRLTfqHAt4G7gKbquNPOudU/Xfhq7EDPuiGnmV/jjNtlXwImIVYiMe0TCvwfTpfKjEkiAAf7FuV6iSTe/wH/CpaUFngdiMlslkhM24QCfkKB24DrvQ6lPSb5Ftvdd30zgeeCJaU9W9zSmCZYIjGt50w49Ri7e+lknJGyNiXD1Ge4w4E3gyWlw1rc0phGWCIxreNMOvUScJLXoSSiJxVDvY4hTY0BXgqWlOZ6rzbTDpZITMtCga444xxlyrznTfKJ9ulNJGX96TPcSOCFYElpnxa3NCaOJRLTvFCgAHiC+k8jZ7SJvqWrvY4hje2D02bS4SM0m8xlicQ0LRTIwxke42ivQ0mmg32fJHt4jGwzHng6WFLa0tAjxgCWSExTQgHBGXgxo9tEGjPet9TrEDLBVODJYElpymevNJnPEolpyq24A91lm6/Ieuvq2jpHAY8ES0oz6lkh0/EskZg9hQLXUn/ynKzSnUrr5tp6J9LM7IHGgCUS01AocAbwC6/DSCURAoPYuN7rODLIzGBJaWOz7xkDWCIx8UKBA6g/gVHWmuBbuqblrUycG4IlpYd5HYRJT5ZIjMN54PAJICd66hzs+6TC6xgyTB7wULCktJ/XgZj0Y4nE1PXQuhcY4XUoHWW871O/1zFkoEE4gzza94apx/4gDMDlwDe8DqIjDZMvrOdW+xxNiub9NpnLEkmuCwWmAjd4HUZH68rO4WCT8bTTVcGS0q97HYRJH5ZIclkoUIjTtbOlOa+zjghdh8vn1uDePgLcFywptQEwDWCJJNddDYzyOgivTPYtXud1DBmsNznSw8+0zBJJrgoFDgRy+tmAKbJoh9cxZLijUzT3u8kwlkhyUSjgB+4kB6u04h3gW57T158kfwiWlHb1OgjjLUskuWkWMMnrILw2VDbYvBuJG4T14sp5otZxJbeEAkHgI3LkwcPmqLJrZNV9nWL47IYqMbXA+PI50z/yOhDjDSva556/YEkEABEKR8ma8iU6NJjqc9Vu28DG0j8QrdiCiI+u475G90kz2PCf31Cz2ZlnK7arEl9hEYO+8+d6+9ZsWs2GJ3+z+1hb19PjsG/TffIMtsy9m53L36dTvxH0OfFyACo+eonYru10nzQj1ZdVJw9ntOgjOuqEJr1YIsklocDRwPFeh5FOJvkWr18STX0iween55EXUDBgFLGqHay798cUBsfTd8ZPv9xk80t34ivYM8fn9x7yZXLRWJTVfymmy95TiVVVUrVmEYPOv4UN//0d1RvKyesxkMqPXqDfGdem/JIaODxYUnpO+Zzp/+zoExvvWZE+t1zndQDpZopvUVVHnCevay8KBjg9rX0FXcjvPZTo9k1frldVdpS9TtHYw5s9zq7PFpDfYyB5gX6AoNFaVBWtrUZ8fra98xjdJp6E+D25R/ydTdGbmyyR5IpQYDrOrHcmzv6yolNHn7M28jnVny+nYNDoL5dVrf4Yf1EP8nsNbnbfykWv0sVNNr6CLnQZfQjr7plFXqA/UlBE9boldNnr4JTG34z+wM+8OrnxjjW25wJnUMb3gAleh5Judmn+p2Oq7u2whzJj1Tv5/F8lBKaeSZfRh3y5fNOzt5LfcyDdDzq1yX01WsPqW4sZdMGt+Iv2HCps09N/otuE6VSt/5RdKz4kv1+QHofMTMl1NKMCGF4+Z/rmjj6x8Y6VSHLDqVgSaVQBNcPzqK3piHNptJYNj/+aon2m1UsiGouyY8lbdBnTfLXWzuXv06n/yEaTSPXnywDI6zmYyo9eou/JJdRs+IyazR0+CkxX4McdfVLjLUsk2S4U8AHXeB1GuhIhf7Ss+izV51FVNj19M/m9h9L9oFPqrdtVPp/83kPI6978Yy2Vn7zSZBvK1tfuI3DY2RCrBY05C8WH1nZIE1BDlwZLSrt7cWLjDUsk2W8msK/XQaSzKb6yDak+R9WaT6j8+GV2rVzI2rsvZe3dl7Jz2buA0+7RMEHUbt/E549c/eXvsZpd7CqfX68kU2fHkrfoNGAv8rr1xlfYlYJBY1j794tBoFO/r6T2whrXA7jYixMbb1gbSbYLBd4DJnodRjp7JjrplYtqZtszEMm1FgiWz5neIdWGxltWIslmocBELIm0aB/5rMDrGLLQIJzSsMkBlkiy2/e9DiATDJAtA7yOIUtd5nUApmNYIslWoUA34Cyvw8gE+dQOK6B6l9dxZKHxwZJSqzLMAZZIstfZOF0xTQtE8O0r5SnvuZWjzvU6AJN6lkiyl1VrtcEU36KNXseQpU4JlpTmex2ESS1LJNkoFJgCjPM6jEwy2bfYehelRk/gWK+DMKlliSQ7ned1AJlmrG+lDa2fOjYdb5azRJKdvuF1AJmmD5GBXseQxWYES0qti3UWs0SSbUKBCUDzQ8iaPeQRHVzEzgqv48hSAeBrXgdhUscSSfax0kg7iCD7+5Zbz63U+abXAZjUsUSSfU70OoBMdbBv0RavY8hiJwVLSgu9DsKkhiWSbBIKDMSGRGm3ybI46nUMWawbNs1z1rJEkl1OBMTrIDLVXr7V9gBnak3zOgCTGpZIsotVayWgN9utk0JqeTYHsEktSyTZwplO18Y1SoBfYgO6UxHxOo4sNt7aSbKTJZLsMQqnm6VJwHjfpyu9jiGL5WNTPmclSyTZwxrZk+Bg36KtXseQ5aZ6HYBJPksk2WOS1wFkg4m+JTGvY8hylkiykCWS7GGJJAlGyVqrHkwta3DPQpZIsoHT0D7e6zCyQQ8qhngdQ5YbHCwpHep1ECa5LJFkh72B7l4HkQ18on36sNXmJkktK5VkGUsk2cEa2pNogm/pKq9jyHJjvQ7AJJclkuwwyusAssnBvkXbvY4hy1n1YZaxRJId7IOZRBN8S22YmdSyv9csY4kkO9jQHkk0QtZZz63UskSSZSyRZAdLJEnUnR3DvY4hy1kiyTKWSLKDfTCTSITAIDau8zqOLNYzWFLaxesgTPJYIsl0oUAh0NvrMLLNRN+StV7HkOXs5ieLWCLJfFatlQIH+z6x+dtTyxJJFrFEkvkGeR1ANhrnW+b3OoYsZ4kki1giyXzdvA4gGw2Xz3t5HUOW6+91ACZ5LJFkPrtzToEidg0HVa/jyGKdvA7AJI8lksyX53UA2UiEoqCsX+N1HFnM/m6ziCWSzGclkhSZ7FtsXYBTJ9/rAEzyWCLJfHZnlyJTfGWVXseQxezvNovYf2bmS8n/YTSmTLqjksHdfDz1rS6c+e8dLN7oTB64dZfSo1CYf1HXevusisQ494mdrK9QfAIXTsjnRwcXAPDT53fx9Ke1jBvg5x+ndAbgnwuq2bxTv9wm3WwuWhi9+o2fPX/Q0toDQO0OOomq/fk1zJnudRgmSSyRZL6UVG3d/HY1Y/v42Fbl/P7Q6bsfRL782V0ECvcc1zDPBzceV8iEgX62VykT/1bJsSPzGNzNx5uroyz8QVfOfmwH4c+jjOrl454FNTxzdvo+4Px5keQ9fLoeMXCTb+WVj0Y/HbyJQwRsQMckKIzW2PuYRaxqK/MlPZGs3hajdGkt352wZ8caVeXhT2o4a78970EGdvMxYaATTrcCYWxfH2u2OaWT6qiiquysgXw//O7NamYd1Il8f/p+n0TdnLGutwybfWHeoVed61+ypYj3PQ4rW1R7HYBJHkskma8q2Qf88TO7+O0xhfga+Y5/bWWU/kXCXr2bz1/lW2N8uC7KlCF+uhUIp43NZ/xfKxnRw0egQHh3bZQZY9K7tija4PqXDpbR35+VN/F3p/o+3NGJj72JKmvUeB2ASZ5mE4mI9BaR+e6/9SKyJu73VvUDF5GTRKSkPcGJSLmI9Gli3XgRURH5WnuOnUW2JPNgTy2poV+RMHFQ44nigXANZ+3XfAKoqFZOe3gHN329kO4FzrfxTw4tYP5FXbnxa4X84uUqrp1WwJ0fVPPNR3bwq1eTnguTIgqNPkfy7mjf+PMuz9v3zuN882r8rOjouLKEJZIs0mwiUdVNqjpOVccBtwN/rPtdVVtVNFXVJ1V1ThJibegs4HX3pydEJB3amLYm82BvrIzy5OJagjdtZ+a/d/LSilq+/dhOAGpjymNltZzZTCKpiTpJ5Oz98zl17J7bfbguCsDevX38Y0END5/RhY++iLJ0UzSZl5EUUZFm692em+g7+Jwr/EMfnyqvRYX1HRVXltjpdQAmedpatdVZRFaISD6AiHR3Sw35IjJXRG4SkTdF5CMROcjd5jwRucV93V9EHheRBe6/Q9zlT4jI+yLysYhc2FIQ4nzATwfOA44TkUJ3eVBEykTkXhFZKCL/FpEu7rpyEfmNiLzj/hvlLu8rIo+KyLvuv0Pd5Qe51/Kh+3N03PU8IiL/BZ4Tka4i8qKIfCAiYRGZERfLIhG5w72u50Sks7tulIi84L4HH4jISHf5lW4MC0Xkmlb+nyS1RHLDMYWsnt2N8h9348HTO3PUiDzuO9XpZfXC8ihj+vgY0r3xPxtV5YIndzG2j5/ZUxvvifWLl6u49sgCamIQde/3fQI70vD+NNZEiaTeNj7Je2Ca/6vFl/sDc/eXuQqRjogtC6zyOgCTPG1NJDuBuUBdv72ZwKOqWvc1UKSqhwA/BO5qZP8/Aa+o6oHABPiynvl8VZ0ITAJmiUhLw6IfCqxQ1WVuPCfErRsN/E1VDwC2ubHU2aaqBwG3ADe5y27GKWlNBk4D7nSXlwGHq+p44JfAr+OOMxUoVtWjgF3AKao6ATgSuFF238nuBdyqqvvilBxOc5ff7y4/EDgEWCcix7nbHwSMAyaKyOEtvA8AG1qxTVI8+NGe1Vprt8c44f4dALyxKso/F9bw0opaxt1ewbjbK/jf0t0Z4omyGiYP8jOom48ehcLUIX72v60CEThwQPo9V9lSiSRedb50/suJ/mkX/Mgfmz9C5qrzd2GaVu51ACZ5RFs5nJCIhIAK4C3gJ6o6Q0TeAr6nqh+JyFzgWlV9yd1+JXAAcDIwSVUvEZENwBBVrWrk2Ke4vwaBr6nqPBEpd/fd2GD7W4H5qnqHiJwEnKOqZ4hIEHhVVYe52x0FzFLVk91jHaWqy90S1XpV7S0iXwDxc0/0BcYAPXAS3144d6b5qjpGRM4DjlDV77jnyAf+CBwOxHAS2QigEHheVfdyt/spztO8NwOLVLXe6Kci8nucUtZWd1FX4AZV/XsT/yWOUEBwGtzTu+U6A/2oX5+5LxV1mdaefftEdN0Vj0Y/HfE5h4iNPtCYwNiyRdu8DsIkR5vr+FX1Dbfa5gjAr6ofxa9uuHlLxxORacAxwFRV3eEmpMJmtvfj3NmfJCI/x+nX31tE6kbBbS6Gxl773HPXq7MVkT8DL6vqKW6Cmhu3Ov6J57Nxks9EVa1xE1Zd/PEJMwp0punnEAQncfy1ifWNC0WUUOALbF6SpItK+58Z2RiQgSXn5w0MrtdlVzwW3dgvwpRkxraiuorZa3ff/6yuqeHS3n04t9fuQYu3R6P8dN1a1tXWUqvKd3r14tRADzbX1jJr7Rq2RaPM6tOXY7o5H52L16zm6v796ZeX8nuSrZZEskt7u//+A3gAuLvB8jMBROQwIKKqDeuLXwR+4G7jF5HuQADY4iaRMcDBLZz7GGCBqg5V1aCqDgcexSn5AAwTkanu67oG+XrxuT/fcl8/B1xSt4GIjHNfBoC6QfvOayaeAPCFm0SOBJqd71tVtwGrReRk93wFbjvOs8D5ItLVXT5YRPo1d6w4NiZUCsSQhEf/LR8gIy/5Yd6U62b6wtsLWZCMuABGdCrg8eAIHg+O4N/DgxSKcHS3+jMK/GvrFkYWONvdO3QYv/3iC6pVKd2+jRndAzwwfDh3b94MwMsV29mnoLAjkghYtVbWaW8iuR/oiZNM4m0RkTdxenhd0Mh+PwKOFJEw8D6wL/AMkCciC4HrgHktnPss4PEGyx4FvuW+XgQUu8frBdwWt12BiLztxnGZu2wWMMlt4P4EuMhd/lvgBhF5g+arJu53938Pp3RS1kL8AOfgtAUtBN4EBqjqc8C/gLfc9+fftH6ukeWt3M60QTSJT7GHR/j2v+CyvANvOdH3blUeS5N1XIB5O3YwLL8Tg/PrJwFBqIzFUFV2xGIE/H7ygHyEXRqjOqaIQK0q/9iyhfPjSjMpVt5RJzIdo9VtJPV2EjkdmKGq58QtmwtcoarvJS+8NscVBJ5S1f0aWVdOI+0tWSEU+AVwrddhZJvvDuj3ytudC49I9nFFNTbjLX3rzNdiw/2xxGcK/Pm6dexTWMjZPXvWW14Zi3Lx6jUsr66iMhbjD4MGc0TXrmyPRrly3Vo21UaZ3bcvn1ZX0c3n5+RAINFQWuvmsWWLftxRJzOp1+Y2Erft4Hjq95Qy3gp7HUA2iqXouCrie+IQOfSpKVJ97guxV4/7QPf1QUs9FRtVrcrLlRVc1rfvHuter6xkTGEBdw8dysqaGr67ehUTO3emm9/P7UOGAhCJRvn75k3cPHgIv1y/jm3RGOf16sW4zp0Tu8jmlafy4KbjtblqS1UvVdVRqrqkwfJpXpZG3BjKGyuNuOuCWVkacVgiSYFEGttbo9Yvne76mv/w71zmz397b5mr9TtxtMprFRXsU1BAn7w97wkfj0Q4pms3RIThnToxJD+f5dX1nyO+bdNGvt+7D//bto19Cgv51YAB3LQh5T3Ky1N9AtOxbKyt7LAc2OF1ENkm1kED/e4slO43nuaf9v1L/TvKhvCqtmH4kP9t38YJ3bs3um5gXj7zdji5aWNtLSuqqxka145SXl3NF7W1TO7ShV0aw4cgAlWaqrLYlz5L9QlMx7JEkg1CEQUbRDDZktnY3hpbu0rfX56Td/hlF/rXrunFm9pC9/mdsRhvVlZybNfdfTIe3LqFB7c6gx38oE9v5u/cyYwVKzh/1Upm9+lLz7iSy80bNzCrj1MldkK37jwRiTDzs8/4Tmob3WtoXYcUk0Ha1dhu0lAocBfwHa/DyCYzB/V/7eOCgq96df7Rq3TR7MejO3pWMtGrGFLg3bFliw7yOgiTXFYiyR7WTpJkMVo/REoqLB4qY78/K2/ijaf4PtjZiU+8jCWJ3vA6AJN8lkiyx1stb2LaIuUtBa309hjfhOLZ/rF3Het7q8aX8Q3VrUokInKKONNEjIlbNk5E2t1bVEQmicif2rnvXBGZ1MS6viJSIyLfb29smc4SSfZ4lyQPKZ/rYinutdUmIvLMJN/Uc670D3niYHk1JnzudUjt1NoSSd2oFDPjlo0jgccOVPU9VZ3V3v2bcQbOg9ReTmnh6XhulkiyRSgSBV7yOoxs0lG9ttoi5pO8fx3pP/zcy/3dXt0344atXza2bFGLw/m4wwQdijM6xkx3WSech27PFGdivTNFZKmI9HXX+0TkUxHpIyL3iMjtIvKaiCwRkRPdbaaJyFN15xCRu92pHxaKyGnu8ttE5D136ofWTuVwFnA5MEREvhzzTkQqRORGd6qIF+NibWrKjSIRucudSuJDqT8lxWvucT6Q3dNvTBORl0XkX7hV29LElBxuLNeLM3XFPBHp7y5vamqPb4sz3cZ8EflrS4nKEkl2ec7rALJJR/faaovqfOlyy0nOsPULgvKKpmDK5RR4vpXbnQw84z6rtllEJrgT6f0SeMidWO8h4D6cYYlg9xh8dc+KBYEjcKa8uF3cOYvi/AJnPMD93Skn6m7Cfq6qk3BGLj9CRA5oLlARGYozxNE7wMPsHs8PoAj4wJ1i4hXg6vh1jUy58XPgJXdKiyOB34lIEfAFcKx7nDNxRiWvc5Ab8z7u701NyVEEzHOnrngV+J67fI+pPURkrHueQ91JDaPsfp8bZYkku1giSSJNp6qtJlR0kZ7Xn+U/4pIf+Det6M/r6nzo01Vr/z7PAh50Xz9I01VGdwHnuq/Pp/4gsg+rakxVl+I8ZzWmwb7HALfW/aKqdRPEfVNEPgA+xBkLcB+aNxMngTQWawx4yH19H3BY3LoH3PO+CnQXkR7AcUCJiMzHGW28EBiGM0XEHe4YfI80iOkdVY2f7nmWiCzAqWobijMNBkA18JT7+n2cRAtwFO54hKoadQfaPRqYCLzrxnI08JXm3oR0mCrWJEsosoJQYBkw0utQskEsjUskDW3oIYN+en7eoOB6XXblo9FNfbeRbl1sa2lF1at7B30UsJ+IKM6AqSoiP2m4raquEpHPxZl3aAr175pbmtJCGi4TkRHAFcBkVd0iIvfQzJQWrrOA/iJSd+5BIrKXm8D2CLmF+AQ4TVUXN4grBHwOHIhz8x8/aVpl3HbTaHpKjhrd/axHlOa/+wW4V1V/1sw29ViJJPtYqSRJ0rGNpCXlA2TkxRfnHXT9N30LKwpZ6HU8cd4ZW7aoNe05pwP/UNXh7rBGQ4EVOHfz29lzROw7ce72H1bV+NLYGW67yUicu+nFDfZrOH1ET6A7zhdzxG1DOL65QMWZfrtIVQe7sQaBG9jdQcDnXg84o5PvMaWF1J9y41ngUhGn27mIjHe3DQDrVDWGM3J4U+0VbZ2SAxqf2uNF4HRxp7EQkV4i0uz0GJZIso8lkiSJSeZ+PhaM9B1w/mV5B/xluu+dZA9b306lrdyuuWkiXgb2qWtsd9c9iTObaMO5kRbjtEs8DVykqg2nPv4V0NNt7F4AHKmqC3CqtD7GqTZrqYdZU7HWVW9VAvuKyPs4paz4Ebobm3LjOpxqrIUi8pH7O8BfcKbGmAfsTdNjsrV1Sg5oZGoPVf0EuAp4zj3W88DA5g5iT7Znm1CgEGeiqx4eR5Lxjhk66J3P8/LSrYqozUQ1dsqb+tYZr8WCfvVkJs0YMHxs2aLVyT6wOM92/FFVvxq37B6c6ST+nezztYWIVKhq10aWz8XjKTeSLWPvuEwTQpFd7G7gMwnQLPl8qIjvsUN9h55zhb/Ps+PllRhs7uAQnk1REinBKQG0ui7fpIaVSLJRKHAw9qR7wo4cOvi9jXn+Rp9mzmSdd+m2i0tjH0xeopPF6RaaaqePLVv0aAecx3gkK+64TAOhyDz2bFw0baQZ3EbSnJ2F0v33p/mnXXSJv3LxYF5Vp0dVqmzAaccwWSwrPygGgHu9DiDTZVL33/bY0k36/eLcvMNnf8+/Zm0rhq1vp3+OLVvU6vlVTGayRJK9/kH6jDuYkbKljaQla/rI8B9/P++Qq7/tL9vahQ+SfPi/J/l4Jg3lxAclJ4Uia4AXvA4jk+VaFi4bKmMv/FHehD+c7PtgZz6LknDIeWPLFmXL8PemGZZIstvtXgeQyRTJyc/HvLG+CcWX+8fcfYzvrVpfQtPi3tXyJiYb5OQHJYc8AVkzIVKHy4SxtlJGRJ6e7Jv67Sv9g/8zRV6LCV+08QiV7B4vy2Q5SyTZzJnL/Qavw8hUudJG0pyYT/LuP8r/1eLZ/qLXnGHrt7Vy1/vHli3antLgTNrI+Q9KDngAWOZ1EJlIs7zXVltUdZKiP5/kn/bdH/lrw8NbHLa+Gvh1R8VmvGeJJNs5E179xuswMlHMPh972N5Fel33Lf8Rl/7Av/GzfryujfdJuGts2aJE2lZMhrEPSm64F1jldRCZxqq2mvZFDxl85QV5h/3sPP+yjd15J25VFXC9V3EZb9gQKbkiFLiU+jOrmRZMGj7k0yqfb5TXcWSCcctiC3/0n5gUVTF3bNmiVMyLbtKYJZJcEQp0BpaCJ6O/ZqSJwaHLq0WanRku3uq/r2b7/O3kdc9jr+udielW/mUl1euqAYjuiOLv4mfUdfVzU6w6xoobVqC1ikaV7pO70/+U/gCsf3g92xdup/Owzgy5cAgAW97YQrQySp/j+iTlOpOoYtKS2Mi7r/+4rT28TIazGRJzRSiyk1DgcqxLZqu1tbG952E96X10b1bfsXug22E/HPbl63UPrMPfZc85iSRfCP40iL/Qj9Yqy3+9nG77d6NgUAE7Pt3BXr/ai1W3r2LXql106t+Jra9vJXh5sP0Xljq/tySSm6wOOJeEIg/hzH5mWkGbnomuUUWji/AXNb6LqhJ5N0JgSmCPdSKCv9DZT6NOqQQBBKeUoorWKOIXNj69kd7H9kby0q5D2Trg914HYbxhJZLccwmwEGcmNtO8pH1b71iyg7zueRQMKGh0vcaUZVcvo/qLanod3YsuI7sA0H1Sd5b9chlF+xTh6+Jj5/Kd9JvRL1lhJdNl4eJwUzP3mSxniSTXhCJlhAJ/BH7idSjpLpm9tiLzIvSY0qPJ9eITRl03imhllJV/Xsmu1bsoHFJI3xP60veEvgCsuWsN/U7tx+ZXNlPxUQWFQwvpd1JaJJWnw8Vhm0wth1nVVm66Fkj6jHXZJlmJRKNK5P3Gq7Ua8hf5KRpTREW4ot7ynZ/tBKBgQAFb39jKsIuHUbW6iqr1zT0X2CF2AD/0OgjjLUskuSgUqQQu8zqMDJCUz0fFxxUUDCwgv1fjtYm122qJVkYBpwdXxScVdBrYqd42Xzz2Bf1O6YfWxj0C6HO291goXBwu9zoI4y2r2spVoci/CQX+C3zD61DSVVtLJKtuW0VlWSW1FbWUXVZGv5P70euIXkTe3rNaq2ZLDWvuXkNwdpDaSC2r71iNxpyppQIHBeg+rvuX2257fxudR3Qmv6eTiDqP6szSq5ZSOKSQzsM6J36h7bcA+KOXAZj0YM+R5LJQoA8wH3u2pFEHBIduUpHeXseRpnYCk8PF4Y+9DsR4z6q2clkoshE4G4h6HUqass9H02ZbEjF17IOS60KRV4BfeR1GOmrrcyQ55LFwcdgmTTNfskRiAK4DXvE6iDSUdk/9pYGVwHe9DsKkF0skpm6o+bOBjV6HkmasRFJfDXB2uDi8xetATHqxRGIcocga4DzAel/sZp+P+i4OF4df9zoIk37sg2J2C0VKsSfe41mJZLebw8XhO7wOwqQnSySmvlDk98DNXoeRJuzz4XgauNzrIEz6sg+Kacxs4BGvg/CciJVI4BNgZrg4bF3ETZMskZg9hSIx4BzgVa9D8YpaWxE40zOfEC4Ob/M6EJPeLJGYxoUiVcAMICcfOovuHtEqV60Hjg4Xhz/zOhCT/iyRmKaFIluB44E1HkfS4WK5/bT/RuCYcHF4qdeBmMxgicQ0LxRZBUzDeRAtZ8REcrVEshU4zoY/MW1hicS0LBT5FDgcWOZ1KB0lR0skm4Gvh4vDH3odiMkslkhM64Qin+Ekk0Veh9IRcrCNZDXw1XBx+G2vAzGZxxKJab1QZC3wVWCe16GkWkxyKpEsAg4JF4c/8ToQk5kskZi2CUU2AUcDpV6HkkoxcqaNZB5OSWSV14GYzGWJxLRdKLIDOBm4zeNIUiZH2kgex+mdtcnrQExms0Ri2icUqSUU+SFwLrDD63CSLZrdvbZiwM+B08LF4UqvgzGZz6baNYkLBfYHHgX28jqUZFnn968/btjgAV7HkQJbgG+Fi8PPeB2IyR5WIjGJC0XCwCTgMa9DSZYsbWxfCEyyJGKSzRKJSY5QZBuhyGnAlUCt1+EkKopkU1FdgT8DB4eLw8u9DsZkH6vaMskXChwK3AXs7XUo7VWel7fyG0MHDfM6jiRYBXwnXBx+0etATPayEolJvlDkDeAA4Fc407NmnKhkxei//wT2tyRiUs1KJCa1QoF9gb8Bh3gdSlssyc9fcdqQgSO8jqOdVgOzwsXhx70OxOQGK5GY1ApFPgYOA34IZMy8FtHMbGyvBW4ExloSMR3JSiSm44QCg4A/AmcA4nE0zfq4U6elMwcPyKTuzM8As8PF4ZwYC82kF0skpuOFAuOAa4CTPI6kSQsLOi05e9CATOgs8CFwVbg4/D+vAzG5y6q2TMcLReYTiswADsK5k047sfQf/XcBcAow0ZKI8ZolEuOdUORdQpHjgUOBtOpZVJu+z5GEgdOA8eHi8BPh4nCLcYpIRVtOICLTROSpFrYZJyIntOW4bYzhWhE5pp37tjs2EblMRHaJSKA9++cqSyTGe6HIm4Qix+AMUf8QUO1xROn2ZHsM+B9wAnBguDj8WGsSSIqNc+NpNRHJa+22qvpLVX2hrUG5xtHG2OKcBbyLU9rzRFvep3RhicSkj1DkdUKRmcAQ4CeAZ3OGp8mT7VtwemHtHS4OTw8Xh59OJIG4JY25IvJvESkTkftFRNx1X3eXvQ6cGrdPkYjcJSLvisiHIjJDRDoB1wJnish8ETmzse3c/c8TkUdE5L/Ac+7vT4jIf0VkhYhcIiKz3X3miUgvd797ROR093W5iFwjIh+ISFhExrjLDxKRN9193xSR0W2JrZH3ZyTQFbgKJ6HULT9PRP4jIs+IyGIRudpdHnTfs3tFZKH7vnZx100UkVdE5H0ReVZEBrrLv+fGsUBEHo3b/h4R+YOIvAz8prFri4vlMTeWpSLy27g4v+6+RwtE5MWm/v/a+/fTHEskJv2EIhsIRX4HjAaOwoNSiofdf6PA88D5wOBwcfiKcHE4mVMcjwd+DOwDfAU4VEQKgTuAb+CUCuMHq/w58JKqTgaOBH4H5AO/BB5S1XGq+lBj24lIkXuMqUCxqh7l/r4f8C2cNrLrgR2qOh54C2c06cZsVNUJOFMXXOEuKwMOd/f9JfBrVa1uY2zxzgIeAF4DRotIv7h1BwFn45R2zhCRSe7y0cDfVPUAnO7tPxSRfJwhaU5X1Yk4ozxc727/mKpOVtUDcSYUuyDuHHsDx6jq5Y1dW9x244Azgf1xEuZQEemL8394mnvsM9xtW3vtCcm4IpTJIaGIAi8DLxMK9AFOB07ESS6dU3nqDp6MJAa8DjwIPBouDn+RwnO9o6qrAURkPhAEKoAVqrrUXX4fcKG7/XHASSJS9+VdCDQ2dExz2z2vqpvjtn1ZVbcD20UkAvzXXR7GGRGhMXUDgr7P7hJTALhXRPbCGU8sv4l9m4qtYVfpmcApqhoTkcdwvoxvjbuGTQDuusOAJ4BVqvqGu819wCycDiT7Ac+7BT4/sM7dZj8R+RXQA6f082zc+R9R1bo/veau7UVVjbixfAIMB3oCr6rqCoC497u1154QSyQmM4QiG4HbgdsJBTrjzNJ4IjAdpyosqTpgPpItwEs4pY+nwsXhNSk+X52quNdRdn8HNFVlJjh3uYvrLRSZ0obtGs55Eh9DLO73GE1/J9VtEx/zdThJ6RQRCQJz23INDeI8AGcahLov/07AcnYnkobvjzazXICPVXVqI6e6BzhZVReIyHnAtLh18e9Tc9fW2P+hNBILtOLak8GqtkzmCUV2Eoo8RShyEaHIUJzqmqtwpv9d1/zOrRNt+ou1vSpxvgx+DkwB+oSLw6eHi8N/7cAk0pQyYITbRgBx7QM4d8yXinzZljLeXb4d6NaK7VIpANS9d+fFLW9PbGcBIVUNuv8GAYNFZLi7/lgR6SUinXFmB60rhQwTkalxx3gdWAz0rVsuIvkisq+7TTdgnVv9dXY7rq0pbwFHiMgI95y92nDtCbMSicl8och8YP7u3wMDgYkN/g1qyyETLJFE3HjeBz5wfy4JF4fTqSfYl1R1l4hcCJSKyEacL8P93NXXATcBC90vo3KckuDLQIlbPXZDM9ul0m9xqn9m45Tu6rQntpnA8Q2WPe4u/xznPfknMAr4l6q+55YUFgHFIvJXnM4ht6lqtTgdBf4kTjfiPPf8HwO/AN4GPsOpyutG45q6tkap6gb3//AxEfEBXwDHtvLaE2ZPtpvcEAr0w6lLHgQMbuTnQKAIp0pDSou6vF/Sr8/EuCPEcO50I3H/tgIrcT6cK+p+2hzo2cWtgpqkqpc0WB4EnlLV/RrbL5dYicTkhlDkC5y7tFZsG8gvimkeTiMpONVcO9Lg2Q1j0pKVSIwxxiTEGtuNMcYkxBKJMcaYhFgiMcYYkxBLJMYYYxJiicQYY0xCLJEYY4xJiCUSY4wxCbFEYowxJiGWSIwxxiTEEokxxpiEWCIxxhiTEEskxhhjEmKJxBhjTEIskRhjjEmIJRJjjDEJsURijDEmIZZIjDHGJMQSiTHGmIRYIjHGGJMQSyTGGGMSYonEGGNMQiyRGGOMSYglEmOMMQmxRGKMMSYhlkiMMcYkxBKJMcaYhFgiMcYYk5D/B/34SWiSoCePAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_study_ids = set(train_study[\"id_\"])\n",
"miss = [id_ for id_ in train_images[\"StudyInstanceUID\"] if id_ not in train_study_ids]\n",
"print(f\"Missed: {len(miss)}\")\n",
"print(f\"{len(train_study)} == {train_study[list(LABELS)].sum().sum()}\")\n",
"\n",
"ax = train_study[list(LABELS)].sum().plot.pie(ylabel=\"\", autopct=\"%.1f%%\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Fuse the two tables\n",
"\n",
"lets trasfer the labels to the images"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" boxes | \n",
" label | \n",
" StudyInstanceUID | \n",
" name | \n",
" #boxes | \n",
" path | \n",
" label_ | \n",
" label__ | \n",
" Negative for Pneumonia | \n",
" Typical Appearance | \n",
" Indeterminate Appearance | \n",
" Atypical Appearance | \n",
" id_ | \n",
" class | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" [{'x': 720.65215, 'y': 636.51048, 'width': 332... | \n",
" opacity 1 720.65215 636.51048 1052.84563 1284.... | \n",
" 00086460a852 | \n",
" 65761e66de9f | \n",
" 2 | \n",
" train/00086460a852/9e8302230c91/65761e66de9f.dcm | \n",
" [opacity, opacity] | \n",
" {opacity} | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 00086460a852 | \n",
" 1 | \n",
"
\n",
" \n",
" 1 | \n",
" None | \n",
" none 1 0 0 1 1 | \n",
" 000c9c05fd14 | \n",
" 51759b5579bc | \n",
" 0 | \n",
" train/000c9c05fd14/e555410bd2cd/51759b5579bc.dcm | \n",
" [none] | \n",
" {none} | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 000c9c05fd14 | \n",
" 3 | \n",
"
\n",
" \n",
" 2 | \n",
" None | \n",
" none 1 0 0 1 1 | \n",
" 00292f8c37bd | \n",
" f6293b1c49e2 | \n",
" 0 | \n",
" train/00292f8c37bd/73120b4a13cb/f6293b1c49e2.dcm | \n",
" [none] | \n",
" {none} | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 00292f8c37bd | \n",
" 0 | \n",
"
\n",
" \n",
" 3 | \n",
" None | \n",
" none 1 0 0 1 1 | \n",
" 005057b3f880 | \n",
" 3019399c31f4 | \n",
" 0 | \n",
" train/005057b3f880/e34afce999c5/3019399c31f4.dcm | \n",
" [none] | \n",
" {none} | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 005057b3f880 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" [{'x': 812.54698, 'y': 1376.41291, 'width': 62... | \n",
" opacity 1 812.54698 1376.41291 1435.14793 1806... | \n",
" 0051d9b12e72 | \n",
" bb4b1da810f3 | \n",
" 2 | \n",
" train/0051d9b12e72/152f6ec68d86/bb4b1da810f3.dcm | \n",
" [opacity, opacity] | \n",
" {opacity} | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0051d9b12e72 | \n",
" 3 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" boxes \\\n",
"0 [{'x': 720.65215, 'y': 636.51048, 'width': 332... \n",
"1 None \n",
"2 None \n",
"3 None \n",
"4 [{'x': 812.54698, 'y': 1376.41291, 'width': 62... \n",
"\n",
" label StudyInstanceUID \\\n",
"0 opacity 1 720.65215 636.51048 1052.84563 1284.... 00086460a852 \n",
"1 none 1 0 0 1 1 000c9c05fd14 \n",
"2 none 1 0 0 1 1 00292f8c37bd \n",
"3 none 1 0 0 1 1 005057b3f880 \n",
"4 opacity 1 812.54698 1376.41291 1435.14793 1806... 0051d9b12e72 \n",
"\n",
" name #boxes path \\\n",
"0 65761e66de9f 2 train/00086460a852/9e8302230c91/65761e66de9f.dcm \n",
"1 51759b5579bc 0 train/000c9c05fd14/e555410bd2cd/51759b5579bc.dcm \n",
"2 f6293b1c49e2 0 train/00292f8c37bd/73120b4a13cb/f6293b1c49e2.dcm \n",
"3 3019399c31f4 0 train/005057b3f880/e34afce999c5/3019399c31f4.dcm \n",
"4 bb4b1da810f3 2 train/0051d9b12e72/152f6ec68d86/bb4b1da810f3.dcm \n",
"\n",
" label_ label__ Negative for Pneumonia Typical Appearance \\\n",
"0 [opacity, opacity] {opacity} 0 1 \n",
"1 [none] {none} 0 0 \n",
"2 [none] {none} 1 0 \n",
"3 [none] {none} 1 0 \n",
"4 [opacity, opacity] {opacity} 0 0 \n",
"\n",
" Indeterminate Appearance Atypical Appearance id_ class \n",
"0 0 0 00086460a852 1 \n",
"1 0 1 000c9c05fd14 3 \n",
"2 0 0 00292f8c37bd 0 \n",
"3 0 0 005057b3f880 0 \n",
"4 0 1 0051d9b12e72 3 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_images = pd.merge(train_images, train_study, how=\"left\", left_on=\"StudyInstanceUID\", right_on=\"id_\")\n",
"display(train_images.head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prune duplicate\n",
"\n",
"comming from the discussion that cases without annottaion and there are multiple images per study, the ones without boxes are invalide"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6334 >> 6054\n"
]
}
],
"source": [
"train_images_clean = []\n",
"for uid, dfg in train_images.groupby(\"StudyInstanceUID\"):\n",
" if len(dfg) > 1:\n",
" dfg.sort_values(\"#boxes\", inplace=True, ascending=False)\n",
" train_images_clean.append(dict(dfg.iloc[0]))\n",
"\n",
"print(f\"{len(train_images)} >> {len(train_images_clean)}\")\n",
"train_images = pd.DataFrame(train_images_clean)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show proportion of classes hen no booundinx boxes are not provided"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axarr = plt.subplots(ncols=2, figsize=(7, 3))\n",
"\n",
"train_images_none = train_images[train_images[\"label\"].str.startswith(\"none\")]\n",
"axarr[0].set_title(\"classes with labels None\")\n",
"ax = train_images_none[\"class\"].value_counts().plot.pie(ax=axarr[0], ylabel=\"\", autopct=\"%.1f%%\")\n",
"\n",
"train_images_other = train_images[~ train_images[\"label\"].str.startswith(\"none\")]\n",
"axarr[1].set_title(\"classes with any labels\")\n",
"ax = train_images_other[\"class\"].value_counts().plot.pie(ax=axarr[1], ylabel=\"\", autopct=\"%.1f%%\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Show sample image"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['_parent_encoding', '_dict', 'is_decompressed', 'read_little_endian', 'read_implicit_vr', 'read_encoding', 'is_little_endian', 'is_implicit_VR', 'parent', '_private_blocks', '_pixel_array', '_pixel_id', 'preamble', 'file_meta', 'fileobj_type', 'timestamp', 'filename'])\n",
"Dataset.file_meta -------------------------------\n",
"(0002, 0002) Media Storage SOP Class UID UI: Digital X-Ray Image Storage - For Presentation\n",
"(0002, 0003) Media Storage SOP Instance UID UI: 1.2.840.113654.2.70.1.59189821846420219299438915042640676800\n",
"(0002, 0010) Transfer Syntax UID UI: Explicit VR Little Endian\n",
"-------------------------------------------------\n",
"(0008, 0005) Specific Character Set CS: 'ISO_IR 100'\n",
"(0008, 0008) Image Type CS: ['ORIGINAL', 'PRIMARY', '']\n",
"(0008, 0016) SOP Class UID UI: 71228e4340de\n",
"(0008, 0018) SOP Instance UID UI: 65761e66de9f\n",
"(0008, 0020) Study Date DA: '4545ba78b753'\n",
"(0008, 0030) Study Time TM: 'bf1677526b2b'\n",
"(0008, 0050) Accession Number SH: '5f20f119e3df'\n",
"(0008, 0060) Modality CS: 'DX'\n",
"(0009, 0010) Private Creator LO: 'GEIIS'\n",
"(0010, 0010) Patient's Name PN: 'd47cea7a3b93'\n",
"(0010, 0020) Patient ID LO: '7d3bf0aef747'\n",
"(0010, 0040) Patient's Sex CS: 'F'\n",
"(0012, 0063) De-identification Method LO: 'CTP Default: based on DICOM PS3.15 AnnexE. Details in 0012,0064'\n",
"(0012, 0064) De-identification Method Code Sequence 6 item(s) ---- \n",
" (0008, 0100) Code Value SH: '113100'\n",
" (0008, 0102) Coding Scheme Designator SH: 'DCM'\n",
" (0008, 0104) Code Meaning LO: 'Basic Application Confidentiality Profile'\n",
" ---------\n",
" (0008, 0100) Code Value SH: '113105'\n",
" (0008, 0102) Coding Scheme Designator SH: 'DCM'\n",
" (0008, 0104) Code Meaning LO: 'Clean Descriptors Option'\n",
" ---------\n",
" (0008, 0100) Code Value SH: '113107'\n",
" (0008, 0102) Coding Scheme Designator SH: 'DCM'\n",
" (0008, 0104) Code Meaning LO: 'Retain Longitudinal Temporal Information Modified Dates Option'\n",
" ---------\n",
" (0008, 0100) Code Value SH: '113108'\n",
" (0008, 0102) Coding Scheme Designator SH: 'DCM'\n",
" (0008, 0104) Code Meaning LO: 'Retain Patient Characteristics Option'\n",
" ---------\n",
" (0008, 0100) Code Value SH: '113109'\n",
" (0008, 0102) Coding Scheme Designator SH: 'DCM'\n",
" (0008, 0104) Code Meaning LO: 'Retain Device Identity Option'\n",
" ---------\n",
" (0008, 0100) Code Value SH: '11'\n",
" (0008, 0102) Coding Scheme Designator SH: 'XNAT'\n",
" (0008, 0103) Coding Scheme Version SH: '1.0'\n",
" (0008, 0104) Code Meaning LO: 'XNAT DicomEdit 4 Script'\n",
" ---------\n",
"(0018, 0015) Body Part Examined CS: 'CHEST'\n",
"(0018, 1164) Imager Pixel Spacing DS: [0.148, 0.148]\n",
"(0020, 000d) Study Instance UID UI: 00086460a852\n",
"(0020, 000e) Series Instance UID UI: 9e8302230c91\n",
"(0020, 0010) Study ID SH: '55625fb42f3f'\n",
"(0020, 0011) Series Number IS: '1'\n",
"(0020, 0013) Instance Number IS: '1'\n",
"(0028, 0002) Samples per Pixel US: 1\n",
"(0028, 0004) Photometric Interpretation CS: 'MONOCHROME2'\n",
"(0028, 0010) Rows US: 2330\n",
"(0028, 0011) Columns US: 2783\n",
"(0028, 0100) Bits Allocated US: 16\n",
"(0028, 0101) Bits Stored US: 12\n",
"(0028, 0102) High Bit US: 11\n",
"(0028, 0103) Pixel Representation US: 0\n",
"(0903, 0010) Private Creator LO: 'GEIIS PACS'\n",
"(0905, 0010) Private Creator LO: 'GEIIS'\n",
"(2001, 0010) Private Creator LO: 'Philips Imaging DD 001'\n",
"(2001, 0011) Private Creator LO: 'Philips Imaging DD 002'\n",
"(200b, 0010) Private Creator LO: 'Philips RAD Imaging DD 001'\n",
"(200b, 0011) Private Creator LO: 'Philips RAD Imaging DD 097'\n",
"(200b, 0012) Private Creator LO: 'Philips RAD Imaging DD 099'\n",
"(7fd1, 0010) Private Creator LO: 'GEIIS'\n",
"(7fe0, 0010) Pixel Data OW: Array of 12968780 elements\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACbGklEQVR4nO29a4xt2VkdOma9dlWdOsftxti3sa0LSZooQBTAFvEVVxEJITQouTY3IjJXwpZixREyAhSuhCE3AgU5l0TBUSDBSnNB2BHEsQIIC9khYAVZSObRjhz8ioMBizTu2Olgu0+fU1W7HvP+2HusGmvU9821dp196lS19ydt7b3Xmmu+5/jG983HKrVWrGQlK1nJSq6PrD3oDKxkJStZyUoWkxVwr2QlK1nJNZMVcK9kJStZyTWTFXCvZCUrWck1kxVwr2QlK1nJNZMVcK9kJStZyTWTSwfuUspjpZSPlVI+Xkp542Wnv5KVrGQl113KZa7jLqWsA/ivAL4BwJMAfgfAt9VaP3JpmVjJSlaykmsul824vwbAx2utf1BrnQJ4O4BXXnIeVrKSlazkWsvGJaf3YgD/Tf4/CeAveqBSyusBvB4ANjY2Xnbz5s3u3traGtbWZvrm8PAQ+/v7OD4+xv20HEopqLWilNK7pvey51pxRnFl15hGFKeHjfIUpQHM6rOU0n2G8tv69nRbeXbx+tV4onqJ8jBUZs1PlE/PDz/63+PJ6tXDZulFaXjaUR5b/1v9sZTStTnDnp6ehvkcyndW1lYe7lVqrcOdqSGPPfZYffrpp0eFff/73/8rtdbH7iW9+yWXDdxRpZ9r4Vrr4wAeB4Av+IIvqN/wDd+AWismkwlu3bqFra0tHB0d4fd///fxkY98BP/9v/93HB4eLi+TMhg3NvpVpIqjlIL19fXumg4Av6dyenraDR7e1/B8fnNzE+vr69jY2MDJyUkP3NbX13uD0K/zW+q0F0bTZTknkwm2trawtraG9fX1Lq/6DMPq/62tLWxubvaAodaK4+PjXhyaD6avAMV6OT4+xunp6TlgZJ1oO7G++K11q2XT9PnN9uJH83l8fIxnn332HCk4OTnByclJV/6NjY2uHFrfp6enXVjGzfT8N8OdnJzg+PgY0+kU0+m0e9bzxuc1Hg+r/XB7exuTyQSbm5tdXdRacXh42KXDtBnnycnJuTxqfWm6Gs7b8zLAfBF5+umn8cQTT4wKW0p5wX3OzoXlsoH7SQAvlf8vAfDJoYc4YPf29rC7u4tSSgcKOnjvVRTw+Fs7esQCFQgUdIGzwUshWG1sbHQDXsNr3M6eNR+8xzicSfG+KxlnwFp3HMgnJyfY2trq6nxjY6MXJ/8T3L3+CWinp6fY2trC+vp6Vwcc5JovBU4FdAUqL9P6+npPoWhbUOE4iGo+CU4urL+TkxMcHR11YOT9i3nc2trCxsZGF5/GrwqM97QPOevXsq+vr3eKkOViHTLfVHBqDTIf7F9bW1uYTCZdm52enuL4+LgDaH4zH9pXWAb+Zz2zTw8xdcan5XVgf1DyoNNfhlw2cP8OgEdLKV8C4I8BvBrA/zX00Pr6Om7cuIG9vb0OwLSTjzHFh8QBld8OMvxmx9frwLBbQJ/d3NzE5uZmL36CkrNv3lMQUUXgoK35UXbMdBQolYkDwNHRUQeyZGqq0BiWbJYgw7ywPhiGigBAj53x/8nJyTnW6kpNLRQCmzLO9fX1c2xP645xK7DzGpUuAVLZLutYFbCWVfOlYKzAF4lbJ9oeLIu3lQMs01FlyPZQYhABNmV9fb1Lj8yb+WM/YD607CqumFj32p6seyVcDwpAI6V93eRSgbvWelxK+U4AvwJgHcBP11o/PPTczs4O9vb2MJlMemwgAqpFRU1wZRXHx8fdIAfQsW9lZaenp5hOp+fy40Co6ejn5OSkAzZVSJSI1RKkmBf+1nQVFFXUPeLuCXcvMH/T6bQHCM7wVSnw98nJSVcetwa0Tk5OTs65uLQ9+WwEyFom1os/T1EQZJ3r81pvDoSRReDpRiCclYfPRhYFn9d2VxcZXTQER9axuq74nLoxIqVD16OGPTg46ACeIM96cUBmvWmdMR1Vwk4OtA4it9H9lqvA+Jchl824UWt9F4B3jQ1fSsHe3h52dna6TqsdgmEuIs6c2KjOTjkAaP4z3Pr6OiaTSY/BaNz8djeAxk0lwcGnFoQDjMdNxq5guLa2hqOjo461M7wzNgdFz6Ob7BxcrK8MuFkupqPl1XJQ2TH/6g7QtonqQesvAlBVYsqktc69fmqtnT+b1+lPV/au5fJ7Sioi8XZw1ql1qukx79r/2Q5a52wj7Y9aPwR6MnJaRwcHBzg4OMB0Ou3qQPMauduYFttd3YreXtoGW1tbAGZzCKpEtd7uN7CugPsShG4SgoWDj5rwYxvEGaOa9w5GyoLYsejX1Ekqmvva+VQRZKyDQvDmgPTJOXcRqe/SJ0hLKZhOp10+tNy8pmVUJqqgrW4SNb3ZLpzI1PphnWhegTNmz98EF3UN0E1Elsn76tdVBqcuGeafH7WO1NWgykH7gipnZWVR+1OhOXtTEHdWrdc9D1pOJyWaNj/OqhlOy6LKQfuQjpfDw0N87nOfw507d3pgr8DrCk0tPC279ndVIrynQO/WkSsG/dwPWQH3JQhByhs8YldD4s8o245cBj6B6CBHP6uyCg0L9H2Uel07rbIWrtCI8q6ThUMsl0AU1Y3XpfqMgRkj297e7lw47h4B+itTmK765n3wK2gfHR11k3/uGmC9K+i55eDxM4w+4y4QPq/uBeZNV01oHbkloHWlfSaqZwVvfms/8PK4O4Rp6fwARUFR/eHu7+c1BXvgbMUMV80QmKOVKU48onr1+lPQpRWi/VHJiSrcDOz5f1myAu5LEDYyGzLq9M7AsngcuAmEztbW1tZ6S6ec/WpcHCTKeNWcZb6UNWr+Cdjq86NZy3vqvzw6OuqeV9H4mf/pdJoqNU1/a2urUxgEJmVnWocK3OoyUlanSox548QX5wVoKmt9Mn11F0RKT11DWp6obmkJMS4HT/XNsq3UemA5dE4hW7lCxRXllfH5c+qiU/eN9ye1RJQURH1B20bvcU7h7t27XT/yZZ9uobkCJsD7yhJ3uSlgq1LgdVfSWlbmQdPwvN2LrID7EkQZSXQ9Y2AqzhgAdK4AVwbqPvGBrOxS3QZ8xie+FMyAsw6jLF1Bj2yU4KmiTJ950TXFahH4gGV5OcGoE570dXJAKWBqeVQBaRheo7JwBaorGrhWWCe+GEbrq8VM1cpg3Xs83h9aVoeCs7ogHCi9rqiwuCSP/Shyxag1ogxSgdxJCICu/iM/Ov+7lcFvBUEubzw4OMDh4WGPhXMiudbaW4KoeaRSYrmdsLiLyQFd8xgxaG8fV0iuqO5FPD/XVa48cAPnZ6LdX6xA5s/5gOCHJqgOTP2owlCw1/woMJOhuolJ0fQ5INRNo8I8Ebzdv03A1g6voKIDmPl2a4P5IQNeW1vD7u5uV2b12SuTVZ90ZPFoeG4mIWgzLa0TNYePj497eVfwVoVE0FSFHvmTVVhvGh8VidY7vx0QVenxGtuY4anAODmsDFxdKrzO9nKJQJ1l1qWTGr/WI9uESpITj27haB9jHTKeaKKY5VOCoG2ua83dwlQm7d86vxKBdDRG7kVWjPsSRAE0MscclFVbkxk4aOvaVQ/nrCfy5QJ91kzQ3tjY6LHJCLgpHDAK8MqolAWqi0TBmc/RJ63XfCees3FVhtvb27h582bn0/b7WtcKmKw3ZaksB9NWs3o6nfaUmgICyxqJA6TXrQIF/9MEd2anQE9rxc15Da8TclwR4dYNwVSBjWWlMlIrhSuT1E2hLF/TVgVKF1pkVSnrp5UznU5xeHjYWQW+aknrk2EIwGolKLBq3SkA+2+tH68zT1/BXfuetn+k4C4qK+C+JHHg9tl3/R5i0MoyHJQ8vHd27bwUBzTgvKnnYE+mTUak4XxSTienWD41aQm2BBWe33J4eIjDw8MQqLW8W1tb2N7e7lkT0ZJEnTBjPO4DZ/7I8AioOjgZXv2a2s4UfU4VBevX46WoHzVi47xHMFLAcbbnyx5VsTAe/o76ES0MgvH29nYvfs0H86vMXOtby6HM2t1VXHuv6fqxDe7CUIDW8mh/0Lb08jJOZd1KSLS83l+crPjYWTZoa36us1x54I4YN9BnsA7ADqZufjtDzwDazVln3ZpHDoLoXAwK49c46SdV5qrpELi9wxOw1XrY39/HM8880/Njal61fPTx37hxo5uc1DrVZ/UZva8sj+VVs1zZNnC25FEtFN2tx3iVtTk4UhR0VPgsma6DMXA26RUpYrJVVeA656BAogpF86PxTiaTzvogy1byoXUdtZm6E1puBwDdah1d9+3A71aLAiXzwD6sq2qig9xc8TFOHVdMT7+jvKsSz4B1GQCu6d+rlFK2AbwXwAQzLP13tdYfLKX8EIC/A+B/zIP+QJ3tX0Ep5fsBvA7ACYDvqrX+yvz6ywD8DIAdzPa5fHdtZPTKAzcQ76BTFqRgS+BTRujA7ud+ZKxbWaZ2mgz4lSFpxwXOu1YcAD1eNVW1bAqiXP0xnU5x584d3L59u7c+ugXaN27cwM7OTreaJNo278rRJwUVxLhiYTqd9s758Ik0tTB8YlDbW79Zn15fLgQGBQx/PoqH5dTntS64/C8CLv0muLmLhspK5ybIYtUdwjDuRlIw9HKVMtuarjt4deOQlzuaFNZJUx0fLBOfJ+nQcjIPriQjsNb6ijApuu9W2TJkifEdAvgrtdZnSymbAH6jlPLu+b1/Vmv9pxq4lPJlmB3z8eUAvgjAr5VSvrTWegLgLZidiPqbmAH3YwDejUSuBXC7yaWiwOtsWUGYgK6dzDuegrWeVQKcBxZlSBHA+zfj0d1u3MTBsmne9RqAjvUoYJdScOfOHdy5cwcHBwe9VSdM062Nzc1N7O7udicBRkvwWm6jCLyOj49x9+7d3ooR3xjCeGutHTPMFGI0WBUoqLDdJ+3hdfD7Na0nZboOlL6Rh89GionuLwUt7T+sawJ2rbWbf9B0dQUH64ygrpOpWt8+b+OTmFov3n4UdblRySgLd+tHT3HU+DVfrjicZev/yOevdcF5nnuVZTHuOSN+dv53c/5pRf5KAG+vtR4C+MNSyscBfE0p5RMAbtVa3wcApZS3AXgVrjtwuyaOwElBSkHXAZfPbW5u9kx0mu7Kihk/n3XXgYOi+7kdJKL88Bn3a1J5MC7mURng3bt3cefOnR7bylxI9Jfv7u52W+XVbRFZJqoMdcmgCkFb3SM+Wah50sEYmex0JygYODDQfNf/3iZMS+tP28IZoOZVRdtHy+xxR2a/P5f1Uy7X4zO+0kUVFvstJz/pTmO9sj7cZ+19KJpQ1XtaF7qTl6uh2De5aohpHBwcnHP5aB3pR+tA8+5jZ5myoKvkBaUUPQP28To7crqTMnur1/sB/BkA/7LW+lullG8C8J2llNcAeALA99ZaP4PZ+wh+Ux5/cn7taP7br6dy5YHbmZ52tJZrwwcJ0D/Yhp2Pg0TdLsqKIxDU/w4yZEcO2qenp+eO6mQH53knHHD8bG5udsxUGfP29nbnHlHXSGR5rK2t9XZCKmDrphJXSlpWX0nC/PNgIl3yp6DKcAQjB11vHw5+PsM2UPaowMT+4MDtDF/z7AM3cqHwWf5XUFGApCiI+yoSgpLG4YyeSw1pqZyeztbza9/UNNfX17sztsnC6dvWM7W9PXWFiDJonXjMREGez3CcsO2n02nXx3VnrAOxu6O8jTKwXhaILwDcT9daXz4Q1wmAryylPATgF0spX4GZ2+OHMWPfPwzgRwH8bSB9H0F2PZUrD9zA+UkUbXgFbXYsN/0pOrhPT0+xs7PT3SNY8jmNz9mcAyPDKMPhwKDS8YlOgpECMtPT9cI6eGnKnpyc4M6dOz3Gym/P2/b2dgfaqhT8UCtnn/qtoKlmK32regystxGAjk262a7hWVaa4G5daftHqxso2jciYNLnHFQcuDRd3ncWq4AcrWNWpcd2Z39gXvTAJ9bj+vp6tzqEde1jQkmKTnITwFVpMD+61VzT037UqgdvP91cpWVW8PZ2dqsmsr68ryyTeS/LVWJxfraU8usAHqvi2y6l/CSAX57/zd5H8OT8t19P5coDtw7OyPWgQMtBqyDszygDprmnuw/ddQCcZ9u8punXWntnWJRSOn8h86CmYwSy6jMHzlacMDwH3cHBQW/LcpQvrhTZ3t4+t31egTsCbRWdqGL+CSjK9HxA+0DPAEIZL90GzAuBSNm15oXPaN613bL86H23DvQZ3SUZlUnTVYtC42KfVCuMcSkrV186gVbnQIC+AmT7631VCnpcAwH29PS0c7FESl/r2YmI55P5UJavQgLiZ9br/I0SAe/DWlet/nkRWRZwl1K+EMDRHLR3APxVAP+4lPJIrfWpebBvAfCh+e93Avi5UsqbMZucfBTAb9daT0opt0sprwDwWwBeA+DHW2lfeeAGzk8uqatEGYcDNxBPXlIItgpgyn54nWmyoyrIMz0FZ09L8+QMRE1GV0b6PIGWW5eZJweujY2NzowmgHPAuVLTfEb+WAVBZVFkWbpWmPWp5r6LMymtVy2Ls0O6FLScDsA6+BWUdBWLuykyZsn6dlPe/ffuookAjMDDpZARez06Our1ZS0vl4Oy3XxDlZaNeXQGrG25vb3d+dR1ySbLrPnmt1opSjKoBLzP6NJBXYWioK1t6QAeKeFlgW3U7vcgjwB4a5n5udcAvKPW+sullH9dSvlKzNwdnwDwd+dpf7iU8g4AHwFwDOANc1cLAHwHzpYDvhuNiUngGgF3xJyHGLcz3YiNqT+bYbQDK6grI/aBpvn0NOivZudUUNZyqbJhHBzszBNfPEAwZhwE6e3tbWxubvYAW0Fa/dqZ6aouHAV6nXQiO9alYepKcDNdVxl4fbPedIWEur90554qHYoOfGdvPuBbrI151j6hykjLCbSXlXm6LJ/2GX1eLSgHb7U+ODlI8FXW6z5upuG7eX0csD2pKHd3d7ut8rp9//T0tDup8+DgoMsb+wnj1XXk2j7eVvyvfYv5Ybgxdb2oLFEJ/C6Arwquf3vjmTcBeFNw/QkAXzE27SsP3K6BlZ3pYHbgdtarjI5CkPDjWd1/yLR10Go4BQxnCZpHZ/yMU1m83yfQbmxsdEv+gPPvm6QvWye7tI6i3yyHi5rP/E0/K9k2hcDBOlBWratMAPRMb1VU2WaZk5OT3sYXt7jcLZFZD+7aUHbnjFFdBlouTUfj1HxFyljbmfWibcNnfZJcGau6Lpg/9hm1erROXTFoX9N+zDRdQXI3LdfmMz4qjagdOYZ0RQtwtglJz4pRIqTjROtWCVPUTy8qywLuBylXHriB82tu9bqCrX6A875pgqOarwRHZUPOwn0Fg7NqZ3EOLBpfNmGqA5Qdmcv2mFfNI9OYTCbY2dnpvfBAlzW6haKAHYGbu5h096PuzFMm7Tsf+dJhPk/h4I/AlXnSsFQKOtidTeug17I5KEd17mX3Z/x5N9vJLiMW7nnQSUe2G0+nZP3SDbKzsxMCZJR3thk3YqlPWdlsVD6G0xMO19bWMJ1OOxeNLgM9Ojo6R060TpRMqHWglowqdrVQo/kLrc9lygq4L0ncHaGdRxm3ho8AO9La0+kUe3t7vbDa2fifnc3ZXcTG1PxXN0fEeDlwCNzqjqE1APRdJPze2dnpBrlOQEagnTFsHRjqIlILQ18yy99kYrqeWtcXK6g6w2P8zI/WqypfdU2wLaI6dlFw8HZR0MjqRpU7JVI0PnGmdcE8q8uI4ejS2t7e7hQdrSkqQj3sS10PalVqvthXeEaNiwKl51+VpJaJZICKhe63tbW1zk3D/4xfXTo6Lr1/M/2oLTU/3l+WISvgvgTRwRWZxByAPnmVgbeGAWbAfXBwgJs3b/ZOUVO2kQFfZDq7glAXSGQVMB69zwGxvj7bNOOTkevr693A18lVd59oum5uOgi5v5w+VDWxCSqHh4e4c+dOF1aPb1U3ilo4rDv39zNc5J7RvPo8QgTIDNuaHPU6Z5zuZlAQBtBj1tF6ac2/Kyr9rWfCHB4edvWhzFfzR7Cu9WwJod5nXtlmjI/vkWT9UAFEzF3rS8vuLFnbS8uqbav58fHHdCNA1nIzT95OyxB3IV1XufLADZzXtg6EZJsO7EAfsNV3qXJwcIC9vb1uBxoHjK67ph+Wafn2Y+3M6u6IzHj1eR8fH3esWgeWp8U8+bpsXleFEDHIlo9Ql45xMPqqA93goUyba7kJPD7IWQ5VJGSIykpd2fhchvrNFcAoCviaviouZZfen7TeHPijMqk/1sHOXSp8Vl+MrC90Zv1w+Rz7ldYby8BNWZ4nV/6Md39/v3cGuvcxL6NaSGTavM+yupLVNtT2yPztvO8grkovcp0sC8BXjPuSRAcecB6Y/VwRPsP/Ct5An13y+rPPPouHH364B6oERfVNKsOP2EWmZNxnzgGsykQ7P9k249je3sbOzg4mk8k5peJMXuvJfYrA+decOZjpSgIFamXdCub+vA8Mpq0KSC0UpuNLFXmfda8+cu8fCvZ8Tr/d1aF1E+VX09B4CerKPp2xsrz6Hk+9v76+3luHTf+wMmg+w1Mg1XfN/6w7d4H4HMfa2hoODg56iimqP9aLAijdeOyv/rKLqL79miph9nMlSLwfuR1bhOOisgLuSxJnTRFgORgo+2BY77gKpmRBejZ1xFjZwTgoI1bN+Pjf3TgMrwzH3Svr67NjV4+OjjCZTDq3iFoDFB2gWUd34HKGSuWky/ucdROwdANOxEzV9aD+Xg9DENL0FdxdITqTZX0qeGm9KzAz71rnrmgZRvsRvwmoWhe69JHpqSWmB3ix3x0cHHRL6rQsjJfxUZEdHR31dtL6yhIvt7t/2P82Nzexv7/fc39pnaj/XMvE/sj6UctW7+kz/NZNR9oHNZ/q4oosJYZZJoCvgPsSxDujNryDpoO0gpl2SmVwDjDRe/eYDwrZ0dbWVs9don4+NR81fc3T2tpat/nCy0R3CJUEWY+CoopbFSxfJj4QdBKKSoysmuzQzyUBzi/dYp0poJO1UQh80dp2nYh0Zt0qT8b4Fbz9eqZwPQ5n2XpN88z4dCJOlXIppTsQjMpZ652WnNYp65l9gXXuLgztz8wT41ByQ9+3rvpR5eLKjunp+GKZdOWIjyV3o7DMmobWH/Pq6Wg/XoarJLKwrqNceeAG+g3mLNhXUmgYBUh1D2hn8pUUCmgOfjrQlaUA6IEPcP6lCWpaRxaCunW4+9FZtTNrdwfo4GWeKO5jdHajS8/oZ+Wn1tqtfNBrqpQUNBgXzWoyUZaZ5de28YHsDJJ5jlwg/O+gpe3mdaR9Q/sFwzrYK2tX60HrUvsY49DVF9pfTk9nOw/96AEFL4JrKbMdq9ofNB4lC668gfhNPmxLry+WUX3wGp8Cs/c5rT+fcwJwLp/sK8ybWl2ZQl2GrID7kkQHnTPuzE2gA5MA6vGpS4Sd2rW6pgn0/Z/u6tB86sc7P58lO1O2sra21rlGfBBqfJpXVy56zdkvy6tWgYqeP0KzX5m2T0CqUnLwZrqRNQCcTZS5e0KvZUAdmc6eLz4X1Y8qS1fWUXzZNWe7GYD6xKqHYx+hK4ObdAiu3g/Zhuob1vSi6xT2O77izvuz+6H5jLub2F81nPZnbUsK16dr/8vAW591IL8X8fFwHeVaAbd3iIiFMrxeUwbkg0pdD85w1QR2Mzny4/nSP2UcnqaG17g2Nja6c0bUfHXQZr5dkfhnqJMqA/VlblwqSfM+YqH+4cRYBBrMj5r6fixt5Mv19LQ+HZQzl4krVT+LJHpGw0eg4fXuk5/R6hT6uFlOll83q5Dx0rdNV5XmW8FVwS3q355nJSrckauuHeD8RjE+Q9+7lknrwRm5x+uK3a0h3tPJ/6hd7kVWjPuSJGLB+u1mL9B/ua13ZDdp2Zm5LA/orwJQ091ByZUFJQINBWp+CNbA2SSSs0syE1dSyrgyF0kmEdv2CUhusuHA06Vk6g9X8CC4UKlwcJJtev2oe8TBQdsjquPoeuZi0XBRf/Gw0X9V5pybYBhlqxSfvGXaeiaLWmusR213pqvg7Qon6t8ZeEfWICcuuayTjNcnItlf9RAp4GzLPOPXfsnyKilS8Odv7Q+6dpzx+UqYi4pbUNdVrjxwtwahhlFgU6AkWGZLoDwscNaZIoCn0JSl6MRLBC5qlquPV1cMqMmtzFpNSfdvO2BrpxzDtil6rrJ/M16dSHMmpSDOnXveVsyrrrLRMJp/nbBrAa2CscdHMIzCR0ogshS0nK6gdPJO8+o+Y41b25qgrWCtQsBypRe9A9PdCpllGSkSdZ2471vLGG1p13LrM2oNOAFRxQCcWR1A363G61Ry0bi6iKyA+xJFWaibVhnjzlZaKBArmGiH39ra6p3YxrT5bATcOigUbL0Mvu5c80KJXCWRclJpmfwuOvAJ0kdHRz2WrYoDQG81iQOXnv7HwalMndfIoll/utRMWaCDPcN6e7IsKt4/+FuBTa0WB3J3b0TKWC0NtUa8jXSdt4K6n5et9az9kr9VabD+mJ4+R1E/cVQuTcPzS/dYZGGyT+jLLtRfzfplXHyDk7eL1oVOWurz7HM+Nu5VVsB9SaKdzFmcNrK7PrKOEpm4PKiJGxXIQjwuXRXCOP2+Mx+gzxqcFbvScWbtE7I6oHxAj61Plp+g42uzCQa6q1OZJ8uvE5nMCwGDgK7l5LNal3zOX0RxcnJy7oXKCgIRc46UmgO5P6f9x1ms17luhDk8POyF17XYau4zPMOwj/Da4eFhbwPS+vp6z/dPcPbJWvWJ+1wHgZMS+e51HbhaQVSw7A+Ru1CtBXWhRe1AAqT7J5gfVTDqiqLo0splyQq4L0mcHet1fusGAncnKOBEzPbGjRu4ceNGB8jqH9f4/VvXMuuBPG5CMw5e15UCBC/fzangrf7DqF504pBxZEIQUMAkaPvGEgVerWP6eMnM3d+tE2o6QDUOZWIMq23m4iZ7BNjupnBRAPbJNw/n1pBOuukSPk7sedrq39Z2AtBTdAQ/PVJBrTn2Lfbd6XTae0epHhHr7kCvSy2Tz+EA/aOCgVmb+bp9Pu9nmLDfqgXBsvIZdSdqH4x2IUcMPOsbi4jGe53l2gB3ZNLyng5GD9MCMYL0zZs3u3Mi6Hdm3BrOWRrzxG3Jp6envRUYQH9Xo+aXv3ldTWe3GtRCoChIKyMayyYY/vDwsPdKLH50B6D7srkxx9+Ao1YDB+9kMjnH1MicDw4OureWE5T0ECagf7aGm/Zep+r6oETgxbZTpuqs3IXKiWmwj6ytrXXgrUxZ46cC5AsuAPSOC2C6ZPSsH3VVqWXHs0fUUmFeIgvMy6YA6b5w/c1wh4eH5+rWXYDu72Yd0GXm7chJTncHKoNXBr4M0KasGPclyRAIq79Sw6so8POZ9fXZoU03btwA0J/tZhhPg8zBTVl2cGWoESNUxsaBSVEfrqblnVdBWwfqEHC764bgS3aoForGqWeTKDunqPskAj63fMheueyLA1/P9uBKBF1u6fESGFx5aThVRu4i07Ba78oetb61XUspPdcOgVjXKTMcLQqu0dZ8uA/Y50oYv4I8GbASDI1D3U360fKq0nKfvsbDfugbr7RO2IY6fnT7Pv3x2o/dyoxcSnx+2bIC7kuQCAAp2slappQzXO04e3t7nT9Pfc3uI+c1nUzjNeBs44oPFo1LfeORZeAsJgunpqSDCvPm5qCCNgFD2fba2lrPp6kD6OTkpJu0ZFzqzwX6SkddBGTuOmegbia1TNSMjaySqM21fh2Q3SyOWHXE0BXk/ONWBZU/FZHm2YGf4Kb5UDDzdN3toMcOq8/bLRBvb82TKruonA74Gh/bXdvC3Sx6TVeL6FZ+dZ8B6C11ZB40j95+9yor4L4kiRrPmYEOYvU5OtNQAJ1MJh3bJnD6ahQOFH1Xow4mB4AI7CMQVgD38ni8EctxhqKgpcKBqkIloyCtE4uqEAjwvibZ20fbyBUKn6N/1uvKl5ZR1JesCtXr0hWem/SanvvRM6VPpaOA53EqAPEsEX2JgbN3BWNV/IxLGbm63lTpMQ6ek8Odj040NKz2BVcQ0dhQBeR91602jZ/HIqu7iKKb1nQ+iBYHrRX6vBm3KpplyQq4H6A4wAHn/W4K3rxP8CXb5kQPO6cel6rA0mLR7OyeF2VEkYtEB4Mzz4hhe/kzII1YJoWDRddjK2AzzdPT0+5lscqi9I3k6o/UvGocdCf4gOdA1iVrkXLSlQ+sN697re9WfUWgr/ejZ/wTtS/zxnkSVVxU8jqxW2v/7HKera6EQBUqlaeeKkjwZj5dwWmZ3YrRsulvBeKIfWtfV6at/UZdI4wnIgNuufJ5zacqtWX5ud0KuxcppWwDeC+ACWZY+u9qrT9YSnkYwL8F8MWYveX9b9VaPzN/5vsBvA7ACYDvqrX+yvz6y3D2lvd3Afju2tAwy3cg3SfxRsv8jsD5ddccEBxAm5ub2NnZ6b2yjB3OD/13N4f+ZtrO4oCzAavhXQFonrVzRvE5mx7LGiK2rasa1H+qwKoHSulqE4bTPJJlRZNtWh+61E0ZFUFMlQrzSutAAUVBJPKBZtYLAc6tnZZEFgw/6vrSpXyaHssXnWPNctBFxefpmvJXxt29e7djs2TbPL2RJ/5FSj8rp/ZNLYOXh6SDk6t6XK2OKy0r+wjD6kYz5h043z+ZL7VwdbwtQ7QNW58Rcgjgr9Ra/wKArwTwWCnlFQDeCOA9tdZHAbxn/h+llC8D8GoAXw7gMQA/UUphwd4C4PUAHp1/HmslfE+Mu5TyCQC3MdMex7XWl19E24xI55wZHYWJ2LeapOx86tt2UM80u7IXnYhztqzMLQIKn5CM8j4EKK1Opfc0b8AZEFLUbNcJSH//oU5KMW9q+ka+VMbLV5xRWXJwUziACQj04zJtnaxzharlZNkdrD2cK0uva28/rVP/9glZBRitT10brxadtgtBly4XKjVniJxnIMDzf61n58S4z1/r0Psqy+mTou5eUitJ20H7kPrimTb7jypqxs8JaLUKfGxQQS6LJWsdLCGeCuDZ+d/N+acCeCWAr5tffyuAXwfwffPrb6+1HgL4w1LKxwF8zRxHb9Va3wcApZS3AXgVgHdnaS/DVfKXa61Py39qmx8ppbxx/v/7TNt8EYBfK6V8aa114UMIWmxbB6zOTNM9sr6+jp2dnW7dNjuGm+vsuM4oyAYYr/s+/dsZoisXZWhjOpSXXdlBZOpTOIA42Hzt9cnJSXdaHFeN6EmBzm45kJQl6soDnYTz56L/6q5RJu7nVmh9eRkdECO3gYKahnfQV/B2wNH7amXoRKNbFrqc0PPK8pNl0yWi6dD3W+e+cJZD3Xx37tzpXFN6XgzzrKRE+7e2gwKy16W7hyLLRssYKXxXnDoxGbkxtA+NsZDGyALA/YJSyhPy//Fa6+OWv3UA7wfwZwD8y1rrb5VSXlRrfWqe1lOllBfOg78YwG/K40/Orx3Nf/v1VO6Hj3shbQPgfWMi1U7sEvnG+JsMiB16c3MTN27c6La0a8fSXVzKlnXZl/t2Oeh82Zr7HCNmp7+jcA5ymah5p4Cq93UVh4INAZKuEWfgDKOTYMqOSjnzYeoEJuuH9avv8ySwMJz6/vV3ZLpr2w7VrQIJ03UFH9VjpAA071r+aCJWFZiKTjZ6GVSBnp6eYmdnp2t/n+xj3DxlUBXrdDrt9VeNn98KnGpxRj5tZf8OuqrE1tbOXgoSTW5SfPOXxq/sXeNfFmBrvkfK07XWlw/EdwLgK0spDwH4xVLKVzSCRwWpjeup3CtwVwD/oZRSAfyruTZaVNuck1LK6zHz9+CFL3xhr1Ody0BDo/sA2djYwI0bN7C9va1p9TqpsjKya901p+ahu0kI3h6HM/q0Mm0wKPNxZq0fXqM401RAdqA5OTnpQFsnkSI2qkyagK3gToDVTSQKPvoWHz0RUZWkuz1Kma2X9jfDa/kULLQOHNi9/p19ujvBxeNRRa0KiUySDJr3dJ0z+5beZ/rHx8fY39/vNiMpWWDZ6CbZ2dnp2nF9fb13BIErKWXKUT9U9q3r452tMz26GqmsmIaPF99oEylBz4cSAMoSXRxLicfi/Gwp5dcx801/qpTyyBz/HgHw6XmwJwG8VB57CYBPzq+/JLieyr1OTn5trfWrAXwTgDeUUv5SI+xorVJrfbzW+vJa68tv3boV3Q81smt3dUWsra11L9yNNnXo4ONHN4A4AwH6prG6VLLJHo3bB46DsaYTdbQMtL1Myl4YVl0Rh4eHPVBX1qVxOWvlYOXkmIPB5uZm90Z6va4DmOCugK4TfFm9ZcpP8+jKMqrzKKyWWfuF/o6UMAFLj+YlWPOIXIq/FQk4/85FsnPG6wyVfVHf+K5pOeOP+pumre3ufVbbiD5pfZ2eLgbQOFRJ+9jStmqNkWVOSnp5hz5DUkr5wjnTRillB8BfBfBfALwTwGvnwV4L4Jfmv98J4NWllEkp5Uswm4T87TnRvV1KeUWZNdRr5JlQ7olx11o/Of/+dCnlFzFzfSyqbZqSDVJnnMD52XqGK3NTfXd3F5PJBAB6LICDwAFYBxjzoY2q/lJfaRExbi2TX1f2p98Z4/Y6UObvjF2tBD24n6sZmI6Xk8Jt6QzjK1IYB91KwNlLIcgseZ9p6ESXAgLLRXDwczsikFAFzrBjfOGRQvT21ngV3JxB6vMsO1mvro4ppXR9UF0MOgHLspZSsL+/38XH87LZnrptfDKZ9CaX9fRFrZ/IqqPofx0bCuxsW+aV7hmto8i9py4dllvTZD1FCu0Kr+N+BMBby8zPvQbgHbXWXy6lvA/AO0oprwPwRwC+dZ7uh0sp7wDwEQDHAN5Qz+b4vgNnywHfjcbEJHAPwF1KuQFgrdZ6e/77rwH4hzjTNj+C89rm50opb8ZscvJRAL89Mq3ef614BSx+O3gBwM7OTvcGdz9fw4FbQRs4AwGaoM7SHDgiZpaxOC9fZMq6heF1wDh0QOgAUAuBQKOAq/Whk4x6RgaAjt2pD1PrkSxva2urqwsyMy5d0/plXL4yg/F5Hbi0mLG2a3Q/sla8n2md8tutoCgPZN10D9GvPZ1Osb+/31l/umFF3VC6NprMW998w7Q5P8AJPgVv9XU7OWD+I/DWcrjy0rZi3vToB13u56J9WC1XVRTRSYBMN2qfi4iTvXuM63cBfFVw/X8C+PrkmTcBeFNw/QkALf94T+6Fcb8IM2c84/m5Wuu/L6X8DhbXNqOk1XBuymv4zc3Njm1r59EOqkzNJxZpqirT5keZtq/hvZeOFg0oXo8Yt9YRn1UzWkFbQVkHiQK6DioyPQItB7AybWWZGh/z5IxVlR7j59xDtGRubF0qaGf1GdVXlIbWszNBj0f7hloPujxQf/sqDo2z1rNjVtlGBwcHnc/bV7LwGuuX7hIuv8zqzutBLRq9znIxjDJkxq9vuAH6K0r4vFqmTMt98dpP1FoY47oYK8tk7w9KLgzctdY/APAXgusLa5shYYNm5yQokFKUee7s7HTrYwlKOkmknUv9bExX3QN+nXEoa9R8jwEcZyIOMJmLRK8NDU7WH81yXRXjLhDGpxtAlKkzLOtJ11z7S5kVmFnnmn+a+nQZ8BlVgpHp3SpzS3QVheczE1WG2kaaP52w5jW6mHZ2drC/vw/gbFWFnyapaehE7unpaceo9eAtdyEwLp6bwvXjDqgqkdUWlZ15y6weumw0LSUMDMfx5S4TB2UF9Mz1ci/yeQ3cD0KijuUTHrxG2draws7OTgcw2hEUHHxiROPR3WC87pOSqij4nblDMheArviI3CX8jli25jcycwm6mo6avD7A9KRDdY+oNaLAw7SVKR4dHXXbsnmPSo7uBF3Hq+m79aSSWRhR2dXFlAFTC8DcOvBrLCuFdcH+RH82gG5JpSowvi5sMpn06kr7I/9TQRL4dQJSdy4S2LlNPpKWRad14HWnbQ/0XVoK3t5PffmsMm+K/lel1Gq/i8gKuB+QaIeIJmAYZmNjo3uzjXYWN6f5m24SjUt9vhTvxEN+RBX9r4CnIKADW8vrHz7nv9W0VNarcfI6XR/qPlJAUPbL+5GbRZUcAYgMn/XPOlWGrfMGALpntU5VoTHfbjVpu3obRd/eNn5d8+tAre4E9b8qKPFtSqxXPe5VGTr71vHxMba3t/HQQw917aeWGNvAN0WpciVD96WB7sLLmLNK1KeieiI7Vv+2jid1ubmVp5aqLnXUPq7tvQxZZlwPUq4FcGfaVgepT8pxAmgymYQTHhqfsmbeY4c8PDzsXlFVSjl3ToOysQikI0BvSdRps8/YOMmKgTPmBqDnGgHQrUhQX3fkfvL1x0Dfn63ffpgSJ+UI3HTdnJ6edpN1PrC0fSJLxNsiqu9WO7jy82ualg58Z45q/m9sbGB7e7sHVl5fJBe6O5SArOvjSzk7/Iz1dnBwgO3t7W4tNcOTbdNqOjg4OLfCJhJV+L55S/shr7FdKOo6cz+5r7GnklGFzbTVbaT1nVlfF5EV437AwgFCza7XJ5MJdnd3e9pchZ1AOx/j8E0Uav76eRAZw3aWNiQRGGfAkblT3KQn63JTnt/KKvUwJz3oSQFJrQ5lgZ5fsmi6Q4DZigeClC4PdGWpbaptwwGsZVRQ9DrQ/1p+Z9RR/Xpdu2vKn9GJX9YNfdxc6aGKJ3pNHct2cnKCu3fvds/qLkzWK5n7/v5+pxCdSR4fH3esnzsstW5c0bp4uzqAq/WkYVrrrtWKoETn0fC+zhusJif7cm2BO2JYbJCNjQ3s7u52wKVsStlPNEFJwFDQVmAZYtCLMGHg/Lb2qFNFgBKZ+ZH49nYOfB0I+gIFzYMunVQGzXojYBA03KVEFw2PLfXVOXq8gCtSdYcoo9RdhNqGKi3lp6JKKapjj0v7mNaR1jPzqgyYlsTW1lbvxcAEcQVdWnjcsEPFxzKri4F+bFowmi89hkB3WLpo/bgS1LpQ0NY+xeeitqD1EYG6tnu0e1RZ/bInKFfAfUnigOvfDuA8i8Qn3TQu4AwkdAkgBxTPomY66hMH4gkT969GHSQCWWVq+pyzE/+t6TjbBnAOdBWgCC4sJ4GbLiZlzQDOrWRg3bo5SzeK1jsnMVk+f+s320Dz6QzL2a+a5dqekZVD8FhE3H0SKWz2DbcGWDZ1T3E3JU9eJCDRujg4OOgO92J77u/v4+TkpGsPrU91HXA1CeNk/XC+4ejoqGPdUb+NxMHaFZaL1jGf8/aJ4lC3CePROQ2v82XICrgfkHjF66CiXxs4e9M2B5huraWouc5JNLJtxqngHUk2ECI3yhhGHgG3T9B5/K3BEZm9wBnTVrBQ5UOQiDbr6BJAZUd6TKcCrJ6foXnzXXiMJ1tPHFkokRUS1Ut0369H1oy2HfPnvlg395l/5pd9a2trq2fhMC3dGclnWMcAsL293bmymC433/CQMLoG2W7K/tVS8rrJxMcZ8+ZgHpEXT4v9hHUVWcEO2N4Gy5CIFFxHuTbA3WIJbFRua6ev0NmZ+6YVzPWltQcHB700I3Pe8+Nso5XPzNWh/jwFBcp3/JN/goc++9mLVN89yye3tvB//Pk/34EA86W7/YCz140psNNVcnh42GOO/LDu9fwLbZuMSUfKypUrlYYrO3d7qMXiiiDrA8qy/b6vtmB8utrEwV7LSqtofX0d+/v7HWvPJoHZFlzHTeGSTB4X63Xnv120X+uxB5F4fUVurCHm7m0YEZZ7lRXjvgQZY9YReHmAFJm2gnbk1lCAUJNeT8DTZ2jaDnX0Ma6SzGrw1S8a9qHPfhb/7z/6R6ErgOHVB0kfKFkZt1zfvn27d4wrgN7kpPpoa51NSj7x/veHvkgCFM1yMkH6XeleKaX04td65yCPNj85GOg1H9BapxrOjznQ+LJ28Pb0/hD5eB2wdGOKWgp6cBnrXtdn85pOIE+n004JqhXJNNm+a2tr2N3d7W1y0UlNtXDGWH9e1tY1xstyajvzGbLtzH2lisn72rJkBdyXJEOdbG1tDVtbW92Wdp3g8A7O8Dqw2dFocjJNZ9Qat/oLWwCi+WiZ5Pyv616H6sTrx8VXkxCEld2x3EyXwEpwcZYciU86AWdv/ebA5Q5CT1+VJ58hC88mHjP27UvGnDUP1aOn4e4tBRLWnYKou3B0MxJBmZuO1OfPSUSG0+uMX1eXcImrgiTrmJPBft4JAZysPasPLZtbJxmAR0pQ8+Yukhbb1l2Ty2LYUTrXXa4FcAPtDQI8QhQ4m/giyOpuPQKCDnJlOPv7++c6tQOBrrN1c7klrc7iCkDZUhSvll3BQoFfTX71aXNQcKMLzXZVYvoGcU7QavmBM7BWV4kPeAAd8yaQsR3YXrqLkkzdjwuN2He0qsgVsdaL11Pk61TAVKbnprun4wxY41ZgZd0qsWDZ19fXz62339ra6iYz2U8ZZnt7u7fmWhUaD5jSsnp9RIrPyxq5/zLFGN339mK4iNg4A9cxsUzW3VIc10muBXBnjBLoz9jr7kCd/FHTm/GpX5ugzeMpGYem78DKtMcsR3Ng1jDOZnhdB/DYuml1SH2zO4VAqYCxtjY7xe7u3bvnwE1n/gk0PkHJfBCkyCD1mNONjY3e+mbWrzJuBRK/7xZTBOzeDhGDVuDVcKxzBwxn+87oVZFHW7ZpxXBpHlk3z4nn/Mrdu3e79J05l3Lma/bVJkyfSnd3d7fHtrVtoj7ZEl+mpzIUh4K2WhTKwjUNrWu/vgxZAfclS6TdOfFF0OZsPDumr70m6JAB0a+tq0j4zd++0UTdChpvxGSU9UaAErGPrLxZfbDcOhh9OR4Huy7n0zoCzt6Gw+NXo80PfDZSLO7PJJvUHXJ8hoOWYKwuk2z1g7tX9L8DvddPVm8EE153UI5AzgFPAVvrwE9L1PT5ggntYyQgtBrV1cI3vE8mkx7w6c5JxqGTsex7OqHcsg6jNdNOLLJ6YFgtZ+T6YPxat953tD2W7ederSq5RIlMu/X19W6ZFNBfcsQGb32AM7925paItgsrA3fXik6+ZHmnZAMpMkGjuHzgRL5YXcrHVQyR62A6nfaWm2k8FDXz9VkFS337ix4PoBtzfHs0w6of2IE4cn9oG/vvqF4jqycznR2gvF4jJa2mfQQ+ClAMo3MPbD+eG8/4eOSCWgL0ed+4ceOcIiIr5zkxFD9vJyMTLplLRH8rUXAL0C0R3lNy4O46uiPvh6wY9wMSDobJZILDw8Nu6+/a2lrvtDmfNCMwuIskOkshGgz87YNdGVvkOuA9TyO6HrEYB2utAy+fs2Pd8q555zVOaEUTkD6oabYre1P3BsPSR80w7npQYFfGPJlMOrDPyuuArZaO5/1eFWYUn7tZWJf63/OtewXUIiQ7Jnk4OTnpznMhITk6Our83YyfoAwAd+7cwd7eXm85K9PiSiE99EvF+3Sk0LVMGdP23xGZUGWm/ZDtrxOzEagvC2yXGdeDlGsJ3EB/8iby1znocODpm0QODg66ozYzhqtxu88XwLmOxcHj51KPkQyUPQ5nuRHYk21HdUHw1EOl1Kznb553odaJuk/8gCR1dahvlgNSTwNkfrgxRetewQc4f6YJf7vLxME9kshvrWmzHFqnmake9Rtl3QRPD6fWBl1Y7JOqCFi3a2uzs3fYX3VtM5cB3rhx41x9E+S1b+iEptdBVi4nA5m0wFzjVVBmPtVSVeU+xr2zqKyA+5LEgYlsTQ+Aot81M+U5ENgZlKn7YM3M82wVQtS5hlantIA5yr+nqWm7WcnBpkd+OvulL5v3dfKK8XMCkfMHmieCCv9TkW5ubvZeWqGKjUwxqgsFYAUvV2baNgowWk8t818BIbNsfGWObzpRxpixVV7XOQVll1Q6FGXM+/v7XR1vbW312lYnxnUugpaer5oCZhPTXMXjPuzM3xsRGP/vnyicpuFjWIHaJ3O17hXAlyEr4H5Awo6p7E1PTaPQBCcg0N93dHTULf1jfBp39HsoP+73jJaSaZyRdRCJKhbGp1aAgwXTdvcIn6WprodvuX+SA4n58jLQolBfLQHp6Oiou0dFyQ0mugnE2bIuFczqJ2rbyJUyJO5f9vrWNBneff8eXuNjGNajrgZhWWmxaDyMg64rhuMEpK560l2UtVbcvXsXOzs75zY1sazHx8fdq8wUKCNrQolFBHIZiLcm/RzgWceZe8TZ+Ypx92W57wS6TxI1NnC2htg7jg4+dgy+wJaMRoHLJWLbHtbvM0zW0RfpLAqYWgYvU+STJGCwPnTrP90jvlRS46BrJMpvxOqZrq4y8RdY8DpdI7pWW58B4uNGo7pXcMncJP7fGbzXq4qb9xrG0/I20fT0moIqAVw3y9B15RO5fEsO244uK1WMXALoq3JYPioDrd8or1r+Fut2dqxjj/0vYuRRnXo/p2XibrBlCPM35jMkpZSXllL+Yynlo6WUD5dSvnt+/YdKKX9cSvnA/PPN8sz3l1I+Xkr5WCnlG+X6y0opH5zf+7EyUOBrwbgJztrZIrak4lqbDOPg4KDbHZmlRVFm6w3pE1LKujWeCIAcAFp5cTCIntd4dQD51n9Odml+WVe+tFGvKbipP1Y3ynCFDycYtZ7UOtjc3Ow+7vbROooGa8Z2s7pr/fd6zEBK8xgtj1Rm6lZRNOHLfsjy06XFQ6C8v56czM7nZh3TPaKuEQI9FTXPJFHWD+Cc6yoqt0vExvndIj4XJTCRAvY6vFdZIuM+BvC9tdb/VEq5CeD9pZRfnd/7Z7XWf6qBSylfBuDVAL4cwBcB+LVSypfW2UvT3wLg9QB+E8C7ADwG4N1ZwtcCuCNRnyyB1QHN2fbh4SHu3LnTA+KIrSlQtRo5A+8xoBMxPE2/ladWx2Z+/R2ZnMRSd5IqRF1vq2yHCgA4O2NDJzG5yYYH/3u5CDJlzraVTWn9q7kcldnLntWrMnEN03JNZe4C/c7SG1LCWjZ+1CXEOimldDtWGY4MmXMDfHeq1ivBm/MQh4eH3RpxhlOA94lGz3NWD34ts4IzQuXMW7/5vJKOiPgsS5YF3LXWpwA8Nf99u5TyUQAvbjzySgBvr7UeAvjDUsrHAXxNKeUTAG7VWt8HAKWUtwF4FRrAfS1cJUDMjqJBpB1bN9ocHR3h2WefPdd5NR7vJBw4LbMp8ic7axwz2CPQjth21Pm13My35uH09LQztXVeQAe1lofgzY/nnex6b2+vexWZvujW28AtH/V/Z0pOy6XP+j2towy09dvF63psm3kY/Z+5BjS8sl6y61JmSyJ5njyPAaAFwzfFa/2VUnquKR71qmmrG8Qnh73vZOJuj5byHBOXu1OGFOcSWXLoxklcOy8opTwhn9dncZZSvhjAVwH4rfml7yyl/G4p5adLKc+fX3sxgP8mjz05v/bi+W+/nsq1YdzaOZw1kKnp5BA7N1ni/v5+N1vfYr6Mf0xnBvpmvg9Kvx519gik9LeWk9+85z5H9W0zb34MqysWdZGwzggkZHHqi2b6Ozs7vckwP9Y12nij1xkPV0EoQ1SwiXyeGWAOgUcG6urT9zpVYX1pO2s8ajV5OqWcvULP/agEYQVcLsnkjl6dAyBAsw+wj+sbiHQTk44X3UE7JJFrw8seKUuG8z6XuaP0W5dE6r1lMu8FlMDTtdaXDwUqpewB+HkA31NrfaaU8hYAPwygzr9/FMDfBhAVojaup3ItgNs7Ab9bPjNu/11bm7009dlnn+2xSSD2o1LGTE5oWAf6rMPzt4NN5B7JmJ0rC+3cDsSc7GIYBQACcymlmyQDzt7Orv5wfZZL/5gvskP6V5Uha75081MExtnxBP7t14aUsSvADGiyvqBt6QQhS8uXuLHv6RwB4+OErb7xXV0lunyQCo9LLtVlqGz/5OSkc5kQCHVVlW7ocRLQqoOIlER9PRunzMvQBCbDqqttGRKx+3uRUsomZqD9s7XWX5in8Sm5/5MAfnn+90kAL5XHXwLgk/PrLwmup3JtXCVA3AncdONgIkicnp7i9u3bvbOgo5ULWVpD0uoEzp6dSUYA5vcygI/yr6ybHV7LC+DczkRn4MAZK2McfF7XEKubhSyb4K9mPCcidYkgwVvDabmcaUf1k80DtBTk0CeKU+PR9h6ahxhSMr7m2hkyz4Vnm+mZJFxdwnh09RDjpwIg2OuqHw/bUlitMTD0nD+v/VOveXxRmg/IVdKUMsvwTwH4aK31zXL9EQn2LQA+NP/9TgCvLqVMSilfAuBRAL9dZ77y26WUV8zjfA2AX2qlfW0YN0UZhb52SxmMMpK7d+/izp07vfhabFjTGKPlnWm3Br0PkgyAWgw7cs1ErM/XarNOAPQAnVuqtQ6Bs5fU6kYbApG+JIFpc5dlrf3JNz0RkOLuFAVpLbMrOq+rSLFlzHvofutadI/9Q+uBChNAj1WqaPsp61QfPs+NYRp6cBQVKu/rCh7tK2xbtpXPV/jBX6WUXvtH4JqBmbNu/99i5MzrmHDLkiXG+bUAvh3AB0spH5hf+wEA31ZK+UrM3B2fAPB35+l+uJTyDgAfwWxFyhvqbEUJAHwHgJ8BsIPZpGQ6MQlcI+B2bagDQwexukim0ylu377dcyU4Y+e3dmK9PtZEi8AzA5VsAjICePdnRwDkHb/W2jt/RE1kPwZUN3cQdNXEV0DVFSS6MkSXyTFfuvFEy0jG7Ue0OuN2tqostuXiyiSyyqIBrPecfTlQa7wO5Bof76ml42HoLplOp91qnYODg04JO5kgy2Zdst6AM5850H8LjbdNlD93JbTAc4iN+7jL7jOuMdbrMmRZwF1r/Q3E/ul3NZ55E4A3BdefAPAVY9O+8sDt5lM0mCicgae/8Pbt2x0gka3ooPTlfBo/414UvJ1RZ9f0259tgf4YFqJMm3HoRhzmQwGdjJvh6eNmWK1jKkdd3kfxNBRUCCjqrvE6UtB294JbNyxfVId6P/s/1L6875tW3M+tYbzeo7S1fvghWPMYho2NDbz1ve/Fi+YrSS5TPvvQQ/jxv/f3etcisrNMuV/xRunc7zQuQ648cKuwwqMlerrMDJidxXH79u3esxxoeggUwduBewisFSxcyF4i0G4BdxSfD3bPg5q3VE4EaQKMbvJQ60LfIk7XCcO5H1Tzr64NNdWB/ptxdJ6B8egkG/PLvEd+7UyJOSv2uh4CbI+nJa3wkQWnz0UKV8vK3wRrbrIBgBft7+NbXvWq7lhXX5fPZ7a3t3vb493NNJlMMJlMuvbgEk4SHXXpHB8f4//5B/8grJcWuGofcTYfgaVbNCxfRliWKSvgvmRRF4kCtzKW9fX1zkVCBul+RZqKanJfRBM7GPgAd/Nfr7f8sy0gUrbmQuDNBpy6NliXflpf5LPnNfeJKgCr60PD6GB3i0fXL1OhZCax5iGqS633CLQjC83r1kXdH5mCyOKNNoR5uV2hTSYT7O3t4fT0tFuzPZlMsLW11W2HZx2odaTuEII543RQ9PbV+td6HitDiq9FPLzO3M10v+Qy0rjfci2AO2I17ITcEcYlaQRtshQ+44PNB1HElvQ7k8iVEYGdgsyYSTX9aN40vG+pdpbsE2SMSycndbWBfkdLHBWc9awRhtfyEuy44UNXkBBost2uXn5XBl5HUZ1F7TRGMTNcVPe+9lmXqWlYLxfQVwLOiFVx8Rxuti37trZdKbOXLeiqEW6Z16NgtT0yBcPdl16/Y+osKrvfi54fcrv4f7WI71VWrpJLlKyiORjob611dhbJs88+e87/6MDt13RVyhBo++SYA4a6SRyQ/NvzNaQomL4L2bPGq8yCg3M6nXbvmFS/t6/K0VUIjIdgrpOEek8ZJMvj7i0qDK3jyIUUffyes+0hYRjmO2J47gbx512JREfnehxRX+FvEg9e54sUyLg5ccx5ATJptoufkEnXFZWr1pdvXFOl7eAblUWV2kWs06xuWwr3fsgKuC9B3PfM39FgJtvm0aLK7oD+ZBM3hOik0hjAVonAhdcjdh2x7Swtj09NWf2vzNrvkalw7a6eLKdMXDsy42DdKPMmIyR71ngIFGSEVAq6+kTBgs/4KpHMIvG60XBRnQ2JtqWzf68TvebWiz6r1zJmx7w7y9UdjXqEAMF5fX29e6Gwl0HPVme/VoDXfk9R14mCsfc5B1wP52XTOoksXZfIbeFtumxZAfclScRgCC7AjDEcHx/jzp07ePbZZ3thlV3xGgcCO0U0aB0UVCKAiIAnAm79juKNfut/zTPFmZSWgfeVEfM8C89Xdn4I4+dklp9foqLpEJzcTaDL+xiOH69jV2Baz0OKVsWBWtOJgCn6rd+Rv9vdRUoS9BnGoytrfJJWdzbW2j9+wP39u7u73ZvhGY/vjFQLSed5FGxdovJHIE9xoNffkfXCdP2Vapqe/16GrID7EiUzWzkrfnR0hGeeeaZbzZAxJmcCQxpfwY/3InbNsPo/sgpaE3BjXSVZvShwcLDS1KZ7RNl0rbW3CoH15oqAafh2dZ0gI2vUlStaZuZLFYNuxPF61/oD+i9tHvrOJthaYODgGdWzsldPSzfIKHApq/X+p+4afQ8qWbfK4eFhd/If30zENtnY2MDu7m7vzG2ffNdX9rH9NV8t64blz+omC6t113o2SzuK+17F+/d1lWsD3MB5kKV/8OTkBM8++2z3Vhs2DsGF4pN5bs5G153hOfvz++6H1E8LtDUtxqdlzg4FckbDdMiqlQFrnHoetjIlPduZz9Fvqturffs7cPZiCzWVdeeku0T8rBKtgwzEhyyRlqWUiT7rS9midDScWhMKxN63IncU65n1qOCuvmq+V1X93QRh3WRFxcsVKJPJ5JxbRvPiABv5/L38WuZFmCsVFX+3no3aY5nyXGDc1+KskmgA6HGXXLOtE2EEjVZc6qN1RkRx8HUQboUbYtoZM4zAx817NbP9OX23Jtkv7+ng8Z2J0XyCDh5dT8yVD+pmUpDQa1QkqswY1g+P8rqKLJjoo+Uf+ng/0Li1n7iS1nJFz2i7ObPL+gc/DvR8loDMOgTQvUxBX1pxenqKra2tDqzZ/1Wp1lq7eQi1ltxC0H4VlT2rC/2dKeOoLaM4WKYxbHxR0fHe+lxluTaM28GU5zdwh6Qu/9MlTs6QgP6SN4aJJOt83rn1uk+4uZ/b483AW/Og34zTN95oeF3uF5VfO2cpZxOJyqJZh3rIlG6eYbp6IBXTbi3zU7BqsW6vrzFKMGPlKu6OcvbHuvJ2j9wJyrYpLdbt6WWKZTKZdGH48gRVmjrxq4dGAegpbc2/pqv3tSx61IH3myie6H9Uxsh6VcWh9zSOzP99r3LVQXmMDDLuMjsI/NOllA/JtYdLKb9aSvm9+ffz5d5S3qmm4lqQg1QnJCMmrf8j05UgE7kbMkaQAVB2zxmW76iM0shALwrv+dayqRURsXh1feguSj6nSwQ1fgUrmu90sUQMKtrNFx0yFdVdxNJd8bWYdpTv1n0H4iy+SMk4oBH4tC0i0FCrQ09aBICbN2/i5s2b3YoSrgriOd1cgVJr7Y53oJycnGA6nYburFYf1zb3NvXyZ20ehc+AOlLK3i7LlOcC4x7jKvkZzN5/pvJGAO+ptT4K4D3z/yj9d6o9BuAnSil0sPGdao/OPx7naClzpndwcIDPfe5z57S3z9B7Y7gS0Hj1OQfdCJAjoMnCOTCMAQMHkui3d3hdz60dUA8kAtAtDzw6OuomL3W5IJ8hiPDoUfXHqnuKeeIWa5r5/m5KP5e7BdotZegKswUaGaNvAb7Ho98eD/uVh4/cbh4P3VlaR7QK6RLkpCT7M7/9GAOPi/3B+7+2WYsUREq7VU/O2LN6y35noD1kmY6VsaB91YF70FVSa31vmb2WR+WVAL5u/vutAH4dwPdhie9Uy4QNeXR0hNu3b3cTN3ovAhR1DehA5yQmxc13XuO3dqQIVDPAj5gc8+XXxv5WcaDWQaBuI2VcDKuHTbH8lMiNwHrUnXr0eXOVD9Mg8DC8AndUV61vDeeTv14/Xk9a3w6akcXlE9sedwS8rRVKzLf2R16PrEm9T+W5vb3dW9p5eHjY2zXMZbGsbypi9oFoktJBysuY9c9FxMvjvz1NKqWsDe9VPp9Xlbyozg7/Rq31qVLKC+fXX4zZW4opfHfaERZ4p1qZvdvt9QDwwhe+8Jz24yud6CKJOp/uImNHPzk56S2zivydkdkNxLshPUzGACNwcYBlXiJfqsfl+Y5AwwcHB7FbGvQjDvk/rX16+aI/XHf0kVHzrA29T9dJVNet66r8Msbn+cvuuUR1qO4gj8MVgbvh9HkPo/1Vyxidh810NjY2cPPmTaytrWF/f79zbZF4UEHSnULw1rca6dvfs3SyPhuJ3/c+HBGqKA62azZvMyYvi8hVZ9NjZNmTk1Ht1sb1UGqtjwN4HAD+7J/9s71wumbbz5f2FSEK6nqOh0rEmPmbzIvxR2Dizzro6EqJXkVZZ1bw538yuQi4NV0Cs2/bJ1iqtaFnNUdr010JEoCB/jnOZL2sWzLttbX+8a1kg27JZKCcAXZUR5p3V3gt0I76QXRf3RJaXxrW20PzRImALAMPn59R4F1bW8Pe3h5KKTg8POwsG679Xls7e4EI3Si67JPLDL3Pab4jiy1Salm5I0XmwrodctVoG6yAuy8XBe5PlVIembPtRwB8en59ae9UU1FAOT2dnZx2cHDQY4q8x/C6xlXXJFMc/NSfqq/ZUgBl3N7BIuDJ/NiRuLmo5faOG/lMddMFn9FzsJ3VOMsmC6bLQwECQM/fyueZp2gjB48MnUwmvS3yVCYty2TIj63lzth3BEj+X0HG28DF+0C0hlvvuwJ1ZahhNY61tbVujoHiJ/0pQPthYcfHxx2rpkvM8+0WlffnVj/MXEEZs9bntM6zOvbf0Vi7V7kO/usxclHgfieA1wL4kfn3L8n1nyulvBnAF+HsnWonpZTbpZRXYPb6+tcA+PFFEyXbvnPnTg94gPOANp1Ou4FDNqoTcx4+Am0FqAyAh3zaziBVInaTgU4GProWnUJfJ/PAQT+dTrvBoyttmGc9IVB90w6sBBJdLaJ51DOf6SZhOgrczuqieo7q1UG7VU/ZNX8mcrc5w1ZrQ5f9RXlVpcfJc9a73mea6vLQvq1twjCs+8PDw25SWd1hbBe1NtfW1npv18n6VOTCyyTqzy2QjUA++r1IG15EPi+Au5TybzCbiHxBKeVJAD+IGWC/o5TyOgB/BOBbAaAu8Z1qKsq2Dw8Pzy3jk7wCOHunIt+nyPC6pVvZHz/6UlsdXJ5G1NGcTeq91qTkENOJgEpZlMal7Ib/WS7dSco6ULN8c3MTN27cOMcWHUid+fHMEy27uodcOWSKIALnrP4iZZHVodd5S3m22plliNgq6yuKK/N9M4xOjqty06WZ3tZsP74c4eDgoFPK7Pt8zZyWWf3I6jLLwFTLx3y48srKmz3nyoD/tb9ofS4TsD2P11nGrCr5tuTW1yfhl/JOteB5HB8f9xiGdn51mbDzcoDoO/vIvgkwFF+ilnViZ4jRfQckhtHvSBwsMoBSv7a6KDhAtC4ItPqmE640UKClLxpAb1ck42E9K4hoOxAIGI++niwzzVUZKeOP6ntMfWW/o3uRv3kRwFclqWCj4dlGOs8Q5dvT140wuixT25ckhHWmyzipRPVMEs2r72vQPtSqPwe8zPetZWqJu1Giusnycy+yrFUlpZSXAngbgP8FwCmAx2ut/7yU8jCAfwvgizF7WfDfqrV+Zv7M9wN4HYATAN9Va/2V+fWX4YzYvgvAd9dGJV6bLe++xlg7HzsdwcZfw6WdVFkmOz6ZC8Ej6kgRaCv4RL5bl6hTRvFn/7M4NE8so9Ydv8lomd/NzU3s7u5id3e3c4toXAR5PTKU9asrGjgJyS3XCtwR+GXlygDeFWFLuWasXdPN6nTM/0ixet/QfuDb+iM3ibYL49J5Be2bCsoK9Ddu3OjioLtF+4GyWV1dpEDuZfY86bUsTKue9VokF31uEVHMGPqMkGMA31tr/XMAXgHgDWW2l+W+73O5Flve1bTnf2XQCsoEd4KO+gqVASng6Mx71Dkz0G4NbgURvc/f/HZAy8DD86MsTcsWhdUJL7Ji+sBpUms4siA9sQ5Az9VEi0bf2k6wVh8r8+oMz8vu9TKmfof8pd6HvP71WjZQ3T3Ca3zG50Fc/LqWW88SYbzqXgLO+q3m3d8TSTcgX8Cguyq9b/Pjcz5ef9qHo/I7wLsrRMvs7pIhUPT6ivJwL7KsuOpsSTSXRd8upXwUs2XO932fy5UHbteCyra185IFMhxBiLPsenY3/b7b29s9f6wvV3MzTu8BONd5lbFHrhT+joArYhsOUMyDAoUOMI3LTWhe4yB3QNDwmhfdLq0MmhNpOzs7PTcTwXvMUkO9z3uRNePAo2Ei90MExkNszdtFlYzH1WqvSBnpah93Y/mbhzz+DATd780lmcfHx93bcxT8dfLTjxvQdvUyev9r1WOmBKN28nizuDKFeC+yTCVAKbNNil+F2eKL+7rPBbgGwA30zxpRwFaGqdf44coS9Z2ur8/eJDKZTM7tJmsBbmaa854z9ogh6rPO9jKGyd/+LNP19x7qqgT6N8nQdOJS65IDVyesyMqAM6VH9kbmTbcIlYBvqVeXgaapTLG1Tl7jyAayX8/qKmo3rwsPp0Du4mVpsUKWX9uKzxLYfd5FlWXkzijlbNnl4eFh1wf1PBNfE67KVN0v2rcjdu6kg/nXuoomKzPL6iKyTPBeALhfUEp5Qv4/Xmd7THpSStkD8PMAvqfW+kwjr9GNhfe5ANcEuIHzA0UrX5m3DgS6TgB0ALazs9MxbQdb/bh/MAIWZYDuH/f7LWmBdiY6scNn9FkHA4I4BzeVltZVKWfruSPzn/WmSoFhuMxMz5HO6k7bisxzyAWV3dc69N8ZUxwDAtmzPujd/I+UrVoSPv/A/6xP1oWe1Ohh+JttyBcr8OXBp6en3RvhdSmsKhl+61uPorpR103kmnJr0PukgrePqyFlrNblsiRyKTbk6Vrry1sBSimbmIH2z9Zaf2F++b7vc7kWwK2M290kzsSBM9ORrJsm4u7ubgc+CrLODH3VChAP/BZL4f9oMsrji551sG91eF2iV0rB/v5+95/ik1kKEKw7Td83LwHAZDLpwEfPwND13l5GrWM3l1tWjIq6qHzyOGoPr9chU98Zov6OwEr/OxhF5WA8uiTV68KJB0WVroZV9whfKKLv/FxfX++WavKeHjWg4M243XXnv70eo3qNmHf0OwPzy5BluUrKrFA/BeCjtdY3y637vs/lWgA3RQFaAUdn0N0HTmZy69Yt7OzsnANRB0rvdJGp7t8EIR0EGTB5eTQOFZ+k8kmsyGe4tjZbV+1sWUHZ/fSMQ90cXEXCrdRUALqRAzhbohYBvrpHXJE5WGg5NLxbMC3LpQXIrTB6z/PTYnvRfQ/rVpsvj1QA0XNeNB96Xfs202P/5k5KraOjo6PeBD3b1/uBLj/MyuhKw8NEz2oZdTxFL3EYqr9lyhJ93F8L4NsBfLCU8oH5tR/AJexzuZbArZsTolUlFLoEbt26hd3d3XNg4pOReq/FPPyaA3YULipLlIYDoYZnWIqHU+asb2nXuBU8NCxwtuOSA4ZsmqLAQabnio8MiuxS60hFWaSKA/uQm0qf8/i1nsbIEFhTIjcS//v8i7sKPD2PV33b/HayQNG61iMaGNbbs9ba7WTN+mxkMelvLbu61FqWiQNlFD56TkF+yN24iCwLuGutv4HYPw3c530u1wa4lW2rm8R3Aqq/ttaKvb093Lx5E0AfLCJwaHW+7NMC7QiYWJaIqUX5yQarPssB6j5t4GxVCM8gYZysQzWbec9X4GhcrvC0ztwqiBSeDnav3+wZr7cItDMAYJsvwt6yfqDpaby6OkTLlOXXw3m8ETFgvljn2n7qhlHwVkWgy0Gj/prVUQbeLfDLfNnRb49H/fv3S5bIuB+YXBvgBuLF83pPzcm1tTXcunULz3ve83on1wE4Nyiijg7gnD81+h25SFqgremruIslCxc95y9BJrjqQFOmrVYJw/EN4Zzs0viUBSoQqMnrPlMta3RNlYDXq4bL7nl9KvPTZ5zBRoPWly4OiSt5lkPPJNH8RvE6qGsf1LC6bNPndTQukhh/PyWVuNaNvv+T4pae+6q9TC0WrdeisC2JlMcygXZI6VwXuTbArZ2THdgn0NRtsru7260gYVgfvM4EKc4eec2ficA7GgAuyn50tUcLqCIwUNDWOLKNFeqzZn3RB8pdpqo0lAFS1N+tgKLPaF59uZkqtbF1ps9k4RYBdb3OMrny0zqP4te203kIZ8wtyeYpaq094AX6fdznczxOVYacoFTlrfWp7N2BXMui/SHy0XudR//H+MYvQy57MvR+yLUBbqCvLb0DKXBvb2/j5s2b3SloBCyatcr0NG5nyQ4MERuMgHmIdSs4+jrmzE3iwKd+S/qu6ef0uiHI6pIwdz2dnp6d1UwllzEm9avq/WjzkW731rLwmoNyxMDdhRRZTlEbKDBGIOwKSddZZ/G50vDJxKF8RaLAr35rTYe/aeloOHc/KZvXemeeVGlqf9BJSlfcUZ+M6ohxudIfcq2oLzt789CyZMW4L1EiE0cZuJ6KduvWrR4A6DnFFB2Akfmp9yOWzTAtn6EDe9RhIibv1yMQ187O/3QJKQvX3aQMq5O7DEeGFykwBWYCgU5a8rorRVUqUTkdtLV8yta1HgD0FLDXY1S3LcDRdnd/cKTYM1M7ajvGqfl1y9DL5nnR5YDus9b21LLynraD1oP2qag/a74jydhyCxC9jVuybKB2WQH3AxRlnHps661bt7q3gGjYyP+mjIPXWhIBuDOYCKCc+UXgrPG4Ca3MRQeoM6usLD7gHaDU/aF1s7a21i0NjOJiWGXOCrYM72V3f777xyMgj0TzMsSUs3rR37yndekgnuXLwdrrJ7ISor4Q9VPmR0FZlbL7o/nNZ9n/HciV4eszmrb3x9bvFqC3lJ0rLe//Ud4uKisf9yWLsmJ3l7Azc602wyvD8QkaAoQOBGeBKhmbcqDJQFzjcSBR4NIwEYtTE1mvOYiXUjrQdXcOwypAqc/aQV7T8frR8joIKxB6eVvzAs4E3QrIXFBed952UViGdxDXdDVeV6LOYNX3rfn18ruLxcP6+xeVcXs+VKJ+o24gbz8vn/53QuFuE33O8xC1iV9zRu/luV8AuwLuSxb3yfI/AOzt7fWOtlRGXuvs7S+TyaQHAnze/YCUCHj53z/A+TXIrYHl8fB5N2EjM99ZlpaTrFfLqfEC6DbQaNkYXk8E5DU9qCsDI/1WM9/rTEHD3QJRvUT1GDHD6DuTIWCPQIXX3VURAe1Yxe/gO9Yac0aq7aXpuYtL/ebaBrrePuubUZtEgOxpMw2vw2huwPOgskymvALuSxRl2/Rn00Wyvb2Nvb29DljY8NqZDw8Psbu721tx0Zpdjgaa/3bfNq/7/yHJgGdIcTh4OyCWUs75vd1tki0L4/Pq1y7lbMWKskrdQu8rFyjafs5Ifc15BhKRW8TrfYyMAfbIn52527TenUFreV0xR+2nCjjKa8R4GdfR0VE4mciPTlyz3bTNPL0on5Ey9X63qDgBifKyTFmtKrlkIdNW0N7c3MStW7d65zAA59fJHhwcoNbauQ90s0LkW6O46anioJIBeSYazllaVI7oOb1GANWNOMoeeWSrvhlF02Nd6OSWDmrfgs4w/nJlpqfmuddXq46cebbYvccbSQSmLRlqs8zPq+43T8fdfFH+FVSzPGpZM+ataWr/8vkHtww1f+qayfz8Pk6G6mwssGcsfBlAvvJxX7Io29YOvre313sZgIb3Zw8PD3F6Ojuje2dnJ1wqpc+0wBrIjxzNGInHzcGuDEvj1XA6oKJla6wTZXa8rvmIgAM4v9GD1/QMk2giUVeURH5YnbjUfOjzUf25ROG0HH7PQTJjcpmp77+9P2Xmvrappq3fHg+AkCl7eaI86gYbKlI9g137gRIV7X9RPWTkwJVFZJGoCzOqu2ixQCQa3zLBdgXclyhR4+3s7PTOIGFHZKfxdcvPPvssNjY2sLe31zPpI8lAmJ3eJzNbbpOhuKPBrmGZrpZxaM0x49OBHcUZ5ZG+bp5Zzvt+XrcCub7jU/Mblbu1tpjp6zVn/q26zcTLHwFrFD/7nZYrcnFErpWoLjS91jMUbcesLK4cFDiVZDAeZf9ZH/B4M7dcVKcuiwBvKy/LkhVwPyChi4RHtEZCUNFtyNPptDveNTNbXaJOxPhb9yNWmLkAfCD6BCvl7hd+If7Pv/k307zeT3nm4Ye7ScrIPUCJBnykqFQUxPhsdACY160DsN5rScTKVfy6h1Hrh0qRriffhejWlLsilH1q3j2cl5Hf/qxOtutmHe1TyrLHgHfUP6MVJpEM3XNW3VJiy5IVcF+iKJMopeDGjRvnWIg2iJ6upm6W7e3tcEt4K13Gr2m12HUENvo7elYZDX8zHiqfX/3Jn+zqgMv3Tk5Ourey8xoPnNLnKZ43B0wfxFqnW+X8kjit+4hZRvWloK75cZCPVmdEdRoBn96L2g44PymWAXQk7g7wckVxRMze41TQBfovUqBEk4UevypAdV9FAO3PaZkid2A0JrQPtcr3oMXb7brKtQFu3QbM80eU3Sh4+MTe6elpdw6HnxQYiTMRSgYA+j9iRSoR0Ot6ap8ABOIdfW666sDh22jUVx6BaJQ/r/PIP6mbOhi/16UrCAc0v65l5X8Hjaz+ov9ReA/XYrfe9hnr1fsKjqy/KGykFD2cuo1UfNMU49G09FTHTLFFfcq/3U3iTNvLkVkv2f8WkN8vtj2U7nWRawPcwNlg2tnZ6VaJeGckO+X5JCcnJ7h79y6Ojo5w8+bNDvSjLdNDDerMxAEpAsVo0Gad0n3lCiR8luGA/lpiPqMvg80GVgQ+zpgiZsJr2YQnwcuZrjNrIF6hErFtr1uXVl17OFdiWTzu6vC64n/2r8y8j9KMGC3rKFqN4v3ASUlUBi+PHnvQqrOo7+oYa/XlVr/xMunz2SRmFHZZsgLuByCTyaQD5cz0VGC+fft213Fv3bqVmt8tM7YFGPwdmfm8FwGZP6tuEn47m1V/qg5ogrWu0lBAbU0qRfWQfdM143nWFS3RINc6V+uCgB4pvsyFouWIFFCrfK6cHKw1jgywtU4yBegg635vbX9lsBq3ivrDtS0jK4dx8r+ybl9Bon0oIx2ReyW612LbmWKL/mfb75cpK+C+ZOHStGgguzm3trbWTUYCM8DgpGQ20DLxZzKAyjo/f2u46BkPr+Y3f/vSL1cCHj/zr2HcDeSs0M1Zdx0piPvrshScFMydQWf1GFkdY9hvdN3vR23vbdgCmegZbRN/3uuD/71/uNtLRV16bHNntapAtU/oenw+H/VldYlkJCUC0jHjpuUqGXpW87dMWQH3Jcvm5mZvtYGzN92hRnbCo113d3fPHUO6SANmzIPf/jvq6BF46XPMe+RnVdblzNTN7CHWqaKAE4G3X9OVE3w+qs/Inx1NRmYTklHdep5b14YUpiuuKL4M6P3bgdLTi1xeGWsfUlLuR+d31P7RSpJIwXj9ezpsdz1ONuvjWleRjCFNem3ZE4ljiNp1kGsD3M60vQNp5zw9Pe3O42DD37hxA0AbWCNG4YCtA8pZig/aDLxUtBxaPjVtGa8OnMjN4GAagUELjCKfdvRhfetz+ry7AiJXSMTCI3beUpbRtTGDUutY6yP6nYGsgra7RzLQZT15v2IdRc8p2XBXCMP6fI3XtYr3kVrP3IpRf23FlSmblmQWTdQvgXzD2b3IalXJJUnLNRGxUr6GiyC3tbV17nVN2eByVhtJ1omHlIEzSb8+5H93MMvYZJTHIWajbhmvB/2v+XEXjrNBz4eb5JEfWxXSEEhndZy1rZfdrQyXDJiyfuj15EAbKQXNj+dP447IiuZFFYi2S6s/qe/drdFISQ3136gcmbjSZH6iOli2LCveUspPA/jrAD5da/2K+bUfAvB3APyPebAfqLW+a37v+wG8DsAJgO+qtf7K/PrLcPaG93cB+O46kMkrD9xRh4km/tgJuGaZS9am0yl2d3e78O6T5XUgdzNo/N7ZWiAaXfeOz+/oHOuIkWTptNwUGkdULq8DfiuQ+6vftN49bMRoIlB2tuiTq9FkWvTNZ7Pld14vai0Mtb2XoQW6jF9deGS0qggzcHRFyrhcYXp7e74c9NWd1lJSQ0qvRVY8Ty2FqM9HO1Aj//0yZYkK4WcA/AsAb7Pr/6zW+k/1QinlywC8GsCXA/giAL9WSvnSWusJgLcAeD2A38QMuB8D8O5WwlceuFW8cwDn17A6O9EjK/UZj8NNWP/PcC3GoQM689VGoK7s0wFF04j8lJmSiOrNmWEEQB42Axf/r785v+DlUfD2cnudRSAZKS0+F0l0XfuGTyxquTJRMFTmyntR33Fgp0TPsS61DDpnw/ue58ja0bg8L7rDMqvfyM8dzbVoWkPuNr/X6rPMwzLf+j5GoSwQ13tLKV88MvgrAby91noI4A9LKR8H8DWllE8AuFVrfR8AlFLeBuBVeC4AdzZ49R4/3DWoR4Rmk0bZ/yFxsPF4sjw68HJA+AFKHCTA+XOfKS1Q0/stUQUw5nrEsHWwOkt0Vuj5zdZyez70+SHJwNr/R/UZWR+R0ssYpreh15kDM9eBZ+XVb+/LnhdXtJklxXbxoyKizVbZapds/EQK0OO8Cv7lBYD7BaWUJ+T/47XWx0c8952llNcAeALA99ZaPwPgxZgxasqT82tH899+vSnXArhV2El9uztPRKO5DaBbrjZ0oNQYUaCMgNg7r4ZpmfoaZohRZwAbhRkL2q1rDjQOAhHb5m8Hb49bJ5u1Lvx3pOwoGdPOyuT15yAypNAdHF3JRmkMKdDWa9IAnIs7AkR3Kbl4fFF7eT3789pXx4B5CxwjJdaqo7FKe6wsANxP11pfvmD0bwHwwwDq/PtHAfxtAFEBauN6U64VcGvnUTDWFybUOju+FQA+97nPAUA3MZlJNCB0NURkwuqznsfWapIItFuAEQG2Pq9hMpCP7mkYH8wZe2uJ1pFuyIme9cnHSFrsU+OIAMzzH0m2SSV73utK86Z9x+t3KC/6rJOR/Re+EH/9b/yNtAz3S+584Rd2v1WxuFWUlSmz1IZk2QCdyf1k/bXWT/F3KeUnAfzy/O+TAF4qQV8C4JPz6y8JrjflWgE3cAaC0QA6Pj7GM888gzt37mAymeDw8BDb29s9v2rUqfz8BwdyB5EWwwb6/kPNcxRe/7vprM/z2wdRFKYlDuLZs2PYe6ZU3Cx3peD14e2YrZzJ8qDlisrigOygHcXn7RS5UjT+RRinK8RMwb33bWdzXpHbIZMMmNxVoS4uZ+Al8KdH5R/bTkMyBOwLsOTBeJYVVySllEdqrU/N/34LgA/Nf78TwM+VUt6M2eTkowB+u9Z6Ukq5XUp5BYDfAvAaAD8+lM61AO4M7NQPXOtsJ990OsX6+jq2trZwdHTUOyXQxYF5zGBr5YeSTUz6szrxpGuZs9URbpa3xAFtbJn4TJR+FNafUdHVFC0zPlJIqmxbeVBGG5UhS3fIF96ygjyNSIFF4YcAMIpfnxlj8UVxuRXJ/3pWe6RgXcnrxycNtf5dEWdtEJGoKL5ly7KAu5TybwB8HWa+8CcB/CCAryulfCVm7o5PAPi78zQ/XEp5B4CPADgG8IY6W1ECAN+Bs+WA78bAxCRwTYA7c0ecnp52vm3g7C0f6+vr3avMAJwDAYJJa9mcg0BmLrbEAcif1SM3h/yUGl90XcuV3dP/Y5jsGP/jUHiWL5r88uejunVgz9LO8uPfwJlizVYr+PrrVjosiyvKRerO42+5ZfS+ltPzkZXL3ULa73yZJPu9kglVkt5eLeWTKZjMleZts0wQXyJ7/7bg8k81wr8JwJuC608A+IpF0h6kb6WUny6lfLqU8iG59kOllD8upXxg/vlmuff9pZSPl1I+Vkr5Rrn+slLKB+f3fqws0BJZhwXO3qNIRr2xsYGdnZ0ujLPfRZhRFF7vt4qQdWx+ohUVGmfEOH2TSgRyGVPNgDHLuz6j+RliwRFTZXmjlwF7vrWMyu68zFm9tvKl8bJMXr++rtzvR6uIhurO8xyVQ+OKlH1WN2Pqw9POJoW9vrwNhkCa4lbWkEJxURdbq64vKmpdtD5XWcYw7p/BA1pkbnGfG+jUyqq5t7a2sL6+3r0UmPddlGlkncKZhwJulK8ovdZgGsqb/h4DuprfsS4VoD9R5xKlpyczDnVwXS/tm0ncitE8tOorczVkSjlqn8gPrPXQqkdfqqniLN/veX5b7cl7LQBzd8aQW8LrL7MkPW8+mdzq85qeft/LpOCi4N+K5yosSbxXGQTu+gAXmatEA9gbgKDtzw0xDBd2kujUtyFmp79bjMpBKfMtelxReqpYFhFVRlEZWjIEmhR/E5E+o2DN/5EprvmN8jgEKBrnGDZFZdNKW10IWftFLpQx4vXZUkqZZHXFfGQTsxqe9UCCNFax83qkpPV/VKaWi2mJLo6lxPMg5V583PdtkXkp5fWYsXO86EUv0uvd72gjQSlnG3AiHx7DjBlAkX90zLOtZW4cMJG7INqGzfBadlckEaBcFHyjgTPUyZWZjhkQvnInUqgR+1ukLGOvu//WJ4q9LVrPe/1Hvu6xpr8DfvR8FE/G8jOmr3MPFwEzB/+ojnT+ScvD3+5S8X59P+S5ANzj7em+vAXAnwbwlQCewmyROYDlLDKvtT5ea315rfXlz3ve83itF4aDhb5T+k959Gt0lKXEH6arjIwfZyUZe486bcaSMxak992nmflXI2avn8h3HPmPo/8sb8vHPPYT1deYPEfpD+VjkbaJ6lrDRK4Ej9efGdM+3o6ev6Hfnv5QPbTqI8sv0F/JpPUThdW6yPzFGdNu1QefW5Z43rLPVZYLMe56SYvMk7Q7oNvY2Din0enfVmD3juhsRuNWYUdVhuIMJ3uWz2s8kZ9QGVDEQnXQXNT09vQ8f/47u5alOSYfCoL6TAtMNM/OYKNnSjlzb3lYDT/klhrDjIfylLHmLC6VFmh4nofibJVliMCwHtWiGKOEPJ3WclDPR4uRL0uuOiiPkQsx7lLKI/L3W9BfZP7qUsqklPIlOFtk/hSA26WUV5RZq74GwC+NTS9ivw6qQP88h1pnr/TSDqwNFk1QeCfXuOiW8c6aSRQuezZiTtHKkaHfqlwilhz9HsukNZ3smVZc/nzrvteLsqChuo9WZETKMKqzFhhlbaxxZu0cxRuFG0pzrJLLrkd5asUHjFsnnoVV4OXvzDUzRHyWJWPZ9lUH90HGXR7gInOK+8B0oBBc+XuIrVB8oqW1rlsnq4aWg/H6EBPJBlm0oqQlXmY1bT3MRQfCIs+OtQSyOqHoyo4M8CLGyzy04m6VZyi9qBzeJyPWH7F8v5aJl2OMpejhszqJfPROYPz5lhLI8uSAGBGxrO8sG0Q/X1aVPLBF5vZ8rwE5SKLZccoQc4oGqKfHa7rG1wE8i1+vZyDsA7/FPjOTMgqXla1VD2MGyBCIjI0vYnwZGETlyeJumf963+NuuU/Glkvbeuhs8KG6HmL63heitvCyRP1H635IEXq+2Gd9s4wrq4yJ8/cQ0102A77qbHqMXMudk3SRZFrbt5DrvTGdIBrkpZRzKyLGxOHxOWPxaxwMGfhq+CEAGZOviImNjXOoHlrg1wLBzGLR8B4mAq2I8UYg4eAWgVmW1yh/ymQ1TKvvDdW/pz9ERFrtGo2nSNHo78jXHCnelqLyMRuBttbZ/QLYFXBfokSmmnY2gh23wQPntwzXWrs34DjDVdNcBzSv+07HsaatX9PnHbA1HxHzywCG8S6SpwhAW1ZDKy+ta2PykOUnK1dU9iwtZ5KtMkTAGNVxS2Fo2DHW4Ng2a7kRWu3Qyl8G4C0l42MgWrnVAm9fFhgp0bFk4iKybPb+oORaALe/KcTFO9p0Ou06iYK8MnXvHOrnizbe6ESnijO6Vh6z35GLRIGd8Q+x5UWBNMufPuvlygbVEIBEoAf0lauvuW/JmMHt4OJxD7WTx+P3XSFEoB6x2VYesnKNAW1/ttX+F+0bLJPuWh7KK/PlSkwnKhlfZBFpHMuQFXA/QNHG1mtHR0cdcOuHb4p2pqGbL/x9lMq2fYWKfgOxz9bzxhUPClStFRZjQWaRwd6SIcbp/8fkb4xCW6TMHs4Hd5Rfj9+ZX8Q+s3JnLNTDZPF63JGCHAqf5Smqv0zhuGTWQYuxR79VfNEAx5gzbAVtkqzWCpR7lc+LycmrIj5A2cg8w7rWiuPjYxwcHOD4+PjcmSIelw5eBWte47sqa629F/nqs9GEYzTg/dVkeq8F+Bdly8uSDHjG3meYSNyiiJ7JWHoEigoELVDRNMec/pcpx4ztDoFiBNpROq38q0TAPwS2LQXpbeKgyzRZJl1xNdbNEYGxEy0/y31Z4H0/FMGDkGsF3KqJeY3Chp5Op52rI9owo50iO4vEvzc3N8/FkYk+1wLm7KQ8oL1S5n7KWNcBJQLQiOVlTNh/Zy6H6FkHyjHKK3MPZGCapan/M/av/xfxcy+qhKN8DKWhyxZbID+G0WucUd6z+IfA2/8vczysgPsShI12cnLS62j68gTePzk5wdHRUailtQPoAfJA37fKZX/Rf2fo2UBpmfh8PlIsGncLvMes7x4jXp5FB0dmKbh4focAehHLYwg4I+URgc+QgvLwLaXl+Riq35ZVchEZYt1q7WhYX9Mdxafl1w1vfF5FXSPA+dMUI4snAu2WNXMRWQH3JQkbT8FbwZydw+/rs+reyDqEM4uNjQ1sbW2dG5BjzS2Csw+UCLT1P8O3ADpiiRlb1HAq0UDLRF1DQwA/BOQtsIyW0Q3FfVGXjc43DLkaMjeDSvacAqNLqy7HlEvDZQAbxaX9KzvoKUuL4v0tIiKeD49b047ypL7uZckKuC9JfKJC/yvb5qvLMhOMv9WVwuWD0XZ2Z9/AOIYWuT+GQJtpZK6VKA1/ZlEze6yQXXl+I1EgGgtUvhuV7bKoyyha/plJy+z357Pyer9yAI3AfiwYR0p4SDFn5Wqxb6+zMf3IWbcy9cg9mT1P0RUqzE8E4MuSFXBfkrjZpL5uHuPq7hQFdQVfXTnCzkaQ0HAbGxvdShJf2xqZccB5xqGuGXZKXUlC8d9DZr2KDzyPYywbz+o9SzcTX9cbsbJMFOjYFmN3xmp+9X4EXBEz1Tii+1F7+DOtPGWWgr6XMypbBvqtMrTEywec9SF1a2j6i1hQ0bpuphv95jN88Ym6JXWcLot1L1sJPCi58sCdATU/vH5yctK9f1IB2V0U2hF9nTdFARY4bx7qdwbA0b3Mpx09l4FtBgCtdLPnFpExwK9MaQhUdDWCS2Sp+IDL4vV8RgDSYr/OJh3oxjDIRfLHsK6gFgGplpXRUlp+PVN0vO9hGb+uKnFiMqbfUYEdHx/33lw11n2zqDwXGPdyZrnus/i6TgVr/T4+Pu7A210q/pz7x/UMbzLtIUan11od1c85YZgWaHucUX5aSom/o4nQ7LkxCqCV9tBZK14nizC5IcnK30pL2y56nt9uXUXWVpSXLF8ehjI06RwB9Ji8+O+sPhWMW+6TVl1n/WlMX2I7cZEBd0DfD1fJmM+QlPh9vA+XUn61lPJ78+/ny72lvY/3WgE3WbW7TfjNc7gdtBX43SeuM93U/Oo2AcYzGh3k/O/sndKayNH/2YAZe92/ow0/rYE3BPAt0It++yBtPRvlfQjcorj1fySZiyULuwhQjgXOTLF4f/J7mv+ob16EtWbtF83FsM+rdTqmrYbqgkTM3ZTLkGUBN2annT5m194I4D211kcBvGf+H6X/Pt7HAPxEKYUgw/fxPjr/eJzn5MoDN4GXoH10dISjo6OOKeuyQF5XF4q7WTQu7qYEZp2F67UjhhVdd9DXsJRod2RkSkbAOfQ/A5ih+5rekCwC8Fka2TMuWlfRPAD/Oyg4aHickf+4VTeef8oioB1db7kohsoSseAo/iiPQ35rvR+9eCQTDePtw/va9yPykrnU2G7cl3HZoD0mvVrrewH8iV1+JYC3zn+/FbN36/L622uth7XWPwTA9/E+gvn7eOss0bfJM6lceR83gA6M6QphYyqj5q5JTkYqu6ZQk5+envYmH/k7YgkRYxlrSpK5O1NxiUDEB042UDOmFqXh91vAFbFQ/53FyXwNAU0GzFFdRJZNBBBZuGh9sqcbPRuJljG653WySJzA+cOeNK4ojihODa/PjFHYGbAzb+z/Ub9nGI3HATrLL8vN+9wVvezJxAWUwAtKKU/I/8drrY8PPPOiOntxDGqtT5VSXji/vpT38VKuBXATmOn30hcC8/d0Ou2AG8C5904qoCvj4lrtiBmPlWwgZZM0LTbtgJD9jv6PDZeB/ZgB3qoXB+1F8+vPRKDldeVxZHnQJYYZo8pAxfM3BrSH6mRs+n5tCHSivtgCYgd2v56VJXpe+7OOP5KrbCzwWT1PCDgbP+rrXoYsoAierrW+fCmJYjnv46VceeCmG4TAPZ1OMZ1Oe+6O4+NjHB4e4vDwMDTJtFPpagZl2tqB3Lwby0ydmbjZGQ0EH1AtQBhi2kP3xoQdetbvj2WVLZY+Jt2hvLjSiSwA/z8GKBdlq1n+9L8rSc9DtjRwiGmrQsr63Jh8RpvGsnqKWLfO6zhRchlyTWxsbHQW97JkWQogkU+VUh6Zs+1HAHx6fn2p7+O98j5uAOdAejqdYn9/HwcHBzg4OMDh4SFu376Nu3fv4vDwsAN3ano2On3cwKxzbm5u9g6TUrDOfKwZE/H/0SFXrhT8+YyRuGQDILuXSYsBZ5+x8Y55rjWYo3x6fEMKIppb8HIv2q5RPrLytJ6/F4mALrJK9Hrrf6Y4xq78cZLjY6jVD1rXdMXXskQVxdDngvJOAK+d/34tzt6tu9T38V4rxs0PJyEJ5gTu6XTaY+ZHR0fY3NzE+vp6b7XI5uYmJpNJz4xTlq4N1xogFO98TE/vj2WyLRDX/xmj9GtD7HFR3yef8TSyfHl+IvYWxe3gkw3w1gakLI2xZYzqrlVOv56lm7UP++IYGXK7eNhIsjbSPGcboLQt3e/N+05SeM3Zc0vRMOzQaqJFZFmMu8Tv4/0RAO8opbwOwB8B+NZ5mkt9H++VB24AHUATkB3IDw4O8Mwzz3S7FAne+/v7KOXMJTKZTHDr1i1MJhPUOvOPq0kHnHd9uAYeGizqImH4jF23GF4G3BnQjmV3Q//HSOuZSJHwuoJBJA7aEYhmiigTfdYnqscM4BZ483+m5CPxZxcV75+ZMnTFMEaZa/xugUZgq8Dt/unWsy2JxkCmuC8qywLuGr+PFwC+Pgm/tPfxXnngJgvhMkAyaWXWzzzzDA4ODnoArCs52HG2t7ext7eH/f19nJycYDKZ9NIikLfMJR+kvlOQbLvFoL1zjgFsvz90rXW/xdYziQZ9FH8EbBqmpZAiQM/Y9CIDuZSzuQ1X0BnzbcXl+c+A0/8PPQPEDHdMnUf3M0COnsv6OvvnkKLhuHH3ii7vzFb2ZGXLrJ97ldWW90sSgjb914eHhx14k23rIe8Azg3QUgr29vY6sGZn0k/WqTIwoug9+sz1OiXbvehhIzbu+RkjQ8w4CpMBQqYw3GTPWFKmPPzamN2DLfborhOCdqREsnZtKe0hxerPD1lO2f+xMsS0x6QV1aHWWVSvDKth3KLiNS7r0z6v4bP8sD9wCe8yZNlK4EHJlQfuWmsH1gTug4ODHtu+e/cugPOsVhtpe3sbz3ve8zpGrCtKPD1nBhpXiwH6eym9Q+sz0f+xbM6fuwgDvcg1B+ZWXjMLw+OK6jQCnUVZvac51q/asiyyPHp8VBYsW6b0xyizKFwrrN9rsW6/10rf54MIpFHfZXgF62X6qO9VVsB9CVJr7Zb7cRXJ0dFR9/tzn/tcdywrO1+0Vnd7extbW1vY2NjorSbRdIBht4MORu+Mm5ubzZl0BT19NgqTsdUIpMcw6yEZMr0vGq+GdyDLlKDLGJAaqxyj9FpWVAS0LbeHss5sUq+V5tg68byNFR0XQ0rTy6vLBLMyOevm72iV1pCiWOYSQJUVcF+CKOPm0j+Ctvq2gTP3SOQm2d7eDs8hUeYwBEac/GR4fY6g7feYBwfqyB84Jg+tga9pjxGNqxVHNphb8S4COBETjdwarWciF0qUvm7EiXyu/lwLwD0db8tss0/WRgqQraNsNb2WImwxav4f64ZwIuK7HDWM+ru1/3NNdpRXjVPjux+yAu5LEAI3XST8vnv3Lm7fvn1ud2Q0YLa2trC1tdW5SBgvEDNcXxrI78gc5Le7SSi8pudyM40ItDMQc/azCGj7wB6rLDKA8DjHDDB1NUV1nsXZyjOBx59V9heBJtvXTX4vS+bWcCWRSRRX1kecbGR5yyySiCxofM6yFbj9mvcJ7/ellN7LD/w+fztr1rrPRPO1Au5crgVwE6in0ynu3r2LZ599Fp/97Gd7EyjRQTTs+Ovr690ryLRju8uD9wmyHl/EqMngfd22ioK839fBMARoQ9f0ejTQo8HYkoz5tkA7irelZIaURhQmA5UxLF3DXnQAZyCZlWFsW0XPathW+VpsW6+1mLaPI7o43KqIrALmT/t5tAGKYyVi3qqooiWGyxBV9tdZrjxwn56e4uDgAPv7+9jf38czzzyDP/mTP+mYNjuWMgB2BgK7HigFnGdlERPIBoU/42w7YyAuLdbbAoQhsPD4x4L+ovEOuS4oUbioXobSz1h/tNohYtyZEosm2jSOFuvO8uWWRUvZtUCp5TIZEs1XZJUo+DoR0RM3xyxNjNJk/qO+TZelgveY8bYsWTHuS5DT09POLfL000/jT/7kT3B8fNx1SP0G+p2dDbS9vd2BLF9dphMm1MLRGQ0U79xkD7rhJnJ/6G8H06xDRqZ4xh4zabG57PkIPLNrnt+h3/pcVO4h1umszyUD6DF59jBj3D8RA26ll+U1e1b3I0SKZWzeyIK9/hy8/TnNa9SmLdavRMjjV+atZ5DoSZ9ZmZYlK+C+BDk9PcVTTz2FJ598Ep/5zGe6FykAff8xEPsFM/+zMrIh4FHAUbDW7yh+/Y6uZ/ey/0PX9X7LVzn0rIorkTGgyOeia0P1pIAzRobYWjTZ5WEicMnyMMYyiNJo5VG/eX9o+Z1Li9VHSi2yJqI+o+2hn9aKjyHyosTJ68PzG8Vzr7IC7kuQ6XSKT33qU9jf3+/55RS0HcD1PsGW9zNAUwBwU1fj8QnJ1qRkZDI68x7DzKLrQyxvrCLJWH3mCtDviBG7G8rTcXCJwmZ10GKo0TUHZb+vLjW/1wLKIfD25zILisAc1S3z5Uvwomcyd45LZtVELpMo7/yvLxXWNqdEfm4eRaHXI8KjbTLG8llUPK/XVa48cNdae++R9A7D38DZYNU3uWvnyMy8IfNeXSNcmRJtbXdg1rT09xi2PYbVjZEWG24BZpTvVj1l1zy9KE+RYsjcEM4a/XrWHhm7JHAB+dLQMYzQ0x7D1lvMsgVaQ9vHPT5VTFH/9vwNMXPGoxOZ+nuItKhS1WNbx4zHZcgKuC9RfBZcmYczN18/yuf5XDSgs8Z00Gb8yr55TSVi1mPAvZWXTMYMYP3fCj8m7QjIWsw4K28LRJwpZ6zSn4mu838LcJV5eh5bDLSVnuZb697ZpLpGsuc97si9o+2Q5T+yQIZYt4vmleNSx5FapQzvywd9HKlEB74tU1arSi5ByLjVtATQ6xgMx+tusmuYbI02vzWeyJfNb2cSlAicMxCPyrosWYSV+3MZ24okMpVb6bcUVhY2Y99ZfBlLHJNW9D/qR614Wmm3rJIIrFtKY2gzUdbHWvXhwO19IXuWAB6Fc0LlbFyXCDqDXzHuWK4NcEcN6W/X0PutNaCuBHgNOD+B0gJwB+EIYDKA93CZG2dsHWVM6SIAPuaZyFIZC9ZDwJTFNwQeUR6HlI/X95jdexnAZow+KoPnM8v/kFL01RtjQDljnJHFoXVOayEiK3xVGZn1xsZGOKfE/7q7Us/L9zG5bJC9X8rgsuXKAzfFN9iwAXRmOupY3gEVtCNzU9mAMoIIyKM0oo/ec597lL9IGUSSAdlF2XYrDUrmWorqPMtPZIlEcUZxZ3Hy+Qj4fTlcq3wMn61GyQBa89lSTF7OyMWQ5TFi7xED92c9rcwKYP/0sqtS8PLrf4K3ki3Gn6WtK0ycdWv+lgm2K+C+BKn1bCOAM5Bo84U+58uOgLYJxhcKe2dy14gOMGUxvnuyxbY1n9n1CAgYdzQQlgnYUX5aAygDbb0f3fO19EN5cAWhz7XqImLfLTaegWDmNomsrhYDbwH6UJtHZRxjVfhvvxYRiUjJKpjrHJKCL+/reGudC6SWrFrY98PfvQLuSxDV3hHrHhKycNfkCkKMV8FaQdrdIuyskckYsW8FcM9bVAYdyC0gzO4v4k4YkqjOonK7oonAwkFLQZv/h5bhRddaCjzK4xBz1vwA8TLTIQXWujfkjhmrXFqS5V2tD7U8nflnbhfNu/qsGZZHReg4cfB2xq7P8qRPXSe+bKB9LkxODh6SW0p5aSnlP5ZSPlpK+XAp5bvn1x8upfxqKeX35t/Pl2e+v5Ty8VLKx0op3yjXX1ZK+eD83o+VEehyenravWMyM6Gig3IccKLnrZznmHYppbeSxO9p/A7mEdOO2KKXx/MUxen3o7D3Is4A3dTVwRox7RbDy8BXQW2MqCUV1Xkr3ahetbweT5SnKK3oe6i82TOtMJFo/Wl+h+oosi6dbGg4r5Mo3z4fxP0OwPlVKCq11t5y2/shEU5kn6ssY0bJMYDvrbX+OQCvAPCGUsqXAXgjgPfUWh8F8J75f8zvvRrAlwN4DMBPlFLYCm8B8HrM3nD86Px+U8i4M+CNKjsCGoI3r+kgyDovX7TgHTYaDPrfB040gDPmGv2O/o+9dxHROosYUgvI9Hf2P8v3kNLR9o/cGK2PpueMtvU8JVrumZU1y5f+9/jGuqBa/ShKx/PuYB0BdLZyKlNCPn44bjQenoOv7D466MrjjMp8r/J5Ady11qdqrf9p/vs2gI8CeDGAVwJ46zzYWwG8av77lQDeXms9rLX+IYCPA/iaUsojAG7VWt9XZ7XyNnmmlT6Ojo5G+T+9wrXBFbQ1PK9lK0f8HJIhJuBxeT4u+j/qSIuA+yLideNxtwAuCheJg0kLJJknl6E+0cpjqzxajgwAh8o3Rglpu7YUWytPWdr+25m4g3VEXnyvgn/cpdiKQ8eTPgf0XSn6Vnd+lg2iywTuUsonysyL8IFSyhPzawt7IxaVhXzcpZQvBvBVAH4LwItqrU8BM3AvpbxwHuzFAH5THntyfu1o/tuvR+m8HjNm3jXymIp0wNHO5eEAhJ0zWu6n5qP/ljwPsnErY/O/X4/uuy/5XsWtlhbbUwWo19hWQ/nKgCryd3vaFy3TmDi83P5sNmnJZ6P4PBzj4ZJVve99PWv36P4YBa9+Z01PP5xo93N/2MfdWozqy1eUELA3Nzd75VCwjixjnwdZhtwHNv2Xa61Py396I36klPLG+f/vK31vxBcB+LVSypfWWhd+1c9o4C6l7AH4eQDfU2t9pjEIohu1cf38xVofB/A4AGxubtZFXmGkjUITrdXwCs6+oiT6ZGxTgdsnMzOmlCmU7D7DtAD1IhIxjAwQWgonys8Ytwrz4PFEIBmJglEGrM5wPe0WQHq4LF9RP2v1PcaTWTee1xagD4G9l9MBnM9F56MA6CzNWvtLcKO6cJBnOB0fqiS45vv09BTHx8c4Pj7u8sZ8jZ37GCOX4AZ5JYCvm/9+K4BfB/B9EG8EgD8spXwcwNcAeN+iCYwC7lLKJmag/bO11l+YX/5UKeWROdt+BMCn59efBPBSefwlAD45v/6S4HpTsomMTNz9kXVian837ZQxO3uO/NUZYKs4gPOaS4u5Zc/dC2hnDDuKfwzbdonqP6sf/c18aRtEQOmuKIKLg9JYUIvK5qA9BN5ahuzamPL7dW+fqL2G2jAKRxD1lSItd5kzbgVVrXP+1vFBgFbwrrV24L25uYnj42McHR11q8mic8EvKlrWEfKCMnd/zOXxOansRQngP5RSKoB/Nb+/qDdiYRkE7jJrnZ8C8NFa65vl1jsBvBbAj8y/f0mu/1wp5c2YmQOPAvjtWutJKeV2KeUVmLlaXgPgx4fSv0iDqXnG//qtO7Ui0J6XO5yY1N8UMnuflVfgGgJtzXt2X4Fj7DOt+vG4W//HhonS8rCZ1eBuLmWDOrcQlZfP6L3o7I0MkD3PUXhn7S23iYN3Vt/qw42UmqcflWVI+GzLX8yyePo+JigEVX3Ox5zXFccFQVvBnIBa69mcFr/13jJkgXierrW+fCDM19ZaPzkH518tpfyXRtjRXochGcO4vxbAtwP4YCnlA/NrP4AZYL+jlPI6AH8E4FsBoNb64VLKOwB8BLMVKW8QH853APgZADsA3j3/3DfJJhL9hD8H3GxSxoF4KPwYpp0BShR2kWuRRIAd5SNSNsuSsYNmrNWR1UdmxkftkQFspGw8Xy2LIArv9dtqzwzsM+bu8UfPtkiBM2X9rf1d3Y9RfVHpAv213tEEJnC2umRrawvA7MUnALpTA7PVJxeVZbpKaq2fnH9/upTyi5i5Phb1Riwsg8Bda/0NxJoCAL4+eeZNAN4UXH8CwFcsksGLCjsYgHOTHex4zraVBTkQZ0DONaqtSckIwF3uB0hS3OK4n/losdAsb4ukOcSUxzw7FE+Wx8hdQWn5vT2e7P7Qs63rmTLKLJqWKItu+ZYJtHoInOZBGX40X+TtxSW/BOxlukhUlgXcpZQbANZqrbfnv/8agH+IBb0RF0n7yu+cvKgoKGvn4UuDIyAG+kxa/+t9ZecE7TFx3m+JTPwx/t1l5C0b4EPsOLreAhhnuBm4tXyZzj7HKgFn0P4/Y98R6GfpjpFWfiNmnfW/FuiXUrpVL86aVba2trC2ttbbpq5p6vPqGtFxSR83gI5507d9dHTU7aRcRj9tWZ0XkBcB+MV5vjYA/Fyt9d+XUn4Hi3sjFpLnLHD7m9cBdJORQD55GZl0kf+7lHIuPgf1aDKTMrQSYlHRQTDkv86utcQnoMaGjWQIwIZM/ZY7gOWP6mDoOQfyjGFHgD8E4Fk8LfD2fPBby+nxt+Jrsf3IFeR91MvJ/7Rg1a0RWSMRmDMOpsHlgs64r6KrpNb6BwD+QnD9f2JBb8Si8pwEboIqGffm5iZ2d3ext7eHyWTSaXeVzLcbDZBSyjkXid5zxu1CQCcL4TWXMZ01Ytaan+j3GFlk+ZUqr6iuojwNAY3H1WqfIWmx6SguBxV3M4wBdMYz1vcd5SWqu+i5sXUeXYvyrn1eywKg50LR/gucnQ7Inc4UPWK5xcSZ7vr6ese6NT/LslqfC2eVPCeBe21tDdvb29jc3MTGxga2t7dx48YNTCYTbG1t9cDbgdk7KNBfAUD3CE1EdkKfoKRE5mUEQMyLl6PVycaw66HOPhagdWAPMcohxreIQnGmqTLGnZHF1cpf5A7J3AktFg6Md5+MsZIokYvDXRRZnWVljvKm8XqdRKyafYPp0t3B8utY8XwTsPmbW+RPTk6wtbXVex3hvcoSXSUPTJ6zwL2xsdE10GQywebmZq/zkC1zQiQaONkBU5PJpLelPZrMHDNomE7G2CLJGPYigL2oK6MVT2siMlJiUVhns35f44kAMqsvzd8QS48AfwjoXSJ3g/7PFJ4z1yxvY9wqXlf6e1HAYv35RGLWB3UclVK6scU4GE/04T1Nj8BN8F4G447G+nWU5yRw0+zibDcnT46OjjCdTnsbbygEat896cBNtq6DIpuU1HsuGaDp4IyOthxieIsw7BYwtZhgq+NnAOi/h1jv0PUonLtT2PaLHKGaxTfGZaLx+XVftRRZdC2Jyt/K+1Cdez21XDcKqABCMNdw0emZ+swYS5HPEbyzY2YvIivgvqJCbc/ttGqC6ZZagjK/s404/EwmE0wmk979bBKyZYIOdcBoQGTxjjUf1Q/teYryGf3WfDgYjlEei1giLYmYeivdFnhHbgEPkwH0mGueP4aJ2PfQPEcrTwqkXh9ZnjQ/kcJVxeftpkCsq040bxx3tH45ccm4lNHzObVOSKToKlkB95k8Z4G7lJk7ZDKZnDMdub1WO1zWuQnMW1tb2N7ePjexOLRKBTjPBCOwyEBR85KxuZa4EvI4I8nKoPd90LXSyAAuS38MGxuqAwf3zNfMsJm7agjAW3mK2HqmeLO5jKH5BC+D9zX/HuNic7eIAqu3d+TycHZN4FZgVnaudUQ35/HxcTdWa61Lc5UAq8nJKynaSenW0EG4ubmJUvoTJ+oioShAr6+vY2dnJ1xOqIzb86D/HQC8Aw8BSxRvJi0wHWsJtADLwTDKZzTIh5ifyhAraikh3fnncbdWeni6/mwLiCPQ8ueiNPh/6LhgX46ZWQ1eF973ImYelc8/ujXd8671HfVrWr6eDl2ZPlkZ/ee4vVdZ+bivqGhH0lPHqMkVtE9OTjowjsDx9PQUk8kEu7u75zrOkO+a35k/UMUVhqa/iLTYdXStNcA9XASCWTwa3xgffAaa0e8xjNHLwzanuELxCUyGz8rs5fJ+EYVptX/GxrXMeo9zOMy7KtKWwvDrfCY7FsDBm895H/V0/T+BWI90ZTi6LhXoXYFEfvN7kRVwX1E5Pj7GdDrFwcEBdnZ2urNJAHS7scgCoolKdpatrS3s7u72XCRjRVlRCzRabgkdVNEA8/uMb6wLZMjsH2KfLZCIADRKN2KOY/IZMXV9nhaRSsbqo9UnvJaBb2YpZPXB57UNM/DP4orS8olOfyYSn+9QRUBRX7QCtyoM3aIeMW5Xnsr0S+nvzDw6OuqlTQtG87YC7jN5TgI3l/ndvn27Y976QgZl2rozSz9ra7O14BloRyxQB3oGHvp8BFT+P2Pjfi0CgEVZt15rAVaUzzG/s3xGabbylLluNF6dv3Bgi4DAXVXahmPZcqY0HLB0ks7zn8XfkmzZo5dN4/SwnhetD1e+BFWdlFcA9zj5W33avFZK6RYLUPhffeQtQrKorID7Csra2mynJIH5+PgYn/nMZ7C/v99txLl58yb29vYAoDv/lz7uk5MTbGxsYGdnB7u7u72T0Jzx+kD1AesdzV0yGWv0+PV/FvcQcxsL2P6/5SJhmKhcQ/F6fiPQjgA2YuhRfvUe2yRbmaBlHALB1rOqNLw+1IUXPZ/F6+XSOnGFwOe0n7rvfAzDV3HGq+WIwJz3GcZfKgKcuVf8/HoNp2C+7MnEFXBfQdGt7uy0JycnODg46DT40dERDg8PMZ1OO9cJ2fX29na3wYadcDqddp0Q6J8tzA6bdUAFc+/AlIzhZizUB20kY4B57PNRWm5ZtFgcf2f/dUBHQN4CdA/joK1mfqQs+D/y4Y4FjMxKYttn28Rba5OH+oiWzYFoiGFfhLnqM86a1T+tew9UAUYWiMerk/28RxCPVjBdRCICdh3lOQXcvjpEO3X0hhs2IidITk5OuslIncjUQe8rSbLPGJ+4gkwLjB149FmPb6yPOMqLptXKi6YfTewuAhQR0I9hoMxjNvHr8UaWQ1ROB3BdMeErMrI6isrkcxQKZln+I8XiYXnN/dAO6JlyzdKN6kpFGbW6Gx2kffIyUpqZqN9bidi9yopxXzHxmWcHXD10imu8eW1jYwM3btzAQw891AF3xJQZj798YQiwW4MmA0e/N4adZYDOeMcoE363QM1BNEvf4/PnhhSGApBbJRGQReITeGPcE/osEB8j26pLBS9fkurg1XJD6e8xbquhvhMpP30uamNXILXWbqz5DlCNM7rOuokmRD3P+p9nfy9DVsB9hSR6qw0/ep2dZmtrq3OrrK+vY3d3F89//vNx48aN3mvIdABGryYDzrNPByUNw98tiQZgC7THML8s3Qwsx+ZzDLvWaxFj9DCeD5WWS8mfdSCJWK/Hm5U9W6Y5RpkS7DIXSaZEMmkx76EwY9worlCiNnKWrwSJZVSLghOTPCzKgVsVdLTmuzUGFpUVcF8hIUN2RkzgZqflyX5bW1sdQBO09/b2evGoS0T/68sTFLCjJXnOwMd2wDHMfGzYiKVmeWqZ7Rlr9nSiNKJ8ji3jIkorAxn9Hjv5mLHSbB04xX3ZKhnzjpSIhvfyRv/12kXrf0iyfLLMmh93kxC8Wz5m5p/h9BTPZQB3NCdwHeU5AdwO1PpbwZarTRS4t7e38fDDD+PmzZvdOSR8ltvlOQg9TmfXDmQtP3cGbioRwC4i2UBtDeAh5RCBR/a7ld+LKq8sTGTiR+EiZZMpNJXWvczsjwAZaJ+d4v9b1kUUJnJ9RHUQXWux+KzNo30GkXUSMXGPl6JnnBwfH2NjY6M36XmvsgLuKyJ+/Kq6R/jCA7pGeB43QfwLvuALcOvWrW69trNqDoRIGTirdnNRr2UgP8SoMmBcxE8bSQvkMnGz2J+PQGqMlRAx02g3X0s8vtZuwAgoM5br8bt5n1kZQ4Dny0Zb6Wdb3FtsO5IWcHs+VMnoNf8wjObdD6ByP7ierZ291ER96cuW1aqSKyDu0tC1oQrCPO+An42NDTz/+c/H8573vN4mGwVnT8OPfAXO+w2jpYGLSIst6v9FgExlCNjHWAJjTO6hOoiUXJS/i5jHrYOktL3GMi8HRP7P/MX624Ewyk/0rIb3Le4ME8VL4ByjhMbkZ0gBuwI6Pj7uwFq/WV+Mj+BNcGZ59Hx8VxDLkhXjvgIS+aGVcfMa336zu7uLyWSChx56CM9//vOxu7vb6zg6AQmcAbODtrtBIsDWweAdP2JiQ2at37uIZPE6cEQmdDaYx4B8FCZbSqhMK2KfEaNuSVaGsfWYhc2YexRmyBrJ6taVhbtloi30reV3lEh56XOtcrqodaFgzWe5IUfj83B8Xi1cBe4xZGWMrHzcV0CUPTlw8zOZTLCzs9Mdy7qzs4OHHnoIDz/8MPb29s5NYvK3MsIMtN0lEoFQ1uGGrg0B65C0mF6Wbpamg07GNIcmxKLnHLCHAEwtq2gizCWbiPS6iQAuA9iWP73FdD0Mww0BuP/Wa5E/2S2ELF8Rax/TtwjGnpYzbU4wMs5oQ0609rvW2vm2Gfcy3RvLBO5SymMA/jmAdQD/X631R5YWeUOuNXBnLJcDe3Nzs9sJOZlMsL29jb29PTz88MO4devWuRUkCvgaT+TfJiOM0qcMMdKxg8TDZuy9BTAXjTsDvMyayNKLVtd4GbweI/+/53nIF9oCNhctT6ZExtZp5MLwskT1EIXx/LXCuU85izdqt7FKS0Fa76lbROPTuJg3ukoU1Ang9HvzKIply7KAu5SyDuBfAvgGAE8C+J1SyjtrrR9ZSgINubbArSDtbJurRvTlwDs7O9jb2+smI7e2tnqTl/rxCcrslWYRYEcM21ml32uBQcbYo/j1t8c5BBxDDFLjGVJULl5fWT4ioGzlNYrHJWOUGSttuVRaddoqf6vdLyrR82SoY8A7+r8okKu7RX3Y7pvOVpLQheLgzLj8XO4xRGeMLJG9fw2Aj9da/wAASilvB/BKACvgBvAsgI/5RZpTfrLYFZIXAHj6QWfigrLK++XLdc03cHl5/1+XEMevYJbfMbJdSnlC/j9ea31c/r8YwH+T/08C+Iv3mL9Rch2A+2O11pc/6EwsKqWUJ65jvoFV3h+EXNd8A9cr77XWx5YYXWQCXMrM570ft7WSlaxkJZ+f8iSAl8r/lwD45GUkvALulaxkJSu5mPwOgEdLKV9SStkC8GoA77yMhK+Dq+Tx4SBXUq5rvoFV3h+EXNd8A9c77xeWWutxKeU7MfObrwP46Vrrhy8j7fJcWIy+kpWsZCWfT7JylaxkJStZyTWTFXCvZCUrWck1kysL3KWUx0opHyulfLyU8sYHnZ9ISimfKKV8sJTyAa73LKU8XEr51VLK782/ny/hv39eno+VUr7xEvP506WUT5dSPiTXFs5nKeVl8/J+vJTyY2VZOyIWz/sPlVL+eF7vHyilfPNVy3sp5aWllP9YSvloKeXDpZTvnl+/8vXeyPuVr/fPG/GdTlfhg5mj//cB/CkAWwD+M4Ave9D5CvL5CQAvsGv/BMAb57/fCOAfz39/2bwcEwBfMi/f+iXl8y8B+GoAH7qXfAL4bQD/G2brV98N4JseUN5/CMD/HYS9MnkH8AiAr57/vgngv87zd+XrvZH3K1/vny+fq8q4u62ktdYpAG4lvQ7ySgBvnf9+K4BXyfW311oPa61/CODjmJXzvkut9b0A/uRe8llKeQTArVrr++psRL5NnrnsvGdyZfJea32q1vqf5r9vA/goZjvtrny9N/KeyZXJ++eLXFXgjraStjrOg5IK4D+UUt5fSnn9/NqLaq1PAbMBAOCF8+tXrUyL5vPF899+/UHJd5ZSfnfuSqG74UrmvZTyxQC+CsBv4ZrVu+UduEb1/lyWqwrcD2wr6YLytbXWrwbwTQDeUEr5S42w16VMWT6vUv7fAuBPA/hKAE8B+NH59SuX91LKHoCfB/A9tdZnWkGDa1ct79em3p/rclWB+4FtJV1Eaq2fnH9/GsAvYub6+NTcRMT8+9Pz4FetTIvm88n5b79+6VJr/VSt9aTWegrgJ3HmcrpSeS+lbGIGfD9ba/2F+eVrUe9R3q9LvX8+yFUF7ge2lXSslFJulFJu8jeAvwbgQ5jl87XzYK8F8Evz3+8E8OpSyqSU8iUAHsVs4uZByUL5nJv1t0spr5ivDHiNPHOpQuCby7dgVu/AFcr7PJ2fAvDRWuub5daVr/cs79eh3j9v5EHPjmYfAN+M2Wz27wP4+w86P0H+/hRmM+n/GcCHmUcAXwDgPQB+b/79sDzz9+fl+RgucXYdwL/BzLQ9wowFve4i+QTwcswG6+8D+BeY77x9AHn/1wA+COB3MQONR65a3gH875i5BX4XwAfmn2++DvXeyPuVr/fPl89qy/tKVrKSlVwzuaqukpWsZCUrWUkiK+BeyUpWspJrJivgXslKVrKSayYr4F7JSlaykmsmK+BeyUpWspJrJivgXslKVrKSayYr4F7JSlaykmsm/z9/VRK9n/dUNQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pydicom\n",
"from pydicom.pixel_data_handlers import apply_voi_lut\n",
"\n",
"idx_ = 0\n",
"dicom_path = os.path.join(BASE_PATH, train_images[\"path\"][idx_])\n",
"dicom = pydicom.dcmread(dicom_path)\n",
"print(vars(dicom).keys())\n",
"print(dicom)\n",
"img = apply_voi_lut(dicom.pixel_array, dicom)\n",
"\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import patches\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax_im = ax.imshow(img, cmap=\"gray\")\n",
"for bbox in train_images[\"boxes\"][idx_]:\n",
" # Create a Rectangle patch\n",
" rect = patches.Rectangle((bbox['x'], bbox['y']), bbox['width'], bbox['height'], linewidth=1, edgecolor='r', facecolor='none')\n",
" # Add the patch to the Axes\n",
" ax.add_patch(rect)\n",
"\n",
"_= plt.colorbar(ax_im)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Samples per class\n",
"\n",
"show a few sample images per class"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from kaggle_covid.utils import load_image\n",
"\n",
"NB_SAMPLES = 5\n",
"NB_CLASSES = max(train_images[\"class\"]) + 1\n",
"rect_property = dict(linewidth=1, edgecolor='r', facecolor='none')\n",
"\n",
"fig, axarr = plt.subplots(nrows=NB_CLASSES, ncols=NB_SAMPLES, figsize=(NB_SAMPLES * 4, NB_CLASSES * 5))\n",
"for cls, df in train_images.groupby(\"class\"):\n",
" for i, (_, row) in enumerate(df[:NB_SAMPLES].iterrows()):\n",
" img, meta = load_image(os.path.join(BASE_PATH, row[\"path\"]), dict(row), spacing=1.)\n",
" axarr[cls, i].set_title(f\"{row['name']} label: {cls}\\n interpret: {meta['interpret']}\\n spacing: {meta['spacing']}; body: {meta['body']}\")\n",
" if img is None:\n",
" continue\n",
" _ = axarr[cls, i].imshow(img.astype(float) / img.max(), cmap=\"gray\")\n",
" if not meta[\"boxes\"]:\n",
" continue\n",
" for bbox in meta[\"boxes\"]:\n",
" rect = patches.Rectangle((bbox['x'], bbox['y']), bbox['width'], bbox['height'], **rect_property)\n",
" axarr[cls, i].add_patch(rect)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number of detections per case\n",
"\n",
"Histgram of number of detections in subject depending on type"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" 0 | \n",
" 2 | \n",
" 3 | \n",
" 1 | \n",
" 4 | \n",
" 8 | \n",
" 5 | \n",
"
\n",
" \n",
" \n",
" \n",
" Negative for Pneumonia | \n",
" 1676.0 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" Typical Appearance | \n",
" 1.0 | \n",
" 2653.0 | \n",
" 152.0 | \n",
" 27.0 | \n",
" 21.0 | \n",
" 1.0 | \n",
" NaN | \n",
"
\n",
" \n",
" Indeterminate Appearance | \n",
" NaN | \n",
" 345.0 | \n",
" 17.0 | \n",
" 685.0 | \n",
" 1.0 | \n",
" NaN | \n",
" 1.0 | \n",
"
\n",
" \n",
" Atypical Appearance | \n",
" 83.0 | \n",
" 115.0 | \n",
" 14.0 | \n",
" 261.0 | \n",
" 1.0 | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" 0 2 3 1 4 8 5\n",
"Negative for Pneumonia 1676.0 NaN NaN NaN NaN NaN NaN\n",
"Typical Appearance 1.0 2653.0 152.0 27.0 21.0 1.0 NaN\n",
"Indeterminate Appearance NaN 345.0 17.0 685.0 1.0 NaN 1.0\n",
"Atypical Appearance 83.0 115.0 14.0 261.0 1.0 NaN NaN"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"counts, cases = [], []\n",
"for cls, df in train_images.groupby(\"class\"):\n",
" counts.append(dict(df[\"#boxes\"].value_counts()))\n",
" cases.append(LABELS[cls])\n",
"\n",
"df = pd.DataFrame(counts, index=cases)\n",
"display(df)\n",
"ax = df[sorted(df.columns)].T.plot.bar(grid=True, xlabel=\"#boxes per image\", ylabel=\"#images per class\", figsize=(7, 3))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# import tqdm\n",
"\n",
"# train_images['BodyPart'] = [pydicom.dcmread(os.path.join(BASE_PATH, p)).BodyPartExamined for p in tqdm.tqdm(train_images['path'])]\n",
"\n",
"# counts, cases = [], []\n",
"# for cls, df in train_images.groupby(\"class\"):\n",
"# counts.append(dict(df[\"BodyPart\"].value_counts()))\n",
"# cases.append(LABELS[cls])\n",
"\n",
"# ax = pd.DataFrame(counts, index=cases).T.plot.bar(grid=True, xlabel=\"BodyPart\", ylabel=\"#images\", figsize=(8, 3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Convert to COCO\n",
"\n",
"The *.txt file specifications are:\n",
"\n",
"- One row per object - class x_center y_center width height\n",
"- Box coordinates must be in normalized xywh format (from 0 - 1)\n",
"- Class numbers are zero-indexed\n",
"\n",
"
"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"SPACING = 0.25\n",
"PATH_OUT = f\"/home/jovyan/work/coco-dataset_spacing-{SPACING}\"\n",
"PATH_OUT_IMAGE = os.path.join(PATH_OUT, \"images\")\n",
"PATH_OUT_LABEL = os.path.join(PATH_OUT, \"labels\")\n",
"\n",
"for d in (PATH_OUT_IMAGE, PATH_OUT_LABEL):\n",
" os.makedirs(d, exist_ok=True)\n",
" for dd in (\"train\", \"test\"):\n",
" os.makedirs(os.path.join(d, dd), exist_ok=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "574e78caf3f24632bd3911cea2242fd2",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/6054 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jovyan/conda/lib/python3.8/site-packages/pydicom/pixel_data_handlers/numpy_handler.py:345: UserWarning: The length of the pixel data in the dataset (13262360 bytes) indicates it contains excess padding. 216296 bytes will be removed from the end of the data\n",
" warnings.warn(msg)\n"
]
}
],
"source": [
"from tqdm.autonotebook import tqdm\n",
"from multiprocessing import Pool\n",
"from functools import partial\n",
"from kaggle_covid.utils import convert_image_dicom_to_coco\n",
"\n",
"convert_train_image = partial(\n",
" convert_image_dicom_to_coco,\n",
" spacing=SPACING,\n",
" dataset_path=BASE_PATH,\n",
" path_images=os.path.join(PATH_OUT_IMAGE, \"train\"),\n",
" path_labels=os.path.join(PATH_OUT_LABEL, \"train\"),\n",
")\n",
"\n",
"metas = []\n",
"pool = Pool(os.cpu_count())\n",
"pbar = tqdm(total=len(train_images))\n",
"for meta in pool.imap_unordered(convert_train_image, train_images.iterrows()):\n",
" metas.append(meta)\n",
" pbar.update()\n",
"pool.close()\n",
"pool.join()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAewAAAC4CAYAAAAhQt81AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABLD0lEQVR4nO19e5xsVXXmt7qrH/cBykOQp6BiMmAmxCRINCoZoiI+MIlOIEYQH0Qj0UyciWgeEpUkY1QySQYNToyQCIRkNBBFI5JBxwREVEYFRa9whcu9grzCxXu7q6t7zx97r+qvVq99qvq+uqvu+n6/+tWpffZj7X1OnW+vx95HUkoIBAKBQCCwujG20gIEAoFAIBDojyDsQCAQCASGAEHYgUAgEAgMAYKwA4FAIBAYAgRhBwKBQCAwBAjCDgQCgUBgCLBswhaRjSLy87tDmJ2BiNwqIiettBwrDRG5XkReu9Jy7AhE5FUi8oWVlmNYICKfEpGzVlqOXQkROVJEHhWR8ZWWZSURz7NmiMj5IvK3Ky2HRbl3n7i76h+IsEXkUBHZtLuE2FGwXCml41JK16+wSI1YDeMoIpMicr+IrF9JOXYWe+oPu1ofDACQUnpBSumS3VG3iEyJyIdF5BER+b6I/FZD3heKyBdE5OGS90Misg+d/4iItMvDTD/jpo5fEZHLUkp3pZTWp5Tmd0e/dhdUfhE5SkSSiLR2pr7lPs/42WLG+VERmReRPx+wnmpZETlWRG4WkYfK57MiciyVfayIXCIi95XP+U79bxaRO0XkhyLyTRF5Skk/SUQWTNsDT0ZF5GIRub3U8SpzbkpELhSRzUXui0RkYsB6lyVXuXfvGFTu5WJQDftUAJ/eXULsBFarXDXsNnklY5Dr+WwAt6SUHt0dcgRGBucDOAbAEwD8HIDfFpFTKnkfA+DdAA4F8B8AHA7gT0ye95SH2foKIZ8K4JpdJfwKYGD5d5bMG9r/NNAljfUppfUADgawHcDfD1JJn7KbAbwMwP4ADgRwNYArqPiFANYCOArACQBeKSJn68li+XsNgBcCWA/gRQDup/KbzT2ynMno/wPw6wC+4pw7D8BPAXgqgKcAeBqA311G3Tsj165FSqnvB8DHAPxiOd4I4L8C+BqAfwfwdwCmKe/rAGwA8CDyBT2UziXkQf0OgK0A3gXgSQBuAPAIgCsBTFL+FwG4BcDDAP4NwH/sI9fPl+MpAH+KfINtLsdT5dw3AbyI6mgh3zRPA/BJAL9h2vgagJeW4/8B4O4i65cBPIvynV/kv7T07VYAP+XJC+BsAP9E6RsAXEm/7wZwfDl+BoAvlbH+EoBnUL7rAVwA4F+R/1hPLmmvLecPKfL/VyrzfgC/VY73B/DXZYweAvCPA17H4wBcW87dC+Dt/ca9cl8dUOp+BMBN5X74Ap13xxvAKQDaAOYAPArg/5X0s8v13QrgDgC/RnUdCOATyPfSgwD+L4Cxcu5QAP8bwA8A3AngTU3tNPTnVaXdraWeV1D6vwL483IdvwXgZCpXlbucPw35f/AIgO8COIWu/2upjS8AeG+5lncCeAHVcTSAz5c2PgvgfwL424a+3APgefT7XQCuGPB58YsAvk6/PwLg3Q35x8p9dCDywz4BaFEf3438/38UwD+V++ajZTy+BOCofvdMObcGwCVlfL4J4LcBbKLz7n1Qzp0A4OZS770A3l+R/64i/6Pl8zN0/S9Evvfejfzc+xcADyA/fz4K4LFU50YsPs/Ox4DPFmdszyr3lAz6XG0qa56bbwSwjdLuB/DT9PvtAP4vjdHdoPve1HcSXwvn/NEAPlf6fy2Av4Bz/yL/B15l0m4G8HL6/SsA7qbf5yH/r7YCuA3ALwwql9N+AvBkuu8/WOTdWuR/AuV9HoDbkZ8JF5Xzr22sfwABJsqF2IdupJuQb+79kW/815dz/wmL5DeF/ID6vOnM1QD2RX7ozwK4DsATkWfptwE4q+R9GoD7ADwdwHi5eTZikXg9ufQGfyeAGwEcBOBx5aZ8Vzn3+wA+SjK9EMC3yvF/BvBFOvfjyH+oyfL7V5EfFi0AbwHwfZTJCvKfagZ5pjsO4I8A3OiNY+nvw8g38SEAvgfgnpLvicgPlLEyvg8BeGVp84zy+wB6mN1VxrJV2rgewGuRH3zfBnCOuZ7fAvAj5fiTyBOu/UrZ5/S7jkX+LaX/0+X30/uNe+XeugL5QbQOefZ7D3oJu994/62p74XID0IB8BwA2wA8rZz7I+Q/z0T5PKvkG0N+sP8+gMky/ncAeH6tnUpf1iE/zHVsDwFwXDl+FYAOgP9S2v5l5D/p/gPIfULJ+9wi62EAfpSuPxP2HPJEaxzAG5AnTVLO34BM5pMAfrbI6var3A8JwMGU9jIQCfcZiz8FkTvyg+vB8vkygF8y+U8EcEM5PgpLCXtDGR99RnwbwM+X++JSAH894D3zx8gPxf2QrQBfQ3kYD3Af3ADgleV4PYATB5HfXP/fKHKtQZ5cPxf5//U45MnUn1KZjegl7IGeLc61+BcA59PvxudqU1lKf7j0ZwHA71L6/QBOoN+/A+ChcnxkGZc3IxP3nQD+AIuT5pOQJ8f3lnMXAlhHdd2ArGxMIVsJt2Jwwv4ygP9Mv19RZHlM+f1yZD4bQ/5v/hDAIYPI5bRvCXtrkXcKeTL5hXLuQOT/4C+We+LNyP/fnSbskwFcZ26kX6Xf7wHwwXL8V8imLz23vghxFHXmmWYg30q/34dy0wL4AMzDHnk28pwGufQG/y6AU+nc8wFsLMdPLoO4tvz+KIDfL8dTyA+VY8rv9wK4qGFsHgLw4/Sn+iydOxbA9oZxvBv5z3M6gIuRJ0E/iqxtXV3yvBLATabNG/SGRH6YvdOcvx75xt4I4Axz7okAvluOD0H+w+3n9Kt6HZEnDV+tjEd13J2846XOH6W0PwQR9gDj3UikAP4RwJvL8TsBXIXyZ6I8Twdwl0l7GwoJDNJOybcO+UH2SwDWmHOvApFnSbsJhQD6yP2XAC6s5LsevYS9gc6tRf6/PR75YdlBuefL+b+t9QvAEaUsW86eW7uWpuxzy3V6CqU9DYskeiry/4+fA+8C8Hvl+CgsJezfobzvA/Ap+v1iZBfPIPdMl4DL79dikbD73QefRyaYA502qvLTtbmrJmPJ81LQ/wpLCXvgZwulHwlgHsDRlNb4XG0q69zvvw7gheae+hjyJP7JyM+D2XLuGWVcPgngsVhUKF5Xzj++9GsMi9agvyRZOugl8MswOGG/G9nC8bjSzheLLIdU+nYLgNP6yVUpawmbJ67ry5geAeBMlEleOSfInNBI2IP4PD3fzPfpeFsRBMizlO/piZT9pA8gawWKe+l4u/Nb63oCgLeUQJaHReTh0tFDG+RS9MhRjg8tMm1Atgq8WETWAngJ8sVHSmkWWeP71eIPPgPA32glIvKWEijx70WexyDPlBR2XKbJX2Xl/Rzy7O3Z5fh6ZO3qOeW31w/tC4/n3U7/X4Gsrf6DSX8hyXAEgAdTSg855Zuu4xHIf0QP1XEXkbdT0MYHkf88LSN/T18HGG+Y/C8QkRtF5MGS/1TK/yfImtpnROQOETmvpD8BwKHmPns7sv9uYKSUfog8O389gC0i8kkR+VHKck8q/0zqq45Nk9xN423Rvf9SStvK4frSzoOUBtC4i8gH6dq8HdmUC2RLGOh4a1PjInIi8n/pZSmlb5MsX0kpPZBS6qSUrkGeJP8iFe3n/x30mdHvnjkUvfcbH/e7D16D7P/8loh8SURetAz5bVsQkYNE5AoRuUdEHkEmu+q9jeU9WxRnIk+A76S0fs/VprJdlPv9gwAuFZGDSvKbkK/Hd5Anx5cD0CDb7eX7PSmlh1NKG5Eno6eW+r6fUrotpbRQ2vxtZKsOimwPlTYV9rnYhAsAfBWZiP8NeUI8h2xpgIicKSK30Hg8FeVa9JFrEHSve3mOPlj6c6g5l7A4VlUMStifHFC4zcg3BABARNYhz6zvGbA8424AF6SUHkuftSmlyweQq0cO5BnaZvp9OTIZnwbgtkLiikuQCe9kZP/MDaUvzwLwVmSz+X4ppccimyplwP5YeZWwn1WOP4elhG37oX3h8UxYivORzVOXSW80LstwN4D9ReSxTvmm63g3snnSQ3XcU0p/mBaDNl6P7CfsID8sOL+22W+8e/otIlPI/sf3IptyH4v8EJPS/taU0ltSSk9E1sp+S0ROLv2509xn+6SUTvXaaUJK6Z9TSs9Ftl58C8CH6PRhIsL3ypEANveTG83jPSi2IF/rtZTWHfeU0uvp2vxhmcRtQXYJKX4c2XfqQkR+Atnd9eqU0nV95Eko/RORxyOPlxcstCwMcM9sQTaFK/jea7wPUkrfSSmdgezu+e8A/kFE1jny1+4Xm/5HJe0/ppT2RTblD/ossag9C89Efp4x+j1Xm8pajCFbcg4DgJTSgymlV6SUHp9SOq6cv6nkvR3ZtDzo/6l7jyBft/3Kc0hx5NIilYpS2p5SOjeldFj5/z8A4MsppXkReQLy//RcZFfjYwF8A/VrkRrOeejeY5JX5uyP/EzsuRfLs+HwJaUNGglbRI5G9m18a0DhLgNwtogcXx5Ef4jsE944YHnGhwC8XkSeXiKg10lePrLPAHJdDuB3ReRxInIgsl+Kl+Zcgezwf0ORuYtC0AvIpre/oVP7IBPMDwC0ROT30auBVFGR93PI0bdrUkqbkIOgTkEmxq+WPNcAeIrkJSMtEfllZPPMJ/o0OYfsl1kH4G9EZExE1iD7Q68v/dwC4FMALhKR/URkQkSeXco3XcdPAHi8iPym5OUS+4jI00u5fuPeRcpRwh8DcL6IrJW8POQsytJvvO8FcJQsRsZPIrs0fgCgIyIvQL7GAAAReZGIPLn8MR5BNk3NIz9QHhGRt4rIGhEZF5GnishPV9pxISIHi8hLykNlFllL5UjogwC8qYzzy5Gjqa/pJzeye+JsETm5XMfDjObeFyml7yEH3pwveVnfzyBPWppwKfK13K+09zpkE5/X96ciRyj/Rkrpn5zzLxOR9UX+5yGT09Xl9KkAPm2sDzuKfvfMlQDeVvp0GPJDWtF4H4jIr4rI41JKC8iuDyBfXyv/D5CfH/3W4u6DfI88XGT5bzvS4dqzUESegUykNjq8+lztV1ZEnisiP1HGZl9k19tDyBZLiMiTROSAcv4FAM5BNkerxefvkFcb7CMihyPfU58oZU+SvAZfROQI5HiDq0pZvX//oNy/Pwtz/5b0aWQynRCRaf3Plv/MoaXuEwH8HoB3lKLrkEn4ByXv2cgattZblWtAnCoiPysik8iuky+mlO5GnmD9mIi8VLKl5I3I5vdG9NOw2YTaF2Vm/XvIGsMWZM3g9EHLm7puRr6gf4F8U2xA9gUNIte7kS/w1wB8HXn2+26qewuyL/gZyDeRxaUAfgy9ZPPPyAT3bWRzzAx8c7SHJfIWk+GjyESNlNIjyD62fy1khpTSA8gRnW9BnhX+NnKEOy+FcJFSaiObHQ8C8GFk3+INKaUZyvZKZHL/FrJ56DdL2ep1TCltLXW9GNlM9x3kiQfQZ9wdnItszvw+Mhn8NZ3rN976MHlARL5S5HoT8kP5IeRI0Ksp/zHI0dGPIl/7i1JK15exfjGA45GDSu4H8L+QTalL2mnoyxjyddqMbPZ6DrKPT/HFIsP9yCa6lxUzcaPcKaWbkOMaLkTWFj+HpVaXQfAK5IjlB5Cvyd8hTyxqeAeyKf57pc0/SSl1lyRKNp8/q/x8C7KL469k0bTO2vibka0zDyO7Jl6XFtcY78rlXP3umXcimx3vRL4X/gFlDAa4D04BcKuIPIocPHR6+S/1yF+I6QIA/yrZxHpiRdY/QPbt/zvyw/tjO9jn2rPwLAAfK/dXF32eq41lkX3PlxeZv4vspz6Fnik/ify/34psQXhFSonvg3OR/3+bkf+DlyE/m4A8FjcgB3z9G7KW+yYq+yvIcQYPIt+blxrZPoNsdn8GckzQdmR3I5CfX/9W6r4EwHkppc+U8bgNWTm7AXly/mPI/m5Fo1yS3UkfRB2XFXkfLOPzitLu/chK1XuQ/5PHIj87m/6T3QhS/6TINQD+ovidVg08uUTkLuRguM/vgvrPRI6u/tmdravUt+LjKCIXAfhGSumilZJhb4XkjRxeu6vup10BEfk75NUR7+ibeffJ0EKerD0ppfTvK9D+G5CJ9zk7WH5F5S8yrPizJZBRNPp55KVbd4nIR5CDGvuu+S5lNyFPcv5PLV8/Dft6ANXCK4jrQXKJyOOQZ/gbd7ZiyX6+X0eepe0qXI+VH8dbAHx8hWUIrBBE5KeLyXJM8gYopyEH36wk9keOrt4jZCcih4jIM8sY/AiyZWBn/hN7VP4KrsfKP1sCGU9Ftup8v19GABCR50veHW4KOcBRkJfFVtFI2Cml96SUtjflWQmwXMXH9B0Af55Sumtn6hWR5yP7Mu6F8W3vDFbDOKaULi6ugD0GETlF8naBG2QxKnuoIUu3btTPs/qXXlE8Hvnh/iiAPwPwhpTSVxtL7GaklO5LKX1gDzY5iRyZvBV5jfFVyBtW7BBWQH5PhhV/tgQAEfkl5InTW4s7chD8DLJr4X5kd8xL+13LRpN4ILCjkByd/m1kf/cm5B2pzig+o0AgEAgsE8t+W1cgMCBOQN7I444y47wC2QwbCAQCgR1AEHZgd+Ew9EbobkLvhi+BQCAQWAZ2x1tjAgHA31xgif9FRM5BXq8J5GUPgcCqREppRzc2CQR2CYKwA7sLm9C7k9Th6N1tDkAOhkOJyBeRvgEVIoKIuwgEAnsjwiQe2F34EoBjROTossvP6ejdyGSHMOxkLbJ3KGki0v2MjY31fPjc3jIegcCuQGjYgd2ClFJHRM5F3n1qHMCHza5HeyWGfcIxKLifKaUeYq4d96vHpu0tYxkIKGJZV2DVYBCTeGDvgUfmmrZcorcTiB1B+LADK43QsAOBwB7DcmIQmrTrQdrh40GJ3rYR2nxgNSEIOxDYzYhAuUXoOChx7q5x2RmNmsl9d8sZCCwHYRIPrBqMgkncanJNvtxRh3226MSFv/lcU/nV8JwKk3hgpREadmDkMDk5iampKYyN7dgiiBqp6DkLjoSu+V2t1qayjQKB83gpFhYWsLCw0Jdoa+d5XNgsrZ+m8nayVDNrt9ttzMzMIBAYFgRhB0YOk5OTOOCAA7B27VoA/bW3fuc1j+YbGxvD+Ph496NkbfMySU9MTHQJfXx8HGvWrOkpZ2XwzOi1yUCN9LRuNkNbk3QTaj5kJkQm0JRSl6hnZ2cxNzeH+fl5LCwsLCnbry1LyrYdbcume3Vxmyrftm3bcN9992F2dnZVaO+BwCAIwg6MFPThPDk5iYMOOghTU1MDPZBrGp0S7MTERFdzn5yc7BK1fgNYstaY6167dm23nE4o1q9fj4mJiW5Zuz6ZNVRv7bL91vyqwY+Pj3f7kVJaMjmomaSZYLk850spYX5+Hp1Op4c82+02fvjDH+L+++/Htm3bMDMz062PYa0fTdfII2ImcfthIvfOzc7OYuPGjXj44YcxNjY2kCUgEFgNCMIOjCzGxsbQarVcrdDTaPU8gC5JT09PY3p6GpOTk5iYmECr1eqSod0cRMmd69G6p6amsGbNmm6969atwwEHHNCVjwlbj63519t4ZGFhoXtsiVVlUXlsWa//dqLAY8Z1LywsYH5+HnNzc12tdWFhAe12GyKC7du3d/vCBGonHrVobouaBu6ZyLU9lYnzdTodbN++Ha1Wy40ziCCzwGpGEHZgZGC1ZCUVzx9tH9JK7qxFq0asn1ar1WMG5zbZL23JzUufn5/vad8zVTMR23MKlsPmbTJpMzGxtsvnLRl69fPEBcgTHa1Tx6zT6XSvA489t6X1eNYJe714LHkioNdcJwm2LrUAdDqdJe4CztOv7UBgpRCEHRgJ6APYM7/ah7CSrmrNa9euxdTUVJeQ2dTNAWWtVqunnhpZcpuWMNh8bdMtAdmJhp101I6tDFZL57osWSv6jaN3XuubnJzEunXrugTaVAYAWq3WEj93zfyveexnzZo16HQ66HQ63fysVbP8MzMz1QBB21/v2gYCK4Ug7MBIwAs+mpiY6PqJWWtW0zZrh+yHZpLmBzubqoFev7JnmrXyzM/PY3Jysjq5YHM0E5Wt15JYTZNmM7jVrBWqjaos1nJgJxlsDrf+Yq1nbGysO+ZAjieYm5vratrcHvfFErRnMucx0Y+a/lutFqampnpM9KrZq+wqG7sLmhBEHVhNCMIOjASYRFutFh7zmMfgyCOPxH777dfjc/bIliO9LWFbArFteaSZUuoSkyVK9i3XoqeVbFSj98zknpnfkqynoXquAU+LbTKv26AuS5AMtlZMTk4uyW/HjuWwkfd8rOZ2HSMdcy03Pz/fYxXRMkrw69at60buN5nFA4HVhCDswEjAEiJHdXt+0Rphe2TNZTz/q6bZZUZcF4AuUWvdtSVPrEE2aZn2nDXDW23ay28DzPi3tm+1fo/gNA/HDNiPNyZch51U2G+9rhr4Z8d7YmJiibXDjqUSOa8T9yYMQdqB1Ygg7MDQwiMrPRaRLmlrGpt7WaNW87ies5pzzQzN7bNmaduxRG1NzLYMy1HTMi2sPLU8Wo8116um2S9CvKaNap1Mgtp3r15bF48DE3pKCa1Wq8eM7ZExy6h9YQsA+7P7kXGQdWC1Igg7MDTw/LlNsJHH1k/N2rXmHaR9j3isL9tq8TxJUK1atTyeLOh3U0DboBqgN9mwZMeTB0ustr81n7XVaHWyND8/39VouQ3uqx1f++5sDQa05MxR5zVZWR671MtaGzxZgrgDqw1B2IGhwaAPUDafTk9Pu9qyNX3rb4+gtE6uX7+9CQT7qfU3+3Jt/XayUJO3qf9cnjV3O8HgflpN265Z5n5ZbRVATwCZ3YpUtWIlVw040992HAH0RObrtWPXBMuhmrvWZzV4NX/X+leLWOc+BwKrDUHYgZGDSN6oZL/99sPBBx8MAD0P9ZpJ1RIJUF/nbNvjjyUOJXDW5jmP1bI9kmKNsMlvrXntsjGWx9bBeax52bZV+1htW/sxNTWF+fl5tFqt7jVQ8tb6ecKiZZSsvfHWazU3N4d2u70k0I3N8zq+diKxo/vMBwIriSDsQF+IyBEALgXweAALAC5OKf0PETkfwOsA/KBkfXtK6ZpS5m0AXgNgHsCbUkr/vItk6Xue9/rWhz6TJYAlBMmEo5pZp9NxiYjb8siUSYY3XOH27GSBNW02iXsmeDsWNRO9JV+WL6W0xNdbK+ORM48T/7ZaOrsdtD0dbxsvMD4+junp6e7ub7wUSych7XYb7Xa7u8Oa13dg0d3AEwEm8lrAWSCwmhGEHRgEHQBvSSl9RUT2AfBlEbm2nLswpfReziwixwI4HcBxAA4F8FkReUpKqVcV2kH0e8gyidiNO/jhX2TtOeZdzDhgTR/ybNq12if7S7k+3aRlbGysu8uW1R6ZRFVWzyeu8LR9+9uTj9uyWj6f4zZ4PG1Zaw73zrP7gc3ZLJeuj+fx5uujZM1rubmPnkWAJwQLCwvdl5F0Op0lk4VAYBgQhB3oi5TSFgBbyvFWEfkmgMMaipwG4IqU0iyAO0VkA4ATANwwSHtNpudBNSLPd2nNwVbTVFj/MxOQmnhZw7PEyMFtrO1r8BSbgTUoy2qULJ/K4Zlxa1o2n1fCGsQMbolU09jsXNNQvTG3cthodI01sGZsji5XjVrr16VdagGxfbITHN0BTUSwZs2aJWb4QGBYEIQdWBZE5CgAPwHgiwCeCeBcETkTwM3IWvhDyGR+IxXbhArBi8g5AM4ZpO3lmC9Vk2KzKW+kYc2ydilRkc0lOd0EZH5+vuf1jEyeTNb8whA972mEbFb29rpmIrKy2fqs3DVystYInoBYKwVr2/2CttjVwK4DHXslaWuGZ/l1YqRkzRYLKYFp9rzmUXnVojE1NdX1Xc/OzjbKHgisVgRhBwaGiKwH8L8B/GZK6RER+QCAdwFI5ft9AF4NwGMHl21TShcDuLjUn/pp0YNq2da/bDVf/eb6WAtlQrSarfpYNYBJt920RM3mdbukSUS6GrcuUeKP10clcm9y0Q9W87SWAZtX22Nt2u5QxmNjzdSqIdvxtZH5Fpq/0+l0Tdjj4+PdMdKx17HWLWdtRLj+5k10eDJUC2gLBFYzgrADA0FEJpDJ+qMppY8BQErpXjr/IQCfKD83ATiCih8OYPOukGPQh6wNrrKaHC9JYo23RrjexiZMPLrtpvWD61pk1uS5PjWJs2ncM89bMz6n2fMeETJh2zycZs3aKr8eqzbrabTcjvVV81p3a2K3y8w4YEwJmgPyWEaewKiMbCpXUueJUUSIB4YVQdiBvpD8dP8rAN9MKb2f0g8p/m0A+AUA3yjHVwO4TETejxx0dgyAmwZpa1doPV4QlH2gc4SzZ5aem5vrErKSt27iwVBzN2u9NjiNyYp9tExeTIQK3omNfdG8J7ZnJvfIWftpTdQ1/zVr00rabH7m8WJrA0PN1rYNnjBYk7xdWseTE70OrEHbeABN4wkW94vbCwSGDUHYgUHwTACvBPB1EbmlpL0dwBkicjyyuXsjgF8DgJTSrSJyJYDbkCPM35h2UYT4oOBgJSZZJgQ2kxe5e+rgNz2p1jY5Odl96YRdrsS+Xt7YgwOcmEyYEPXbau4aWc7tsayeZs3kbkkZ6H3Fpp0kaLqd9GjgFpvEOZ8SuU5gLOF67bFsOimwZM5jpnk14p4nP6xl80TGjg3LX3MJBAKrFUHYgb5IKX0Bvl/6moYyFwC4YLcJ1QD2j87NzQFAj0kVgKtpAliiKeuHd+GyRMMEpu3rt30hhWqCthz7wfnVn6xVMnExWWlbti/aByubZ1XgjyVr73eTVt40MeAyTUvCuA92/DqdTldzty4NtlzY66h9D+06MKwIwg6MJJTcmDSYdFmzZb+z7shlfa8avJRSwszMTJfEWdtWeNqdBk5ZczmbxJVcFxYWekzMmqfdbndl4n7xby9ozWq1tTXgPBGw52wAHo+fQiPmNY+dJPGEgjVqT06rhXObKgdfq06n062H95BXefg6xJKuwLAiCDswctBgpTVr1nQDjpQkmMjZhGqDyoDFpV+6fEuXAykJqD+81WphcnKyUYu3UdSWiCzJW1/u+Ph41/Rs35PtRW0ruF4PNa1W6/X26baat+0nw0aEa51emzWtmtO0r2w5YS3d+s21Xp5gzc7ORuBZYCgRhB0YSeha6X333bdLuMAigdnNTZgEmYy3b9/es16bCUS1aiVSJQWrbdslR6zteSZiPRaRniAvJT9+RSRPPFR+C6thaxqf80zirAXbc3bHN21fNV1Pq+Z8On6elq3lmywFNsrcjoH+1nFkgg4NOzCsCMIOjCz0oayBULrbldWorVatBK9bYXrat+cr5rqYjFkDBZa+OUrbteZqNntzHey31WVPbOq3fbKkx21bmXSCwVuAeuXVWqF1qOuALRnWZM4TI05rCgSzmjaPgU5oPI3aM8VznXaMAoFhQBB2YGTBwV+s+dqHPqfzhh2sLXJdXL9Nt8RnCdSagjkfEzFrpRZ2XTnvpsbauuZlWLM3TyqYjJmwOU0nMbb/PCZs9l5YWOgxi+ubu3hCY4PTagF0dvy1j/zObb4GrHmzxh7m8MCwIgg7MJLwiIRNyko6Sta6N7Wagdnc6xGT9a1aEuUAMyUJXu6kdXA+q43aIC0OclON1pqYbd9rxGfN8LUocM7PfdN6rT+dX53JZWzENvv8ub9W07YTJAWTMJfxCN5aLUK7DgwrgrADIwnW1vS3al3j4+M9UcVjY2OYm5vD7OzsEgLj+jy/rJeu2qhq6h5hq+ndRmVb07fVmpW4bX1sMbDaJp8DlloD2I/MExQvv8rOGjm365E90Otz1v5NTU31TExsOxaemV/HyMJem1rfAoFhQhB2YGRhiYNNrbxb2Pz8PGZmZrqkwiTEZa1GB/SapzU/m5RZ21Qt2tPyeAMWPcekbElNJxw6AfH6zbKyidzzWzdNQlTmVqu1hJDZgmAnJ3YSYP3bc3NzmJ6eXnJd7ATCXksbD6Dfns/aTgTsxjOBwDAhCDswsqgFHVk/5uzs7JLlSB6h2nrtRioa2KaaNbCoFVvN2srGpm5PC/QInDcD0e1LtU2tl7VeazJmDdkbOzZZazm79lnbBtATvc5r09k0bidR/HpN7qd3PSwRK2xQn5duxywQGEYEYQf2GrCGphq2+rNr5m9g6bIhJW8lKtXUFxYWuuSvfmld7qV12OVI3KYlJDuxYIJln6+Sto0qBxbfosWEb7VT7pu2zfJp/fytZe27w73gOSZLq/nrunI7IfJItZ/J3Ft+x/2qTU4CgWFBEHZg5OCZQ4GlplImNj3fBDZZs/9Y6+K9tpWoramZZeSJAJOv5rXrhdmsDPQuHat9uN9WXu5Tv2hyJvHJycnuEjm7blzz8o5kNgqc27VvM7N9bYI1d9txVjl4AxzeMS4QGDYEYQdGEp7plM+xtsvHHrECi8FN7F9mbU7JWl84omU8bZb9znbCoOSmPnDeV9yaiYE6aVsy47Xn3J6nzXoTG57cTExMYGpqCtu3b+/RmNnHzxo1L7viMeOxYxO81ZI9P7Z3bb2Jiu1DSmnJG8cCgWFBEHZgZOGREZuFrRmay1ifr+ZVouaXTKj5W9co2zLarn2nM7fLZnRO4zd1qXwsqzVJW7LzxoM1fz6nMvcby5QSJiYmlry9iycolmRVi+YxYLM+a9m2LStHzZfNMnj+cgVbKQKBYUIQdmBkwQ991vBsIJamW+3NIzR+sQSAnvdEW98tsDhBsD5aJiqFJV8mNK2zplFrP5kwmdy8vnDwm8KzCrAGzRuRaNS4WhbsMjXuGxP3xMRE1+dvJz38Tu0m0rbEbv3WKketLzUyDwRWM4KwAyMHfjjbbUXZPGof/Kx5M+Eq2JytJmo1gVuS8DYF0XNqkuUAMiVCq4Vzu9q2fcmIh5omr7CEpsfeRIDXpts2dHx02ZdaGDhK3hIjR5fzuOgEhtP52tk0L2ivZhb3+hkIDBuCsAMjB8/Ebc3clgytJstl9Zhfz6nEa7U13tTE+nKVkJT87EtCeD9x9nFzOk8uPJ8vE5EXEW3lsaZrWwf7rzkC3MqkGvPY2Bja7Tba7XY3n44FB5ppG6ql69gNQqae75rN8t6mN7bvnB4IDAtiU93AQBCRjSLydRG5RURuLmn7i8i1IvKd8r0f5X+biGwQkdtF5PkrIbP3ILcEy6Sjv/lbj1mzTSlhdnZ2yXIw3jqUia7T6XRfz8l+bn7dJ6+jtnLUNMyml5hwPu9ck5/XO2dlUFcAm8FTSl3TuGclYOK3a7n54/mXram/NkHx3oxW07qbLBSBwGpEEHZgOfi5lNLxKaWfKr/PA3BdSukYANeV3xCRYwGcDuA4AKcAuEhExr0KdyeUDOfm5jAzM9MlS/tKR96QxGrVqsnypiazs7Ndszb7lu3GJhqIpvl1zbeSFJMgr5tmgmF5bFCXnrc+cguu346PN179dgNTd4D2b2Zmxt18BkCP+8Ce5wkNa/1M2t41sek83l7f7djVJiqBwGpHmMQDO4PTAJxUji8BcD2At5b0K1JKswDuFJENAE4AcMOeEIrN02q6Bha1bCZfaxr3/LS8sYcSlTWrK3kqMWggmhKV3bzEapwqt5VJ0WTytWupuQ6ux5J8jbQ0v50g6EcJVl9Dylo2vwyE+2NjBfjbjoNnEfCImlEry2MZG6cEhh1B2IFBkQB8RkQSgL9MKV0M4OCU0hYASCltEZGDSt7DANxIZTeVtCUQkXMAnLMrBWWtS32pRcauJsbRyEDvntzWzM2+Zl7DyySiJm42FVui8rb6ZF+2vntb14Vbf7i2xZHqtaViTOJMnLYulcXzZWsbKhv3STVjtRwo+eqExvPD8wTEjoXWp64Bb/JhyZjN4jxh4evdb0OYQGCYEIQdGBTPTCltLqR8rYh8qyGv5xx0n5SF+C8GgDIZ2CVQsvY0KtUO7dpm1jw9krGkxW3p7mZs3gUWo6eBRbK30c1qAVCZlPB0+ZPKpoTIQV+ej7vmj+egK94TXM8xAVozPAeG8ThyX3mXN5VPCdi+oMTufsZatk6m2Lph/ffcN56AWCsFWxG8yPhAYJgQhB0YCCmlzeX7PhH5OLKJ+14ROaRo14cAuK9k3wTgCCp+OIDNe1Jea2K1xMSE7WlwbLbVPN4OWUr+qm1aUzlrtrzsiSPGtW02u/POYVoHB71ZguW+sYye1q3WAO2/XYJlyc6axtmsr5MRzq8R41rv5ORkt3475tZ0ryZ3tiBYcrd99CK/LcF75QKBYUMEnQX6QkTWicg+egzgeQC+AeBqAGeVbGcBuKocXw3gdBGZEpGjARwD4KY9Ja8lHS9YyxK6fjNRWx+yFyjW6XQwMzPT1ZL1nF0vzWXn5uZcUz2b0AG4/m/7Ri+vv3YcvHZ0AsIR8la71jGxmrz2p9VqYc2aNVi7du2STV/0W4Ps7H7hrJ17EwVrqbA+76YPB67x29N0LLmtQGCYEBp2YBAcDODj5WHbAnBZSunTIvIlAFeKyGsA3AXg5QCQUrpVRK4EcBuADoA3ppT2+F6QlrwUTNqWnAD/hRhqRlaSVyJSs7tqrNb0q+SmWi2btO2Ewa7LVvLUV1Bq/bUlYF5f7aYt2mcmbaups+nYIzeeQGgbKoeSI5uqtbyma51ajtdf6ziqaV37bK+Fd8xjUSNzr0wgMCwIwg70RUrpDgA/7qQ/AODkSpkLAFywm0WrwpIYsNRkzDuLaRkmWM9PrZofm8DZV2vbU22R12zbQCgOSmOzt/qxtS7e6ay2g5unDVtYV4E3gbCkxpqratdKqjqZsaZ+Lwis3W73BKRZedlXzoFonF/b4fy2He/aB1EHhh1B2IGRhH1AW+LyzMA2Ipm/max0Jy9eK8zmWiV9NckqqViiVs2SfcLeJi6sJfN5r6/WrM55vDGy7gDWwDW9Zm7WiQoH4im5Kml7/nENqpuenl7SHyZk1rQ5+MxOrGzZmlbdpJkHAsOAIOzASKOfGVRf/Wi1SiYRJhuOBGfi0N9MaFzOBpexRq4aqvWfs0nZ29XMIzpLwpZ4GWzW5t86ibCTGU9zZ/P41NRUj1l/ZmYGY2NjmJ2dXTIhSilhZmYGk5OTPX1jiwdPkjqdDiYnJ90AMp4kedc7tOvAqCAIOzCy8B7UlnA806/C7n3Ne4ezuZeJW7VvWxebem3AmP62e4Wzxm13UeOIayZ3NhF75nBrUtY069fnb17qxiTPpnReBqdpqmmrJYHr1H7Pzs5icnJyiem/di2tm6I2Qald00BgmBGEHRhZMEl4QVo10rY+VTXjKnGrqZYJg9+HbTU99lEr+fHSJW2Td0BjTRPoNafburkvdhexGrgt22/WYNmfrlYBDiqz7egEh6PbFbqszULHQpd/2b7wtbQWgaY+cr6aaTwQGCYEYQdGFpbMag/3mr+bg9M8TVPzqj+bfdpajk3gmgagJ4iKNVCN2rYm6OW86MNLs6Zib0y8iY034dFz1tzPbgNetsYTHCVhu7mM7hDHpM07uVl/9Y6S7qAkHwisRgRhB0YebGb1HtZM2JbgOMDKbjwCoOdd2LYe3oPcLnHi/ch1qdb09HRXJuu/9qKhOS8TsO3DcjRR/lYN225cotCJCG8YwxOPTqfTXZJmJzu8lEsnQ+pSmJqa6mrz/PEizz3ZPTL3Ji2BwLAhCDswsrBmUDbz8nmvnJ7ToDTPN2zfUMWk4gWOMVnzJIA1TGDRFGzlZFJksuO8tmyNvLkOlbvWBvfZQvtgN0Lh9Ha73Z288KtHa5q7jjlbIWzMgCeXtZIEMQdGDUHYgZGH1Rj1WM8pgbBfV/3SmsdqcEy4vO5YiYkDq7g+Xg6l55gseWLAy6w8HzzLZgneasOeSVxlt+TnETawuGWqHTcmYLUWcD1W266Z4XlJ2fz8/JJI+iYt2SPrJmtK+LIDw4jYmjQw0qhpqhYeAfC7qbUu1YSZoPiYg7LYjM5EpwFWrFlbzVTJTSOo2SxuCa+2lrnJDO4Fb3nkr2Nh11GrK0DBW5DaDWD098LCAmZmZnrcALxbmvrptW3vHdoePPK1FoamvIHAsCA07MDIwjN9eybVJvMqBzvxRiBMxFNTUwDQo2mzpmhfS2k1cK2v1Wp1tVP7JjH2w3P/amZlm8f2S9Psyzg4KEzTvQ1K2LKg4OhwJWC7nI1jAKyfmtvntnk5mOaxbgrbf2/CEmQdGHYEYQf2KrCWXTOZMrEoVIMEen2qSlKcNjY21qOFMiFNTEx022DNeWJiohtsZV+UASy+U5pl9LRrNk8z+vnvWSMFgGefdRbW3HvvssZ2tWHrAQfg79/zniDpwMggCDsw0qhFDHv5aoSm5AssaneaR8lVz83Pz3fNvly3ltMNQljjBNA1D/PyLbsVJ7djtzHVflni5WPrA/b83vp7zb334trPfKbHFK5brarFQM357XYbc3NzmJ2d7Zq7uT3VplNK3bXqPI5q/uf2rfxqQudxAhatGnaCtbCwgLNf/eol1zkQGGYEYQf2Gni+bC9amYOSlKQ8k7GWVfMs+1t5+RKbiHWvbd1gZXx8vLvlprZt/eIqO2vVtReAWHJvsiI0jY1NBxbN57qDGY8VgO7mMUrQOjnhNnUrUrZW6DIwu3GKlVnbVBeEToSsabypD4HAMCMIOzCy8PzUfM5L13PqP9WAMK0HAH75vPOwzwMP7GbpF/HoAQfgY+9/f9W0Wwsg4zRgaZR8PyLzSJzHTCcOOl6Tk5NdDRzIkxadoLAv2m6xqmTcbrd7osi9wDHdV3xqaqpHDhucVuub5/MPBIYFQdiBkYUlGu+4Vk6joe3yrIWFBezzwAP4yw9+EJ1OB7Ozsz0bhyiUqJSgmPS1/ampqa5WqT5yLqOyvPZ1r1uyOYrtC/uoByEkzWdN97Ux9FwGek41byVolp/faa15tIxGlKsFQ8me9xb3+qpxA2y9aIomt30Mn3ZgWBHLugJ9ISI/IiK30OcREflNETlfRO6h9FOpzNtEZIOI3C4iz9/TMjdp0EwonMaYm5vriQjXOhXtdhvbt29fEog2Pj7eJWI2WbdarS4R8e5nvDabt/BUE7tnetay3Ff241qLQM033y/wzB6rJmy3FdW+6zK0qampJS8k0bXY3BceMzbxqxuiaWLC28B6wXeBwCgiNOxAX6SUbgdwPACIyDiAewB8HMDZAC5MKb2X84vIsQBOB3AcgEMBfFZEnpJS6r+odtfI2/NNcvWkW5Orpqv5FljcvMTWNTMzs2TJkh5rG6oFMqnYPbUVvEMZa/f8ukqVTXcCq5Ez//aOBynDfbf+c28/dEWr1eq+TpMtCzqpsPVpO1qPTghU61YLhNbhWQa0Dm8y4pF4EHtgWBEadmC5OBnAd1NK32vIcxqAK1JKsymlOwFsAHDCHpEOfnBZP3Be1u7sPuEzMzM96UqgGums5zR4jKOZZ2dnu3VbElXSUi1UNU8lLNZAranf8/V6AXWef5vHq3aOo9JVNp5g6EfHoNVq9azjZpeBBqbphMe+2UwD83TCo5HnnG+QPnn9s8eBwLAhCDuwXJwO4HL6fa6IfE1EPiwi+5W0wwDcTXk2lbQ9Amsa5nT+BuraNWuIem52drb7rmvNo2Zg9iGziVeXPqnGqATPpm+tD1jUtLlelVO/PbK0e4hzGSY6uySMy/N4eMfetx1TnWToenLtN69X1/7OzMz0jAuPh469BqOxWd9q79642Gvej9QDgWFAEHZgYIjIJICXAPj7kvQBAE9CNpdvAfA+zeoUd9VcETlHRG4WkZt3rbSl0YoPW+FtPOJpb/qiDyW2iYkJTE9P92yvyUSia7eVrNWP2263ux/26WpZJWn7di/eypP9xh5JN6VxWzXyt8Tofaypn5e7iUjXj897ptutRwH0mL/ZX6991vFU0mZN315L7xp7FoMg7sCwInzYgeXgBQC+klK6FwD0GwBE5EMAPlF+bgJwBJU7HMBmr8KU0sUALi517NLwXdYCrSZde6BbjXFsbKxLrkoYALrmbzY9K1FrXk1jn7gXYKVtqSmYic9OHjzCbNKIBzlmIucJC+ezRM/bhdogNMWaNWswNjbmRtEDvdaMlFJ3W1bbXwVvwFKzonj99M4FaQeGEaFhB5aDM0DmcBE5hM79AoBvlOOrAZwuIlMicjSAYwDctMekLOAHuufTZW3Nan16nvNycBnQ+/aqTqeDmZmZrslc27R1qTzq6+U2rJlZy+k5a8rWdI+47TmG1a5tmZpVoknzZu2Z5VTTvpIxWxI0Yl7rVkuElZff8uUt36rJXMNy8gYCqwmhYQcGgoisBfBcAL9Gye8RkeORzd0b9VxK6VYRuRLAbQA6AN64pyLESd6qJmU1bdZq7esjdRvNiYmJnvNMHHa7TS1Xi1IH0BOkpuuvWW7WaDXdEqM1dQNLtxy1bdv8dgyayIx9+tZ1wOusrR9ax4vLcl/YCmFfP8qTCg7gY1nsZKKf1l2zrgQCqx1B2IGBkFLaBuAAk/bKhvwXALhgd8vV0L5rEgea1xszkc/Nzbk+Vz7mddTqh7XEZIlN11t7u3PViKjmu+bzWkcTOXMfBo2iZ0uFneDYCYYSLUfW6+REx4vHU5eJMbnr2Ni17Nw3jiewLg87gald60Bg2BCEHRhpeD5ZYKk5XB/yml+JRSO9Lcmr+ZbJRomK/a6qRfKaZtUoWSvn13J6GjIHnKn8loS8iUkTOdXO1bRV649nPzz/toTNcs3OzmJ2dtYNHFP/tLY1NzfXs9GM5mU/Op+zUf22j97EJMzjgWFCEHZgZGFNtxw05vl+FWwWt5HLFrqXNudR3y3LoCZgoNcfruc1ilxJXdvljVisT15RM/HW0vsR2iCmY55g8GYqNkjMmvq1nXa73XU12I1TdLz4pSB2DTpPHmxsgZU5TOCBUUEQdmAkUdMyrTmWSYT9rfrNxKAmb2DRB82mXCUvJhfei9xuEqKEpMTFvlrWzDW/92374/VT87P53E5AaqZjj8Q9vznnYZl5kmShO6JNT0/3jJ+OO5vR7bXSduxucFbLrvm0g8QDw4gg7MBIw9Ok+5mSgd4gKWCRYFVzXr9+fY+WzD5mjwx5y03eK9tqnkpCNoKc5eVvz1dfC0Dz6lKt1pKhzcP1sUnajiOX8SLwuc/64o9Op9MTRT4xMdEzMdIgPmset2Btv8l3HSQdGFYEYQdGFl5EM1BfrwwsbivK/mnV4qamprra3PT09JKoba999uVqMJUSeLvd7srC7bJP3MpcI91a/1QOhdV+az5+2wZPApi4LTFaawOf47HUsdu2bVt3LDhy3k4UgEXLB2/GwteRXRmeH76mbQcCw4Ig7MDIwTPfcnpTGUtiulmHvi5TSWh6erpH29SyDA4yU+1Z99nmgCnWvC3JWTOzpnlrshU2Or3WdzZtM9kp2DftjZX1XXN/bV7VlJVYlXSnp6cxMzPTnch0Op0l0eEsn32hiiVu2wdrvg8EhhlB2IG9Dp6Z19PQRKRL1hMTEz3BTVbLs6TNS554MxD9zTuFjY2NdV+KYc3rTI6cbuVkeGTt5eP+s7ZsTdtcrz2vRG2XuzHReiZ6bU9fbqJ9X1hYQLvd7nEJWE2aTfi23557o0bsgcCwIQg7MHLwfMjWFMwk5mmF6kvVPby9XcnY7Ktptv6U0pJIb+vvTil122DfLQdTsVbtLf+yxLocYqpFh9dgx0Dr4DHhNeY86WA/PY8BT2L0hSk2GI/b8149as3fgcCoIQg7MLLwCMh7+ANYQuJK1OxvtRqvrZs1ODUBW/8pp2kZhW6oogTGEwJL2DwBscFulsz6mcZZjpp52ZvQWFhN1tZlI9XZPL6wsNCNGh8fH+8G5gHomshVs9YP73hWk83KGabxwDAjCDuw18FqpkwuSnRK2EyUmp+/uU6vPo+09Nv6aTnCmZcuefXbj5WpdtyPsGxeO+mwlgVrTbA+fevXtvXpREg1cn5Jimrd7XYbU1NTPS9HYcL3LBG1SVEgMMwIwg6MNPppXAwlIe9VlpYUbZ013ymwNErbS/deOMLEqJMHa/r2lpJ5kwav755P19bDRGuXcfExuwaURL2gO46C18mJvkM7pbyhCpO2BqK12+2eYDSGFxjHCPN4YFQQhB0YOXhm75pWaklL1wNzRLgts+2gg/CS007bY/3ZfvDBPUTlmdY9X7LV8Js0bUvOHqxZ304srFWAXwjC5eyWrmzd4GhzLavmcbu7mtdvlodlrllGAoFhQhB2YGQxiCnUPsB5Aw/2t3Jdn/3Qh6oaNxMlt+Fp5FxOiUz9tOw7Hxsbw1hKPYFcbG62JuEmi4Jt29P2m8ZHYV+DKSI977PWOpkslbit6Z81ZN40hcdSx4a1dm7fC0Kzcti0QGDYEIQd2Ctgfcaexsr7fS8ncpqJ3Zqoa+Wtj5W3MNX8apZX8FrmGtHW2rETCmuurvXL06a5Hjs58fzedrmV1a51zHTHM68P6qaYn59fEoHOY2HXjnsWh0BgWBGEHRhpeFHPNfKy2innsUFkNVO7t3ZY8+k3E5r117Ivm/3nfE6PvcAvi5rf2hKd5+fmAC/7NjHrH/fqt+d4WRcTO0+W9Hpofq1Tv3Vc7ASn1u8g6cAoIQg7MPLwNERLODbYy5ZXWLJjkrZ5+Ld3zjMrq0z91lrbfnm/Lfpp37YOdgXwW7f4uzYxsRMcT5aaL57Xo7N2zm/y8iwM3kSo1nbTOAUCqxX1nfQDex1E5MMicp+IfIPS9heRa0XkO+V7Pzr3NhHZICK3i8jzKf0nReTr5dyfySp6OtY0S4saYfLHvlXLmrC1DMMGbdnNULROr11PJq9vtlzTOTvhqFkY7EfPeVH0nny1ejiITPte26SGx5qPPc2/6ZYLjTswrAjCDjA+AuAUk3YegOtSSscAuK78hogcC+B0AMeVMheJiEb9fADAOQCOKR9b54rBamQWNXNujbRrZFojONsOk7bdpMWTq99Ss1paUx6vX16b3sYtOo6etm6JszZWtk92DGy6nuNyNjDQXje+3qto/hgILAthEg90kVL6vIgcZZJPA3BSOb4EwPUA3lrSr0gpzQK4U0Q2ADhBRDYC2DeldAMAiMilAF4K4FO7WfwuaqSsRKwRxdZUbsnFK6/kAKDnu6ah2vo8ArOEx+ZkG7Cl5dmn7LVb8y3XJiKWzGYPOQRPP/FEty/Dgh8eeKCrbYeGHRhWBGEH+uHglNIWAEgpbRGRg0r6YQBupHybStpcObbpLkTkHGRtfJfDRip7WmutjM1T06j5nIdaup0I1Nq09dtvG7TmmYW9iYh3zGW/dtVVrqwcAGbTefLhneeyXt6UFt8bzku4bLu2TtuefnM0eSAwCgjCDuwoPCZKDekuUkoXA7gYAERkl6g+HgGq+ZSDktS0WtNwPZL0Asz42NPevKA3W6bJBG7h7SNeM2+zDFwXE7SVoxZIZncUYzJtqsvrq9XoOfjPq79mdtffHjl7S7xCuw4MM4KwA/1wr4gcUrTrQwDcV9I3ATiC8h0OYHNJP9xJ32OwD3ZLYLw1Ji/DavLDMul7dTMG0eQtgXPbtk6PaPtp0rVJgu2rlacp0tzuTGaPbVoNfN6zNLBfWrVtK7t1Dwwy8dIXiAQCw4oIOgv0w9UAzirHZwG4itJPF5EpETkaObjspmI+3yoiJ0p+Up5JZfYoatodn1fi9sy4XNYGOHlarX7XtOUmIuegM2t27/fba8du4em1249YbZ1NmnxNrpplwRvfmvyeO8Mj+tr4Nk2YAoFhQmjYgS5E5HLkALMDRWQTgHcA+GMAV4rIawDcBeDlAJBSulVErgRwG4AOgDemlFR9eQNyxPka5GCzXRZwZs2sTbBLqCyBeVqa116NnD0ttaalN8EjJKvJ23aaftfyN8nUL3qe0z2N3eYbhBBrZnMRWbIF6aAEy/XpZMzKzH0JBIYJQdiBLlJKZ1ROnVzJfwGAC5z0mwE8dReKBmDHyVp/KzHyzma1sjWtUs+zTF65QYi7H4F6VgFu376cxLMgcN2W/JrG0gZw9dOQuX5P/n5j5tXJbbM5XsupZcTK4J1nawqnBwLDhCDswNBgOQ9ZkcVNSIBFDZrX8Gp6rXwtrRaUZUneI91BNW9bZ1PZGgFaEutnJbDk5tXj9Y3l9HzYtYmE12dP2wYWA8hsGzwx6+fWCJIODDuCsAMjBzZ/M2lbDa0p0IxR0zY5n9V2PXlq9dv0WgCaZ4r20jyt1ZsA2PM1LbhJVk/m2iYmjOWQtua3EwR7XbzJR83a0SRDILBaEYQdGEnww5iXQfEe1ezfbPKX9tOEPQ2b5aiRbo1UvPyWoL16rSnfq9uTH+iNtLblmsbBk6spvakuzxe+s2Tbr/+BwDAhCDswkrCapy7hUmLy3vZkyda+eavJr1xr3yNq2576172yNTO8nveC07yJg4U1KWvaIDLbevi7Vo7zW3N7E1Fz/prZXa+nlZPfbmYnEqFdB4YRQdiBkQM/0Futlut79aKHa+TdZC5uCgrjvB7xWmJqItmaRmrfLV0bj6a+clrN/+v1rV+emtm+Nq79xtJrr2YJ8CYSgcCwI9ZhB0YWvEEKQ9OatF7Nx9+2Ds3vpfO5mvbLH2+rU0/T9s5bWTwCG9Q07E0aauMwiFm7SR4vj71W/XaW4/q8MfOC2JZjTg8EVhNCww6MJKzJVNOA+habNcLkfP206xoZeUTSpLnXzNKWdOybvawv3DMpe+019amWf9BobK/NWp5+5uombZrrsUu61Kpi3zTWhNDOA6sNQdiBocIgGpI+tNvtdtc/bH2i/XYAAxaJnX3ZnE/zDqqJeWbxfnmbftsd1+wkwL48o9+EwI4Vpzf1xeatnfP6weWayJgnH1Z+/ihR293rmgLYAoFhQZjEA6seNY23HxYWFjA3N4f5+fmet0DxA9zzd9oHfO1h38/M3OR/9bR6/bZLxDzTeL/x8LR6TwZPa66ZsD1NvtZ2Pxn7WSb0uPZWtNoExGvHxgcEYQeGFUHYgaHBoNpsE+HWyJo1uCaNrJbm1W/JzyPDWp9q5nnPX1srw+n8GeQFJl667YtFzcw96CSjlp9Ju2Yyb9Lc9dt7f3kgMEwIk3hg1WNHfIk1k6+meZpXU9uWPCxp9jMbWzN8LX+NoL3gKds//e2ZjZu0TDuBqWmxnN/KZNtpAmvPvMxO02pm9drkx8riHQ/Sr0BgtSM07MCqxs4+WD0SYS1T0S/4C0DPzmmtVmsJAddM67YeTefgt0H66Wm8tn5vq1Um65rWzKTHBM5123LeZKFpUuIRrp1M2Ldz9ZtQ2bGxslqN3E64AoFhQhB2YFVjkACofuWsGbhGerV6PC27VtaStleft2kLgCVBZJZkbXtNpnqP8CyJeRMZ257tUz+rQpNZnPvg1W3L1QjVO1ezQHB7Ngiv6boHmQdWI8IkHli18MyuNXOsV1aDzpRkVfu0750Glmpe3qfVavUso7JruTnC2prQvf5479W2u6vZCHfOx33lsbHn7bjYuqy2b8/rb1tmUFLTcvqmLK6v36RHy9iyNgqco8P1uNPpoNPpQES6QYdjY2OYm5vrGYtAYFgQhB1YtRiUnD3Mzc3hjjvuwObNm13TrdWUPU3Ufnuvs7T12uMaWdc0SE/WfuC6a+Z8i0EtFztzDby6PO26X/tNWrk95skBa9W6h7ye27ZtW6Osu6rPgcCuRBB2oAsR+TCAFwG4L6X01JL2JwBeDKAN4LsAzk4pPSwiRwH4JoDbS/EbU0qvL2V+EsBHAKwBcA2AN6cdfPrVitUeqCklzM3N4Z577sF99903ECn2O7ccTWzQvLtbu+tX/0qSURM570h5b1LRbzIwPz+P7du3D2SpCeIOrBZI3IwBhYg8G8CjAC4lwn4egH9JKXVE5L8DQErprYWwP6H5TD03AXgzgBuRCfvPUkqfGqD9gW/Gpgfp2NgYWq3WqjJ5WlP0apJtT4PHYE88f2qWkE6n06N52zzOxGDvvWiBVYHQsANdpJQ+X4iY0z5DP28E8LKmOkTkEAD7ppRuKL8vBfBSAH0Je1dhYWEB7XZ7TzUXCAQCewQRJR5YDl6NXuI9WkS+KiKfE5FnlbTDAGyiPJtK2rIwqO82EAgE9haEhh0YCCLyOwA6AD5akrYAODKl9EDxWf+jiBwHwGPRqt1TRM4BcM6SAn1MpcuJUg4EAoFRQBB2oC9E5CzkYLSTNXgspTQLYLYcf1lEvgvgKcga9eFU/HAAm2t1p5QuBnBxaScCKgKBQKCCMIkHGiEipwB4K4CXpJS2UfrjRGS8HD8RwDEA7kgpbQGwVUROlKwCnwngqhUQPRDYYYT1JrAaERp2oAsRuRzASQAOFJFNAN4B4G0ApgBcWx5iunzr2QDeKSIdAPMAXp9SerBU9QYsLuv6FHZTwFksuQkEAnsTYllXYNVguSZx3r0sENiV8O6tWNYVWGmESTwwtIjJZiAQ2JsQhB0YaoSvMbA7EJPBwGpEEHZgqBEP1kAgsLcgCDsw1AgNOxAI7C0Iwg4EAoFAYAgQhB0YaoSGHQgE9hbEOuzA0CL814FAYG9CaNiBQCAQCAwBgrADgUAgEBgChEk8sJrwKIDbl1NgFZrFDwRw/0oLsZMYhT4AO9EP5756wk5LEwjsJIKwA6sJt6eUfmqlhdgZiMjN0YfVgVHpRyCgCJN4IBAIBAJDgCDsQCAQCASGAEHYgdWEi1dagF2A6MPqwaj0IxAAEK/XDAQCgUBgKBAadiAQCAQCQ4Ag7MCKQ0ROEZHbRWSDiJy30vI0QUQ2isjXReQWEbm5pO0vIteKyHfK936U/22lX7eLyPNXUO4Pi8h9IvINSlu23CLyk6X/G0Tkz2QP7g1b6cP5InJPuR63iMipq7kPgcDOIAg7sKIQkXEA/xPACwAcC+AMETl2ZaXqi59LKR1PS4bOA3BdSukYANeV3yj9OB3AcQBOAXBR6e9K4CNFBsaOyP0BAOcAOKZ8bJ27Ex+ptHdhuR7Hp5SuAVZ1HwKBHUYQdmClcQKADSmlO1JKbQBXADhthWVaLk4DcEk5vgTASyn9ipTSbErpTgAbkPu7x5FS+jyAB03ysuQWkUMA7JtSuiHl4JdLqcxuR6UPNazKPgQCO4Mg7MBK4zAAd9PvTSVttSIB+IyIfFlEzilpB6eUtgBA+T6opK/2vi1X7sPKsU1faZwrIl8rJnM16w9bHwKBvgjCDqw0PP/hal668MyU0tOQTfhvFJFnN+Qdtr4panKvxv58AMCTABwPYAuA95X0YepDIDAQgrADK41NAI6g34cD2LxCsvRFSmlz+b4PwMeRTdz3FlMryvd9Jftq79ty5d5Ujm36iiGldG9KaT6ltADgQ1h0OQxNHwKBQRGEHVhpfAnAMSJytIhMIgcKXb3CMrkQkXUiso8eA3gegG8gy3tWyXYWgKvK8dUATheRKRE5GjnA6aY9K3UjliV3MZtvFZETS2T1mVRmRaATjoJfQL4ewBD1IRAYFPHyj8CKIqXUEZFzAfwzgHEAH04p3brCYtVwMICPl1VALQCXpZQ+LSJfAnCliLwGwF0AXg4AKaVbReRKALcB6AB4Y0ppfiUEF5HLAZwE4EAR2QTgHQD+eAfkfgNytPYaAJ8qn5Xsw0kicjyyWXsjgF9bzX0IBHYGsdNZIBAIBAJDgDCJBwKBQCAwBAjCDgQCgUBgCBCEHQgEAoHAECAIOxAIBAKBIUAQdiAQCAQCQ4Ag7EAgEAgEhgBB2IFAIBAIDAGCsAOBQCAQGAL8f4n4BsatWzGxAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAADSCAYAAACb+rP9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAB7jElEQVR4nO29eZxtWVke/Lyn6sw13Xt7ut2NNI0gHxDtqEGiUfBDoUUUNZpARHBsIRAwIYliEu2oGD/nIRHTfCKgAnacIAhOmJbg1wgoRAVBGrpteu6+t4Yzn1NV6/tj72fVs9/a51TdprvPuZf1/H7nV+fsYU1713rWOy4LISAhISEhISFhvqjMuwEJCQkJCQkJiZATEhISEhIWAomQExISEhISFgCJkBMSEhISEhYAiZATEhISEhIWAImQExISEhISFgDnTMhmdpuZfcXD0ZhPB2b2YTN7+rzbMW+Y2U1m9p3zbseDgZl9q5m9Z97tOF9gZu80sxfNux0PJczss8ysa2ZL827LPLGo85mZvcTM7s2f0alPo5zPMbMPmlnHzF5uZq83sx95iNp4lZkFM1t+KMqTch/2Z3IsQjazy83sjoezIQ8G2q4QwpNCCDfNuUkzsQjjaGY1M3vAzFbm2Y5PF2Z2vZn92oVSz4NBCOGrQghveDjKNrO6mb3OzHbM7B4z+zczrv1qM3uPmW3l177WzFbl/OvNbJxP4vwsuTL+hZm9KYRwewhhJYSw93D06+EC2/9QkcG5zmc6t7hx7prZnpn9wjHLmXqvmVUB/DSAZ+bP6MwRZV1tZm/PSfcBM/txOf3vAdwUQlgNIfz8Mdr1v8zs/vx9/D9m9tzj9Ce/99jv8iw8EhxzXAn52QB+/+FsyIPEorZrGh629lqG4zzPLwPwoRBC9+FoR8IFg+sBPA7AowF8OYB/b2bXTrl2HcCPALgcwP8F4EoAP+Gu+fF8El+ZQrjPBvCOh6rxc8Cx2/9QS25S/+8DgI4zgEsBDAD8j+MUcsS9lwJoAPjwUeWYWQ3AHwH4EwCXIXsndGH76OOUI3gFgNMhhDUA1wH4NTM7fcx7r8fx3+X5IoRw5AfAbwP4hvz7bQD+LYC/ArAN4DcANOTa7wJwC4CzAN4G4HI5FwD8SwAfB9AB8MMAHgvgZgA7AG4EUJPrnwPgQwC2APx/AD73iHZ9Rf69DuBnAdyVf34WQD0/97cAniNlLAN4AMDnA/g9AP/K1fFXAL4u//5zAD6Vt/UvAHypXHd93v435n37MIAvLGsvgG8D8D/l+C0AbpTfnwJwTf79iwG8Px/r9wP4YrnuJgCvBvBnyP5xPjs/9p35+dN5+/+t3PPTAP5N/v0kgF/Jx2gTwO8e8zk+Cdk/21kA9wL4/qPGfcp7dSovewfA+/L34T1yvnS8AVwLYAxgAqAL4P/kx78tf74dAJ8E8N1S1kUA3o7sXToL4H8DqOTnLgfwWwDuB3ArgJfPqmdGf741r7eTl/PNcvzPAPxC/hw/CuAZct/Udufnn4vs/2AHwCcAXCvP/zuljvcA+Mn8Wd4K4KukjMcAeHdexx8D+G8Afm1GX+5EJgnx9w8DeMsx54tvAPDX8vv1AH5kxvWV/D26CMBVyOaJZenjjyD7/+8C+J/5e/Pr+Xi8H8BVR70z+bkmgDfk4/O3yKS0O+R86XuQn3sKgA/k5d4L4KentP/2vP3d/POP5fn/DLJ370eQzXt/AuAMsvnn1wFsSJm34WA+ux7HnFtKxvZF+Ttlx51Xy+4F8HgAPenbnxwxF1wH4H9PKfdPAOwBGOZlPT5/R34pL6sD4E8BPHrK/U/J731K/nsJ2Xv/QN7el7p3aOa7DOCf5OOwlb873zqlXv9MfhMZ/3UA/CWAz5NrPx/AB/Nz/yO/bur/QLzvGP9c1byjq9Ko9yF7eU8ie7FfnJ/7v3FAbnVkE9C7payAbAJeyx/kCMC7AFyNbJX9EQAvkg7dB+CL8gF/UV53fUa7OFg/BOC9AC4BcHE+2D+cn/sBAL8ubfpqAB/Nv/8zAH8u5z4P2T9MLf/9AmSTwTKAVwK4B/liJH9AQ2Qr1SUA/wXAe8vGMe/vFrJ/5NMA/h7Anfl1VyObMCr5+G4C+Ja8zufnv0/JZHV7PpbLeR03AfhOZBPb3wG4zj3PjwL4nPz77+Uvyon83qcd9Rzz9t+d97+R//6io8Z9yrv1FmQTTRvAk5H94yghHzXev+bK+2pkE50BeBqAPoDPz8/9F2T/8NX886X5dRVkE/cPAKjl4/9JAM+aVs+UvrSRTdYc29MAnpR//1YAuwD+dV73P0dGzCeP0e6n5Nd+Zd7WKwA8QZ6/EvIE2UJqCcBLkC2KLD9/M7JJq4ZsAtqZ1q/8fQgALpVj3wgh2SPG4mdRnPBej2zCPpuP9T911z8VwM3596twmJBvyceHc8TfAfiK/L14I4BfOeY782PIJvoTyCS2v0JOyMd4D24G8C359xUATz1O+93z/1d5u5rIFs9fiez/62Jki6WfnTH5H2tuKXkWfwLgekcUU+fVI+71z2bWXPA6AL8K4J15224C8A+krJuQv7vyjnSQafDqyBZW73HteXs+DgGZNoAL6hcjm9cehWzO/F9sJ454lwF8Vl7v8/NxPIVcGCoZD/9MJnlZVWRC6q359xqyOf0V+e9vQLawf0gI+RkA3uUa9QL5/eMAfin//svIVFM8t5I3+qr8dwDwJXL+LwB8r/z+KeQvJYDXwE3mAD6GA9IoaxcH6xMAni3nngXgtvz7Z+cPoJX//nUAP5B/ryObNB6X//5JAL84Y2w2ka+K8gf0x3LuiQAGM8bxU8j+OZ4H4AZki5wnIJOW3pZf8y0A3ufqvBn5Cg7ZS/1D7vxNyKTg2wA83527GsAn8u+nAewDOFHSr6nPEdmL+8Ep4zF13EuuXcrLfIIc+1G4f8IjxnsmUQL4XQCvyL//EIC3Avhsd80XAbjdHXsV8kn+OPXk17WRLbL+KYCmO/etEHLMj70P+QR/RLv/O4CfmXLdTSgS8i1yroXs/+0yZJPOLvJ3Pj//a9P6hWxiCyhqvr5y2rN0935l/pweL8c+Hwck+Wxk/386D/wwgP+Uf78Khwn5P8i1PwXgnfL7a5CZYI7zzkSCzX9/Jw4I+aj34N0A/jOAi0rqmNp+eTa3T2tjfs3XQf6vcHjyP/bcIsc/C5kk+hg5NnNePeJe/2xmzQV/iOz/+6uQEdS/y8efws1NOEzIuohbyet/lCu3mpf5r+XYnyAXCvPfz8QBIc98l/Nn/DtHvddTnokuiirIFidfimxRcSeK/+/vwTEI+Tg2xzLbyD3yvZ8PHpBJzX/PEyGzU55Btqon7pXvg5LfLOvRAF6ZO4psmdkWssG9fEa7iEI78u+X5226BZlU/zVm1gLwtQDelJ8bIZPYXpDbY5+PbJUHADCzV5rZ35rZdt6edWRqKsKPS0PsRb69fwrg6cge3p8ie0Gfln/+dEo/2Bcdz0+V9P+bkb0Qv+mOf7W04VEAzoYQNkvun/UcH4WMeMswddzN7PvFUeSXkEkFy679hb4eY7zhrv8qM3uvmZ3Nr3+2XP8TyCStPzSzT5rZ9+XHHw3gcveefT8ye9mxEULoIZN8XwzgbjP7PTN7glxyZ8j/M6WvHJtZ7Z413h7x/Qsh9POvK3k9Z+UYIONuZr8kz+b7kakRgUyTBfnemVW5mT0V2f/SN4YQ/k7a8pchhDMhhN0QwjuQLYK/QW49yv563DnjqHfmchTfN/1+1HvwHchUqx81s/eb2XPOof2+LpjZJWb2FjO708x2kC2Qpr7bOLe5hXghsgXurXLsqHl11r0es97NQX7/O0MIY2TCzSlkPgbTEMcon3PO+naFECYhhHcCeJaZfW1+2D9XnUeOepfP5f9rVnv3AdyRt+VyHP5/L5unD+G4hPx7x2zgXcgeOADAzNrIHsKdx7xf8SkArw4hbMinFUJ48zHaVWgHstXeXfL7zcjI9rkAPpKTNPEGZIT2DAD9EMLNeV++FMD3IlNrnwghbCBTJdox++PbS0L+0vz7n+IwIft+sC86ngGHcT0yNdGbnDertuFTAE6a2UbJ/bOe46eQqQ/LMHXcQwg/Gg4cRl6MzE63i+wfQq9nnUeNd6HfZlZHZv/7SWTqqQ1kk5Tl9XdCCK8MIVyNTKr6N2b2jLw/t7r3bDWE8OyyemYhhPAHIYSvRKZ9+CiA18rpK8xM35XPAnDXUe3G7PE+Lu5G9qxbciyOewjhxfJsfjRfpN2NzGRDfB5mOOGY2T9EZo769hDCu45oT0DePzO7DNl4/eW5dGhKG456Z+5Gpqom9N2b+R6EED4eQng+MnPM/wPgN82sXdL+ae+LP/5f8mOfGzJHpRfg+HOJx7S58IXI5jPFUfPqrHs9Zr2bf4Vz+N/JEZ+HZVEgJ1GctxXLUvfdmDKPHONd/nT+v7S9FWTv1l15ff7//VE4BmYSspk9Bplt4aPHbOCbAHybmV2TTzQ/iswme9sx71e8FsCLzeyLcg/itmXhFavHaNebAfxHM7vYzC5CZhdSD7+3IFNrvCRvc0ROwPvIVGO/KqdWkRHI/QCWzewHUFx1TcWU9v4pMo+/ZgjhDmRORtciI74P5te8A8DjLQupWDazf45MXfX2I6qcAPgmZGrUXzWzipk1kdkjb8r7eTcy+84vmtkJM6ua2Zfl9896jm8HcJmZfU8eTrBqZl+U33fUuEeEzMv2twFcb2YtM3siMnsWcdR43wvgKvEsryEzOdwPYNfMvgrZMwYAmNlzzOyz83+SHWTqsD1kquMdM/teM2ua2ZKZPdnM/tGUekphZpea2dfmi5cRspW5ehJfAuDl+Th/EzJJ4R1HtRuZ+eDbzOwZ+XO8wkneRyKE8PfIHJKutyzs7R8jW5TMwhuRPcsTeX3fhUytWNb3JyOz6f2rEML/LDn/jWa2krf/mcjI52356WcD+H0nTTxYHPXO3AjgVXmfrgDwMjk38z0wsxeY2cW5JLSV37NX0v77kc0fVx+jrV0AW3lb/t2D6fC0udDMvhiZRst7V0+dV49xr8esueDXADzVzL4iFwq+B5mQ8Lczynu2mf0Tyzy0fxjZnPMpM3uCZVqkZv7/8wIcaBaB7Lm+3MyuNLMTAL7PlTvrXf51AF9hZv8sn2NPmdk1R/Sb+AIz+wbLNBXfg+z//r3IzIp7AF6Wl/lcZHPvkThKQlYV55HIV8b/CdmK/25kK4/nHfd+V9YHkA3cf0VmB7oFmS3mOO36EWQT0F8B+Gtkq9cYdJ6T0c3IPJh/o+T+NwL4ByiSyR8gI7C/Q6YSGeKYaoiy9uYqvS4yIkYIYQeZjeXPcrJCyOL8noPMaeIMMq/Q54QQHjiqwlxN9A3IiOB1yOwmN4cQhnLZtyAj748ic/T4nvzeqc8xhNDJy/oaZGq0jyNbWABHjHsJXoZM3XgPsn+QX5FzR403J4szZvaXebtejuyfcxPAv8DBpA9kYQ9/jGzMb0bmG3BTPtZfA+AaZE4ZDwD4f5GpOg/VM6MvFWTP6S5kqranIYsoIP48b8MDyDzjvzFX485sdwjhfcj8Cn4GmbT3pzisNTkOvhmZx+8ZZM/kN5BNINPwg8hUeX+f1/kTIYQYsmeZevtL85+vRGaC+GU7UH2rNP0KZNqVLWSmg+8KB/GcD2W401HvzA8hUyveiuxd+E3kY3CM9+BaAB82sy4yh6Pn5f9LhfbnZoFXA/gzy1TCT53S1v+MzLa+jUy6/e0H2edpc+GLAPx2/n5FHDGvzrzXY9ZcEEL4GLKF1y/l9TwXwNfm89I0vAnZe3cWwBcge2eBTHNwPbI56n5k79M/DyHw//G1yJ79/0E25/ixnPouhxBuR/YMX5nX+yHk0rRlZrZ3zmjvW5GZqTaRzaXfkKvUOfd+B7J3/gXIFi+z/t+yjs5amJrZOwD819zuszAoa5eZ3Y7M2ezdD0H5L0TmnfxPPt2y8vLmPo5m9osA/iaE8IvzasNnKszsW5E5sDwk79NDATP7DWTRBT84xzYsI5vIHxtC2J5D/S9BRqxPe5D3z7X9eRvmPrd8pkA5xsyuR+Yg+oJj3vvnyJyff2XWdUdJyDchcyFfNNwEaZeZXYxshX7bp1uwZXa2f4nM8/mhwk2Y/zh+CMDvzLkNCXOCmf0jM3tsrja+FpnE8rtzbtZJZN7JjwiZmdlpM/uSfAw+B5lU9On8Tzyi7Z+CmzD/ueWCx7lyjJk9zcwuy1XWLwLwuThGUqiZhBxC+PEQwuA4DXgkoe3KbTwfB/ALufrhQcPMnoVMJXIvnG3508EijGMI4YZcVf+ww8yuNbOPmdktduDNfEHADqcW5OdLj757rrgM2eTdBfDzAF4SQvjgzDseZoQQ7gshvOYRrLKGLIysgyxU5q0AHrTGaA7tL2vD3OeWCx0PkmM+B5kKfRvZwu8bjzP/zlRZJyScK3IHjr9DZlu6A1kmpeeHED4y14YlJCQkLDjS9osJDzWegixBxSdz54a3IFOPJiQkJCTMQCLkhIcaV6Do2XoHiolMEhISEhJK8HDsOpLwmY2y5AY+icd1yJLPA1l4w9xgZrA8ft/MsLS0hGq1imq1ikqlEs8vLy9jaWnp0PX68WVWKpXCMQCYZiKadXx/f1/T95V+5+/9/X1MJpPC8b29Pezt7WF3dzeeS5iKB0IIF8+7EQmfmUiEnPBQ4w4Us9Iwe01ECOEG5F7sZvawskMZgQJApVJBpVLB0tJSgYRPnDiBkydP4tJLL0Wr1UKtVsPy8jLa7TYuuugi1Ot1LC8vR7JdWlpCrVZDvV6PZVar1XgNSb1erwMAdnd3sbu7ixBCXAAAiKS7u7sLANjb24OZYTweY3d3NxIqv/OjBLy/v4/7778fnU4nnhuPx7jvvvvQ6XQwHA5x9913Y3NzM9aXcAg+VW1CwiOGRMgJDzXeD+BxeQahO5ElFPkXj0TFZcRbJsUqGVer1UiqJOfl5eVIliTU3d1d9Pv9SLQqke7v72N3dxcrKytRiiZhk3j39vYwmUywt7cXjzUajSjBAhm5k3hZLq9lGSRslX55fjAYYDwex/7t7+9jNBrFfo5GI6yvr6Pf72M8Hhek74SEhPkjEXLCQ4oQwq6ZvQxZ5pwlAK8LIZzLRuTnhDLC1d+qdgYOyHh5eRm1Wg3VarVAviRkAAUVNaXN0WgUr+Nxot/vx3MkyqWlpUiMJFO2g39JtGZWkJz5e3d3F+PxOErFAAoSMpAtDLrdLkIIUermdUtLS6jX61G6bjQakfBZh1d9JyQkPPJIhJzwkCPPGvSQZw7y5DtLEuZHSZVkqx8lagDRVkxJWFXK4/EYvV4PZoZms3nITkwpmhIpSVPbQKnUzNDv96OtmsdJsHt7exgOh7EMns/H9xCBdrtdDIfDQl/G43H8TS3A/v4+Go1GJOf9/f34V6X+RMwJCY88EiEnLCSUKL2TVBkZ81per/Zcby9WadiDhEzJWUl0MpkUHLxqtVqhjVQTD4dD7O/vF+qj2ntvby9eR2mYv+v1OiaTCXq9HgaDAXZ3d6O07qVX7Xu/38fOzk7hGNXo3k6+v7+PVquFEAImkwkmk0lsF+tIUnNCwnyQCDlh7vCqZf2uJMPj/O1V0/5DKViPqV1YJdMQQsGuXKvVot1WSZmeypPJJJbF9gAHi4K9vT2Mx2MsLy/HMqhuJsmR5HnPYDAotEfV5VR38zcl/slkgq2trUi+JHf1tKa0TmJuNBoAEFXho9EIk8kkSuhqvy4j5kTQCQkPDxIhJ8wVZoZ2u31sFXSZfbiMjFUKpiSstl/WQ5Wtlqfq7L29vSilkqRItCR7ld51IaA2WqqeR6MR9vf3Ua1WC2Og7VxeXo5qZZKftpeg3ZjX6aKB13n7OIAo2bNvy8vL0eGMf1VinkbOSXpOSHhokQg5Ya5gSJCqm71t1ns8e2m5TPJVu3HZcQAFJymeowPU8vJyQUplO0hQdMQi8VJFrTZZM4t22xACRqMRhsNhdCijGns8HsPMUK1WC5J6pVIpkLIihIBOp4PBYBDrVTU0FwGU0JeWliKB1mq1KEmTkOk0VqvVCiFWZRIzv5cRdUJCwoNHIuSEuaJSqaDVahWkWy/9TlNpA5h6TOOE1VZMUqXtNISA5eXlKLEuLy/HBYKGLJGsKpVKJFNVObNsSuCEkhRJmoRLQmQIEgl+aWkpkqGWpU5d29vb6PV6kcCXl5cxHA6jt/ZoNIptUkmd15Y5sWmMMyVtH/PsyXgWWSckJJwbEiEnzBVmhlarVXC2KpOWvTe03u/PKYmxLACRZEjEJMZ6vR7vITkrqdM+SymWkqzGBPtsWiRvlbwpJVcqlRgi1Ww2sbq6WohH9sRG9THbsrOzg+FwWCA+XkP7NQlfx44xyhwjHW/1uub4lHli+7+epDnOHAsuLJL0nJBwNBIhJ8wVlJA11GgaCXuvaq9SJrw3sjpGkbR4jLHIvI8Soyb2AFBQfWs9tD+rNDmZTAAAjUYDk8kkqo0BxPOsi/Zi1qHleulzNBqh3+/HhYCSPFXmrJuqdI6ROoIBiJI0E6OQwNWBzKustU0qOXubs3cA09SdfuGSkJBwgETICXOFqqw1y1WZExdQJGOd1JUIPGn6ECMlWabG5L3qlc371K5MUErWBCG0BWtykHq9fsguzOuU2DTcSIlxd3cXw+EQw+EQvV7vkGRKUq1UKofImOp2kiIXPSGEmNWL97Ode3t7sW+qqvaLBC13mlpbn5GeV4JO5JyQcIBEyAlzRZlTVxkhc9L2tkmdzJVslUy9pzLvU09pPabkT9Jut9sAECVdOj/RK1ulagCxHPWyVmKjwxcJWEmcqt7xeIzJZBJDk0ieJDMf00zi51io7Zj2atU6kODH43HMv03CLiPh43w8MWvbjmufTkj4TEUi5IS5goRWRsKESlvq2KQqa389yZkTvPfaVvUtFwFqc2XZdPJS6ZmhQd75S23VSmhKRsPhEIPBINp6ab8mORPqyc12aV+o5qaqmtLvYDAoOJpxzMpCqzQMiyRZlqFMpfYyZy5/TPvsSVql4zK1t5JzQsJnGhIhJ8wdZTbgsglZSdjblZV8lVD5WzeNAA7CnEhoJGmVbKvVakyRqQSlntAsX9tDu66GI41Go4KaVmOVmWSEkrFqCdgP1k/7M+tm9q3d3d2Cs5lPaKIqc5I7c1prP9hHtkG9sb2NWImzjJjLJGcmVvE7V5VJzBpPnZDwmYBEyAlzRaVSiYlBdKJXByCvulaiKLMb+/tYD72nVYLWcjVlZrVaxdraWiRetccCiFItCZX1kkyU8Ekq2p52u42lpSWMRiOEEAqxw2y/brvI+GKWxf5PJpOobqaE22g0CvbmEEK0lbMN9BwniSv8Llfadp9uVJ+Zd+RSVbUSM9XxfmtJDUWjlJ/U2QmfSUiEnDBXmFmU1FQKJfxWhGoX5nElP5apHxI4CUlJamlpCYPBIF7XbDbRbrexsrISSZjlqn2V52hjVikPQCFemXZyEpKSY7vdju3XFJuDwaAQRsQ2UzrX3aNoS1a7dggB3W43nuN9XBDQXq198tB4aZWE/biqjd9L0WX26L29bMcp2saZlIRqdI6rStFeHZ6QcCEiEXLCXKESskq5OuFTmp1MJnEC18kaOLAbq5raxzRT8iNJraysFNTLrVYL6+vrhe0JlcxJTpTmSFIkZUrMDG2iI5ZK8yyD4VDeI9rMIkEpqTE+mnbf3d3dSLCaIYy/V1dXC/WopkC1AeoprpoGlsWxVA0GwWv8dd4E4RcW/NRqNdTrdQyHQ4zH47hIoFlApWaOu0rNiZgTLjQkQk5YCKhtWJOEAAfkSm9nklK/34/ZqVSVXJZcRI8zaQfJsFarodVqodlsxjzPqhqnFEkiVIJnWyj1MQRJY4rpMKZJSbxqnqpyVXtzQcBsXrwfQLyeTlga30yCX1lZAYCovuYYcKw4xhwDSqzeTu8d6Lx6Wr/zGehfnxxFSZdpRMfjcQzForaEIVgkZubc9hnFEhIuFCRCTpgKM3sUgDcCuAzAPoAbQgg/Z2bXA/guAPfnl35/yPZAhpm9CsB3ANgD8PIQwh8cUQeazWZBulXCUjLlOZJqvV7HYDAoJMsgygid93GSpxS2uroaY401nzTJh1L5YDAAgIL6l2UCiG1gOTzOfYkHg0FBLU0SpcMZgAJxLi0tod/vx60YSeaUiHk9ia1erx9anNBWTZstUNzSUu8dDAZxkULNA6EkrOpr/uUCgpK899TmlpT6bHTRwzFgO7nI4DOiCpvXeqewJC0nXAhIhJwwC7sAXhlC+EszWwXwF2b2R/m5nwkh/KRebGZPBPA8AE8CcDmAPzazx4cQirN78Z5IcB5KysCBIxOPNRoN1Ot11Gq1GL6jhOTVzbTpjsfjKCWTxGq1WlwYkITVZtnv9yOhcTGgxKyxyD7pBWOJmXuaTlgAok2Zkp9KoZQWNVmJd4giQVO6Z2pPJXZK07VaDf1+vzD26oFOtTs1Ad4G7KVh/bB8zQTGZ8CyVXWtdmeS62g0is+j3+8XNBIsp0z7wTKTtJxwviMRcsJUhBDuBnB3/r1jZn8L4IoZtzwXwFtCCCMAt5rZLQCeAuDmaTfs7e1hc3MzTriULJnSUUmZE7hPurG+vo7hcBilzbKdoVRF3Gq1IgkCB3bsSqWC0WgUY3nZvn6/X7DPeq9spt5U1bOGMDH/dK/Xi45jzNjV7/fjYgAoSo+UVildchxU3cvzbCNtsVxssH8sg85U6olOKXN9fR07OztoNptxvNRZzduQVbrVxRKfEcvXMfN2ZBI5x5rH2SeaJagl8IQMII4x+5KQcL4iEXLCsWBmVwH4hwD+HMCXAHiZmb0QwAeQSdGbyMj6vXLbHZhN4IckwslkguFwGEmq0WgUMlhpyBPJt1qtYn19PZInzwE45Pi1tLSERqMRPXmVVLrdbpRi1cGKKlOC0iwlQs10xXI1vlczbpHQWIaqaKmKVVWv3sM+UI2rTmdKnOroRS2CmaHf70fVvLaPzl+VSgWnTp06ZHPmNRwXf66MmPlM6fxGO7C36ZOkuRir1+sxlKvZbGJjYyNqFzY3N9Hv9w95eFNzweecHL4SzlckQk44Ema2AuC3AHxPCGHHzF4D4IcBhPzvTwH4dgBWcvuhmdHMrgNwHQA0m804kauTEdXEk8kkqlL9fsGUTEkStVoNq6urGI1G6PV6BU9ogg5ElMwopfX7/XiPkjmlSZXIgYwYh8MhKpUsa5ZKj/TiZlv172g0KhCTJzngIBc121KtVmObJ5MJut1uJHF1DOt2u1H65/G9vT2srKygXq/HdrEuJckQsi0dT506hY2NjVg2s5JRrcxnxAUI++WlX0rH/pmpJ7c6kXEcgAM1N8uu1+tYXV3FiRMncPbsWdx///0xVG3K+5rsygnnJRIhJ8yEmVWRkfGvhxB+GwBCCPfK+dcCeHv+8w4Aj5LbrwRwly8zhHADgBsA4OTJk2F9fT2SUH4+TtQAoi2x2WxiZWUlZqfSCZzkQemJRE9bKD2JWX69Xo9OUyFkmy2QOEjETHXJiZ8LAJXuKNG3Wq2CTVbV7fV6PYZWMVaYnsQkXM0kRnIi+VEdy7o03SXHiguH3d3dmNKz0WhEz2Szg5zhXKio9oHjcvbs2dgutomSK9tJ6Ze2drW3sxx1ANNFifoE6DPnYgE4yEamXtVcQF166aVYX1/HfffdhwceeMC/qwW1dSLlhPMNiZATpsKymfOXAfxtCOGn5fjp3L4MAF8P4G/y728D8CYz+2lkTl2PA/C+WXUsLS2h3W4XbIokAqonm81mtLtS6iMx0NYLFDeaWF5eRqvVKqhmSRRU23JPYUqYKglyYqddWL181YOYEifvJelSZazk40OyuEDgd6q8lYCosta0kiQy2rpJPDyWP6NCCFEIIRI0x5GLFB9CpHbqarUa7/POZCGEGDLGhYuXWr3tmWUTzOGtTm58L0IIaLVa0cNdd7M6ffo0Tpw4gXvuuaeUmH39CQnnAxIhJ8zClwD4FgB/bWYfyo99P4Dnm9k1yNTRtwH4bgAIIXzYzG4E8BFkHtovneVhDRRjVimVNRoNrK+vYzQaAcikLIY2USqk0xJDbFTtqbGyZobV1dWootXzLE8TjvjQHDoYUVJTqZFpKnkd72VIldrHvTcwSZmLEUrfapdVL22NV6aT2M7OTiToMnsuCZrSMAlO1eDMga1SbKvVinZn2rEZsqXOVJSQl5aWYmYzSrdehc1FANuoIW5cqNC7mvtI0yeAiwK+Ayy/UqngiiuuwMmTJ3H33XfjzJkz8V3yIVmJlBPOByRCTpiKEMJ7UG4XfseMe14N4NXnUo9Kj81mM0pLw+EQm5ubhYxXGgLFfYKbzWb0KAaKGaNow6QURocuqqPpbEWplITX7/cLTklKrpRiVWpkEg6qgCkpU+plm5W82Sa1h2uIEdtJW+tgMMDOzk5stxI9iYd2Z7Xz7u7uotvtxrLb7Xb0Buf9jFdWpywvObNN9CzXuukUtrS0hO3t7ejIpoSr4W0a583F2N7eXtzMg+OsDn3NZjOmFdU82EtLSzh9+jQajQbOnj2LTqej7+Mh7/CEhEVFIuSEucLyeGKScLVaRa/Xw3A4xNbWVsGjV6VAEoaZFTJlqWTq9xumBKf2XzqLUTXa7Xaj4xWlMM0P7aVx9fbd3d3FcDiMfQFQcLBi26mq5nWqumboFYCY9IRZybrdbiHBhjrAqdaAiwCqeev1elyIdDod7O/v48SJE2i321hbW4vkvrS0FMunmh44SFZCcqQmQUmVDmJcCKgky7FSlTNJnRoH1sFnpjZorZ8LoW63W/Dkpvr85MmTqNVqOHPmzCFnsYSERUci5IS5gmrbELKEGdvb21HCUsIjOZCcNd6VktpoNIpxzHRg8mVQNXrmzJlIniR1tkGdi+i9TEI2swKhVCqV6GhGmy/r7ff7Mb4YQGFnJUqMLI8Epx7YJD+gGN+rNmMNS+I4aEYrHR8uPOgsRfKm+np/fx/tdjvu1+zHQm342gY+F10ksR6N4Sapqhe0aja0vT4sSh3zKpUKVldX0el0osaAGg4mSWm1WnGsNfQtIWGRkQg5Ya6gVEQy3traihOo7paktmaSo3oDq12Tcayc1IEDj97hcBgncQCFjSIosarEWalUYhgQJ3wSlbdVaz0sk1nB9FotmyTMPqgHs3pGa3yzJi3x3uYaW832qI252+1GL3UAMW0os3vt7e0VQqRUfUy7rnqz+7Anjl+j0cCJEycwGo2wubkZndM0aYsuJtSxjYsVepXTrMD62a9ms4lLLrkE/X4fnU4HZoZerxffKfURUOe/hIRFRSLkhLmC6s7xeBzVjMCBOlftmgAK5AQc3moRQCQUkgrt0tvb2+h0OlE6o2cwy1ePYGaaUnUrpUR1JlNbsbaPal/eQ4ImoXDRwPhi9bCmoxTrpjMZyXM8HkfVsnqFa8YrEiSJjMTM8khuy8vL0SGLdmy9V7Nn8Xmo5zLHjvewL7x2Y2MDrVYLnU4nJhzRxYhKzXx+7B/Dqdg2M4s7Q/X7fZw9e7bwzNShTEPMNA95QsIiIxFywlzBCZyhK7pxgpekVApWiZkSKid33qfEurW1FZ19uAAgSKKExi+rhKgkzzZSPa4xyl6aJ/mQqKgeHo1GsW9LS0vRFq7qX12gcBHC2GOGbVHVzmtJ5iRgbT/7W6lUYnINhp6pF7sSrJoJdGx1Mw22l17ae3t76PV6Uc186tSpuEBRMlfCnUwmGAwG6HQ6UQrX8DFepypzDTkjuPjgebXpJyQsMtKbmjBXmB2kp1T7KFCUjpUolJg8EasXL9XZdNZiTmTWR3LxRK7xvgQJSNukbSORMiEJz9PZizHRlKbpRFWv1yOhk3hYFveJ1gWASqzq5KSJSNSznGPsw7ko8VPavOSSS7C6ulpoNwmcCwzWr3ZvHqM9mjZpjgl3q6rVatGBjE5r2j56zXMhREJlX73tmmOn96uEzvdFtRcJCYuO9KYmzB2anxjIJK719XUAiPmlgeL+uiQclUDVkUkTh1C9SzUopUvgQDVOAmD5qgbn5M9JnySokqcmE2GbSJLMdU1yVscwbSvVrlRz65aKJBhK95qtSzNykaxIXCwXOJDM6ZCm4Vdnz55FCAEnT54s2Gm9lzLHl/X42GtKy+otrQ5qtKfTQYz2dC6WKpUsw5jao9kGqvc5Drr40EULPfd5TSLkhPMF6U1NmCs42VKKu/zyy3HixAlsb29jb28PV199NQaDAT7xiU8AOJBKgeL2gd6TmuTX6/Xi5gS60YFu4MDUnFquqqe5faASahkpA4jSX6vVKhAlvZY1hIcf9knTfAIokKruh8zjtA1zkUHHJUqTVKOT5ElglP7VA3tvL9t1y8xw4sSJQxmzNA81CZ8qZE3CMRqNopMeSVcdtvwzZ1azbrcbFyftdrvQdz4n3caS6naOCZ+fLhZI7LoxSELCIiMRcsJcobbK9fV1tFot3HrrrXjmM5+Jzc1NVKtV3H777Xj0ox+NO++8s6CmJnFpjmWSEHCwy5Jm2mJdJHA6LgGI0iidgDRZiIYGMXOUSsb0Dh6NRjEZh7aNxMB2kqD5ocTMdhMkVzpi0RmNBM3QImoAxuNxYdtFTTqizlpqn2f79vb2sLW1FZ+FmghU8lfJVxc2JEb1ONdQKZIvx0fV30x1qrmyvZRPR61ms4l+v4/t7e24wQcTtPBaSsaNRiM6uyUkLDoSIScsDE6fPo2Pf/zjuPTSS/GpT30KH/zgB3H11Vfj5MmTaLVauO+++6LUygmaE7qSIu3SVE1z4geKaRs1UQWQqcc1AxbjijW0icQMIMbEAllWMaqBWZ7aeXVzCc1OpfZftr/X60UHLy4qqF72EqJm7dI4aV7La/b399FsNgsLBHUgUym90+lgaWkJ6+vrkfR1/+gyhy+1KavdV1XxHFO1D9ODvV6vFyRtHUMAh54fyZuZ3AjVdPBdoXaD5SckLCoSISfMHSQtqiAvvfRSnD17Nv6mhKYqVqDoxUxyAw62RqQkSZKktEbyIglxD2W1HattkikyJ5MJWq1WTJOp4VKqWtUQI5KfluWd0OjlrdmsSLhKWvRAJtFq+kpKqqoFIEiqumtWu90uxBGrapnJUCqVCtbW1mKfNBkJFxFqx1fvcj4HlbLH43Hcn1nP6zaZJE3+1uv4neNHR7Ht7e24ANB2MGNYQsL5gkTICXOHTuj1eh0nT57EJz7xCSwtLeGxj30sPvaxj+Hiiy8GULQhAygQG893u924lzInZJImCZ6SLslY44pVIgWARqOBXq8XpcvV1dXovMTjPsyKZEyC1OQlSqKU3th2qnLpjWxmkUipwqXHtnoc0/sayKR1OqGRpNR7nUk62u12dL7i/bqwYRKRlZWVqHJWKVMXIuyPErQSMsmcucebzWZUu2v8sJap9nTVAPA766QDl9qzAUTJXs0YCQmLjETICXOF2iHvv/9+XH311ahWq7jmmmuwvLyMO++8E2aGTqdTsCdSUlNpbXl5Gb1eL8axUlLUPXVpx+12u1HSBDKS4jkm7VA1rE72JIRGo1GY7GkXpu2yWq1GlTnv8Zm9aIvWslVlTps1r6fqmLs4kXB3d3djdiqCUj3VwfoBMpV9v9+PG0uoxzhDhnq9XuwLw5u0vwAKiT18qBX7xgUXE5LQ4Y3JWVQ1zf7zPnUq4zWaG5zECxS9stVxLiHhfEAi5IS5gxPm5uYmWq0W7rzzTtx3330IIeDEiRNYX1/HJz/5ycI9GmcMHOR4JtECKGSbUpXn1tZWLIfX0iuZKuW9vb0oxXnVKhN6MGuXpqek5NlutwEgOlqVkYrGFPtdpRqNRiHEhzbYbrdbaDuJWBNokOQ5Lt4JjoRFyZk5vZl3Wx2ulpaWMBgMCjZeL4myHo652o99ljWOJcOUtN0cF5/BSz3j2QddLGlMMnCQd5v9VA1GQsIiIxFywlyh6slKpYI77rgDjUYDJ0+eRKVSwb333ovBYFAgVPWoViloc3OzkFxDJVKqsrmvL8NzqFam6ltVw3SG0mxXwIHKlxKsxsDW6/Xo7MWYWt6jqStVUqVkyj4x0xVV1yQXkhQ9wdXTGkAkVp5nnVoXk4KofZXXTyYTrK6uFqR0hm1NJpO4T7Em3lDVMZ8nx19V1/q81T6s6np15iL4PLRN3sNb1dWqHqftWzUMCQmLjETICXOHz5g1HA5xzz33AChmllIyph04hBC3bFTJS8OOJpMJdnZ2ojRMshyNRmg0GjFeldIv1ai6BaGqlHkNiZf2Z5X0VFKkrVglPnUqYxnq7DUej6OEzp2oBoNBrFulaaqtAcSEJ0qMHDegmFWLm1pwUTEej7G9vY1msxlV47Rlq3McHezUbq1kqosshUrM6nylDmIENQN+rPx7w+dPkwMXC/xw3BMSzgccfssTEgRmdpuZ/bWZfcjMPpAfO2lmf2RmH8//npDrX2Vmt5jZx8zsWcepw6eoVO9pfqgW5jW0GdJuSuLRSRzIiJGOW5ROOVGrcxTDm2i7pfTLMkmmlEoZHuSzaCk0tSZJh+SrBAkc5PCmzZgpNRl3SzU4Q8Bou6bKGSjm6PaJPyhRU8LkGKrdmdJ1r9eLUifHTLen9Opk9tGnPdWELVTpq/Od7u6kY6ZtVHt7/n4V3hWSsKq6KRVz0UYHvISERUeSkBOOgy8PITwgv78PwLtCCD9mZt+X//5eM3sigOcBeBKAywH8sZk9PoQwdTNaTu7qUasTt17DCV/JxntVq7cwpUlO+CR6TvhUB7NsSoxU5w4Gg+g8xRzV9HpmOzudTiRN315NvgEcqLrVHq2SMz/eHgscJNlQcu92u/EaSvUkXnpZqzqdHt1cgNAurOFblJY5bsyaxXIbjUYh0YmSPB2pgGKeao4Hy+Zxptok2VMr4T2vdZGm31kunyMXVKyD6nr1ZE9IWGQkQk54MHgugKfn398A4CYA35sff0sIYQTgVjO7BcBTANw8qzCVhEkQlUoF3/5DP4S1zc2HrRPEvc0mXnLttajX6xgMBtja2opSL8mCbeJWhcwA1u12o524zF5KcmA5ZQsPlTjVmYrXUoIlodXr9Sg1b21tYTAYYDKZxG0muZigipmbVKiqn9ItVb20a7PdQEbQg8Egqrep4qfk7L26CZVq9TvHkO1oNptxnHWPZWoi1EzhywIOwsZ01yvWw/Mcg0TICecDEiEnHIUA4A/NLAD47yGEGwBcGkK4GwBCCHeb2SX5tVcAeK/ce0d+rAAzuw7AdQDiJhKanpET89rmJn7+534uElV+b/RgJoH2er24m9PS0hI6nU6cpAEU0mBqPmsgm7x/67d/O2bGYjIRkpDaTWu1GnZ2dqKzlkrWJNnRaIRms4nhcBjbScmd7af0TNszyYTHVQWuYUMrKysFZyVNWELbNklKx5KhV7u7u1hbW4ukTtU7x5tkSxUz2zAcDtFoNDAcDrGyshJjeyklqwMXvbfVs1uJlpIx1d+UiNX5is+C41WmstYFhpo3dJMQ2pOTU1fC+YJEyAlH4UtCCHflpPtHZvbRGdeWzXqHYk1yUr8BAC6//PJAJ6EyBx6votQwHqpWu91uJMxerxfP0dmp2WwW1Nc6yTMzVrfbjepPkkqj0YikRMcvqmaZ4IL2SapGSQiqXiVRqJewOqDxGkrkAArESzQajbiVpDqLMYGIpookOauDExci3BaR48v0nZTYdQcqtnE0GkUHuWazWUqAajP3KmvWpSYCxmuHcLAjFqV2dVTz5K7vhdqp1esaOAiFK3MIS0hYRCRCTpiJEMJd+d/7zOx3kKmg7zWz07l0fBrAffnldwB4lNx+JYC7jlFHQbLz3rlKbLQHMhWk7qHrY37V85ibF9DeaGZ44IEH0Ol0AByklySRa6IQ2jpDCFhdXY3q1Wq1GlXHjUYDa2trMcmGOqCp7RdAQepV2yhtuLrgAA5ChTQ0i2NUr9exs7NTSOwRQkCz2cRgMChIsLqzEseUzmLsD6VckjL7MJlM0O12sb6+HgmXCTmoWldbsfaPUNU1gBjORom9Xq/H1KDeM1oXamy7JhPRd4SLGz6HpLJOOF+Qlo4JU2FmbTNb5XcAzwTwNwDeBuBF+WUvAvDW/PvbADzPzOpm9hgAjwPwvll1cOKkbdNP4sBBJih6zpIsaGOsVqsxJIgTMpN8AIiqUZJmCNn+v3TiYjsYnwsgqlBXV1djGBDDnNSLlw5drVYr2nZVqlXpXklWY4v9dyUbzeyltlEuHlgX207CplMXSZ7expT4Sei0N+u4q7ZCy9zd3UW/3y9oANQpjf3STT7UKYvPmv1jBjX1iGf2NJVqvdpaF2yUgDX8ymtUGOaVkLDoSG9pwixcCuB38slwGcCbQgi/b2bvB3CjmX0HgNsBfBMAhBA+bGY3AvgIgF0AL53lYe3ByVxtsirtcKKmwxOTVGjSDVVpMySJ0tv+/j46nU6MSVZ1ptbD+F8gk0BJHCQaxr1SdU2pmypr3R85H5copXqnLyUb/lVpU6/joqVarcYFQrvdxvr6eoHI6KRFFbA6zdEzWx2eGOpEaVmdz1iOOlCNx+OYvITjweu9JKvOVtonTfihKUu5NWTZ/Qq+H3wu6ixX5uGdJOSE8wGJkBOmIoTwSQCfV3L8DIBnTLnn1QBefdw6VN2oROQ9fn0cK5CRKFXUJCpm4crbEgljNBpFVS1JnAQOIDpM6eRNYtX9e0lQwIGdVz2H1eFKCXZWikjvHKXqdkqQlHbVJk3NgI7Z0lK2+QXHRO3J3mNcvbwBRFKnM5qGXXGXphACdnZ24vaHSup+scFnwN8+MYqWryFaqhHwCxs+F4KEzMWDV2vrOCckLDoSISfMFZxkfdiKSoeqBuWH5KiEzMmcUi2QETm9rukRzXhZEg9huRc2669Usmxe9EgmmZC4qBZWxya1neoigU5Yvj61I1Pi1LhkHRs6qCmpkYjpZKb23V99z3twWvYKfjjQPXUKN/74j8e9o5UsARQ0G7pAIbjo4Xg3Gg30+/240PHvhzqoASi8F+oxrolYEiEnnC9IhJwwV6jatkzCoiqYEzYn2dFoFGNkOUFTKqJk2Ov1sL29HbNXqXcvJ3ASN6VHlVZZrzotUfJl2BPJkdfqQoL9ofSt5ZDIWaaXEPkbQHQi45iw3T6nNTdS4KLj9GiEL/niL46LFUr3DG9S6ZSbWehnZWUlOqlRbV2pVNBqtXDRRReh3W7jm1/wgji2OlY+9EglVuBAgtXFDJ9nu92Om2jwmdNZTdXQPM8+MX2q2q6TujrhfEIi5IS5Q8nLkzOlHaqJeb7b7RbspZRCSXSj0Qij0eiQs486KAHFtJ2UfGnH7vV6hQQWzIlNAqPktbe3h5WVlYKqHUAkQdp6SZQkFBIyyVFjf0n0Kg2qs5Pax+lcRYmcBDYNvM47m7EvGmM9Go2wurpaUK/rIkDhQ8r0GXpbsvaH9zBndrPZxMrKCnq9XhxHb2vXBQ6AmEmNGhOtl880IWHRkd7ShLlDpRr9DRzO4lWtVtHv96MKWFMskqwoPVOaIzmrnVpDj4ADGyel6V6vF0lL8zrT65iExbAr9WxmH5TENKZY+8ZrSeZslx8D7aOZxbSe3W43Lk6orgcQs4ep3XppaSnagpWMdU9nSso6Tt1uN5KyJi/RhYIuFlQF76V9TVjitSNUX3e7XbRaLbTb7ZhxjOX6UCe2g57wXASpWlzHOiFhkZHe0oS5wzsYqTSk8bA8RucsZqnyOZi3t7djbutKJcvHzFzTnMA1bhfISLzX60VbMyXvdrsdN7JYXl7GxsZGIUkIvb2Hw2GUyDXVpQ+rUq9vHuf1KtmWSdr8UArmbkzUEFCiHY1GMfFHr9creEMz1psaBY4rz3FhwHaNx+NYnqqMGWLGcQEOduYi1OPdhyP5j7elM8FLu90ulKPjyTGitz033dAYcJWiExIWHUlCTpg7VLVIqHSoKRC5K5P30qXHMUnEp8ekGlglOeZqBhDVo2YWd0+i6ppSJwmRZE4C7ff7UaKm97OXctWuCRyQLB3USJC0abN9XGwoQVOFrtKgSq+q4qfDF+/jto5mhlarhUajcSiblSYw0Zhnbt1I5zfdqYpl8FlyMaLqY469tyertzbBRc76+jrW19fR7/cLiVNoXuDCpF6vY3V1NZoZKIlzDJKEnHA+IBFywlyhBFkmyaiad3l5OTruUNrk/dwKUb1s9/f3Y7pM2oCZWYrOXiRAkgxwkE6SJMnUm1SZ0tGM19KmzVSQdHBSta1KeGyjksZoNCq0xY+FqmhJ+uwvnbSAohMcgBgCRVIGEJOZUPLUeF/NRU0vdMZXTyYTdDodrK+vRw0FnxEXF6peJxF6Rys+b3W44riyTSRVLiC8RkAd4CjNcxzUBq9JShISFh1p2ZiwMCCRquqThMy/lCJJdIyz1TAoTZmo3sRMG0nyBg5Uw5qJSx3FmPiDjkaaiUvjj0lQ6uikTlcqwXpbbAihQMhqR/b10CGLm0SoMxjt6QzTYr+0fhIrN+UYjUaFcWI9JPVWq1W4h39Vva6Sr3fs4nldjOg9amPX94BEOhgMsLe3F8ddFzt8fhqKtrq6WqhfPckTEhYdSUJOWAhozKlO5iQbqq1VZV2v16M9uV6vo1qtxkxSShC1Wg39fh+bm5sxGxTJk6RCiZukxfOUCqvVKnq9XnTcUpIhQWgK0P39/UOezpQS1SbOhYQ6tBEsV52+qCnY2NjA6upqTAxCb+5WqxUXKgBiykwABelXvaXNLHqC++fBJCvsFzUJ3suaiwMlZ++IphtvaF+peldPeJ7nblPLy8toNptRje8JltLzysoKtre3Y7vVqz0hYdGRCDlhrlACInSyVeKjwxXVm5TYdBKndKXq5/F4HKU6LdeTJqUs2qspKZOYmFik3W4fyqtdq9XQaDSilzLvU3ss26eOU5Tw1B6reah5TKXlarWKlZUVbGxsoN/vo9vtxnzNtC8T3W4Xl112Gfb397G9vR1Js16vo9VqFVTm3J6RdmXWzfFSB7uyJCC6qFKC5v3aF3W2Unu7mi947Wg0iuOr6nG9l895ZWUFa2trOHPmTOGZJiScD0iEnDBXlKk2NUxG7X/qLESpitId1cvcB5nEvbOzg729vejARHU3w5RIMFTR0kmKKu/9/f3ovcttD1UtTumzUsmyaGleZ+2H76P3PlYbLq/TRBsE21Sv13HJJZdElTPt49yBifbdSqWCzc3NgpRcq9ViGkx6T2t+bm7CQSnb22R5nHWU9UlDoPSv7y/7rBK02p5J7JSSdbtJv5ij1L62tlbYNUoJPCFhkZEIOWEhoBIPcCCZ6USqzlFUS5N8qH7Va7a3tyOZDAYD1Ot1rKysxHSa/X4/lk/pSyVChjKRCNbX17G0tBRDcpgVa2lpCSsrK1hZWYlEQfWuSn+67zBwsF+vj9elhM57VV1NyZnZqVQy51goiTNEi+pl7j+8tbUVx5REW6/XC5Iv93vWTSDYJi4MCM2l7Z+DqovLNAPq3Dbtvdjd3cVoNIqLHs1XriRPKXl1dRVnz56NdSeVdcL5gLRsTJg7VNpRSQsobnrPsBslY2/LJElubW1Fgtjf38dgMECn08GZM2dibC5VywCiSrpSqWBlZSVKz5VKJUpap06dwsmTJ3HixIkCKdDhi2Sk3tusn3ZX7QtQzFOtEqYStJe0Se7Ly8tYW1srjBudvVS1TBLX0CPVKigh0mmMY8gwIn0eJFkmH1EpuCwNqErHZYSsYV1lWgWC46p2fB1PemWPx2Osrq4WPPST2jrhfECSkBPmDq+2LrMhAwfxxLoHMCdi2pLH4zF2dnYKeyZr3mc6UgEHcbYsi3Xz3larFdvBSZ8ezoPBAOPxOHox09mJNl5V2zKVZxlBeUcnJTS2h5KotzVXKpVCXmqzLP90pVKJuaDr9XpUnzN8iG2hE5p6pNPbnOWpbbks6QfHUVXMfD7ablXPs+/87fN/e3U+P0x80m630Wg0okOf+gNwAdVut7GyshLV20lCTjgfkAg5YaHgCdk7+wCZRMrJWM/3+/2Ya5rqS9qU1eas+Z49wVUqlWhf9bmph8NhzIClqS5JcCQzkod6NPMevy1jGfHyHO/xDlEkzHa7jdFohI2NDZw5cyZ6TmsKTwCRoAaDQWxrs9mMiTQY2kXiYptUVT0cDmP/mABFzQxqO6bjFf/6jGUa0qUaAb9g4djpeNHznSp6r22gNoI5uLn3dZKQE84HJJV1wlSY2eeY2Yfks2Nm32Nm15vZnXL82XLPq8zsFjP7mJk96zj16AQt5cRzJAiG9tBLmJLs8vJydOhi+BMndxLM6uoq1tfXsbKyEp2fVJrjBE+7KcOdSFTAgdMQQ6dIFru7u9jc3Iyqbbab5AAUY2tVPc0FgrdfazYy3q9e3STxZrOJEydOYH19PdqLVQtACZGLldFoFNXSS0vZ3skbGxtxQaCZvyg5U+3O+G1K9axDJWAAsWx9tr4/+pzZF30PvG2Y0C03uaGEki0JmjtHraysxPFLSFh0JAk5YSpCCB8DcA0AmNkSgDsB/A6AbwPwMyGEn9TrzeyJAJ4H4EkALgfwx2b2+BDC9K2HMN3TOm9D3PRBE4dQxbq3t4etrS10u91IfhqrrBmpGKOsTkxEo9HAeDzG9vY2tre3I+FTWiZI5mwjHapCCBgMBgXHLt6nsbDeOYoOYJVKJdqxVTL0+wXzN9X09CC+6KKLsLm5ieFwWJBIT5w4EbeWpESpdbF/6+vrhf2Y1aHMpyet1+tYX1+f9s4UpGyOhRLxNLL15Fy2EQX7TU2GhlqpXRpA1B50Op3Cs05IWFQkQk44Lp4B4BMhhL+fof57LoC3hBBGAG41s1sAPAXAzbMKVluuhjsBB2StySB4jAk/SJyUjHRrRc16xcmckqwSws7OTiQn7hRF72p6L49Gozixq3MUHZxow+ZGFrqoUOLg/fxNAtW++vs1NSX7S/s4sbu7i16vFxOYAIix2tVqFRsbG9FznKTPxQlTfjabzShpd7tdDIfDGBvNewaDQdQosH3sg44tyV37Q8L0NmW1N+v4lm0jSc92xl1TavYbc/B5TVs8JCQsGhIhJxwXzwPwZvn9MjN7IYAPAHhlCGETwBUA3ivX3JEfK8DMrgNwHYA4WXqbopKv2nm9OhYAWq1WPEeCoURFAgYQyYbEzR2hgExCJulR7a2SMCXZ4XAY1dokF0rtQEYWbA/7RRWvQn9rzHLZYkeJTO203CRiZ2cn2sepOVA7LLdqZPx1q9WKdVWr1aj6VYc2LoDoNKZpK7looZc1JXYuTtRrukwN7b/rb5WM/Tl+p90+hCxDGx3P1FeAfR8Oh3HryISERUci5IQjYWY1AF8L4FX5odcA+GEAIf/7UwC+HUCZ6HwoFVcI4QYANwDAFVdcEbzkq9C80kqAw+EwSsN04qEHNIma8bxMuQhkUmS/34+bLVCSbLfbMWcyHZ+4DSAdpk6cOBHLJTEqEagDEklUybrMfqpEQ7W2JyuVlFmPqrY1ixjtvrrxA9vL+GlK2EyrSW/ypaUlrK2tYTweR6mZxMzf6pTGcaYEzjK4cNBMXNoXtsermvldNSZ6Xgmb7wS31mR/1UxQqVQOSfMJCYuMRMgJx8FXAfjLEMK9AMC/AGBmrwXw9vznHQAeJfddCeCu41TASd+HqKh0qLHD3I6PpEm1peaF1pjZarUaszfpdooESYDbK5oZOp1ODGNSh6vBYFDI5kVQiqZjFNugtlglbIVqBfibf0nWquolSWncLqVm2qSBTHuwurqKbrcb7emUKBuNRlRFa7iWr5/1UF1NiZkk6CVa/e49zVWN7YmWiw1VgQMHm3QoaXMjDWYdazQacZGliy9u41im+k5IWDQkQk44Dp4PUVeb2ekQwt35z68H8Df597cBeJOZ/TQyp67HAXjfuVamE7geC3koE52X1NuZJKPbMlI67fV6kcBJJidOnIgbFwCIalBu8Ug7Km3IJF/apX3sLlXdVGVTVe1Vr9oXVYd7LYEnI5IepUOq5Jnak/s6s0wuOtiHkydPRu9zphBVZzLm59bYbraNixxVb+viQtN9ctx9LLmSLeFJVsnYaxz0mGY3o2aEMdasj+8DFxH+fUpIWEQkQk6YCTNrAfhKAN8th3/czK5Bpo6+jedCCB82sxsBfATALoCXHuVhnd8XJ/O8zkPnqKrc3t5Gr9crZHkiYXCiJgmNRiN0u90Yd0ubMiUyZnUCEOOaNcMV1b2DwQBXXnlldBxTD+RGoxFtynTmokRJNa6GNwEH8cTekYnfdRzUY1mJUb2YSYiU1qnSBw4c3xiLS3s2E4gQu7u7USPAsSLJ677Jqk5mOweDQVTnc3GhTnqsR/erZj81xEs9sjWneJnKHjhYRFHSZ1gaHbz4nbHjCQmLjkTICTMRQugDOOWOfcuM618N4NXnWMeh8BaCkzTtxCQWHiPBMgSIccq9Xi96/FJaZOpF7o5EezFwsM0jiXRtbQ3dbjeGWwEHW/xp4hA6itFOSXU3iVQlQN8vr7b2xKTHSaaUTim9Mn1otVpFu93GZDIpOKtRuqfmgETNMqjOZxnLy8vY2tqKO1hpJjE6i9FLm+PKcWm1Wod2iVKplYSsz5W/1TbM8hjH7UmZ48rzVKOrMxv7yBzYSUJOOB+QCDlhrlB7r/7WPMSUerkz0dLSUnToonMPPW4BYGtrK0pXnJApTVHyUhUp6ydJ0g5LFS+lSbVrkshIFiRgtklJRKVB3qt9VUm5TBIl+Xr7s8ZjA4iOS/SMBoCVlZVoR6WkWKvV0Ol0ohMbgJi7m7G9tDGvrKxEZ65KpRIJXSV8hjvpIoOLEvZJx8IvOlQq1ufDBCAMKaO0zfFWUqa5wavLSfDeyz0hYRGRCDlh7vAqah/+wwmfREcyJhGbWbSjdjqdOHkz5pZ2Ui2v1WoVPG+5OQRw4EhWqVRw4sSJaH8dDAao1WpYWVmJpMlkG3pvo9EoqGrVoYn9VVJSj2PNlMVrp3mfqwc3c2rv7+9jbW0tEu2ll14abdxMjDIYDGBmaLfbhd2cqL5nWBSJnLmsSdhcFPF6DTlTrQBt0rzeawyU1P17oPZiPncfo8wtI6lab7Vah+z26riXkLDoSIScMFeo5KMSpLejUh1N+yAnZKpUqV6m969uz6cOSiSVjY2NKIXxOr+X8NraGtrtdpS8KDlTKqWalt7LDCOiF7EuGNQTmWSktlQABelPx4f3KPQ6klWv18NkMinsdBRCQLvdxvr6OgaDAW677bZC5jCN4eUY0RN9MplgZ2cHq6ur6Pf70V7OdrEODcFi3xlypnbjsthi7TsXH0rWmplLHd30/ej3+4XtJakdoINako4TzhckQk6YOzQ7l5KnHtMdhFTaCiHgzJkzUZ1NCYkkxWxalGQZf8skH+12GwDiDkIkAma2osqU2aHU05kErAlEqO71jlr0Vi4LbSIRMfSL7fb2Vi2P91My3t7ejvZWAAUbMv9WKhVcfvnluOeee2KqUV7HcVf7Levv9XpRfb+9vY21tbVD9lqSsDqAkfRJsH4PZd8f1Sqwf1Rllzl3UUtCUtY6tSz1Ok9IWGQkQk6YO1RC9ikt6Rmt8cgqiXU6nUhMGq7DyZg2UbWPVqtVnDhxIpIsAKyurkbpb2trC+vr65GAKBnSHsmQJ+Z/JjF4ElUVK/vppV9VT/OYV7vqOUr56snNcC4uJDQEqFarod1uR0/rRqOBSy65BJVKtkUj1fnLy8totVoF5yqGSDHBBhcMnU4Ha2trcS9mLpo0kxhVzto3PpeyxQX7p9I0/3qbuoY+6Rh3Op24SFIHu2lq/4SERUMi5IS5w8fjqnQGoDDZk4zp5AXg0CQ/HA5hZtH7mSpZemMDmdRXqVSws7MT79ne3kar1Yrq2vvvvz+qqgHEfM+UBFm2qtWVTJWg2TfvWa1qeo3VVRLR5Br0Yt7b24thW0wjqTZrTRYCZAsT3XiC5Nvr9eI9DA8j0VFaVu9u1q2hRJSC/VaL/O6JdhZUbc93gbZvLg4Itb/z+NbWFjY2Ng6lEE1IOB+QCDlh7lBC1h2RgAN1L6W/lZUVdDod9Pv96GVM9SVDc6jGpfctJ2vaf2ln7vV6kcjpic2dnkiu7XY7Tuq0GTNzFz+6B7Kqm5Uo1KNYj/lQKIU6dvF63kPSUg9mOlCNRqPCtoMcy2azGWOMzSy2ezweR5X+YDA45GimZbD91BYAKGQs09hhfmcZutDSRUeZ6p5hUnTY4mJEw5vKwuMGgwGWlpaik16ZXT4hYVGRCDlhrvAhMT6Xs/6lI5Xuyat/WRalR5UoAcS9jTnZUxUOIOZ0rlarMWyK0jKAqJbe29uL6Sh1X2VNWlGmJi0jDx/64zUF3pGJRKVOWSqR09atNmxNFsKEIqdOnUKn04kEfe+998YQI1V1sy/su6Y21f5pZjO2lSk6VXPBe7lw8F7m3pbOFKkAIhmrw5rGUrP9VF1rZrXjSOYJCYuARMgJc4dmflJCGl52Gb7ymc982Ou/v93GpZdeGh28GCLExQE3WQAQ7atqm/aOaBqDqzbOaUTtQ7zUG5yqai4u1BtaHZhUavTZrPQ8bbHtdjvuANVqtQ5pHHgP20gvd/7WHawYXsYQKhIqiZeLJJWIvae0jgfHYG9vD3feeWfc0pJ7TVOyJ3ymstFohK2tLayursaFQnLqSjgfkAg5Ye7gRK2qzmq1ivffeCOGwyE2NzfR7/dx5swZDAaDwu5G3O+XEzzVxp64aIcEEJNYcAHQaDRwaa7uVKmLtmjdI3gymcRQKN/+ZrMZbbOaEEOJmtCFh57jb3VuUzszcNgrWWOQ2S6Sp1drk+h072CGbg2Hw0jCDCPSjTU0bljNCiEEDIfDGJ+tY1jWd5WK/YfXjkYjDAaDmIecqVAHg0H09CbRcyy0PkrnjDfngiSFQCUsMhIhJ8wV6lWseZt1RyDdQYkExXv0OImZOaYBRO9gIEscwWvpmT0ajSLpX3LJJTGjFSf/er0eiXo4HKLVasXMVQCiVzMThpRJzCTeMhV2mUrXE5R6E6t6n0RLaVb3Ada4XF5TqVSiVzrvb7fbkbC2trbQ7XanSq6M0wZwSFXOBUyz2Sxk8GI7vP1bHe2U6DUeeWVlBc1mEzs7O5hMJjHrGFOfMpTL26HVA58ObMmGnHA+IBFywkLAx44SOmFTFQogehhTmtadmOg9TKmYHtfVajU6edERjFsOknBpj6YKlwTCBBoMD6I6mfHLJAcSMclHN6MAih7QSiLeI1tVzxp3rCrwMq9sHiMRcj9gVZerapfq90ajgY2NDdx9993Y3t4GgEiuPnxJ04UCBzHOdKzTtKdeA8Dvnoy9hMzwpY2NDZw5cwZbW1vRoWt9fR29Xi8uCthv1TKYWczrzUVUkpATFh2JkBPmCpXyfIYuTuZM9Uipl+E4TF1J+yRtv51OJ27PCByoeknSun2hOheRWCaTSQxp0lSRlNookTKsitm5gIMNDXxyD6+inkXGHkryZc5uSmyUPFmeDxljQhRKu9x4gecuu+wymFk0DdAZTOvQbSz5PNgX7r5EkvXPlH+9+lv7AmQkv7a2hlOnTuGee+7B2bNnsbOzg5WVlWhT1gxhvnyOWa/Xw/r6eiFNakLCoiIRcsLcUUZcQDaxcocmnuNfSmnMfrW3t4fhcBgdlUiutKtSoqZqm5Kc7mrE3aFoK+b9JLhLLrkEJ0+eLKhKtV0qgaptEygPcVIVrpKJptz0EqbfHIPSpKaIJLkSau+lsxi9pjmGTBxSr9dj0hR6otM+zrr8Zg2aFGUwGGBjY6Ng9/YObexXWdYu1YbUajW0Wi2sra3h7NmzhZ2gOE6Emj1UK7G/v18Ib0tIWGQkQk6YOzwhEVQ7MgSGtlwSSr/fj/bSnZ2dKIFStcl76XREMqvVajHlpaqEaYel7ZOhTXRYuvjii6M0z/vV7u1V7t6RCUBBPVsmLWvYlIdP3cmxK/PuXl5eRufUKbz8Fa94yJ5TGTbzbGUaD66Z1NhGr5VQaB8I3nvxxRfjnnvuif3m/dwWk89Cbc8+G1q3201JQhLOCyRCToCZvQ7AcwDcF0J4cn7sJIDfAHAVgNsA/LMQwmZ+7lUAvgPAHoCXhxD+ID/+BQBeD6AJ4B0AXhGOIZooGXPC1VAZqklJlCTNRqOBra2tQqwqJ35KcYynpYqZhEFvaG5WUa/X437Cen23243bFKodW4nYS7mESmqqGi9LkKHjoOOixK3SOiV7P0Y832g08Naf/dnC3sVK+NQCsE7da5pZyzqdTsxoxjGiCp8EV6vVUM1t8VwcTSaT+JuLA9U4kEh5XqVZjif7VavVcNVVV+H222/HAw88gGazifF4jJ2dnbgLlUrbZbb73d3duG1kQsIio3L0JQmfAXg9gGvdse8D8K4QwuMAvCv/DTN7IoDnAXhSfs8vmhlFktcAuA7A4/KPL/MQVC2rkhKlKnVsosqUiSD6/X5BbUmiUjWpbrtIdfLKykrcehBAdCCi6pWbUdApjHZl2lQ1nMp/V7VsWchPmSTN/moZalfnX93rV52h2F+qo7lwqVaraLfbMR6Xjm+0C/M+JtzgrlXM3d1qtWJs9u7ubiH5hkroqj4mAbJdeo0+H/0oQQMHaTxpZmi32zh58iR2d3fxwAMPYHNzE91uNy6+ytZ8PMfy9D1ISFhUJEJOQAjh3QDOusPPBfCG/PsbAHydHH9LCGEUQrgVwC0AnmJmpwGshRBuzqXiN8o9x4K3lyrZEkxvub29XbANMmUmiUdJRx2eVArj5hJUYauUxwmfkqTG1hK8lpnBfIiPkqtXbSvpeslYnZv0WBnpq/SsCTKUuD2pc6yoZlatAD3RVbJm+NHu7m48573iScJqBtCx0hSaZR+16euiiv1aXV0tSPiTyST6F3hNhGZq4xiUjXNCwqIhEXLCNFwaQrgbAPK/l+THrwDwKbnujvzYFfl3f/xIUHJSRyBOrN7Wym0DeZ+SKr2BlRzo8ARkWyxubGxgbW0tqrPpJc1YVdqm6SzGdJrcYILkTumNhExi84sIJU4lMSUiJTZKfErInpxJTD4sCjjwWCZxKbkpqXPMqPam+ppStmbiopqez0RVzz5kid81TSnLUCl52oKExzX1JYDoKT2ZTHD27FkMBoOoita0pnw26gg4zYEsIWHRkGzICeeKMjEjzDh+uACz65CptnHy5EkAByQMZNIUY4JJyLVaDZubmwW1qaaNHI/HGAwGBZswpTSSKpBN0FR3NxoNtNvtSMR0HqPjGHdI0nzZKgUrIZY5aCkJKrnpIsNLuzynJKzEpnZX4EC9SzJStb7apzVGm+PN2GyN2w0hRPs681HTXssyKIFScqVky/bogkE94XVBwLK8lO/Hj+e5kOr3++j3+3GLyfF4jOFwWAibGw6HhT20ExLOFyQJOWEa7s3V0Mj/3pcfvwPAo+S6KwHclR+/suT4IYQQbgghfGEI4QuZn1ilJrVJcoLn3r0Mb1GiY3Yt2k3pyBVCiKpoelerNEdpuNPpREchpuKcTCZxomdWKKbq9F7OnlzLVNJeCuRf72HutQUlYxf/qvq9jNh43CcX8Xs40+7M/jH8i1m8KKly/PhszCyOl+aXVseqaX0qGxc/PtrnRqOBxz72sXFxRAmYi4PRaBTV2Ez+Ms2+nJCwqEiEnDANbwPwovz7iwC8VY4/z8zqZvYYZM5b78vV2h0ze6plM+oL5Z4jwcmTDkmU+jjp63VKIFQdA4gqWBL3yspKzELFLRUnk0kk4PF4jM3NzehRzBzZlUoFzWazYFOm1NVutwvSmKqF9bjvl5f8+N07eKkzl16v5Uwjd78Y0PtI0iQwVfXSixrIyE+ThdAUwLHQ1J4qmes2iWyjXzD4TUS07dPGi9jf38fVV1+Nq6++OpIybdk0F9CEQC2KhkklG3LC+YCk00mAmb0ZwNMBXGRmdwD4QQA/BuBGM/sOALcD+CYACCF82MxuBPARALsAXhpCoOH0JTgIe3pn/jmq7kPqaiVgVUPTNqy7COVtitIwJT6qbYfDIYbDYcGGyFSKLHdpaSmqQNX2TAclsywxxvr6egwfYvl0oCqTlNk2AAWiVqIEDicW4fW6jaKOF8tVTYEnbCVm2rbp6KT3aUYx9kEJHADW1tYAIErOKp1rGk4mD1EJmn+52NJzattVCV+dtPxYPuEJT8DOzg62traiBoOEzPbyuKqsqVanZJ2QsIhIhJyAEMLzp5x6xpTrXw3g1SXHPwDgyedaP0lA7ZAkXt1Tl9d5CUpJmCRB2ydJl8dJwLotYbVaLWxByH2C8z7FGOVmsxmdoVTaK+sPiUljjqdd7yU4JTC1J3tyUnJVyVlJlgsedYTj/ZpS08c4e9U4Vdi9Xi8eZ1mMC+92u4X8114C9osJL8VrP3mddxZrNBpYW1vDPffcEx279H6+M9SUlNWfkLCoSIScMHeQvGjrpac0w5o0MYg6PdHZC8jU1VRDV6vVQkgUiZREvL+/j52dnTiRN5tNtNvtOKnTAYwhQnQK82phfvcOWEokPkzJky6hJFomGarEyt8KHRevqubCg6FfrI+e0CybanmVlvXZAJn0OhgMCs9FbfvD4RCrq6sF+7GOjXo9ey2BjynXfqs0v7q6itFohF6vh8FgEG3bNG9wgcBFWPKyTjhfkAg5Ye7ghEkJtlKpoNvtRlumxpxS7aqJPCqVCgaDQczYRbWzZoVqNptxK0V64DJ7FImDOzfR81gndk+G6nSm7QCKeaoJkrTai70t2dfjVbxemmT/eG1ZvQAK7fOhShrHywQadOLSBYemF63Vauh2u4X+a7gVSZJ9JdlOsxlrPX7xwe+6UOO+yzs7O+j1egV7NRdaauNnG5KEnLDoSIScsBDQPM17e3vo9XqFhBuckCkJ7+/vo9FoYG9vL24jCBQn+FqthtXVVbRaLQCIWZ8YvmRmcQN7ptUkEZCkvPpWSUOlZlXtqqpYrye8pOw/nri9vRg4rL7n2HGMlCB1EUHVddkCg85xqmpfXl4upMvkoml1dRX9fj/Wo05h3W432uHZF8aLl5Gi1xZo+1SdTjW7+gf0+/2oJdGMXJolTBOlJCQsMhIhJ8wdJDJOwr1eL+42RCmO1/FaOj0Nh0OYWSHJBQl5bW0thu6UqUkZysPJW8OZtBxKjGV2UarSpxG3/vZQabcsLtnvGMWySIJlfaK06FW0JFl1jlMVNhdCrJMqaualbrVaMayM13EzDj4ffg8hoNPpRNW1buzgVffesUuhixm2le3j8+90OtHer7tTjcfjwr7MfhwTEhYRiZATFgJqi93Z2YnEQUlWw3M0TzGlJeAgPSNVzyRonqPzl6ov1TkKOFAfj0ajqJ7lRM48z7zOS76qovWErCFABMmT15Q5OWlsMc8pgZVJ2yqVst1mVghz0r2iScq6baRKyGqvZ/0kakqlVP8zgQh9AKhe1sUDUeagp2B/VEPCNJ9cAHGPZPaJkrg6sbHeRMgJi45EyAlzh9o/1V7MiZ8SGUOOeA+PLy8vY21tLWaNoqqUkziJjudYF7OBkZRIPrxfSZHXERovzJAaT5BKyIQnZP1L1TMXHqxD1cE+JIjSuWYNozpd7+E4kny5s9PS0lKMv9YdpLi4YduVtOmZHkKI5ZCEOe4MX2OWLrZRJfmy5CB+rKiZoD+BajcAoN/vY2dnB41G4xBZe6ewhIRFRyLkhLlDCY+Zn0i2lOpCCDEsiZN7pVLB+vo6LrroosLuRVRvKlmqlzUlLpX+AET1tVf7apwugFguy9ZYZG/jVemszMHIq6O9XRg4IGwfnqRl66YOKg1z7NhvbhrBcxpXzEUAgOjYxmfB8dLYaFX5h3CQUITt5R7WtPFy4eMJ2Ev4OhbsW6fTKRAzF2eTyQRbW1txNyiCffS2+4SERUYi5IS5g1KgZnyi044mfCCJNBoNbGxsoNVqxUxcKlnSEckTFsvwIT2UxLyKm8lCCEqUzF7lnbk0HIv3UaqmpMj2qCpa71G1s6quea3a1lV1TYmVUNsw7eyabjKEEBcUGtalNuRarYbd3V30+/3o4azZzEiubLtmQ2PbhsMhNjY2Ch7hbHNZXxV83gxrUimfJE9NB88x1acuSlLIU8L5gkTICXMHJ2vGEaudlERDm+76+nrcFILqU9qFSRAkTt2xiH9p9/QOUYw5pjRJklM1L48pualkqtKhhhcBB2p5ErQ6gfF6Va97L2oSIne78qSuqloSp0q+bDu3p/QqYx7THasqlQpWVlai3ZyLASZboWe27qzkU37SBKHaCPWa1kVHmVMcFw/VarWQR1wTlLDPrJegDwIXQwkJi45EyAlzBaUy7vDEiX4wGBQm4JWVFayvrxf28qWTlpKdOmApsahqulKpxNSZ/K1SNBcFJC0SnSYWURLTOnSXJSVVJQRVWXtnMrV3q9rcl6MpINl3ehirBExnLJKa5t0m1GFMbfO8fn9/P+aH1t2hSJh8Vpo1iyp92pnpkV2WpEMXJqrC5nH2ixqQXq9X2PULQMzOpd7jjDVnmxMpJyw6EiEnzBXqeENVLOOKSTqnTp3C6upqlGIp/eqmByQBSr9AMbaZdXFi54RN0vRbCGp4jUpzlEQBHLIdk7w1hIn1at1qK9VFgt6nDmSsl4QIoGDb5Yf2XN1OkhoBHi+ri8/AO5Cx3jLbsUrz7XYb7XY7Sq6MHee4qtStUrFXyRM+9pj5yKkK985tXBRwQUX/Adqsk4SccL4gEXLC3EF732g0wnA4jBO6meHUqVNYWVmJ5KIOVSQM9UrmpMyJ26uGNTmFElOlUomSFHDgncyyVCrkdyVNEpd6N+s51qHOYUrYStRlXsfexkry1wWHjodKwqpRUPJVm65K4Kp6JzkyVzifixIm+8NtKvkc9RqGI1F97j2f1Z6s9nEm/2Bo1WQyKfgIsI3ei1z7SvJOTl0Ji45EyAlzBSf04XAY01/Saefiiy9Go9E45NWsamEvrWlmKpKLkpf3alaSVHsqJ3EABanXq769l7A6ZhGznJn0+jI1tqbPZFkcC7aHiwD1nlYi9tseem9trdPXzzYo+XJ81QavXttK3ixHr/WErt+VRLlXtSZpYdsYE60LCu7L7BcalO4TIScsOhIhJ8wVnJwHg0FUd5oZTpw4gXa7XXC6Ihkp0bIMSnzqtcx71A6stmAlaW/b9DZiradMwlPVtSdk4EBK9seVPHjeE6U6rFFLwHvU/qv9JxGzXbqgUPu29/ImeMzbxhkKpe33oU58TvTSVihRqhqbf2n/7ff7MU7cLxB0UeTv5XNVRzdK0F41npCwaEiEnDBXmGVpDrvdbtwoYGNjI3oDKyGoOlglzDLCoSStqmVO7GVJPPReSt08r97SXjrmd5Kftzlruf7+soxbfgHgJXLayT2Jq31Y+0ro+CiZK4mTWFUVrO3XxZGqhrUMdXoDDvYh1hA02njVJkwynUwmBXuxH4tpCxsABZs626LjniTkhEVHIuQEmNnrADwHwH0hhCfnx34CwNcAGAP4BIBvCyFsmdlVAP4WwMfy298bQnhxfs8XAHg9gCaAdwB4RTiGWDIcDrG5uYnxeIzV1dWYCpHSoJKMkkSZRzNVuUq6Gv7kpUkv5Srx8Jh6S3uUScVelU1Ms5v666YRhzpsqYZAFwJl9mdtp6qF2U5vN1f1sZav9lj/m+1T9bUugNhudRzT/NmMGdakMKoa5zE+f62X8Pm62W4tLyFhkZFcDxOAjESvdcf+CMCTQwifC+DvALxKzn0ihHBN/nmxHH8NgOsAPC7/+DIPIYRsIwLu2sP44mazGSVkkqtKZXTA0p18KClyVyL+9k5OqsbWcz4sSNXH3iFLpWAtw6ua/cdLw57IyyT2MklZFxvabtqXeVxV11qPHw+WpfZpJTGfNU3HRMOzdIzU9s3y1ZOdHtBKupphjHHPmuCDH+7qpOA9KnUrgacEIQmLjiQhJyCE8O5c8tVjfyg/3wvgG2eVYWanAayFEG7Of78RwNcBeOcRdWNrawv7+/tYXV2NBEEJSyd+DTNSUlD1r4b3qCqXv3mNehqzHUDRJqv3eUlayZJkXlZemdra24mPcq4qc/yil7FKuT4RyjRp2bdBiVMXFeqIRXLkvUp2LF9V6VywMIaY46R1qjMX65tMJhiNRhiNRjFRjJI266F92b9LvJZhXxrCllTWCYuORMgJx8G3A/gN+f0YM/sggB0A/zGE8L8BXAHgDrnmjvzYTOzv76Pb7aLZbBY8gEm2Kv2ReFT1qpJimeRJQvakpkStTk3eBqvk60Oq2EZKlZ6QyxyPfPl+AVDm5AUcZATzHtOqTldpWsucpT7XDF/aL6qllTy9fdibAdRBTOuj+ljt+8CBRDsej2Os8WAwiN8177iqrLkwKFNBe+L2TmUJCYuMRMgJM2Fm/wHALoBfzw/dDeCzQghncpvx75rZkwCUiR+lRjszuw6Zahvr6+uRFDiRl6mdqe5UO2dZEg6VqP0xQkld2nSI2LwHs5alzmSavWqaTVgl/jg4bpEwTRJXItPrdGer8XgcyajMgYnlePu2SsgaYqVhVWYHubJ1swqVkjmWmmdbFyJLS0vRDEHJt9PpYDAYxLZ7qdmrscfjcUwJSgc/D7apbBOLpLJOWHQkQk6YCjN7ETJnr2fQOSuEMAIwyr//hZl9AsDjkUnEV8rtVwK4q6zcEMINAG4AgMsuuywwoQTTYpKMy7yWVZL0hOXtvF79qyTqVcb+epKfJ23/URu3krUng2lOV2X3eYcz/tY28T4lU2JW/5TseIwqfF7riYvXcPMNLi74lyTMD+2+AArhRiEEtFqtwqYUPo2nH0uV+pXktb8Kqr39AkdV4wkJi4pEyAmlMLNrAXwvgKeFEPpy/GIAZ0MIe2Z2NTLnrU+GEM6aWcfMngrgzwG8EMAvHKcuhjh5JyQNW1LVqZd+eU2ZZAwcEJI6MKlqdppEWVaWr9cvAkhuZWpiJXgvtbN9vEedn7R/3uaqavEy7QDrUsL1an/WrW3WclWDQSmapMfyNHkHpWB1wlKiZOKVZrMZnbOU0LXeo56LBxcEOpYa3pWQsMhIhJwAM3szgKcDuMjM7gDwg8i8qusA/iif2Bje9GUAfsjMdgHsAXhxCOFsXtRLcBD29E4c4dCV141arVbIKuWlRp2EfepL/vUSk9piPXkqeRF67TRbqJKlLgymkbXe56XwMmLx9/vy1b5O+Fhh7VNZvWUqa44xSdWnG6WzmDrCVSoHeyV7W76PM/YSNK/hIozXlfVfn49K79MkZAAFKV7brM5rCQmLiETICQghPL/k8C9Pufa3APzWlHMfAPDkc6mbkzgdt8okXUpdZYRXZrstIyH+VuJS6VAJQdXLs8hU+l1YLPhzZX1WadDfowsNvUcJVxcEnmDL2qlE7NW3XmonOWvdngBZD7N2qUqduy4NBoNDdmTvL0ApWbfOLFuIeLtymR+A9oeLBdWyJAk5YdGRCDlhrlBCVsct4GASLyNjH3rky/R/yyRDT+x6vMwGy+9KamrTnCadEqpi9pJxmbQ8zWNbf2u7tH3TVLoenrRVAvXErarpWYsJSqi0OfvsWgxJCiFEcwVtzaqVIAGrwxedu/Q5lEFV5Xz2iZATFh2JkBPmCkovPn5YVaNK0kpUZSrlMtuvJ1t+L2uLlyg9VFrz7ZzWP6A85Oko6VavmVa2SrN+IeNV/r4un5pSba3etqzPRhcFurUh7cY8T0cwXssyd3d347aZlUq2CQbjjf2zULu/H4/jSL2q0k9OXQmLjkTICXOFqnoBFAjOqyXLVMKezMoIeZpKWNWg0xzCCD/x6/WeMLRtntj0+zRJd1ofeV7b5EOPytTSZWPh1e56XZk6n+V7yVnDoVT1r454lIaVsOngxfPsD8vS2GP90DnsXPY4LnMOS0hYRCRCTpg7OIGrZ/W0RB9e4pym+i0jSJ3AVQr0BFXm7AXgkAMT7/XlKulp+b4901TLsyRintfkF74/vi1eve/t6Lo4UA/xsjHUhYnamxmPreSpPgGq0ifZLi0tYTweFzzKNe5YVdW7u7txP2R+PxeSTdJxwvmARMgJc4cSq3fS8seViMtUwJ5EyiRoYtqErg5NRzlC+Xpn/fb3HGUH9XbqMnV22f3etu3Hwl/vw6l8OayHi6TRaFTwYp6mOtZkKGULFy4A9JlrYg8SO9XZmt86eUwnXIhIhJwwV6id0HtYl03kZarlMsnWqzPLCLpMatWQJ8KrgnmszM6sbdZry+qZRcpKnl4r4B2tyurwiT+8JOz7W6Z94Hcf4tVsNtHtdg+Np+8zNQp8tlRdq2MY1eD6nFmGj2H2pJyk3oQLDYmQE+YO3anIhxyVScNlJDxLte2lVS/1sgx1jlLC9BJpWTu0fF8f4cuZdp2HVzMDKKiqOUZqK/V5r31fvF1V++y3VuS9VDPzmXknrLLnxu++Pi8dl/kM+BzWVFmTkJPXdMKFhkTICXOH3yKwzHbpj09TV5fFHPv7dVtBL1ESGi5TpvJVEtH6FEqC0+zVvp/TJG4tQ2293u7L63QrRb8IKVtYqESttmltN1Ni+phmfSZaPhdZHEtm+fL1a7849porW+tSSTmprRMuNCRCTpgrzAyNRiN+1+OchMsSZEyTVsuIzkvMen6aOnrWwsBv8lBmf/V9LPvuSbKsrdPsx+oIRQL1YUxlcdFlCxZtu9pvAZSqocv6ofXoR0lZx0v/epX4NA9rLj5oU04q64QLDYmQE+YK9c4tg9oXVU09jZiJaSpl3q+Sl08cUUYceq/eo2pd3y6iTMr2i4GydrK+MmL258s8w2c5i/kFCHBAxky8ofZdVTl7Cd+Xq2NHyVjV4GVx4foMVDL2WbrYnkTICRciEiEnzBWqrlSi0BAooNx+Oyv+d5qkqXVpG1ie5j5W9a0SIuNmNca2jJDLJGBft7++DJ7cPaF6KXYauXtojDH/elUxVdRl6vlppKxtUoc9r672ebj1uXIs9R3wNv+EhAsNiZAT5o7JZBLtyMQ0dXRZ5ib96z2tlUy9FKwTPCV1T9RKgKqq1sxiAA6pscsWCL5v2g5PbmWq9bKx8dcqtI++Dn8PvZe9Y9toNMLS0hIajcahmGf/LLyGQZ8Dx4tjR3Lm9Xxu/lo9R41EcuZKuFCRCDlh7vAOS4RO+GUSqCexaZKxJ1lNWsFjJAqd9NW2qapqPeYTZSgoJarn+DS7cVk/yghO7ysj4rJz04jY30/bsZIm79dx4U5Nak7gWPm0mzzearXiePf7/fgMVAoHDjzuaXvWTSe86j6prBMuNCRCTpg7KI2VkbEnQC8dlxGMEhqPMUTHq4c9GfqtB/WeWdKvJ70yki1rsx+Haf1Tgp5FqseBv0fNA6xHN/wwM4zHY5gdtt2WOcD5RRAJfm1tDQDQ6/XiMfZJ49B19y+vLk9IuJCRCDlhrphGqNMIuUwy9qTlHZwo2am62ZOSkjedzDQWFziclMTbPokyVTHJp0wlrsRbVmaZtFtGer4sf7//66+lyl7tt+pcxR2ZqtVqqYrePxeOmXpt0/6uz1mfL0O1VHXtc5iX1ZOQcCEgLTsTYGavM7P7zOxv5Nj1ZnanmX0o/zxbzr3KzG4xs4+Z2bPk+BeY2V/n537ejjlzekcqLxnpxJ3XU2pX9LZiM4uTe5kEq9Iyz/vN7ZmAokzty2PTkpPo9V79rO0vs/Fq+fpXSVY9kn0KyrKEG2Xl6N/l5WXUajVUq9VCdi2fZ5ykXavVCjnHfT0q/ZLMKX17bYbe6/fHLtOOJHV1woWIRMgJAPB6ANeWHP+ZEMI1+ecdAGBmTwTwPABPyu/5RTOjd9NrAFwH4HH5p6zMUuhGCGVevcBhVbASnXpD80OSqlarqNfrpTZjX48nVCUGTwpAMcd2WajOtLb5/ngJW9tTBi/t6vcyklNv52nhWV5dzPvUpquJRrS9ZYSvv0MI6Pf70UnMh7P5uvyCQo+p1iIh4UJCUlknIITwbjO76piXPxfAW0IIIwC3mtktAJ5iZrcBWAsh3AwAZvZGAF8H4J1HFaiTrcc0aY5/fYpLDZOh5KgSnsYfExo2pJJgo9EoSNNKrNoOfj/K4aqsXl1QlEnJeq+31/px0mvLoBJ92eKA16gzmrZ7PB7Hsvb29tDv91Gr1SJpUnKeNg60P1Pt7fus5OvV1hxfZupKSLgQkQg5YRZeZmYvBPABAK8MIWwCuALAe+WaO/Jjk/y7Pz4TZVJxmcqX5AsgeugqeXh4yZV1qf24jDhUYvYSOj1+9VgZUZYRr0qVrEM9tP09XgrlMX68F7SeV3ji1es8IetvnidxjkajSJC8huNRrVYPaRe86jqELJ3naDSK7V9eXo7OYv6jfgDa1hT2lHAhI6msE6bhNQAeC+AaAHcD+Kn8eJkIF2YcPwQzu87MPmBmH+h0Oock5GlkzL1yx+NxzPhEJyElvTKC9qSlalCvKtXr9D495+vzxKzX6KLBk6YnIpXwp13j2z+NCKf1w4+DXwipelrHplarRRszy6AWwquRtWw+Rz92fvOLsuev39OGEgkXOpKEnFCKEMK9/G5mrwXw9vznHQAeJZdeCeCu/PiVJcfLyr4BwA0AcNVVVwWdpDnJq5SqTluUChkLSwchn/BDE09IP+LfMhWvJwWvhvaJS9R5zBNQmbRa9ls9o70EfxSRUkWsx30d2ketR/vHsVcNQAghEqA6umkObSVybzf37Sdh61aQHFMdu7KxLCsvIeFCRJKQE0phZqfl59cDoAf22wA8z8zqZvYYZM5b7wsh3A2gY2ZPtWzWfCGAtx6zrgLBKbyTlhKLbhfovYC13DKpdZpU6X97Ry6foavMMauM1GeVzXNlntdlKnHv8OTt79Ok5Gnf+aFErDZmQo9puzUkic/E559m+7mwUgnZayW0bzymTmWepBMSLiQkCTkBZvZmAE8HcJGZ3QHgBwE83cyuQaZ2vg3AdwNACOHDZnYjgI8A2AXw0hACd4Z4CTKP7SYyZ64jHbpUglIVdF7Xoeu9JK1Sol7Dsj1JljlOeXul/+4J1UubwIFjmjpDaX1eJa/25GmSszqs+fOzJHBvG/d2YiVd3RyD1+zu7mI0GhVyT7NPDF9SovTtU2L2Y7q7uxvv8ZoQLyFrX5aXl9FqtQrvR0LChYb0dicghPD8ksO/POP6VwN4dcnxDwB48jnWHTdpUClMVaQ6Sav0pQk/gMNkWkau/D5LLezvKZOCy/JaK9l5iV9Jhv3QOF2tWxca3slqWj+8A5rfNELr0nH27VTTgFctK5Fqn8o81/3Y+SQjPK9xzmyf13gQp0+fxnA4RLfbxXA4RELChYZEyAlzh0qeKpnRecjvqev3AFZpymd14nFPbGVE6dvCez3UfqvEMUvaLVNjqyraS/llkrwSGYmwTFLWevU63lcmdWu9vE4lZCV8L3EfVZaOG8ul7Z+aEe2/jqseH4/HePSjH43t7W3cdVepe0JCwnmNRMgJC4PhcBhVoioll2XbYsYnJZ4yO6naNJUQeB2hJONtq9PU3JrMROucZfdWMtY6faatMmlTVeFsg2Ka5O/7qn3W61R97e3xrE/NBbq/sY6FLja0Ho6/jyNuNBoYj8eHpHivxh4MBtjY2Ji6d3ZCwvmORMgJC4HJZILhcFgggMlkglqtdiiO2OdR5rkyydj/VdLw1+nvMhtvWV1erVpmJ9ay1M6sJKV1e/JUktX2HUW6SpR+oeHr86lHNXFH2Y5W6m3NfkwjSr8wMbNCbusQQoxHZh0+OUilkqXf7Pf7KTFIwgWLRMgJc8f+/j6Gw2FhJyFOwrrJg1e7qjp1GjF7r221e05T97IOoHw3I8J7CHvi5DVajm/jtLb6RQOh0nVZ+8ukUhJgWQyvkrA6eun4qFTvSVfV996Jy2sAfPiaSr506CMx87d6WAPA1tZWIuSECxaJkBPmjr29vSgde4eoMolYidiri4Fy5ywlpzK1NHB4FyT9rUksZtVT5gA2S+r19/t2+Gu95O0J0/enjFSnqZT5XR21tE4mZiF8Yg9vry5bxGh54/G4EPrEuPLJZBLHXMOglpaW0Ov1ptqsExLOdyRCTpg7VArmxBxCQL1eR7PZPCStlsUSA4dVyurwpdd5Jy7vzQwc7J/s7b0+DllRRu5aZhkxT4OXuMscpPyiwd+v7ShTpWv/tH06JipV87j2VSVjf+0sTYBqNXzMsdalH00XmpBwISIRcsLcYZZt5DCZTAAAtVoN9XodKysrh7ymy2JVWYaXBqfZf6dJyARtvJoS0hNsmSraS8eeULVtZZKu9sPHIB9Vh/4uq7eM3P13vzjRMSSJUkouI2dVTWt2Lz/GvK5arWI8Hhec8zi2rE8d+rznd5KUEy40JEJOmCs4qTabTbTbbVSr1UjCZQ5TXv2sx/ndS3oeXlorI3f+9V7DsyTRaapZf66MSP14aJneOWwWqR5Vr29Dma1anbl8+bTrevuwr0/t/l5zoO2gbZh/+dwnk8khT2v6GCRCTrhQkQg5Ya5QtajfC1ehJFxG0sDhDF2e6LxUrPZOT8xUxVJNqnWUhSdNk2ZZdpk0r23T72WkM4uoy0i3rHz22UvRZV7nrEPHSJ+V1s8QKJKwlqvfNexMx3N/fx+1Wq10gaX16laa/v1ISLgQkAg5Ye7QrFxlamZVWXqV9TSJlSizj/rfSjIqOep3tlHDlHwbylTQZU5e+l3JdZqU7fvjy/N9m0Xken9Z272ntG/bNMnUax2o9vftK9NalF1fBu+Ul5BwoSERcsLcUa1WC6kzvSTrP15SPuovv5epr3mujND0Hu9RDBQ3h5im/p0lGSvZ+fayTL1Wj5UR91HqaZV22Sdtg99CUcvxTmSz1MXcInN5eRmNRuPQphI+RMrHZus2i/7ZJyRcyEiEnDBXmB3YJcsI16s7Z6lnPamWkZhXhU6TSo+qx/+dZSueJr16lDljeUyzievfsvPevgvgkC1YPzzmyVDJlGA5vIaaDm/z5TPU+3d3d6MHtcaesy5dNJRpTxISLiQkQk6YKyaTCW677bZoQywj4TK77VES8jS1rj/mpdBpkrJeo5ilxtV6j1oIeDLkMV/nUWrxsnbOkmbVgYue0Z6kdQ9j78Sl0vV4PI7SML/TWYtl7+7uYnd3N5Ku/h2PxxgOhzh79my8fjgcYmdnB91uF71eL3riJ0JOuBBhyVMxYZ4ws/sB9AA8MO+2fBq4CKn988ZD1YdHhxAufgjKSUg4ZyRCTpg7zOwDIYQvnHc7HixS++ePC6EPCQnlXi4JCQkJCQkJjygSISckJCQkJCwAEiEnLAJumHcDPk2k9s8fF0IfEj7DkWzICQkJCQkJC4AkISckJCQkJCwAEiEnzA1mdq2ZfczMbjGz75t3e6bBzG4zs782sw+Z2QfyYyfN7I/M7OP53xNy/avyPn3MzJ41pza/zszuM7O/kWPn3GYz+4K877eY2c/bIxQAPKX915vZnflz+JCZPXtR25+Q8GCQCDlhLjCzJQD/DcBXAXgigOeb2RPn26qZ+PIQwjUSWvN9AN4VQngcgHflv5H34XkAngTgWgC/mPf1kcbr8/oVD6bNrwFwHYDH5R9f5sOF10+p62fy53BNCOEdwMK2PyHhnJEIOWFeeAqAW0IInwwhjAG8BcBz59ymc8FzAbwh//4GAF8nx98SQhiFEG4FcAuyvj6iCCG8G8BZd/ic2mxmpwGshRBuDpmzyRvlnocVU9o/DQvX/oSEB4NEyAnzwhUAPiW/78iPLSICgD80s78ws+vyY5eGEO4GgPzvJfnxRe7Xubb5ivy7Pz5PvMzM/ipXaVPlfj61PyFhKhIhJ8wLZba8RXX5/5IQwucjU6+/1My+bMa151O/iGltXrS+vAbAYwFcA+BuAD+VHz9f2p+QMBOJkBPmhTsAPEp+Xwngrjm1ZSZCCHflf+8D8DvIVND35ipR5H/vyy9f5H6da5vvyL/743NBCOHeEMJeCGEfwGtxYAo4L9qfkHAUEiEnzAvvB/A4M3uMmdWQOeW8bc5tOgQza5vZKr8DeCaAv0HW1hfll70IwFvz728D8Dwzq5vZY5A5Er3vkW31VJxTm3O1dsfMnpp7J79Q7nnEwcVEjq9H9hyA86T9CQlHIW2/mDAXhBB2zexlAP4AwBKA14UQPjznZpXhUgC/k0fLLAN4Uwjh983s/QBuNLPvAHA7gG8CgBDCh83sRgAfAbAL4KUhhL1HutFm9mYATwdwkZndAeAHAfzYg2jzS5B5PDcBvDP/zKv9Tzeza5CpnW8D8N2L2v6EhAeDlKkrISEhISFhAZBU1gkJCQkJCQuARMgJCQkJCQkLgETICQkJCQkJC4BEyAkJCQkJCQuARMgJCQkJCQkLgETICQkJCQkJC4BEyAkJCQkJCQuARMgJCQkJCQkLgP8fKFY3NJ5v3N8AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import glob\n",
"import os\n",
"import matplotlib.pylab as plt\n",
"import pandas as pd\n",
"from matplotlib import patches\n",
"\n",
"TEMP_IMAGES = glob.glob(os.path.join(PATH_OUT_IMAGE, 'train', '7e7*jpg'))\n",
"print(len(TEMP_IMAGES))\n",
"rect_property = dict(linewidth=1, edgecolor='r', facecolor='none')\n",
"\n",
"for p_img in TEMP_IMAGES[:9]:\n",
" p_lbs = p_img.replace(PATH_OUT_IMAGE, PATH_OUT_LABEL).replace('.jpg', '.txt')\n",
" img = plt.imread(p_img)\n",
" try:\n",
" lbs = pd.read_csv(p_lbs, index_col=None, header=None, sep=\" \")\n",
" except:\n",
" print(p_lbs)\n",
" continue\n",
" fig, ax = plt.subplots(figsize=(3, 3))\n",
" ax.imshow(img)\n",
" ih, iw = img.shape[:2]\n",
" for bbox in lbs.values:\n",
" cls, x_center, y_center, width, height = bbox\n",
" x = (x_center - width / 2.) * iw\n",
" y = (y_center - height / 2.) * ih\n",
" rect = patches.Rectangle((x, y), int(width * iw), int(height * ih), **rect_property)\n",
" ax.add_patch(rect)\n",
" ax.set_title(p_img)\n",
" # fig.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from kaggle_covid.utils import generate_coco_annotations\n",
"\n",
"generate_coco_annotations(metas, labels=LABELS, path_json=os.path.join(PATH_OUT, \"covid_train.json\"))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" name | \n",
" path | \n",
" study | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 4f7f40e478b1 | \n",
" test/9260839a059d/5e71d813bb94/4f7f40e478b1.dcm | \n",
" 9260839a059d | \n",
"
\n",
" \n",
" 1 | \n",
" 6ce67071aa0e | \n",
" test/c6ce9fc03d44/3af8b9fec0cc/6ce67071aa0e.dcm | \n",
" c6ce9fc03d44 | \n",
"
\n",
" \n",
" 2 | \n",
" ab276c041ef9 | \n",
" test/0f78e4f5c662/67c3cae425a6/ab276c041ef9.dcm | \n",
" 0f78e4f5c662 | \n",
"
\n",
" \n",
" 3 | \n",
" 44b12000b7bf | \n",
" test/4019c1fe14bf/9d46a07eaf37/44b12000b7bf.dcm | \n",
" 4019c1fe14bf | \n",
"
\n",
" \n",
" 4 | \n",
" 130aa9d3716d | \n",
" test/102b201f8074/e3a90b26663b/130aa9d3716d.dcm | \n",
" 102b201f8074 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name path study\n",
"0 4f7f40e478b1 test/9260839a059d/5e71d813bb94/4f7f40e478b1.dcm 9260839a059d\n",
"1 6ce67071aa0e test/c6ce9fc03d44/3af8b9fec0cc/6ce67071aa0e.dcm c6ce9fc03d44\n",
"2 ab276c041ef9 test/0f78e4f5c662/67c3cae425a6/ab276c041ef9.dcm 0f78e4f5c662\n",
"3 44b12000b7bf test/4019c1fe14bf/9d46a07eaf37/44b12000b7bf.dcm 4019c1fe14bf\n",
"4 130aa9d3716d test/102b201f8074/e3a90b26663b/130aa9d3716d.dcm 102b201f8074"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "29bba66fc422471094b3330634ea2c26",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/1263 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" name | \n",
" path | \n",
" study | \n",
" boxes | \n",
" body | \n",
" interpret | \n",
" original_spacing | \n",
" original_image_shape | \n",
" spacing | \n",
" image_shape | \n",
" bboxes | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 9bce1b51617d | \n",
" test/8f15be256d40/66c6415bbe6e/9bce1b51617d.dcm | \n",
" 8f15be256d40 | \n",
" [] | \n",
" CHEST | \n",
" MONOCHROME1 | \n",
" [0.15, 0.15] | \n",
" (2336, 2700) | \n",
" (0.25, 0.25) | \n",
" (1401, 1620) | \n",
" [] | \n",
"
\n",
" \n",
" 1 | \n",
" 130aa9d3716d | \n",
" test/102b201f8074/e3a90b26663b/130aa9d3716d.dcm | \n",
" 102b201f8074 | \n",
" [] | \n",
" CHEST | \n",
" MONOCHROME2 | \n",
" [0.125, 0.125] | \n",
" (2580, 3050) | \n",
" (0.25, 0.25) | \n",
" (1290, 1525) | \n",
" [] | \n",
"
\n",
" \n",
" 2 | \n",
" 4f7f40e478b1 | \n",
" test/9260839a059d/5e71d813bb94/4f7f40e478b1.dcm | \n",
" 9260839a059d | \n",
" [] | \n",
" CHEST | \n",
" MONOCHROME1 | \n",
" [0.148, 0.148] | \n",
" (2874, 2808) | \n",
" (0.25, 0.25) | \n",
" (1701, 1662) | \n",
" [] | \n",
"
\n",
" \n",
" 3 | \n",
" 6ce67071aa0e | \n",
" test/c6ce9fc03d44/3af8b9fec0cc/6ce67071aa0e.dcm | \n",
" c6ce9fc03d44 | \n",
" [] | \n",
" CHEST | \n",
" MONOCHROME1 | \n",
" [0.15, 0.15] | \n",
" (2336, 2797) | \n",
" (0.25, 0.25) | \n",
" (1401, 1678) | \n",
" [] | \n",
"
\n",
" \n",
" 4 | \n",
" 44b12000b7bf | \n",
" test/4019c1fe14bf/9d46a07eaf37/44b12000b7bf.dcm | \n",
" 4019c1fe14bf | \n",
" [] | \n",
" CHEST | \n",
" MONOCHROME2 | \n",
" [0.1, 0.1] | \n",
" (3480, 4248) | \n",
" (0.25, 0.25) | \n",
" (1392, 1699) | \n",
" [] | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name path \\\n",
"0 9bce1b51617d test/8f15be256d40/66c6415bbe6e/9bce1b51617d.dcm \n",
"1 130aa9d3716d test/102b201f8074/e3a90b26663b/130aa9d3716d.dcm \n",
"2 4f7f40e478b1 test/9260839a059d/5e71d813bb94/4f7f40e478b1.dcm \n",
"3 6ce67071aa0e test/c6ce9fc03d44/3af8b9fec0cc/6ce67071aa0e.dcm \n",
"4 44b12000b7bf test/4019c1fe14bf/9d46a07eaf37/44b12000b7bf.dcm \n",
"\n",
" study boxes body interpret original_spacing \\\n",
"0 8f15be256d40 [] CHEST MONOCHROME1 [0.15, 0.15] \n",
"1 102b201f8074 [] CHEST MONOCHROME2 [0.125, 0.125] \n",
"2 9260839a059d [] CHEST MONOCHROME1 [0.148, 0.148] \n",
"3 c6ce9fc03d44 [] CHEST MONOCHROME1 [0.15, 0.15] \n",
"4 4019c1fe14bf [] CHEST MONOCHROME2 [0.1, 0.1] \n",
"\n",
" original_image_shape spacing image_shape bboxes \n",
"0 (2336, 2700) (0.25, 0.25) (1401, 1620) [] \n",
"1 (2580, 3050) (0.25, 0.25) (1290, 1525) [] \n",
"2 (2874, 2808) (0.25, 0.25) (1701, 1662) [] \n",
"3 (2336, 2797) (0.25, 0.25) (1401, 1678) [] \n",
"4 (3480, 4248) (0.25, 0.25) (1392, 1699) [] "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"found_images = glob.glob(os.path.join(BASE_PATH, 'test', '*', '*', '*.dcm'))\n",
"\n",
"test_images = pd.DataFrame([{\n",
" \"name\": os.path.splitext(os.path.basename(p))[0],\n",
" \"path\": os.path.sep.join(p.split(os.path.sep)[-4:]),\n",
" \"study\": p.split(os.path.sep)[-3],\n",
"} for p in found_images])\n",
"display(test_images.head())\n",
"\n",
"convert_test_image = partial(\n",
" convert_image_dicom_to_coco,\n",
" spacing=SPACING,\n",
" dataset_path=BASE_PATH,\n",
" path_images=os.path.join(PATH_OUT_IMAGE, \"test\"),\n",
" path_labels=os.path.join(PATH_OUT_LABEL, \"test\"),\n",
")\n",
"\n",
"pool = Pool(os.cpu_count())\n",
"test_images = list(pool.imap_unordered(convert_test_image, tqdm(test_images.iterrows(), total=len(test_images))))\n",
"pool.close()\n",
"pool.join()\n",
"\n",
"test_images = pd.DataFrame(test_images)\n",
"display(test_images.head())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total 89392052\n",
"drwxrwsr-x 4 jovyan users 4096 Aug 9 08:12 coco-dataset_spacing-0.25\n",
"-rw-rw-r-- 1 jovyan users 1236456572 Aug 11 17:02 coco-dataset_spacing-0.25.zip\n",
"drwxrwsr-x 4 jovyan users 4096 Aug 9 14:49 coco-dataset_spacing-0.5\n",
"-rw-rw-r-- 1 jovyan users 372498438 Aug 11 23:12 coco-dataset_spacing-0.5.zip\n",
"drwxrwsr-x 4 jovyan users 4096 Aug 5 23:57 coco-dataset_spacing-0.75\n",
"-rw-rw-r-- 1 jovyan users 190963332 Aug 11 16:52 coco-dataset_spacing-0.75.zip\n",
"-rw-rw-r-- 1 jovyan users 1083264 Aug 11 23:06 COVID-detection-with-Lightning-Flash.ipynb\n",
"-rw-r--r-- 1 jovyan users 5050 Aug 11 22:35 kaggle_COVID_detection-0.1.0-py3-none-any.whl\n",
"drwxr-sr-x 13 jovyan users 4096 Aug 11 17:08 lightning-flash\n",
"drwxrwsr-x 24 jovyan users 4096 Aug 7 08:07 lightning_logs\n",
"drwxrwsr-x 3 jovyan users 4096 Aug 7 12:53 logs\n",
"-rw-rw-r-- 1 jovyan users 404636165 Aug 11 23:01 object_detection_model.pt\n",
"drwxrwsr-x 5 jovyan users 4096 Aug 6 13:16 siim-covid19-detection\n",
"-rw-rw-r-- 1 jovyan users 89331750436 Aug 5 16:16 siim-covid19-detection.zip\n"
]
}
],
"source": [
"! cd /home/jovyan/work/\n",
"! zip coco-dataset_spacing-0.5.zip -q -r coco-dataset_spacing-0.5/\n",
"! ls -l"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training with Flash"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.5.0dev\n"
]
}
],
"source": [
"import flash\n",
"import flash.core.integrations.icevision\n",
"print(flash.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c540d00c1dc44c36949bf007301666e5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/7853 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001B[1m\u001B[1mINFO \u001B[0m\u001B[1m\u001B[0m - \u001B[1m\u001B[34m\u001B[1mAutofixing records\u001B[0m\u001B[1m\u001B[34m\u001B[0m\u001B[1m\u001B[0m | \u001B[36micevision.parsers.parser\u001B[0m:\u001B[36mparse\u001B[0m:\u001B[36m136\u001B[0m\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d2561e8c01fd471eb9e1d552e92e423d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/4294 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from flash.image import ObjectDetectionData, ObjectDetector\n",
"\n",
"IMAGE_SIZE = 512\n",
"\n",
"# 1. Create the DataModule\n",
"dm = ObjectDetectionData.from_coco(\n",
" train_folder=os.path.join(PATH_OUT_IMAGE, 'train'),\n",
" train_ann_file=os.path.join(PATH_OUT, \"covid_train.json\"),\n",
" val_split=0.1,\n",
" batch_size=8,\n",
" image_size=IMAGE_SIZE,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'efficientdet': ['d0', 'd1', 'd2', 'd3', 'd4', 'd5', 'd6', 'd7', 'd7x', 'tf_d0', 'tf_d0_ap', 'tf_d1', 'tf_d1_ap', 'tf_d2', 'tf_d2_ap', 'tf_d3', 'tf_d3_ap', 'tf_d4', 'tf_d4_ap', 'tf_d5', 'tf_d5_ap', 'tf_d6', 'tf_d7', 'tf_d7x', 'tf_lite0', 'tf_lite1', 'tf_lite2', 'tf_lite3'], 'faster_rcnn': ['mobilenet', 'resnet101', 'resnet101_fpn', 'resnet152', 'resnet152_fpn', 'resnet18', 'resnet18_fpn', 'resnet34', 'resnet34_fpn', 'resnet50', 'resnet50_fpn', 'resnext101_32x8d', 'resnext101_32x8d_fpn', 'resnext50_32x4d_fpn', 'wide_resnet101_2_fpn', 'wide_resnet50_2_fpn'], 'retinanet': ['resnet101_fpn', 'resnet152_fpn', 'resnet18_fpn', 'resnet34_fpn', 'resnet50_fpn', 'resnext101_32x8d_fpn', 'resnext50_32x4d_fpn', 'wide_resnet101_2_fpn', 'wide_resnet50_2_fpn']}\n"
]
}
],
"source": [
"print(ObjectDetector.available_backbones())\n",
"# print(ObjectDetector.available_heads())"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using 'efficientdet' provided by airctic/IceVision (https://github.com/airctic/icevision) and rwightman/efficientdet-pytorch (https://github.com/rwightman/efficientdet-pytorch).\n"
]
}
],
"source": [
"# 2. Build the task\n",
"model = ObjectDetector(\n",
" head=\"efficientdet\",\n",
" backbone=\"tf_d5_ap\",\n",
" optimizer=torch.optim.AdamW,\n",
" learning_rate=1e-5,\n",
" num_classes=dm.num_classes,\n",
" image_size=IMAGE_SIZE,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using native 16bit precision.\n",
"GPU available: True, used: True\n",
"TPU available: False, using: 0 TPU cores\n",
"IPU available: False, using: 0 IPUs\n",
"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.4.1\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
" | Name | Type | Params\n",
"------------------------------------------------------------------\n",
"0 | train_metrics | ModuleDict | 0 \n",
"1 | val_metrics | ModuleDict | 0 \n",
"2 | adapter | IceVisionObjectDetectionAdapter | 33.4 M\n",
"------------------------------------------------------------------\n",
"6.1 M Trainable params\n",
"27.3 M Non-trainable params\n",
"33.4 M Total params\n",
"133.708 Total estimated model params size (MB)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validation sanity check: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jovyan/conda/lib/python3.8/site-packages/flash/core/model.py:536: LightningDeprecationWarning: The `LightningModule.datamodule` property is deprecated in v1.3 and will be removed in v1.5. Access the datamodule through using `self.trainer.datamodule` instead.\n",
" if self.datamodule is not None and getattr(self.datamodule, \"data_pipeline\", None) is not None:\n",
"/home/jovyan/conda/lib/python3.8/site-packages/pytorch_lightning/trainer/properties.py:301: UserWarning: The progress bar already tracks a metric with the name(s) 'loss' and `self.log('loss', ..., prog_bar=True)` will overwrite this value. If this is undesired, change the name or override `get_progress_bar_dict()` in `LightingModule`.\n",
" rank_zero_warn(\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dc61303df38e4618b33ed23f35025eb9",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Training: -1it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jovyan/conda/lib/python3.8/site-packages/flash/core/model.py:685: UserWarning: DataPipeline couldn't be added to the checkpoint.\n",
" rank_zero_warn(\"DataPipeline couldn't be added to the checkpoint.\")\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "709a09ff3eae43f4b9ceb147e8f042c8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Validating: 0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pytorch_lightning as pl\n",
"print(pl.__version__)\n",
"logger = pl.loggers.CSVLogger(save_dir='logs/')\n",
" \n",
"# 3. Create the trainer and finetune the model\n",
"trainer = flash.Trainer(\n",
" max_epochs=50,\n",
" gpus=1,\n",
" precision=16,\n",
" accumulate_grad_batches=24,\n",
" logger=logger,\n",
" val_check_interval=0.5,\n",
")\n",
"trainer.finetune(model, datamodule=dm, strategy=\"freeze_unfreeze\")"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jovyan/conda/lib/python3.8/site-packages/flash/core/model.py:685: UserWarning: DataPipeline couldn't be added to the checkpoint.\n",
" rank_zero_warn(\"DataPipeline couldn't be added to the checkpoint.\")\n"
]
}
],
"source": [
"# 3. Save the model!\n",
"trainer.save_checkpoint(\"object_detection_model.pt\")"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" loss | \n",
" class_loss | \n",
" box_loss | \n",
" Precision (IoU=0.50:0.95,area=all) | \n",
" Recall (IoU=0.50:0.95,area=all,maxDets=100) | \n",
" epoch | \n",
" step | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1.698580 | \n",
" 1.134949 | \n",
" 0.011273 | \n",
" 0.000287 | \n",
" 0.006233 | \n",
" 0 | \n",
" 10 | \n",
"
\n",
" \n",
" 1 | \n",
" 1.677176 | \n",
" 1.155806 | \n",
" 0.010427 | \n",
" 0.001384 | \n",
" 0.017372 | \n",
" 0 | \n",
" 20 | \n",
"
\n",
" \n",
" 2 | \n",
" 1.609115 | \n",
" 1.121717 | \n",
" 0.009748 | \n",
" 0.000791 | \n",
" 0.010928 | \n",
" 1 | \n",
" 31 | \n",
"
\n",
" \n",
" 3 | \n",
" 1.551566 | \n",
" 1.082433 | \n",
" 0.009383 | \n",
" 0.000942 | \n",
" 0.011990 | \n",
" 1 | \n",
" 41 | \n",
"
\n",
" \n",
" 4 | \n",
" 1.479926 | \n",
" 1.047935 | \n",
" 0.008640 | \n",
" NaN | \n",
" NaN | \n",
" 2 | \n",
" 49 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" loss class_loss box_loss Precision (IoU=0.50:0.95,area=all) \\\n",
"0 1.698580 1.134949 0.011273 0.000287 \n",
"1 1.677176 1.155806 0.010427 0.001384 \n",
"2 1.609115 1.121717 0.009748 0.000791 \n",
"3 1.551566 1.082433 0.009383 0.000942 \n",
"4 1.479926 1.047935 0.008640 NaN \n",
"\n",
" Recall (IoU=0.50:0.95,area=all,maxDets=100) epoch step \n",
"0 0.006233 0 10 \n",
"1 0.017372 0 20 \n",
"2 0.010928 1 31 \n",
"3 0.011990 1 41 \n",
"4 NaN 2 49 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"metrics = pd.read_csv(f'{trainer.logger.log_dir}/metrics.csv')\n",
"display(metrics.head())\n",
"\n",
"aggreg_metrics = []\n",
"agg_col = \"epoch\"\n",
"for i, dfg in metrics.groupby(agg_col):\n",
" agg = dict(dfg.mean())\n",
" agg[agg_col] = i\n",
" aggreg_metrics.append(agg)\n",
"\n",
"df_metrics = pd.DataFrame(aggreg_metrics)\n",
"df_metrics[['loss', 'class_loss', 'box_loss']].plot(grid=True, legend=True, xlabel=agg_col)\n",
"df_metrics[['Precision (IoU=0.50:0.95,area=all)', 'Recall (IoU=0.50:0.95,area=all,maxDets=100)']].plot(grid=True, legend=True, xlabel=agg_col)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predictions from saved model"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from tqdm import tqdm\n",
"from flash.image.detection.data import ObjectDetectionPreprocess\n",
"\n",
"model2 = ObjectDetector.load_from_checkpoint(\"object_detection_model.pt\", pretrained=False)\n",
"model2._preprocess = ObjectDetectionPreprocess(image_size=IMAGE_SIZE)\n",
"display(test_images.head())\n",
"\n",
"# 4. Detect objects in a few images!\n",
"predictions = []\n",
"model2.to(\"cuda\")\n",
"for _, row in tqdm(test_images.iterrows(), total=len(test_images)):\n",
" p_img = os.path.join(PATH_OUT_IMAGE, \"test\", f\"{row['name']}.jpg\")\n",
" preds = model2.predict([p_img])\n",
" rec = {**dict(row), \"predictions\": preds[0]}\n",
" predictions.append(rec)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Images in the test set may contain more than one object.\n",
"For each object in a given test image, you must predict a class ID of \"opacity\", a confidence score, and bounding box in format xmin ymin xmax ymax.\n",
"\n",
"If you predict that there are NO objects in a given image, you should predict none 1.0 0 0 1 1, where none is the class ID for \"No finding\", 1.0 is the confidence, and 0 0 1 1 is a one-pixel bounding box."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'name': '9bce1b51617d', 'path': 'test/8f15be256d40/66c6415bbe6e/9bce1b51617d.dcm', 'study': '8f15be256d40', 'boxes': [], 'body': 'CHEST', 'interpret': 'MONOCHROME1', 'original_spacing': [0.15, 0.15], 'original_image_shape': (2336, 2700), 'spacing': (0.25, 0.25), 'image_shape': (1401, 1620), 'bboxes': [], 'predictions': }\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(predictions[0])\n",
"display(predictions[0]['predictions'].as_dict)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{0: 977, 1: 134, 2: 152}\n",
"[0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 2, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 1, 0, 2, 0, 1, 1, 0, 1, 0, 2, 1, 2, 2, 0, 0, 0, 2, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 2, 2, 0, 0, 0, 0, 0, 2, 0, 0, 2, 0, 1, 0, 1, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 2, 0, 0, 0, 2, 2, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 2, 0, 1, 0, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 2, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 2, 0, 2, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 2, 0, 0, 0, 0, 1, 2, 0, 1, 0, 2, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 2, 0, 2, 1, 2, 0, 2, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 1, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2, 1, 1, 2, 2, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 2, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 2, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 0, 2, 0, 0, 1, 0, 0, 2, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 2, 0, 0, 0, 0, 2, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 2, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 2, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 2, 1, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 0, 1, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 1, 0, 0, 0, 2, 0, 0, 1, 2, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 2, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 2, 0, 0, 1, 2, 0, 0, 2, 0, 0, 0, 0, 0, 2, 2, 0, 2, 2, 2, 0, 0, 0, 0, 0, 0, 1, 0, 1, 2, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 0, 0, 0, 2, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 1, 2, 0, 0, 2, 0, 1, 0, 1, 0, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 1, 2]\n"
]
}
],
"source": [
"pred_boxes = [len(p['predictions'].as_dict()['detection']['bboxes']) for p in predictions]\n",
"print(dict(enumerate(np.bincount(pred_boxes))))\n",
"print(pred_boxes)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"det_classes = []\n",
"for rec in predictions:\n",
" lbs = rec['predictions'].as_dict()['detection']['label_ids']\n",
" det_classes += lbs or [0]\n",
"\n",
"ax = pd.DataFrame(det_classes).value_counts().plot.pie(ylabel=\"\", autopct=\"%.1f%%\")"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"87425"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import gc, torch\n",
"\n",
"# del model, trainer\n",
"torch.cuda.empty_cache()\n",
"gc.collect()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# %reload_ext tensorboard\n",
"# %tensorboard --logdir lightning_logs/"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}