2882 строки
2.2 MiB
2882 строки
2.2 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import pickle\n",
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"import torch\n",
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"import matplotlib\n",
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"import matplotlib.pyplot as plt\n",
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"from sklearn.manifold import TSNE"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Rot MNIST"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {},
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"outputs": [],
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"source": [
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"# x=['ERM', 'Rand', 'App-25', 'App-50', 'App-75', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
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"# acc=[93.8, 95.9, 96.3, 96.5, 96.9, 96.4, 95.1, 94.3, 97.3]\n",
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"# acc_err=[0.57, 0.08, 0.13, 0.11, 0.19, 0.16, 0.55, 0.25, 0.01]\n",
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"# mia=[68.7, 78.2, 74.6, 69.6, 69.3, 71.3, 65.6, 70.6, 59.9]\n",
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"# mia_err=[0.11, 0.02, 0.02, 0.10, 0.04, 0.03, 0.12, 0.05, 0.10]\n",
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"# entropy=[64.5, 77.5, 72.4, 68.1, 63.9, 66.0, 64.3, 66.1, 57.5]\n",
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"# entropy_err=[2.18, 0.93, 0.86, 1.36, 1.77, 0.75, 1.70, 0.95, 0.66]\n",
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"\n",
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"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
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"acc=[92.3, 94.2, 95.8, 95.1, 94.6, 96.8]\n",
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"acc_err=[0.19, 0.24, 0.06, 0.55, 0.32, 0.05]\n",
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"mia=[69.8, 74.4, 71.8, 67.5, 69.5, 59.5]\n",
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"mia_err=[1.46, 1.79, 1.73, 0.12, 0.87, 0.81]\n",
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"entropy=[56.5, 60.1, 65.6, 63.9, 57.2, 54.8]\n",
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"entropy_err=[0.06, 1.04, 2.55, 1.05, 0.39, 0.33]\n",
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"loss=[58.7, 64.6, 68.7, 65.8, 59.2, 56.8]\n",
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"loss_err=[0.26, 1.74, 1.67, 0.83, 0.88, 0.69]\n",
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"rank=[76.2, 87.1, 80.5, 77.7, 73.3, 23.7]\n",
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"rank_err=[1.43, 0.34, 0.36, 2.62, 1.47, 1.24]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
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" import sys\n",
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"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
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" import sys\n",
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"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
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" import sys\n"
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]
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
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]
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},
|
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"metadata": {
|
|
"needs_background": "light"
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|
},
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(3):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 2:\n",
|
|
" ax.errorbar(x, rank, yerr=rank_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('Mean Rank of Perfect Match', fontsize=fontsize)\n",
|
|
" ax.set_title('Match Function Evaluation', fontsize=fontsize) \n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_rot_mnist_' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Fashion MNIST 25 Flip"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 161,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"rank=[281.3, 348.9, 294.0, 272.8, 305.7, 202.0]\n",
|
|
"rank_err=[4.07, 11.51, 9.11, 3.42, 4.10, 15.6 ]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 162,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(1):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, rank, yerr=rank_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('Mean Rank of Perfect Match', fontsize=fontsize)\n",
|
|
" ax.set_title('Match Function Evaluation', fontsize=fontsize) \n",
|
|
" \n",
|
|
" plt.savefig('../../results/match_fashion_mnist_flip' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Fashion MNIST"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 125,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"rank=[315.4, 382.7, 285.2, 293.3, 302.9, 238.9]\n",
|
|
"rank_err=[5.13, 3.11, 3.36, 11.7, 2.79, 14.4 ]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 126,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(1):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, rank, yerr=rank_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('Mean Rank of Perfect Match', fontsize=fontsize)\n",
|
|
" ax.set_title('Match Function Evaluation', fontsize=fontsize) \n",
|
|
" \n",
|
|
" plt.savefig('../../results/match_fashion_mnist' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Fashion MNIST 60"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 128,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"rank=[320.4, 396.3, 329.3, 294.8, 320.2, 285.9]\n",
|
|
"rank_err=[3.35, 17.6, 15.0, 25.8, 1.01, 13.1 ]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 129,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(1):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, rank, yerr=rank_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('Mean Rank of Perfect Match', fontsize=fontsize)\n",
|
|
" ax.set_title('Match Function Evaluation', fontsize=fontsize) \n",
|
|
" \n",
|
|
" plt.savefig('../../results/match_fashion_mnist_60' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## ChestXRay"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 115,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Hybrid']\n",
|
|
"rank=[455.1, 447.4, 445.3, 449.9, 456.2, 440.8]\n",
|
|
"rank_err=[1.54, 2.05, 1.38, 0.30, 2.02, 1.51]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 116,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(1):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, rank, yerr=rank_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('Mean Rank of Perfect Match', fontsize=fontsize)\n",
|
|
" ax.set_title('Match Function Evaluation', fontsize=fontsize) \n",
|
|
" \n",
|
|
" plt.savefig('../../results/match_chest' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Rot MNIST"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 153,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"rank=[14.7, 11.3, 11.8, 14.7, 15.3, 10.4]\n",
|
|
"rank_err=[0.46, 0.33, 0.23, 0.25, 0.50, 0.23]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 154,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(1):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, rank, yerr=rank_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Attribute Attack Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" plt.savefig('../../results/attribute_rot_mnist' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# ChestXRay"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 151,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Hybrid']\n",
|
|
"rank=[60.4, 58.8, 58.7, 67.8, 62.2, 57.7]\n",
|
|
"rank_err=[0.88, 0.30, 0.52, 2.75, 2.83, 0.20]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 152,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(1):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, rank, yerr=rank_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Attribute Attack Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" plt.savefig('../../results/attribute_chest' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Slab Dataset: Test Dataset 0.15"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'Perf']\n",
|
|
"train_acc=[98.2, 91.1, 99.8]\n",
|
|
"train_acc_err=[0.09, 3.08, 0.11]\n",
|
|
"acc=[93.7, 86.3, 99.5]\n",
|
|
"acc_err=[0.17, 4.24, 0.57]\n",
|
|
"auc=[99.2, 98.8, 99.9]\n",
|
|
"auc_err=[0.04, 0.05, 0.01]\n",
|
|
"s_auc=[50.5, 50.1, 79.5]\n",
|
|
"s_auc_err=[1.24, 1.07, 4.51]\n",
|
|
"sc_auc=[98.7, 98.8, 87.0]\n",
|
|
"sc_auc_err=[0.09, 0.02, 2.78]\n",
|
|
"\n",
|
|
"mia=[59.0, 55.6, 53.1]\n",
|
|
"mia_err=[1.23, 0.49, 0.39]\n",
|
|
"entropy=[56.3, 57.0, 51.1]\n",
|
|
"entropy_err=[0.27, 0.36, 1.12]\n",
|
|
"loss=[60.2, 57.8, 51.3]\n",
|
|
"loss_err=[0.48, 0.72, 1.03]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, train_acc, yerr=train_acc_err, fmt='o--', label='Train-Acc')\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', label='Acc')\n",
|
|
" ax.errorbar(x, auc, yerr=auc_err, fmt='o--', label='AUC')\n",
|
|
" ax.errorbar(x, s_auc, yerr=s_auc_err, fmt='o--', label='Linear-RAUC')\n",
|
|
" ax.errorbar(x, sc_auc, yerr=sc_auc_err, fmt='o--', label='Slab-RAUC')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Acc/ AUC', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_slab_0.3' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Slab Dataset: Test Dataset 0.3"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'Perf']\n",
|
|
"train_acc=[98.2, 91.1, 99.8]\n",
|
|
"train_acc_err=[0.09, 3.08, 0.11]\n",
|
|
"acc=[87.8, 79.9, 98.8]\n",
|
|
"acc_err=[0.46, 3.75, 1.07]\n",
|
|
"auc=[97.0, 95.4, 99.9]\n",
|
|
"auc_err=[0.27, 0.29, 0.01]\n",
|
|
"s_auc=[52.5, 50.9, 82.6]\n",
|
|
"s_auc_err=[0.99, 1.01, 4.34]\n",
|
|
"sc_auc=[95.4, 95.5, 82.3]\n",
|
|
"sc_auc_err=[0.22, 0.17, 2.57]\n",
|
|
"\n",
|
|
"mia=[59.0, 55.6, 53.1]\n",
|
|
"mia_err=[1.23, 0.49, 0.39]\n",
|
|
"entropy=[56.3, 57.0, 51.1]\n",
|
|
"entropy_err=[0.27, 0.36, 1.12]\n",
|
|
"loss=[60.2, 57.8, 51.3]\n",
|
|
"loss_err=[0.48, 0.72, 1.03]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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ly5c5evQolStXvuWAXNJUhBBCiHzq4sWLlCpViqCgILy8vCQQF8LFlFJ4eXkRFBREqVKluHjx4i1fU4JxIYQQIp+6cuUKAQEBru6GEMKOgIAArly5csvXkWBcCCGEyKeSkpLw9PR0dTeEEHZ4eno6ZB6HBONCCCFEPiapKULkT476uynBuBBCCFHERUSAUqlbRISreyRE0SHVVIQQQogiLiIC1q41P1sfhRDOISPjQgghhCh0oqKiUEoxePBgV3clg4iICJRSrLXzyWf27Nk0atSI4sWLo5Ri1KhRAISFhREWFubUfhZ2+eU9lWBcCCGEEAXCX3/9xdNPP029evUoUaIEXl5eVKhQge7duzN16lTi4uJc3cVbsnnzZgYMGMCVK1cYMWIEY8aMoWvXrq7ull3Dhg1DKYWfnx8xMTGZHqeUIjw83G5bfv7A5EySpuJMeyLgzzdSn9cbA/UjXNQZIYQQouB48803eeONN0hOTqZly5YMGjQIf39/zpw5w9q1axk6dChffvklkZGRru5qtkaOHEn//v2pXLlymv2//vorWmu+/fZbWrVqlaZt1apVzuxilq5cucKcOXNQSnHjxg2+++47Ro4c6epuFVgSjDtT/Qg4u9b83HGtCzsihBBCFBzvvPMOY8aMoVKlSsydO5fmzZtnOOaXX35h3LhxLuhd7gUFBREUFJRh/8mTJwGoUKFChrZq1arleb9yatasWVy9epXnnnuOL774gsmTJ0swfgskTUUIIYQQ+VZUVBQRERF4enqyePFiu4E4QI8ePVi6dGm21/vnn394+eWXadq0KcHBwXh7exMaGsrw4cM5fvx4huO11nzzzTe0atWK4OBgfHx8qFSpEl26dOH7779Pc+yePXt48MEHCQsLw9vbm+DgYBo3bsyoUaNISEhIOS59zvj06dNRSjFt2jQAqlSpglIKpRRRUVFA1vnNs2fPpl27dpQsWRIfHx/q1KnD22+/bTdtx5o2cvr0aYYOHUpISAju7u5Mnz492/fOavLkybi5uTFq1Ch69uzJnj17+P3339McY31NAOvWrUt5PUopIiIiiIiIoEqVKgB88803adqtfYmPj+eLL76gW7duhIaG4u3tTWBgIB07dmTJkiWZ9u/48eM888wz1KhRA19fXwIDA2nWrBlvvfVWjl7frFmz8Pb2pk6dOinvf16SkXEhhBCiiJs5E7Zsgbg4CAuDsWNhwABX98qYNm0aCQkJ9O/fn3r16mV5rLe3d7bX++mnn/jqq69o164drVq1wsvLi7179zJlyhQWLVpEZGQkISEhKce/+uqrvPvuu1SpUoX777+fEiVKcOrUKbZt28bcuXN54IEHABOIN2/eHKUUvXr1okqVKly+fJmDBw8yYcIE3n777UwXcGrYsCFjxoxh/vz57N69m2effZaSJUsCpDxm5rHHHmPatGlUrFiRvn37UrJkSbZs2cLrr7/OqlWrWLFiBR4eacO9ixcv0qJFC/z9/enTpw9ubm6ULVs22/cOYOfOnWzfvp1OnTpRqVIlBg8ezI8//sikSZPSfFCyvqY33niD0NDQNHnh1hzymJgYPv30Uxo0aMA999yT5lxrP5999llatWpFp06dCA4O5tSpUyxatIhu3boxefJkhg4dmqZ/kZGRdOnShYsXL9KmTRv69OnD9evX2bdvHxEREbz++utZvr4PPviAl19+mVatWrFw4UICAwNz9L7cEq11kd2aNGminW5FW7MJIYQQ2di3b1+e3+O777T289MaUjc/P7M/P2jfvr0G9OTJk3N13uHDhzWgBw0alGb/8ePHdWxsbIbjly1bpt3c3PQTTzyRZn9gYKAOCQnR165dy3DOuXPnUn5+7rnnNKDnz5+f4biLFy/qpKSklOdjxozRgF6zZk2a4wYNGqQBffjw4QzXCA0N1aGhoWn2TZs2TQP63nvv1devX0/TZr3H+PHj0+wHNKAffvhhnZCQkOE+2Xn88cc1oGfNmqW11johIUGXK1dOFytWTF+6dCnD8YBu27at3Wtl9mdkFRsbq48dO5Zhf0xMjK5bt64uVapUmtcdFxenw8LCNKBnzpyZ4bz017J9T5OSkvTIkSM1oPv06aNv3Lhht0/p5fTvKBCpM4lHJU1FCCGEKKDCwzNuEyaYtuvX7bdbsxHOnzfPhwwxx9q6fh3+7//sn79okTnm77/tt69cadp37XLMazx16hQAFStWdMj1QkJC7I6gd+7cmbp167Js2bIMbZ6enri7u2fYby/v29fXN8O+UqVK4ebm+JDr008/xcPDg6+//jrDfV9//XVKly7NzJkzM5zn5eXFRx99lGHEPDvXrl1j1qxZlChRgnvvvRcADw8PBgwYwLVr1+ze61Z4e3vb/XMvUaIEjz32GNHR0Wzbti1l/6JFi4iKiqJXr1489NBDGc7L7HcoNjaW++67jy+++IKnn36auXPn4uPj47gXkg1JUxFCCCGKsMyqAZ48CdWrO7cvzqC1ZubMmUyfPp3du3cTHR1NUlJSSruXl1ea4wcMGMDnn3/Obbfdxv3330/btm1p2bIlJUqUSHPcAw88wKeffso999zDfffdR8eOHbnzzjvzbOLl9evX2b17N0FBQYwfP97uMd7e3uzfvz/D/rCwMMqUKZPre86ZM4crV67w+OOPpwlWBw8ezLhx45g8eTIjRozI9XWzsnfvXj788EPWr1/PqVOniI2NTdN+4sSJlJ+3bNkCwN13353j69+4cYMOHTqwefNm3n//fV566SXHdDwXJBgXQgghCqisVsv088u6PSjItIeFwZEjGdsrV876/Fq1sm63pP3esvLly7N///40QdeteO655xg/fjzly5enS5cuhISEpIwqT58+nSPp3oxPPvmEqlWrMm3aNN577z3ee+89PDw86NatG+PGjaO65RNLs2bN2LBhA2PHjmXevHnMmDEDgFq1ajFmzBgefPBBh/TfKjo6Gq01586d44033sj+BBvlypW7qXtOmjQJIENd8Hr16tGkSRO2b99OZGQkTZs2vanrp7dlyxbat29PYmIiHTp0oFevXgQEBODm5sauXbtYsGBBmkmq1nrntjn/2bly5Qo7duwgICCALl26OKTfuSXBuBBCCFGEjR0Lw4enTVXx8zP784PWrVuzevVqVq1axZAhQ27pWmfPnuWzzz6jXr16bNq0ieLFi6dpnz17doZz3N3dGTVqFKNGjeLs2bNs3LiROXPmMHfuXPbu3cvevXtT0l5atmzJL7/8QlxcHNu3b2fp0qV8/vnnPPTQQwQHB9OxY8db6r8t68h8o0aN2LFjR67OtVY5yY09e/awdetWwLzOzEyaNMlhwfjbb7/NjRs3WLNmTYaFg959910WLFiQZp91smtuPriVKVOGqVOn0qtXL9q1a8fy5csd1v+ckpxxIYQQoggbMAAmTQJrGnVoqHmeX6qpPProo3h6evLjjz+yb9++LI/NbgXOQ4cOkZycTOfOnTME4sePH+fQoUNZnl+mTBn69OnDDz/8QPv27fn333/5888/Mxzn7e1Nq1atePPNN/nss88AMgSOt8rf35+6deuyd+9eLl686NBr22MdFQ8PD2fIkCF2N19fX2bPns3Vq1dTznNzc0uTBmTLmoefWfvBgwcJDAy0u4LnunXrMuxr0aIFQJZlD+3p0KEDS5cuJTExkY4dO7J58+ZcnX+rJBgXQgghirgBA6BFC2jbFqKi8k8gDia/OSIigvj4eLp3757pCptLly7NNlfYWqd748aNaQLAq1evMmzYMBITE9McHxcXx2+//ZbhOgkJCSkBsJ+fHwCbNm3ixo0bGY49c+ZMmuMc6bnnniM+Pp7HHnvM7pL00dHRuR41t+fGjRvMnDkTd3d3Zs6cyZQpU+xuffv25erVq2m+YShdujTHjh2ze91SpUqhlOLo0aN228PCwrh48SJ79uxJs3/q1Kl2J9r27NmTsLAwFi5caPdbDnt15K3uuusuVqxYgVKKzp072w3284qkqQghhBAiX3vllVdITEzkjTfe4I477qBVq1Y0bdoUf39/zpw5w/r16zlw4EC26QXlypWjf//+zJkzh4YNG9K5c2cuXbrEihUr8PHxoWHDhuyyKQNz48YNWrduTfXq1WnSpAmhoaHExsayYsUK9u/fT69evahTpw5g6lOvXr2au+66iypVquDv78/evXtZsmQJpUqVYvjw4Q5/Xx577DG2b9/OhAkTqFatGl26dKFy5cpcvHiRw4cPs379eh599FG++uqrW7rP999/T0xMDD179rS7OqjV0KFD+e6775g0aRLDhg0DzKjznDlz6NmzJ40bN8bT05M2bdrQpk0b/P39ad68ORs2bGDAgAHUrFkTd3d3evXqRf369Rk1ahTLli2jdevWKTXeIyMj2bhxI/fddx/z5s1Lc38vLy/mzp1L586deeihh5g4cSItWrQgNjaW/fv3s2rVqgwfuGw1b96c1atX06lTJ7p168b8+fPp1KnTLb13OZJZzcOisEmdcSGEEPmZM+qMW7Vta7b8bN++fXrkyJG6bt26unjx4trT01OXK1dOd+3aVU+ZMiVN/fDMalhfu3ZNv/LKK7patWra29tbV6xYUT/55JP6/Pnzum3bttqERkZ8fLx+//33ddeuXXWlSpW0t7e3DgoK0s2bN9dffvmljouLSzl22bJlevDgwbpOnTo6ICBA+/n56Zo1a+qnn35aR0VFpemDo+qMWy1atEh3795dBwcHa09PT122bFl9xx136FdffVXv378/zbFkUfc7M61atdKAXrBgQbbH1qxZUwN6586dWmutz5w5ox988EFdpkwZ7ebmpgE9ZsyYlOMPHDige/TooQMDA7VSSgN62rRpaV5b8+bNtb+/vy5RooTu1KmTXrduXUqNddtjrY4cOaJHjBihw8LCtKenpw4MDNTNmjXTY8eOTXNcZu/pH3/8ocuWLau9vb31L7/8kuXrdUSdcWXai6amTZvqzL7uyjMrw81jx7XOva8QQogCZ//+/Skjr3nNmpabVYUUIURaOf07qpTarrW2+9WN5IwLIYQQQgjhIhKMO9PhmXB+C5xdB/PDzHMhhBBCCFFkSTDuLIdnEv/bcEi2lF26fsQ8l4BcCCGEi0VEwLp1ZlPKPBdCOIcE486y+1W83K6n2eXldh12/AcSr2dykhBCCJH3IiJA69RNgnEhnEeCcWe5br+GJnHnYF4g7HzJuf0RQgghhBAul6+CcaVUB6XUz0qp00qpOKXUSaXUMqVUNzvHtlJKLVZKXVRK3VBK7VFKjVJKubui79nyq2x/v3cZqDECAmqZ5wmXYXF92PE8nF4NSfHO66MQQgghhHCqfBOMK6U+AFYCTYGFwDjgVyAYCE93bG9gPdAG+Bn4AvACPgHmOK3TudFgLLinW33L3Q8afwxNPoFqQ8y+2HPgUw7++QJWd4Afg2BDX4jek/GaQgghhBCiQMsXK3AqpYYBLwLfAMO11vHp2j1tfg4AJgNJQLjWOtKy/3VgNXCfUqq/1jp/BeVVzNrC8RuG4OkehyoWagL0KunWHC5eDdovh4SrcGYVnFwMJ34F64D/6VVwZi2EdIfAO8Atf34RIIQQQgghsufyYFwp5Q2MBY5iJxAH0Fon2Dy9DzNa/q01ELccE6uUeg1YBYwgP46QVxnAvh8nA9DwhbVZH+vpDxV7m812YabzW2DfO7D3bfAOgvJdoUJ3CL0fVL75okMIIYQQQuSAy4NxoBMmuB4PJCulugP1gFhgq9Z6c7rj21sel9q51nrgOtBKKeWttY7Lmy47mVKpP9d71eSYn1pmRs1PLYFzv0HoA6b9+CLwD4MS9dKeJ4QQQggh8p38EIzfYXmMBXZiAvEUSqn1wH1a63OWXZaZjvyT/kJa60Sl1GGgLlAV2J8nPXY170AIe9BsyUlw47gJvHUy/D7EVGjxqwQVupmtXAfwKObqXgshhBBCiHTyQ15DGcvji4AG7gKKA/WB5ZhJmnNtji9hebyUyfWs+0vaa1RKDVdKRSqlIs+dO2fvkILFzR2KhZqflRvcvQuaT4HAphA1E9b3ht2vmvbkJLjyr8u6KoQQIp+KiDCDOtZNCo0L4TT5YWTc+oEgEeiltY6yPP9DKXUv8DfQVinV0k7KSq5prScBkwCaNm2qszm84PGrYCqzVBtiyiKe2wC+FUzbhS2wojUUr2nyzEO6QfBd4O7t2j4LIYRwrYgIWLvW/Gx9FEI4RX4YGY+xPO60CcQB0FpfB5ZZnjazPFpHvktgn3V/TCbtRYe7l0lRKVHHPPevDk0+A/8qcGACrO5kSidG7zbtOtl1fRVCCCGEuAnTp09HKcX06dNd3ZWbkh+C8b8tjzGZtEdbHn3THV8z/YFKKQ+gCmaU/ZCD+ld4+JaFWk9Du6Vw3wVosxCqDIKA2qZ996uwpBHsfg3ObTZpLUIIIYSLKaWy3dbe4oh+eHg4qggWPjh27Bju7u4opXjllVcyPS4iIiLL93nw4MEopYiKisqbjhZi+SFNZRUmV/w2pZSb1hmGZ60TOg9bHlcDA4CuwOx0x7YB/ID1haaSSl7xKAYVe5rNKqC2qcyy7z3YOxa8S0PlB+CO/7mun0IIIYTFmDFjMm0LCwtzXkcKkSlTppCcnIxSimnTpvHmm2/i4ZEfwsOiw+Xvttb6iFJqEdALeBaziiYASqnOQBfMqLm1lOE84H2gv1Lqc5tFf3yAty3HfOmc3hcyVQeZLT4aTi03pRNtPxttGggBdcyCQyUbSOlEIYQQThUhE0sdKikpia+//pqAgAAGDhzIhAkTWLhwIX369HF114qU/JCmAvAUcAz4WCm1Uin1oVJqHrAYs9LmUK31JQCt9WVgGOAOrFVKTVFKfQDsAlpigvXvXfAaCg+vUqZuectvoJnlc03CVbj8F+x5zaSyzK8Evw+H81td21chhBAiHduUinnz5tGsWTP8/PwIDAykf//+nDhxIuXYqKgolFKsW7cOSJsSEx4ennJcWFgYYWFhXL58meeee46wsDA8PT3TfEBYtWoVXbt2JTAwEG9vb2rWrMnLL7/MpUsZC8BZ02Li4uJ47bXXqFKlCt7e3lSrVo033niD+PjUNRCjo6Px8/OjWrVqaG2/9kTPnj1RShEZGWm33Z4lS5Zw/PhxHnjgAUaMGAHA5MmTMxwXFhbGG2+8AUC7du3SvEfW9+ybb74BoEqVKilttt9WbN++nWeffZYGDRoQGBiIj48PNWrU4Pnnnyc6OjrDPa2+//57OnTokHJOWFgYDz74YI5eZ3R0NG3atMHNzY133303x++Ls7l8ZBxAa31cKdUE+C9mhLwNcBlYBLyrtd6a7vj5Sqm2wKtAX8AHOAg8B3ymM/tNFTfP0x+6RsKN03ByCZz8FY7MgeDWENQMrh2FYz+ZKi0BNVzdWyGEELkxcyZs2QJxcRAWBmPHwoABru7VLbOO9Pbq1Yu2bdvy+++/8/3337N792527dqFt7c3JUuWZMyYMUyfPp0jR46kSYVJn/oSHx9P+/btuXjxIp07dyYgIIAqVaoAMHHiREaMGEGxYsXo168fZcqUYe3atbz//vssWrSI3377jZIlS2bo4/3338+2bdu477778PT0ZMGCBURERBAZGcnChQtRSlGqVCn69+/PtGnTWLlyJZ06dUpzjWPHjrFkyRKaNGlC06ZNc/z+TJo0CTD53vXq1aNJkyYsX76cI0eOEBoamnLcqFGjmD9/PuvWrWPQoEEZ3pcxY8Ywf/58du/ezbPPPpvyOm1f7+TJk/n5559p27YtHTt2JDk5me3bt/Pxxx+zZMkSfv/9d4oXL55yvNaaRx99lG+++YagoCD69OlDcHAwx48fZ82aNdSqVSvL13r06FG6du3KwYMH+fbbbxk4cGCO3xen01oX2a1Jkyba2XZ+2Fbv/LCt0++bJxLjtE6MNT//O03rmZhtQXWtI5/V+uQyc4wQQoibsm/fvry/yXffae3npzWkbn5+Zn8+gZlbpseMGWN3e/fdd9McP2bMGA3o4sWL6z179qRpe/DBBzWgv//++zT727Ztq01YZF9oaKgGdIcOHfTVq1fTtEVFRWkvLy9dvHhxvX///jRtI0aM0IAeNmyY3fvVqFFDX7x4MWX/jRs3dIsWLTSgv/3225T927Zt04Du27dvhr5ZX++kSZMy7X96x48f1+7u7rpmzZop+z7//HMN6Ndeey3Te6xZs8bu9QYNGqQBffjwYbvtUVFROjExMcP+KVOmaEC/9957afZPnDhRA/qOO+7QMTExadoSExP1yZMnU55PmzZNA3ratGlaa6137dqly5cvrwMCAvSKFSvs9sdRcvp3FIjUmcSjLg+IXblJMO5gVw5p/fcXWq/ppvUcH61nKq1jz5u26D1aXzvm2v4JIUQBk+1/9G3bZtz+9z/Tdu2a/XZLwKLPnTPPvb3TBuLWLSTE/vkLF5rz//rLfrs1+Nm58xZffSprMJ7ZVqJEiTTHWwPHV199NcO1Vq9erQH9/PPPp9mf02B8165dGdrefvttDejRo0dnaLt48aIuXry49vHx0bGxsRnuZxtwW61Zs0YDOjw8PM3+pk2bag8PD33q1KmUfYmJibpixYq6ePHi+sqVK5n2P70333xTA/qdd95J2XfhwgXt5eWlK1SokCFwvtVgPDPJyck6ICBAt2vXLs3+evXqaUDv2LEj22vYBuPLly/XxYsX1xUqVLD7Z+VojgjG80vOeNGwJ4KGFdbRsMI6mKVgT4SLO+Rg/lWg5lMQ/iv0vQAd15uKLAA7njd55osbwK5X4OxGSE50bX+FEEKY1BR7Tp50bj9yILNgJiYmxu7x9tIYKlWqBJBlnnJmfHx8qF+/fob9O3bsAKB9+/YZ2kqVKkWjRo2IjY3lr7/+ytDetm3bDPtat26Nu7s7O3fuTLP/ySefJDExka+//jpl3+LFizl+/DgDBw7E398/R68jOTmZqVOn4ubmxiOPPJKyPzAwkJ49e3Ly5El+/fXXHF0rpxISEvjiiy9o3bo1gYGBKeUU3dzcuHz5cpo8/mvXrvHnn39StmxZGjVqlON7zJs3j+7du1OpUiU2b95MgwYNHPoa8kq+yBkvMupHEP5MBFAEFjjz8IMyrVOfNxkPJ341ueb7P4B970L5u6HdYtOecAU8i9u9lBBCiExk9Z+Jn1/W7UFBpj0sDI4cydheuXLW59eqlXV7w4aZtzmJvRxta9m+pKTcr6VRpkwZu7XIrRM0y5cvb/c86357HxrKli1rt49BQUGcPXs2zf7+/fvz/PPPM3nyZF5++WXc3NxS8r4ff/zxHL+OZcuWceTIEbp06UJISEiatsGDB/Pjjz8yadIkevXqleNrZueBBx7g559/pmrVqvTu3Zty5crh7W1WAB8/fjxxNh8Kre9T+r5lZ/PmzSQkJNC8efOUD10FgQTjwjlK3Ga2216E+Bg4vQLc/UxbwmX4sQyUamTKJlboZn6W0olCCJH3xo6F4cPh+vXUfX5+Zr9II7NFgUqUMIt/nz59mrp162ZoP3XqVJrjbJ05c4bKlSun2ZeYmMj58+cJCAhIs9/X15fBgwfzySefsHz5curWrcuSJUto3rx5rkaBrQH8smXLMn1NS5cu5dixYw4JaiMjI/n555/p2LEjS5YsSVPHPDk5mQ8++CDN8dYPUbaj5TnxzjvvsHjxYqZNm4bWOmX0P7/L/z0UhY9XSajczwTeYNJV6o4GnQR7XoelTWB+CJxcmuVlhBBCOMCAATBpElhGKQkNNc8LQTWV3HB3dwdubsTcmkphb3XKmJgYdu3ahY+PD3Xq1MnQbi2paGvjxo0kJSXZTdEYMWIESikmTpzI1KlTSUpKytWo+OnTp/nll18ICAhgyJAhdrc777wzpQa5VXbvT1btBw8eBKBXr14ZFhTaunUrN27cSLOvWLFi1KtXjzNnzmRI1cmKt7c38+bNo1+/fkyfPp2BAweSmJj/U2IlGBeu5x0It4+Brlvh3tPQYjoE3wXFLGWVjv0MqzrC/o/h8t9mapEQQgjHGTAAWrSAtm0hKqrIBeIApUubOU5Hjx7N9bkDBw7E09OTzz//PCXwtHr99de5fPkyAwcOTEnLsPXWW2+lyV+PjY1l9OjRADz66KMZjq9RowYdOnTgl19+4auvvqJkyZL0798/x339+uuvSUxMZMCAAUyZMsXuNn36dJRSTJ06leRks/hfdu9PVu3WUojpP6ycPXuWp556yu71nnnmGcCk36Sv056cnJzybUN6np6ezJ49m4EDBzJ79mweeOABEhIS7B6bX0iaishffMumrgRqpRMh9jTsfN5s/lVNPfNGH4C7j+v6KoQQwqmyWoHznnvuoeEt5Kl36NCBuXPn0qdPH7p164avry+hoaE8/PDD2Z4bFhbG+PHjeeqpp2jcuDH3338/wcHBrFu3js2bN1O7dm3ef/99u+fWqVOHunXrpqkz/u+//9K9e/dM7/3kk0+ycuVKzpw5w9NPP42vr2+OXqPWmilTpgAwdOjQTI+rXr06bdu2Ze3atSxZsoTu3bvTrl073NzcGD16NH/++SelSpUC4LXXXgPM+/fhhx8ybNgw+vbtS/HixSlZsiQjR47kjjvu4M477+Snn36iVatWtG7dmjNnzrBkyRJq1apFhQoVMvRh6NChbNiwgRkzZlCjRg169+5NcHAwJ0+eZPXq1Tz22GOZ/j64u7vzzTff4OPjw5QpU+jTpw/z5s2z+2EoX8hsZnJR2FxR2tBa+UnchKtRWv8zQes13bX+pa7Wyclm//5PtP7nS62vHnFp94QQwtGcUmfcKh//B0U2pQ2xqTGtddZl+A4fPqwBPWjQoDT7ExMT9ejRo3WVKlW0h4eHBnRbm/cjNDRUh4aGZtnPZcuW6U6dOumSJUtqLy8vXa1aNf3iiy/q6OjoDMdaSxvGxsbqV199VYeFhWkvLy9dpUoVHRERkaYMYnqJiYk6KChIA/rPP//Msk+2li9frgHdqFGjbI+dOXOmBnSvXr1S9s2YMUM3aNBA+/j4pLzvtsaNG6dr166tvby8NJDm/bpw4YIeMWKEDg0N1d7e3rpq1ap69OjR+tq1a1m+t999951u06aNDggI0N7e3josLEw/9NBDevv27SnHpK8zbpWcnKxHjhypAd25c2d9/fr17N+kXHJEaUOli/BX/k2bNtW5WTbWEawr6xb6aip5TSeDsmRZLWsOFyyLtJaoZ3LRK/WF0ne4rn9CCOEA+/fvt5tnnCfkPyinCg8PZ926ddxMHHbo0CGqV6/OnXfeyYYNG/KgdyKncvp3VCm1XWttd8lQSVMRBZOyme7QeQtc/gtOLraUThwHSbEmGE9OgiOzoXwX8Al2XX+FEEIIB/noo4/QWjNy5EhXd0U4gATjouBTCkrUMVud502pxETLzOwLW2Hzw4AywXmF7mbkvFSjtAG9EEIIkY8dPXqUWbNmceDAAaZNm0aDBg3o16+fq7slHECiEVH4eAaYiaAAQc2hayTc/gag4I8IWNoUzqw17bHnIP5SJhcSQogiIiIC1q0zm1LmuchXDh06xOjRo5kzZw6dOnXip59+KhA1tEX2ZGRcFG7KDQKbmO32103wfWopBN9p2v8aZ9JagltbFhzqDgG1ZcEhIUTREhEhAbiT2atJnpXw8PCbyi8X+Z98pBJFi08wVHkY3C3ljSr3gzovQPwF2Pki/HobLG2cWstc/uETQgghRB6SkXFRtFlHzRu+C9eOwsklkHApdWR8WTPwKQsVupmRc+tCREIIIYQQDiDBuBBWxSpDDZslhZMTIaiVqdBy8leIfApK3AZ1X4Wwh1zXTyGEEEIUGpKmIkRm3Dyg6afQ8wD0+Bsafww+5QHLqPnVQ7ChHxyaDjfOuLKnQgghhCigZGRciOwoBQE1zVb7P6n7rx6G87/BsXnmeWBTMwG05lNS01wIIYQQOSIj40LcrHId4J4T0HUH1H8b3Dxh79jU+uWnlsORHyA+xqXdFEIIIUT+JSPjQtwKpSCwkdnqvWpqlnuVMG0HvoTj80G5m1KKFbpDSA+Tdy6EEEIIgYyMC+FY1kAcoPVc6LQRbvs/E6Tv+j/YajNB9NxmSLzu/D4KIUR6eyJglkrd9kS4tj9CFCEyMi5EXnHzMCPiwXdCg7Fw/QTEnTNtCZdhZRtzTJl2qaUT/au4ts9CiKKpfgScXWt+7rjWhR0RouiRkXEhnMUvBEo1ND+7+0L4Yqj+BFw9CNufhoVV4cBXpj0p3mxCCCFEPjV48GCUUkRFRbm6KwWaBONCuIKbJ5TvBE0+gZ7/QI9/oPF4KNfRtB+fDz8GwYb74N+v4cYpV/ZWCCFcSimFsi7GVkjMnDkz5XUtX7480+PCw8OzfO1hYWGEhYXlQQ+Fs0gwLkR+EFADaj8Lxaub58WrQWh/OL8Ffh8CP1eAJU0gPtq1/RRCCOEQkyZNSgmyJ02a5OLeCFeSnHEnmjkTtmyBuDgIC4OxY2HAAFf3SuRLgU2g+STQGmL2wMnFEL0TPEua9u2jIO6CqdBSoQt4lXJlb4UQQuTC33//zfr16+nYsSPR0dEsXLiQM2fOULZsWVd3TbiAjIw7ycyZMHy4CcQBjhwxz2fOdG2/RD6nFJRqAHVHQ+sfzHMwQfqpJbDpQfgxGFa0gX+nuravQgiRD8TFxfHee+9x++234+fnR0BAAHfddRc//PCD3eMXLlxIhw4dKF++PN7e3lSoUIG2bdsyYcKENMcdOnSI4cOHU716dXx9fQkMDOT222/niSee4MKFC7nq4+TJkwF49NFHGTx4MAkJCUyfPj3NMVFRUSilWLduHZCaqqOUIjw8nLVr16KU4siRIxw5ciRN++DBg1OuM3/+fAYOHEjNmjUpVqwYxYoVo0mTJnz22WckJyfb7d/169d5//33adq0KcWLF8ff3586derwzDPPcOZM9itO7969m5CQEAICAlixYkWu3puiSGmtXd0Hl2natKmOjIx0yr3CwkwAnl5oKMi8B3FTkpPgwlYzan7yVyjTBpqMN/t3PGcWJSrXATyKubqnQoibtH//furUqZP3Nzo806TEJceBX6ipAFUl/3x1a03nyC5miY+Pp3Pnzqxbt47atWvTo0cPrl+/zrx58zh79iyjR4/mnXfeSTl+0qRJPP7445QrV46ePXsSFBTE2bNn2bNnD1prtm3bBsCpU6eoV68ely9fplu3btSuXZvY2FgOHz7MqlWr+P3336lXr16OXkt8fDwhISEkJCRw6tQpbty4Qfny5alcuTL//PNPymuNiYlh/PjxTJ8+nSNHjjBmzJiUa4SFhREeHs706dMZP348AKNGjUppb9iwIffccw8AtWvXxs3NjSZNmhASEsKlS5dYvXo1//zzDwMHDmTGjBlp+hcdHU27du3YvXs3tWrVokuXLnh5efHvv/+yYsUKFi1aRHh4OGAmcH7zzTccPnw4JW991apV9OnTh2LFirF48WIaNmyYo/eloMrp31Gl1HatdVO7jVrrIrs1adJEO4tSWpvhzIzbrl1O64YozJISzWPMfq2/99d6JlrP9tJ6VWet//pU6+snXds/IUSu7du3L+9vcug7ref4mX8zrNscP7M/nwC0CVmy9s4772hA33333TohISFl/5kzZ3RoaKgG9G+//Zayv3HjxtrLy0ufOXMmw7XOnTuX8vNnn32mAT1+/PgMx129elVfv349x69l9uzZGtDDhw9P2de3b18N6JUrV2Y4vm3btlm+9tDQUB0aGppp+8GDBzPsS0pK0o888ogG9JYtW9K0PfjggxrQTzzxhE5KSkrTduXKFR0TE5PyfNCgQRrQhw8f1lprPWPGDO3p6anr1Kmjo6KiMu1TYZLTv6NApM4kHpU0FSepXDnztoYN4f33ndYVUVi5uZvHErWh7wVovxJqjoTrR2D7s3Bpn2m/chBOr5LSiUIUBivDM27/WNIrEq/bbz803bTHnjfPfx8CSekWIEu6bhYqs3f+8UXmmMt/228/vdK0R+9y8IvN3tdff41Sio8//hgPj9RpcWXKlOH1118HYMqUKWnO8fDwwNPTM8O1goKCMuzz9fXNsK9YsWJ292fGmqJim0pi/TkvJnJWq1Ytwz43NzeeffZZAJYtW5ay/+zZs3z//feUL1+ejz76CDe3tGGiv78/JUqUwJ733nuPRx55hObNm/Pbb78RGhrqwFdRuEkw7iRjx4KfX9p9fn4wcSJ8/DH06GH2bdsGL78Mhw87v4+iEHH3MikqjcdBj7+g50EIvsu0/TsVVneEH0vD+j5wcApcP+na/gohXCc5zv7+GwXr34UrV65w8OBBKlSoQO3atTO0t2/fHoCdO3em7BswYADXr1/ntttu4z//+Q/z58/n3LlzGc7t1asX/v7+PPXUU/Tt25dJkyaxd+/ebNNm0jt48CBr1qyhVq1atGzZMmV/165dKVeuHPPnz+f8+fO5umZ2Lly4wMsvv0z9+vXx9/dPyStv0qQJACdOnEg5dtu2bSQnJ9OmTRuKFct5iuN//vMfRo8eTZ8+fVixYgWlSklRgdyQaipOYq2aMmSImcQZGmq/msrmzfDhh/DBB9CtG4wYAV27gru78/ssCpHiNiMj9V6DoFYmz/zkr3D8Z/AsAX3PmxVBrx0D3wqpI+1CiPwrq9UyPfyybvcJMu3zw8w3aOn5Vc76/IBaWbdbFzlzkkuXLgFQvnx5u+3W/TExMSn7nnvuOYKCgpgwYQKfffYZ48ePRylF27Zt+fDDD2na1KT4hoaGsnXrViIiIli6dCk//fQTAJUqVeKFF17gmWeeyVEfJ0+ejNY6zag4mNH5AQMGMG7cOKZPn84LL7yQm5eeqZiYGO644w4OHz5Ms2bNeOSRRwgMDMTDw4OYmBg+/fRT4uLi0hwPEBISkqv7rF+/HoAePXrg4+PjkL4XKZnlrxSFzZk541Zt25otK0ePav3661qXK2dyyps00To52Rm9E0VOcrLW0Xu0PvpT6r5fbtN6Xmmtfxug9eGZWseed13/hCjiJGfcIAc545cvX9aArlixot32Q4cOaUA3aNDAbnt0dLT+9ddf9dChQ7Wbm5sODAzUZ8+ezXBcQkKCjoyM1O+9954OCQnRgJ4yZUq2ryE+Pl6XKVMm5bVkttWsWTPNebeSM/7hhx9qQI8ZMyZD26ZNmzSgBw0alLLvl19+0YB+4IEHsn09WqfmjK9fv15Xr15du7m56UmTJuXo3MLCETnjMjKeD1WqBG++Ca+/DvPnQ3S0qWiXnAzPPw/33QetWqVWuRPipikFJW83G5g5xfX+Cyd+NaUTo2aCcoPbXoEGb6UeI798QhQe1qop+biaSk4UL16catWqcejQIQ4cOECNGjXStK9ZswaAxo0b2z2/ZMmSdOvWjW7dupGcnMzXX3/N+vXr6du3b5rjPDw8aNKkCU2aNKFVq1a0adOG+fPnM2TIkCz7t2DBAs6ePUutWrVo3bq13WPWrFnDP//8w7p162jbti0A7pavxpOSklJ+tuXu7k58vP05QAcPHgTI8BqAlJKJtpo1a4abmxvr16/n2rVrOU5VqVSpEuvXr6dDhw48/vjjxMfH89RTT+XoXCE54/mapyf062fqkQMcPAhffw2tW5tJnxMnwtWrLu2iKGyUgtAHoNW3cO9p6LwF6r4Gwa1M+5V/YX4l+H04HJsPCfILKEShUGUABLWAMm3hnqgCF4hbPfbYY2itefHFF0lKSkrZf/78ed56662UY6zWrFljN+/77NmzAPhZJntt3749JQ3GlrXmtl/6SWF2WCdnvvnmm0yZMsXu9sorr6Q5FqB06dIAHD161O51S5cuzblz57hx40aGNmu5wbVr16bZv3PnTt59990MxwcHB9O/f39OnTrFCy+8kKEO+dWrV+2+D2DSgNatW8ftt9/OyJEjGTdunN3jREZSZ9xJdcatLKU5Sff3IseuXYNZs2DCBNi1C4oXhw0boEEDB3VQiKxc2gd7/gunlkPiFXDzMv95N/nMVHERQjiU0+qMg6mEAlnngbuItfb2oEGDMj1mwoQJeHh40KFDBzZu3EjdunXp1q0b169fZ+7cuZw9e5aXXnqJ923Kl5UsWRJ/f39atGhBWFgYWms2bNjAtm3baNKkCZs3b8bT05NRo0YxceJEWrduTbVq1ShVqhT//vsvixYtQmvNmjVr0kzITO/w4cNUq1aN0qVLc+LECby8vOwed/XqVcqXL09CQgInT54kMDCQiRMn8sQTT9CwYUO6deuGr68voaGhPPzwwwCMHj2a9957jzZt2tCmTRu8vb1p0KABPXv25OTJk9x+++3ExMTQu3dvatSowYEDB/jll1/o06cP33//PYMGDUqz4FB0dDTh4eHs2bOH2rVrp9QZP3z4MMuWLWPhwoVZ1hm/ePEiXbp0ITIykrfffptXX301J3/EBZbUGS+kOeM5kZys9ebNWj/1lNbx8Wbft99qPWeO1nFxt359IbKUGKf16dVa73hB61/qan3DUo/30AytI5/V+uRyrRNjXdpFIQoDp+SMW61oa7Z8iGzyrAEdHR2ttdb6xo0beuzYsbpu3brax8dH+/v76zvvvFPPmjUrw3W//PJLfc899+gqVapoX19fXapUKd2wYUP9/vvv68uXL6cct2XLFv3EE0/o+vXr61KlSmkfHx9drVo1PXjwYP3HH39k2/9XXnlFA/o///lPtscOGzZMA/rjjz/WWmudmJioR48eratUqaI9PDw0oNvaBBJXr17VTzzxhA4JCdHu7u4Z8sD37t2re/bsqYODg7Wfn59u3Lixnjx5sj58+HCGY22v+fbbb+vbb79d+/r6an9/f12nTh397LPPpqnJnr7OuNWlS5d0q1atNKBfe+21bF9zQeaInHEZGS9gI+NZadPGjJKXLQvDhpn0lkqVHH8fITK1+3X46yNIijUrf5brCCG9oNpj2Z8rhMhARsaFyN8cMTIuOeOFyNq1sGQJNGtmyiaGhcliQsLJGrxlFhxq+wtUeQQu7oRD01LbD06Bc79BcqLr+iiEEELkI1JNpRBxczM1ybt2hagomDQJWrQwbf/+ayqzDB4MlrkgQuQNDz8I6W62phoSYsz+xBtmJdCk6+BVCsp3hQrdzKNPxpXuhBBCiKJARsYLqbAweOcdsFRGYvFieOEFCAkxAfnvv5sKdULkKaVM4A3g4Qv3noDWP5jUlTOrYPPDcOhr055wFS7ukF9MIVxhTwScXWe2Wco8F0I4hYyMFxFPP23y1b/8EmbMgG++MbXKN2wwI+pCOIVXSajcz2w6GS5uB1/LSm+nlsDG+8G3vBkxr9Dd5Jx7Fndpl4UoEupHmE0I4XQShhUht99uSiKePGkeO3ZMDcQ//hj+/tu1/RNFjHKD0neAXwXzvEw7aDEdglvD0bmwoQ/8WBquWWrrJt6QUXMhhBCFjoyMF0HFi8OIEanPjx2Dl182q3u2bw9PPgm9eplFh4RwGp8gqDrIbMkJcG4TnNsAfpaSQFuHw/lNZsS8QjcoGw7uPi7tshBCCHGrZGRcUKmSCcjfeces8nnffSbn3MlVH4VI5eYJZdtCvddM3jlA+c4QUAf+nQJr74Z5pWHbSNf2UwghhLhFEowLwNQmHz0aDh2CRYugeXOoVcu0LV8Oq1ZJhoBwsSoPQ/gvpnRi+GJTu9zPkm+enAQr2sCul+HsBimdKAqVorweiBD5maP+bkowLtJwd4cePeCnn0w6C5gR844doU4d+PRTiIlxaRdFUefhCxXuhqafQ93RZl/cOXDzgP3jYGUb+DEYNvaHC9tc29fCZk+EqbRh3fZEuLY/RYC7uzsJCQmu7oYQwo6EhATc3d1v+ToSjItsLV0K334LpUrBqFFQoQJ8+KGreyWEDd9y0GE19D0PredBpXvh7FpIuGTaL+6EP9401Vt0sku7WqDVj4Aybc32kJbqG05QvHhxLl++7OpuCCHsuHz5MsWL33rFLwnGRbZ8fODhh2HzZtixAwYONDnlAOfPmzKJN264tItCGF4loHJfaPE13HsSyrY3+89thD8iYGlT+DkEtjwGR+dBUrxLuytEdgIDA4mOjub8+fPEx8dLyooQLqa1Jj4+nvPnzxMdHU1gYOAtX1MV5b/YTZs21ZFOnqUYHm4e16516m3zzFdfmcosgYHw6KPwxBNQvbqreyWEHbFn4dQyOPGreSTZjKS7ecKZdeBTBgJqp04YFfatDDePHde6shdFSlxcHBcvXuTKlSskJSW5ujtCFHnu7u4UL16cwMBAvL29c3SOUmq71rqpvTYpbShuyeOPQ+3apm75p5/CuHHQpYuZBCqlEUW+4lPGTAKt8rCZ4HnlgAnEASKfhEv7oFgVUzYxpDuUCTf56UK4mLe3N+XLl6d8+fKu7ooQIg/kOE1FKbVbKTVCKSXL4YkUSpnR/h9+gKNH4c03TU65NRD/4Qc4fdqlXRQiIzcPKFEn9Xn4ErjjKyhZDw5Ng7Xd4Pehqe3Xjzu/j0IIIYqE3IyM3wZ8AXyglJoDTNRaSyVqkaJ8eXj99dTn587BgAHm5759TTpLmzaSBSDyoWKVocbjZkuKNWkrXqVM25V/YVF1KHGbZcGh7hDcKnVUXQghhLgFuZnAWRF4HTgHDAF+V0pFKqWGKaWK5UnvRIEWHAx798LTT8OyZWYEvV492LrV1T0TIgvuPlChCwQ1M889S0Djj8GnPPw9HlaFm9KJZzeY9iI870YIIcSty3EwrrU+o7V+R2tdFbgbmA/UB74CTiqlJiilGuZJL0WBVbMmfPwxnDgBX39tapdXrGjatm+H3btd2z8hsuUTBLX/Ax1Wmgmfd/0Ele8zq4EC/P0ZLG1mam5f2CalE4UQQuTKTZU21Fov01r3BSphRsvPA48D25VSW5RSg5VSPg7spyjg/PxMtZUtW0xOOcBrr0HDhnDnnTBzJsTFubSLQmTPM8DUMG8+xQTpAD5lTQ76n2/Csmbwc3nYMkRGzIUQQuTILdUZ11qfAd4FngNOAgpoBkwFjimlRt1qB0XhNXOmqb5y7pypXV6xoqnIIkSBEtYfOm+CPmeh5XdQtgPEnU+dHLHjedj3AcTslQBdCCFEBjcdjCulQpRSY4AjwE9AOWAhcA/wFpAEjFNKveWAfopCKDAQnnsO/voLli+Hu+5KjV9u3IDFi0FK6ooCwycIqgyAO2dB2wVmX3KSyS3f9X+wuB4srALbnoRzm13bVyGEEPlGroJxZXRTSi0ADgNjAE/gHaCq1voerfVCrXUEUAPYjpnsmd11o5RSOpMtQ2E8pZS3UuoppdRWpdR5pdRVpdR+pdRnSqnQ3Lwm4XpubtCpE/z0EzzzjNn344/QvbtZQOj9983ouRAFjps7dN0K9xyDZpOgVEM4/C2cs0z+jI+Bv7+Aq4dd2UshhBAulOPShkqp1zGBdSVMOsp6YALwk9Y6Mf3xWusrSqlFQEQOb3EJGG9n/9V0/fAAVgF3An8Bs4E44A7gaeARpVQrrfW+HN5X5EP33w9eXvDll/Dyy/Df/0K/fjBpksk/F6JA8asI1YeZLSkOkhPM/rMbYPvTZguobcomhnSH4NZSOlEIIYqI3NQZfwO4jAnAv8xhsLsd+DaH14+xjKhn515MIL4K6Kx1aukCpdQbwH+BF4DHcnhfkQ95eZmA/P77Yd8++Oor2LMHfC0LIq5fD40bg7+/a/spRK65e5sNoGJP6PEPnFwMJ3+Ffz6Hv8ZB9/1QojZcPQTufuBbzrV9FkIIkWdyE4w/AczUWl/L6Qla68XA4lz3KmtVLY+/2gbiFgswwXiwg+8pXOi22+Czz8zcN6Xg8mW4+25wd4dHHjGLCdWt6+peCnGTAmpAwLNQ+1lIuGpSWAJqmbY9YyDqOwhsAhW6mZHz0neAuqW590IIIfKR3NQZn5SbQPwmeCulBiqlXlFKPauUaqeUcrdz3F7L491KZfgfqYflcWXedVO4inVyZ/HisHIl9O4NkyebhYTCwyFS1oMVBZ2nP1S4O/WX/bb/gwbvmIWI9o6F5S1g+Z2pxydJPVAhhCjocpMz3hgT7E60lDRM314OGA4s1Frvuom+lANmpNt3WCn1qNZ6nc2+XzHVW/oAfyilVgLxQBOgNfA58L+buL8oIJSCli3N9vHHMG0aTJwIPpbK9ocOgacnVKrk2n4KcctK1jNb3dEQdwFOLQdtKTGUnAQLKkPxWmbUPKQ7lKiXGsgLIYQoEHLzXecLwFDgbCbtZzATPJ+7iX5MAzpgAvJiwO3ARCAMWKKUamA9UGutgfswOey1gGcsfWuHmVQ6y96EUlE4BQfDSy/BgQNmhBzMYkJhYXDPPaZkYrIsiCgKA+/SEPYgVBlonifdgGrDIPEK7B4Ni+vDglA4Os+1/RRCCJEruQnGWwJrLMFwBpb9qzGTK3NFa/2G1nq11vqM1vq61vpPrfUTwMeALzYVWSwre34PPA88BZQHSgDdgFBgvVKqd2b3UkoNV0pFKqUiz0m9vELDzeY3+Z13TIC+aRN06QK1apl0FiEKFU9/aPA23L0T7jluVgUNbAo+ZUz7uU2wpiv8/Rlc+de1fRVCCJGp3ATj5YDj2RxzEhMcO8pXlsc2NvteBvoBr2qtJ2qtT2utL2utl2BGzD2BTNdxtOS+N9VaNw0OlnmehVFYGLz7Lhw7Zlb5LFcO/rXEIklJJrdcFkIUhYpfCFQbAm1+gjKWfy7jo+FaFGx/FhZVh19qw/bnTG1zIYQQ+UZugvHrZF+lJBhT89tRrEPXxWz2WSdprkl/sNZ6NxANhCqlSjuwH6IA8vaGhx6CDRtg7Fizb9kyuOMOs02dCtevu7aPQuSZkO7Q4y/oeQCafAbFwuDITPCw/HN6eAYcnALXT7q0m0IIUdTlJhjfBfRWStmt7KyUCgB6W45zlBaWx0M2+ywFejN+MFBKeQPFLU/jHdgPUcC5W+rytG4N//sfxMbC0KEQEgKjRsGVKy7tnhB5p3h1qPU0tFtq0lmsiwkd/ha2DoP5IbCkMex+DS5ISSIhhHC23ATjkzAB8AqlVH3bBssEy+VAkOW4HFNK1VFKFbOzPwz4wvL0O5smyzrSvGIJvm1FYCrEbNNaS3glMggIgCefhD/+MAsHde0Kv/6auqrn/v2QKNN/RWFlu6pnu+XQbQ80eNeMlu97F/Z/mNp+bD7EXUx7/uGZcH4LnF0H88PMcyGEELdEZTIf0/7BSk0HHgE0pnrKCSAEKAso4Fut9eBcdUCpCMxkzPXAEeAKUA3oDvhgFg26V2sdbzk+BNgCVASigKXADczE0WaWnztorTdnd++mTZvqSCcXpw4PN49r1zr1tiIL8fFmxc/4eAgNNaPow4aZrUIFV/dOCCeJj4b4S+AfZlb+XFjNLC4U1NKUTtQK9r4NSTa5Xe5+0GwSVBngsm4LIURBoJTarrVuarctN8G45WLDgacB2zUP/wQ+01pPuYnOtcWs7tmI1NKGMZh0lxnAjPQVXJRSwcD/YQL2KpgR/lOYai7va63/ysm9JRgXtpKSzCj5l1/C0qUmKL/3XlMqsUGD7M8XotDQyXBhG5xcDCd/hYvbMz/WLxTuiXJa14QQoiByaDBuc1E/oCQQo7UukNPgJBgXmTl40Cwk9PXXMHcutG8P586ZxYRKlnR174Rwshun4OfMviZS8JAU8xdCiKxkFYznJmc8DUs98JMFNRB3hYgIWLfObEqZ5yJ/ql4dPvwQTpyAdu3MvrFjTdrKsGGwY4dr+yeEU/mWNyPg9vjJUrdCCHErbjoYF7kXEWHqW1s3CcbzPx+f1NXFH30UBg6EWbOgSRNo0QLmzHFt/4RwmgZjTY54ej5lIOGy8/sjhBCFRK6CcaVUMaXUi0qplUqp/UqpQ3Y2WepNFEoNGsCkSWa0/NNPISYGli9PbT92zGVdEyLvVRlgJmu6WYpY+VWG0AEQvROWNYcEKWAlhBA3I8c540qpksBG4DbgMhAAXAK8MEvWg1mBM0FrXcXhPc0DrsgZF4WH1nDtGvj7w/bt0LSpKZU4YgR0755a21yIQmVluHnsuNY8nlkLZ9ZA/Tdc1CEhhMj/HJUz/homEB8ClLLs+wTwB1oBO4B/gTo331UhCg6lTCAOUKmSSTvaswd694aqVU2OuSwmJAq9suGpgfiFSLN4UHKSS7skhBAFSW6C8V7Aeq31NNtSg9rYAnQDagOvOriPQuR7ZcrAmDEQFQU//gg1asBHH4Gb5W/YmTNmJF2IQu3EQtg7FtbeDXEXXN0bIYQoEHITjFcCbIvNJpO6ND1a67PAEqC/Y7omRMHj6Ql9+sDKlaY8YrFiJghv1w5uvx3+9z+4LHPdRGFV/01oNtms0Lm0KVzc6eoeCSFEvpebYPw6JgC3uoRZpMfWGcyKnEIUeaVLm8fkZHjhBVOZZeRIUx5xxAj4+2/X9k+IPFF9KHTcADoRVrQyqStCCCEylZtg/BhmdNxqH9BGKWV7jdbAaUd0TIjCwt0dHnsMIiNh61bo1w+mT4ddu0z7tWsQF+fKHgrhYEHNoOt2qDUKSjV0dW+EECJfy00wvg5oq5S16jLfA9WAxUqpp5RSc4EWwGIH91GIQuOOO2DaNFMe8d57zb7PPjMTQF95xeScC1Eo+JSBhu+CmwfcOA0b7oPrJ13dKyGEyHdyE4x/A8wHKlqef2V53hn4HOgLbMJUXRFCZCEwELy8zM933gmtWsH775sqLD17wtKlru2fEA516U84tRSWNoGzG13dGyGEyFdyHIxrrXdorUdorY9ZnidqrfsAdwAPAi2BtlrrmDzpqRCFVJs2MH8+HD4Mr74K27bB55+ntkt5RFHglesInbeAhz+sagd/fyHlhYQQwiLHwbhSqo1SqmH6/Vrr7Vrr77XWv2utk+2cKoTIgcqV4a234OhRmDLF7IuKgrJl4eGHYdMmiV9EAVayHnTdBuW7wvan4e9PXd0jIYTIF3KTprIGGJ5XHRFCGF5eUL68+dnTE4YMgYULTTpLo0YwaRJcv+7aPgpxU7xKQtsF0PgTqPKIq3sjhBD5Qm6C8fPAjbzqiBAio5AQk7Jy4gRMnGj2jRyZWqv8hvyNFAWNcoPao8A7EJLiYG13OLnM1b0SQgiXyU0wvhaz7L0Qwsn8/WH4cNi5E/buhXKWCv/dupkFhebOhYQE1/ZRFAEREdBpndmUMs9vRdwFuH7MrNi59x2QTEchRBGUm2D8NaCWUuotpZRnXnVICJE5paBGDfOz1tC1q8krv/9+k3P+3//C8eMu7aIozCIi4MMSZtP61oNxvwrQeTOE9ofdr8KGvpAgS9QKIYqW3ATjo4E/gVeAI0qpJUqpaUqpr9NtU/Omq0IIW0rB//0fHDwIv/4KTZrA22/DTz+Z9sREs/qnEPmaRzFoNdPkkZ9YBJsGurpHQgjhVB65OHawzc/lLJs9Ghhysx0SQuSOu7tJV+nWzZRHLF3a7P/mG3jvPRgxAgYPNrXNhciXlDJ55KUagU+w2aeTTX65EEIUcrn5l65KDreqDu6jECKHqlSBgADzc8WKpizi88+biaCPPmpqmAuRb5VtCyVuMykwvw+BXS9DcpKreyWEEHkqxyPjWusjedkRIYRjdelitj174MsvYcYM+PPP1IA8KcmMqguR7+hkcPOBfe/Dxe3Qajb4BLm6V0IIkSfkO0AhCrn69U0wfvIkfPut2RcdDaGh8Nxz8M8/ru2fEBm4uUOzL6H5VDi7AZY2MUG5EEIUQrlZgbNyTre87LAQ4uYEBECdOubnK1fgrrvgiy+gVi3o1Al+/tlM+hQi36j2GHTaaH5e2x0SpbC+EKLwyc0EzijM5Mzs6FxeVwjhZJUrw+zZcPo0TJ1qFhTq0wf27TMBu9ZmTp0QLle6KXTdDpf/Ag9f88upE8FNKuwKIQqH3ATN32I/GC8JNARCMQsDSW65EAVEuXLw6qumROLmzakj5wMHQnw8PPkkhIdLYC5czCcIfFqbn/8eD0fnQut5pk65EEIUcLmZwDk4szallBvwOvAEMOjWuyWEcCYPD5O2AmbgMTTUjJbPmwe1a5vyiI88AiVLurSbQoBfJYjZA0sbQ+u5UOYuV/dICCFuiUMmcGqtk7XWb2BSWd5zxDWFEK6hFLzzjlnJc/p0KFECnn0Wxo0z7TonyWqicHq3L7x/CV68BMHKPHe2yvdB59/BswSsag9/fya/lEKIAs3R1VQ2AZ0dfE0hhAv4+sKgQbBlC2zfblJWABYtgpYtTWWW2FjX9lE40cyZ8PZSOG95fh7zfOZM5/elZF3oshUqdIPto8xIuRBCFFCODsYDgWIOvqYQwsUaN4by5VOfR0ebQL1iRXjpJfj3X9f1TThAbCwcPQqRkbBkiVm+ddq01PYXXoDHHoPr19Oed/26mXTgCl4loM3P0GkDlGpg9iVccU1fhBDiFjis6olSqiPwAPCno64phMh/evWCnj1hzRqYMAE+/hh+/BEOHpSJnvlGQgKcP5/6CWrTJti6Fc6eNdu5cyYAX7bMtD/8sJkgYKtcObNsK5g/2Ph4+/c6ejRvXkNOKDcIvtP8fGoFbHoQWs6ACne7rk9CCJFLOQ7GlVKrs7hGJcBaX/zNW+2UECJ/UwratzfbiRNw+LDZFxcHrVvDvffCkCFQtqyre1pIJCfDxYsmiLYG1GfPmtFqX1+zvOrkyantFy+a865fN+0//ACffmqWXC1TBoKDzR9OcjK4uZk/rC5dTJt1Cw5Ovf+HH8LcuXDETrGsSpXyRy3M4tXAt6KpR17/Taj7ignWhRAin1M6hxNflFLJmTRpIBrYCnyktc4saM93mjZtqiMjI13dDSEKjWPHzGDqqlXg6Ql9+5pc89atXR+r5Staw+XL4OMD3t5w6BCsXJk6am0NtidPhqpVTSA9alTG6xw8CNWqmZm206dnDKYHDzbBuDU4L1nSBN83Y+ZMGD48baqKn5+ph1m9Onz1levL7SReh63DIWomhPSClt+adBYhhHAxpdR2rXVTu205DcYLIwnGhcgbf/1lYrPp0+HSJVPDvEULV/cqj12/njaQPnfO1IusVg127oRXXkk7qh0fDytWQMeOJs/nvvvMdQICUgPqSZOgbl3YswfWrTMBtm3AHRR088H1zZg504yix8WZ+pdvv23SVP77XwgJge++S62R6Spawz9fwI7n4I4JUH2Ya/sjhBBIMJ4pCcaFyFvXrpnqKw88YEbGX37ZBOdPPgm33+7q3mUjPh4SE83o79WrMH9+xpHroUOhd2/YsQOaNMl4jenTzUzXnTvh8cfTjlqXKWOWPa1SxVw/Jsbs9/Z28gvNpfBw87h2beq+33+Hhx6CqCgzofO//zXF610pZi+UuM384sWeBZ8yru2PEKJIyyoYl2XrhRB5plgx6N8/9fn16yY+/eork7ry5JMmHnVK/JmUZNI1bEeuK1c2Q/Y3bsCAAWnbYmJgzBiIiDDB8sMPm+t4eqYG1deumX1hYfDee2lHroODUydQNmpkJlBmxt/fbAVV8+awaxc8/bRZLWrkSPMeuFLJuubx6mFY0giqD4cG74Cb/LcnhMhfcpMz/howBgjVWp+00x4CHAZe11q/79Be5hEZGRfC+S5cSA3IDx6EZ54xKdG5prWpCOLra57/8otZqch25LpxY/i//zPt/v6pwbPV0KEmLzs52QTMpUunHbkODzdpF0lJpn5jmTJmFaSinABvb2Tc1unTphJLUpKp1tKtm7N6Zl9SPOz4DxyYAGXbw51zwCc4+/OEEMKBHJKmopT6Hbiste6UxTHLgACtdcub6qmTSTAuhOskJ5s5i6GhUKuWGTj+YMw1Rt5/lja1z+J2/qwJenv0MCe8/LJJB7EG2+fOQZs25iJgJhFaC56XKmUC6p494aOPzL6PPjITJm1HritUMMeKnMsuGLf6+muTX/7QQ6YGZgkXT6Q8NB22PmHSVe76CUrb/T9RCCHyhKPSVKoD32VzzD5gYC6uKYQozOLjwcvL/Lx9O+zblzJq7XbuHJ3d3GDKFAAqj+jOvB2LYWnq6Yk1auNhDcaPHjUVSCpWNCPeZcqYyY1Wixeb0e+goNR72nrhhTx6kcKuRx4xdS/feMPUOZ85E1q1cl1/qg6GkvVhQx84OFGCcSFEvpGbYNwXuJ7NMbFA8ZvvjhAiX0tMNHkmtlVBHnjAVPSYMcNUBbFNE4mPN4niSsHnn5uVHcEEy2XKmLJ9FuWee4jEI23ZfqwMP28MZtWfZdCXyvF7kimPzaxZWfetZs28e90i9zw84PXXTbWYhx4y6T6ff24mCrhKYGPoEgkeloWirx0zI+Xu+XzSrBCiUMtNMH4cyK44WQvgxM13RwjhVMmW5QPc3MzI87ZtaScxnj1rUgyCguD992H0aJOrbatzZ5NrfeqUqZcdHAxNm6amgiQlmcDsjTfgtdfM/uLFM+ZdDxiAB9Dcsu3dC3//bQLx5GTo18+sS/PQQwV7rmOR07Klmdz5zDP2K844m0+QeUyKhzWdwbMk3DUP/EJc2i0hRNGVm5zxz4CngIe01t/bae8PzAImaK1HOrSXeURyxkWho7Wp/GEbUDdvblZb3LoVxo9PO3J9/jxs2WKCpClTYJhNTebAQBM4//KLqZW9fj2sXp12gmOZMlCjRp6XsTt1Crp2NeW2AwJMtcARI8x6M8LJcpoznpVXXzW1LW1L7bjC0R9hy2Dw8IM7f4CybV3bHyFEoeWoCZwhwB6gJLAAk9l5AggB7gZ6YVbibKi1Pn7r3c57EoyLAsG61PiVK7BxY8aR66FDTZ3AjRuhUydTYcTW/PmmFvbKlfDEExnL7w0fbkrznTsHJ0+mLibj6emKV5sprc3iQRMmmJXZ4+PNSp/t27u6Z0XMrQbjcXHQoQP89pvJK//iC/NNiatc2g8b7oUrB6HROKj1TNGuliOEyBMOW/RHKdUUmAuEArYnKiAK6Ke13n7zXXUuCcaFSyQkmBFpazAdEmKGeKOj4aWX0uZjnzsHb75plkL/66+0Q8He3mbE+8MP4f77TZrJF1/YH7kOCHDZy80L586ZxR5HjjSfGf73PzhzxnyuqFjR1b0rxCIiTLqRlbUOe24lJprVO996yyx6NGsWNGvmqF7mXsJl2PwI3DgNHdeDu50JwEIIcQscugKnUsoT6InJDy8JxABbgEVa64Rb6qmTSTAuHG79ehMV2qaC3HEHPPqoGcotX94sPGPrhRdMQH3lipmEaLvceXAw3HOPGY2MjTUrOVrb/P1lBM9i2DCYOtWkvvfqZVJYOnRw7krx4iZs3AgDB5oFlo4ccW35Q51sgnKvkhAfDXEXoXg11/VHCFGoODQYL0wkGBd2aW0CY2sw7eZmVmkEMxL4zz9p00TCw2HOHNMeFGSqjYAJlEuXNgnO1lrX//kPlCyZNuCuVs3Uuxa35PBhs/jj1Knmi4fHHzcLC4l8LibGlL3s0MH83Tt/3nwIdaXfBsDJX6HVTAjp7tq+CCEKBQnGM+H0YNxRX/GKm7dvn4nabEeu/fxMKghA9+4mtzo+PvWcFi1MsjKY3OwzZ9KmgjRrZvK2wRzn72/2ly6d5xMbRUZxcTBvnvmM06KFWQdo7FgzWn7HHa7uncjSN9+YlKxJk0z5HFe5etjUI4/eDbdHQL3XQMnXLEKIm+eoCZyvAWOAUK31STvtIcBh4HWt9fu30F+nccnIuCMqEQgTLJ8/b4LpixdTZ/HNmmVm9dmOXLu5mXXXwaR8LFiQeh1fX2jY0CxKAvDJJ2Y5b9s0kUqV0i4uIwqUn34y8wSvXTMVF5980pRG9/Nzdc9EBv/+a2pXbt0Kjz0Gn37qujqWidfNip1RM6BCD2g1w6SwCCHETXBUMP47cFlr3SmLY5YBAVrrljfVUyeTYDwfOnXKTFS0Hbk+d84EyT4+Zohz3Dgz2dFWQoIZhR41ypTasB25Ll/e5GQD7N5tcq+twXaxYk5/icL5Ll82axJNmGC+HClXDqKizBxYkc8kJJhvEN95B6pXNx+wm7potUyt4Z//wV8fQect4FvONf0QQhR4jgrGLwDfaa2fzeKYT4CBWmsXJ/zljATjeUhruHQpNaCuX99U9Ni61URFtiPXZ8+a9I5q1UzQ/NJLqddRyuRh795tguqff06tdW0bcLdsaVmmUYjMaQ0bNsAff8BTT5l9zz9vFofs0UOyivKVdevM5M4vvjClOV0p8QZ4+EJyIpxdC+U6urY/QogCJ6tgPDf/9fgC17M5JhZwYcFYkeeuXTNLI6Yvv/foo1Cvnsm3HjzY7E+wKa6zdi20bWu+hv7uu9RAumZNk4ftZSkldt99qas3liljFp6xDbLvvddsQtwEpaBNG7OB+YJl7lz4+GNTEnH4cJP+X768a/spMP9e/POPSSUD+OEHaNXKNbUrPSx9ODgRIkdC7eeh4XvgJp/ehBC3Ljf/khzHlDPMSgvMQkCiIIiLSx2dLlPG/Cd39qxJA7EdtT571nxl/NBDZkixZbospGLFzNBivXrm+/8uXTLWuq5f3xzbvz88+GDmfapSxWxCOEGpUnDoEPz6q0lh+e9/zVzeRYvMip/CxayB+OXLZsEqMCvF9unjmv5UGwaX/4K/xsHF7dD6e/Ap45q+CCEKjdwE40uBp5RSD2itv0/fqJTqD7QFJjiqc+ImJCebpNj0qzQ2awY9e5rJji1amH2XLqWeN3YsvPKKCdDHj08bSNeqlTpUWKeOWR7d2h4cnDbvul49U1suM1IXW+QzHh4mC6J3bzhwACZPNgOwAD/+aBYlfeQR15bALvICAmDLFjMg0Lev+Qrj44+dP+fD3Quafg6BTWHbE7C0Cdz1M5R2UU67EKJQyE3OeAiwB7PQzwJMcH4CCAHuBnoB0UBDrfXxvOisozk9Z3zmTBgyxAS8oaEmAB4wIPPjtTbfo587Z4LYmjXN/vfeg+PH0wbcXbuaEe3kZJPykZSUeh03N5MY+8EHZuW7hx+2P3Jdtaq5J0jQLAQm4+qbb0zllQEDTHnERo1c3asiLD7efH3xwQdw222mPrmrZuFe3AmbHoKWMyQYF0Jky2F1xpVSTYG5QChge6ICooB+WuvtN99V53JqMD5zphnNuW6Tdu/tbQLjqlXNQjAjRpj9vXpBZKQJshMTzb6774bFi83PoaFmURrbSYwdO6aev2BB6sIywcEm71qWIhTipmzfDl9+aYp63LghiwnlC6tXm5S5Zy31BLR2zQBCchK4Wea0HPkBKvYGdynRI4TIyKGL/iilPIGemPzwkkAMsAVYpLVOyPzM/MepwXhYmFnuOTPNm5uvYcFUE4mOTjtyXa2aOQbMqLdUDhHCqaKj4dtvzWfnnj3NQqsffmg+Y1et6ureFWErVpg/iOnTXbeSbfRuWNIQSjeDu34EPxdMMhVC5GtOW4FTKeUG9NRaL8j24HzAqcG4m1tqCogtpUyFEutEJSFEgTB/vin+k5xsssSefNJ8gSWfk51s5kwYNszkEn39tflm0RWO/QybB4G7D7T+AcqGu6YfQoh8Katg3CG5C0qpUKXUW8BR4CdHXLPQqVw58/0SiAtR4Nxzj/my67//hV27zGh59eomg0w40YABsGOH+be0d2/zqcg2HdBZKt0LXbaCd2lY3RH+/sL5fRBCFEg3HYwrpdyVUn2UUkuBf4FXgfLASkd1rlAZOzbj+tt+fma/EKJACgmBiAgTlM+bBw88AMUtKy2MH28WGHLgl48iM7Vrm4XDnn/eJPjPneuafpSobQLyiveAVynX9EEIUeDcTM54VWAYMBiwFlg9D0wEpmqts0iMzl/yfTUVIUSBdO2a+St+4YKp9vnkk2YxyeKyJFrei4yEJk1MCuBff5kqVM6ewG47ofTYT1Didgio4dw+CCHylVtOU1FKeSil+imlVgD/AP8HlMKkpChggdb6vzcbiCulopRSOpPtdCbnuCulhiql1iulopVSN5RSh5RS3yulat5MP/LcgAGmxnfbthAVJYG4EIVUsWJmtHzKFPD0NMF4hQqmRL/IY02bmkD41Ckz6b1bNzht97+RvGMNxBNvQOQzsOwOOCF/+EII+7Jc9EcpVQMzCj4ICMIE3tuB6cAsrXW0UirZQX25BIy3s/+qnX75Y2qdtwd2Ad8AsZia53cBNTEfGoQQwiWKFTNfhD32GGzdarInrDXK1683iwn16WOWBRB5oFw5sybDc8+ZdRSmTYPu3Z3bBw9f6LQRNvSBdT2h3hi4/b+gpNSsECJVditw/o2pJ34G+BiYrrXem0d9idFaR+Tw2ImYQPwJrfXE9I2W8otCCOFySpkBWmtlUjBFP775xlQtHTrU1C7PbI63uElKmbUX2raFBx+EHj1g5Ej49FPnpq34h0Gn32DbCPjzDbi4Hdr8DG65WQBbCFGY5eRfJA0sAX7Mw0A8x5RSjYGHgO/tBeIABa3euRCiaPn6a1i61GStvfceVKkCTz/t6l5lLyLCxLjWLSLC1T3Kgdtug99/h1GjTJUVVyyA5uELLabBHROgVAMJxIUQaWT3L8LrwBDgUWCwUupvTIrKDK31KQf3xVspNRCoDFwD9gDrtdZJ6Y57yPI4WylVArMAUSXgArBaa33Qwf0SQgiHcnODLl3MdvQoTJpkJnwCxMbChAnwyCMQFOTafqYXEQFr15qfrY8Fgo8PfPKJKQoPsGePyRV66innrdypFNQYkfr83Ca4dhTC+jvn/kKIfCvLIQKt9VitdVXgbuBnoBrwHnBUKfWrUup+B/alHDADGIvJHV8NHFBKtU133B2Wx1BMScUZwDuY1JV/lFL/U0rJshtCiAKhcmV4+22zbg2Yld6ffx4qVjQB+ZYtUh7RYayj4lOnmq8ievaEs2dd05e/P4VND8L25yBZvswVoijL0fd1WutlWuv7MCPQrwBHMAH6bEwaS0OlVJNb6Mc0oAMmIC8G3I4JrsOAJUqpBjbHWsspfgysBeoAxYGOmOD8ScyIfv4TEQHr1pmtwHzHK4Rwpm7d4I8/TC75/PnQsiU0bgznz7u6Z4XI+PHw2WewcqWZ3Ll0qfP70HIG1Hwa/v4EVneCG2ec3wchRL6Q6zrjKScq1QEYDvQGvDBB+R5gitb6fw7pnFIfAc8D87XW91r2/Y2plrIXaGCbxmIJ2ndg0lyCtNbxdq453NJvKleu3OTIkQJTFl0IUcRcuWKWJ1i3DmbNMp/hf/jBxI+1a7umT+Hh5rFApalk5o8/4KGH4M8/YdEiM8nT2Q5/B1uHg1cgdP4NioU6vw9CiDyXVZ3xmw7GbS4ehFkAaCgmSNZaa4ekiSilqgMHgIta69KWfb8DzYD3tNaj7ZxzEJNO01BrvTur6zt90R8hhLgF8fFQvjxcvAjt2pn65b17m1rmzlKognGAGzfg88/NBE8vL0hIcO4bChC9Cw58ZSZ4StlDIQqlW170Jyta6/Na64+01rUx5QZn3+o1bZyzPBaz2fe35TEmk3OiLY++DuyHEEK4nJcX7N8P77wDhw5Bv35m4qcsJnQLfH3hpZfMmxsdbZZM/fJL5ybql2oIzb4ygfj14yaPPCnWefcXQriUQz+Ca63Xaq0HOvCSLSyPh2z2rbQ81kt/sFLKG7CuORzlwH4IIUS+UKYMjB4N//5rMisaNkytUf7nnyYNOtlRS7EVNYmJULWq+crhnntck6h/conJI19xl6m2IoQo9Fz+fZhSqo5Sqpid/WHAF5an39k0/QicBB5QSjVLd9rrQAlgjdbayesfCyGE87i7mxTnxYtNDjmYOYmdOkGdOqaSX3R01tcQ6QQHw6+/mjdv6VK4/XZYscK5fag+DNrMh8t/w9ImcHq1c+8vhHA6lwfjwAPAaUupxAlKqfeVUvOA/UB1YDHwkfVgrfU1TI66BjYopWYrpT5SSm0AXgXOAo87+0UIIYSrffYZzJhh6pM/9xyEhMCLL7q6VwWMm5vJH9+6FQIDYdw459eWrNgbum4DnzKwphMcX+Dc+wshnCo/LAO2BqgFNALuxOSHxwAbMTXEZ+h0s0y11isso+KvY0oalgBOA18Bb2mtTzqt90IIkU/4+MDAgWbbtcukPvv7m7bkZPj+e5N94SszarLXoAFs22ZW7VQKjh+Hq1edV8YmoBZ03gJ7xkDZds65pxDCJW65mkpBJtVUhBBFxZo10L49lCoFjz4KTzwBNWpkf156ha6aSk7dd5/JCfr0U1ME3lkrd1ol3oDfh8LtYyCgpnPvLYS4ZXlaTUUIIUT+Fx5uAvJOnUw6S82a0KULnJbZNTnz2Wdw550wfDj07QsXLjj3/lcOwOllsOwOOL7QufcWQuQpCcaFEKIIUMoE5N9/D0ePwptvwuXLJr8czMJCp065tIv5W4UKsGwZfPSRqSXZoAHsznIpC8cqVR+6bofiNWB9b5O+oqVsjhCFgQTjQghRxJQvD6+/Dps3g4cHJCWZhSgrV4b77zcpKEU4gzFzbm7w/PPw+++mhE1YmHPvXywUOm2Eqo/Cn2/Cjuece38hRJ7IdAKnUupm6ylprXWHmzxXCCGEk7m7mwD8q69g2jSYO9eURxw3Du6+29W9y4caNTL54wCxsSYB/5VXTO5PXnP3geZTIagFlJGJnUIUBplO4FRK3ez3X1pr7X7zXXIemcAphBBp3bhhUlkmTIB334UOHUwhkfPnYe9eGDIE4uLMyp9jx8KAAa7usYvt2mXepNhY+PxzMzvWmZM7tTYTO8u2hypF/Q9DiPzrpiZwaq3dbnIrEIG4EEKIjHx9YfBgU2a7fXuzb/x4Mxj8yCMmEAc4csTMZZw501U9zScaNjS5482bm08q99/v3NWWEq+ZyZ2bB8L2UZCc4Lx7CyEcQnLGhRBC2GUd4H3lFVMSMTnd96XXr8Orrzq/X/lOxYpmpc733oP5882nFmfx9IcOq6DWs/D3p7CqA9yQEjlCFCRSZ1zSVIQQIltubvYndSplKv3Vqwc9e5oRdGeX4M5XIiPNSku1a5tFgry9wdPTOfc+PBO2DjMVV+7eCUrG24TILxxWZ1wp5aaUeloptUUpdUkplWjT1siynL2sRiCEEIVM5cr291esaEoivvEGNGlijhsxAnbscG7/8o2mTVNX6Xz8cWjdGv791zn3rjIAOm+GJp+aQFxrKYsjRAGQ42BcKeUFrADGA9WAK4Dt+Mdh4DFAZpAIIUQhM3Ys+Pml3efnZyZ5btwIZ86YSizNmsGMGbB/vznm2DGYPh3OnXN6l13vnnvgn39MXvk33zgnMC7VAMqGm5/3vWsmdybF5v19hRA3LTcj4y8C7YA3gLLAFNtGrXUMsB7o4qjOCSGEyB8GDIBJk0zWBZhqKpMmpVZTCQ42Ez9//NFUXunb1+xftMgUGClb1gwSv/++CdSLxIBtv36wZ4/5ymDwYHjwQYiJcd79kxPg0NewojVcO+K8+wohciXHOeNKqX3ABa31XZbnY4D/2lZPUUpNBHpqrSvkRWcdTXLGhRAid8LDzePatTk7XmvYudME5QsXmvQVd3czUl6qFJw8CWXKmMWHCq2kJPMp5NNPYft2k9vjLMcXmUorbp5w5xwo19F59xZCpHBUzngVYEs2x1wEAnNxTSGEEIWYUtC4MYwZY+LQo0fhhx9MIA4wcKAJxgcMMPXNL11ybX/zhLu7KUlz8KAJxJOTTe5OYmK2p96yij2hSyT4lIO13eH6iby/pxAiV3ITjMcCJbM5pjIQc7OdEUIIUbhVqgR9+qQ+HzUKeveG5cuhf38ICjIrzhdKxYubx2XLTO5OmzZw+HDe3zegBnTeAnf9BH4hZl+yEz4ICCFyJDfB+C6gs2UiZwZKqRKYfPGtDuiXEEKIIqBXLzPx8/RpMxH0ueegQQPTFhNjRtVfe80sQpS+znmBdffdMHs27NtnXqwzVk7y9IeQ7ubn44tgSUO4/Hfe31cIka3cBOOTgErATKVUgG2DUqokMB0oBXzlqM4JIYQoGtzd4c47TWq1dc2cs2ehRAmzlk7z5hASAsOGwYEDru2rQ/Tvb1bubNDA5Oq8+KLz7u3pD7FnYFkzOL7AefcVQtiV42Bcaz0bE3D3Bc4BIwCUUpHAKaA3MEFrvdjx3RRCCFHU1KwJa9aYoHzmTGjb1uSbJyWZ9g0bYPJkU+e8QAoNNS/wzTehRw/n3bdsO+i6HYrXgvX3wO7XITnJefcXQqSR6xU4lVKDgWeB+qTWGd8LfKy1nubQ3uUxqaYihBC5k9tqKo4WH28WtFQKnn4avvjC7G/WzKS89OwJt99egFcBfe018PIyEz7zusRMUixEjoR/p0Kb+VCxd97eT4gizGErcAJoradrrRsB/kBFoLjW+vaCFogLIYQoeLy8UgPtzz4zZbzfftvse+211PrmAH/+aYL3AkNrs0rSmDHmU09UVN7ez90Hmk+BDqshpJfZl3gtb+8phMgg18G4ldb6htb6pNZa/uYKIYRwOqXMKPirr8KWLaZm+Xffmf2JiaZYSXAwPPCASXO5eNHVPc6GUmalzu++M58yGjSAOXPy/r5l25l7X9oPC6rA4e/y/p5CiBQ3HYwLIYQQ+Un58maip9W335pAfP361Hrmn39u2vL1CqADBsCuXVC3rlm589gx59zXKxBK3AabH4bIZyCpIH2tIETBlWlCmlLq0E1eU2utq93kuUIIIcQt8/AwcyJ79DAlESMjzSqg1mB9wwZ4/HGTY96rF7RsaSq65BtVq5pPEZGRpjg7wKFDZn9e8S0L7VfAzv+Dvz+B6J3Q+gfwLZ939xRCZDky7oaZoGm7eQNhlq0S4Gt5tO7zzuaaQgghhFO5uZkJnm+9ZR6t+ypVgvHj4a67oFw5Mwh9/rwre5qOhwe0aGF+/vlnqFULxo5NLSeTF9w8ocnH0GoWXNwBf43Pu3sJIYAsRsa11mG2zy21xVcCR4DRwEatdZJSyh24C3gXE4h3zLPeCiGEEA7QurVZ9fPSJbMg5qJFZrS8RAnTPm0a3LhhRs6tA9Mu1a4d3HefmaW6fLnJK8/LjoU9CKUagr9lJD72PHiXLsBlaoTIv3Izij0WKAmEa63Xaa2TALTWSVrrtUA7INBynBBCCJHvlSgB998PM2bAwYOmbCLA3Lnw1FNQubJZBTQiwqzR4zIlS8KsWWaC544dUL++GS3PSyXqgLs3xF+C5c1hy6OQeCNv7ylEEZSbYPxeYIHW2u6MDq11LLAA6OOIjgkhhMhfIiJg3TqzKWWeFya2g76LF8Nff8EHH0CxYibF5b33UttXr4bYWBd08JFHzOTOWrUgLs459/UsDlUegcPfwIo74WqUc+4rRBGR40V/lFI3gIla61FZHPMpMFxr7euY7uUtWfRHCCFETpw7B1evQpUqcOCAWR20WDHo3NmksnTvbqq1OE1SUuqM01mzTIea2l1PxHFO/AKbBoJyhzvnQPlOeXs/IQoRRy368y9wn1KqRCY3KQXcB9xsFRYhhBAiXwoONoE4mNSVJUvMIPW2bfDYY2YC6JIlpj0x0QmlE62BeEKC+YqiZUt4/31TOiavhPSArpHgWwH2vpPP60MKUXDkJhj/CqgAbFVKPaKUClNK+VoeBwG/A+WA/+VFR4UQQoj8wNsbunaFCRPg6FGTwh0RkVo28fPPoUYNeO45WLPGxMt5xtPTrHh0zz3w8svQsSMcP5539yteHbpsMSUPlYK4C5BwJe/uJ0QRkOM0FUhJQ3kasHeSAj7XWj/roL7lOUlTEUII4WiLFsGXX5q88rg4M/eyZ0+YPt2UVMwTWpsSME8/Db6+8M8/EBiYRzezuefau+HaEbjrZyhRO2/vJ0QBllWaSq6CccvFWgKPAY2AEsAlYAcwXWu96Rb76lQSjAshhMgrV6/CihUmOL9yxVRoAXjpJQgJMQG6w9fw+ecfc9OnnjLPbXPL88KZtbDxfkiKhZbfQKV78+5eQhRgDg3GCxMJxoUQQjhTYqKZZ2ktk1ivngnKH3wQbr/dwTfbsAGeeMLUJG/UyMEXt3H9OGzoCxe2wm2jof5b4JafljMVwvUcNYFTCCGEELfAw8NUJjxwAD7+2EwM/eADs/AQmEWIFiyAa9ccdMNLl0wy+7hxeTe5068idFwP1YdD1ExIuJQ39xGikLqZNJUWwFBMmkpJTJrKdmCapKkIIYQQuRMdbeZCliwJ338P/fuDj4+Zi9mzJ/ToARUq3OTFL1yAYcPMAkGdOpnE9Zu+WA7EngefIEhOgMv/QMm6eXcvIQoQh42MK6XeBn4jNWe8CtAQGAJsUEq9c2tdFUIIIYqWUqVMIA5w772wciUMHw5798Ljj5v88sOHTfuVK7msKFi6NPz4I0ycCBs3wg8/OLr7afkEmcc/34ZlTeHQt3l7PyEKgdws+tMP+B44ArwFrAZOAeWB9sDrQGXgQa11Hv9tdwwZGRdCCJFfaW0C8rVrYeRIs2/gQFi/Hnr1MlvbtqbUYo4cOgRhYaaky44dULs2+PnlTedjz8LGB+DsWqjxFDT+GNy98uZeQhQADpnAqZRaD9QAbtdan7fTHgT8CfyttW57C/11GgnGhRBCFCRz5pht+XK4cQOKFzdZKOPG5eIi1qVEg4Nh9mxo0CBvOpucCLtehr/GQfCd0Hou+JbPm3sJkc85Kk2lATDPXiAOYNk/F5O2IoQQQggH698f5s83qeCLFpkqLKVLm7bEROjeHT76yFQ4zJS/P8yaZZLVmzWDTz7Jm8mdbh7Q+CO4c47JH4895/h7CFEI5CYY9wCuZ3PMdctxQgghhMgjvr5mYufEifDKK2bfyZNw4gS8+CLUqmW2F180lVsy6NQJ9uyBLl3MUqHdupmh9rwQ+gD0Pgyl6pvnZ9bkMvFdiMItN8H4v0APpZTdcyz7u1mOE0IIIYQTVa5syiZGRcHnn5v08E8/hePHTfu+fTBvnpkECpg0lQULYMIEU2HFxyfvOudRzDyeXAqr2sPmQZCY3fieEEVDboLxWUAdYIFSqoZtg1KqGjAPuM1ynBBCCCFcIDTUTPhctgzOn4e77jL7v/sO+vWDoCAzIP6//8HRYwpGjICvvzb1Ff/6y4yU59UoefnOcPsbEPUdrLgTrh7Om/sIUYDkZgKnF7AcaAMkAycx1VTKASGYwH4j0FFrHZ8nvXUwmcAphBCiqEhMhE2bTK75woUmr7xkSTh3zixGdPIklJv7GW6jnjVLg86ebR7zwolfYdNA8wHgzjkmSBeiEHPIBE5LgN0JeBU4DFQE7gAqWZ6/CnQoKIG4EEIIUZR4eECbNvDhh/D332YQ/NtvzX6A9u2h4vvP8NndS4g9fg7dtCl88UXe5HeHdIeu28CvEiRcyf54IQqxXK/AmXKiUv5ACeCS1vqqQ3vlJDIyLoQQQphiKjNnmhHzpUvB9+pZvnV7lK7Ji+HLL+GJJ/Loxomm6grAySWmBKJnQN7cSwgXckid8cJIgnEhhBAirbg4WLcOFi7QDPH8lkbvPcDB4z4Mf+gqne71p1cvuO02k2HiMLFnYUEYFKsMd/0MJeo48OJCuJ6j6owLIYQQopDz9obOneGL/ykajR8EPj5EH7nMN3sa4vPKf2hSL5Zq1WDUKDh1ykE39SkD4UsgPhqWNYOjPzrowkLkf1mOjCulVt/ENbXWusPNd8l5ZGRcCCGEyIHYWHjpJfj8cy5UrM9rVWczY/ttHD0KgYGwZAnExEDXrlCq1C3c5/px2NAPLmyB216GBu84eAheCNe46TQVpVQyoIHc/E3QWmv33HXRNSQYF0IIIXLh11/h0UfhyhUSPvgYz5FPgFLce69ZGdTd3UwS7dULevaEatVu4h5JcbB9lBktr/+Gg1+AEK5xq8F4ArAImALYW8crA611gVj4R4JxIYQQIpdOnzYB+bVrsGYNuLuTnAxbt5oJoAsXwt69Jihft86c8uefUKeOCdZzTGszKn52A3j4QWCTPHk5QjjDrQTjg4ChwJ2YEfK1wGTgp8JQwlCCcSGEEOImJCfD5cumUPmZM/DHH9CxY0rzoUMmbaVxY4iONot9BgZCjx5m1LxTJyhWLAf30drkkMf8Ac2+gqqD8+gFCZG3bnoCp9b6G631XZiVNT8F6mNW2DyplPpYKXWbw3srhBBCiPzNzc0E4gBvvmmi6xdeMKVYgKpVTSAO4ONjVv/s2BF++gnuvRdKl4Z580x7lkXdlILwxabk4ZZHYduTkFTgxwKFSCNH1VS01n9prZ/DrLT5ELAbeBb4Qym1USn1iFLKOw/7KYQQQoj86MMPYcQIGDcOWrY0qwnZ8PWF/v1h1iyz2ueqVebwBg1M+w8/QNOmJqbfudNOcO4TDO2WQZ0X4cCXsCoc4i855aUJ4Qy5Km2otY7XWs+xVEupCXwA1ACmAV3yoH9CCCGEyM/8/GDCBDOD8+hRMyS+fLndQz09zUqfn3wCNWqknu7lBRER5tTQUHjqKVPAJYWbBzT6AFr/AP7VZWEgUajcSp3xypYtAFNtJdkhPRJCCCFEwdO7N+zZA337QpOcT7bs2RM2bTLzQr/+2py6aZOpdw7w+efw7bdw/jxQuR+0+takr1yNgn8mZJPnIkT+l6sVOJVSZYBHMZM6qwLxwM/AZK31mjzpYR6SCZxCCCFEHklIgAcegJEjzXB4LiQnm7R0raF+fVONxc0NWrUyE0DvvReqX/k/2P8BhA2AZpNMxRUh8qlbWoFTGXcrpX4CjgHvYsodvgBU1Fo/VBADcSGEEELkoVOnYN8+M3Pz5ZchPucTL90s0YlSsHs3bNsGr70GV6+atYcmTAAavktSvbfQUbPQy1vB1UN58zqEyGPZlTaMwIyEVwRigbmYUfDfnNK7PCYj40IIIUQeunYN/vMfmDzZ5J/MmgU1a97SJY8eNUF6pUqwfj28+8wSZo98CE9P2OS7kuZdmxAgKeUin3HEoj+/ADOBmJzcUGu9OvfddD4JxoUQQggn+PlnGDrU1DzcutVhS9xfvQrLlsGWFf/Swu91HpkwmYTkYvz+OzRqBElJuVxoSIg8cqvBOJgFf3JMa10gfvUlGBdCCCGc5Phxs1DQbbeZEfO4OLMSkIMkJsLmzbBq2VVe7/1f3BuM4aXXSrBsmckz79XLDM673UrpCiFu0q0E49Nu5oZa60dzc7xSKgoIzaT5jNa6XDbnTwGGWJ7W0FofzMl9JRgXQgghXOCJJ+DXX81qQG3bOvbaJ5fCup7gX5UF0T/z8dTb2LjRTAotVw4GDICPPnLsLYXITlbBuEdWJ+Y2qL5Fl4DxdvZfzeokpVRPTCB+FfB3fLeEEEII4VBDhpjVf9q1g9GjTZFxT0/HXLtCV+iwGjb2o7dPM3rPmMaFYv1YsgQWLjSD81ZPPmlGy3v0gLJlHXN7IXIrV6UN86wTZmQcrXVYLs8LBv4A1gLlgLbIyLgQQgiR/129Cs8+a4qLN2sGc+ZAlSqOu/71k7DxPji/GZp8DrVGpmm+eNHklVsnhDZrZlJZ+vc3qe1CONItlTbM5yZZHp9yaS+EEEIIkTv+/jB1Kvzwg1nxx9GDg34VoMNaqPMChPTI0BwYCFFRpnTim2+aNJZXX4UtW0z7qVNm8D4hwbHdEiK9/BSMeyulBiqlXlFKPauUaqeUynQiqFJqMHAP8LjW+oKzOimEEEIIB+rXDw4eNMPRWsMnn0BMjGOu7e4FjT4E/zDQybBtJFxI/UZcKbOo0GuvmSIvJ06YhUTBDNR37AhBQWa0fNYsiI52TLeEsJWfgvFywAxgLCZ3fDVwQCmVYWaHUioU+BT4Tmu9wJmdFEIIIYSDWfPFd+2CF1+Ehg1h40bH3uPGaTixCFa0hn/t16eoUAGKFTM/P/44LFhgPiusWWMmfpYvb7JrwBSEEcIR8kswPg3ogAnIiwG3AxOBMGCJUqqB9UCllBvwDWbC5jNO76kQQggh8kajRvDbb6Y4eNu2MGaMqVnoCH4VoOt2KHMX/P4YbB0BSXGZH+5ncsinTDEpK1u2wKefmuwagJ49TZXGl182XU5Kckw3RdGTL4JxrfUbWuvVWuszWuvrWus/tdZPAB8DvkCEzeH/wUzUHKa1zvUXRkqp4UqpSKVU5Llz5xzSfyGEEEI4SPPmZoT84YdNMvf99zvu2j5BEL4UbnsZDn4Fvz2Qo9Pc3Ey3Hn88dV+/fhASAuPGQevWpmziBx84rqui6MgX1VQyo5SqDhwALmqtSyulagJ7gFla68fSHbsWqaYihBBCFB5z5piZlp07m3xyB63cCcDRH8E7CMreWp3zS5dg6VJTNvGuu0wJ9ZgYGDjQlEzs0QMqVnRMl0XBddOL/qS7SH2t9Z4cHDdEaz01l33M7FolgBggTmvto5S6B/g5h6ffq7Wen9UBEowLIYQQBcSbb8KBA/C//0FAgGOv/cdb4Fkcaj3rkIB/1y647z7491/zvHFjk9YyfLjJSxdFj6NKGy5WSmX52U4p9TDwVW46l40WlsdDlscoYGom22nLMXMtz6Mc2A8hhBBCuJK7uylp0rChWffeUXQyxOyCHf+BTQMg8dZnZjZsaD437NsH770HPj7ms8SVK6Y9MtKMpsdlnrIuipDcjIxfAo4BrbXWMXba+wGzgANa69v+v737DpOyvPo4/j2wdFQQERUF7I1iQUGUImDEhonGYFBfNSYqGkuiESOWTSzRaDRq7LFEhGjU2AEVCShiA1GwRASRoqigNEXKwnn/OM/IsFlgZ3dmZ3b397muuWbnaXNWuWbP3M+5z13uAMx2B2a7+3eltrcDXgR2Aoa4+zUbuc5YVKYiIiJSc02YEG1N5syJyZ2XXBJJemX5GvjgWnj3UmjWHro/AZvsWPnrplmwINokApxyCvzjH9G55dBDY9T8iCOgZcusvqUUkGyNjP+ESIyfNLP6pd7gaGAYMRrdJ8P4BgBfmNlzZna7mV1nZo8BHybvNwK4IcNrioiISE3TrVvUgBx/fAw1f/BBdq5rdWDPS6DXSFg2F17sBqu+zc61E6lEHODOO2HEiJij+vrrcOqpMQk0JRdrIEnhymgCp5mdADwIPO7uP0u2HUbUcX8BdHf3ORkFEH3EzwT2Zm1rw0XAO0Tf8aFejiA1Mi4iIlKLfPBB9BYEePvtKMzOhm9nwjcToc1x8TrbE0dLcYfJk2H+/BglLymBLbeEFi2iteJRR0WiXlSUsxCkCmRlAmfaxQYDfyIW3XkWeAb4Bujh7p9s6NxCo2RcRESkmhs7Fg4+GE4+GW69FTbZJHvXnv0YzHwQDngQ6jfL3nU3YPlyuP9+eOYZeOklWLkSmjeHW26JDi1SPWWrTAUAd78OuB04jyghWQr0rW6JuIiIiNQABx0El10GQ4fGokFvvpm9a69cCJ+PhFH7waL3snfdDWjYEAYNijKWBQvg8cdjhHyHHWL/q6/CIYdEcj5zZpWEJDlW0UV/zgGeBJYAfdz9v1mLSERERKS8ioqifnzsWFi1KurKb7wxO9fe6VfQdyyUfAvPd4FZj2TnuuW0ySZwzDHwwAPxa0H0Nf/sMzjvvEjQO3aEIUNgyZIqDU2yaL3JuJmtMbPVZT2AEuBoYHPg3VL7s7RurYiIiEg5de8O774bS2M2a5a967Y8EPpNguZ7wavHw9dvZe/aFXD44VEuP21arP65+eZw113QqFHsf/zxKHFZtiyvYUoG1lsznkyIrNBcXnc/uBIxVRnVjIuIiNQwqbzGDIYNgwYNYgWeylq9Eub8G9odH6/XrIY6WWirmAXff782Gd9vv+hj3rBhlLP07x+rgG61VX5jrO2yOoGzJlEyLiIiUkO5Q9++MGYMnHYa/PWv0LRpdq698J0YJT9gKLTYLzvXzJKVK+Hll+Hpp+MxaxYMGAAPPxz7P/wQdtstpw1ipAxZncApIiIiUvDMYpnLIUPgvvui9WE2B+BWr4AXD4Lpf8/eNbOgfv34DpKa4DllSvwngFgVdI89YPvt4dxzYfToSN4lv8qdjJtZIzNrU3rBn7T9DZL9DbMXnoiIiEgF1asHV10F//lP1HJ065adFiTN94J+E2HLXvDmr+CN0yM5LzBm0KFDPCBW+Pz736FTp3g+5JDY9sor+Y2ztstkZPxy4CNgffd4mgD/BS6pbFAiIiIiWdOzZwwR33VXDAtDNPSujAYtoNcI2OP3MOMemHZb5ePMsWbNomLnqaeibeLTT8PPfgZ77hn7b70VevWKZjQff5zPSGuXTJLxw4DR7v5NWTuT7aOBI7MRmIiIiEjWNG8e684DvPUWtGsHTzxRuWvWqQt7XQO9X4Jdz4ltJd9X7ppVpHHjWN3znnuiIwtEK8WFC+GCC2CXXWD33eGSS9bOiZXcyCQZbwdM28gx05LjRERERApTs2aw7bbRxPuMM+C77yp3va16Q516sHw+PLcnfHhjtcxgTzklukPOnBk159ttF99bUpM9r7sO/v1v+PbbvIZZ42SSjNcD1mzkGAdUMy4iIiKFa+edYcIEuOiiGBred1+YPLny163bEDbfGyZfAK/+HEoqmeTnSbt2cM458MIL8PzzsW3FiihfOfZYaNECDjsM7rgDPv88r6GWW3FxfKlIPYqL8x3RWpkk458APTdyTC9gVoWjEREREakK9evHUO/o0bB0aayUU1n1NoGDHoNOf4I5j8LzXWFJ9S6+rpNkig0axMqfY8dGoj59Opx1FgwfHvuXLoVJkwr3hkBxcUwd6NkzYqyuyfjTwL5mdlFZO83sYmAf4MksxCUiIiKSe717w9SpURwN8PrrMG9exa9nBnteDL1Gwvefw7u/z06cBaCoKJLZG26IFUA//BD+7/9i34gR0LlzlLYMGgQjR1Z+jmxtUe5Ff8ysOTAZ2C55fgH4DGgNHArsBcwG9nH3hbkINtu06I+IiIj8oKQEdt0VFi+O3uT9+1fuet9+CkVNoeEWsHJxjJxbzVzi5euv4dlno0PL889HGX6TJpG0b7MNrFmzdpQ9X3r1iuexY6v+vTe06E9ReS/i7gvNrBcwHOhKjII7kFrDaQJwYnVJxEVERETWUVQEzz0HAwfC0UfHEO8NN0TrkYpo2i6e15TAuKMiGe/2ENRvnrWQC0WLFnDyyfFYvjwS3ldfha23jv2nnAIzZsT3m6OOik4tWgU0ZPQdxd0/dfduQGfg18BlyXNndz/I3T/NfogiIiIiVWS33eC116K/3x13RO3F/PmVu6bVhbbHw7wXYNR+sGhqdmItUA0bQr9+cOWVaxPuvfeOJP3ii6Ov+c47w/XX5zfOQlGhGwbu/ra73+7u1yTPb2c7MBEREZG8aNAgRsRfeAEOOgi22KJy1zODXc6CvuNg9bKY2PnpP7MTazXxm9/EBM85c+I7zq67Rk9ziOqg006Dhx+GRYvyGmZelLtmvCZSzbiIiIiUyyefwODB8Le/QatWFb/O9/Ng/HHw/RdwxHvRDrGWmzYNDjwwVgVNTRLt3z9WB91qq+y9T7WvGU+72NZAH2LiZoMyDnF3vzLT64qIiIgUrHffjRmK48bB/ffDEUdU7DqNtobeY2D5vEjEV6+AVYuh4ZbZjbca2WUX+OILeOONmAD6zDNw3nnQoUMk4zNmRKXQ/vvnfxJoLmQ0Mm5mfwAuZt0k3oiJnD/87O51sxZhDmlkXERERMrt/fdjcueUKdFs+89/jgLpynjr1zD3Sej+OGzRJSth1gQzZkCbNlCvHvzud1E11KoVHHlkTADt2ze6tWSiUEfGy/39wsxOICZsvgL8lEi8/wEMBO4hVud8GOhd2YBFRERECs6ee8bw7fnnw623wrXXVv6aO/0S6tSD0T1g+j2Vv14NseOOkYhDtIAfNiyS6UcfhR//GHbaKdolAnz/fb6izI5MylQGAXOBfu5eYjE99lN3fxh42MyeAJ4DateMBBEREak9GjaEm26KIdquXWPbV19By5YV69XXfC/oNwkmDIQ3T4ev34DOf1MteZrmzeOGxMCBsHIlvPIKzJ27tmRl332hadMYMe/fHzp2rF5tEzOpvOkAjHD3krRtP5SjuPvzwPPA77IUm4iIiEhh6tMn6iS+/z5mHB51VCTlFdFgc+j5HOx5Kcz6F3w3O7ux1iD168d/+pNPjtclJXDiiZGYX3EF7LUXtGsHDzyw7nnDhsXiquPGxf5hw6o27g3JJBmvB3yd9vp7YLNSx7wHdKpsUCIiIiLVQsOGcNZZMHp0DMmOGlWx69SpC52uhP7TYdNdwB0WvZ/dWGugoqIoY3n9dfj8c/j736OnedOmsX/GDOjSBX7xC1ixIrbNmgWnn144CXkmyfg8YOu017OBjqWO2QYoQURERKQ2MIvJnG+9Ff3IDzssaspTmV+mUl1VZg6FkR3hwxsiMZeN2mqr6Ff+5JPw05/GtpkzYeLEKG9Jt2wZDBlS5SGWKZNkfDLQPu31GKC7mZ1kZk3M7AhiYufkbAYoIiIiUvA6dIiE/Ne/jmHayvbg2+4nsO1PYPLv4NXjYdW32Ymzlunbd/3fZWYXSDVQJv9SngXam9n2yetrgcXAA8AS4Gmiw8ql2QxQREREpFpo1Ci6rIwdG61Avv4a7r23YiPb9TaBgx6Fva6DOY/BC11hycdZD7k2aNMms+1VrdzJuLs/4O6N3X1m8noOsB9wB/ACcDewn7u/npNIRURERKqDVO/xu+6CX/4yevEtWJD5dcxgj4vg4Bdg+Vew9KOshllbXH01NG687rbGjWN7Ich4Bc50SWL+6yzFIiIiIlJzXHxxZH2DB8fkzgcfjLqJTG3VB/rPiNFygPkToEWXmPQpG3XCCfF82mlRyt+2bSTiqe35lsmiP5ebWY+NHNPdzC6vfFgiIiIi1VydOjGZ8803oVkzOOQQuP/+il0rlYgv/jAWCBp3FKxcmK1Ia7wTToi28D17wqefFk4iDpnVjBcDvTZyTA/giooGIyIiIlLjdOoULT0uvDC6rUDFO6RsulssCvTlaBjVGRa+m704JS8qOdX3f9QD1mT5miIiIiLVW+PGcP310X9v9Wo4/HC4++7Mk3Iz2PlM6DMOVi+HFw6AT4fnJmapEtlOxvcBKjBDQURERKSWWLo0lo484ww49tjoupKplgdAv0mweWet2FnNbXACp5mNKbXpFDPrVcahdYHtgLbAP7MSmYiIiEhN1KwZPP883HhjLB/ZqVNM7uzdO7PrNNoK+rwElqRz8ydA0x2hUaushyy5s7FuKr3SfnagXfIobQ3wNfAI8JssxCUiIiJSc9WpEzXkvXvDz38eo+QffBD9yTO6TnL86pXw6gDwNdD9cdiia/ZjlpzYYJmKu9dJPYgFfYrTt6U9ity9lbsPdPf5VRO6iIiISDW3zz7w9tvw7LORiC9fDtOnZ36duvWh53NQt2F0W/n4zopPEpUqlUnN+KnAkzmKQ0RERKR2atIEdt01fi4uhr32gvvuyzyZbt4R+k2EVn3hrUHwxmmwZlW2o5UsyyQZ70nZJSo/MLMjzey+SkUkIiIiUludcw7sv3+sUDNgACzMsJd4/ebQ61lofzmsXrG2nlwKVibJ+CnAXhs5phNwckWDEREREanVWreGF1+Ea6+FJ56IyZ1vvJHZNawOdPwDdBsarRCXfAxfvJSbeKXSst3asAGwOsvXFBEREak96taFwYNhwgTYfHPYbLOKXceSNG/KEPjPj+CD62ttHXlxMYwbFw+zeF0oMk3G1/t/0MwaECtwflGpiEREREQE9tsPJk+G3XaLJPqPf4QZMzK/Tpf7YLtj4Z2LYPzPYNXS7Mda4IqL4z9h6lFtknEz+yT1SDb9Jn1b2mMWsBDoDjyT66BFREREagWzeJ4zB266KSZ3PvhgZiPc9ZrCgY/A3jfA3H/D8120UFAB2djIeKqloRGj4raexypgKnAd8LtcBSsiIiJSK7VpA+++G60QTz4ZBg6ERYvKf74Z7H4BHPwiNGkDDVrmLFTJzAan2Lp7u9TPZrYGuMnd/5jroERERESklDZtYMyYmNx5xRUwbRpMnLh29Lw8tuodD4CVi2HG32HX86FO3ZyELBuXSb+bg4FPN3SAmdUBjnL3pyoTlIiIiIiUoW5dGDIE+vSJkXEzWLMmHkUZtjGc9U+YfCF88SJ0Gw4NNs9JyLJh5Z7A6e7j3H1WWfvMrK2ZXQnMBv6dreBEREREpAxdu0K/fvHzjTdCjx4wc2Zm19jpDNj/LvhyDIzqDAvfyXqYsnEVbm1oZnXN7BgzGwXMAIYAWwOjsxWciIiIiGzEdtvB++9HT/Jhw8p/nhnsdDr0fRnWrIQXDoDPRuQuTilTxsm4me1gZn8C5gKPAocAXwNXATu4+6HZDVFERERE1mvAgJjc2bEjnHginHQSLFlS/vO36Ar9JsE2R0LzTrmLU8pUrmTczIrM7DgzexGYBgwGmhMlKQY85e6Xr6+MRURERERyqF07GDs2Gmj/618wdWpm5zdqBd0fhcatYc1qeOcS+H5eDgKV0jbWZ3xnM/sz8BnwMNAHmAycA2zt7sflPkQRERER2aiiouiy8skncOCBsW30aCgpyew6i9+Hj26GUfvC/AnZj1PWsbGR8Y+AC4gl7m8EOrj7fu5+m7svzHl0IiIiIpKZ1q3jeepUOOQQOPhgmJVB8ULzjvCj16BuY3ipF0y7PbNFhiQj5SlTcWAk8Li7v5/jeEREREQkGzp0gKFDo568Uyd45JHyn9u8I/R7C7Y6BCaeDe8Mzl2ctdzGkvHLiHaFpwKvmtkHZnaRmW2d+9BEREREpFJOPBHeeQd23x2OPx4GDSr/ufWbQ89noEMxbPuTXEVY620wGXf3q919B+Aw4AlgR+BaYLaZPWdmP6uCGEVERESkonbYAV55BS6/HNq3z+xcqwMdroCWB8Tr966CeS9mP8Zcm1IMw23tY0pxfuNJY55BDZCZbQn8AvglsANRwgIwCRjk7pOyHmEOde7c2SdOnJjvMERERESq1iOPwPTpcPHFsapneZQsgxe6xgTPjlfDHoOjV3l1MbpXPPcdW+VvbWaT3L1zWfsy6jPu7l+5+7XuvhPRX/wxYBXQGXjTzCab2dmVjlhEREREcmfMGLj0UujdG+bMKd85RY1jYmebn8G7v4fxP4VVS3MbZy1Q4RU43f0ldx8AbAtcBHwMdAJuyVJsIiIiIpILd94JDzwAkybFYkGPPVa+84qaQLfhsM+NMPcpGN0j+pJLhVU4GU9x9wXufoO77wb0Bv5Z+bBEREREJGfM4OSTY3LnzjvDccfBm2+W/9zdfgO9R8Puv4M65SxzyafiYjhkXDzM4nWByKhmvKZRzbiIiIjUeqtWwdNPw7HHxuuFC6F588yuMfMhWPwBdLyycJPzG5rF84WLqvyts1Yznitm9qmZ+XoeX5Q6dmczG2xmY8xsjpmtNLMvzewpMzs4X7+DiIiISLVUr97aRHzqVGjbFv78Z1izpvzX+Pot+OBPMPYwWPF1buKsoYryHUCaxcBfy9j+banXVwIDgA+AEcA3wK5Af6C/mZ3n7qpbFxEREclU69Zw6KEweDC88AL84x9rV/TckM43Q7MOsUDQqM7Q/XHYfJ/cx1sDFESZipl9CuDu7cpx7CnAu+4+udT2nsCLRLvFdu4+b2PXUpmKiIiISCnucN99cO650LAh3Hsv/PjH5Tt3wZsw/lhYsQCO/C80aZvTUDOiMpXscPcHSifiyfZxwFigPtCtquMSERERqRHM4LTTYPJk2H57eO218p+7xf7QbxLs89e1iXgBDPwWskIqU2lgZicCbYDvgCnAy+6eSb+cVclzSbaDExEREalVdtkFJkxY+/q112KkfO+9N3xewy1h5zPi56/fgncuhgOGQuNtchdrNVZII+NbAUOBq4na8THAx0n5yUaZWVugD7AMeDlHMYqIiIjUHvXrx8Mdfvtb6NIF/vKX8k/u/P5zWPA6jNoXvhqf21irqUJJxu8nEumtgCZAB+AuoB0w0sw6behkM2sADAMaAMXuvjCn0YqIiIjUJmbw7LNwxBFw4YXQrx/M2+j0PNj2aDj0DShqCi8dDB/9TWUrpRREMu7uf3D3Me7+pbsvc/f33P1M4EagEVC8vnPNrC4xon4g8Ahww4bey8xON7OJZjZx/vz52fslRERERGqyFi3g3/+Gu+6C8eNj5c7p0zd+XrP20O8t2LofTDoHZj+a+1irkYJIxjfgzuS5R1k7k0T8IeA44F/Aib6R9jDufre7d3b3zi1btsxqsCIiIiI1mhmcfjpMmgQDB8IOO5TvvPrNoOdT0PUB2C7pae4Z9DGvwQo9GU8NXTcpvcPM6gH/BI4HhgMD3V0TN0VERERybffd4eaboU4dmDsXevSAKVM2fI7VgR1OjhU6v58HIzrBvBeqJt4CVujJeNfk+ZP0jWZWH3iUGBF/EDgpw64rIiIiIpINc+fCxx/DfvtFgl6emvDVy2OU/T/94P1ranUded6TcTPb3czKGvluB/wteflQ2vYGwBPA0cC9wKnuus8hIiIikhddu8ao+KGHwvnnw+GHw5dfbvicptvDj16Dtj+Hd4fAK8fAqiVVEm6hKYQ+4wOAC8zsZWAWsBTYETgCaEgseZ8+KfNO4HBgAfAZcLmZlb7mWHcfm9uwRURERASAli3hqafgzjujBWJxMdxxx4bPKWoC3R6CFvvD5Avgnd/DfrdVSbiFpBCS8f8AuwJ7Ex1RmgCLgPFEl5ShpSZlbp88bwFcvoHrjs12oCIiIiKyHmYwaBD07AmtW8e2uXNhiy1isaD1nbPbebD5vtBsz9i2egXUbVA1MReAvCfjyTL24zI4vlfuohERERGRStljj3hevRqOOiqehw+H9u3Xf86WByXnLIfRPaHVwdDx6pjsWcPlvWZcRERERGqgunXhmmuifrxzZ/hbeRb8MWi+D3xwHYztB8sXVEmo+aRkXERERERy47DDYnJnnz5wzjkxUr5wAwul120A+98BXe6Fr16BUfvCN5OqLt48UDIuIiIiIrnTqhU8+yzccgssWACNGm38nB1/AYeMBxze+GWNXiBIybiIiIiI5JZZjIxPmBCTOZcsgT/+EVasWP85LTpDv0lw0KOxYFDJ97B6ZdXFXEWUjIuIiIhI1aiTpJ5PPw1XXAFdusAHH6z/+IYtYZOd4ue3BsFLvWDZZzkPsyopGRcRERGRqnXiifDMM/DZZ7DvvtGTfGOTO1sfAYumRB35V69UTZxVQMm4iIiIiFS9I4+EqVOjL/lZZ8Ef/rDh49scBz96A+ptCi/1ho9uKUd3lsKnZFxERERE8mOrrWDEiJjcedppsa2kZP3HN9sTDn0LtjkcplwOy7+omjhzKO+L/oiIiIhILVanTkzuBFizJtoftm8PV18N9ev/7/H1N4MeT8DS6dBo6xgdX/5F/FwNaWRcRERERApDSQlsvz3ccAN07QoffVT2cVYHNt0lfp52Kzy3J3w+surizCIl4yIiIiJSGOrXh9tvh6eegtmzYZ994J57Nlwb3vpIaNwGxh4B711V7XqSKxkXERERkcLSv3+s3NmtW/QjX7p0/cc23QF+NAHaDYQpl8Erx8DKxVUXayUpGRcRERGRwrPNNvD88zB+PGy6KaxcCa+9VvaxRY3hgKGw7y3w+ShYOLlqY60EJeMiIiIiUpjq1IG2bePnm2+GAw+Eiy+OxLw0M9j1HOj/CbTqFduWTKuyUCtKybiIiIiIFL6zzoJf/hKuuy6S8o8/Lvu4xtvE81evwHO7w+TB8MlQ2HIJbL0YnmwHM4dVWdgbo2RcRERERApfkyZw993w+OMwYwbsvTc88cT6j2+xP+x0Bnz4Z3j9FChyMGDZLHjz9IJJyJWMi4iIiEj1ccwxMbmze3fYccf1H1e3Aex3O9RvAZTqsLJ6Gbw7JKdhlpeScRERERGpXrbdFkaOhI4d4/WQIfDyy2Ufu/Kbsrcvm52b2DKkZFxEREREqq9Fi+Bf/4JevSIpX7Vq3f2N25R93vq2VzEl4yIiIiJSfTVrBpMnw6mnwjXXwEEHRU15SqeroW7jdc+p2zi2FwAl4yIiIiJSvTVtCvfeGyPk06ZBz56wYkXs2/4E2P9uKDFwoHHbeL39CXkNOaUo3wGIiIiIiGTFccdBly7w0UfQoAG4w7ffRuL9+NlxzIWf5jXE0jQyLiIiIiI1R5s2cMgh8fPtt0OHDnD55XD1EvjdYmjXDoYVRltD0Mi4iIiIiNRUnTvDsmVw5ZVrt82aBaefHj+fkP9SFY2Mi4iIiEjN1KULNGz4v9uXLYvOKwVAybiIiIiI1Fxz55a9fbb6jIuIiIiI5Fab9fQTX9/2KqZkXERERERqrquvhsal+ow3bhzbC4CScRERERGpuU44Ae6+G5pZvG7bNl4XwORNUDcVEREREanpTjgB5qnPuIiIiIiIpFEyLiIiIiKSJ0rGRURERETyRMm4iIiIiEieKBkXEREREckTJeMiIiIiInmiZFxEREREJE+UjIuIiIiI5ImScRERERGRPFEyLiIiIiKSJ0rGRURERETyRMm4iIiIiEieKBkXEREREckTJeMiIiIiInmiZFxEREREJE+UjIuIiIiI5ImScRERERGRPFEyLiIiIiKSJ0rGRURERETyRMm4iIiIiEieKBkXEREREckTJeMiIiIiInmiZFxEREREJE+UjIuIiIiI5ImScRERERGRPFEyLiIiIiI125Ri2GZxPIZbvC4QRfkOQEREREQkpzoWw7lj4+exY/MYyP/SyLiIiIiISJ4oGRcRERERyZOCSMbN7FMz8/U8vljPOd3MbISZfWNm35vZFDM738zqVnX8IiIiIiIVUUg144uBv5ax/dvSG8zsaOBxYDnwCPANcBRwE3AgcFzOohQRERERyZJCSsYXuXvxxg4ys02Be4DVQC93n5hsvwwYA/zUzI5394dzGayIiIiISGUVRJlKhn4KtAQeTiXiAO6+HLg0eTkoH4GJiIiIiGSikEbGG5jZiUAb4DtgCvCyu68udVzv5HlUGdd4GVgGdDOzBu6+ImfRioiIiIhUUiEl41sBQ0ttm2lmp7r7uLRtuybP00pfwN1LzGwmsCewA/BhTiIVEREREcmCQilTuR/oQyTkTYAOwF1AO2CkmXVKO3az5Hnxeq6V2t6srJ1mdrqZTTSzifPnz69k2CIiIiIiFVcQybi7/8Hdx7j7l+6+zN3fc/czgRuBRkBxFt/rbnfv7O6dW7Zsma3LioiIiEihKi6GcePiYRavC0RBJOMbcGfy3CNtW2rkezPKltq+KBcBiYiIiEg1U1wM7msfSsbLLVVH0iRt20fJ8y6lDzazImB7oAT4JLehiYiIiIhUTqEn412T5/TEekzy3K+M43sAjYEJ6qQiIiIiIoUu78m4me1uZk3K2N4O+Fvy8qG0XY8BC4Djzaxz2vENgauSl3fkJloRERERkewphNaGA4ALzOxlYBawFNgROAJoCIwAbkgd7O5LzOxXRFI+1sweBr4B+hNtDx8DHqnS30BEREREpAIKIRn/D5FE7w0cSNSHLwLGE33Hh7q7p5/g7k+aWU9gCHAskbRPB34L3FL6eBERERGRQpT3ZDxZ0GfcRg/83/NeBQ7PfkQiIiIiIlUj7zXjIiIiIiK1lZJxEREREZE8UTIuIiIiIpInSsZFRERERPJEybiIiIiISJ4oGRcRERERyRMl4yIiIiIieaJkXEREREQkT5SMi4iIiIjkiZJxEREREZE8UTIuIiIiIpInSsZFRERERPLE3D3fMeSNmc0HZuXhrbcAFuThfUVEskGfYSJSXeXr86utu7csa0etTsbzxcwmunvnfMchIlIR+gwTkeqqED+/VKYiIiIiIpInSsZFRERERPJEyXh+3J3vAEREKkGfYSJSXRXc55dqxkVERERE8kQj4yIiIiIieaJkXERERERkPcysoZm1y9X1lYyLiEiVMrNOZtYx33GIiGyImbUws5uBJcAJZtYgF++jZLwaMbMD8x2DiEhlmFkPYDLwWzNrludwRETKZGa7As8AJwEPAeOAkly8l5LxasDMfmZm04FXzOyn+Y5HRKQSZgHPAT2BPfMci4jIOszMkh+7A12BPwGD3X28u6/OxXsqGS9wZtYYOB3YIdl0ah7DERGprLnAI8C2wBFm1jTP8YiI/MDdPUnIt042Pezu881sWzPrC2BmdbP5nkrGC58R/5/eIWqWDjOzg/IakYhIhsysCCAZWXoNeAUYAOyaz7hERNKZWV2Pvt/vJptuMbO7gNnA7fDD51jWKBkvEMkIeOltddz9O2A5sAC4Odl1dlXGJiJSUalbvu5ekrzuAKwGngLaAYeYWaO8BSgiwtrR7rREewWwGOifPK4DLjCzetl+byXjeWZm7c1sOPBMMlngB+6+JvnHMQfYHbgW+AYYoE4EIlIdJCNMmNn/mdlHwChiVPwk4s7fj4Bd8hehiMjaJNzMepjZr4iVOusRn1Pj3P337v6Mu6/K9nsrGc+jpDvKC8DxwMHAPWa2d/oxyT+O+kAzoBHwl2TXoKqLVESk4szsLOA+YCFwDXARMCzZ3QM4KBejTSIi65M2UTP1ei8zGw+MBQ4CTiDys4+An6Q+o1Ild9mkZDy/PgWeJ1rlvAh0Bu43s30gylSS46YR38zWAHcRt3hPNLPtqzpgEZHS0j6rytrXGric6KJyurvf5u7/dPebiEGFRUTteLsqCFVEBFjnrl1fM2sFXAw0BAYTudYEd38WGE6MkP8+V7EoGc8jd/+MGBn/DvgSuAFoAQwzswPdfU1y6EqgMbCTu38D3Ak0Ac6o+qhFRIKZ1TUzS/usKsv2wJbAY+4+xUJqFPxR4H7gAGJ0XH+TRKRKmFl9M7ueyMOuAHoBxe5+vbtPSPtce5QoFz4fYv5L6VH1ytIHXw6ZWZGZnWxmfzGz35pZVzOrn+xL/TEaT9RPHgn8FzgFaAUMN7ODk2OWJ89bJs9/Tp5PMbOWuf49RETK4u6rkzZgHczsTDPrUsZk9J2T5ybJs6VqLpPBhReJTlHHAG2qJHARqRWSAYMyc113Xwm8CkwHzgRGJCPh65SwuPt/gceAZknJHYBaGxY6M9vczP5CTLa8H/g1Mer9NHG7FqLUBHefQ3QVaEjM1h1PTGxy4EEzOwx4LzlnUdo5DxHJ+Wm5/41ERP63HMXM9jSz54kWYLcTLQuHmVmntMMmJs87mVmLZGK6pf2xm0Z8th0IdMnpLyAiNcaGRqfNrE5y12518pmzZdInvHTnpgnEypoAS1OfcWklLKnPvGHA10QJyw/dobJFyXgWmdnWZnYf8AUxwv0EUUpyBPGHalPgEjPbNfnHkRodH0d8OzsUONjdnwOOI+rE70mu8R3RUSUlfXT8f9oiiohkW+q2bTLRqSVwAbEwxp+Ac4DHiUGFK8yseXLat0SS3p5YzQ7isy3V8vBTYj5MM+DwpMZcRKRMpRPmZNs6ibm7r0nu2u1jZk8SAwZvAOPNbFDacV8Bo4nB0+2BzUtfJ3l+m8jptjOz45P3zNpETiXjWWJmmwF/IJLw94gJSee6+z3uPpqYGDA8OTxV650aHZ9OjJo3AY41s1bu/hbwK2AGMZu3CbAqeS9z9/eAZ4mWYGfm/BcUkVrPzBqa2a3A28RkpgHApcDl7n4bcVfv38CPgZ8mp32VbNsGONPMmiR/KFOJ/dFAEdHB4CRg3yr7hUSk2kjrA5767NjbzLonX+AbJNtS6prZxcTnSgeiLvwpoClwm5ldZ2YtkkunRsd7Egl5me9LVCQsBoYkcWRtdFzJeCUkNeBtAdx9MfAMMI+YdfuZuy9O6sbru/u3wOvJqS0sVnhak/Zt7j/AW8QoesfkmiOJ5H4UMWlzbHJs6v/bX4gVoabk7rcUkdokub1bJ/m59GjTcuIu3iLgLOB6d3/a3VebWVGy/7Lk8IFJ4v0dMQFqNPH5dquZdTKznczsRGKg4mXgeuBKYEzuf0sRqS6s1GI8ZnaGmU0lynpHA5OA6ywWSvRkxHx/YsDgbaKcd5C7nwV0Bx4kBjv7J9edQwyINiA+txqkv3/qfd39ZSKP27NUKV6lKRmvADP7mZlNIb5NdU+7VTGRSJj3IMpMcPeSZJIArF3Y4u20/7mp2ywfEMl8K2LJ+2bJ/pnEyPjF7j472ZY6d5y7t0tG3kVEKiyVhKdGrZNBhPTbwKnRodeIAYL6xNyW1N26kuT8/xJ37Xqy9o/dbOA84g/jKcCbxB/S+4BNgL+4+0h3vyIZuBARASLnSTqf/M7MvibKfr8GHgYeAbYgyuTONbNNk9POJwZGT3b3se6+LCmda09MvmxGLKC4XXL8y8nj56yddP6DtM+/i4jOdu9m83dUMp6BpFvALOIfwCKikH9C6laFu88DniTquw9PjZqb2XZmdjbwS6Jjyj9KXbdOcttlNDHKfTSwZ2q/uy9x9yW5/e1EpKba0ESnlLQkfCczuxF43MzuNbNTk/2pJaLnEMn4KmBrM9ssLWlPvc9VyfPAtPrOD4nFzVILAL0JnOPu7d1dd/dEpExm1oToKncdkScNBE5x99Pc/f9Y2//7eGALM2sK9AUmufssM2thZqnl7B8hFvP5F3BWMiqeGvh8gkjsj7VSi5ClDYJOdfdPsv47pg18SBksWhGeR/zPbka04foXsTTq9LTjLJks0Ba4BTiMWL5+CvEP50hikhLEhKZbgYfcfUZye7ckea/LiNu2VwE3JLd4RUQylvZFP32beRkf/Ga2A/H5cwKwlJjQ1JyY0HQbcGlSjoeZ7QjcC7QGBiSTm9a5vpm9QkzY7O/uI82snudgGWkRqfnM7FngcOBMd7872Zb6rGkGvE9MJt/f3Sea2YdEffd9xF26o4m7efcAV7r7F8k1UoMFa8xsN+BuYDegR3KXr0poZHwDSn0be5G4ffErd783PRGHdcpN5hCTlVYTSfzDxLKqfwT6EIX/s4kG80+aWXvWTuRcSazIOQ84G9g1l7+fiNRMZUx02sfMeptZG6KN6jqj5ckfoduIesrbiIS8i7tvQfwxOxv4RdpbzCJGmHYADjWzhmn7Un9X/kjcDj4niUWJuIhU1NnJ81nwQyeTVEemRcDnyf5NzWwTovR3P+Lz7EjgJqC5u5+dSsQT+5OU2xHL3r9EDEasMzKea0rGNyAZlR6RvHzJ3R9J1W2nmNlmZtYruS2S+uP3OjEJaRNguLtv6e5Xufur7v4XYpWnYUQpyijWXUlzKlHGcgPwTs5+ORGpcdYz0el9oj57FDHR6frURKe0U/sSo0HXA0PcfZS7f2NmWxItWQEGpX3OlRDzY94hOqrsmLpQ2u3cF4FPgEXJwIaISIW4+ywit+poZocm8/HWmFnTpGvKvkSZ8KvuvhSYTFQhvA5s5+6XpVcamFljMxtMzP3bJ3kPB/7q7ju6+9Sq/P2UjG/cOt/GUsyspZkdSfT7Hg1ckrb7E+A5oiylcap9TtJZpSip/z6fmMi0DXC7mT1mZs3dfXHyj+bPpW8vi4hsyHomOs0HhhIdBJoRn2XnlkqQnwd6uftdyUSnvczsGWLNhAOJQYKdgP9LO+cT4s5fB6BXeo1l2qT2Tu4+UOV2IpIFqYHLiwHMrB/RVe5S4EPgFndfkRzzNFEmvBtwfOrunZltamZ9iFLh3wD/BOam3iBVilfVVDNeDmY2gah9/BGxdP0xRP3RUcQXmvuAYnefn3ZOe6I2aQ/gbHd/qKxaTTM7BjgWeMLdH1tfPaeIyMYkCfbS5OWjRMncGx4L62BmFxIDCG8AP09tTzt/E2LF4MHEJPVHiLt4mxKdBqYCe6eVv3Qieu+uBE5MJmmKiOSEmc0geoE/R5TVbULkWsWlyk8ws77E3JbtiD7j84mVyzulnXe9u39WZb/AeigZLwcz60Cs3vRfYunmI4k/eH8FrvPorbvOxKjkW9i5xCTOR4la8yVpEw5Sz/8zwUpEpKI2MtGpOZFQbwN0cPf3S+3vTYx2zyDmtYxLjTSZ2UdEy6+T3X1osq0JMdn850Bfj8XIRERywsx6ECVyy4mBhVvd/etkX1kT1vcCTiYWIVuRnPcqkbtlvStKRSkZLyczmwm0Bb4kJmE+kDY6VASsKeMfwb7Et7ItgF+7+5NKvkUkl5KOTjOBKe6+V+nPJzN7kxgZ2t9L9co1sxHAIUSi/t+07Z2IhcnqAVPdvVvavpbpdwVFRHIlmXi+mFhJs7nH4ooNgFUbyq2SrinbAt94Aa5loJrx8jsleZ7g7vclEweKkhGlEtbOxk33EXErZRvgx0m9uBJxEcmZDUx02sTMfgt0JgYJfpigZGsXtFgGLCH+0KX2NQJOBT4mOkF1TUanUu+nRFxEqkRSfXBS8vLm5LlkY7mVxzoKswsxEQeNjJdb8m1sEVFn1NHd30tGnFan13ib2TZAXU8ayZtZN2IC1D1J+x0RkZxKK60b5+4HJxOdfkKsedAEGElMcBrp7rOTz7e6xIT1m4D7iYlRrYmyvJOIrilzgNbu/lIV/0oiIsAPgwfLic+s1u4+r7pXHSgZz4CZ/ZiYEPWAu/+i1L4dgR7ECPpMYoGMuaWvISJSFdYz0ekRYAEx+bwt8CnxmfW6u680s22BO4AjiFFyIxbKuA0oBhZrgrmI5JuZ/Qq4i5iAOTipPCjJd1wVpWQ8A6W+jaVqlToQfcMHAN2IP3SD3f3+vAUqIrXeRiY61QNuJFoVNgD+AFybTOJsBfQH9ia6D/yjkCY6iYgkdeLfJy+bJS2jqy0l4xlK+zb2D+Atou9lB6LH5ZXu/nAewxMRAdY70akhsDKpIW9ILPYznEjIRwMXptoTVvfbviJSs5lZMdE56khgfnW+a6dkPEOlvo0BvEb0t3wxTyGJiJTJzI4GngAedPdTzKyur12dM9XOsDtwDTG35Qh3H5nHkEVEyqUmrcuiZLwCzOwqYvnUS9z9nTyHIyJSpvJOdDKzTav7bV4RkepKyXgF1KRvYyJSs5VnopM+00RE8kfJuIhIDVbTJjqJiNQ0WvRHRKQGS5az/yMwEWiYTOwUEZECoZFxEZEaTmUoIiKFS8m4iIiIiEieqExFRERERCRPlIyLiIiIiOSJknERERERkTxRMi4iIiIikidKxkVERERE8kTJuIiIiIhInigZFxERERHJEyXjIiIiIiJ5omRcRERERCRP/h9jh1AEkptYoQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, train_acc, yerr=train_acc_err, fmt='o--', label='Train-Acc')\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', label='Acc')\n",
|
|
" ax.errorbar(x, auc, yerr=auc_err, fmt='o--', label='AUC')\n",
|
|
" ax.errorbar(x, s_auc, yerr=s_auc_err, fmt='o--', label='Linear-RAUC')\n",
|
|
" ax.errorbar(x, sc_auc, yerr=sc_auc_err, fmt='o--', label='Slab-RAUC')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Acc/ AUC', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_slab_0.3' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Slab Dataset: Test Dataset 0.5"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'Perf']\n",
|
|
"train_acc=[98.2, 91.1, 99.8]\n",
|
|
"train_acc_err=[0.09, 3.08, 0.11]\n",
|
|
"acc=[80.3, 71.6, 98.6]\n",
|
|
"acc_err=[1.47, 2.99, 1.33]\n",
|
|
"auc=[91.6, 87.2, 99.9]\n",
|
|
"auc_err=[0.42, 0.48, 0.04]\n",
|
|
"s_auc=[55.3, 50.6, 86.7]\n",
|
|
"s_auc_err=[0.37, 0.37, 3.34]\n",
|
|
"sc_auc=[86.9, 87.0, 74.7]\n",
|
|
"sc_auc_err=[0.53, 0.81, 1.23]\n",
|
|
"\n",
|
|
"mia=[67.1, 61.9, 53.3]\n",
|
|
"mia_err=[1.76, 1.22, 0.48]\n",
|
|
"entropy=[60.5, 61.5, 51.1]\n",
|
|
"entropy_err=[0.86, 1.15, 0.33]\n",
|
|
"loss=[68.2, 59.8, 51.6]\n",
|
|
"loss_err=[1.52, 1.11, 0.44]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, train_acc, yerr=train_acc_err, fmt='o--', label='Train-Acc')\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', label='Acc')\n",
|
|
" ax.errorbar(x, auc, yerr=auc_err, fmt='o--', label='AUC')\n",
|
|
" ax.errorbar(x, s_auc, yerr=s_auc_err, fmt='o--', label='Linear-RAUC')\n",
|
|
" ax.errorbar(x, sc_auc, yerr=sc_auc_err, fmt='o--', label='Slab-RAUC')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Acc/ AUC', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_slab_0.5' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Slab Dataset: Test Dataset 0.7"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'Perf']\n",
|
|
"train_acc=[98.2, 91.1, 99.8]\n",
|
|
"train_acc_err=[0.09, 3.08, 0.11]\n",
|
|
"acc=[73.8, 64.1, 98.4]\n",
|
|
"acc_err=[1.40, 2.72, 1.82]\n",
|
|
"auc=[84.2, 74.8, 99.9]\n",
|
|
"auc_err=[0.60, 0.68, 0.06]\n",
|
|
"s_auc=[59.0, 50.1, 91.7]\n",
|
|
"s_auc_err=[2.11, 1.71, 2.85]\n",
|
|
"sc_auc=[75.0, 75.0, 64.9]\n",
|
|
"sc_auc_err=[0.88, 0.79, 1.46]\n",
|
|
"\n",
|
|
"\n",
|
|
"mia=[81.4, 71.3, 54.1]\n",
|
|
"mia_err=[0.19, 1.76, 0.26]\n",
|
|
"entropy=[66.2, 68.3, 50.9]\n",
|
|
"entropy_err=[1.11, 1.74, 0.33]\n",
|
|
"loss=[78.7, 69.2, 51.3]\n",
|
|
"loss_err=[1.26, 2.04, 0.57]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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Kla46IdcyFaWUUspHnThxgtDQUEqUKEFQUJAm4kp5mTGGoKAgSpQoQWhoKCdOnLjqa2oyrpRSSvmos2fPUrhwYW+HoZRyoXDhwpw9e/aqr6PJuFJKKeWj4uLiCAwM9HYYSikXAgMDM2UehybjSimllA/T0hSlfFNm/d3UZFwppZTK4yIjwZjEW2SktyNSKu/QbipKKaVUHhcZCatW2Z+d90qp7KEj40oppZTKdaKiojDGMHDgQG+HkkpkZCTGGFa5+OTz+eef07BhQwoVKoQxhhEjRgAQHh5OeHh4tsaZ2/nKe6rJeDaaMQPCw8HPz97PmOHtiJRSSqmc488//+Shhx6ibt26FClShKCgIMqVK8eNN97I1KlTuXTpkrdDvCrr1q2jX79+nD17lvvvv5/Ro0fTpUsXb4fl0tChQzHGEBISwqlTp9I8zhhDRESEy32+/IEpO2mZSjaZMQPuuQdiYuzjffvsY4B+/bwXl1JKKZUTvPjii7zwwgvEx8dz3XXXMWDAAAoWLMjRo0dZtWoVQ4YM4f3332fjxo3eDjVDw4cPp0+fPlSqVCnZ9oULFyIifPLJJ7Rs2TLZvuXLl2dniOk6e/Yss2bNwhjDhQsX+Oyzzxg+fLi3w8qxNBnPJs8+m5iIO8XE2O2ajCullFJpGzduHKNHj6ZixYrMnj2b5s2bpzpmwYIFTJgwwQvRea5EiRKUKFEi1fbDhw8DUK5cuVT7qlatmuVxuWvmzJmcO3eOxx57jHfeeYfJkydrMn4VtEwlm+zfn/Z2keyNRSmllMopoqKiiIyMJDAwkO+++85lIg5w0003sXjx4gyvt3PnTp5++mmaNGlCyZIlCQ4OJiwsjGHDhnHw4MFUx4sIH3/8MS1btqRkyZLky5ePihUr0rlzZ7744otkx27dupW+ffsSHh5OcHAwJUuWpFGjRowYMYKYJCNyKWvGp0+fjjGGadOmAVC5cmWMMRhjiIqKAtKvb/78889p27YtRYsWJV++fNSuXZsxY8a4LNtxlo38888/DBkyhPLly+Pv78/06dMzfO+cJk+ejJ+fHyNGjKB79+5s3bqVDRs2JDvG+ZoAVq9enfB6jDFERkYSGRlJ5cqVAfj444+T7XfGcvnyZd555x26detGWFgYwcHBFCtWjA4dOrBo0aI04zt48CAPP/ww1atXJ3/+/BQrVoxmzZrx0ksvufX6Zs6cSXBwMLVr1054/7OSjoxnk0qVbGlKSiLQrBmMGQOdO2d/XEoppdSMGbB+PVy6ZOc0jR3rO9/aTps2jZiYGPr06UPdunXTPTY4ODjD63399dd88MEHtG3blpYtWxIUFMS2bduYMmUK8+fPZ+PGjZQvXz7h+GeffZaXX36ZypUrc/vtt1OkSBGOHDnCL7/8wuzZs7njjjsAm4g3b94cYww9evSgcuXKnDlzhl27dvHee+8xZsyYNBdwatCgAaNHj2bu3Lls2bKFRx55hKJFiwIk3Kdl0KBBTJs2jQoVKnDLLbdQtGhR1q9fz6hRo1i+fDnLli0jICB5unfixAlatGhBwYIF6d27N35+fpQuXTrD9w7gt99+Y9OmTXTs2JGKFSsycOBAvvrqKyZNmpTsg5LzNb3wwguEhYUlqwt31pCfOnWKN998k/r169OrV69k5zrjfOSRR2jZsiUdO3akZMmSHDlyhPnz59OtWzcmT57MkCFDksW3ceNGOnfuzIkTJ2jdujW9e/cmOjqa7du3ExkZyahRo9J9fa+++ipPP/00LVu2ZN68eRQrVsyt9+WqiEievTVu3Fiyy2efiYSEiNj0297y5xcZMECkdm2ROXPsccePi+zbl21hKaWU8mHbt2/P8udw9f9TSIjd7gvatWsngEyePNmj8/bu3SuADBgwINn2gwcPysWLF1Mdv2TJEvHz85P77rsv2fZixYpJ+fLl5fz586nO+ffffxN+fuyxxwSQuXPnpjruxIkTEhcXl/B49OjRAsjKlSuTHTdgwAABZO/evamuERYWJmFhYcm2TZs2TQC5+eabJTo6Otk+53NMnDgx2XZAALnrrrskJiYm1fNk5N577xVAZs6cKSIiMTExUqZMGSlQoICcPn061fGAtGnTxuW10vozcrp48aIcOHAg1fZTp05JnTp1JDQ0NNnrvnTpkoSHhwsgM2bMSHVeymslfU/j4uJk+PDhAkjv3r3lwoULLmNKyd2/o8BGSSMf1TKVbNKvH6ScEN21K0yfDtu2wc03223vvguVK0Pv3rBihZawKKWUSltEROrbe+/ZfdHRrvc7qxGOH7ePBw+2xyYVHQ1PPeX6/Pnz7TF//eV6//ff2/2bN2fOazxy5AgAFSpUyJTrlS9f3uUIeqdOnahTpw5LlixJtS8wMBB/f/9U213VfefPnz/VttDQUPz8Mj/levPNNwkICOCjjz5K9byjRo2iePHizHDRui0oKIjXX3891Yh5Rs6fP8/MmTMpUqQINzsSl4CAAPr168f58+ddPtfVCA4OdvnnXqRIEQYNGsTJkyf55ZdfErbPnz+fqKgoevTowZ133pnqvLR+hy5evMitt97KO++8w0MPPcTs2bPJly9f5r2QDGiZSjb66ivX250rngEMHAgXLsDkyfDNN3DNNfDIIzBsWLaFqZRSKg9Jqxvg4cNQrVr2xpIdRIQZM2Ywffp0tmzZwsmTJ4mLi0vYHxQUlOz4fv368fbbb3PNNddw++2306ZNG6677jqKFCmS7Lg77riDN998k169enHrrbfSoUMHrr/++iybeBkdHc2WLVsoUaIEEydOdHlMcHAwO3bsSLU9PDycUqVKefycs2bN4uzZs9x7773JktWBAwcyYcIEJk+ezP333+/xddOzbds2XnvtNdasWcORI0e4ePFisv2HDh1K+Hn9+vUAdO3a1e3rX7hwgfbt27Nu3TrGjx/P//3f/2VO4B7QZNzHVKoEL78Mo0fDrFnw9tvw3XeJyfjhw+BikrVSSqk8KL3VMkNC0t9fooTdHx7uek5TpUrpn1+zZvr7HWW/V61s2bLs2LEjWdJ1NR577DEmTpxI2bJl6dy5M+XLl08YVZ4+fTr7UrwZb7zxBlWqVGHatGm88sorvPLKKwQEBNCtWzcmTJhANccnlmbNmvHDDz8wduxY5syZw6effgpAzZo1GT16NH379s2U+J1OnjyJiPDvv//ywgsveHRumTJlrug5J02aBJCqL3jdunVp3LgxmzZtYuPGjTRp0uSKrp/S+vXradeuHbGxsbRv354ePXpQuHBh/Pz82Lx5M99++22ySarOfudJa/4zcvbsWX799VcKFy5MZy9N3tMyFR+VL58dJd+4ET77zG7btQsqVrTlLgsWQJIP8koppdQVGTvWJu5JhYTY7b6gVatWQOb02T527BhvvfUWdevW5a+//uKzzz5j/PjxCd09XJWv+Pv7M2LECLZs2cLRo0f56quvuPnmm5k3bx5dunRJlgxed911LFiwgJMnT7J27VpGjRrF0aNHufPOO/neWb+TSZwj8w0bNsxwjlxKzi4nnti6dSs///wzYF9n0u4nxhg2bdoEJCbsmWHMmDFcuHCBpUuXsmjRIiZOnMiLL75IZGSky646zsmunnxwK1WqFAsWLCAmJoa2bdt6pU+9JuM+zhgoWND+HBoKkZHw++/QvTvUqAETJsDZs14NUSmlVA7Wrx9MmgTOPDQszD72lW4q99xzD4GBgXz11Vds37493WMzWoFzz549xMfH06lTJwoVKpRs38GDB9mzZ0+655cqVYrevXvz5Zdf0q5dO3bv3s0ff/yR6rjg4GBatmzJiy++yFtvvQXAt99+m+61PVWwYEHq1KnDtm3bOHHiRKZe2xVnkh0REcHgwYNd3vLnz8/nn3/OuXPnEs7z8/NLVgaUlLMOP639u3btolixYi5X8Fy9enWqbS1atABIt+2hK+3bt2fx4sXExsbSoUMH1q1b59H5V0uT8RykeHEYNQqiouCLL6B8ebtokLN86vx5r4anlFIqh+rXD1q0gDZt7P8xvpKIg61vjoyM5PLly9x4441pjlwuXrw4w1phZ5/uH3/8MVkCeO7cOYYOHUpsbGyy4y9dusTatWtTXScmJiYhAQ5xfK3w008/ceHChVTHHj16NNlxmemxxx7j8uXLDBo0yOWS9CdPnuTXX3+96ue5cOECM2bMwN/fnxkzZjBlyhSXt1tuuYVz587x+eefJ5xbvHhxDhw44PK6oaGhGGPYn8ZiLOHh4Zw4cYKtW7cm2z516lSXE227d+9OeHg48+bNSxaDk6s+8k433HADy5YtwxhDp06dXCb7WUVrxnOgwEC4/XZ7O3gQSpa02zt1An9/GD7cdmdJo52pUkoplaM888wzxMbG8sILL9C0aVNatmxJkyZNKFiwIEePHmXNmjX8/fffGdYqlylThj59+jBr1iwaNGhAp06dOH36NMuWLSNfvnw0aNCAzUnawFy4cIFWrVpRrVo1GjduTFhYGBcvXmTZsmXs2LGDHj16ULt2bcD2p16xYgU33HADlStXpmDBgmzbto1FixYRGhrKsCzoxDBo0CA2bdrEe++9R9WqVencuTOVKlXixIkT7N27lzVr1nDPPffwwQcfXNXzfPHFF5w6dYru3bu7XB3UaciQIXz22WdMmjSJoUOHAnbUedasWXTv3p1GjRoRGBhI69atad26NQULFqR58+b88MMP9OvXjxo1auDv70+PHj2oV68eI0aMYMmSJbRq1Sqhx/vGjRv58ccfufXWW5kzZ06y5w8KCmL27Nl06tSJO++8kw8//JAWLVpw8eJFduzYwfLly1N94EqqefPmrFixgo4dO9KtWzfmzp1Lx44dr+q9c0tGdUa5+ZadfcazWlycyOuvi1SubHvElisn8uKLIkeOeDsypZRSVyo7+ow7tWljb75s+/btMnz4cKlTp44UKlRIAgMDpUyZMtKlSxeZMmVKsv7hafWwPn/+vDzzzDNStWpVCQ4OlgoVKsgDDzwgx48flzZt2ohNjazLly/L+PHjpUuXLlKxYkUJDg6WEiVKSPPmzeX999+XS5cuJRy7ZMkSGThwoNSuXVsKFy4sISEhUqNGDXnooYckKioqWQyZ1Wfcaf78+XLjjTdKyZIlJTAwUEqXLi1NmzaVZ599Vnbs2JHsWNLp+52Wli1bCiDffvtthsfWqFFDAPntt99EROTo0aPSt29fKVWqlPj5+Qkgo0ePTjj+77//lptuukmKFSsmxhgBZNq0acleW/PmzaVgwYJSpEgR6dixo6xevTqhx3rSY5327dsn999/v4SHh0tgYKAUK1ZMmjVrJmPHjk12XFrv6e+//y6lS5eW4OBgWbBgQbqvNzP6jBvJw42smzRpIt4o1M9KcXGweDG8807i/YMPQnx88haKSimlfN+OHTsSRl6zmrMsN70OKUqp5Nz9O2qM2SQiLr+68ZmacWPMjcaYpcaYg8aYC8aYPcaY2caY69I4vqUx5jtjzAnH8VuNMSOMMam78uch/v5w442waJFdkGHAALt98mRo2tQu9uCipE0ppZRSSnmBTyTjxpjxwAKgEbAYeBP4FegJrDXG9E9xfE9gDdAa+AZ4BwgC3gBmZV/kvq1GjcROLMWL2yT8nntse8Snn3bdV1YppZRSSmUfryfjxpgywBPAUeAaERkiIk+LyK1AZ8AALyY5vjAwGYgDIkRksIg8CTQA1gG3GmP6ZPPL8Hm33gp//AErVkDr1vDaa+BipVillFJ5UGQkrF5tb8bYx0qp7OH1ZBwIw8axQUSOJd0hIiuBs0DJJJtvdTyeJSIbkxx7EXjO8TBz12LNJYyBtm3h669h715bTw5w/Dg0bgzvvac9y5VSKi+KjAQ7/d/eNBlXKvv4QjL+N3AZaGaMKZF0hzGmNVAISLpsVTvH/WIX11oDRAMtjTGpl9FSCSpVgoYN7c9HjoCfn53oWaECPPKIrTdXSimllFJZy+vJuIicAJ4CSgPbjTGTjDEvG2O+BJYCy4B7k5xS03G/08W1YoG92P7pVbI08Fzk2mvh559h/Xro0QPefx9q17Y9zJVSSimlVNbxiUV/RGSiMSYK+AgYmmTXLmB6ivKVIo7702lczrm9qKudxphhwDCASpUqXWHEuY8x0Ly5vb3+OixbZkfJAUaMsD8PGgTFink1TKWUUkqpXMXrI+MAxpj/A+YA04GqQAGgMbAHmGGMeTWznktEJolIExFpUrJkyYxPyExbI2GmSbxtjcze53dT6dLQ39G/JjYWfv8dnnzSJuRDh8KWLd6NTymllFIqt/B6Mm6MiQDGA/NE5DER2SMi0SLyK3AzcAh43BjjLDtxjnwXSXWx5NtPZU3EV6FeJJRqY293in3s4wICYPlym4D37w8zZkCDBjBpkrcjU0oppZTK+byejAM3Oe5XptwhItHAz9g4HdMNcU4trJHyeGNMAFAZiMWOqqtMUq+eTcAPHYIJE+Amx5/akiXwwgvwzz/ejU8ppZRSKifyhWTc2fUkrZoR5/bLjvsVjvsuLo5tDYQAP4nIpcwJTyUVGgqPPQblytnHa9bYFliVKtm+5evW2bZYSimllFIqY76QjP/guB9mjCmfdIcxpitwPXAR+MmxeQ5wHOhjjGmS5Nh8wBjHw/ezNGKVYOxY2LnTtkVcuBBatoTbb/d2VEoppTwSGWln8jtv2mhcqWzjC91U5mD7iHcAdhhjvgH+AWpjS1gM8LSI/AcgImeMMUMd560yxswCTgA9sG0P5wBfZPuryMOqV4c33oCXXrI15YUK2e0XLsC4cTBkCISFeTdGpZRS6YiMhFWr7M/Oe6VUtvD6yLiIxAPdgEeB7dhJm48DLYDvgM4i8maKc+YCbbCL/NwCPATEAI8BfUS0UMIbChaEe++15SoAP/1kk/EqVaBXL/j+ey1hUUoppVTmmj59OsYYpk+f7u1QrojXk3EAEYkRkYki0kJECotIgIiUEpGbRGRpGuesFZFuIhIqIvlF5FoReUNE4rI7fuVa+/awdy88/TSsXQsdO8I118C//3o7MqWUUjmJMSbD26qrHNGPiIjAGJM5AecgBw4cwN/fH2MMzzzzTJrHRUZGpvs+Dxw4EGMMUVFRWRNoLuYLZSoqF6tUydaVjxoFs2fbNoklSth9X34J9etDzZrpX0MppZQCGD16dJr7wsPDsy+QXGTKlCnEx8djjGHatGm8+OKLBARoepid9N1W2SJfPrjrLnsDuHQJ7r8fTpywI+bDh8ONN4K/v3fjVEop5bsidWJppoqLi+Ojjz6icOHC9O/fn/fee4958+bRu3dvb4eWp/hEmYrKe4KDYccOGDMGtm+Hnj2hWjVYtszbkSmllMrpkpZUzJkzh2bNmhESEkKxYsXo06cPhw4dSjg2KioKYwyrV68GkpfEREREJBwXHh5OeHg4Z86c4bHHHiM8PJzAwMBkHxCWL19Oly5dKFasGMHBwdSoUYOnn36a06dPk5KzLObSpUs899xzVK5cmeDgYKpWrcoLL7zA5cuXE449efIkISEhVK1albSmxXXv3h1jDBs3bnT7fVq0aBEHDx7kjjvu4P777wdg8uTJqY4LDw/nhRdeAKBt27bJ3iPne/bxxx8DULly5YR9Sb+t2LRpE4888gj169enWLFi5MuXj+rVq/P4449z8uTJNGP84osvaN++fcI54eHh9O3b163XefLkSVq3bo2fnx8vv/yy2+9LdtORceU1pUrBs8/CU0/Bt9/C229D2bJ2359/wsWLdrVPpZRSWWzGDFi/3n5tGR5u6wv79fN2VFfNOdLbo0cP2rRpw4YNG/jiiy/YsmULmzdvJjg4mKJFizJ69GimT5/Ovn37kpXCpCx9uXz5Mu3atePEiRN06tSJwoULU7lyZQA+/PBD7r//fgoUKMBtt91GqVKlWLVqFePHj2f+/PmsXbuWokWLporx9ttv55dffuHWW28lMDCQb7/9lsjISDZu3Mi8efMwxhAaGkqfPn2YNm0a33//PR07dkx2jQMHDrBo0SIaN25MkyZNUj1HWiY5ltMeOHAgdevWpXHjxixdupR9+/YRlqQN2ogRI5g7dy6rV69mwIABqd6X0aNHM3fuXLZs2cIjjzyS8DqTvt7JkyfzzTff0KZNGzp06EB8fDybNm3if//7H4sWLWLDhg0UcrZjA0SEe+65h48//pgSJUrQu3dvSpYsycGDB1m5ciU1a9ZM97Xu37+fLl26sGvXLj755BP69+/v9vuS7UQkz94aN24s2W5ZG3tT6brrLhEQuf56kc8/F7l0ydsRKaVU9tu+fXvWP8lnn4mEhNh/dJ23kBC73UcAAsjo0aNd3l5++eVkx48ePVoAKVSokGzdujXZvr59+wogX3zxRbLtbdq0EZsWuRYWFiaAtG/fXs6dO5dsX1RUlAQFBUmhQoVkx44dyfbdf//9AsjQoUNdPl/16tXlxIkTCdsvXLggLVq0EEA++eSThO2//PKLAHLLLbekis35eidNmpRm/CkdPHhQ/P39pUaNGgnb3n77bQHkueeeS/M5Vq5c6fJ6AwYMEED27t3rcn9UVJTExsam2j5lyhQB5JVXXkm2/cMPPxRAmjZtKqdOnUq2LzY2Vg4fPpzweNq0aQLItGnTRERk8+bNUrZsWSlcuLAsW7bMZTyZxd2/o8BGSSMf9XpC7M1btifjez4T+TxYZAYi34TZx8qlkydF/vc/kapV7W9p2bIib7zh7aiUUip7ZfgffZs2qW/vvmv3nT/ver8jYZF//7WPg4OTJ+LOW/nyrs+fN8+e/+efrvc7k5/ffrvKV5/ImYyndStSpEiy452J47PPPpvqWitWrBBAHn/88WTb3U3GN2/enGrfmDFjBJCRI0em2nfixAkpVKiQ5MuXTy5evJjq+ZIm3E4rV64UQCIiIpJtb9KkiQQEBMiRI0cStsXGxkqFChWkUKFCcvbs2TTjT+nFF18UQMaNG5ew7b///pOgoCApV65cqsT5apPxtMTHx0vhwoWlbdu2ybbXrVtXAPn1118zvEbSZHzp0qVSqFAhKVeunMs/q8yWGcm41oxnl70z4OdhEH/JPo7eZx/vneHduHxU0aLw6KN2dc+FC225ytGjdl98vP02VbRnuVJKXb1Ll1xvP3w4e+NwQ1rJzKlTp1we76qMoWLFigDp1imnJV++fNSrVy/V9l9//RWAdu3apdoXGhpKw4YNuXjxIn/++Weq/W3atEm1rVWrVvj7+/Pbb78l2/7AAw8QGxvLRx99lLDtu+++4+DBg/Tv35+CBQu69Tri4+OZOnUqfn5+3H333QnbixUrRvfu3Tl8+DALFy5061ruiomJ4Z133qFVq1YUK1YsoZ2in58fZ86cSVbHf/78ef744w9Kly5Nw4YN3X6OOXPmcOONN1KxYkXWrVtH/fr1M/U1ZBWtGc8uW56FuOjk2+KiYcszUDnn1+VlFT8/6NbN3pzJ95Il9nHDhrYLS9++kD+/d+NUSimvSK+3dkhI+vtLlLD7w8Nh377U+ytVSv/8mjXT3+8Dk35c1Wg72/bFxXm+LEmpUqVc9iJ3TtAs65z4lIJzu6sPDaVLl3YZY4kSJTh27Fiy7X369OHxxx9n8uTJPP300/j5+SXUfd97771uv44lS5awb98+OnfuTPny5ZPtGzhwIF999RWTJk2iR48ebl8zI3fccQfffPMNVapUoWfPnpQpU4bg4GAAJk6cyKUkHwqd71PK2DKybt06YmJiaN68ecKHrpxAR8azS/T+tLf/MRaifW8Ewtc4//274Qb44AOIiYHBg6FCBTsJ9Nw578anlFI50tixNnFPKiTEblfJpLUoUJEiRQD4559/XO4/cuRIsuOSOur82jeJ2NhYjh8/TuHChZNtz58/PwMHDiQqKoqlS5cmTNxs3ry5R6PAzgR+yZIlqRZP6t69OwCLFy/mwIEDbl8zPRs3buSbb76hQ4cO/PXXX0ybNo2XX36ZyMhInn/++WSdYyDxQ1TS0XJ3jBs3jh49ejBt2jQGDRpEfHx8psSf1TQZzy4hlVxv98sHW5+D3VPs4/g4e1NpKlgQ7r0Xtm61gzLt2tkFhfLls/ujorSERSml3NavH0yaZHvOAoSF2ce5oJuKJ/wdC11cyYi5s5TC1eqUp06dYvPmzeTLl4/atWun2u9sqZjUjz/+SFxcnMsSjfvvvx9jDB9++CFTp04lLi7Oo1Hxf/75hwULFlC4cGEGDx7s8nb99dcn9CB3yuj9SW//rl27AOjRo0eqBYV+/vlnLly4kGxbgQIFqFu3LkePHk1VqpOe4OBg5syZw2233cb06dPp378/sbGxbp/vLZqMZ5f6Y8E/xciDfwg0nwLd/4bqtr8nh76FeZXh9xch+mD2x5mDGANt2thEfPt2CAiAy5fhuuugdm145x04c8bbUSqlVA7Qrx+0aGH/UY2KynOJOEDx4sUB2xLPU/379ycwMJC33347IfF0GjVqFGfOnKF///4JZRlJvfTSS8nq1y9evMjIkSMBuOeee1IdX716ddq3b8+CBQv44IMPKFq0KH369HE71o8++ojY2Fj69evHlClTXN6mT5+OMYapU6cmjC5n9P6kt9/ZCjHlh5Vjx47x4IMPurzeww8/DNjym5R92uPj4xO+bUgpMDCQzz//nP79+/P5559zxx13EBMT4/JYX6E149nFWRe+YbCdxBkSZhP0lPXiwSWhcC34fTT88QKU7QbVhkH5G8HoZ6e0OEfFjYFXX7WJ+EMPwciRMGAAPPYYVKni3RiVUkpdnfRW4OzVqxcNrqJOvX379syePZvevXvTrVs38ufPT1hYGHc5l45OR3h4OBMnTuTBBx+kUaNG3H777ZQsWZLVq1ezbt06atWqxfjx412eW7t2berUqZOsz/ju3bu58cYb03zuBx54gO+//56jR4/y0EMPkd/NiVMiwpQp9pv4IUOGpHlctWrVaNOmDatWrWLRokXceOONtG3bFj8/P0aOHMkff/xBaGgoAM899xxg37/XXnuNoUOHcsstt1CoUCGKFi3K8OHDadq0Kddffz1ff/01LVu2pFWrVhw9epRFixZRs2ZNypUrlyqGIUOG8MMPP/Dpp59SvXp1evbsScmSJTl8+DArVqxg0KBBaf4++Pv78/HHH5MvXz6mTJlC7969mTNnjssPQz4hrZnJeeHm033Gz+4W2fyMyFdlRL6tJhIfb7dfPpOV0eUqGzaI3H23SFCQyPLldtuZMyIu2pwqpZRPypY+407O1oQ+iAxaG5Kkx7RI+m349u7dK4AMGDAg2fbY2FgZOXKkVK5cWQICAgSQNknej7CwMAkLC0s3ziVLlkjHjh2laNGiEhQUJFWrVpUnn3xSTp48mepYZ2vDixcvyrPPPivh4eESFBQklStXlsjIyGRtEFOKjY2VEiVKCCB//PFHujEltXTpUgGkYcOGGR47Y8YMAaRHjx4J2z799FOpX7++5MuXL+F9T2rChAlSq1YtCQoKEiDZ+/Xff//J/fffL2FhYRIcHCxVqlSRkSNHyvnz59N9bz/77DNp3bq1FC5cWIKDgyU8PFzuvPNO2bRpU8IxKfuMO8XHx8vw4cMFkE6dOkl0dHTGb5KHMqO1oZE8XFzbpEkT8WTZ2EzxfYS977DKvePjY+D8PihUDWIvwLeVoHgzqDrUjpb7BWZVpLnGv//apgHG2HaJ33wDDzxgJ386vlVTSimftGPHDpd1xlnCufR7eh1SVKaJiIhg9erVXEketmfPHqpVq8b111/PDz/8kAXRKXe5+3fUGLNJRFwuGap1D77OL9Am4gASY2vLT26GH26Gb8Ngy3PaiSUDJUsmdmLp0MGWqzz1lO3CMmgQeDA3RCmllPK6119/HRFh+PDh3g5FZQKtGc9JAgtDvReh7vNw+DvYNQm2vwzlb4KQcnDpBAQW0tHydNx4o7398Qe8+y588ontvDJtmt0fG2sngiqllFK+ZP/+/cycOZO///6badOmUb9+fW677TZvh6UygY6M50R+AVChB0QsgJ77oXhzu33LSJhbETaPhLO7vRujj6tbF95/Hw4dSmylu2kTVKwIkZE+ufCcUkplnchIWL3a3oyxj5VP2bNnDyNHjmTWrFl07NiRr7/+Gj8/TeNyA/1TzOlCyifWYFS8xSbmO16F+dVgRUc4ON+78fm4okXBOYnb3x8aNYIXX7Rtdvv2hbVrtWe5UioPiIy0/9g5b5qMZ7lVq1Z5VC8eERGBiHD+/HmWLFlCFW0RlmtoMp6blO0Ebb61o+X1XoIzO+HIErtPBM7t8W58Pq5BA1i4EHbuhIcfhkWLoFs3iI62+zUpV0oppVRm02Q8NwopD3Wfgx57oME4u+3ftTCvKixvD1GzIO6Sd2P0YdWqwYQJtoRl0SIoUMAm4q1bw5NPwt693o5QKaWUUrmFJuO5mZ+/nfQJULiGXWTo3B74qS/MLQ+/PgGXT3k1RF9WoAC0bGl/PnsWypaFN96AqlWhRw9YtkxHy5VSSil1dTQZzyvylYI6z0CP3dB2CZSKgH0zwd+xatfp7RB30ash+rLCheHLL+0q0c8+Cxs2QKdOMHeutyNTSimlVE6myXheY/xsbfkNc2wZi38wSDysugm+KQ+bHrWJuXKpQgV46SXYvx9mzrRtEgHeegsefBB27PBufEoppZTKWTQZz8v88zl+MNB8MpTpAH+/CwvrwLIb4J8VXg3PlwUH224rQUH28eHDMGUKXHONXVho7lzbs1wppZRSKj2ajGenrZFwbLW9zTT2sS8wBsq0h1ZfQK+D0PA1uHgUYs/Z/Rf+gVO/ezdGH/fKK3DwIIwbZ7ux3HwzDB7s7aiUUkop5euMJz0uc5smTZrIxo0bvR2GbxIBxJa1bBkF28ZAieug2jCodDsEhHg7Qp8VGwvz50OZMnDddbBvH7zwAgwfbvuYK6WUu3bs2EHt2rWz/om2RsIfLyQ+rjsa6kVm/fMqlcO5+3fUGLNJRJq42qcj48o1Y2wiDlDzEWj0P7h8EtbfA9+UhU0jtJVIGgIC7Mj4ddfZx7/9Zid/Nm5su7PMnAmXL3s3RqWUSqZeJJRqY293iibiSmUjTcZVxvKVgFqPwo3bocMaKN8DLv2XuPLnwfkQc867MfqwXr1sz/KJE+H4cejXz/Yyv6jNa5RSSuVgAwcOxBhDVFSUt0PJ0TQZV+4zBkrdAC0/hes+sdvO7oI1PeCbcvDz/XDiV+/G6KOKFIFHHoE//4TFi+3P+RzzZ198EX78Ub9oUEqptBhjMM4BoFxixowZCa9r6dKlaR4XERGR7msPDw8nPDw8CyJU2UWTcXVlnP8wFKwKHddCxd6wdzosbgyLm8CpP7wanq/y84POneHxx+3j48ftiPkNN0DDhrYjS3S0V0NUSimVDSZNmpSQZE+aNMnL0Shv0mRcXR1joGRLuG463HwYGr8N+EH+cnb/sR/hv4067JuGEiVsF5ZJkyA+HoYOtb3Mf/jB25EppZTKKn/99Rdr1qyhffv2NG7cmHnz5nH06FFvh6W8RJNxlXmCQqHmcOjyMwQXs9u2PgtLmsLiRvD3+3D5tHdj9EEhITYJ37IF1qyBrl3h2mvtvmXLYMkSm6grpZTK2KVLl3jllVe49tprCQkJoXDhwtxwww18+eWXLo+fN28e7du3p2zZsgQHB1OuXDnatGnDe++9l+y4PXv2MGzYMKpVq0b+/PkpVqwY1157Lffddx///fefRzFOnjwZgHvuuYeBAwcSExPD9OnTkx0TFRWFMYbVq1cDiaU6xhgiIiJYtWoVxhj27dvHvn37ku0fOHBgwnXmzp1L//79qVGjBgUKFKBAgQI0btyYt956i/g0/nOJjo5m/PjxNGnShEKFClGwYEFq167Nww8/7NaHhi1btlC+fHkKFy7MsmXLPHpv8iJtbaitDbPW5dOwbyb8/SGc2gL+IVD3Oagz0tuR5QidO8PSpVCjhl3hc8AAW3+ulMobsq214d4ZsGEwxF+CkDCoPxYq98v653WTs5wjo5zl8uXLdOrUidWrV1OrVi1uuukmoqOjmTNnDseOHWPkyJGMGzcu4fhJkyZx7733UqZMGbp3706JEiU4duwYW7duRUT45ZdfADhy5Ah169blzJkzdOvWjVq1anHx4kX27t3L8uXL2bBhA3Xr1nXrtVy+fJny5csTExPDkSNHuHDhAmXLlqVSpUrs3Lkz4bWeOnWKiRMnMn36dPbt28fo0aMTrhEeHk5ERATTp09n4sSJAIwYMSJhf4MGDejVqxcAtWrVws/Pj8aNG1O+fHlOnz7NihUr2LlzJ/379+fTTz9NFt/Jkydp27YtW7ZsoWbNmnTu3JmgoCB2797NsmXLmD9/PhEREYCdwPnxxx+zd+/ehLr15cuX07t3bwoUKMB3331HgwYN3HpfcqrMaG2IiOTZW+PGjUVlk/h4keM/i6wfIrLnE7vt0gmRP98WuXTSq6H5sosXRWbMEGnRQgREChYUef11b0ellMou27dvz/on2fOZyKwQkRkk3maF2O0+AhCbsqRv3LhxAkjXrl0lJiYmYfvRo0clLCxMAFm7dm3C9kaNGklQUJAcPXo01bX+/fffhJ/feustAWTixImpjjt37pxER0e7/Vo+//xzAWTYsGEJ22655RYB5Pvvv091fJs2bdJ97WFhYRIWFpbm/l27dqXaFhcXJ3fffbcAsn79+mT7+vbtK4Dcd999EhcXl2zf2bNn5dSpUwmPBwwYIIDs3btXREQ+/fRTCQwMlNq1a0tUVFSaMeUm7v4dBTZKGvmolqmo7GEMFG8KzSdD5bvstkPfwaaHbCeWdQPh35+0tjyF4GC4805Ytw5++QVuvdUuJgRw6hR8841dZEgplUd9H5H6ttNRXhEb7Xr/nul2/8Xj9vGGwRCXYuZ4XDRsfsr1+Qfn22PO/OV6/z/f2/0nN2fyi83YRx99hDGG//3vfwQEBCRsL1WqFKNGjQJgypQpyc4JCAggMDAw1bVKlCiRalv+/PlTbStQoIDL7WlxlqgkLSVx/pwVEzmrVq2aapufnx+PPPIIAEuWLEnYfuzYMb744gvKli3L66+/jp9f8jSxYMGCFEnj69lXXnmFu+++m+bNm7N27VrCwsIy8VXkbpqMK++p3A+6bITKd8OBr2DZ9fDdtRBz1tuR+aQmTWDaNNunHOziQb17Q9Wq8MortjOLUkp5LP6S6+0XDmdvHFfp7Nmz7Nq1i3LlylGrVq1U+9u1awfAb7/9lrCtX79+REdHc8011/Doo48yd+5c/v3331Tn9ujRg4IFC/Lggw9yyy23MGnSJLZt25Zh2UxKu3btYuXKldSsWZPrnCvDAV26dKFMmTLMnTuX45n8j/l///3H008/Tb169ShYsGBCXXnjxo0BOHToUMKxv/zyC/Hx8bRu3ZoCBQq4/RyPPvooI0eOpHfv3ixbtozQ0NBMfQ25XUDGhyiVhYo1hmaNoeHrsP8LOLEJAgvZfTvfhaL1oGSrxFaKKsGwYVC2LLzzDowcCZGR0KePbY8YoH+zlcobOqxKe19ASPr785Ww++eGQ/S+1PtDKqV/fuGa6e8PbZD2vixw+rRtEFC2bFmX+53bT506lbDtscceo0SJErz33nu89dZbTJw4EWMMbdq04bXXXqNJE1viGxYWxs8//0xkZCSLFy/m66+/BqBixYo88cQTPPzww27FOHnyZEQk2ag42NH5fv36MWHCBKZPn84TTzzhyUtP06lTp2jatCl79+6lWbNm3H333RQrVoyAgABOnTrFm2++yaVLl5IdD1C+fHmPnmfNmjUA3HTTTeRzLqKh3KYj48o3BBaEqoOhqePr1biL8PsL8H1rWHgN/PmGXfVTJQgIgJtvhuXLYds2GDwYTp5MTMR//BEuX/ZujEqpHKD+WDu5Pin/ELs9B3GWT/zzzz8u9x85ciTZcU53330369ev57///mPhwoUMHjyYNWvW0Llz52Sj5LVr1+aLL77gv//+Y+PGjbzyyivEx8fzyCOPMHXq1AzjS9oxZeTIkcm6nxhjmDBhApBYxpIZpkyZwt69exk9ejQbNmzgvffeY8yYMURGRnLHHXekOr5o0aJA8tFyd8ydO5dq1aoxePDgTI0/r9DxM+Wb/PNBz72wfzbsmgS/Pgabn7Yrf4al/gckr7vmGnj33cSS+yNHoG1bKF7cjqDfey94ONChlMornF1TfLibijsKFSpE1apV2bNnD3///TfVq1dPtn/lypUANGrUyOX5RYsWpVu3bnTr1o34+Hg++ugj1qxZwy233JLsuICAABo3bkzjxo1p2bIlrVu3Zu7cuQwePDjd+L799luOHTtGzZo1adWqlctjVq5cyc6dO1m9ejVt2rQBwN/fH4C4uLiEn5Py9/fnchojL7t27QJI9RqAhJaJSTVr1gw/Pz/WrFnD+fPn3S5VqVixYkLf9HvvvZfLly/z4IMPunWu0pFx5csCCkCVgdDpJ+i2FardC8Wb2X1HV8GO1+Fi6tq+vMxZzVO6NCxcCM2awZgxEBYGt98Ojn+XlVIqucr9oEQLKNUGekXluETcadCgQYgITz75JHFxcQnbjx8/zksvvZRwjNPKlStd1n0fO3YMgJAQ+43Bpk2bEspgknL23HYelx7n5MwXX3yRKVOmuLw988wzyY4FKF68OAD79+93ed3ixYvz77//cuHChVT7nO0GV61alWz7b7/9xssvv5zq+JIlS9KnTx+OHDnCE088kaoP+blz51y+D2DLgFavXs21117L8OHDE0b6Vca0z7j2Gc+ZNj8N28eDXyBU6A3VhkHpCDD6+TKlPXvg/fdh+nTYtAkqVYL9++2ouQfzc5RSXpBtfcbBdkKB9OvAvcTZe3vAgAFpHvPee+8REBBA+/bt+fHHH6lTpw7dunUjOjqa2bNnc+zYMf7v//6P8ePHJ5xTtGhRChYsSIsWLQgPD0dE+OGHH/jll19o3Lgx69atIzAwkBEjRvDhhx/SqlUrqlatSmhoKLt372b+/PmICCtXrkw2ITOlvXv3UrVqVYoXL86hQ4cICgpyedy5c+coW7YsMTExHD58mGLFivHhhx9y33330aBBA7p160b+/PkJCwvjrrtsZ7KRI0fyyiuv0Lp1a1q3bk1wcDD169ene/fuHD58mGuvvZZTp07Rs2dPqlevzt9//82CBQvo3bs3X3zxBQMGDEi24NDJkyeJiIhg69at1KpVK6HP+N69e1myZAnz5s1Lt8/4iRMn6Ny5Mxs3bmTMmDE8++yz7vwR51jaZ1z7jOdtp7aJbBwhMjvU9sX9vr23I/Jply8n/tyli0jRoiKPPy6ye7f3YlJKpS9b+ow7LWtjbz4IR5/x9G4nT54UEZELFy7I2LFjpU6dOpIvXz4pWLCgXH/99TJz5sxU133//felV69eUrlyZcmfP7+EhoZKgwYNZPz48XLmzJmE49avXy/33Xef1KtXT0JDQyVfvnxStWpVGThwoPz+++8Zxv/MM88III8++miGxw4dOlQA+d///iciIrGxsTJy5EipXLmyBAQECCBt2rRJOP7cuXNy3333Sfny5cXf318AGTBgQML+bdu2Sffu3aVkyZISEhIijRo1ksmTJ8vevXtTHZv0mmPGjJFrr71W8ufPLwULFpTatWvLI488kqwne8o+406nT5+Wli1bCiDPPfdchq85J8uMPuM6Mq4j4zlf3EXY/5X9uXI/iLsMv9wLYXdCmfY6Wu7Cjz/aLixffQVxcdCtGzz5JDhKFJVSPkJHxpXybZkxMq5Zisr5/PPZJNxZ43jmTzg0H1Z2gnnVYNs4uHDEuzH6mFatYNYsiIqCUaNg40ZYv97uu3wZ0igJVEoppVQm02Rc5T6h9aDXIWj5ORQMhy3PwtyKcGqbtyPzOeXLwwsv2Bryhx6y2+bMsdvvvx/++MO78SmllFK5nSbjKnfyD4bwPtB+Bdz0F9R7CYpcY/f9MRZ+fwmiPeujmpsFBYGzGUD9+rbzyrRpcO210K4dfP01pJhUr5TKTbZGwrHV9jbT2MdKqWyhNeNaM573/HAbHJhja8nL3WQ7sZTtAn6p+7fmZcePw9Sp8N57UKgQ/P67bZ148SLoAmtKZY9srRlXSnlMa8aVuhI3zIbuu6D2/8F/G2D1TbD5/7wdlc8pUQKeesq2Rly40CbiZ8/a1ogDBtg6c6WUUkpdHa8n48aYgcYYyeAWl+T48AyOneXN16NyiEJVocHL0OsA3PAVVHEsAnH8Z1h1ExycB/Gx3o3RR/j720WDwI6K3367LVtp2hRatIAZM+DSJe/GqJRSSuVUAd4OANgMvJDGvhuAdsAiF/u2AHNdbNcpZ8p9foFQsXfi4wuH4eSvsKYn5C8HVQfbW4Ew78XoQ0qWtC0Rx42Djz+2P/fvD7VrQ6NGIJK4CqhSSimlMub1ZFxENmMT8lSMMescP05ysXuziERmTVQqz6rYC8rfCIcWwu7J8McY+Ps9uPmITdwVAIUL2+4rDz4IGzbYRBxg6FDbFnH4cGjdWhNzpTKDiCSsQKmU8h2ZNe/S62UqaTHGXAu0AA4BC70cjspL/AJtUh6xEHruhRaf2G0i8H1b2yrx3F5vR+kT/Pwg6QrQZcrA8uUQEWG7skyaBOfPey08pXI8f39/YmJivB2GUsqFmJgY/P2vvvmDzybjwDDH/VQRiXOxv5wx5l5jzDOO+3rZGZzKIwqEQflu9ueY0xBYCLa/AvOqworOduXPeP2P0mnMGDh4EKZMsYn6vffaPuZKqStTqFAhzpw54+0wlFIunDlzhkKFCl31dXyytaExJj9wGCgEVBaRA0n2hQNpDUuuAgaIyH53nkdbG6orEn0Qdn8Eu6dA9AFoNQcq3aIF0ymIwE8/QcWKtgPLihUwYYItYenc2SbrSqn0Xbp0if379xMaGkrhwoUJDAzUkhWlvEhEiImJ4cyZM5w8eZJKlSoRHByc4XnptTb0es14Gm4HigILkybiDtHAS9jJm3sc2+oBkUBbYLkxpoGI6JfjKmuEVIBrn4c6z8KRJVCmg92+bRwcXWn7llfoBf5BXg3T24yB669PfHz8OPz6K3TrBtWq2XrzgQOhaFFvRaiU7wsODqZSpUqcOHGCqKgo4uJcfVGslMpO/v7+FCpUyO1EPCO+OjK+FmgJ9BCR+W6eEwD8CDQHRojIm2kcNwxHCUylSpUa79u3L3OCVurvD2wJy/l9EFwSqgyAqkOhcA1vR+YzLl+Gr76yXVh++skm5Tt36hcKSimlcrdMWfTHGLPFGHO/Mebqi2PSf5462ET8IPCdu+eJSCwwxfGwdTrHTRKRJiLSpGTJklcVq1LJVL8Puu+GiEVQ6gb48w347YnE/dq3nKAg6NsX1q6FTZts2YoxEBsLd9xhE/VYfZuUUkrlIZ5UbV4DvAMcNsZMNsa4zO4zQUYTN9Pzr+O+QCbGo5T7/PyhXBe7kFCvA9Dwdbv93B74pixsegxO7/BujD6iUSPo0cP+vHevbZF4661QubLtY37smHfjU0oppbKDJ8l4BWAUNuEdDGwwxmw0xgw1xmRK8muMyQfcBcQBU6/gEi0c93vSPUqp7JC/bGKJSnwMlG4LO9+GhdfAstaw9zOIu+jdGH1E9eqwezd8+61dQOjZZ+3Ez61bvR2ZUkoplbXcTsZF5KiIjBORKkBX7ATKesAH2NHy94wxDa4yntuAUGCRi4mbABhjGhljUsVtjGkPPOp4+NlVxqFU5ipcE1p9Cb0OQoPxcOEIbBgEMWft/lidb+zvb0fKly6FHTvg6aehbl2774MP4NNP4dIl78aolFJKZbarmsBpjCmNHSUfDIQ7Nv+CTdBniYhHw37GmB+AVqQzcdMYswqoDvyErSsH+6GgnePnUSIyxp3n09aGymskHk5vh6KObHPZDXZbtWFQ6TYICPFufD5EBFq1shM+S5aEYcPgvvugQgVvR6aUUkq5J1MmcLoiIkeBl4HHsH3BDdAMW2JywBgzwoMga2MT8Ywmbn4K/AY0BYYCD2CT8y+B1u4m4kp5lfFLTMRFbCvES8dh/UD4phxsfEhryx2MgR9/hGXL7Gqf48ZBeDi89Za3I1NKKaWu3hWPjBtjygNDsKPi5YF47LL1HwGNgPuAksA4ERmVKdFmMh0ZVz5FBP79AXZNgv1zoNH/oMYDEHsBiIcAnZcMEBUF779vJ3s2bWpLWtasgf79oYC+RUoppXxQeiPjHiXjxi771RW413EfABzFthSclGKlzELAcqCCiJS78vCzjibjymdd+g/889kEfNck+O1JCO8P1YZCaANvR+dTXngBIiOhSBEYNAgeeMD2L1dKKaV8RWb1GR+FXYZ+PtAdW7PdB6goIqNSTrgUkbOOY0tfaeBK5VnBxRNHwos1hvI9YfdUWNQQFjeDXVPsSLri+edtGUvXrvD227Yzy+2369ujlFIqZ/CkZvwF7BL17wF1RSRCRL50LLaTlk3AJ1cRn1KqWGNo+QncfBgavwlx0TYxdy5beT5vryJrDFx/PXz+Oezfb0fJa9e220Vg+nQ4dcrLQSqllFJpcLtMxbGM/AwRyTU92LRMReVIInD5hB09v3TCTvgsUsd2YgnvC4GFvR2hz/jtN7u4UEgI3HUXPPggXHutt6NSSimV12RKmYpjGflck4grlWMZYxNxAL8gaDQBJBZ+uc8m5huGwLm93o3RRzRsCL/+Cn37wscfQ716EBEB+/L2lwlKKaV8iCc1442MMc87eou72l/Gsb9BpkWnlEpfYEGo8SB03QydNkBYH9g3y674CbaE5fJpr4bobQ0bwpQpcPAgvPoqREdDace/YuvXw7Fj3o1PKaVU3uZJmcpMbB/wMHFxkqPTShSwWkTuzswgs4qWqahcKTY6cdGgH26Bw4tskl51KJRokVhrnseJ2MmeBw7YCZ8PPQTNmnk7KqWUUrlRZi36cx2w0lUiDuDYvgK43vMQlVKZJunqnXWegcp3wf7ZsKwlfFcP9n7qvdh8iDGwYAHcey98+y00b26T8e+/93ZkSiml8hJPkvEyJC4/n5bDQNkrD0cplamKNYZmH9pOLM0m2d7lZ3fZffEx8O9PeboHYK1adiXPQ4fg3Xfh3Dk475gZc/y4HTVXSimlspInyXg0dkXN9JQELl15OEqpLBFYyC4Y1OUXqOtYEPfQQlh2PXxXF/5803ZmyaMKFbKLBW3bBt27221vvQXh4XDLLbBqVZ7+zKKUUioLeZKMbwZ6GmMKutppjCkM9HQcp5TyVX4B9r5sR2g+FQIKwa8jbCeWn/rn6QmfxoCf41/FQYPgySdtIt62rW2JOGWKV8NTSimVC3mSjE/CjnwvM8bUS7rDGFMfWAqUcBynlPJ1AQWg6iDovN52Y6k6BE7vsKPoAEdXw8XjXg3Rm8LD4ZVXbBeWjz6CoCBYvDhx/6FDXgtNKaVULuJ2NxUAY8x04G5AgKPAIaA8dsl7A3wiIgMzPcosot1UlEpBxA4Px12GueUg5ixU7G0XFCoVkac7sYjYtogFCsBff8E110CnTjB8OHTtmjiirpRSSqWUWd1UcCTa9wHbsRM6GzvutwHDclIirpRywZls+wdB+5VQ7V44vBiWt4MFNeHQd96Nz4uMsYk4QPHiMHo0bNkCN91kWyT+739w9qx3Y1RKKZXzeDQynuxEY0KAosApEYnOzKCyi46MK+WG2AtwYA7smgQNXoGS18OZvyF6H5RuBybvDgnHxMDXX8M778DGjbakpXhx25HFmbgrpZRS6Y2MX3EynhtoMq7UFdr0KPw1EQpWsYsJVRkI+ct4OyqvOnQIype3P7doAcHBtoSlVy8IDPRqaEoppbws08pUlFIKgAYvQ8sZEFIJtoyEuRVh3UBvR+VVzkQ8Lg5uuy1xZc/KlWHMGDh61LvxKaWU8k0eJePGmALGmCeNMd8bY3YYY/a4uO3OqmCVUj7CPx+E3wkdVsJNf0KtEZC/nN0nAjvfg+jDXg3RW/z94fHH4e+/Yf58qFMHRo2yq3yCTdZz6heSkZG2dt55i4z0dkRKKZXzuV2mYowpCvwIXAOcAQoDp4EgIL/jsMNAjIhUzvRIs4CWqSiVBU79Ad9dC8Yfyne3nVjKdAI/f29H5jV//QUVKtg68nffhWnT4KGH4I47IF8+b0fnmYgIe79qlTejUEqpnCWzylSewybig4FQx7Y3gIJAS+BXYDdQ+8pDVUrleEXrQve/ofYTcPwnWNUN5lWxSXoeVbNm4oTOkiVti8SBA6FiRXjmGdi/36vhKaWU8iJPkvEewBoRmSZJhtPFWg90A2oBz2ZyjEqpnKZQNdt5pecBaDUbijW22wAOfAOHFkB8nHdj9JLbb4dt22D5crjhBhg/Hu66y9tRKaWU8hZPkvGKwKYkj+OBYOcDETkGLAL6ZE5oSqkczz8IKt0Krb+2deYAf/4PVneHeeGwNRLO571hYWOgXTvbFnHvXnjrLbv92DFo1Ajefx/OnfNujEoppbKHJ8l4NDYBdzqNXfAnqaPYFTmVUsq19ivghq+hSF3440WYV9km5XlUpUpQv779+cgRm6g/8IDtzjJiBOzc6dXwlFJKZTFPkvED2NFxp+1Aa2OSrfjRCvgnMwJTSuVSfoFQ8WZouwh67IFrnoES19l95w/AllFwLsqrIXpL/fp28aB166B7d3jvPahd2ybpSimlcidPkvHVQBtjnOtl8wVQFfjOGPOgMWY20ALIu+tlK6U8UzAc6r8E5Trbx8dWw7axdsLnyi5w4GuIj/FqiNnNGLto0Gef2V7ln34KZcvafQ89BBMmwIkT3o1RKaVU5vEkGf8YmAtUcDz+wPG4E/A2cAvwE7brilJKea5yf+gZBXWft91XfrjFJuZxF70dmVeULg133ml/jomB33+HJ56wbRKHDoUtW7wbn1JKqavndjIuIr+KyP0icsDxOFZEegNNgb7AdUAbETmVJZEqpfKGApWgXqRNytvMh+oPJk7+3Pw07J8NcZe9GaFXBAba3t6bN0O/fjBjBjRoAB995OXAlFJKXRVPFv1pDZwRkc1ZGlE20kV/lMpBYs7axYTO74PgklDlHqg6BApX93ZkXnHihF08qF8/KFMGvvsONm2yI+ZlUk6tz0S66I9SSnkusxb9WQkMy5yQlFLKQ4GFoPtuiPgOSl4Pf06ABTVg3xfejswrihWDxx9PTLzXrIHnn7fdWfr3h/Xrwc2xFqWUUl7kSTJ+HLiQVYEopVSG/PyhXFdo/Q30OgD1x0KZDnbf/tnw6xNw5i/vxuglr7wCf/1l2yLOnw/XXQd9+3o7KqWUUhnxJBlfhV32XimlvC9/WajzDAQXt49P/QF/vQkLasH3ERA1M89N/KxRAyZOhIMHbVvEXr3s9uhoGDUK9u3zZnRKKaVc8SQZfw6oaYx5yRgTmFUBKaXUFan3AvQ6CA1egeiD8FM/WHWjt6PyikKF4P77oY9jPeQff4Rx46BKFbj5Zli+XEtYlFLKV3gygfMjoBpwPXalzS3YBX5SXkBEZHBmBplVdAKnUrmUxMPRlfa+bEe4fBp+vBUq3w0Vb4WA/N6OMNvt3w8ffACTJ8Px43YxoR9+gOLFPbuOTuBUSinPpTeB05NkPN7N5xMR8Xc3OG/SZFypPOLkZvjhNji3CwKL2qS82lAoWtfbkWW7ixfhyy9h9WqYOtVumzULGjaEmjUzPl+TcaWU8lxmJeNh7j6hiOSIykRNxpXKQ0Tg2CrYNcmxsudl6L4LClX1dmRedfGi7chy+jR06mRX+ezaFfzTGFLRZFwppTyXXjIe4O5FckqCrZRSLhkDpdva28XjcGRxYiL+8/1g/O1oeWh978aZzfLls11YJk+G99+H7t2hcmX7uH17b0enlFK5nycTOJVSKnfIVwIq97c/i4DEwO4psKgBLGkOu6dCzDmvhpidSpeG556DqCiYPdv2Ki9Xzu7bvh22bLE/z5hh+5evXg3h4faxUkqpq+NJmUoldy8qIvuvOKJspGUqSqkEl07A3k9h9yQ4vd22Taw/1ibrxng7Oq+58074/HPbNjEqCi5fTtwXEgKTJtlVQJVSSqUtMydwunOwiIjb5S/epMm4UioVETj+ExQIg5AKcOg7+P15qDYMwvralUDzkJMnYdo0eOopiI1NvT8szCbpSiml0pZZyfh0XCfjRYEGQBh2YaB9InLPFcSZ7TQZV0pl6NB3sPkpOP0HBBSAsDttYl6scZ4aMffzc92b3BiId7fXllJK5VGZNYFzYDpP4AeMAu4DBngaoFJK+azy3aBcV/hvg+3EEvUZHFkCPfbYSZ/xceCXI7q5XpVKlVyv4Fm6dPbHopRSuUmmTOAUkXgReQGIAl7JjGsqpZTPMAZKtIAWH8HNR+CGr2wCHncZFtSADUPg+M+5elnLsWNtjXhSfn5w9Ci8+qqOjiul1JXK7G4qPwGdMvmaSinlO4KKQHHHN42x56B0O9g3C5Y2t91Ydr5rV/zMZfr1s5M1yxb9B0M8YWG2FWLv3raevGNHOHzY21EqpVTO43bNuFsXM2YacIeIhGR4sA/QmnGlVKaIOQv7PrdlLCc2QfuVUDoC4i6CX3Cuqi3f/HoEAA2eWAXYLwOmToVHHoH8+eHnn6FKFe/Fp5RSvii9mvFMGxk3xnQA7gD+yKxrKqVUjhBYyE7q7LIRuv4GpdrY7Zufhu+uhb/egssnvRtjFjEGhgyBTZvgnnvsgkFKKaXc53YyboxZkcZtjTFmL7AECAZezLJolVLK14U2SBwJL94M/ENg0yPwTTn46W749yevhpdVatWC116zLz0qCm64Af7QoRmllMqQJ/3AI9LYLsBJbDL+uoisuNqglFIqVwi/095O/Aa7J8Pez8AvEEq2tPUdMacgKNTbUWa6w4fh77+hSROYMAEeeCBXVeoopVSmcntkXET80rj5i0gJEemmibhSSrlQrCE0fQ96H4H64+y2E5vg6zKwth8cXZ2rOrG0bAlbt0L79jB8OPTsCcePezsqpZTyTZndTUUppVRaAgpAfkdj7uDits788EJYHgELasGO1yHmnFdDzCylSsGCBfDmm7BkiW2NqJRSKjWvJ+PGmIHGGMngFufivJbGmO+MMSeMMReMMVuNMSOMMbl/9Q2lVM5XsDI0eRtuPgwtpkO+kvDHGDCOf5ajD4Hk7ObdxsDDD8PGjfDSS3bbgQNw+bJ341JKKV/ids24MeY5YDQQJiKpuskaY8oDe4FRIjLegxg2Ay+kse8GoB2wKMVz9QS+Ai4CXwAngO7AG8D1wG0ePL9SSnlPQAhUGWBvF4/ZxyKwogPEx0K1IVB5YOKIeg507bX2PiYGunaFfPlg5kyoUcO7cSmllC/wZGS8O7DKVSIOICKHgJVAL08CEJHNIhLp6gY4+5VPch5vjCkMTAbigAgRGSwiTwINgHXArcaYPp7EoJRSPiFfKXsv8VDnOQgpZ9sjzq0AP9wG//3i3fiuUmCgHSHfuxcaNYJp03JVqbxSSl0RT5LxasD2DI7Z7jjuqhljrgVaAIeAhUl23QqUBGaJSMKKPSJyEXjO8fD+zIhBKaW8ws8fKveDDqvhxh1Q82E4thLO7bH7L5+EC/94N8YrdPPNsGULNG0KgwZBnz5w9qy3o1JKKe/xJBnPD0RncMxFoNCVh5PMMMf9VBFJWjPeznG/2MU5a7AxtjTGBGdSHEop5T1FakGjCdDrEFTsbbf9/T7MrQg/3AKHl+S42vIKFeD772HcOFtDHqz/Wiul8jBPkvGD2JHq9DhHsq+KMSY/0B9bijIlxe6ajvudKc8TkVhs3XoAoAsyK6VyD/9g26McoNLtUOtROLYGVnWBeVVg28s5qubD3x9GjoQ1ayAoCE6etIsGxcZ6OzKllMpeniTji4HWxpg7XO101Gm3IcVkyyt0O1AUWCwiB1LsK+K4P53Guc7tRTMhDqWU8j2FqkHDV6HXQbj+CyhYza7s6VxZ5/gGiE/VhOrqRUbS4MnVNHhytX2uyMirvmSAo43A55/D//0fRETAvn1XfVmllMoxjLg5kuLolrIVm+R+i03ODwHlga5AD+xKnA1E5OBVBWXMWqAl0ENE5qfYtxOoDlQXkV3pnNtSRNa52D8MRwlMpUqVGu/Tf/WVUrlB3GXwD4JzUXakPKQCVB0MVQZBgYqZ9jTnIosCUDDyVKZd02nmTLjvPvDzg0mT4PbbM/0plFLKK4wxm0Skiat9nqzAeQjoDOzHdkx5H5jnuO8J7AM6Z0IiXgebTB8EvnNxiHPku4iLfUm3n3K1U0QmiUgTEWlSsmTJqwlVKaV8h3+Qvc9fDlrNhsK14fdImBcOq7rDmVSVfT7nzjth82aoXRvuuMMuGKSUUrmd233GAURkozGmBrbNYQvsKPkpYD0wX0RiMiGmtCZuOv0FNAFqAJuS7jDGBACVgVhgTybEopRSOYt/EFS6xd7O7YHdU2HvZxDoGKc4uQWCikKBMK+GmZYqVWwd+auvJo6Mx8fb0XKllMqN3C5TyQ7GmHzAYaAwUNlFvTjGmEHAVOATERmQYl87YDmwRkTaZPR8TZo0kY0bN2Z0mFJK5WwSn7iy5/dt4dhqKNsFqg2D8jcmTgx1Q1aWqbgSFwfdukGHDvD445qUK6VypkwpU8kmtwGhwCJXibjDHOA40McYk/CiHIn8GMfD97M0SqWUyklMkn/qr5sOdZ+DU1vhh5thbiXbKtFHXbgABQvayZ2dO8ORI96OSCmlMpfbybgx5jljTIwxplwa+8sbYy4bY566inicJSqT0jpARM4AQwF/YJUxZoox5lVgM3AdNln/4ipiUEqp3KtAGNR7EXpGQet5UKxJYp/ymHOw/yuId11xGBkJhV44RaEXTmVWM5UMFSwIc+bYCZ1r10K9ejB/fsbnKaVUTuFJN5UNwBkR6ZjOMUuAwiJynceBGFMbu4LnQSA8jXrxpMdfDzyLTcDzAbuAj4C3MjrXSctUlFIqiT2fwPoBkK80VLkHqg6BQlWTH/N6UXv/xKnsjo4//4S+feH0adixQxcLUkrlHJlVplINmyynZ7vjOI+JyA4RMSJS0Z1kWkTWikg3EQkVkfwicq2IvOFuIq6UUiqF8H7QZiGUaAE7XoP51WBFRztiDrB3BpQ6A2VPw9xw+zgb1aoF69fD0qU2Eb90ySblSimVk3mSjOfHLjWfnotAoSsPRymllNf4+UP5btB6LvTcB/Vesl1YAgvaxHvDIAgQMED0Pvh5WLYn5MHBUM0x5PPSS9CoEbz3Xo5afFQppZLxJBk/iG1nmJ4W2IWAlFJK5WQh5e1Ezxvm2MdbRkL85eTHxEXDlmezPzaHhx6yK3Y++CD06gXHj3stFKWUumKeJOOLgdbGmDtc7TTG9AHaAIsyIzCllFI+JDqN9dyi92dvHEmULg0LF8LEibB4sZ3cuXat18JRSqkr4kkyPh67wM9MY8zXxphhxpgbHfffADOAE8ArWRCnUkopbwqplMb2CtkbRwp+fvDII/Dzz1CuHISGejUcpZTymNvJuIgcAjoD+4Fe2F7e8xz3PYF9QGcRSWP4RCmlVI5Vfyz4hyTf5hcE9V+2PzvbI3pJ/frwyy9wzTX28Usvwd9/ezUkpZRyi0eL/ojIRuwy9LcCE7ArYU5wPK4pIpvSOV0ppVROVbkfNJsEsQYECAmD5h/Z7YcWwJLmcG6PV0M0xt4fPAhvvAENG8LHH+vkTqWUb/N4BU4RiRGRr0Xk/0RkmOP+axGJMcb4GWN6ZkWgSimlvKxyPzhWGI4UgV5R9rHT2V2wqKFdNMjLKlSArVuhSRMYOBDuvBNOnfJ2VEop5ZrHybgrxpgwY8xL2BKWrzPjmkoppXKI8jdB11+hUE348VbY+DDEXfJqSBUqwPLlMHYszJ4N7dvrCLlSyjcFXOmJxhh/bK34MKADNrEX4PvMCU0ppVSOUbAydPwRNj8Ff02Ekq0g7HavhuTvD888A+3awYkTtowlPt4m5f7+Xg1NKaUSeJyMG2OqAEOBgUApx+bjwIfAVBHZl2nRKaWUyjn8g6DxGxDWF4o3tduiD0NIOa+G1SLJChlvvglffw0zZkClNBrEKKVUdnKrTMUYE2CMuc0YswzYCTwFhGJLUgzwrYg8r4m4UkrlYjNmwNgz8ORpCA+3j10p0cwOQ5/dBQtq+kTZilOZMrBli+1JPnu2t6NRSqkMknFjTHVjzKvYVTVnAe2B34CHgLIiclvWh6iUUsrrZsyAYcPglKPwet8++zithBxsb/KqQ2Hn27Dseq93WwHo2xd++w1q1oTbb4fBg+HcOW9HpZTKyzIaGf8LeByIA/4HXCsiTUXkXRE5meXRKaWU8o7Y2MSfV6ywK+tERyc/Jjoann027Wv4B0Hj/0HruXB2t890W6laFX780daTf/IJbN7s7YiUUnmZO2Uqgl3i/isR2ZbF8SillMoKIra/319/wQ8/wLJlifteew1694ZWraBGDShSBFq2TNz/xBPw33+ur7t/f8bPXaEndP0NCteCo8uv6mVklsBA22ll1y77ssG+LfHeXbtIKZUHZTSBcxQwGLgHGGiM+QuYDnwqIkeyODallFLuiIqyy00ePQrHjtn78+fhnXfs/mHD7Oo3ly8nnlO2LBw+bH/+/XebpJcuDY0a2fuaNROP/fxz2xvw0KHUz+3uLMiC4dDhB+z4DnByKwQUgEJVPXyxmSsszN5v2QJt2kDHjvatKlPGq2EppfIQI240XjXGdMZ2UOkOBGLLVpYCH2NryaeIyLAsjDNLNGnSRDZu3OjtMJRSKlF0dGJS3bAhBAXZhtnz5tntzn3HjtmlJoOD4eGH4e23E68RFGSzyb17wc/P1mJs22aT7NKloVQpu//aa92Py1kznrRUJSQE7rgD7rsPmjVz/1oisKQZnN0JzadCpVvdPzeLiMDkyTBiBBQsCNOmwY03ejsqpVRuYYzZJCJNXO5zJxlPcqFSwCBgCFCFhCEONgH3i8imq4w1W2kyrpTKFtHRdvTamUQ7E+oHHrAj1LNm2dpr54i20549ULkyvPoqjBtnk2hnMl2qlN1eqBD8+SccP564vUiRxLXhM9OMGTD8LjuJMywMIiPhpZdsqcrYsbacxc/NteTORcHaO+C/n6HGcGj4OvgHZ37MHtqxw07y3LIFnnzSvsVKKXW1Mi0ZT3HR9tgFf3oCQdjEfCt2lPzdK4w1W2kyrpS6IjExNpkuXNgmwwcO2IQ6aZnIsWO2TOT66+HLL+0IclJ+fnYW4XXX2QmSU6cmJtrO+zZt7DCtSNYk11fi9aL2/olT9v7kSRg6FL76ytZ4fPKJ+zUecZdhy0j4839QrDFEfAf5SmV8Xha7eBFGjrSfgx5+2NvRKKVygyxJxpNcvAR2AaAhQA1ARCRHrG2mybhSCrDJ7rlzyUtAjh61pRcNG8Lu3TBoUOL2k45mUp98AnfdBT/9ZJPufPmSl4I89xw0b27LSX74IfmodvHiOXMZyJTJONj3b8oU23ElNBR27oQCBdy/5sFvYc80aDUH/K54Yegs89VX9o/+vvt85zORUipnSS8Zv+p/9UTkOPA68LoxJgKblCullHfFxdkJi/nz2zZ9c+Ykr7k+ehR69bKNpv/5B8q5WCVy3DibjOfLZx/XrWsnMjpHr51LOzZtCmfO2FFsV9lahQq29iG3MsaOjl9/Paxfn5iIx8e7V7ZSoae9AVw8Bn9OhGtH+0TZCthfnVmzYMkS+5mjRAlvR6SUyk0ydQhCRFYBqzLzmkopleDixcSRa2eZiLMv3aBBtlzEmXAfPw5DhsCHH9qEsF8/mxz6+ycm0xcu2HNLlLDFwc7tSUewAcqXh9Wr044rMNDe8rprrrE3gAUL4IUXYOZMqF7d/Wscmg/bX4YjS6DVl17vtgK2VL5ZM3jqKahfHz79FNq183ZUSqncwve+D1RK5U2bNtlJjklHrsuWheeft/sbNLCz6pLq1g0WLrQ/79xpk+0qVeyIddKRaz8/2L7dJt2hoalHawMD7Ww9lbl277atEt97z5bzuKPqYAguCesHwuJG0HwKVPLuYs9+fvDooxARYb/g6NDBruJZv75Xw1JK5RKajCulMldsrB2VPnYMzp61pQtgv99fuzYx0T56FEqWhF9/tfsffdTWVYMteyheHFq3Trzu3Xfbkeyko9cVKiTu//HH9ONK2jdbZb2bbrIfnvr1s392y5bBu+/aCa8ZqdDDLhL04x3w4+3Q7EOo5v3uuQ0b2s+MX36ZmIhHR9sOj0opdaU0GVdKuefff22rvaTdQv77D15/3SbPI0fahPu//+yEPrBlJKdP259//NH2y3aWgNSta9cld3L2yS5d2o5gB6T45+mxx7L+NarMVbGi7RQzdiy8+KLttuLuCHmBMOiwBra/AhVvsdt8oKtMgQJwzz325z/+sOUqr79uX5ZO7lRKXYmr7qaSk2k3FZVnidiOIEeP2rKO4GDYsMGWfKSc5Lhxoy3tGDkSXnkl+XUKF4YjR+zQ4Mcf28l7KdvztWqlWUpu4qqbiju2bbP15MbYkqFatdzvSQ4QHwOre0DVQV4vW3E6cAD694c1a+DOO201TpEi3o5KKeWLsrSbilLKR8TGJh+1dt7fcYcdofzuO7uwjHPyY2ysPW/rVrsS48aNdgSzRInERLp588Tj+ve3ibUz0S5Z0nYqcRowwN6UcqVOHXt/8KCdDXnDDfYDXCk3+4pfPgWXT9qyleoPQqPXwT9floXrDufA/yuvwOjRsG6dnex53XVeDUsplcNoMp6dIiNtdwGn0aPtNqVcEbGrMfr52ZHnY8fgm29Sr+IYGWlnli1ZYut0U6pb12YNBQrYGutGjZKPXpcvb48bOtQ2Uk6r93WdOokJlVJXqnx5eO01O0fA2ZqkQ4eMz8tX0patbHkG/pwAx9f5RLcVf3/7GbddOzs6/vXXmowrpTyjZSrZXaYSEWHvV63K3udVviE+3tZUJ53EWLu27RRy5Ajce2/yke0LF+D9922SvGWLPQ5s2YgzmX7+edv7+tAhmD8/eaJdunTava+VuhJXWqaS0u+/Q58+dv35//s/ePll939PD86z3VYKVoPOG3zm9/v0aftlUVCQnZdcogRUquTtqJRSvuCKylSMMSuu8PlERNpf4blK5TzOhU1EYNGi1Ks4tm1rF5Y5exaKFrXHJ/XsszbJDgqC/fttAl2jRmJS7WzPV7u2LVItVcoem1L58jZpVyqrbI2Eco4JuTMN1B0N9SKv7FrXXgu//GIn5p4+7VlC7ey2Envenhd7wd57uWzFWS8eH28rtg4ehMmT4dZbvRqWUsrHpVemEnGF18y7Q+0qdxCxqyk6k+rAQFs7DXYEb/fu5GUiN90En31mk4E77rDLqoMtCylVKrGlXsGCNvEuWTL5BEdne77ixWHz5rTjCgpK3spPqexWLxIeXmV/zoxv90JC4IMPEj+gbtpk+8W7s1ppgbDEnzc9Aic2OspWql19XFfJzw/mzrVlK7fdZteemjgxcWFSpZRKKs1kXEQ8mOauVA7x99+wb1/y0etCheCZZ+z+Tp1sa4RLlxLPadMmMfH48Uc4dcom0g0bJl9YBuwqjUWL2u0p/+c1xrZ3U0ol5+yq8uabtoZ82TJ46y37AdYd5bvDgTmwqBE0nwxhd2RdrG6qWtX+c/H88zB+vG2hv2IFlCvn7ciUUr5GJ3CqnOvCBZtUnzhhJyUCzJ5tF5ZJWncdHGxH3AAefhgWL068RmCg7ezgTMY7dLBJtnMp9NKl7eRHp59+Sj8mZxxKKc999BGEhdmuPmvXwqxZ9u9jRip0dywS1AfW9oFjq6HR/7xethIYaEvhO3aEadOgTBmvhqOU8lE6gVMncPqWc+dsoWXK9nzPP28XgXntNfjwQ7vdWQ4SEGBHsv387PfBX36ZfBJjpUr2O2KwNaoXLiTuL1rUZyZ/KZUjZMe/YStX2laax4/b53G3PUl8jO22smsSdPnV651WXDl0CJ54At54Q5NzpfKSTOszbozxAx4E+gG1gQIiEuDY1xAYCkwUkZ1XF7LKNWJi7MqNxYvbEeo//rAj0yn7YS9YYL+/nTgRRo1Kfg1jYPjwxOS6WbPUC8s4P1R++KFdBTItTZtm2UtVSmWStm1t96A33kj8O+vO6pt+gdDwNaj1BOQvbc/5dy2UapX1Mbvpt99sPfmKFTB9OnTt6u2IlFLe5nYybowJAhZhJ3aeAM4CSQv69gKDgH+B0ZkXovI5586lTqY7d7ZfL//wg02mnftOnLDnrFtna6s3boQnn7SJubP1XrlyNmkH6NnTrgiZNNkuXjyx9/Xdd9tbWtLqka2UyllKlLDlKmA/0HfrBq++ahP1jOQvbe/3f2nLVqrf7xNlK2Dne2/aZLs6dusGjzxiFw3K5/3QlFJe4snI+JNAWyASGAM8DyQMYYrIKWPMGqAzmoznLPHxdpXFoCDbYmzRouR9sI8dg4cesoWPq1cnfk2d1Jw5Nhn397fXq1PHroLhTKrDHJ0Pbr8deve2kyZdjXJde629KaV8T2Sk/TcA7N/f7Fq47MQJ2xq0fXs7v2P0aFuQnZGKvaH2k7DjNbtI0PVfQuHqWR9vBq65Bn7+GZ56ys5ZzZfPJuRKqbzJ7ZpxY8x24D8RucHxeDTwvIj4JznmQ6C7iOSI+eK5umb80iU7muRMqCtUgHr1bCeQ4cOTj2z/+6/9n+CJJ2DXLqju+M/K3z9xIuPo0XDzzfDPP/DJJ8lLRJwj3O7856iUUlfi/Hk7Afujj2wN+cyZEB7u3rmHFsC6Abam/LrpNkn3EUuW2M6pRYvCyZM6jUWp3CqzasYrAwszOOYEUMyDa+YtM2bA+vU2UQ4Pt1/B9uvn+XXWrbOrNSYtE2nUyE5ejI21CfLJk8nPGTHC1l8GB9suBaVL2xic9dfO9nxhYbBtm90WGprYcsypTBnba1sppbJTgQIwdar9hu7ee2HkSPj8c/fOLX+T7bby053gH5K1cXqoc2d7f/myHfgPD7cLBRUv7tWwlFLZyJNk/CJQNINjKgGnrjSYXG3GDBg2LLF/9b599vHp03DDDRAXl7jU+auvwp9/Jh+9btky8T+em2+2252KF09ckTEgwCblhQsnH72uXNnuz58f9u5NO87AQPsdqlJK+aI+fewgQqFC9vGRI3bpy5AMkuwClaDDD4nDznumQ4nrfaJsBew/3f37w9NPQ/36tt26O+XxSqmcz5MylZVAFaC6iFxOWaZijCkC7AZ+EpEeWRVwZsrWMpXwcJuApx2MbbsH9itY57LnzmS6eXN44AG7f+1aO0pUurSd5KTlIUqpvEgEWreG//6zPcnr1XPvvJgzML86xF7wmUWCnH791S5A+vffNjF/4QX9J16p3CC9MhVPkvG+wAzgK2Aw8CiOZNwYUxSYBvTA1ox/lxmBZ7VsTcb9/BLb76U0e7bthd2smX3sTgsvpZRS8P33cNddtjRvwgQ7aOHOv5/nD8DaO+zETh/qtgK2YdWIEbBhg53omT+/tyNSSl2tTEnGHRf6CBgIxAAngZLAb0AdIBh4V0QeutqAs4tPjIyHhUFUVPbEoJRSudGxYzBwoO0E1bOnXe4yNDTj8+JjYMtzsONVKNYEOq0DP99ZmPrsWVuNc/asXZ7httu8HZFS6kqll4z7udqYFhEZhO0lvh2biBugEbALGJyTEvFsN3Zs6prGkJDEPrpKKaWuTKlSduGwN96A3bvdr+vwC4SG46HNAqgy0KcScUgsi3/7bdsVtn9/OHPGuzEppTKfRyPjyU40Jj8QCpwWkfOZGlU2yfbWhjNmwODBdhJnWNiVd1NRSinlWkyMTcajo+1qvA88YGdHuuvQAntr9AYE+EZ9SFwcjBtn68crVbJdHZ0NsJRSOUOmjYwnJSIXRORwTk3EvaJfP/svaJs2tjRFE3GllMpczlHxOXPs8pbt2sH+/e6ff3Iz7PoQll4HZ3ZmSYie8ve3CxuvWWOnFLVqZcd2lFK5wxUn40oppZTPuvtu+Owz+O032zb2m2/cO6/uc7ZsJfoALG4MUW72Ms8GLVvC5s1wzz22I65SKndIMxk3xuy5wtvu7HwBSimllEv9+tlkvGpV6N3bdltxR/kboetmKFrPLhR0bE2WhumJIkXsokCVKkF8vH2JX33l7aiUUlcjvZFxP+wEzaS3YCDccasI5HfcO7cFZ3BNpZRSKvtUq2bXZhg5Enp4sARGgYrQYRW0nAElHcPQcRezJMQrdeoU7NwJt95q15A7r0WjSuVIaSbOIhIuIpWdN6A+cAhYD7QF8olIWSAf0A7YABwE3Fx1QSmllMoGQUF2BmT16rbo+u674YMP0l77wckvEMLvtH3LT/8J86r4VNlKsWL2c8bTT9u5qk2a2DIWpVTO4sko9ligKBAhIqtFJA5AROJEZBU2QS/mOO6KGGPaG2O+Mcb8Y4y5ZIw5bIxZYozpluSYcGOMpHObdaXPr5RSKpe7cAGOHoX777eNu0+edO+8wIJQoLItW/n5Prt6pw8ICoKXX4Zly+D0aVuNExvr7aiUUp7wpKnqzcDnInLZ1U4RuWiM+RboAzzsaSDGmFeBJ7Gj6/OA49he5o2BCCDlqp5bgLkuLvWHp8+tlFIqjwgJsYsDTZgAzzxjl7icOdO2KEn3vAq2bGXrKNg+Ho6vh1ZfQuEa2RJ2Rtq3h61bbeOYgADb4fHkSduCXSnl2zxJxosDGa2kEOg4ziPGmKHYRPxjYFjKhN8Y4+p5N4tIpKfPpZRSKo/z84Mnn4SICOjb146Q79mT8brzfoHQ4BUo2RrW3w1/vw+N38iWkN1RooS9Abz0Enz4IXz8MXTp4t24lFLp86RMZTdwqzGmiKudxphQ4FZgjycBGGOCsaUt+3GRiAOISIwn11RKKaUy1LQp/PqrXb0zf367us4//2R8Xvlu0HULNHjZPj6722fKVpxuv92OinftCo8+ateaU0r5Jk+S8Q+AcsDPxpi7HbXb+R33A7ATOMsA73oYQ0dsOcrXQLwx5kZjzFPGmEeMMdelc145Y8y9xphnHPc6cVQppZRnCheGxo3tz6+/DnXqwLffZnxeSHnwzwdxl2FlF1jawmcWCQKoW9dW4Dz0EEycCM2bw59/ejsqpZQrbifjIvIO8DZQHZiGHSk/57j/CKgGvCMi73kYQ1PH/UXgN2AB8AowEfjJGLPaGFPSxXkdsR8QxjrutxhjVhpjKnn4/NknMhJWr7Y3Y+xjpZRSvuHmmyEsDHr1slnsRTdaGfoHQeM34cIhn1skKH9+eOstmD8fjh+3c1eVUr7HSEatnVKeYEerBwENgSLAaeBXYLqI/ORxAMa8D9wHxAHbgQeAzUBl4HWgE7BaRCIcx5cChmMnbzpLYuoBkdiOLruABiLisuOqMWYYMAygUqVKjfft2+dpyEoppXKrS5dsT/I33oB69WDWLKhdO+Pzzh+An/rCv2uh2jCboPvny/p43XTpEgQH258nTbK9yYsV825MSuUlxphNItLE5T5Pk/HMZoz5EJscXwJqiUhUkn0hwF9ABaCliKxL5zoBwI9Ac2CEiLyZ0XM3adJENm7ceHUvQCmlVO7z3XcwZIhd3vK69Comk4iPga3Pw/GfoN1y8POkR0L22LULrrnG1pN/9pmdw6qUynrpJeO+sFrmKcf9b0kTcQARiQaWOB42S+8iIhILTHE8bJ2J8SmllMprunWzHVacifiMGXbJy/T4BdpJne2+t4n4xWOw78ssD9UT1arBunW2w2O7dvDcc7YNolLKezxOxo0xLYwxU4wxm4wxu40xvxpjJhtjWl5hDH857k+lsd+5IkMGPacA+NdxX+AKY1FKKaWsfI4yk6gouOceaNjQZrIZ8XN0490xAdbeARuG+VS3lcaNbROZe+6BsWPhppsyXoxUKZV1PErGjTFjgLUk1oxXBhoAg4EfjDHjriCG5YAA1xhjXMVT13G/141rtXDce9ReUSmllEpTeDisWWN/vuEGu+RlXFzG59UfC9eMhN2THd1W/sr4nGxSsCBMnQpffAGDB9ueApqQK+UdbifjxpjbgGew/cCHAFWwo9VVHI/3A08ZY273JAAR2QfMByoBj6R4zk5AZ+yo+WLHtkauknZjTHvgUcfDzzyJQSmllEpXixawebOd+fjMM7bjSkbZq18ANBgHEYsSu638syI7onXb7bfbG9hFgu6+G86c8W5MSuU1nswueQg4CjQVkeNJtkcBHxlj5mGXon8Q8LRI7kHsSPv/jDE3YlscVgZ6YbusDBGR045j/wdUN8b8BBx0bKsHtHP8POpKuroopZRS6SpSBD7/HDp1skPJxrh3Xrku0HUz/Po4hNbP0hCvxunTtjR+7VqYOdP2JldKZT1PylTqA3NSJOIJHNtnY8tWPCIiB4HGwDvYPuaPABHYEfPrReSrJId/ik3WmwJDsa0Qq2M/ALQWkTGePr9SSinlFmNg0CBbcA22JcmIERkvcRlSAVp9AcHFbdeVDUN8qmwF4KmnbDVOXBy0auV+NY5S6up4kowHANEZHBONZ6PtCUTkXxF5SETCRCRIREqIyM0i8nOK46aKyE0iEi4iBUUkWEQqicgdIvLDlTy3UkopdUW2bYM337RdV3a6uQLn2b/h4FxbtrJ3RpaG56nrr7fVOLfcYqtxNmzwdkRK5X6eJOO7gZvSmGSJY3s3x3FKKaVU7vfyyzBvHuzfD40awfTpGdeSF7nGlq2ENoR1/WHDUJ/qtlK0qK3G2bABWjr6pLn7OUMp5TlPkvGZQG3gW2NM9aQ7jDFVgTnANY7jlFJKqbyhe3fYsgWaNLHlKz//nPE5IRWg/UpHt5UpNin3IcZAM8fqHhs32oWC7rsPojP6flwp5TG3V+A0xgQBS7EL6sQDh4EjQBmgPDax/xHoICKXsyTaTKYrcCqllMo0cXGweDHceKN9/N9/ULx4xucdXgz5y9rJnfFx4OeftXF66PJluzjQa69B7dp21Ly+785DVconZcoKnI4EuyPwLLbndwXsJMqKjsfPAu1zSiKulFJKZSp//8RE/LffICwMXn0V4uPTP69cl8QuK7/c53NlK0FB9mUsW2YXIW3WDN5919tRKZV7eLToj4jEiMjLIlIdKIxNxAuLSHXHdl1UVymllAoPhy5dbIuSLl3gn38yPkcE8pWyZStLm8PpP7M8TE906GCrcTp3hrNnvR2NUrmH22UquZGWqSillMoyIjB5MjzyCBQuDJ98YjPZjBxeDOvugrgL0PRDqNwv62P1gIi9+fnBkiV2mzsvS6m8LFPKVJRSSinlAWNg2DA7A7JUKdvE2x3ORYJCG8Ev98PFY1kapqeMsYm4iC1f6dIFHn8841brSinX0h0ZN8Zcybq9IiLtrzyk7KMj40oppbLFhQsQEACBgbB+PZQoAdWqpX9OfCyc3mbryUUg+iAUqJg98brpwgV48klbQ96ggZ3cWauWt6NSyvekNzKeUTIeDwjg5pq/gE3GfWsqeBo0GVdKKZWt4uNtK5KoKPjgA+jnZgnK3x/Cb49D0w+gsm+1QQTban3QINv6cPNmqFHD2xEp5VuutkwlFvgau6BPdTdu+ldQKaWUcsXPDxYutMPI/fvDgAHuzYYsfxMUa2xryTcMgVjfavjdowds3QqjRkF1x0okGTWRUUpZGSXj9wA/A72BhcAkbDvDAyKyO61bFseslFJK5VyVKsHKlTB6NHz2mV2588iR9M8JKQ/tlkOdZ2H3R7CkOZzekT3xuqlcORg50taU79wJdeu6XyavVF6WbjIuIh+LyA3YlTXfBOphV9g8bIz5nzHmmmyIUSmllMpdAgIgMtIm5RERUKZMxuf4BUD9MRCxCC4dg/P7sjrKK3bhAsTEQNu2drQ8RhsfK5Umt7qpiMifIvIYdqXNO4EtwCPA78aYH40xdxtjgrMwTqWUUir3ad3atj80Bvbtgz594FgG3VPKdYYee2zXFYBDC32ubKV+fbvu0YABMGaMfZl793o7KqV8k6eL/lwWkVmObik1gFexdeLTAO0yqpRSSl2pX3+FuXNtJvv99+kfG1DA3p/fD2t6OcpWfGuRoIIF4aOPbIeV7dvh7be9HZFSvulq+oxXctwKY7ut6FQNpZRS6krdfDP8/DOEhkKnTvD00xnXdxSoBBEL4eJRWNIE9n6aPbF6oE8fO7lz7Fj7+K+/4MwZ78aklC/xKBk3xpQyxjxljPkb+B47sfMboL2ILMiKAJVSSqk8o149u0jQkCEwfjy8/HLG55TtZBcJKtYE1t0NP99r+5L7kLAwyJ8fYmOhZ09o2NB+7lBKuZGMG6urMeZr4ADwMhADPAFUEJE7RWRlFseplFJK5Q0hITBpEnz7LTz6qN2WUfvDkHLQ7nuo8xwUqm5r0H1QQABMmWKT8uuvt5814uK8HZVS3pXRoj+R2PaGFYCLwGxgsoiszZbospgu+qOUUsrnXbgAzZrZ21tvQYEC7p13aCFc+g+q3J218V2Bkyfh3nth9mzbcWXOHChWzNtRKZV10lv0JyCDc5/HjoLPBWYAp4BgY0y79E4SkRWeh6mUUkqpVAIDbW3HuHGwdi3MmmUXDcrIno/gwNdwbDU0eRsCQrI8VHeFhsIXX0DXrva+cGFvR6SU92Q0Mu6clOlR8ZmI+F9NUNlFR8aVUkrlGCtW2FU7//sPXnsNHnoo/XKU+Fj4/QXYNhaKXAOtvrT3PkbEvox//4XXX7drIYX4zucGpTJFeiPjGSXj067kCUXknis5L7tpMq6UUipHOX4c7rkHDh+GdesgKCjjc44shZ/6Q+x5O9GzcPUsD/NKfPwxDBwI11xj2yHWq+ftiJTKPFecjOd2mowrpZTKcURs0XWxYnDqFGzZAm3apH9O9GHY+wlc85QdhnYOR/uYZcvg7rvty3vtNRg+3CfDVMpj6SXjV9NnXCmllFLZzZjE2Y4vvmhnQD73nG1RkpaQclDnaXvu6T9h6XVwenv2xOuBjh1tT/IOHeDhh93r7KhUTqfJuFJKKZVTvfiiLVsZO9auOR8VlfE5l/6Fc3tgcVPY80mWh+ipkiVh/nz44AMYNsxuu3zZuzEplZU0GVdKKaVyqoIFYepUmDkTtm2zXVZWZrD0R6kbbO148WawfgCsHwSx0dkRrduMsa0PS5SwA/5t28ITT8ClS96OTKnMp8m4UkopldP17Qu//QatWkHNmhkf71wkqO7zsGc67JiQ5SFeqdhYqF8fJkyA666Dv/7ydkRKZS5NxpVSSqncoEoVWLAAypWD+Hi4/374/fe0j/fzh3ovQIfVcM2TdtulE9kTqwfy5YP33oO5c2HfPmjUyH4ZkIf7T6hcRpNxpZRSKreJirLZa9OmNpNNL3MtdQP454OYM7CkGay/x7ZB9DE9e9rJnS1awPjxcPGityNSKnNoMq6UUkrlNlWq2JaH7drBgw9C795wIoNRb/8CEN4P9nxsk3If7LZSvrxtf7hqFeTPD9HRtt26UjmZ28m4Mcat9vvGmMFXHo5SSimlMkWpUrZsZcIEWLjQDi2nN0LuLFtptxQuHXd0W/k4++J1k5+frcQB2/qwVSu7amd6nR2V8mVuL/pjjDkItBCRg+kccxfwkYgEZlJ8WUoX/VFKKZUnbNpks9XmzW2fQD8/CAhI+/gLR2DtnSBx0H6lTdR90Nmz8NBDdvXOli1hxgwID/d2VEqlllmL/hQCFhtjiqbxJLcBHwF/exyhUkoppbJO48Y2EQcYOdKWrxw4kPbx+cvabittvrWJ+MVjPlm2UqgQTJ9uOzv+8YfturJkibejUsozniTjNwPVgLnGmKCkO4wxPYEZQBTQPtOiU0oppVTmatTItkGsXx+++Sbt4/z8ISjU/rzpUUfZyvRsCdFTffvC5s12cmfVqt6ORinPuJ2Mi8gKYDBwA/CZc7sxpivwBXAYaCciRzI7SKWUUkplkn79bDJetaqd2PnAA3DhQvrnNHrdsUjQPbBuoE92W6lc2Y6KV6tmS+Mfewx++cXbUSmVMY+6qYjIDOAZ4FZjzBvGmPbAV8BxbCKezndeSimllPIJ1arB2rV2WcuPP7atENPjLFup+zzs/cSOkp/dlS2hXol//oE5c2wd+fjxtu26Ur7K49aGIjIeeA94BPgOOAt0EJE9mRybUkoppbJKUBC89hrs2gW1a9ttK1ak3XElabeVgAKJJSw+qGxZ29mxVy94+mno2BEOH/Z2VEq5dqV9xh8C5gJngPYi8memRaSUUkqp7FO2rL1fuhTat4fbboOTJ9M+vkwH6PwzBBeH+Bj4Y6xPlq2EhsKXX8KUKbB+PXTooCPkyjelmYwbY+KNMXGubkAs0BMoBmxJsV87fSqllFI5TYcO8Oqr8O230KCBLWNJizH2/ugq2Drq/9u77/Co6uyP4++TUCIoghQbCvZGJyoWim0VxbJrWXvvrA17R1fsurquvXdULGsBVMAKKoIg6v7sAnYpAiLSz++Pc8cMIQESkrmT8Hk9T56Zufc7MycPPJMz33u+5xtlK9M+yUWUFWIGxxwDH3wAt98eHR0XLFh6ibxILpXbZ9zMXgeWrQl5Ke6+w3LElDPqMy4iIlLKyJHRnmT8+Chj6dNnyeN/GgojDoF5M6D4VtjgqJyEWVn9+sHjj8dP27ZpRyMriiX1GS+347+796i2iERERCQ/bbVVdFs56SRYd92lj19jJ+g5NhLy946GmV9D+39We5iVteWWcMstcXv99dC7d8lEv0galnkHztpIM+MiIiLL4O67YfXVYa+9yh+zcAF80g9a7gNN2uUstMr45Rc46igYOBB69YL77oPmzdOOSmqzKtmB08xWMrN1S2/4k3W+fnK+qLKBioiISJ5ZsADuvx/23jv2np89u+xxBYXQ9pKSRHzUaXm7SVCLFvDii3DzzfDaa/DVV2lHJCuyinRTuQT4DFi5nPMNgU+JPuQiIiJSGxQWRsZ6xhnwn//ENpefLqWJ2oLZMP3jvN4kyAxOPRUmTIhfCeD552Hu3HTjkhVPRZLxnsAQd59a1snk+BCgV1UEJiIiInmifn248UZ46SX4/vsouP7ll/LHFxbBDq9A274lmwTlYbcVgKZN4/bjj2Pyf5tt4PPP041JViwVScZbA0v77/l5Mk5ERERqm913h3HjYoa8RYs4Nm9e2WMLCqHtpbDjqzB3KgzbGebnb0/BNm3g2WejiUynTlGZswIvq5McqkgyXhdYWrt8B1QzLiIiUlutuSYccUTcf+212L3z3XfLH5/ptrLto1Bnpchw8zQp32ef2Llzyy3h6KOjR7lIdatIMv410H0pY3oAEyodjYiIiNQcDRrA/Pmw/fZw1VXlb3G50hqwxo5x/4vbYHAnmPZx7uKsgJYtYciQ+HW22y7taGRFUJFk/Hmgs5mdU9ZJMzsP6AQ8VwVxiYiISL7bemsYOxb23RcuuAD+8hf44YclP2fVzWHur/DyVvDVfXlZC1JYCOedVzIz/vDDcOml8b1DpKpVJBm/HvgWuMrMRpnZlWbWO7kdDfQDJgLXVkegIiIikocaN4b+/eGee2DECHj66SWPX32HKFtpti28dwy8cwTMm5mLSCvt3Xfh8suhR4/oviJSlZY5GXf3X4kylPeIGfDzgH8ntx2Bd4AdknGVYmY7mdmzZvaTmc0xsx/M7GUz272Msdua2UAzm2pmf5jZODM73cwKK/v+IiIiUglmMY38ySexpSXELp5z5pQ9fqU1YIeXoe1lMOExmDIyd7FWwq23wqOPwkcfQfv28MQTaUcktUmlduA0s05AF6AxMA14190/WK5AzK4Fzga+AwYBk4HmQGeipeI5WWP3Bp4GZgNPAFOBPYFNgAHuvv+yvKd24BQREakG06bB+uvDeuvB44/DxhuXP3bmN7DyenH/13HQuG3e7k//zTdw8MExUz5qFHTunHZEUlMsaQfOSiXjVc3MjgPuAh4Ejnf3uaXO13X3ecn9RsCXwKrAdu4+KjleBAwDtgEOcvf+S3tfJeMiIiLV5PnnY8/5OXNiavnww5ecZE/9AF7eElodAlveBnXL22MwXfPnw8CBsNde8XjKlJJe5SLlWVIyXpGa8WphZvUpqTdfLBEHyCTiif2IGfP+mUQ8GTMbuCh5eFL1RSwiIiJLtdde0ZO8uBiOPBIOO6z8nuQAjdtDm74w4dFIyvO020qdOiWJ+AcfQKtWcN115TeSEVmaOhV9gpmtCewErA3UL2OIu/s/K/CSuxDJ9U3AQjPbA2hDlKCMdPd3So1PeiMxuIzXehOYBWxrZvXdvZxiNREREal2a68NQ4dGn8CvvoK6dcsfW1AIbS+GFtvD8IOj20rxrbDBUbmLt4Jat4Zdd4VzzoFXXoGHHoo27CIVUaFk3MwuIxZsZj/PiM1+su9XJBnfMrmdDYwhEvHs93wT2M/dJyWHNkluF9sN1N3nm9k3wBbA+sD/VSAOERERqWqFhXDRRSUtDD/5BAYNgj59oKCMC/SZbivvHApzJuc01IpabTUYMADuvRdOOw3atYP77oM990w7MqlJlrlMxcwOAS4G3iJKRYyo8T4YuJvYnbM/JTPXyyrZT5eziUS+K7AK0A54BegGPJU1ftXkdno5r5c53ric3+P4pDXjqEmTJpU1RERERKpapl784Yfh7LOhZ0/46aeyx660OvQYDJudGY9/GhqLO/OQGRx7LIweHRsGvf9+2hFJTVORmvGTiE4nu7n7s8mx8e7e391PBHoBBwCNKhnDfGAvd3/b3We6+0fAX5P37G5m21Twdcvk7ne5e7G7Fzdv3rwqXlJERESW1VVXwR13wJtvRp/Al18ue1xBIVgB+EIYfRq8sjV8eU9ebhIEsOmm0WXlkkvi8dtvw8f5WfYueaYiyXhbYKC7Z+8/9WdPb3d/GXiZmOGuiGnJ7Rh3H599wt1nJa8JsFVym5n5XpWyZY5PK+e8iIiIpMUMTjghegM2bw677RadV8odXwA7DoXm28PI4+Cdw/N2k6D69WOBpzucemqsXb311rz9/iB5oiLJeF1gStbjP1g8If4YaF/BGD5LbqeVcz6zidBKpcYv1rTUzOoA6xGz7F9XMA4RERHJlS22iJqOfv1iFSTAggVlj82UrbS9PDYJerkY5kwpe2weMIuy+B13hH/8A/beGybnd/m7pKgiyfiPQPYa4YlEXXe2tYhEuCKGErXim5tZWfFkFnR+k9wOS253K2NsN6ABMEKdVERERPLcSivBBRfElPK0adCxY2x1WZZMt5Udh8Kau0G91XIaakWtvjq8+CLcdFNU4rRrBxMnph2V5KOKJOOlO50MA7qa2WFm1jBpSbhfMm6ZufsE4AVgXeC07HNm9hdgV2LWPNPKcACxO+eBZlacNbYIuCJ5eHtFYhAREZGU/fEHrLoqHHooHHEE/PZb2eNW7wGdb4rp5+mfwnvHwrxyxqasoCC6rIwcCfvvD+usk3ZEko8qkoy/CLQxs2TPWq4m6rcfAGYAzxMdVi4q89lL1hv4FrjRzIaY2XVmNgAYCCwAjnX36QDuPgM4jqhXf93M7jGza4GxxO6bA4AnKhGDiIiIpGXNNeG11+DSS+GRR2Kv+dGjl/ycycPh6/thcHHedluBWKd6883x/WH8eNhlF/jii7SjknyxzMm4uz/g7g3c/Zvk8bdEj/DbiRaEdwFbuvu7FQ3C3b8DOgP/ATYiZsh7EDPm27n706XGPwd0Jzb52Rc4BZgH9AEOdNdSCRERkRqnTh3o2xeGDYNZs+DCC5c8foNjomxl3oy877aS8c038R2jY0d48MG8D1dywFbkvLW4uNhHjRqVdhgiIiJS2pQpMG8erLFG9CMvKIAWLcoe+8fPsUnQT0Ogy/2w/pE5DbWivvsuqnHeeAMOPBBuvx0aN047KqlOZjba3YvLOleRTX8uMbNuSxnT1cwuqWiAIiIiIoto2jQScYDjjotajyFDyh6b6bay5e3Q6sA4trCi/SRyp2VLGDo0Gsk89VTcyoqrIjXjfYnSkSXpBlxa2WBEREREFtOvHzRpAn/5C5x/fsyYl1ZQCBudCIVFMHc6DOoIX96dt3UghYXRSOadd0o2CvrhB5ifv98hpJpUJBlfFnWBhVX8miIiIrIia9cuepIfeyxcfTV07Rq1HuVZOA9WWhNGHg8jDs3bbisAW24Jq6wCc+fGd40ddoAJE9KOSnKpqpPxTkTbQREREZGq07Ah3HUXPPkkzJ4dj8tT1Ax2GAztroCJ/fO+2wpAvXpw3nnw4YdRkfPUU2lHJLmyxAWcZjYs62EPYHzyU1ohsA7QCnjc3Q+tsgirkRZwioiI1EALF8aCzrlz4ZproE+f8pPzn9+AEQfBqm1gx1dyG2clfPUVHHxw9CY/+mi45RZo0CDtqGR5LWkB59KS8eySEyf6iJdlITCF2E3zNHefVMlYc0rJuIiISA02eDDsvjtsvDH07w8dOpQ9bvYvsaCzwVowZwoU1IO6q+Q01IqYNy86PA4ZAm+9FbPmUrNVupuKuxdkfohEvG/2sayfOu6+ursfXFMScREREanhdtstMtYZM2DrrWMauaxJxqIWkYgDvHM4DO4Mv36Y21groG7dWLOaScR//RVuuy0uCEjtU5Ga8aOA56opDhEREZGK23FHGDcuVj+eeiqcddaSx292DsyfCS9vDV/elbfdVqBkRvyBB6B3b+jZM1quS+1SkWS8O9B6SQPMrJeZ3bdcEYmIiIhURLNm8Pzzsef8UUfFsfKS7NW7Q8+x0KIbjDwBRhyS191WAE4/He68M2bK27WDl15KOyKpShVJxo8EOixlTHvgiMoGIyIiIlIpZjEz3qZNPD72WLjoorIbdxe1KOm2MvkdWDg3t7FWkBkcfzyMHg1rrQW9ekVyLrVDVbc2rA8sqOLXFBEREVl2mQS8Xz/o1g3Gj198jBVAmwthj0+gftPoTT5xQF6XrWy2Gbz7bux7tOeecSyPw5VlVNFkvNx/cjOrT+zAqWomERERSU+dOnDvvfDYY/Dxx9FlZcCAcsYmfQO/fgDe3j/vy1aKiuDKK2OGfMGCmCW//XYl5TXZEpNxM/s685McOiP7WNbPBOBXoCvwQnUHLSIiIrJUBx0EY8fCJptE2crUqeWP3eAYaH8lTHwi77utZPz+eyTkJ58M++wDk7XtYo20tJnxTEtDo6TPeFk/84CPgGuAs6srWBEREZEKWX99ePtteOMNWG21mEL+6qvFx1kBbHE+7PQazP89uq1MeCL38VZAo0YwcCDceCMMGhQ7dw4btvTnSX5ZWp/x1u6+nruvRyTd/8o8LvWzobtv7e4XuPus3IQuIiIisgzq1o1MFWLl4xZbROPusmo7WnSLbitr7QaNNs1pmJVRUABnnAHvvQerrALHHRcbk0rNUZGa8R2AB5c0wMwKzGzv5QtJREREpJr87W/Rm7x3b9h337JLV4qaQ7fnoEmSwH90Gfw6NpdRVljHjtFt5aWXoj/5nDnw9ddLf56kb5mTcXd/w90nlHXOzFqZ2T+BicAzVRWciIiISJVq0QJefBFuuCFu27eH4cPLHz97UmwO9HIX+OLOvF4p2bAhbJpM5l92WfxqDz6Y1yELy9Ha0MwKzexvZjYY+Aq4EFgTGFJVwYmIiIhUuYIC6NMH3nkHGjSA2bPLH1vUPMpWVu8B758IIw6GeTNyFWmlnXQSdO4MRx4JhxwC06enHZGUp8LJuJmtb2ZXAd8BTwG7AFOAK4D13X3Xqg1RREREpBp07gyffAI77RSPH3gAvv128XFFzaHHwKTbypMwdEfwhTkNtaLWWQeGDoUrroAnn4zujqNGpR2VlGWZknEzq2Nm+5vZq8DnwLlAE6IkxYD/uvsl5ZWxiIiIiOSlOnXidsqU2He+fXt49tnFx/3ZbeV1aHNxPHbP6xqQwkK48MJoJtOwYVwEkPyztD7jG5nZtcD3QH9gJ2AMcAqwprvvX/0hioiIiFSzpk1j6nj99WOR58knwx9/LD6uRVdomfSq+OI2GH5Q3petdOkC48bB5pvH42uugYkT041JSixtZvwz4Exii/sbgbbuvqW73+ruv1Z7dCIiIiK5suGGMGIEnHVWbGvZtSvMn1/++AWz4dsBMKgzTB2TuzgroSDJ+MaPj9KV9u3L35RUcmtZylQcGAQ87e6fVHM8IiIiIumpVw+uuw4GD4bjjy8pYynLZmfGJkEL/oBXtoEv8n9f+tatY1PSjTeG/fePjUl//z3tqFZsS0vGLybaFR4FDDez/5nZOWa2ZvWHJiIiIpKSXXeNZByihnz//eHXMooCWnSFnmNg9R3g/ZPh1/yeIQfYYIOoIz//fLjvPth557z/DlGrLW0Hzn7uvj7QE3gW2AC4GphoZi+Z2QE5iFFEREQkPT/8AM89Fy1JRoxY/HxRc+jxUizuXK1THJs9OXfxVULdunDlldFx5cILwQwWLowfya1l6qbi7i+7+37AOsAFwAQiQX+cKGPpYGadqy1KERERkbT07h0bA9WpA926Qb9+sGDBomOsAFbvHvd/eQv+26pGlK3ssAP06hX3b74ZevaEn35KN6YVTYX6jLv7L+5+tbtvSPQXHwDMA4qBkWY2xsx6V0OcIiIiIunZaisYMwYOOAAuuihqysvTaDNo0S3KVoYfmPfdVjJWWQXeegvatYOBA9OOZsVR6R043X2ou/8daAmcA3wBtAf+XUWxiYiIiOSPRo3g0Ufh9ddh993j2HffLT6uqFmUrXS4Gr59GgZ1yvtuKxCLOUeNgjXXhD32iLbrS9qcVKpGpZPxDHef7O7Xu/umwI5E6YqIiIhI7WMG3bvH7WefwSabwCmnLJ61WgFsfm7UkS+YDT8NSSPaCtt8c3jvPTjtNLjlFvjgg7Qjqv3M87yWqToVFxf7KO0NKyIiIpUxZw6ce24UW7dvD/37w6abLj5u7q9Qd9VI0CePhFU3hbqNch9vBX3xBWy0UdwfORK23DK+g0jFmdlody8u69xyz4yLiIiIrJDq14ebboIXXoDvv4fOnaNXYGn1mkQiPn8WvLlnjdgkCEoS8dGjYxfPv/0NpkxJN6baSMm4iIiIyPLo1Qs+/LBk3/ny1GkA2z+dbBLUpUZ0WwHo2BGuvx5eeikuALz2WtoR1S5KxkVERESW11prwSuvwLXXxuORI+Hddxcf12J76DkW1tg56bbyd1gwJ6ehVlRBAfTpE7XkK68MO+0EffumHVXtoWRcREREpCoUFkK9enH/vPOga1e4+urFd9IpagbdX4AO10BBERTUy32sldCxY5SsHH00NG6cdjS1hxZwagGniIiIVLVp0+CEE+DJJ2Mq+eGHo2dgae6xKnLGZ/DzMNjwxBqxSjIT9rPPwsyZcNhhaUeU37SAU0RERCSXGjeO7ir33AMjRsROOp9/vvi4TOL9xR1RtvL2ATB3ek5DrYxM2A88AIcfDoceCjNqxt5GeUfJuIiIiEh1MINjjonajv33hw02KH9spxtik6DvnoXBnWDq6NzFuRyeeQYuvzy+d3ToUHaZvCyZknERERGR6rTZZnDbbVFT/uOPsNtui8+SZzYJ2vmNWND5yrbw8+uphFsRhYVw8cXw5ptRurL99vC//6UdVc2iZFxEREQkV778Et5/Hzp1goceWry1YfPtotvKRidDsy6phFgZ224LY8fCrbfGLp4QeyLJ0ikZFxEREcmVrl2jJ3lxMRxxRKx8LF1sXdQMOv8LCouifnzYrjA1//elX3XVWLMK8PHHsP76UcYiS6ZkXERERCSXWraEoUOj2Prxx+HCC8sfO+tbmPE/eGUb+PzWGrFJEMBKK0Xr9X33heOPh99/Tzui/KVkXERERCTXMsXWb70Fl10Wx6ZMWbwneeM2ySZBu8Cof9SYbisbbADDh0e79XvuiQsBY8emHVV+UjIuIiIikpZtt4XVVoN582Jh5+67w88/LzqmflPo/jx0uDa6rYz6RzqxVlC9enDVVfDqqzB9Ojz6aNoR5ac6aQcgIiIissKrUweOPRZOPz16kj/0EOy6a8l5K4DNz44Fng1bxbH5s6BwpbzfJGinnWDcOFhllXj84Yewxhqw+urpxpUvNDMuIiIikjazWP34/vvQvHnMkp99Nsydu+i45ttCg7XBF8Kbf60xZSvNmkH9+lGFc+CB8X1j0KC0o8oPSsZFRERE8kWbNjByZCTmAwfC/Pnlj11j5xq3SVBBAQwYELPiu+8eFwJW9BaISsZFRERE8kmDBnDHHbGdZYMGMHMmPP30omMyZSs7vwkL58YmQZ/9p0Z0W9lii/i+ccopcPPNsPXW8MsvaUeVHiXjIiIiIvkoU2R9yy2w337Rl3zmzEXHNN+2pNvK/10D82Ys9jL5qKgI/v1veOEF2HTTKGNZUeVFMm5m483My/n5qdTY1ksY62bWP63fQ0RERKTKnX02XHIJPPJI7Nz5QakNgDLdVnYZAfVWhYXzYNpH6cRaQb16Qf/+Ub7yww9w9NEwdWraUeVWPnVTmQ7cVMbxmWUcA/gQeK6M4x9XUTwiIiIi6atTJ3qR77gjHHIIdOkSifkBB5SMsQJouE7c/+Rq+OQK6HgDbNw777utZLzzTvxar7wStz16pB1RbuRTMj7N3ftWYPzYCo4XERERqbm6d4++gKefDlttVf64jU+GKe/B6FPgl9dg63uhXuNcRVlp++4bCflBB8X3jgsugEsvhbp1046seuVFmYqIiIiILIOmTeHhh6F161isedxxMHToomMyZSsdr4PvnodBnWDqmFTCrajOnaMK5+ijoV8/+Oc/046o+uVTMl7fzA41swvM7DQz28HMCpcwfi0zOyEZf4KZtctZpCIiIiJpmzw59pzfZZeYRp43r+ScFcBmZ0W3lYK68biGWHlluOceeOYZOOOMOPbbb+nGVJ3M86AFjpmNB1qVceob4Ch3fyNrbOvkeFleB45w94nL8r7FxcU+atSoCsUqIiIikjd+/z0y1rvvjh6Bjz8O66236JiFC6Agmd/88i5Y94AaUbaSMWcObLstbL453HorNGqUdkQVZ2aj3b24rHP58jXpfmAnYA2gIdAWuBNoDQwys/ZZY2cB/wQ6A02Sn+7Aa0APYKiZNcxV4CIiIiKpadgQ7roLnngCPv00dtJZuHDRMZlEfPqn8H7vKFuZUnMmIwsLYe+94bHHoEOHaL9em+TFzHh5zOx64EzgOXf/61LG1gHeBrYGTnf3m8sZdzxwPMC6667becKECVUbtIiIiEgaxo+HH3+EbbaJnTvnzIlkPdukd2D432H2T0m3lX/UmG4rw4dHM5nvvoPLL4dzz41EvSaoCTPj5bkjue22tIHuPh+4Z2nj3f0udy929+LmzZtXQYgiIiIieaB160jEIVY+du4MY8cuOqb5NskmQbvC6FPhvaNzHGTlbbdd/Dr77RfVOHPnph1R1cj3ZHxScrusZScVHS8iIiJS+3TvDjNmRB35LbdE55WM+qsl3VauhzV7phdjJTRuHIn4m2/CSivFws4XX0w7quWT78l4l+T262oaLyIiIlL77Lhj9CTfZRc49VTYZx+YMqXkvBlsdia0SjYO+uIO+OzfiybtecoMmjSJ+zfeCHvuCSeeCLNmpRtXZaWejJvZZmUtuEy6pvwnefhI1vFOZov35zGznYAzSo8XERERWSE1bw4vvAA33QTDhsE35TSjc4efhsLo0+CtfWHutFxGuVzOPx/OOQfuvBOKi+P7R02T+gJOM+tLLNJ8E5gA/AZsAOwBFAEDgb+6+9xk/OvARsAI4LvkZdoBOyb3L3b3K5blvdXaUERERFYIU6fCaqvF/RdfhN12gzpZG7G7w6f/grHnQoN1YPsnoOmW6cRaCUOGwOGHx+T/Y4/Fbp75JN8XcL4GvEgk4AcDfYhWhW8DRwC9Mol44mFgDLAlcBxwMpGcPwl0W9ZEXERERGSFkUnEP/gg6jq6d4fsjnJmsFkf2OUt8AXwaleY9V3Zr5WHdt4Zxo2D/fePGfKaJPWZ8TRpZlxERERWOI8/DiecEH0B77ln8WnkOVPhh0Gw3iHxeOG82MWzBnGHo4+GAw+EXXdNO5r8nxkXERERkVw56CAYMwY22ij6BPbps+j5+quVJOI/vwEvbg6TR+Y+zuUweTKMGhXVOGeeGetXzUp+8qmMRcm4iIiIyIpmgw3g7bdj55z27csfV7gSLJwLQ7aHT2+uEd1WINaujhwJvXtHx5Xnn1/0/ODB8Oij6cRWmspUVKYiIiIiAg8+CL//DiedtOiunHOmwrtHwvcvQMt9oMt9UK9JWlFWWIsWMGnS4sdbtYpNS3NBZSoiIiIiUj73aIPYu3fUcEydWnKu/mrQ7b/Q8Qb4/kUY/1h6cVbC5MllH584MbdxlEfJuIiIiMiKzgyefBKuvz5aH7ZvD2+9tej5zfpAz7Gw0UlxbObXNaJsZd11K3Y815SMi4iIiAgUFMRqxxEjoKgIdtgBvvxy0TGNtwArgD9+hsHF8NbfYO6v6cS7jPr1gwYNFj3WoEEczwdKxkVERESkRHFx9CN/6CHYcMM49scfi44pagFtLo6ylUGd8rrbyiGHRFeVbLvtFsfzgZJxEREREVnUKqvAwQfH/Xffhdat4bnnSs6bwaZnwC5vA550W7kpb8tWnn46Qsv8PP102hGVUDIuIiIiIuVr2hTWWQf++tdY4Jk9S95sa+g5BtbaHaa8n16MNZiScREREREp30YbRR15nz5w222w9dbwv/+VnK/XBLo+C13ujRnzGZ/B5PfSi7eGUTIuIiIiIktWrx7ccAMMHAg//QTPPrvoeTMoLIr7H5wFQ7rmddlKPlEyLiIiIiLLpmdP+PhjOO+8eDxqFEybtuiYbR6ENXvCB2fAW3/N+24raVMyLiIiIiLLrkULKCyEOXNgn32gQ4coY8movxp0ew463QjfvwSDOsKML1IKNv8pGRcRERGRiqtfH555JhLzbt2icfeCBXEuu9tKk47QcJ10Y81jSsZFREREpHK22grGjIEDDoCLLoJddoGZM0vON9sauj0b9eRzp8P7vVW2UoqScRERERGpvEaN4NFH4f77oWVLaNiw7HGThsNXd0fZirqt/EnJuIiIiIgsHzM48sjYtdMMvvoKzjkn6soz1t4ddn4bMHh1e/j0X+q2gpJxEREREalqL70E110HXbrAp5+WHG+2FfT8ANbuBR/0gY/6phZivlAyLiIiIiJV69RT4YUX4NtvoXNnuO++klnwek2g6zNQfCtseHwcW4FnyJWMi4iIiEjV69ULxo2LHTuPOQbuvbfknBlsfDI0WBt8Ibyx1wpbtqJkXERERESqx1prwauvwn/+AwcdFMfmzl10zII/oKBulK28uQ/MmZrzMNOkZFxEREREqk9hIfTuHV1WZs6ETp3g6qth4cI4X6chdH0aOt8MPw5Kuq28m27MOaRkXERERERyY+FC2GILOP982HVX+PHHOG4Gm5wKuwwHK4ARh8DCeenGmiNKxkVEREQkNxo1gv794e67YfhwaN8eBg0qOd90S+g5Bro9F6UrC+fV+k2ClIyLiIiISO6YwbHHwujRsOaacPnlJSUrAPUaQ+O2cf/Di2Bgh1pdtqJkXERERERyb7PN4L334NlnoaAApkyBL75YdMy6+0XZyqtd4f9uqJXdVpSMi4iIiEg6iopgjTXi/hlnQMeOsYtnRqZsZe09YcxZ8Obeta7bipJxEREREUnflVfGBkFHHAGHHQYzZsTxeo1Luq388gbM+i7VMKuaknERERERSV/LljBsGFx2GTz2WLRA/OSTOJfptrL3eGjSLo798HKtKFtRMi4iIiIi+aGwEC65BF5/HVZbDZo3X/R8vSZx+/Pr8PputaJsRcm4iIiIiOSXrl1jcWeLFjB/Ppx3Hvz8c8n5Ft2h8y3w4+DYJGjSO+nFupyUjIuIiIhI/jGL2zFj4Oaboyf5K6+UnNvkH7DLCLBCGNINPvtPerEuByXjIiIiIpK/ttwS3n8fmjWLXTvPPRfmzo1zTYuh5wfQci8oalH+a4zrC49Zyc+4vtUf9zKqk3YAIiIiIiJL1KYNjBwJffrAtdfCxInw+ONxrl5j2H5AyUz6Nw/DKhtBsy4lz2/XF355Pe7v/Hru4l4GSsZFREREJP81aAB33AG77AKtWsWxBQti0WcmEV84Dz65Cn77AjpcDZv2KTmXp1SmIiIiIiI1x777QnFx3D/tNDjqKJg5Mx4X1IW/jIiylTFnwRt7wZwp6cW6DJSMi4iIiEjN4w5Nm8KDD8ZmQWPGxPFM2UrnW+CnV2BwZ/jyPpj8bmwa9Fxr+ObRNCNfhJJxEREREal5zGKDoGHD4PffoUsXuOmmSNL/7LYyHJptD6NPgYVz4nmzJsDI4/MmIVcyLiIiIiI1V48eMHZsdFq56KJY3JnRtBgmvQ0LZi36nAWz4MMLcxlluZSMi4iIiEjN1qwZ/Pe/0QKxVauYHR83Ls7Nmlj2c8o7nmNKxkVERESk5jODzTaL+088AR06wAUXQIN1yh7fYN2chbYkSsZFREREpHbZc0845hi46ip4pi543UXPez1o3y+d2EpRMi4iIiIitUvDhnD33TFDPuAHuG0eTAIWErf3OIxIOcaEuXvaMaSmuLjYR40alXYYIiIiIlJdWraE779f/HirVjB+fE5CMLPR7l5c1jnNjIuIiIhI7fXDD2Ufn6gFnCIiIiIi1WvdchZqlnc8x5SMi4iIiEjt1a8fFJVawFlUN47nASXjIiIiIlJ7HXII3HM/1K8fj1u1iseHHJJuXAkl4yIiIiJSu33xBcyZE/cnTIjHeSIvknEzG29mXs7PT+U8Z1szG2hmU83sDzMbZ2anm1lhruMXERERkTzWt2/sypn56ds37Yj+VCftALJMB24q4/jM0gfMbG/gaWA28AQwFdgT+BewHbB/tUUpIiIiIlJF8ikZn+bufZc2yMwaAXcDC4Ae7j4qOX4xMAzYz8wOdPf+1RmsiIiIiMjyyosylQraD2gO9M8k4gDuPhu4KHl4UhqBiYiIiIhURD7NjNc3s0OBdYHfgXHAm+6+oNS4HZPbwWW8xpvALGBbM6vv7nOqLVoRERERkeWUT8n4GsDDpY59Y2ZHufsbWcc2SW4/L/0C7j7fzL4BtgDWB/6vWiIVEREREakC+VKmcj+wE5GQNwTaAncCrYFBZtY+a+yqye30cl4rc7xxWSfN7HgzG2VmoyZNmrScYYuIiIiIVF5eJOPufpm7D3P3n919lrt/7O4nAjcCKwF9q/C97nL3Yncvbt68eVW9rIiIiIhIheVFMr4EdyS33bKOZWa+V6VsmePTqiMgEREREZGqku/JeKaOpGHWsc+S241LDzazOsB6wHzg6+oNTURERERk+eR7Mt4luc1OrIclt7uVMb4b0AAYoU4qIiIiIpLvUk/GzWwzM2tYxvHWwH+Sh49knRoATAYONLPirPFFwBXJw9urJ1oRERERkaqTD60N/w6caWZvAhOA34ANgD2AImAgcH1msLvPMLPjiKT8dTPrD0wF9iLaHg4AnsjpbyAiIiIiUgn5kIy/RiTRHYHtiPrwacDbRN/xh93ds5/g7s+ZWXfgQmBfImn/EugD/Lv0eBERERGRfJR6Mp5s6PPGUgcu/rzhwO5VH5GIiIiISG6kXjMuIiIiIrKiUjIuIiIiIpISJeMiIiIiIilRMi4iIiIikhJbkRuPmNkkop1irjUjeqWLiNRE+gwTkZoqrc+vVu7evKwTK3QynhYzG+XuxUsfKSKSf/QZJiI1VT5+fqlMRUREREQkJUrGRURERERSomQ8HXelHYCIyHLQZ5iI1FR59/mlmnERERERkZRoZlxEREREJCVKxkVEREREymFmRWbWurpeX8m4iIjklJm1N7N2acchIrIkZtbUzG4GZgCHmFn96ngfJeM1iJltl3YMIiLLw8y6AWOAPmbWOOVwRETKZGabAC8AhwGPAG8A86vjvZSM1wBmdoCZfQm8ZWb7pR2PiMhymAC8BHQHtkg5FhGRRZiZJXe7Al2Aq4Bz3f1td19QHe+pZDzPmVkD4Hhg/eTQUSmGIyKyvL4DngBaAnuY2copxyMi8id39yQhXzM51N/dJ5lZSzPbGcDMCqvyPZWM5z8j/p3GEjVLPc1s+1QjEhGpIDOrA5DMLL0DvAX8HdgkzbhERLKZWaFH3+8Pk0P/NrM7gYnAbfDn51iVUTKeJ5IZ8NLHCtz9d2A2MBm4OTnVO5exiYhUVuaSr7vPTx63BRYA/wVaA7uY2UqpBSgiQslsd1aiPQeYDuyV/FwDnGlmdav6vZWMp8zM2pjZY8ALyWKBP7n7wuQ/x7fAZsDVwFTg7+pEICI1QTLDhJkdbmafAYOJWfHDiCt/fwE2Ti9CEZGSJNzMupnZccROnXWJz6k33P18d3/B3edV9XsrGU9R0h3lFeBAYAfgbjPrmD0m+c9RD2gMrATckJw6KXeRiohUnpmdDNwH/ApcCZwDPJqc7gZsXx2zTSIi5claqJl53MHM3gZeB7YHDiHys8+Av2Y+ozIld1VJyXi6xgMvE61yXgWKgfvNrBNEmUoy7nPim9lC4E7iEu+hZrZergMWESkt67OqrHNrA5cQXVSOd/db3f1xd/8XMakwjagdb52DUEVEgEWu2u1sZqsD5wFFwLlErjXC3V8EHiNmyM+vrliUjKfI3b8nZsZ/B34GrgeaAo+a2XbuvjAZOhdoAGzo7lOBO4CGwAm5j1pEJJhZoZlZ1mdVWdYDWgAD3H2chcws+FPA/cA2xOy4/iaJSE6YWT0zu47Iwy4FegB93f06dx+R9bn2FFEufDrE+pfSs+rLSx981cjM6pjZEWZ2g5n1MbMuZlYvOZf5Y/Q2UT/ZC/gUOBJYHXjMzHZIxsxOblskt9cmt0eaWfPq/j1ERMri7guSNmBtzexEM9u6jMXoGyW3DZNby9RcJpMLrxKdov4GrJuTwEVkhZBMGJSZ67r7XGA48CVwIjAwmQlfpITF3T8FBgCNk5I7ALU2zHdmtpqZ3UAstrwf+Acx6/08cbkWotQEd/+W6CpQRKzWfZtY2OTAQ2bWE/g4ec60rOc8QiTnx1T/byQisng5ipltYWYvEy3AbiNaFj5qZu2zho1Kbjc0s6bJwnTL+mP3OfHZth2wdbX+AiJSayxpdtrMCpKrdguSz5wWSZ/w0p2bRhA7awL8lvmMyyphyXzmPQpMIUpY/uwOVVWUjFchM1vTzO4DfiJmuJ8lSkn2IP5QNQIuMLNNkv8cmdnxN4hvZ7sCO7j7S8D+RJ343clr/E50VMnInh1frC2iiEhVy1y2TRY6NQfOJDbGuAo4BXiamFS41MyaJE+bSSTpbYjd7CA+2zItD8cT62EaA7snNeYiImUqnTAnxxZJzN19YXLVrpOZPUdMGLwHvG1mJ2WN+wUYQkyergesVvp1ktsPiJxuHTM7MHnPKlvIqWS8ipjZqsBlRBL+MbEg6VR3v9vdhxALAx5LhmdqvTOz418Ss+YNgX3NbHV3fx84DviKWM3bEJiXvJe5+8fAi0RLsBOr/RcUkRWemRWZ2S3AB8Ripr8DFwGXuPutxFW9Z4B9gP2Sp/2SHFsLONHMGiZ/KDOJ/d5AHaKDwWFA55z9QiJSY2T1Ac98dnQ0s67JF/j6ybGMQjM7j/hcaUvUhf8XWBm41cyuMbOmyUtnZse7Ewl5me9LVCRMBy5M4qiy2XEl48shqQFvBeDu04EXgB+JVbffu/v0pG68nrvPBN5NntrUYoenhVnf5l4D3idm0dslrzmISO4HE4s2X0/GZv7dbiB2hBpXfb+liKxIksu7Bcn90rNNs4mreNOAk4Hr3P15d19gZnWS8xcnww9OEu/fiQVQQ4jPt1vMrL2ZbWhmhxITFW8C1wH/BIZV/28pIjWFldqMx8xOMLOPiLLeIcBo4BqLjRI9mTHfipgw+IAo5z3J3U8GugIPEZOdeyWv+y0xIVqf+Nyqn/3+mfd19zeJPG6LUqV4y03JeCWY2QFmNo74NtU161LFKCJh3pwoM8Hd5yeLBKBkY4sPsv5xM5dZ/kck86sTW943Ts5/Q8yMn+fuE5Njmee+4e6tk5l3EZFKyyThmVnrZBIh+zJwZnboHWKCoB6xtiVztW5+8vxPiat23Sn5YzcROI34w3gkMJL4Q3ofsApwg7sPcvdLk4kLEREgcp6k88nZZjaFKPudAvQHngCaEWVyp5pZo+RppxMTo0e4++vuPispnWtDLL5sTGyguE4y/s3k5yBKFp3/Kevz7xyis92HVfk7KhmvgKRbwATiP8A0opB/ROZShbv/CDxH1Hfvnpk1N7N1zKw3cCzRMeXBUq9bkFx2GULMcu8NbJE57+4z3H1G9f52IlJbLWmhU0ZWEr6hmd0IPG1m95rZUcn5zBbR3xLJ+DxgTTNbNStpz7zPFcntwVn1nf9HbG6W2QBoJHCKu7dxd13dE5EymVlDoqvcNUSedDBwpLsf4+6HU9L/+0CgmZmtDOwMjHb3CWbW1Mwy29k/QWzm8yRwcjIrnpn4fJZI7Pe1UpuQZU2CfuTuX1f575g18SFlsGhFeBrxj92YaMP1JLE16pdZ4yxZLNAK+DfQk9i+fhzxH6cXsUgJYkHTLcAj7v5Vcnl3fvJeFxOXba8Ark8u8YqIVFjWF/3sY+ZlfPCb2frE588hwG/EgqYmxIKmW4GLknI8zGwD4F5gbeDvyeKmRV7fzN4iFmzu5e6DzKyuV8M20iJS+5nZi8DuwInufldyLPNZ0xj4hFhMvpW7jzKz/yPqu+8jrtLtTVzNuxv4p7v/lLxGZrJgoZltCtwFbAp0S67y5YRmxpeg1LexV4nLF8e5+73ZiTgsUm7yLbFYaQGRxPcntlW9HNiJKPyfSDSYf87M2lCykHMusSPnj0BvYJPq/P1EpHYqY6FTJzPb0czWJdqoLjJbnvwRupWop7yVSMi3dvdmxB+z3sDRWW8xgZhhWh/Y1cyKss5l/q5cTlwOPiWJRYm4iFRW7+T2ZPizk0mmI9M04IfkfCMzW4Uo/d2S+DzrBfwLaOLuvTOJeGIrknI7Ytv7ocRkxCIz49VNyfgSJLPSA5OHQ939iUzddoaZrWpmPZLLIpk/fu8Si5BWAR5z9xbufoW7D3f3G4hdnh4lSlEGs+hOmh8RZSzXA2Or7ZcTkVqnnIVOnxD12YOJhU7XZRY6ZT11Z2I26DrgQncf7O5TzawF0ZIV4KSsz7n5xPqYsURHlQ0yL5R1OfdV4GtgWjKxISJSKe4+gcit2pnZrsl6vIVmtnLSNaUzUSY83N1/A8YQVQjvAuu4+8XZlQZm1sDMziXW/nVK3sOBm9x9A3f/KJe/n5LxpVvk21iGmTU3s15Ev+8hwAVZp78GXiLKUhpk2ucknVXqJPXfpxMLmdYCbjOzAWbWxN2nJ/9pri19eVlEZEnKWeg0CXiY6CDQmPgsO7VUgvwy0MPd70wWOnUwsxeIPRO2IyYJNgQOz3rO18SVv7ZAj+way6xF7e3d/WCV24lIFchMXJ4HYGa7EV3lLgL+D/i3u89JxjxPlAlvChyYuXpnZo3MbCeiVPgM4HHgu8wbZErxck0148vAzEYQtY9/Ibau/xtRf7Qn8YXmPqCvu0/Kek4bojZpc6C3uz9SVq2mmf0N2Bd41t0HlFfPKSKyNEmC/Vvy8CmiZO49j411MLOziAmE94CDMseznr8KsWPwucQi9SeIq3iNiE4DHwEds8pf2hO9d+cChyaLNEVEqoWZfUX0An+JKKtbhci1+pYqP8HMdibWtqxD9BmfROxc3j7rede5+/c5+wXKoWR8GZhZW2L3pk+JrZt7EX/wbgKu8eitu8jCqORb2KnEIs6niFrzGVkLDjK3iy2wEhGprKUsdGpCJNRrAW3d/ZNS53ckZru/Ita1vJGZaTKzz4iWX0e4+8PJsYbEYvODgJ09NiMTEakWZtaNKJGbTUws3OLuU5JzZS1Y7wAcQWxCNid53nAid6vyriiVpWR8GZnZN0Ar4GdiEeYDWbNDdYCFZfwn6Ex8K2sG/MPdn1PyLSLVKeno9A0wzt07lP58MrORxMzQVl6qV66ZDQR2IRL1T7OOtyc2JqsLfOTu22ada559VVBEpLokC8+nEztpNvHYXLE+MG9JuVXSNaUlMNXzcC8D1YwvuyOT2xHufl+ycKBOMqM0n5LVuNk+Iy6lrAXsk9SLKxEXkWqzhIVOq5hZH6CYmCT4c4GSlWxoMQuYQfyhy5xbCTgK+ILoBNUlmZ3KvJ8ScRHJiaT64LDk4c3J7fyl5VYe+yhMzMdEHDQzvsySb2PTiDqjdu7+cTLjtCC7xtvM1gIKPWkkb2bbEgug7k7a74iIVKus0ro33H2HZKHTX4k9DxoCg4gFToPcfWLy+VZILFj/F3A/sTBqbaIs7zCia8q3wNruPjTHv5KICPDn5MFs4jNrbXf/saZXHSgZrwAz24dYEPWAux9d6twGQDdiBv0bYoOM70q/hohILpSz0OkJYDKx+LwVMJ74zHrX3eeaWUvgdmAPYpbciI0ybgX6AtO1wFxE0mZmxwF3Egswz00qD+anHVdlKRmvgFLfxjK1Sm2JvuF/B7Yl/tCd6+73pxaoiKzwlrLQqS5wI9GqsD5wGXB1sohzdWAvoCPRfeDBfFroJCKS1In/kTxsnLSMrrGUjFdQ1rexB4H3ib6XbYkel/909/4phiciApS70KkImJvUkBcRm/08RiTkQ4CzMu0Ja/plXxGp3cysL9E5qhcwqSZftVMyXkGlvo0BvEP0t3w1pZBERMpkZnsDzwIPufuRZlboJbtzZtoZdgWuJNa27OHug1IMWURkmdSmfVmUjFeCmV1BbJ96gbuPTTkcEZEyLetCJzNrVNMv84qI1FRKxiuhNn0bE5HabVkWOukzTUQkPUrGRURqsdq20ElEpLbRpj8iIrVYsp395cAooChZ2CkiInlCM+MiIrWcylBERPKXknERERERkZSoTEVEREREJCVKxkVEREREUqJkXEREREQkJUrGRURERERSomRcRERERCQlSsZFRERERFKiZFxEREREJCVKxkVEREREUqJkXEREREQkJf8PnU+cGjG3fHoAAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, train_acc, yerr=train_acc_err, fmt='o--', label='Train-Acc')\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', label='Acc')\n",
|
|
" ax.errorbar(x, auc, yerr=auc_err, fmt='o--', label='AUC')\n",
|
|
" ax.errorbar(x, s_auc, yerr=s_auc_err, fmt='o--', label='Linear-RAUC')\n",
|
|
" ax.errorbar(x, sc_auc, yerr=sc_auc_err, fmt='o--', label='Slab-RAUC')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Acc/ AUC', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_slab_0.7' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Slab Dataset: Test Dataset 0.9"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'Perf']\n",
|
|
"train_acc=[98.2, 91.1, 99.8]\n",
|
|
"train_acc_err=[0.09, 3.08, 0.11]\n",
|
|
"acc=[66.0, 55.6, 97.6]\n",
|
|
"acc_err=[0.50, 1.96, 2.52]\n",
|
|
"auc=[72.9, 58.6, 99.9]\n",
|
|
"auc_err=[0.88, 1.45, 0.12]\n",
|
|
"s_auc=[65.7, 51.5, 97.2]\n",
|
|
"s_auc_err=[1.64, 1.55, 1.33]\n",
|
|
"sc_auc=[58.0, 57.8, 55.5]\n",
|
|
"sc_auc_err=[1.53, 0.54, 0.97]\n",
|
|
"\n",
|
|
"mia=[77.6, 76.1, 55.5]\n",
|
|
"mia_err=[6.51, 1.96, 0.90]\n",
|
|
"entropy=[71.8, 73.5, 50.5]\n",
|
|
"entropy_err=[1.83, 1.97, 0.34]\n",
|
|
"loss=[88.3, 74.2, 51.1]\n",
|
|
"loss_err=[2.54, 1.84, 0.51]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/DR_WILDS/DR_WILDS/drwilds-env/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, train_acc, yerr=train_acc_err, fmt='o--', label='Train-Acc')\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', label='Acc')\n",
|
|
" ax.errorbar(x, auc, yerr=auc_err, fmt='o--', label='AUC')\n",
|
|
" ax.errorbar(x, s_auc, yerr=s_auc_err, fmt='o--', label='Linear-RAUC')\n",
|
|
" ax.errorbar(x, sc_auc, yerr=sc_auc_err, fmt='o--', label='Slab-RAUC')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Acc/ AUC', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_slab_0.9' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# x=['ERM', 'Rand', 'App-25', 'App-50', 'App-75', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"# acc=[93.8, 95.9, 96.3, 96.5, 96.9, 96.4, 95.1, 94.3, 97.3]\n",
|
|
"# acc_err=[0.57, 0.08, 0.13, 0.11, 0.19, 0.16, 0.55, 0.25, 0.01]\n",
|
|
"# mia=[68.7, 78.2, 74.6, 69.6, 69.3, 71.3, 65.6, 70.6, 59.9]\n",
|
|
"# mia_err=[0.11, 0.02, 0.02, 0.10, 0.04, 0.03, 0.12, 0.05, 0.10]\n",
|
|
"# entropy=[64.5, 77.5, 72.4, 68.1, 63.9, 66.0, 64.3, 66.1, 57.5]\n",
|
|
"# entropy_err=[2.18, 0.93, 0.86, 1.36, 1.77, 0.75, 1.70, 0.95, 0.66]\n",
|
|
"\n",
|
|
"x=['ERM', 'Rand', 'Perf']\n",
|
|
"acc=[61.2, 52.9, 87.1]\n",
|
|
"acc_err=[4.42, 1.29, 3.58]\n",
|
|
"mia=[95.2, 82.1, 88.1]\n",
|
|
"mia_err=[0.14, 2.63, 1.15]\n",
|
|
"entropy=[76.7, 77.3, 69.5]\n",
|
|
"entropy_err=[1.23, 2.24, 2.33]\n",
|
|
"loss=[91.5, 84.2, 79.4]\n",
|
|
"loss_err=[1.08, 2.10, 2.60]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
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"text": [
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"/home/t-dimaha/RobustDG/robustdg/main-envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
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" import sys\n",
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"/home/t-dimaha/RobustDG/robustdg/main-envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
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" import sys\n"
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]
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
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{
|
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"data": {
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"image/png": 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Ghl50Qq5lKkoppVQBFR0dTXBwMGXLlsXPz08TcaU8zBiDn58fZcuWJTg4mOjo6Is+pybjSimlVAF1+vRpSpYs6ekwlFIulCxZktOnT1/0eTQZV0oppQqoxMREfH19PR2GUsoFX1/fXLmOQ5NxpZRSqgDT0hSlCqbc+rupybhSSilVxEVGgjEpW2SkpyNSqujQbipKKaVUERcZCStW2PvOW6VU/igQM+PGGmGMWWuMOWOMOWuMWW+MucMY45Xu2AhjjGSxjffU+1BKKaVUwRAVFYUxhqFDh3o6lAwiIyMxxrDCxTefWbNm0bRpU0qUKIExhlGjRgEQHh5OeHh4vsZ5qSson2mBSMaBT4DJQDgwC5gKBALvAjMyec5K4FkX2/d5G+qFmzkTwsPBy8vezpzp6YiUUkqpwuOvv/7i3nvvpWHDhpQqVQo/Pz8qV65M7969mTZtGrGxsZ4O8aKsXr2aQYMGcfr0ae68807GjBlDz549PR2WSyNGjMAYQ2BgICdOnMj0OGMMERERLscK8hem/OTxMhVjzLXAzcAuoIWIHHXs9wPmAv8zxswTkS/TPXWFiETma7AXYeZMuPVWiI+3j3fvto8BBg3yXFxKKaVUYfDcc8/x7LPPkpSUROvWrRkyZAhBQUEcOnSIFStWMHz4cN59913Wr1/v6VCzdc899zBw4EBCQ0PT7P/mm28QET766CPatGmTZuyHH37IzxCzdPr0aT777DOMMZw7d45PPvmEe+65x9NhFVoFYWb8Wsftq85EHEBE4oCnHQ8L/Z/wk0+mJOJO8fF2v1JKKaUy9+KLLzJmzBiqVKnCmjVr+OWXX5g0aRIvvvgi06ZNY8eOHSxcuJASJUp4OtQcKVu2LPXq1SMwMDDN/gMHDgBQuXLlDM+pWbMmNWvWzJf4svPpp59y5swZHnjgAfz8/JgyZYqnQyrUCkIyXtFxu9PFmHNfe8dMeWq1jDH3GGOeMMbcZoypnXchXrw9e9zbr5RSSilbyhAZGYmvry/ffvstLVu2dHnc1VdfzaJFi7I93z///MPjjz9O8+bNKVeuHP7+/oSFhTFy5Ej27duX4XgR4cMPP6RNmzaUK1eOgIAAqlWrRo8ePZg9e3aaYzdv3sxNN91EeHg4/v7+lCtXjiuuuIJRo0YRn2pGLn3N+IwZMzDGMH36dACqV6+OMQZjDFFRUUDW9c2zZs2iU6dOlC5dmoCAAOrXr88LL7zgsmzHWTby33//MXz4cKpUqYK3tzczZszI9rNzmjJlCl5eXowaNYo+ffqwefNm1q5dm+YY53sCWLlyZfL7McYQGRlJZGQk1atXB+DDDz9MM+6MJS4ujrfeeotevXoRFhaGv78/ISEhdO3ale+++y7T+Pbt28d9991H7dq1KVasGCEhIbRo0YLnn38+R+/v008/xd/fn/r16yd//nnJ42UqgHM2vLqLsRqOWx/H/b9SjQ1ybMmMMXOBESJyPLeDvFihobY0JT0ReOQReOYZKCRf6JVSSl1iZs6ENWsgNtZe0zR2bMEpoZw+fTrx8fEMHDiQhg0bZnmsv79/tuf78ssvee+99+jUqRNt2rTBz8+PLVu2MHXqVBYuXMj69eupUqVK8vFPPvkk48aNo3r16txwww2UKlWKgwcPsm7dOr744gtuvPFGwCbiLVu2xBhD3759qV69OqdOnWL79u288847vPDCC5ku4NSkSRPGjBnDvHnz2LRpE/fffz+lS5cGSL7NzG233cb06dOpWrUqAwYMoHTp0qxZs4ann36aH374gaVLl+Ljkzbdi46OplWrVgQFBdG/f3+8vLyoUKFCtp8dwO+//86GDRvo1q0b1apVY+jQocydO5fJkyen+aLkfE/PPvssYWFhaerCnTXkJ06c4I033qBx48b069cvzXOdcd5///20adOGbt26Ua5cOQ4ePMjChQvp1asXU6ZMYfjw4WniW79+PT169CA6OpoOHTrQv39/YmJi2Lp1K5GRkTz99NNk5aWXXuLxxx+nTZs2LFiwgJCQkBx9LhdFRDy6YRNqAbYDIan2+wLzHWMCtHbsbwA8BjQEgoCyQE/gN8dxPwFeOXntZs2aSX755BMRX18Rm37bzcdHJCJCpFgxkR078i0UpZRShcTWrVvz/DU++UQkMDDt/0+BgXZ/QdC5c2cBZMqUKW49b9euXQLIkCFD0uzft2+fnD9/PsPxixcvFi8vL7njjjvS7A8JCZEqVarI2bNnMzznyJEjyfcffPBBAWTevHkZjouOjpbExMTkx2PGjBFAli9fnua4IUOGCCC7du3KcI6wsDAJCwtLs2/69OkCyLXXXisxMTFpxpyvMXHixDT7nXnV//73P4mPj8/wOtm5/fbbBZBPP/1URETi4+OlYsWKUrx4cTl58mSG4wHp2LGjy3Nl9mfkdP78edm7d2+G/SdOnJAGDRpIcHBwmvcdGxsr4eHhAsjMmTMzPC/9uVJ/pomJiXLPPfcIIP3795dz5865jCm9nP4dBdZLJvloQShT+QxYDNQEthpj3jfGvAFsBNoDzkKOJAAR2SIiE0TkTxE5IyJHRWQREIG9CLQt0CezFzPGjHS0TVx/5MiRPHtT6Q0aBNOnQ1iYXVAhLAxmzIDly2HnTqhRw/4TGBkJf/+db2EppZQqxCIiMm7vvGPHYmJcjzurEY4etY+HDbPHphYTA4895vr5CxfaY/7+2/X4946eZhs35s57PHjwIABVq1bNlfNVqVLF5Qx69+7dadCgAYsXL84w5uvri7e3d4b9ZcuWzbCvWLFiGfYFBwfj5ZX7Kdcbb7yBj48PH3zwQYbXffrppylTpgwzXbRu8/Pz45VXXskwY56ds2fP8umnn1KqVCmuvdZe8ufj48OgQYM4e/asy9e6GP7+/i7/3EuVKsVtt93G8ePHWbduXfL+hQsXEhUVRd++fbn55pszPC+zn6Hz589z3XXX8dZbb3HvvffyxRdfEBAQkHtvJBseT8ZFJBGbPD8OHAGGOLZ/gTbAacehh7M5zyngU8fDDlkcN1lEmotI83Llyl1k9O4ZNAiioiApyd46fwVY0VE1v3cvTJwIl18OTzwBZ8/ma3hKKaWKoMy6ATquJbzkiAiffPIJXbt2pVy5cvj4+CTXKv/xxx/s378/zfGDBg0iKiqKyy67jNGjR7No0SJOnjyZ4bw33ngj3t7e9OvXj1tuuYWPPvqIHTt25Nn7iImJYdOmTQQHBzNx4sTkOmzn9vzzz+Pv78+2bdsyPDc8PJzy5cu7/ZqfffYZp0+fZuDAgWmSVWcJSl5cyLllyxaGDh1KjRo1KFasWPKf1UMPPQSQ5s9rzZo1AFx11VU5Pv+5c+fo0qUL8+bNY8KECUyaNClPvjhlpSDUjCMi8cAEx5bMGBMA1AaOisiuHJzKOdVdPHcjzB+hoXam4bHHYNw4W8M3cSL062dn05VSSqnUslotMzAw6/GyZe14eLjra5pCQ7N+ft26WY87yn4vWqVKldi2bVuGJPlCPfjgg0ycOJFKlSrRo0cPqlSpkjyrPGPGDHan+zBef/11atSowfTp0xk/fjzjx4/Hx8eHXr168eqrr1KrVi0AWrRowY8//sjYsWOZM2cOH3/8MQB169ZlzJgx3HTTTbkSv9Px48cREY4cOcKzzz7r1nMrOmcB3TR58mSADH3BGzZsSLNmzdiwYQPr16+nefPmF3T+9NasWUPnzp1JSEigS5cu9O3bl5IlS+Ll5cXGjRuZP39+motUnf3OU9f8Z+f06dP89ttvlCxZkh49euRK3O7y+Mx4NgYCftiFgHKilePWVWeWQqFCBfsrxFWroFQpuPNOnSFXSimVd8aOtYl7aoGBdn9B0K5dOyB3+mwfPnyYSZMm0bBhQ/7++28++eQTJkyYkDyb7Kp8xdvbm1GjRrFp0yYOHTrE3Llzufbaa1mwYAE9e/ZMkwy2bt2ar7/+muPHj/Pzzz/z9NNPc+jQIW6++Wa+/z531yQsVaoUAE2bNs3J9XlpmAuY4du8eTO//vorYN9n6u4nxhg2bNgApCTsueGFF17g3LlzLFmyhO+++46JEyfy3HPPERkZ6bKrjvNiV3e+uJUvX56vv/6a+Ph4OnXq5JE+9QUiGTfGlHSxrwnwMnAcGJ9qv8uvW8aYwcCNQBzweZ4Emo/at4fffrM15UFBkJAAkybBuXOejkwppdSlZNAgmDwZnHloWJh9XFC6qdx66634+voyd+5ctm7dmuWx2a3AuXPnTpKSkujevXuGnuT79u1j586s5/LKly9P//79+fzzz+ncuTM7duzgzz//zHCcv78/bdq04bnnnmPSpEkAzJ8/P8tzuysoKIgGDRqwZcsWoqOjc/XcrjiT7IiICIYNG+ZyK1asGLNmzeLMmTPJz/Py8iIxMdHlOZ11+JmNb9++nZCQEJcreK5cuTLDvlat7JxsVm0PXenSpQuLFi0iISGBrl27snr1areef7EKRDIOLDXGrDDGvGWMGWeMmQesA/yBa0UkdeXaHGPMdmPMZ8aYVxzPWQt8DCQCt4tIVL6/gzzg4wP169v7S5bA/fdDgwbw9deejUsppdSlZdAgaNUKOnZMe01TQRAeHk5kZCRxcXH07t0705nLRYsWZVsr7OzT/dNPP6VJAM+cOcOIESNISEhIc3xsbCw///xzhvPEx8cnJ8DOhXt++eUXzrmYMTt06FCa43LTgw8+SFxcHLfddpvLJemPHz/Ob7/9dtGvc+7cOWbOnIm3tzczZ85k6tSpLrcBAwZw5swZZs1KKWgoU6YMe/fudXne4OBgjDHsyWTRlfDwcKKjo9m8eXOa/dOmTXN5oW2fPn0IDw9nwYIFaWJwctVH3ql9+/YsXboUYwzdu3d3meznlQJRMw7MwZakDAaKAfuBycA4EUn/yb0LdMV2TSkLGMfxM4CJIrIpn2LOV716wbJlcPfd0KcP9O0Lb7xha/2UUkqpS9kTTzxBQkICzz77LFdeeSVt2rShefPmBAUFcejQIVatWsW///6bba1yxYoVGThwIJ999hlNmjShe/funDx5kqVLlxIQEECTJk3YmKoNzLlz52jXrh21atWiWbNmhIWFcf78eZYuXcq2bdvo27cv9R2zZi+99BLLli2jffv2VK9enaCgILZs2cJ3331HcHAwI0eOzPXP5bbbbmPDhg2888471KxZkx49ehAaGkp0dDS7du1i1apV3Hrrrbz33nsX9TqzZ8/mxIkT9OnTx+XqoE7Dhw/nk08+YfLkyYwYMQKws86fffYZffr04YorrsDX15cOHTrQoUMHgoKCaNmyJT/++CODBg2iTp06eHt707dvXxo1asSoUaNYvHgx7dq1S+7xvn79en766Seuu+465syZk+b1/fz8+OKLL+jevTs333wz77//Pq1ateL8+fNs27aNH374IcMXrtRatmzJsmXL6NatG7169WLevHl069btoj67HMmuzuhS3vKzz3huiY0VeeklkeLFRVq0EElK8nRESiml8kp+9Bl36tjRbgXZ1q1b5Z577pEGDRpIiRIlxNfXVypWrCg9e/aUqVOnpukfnlkP67Nnz8oTTzwhNWvWFH9/f6latarcddddcvToUenYsaPY1MiKi4uTCRMmSM+ePaVatWri7+8vZcuWlZYtW8q7774rsbGxyccuXrxYhg4dKvXr15eSJUtKYGCg1KlTR+69916JiopKE0Nu9Rl3WrhwofTu3VvKlSsnvr6+UqFCBbnyyivlySeflG3btqU5liz6fmemTZs2Asj8+fOzPbZOnToCyO+//y4iIocOHZKbbrpJypcvL15eXgLImDFjko//999/5eqrr5aQkBAxxggg06dPT/PeWrZsKUFBQVKqVCnp1q2brFy5MrnHeupjnXbv3i133nmnhIeHi6+vr4SEhEiLFi1k7NixaY7L7DP9448/pEKFCuLv7y9ff/11lu83N/qMG3FR2F9UNG/eXDxRqJ8b9u2D6Gho1AhOnoS1a6F7d09HpZRSKjdt27YteeY1rznLcrPqkKKUSiunf0eNMRtExOWvbgpKzbhyU9WqNhEHW67Sowdcd53tVa6UUkoppQoHTcYvAY89ZltQffst1KsHEyZAXJyno1JKKaWUUtnRZPwS4O9vV+zcuhW6dYPHH7edV5RSSqmciIyElSvtZox9rJTKHwWlm4rKBeHhMG8efPONXRkNbG25lxdkcfGzUkqpIi4yUhNwpTxFZ8YvQb17g2N1XkaNsqUrr78O8fEeDUsppZRSSqWjyfglbsIEu5rngw/CFVfAqlWejkgppZRSSjlpMn6Jq1nTrtg5bx6cPm1XV/vwQ09HpZRSSimlQJPxIsEYuOYae4Hns8/a1TsB9u+HLBaiUkoppZRSeUyT8SIkMBCeeQaCgyExEa6+Gq68Etas8XRkSimllFJFkybjRZSXl22HeOQItG4Nw4fD0aOejkoppZRSqmjRZLyIMgauvx7++gseecTWkdepAxs3ejoypZRSSqmiQ5PxIi4oCF56CTZtggEDoEEDu//0ac/GpZRSKh9FRtpZGuemTceVyje66I8C4LLLYMoUe//UKfv46qvhxRchJMSzsSmllMpjkZGwYoW977xVSuULnRlXGThLWKZOtSt5fvABJCV5OiqllFJKqYxmzJiBMYYZM2Z4OpQLosm4yqBECbti54YNNhkfNgzatYMTJzwdmVJKqaLIGJPttuIiZ/QjIiIwxuROwIXI3r178fb2xhjDE088kelxkZGRWX7OQ4cOxRhDVFRU3gR6CdMyFZWpxo3tip0ffQTffw+lStn9iYng7e3Z2JRSShU9Y8aMyXQsPDw8/wK5hEydOpWkpCSMMUyfPp3nnnsOHx9ND/OTftoqS15eMHSo3QB274ZOnWx54f/+Z0talFJKqfwQqReW5qrExEQ++OADSpYsyeDBg3nnnXdYsGAB/fv393RoRYqWqSi3nDsH5cvDkCHQsSP88YenI1JKKaXSSl1SMWfOHFq0aEFgYCAhISEMHDiQ/fv3Jx8bFRWFMYaVK1cCaUtiIiIiko8LDw8nPDycU6dO8eCDDxIeHo6vr2+aLwg//PADPXv2JCQkBH9/f+rUqcPjjz/OyZMnM8ToLIuJjY3lqaeeonr16vj7+1OzZk2effZZ4uLiko89fvw4gYGB1KxZExFx+Z779OmDMYb169fn+HP67rvv2LdvHzfeeCN33nknAFOc3RxSCQ8P59lnnwWgU6dOaT4j52f24YcfAlC9evXksdS/rdiwYQP3338/jRs3JiQkhICAAGrXrs1DDz3E8ePHM41x9uzZdOnSJfk54eHh3HTTTTl6n8ePH6dDhw54eXkxbty4HH8u+U1nxpVb6tWDX36xF3U+9hg0bQoPPGDbI+osuVJKFVIzZ9rlmGNjITwcxo6FQYM8HdVFc8709u3bl44dO7J27Vpmz57Npk2b2LhxI/7+/pQuXZoxY8YwY8YMdu/enaYUJn3pS1xcHJ07dyY6Opru3btTsmRJqlevDsD777/PnXfeSfHixbn++uspX748K1asYMKECSxcuJCff/6Z0qVLZ4jxhhtuYN26dVx33XX4+voyf/58IiMjWb9+PQsWLMAYQ3BwMAMHDmT69Ol8//33dOvWLc059u7dy3fffUezZs1o3rx5jj+fyZMnA7beu2HDhjRr1owlS5awe/duwsLCko8bNWoU8+bNY+XKlQwZMiTD5zJmzBjmzZvHpk2buP/++5PfZ+r3O2XKFL766is6duxI165dSUpKYsOGDbz22mt89913rF27lhIlSiQfLyLceuutfPjhh5QtW5b+/ftTrlw59u3bx/Lly6lbt26W73XPnj307NmT7du389FHHzF48OAcfy75TkSK7NasWTNRF+7oUZERI0TuvNPTkSil1KVp69atef8in3wiEhgoAilbYKDdX0AAAsiYMWNcbuPGjUtz/JgxYwSQEiVKyObNm9OM3XTTTQLI7Nmz0+zv2LGj2LTItbCwMAGkS5cucubMmTRjUVFR4ufnJyVKlJBt27alGbvzzjsFkBEjRrh8vdq1a0t0dHTy/nPnzkmrVq0EkI8++ih5/7p16wSQAQMGZIjN+X4nT56cafzp7du3T7y9vaVOnTrJ+958800B5Kmnnsr0NZYvX+7yfEOGDBFAdu3a5XI8KipKEhISMuyfOnWqADJ+/Pg0+99//30B5Morr5QTJ06kGUtISJADBw4kP54+fboAMn36dBER2bhxo1SqVElKliwpS5cudRlPbsnp31FgvWSSj3o8Ifbkpsl47khKsrdr1oh07SqSH/93KKVUUZDtf/QdO2bc3n7bjp0963rckbDIkSP2sb9/2kTcuVWp4vr5CxbY5//1l+txZ/Lz++8X+e5TOJPxzLZSpUqlOd6ZOD755JMZzrVs2TIB5KGHHkqzP6fJ+MaNGzOMvfDCCwLI6NGjM4xFR0dLiRIlJCAgQM6fP5/h9VIn3E7Lly8XQCIiItLsb968ufj4+MjBgweT9yUkJEjVqlWlRIkScvr06UzjT++5554TQF588cXkfceOHRM/Pz+pXLlyhsT5YpPxzCQlJUnJkiWlU6dOafY3bNhQAPntt9+yPUfqZHzJkiVSokQJqVy5sss/q9yWG8m41oyri+YsT9m/H9avt11YHn8czp71bFxKKaVyIDbW9f4DB/I3jhzILJk5kUnvXVdlDNWqVQPIsk45MwEBATRq1CjD/t9++w2Azp07ZxgLDg6madOmnD9/nr/++ivDeMeOHTPsa9euHd7e3vz+++9p9t91110kJCTwwQcfJO/79ttv2bdvH4MHDyYoKChH7yMpKYlp06bh5eXFLbfckrw/JCSEPn36cODAAb755pscnSun4uPjeeutt2jXrh0hISHJ7RS9vLw4depUmjr+s2fP8ueff1KhQgWaNm2a49eYM2cOvXv3plq1aqxevZrGjRvn6nvIK1ozrnJN//62H/ljj8GECfDpp/Dmm3DNNZ6OTCmlLlFZ9dYODMx6vGxZOx4ebltlpRcamvXz69bNerxJk8zH8omrGm1n277ExES3z1e+fHmXvcidF2hWqlTJ5fOc+119aahQoYLLGMuWLcvhw4fT7B84cCAPPfQQU6ZM4fHHH8fLyyu57vv222/P8ftYvHgxu3fvpkePHlSpUiXN2NChQ5k7dy6TJ0+mb9++OT5ndm688Ua++uoratSowTXXXEPFihXx9/cHYOLEicSm+lLo/JzSx5ad1atXEx8fT8uWLZO/dBUGOjOuclX58jB9Ovz0EwQHg4tJAKWUUgXJ2LE2cU8tMNDuV2lktihQKcdCHP/995/L8YMHD6Y5LrVDhw5l2JeQkMDRo0cpWbJkmv3FihVj6NChREVFsWTJkuQLN1u2bOnWLLAzgV+8eHGGxZP69OkDwKJFi9i7d2+Oz5mV9evX89VXX9G1a1f+/vtvpk+fzrhx44iMjOSZZ55J0zkGUr5EpZ4tz4kXX3yRvn37Mn36dG677TaSCsny4ZqMqzzRtq1dwfPBB+3juXPh6achJsazcSmllEpn0CCYPBkcs5SEhdnHl0A3FXd4O1azu5AZc2cphavVKU+cOMHGjRsJCAigfv36GcadLRVT++mnn0hMTHRZonHnnXdijOH9999n2rRpJCYmujUr/t9///H1119TsmRJhg0b5nJr27Ztcg9yp+w+n6zGt2/fDkDfvn0zLCj066+/cu7cuTT7ihcvTsOGDTl06FCGUp2s+Pv7M2fOHK6//npmzJjB4MGDSUhIyPHzPUWT8fy0ORI+NSnb5kjPxpPHfHzA19feX70aXngBGjSAhQs9G5dSSql0Bg2CVq3sAhJRUUUuEQcoU6YMYFviuWvw4MH4+vry5ptvJieeTk8//TSnTp1i8ODByWUZqT3//PNp6tfPnz/P6NGjAbj11lszHF+7dm26dOnC119/zXvvvUfp0qUZOHBgjmP94IMPSEhIYNCgQUydOtXlNmPGDIwxTJs2LXl2ObvPJ6txZyvE9F9WDh8+zN133+3yfPfddx9gy2/S92lPSkpK/m1Der6+vsyaNYvBgwcza9YsbrzxRuLj410eW1BozXh+ahQJh1fY+11XeDCQ/PfKK3D11XD33dC3r70/aRI42rMqpZRS2cpqBc5+/frR5CLq1Lt06cIXX3xB//796dWrF8WKFSMsLIz//e9/2T43PDyciRMncvfdd3PFFVdwww03UK5cOVauXMnq1aupV68eEyZMcPnc+vXr06BBgzR9xnfs2EHv3r0zfe277rqL77//nkOHDnHvvfdSrFixHL1HEWHq1KkADB8+PNPjatWqRceOHVmxYgXfffcdvXv3plOnTnh5eTF69Gj+/PNPgoODAXjqqacA+/m9/PLLjBgxggEDBlCiRAlKly7NPffcw5VXXknbtm358ssvadOmDe3atePQoUN899131K1bl8qVK2eIYfjw4fz44498/PHH1K5dm2uuuYZy5cpx4MABli1bxm233Zbpz4O3tzcffvghAQEBTJ06lf79+zNnzhyXX4YKhMyuTC4Km0daGy7taLciKi5O5OWXRYoXF/nsM09Ho5RSBVu+9Bl3crYmLIDIprUhqXpMi2Tdhm/Xrl0CyJAhQ9LsT0hIkNGjR0v16tXFx8dHAOmY6vMICwuTsLCwLONcvHixdOvWTUqXLi1+fn5Ss2ZNeeSRR+T48eMZjnW2Njx//rw8+eSTEh4eLn5+flK9enWJjIxM0wYxvYSEBClbtqwA8ueff2YZU2pLliwRQJo2bZrtsTNnzhRA+vbtm7zv448/lsaNG0tAQEDy557aq6++KvXq1RM/Pz8B0nxex44dkzvvvFPCwsLE399fatSoIaNHj5azZ89m+dl+8skn0qFDBylZsqT4+/tLeHi43HzzzbJhw4bkY9L3GXdKSkqSe+65RwDp3r27xMTEZP8huSk3WhsaO140NW/eXNxZNjZXfB9hb4vYzHh6hw7Ziz2Nsat5VqoEV13l6aiUUqpg2bZtm8s64zzhXPo9qw4pKtdERESwcuVKLiQP27lzJ7Vq1aJt27b8+OOPeRCdyqmc/h01xmwQEZdLhmrNuPKIChVsIp6UBG+/Db162daIF1Cqp5RSShUpr7zyCiLCPffc4+lQVC7QZFx5lJcX/PILvPgiLFoE9evD+PGQrsuRUkopVaTt2bOH8ePHM2zYMN577z0aN27M9ddf7+mwVC7QZFx5nL8/jB4N27ZB9+72/qZNno5KKaWKkMhIWLnSbsbYx6pA2blzJ6NHj+azzz6jW7dufPnll3h5aRp3KdBuKqrACAuDr76CP/6Ayy+3+z74AHr0ADcX4VJKKeWOyEhNwPOZq57kWYmIiLig+nJV8OlXKlXgOBPxw4fh3nuhXj149VUo4G1ClVJKKaXcpsm4KrDKl7ez5B07wsMPQ9Om9jeoSimllFKXCk3GVYFWo4ZdsXP+fDhzxnZdOXbM01EppZRSSuUOTcZVgWeMXbVz61b49lsoUwZEYO5cSEjwdHRKKaWUUhdOk/H8tGsmHF0Dh1fCvHD7WOVYYKAtWQFbrnLdddC8uW2NqJRSSilVGGkynl92zYRfR0JSrH0cs9s+1oT8gnTsCF98YUtW2raF226zF3wqpZRSShUmmoznl01PQmJM2n2JMbBptGfiKeSMsTPj27bBo4/Cxx9Dp062fEUppZRSqrDQZDy/xGSyznvMXvjxeji4JH/juUQEBcGECbB5M0yaZJP0+Hj47TdPR6aUUoXI5kj41KRsmyM9G49SRYgm4/klMNT1fp8gOPIjHP7RPk6Mg71fQsK5/IvtElC/PnTpYu+/+66tJb/9du28opRSOdIoEsp3tNvNYh8rpfKFJuP5pfFY8A5Mu887EK58D/rthwaP233/fQ8/DoAvy8PPN8O++ZB4Pv/jLcSGDoVRo2DaNKhbF6ZOhaQkT0ellFJKXVqGDh2KMYaoqChPh1KoaTKeX6oPghaTwcvfPg4Ms4+rDwIvb/ApbvdX6g6dv4fwm+G/JbCqH8wtD6e3eyz0wqZkSXjtNfj9d7jsMhgxAkaO9HRUSimlLpQxBmOMp8PIVTNnzkx+X0uWZF6qGhERkeV7Dw8PJzw8PA8iVPnFx9MBFCnVB8GOKfZ+1xWuj/HygYpd7Nb8LTi0HA58B0E17PjGJ+DcAQi9ASp2BW+/fAm9MLr8ctsC8ZNPoHZtu+/kSTtLHhzs2diUUkoVbZMnT8YYg4gwefJkunfv7umQlIfozHhB5uVrZ8qbvQ7G8Ucl8bBvHqzsDV9WgDW32YRduWQM/O9/0KqVffzEE7Z05cMPtfOKUkopz/j7779ZtWoVXbp0oVmzZixYsIBDhw55OizlIZqMFzZNX4b+h6Dj11C1L+ydC1Gz7JiITcyTdFnKzAwbBjVr2rryDh3gjz88HZFSSqncFBsby/jx47n88ssJDAykZMmStG/fns8//9zl8QsWLKBLly5UqlQJf39/KleuTMeOHXnnnXfSHLdz505GjhxJrVq1KFasGCEhIVx++eXccccdHHOzW8CUKfa35LfeeitDhw4lPj6eGTNmpDkmKioKYwwrV64EUkp1jDFERESwYsUKjDHs3r2b3bt3pxkfOnRo8nnmzZvH4MGDqVOnDsWLF6d48eI0a9aMSZMmkZTJBVUxMTFMmDCB5s2bU6JECYKCgqhfvz733Xdfjr40bNq0iSpVqlCyZEmWLl3q1mdTFBkpwtODzZs3l/Xr1+fvi34fYW8zK1NxV2IsxJ+CgHJwbD0svhL8y0C1AbaUpXxHW/qikiUlwfTp8NhjcOIETJkCt97q6aiUUiqjbdu2Ub9+/bx/oV0zYe0wuzBdYJhtOlB9UN6/bg45a6azy1ni4uLo3r07K1eupF69elx99dXExMQwZ84cDh8+zOjRo3nxxReTj588eTK33347FStWpE+fPpQtW5bDhw+zefNmRIR169YBcPDgQRo2bMipU6fo1asX9erV4/z58+zatYsffviBtWvX0rBhwxy9l7i4OKpUqUJ8fDwHDx7k3LlzVKpUidDQUP7555/k93rixAkmTpzIjBkz2L17N2PGjEk+R3h4OBEREcyYMYOJEycCMGrUqOTxJk2a0K9fPwDq1auHl5cXzZo1o0qVKpw8eZJly5bxzz//MHjwYD7++OM08R0/fpxOnTqxadMm6tatS48ePfDz82PHjh0sXbqUhQsXEhERAdgLOD/88EN27dqVXLf+ww8/0L9/f4oXL863335LkyZNcvS5FFY5/TtqjNkgIs1dDopIkd2aNWsm+W5pR7vlhYRzInu+EvnpJpHZxUVmIjKnnEj073nzeoXcsWMid90lsmOHfXzqlEhSkmdjUkqp1LZu3Zr3L7LzE5HPAu3/Gc7ts0C7v4AAxKYsWXvxxRcFkKuuukri4+OT9x86dEjCwsIEkJ9//jl5/xVXXCF+fn5y6NChDOc6cuRI8v1JkyYJIBMnTsxw3JkzZyQmJibH72XWrFkCyMiRI5P3DRgwQAD5/vvvMxzfsWPHLN97WFiYhIWFZTq+ffv2DPsSExPllltuEUDWrFmTZuymm24SQO644w5JTExMM3b69Gk5ceJE8uMhQ4YIILt27RIRkY8//lh8fX2lfv36EhUVlWlMl5Kc/h0F1ksm+ahOmV5KvAOgWj+7JZyDg9/B3q+gRF07/vdbcOovCLsByra1XVyKsJAQePtte18EbrgBYmPhrbdsFxallCrwnL9tTS30BqhzFyTEwIpeGcdrDLXb+aPw03VwdI2dEU8tMQY2PpbSdCC1eg9B1T5w6m/49faM4w2fsg0Gjm+E4CZuv6WL8cEHH2CM4bXXXsPHJyXFKV++PE8//TTDhw9n6tSptGnTJnnMx8cHX1/fDOcqW7Zshn3FihXLsK948eJuxegsUUldSjJ06FDmzp3L5MmT6eJcNCOX1KxZM8M+Ly8v7r//fj766CMWL15My5YtATh8+DCzZ8+mUqVKvPLKK3h5pa1mDgoKyvR1xo8fzxNPPEHbtm1ZsGABwdopIce0ZvxS5VMMqvWHNh/b+2BX+9z5AXzfEeZXg/X3w5HVno2zALnmGti4ERo3tiUsZ854OiKllMoH6RNxp3MH8jeOi3T69Gm2b99O5cqVqVevXobxzp07A/D7778n7xs0aBAxMTFcdtllPPDAA8ybN48jR45keG7fvn0JCgri7rvvZsCAAUyePJktW7ZkWzaT3vbt21m+fDl169aldevWyft79uxJxYoVmTdvHkePHnXrnNk5duwYjz/+OI0aNSIoKCi5rrxZs2YA7N+/P/nYdevWkZSURIcOHdz6kvHAAw8wevRo+vfvz9KlSzURd5POjBclTSdAw6fhwDew53PYMRnO7oKOC+z4iT+gVEPbgqSIMQbuuAMGDIDHH4eXXoJPP4X58+GKKzwdnVJKZSKr6498ArMeDyhrx+eFQ8zujOOBoVk/v2TdrMfzeVb85MmTAFSqVMnluHP/iRMnkvc9+OCDlC1blnfeeYdJkyYxceJEjDF07NiRl19+mebNbYlvWFgYv/76K5GRkSxatIgvv/wSgGrVqvHwww9z33335SjGKVOmICJpZsXBzs4PGjSIV199lRkzZvDwww+789YzdeLECa688kp27dpFixYtuOWWWwgJCcHHx4cTJ07wxhtvEBsbm+Z4gCpVqrj1OqtWrQLg6quvJiAgIFdiL0p0Zryo8Q2CsBuh/VzofxiaTbL7z+6BbxvB/HD47WE4+muR7P1XrpxdufPnn6FBA6jhaO+emOjZuJRSKs9ktkJ047GeiecClSpVCoD//vvP5fjBgwfTHOd0yy23sGbNGo4dO8Y333zDsGHDWLVqFT169EgzS16/fn1mz57NsWPHWL9+PePHjycpKYn777+fadOmZRtf6o4po0ePTtP9xBjDq6++CqSUseSGqVOnsmvXLsaMGcPatWt55513eOGFF4iMjOTGG2/McHzp0qWBtLPlOTFv3jxq1arFsGHDcjX+okJnxosy3xJ2A9uBpfXHdsb8n0nw16tQPBzafArlWmd5mktRmzawaJG9Hx8PrVtDz562T3lgYNbPVUqpQsXZNaUAd1PJiRIlSlCzZk127tzJv//+S23nam8Oy5fbNTmuyOTXnaVLl6ZXr1706tWLpKQkPvjgA1atWsWAAQPSHOfj40OzZs1o1qwZbdq0oUOHDsybN49hw4ZlGd/8+fM5fPgwdevWpV27di6PWb58Of/88w8rV66kY8eOAHh72+u7EhMTk++n5u3tTVxcnMvzbd9uV+9O/x6A5JaJqbVo0QIvLy9WrVrF2bNnc1yqUq1ateS+6bfffjtxcXHcfffdOXquKiAz48YaYYxZa4w5Y4w5a4xZb4y5wxjjMkZjzNXGmBXGmJOO56w1xgzJ79gvGT7FofpgW7LS/zC0mgGlLoOg6nZ8zxzYOBqify9yM+bnztkLOseOtbfz5xe5j0ApdamrPgjKtrLtcPtFFbpE3Om2225DRHjkkUdITPUrzaNHj/L8888nH+O0fPlyl3Xfhw8fBiDQMfuyYcOG5DKY1Jw9twNzMEszefJkAJ577jmmTp3qcnviiSfSHAtQpkwZAPbs2ePyvGXKlOHIkSOcO3cuw5iz3eCKFSvS7P/9998ZN25chuPLlSvHwIEDOXjwIA8//HCGPuRnzpxx+TmALQNauXIll19+Offcc0/yTL/KXoHoM26MmQncDBwGFgAxQDegPvCxiNyS7vh7gDeBY8BsIA64DqgKvCoiOSq2yvc+45sj4c9nUx43HAONIvPv9S/Gpidh6wSQRAiqZTuyhN4AwY09HVm+WbUK7roLtmyB3r3tKp6OfyOVUipP5Fufccj9dTBykbP39pAhmc+5vfPOO/j4+NClSxd++uknGjRoQK9evYiJieGLL77g8OHDPProo0yYMCH5OaVLlyYoKIhWrVoRHh6OiPDjjz+ybt06mjVrxurVq/H19WXUqFG8//77tGvXjpo1axIcHMyOHTtYuHAhIsLy5cvTXJCZ3q5du6hZsyZlypRh//79+Pn5uTzuzJkzVKpUifj4eA4cOEBISAjvv/8+d9xxB02aNKFXr14UK1aMsLAw/ve//wG25GX8+PF06NCBDh064O/vT+PGjenTpw8HDhzg8ssv58SJE1xzzTXUrl2bf//9l6+//pr+/fsze/ZshgwZkmbBoePHjxMREcHmzZupV69ecp/xXbt2sXjxYhYsWJBln/Ho6Gh69OjB+vXreeGFF3jyySdz8kdcaF0SfcaBa7H9Q3cCZVPt9wMWOsb6p9ofDpzHJuLhqfYHA9sdx7fOyWt7pM94YXbuiMi/U0R+6CryqZfId1emjJ3ZUySadMfFibz6qkjbtiKpWtgqpVSeyJc+4055uQ7GRXL8357ldvz4cREROXfunIwdO1YaNGggAQEBEhQUJG3btpVPP/00w3nfffdd6devn1SvXl2KFSsmwcHB0qRJE5kwYYKcOnUq+bg1a9bIHXfcIY0aNZLg4GAJCAiQmjVrytChQ+WPP/7INv4nnnhCAHnggQeyPXbEiBECyGuvvSYiIgkJCTJ69GipXr26+Pj4CCAdO3ZMPv7MmTNyxx13SJUqVcTb21sAGTJkSPL4li1bpE+fPlKuXDkJDAyUK664QqZMmSK7du3KcGzqc77wwgty+eWXS7FixSQoKEjq168v999/f5qe7On7jDudPHlS2rRpI4A89dRT2b7nwiw3+ox7fGbcGPMR8D/gHhF5O91YE+B3YLmIdHbsew54GnhORMakO/42YBrwkYhkW7LikRU4LxXnj9i2V8GNIf40zC0HQTXsbHnYDbbE5RImYjuwnDhhZ8mffBJ6uWjnq5RSF0NnxpUq2HJjZrwg1IxXdNzudDHm3NfeGOP8nU5nx+0iF8d/l+4YlVcCyqUqUTHQ7HUIqAB/PgffNIBvGsKhFZ6MME85uz8eOADR0TYhv/Za2O2iO5hSSimlVGYKQjLu7G5f3cWYo7EcPqnuO5aT5J/0B4vIQeAsUNUYoz0v8otvENS+E7ouh2v3Q/O3bHcW/3J2/PAq+HMsnPrXs3Hmgcsug02bYNw4WLIE6teHF1+EdNe8KKWUUkq5VBCS8W8ctw8aY0KcO40xvkCqqx1xLufkbBDq+nLelP2lMhlXealYJahzN3RdCaUb2H2HVsDmp+DrOvDdFbBlPJze4dEwc5Ofn10oaNs2uOoq26O8CK6bpJQqzDZHwuGVdvvU2MdKqXxREGrGvbEJeQ/gEDAfe4FmV6AScBoIBVqJyFpjTBzgC/iKSIKL8+0HKgOVHTPl6cdHAiMBQkNDm+3WuoL8EbPPtkfc8zkcXW1XdrsmymatcSfB79L57nT+PAQEwM6d8MwzMH48VK3q6aiUUoVRvtaMK6XcdknUjItIItAHeBw4AgxxbP8CbbDJONi2h5D9zHeWM+ciMllEmotI83Llyl1k9CrHAqtCvVHQ/Re4Zje0/sgm4kkJ8HVdWNwStr1qVwIt5JwrAW/YAHPnQr168MordvEgpZRSSqnUPJ6MA4hIvIhMEJHLRSRAREqLSD8gCqgNHBWRXY7D/3bc1kl/HmNMJaA4sE9EYvIhdHUhiodCBbuyGEnxUO8h27/894dhfhgsbg3/fe/ZGHPB9dfD1q3QuTM88gg0aQLp1l1QSimlVBFXIJLxLAzE9huflWrfMsdtTxfHX5XuGFXQ+RSDyx6Bnuuhz3ZoPM4ux4yj6PrEFvh7EsQc8GiYF6p6dViwwG4xMTBnjqcjUkoppVRB4vGacQBjTEkROZVuXxNgKeANNBSRA4791YFt2K4pzUQkyrE/GFgH1ATaiMjq7F5X+4wXYM5G3ltfho2PAgbKtbN9zEOvg2IVsz1FQXPuHCQkQIkS8MsvsG4d3H03+Ph4OjKlVEG1bds26tWrl7wCpVKq4BAR/vrrr8JfM+6w1BizwhjzljFmnDFmHjax9geudSbiAI5ylUeAEGC9MeZtY8zrwGZsIv5qThJxVcA5/+O57BHovQ0ufxbijsOGe+Hrera8BSAxznMxuqlYMZuIA3zxBYwaBc2a2e4rSinlire3N/F6wYlSBVJ8fDze3t4XfZ6CkozPAUoAg4EHgUbAZOAyEVmZ/mAReRPoC2wBbsF2R/kPGCoiD+dX0CqflKoHlz8Nvf+A3lug5TTw8rVji6+EH7rAv+/bVUELiddesxd3Hj8O7drB0KFw+HC2T1NKFTElSpTg1KlT2R+olMp3p06dooRzlu0iFIgyFU/RMpVCLike/nweds+G0/+A8YYKnaD+I1Cpu6ejy5GzZ+GFF+DVV+Gll+xsuVJKOcXGxrJnzx6Cg4MpWbIkvr6+WrKilAeJCPHx8Zw6dYrjx48TGhqKv79/ts/LqkxFk3FNxgs/ETjxh+1hvns2XB4J1QdBzH44uBiq9gP/kOzO4lH//GMv9vT1hUWLIDgYWrb0dFRKqYIgNjaW6OhoTp8+TWJioqfDUarI8/b2pkSJEoSEhOQoEQdNxjOlyfglSAQkCby84d93Yd1dYHzsTHnoDVD1GvAr7ekoMyUCLVrYHuXDh8O4cVCmjKejUkoppdTFyJULOI0xm4wxdxpjLr44Rqm8YoxNxAFq3WFbJtZ7AE5ugTVD4avKEO+ovyyAX0SNgWXL4MEH4YMPoE4dmDIFkpI8HZlSSilVeEVG2v9jnVtkpKcjSpHjmXFjTDw2eY8BPgPeF5FCPa2sM+NFiAgcWwfR66HOXXbfiqvBy8fOmFfpA74F63vmn3/a1oerVsHixdC9cJTBK6WUUgVSRIS99cQCfLnV2rAq8DR2yfphwFpjzHpjzAhjTPFciFOpvGMMlG2RkoiLQMl6cGw9/DIIviwPq/oXqJU/Gza0/2AsXgzdutl9ixbZDixKKaWUujTkOBkXkUMi8qKI1MCudDkP24LwPeCAMeYdx0I9ShV8xsAVr0C/PdDtJ6g5Ao6tgeOb7Hj8KdjzBSSc9XiY3bvb25Mn4frroW5dmDFDS1eUUkqpS8EF9RkXkcUiMgCohp0tPwrcDmwwxqwxxgw1xgTkYpxK5Q3jBeXaQvNJcM1eqHO33b//W/jpBphbHn66EfbMhYQYj4ZaqhT8+CPUqgW33godOsDmzR4NSSmllFIX6aIW/RGRQ8A47EI9BwADtACmAXuNMaMuNkCl8o2XN3g7vkOGXg9dlkONIXBoOfx0nS1liTmQ9TnyWJMm8NNP9uLOv/+G5s1h/36PhqSUUkqpi3DBybgxpooxZgywG/gSqAgsAPoBzwOJwKvGmOdzIU6l8peXN1SIgCvfgWsPQOfvod6DEFjZjq+7C34ZDPsWQGJs/obmZWfG//4bPvwQqlSx+9esKZANYpRSSimVBbeScWP1MsbMB3YBYwBf4EWghoj0E5EFIhIJ1AY2YC/2VKrw8vKBil2g0XOp9gXAge9g1TV2xvyXW+wMej4KCYGbbrL3f/8dWreGzp1hy5Z8DUMppZRSF8GdPuNPYxPwhUAf4BdgIFBNRJ4Wkb2pjxeR045jK+ReuEoVEM1eg/7/QcR3UG0A7F8IB761Y0kJcGARJMblWziNG8P778OmTbaU5ZFH4PTpfHt5pZRSSl0gd/qMJwGngI+Bd0Vkaw6e0wu4XkRuvago84j2GVe5JjEOEmPs6p7//QDLuoJfMFTrb/uYV+gEXr55HsbRo/D44zBtmu268uef4OOT5y+rlFJKFXgFtc+4O/9N3wHMFJEc93oTkW+Bb914DaUKJ28/uwGUawcdFsCez2H357BjGviXgW4/Q8m6eRpG2bIwdSoMHw7bt9tEXAT27IGwsDx9aaWUUkpdAHf6jE92JxFXqsjy9oeqfaDNxzDgMHSYB1WvhaCadnzLi/DrnbbGPCkxT0Jo1QoGD7b3P/8cateGJ56AGM92Z1RKKaVUOu7UjF9hjHnGGOOyBtwYU9Ex3iTXolOqsPMOgKrXQMsp9kJQgPNHYNdH8ENnmFcF1t0NR37JsxAiIuyFnuPGQf36MG+edl1RSimlCgp3uqk8DAwHDmcyfgjbOeXBiw1KqUtas9ftjHm7z6Fce9g5Hf59N2X86K8gube8ZoUKtgXiqlVQsiRcey2MGJFrp1dKKaUKvJkzbQvglSshPNw+LijcqRlvDSyXTK74FBExxiwDOuRKZEpdynyK24WFQq+H+DMQf8ruP7EFlrSEYpUd4zdA2VZ2pdCL1L49/PYbvP12Sv14XBwkJkKxYhd9eqWUUqpAmjkTRo6EWMeyILt328cAgwZ5Li4nd/6Hrwjsy+aYA0ClCw9HqSLINyhlMaGgcGjzKZRpAf++B0vbwvxwiP4td17KF0aNsrPjAK+9Bg0bwjff5MrplVJKqQLnySczXjMVE2P3FwTuJOMxQLlsjikH5O9yhEpdSnyKQ/hN0OErW8rS+mMIaQYlatvxHdPh90fg2LpcKfxu1Qr8/ODqq6FfP4iKuuhTKqWUUgXG4sV2JtyVPXvyN5bMuJOMbwSuMcYEuRo0xpQErnEcp5S6WL4lofpgm5j7lrD7Tm2Fv9+AxS1gQQ34/TGI/v2CXyIiwi4UNGECfP89XHaZrS9XSimlCpuzZ+1veu+7Dw4dsvv++Qe8vV0fHxqaf7FlxZ1kfDJ25nupMaZR6gFjTGNgCVDWcZxSKi80fRn6H4JW06FkPfjrNdj4aMr46e1uz5j7+cGjj8K2bXaGvF49uz8hIRfjVkoppfLA4cN2QqlzZwgOtv+PTZ0Kf/xhx++4w04yBQamfV5gIIwdm//xupLjFTgBjDEzgFsAwXZP2Q9UwS55b4CPRGRorkeZR3QFTlXoxR6D2KN2MaFzh2BeZQiqZS/8DLsBSjUEYy7o1LffDseOweuvQ7VquRy3UkopdQEOH4YlS6BqVfvb3agoqF4dLr8cevSwW7t2EBCQ9nkzZ8KwYfYizrAwm4jn58WbWa3A6VYy7jjZSOBeoEGq3X8Ck0Rk6gVH6QGajKtLSvxp2D3Lrvp5eLltj1iyHrScBuXauHUqERg/Hp5/3ubyzzwDDzxgZ9GVUkqp/LRyJSxaZOu/f3dUZg4ZAjNm2PuHDtk2vtmJiLC3K1bkQZDZyNVkPNVJA4HSwAkRKZTr+mkyri5Z5w/D3rk2MW/9IRQPhf3fQvR6O2teql6OThMVBfffDwsW2AWDZs6Epk3zNnSllFJFlwhs3w5//21LTgAaNbKllG3apMx+N20KXm52/S2oybg7fcbTcCTghTIJV+qSF1Aeat9pN6cjP8HW8fDHGCjdyCbloddDyTqZniY8HObPh6+/htGjISQk70NXSilVtJw6BcuW2ZnvxYth1y4ICrKlkn5+8NlntiylZElPR5o3Ln4lEaVU4dDkRei3D5q9YbuzbH4KfuyfMn7+aKZPvfpq2LzZ1tmJwHXX2Vry+Ph8iFsppdQlJSkJ1q2D8+ft45dftutffPKJrf1++23YuDGlNPKyyy7dRBzcnBk3xhQH7gJ6YC/c9HdxmIhIzVyITSmV2wIrQ9377BazD2L22/0J52BBdShRx174GXo9BNVI81TndaBnz8K5c/DggzB9uv1Hs337fH4fSimlCpX9++2Fl0uWwNKldtZ70SJbcnLrrdC1K7RuXTSvTcrxzLgxpjSwFpgANAfqAsHYTirhjs3PnXMqpTwosCqUbWnvSyJc/ix4+cLGx2FBTVjUAg6tzPC0oCBbtvLVV3DyJHToYC+kiY7O5/iVUkoVWOfPw1HHL1w3b7ZlJrfdZuu1e/e2s+BXXmnHa9SAjh2LZiIO7iXOTwGXAcOwSTjA60AQ0Ab4DdgB1M/NAJVS+cA3COo/CD3WQN9d0OQlQOyKoABHf4Vtr8HZvYCdJe/XD7ZutbXkq1aBzwVfgaKUUqqwE7H/J7z+OvTsaXt+jxljxxo0gFdftaUnBw7Yvt+DBul1SE457qZijPkHOCAiEY7HSUCkiDzneFwe+AOYLCJP5024uUu7qSiVQ388Zy/8BCjbGkJvhNDrILAKYGdAAgIgLs7Okt9/P7Rq5cF4lVJK5bnYWPB3FCy3bAm//mrv16tny0/697e/PS0oCmo3FXdmxqsBG1I9TiJVzbiIHAa+AwZeSJBKqQLs8mfg6n+g8VhIiIHfRsHiK20vcyDA5xwAO3fCjz/aur/hw1N+RamUUqrwS0iAX36xM96tWkHduimLPt9yC0yebFvibtsGEycWrES8IHPnF8sx2ATc6SRQMd0xh7AXdiqlLjUla0ODJ+x26m84sxOMl03Iv6kPxcOoF3ojf20cwLMTKjBxInz5JYwbByNGuN8PVimlVMHx/vvw2GP2WiEvL2jRwv4mNC7Ozo7ffbenIyy83PnvcS92dtxpK9DBGJP6HO2A/3IjMKVUAVayLlS+yt5PjIUat8L5I7D+boKWVublnp3598dlNGoE771n21gppZQq+M6ehW+/teWG9eqlrHgZHm7b2n7+ORw5AqtXw7PPppSpqAvnzsz4SuAGY4wRW2g+G5gEfGuMWQhEAK2Ad3M9SqVUweVTDC4fY7cTW2DPbNg9m/B6MSxfDsf3bscnajnHg67lhZfL8uSTetGOUkoVNLt22fLCn36ys90BAbbGOiHBjjtXvlS5z51k/ENs68Kq2Fny94DOQD+gu+OYn7FdV5RSRVHpBlD6OdsmEcEYCDk7D35/hFLcSQ/fLjx7y41c2b8fNw8N0dIVpZTygMOHba/vxYuheXO47z4oXx6OH4d777VJd/v2NiFXeS/HybiI/AbcmepxAtDfGNMMqAVEAetERH8hrVRRZwzgWCWo3kNQoQteez6no+/ndG80jFPnRtG54xEmvulPk0aJ4OXt0XCVUqooeOEFu0bEb7/Zx2XKQE3HMo3Fi6fsvxRFRsJKx9IZxtiLUCMjPRlRCndaG3YATonIxjyNKB9pa0Ol8pkIScd+4+dvtzDg4Vto2xa+urMt+AVD2I1QpS/4lfJ0lEopVeht325nvrdvt72/Afr2hRMnUkpOrrhCL67PL1m1NnQnGU8E3heRu3IzOE/SZFwpzzl+HM6fS6TSoceJ3/E5vnF7EC8/TKWeUPd+qNjZ0yEqpVShsnatXVBn8WLbahbszPcff0CxYvZiek2+PSO3+owfBc7lTkhKqaIuOBgqVfaGpi/z+OooWo1ZzRcb7yb+8G+2bSLA+cMQNQviz3g2WKWUKmCSkmD9ehg7Fg4etPt++w0++siuePnWW/Dvv3ZmvFgxO66JeMHkzsz4bCBURFrnbUj5R2fGlSoYkpJg2jR4/HE4dSqJB+5P5OkxvpQ4NAV+HQneAVC5N4TeAFV6g09xT4eslFL57tQpW/O9eLG9ANO5sNrcuXa1y3PnwNsb/Pw8G6fKKLfKVGoDa4G3gedEJD73QvQMTcaVKliOHoUnnoApU+DJJ+GF55PgyM+w53PYMwfO/2cT8X77wK+0p8NVSqk8df68XdW4eHFo0wb27YNq1aBCBeje3dZ9d+tmO6Gogi23kvEPsF1T2mJX2tyEXeAn/QlERIZdeLj5R5NxpQqmtWvtYhOlStlfuwYGQr06iXDkJzj2K1z2iD3w55vsbegNUKmn7XmulFKF2LZtduZ78WLb/ePcOTvrPXeuHd+61f77qCUnhUtuJeM5bVkoIlIo+pRpMq5Uwde+vU3OH3oInnrKzhABIAIbRsHuTyH2KPgEQdVroOZwqBDhwYiVUirnjh+3F1h26GAfN2tmJyHq1k3petKxY6p/+1ShlFvJeFhOX1BEduf0WE/SZFypgu/wYXj0UdshoFo1mDgRrr3W0cocICkBDq+A3bNh75dQ7wFo+BQknINDP0DFbuCt6zUrpQqGhARYty5l9vvXX+2S8tHRdpGddets2UlYjrMuVRjkSjJ+KdJkXKnC46ef4O67YfNmmDMHBgxwcVBSPCTGgm+QTcx/HAC+paDatbaUpUIX8NYrmy7Y5kj489mUxw3HQKNIDwWjVOGxZw+UK2e7mowda3/L5+UFV15pZ767d4dWrezFl+rSpMl4JjQZV6pwSUiATz6BwYPBxwd+/93WThZzVSqeGAf/fW8v/tw3D+JP2sWFrtoIxUPzOfJLyPcR9rbrCk9GoVSBFhNj672ds99//QVffw29e9t2g7//Dl27QkiIpyNV+SWrZNzHjZPk+H8vEdmT02OVUiqnfHxg6FB7/9w56NnTXtw5aRL06ZPuYG8/qNLLbomx8N9S+O8HCKxmx39/FOKOO2bMO4FXjv85VEqpNETg7FkICrJ9vRs0gLg4W3bSsSOMHAmNGtlja9e2m1JO7vzvE0XGzimuiJvnVUoptxUrBrNn29KVvn1tMv7GG1C9uouDvf2hytV2c0qIgd2fwY6p4F8Wqg2A6v+Dcm3z7T0opQqvI0dsr+/Fi2HJEvtv0OTJUKMGPPywTcLbt8/kN3dKpeJO0vwRrpPx0kATIAxYARSKizeVUoVfRARs3GiT8MhIuOwy25WgVq0cPPnKt6Dpy3BwkS1lifoEvHxtMi6O/uZl24CXFnEqpezst/PC8WuugQUL7P0yZWyv75497WMvL1sXrlRO5TgZF5GhmY0ZY7yAp4E7gCEXH5ZSSuWMr6+dhRo4EGbNSknEd+3KZJY8NZ9i9uLOatfamfKEs3b/0dXwfQcIqAih19lSlnJtwWhjX6WKkh070tZ9//WXTcjbt0+5+PKKK/TCS3VxcvUCTmPMamCniAzKtZPmIb2AU6lL086ddpa8d294/XUIdfd6zYSzsP8bO2N+4BtIPA/FKkPn76FU/TyJudDQCzhVETB7tl0FeMcO+7h6dZt4v/yyrQtXyl1ZXcCZ29M8vwDdc/mcSinllipV4Jln4LvvoH59GD/eXkyVYz7FIewGaD8H+h+GNp9C+Q4QVNOO//UGbHgQjq6xv7tWShVKSUmwYQO8+KKt8XbOz5Uubf/tePNN+Ocfm5S/+64m4ipv5PaFliGArhGllPIof3944gkYNAhGjYLRo21LxPXrbXcDt/iWgPCb7OZ0Zgdsfx/+fh0CQ23iHjYQQprl5ttQSuWRgwdtedvSpfZCTICmTeHkSXvfufKlUvkh15JxY0xX4Ebgz9w6p1JKXYywMPjqK/j2W9i0KSURP3kSSpW6iBM3nwSNnoN9C2wpy99vwJlddiYd4MQWKHVZqmVClVKecv68XTRs8WLb6eTOO+3M988/pyTd3bpBhQqejlQVVe70GV+WxTmqAc6qzOcuNiillMpNvXrZDex/yr162e4r995rLwC9IH6locYtdos7DnEn7P7TO+DbhrakJfQGO2teurEm5krls8mTYd48WLHCrkvg5wcjRtixYsXsRd7611IVBO7UjEdksrUFSgCLgW4i8nXuhaeUUrmrShXo0AEeesh2QVi1KhdO6hcMQY7WLQHloOVUm4xvewm+awpf14XoDbnwQkopV44fhzlzYMyYlH1ff21rvYcPt/ejo+Gtt1LGNRFXBUWudlO5GMaY3sD9wGVAGeAgsAF4TURWpzouHNiVxalmi8jAnLymdlNRqmgSsT2C778fdu+2v7Z+5508eKHzR2HfV7BnDrT9FPzLQNRncGorhN4IpRvkwYvmMe2mogqIv/6yXU8WL4a1a+3FmKVK2b/TpUrZ2XBdcEcVFFl1UykQK2UaYyYAjwLHgHnAUaAWcA0wwBhzi4h8ku5pmxzHpqc160qpLBljF+3o1s12UXDWiopAYiL45Na/jAFlodYIuzkd+xX+eQP+fN7WlYfeYLei3jJRqWzs3WsT7169oHJlW3L27LO23/eTT9ra75YtU/7+aiKuCguPz4wbYyoC+4EjQCMROZxqrBOwDNglIjUc+8KxM+MfZrUQUU7ozLhSKrVPPoFXX7Wz5K1b5+ELnfsP9n5pL/48vMouKNTtRzsWcwACK+fhi18knRlX+SQ2FpYts0vNL14M27bZ/R98ALfeCqdP25alZcp4Nk6lciJX+owbY54yxsQbY1z+L2GMqWKMiTPGPOZmfGGOONamTsQBRGQ5cBoo5+Y5lVLKbaVL2zZnbdrAsGEpLc9yXbGKUOcum9Beux+aOwpZ447DgnD4tglseRFOb8+jAJQqeERg82b47Tf7+MQJOwv+3ntQrZr9ovznnzB0qB0vUUITcXVpcOcCzj7AChE54GpQRPYDy4F+bsbwLxAHtDDGlE09YIzpgL049HsXz6tsjLndGPOE47aRm6+rlFJpXH21rUN99FH46COoWxdmzcrjFy1WCYIb2/vGG5q8bBcd2vQkLKwN3zWDI7/kcRBKecaRI/bv2NCh9uLqxo3h6aftWIUK8OOP9sLLxYvhwQehQQO98FJdetypjKwFpK/bTm8rMNidAEQk2jGb/hqw1RgzD1s7XhPoCywFbnfx1G6OLZkxZgUwRET2uBODUko5BQXBhAkwZAjcc09Kb3KRfEgCfEtCvfvtdnaPvfBzz2zwd8xTHFoOx9ZD6PUQFJ7HwSiV++LjbblJI8f0Wd++sGYNhIRA16627rt7qnW827XzTJxK5Sd3kvFiQEw2x5zHzmS7RUQmGmOigA+AVFc6sR2Yka58JQZ4Hnvx5k7HvkZAJNAJ+MEY00REzrp6LWPMSGAkQGhoqKtDlFKKyy6DH35IeTxuHOzZA2PH5tOvxouHQv0H7eZ0cAlsHQ8bH4UyLR0Xf15nj1WqgNqxI6Xue9kyWwt+/DgEBsL48fZCy2bNwNvb05Eq5RnulKnsA1plc0wr7MWYbjHGPArMAWZgZ8SLA82wyfZMY8xLzmNF5LCIPCMiv4nICce2CugOrMXO4A/P7LVEZLKINBeR5uXKaSm6UipzxqTMhp89C1On2tKVadNsG7V812Qc9N0BTcZDUjz8/hAs62qn7QHiT3sgKKXSOn3aJtwAb74JtWrBXXfZVXBvvhk++ywl8e7YEVq00ERcFW3uJOOLgA7GmBtdDRpjBgIdge/cCcAYEwFMABaIyIMislNEYkTkN+BabHL/kDGmRlbnEZEEYKrjYQd3YlBKqeyMHWsvLKtf3y4i0ratvZgs3wXVgMseg6s2QJ9/ocVk+40hMQ4WVIel7eHvN21XFqXyQVKS/bsxbhxERNjfHH3nyAS6d4dJk+Dvv2HnTnsx5rXXgr+/R0NWqkBxJxmfAJwAPjXGfGmMGWmM6e24/QqYCUQD492M4WrH7fL0AyISA/zqiLNpDs7l7H1Q3M0YlFIqW40a2RU7Z8yAqKiU2T+PKVELKkTY+0lxUHcUxJ+EDffBvKrwfUfbOlGpXJaQYG8PHICKFW2ZyRNPwMmT9kLLunXteN26cO+9UKeOXnipVGZyXDMuIvuNMT2AL7AdU65JNWyAKOB6EdnnZgzO78eZ1Yw498fl4FzOMpqdWR6llFIXyBh7cefAgSmze489Bg0bwuDBHkw4fIOg4VN2O7kN9nxh+5jjCOj4Jjj6C1QbAAHlL+glIiPh2WdXJD8eM8buU5e+2Fi7yM7ixXZr3tyWa1WqBNdfD61a2UW0Klb0dKRKFT5uL/pjjPHFtjlsBZTGzpavARaKSLzbARhzAzAbOAQ0c7RIdI5dBXwDxAJVReSYMeYKYKOIJKU7TxfHsf5AWxHJtheYLvqjlLpYsbHQuTP88gu0bw9vvw2XX+7pqFJxtoH541n4IxKMF5TvBGE3QNX+dpVQN2x8JQKAJg+vyPVQVcF0++3w8cd2eXlfX1uiNXCg3a+UypmsFv1xe9FnR8L9pWPLDXOwfcS7AtscJS//AfWxJSwGeFxEjjmOfw2obYz5BXtRKdhuKp0d95/OSSKulFK5wd/f9kKePt3OkDdtCvfdZ2eMS5b0dHSkTNU3fAaq9Yfdn9t2ib/eDpuegmsPgpe3vSDUy9ezsSqPOnHCdhBavNjWgP/6K3h52QV3hg2zbQcjImz7T6VU7nF7ZjxPgrCz7XcDA4HLgEBs/fmvwCQRWZLq2GHYCzsbAmUBX+ys+mrgLRH5MaevqzPjSqncdOyYrZudNQu2boWqVT0dUSZE4MRmu8Jn6AD7+JsGUDzMtkus1g/8gl0+VWfGLz2LF8Nzz8HatZCYaL9EduliuweFhHg6OqUuDVnNjOf4Ak5jzFPGmHhjTOVMxqsYY+IcC/i4RUTiRWSiiLQSkZIi4iMi5UXk6tSJuOPYaY794SISJCL+IhIqIje6k4grpVRuK1MG3n/fdo2oWtXmuI89Zhc5KVCMsat+hg6wj5PioGpfOPU3rL0NvqwAK66GQyvTPm/XTC4rv4bGlVbCvHDYNTPfQ1cXZ98+W+t9ww2wbl3K/vh4GD3a/pbn6FH48ktNxJXKLzmeGTfGrAVOiUi3LI5ZDJQUkda5FF+e0plxpVRe2rnTXuh2+rTtMPH00wX8V/wiEL3eXvi5+3O44hW72ufZPbBlHOz6EBLPpRzvHWhbK1Yf5LmYVbaOH7cz30uW2N/YAFSubK9v6NfPo6EpVWTkysw4djGdrdkcs9VxnFJKFXk1atj+yrfcAi+9ZHuUz52bskZPgWMMlLkSmr4M10TZCzwB9s6F7e+lTcQBEmNg05P5HqbKnAj88Qe88gp88IHdFxhoL8CsUsXu/+MPO0OuibhSBYM7yXgx7FL0WTkPlLjwcJRS6tJSrpwtC/j5Z1vGMmqU7UpR4BljL+wEqHs/yS0S04vZA/u/hb1fwrmD+RaeSmvePLj1Vlse1agRPPJIysI7/v5w8KCdGX/oIduGU3t+K1VwuNNNZR8pfbwz0wq7YqZSSqlU2rSB9eth1y47Uxkba5cKv+su+7hAM14QGAoxuzOOBYbCX6/CoWUpj8u2hkrdoOaw/I2ziIiPhzVrbM33gw/afR9/DMuX217fPXrY22rVUp7jq41ylCqw3EnGFwF3G2NuFJHZ6QeNMQOBjsA7uRWcUkpdSnx8oHZte3/RIjt7+fbb8MYb0LevZ2PLVuOx8OtIW5ri5B1o94deB8d/h6Or4egau7hQ/KmUZPyXwRBQwSbpZVtDYBXPvIdCbP9+WLDAdj5Ztsxeh+DtDYMGQYUKMHkylC5t9ymlChd3LuCsAmzGLvQzH5uc7weqAFcBfYHjQJMLWIXTI/QCTqWUJ61aZWfGt2yBq6+2SXmNGp6OKgu7ZhL34zB8vWMxxcNsIp7ZxZsJ58CnmO1f/kNnOLYOkmLtWGBVuOxxqHO3LXJOigNvf9fnKaLOnLEz3c2a2YstP/wQhg6FsDA7892jh11sqnRpT0eqlMqJrC7gdKvPuDGmOfAFEAakfqIBooDrRWTDhYeavzQZV0p5Wnw8TJpkFwlq2tQm6AXZBfcZT4yD4xvt7PmxNVClL4TfBGd2wtf1IbipY+a8lWP2vFqRKmxOSoKNG21d9+LF9hqD+Hh46y24+244eRL++w/q1ClSH4tSl4xcS8YdJ/MF+mDrw0sDJ4A1wELH6pyFhibjSqmCYv9+OHXKdlw5etTWA191laejyijXF/05uxf+ecsm6dHrUzq2tP/KLj4Usx/ORkFIM/AOyJ3XLCAOHYLoaPtnfuyYvdhXBBo3Tpn9btvWXoCplCrcskrG3akZB+wCPcCXji39C3kBfURkvttRKqVUEValit0AJk6EsWNt67mJE21pwiWreDVoOsHeT4q3K4MeWW1nxwH2zIHfRoGXL5RukjJ7XrWfLYMpRGJj7Yz34sV2BnzjRuje3T4uUwbmz4crr4SKFT0dqVIqP7mdjLtijAkDhgO3ApUAvYREKaUu0DPP2MWBnn/ezpo+/bRtSefn5+nI8piXr50BD2mWsi98EASFp1wcumMq/PsWXHfSjkfNgpi9NkkPaV6gEnQR28/b2dXk6qvh++/thbxt28KLL6b97UefPp6JUynlWRecjBtjvIFrgJFAV2zPcgG+z53QlFKqaPLzg8cfh5tvtn3Jn3jC1gu/8YanI/OAgLJQ9Rq7ASQlwOl/wNexlOmBbyHqE3vf+EBwY6jYDZqM80i4J07ADz+k1H7v329LUUqUgIcfhvvug4gI+1gppeACknFjTA1gBDAUKO/YfRR4H5gmIi4a0SqllHJXaCh8+aVdvKVBA7svKsr2jK5SVLsDevlAqctSHrf5GK54zdFS0XFx6KltKePLuoNPIJRxXBhapjn4FM+1cBIT7cWXvr7wySe240liok22u3SxX6qcF1z26JFrL6uUuoTkKBk3xvgA12JnwTthZ8HjsHXjA4D5IvJMXgWplFJFWepShnvvhRUrbPeV++7TxVwACCgHVfvYLTUR20bxyE+wz3Epk/GG+g9Dk/H28ZmdULy6Wy1K9u1Lmfn+/nt47z24/npb7/344zbpbtVK/2yUUjmTZTJujKmNnQUfApTFtjDcAMwAPhWR48aYpLwOUimllDVpkk3CH34Ypk+3iwZ17OjpqAooY6DVB/b++aNwbK2dPXfWpMfsgwU1wb+co6Wic/a8hcvZ8+hoaN8etm61jytVsos1hYbax3Xrwgsv5MP7UkpdUrKbGf8bWwd+CHgNmCEiW/I8KqWUUi5Vrw4LF9rNWX88c6atL1dZCCgLVXrbzcmnOLR433Fx6GrYvxAAaf0JW84OYvX3UZz4ZyUnfVvzwsTaBAcbmjaFW2+1s98NG2rPb6XUxctJmYoA3wFzNRFXSqmCoU8fW5P8xhspXTh277a15D650ierCPALhloj7QYQG83Hb6zl5Z7N+eMfuL3LIt677U479mUZTJlWfPJ4K6h9F/iHeC5updQlxSub8aeBPdiWhT8bY7YaYx41xlTK+9CUUkplJTAQRo+2FwvGx0PPntC8Ofzyi6cjK/ji4+Gnn2zbyK5d7UWX+Ifw75mrqNe4HFOnwpMfjIRef0KLKbav+dld8McYMI7/OrdPgbUjYcd0OPkXiFZtKqXcl+X8iYiMBcYaY3pga8f7AOMd+5YAH+Z9iEoppbLj42PrlUeNsj2sb70Vxo+H8uWzfWqRsno1vPQSLFtmVzz18rIXWx4+bGvAn3su9dFeQAMo3QBqDbe74k+Dr6Mv4dk9sOdz2DHFPvYLhgqdof0c+zgp3vZOV0qpLGQ3Mw6AiCwWkeuAasATwG7gKmAWtoyliTGmWRanUEoplYeMgQED4K+/4LHH4OOP7QWFf/7p6cg858wZ+Ppr24Hm11/tvrNn4bff4MYbYc4cuwz9zz/bRDxHfFM1CG/8PFwXDb23QstpUO068C2VMr60HXzTENaOgB3T4ORWnT1XSmVgROTCnmhMF2yrw2sAP2xSvhmYKiJv51qEeah58+ayfv16T4ehlFK5bts222nljTfA29suRlO69MWfd+MrEQA0eXjFxZ8sD5w9C2++aVsP/vSTLUcJDLSfxdChttsh5NOFl1vGw+FVtvd53HG7L3wQtHEsUnRoOQQ3Bb/S+RCMUsqTjDEbRKS5y7ELTcZTnbwsdgGg4UAdQETE+6JOmk80GVdKFQXR0VCvHvTrB+PGQZkyF36ugpaMHzoES5faLxw33WST77JlITzcdjzp0QPatQN/fw8GKUlw+l/bsaVYFajUDc79B185puNL1rctFcu2gko9oXg1DwarlMoLWSXjF33NvYgcBV4BXjHGRGCTcqWUUgWEry/87392lvzLL20t+W232Xrpwujnn21rx8WLYeNGu699e5uM+/rCnj1QqlSWp8hfxgtK1rWbk18wdP4+ZeXQ/fNh5wfQagbUGAKnd8CuDx19z1tq9xalLmEXPTNemOnMuFKqKPnzT7j7bli1Clq2tDPKJUpk/7zU8ntmXAT+/deWnNx2m903cCDMnQtt2qTMfjdtWni/XAD2jZ7ebvuh+wXDnjnw840pNeYl69rE/PLndOZcqUIoT2fGlVJKFQ4NG8KKFXaRoB9/TEnE4+ML1tLtp07ZZeYXL7a131FRdn+XLhAWBi+/DFOmuP9FokAzBkrWTnkceh1UOgnR6xyLEq2B/d9A01fs+N+TYN+ClFVDy7YC/4uoP1JKeYwm40opVYQYA4MH2w3srHPnzvD883DLLZ6ZXU5MhA0b7LLyFSvaDiiDBtlku3NnePRRO/sdFmaPr1ZUJoZ9g6BCJ7uBnT13XnnqHWAvCt06HiTR7ivdCK763ZbFnPsP/MuCl/43r1RBp39LlVKqCEtMtMntrbfC1KnwzjvQqFHev+7+/Xbme/FiOwseHQ2vv277pPfqBStXQuvWBWvG3uNSt4BxrhyacBaiN9jZ87jjKQsS/dgfTmyGkCvTzp4HaON5pQoaTcaVUqoIq1fP1mPPmGH7k19xhU2IX345d9v/nTtnF9YJC4PTp+1tYqLt792nj5357tbNHlu6NHTokHuvfUnzKQ7lO9gttXoPwOEfbZK+7RWQBKjSBzousOM7P4LSDaH05bowkVIepsm4UkoVcV5e9uLIfv3gySfTVkOkvu8OEdi6NWX2e9UqO9O9bJktP5kxAxo3tnXs+dLzu6gJvd5uAAkxEP1bSslK7DFYM8Te9w6EMs3tzHnoDRByhWfiVaoI02RcKaUUACEh8O67KQvjrFhhl4d/6y247LLsn3/6dMpFlTfeCF98Ye/Xqwe33w69e6cc66xZV/nAJxDKt0t57BcC10TBkdV2QaKjq+Gv1yCopk3Gz+yETU85SltaQ3BjnT1XKg9pMq6UUioN50z10aO2j3fjxvDAAzapfmrsZ/x3ojyhb9mLPqtXT5n93rjRlqKULm0vwOzWzZafhIZ68M2ojIyB4mF2Cx9o9yWeT2mjeHYPHF4Ju2fZx94BENIcrnwPSjewx5nC3EdSqYIl0z7jxphlF3hOEZEuFx5S/tE+40oplbUjR2D0aJg2zeZwrv7L8PKyfct79IB77rm4FT5VASECMftS2ioeXQ0dvoRilWDbq/DPm44FiRwXhwY3AW8/T0etVIGVVZ/xrJLxpAt8PRER7wt8br7SZFwppXKmYkW79Hx6ZcvCP/9AcHD+x6Q8ZP/XsOsjm6DH7LP7fErAgKM2IT/xp124KLCKZ+NUqgC5oEV/RER/B6WUUgqw5SeuHDumiXiRU+Vqu4Fj9nyNLW1xzoyvv8eWuQRWS2mpWL4DhDTzXMxKFWBaM66UUipboaGwe7fr/aoIC6xqVwtN7YpX4cjPjhKX1bDnc6jUEzp9Z8e3jLMXi5ZtbZ+v7XRUftgcCX8+m/K44RhoFOmhYNLSZFwppVS2xo6FkSMhJiZlX2Cg3a9UGiHN7Fb3Pvv43EGIP2XvJ8TAny9AouMHqVhlm5TXHAaVr/JMvKpoaBQJh1fY+11XeDCQjNwqRTHGeBlj7jXGrDHGnDTGJKQaa2qMeccYUyf3w1RKKeVJgwbB5Mng728fh4XZx4MGeTYuVQgUqwQl69r7PoFw/QnosQ6aTYLyEbYH+plddvzMLljcEtbfD1Gfwdndrq8aVuoSkuOZcWOMH/AdEAFEA6eBoFSH7AJuA44AY3IvRKWUUgXBoEEwZYq9v2KFR0NRhZmXr11oqExzqHuv3edsqxh/0rZS3DEF/plk9xWrBO2+gHJtIf4MGG/wKeaZ2JXKA+7MjD8CdAKeBSoAU1MPisgJYBXQI7eCU0oppVQR4OxbHtwEuq6E609Czw3Q/C2o0AWKh9vxHdPgi5Kw6EpYfx9EfWpn03X2XBVi7tSMDwJ+FpHnAIwxrn7ydwF9ciMwpZRSShVRXr52NdCQK6DO3Sn7y7WF+o/YC0N3TLP9zo0XXHcSfIPg8I+A2EWKfAI9Fr5S7nAnGa8OfJPNMdFAyIWHo5RSSimVCWd5C0BSApz8E07+ZRNxgD+fg/++t6UspRvbi0MrdILQAZ6LWalsuJOMnwdKZ3NMKHDiQoNRSimllMoRLx9b1hLcJGVfm1lwbE3KqqG7PoTTf6ck4+vvh2IVHauHXgk+xT0RuVJpuJOMbwS6G2P8RCQu/aAxphS2XvyXXIpNKaWUUirnAsqmXZQoKRHijjnuJ8ChH+DkFvvYeEPpy6HOvVDzNrtPRPueq3znTjI+GZgJzDTGDEs9YIwpDUwHgoH3ci06pZRSSqkL5eUNAeUd932g958QGw3H1qYsSiSOLs1n98KiplCmlV01tGxrKNMCfEt4Ln5VJOQ4GReRWcaYbsBQoC9wHMAYsx5oAPgDb4vIt3kQp1JKKaXUxfMPsQsMpV9kSBKgyjU2QT/gvETOQIf5ULUPnD8KsUehZJ2U7i9K5QK3VuAUkduMMauA+4FGgAGuALYAr4nI9NwPUSmllFIqjwVVh1bT7P24E3DUMXse0tTu2/sFrLsL/ILTzp6X7wDe/h4LWxV+biXjACIyA5hhjCmGLUs5KSJnczswpZRSSimP8CsNlXvYzalyb2g5LaW85Y9FgMB1x20yvv8bOH/IJugl6+rsucoxt5NxJxE5B5zLxViUUkoppQqm4qH2Qk/nxZ5xJ+HEHzZxB9g5HfbOtfd9S0PZllChM1z2qCeiVYXIBSfjSimllFJFll8pKN8u5XG7z+HUP3bW/JijteLBRSnJ+M83g3cxO3NetjWUqq+z5wrIIhk3xuy8wHOKiNS8wOcqpZRSShU+xgtK1bNbzVvtvqREeysCiefg4GLY+YHd51sS6j0Elz9jH8edtAm+KnKymhn3AtIvee8HVHLcTwSOAmUBb8e+g0CGHuRKKaWUUkWOlyM9MgY6fGWT8tP/OurO10BQDTt+7hB8VRFK1nPMnDsuDi15Wco51CUr02RcRMJTPzbGlAS+B3YDo4GfRCTRGOMNtAfGYRP4rnkWrVJKKaVUYWWMbY1Ysg7UGJJqvxc0HgtHVsP+Bbb+HKDVDHtczAE4/juUaWkXNlKXFHdqxscCpYGGqVfgFJFEYIUxphPwh+O4+3IzSKWUUkqpS1ZAOWjwhL0vAmd22NnzCp3tvgPfwq8j7P0StVNmz8Nu1tKWS4A7yfi1wKzUiXhqInLeGDMfGIgm40oppZRS7jMGStSym1P4TTYJT31h6K6PoNr1djzqMzixOSVJDyjnmdjVBXEnGS8D+GZzjK/jOKWUUkoplRt8ikOFjnYDO3seszelZOXYr/DPm3YVUYCgmlChE7ScknK8Mfkft8oRd5LxHcB1xpgxInIy/aAxJhi4DrjQLixKKaWUUio7xti+507NXoPGL0D0hpSLQ2OPpowv7wFJcSkXhpZtDQHl8z9u5ZI7DS7fAyoDvxpjbjHGhBtjijluhwBrgYrA2xcSiDGmtzFmiTFmnzHmnDFmpzHmC2NM60yOb2OM+dYYE+04frMxZpTjglKllFJKqaLDJxDKt7d9zTt8abu3OAU3hYQY2PYqrOoHX1aAtcNTxo9vhqT4fA9ZWTmeGReRt4wxtYF7gekuDjHAmyLyjrtBGGMmAI8Cx4B52JaJtYBrgAHGmFtE5JNUx18DzAXOA7OBaKAP8DrQFrje3RiUUkoppS5JTSfY24RzcPw3O3se5FgSJvYYfNfYLkgU0jxl9rxce+3ckk+MSPpW4tk8wc5U3wY0BUoBJ4HfgBki8ovbARhTEdgPHAEaicjhVGOdgGXALhGp4dhXEtjueO22IrLesT/AcWxr4CYR+Sy7127evLmsX7/e3ZCVUqrIioiwtytWeDIKpVSuSTgL+7+2pS1HV9tkPSkeWrwPtUbC2b2w7yuboJduDN5+no74wn0fYW+7rsj3lzbGbBCR5q7G3KkZB0BEVgOrLzqqFGHYcpm1qRNxx2stN8acBlJfFnyd4/FHzkTccex5Y8xTwA/AnUC2ybhSSimlVJHmUxzCbrQbQOJ5iP49ZUGiIz/Bhvvtfe8ACGlmE/O6D0BgZc/EfIlxp2Y8r/yLXbWzhTEmze9DjDEdgBLYxYacHE03WeTiXKuAGKCNMcY/D2JVSimllLp0eQdAudZQrIJ9HH4T9NsL7T6H2neBJMHfk1K6s+z4AH66Ef563c6uJ8Z6LvZCyu2ZcWNMK2A4tkylNLZMZQMw/ULKVEQk2hjzGPAasNUYMw9bO14T6AssBW5P9ZS6jtt/XJwrwRizC2gA1AC2uRuPUkoppZRKJbAqhF5vN4DEuJRylfhTcGwt7PncPvbysyuFdl1hVxZNOGtn31Wm3ErGjTEvAKOxF2um1gS4zRgzQUSecDcIEZlojIkCPgBGpBrajq1FT12+4lxqKkN7xXT7S7saNMaMBEYChIaGujpEKaWUUkplJnXdeL1Rdos54FiUaA3EHbeJOMCK3nB6e8qCRGVbQ8gVdgZeAW6UqRhjrgeeAPZgZ8ZrAMUct8Md+x8zxtzgbhDGmEeBOcAM7Ix4caAZtmf5TGPMS+6eMzMiMllEmotI83LldIUqpZRSSqmLFlgZqvWHpi+lLDYEED4IyneA6PXw+8OwtC38OCBlfP83cHa3XZioiHJnZvxe4BBwpYik6iRPFPCBMWYB8CdwN/B5Tk9qjIkAJgBficiDqYZ+M8Zciy1HecgY856I7CRl5rsUrjn3n8hpDEoppZRSKg/UGmE3gHP/2Zlz3yD7OO4krOwDCBSrZGfNy7SCKn2gVD2PhZzf3LmAszEwJ10insyx/wtsyYo7rnbcLndxzhjgV2ycTR27/3bc1kl/vDHGB6gOJKArgSqllFJKFRzFKkK1flCxq33sEwQ910Hzt6BCZzi+ETY+CoeW2fGze2H9fRA1C85EXbKz5+7MjPtgO5VkJcbNcwI4u55kVjPi3B/nuF0GDAJ6ArPSHdsBCARWiYhezquUUkopVVB5edtWiSHNoM7ddt/5w/YiUIBTf8GOafDPm/ZxQAU7e95kPJSs6/qchZA7M+M7gKuNMS6f49jfy3GcO3503I40xlRJd86rsCtqngecnVrmYFfoHGiMaZ7q2ADgBcfDd92MQSmllFJKeVpAefArbe9X6gbXn4Sev0Hzt6Fidzjxp10tFODfd2FRc1h3D+yaCWd2FsrZc3dmsT8FXgTmG2MeFJF/nQPGmJrAy8BlwJNuxjAH20e8K7DNGPMV8B9QH1vCYoDHReQYgIicMsaMcDxvhTHmMyAa2waxrmP/bDdjUEoppZRSBY2XD4Q0tVudu9KO+ZUB35Kwawb8+7bdV6wS9I2yHV/O7nYcE2ST9aNrICkW5oVD47FQfVA+vxnXjOTwG4Qxxg9Ygi0FSQIOAAeBikAV7Cz7T0BXEYnL7DyZnNsXe+HnQGxCH4hNsH8FJonIEhfPaYtN/FsDAdg2iB84jk/Myes2b95c1q9fn/2BSimlIDISnn025fGYMXafUkp5UlICnNwCR1dDzF6baAMs62brz4tVhXMHQBJSnuMdCC0m51tCbozZICLNXY7lNBl3nMgXeBi4DduC0GkHNhF+RUTiLyLWfKXJuFJK5Zzm4kqpQuW/H+DwStj6MiSdzzgeGAb9ovIllFxLxtOdNAjbRvCkiJy5iPg8RpNxpZRyU0SEvV2xwpNRKKVUzn3qBbjKdw3cnJQvIWSVjLtzAWcaInJGRPYX1kRcKaWUUkoVAYGZrLie2f58dsHJuFJKKaWUUgVe47G2Rjw178CU2nIPy7KbijFm2QWcU0SkywXGo5RSSimlVO5xXqS5dpjtphIYVqC6qWTX2jACW2Rj3Dhn4WvwqJRSSimlLl3VB8GOKfZ+1xUeDSW9nPQZTwAWAlOBf7M5VimllFJKKZVD2SXjtwLDgf7AtcAKYArwpbu9xJVSSimllFJpZXkBp4h8KCLtsQvxvAE0wq7EecAY85ox5rJ8iFEppZRSSqlLUo66qYjIXyLyIHalzZuBTcD9wB/GmJ+MMbcYY/zzME6llFJKKaUuOW61NhSROBH5zNEtpQ7wElAbmA70yIP4lFJKKaWUumRdTJ/xUMdWEtttJX+WMFJKKaWUUuoSkZNuKsmMMeVJuaizBhAHfAVMEZHluR+eUkoppZRSl65sk3FjjAF6AiOA3oAv8BfwMPCRiBzL0wiVUkoppZS6RGW3Amckdia8KnAemIWdBf8570NTSimllFLq0pbdzPgzQDwwD5gJnAD8jTGds3qSiCzLjeCUUkoppZS6lOWkZtwX6OfYcsr7QoJRSimllFKqKMkuGf8wX6JQSimllFKqCMoyGReRW/MrEKWUUkoppYqai+kzrpRSSimllLoImowrpZRSSinlIZqM56fISDAmZYuM9HRESimllFLKg9xagVNdpMhIWLHC3nfeKqWUUkqpIktnxpVSSimllPIQTcaVUkoppZTyEE3GlVJKKaWU8pAcJ+PGmEY5PG7YhYejlFJKKaVU0eHOzPi3xpiqWR1gjPkf8N7FhaSUUqpAmjkT1qyBlSshPNw+VkopdVHcScZLAIuMMaVdDRpjrgc+AP7NhbiUUkoVJDNnwsiREBtrH+/ebR9rQq6UUhfFndaG1wLfAvOMMd1FJM45YIy5BpgJRAFdcjVCpZRS2Tt/Hs6etcmyc0tIgIYN7fjmzbB3b9pxX18YNMiOf/opbN2adrxsWRg71o7feSfExKR9zZgYePLJlHMopZRyW46TcRFZ5qgH/wj4BLgBwBhzFTAbOAB0FpGDeRGoUkoVCCI2yT1/3iaspUrZpDY6GvbsSZvMxsZCRAQEBcEff8BPP2Ucf+wxKFkSFiyAuXMzji9cCIGB8PLLMGVK2rG4ODhzxi4idu+9MHVq2liDguD0aXt/3Dj47LO04xUqpCTSs2bBN99AQAD4+9utbt2UY53nSW/Pnlz5WJVSqqhya9EfEZnpqBsfZ4x5HfgamAscxSbie/MgRqWUgsREOH7cJqHORDg2FqpUgfLl4dQpW8vs3O88pnNnqFfPllW8/37GZPe++6B5c/j1V5sYpx+fMQPatrWJ8uDBdp9ISlxr1kDLlvDVVzB8eMa4//wTGjSAZctg1Ki0Y97ecPvtNhnftcvG7++fNiFOSLDHVqoEzZql7HduSUn2PDfeCJdfnnasWLGU13r2WXjggczH580DLy+b2LsSFmY/w/RCQ+0XgltusTH06WO/PCillMoRt1fgFJEJxphqwP3AXcAJoKuI7Mzl2JRSniCSNhn19oYyZezY5s0ZSyEqV7bJLMB779nShdTjLVrAtdfapHLo0IzJ7sCBcMcdcOKEPU/68chIePxxW2JRvXrGeN94wybUe/ZA374Zx6dNs8n4wYN2djl9MnvTTSnHJiTYRDI4OGW8RAk7Vru2nX127ncmzKGhdrxLF/jyy4znr1HDjt92G9xwQ9rnenunvPb999stM4MH2y0zXbvaLTN16mQ+BmljcWXsWFsjnrpUJTDQ7v/3X/tl5quv7Oc1YICNNSIi+/MqpVQR53Yy7nAvUBloD3QRkb9yLySlipikJDsjCTYhPXUqbTIKdkYUYPXqjKUQQUE2yQWbDP/9d9rx0FB48UU7Pnw4bNmSdmb5yitTyhfq14e/0v117tsX5s+397t1g8OH047ffHPKRXwPPZQ2WfP1tYn2tdfa9/jLLxlnfp0zsf7+doY5fTLbooUdL1sWJk1K+1x/f2jk6LpasyasX5/x+aVK2fFWrSA+PvM/hxYt4McfMx9v1Aheeinz8fBwu2WmRImUxL4wcpazDBtmf27Cwmwi7ty/ezesWgUffwxz5tjfKGzaZD+3c+fSzsIrpZRKlmkyboxJAiSz8VQ2mbS/1hQRudAkX6m8l5SUcfa1YkXw84P//oMdO9KOnT9vE9LAQFi71iZs6Z8/frxNEmfOtLOD6cdXr7ZJ5xNPwIcfpj23v7/9NT/AXXfZ2t3UKlSwcYGt+124MO14zZopyfi8eSkJrzPpPXcu5VhfX1sSUa5cyjHOC/wARoyAkyfTJrO1aqWMf/SRnTlPPV6uXMr4rl32cwwIsLdeqRo2eXnBzix+gVasWNadOYKC7Mx0Vs93fmlReWPQIFu3DrBiRdoxb2/o1Mlub78NP/yQ8kXp9tth40Y7W37TTVCtWn5GrZRSBVpWSfMqcpaMq5xy9uiNjbUzaKlnlS5lzppXHx87M7l/f8ZktVYtmxAf/X979x1lVXn1cfy7KdJEQUACqCD2CII4dilie42KFUWKYmLHWKPYxSj2kmjAWLCDEo0SGxixYEGNgxUbLxZEgooaiC8KUvb7xz7XuQxTmJk7c+7M/D5r3XXnnueWPQvWmX2fs5/9fAtTp65eFzxgQCwm++gjGDt29ddffDH07Bl1ueeeW/IiuO22g7vuinKB4jJ1vRMnrl7XC/D55zETOHUqXHhh0fFMQnrxxZGAfvUVfPjh6jOzy5dHIrzllrDvvquOZ9fXHntslDtkj6+9dtH4n/8cCXn2eNOmReNTppT9b3HLLWWPn3lm2eP77FP2+Prrlz0u9UOzZrD//kWPd98dZs+Omvxzz43ylZNOgoEDUwtRRCRflJqMu3u/Goyj7iutRy/kPiFftmz1ZLRZs0h2AV55JWZLs8e7do0SgRUr4PrrV399//5w0EFFC7WKL5I74YRIJOfNW7Xud8mSmInO1PXOmrXqTGzGuHGRJM+evWoNb0bnzpGMz58fs7PFSxEyM8tNmkR9c2mlCttuGzXIxUslOnSI8YMOilKN4sluZvzMM+P3aNIkkuvii93OOitupTnqqLiVpn//0seg5JppkXx3zDFx++STOBfef39cZRo4MM45kyfD3nvH1RQRkXrG3Ovv5HdBQYEXFhbWzId16VJyJ4LWrWO2qG3bqMUEuPrq1UslttwyZkQh6m9nz149WZ4wIcZ/9Sv4+utVP+fII4vGW7RYvV/wccfBbbcVdWaAKCvIJKSnnhrdGBYvhp13Xj3ZHTYsPmPhQjjnnNXH99knkv1Fi0pe5Lb11rEQ8KefYha6eLLcrJkWgonkg3794r54mUpFuMcX9WbNopxlzz1hvfWiG8vQoXGOKa2ri4hIZbw7CmZeWvS42yWwzaga+3gzm+HuBSWOrWkybmbNgHbAV9kb/mSNNwHaA9+4+5IqxFtjajQZb9Bg1XZoxfXoETWVEDNE7723+iK2TA/hE0+MRXTZ4z17xmVfiEVuS5euXve7224x/sILkdhmj7dpU1T7u3hxHGuk0n8RKSYXyXi2ZcvgmWditnzSpPhC3rVrHMt0ohERqeVylYxfCZwOdHL370sYXw/4ErjO3S+ufLg1Jy9mxjfYILpfFG9zJiKSj3KdjGf74YdYAP3EE3Elr1Gj6BC0bFnMmmtNgojUUmUl4w1KOliKfYGpJSXiAMnxqcD+JY3Xe6NHr74RRvPm0YWjeXMl4iIiLVvGmoq//a3oytyTT0aZXMeOsN9+0W2oeJmdiEgtVpFkvAswq5znzEqeJ8UNGRI12U2axOPOneNxfeimIiJSWY8/HmV7Z58d94MHRwvQjBUr0otNRCQHKpKMNwZWlvMcB5qW85z6a8iQ2Hikb99YpKhEXESkfN26xQL2zz+P8pgzzojj778fPcvPOgveeqvsdTkiInmqIsn4p0Dfcp7TDyihMFpERKSKGjSIyYwePeLxypWxuP3mm6FXr6KkfdGidOMUEamAiiTjjwHbmdk5JQ2a2blAL2BSDuISEREpW/fu0YFl/vzY0Kp1a7jssqK2iDNnwn/+k2qIIiLlqUgyfh0wF7jSzArN7AozG5HczwBGA18A11RHoCIiIiVq0yZavr78MnzxBayzThwfPjz2XTjssEjaM5uuiYjkkTVuJO3u/zGzfsAEYCdiFtyBzM4M04Gh7q5pCBERSUfbtkU/33JL7Pj5wAPw97/HzPkll8Bpp6UXn4hIMRXa1cXdPwd2MbNeRELeClgIvObub+Y6OBERkUrbfvu4XXdd0cZCmWT9m29ig7ShQ2OHYxGRlFRqi8Uk8VbyLSIi+a9RI9h337hlvPJKLPYcPRoKCiIpHzQI2rdPL04RqZcqUjMuIiJSNxx8MHz5JdxwQ3RlOf302BF5wYK0IxOReqbCM+Nm1gHYA+gENCnhKe7ul1U1MBERkWrVoUP0LD/jDPjgA3jpJWjXLsaOPDJm1IcOhT32KNoRVEQkxyp0djGzS4Fzi73OiIWc2T8rGRcRkdrj17+OG8TmQW3axOLP+++P0pUjj4Tf/jbaKYqI5NAal6mY2RDgIuAl4DAi8b4HGAzcTuzO+SDQP/dhioiI1BAz+Mtf4Kuv4JFHYNddYexYeOyxGF+6NHYDFRHJgYrMjJ8EfAn8j7svt9hU4XN3fxB40MweBZ4EHsh9mCIiIjWsSZOoLT/44FU3D3riiehd3rt3lLEMHBhtE0VEKqEiCzi7A0+5+/KsYw0zP7j708DTwNk5ik1ERCQ/tG5dlHDvtBNccQV8+y2ccEJsLHTIIbBoUboxikitVJFkvDHwXdbjn4B1iz1nJtCjqkGJiIjkrU6d4Lzz4P33YcYMGDEiEvPMzp/jx8OLL0aXFhGRclQkGZ8PdMh6/AWwTbHndASWUwFmNtzMvJzbiqzndynnuQ9W5PNr1KhRMG1a3MzisYiI1E5m0KtXtEd88cV4vHJlJOp9+8LGG8P550enFhGRUlSkZvwtoFvW4+eA481sGPAI0I9Y2PlKBWN4G7i0lLHexILQySWMvQNMKuH4zAp+fs0ZNUoJuIhIXdagAXz4IfzjH9GJ5ZprYnOhyy+HCy5IOzoRyUMVScafAMaa2cbu/hlwFXAEcHdyA1gGXFiRANz9bSIhX42ZvZr8eFsJw2+7+6iKfJaIiEi1a9ECBg+O29dfw8SJ0KdPjL36KlxySSz8PPhgaNky3VhFJHVrXKbi7ne7e/MkEcfd5wLbA7cA/yQS5u3d/bVcBGZm3YGdgHlElxYREZHapX17OPVU6NkzHn/7Lfzv/8LRR8fY4MHw1FOwYkWZbyMidVeVthRLEvNTchRLcccn9+PcvaSzVEczOwFoQywsfdXd362mWERERKrugANg//1h+vQoY5k4EaZMgfnzoWHDmElff/2oPxeReqEim/5cbGZ9ynlObzO7uKpBmVkzYCiwArijlKftBfwVGJ3cv2Nmz5vZRlX9fBERKYEWoeeGWWwkdMstsbHQCy9ET3P3OL7llnDZZfDpp2lHKiI1oCLdVEYRizTL0ge4pLLBZDkcaAVMScphsv0IXAZsB7RObn2B55P4njWzFqW9sZkdb2aFZla4YMGCHIQqIlJPjBoVCWPmpmS86tZaC7ZJGpOtWBGdWDp2hIsvhk02ieT86afTjVFEqlVFkvE10RjIRWPVTInKrcUH3P0bd7/Y3d9094XJ7UVgb+B1YFPg2NLe2N1vc/cCdy9o165dDkIVERHJgUaN4He/g+efhzlz4KqrYiOhxYtjfO5cePhhWLIk3ThFJKdynYz3Ar6tyhuY2dbALsCXwFNr+rpkZ9BMSUuZ5TQiIiJ5baONYORIeO+96LoC8MADMHBgLPw89tgob9HGQiK1XpkLOM3suWKHhptZvxKe2hDYEOgMPFDFmMpbuFmWTN1JqWUqIiIitUb2Qs6zzopNhjILP8eNg65do6/5WmulF6OIVEl53VT6Zf3sQJfkVtxKoqPJROCMygZjZk2BYcTCzXGVeIudknutehERkbqlYUPYc8+4jR0Ljz0Gs2cXJeLHHw+bbx7tEjt2TDdWEVljZZapuHuDzA0wYFT2saxbI3dv7+6D3b0qqyIHEgsyJ5ewcBMAM+tlZqvFbWZ7UPRF4P4qxCAiIpLfmjeHQYPgwmSfvSVLoqTl7LNhgw1gr73gnnvghx/SjVNEylWRPuPHAG9VVyCJTIlKSTtuZtwAbGZm04m6coBtgP7Jzxe5+/Rqik9ERCT/NG0au3vOmgXjx0cpy/DhkYyfcgosXQoNGkDjxmlHKiLFVGQBZ19KLlH5hZntb2Z3ViYQM9sK2I3yF27eR3wp2B44DjgZ2Az4G9DH3S+vzOeLiIjUeptvDpdeGuUr06dHyQrAffdF6copp8Brr0VrShHJCxVJxocDPct5Tg/g6MoE4u4furu5+4ZlLdx093Huvr+7d3H3td29ibtv5O5HuPtLlflsERGROsUMdt4Z1lsvHm+1FfTvD3fcEcczSfuKivZJEJFcy3VrwybE4ksRERHJF7vuGh1Yvv4a7rwzWidOnhyLQgGmTAFthCeSioom46Ve1zKzJkR/76+qFJGIiIhUj3XXhWOOgWefhWnT4tgPP0Qv844d4YADImn/6ad04xSpR8rrM168ReAZZnZMCU9tCLQjZsb/mqPYREREpLo0aRL3LVvC66/Hos8JE+CJJ+LYXXfBoYemG6NIPVDezHimpaERs+JWym0Z8B5wNXB2dQUrIiIi1WCbbeCaa2DOnJg1HzgQtt46xp5/Hs45B959N90YReqoMmfG3b1L5mczWwnc6O5/rO6gREREJAUNG8ZCz/79i47NmAE33gjXXgvdu8PQodGlZYMN0otTpA6pSM347sA9ZT3BzBqY2YFVC0lERETyxh/+APPnw5gxsPbaMHIk7LZbUXvE5cvTjU+kllvjZNzdp7n7nJLGzKyzmV0GfAE8kqvgREREJA+0bQsnnxy9y2fPhnHjon3i8uWw6aZwxBHw+OPw889pRypS61S6taGZNTSzQ8xsCvAJcAHQAZiaq+BEREQkz2yyCeyxR/y8eDEMGBB15QMGREeWESPg44/TjVGkFqlwMm5mXc3sSmKnzIeAvYDvgMuBru6+T25DFBERkby07rpw000wbx48+STstVf0MZ83L8bnzoVZs9KNUSTPrVEybmaNzGygmT0DzAJGAq2JkhQD/uHuF5dWxiIiIiJ1WOPG8JvfwAMPxMZCffvG8T/9CbbYAnbcEW6+Gb75JtUwRfJRmcm4mW1mZtcA84AHgT2At4DfAx3cfWD1hygiIiK1xjrrFO3sedZZcN11UUt+6qlRxnLEEenGJ5JnymxtCHxM9Bf/GrgBuNvd36/2qERERKT269gxEvKzzoKZM2H8eFi5smj8vPOKWilmEniReqa8ZBwiGZ8M/F2JuIiIiFRKt25w5ZVFj//9bxg7Fq66Cjp0gCOPjB7mPXtGpxaReqK8mvGLiHaFxwCvmNkHZnaOmXWo/tBERESkzurYMerLH3oIdtghasp79YJHH43xTB9zkTquzGTc3Ue7e1dgX+BRYBPgKuALM3vSzA6vgRhFRESkLmraFA47DCZNio2FbrkF9t47xm64Afr1gzvugIULUwxSpHqtUTcVd3/a3Q8DNgTOB+YQCfoDRBlLTzPbrtqiFBERkbqtTRs48cTY5RNgvfXgq6/guOOgfftI2h97LN0YRapBhfqMu/s37n6Vu29K9Bd/GFgGFAD/MrO3zGxENcQpIiIi9ckxx8CHH8Ibb8BJJ8FLL8Ff/lI0PnOmSlmkTjCv4n9kM2sLDAeOBTYH3N1rxZLogoICLywsTDsMERERKc/y5bBgQSz2nD8fNtgANtooFn0OGQJbbpl2hCKlMrMZ7l5Q0liFd+Aszt2/dffr3H1LoD9RuiIiIiKSO40aRSIOsfPnPffA5pvDFVfAVlvB9tvDjBnpxihSCVVOxrO5+wvuPjSX7ykiIiKyiubNY0b86afhyy9jsad71JYDPP989DRfvDjdOEXWQE6TcREREZEa1aEDnHEGFBZG6QrAXXdFst6+PRx1FPzzn1HmIpKHlIyLiIhI3XL33fDii1FL/vjjsM8+cRPJQ2uyA6eIiIhI7dGgAfTuHbebboKnnira1fPHH2H33eHAA2HwYOjSJdVQRTQzLiIiInVXkyZw8MFw0EHx+Kuv4tgFF8DGG0OfPnDbbbBoUaphSv2lZFxERETqj65do4Tls89g9Ohol3jCCfDJJzG+YAEsXZpujFKvKBkXERGR+qdLFzj/fPjgA3jnHdh22zg+ciT86ldw/PGRtK9cmWqYUvcpGRcREZH6ywy22aaopnzYMDjgAJgwAfr2jVKW665LN0ap05SMi4iIiGTsvjvcey98/XX0Kt9666gzh5glHzs2dgAVyRFz97RjSE1BQYEXFhamHYaIiIjkM/eYOX/jDdhhh+jWsuee0cv84INh7bXTjlDynJnNcPeCksY0My4iIiJSlkwJy/bbw4cfRq35rFmxoVD79vDWW+nGJ7WaknERERGRNbXllnDZZfDpp/Dyy7HQs1u3GLv+ejjttNgNtB5XHkjFKBkXERERqSgz2HVXuPFGaNw4js2dC7feGjPoW20Fl18eLRRFyqBkXERERCQX/vSnWOx5xx3RHvGii6JVYoY2FpISKBkXERERyZVWreB3v4MXXoA5c2J2HKLGvF272An04YdhyZIUg5R8omRcREREpDpstBFsvnn83KwZnHoq/OtfMHBgzJwfeyzMm5dujJI6JeMiIiIi1W3DDWPzoLlz4Zln4MADYdIkaNEixl99FWbOTDVESYeScREREZGa0rBh9Ci/557YPKhVqzh+zjnQvTv07BlJu2bMc2vUqFh0m7mNGpV2RL/Qpj/a9EdERETS9s03MHEi3H9/lLKYwRlnRLtEyY1+/eL+hRdq/KO16Y+IiIhIPlt/ffj97+H11+Hjj6MTy447xth338HgwfDkk7BsWbpxSs41SjsAEREREcmy+eZw6aVFjz/4AP75T3jgAWjbFgYNgqFDYYcdinYHlVpLM+MiIiIi+ax3b/j3v+Gxx6B//+hjvtNO8PnnMf7zz6mGJ1WjZFxEREQk3621FhxwQNSVf/VVdGLZeOMYO/JI2HlnGDsWvv021TCl4pSMi4iIiNQm664brREz+vSBH3+EESOgQwcYMACmTEkvPqkQJeMiIiIitdlpp8E778TtzDPhzTejbzlECctzz8GKFenGKKXSAk4RERGRumCbbeJ2xRWwdGkcmzwZDjoIOnWKjizDhkU/c8kbmhkXERERqUsaNoTmzePnvfeOOvNeveDGGyNZ79Ej6s4lLygZFxEREamrmjWDww+PTizz58OYMbDZZtC+fYyPGQN33QWLFqUbZz2mZFxERESkPmjbFk4+GR5+uKg/+fjx8Nvfwq9+BUccAY8/rlaJNUzJuIiIiEh99cor8NprcOyxsdBzwAD4wx9izD1uUq2UjIuIiIjUV2aw445w882xsdATT8Dxx8fYG2/AppvCJZfArFnpxlmHKRkXEREREWjcGPbbD7p1i8fusbHQZZfBFlsUJe0//phunHWMknERERERWd2OO8LUqTB3Llx7bbRLvPBCaJCkjx98oMQ8B5SMi4iIiEjpOnWKOvK334aPPoKmTWPW/NBDoyvL8OGRtGtjoUpRMi4iIiIia6ZDh6Kf//pXGDQIJk2CvfaCDTeEu+9OK7JaS8m4iIiIiFSMGfTtC7ffHhsIPfQQ7LADtGwZ4198AVddFfdSptSTcTMbbmZezm216x5mtouZPWVm35vZT2b2rpmdbmYN0/g9REREROqlpk3hsMNihvzQQ+PYc8/BeedB586w++4wbhwsXJhmlHmrUdoBAG8Dl5Yy1hvoD0zOPmhmBwJ/B5YAE4HvgQOAG4FdgYHVFKuIiIiIlGf4cOjTByZMgPvuiz7mp50Ws+hrr512dHkl9WTc3d8mEvLVmNmryY+3ZR1bB7gdWAH0c/fC5PhFwHPAYWY2yN0frMawRURERKQsXbtG95ULLoAZM6CwsCgRHzgwdgQdOhR22aVoR9B6KPUyldKYWXdgJ2Ae8GTW0GFAO+DBTCIO4O5LgAuThyfVVJwiIiIiUgYzKCiAE0+MxytWRGnLPffAbrvBJpvARRfB7NnpxpmSvE3GgWT7J8a5e3bNeP/kfkoJr3kR+BHYxcyaVGdwIiIiIlIJDRtG6crXX8O998Jmm8EVV8TunwCLF8dYPZGXybiZNQOGEqUodxQb3iK5X21fVndfDnxGlN90rc4YRURERKQKWraEYcPg6afhyy+jzhyiM0unTrDvvjB+fCTndVheJuPA4UArYIq7zy02tm5yv6iU12aOtypp0MyON7NCMytcsGBBVeMUERERkarq0AFatYqfe/eGkSNjh8+hQ2NjoWHDYMmSVEOsLvmajGdKVG7N9Ru7+23uXuDuBe3atcv124uIiIhIVWyyCYweDZ99BtOmweDBMG9e1JkD3H9/LAh1TzfOHEm9m0pxZrY1sAvwJfBUCU/JzHyvW8JY9vGFuY1MRERERGpMgwbRHrFPn6LE++ef4dRT4T//ga22ipnzwYOhS5dUQ62KfJwZL23hZsbHyf3mxQfMrBGwMbAc+LR6whMRERGRGpVpfbjWWtF15dZbozXiBRfAxhvDmDHpxlcFeZWMm1lTYBixcHNcKU97Lrn/nxLG+gDNgenuvjT3EYqIiIhIqtZbD44/Hl58MUpZRo+OXT4Bnn0WDjkEHnkElmalguPHw2uvRdlLly7xOE/kW5nKQKA18EQJCzczHgauBgaZ2c1Zm/40BS5PnnNLtUcqIiIiIunq0gXOP7/o8TffwPTp8OijsSB04MBYAHrDDUXJ+Zw5kcwDDBlS0xGvxjyPit/N7CVgN2CAuz9exvMOIpLyJcCDwPfAAKLt4cPA4b4Gv1hBQYEXFhaW9zQRERERqS2WL4fnnouFno88Aj/9BCtXrv68zp3h889rJCQzm+HuBSWO5UsybmZbAR8QCze7lFIvnv38XYELgJ2BpsBs4E7gpvJem6FkXERERKQOW7w4+pmXlO+alZykV4OykvG8KVNx9w8Bq8DzXwF+U30RiYiIiEit1qIFbLRRlKYUt9FGNR9PCfJqAaeIiIiISE6NHg3Nm696rHnzOJ4HlIyLiIiISN01ZAjcdhs0aRKPO3eOx3mweBPyqExFRERERKRaDBkCt98eP7/wQqqhFKeZcRERERGRlCgZFxERERFJiZJxEREREZGUKBkXEREREUmJknERERERkZQoGRcRERERSYmScRERERGRlCgZFxERERFJiZJxEREREZGUKBkXEREREUmJknERERERkZQoGRcRERERSYmScRERERGRlCgZFxERERFJiZJxEREREZGUKBkXEREREUmJknERERERkZQoGRcRERERSYmScRERERGRlCgZFxERERFJiZJxEREREZGUKBkXEREREUmJknERERERkZQoGRcRERERSYmScRERERGRlCgZFxERERFJiZJxEREREZGUKBkXEREREUmJknERERERqdtGjYJp0+JmFo/zhLl72jGkpqCgwAsLC9MOQ0RERETqMDOb4e4FJY1pZlxEREREJCVKxkVEREREUqJkXEREREQkJUrGRURERERSomRcRERERCQlSsZFRERERFKiZFxEREREJCVKxkVEREREUqJkXEREREQkJUrGRURERERSomRcRERERCQlSsZFRERERFKiZFxEREREJCVKxkVEREREUqJkXEREREQkJUrGRURERERSomRcRERERCQlSsZFRERERFJi7p52DKkxswXAnBQ+ui3wbQqfKyKSCzqHiUhtldb5q7O7tytpoF4n42kxs0J3L0g7DhGRytA5TERqq3w8f6lMRUREREQkJUrGRURERERSomQ8HbelHYCISBXoHCYitVXenb9UMy4iIiIikhLNjIuIiIiIpETJuIiIiIhIKcysqZl1qa73VzIuIiI1ysx6mNk2acchIlIWM2tjZn8G/gsMMbMm1fE5SsZrETPbNe0YRESqwsz6AG8BZ5pZq5TDEREpkZltATwODAPuB6YBy6vjs5SM1wJmdriZzQZeMrPD0o5HRKQK5gBPAn2BrVOORURkFWZmyY+9gZ2AK4GR7v6yu6+ojs9UMp7nzKw5cDzQNTl0TIrhiIhU1ZfARGADYD8zWzvleEREfuHuniTkHZJDD7r7AjPbwMz2BDCzhrn8TCXj+c+If6e3iZqlfc1st1QjEhGpIDNrBJDMLL0KvAQcAWyRZlwiItnMrKFH3+93kkM3mdmtwBfAWPjlPJYzSsbzRDIDXvxYA3dfDCwBvgX+nAyNqMnYREQqK3PJ192XJ4+7AyuAfwBdgL3MrFlqAYqIUDTbnZVoLwUWAQOS29XAWWbWONefrWQ8ZWbWzcwmAI8niwV+4e4rk/8cc4GtgKuA74Ej1IlARGqDZIYJMzvKzD4GphCz4sOIK397A5unF6GISFESbmZ9zOw4YqfOxsR5apq7n+fuj7v7slx/tpLxFCXdUf4JDAJ2B243s22zn5P851gLaAU0A65Phk6quUhFRCrPzE4G7gT+A1wBnAOMT4b7ALtVx2yTiEhpshZqZh73NLOXgReA3YAhRH72MXBw5hyVKbnLJSXj6foceJpolfMMUADcZWa9IMpUkufNIr6ZrQRuJS7xDjWzjWs6YBGR4rLOVSWNdQIuJrqoHO/uY9z9AXe/kZhUWEjUjnepgVBFRIBVrtrtaWbtgXOBpsBIItea7u5PABOIGfLzqisWJeMpcvd5xMz4YuBr4DqgDTDezHZ195XJU38GmgObuvv3wF+BFsAJNR+1iEgws4ZmZlnnqpJsDKwPPOzu71rIzII/BNwF7EzMjutvkojUCDNby8yuJfKwS4B+wCh3v9bdp2ed1x4iyoVPh1j/UnxWvap04qtGZtbIzI42s+vN7Ewz28nM1krGMn+MXibqJ/cHPgKGA+2BCWa2e/KcJcn9+sn9Ncn9cDNrV92/h4hISdx9RdIGrLuZnWhmO5awGH2z5L5Fcm+ZmstkcuEZolPUIcBGNRK4iNQLyYRBibmuu/8MvALMBk4EnkpmwlcpYXH3j4CHgVZJyR2AWhvmOzNbz8yuJxZb3gWcQsx6P0ZcroUoNcHd5xJdBZoSq3VfJhY2OXCvme0LzExeszDrNfcTyfnvqv83EhFZvRzFzLY2s6eJFmBjiZaF482sR9bTCpP7Tc2sTbIw3bL+2M0izm27AjtW6y8gInVGWbPTZtYguWq3IjnnrJ/0CS/euWk6sbMmwA+Zc1xWCUvmnDce+I4oYfmlO1SuKBnPITPrYGZ3Al8RM9yPEqUk+xF/qNYBzjezLZL/HJnZ8WnEt7N9gN3d/UlgIFEnfnvyHouJjioZ2bPjq7VFFBHJtcxl22ShUzvgLGJjjCuB3wN/JyYVLjGz1snL/o9I0rsRu9lBnNsyLQ8/J9bDtAJ+k9SYi4iUqHjCnBxbJTF395XJVbteZjaJmDB4HXjZzE7Ket43wFRi8nRjYL3i75Pcv0nkdBua2aDkM3O2kFPJeI6Y2brApUQSPpNYkHSqu9/u7lOJhQETkqdnar0zs+OziVnzFsChZtbe3d8AjgM+IVbztgCWJZ9l7j4TeIJoCXZitf+CIlLvmVlTM7sZeJNYzHQEcCFwsbuPIa7qPQIcBByWvOyb5FhH4EQza5H8ocwk9gcCjYgOBsOA7WrsFxKRWiOrD3jm3LGtmfVOvsA3SY5lNDSzc4nzSneiLvwfwNrAGDO72szaJG+dmR3vSyTkJX4uUZGwCLggiSNns+NKxqsgqQHvDODui4DHgfnEqtt57r4oqRtfy93/D3gteWkbix2eVmZ9m3seeIOYRd8mec/JRHI/hVi0+ULy3My/2/XEjlDvVt9vKSL1SXJ5t0Hyc/HZpiXEVbyFwMnAte7+mLuvMLNGyfhFydMHJ4n3YmIB1FTi/HazmfUws03NbCgxUfEicC1wGfBc9f+WIlJbWLHNeMzsBDN7jyjrnQrMAK622CjRkxnzHYgJgzeJct6T3P1koDdwLzHZOSB537nEhGgT4rzVJPvzM5/r7i8SedzWxUrxqkzJeCWY2eFm9i7xbap31qWKQiJh/jVRZoK7L08WCUDRxhZvZv3jZi6zfEAk8+2JLe9bJeOfETPj57r7F8mxzGunuXuXZOZdRKTSMkl4ZtY6mUTIvgycmR16lZggWItY25K5Wrc8ef1HxFW7vhT9sfsCOI34wzgc+Bfxh/ROoCVwvbtPdvdLkokLEREgcp6k88nZZvYdUfb7HfAgMBFoS5TJnWpm6yQvO52YGD3a3V9w9x+T0rluxOLLVsQGihsmz38xuR1J0aLzX2Sd/84hOtu9k8vfUcl4BSTdAuYQ/wEWEoX80zOXKtx9PjCJqO/+TWbW3Mw2NLMRwLFEx5R7ir1vg+Syy1RilvtAYOvMuLv/193/W72/nYjUVWUtdMrISsI3NbMbgL+b2TgzOyYZz2wRPZdIxpcBHcxs3aykPfM5lyf3g7PqOz8kNjfLbAD0L+D37t7N3XV1T0RKZGYtiK5yVxN50mBguLv/zt2Poqj/9yCgrZmtDewJzHD3OWbWxswy29lPJDbz+RtwcjIrnpn4fJRI7A+1YpuQZU2Cvufun+b8d8ya+JASWLQiPI34x25FtOH6G7E16uys51myWKAzcBOwL7F9/bvEf5z9iUVKEAuabgbud/dPksu7y5PPuoi4bHs5cF1yiVdEpMKyvuhnHzMv4cRvZl2J888Q4AdiQVNrYkHTGODCpBwPM9sEGAd0Ao5IFjet8v5m9hKxYHOAu082s8ZeDdtIi0jdZ2ZPAL8BTnT325JjmXNNK+B9YjH5Du5eaGYfEvXddxJX6Q4krubdDlzm7l8l75GZLFhpZlsCtwFbAn2Sq3w1QjPjZSj2bewZ4vLFce4+LjsRh1XKTeYSi5VWEEn8g8S2qn8E9iAK/78gGsxPMrNuFC3k/JnYkXM+MALYojp/PxGpm0pY6NTLzPqb2UZEG9VVZsuTP0JjiHrKMURCvqO7tyX+mI0Afpv1EXOIGaauwD5m1jRrLPN35Y/E5eDfJ7EoEReRyhqR3J8Mv3QyyXRkWgj8Oxlfx8xaEqW/2xPns/2BG4HW7j4ik4gndiAptyO2vX+WmIxYZWa8uikZL0MyK/1U8vBZd5+YqdvOMLN1zaxfclkk88fvNWIRUktggruv7+6Xu/sr7n49scvTeKIUZQqr7qT5HlHGch3wdrX9ciJS55Sy0Ol9oj57CrHQ6drMQqesl+5JzAZdC1zg7lPc/XszW59oyQpwUtZ5bjmxPuZtoqPKJpk3yrqc+wzwKbAwmdgQEakUd59D5FbbmNk+yXq8lWa2dtI1ZTuiTPgVd/8BeIuoQngN2NDdL8quNDCz5mY2klj71yv5DAf+5O6buPt7Nfn7KRkv3yrfxjLMrJ2Z7U/0+54KnJ81/CnwJFGW0jzTPifprNIoqf8+nVjI1BEYa2YPm1lrd1+U/Ke5pvjlZRGRspSy0GkBcB/RQaAVcS47tViC/DTQz91vTRY69TSzx4k9E3YlJgk2BY7Kes2nxJW/7kC/7BrLrEXtPdx9sMrtRCQHMhOX5wKY2f8QXeUuBD4EbnL3pclzHiPKhLcEBmWu3pnZOma2B1EqfAbwAPBl5gMypXg1TTXja8DMphO1j3sTW9cfQtQfHUB8obkTGOXuC7Je042oTfo1MMLd7y+pVtPMDgEOBR5194dLq+cUESlPkmD/kDx8iCiZe91jYx3M7A/EBMLrwJGZ41mvb0nsGDySWKQ+kbiKtw7RaeA9YNus8pceRO/dn4GhySJNEZFqYWafEL3AnyTK6loSudaoYuUnmNmexNqWDYk+4wuInct7ZL3uWnefV2O/QCmUjK8BM+tO7N70EbF18/7EH7w/AVd79NZdZWFU8i3sVGIR50NErfl/sxYcZO5XW2AlIlJZ5Sx0ak0k1B2B7u7+frHx/sRs9yfEupZpmZkmM/uYaPl1tLvflxxrQSw2PxLY02MzMhGRamFmfYgSuSXExMLN7v5dMlbSgvWewNHEJmRLk9e9QuRuOe+KUllKxteQmX0GdAa+JhZh3p01O9QIWFnCf4LtiG9lbYFT3H2Skm8RqU5JR6fPgHfdvWfx85OZ/YuYGdrBi/XKNbOngL2IRP2jrOM9iI3JGgPvufsuWWPtsq8KiohUl2Th+SJiJ83WHpsrNgGWlZVbJV1TNgC+9zzcy0A142tueHI/3d3vTBYONEpmlJZTtBo328fEpZSOwEFJvbgScRGpNmUsdGppZmcCBcQkwS8LlKxoQ4sfgf8Sf+gyY82AY4D/JTpB7ZTMTmU+T4m4iNSIpPpgWPLwz8n98vJyK499FL7Ix0QcNDO+xpJvYwuJOqNt3H1mMuO0IrvG28w6Ag09aSRvZrsQC6BuT9rviIhUq6zSumnuvnuy0OlgYs+DFsBkYoHTZHf/Ijm/NSQWrN8I3EUsjOpElOUNI7qmzAU6ufuzNfwriYgAv0weLCHOWZ3cfX5trzpQMl4BZnYQsSDqbnf/bbGxTYA+xAz6Z8QGGV8Wfw8RkZpQykKnicC3xOLzzsDnxDnrNXf/2cw2AG4B9iNmyY3YKGMMMApYpAXmIpI2MzsOuJVYgDkyqTxYnnZclaVkvAKKfRvL1Cp1J/qGHwHsQvyhG+nud6UWqIjUe+UsdGoM3EC0KmwCXApclSzibA8MALYlug/ck08LnUREkjrxn5KHrZKW0bWWkvEKyvo2dg/wBtH3sjvR4/Iyd38wxfBERIBSFzo1BX5OasibEpv9TCAS8qnAHzLtCWv7ZV8RqdvMbBTROWp/YEFtvmqnZLyCin0bA3iV6G/5TEohiYiUyMwOBB4F7nX34WbW0It258y0M+wNXEGsbdnP3SenGLKIyBqpS/uyKBmvBDO7nNg+9Xx3fzvlcERESrSmC53MbJ3afplXRKS2UjJeCXXp25iI1G1rstBJ5zQRkfQoGRcRqcPq2kInEZG6Rpv+iIjUYcl29n8ECoGmycJOERHJE5oZFxGp41SGIiKSv5SMi4iIiIikRGUqIiIiIiIpUTIuIiIiIpISJeMiIiIiIilRMi4iIiIikhIl4yIiIiIiKVEyLiIiIiKSEiXjIiIiIiIpUTIuIiIiIpISJeMiIiIiIin5fzcSBI36ifr6AAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_slab' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Rot MNIST"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 140,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# x=['ERM', 'Rand', 'App-25', 'App-50', 'App-75', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"# acc=[93.8, 95.9, 96.3, 96.5, 96.9, 96.4, 95.1, 94.3, 97.3]\n",
|
|
"# acc_err=[0.57, 0.08, 0.13, 0.11, 0.19, 0.16, 0.55, 0.25, 0.01]\n",
|
|
"# mia=[68.7, 78.2, 74.6, 69.6, 69.3, 71.3, 65.6, 70.6, 59.9]\n",
|
|
"# mia_err=[0.11, 0.02, 0.02, 0.10, 0.04, 0.03, 0.12, 0.05, 0.10]\n",
|
|
"# entropy=[64.5, 77.5, 72.4, 68.1, 63.9, 66.0, 64.3, 66.1, 57.5]\n",
|
|
"# entropy_err=[2.18, 0.93, 0.86, 1.36, 1.77, 0.75, 1.70, 0.95, 0.66]\n",
|
|
"\n",
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"acc=[93.8, 95.9, 96.4, 95.1, 94.3, 97.3]\n",
|
|
"acc_err=[0.57, 0.08, 0.16, 0.55, 0.25, 0.01]\n",
|
|
"mia=[67.7, 77.0, 72.3, 64.9, 69.7, 59.6]\n",
|
|
"mia_err=[0.40, 0.24, 0.53, 0.92, 0.48, 0.52]\n",
|
|
"entropy=[63.9, 78.1, 65.2, 65.0, 65.9, 57.6]\n",
|
|
"entropy_err=[1.98, 0.40, 0.73, 1.34, 1.41, 0.29]\n",
|
|
"loss=[66.4, 77.1, 68.8, 67.5, 67.8, 60.2]\n",
|
|
"loss_err=[1.74, 0.87, 1.37, 1.06, 1.09, 0.06]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 141,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
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"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_rot_mnist' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Rot MNIST Spur"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'CSD', 'IRM', 'Perf']\n",
|
|
"acc=[96.5, ]\n",
|
|
"acc_err=[0.13, ]\n",
|
|
"mia=[61.2, 60.7, 63.6, 62.7, 56.4]\n",
|
|
"mia_err=[0.18, 0.47, 0.71, 0.68, 0.36]\n",
|
|
"# entropy=[]\n",
|
|
"# entropy_err=[]\n",
|
|
"# loss=[]\n",
|
|
"# loss_err=[]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Fashion MNIST Flip 25"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 167,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"acc=[78.3, 79.9, 82.5, 81.4, 78.9, 85.6]\n",
|
|
"acc_err=[0.77, 0.51, 0.21, 0.59, 0.33, 0.90]\n",
|
|
"mia=[72.3, 71.6, 71.0, 71.8, 72.9, 74.4]\n",
|
|
"mia_err=[0.20, 1.05, 0.16, 0.46, 0.41, 0.67]\n",
|
|
"entropy=[56.4, 56.1, 54.6, 54.6, 56.4, 53.7]\n",
|
|
"entropy_err=[0.45, 0.28, 0.34, 0.43, 0.10, 0.51]\n",
|
|
"loss= [61.3, 62.8, 60.6, 59.8, 61.0, 60.8 ]\n",
|
|
"loss_err= [0.78, 1.54, 0.27, 0.07, 0.22, 0.24 ]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 168,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_fashion_mnist_flip' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Fashion MNIST 25"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 159,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"acc=[70.2, 71.9, 75.4, 69.9, 70.3, 79.6]\n",
|
|
"acc_err=[0.88, 0.50, 0.74, 0.55, 1.66, 0.32]\n",
|
|
"mia=[90.8, 85.1, 91.7, 88.9, 89.7, 91.7]\n",
|
|
"mia_err=[0.27, 0.29, 0.34, 0.16, 0.24, 0.10]\n",
|
|
"entropy=[60.6, 62.4, 58.1, 58.9, 59.7, 56.9]\n",
|
|
"entropy_err=[0.40, 0.59, 0.47, 0.14, 0.18, 0.27]\n",
|
|
"loss= [50.6, 55.7, 54.3, 51.9, 49.8, 51.4]\n",
|
|
"loss_err= [0.21, 1.02, 1.14, 0.51, 0.53, 0.78]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 160,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_fashion_mnist' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Fashion MNIST 60"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 157,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Perf']\n",
|
|
"acc=[75.9, 70.2, 76.1, 72.5, 76.5, 78.8]\n",
|
|
"acc_err=[0.56, 1.21, 0.34, 0.32, 0.89, 0.11]\n",
|
|
"mia=[90.2, 86.5, 90.1, 90.4, 91.4, 89.5]\n",
|
|
"mia_err=[0.67, 1.46, 0.17, 0.34, 0.30, 0.65]\n",
|
|
"entropy=[58.7, 62.1, 58.1, 57.9, 58.1, 56.6]\n",
|
|
"entropy_err=[0.03, 0.73, 0.11, 0.19, 0.20, 0.09]\n",
|
|
"loss= [49.0, 53.9, 49.4, 49.5, 47.9, 48.7]\n",
|
|
"loss_err= [0.67, 1.75, 1.09, 1.11, 0.16, 1.08]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 158,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_fashion_mnist_60' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## ChestXRay"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 149,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x=['ERM', 'Rand', 'MatchDG', 'CSD', 'IRM', 'Hybrid']\n",
|
|
"acc=[55.2, 57.4, 58.4, 60.5, 55.6, 62.6]\n",
|
|
"acc_err=[1.89, 1.01, 0.36, 0.47, 2.33, 0.83]\n",
|
|
"mia=[75.9, 72.6, 65.3, 73.9, 75.6, 62.4]\n",
|
|
"mia_err=[0.05, 0.09, 0.04, 0.14, 0.10, 0.08]\n",
|
|
"entropy=[76.5, 56.8, 53.3, 68.6, 75.7, 51.3]\n",
|
|
"entropy_err=[1.37, 2.81, 1.42, 1.26, 0.32, 1.04]\n",
|
|
"loss=[78.1, 56.5, 53.1, 69.7, 77.7, 52.0]\n",
|
|
"loss_err=[1.41, 1.82, 1.42, 1.80, 0.54, 1.10]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 150,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
|
" import sys\n",
|
|
"/home/t-dimaha/FairDG/robust_learning/envs/lib/python3.7/site-packages/ipykernel_launcher.py:7: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
|
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" import sys\n"
|
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]
|
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},
|
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{
|
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 864x576 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 864x576 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx in range(2):\n",
|
|
" \n",
|
|
" matplotlib.rcParams.update({'errorbar.capsize': 2})\n",
|
|
" fig, ax = plt.subplots(1, 1, figsize=(12, 8))\n",
|
|
" fontsize=20\n",
|
|
" ax.tick_params(labelsize=fontsize)\n",
|
|
" ax.set_xticklabels(x, rotation=25)\n",
|
|
" \n",
|
|
" if idx == 0:\n",
|
|
" ax.errorbar(x, acc, yerr=acc_err, fmt='o--', color='brown')\n",
|
|
"# ax.set_xlabel('Models', fontsize=fontsize)\n",
|
|
" ax.set_ylabel('ML Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('OOD Evaluation', fontsize=fontsize)\n",
|
|
" \n",
|
|
" if idx == 1:\n",
|
|
" ax.errorbar(x, mia, yerr=mia_err, label='Classifier Attack', color='blue', fmt='o--') \n",
|
|
" ax.errorbar(x, entropy, yerr=entropy_err, label='Entropy Attack', color='red', fmt='o--')\n",
|
|
" ax.errorbar(x, loss, yerr=loss_err, label='Loss Attack', color='orange', fmt='o--')\n",
|
|
" ax.set_ylabel('Attack Model Accuracy', fontsize=fontsize)\n",
|
|
" ax.set_title('Privacy Attack Evaluation', fontsize=fontsize)\n",
|
|
" ax.legend(fontsize=fontsize)\n",
|
|
"\n",
|
|
" \n",
|
|
" plt.savefig('../../results/privacy_chest' + str(idx) + '.pdf', dpi=600)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Accuracy: RotMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f86ac671b90>"
|
|
]
|
|
},
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 97.9]\n",
|
|
"yerr=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.09]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='Train Acc: 5 train domains')\n",
|
|
"y= [94.1, 95.0, 95.5, 95.1, 95.7, 96.0, 96.6, 94.4]\n",
|
|
"yerr=[0.34, 0.38, 0.24, 0.17, 0.10, 0.19, 0.17, 0.70]\n",
|
|
"plt.errorbar(x, y, yerr, linestyle=\"dashed\", marker='.', label='Test Acc: 5 train domains')\n",
|
|
"\n",
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 98.2]\n",
|
|
"yerr=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.17]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='Train Acc: 2 train domains')\n",
|
|
"y= [64.6, 68.4, 71.4, 70.0, 71.8, 74.4, 81.7, 68.4] \n",
|
|
"yerr=[3.23, 1.78, 1.60, 3.02, 2.41, 2.91, 2.79, 1.01]\n",
|
|
"plt.errorbar(x, y, yerr, linestyle=\"dashed\", marker='.', label='Test Acc: 2 train domains')\n",
|
|
"\n",
|
|
"plt.title('Accuracy: Rot MNIST: Test Domains: 0, 90')\n",
|
|
"plt.ylabel('Accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Accuracy: RotMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f86ac496cd0>"
|
|
]
|
|
},
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 97.9]\n",
|
|
"yerr=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.09]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='Train Acc: 5 train domains')\n",
|
|
"y= [98.3, 98.5, 98.5, 98.4, 98.5, 98.5, 98.1, 98.7]\n",
|
|
"yerr=[0.14, 0.33, 0.13, 0.21, 0.17, 0.11, 0.21, 0.02]\n",
|
|
"plt.errorbar(x, y, yerr, linestyle=\"dashed\", marker='.', label='Test Acc: 5 train domains')\n",
|
|
"\n",
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 98.2]\n",
|
|
"yerr=[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.17]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='Train Acc: 2 train domains')\n",
|
|
"y= [98.3, 98.5, 98.7, 98.4, 98.6, 98.1, 98.5, 98.6] \n",
|
|
"yerr=[0.06, 0.05, 0.11, 0.08, 0.19, 0.28, 0.03, 0.05]\n",
|
|
"plt.errorbar(x, y, yerr, linestyle=\"dashed\", marker='.', label='Test Acc: 2 train domains')\n",
|
|
"\n",
|
|
"plt.title('Accuracy: Rot MNIST: Test Domains; 30 45')\n",
|
|
"plt.ylabel('Accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Accuracy: FashionMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 65,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f86ac1c7ed0>"
|
|
]
|
|
},
|
|
"execution_count": 65,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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2/H1t+PvY8HPtPcL8fW06na8O33cqi61H093tjW/RgLioBoiAINgEbDZBABF9LgI28QwTK0yfe8a74lx5i5676igIs/LZdFqsMmwiLN16nC83H3W3tXfbCFo3CuZUZi6nMvM4be0zPRQFT0ICfGkUEuDRUVgdg3sr6CiC/X3cHbnBe0Rkg1Kqe9Hwi1rjX77tBD//fooOTUNoEV6vuDCxhK5LMHse5+Rb+zyHW9jnOSqmzQb5+RSYNvx8LROHDw3r1SPYOg7y8yU4wIfNh1L5cfcpQP9hh8ZdyohuUcUEsUuIB/qePzNJt5YNmT8+sURzhI9NCAn0IyTQr0rrdJmpsot0Ju5Oo0hnkpWrf+cNB1JIydZf31NAw3r+dG4Whp+PjYAiQrewMC4srAM80rjyFEpr7V3pfCr52xTtVP98Y0yFzT01RdOwQL7Zdtzd1ocHRZfY1rP5DpIzcjmdlcepjFyrY9Cdgut498lM/rc3l9Tskr91HuhnIyJYdwKNy+kowoL8Sv1v9H9zLmnsZGq/GxjVtW+V3o8LiYtW499wIIWb3y7tk5kF+NqkwGRgCWNPIV3IZl3kuKi5wTMsqIL26w0HUhj5ziqcSj/knlq0ofJciPf1k19X8s3eVQxqc3mtF07nMh9REvkOJ2ey8ki2OojTHp1DQUeh92ey8kocqfnaxDI56Y4iPNiHgKAz7M3+me1nFwFOUH482e21Wn9/z5XSNP5qFfwi8iAwAT0SfF8p9Q8RCUd/ULsVsB+4VSlV5tKQygj+t77/nVe+2YlTaQ361u7NuaNXy2J2Yn/f2jMZVdV/IoOmNt7XfEc+6XnppOelk5GX4d62nd7G3K1zUSj8bH68cuUrXNX8KmPmKAGnU5Gak687g4xckjNzOZJ2hj1puziUtYfk3H2kOw+SZzsGokcSSmkzllIQmt+XF/o+Q++2ERftfEONC37rg8VJQE8gD1gCTEJ3BGeUUtNFZBrQUCn1WFllVVbjL80ObTCcK3anncy8TDLyMkjPLxDe6bn62CXQiwp21/lZx1mv66rvV5/WYa3dW5uwNrQOa03zkOb42i5qa22pOJWTwxmH2Zmyk51ndrr3x7KOudOEB4bToWEHohtG06FhB3aeyGDerr+DOACFCOSnxSEpg+nTqh39O0VyTcdImoQGnr8Lq2LOh+AfCVyrlBpvnT8J5ALjgKuUUsdE5BJghVIquqyyKju5Wxs1PUPNs+nkJtafWE/3Jt2Jj4wHtODIys8qJJBLE9IlCfGs/Kwy67SJjRD/EEL8QggNCCXEP4RQ/8J71xbqH+oOO5hxkKk/TCXfkY+PzYfbO95OniOPfen72Je6j5M5J911+Np8aRHSwt0RtA5rTZsGbWgd2pp6fvWq9Z7WJNn52exK2cWulF1uIb87ZTfZ9mxA3+tWoa2IDo8mumG0e98oqFGxkZLLxv/gFf057djOB1vn4lTgm3ENp45cDsqfLs3CuKZjJAM6NaHzpaEX9JLj8yH4OwFfAL2BHOBbYD1wp1KqgUe6FKVUMaksIvcC9wK0aNGi24EDJX5P4KJi7JKxAMy5bs55bknJOJwOsu3ZZOVnce8395KVn8XkyybTtkFbnMqJ3WnHqZw4lMO9dzg9jq3NqZw4nI5i6UrL51RO7MqO0+ksXIYrrmi9HmWlnE3h11O/AnrFSkRQBHmOPDLzM3Gqsifr6/vVLyakiwrqooI81D+U0IBQ6vnWq7R5pqSOykVGXgb70/azN20v+9L2ufeHMg7hUA53uqbBTd0dgmfHEBEYUWvNRkopjmcdL6TF70rZxcH0g+jFqxDiF0KH8A6FBHzbBm0J9K2cln408yivbniVpfuX0iiwCfHBozlwqD2/HExFKYgMCeCajpH079SEPu0iqOd/YY2wzpeNfxxwP5AJbEN3AGO9Efye1JblnNVNVQt+pRQ59hy3sHZt2fnWud3j2DPOXiRdfhbZ9mxy7DlV0q6K4iu+2MSGj81H78UHH/E4thU+9ow7c/YMJ7JPuMvq2LAjlzW5rEQB7inE6/vVx8d24dh98x35HMw46O4MXB3CvrR9hX63UP/QYh1Cm7A2XFr/0hq93lxHLntS9xQy0+xK2UV6Xro7TfOQ5tpM4yHoLw2+tFo6rvXH1/PSupfYcWYHCZEJTIx9iKMnI/hux0l+2JVMZq4df18bl7eNoH+nJlzTMZJmDYKqvB1VzXkR/EUa8FfgMPAgNWTqudAY+eVI0vPS+XPin2kd1totcIsJ7BKEtqcwd51n27PL1WpdBPkGUc+3HsF+wQT7BVPPzzr29Ti2to0nN/Ldwe8AsGFjcNvB3ND6hmJC10d8sNkKjksT1jax4WvzLTXuXNh0chMTvplAvjMfP5sf7w96v5gWfTHjVE5OZp9kb+reYqOE02dPu9P52/xpGdayUGfQJqwNLUNblqlNe6OsnMo5VUzA70vb5x6hBPkG0b5BezqEd6Bjw45Eh0fTvmF7gv2Cq+gueIfD6WDR74t445c3SDmbwvD2w3ngsgcI9Qtn3f4zfLv9JN/uOMGB09rE1LFpCAM6NeGaTpHERTWo9BLe6uR8afyRSqmTItIC+AZt9nkcOO0xuRuulHq0rHIudsF/JPMIr6x/hWUHlnmdx9/mX1hAu459g70S3p5pg3yDKqTtXWjCtCzTSV0mLTfNPSrwHCUcyTziVhgE4dL6l5Y4SmgQ2ICRX44kIz+D6X2n07lRZ/an7S8w1VjC/szZM+46mwY3dU+2ukw1zUOa16rRVUZeBu9ufpf52+cT4BvAxK4TuaPTHfj5+KGUYk9yFt/tOMG320+y/kAKDqciItifqztG0r9jJH07NKZ+QO0wCZ0vwb8SiADygYeUUt+KSATwKdACOAiMVEqdKaOYi1bw707ZzezfZrN432LLP0rBn61/y/7c0PqGUoW2n61qX5CqKEaYXrzkOnI5kH6gwFyUqjuG/en7yXXkutOF+IeQkZcBuN74tbm1eD+bH+0atCsk4KPDowkLCDsv11QZ9qXt4+/r/86Ph3+kZWhLpnafSr+ofoVMTanZefywK5nvdpxkxc5k0nLy8fMREttE6LmBjk1oEXH+JtrPu6nnXLjYBP+mk5uYuWUmPxz+gSDfIEZ2GEm3Jt340/d/QqEI9Ams9Vq0oe7hVE6OZh51jxAW71vM1tNb3fEJkQmMjB5JdMNoWoW1Ou/KSVWx8vBKXl73MvvT93P5pZfzaI9HadugbbF0doeTDQdS+G7HSZZvP8GeZL3yq31kfa7ppFcJXda8QY06sjOC/zyjlGLlkZXM2jKLjSc30iCgAf/X6f/4v47/59aCPIfNRugbajubTm5izOIxdUJZyXfmk7Qjibc3vU22PZvbOt7GpLhJZY5g9p/K4rsdel5gzd4z2J2KBvX8uKpDY/p3akK/Do0JC6reztEI/vOE3Wnnm/3fMOu3WexK2UXT4Kbc3fluhrcbflGttTbUTeqasnLm7Bne+uUtFu5eSKh/KJPjJ3Nzh5vLfZEu/Ww+P+0+xfLtJ1ixM5kzWXn42oQercLdL461aVy/yttrBH8Nc9Z+li9+/4I5W+dwJPMIbcPack+Xe7i+9fUXzRDYYKir7Dyzk5fWvcS64+to37A9j/V4jF6X9PIqr8Op2HQo1T1BvOO4nidp0yiYazpGck2nSHq0CufXw2nn/AKqEfw1RHpeOp/u/JQPt33ImbNn6NqoK+O6jOOq5led89JEg8FQe1BKsfzgcl5Z/wpHMo/Qv0V/Hu7+MM1DmleonMMp2doktP0k/9tzmjyHk3r+PmTn6YnyQF8b8ydUzuWMEfzVzKmcU3y47UM+3fkpmfmZ9GnWh3Gx4+jepHutfVPSYDCcO7mOXD7Y+gHvb3kfu9POXZ3vYnyX8ZV6DyEr185Pv5/ize9+Z8sR7U7cJvDwoGjuv7pdhcszgr+aOJR+iDlb5/DF719gV3YGtRzEPbH30Cmi0/lumsFgqEFOZJ3gtY2v8dXer2gc1JgHEx5kSNshlRrpV5U7cSP4q5gdZ3Ywe8tslh5Yio/4MKzdMO7ufDctQluc76YZDIbzyObkzby09iW2nNpCbEQs03pNI65xXIXLqQonk0bwVwFKKdafWM+s32bx85GfCfYLZlT0KEZ3Gk3jeo3Pd/MMBkN5HFoL+1dCq77QvGe1VeNUTv6797/M2DCD5JxkBrcZzJ8S/kST4CbVVmdJGMF/DjiVkx8O/cCs32axOXkz4YHh3BlzJ7dG30qof+h5a5fBYCgHl3wTgeXPwk+v6nObH4ycB51urNbqs/OzmbllJvO2zsPH5sO42HHc1fmuSnsTrShG8FeCfGc+i/ctZvaW2exJ20Oz+s0Y23ksQ9sNrbEfzmAwVAB7HhzbDAf/BwdXw6HVMHYJNO4AC8fBbwsLp2/dD+78HKrZV9ChjEO8uv5Vlh9czqXBl/Jw94cZ2HJgtS/8qJMfW68sOfYc/r3738zbOo9jWcdo37A90/tO59pW19bZLx4ZDLWSs+mgnBDUAA6sgg+Hg936ull4W+hwvdb2AXr9AXb8Fxx54OMLXW8H34ACob/0CWjUAToNgXrhVdrM5iHNmXH1DNYeW8v0ddN5+IeH6d6kO4/1fIyO4R2rtC5vMBq/B2m5aSzYsYCPt39MSm4KCZEJjOsyjr7N+polmQZDbSDtiNbiD67WWv2JrdD/abjiT5B1Glb+HVokQoveUD+yeP7SbPz5OfB2HzizB2y+0LY/xN4M0ddDYNWac+1OO//e/W/e+OUN0vPSGdF+BA9c9gDhgVXb2YAx9ZTJiawTfLDtA/6161/k2HO4MupKxnUZx2WRl1VbnQaDoRycTji1C/KyIKob5J+FF6PAmQ9+wdC8hxbw0dfDJRVfNVMMpeDYJvjtM/htEaQfhutegsSJumNQCvyrzs1KWm4a72x+h6QdSQT5BjExbiK3d7wdP5+qe7PfCP4S2Je2j7lb5/Llni9RSnF96+sZGzuWDg07VHldFx3v9IWzaXDzzGpdHWGoYxzZAPtWFtjnc1K0cL9niY7fshAi2kKTLtpcU104nXB4HUS0g+AI2PghLH5MdzKxN0O7/tpMVAXsTd3Ly+te5uejP9MqtBWP9niUvlF9q6RsI/g92HpqK7N+m8XyA8vx9/FneLvh3B17N83qN6uyOi5qDq6B2dcCSj/8d3wGravmQTXUIXJStenl1E64/AEdNv9W2L0UItoXmGxaJGphfz45thnWz4FtX0DOGQgI03MBg2eAr/85F+/y3vvyupc5kH6Avs36MqTtEI5kHjmnb17UecGvlGLN8TXM3DKTNcfWEOIfwm3Rt3FHpzuICIqoopZepGQmw+G1kJcNXUfCj6/Ad88VThMcCV1vhWtf0OcbP4TgRhDWHBo0h8AL5wMchmrk0Fr49ROt0Z/YCii9tPLRvdqWfnqPflaCG53vlpaMIx/2/qDNQWmH4O7/6PAN8yC8DbS8/JxWCOU78vl4x8e89ctb5Dj0t5IDfAKYOWhmpYR/nVzV4/qG7S0dbuHbg9+y9fRWGgc15uFuD3NLh1uo71/1blAvGrZ/BTu+1sPtM3t1WHgbLfhb9wUE9582/v/0yoqGrXQ6ex58+YCOdxEQprW6K6eCww7/e1N3CGEt9D44EmzGid0FxxxrHfzY/xYOdzoheXvBsspr/qyfjxNbYXOSNg/GDNXafLNu4G/5tTnfmn15+PhB+wF6cynNjnz49jnIPgX1m0Ln4RA7AqJ6FKwo8hI/Hz/u6nwXablpvL/lfUB3ButPrK9St9cXreDfdHITO1N2olC8/svrNKnXhKd7P81NbW/C3+fch2YXDXlZ2q56cI2e2Lr1A62x7Pkedn+j/5jd7obmiQUTaM17QtMupdv4ffzg4Z2QdhjSDkLqIa0dNY7W8RnHYPnTRfL4w3UvQo/xkHUK1s2yOoYoPWoIbVYlQ2pDFZObrp+DQ2v1c3BqNyx9HA6t0eGghWHqIS34426Hy+6sXvt8TeES6j5+8KdfYddSPRJYPxvWvA3XPAn9HtGdoEiFOoF+Uf2YuWUmCoW/jz/dmxRT2s+t6RerqWfmlpm8tvE1QH8PdHL8ZO6Nu7c6mndhoZR+AHcthe9fgOO/gfWdVKTSmmcAACAASURBVBp3gjsXQegl2qzjF1RhjcVrzqbrzsDVKaQehI436o7m0DqYNaBIBoGRc6HzMC1cfvmo8IghLAoCQqqnrTVNdbgVcP3uABnH9SoVe65e827P1evgXR3zloWQn+0RfxaaxkGHQVq7/c8UHZd+FA78pPPY/GDs19CgBcwbYtnmLft8w1bV9xzVRs6m6dFy8556BLN7mZ4Yjh2hJ4YjvXPgWBXftT4vph4RmQKMR4/5twBjgUuAJCAc2AjcqZTKq+q6uzfpjiAoFAE+AfS8pA6uPHHY4cQWLUgOrtZa2PB39NuKvgEQEApXTNF/zqjuEOThCKoKl62VSGAoBHaGJp2LxzXvAX8+aY0YPDoHV9pTu7SpyGkvnG/sEmjZGw78D7Z9XjC/sPw5LbxunqnjczMgN1Obp5QTUHof1kKbm7JO6dUkrnhlxTeN1fWkHtRpXOEoQHS7AU7ugMwTBeUqpbXC1v10/OENkHm8cH6/YG0+OLQW5t6oBazNV4+AQppAvQhIGKPz//A3bX5zCW17ju60r/urjp93U5H4s9BuINz+sY5/u482S3jS5Va4WZsW+GKyLtOTbmO14Bcb/L4cfAMhL7Mg3unQnVXfh2HyunJ//ouawDCIv73g3DcQwprBylfgx79BZIzuBHpP1spVKcRHxlfbV82qTfCLSDPgj0CMUipHRD4FbgNuAGYopZJE5B1gHPB2VdcfHxlPdMPoOvVZOHJStH09pAkk74L3rtSaG0BolBbwLltqm6v0VlvxDdDaUkk234436o4h80ThEUOj9jr+1C49IvAUTAAfDoO7voI938GKF4uXO+2Q7pB+mqE7lqI8nao115WvwIa5heP8guGJo/r4x78Vdw0QHAlTd1vxL8OuJYXjw9tA+1+08HRYepAzX5sMQC9fdAn+Q6v17+sboIWKb0BBHtBmuNBmBfF+gbpjcHHdi1pQe+YP9VjRNulnbXrzCypI43pj3eYDD++w2rFWr+5STp2ulVnZVSKt++ot44ReFbT137B+LlzxsI7f+4P+/RsU+YBLafMnVUC1mXoswb8aiAPSgc+BN4D5QFOllF1EegPPKKWuLaus8+2krVailNbqDq2xtPm1ejIt8X6t+dnzYNlTWgtt3kubQuoSSumOcMWLsPY9HSY+cM0T0PYaOLpJa68ieo9Al5F6HuHYZm1OEtHhrnSdbtL747/p0Yg7v2jB2OYqXc/JHVqjdpUrNq3xN0vQ8af36FGHZ/0+AdConf4d5w3RGr+PH9w2H1r20fG1cfLbvM9ROXIzIaC+tv+/2lErMc0T9UggZphW3qpA8J+X5Zwi8iDwApADfAM8CKxWSrWz4psDi5VSsSXkvRe4F6BFixbdDhw4UG3tvCDIP6sF0tk0PeRWCv7eAbJO6qFlVE8t4Nv1LxAwhiJaaRDc9WXtF1A15DrYUEs4sxd++7feTm7VisCAZ/Rcyzl2qjUu+EWkIfAZMApIBf5lnT9dRPB/rZTqUlZZdUbjL/qH3/sD/L6sYMWNIw8atoYHN+n0v38LoZdCo+jaqQ3WFowgNVwonNyhTUEhTeG/D5+zwnI+JncHAPuUUslWA/4NXA40EBFfpZQdiAKOVmMbajdKwdlUSD+ml09+8wT6bVjrh97yL/j1U7j0Mug10ZqE9fjx2/U/b02/oGje0wh8w4VBZEeIfFzPIymnDnPkacWlCp/h6hT8B4FEEamHNvX0B9YD3wO3oFf23AV8UY1tOL+cTYfTv+tlbxnHIP2IFvIDn9M2vJ9fK76eHQp+6AHPwo2vVJlPEIPBcIHQqq82+Sinnmiv4onzahP8Sqk1IrIQvWTTDvwCvAf8F0gSkb9YYbOqqw3VOSsOaFcG+3/Ugt1zu+FlraXvXAyLPN4dsPlByCV64i+kiV7eN+gFba45mwZLplmTetYPHWxcSRgMdZLmPaFJbLVNnFfrOn6l1NNAUZV2L1B7x925mYDSLwNlJsPGeUU09qNw/ct69v3UTlh4j87nV08L8NBL9VI5gFZXwG0fW+HNoF6jwrb4ZgmFJ2KbdDa2aIPBoJm4stqKvgjemy4Dz9fJo3ro5X3pR7RQb9hKxy193ENbPwa5aTDweejzR70O/LvnISi8QKhfEl+wNPLSy+C+1VqLDwwr/nZiWDO9eYuxRRsMhhrg4hX8h9bCid+0jWzWIL0m2vWSS69JcP10vTZ693It0CPaQesrtbuCVlfodA1awhPHS3+7zj/Y69evDQaDobZw8Qr+/SsLZsVR2gNgzFAt5CNjdLBfIDyys/QybDawlf5KtcFgMFyIXLyC33NW3DdIr6QxZhSDwWC4iAV/Nc+KGwwGw4XKxSv4QXufDAg1Qt9gMBg8uLgFf3Wt3zcYDIYLGOPgxWAwGOoYRvAbDAZDHcMIfoPBYKhjGMFvMBgMdQwj+A0Gg6GOYQS/wWAw1DGM4DcYDIY6hhH8BoPBUMcwgt9gMBjqGEbwGwwGQx3DCH6DwWCoY1Sb4BeRaBHZ5LGli8ifRCRcRJaJyG5r37C62mAwGAyG4lSb4FdK7VRKxSul4oFuQDawCJgGfKuUag98a50bDAaDoYaoKVNPf2CPUuoAMBSYZ4XPA4bVUBsMBoPBQM0J/tuABdZxE6XUMQBrH1lDbTAYDAYDNSD4RcQfuAn4VwXz3Ssi60VkfXJycvU0zmAwGOogNaHxXw9sVEqdsM5PiMglANb+ZEmZlFLvKaW6K6W6N27cuAaaaTAYDHWDmhD8t1Ng5gH4ErjLOr4L+KIG2mAwGAwGi2oV/CJSDxgI/NsjeDowUER2W3HTq7MNBoPBYChMtX5zVymVDUQUCTuNXuVjMFxQ5Ofnc/jwYc6ePXu+m2IwFCIwMJCoqCj8/Py8Sn9xf2zdYKhCDh8+TEhICK1atUJEzndzDAYAlFKcPn2aw4cP07p1a6/yGJcNBoOXnD17loiICCP0DbUKESEiIqJCI1Ej+A2GClBRoT/q3f8x6t3/VVNrDAZNRZ9LI/gNhguE06dPEx8fT3x8PE2bNqVZs2bu87y8PK/KGDt2LDt37qxw3TfeeCN9+/atcL7ysNvt+Pj4uK9j+PDhJaabPXs2x48fr3D5b731FvPnz690+0aPHs3nn39e6fzl4XA4quW+loex8RsMFwgRERFs2rQJgGeeeYb69evzyCOPFEqjlEIphc1Wsk43Z86cCtd7+vRptmzZQmBgIAcPHqRFixYVb3wZhISEuK+rNGbPnk1CQgJNmzYtFme32/H1LVmU3X///VXSxurCx8eHlStX1ni9RuM3GKqRjLP5HEnNYcOBlGqr4/fffyc2NpaJEyeSkJDAsWPHuPfee+nevTudO3fmueeec6e94oor2LRpE3a7nQYNGjBt2jTi4uLo3bs3J0+W+C4lCxcuZNiwYYwaNYpPPvnEHX78+HGGDh1K165diYuLY82aNYDuXFxhY8eOPefr++STT9i0aROjRo1yj26ioqJ4/vnn6dOnD4sWLeKdd96hR48exMXFMXLkSHJycgD485//zD/+8Q/3tU+bNo2ePXsSHR3NqlWritXldDq57777iImJYciQIZw6dcodt2zZMuLj4+nSpQsTJkxwj7KioqJ44oknSExMpEePHmzcuJFBgwbRtm1b3n//fQDS09O55pprSEhIoGvXrvznP/8BcP8OAMuXL6d///6MGDGC6OhoxowZ46576tSpxMTE0LVrVx577LFzvqdG4zcYKsGzX21l29H0MtNknM1n27EMAEa+s4qOTUMICSx9uV3MpaE8PaRzpdqzbds25syZwzvvvAPA9OnTCQ8Px263c/XVV3PLLbcQExNTKE9aWhpXXnkl06dP56GHHmL27NlMm1bcWe6CBQt48cUXCQsLY/To0UydOhXQ2vTAgQOZPHkydrud7OxsNm/ezEsvvcSqVasIDw/nzJkzACxatIgtW7bw1FNPFSs/KyuLbt264e/vz+OPP86QIUMKxY8aNYo33niDN998k/j4eHd4cHAwP//8M6BHJRMnTgRg2rRpzJ07l0mTJhWrSynF2rVr+fLLL3nuuedYsmRJofiFCxeyb98+fvvtN44ePUpMTAwTJ04kOzube+65hxUrVtC2bVvuuOMO3nvvPSZPngxAq1atWL16NQ888ADjxo3jp59+IjMzk7i4OCZMmEBQUBBffPEFISEhnDx5kj59+jB48OBi7du4cSPbtm0jMjKSxMREVq9eTevWrfn666/ZunUrIkJqamqxfBXFaPwGQzWRftbuPnaqwudVTdu2benRo4f7fMGCBSQkJJCQkMD27dvZtm1bsTxBQUFcf/31AHTr1o39+/cXS3PkyBEOHjxIYmIiMTExOBwOduzYAcCKFSv4wx/+AICvry+hoaF89913jBo1ivDwcAD3fvjw4SUKfR8fHw4cOMCGDRv48MMPmTx5contKIlRo0a5j3/99Vf69u1Lly5dSEpKYuvWrSXmGTFiRJnX++OPP3L77bdjs9mIioriqquuAmD79u20b9+etm3bAjBmzBh+/PFHd76bbroJgC5dupCYmEhwcDBNmjTBZrORmZmJUorHHnuMrl27MmjQIA4dOlRoNOEiMTGRSy65xD3vsX//fsLDw7HZbEyYMIFFixYRHBzs1f0pC6PxGwyVwBvNfMOBFEa+swqngkA/G6/ddhndWlbPd4c8hcHu3bt57bXXWLt2LQ0aNGD06NElLvXz9/d3H/v4+GC3F++YPvnkE06fPu1eH56WlkZSUhLPPPMMUHw1iVKqQitMRIRLL70UgHbt2tG3b182bdpEq1atys3rec1jxoxh8eLFxMbGMnPmTFavXl1inoCAAKD063W1qShKqTLb4irXZrO5j13ndrudpKQk0tLS2LhxI76+vkRFRZX4m3jmdbXRz8+P9evXs2zZMpKSknj77bf55ptvymxPeRiN32CoJrq1bEjHpiFENQxi/vjEahP6RUlPTyckJITQ0FCOHTvG0qVLK13WggULWL58Ofv372f//v2sXbuWBQu0662rr77abVpyOBykp6czYMAAkpKS3CYe1740zpw5Q25uLgDJycn873//o1OnTsXShYSEkJGRUWo5WVlZNG3alPz8fD7++ONKXStAv379SEpKwul0cuTIEX744QcAYmJi2L17N3v37gXgo48+4sorr/S63LS0NCIjI/H19WXZsmUcOXLE67wZGRmkp6czePBgZsyYwS+//FKxiyqBcjV+EZkMzFdKVd/slMFwkRIS6EdIoF+NCX2AhIQEYmJiiI2NpU2bNvTp06dS5ezZs4fjx4/TvXt3d1j79u0JCAhgw4YNvPnmm0yYMIF3330XX19f3n33XXr27Mmjjz5Kv3798PX1pVu3bsyaNatUG//WrVu57777sNlsKKV48skniY6OLtaWsWPHMn78eIKCgli7dm2x+Oeee46ePXvSokULYmNjK+1W45ZbbuH7778nNjaW6Oho+vXrB0C9evWYNWsWI0aMwOFw0KtXLyZMmOB1uXfeeSdDhgyhe/fuJCQk0L59e6/zpqWlMWLECHJzc3E6nbz66qsVvq6iSHlDGBH5C/pDKhuB2cBSVV6mKqZ79+5q/fr1NVmlwVCM7du3l6iNloXr5a1P/tC7OppkMLgp6fkUkQ1Kqe5F05ar8Sul/iwiTwKDgLHAmyLyKTBLKbWnitpsMFyUGIFvqI14ZeO3NPzj1mYHGgILReTlamybwWAwGKoBb2z8f0R/MOUUMBOYqpTKFxEbsBt4tHqbaDAYDIaqxJvlnI2AEUqpA56BSimniBR/A8FgMBgMtRpvTD1fA+41WSISIiK9AJRS26urYQaDwWCoHrwR/G8DmR7nWVaYwWAojzk36s1gqEV4I/jFc/mmUsqJeePXYKhxqsItM5Tv4jgvL4/w8HCefPLJqmh2IZYvX05YWJi73S+88EKxNE6nk+nTK/cp7sq6nXYRFRVVJb5wSmPNmjVMmTKl2sr3Fm8E/14R+aOI+Fnbg8BebwoXkQYislBEdojIdhHpLSLhIrJMRHZb+5p7s8VguIBxuWXetGkTEydOZMqUKe5zT/cL5VGe4F+yZAkxMTGFPHFWJVdffbW73U888USx+LIEv1IKp9NZatlz5swp8QWw2kKvXr2YMWPG+W6GV4J/InA5cAQ4DPQC7vWy/NeAJUqpjkAcsB2YBnyrlGoPfGudGwwXJ7npkHYIDhV/27QqmTdvHj179iQ+Pp777rsPp9OJ3W7nzjvvpEuXLsTGxvL666+X6OK4KAsWLOChhx6iSZMmrFu3zh2+Zs0aevfuTVxcHL169SI7Oxu73c6UKVOIjY2la9eu/POf/zzna5k2bRoZGRnEx8czZsyYanU7nZyczMCBA0lISGDSpEmFfPK8/PLLxMbGEhsbyxtvvAEUuMC+55576Ny5M2PGjGHp0qVcfvnldOjQAdeLpqtXr6Z3795cdtll9OnTh927dwN6xDNs2DBAu4weN24cV155JW3atOGtt94CtIuG66+/nri4OGJjY1m4cOE539NiuD7cUNUbEArsw3o72CN8J3CJdXwJsLO8srp166YMhvPNtm3bCgfMvqH4tuY9HZebpdTbVyj1dKjenmmgzzd+pOMzTxXPWwGefvpp9be//U0ppdSWLVvU0KFDVX5+vlJKqQkTJqj58+er1atXq+uuu86dJyUlRSmlVJ8+fdQvv/xSYrmZmZnqkksuUTk5Oeqtt95SU6ZMUUoplZOTo1q1aqU2bNiglFIqNTVV2e129frrr6tbb71V2e12pZRSp0+fVkop9fjjj6v//ve/xcpftmyZioiIUF27dlXXX3+92rp1a7E0+fn5KiwszH2+e/duJSJq7dq17jBXPfn5+eqKK65wl+O6tvz8fAWor7/+Wiml1JQpU9SLL75YrK5JkyapF154QSml1Oeff64AlZKSotasWaO6du2qsrKyVHp6uurYsaPavHmz2r17t/L19VVbt25VDodDxcXFqfHjxyullFq4cKG6+eabC90fpZRavHixuvXWW93XP3ToUKWUUk888YS64oorVG5urjpx4oQKDw9XdrtdJSUlqYkTJ7rbmJqaWuJvVZRiz6dSClivSpCp5Wr8IhIoIveLyD9FZLZr86JPaQMkA3NE5BcRmSkiwUATpdQxq9M5BkSWUu+9IrJeRNYnJyd7UZ3BUMs4m1ZwrJyFz6uQ5cuXs27dOrp37058fDw//PADe/bsoV27duzcuZMHH3yQpUuXEhYWVm5ZX375JQMHDiQwMJCRI0fy2Wef4XQ62b59Oy1atCAhIQGAsLAwfHx8WL58ORMnTsTHxwcocMP8wgsvcMMNNxQrv0ePHuzfv5/NmzczadIkt5vk8qgut9M//vgjo0ePBmDo0KGEhIQAsHLlSm6++Wbq1atHSEgIw4YN46effgK0F9GYmBhsNhsxMTEMGDAA0C6ZXXWkpqYyYsQIYmNjeeSRR0p1Ez148GD8/f2JjIwkPDyc5ORkunbtypIlS5g2bRo///yzV79bRfFmkvZDYAdwLfAccAfaZONN2QnAA0qpNSLyGhUw6yil3gPeA+2rx9t8BkONMfa/pcf514ObZ8Lsa7XQ9w3S58176vjgiLLzVwClFPfccw/PP/98sbhff/2VxYsX8/rrr/PZZ5/x3nvvlVnWggULWLNmjdst8smTJ/nxxx8JDQ0t1V1xRdwwewqxIUOGMGnSJFJTU91foSqN6nI7DRV3w1zU7bKnS2ZXHU888QTXXnst9913H7///jvXXXdduWW52tipUyfWr1/P119/zdSpUxk8eDCPP/54qe2pDN7Y+NsppZ4EspRS84AbgS5e5DsMHFZKrbHOF6I7ghMicgmAtS/5e28Gw4VO857QJBYatIS7viwQ+lXMgAED+PTTT90f9jh9+jQHDx4kOTkZpRQjR47k2WefZePGjUDpLo5TUlJYs2YNhw8fdrthfv3111mwYAGdO3fmwIED7jLS09NxOBwMGjSIt99+G4fDAZTvhtlzUnn16tX4+voWE/qu7+eWJqir0u10v3793B9j/+qrr9z3pV+/fixatIicnBwyMzP54osvKvRR9LS0NJo1awbA3LlzK9SmI0eOUL9+fe68804eeugh9z2vSrwR/PnWPlVEYoEwoFV5mZRSx4FDIuKaYu8PbAO+RLuAwNp/UZEGGwwXFAGhENa82oQ+aBPD008/zYABA9xfeDpx4gSHDh2iX79+xMfHM2HCBP76178CBS6Oi07ufvbZZwwcOBA/v4LPQw4bNoxFixZhs9lYsGABkyZNIi4ujkGDBpGbm8sf/vAHmjZt6v7G7qeffgpojffrr78u1takpCQ6d+5MfHw8U6ZMKXXl0Lhx4+jatWuh78668HQ7PWHChEq7nQZ49tlnWb58OQkJCaxYscItrHv27Mntt99Ojx49SExMZNKkSXTp4o2+q3nssceYOnVqpdq2efNmevToQXx8PC+//HKVa/vgnVvm8cBnaC1/LlAfeFIp9W65hYvEo/37+KOXgI5FdzafAi2Ag8BIpVSZaoJxy2yoDVTGLbP75a0qMusYDKVRZW6ZLUds6Up/hOVH9ISt1yilNgHFKkVr/wbDxY8R+IZaSJmmHqXf0p1cQ20xGAwGQw3gjY1/mYg8IiLNrbduw0UkvNpbZjAYDIZqwZvlnPdY+/s9whQVNPsYDAaDoXbgzacXW9dEQwwGg8FQM3jzBa7i66kApdQHVd8cg+HiYuySsQDMuW7OeW6JwVCANzb+Hh5bX+AZ4KZqbJPBYCiBqnDLXFm3xTfeeGOFXmDylg0bNpCYmOh28laaQ7LyPIqWxltvveV+QasyjB49ms8//7zS+cvD4XBUy30tD29MPQ94notIGNqNg8FgqEFcbpkBnnnmGerXr88jjzxSKI3bCZetZJ1uzpyKjzxOnz7Nli1bCAwM5ODBg7Ro0aLijS+F+vXrM3/+fNq2bcvhw4fp3r071157rdtnjovZs2eTkJBA06ZNi5Vht9vdb/sW5f777y8xvLbg4+PDypUra7xebzT+omQD7au6IQbDxUhmXibHso6x6eSmaqujOt0WAyxcuJBhw4YxatSoQm/aHj9+nKFDh7rf2l2zRntnmTNnjjts7NixZbY9Ojqatm3bAvojKBEREW7XEy5KciUdFRXF888/T58+fVi0aBHvvPMOPXr0IC4ujpEjR5KTkwNo18f/+Mc/3Nc+bdo0evbsSXR0NKtWrSrWHqfTyX333UdMTAxDhgwp1JZly5YRHx9Ply5dmDBhgnuUFRUVxRNPPEFiYiI9evRg48aNDBo0iLZt2/L+++8D2s3ENddcQ0JCAl27duU///kPgPt3AO1sr3///owYMYLo6OhCby1PnTqVmJgYunbtymOPPVbmPfUGb2z8X6FX8YDuKGLQb94aDHWWl9a+xI4zO8pMk5mXyY4UnWbM4jFEN4ymvn/9UtN3DO/IYz0r96fetm0bc+bM4Z133gFg+vTphIeHY7fbufrqq7nllluIiYkplCctLY0rr7yS6dOn89BDDzF79mymTSvuR3HBggW8+OKLhIWFMXr0aKZOnQpobXrgwIFMnjwZu91OdnY2mzdv5qWXXmLVqlWEh4e7ffcsWrSILVu28NRTT5V6DS5B7HIQ52LUqFG88cYbvPnmm8THx7vDg4OD+fnnnwE9Kpk4cSKg/fnPnTuXSZMmFatDKcXatWv58ssvee6551iyZEmh+IULF7Jv3z5+++03jh49SkxMDBMnTiQ7O5t77rmHFStW0LZtW+644w7ee+89Jk+e7G7z6tWreeCBBxg3bhw//fQTmZmZxMXFMWHCBIKCgvjiiy8ICQnh5MmT9OnTh8GDBxdr38aNG9m2bRuRkZEkJiayevVqWrduzddff83WrVsRkSr5Qpg3yzn/7nFsBw4opQ6fc80Gw0VORn6BIzSFIiM/o0zBfy6U5LZ41qxZ2O12jh49yrZt24oJ/qJui0syORw5coSDBw+SmJiIiOBwONixYwcdO3ZkxYoVJCUlAdqxWmhoKN999x2jRo1yu2d27YcPH87w4cNLbf+RI0e4++67mT9/vtfePkeNGuU+/vXXX3nqqadITU0lIyOjRKEKuN1Al+Wm+fbbb8dmsxEVFcVVV10FaHcI7du3d49OxowZw6xZs9yC/6ab9LRnly5dsNvtBAcHExwcjM1mIzMzE39/fx577DF++uknbDYbhw4d4tSpU8Uc1CUmJnLJJZcAEB8fz/79++nWrRs2m40JEyZw4403lnptFcEbwX8QOKaUOgsgIkEi0koptf+cazcYLlC80cw3ndzEmMVjUCgCfQKZ3nc68ZHx5earDNXltviTTz7h9OnTtG6tV3WnpaWRlJTEM888AxR3aVxRN82uMm+88UZeeumlQp1XeXhe85gxY1i8eDGxsbHMnDmT1atXl5jH5Qa5Kt00e5br6abZdW6320lKSiItLY2NGzfi6+tLVFRUib9JSW6a/fz8WL9+PcuWLSMpKYm3336bb775psz2lIc3Nv5/AZ4fuXRYYQaDoQziI+OJbhhNs/rNeH/Q+9Um9ItSlW6LFyxYwPLly91umteuXcuCBQsA/e1cl2nJ4XCQnp7OgAEDSEpKcpt4ynPTnJuby9ChQxk3blyZI4LSXEm7yMrKomnTpuTn5/Pxxx9X9DLd9OvXj6SkJJxOJ0eOHOGHH34AICYmht27d7N3r/7c+EcffcSVV17pdblpaWlERkbi6+vLsmXLOHLkiNd5MzIySE9PZ/DgwcyYMYNffvmlYhdVAt5o/L5KKfdaMaVUnoh4/2Vng6EOU9+/PvX969eY0IfCbovbtGlTabfFe/bs4fjx43TvXuBnsX379gQEBLBhwwbefPNNJkyYwLvvvouvry/vvvsuPXv25NFHH6Vfv374+vrSrVs3Zs2aVaqNf8GCBaxatYrUu+/xGQAAIABJREFU1FRmzZoFwIcffljMBbLLlXRQUBBr1xb/fvFzzz1Hz549adGiBbGxsSVq095wyy238P333xMbG0t0dDT9+vUDoF69esyaNYsRI0bgcDjo1asXEyZM8LrcO++8kyFDhtC9e3cSEhJo39779TFpaWmMGDGC3NxcnE4nr776aoWvqyjeuGVeBryhlPrSOh8K/FEpVWMeNo1bZkNtoDJumc0LXIaaosrcMltMBOaLyJvW+WGgxLd5DQZDYYzAN9RGvHmBaw+QKCL10SOE0g1tBoPBYKj1lDu5KyJ/FZEGSqlMpVSGiDQUkb/UROMMBoPBUPV4s6rneqWU+40B62tcN1RfkwwGg8FQnXgj+H1ExL24VESCgIAy0hsMBoOhFuPN5O5HwLci4pqlGgvM86ZwEdkPZKDX/tuVUt2tr3d9ArQC9gO3WqMIg+Gi48Cdeh1Eyw+NF3ND7aFcjV8p9TLwF6AT2k/PEqBlBeq4WikV77GkaBrwrVKqPfCtdW4wGMqhKtwyQ/kujvPy8ggPD+fJJ5+simYX4oMPPqBLly507dqVPn36sGXLlmJpnE4n06dPr1T5lXU77SIqKqpKfOGUxpo1a5gyZUq1le8t3nrnPI5+e/dmoD+w/RzqHErBiGEeMOwcyjIY6gwut8ybNm1i4sSJTJkyxX3u6X6hPMoT/EuWLCEmJqaQJ86qom3btqxcuZJff/2VadOmuR2reVKW4FdK4XQ6S4wD7Rk0Ojq6ytpb1fTq1YsZM2ac72aULvhFpIOIPCUi24E3gUPo5ZxXK6XeLC1fERTwjYhsEJF7rbAmSqljANY+spT67xWR9SKyPjk52esLMhhqE47MTPKPHiW7Cl6zL4t58+bRs2dP4uPjue+++3A6ndjtdu688066dOlCbGwsr7/+eokujouyYMECHnroIZo0acK6devc4WvWrKF3797ExcXRq1cvsrOzsdvtTJkyxf0hlX/+859ltrNPnz5ux2SJiYkcPlzc3+O0adPIyMggPj6eMWPGVKvb6eTkZAYOHPj/27vv+Kiq9PHjnyeTmVQSWpBAEkJEQEAkiKCirAWsuGDBFbugFAt+7SgWrCio+1NhRXbFtoDyFbFg76I/pRcXkQURkkAQCCmkTzLP9497ZxhCEpKQyaSc9+uVVzK3PnMz89xzzz33HPr378/EiRMP6pNn+vTp9OnThz59+vDiiy8CB7rAHjNmDL179+aaa67hs88+45RTTqF79+54HzT9+eefOfnkk0lNTWXw4MFs3rwZsLpeHjnSKus+8MADjB07lr/85S+kpKQwa9YswOqi4bzzzuP444+nT58+VQ5Oc0S8AzdU/MEq4X8HdPObtrWq5avYRif7dwdgHTAEyKmwTPbhtnPCCSeoYQTbr7/+etDrbVddfchP1rx5qqpaXliov4+8SH/t0dP66Xms/j7yIs1e9K6qqrr37Ttk3dp4+OGHdcaMGaqq+ssvv+iIESPU7XarquqNN96o8+bN059//lnPPfdc3zrZ2dmqqjp48GBds2ZNpdvNz8/X+Ph4LSoq0lmzZuntt9+uqqpFRUWanJysq1atUlXVnJwcLSsr0xdeeEEvu+wyLSsrU1XVrKwsVVW9//779aOPPqr2PUybNk3Hjx9/yHS3262xsbG+15s3b1YR0eXLl/umeffjdrv11FNP1Q0bNhz03txutwL68ccfq6rq7bffrtOmTTtkXxMnTtQnnnhCVVXfe+89BTQ7O1uXLVumffv21YKCAs3Ly9OePXvqunXrdPPmzRoaGqobNmzQ8vJyPf744/WGG25QVdV33nlHL7nkkoOOj6rqJ598opdddpmqqn7xxRc6YsQIVVWdMmWKnnrqqVpSUqJ//vmntm3bVsvKyvStt97SCRMm+GLMycmp9jh6Vfx8qqoCK7WSnFpdVc8lWFU834jIP0XkLKBW3e6p6k77925gMTAQ+FNE4gHs35WP/mAYTZwnL+/AC9WDX9ejL7/8khUrVjBgwAD69evHd999x++//063bt3YtGkTt912G5999hmxsbGH3dYHH3zAsGHDCA8PZ9SoUSxatAiPx8PGjRtJSkqif//+AMTGxuJwOPjyyy+ZMGECDocDONAN8xNPPMH551fd6vvLL7/kzTffZNq0aTV6j5V1O92/f3/69+/Pxo0b+fXXXw9Zp2K301V1w3zVVVcBMGLECN/IX0uXLuWSSy4hMjKSVq1aMXLkSH744QcAunXrRq9evQgJCaFXr14MHToUsLpk9u4jJyeHiy++mD59+nDXXXexYcOGSt/X8OHDcblcdOjQgbZt27Jnzx769u3Lp59+yuTJk/nxxx9r9H+rrSpb9ajqYmCxiERh1cPfDhwlIi8Bi1W12n5B7fVC1HroKwo4G3gU+AC4FnjK/v1+vbwTw2hg1bXUCYmIoNMzM9h+xZWgioSH0+mZGUSmpgIQ2qZNvbX0UVXGjBnDY489dsi89evX88knn/DCCy+waNEi5syZU+22FixYwLJly3yDoezevZvvv/+emJiYKrsrrm03zGvXrmX8+PF89tlntGnTpkbrBKrbaah9N8wVu13275LZu48pU6ZwzjnncNNNN7FlyxbOPffcw27LG+Oxxx7LypUr+fjjj7n77rsZPnw4999/f5Xx1EVNWvUUqOo8VR0OJABrqVlLnKOAH0RkHbAc+EhVP8VK+MNEZDMwzH5tGM1OZGoqYT174uzcmaRX5/qSfn0bOnQoCxcu9A0TmJWVRVpaGnv27EFVGTVqFI888girV68Gqu7iODs7m2XLlpGRkeHrhvmFF15gwYIF9O7dm+3bt/u2kZeXR3l5OWeffTYvvfQS5eXlwOG7Yd62bRuXXnop8+fPp1u3bpUu4x0/t6pEXZ/dTg8ZMsQ3GPuHH37oOy5Dhgxh8eLFFBUVkZ+fz/vvv1+rQdFzc3Pp3LkzAK+99lqtYtqxYwfR0dFcffXV3HHHHb5jXp9q0o7fR1X3AS/bP4dbditwfCXTs7BaBhlGs+eIjsYRHR2wpA9WFcPDDz/M0KFD8Xg8OJ1OZs+ejcPhYOzYsb5S+dNPPw0c2sWxt2S8aNEihg0bhtPp9G175MiRTJkyhZkzZ7JgwQImTpxIcXExERERfP3114wfP57NmzfTt29fQkNDmThxIhMmTGDKlCkMHjz4kOqeqVOnsm/fPsaPHw9YJV7vWL3+xo4dS9++fRkwYMAhXTnXV7fTAI888gijR49m4cKFnHHGGb5kPXDgQEaPHu2rXpo4cSLHHXccW7ZsqdF27733XsaMGcP06dM544wzahXTunXrmDx5MiEhIbhcLt+YB/XpsN0yNwamW2ajMahLt8zmAS6jodR3t8yGYdSRSfhGY1TTB7gMwzCMZsIkfsMwjBbGJH7DqIWmcE/MaHlq+7k0id8waig8PJysrCyT/I1GRVXJysoiPDy8xuuYm7uGUUMJCQlkZGRg+o4yGpvw8HASEhJqvLxJ/IZRQ06nk65duwY7DMM4YqaqxzAMo4Uxid8wDKOFMYnfMAyjhTGJ3zAMo4Uxid8wjBbj95EXsfmsoQEfEa2xM4nfMIwWIeu11yj97TfKduwg7frrW3TyN4nfMIwWoXDFgR5+tbiEwuXLgxhNcJnEbxhGs6Sq5C75iNwPlwDQbuwY8Bttq2TrH8EKLejMA1yGYTQ77sxMdk19hPzvviNq8GBihl9AZP/+dJk/j8Llyyla/wvle/eibjfiN/BMS2ESv2EYzYZ6POQsXMjuGc+gHg8dJt9L26uv9o2rG5maSmRqKlpWZo2F7HTWadzgpi7gVT0i4hCRNSKyxH7dVUSWichmEXlbRFyH24ZhGEZNFK1dy66pjxDe9zhSPnifdtddhzgchywnoaGI00lZVhZp115H0fr1QYg2eBqijv82YKPf66eBv6vqMUA2MLYBYjAMo5nSsjIKV60CILJ/f5Jef52kuXNxJSbWYGXFvXMn6RMmUpqWFuBIG4+AJn4RSQAuAP5lvxbgTOAde5HXgZGBjMEwjOar+Ndf+eOyy9h+7XWUZuwAIGrQwBpX3YS2b0/inDlQXk76jeMoy84OZLiNRqBL/P8PuAfw2K/bATmqWma/zgA6V7aiiIwTkZUistJ0g2sYhj9PSQm7n/s7f4y6jLLde+j87LO4EipNJYcVltKVhJf+gTszk4yJN+EpLq7naBufgCV+ERkO7FbVVf6TK1m00lEtVHWOqg5Q1QFxcXEBidEwjKZHS0vZdukosubMIXbkCI7+aAkx55x9RNuM7N+fTjNmUJ6bS3kLKPUHslXPYOCvInI+EA7EYF0BtBaRULvUnwDsDGAMhmE0E57SUkJcLsTlovWoUYR1O5qoU06pt+3HnHM2rc44HXG5fKOsNdfWPgEr8avqfaqaoKrJwOXA16p6JfANcKm92LXA+4GKwTCM5iH/u+/4/ZxzyV/6AwBtr7m6XpO+l7hcqNvNznvvZd+rr9X79huLYDy5ey9wh4hswarzfyUIMRiG0QSUZWez4+57SB8/gZCoSBytYwO/U4cDLSll9/Tp5H38ceD3FwQN8gCXqn4LfGv/vRUY2BD7NQyj6cr77HN2TZ1KeX4+7W++mXbjxxHiCvxjPxISQqfpT5O2dy87751MaFwckSeeGPD9NiTTV49hGI1SeU4OzsREui56h7hbb2mQpO8VEhZG4qyZOBMSSL/5Fkq2bGmwfTcEk/gNw2gU1OMh+623yX3fuu3XetSlJC+YT3j37kGJx9G6NYn/nENo27aU7dsXlBgCxfTVYxhG0JVu20bmgw9RuGIFrYYNI3bECCQk+OVSV0ICKUs+REKtVKkeT6OI60g1/XdgGEaTpWVlZP3rX2wdMZLi334j/onH6fzC88EO6yDepJ/12mukT5iAut1BjujImcRvGEbQFK5eze5nniV6yGmkLFlC60suabRt50Oioij4fimZU6f62vk3VaaqxzCMBuUpKaFw5UqiBw8mauBAkhe+TUTfvsEO67DajBqFe+dOsl6ajbNTJ+JuvjnYIdWZKfEbhtFgCleu5I8RI0kfPwF3ZiZAk0j6XnGTJhE7YgR7X5xJzruLgx1OnZkSv2EYAVeen8+e554je/4CnJ07kzh7Ns74+GCHVWsiQvxjj1KWlYWnqDDY4dSZSfyGYQSUp6SEPy66GHdGBm2uuZoOt91GSFRUsMOqM3G5SJzzsq91j5aV+W4ANxWmqscwjIDwFBQA1sNQ7cZcT5f58+h4//1NOul7eZN+wU8/sXX4hbh3Nq2+Jk3iNwyjXqkquUs+Ysuws8lfuhSANqNHE5maGuTI6p+jXTtr+MZx4yjPzQ12ODVmEr9hGHW2/epr2H71Nb7X7l27yJh4EzvvugtnQgLOjh2DGF3ghXfvTsKLL1K6PY2MW27FU1oa7JBqxCR+wzDqRc7i99h6wXAKli2jw+R7SV4wn7Bjjgl2WAEXddIgOj35JIUrVpA5+T7U4zn8SkHWtO5IGIbRqJTn5+PJy6NwzRrUXUp43+OIf/TRmg103ozEXjgc965MSrdtA48HGnm3DtIUnkAbMGCArly5MthhGEaLpqoUrliBOy2N0rR0itato3DZMgAkPJykuXOJSO3XaJ+8DTT/Ubu0tBRpwN5EqyIiq1R1QMXppsRvGIaPe8cOSrZtw52eTun2NErT0ghL6UqHO+9ERMi4dRKe3FwIDcURHe1bT91uClesILJ/87uBW1PeE15pxg7Sxo7hqHvuodVZZwU5qsqZxG8YjYz3ZmmXN9+o9217SktxZ+ygNG077rR0StPSEJeLo+65G4D0m26mZNMmACQsDFdSIq7kLr71k16ejaNdO5zx8RT98gvbr7gSVBGnk8iBzWuwkroKbdcWR2xrdtx5F11ee5WIfv2CHdIhTOI3jGbGU1REaXq6VSWzPY3ynBw63HkHADtunUT+d9/5lg2JijooMR117z0QGoorKYnQDh0O6YLYf9nI1FTCevbEk5dHp2dmNMvmmnUREhFB4kv/YNvlo0mfeBPJby3A1aXL4VdsQCbxG0YTVL5/P6Xb03Cnbac0LZ12N96AOBz8OWMG+16Ze9CyjnbtiLttEhIaSpsrryDm/PNwJiXhSkrC0bbtQXXytR3A3BEdjSM62iT9CkLbtSPpn3PYdvlo0m4cR/JbCwht2zbYYfkELPGLSDjwPRBm7+cdVX1YRLoCbwFtgdXA1araNBq/GkYDKM/Ppzwvj/3ff09oTAylaWlEn346jpgYcha9y+5nnqE8O/ugdWL/eiHOTp2IOukkHK1a4UpKwpnUBVdSIo6YGN9y0UOG1GusgaiOai5cyckkzn6J3c8/D43shnfAWvWIVYyIUtV8EXECPwC3AXcA76rqWyIyG1inqi9Vty3TqsdojlSVst17cKdtx5WSQmi7duybN58/H3vskGW7/PtNIgcMoGDZcvI++ghXlyRfqd2VkNAsukForlTV19IHhwNxOBps3w3eqketM0q+/dJp/yhwJnCFPf11YCpQbeI3jKZKy8txZ+4iJCKc0HbtKE1L48/p03FvT6M0PR0tLgag04wZxF44nNKtWw+sLELMXy+k/fjxuBISAIgaNJCoQQOD8VaMOvIm/bRx4wlL6cpRDz4Y9CavAa3jFxEHsAroBswCfgdyVLXMXiQD6FzFuuOAcQBJSUmBDNMwjoiWluIpKcHRqhXl+QXsef55q9XM9jRKd+wAt5sOd91JuxtuQFwuSrdtw5XUhahTTsHZJQlXUhfCe/cCIGb4BWTPn2+1lAkLo83llxOWkhLkd2gcKXG5CO/Vi31z5+Ls1Il2N9wQ1HgCmvhVtRzoJyKtgcXAsZUtVsW6c4A5YFX1BCxIo04K16yhcPkKIgee2CJu7Gl5OeJwoKrse/U1Srdvx51utZpxZ2bS5vLL6fjQg4SEucj94AOcnToR1qMHrYYNw5mUSOQJJwDg7NiRo5csqXI/pqVM89Xhrjsp25XJ7meeJbRjPLHDLwhaLA3SqkdVc0TkW+AkoLWIhNql/gSgafVn2oKo2407M9NqGpieTtRJJ+FKTmbfm2/y5xNP+pZztG9PaNu2dHz4ISJPOIGiX/5D9vz5hERF+f1EEnP22YTGxVG2dy/unTsPnh8ZGbC6z9q2i9//zTeU/HfzgVJ7WhrhfY8jceZMRIR9r7+OFhfj7NKFiNRUYkeMIPJEqxpVnE66//zTEV3Km5YyzZOEhBD/1FOU7d7DzvvuIzQuLmjVdoFs1RMHuO2kHwEMBZ4GvgEuxWrZcy3wfqBiMKqnqnhycylNz8CdkY4rJYXwHj0o2foH6TfeaA2N59fhVMdHHsGVnIx7Z+aBjYgQGheHs3Mn3w3Gsr17KPjpJzwFBVaf7PY2Ivr2JTQujv3ffMOuBx86JJ6UJR8S1q0bOe+9x7433sARGXXQyaHDnXfgaN2aovXrKd74m++E4p0f3rOnVSp3uyE01Jd8/fuTiUxNpXjTfynZ9Bulaem+5B4SHU3SK/8CIGv2yxStW4cjrr2vSibCLwkf/fFH1d5MDXb9rdF4hbhcJMyayY477sTRunXQ4ghkq56+WDdvHVi9gC5U1UdFJIUDzTnXAFepakl12zKteurOv9TuiG1NRJ/elOfns/2aa3CnZ+DZv9+3bPubJhI3aRLlubnseuxxnIkJuBISrd9+D/QUrllD2vVjULcbcTpJenVulaVTVUWLi/EUFOCIiUFcLty7dlH822++E4OnoBBPQQFtr7oSR+vW7P/yS3LeWeQ3v4DywgJSPviA0DZt2P3c38maM+eQffVYu4aQ8HB2Pfkk2f+eZ11FOJ2+po8SHk7Sq3PZ9/ob7P/0U+ukFd/RqmPv2ZOjJt8LgDszE0dMjGkpYwScqqKFhQH7rFXVqsd00taI1OVRff9SO0DEcX0ASBs3jtLftx5Uao+96CI6TXsSVSXj5ltwduyIMzERV2KC/TuRkMjIGu03mHX8nqIiyvPyDjoxeAoKiD7zTESE/KVLKVy9Gk9BAYWrVlOyYYO1osNB3KRJtBo2FABnQgIhjaAjLaPl2v3sc+QvXUqXf795UN9H9cV00taEeUvt5fv3E9G7NwC7HnucwjWrDyq1R558El1efRWw6okj+vcnNjEBZ4KV3F3JyYBVFZH4j1lHFFNkamrQ6qBDIiIIiYiocn70aacRfdppgHWCqtifjGklYzQWkQMHkjV3Ljsm3Ubiy7MRp7NB9msSfyOhbjdlWVloSQmFa9ZQtHoN+UuX4k5P95XaXcnJHP3pJwB4SooJjYsjMrW/VRWTmIira1ff9jo/91yw3kqjYlrJGI1Z9GmnEv/oo2ROmULmQw8T/+QTDXKPyCT+INGyMoo3bqRw2TIKli2ncPlytMS61ZF2/RiizzwTLS4+uNTu10tip8cfD1boTU7K4neDHYJhVKn1JRfjzsxk78yZOOPjiZt0a8D3aRJ/A1GPh5LffsOVkkJIeDh7Z7/M3pkzAXClpBDWowfF69dby7rdhPfoQfvnng1myIZhNJD2N99E+b4swo7t6ZsWyO65TeIPEPV4KNm8xSrRL19G4YqVeHJzSXzlX0QPHkzMeefiSk4mcuCJODt0qLQu2jCMlkFE6PjQgSbO5Xl5Ad2fSfz1RFUp3boVcTpxJSVR/OtGtl16KWC1Hmk19CyiBg0ivJf1aH7Y0UcTdvTRvvVNXbRhGAB5X3xB5pQHAtr5nkn8daSquLdvt+rnly2jYMVyyvfspc2VV9LxwQcIP7Yn8dOmETXwRJydK+2O6BCmLtowjIjjjyckOoriTZsIjYvzPXhYn0w7/hpSVdwZGZTt2kXkiSeiqmwZ8hfK9uyxWtcMGkTUSYOIOvnkGid6wzCMyuR+uISdd1vDYXofPKxL8jft+OvAvWsXBT/97KunL9uZSWh8PN2+/goRodPTTxHaMR5X12TzmL5hGPXGvfNAF2bqdlsPS9Zjqb9ZJ/7a3hV3/7mbwhUriDn/PCQkhL0vzSbn7bdxxMYSOXAgkWPGHtSpUm2HqTMMw6iJyIEnWqN2BaixR7NO/IdTnptLwY8/+urpS7dtAyDs6BTCjz2WttdeS5vRlxPWvfshg04bhmEESqAbe7SoxF+WnU3h8hWEdT+GsK5dKVq7lh133ElIVBSRAwbQetQoIgcNIqx7dwDCUroeZouGYRiBEcjuuZt14i/Ly6N8zx4ybr+d0q1/ULJpEwDtJ91K3E03EXniiSQvfJvwXr2Q0GZ9KAzDMHyabase/weiAML69CZm6FAiBw4i4rg+DdYZkmEYRrC0uFY9hctX+JI+Dgcxw86m/fhxwQ3KMAyjEWi2dyx9d8XBdIFgGIbhp/kmfvuuuLNz5zo//GAYhtEcNduqHjCDVhuGYVQmkIOtJwJvAB0BDzBHVZ8XkbbA20AysA24TFWzAxFDILozNQzDaOoCWdVTBtypqscCJwE3i0gvYDLwlaoeA3xlvzYMwzAaSMASv6pmqupq++/9wEagMzACeN1e7HVgZKBiMAzDMA7VIDd3RSQZSAWWAUepaiZYJwegQ0PEYBiGYVgCnvhFJBpYBPyPqtZ4WBkRGSciK0Vk5Z49ewIXoGEYRgsT0MQvIk6spD9PVb2jjPwpIvH2/Hhgd2XrquocVR2gqgPi4uICGaZhGEaLErDEL1YH9a8AG1X1Ob9ZHwDX2n9fC7wfqBgMwzCMQwWyHf9g4GrgFxFZa0+7H3gKWCgiY4E0YFQAYzAMwzAqCFjiV9UfgKqGpTorUPs1DMMwqtdsu2wwDMMwKtckumUWkT3A9jqu3h7YW4/hBFpTitfEGjhNKd6mFCs0rXiPNNYuqnpI65gmkfiPhIisrKw/6saqKcVrYg2cphRvU4oVmla8gYrVVPUYhmG0MCbxG4ZhtDAtIfHPCXYAtdSU4jWxBk5TircpxQpNK96AxNrs6/gNwzCMg7WEEr9hGIbhxyR+wzCMFqbJJn4RKReRtX4/k+3p34rIJhFZJyIrRKSf3zrbRGRphe2sFZH/NECc/xGRD0WkdT1tN7mmcYuIisibfq9DRWSPiCw5zHr9ROT8Gmw/v4rpU0Vkh/3+N4vIu/ZgPP5xPGnP8/4fp1Szn4vs99LzcDHVhIgkisg3IrJRRDaIyG1VxL62JschkLHa29wmIr/Y8az0m95WRL6wj+MXItKmDtuu72Pbo8L3M09E/seed0TH9jD79f++/a+IRNZy/dPsz8JaEYmor7iq2FdHEXlLRH4XkV9F5GMR6S4iL9jx/2LnsK728t7//y/28o+LSFhd9t1kEz9QpKr9/H6e8pt3paoeD/wDmFFhvVZiDQuJiBzbgHH2AfYBNzfAPisqAPr4fZCHATtqsF4/4Ei/lH+33/8xWENufi0i3gdKHgc6Acepaj/gNMBZzbZGAz8Alx9hTF5VjRJXMfZ+qvpxLbdd37F6nWHH49+2uz5GtavXeFV1k/fYAScAhcBiv0WO5NhWx//7VgpMqOmKIuIArgSesbdRVI9xVdyXYB2Pb1X1aFXthdWX2d+wvhN9VfU44CIgx2/VM+zpA4EU6njztykn/pr4CWvUL38LsQ4uWB/2BcGIR0SiReQrEVltn8FH2NOT7RLoP+2Sx+fehC0iJ9hXMj9R+xPIJ8AF9t8HvW8RGSgi/19E1ti/e4iIC3gU+Jtd+vmbHfOrdrzrReQSv208Ycf2s4gcVVkAqvo28DlwhV0SuxG4VVWL7fn7VXVqZeuKNa7DYGAsdnISkdNF5HsRWWyXgGaLSIg9L19EnrWP71d+Jxv/eKoaJe6IBCLWwziiUe0aIN6zgN9Vta5P39fVUqAbgIhcJSLL7c/yy3aS976XR0VkGXAfcBnwkIjMC3BsZwBuVZ3tnaCqa7EKaZmq6rGnZVQ2Jrmq5mOd1EaKNY55rTTlxB9R4VLyb5Uscy7wXoVp7wAX239fCHwYyCC97A/aWVjdUgOMVf0aAAAFR0lEQVQUAxepan+sD8GzdikA4Bhglqr2xjrbexPsq8AkVT25DiG8BVwuIuFAX6zR0Lx+A4aoairwEPCkqpbaf79tl37eBh4EclX1OFXtC3xtrx8F/GxfZX2PldCrshroifWFTLMTbk2MBD5V1f8C+0Skvz19IHAncBxwNAf+t1HAavv4fgc8XN3G5eBR4rxusU9wc6V21SeBilWBz0VklYiM85t+pKPaBfTYYp1MKhaw6npsa0REQoHzsHoHPharsDfYvgIpxyrZg/Ve/qOqg1T1cazv592qemVl261HfYBVlUxfCFxo57RnRSS1qg3YA1v9gZUvaqUpJ/6KVT1v+82bJyIZwL3AixXW2wdki8jlWCW8wgDHGSFWt9RZQFvgC3u6AE+KyHrgS6ySprek/Id99gfrw5EsIrFAa1X9zp7uq7OvCVVdDyRjlfYrXlrHAv8r1j2DvwO9q9jMUGCW3za9JZFSwHu/YJW9n6pU2mOriFxvf9jTvVVxFYzGOnlh/x5t/71cVbeqajlWcjnVnu7BqloC+Lff9Mr2XdkocS9hJbt+QCbwbDXvqaFiHWwn2/OwqqWG1CKmYMSLfeX4V+B//SYfybE9HO/3bSVWt++vYBW4TgBW2PPOwqomAesksKge939EVDUD6IF19eEBvhKR6nozrqoH5GoFsj/+YLoSWIfV9/8sDpRUvN62p1/XALEUqWo/O3EvwaqiecGOMQ44QVXdIrINCLfXKfFbvxyIwPoHH+lDFx8AzwCnA+38pj8GfKOqF9kl32+rWL+qGNx64IGQcqr/XKVifSm3AEki0squ4nkVeNU++TgO2qlIO+BMrPsUas9XrBNYxXiqOkZqn1C8V3izVXW2VD5KHKr6p9/+/8mBE1u1Ahmrqu60Y9stIouxSuTfY49qp6qZUs2odg0dr/33eVhXB77jWddjW0NFdqnex76Sfl1V76tk+WL7xNbQNgCXVjZDVUuwqmY/EZE/sa7Ivqq4nIi0wipk/be2O2/KJf5qqaobeAA4SQ69ibsYmA581oDx5AKTgLvsZBML7LaT/hlAl8OsnwPkioi3dFWXS9G5wKOq+kuF6bEcuNl7nd/0/UArv9efA7d4X9T2Et2+J3A2sEBVC7FKYzPt6idvdZirklUvBd5Q1S6qmqyqiViXuKcCA0Wkq13//DesG5Rgfba9X6wrgB9UNd3vCnG2nRAqGyXOOyyo10VATVt+BSrWKPuLjohE2cfRG9ORjGoXkHj9tn/IfbQjOLZ19RVwqYh0sPffVkSq/b41gK+BMBHxVYuKyIki8hcR6WS/DsGqlj3k3oh9lfoP4L3K7gEcTlNO/BXr+J+quIB9V/5Z4K4K0/er6tN2PXaDUdU1WFcilwPzgAFiNcu7Eque/XCuB2aJdXO31i0O7BtFz1cyazowTUR+5ODS9jdAL797KI8DbcRqarYO697E4dxur78ZuAo4U1X32POmYF3q/0dE1mDdjHsd2FlhG6M5uEUIWKX0K7BumD+FlTz+8FuuAOgtIquwSrSPVhKbd5S4M+XQpoXTxb6Jbb/P22vwXgMZ61HAD/ZxXw58pKqf2vOeAobZx3iY/bqmAhUvYt3AHwa8W2FWXY9tnajqr1iFwM/tfX4BxFe/VmDZV8gXYf3ffheRDcBUrET/oX3lux6r5dlMv1W/sectx6rKGl+X/ZsuG4wmS0ROB+5S1eGVzMtX1eiGj6pyTSlWaHrxGrXTlEv8hmEYRh2YEr9hGEYLY0r8hmEYLYxJ/IZhGC2MSfyGYRgtjEn8hmEYLYxJ/IZhGC3M/wHN7jseuuWKGwAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [91.4, 92.1, 92.7, 92.0, 92.4, 92.5, 91.1, 86.4]\n",
|
|
"yerr=[0.30, 0.80, 0.28, 0.62, 0.48, 0.40, 0.77, 0.41]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='Train Acc: 5 train domains')\n",
|
|
"y= [77.1, 78.8, 82.4, 80.5, 80.6, 81.1, 84.8, 79.4]\n",
|
|
"yerr=[1.60, 0.36, 0.97, 0.67, 0.21, 1.07, 0.20, 1.19]\n",
|
|
"plt.errorbar(x, y, yerr, linestyle=\"dashed\", marker='.', label='Test Acc: 5 train domains')\n",
|
|
"\n",
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y=[81.4, 88.8, 89.6, 89.8, 90.8, 88.3, 91.2, 82.1]\n",
|
|
"yerr=[0.97, 1.24, 0.52, 0.52, 0.37, 1.13, 0.49, 0.57]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='Train Acc: 2 train domains')\n",
|
|
"y=[22.9, 26.9, 29.0, 28.2, 30.4, 32.6, 42.8, 24.9]\n",
|
|
"yerr=[1.57, 1.12, 0.11, 1.18, 1.92, 1.54, 0.68, 1.78]\n",
|
|
"plt.errorbar(x, y, yerr, linestyle=\"dashed\", marker='.', label='Test Acc: 2 train domains')\n",
|
|
"\n",
|
|
"plt.title('Accuracy: Fashion MNIST: Test Domains; 0, 90')\n",
|
|
"plt.ylabel('Accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Accuracy: FashionMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## MIA Attack: RotMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa5788bcf10>"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [68.2, 76.3, 71.9, 76.8, 71.9, 71.8, 60.4, 63.9]\n",
|
|
"yerr=[1.22, 1.49, 0.03, 1.52, 1.01, 0.32, 2.02, 2.01]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [84.2, 90.5, 87.5, 89.1, 88.0, 86.1, 82.9, 82.9]\n",
|
|
"yerr=[1.76, 0.50, 0.95, 0.60, 1.69, 1.63, 1.00, 0.55]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('MIA attack with 2k sample size, two hidden layer network: Rot MNIST')\n",
|
|
"plt.ylabel('Attack model test accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Match Metrics: RotMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa578ee5590>"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [27.4, 71.4, 49.8, 56.2, 33.9, 13.2, 0.31, 26.2]\n",
|
|
"yerr=[2.66, 3.56, 4.53, 0.86, 0.76, 0.82, 0.05, 3.3]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains: Train Domains Metrics')\n",
|
|
"y= [68.9, 84.4, 78.5, 83.1, 75.9, 64.2, 18.2, 74.9]\n",
|
|
"yerr=[2.01, 1.52, 0.58, 1.59, 2.17, 0.83, 1.59, 1.39]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains: Test Domains Metrics')\n",
|
|
"y= [13.2, 55.8, 19.8, 38.2, 22.8, 8.23, 0.05, 8.5]\n",
|
|
"yerr=[1.12, 1.77, 1.35, 0.54, 1.21, 0.17, 0.02, 0.37]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains: Train Domain Metrics')\n",
|
|
"y= [104.9, 112.2, 103.5, 109.7, 108.7, 103.5, 87.6, 104.1]\n",
|
|
"yerr=[1.84, 1.08, 1.73, 2.04, 1.85, 0.39, 4.48, 0.66]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains: Test Domain Metrics')\n",
|
|
"plt.title('Mean Rank: Rot MNIST')\n",
|
|
"plt.ylabel('Mean Rank')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## MIA Attack: RotMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa5712286d0>"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [52.9, 59.9, 54.1, 58.2, 56.8, 54.2, 52.2, 52.9]\n",
|
|
"yerr=[0.58, 1.23, 1.34, 0.56, 0.98, 1.15, 0.75, 1.23]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [52.2, 58.5, 53.3, 56.5, 55.7, 52.9, 52.3, 50.1]\n",
|
|
"yerr=[0.33, 0.20, 0.57, 0.64, 0.27, 1.67, 1.43, 0.91]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('MIA attack with 2k sample size, two hidden layer network: Rot MNIST')\n",
|
|
"plt.ylabel('Attack model test accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Match Metrics: RotMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [27.4, 71.4, 49.8, 56.2, 33.9, 13.2, 0.31, 26.2]\n",
|
|
"yerr=[2.66, 3.56, 4.53, 0.86, 0.76, 0.82, 0.05, 3.3]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [13.2, 55.8, 19.8, 38.2, 22.8, 8.23, 0.05, 8.5]\n",
|
|
"yerr=[1.12, 1.77, 1.35, 0.54, 1.21, 0.17, 0.02, 0.37]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('Mean Rank: Rot MNIST')\n",
|
|
"plt.ylabel('Mean Rank')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## MIA Attack: FashionNMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa5785dec90>"
|
|
]
|
|
},
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [71.9, 68.5, 65.7, 70.7, 70.6, 71.7, 72.0, 72.4]\n",
|
|
"yerr=[3.47, 2.43, 1.87, 1.57, 1.03, 1.86, 0.80, 2.56]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [92.5, 90.4, 91.9, 92.0, 91.4, 93.3, 93.0, 92.0]\n",
|
|
"y_err= [1.27, 1.07, 0.03, 1.59, 0.36, 0.11, 1.51, 0.37]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('MIA attack with 2k sample size, two hidden layer network: Fashion MNIST')\n",
|
|
"plt.ylabel('Attack model test accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Match Metrics: FashionMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa578c115d0>"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [190.6, 335.4, 275.7, 316.2, 283.5, 226.1, 73.5, 175.9]\n",
|
|
"yerr=[7.9, 8.08, 6.14, 6.34, 7.13, 5.66, 2.10, 3.91]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains: Train Domain Metrics')\n",
|
|
"y= [281.8, 363.4, 318.3, 349.8, 339.9, 308.9, 173.9, 304.7]\n",
|
|
"yerr=[10.8, 13.1, 0.68, 8.81, 5.84, 20.8, 17.6, 13.7]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains: Test Domain Metrics')\n",
|
|
"y= [207.2, 302.6, 258.1, 288.1, 263.7, 213.5, 79.8, 174.1]\n",
|
|
"yerr=[7.17, 13.7, 4.27, 10.6, 0.86, 6.36, 6.94, 11.9]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains: Train Domain Metrics')\n",
|
|
"y= [403.9, 442.7, 404.8, 429.6, 427.7, 413.7, 309.3, 416.1]\n",
|
|
"yerr=[17.2, 7.96, 8.12, 5.75, 13.31, 8.78, 4.95, 10.23]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains: Test Domain Metrics')\n",
|
|
"plt.title('Mean Rank: Fashion MNIST')\n",
|
|
"plt.ylabel('Mean Rank')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## MIA Attack: FashionMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fa5713abc50>"
|
|
]
|
|
},
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [61.6, 58.9, 56.9, 57.2, 57.0, 57.4, 56.2, 66.5]\n",
|
|
"yerr=[1.06, 1.16, 1.01, 2.83, 2.90, 0.97, 2.18, 1.67]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [61.9, 59.4, 58.7, 60.1, 58.9, 61.9, 57.3, 61.8]\n",
|
|
"y_err= [1.43, 1.21, 0.51, 0.92, 2.26, 2.38, 1.60, 1.23]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('MIA attack with 2k sample size, two hidden layer network: Fashion MNIST')\n",
|
|
"plt.ylabel('Attack model test accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Match Metrics: FashionMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [69.3, 75.3, 70.2, 78.2, 74.1, 69.3, 60.0, 64.1]\n",
|
|
"yerr=[0.92, 1.21, 1.64, 1.36, 0.69, 1.09, 0.83, 1.09]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [85.6, 90.2, 87.4, 89.4, 88.9, 84.8, 83.6, 81.9]\n",
|
|
"yerr=[0.63, 0.44, 1.12, 0.46, 0.97, 2.23, 0.58, 2.62]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('Mean Rank: Fashion MNIST')\n",
|
|
"plt.ylabel('Attack model test accuracy')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Entroy Metrics: MNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"ERM: Train: 62.1 (2.10), Test: 60.0 (2.58)\n",
|
|
"Random Match: Train: 71.2 (1.61), Test: 70.1 (1.28) \n",
|
|
"Perfect Match: Train: 55.6 (0.48), Test: 53.5 (0.38)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Entroy Metrics: FashionMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"ERM: Train: 52.8 (0.21), Test:50.7 (0.26)\n",
|
|
"Random Match: Train: 52.8 (0.04), Test: 50.7 (0.21) \n",
|
|
"Perfect Match: Train: 52.5 (0.30), Test: 50.4 (0.07)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"- Member vs Non Member ( Original Train vs Test )\n",
|
|
"- Attack Train and Attack Test ( Fixed proportion of members and non members ): 50 percent member/non members\n",
|
|
"\n",
|
|
"Metric: log(F_y(x))\n",
|
|
" - Correct and Confident F_y(x): Small Metric Value\n",
|
|
" - Metric < Threshold => Member\n",
|
|
" \n",
|
|
"Threshold: (Shadow Training ?)\n",
|
|
"- Attack Train:\n",
|
|
" - Members: For each label; threhsold= max(Metric): 100 percent accuracy in classifying members in Train Attack\n",
|
|
"\n",
|
|
"TODO:\n",
|
|
" - MatchDG in entropy metric\n",
|
|
" - overfit fashion mnist\n",
|
|
" - increase sample size fashion mnist\n",
|
|
" - grid search for threshold\n",
|
|
" - IRM privacy numbers\n",
|
|
"\n",
|
|
"UseNix\n",
|
|
" - ChestXRay / ImageNetC as datasets\n",
|
|
" - IRM, CSD as algos\n",
|
|
" - Threshold based on loss "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Tomorrow's Meeting\n",
|
|
"\n",
|
|
"- Table 1, 2, 3: MatchDG to be improved more\n",
|
|
"- IRM Penalty Plots: No convergence for some cases in FMNIST\n",
|
|
"- PACS:\n",
|
|
" - Philly error resolved\n",
|
|
" - No improvement over DomainBed\n",
|
|
" - Cannot beat Asadi et al yet\n",
|
|
" - Resnet 18 vs Resnet 50 for ctr phase; current DomainBed results for resnet 18 only\n",
|
|
"- ChestXRay"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## PGD Attack: RotMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f86ad5107d0>"
|
|
]
|
|
},
|
|
"execution_count": 32,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf']\n",
|
|
"y= [95.5, 95.4, 95.9, 95.7, 96.2, 96.4, 96.9]\n",
|
|
"yerr=[0.34, 0.37, 0.25, 0.22, 0.45, 0.18, 0.21]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [68.7, 71.7, 74.3, 72.2, 73.8, 76.6, 84.3] \n",
|
|
"yerr=[2.59, 1.91, 1.99, 2.31, 2.38, 3.06, 2.46]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('PGD Attack: MNIST; Eps 0.3')\n",
|
|
"plt.ylabel('Misclassification Rate')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## PGD Attack: RotMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f86acfdb290>"
|
|
]
|
|
},
|
|
"execution_count": 37,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf']\n",
|
|
"y= [98.6, 98.6, 98.5, 98.6, 98.5, 98.5, 98.4]\n",
|
|
"yerr=[0.17, 0.33, 0.24, 0.07, 0.17, 0.07, 0.35]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [98.3, 98.6, 98.8, 98.7, 98.7, 98.2, 98.6] \n",
|
|
"yerr=[0.14, 0.19, 0.06, 0.08, 0.38, 0.19, 0.05]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('PGD Attack: MNIST; Eps 0.3')\n",
|
|
"plt.ylabel('Misclassification Rate')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## PGD Attack: FashionMNIST: Test Domains: 0, 90"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 64,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f86ac20fd10>"
|
|
]
|
|
},
|
|
"execution_count": 64,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [81.8, 82.9, 86.3, 83.8, 82.9, 82.8, 86.9, 95.8]\n",
|
|
"yerr=[1.02, 0.54, 2.1, 0.18, 0.87, 0.56, 0.77, 1.38]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [35.9, 43.6, 42.4, 43.3, 43.9, 45.2, 54.5, 96.4] \n",
|
|
"yerr=[2.58, 0.88, 1.13, 0.70, 2.10, 0.63, 2.34, 1.37]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('PGD Attack: Fashion MNIST; Eps 0.3')\n",
|
|
"plt.ylabel('Misclassification Rate')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## PGD Attack: FashionMNIST: Test Domains: 30, 45"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f86ac2a4910>"
|
|
]
|
|
},
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"x= ['ERM', 'Rand', 'MatchDG', 'App-25', 'App-50', 'App-75', 'Perf', 'CSD']\n",
|
|
"y= [88.8, 88.9, 90.4, 89.2, 88.7, 89.8, 89.0, 90.2]\n",
|
|
"yerr=[0.54, 0.93, 1.07, 1.08, 0.09, 0.43, 0.36, 2.55]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='5 train domains')\n",
|
|
"y= [81.9, 87.1, 87.2, 88.5, 89.1, 87.6, 89.3, 93.2] \n",
|
|
"yerr=[2.18, 0.93, 0.99, 0.50, 0.42, 2.16, 0.26, 4.20]\n",
|
|
"plt.errorbar(x, y, yerr, marker='.', label='2 train domains')\n",
|
|
"plt.title('PGD Attack: Fashion MNIST; Eps 0.3')\n",
|
|
"plt.ylabel('Misclassification Rate')\n",
|
|
"plt.legend()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Scatter Plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"save_path= \"/home/t-dimaha/RobustDG/robustdg/results/rot_mnist/erm_match/logit_match/train_['15', '30', '45', '60', '75']/Model_0.1_1.0_0.01_5_0_2_l2_resnet18\"\n",
|
|
"train_data= pickle.load(open(save_path + \"_train.pkl\", 'rb'))\n",
|
|
"test_data= pickle.load(open(save_path + \"_test.pkl\", 'rb'))\n",
|
|
"train_df = pd.DataFrame(train_data[0].cpu().detach().numpy())\n",
|
|
"test_df = pd.DataFrame(test_data[0].cpu().detach().numpy())\n",
|
|
"x=range(10)\n",
|
|
"for idx in range(train_df.shape[0]):\n",
|
|
" plt.plot(x, train_df.iloc[idx], '.', color='blue') \n",
|
|
"for idx in range(test_df.shape[0]):\n",
|
|
" plt.plot(x, test_df.iloc[idx], '.', color='red') "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"train_df.columns= [str(i) for i in range(10)]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(2, 10)\n",
|
|
" 0 1\n",
|
|
"0 -1.743083 -1.995351\n",
|
|
"1 7.191771 -0.927538\n",
|
|
"2 -0.175805 -0.652574\n",
|
|
"3 -0.400899 -0.877577\n",
|
|
"4 -1.285018 7.249224\n",
|
|
"5 -0.998303 -0.800782\n",
|
|
"6 -0.515446 -0.837865\n",
|
|
"7 -0.250859 -0.821651\n",
|
|
"8 -0.813545 -1.420306\n",
|
|
"9 -1.316172 0.750447\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD4CAYAAADmWv3KAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAANwElEQVR4nO3df4xlZX3H8feHXXQBEdIwtQ0wLrYGShTKdtAaKo1YWxTE/q62mGgbp02pgdREwZpK/+gfTVN/tLXGLWpVsFZBjEWgQvwVkwLuIlFgoRqKZUHD0kb5IWEFvv3j3oVZXGbvzsxzz+wz71dys/ece879fnOy88kzzz3z3FQVkqT+HDB0A5KkNgx4SeqUAS9JnTLgJalTBrwkdWr90A0sdMQRR9TGjRuHbkOS9htbt269r6pm9vTaqgr4jRs3smXLlqHbkKT9RpLvPN1rTtFIUqcMeEnqlAEvSZ0y4CWpUwa8JHXKgJekTjUN+CSHJ7k0yW1JtiV5Sct6kqQntb4P/r3A1VX120meARzcuJ4kaaxZwCc5DDgVeANAVe0EdraqJ0naXcsR/DHADuDDSU4EtgLnVtVDCw9KMg/MA8zOzjZsp5ELDxuw9g+Gqy1p1Ws5B78e2AS8v6pOAh4Czn/qQVW1uarmqmpuZmaPyylIkpagZcBvB7ZX1fXj7UsZBb4kaQqaBXxVfQ+4K8mx410vB25tVU+StLvWd9G8GbhkfAfNHcAbG9eTJI01DfiqugmYa1lDkrRn/iWrJHXKgJekThnwktQpA16SOmXAS1KnDHhJ6pQBL0mdMuAlqVMGvCR1yoCXpE4Z8JLUKQNekjplwEtSpwx4SeqUAS9JnTLgJalTBrwkdcqAl6ROGfCS1CkDXpI6ZcBLUqcMeEnqlAEvSZ0y4CWpUwa8JHVqfcs3T3In8ADwGPBoVc21rCdJelLTgB97WVXdN4U6kqQFnKKRpE61DvgCPp9ka5L5PR2QZD7JliRbduzY0bgdSVo7Wgf8L1XVJuCVwDlJTn3qAVW1uarmqmpuZmamcTuStHY0Dfiqunv8773A5cCLWtaTJD2pWcAnOSTJobueA78K3NyqniRpdy3vonkOcHmSXXU+XlVXN6wnSVqgWcBX1R3Aia3eX5K0OG+TlKROGfCS1CkDXpI6ZcBLUqcMeEnqlAEvSZ0y4CWpUwa8JHXKgJekThnwktQpA16SOmXAS1KnDHhJ6pQBL0mdMuAlqVMGvCR1yoCXpE4Z8JLUKQNekjplwEtSpwx4SeqUAS9JnTLgJalTBrwkdcqAl6ROGfCS1KnmAZ9kXZKvJ7midS1J0pOmMYI/F9g2hTqSpAWaBnySo4AzgIta1pEk/bjWI/j3AG8FHn+6A5LMJ9mSZMuOHTsatyNJa0ezgE9yJnBvVW1d7Liq2lxVc1U1NzMz06odSVpzWo7gTwHOSnIn8AngtCQXN6wnSVqgWcBX1QVVdVRVbQReC3yhqs5uVU+StDvvg5ekTq2fRpGq+hLwpWnUkiSNTDSCT/LC1o1IklbWpFM0/5TkhiR/muSwph1JklbERAFfVS8F/gA4Gtia5ONJXtG0M0nSskz8IWtVfQt4B/A24JeBv09yW5LfbNWcJGnpJp2DPyHJuxmtKXMa8Oqq+rnx83c37E+StEST3kXzD4zWk3l7VT28a2dV3ZPkHU06kyQty6QBfwbwcFU9BpDkAGBDVf2wqj7WrDtJ0pJNOgd/LXDQgu2Dx/skSavUpAG/oaoe3LUxfn5wm5YkSSth0oB/KMmmXRtJfgF4eJHjJUkDm3QO/jzgU0nuAQL8FPB7rZqSJC3fRAFfVV9Lchxw7HjX7VX1o3ZtSZKWa18WGzsZ2Dg+Z1MSquqjTbqSJC3bRAGf5GPAzwA3AY+NdxdgwEvSKjXpCH4OOL6qqmUzkqSVM+ldNDcz+mBVkrSfmHQEfwRwa5IbgEd27ayqs5p0JUlatkkD/sKWTUiSVt6kt0l+OclzgedX1bVJDgbWtW1NkrQcky4X/CbgUuAD411HAp9p1JMkaQVM+iHrOcApwP3wxJd//GSrpiRJyzdpwD9SVTt3bSRZz+g+eEnSKjVpwH85yduBg8bfxfop4N/btSVJWq5JA/58YAfwTeCPgSsZfT+rJGmVmvQumseBfx4/JEn7gUnXovlv9jDnXlXPW+ScDcBXgGeO61xaVe9cYp+SpH20L2vR7LIB+B3gJ/ZyziPAaVX1YJIDga8muaqqrltCn5KkfTTRHHxV/e+Cx91V9R5GX8S92Dm14Gv+Dhw/vPNGkqZk0imaTQs2D2A0ot/ruUnWAVuBnwXeV1XX7+GYeWAeYHZ2dpJ29mjj+Z9b8rnLceeGQcpK0l5NOkXzdwuePwrcCfzu3k6qqseAn09yOHB5khdU1c1POWYzsBlgbm7OEb4krZBJ76J52XKKVNX3k3wROJ3R0sOSpMYmnaL588Ver6p37eGcGeBH43A/CHgF8DdL6lKStM/25S6ak4HPjrdfDdwAfGuRc34a+Mh4Hv4A4JNVdcVSG5Uk7ZtJA/4oYFNVPQCQ5ELgc1V19tOdUFXfAE5adoeSpCWZdKmC5wA7F2zvHO+TJK1Sk47gPwrckOTy8favAx9p0pEkaUVMehfNXye5CnjpeNcbq+rr7dqSJC3XpFM0AAcD91fVe4HtSY5p1JMkaQVM+pV97wTeBlww3nUgcHGrpiRJyzfpCP43gLOAhwCq6h7g0FZNSZKWb9KA31lVxXixsCSHtGtJkrQSJg34Tyb5AHB4kjcB1+KXf0jSqjbJipAB/g04DrgfOBb4y6q6pnFvkqRl2GvAV1UlubKqXggY6pK0n5h0iubGJCc37USStKIm/UvWFwNnJ7mT0Z00YTS4P6FVY5Kk5Vk04JPMVtX/AL82pX4kSStkbyP4zzBaRfI7SS6rqt+aQk+SpBWwtzn4LHj+vJaNSJJW1t4Cvp7muSRpldvbFM2JSe5nNJI/aPwcnvyQ9dlNu5MkLdmiAV9V66bViCRpZe3LcsGSpP2IAS9JnTLgJalTBrwkdcqAl6ROGfCS1CkDXpI6ZcBLUqeaBXySo5N8McmtSW5Jcm6rWpKkHzfpevBL8Sjwlqq6McmhwNYk11TVrQ1rSpLGmo3gq+q7VXXj+PkDwDbgyFb1JEm7azmCf0KSjcBJwPV7eG0emAeYnZ1dco07N/z+ks+VpB41/5A1ybOAy4Dzqur+p75eVZuraq6q5mZmZlq3I0lrRtOAT3Igo3C/pKo+3bKWJGl3Le+iCfBBYFtVvatVHUnSnrUcwZ8CvB44LclN48erGtaTJC3Q7EPWqvoqu3+nqyRpivxLVknqlAEvSZ0y4CWpUwa8JHXKgJekThnwktQpA16SOmXAS1KnDHhJ6pQBL0mdMuAlqVMGvCR1yoCXpE4Z8JLUKQNekjplwEtSpwx4SeqUAS9JnTLgJalTBrwkdcqAl6ROGfCS1CkDXpI6ZcBLUqcMeEnqVLOAT/KhJPcmublVDUnS02s5gv8X4PSG7y9JWkSzgK+qrwD/1+r9JUmLWz90A0nmgXmA2dnZgbvZz1x42EB1fzBMXam1zn6mBv+Qtao2V9VcVc3NzMwM3Y4kdWPwgJcktWHAS1KnWt4m+a/AfwLHJtme5I9a1ZIk/bhmH7JW1etavbckae+copGkThnwktQpA16SOmXAS1KnDHhJ6pQBL0mdMuAlqVMGvCR1yoCXpE4Z8JLUKQNekjplwEtSpwx4SeqUAS9JnTLgJalTBrwkdcqAl6ROGfCS1CkDXpI6ZcBLUqcMeEnqlAEvSZ0y4CWpUwa8JHXKgJekThnwktSppgGf5PQktyf5dpLzW9aSJO2uWcAnWQe8D3glcDzwuiTHt6onSdpdyxH8i4BvV9UdVbUT+ATwmob1JEkLrG/43kcCdy3Y3g68+KkHJZkH5sebDya5fYn1jgDuW+K5vZjONfirNC+xTP5fGPE6jKz+67C8n6nnPt0LLQN+IlW1Gdi83PdJsqWq5lagpf2W12DE6zDidRhZy9eh5RTN3cDRC7aPGu+TJE1By4D/GvD8JMckeQbwWuCzDetJkhZoNkVTVY8m+TPgP4B1wIeq6pZW9ViBaZ4OeA1GvA4jXoeRNXsdUlVD9yBJasC/ZJWkThnwktSpbgI+yd8muS3JN5JcnuTwoXuaJpeFgCRHJ/likluT3JLk3KF7GkqSdUm+nuSKoXsZUpLDk1w6zoZtSV4ydE/T1E3AA9cAL6iqE4D/Ai4YuJ+pcVmIJzwKvKWqjgd+EThnjV4HgHOBbUM3sQq8F7i6qo4DTmSNXZNuAr6qPl9Vj443r2N03/1a4bIQQFV9t6puHD9/gNEP85HDdjV9SY4CzgAuGrqXISU5DDgV+CBAVe2squ8P2tSUdRPwT/GHwFVDNzFFe1oWYs0F20JJNgInAdcP3MoQ3gO8FXh84D6GdgywA/jweLrqoiSHDN3UNO1XAZ/k2iQ37+HxmgXH/AWjX9UvGa5TDSnJs4DLgPOq6v6h+5mmJGcC91bV1qF7WQXWA5uA91fVScBDwJr6fGrwtWj2RVX9ymKvJ3kDcCbw8lpbN/i7LMRYkgMZhfslVfXpofsZwCnAWUleBWwAnp3k4qo6e+C+hrAd2F5Vu36Lu5Q1FvD71Qh+MUlOZ/Rr6VlV9cOh+5kyl4UAkoTRfOu2qnrX0P0MoaouqKqjqmojo/8HX1ij4U5VfQ+4K8mx410vB24dsKWp269G8Hvxj8AzgWtGP+dcV1V/MmxL0zHAshCr1SnA64FvJrlpvO/tVXXlcC1pYG8GLhkPfO4A3jhwP1PlUgWS1KlupmgkSbsz4CWpUwa8JHXKgJekThnwktQpA16SOmXAS1Kn/h8AC00HO9xhNQAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"train_df_new= train_df[:2]\n",
|
|
"print(train_df_new.shape)\n",
|
|
"train_df_new= train_df_new.T\n",
|
|
"print(train_df_new)\n",
|
|
"ax= train_df_new.plot(kind='hist', legend='False')\n",
|
|
"ax.get_legend().remove()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Loss Plot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/t-dimaha/RobustDG/robustdg/envs/lib/python3.7/site-packages/ipykernel_launcher.py:9: MatplotlibDeprecationWarning: The 'nonposy' parameter of __init__() has been renamed 'nonpositive' since Matplotlib 3.3; support for the old name will be dropped two minor releases later.\n",
|
|
" if __name__ == '__main__':\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Rotated MNIST: ERM')"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
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"text/plain": [
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"<Figure size 432x288 with 2 Axes>"
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]
|
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},
|
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"metadata": {
|
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"needs_background": "light"
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},
|
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"output_type": "display_data"
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}
|
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],
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"source": [
|
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"save_path= \"/home/t-dimaha/RobustDG/robustdg/results/rot_mnist/erm_match/logit_match/train_['15', '30', '45', '60', '75']/Model_0.0_1.0_0.01_5_0_2_l2_resnet18\"\n",
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"train_data= pickle.load(open(save_path + \"_train_loss.pkl\", 'rb'))\n",
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"test_data= pickle.load(open(save_path + \"_test_loss.pkl\", 'rb'))\n",
|
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"train_df = pd.DataFrame(train_data[0].cpu().detach().numpy())\n",
|
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"test_df = pd.DataFrame(test_data[0].cpu().detach().numpy())\n",
|
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"meta_df= pd.concat([train_df, test_df], axis=1)\n",
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"meta_df.columns=['train', 'test']\n",
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"meta_df.hist( bottom=0.1)\n",
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"plt.yscale('log', nonposy='clip')\n",
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"plt.title('Rotated MNIST: ERM')\n",
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"# ax.set_yscale('log')\n",
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"# ax.set_title('erm')\n",
|
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"# fig.savefig('a.jpg')"
|
|
]
|
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},
|
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{
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"cell_type": "code",
|
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"execution_count": 7,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
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"data": {
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"text/plain": [
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"True"
|
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]
|
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},
|
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"execution_count": 7,
|
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"metadata": {},
|
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"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import os\n",
|
|
"os.path.exists(save_path+'.pth')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"<img src=\"/home/t-dimaha/RobustDG/robustdg/results/rot_mnist/logit_hist/erm_0.jpg\">"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
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"execution_count": 33,
|
|
"metadata": {},
|
|
"outputs": [],
|
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"source": [
|
|
"x= torch.rand((2,3))\n",
|
|
"y= torch.rand((2,1))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {},
|
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"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"tensor([[0.4583, 0.4527, 0.3075, 0.8617],\n",
|
|
" [0.5896, 0.9299, 0.6985, 0.5716]])"
|
|
]
|
|
},
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"torch.cat((x,y), dim=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
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"torch.Size([6, 1])"
|
|
]
|
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},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"torch.cat( (torch.zeros((3,1)), torch.ones((3,1))), dim=0).shape"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"tensor([1., 1., 0., 0., 0.])"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"x=torch.tensor([1,2,3,4,5])\n",
|
|
"y=1.0*(x<3)\n",
|
|
"y"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"tensor([3]) tensor([4])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"x=torch.tensor([1,2,3])\n",
|
|
"y=torch.tensor([1,2,4])\n",
|
|
"print(x[x!=y], y[x!=y])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1"
|
|
]
|
|
},
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"1%10"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "TypeError",
|
|
"evalue": "unsupported operand type(s) for +: 'int' and 'range'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[0;32m<ipython-input-52-75708452d08b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;36m1\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
|
"\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'int' and 'range'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"1+range(1,10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[101, 102, 103, 104, 105, 106, 107, 108, 109, 110]"
|
|
]
|
|
},
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"arr= 100+ np.array(list(range(1, 11)))\n",
|
|
"arr.tolist()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"2.0"
|
|
]
|
|
},
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"x=[1,2,3]\n",
|
|
"np.mean(x)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "drwils_env",
|
|
"language": "python",
|
|
"name": "drwils_env"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|