diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index 1528fcd..0000000 Binary files a/.DS_Store and /dev/null differ diff --git a/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md deleted file mode 100644 index 5343e28..0000000 --- a/.ipynb_checkpoints/README-checkpoint.md +++ /dev/null @@ -1,27 +0,0 @@ -# Volt -Public Implementation of -*Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes* [link] - -by [Gregory Benton](https://g-benton.github.io/), [Wesley Maddox](https://wjmaddox.github.io), and [Andrew Gordon Wilson](https://cims.nyu.edu/~andrewgw/). - -Please cite our work if you find it useful: - -``` -@inproceedings{benton2022volatility, - title={olatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes}, - author={Benton, Gregory and Maddox, Wesley and Wilson, Andrew Gordon Gordon}, - booktitle={International Conference on Machine Learning}, - year={2022}, - organization={PMLR} -} -``` - -![Overview of the Volt modeling pipeline](./figs/ret-vol-px.jpg) - -## Explanatory Notebook - -To see an overview of how to use Volt with synthetically generated code, see the `Example` notebook which walks through how the code is organized step by step. - -## Experiments - -The two core experimental settings from the paper involve modeling historical wind speeds and stock prices. The code to run these experiments with example commands is in the `experiments` folder. \ No newline at end of file diff --git a/.ipynb_checkpoints/setup-checkpoint.py b/.ipynb_checkpoints/setup-checkpoint.py deleted file mode 100644 index 470c223..0000000 --- a/.ipynb_checkpoints/setup-checkpoint.py +++ /dev/null @@ -1,26 +0,0 @@ -from setuptools import setup -import os -import sys - -setup( - name='voltron', - version='alpha', - description=('Voltron Repo'), - author='Greg Benton', - author_email='greg.w.benton@gmail.com', - url='https://github.com/g-benton/voltron', - license='Apache-2.0', - packages=['voltron'], - install_requires=[ - 'matplotlib>=3.0.3', - 'setuptools>=41.0.0', - 'torch>=1.11.0', - 'numpy>=1.16.2', - 'gpytorch>=1.0.1', - ], - include_package_data=True, - classifiers=[ - 'Development Status :: 0', - 'Intended Audience :: Science/Research', - 'Programming Language :: Python :: 3.7'], -) \ No newline at end of file diff --git a/Example.ipynb b/Example.ipynb deleted file mode 100644 index a315a15..0000000 --- a/Example.ipynb +++ /dev/null @@ -1,460 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "ce655bc0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Warning no robinhood utils.\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import torch\n", - "import gpytorch\n", - "import matplotlib.style as style\n", - "from matplotlib.lines import Line2D\n", - "\n", - "sns.set_style('white')\n", - "palette = [\"#1b4079\", \"#C6DDF0\", \"#50723C\", \"#B9E28C\", \"#8C2155\", \"#AF7595\", \"#E6480F\", \"#FA9500\"]\n", - "sns.set(palette = palette, font_scale=2.0, style=\"white\", rc={\"lines.linewidth\": 3.0})\n", - "import sys\n", - "sys.path.append(\"../\")\n", - "from voltron.likelihoods import VolatilityGaussianLikelihood\n", - "from voltron.models import SingleTaskVariationalGP\n", - "from voltron.kernels import BMKernel, VolatilityKernel\n", - "from voltron.train_utils import TrainVolModel, TrainVoltMagpieModel, LearnGPCV, TrainDataModel" - ] - }, - { - "cell_type": "markdown", - "id": "e4fb0fb7-c533-4474-8b74-ef4f7c38da76", - "metadata": {}, - "source": [ - "## Generate Some Synthetic SDE Data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3b74d19b", - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(2019)\n", - "torch.random.manual_seed(2019)\n", - "\n", - "F0 = 10 ## init price\n", - "V0 = 0.2 ## init price\n", - "mu = 0.05 ## rate of return\n", - "\n", - "alpha = 1.25\n", - "beta = 0.9\n", - "rho = -0.2\n", - "\n", - "T = 1 ## Time of Simulation\n", - "steps = 400 ## steps per time\n", - "dt = T/(steps) ## delta t\n", - "\n", - "dW = np.random.normal(0, np.sqrt(dt), steps*T)\n", - "dZ = rho * dW + np.sqrt(1 - rho **2) * np.random.normal(0, np.sqrt(dt), steps*T)\n", - "\n", - "\n", - "train_x = time = torch.linspace(0, T, steps-1) + dt\n", - "test_x = torch.linspace(T + dt, 1.5*T, int(.5*steps)-1) + dt\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "75e00848", - "metadata": {}, - "outputs": [], - "source": [ - "F = np.zeros(steps*T)\n", - "V = np.zeros(steps*T)\n", - "\n", - "F[0] = F0\n", - "V[0] = V0\n", - "\n", - "for t in range(1, steps*T):\n", - " F[t] = F[t-1] + V[t-1] * (F[t-1])**beta * dW[t]\n", - " V[t] = V[t-1] + alpha * V[t-1]*dZ[t]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "e48d8fc7", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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garUaCxYswIIFCxQZv91ux7fffotvv/1WdJu8vDw89NBDnTL+AABuntg9qW93/L6X65q7PF6wLEtsmHGkXLyGcEdCyuX1+PzQqhnsrLTC7g5kgvvnGZGXrkvU8CQRc6/9LKDuvPoXZU3cOzhHG5wY0cUE8ON3zOnyEYhkYzAYkJWVhYEDB2LKlCmYNWtWxMnSUqXI5FJdXR163L9//5iOEX6H9LXXXotq35aWlpjOSemadDoBrDSXXXYZJkyYgA8++AAbN25EVVUVWJZFfn4+xo0bh0suuUSRTmrjx4/HCy+8gD/++AN//PEHqqqq0NzcDIvFAoPBgNzcXAwZMgRTp07FOeecI6tFc0fF7eEK4GEDiwCWxe/7KjjLPV4fDhwVxh2cbo9gWUfB52dR3eKCjwWyTeL/PN1eFh6fNyR+AeBYozN1BLCIAk71Ns4Otw/WE5329Jr2J8Q6Qs1mpZk5dSjOmVxKJ8ElEL6pEwsGQ/vbywfdX4DbUCoapMq0RcLj6bjf/ZTE0+kE8NixYxX5Mgind+/euOuuu3DXXXfFfIxIY0pLS8O0adMwbdq0mM/RWXDyHGCdVoOX/n0Zxv/pCc5yj9dHzPseLquP6/jiyaE6BxpsgS/ximbxPLjHx8Lh8QmWOT1+GLTJj/aLO8Cpm4m1OL3YVWUDywJqFTC02Ayjtn2xktSV+vFFrVYhN8uc7GFQEozZ3PY3D04Oj5Zw4fziiy/ijDPOaPe4KBQSyf+lpHRJfD4/3v9iM5b8bx3qGrlX/G6esNNpNdARhIjb7cOB43WC5RW1LXA43coOOAGwLBsSv5Fw+/xQEbK0LQ4vYevEIyZ0U7mC29EGZyh37fMD1S0KfIa6qgKmdEm6d+8eenzw4MF2H4O2babEEyqAKUnhoZe+wt+fXI7HXl+N8254AR5vm+jlRyB0WjV0hNqObq8XBwkOMMuyHTIHHE2HN4+PJdYDTgUBzLKsqAPsTuFIgNXFvfCqbm2/AGaoAqZ0IQYNGhRqtLFt2zZOAw65nHrqqaHHtKoDJZ5QAUxJCq9+vCn0uLK2BWt/bouI8AWwXqeBjlDhwO3xYT8hAwwABwnOcKoTTYc3t9dPFMxWVyoIYPF1e2vsON7oTNxg2kG0UWWS692JC15QKALUajXOP/98AIDb7caSJUuiPsbJJ58cataxbt26UKMpCkVpqACmJBy+wAWAfUfb+sW73VwnTq/TQKsRCuCy6iZiFQgAKK9pbt8g24HD48OOCit+O9qK8ib5Yi+aDm8eH0sUzKkQMYjU76Ki2dUhJodFO1mPNvqgUID58+eHssDvvfceli5dCp/PR9zW7XZj/fr1nGUMw+Bvf/sbgMDdpIULF+LHH3+UPGdNTQ2WLFmCvXv3KvAKKF2FTjcJjpL61DcLyyMZ9W2lolyCCARZAG/ddVz0HBW1zbEPsJ2UNbpCt9PLmlzITtMiTUaN3mg6vHl8fqLTmgqTzOQ0vGiwelCUlTqVTEjvm0YBAUwNYEpXo6ioCI899hhuvfVWeL1eLFmyBJ9//jlmzJiBvn37QqvVoqGhATt37sS6devQvXt3nHbaaZxjTJ06Fbfccguee+45NDU14f/+7/9wyimnYPLkySguLoZGo4HFYsGRI0ewbds2bN++HSzLEsuZUihiUAFMSTj1jULXVhMmcIUZYA0YhoFOq+ZMkNuyW1wAV9Umrx4kfyJbeaMTg7qnRdwvGgdYTCynggkpR4Qfa3RCp2HQzZwaZdtIcZJoHWCSqZ0Cfw4KJeFMnz4dr7zyCv7xj3+grq4OR48eFa3PL9Z6eeHChSguLsYjjzyClpYWbN68mdMkg09aWloof0yhyIEKYErC4Vd9AACbo23CEb/rm/5EBQithieAU9QB5uORqUqjyQBLbZnsbmt+mTr+QK0DZr0mJcq2kSbnRZsBJjnANBZB6apMnDgRa9aswSeffILvv/8e+/btQ1NTExiGQbdu3TBw4EBMmDAhlBkmMXv2bEyfPh0rVqzADz/8gL1796KpqQk+nw9msxk9evTAkCFDMH78eJx22mkwGo0JfIWUjg4VwJSEU0twgK22tqwsyQEO/j9cKDe2iNeZrEyiA8xHrgaKxgGOdL5kdltrjqISRY3FjV457S/A315IDnC02tVL2MHPJv+ChNI5UaLe/dy5czF37tyo9lm0aBEWLVoka1uDwYDLL78cl19+eSzDAxCoLXzFFVfgiiuuiPkYFAqJ5FsvlC5HXZPQAbY62po+COoA64ICWH5TgqZWe8rUAhbrisbHE0UGWPJ8ScwBsyyLOov8993hJk+OSTRuwsVHtO+jmNtLTWAKhUJJPagApiSU41WNePz1bwXLrbY2ASyIQOjaHOBoSBUXWK6QiiYCIX0+RQ4TEw6PHw5P6ld44EO6+Ij2fRQTwDQGQaFQKKkHFcCUhMGyLK7/13vEdVwHWNgIAwC0Eg5wvx7dkJnOzX9V1gUEcKvVCV8S64PJ0T8sS25sEdP5kii4HO7oXoNSor+9kMYR7fvoFXktcqpiUCgUCiWxUAFMSRhbdh3HjgOVxHXhDjA/AqE/4fySSqEFGdA7H8X5WZxlh47X4bK/v4Eh5z+As+YvQVl1U4wjlw9LEDtyHGA/q5xzm0zDMdr6vs4UcYtJFx/KOcCxjIhCoVAo8YQKYErCWLH2d9F1VruUAxwQwHqJCMSAnvkoys/kLLv3uc+xYXOgH/2+IzV4/RPpYupKQJJAcqoikCZQxUoyM8DRCmCfnxV1ThMJ6e2P9n0U+xvSCASFQqGkHlQAUxKC3+/HF+t2iq63nYhA+P1+wiS4yBGIAb3yUcwTwHzW/bpf7nBjhqSZ5MgfOSJJK7O0Qyo5wEYZJc6cKdAVjhR3CFZwkIv4JDgqgCkUCiXVoAKYkhCOVjSKti0GAMuJCITbK6wKoNcFusRJVYEY0CsPhbwIBJ/D5fUyRto+YhU7cgRwhkEjqztZNKJNafiRBpOMDnhOT/IrQYi9/dG8k9QBplAolI4DFcCUhLDncLXk+qAD7CaUxQo2wtBpxCMQPQpzUJQn7QBnZ5giDbPdiGnPSKJUjkhSqYBsU+RKGMnSWyzLChpKGHWRv2LsUU6ciwdiFy7RvJdiE/poBphCoVBSDyqAKQlh39EazvNu2dzWwFa7OyCgPMImCqFGGCJuol6nQabZgOICaQHc2GKPezUIMZ0bKeMrZ1gqhkG6QY4ATo4C9vpZ8DWgHAfY6koFB1hEAEehgD0iUQ7qAFMoFErqQQUwJSHs5TnAo0t7cZ6zLAu70y0pgMWqQHTvlgGGYVAUIQLBsiyaWsW7xymBmJCKJIDlTIJjAFltg5Olt1yEWromwnj5LrbN5UtqbAMQf8/kvpc+gvgPraMZYAqFQkk5qACmJIR9R7gO8OghPQXbWGwuuAh50NAkOAkBHPx/pJaz9c3iOWQlEDNyI7mAsiIQDGDQyBHAyRFcLl7+V6dmoCFM3OO72F4/C7dCXfBiRTwCIbeJibiFTx1gCoVCST2oAKbEHafbgyMVDZxlo0t7CLaz2V1wuwkO8AnhG+wIx6cgNx1AQCDnn3gsRkOTTdaYY0U0AhHhLr8cl5BhGOg0cibBRdxEcViWRZPDw1lm0KqgIlyQpOlUUPMm81mT3BJZrFSdXO0q1cZaThk8CoVCoSQWKoApcedwWb0gS1nav0ggaC12l6ANsk6rhkoV+JiKO8Bt2d9IE+Hi7QCL3cpXygGO5HADie8E5/Wx2FVlQ52FK4CNOjXUKgZpYRPhNCoGGUYNZxmQ3EoQLMuKVntQxAGmEQgKhUJJOagApsQVh8uDl5Zt5CwrzMuE2aSH2aTnLLfZXaJNMPiPwyno1ub6lhRkSY6nrjHOEYiYJ8HJc4DbM4Z4wLIsDtXbYXEKBWywBnD/fBMyjWqY9WoMLDBBxTDQ86IcniQ2w5B6v+ReTEhFOGgEgkKhUFIPKoApccPv9+Oi217F8m+3c5b3LckFAKSnGTjLq+pb4RIIYDXxcTgFuRmhx6UDiiTH1NAc7whEbFlSeVUgAv+PJIMTmQG2OH1otAljK0CbADbp1BhSaMbQYjMyjScmNPKywckVwBLxBZnDohlgCoVC6VhQAUyJG9v2lOP3veWC5X17dAMADOyVz1n+6x9HhV3gwlzfSJPgAGD0EGG2OJxgBMLl9mL9bwewcctBRSsQxFpNQFYViBOasU83g+R2idRbLQ6y+AUCEQgxtOoO4gDL/GxIjT8FOj1TKBQKhQcVwJS4sftQFXF5n+KAAB43vA9n+Xtf/IbK2hbOsvCcsE5sElyYAB4+qERyTPVNVrAsi9sXfYTL73wTf7rjDfxr6SrJfaJBTC9FdoDlZIADCribWRdyVzUqBmY9V2gm0gGWEu46idbNQgc4eTPFFHGAJdo5JzqTTaFQKJTIUAFMiRtqNfnjFXSA+QIYAP7x1Kec55wIhIgDnJdtDj02GXWSY6prtOLn34/gs+93hJb997NfYXe4JfeTi5iYiqRJ5WWAA/9XqxgMKwlECkb0MCPDwBfAsoaqCGLjTtOrJTPLKRWBkNDeSmWAWxxeHKi1o7zJmbQydRQKhUJpgwpgStxotTqJy/uWBARwaf9CpKfpidsE0eu0ocekSXA6rRppPNF77UUTRY9X22jBa5/8yFnm8fpwrKpRchxyiacDrAkTlCom4Pxq1cJSY4nUV2IVDooypS9ESBGIZDXDiNUBtji9aHV4wbIsXBIOsNvHYneVDfVWD8qaXKhocrVnuBQKhUJRACqAKXGjxeIgLu9RmA0g4BBPG3eS5DHCHWAtYRJcdmaawGm87uJJKBapBlFZ24K1P+8TLD9eqYwA9osU1Iqkb+UIYH7t3CD8xYl0GPnJBZNOhaHFZnQzRxLAwtciJwcdD2LJAB9rcGJnpQ27qmzYU20XLaNGoryZCmAKhUJJNlQAU+JGq1UogKePP4kzme2e62dIHiNSGbScDJNgWVFeJta/czu+e+NWrH/7dsF6D6ErxTGFBLCoAyyhslhWvI1uOKICmLc8mRGI7hl6QSaZBKlDXLJiENE6wH4/i6qWNhErNRGQQukqlJeXY9CgQRg0aBDuuuuuZA+HQokIFcCUuNFCiEA8/Y8LOc+L8jKx5J8Xix5DHy6ACRng7EyhAAYAg06LQX0KUNI9W9ZYj1U2SK53uDz4Y18FmlrtktvFUgVCru7TiAhgftQ2mZPgxMbIR8Uwgm2TJ4Cl1glXunxiPn8Akeg7haIIDz74YEhoPvzwwzEd47rrrgsd491331V4hBRKx4B+VVPiBj8DfNf8s5GTmSbYrs+JTDAJnU46AkFygMPR6zTIyjBGGiqOSjjAzRYHzrv+eZy74HlMvvIp7DxQKbqtWI5VKt8qt06seASC5wAnsKACf+zRiL9UqQQh6QAThiTV9hgI1D2mUOLFRRddFHr8+eefw+PxSGwtpKamBj/88AMAQK/X4/zzz1d0fBRKR4EKYErc4EcgMs3k+rW9i3NFjxGuTUiNMEiCmk9BTnrEbaQiEF+s34n9x2oBAM2tDjz3v+9Ft43JAZYtgMnLk5sB5gtgeQ4wkDqVICSrQBDeS6mmF0BbAxAKJR4MHjwYpaWlAICmpiasXbs2qv1XrlwJny8QAzvzzDORkZERYQ8KpXNCv6kpcYPvAGeICOD0NAOuuuQM/OuOSzF14lDOun1HakKPSRlgsQhEOPm5kb/gy6ub4PUJs8EAsPjt7zjPv9ywS/Q4sXSCk1cDWLwVssABTpCOZFlWcK7oBDD368fhSUEHmLBKquQZAOg1qohOeLIqXlA6Bxde2BYlW758eVT7fvLJJ6HH4W4yhdLVoAKYEjdabHwBTI4iVLa4MPOsU3Hy4F5YePW56N2zrUPcGWMHhh6THODsCBEIAMiX4QB7fX7U1FuI6wx6Lec5wwRKYJFKX8XLAZbK1ibLASYZodEI4DTeZDmLMzmTyaLNAEdygPUaFdQSNZAjnZNCicT5558PvT5QQnLjxo2ora2Vtd/mzZtx9OhRAEBJSQnGjRsXryFSKCkPFcCUuMEvgybmAJfz6qJePvc0AAHHc8bk0tByUitkORGIvBxzxG0AoLq+lbg8K50r3O+57WLsrLRh23ELGqzc/J2Y9pRy/OSU/5ISlnxnOJ761+cP1LxlWZY4brmT4AAgnSeA7W5/UkqhKe0Amw3qiBcCcmMvFAqJjIwMnHXWWQAAn8+HFStWyNov3C2eO3cu57vD5/Ph008/xYIFCzBlyhQMHToUp556Ks4//3w8+uijOHLkiKKvgUJJNuTeshRKO3G5vXC6uOIwS8QB5lNYkI2Fl52GKaf0x8SR/ULLY41AFORGdoABoKq+hbg8vLvc8NI+GHFyoIMdC+BAtQULnv8EGrUa/7x+BgyZWcRjSDvAkccmJaj467z+QFMJqU5ssWB1erG3xg6Pj0W2SYMe2cILmij0b6BbHMCpqGB1epFl0ortEhckHWDCSikHuE83A4xataA0nfCcVABT2sdFF12Ezz//HEBA2F533XWS29vtdnz11VcAAJVKhblz54bWHT9+HDfeeCMOHDjA2cftdqO1tRX79+/H//73PyxcuBA33nijwq+EQkkOVABT4oLFJiyBJuYA8ynIz8bg8ychw6jhCDmyAywnAyxPAFfXkR1gq63NoT7r9BGcdaxKjZ+2B5yRhQ9+gFefuJ54jPZmgKUEsF4jXOf0+mEkREbaQ0WzKzRRrcnuhUnHvcBRS+SUSahVDNL0alhdbdlri8uXeAEs8f6T/m5iVSAKMnTonhG4LU0oc8whSQUvKJ2IsWPHokePHigrK8ORI0ewdetWjBo1SnT7r776CnZ7oIzjhAkTUFhYCCBQFeJPf/oT6uvrAQDFxcWYM2cO+vbtC7vdjo0bN2L16tXwer149tln4Xa7cdttt8X99VEo8YYKYEpcILVBTpcpgAGg0e5Fo90LrZoJdRVze4QZUTkZ4DwZGWBAPALRYnVAxTC45oozMWbkQOI2AHCorD5Q+5gR/rOKJgOsVgkFklS0QKtWQaNiOPEBp0d5Adxo577/FbyOZtHkf4Ok6bgCOBmVIKQzwNznLMsSHWCdhkHPnLbPd6T3orM7wGIRmc6ORsUofudFDIZhcOGFF+KZZ54BEHCBpQRwePwhfBLdfffdFxK/p512Gp599lkYjW136+bNm4f169fjpptugtvtxssvv4ypU6dixIgRyr4gCiXBUAFMiQstvBJoep0GBl30zt6hOkdIAOt1wo9rZnrkWIWcMmiAuAButjhw8uBeOGvqyIjHsNhcMJrbJ4D1GhXsbq7IilRVwKBVcYSkMwkVFWIRwCre65JyY+OFVD6bL1R9fuHfMidNg945Rs5FSlfOADdYPTjS4EhaWbtkolUz6JNrRK45MXcx5s6diyVLlsDn8+HLL7/EP//5T454DXLs2DFs3rwZAJCVlYXp06cDAPbt24f169cDAPLy8vD0008T9z/ttNNw880346mnnoLf78err76K559/Po6vrGvz3XffYeXKldi5cyfq6upgNpvRq1cvTJ8+HZdeeinMZnnzWiJhtVqxadMm/PLLL9i9ezeOHj0Ki8UCvV6P/Px8DBs2DDNnzsTkyZMTdmGXSOgkOEpc4DvAmTLzv3zCdcLJA4pQUpAVen7qyb1kHVd2BIIggF1uL1osDkwcO1h0v/DvBYvdRdxGchIcKxTAwnNIf/nwa8+SSopZXT7UWtxwE6pXKEE0E+CCJKuEm9xz8tc5PcJSeQPyTdDz3v+uXAXiUL29S4pfIHAH41C9dLdIJSkoKMCkSZMAADabDd988w1xu/DSZ+effz50uoCp8O2334aWRxJWV1xxBdLSApOO169fD5eL/F1HiR2bzYYbbrgBN954I7755htUVFTA7XajsbER27ZtwxNPPIGZM2di+/bt7T7Xm2++iQkTJuCWW27Bu+++i23btqGpqQlerxc2mw1HjhzBypUrMX/+fFxxxRWorBRvANVRoQ4wJS7wm2CI5X+jqYfKMAzee+JqPP32d9Bp1bjj6jNl7Wc26WE0aOFwSndM4gvg6vpWzLzhBQCAQa8j7QIA0Gm1cLkDx7Y53MRt/CxEJ6bx3UAdQQBHwsATYHyh1mjzYF9N4IdZo2IwoodZUIdXCjl/p1gcYH5WNhnRgEab+OeC70jzLywMGpVAxAMnSryRq+oB6NwOMCWxXHjhhSEX95NPPsHs2bM56/1+P6dKRHjt399//z30OCikxTCZTBg9ejQ2bNgAj8eD3bt3Y+TIyHfFKPLw+Xy49dZbsXHjRgBAt27dMG/ePPTv3x8tLS1YtWoVtm7diqqqKlx33XV4//330a9fvwhHFefIkSOhi5iCggJMmDABpaWlyM3Nhcvlwvbt2/HZZ5/Bbrdj8+bNuPLKK/Hhhx8iN1e8cVVHgwpgSlzgO6Fmk564XbQ6oG+Pblh67yVR7cMwDPJz0gXd3hiG4Qi76vpWjkhd9tXmkCh2usjCFgB0Ok1IAHsIDmEQFgBJIvIjpSQHGBHeJ37e18GLUByqa7sg8fpZNNq8KMgQF/V85PydYotAcPeJRRh6/SyO1DvQ4vAiJ02LPrkG2bfrqltckm8tfzh2ngA26sgXEd3MWlicXjQ7vMgwaGB3+zjiuTNngPt1M3X5CEQiOeOMM5CTk4PGxkb89ttvKCsrQ48ePULrN27ciJqaQEOhk08+GSeddFJoXV1dXehx7969I56rd+/e2LBhg2BfSvv56KOPQuK3f//+ePvtt9GtW7fQ+ssvvxyPPfYY3njjDbS0tOD+++/Hu+++G/P5GIbBpEmTcPXVV2P8+PFQ8fJoc+bMwXXXXYdrrrkGR44cQXl5OZ588kk8+uijMZ8z1aACmBIXbDIFsBzB4/OzMYmrcEgCeNKofti45WDoudPlQYvVGar7+8Qba0Lr0tPEf9TCy7NpCJUqgvhZbpkwm8uHqhYXWhzcyWWkKEGkd4nvALt9LPwsCxXDwE+YkFRndUcpgGV0q4shUKVEBKK21Y36E/WYa1rdMGpVKMwkf97CYVlWMJFPsA24zr3Dzb3AEWt7rFYx6J/fNkFzd5WNI4A7cxWIXLMWOWkaOgkuQWi1WsyaNQtvvvkmWJbFJ598wqnSEB5/CJ/8BgRuuQcxmSJPKA7fJnxfSvvw+XxYunRp6Pnjjz/OEb9B7rjjDvz000/Ys2cPNm/ejB9++CGicy/G7bffjqysLMltiouL8cwzz2DWrFkAApVE7r//fmJOvCNCM8CUuMCqNbjm8jNx1ukjwTCAOU3MAY78Ixmp85YcSDngiSP7CpbVNpAnwqVLZI11OnkCONxt9vlZ7Ky0os4qvP1OSibwBa5gDIRSaN4TDpzdLXSlDVHGLOS1a44lA8x9Hosz2uzgvodHG5yyIhtWlw9uGS5l+EvnRyCMOnmVNpLVrS9ZMAwDrVrV5f5L1kSh8FjDihUr4PcHPqdNTU1Yu3YtAMBgMOD888/n7BfM9AIIlUiTInyb8H0p7eO3334LOepjxoxBaWkpcTu1Wo0rr7wy9PyLL76I+ZyRxG+Qk046CX36BGrfOxwOHDt2LOZzphpUAFMUx+nxYcjQgZhxxijMv+IszD5nHMxGMQc48vEidd6SA6kb3OC+3ZFm5LqgLZa2yXvBCXeZGSacNKBE9NjROMBBalrdom6nWsUgP71tXAwDFKRLu7Uk1zh4C9riJMQyovydlvN3isWk50cgYjENw6tfBGmyR26r3EDI/o7qIbxQCopVP8sKqmuIOcB8+HcwOrMDTEk8/fv3D5Ulq6qqwk8//QQA+Pzzz+HxBD7nZ555JtLTuZ/vvLy80GM5wibYRhkA8vPzxTekREUwVgIAU6ZMkdw2fH34fvEkfHJkZ5r8SAUwRXGO1DuhVrcJwdHD+7fLAfaIqAWvnxVdx0ejFgrTfj3zBGXUwifvdcs2I79bJp5+4BrJY+vCyrtpJWrvhk+ockhkhTUqBr1zDSjK1CE3TYvSwjRoInRWCDhu3G2C7w1JIEabtU2YAxyDAjYRXFh+rIREM08kF2fpoSa8zyfMNLgIlTXkO8B8od+5HWBK4gl3gYOxh/Dav+HrgwwfPjz0+IcffpA8vsPhwJYtWwAEYhdDhgxp13gpbezfvz/0eOjQoZLb5uXlhZqY1NfXo7GxUXL79uJ2uzkXPkVFRXE9XyKhApiiKCzLopknPgb1L1bcAa61uLH5aCs2H7OgvEnYdEMOPbpnI4MXbWgOE8AOlweTxg1BRrp0Ni7cAZaqFhGu7aT0j1rFQK1i0CvXiIEFJqQb5EX1+S5w0AHmT4gDuILW7fWjulWYReZsLycDHIsDrEAGmLSPnNgMf5JWhkFDfA1BserilY/TqBjZpd/4sRZaBYKiNOecc04oo7tmzZpQVhQAevTogbFjxwr2Oeuss0KP33//fVitVtHjv/vuu6Hc79SpU0Ol1Cjt58iRI6HHJSXidxtJ2xw+fDguYwqyatUqWCyBkjalpaWcuwYdHToJjqIoFoLbCADmNHIZtFgywCzL4nijMzQxrLzJhe4ZekmX9ILTh+G1jzeFno8a0gNqtQqZvPJsLZY2AWx3uPGnOdK3owBuBtigFy+AH/5apV51rBP+tGoG4XHYoMAjvcfeE38mh8eHXZW20Lb98oyc+EWQeDnA/D+ZHKHNh+QaR6pAwLKs4DVp1AxUDAMG3L9PcDMX70KM1IJajFSod0zp3JjNZsyYMQPLly+Hy+XCnXfeGVo3d+5cYj554MCBmDp1KtatW4e6ujr87W9/wzPPPCOY5LRx40Y899xzAACVSoX58+fH98V0QKZNmya5/rvvvhNdFxSYAJCdnR3xXOH53fB9laaxsRFPPvlk6PkNN9wQt3MlA+oAUxSF75IBgMXqgNlIdgvkCGD+MX1+rsBhAbQ6pW95jxxcgllnDAMAZKQZ8PcTNYSzBBGINjfZ5nBJlj8Loj8RgdCoVdBqxa8p2Sgc4Fjg1/X1+CUEsJ8Fy7LYXWXjvJd1FvLrlePUxzL/h58BZtnoakMDYgJf+hh+VngREpwXKDZhjf85jKZeszADTBUwRXnCYw61tbUAAoJ17ty5ovs88MADoYoD69atw3nnnYelS5fiyy+/xEcffYTbbrsN8+fPD2U/FyxYwIlOUNpP+ORCvT5yBZvwbeJVjcPtduPmm29GQ0MDAGD69Ok480x5tfc7CtQBpihKBuF2vUGvFXWA5QgrfltgkksYSTMxDIOl916Cfy44B2ajPtSYgx+BCHeAbXY3WlvtMORJ3+oLOsAGg/R2HAdYYsAR4r6iiGWASVrL52fR4vAK4iU2QsWI4PaRiC0DTMjcstG9B6TPUCQHmPR6giJVpWLgC9u/zQHmnohYr1mErlYFgpIcRo8ejT59+nBuqU+cOBHdu3cX3aegoADvvfcebrzxRhw8eBAVFRVYsmSJYDuNRoMbb7wRCxcujMvYOzpSDm9Hw+/345577gm1z+7ZsyceeeSRJI9KeagDTFEUvUaFkwq4mVmtViPRCCOyEHB6/BzBQhIvco7DMAyK8jI5Xen4k+BaTmSAPV4fXB6voDg4iWAG2BhRALc9Fhutmonc9lgMvgD2SkUg/CxR7DIi5SHkCWA5o4y8j1xx6DvRAINUb9brZyWPIymARSbm8VtIRyOABQ4w1b+UOMGf7Mav/UuiV69eWLlyJR599FGcfvrpyM/Ph1arRXp6OgYOHIirrroKq1atouI3ToTXV5ZTZSF8G6XL0bEsi3/961/4/PPPAQQmvb355pvIzMxU9DypAHWAKYpj0gtnxrenEQYQcCaD7rKY4IkFsQxwsKVxZkbk4vCxOMBir7s9DT8EEYigABZx2SuaI8c7gsibBNf+TnCA/HxsRbML1a3ir8HrY4n1kQHh50XFtI0/8H9lHWA1QyMQlMRw7bXX4tprr416P41Gg7lz50rGJaQoKSnBvn37Ytq3q5Oeno6WlhYAgdrNkURtc3MzZ1+lYFkW//73v/Hhhx8CALp37463335b1sS8jgh1gCmKQxJxJpPYJDh5x2y2e0OigSQeImU+xRA6wIEM8K6DlTAZ9ZKZ3iByHeBwDRkfAczd1+ryweL0irrN0TjpCXWAZX4oInVxk4pB8F9P+PtOiiuwLCuIi0QzCY4/QdNDyMpTKJSuSbDRBACUl5dH3D58m759hQ2dYoFlWfznP//BBx98ACAQjXnnnXfQs2dPRY6filABTFEcn1c4Ic0kMglOrhNW0ezC1uMWtDi8xH1i7RZHygBv2nYIl/z1dWRlyLu1FKwDHNkBbnsspn+UFMAAsK8mcnencPwik9DkTYKLLQPM30spc1SqRjTfAdZwBLCwZq/bxwouJKKZBMd3on0sdYEpFEqAgQMHhh7v2LFDctv6+npUVVUBAHJzc5GTk9Pu8wfF7/vvvw8g0OTknXfeQa9evdp97FSGCmCK4tgdHrjd3C5bYu5oNJOBvH4WZU1OohirtXhwrCH6esD8KhAtVgdeWrYRAJCZKYw/fP7Nr/jxt72cZUEHWKoGMJCICIR4N7hoEJs0FwkZcWnyfnGaICbtAHOfcxxg3uvws8L8L8OQ328xdIT+1vxjUiiUrsnkyZNDjyN1d1u/fn3o8Wmnndbuc/PFb15eHt555x307t273cdOdagApiiO1eGC08UVwHoduT5utMatxekTzftWtrgkO6yRyCQ4wN//EujKk5nOc4D9Przz4few2bhCO5gBjhSBCIpIlmVFX4PcxgokdBpVu/YPQhK78coAA8IcsNRngmVZ1FvdqG6NPFFESgDz33+1lAPsZwURG62aicrxDjQ34S5z05lwFAoFwJgxY0INJn799Vfs2rWLuJ3P58N///vf0PNzzz233ed+4IEHBOI3PJLRmaECmKI4VrsLTid3cpJYljYWt88pIXL57W0jkcGbBBec/AYIJ8AFHT+3h3sOuRngYIZUSvcQjELZqBgG/fONkTeMAOlvEq8MMGk/qc/EsUYnDtQ6cKQ+stsfTQZYKgJRa/UIjqWN4cXyXWDqAFMoFABQq9W48cYbQ8//8Y9/hOrvhvPkk0+GuvuNGjWK4xyHs3z5cgwaNAiDBg3ClVdeKXreBx98EO+99x6ANvGrVKa4I0CrQFAUx2oTOsBiUiQWAVxr8Yiui1aW8CfBhcPPABtPOL38eMe0KcNhsTlgEHG5gzhPCB4pMdmeCAQAZJu0yEnToNEW3YVAOCQHNr4CmF91QfxcVS3yK1dEkwGWmgTn9PhxqN7BWaaJ4UpFp1HB4WkbU6y5dQqF0vm4+OKLsWbNGmzatAkHDhzArFmzMG/ePPTv3x/Nzc344osvsGXLFgBARkYGHnjggXadb/Hixfjf//4HIDB/489//jMOHz4csbXykCFDUFRU1K5zpwpUAFMUJxCB4Aowsd96pTVAtPOKpARwRjrXATbo1DDotQIHGABmnzMu4rmCZbSkKlbwy2XFQjTluUiI1Q2ORKz1i/kRCLFTRdshLjoHOGw8Ml5HNPnfIDrePvyqEhQKpeui0Wjw3HPP4Y477sD333+Puro6vPDCC4LtunfvjsWLF2PAgAHtOt/WrVtDj1mWxVNPPSVrv0cffTTmUnmpBhXAFMWx2pxwOrk/7mIOYqz1e8XwRHk8o14LvVYDF0HUGnmVKzQqFfKyzXC55bmrZRX16FHcLfTc5fHjYK0ddVZxB7u9DjDQfgHM/1uxLCvrQkWxCITI3zDayKzUZ0GqDJqcz2QsWWt+1QgagaBQKOGYzWa89NJLWLNmDVauXIkdO3agoaEBaWlp6NmzJ84880xceumlitb+7cpQAUxRnFabC07eHCWx29qx1u8VI5bjZWWaUFPfKljOz/SqVUBejlkQgRDjeEUdRwCzgKT4DZyj/QI4mvJcJPj6T65LH+skOEGTCJE/YbRlw8QiEDaXDy0O7kVMuKA16lSATfrYMTnAvFJodBIchUIhMX36dEyfPj3m/eU0NAmfTNdV6XQC2Ofz4dChQ9i5cyd27dqFnTt3Yu/evXA6A5Nm5syZg0WLFkV1zGPHjuGDDz7Axo0bUVVVBb/fj/z8fEyYMAEXX3wxBg8erPjrSMY5laK+yQKnitv5jSRepKohxIpXrO2ZBLmZaUQBzK/rq1YxyMs2EyMQJKpqmuD1+qDRCDvjiaFEFQcpB1ivUaEwU4ejEiXj+H8ruX8jpRzgRpsHxVnCzoHRC+BAA4vwaMbxRiexgUb4hUdumhblTdJVJviNLeRAJ8FR2oPP74fH44NGrYrqO4VCoZDpdAL4tttuw+rVqxU73rJly/DII4+EBHSQo0eP4ujRo1i2bBluvPFG3HTTTR36nEpS22CBLp37Y08yu6ScRQYBURKtQI7FAc4h1PsFhHV91QyDvJx0HKmxyDqu3eFCQ5MFBXlZssfSnioQQaQ6lKkYck3acPhuvRzhyUC5DLDV5UOD1YNcM3dSYbSfBZYNuNlBrerzs6Ld48IvPEw6NYYVm7Gryib62rUxFD3mO8AkgU6hkKiua0FdkxV+loWKYdCjezayZLRpp1Ao4nQ6AezzcUtkZWVlISsrC0ePHo36WCtXrsT9998PAFCpVDj33HMxfvx4aDQabN26FZ9++incbjeWLFkCnU6H6667rt3jT8Y5laam0YI8HXdyGSnX6ZFwa/vnG3G80RW9AI7BUc7NInd8E0YgGHTLNmNfeZOs4zqcLlTVNEUpgNsvhjSqQHc10juhYhhoI7Tw5V+YyJsAJ398cqi3ugUCOJbOaR6fH2qV+sRj+dU30vRqjOqZjt/LLMSoghIOMHtiTHxhnMpEOxGREh1+vx9l1U2w2l1INxlQ0j0LdqcHNY1tF91+lkVVXSsy04304kkh6Oe6a9LpBPCwYcPQr18/lJaWorS0FD169MDy5ctx9913R3WcxsbGUJkRlUqFpUuXYtq0aaH1s2fPxty5c/GXv/wFDocDzz77LKZPn96uGnrJOGc8qGu0wpydzVlGEi8kt1bFBG5B56RpUdnsQuR2B5GPGYlsEQeYL4BVqoBbadBLlzsL4nR6cLyiDiNOll9UXAkBzDAMVCqywx5wgKXP0WT3INOoQZo+IBzlCOBY878AOfZhcwtrPccmgFkYTvy5pJp5qAnviUbFYHhJOn47JozHxJIBJu3j9rHQdYBvYdUJx9sfQ8SIIp+GZhuaLYGSe00WO9QaFbyEqIzb64XH6wvVIKe0j6Bxpoq1nSWlQ9Lp/toLFizA3/72N8yYMQM9evSI+Tivv/46rFYrAODyyy/nCNEgI0aMwK233goA8Hq9eP7552M+X7LOGQ9qGyyCRhgkXcoXVlo1g7F9MtE/3wQVwwhujQNArxyDYJnUMeWQm0l2gEkZ4N5FuahrEAoiEk6nG2vWb49KNCghgAFxQapSMdBGiEC0On34o8KK8qZABMcn46KiPcM2aIXjIY0/lpJ54a6v1MWRWPZao2aQZRSKjFgEMMMwhFJoHUNQarVaqNVq2GwRZgdS2oXFxr3kr2+yotliJ24b3rSH0j7sdjvUajW0WnnmBqVz0OkEsFJ89dVXocdXXXWV6Hbz5s2DyRRwENeuXSvI7ab6OZWGZdmAAHZxv5xJEQhSe9lImA3Skz/8rHgZLTHEIhCkDPAZ4wbhWFkN6hpaIh7X4XSjqqYJG34it7UkocQkOEBckKoY+SK7rMkFi9Mbdwe4m1n4o0NsxxyjAyxnf6n3hLQu1r+ToBRaB2mGwTAM0tPT0draSm8XxwmWZWGxy/8upwJYGViWRWtrK9LT02mkpItBBTCBgwcPoqKiAgDQr18/SSfZbDZj9OjRAAJXkb/++muHOWc8aLU54fJ44XRyy32Rbj/zhZUcUWHWqZEeJoJJ7mG0LnAOwQHW67QCB1qtYpCVbsSHT1+LHzZuxZHDZSg0a4gOIRCYBAcA//1oHapr5OWGFdK/4g5wlF/wxxqdcc8Aa9UqlBZx/wakc8bi7oeXQpPaX+raizSpMNYfSv5FXkdqhpGZmQmPx4PKysp2i2A/y6Ksqgm7DlbiaEUDvB3kQiCeuCVavJMIfr9QYodlWVRWVsLj8SAzMzPZw6EkGBogIrB///7Q46FDh0bcfujQodi4cWNo3ylTpnSIc8aD2obAZA1+rVxSCoA/KUnOxCKVisGgAlOoJW5hpg6bj3GrMnj9LHSknUXIITjA/Pwv0FahYeTgHhg5uO0C5UAt+RalxRpY3mqx4+6H38F9t1+Evn2KJceilAMh5QBHg8Xpg5FwkSE4bjuVu5bQDc7nZznua3sdYLEIhFol/b4XZOhRGdaCOVPkgkcOHdUBBgCTyYSSkhKUl5fD4XAgIyMDJpMJarU66s9ts8WOhuZAlKjZ44ZaxSIv2xyPYXcYmi12sH75LcwdDh/sdke7/+11NViWhc/ng91uR2trKzweD0pKSkJ3VSldByqACYT3wi4pKYm4ffg2R44c6TDnjAchAcyrlSunva5G5gQErVqFnmFZYDVvwpfUbH8SpAwwP/8LiLunYrfPW62O0GOrzYnv1m7Bnx4ajJ0VNtjcPqgYbtOJwoxoZLs0YmONRWA7PVyRRqow0d7fYNLFz29HW3FysRnmE5Px5AjgbJMGTfa2zx5HAIvsHykSYtCq0DvXgIpmF7RqBr1ypXPoUug7sAMMAOnp6ejVqxdaWlrQ3NyMhoaGqI/h8/lRVc+NENXVANaCbJE9Oj9erw/VEeYWaDVqeLxcl9htb4JarYJBp6G376NErVYjPT0dmZmZVPx2UagAJmCxtDmK2dmRv5SzsrKI+6b6OeNBbWPQAeYLYOG2ETPAMrWBRqWCzy/vVjcJUh1gg0GYSxXTSfxOZgDgcnkE70GrzQkVw2BocRpsbj/0GgYMw6DO4oZGxRCzsLEidi0RfA0ME6iTKwcXb6KWSa+GzcX9IW5PBhggi1AWQHmTEyd1D1ygRBLAg7unwe72cQRw+GdB7HMhJ3pTmKlHYaawOUe0aHkOsFi3ulTGZDLBZDKhe/fu8Hg8UU3y3HO4Grcu+ojYTvz7t27tkrPwm1psuPHBZaislZ5X8I9rz8IrH/2EphaHYN2EkX3w6O2z4zTCzodKpYJWq6UXDV0cKoAJ2O1tt7T1+sg/egZDmyMU6yzpeJ+TVFEiiM/ng1qtTGch+4nsrxwHmP/jzxciRVl67Ktpe18yRCbA8YsaRDsJjlQGjdQGWezLklRUwWIV/khZ7YHMHsMwIVcTgCLCio9UFQgA6JdnxMFa4RhJuHguZZpOKIDbi4phBI44AI6YlSpjlp+uRZZJIxDr4aJZPAKRuB9BYTe4juUAh8MwDHQ6+XctWJbFv57/CocryHn4ynor+vfMV2p4HYbnX1mN33aVR9xu+oRS/G/VZuw8WCtY99HqP3Drn89E7+LceAyRw5GKBnz09Rb0LMzBRWePRHl1M95e8TPUahXmz5uIgtyMuI+BQlECKoApijK6tAc0ahVBAEPQ9UoQgeA5wFkmDdINalicPqgZoCSbfOuZL/aijYpqCOJ/6EBuDIXk8obWEQRUq1WYC7bYEletQ3wSXOD/uWlaNJu9aLB5ZDvBQdL0KoB300GJSUwaFUNsOhE6h8Qpgn8f/sVIuAAWc5CVqrwhB34TEq+/63SD27T1ELbuLhNdv2N/ZZcUwN/9tI/zvF+Pbjh70hC88P6G0LKZp52MDLMBfYq74dcdx4jHOVLREHcB3GJ14Nzrl4bKtf3z2c8AFnCd+L5/9aNNeP+pqzFuWO8u6eZTOhZUABMIzwO5XJFn2oaXIUtLI5fUSvY5v/vuO9F1Q4YMibi/XE7q0x3/e+wvWLflkGAdi0B+NIggAsETIiqGQWlhGhweP7Rq8fq1fP1CcpsjccbYQVj7S+CHSKNW4bqLJ6MpbB5ftGWySA5wYgWw2HIm9P8B+SYMQKAW7bYyi+wLB71G+HeQEq5y0ailBbBUBCLobPMvVMJd41gzwErC/4wDgXHFUle4o/HyRz9Irv/lj6OYM32EYLnd4QYLFmlG5e+UJJtmiwNl1VxH/NG/zsYppT3xx74K/LD1EHoWZuNfC88DAPTp0U30WBU1zfEcKoCAWA+vVcyPsvj8flx8+2s4d0opXvnP5XEfD4XSHqgAJpCenh563NQUuXxVc3Mzcd9UP2e8mDS6P04d3hdbj3NtQj/bJsxYlpVVBYJhGJh00vGM9jrAAPCfm2fC5fagur4VCy87DdmZaWiqbxOxkgKY4N5ZLCQB7EqY2xfJAQ5Hp1HhpO5pOFBrlzWBkOSYRjvxkITYexx8zyQF8Ild+TPiw43pVBDApHN5fSy0yiSQUpajFQ1Y9+sByW3+9/mvOHVoL1x45sjQsi/W78TfHv8ENocbd/zfNNx65RnxHmrC8Pv9eOilrzjLdFo1TintCZ1Wgw+eugZ1jRZ0yzaHvjP6log7vJW1zfEcLgDgSEW9rO2+3LALB4/XdklHn9JxoPcoCIS3Fi4vj5zNCt+mTx/5bW+Tfc54QtIU4dlcHyuc4xapQ5ncc8XiAPcpzsWyp6/F+nf+iotnjBaILamhETPANqEA9nh9oVuF8UZMY4sJ40yjBiNK0tE/zxixogPp76SEpheLIgTjM1ICOLiGLzD9JyIGta1uQTWLSOeNB2oVI3h/Y6lv3NF474vfBLWD+xHczFsf+Qj//ewXAIG/+f1LV8FqD1w4Pv3WWtQ1ps6E3/by2Ovf4oMvN3OWDexdwGlvnJfDbc7Qp0TcAS5PgAN8tKJR9rY7D1TFcSQUSvuhApjAwIEDQ4937NgRcfvwbQYMGNBhzhlPSEIr/HeeNPs91tvAfNcviknpovAnXElVOSC5ejMmDsZd154lWG6xJiYGIVYbVErradQM8tJ1yI1QjUKjZtAjm3s7OlKL6vbgZ1lYXT5JZz/oQPO1OQvg5yOtOFQvPuEvkQ4wIBTcXUEA//LHUc7zay+aiPXv/BVXzRor2Pa/nwUa+xyrbERNfVtpMJ/fj+17I5sDHQW++AWA0v6FkvsM7JWP/j3ziOsSEYE4WiG/7N3+ozVxHAmF0n6oACbQv39/FBUVAQAOHTok6cjabDZs2bIFAGA0GjFmzJgOc854QnSAw0Ql/5Z5NC16I50rFgeYD7+SRLQZ4D7FOZg/b5JgucWemO5NkTLAUkg5ogwCXdMKMnShShYZBjXyzO2vYSzm8Pr8QJ3FQ1wXJFhfV2qyohiJdIABYdRHrDpFZ4Jf4mvCiMAdr7vmnw29jpvEO1JRD5ZlsfNApeA44fnTjkxDsxUNzcLqPScPKJLcT61W4eV/X4ZZZwxDehr3IjSZAthsEuaz9x0VVqugUFIJKoBFOOecc0KP33rrLdHtPvzww1AJszPOOANGo7FDnTNeMAwDvqzgOsARagBHgTAD3H5BwTeooxXAKoaBXqeBjhfuTNREOPEyaJH3lRKEGnWgdrFWrcLJRWkY2zsDQwrTZHXxi4SYE+r1s6i3uYnrguSlBwR4LBdRiW6k1dUcYK/PF2qQE6QwL1AqKz3NgDVv3MpZ53B60NBsww6CAK6J0Cyio7BfRBxOHTOQuDycQX0K8Px9l+L9J6/hLK+qa4UvjnWlW6wONLVyq9v06J6NWWcMw9o3b8VTd17IWUcdYEqqQwWwCNdcc02ousK7775LrKLw+++/49lnnwUAaDQaLFy4UPR4gwYNCv0n5u4qfc5kwxcW4RlAftmsWPO/pPMooSf4EQgpfUdyHYOL+M6INUEOlpiok+N2SgrgsHUMw0ClYhSb1JebRo5e2N0+wQXJsGIzumfokG3SYHB3U6jFcEfoCsu/WFBiAqESWGxOON3STnss1DVaOY1qAKAwLzP0uGf3bGh4//6PVzVh536hAK6uT20B7HC6sfdINRxO6Qu2A8eEAvj5+y5BnyjKmBXnZ3Ke+/x+1MQxI32Ml/9VqRisf+d2PH/fpSjKz8LA3twJb8cqG+PyeaJQlKLTVYEoKyvDxx9/zFm2b19bncXdu3dj8eLFnPXjxo3D+PHjOctyc3Nx33334a677oLf78dNN92Ec889FxMnToRKpcLWrVuxYsWKUMmym2++Gf369WvX2JNxzniiUjHwhf24dyQHWE6FiiAk7R4sFZaeZkBjS5tr0ppkB1iWAJZ4rUo4vWLkp+tQ2ewCXw/ym25oVAzS9Gr00QvvfDAMI2iNnWqkogP82seb8Oir30ClYvDYX+dg7pkjFDt2VR1XtOq0ak73RbVaheKCLByrbBNYZdWN2HGgQnCsmhQWwLWNFlx026s4XFaPwrxMLH/uOvTonk3cdj9PAM86YxhmnTE8qvN1yzZDr9VwJtZWVDejKC9TYq/Y4Y+5OD+LM2GPL4D9fhZ7D9dgxEncmuoUSqoQdwG8Z88ebNmyBVVVVWhtbYXP58MjjzwSt/NVVlbipZdeEl2/b98+jiAGAk4qXwADwJw5c+BwOLBo0SK4XC6sWrUKq1at4myjVquxYMECLFiwQJHxJ+Oc8YKvwYK5WovTi7ImrhPaLgEs6AQX86FC8CfpSTnUDMMgy6hBsyPwQ6TXMKGudelp3MlhSXeAZbzPUjECUh1bpdBpVBhWko5tZVwXiy+ADVrpuwVqhoGP0EfboFVhSGEadlRYORc4mcbE+gAa3gc20Rngr3/YjeXfbkNp/0Lc+KfT0GJx4JFXvobbE3if73p6Bc6aOJiY64yFqjpu/rd7twxBk4Qe3bM5AvjXHcc4F45BUtkB/vDrrThcFigTVlXXgtc+3oT/3DSTuO0BXgSCLx7lwDAMigoycaS8LZe76LVvsOTeS+Iigj9b+wfn+YBe3DGnGfXoU5LLGc+XG3ZSAUxJWeL2zf/1119j6dKlOHSorSFCsJ4nXwDX19dj9uzZ8Pl8GD16NJYuXRqvYUXNZZddhgkTJuCDDz7Axo0bUVVVBZZlkZ+fj3HjxuGSSy5RtJFEss4ZDwIupNABPtIgdEHbF4GIvwMcSaAPyDehotkJHwsUZepDsQD+RJWEOcAiQlVORjZSBjieGLSqQKtld5votbq5AtgYSQCrGPBtZBUDDC8xQ8Uw6JljwOE6B1gE/lY6QmOPeCKYBJdAB3jr7jJc/6/34PP78eWGXfD7WfTvmRcSvwBgd7qx5qe9mD0tOkcyyMHjtdDrtCH3ky+ACwnirEch1yl9e8XPxGPXNKRuGbQnXv+W8/z1T34UFcD8DDBfTMqlpCCbIzh/+eMoxlz8GPQ6Da6bNwl3XnOmIhGlqroWrPttP2fZ+VOHCrabMakUL37Q1sFu5do/cOc1Z8Lu8CA9Td8lOh5SOg5xEcD3338/PvroIwAQ1H4k0a1bN4wfPx6ff/451q5di5qaGhQUFMR07rFjxwoc3vbSu3dv3HXXXbjrrrtiPka0Y1LinMmGVJ2BZVmBowcoHYEgb1dvdaO6xQ29VoWeOQZiRzOA3KQjkkDXqBn0yhXekk838Rxge6IiEORl7a0C0Z4LFbkISpnx/p6yBDAPk04deu356YHssJ8ld7WLN8mKQNQ3WTHn5pc5edx3V/2GsycOFmy7av0OgQBuarXjWGUjBvXOh9FArvrx0Etf4aVlGwEAd117Fm66fCqqeK5t924Zgv16ds+R9RpqGlpTtnU0P+cMBJpd8N3uukYL6pqsnGWxOMAAUJRPdnpdbi+WvLsO/Xp0w0Vnj4rp2OF8tXEXpzJOmlGH8047WbDd7GnDOAK4oqYZvaffBwCYPLo/3njoCtHPDoWSaBT/9l+8eDE+/PBDsCfEzqRJk3DHHXdg7FhhvcdwZs+eDSAgPtavX6/0sChJgCRMxbKZ7SlFJacMmt3tw8FaBywuH+qtHhxvFBeiJEESq0DPTOeK4vomYemjeEASunLfY8kMcAJmmUVyqQ0R2qaRNDo/NqFVq5IifgFSGbT4B5bLqpswYu4jApFWXd+Kt1f+Itj++1/2hyZyWe0uLP92OyZf+RRm3vACpl/zHA6XCzuC1TS04tWPNoWeP/HGGjS22FAdgwMshtvjE1QiSBVys4Qt6Y9WChtH7DrIbRBhNGjRp1i8wYUUxQVZkuuXvrcefgUyYVt3l3Genz1pCExGoZAd0q8QA3qR6xRv3HIQn30fucY9hZIoFP0FOHr0KF5//XUAQEZGBt5++2289tpruPbaa9G/f3/JfceNGxcq5/XLL8IvZErHgyRMxdyu9tyGluMAVzS7OKnQeqtH9O4EaVZ+rAKY79CUVUduc60EJA0pN76QzAgEENmlNuikPyuk/Q1JErsk+DnqRDjA7xBErhQutxfb9pbj49XbMHjmA7jlkQ/R3BpoJnKsshH/d887sDm4efZte8o5Atvn92PY7IexkpcdJQngMUN7yR4bP1KRKpC+T3YfEnZD28VbNrhvd6hjvLNSEkEAHzxehxc+2ChY7vZ48cX6nfj+1/2y7tJu28MVwKeeTP57MQyDq+dOED3OyrW/RzwXhZIoFP1VWLZsGbxeLxiGwYMPPhjR9Q1HrVZj0KBBYFkWBw8eVHJYlCRBdoDJ4jLdIO3qSZ6HPwmO94XOsizqrcJyPGLlpwQVIFSMrOgAiZ6F3Fu7ZVXyW4m2B9J45dbIZRhGVAS3J6oil4gOcAQxS9o/0sS5RMK/iPD55UXF2sOWXcei3ufvTyzHbY9+RBzbobJ6fPzNNs6y32V2aSNVRijKz8Izd8+Ttf++I8o0WLDYnPjrYx9j6lWL8cQb38Lr8+GOJ5aj31n3Y+YNL0TVWMLj9REn7e05VC1YtpvnAJ/cX7r5hRTF+VkRt1n06jfYsvt46LnL7cWf7ngD1//7PVz5j7fwwAtfSu7f1GLnTFAEgJGDe4huP2/GKBTkphPXkZp/UCjJQtFfhZ9/Dkxc6NmzJ84+++yo9y8uLgYAVFcLvzQoHQ+5DvDJRWkxC8zAeXhCm3fHj5Q5BgCHh3xr0C2oABH72Pi3do9XN8Vd7ABkBziaLmlirzkxEQjxdQwiC2TS60wlAUwafzxdYI/Xh9/3CUuKRYIvevjwXUG5bYpPObkncflFZ43EIBlZ2D/2y3stfr8fGzYfwNbdZcQYwOuf/IgPv96Kg8fr8Ox/v8fdi1figy83w+XxYvvecjz/nvwoHj/TG2QHoZYxPwIxJEL7YykiRSCCvLfqt9DjR1/9htOa+q0VP8PuEK9bvG0v9+9s0GtxUl/xOToGnRbXXzyZuE6s2yOFkgwU/VWorKwEwzAYNmxYTPubzWYAgVa/lI4PvxKB3y/8AtRrmIiZzojniZABbnWSBbDdTV7u8SpXo7gnz+0KdrmKN6QqENFoV7HXrEvEJDgJoS7HxSaJyVQSwKSLiHjGgPcerobL7eUs65YtzKtGS21Y04Xvf92PjVsi37kb3Lc7cjLFz11cEDkLLNdpXvjgMlz29zdxwcIX8dRbwqZCz7yzlvP8/S82c56/85n82EhFdTNx+W87j2L9bwfw8MtfY/RFj6Lk9Htw8HgdZ5vSdghgUpzknMmlmMeb+Ba8OFn7yz689vEmzjqP1ycQueHw3+9hA4ugUUt/Z19x/hhkZ5gEy8sTZABQKHJQ9Fch2J7XZBJ+8OXgdAYmJun1ytSfpCQXOQ6wEo5ipAywNUoHONoKEFIU5mUSu1zFG9LbGs3MebHXrNUkNwIh5/PCr+Esd79EQRpKPJ0x/gSmPiW5uOWK06M+zuTR3HkcwaYUzRYH/nL3O7KOMXGUdOOe4gKhoEvjTbbaebASXh/53zTLsth9sApbdh3H5+vaJlwtfXc9mi2BDPPRigac9uenFZt8eLSiAXNueZm4zmJz4fI738SLH2wglnAzGXQY0i92AazXCQs5TRs3CFdcMIazbP/RWlTXt+Kvj30s2B4AftshHpHZyWtJPWxQ5Lq+JqMOd80X3gW22l2hLDmFkmwUFcBZWVkAgKam2H7gjx8P5JRycuSVxKGkNnIywHJzqdLnES4Ld4FFIxBiDrCCEYhgl6twyqrjnwMmRUqieatJk9106tiz0NEgdb0h5/Ni1AndqVQqmxXoVpe4iXA//36E83zU4J646CxyaSyx7GbPwmzc+KcpnGXBtrubdx4jlgAjMWFEX8n1JAf4knNGc547nB6s3rRHsJ3H68Olf3sdZ81fglk3cZsh+fx+rD9Rx/aeZ1biUJmwigUJi4y63cGyb7Ew5dT+RBEbDQsuaYsb5OekY9a04SjtX8i58GZZFg+++KVoFZrfdkoIYEFmWZ5gv3zmqXjjoSsFyxM1EZhCiYSiArhnz55gWRZ//PFH5I15NDU1YefOnWAYBieddJKSw6IkCTkOsDICWHiM4Gm8PhZOL/nHWb4D3L4x8if9lCXJARZrjkGC9JoT1TBCapxyzPjuGVzHsDgr9e4o8d/KeDnAHq8P6387wFk2dnhvZJgN+L853O6Xeq0Gny65XtC8BQhEF/JzuOK4udUBl9sb6n4Wzp/OO0WwTKViMHZ4b8nxkjqYTR7dHz15Wfp/PvOZILe6/Nvt2LTtsOix1/y0DzUNrdiwWf4kazlibe0vsdednz6u/b91d88/G0/cMRd/+8s0rHrpRhj1Whh0WoGzzK/GEc6WXceJOemmVrtgMmDpAPmT9s6aOFhQqYIKYEqqoOgv2sSJEwEANTU1WLNmTVT7vvLKK/B4AjP1J0wQL6NC6TjwXTeW4AArEoEgfIqDRdttIi4vEBC6pJrBfJHe3uYPgolwCRDAJMezvRngRNXNlcoAy/m8mHRqDMg3IsuoQWGmLiUFcKIc4M07jwm6D54xdhAA4JYrpnJq115wxjD0LMzBvQvOFRynV1EuCggNLGobLYKawPPOHoW500cIti3tV4hMs7BZTDg5mcL43JB+hbhq9jjOsromK1b/2OYCsyyLNz/9SfLY637dj1Xrdkpuw6dcJNsbxOfzo7I2trJsapUKZ4wbFNO+nOOoVfjTeafg9qumcS4gomlBbLW7iG2m+RUr9FoN+vck1/kVo4RnAJTXUAFMSQ0U/UWbO3duKL/7n//8B+Xl8iYrfPrpp3jrrbfAMAwyMjIwa9YsJYdFSRJ8DZUMB1hsolsQt1coPEhl0NoDv8tVshyQqDLAhKsKXQLyv4D0Z0Lu56WbWYfBhWnonWtU5DOmNPzPVLwc4LW/cNvXnjygKNSJLS8nHe8/eTX+fMFY3Hrl6fjXwvMAAOdOKRUcZ9SQHsg0G6DXcm/XH69qxBGeAO7Xoxv6lAgbO/TtEbnZw6ghPWE0aEPPexXloCg/E9deOBH9ePuHV1N4d9Vvgqwqn6ZWO556MzpjJtK/1UiVMgBgyin98ejts/D6g1fgzmvOBBD4t3j7VWcIXHUlGS4hgHMyTdBquFEh0mvZeZD7ng7qUyDYLxJ8B7i6Tii0KZRkoGgr5O7du+Pqq6/Giy++iPr6elx00UW46aabcN555wm2dblc2Lp1K95//318++23ofaWt9xyS8yT6CipBV9w+VkW/LkrykyCEy47WGtHaVFaRGHh9voFFQK8vFuB7W3+IHSAE1ML2KBVwRkW8+iWppXYmktSHWCJ06TSZLb2wBfl8RLA/Pq/Z4wdyHk+pF8hHrmdazhkZ5jw5wvGhqog5Oek4/SxA8EwDPJz0zmi8JK/vi44Z++SXBTkpsNs0sNqb2uWcf7pkasDZZgNWPTX2Xjoxa9gNGjx+B1zAplpNYNzJpdiaVhpsr1Hqk+8xuP45zOfRTw2AIEbHonyCAI4OIZwbr58KiaO7IuV3/+B0n6FuOKCMaGqCWdPGoJ5Z4+C1+cn1kNWEikHePa04di07TD2HakJLTte1YTxI7jb7T/KrbkcS8k2fjWIFiudBEdJDRQVwABwyy234NChQ1i9ejVaWlrw8MMP4+GHH4ZW2/bje+qpp8JqbaubGCyLMnv2bFx++eVKD4mSJAQNKvwAVMo7wAzDgAE4nd4sLh+a7d6It5ZdPj/8LIuaVjd8fhZ56TpBSSqlBXBlbQt8Pj/UahVe/nAjHn/9W+RkpmHJPy/GuOF92nWucHpmG3Cgzg6WBfLMWqTp5Ts3JAGciC5wQPvLoHUE+EI+HhEIn8+PnQe4t7BHl8rruHb/wnPRqzgHFTXNuOL8MUgzBu7sFfAEMIm+Jd3AMAwuOWc0Xv/kRwBA/555mCbzdv+FZ47EhWeOFCw/qW93zvPvf9mP+5d8jjeWS0cf2kOZyO36w+X1qKprwZ7DXAE8cWRf/OPaswAAk0aTu5+SSpfFg/4985Bm1MFGqPF70VmjUF7dzBHAf3v8E/z6x1FcePbI0GTFoxUNgmNGS4bZwHneYiELYLvDDRZs6LNG6ZhMmzYt7udgGCbqmC0JxQUwwzB45plnsGTJErzyyivwnbD8PB5PyBG0WLjlYNRqNW644QbcdNNNSg+HkkSEVSBY+H3cZUo5eioG4Dd2q7W4I4o2t5fFkXoHai2B/HlZk0uwDb91bbTwawF7vD5U17eCUTF45OVv4PP7UVXXgvuXrMLq125u17nCyTVrkW5Ih49lYYyy1jLpfUuU+yo9Ca5zCOD2OMCtVifS0/RgGAZ7DlfDbNIT3cRDZXWwO7niZ9hAeROYxJoZ6GRULOhTnAsA+NeN52LYoGI0tdhx4Vkjo751zofUfIEkfuedPQprf9mnSL1tUn3fD7/egr8+9glx+4G9xRtEJBq1WoVhg4rx03ZuFZCBvfIxdGARehUJqy0t+3oLln29BbdcMRV3XnOWQAD3PvG3jYbMdG7uu5kggF9athGPvPI1DDotHvvbbMwhZMgpHYOKioq4Vt0JpgWUQHEBDAAqlQq33norLrroIrz99tvYsGEDjh49KtiusLAQU6dOxdVXX40ePcRbK1I6JsIqEMKWr2qFXEVSV2OPL/I/FJfXHxK/YrTX+eyWbYbRoIXD2Xae41WNOHS8jlM+avehKljtLphNyjkgsVZu0KgY6DUMXCcy0ioGyDDE5etCQHvrAHcEYpkEx7Is/vb4J/jom20ozMtASUEWft1xDCoVg0duvQCTTxmAR1/5Gk2tdtx8+VRU8CZnFeVnIq+dmdNBvQvwo0SlhaL8TBgNgSocKpWK6OTGSr8eedBq1PB4xXP9p57cC0/+fS72HanBG5/+BIfTLVr94OyJg7HwsqnYe6Qadz75KXEbfu1er8+HB1/8SvT8fJc62Yw4qYdAAN98xVQwDIOeBAEc5Ln/rcOZEwYLXn/v4uhLlPIFcKvVKXj++Our4fezsDvd+M8LX2DqqQPx7P++R12jBdddPAnDZdQepqQOHaXZSVx/0YqLi3HPPffgnnvuQXNzM+rq6mCxWGAymZCbm4u8vOhvp1A6DiQHWBAviKOg0agZgbPGMIFqFEHEagEHUTHkSXbRwDAMehRkY/+xtjxdeXUzrIRbkweP10U1ezteMAyDPt2MOFTngJ9lEzqZTOp6o7M4wMJJcJH3+XH7YXz49VYAgRhNsPqA389i8TtrsXzNdvx6oqHBL38cFTR6GDaouN3jPn3sQMlqC3JjDrGg1ajRr2ce9h4W5m6DPHL7LKjVKgzpX4gn/z4XANDYYid2qZsxqRSjhvTA0IFFogK4rskKr88XyvD+8vtRNLXaRc8/akhqGTlzpg3Hix9sCD2/ava4kLvas1BazK4KayQSpFeEfUhk8Sp/8DPAe49Uw+1p+x6ub7Lhz3e/HWq1/d3P+7Dl47toNKKD8N13wq6LqUpiLB0EmmQEG2VQugbC27zxaYQhBr+aAwCYtCrY3G3CQKxLXBClcq89CrkC+Hh1o6COKQAcOFqbEgIYALJNWpzSS/7EOaVgGAYqRtjRD+g8AjgWB3ijRP3amgYLx60jdTkbPrD9n6uppw7AfTecQ3RBGYbB/IsmtfscUowa3ENUAJ89cTAGExzYfy88D2fPX8J5T/RaDSafEsjoajVqvHj/pbjhgQ8E+7Isi7pGKwrzMlHT0IpL/iac9BckzajDwF750b6kuDKkfyHef/JqfP79DgwbVIzLwuoz9yqSnoTHr5dcmNfm7kdDBl8A8yIQPsJnNSh+gUCJtk/X/I4rzh8j2I6SehQXt/9CO1EkZlo3pUvCn0jl9bPg/8zHs7CAx+cXCG5+l7BIuqO9+d8ggkoQlU2CAvMAcOB4rWBZV0RM6CaoEEXciaUMWl2jNeI2Yhj0Wpw39eSY9w+iUqlw/cWTBY0pAGDqmAGySp21h7MnDiYuz8k04d4bhPWLgUDprvtvbFtXlJ+JJfdeHCoHBwQqVDxxx1xMHTNQsP+O/ZVobLHhmnv/Jzm2ESeVQN3OmuHxYPLo/nj8jjm44vwxUIXNTO7RPYfY9CQIf4JfLPEHAMhM506CszncnFbW4ZVCxDjCyyJTKEqQMAeY0vWQkz/VKfSD0c2sRb2Vm+V1+1jwKpzBxF8QAY1C4+tdxJ08cqSiPtSsI5yDx+oUOV9HJxA7Eb4/nccB5j6XI4Ar62JruAAAbz/6Z/Ql1OaNlZ6FOYKGLtPGxi/+EGTi6H7E5T+9/3fJW+RXz52AsycOgdXuwoBeeRwhGORP552CP513CsZe+jjn4vTqe/8ra2yjhvSUtV2qoNdp8Perz8QDL3wJr8+PTLMBLVbxMnGxTIADhBlgIJD7zckMNGGRU5rOLycjRKFEiaIC2OVy4aqrroLL5cKQIUPw8MMPy973nnvuwZ49e5CWloa33noLGg3V5h0djYqBmlCdIYhOzUTVnleKkmw9muweTpaSZQMimHPOaAWwQuPrw/vxOFLeQBTX4TGJrozYdUfnEcDRRyBirR8998wRmDiSLBxjxeX2CpZNOXWAoucgYdBpMWf6CHy6Znto2aK/zpaVDy3mNWQQoyA3nXh3JhKnJeD1K83Vcyfg3CknQ61isHnXccy//13RbUfHKPD5EQggUAkiKIAtEqI7CCnSQ6G0F0VV5po1a7B9+3YwDINrr702qn0nTJiA5cuXg2EYrF27FmeddZaSQ6MkCZ1GBYeH/OWlj1KMSmHUqnFKzwz8clS6y1C0zRyEoY3Y4HfGEptIc7yqMVQjuCsjHoHoHAKY/zpYNjCZTeyC0OvzRWzLKwa/jbASTBzVD7/t5DbZ4F/kxYt7F8zA7/vKcbisHlPHDMQl54xW9PgFucKWz3y6ZaehvilQZk2rUWPBJZMxdlhvRceRKIJREFKsJUj/nnmYe+aImI5v1Guh12rg8rRdNIVXgpATgZCzDaVjsmnTJvzyyy/YtWsXmpqaYLPZkJaWhuzsbJSWlmLcuHGYMGFCXM6tqADeuHEjAMBgMERdDHn69OkwGAxwuVxYt24dFcCdBCkBbFA40KlSMVCrpGfURxu5UMp46FGYDbVKxSl7RsLvZ9FssSM3y6zMiTsopGYYKka6RnBHgiTwvX4WOpHXt+tgVcTPTjijhvRAQ7MN1140MWbnTooLTh+KZ95ZG3p+65Wnx7X2ZzgFuRlY//btaG51IDtT+a6hBd2kS8WZTXr88L87cKyyARU1LRg1pAe6ZXf8f689uotnfD9+Zj502tjlQma6EbWNbZM0wyfCyYlA1DfHnn+npCZr1qzBE088gePHj4tu8+OPP+LVV19Fz5498fe//x3Tp09XdAyKCuBdu3aBYRgMHjwYBoMh8g5hGAwGDBkyBFu3bsWuXbuUHBYlieg14j+K8Witq1Or4JAQChoZIjkcpYxYrUaNHoXZgsLyJBqabVQAE4RgrDWNUxFSdRGxHHBFTTPOW/ACZ5nZpMe8s0cRS5Ld8X/Tcdufz1BmoCIM7F2A1x+8Ah+v3oZBfQqw8LLT4no+PgzDxEX8AkD3CA7wvLNHwWzSo7R/EUr7y2ss0hHIMBuQmW4UVGno0T273QI/w2wQFcAWGQK4oUnY1KTF6sCan/ZicJ/uMbVopiSPRYsW4e233wYgr2bwsWPHcPPNN+Mvf/kL/vGPfyg2DkUFcGVlJQCgZ8/YHIeePXti69atoeNQOj5SosWgYAQiiFbNwCHR10KtCohguZ23CjOUqz3ZpyRXtgDu6hDmKEGXoFbMiUBFKPUmlgNe8u46wbKehTkoyCU7lcHyXvHm7ElDcPakIQk5VyIJrw5B4v/mjE/QSBLPSX0K8MsfRznLlKhtzJ8IF14L2GKLHG/gO8CtViemXPk0GpptUKtUeOOhK1CYl4msDCOK8rPaPV5K/Hj11Vfx1ltvgWEYsCwLjUaDyZMnY9SoUSguLobJZILdbkdFRQW2bduGDRs2wOv1gmVZvPXWW8jJycH8+fMVGYvik+AAQKeLvlZg+H4OB7lXOKXjIRU5iIsDrFEBINf2VTEB5yjgLkYWwN0zdEg3tK99azh9inPxvYztGlqoACZFIDqTAwwELsTCJ2mSBHCL1YFPvt0mWD7ipBJiV7esDCOGK9DwoisjNVnuL3PGxb3UWzKZP2+SQACPHKyAAOZNhLt78UpkmA244PRhsh3g8Ba4X6zfGTIKfH4/rrrnHQCAWqXC03ddqGgHQopyVFdXY+nSpSHxO23aNNx///0oKBBvIV5bW4sHH3wQ3377LViWxfPPP4/zzz8f3bu3v+uior8oGRmBK+empqYIW5IJ7peWlqbYmCjJRTICEQcH2KQTF6zBiUdyJlJ1z9ChTzejornGU0/uJWu7RuoAkyMQnWxiID8G4SWUS1mx5ndOC20gMAHr5iumIp/gAM+YVBrqWkaJDTGBe9aEwfj3wvMSPJrEMmPSEPzjmrb5N1kZRkXEZIZZGIlc+OAyvP/lZlkC2OXxcibC/bG/nLidz+/HQy9+RWyuQUk+H330UcgonTVrFp5//nlJ8QsA+fn5WLJkCWbPng0gYLR+/PHHioxH0V+UgoICsCyLbduEjoUctm3bBoZhkJ+fWt10KLGTpleDpCHTDeq4OMAmnfgxg6IqWaW0zp1yMkwyOinRCAQ5e62TuJjqiMgphbZ5F3eCyHmnnYzty/+JHt2zkUfIZc48rf3NLro6+TnpMJuE0ae5Z47oEhcXN18xFSuXLsBjf5uD79+8TZGsNakWMADc++xnsiIQQKAtdRC9TrxDZV2TFZt3HRNdT0keP/zwAwDAZDLh/vvvj2rf++67DyZT4LMYLLjQXhRVIKecEmiz2NDQgC+//DKqfb/88kvU19cDAEaPVrasDSV5aNUq9Mk1QqtmoFExyDJqUJSpx8D8+ExgkXKA1VE4wLlpyrcAVqtV+N/jf4m4XWMLuURaV4IUgYjHBVMy4X8OSQKY341r4si+ocf9euYhI63NWSvMy8TEUcrW++2KMAyDfgQXmOS4d1ZGl/bE5TNPJcZsYiE/hzyJzu3xyXKAAe5EuEi1gy+89VV888Nu+QOkJITy8nIwDIOxY8dGfac/LS0N48ePB8uyKCsri7yDDBT9RZkxY0bo8UMPPYRjx+RdhR05cgQPPvgg8TiUjk9Bhg6je6bj1N4ZGFyYhl65hrjlOXUnhDYJuQ5whkGtaPY3nPS0yNVRGmkGmFjurDNNggMI7ZB5EQi3x4uDvMYoJ/Vty70Z9Vo8c/c89O3RDSf17Y6l914MrabzO5SJgDQRLl8hMdgVkaqtXC6z6Uj4RLgWW+R5QgsfWoa6sMoTlOTT0hLoZtmtW2w5+tzcQK3x1lbpev9yUVSFjB49GhMmTADLsmhsbMS8efPw4Ycfwu12E7d3u9348MMPcckll6CpqQkMw+CUU07BuHHKF26nJJdE1QhlGEY0BhEUUGICeVixGaWFaRhSmBa38aYTbq3yoREIENtEd7pJcDxBX9Xqxu4qK5rtgYYBB4/XCTpgndSHO/HjrImDseGdv2LN67dg7LA+8R1wF8JsEl6oUgEcOwURKmvIoSEsAtEqo3uc0+XBix8oc6ucogyZmZkAELrbHy3B/YLzzdqL4v2GH330UVx44YVoaGhAa2sr/vWvf+Hxxx/H8OHD0aNHj1CJi/Lycmzfvh02my1UBy43NxePP/640kOidDHMejVancJKENknYg0kB1ivUSFNH3/3LJ0wGYQPFcBktJ3cAQaAFocPrU4bRvdMx8Mvfc1ZV1KQRZxMRFGeAb2F81BMxtiqG1EgWrIvGuqb5Ucggrzz2S+4/aozZN15o8SfkpISNDQ04Jdffgl1fJOL3W7HL7/8AoZhUFJSosh4FLdUCgoK8Oabb3JqAVutVvz4449YtmwZ3nzzTSxbtgybNm2C1WoNid+ePXvi9ddfR2EhLWhNaR/5GeQfqmxj4HqP1IRAavKckpiNkR1gGoFou1gJEphM2XkE8E/bD+P1jzcR17Es8O2vh7B+8wHO8vD4AyW+XDxjFPRhnc/OnHBSEkfT8YlUWzmcQYSLDwB48s012LYnkP2U0z0OCLjAX2+kWeBUYeLEiQACYvaRRx6Jat9HH30UNlvgt3HSpEmKjCcuv/oDBgzAJ598guuvvx7p6YErP5ZlBf8BAUt8wYIFWL58OQYNGhSP4VC6GEatGnlmroDKM2tDuVKSA2yMQ0k2Emq1KmIliMYWu6zuOJ0ZvUaFnjkGMAhEV3rndh4Hx+P1YeGDy7DnkHjDn33H6gTLRg5WxvWgRCY/Jx1L77sEI04qwVkTBuPBm89P9pA6NNkZ8ic9v/Kfy3GeSDWT8298EbNvegnHKhtF9+cL6OVrtss+NyW+XHTRRdDrAybQ8uXL8de//hUNDdLNoRobG3HHHXeESp/pdDrMmzdPkfEoHoEIYjabcfvtt2PhwoX4/fffsX37djQ0NIRs79zcXIwYMQLDhw+PuXEGhSJGr1wDrC4fHB4/dGoGPXPaBBTp1rNRonqE0qSbDbA7ybl4ICCQrHZXl79tV5ylR3GWnlMAvzNwuKwetY0WFEmUf6prEE7eufKCsfEcFoXHOZNLcc7k0mQPo1Mg999vmlGHfj3z8PK/L8NrH2/CSx9tQk52OvYeKA/NC+CXBuRzw59Ow22PfhR6vmnbIdQ3WdvdzpnSfoqKirBgwQI8++yzYBgGX331FdasWYPTTjsNI0eORFFREYxGIxwOB6qqqrBt2zasX78ebrc79Dtwww03KJYUiJsADqLT6XDqqafi1FNPjfepKJQQWrUKw0vMcHr8MGhVnC9g0hy4RDnAQGAiXE2EbWwOd5cXwEE6k/gFAIcr0NjCZhe/jcufvf7h4muRk0kbBFE6NyNOarvLUVySj2cemg+1WoX9hypw36Pvwi/jzth5U0pxz+KVIZPB72ex7rcDuOgs2h0uFbjhhhtQV1eH9957DwzDwO12Y82aNVizZg1x+/C7oZdffjkWLFig2Fg617RqCiUMhmFg1Amzo6SOYoZECmAZwlbKIaZ0bBwn/rZWiVJOKt5nlFSXlkLpbJwxri0GmZmTDfWJfwcD+xVjzKiBEfe/ZMZoGA06TD6lP2f597/sU3agFElWrFgBh0P8++3+++/H008/jeLiQNt2UkQ2PCpbUlKCxYsX495771V0nHF3gCmUVEOvVSHD0FYpIjdNC20C2+ymyZhNbndQAdxZCTnAEhN59Pq2DLtep6EluCgdnsx0I1os0vV7Tx/TJnIZDXcex7xZE/HzFrKQHT+iD3oW5uCf188IHSe8Eca63w7A5/OHBDUlvtx111144IEHcPbZZ2P27NkYO1YY3zr33HNxzjnn4IcffsDPP/+MPXv2oLGxEXa7HSaTCTk5ORg8eDDGjRuHSZMmxeVOIBXAlC7JSd3TUGdxg2EY5KUr3/VNCrUq8pcwdYA7L8G/rdXuFP1RNoS1eu1VmNPpYiCUrse/bzwPtz/2sej6noXZGNArMIGNFHUoKRS/C/LR4vmc52eM5brFLRYHft9XgVFDekQzZEo7cDgcWLFiBVasWIHCwkLMnj0bs2bNQq9evULbMAyDyZMnY/LkyUkZY9QCeMWKFZzns2fPFl3XHsKPS6EojVrFoHtm5JJkcYGgZfQ6DVxub+g5dYA7L05nwAH2+1nU1DWjqHuOYJtwB7hXsXA9hdLRmHn6UHz9wy58s2kPRg3pgWfunoeHX/4a3/ywG0aDFv+68bzQhZ7HJxTAKhWDjHQTWi2RW8UX5WdhYK987A/rpPjT74epAE4QGo0GXm/b71llZSVefPFFvPjiixgxYgTmzp2Lc845B2ZzcicmRi2A77rrrtCHlGEYjlANX9ce+MelUDoTpH8jedlmTktQ6gB3XoIRCACorG4kCmCDvi0m07OQCmBKx8eo1+K1B6/gfP+9/uAVKKtugtmk55RKIwlgADhpQAl+3bpf1vnGj+zLEcA/bjuMhX86LcbRU6Jh06ZNWLVqFT777DP8/vvvANoms23fvh3bt2/HQw89hOnTp2PWrFmYPHlyUu5yxRSI4QeUxda15z8KpbOiIvxDzzAbOc/tTo9gG0rnwBH2t62sIdczDXeAexfnxn1MFEoiIImcHt2zBXWCPbwW4EHyu2XKPtf4EdzW4L/tOIbdB6vw8eptqKprkX0cSvRkZmbi8ssvx7Jly/D111/j+uuvR1FREYA2jehyufDll1/i+uuvx5QpU/DEE0/gwIEDEY6sLFE7wHPmzIlpHYVCCUC60OVPjHNQB7jT4nC1/W0rq0UEcFgG+LRTB8R9TBRKKuHxkk2wnCz5t8zHD+cKYLvTjbPmLwEAFHTLwBcv3hhVhzpKbPTu3Ru33347br/9dvz666/49NNPsXr1athstpDZWVdXhzfeeANvvPEGBg8ejLlz5+K8885DdnZ2XMcWtQB+9NFHY1pHoVACkFwQfnc4GoHovIS7+xVV5C5IhhMOsEGvRd8SWgKN0rUQc4BzsoXVUO5dcA5x29wssyAHHKSmvhW//HEEs84Y3r6BUqJizJgxGDNmDP79739j9erVWLlyJX766Sf4fL6QGN6zZw8efvhhPPbYY5gyZQrmzJmDqVOnQqNRvmYDrQlCoSSYy2dym8IM6p0Po5FbicJGJ8ElnFarE9f/+z2MnPsI7nhiOZzu+MRQwt19UQf4hAC+e/7ZcRkDhZKqWJxe1NvI//ayeQ7w1XPH46pZ4h0SRw4Wn/Sm1SSu+yeFi16vx/nnn4/XXnsN69atw9///ncMHBio3BGMSHg8HqxduxY333wzJk2ahIceegg7d+5UdByKCuC9e/eG/vP5fEoemkLpNJwxdhDGDA2UgjHotbjnuhlCB5gK4ITzzsqf8cX6nahrsuKDLzfjy/W74nKe8ElwrRY7auuFeUS9XotBfQrwp3NPicsYKJRU5FiDEzsrbbC7RRzgMAE8eXR/PHDz+TAaxOuqjxhcIrpu6MDi2AdKUYy8vDxcc801+Oyzz/Dpp5/iz3/+M7p1C9z1Corh5uZmvPvuu5g3bx5mzpyJ119/XZFzKyqAZ8+ejTlz5mDhwoVQq+nVFYVCQq1W4aPF87HqxRux4b9/xbTxJwkEMM0AJ55Fr63mPH/qLXJrTincHi8aW2ySE3kdvAmOby9bK9impHsOPn/+BphkNE2hUDoDfpZFZYtLcptwAZybFbk1uJgDnJluRElBVlTjo8SfwYMH45577sH69evx8ssvY8aMGdDrA+VKg2L44MGDePLJJxU5n6ICOJjRGDFihJKHpVA6HWq1CiNOKkFRXmBWszADTKtAJJuKsLJ0cjhwrBZTrnwaw2Y/jKvufodT1zkc/sXNr1v347Eln3CW6bQaKn4pXQqfP3L1J51OC/OJVvJyuiMO6lMAvU6YHS3tX0iby6QwarUap512Gp555hls2rQJF198MQDy/Jn2oKgAzsvLAwCYTKYIW1IolHCMBm4GmE6CSyw+wqSbrAwjYUtxHn/921At57W/7MOGzeSSPuERiCAtrdzi/qROWBRKZ0aG/gXQlgOefEr/iNtqNWpMGNlXsPzk/kVRjY2SeGpqavDKK6/g0ksvxUcffZT6rZD79u2LqqoqVFZWKnlYCqXTk2bkdqWjAjix1DS0CpZlpcu/kPf5/PhqIzcz/NXGXThzwmAAwHtf/IZ3Vv6Cgb3z0dBsE+zvcnH/3n42cMuPulSUroIcBxgICOCyinpMlVke8O5rz8bPvx/hRI9GldKOcKmIw+HAN998g5UrV+LXX3+F399mTARjZUajEdOnT1fkfIoK4BkzZmDTpk3YsmULmpqa4l7DjULpLJj4DjCdBJdQjlUKqzFEM0t8z+FqwTKzKXBRc+BYLe588lMAwM4DZHPASXCF/SygpvqX0kXwyxTAOVnpeJ3XUU6KIf0L8cp/LsdNDy1Di8WB8SP6YMakIe0ZKkVBWJbFjz/+iJUrV+Lbb7+F0+kMLQ/CMAxOPfVUzJ49GzNmzEBaWuT8txwUFcAXXHAB3n77bRw6dAgPPPAAFi9erOThKZROCz/vSQVwYiEJYIvNKXv/n38/IliWdaK71Q9bD0Xc30UoueZnWahBFTClayDS/VjAn+eMx1mje0d17NPHDMSP792BhiYb+pTk0jsrKcCBAwewYsUKrFq1CrW1gVrN/MnDPXr0wKxZszB79myUlIhX9IgVRQWwXq/Hs88+i/nz5+Prr7+G1WrFPffcgz59+kTemULpwtBGGMnleJVQALda5QvgX/44KljmPjEJrrJWuu3q+BF9MHm08Hauzw9oaTEdSieGZVlYXT5o1IxsBzg9OxvHG53oka2PSshmmo3INEeX66coS0NDAz7//HOsXLkSe/fuBSAUvWazGTNmzMDs2bNxyinxLQOpqABeunQpAOCMM87ABx98gB9++AHnnnsuBg0ahNLSUuTk5IRKWkTipptuUnJoFEpKw69lSatAJBaSA9xqc8Ln80OtjjxXeO8RYQTC7ZFXC/2vV03DuOF98PMRbg6ZToSjdGZYlsXeajuaHYELxSwjWY5o1Qw8PHu4otkFk06FbmZaKSXVcbvdWLNmDVasWIEff/wx1CMiXPiqVCqMHz8ec+bMwZlnnilbJ7YXxQUw/4qMZVns27cP+/bti+pYVABTuhKCDDB1gBPK4bJ64nKL3YWsdGnXyO/3o7JG6PK6PIEf9larQ3J/o0EHhmGgYrgz4eVOCqJQOhIenx8tDi/8foTEL8B9HE6mUYN6q9AQaLJ7qQBOYX777TesWLECq1evhtVqBSB0e/v164fZs2fjggsuQEFBQcLHqHhzZVIBeKmi8CRoPofS1eBngGkjjMTBsiwOiQjgVqsjogBuaLaFxG44bo8Xdoc7YgbYeKLtsYphOK4v1b+UzobH58fv5VaBoytFlogAtjjJgpmSfKZNmxaqBhasZhPUgZmZmZg5cyZmz56NoUOHJnOYygpg6tpSKLGRxhPAbo8PXp8PGtpRMe5U1beKOu5ycsDlIg0zKmtbMOP6pcR4RTjBix+1CvCGlSOmDjCls1HV4o5K/KpVQE6aFqgT3kUx0IB8ylJRUcERvWq1GlOmTMGcOXMwdepUaLXaCEdIDFQAUygpAH8SHADYHR5kmOmXfLw5dLxOdF1LhPgCIN4xbv1v5EYYfIIOsFrFAGgTB14qgCmdCJZl0WiLbm7DwPw0qFUM8sxa1PFcYHqBmNqwLIshQ4Zg9uzZmDlzJnJycpI9JAGKRyAoFEr08CfBAYDN4UKG2ZCE0XQtJAWwJbIAFnOA5RLsAqhVqwC0WcDeKJwyCiXVcXj8cHiEHRfFyE/XIssUkCjF2XqBAKb/PlKX//u//8OcOXMwcODAZA9FknYL4JqaGrz33nv46aefUFZWBqvVivT0dJSUlGD8+PG47LLLkhJuplA6EiQH2EErQSSEg2XiAlheBKKpXec36AICWKPizn3wENozUygdleqW6OY1qMPmAhm1apzU3YS91W0tw+kdktTlH//4R7KHIIt2CeCPPvoIDz30ENzuwAc7mPdobGxEU1MTduzYgbfeegt33303Lr300vaPlkLppOi0aqhVKvjCWj/SShCJ4UhZg+g6OQL4p+3CJhhy0es0oTJrWjVfANMfeErnwOHxocYS3feZindBqOOVI/T6WeypsqF/vvHE3RMKJTpi/tSsWLEC9913H1wuFwBhpYfgc5fLhf/85z9YsWJF7KOkUDo5DMPAZKSl0JJBZV2z6LpIGeCVa3/HviM1MZ97/Ii+occCAUwdLkonoYFQxSESfE2rIfQFb3Z4URWls0yhBInJAbZarXjooYcAIDTT76STTsLIkSORkZGB1tZWbN26Ffv27Qutf+ihhzB9+nSYzWZFXwCF0lkwGXSw2Fyh57QdcmKoqbeIroskgBe/vTbq810+81RU1LagICcdd193dmg538WiGUdKZ8HljT7Oo+KVQ+VHhIJUNLvQM4fOlaBET0wCeMWKFbBarWAYBunp6XjiiSdw2mmnCbZbt24d7rzzTrS2tsJms2HFihW44oor2j1oCqUzwq8FTB3g+GN3uNFqE485RLoIqaqTbnNM4qFbL4BWI6zuwXe4aAaY0lmI5aOs5gleFQNw66S0Eaw1S6FEQ0wC+Mcffww9fuSRR4jiFwCmTp2KRx55JFQe7ccff+ywAvjQoUN4//338euvv6KqqgpOpxPdunXDSSedhPPOOw/nnnsuVKr255CuvPJK/Prrr7K3/+6771BSUtLu81KSD38iHG2HHH+qG1ol10tNRGRZFk5X9MX4SeIXoBlgSucllpJlap6gZRgGGkJbZABweVkYtFQAU6IjJgG8d+9eAECvXr0wffp0yW2nT5+OXr164dixY1G3Q04FfD4fFi9ejNdee02Qc66srERlZSXWrl2Ld999F8888wyteEGJGYEAdrhEtqQoRU29tACWcuE9Xh9n0mJ70fIcLz8L+P2sYDIQhdLR8PF+O9WqyK4wyU8KxCKEAtjh9sGgpRPhKNERkwBubm4GwzCy29gNGzYMx44dQ3NzcyynSyoPPPAAPvjgAwCBbibnnHMOxo0bh7S0NJSXl+Pzzz/H/v37sXXrVlxzzTV47733kJGRoci5n3/++Yjb5ObmKnIuSvKhDnDiqY4ggB0u8b+B1LpYIE3y8fhZ6KkApnRw+A5wcZYeZY0uYpwhCN8BBsBpFR6O3eNDNlKjuxil4xCTALbb7WAYRrbQC25nt9sjbJlabNq0KSR+TSYTXn31VZxyyimcba655hr8+9//xocffogDBw7g6aefxr///W9Fzh/JXad0Loy0CkTCqWkQnwAHSGeAnUoLYILQ9fhY6Gm7IkoHh+/2GrVqDOpuQnWLG80OcoyIdOdDLBZkd9O8PCV62nXPoLOHzt96663Q41tvvVUgfoGAK/yvf/0Lffr0AQB8+OGHKC8vT9QQKZ0IYQSCCuB4w49AaHiVGBwSFyGxNCqZM32E6DqGYQg5YPrDTun48B1gtYpBtkmLwYVpMIpEFwg3RERxx1BlgkKhoRkR/H5/aDIawzCYPXu26LYajQYXXHABgEBm+Msvv0zEECmdDL4AlhJflPbjcnvx6sebOMt6F3MjRUpHIK6eO15yPZ0IR+mMCDLAYR9znUZEABMc4EwjeQKpnH8mHp8f+2vs2FZmQVmTUzCnh9L1oAJYhObmZjidgfJIOTk5yMrKktw+6AADwNq10dcGpVBoBjhxbNtThklXPCVY3rekG+e5VAwl2gjEyucXYOTgHpLb8MWA00OdLUrHxs+y4GvNcHGrJwhgBuRMfFEmud6vX0aViaoWNxpsHjg9fpQ3udDq9EXch9K5aVe67I8//sDSpUtlbRdEzvYAQqXTkkV7rg7379+vyBiuv/567N69G01NTTAajcjPz8fIkSMxc+ZMjBs3TpFzUFIHWgc4cfzzmc+INXyHDSrG6h/3hJ7bHco5wCUFWRG3MWpVaA4/h4f+SFM6NqQSaFwBLBS6ZoNa0AgDALJMGgzIN+JIvRPesOOKTY4Lp9XJzRo73D5kGmnAvivTrr/+jh07sGPHDlnbBvPCciobAMkXwJmZmdBqtfB4PGhsbERLSwsyMzNFtz969Gjosc1mQ01NTbtLoq1bty702OPxoLW1FQcPHsRHH32EcePG4YknnkB+fn67zkFJHfgOsI1mgOOC0+3BjgOVguXTx5+E6eNPwpNvrgktc7g8okX2+RlgvVYDl0e8LrBRrxNdF9pGy73FSx1gSkeHFGOP5ABLCdNuZh20ahV2V9kkzyEchzCHTOnatEsAxytDkwqT6zQaDUaMGIHffvsNLMti5cqV+POf/0zc1ufz4bPPPuMsa21tjVkAZ2ZmYsKECTj55JNRUFAAtVqNmpoa/PTTT9iwYQNYlsXPP/+MSy+9FMuWLUNeXl7EY06bNk10nc/ng1pNzlZREofJwK0CIScD/NanP+GNT39Cj+7ZeOyvs1HSPTtew+s0HK9sFHx3PX/fJTh/6lAcq2riLGdZFk63F0a9sMSSw8X9+2SmG1HbKF5VwmiIXKaJX8vU4fHTLleUDg3JAVZFyABnGqSlCV+7ynGA+a3FSRELStciJgF86qmnKj2OlOTiiy/Gb7/9BgBYvHgxhg4dipEjR3K28fv9ePDBB3H48GHOcqvVGtM5//rXv6K0tBQ6ndAt+r//+z/s2LEDt9xyCyorK1FRUYF77rkHr776akznoqQWgghEBAf4cFk97n3u89DjRa+txtJ7L4nb+BJFWXUTVq79A32Kc3HulFLFxd+R8gbO87xsM2adMRyA8CIEAJxOD1EA87vAZZgNogJYq1GLdoALhz8jnmVplytKx4Y0AS7837RJp+K0OFarGJgN0v9W+CXS/GzkdshenhAnlR2kdC1iEsD//e9/lR5HSjJz5kysXLkSP/zwA+x2O6644gpiI4x9+/YhJycHLpcLNlvgtkysbZH5ApvP0KFD8dprr2H27Nlwu93YsGED/vjjDwwbNkxyv++++0503ZAhQ2IaK0VZhJPgpAXwO5/9wnm+4rvfO7wAbrE6MGP+ErRYAxNQ/3XjuZg/b5Ki5zhcXs953qekrfIDKaZgd7qRnWkSLHc6hQ6wGCRhTUKrZgRdspwe2uWK0nHhO8B88apVq9Azx4BjjU6oGKBvNwMx/xsOuUmGeOk0n58F34imDjCFfqtKoFKp8Oyzz+LMM88EAHi9Xnz++ef45z//idtuuw1PPvkk9u3bh7y8PLz88sucGIFS3eBI9OvXD7NmzQo9D88KUzouRp4APlRWjzOveQ7Lv91O3L6+SXiXwa9ga95k8PXG3SHxCwD/eeFLxaNWfAe4T3Fb5QeTUShUxS5E+JPg0ow6QR3hIAZD5PwvEHDG+DngZrt4rphCSXX4ApjkvBZl6TGmdwZO6ZWBbubI/1ZI5q1UDIIUw6AOMIUK4AiYzWYsXboUb775Js4//3yUlJTAYDDAZDJh4MCBWLhwIVatWoXBgweH3F+GYdCtW7cIR24fY8eODT0+dOhQXM9FSQwkl3DP4Wrctugj4q11A+G2fFNrx+q2yGfD5gOCZYPO/Q82bVPuM36kgucA92j7t6pRq6HjCVCxhhf8CIRBp4VOS76pJtcBBoB03u3fWotbcPuWQuko8CeokTq8AYHog9yJaaTtpK79Sf9+qACm0BogMpkwYQImTJggun7fvn3w+QIli3r37o309PS4jicnJyf02GKRbudK6RikGfXE5X4/i227y3D2JG5URa8V5uRq6i3IzTLHZXyxEiw3VpgnXkUlSPduwjsndqcbD734Fb56RZnKMEIHmNv8wqjXwh1WfkzcAeYuNxq00OnUsDuF2/LjLVJ0z9CjqqXt2D4WaLB6UJAh/xgUSqogqL6ggO4kaVd+1jgc/gQ4tSo1JttTkgt1gBUi2DUOSMwkwaamttnq8RbblMRAuv0exOUW3ga32oXCrLqhVbAsmby0bCPGXPI4xlzyOJa+tz7i9mJlxHYcqFQk3uHz+VHNa3/cuziH85wfRRGr98t3hg16LfQ68t+QNIlODINWhWwT15uwuWk9YErHRDAJTgHnlWEY8PWrVASCToCjkKACWAFYlsXy5ctDz+fNmxf3c/7yS9sEqPAudJSOi5RL6HJ7cbyqEV+s34nGlkDUptkijDvU1KfO3QCHy4OHXvoKLMuCZVksevWbiKXdmlsdoutaLARrNUqsDpdgWVY6d4Kb3GocfGFs0GuJrjzpmJEw6/n1gKkApnRM4lV/lz8RTqoWsFAAU+lDoREIRfjggw+we/duAMCYMWMiVmRoL0eOHMHKlStDz08//fS4no+SGPjOYzi/7jyKfz77GexON9LT9Pho8Xx89/M+wXa1janjAJdVNQqWHa1sxOC+3UX3abaIC+DaRguxGkM0WG1CAZyexm2vyndrxUQ7vxWyUS+eAY5U0o4PfyKcw92xJzdSui58YaqUAI6mFjCtAUwhQS+DIrB9+3a43eQfL5ZlsWzZMjz00EMAAJPJhIcffpi47fLlyzFo0CAMGjQIV155JXGbd955B1u3bpUcz+7du3HNNdfA5Qr8kE+aNAnDhw+X+3IoKYyUA/z+F5tDWVSLzYUZ15FbiqeSA+wlWDKRfvyaJSbxkapeREurTegip/HcWf7fQTQCwRfABq1oxYotu8uiGaag7JnbxxJnslMoqQ7/7oVWIfEpqAUclQNMBTCFOsARefHFF7F161ZMmTIFQ4cORX5+PjweD8rKyrB69Wrs2xdw4QwGA5599ln07Nkz5nP9/PPPePjhh9GzZ0+MHz8eAwcORFZWFlQqFWpra/Hzzz9j/fr1oSxkcXExHnnkEUVeJyX56LRqZGUYJWMAkahJoQwwKbdMEsXhRHKA2wvfATab9FDzSpfxO7bxJ8E5XB58+NUWfLF+J2e5Qa9FRW0L8bx/vmBMVOMk1f11evxI09OOjZSOA8uygvx6mk6ZzzBfR1MHmBItVADLoLW1FatWrcKqVauI6/v3748HH3wQo0aNUuR8x48fx/HjxyW3mTRpEh555JGY2y1TUg+GYXD13Al4+i3xpiWRqG5IHQfYZhfGDfilw/iQcs1B4uEAm03Cyhv8KAo/vnDtvf/DekK5NqNeK4hFBOFX8IiEWsVAp2bgDvvhpgKY0tFwef2CCIRSn2G+AyxZBYI6wBQCVABH4NZbb8XQoUPx22+/oby8HA0NDWAYBrm5uSgtLcWZZ56JGTNmQKNp/1t511134fTTT8cff/yBvXv3oqGhAU1NTfB4PDCbzSguLsbIkSNx/vnn09hDJ+WvV03D1FMH4tr7/heT41mbSgKYkHt1uckCEQg08ZCa6Fbb2H4BbOXVKMvg5X8B6QhEeXUTUfwC5C5yAPD+k1dj8uj+0Q4VRp0Kbkebe+bw+ADIryZBoSQbq4vr/mpOXNgpAb9bXGeKQHz33XdYuXIldu7cibq6OpjNZvTq1QvTp0/HpZdeCrNZmVKXPp8Phw4dws6dO7Fr1y7s3LkTe/fuhdMZ+J6cM2cOFi1apMi5UhEqgCMwZMgQRVoFz507F3PnzpXcpmfPnujZs2dCqkhQUpdRQ3pg2vhBeP+LzVHvK+WgJhpSxQVSLCJIq80l2fWtToEIhMXKc4DTCA6wXjwCUVbdxN88hEEv/DpVq1QxiV8A0GtUANoEhNtHM8CUjoXNxVWlaXq1YvV3+TpaygF2e7njSNUIhM1mwx133IG1a9dyljc2NqKxsRHbtm3D//73PzzzzDMYMWJEu8932223YfXq1e0+TkeFToKjUFIQvS62a1OH0wO3SC3dREOMQEgIYKkJcABQp0AEwsIbE78CBCAsWRZe77fFKu5QGw063Hz5VM6y5++7JIZRBuCXauLnGCmUVMfOy//yy/u1B+EkOPK/D5Zl4fRwBTApY59sfD4fbr311pD47datG2644QY89dRTuP/++0MRy6qqKlx33XWKdIANNu8KkpWVhd69e7f7uB0F6gBTKCmIWEMFObRYHMjLSX5zlGgjEFIT4ACgToEIhIWXAU4nZID5VSGsYaK5pl58kqFRr8U1F07A7/vKsXV3Gc4/fSjOmVwa81j5LhWtAkHpaNh5FSBMOuWEp6AOsMg/D5eXBX+VMQUF8EcffYSNGzcCCMwrevvtt9GtW1ub9ssvvxyPPfYY3njjDbS0tOD+++/Hu+++265zDhs2DP369UNpaSlKS0vRo0cPLF++HHfffXe7jttRoAKYQklBDDE6wADQYk0NAWyNchJcSwQBrMQkOAuvCkS6WegAZ2dwaw03NNtCj6WqbBj0GnTLNuO9J65u5ygD8HOK/BwjhZLK+Pws3F7uZ5Zf37o98HtZiDnADp4IV6tSLwPs8/mwdGlbacvHH3+cI36D3HHHHfjpp5+wZ88ebN68GT/88AMmTZoU83kXLFgQ876dgdS7DKJQKBEjEN2y00TXtaeMmpJE7wBLRyAamm2SGWE5CB1goQDuls2dYNLQ3Ca8peosi02CixUqgCkdGX78AVDWeRVMghP558GPPxi1yuWQleK3335DXV0dgEAzrdJS8p0jtVrN6SPwxRdfJGR8nRUqgCmUFMQQIQLxn5tmiq6L5KQmCpIDTJoE5/f7sfjt77DwwWWc5fk8F9vn98PVznyzMAMsjEB0y+JeXNQ3tTnA1RIOcHu71PHhNw2hGWBKR8JByN3yc7vtgVe+W3QSHGkcqcaGDRtCj6dMmSK5bfj68P0o0ZN6nwQKhRLRAZ48uj/uuvYs9OieLVjXbE0NAWwnVIEgRSC+3LALTxFqHw8dWCRY5nCIO8hyEDjAhElwOTwB3GxxwHtiskiNSJk5tUqFwryMdo2NDykD3F4HvKPh8flxvNGJI/UOuDy0HXSs+FkWFqcXLm/i3kMHzwFWOncrLING/rchdIBTT/bs378/9Hjo0KGS2+bl5aGwsBAAUF9fj8ZGYct5ijxS75NAoVAiCmCTUYebLp+Kn97/O8YO681Zd+sjH2HLbulGKonAahdGIJyECMQPW8mzmaeOGShYxu/KFg3b95bjx22HOctIApgfgWBZFk0tgXiG2CS44oJMaNTKNqngRyBYiN/m7awcqnOgotmF6lY3dlVZu9wFgBL4/Cx2VFixs9KG7WUWNNjadxEpF77zalKoA1wQ/iS4VqcPOyutguiFUIinXjOZI0eOhB6XlJRE3D58m8OHD0tsSZGCCmAKJQWREsBqlQp6bdv6rHSjYJs7Hv8k6WLBJrMO8LY9ZcT9Tzt1gGBZrALY7fHixgfeFywndYLLIUQZ6pttcLm9aBIp1VZCcOLbC2miTlfKAXt8fjTZ2z4vLi8Lm0uYK6VI02z3wu4OiFE/C+yvsSfkfeTXrQ7UtVYOUkc5i9OH3VW2kOvr9bOCcRgVrEShFBZL252l7OzI3yVZWVnEfSnRQatAUCgpiJQATjPqOJM4MgkC+MCxOjRbHIKKBomENAmO5AD375mHXQerBMv7FOdCp1XDHTaLO7wmrxR1jRZ8s2kPBvUuwKlDe2HHgUocrxI2scggVIHQqNXIzjBxxG5Dk5UoloP0KFBeAPMzjkAgB0zot9EpsTiFIo02A4keUuyhotmFgQXx/W7gZ9aVbj6RplfDrFcLus15fCwO1tlxcpFZ4P4yiF8GeNq0aZLrv/tOvMW93d72XaPXi3/PkLax2WwSW1Kk6CJfpRRKx0KqDjC/UUOmWSiAAaCqtiWpAljuJDiSUL54xigwDAOjQQe3py3TLMcBbrY4cMb/PRsSsM/fd4loDWExUdstO40jgOubbTAT4hJBSrpnRRxXtDAMA7UK8IXpl4N1djjcfhi0KgwqMMGo8G3lVIIkgLuSA64UpPrRfNEYDxLRfrgwU4cDtcI5DxanD3a3L+R8BzFoVYLsMKXrQgUwhZKCkNrqBuE3aiA5wABQUduMIf0LFR1XNJA6wZEFsHC7v/1lOgDAZNBxqlrIEcBvffoTR7zyq0uEkyEianOzzDhwrC70fOOWg8SoSZCSODjAQEA0hAuY4A+6w+NHebMLA/KTd4ETbyxO4WfF46MT4aKFJIC9cX4fWZYVnDceAjg3TYvGNC8x11xrcYPfASOe8QcphzcSJpMJLS0tAACXywWNRlqauVxt35lpaeIlMSnSUAFMoaQgUmXQ0oxc11JMAFfWtig6pmghRiBcwh8qO2+7J/8+F8UFWQAAk4H7PsgRwB98uVnW+PQ6DbqLVG7I5VWCWPbVFqKjHYQUpVACjYqBS9DHKkC91YMB+XE5bdLxsyzRpfR4qQMcLV7CXAAfG3iP4+WGkpx6pSMQQOAuycACE9zewAVhTWvb90O91SOYeGdKwQlwAJCenh4SwE1NTRFFbXNzM2dfSmykXhqcQqFIZoDlRiAq65IngP1+P1GsyolAmMNq85oM3Ncqpwya3Ilyf7/6TMHFRBB+LWAA+GL9TtFjDRtULOuc0RIP0dAR8PqE7WsBmgGOBbEW2p44vpdEARzH7ms6jQrdM7jfFR4fixYH9/tG6UoUStGnT5/Q4/Ly8ojbh2/Tt2/fuIypK0AFMIWSgkSaBBeOT+R2ZkVNs5JDigqS+wuQBTDfWQ0XpXyxL0fc2iNMlNNrNdj1+X1YcMlk0W1yeaXQpLj03FNQmJcpe/to4DfD6Gg43D7sqLBiy7FWVLeIO+h8xMQZjUBEj9hbFs/GKvxjMwwQ74+yUatCpFOYDakpgAcObCv5uGPHDslt6+vrUVUVmDScm5uLnJycuI6tM0MFMIWSgkQjgAf0Jt8Hr0qiAywWF5ATgQh/fUZD9AKYdI5wnv3nPFHXPMipJ/eKeJ6BvfKx/Lnr8MQdcyJuGyvxdM0SwdEGJ6wuH9w+FkcanHB45E2+EhO64cKYZVkcb3TijworjjU64ac1gomIO8Dxu5ggTYCLd/thhmGg04ifI8OgVrwUm1JMntx2MR6pu9v69etDj0877bS4jakrkJqfBgqliyMlgPmicPigYgzu212wXTIzwPyOa0H4DjDLssIIRLgDLDMD7PZ4cfuijzHqwkclx3XygCLMPE260xIATBzZFwsvk/5xOX3sQIwZ2juuP+xaUi20MJJd6zkSzbxb0FUt8uIpHhm37eutHlQ0u2Bz+VDZ7EK9NTENHjoaYgJ4T7U9btUgEjEBjoSUwM1L14muSzZjxoxBXl4eAODXX3/Frl27iNv5fD7897//DT0/99xzEzK+zgoVwBRKCiJVBo3vADMMg0+XXI9LZozmLK+qaxGNR8QbsYYRfAHs8njh8/M6RoW9Pn4GWCze8Mbyn/DRN1tR2yhdFJ7f5U0MlUqFu+efHZqMRyIrPf4VGCLNWk/lqmAkcc7v0iWG2O15r58NOb0H67jlr8oayRddsVLb6sbW463YUWEV1JPtSIgJYAA4Uh+ftunxrgEshpgA1qkZ5KaJf6cmG7VajRtvvDH0/B//+AcaGhoE2z355JPYs2cPAGDUqFEc5zic5cuXY9CgQRg0aBCuvPLK+Ay6E0CrQFAoKYh0GTThxC2zSY87rz0Ty77eElrm9flR12RF927kSgfxpLmV/MPKb4RBKpXGjUBwf7QcItnih176Sta4zMboXKDeRTmiWeqsDOkYhRJEmrXuZ1moIyYfkwNpIpRbZhUHqQlaXh9LvNWt5AQ5t9ePw/UOsABcXh/2VNswrCS9Q0ZSpARwvBzgRNQAJqETEcCDuptSPk9/8cUXY82aNdi0aRMOHDiAWbNmYd68eejfvz+am5vxxRdfYMuWwPd7RkYGHnjggXafs6ysDB9//DFn2b59+0KPd+/ejcWLF3PWjxs3DuPHj2/3uVMBKoAplBQkvNUxn/AqCeHkZZuh1ajh8bb9qFXWtiRFAMt1gEmT5TiT4GRkgI9XNcoel1QzCxK9inKxadth4jqpusBKYYzQtcrnB1K0shNRxLp9frAsGzE2IpVP9fhYkBJCSsobi8vHqULh8rIoa3SiT7f4/82VhGVZRLouiEc5NIEDnMQIRKZRA3MHaJ+o0Wjw3HPP4Y477sD333+Puro6vPDCC4LtunfvjsWLF2PAAGGr+GiprKzESy+9JLp+3759HEEcHGdnEcA0AkGhpCAMw4iKYDFBq1KpUMira1tZ26z00GQhJoCdEQRwoPtbm+srZxLcNz/slj0uqXbGJHoX54quy0pAlz2VipFs3ZrsiV8sy4rmkEkCmGUBJ6E1r5x9g7i8fqJA1kpMgIoWN2GMdVZ3ymeu+ciJyEg5xLEicIATFIEg/VvJSNHKDyTMZjNeeuklPP/88zjrrLNQWFgInU6H7OxsDB8+HHfccQdWrVqFUaNGJXuonYLUvyyiULooep0GLo+wbFhxfpboPoV5mThe1RR6nqyJcGICuMXiwPa95RhxUgkAcgWIcHdQUAeYUOHh930VsscVrQAe1KdAdF0iHGAg4AI7PWTRGA/xIgeWDVR1qLO4YdKpMTDfBD1PfIjleC1OH4wRbGupEl0urx9aj1BQaRV0GUlRDZ8/IOy0Hag2s5zPh9fHKn4XIXkRCOF50g0dT+ZMnz4d06dPj3n/uXPnYu7cuRG3Gzt2rMDh7UpQB5hCSVHEKkEU5YvXnOVP2joWRTxAScQEMAD86Y7XQ0KW3waZP8FPUAWCEJmQ6tDGJ1oBPHl0P5SKtJNOhAMMSBfvj1eGMxL1Ng9qWt3ws4ExlDUJJ6CJxRjqLJErQYhVgQACpdV2VtoEy5W8FnCLjN3VwTrRyRHAcXGAkzQJzqBRQRd2Lq2aQbq+4zjAlMRCBTCFkqKQBDDDMJKZ3iJeQ4a3V/yMtz79SfGxRUJsEhwAWGwubN19HIBQvPIbX/CfOwhVIPgiWopoJ8HptBqsfH4BcV2iHOCCdB3EIppHG5woJ4jPeHOIV4GhjlCCTEzEtjp9cEnEIHx+VtTxlsKnYDyBFIEAIDnuVIQ0ETGWbaKFPyFRq0qM1GAYBv3zTTDpVDDpVBiQb4IqxSe/UZIHFcAUSopCEsD5OWboJCbIkcp2/fv5L6KaKKYEUg5w+HphBILr0MqZBGezy6stC0Q/CQ4ADDotLjxzpPBYUbrJsaLXqjC8xIziLPL5yppcslxVpXC4fSBpTb6T6JIQsc12YbQHCEQrdlUJ3V05+BXUpmIVJaReUyoipwqi0pUSWZYVOOhSDSqUJtOowfCSdAwvSUemsePFHyiJgwpgCiVFIYm1SC13+Q4wECiHtmrdTsXGJYdIAthiDbi2/Elw/AiEnElwUTnAMYrW2646A+owF2vYwOK4d7YKx6hVo2eOAWaR27nHG50Jm6DVJCJebWFxjHqrm+gKBxFzUp0eP+c40aCUA8yybKdxgPnviUGjEnyGlHaAvX5WcIEkVp6MQkkm9FNJoaQop5T2FCyTaswAAIUi+eAvNyRWADfLdICFApjvAEfuBEcqpSZGrAK4T3EuHrh5JjLTjehdnIsHbzk/puO0F7Fapm4fq2gdXCnEmlnsqrKhxeGF38/icIQGC9EITLl3sFlWmc54Pr94nrjDCWDeC1GrhJ8hpTPApAmEHWniIKXrQO8PUCgpyvlTh+L1T37kLHMSqiCEIyaQt+8tx5GKBvSRKOulFCzLSmaAAaCxJXCbO9IkOL4D7HAIXz9pYpwY7YktXDV7HP48a2xCnV8+UmLQ5vJJtoJVCodEDGB/jR0s2Ii31cWEJEnEDys2Y3u5VdbYfCwQy912lmVR1uRCg80j2TBBTLinKkIBzAgqMijtAPPfI62aUbzOMIWiBNQBplBSlFFDegiWTR7dX3KfTLMR08YNIq5b+u46JYYVEYfTQyzfFo6YAyyYBMdzgF0eL6e9M8uyCXGAgyRT/ALiDjCAmKMD0cCyrGRbYK8/svgFxKsp8MVTllEDo04tWQs5nFjdzEabFxXNrogRjI5WBYJfT1mtYqDmvZVKO8AuQf6XygxKakI/mRRKiqJSqXD3dWeHnqtVKkwff1LE/Z65ax5u+/MZguUff7MNlXXxrwtMyv+O5sU5mlrIk+D4k95IbZ+tYa6xy+OFL4rZT4mauBYvpJw0m4QwVQqPL3JnMTm4vH60OLyot7rh9LSNm+8ABydPdc8QVu/oZtYKlvljFHNHG6TvWATx+lnJLnWpBv+CQq9RSTrADo8PLQ5vu6Ik/AiEnsYfKCkKjUBQKCnM9RdPgtmox74jNZg1bZhkZ7Ig2Zkm3PF/0/GX2eMw7k9PhGITPr8fP249hIvOjm8XoWYLVwCrVAxmTxuOLbuOh5YFRTK/sYWR5/hmE2rtNrXYkWkOlCCLJv4AiLeR7ijw3btwWhxeeHx+aKU2aidS8QcpCjN1qGrh/q12n6j2oGKAIYVpSDdo4BHcPled2F8Pk04Nt9ePnDQtGAQ+Vw3WFk7L4ljFeTT56c3HLBiQb0Q3c3Ql9ZIBP2qi06gE4jboANda3KHydukGNUoL02K648EX3dQBpqQqVABTKCmMRq3GVbPHxbRvt2wzpozuj9U/7gkt23O4WqmhidJi5dalzTAbkJuZxlkWzADzM80GPVcAGw1a6LXcjnhNrfbQhUA08QcAou2lOwpSDrCfDYizHtl6lGRHX+5NDvwJcAaNSrK1cUm2HiUnyrfxBXAQPxuoZzy02CzqAAMglrRSqRjOLfxYHOBYMrBH6p3INmklIympAD+yodcw8PJuFHj9LFxeP46ETVy0OH1osnuRkyZ02SMh/BtSAUxJTegnk0LpxAzu153zPBEC2MIXwGkGZGdyndygA+x08wSwjvuDyzAMskT2BaIrgRY8XkdGjt4qb3LF7TY9vw6u2aBGlkitVZNOhR7ZBjAME/F9t7p8sDi9QvcwgpvNv7seSym0WLLT3hibdSQSUjk3vUZFrAJR3uQUVL5odkjn+MUQuM40AkFJUagAplA6MQIBfCgBAtjGFcDpaQbk8ERss8UBv99PcICFYoofg+AI4CiaYKR38PgDIK9pAYv4tUgmuXt6kQlq/HqzaRFa0h5rdEo6wCT4Ys7vDwi/VqdXcrJeOJHeq3QDedzx6KCmJB4fC/4IxTLADTZhdRWxZiVSkLr4yZ3ASKEkGvrJpFA6MUP6FnKe1zVZUddoies5W23CCARfxPr9LFqsTjhd3B9ZfgQCALIzuC2HgxPogMgOcJ+Stsz0LVecLj3wDoBch1Ppmf1BBB2+1AwMIre4+be+syN05bI4hUI0kgPMj4T4WBZ7qu3YVWnD9nIrasM65Lm8fhyotWN3lY0j7sTqGofGbSLHALwJqrscK3wnlkGgJBn/osHtJVfucHn9cHiiu5AivZcmnfSFD4WSLDp2II5CoUjSqygHBr2W47TuPlSN03LS43bOVlIEQmQym8AB1pEEsFQEQtoB/vKlhVi1bicK8zIwdczAiGNPdcTEJp94leviz/CXEqj8dYWZerQ4vLBE4U5HaqDAP32z3YuWsFv3lc0u5KcHJqsdqXeEuthZnF6M7pkBjZqJKICzjBrUalUCZ9OrZO/lOECaAMcwDDRRRBIsTh+MWvkCll+JxKgVRi4olFSBOsAUSidGrVbhpD4FnGW/7yuP6zlJEQijQSdwd5ta7cIMsIwIxAdfbsb7X2yG3eGOKIDT0wz403mndArxCwB56YEKCJEIZj9ZlkVFswt7q22os7jbVd6KZYUlwHQaBiYd+WdEz4svaNQMSovSiNuSMOlUEbPDfAeYfyvf4fGj3upGvdXNaeHsZ4GyJidqWt2wu6WFrF6jwoB8o2A5v8ZuqiEoR3bi72HUqgR/GzEcEd4bPvw8daTYC4WSTKgAplA6OfyGGpt3HhfZUhn4EYj0tEBFgm5ZXPFTUdMsKwKRw6sgUdNgwd+fXI45t7wMmz26SXAdHa1ahSFFachN06IoU4feueRqD0H3r6zJheONTjTZvThY55B0X/0si+pWF6pbXMQIBalFsFatgkFEUJFm/0czCbFvN6Ho5CPHXTxQ68CBWmGd3+pWd8SWzSom4DKb9Rrk8eoOp0IG2Oby4Y9yC7Yeb0VNK/ffAt8BDnYJZBgGvXMjv7cAoo5A2HiCOY3GHygpDBXAFEon55TSXpznW3Yfhz+Ot28FVSDMAZHWt0c3zvJDZXURy6AB5FrAALDrYBW+/3V/e4baIckwaDCwwIReuUbRfKXby8Lu9qGimSuKpCY27a+x40i9E0canNhXI2xmws//AgEHmGEYYk62PeWvctO0SDdETujF++56MDYAQBAdSIUM8OF6B2xuP1ze/2/vzsOjqu/9gb9ny6zZdwhBICRALsgmRfghItIiYqsVkJ+CtaU/tMpSNI9yta5Y9Sq3gFr1tte6IotUioB4laWKeGUxqGExQFgDIYTsk2UymTm/P6ZzmJlzzsyZSQJJ5v16Hp5nlu9ZmJNJPvOdz/fzEXD8YjMOnLOLs7ByKRBeSVYDkqyhX99w6j7LdQlk/i91ZgyAibq5kf/m34Wttr4JJWcudtjx6hv8gy7vDHBgAHzsdEXIMmiAcgAMADv3HYv0NLsFpa+yW1xuSfALSIMiL6fL7ZciUNvUKil5FviVul6rEVMQMuONfqkZZoNWUqLMK9ESOvCKM6sLnDo6v9S3kkWwDmpXglsQJBUs6ptdOHDODqfLrTgD7NU7yRwynabZ6YZb9cJL6TcErABBnRl/Oom6uR5pCeiRFu/32P7DZzrseHJVIAAgp1eq3+MlZy7KpEDI5ADHKwfAvg0yAo0bkRPyXLs6o14Ls0yQ4XQJqJIpbaUUzAQGtwAkDS7k8n+9TAYt+qaaYdBpYNRr0CfFrJju0DPBvxyd3Do6tV+dt3cAbNBpYI3RQgNPDnJW4qVz7WwzwHLXDPAEoVUNrYo5wF4mgxaZCaFLA6qtdyz34SpUGTuiK4lVIIiiQP/eaTh3oVa8X1nT0GHHqrP751XG/WsGuF+2fwB84Og5ybbhpEAEYzYZ8Mhvfxr2dl2NRqNBXroFJyqb/aofANLZOEA5aJNrnBHYRCEwBSKw5XJabIyYJxss1zfWpMfgHlbUNrsQb9LhdLVDcu5qvzqXC/7bIi/doph6ETgD7LzCM8BKs/kAZHObA2eAASArwYiK+hZxQZ9O46kj7ftfa2pxq7oe0p8PTdDOhURXGgNgoihgs/jP9DQ2h9dCOBxKKRCBAbCctgbA0382HD8dOxD5OZnIzkxSvV1XZo7RYWCGBXtP1Yes/6v0tX1gAwpAGmBJS6BJgxu1i9xsJj1s/wo0U2xuvwBYp1E/s5toNQAVwReyqdEjPgYJluB5x4EB/5WeAQ4WAMuRy8nWaTUYmGFFycUmuNwCspNMOF/rQJ1PTeZmpwtA6JbIwXKOiTojBsBEUcBiivG73xiifFhbKFWByEyJg8UUEzT4NsvkACclqC+d1ScrGTeNy1c9vrvQaDRIthr8Gj/IUSrdFTjbC0hTIAIXRMnNKEYi2WrAqcpmMTjPSpSvbCFHr9XAZtS1qfNdr0SjqmPK5QALgnDF2msH5mgHo9dKG2B4WY06DOlpE+/XNDr9A2CVgbYk5YItkKmT40c0oihgMQcEwB00A+xsdUkqO8TZPLPPGo1GUpItkFwOcLzNhJREdUFwj9T40IO6qcDcWjneoC2Q7AxwQIDVHFASy6xQ/zdcOq0GV2fZ0DvJhLx0CzLjY0Jv5KN3kvqAWU5gy2Ylcg0kjlU04eA5Oy7aO+4DpZJwZoDD+bAS2GzlQr0TP55vCPntQuCHKM4AU2fHn1CiKBA4AxyqgUSkTp6tlDzmnQEGgIfnBM/LNcZIA2CNRoPBuT1VHV/tuO7IZNAiPkS7YUGQzw12ygRTjlY3Ku1OnK5qxtkah6S7XDgdwkKJ0WvRI8GIJKsh7BnVOLMeOanmkP/3XonyHxDUNmsInAEGgIt2z2zp0QtNOF3VjNNVzahrvpTOIQgCmpwu2RzrtgovAFb/mhpl8qqrG1tx0e7/wdblFvwWVYaqOkHU2fAnlCgKWM0dHwA3tzgx4Z7lksfjbJeK7g8f1As3XjtAdnujQQ+tVv5X0hAVga3JaEC/7JSQ47ozNbOZgYFKZYMTVTL1gR2tAo5caMTZGk8zjUCdqcRVamwMBmVa8ZM+cYozyHKVJTSQ5vYq0WqC1x0+W+PA2RoHDp5rgN3hgiAIKC5vxHdn7Cg8XY/qRmlVjrYIJwA2h1GPV6nd9nmfRhsnK5uw52Qdvj1VL+ZvS3LEWQGCOrnO8xuMiDpM4AxwUwekQHy9/7jkMYNeB1PArK7vjLAvufQHLzUBcGZqHPS66C68H6siAP6+1C4GM61uASUXpE0vQonRK+eUXklajQYZcfIBsFwlA7nZTiUajUZ1IFle50CF3SnWVnYLQGl1+3UtFARBEnAq1Vc26DRIi1WfVqL0mnhTYhocLpTVen5/tLoFnKpqRqtL4AwwdTlcBEcUBQJzgDtiBrj8Yr3ksaR4i+Qrbbk0B0C+AoTX4LzQAXBCbPjl0robm0ldgHbiYjN0Wg1idFpEUsygPdMf2pvJoEOiRe/X2EOrAQwyM5LhllGzGXVip7VgLtQ7caHef8bXOyvcHovmWlwCAi9bn2QzbMYWNLS4kGaLgcWoQ0urG+YYnWz6hhKlsYZ/BbSBCy0bHC5cqG/xOx8Nwpt1JroS+BGNKAoEpkC0ZxUIQRBQa29CZY1d8txN10krMijN9AYLgDNT4pCfkxn0PO65bXSIM+3+DDqt6pm3M1WOsEtpebV3/d321j/N4jcbnh4XA61GI8kTzlLIC1Zia2NQ117d4wKvm1bjmZXPSjQhL92KRKsBRr0WsSZ9WMEvoFzKrtnpxrELjWhokX4AOBWQIpNoDf+4RJcbZ4CJooCkDJrKFAhBELBl50HU2ZvxixuGwCxZTOfAbx57D7tk0h8A4KkHbpY8ZpQpdQZAkirhS6PRYPm/T8eS1z9BaXkNWlpaUVFth6PFM8s3JLcnpo4frOr/1N1lxsfgZKUnIDHqNXAL8uXPHK1ulNdF9kFITTvjK0mn1SC/hxU1ja3QajWI+9fMeHaSEcXnXWhxCegRHwNbkLQbOVaVM+xKHK0C2mPyPLBCR4xe267l2JKtBlTKdBKssKvLY061hVfJg+hK6Ny/xYioXUQyAywIAh568e9Y+2khAOD9jXuw8bXf+f2h3fLlQcXg957bRsvm5CoFusFmgAFgYN8MfPDSb/weq6yx42x5LQblZER9/q9XZrwRlhgdHK1uJFkM2HuqTnGsXP1cvVbjN1NpNmjRK9GE6iYnWl0CEi2GkBUXOgONRuNplOHDZtRjRO84uAUhoi5lFoMWWo18JQ01HK1u1WXXQu3HV3vn22bGx8gGwGqYDFokdPIPSEQAA2CiqGCOIAf4w/8pFINfAPjux1L8cOQsrs7LEh979+PditsrdXAzKwS6oQJgOckJNiQn2EIPjDK+AarSbJ6cnglGZCUaUWl3osnphlGvRbLVAL1Og2Rb+Nens4q0Ra9Go0GKzSDJ71UrnOYVQffTwQFwrEmP4dmxKDwtzesPJS/dwhbI1CUwACaKAoEzwE0OJ9xut2LZsVaXC8//5X8kj/94vNwvANYpbA8oB8CKi+AUUiOobZJt6gNgk0ELrUaD1DCqBkSbq5LNiNFrUdXghMvtaaOcHheDc7UOnK4KXukh0pxr6X78p6BNHVByzKjXQgNIFtuF2kau2gZRZ8QAmCgKBOYAC4KAZkerpDqE17cHT6OiWrqo7cipC373+2alYO+BU7L7UKrKoDTTG6wMGkUu2WpATqoZtU2tSLDoEWvS44dSu+yCLJauCk2n1aBXogm9Aton94g3orTaETQ9ov0C4IAc4A5alBhupkc4DTeIrjT+tiOKAoEzwIBnAZuSbd8Uyz5+5GS5331NkJXeifEKAbDSIrgIUiBIndTYGOSkWZBii4FRr0Vuuvy1YfOCyGk0GgzKDN6yuz0CYEGQ1txVal7RVj3CbEvN9sfUlfCnlSgKWMzSck+Nzcpfi2/ffUT28aMn/WeAmx3K+wg7BYIB8GUTb9YjRicNdo0qu6KRvFABYJPTDVcbS6G1uAQIAbvoqMAzLTYG4fxIyP1MEXVW/G1HFAVMMXpJmSSlGeBaexN+PH5e9rnS8hq/7bxlyOQoBcDKKRAMgC+n3sn+X+Eb9RpoWbu1TUIFgIKANrdEbgyo3KHTdlzgaY7RYWhWrOrKFZwBpq6EP61EUUCj0aguhVZdG7w17tFTFeLt5hbOAHdVyVb/cmY9EsJrCkFSamrxRlpezCuwEYUlRteuNYADxei1qhuGMACmroSrToiihMUUA3vjpdnbW+f/F4o2/EESqNY3NAdu6uf/PbES2ZmJuO3GoUFTIGKt8n80FTvBBWmEQe1Po9FgQLoF9Q4X9DoNrFy93y5C1QmuaWxtU0vkxhb//N/Lcd0sKrt3GJkCQV0I/+IQRQm5ig9//2w/fjttrN9jdSEC4LKKWpRV1GL3DyeDlkFT+gOvNNObEGsOelxqf1qttD0wtY0mRO0wt+DJ443RqZsxDtQoMwPc0dQujuQMMHUl/GklihJyDSg2/rNI8lh9Q/Bapr5c7vBXtSulQCiVTSPqSuSaQAROjBaerse+U/W4UK++FXWFvQWFp+vQFNBMwxLT8X/G1QTqOg1g4AwwdSH86K9SSUkJVq1ahT179qCsrAzNzc1ISUnBgAEDcPPNN2PKlCmKTQUitW3bNmzYsAEHDhxARUUFbDYbevfujRtvvBEzZ86EzcYOWKReyZkKyWNyKQz19uAzwGrcPP7fFJ9TKoMWzxlg6gZSbAaU1V4KbA06DYx6raTtdKtbwImLTUi06GEIUWqh2elGyYUm2Ynly9V4IrBFNgCk2gyosHt+h/RMMHZoLjJRe2MAHILL5cKyZcvw3//93xACas+cO3cO586dw/bt27Fy5UosX74c6enpbT5mQ0MDCgoKsH37dr/Hq6qqUFVVhf379+P999/H8uXLMXTo0DYfj6JDi9MleSwlUfohKlQKRChZ6Qn4/d03KD6vmAIRxwCYur4e8Uacr2sRS5VlJ5lQ19QqCYABTzpEXZMLybbgAfBFe4ts8Btn0kF3mSp3pNgMOF93KbDXaYF+qWakx8VAq9HAqrJSBFFnwQA4hGeeeQarV68GAOh0Otx0000YPXo0rFYrSktLsXHjRhw5cgSFhYWYM2cOPvjgA8TFxUV8PJfLhYULF2Lnzp0AgJSUFEyfPh05OTmora3Fpk2bUFhYiLKyMsydOxerVq1Cv3792uX/St3btJ8Ow7rP9vs9VlvfJBkXahFcMG/9cTZuvHZA0JkgpRSIeBsDYOr6YvRaXN3ThsoGJ6wxOiRaDXC6lFOF6ppbkWwLXgFFqXJEqO3aU48EI8rrLgXiWQkmaDQaxJoYRlDXxJ/cIHbt2iUGvxaLBX/9618xcuRIvzFz5szBU089hbVr1+Lo0aP405/+hKeeeiriY3744Ydi8JuTk4N33nkHKSkp4vN33XUX/uM//gN/+9vfUFtbiyeeeAIrV66M+HgUPe64aYQkAJab7a1v9M8Btphi0NisLlcxIdYS8mtQzgBTd2eO0SHLJzXBHKSKQn2zci1tAGh2uiSVH7ySrZcvADbqtRjc04aK+haYY3RIi2XZQurauAguiLffflu8vXDhQknwC3hmhZ988kn06dMHALB27VqUlpZGdDyXy4VXX31VvP/iiy/6Bb9eBQUFGDhwIABg3759+OqrryI6HkWXa4f2xbMLbvF7THYGOCAHuG8v6c+gEqXZXb8xCsEAc4CpuzIHWajW0OKW5Nb6kkudAICMuJiQucPtzWrU4aoUT9oD832pq2MArMDtdmPPnj0APCtgb731VsWxer0eP//5zwF4gthPPvkkomPu3bsXFRWehUqjRo1Cfn6+7DidTofZs2eL9zdv3hzR8Sj6DB+U7Xe/tr5JktsemALRNytZ9f6Vavz6UlosqrQ4jqirMxt0iDMpzwLbm+WDXABwtEpnf/PSLZJOfkQUHgbACmpqatDc7AkEkpKSkJCQEHS8dwYYgGTxmlpffvmlePu6664LOtb3ed/tiIIJnGVtdbnR1OyEIAh4f+Me/PS3r0hKo/XJCmcGmEEskZwBGVb0STGhX4oZ1oAZ4YYgLcUdTv8PqGmxBiRZDbLl1ohIPeYAKwicFQvHkSNH2rzd4MGDg45NTU1FZmYmysrKcPHiRVRVVSEpKSmi41L0kEszqKlvxKPLP5fkB3tlpsTBbDKgqTl0C1c1M8BE0Uin1SAjztMd0d7iQkPLpbz601UOGPVapNikzWqaA2aAjWw2QdQu+E5SEB8fD4PBM5tVVVWF2traoONPnjwp3m5oaEB5eXnYxzxx4oR4OysrK+R43zHHjx8P+3gUfWIt0vbEE3+zQjH4BYBYmwlpSbGq9s8ZYKLQbDIlw45eaEKzU5ruEJgCYTTwzzZRe+B0jQK9Xo+hQ4di7969EAQBGzZswN133y071uVy4eOPP/Z7rK6uLuyawPX19eLtxMTEkON90zJ8t5UzceJExedcLhd0OtZwjAY6nRZxVpNf9YdQnd9irSb8n+H9cOpcVcj9cwaYKDSlmrm1Ta0wGS7NAguCIAmATZwBJmoXfCcFMWPGDPH2smXLsH+/dJbM7XZjyZIlkhlYu90e9vEaGxvF20ajdKYukO+YhoaGsI9H0SncagtxVhMWBmls4ctoiCwA1rVzF0Wizsxi0EKuf0VTQLMap0tAYDYeUyCI2gena4KYOnUqNmzYgK+++gqNjY2YNWuWbCOM4uJiJCUlweFwiIFoe7dFbqtt27YpPjdo0KDLeCZ0pcXZwls9Hms1oUdqPP70yO0oeOkjuBVKNhlj9BGXRlJTPo2ou9BoNEi2Xmoj7BWYAhE4+6vReForE1Hb8a9OEFqtFitWrMDixYvx+eefo7W1FRs3bsTGjRv9xqWmpuK1117DnDlzxMci6QZnsVjEXGOHwwG9PvjlcTgufXVttVrDPh5Fp3BngGOtnm8aZkwegYF9M1B88gL+a81OHD5+3m+cqQ1BbHYPLuCk6HJVshnVja1+NYCbAgLgwPtGvZb1d4naSeeapuyEbDYbXn31Vbz11lu45ZZbkJWVBZPJBIvFgtzcXDzwwAPYtGkTBg4cKM7+ajQa2QYWocTGXlpoVF1dHXJ8TU2N7LZEwUQyA+w1OLcnpv10GF5+bIZknF6vPo98wazr/e4/M39qWOdE1NXpdRoMyLD4PdbsdOPExSbUNnnKojUENMEwcwEcUbvhDLBKY8aMwZgxYxSfLy4uhsvl+WV11VVXRRSQ9unTR+wiV1paGrIShG/Hub59+4Z9PIpO8Tb1M8BpSbGwyVSOSIyzSB5zBKllGmjujHE4da4KRUfP4baJV+Paq/uE3oiomzHJBLTn61pQXteCQT2ski5wctUjiCgyDIDbibdrHABcc801Ee0jNzcXO3fuBAAUFRVh9OjRimMvXryIsrIyAEBycjJrAJNqV/WQdnZ7eM4kDBvYC79+7D00Ozx5iQa9Ds8t+oXsV64JcdIgWk2dYHH7WDP+/PjMMM6aqPsx6LTQazWSVsgCgNOVzWhoYQBM1FH4fUo7EAQBH330kXh/+vTpEe1n3Lhx4u1Q3d2++OIL8fb48eMjOh5Fp9t/NgzZmZ4yexkpcdj8xv1YMGsCxo3IwfJ/n4b+vVMxIj8ba/40B5P/j/wCSbm2xS63tIYpEQVnjpH/M1zvcEkqQCiVTyOi8HEGuB2sXr0ahw4dAgCMGjUKQ4YMiWg/o0aNQmpqKioqKrBnzx4cPHgQ+fn5knEulwvvvfeeeH/KlCmRnThFpR6p8fj8zQU4UVqJq3om+6U4TB0/GFPHB+9CSETtJ8VqQH2zK+Q4o14Dg45zVkTthe+mEL777ju0+LSs9CUIAtasWYNnn30WgKeKwx//+EfZsR999BHy8vKQl5eH2bNny47R6XS4//77xfuPPPIIKisrJeOWLl2Kw4cPAwCGDx/uN3NMpIbVbMS/9e8hm99LRJdPWlyMqtq+NjaZIWpXfEeF8Prrr6OwsBDXXXcdBg8ejLS0NDidTpw5cwafffYZiouLAQAmkwkrVqxAdnZ2m443Y8YMbN26Fbt27cLRo0fxi1/8AtOnT0dOTg5qamqwefNmfPvttwA8pdaeeeaZNv8fiYjoytBqNOiXasbh8w2SlAdfcWamPxC1JwbAKtTV1WHTpk3YtGmT7PM5OTlYsmQJhg8f3uZj6fV6vPzyyygoKMCOHTtQUVGB1157TTIuIyMDy5YtQ//+/dt8TCIiunLizXoM6xWLphYXrEYd9p2StraPN/HPNVF74jsqhIULF2Lw4MHYu3cvSktLUVlZ6enik5yM/Px8TJo0CZMnTw7ZtCIcNpsNb7zxBrZu3YoNGzagqKgIlZWVsFqtyM7OxqRJkzBz5kzW/iUi6iaMeq2YCiFXGUKuZBoRRU4jCMG+dKFo4G2F7F3IR6TGm3//Gk++eulbkYfumYhFv5p4Bc+IqHs4X+vAicpm8X6qzYCcNGntbSKKHD9SElFEbv/pMIzM9+S85+dk4v/eHFn9ayLylxYXg3iz51tFk0GL7KTwujcSUWicASbOAFPEXC436hsdsFlioNdxkQ5Re3K63NBrNbLNaIiobZgDTEQR0+m0SIhV31qZiNRj3V+ijsN3FxERERFFFQbARERERBRVGAATERERUVRhAExEREREUYUBMBERERFFFQbARERERBRVGAATERERUVRhAExEREREUYUBMBERERFFFbZCJuTl5QEAdGxlS0REFDaLxYJ9+/Zd6dOgMHAGmIiIiIiiCmeAiYiIiCiqcAaYiIiIiKIKA2AiIiIiiioMgImIiIgoqjAAJiIiIqKowgCYiIiIiKIKA2AiIiIiiioMgImIiIgoqjAAJiIiIqKowgCYiIiIiKIKA2AiIiIiiioMgImIiIgoqjAAJiIiIqKoor/SJ0Ddx7Zt27BhwwYcOHAAFRUVsNls6N27N2688UbMnDkTNpvtSp9il+JyuVBSUoIDBw7g4MGDOHDgAH788Uc0NzcDAG677Ta88MILYe3z1KlTWL16NXbu3ImysjK43W6kpaVhzJgxmDFjBgYOHKh6Xy0tLVi3bh0+/fRTHD9+HDU1NUhKSsKAAQNw880345ZbboFW2/0/Y9vtduzatQu7d+/GoUOHcPLkSdTX18NoNCItLQ1DhgzB1KlTMW7cOGg0GlX75HVqfz/88AOKiopQVFSEo0ePorq6GtXV1XA6nYiLi0O/fv3wk5/8BLfddht69uypap8XLlzAmjVrsGPHDpw9exbNzc1ITU3FyJEjcfvtt+Oaa65RfX5utxsbN27E5s2b8eOPP6KqqgoJCQno27cvJk+ejGnTpiEmJibS/363sHjxYqxfv168P2/ePMyfPz/kdnw/kRyNIAjClT4J6toaGhpQUFCA7du3K47JzMzE8uXLMXTo0Mt3Yl3c/Pnz8dlnnyk+H24AvGbNGjz33HNiAB1Ip9Ph/vvvx7x580Luq6SkBAsWLMCxY8cUx4wYMQIvv/wyUlJSVJ9jV/PWW29h2bJlcDgcIceOHDkSL730Enr06BF0HK9Txxg2bBgaGxtDjouJicG8efNw7733Bh23detWPProo6itrVUcc8cdd+DJJ5+ETqcLuq+KigosWLAAhYWFimP69++PV155BX369An+H+imvvjiC8ydO9fvMTUBMN9PpIQBMLWJy+XCvffei507dwIAUlJSMH36dOTk5KC2thabNm0Sf6nHx8dj1apV6Nev35U85S7j/vvvx7Zt28T7CQkJSEhIwMmTJwGEFwBv2LABDz/8MABAq9ViypQpuPbaa6HX61FYWIj169ejpaUFAPDQQw9J/tD4unDhAu644w6cO3cOAJCXl4fbbrsNaWlpOHPmDNatW4czZ84AAPLz8/H+++/DYrGE/f/vCp544gmsWbMGAJCeno4xY8YgPz8fycnJcDgc+O677/Dxxx+LgVdWVhbWrl2L5ORk2f3xOnWcYcOGwWw2Y8iQIcjLy0NWVhZiY2PR2tqKs2fP4p///KdfADp//nzFoOibb77Bb3/7WzidTgDA9ddfjxtuuAFmsxmHDh3CunXrUF9fDwCYOXMmnn76acXzamhowF133YXDhw8DAHr16oVp06ahV69euHDhAtavX4/i4mIAQM+ePbF27dqoC67sdjumTp2KsrIyWCwW8f0UKgDm+4mCEojaYNWqVUJubq6Qm5srTJkyRaioqJCMeeGFF8Qxd9555xU4y67p9ddfF5YuXSps2bJFOH36tCAIgvD3v/9dfC0feeQRVfuprKwUhg8fLuTm5goDBgwQtm7dKhmzf/9+4eqrrxZyc3OFQYMGCSUlJYr7W7RokXgOixYtEpxOp9/zdrtdmDVrljhm2bJl6v/TXcwTTzwh/OY3vxG++uorweVyyY4pLS0Vfvazn4mvx+LFi2XH8Tp1rOLiYsHtdgcds379eiEvL098fc+fPy8Z43A4hAkTJoiv23vvvScZc/z4cWHs2LHimK+//lrxmEuXLhXHzZo1S7Db7X7Pt7S0CL///e/FMQUFBSr/x93H448/LuTm5grjx48Xnn/+efG1ePnllxW34fuJQmGiCkXM5XLh1VdfFe+/+OKLsjMTBQUFYo7Vvn378NVXX122c+zK7rvvPjz00EOYPHkyevXqFfF+3nzzTdjtdgDAXXfdhYkTJ0rGDB06FAsXLgQAtLa24s9//rPsvo4dO4ZPPvkEAJCamoolS5ZAr/dfSmC1WrF06VIYjUYAwNtvv426urqIz78zW7RoEd58802MHTtWMe+vZ8+eWL58uXh/y5YtaGpqkozjdepYubm5IXOwb731Vlx//fUAPK+v95stX+vWrcPZs2cBABMmTMCsWbMkY/r06YMnnnhCvL9ixQrZ49XU1OCdd94BABiNRixduhRWq9VvjMFgwLPPPovU1FQAwMaNG1FSUhL0/9Gd/O///i/Wrl0LAHjyySclr48Svp8oFAbAFLG9e/eioqICADBq1Cjk5+fLjtPpdJg9e7Z4f/PmzZfl/Mhjy5Yt4u1f/epXiuOmT58ufmW3fft22Zy5Tz75BMK/sqbuuOMOxT9G6enpuOmmmwAATU1Nfqkc3UlCQoKqcQMGDBBzN5uamnDq1CnJGF6nzqF///7i7YsXL0qe9wZCAPDrX/9acT833nijuJhu//79YtDsa9u2bWL++JQpU5Ceni67L6vVihkzZgAABEHw+1npzpqamvD4449DEARMmTIFEyZMUL0t308UCgNgitiXX34p3r7uuuuCjvV93nc76ljHjh0T//D269cv6EyyzWbDiBEjAACNjY3Ys2ePZIzvtRs/fnzQY/s+z2sOvyoogYvmeJ06D98PJ4HfaNntdnz77bcAPEHpyJEjFfej1Woxbtw48b7caxvO79BovE7/+Z//iTNnziAhIQGPPfaY6u34fiI1GABTxI4cOSLeHjx4cNCxqampyMzMBOCZVamqqurQcyOPcK5R4BjfbQHPzJN39bNOpwtZOijYvqJNS0uLuHgRgKQSBK9T57B9+3Zs3boVgCclwZsO4VVSUgK32w0AGDRoUMjqDqFe23Cuu+/xjh49Ks5IdleFhYVYuXIlAODhhx8Oa+Ef30+kBusAU8ROnDgh3s7Kygo5PisrC2VlZQCA48ePIykpqcPOjTyOHz8u3lZ7jbx8ry8AlJWVibmrGRkZMBgMQfeVkZEBnU4Hl8uFU6dOQRAE1XVwu5tNmzaJVQHy8/PFfE4vXqfLa+/evWL5spaWFpw/fx67du0S1yfo9Xo8/fTTkqArkt95ctsCnrq/p0+fBuAJrLwTBEoMBgPS09Nx7tw5NDY2ory8HBkZGSHPoStyOBx49NFH4Xa7ce211+L2228Pa3u+n0gNBsAUMe8fdABITEwMOd43X9J3W+o47XmNfBd0qMl9NRgMsNlsqK2thdPpRGNjo+oFLN1JVVUVli5dKt7/3e9+JxnD63R5vfTSS/j+++8lj2s0GlxzzTVYsGCBbBML39c23OsUuCCqsbERra2tAIDY2FjJoiql/XnLcNXV1XXbAHjFihU4ceIETCYTnnnmmbC35/uJ1GAKBEXMt6i8d+VrML5jGhoaOuScyF+418hkMom3A69RuPsKHBeN17ylpQXz589HZWUlAM/CqEmTJknG8Tp1Dunp6Rg7dix69+4t+7zva6umK1uw6+R7n9fpkh9++AFvv/02AE8t5uzs7LD3wfcTqcEAmIioA7jdbjz66KPYt28fACA7OxvPPffcFT4rAoC1a9eiuLgYxcXF2L9/PzZs2IAFCxagoaEBy5Ytwy233IKvv/76Sp9m1GlpacFjjz0Gl8uF/Pz8oFU2iNqKATBFzLfLjZpWsL5j+JXQ5RHuNfItARR4jcLdV+C4aLrmgiDgySefxMaNGwF4Fr299dZbiI+Plx3P63TlWCwWDBgwAA888ADWr1+PtLQ01NTUYO7cuWIHNt+xXt4OYsEEu06+93mdPF5//XUcOXIEOp0OS5YsCbnIUAnfT6QGA2CKWGxsrHi7uro65PiamhrZbanjtOc1iouLkx2npLW1VSxEbzAYoqYtqCAIeOqpp8Ti/RkZGXjnnXeCLsbhdeocevXqhYceeggA4HQ68cYbb/g97/vahnudfLcFPIGVN++3vr5ezAeOdH9d3Y8//oi//vWvAIB77rlHsa68Gnw/kRpcBEcR69OnD0pLSwEApaWlIVfbescCQN++fTv03MjD93X2ff2V+I7xNm7wyszMhNlsRlNTE86fPw+n0xl0RXRZWRlcLhcAoHfv3lGxEloQBDz99NNYvXo1AE9O6bvvvhsyj5HXqfPwrccbWBPW97Vu63XSarXIzs7G8ePH4XK5UFZWFrRerdPpRHl5OQBP8KzUNKOr+uijj+B0OqHVamEwGPDaa6/Jjtu7d6/fbe+4Pn36iE0o+H4iNRgAU8Ryc3PFVqFFRUUYPXq04tiLFy+KJdCSk5NZAu0yyc3NFW8XFRWFHO87xrcjFuBZIZ+Tk4OioiK4XC4cPnwYQ4YMiWhf3ZE3+F21ahUAIC0tDe+++67igipfvE6dh2/DEm+pNK9+/fpBq9XC7Xbj0KFDcLlcQb+mD/Xa5ubmiiW7ioqKggbA3uMBQE5OTrcLrLx1jd1ut2TmXcnu3buxe/duAMDEiRPFAJjvJ1KDKRAUsVBdjnx98cUX4u1QnXSo/eTk5IhNF0pKSoLOhjQ0NIhdrsxmM0aNGiUZw2suLzD4TU1NxbvvvourrrpK1fa8Tp2Hb8OSwA/qNpsNw4cPB+B/HeS43W6xrjAg3+nN9zp5JxOU8Dqpx/cTqcEAmCI2atQosaD/nj17cPDgQdlxLpcL7733nnh/ypQpl+X8yMM7KwJALC8kZ+3atWLJnxtuuAFms1kyxvfarV692q9EkK/y8nJs2bIFgKfE0MSJEyM59S7jmWeekQS/gV+lhsLr1Dl401cAiMGuL9/X9m9/+5vifrZu3SoGXkOHDpVNEZs4caJYMmvz5s1iikOghoYGMadco9H4/ax0F4899phYmSPYv3nz5onbzJs3T3w8MGWC7ycKhQEwRUyn0+H+++8X7z/yyCNivVNfS5cuxeHDhwF4/qD4fpqmjjdnzhxxJfLKlSuxbds2yZjvv/8eK1asAODpgvXAAw/I7qt///7iH5aKigo8/vjjksU7DQ0NKCgoEFdC33PPPd1uwY6vJUuW4IMPPgBwKfiNJMed16njrFq1Ct98803Q9sEulwt/+ctfxGsJAHfeeadk3LRp08TZxR07dojten2dPHnSr4HDwoULZY+ZmJiI2bNnA/BUDigoKJDUjW1tbcXjjz+OiooKAMDUqVPRr18/xf8HefD9RKFohO7eUJw6VGtrK+bOnYtdu3YB8AQA06dPR05ODmpqarB582bx66W4uDh88MEHzItS6cyZM1i3bp3fY8XFxdixYwcAIC8vDxMmTPB7fvTo0bj22msl+1q/fj0WL14MwLP4ZsqUKRg7diy0Wi0KCwvxj3/8Q/zFvWjRItx3332K51VeXo4ZM2bg/Pnz4nn88pe/RFpaGs6cOYMPP/wQZ86cAQAMHDgQK1eu7LalgJYtWybmK2o0Gjz44IOqgt9BgwaJQZQvXqeOsXjxYqxfvx6ZmZkYM2YMcnNzkZycDIPBgPr6ehw5cgTbtm3D2bNnxW3uvfdePPjgg7L7+/rrrzF37lw4nU4AwIQJE8TZw0OHDuHDDz8UO4rNmDEDS5YsUTw3u92OO++8Uyy51qtXL8yYMQNZWVm4cOECPvroI/G5Hj16YM2aNUhLS2uX16UreuWVV/Dqq68C8MwAz58/X3Es308UDANgajO73Y6CggIxMJOTkZGBZcuWyX6lSPJ2796Nu+++O6xtgv1B+OCDD/DCCy8o1rLU6XS47777sGDBgpDHOXbsGObPny8u4JEzbNgwvPLKK2KaTHc0e/ZsSaUANZ5//nn88pe/lH2O16n9eQNgNWJjY/Hggw/Kzv76+vzzz/Hoo49KWhz7mjFjBp566qmQ9WzLy8uxYMECfPfdd4pjcnJy8PLLL0f97G84ATDA9xMpYxUIajObzYY33ngDW7duxYYNG1BUVITKykpYrVZkZ2dj0qRJmDlzJmv/XmF33nknxowZg9WrV2Pnzp0oKyuDIAhIS0vD6NGjcccdd2DQoEGq9pWTk4N//OMfWLduHT799FMcP34ctbW1SExMRF5eHqZOnYqf//zn0GqZZRUuXqf294c//AETJ07E3r17cfjwYZw+fRrV1dVobW2FxWJBcnIy8vLyMG7cOEyePFnV76pJkybh6quvxqpVq7Bjxw6cPXsWDocDqampGDFiBKZNmya7oEpOeno6Vq1ahY8//hibNm1CcXExqqurER8fj759+2Ly5MmYPn26qvbL5I/vJ1LCGWAiIiIiiir8mEJEREREUYUBMBERERFFFQbARERERBRVGAATERERUVRhAExEREREUYUBMBERERFFFQbARERERBRVGAATERERUVRhAExEREREUYUBMBERERFFFQbARERERBRVGAATERERUVRhAExEREREUYUBMBERERFFFQbARERERBRV/j+WHE8c1b9AcAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(dpi=100)\n", - "ax.plot(F, label='Price')\n", - "ax2 = ax.twinx()\n", - "ax2.plot(V, color = palette[1], label='Vol')\n", - "\n", - "ax.set_ylabel(\"Price\")\n", - "ax2.set_ylabel(\"Vol\")\n", - "\n", - "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", - "sns.despine()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "80196f5b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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XaAAaK3z33XeoqqoC4BezpFCCbt264emnnwbgX1k04lqeTbAQ0+hgs6q/kqrcatFYXzAROxyq4QkKkRWpafhwHI/isqqz7h9XT1Y/9u/fjxUr/IWlsrKy8PHHHxMrFl511VViniDP8/jmm29U23z//ffi3y+++KJMHAbIyMjAxx9/rDuhjhROpxO7d+/G6NGj8f7774v3DxkyhFg/YeLEifB6vYiLi8PXX39NjYxq37493nvvPQD+kMGZM2dG5wlEiNGjRxsShwFeeeUVYm5gUlISnnvuOfE2qW1DoO9eRkaGZqVYk8lUL/MPAf8CQ4DS0lLd7aWhytJ9w0UQBLzxxhvi9de0aVNMmTLFUH0Oo1x88cViiOzJkyfhdDojduy6hjmIQRJsA9CXX34ZgL8BaJ8+fWptnFpIVycffPBB6naDBg3Cp59+CofDgaVLl8LlctVa2EfMwybvUYH0sla7OWQm2dQPNCA4ooPIrrGGzILlO/Hqp/NRVBqdnJtYpnGjJLz91G245WrtEvh1zeLFi8W/9YrO/fvf/8aXX36J6upqrFixAm63W5w4ut1ucZE4NTVVMy+vffv26Nu3b1QqI3bq1El3m9tuu41Yd6CiokJ0la677jrdELwrrrgCWVlZKCwsxOrVq2M2TaVFixa6+XZSGjVqhNtvv536eM+ePWG1WuHz+VQ5q4DfXQP8oujEiRMRFSuxQtu2bXHixAkAMPQcA9sCiFikmiAIePPNNzF9+nQAQJMmTTB16lS0atUqIscPYDabkZaWhtOnTwPwf04aStsL5iAGSaw3ANXj4MGDyMvLA+D/ITrnnHOo2yYnJ6N79+4A/EnHwVRRZTBCgZSLV12PHURSripJ9rEcxLOPF8fOOSvFIQAUlVbLqvvGKtu3bxf/1lvgTUxMFH8vvV4v9uzZIz62b98+eL1eAMAll1wCu92ueayePXuGOuSQycrKwqRJk/Dhhx/CYrGoHt+yZQv4M9W07HY7/v77b91/gXDBWG6ZcfHFFweV437BBRdoOrx2u12s3EnKIbziiisA+J3mBx54ANOnTxdDmBsK0nzSnTt3am5bVFQk5txmZmZGpAdiQBxOmzYNAJCdnY2pU6fqLmqEAs/zqKioEG+npqZG/Bx1BXMQgyQWGoD+3//9n1hmOyEhAdnZ2bj44otxyy236P6wBDP+wDaBfMucnBxdUcxghAPJQaxycxAEoV4WqjHaL5MJRAYj9ghECwFAmzZtdLdv06aNuBgs3TfgLgDQXJQNEC1XSZoq4vF4cPLkSfz111/Yvn07CgsL8cUXX+DCCy8khvkFFpYBYPbs2Zg9e7bh88ZysRVSlUotjLRtCCwAKKuUAv4czT/++ANr165FXl4eXn/9dbz++uto164dLr74Ylx66aW46qqrotosPtr07dsX3333HQC/OfLYY49Rtw2EcAP+UO1wUYrDrKwsTJ061dDnNxS2bdsmVr9t2rRpg3EPAeYgBk0sNABdvnw5Tp8+Da/Xi4qKChw8eBC//PILHnzwQTz44IOyHyMl0jEEO37pcz/bYRGm0YEklHy8AA8pBrMeQMotJBapYW0uzjo+eGEAGjeKbEGG+kLjRkn44IXYb38gLbkfCA3UQrqNdF9p2X8jE0gj5wqF/v37i/9uvvlmPProo5g5cyZGjhwJwJ9CM3z4cNEplCJ1SYIl4J7GIsGmzZjN4U2bbTYbvvnmG4wcOVIW7nj48GH8+uuvGDFiBPr27Yvnn39ecy4Xy1x22WViA/oNGzZg9+7dxO04jsMPP/wg3r755pvDPvfo0aNV4tBof9Jg4Xken376qXi7rtrTRAvmIAZJXTYATUtLQ+/evXH++eejSZMmsFgsKCgowNq1a7Fy5UoIgoB169Zh8ODBmDFjhvgBra3xa8XxB0o6Mxha0IS3w8MhjlDAJtYxKvGIDiLThw2aW66+ADf17UrsldnQSU9JhMUS+59naUVFh8OhGxoqFYLSfaWCz0gRC+lxaoOHHnoIO3fuxIIFC7B27VpMnToVDz30kGwb6XN49dVXMWTIkFodYzAEqoTGKjabDQ899BAeeughHD58GFu2bMHWrVuxfv16HD9+HD6fDwsWLMCGDRswa9YsNGnSpK6HHBQWiwVDhw7Fm2++CQB46aWXMGXKFFX7tbFjx4rVbC+55BL07duXeLzZs2eLixiXXXaZTFRKeeutt/Dzzz8DqBGHoeQ0bt26FTk5ObjjjjuofRwdDgdGjRqFtWvXAvC7xlpOaX2ECcQgqasGoM899xy6du1K/IH6z3/+g507d+Kpp57CyZMnkZeXh5dffplYSS3Y8UtX16LVwLQ+wvogRgeaaebx1c/Xm+QgkmBFas5OLBYzMtPphU8YdUtWVpY4gT169KhswZREbm6u+Hd2djbx7+PHj+ueV1q0o7Z46aWX8Pfff8PlcuGzzz7D7bffLltEloZi1kWfRuncx+PxaIp1I5UzY4V27dqhXbt2uOuuuwAAO3bswCuvvIKcnBycPn0aX3/9NV577bU6HmXw3H333fj777+xZs0aHDhwALfffrvYL7ysrAwLFy7E5s2bAfjz9gKt10Llk08+wY8//gjAXwH2gQcewOHDh3Uj97p06aLqd1lcXIxRo0bhvffewxVXXIGuXbuiWbNmSEhIQGVlJfbs2YOFCxeK1VdNJhPefvvtBldwiAnEesLFF1+s+fgFF1yAb7/9FnfccQc8Hg9WrlyJHTt24MILL6ylEWr3zenSpUutjaM2YCGm0YGWs+etJ2XxlZCcQdJTJLa50BCIDqcHH09ZgryCMjw8sDcuvSDyyfcMxtnORRddJOYUrl69mtiaIoDT6RQnvDabTfab17lzZ9hsNni9XmzdulVX4Kxbty5Cz8A42dnZuPfeezF58mRUVFTg66+/xksvvSQ+3qNHD5hMJgiCgFWrVuHFF18M63zSnHIjudrS4h8FBQWauZzbtm0La2x1yYUXXogPPvgAd9xxBwDUaS/EcLBarfj000/xwgsvYNmyZSgsLMTnn3+u2q5p06b45JNPiH03g2HLli3i34Ig4KOPPjK037vvvouBAwcSH3M4HFi8eLGsmrGSrKwsvP322w0uvBRgOYhBIw2zkDb3pBHNBqBK2rdvLyu/vHz5ctU2wY4/kHwLRH/8DAZNBtZXB9HoSgJJC/ICfeL0zleL8OWMVfht+U7c/dy3KC0/+8IUGYxoI21yPm3aNLF/MImffvpJjLK5+uqrZQIwLi5OrIJaXl6OOXPoFVwPHTokFoarbR5++GFx3NOmTZNV18zMzBSL1OXk5GDBggVhnUs6nzASdtuhQwfx70BYH4m1a9di3759YY2trpE6UbEeLqtFcnIyvvzyS3z22We4/vrr0axZM7HK60UXXYQXXngBCxYswCWXXFLXQ5XRq1cvfP7553jiiSfQu3dvtG3bFo0aNYLVakVycjJat26Nm266Ce+//z6WLFnSIMUhwBzEoElJSRErcpWWluqKpmg1AKVx+eWX45dffgFALi0dKw1M6ztGq1MygoPkuAGAp746iEaL1FCeN8cDVkLq7pR568W/vT4O3/66Bv97+LrQB8pgMFR07NgRV199NZYvX47CwkI8//zzGDdunKrQzKpVq8RiFWazmZiL9OCDD4q9DT/44AN07txZ5UiWlJTgueeeg8/ni9Iz0iY7Oxt33nknpk2bBqfTia+//lrs5QwAzz77LP755x94vV68+uqrAIBbbrmFeryysjLMmTMHnTp1Qu/evWWPSUXQ7t27cc0112iO7corrxRf4y+//BL9+/dXVfo8cOBA2M5mtHn33Xdxww03aIqiQB4d4Hef6zuBwkihMnDgQKrLF4CWlxgKSUlJuPbaa4Pqj9kQYQIxSGKhAagW0i9MUlEZ6RiM5DlIt4lWJaj6CNOH0YH2utZXB9FwkRpKOCnHC7Ba9Nt75OYVBzEqBuPs5JNPPjG0XXZ2Nu6//34A/qqIAwcORFFREZYvX45//etfGDhwINq1a4fq6mqsWbMGf/zxh7jw88QTTxBDUXv16oW77roLs2bNQlVVFe6//37ceuutuPTSS2G327F//37MmjULJSUluOmmm7Bo0SIAqPX2Po899hhmzZoFr9eL6dOn45FHHhGLpJx33nkYPXo0XnnlFTidTjz//PP49ttvcc0116B169aIj49HZWUljh07hh07dmDTpk3w+Xz44IMPVOfp0aOHGHYbaInQuXNn0cGMj4/HZZddJm5/wQUXoGfPnli3bh3y8vJwxx13YPDgwWjbti2qq6uxefNm/Pbbb7DZbLj22ms1U17qksWLF+P7779HixYt0Lt3b3Tq1AkZGRngOA4FBQVYunSpGC5ps9nw6KOP1vGIGWcrTCAGSceOHcXwj507d2r2HYxGA1A9pK4gyfELpoGpcptwY8QZDD3OBgeRuB1lM58gQL+UFOCrp68Pg1GbfPnll4a269y5sygQmzRpgp9//hlDhw7FwYMHkZeXhwkTJqj2sVqtGDp0KJ588knqcd988024XC4sWLAAXq+X2E/w4YcfRt++fUWBmJxcu0WMWrRogVtvvRWzZ8+G2+3GV199hVGjRomPDxw4EFlZWXj55Zdx+vRp7N27VyzkQ0LaOF5Ko0aN8Oijj+KLL76Aw+FQvaYtWrTA0qVLZfe99957ePDBB3H06FEUFBRg/PjxssfT09Px0UcfYevWrTErEAPk5eWJ0V4k0tPTRaeZwagLmEAMkrpsAGqE9etrQs9Ijl+HDh3QvHlznDx5EocOHdJ0QQOrcoC/d5N0Ne9sh1UxjQ40B9HLCRAEodZX08OFFE6qvIcX6FeTUYHJBGINbh+PU+UeWC0mNEu1w2yuX9cMI/Zo3bo15s2bh/nz5+Ovv/7C7t27UVpaivj4eDRr1gy9evXCvffeqxtlY7Va8dFHH+Ff//oXZs6ciR07dqCiogKZmZm46KKLcO+996JXr174/fffxX3S0tKi/fRU/N///R/mzZsHjuPwyy+/4LHHHkOzZs3Ex/v27YslS5bgt99+w4oVK7B7926UlJTA4/EgKSkJLVq0QOfOnXH55ZejX79+sgIzUp555hl07twZs2fPxt69e1FaWqrZM7FZs2aYPXs2vv/+eyxevBjHjh2DIAho1qwZ+vXrhwceeABNmjTB1q1bI/6aRIrZs2dj9erV2LRpE/bu3Yvjx4+LPSbT09PRoUMHXHnllbjzzjvr5L1nMAIwgRgkgQaghYWFYgPQrl27qraLRgNQPY4cOYJ58+aJt2kx/TfddJMocr///nsxl0DJzJkzxbYY/fr1M9Tg92yBhZhGBy095OUE2K31a7JPc0Tl29Af8xltk8EEIgC/IN+VVwXPmb4hTg+HDtnRaTrOqB/s378/IsexWq2GcqGM0K9fP/Tr14/6+I4dO8S/w3WQQnn+bdq0wZ49ezS3sdvtuPPOO3HnnXeGOjQAwI033ogbb7zR8PbJyckYNmwYhg0bRt1m+PDhGD58OPXxyy+/PKjXpWXLlkFtr3Q+paSnp+OWW27RzN1kMGIBVsU0SAINQAO89NJLKC5W5/8E0wC0U6dO6NSpE7Xx7NSpU2UlfEns2bMHjzzyiFiZtE+fPtSS3I888ohYXOenn34ihmJs375dDN+wWq2aYTMMRqTQElTKMNMyhxcHTzuQV+Y2JMTqAsGAwNNyCY32QuR4JhABoNThE8UhABRW0d0IBiMWqaysFBd6MzIyWGoHg8GoE5iDGAK13QB03bp1eOedd9CqVSv06tULHTt2RHp6OsxmM06fPo1169ZhxYoV4M9MElu0aIExY8ZQj5eZmYnXXnsNI0aMAM/zGDZsGG6++WZcccUVMJvN2LJlC+bOnSuKzeHDh6N9+/ZhPYeGBqtiGh20XlaPT0AgIc/p4bD3VKC1gxeCIKBlo/iojy9YjIQia2lAo8YgcxD9OL3q16E+hiYzGibHjx+H2WxGixYtiI9XVFTgmWeeQUlJCQBg0KBBsFrZNI3BYNQ+7JsnBGq7AWiAY8eO4dixY5rb9OnTB2PGjBGrjtEYMGAAnE4n3nvvPbjdbixYsEDV18hiseCJJ57AE088EfbYGQwlgiCgqMoLHy8gK8UOq9lk2EEsccjLwB8vdaNFelzMCQEjbS60njPJQSQtTtTHHESPj4eXE5BoN0fwfVO/NpwA1LPIZEYDZffu3XjuuedwySWX4NJLL0Xr1q2RkJCAiooK7Nq1C7///ruYj9a6dWv228tgMOoMJhBDJNAA9O+//8a8efOwc+dOFBcXIykpCa1atcJ1112HwYMHR6R34IgRI3DNNddgx44d2LdvH4qLi8Vk7uTkZLRo0QIXX3wxbr31VmpYKYn77rsPvXv3xvTp07Fq1Srk5+dDEARkZ2ejZ8+euOeee9ClS5ewx89gkMgtduFUhQcAUFDhwUUtk/UdxDOUO9V9wpxeHol2QtPAOoT0fJT3aYaYGhSDPl/9aqZc6vAip8ABXgBS4i3o2iwpIiKR9HpzvAArK1TDiBE4jsPGjRuxceNG6jZdunTB559/jsRElj/LYDDqBiYQw6Q2GoC2atUKrVq1wqBBg0I+D402bdpgxIgRGDFiRMSP3aBhEaZhIQiCKA4Bv7ircnOa4ZZSB9FG6A1Y5vDFnEAkuoOK+zjNEFOCQCSIwfrmIOYWu8T3utLFocLFIS0h/J8j0ktpNI+TwYg2ffr0wTvvvIN//vkHBw4cQGlpKcrLy2GxWJCRkYELLrgAN9xwA2688UaYzaxEBIPBqDuYQGQwGLUOSc84vbxmbqdX4iB6fOoDlDm9aJ5upGtg7UEqUqMUjcGGmHoJz72+iSCXIlewoMITEYFIeh3q22vDaLgkJyfjrrvuwl133VXXQ2EwGAxN2BIVgxECrA9ieJAa31vMJsMOopdgu1U4uZgTA6TrRBlSqvmcfYJKDPs4tYNYn4rUkARxpEJASW1BYu2aYDAYDAYj1mECkcEIAVbENDxIDqAgCJoOokfHQRTgb5IeS5DyC1UOooaAKXP6sPlYJQ4XOcX7PN76HWJKEvdWQsiwFss25ODu577FU2Nmoqi0SryfIxy7Hr00DAaDwWDEBCzElMFgGIIXBJwsc6PawyEr2Y6MJFvIx/IQJvI8r980nhcECAI9by/W+iGShhOMgxigoMKDZql2JNgtxBxEjuAqxiokcR+MgVha4cB/Xp4qimKO4/HZa4MBUBzEGLsmGAwGg8GIdZiDyGCEwNnYBzG/3I3jpW6UVPuwv8ABhyd0UULMoxP0A3e9PoEYnhog1vrFkwRrMG0upJyu9Bf18ZKqmNYjm4y4OBDEx2nK3HWy5ztv6Q7xbxZiymAwGAxG+DCByGCEwFmoD3GsxC27fbTYFfKxSCKBNLlX78fLitUoiTUHkRhiqnQQDQqYwEtGrGIaY6G1WpAWB4J534rKqqiPsSI1DAaDwWCEDwsxZTB0OBvdQiNUuUN3EElhhj6CaDRB3rrA4xM0CwTFmhYgFqkJos2FlIIKD4qqPLATXnaPV90XMlahhRcbhVQZNgBzEBkMBoPBCB/mIDIYOpAEIqtiGp5bZ9RBjLPJv6I8HC8rVhPJMUUDYpsLxX2kkFEaHA84YYPVKu/36HJ7QxtgHUBaHAjmfaNtKggCsSBNPYq+ZTAYDAYjJmACkcHQgZxHVgcDiTHCMWaIDiJJIFoVAtEnaAqqWDOLiEVqJHfygoCS6iDdP5MZLZpmyO5yueu5gxjE+0ZbnKFdFqxIDYPBYDAYwcEEIoOhA6l0PiN0BEEgtjoghZjGKwUixxMFRoBYcxB5gdCOQ6KGSqq9hnIvlTTJSpfddnt94GOtQg+FcB1EGrTXkYWYMhgMBoMRHEwgMhg6GKlEyTCOjyd7QEZCTL0cTxQYAWJNI+k5iKcr5aGhyXEW5eZEmjZppLrP7akfLiLZQQw/xJQJRAaDwWAwIgMTiAyGDlpFMRjBQ8shVDqIJgB2q7xBnj/EtD45iPQcREEQUOGUi7qmqXZDx23WJEN1n7Me5CFyvEAUbEEVqaG8xzQhqCUQc/OKce8Lk3DdI59iwYqdxgfBYDAYDEYDhglEBkOHWBMd9R1aH0PlRN5kAuwWdYiptkAMf3yRhFik5sz15PapndT0RCssBrrGN81OV91XHwrV0PJHI+IgUq4LrQjxURMWYNXmg9h7+BSGvz0T5VVOw+NgMBgMBqOhwgQig6GD0T51ZyOhhNrSBJ7yXrPJBLtFLpY4XrtfYqyJeWIF3DN2mVsRKms2AVazCRYD38rNstUOYn0oVEN774P5iNHeY9p1UVrhxCdTlhBbgSxdv79mbD4O0xZuMj4QBoPBYDAaKEwgMhg6xJroqAuoYX0hvDRGc8JMJsBuDe4rKta0PDHE9Mx9Lq9cIMbbzDCZTLCY9B3EzIwU2O3yNrb1wUGkvffBOYjknGDasU1mEz76fgkm/LRc99gOl8fwOBgMBoPBaKgwgchg6MByENXuXgBaWJ8WRqt2mk2AxWxCaryxwi1A7Lm9xCI1fCDEVC4QAy09rAZCTAGgaba8UI3TE/sCkfb2BPW2UV5T2nUVH2eH2WzCJ1OWBnESBoPBYDDOXphAZDB0ILUqONugGTyhVIg07iD6hVLjZJvhY8eYPgzaQQQAs0GB2ExRybQ+OIg0pzCY64hUA5fjec2Fh4R4Y8V/jL3yDEZonDhxAp06dUKnTp0wYsSIuh6Oin79+qFTp07o168f8fHZs2eL4589e3ZIx2AwGPUDJhAZDB1izZWqC4LN+9IiGAcRADKSghGIsfVeka6dSDmILZpmym7XhxxEWrXSYC4j0lvM8YKmm21UIDIaBm+99ZYoZN55552QjvH444+Lx/jpp58iPMLa4fvvv8eECRPw/fff1/VQRPbu3YsJEyZgwoQJ2Lt3b10Ph8FgUGACkcHQIdZER10QbOVILYJ1EG0WM9ISjIWZxpyW1+ihSXMQjRSpAYD2bZrKbjvdsZ8/p/VZMvo5I+Ug8rx2f8yEhDhDx2Y0DO666y7x799++w1eb3DuekFBAVavXg0AiIuLw6233hrR8dUWU6dOxcSJEzF16tS6HorI3r17MXHiREycOJEJRAYjhrHqb8JgnN0wB5EuvEJxECmdDlRIjbTkOCvKnZzuPrEm5mkhphwhZy7gIJoIgY5NUvwOWEFljQjs0K6ZbJv64CBqrSfwgvw9p0F0EDkBbo0LizmIZxfnnXceunbtit27d6O0tBRLly7FDTfcYHj/efPmgeP83zfXXXcdUlNTozXUmGLp0vDzdCNxDAaDUfcwB5HB0CGUVg4NDdprUBshpgCQYCN/VSkFRaxpeVqRGhfB7QoIRFKO3TkZcWiWJhc5GekpyGiUIt6uzzmIgPGFGNIxOJ6H16cVYqp2EEnXtMlABVlG/eDOO+8U/6bly9H49ddfxb+lbiSDwWCcLTCByGDowBxEDQcxmiGmEictniIQ4xRtMGLtvaI5iG5FeKnNYoLljNolaSir2YR4m1kVfnquxEWsFwJRwz02+taRhJ2X46mVdgGyg8hpDYZR77n11lsRF+dfGFi1ahVOnz5taL9NmzYhNzcXANCyZUv07NkzWkNkMBiMmIWFmDIYOoRSqbOhEckiNUZfT6k7qCUQnRKxFWtvFbFnHy/IxgzInx/pKQScLX+obU0oaYe2zbB+cw4AwOWJ/RDTaOUgKgW3koQEgkAMpYkno96QmpqK66+/Hr/99hs4jsPcuXPx+OOP6+4ndRsHDhwoc5U5jsP8+fPx559/Ys+ePSgtLUV8fDyaNm2K3r17Y/DgwWjbtm3YYz9y5AiWL1+OTZs24cCBAygsLITX60VKSgratWuHK664AoMHD0ZGRgZx/379+iEvL0+8nZeXh06dOqm2GzZsGIYPH67ar0WLFiGHitKOMXv2bIwcOVK27ciRI1X3AcD+/fuRk5Mj5n727t0bkydP1j33hg0bMGTIEADAzTffjE8++SSk58BgMJiDyGDoQpu4nk2hp5Fsc2FUVEonZjaLmVjdU+Ugxth7QqxiKghweuT5lNIQWuVzkpIcJy/Wc27b5uLf9cJB1BSIoR/XoyP2SA4izxzEBo80PNRImKnD4cCiRYsAAGazGQMHDhQfO3bsGG6//XaMGDECy5YtQ0FBATweDyoqKpCTk4Pvv/8et9xyCz7//POwxjx37lzceOONeO+99/D333/j6NGjcDgc8Hq9KCkpwaZNmzB+/Hhcd911WL58eVjnimU6duyIHj16AADWrl2L48eP6+4zY8YM8e977rknamNjMM4GmIPIYOggUGaugiCcNTlLdAcxuEk2LwhUsalEqQfjbWZUueXCKs4q3yjWHcQ2rbLR9tw2KKySi7lEe43wa5JqR16ZW7ydnVLT5kMpEM9p0Vj821kvBKLWY6E7iP5FB/pnkZSDyCIDGj6XX345zjnnHBw/fhxHjhzBli1bcMkll1C3X7RoERwOBwC/a9WsmT+Eu6CgAPfeey+KiooAAC1atMCAAQPQrl07OBwOrFq1Cn/99Rd8Ph/Gjx8Pj8eDZ555JqQxO51OmEwmdO7cGT169EC7du2Qnp4OADh16hT++ecfrFq1ClVVVRg+fDimT5+Orl27yo4xevRouFwuvPbaaygpKUFGRgbeeust1bki4XYapWfPnvjss8+wbt06/PDDDwCAIUOGaIbw3nvvvdi0aRMEQcDMmTPx/PPPU7ctKSnBX3/9BQBo06YNCw1mMMKECUQGQwdeIIsgjhdgPks8+Ei1uQhmUm5WiG+71QS45dvYbbHtIErFTKsWjfHWiPsRH6d2s5QOYqcmicgvdyPOakarjHjxMWWobWpKIiwWMziOrx8Oosb7bzR/lPQWe3UK3MZqDqIgqKvZng1YzaZaWVwzmUy48847MW7cOAB+F1FLIEpdRmmRm9dee00Uh1dddRXGjx+PhIQE8fFBgwZhxYoVGDZsGDweD7766itcffXV6NatW9Bj7tGjB/7880+0bt2a+PjDDz+Mf/75B0OHDoXT6cSHH36o6nPYp08fAMCYMWMAAAkJCejfv3/QY4kkzZs3R/PmzVFRUSHe16VLF81xXX/99cjMzERxcTHmzJmDp556CjYbuS/u3Llz4fH4qzwz95DBCB8mEBkMHWgT11griBJNaE/VaMuKAMFMhldtPoBX/t6Eofdeib7dOxgKMRWE2HJ2A4I1McGO/w0bSBSHgNxBBICMJBsyktQTIZtF/bzSUhJRUlYVMYG4aNVujP9hGTLTkzDmmdvRujk5zykUtB1EY8cIyUEk5CDW9ee3uMqLI8VOeM/CXEibxYS2mQnITCZP9iPJwIEDMWHCBHAch99//x2vvPKKTNwFOHr0KDZt2gQASE9PF4XL/v37sWLFCgBAVlYWPv74Y+L+V111FYYPH46PPvoIPM/jm2++wWeffRb0eM8991zdbXr37o2HHnoIX3zxBdauXYuCggI0adIk6HPFOna7HXfddRe++uorFBYWarYrCYSX2u123HHHHbU4SgajYXKW+B8MRujQXKmzKYeJViMyWMcuGEG599AprNp8EA+MmILyKifshA7ydoJgiiXdHnh5rr7iAjTNbkTcxmImCz8SVrNJdd2lpyUBiEwOYnmVE0NHT8euAyexYuMBvPbpb2EfU0okitQQ21zo7JpICDGt68/voSLHWSkOAcDLCThU5KiVczVp0kR01Kqrq/Hnn38St5O2trj11ltht/sXFRYvXizeP3jwYCQnJ1PP9e9//xtJSf7P44oVK+B2u6nbhkv37t3Fv7dt2xa189Q1d999N8xnQnWkOYZS1q9fL1aevf7666nFexgMhnGYQGQwdKA5DWdTDhNt7h7sSxDMa+b1ceL/2/edQFaK3AVKjrOowlD9Y4qd9yVw7XRs34K6TaLNYtjxNJlMcLk8svtEgRiBKqYzft8svu4AsHT9/rCPKUVLDxl3EPWPq+ybGU8MMY2d64QRXaTholIhGIDnecydO1e8LS1us337dvHvgNCkkZiYKAo3r9eLPXv2hDpkbNq0CW+++SbuvPNOXH755Tj//PPRqVMn8d+jjz4qbnvq1KmQzxPrtGzZEldeeSUA4J9//iEWq5EKx8GDB9fa2BiMhgwTiAyGDrRqpXUdolabUF3UIMVYMCGmXp9P8jePeJs/H89k8juHrTP9fyuJIX0oCTFVO1gBrAbdwwBOp9yVSE/1OxqRcBArHa6wj6FFRHIQCW42pwgvVYbsJhLbXKgdxNqMTG7fONGwc9zQsFlMaN84sdbO169fP9FV2rhxo0pkrFq1CgUFBQCA888/H507dxYfKywsFP9u06aN7rmk20j3NUp1dTWGDh2K+++/Hz///DN27dqFsrIyeL30z3dVVVXQ56lP3HfffQD8v8W//PKL7LGSkhLR5W3Xrh0uvfTSWh8fg9EQYTmIDIYOdAfx7Akx1XIQg8n5C8a18UkqjwTCAVukx6F5ml08H+l4seQgwoBATIkP7mvY4XQhE2ni7YCD6PPpVGqJASKRg8gr7EL/ayu//ow4iHW9wJOZbENGkpUVqakFbDYbbr/9dkyePBmCIODXX3+VVRmVuopStxHwC7YAiYn6ola6jXRfozz77LNizmNiYiKuuuoqdOnSBdnZ2YiPj4fV6v++yMnJwfjx4wHUfbh0tOnbty9atGiBvLw8zJ49G0899ZT4OsyZM4cVp2EwogATiAyGDiwHUXvyrl0eRE4wAtEpCaWU7iedWBLq1sRUDmLg2klKJAtEE4BMQjEaLRzVcpcvIBAjETIZbW0diRxEn8L5y85KU22TYJcLxEAOYrnTh2MlLphNQDylOnFtYjKZzloXsba56667xGbrc+fOxVNPPQWz2YzS0lKxoXt8fLzYnD1AIKcQ8PdJDOQm0gi0yVDua4TNmzeL4rBjx46YNGkSsrKyiNsGBNLZgNlsxuDBg/HRRx+JxWquv/56AMDMmTMBAHFxcaw4DYMRQViIKYOhA6tiGrkG58G4JdWSUEpSOCDgn2ArjYhYel8CL5vSQYy3mZGWYEXHJoli6wqn24sff9uAWX9uoT5fAKisdspuBwRifViwiNR1lNEoRXzfm2Slyx6zW02wmtUOot1uRU6BA1VuDhUuDiUe9vN3NtGhQwex7UR+fj7Wrl0LAPjtt9/E8M3rrrsOKSkpsv2kAu3o0aO65wkUSwGA7OzsoMa4Zs0a8e/nnnuOKg4B4MSJE0Edu75z1113iS0uAjmH69atE1/vG2+8UewXyWAwwof9QjIYOtAmtWdTkQstcycYQRbMa+aQ5MNpiR9loZpYelsCr41SIHbISkCXZkmyVhb/fnEyRnw8F8+8Nwv/GzsbNKqq5A5iozR/DmJkHERCyG4EhafWoYw4iE4Ph/sGX4evxg7F6Jfuh91uRZPG6bJt4q1mKAveJibYccmF7WULFD7BBJtVnqsYK+1RGNFBWnwmEFYq7X0ofTzARRddJP69evVqzeM7nU5s3rwZgD+stUuXLkGNL9BrEQBatWqlue3KlSt1jxe4nml59HWBWbJ4E8y4MjIyxBYXa9aswYkTJ0T3EGDhpQxGpGECkcHQQaA6iLHv2EQKrcl7MHOPYERMtaPGQdQ6vzLMNJZyEAUIsFjMqhw4i2LQew7mY/2OXPH2zD+2wMeRcworquTtAdJTz4SYBtuU0iCRWggRBFJ5mRqMfJxOlnuQdub5dj63Jfpc1kUVYhpnNateX7vdhtYt1W5OXJw8vDeWJtKMyHPTTTeJOYJ///031q5di7179wIAzjnnHFx++eWqfQKhjAAwbdo0zYIwP/30k5h3ePXVV+uGoyqR9lc8duwYdbutW7caEoiB5yoNe61rpDmaTqdTY0s19957LwD/5/Trr7/GX3/9BcDfO1La9oPBYIQPE4gMhg70HMSzZzKp6SAGMalWhpgqG91LqZY4iJxGf4RYdxATCAVSlALmwLHTxH1JVFTIC1/UhJhG54krc/5CRW94Rq6j05XyFh8PDu6ndhBtaoEIAOc0z1TdpxTuZ9Nn+mwkOTkZN954IwDA7XbjxRdfFB8bOHAg0UHu2LEjrr76agD+qqTPP/88UdisWrUKn376KQC/S/bYY48FPb4LLrhA/HvixInEPor79u3DU089ZWgxo2XLlgCAsrIynDx5MujxRIPAmABg9+7dQe3bo0cPdOzYEYA/zDQQGszcQwYj8pw9Wc4MRojQnJmzKcQ0Urljypcy3maCm9K+zyF1EDVDTJXjiZ33RRAEYgVTq2LQLsKLQHse5QqBGB9vR3ycLWJCTkmknEm99yWUj1NiQhyyFTmIcTSB2EKdzxUfpxCIMXTtMKLDXXfdJYaVnj7tX5gxm80YOHAgdZ/Ro0dj4MCBKCoqwvLly/Gvf/0LAwcORLt27VBdXY01a9bgjz/+EEXbE088IQtNNcr111+P5s2b4+TJk9i1axduvPFG3HXXXWjdujWcTic2btyI33//HV6vFwMGDMCcOXM0j9e7d2+xAM+wYcMwePBgNGnSRBTCrVu3RuvWrYMeZzh07NgRjRs3RlFREX777Tc0atQI3bp1Q3x8vLhNoO8hiXvvvRdvvvmmeDs+Ph633357VMfMYJyNMIHIYOhAz0GM/RDTxf/sxR+r96B711a49+YeIedYabcnCD0H0e8gkkMpHdIiNRoDMJtj10EUBAFJifGy+3ieV4lah0vujPn3JR+zrFwdLpaelhSR65HkStCE58adR/HDb+vRtkUmnrzvKtht2j8nesPTu45ojkl2Y3mIabzVDFJh0OZNM1T3xStCTJmD2PDp3r072rZtiyNHjoj3XXHFFWjatCl1nyZNmuDnn3/G0KFDcfDgQeTl5WHChAmq7axWK4YOHYonn3wypLHZ7XZMmDABjz76KEpLS3Hy5EnRlQxgsVjw/PPP46KLLtIViHfeeSd+/vlnHD58GLt378Zrr70me3zYsGEYPnx4SGMNFavVimeeeQavvvoqvF4vvvvuO9U2+/fvp+5/2223YezYsWIo780334zU1NSojZfBOFthApHB0IGWg0i7P1bYvOcY/vPKDwCAGYs2w26z4q7rLw7pWNohpsaPYzTE1Ov1weOtcdW0xI/KQYyh94Xn1Q6iz8ephLrTRWiCTXnRHU43XC6PLDwyPTUJnFctMiMBR8iFLCiuwF3PfCO+Ly6PDyMfu0H7OLoOovbjXkqYsVVRaCbOaobJZILb7VXlGCpRhphGK4+TEVvcdddd+PDDD8Xbyt6HJFq3bo158+Zh/vz5+Ouvv7B7926UlpYiPj4ezZo1Q69evXDvvfeibdu2YY3t/PPPx/z58zF58mQsW7YMJ0+ehMViQXZ2Ni6//HLcc8896Nq1K9avX697rMTERMycOROTJ0/GihUrcPToUVRXV9d5/vygQYPQokULTJ8+HTt37kRxcTExnJZEcnIyunXrJlZ8ZeGlDEZ0YAKRwaDg9vLgBKHeOoivjf9NdvuZd38JWSCG0r+O53mUlDuQnBSHeLt/ok52ENVIC9QAAK8xcY/lHEQBQKKiB6LHoxaDLsJ9tNfVy3EoK69GU4m4adY0A0eP5oc3WJA1KclBnPjTCtn1/9nPK3QFot77oqfN3D79z5vZBLGvoMvt0ReIisfPprDxs5lHH30Ujz76aND7Wa1WDBw4UDMcVYuWLVtqumMBsrOz8dJLL+Gll16ibnP55ZcbOlZKSgqeeuopPPXUU7rbBsJRaRh57nrHCNC7d2/07t3b0LZSiouLsWHDBgBAp06dxNYlDAYjsrAiNQwGgdMVHmw5XontJ6pgTkwhbhPrk8kdOXkRO5Z2mwv1fS6PFw+MnIpuA8fg6gc+wb4jpwAQBKKN/BXkcMpbOWiGmMZwDiLPC0hSCESvV51vSHIQaU/D5+ORe1xe1Oa8c8+Jmvu160A+7nz6a/zric+wavNBAMDhE0U6e6nRz0HUftzj039fA+4hQBbiSlgOIoNRv5g1a5ZYnCZQ1ZTBYEQeJhAZDAKHi2qq1FniE9CsSSPVNrEeYmqUKpcPFS6fZlW8YB3EJWv3Y/mGHADAiYIyfPz9EvCCoHKRbGaTSuABagdRO8Q0hh1EQpEaokB0q8NDaaGyHh+H3fvlJfC7dDonaqG1T787E+t35GL7/jz8d/Q0WehvMOiNT2/4HgMCOMFe85PmchsQiPGKHEQWYspgxCxlZWX4/vvvAQDp6emsOA2DEUVYiCmDoYDUr63b+e2QX7BZdl+sh5ga4ViJC3llfjGWlWJDh6xE4nbB5iC++82fstu/r9xNdAEtZhOsZhM8ivwyVYhpPXUQSQKR5GwRHURK10Cfj8PenOOy+5pkpSMlJYG4fTCQFgnKKpyyv1duOhhSsSPdNhc6G+iFmJoANEutea3dRgSiwkFsCJ9pBqMhsWHDBjidThQUFGDq1KkoKSkBADz++OOynooMBiOyMIHIYCggzVNJE+dYDzHVg+MFURwCQGGlF60zeNgs6sCCYKuY2gi5hVSBaFELRIdDGWJKn7grWxoYCUWMBl6Ox+FCJyrdHBon29A6Ix48oYopyYEjuV00weTzcTiWV4iqaieSk2pEYdvWzcJ8BsaodroRSjFcPeGu0eoSgPb7yvM8LmqZguT4mp80N8GVVaIqUlPPP9MMRkNjxIgRyMuTp0t0794dDz74YB2NiME4O2AhpowGiSAI+PG3Dbjvf5PwwXd/we0xHhZHmsgKggC7zYrMRini5DiWqmWGgsurFl2k+4Dg+yBaLBbVfUoDyAS/+6fsCQjIW1wAAKehHhIUeYwuL7ltRrj8vHAjOt38Bi4eOEYMn5WSX+5BicMHLycgv9yDUocPgoCQHUSKgQivj4cgAHtzTsjub98mfIFoRCB5vRxMiIKDqJeDqBH+WVVcLBOHgLEQ0wRFkZqGEjbOYDQ04uLi0L59ewwfPhzffvstrFbmbzAY0YR9whgNknXbj2DEx3MBACs3HURmejIeudNYxTTSPLRFs0yMf+cxNM5Mxe59x/DOJzPrvFR4OLh9PIqq1RNomjOkNXcnuaskF1IpPixmE0wmE7GpuTrElP5aJ9jlYtTp5SEIQsg9H0lUO90YNWEBXG4vqp0evD5xAZZPeVZ2DqkbC/jzWP1tLhQOIkG4OEkOokB+zr4zbSf2H8rDpRefK96f1Tj8XmBGCt14fTz1OimvcuKVcfOx68BJ3N7vQjw95BqYzf5rQbmgYjWbZG1PBAGa75uHEmK6e98xNI5TP+YOoUgNCzFlMGILo1VRGQxGZKlVgbhr1y4sW7YMRUVFyMzMxJVXXslKFDOiwtjJf8tuvz5xgWGBSHIybrq2u/h3186tcHn3TvV2Mllc5cWB0w6iQUV7SsE6iMredABZIAJkB7E6iBBTpYPIC4CHExBnjZxAXLYhR+ZIHTpeBI7nYSU4pQG8nAABgqrNBcnNdrrU4ZCkl1wQBHjOOKSVVU7ZYzabdksHI3h9+u6r1+ejirhvZ63B3CXbAQAffb8El1/UFr27tQOgvk5sFpOqLyYvgNjkXhAEVYhpZZUTG7bkYOrMZXj32dtU+7gIr6kSZZEaFmLKYDAYDEYEBGJFRQXefvttAP6eNI888ghxu3feeQc//vij7L4vvvgCt912G8aMGUMMSWMwQmV/bkHI+xqZJD58X3/wvCPkc9QleeVuWvQixnzzJ8pKyjHqyX+heVaaeL/WK2I0B1EpBgKbWAmKoFoZYqrxntgsJlhM8hw2p4ej9lgMCcLpvT5tgQj4Qxa1QkyLSqvw3rd/YdPuY8pdKXmvNUJZGapqt4X/HWrEQfRohPB+MkW+2j/y47lYMfU5/7EVz8dqMQEKk4/jBaKj7Bfbcp5/fRJKy6oAADwhBDkUB7E+RwUwGAwGgxEpwhaIS5cuxfz582EymdCrVy/iNr/88gt++OEH4mPz589HSkoKXn311XCHwmCIpCTGy6ovBoMREyE+zga+un66DdVu+gQ/J/c0Nmw9gMpqN3768D/i/ZoOImFOHa6DqCpSoyFcTCYTEuwWVEmel9PLI526h3YoI/kk6rt8Pg7QacTOE6qYuiTFU55+9xes2HiAuq8SryTMUulExtkj4CBy+g6ij+NVrUVoFJVWiX8rP1ek95322XN45O+/2+1FWbn02OodDTmIKoFYPz/TDAaDwWBEkrAF4vr16wH4i1Jce+21qsd5nsfEiRMB+CdyHTp0QJ8+fZCfn48///wTgiBg2rRpuPfee9G+fftwh8NgAACSFWF9gHFRYMRBtNms8NZDt0GvEIj9jMhYsUkuWoKtYmo1mIMI0EJMjbe5APxhpjKB6KG/N8dL/a097BYzOjZJRHKcvvNGKsri02m7AABWm1UlEKXtF2jiECCHmPokIaDKNg52e/gZA4ZyEL2c4Sqm0vdclYNIcI5p16dT4VoeP1kke31IIcjHThTKbp8uLEOX1hkoctRsy0JMGQyGFJ7nkV9YgcpqF5KT4tE8K1XMo2aExpIlSzBv3jzs2rULhYWFSE5ORuvWrdG/f38MHjwYycnJETlPVVUV1qxZg/Xr12PPnj3Izc1FZWUl4uLikJ2djQsvvBC33HIL+vbtG9QC8dGjRzF9+nSsWrUK+fn54Hke2dnZ6N27N+6++26cd955ERl/rBH2jGL//v0AgHbt2iE1VV0kYe3atSgoKIDJZEL37t0xadIk2O3+Vdsff/wRb7/9Nniex7x58/Dcc8+FOxwGAwCQkqQWiOVVLqQb6BVndJJYH90Gn04vAZLIEAQh6D6IpNBLdYjpGYFICjF1KENMtYWLtEE6oBYU4nHdHE6U+o/t9vE4VuJCl2ZJmscGyMV7pG4bKRwUAOx2O5KUOYgGqmsCZLHkkzmISoEYiRzEmuMnJsQhPs6GkrIq+TYGXMYAgffN4eFwqkLu6FlMJphN8uuH9tlzeBQCMa9IdpvU4P54XiGmzVmJfn0uRF5+Mb798S/M+XyYbBul68pCTBmMs5uySieKznznucuqkBhvQ0aa/m8EQ011dTVeeOEFVaGhkpISlJSUYOvWrfjxxx8xbty4sOuRTJ48GZ988gncbrfqMZ/PhyNHjuDIkSOYN28eevTogQ8//BDNmzfXPe6MGTMwZswYuFzyqKbc3Fzk5uZixowZGDp0KIYNG0Y5Qv0lbIF46tQpmEwmtGvXjvj46tWrxb+feOIJURwCwN13340JEyagoqICmzdvJu0e89THlZHZs2dj5MiRhs89bNgwDB8+PNynUKsoJ+UAUFRaaUggGtV99dFt8OqMmRSmePRkKQC6yxZqH8SAg0jKOVO1udB1ENWVTEmcKJV/yZc7jbU/IX2mpG4ebXjxifGw2eRfs4H+fLpuHeF19fhqxqsSiLZIOIj+59S1Uys8P/QOpCQnYN2m/fjkq3nigojPx9HL3aqO568ou/+UOl/XbDLBbDLJrh+jIabHT8oFIu36mL1gLWYvWCs5p3w7VR9EAw6qHrTFAgaDEfscP1Wqul0fBWJdfw9xHIenn34aq1atAgA0btwYgwYNQocOHVBeXo4FCxZgy5YtyM/Px+OPP45p06aFFUV45MgRURw2adIEvXv3RteuXZGZmQm3241t27Zh/vz5cDgc2LRpE4YMGYKZM2ciMzOTesx58+Zh1KhRAACz2Yybb74ZvXr1gtVqxZYtWzBnzhx4PB5MmDABdrsdjz/+eMjjj0XCnlFUVflXWtLS0oiPb9y4EQCQnJysylG02+3o1q0bVqxYgdzc3HCHUqs0hJWRhgzpu7GwpAodWmXr7mvYQayHE0E9BzFO4iAKgoADR0/jrme+xVcf01fHtKqYxtlt+Nf1PWC3WVVhnwFhSJIayhxEkkMkJV5RydTLCeB5AWaF+Kwk5F8aCT0mPS5122jXTGKiekHCcyZ30KfznEgOtcxBVDiRVqsFHM/DEkY4VOA53XFzT6Qk+8fes0cnXL3rAixdtcM//mBCTDkBFS4OLkI4bmq8BUVyc5Lag9SpchDl4aOGKworDh+vyCEN5zNd086DuZAMBqNuCSz21VV47C+//CKKww4dOmDKlClo3Lix+Pj999+P999/H5MmTUJ5eTlGjRqFn376KeTzmUwm9OnTBw8//DB69eqlet4DBgzA448/jkceeQRHjhzBiRMnMHbsWLz77rvE45WUlGD06NEA/K/hxIkTZWl0d9xxBwYOHIiHHnoITqcT48ePR//+/almWX0kbIEY+DEkrVa4XC7s27cPJpMJl1xyCbFSaeCCqaysDHcotUZDWBkJMGTIEPTs2VNzm7Zt24Y89rrC5fbCZrWgQ7tmyMsvQUWlQ1YwQwtltUUqpvqXl+DVESVSB5Hjebzz1R+6+2jlID79+K1irz6lOAuEmJJ6JqodRO0x2Ahhql5eQJxEIAqCAC9BINNaK+ghdRBpAjGBJBDPuIB6bhXpiNI2FKR2GV4uPIEYGFO38+Wf+f8+dJMoEL0+jpiTSRJGHM+jsEpdLKZVozikJ1r9Al7ynpDeZg8nQPm2HVOGmBp28xUOoqoPYugC0WazwWKxoLq6GklJ9c9xYDAYDQeHwwGLxRKR9kfBwnGcWHsEAD744AOZOAzwwgsvYO3atdi7dy82bdqE1atXo0+fPiGd89lnn0V6errmNi1atMC4ceNw++23AwAWLVqEUaNGISFB/Tv93XffiQbY/fffT6yx0q1bNzz99NN477334PP58Nlnn+Gjjz4KafyxSNgCMTk5GeXl5SgsLFQ9tmXLFvjO9My6+OKLwz1VzFDfV0akdOnSBf379w95bLGKyWTCuHceQ3bjNFQ7XHjzw+koNCgQjU42hXqYuE4SSFKkOYg+jseSdfuRka4dJk3LQbRZLbJG7koCDmKi3YxEu1kMIywtKZf1HAT0J+5Ws1+ySLfy+nhZqwta2KmP0lpBD2kunjK/MkBSkvqHx3cmPzIkB1FyTmWbC8D/nOPDmA9o5Rd2O78dtu06TC1SQ3o+NqsFJdXycZ7TKA4tGsUDUAtz0uKMMv/Q4XCjpFS+oEhaQCAtWn48+W/cM6jmhz4uziYLcw3H/TOZTEhJSUFFRQWysrKCq5LLYDAaFDzPw+vjYbNaVJEs0UYQBFRUVCAlJaVOvoc2btwoaoLLLrsMXbt2JW5nsVgwZMgQvPzyywCAhQsXhiwQ9cRhgM6dO6Nt27Y4cuQInE4njh49is6dO6u2W7Rokfj3gw8+SD3eoEGD8Omnn8LhcGDp0qVwuVyIj48PevyxSNgz3NatW0MQBGzfvl20tAMsXrxY/LtHjx7E/YuLiwGAWOAmFglmZSRQ2SiwMhIqzz77LL777jtcccUV1HCBwMpIgEWLFsHpDK3NQ0Ogd8/zkd3YH/aclBiP66+5OAgH0dg5TPVIIJpMwE3XdkdusUtzO2mhk0BvOVLLCikkIWO1mpGUpP0lGTAOTSYTujRLQvM0O1qkx2HXjhzVtoKOQDSZTCoX0aN4IytdZPGjF3YLkN0+n4EQUxshp9PjNegg6rS5UIpoI8fUI7A/qZDONVec7x8DxxEnHaRzX9S1LZR3Z6XUuHbKiRPJjVbmHx7LUy9Gkq5BUiDA8g37VffFScJMOaMffgppaWnwer04efJknecAMRiMusHt8SEn9zT2HTmFg8dOyyI/oo0gCDh58iS8Xi819SvarFy5Uvz7yiuv1NxW+rh0v2girQ1CSt06ePAg8vLyAADt27fHOeeco3ms7t27A/C7ths2bIjwaOuOsB3EHj16YPv27SgtLcXkyZPx6KOPAvBX+Jk3bx4AICUlBRdddBFx/5ycHJhMJrRs2TLcodQKDWFlpKEjCAJ6XiovO3xlr65Y8NsKQ/sbdRBNZv32CF6OBy8gsk3bQ6D/ld3w8H36TrEyxBSQT6BJkObBNqsFyYnaAlHa3sJmMaN1pt9tI/WvM5JjZrOa4ZEsUind0koXuSANzf2TbUNw1ryyEFPdQ/j38fpEl4p0TCnEEFNJdVafjwPP87JFIz2HWHd8Pr87SHrPmzZpdOa85CdLEsmtz5Hn/KbEW2SfBWU/RdLb7FY4v3n5xYbOTYIkquPj7XCeuebCzStOTExEy5YtceLECTidTqSmpiIxMREWi4U5igxGPUDg1b8TygqWepwqLIfL7d/H4fThVGEpshpFpmAhCUEQwHEcHA4HKioq4PV60bJlSyQmJkbtnFrk5NQs8l5wwQWa22ZlZaFZs2bIz89HUVERSkpKkJGREbWxeTweWc0TUr2OYMYf2CYQVZiTk6MriusLYQvEO++8E99//z14nsdHH32EZcuWISMjA+vXr4fD4YDJZMLtt99OjIPOy8vDyZMnYTKZ6o2Qqe8rI2cDpMqUPi8X8RxEPYF4utKDw4VOCABapMehVUbdhR3ccbN2nmmAOEWIKQAkKCo9KiHmIBpyEMkTZmmlzgCGelMqHERl7qTSUdQ6tsPDwePjkRrvz5MjhU/KBKLBa8bj9Ymvl16IKck1VYaAuj1eJMTXVOz1hVkgheN42Ck5K43S/N8tHq9PJewA8vNJVlwD8YqFEuUlQGx4rxCkp4vKVdsYDQ0lLT5IC9VEosBMSkoKWrdujfLycpSVlYlRMgwGI/YpLChV3ReH4KKxTiiOUVgAVJ1ZYIsmFosFKSkpSEtLqzNxCPjrZgQwYv60bNkS+fn5AIDDhw9HVSAuWLBArHnStWtXZGVlqbY5fPiwbGx6SLeRPvf6TtgCsV27dnjiiSfw2WefwWQyYcuWLbLHMzMz8d///pe4759//in+fckll4Q7lFqhvq+MKPn555/xzTff4NSpU+B5Ho0aNULnzp1x5ZVXYsCAAcTk3VinsErtEpwuLkdhiUGBaHCOaNYIvRQEAcdKXKILlFfmRtNUO+x15CQGwm2V2CwmmeskzUEMTJalAoQESbuZTSYk6TiINIHoJfQwNDJxVwtE+cBo7pDSQTxd4cHhIr+wT7CZcWHLZGL4pNdAkRolHo9PdKhDCTH1KUKV3G65QAw3RNLH8arm8QHSUhNhNpng9XFiESIpyhQDQC0QlT0vldcAafhulUAsI5zbWA6ij+Ph83GysGlpoZpItLkA/E5iYmIimjZtCq/XyyqbMhj1hIden6u6b8XUZ2v9GMFiNpths9liIlJBWnSyUSN9YSyNkotmwcqSkhKMHTtWvE3TJrE6/tom/MZZAIYPH47U1FR8+eWXKC2tWTnp1q0b3nnnHaIoEgQB06dPB1BThKU+UN9XRpTs3LlTdjs/Px/5+flYtmwZJkyYgDFjxuCaa66JynijhbIkPuB3wYw6iEZDTC0W+seHF9QCpdzpk+VfxQJxVrPMlZLmIIbjIAqCWhwosdIEIiFfQyp8nC4PPp6yFMfzS/DgHT3Rq5u/rLRdIVrUApE8DmkOYpWbw6GimtVip5dHudMny/0T95PcZyRMFfCHmAoGHUTS66oM71RWMjWST6mFz8cTe2EC/glIakoiXSASXgOVQFS85yoHUXEMQRAIArHC0LlpuNweJFtrFr6kgjjSvU1NJpOs9y+DwYht8grVE/xgi45E4hh1Dalqp5QlS5ZQH3M4avrexsVpLzArt6murjYwuuDxeDwYPny4GNHRv39/XHfddcRtgx2/9L2N1vjrgogIRMBf5eff//43Dh8+jKqqKjRr1gxNmzalbl9ZWSmq98TExKgKp0gSqysLRldGAlgsFnTr1g09evRAmzZtkJiYiMrKSuzatQt//PEHysrKUFJSgv/+978YO3YsbrnlFt0xaH2hcBxHbHMSDVLiraj2yEPJEuLtKCytMtTzzmi4oNVuA0epgEkSDLVdssJkMkEQBGI4YAC71QRIIpHlOYj+ESckyCe4ymqhvKDuJcjzfMgOoofgIEpzEN/79i989+s/AIBFq/Zg0y8vISsjhVCkRi4saMI/8F4JgoCDp9UN3T0+geiOGWlzoTqW1yfmbIbiICpzMd0eZbXX8JwqH8eregNKSU9PgtfHIzHeWIip8hpQC0TtIjVeTlDluBYWGwsxpb0jLpcXyZLqslIHked5lFU6cfJ0Gdqd0xjxFLHMYDAYjPoBz/N4+eWXsWnTJgBAq1atMGbMmDoeVewTMYEI+EXHuefSy9pLSU1NxYABAyJ5+lqhvq+MAED37t2xdOlSooAfNGgQ/ve//+G1117D77//DkEQ8PLLL+OSSy4xFLIaCzRJtmD6op24+oqaEOD4eDvcHh+qHG6k6DhbRufYJpMJDg+HlHj1x4gkGOqqqmFyMj1MWFk8R5qDyFMcRJvFpMrnEyBveM8Lgq6DSKv8TXIQpQIgIA4BvyD6csYqvPbfm8MOMXV4eGIrDF4QyDmIkvuCEYhGcxBpzqzseMp2IGFeYj4fh3gNxzg9NVkV5iqemyQQgw0xVRxC6R4CAsrK1ZEAwXzeXG754pFUIO45dArXPPgJCkur0KltE8wa9xgapdZdLg+DwWDUBVoOoR6JiYkoL/cv5Lndblit2lJDWi8j0j1kBUHA66+/jt9++w2AP/Vq8uTJmhVepfmbRmp5SIsYNaQeuBEViIzaJ5SVkdatW2s+npycjLFjx6KoqAgbNmyA2+3GN998g9dff11zP60vlC5dumjuG0k8Xg5zfl8nE4h2mxUWixkOl0dXIBp1EAF/SKJRgWg0DDHSNEqjf2EpBaKyDyKgzkG0WeTVQgG/iyid6/O8gOQU+utsNZuoTi4pB1FLgB0/VSqOS3YchbigHSJwbGVRG+nj5DYXwVcxDS4HUX2fUjS6FA7ilj3Hcf8zXyI1KQ5jX7wTF59HL8+tPp+A3j274Oo+5IrTANAoPQmOikrDbS6UiwRKQahXpGZvbiFgr/mxNgtqR5F2btrHWFmoRhpiWuVwo8rhnxDsP1KAn37bgGH3X00+EIPBYDBUpKSkiAKxtLRUVzSVlZXJ9o0UgiDgjTfewMyZMwEATZs2xZQpU3TTw6RjkKbN0YjW+Oua+tPILUYIdmUh1lZGjGKxWPDMM8+It5cvXx72MWsLp8tDrFaYEG83VIQimDykajeltx6xAmXtCsTAHD49jV5eWy0QpRUd/eNNTFA7iEqU4Zu8IGiGmGo1pveQchAN2Lp2xbg4QT4umoNYVOWF08NRRR7Hq8UmEFqRGq/PhxOnSjHo2W9w/WMTNLclVTFVvs4eRQ7iqi2HkF9Yjv25pzFqwgJDYwpwutKLf11/ueb71igt+UwrDIMCMegQU/n+SzcckN32eNSfa4DsFtIKwzgVDqLW8/3o+9BX0RkMBuNspG3btuLfJ06c0N1euk27du0iMgZBEPDmm2+KtU6aNGmCqVOnolWrVrr7SscQ7Pilz72+wwRikMTKykKoKyPBcPHFF4shsidPnoTTGVyp57rC5fGJfc2kxMfZ9FsLCALVaSJRRRGIJMFQWwJxy57jeObdX0Qxka7hICqFWpysSI3/uSlDDokCUfHUeF5bINIK1AD+Qi6q42u8dgGxonQQAcAhcSO1NOb2E1Uocair3wJ+R5nsIIYQYurxobC0Cmu36ZfCFkhZdAohpMxBlL5/W/ceNzSmAIeL9D/f6WlJxBxRQB0ya7dZZQsOgPp9V75lSgGsjPjNOXyKeG7S609bVCgtk4f6Z6TTF1BYs3sGg8EIjo4dO4p/KwshKikqKhILOWZmZkakHklAHE6bNg0AkJ2djalTp+pGzwUIZvzKbYym2dUHIhpiumnTJixcuBA7duxAXl4eqqqqiMUdSJhMJuzZsyeSw4kKbdu2FVcLTpw4oSvIYm1lJBjMZjPS0tJw+vRpAEBFRUW9aHvhcnvhJjbEjjOQ9xXcuZxeHqcrPbCYTMhIsopiheQghlth0ggl5dW48+mvZe4WLcQ0Nd4Cpdaz22q+EgKT7kRViKla3Ckn0oJODiJBy4kQq5hqqLvAaCxmdQGdnXnVOK9pItISrJpFggT4nUQSPC8Qm9pLq78ar2Jq7PsQMBZiqrzOpTmk0aBRWvKZMFn1+6F8j0h9MJU5iEoHURnenZ0pj4YoILS4AMjuJa3lR0mpvFhYZkYqcTuAHqbKYDAYDDJ9+/bFd999B8DfA/yxxx6jbrtixQrx76uuuirscyvFYVZWFqZOnYo2bdoYPkaHDh3QvHlznDx5EocOHdKc61dXV2Pz5s0AgISEBFx22WVhP4dYISIOYllZGf7v//4PQ4YMwfTp07Fnzx6UlZXB5/OXdDf6rz5Q31dGgoHneVRU1JSUT02lT6RiCZfbC14QVMUojISY0sIQA3i8PlWRjkOFTuScdiBHUgGT5Gi4fLzu8cPlq5mrVQKLFGJ6PK8QbTITYFY6iHE2MTQ1IAKUDqLVbIJSIkbSQSRXMdV/3UwmE2xW9XHzytxBC3/ZuSlFamQ5iAbfV4+XLEJJkKquKk+jdBCVjl2k+++lpyXB7fURx6b8bJHe/2BDTLMay79zThGaWAPk50kNKS6Rt8nIbESP7CC6uAwGg8Ggctlll4lt1jZs2IDdu3cTt+M4Dj/88IN4++abbw773KNHj1aJw1DCPm+66Sbx7++//5663cyZM8Xilf369asXJopRwhaIPp8PDz/8MFauXFnvxF4o9O3bV/x75cqVmtvG4spIMGzbtk2sztS0adN6c+G7zrgqyjzEhHi7roOol6J4qqAUp4vUZfYBoKTaB/eZmDhCyhpcXh4bcytQXG1cJATL4eNFqvuUIaZzFq7FyLenIinOQmyBYTvjIgZeK2UOotls0i0uolfF1EJwIQPoVTFVIs2HU/ZCBPzVScMR5hxPrjjqDTHE1CgkcaJyEBXHU7aoiHRfv/S0JLg9PnKPRsVrlJwod54tJqhyF80aIaaCICAjXS7e8k6RBSLpedKumWKVg6ghEBvuTxmDwQgCQRCwZO0+/PLHFmIKC6MGi8WCoUOHirdfeuklscq+lLFjx2Lv3r0AgEsuuUQ2v5Yye/ZsdOrUCZ06dcKQIUOo533rrbfw888/A6iZH4cauffII4+IdUN++uknYhHG7du3Y/z48QAAq9WKJ598MqRzxSphxyPNmDEDe/bsEX/4b7jhBtx5553o0qUL0tPTdcvb1jcCKyOFhYXiykjXrl1V28XyyogReJ7Hp59+Kt6++uqro3KeaOA6M2l2ujxIl0SoxRtwEPWcoKKSCqRotI2o9nCIs5mp4W28ABwtdiIj0arbjzEUSKJCGWJaVlEtnptk5MXZbfB4fOJzIDmIZrNJ9hyVE3SeF4ghhtJj0CBWMTVYJjQzyabKC/XxQlj5n/4QU4KDeCbEVBAE41VMCfmVWudV36fog+jWdhA5nocN9P6j/JmqoFpFg6Q0SkuGx+sjhvz6fNohpqRFAYsqxFRyPI5HnELwniwoIY6LNB6jIaaN0pJhNpsoji1TiAwGw1+watzUpQCA72b/g0VfPRmV3/CGwt13342///4ba9aswYEDB3D77bdj0KBB6NChA8rKyrBw4UIxNDM1NRWjR48O63yffPIJfvzxRwD+hcgHHngAhw8fxuHDhzX369KlC7GFW2ZmJl577TWMGDECPM9j2LBhuPnmm3HFFVfAbDZjy5YtmDt3rliIcvjw4Wjfvn1YzyHWCFu9LVq0SPz75ZdfxgMPPBDuIWOawMrIm2++CcC/MjJlyhRkZmbKtgtmZWTkyJEA/OJTKiqlRGplZOvWrcjJycEdd9xB7ePocDgwatQorF27FgBgt9s1Y8hjjYCDqFzlM+Ig0pqpBygqqdBsPB9olaCVk+b2+QvhaJhoIUOqfKl0EMvKa4p0KENMgZo8xIAYUeYgms0m2C1mWQ6eSyEOzGaTLJ9RSfBVTI1N1Jum+cXs0RKX7H5Sf0Oj0IrUBBzEYEy6YAQiSZvohZgqcxC1hHW504ecAgd8vIDmafTeh7Ljx9lgNpuJRYOUY5E2owfIiwJaDqKLsFBQWFKpug8gFzGih5jKj2GxmJGelqwSjgwGgxEgIA4BYNeBk1i95RD6du9QhyOKbaxWKz799FO88MILWLZsGQoLC/H555+rtmvatCk++eSTsIu7bNmyRfxbEAR89NFHhvZ79913MXDgQOJjAwYMgNPpxHvvvQe3240FCxZgwQJ5dXCLxYInnngCTzzxROiDj1HCFogHDhyAyWRC27ZtG7w4DFCfV0aKi4sxatQovPfee7jiiivQtWtXNGvWDAkJCaisrMSePXuwcOFCsfqqyWTC22+/HdHqqNFGK8RU10HUE4jFFUhMIAtroEaI6B3HxwuGXZtgIM2J01PlOYgygUhxEIGakEGSgxhvM6PaIxGICgGmFzmg6SAGHWJa87fZZELz9DicLHfLXEOnx3hxGCX+NheEIjVnxF4w/S2DK1Kj72ipitQoHDetBZHjJS5x7CfLjYdMJSbGEx07t+K5KXMQiQJRsdgiANh/qhrnZieK4doBPB4vsX0NQBaDtGumssoBr9cnhlID/jxEJhAZjLObYCIGduTkMYGoQ3JyMr788kv8/fffmDdvHnbu3Ini4mIkJSWhVatWuO666zB48OCY7h143333oXfv3pg+fTpWrVqF/Px8CIKA7Oxs9OzZE/fcc0+t9vmuTcIWiIHWBxddRG+u3NBoCCsjDocDixcvxuLFi6n7Z2Vl4e23365X4aUA4HLXhJhK8be50J6g6831i0oqNHOWnB4ex0tcKHNqO0VeTkBcFKKvlRNlu92KREUuWGl5lfi32WRSVf584ckBcDjd4Kx+YajMQbSYgDib3PpRTuZtGu4hoC0QlUWAgOBz6eKscoczHAeRp7W54IwtBkjxeIznnxoSiBptLgDt9iCVlBYteiQlxROFp9IdVeagkt5zZYgpAJQ4fMgtcananVRU0ttwBBNiKgj+PMSm2Y3E+zIbpeAAcWsGg3G2QPoeoYWRqku1MWj0798f/fv3D3n/gQMHUueyAWjRd5GgTZs2GDFiBEaMGBG1c8QiYU9Rs7OzkZeXB7MyVqiBU19XRnr16oXPP/8cO3bswI4dO5Cfn4+ysjJUVlYiPj4emZmZ6NKlC66++mrcdNNN1DDUWMZ1ZtLsUrgrxorUaE/2i0sqUVXtoj5e5vTpikMgIC7ouWGhohQQKUnqfMmKSofsttkkz/06p0Vj8e8Xht6hymuzmE2It8o/78oQUz2BqBliGmQOIukHPM5qluUihucgknMQA65iMO1LaD0ESRBdMZ0iNUqBSFsQCSe3Li01Ca4zeRdaY1EJREJMNe1no6BC7RSWV1YTtvRDuj60ChOVKAWixqIPg8E4OyBFeNBSSkjpGQxGQyJsgXjhhRfixIkTuuGODZX6tjKSlJSEa6+9Ftdee23Ejhlr0HIQjRSp0QsXLCqp0BSIRgkmLDEYlHPiBEI4rNPpQZzEvlQWnJFyefdOqvssZ0JMpbi8PARBQKWLw8lyN665urvmOLUEIjnENEgHUTE+R1gOItnVDBRlCea9DKbNBUnEKV8Hj6pIjfwrnbYgEk5LzrSUROTnVanuVzqIoYSYalFe4aA+pnxd9KppK/MQtVpdMBiMswMvofy42Wwifpew+jSMhk7Ytt/dd98NANixYwdyc3PDPRyDETb0HMQ4XQdRr9plSWklqh3hC8RwqmpqoXRNlOGhLpdHtU2wC6EWswlxCgeRF/wice+papQ6fEjU6IEIhFDF9Ezoj9G+fvGKfogq4Wwzo9s5yejSTF7AhwphNiA6iFHLQdS/TxliqmpzQROIYSxQpKcmwelWO3zKFh5GQkyDufaUzrcUZWgYKVRMijLfMDOjfvR4ZTAY0cPrU0f/mE3kCscsxJTR0AlbIPbs2RODBg0Cx3F46aWXxJxEBqOukLa5kGKkSI1euKCP41EdCQcxSgJRudKpLDDjcPlDA6U/bsG4ODwvwGwC4qzqn8cTQTSkpwlEQRCIVUwDP9BGhY1SwCoxm4AEmwVpCVbYDJSTJYWxBsI3gwoxDaIPorEQU702F+SxBTNmpTBLS02Cw6V2QgNFavr27IIH7+mHSy6Ul/wmtbkwmUxolGgskEVbIKrbrGhRVFIhu80cRAaDQXQQLSbiwjJzEBkNnYgkDo4aNQoDBgzA9u3bMXDgQPz999/gdIqBMBjRQivEVN9B1HeoqiLhIEYpxFTZBlHZooJUBTKYXAqX2wOTyQSTyaQK4yyuMh4+SQsx5XieElrJi48bQV8g1pzfkEAkJMt5KSGmdqtWfmWYRWoU51JWMU1MiEPvy84Tb0fCQSwoLJPdTktNJDaK9nh96Nf3Qjz12K245fpLVY/TFgU6ZCWieZpd103UDjFVOog6ucQqB5EJRAbjbIeUSmA2mYi53MpFQ0EQMP33TRj8/HdRGx+DUZuEnYMobW1ht9tx5MgRDB8+HHFxcWjbti2Sk5MNNRM1mUyYMmVKuMNhMCQCUV5Iw+8gai9cGBFusewgKh0mlYPo9E/sZa0hgji+01kjDOKsZll7i2CekYVyUloIZmDCr+cAB7DrCUTJw3aLGQ5oH5ckon2UENM4q5noggJBhpiSGrdD6SCqHcln/+82VFU5sWNPLrVITTBhsQWFZTi3XU27HH+RGvV53R4f/vvQTdTj0ASi1WJC68wENEuLw9bjlVQXulzDQVQ6hnqhyMoQ00ZpyTCbyaFkDAbj7ID0vW02kx1EJdv2ncALH86OxrAYjDohbIG4YcMGmQA0mfwJvS6XC/v27TN0DEEQDIlIBsMIgcmry6XOz/L5tB0cLeE24Vt/g1StHESny42EeHVhmMbJNhRJHLboFanRz0FU4iaE1dCQiu54mxnlIUaU0z7vNGEVcA5JxXRIx7KYTbCYTVQnSeogajl+4jnM6oqztCqm1dVOwEJuPB9UmwvCfUoBowwxDdD9ovZnBGL4DuJpgoPooDiIWuj1/bRbzWjXOAEHC8kXVWRDTOUC0WIxIz01CSVl6uI7DAbj7IDmIJIWJpWLhqMmLFBtw2DUZyISYhqoGKesHKe8n/aPwYgkYpsLQg5isEVqMpNsyM8vxJQZS7F6/R4AoFYxbZpqxxMvfEF8LC1BvhZjJJQ1FJQOolKsOlzq9gSeINxMaWhhkj3ybTpoDhsfpIMI+Ps10pAJRJqdKT0WYZvAtaQU+7MWbaIeJ6g2FyQHUVmkxk0WiBlncupoQim4ENNy2e201ETidm6d56ZVmChAVoodPdumEss/RDLEtLLKoYomYIVqGIyzG2IFbYHc5ki5MHn4eGHUxsVg1AVhO4hTp06NxDgYjIihlYPoKqELDEEQVJP9Fulx+HbtTiz4a6Ps+D4fB6tVLpAaJ9vgcKoFGADYFJPjYEJMBUHArD+3YsOuXPTv2Rk39Omiua2UBEWIqTREVBybxWS4qqp0/8bJNhwrcUXUDaU6iBw9B5HmRvpFIM1BrPlbLxwVADp1bIX/ezAFO/fk4p+N/sgIWoip0p2SoueySSHmYhKK1Hg8XlVxGvuZPpS0BZFgQ0ylJMTHwW63qgru0NzMAHoOYgCTyQQr4ZqsCKIPol6IqSD4Q8VTU2uq2GY2SsEBQyNkMBgNEVKRGo6jCETFbSNhqAxGfSJsgXjZZZdFYhwMRsSgCcSEeDsKKQIEIE+arRYTsZqkx+tTCcRAI/DKKidSkhOIj2mdi8Zvy3bi2fdnAQCmLdyEX8c/hssvbEvcVt0HUSEQXYEcxJrxNE+Lw9GSGlf0i+8X4f8euAFmQmEWaYipxWxCy0ZxyC0OPyczgG4OosEiNQC9CTsQfIhp546t0LljK/S/8iIkJsbh7xXbxcmEMuy1ospBFG0A4A1CIJKuO0HplHE8Vq7bg/5XXiS7PzkpQXycRFAOYlGZ6r701CScLpI7i16dXpNGHMQAFjNJINLjmYMNMQWAqiqnXCCyQjUMxlkNKcSU43ni/ertWDQco2ERdojpkiVLxH/eICr0MRjRItDmQhliarNZNQUGydWzmk3EYiEk0yowAf7hl2Wy+9MTLCqByAvGf1Ceee8X2e0xX/9J3VbfQVQ7nE1S7Vi3aR9KSiuxePk2rPhnl1jMRolSdDdJtSPBFpFIdQDkPlSApIppEKu0Wu07lEVqguH/HrgR2Y3TqH0Qq6pcxCqfQLAOIuE+wnZfT/0D/2zYK7sv0IMwEkVqysqqVONOTVGHmWod0WQKrlquhfDeab126hBT/eukokoesspaXTAYZze0FktGQkyD+W1iMOoDYTuITz75JEwmE9q1a4drr702EmNiMMJCdBAJzbwFgdzPrsrhARSFSMwmv5NBcnJITXKtZhMS4m1YtW4PbrzmErRr0xTVDheaJMTDRrCzfLxgKOxOmbe2efcx6rZqgSjPQaxxEGvus5hN+GrKH6hyuCXbuVWNzgF1/qXZZMJ5zZKQU+BAlTv81ja0HD2xSI1Bse4fG/08wTqISh64+xqsXrOdGJZcVe1EtcONNIk7FSAYB5GkEGl5iX8t3yZrbxFwsKl9EIMQiD6OR3lFNbIy08T70gnPzawhtINxDwEgwW5Gtcf49aR8nkYWX8or5CGrTCAyjCAIAn5euAlbdh/D9VecpxnyT4LjePz1z15YLWb079WZFeiLIWgOIkn8Kd82FmLKaGiEvfQfF+efgHbpEtyXJIMRLQIC0U0UiPLbp0sqcdvQL3H+bW/hra/+kD0W6I9ntPS9yWRCWnICfD4OI9+Zihff/B5PjfwaVRVVxLYO0Wh1oXx+yiqmNGdLGdpJylUEyK0G4qxmdG2ehHaNE5CVog6rVJJop3/tkIoEADVhnMH8CGs6iJKHghUvAND9og7gOB6k4VQ7XCgqrlA/AKjy9rQghphSinpVVcvDL5MS42EykVe1BUHA9v0nDY8DUBeISUtTC0STif6+Gs0/DNA8Tb6wsXrdHs3tlZ9RkuuvpExRsZQVqWEo4Xke+46cQoHk8/zr4m146aM5mPHHZjzy2o+aC3Ykhr41HY+N+gn/eeUHjPh4boRHzDAKz/Nwe3yy71RSigPPC8TfJeVXMSu4yGhohC0Qs7KyAPh7IDIYsUAgxJQ0GecVgXBT5q7Djpw8AEBhmXwSbD2j6kgTdWKZRel5eAFHjhWgosqJwtIqf+ENxSQ5kGO1/0gBHn7lBzw66kccPl6kfWDJuIjn1e2DSC6i41WEItK2o7UaMJtMaJJqR4esRHTMThQrRO4/mIf3Pp0l27ZNZgLpEP5xUKuY+oUOTywWQClSYzAHMZQVfKvVAovVQnTiqqpdOE3I2wPCDzElXosgOLtmE/r1vYg4vrXbj8BJ6GNIYsOWHABqty2NEGJqtmpUtRV4vPnZQoya8BtOFZHFs5SkOAs8VZUoKa3EnpzjmDZnpeb2oYSYFpcqBCJzEBkSBEHAf175Af0f/hRX3P8RFv/jD+N+5l15yP+r4+cbPmZ+YTkWrtgl3v5pwUZqOD8jepwqqsCtQ79A+xtG4d8vfS9Gz9Cqi5MiW4LJh2cw6iNhh5h27NgRJ06cwLFjwa2iMRjRonGjZOQVlMHH8eB5XlZsRRliOv6HmnzBVEVhmUDlUVJFRJooIU3fi884FTaLSTZh9/H8mUnIVBzLLwUAHM8vxZ/fDNd4djUVKonnV/ZBVISYkvogchyvcmCoAlGj1UCAzGQbvvhuAQqKK5Fz+CR4XsD7E35F9wvbYdg9V6hafkih90GkF6lRNo8PYDQHMVRsNqtKgPl8HFxur6ryJxCcOATIYpDmZpNarzzx4I3gOR84RSjzL39sQe8+l+ief82GvZgyYykAgoNIaHVhtdLf172H8vHNrDUAgHXbc/HnN8N0hbm7shL/9+oPuuMEQgsxLS6VC9VG6ckwm8gh5Yyzj3+2HsaSdfsB+KNSXh43H9f1Pk+13c4Dxt34Y/klqvuqnG5VpAcjuvz42wZs3+9fGF6x8QB+W7YT9/6rB7UYDem722hkUc32PLHwG4MRq4R9td5yyy0AgK1btyI/Pz/sATEY4TJ08JWIOyOilC4iTUwAQIrCFQkUliGFjigLXIjHJ/xoFJ5xKpQOoo8TsO9IgSgOAWD3wXyc1miTAAB2jf6DelVMSQ3Ole4hQA9FpT1vJaWlldh3ME/8Ed207SB+/nUFGiVqh6DSq5ie6TlIWOGl/VBrh5iGn/djt9tU4wkINWXvQCC48FIguJAlt8dLnMSYLVaUVMuLhwmCgMRE7QnptNkrMe6r+Sg9s7hR7ZALUGVuKwDYNARifkGZ+PeeQ/nYe/iU5vkBeoEdEqo2FwZCkYuK5e+RxWJGOiF0lnF28uvirbLb+YTPdLCEEIzCiALjpi6V3f7f2NkA6DnwbsJ3d7AOIstRZNQ3whaIN954Iy655BL4fD6MGDECHg8Ll2DULf+66nysnf4/LJ/yDJSentaUW+UgauQgfj9d/gPTPM0/4SZN6otK/JNsZRVHXiD/8Lgkzc9Jj8cR2ifUHNNYFVOpA0oSZaRqpwA9xFRvHADgMVB0hJaDyJ8JxyW9F7Sed9pFauS32zWWv/ep8Rrhkmewx9lUDmJASJEcRL3efOrtjTuIgDoPMUBRlVIgAkkJ6gJEUqTXIKBeWFAuPACAzU4XiEpHOv+0/mQ7mKqAytfWiAtYUl6tKhrE8hAZAYJ1iAwdk3BdMuEQO9AWpUiLe8r2RnqwKqeM+kbYAtFsNmPcuHHo2rUrNmzYgLvvvhurV69mCbuMOiU7IwUdWmUTvpTpqkFZuj/g+JF+1LdsP4hlq3fC5fbAWe1AszNFNUjbBhxEpSjhBYGYT+iTNOutJIQOxmtMxKVL1BaLWdWLj+QM+gjNgUlOIxCEQCRMrtxen+73Ai0Ms6aKKaGRMc1B1FCISgcxO8WGVhnxaJRoRbvGCchM0i+2E2dXC8SAg0jKQSS1htCC5HZrOeCkMFNA3YMTJiAuTvv5uRQFnpQLBsrQZQDEvo8Bqh3y/SsoY5VCalpNQx1iqr+v2+1DmSK3MjWFnh/LIHOysBzfzlqDFRsP1PVQIko0Qo1J339MIMYOVAeRGGLKHERGwybsHMSRI0cCANq0aYP9+/dj//79eOyxx5CamorzzjsPGRkZYqVTLUwmE8aMGRPucBgMGSqBqBFaqHYQ6UVqfByPzyf/js8n/45xI+6C/YJmACgOoigQ1Q4iKdTR5alxbyqq1BNpu43ubkmFmdI9BMhtLjyE3oMOh9pB9Hp9hgsq0CZXXh+nmUNJrWLK06uY0sSAUhdJUb7uJpMJLdLjAPi/q6pc+uGgcXF21SpywMWjibWgIBWp0XQQKQJRIZStWsVkzuBWOIjKqrYkBzEujh62qnQQSQsfSoJZcVdeA7yB1X2P14fKSqesfUdKcnAi/myntMKB6x4ej/Iz31MfvXgn7rmpex2PKjJEw0EkpSDQvvMYtQ8tB5GFmDLORsIWiHPmzFEVGxAEAeXl5Vi/fn1Qx2ICkRFpgplkKkv3iyGmOpNNqdOh5SAqzUKeF4j5fy5JhcnyKnXYoFYBDukjWgJRCslBdLrUArGikhzCSBwH5cfT49URiJQVXEEQIAgC8b2gvT/hFKlJjreiTWY8jha7qJ5dQrwdXkqIaSQghphquBq0EFPlHlrFZAIoBaJDcT2QchCVFXOlKF+XknJ9JzqYCZXytTLi/ni8HCoVr1lKMnMQg+HbWWtEcQgAL46d04AEYuQn9MTFRiYQYwaaWCdXMWUhpoyGTURKKgUmb4F/tPu1/jEY0UD1I6/Rq03Z/FsUiDrXpzRvgbQpzUHkBIo4k4T3kRxEZX6YfCw1x0tIkE/ieV6o6Q0pGQupcijJKTRaoAbQcBApAlBrLAE4nifmiNBWcrVzEPVLQzRLi8MFLZPRJNWO9Zv343CuvLBKQkKcqpdlMCJaD2KIqcalSHMQlRMZm4YDHUAdYiq/Taq6mJhAjxRRhpgWKlpMkOCCKFJz9GQJJv68QpzgGVnd9/o4VCreL2UUAUObv9bsld1uSKX/o+EgkhY9mLMUO9DC2kmpD8EKvhl/bMbAp77Ci2PnEH/XGYxYI2wH8d13343EOBiMqKB0smil9RMT4mBTOFtiiKnOREH6A08KISopd8DHccQcRNKKpdRBrCA4iFoCUTqpVjqILpeHKDBIK9hkBzEIgUh5zUi5HFK0BCTHCcTjhpaDqDkMkSS7Be0aJ2Didwtx56290a5NU/GxhPg4sZdlgHLJa+Tx+jTdUj1Iz1WrAbxxgaifX6m8xpTXgzLE9LqruqH1OdnU4ylDTIsMCERaTzIa733zJ+JsFjw2qI/hAhLMQQyPhuyKRGPZmvT9RlokZNQNtCI1pBDTYBcQ3v36TwDAhp1HkZocj1efuCn4ATIYtUjYAnHAgAGRGAeDERWUDiJNICrdQyAIB1EisMiuj4CScgfMJvnEnCYQpQ5iOWGlkfRjFUC6AqoMA6S1riBNWkg5iOUVDsNN5WmvmV4vQK18HJ7niQ5FaFVMgysu7/NxKgGWmBinCjGViug5v63GPQOvFm//sXRLUOckvYS8QJ9MVhIWEwC1QGySnaF7blUVU2UOYnwcmmano8/lXdCqZRZ69eiseTyHIsTUiEAMRXy8+fnveGxQH8NRKcoFGCYQg8PXgBxDJdFwQ0nff6Q0A0bdEEyRmnCujy9nrGICkRHzhC0QGYxYRrnKZ6KoBmX/M4sJYnNxLdcGUOQgUrYtKqlCWmP5xJznyYJI7iCSQkzpIksqVlUtLgiuIGC8D2JFpUOrxo8M2usQlkAUhAj2QdQchgzhzHlVAjEhTjUeqUDct/849h84jk7nnoMTJ4ux4K+Nxk8KssjWDjGlCUT5Mc899xzZ40ePn1a5f0pXmdT2ZPw7jxlu/Kx0EI2EmIYTemd08lbFBGJYNGgHMYiWOkYhhdCzHMTYIbgiNSw1itGwiUgOIoMRqwiC0kEkX/JpyvxDa8124eYgAv4JMSnElBRe5HJJcxBJRWp4qpDyynIQlQKx5rhS7UR0EAmCoNrpNuy80RwcvdYFWgKRHmIavINoCUIhBs6pdOiSk+JVIabSbUwmYPb8Vbj/vx/h2de+JfZG1ITwGmpdiyTXFwA4yT6lDh8SE+U9EL/+4U/Z9eBye1BSWinbhrS4YFQcAuocxMPHi7Bi4wFNpy8sgWhw32AdxCqHG3sPnyIuoKzZeghjvv4DS9fvNz7Qeg7pPWooNQWi0bOQhZjGNtQiNaQQU8m1QAtNZTDqM0wgMho0ysmKmdL7IC1VXt7eJtlOb9VYOmmgTeD9AlHd5oLUYsLl0XYQAXoeojQHUVk0RFloJAAxzJVU7dTr08zrk0Jz9fRWy2khPkCgSE0QDmIEchCBmvdX6dBlNkqB8tRSB9FsNkEQyJMLI5AdRPrkW5lDG0C60l1cJb9u9h/MQ86hk2iRZvdXieUF/DJvjcrpdbnoea9GqCYsONz/4mR8PGUJdZ9wnBWjPeyCcRBz84px7cPjcd0jn+KGxyeioLhCfGzTrqO457nv8Pm0lXhgxBQs25AT2sDrGSQh7grxeo81iItR4QpEwjXN2lzEDsFUMZX+FmmlfTAY9RUmEBkNG6VApLgejSgtLoAgcxAp2xaVVqlaK9AcRKdkMk5qcwHQBaI8B5EeYioNnyL9KBL7IPo4mBBeDmI4DiLP88QJGm3SRnM7rWaT4VxKoGZ1WBliSmoMLxWIJpMprGbbxBxEjbCmA4dOEu+XCsRqj/z1XfHPLgBA40QLtm/ahceem4j5f25Qn1cQqCHKRnBR8l9nLNpM3SdUt4bjeMMFJJSVeVOSE1Rh1IEFoq9nrkZeQRkAvwM6beEmcZtRExbI9hn58dzgBl1PIX32SNEH9ZFoOIgkIcGqmMrxcZxqUZb23R/xc1N+n9we9e+tdIxMIDIaImHnII4cOTIS44DJZGJ9EBkRR+UgUgSiKsRU0rRQb7IpFT00gVhYWgWLss0FT6kgqlOkBqD/IEmPp3RFpeGP0kkJSbSRfhBLy6thUB/SHUSdUBzNKqa8QHRzqVVMKWO1UlxkGjUOonZpcp+Pk4VSWizmsFww0rWk5SCeLCjBlh2HcMmF7WX388KZlkMAXF7565d7/LR/7BwPp8utWanW6fQQ+x8GqKp24tV3f8I9d/TRLVojjvl0OfWxUCeEFVUuw/sqHUSz2YzEhDjZ+8jxAsxmYOp8eV/fsZP/xjMP9AMA7MjJkz124oyQbOiQxI3D5UVmHYwl0pC+w8INByUtgDGB6Mfp9mLY2zPw5+o9uLBjC3z79r/RPCsNO3Py8PjrP+P4qVL8Z0AvjB5+S1ALfMFAa7PkJvwulVY48ORb07F9fx4uPb91VMbDYNQlYQvEOXPmROzDygQiI+IoJtQWZbd6ADarBRd1bSu7zy4REXo5NXIHkbxNUQk5B5H0g6TX5gIAXAQB5x9LzWSjUVqy7LGy8mrxb07HQQSAo8cK0LpVEwB+cbRp6wHDIabUHETdPoj0lViOo4WYBu8gBgNHCTFVosxRtJhN8IRRyCDYIjUA8P6nv+KavhfiiQdvlN3PCYCHMLnNyy8G4J+k6okqh9ODjEbkxzZszcG8ReuRl1+M9ZtzDAtELUKdOJdVOQ3vS/p8pSQnKgQiDxv0e0c2FHiex88LNmJHzknces0F6Nu9A3Vb0oIPKZy4PkL6Dgs314woEFmIKQDgz9V78OfqPQD8Cy5fTl+J0cNvxcdTluD4qVIAwOQ5a3HPTd1x/rnNozKGYIrUzF+2U/w7N684KuNhMOqSiISYkhrfa/0j7cdg1AZllS6s3XZYvOYaZ6Rg3DuPoXFmqmy7oBxEyaSBWsWUmIMo6DqI9BxEioMomRgrK7OWltdUjpSKAdqP4tyFa7B+837s3JuLDyb+Co/XZ7hIDe110Mu30RKQPC8Q3cJoO4iBMXs8Ps0qrEqBGJUQU53j8YKAtRv3qe7neAFOj1w0lZZVieGAvEbhowC0ENOde3Px4cQ5yDkT4rpu836clhTk+XHWcs3j0gh14vzOV4vw0MtTDW3r8fjgVoRrK/MQG3KlThI/L9iIEZ/Mw88LN+LeFyZhz6F84nY8z6PKoQ4ddjjDy1etCw6fKMK/X/oetw79QswfJTqIYV4LpFw2loPo5+uZq2W3J81eCwBY/M8+xf3/RG0M9BxEFkLKOPsI20F89913DW3H8zwqKyuRk5ODZcuWobS0FHFxcXjyySeRlZUV7jAYDCImRV/COLsVg579FiMevR5P3ncVru17EbIbp6n2CyYHUTqBJPVBBM4UqTGri9SQwjv12lz4t1FPwgRBkFX0TFc4iKUSB1EeYkr+USwsKsfYz+fK7jPc5oLymulNsDSrmAaZg0irVBqqgwj4QxIzGqUQt1OGZ/oXv4I6lXx/gjNqZDHN5VZP2jlegFMxOQ24h4AxB5FW5Gj/QXnuI8fxeHH09+h96XkoLq3Alh2Hqce0Ehx96ZhC4Y9Ve4LavrLaibi4mnxSpUA820IAR3wyT3b74ylL8O3of6u2q3Z6iNcjrd9qLDPy47lYs9V/nf7f6z9j+5yXid9h4S4WkIQGq2Lqh9RrkBxmH70xMIHIYNQQtkAcMGBA0Pt4PB6MGzcOkyZNwk8//YRJkyahffv2+jsyGGFit/sv+fe+/QsPD+yNbhe0I24nr2IagT6IhDYXgqBfQdTj43DDNRfDbrdh2eodYh4cSSAqj6UsvCMNMfVXrORhNpvpP4rhVJEM0UHUrmIqEFtalFY4MGTE91iz5RD6du+ACa/cg9TkeLqDGKRAlAqEqmqXYYHI8UJ4DiLhPiPFV3hegNvtlYkev0CUv3YnJAKR4/QdRAfFQTxy9JTqvmqHG4tXbNMdq5b4qi3nrrLKicYZNREEqSlygchzZ3eEy7rtR4j3V1JycqspCwmxTEAcAoDD5cGC5buI1583zGuSFCFB6kOrh9PlURUhq+80z07D/iMFsvtIubx2W/TCvelFaiIvEDmOJ6a8MBixQp1cnXa7HS+++CL+85//oKCgAE899RScTu38HgYjFJRSwG6rmTSv3nKIGjJpl3xxG81B1NquqKwKuw+oq0ySJvyBMvEutxf/9+CNePTf1+OBu6/B80PvELchVsOT/LglJcap2h5IQ0yBmtBMWmVR0mTGqOChVjHVyUHUrGLK8bLeUwFOFVVg2foceLwclqzbjzl/bwPgD/EkvbuhFqkBtPMQVQKR48MKnyddG0aPpwwH5XjA6aE7iBwvhOwgniwoNTQmGrQc0tpy7tT9LZUOIkd83W3WsyMv0W4lryNXUASio545iKT3tsrpJt7PhZGDePJ0GXYdVP8GBBNKXeVw486nv8a5N72BAcO/Qmk5vahUfSM1KV5135Y9x1T3xdnD9jWoUIvUREEghrMAy2DUBnW6fPH0008jNTUVhw8fxq+//lqXQ2E0UFQCUfLj8vvKXdQm61IHkZbjFsBrQCDyvICHXp6iup/TCNEqc3jQo9u54v3nd26N5k0y/NsQitRIJ9TKAjUAUC5xEIGaBvNeSvgMyc0z2j5AoDmIYVUxJRepUfLK+Pni3ySzMGgHUfJDXq5R5VPZkoTjeOrrYIRwwquUYX4kB1EZYqrXgoSUg8jzAgpOhycQaZ+v2mo+rRSIqYQQUyehD6TXx2HLnuMNPofMaiVPEyqryI5yLAnEk4XlKKvUXnymvX+k69LjCe29/uWPLeh931is3aZ2Y/U+d1LG/7AM63fkAgA27jqKab9v0t6hHkG6bjbvVgtEO6XfayQIpkhNuLCwVUasU6cCMT4+Hj169IAgCFiwYIH+DgxGkCi1gPTH5feVu5GUqC7bn2g3y/IF9URRwHnRm7yTfmRI+wQcxDKn+seqVUt/vi6pSI10Qq0sUFNV7VRNhALjpokuYkVRgwKFmoOoMxnSWlXlKEVqtCBVXQ0nxFQpsqVURjjElLSv0eMp3T6nl4PypZM5iBxnqIqpkqLi8rAFEm2Rpq4cRFKRmjJKNeHbnvwCdwz7MmpjCweO4zFp9j94feICVeheMNDyRKkOYhAhpi6PFx9OWoynx/yCFRsPhDQ+Gi+OnYPL7n4fl939Phb/s5e6HS2snbRY5QpBKAiCgBEfz6Vez0ZDqT1eH76YvlJ234qNOUGPxwhrtx3GbU9+gXue+xZ7D6tDyKMB6bohCcRoQs9BjPwikF40DYNR19R5AHTjxo0BAMeO1e4XAePsQBlBKnUQHS4PkhLVYS1tMhU5SDqT8kBeit52HoLrRxI8TpcXgiCgwq1+7JwW/s+LXg6iqkBNmVrYcGdyq2g/fqTVcqMChTbp169iSp+AhdIsmeggBhliKj1nWQXdQaxQOBUcH16IKWlX4yGm8smWWyHMeZ6XhRz7OF7X3XUS2hfkh+keAvQJcm3lICp7IaoEIi9Q280AwPb9edTH6pKPpyzBqAkL8N2v/+Bf//0cpRrXbgAn4XvFSgmlpb0mwTiIb362EON/WIZfF2/F/S9OxlNjZkakTUZObgF+XrhRHM9bXy6ibktyckwgL1bR2gtpfS4PHy8iFmAJYDQHUVnNE4CuOxoKPo7D/73xM7bsOY41Ww/j+fdrJ7qLlLtK+mzR3oNIUJtFaowcc9Xmg5jw43LsJoQmMxjRps4FYllZGQCgqqpKe0MGIwSUOYZxdpvstlIgfvbtfKQlyENYSNUkpRjJQQT8TqQyhIW0h9PtQbnTB1JtjBoHkSA2pSGm6YoeiBXqz1eNg2j8R9FoiGnIbS60HESOXKRGC1KOabAOojQErLyC7iCSchCDcRCV/WRJ15PR118ZDur2yfdzON0yAcpz+jmIpCI1+adKDI1HC45SBKa2HMQqh9wJS1REFXAcT60mXJeUlFfjpwUbsXT9fuK1Mv6HZeLfLrcX3/2q3x6AJPpsFAcxEkVqpMVhAGD24m24/3+TVeHawTJ78TbZ7cPHi6jb0lxB0mIV6XsXoC+IAcAmHRfMaA7i9EXqcNLdB/PR4cbX8cq4edRc3mBZvyMXJZLcxh05ecSFg0hj1HmmtXiKBDRXLzoCUft9/2P1Htz7wiS8/91fuO3JL3Hg6OmIj4HB0KJOBWJFRQXWrvX3usnMzKzLoTAaKEqzyGq1iKIhzm5TrY4re6IB+q5ZIGzSiBjwKCYjpD1cbh/KneQfpFYBB5EwqZEKGVUPRJKDeGZCQfuhIjalFwRMW7gJ/R4ahwdGTEF+YTlxX5pY1psMaVcx5YMOMSURnoNIF4jFpZXy/Xg+qJLsdsW1SBSIITqIHoWDWKWY3Ps4XnfCQipSE26BGqDuQ0yrFQJRuWjk47haEYgcx2P8D0sx6Nlv8Nm0FZoTfrfHh1v++zle+mgOHhgxBZ8rQg9JbN17XHebcoIj5fL4UFymXmCqqKbkIAYTYkr4vt20+xgeH/WT4WOQCOZbQvmdLN5PCjGlCCWtcMFNu49qnt9IDqLXx2H15kPEx1xuL6bMW49/th7GqaIKzF2yHQePhS4mgnnekaTaoPMczTYqtCq1dZGDOH/pdtn5Ix2CzWDoUWcCsaysDM8++ywqKythMpnQvXv3uhoKowFDykELhJkmEaqmkcLolK7N5Re2kd0OOHBG5u5uRXgMaR+n24NKN3nC0TS7Eew2q+o4gFx8qVtcqCd4gQl4MFX0BEHASx/PQc7R01i6fj/e+eoP4nZ0BzH0Pog8LwRdRZA0jOBzECVFajTC9IpLKuTn5oWgQkyVxUCIu4aYg6gMMXU45Ne5j+N1J0GkIjX5ERCI1CqmtVT8pVrxWigFIscLUQnlUzLn7234cNLfWLvtCN79+k/MWLQFx0+VEp3djTtzcSy/5rV/9+s/dR1gIy5IeaVaCB89WYKLBozBCx/Olt1PcxCDCTGlCas1Ww+joLiC+JgRyAWeyJ8d0usigBxiSvuMaH2vbd4VvoN47GSJbvTF0Lem49r/jMOwt2fghkcnYuNObWFKg5RzGk0HsbzKiWkLNyGP0NKCRCh5oFK0vpNp70W45ySh934qv3OMRo8wGJEi7HJQc+fONbytz+dDWVkZ9u7di+XLl8PhqJlsDRkyJNyhMBgqSM3S7TYrXG4vsUCNgyQQFT8oyipqAaFFqljZunkGjp6sCcNTCzv1+DxeDtUUgWg2m9GiWSYxzEaay6KsYlpKKK4SmJgHW2RE+kM1d8l2THz1HvU2tDYXpMI30scj7CCSxqEnEKscbrz/7V/IPVmMB2/viXhJ3iotxNTn86leRx/HU9uokFC62WEVqVFM0pUvW7VTPrk/fqpEN6zPYlHnouUXhB9iSnMK685BJIWYBi8QBUFQhQ1r8dXM1bLb/xvrF2R9u3fAlHcfkH3v5BDCzbbtP4HuXVpRj2+k0IbW85z++yY8cmdvnNeuKQCgkuKqBuMgauXfVVW70STEwCLSZNrt9SFekmJw4lQp4uxW4uvi83GUEFOaQCTfX1bpJL5Xsn0NXOcHjxXqbiMNC3V7ffhw8mLM/PhR3f2UkASii1DFNxJ4vD7c9PhE2WKHHuGORSscuDZzEN06FXGVodqJCQ2r7yUj9glbII4YMSKoH8EA0lWcYcOG4aKLLgp3KAyGCk0HUeEUOBxuclglrxSI8omy2OaCENj02F1X4NVPfxNvq35oCOPLbpxOdL4CnNOisSrkx8dxWLhil3hbGWKq5SBGo0JbqA6iZhVTLvgiNaRh6H1fvf/tX5g8xx/6vmLjAbz77B3iY7QQUy+pABHHwxREI2QjIaahtrlQonTNnnxrhu4xSfmGhcXkEONgoIn+2ipSU61wwhIT4mEy1bzWvhBzED1eLqiebbRqkas2H8SqTQdxba/ONWMkNElfum6/tkA04ILQqrUGmLZwI0YPvxWAfh/EbftO4EDuaVxzeUc0bqRuuwNoLwgpxaPD6cH/xs7G8o0H0KtbW3z84l1ITVZHgQDkEFO3p0Ygvvbpb5g8Zy3sNgvuuUkdveT2+MihlpQCKbTvtW0GwnqNOIiHNHIoafyjyO8MB6c7OmGdv6/cHZQ4BMIvUkNbeBIEgS4QQ2xvooXeYqlSICYxgcioZSISYioIQtD/AKBVq1YYN24cnnzyyUgMg8FQQXKL7GcmCUqnoNrpMtScXOUgBnIQCfte1/s8jH95kHjboxB2pFbuHdo1U90n5ZzmjVU/ko++9hM+mbJUvK0WiKQcRAF/rdkriqFIEUoITwD9ENPgREMoVUSlrwfPC/hkyhLxtsfjI4ZaeggTKD7INhdKB3HttiM4fEI+MQy1SI0SZYipEU7kF2PfgRPi7YWLN0Uk7ImvawdRETVgNpuQIBFgoRapCdZ1iNPo77Z4rbyCJSmMc+m6/eLfpM+JkTwqvedpk4yRtq3D5cHvK3fh1qFf4Nn3Z6H/I+OpDd212t4oH5u3dAfmLd2B8kon/li1BzP/2EzdlxTNEVhUO1lYLn7GPV4OP8zfoNrW7fWR21zQchAp31t5p/UXUIxc54cMOIiRgjQeUh/QSLBq88Gg9wl3LDylKBbH89QFi2CLoxlBb2FWGc1EWhRiMKJJ2A7igAEDjJ/MakVycjJatGiBCy+8EBdeeGG4p2cwNLFYzOA4HhaJk0NzEKurXcR8KD0HUQwxJblVZhPuvO5iPPfer+B43pCDeG675vQnBKBxRiqOHamZeBw+UYS/JRNIs9mE5CR5qX5Sg3efj8PL4+ZpnisUtESDXjhV5ENMg9qcyKkieS5UebkDCfHyxQUXQZBxPA+LEISDqLiulq7fj5WbDmDiq/fglqsvAKAOMTWbTcTXW99BDK3oylsfzUCvSzvD6fJgw5bI9GCjvae1loNIcMISE+PFUEmO54nFW/Q4UVCG5Rty0LJJOm65+gIIgoB1Z5qc97ywDcxm+bXRpHEK1U1JiJNXXyblhO08cBIFxRVokplKdFm0Wi0E0HuecWeuUafbi6Xr9xO3cTg9eOGD2eLiTFFpNabOX4enh/RTbasVMaAUXYGQ2wBvfLYQj951BXFf0sJQQCDvPqDfMsDj5YLLQaR8b5URvneVGHMQa08gksRutHIQld95Rgi3YA5NkHt9+q1+IomeQGQOIqOuCVsgvvvuu5EYB4MRFawWM6q9XiRYaib0dpt/spWsKFJT5XARJ6u6OYhnflBJblFA/tntFjhd6kIgZpNaQLRv3VR2+9TpUjTNbiTebpyZigP7a34klSXcleIQACoJE7/KardK/AQLKVxTyzXT6nMIAB6NsJv/vjkN5VGqJikIAmb/vc1QYYeyimo0bdJIdp/TqR6Xj+NhtQbhIBLCUX0cj6fH/CIKROXE12oxw8MTJnQ6eWDKEFOjeLw+rPhnl/6GQVDXVUxdbg94npcJtuTEeBSdKZLi43iUVwcvEK975FPx76MnS3D8VCl+WuDvzTfwum4YP3KQ7POjVdxFeRXR8vz2HjrlF4iESbTWhNTj9eHNzxZiyrz11G0A/3efIAh45t1fqNs4XB5V+On8ZTtVApHjtPuEBpsbLYX0HRR4TYyE1DucHuLYgnUQyyr0rxstFzVAKCGmoUISu9FyEK2EvGY9wg0xpUWh+HycofciUuhFGCi/DxIT1DUTGIxoErZAZDBiGavFAo/HJ3N8Ag5iIiEHkfTjoZuDGKhiShCXgRxIu9UCJ7zwKH7cSAJLGR66bedh3HhtTZ5M48xUWbEE5XhSkwkCkTDBJVVCDZZGqepzaTmI0h/gI3nFeGXcPJRVOPHcQ9eif6/Omg5iKOIw0W6Gw6N+T08VVWDUhN9wqqgC/x18JXw+Dk+PoU96pSj7HQKAg+BClVc6g3KebJQQQ6nzo5y02qwW4oQ3Wg5iNKBN2GorB1EQ/OFc0oUVaS/ESPRBfO/bv2S3Zy/ehj6XtMfdN3Y/MwZBU0woi8fQJuwB14FUTEVrQvrHqj264hDwL0gcPl4ky3emjUG5n2o8YYSb60F6roHFuVKNSsQBqigLKNSeiZSxGjmXnmtVUl5t6DiRgjSeaOUg2qzBC8RQxKrT7YXNaobVYqH2/fX56CGm0UDr88hxvOp5MgeRUdvUaR9EBiPaWCxmlWsXcACTE9UOopHy6LQcRFKRmkAVS9sZEaccy+WXdcHN/XvI7lOuFB45Lq+Cl5GeLHPalIUwUlMSZberHS7iZDsSpbuJglrLFZD8OL84djZWbjqIHTl5ePKt6SirdIY1KSTROkP+HrfP8ouA0Z8vxO8rd2PLnuN44o1p+O/o6YaPSap0Wx2Cw6SE1pBcilJ8K/MWA+jlIMaUQKxjBxFQ94WUhp9HQiCSeGPiQhSW+HtnVjs9ms9XuThCm7AHFgbIDiL98z5l3jrd8QL+74zTJZWa25CcUKI7rvNZD8fNIYmIgGguC0cgGnAQT5dUYsm6/SgorohIiOmhY7XnHgJkB9HhjI6DSPu+T02KpxZ4CtZBfOOzhTj3xtdx6aD3sXHnUXqIKcfVaoiplhglhfQygciobcIWiA888AAeeOAB/PDDDyHtP23aNDzwwAN48MEHwx0Kg6HCZjWrqvfFUYrUOBxu4mRV5SAqfrgCP3Ik5yzgEAZEJWmS9sDd16BRerK4ndJJOnZCnn9iNpthtUq2MZnQrEkj8RwpKXJXjxReCkSm+TEpJJfkpAaQTvrWbjsi/l3t9GDGok0Rr6ialmBFu8YJaJRoRauMeGQl+9/7+ct2itsEW4CAFBZVFUIbBCU2A/k4Su1NmngDwVcxrUtoRSNoK/3RQFm0RykQQ8lB1KOi2iU6cXoOkdJBpE3YA+KMNIl2OL3UkM6CYm3RF8Dp9up+Rp2EsZEWMvQWg8LJQSVNsAMRE0bcOGXhoppjaDuIB4+dxjUPfoIHR05B/4c/xZbd+lVM9So7H8mrXYFIEubRchBpr3NyUhxaN8sgPhaMg5iTW4BvZ60BABSWVuGj7/+mRiZUVbtrtdegW+NzRHpdWJsLRm0Tdojphg0bYDKZ0LFjx5D2P3bsmHgMBiPSWCxmeLzyHxRakZqqahc4yWS12unG8LdnorBU3iIiTjGR58QiNfQQ00AojTLENDDGLh3PwZoNe2WhbQFOF5bB5fYgPq7mByIhwT92j48HF5+CT8c8jvyCEixdvRMDbu4p25/W28xIVUM9iIJaw0HUcjF27M8LezxKTCYTmqTa0SQ1cj+upMmuniAzgpFwK+VrS3cQtcfjYA6ijCqNXoi+EPsgGiFQ5VLP1VI6mLQJu+PM5JkUYsrxPBwuD5IIuUyd2jZBbl6x7nhdbq9u7hSpGA5pIUNPIOqFoGpBEhHBhJhWVgfpIJ6Z7I+d9Lfo9hoNC9VbCAknvPToyRL8tGADmmSm4qE7esqKtdEgve56RWp8HIfxPyzD3CXbcX6H5hjzzO1olJaouQ9Ad2oT4+1onJFM7CHp43h4fZyh70tlb9HVWw5Ri2IVlalbQUUTrXx8Upg2E4iM2oblIDIaNFaL2kEMOG2qNhcOl2wCPn/pTvz1z17VMZUhpoGwFHKRmoCDGBCI5B+FQFl9UiJ6tdONouJKtGxe0zU68UyBndOVHpgs/vE0a5KB+++8SrU/KWcOiJCDaCBnU4rWpH9/rnZD6WDYczAf0xdtQpsWmXjwdmMTI6P8tXwrevboJN5OjrNEJDTWyIRHlYNIcxApK/MBaCv3dQHtmqitHERA20H0chwqKIIh7PM63eB5ntoDMYBSIDooLopDI8QU8IeqkgRiGqWfoBKXy6taWEqMt2sW2AEoAlHHiQzPQVSPxxmMg0jNQaSHmAqCgAUauZk09BZCwglvvuahT0THd/v+E7jvX5eibctMNMlMFbcRBEG2cEB63bVcO6fbi6Gjp2HxP/5K2kdOFKNJ41S88eS/dMdHE4hJCXZkpNIFpsvtNfR9SVoEpX2vFJbUrkDUcuKVC3wWs1mzDQ6DEQ3q/IoLTHgsIVSzYjD0sFgsqhVvapsLh7zNhbKsurg/LQeR0uZCug+tMExaahJxTC63BxzHo6i4XCYQk5P8P57HS/UnrpUU9yMyAlG/6qsUrUnf/iMFYY8nwK1PfiFzDJ5/qH/Ejr173zHsyTmOLh3PgcfjRVZGXESKG9DcQClKgUgTvrEcYmq1mGWTYtqCQm06iMqcTOniUWWVO6R+mkYorXDg3hcmYY1OU/Pjp0px8cAx+N8j1+G+f11KfX8dTm2BWFHlRPOsNNX9RqMJnG6PyiFMT00wIBAJIaZ6LW8M5CAKgiBGH23efQx/rN6D7l1baTuIlJ6MUiqpOYjk1+mx13+i5szpoZdrWUkogGUUqQiZvXgbZi/ehuTEOPz0wX/QvWsr7DmUj4denoqTp8txz43dMfbFgUG3uZjw4zJRHAZYtn5/WAIxMcGODEWxNinzl+3E3sP5uObSjri2V2fqdiS3m+bYFteyg6jlkJNaXLAoO0ZtU+cCsbDQn1+VmKgfjsBgBIvfQVSEmAYcxCS1QCQJHiWqKqZabS7OfKcHVjtpE7GMMzmISgcxUBClqETejkJZiEaLyiqKgxihEFPpJA3QzkH0+ujhuJGchEtf50+mLI2oQOQFAW9+MA1tWzdBaXk1Zn38cFjhcAFs1uCL1NBW0XlegNvtRZyif14AUu+/2iIh3iYL4aOGmNZiyXm1QKz5bghngq6HNBdWdv4Eu2qSWFhahVfGzcdNfbpSHZ2AcHRSFqJobpRRB9zl9sHjkW/bKDURJ3UawlsJ17ZeyxsjOaj/bDuMizufg6P5JRjw1Fea0QsBcWesiin5daIt8Dld3pBbQei99jQRFSpVDje+nbUG3bu2wvgflonv3Yw/NuNfV59PHI+LsgAgCILYukXKoeNFqKhyIVXHmaYtVCXG23FDny6YOp9cWfelj+YAAL6fsw4zPn4EV1zcnrgdyaWjLTwVlVVrjjXSaIVqKz/7LLyUURfUqUA8deoUVq1aBZPJhJYtW9blUBgNFIvFDJfihzv5TBsIdYipW9P9CqBcKRZDVkg5iGeEk97qcqBIDalwDgAUKgSishWGFvQcxMhUpuN5ARZLjUDkBfrEPjD5CLYwTKzBCwIO5frDAo+eLIlIU/dQQky1QmedLg9RIPp8XMTe+2Cx2ywqN4nal6wWi9QoJ6oyB7EO8jVbNcsghp16fRyWbthPdey0chABUIvtGC0O5STkICYnxiEzPQnFGhNs0teq3gKAEQfxnue+w3ntmsJus+gWGAmmSE2Vg/z60l7XcND77lD2lIwEgdw+ZbuS596fhUcGXqHanuYgHssvpb7vO3PycMUlZOEWgObUJiXYcWWPDrikyznYske70M+Ij+di1Q/PEx8LJsRU6/qNBlpRJ8oUACYQGw7XXntt1M9hMpnw999/h32coATiyJEjqY+tXbtW83EpPp8PBQUF2LFjB1wuF0wmEy6//PJghhIzLFmyBPPmzcOuXbtQWFiI5ORktG7dGv3798fgwYORnJwc0+c8evQopk+fjlWrViE/Px88zyM7Oxu9e/fG3XffjfPOOy/i469NrBYzikrl4qpxRipsVousNyLgd1WkIaYmk4noaikn8r4zDZ+1qpgG9kmn5FU0ojiIgYlroGl3gIxGKYYdN3oV08hMdjielwkVrYmaKBANOLX1haMnSyLkIAZfpEZrH6fLTVxIILXpqC3i7FbZYgJAv15qMwdRy0GsilL+oRatmpMFYgC6QNTPQZQydd46TJ6zFgeOFhK3V+Jyq3MQ7TYr7r25Byb+vIK6H2lBQrcPoo7DGEAvfzOAy+0Dz/MoM1CRlvbdGomwfCV6obaVUWixcjy/lPgci0qrZS2UAtDc0S17jlHPsXXfCVxxSXsIgoCvZq7Gj79tQPtzGuPD/w1EdkYKAA0HMSEOJpMJs8Y9hr/X7sPjr/9MPc+RE/TiSlr9MJUUl9Z2DiL9+nYoQ0zjmUBsKOTl5UU1XFgZ0RUOQQnEOXPmEE8sCAIOHz6Mw4e18yhoJCUlYciQISHtW1dUV1fjhRdewNKlS2X3l5SUoKSkBFu3bsWPP/6IcePGoVu3bjF5zhkzZmDMmDFwueQ/QLm5ucjNzcWMGTMwdOhQDBs2LCLjrwusFrNKXDXOSEV2Vrpq26LSSplwsdssxB8TZQ4icEYkEs6v7IO4fXcubrtRvRgihpgqHURKiGlGeopmmWwpFZQQ00hUMQXOTOQlRpWRHES+njuIUnJPFkckB1HLDeR5Hmaz2XCbC4Ceh1iXPRD9AlG9wEKibnMQawRiNBwcPVo2SYfZbCKKZ4vZrBFiGnAQyY+XVThQWuFAalI8juaX4OVx84MaF8lBtNsseO6ha7F+Ry427jpK3I/0XaPbB1Hy/keiCJTb40WlI7xWBsH24DOC3usQ6RBTwL+QQHNS8wrKVPct35iD3LxitGmRKbtfy93bvu8EAGDPoXy8/eUiAEBuXjHe/GwhPnttMARBoDq1ifH+HxS7zYqbrzwfacnxqsUNKR6vj/i7TEqjoC2u1H6IqfEcROYgNiyildMeaYIOMaU9sVCf8MUXX4xXXnkFzZs3D2n/uoDjODz99NNYtWoVAKBx48YYNGgQOnTogPLycixYsABbtmxBfn4+Hn/8cUybNg3t22uHWtT2OefNm4dRo0YB8PfVu/nmm9GrVy9YrVZs2bIFc+bMgcfjwYQJE2C32/H444+HNf66wmIxq8RVVmYqmmany+4rK69S5VlQBaJd7dr4fBzFQQwcy/9R273/GPYdOIHO58pDqtPTkmA2mYiFcwCgQrHqnZgYhyqXMYEXzSI1gLoXoqaDeGbSZySUN5K4Pb6Qi0jokZtXEhG3K1DxloSP42E3m9VtLjQEIi1vqC4L1MTZbarfilhoc6F8TaQLNdGYoOuRkZaIlKR4YkholcOt7yBSFn/e+Gwh3vhsIS7q3BKN042HqQdwub2qIjVxdivsNiuu631eUAJR10GUPB6J7yqXx2eoQI0WkVpUk0ISiPmF5dh7+BQu6dIqagsUx0+VIi0lQXWNrdh4QLVtZbUb1zw0DhNevRu3XHWBeP+WvXSBuGjVbrz1xe/IOuMWBpi3dAfef34ALGYT9bOvrLQbH2/XFIgHjxaiS4dmqvtJVcNpFYBrvUiNloPoUhapUVceZtRPlixZUtdDMExQM6Z3331XdlsQBLz88sswmUzo1asXbr31Vt1jmEwm2O12NGrUCOeeey4aN24c3IhjgF9++UUUah06dMCUKVNkz+P+++/H+++/j0mTJqG8vByjRo3CTz/9FDPnLCkpwejRowH4xeHEiRNlcdF33HEHBg4ciIceeghOpxPjx49H//790a5du7CeQ11gtZhRqHAQG6Un45zm8uvu1Oky8e+ARe8XderJIancdCDMVIlYxfRMKCDH8Xjzw2l4ddht6HphTasEs9mM1JREapEaUt86owKR2uYiQqvhyom81mJRwGmr7RDTaqc7agIx/3QZNXQ4GAI9M0kEXFplASCtyqfKMCXx/joViFaV28rzAqqdbrw4dg5WbjqIvt3b44MXBtZpkZrkWipSQyM9JdHvmhAEYkWViypUnDohpgEC7g6Nxo2SUFSqdlT8DqL8/QssfmVo9L0jfdfoOoiS91+vSqoR3B5fWD0FgeiEmLq9HH5asBH5heW47189UFLuwF3PfIMqhxsZaYkoUYjahHhbyAVxpBzPLyW+BwXFlcTtvT4OH363WBSILo8Xew7ma57jq5mr0bq5uuH9knX70LsbfT6RpHDM4nW+u7fvz4PL40PTrFRZlV5ST07a92Kt5yBqXP+qEFPmIDYYWrRoUddDMExQM6YBAwao7nv55ZcBAO3atSM+3tDgOA4TJ04Ub3/wwQdEkfvCCy9g7dq12Lt3LzZt2oTVq1ejT58+MXHO7777DlVV/tWy+++/n5g0261bNzz99NN477334PP58Nlnn+Gjjz4Kafx1iYUQYgoAXTq1kt0+dbpU/JvjeVgtFqqgIOV9+Xy8Zh9Em6TyqY/jUVBQgq6KbRulJ1OL1JCq6jk8xsKuou0gKsNFNfsg1lGRGv9kK3jHhESj1ETZRNPp9iI5Eg6iRtpAQIQLiICD6KzDEFObVeW2chyP2Yu3Yd7SHQD8lT0vv7BtrV4jSgcxPt4Oi8UMjuOpTdOjSXpqAlKTEwCUqh7Tcjr0chANnz8lkSgQ8wrK8Jki1zBOFIj0zxdJ0OqFZUtz4SIhiNwebwQEYuQdxNy84pqqnHPX4rx2TUXXWikOAaBJZipy8+h5d0Y5fqo0aEf00PEi8e+9h06pRE5KUpzq83L0ZInqOAtX7MKFneiFCZXh9gk6OXiBllTxcTZ8/eZ96He5f/GV7CCSvxdJr3U00XrtWYgpIxYIu3v0HXfcgTvuuAMXXXRRJMYT82zcuFFszXHZZZeha1flNN+PxWKR5VUuXLgwZs65aNEi8e8HH3yQet5BgwaJ7UeWLl2qylWsD1gtZjicbpVrcvEF8tXLgsIy8e+Au0XKaQBq+ihKuWXo57hyyMeq+82KPogBvD4OdkWxjkbpyeoiNWccRI/Hpyra4DLosNByzpQ/UFoOlhbKXKHFa/dRt/VydZODKA0TDPfcKUny98jp8kYkB1Ersbza6cEP89er+o1pOogusrChLRjUBnF2q0rU+jgeIz+ZJ7vvlfHB5caFC+kzEgjr2qoRRhctGqUmUlsE0BweQFLFNMzoACM9OQMEQu61HETpd01RaRXu+98kPPjyVM3jSh1ErT58RnG5w3cQSY5UJCmrcGLttiOa2zTJTNF83Ci5ecUhhXEHvj+Vjlvz7DRMfHWwoWMsXZ+DwhL6dawMv9RzEAO43F5M+HG55DiElh1RcIFDQctBVFUxZUVqGHVA2DFX7733XiTGUW9YuXKl+PeVV16pua30cel+dXnOgwcPIi8vDwDQvn17nHPOOdRjJScno3v37li1ahUcDgc2bNige/5Yw2L2T0aLSirQKjGLup3UQQw4gTR3hhRiSlolBSQ5iIoJl9frg81igkcSapmRnqzKQZSGllY7XEhPq6lQ6zX4206L+FSuhsfbbSGFcgUcIUEQcPez31LzkICaSZ8ybzHaVEuKIYR77mTFe+TyeCNSxVRLID7y6g/Yvj9Pdb9W70Sag1hcSp+YRZs4uxUOp3zMsVCwqIoQRpqclEBtERNtbFYLVSBqTawDoWnhOl3mIKrgxdn9BUW0HERpTuTkOWuxctNB3eNKJ9ARcxBr2SWKBtkZkRGIB48Zq1yrpKzSiYy0JFVubkpiHK7t2QlPD7kG439YpnkMl9uL1VsOUR9XCrt4Sj9XEtLfH6db/R0YiWspEmgVqWloIaa1Ve2f4zgcOnQIu3btwu7du7Fr1y7s27dPNDcGDBhgWLPMnj3bcGcGABg2bBiGDx8e0rhjlTrtg1gfycnJEf++4IILNLYEsrKy0KxZM+Tn56OoqAglJSXIyFDH49fmOYM5VmCbQO5jTk5OvROIgUl3UUkFWrXUEohl4t8VVU78/c9e6g+o3WZ8dT0w0VK6jm4vB4uZ4CASejMGqKp2ywQibyAAQKulgdJliI+zhiQQAyGlq7cc0hSHQE1hitpsYQAAVZLXIdzQRaVT4ncQw3cWtObkJHEIaFc+peXakEKua4t4uw1mxZhre7GAhM/HweXyIF6yUp+cHA8U1P5YbFYLOrdrirSkBOLjhSXRDzENJpog8H3YSCsHUTIePfEQQOpukSb6AbIzUjD1vQdx4+MTqdv4xxC+gxgLZIfoILZuniFbyAxVIBaVVhEFYiA9opHBfOz12+lOaYJCECbEGxeIAXieJ1ZJjUQ+ayRYuekASssdxM9NQylSU9vV/p955hn89ddfYR8nllizZg3Wr1+P3bt3o7S0FNXV1UhKSkKjRo3QtWtX9OzZE717947KuSMuEN1uN1atWoXNmzcjPz8fFRX/z955hzlVpu//PultemVm6B2kSC8iSFkBC0XaqlhXwYKKYmN/Yu+sbdV119XVrw0VURTUVZBFbGBDQKogSBmYAaaX1PP7IyQkJ++pOZlkhudzXVxMktOSnJzz3u/zPPdTDb/fj1dffTVqOZ7nw6reZDLBbFZ/AUgGv/9+8qJWUiKeQx+5TGlpsJB7z549mgSinvuMbEWidFus42hulB+rknw9MoI49opnJAcSYqmnLIR9EEN4vX6YuOiBcU5WmqhJDaCtPcE7y78SfU3odBiKBKglNJBTEhUI1SA2tc1zZIRIaPSiFqFA9PkDuqTAqYnahDAbxScrxNpcHJOIQCWazHQ7jgpq6OIR7P17tsGhsiqUlkv/vpVQW9cYLRBFBFoi4TgON186BlnpDphEosNlEhFgt8cHvz8Qd4qpGkOn0PUww2UTbc3h9vhU9+eKnHSRivpkZzpxWucinNa5CFt2HRJdzq2Di2myMRkNzFTe9iU5kv0AAaBLu/wogajVlCW0njAN0nVCICoVM+s37WU+bzBwmHZ2v6jnbBruTXUNHuZ9JlUEosfrx5mXPIHlz85Fh9bRnhItoQYxWW7/kWRmZiIzMxN79+6Na7uzZ8/GkCFDJJdp3759XPsQsmrVKjz++OP44w/xXqPffPMNXnzxRbRp0wa33norxo4dq+sx6CoQX3rpJfz73/9GZWVl+Dmxm0JlZSXOOussuN1u9OnTB0uWLNHzUBJGTc3Jm3NWVpbs8pmZmcx1k7XPZBx/KiAXNYkUEHKzzKwaRDFC574w6ujx+iAoQUTr4twYk5rICKIagbh1xx/48L8b8OMv4mk8wiiDzartchAa4CvpVXbSpKaJBaKOKaasGXI9nC61NLeVqhUTSzEVtn1JFP17tsGPv568uRkMHKaOOx1PvLIqajmt0WSn3YLlz84FAPSd+iDTVEUNNXUNyM1JDz92OdkpnoninJGn4bEFU5DhCgpTsfYaldXSaa8Nbm/cKaaXThoS9d1JEaoPMxgMyEp3iAoPj9evSnh6I2sQJQb1OScEk1QNJBDMmPjjcKzpT3MizWlj1qP9dc4EFOdn4I4nPhDNNujSriCmhlkLoe83JoJ4QhgKa7TFYNU/FuVn4IaLRqEwNz3qeS0RxBqR30+qCEQgONZ4celXeHj+5KjnhQKxOaaYJsPtv3fv3ujYsSN69uyJnj17onXr1qpTRVn06NFDd/ElxSOPPBIOqimZTN+3bx/mzZuHyy67DLfffrtux6GLQPR6vbjuuuvCJ4OSN5SVlYXJkydjyZIl+OWXX7Bv3z60bdtWj8NJKPX1J8WD1Sp/IYxcpq5O2wBGz32q3ZbNdnKQJHf8LDfUEH6/P6ZBdlMiVXe1e6+0VbcQo4GD0WCQjXxEDvhjBKLPDyOi12/fpgBmQXRSawTxzWVfYsdv7IFCCKFA1BpBDA3wlaRZJivFtE7HFNMsRq2VHk6XmiKIEjWIYiY1TVWDeOdVZ+PAkUrs2leGDJcdIwd2Qs9ORXjq/6LTjbS2PAnVFwOAgYvbbw21ddHCS0kE8ezh3fHfr7fFvW8gGOEJiUMgdpColPpGT9wppt07FuIv04bj30u/ll02MqMiO0NcIO7ce0Q2BT0SX0Q0QCpCH6p9lEttbPT4dIk0S2E2GRVNlGkl3WVjOno67Rb06lKM8Wf0FBWIrHYTWghHEAXpm+EIokNbOuTIgZ3xxmOXM19TG0H0+f3MumJAPPU+Wbz24YYYgSgsDWluJjXJcPsHgLlz52peN1V48cUX8corr4DjOPA8D5PJhBEjRqBfv34oLi6Gw+FAfX09Dh48iJ9//hlffvklfL5ghsYrr7yC7OxsXHXVVbociy4C8Z577gkbolitVkyePBlDhgzBihUrJJtCnn/++eHI4dq1a3HJJZfocTgEEcPe/WWir/2wUT41MhIDx8FkMsDvkRYakQN+s0ngYur1wwgeiGiOLhSHgMCkRkWUqrJKfjJCmGKq1ClOSEhwKTFqCZnUSLXCSARRLqZx9mBUWmOjFg36ECaJSRdWBJEPBGT7z+mF2WTEtD+dHvO8sPZWq2CPrL/kNDrwRiIcUKa52ALxiqlDcVrnImS47DhzQCd0nnBP3PsGgMLcjKjHw0/vgFUSjsBiNDR64xaIVrMJ91x3Dm67Yhy6TLxHctnIya+gWGPXtk2Y85yqY4iOIEqnmALSNZBAsLZ8/+FKVceghlGDuuDvC2eg1+QHErYPl8PKjKaFUhClUhFddivSnTZUx5ntcKyKnWLqdAT3naZRILok1lMbQaxv8IpGEFPFxVSK5h5BVOu8H2qXt3LlyrgEYnPn8OHDePbZZ8PicMyYMVi0aBEKCgpE1ykrK8P999+Pzz//HDzP47nnnsN5552HwsLCuI8nboG4ZcsWLFu2DBzHoaCgAC+99FI4j/iHH36QXLdfv35IS0tDbW0tfvjhh2YhEB0OB6qqgrOQbrcbJpP0R+h2n7xIOZ3a+rDpuc9Q2wrhcmJEtraQO36pyYAePXrI7iuR7D94FP/7ejNGDe+FQCCAsrLjOHy0Bvv2l2HFZ9+r2pbBwMFsMsr2kIoc8LNSTAN+P44db0COhCtd5EyiWMoZi6pqeYHojjGp0RZBDAkuJa0evD4/eJ5PSh/EEPHuOzM9MbVpWkSOVB9E1kw5728acQiIG+gIn9fqYmqMyNHWEn0VImz/IZZimpXuwIzx/cOPe3Rsha271WUhsGiVF51WN318f/ztldWqfvcA8H/Lv8PG7QfiOpbQ9cpht8g2Zo9MuZcTaWqIqkGUjCCGUkyl709yNXrxkuawIivDgcx0u2wasOZ9OG3MaFpIQEgJCbvNjIw0e/wCsSJYQyyWYupSmGIqREogqr031Td6UFPLfp961Ivrjc/vj5rsE6bBNrcaxGS4/bcE3n33XbjdbnAch0mTJuHRRx+VXSc/Px9///vfcccdd+CDDz6A2+3G0qVLcf3118d9PHHn5SxbtiycUvrYY4+pLjLt1q0beJ6PMk9JZdLSTg7mKyrk6xki6zEj103WPpNx/KnCcy9/jBsXvogrbnwGe3b+jgeffAevL/2f6hlFjuMk3SNDRDoBCgWi1+eHz+/H73+I2yQGAoGoY1OaYrp7b6mi9ySsU1JTHxRJqJZE2LtKDH8g0OQRxMjZ7kCcBjlOu5XZ6iReOGipQZRqcxErLAL+xPZxi0RMvAodMrXWhEamrGvt4RmJMIIoJhCFg7UHbzwf7Ypz4t5/q7zoCGJmmh2f/ut6jBvWTdV2/vmOuDGVUiJFn9BRUkjkdSM7XdskKAtvRBq6VN1YzglhmK0ysq93VCaUWmm3Jm4wn+60MTMNQuJMKhXRbg0KxHh5dfl6bNtzOCbK5QoJRI2Om5IRRA0CUWxiJdVSTAHg4JHo1OfYNhfNy8VUi/M+gLDzfqrx5ptvYsKECTj99NPRp08fjBo1CnPnzsWbb76Jhgb9JoO++ip47XY4HFi0aJGqde+6665wAChU7hcvcQvE9evXAwA6d+6MQYMGqV4/FAY9ciQJfuIaiHQqOnBAfpY2cpkOHTpILNk0+4x8rHZbers0JYNDR46jrt6N9DgMKIIRRPmfTuSAX5hi6vb44PFKC0RhTZ9YTYXX68ODT76DnbsPYvO2vXju5Y9ljw1gmNQ0QYopEIw0Nn0EMcKkJs76R7vVDJsG0wQ5tIgcoTtuJKxBtdDlLZGIvR9hWqzW7yMyVVWPCKLSFFPhIHxgr7b46vVbsPjWqXHtX2jMAQDtinNw19yJcW0XAJ6/axbmXzpa8XUvsq6QVfMWiVVQg6gXPp8f3/3yO95Y8T0OSqSGhmsQVe77tM5F8RxeDKHUSi2GKkpxOa3MvrbKIogWZIj01lTLxDnPxaQ/h1JMtZo76RpBbPCI1oXXp0gfxEj2HToZ3fZ4fTE9EptbiqkW5/0QqRgs2rx5M/bs2YP6+no0NjaitLQUa9aswb333ovRo0djzRplrXvkOHDgADiOw+DBg1VnHDqdTgwdOhQ8z2P//v26HE/c0+BlZWXgOE5zCmFI8eqpwhNJly5dwup88+bNkta3R48eDbebyMnJ0dTiQu99dunSJfz35s2bZfcduUznzp1VHXcqkxaPQOQ4ydqvEJEpg2ZWBNEXkBSIwohhvUgEsazsODZu+R0bt8TXhkRrimlogO/zKRvoe31JiCBG1iDGuW+7zQy71YyqGv2uWReMO12Ti6lUJJtVg+hX+B3pgfIIorZjity+HhFEVoppdqYL6ekO7NtfFh6YiwkmpRF4VsqmzWpGpkh0R2vKXiR52S6cP7o3+vVog9m3vyK7vCVi4kFu4ihSTOqZYrr6ux1Y/d0O2eVyTtQgyqWYCunSLh8/b9sv2bBcDaHviRXFMxkNTNdOIXlZLowc2Bk+f7BWeMXaLVGvpzlt4BF7/VJSg6hXBBFgO1aHBJ7LoU3MSEXJ0lUK22AEUcSkJoVcTENEth9hCVh7EgSilOkgIF1S1FLc8o1GI/r27YsBAwagXbt2cDgcqKmpwZYtW/Dpp5+isrISx48fxzXXXIPFixfj3HPPjWt/oVIylqGPEnJygpks1dX6OJXHHUEM1bFZLNpO4JCrZmRtXCozYsSI8N9y+dJr164N/z1y5MiU2GenTp1QVBScOd29e7dkFLGurg4//vgjAMBut2uKEKcqcQnEEzWIckSO961Cgej1w+v3Y8/ew6Lr79sXXdckdsOr0MmVUmuKabjNhcKBls/f9BHEmojPLt59261mzWKaRYfWubj+opEaEkylI4is1gC+BKWYshwSI11GpZ7X6mJqiNiOFnEtROhi2rFdK/z94avx+N2X46/zZ4R/zw6RCJHS/qiZabH3usLcdNH3oDVlL5LQ+VqgsMm6xXLyvJKLIEamzyfDbTE7LBDVjSE6ts7T1F9PDFc4xTR2m0qFWY+OrfDUndPx7P+biYlnnhbzerrThmF9o7OCMly2cBRXSmTZ7RbmuacXoX2bjEZN10cpYdm/RxtV26pv8Iia1Ei1TEkWeyMEImviUavxT7JIhtu/3vTv3x9ffPEF3nzzTdx8882YOnUqxo8fj+nTp+Pee+/F6tWrMXFiMLuD53ksXLgQhw6J92FVQkZGsMzg6NGjmtYPrZeeHpuNooW4BWIoQqX1DYXCyUpmGVKBQYMGIS8vDwCwYcMG/Prrr8zl/H4/XnvttfDj0ImUCvucMGFC+O9XXnlFdL/vvPNO+Ic+evRo2O1N3zg6UaidkYzEwBmU1SBGupgKBo9urw9erx/HKmrw63Z2v7HtO6KfF3MxPV6hz2yR2WTUFIkJ1yD6lIkPr8+vWRRopU7HPoihCKIerPjHtVj76nx0bpuv6bOXOg9ZqZuNKlqlKGXcsG6YMyPWeU7cpCb6fWo1qdE7gshK4bacEBB9erZH147FAMQFk9IUbZZYEBrURGK3meN+f6EBuxIBZzBEZ0jIva/IiSWtk0zxEBKGrPYzUnRonavoOq4UlyN4T2GlmCq930RGi7u2j3Uu5Hke2RlO3Dj7LABBcX7PdeeGJxccdvHrkp4RRBaRKaJaoohS52aXdvkxNbpSSJrUKEgxDUWlm4rIFFNhmxiL2SiZfpsoVq9eLfmvpdO2bVtJJ1CXy4XFixeHAydutxsvvvhiXPssKSkBz/NYv369aqFcX1+P9evXg+M4RWm9Soj76tihQwfwPI+NGzeqrm8pLS3F9u3bwXGcbCFrqmA0GnHttdeGH99+++04dizWHW3x4sXYti3YH6tfv35RUcBIli1bhq5du6Jr166YPXt2k+zzyiuvDOc3v/HGG8wf+y+//IKnn34aAGAymXDdddcxt9VciSeCyCmtQZTogxhMMQ3+Xt5cthZCft93GMeOR0cGxUxqjh7Tp7eXyWQUjfpIEUrZVBpB9Hr9mkWBVjbtPIhte4LR2kDcNYgW3SKIFrPx5HmipQ+iTKrzqrUbw38HfD7UVOmfvmMwGJjRM7EUU+GgXEnqHXM7EaIpfnkI1NZKpwyPHB68R4lGEJUKRIZYkBr8chwXdxQxdL4qOW+F36VsBDHifccTkdP6mwq1nSnMSUNelkvxeu1LciVdgNWSJhFBTBepZxUS+T23L4k1Pjp0oo/jrVeMw8/v3Ykf370T08f3C7/ukIog2ppSIKq/v0qlx3Ich1GDlJe47NxbhhdFengqcTHVw3RKDfsOnowgHhe0qMrOcOqSIdGUqHXL18PtPxkYjUbcdNNN4cf/+9//4tre8OHDAQTF3kMPPaRq3YcffjgsKvVqFRL31TEkQioqKvDBBx+oWvfpp58Oi8rm1PtkxowZ4S9y165dmDRpEp5++mmsXLkSb7zxBi688EK8/PLLAIKh3vvuuy+l9pmTk4O77roLQHD2/vrrr8ctt9yCZcuW4YMPPsCiRYswe/bscF3ovHnzVLvTpjpxmdQorEGMjCBaTKwU0+DAeOfuQ/juh+ham6/Xb41qFA2It7nQK8XUbDJqmlH3h11MFQpEfyBuJ1EtnDP3OWzYvDfufdusJt2MKKKiYBoGAVIupgDw4uuf4Z+vforXl/4PteVlCemBaDRwMTW2AGAQE4jCFFPNbS4S62IqxH1iYCkW6VAaPctkuG2yDGoi0dp8PEQoCqhEhAnT4eXOsUiTmjMHdo6ZDFOKmPCW4vIpQ8OC1mAw4C/Thytaz2DgUFKQqW8E0RkyqYk9PzJcNkwZ21d2G86IyBtr0uXs4Se9HvKy02JqPqXSbO1WMzJ1MqlhESnwtES85KLbIwcqF4iL/7NK9DVW/aSQdkVNKxD3HjoWPi5hBDFXxaRHqnAqueWffvrp4RTZQ4cOxeWnMm3atPC2li1bhptvvpkZDIrk+PHjWLBgAZYuXQogWO43ffp0zccQSdz5IFOmTMHzzz+P2tpaPPLII+jSpYuiaOCzzz6LDz74ABzHIT8/H+ecc068h9JkmEwmPPPMM1iwYAHWrFmD8vJyPP/88zHLFRYW4sknn9TF3EXvfU6ZMgUNDQ145JFH4Ha7sWLFCqxYsSJqGaPRiLlz52Lu3LlxH3+qkRaH8QPHSdd+RS4XQjiA9pxIMQ3xz//7FDarGZ06FOGr737F1xu2omPrvKh1AiIRer1MFkxGQ0wTcyWEBaJC8eHz+eN2EtWCx+vHO5/+hL9MGxbXduxWi261S5ETDVomieUiIIEAj1Vf/gIAmDCog+ZonRQGjmO2/RCNIBqEKaZ8uDGwGvR3MZW+sbvdwTRlsYGs4hpERjRJLn1Oq/FHiJAwVCJihe9Drt9rpCDMTLPjtiv/hIf/9V/Vwt9hs+B4Vb38ggDOGtwFl08ZirMGdYl6/rLJQ/Dwv/4ru36rvAyYTUZdI4guCRfTdKcNN182Bqu/3S7Zh1AorB5fMBW3Ll4GACjKz8DowV1Yq4WxWczIcNlQJUivNBoMMJuMzMkJvYiOIKq/v8q1chjRv5PqbWqlXbE2Q0GtNDR68eX3uzBmaLcYgZijMnU6FWjfvn3Y3+LAgQOyKY96uP0nC4PBgIyMDJSVlQEIGsRoLccqKirC3Llz8fTTT4PjOHzyySdYtWoVRo4cidNPPx1FRUWw2+1oaGhAaWkpfv75Z6xduxYejwc8H7yPXnPNNeG2IfESt0DMzMzETTfdhPvvvx+1tbW46KKLcNFFF+Gcc86Bx3Oy7qe2thZlZWX46aef8NZbb2Hr1q3h1+68806YzYmzhk4ELpcLL7zwAlatWoXly5dj8+bNOHbsGJxOJ9q0aYNx48Zh1qxZus6G6L3PCy+8EMOGDcOSJUuwbt06lJaWgud55OfnY8iQIZg5c2bSG9wnCq1W3EDwZis3qw5Eu5gKB10enz9qJrO2rhEPPvVu+HGGyxYzmGfdQM1GLibSOPz0Dvj6Z/VW0VoHTP5wiqnyGsSmdjENseTjH3DFlKFxbUPPCKIx7gii8miNV3DOSWG1mGSFQQij0cCcMBGbbDDEmNQEYDRw8KmsS4387DgNqdFCfP4AGhrdsNvYA9XQZyf23SuNnGWmxw4e5CKIUil7ndvmYde+csn1wymmSgSiYBm5mi2rYLJk7swRuOT8wZhx87+xcbt8K6UQagxupozpi9GDu8Y877Rb8egtU3D7396XXL91YdDzQN8aROkU0/bFOVj18g1Yv2kv5j34jsg2or/nP58zAB3b5GLfweMYO7SbbLovEIwsCgWi3WYGx3GJTTGNuD9pmYCVqp8EgAyXHVdMHYqXl30LABg9uCt27j2CA0cqVe9LCpfDKluDmO6y49w/DUSA5/Hxqh9RXaNsYkOKZas2BgWiMMW0iesh9SAZbv/JIhAIRLmGxmsQc80116C8vBxvvvkmOI6Dx+PBqlWrsGoVOyoeObF60UUX6RrQ0aWi/KKLLsLevXvx2muvwev14pVXXokyP+F5HgMHDoxaJ/Smrr32WowfP16Pw0gKY8eOxdixYzWvP3XqVEydqq5/Vrz7jKRdu3a44447cMcdd+iyveaC3WrG4N7tsH7TXlXrjRrUBQ67RZGQiuyDKBw8ejz+GGEX9XpEjWII1qys1RRrny4csCnFZDLEDN6VEHofSsWH19f0LqaRxLNvq8UEg8Ggm0lN5Hmkpc7ErGKA61URuXXYLIoFosFgYKeYKnUxDfCa0n7jFdcsausaRQVi6HclNkhXKhBZhiXyEUT2Mf2/uRNw4EiFvEA8Ifo4jpMV/8L3IeyXKrc8EEw3zFBYdxdCzaSL1LIXnTsQaQ4rfvh1X1hMCGnTSn+BGKprZ50foe+8KD8TU8b2xYLHlzG/A1akeFCvdhjUq53i48jPScNvf0SfD6HrldrvBACWPzcXndvkY/F/Phf9PIHo9Fgtjd2l6idD3Hv9uThrcFc0ur0YO7QbPl33K669/23V2QdStC7Mkr0P/nX+DHRoFzQw6d6lNe5+9M249/vpV1tRU9eIYxW1Uc83tWGOHowYMQIvvfQSgKDz/lVXXSW6rF5u/8li48aNaGwMTsgUFhYqih5+8MEHOPvss0WXXbRoEQYMGIAnnngCBw4ckD2/S0pKcMstt0QZUOqBblfHv/71r3jggQeQlpYGnufDb4jjuHD6UOS/9PR0PPzww5g3b55eh0AQqvj7/5uJ6Wf3k1/wBAsuH4t/3vNnAMoiN5F1UcIIiz8QkBykeb1+eAU965wOK77/eVfUc22ybTFCUquTYLAGUf1AOxQNVJrq6vMF4nYS1UqrvIy49h0amOplUmOM04lTrM6PhdcXUCzi1QzWjQaO+XmIGREJJ1e0RpT1djEFpOsQ5ZxAO5Tkoihf3mmRleYr5WIKsAXi2KHdMHfmCEWRt8jJBzV9DQGg0SMXQWRvT+11SEl0LLyszO/v/NG9cd+880Q/m1AE0aRD5DmEVARR2ONSbIIx3lpTAEyjntDvWUsE0W4xI91lw33zzgsLayEWszHqvNEUQVRwzeE4DmcN6oIJI3rCbDLivLN6Y8U/rhH9nh02Cy6dNFjVcbRplSU5AZybnRYWhwDQo0trlBRp61sXidvjw4drNsdEEHOboUBMhtt/MggEAnjmmWfCj0eNGqVovTvuuAPDhw/HnXfeifXr1zOXmThxIj7//HO8+OKLuPLKKzFs2DB069YNbdq0Qbdu3TBs2DBceeWVePHFF/H555/rLg4BnSKIIaZNm4YJEybgvffew9q1a7Fx48Yoq1aLxYLevXtj1KhRmDVrFlyu5ld8S7QcivIy8OQd0/DJul9FDWBC9OvRGjddMjr8WM49EoiuKWPVJ9U3iPdj8vkD8AraRjjtFiz96Bt0bF+I7Mw0bNu+D0Pa94oRkvEJRPUGE6GInNxAMoTX54/bSVQrlTX1cUUQ7VbLif/1jyBqwW41o1VeBkrL5Z1svV6f4hpENel+RoMB/Xu0iap9Ki7IFG1cbhBMQshFqMQw6FyDCAA1Ek6m1hPfvVik0GAw4M3HL8eTr34Bq8WE3fuP4sdfY1vYsMRwbqb0vbCiOjaFbfZ5QXt1p0wTbeH1wGY1x6QgRi0vFIhu6Uiy2PXGZlV3HVJzzimdwLBZTczG6K1bBdPYEpFiynofwqix2ASjHj0vC3JiJxtC1ytWerMckdkB2RlO/FEaazoijBhqiSBqWQcA+nQtwcXnDcK/3v0q5rVxw7qprrts3Spb0s07Oyu2hKdX97Y4cEhbq7dIXn7v65gMoOaYYhpy3r/33nsBBJ33X3311XAj9xBq3P7vvPNOAEHxGSkqE8HPP/+MnTt3YvLkyaJ9HOvr67Fo0SJ8+20wqm6xWCQjpUIaGhrwwQcf4IMPPkCrVq0wefJkTJo0CW3btg0vw3EcRowYIfq5JBrdmxY5nU5ccskluOSSSwAEP8Samho4HI5m505EnBooMWYRDoKU1CAauJPLsAaVdTINe4W1Py67FT/++geuve0F2KxmdG9fgCsm9o5JG4xLIMbRB7GhQdlA3+fzJ8XFFAh+plLCXI5ERhC1pJgaDQb8dc54LHh8GXw+P/46Zzzuff5j5rLBSQeFEUQV748zBNMWH5o/Cf/v6Y9gNhnx0I3ni74f4eBLq0CMMvjRKYJYzRBiIWwnvnup76lTm3w8d9csAMBND7/LFIjnjuqFp19bE37ctX2BrFBh/aZHDAiadshZ8od65oWQO3eF16q+3UokJyDEzHnUprqrcTFVKibFjiEUCdPTpCaUJcLug2gXLMverysO87QQedmxkw22E59XmsOq2hAqUsyKTfoII9xaIojxTLqJTRi0L8lV1JIqktaFWTGTWJFkpsd+Br17tMMnq39UtR8gmA79xorvw4937C2LWaY5mtQAQef9VatW4euvvw4770+fPh2dOnVCZWUlVq5ciR9/DH5mern979+/P+zmGWLHjpMO8Vu3bsWTTz4Z9fqQIUMwdGi0L8GxY8ewaNEiPPLIIxg+fDh69uyJVq1awW63o6amBlu3bsXKlSvD7qscx+GBBx5Q3H/QZDLBFxEAOHToEP7xj3/gH//4B/r27YupU6diwoQJSQ+iJbyrrcPhiOqJIsaGDRvCDScJoilRUncnHGgoqkGMdDFlzBjLCRVhv6ZQjYffH0BdvRuNJ1JUhYN+pQ27hZiMBk0DpoCfh98fgFuhSY3H509aiikAHBXUeERitZgwamBnZKY7cPhoNdZ+H53SGxrEJKTNhZYUUwOH80f1xtln9EAgEIDTbhUViB6vHz6fsgii2hRTAJg0ug8mje6jePkQekQQ9eoSdvDIcdHXbFZ1TqJiUaIubfNxyfmD8X8frofLYcUdf/mT7LbGDe0WdS5ecv7gsDAbeFpb5jrdOxTinuvOwfB+0S2KWI6zkQjrSW+65Cx8so6dIsZxnOg1I5Eppvk5yiabxUSn3iY1kZ8p26RGEEEUydTQoyE667MJHZPBYEC6y4aqGuVW/JEtmsTq4YSpsWqjgTarOa7vQqyHYkFOmmx2kJCSgkzJXomZjGh/z26tYTLG+gFIUZCThvtvOA/rN+2NqRmNpDnWIALJcfs/dOgQXnjhBdHXd+zYESUYQ8cpFIgh6uvr8fnnn+Pzzz8X3WZeXh4eeOABxemlAPD1119jxYoV+PDDD/HLL0GX8dCkzcaNG7Fx40Y88MADGDt2LCZNmoQRI0YkpRemftNnGvnmm29w8cUX49JLL032oRCnCMIZdyUD89gIopIU0wiTGsZgSVYgCiKIwpuu+0RKp9DsRmt0y2QyajSpCShOLwVO1CAquJEOPz0xdtflx8UF4sDT2uKlB2bjb7ddEB5ERmIPu0EmwKRGywZOrGS3mmUHZT6/chdTNYN1qXQs5vKCgaBc4+qX7r8YY4d2i3k+ETWIUmlian9Xwt6nQPA4jUYDHpo/CT+9dyc2vH07xg3rLrutKeP6YnDvdgCAHh1bYcEVJ03KivIzmbWPl00ZGiMOASURxOhrVc9ORfjPg7OZ9WcWs1F04KJWICqNIJpNRmadHYsBPdniueCEiNJDIJpNRjx265TwYxvjfQjNYcTaJOmRYpqfzRCIEcckrIeUIzJbRizdUZjmnCbiEm4ScTzW0gMzen0xgZiuuP1MiKL8DMlMmqwMVo2nFZ07Finex9RxffHm41fAYjbhyguk2y41xxTTECHn/eeeew5/+tOf0KpVK1gsFmRlZaFPnz5YsGABVqxYgX79lHtBNAVDhw7F888/j7lz52LYsGFo3749srKyYDKZ4HK50LZtW0yYMAGPPvooVq9erUocAkBGRgYuuugivP322/j0008xZ84cFBUFz5+QT4vb7cbHH3+MOXPm4Mwzz8Tjjz+OXbt2yWxZXxIeQRRj7dq1+Mc//oFffvkl3L+DIBLB/Tech7ue+Sj8+NFbJke9rmSAK4zKKYm0RQ5aWYPFOo0RxBAhkxvhrKXaG2IIrSmm/kBA1go/kqApibxAHDu0G9oV52Dll1vQp0sJjlXVYcuuQ6qPz2I2RhnolEtEECMHjKxIgE3nCGKkINcUQVRx3fR4pZ1zI1Hz/qTSsVioSTEd3Lsdzj6jB97570+S29GrBvHAIfGmxFaVApGVhh45OGYN5MXIcNnx3tNXo6q2AelOW8z9cuBpbbH8i01Rz4mZW8jVBrIijOOGdUervAyMv/rZ6G1JiEC1glrppERRfobiiazrLhyJtz+NTv2zmE9OhMWbYnrTJaNx4TkDUJSfeXL7ptjPJLYGMXEmNazzKvJ9ZqbZsU/F9iLPWbF0R6GwFYuE2qxmGA0cqmqjr0Na6w9DiAnE/Jw0lB2rZr4mRqu8DOw/LN7cPUvkM+jSsRjbdsq3dZl4Zk88s3BG+PG0P52OZ17/n2gat1x9cnOgqdz+Bw8eHBMh1ILT6cSYMWMwZsyYuLclR7t27TB//nzMnz8fGzZswPvvv4/PPvsMdXV14ahieXk5Xn75Zbz88svo3r07pk6dinPOOQdZWWzTKL2I6+p47NgxbNu2DRs3bsT+/fsVrbN69WpccMEFmDt3bji0ShCJ5OLzBuGmS0Zj5MDOeGT+JAzrGx2Z0hJBFJsBjiQqgsgYdNU1SKe+COtEhDfhsEDUyaTGZNKWYur3B2SjQJF4FaaYWi0mPHrLFGxZfhfeePzy8Ky/WoQ95sqP14guG/m9skRS6LlUaXOhZh2fL9YZVwy1JjVqEDqvNkq4+YZSx1gTF0ocYLu2L1B1bIePHBeNbqtNMWVdI5RcN6TIcNmZ3/kARppprkiUTa42UMyEh3XOS9V+qo4gypjthFDiFBuiQ+vcGBfL0UNO9k88a5B043k5enZqFSUOAXa7H6F7qNh1VpcUU4ZAjEyzVOtkalaUYhr93Ym9D6vFxJwIiD+CyF4/PyeNmb0jhsVsRE6mU/KaliUi2HIZ5jUshNcAu82ChVefLbqslnpOonkyaNAgPPzww/jmm2/w+OOP44wzzggbB4Yii9u2bcODDz6IM888E9dddx1WrVoVVc+oJ6pHkh6PB2+++SaWLFmCffui56Gys7MxY8YMzJkzBzZb9IzZ999/j8WLF2PTpuAsZ+Tgt3fv3rjuuuu0HD9ByGI2GbHgcvHZKy0CUUlqUmRUw2g0wGDgohwM1UTdgNibrmgNokbxYtGYYhqMICo3fvH5/Ir2I1xGTVP4SApz06Oc95at2ii6bHQEMXYgE04x1UkgxuvEqWYdL6O3phhqUmjVHreaGsSQUGUN2CK3IyaU1U54+PwBHCmvQFFhrPELK3VQikQIRDH6dos1R8jKYNf+y0UQxQbUrAmTgF98okftZ6900qVYIMjkWHD5OGzYvA/b9hyG027BnOknHQEvnTwE/3r3KxyvijUnspiNmH/JGDz60mei22Z9nyyBqKQGkeO4uIUSwHYqra2LEIgqeyGaFAhE4b1JzGzHajExr51KeiBKwZrQ4jgOeVkuVRk1rfIywHGc5P09UySCmJOtrEE667ufPKYP/v3eN/hle3QEMjvTSdl1pyBWqxXnnXcezjvvPJSXl+PDDz/E8uXLsXPnzrB28nq9+OKLL/DFF18gIyMD5557LiZPnozTTjtNt+NQJRCrq6sxZ84cbNy4kemCdezYMbzwwgv44Ycf8K9//Qt2ux0ejwcPP/wwlixZAiBaGPbt2xfXXXdd0ixcCQJQFgERzroriyBGPzabjFG9D1nW9VIIZ9hD2xJGPJQ27BZiMhm1mdQEeNSrSjENQMk9W/i9aEl/5TgOeYIZdamee5HvnxlB1LHNhcloiL75axGIKj4Tr095DaKa80BNL0Yg9nuVij6HBn6s96kkgqjlfK6orGMLRIsFj9w8WfF2WBMaWn+bcvTuUoy2RdnYdyhostMqLwNtT7RyECIn/sUG1KwJEyk3YrVuwUqj1sUFmaq2m5XhwPJn52Lb74fRpjAr6nqQ5rRh1cs3YuXaLUh32fD8W19ix+9HUFyQief+30ykOW2SApElJIYJaqcdNkvMZ866fzjtFk0TdEJYgqImIoIoFlkWI7I8QszFVJgimiXSWsJqMTG/57gjiIzoc06mA2aTUdWkTCjbROq6KioQFUYQWenFHMfhiqlDceND70Y9XyPRjoY4NcjLy8OVV16JK6+8Etu2bcP777+Pjz/+GEePHg3rqcrKSrzxxht444030LFjR0yZMgVXXnll3PtWdTVatGgRfv75Z8maQZ7n8cMPP+Chhx6Cx+PBnDlzsGTJknB4FAj2O3n55ZexZMkSEodE0tFmUqPExTR6u8LanjKJVEcWwllat8cHnufhFdSVqbWXD2E2GWMcDJXg86uMIPqVpZgKvxctg32LyajKJjxyH6yZbpuObS6Eg0stEUQ1s8ten1+RORCgrm2EWuEufN9uqRTTE583ayAeJRDFWmpoOGdq6tgOj3a7BReeM0Dxdlj2+lqj4HIYjQY8d9csDO3bHoN7t8ML9/xZ9L3LpX5aRa4BrAiq1GRLrUwKvRClAlGY0qlo23YL+vdoEzNZBARTMi+fMhQXjDsdn/zzOnz52s346vVbMOC0trLXHDPj9fzsNFw9/Yzg6yYj7r/hvJhlWPcPPeoPxaipOyk0WOZbYgijaUojiGImQjaLmSkG465BZAjE/BMRPTWpzqFzS2zS2MBxzDYXALs/IgsxwXrOyNjIj9oWHUTLpnv37li4cCHWrl2Lf/7znxg/fny4T2NIY/32229YvHixLvtT/MvZtm0bPv3003APncLCQkybNg3du3eHzWZDWVkZ1q1bh//+97/w+XxYvnw5TCYTvv322/AgpkePHrj11ltFLWUJIhkoEYjCmX+zgobywsG7UHwdPqqueF54E+R5/kTaYPSgX22D6hAmo0GT8PEH1NUgerx+RQN3ofAwKvjMhVgsRtFUOxaR6T/sCOIJgahDKpgw1UtLJpEagejx+uFVKBDV1HuqdjFVkWIaqldiDdSjXUzZx6BkUsFqMUWJ1P0Hj2JI/64xy3EcB16F16yZYVaSqBRTIJhm+u6T8o2a1bqYhtdjDLT9EmZTdfXqIoh2u9IUU+U1iGqxmE3oUJIbfix3nRJ7fdG1E3HF1KGwWEzMmkDWedBNZb2sFK0Ls6KMVmZNPDmxUVKYqXg7QnO1VnnpyHDZUCWIbHVumx/12OWwwmY1x/y2xWoQ4zX9Yk0u5GYFhZyaqH2rvKCoZF03cnPSYTGZRK81mRlOmExG2TR+scllm8WMq6YNx4tLvw4/N3lsX4VHTpxKGI1GjBw5EiNHjkRtbS0ee+wxvPPOO6p7nMqheCT54Ycfhv8ePHgw/vGPf8T0N5w8eTJmzpyJv/zlL/B6veG0Uo7jcOONN+Lqq6/WJYWCIPRES4qpkkiAUHgKBwVSkRMWLAt0t8cX42Iq1+dMDLPJqKl9g9+vzsXU5/cj4FcgsIUCUUOKqdlkVNVHKirFlDGQDpvU6NDmYszQaBGizaRG+bI+X0BRDeKYIV3RKlf5IFyt+6pwUC1Zg2gPpZjG/kYjnxP7HJTcb7JO9LwMsWrtRkyZOIT5Gw/wPIwKRSJr9p/lZtzUyApEkYgL6/yUiiAO7NUW7zLcZ8VgpbCyUJtiGg+yEUSJ77NEIlLH6nv354nKo9NyPDx/Ei6581UEAjwyXDZccv5Jo56SAuURRKGYsZhNeGj+JCx86kNU1TTAZDTgnJGnYeLInlHLcRyH/GxXVO03EBKICYggMgRiqNWG2hpEQNBjlQNuvW4qBp4u36cvO9OFsqNsN9IQYj0wAeCG2Wfhi/U7sHv/UeRluXD5lCEKj5w41Thy5AiWL1+ODz/8ELt3705IrariX07IcdRkMuGxxx6LEYchBg0ahCuuuCLcrJLjONx88834y1/+osPhEoT+KBEeWtpcCLeq1V00BMsZrtHtjRn0x+NiqiX6qN7FNKAoxTSmBlFDuqDZbBKtm2EROSBiznSfGMTqEUG8ZuaZUY8Tb1Lji4k2C3n0limY9qfTsWLtZuXHoFIgCkVbo1sqxVTcxVSJA6yS32mGyxYlEI9X1uK5l1fiz1NHIl8glP0BQGlAgiUwE5Viqga564OaiItUBHHy6D547KXPcLSiTtG2lNahqXExjRe570trH0XWRM3ZZ/TQtC0WowZ1wccvXIdffyvFGf06RolqNSmmrPc/aXQfnDeqF2rrPbBaTKLnU152WoxADKaYMmoQFTrYiqGXQCw6IRAjv9eunUoUiUMAyMlOUyAQJRxS0x3477/nYdfeMnRsnRf350K0LBoaGvDf//4Xy5cvx4YNG6LahYUih3a7Pa6WIpEo/uX88ccf4DgOffv2RUGBdCrExIkT8cILL4DjOGRlZeGSSy6J+0AJIlEoiTJoqUGUiyCqhVWj0siIIGqtjzOb2A5zcvgDPBpVuphKmVuEiEkx1ZB9YDXrG0EMCeh4TWr6dCtBh9a5Uc9pmQBUZ1ITQKNHXMifOaATLjp3IAB1n7Xa70U4QJISGeEaRBkXU7HPQVEqM2NG/6v12/D1hm1459+3Rz2v5LwNwXQxTZBJjRqkehcC6jIQpCKIDrsF/31xHj78YhPatMrGj1v/wPNvfSm6vNI+iPFGm9QQTwRRirPP6IF3Pj0ZXb1i6lDd049P61yE0zrHNm/PTLfDbDIqMqwSi3gbDIYYZ1YhLDMcMZMaZ5xCiJWenHbifmm1qEkxPSEQI643o8/orXh9JUY1ct+zzWJGry7FivdJtGx4nsc333yD5cuX4/PPP0djY2P4+RAcx2HgwIGYPHkyxo8fD6dT+ZhHCsV3gpqaoKFGmzZtZJdt2/ZkT6ZevXrBYqFZECJ1UTLIFl7UFbmYQl+ByIogspwCWTO6hbnpKMhNj7HRjj4+g+YUU3UupsrMUoQpplpMaswmo6ijHouoNhcSLqbxmNQU5KTh+btmxTyvVx/Ei84diDdWfB/zvNfnl+w5GJn6pCadN94aRCnCLqZGGRdTkc8unt8czwONbk9U/0MlkW+pfadCiql8H8T4Mh0iKchJx1UnDFu27TksuaxevUX1RGsNohyXTR6K/361FVW1jejUJg8LLh+naTta4DgOuVku0cbskcQT8c7PjhWINitbICqdHBCDNakRarWh5hoQqkGMHBN4vMrvbUpaXSiZXCaIXbt24YMPPsCKFStQVlYGILY3duvWrTFp0iRMnjwZJSWxrY7iRfGdwO12g+M42O3yPXRCrjoAZKONBJFslAxwhYEDJY57QoEj17CXVfwfidVigtFgiIq4sJwCWQLxiqnD0CovHfMefEd0+yaTUVuKaSCABrfyCKLX55eMPITQK8W0uCAzpgelGFEmNYwBa+iz1Wqq8Pqjl6Fnp1ZMN0UtApEljG66ZDT2H67Alz/8FvW81+eXrHuNrJlTUyvOEm+Sy6vY9kmTmthBXuT5IRpB1FC3GsJsMsIkOFYV+pA5EEyFwaHcb1yr6JFD7pppNhtlI1vzLx2t92FJIh9B1PZZ9e5ajK/fvBV7Dx7DaZ1bSdalJYI8hQIxnrYsrGuc1WIWqUGMTyCyrp1DercHoG7CI5RtEvm919YpbzWhRwSROHU5duwYPvroIyxfvhzbt28HECsKXS4Xxo8fj8mTJ2PAAP3qllnoN1UoAkUPiVRHSQRRmAanpDZAeNOSS+3Ky06TFIhmoxFWiwn1EemcdfXKBCKgbLCjKcVUpUmN1+uXTCsMIRQ/WgauVnMwgnjRuQPx2ocbZJeXq0EMHZLVbNLkGDZqUBfR19TW8gHsdhSt8jLw5uNX4KX3vsHdz64IP+/1+SUNYSIHLmo+a7W1k6oiiHbxGkS92lyIfYcLrz4bTrsF7oi6TTURRFa00MJwNm1q9GjRogW5GkOzyQiTyRAjELt1KETvLkXo2CYPV00bnshDjEG+BlH7YD8zzY6+3fSf9VdCHiO6x0JL1kaIfLEUU8a9U2mLEyluuHgUnnn9fwCCKfyhfpRyE7MhRg3qEp68iqypl5q4a2z0wBZx7EoEoserrBctcWrg8XiwatUqfPDBB/jmm2/gP9G2LPK+ZDAYMHToUEyZMgXjxo2LCsIlkuTfrQgiySgZmAcEgoblKBqzXcGNJVTfwCLdaZNNsTIaDbECkZliGrsdHrxs5MZkNGquQfSpMKlp9HiVmdQYdYggnhjgPXTTJPyy/SA27TwoubxcDWIIjuNgs5pUCWM5tMS6pNYRzv77ZARi5GA4kSmmagadIVHBOncjzwexvo1K9uX3B2Ii86F9CldXIxBZ4iIVahDlTGr0tEmPxCYXQTQZYTYa0YDoc3Tc0G64/S9/SsgxyaGlD2JzgFUfyMIcR7pxLjOCmJgaRAC49Ypx6N+zLSqq63HOyNPCwk6sr2ckZ5/RA3dfOzH8OGRwA0inv27eti/KwCaH8Z6FsMpCiFOP77//Hh988AE+++wz1NbWAoi99nbs2BGTJ0/G+eefn5RsTBKIxCmPkgGuMD1RSVNj4cRj26Js0WWzMhyyg0ezyRAzuFMaQeR5ZYYLWmoQfX4/PB7ls6K19Z4Ywc1CKNw11SCe+Ew5jsOA09rICkS5GsRI7FazrgJRSwRRah1h2prHK51iGjlTrirFVK2LqYrvMWRIIudiKh5BlB8czpo4AI//53M0NEafk0YDF7PdeE1qUiLFVOY3niiBKB9BNDCvgRlp8mUtiUJuoiRR6biJRqyRvZB4BDArSikmEOOtQQSC168xQ2L7l8qlmD5310xMGt0n6rlu7QvQtV0+duwti6pBFrJp694ogViQJ+8Qq6Ycg2iZjBkzBocOHQIQvN5GZiNlZGTg3HPPxeTJk9GrV69kHqZ6gfj5559j586dui/PcRxeffVVtYdDEHGjZIBbkBtdfO5yyN/QhINLSYGY7pCtTQhFECNhRhBZQpPnZQWW1jYXAT+POkYtpBj1DW5F9YDCz0+LQIwcHCip84n8DlgD6cjtpTltOF5Vr/qYxNDLpCaEcLDt80u7mEZuSlUEUeX3oibiGG5zwdhHdK8y5RHEMUO6Yu33u+DzB9AqLwMzJvTH0699ERO5Mhi4mM9BgbdSmFQ1qZHLElCjD9uX5CheVk4EmE0mZtRVzi0zkRgMBsn65WQeWzyMHNgZz765Vna5+ExqYqNpHq+fmZmhRwRRDLmJV9b1iOM4LH3qary6/Dt068E2ZvR6ffhp025cedFJgyGX04bcnHQcPVbNXAcA6hv0m1QkmicHDx6MEoVGoxFnnnkmpkyZglGjRsFsTg3DLtWjwbKysrCjjhShG7aS5UMKmiCSgZxAzM1yYuzQblHPsRxFhQjP6TatxAVidoZT1nY8GOGL/snWMCOI7IuLXOTGorHNhdvrw7cbf1e8fF2DR1ENoh4pppFplspaHhii/j6tcxG27ArO9DntFowefLKGMDINSQ+0XAGl6v+EYsTr9Un2HIzclprPWq0RjJrlQ1Fc1vEoiyDGrjd6cFcsvHo8fvujHMP7dURmmp0ZZTAYDBD67/hVqCdWtNCcCjWIcimmEH+PT9x+AW5+9L3w4wduOF/xfhVFEBnfV7JFmNlohDsQ+7tx2CxN2nJDT4b0aY/Bvdth/aa9AIDzz+qFD9fE9j6Nx6SGlcZaXduQsBpEMeQmZYTXiEAg+AvIynDgpktGY2tpHaoaYr//w2WVKDtahdq6Rrgi7gX/eOwarPjse7z53lrmPb1eRUsoouXC8zx69OiByZMn49xzz0V2tvj4MFmoulslKvWEIJKJWETjonMHgueBubNGxEQDHAoGBsK6KLkIYkW1eDTKaDAE+4oKmr4fOFwRsywrcsHz8jd7k8Y2F198twPlFbWKl6+t1xZBnHF2PzzxympVxxb5WSiJQAqXeXj+JNz+tw9Q1+DGwqvHR0VBlEwSqIHT0OdRrPYOiBUo9Y1eyWt45ESJmrRRtSY1atJXJU1qFLiYsr5zjgO6ti9A1/YnazpYRhbGE9GjSJSctyFSNsVUZhJI6j1eMO50VFTXY8PmfRg7pBvOHNBJ8X7lxLHZbGRGrDJcyUsxBU4ICEbQR6nRSyrCcRzeWnwFPv9mOzLT7GhTlM0UiPGY1LAihVW1jczfRSIjiAaDQdIdN/I9HqvzYndZPfw80CbbhuJMq+jv4dDhYwCAvfuP4LRubaNeO/dPA1FX34ilH30Ts15JQabGd0K0FC6//HJMmTIFXbqIm9alAooF4vXXX5/I4yCIpCEmEO++9hxRt1KXEhdTweOCnDRYzSa4vbGzkdkZDmbLihChm1jbVtn47peT0brf/iiPWZZlvc6Dl53t1trmQo04BIJF+kr6IAoH5yWFWbjh4lH4+xtrFU9WRUaGlETFhGmop3dvjc/+PY+5bLreEUQNIURhr81IhFGxmnppu/bIbalJA1VrZKHOpCYkEGVMauJwMQXYYs5g4GAUbNevYo6UmWKaAiY1cr/xLu3EzRCMRgPmzBiBOTNGqN6v3KSD0WBgXruSLRDFzldWCmVzwmI24ZyRpwEAyo7XMJeJx6SGich1255AgQgEf3diAjF0jeB5HvuONYR/4/uPNyI/zSyaNXD0xGe294+yGIEIAH16tsfSj77BxDN74uMvfw0//5cmduIlUo/bb7892YegCBKIxCmPWB83qdl+JdEj4YDIYDCgdasspqjLynBI9qUKHUu74uian92CbXEcJxqhkZul1drmQi21DW5NLqYAcNuVf8K8i8/CA//4GK8uXy+7jcgBuZYIohShRsx6oTYSB8iZ1ES/l9o6mTrRqBpE9U6jSlHaN7Fz27ywyGK6mGqOIMYuy6rbNRo4CHcbbwQxFXqgSbmYti/JwVmDOou+Hg9y4pjjOPgYE0fJTjEVm2RozhFEIWLnhNY+jyHOG9ULH/3vZGTyL9OGM42y7BoyV9RgMZuY9fqdOxTBmpGJPUcbkOcyw+07+fvmAVQ1+ETrjt0n6rn37meXUHXrXIIxQ7riqTumo3WrbPy+/yhmTxqMYoogEs2E5BdEEESSERuYSw3mbFazbPN11kC0bVE2UyBmpzskZ2vDEURBmqoweid2Q+d5XtZ51WhIjEB0OayojaiVrGvwKHKDFPte7FazaJ2lELUppmpq79L0TjHVZFIj/hrLpEaKqBRThSIOUF8/pER8FhdkRtW3sb47RX0QWQYUjOXEaxCFJjXx1SA2dUN0FmJp5IuumYgZE/qrSgFWQ9d2BSjMTcfho1IGHrGD+GRHEMXuA6xG8M0V8d658Z2vN15yFjbvOoS9B49h+tn9MLh3O1TVxGYypLkSW8vJSiFPd9lx543TYLDYcKTagyPVsedegBf/zX/7fbCR+d4/jjBfD/j9+Pf9F8NsMuKuuRPiOHqCSA7JL4ggiCTDGkSajAbJATvHcbIROdagVcyoJjPDIVlMH6rNaVssXcgsdkPneekIotlkDPb2i3MmNzM9djAnjLbW1bsRUJRiKn55kqq9i0RtiqmaCI/eJjWaIohSLqYqo1VRJjUqRILa9DC5bV9y/mCsX3IbhvfrePLYmDWI8jWTzO+c8ZmxnA6ZLqYqUkwtjJq7VPBiY00CjejfCVfPOAOZCWwpYTQa8MxfZ6Bnp1aiy7AMPBItHuRwijhW57ekCKLI5GS8KdHd2hfif6/ehD2f3Ycn75gGg8GArAwHrr9wJIDgb+y+eecmfOKEZcw0bFB3pMlMPnj9PHMyc8NPO8ORw4Olx5jrmkzGlMgYIAitkEAkTnlY0RIlDa3lavpYg0Exo5rsDKfkPk9GEKVt5cWiZB1b50pGekI3Mi01iCGm/el0TDqrd8zzwlo9nz+ABomG7SGMElEspU6YalNM1UQQXSlQgyiVYqp2cMJFCcQERhDl+nGy0j1lXEzFJnOUpsixIohGAweT4Bz0quhzwUxRTwGFyIoWKelLqgfD+nbAf1+ch6tE6rBYLQCSHXXt2DqP+XxLiiByHMfsN6nHZ28yGmN+X3dcdTa+fetWfLfkNlwxdVjc+5CD1WJlxJCesut5fAEIA4jPvbwSjz/3fvixzx/A5m17Y9YN8OpS0gki1SCBSJzysKIwZgU3Rrk6RNagtU/XkpjnMtPt6NejteSAPhRBzEyzSzaODg1KL508JPxcq7wMTDizJ8wmo+hMcWggHU+KqctpZQ7kWbV6NXXShimAdHRMaYRLvUmN8ktius41iEqjolHrSJjUNFUEUW0Nopz4ZB03a53Iti1qIojsGkR2iqk5RiDGV4OYCrB+40pSvvVk+tn9oh53aJ0LAIra3zQ1ndqwBWJzN6kRcsn5g2Oes1gSdw63LsxCUV5GwrYfidBRtSAvE106Fsmu1+CNPR+3bNsX89z/vb0GlVWxZm0+EohEM4YEInHKwxoMK4ogahCIA05rg9nnDwIQHKiNHNgZbz1+BWwWs2Q6T6RwERrVRBIalN57/Tl44IbzMP/S0Vjxj2vCM8Fi6VKmcARRu0C0WszMGWdWKmZVrbxAlBIpStswmBNpUuPQuw+iBoGoZwSxqWoQ5fpxMtM9ZSKIIp8duwl27HJiKabCvnxeP6/YQTdVBSLruJo60tGjUyvMGB8UiQ6bBYuumdik+1dD57b5zOdbkkkNANx6xdgY4T64d/skHY2+2AWTWKPP6KVovQZPrPNpAyMNeu/+MsxZ8HzM814SiEQzhkxqiFMelthg9eMSItfqgrVdjuPw8PzJuP+G84L7iRBUkhHESIFYlI1fth9gLhcafJuMRlw2ZWjM6067FcerYvstht5vPG5yNosJHm/sDZUVaVUSQZQSP0pTQSPrOpV8p0qWCZGmt4uphgiinjWIkZtSVYOo1sVUQwSRJdwNWl1MGWKSJUqNjAgiEIwKsJ6P2TfjfSQ/wZRNMlLhnrh9GhZcPhYOuzWhtY/x0qlty08xBYK/p8W3TkWPjoVYs2Enhp3eEVPH9kn2YelC5CRWdlYazhk3UNF6HkbGQKNIeUQgwKO2rjGq9MCnpmiZIFIMEojEKQ9LbAgjByxkaxAlXmNF2qTESeRrYnWMgLwoEOvrGHq/8dQgWi0m5kDTZDTAabdE2YzXKIog6lGDePL96B1B1NukRlMfRBUuprLb0tgHUW8XU5abr5iRVAhRF1OlEwkiNYgsIej181Dy0UqZTqUaTZ1iGqIoPzMp+1VD5zbsCGJuprOJjyTxGI0GXDX9DFw1/YxkH4quRKaY/nnKCFg1Zsr4/X7JHr61tQ1RAnFraR3y0szokGvXZEJGEMmEUkyJUx5mDaIOKaZq7eKVppgWF2QpWo6FmJNpSIBK9UiTw2oxidZ8CcV0tYIIopSQUCpgPBHNkZWIBVVtLvSuQdQQX1LTB1HNtpRGMzmOU52WLHdcLGHFSnmNnCQQizaz+yAy9sn47XEGDgaOg3ATSusQpfqophpSg95THbE+jKxJBSI1CWU5mExGDBvYLeo1C6f83Pf5YjNkIqmpa4h5rrzGi6M18qZsBJFqNJ87GEEkCGYNoiKTGunIidoJQyUmNQCQIdE4Wm7wLWasExqUGwwGUSMbOaxmE9M10mDgYiKX8aaYKhXf7SLagigRTEoixyF0b3Ohs0mNWov6KJMahZ+D3WpW3b9R7rtjupgy1lHUBzGuCGJw3dg6RGUDStbvWUuvy6ZAaV1lohFee7IzHEk6EqIlEYogprnssAjKKDLMOgrE2liBCAD7jsvf7wgi1SCBSJzyJK7NhbrBoNIaRKnIpVwNnViKaeR6WtNMLRYTjAxhbeC42F6IjIbYQiQjiCI1YF3b5Yc/x3bFORgzpFvEOjpHEHU2qdFSoCYlotXUUwLa2lw47OpTtaTalwBskc46HqOCGkS2SY3SGkTuxPFoczJNVTHIIlXs+B+5eXLU4yfvmJ6cAxFQlN80bptEYgi1uXAw7tlWowFKPbnkBGItI4IIkJsp0TyhHAnilIcVfVAyuJZqPA+oHyBKRXwiB3BpcQhEp429bmTkz2Y1K3IZFWK1mETMRDjZz4qFVERNTDyOHdYdMyf0x+/7j2J4/46wRcwWK+nppabvF6t9RzxoqVGRWkdtDVzkppRGaNXWHwIaaxBl+iCKfQ5soyhl++TiFIjNiVR5Rxf8qS+OVtZi/aa9GD24C84a1DnZhwQAuOe6c3D13W+GH8+7aFTyDoZQTSjFVNgP0e32wpJhAecGoCCK7vfLCUTx+6Y/wKvqL0sQyYYEInHKw04xlR8gy/VBVDvgN5vEf44/b9sf/lsyghhnDSKgvdWFmEBk1SAqQepmKuVa2aEkFx1KcpmvyaGmbkzvNgZaIk5S66iNIGamnUznUzqQEfYXU4JclJbdB5Ex8aCgDyLr82FZ91sl0lq1ppiyj0fzqroy/ex+ePe/P4UfL7z67CQezUkMBgOumXUmrpl1ZrIPJYqzh/fA5VOGYsX/NqNv9xJcNX14sg+JUIHdyo4g1je4keZIh0HhhKhfY4opADR4/XDFYQJHEE0NpZgSpzyaU0xl+yCqOw5W/R4LyQiinEAUWTdyPZtGoxqbxcwc/GuPIIq/F6tIOw7JqKPOLqZ6oymCqJNJjdlkxMUn+nMCKmoQNUUQpd8nM91TJoIo9mPjOA4P3XR++HP68zkDmC7A0jWILS+CeM2sEeHP4fyzemHY6R2SfESpjdFowP03nIefly3Efx68BNkZLc/BtCUTjiAK7kMNjR7YbWZkOpTd8+TMnKQEYp2bjKCI5gVNZxCnPEwXU0V9EOVcTFVGECVE6cwJ/U/uV8IcRe64xYSaOYERRAPHyYppFlKfn5hIlhJFSgSTmhpEvdEUQZTZntlkhFdk1nvUoC6wWkwoO1aD6y8ciaz0kxFExSmmGoS/bIopy8WUcS5Eua6KpZhyHC6aNAQjB3ZBg9uDru0K2Ptk/PYMOqSYtmmVhT9KK8KPp47rq3jdRNKlXQHW/t98eL1+2DQYDRFEc8IhUoPo9njBcRyKMq0oU+A06g/ICESJFNN6j3T0kSBSDRKIxCkPM8VUSQ2iXARRpetIfQP7BpWd4cAVU082vZdyT5UTOGICMdKRMx6BKBZB1LJNqUhTmoiTq7SxjQIX0yT2rtPiYqqk6byYQGxXnI0Hbjif+ZpikxoNEUSDXIopQ6yxxL1JQYpp6Hmp3qFArHtm5LrxpJjeP+88XHv/EtQ1ePDncwagW/tCxesmGpPRqKrmliCaK6FUeLugBt/r9QWfNxvRvdCJ8loP3N4Aatzsa2ZAtgZRIoJIApFoZsQtEO+888641jcYDHC5XEhLS0PHjh3Rq1cvlJSUxHtYBKEY1oBVF5MalQN+nmEV8fEL16F9SU6UgDMZjbBZzWh0xwpKOYHDcnEDol36bCLpm3JIRRDl6jVZGDhxISEWQZQSgSkfQdSyjkzkRyptWep7Vtpn0mHTV/gDbHMdZpuLSBdTiQiiEtgupvGnmI4Z2g0b3rkdDY1eFOamK16PIAj9CKWYCjMeQgIRADIdJmQ6TKj3+PHLgVrmdgIyk0O1UjWIHkoxJZoXcQvE999/X/f0lD59+uCqq67CmDFjdN0uQbBgDViVmNTIRU/U1pSNHtw16vFZg7ugd9di5rIuh4UpEOVMVsSij63yIgSixkL6oEBkNxzXkorIqg0NIdaDMN4IYjJrELU4mMgKRIm0ZatEranUZx+JlhpEuc9YKt0zEqMSkxqFkzQsgyixFNMAr86RMMNlR4bLrmhZgiD0J3SvtgsmSFkRQavEPZTntdcg+gI8eJ6ndG6i2aDLaIjn+ah/rOfUvP7LL7/g+uuvx8KFC/U4PIKQhFmDqKBZvMUiHa1Tex8ozE3H4lunomPrXAw/vQPuvf5c0WVdIj34TDKRHzE30aIIgcgy7FCC1WIWr0HUuR1CmkiLiXgjiEk1qUlIiqn4dynlQKo8gqiv+RDAPmbW9xp5jGKDLqW/QdZvWSzFFAA8cTiZEgTRtNjCEcTo+wbP6E9oNHAxk0IhMkRKG0JICURAUSeNGBq8fvx+tAEHK90IaNkAQWgk7gjiww8/DAAoLS3FCy+8AI/HA47j0L9/f/Tu3RuFhYVwOBxoaGjA4cOHsWnTJvz444/geR5WqxVz585Fbm4uKisrsWPHDqxduxY1NTUAgtHJrKws3HrrrfEeJkGIwhp8KnEUFXPSDKHFlXLWxAGYNXGA7HKiJi2yKabsAX1kiqlcIb4Y4jWIBo0pploiiPG5eqptDaEnWuaV5c4xyRRTSYGoNIKof4op65hZglVRDaLSFFOJtFYjB5gMXFSz60ZPAHYFTscEQSSf0GRY7IQWW3BZTQZ4GdHF3p1bSe6n0e2F1RCAO8C+7vp5HgYVV/pAgMeWg3Xha4/bG0CHPMpGIJqGuAXilClT8Msvv+CRRx6B1+vFmDFjsHDhQhQXs1PjAODQoUN4+OGH8fnnn+PVV1/Fv/71L/Tu3RsAUF9fjyeeeAKvv/46eJ7Hq6++ilmzZqF169bxHipBMGENLpWYlbQpzEJBThqOHKthvp7IVBIxgxytLqaRKaZ+xqyqEqxmo2gEUe8UU6fdAo7jwhkJIaREYCJSTKeM7Yv3V20MPy7MTcfho9WqthFCSwRR7hSTOh8kU0wTGEGU7YOoMMU08vwQrUFU+JmyJgZC63IcB7vFgJrGkwPGem8AWYq2TBBEsrGLpJhyEgKxlmFUU5Bpx5+Gdcdn32wT3VeejYPBZoPPz+NQlTvqtUAAgIp5pepGX9TEVFWjT2JpgtCXuPOpKisrccMNN6C6uhpTpkzBc889JykOAaCoqAh///vfccEFF4TXr6qqAgA4HA78v//3/zB9+nQAgN/vx9KlS+M9TIIQhTW4VBJJMhoNePCmSeLb1TDgV4qWFEtAXCDm56SF/5br9SSGWIopZ9BmUiOV5hiMSsa+FymHzESY1Nxy2ZjwZ2o2GfH3v87APdedg5xM9X3StEwoSBn5ANLnsVYzokgSIRAtjBRT1mcT+X2KfXRKI4gsIR15/gmjhQ3kSEgQzYaQmZawZlosm8Fmjr1GOa1GmI0GzLt4lOS+zCYDijOtaJMde8/zq0wRFRpiUfUi0ZTELRDfffddHDlyBE6nE3fddZeqdf/617/C5XLhyJEjePfdd6Nemz9/Pszm4I96w4YN8R4mQYjCGrCyUs5YjD+jBz5/6Qa9D0kWsVpCOYMZ1np2mzlqgOzTLBBFUkw5TvR4pZAb3LPqMKUjiPLfqVml7X+74hysevlG/O22C7DyhWsxtG8H/GXacPzy/l9VbQfQlpIsN2KQOo+1mhFFos3FVH0EURgpBqKjnGJCWanoluuz6LBEb7/eSzWIBNFcsFtP9EEUTFSK3S9YRjWZ9uD18vTuraP6EgsJpchzHBczcRVQmZ3jEywvVhtJEIkgboH42WefgeM4DB48GHa7utxoh8OBwYMHg+d5/Pe//416LTs7G7169QLP89i/f3+8h0kQorDS6dTUoomntyXO8EQsgliYm8F8PgRLqAkdFrVEEA0GDiajgZ1iauAkDVGktilFOuMzkPrME9XmonVhFmZO6I8eHaXrU2TRcO+X+4ykzmO5Glol2DWkDsvXICr77UWZ1Ii5mCoUiGLnbQi7IKLQ4PEzRStBEKlHuM2FoA+iReR6bzHFXjcyHScn1BbfOhXvPzMHQ/u2j1kuciLSKLj+qOiQAwDwCVYwJTAriSCExD2CPXDgAAAgJydH0/qh9ULbiaRt27YAEE4/JYhEwHQxVWBSE15fdHCq+ZBkEXMxjXQjZeGwx4oCoTObT6YZMAurxQSO40QjiHKOr0KCs68yEUSGUY2UCEx5F1NNKaYyPQUljFT0iSDq72LKOmaWFot864moQYxKMRWcvwEe8Kgd7REEkRTMpmB9vHBCyypyfXRajFHzdSYDB5f15LIcx2Fgr7Y4vXusN0bk2EF4O1EbQfQGhDX2JBCJpiPu0VB9fT0A4OjRo5rWD60X2k4kFkvwx2y1qk9PIwilGBkXXaVRDCD+Jt1aEOtnGOlGyoLVpzBdEEHUEhgJGZ6wPjeDgVPdOkOJiybLyTReF1MtEUS90FKDKLeO1HuWcjFVihaBKNsHUYOTbLwupqzzJjIqaTFyEF4mqA6RIJoPDpsFdkEE0S4ySWYxGVCSFVzWwAHtc23MawnrXhl5jxWuo7YGMSaCmMw+vcQpR9xnW15eHniex/r161FXV6dq3draWqxfvx4cxyEvLy/m9erqoBtgVhb5xRGJg1UTpWaQGm96mxZEI4gyApFFRlq0QJx/6WjV2wilK7IEFsdpEYjylyZWqw/pPoip3ZZAy+ki2+ZC4nOXcjFVipY2F7K9GxW2j4j8fYl9DspTTBn7jBjMBZ1Mo5ep81AdIkE0FzIzHDHXHjGBCAAlWTYMapeOAW3TketiT4Sx0syl2u+ord6IqUGkFFOiCYlbIA4ePBhAMAJ43333qVr3/vvvD4vKQYMGxbz+22+/geM4zemrBKEEZpsLFT3OkhNBZEfVC3LSVW+rf482UY+H9G6P88/qBQAoLsjEoF5tZbcRStURq+VSK0bERHck7AhifG0u9ERps/kQco6kLOTbXEhEEJPkYspxnKRIQJkcmgAAbQZJREFUVGsUBEhEEBWnmMZ+TkKzJqFRTVmNh+oQCaKZkJHmiHnOJWOeZjRwklkprF9/5H1GmHWgttG98BpEKaZEUxL3FPLMmTPx/vvvg+d5fPjhh6iqqsLChQvRpk0b0XX279+PBx98EGvXrgUQHDDMmjUrapkjR47gt99+AwB06dIl3sNMCGVlZXj77bexZs0aHDx4EI2NjcjLy8OAAQNwwQUXYODAgbrta/v27fj666/x008/YdeuXSgrK4PP50N6ejo6duyIYcOG4YILLkB+fr7stkaPHo2DBw8q3veOHTviOfSUh9nmQsUgVXQQmtAaxNgbW16WS5EQu/KCYXjpvW8ABNteXDp5SNTrRqMBz901C4/cPAU2qwn3/+MTbNi8T3KboYirWA2iNSEpprGfQbw1iHpiNHKqZow1mZjGYfiSrBRTICieA4HYFE2jwcA8hwrzYic+Is2VxCKFSiOIQqMmADFR72ynGWU13vDjRm8Ax+t8yHHF/zkSBJFYhJkyAODSYLIVhYzgE97H4nUxJZMaoimJWyD27t0bl156Kf7zn/+A4zisXbsWa9euRe/evdG7d2+0atUKNpsNjY2NOHz4MDZt2oRNmzaB5/nw7Oull16K3r17R233vffeA8/z4DgOw4YNi/cwdWfVqlVYuHBhjIHO/v37sX//frz//vuYOXMm7r77bkX2+mJUV1dj+vTp2Lt3L/P1Y8eO4dixY9iwYQP++c9/4tZbb8VFF12keX+nIqwBqSqTmjgNMrTAEkdK00v/Omc88rLTcPBIBS6ZNATprthIHMdx4eeVvI+Q+BITYWpNapTskxVBlOqD2NQRRLUpxkqipkJkU0wlXUyTk2IKiH+/rEgeEDRfGjesGz7/ZjsAYNLo3lHnrWgfRIWfabviHJzWuQhbdh0CAPTpWozC3GhRmmk3wWExoD4itfRQlZsEIkE0A8yCjIlGtwfpOfH5W8gFBGNrENVtX9gHkSKIRFMS/wgBwO23345AIIBXX301/FxICLKITMu55JJLcPvtt8csk5GRgeuvvx4AMGrUKD0OUze+++473HTTTfB6g7PJo0aNwujRo2G327F161YsXboUNTU1ePvtt8FxHO69917N+3K73WFxaDQa0b9/fwwYMACtW7eG3W7HoUOH8Omnn2LTpk1oaGjAfffdh8bGRlx55ZWy287Ozsb999+v+dhaCixXRTOjWbf4+iLRiwSGEJ2MCGIrhQLRYjbh+gtHKt6XklTZkAskK/LK8zxMRiMMBk7xDKqSFiGsKGoqRRDVThBoOV/kRGjCI4gaZ+BNRgPcjOelXFf/de9FWL76FxgMBkwaHT2hKFqDqOKYXnnoEjzz2hpwHHDjJbF1uBzHoSTThp1lJw3Vat1++AO8oog3QRDJQ1iP3dDggcuRFtc25VLMhbccv4oIYoDnIVycahCJpkQXgQgAd955J0aNGoUnn3wyHCGUolevXpg/f75odDBVo2AejwcLFy4Mi8O77roLF198cfj1888/HzNnzsTs2bNRXl6OJUuWYPz48Rg6dKjmfWZmZuKyyy4TTSG98sor8a9//Qt/+9vfAABPPvkkxo4dG24TIobdbsfYsWM1H1dLId42F2Lhi4RGEBniSEv9oRLURBBZUbrQTdFiNqHR7Y15nYWSATcr8il1rIn8PliorkFMQARRug9ictpcAOKfjZSgNZuMmHZ2P+Zr8dYgAkBhbjoemj9JcpnIXmghGr0BOK2pbYBEEKc6wpTxhkY3nHGmmMrJPeH1WU0NotDBFKAIItG06CYQAWDo0KEYOnQofvvtN6xfvx7bt2/H8ePHUV9fD4fDgaysLHTv3h2DBg1C586d9dx1k7F06dJw/d5ZZ50VJQ5DtG/fHosWLcK8efMAAE8//bRmgZiZmYkvvvgCTqdTcrmrr74av/zyC1atWgWv14sPP/wwvH9CGmabCx1MahLbB5HV8J7tbBo3Ct6IUSLFNDRZZDUbFQtEJQN7tRFEjuNgMhpiCv8ThVqTIrHFX7r/Yuw/XIF7nlsZuw+Zz8kiJRBVnONiaGlJAQAGkYGOlOuq5PaayCjKaOBgMXJRPRAbvH4SiASR4lgEKab1DZ64yw4CAel7iXCiU82tR1h/CFANItG06CoQQ3Tq1AmdOnVKxKaTzscffxz++/LLLxddbuzYsSguLsbBgwfx888/4+DBgyguLla9P7PZDLNZWSrYxIkTsWrVKgAt31hGT1jpjHqY1CTWxTRWDLJq8vRAyfsICQVWDVlIIKppdaEk+pau0sUUCArZJhOIKmd7xT7nXl2Lcai8ivmabB9EkUi42WRUlMYr5Ix+HfHVT7sBANfMOlP1+iHEvicpQSsFJ7I9LXWdctgtRngafOHHDdTugiBSnliByEpyV0fvriWSrwsvP2oiiML6Q6Mhsa2zCEIIdd1UQW1tLX788UcAgNPpxIABA0SXNRgMGDFiRPjxl19+mfDjc7lc4b8bGxsTvr+WAmtgLlULpWR9AAkNIbJSY7T0QFSCkmieVAQxVHdoUZHSqORG6GIJRJkZ4aasQ1SbYir2ng0cxzzHlHxGYhE5reml//fIpXjh7j/jtUcvw8Krz9a0DUD8e1ATuY+kKVvN2M3Rx97gJYFIEKlOXm70/bG6pl5kSeVMGt0bxQWZ4cc3CWqXYyOIKlJMYxxMabhONC0JiSC2VHbv3h1OKejRo4esO2mvXr2wZMkSAMDOnTsTfnyRUcOioiLZ5SsqKnDZZZdh586dqK6uhtPpRKtWrdC/f39MnToVPXv2TOThpgysFFOp2i0hyYggGo0G9O/ZBj/++geAYHrpuKHdE7IvRRFEY6jNReznFghHEJV/pkpSf1gRRDkTnKYUiL26FON/G5T/7sU+ZrFeXEpOL7OYq6xGIWYxm3DuqF6a1o1ELHqpOWVVzCgqEQLRIhSIse06CIJILdq1jvZv2LPvSNzbNJuM+OSf1+G9z35GQU46zjsr+toYW4OofNvCGkQz1R8STUzCBOLvv/+OrVu3oqKiAnV1dXA6ncjKykKPHj3Qvn37RO02ofz+++/hv0tKpFMLhMtErpsIvF4v3nvvvfBjJc6v9fX1+Pbbb8OPKysrUVlZiW3btuH111/HxIkTcf/990dFJlsirEiP2MCahXgPNs2HpIi/3TYVd/99JarrGnHrFWM1O0rKoeR9KIkgWlU0ZldiUuNitPqob/RIb7cJBeJdcydECcT75p0rubxoBNHAMVMoFQl3ESGo5rtIBGLfr9YU06ZsNWMXfKYN3kC4JRNBEKmHP8CjuFVu1HO//X5Il21nZzhx1fQzmK/F42LqE9Q3Uv0h0dToKhBra2vxf//3f1iyZAnKy8tFl8vPz8esWbMwe/bsZiU+qqurw39nZWXJLp+ZmclcNxH885//DLfD6N69u6xAzMvLw/Dhw9G9e3fk5eWB53kcOnQIX375Jb7//nsAwXrLffv24fXXX4fD4ZA9hjFjxoi+5vf74+oHmUhYg0hVJjWiDoqJFSOd2uTjjcfF62D1QlEqo0ncxTTSpEbPfbKcXD0y0Rw1taXx0rV9Ad58/HIsX70JPTu3wmWTh0guL55iamAKICXiRywipySCyHGcrBu1VsSEutYUU9E+iAkQbQ5BBJHnAbcvAJsOpj8EQehPvccfdc0JBAI4o4+0y7sexONiSj0QiWSjm0D8+eefccstt6C0tFR2UHHkyBE888wzePfdd/HEE0+gb9++eh1GQqmvP5mzbrHIR2tstpMpcHV1dQk5JgD43//+h+eeew5A0NTmvvvukxQnjz32GPr168dc5uqrr8a6detwyy23oKqqCr/++isee+wx3HPPPYk6/KTDNKlRk2KqQw+2VEZRm4twH0TpNhdKURLps1nN6NA6F3v2Hw0/HtpHOjuhKSOIAHDmgM44c4Ayx2bR88jAMdOglfRNFBOIVgXfBcfJN4LWitg5pTXFVMyMJhEmNaYTKb+R0YAGDwlEgkhVat3RE4dl5ZW4bLL21mNKicvFVCgQKYJINDG6CMQtW7bgyiuvRENDQ/g5g8GAdu3aobi4GHa7HQ0NDTh48CD27t0bruM7dOgQrrjiCrz22mu61bvNnj0bGzZs0GVbTzzxBM455xxdtpUoNm/ejJtvvjn8md5+++3o3bu35DpS5joAMGLECDz99NO47LLLAADvvvsurr32WmYPxkhWr14t+lqPHj0k100mrHQ3NaluevRgS2WURGHCfRAZ7zl0bupi/BMBx3F44IbzMP/R99DY6MGia8+RTbNtyhpEtUhFwZgmNXFEEJWY1Bg4DgHZTl/aEDWp0TnFVImIVgvHcbCbDVGDTncTOeMSBKGemsZogXhax3y0zZduHaYH8biYeqgGkUgycQtEn8+HW265JRxdS0tLw5w5czB16lRkZ2fHLF9RUYFly5bhn//8J2pqalBfX49bbrkFK1euTNkUxBCRaZYej3StExDtJCrXx1AL27dvx1/+8pdwdPLaa6/F7Nmzddn20KFDMWzYMHzzzTfw+XxYt24dLrjgAl22nWqwBpd6RBATXoTYRChJ9wylbrKisWGTGhXOmUpqEIFghO7Hd+9Qvt0UFohSEw2sz1WRSY1YiqmC7yKRNXWiJjVaXUybeJJGmO7FampNEERqUOeJFojptqapwRbexwI8FNcrC82vbObUvXcRLZO4BeJHH32Effv2geM4tG7dGv/5z38k+/1lZWXhyiuvxPjx43HFFVdg37592LdvHz766CNMnjw53sPB2WefjW7dusW9HQAxZjrp6enhvysqKmTXr6ysZK6rBzt27MBll10W3secOXNw44036rqPwYMH45tvvgEQdHA9lTCL9I9jIRbJSaSLaVOiKMVUQnjxGlJME1W/mdIRRJFol4HjmN9BfCY1ylJME4VYiqvuJjUJehPCdC9WU2uCIJKPP8CjUdCKxmltmvsA6/oT4AG5YKA/wMPji76mCM2xmhOrV6/G8uXLsWXLFpSXl8PlcqFt27YYO3YsZs2apZsXid/vx+7du7Flyxb8+uuv2LJlC7Zv3x4O1kyZMgWPPPKI6u3u27cPS5Yswbp161BaWopAIID8/HwMGzYMM2bMQPfuiXGQTzZxC8TItMInn3xScTP44uJi/O1vf8P06dMBAJ9//rkuAvHiiy+OextiRArGAwcOyC4fuYyezq0hcRgSqVdddRVuvvlm3bYfIjICXFNTo/v2UwVW2ofZpELMJMnFtKlQMsiWiswFNJjUJCzyo1GANAWiEw1GdoqpIpMakawMJWI9EemZIcQEqt41iAk7j4QCkSKIBJGSNHhijcuaSmyxbov+AC+bIcNqnSPsv9ocqKurw4IFC/DFF19EPX/8+HEcP34cP//8M15//XU89dRTuniR3HTTTfjss8/i3k4kb7/9Nh566KGY3uJ79+7F3r178fbbb+Paa6/F9ddfr+t+U4G4BeLWrVvBcRz69Omjuo7wtNNOQ58+fbBx40Zs27Yt3kNJOB07doTBYEAgEMDWrVtlnTk3b94c/rtzZ2VGFXKExOHx48cBAFdccQUWLFigy7aFREZJ09LSErKPVIBlPa0mgpiMPohNibJaNwmBqMWkJgkRxAWXj03IPpUi7mLKwaDVpEYsgqhkgJTA09dmZad4mVWcI5E09SRNTIopRRAJIiWp90RHD21mg+IShnhhRxDlrxUNgmO2mgzNztPA7/fjxhtvxLp16wAAubm5mD59Ojp16oSqqiqsWLECP/30E0pLS3H11VfjrbfeQseOHePeZySZmZnIzMwMO/yrZfny5Vi0aBGAYFbTxIkTMXToUJhMJvz00094//334fF48Pe//x0WiwVXX311XMefasQtEI8dOwYAmr/Yjh07YuPGjeHtpDIulwv9+vXDDz/8gLq6Ovz4448YNGgQc9lAIICvvvoq/PjMM8+Me/9CcXj55Zfj9ttvj3u7Yqxfvz78d3PtXakEP8NgQk0kQ3xw2rwu6GLoFUFUl2KamM9O7DhnjO+HKy8YlpB9KkXsHRsM2k1qTCLCXVmKaeLOX5tV5xRTkQmFRL0HM6WYEkSzoF4QQXQ0YSSOdYlW4mfVIEiJFbbWaQ68++67YXHYqVMnvPrqq8jNPdmL8qKLLsKjjz6Kl19+GVVVVVi0aBHeeOONuPbZu3dvdOzYET179kTPnj3RunVrLFu2DHfeeafqbR0/fhz33XcfgOD95dlnn41q5TZ58mRMnToVl112GRoaGvD0009j7Nix6NChQ1zvIZWI+6wznUjFU2LawsLr9UZtJ9WZOHFi+O+XX35ZdLlVq1aFU0z79u2LkpKSuPa7a9euKHF42WWX4Y47lJtzqGXDhg34+uuvAQBGo1EXgZuqBAKxV2w1qYhSDc5bAsr6IIp/XuEIoiUFUkwZAvGj56/BE7dPQ5rTxlij6ZCKRGs1qbGIXFcVpZgmMoJoEYsg6lyDSCY1BHFKUy9I13SouA/FC8dxMfWGSiKIQlHb3NJL/X4/nn322fDjxx57LEochliwYEG4fu+HH36ICqpoYe7cubjlllswfvx4tG7dOq5tvfTSS6itrQUQFLOsPt99+/YNe3/4fL5wu7mWQtxnXW5uLniex6ZNmzSt/8svv4S30xyYNm0aioqKAABr1qxhznjs3bs3PPMAQNI8ZvTo0ejatSu6du0aFbGL5LfffsOll14aJQ61zIgAwPPPP4+dO3dKLvPtt99i3rx54cfTpk1DQUGBpv01B1gXbDUtGTiOazHRQhZxRxBPCESriChgbq8JU0xTRciLnUMcxzFTohS1H4kjgpjIFGnRFFOtNYgSLUISAZnUEETzQJhi2pQCEYi9v7BKWoQII4j2Jj7mePn+++9RXl4OABg0aJBo+ZnRaIxy3l+5cmWTHJ8SPvnkk/Dfl156qehy06dPD3c4+OKLL2JqFZszcYft+vfvj3379uGPP/7AJ598ggkTJihe99NPPw07oPbv3z/eQ2kSrFYrHnzwQVx99dXwer247777sG7dOowePRp2ux1bt27Fu+++GzZ1mTFjBoYN0566dvjwYVx66aXhFNwePXpg4MCBWLVqleR6NpsNZ5xxRszz//3vf/H000+jS5cuGDx4MDp06IDMzEzwPI9Dhw7hyy+/jOoj2bNnT9x2222aj7854GfM/ptUtlwxcBz8AqGZKsIjXpS8j6nj+oq+FhaIKWBSwxKyiRKjapFKVdZqUiOWsqksgpiEFFOdI4iJeg8skxql9vWENJX1PlQ3+pDpMCHd1jwyi051AjwPnlfenqip8PoD8Aru702drhm8Np08BrlkgwAf67ra3CKIX375ZfhvueyzyNcj10smv/32Gw4ePAggWAYnFY10uVzo378/1q1bh/r6emzYsKHFZNzFffWdOHEili1bBgD461//CqfTqejD+frrr7Fw4cKo7TQXhg0bhieffBILFy5EdXU11qxZgzVr1sQsN2PGDNxzzz1x7Wvfvn04evRo+PHWrVtx3XXXya5XXFwc4xwVyc6dO2Ujieeddx7uvvtu3SyIUxVWiqkakxogOFgX1ha0lMEi630MP70Dft52APWNHlx4zkB0a18oun4q1SCmdgRR/DUD47iVmNSIpUor64Mou4hmxKLJWl1mm7rVjDDFlIcy+3pCmsp6L7YdDvZUPljpxmlFTqSRSExpahp92HGkHl4/j/w0M9rn2lPGoE0YPeS4pu8naDIA7ojHO4/Uo1WGBa3SrbAyjkUYPQSaX4uLyLFlr169JJfNy8tDq1atUFpaiqNHj+L48ePMHupNiZrjDy0TqrfcuXMnCcQQZ5xxBoYMGYLvvvsO9fX1mDNnDsaMGYOpU6fi9NNPR1ZWVnjZyspK/Pzzz3j//ffx+eefh2dchwwZwox2pTLjxo1Dnz598NZbb2HNmjU4ePAg3G438vLy0L9/f0ybNk3UwCaZPP744/jhhx/wyy+/YNeuXTh+/DgqKyvh9/uRnp6O1q1bo3///pgyZQo6deqU7MNtElhRJbV9+JgRnhS5ScYL6238aXgP/Ou+i1Df4EGrvIyo14ryM3CorCr8ePrZpwNIDRdT1veaKhFEqQkFzW0uRAYWNiUCMYE2pmL715piKhpBTFibi9hzxqfAvp6QZs/R6PSsY7VeEogpzv4KdzhKV1YT9JTokGtPiQlSr2DW1mYyNPlxuWwm1Ak8OkqrPCiv8aJnkTMm5bXeHV1/aDFyMRNSqc7vv/8e/luJ/0ZJSQlKS0sBAHv27Em6QNyzZ0/4b6XHHyLyvTd3dLnyPvHEE5g5cyb2798PnuexevXqcH9Em80Gu92OhoaGqNxc/kRUoU2bNvjb3/6mx2E0Ofn5+bjxxhvjalAvFeUDgs3qd+zYoXn7Qrp06YIuXbrgwgsv1G2bzZ2zh/eAzWpGozt4c+vTTb2hEGsgmgL3R11gDb6NBg4ZLjsyXPaY1x65eTLm3vMW6hs9OGtwF5zRL+hwrCZ9MFFRPeZ7SZGbr6RAZJ5f8fRBlP8uEmpSI1KDqDnFtIkjiKySW5+fh0jmLKEAnufh9kUP6EurPWiXG3uNIVIHYZ/BshovMuwm5LosSTqikwjTS5MhtFqlW3CkOtbE0RfgsbW0Dr2LXbBEZCzF1ExakxM9ZJmyRBLZA11IZN/syCCRGJmZmcx1k0VzP3690GXqPDs7G0uWLMGIESMABC/0oX8NDQ04fvw4Ghoaop4HgrnHb775ZtJnC4hTG4fdgiduuwCtC7PQrUMhHrzxfNXbYEcQUyMyFS+swbeUKc3owV3x9Ru34Iv/3IhXH7okHLVTYoxycp+J+exYeiFR+1KLlCjWLBBFBJeiaG4zMqlpahdTjuPIqEZnhANjINj/jUhtPIyiuvITkcRkI3QXFv5mmwK7xYgsB/t66/XzOFDpjnpO6GDqbGYGNQBQX18f/ttqtcouH7lMXV1dQo5JDWqP32Y76YCeCsevF7rNd+bk5ODFF1/Ed999h3feeQfr169n9jbMycnB4MGDMXPmTAwePFiv3RNEXJw/ujfOH91b8/rMAXwLSTdj9uCTEQ952WnIy06Lek5VDWKCxAnruFMlFVjqKDSnmKaqi6nOKaZiv7VEppOZjFyUKPT5eZRVe/D7sQYYOA6d8uzIcip37j3VqW70xTyXIj9NQgRepGWDR0mzvyZAOGljTlK2SEmWDZX1tWB9WkdrPGibbQunp8f0bUxSD0SpCCFxaqB7QsyQIUMwZMgQAMCRI0dQUVGBuro6OJ1OZGVlteh2CcSpC1tEJeFAEgEzxVT9TUtN+mCi0j7ZKaapEaVQnWKqYJvmVO2DqHeKqVgEMZECUfCduH0B7K9oRIAPGjP9fqwBmQ5TStRiNQeqG2IFoteXGkKDYCPmyClM7UwWMSmmSZq0dVmN6FboQHmtFwbuZK0mEPwMj9Z6UZBugdcfiInINnVbDj1wOByoqgr6ELjdbtk+5273ySiq0+lM6LEpIdS2Aog+NjEiy+dS4fj1IqEVEwUFBbKCcM2aNeETafLkyYk8HIJIGKwIRqpEpuKFJU60pO6pczFtuhTTVDEWkfpMWYI8ngiiIpOaBJ6/YhFMMUErh2gPyQR+t8LB5rE6LyIDFm4fDz8PmFLj9EppeJ5HdaM/5nk/H+wblyq/USIasZ5+3hRp+yKMILJcrJuKTIcZmY7gxJjHX4fK+pMTImU1HhSkW2JdV9H0rqt6kJaWFh7XV1RUyIqmysrKqHWTTeQxVFRUyC6fasevF0kvqX/66afDJiwkEInmipY0zOaCmEmNWpSIEql96gIzVTM1bsBSrqFsEyQlAjGePoiyi2hGtAaxmZjUALGGF8LeZcCJHqAkbmTxBXjRGk6vnwRiqiJVd+sL8ElL6QwfQ4pEEIUUpFmiBGKt2w9/gEedwMHUbjE0y4nm9u3b48CBAwCAAwcOyDqBhpYFgA4dOiT02JQQeQyRxyZG5DLt27dPyDElg5QYGYnlsRNEc4EZZWuGF3YWetVXKum9FyJRA8JUjiBKfaasCKISgRhXH8REtrkQSzHVu81FAr9aJSY1frq3KUIqJTFV6tmIWMQiiEBqpJn6BD2Oky1YQ2TYY6+/bl8AR2uj3U6bo0ENEHTLD7F582bJZY8ePRpucZGTk5MSppVqjl+4TOfOnRNyTMkgJQQiQTR3WnINIksoJLoGMWHuk6z3kjI1iOKvaTWpEfvMlZjUJDICLmpSozGCKCaumzKCyKIlaxu3L4CtpXX46Y9qHKqUr9ORQkpMeH3JFxoEm5QXiCnQ5oKF0cDFiNVjdV7UCVJMc1zN0+Qq1NEAAL788kvJZdeuXRv+e+TIkQk7JjV06tQJRUVFAIDdu3dLRhHr6urw448/AgDsdntK9j/XSmqMjAiimaO1DUFzQK/6ylStQUyV70nqM9VqUmOKpw9iAiOrzb3NBaAsXS3Qgltf7D/eiKoGH9w+HvuON6LWHVtDqBRhQ/NIWBFEnudxvM6LAxWNMa6PRNMhLRCTOzsS4PkYE51USTEFYlu4HKiInmSxmDhkMiKNzYFBgwYhLy8PALBhwwb8+uuvzOX8fj9ee+218OOJEyc2yfEpYcKECeG/X3nlFdHl3nnnnXBbjNGjR8Nubzl9W0kgEoQOsERGqgiPeGFGrzTMxFpVCEQtEUolsOspU+MyqNbFND6TGvmZ6USevboLRNEIYuK+W4uCyHNLTjEtr43udXegolFkSXkkI4isPnu1Xuw4Uo/9FW5sPlgLN7mdJgWpGsT9Fe6kindh9BBInRRTQL7HZ36apdmOIYxGI6699trw49tvv53Z9m7x4sXYtm0bAKBfv35RkcdIli1bhq5du6Jr166YPXt2Yg5awJVXXhk213njjTeYbT9++eUXPP300wAAk8mE6667rkmOralontMTBJFi6OX0mYqw3oemFFMV9RSJ+uyY7yVFBg1qI4hKorgGgwEmowE+wWy+oghiMlxMdW5zkUiVa1fQn0wqwtLSqGG4kCpFbQ3i7vKG8N8BHiiv8aAkyxazXKII8Dy8fh4WI9dsB/F6IBUkbPQGsOlgLXoVueC0Nn0tHUu8plIEUcqd1MAFBWJzZsaMGVi1ahW+/vpr7Nq1C5MmTcL06dPRqVMnVFZWYuXKleHUzPT0dNx3331x73P//v1YunRp1HMhE0wA2Lp1K5588smo14cMGYKhQ4fGbCsnJwd33XUX7rjjDgQCAVx//fWYOHEihg8fDoPBgJ9++gkffPBBuA3GvHnz0LFjx7jfQypBApEgdIBZg5iE40gErPFP4lNME2VSk8IupiprEJViZArE1HQx1WxSIxZBTOCA0G42gAOYza9DtNQaRFbqrFQ0SQ6pdEQlNYgV9T6UZGnevSoavQFsK61Doy8Al9WIrgUOWGSiQS0VuQkQng/W1iVDIAonHYyG1MrqkYogds53yEYYUx2TyYRnnnkGCxYswJo1a1BeXo7nn38+ZrnCwkI8+eSTupi7HDp0CC+88ILo6zt27IgSjKHjZAlEAJgyZQoaGhrwyCOPwO12Y8WKFVixYkXUMkajEXPnzsXcuXPjPv5UgwQiQehAi44g6tRcXo1AbMq0z+bqYqo4e5GxXLJNauwiKa6aTWpEpmMSaVLDcRzsFkNM77JIAi00xdQr2pIiALOGa4N0imlA8jEAWJowC+BwlRuNJ1Jaa91+7C5vQLdCR0qJj6ZCyaTAwUo32mQ3XXQ3REwPxBSZCAwhFkFslWFBtrN5mtMIcblceOGFF7Bq1SosX74cmzdvxrFjx+B0OtGmTRuMGzcOs2bNSunegRdeeCGGDRuGJUuWYN26dSgtLQXP88jPz8eQIUMwc+ZM9OjRI9mHmRBIIBKEDrTkGkStPfiEqKlBbMoIYsrUIKrsg6gUlkhR1uYicdisIimmGiOIoi6mCRb/DotRUiC21BRTsYhfnTuATIe+AtEjeI3Vb7IpG6DXCerqKht8OFLtQWGGtcmOIVVQcn4nq9F7qjqYhhCLEOa0EHEYydixYzF27FjN60+dOhVTp06VXW7w4MExEUI9aNeuHe644w7ccccdum87lUmNkRFBNHNasosp29hFg0BMiT6IqRvplXJYZX0HvGRy40lY6YDWFK1BVNMKJRLRPogJTvR2yNTVpoDTf0IQE3RC8aR8exIppn4+6hxuYAjypuylzJoQKK3yMJZs+SgRiMkyhonpgZgi1/kQVhP7eJKRjksQLEggEoQOsPsgptYNSSt6iSo1JjWJarGQyt+T1GfKSulVOiZmRRCtClxMEymcxeo+zSZtSS1ix5rIVh0A4JQxqmlObS78AR7VjT5Fg34xgVjb6NO0b7meeY0RLqUN3lgR2lSRWp7nmc60jb5Ai40WS6EkxTRZn4vwnEq1CKLYfSeRafEEoQbFd+Nnn302IQdw9OjRhGyXIJoSpohqIRd6vVpDmIxGGAycokFzotI+U/krYUW7QsfLjCAqVIis5bRG6hKN3i6mif4NykYQm4lo8PgC2HKoFm4fD6MB6FXkgl3ivYkJuooGH3x+XtVg3B/gIfcxub0BOCxG8DzPdEttqkitL8CLTsx4fAHJz6wlouT8jse8KB5iUkxTLIIIAJl2EyobTk6qtMk+9dKUidRFlUBMlZl2gkg12JGpJBxIAmCmz2q82VrMJjS6vbLLJU4gpu6XIhWx0zuap6TWL9GfldFggF+YBqaxlixZNYhmIwerySDah899IrKUKkZIYhyocMN9wi3UHwAOVbnRMc8hurxYSijPA0frPChMVz7QZYlNu9mAhohaw+1H6pHlMKHBG2DWIDaVEHdLOKo2kkBkL5OkPGuhME2lHoghCtMtYYFoNnIoSCOBSKQOqu7GPM8n5B9BNHdYA9RUqW2LF71qEAFltW9A4lIDU1gfso2OTkQVWedSPFdOJeIvP9sVxx7kYfWfNKswMookWRFEjuPQPtcmGp2obvTjpz9qUFEnPymSLHwBHkdqomvoymqkj1cqJbSsWl09nrDPIcex67Aq6n1McQg0nVusR2QiAAhGOU81JD6OMH6+aWtEQwi/K62TT4kky2lGnxIXOufb0bckLeXSYIlTG8V344EDBybyOAiiWcPug9hCLvY6On8qbXWRMJOaZvad6JFiqpW7rzsH58w92bfq+gtH6rr9YB1idLqg3n0Qm2JCIMthRv82wehWabUb5QJx5Qvw2HGkHt0KHch0pJ5D4dEatqDjeV50IkFKINZ5glE+Je6VNY0+/HqoLuo5i5GDTWUPuKaLIIorokYlaqkFwfN8zOfercCB0moPqhqia1F9Ab7JI3jCaK+YKUyycViMsqnqBJEMFAvE1157LZHHQRDNGj3TMFMNXVNMFTqZJiry09y+k9AAXUvfyXjp3aUY999wHt755Ed061CIa/58pq7bZ00CaO6DKOZi2kQhY4OBg9NqRIbNFCMQgWC0d1dZA05vY0q5WqgyEYHYcKLuT0i9xx8jAIQ0ev2KBOIfxxtjnjMZDapbI0iYoOqKZATxFBOILE1utxjRtcCBDXuro573B3g0ZdmzP8DHpJhamnnjeYJoaqgPIkHoQIuuQdQ1gqhslJAoQdTcvpPQ8bKETqKztjiOw+VThuLyKUMTsn3WxIPWfnaibS6a+AuXinz7Ajyq6n3IcaVOFNEf4FEn0sexos4Lu9kQ9RnWNPqwRRDxYyFVqxcJa992swaB2EQpjFLv61RLMWVFbY0GwMAFe6hGvtrURjUsIS/Wd5AgCDb0iyEIHWANdluMi6mO701pimmi6jebW4ppCGYNYjOv32ZNAmgVdKkSGZZLja51a+sTmCgaJETNHxVubDlUFyUEDlS4mcsK0/eURNP8gdgURQAoyrDKCkThYJ9vojo3qQhio0JR3FJgiT6jgQPHcTG1dL4mPu09ghRooyFxZQsE0VIhgUgQOsA0GGkhApH1LlgGI0qwJTvFtJl9JSFBmyhX12Si53tKlckYuTFonUdbn8BE0SDT2L7W7cfRWi88vgAOVbqjLPkjcVmjf9dKBCJLbPVvkwan1SibhpvtjL2OJMIss8Hjx95jDSitciPA83BL5LKy0hpbMkJxb+BO/g6FYqyp270Izz+KHhKEeuhXQxA60JIjiKzojFbx26F1nqLlEpdi2jy/k2SY1CQaXQViikQHlEQQU+l7q5cRiABQWe/FLwdqsY9RLxjCJXAdVZJuyYryhOrEOI6D08I+PzgAeS5LzPN6ixCfn8fmQ3UorfJg77FG/HGsER6ZKOGplGYqNCqKPPeFAr+phTMJRIKIH/rVEIQOtOQaRJao0jq4v2zKEEXLJUpcJ8PsJS5CLqYt0P5cT1GXKpMxcgLRH0gtt8t6kfrDSI7X+yQH+FYTF5MSqiWCaBH8NvPSokWggQOMHNA2xwY7QzwGdBYhR2o8UaKzlNG+Q/hti7XhaIlIibBkC8SYc4sEIkGohn41BKEDLdnFlIXWFNP+PdqgT7cS2eUMCUqpvHr6GVGPRw3qkpD96EVInLMjiE19NPqip1hPlQiiksOoS6E6xAZv/MdSnGmLidB4/Dz2HmtAg8ePw1VuVNbHOrvKRXkK0y3oWuBAm2wb+rVJw6B26RjQLh2tMqwwcFzMBJzeRjXHZHpXcgDS7dGR01pPakWIE4lQDEdOEggnSoQCked5VNR7UdXgS8jn1VxaXBBEKkMCkSB0QKrJeXOHdQM3cNovHf+650IU5KSFHxfmpscso1WAytG2KBu3XDYGVrMJbYuycdsV4xKyH70I90FsgSY1ekb9UiV1WIkRRqoY1fgCfMxAunO+XdFg2mricFqRE31bu1CQbmGm8JVWebDxQC1+P9aIbYfrcagy2uBGmGJqEeyX4zhkO80ozrTCagq6qUaeM0bBd653qwspQxogGJUS1l4eqnTjxz9qcLSW3TqkJSEZQRRcv/0R3zXPB/uCbj9cj62lddh7TDx1WSty0WmCIOShNhcEoQPMGsQUiWrEDUOHxPPeigsy8eFz1+Dzb7ahbXEONu88iMde+jx6+wkc8M+/dAzmXzomYdvXk5ZsUqNrimmK/NaUnLelVR4crfUi22lGuxxb0tJjWQY12Q4zMuwm/LCvRnLdboXOqB6JJiMHo0FapO073oi8NDPMJwbr8aYBGg1A5Cb0TDH1BfiYGjshVhMXU3sJBGvz9hxtQJbD3KKdM6UiiFIppmU1XlTUnzQ7OlztQUmWNXxexAvP81SDSBA6QL8agtABdg1iyxgcMCOIcQ58igsycdmUoThrUBfmZ5eoFNPmCrMPYhKOQ0/0TDFtbtF6r5/HkWoPKuqS52rKGuAbDBxMhqDYE6N7oSNKHIZQMsA/XHUyshZvlEd43dAzxbS2Uf57CUYQ2X1d/QF5h9jmjJwIE0sx9foD2He8IWZ7lfX6/Q58AR7CuQKqQSQI9dCvhiB0gCVoUsU4IxHo60AZu62WPPOuBqlTSGmK6aBebaMety7MiueQdEPP7zhVIohqOVCpf3qdUoQCzRrhIGozsYVP5HJClHwFpdUeeE+EGeOtE4ttpaBqdUlqGuXFndVkgMVkgEUkHd7bglteeP2xIkwqghgy+ymr8TK/pwodBaLQeIlDbPoyQRDykEAkCB1oyS6mrGGOngY8LTo9NwVYdO05UYL+0VsmJ+9gIujSrkC3bTXXyRglLqKJwu0XF2hSjerFojGZdvmKFX+Ax95jjQgwegaqTzEV77XX6A3gWJ03LEbVoqRONCQ6rCKflS8RjRlTBGH0kAOihLJYiqmYQVNlvRcBnSLAwu/OYTU22+sDQSQTqkEkCB1gCaaWclNi1fboGv2hFFNRpNKUlY6n+nYrwbK/X411P/yGgb3aYvjpHXU6uvi4/co/YeXaLeHH8y8drXlbqewYbOCCA2iWXkimd4ZUiqeYQAymn7I/64J0Cw5Xe2IiS0KO1nphZ2xfrUAUHkYoxbSm0YdfS+vA88Hj7V3iiol61rr9OFjZCJOBQ+ssW8y+lfSHtJ74vLIcZmbEsalbOzQlwvRkq9kQda0SmtR4/QHwPC/qmuvng1HbDAWTDHLUuqOjkS5GOjRBEPKQQCQIHWCKwRYiEFnoKX4pgqgNNS6m/Xu0Qf8ebRJ4NOrp0DoX/3lwNpZ88iO6tsvH9ReO0rytVJ6MyXKY0ej1oy6J0UIWwqbvkSJJTCBKpYHazEb0a5OG7YfrZSNw+yuiHU1DPQ7VIBSqoYmsAxXu8OSJL8CjvMaDkixbeDl/gMf2w3VhExq3j0ePVs7w615/IMZhlUXo88pzmXGwojFmAkDO5KY5I4wg2gQC2yx0MQ0AByvdkn0iaxp9ughEYZRSrE6UIAhpSCAShA60ZJHDEiKJ7mHXEl07tSAlfFrC8HPcsO4YN6x73NtJpd9auxxblHV/62wr/jjeyBSI/kBQsAjFTig1Ui9nRxYev9BF9OQxOBiN6IPLSB+P2WhAcaYVO47UqzoWp9Wo2tSLVYPo9gVQ2RAdQdpf4Y4SiBX13ijxFurFF9q/0rTfUFTSYjKgV4kLG/fXRr3eklNMWRHESOxmA+xmAxoilhNOCgjRI93a6w/E1LY6SSAShCZIIBKEDjDTJFM4qqEG1jBHzxRQ1udEJjVBJE+hZt4HUU9S6bdWmG6BgeNQ5/Ejz2WG3Ww8YfrCNuJw+wJhV1Ce57HveCNKqzwwcECHPDvyXBbdjzHAx7ZxiBR/TosRVpNBU7sAqfpFMdrn2FWvI4w4Hqnx4EhNbP9BAweUVXtQVuM5UY8Wu606tx+HqjxMsc7CwEWnB9vNRpRkWnEgotej1vrHZBPgeXh8PCwmTvR3JXdecByHjnl2bDlUp3i/StJ65RBGrg2c+GQHQRDSkEAkCB1g1UCl0Jg1LphtLhKcYprKNWVE6pFKEUSO41CQHi3qpERTpEA8VudF6YlWEAEe2H+8UbFA9PoDOFTpBg+gKMMqGe3z+mJ/05EmIxzHIT/NHBP1EaYOsmCJSAMH0drEbgUOTVEepZNIAR7YfTTYWqFGJPV1+5F6VSmhVpMhJuIZU3fXDGsQPb4AtpbWocEbgNVkQFeR70aJA22azYSiTCsOVUpHDkM0egMI8Hxc9xZheqnToj4yTRBEEJpaIQgdaMkRRBa6NjlnRhDp0gRAcpaBAognSfVBoJxABIICb1dZg+A1PsqdU4odh+txqMqD0ioPth+uk6xRdQuiWwYu1nkyLy1WmCqJDrKEm8nAiYrLdI11Z3peX9XWC7LEt/D9NccU07IaTzgt1O0LYNPBWvxWXh/V05HnedEWKUJKMq2idatZjujvnUds6qpahOuz+nUSBKEMGoURhA4wo2ApPmhVSqKFiIFRZ9WSxbVeqDGpIZKLVGpmKBpTWhWbHgkoc8P0+AJR0bE6TyCq/ou1fCQWY2xEzGoyIMdpDj82cFBsIpJuix6YF2dZmYN1h8WgOZ28qdLQWe07WM+JtXZoTrDqAMtrvPjlYG14IsPj52PKDsTOb6OBE00fdlmNMT0k400zjUl91ZDuTBBEEPr1EIQOMPsgplDaW1wwhIie+o0ZfVVradhCkfqcY4dpRKpiNXFwitRCuU8IueN1XubrSiJRLNdN4WA5avkYB1P2idYxz46CdAsyHSZ0K3QqNs0pyrQitEWLkUOuywIHY7DujCPC01QtQjrm2dGjlTP4OdhNKMm0ojAjNroq/Gy8fr7ZTeKInTM8H2xPAsROLnCcdOpxltMcEy0EgnWbdsH33xCnUY2S1FeCIJRBNYgEoQPMCGISjiMRDDu9A2xWMxrdwQFCSUEmHDb9jDPIxVQbzWzseUrDcRy6FjpxsMIdY6Ti8QXQ4PWLRvyCZifSQko4aBd7LvxajIOpeASoQ656A5kshxm9S1xo8AaQYTfBZOBixAAQn8OkEsOceEmzGmE2crCYTLLRU2ENIhB0VjU1oyxHqUmFqgYfsh0mpkGNXLZM+xw7qhpqoupQnVYjHG4DqiKyquOJIKpJfSUIQh769RCEDrBukKlknBEPdpsF91x3DixmI9KcVtx7/bm6ps+eavWbauBazDQDYTUZ0CHPjq4Fjqjn6zx+lNewo4eAMrMToeADpOu5YiKICQjHOSxG5DjN4dRLOyOCGk+POpfVmJAIUZbDhDyXGQVpFnQucCi+1glTTAHAG2g+Tqb+QKyzbSRVDT5sPFAbUyerRIRZzQZ0yneEMyKKM62wmQ1wmAURxDhqEL0qUl8JgpCHIogEoQMtuQYRAC4+bxAuOncgAP3fFysVV88+i80ZyRRTCiE2S4RRswAfbCIuhqIUU4YraaNENEgYBRJLMdUTp8UY5WZq5OIzEeE4DnlpFhyQ6a+nlvY5dk21a0YDF+PW6vPzgFl8nVRCKuIshVKRnuM0I7NtOgI8H07HFU4aNHoDUT0p1SA8pzkoc90lCIINjcIIQgdOhSgYx3EJEb2sdNKWJK7jQepzIH3YPBGav8ihxGGTNbgXiyDyPB/lSgkEG5snGqOBQ9scGzgEJz7a5tjjNprJ17lHZDCdVPsxxbS6aEZOpsIJBaWfglQ7FSFGAxdVqyl0xeXBnuxQQuykh3zqK0EQ4pBAJAgdaOkRxETCbnNBnx3QcnppEtG0zrIqXlaRiynLpOZENIa1rHBxVn1gIihMt2Jgu3QMbJse0ytSC1azOrFtNnLoXeJCJsM0BQimrcZz3TYLnUxPGNXUuv0naklTF6HAcihM4Y0njdNk4CAM8u0qr0dFvXjKtRhkUEMQ+kICkSB0gDWoIIGoDKZJDaWYykIups0Xu8XIdHZkoSzFNFZ8+Hm2uBRGD40cYtoNJBKjgdN1Aqhjnh3FmVbkucxwiDjFhrCYDHBajCjJZAv0NFt8QtkU42QawK+lddh8sBY//lGjSfg0FW5vrMBSkgIcj0DkOC4miljT6Mf2w/U4Vqvus2KZ5xAEoR2qQSQIHWBHEJNwIM0QpsEPfXgApE1qKMW0eZNmM6Gi3ie7nJLIk1j9WKM3gHpPAEdrPQjwwZo/v0A02i3xRc2SjdHAoU22DUAwfbaywYcj1R7mZxuKKom163BZ4xsSCWveymq84dRNngd2lzege6EBR2o84AAUZVij6h15nkejN4AAH5/DqxZYAkt4rrCIV4jZzEbUsfov1nqQ44qNDvsDwakxoSkQ9UAkCH0hgUgQOsCsQaQ0SUWwooX02SmAFGKzRthMPoTLakRtRNP7BgnjjgavH7+VNcSkjIaoqPfhUJU74lSJjcqw3EWbKxzHIcthRoAHWyCeuNaImZfE46oKxLrBCuv6vH4emw7Whh/Xefzo2coZ/m4PVLrDpjutMixoJ9JkPhGwBKLFZECZhMOuzWSIO5VTGEEMwfr+jtZ6sLu8AQEeaJNtQ3FEJNjtpQgiQegJ/YIIQgfYfRBJ5CiBWYNIKaYAyKSmJSMWIcoU9Nvz+nn8sK8GR6o9MTWF+441RolJIQcr3bLnibDVQEtAzHQnZKgiluIab+qrS2WKak2jP1w7V+/xRzmyHq7yNGndolAg2kwGZDlMUZ9lcaYVRRkWpNmMyLSb0EVFGxAxlAo5nufx+9HGsEvs/uON4ci51x+IMWUigUgQ8UERRILQAYogaof1OVGKaRD6GFouYud4ht2EA4K2F74Ajz1HG1Dr9qNDrg0cx4HneVQ1yKeoytGSIoghHBYjCtItOFLtiXpeLFoFsPsYqiVNQwSy1u2DzRzbroNHMEVYLB1WT1g9EK1mAwwch17FLlTW+2AzGxKS9ir1nfj8fNgZts7jj6qp5QFUN/qQ67LgaK03qiKbQ7CtCkEQ2ml5dwaCSAKsXn40uFcGswaR0frilEQqgkgmNc2eXEaNlVTko6zGg+rGYMTQF+ChoERMlnh6EaYy7XNsyE87+flajBwyIqKzGYJIbaiOMR4sJoNqw59atx8NHj+O1cWmcoq1KtEbVs9Ma0S0NcdlTlhNpJRArI8wVKppjI2U13uC6delVdHiOttpjmk5QhCEOiiCSBA6wEonbc7GD00JK62Loq/yUIpp86dVejD6EaI40yo7sD1U6UaG3RRj668Fs5FrUgfTpoTjOHTItSPHaYbbxyPbaYq61rTKsKC60QeeD6ak5jHEuhbSbCam2BOj1u2HxciOBAvTPhOFsH7PbNTXaVYKqfPv19I6ZNpN6FroQHVj7GdU0+jDziP+mN+CHi1UCOJUhwRiHJSVleHtt9/GmjVrcPDgQTQ2NiIvLw8DBgzABRdcgIEDB+qyn/Xr1+OSSy5RvPyUKVPwyCOPyC4XCATw0UcfYeXKldi+fTuOHz+OzMxMdOjQAePHj8e0adNgsdCFVgnUB1E7zDYXJBABSDerZvW4I5oXLpsJnfLsKK/1wmExoDjTCrlTv7LBhzq3X1Q85KeZmcYiXQscqGrwobzWC3+ADzarz7a16OsUx3HIdLCFX5bDjL4laXD7AkizGXVLa3dZjaoEYp3bL5oO2WQRRMF+pKJ6esNxHDLtJlSKpEtXNvhQXuNlRhCrGc9ZTZyoARRBEMohgaiRVatWYeHChaiqqop6fv/+/di/fz/ef/99zJw5E3fffTeMxtS7WJWXl+OGG27ATz/9FPN8eXk51q9fjzfffBN///vf0b59+yQdZfOBWjVoh2lSQymmAMik5lQgL82CvDR1E3G/ldczG8R3yXcg22mCycDhUFWw/o7jgMJ0C7KdZmQ7zWiXY4PHz8No4HSpu2vO2MwG3cWQWC9Fs5GLqfMDgAAPHBbUSoZoqgiiMMXU1sQGL+1zbdhztFG0pvb3Yw2Kr3dtc+wtetKDIJoKEoga+O6773DTTTfB6w3OEo4aNQqjR4+G3W7H1q1bsXTpUtTU1ODtt98Gx3G49957ddv3xIkTcc4550gu06pVK8nX6+rqcNVVV2Hbtm0AgNatW2PatGlo3bo1ysrK8P7772PHjh3YtWsXrrzySrzzzjvIzc3V7T20RFi3I7pHKYNZv3mKD1yJUxsDB8n6wnpPAPWe6LqrXJc53DeubY4dxVk2+E+YfERG5DmOi7s1ASGOy2qE02KI6e3XtcCBinofjtV5FUcGWbWBiSCZEcTg/ozo0cqJfccacUhQTwgonwxrlW5hTpwQBKEeEogq8Xg8WLhwYVgc3nXXXbj44ovDr59//vmYOXMmZs+ejfLycixZsgTjx4/H0KFDddl/hw4dMHbs2Li28cILL4TF4aBBg/DCCy/A6XSGX7/44otx22234eOPP8bBgwfx6KOP4vHHH49rny0dttEKDcKUwI4g0mcHSE8ykElNyyU/zRIVVerRyonfjzagQUJYCM1tTBQhTAocx6FHkQuHq9yobPDB5+eRn2ZBms2ENJsJbbJt2FVWH1V7KobHxyPA8wnPRkm2QAxhNcf3PvOp9pAgdIPyuFSydOlSHDx4EABw1llnRYnDEO3bt8eiRYvCj59++ukmOz45Kisr8eqrrwIArFYrFi9eHCUOAcBsNuOBBx5AXl4eAOCjjz7C7t27m/xYmzvUB1E7JK6DUIrpqUnr7KADZ5rViI55dmScMOqQ6nhAfd9SB5OBQ0mWDacVudC3dRqKIhq6A0BJllVkzVg8CY4iBng+JpU1WedSvPul3wBB6Af9mlTy8ccfh/++/PLLRZcbO3YsiouLAQA///xzWFQmm9WrV8PtDqZwTJw4EQUFBczlnE4nZsyYASBohvHJJ5802TE2R1jjeEqTVAZL51CbiyB0Bp2amAwcOuY5cFqxC/kn6hPtZiO6FjhFzwkaHDcf7GYjBrZLV7Rsoo1qWAI0aRHEOM5ho6HpnFcJ4lSA7igqqK2txY8//gggKKAGDBgguqzBYMCIESPCj7/88suEH58SIo/jzDPPlFx25MiRzPUIZVChvHbIpEYecjE99ciwm9A2h92vL970PKJpUZoCrEc7EymEAtRoAMxSoeoEYjUZZF18xdel858g9IRGYSrYvXs3AoHgxbRHjx6y7qS9evUK/71z505djuGzzz7DpEmT0K9fP/Tq1QtnnHEGrrjiCvz73/9GZWWl7PqRxxF5fCwi3+OuXbtoQCoFuZjqCqWYBpGcZKCf4ylJgYjjKUUQmx9KvrNaN9vZUy+Eda02U/Jc140GDm2y2RMgctD5TxD6Qr8oFfz+++/hv0tKSmSXj1wmct142LlzJ7Zv3466ujp4PB6Ul5fj66+/xuOPP46zzjoLS5cuFV03EAjgjz/+AAAYjUZZt1Oz2RxOQa2vr8eRI0d0eQ+nCqQPlcGaeKBUIXnIpObUxGDgYpq6m40cTUg1Q5REvY7V+RBI4ORsnTu6l6DDktxhYasMKwa0TVMtFC0kEAlCV8jFVAXV1dXhv7OysmSXz8zMZK6rBY7j0KNHDwwePBgdOnRAWloa6uvrsWPHDnzyySc4cuQI6uvr8de//hXHjx/H1VdfHbON+vp6+HzB2ci0tDSYTPJff2ZmJg4dOhR+D4WFhaLLjhkzRvQ1v9+fkv0g9YJ1m6cBm3YoPTcIfQwEi9bZNlTU++A70Qsj10XW/s0RlqgxGjj4I3qc+AM8Kut9yE5Q+4Y6T7RAdFqTf582Gw3IsIuPT6wmLib1liKIBKEvJBBVUF9fH/7bYpG3U7bZTs6A1dXVad5v+/bt8cknn4g2rL/llluwePHisDvpE088gUGDBqFv375Ry0Ueg9WqzEUtcrl43sOpCIkc7RiTVAOTapCLKcHCajKgeysnyms8sBg5FGYod8UkUgeWqHFZjQgEeNRERPaO1noTIhADPI8GQb9GpyX5AhEIRjI5xGbScxzgsprg9kW3CbFQDSJB6EqLE4izZ8/Ghg0bdNnWE088IduUvinIz8+XfN1isWDhwoWorKzE8uXLwfM8nn/+efzrX/9qoiMMsnr1atHXevTo0YRH0vSwBvLkYqodSjGVh2qCT21cViNcVnuyD4OIA5ZAtBg5uBymKIFY2eAFz/O6TzrWewIxAsyRAhFEIJiBY7cYUC8QsBajgemyShFEgtAX+kWpwOFwhP/2eDwSSwZpbGwM/y3sNZgIbr755vAN5Ntvv43av/AYQq0u5IhcrineQ0uCJI5CGDrHwNGlCQCy0k9ecyaN7h312l/njG/qwyEIQkdYzrMmI4dMR3S00B8APH79J4SE9Yc2k0GRs2pTwYpmWkwczMbYYySBSBD60uIiiGeffTa6deumy7aEKZ3p6Sf7FlVUVMiuH+kqGrluoigsLETbtm2xd+9eeDweHDhwAJ06dQq/7nA4YDKZ4PP5UFNTA5/PJ1uH2NTvobnCmtglJ05lMCNhp+hHd92FI/Hcm2vDj++dd2747/mXjsYPv/6Bg0cq0adbCWZM6J+MQyQIQifERI3VxMHAARGliGjw+BHgeQQC8dcJ8jwPr59PyfrDSJxWI8prBamkRgMcLOHIEI0EQWinxQnEiy++OGHbjhSMBw4ckF0+chmx+kG9ycrKwt69ewHEGuMYDAa0adMGe/bsgd/vR2lpKVq3bi26La/XG3YudTgcYUdTQhlUg0ioZe7METhwuALb9xzGtLP7oV/3k7/PTm3yseY/N6G8ohZF+RkwJ9GOniCI+BGL1nEcB4fFiNqICN/u8oZwFDEvzYxOeQ7munJ4/QH8eqgupr0FADiT7GAqhCUEzUYO6TYjbCYDGn3B95DjNNP9liB0psUJxETSsWNHGAwGBAIBbN26VdaZc/PmzeG/O3fu3BSHGBXZZEX8unTpgj179gAIHp+UQAy9RwDo1KkTXYAlYH025GJKqCUr3YHn7pol+rrDbkFbe3YTHhFBEImC4zi4rNFCMM8VNMCzmw1Rz0emmJbXeFGU4WcKKDn+OO5mikMAcNlSa0jIimj6A8FazJ5FTpRWe2DiQCZNBJEAUmu6KMVxuVzo168fgKCj548//ii6bCAQwFdffRV+fOaZZyb8+I4cOYJ9+/YBCBrXFBcXxywzYsSI8N/r1q2T3N7atSdT3UaOHKnTUZ46kD5URud2sSZMTru8SzBBEERzp022LWzKlZ9mDosiOfFX1eBTva9AgEdZDds/IRSZSyVYEdZMR1DEWkwGtM22oTjLRqZmBJEASCCqZOLEieG/X375ZdHlVq1aFU4x7du3L0pKShJ+bE899VS4nmvw4MGw22Md7saMGRNuXbFy5cpwCqmQuro6vPPOOwCCs5wTJkxI0FG3XMhoRRkFOen48zkDwo9vnH0WLObUmskmCIJIBBl2E/q3ScOAtmnoGJE2apdJ99QiECsk1slzpWaaZtvsk+3CzEYOWQ7q+UkQTQGNYFUybdo0FBUVAQDWrFmDN954I2aZvXv34r777gs/vvHGG0W3N3r0aHTt2hVdu3bF+vXrY17ft28fXnzxRdTW1opuw+v14rHHHsOyZcvCz1177bXMZbOysjB79mwAQYfSBQsWxPQ39Pl8uOuuu1BeXg4AOPfcc9GxY0fR/RNsTxVqc6Gcx26ZguXPzsXHL1yHW68Yl+zDIQiCaDKMBg5mQe9XuQhidaNPdauboyLRQwDITUvNrI1WGRZ0LXCgXY4NvYtdFC0kiCaCpulVYrVa8eCDD+Lqq6+G1+vFfffdh3Xr1mH06NGw2+3YunUr3n33XdTU1AAAZsyYgWHDhmneX319PRYvXoxnnnkGQ4YMQa9evVBSUgKn04n6+nrs3LkTn3zyCUpLS8PrzJ8/P5wKy+Kaa67BunXrsGPHDmzYsAGTJk3CjBkzUFJSgrKyMixbtgw7duwAABQVFeG2227TfPynMik4GZuycByH/j3bJPswCIIgUgKLkYORA8S6W/gDQJ0nAJdC59EAz4tGENNsRmZLiVSA4zhkOylqSBBNDQlEDQwbNgxPPvkkFi5ciOrqaqxZswZr1qyJWW7GjBm45557dNmnx+PBl19+iS+//FJ0GZfLhTvvvBPTpk2T3JbL5cKLL76IG264ARs3bsT+/fvxt7/9LWa5Tp064ZlnnkF+fmyNGBENmdQQBEEQesFxHNJsJlRKpIVWN/gUC0S3LwBhwNFpNcJuNqBNRBonQejN6tWrsXz5cmzZsgXl5eVwuVxo27Ytxo4di1mzZsHlcqXcPpctW4Y777xT8f6uv/56zJs3L97DTilIIGpk3Lhx6NOnD9566y2sWbMGBw8ehNvtRl5eHvr3749p06Zh0KBBce+nY8eO+Pe//41ffvkFmzZtwsGDB1FRUYHq6mqYzWZkZWWhW7duGD58OCZNmqT4h1ZQUIC33noLH374IVasWIEdO3agoqICGRkZ6NChA8aPH4/p06fDYknNtJPmQCrWcxAEQRDNg9bZVtQf9sPj55HrMoPjgg6mIWoafQCUOXi6Bc6lRgOH3sX6D8wJIkRdXR0WLFiAL774Iur548eP4/jx4/j555/x+uuv46mnnkLfvn2b7T5bKhyvNomdIDTQo0cPAMHWGS2Rx176DM+8/r+o53Z+fA8c5MZJEE1CyVkLY547sOahJBwJQehHgOfB80FBV17jwW/lDeHXzEYO/dukKZqMPFzlxu/HGsOPnRYjepeQQCQSg9/vx5w5c8Ju+bm5uZg+fTo6deqEqqoqrFixAj/99BMAICMjA2+99VbcXhd67jMygjh79mwMGTJEct/t27dvcV4dFEEkiARBAUSCIAgiHgwcF3ZBE6aTev08PH4eVpP8zSbUVD6EzUwehUTiePfdd8NCrVOnTnj11VeRm5sbfv2iiy7Co48+ipdffhlVVVVYtGgR0/QxFfbZo0cPjB07Nq5ja47QFYIgdIA1g0supgRBEIRe2MyGGBfPn/6owe7yBllH00YvCUSiafD7/Xj22WfDjx977LEooRZiwYIF6N69OwDghx9+iOod3hz22dKhKwRBJAiO2fyCIAiCINTDcRzTlKasxiNpZgMETWoisZpo+Eckhu+//z7cJm3QoEHo2bMnczmj0RhuuwYEe3M3p322dOgKQRAJwkARRIIgCEJH0kRcS2sa/aLr8DxPEUSiyYh02z/zzDMll418XcqlPxX32dKhGkSCSBBUg0gQBEHoicvGFogNHnGB6PXzCAgyUG0UQSQSxM6dO8N/9+rVS3LZvLw8tGrVCqWlpTh69CiOHz+O7OzslNrnm2++iRdffBGHDx9GIBAIdw8488wzMWXKFNjtdtXH2xygKwRB6AD1QSQIgiASTZrNFFOHCAANgghhJML0Ug6ARYGxDUFo4ffffw//XVJSIrt85DJ79uxJuX1u3rwZe/bsQX19PRobG1FaWoo1a9bg3nvvxejRo5l90FsCFEEkiARBfRAJgiAIPTEZOHTJt2Pb4fqo5xu9AQR4njkxKUwvtZoNdH8iJBkzZozk66tXrxZ9raamJvx3VlaW7L4yMzOZ66ohEfs0Go3o27cvBgwYgHbt2sHhcKCmpgZbtmzBp59+isrKShw/fhzXXHMNFi9ejHPPPVfTsacqJBAJQgdY91q6ARMEQRB6k+kwY0DbNPyw7+TAlgfg9gZgt8SmoNYL0k8pvZRIJPX1JycvrFar7PKRy9TV1aXEPvv3748vvvgChYWFMa9Nnz4dt956K+666y58/PHH4HkeCxcuRL9+/VBUVKTp+FMREogEQRAEQRDNCLPRALORg9d/sriw3hOAnwfsgnYYNe5ogegUMbohiBBSEcJTgbZt20q+7nK5sHjxYhw9ehQbNmyA2+3Giy++iLvvvruJjjDx0DQSQegARQsJgiCIpsQucCLdWVaPzQdr8dMfNeGoIc/zqBMIRDEnVILQA4fDEf7b7XbLLh+5jNPpbDb7NBqNuOmmm8KP//e//2naTqpCApEgCIIgCKKZYTezhZ4vwOP3ow0AglFFoYOpmBMqQehBWlpa+O+KigrZ5SsrK5nrpvo+AeD0008Pp6seOnQIDQ0NmreVapBAJAiCIAiCaGbYLeJDuOpGPyrrfah1+6Ket5oMMBtp6Eckjvbt24f/PnDggOzykct06NCh2ewTAAwGAzIyMsKPq6urNW8r1aCrBEEQBNHsyUyP7kXVt5u81TlBNGdcMqmi2w7X4Y/j0el2cusQRLx06dIl/PfmzZsllz169ChKS0sBADk5OZp6ICZrnwAQCASiRGF6errmbaUaJBAJQgeoApEgksvTd84I/20wcHjgxvOTeDQEkXhcViPSZdJFfYL80jRKLyUSzIgRI8J/f/nll5LLrl27Nvz3yJEjm9U+AWDjxo1obGwEABQWFsJut8us0XwggUgQBEE0e8YM6YrXHr0MN1w8CkufuooiiESLh+M4tM9VNyAlgxoi0QwaNAh5eXkAgA0bNuDXX39lLuf3+/Haa6+FH0+cOLFZ7TMQCOCZZ54JPx41apTmbaUiJBAJQgfIxZQgks9Zg7rgtiv/hEG92iX7UAiiSXBYjGiddbKnm9XEiWa0GA0ctbggEo7RaMS1114bfnz77bfj2LFjMcstXrwY27ZtAwD069cvKgoYybJly9C1a1d07doVs2fPTvg+f/75Z7z99tuSbqj19fW47bbb8O233wIALBYLrrrqKtHlmyPUB5EgCIIgCKKZUpJlQ4bdBJ+fR4bDBLc3gI0HamOWy7AbaTKTaBJmzJiBVatW4euvv8auXbswadIkTJ8+HZ06dUJlZSVWrlyJH3/8EUCwbu++++5LmX0eO3YMixYtwiOPPILhw4ejZ8+eaNWqFex2O2pqarB161asXLky7ITKcRweeOABlJS0rKwVEogEoQN0zyUIgiCSRZrt5HDOZjbAajLA7QtELZNpNzf1YRGnKCaTCc888wwWLFiANWvWoLy8HM8//3zMcoWFhXjyySfRuXPnlNtnfX09Pv/8c3z++eeiy+Tl5eGBBx5ocemlAAlEgiAIgiCIFgPHcUi3GVFeGy0QM+w05COaDpfLhRdeeAGrVq3C8uXLsXnzZhw7dgxOpxNt2rTBuHHjMGvWrLj6ECZin0OHDsXzzz+PTZs2YdOmTSgtLUVlZSVqampgs9mQk5ODHj16YNSoUZgwYUK4D2JLg+N5npdfjCDio0ePHgCArVu3JvlIEsMfpccx7MLF4cdtWmXhmzdvTeIREQRBEKcq1Y0+/HqoLvzYbjagb2v9BuIEQbRsyKSGIHSgTatszJ0ZLHZOc1px/w1ksU8QBEEkh3SbCYXpFgCAyaDe7ZQgiFMbiiASTUJLjyCGqKxpgMVkhMNuSfahEARBEKc4Xn8ARgMHAxXKEwShAkpIJwgdyUyjWVqCIAgiNTAbKVGMIAj10JWDIAiCIAiCIAiCAEACkSAIgiAIgiAIgjgBCUSCIAiCIAiCIAgCAAlEgiAIgiAIgiAI4gQkEAmCIAiCIAiCIAgAJBAJgiAIgiAIgiCIE5BAJAiCIAiCIAiCIACQQCQIgiAIgiAIgiBOQAKRIAiCIAiCIAiCAEACkSAIgiAIgiAIgjgBCUSCIAiCIAiCIAgCAAlEgiAIgiAIgiAI4gQcz/N8sg+CaPl07doVAGA0GpN8JARBEARBEIQYDocDP/zwQ7IPg0giFEEkCIIgCIIgCIIgAFAEkSAIgiAIgiAIgjgBRRAJgiAIgiAIgiAIACQQCYIgCIIgCIIgiBOQQCQIgiAIgiAIgiAAkEAkCIIgCIIgCIIgTkACkSAIgiAIgiAIggBAApEgCIIgCIIgCII4AQlEgiAIgiAIgiAIAgAJRIIgCIIgCIIgCOIEJBAJgiAIgiAIgiAIACQQCYIgCIIgCIIgiBOQQCQIgiAIgiAIgiAAkEAkCIIgCIIgCIIgTkACkSAIgiAIgiAIggAAmJJ9AAShF6tXr8by5cuxZcsWlJeXw+VyoW3bthg7dixmzZoFl8uV7EMk4sDv92P37t3YsmULfv31V2zZsgXbt29HY2MjAGDKlCl45JFHVG1z3759WLJkCdatW4fS0lIEAgHk5+dj2LBhmDFjBrp37654Wx6PB0uXLsWnn36KPXv2oLKyEtnZ2ejWrRvOOeccnHfeeTAYaE6uKamtrcXXX3+N9evXY+vWrdi7dy9qampgtVqRn5+P3r1749xzz8WIESPAcZyibdI507LZtGkTNm/ejM2bN2PXrl2oqKhARUUFvF4v0tPT0bFjRwwePBhTpkxBcXGxom2WlZXh7bffxpo1a3Dw4EE0NjYiLy8PAwYMwAUXXICBAwcqPr5AIICPPvoIK1euxPbt23H8+HFkZmaiQ4cOGD9+PKZNmwaLxaL17RMJ4I477sD7778ffnz99ddj3rx5suvRtYZIJhzP83yyD4Ig4qGurg4LFizAF198IbpMq1at8NRTT6Fv375Nd2CErsybNw+fffaZ6OtqBeLbb7+Nhx56KCwwhRiNRlx77bW4/vrrZbe1e/du3HDDDfjtt99El+nfvz+eeeYZ5ObmKj5GQjv/+c9/8OSTT8LtdssuO2DAADz++OMoKiqSXI7OmZbP6aefjvr6etnlLBYLrr/+esyZM0dyuVWrVmHhwoWoqqoSXWbmzJm4++67YTQaJbdVXl6OG264AT/99JPoMp07d8bf//53tG/fXvoNEE3C2rVrcfXVV0c9p0Qg0rWGSDYkEIlmjd/vx5w5c7Bu3ToAQG5uLqZPn45OnTqhqqoKK1asCN9MMzIy8NZbb6Fjx47JPGRCI9deey1Wr14dfpyZmYnMzEzs3bsXgDqBuHz5ctx2220AAIPBgIkTJ2Lo0KEwmUz46aef8P7778Pj8QAAbrnllpgbfCRlZWWYOXMmDh06BADo2rUrpkyZgvz8fOzfvx9Lly7F/v37AQA9e/bE66+/DofDofr9E+pYtGgR3n77bQBAQUEBhg0bhp49eyInJwdutxsbN27Ehx9+GBYDJSUleOedd5CTk8PcHp0zpwann3467HY7evfuja5du6KkpARpaWnw+Xw4ePAg/ve//0UJtHnz5okO0r/77jv85S9/gdfrBQCMGjUKo0ePht1ux9atW7F06VLU1NQAAGbNmoV7771X9Ljq6upw0UUXYdu2bQCA1q1bY9q0aWjdujXKysrw/vvvY8eOHQCA4uJivPPOOzTYTzK1tbU499xzUVpaCofDEb7WyAlEutYQKQFPEM2Yt956i+/SpQvfpUsXfuLEiXx5eXnMMo888kh4mQsvvDAJR0nowT/+8Q9+8eLF/CeffML/8ccfPM/z/HvvvRf+bm+//XZF2zl27Bjfr18/vkuXLny3bt34VatWxSzz888/83369OG7dOnC9+jRg9+9e7fo9ubPnx8+hvnz5/Nerzfq9draWv7iiy8OL/Pkk08qf9OEZhYtWsRfccUV/FdffcX7/X7mMgcOHODPPvvs8Hdzxx13MJejc+bUYceOHXwgEJBc5v333+e7du0a/q4PHz4cs4zb7ebPOuus8Hf42muvxSyzZ88efvjw4eFlvvnmG9F9Ll68OLzcxRdfzNfW1ka97vF4+Jtuuim8zIIFCxS+YyJR3HXXXXyXLl34kSNH8g8//HD4u3nmmWdE16FrDZEqUMIx0Wzx+/149tlnw48fe+wx5ozpggULwrn6P/zwA7766qsmO0ZCP+bOnYtbbrkF48ePR+vWrTVv56WXXkJtbS0A4KKLLsKYMWNilunbty9uvPFGAIDP58Nzzz3H3NZvv/2Gjz/+GACQl5eH+++/HyZTdGm30+nE4sWLYbVaAQCvvPIKqqurNR8/oYz58+fjpZdewvDhw0Vra4qLi/HUU0+FH3/yySdoaGiIWY7OmVOHLl26yNajTp48GaNGjQIQ/K5DGSyRLF26FAcPHgQAnHXWWbj44otjlmnfvj0WLVoUfvz0008z91dZWYlXX30VAGC1WrF48WI4nc6oZcxmMx544AHk5eUBAD766CPs3r1b8n0QiePbb7/FO++8AwC4++67Y74vMehaQ6QKJBCJZsv333+P8vJyAMCgQYPQs2dP5nJGoxGzZ88OP165cmWTHB+RmnzyySfhvy+99FLR5aZPnx5Otfniiy+YtSAff/wx+BNZ+jNnzhQdBBQUFGDChAkAgIaGhqhUWSIxZGZmKlquW7du4Xqthv/f3p0HRV3/cRx/AWJqIBkJeGEqR9HkkUpqWYPITNkx00WN3TVjaWLjraiTRqVTliV2TDYdNiqV41HSJeZkWZEnkhqaqKCuqKCoiO6y7O8P2O9vYS9QkUWejxlnPsv3/f3sx93PfHff+/1+35/ych04cMAphjmD2qKjo4328ePHnbbbv5hL0rPPPuu2n6FDhxrFbrZu3WoklY7Wrl1r3Es7bNgwhYeHu+zr6quvVnJysiTJZrPVmLe4fMrLyzVjxgzZbDYNGzZMCQkJdd6XYw18BQkimqz169cb7TvuuMNjrON2x/3QvPz333/GF7AePXp4PBMZFBSkvn37SpLOnj2rv//+2ynGcS7deeedHp/bcTtz0Lc4VjiuXdSGOQNXHH9IqH3lypkzZ7R582ZJVUlbv3793Pbj7++vwYMHG49dvc/1+axjzjS+t99+W4WFhbrmmms0bdq0Ou/HsQa+hAQRTdbu3buN9s033+wxtn379urQoYOkql97S0pKGnRs8E31mTO1Yxz3lap+obdXhQsICPBactxTX2g8ZrPZKHQkyamSKXMGtf3yyy/KysqSVHXJp/1yU7u9e/eqsrJSkhQXF+e1Oqm397k+c9Dx+fbs2WOcQcLlsWXLFi1evFiSNGnSpHoVCuJYA1/COohosvbt22e0O3fu7DW+c+fOMplMkqT8/Hxde+21DTY2+Kb8/HyjXdc5Y+c43yTJZDIZ96tFREQoMDDQY18REREKCAiQ1WrVgQMHZLPZ6rz2HhrO6tWrjUqSN910k3EPlx1zpvnauHGjsTyF2WzWkSNHtGHDBuM+9hYtWmjWrFlOScCFfDa52leqWvewoKBAUtUXffsPne4EBgYqPDxchw8f1tmzZ1VUVKSIiAivY8DFO3/+vFJTU1VZWamBAwfqoYceqtf+HGvgS0gQ0WTZv9RJUrt27bzGO96T5Lgvmo9LOWccb+Svy/1ugYGBCgoKUmlpqSwWi86ePVvnwgVoGCUlJZo7d67xeOTIkU4xzJnm66233lJOTo7T3/38/NS/f3+NGTPG5SL3ju9zfedM7QIhZ8+eVUVFhSQpODjYqciIu/7syxqcOnWKBPEyee+997Rv3z61atVKr776ar3351gDX8IlpmiyHBcztlfg8sQxpqysrEHGBN9W3znTqlUro117ztS3r9pxzMHGZTablZKSouLiYklVxUKSkpKc4pgzqC08PFy33Xabunbt6nK74/vcsmVLr/15mjOOj5kzvmv79u36/PPPJVWtjRkZGVnvPjjWwJeQIAIAmpXKykqlpqZq06ZNkqTIyEi98cYbjTwq+Jqvv/5aeXl5ysvL09atW7Vq1SqNGTNGZWVlmjdvnu677z798ccfjT1MNDKz2axp06bJarXqpptu8li1FmgqSBDRZNlLPEvOlQddcYzh0onmqb5zxrF0eO05U9++ascxBxuHzWbTK6+8ou+++05SVVGazz77TCEhIS7jmTOQqt67G264QS+99JJWrFihsLAwnTx5UiNGjFBeXp5TrJ3ZbPbat6c54/iYOeObPvzwQ+3evVsBAQFKS0vzWpTIHY418CUkiGiygoODjfaJEye8xp88edLlvmg+LuWcadu2rcs4dyoqKowFkAMDA2t8gOPysNlsmjlzprGAdUREhL744guPBSGYM6itS5cuGj9+vCTJYrHoo48+qrHd8X2u75xx3Feq+qJvv+/w9OnTxv2IF9ofLq1///1XCxculCQ988wzbtdjrguONfAlFKlBk9WtWzcdPHhQknTw4EGvVb/ssZLUvXv3Bh0bfJPj++44H9xxjLEvpm7XoUMHtW7dWuXl5Tpy5IgsFovHSnEmk0lWq1WS1LVrVyrEXWY2m02zZs1SRkaGpKr7yBYtWuT1XiHmDFxxXI+w9hp0ju/7xc4Zf39/RUZGKj8/X1arVSaTyeP6eBaLRUVFRZKqksvw8HCvz48Lt3z5clksFvn7+yswMFAffPCBy7iNGzfWaNvjunXrZixSz7EGvoQEEU1WTEyMfvvtN0lSbm6uBgwY4Db2+PHjxhIXoaGhLHHRTMXExBjt3Nxcr/GOMdHR0TW2+fn5KSoqSrm5ubJardq1a5d69ux5QX2hYdmTw6VLl0qSwsLCtGjRIrdFRhwxZ+BKUFCQ0bYvhWHXo0cP+fv7q7KyUjt37pTVavV42aG39zkmJsZYAiE3N9djgmh/PkmKiorii34Ds68zWVlZ6XQm2Z3s7GxlZ2dLkhITE40EkWMNfAmXmKLJGjx4sNFev369x9hff/3VaN95550NNib4tqioKGMh9L1793r8lbasrEybN2+WJLVu3Vrx8fFOMcxB31c7OWzfvr0WLVqk66+/vk77M2fgyv79+4127R8cg4KCdMstt0iqOSdcqaysNNZVlGqembRznDP2H0XdYc40XRxr4EtIENFkxcfHG4ta//3339qxY4fLOKvVqi+//NJ4PGzYsMsyPvgm+6+1koyy5K58/fXXRqnwIUOGqHXr1k4xjnMpIyOjRmlxR0VFRfrhhx8kVZUmT0xMvJCh4wK8+uqrTslh7cuxvGHOoDb7pcqSjGTQkeP7/Omnn7rtJysry0gEevfu7fJWicTERGMJgszMTOMS0trKysqM+2v9/PxqzFs0jGnTphmVbj39Gz16tLHP6NGjjb/XviSVYw18BQkimqyAgACNGjXKeDx58mRjTTNHc+fO1a5duyRVfZA7/qqG5uf55583KrQtXrxYa9eudYrJycnRe++9J0lq0aKFXnrpJZd9RUdHGx/ox44d04wZM5yKSJSVlWnChAlGhbhnnnmGwhGXSVpampYsWSLp/8nhhdx/zJxpHpYuXaq//vrLuGzQFavVqo8//tiYV5I0fPhwp7iHH37YOBu0bt06LV682Clm//79NRZUf/nll10+Z7t27fTkk09Kqqo0OWHCBKd16ioqKjRjxgwdO3ZMknTvvfeqR48ebv8f8E0ca+Ar/GyejoSAj6uoqNCIESO0YcMGSVVfAh955BFFRUXp5MmTyszMNC7DaNu2rZYsWcL19U1UYWGhli1bVuNveXl5WrdunSQpNjZWCQkJNbYPGDBAAwcOdOprxYoVmjJliqSqIhDDhg3TbbfdJn9/f23ZskUrV640PjDHjh2rF1980e24ioqKlJycrCNHjhjjePDBBxUWFqbCwkJ98803KiwslCTdeOONWrx4MSXEL4N58+YZ9wT5+flp3LhxdUoO4+LijC/2jpgzV74pU6ZoxYoV6tChgwYNGqSYmBiFhoYqMDBQp0+f1u7du7V27VodOnTI2OeFF17QuHHjXPb3xx9/aMSIEbJYLJKkhIQE42zPzp079c033+j06dOSpOTkZKWlpbkd25kzZzR8+HBjSY0uXbooOTlZnTt31tGjR7V8+XJjW8eOHfXVV18pLCzskrwuuHjp6elasGCBpKoziCkpKW5jOdbAF5Agosk7c+aMJkyYYCQKrkRERGjevHkuLwVC05Cdna2nnnqqXvt4+iBesmSJ5syZ43aNqICAAL344osaM2aM1+f577//lJKSYhSScKVPnz5KT083LotGw3ryySedqkvWxezZs/Xggw+63MacubLZE8S6CA4O1rhx41yePXS0Zs0apaam6tSpU25jkpOTNXPmTK/r5xUVFWnMmDHatm2b25ioqCjNnz+fs4c+pj4JosSxBo2PKqZo8oKCgvTRRx8pKytLq1atUm5uroqLi3X11VcrMjJSSUlJeuyxx1j7EDUMHz5cgwYNUkZGhn777TeZTCbZbDaFhYVpwIABevTRRxUXF1envqKiorRy5UotW7ZMP/74o/Lz81VaWqp27dopNjZW9957r+6//375+3NVf1PGnLmyTZ8+XYmJidq4caN27dqlgoICnThxQhUVFWrTpo1CQ0MVGxurwYMH66677qrTZ0pSUpJ69eqlpUuXat26dTp06JDOnz+v9u3bq2/fvnr44YddFhhxJTw8XEuXLtW3336r1atXKy8vTydOnFBISIi6d++uu+66S4888ohatmx5sS8FGhnHGjQ2ziACAAAAACRRpAYAAAAAUI0EEQAAAAAgiQQRAAAAAFCNBBEAAAAAIIkEEQAAAABQjQQRAAAAACCJBBEAAAAAUI0EEQAAAAAgiQQRAAAAAFCNBBEAAAAAIIkEEQDQzKSnpys2NlaxsbFKT09v7OEAAOBTWjT2AAAAcOXgwYNKTEy8pH2OHj36kvYHAMCVhjOIAAAAAABJnEEEAPiooKAgPf744x5jtm/frtzcXElSWFiYkpKSPMb37NlT27dvv2RjBADgSuNns9lsjT0IAAAuRHp6uhYsWCBJio+P15dfftnIIwIAoGnjElMAAAAAgCQSRAAAAABANe5BBAA0K46XpY4ePVopKSlOMcuXL9fUqVMlSQ888IDmzJmjyspKZWZmatWqVdqzZ4+Ki4vVtm1b9e3bV88995z69OlTow+z2azvv/9eK1as0P79+1VSUqLQ0FDdeuutGjFihHr06FHnMVssFmVmZmrdunX6559/VFJSIpvNpmuvvVa9e/fW3XffraFDh8rPz+8iXhkAAEgQAQDwqqSkRGPHjtVff/1V4+/FxcX6+eeftWbNGr3++ut66KGHJEkHDhzQyJEjtXfv3hrxJpNJK1euVGZmpt59910NHTrU63NnZ2dr+vTpKigocNp26NAhHTp0SJmZmerdu7fmz5+v8PDwi/ifAgCaOxJEAAA8qKioUEpKijZt2qSrrrpK/fv3V8eOHVVaWqo///xTp06dks1m0/Tp09W1a1d169ZNTz/9tEwmk4KCgtS/f3+1b99ex48f159//qny8nJZLBaNHz9eq1evVpcuXdw+9w8//KCJEyfKYrFIklq1aqVevXqpU6dO8vf31/79+7Vt2zZVVFRo27ZtevTRR7Vs2TJdd911l+vlAQBcYUgQAQDw4KeffpLZbFZiYqLS0tIUGhpqbCstLdWoUaO0adMmVVZWav78+QoODpbJZNJjjz2miRMnKigoyIg/cuSInnvuOe3du1fnzp3TBx98oNmzZ7t83j179mjKlCmyWCzy8/PTs88+q5EjR6pt27Y14goLCzV58mRt3rxZJpNJU6dO1cKFCxvmxQAAXPEoUgMAgAdms1nx8fFKT0+vkRxKUkhIiN58800FBARIqrocNCsrSw888IBmzZpVIzmUpIiICKWlpRmPf/rpJ1VUVLh83tdee03nzp2TJE2ZMkWTJ092Sg4lqUuXLvrkk08UFRUlSVq/fr1ycnIu/D8MAGjWSBABAPAiNTXVSAJr69SpU40CNS1bttTEiRPd9tW3b1916NBBklRWVqb8/HynmH///de43zEuLk5PP/20x/G1adNGo0aNMh5/9913HuMBAHCHBBEAAA8iIyN14403eoyJiYkx2v369XM601hbdHS00T548KDT9l9//dVo33PPPXWqTjpgwACjvXnzZq/xAAC4wj2IAAB44JjMueN46af9Uk9PQkJCjPaZM2ectm/dutVoZ2dn6/Dhw177tNlsRttkMnmNBwDAFRJEAAA8CA4O9hrTosX/P07rG+/qHsSjR48a7fXr13vtr7ZTp07Vex8AACQuMQUAwKP6Lj5/KRard3VWsT6sVutFjwEA0DxxBhEAAB/TunVro71gwQIlJSU14mgAAM0JZxABAPAxjgvdHzt2rBFHAgBobkgQAQDwMT179jTaW7ZsacSRAACaGxJEAAB8TEJCgtFes2aNjh8/3oijAQA0JySIAAD4mJ49eyo+Pl6SdO7cOU2aNElms7lO+5rNZpWWljbk8AAAVzASRAAAfNCMGTPUpk0bSdKGDRv0xBNPKCcnx238vn379P7772vIkCFclgoAuGBUMQUAwAfFxMTonXfe0dixY1VeXq6cnBwlJycrMjJScXFxCgkJkdlsVnFxsfLy8lRUVNTYQwYAXAFIEAEA8FEJCQnKyMhQamqqduzYIUkqKChQQUGB2306deqkiIiIyzVEAMAVhgQRAAAfdsMNN2j58uX6/ffflZWVpS1btujo0aM6ffq0WrZsqXbt2qlbt27q1auXbr/9dvXp00d+fn6NPWwAQBPlZ7PZbI09CAAAAABA46NIDQAAAABAEgkiAAAAAKAaCSIAAAAAQBIJIgAAAACgGgkiAAAAAEASCSIAAAAAoBoJIgAAAABAEgkiAAAAAKAaCSIAAAAAQBIJIgAAAACgGgkiAAAAAEASCSIAAAAAoBoJIgAAAABAEgkiAAAAAKAaCSIAAAAAQBIJIgAAAACg2v8AgjBJXqC0UaMAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "log_returns = (F[1:] - F[:-1]) / (F[:-1]**beta) / dt**0.5\n", - "fig, ax = plt.subplots(figsize = (8, 5), dpi=100, facecolor = \"w\")\n", - "ax.plot(log_returns, label='Log Returns')\n", - "ax2 = ax.twinx()\n", - "ax2.plot(V, color = palette[1], label='Volatility')\n", - "\n", - "ax.set_ylabel(\"Log Returns\")\n", - "ax2.set_ylabel(\"Vol\")\n", - "ax.set_xlabel(\"Time\")\n", - "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", - "sns.despine()\n", - "plt.show();" - ] - }, - { - "cell_type": "markdown", - "id": "ee913293-538f-406d-b1c9-ee33ee4976f0", - "metadata": {}, - "source": [ - "## Learning A Volatility Model\n", - "\n", - "While we show the volatility in the plot above, we do not typically get to observe this path directly. Therefore the first step in the Volt modeling pipeline is to learn a model of the historic volatility. For this we rely on [GCPV](https://arxiv.org/abs/1006.1350).\n", - "\n", - "First specify the train and test domains" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "468e0fa2", - "metadata": {}, - "outputs": [], - "source": [ - "full_x = torch.FloatTensor(np.linspace(0, T, steps-1)) + dt\n", - "full_y = torch.FloatTensor(log_returns)\n", - "\n", - "train_x = full_x\n", - "train_y = full_y" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "59518eac-2240-4a8d-9ac7-c6ec42ef7a6b", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/greg_b/Volt/voltron/models/single_task_variational_gp.py:224: UserWarning: The use of `x.T` on tensors of dimension other than 2 to reverse their shape is deprecated and it will throw an error in a future release. Consider `x.mT` to transpose batches of matricesor `x.permute(*torch.arange(x.ndim - 1, -1, -1))` to reverse the dimensions of a tensor. (Triggered internally at /opt/conda/conda-bld/pytorch_1646755903507/work/aten/src/ATen/native/TensorShape.cpp:2318.)\n", - " (0.5 * y.pow(-2.0) * (f * 2.0).exp()).T\n", - "/home/greg_b/miniconda3/envs/rpp/lib/python3.8/site-packages/torch/functional.py:568: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /opt/conda/conda-bld/pytorch_1646755903507/work/aten/src/ATen/native/TensorShape.cpp:2228.)\n", - " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n", - "/home/greg_b/miniconda3/envs/rpp/lib/python3.8/site-packages/gpytorch/lazy/triangular_lazy_tensor.py:130: UserWarning: torch.triangular_solve is deprecated in favor of torch.linalg.solve_triangularand will be removed in a future PyTorch release.\n", - "torch.linalg.solve_triangular has its arguments reversed and does not return a copy of one of the inputs.\n", - "X = torch.triangular_solve(B, A).solution\n", - "should be replaced with\n", - "X = torch.linalg.solve_triangular(A, B). (Triggered internally at /opt/conda/conda-bld/pytorch_1646755903507/work/aten/src/ATen/native/BatchLinearAlgebra.cpp:1672.)\n", - " res = torch.triangular_solve(right_tensor, self.evaluate(), upper=self.upper).solution\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iter 1/500 - Loss: 12.325\n", - "Iter 51/500 - Loss: -0.461\n", - "Iter 101/500 - Loss: -0.561\n", - "Iter 151/500 - Loss: -0.579\n", - "Iter 201/500 - Loss: -0.581\n", - "Iter 251/500 - Loss: -0.581\n", - "Iter 301/500 - Loss: -0.580\n", - "Iter 351/500 - Loss: -0.581\n", - "Iter 401/500 - Loss: -0.581\n", - "Iter 451/500 - Loss: -0.581\n" - ] - } - ], - "source": [ - "likelihood = VolatilityGaussianLikelihood(param=\"exp\")\n", - "# likelihood.raw_a.data -= 4.\n", - "covar_module = BMKernel()\n", - "model = SingleTaskVariationalGP(\n", - " init_points=train_x.view(-1,1), likelihood=likelihood, use_piv_chol_init=False,\n", - " mean_module = gpytorch.means.ConstantMean(), covar_module=covar_module, \n", - " learn_inducing_locations=False, use_whitened_var_strat=False\n", - ")\n", - "model.initialize_variational_parameters(likelihood, train_x, y=train_y)\n", - "\n", - "training_iterations = 500\n", - "\n", - "model.train()\n", - "likelihood.train()\n", - "optimizer = torch.optim.Adam([\n", - " {\"params\": model.parameters()}, \n", - " # {\"params\": likelihood.parameters(), \"lr\": 0.1}\n", - "], lr=0.01)\n", - "mll = gpytorch.mlls.VariationalELBO(likelihood, model, train_y.numel(), combine_terms = True)\n", - "\n", - "print_every = 50\n", - "for i in range(training_iterations):\n", - " # Zero backpropped gradients from previous iteration\n", - " optimizer.zero_grad()\n", - " # Get predictive output\n", - " with gpytorch.settings.num_gauss_hermite_locs(75):\n", - " output = model(train_x)\n", - " # Calc loss and backprop gradients\n", - " loss = -mll(output, train_y)\n", - " loss.backward()\n", - " if i % print_every == 0:\n", - " print('Iter %d/%d - Loss: %.3f' % (i + 1, training_iterations, loss.item()))\n", - " optimizer.step()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "1e15ba9e-4d2f-4d64-9e22-65c2944d1683", - "metadata": {}, - "outputs": [], - "source": [ - "model.eval();\n", - "likelihood.eval();\n", - "predictive = model(full_x)\n", - "pred_scale = likelihood(predictive, return_gaussian=False).scale.mean(0).detach()" - ] - }, - { - "cell_type": "markdown", - "id": "4de0e5b9", - "metadata": {}, - "source": [ - "## Now Train the Volt Model\n", - "\n", - "Given the GCPV volatility path we can now train a GP over the historic volatility, and then learn the final Volt model to forecast with." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ef13c254-6ab1-4133-b9a5-f29d45aedd20", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "vmod, vlh = TrainVolModel(train_x, pred_scale, train_iters=500, printing=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "18feab33-3f3d-4bc7-9417-54bef6e221ea", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "dmod, dlh = TrainDataModel(train_x, torch.FloatTensor(F)[1:], vmod, vlh, pred_scale)" - ] - }, - { - "cell_type": "markdown", - "id": "91af0297-6307-45dc-be37-a703b07c3b16", - "metadata": {}, - "source": [ - "## Sampling" - ] - }, - { - "cell_type": "markdown", - "id": "81ff54fb-b125-4ab0-add1-8cb13bf0c744", - "metadata": {}, - "source": [ - "We now have a trained data model which is the main Volt class. To forecast we specify how many volatility paths we want to draw, `nvol`, and how many price paths we want to draw for each volatility path, `npx`. Then we simply loop through and draw the corresponding samples using the `GeneratePrediction` method." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "e14743ca", - "metadata": {}, - "outputs": [], - "source": [ - "dmod.eval();\n", - "dlh.eval();\n", - "dmod.vol_model.eval();\n", - "\n", - "nvol = 8\n", - "npx = 1\n", - "px_paths = torch.zeros(npx*nvol, test_x.shape[0])\n", - "vol_paths = torch.zeros(nvol, test_x.shape[0])\n", - "\n", - "for vidx in range(nvol):\n", - "# print(vidx)\n", - " vol_pred = dmod.vol_model(test_x).sample().exp()\n", - " vol_paths[vidx, :] = vol_pred.detach()\n", - " \n", - " px_pred = dmod.GeneratePrediction(test_x, vol_pred, npx).exp()\n", - " px_paths[vidx*npx:(vidx*npx + npx), :] = px_pred.detach().T" - ] - }, - { - "cell_type": "markdown", - "id": "ae84ab49-1e70-4922-a035-c607a5bbf551", - "metadata": {}, - "source": [ - "## Put It All Together\n", - "\n", - "Below we plot the full hierarchy - the learned volatility path, the predicted volatility paths into the future, and the predicted paths conditioned on the predicted volatility paths." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "e5ac3139", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def FormatAx(ax):\n", - " ax.set_xlim(0, test_x.max())\n", - "# ax.axvline(train_time.max(), ls=\"--\", c='k', lw=0.5)\n", - "\n", - "fig, ax = plt.subplots(3, 1, figsize = (8, 10), dpi=100, facecolor = \"w\")\n", - "plt.subplots_adjust(hspace=0.3)\n", - "\n", - "## vol & log return plot ##\n", - "ax[0].plot(train_x, F[1:], label='Data', alpha=0.8)\n", - "ax2 = ax[0].twinx()\n", - "ax2.plot(train_x, V[1:], color = palette[1], label='Volatility')\n", - "ax[0].set_ylabel(\"Y\")\n", - "ax2.set_ylabel(\"Vol\")\n", - "# ax[0].legend(bbox_to_anchor=(0.9, 0.9))\n", - "\n", - "custom_lines = [Line2D([0], [0], color=palette[0], lw=2., alpha=0.8,label=\"Data\"),\n", - " Line2D([0], [0], color=palette[1], lw=2., label=\"Volatility\")]\n", - "\n", - "ax[0].legend(handles=custom_lines,loc=\"upper right\", bbox_to_anchor=(1.07, 1.), \n", - " frameon=False, fontsize=18)\n", - "\n", - "\n", - "## Vol and Forecast Plot ##\n", - "ax[1].plot(train_x, V[1:], color = palette[1], alpha=0.75, label=\"True Vol.\")\n", - "ax[1].plot(train_x, pred_scale, color = palette[-2], label = \"Learned Vol.\")\n", - "ax[1].plot(test_x, vol_paths[0, :].T, color=palette[-1], alpha=0.5, label=\"Predicted Vol.\")\n", - "ax[1].plot(test_x, vol_paths[1:, :].T, color=palette[-1], alpha=0.5)\n", - "ax[1].set_ylabel(\"Vol\")\n", - "ax[1].legend(loc=\"upper right\", bbox_to_anchor=(0.8, 1.1), frameon=False, fontsize=18)\n", - "\n", - "## Price and Forecast Plot ##\n", - "ax[2].plot(train_x, F[1:], color=palette[0], alpha=0.8, label=\"Data\")\n", - "ax[2].plot(test_x, px_paths[1:10, :].T, color=palette[2], alpha=0.7)\n", - "ax[2].plot(test_x, px_paths[0, :].T, color=palette[2], alpha=0.7, label=\"Predictions\")\n", - "ax[2].set_ylabel(\"Y\")\n", - "ax[2].set_xlabel(\"X\")\n", - "ax[2].legend(loc=\"upper right\", bbox_to_anchor=(0.5, 1.1), frameon=False, fontsize=18)\n", - "## General Adjustments ##\n", - "FormatAx(ax[0])\n", - "FormatAx(ax[1])\n", - "FormatAx(ax[2])\n", - "\n", - "sns.despine()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "4d418848-07d0-46c5-9c32-22c3eb38c847", - "metadata": {}, - "source": [ - "## Note:\n", - "\n", - "There are some helpful utilities for training and forecasting that are used in the experimental code - we encourage you to play around with these utilities and try out Volt on new problems!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bb96e213-4560-45c5-b77c-21f130597f7b", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.8" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/.ipynb_checkpoints/Example-checkpoint.ipynb b/example.ipynb similarity index 100% rename from .ipynb_checkpoints/Example-checkpoint.ipynb rename to example.ipynb diff --git a/log-ret-vol.pdf b/log-ret-vol.pdf deleted file mode 100644 index b23d5f2..0000000 Binary files a/log-ret-vol.pdf and /dev/null differ