{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "基于TFF的FedAvg算法的实现.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyOnxiKBGZiv8ZclkgA0zwGT",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2nAkjeXzR-Xt"
},
"source": [
"本实验根据[TensorFlow Federated(TFF)官方教程](https://www.tensorflow.org/federated/tutorials/custom_federated_algorithms_2)以及提出了FederatedAveragin(FedAvg)算法的论文《Communication-Efficient Learning of Deep Networks from Decentralized Data》模拟实现了FedAvg算法。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jQGR_xwoGs75"
},
"source": [
"## 配置环境"
]
},
{
"cell_type": "code",
"metadata": {
"id": "ENJDKJZY_tP1",
"outputId": "f3be7b7e-9206-4142-a22a-107aee7b211e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 105
}
},
"source": [
"!pip install --quiet --upgrade tensorflow_federated\n",
"%load_ext tensorboard"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[K |████████████████████████████████| 460kB 3.5MB/s \n",
"\u001b[K |████████████████████████████████| 174kB 11.0MB/s \n",
"\u001b[K |████████████████████████████████| 296kB 16.3MB/s \n",
"\u001b[K |████████████████████████████████| 92kB 8.4MB/s \n",
"\u001b[K |████████████████████████████████| 1.0MB 17.8MB/s \n",
"\u001b[?25h"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9nF1JbrsGnlI"
},
"source": [
"import collections\n",
"\n",
"import numpy as np\n",
"import tensorflow as tf\n",
"import tensorflow_federated as tff\n",
"\n",
"tf.compat.v1.enable_v2_behavior()\n",
"\n",
"# TODO(b/148678573,b/148685415): must use the ReferenceExecutor because it\n",
"# supports unbounded references and tff.sequence_* intrinsics.\n",
"tff.framework.set_default_executor(tff.test.ReferenceExecutor())"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "lkzfRbGdGp8d",
"outputId": "91ba0057-8072-480b-d708-26a7eec406c9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"@tff.federated_computation\n",
"def hello_world():\n",
" return 'Hello, World!'\n",
"\n",
"hello_world()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'Hello, World!'"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PZQVhV4RGxUz"
},
"source": [
"## 准备联邦数据集"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eD-BVAgFWbNS"
},
"source": [
"说明:\n",
"`@tff.tf_computation(MODEL_TYPE, BATCH_TYPE)`标注的代码包含了服务器端和客户端的操作,是一种抽象。在实际开发中应自己实现\n",
"\n",
"\n",
"![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAmgAAAJCCAYAAAB02DsZAAAgAElEQVR4AeydBVhU2fvHJW1R7A7sDhRb7G6xWzHWjl11zXXtVjCwu1CxGzswUAREUbq7a4a5+/k/AzMwwIDiwq77+1+eZ5653Ln3nPd8z7nnfO9bJw/in4iAiICIgIiAiICIgIiAiMBPhUCen0oaURgRAREBEQERAREBEQERAREBRIImDgIRAREBEQERAREBEQERgZ8MAZGg/WQdIoojIiAiICIgIiAiICIgIiASNHEMiAiICIgIiAiICIgIiAj8ZAiIBO0n6xBRHBEBEQERAREBEQERAREBkaCJY0BEQERAREBEQERAREBE4CdDQCRoP1mHiOKICIgIiAiICIgIiAiICIgETRwDIgIiAiICIgIiAiICIgI/GQIiQfvJOkQUR0RAREBEQERAREBEQERAJGjiGBAREBEQERAREBEQERAR+MkQEAnaT9YhojgiAiICIgIiAiICIgIiAjlG0AwNDdHS0iJPnjziR8RAHAPiGBDHgDgGxDEgjgFxDCjGwNixY3Fzc8sW68wxgtaiRQu0tbXR0NAQPyIG4hgQx4A4BsQxII4BcQyIY0AxBsaPH4+7u/u/Q9CyVat4sYiAiICIgIiAiICIgIiAiECmCOSYBi3TGsQfRAREBEQERAREBEQERAREBLKFgEjQsgWXeLGIgIiAiICIgIiAiICIQO4jIBK03MdYrEFEQERAREBEQERAREBEIFsI/AMELRbfLx6ESWQI2RLtP3JxXBAun90Ijk1E+Os/IvPfEFOIDSIoQorsf7Iz/wYw4q0iAiICIgIiAiICOYhArhM0mbsFg6o1Zc5VbyIlWTEYKXYWE+jUpC41a9SghvxTuzfrngURnZiDLc7BomSelvzSvCwFdbQo0mA6576EE/8dxCXR/iCmXQ2pV0vRzhq16Lj0Dr4RkhyULmeLivV4zJHlI2lZsSR9dnwiMDqrvszZusXSRAREBEQEMkNACHvHRfNNrF62jGXZ+Kw4aI17SAh+jtac3DQXk/Y9WGDpiE/MPzm3SbE/Oo9h3YyoV6U0xYoWoUgRPUpWqk3Dpi3pv+IyTv6xpEgkhPNggwmGFQqTP18BChXWo3TVhgzb+gjXEGlmEH3neYH4wE88uWDOssm9Meq9hMsOPsSlVC7l04kZGNeuTrv557D3U5HrO2sQL8seArlM0BJx2NSFskXyUcbkMM7h8d/QosVhu7YjZQvpoCHPHaJdn3n3/Ij8u+Mue5h859UyXMz7UlFPN1lWjSL03fuV4NiU0awoJ4a3+1ew71kgUSoENdHDgiFVipFXQ543TptqUy7hHpaQ+iB+pxS5e1ksns+Ps2pMGyrr5UVTLqtGPrpv+x8gaNI4YqIjiYiKJj5R+Mlwz91e/SdLl8bHEB0ZQVRUPFLhLxHnfxJ8tXUJeNzby5o/D/HIK5T49NOV2nt+7pOyrxaMblSOgnmLU8OoG4NGT8B06lRGd6pFSflaolWO5v1HMN7UlIljTOhhWBX9AtrkbfU7V6yOsuv3wTQsUxgdHQPGH3uP9z9K0JTYCgSd/wWjqnro1JzAsbdeZCqG5AO7hreiVY8pbLlmT2CMNEeeKyHoDVb7NzGjWx1KF9JGu940zr73ViFo4Vxb2J4axbQoZLySB5+CkCnFF79zBYHcJWhxT1liVJKCWnnQKNyJTbbBxH6jR2MtJ1KlWL7/AEGDiOszaVSyAFp58qChU5fZN3xIqwQTCLm/mHblDRh9zI3Q1FcRSLjF7AalKKj5cxK0uHeHmTe8L7379aBp+ULkTZLzBwiaTIYsMZHE7/jIZP/QaiHz5tjY+pQtrIOmTjUmn/9K8P/CSpUrU8SPFyr4nGBik4ro6WihU3UCp50CyPD+IgjpxocMmUjkfhz0b94p4c3G3tSpY8Kutx5EfIfG/5tF/ssXSB3MMGlixOhdT3GLUJpbZLgcHEPj8gXR0G3DsgfOBCnXHiGEx3/2pUGP37n+MQCJ5AVre9WhZIF/k6DF8WBlV2qXyEeVUQd57RGtlnQJUY5Y/rmQFQescQ75lsLjxzom7t5SOtUqTt4MBA3i3R9xfJc55164E/o95qIfE0HNXQLBPj5ExMX/vyKFuUrQIq79Qv3i+dGUa8M0dGj0qzX+UVmrw+IuTKLqf4SgIQTz5vgqZppOZ+WJ1wTEpX2TkXw5xtj6xcmvXZphRzMStDk/MUGThYcQLvcb/EvGl139qFIsr0JT+P0aNNlnMwYY6Cu0hN/aYUITvX57cAuIUfNw5tIp6Ts29OzIwsv/IwQt8gYL+szn7Gf/zN++cwnKrIqV2m2mX9eFXEhH0ASfk0xoVFbxkqIcHxrkbfYrt78Go6Jwzqp48bdsIfA/SNDebWW46U4eOweRurpkQdAAwf0ok8eu57ajH/GSN2zqV5fSBf9FgiZ9z7ZBDSiTvwS9Nz/DJSwjc452vsymJas58tglV8mR5PFqetQtSb766TVo2RpoOXqx1PUc82Zs5ra9qkYvR6v4KQvLPYIm+HNilAFF82qkbPWgXXkClp4RJGShKPlPEbQsujTR6zJz25SjkLYGeTT/ewRNtWnhZ8ZTo0T+bBM0ZRmSx0to12s1j7zCVSZQ5a/yb4GAY6MxnHgYd5GgqQKTrWMh6CTjDcexz96HyIzze7bKysmLMyNoaeoQ/DkzpStTd65nWOPuLLnmTKCo1UwDUU79I0hiiYmOQyL73zDtSz+eYu8FO7xCVH14syZoyL5gue8ctp7BJPwEBE1wO8z4phUpVKAtS+98IjCVaQJxfL2+lSUrD2D9JZi4XH62fzqCFvOBveNaULXlDM6+EwlajswDsq/m9G85mP5N9civoyBpmsXpu8eJsCxG2DcJmiwEx2u7WTbFhJ7GbWjbsRv9x8zmz/2W3Lxzj/v373P/wTu8YqWpqtDEQN5abmH+mL50bt+eTr1HMGvdaV75xiFVGeyJX66za/0fLE9xNF3BnrseREV58GD3Akb27EyPkb9zzj4Yx2vmrF+9PNUpdcU2rJwiiEuEuM+nmdayDAXl5EyuPdQsRIOBM1mweDnrztgSGitNMnFm0KAFfOWBxWLG9elEx+6Dmfj7YV74xChkTMT11m42pKlzB9ecwwlzeYDF7xMZ0LU9xt1NmLnzDl8jE5LaH+d6j92/jqF35070NDFlxcnX+Mem1fR9q8MjzooE7VsY/Qy//5cJmuB5hHFdZ3H8w1euL+1M5wWWOAXEqTXz/AxYizL87Ah8g6Cpip+BoMXiY3uLU/t2svPARV66hRGnNI+q3oeEUNe33D1/EHOzA5x94ERAjOQbftZpClD8IxBiNYfW1Yqi22AGlh98U30D49y4vWMJy/fe4VNQ7A+Una4+SQiub+9w9sAeLI6ex9rej6gElUUQ+BZBk4Z+5vHTD/iHq5FHGoqb7X0sD+3GfP9Z7jv6ES1JW75cIiHGB1vr5zgFRhAvi8TlmRVH9u3n5K13eEWmmjGF6E9YLuxGzeJ50TEYxJ9HrHjw/BWf/CKJV1qzhUjc3yS3ae+RCzz55ImnfzgJEuUF6TBQ/VeIxdfhCddO7mPnDnMOX3zOl+BYpBmUSBKCPz7jtXMQEbFhfH54nsOHLvLCNUTFbUtKmPs77l84xG7z/Zy554BvVMLf6rNc0qBJsV3TCePf7/J+3zBqFMuXbObMo0GB1n9gExiTSp5UwZK/K2Rh4hRCnrF5UB3082mhVaE/2x464257mAkN9cmvpTSR5CGPbhe2fgohRoBE71ss72GAXt781JlwFFtvfxwOj6Wefn7yl+/CsusuRCgHUJQHTy3G06h4/iS/MrnzftOFR9hk0oCSBbSSNUh5NCnay4xXb2+ze1wj9PMrNojXrsYUK0/CE2R4XtvArCGGlC6gozDv5qdau0EMGzmOX8yeEBQtyUjQhi1lTqdqlCpaCB1NzdS6Wq/A2jcySfMU42XD0aktKFVQO5n4addm0oZFdK1ZBv0iedHSVBLCwjSZf5X3N9fRv24ZihfWRVPxm4ZWSbpsfIZfNkJjc5+gQfh5U4xnncMzKDbdiJD/m4C3zXm2LzJleL+e9Bo4kskLN3Putbfahz9tAbG4PT/P7tVzGDuoHwOHm7LY/AYOQXEkSr5h4kzwwcZyO4unDKdfz14MHDmJBZvO8corCuWQSVsXIAvk3dUTHNhjjpnZbo5ZfyVcztqBGPdHHNuwkOlTZ7Pq0BM81D68MqK833H7+BaWTB/NoF496WcyjlmrDvHART6Zpa9RINLpDqcO7cV840RaV27FqKVr2LLLDDMz5cecPYduYh8Uo2biUSkvwYdXF3ayZOoI+vfqxcARk1iw8Sw2npGkm8NVblIcxrrz4sJe1swdz5D+Axk+eRFm1z4QECtFkomJM7UQGV/2DKfb/HM4+sUQ/2Y9vYxnctLBT42pNhpn6zMc3ifHV94+c8wtLvDSMzIFm+jP9zlzZB/mivabm1tw0cabyHQ+Mwm+r7m0aynTRvanV68BjJg4nw2nX+Aekfxykypf6pEQ9J4bpw6xx9wMs93HuPc5lJik7o3B4+lJNv82g6mzV3LgoQvhGTsLhGh87O5ycvsyZowZTO9e/TAZN5OV++/hHBpL1kuKlOAPNzmy+TdMhw1gwJCxzNt0DhuvKBLiXXl87igW5ubsPn6fTyExKtpqgVCH25w5vDcVk71WvA2IzNKaIQTZJbd19wmsnUOICnPmjsUKpg3vT5+Bo5i6eBfX7AOIzriapQKGlGD7WxzdsgjT4ckyz914Nqm/EuLdeHJeRebgaBWZVYr4ocMfI2jj9hxj7URjqpfSo4CuFpoaGuhWGsCWB66EqWi1hND3nF4+gWGjpzDn1/lM7t2Qsnp6VO62hAv2AcRm5CRZtCLZ/6xWibxp/M8knvfYNGEsSy3f4B2d4cHPojx1P0nxfXaAeSb9GPHLUrYfPMTmyR2oVroizSbu4Yl7qnVDLUGTBPDhhgVLx3SkVsmC5DdayA1Hf5X+Egi1O8uqScMZbTqbhfNN6dO4PEWLVqLLb+d47y9f8wV8nx9jtWk3GpQvQr5SvVl/8QhrJrWjeslC6GhpoqFZmLrj9vDUI4JEZLjeMmPpKCMqFsuPdvG6dBwwjLGT5mJ29yuBsX8hhL/hwPQBDJqxiVP3nvPEahsT2hpQpc86Hn0OzpIcSb3usnF0O1oPmM8Oy7s8uLKLKe2rU63FJCyeeSB3Z5QE2HPrwArGd65D6SJl6bv+JNtn9qFeqXxoaOhQb8pJ3nnGIoR94PxqU0aMNmXWwvmY9m1ChWJFqdRpIaff+vKj3Zc7BC3GmoUtu/Pn80CiQ28xp3FJCigIlIZ2bWbf8iEyk4c6U4ImhHFzdpMkoiQnTgbTruIdIeEvJDxfakTpglrk0dTHeOUN7L7KJw2Bv6Jfs6F7JYroaKBRqAc7nEKSH5xEOzZ0Lk9hHQ20SvVgm02gYpKVc4EbzKpXkgJJTvFaFC9vQNPB85ndr25S5I9GHg10jFbwwj+K6GszqFuiQDIJSyFoydRbarOKduUKo52kQfuWiVMD7SJ1GbbVGrfIONyOjaFOCYXvnlZZRp10JVRh7kl48BuGZQolE0jNgpRsMpyt1q5ExvtzdZZhMg7yoIX8ZajefhJ7n3oRE+PC4RG1KJ5PM4nYaVWfipV7WJaTs+ojnvMETYav9RHOvwkiSmnvFhJIkPzFX+neXITwdxyc0obqNVszwPQ31pkd4ID5JlbMHEorg6q0nn4U28BMFrbIDxye0gqDGkb0m/Ar68z3sXPtIqb0bUoto/HsfXSDZV3U+aAJRLw7xLS2NajZegCTf12H2YEDmG9awayhraherTXTjrwlIHllVoUKEuw5vfwXxg03oUfjCtSbdh5nPzeemE2gdd0m9By/gOVLZ9CnYSUajD/I+wDVlxUZbofH0LhmXVr0GM281Ts4ePw4h3evZ/4wI6rV6s2au+6Ep3HOkuF5YxOzJ41k6IBWVNOvSovufRhoYoJJymcowyesxupzZkE6AhHvj/BLh1rUatWfSQvXsuvAfsw3rWTWsNbUMGjN1IOvMiX1UfbH+KVdTWoa9WHcgrXs2ruTtYun0a9ZHVqOM8P62nJ6dMnog5YCnMyBHYN6sMjKiQB5II3MkZ2D2mJ64B0+UelWOsGHO9vnM6m/IRX1q2DYtQ8DRy7k8CtfxZwi4HtnG/NNRzHEuDYlKjSgQ68hLDjymgBlOLgQgd2xmXSsXZtW/SayYM0u9u83Z/PK2QxvUxODVqbsf+lDlJo5KsHxHKtnTWC4SQ+aVKqP6Ul7vFyfsXdKexo07cHYeUtZOrMfTao2ZMzeV/hEqiysgjvHJ7WgTr3mdBs5h1Xb93Ps+GH2bFjIiNY1qN1zFdedQ1K1JykAyYm/H9YbTGhaqyndRsxi1Y49mG9azqwhLanbYhTbLm9jVGND2nXtzSDTbdx1D1GJvpPhenUj8yaPZKh8TAxsQ83yfdhk40poOnhVq5Q6WbJm1mAMKzVlyuY1jOvUkvaDprJ0636OHtnNygntqFGjI79ZOhKojpHI/HiwcRiGtZvSdfhMVm6Xy7yCWSatqNdiJFsvbWV0sxa069KLQaZbue0arCKzqiQ/cvwDBC2/PlUbdWTi5ku88YoiLvA5m4fUp0wBHWqbnsHOR6HRjXPgwIRODF51FceA+GQtr9SZA2ObUaGQLlVH7+e1Z1SW5CBNizL4n8Xj+2gn41pWoEjeUvTZ/BiXMJVxlObm7/lHwO/Ocvo078q8U2/xkWsu5Fos37P80rIqetql6b/jOS7hyefVETQhygOHN485NNOY6sV10WmRlqDFOx7GtNsQVlh9wE+xVkm/HGaiUWUK61Zh5N6XuEcKyGRSIl5sZHDDsuQvUJ7abUxYeeoZbuGxBDzfzNCG5SiYrzEzz7/HR1GO5PGf9KxXinwNpqUzcUpx3DOKFm0nY/HSjaiktUMgzPoPTGbs5qlTUOZ9IHhyZkZbDIo3YOqpt3glBfAJeJ2aRqtqpWkx7yJ2vnFE+Tjx9t5WRjevjJ5OUeq368+UrWc4vm0WvZrUp98fN3DyeM/RaT0wWXaBd8oxIv3KUdPWVC2iS5Xh5jx1ichcliy6MBcImkDIJVOa9t+GbXAsMiS8+aMtZQoptD55tCg38gSu4YqBnU64TAlajBVTaumTP4k46dB2zTsCY+SDVobn3gFUUKS70K41i5tJGicZX/cOpErRZOd27QbzuKfQREEMV6fXoUQBOWHRovyI4ziHKSJiEu4wt5EyulID7QbzuesTiTTuM2d+HUSn9v1ZctGZ8HiBhFuzqV8yJwiaFhXHnsUtNBkTwfsAQyorU3Do0HLFC/wik9+tJU+WYFRWSdBKYnLoCyGK6NDwM+OoXlzhK6ZVg2lW7oQlESAZzrv6UrlockoQjbyd2ewQSHQWk7Nqt+Q8QUvg/m+t6L/+Gd7hWegMZC6cGN+cZkM2ctctMoPWShb0nG1Dm9Jy2kkcgtOp22XeXJjeksb9/uC6c0Q6DVACbpcX0rNzL9oZNGTmpbRBAjLXk0xsYciQDXdwiUivopYR9GI7w5q1YtqJDwRlGpYs5f3GXhhPX8vvAw1p1HUux98EEJOYzECFEDvuPHQkJEb+kqHyJ5MgkalLRxHL+639MRy9m3e+kWo10D9q4pS5nsa0VQuGrLvJl3A17X25k5HNWzP12Dv8k565VHll3lbMateMfius+BiaappIuiLBnauL+9KtdzsMGs3gfLogAWUpkjfr6d1nGdedAxXkRMB1/yjajDXnlVeE2rYisWNrv9ZM2Psab1USpCyUKKyXdqHnkit8Vi6iSb/JcDs7lbYth7Dm2qeMztZCEDZmo2nZZgqH32Tx5iv9wLaBXfll9SIGtWxK11lyd4QohYZSINT+Po8cAolK50cnSCTI/lLTv7Ef2GnSijG7XuIenn4xTsBh70hadZS/cHmme7mV4H79dwZ0a0GNkr3Z8soNNf7lKajID4QQS6a3GceubxC0pJuk79navwlVKzZl0oEXeEWqukdEYbttCM37reLW5yBUPcBAguO+0bTpNIndjz2ISEN2JXjcWMqg7kbUKNWLTS9csiSKaYT/7n9+hKCVoe+Wx7ilzEkCvqemYFipCPnaLsPaOYhEBHzO/ULrxkPZ8sxFBWsBj2MTaVqxEFol+rLluavKb1kLncb/7MYDLu1dybKdluybZUytUnkp1HoRN+TRplkXk+mvQth9lveoS+NRe7Bxi0wlCkIId5Z1p26ZKgze/gzXLAiasvDwK/NoY1AUXVWCJvhgObs9TYdu4JFzSOrzKnhyYkoLqhTWonjvTTz+EppUtxBygTltDCiq25S5l+3wVTZMcOfYZCMqFy5Mp9UP+BSsJIyZEDQhhEtz21Kzek/W3vtMiHIpkbzBbPt5HF0CU2VRNkD5LX3FloGNKVewDpNPvMFTEV4ef285XeqUonSfTTxxTpYXmTMHxregciFdak88ymuPGJU5W8D3wlw6Gpqw7r4TwSmPrpzsTad1tSJoFe/JOutPhKT8phTi2985T9AEbw4PbcSwfR8JUfiayb6Y0beiHrpJOb/yoKnXne0fgtWqgTMjaELQMYZXKqqICNSl4+aPhCS9CQgEHDKhkl4yEdMo0h8L11DiEp3Z0asCRXSTzX66nTbzMThGMTil2KxoTVkFadQsYcIhl9Dkt7c0BE2LsqNO4R6mnkzmHEFLlwct5CSjq+qTT5EjzXDJE3zVEbR02rW4S1OpWbJAsnlUux6zb3kptC0yPC2GpEZi6nZgvV0A6ZUTmQ2XnCBorarXoFa9BjRq3JjGjRtRo7QerZc9yZKghV+fTcv2c7jwOSTTBMCC30Wmt+zE4pvuhCq1cXJz4sMltG85hWP2gWrHmdzx9v2WPlQrWTtdmo1wbsxpRYc5ljgFx6VOZmnAEfC7NINWnRdx3TUkE02knKD1wKBUcWqabOeRZ2TW5sU05av/R/J0BZ17LueWS7DaOn+MoIVzc35bOs45i0NgOpKbIoaA/+VZtO26iKtfglQ0PDE8Wt6JtlMOYesXrX4yjLdjx4CalKk9kVNqCVocT1Z2Z8Dqu3wNTs0DKPicYlKbEWx95k6YcuJNkUd+IOB9YiKt+v/JPZeQDBGfcu3A1PbD2fzYjVAV0xTht/jVuDOzT9nhp9AkpCk2qWh/rsw1pvtvVnzKzA9OTtD61aFciRoM2nQP1/BU2TOU910nJDz/syf9ll3FyT/tfCMEWzG7Q29+t/pIQDrCl1x0LK/X96FWxZ6ss8kFgjagDUM33OVrGif85JoF90OMaz+ZPW/cUazvST8IwVeY26kPSy464KeaXigFi1heb+xP3Uo9WfP8JyFoaqI44+/9jnENffI1mcNlR38SZD6cmmJIlXKVady6A126daOb4tOlhQHFC+mioV2LSafe450hp0xK41UOUv3PdCq1Y6DJRNZfeo9vVCJSp72MbFKBgrq1mXzy3XeWp1J00qG8/Lm0rV6F3huf8DW9ylSIJjQkigRJKntQp0FTlhp9fSFtqxdLQ9AE3zP80rIa5Ss1pFX7Lil4dOvWBaPqJSikq4F2zQkcf+uZ5LIghFoxr211iuZty9L7HwlMURREKfKs5aXlols4+iuUEplq0CQ8X9+PBmXyU7zJKDZecyI4yVlQIDIskgRpogqRUrZA+S0Q6fIc66cOeKfkZ5XibzmXdtWLJeV5u/9RoYGTuXB4khGVi5Skz6bHfFbFUPDl3Ky2VC9fiQYt29NZdTwY1aBkYfl4qMG4wza4ZZrYTilTxu8cJ2iJTlvp0XgCx7+Gp07kQiCnx9ZEX2Fiy6ORF8OlTwhQ4weVGUEj0ZEt3colmSvlJs7my14o7k/k87YelC+SnNxWu+YvXPeORBJ7hWk1i5M/ieRoULCXOS4hyszHibxf34lyhXUUvlwNWWitSIibhqBpU3XSBTwzmXxFgpZxQKk7I4/ibNthGmaW17n/6BGPHt1n58gG9FiTlQYtlptzjOi3/ileEaorbPoaEniyrANdltzEKzRB8WMCDxa1oevS27iHptNQqdwu+BxldD0jZlmqaNDibjK3VX/WPfEkPMtqn7KiY1eWXHclRIUYphafrEFrPsqclz6R3/AtSr0r6UgWiee7+1w8vh9zM3MsDp/mysMPuN5agnGPpdzMSYIWd5sFbQey9kE6IpNOJBKesapLd5Zc/UKQkiQkPGSpcQ9+v6ZyLv19cr+TExNo3GoGZ9QRtOh7LOpswoaHroSomm6FEKxmtWPQOmtcQjLpw8i7LDbuxPzzH/FPsxjK+GhugvG0Q9j6pDU1xd35lQ6D13LvG2k8Ep6vpnvPxVh98ldvdpMTtAFtGL1drnHJaqBkAAQhygu7B1acOLAbM/N9HD51mQfvXbi9vDt9ll7JQNBibi6g/ZC13PuSXkuVWrbUfjsDm45ga25o0Ab1Y8kFR3zTYJxctxB4lqntJmJuk1ZjFHvrV4xN1nD7c2Cmmh+p/U4GG45gy8+iQVND0CTWy+lUszh5G83CysGPhARrlneqSemGkzh03xYXLy+80n98/AiJkZKYQjxS+ynjUar/mX4zUyyeeKRqSOWL/wy5mUyHcoN28dztR8xkEh6v7k6dMgaMtHiFR7IdMKMYKmeyS9AkD1fRrU5ZGkzYz503Lhnx8PLCxy+EaIlc/wiZE7Rorv/Wnhr6eWn52/cQNJCn35jdsTpFdfKgka88rSds5dan4EyCOlQaqXoYH8D7K7tZMW8mc0e0p2qpwhRov5x7joHJL+hZETTJI1b3qke5+uPYc/MVX9OPBfn/3n6EREu+czyoCgY5TNAk2KxsQ2n9EpQtX4GKFSumfMrJnfyUTux58qBtMJXLciKVxr6TVZCAQIj1UjpULISOhiZFum/ng9ysJfhydHg1isnTeWgWw3jtUwLlvkFRZxmfooXSoHDfvbiEKqPCEvm4pXsKqQ5ZATYAACAASURBVMujXZMZ17yIkAsjErS0IwTICQ1a2jQbUl6t7cfE/R/wi0p9c0tTseDDoeHVKVlQG23tb3w0tSg15ADugYocaoIfR0c1Y/xBJwKy2pJK8pJVnTqwQMXEKfgcZmTNUhT6Vp3a2mhqlWLIfnnkVrpBnNSQZILWccElnIOU4y5NC9X8E8/Xq38yvFkFSlesT6tuAxg2chTDh/Snp3Fz6lXSp3DDWVzNQYIm+B5lTJ0y393eQXsd8FVgKvgfZ7zRBPbbZZ3WQ2LzJ907z8dSDUELuzoHo9r1adbWOI02Qq6VMG5QjmKG87j2JUitxhCkfNg2gNbjd2OjagqNecyK7r1YcuVzOo2TgO/x8dQvX/jbY0pbE62SAzF/763wbUnXXUkmzm4sOOeAr9r+T3e9/N94V26sH41R5TJUrNuSLv2GMnLUcIYM6EnHFvWpXLwIDaZf4GMaDZpc5km0m7wPW4/MF2gh+CxTW49l109B0AR8T5pibLqXN27hmWihQQg+x/S249j58ufVoGUgaGFWzGlZFf2qozn01pOsphc1IyDjKaX/WYFS9N/xMsXMqLww8v5yutUqga6eMSvufCIoe+8C8tmbK/PaYFC8FP22vUjxM1OWr+47uwQt/Mp82lYvQZWRFti4R2WhtUquLScJmrzEmM9XWDW4MWWSguc0yV+5CwtPvknSQqprX8o5IZKPVuuY0LsfUzdd5kNADDH3ltO1TkkKfi9BC7/Kr8Y1KVllOHueu+R4eqOcJWiRt5nTtDkzTtni5JbuzcLtKvMMS6QEC+TRLMXgg86EpYusylSDloSqQLDNfmZ1qY5evuLU7T6ckb0bU6ZAXvSqtmPijodJ6TWSXlwkD/i1WemkXQzy5NEgX/cdfEnRoEl5t9aYsoWT/eI0dFqz6lVAcqSFSNBSxq/yIOcJmrLkrL6juDi1MQM3PuGzdxgRERFZfKKIipEipEQYhHJ6QmNG7rbHLys7ruQRv7dtx/yLKhq0qEtMazqIDY+d8ArNqs4IIqKiiJEHo6jjZ2SXoAkEXJ9H24admb7nIe5RGcP1JS9W0blnDmvQoqyY0WII660d8fzO9grK9oaew7T5aMxsvbLMSC95vJyOHedxLj1BEwKxnN6BQfO3sOfIac6cOZP2c2oDow3bs+DS5+TgATXDRfA5zeRW/Vl95yvBSW97AoEXfsF4+CYeuoWqRJkl3xx9ZTatTNZx94M7oVmOKfn2VDFIhExyhWWXoAmB3PytE826TGXn3a9JPqxpmyPBZk0v+qrToN2Yn6JBy2x9ljnsYnCzEWz7KQgaxN5cmKRBu5OFBk3maIZJ85H/LQ1a7A1+bWOAfoGWLLrllC5fmbJHBQT5uFE+J8rTar5T/M8Kd2CVtTPB6c35kvfsMGlI2fz5aDTjPB98v/dlT1lZHLcWd6CGvi51p57hvfe3788uQYu7tRjjmsUpYLSQq/b+6jWmghyTZN/LnCZoSS2V+PHy6K/0qVcqKb2Vln57llx2SPeCpsRErsYL5tGmYTSr1hzTIy/xUDhky33QskXQ4m6ztLPcn70586ze45te45RU5V+K8fAdA0JFRPlhDhI0gYAzY6nT7nce+kepMekk8nFzN8opTJFy0lSo3Vpep0u5kTVBi8P11hZMu7Zl0O+HufXyHXb2Dji5BhAlXyjTNC6ci5NrUyJ/cuSiTvt12KX4oEl4trQlpQvJU2RooF13DreVAQQiQUuDovyff4egyfA8OJxmQ3fw2jdKvX9TBkmVJ2TYb+2DkelRHAOVfofK31K/pe830cOgKdNVt3qSeXJohCHDttvgo/D7S70jO0fZJGjyeke2YOQuG7wzqTdXCJrMi8OjjRi+7TmeKc7R39lOmSM7BrRhyiG5z0xm9hwpdlv7UstwWoatnuRbQU3oNJVD730y8YdM4PW6XnSccwbHTDdmjsL69450nHsGR/mm0jJn9g7vxLRDb/FRo50VvI4yrvUItjxxy8S37Tvbnk2CJq93fNvRbH/imkm9mRM0IegSszr0YemVT5ksOLG82dSX2pV65Y4P2g+YOIUgK+Z06pvkN+efiQ/a280DqFv55/ZBy6BBk9qzS0GY6k09zXsfpdtM6riRfDrBJotHfPVTdSZP/T31KNX/LF+TuVyRm1BTf1QcCbgfn0yLyoXRqTwCi1cemTwrGW5UnJDhvH80zSoURKfKcPa+cM+g5RHCXnLq7BN8/KOS7skuQZM67GZEk/IUyFcX0+Nv8cqgUZbw+dQW9j90TtqI/ocJWv1pnFZNVCuE8ejyLT75ppr+JT4P2TS8CeUK5aXhL+d5553Wn1OJkvT9LoY1LU+hRr9wztY7xR0r2wRN6sje0YZULJiPOhOPYOMRnUFjLHE+w/YD1jh5qd++SymTuu+cI2iJn9jRswodVjwlUI1vmbxy2Zed9CpXBB1FsIA85cbM695EqrDOuAuZ7cUp5dOBodTWz4dOmZGc8FDxcVPXMrnq8+lS2pRJTnWhXWM6V70ikk2qQjCnxlRFP5/cLFoE4/U2qSkT0hA0LSpNOI9HJpuYp/dBM73kqYiaBOkr1TQbevTf60xIbAQv9m7mwqcwYmPS7cVpejFls3QhqyCBxypRnFplGXncNSWKM+7SlO8PEnj/vUECAt4Hh1FNX7E/ah5dOqx7h3+mC3LGzvj2TgIZ75GfEUJvs6BNC8ZavMZfXUoL5W3SGKLiBVI0O/Kx5nqQkU27sOjKlzTBA8pbkLlxYmIzyhetmS5IQCD0zkLaGo1l3ys/MhnKScVIY6KIz0zDkl0NmuwDW/t2ZP4FZwLVLWhST27+3o0aredzLRMTJ6HnmNx0BDvfehORieU4pf0pBwKhdxdh3Gosu1/4EJX+DT7lOsjYXhluR8Zi1O1XLjoFqc1wLnM/zRSjSujXmJiOoCVHanaecQJ734yTmrJauW/VgPZTOWyXGYkDqcMOBrcei/lLD/wf/0HPXoux+hyg3ndMCOPeks60GWvGU8+IDBo2Zb1y82lMdDxCZvvDZpOgyRx2MqTbfM46+KrJ7QZS7zus7F2XtnMupjNxyiVKwH7PCFp1nsrBF96k3S1PgtfNpQzsYohBiV65E8X5AwRNHsXpsG8UbbpMYf8zL5QZTpLxleB1azmDuzZPkjlDFGf0F+4d38fRux8JjM5MZ5jaU+qPZDjtGU6jcvnR0DFi0Z3PmWi75JlZX7OxT11K5a/G2CO2eKnYLePvLcW4htwHbSaXHPyI/0vCu22DaFAmH5qF6jFu3zM8VRoncb/O8rGz2ff0KyHfFF3pf5aP6uOP8s5LPaETQq6zqGMN9HWK033tA76khCuqb3n6s7KvBxlvWImCmrpU7LGSyw6pz6oQ+YFjC2ay8YYjPgofQ1WCdibNZukQeWUBbQ2KoWu4gGtKbZnUjp1DG1MuvyYF645h9yM3Ut2G5RG7q5gwZy+PPwcnPW9C6CXmqg0SiORq0mbsaX3QpDabGNCwDAWqjebAa/dUlwMhkAtLfuPAU0cClJGgQOyj1fSqV45GU05h66VOYygQaDmHtgZF0a4yEosXqSk6fM/OSEoYnK/dUu46BiQrBlR80HqnDxJAip3ZSJpVyI9mwTqM2mWNS3hqpLPE4xZ/Tp7LbuuPBKrwnPR9lNn/OUTQpLifGEsd/VL0Mf+U+U4Bsdf5pU5xRaoMeWJZTYq0+YMnfjEkZx+Q4byjZ5LzvoY8f5icgJxwI1zulCx5xlIjhclSQ5uiVRrRyrgzXeVRE9170Kv/UMbPX8+plz7EpmwPEMGzNd2poqeDpm4jFlon51+TR0VNbViC/Fo6lOu9jZdBMSkaPyH4JGMMlBGUGhTqvJl36bR8yWAKBJ8ak0pcNEsy5ODXFLIk8zqASVXlPpSaFKnfj/EjjWkxxIw3gTFIg04xxqC4IlJTkxKDD/A5OPltLPHTdnpXUka9yiM8rVJIYvjFKam51zSL0NvsI0GKaFa/w8OpqiRSWhUYc9qVkCSH7kQ+bO5GJb3kQIo82k1Z9MBH5SHKbHjIWVIgVtObpORXk6clqTTqBJ9CMotwTFeWTEbsg8W07bkKa7dg4pI2TZeR2bqX9m6B0Kfr6NPIEJM/LvAhKF4xThRXSQKxu7yZ8S1r0u3PJ/imzgryWRfno+No3rAHC46/wT82NaJHFvSWI790pMOkXxndzIi5Fz8ToOoALYTybH1fGjcfwipLOwLjUu+V1ywJtOPylgm0qtWN1Y8zBhPIZDISE+N4u6EnxvMu4OQXhVS5WbxMlk7Tq2xxHM9XdaHlsE3ccYlQSSkiJcTuPCsHt6Jth0aUbz6fq5mRD5kT5oOa0X3BeT4ExqXROkpCnLi9dyETl5/nU1A6QiSE8nzjAJq1GMKKc+/SYJXc3g9c3TqJNrW7sSp9MIHkCycmtaJJj7kceemjkrRURrDtMWZ37cjEBaMwbDWHcw6+RCtYtCBxZNfgzsw9bY93VCJ/qbMHyc0iCZ8xH9qa8btt8AjPBDvBl7NTWtNvxSk2j2zDsM0PcU0TuqnEOPlbCHvB5sHNMRq8jNNv/YhJlwIiyP4a203bUbfbSu5mCCYQEGSJJMa9Y0v/rsw/bZeUeiJR0b8yeYqUtKr85ErjXrK2V1uGr7vOp1CVTa6lIXy4uJph7drRoVF5ms+9gL1PTJqXjaQCZD7cWzOIJnVb0HvCQjZaHObgrrUsGNmO+i1GsOXiVkY1H4eZWhOn3LyUiFJGidyxv/VYdrz4QpBEcV4+LtUILsTbsnlAHxadt8MrJr2VQp6e7TRT2k3ATJ0fmcyX++uG0KxeC3qNX8iGfXKZ17FwVDsatBjOpgtbGG00nl1p7pXiaGZCg7L50dLrxronLoR+98uGaj9H82BFF2oW1yGPViVGHHiDZ2YvlXH3WdqxBsV1itN36wvcUsJRBYLPTadF5SJoVx3DYVuvJJ8zIeAWS7rVpLiuBho6JajbaShT5sxjxrheNK7ejDFm3xk4EvWENb3rUDJfEbqtf5oxwlLZHMGfs9ONqFJEk7w1x3LAxhM1ymHl1Wq+o3m9YxhNyhVAU0OTfCWq07zbEEaN6E+b2rXousQSO//UCO6wJJ+yYuhUHc3BVx4qfnYC7kcn0rxSIXRqTeKkrRfJ06ZA4J1l9KpTEl0NDXSK18HYZDKz581gXO+m1DAczY4HX1MS/Sbtg2pUmUJ5jfj1hgP+SiIrc+XIJHk6Cx0azjjPOx9F2imvk0xtWZUiugYM3mTFo0dn2bnvOh89nTk7pyM9ZljwzE2Zekgg7MYiujQ2ZuYp20wjX+Ofb6B/gzLoahahvskydp84hcWfMxnftwUV9QugW6k3S/dYcObhJ4KCX7FreFPK5y9Aq9+uYu+nFDgZaiHwLiv71qdUXvl4KE7tDoOZNHseM8b3oVlNQ0ZuvYtzZoFOanpL9dTfJ2iCP5cXtqdq4eSs+fIEqfXbDmLd/cDUiS/xI8fmDqVLw7IU0FFmyVdk/tfQplSjUZi/DuT1vjE0kz+YCg2b3PyoW7Yl8y96Ehlty1rjchRWbp8kJ3BqPhq6lRhg9ppgZX4qIYw3h2bTxaAoxWr3ZsbiJUztYoCefnU6zzmGbXBcyqIvfW/BuJYVk2RUli3PbFy1ZV9WXvNNTapKIvYHJ2BUoUCKNlAuq07pZsw570aEnBQJ4TzfMoh6xfMlt0dDlzKt52L5OYwYu4NMalWRgjrJ5ld5XRraJWk89Sj2NgeZ2qYShVR/K1CJ9ksucX/7ONpULoRuUi44efs10C7ZmBmnP2N7ciFdaxQlr8pvecu14jcrVx7sHEfrigXRUf6moUXRWr34Q54wWG0EIkjfHuZX02F0bVqRInmVuygkY66hWYDyjTvSd9QarnlHpKiHVQeW/DjTzdI1NCnQeB43PMIyBImkL0OeTiHS/iy/D2hA+TKVqdO8E716d6VtkxqULVqM8g17MHXbbZzD0+XgSioolk8XltKvfllKVapLyy496NSiLhXKGNBxznHe+TxjTdcqFNPVQLNIa5bfVyFbQiQOZ5cyqGEFylSug2HHXvTu2pYmNcpSTL88DbpPYeutz+myxcv4cmAE9UspcuOpGZ95NPJRc+pZvgRnfLMTIl6zZ7wRVSvXpWWn3vTv24P2DStSpkYHTHdZ43xrCe2rFE0Kkinc/g8ee6Zm/1biFutwghkdDKhQoykdevalT5d2GNatRAn9stTrPIktt78SpjbDfRQO55czpHFFylauTbOOPendtR1Na5ZLbm83U7bccCJU3Z43sc5YrRhEo/KlqVTHiM7dO2JUryJlDIyZeeQ1ns/W00uuhdDUpHCrxZwxG49hZT20lc+5hjblhx/EwTfVBCAEWjK9WQWKKMesfKyXGsAuW/UBCVEPlmFctRh5Sw9g1xtv1KZGU4Ikf++IcsRy5VCaVipH5drNMO7Zi67tmlKrvD765evTddImrn0MIVZVoyj7ypFxTSmX5BqRyfyTrwaTjjvil8HMIxDxdj+mbatTtU4LOvbqR98e7WlUuSw12k9k252P3FzWlRrFddHQLESbZfK0FmkXAvlLh7/tZSzWzmP8oN707j+KmetO88IjkoSwi8xsM14NQZPwYm0PapZMzoGonNcyfGvoUnn0Qd57K/tAgs36XtQppbxPA51q4zhq56PQAMpwPTyOJuULJiXqTpL599s4B6moMpLwlhDw7ir7181XyDySmWtP8dw9gvgwK2a3n5COoMlwPTaR5hULo1vehN2vPDKY5FS6MeOhEMX7C1tZPM6YWvLs9Iooft3Sjeg24he23/xCcEp6FYEox6tsn96RasXyoZVHk/xVjBm/2hI73088OrGakYbl0JMTMU096vSey8Hn3knBZHFfrrB6mCHlCileeuVKgzp9WHhcnpw4VYOSUUAJtgdmM6xHa5rUqkjpEsUoqqdHiUp1adK8HSM33uVLkNIsJxBwdwPju9WnbDE9iujpUbRIYfTL16T5hN3YeISlKBYy1pPujBDAs30z6CLPbKAlTz2lgU6pZozacJ2PSflK5UuWAzf2LWeYYYXkPbQ1i1G/7xRWnHyJz8fHXNi9mIFNFHholaBx/2msv2SnSAAdx9draxnZokJSAvjkNa0otXvP58hLRQAeAoFvLdkw1oiK8pycGrqUbzmMhQee4v7pMaf/HE7TcnroaMif9WYMWXyc1z7yl9VA7v85gPqlk7P3F288hp3ynR0SArnwa186NKpNywFT+H3LXvZuXsiw7v2YsUv+/ChxTIeF/F/Bl7vrTGhStgBactJaqiEDlp3jrf0FFvWoQ0kdDfJX7sm8NatYNKkzNUsWRFux3vYzXcrRJ56EqLzUx7ncYP3ollQsonhe5OOhVk/mHnqGR3gmUehqxEp/6u8TtPQl5tr/8mznx1nQrz4l8mkrtkJSP0lqVZJvyh6eNvJLGsznF7e5dO4sl26/4Ks8qaa6N90clV8gyvsDT+/e5uFbV8IkmWgAcrTO/9XCZIS7vOTm2SNYWBzm1KW7vHYNJUGR+DXLVsui8HZ4wuUThzl27hZvvaOSksFmeY/yR1k4LjY3OXfEAovDp7h05xWuoQkppF55Wc59JxDgYM3FYxbsPXCMC9YO+MkDILJTgTQE5ydXOHVgX5LMF+++xi0k4fvCvGXhuL66xfmj+1Pa6xIS/133yqJ8cHx6hZNHjnH25ms85Vsm5fozlh1gMl4rC3fl9W1Lju3fz+FTF7lt85XguGzinbHYzM8kBPLxoRXH9+/jwFFL7n3wISrhh1REaesIlSefHY/562/nQUt747/4X+gFZmYgaPLFMxKP969w8AwnLo1281+UVW3VUiI8HXnzwoYPLoFE/wfmdyE2gC/vXvHK3p2g7M4rajFId1IagdfHt7y0+YBLQDbm2XTFZPhXiCXgy3vefnAhMEa5FZtAfHwCgkxAFu3P1/c2vLD9hE9EOktLhsKUJ6SEe33EztGDYJU9VCXBLnz48AXf7y4ntbxILyfevrTB7qs/kQl/f73/7xA0IZDH2yfRsVZlDMeu5+DJc1haWio+5zlzbDd/jGpO6QLaaObrzs4vIQr1qxI88VtEQERAROB/EwGJ7Wb6dZrF8ffeKiapn7utkndbGNhlFkdtPVP9in5ukUXpRAT+UQT+MwRN8mIZrUoXRKfEEA67hqk3q8VcYnJ1fQrXncMt30j14b7/KLxiZSICIgIiArmMQLQjhya2wXjOaT74ZR61nMtSZK/46I8cMW1Hx9kneS/3ucve3eLVIgL/LxD4zxC0ROfd9K+iR17dagy3eIN/XDr1oTSAF9uHUKd8E6ac+Jghv9r/i94UGykiICLwP4yAQNjHu5w7sg9zMzPMzHawYdkMBhjWpMmQtVz/Eprplmj/Hihyme9lkHlg81o0HbyGq5+D1Ub//nvyijWLCPw8CPxnCJp8U/TAlwf5bWgbqpfUo6RBI9p07kHv3j3patwGI8PW9Bi3nBOv/In7Hr+kn6cPRElEBEQERAS+AwEZrtc2Md90JENNTDAZOoxRE+fw5/GnuEeoRIZ+R0n/3CUyXG9sYWE6mVcfk0c6fmck+D8nrFiTiMBPhcB/iKCp4pZIdJAPHq6uuHv6ERKbmDEsXfVy8VhEQERAREBEQERAREBE4D+EwH+UoP2HEBZFFREQERAREBEQERAREBHIJgIiQcsmYOLlIgIiAiICIgIiAiICIgK5jYBI0HIbYbF8EQERAREBEQERAREBEYFsIiAStGwCJl4uIiAiICIgIiAiICIgIpDbCIgELbcRFssXERAREBEQERAREBEQEcgmAiJByyZg4uUiAiICIgIiAiICIgIiArmNgEjQchvh/2T5MuLCfHFxfMMz6zs8+xxCQm7viSeTIUtMJDGzjyxdYuL/JK6i0CICIgIiAiICIgLfh0DOEjSpHWaD6lCmchfWPA4iJvH7hPj+q6SEOD/m7LaFjOhQHxMzZ0Jjf/5NQqQhzjw+t51fRxrTwGQXTsFZbG2SGIHbSyv2LJtA9yYD2GgbQFQO7KX8/RiD1HYPE3q2xKB4PnS08mO87g1+uSiEzPUsCwZ0xLB2OYroaqGhoUXBsrVp3KwFRkZGyR/DJtStWoHK9doxbNFRXvrEIP1m10ux3zeSxhWr0GnFHbwiJOTu3t1x+Nrd5si6mQxo1Y3fbrgTEp+7NSLE4e9gzZntixjbrSm9VlrjESrJTnfn+rVCnD8OD86yY/E4ujXrxYp7boRIchkX1VZJHTk4wYhq1Yz5/ZrL3+sTqSOHFGUtufqV4KT+lRHp8YZrB/5gSp8WDFzzGNdgqaoEP8VxnL8D909sZM6QdnRfcJFPfrG5+zxI5ds5taFGtQ78dukTgXH/YJ9nG3EpdodmMbhTU2pWKEWJYnroFdWnnEE9GjZpRrNmyk8TGtatQcXSJdAvqkfRomXos+E5LqGZT9JSp2NMa18Lg/YLsXT0z+U9ouMIcHzAqS3zGdqhB/PPfsAr+mfGPdsd9TdvkBHl9Z7bR9cxY2BrBq68ib1vwt8sM/duz1mCFnKaMVWLklezCL13uxCWww+kxOkKO1aMoUWZguho6NJxsxMhMd9cpXMPve8pWeLE1V0rGWtUlkI6mugab8QhKDqTvedkeFrv58/J7ahQWBdN3VasfOlHVI4T3e8SnGdLW1NevxkL7nkR/k+sNzFXmdGwDIUKtedPGx8i0895siBebh1M7eIFKN7iN666hpGQ5dwTyvnJdSldUJPC3bdh7x+VCe7fg8e3r4myt2L7wr7U1s+Ptk4Npl1yUSzg3773x64QCHhxBrO1UzGuWpR8mjo0mn8b15CfiKAJgbw8a866aR2pViw/WtqNmHvjK8H/JEELu8iMphUorFWYLhte4xn+N+aMsEvMaFaRwlqF6LLhFe5hAoL3E45t+oXOBvrk19Kh+W93+fKzEbRoR66ZL2Zgg1IU0tHBYOJJHHxzmaCFXWaOURX0tArRac2zLEnMj43/3LhLwP/MVJpXLoJOzYmcfO+tllAJUR482TORlpWqMHDrS1yzGFPhV+fT1qAoWoU68scjZ4LTz2s52Ixop5vsWzaExmWLoKtTjbGH3+IpErQUhAXfF5zdMYcedUpTSFuHJrMu8N7n/wtBI44vN8xZv8MKh7AEZFkunimYZe9ACOLY8EoUzZv3v0HQklonEHx8FFX085E3S4KmgCLmApNrlKDAv0nQZC7sHlCFkjUncM4tRP3m9NnruW9eLbH5gw4Vi5K/6W888AxHLSdMeMrydhXR0ylC103f1uzFudxh36adXHwfSEwOm2llgR54RkrTavIkT1jWthJ6+Wr+AwRNCWks12c3oXxh3Z+PoKWIeIO5hhUpovsvEDTicb13kK1mF3jjG8Xf44bxuN4/yDYzS974RqqUFcPVOYZU0subiwRNIMjLi4iEhB980ZDw/M9u1CyRn+r/BEEjHjfrI+wws+SVV8Q3XqaUA+Xf/o7jwYrO1CqRl2pjj2DrFZ25llHmzL6xQ1hx0Q7v2CwWu3h3Hh7bifn5l3iG5fCWXEIw3t4RxMersD7pSzb0rU/pAgYiQVM7nGK5/XsnahfP+/+NoKlFI4dPRnJmbGWK5fsvETSIPDueavr5v4+gxV1leu2SFMj772nQhODTjKtVknID9uAUlIVJNsd6V8YXs35U1S+AgaklLiHx6idG2RfMB1RDP68OdWZewyv0X3r7kXzhyIRxbH7uRZgqk5S85A/jyhTN/08StATu/WZERb28NP7ZNGjK8ZFwn8WtK1M0379B0JRC5OZ3PLcWGFE5Fwma5OsJpk3ezMMvgT9IdiS83tCLWiUL/EMELTfxzqWype/ZOrA+ZQqUpN92myw1YxDF5d/ms/+NM4H/ipVDiuuZ2UzffBdHH5X5UvqWrQMbUKagSNDUj5J4rFd0pW5JkaCpx+dvnRUJ2t+C7ztvjr09jyZlSmC8ICHkJAAAIABJREFU5jW+ueh/liKOEMipcbUoVbAUg/d/IjAmkzfSiKvMalKWQtr69NllR0D03zBXpVSe3YMo3mzuS43SrfjtnjuhIkH7NoAiQfs2RlldEW3LDpP6lG85j6ufAkSClhVWf+M3wf0w45pUoFDB9qywdiY4DfGSIJEICMopRwjCcuUarJzcycLC+TekyfrWaLvdjG5WmZazLmAnErSswUrz6/9rgiYh8MNtrO0jSEhUXWQFotyfcf3xF2ISZMjCnLh7ci9mFmd48CkESab2UAkhX55z+che9p+6jZ1/ICdGZ6VBkxDk/ILrp/ayc9dBLjxzJVyijACUEPD5DTYvnvHsmeLz/CVOAXEEf33HK+X5569wDownUfkgJnWuhGDnF9xQlvtUtdw0vZ98dchXXlw5wt79p7ht50/AybE/rkGLDeD9rVNY7D7IhYeO+MUkppg4hFAXbF+9SG3Ps2e8cPAmRprcZlnI15Tfn790IiBOmnJvRqmVZ6S8+qMDFYo3Yd5tT8K/wyYU+9WaMyeu884/Nq3JT1nkt75jbzK3aVkKF+7Exrf+mQRGJOCwcwA1iueniOFCrrt9ywctuVJJkAP3HtoTGps+SEAg4utzrp7Yi9neo1y2ccXfx59wqSxzjIRIHI5NoUW5Qmjr1GL0rovcevSc185BxMmjFjJo0GLwenWVY7u3s/OgFW+8o5CkGVdKYCQEf33FrTMW7Np1AMvHXwiJT1SvRVTekvL9bQ2aEOvL+7vnOLBrK9vNj3D5pQuhWZafQPAXG26esmC3xTEuPHIiSN3YEWLwfnefS0d3s327OUevvMYjUo17w48QtIRAPty9zzv/KOIFgUgPW26f3s/eI9ex9Y0mQYGjEO3Oy6vH2bPDnGN3HAiMkarBTULwR2se2QcTnSZwQyDa8xV3nn4iLFqCLNyZh+cPsmf/Ke7a+xOjtrPkZT3gkX0QUSllpdegxRBof59zB/dy8Px97LwjM5njBGK83/PA6hh7dmzH/MhlXrmFE68ydwpRHzk1sx2V9XTQqTmczaev8fD5az4HRJOgYtlCEsLX17c4s383FkctefgxIJ38GTVosT5vuHFyLzt2HuCSjTvhqqaylPGl7kAg0tWGm6ct2L33CJeeOePt5U+4RIqqSCAhxOkhT+wDiYxTdlgY7va22DxXmYeV83HS93PefgkiVtnBiuoloa68vXueg+ZmHDj3AKeA7wkUUid7ZucEQqxm00ruR91oNlYOfmmIcNyTTfx53A63IAVrE0J4ev0+zoFhfNPrUxrCp8dP+BAQTvq4NiHSjVe3zrB/916OXHzKZy8v/MMTkKYhh6oyC0R/Osf8ztXR19Wh+pB1HLv8gOevPuEXFY9Mkl6DFouv7S1O79vJzgMXeOEaSlwmZUtD3bC9Z8mh3WbsP2uNo390JvOVqjzJx0KMN7bWz3EKjCBeFoHLUyuO7NvPyVvv8I6MTxkXkiAX7N++TF6zXrzDJTgmqQ4h3AMHWxvFWvact87+RKcbj5Lgjzx8ZItXaDQyIQqvD9acP2TBkSs2uIfHKeoQiPF8y63TFuwyP8LNdz5EpBlL6QlaNMFOj7h0xIKD527z1j2MOJXnT7Wl0jB33t2/wKHd5uw/cw8H36iUeUj1Ormcz147ExQRS/jnR1gePszF566ExKZ9OlTvUXecY0ECCT6vOLdlNoOaV6SwTl6MNzgkR1jKPLi3cz7D2hgkmaXKDD/Cy/PL6FunJEUKaKOpoYGmXlPmXnQhKg2IIPW4zvJe9WnYbSqrdh/l8LZ5DOjUg3Y1C6KrndHEKQTZsH/2YPqPnsGvSxYwoUsNiuYrQrX+G3jgHYP0LymBH65jZmpE6YLaaGjkp9mMYzx3jyH48x2WdylDscodmLr+NDY+qURDCH7FgTlDGDD6FxYuVpSbvwjV+q3ngVc0aVybpB7cWNGHhg27MWWlOUcPb2P+wM70bFeTgnm1s2nibMniY5sZZVSegtoa5MmThzwaWug1GMu+14HEJoIQ5sTlFb0wKJoXTQ0d6ozYxrnn7kQrSKks1Jn7m/+PvbOAiyrr/790dwoKCNiBio3dnWut3Z1r66rrunZ3d3e3YmKjooKUIN0l7dx9/193YIYBQd39+eyzf5/x9cK5M3Pne875nHPP+ZxvnW44m5eh46LL+CZlFU0+ZCNE4se6jg6YOfXnUECu/5kQx7N9C5g0aiQjBnen969n8U9Iz5GV9ZD5DUtgqKFOyf4H8Y9NL2SBlAkv/PXr/mdp+B4bR31bY2xqj2H/i1i+ONYzw3l6cg2Tu9fFwUgL7QYLeByeJJ8kEOJ5sLo3TdtPYtPZezy+c4w/fnLBqkQ3NnlHUpRfrcTvFIsmdaOqhR4a6ha4tOlBnwFDmLz1AZHJWfypQNCG7zvGoj61KGFqiK6GmnSsazn0ZNOTCD4qTJBC7FN2T+1Nt76jmDx9MoNblcNMz5BS7RZwKSCx0AkgP4pfImhpvDs5m47VXWk36jc27NzMH+M74WJlhn294Wz1iCAl3wCGrFB3NozsQNve45m/fje7lg6gto0pJWqPYu/zKHl0dtb78/zasTo1f5rN9vPuuJ9aQV9XG+zqjuOwV0z+/vlmgiYQ8/gAC0e1x7WkEVratZlx7jxbpnegip0NlobaaKiqoldxBAe9gnh58le6upbG0c4KIx0N1NRMqT/7IoFxmdIxmBnhyZkN0+hV3wlTHR3cfr3D+3jxwQnl9rbZDGhSDis9TSy7rOPKgd/oXaMkpnq585JhZYbv8STyY86kKpPVO1dWvTm3CYyTdWQeQasxYRN/9G+Ms/hMis9sMRVUDSvQc7U7wYqRxFlBXPytKzVrd2PmlrPccj/NqgG1KGlfhzH7XxCVKpYrwf/cCqb1cMXaUAt188q06NabAUMmsen2B+KlBDGLsLubGdu5Pb3H/sraXbtYNqgeJc1LUGv4Dh6FpZBTSwWCNmgr+xcNpGEpC4x0NVFTVUFF056uq+8SnCRrU/5RJn8nJPB402DadhrP6mPuPLx7kmV9amFn14mVT3K0SVmRLzi3aQZ9GpbGTFeHujOv4ysjNhmXmOJWmar1OvDzkFGMGTuWsWPHMqKTKzZG2qioWdJmqTvvE3LrIcTz4uAcBvboy4iJU5k8tC2VrQ0xsm/JrFNviC7IeOQV/asXOf5nZcy0KNVvV37/MyGWK3PGseKaN+HfHPyWRdTLC2yZ1ZfGZSzQ06nDtMs+RMk17gKJT7YwrENnxq08wk2Pu5xa0Z96DvZ0XPoA//hCd3IgCeTi2ln0rlUCY211zCo2o3PP/gyZuIEbgTGkKxC0fut38cfQZpS2MkJXM2cO0izZiWU3/PNr/oV4Xh6Zx5BefRk+fgqTh7bHxcYYI/vmTD/2kkjpWCwMT4HwB3tZMKwllW0M0LZsx5JTu1k4uAFOFvpoqKmiompAhQGbuB+cJB2HYlaD21tH0KCUCZoa5Rl24DkhaX8ixPnx4Ow6htYvhZmWOiV7bebh+2T+FOJ4fnwFE7vWwdFMF53q4zlwbAvzetXGuYQlhjri+NWlbP8tPPB+wfnF/ahf0Qk7K2N0NdVRM6kjjWYNl/sJ5hG0qiOWM39wGypZ6uQ9qwZl6fLHRXxiFMzGQgKvji1gWO++DBs3hcnDOlCthAnGdk2Zcug54eIckRWF1+XtzB3UjPJWhhTvsJgDq8fSvpIl2ioqaFQczu3nHwoDscjPvhNBEzURT3lwaxP9KpqgraZJIxlB4xOfshK4Oa0Olrrq6Dm40LzfCi69jSEjM4Lr0xtgpaeBTt35PIxOlS+gQsINptezxanDah5Hp+VOMJD1dj0dHY3QLBjFmfaclR2q0mHZQ6Jk+T2y37CqrR1GWpqUGXmaD7LJMdubTV2dMdHSwGHgUQITM5HEnGW0Wxvm3wwlWXHBSnvOqo7V6LDUg0jZqiqVay+VW3rkKYITcxYDhARuzmyAnXMHVnlEyhcysrzZ0Fks72tRnLn9JPNBU7emVI2WjF93itsetzm9eQqtnY3QVlNBt+pkLn1IynFSzvZiRWsxcEIDlyk3CE2SzwCAQNie3lT7aQ1PI1Pk+BY5IsRfRB+gf2kLrDus5210KkL2B87OG8u8oy8J997HkOpW6Ft0ZYtvNFJLZPYzFjWzw1hTQ+o/FhivMLC/VJD8uzz/s5I9NnL7uQ+B79/z/n0gfm+ecuv4emb83JR6TbsxfvVlfBIyvhqAIiQF4vnQnS2Dq2Glr45m/fwELdtzKS2dajL2hCxVAgixF5nUdAg7fSJJUVT+yuuZe5F5jSk1SmCoVZ2pRZk4tcxwdm3B8HWX8IpMIyPqDgtal8JEW4OK4y7ICQTpL1nfvQ6d/7hFcGKu5ifbm/Vdy2Cuo4nzkEP4RH+N8BZF0CR8ODqK2iXL0HWNB6HycGAJ4ecn4VbSCF2H7mx6HC4njJKw80xuVJHm08/iE5vr0CwJZW//iljrqmPdYwevI1L5U/KenX0qYWVYjcmXAoiVqhAkBG3vTXlrM9x+vcV7RdvvNxM0kGRkkBawg76VrNFVN8W5QU/mHX7Eh+QshBRPVnUti4WOPhXq1afRoI3c9E8iUxCIuTmHFo4m6BTvzrZXYXz8UyD5/Use397G8NriBkKDenNyCRoSJFmJ3J3fCmczLfTsKtKo10JOPA0lJSOS2wva4WyujXaNqVz2iyVLLms7w+uIQSoa1C2UoGlgaV+NZqNWcPj6fW6f3c7MTpWwFDeEOpUZfewtUdIFXuD9noFUtTWi6oSz+ETnzCFC8E76VbbBvN4srvnHygNlMm/OpoGjCVouEwqYOAXCL06nRdUWTDnhRVSulkoIO8AQ0VSnbk23zc8JSREXexlB08HUsSpNh6zkjGcYHzOiub+kM+UsddAoP5LjbyL4EgfJfrWGrlXqMmLfS8JyXRGE+KvM6jCCLc/ekyBqO4Ne8eTODka62WOsoUGdGQoELe08cyZv45FfjLx9ZL1je39XbPU0sGi+kOv+8bnfpfN620CadJvPBW+Z7102vtv6Uc1WH03Hfux8HsJ38XTI9pT6n1npGOA2fgcnrz/k0UMP7l47zfbZ3ajuOpgdT4NJ/tLcoDhXCCkEez3lzs7RNHQ0RVOjdn6Clu3F+h7VqTd8F88+5AYjCPFcn9uFUZse4hdXBEGTlpHF7fktKGeuTZXRxws3ceqa4lClCYOWneDJh2TSoz1Y0aMKxfU0KDf0AJ4hsijeDN7sHEqLn+Zy2isiNyAsG7+dg6hlZ4BmqZ/Z8iiI5CKqI5Fkk+SxlK5VrNHRLUE5t+7MO3Sf94lpRN1fRo8qxdHTrsq44y8Jl2mcM9z5rVUFLLTzCFoOdNk8W9kNl+K62MkIGhIyMtJ5v38UdUsZoW5SijpdZ7DbXbQySPjotYUBNeww0CtDzToNGbDqPK+i05AIcdxd3JXKVnpYd1zFXb+EXOWEjKBpYFGyMo2HLmLPpTvcPr+beT1cKWGkgYpOeQbvekywdGBl8Hb3CFp3n8MJz7DcZyMb/z3DqFfKEE2HXmy4H0Bichjez66zql8tqbbbuFIDOg1fyeF9qxjXthqVO/6Gx9soxRHy1evvRNBk5cSxv3dJKXHJI2jidwLRu7pLnZg13RbiGZNHxCS+a2hjY4CmUUe2vk/IbXw6HvPcsDauyqTrESTn4xtR7OpRMIpTQvDOHjg79mZngEyGWK6EgA0dKGGkiaplT/YEJsijEbPfrqeTqMrWc2X61SfsGexG29/dCU9RNI+IcntS2qk3O/zjFSYtCQEbO1IyV+7ugJzv0h/Op6GtKVUnXiE0SVHpLRC1pxcOJt8YxSkjaBqODDzin7tLzsEx8dZ03Irro65qSvsNr4mVphkRiDg0gPLmOmg4DuXE+/g81bwklF29XOm79TUx35iSJO3ieFysTWkw/xHhcQGcnjuRJRf9iM8QyHq0gMYOJSjfcwNPoz/KiXN21EtuXn9KUEoh5i3Z8CjqVe5/ZkbtftP49ffFLF4s+/uD32aNpV/HlrT9eQobbwSSlM+uU5TQnM/jDw+irKVuAYImELO/P2WsHeiy6YWCH1smDxYt4PCHGKTrWVGiv4mgFafbZk+icrUv4lgM3fUzZSx00W68iKdhojZPwod9/alcrhebvCIUFhkJ77f2oLSFDqoW3dj8WvG7wipVOEET4s4zoXYJTCuO4rRfjHzsSyVIQtg/UHQk1sCh317eRKUhCPFcmlwP+0oD2ftWMV+TQIxI6OxNKdV7O16RHxGy7jOvUSlMdaow4UIAsbmxGhkXJlCtpDHW3bbwOlwhAu4vEDRp/bLuMrexSGgdGHDgLZHy3a+A/+YelBfJhMskLvrF5o31LA8WNBM1ZRUYdfIdUbLFgASOj3DBVl9TgaCJpQjEHBpCFRt9NGvN5KZ/nJwwCIFb6V3BGl3DVqx49oEk+eKUwPGRVaURs0URNPveO/EMy0ulIyTd47fWzphpqmLSahkPghORIEZUNqe0uS6VxpzGJyp3U5Nxicm1HDC17sKGFyFyMlAUQROJ0YwmzlTpv4MXoQp4C7FcnNYYJwsHem56Toh0dc0jaNYdV8s1GlIkwvYx2MUWA+0GzLsTQFyRlhiB2KMjcXVwpP3K+wQlym7M4vHKpRz1CyFP8ZPAybE1sDPULEDQPDhz4S1R8bkbW7Lx2z2YmiX0UTdrwm9X/JBlihFCjzCqrgs9V3oQmCDvBITgPQwSCaiaOR1XPeT9d3ACE97n+p/pOFCvc0/6Dx3K0CGD6PtTC6rYGmHRehF3/eO/aZMrHcOy/xJPM6FuKYw18xM0IfY4Y2s74dRuKbcD4uVzadaTtaw86kNQbF57ZaLyXr+FoFnRbtkt/EWNsfSfQPihkdRyMELbbRbXvKOlZQphxxjXoDo9lt7BV6HjhQ/7GVbLHgM1M9otu1u0Rk98kuJOML6eI0aarkw6+4oI2fInBLFnaC3sDQxotsCdd7I2Zd1nUftKWOlUkGvQcuqYzav1vahuq69A0HK/ebiETpWt0SnZk00egfJnA+E9e4bWxt5Ag4ojDvE8JG9Dm/10BV1ciqNXdiB7ngTnKBSQETRNSnZdyx1/8XnM+SckP2RZ96oU11HFuOk8rnjHkBl+golNatB90Q28FXKkCCEHGVXPEUM1M9osvsU7KXYSfHcMpLa9PprlBiuUmVvAX3z5zgQtmcP9cjRWBQlazN5eUoKm1WodgfF5AJJ0kD52xmhpNWWFT3yOff7jRcZWNEPfbgBHPyTmTcDSxhUSJCD5wJYuJTGxcKJW42a0aNmSlrl/zWvYoy8mP9WozKQb4QpkL5NXK9tIo650rW2wazCP2+Ep+c2Vkg9s7WaHqYUjNRs3/Vyulii3EpOuh5GU/ZFL46tgaWBH/8NBJMgXh5we+W5RnBJ/NnSyk2rjzLrtwC8uF8tUd2bULY6Bhjnt17+SkzHJh+30rDOUve9iP/N9KHysZOExrwG2pi6MP36JTdMns+qaSIryJots0c/kz2/dRhZeSr5PZf5nRi1Y/iKycHKU5c+uvpWwMC5Fx1UPpEQ6n4wi3iQfH0o5S70CBA0yb82gTgkjtCzrMHzLXUI+5ph+JYlxUh802QNbqNhvIWiFRHFmXJxANRsDtGrO4FZwAtmSEHb9XBYrq1K4NmxCc8VxW7MURtrqqKhXYMw5kQB9Ce/CCJpA3PERVLExxLj9OrzCUwqYnQWiDw2mUnE91K1+YuubCFKijzC0sg0lu2zgZXjBnHECKbGxpGTJ/B8FknzduXxXDOiQ+TVmEbZ/EJWK66PfagWeIUl55vS/TNDuMa+JIyY6ZRh+7F2u1imnNxKk7dJHy20e94LyFjYkb1jbpRwWujb02O5FmNxOncKpMVWluQXzNGiiLIG4I8NwsdVHq8kfPAmS7bCB5JOMrlYCA60GzL//nrw8pCmcHlNNKqtwglZYmg2B99v7ULG4LmqmHVn7LERK+IQkP+5cvYu3gp9PVvhBhlUtgYF+C5Y+znM+L5ygCcQeH00Ne3s6rn5CcB6LzAFK+EhcbApZ8ozOMoJWSBRnxlWmuTliol2dSRffES1bYAt5ALLuzqd5aXO0zWswcM01/BNzNK1CUjxJWZ/Ic99J4eyEmtgbFSBoBWRK3u9neG07DDRMaTT3Er6xMuImEHZgGK72xbGv6kaj5nnzesvmtXAyFfNhqlNu2BFehSmsKQXkf9tbgbhT43L8z6pN5MybSPLiwyX4bhvEsNXueEd9AZiiCko5x+R6jp8RNLLus7BNeSy1zXHtv5LLvvFIFaBCEglJog/al575byBohURxZtyYQ9OyZmhXHccpr3DEhC3hh0dRx9EGe5d6BTCujbO5Ppoq6pQZvJ/nH2Qat88bKsSfZqKbE8Za9Zlz05to+XKRwrkpDXA20aLu9Cu8jcoli3+HoD1aRucq1ug69WPH4yAFN5REzk1pSGkTLWpNOY9XRJ5GR/JuGwNq2mFg3YlV9/zI4fgyglZYFKdA8P4R1ClliJpJaxbdeovXobG4OdtiV7kODZspjsHalLYwkOJTesBuHgel8qeoFNo1hDr2hli0X8add/F5c+DnsH31k/8+QUs+TD97Y7S1mrI8l6BlP5xLPSs9tF2m4R4p85+QtaUQgpZ5gTHlzDCsPonzL3wICgkhpOBfWAQJ6RIExTGf/owlLcXcTFpUm36LiJS8jpWWlnmRsRXMMao+kbOeX5Gb9Yh59YtjoFOFKTfDyWdlFOf775ZmI8eB39ZQHc2683gYIcPnE+/WdcTBRAvdWrNxD0tGdNcN2tqD+mOO4i8jcjIYi3qVvGNNe3tM9IvjWL09C64EkqxAzor62f/lc5n/mW6NGdwOKSL/GZB2eRLVi+ujYdWNrW+i+RaFYFEEjWxfdvV1wVJXjWIqOtg3Gce2B6F8lC9mX2jR3yRomVcm42priJbrNG4ExZOdeYXJrraYVh3D0YeveV9wzIrvwyKIT/v0FZNuYQQti4e/NaWUiRbmXTbzOkJBu5LbtOyXy2nrZIaWRnWmXAsk4tI06tiZ4jz4ED5RRU/GnyGTEc6TYyuYPnY0E3vVo7iRDrrNl/7HCFryiZG42BoUQtB82PhTeSx1Lem66RVhcjv13yBoKacZIyVo9Zn3fyZo4ukcy2hf1gItzZpMu+ZHTL6pJoOIZydYPXMcYyb2ws3WBF3dZix6HJS7oEDhBC2LW3Ma4WThRP89r+Tmxs/6R/7BFwha1nVmNnDERKsqE897E/WlDUG2PweH18XOQF367JRsMJz1NwNIzJCvyrklfgNBE4I5Mqou9oYaGNefxYV3MQob8ixuzG6Ms2UVhu6+xfOAQub1kDAi4lLJLjLITN74r1zI/M+0cRqwhxch4mIr+5fNqw0zWX3zHWEKmtzEty94F5uSQ6pktxb2WhRBI5uAw6NpUMoQ9WIq6JSoz9DV1/CN/5ZcaX+PoGXdmkfzcuZouYzlxMtwMv7M4ta8FpSzrsygbdd4WiTGH8nKHzWXr6VFE7SPXJjagNKmWtSZfoU3/xGClsL5qY0oY1oIQfPfySBRC2jRjmV3fXO1u18iaJD9aj29XUugo1mNcScec2B2ayraVGbApks89i9sDIYSESfD53+AoKWfGUZpUx00q/zCjYgUudkhZ0QUQtDiDvCzvTF6pUdxLjTXLyvf8CnqzUfuznLDWl8dVeNG/OERJffFkf4i7iB9S5mg7zySsx8SFZJSFiIv/SwjyorJZSsz6ZqoUct/z/cjaBJCtv2EvYkWmm4LeBqR51cmxJxgeGVLdDVLMfT4e+LTAtnSvQmTz7xXMJPmr1fBd0LkPvo4W2DlNoz5s0bTvW45yrn15vfz7/5ChFdBqV96n+d/5jz8JIFF5T8Dsp8upJmdERoaFRl3IYj4b4guLZKgiVVKec3hSc1wMspx5lbVdaL9bxfwS/rKBPm9CFr8UYZUsMLQaQhHxSjQvBXhS4AV8l1hBC2TG9PrYGekLiVLz0MVtFm5EoSw3fQrb4WuRiXGXwjAf/8wKhU3xLr7Nt4UQug+K1hI5OWh2fRo1p4xG67jn5hJ6oUJVC9phJ6SoOWDSwjby8DKNuhp1mbmTX9yDhoQSHp1hLm9W9Bh9FquvIsnI/Uik2s7YKz3LQQtiZNjXClpbEXXjZ6EfNU56jsRNLFlH705ObM9Fcx1UStWDFXdUrSedRyvmDS5uUjME/ZlDZpA6Ilx1HcwQsOoLtPP+RCdjxgmcGpcLRxMS9Fvt+d/9sgimf+ZriUdVz8ukP9MQpCHB37xSXluAtlv2TZrBZe9QxU0Ofm6PO9NkQRNCiQ+p+fQSZy31YpRTFUHh5bTOOwZidw7Ik+SwtX3ImiJnJ3khpOZAz9ve0yQfFOjUNQ3XP5IBE2IOMLYXHPtxNPubBnfkDLmDvTa9ICAohzx5Bj9LxC0cyMpY6qDmlVv9gYn5j0UUhAKIWipxxnsaIqObmMWv4ih8IATAYkk/w7vo8dvtGk9gtEt7TAUo2FaLOdxdKrcF4DUEwxxNkNXtxGLnkcV8cDkyk0/z+jy5uiqW9JzdyDxBVbb70fQBMJ29sDBRBfrnnsIzKcZS8djbkOpf4x5+3V4eiyjS8tZXA7+tnQUIrwp58dSxcqMhr8/IVw8aynTl229ymJh04ZVz742achH6bdfyP3PvpL/TDRHHRtGRUs91PSasuRpxOdHQRVS6hcJmvT+TEJvb2RkQwcMtVRRUbOgxZJ7hCbL/DYKEfq9CFrqaUZXLo6Bbn3m3/9AYqFFfj5uP69RYQQtG8+lrXEy1USj7EhOFPRBEw184XukBE1PrymLH4cScWqsVDOlWWUiFwJiFUw8n5eIEMW1X1tT2qYWE057E5urPRF90JQE7fOjnoSIAwyuYoOhZRc2Sn3LBKJv/Eb78iWoNfYYXlG5EdGiD9o3E7Q0LkyqjYORJpXGnsJb5scjhCIRAAAgAElEQVRWSHflfPQdCZpUYBbh97czoWUZTHXUUFEzo8n8K/jFydLZfJmgCeFnmNRQ9M0yoNbU0/hEFwwuSuPCL3VxNNGl7owr+EQX2PXmtlMQBIT/o8uF8H5nTv4z/UbMu+VXIP9ZQUAFEq//zi/r3XkXWbDOBe8VJ9UiTJwKt2aFP2Dn5NaUFwmvihpmjeZwXvR/KnLT9r0IWjqXZzSijJkutaec53Vk4Sbcr2H8QxG0qOOMFyO1Ra3bnZccmtmMcua61Jx0mhfhsrGt0HniXJo7Bv8nTJyfXi+leXEDNNSdGHk2lKR8mpJCCFr2M35vaI2+hjbVpt4o4OifA2Sm1yZmrXtIrMyMmXKf+S2bMlXUxPjupk85U7Q1LGm71pMYWf6G7GcsbGyDgSh3yjVCkxUDCPLkzhblJniyrGUJjDTVcRyuENmZ24/fj6Bl82xhY2yNbei61ZvYAiHmEt+NdHY0RVu3Bv1+rkvDX90JTSx8UOUfYuK7LB7MEc/frKqQ/0yCz+p22JuXYdDR99KDpoWIs2za/5I4GZafC/r2T2T+ZwZNWVJk/jMx3iOA7b3KYa6tjlWXTbyIygs0+VJhhRM0gdgrhzkbmJB3zmnmBy7PaUUpY220aszAXfQRK0qwnKBVY8o1UZOncKNCmo2CZ3F+ZuLMesHS1uKpCNq4TDiPf25qCAVpZL7Zzm8b7xP2xcjYwggapN2YQT1R46hZk+k33ucPqxc1ki+W0cbJDKPaM7nxPp70t2vpJPoWaTgyYP9rogqMLTE1yd2d+7kXkUDS40W0dDJFt8ZUrgXmOdcrCVphPmiQ/XIlHcpaYdthFY8+JElzVS1tVxYLvepMlvp85a7EXyVo4zkjT1QrwWdjdypa66JRqi+7nocpBJrkjCIh/j57Dt4lOjZVIYqzEB+0bzZxCsTfPMFFv+i8EzSyQrmxsAsVLHTRqjaR896yRLpfIGhCFBemiuezamJQYzKn3kYpbMQFQl+/JjM1Ea+13ahkrYN2pZEceRX++bmYWT7sXbKFO4GKQS2KT9C3XCv4n1WdkON/ViQxAjLesGXUJLY98MvVhH6ljCIImhB/i1OXfImURUSQRditxXSvYo2eVlXGnXpFeJEMLY+gVR59jJeKPnhfOEngcxNnNq839KKarS7aFYax/1lIriO9Qpuy3nFg+Tbc/cI+/y73tu9J0F6u7Uk1m0KCBIr0QfvOJs7XG/nZ1Q7bVgu57hPJy019qFFSD+3yg9n9KPizZ4wsXw6t2s5NnxA+/vmv1qAlcqBPThRng0WvFMiDQPSenoUHCSQekAcJyHzQyPZkUZPiGKirYt5qJU8V1eZCCFu75pbxxwuipeqyLB7NzTVVGlRj7AkfEhX8pjL9jjK24wj2eMfl+gskc/fXptQfd0JqlhH4hP/27pQx0ULdujObX8pybGXxaF4DihuooyrKPeZNgqJc/2OMk8oVHfCzeLG4mTREV9W8Jcsf5eWLEp2RQ2VmyfoLeR75UcEMoPAgyC5lUZyFHfX0yVuaOsSm1lQuhxRmzk3i+tTaFNdXR0WrBjNufW5ulRXz2avkLavb2mPmNIDDsvxnZOE+ozY2pvWZ9zCcZIlA5MFfmH3mA7FyfwwJ4ff3snzhMg54hBRIjvlZKfk+yPE/M0Kn2lSuF3X+Jsk8W9ON8mY66Jb+ma3PoorQkuYTLX2TdGRIThRnvfk8DJXlQROI2DeSkTu8CFM8kT31CpNr2GLi+gtXg7+QfFLhvM0RJwsciJ7lwbyGdhhrOzPsuF++w9IzLk2iuug7VX0q10UfNDHtwR8tKGWiiaqBCyP2vyBatjkAMgNO8Uv30ez0DCsica+svZnSPi9pKB71dDnvsPRMT1a0L425thaVx5/DX+58Lf5OQuDWnpS1dqDTuqeEiqdFSN5J03tYaKui6dCRpdcDSJIlahWS8Nw6iqFLbxIUl07EvgFUsNZFXTTP+kTnmmfFSNW+lBf9R5st4XmBIIHpdcXUNLlHPRW58OS2KavoIAGZD5pmvV+5my9IwIcN3QrzQUvixCgXqWa5zmx3AuS5ywRijwyjSmFBAkknGC0662sV9EFL4sTonICDOrPc8ZfLysuD9vlh6RJ8N/WkYqlajDuek2ZDiDzIEBdb9NUdGXTAC1mOJiE0xxSqr92UPx6JKSty8Mi6v4Dmpc3QcR7Mgdd5REXiu5lelYujq6qJfbuFXHoXL8+bJyS9YMe4ESy95kd0br60x4vaUNZCB8eB+3gVpuBnlXGNGfVzfNAmnPuSD5pA1JHJTNjxBP84hS1M2k1mN3bGstpYTr2NzCVbyZwalxMkUGv6VQUNmEDMlZk0dzZFS78a44+/JVLR4iAJZPfizUR+iCTLcyVdKlqhrapPpYHbeBAi87kV+eZ7zs/ux7itDwgQU7qIuarObmLZ0m1ceRuT311F9qgU+irzP/uG8zeFBB6u7E3rUTt5FPS520Ch4pPPMKmuGCRQkymX3srzoAlRx5g6eTsP3ymkGyEt1yesKqOOviRMEZd8wrN5uLg9FS11ceqvkKZDvCf7Kcs7VcZatxR9dzwhWB4sAxk3fqVZWXO0qozh+MswaT9lv1hDj6o26KjqU6H/Ju4EJeVtTsVcffMGMmHzHXxz7PL5aiF7I8SfYkKhQQLJ8iCBfD5oIons5kJxXQvaLbuNnywKR4jgxISGOBtrYvvTejwCkuS+gNlfJWia1Jx8Ln+QgP8OBtay+ws+aLkEq1wthu1+LD1oPvvlOnq72qKjqkf5Puu4GZCYF0yYFczlBUOYuPEW3tGiIkSBoLX7twUJSHxZ3VqMJNSgyhT3vLxhSPBd0xobAw20mizlbVyaPLLhk88qWtkYoKFRm7mPonPNiAIxlyZTy1IPdVV9ynadw84rL/D1ecjR+X2pY68nTVZpULkbk38/xPPEDLLCTzKiqoXUjq+iaUnVtgMY+8svjO7TgvIlqzP8wFtpmgiRLMVen0b9qv3Z5R2b5+D5yYc17UTip4Z1q2Xci0iVRiMJ4ScZWd0SPbViiHJd2vbPkds3R+6wA29y5Yp5tC4zpa54DJEq+mW7MGv7ZTx9vXl4bAH96zqgr6GKqkElukz6jYPPEkhXmN9kA136mn6RcZUs0dNwYuBhH7l8SMVrSy9cKnViqXs4HxXztSkIkPhtoHMpE4zd5nM/IjnPZKtwT2GXQvhuejubU7yT4vmb2Txb1BQ7+5/Y7BtDqpjTbcJCrofmpSwh7RITqlqjr1oMVdMWLHsckaeZKqwg+WfpPF/cEjtjHUoNPlbI+ZsCKe/d2TKmMfaGehR3G8veZzHSBL1yEV+8kOC/oTOOplpoVJrApaD4XD9CgYi9fancaCLHfWKR+TaLYe/DqzjScMYVghMU1WIFCpEEsa1HaSx0NCnTbyvuT++wb8l6qSk57eNlJrnaYqBuQbctb4jKzRMljrvo/f0pZ6mLuvMwjvnmpL0QtZET6pbAUF1MFGpB5VZ9GD1pMmP6taKSQ3UG73z2hSSRsnrFcXRYRWl+I+ehx/BVSLCY5rmBnpUt0TNvyJxL/iTkEqOswBOMredM9f5beBKRly4lxWMRbcuYoSUmkNa2pGydtvTs9zMd6jjj3Oo3LgfkmMvT3WfTwN4YdVUjqvVfzO6jh9g0dzh92lTH2kALzVJdWbx3N0fc/UkW8xLGH2NEFVv0NZwYckQ80eJLKgogVTT12WGk+XmajdDdfaXkUKP8KE69i87TvGQ/ZXGb0phpG9J6xTM+yKIahQC29qyAlY4GFUaf5p3clCYQsLUnFax10HKby733eSkUJP5b6FnBCh2N6vxy2Y8YmRZfCGRrrwpYS2UpmhUzuDa9Hg7GmtJUJE/C8jZhaW93M6SeKx1F/0aZj2X6beY1dcJUQxWjqn1YuOMwBzfPY2TftrjaGKKt6UDnhbvYecQdv/iPZAbvon8V0YetNL3WXcbjzkFWbLyIf3Q4Hsu7UNFSG1UVVbQtylCrdQ/69u5IvTJlaDn3nDSfXQ7aaVyf2QAnEw3MO67hSXAewRBiDjO8ekkM1B0ZuO9LAQcCUYeHU6f5OPY+y9PYCfFnmVCvAo0mncwztQqB7OhbBRtdDcqPOIpXeE6kpRB/k19blsZMSw+XMUfxilCMwMwm6tZ8Og1awxv/WERT+qUZzSltqomKiibmFZrSc/gEJo3pT9uqzrj238i9XEKR9XQZHStYSseubtXxX83nJnt6SLnD723KYaFtTodVj4pI2ZFFvM91No9pirOlC8MOfuWAdLlwENN3DKxeEj2Ncgw79EJ+sLoQdZTR9VsydudjPsiO0xPiOf9LIyo3niDVGBb9mAh82DeUmvYGaDp1Z8XZu9w+vJrNF3wIi7zG3OblMNcQ02Pcw1/G8sW17/jYnFxiDn3Z8SQ4x39OiObKnDaUNxcx1sCsfBO6DxvPpDEDaFe9NK5913Ir4AsWBdHEF7SHIbXs0deqzdRLb4iUuWuIZHtwTez0NXAZc5wX8iOpkrkxt5W0TG275oxdsZsjBzYwa+DPDOrsio2ZHpp2LZmw8iSeUSlSU2/ajbm0LG+O1mdpNsI5PLoujoYalBm4hyfBeRuP7Bdr6VndFl2Dpvx205sYaXh+BrcXtKaipRZ2XVdzyz9Rvkam+x5mfIu6dJx5hJcRuYFSQjTX5rankqVWDj7lGtFtiIjPQNq7lqFGn1Vc95WtLdm8XNcLV1sddOtO45xXRB7ZVRgT33r5naI4JXxw38WScS1wNtBCrZgK6lZ16DttA9f9fbm5bQYdyhqhJZIcLXuaDlvAMa8EAm9sZnIrRwy0VCmmoo5N/cEsPe+fq4HJxP/0LDpUMENLTcyir4KqriNdVl5mTTc7Spaty08TV3HyWThpudElqW8PMbllaYxFXyJp1n11zKr04LezPjm5syShuG8cQ5OS+ug4tWPWYU8SM8SRJBD1cDdjG1qjp6FCMRVt7BoMYo17JKnZf5L69jC/tCqDiZhWQ0Hu/DO5chXQzgw4w5xOFTHXzrlXRVUXx87Lubj6Jxzsy1G32wRWHn9KmDw1gcKP5ZeZBF5czMAmZTAztqVKs270G9CTtg1r0aDbTA6/iC3yKAqpiE+vWN6qHJ1XPiVS9uDLZRd9keU+ndq2JWi76rk8e7p4tyTsDBMbutFj1hLmjx7FwosFIrayPVnR1gkTTRE7A9pt8C76LE1RnvcexnVuRu1K9phqa6BaTAVtS2dcXGtSu3btnL9aNXAp74SdXTnqtB/C/P2PCEn5hlMQcpsnCb3L/hWTaFPOFB2R/KhZUrPXZFZf8iU5PZuIfUOpV6Mi5d16MH7BOrZtWcr4jo1oN3E3j8UjZL7IHwQiLkyloWg+FDNEW9Ri5J5n+HscZfGgetIUDKrFVNF1asHwpeIC6cvNHbPpVtlceiKEipoxlbpM58DzGFKzIc3nODM7VMRcR10+vkwrdWXOcS9ixeMiivwnEP/iFGundaaSuZhyoBhqZlX5afwfHPOM42PuBiDlzQnm9nClpE0Z6nUezKih3WletxG955/AKzYvCXROMRIi3Ncw2M1e6pMnnl6homlF7UFruPk+Wa6dQRLK+ZktpaHtqipq6Fi70nPRBbzfHWFMnZJSwqnr2IVlNzy5fXQt07tUwUJfA5Viqpi6dGPcwqNEx38spGUCYR4HWTbUTZoCRyQd5q7dmbjmEn7Rr7m6fR49XKwwEJ9TVVNcuk1k/VV/Qp+dZe2k1jm+q8VU0S/XjtELj3D5zHaW/9KeSmJWcxUV1Cxc6T5+Bedfv+Hm3vn0rGqJvoYKKlolqd9vFvseR+DrvofZXSpiIT1tRB3r2j8z79gLXl3dx5opHfLJ+mncCs6/jZUmpc4MusbqUa2pZG2KbaVGdPq5P73aN6Fuwy5M2SMmClZ0NRAIvTiHtuXM0FJVQVXHmmrdf+fsG2+Ojq+Pg7E6Krql6LT4GgEJmfwpRHJ5dkucpURFA3PXIWx7GJaTNkiI5O6G4TRyNEZbNWeu1LSqRf8VV/FLyE2BkfyaMyuG06iUeE+OU3/TQQs56RXBO/c9zO9VneIGGqioqGJUoQOTdz0iKrmwTYqoQRtPi3qVKVevG6N+Xc2WzcuY3K057cdt4Y40mEog3OMo66Z1pIqVQS7u1ek6ZhlnX4dya2F7KlhpoapmiF0lV2rXc8PNzQ23ujWpVtYGY21NLDqu5mVQUs74SPPjzG89cBUjuFVyTmZQNylPh6n7eaKQGkkSeIDhde0xFJ3tNWoy9bK3XFv1+UDL4NnWsXRvXpMKdqboaoprkAYmdhWo6lorbx6qXRPXqhVxtjFGW0O8RxXD+rO46BPz9eOdhHAeHd/A9M5VKW4okh81zKt1YfSS04TGpCBq0Ca1qU+VcnXpOnIOqzZvZvkv3WnRYSwbb76Xb6Y+r3vOJ0LUdX7rICZ7VUFFw4xqA9Zx8eJ+lo9uhrOZDmrFVNFxaET/+UfxDPXhzoHf6VNTdMNRQUXViHJtx7PtfgiJ4qYt3Z/zC3tTy1bsr1yMjcvRbvIeqeVBtj/5vC4C0c+Os6R/bUoY55Bo2zq9mLLjHsE+dzi0oBfVbQylY0DdsgbdZ4p9liTFTgi/xYq+tbA1EE/1UUW7eB2Gbr7Dwy3DaVSzFo26j2fpPnd8o/3xOL6WMU3LYK6rhoqqKVU6jmTpGS9CvW6xf1F/atuZoKVSDFWTinQYtYJzr9/z7NJWZoiaRAMNiqnqUbrFEH498IhwUaETcpvNkzpTvYQFtuXdaNezL706NsOtUWcmbLlFQEGXkvQALi7uS52ShmjK8SlLm4k7uR+cE0AoxD7n2PLRNC9rgZ56MVTULajacRiz99wlOO4vRMUrgPydCJqCxO99+SmR4JcPuXvvSe75mBJiQ8NIyT1r8vPiskkIfIHH/Ye8Do4n4/8cfi0rIUfuw2+S+4nE4Fc8vHuPJ77RpH8SkMSFEZaSrZAjSCb3y6/pse958+Qed+4/xzc6vcD5oIX/Vog6wIA6/djmFfNNqSjkUrKj8X7uW/iZi2lheD18xNsI8fy7QthLZjwhQd5s79eYiacCiS166ycv7r95IaSnk/mnwJ+SZMJ8nnL/gSf+0eLxXoW0rdCKCqSGe/P08SuC4jO/qV8KFSP/MJvEoFc8evAQr6BY6abjW2siF/HFC4G0KD88Pe5y/7kvkaliLrsv/EBIJcLnGQ8fveZDfMFzaWW/yyI+yAvPN+Ikn3duaGb0O56/8CcqNevLZcjE/GivGXEEez/jwd37PPOJkB+7VlgzsxKCee35hpCEjLwzbDOj8fV8ib+YH02xk4RUIt8958mr98QWci6qkBqJ7/NHPH4dXOj3hZX/dz4TMtKlJzcIkhTCfZ/j4fEc34iU/HX9O4K/8pvspA+8eerBo1eBRIvnphYyfiUpkYQEnGFa+5FsFc+b/WJCw68U+J/+WsggPVM8fF1CSoQfng89eP4unGSFZ+lrVRDSovD1fMqrwGjSZO4IX/vRF77PTgrh7bOHPHoVQFRK4Rh/4ed//SshjZiAV3i+DsrpU9FCmxhHQlrWVzbJf72oQn+RkUDIO0887t3nqXcYSV88nxiyk0PwFvF56U9kYWcOF1rI3//w30/Q/n7b/kd/+Qnf9V1oMO74t+c++05ISUIOM7rP79z48O1Ro9+paKUYJQJKBJQISK0h8bd+Z/ivx/D8kPxlX18lXkoE/uUIKAnav7yDvql6QjqpaZ+kSXiF8NOMqdecOddDSCxaL/1NYv/KTZmB55g7aCxbH4Z/dvj2X5GjvFeJgBIBJQJ/DwEJUfc3MGHcCi6+jfrGk1P+XknKXykR+CcQUBK0fwLl/2QZEn929q6AhYEh1hVrUtXOjHKDDuITl5tX6T9Ztly2hIint3kRmZrnoyT/TnmhRECJgBKBfwABIYW3Hs8Ijv/4z5jH/oEmKYv430ZASdD+f+9/iT9bfnLGVFt00FfDrM5kTrxLkEcm/v/ePGX9lQgoEVAioERAicD/IgJKgvYD9LqQ6M3V/dvZefwOvgmZfzkQ4QeAQNkEJQJKBJQIKBFQIvBDIaAkaD9Udyobo0RAiYASASUCSgSUCPwICCgJ2o/Qi8o2KBFQIqBEQImAEgElAj8UAkqC9kN1p7IxSgSUCCgRUCKgRECJwI+AgJKg/Qi9qGyDEgElAkoElAgoEVAi8EMhoCRoP1R3KhujRECJgBIBJQJKBJQI/AgIKAnaj9CLyjYoEVAioERAiYASASUCPxQCSoL2Q3WnsjFKBJQIKBFQIqBEQInAj4DAv4agZQZdYsXkYfRrX4OSRsYUL9+CiQe8SMgo5LRbIY3I1zc4uGo6A1pVx23SecKTsyjk7Nz/Yh8JpEW+4cah1cwY2BrX+pM4G5JI5r+rkt8Vn/SoV1zdu4Rx3epTd/QR3sel/8v65Ls293NhklRCn19i1x9j6FK3HqMP+xOT9g93uMSXvUPq4FCyJmMPexOTJnxez+/8SUbUa64fWMbEHg1xG7Ufn8iP/0i/C+nReN8+xvo5Q2lfuyHjjvgQmfoP4/1dsJTgd3AUDZztqDFyH68iU/nP99p3qbhSiBIBJQL/QQT+FQRNEnKcYdWrMOiAH4kZqbze2I3SxlpolhvPpfBksvMBIBB5bx+rFo6kib0+mqrqlBp6itCkfxdBEyLvs3/1QkY1dcBASxX1UkM4EfwDHyKe8oqTK6fSsZwJOupqWPfajX9s2j+yUOcbHv+1NxLC7+9nxS/tqWCqi7qaDb33vCP6nyZoKecZV90WAzUtak6/wfv4/E/Pd4cn5TVn1s6gS0Vz9NTVsPppK6/D/wGCJkTz6OgGloxtSRkzXdTV7ei79w0R/18StI9cmlwXByN1tFyncMk3hn/wGN3vPiSUApUIKBH4Pgj8CwhaOnem18LStDWr38XnHHArROOxZxlrzrwhsTANmrTtmVydWBlzXc1/JUGTdU/mtcm4WOmh+aMTNGmDs3k0vxElDLX+Bwlabo9nPWR+I3uMtf5LBI0sPrjvYuWqgzwISf4PnI0qEB8URFxGFnm67Wye/NECR1Ptf46gyR+wW8yq74CJlv3/xwQNskLvsHfNag7cCyIx4wfWnwnxfAiOJT3jk6wHla9KBJQIFIHAf5+gZT1gVi1L9I06sDkwgfRvtlBkcXdGTSz1tP7VBC3r3izqFNdH63+EoD1f1BQ7I+3/XYKW/ZQ/mjtgov3fImhFPOnf6WNJyAnG/TyXC/7RCs9qNi+WtcHZTOefJ2hZD1nQzAlTnf+/Cdp36p5/uRgJoWemMHDead6Epf4Padf/5d2irN6/FoH/PkGL28/PdsZo67dXErR/7TD51oployRoPzBBS/diU8/KFK84lMM+UUqC9q2PhfI+KQLpb7bTv4YdlQbu4UWokqAph4USga8h8B8iaJlEvb7OsR3rWLFyPduP3cI7Oh2JouY+LYy3Tx5y//QMGlnqoalTn+knL3Pz3n3ue7wmLP3TVxxlv0WDlkn06xsc27mOlSvXsf1oTj0+KdajAELZCQE8uXKYres3suvIVV6Ep5Jd2P3pYby4cYq9m1azcu12jt/1Iz5L8tmu8P+iQZMkvufptWNsX7eWzQeu8CoyrdC6pIc/5dLttySnZ5MV84qrh7awfuthrj4LJjn78zrlNDmT6Dc3Ob5rfS42N3kbmcaXsCE7gcCnVzmydT2bdh7mimcoH/O1+XOClhn9UlqfNas2cfDWOxIyPn2GEZJEAjwucmjrBjbuPI67dwThETGkS4qqe4FO+9Lb9HBe3TrDvs1rpP107PY7Ygurg5BO2NOL3PBKIDXrT9JCHnFm10Y27T7Nw6AUMvPseflLkyTz4flVDm7byp6T9wmIuceC/7oGTUK87x1uPgsjuaCLgCSJwEeXOLxtA5t2HuPW23DCRKw/FdIvii1N8eHwuAaUNNRAzbYjvx8+z837HniFfCTzU9ZnGrTMGC+uH9nG2tWbOHDjLbFp2Z/3u1S+QFLQc26e3MmGdZvZf8mT0JRMBfOpYiUKuf6qBk0gKdhTKn+jVP7zL8jPIOL1bc4d2MLaVWvZJs4XUYU/c9lxb7n14C3xHzNJfX+PEzu3cuCWL/FpOaY7IT0czyu3eBWTQsafaYQ+Pc/ezZvYdfIBAYnpfCrEUiBJ8OOe+zNCE9Pyt19IJ9zzCrdexZCc8SdpYU+5sHczm3ad5L5/AumFCROhyojG5/559m/Zyp7jV3kSEEtGoZNZIbjKP8omztudB2/jSclIJejBSXZtPcDNd3Gkyq2UGUS+ucv5g1tZJ+J25CZvIlPJUpg3P/oe55fmjphqqmHT9lf2nL7BPQ8vPiSnk62AhZD8gRfup9m9aR2b913g6YckCg5hedWUF0oEfnAEvjtByww4w+wOlanYbBjzN+xm+/Kp9K5lg4FFJbr8fpn3KVlS4iUJvcTyiaMY0qMednoaqGnYUa/7z/QfNIhBw5ZyKfzjVxxlv0zQxHr82smFSk2HMW/9LrYvn0bv2rn1WHCRwOScesj7NzucextH0qZ5V0bPXcvu/RuZ0MQOQ7OydFnmTliqbIH5RMjFeXSoVIl207Zx4c5dLm4djZuNBWW7r+dxTCryeQv4WwRNSODF/mn07NSLEb/MYNrIzlS10kPHqhaj9r0iLl0C6UHc3buY0e2rYaOviVH7lZxbO5SG9gZoqBajWLFiFFPVxanzctxDP+abBDMDzzGvSzUqNx3Cr+t2sn3FdPrULYGRRUU6zT+PX2JmAXKcTcSDzYxp34Kuo+awZtd+Nk1sRiljc8p0WsKNDym5faVI0LZyYeMIGjmYYKinhZqqCiqqxtSYcpaAxEz5Yi0kPWZNLzeaDV/FyTuPeXB+PUPrlcSs9nRufEgsECAi761vuJAQeuV3ulZ1oe2UTZx1v8Ol7WNpZG9NuW6ruB+eIpUtCbvNlpkDaFreCl0Nbf6rU/gAACAASURBVJosus3ZFUOoZ2+GgaYqqioqaNi24I8bISTl89yWEOG+kj51q9O0/zRW7NzDpt8G0aZlc6oX10NL41tNnALxHpuYNmYEPVs0p9eii/gnZJAWdJOtv09n6pSJjB7UkaYtB7H6ehBJmQqrXgEUMiM9ObthOj83dMZMW5sq4y8QEJspv0tIfsL6vo1oMWwFx9wf8eDCBkY0cMC89hSuBMaRJb+z4IUE/zNLmdKzBsUNtFAzLEvTbr3pP2goi88FEpeWqUDQ1nNq/WialzbHSOx3NbHfjag+4Rjesen5xpWQ+Iojv/ajW+9hTJw2lVHdamBrqIel6xC2PQonpSjioVi9LxA0IdGLo3P755NfwihH/taH4aQoMANJ2HWW9KpFtbYTWXviBrcv7WRScydsy3Vm6c1gEsW+z4zgxblNzOrXhLIWehi0WMyl3VPoUN4cbdViqJp35Lf185k8qAWViuujqd2I+ZdPsHJUY5wtDdFUVUVFRYPiTedxwT+ODJGYZEby8sImZvYVZeqiU3kMp3yipN8J4ffYOXcILSrZYKCpTcP5lzixchRNSltiqKWGmjg2izdl7nk/4qTCZMAIJD3fwaimtWk94nc2bFvLjG5VsTYywsqpGg3bdqLrT72ZedCLyOTCdx5ZkS85v2UOA5qWw1LPkOYLz7NzamcqWeqgWkwV845reRqcRHb4TZb3qYtrm/GsPnYd98u7+KVlGUqU68iia4HEi2HrkkAurJ7Bz7VLYKStjkHpRnTu2Y9BQ/+QtvWjOKSFJF6f+I3BPXozdPxUpo7+iVp2JuhbVmPAhrsEJ8nmX1kbla9KBH58BL4rQZNGY7qYU6L1ch5HpSGR7Yw+PmFJK3sMtIyoMfUSH1LyHjZJ4Hra2xqipdOG9YHxCmaTr4FfNEET/WRGVLOkZOtleESk5u1WPz5haRsHDMV6TLlIsCw1hxDJxV/cKFVnIqf9kuSO1WnXf8HVSg91LVdm3o4gJRskIbvpVdoUPecRnPmQmEtMPnJhTCUsDGzotdufeAVHur9O0DJ5s7kH1ZvP5mpwUq58geiTI6hioYu6SVOWeETyMTUSnydXWdq1NCbaamhYl6FBj7nsvenFO687HJrdDidjLVRVNCk36iQBCTmkSBJ6itE1imPXajH3QlPysEl9xor2zphoG+E6SZFECURenkZD57qMP+FDgsyBOe0G00TCq65F9Wk3CE8UowVlBE0LQ0cXmvRZzKlnopYtBe9dA3ER62/YgmXPIkiRrgsSXq1og2OlwRzwi5X3febL5XTsMJ+bwQlfIelFjxFJ6D76VbDEwGkox/1jcxZDUrk00RUbIxu6b3tLlBjxJ8kmO+URC1vaY6ypjk35BnSeeYAHQclkJr1me9/KWOqqY9F5E16RH+UEI/nhEtqVKUWz+dcJTpRFEAvEXP4FtxKG3x7FmfWclZOW4x4cR8K5sbjY12P0sjmMmrmDu+9znfyFGI4MqYxdnYmcD4grIlWLQPL7Fzy6vYcx9Wwx1NCgcj6CJsFrdUfKVBnInreRyIIdM1+tomvn+VwNiC1Cbh7GWXd+paG9MdpOg4swcWpj4FCZRr1/59ijYJIzUvDZN5yaNvpoGDZl4YNgEmW7l0xvdg6oR6sZZ/GJycgh7EIM5ybUlWrpjBvO58b7b+j/oghapg+7BrrRevoZvKMV5E+sh52hBsYN53E9MD5nfAlhHBrqiq2RIwP2vyYiN/I29eo03BxMsem6Ac/QFCQp73nhcYXlPStjra+OVoVGdB34B0dObmNqp2qUrjOBQ69CiXq8lI5lLdBWt6asWwem7rmNf0I6SW93M6SGLfoa5rRf/ZgPSQJCShAvn9xh7/hGOJhoolFxtJyg5YzNpyzrWBYLbXWsy9ajw9Q9uPvFk570lj1Da1HCQAPz9qt4FJwkH5tC9AV+aehIyRa/4x4Qn7NhTHnM4vZlsdBSx77NZBav28X5ZxEky57nvG4W2RIpQS95eGUFvV1ynvHyDbowYOFhTmybRhfXMtQZd4jXYX4cHlkbOxNH+u1+QWjuoEq7PpNGTuYU77yWJ/J6ZXH/91aUMdemVL/dBUycWbzbO4zGbady/FVETqAYArEXp9LYyQRNIzdmX/Qh5kfOUZQPf+UbJQI5CHxHgpbA+TFVMNMvxeAToSTn0zZA2r2Z1BbJjk5NZt2O4mPuRP39CVoCF8a6YKFfikHHPpBY4KFOuzeLutb6aOjUZKZ7pJR0JV6ZiKu1I713+5GguBNNf8bSVvYYm9Rm9k1xxw3ZD+fiVlwfbcdhnPogy2uWzbOFjbEx0MF1xl3Ck2Wr0F/XoAlhBxhQ3oGOq72IkW4tc4dq6gXGVrJET00Dlyk3CUsSCdEnfFa1xc5IC22333gYkZynvRMSuTdHjKjUQNWkLWu9YkgVErg4wRVrw1IMOBxIvGJbgbQHv9KghCEaOq5Mvx6KtIjEq0ypbYtzrx14x6bJFwFI5/mKdjiZmlJrxjXCE0X9Sx5BM26+lMcRKXmmmkx3ZtSxxUDTht77/ImRkth4Dg0sg1XxVqx4Gp5L2hBZMHvmr+J+5N9PS5L9eAFN7IzQLjWYo3KClo3nkpY4mOhSbcoNghNkKShSOTmiPFZ6GpQbfRr/uDwNX/qliVS3MUCz9AhOiCYicdOR5cnyNo5YlBnIQd8YObGU9lTWPX5tYIfRN0Zxpt/9nalbPAlPyCR6f3/KWRlg6jaHK/nISSbus+phZ9mSJZ6hJBWtRBPtWpwf64KtgWYBghbPkaEVsbFpwRKPDyTJhqgkhP2/r+VemIzEFj01fgtBM26ykLvBiXnjMPMOvzYuhYlWcXpsf034RxFAgfCjI3At05Eljz6QqKDESbs6lTr2RqirV2bcOb+vL8qFEjSB8GOjqFm2I4s9gkkoIL+uQ678s75Ei/ND9lOWtCmDua4D/fe+lqfqyH65Ukq09FwmclGe+kIgYEsvKljpoO7Ql12e4aQW7I/Us4yvXhJDjTIMO/yaSPmGLZ1r090oZayJ06ADvInIS0OTcWkytRyM0FQkaNKuSOXseFcpqSwz7DBeCr9JvzaD+o4maDoNYv/rcHJ4pUDQrv5UtjWizNBDCmVIeLe5J5WK66LXeAF3A+Pzns2iulwIYFufyhTXVcf+5x08Dc3boEh/kv2c5R3LY6lrT59dLwiV9i1kv1pD14pW6FcZx5m3kbnEv2iCJkScZHy9inT8/Tb+cbKBKU5I15nduDSm6upUHHWc1xG5RLuo+io/VyLwgyHw/QhawhEGOBujo9OcVbJ0GYpgZT9ibj0r9NQ1qDTpOhEi2xHX4u+tQUs4yqDSpujoNGOFd+znk2f2Y+a5FUdfrMdEkVhEcGhAacws2rLOJy5396ZQ8awEouMykAi56kAhGb9b57n5JooMmcOWJI5rU2pjpadN2THnCZWSlRwZf02DJhC+qxeOZmY4VG9I0+Ytadky969Ffcpb6KCuqoJey9W8iRGTWUrwXdseO2MtDNtt4F3M/2PvLKCjOtownI07ASIkQQMElxYo7l6gOEVb3N3+QpHS4i7FvRR3dygWJFhwAoQQd8+SbHZ5/nNXkk1IgFJoCUzOycndu3tnvnnmZvfd+WTSB94qfVbQpmAuzIyc+H7DU8IDd9C7pANWFvWYdScEff2ntlZxjV9r51WvvpQaeoQXUS8J396LEo6ONF1wl9DXLkgmOjRCL1ZMJ9AyyeJUPmJhCym70ZZmSx4Qon4zT+bc+KrkzWFKzvJdmXfiWaoLLzEiggSlUk8Q6s3JuxyqYnny12HO3A0iURd3o4zk1Lia5LW1wL3/Hp5F6N7w5eztrxFoX489rSfcQHHtN+pJq0YundjwKFT9ISg//RPV8trh2GoZ9zMWZf1bWZwKrs8dw+IrAUQmJ3B8VCXy5i7H0IPPiND/YqH0Z12XYuRx+Y4ld4OI061MZ8rhJUeGf5WJQEvmwqRaFMxphl3Zzsw6Kn0Z0SiXxMhIElLeFvMJbxdomWRxKr35vV0xHCxsaDLvJv6xKlAFsalHaVwc81O+Rh0a6O7xRo1oWLMUTtamGMosqTf9Ki/01Vtm481MoKmC+LNnWVwd81Ou+uvt57GWVpal9q/gq25fRdyzCxw9e4eAeF38m4qos5No4JYLy6K92PogOE0ArelMqTxWWNSfybXnUa/foy8PMqxCfnKYlGfE4ceEpX5ZVXB91rcUs7fAud0KbvnHpbr6Xx4bQ5WCdpkItJccHF6R/DlMKD/8EI9C0748KG7MpnlxByyc27Hipp/2vkjm/JT6FMltToGu6/HSy5ZMvjqdpsUcsJSE04OQt66YovJlXbeyuFhbUG/aZZ5FZlSiEreLHD/rhV/sS63gUxF1bgpN3O2xLNKDTXcCtKu1WQk0FcFb+1GxQB7yl61G7fr673k1Ke1si7mRDMvaUzj3JOLtojKze0ScEwSyKYEPJtAUHj9T2UFaIWvKUp/MymXEs7tXEXKZG2LZdAlPIjVV5j+0QFNcnkBV9UpdE5Y8idC+qerPTjx7eruT28IQyyaL8Q7cz8jyDtjk7coW3yitK0z/9VkfK8JusXfB/xjYfwi9GhbG1syUogP28yLV5fV3V9CSOD6iHE52pei79Rr3ffzw83v9NyAklmS1//jNAg3FNaZIgsvYjDozvfA/OZGartIKWWMWPgpNdXOljTCBff1K4WhphGXjBdwPjeDk2Eo458hL5z+eEp66EpB2RfqjNwm0JyxpWYic5tZ8u1gn0ED5dBM9vnLCysgAmYkTlX+cy/EnaW7m9O2/3yNFmBf7F49nsDRPjdzJaWFGkb67eBL+DgLNcxoN0gk0zSpcoZwWFOmzC+/UNrS2/S2BJnlYFShfSas41/itfkEcygxkX0Z3Y9whhlXIi331CZz3jUpbncoUR1YCTfoytIW+UjyosYZ1pW6zOPwo6p2DsN9LoKmesqJDcRwtrWk89yZ+0vJf0il+qlYA+5I9WHf+Nk8zucf9/AIIiUkiRffFKNOxSquZmZTZSDrNuBoFsS/RnbXnbvHk77SvCOfuoWVMGjaQIb0aU8LeWu3S3XzvdYFm+R4C7cbs5hRz+EAC7eYcvivugGU6gabkwdL2lMpjiVmFURx6FJoqxJT3l9CutDMODaZx4Z1W0HQCzTILgaY3KYoI7h1ZweThErcmlHK0wdztRzbefptAS+bspHoUdSpBtxWnuO79+vud9B4YEBKtTnB443cTPXPEoSDwORD4YAIt6cRwyua2wNC0BtNuhZOg51bQgErm/P8q4mhljFm9uTyM1LjLPrRASzo5kvIOlhiZVue3G6HEZ2bHuG9wUtsxh/vP1vFDoVxY5mzFyqfvFgOnir3H9gntqd2wJ/OOPSYm+SU3ptXFxcYc938k0GLZ3qMwua1d6bLZ5zUX5Os33FsEmvIZS1sVIKe5BY3mP8Bv/ygq5rHGyKQaU64G8Xp8cDIXf66Gq40JpnVmcjskgG293HGwzknLZY8I0wUuvW6I9szfF2jShYmPdzOuqRRLZ4jMQIaJUzUGbfAkTJsRl2V3b3lCFXufnZM7qgPs5xx6QOTLl9ya1ZiCOS0o+t4CTc7REV/jYmOKW6/teOvip3S2/E2BprtM6f07rYs4Uqjzeh6GpLm+pOeTPX6hTkF7yg3erw76f/OHVNYCTWpL7r2XCS1KYG9hpGVdhf5rrhAcr3P36ix6/e8HE2hxuxlQ1oUcLt+z5m5QJl8UXu87yzOZCbS4PQwqnxc7lw6svhOA1vOWZRPqJ1RxPNw7lR8aNaH7jL14hSYivz1f4+Is3JPsI9BA9VwS4vmwMStM1zVXCVC/CUpxrIOoWqQMnZdfwU8TBPoWJu8g0FRxPNo/g+5NmvLjtF3cDE5ArnVxWr2TQItj//BvKJjLmbbLruMb++a7+80Gi2cFgc+LwAcTaIqbU6nlZI2xUT56ZBKDBslcGCcVljXFuesW/LSZfB9aoCluTaOOs43ajh93+L4Wg6a2Y3xltRslT5c/8Q3cTl/33FiYuDPoYAAxWaeyqWdeFXqCCfULkqtMf3Z5R2sTChQfSKAlsq9fMRyszKg4Ln0sW7rbTpmiXep/i0BLecTC5gWws3Sj187nhFyZQYN8OTAxyssPW59lyPySekjm0sTquEo7AXTayNPwSPYPLIWjlQnuA/bhq000SGdLugfvJ9DUTShDubp+DE2L5VK7NGQWJei/w/sdRGo6A1IfqMJO8UuTojiU6cPW++HI1d4ZxQcQaEkcHyVlGxpj23QBXkFx6V1c7yXQVIRu7kGpPHloOv8mgXH6riQlDxa3oqijG503PCDkrVtHvVmg6Vh7/vETzUvaY2EsQ2ZejD6b7xP6ln07P5hAkx9i2Nf5yGH2FaOOPSU81QWYOn3qA5VSxStpdfFNP5kJNPlhhleU4gC/YuQRbz0XY/qGUttXhXF2ektKOZehx4YbBGm/XSq8sqdAk2L8om5tYnTT4tg7l+O7gZOZ+dtgWtdvyZBlZ3mul0WdnkiGR6kuzixW0FThnJvVlrKuZfhxzVX8td+GFXc0MWjvJtDkHB1TDbecZpQbup/7wWku3HTWqJSoXr1KdQmne048EAQ+UwIfTKAhP8XI8vZYGplQauQpgrUxZmnc4tjVqzA5LXPTcuVjojSfmB8+Bk1+mlFfO2rskGLMYjOuDMSxu3dRclvl5rsVD4mMu8/8pq7YmhqRt+MGHka9TP+BK4W+P93Gsh2PiEuU4/lrLXUyQMlhRwlIVXOSQJOSBP7pCloKXrMbki+HKSbufdn9NJMgeVU4J6ZNYYtUh0j5FoGWeIzhXzlh69qRDY8jkCeeYew3zlgbmVBy6FH89FyxmnmKY2+/Ejha56bF73cJTUjm0cIWFLAzwyhvB9bcDX89Rk/xlB0rdhIXHa+XJJBZDFpmLs5YTv25kwdRmpIXkg3KiKss6ViG3BYmOLZfw+Ow9KtJaffTm44UXJ/egAJ2lpQYdACfSN2bviTQpCSBf7KCpuTxktYUzm2OkXMH1twPSb8C9F4CLYGjIyqSN3c1JpzzJUovThpVMH/+WBJn52YsuBVIOu2WKYKsBFocp7fu5n5ETGo5DWWkJ8u6foWjpQkObZZzN+jNe2imCjS3Hmx510K1mbk4lfdY2NIde3MTivT4kzsh+sknmkGpIs4wd8YW7gbqJRxkNt7MBJryHotaFcfBwoTC3aXNxzNr/yzzZm7hTmA08ptzaO5uj1Wxfux4kFaAVyfQLLPZCpqESRX8F7+PG8eCP/dx6OBhTnncJyAmKS2zPjOWGc+9RaApbs+nVUknrN17s+WOLkkB3ibQCnaVsjh195rkku1AGWdLTNy6sdbT//XYWFUk5xbNYestXyIyvp1ntFk8FgQ+IwIfTqCh4Pachmr3mLFbX/b5x6YvkRB/ghFfOWBXeggH9Z5Tei/kWylLzrwxi55EZhIzlhXtZM6pXaYZt3pScHtuY3WqvrGUaemry7TUthN/gpEVHMlZejAH/KQyFkoeL25B/hymGJq40Pi3k/jEp9VIU/geYOz3Q9j0IILElFA2dJRchka4dtnEsyhdDFMCR4aWxcHSlMJ99+Kr9w01+fw4Kuexxqzgu22Wrrg5g3p5c2AiM8e98yo8QxPTYo5UEXjM60jrCce1K5BpAs3m2yWvJQnEnhxNJWcHKow6ohVjCrzmN1On80ubt+98Fpk+5i7hFGMqu5C79ED2+GjEodJ7Ka3ccmFmaIxzo184+iQ2rQCl4gWHxnVm6B93CFevOijwnFqXfDnMceqwlif64kr5mMXfSUkCVjRZ+IBgtd8pkq0DurP0RmBaVqEk0u4voFnB3Di1Xs6jUE3ig1Qza8+i6UxffpQHkZkX+ky9U1RhbOpWFAcLI1w6redhqh2JHB9dSR1A79Zrx7vFoF3VJgk4d2LDQ02SgPLBIloWtsfM0IbKPx3DJ0pXZkPyIZ5hXLV85DB1pO2qB5pSHqmGZXEgiYy6BdTxZ3tfiz87wvCKUvzZxHeIP5Paf8mhoeXVYyw1+ABPwnXiNJLtQ3qz9JovqcmrEusHi2lV1BGnlku4E5gWtJ6ZpclXp9HQLRfmTu1YeS9Iz3Wo4MbMJhTObYGjJPT0N0tXerOsfXEcLaxoOFsbgya9V8xrjruDGYbmRWi/+Dx+sWmld1SRV/m9+/dMOPCYkLfFPSZ7MKW+G7nM9TdLl+7z7yjmKLVfmHaLzvEiY/s9OjLhwCNC5ErCtvamrKs1xs7tWH4zIFUEJ54aR81COTEr+CObpGQT9WKeCh9dkkC9LJIE5AfemiSQJ2OSwNFRVJaSBEoOYNf9YL3/SzkHh1fIPEngujZJII9+kgCowk4zpVUHphx7RIh+sklmk/qmc6rnqUkCdadd5mm6JAEV4dv7UyGfDcZ52vD7tRdI+R/ST+LpCdQtkguzgt1Yf8s/NUng+pwWlHC0wLHVYnUNNd3aqOLOYtqWdsbc0Ay31nM59UxXvkhSmlF4ruhL1wm7uaNLeJD78NfmFaw9eJNAXamkN41DPCcIZFMCH1CgSR9OXixtWww7c1sqjjyMT2q9swRuzvmWQoXqMPG4P/F6BSKTL47nG0crjEwqMcEjrfzG23nGsqd3MXJZGOHQYT0+qWJJY8eydsXJZWFLheEHeZpalDaBm3Ob41aoDhOOviBO51qJv6qu02ZrIsNAZkruwpVo3OEHurWtS4m85ei16S4R6ow3OWfHVsLJyghD61J0nL6RXTtW89uAjrSqVggrU2Nsqgxn4/a17L0aiTz5FbF7+1LC3hJj+/aseRKRviRDZoNUhXF4RBWcrY2RyYyxc6/H9/1HMmpYH1p9UwC3xlM55RenLTyrE2imGDnVY/LRZ8Rqy3crAw4ztnZ+CtT6maOp9dQkNndY+X1p7C1t+XroPh6nFqVN5NaClrgXrsO4Qz7EpL6xJ3BttlRTzVQds2Say42KjdrTrVtb6pXMR7keG7gVpqt8LufkaKmYqTFWDWZzK1jP/Zd8iYk1pIQFU6pOvoJ/jBQcGMnW7iWo2HM9d8LSVjnkV6ZQt0BJOq++Q5ja7abg5gxpRcwEmcwU977b8U7NwMwMopxzP1cnr60xhlYlaP/rOrbvWM20QZ1pXb0wNuYmWFcewpota9h7JZx4uT/rOrurV1xKDzuCT2Sa4Io7NJSvXKwxztmCJXeDNd/uVdH8NbmBulyCoVl+6g9ewK5L93l8+zjLhjWnbB5LjA2NcKzclVGzdhMRnZCZkannlI+XqOPPCnZcx8OQ9Jm4yZenUK+gA+UGH3iH+DPpAy2IDd2koHwj8nXdqK6Er/kgjGR773JU7rGaG0HxqdlwL69OpWGRUnRafoOg1wM2U22UDlSBf9K9tDNWJnn5buZhrlzZz/w5m7kVHMLxcdXV82NZdyqXX0Sntq8J4ncjl4kJlcf/hU+kZnlQFX6ccXULkdNEhswoB0VqtaP3sJEM69uGqoWL0HDSQR6/cY61psUdYnilfNga56blYm2WqGRr+AnG13cjp6mu/bba9ttq2p94ILX9lxenUL9wLkwMrSjWZiIrt2xnzYyhdGtbk6J2lphaV6T/sj9YvfcyUTGxeC34jmIOZpiUH87hR6Hpv4iqp2ATPcq6YGVSkoF7HhCSWs4mnqOjq1HQzgS7pnO55hutXa1XEfxnL8pJIjFvJ9bc1oubkzJee5bD1dqEEgN3cz9E96UQ4o+NpYabHSZ2TZlz9TnRaoGk5MnKTursx1yFv6Fhq0782HsAQ0aM5qcJk5mxaD37r/oS8y7l+RV3WNSmJE7mJpQbeuA19+PLS1NpXMweU0NL3FuNZ9nmbaydOYwf2tXCPacVptYV6LtkPav2XiYiOp6gbf2olN8GE5dv+XXPBS4fWMT8zZ4EhgdyalITitmbIpMZYetWg9Y9hzJyWF/aVXfHvcE4dt0N1YYpKHmyqivlXa0wtKzEmIMPCE2rxZzufhUPBIHsTuDDCjSJRuIj9v3yPRVcHCn0TXN6DhlI12+rU+Xboaz2CE7dlkQVfp0diybSrbILliaGGMiMcPi6A8Mmz2evVywv9d086SiriLi+g7mjW1IqlzlGMgMMbYrTbPAvbLwcglwn/hIfs//XjlR0daRQpeb0GDyAbs0kO4aw6pJUekH3/U3TuCr0Aot6VCWftQmGUhV+mTE5SrZm8r4HROvt86MMOMT/6hZSV5mXGZphX/o7ft59n+BzU6gj1RAzNCZ3pcFsuXCSTXPG0Kp0bnWcj4GhNcW/HcTkDR4EJ6YJgHRD0z1IesK+ia0obW+OsUzaFUCGoZUb9Qet4GJAgt6uADqBZoZlhTZ0rvk11Zq2p3P7Rnzt7k6N7vM5/Tw+bcVL137iYw5M7cw3eZ0oVKkZ3QcNoFvzGlRtOpgV5/3VWx3pXqr+qwrl0u+9qVFAqoYuU9tjlKMELSfu5l6kJr1eFXObnbN6UyOfDaaGBshM81Lzx8lsvRmO35VtzOhVnXw2phgayDDOU4Wu0w8QHhvItv5VqVC6GN+0GsikBatYvXA8HevU58c5x/CJ1e1ooMRnU3fKOFmp58a4+CAO+kSmZqels1X7QBl4hJ8bFcXOzBBpnnKXbM5P270IODeVRm65MDU0JleFAWw8eZBVkzpQzt4KY5kMI6dKdBy5gnP+gXjumsGPVZyxloS7oRVFG/dnwTEfTXFPhT8nZnXlG1dr9XilOTK2r8zgPzYwonphCpepQ+f/LeWgVzByXZmPzAyVNLMkAvMWof0KL4LTlTLRuFOLOhZ+h/gzJQEeW1n4v5aUcbDCRPq/yFGKFgN+Yev1cOKTI9kxuBbflClGpZb9mTB/JasX/kzn+g34cdZhnkS/7tp/zVxVJGd/aYJ7LqlMhRE2xdoya99B1k/vS52COTBTz7sr1br+zKZrwfhe3cWcfrUpJLnIJT5O39Dp1z0ERSWqVL9CEgAAIABJREFUm056dojfOn6Ns5UJMvX/nCFWBWvTd/FpfGJ0c/+aFZoTqihu71vC+PZf4WwjfXkwxLpoI/qMX81f0vZAUrLos8NM7VRBvdNGavsFatNn0SmexeiNVxXE8SktKGVvgZHMELNcJWg6+k88fc8xs0UJHM0MMcr5Fb3nLWfu+B7ULmSHuZR1bJiTUs37Mn7lafX2TVJRmFDPbUzrIn1J0YgNxwrtGPr7aXz8PNk7pzc18ms4GVoVpkHvOez/6wgbFo6jTfk82KjvsxyU+LYvk/68RsiTi2yb3pWKzraYSvemYwXaDV3CqWcv8Nw3lz4186vvb+neLFy/N7MPSltNKUl+up9JraQCy1IiiHZXEb2/MmN7Kg7exK3ghDQhnQ6zitCrm5nRtw6Fc1qo584wZyma9R7HipNP1H2oX64K5uTU1pR1tFRzM81VnMYjNnLV5xxzWpcmj7nErTw9V10mIDYFVeR5prcsjaOUDGRog3vLaRzx1u6okOzD0ZndqJxX8/6hfs+zzE/NnvM4JhXmTQ3LVOG3fQBSLTuT3A347ZS3cHummzvx4HMi8OEFmo5OUhhPbnrw1/kr3JMq1r8tXV533Yf+mxTOk1senDt/hbuSHanbG2TekTz0MZ6XPLj1NBy5rs5ZxpcqovH18uT28yiSUttTEvPsBp53peK4H2APScn9FOvHvSsXuXTTm5D4FF5HmCbQ1HXQgoN4fusS5y9ex1tyjb5+QfqRJIXz9PZlDRu/WBSpY0n/stRH8lC8r3vgceupOsPybc2nXpflgQp5YhKvVK9QJoTw+OYlLl57QECcVHoi40VK4oKe8/T4zzRqN48r/jFprt+ML9U9VsTw4s51vHwi02rWoSTG5xbX777IfF9Q3bXv+FeVEMhDz4ucv3yHFzHJpCjjCPIPR57lHqiZNPwyiPteUtauIn38oyqULT1K/Y34s0zaTj2l4qU8CZWWtfctDy5eu49/bHImrFMvyuTgJWGPb3D1+mNCEpKz+IDP5LIsT6mIC3jAtUse3HwcRGy6vV2zvOhvPKFpX/qffnP7CmL87nHT65l631CdHlDF+uJ14y6+kZnvyfk3DPnXXqoMPMOCEeNZdew8Fy+d5ei+7fy5YS2rli9l8dxpjB/Qgq8KN+HXM96E/+OYLgWx/ve5decZYQlpoSHSnpp3bt7leUSGvYxfSu/H17j+KIi4TN4nVXGBPJTeY248IlAqs/La+4CEMRF/r2vc8ol4/cvkv0ZZdCQIfHwCH0+gfXzbRQ9vKVT7+QGKwWNqFwZvlFaaXquf8vkNN+EoIyvlxb7Gu8affX4IxIj+HgF19nKzanRddAmf1H21MraRzIWpI1h4zlvP/ZrxNeKxICAI/NcEhED7r2fgH/WfYQUtw04C/6jpT+1iZSiXFvWj52+HeJxJpu2nZu6HsCf56q/U/zvxZx+iU9FGNiag4M7C1pRwKUbXdbcJyKJuoSrWk0Xj5nPSW1d8NxsPWZguCHzGBIRAy9aTm8L9eU3IJ+3F2WAe90Mz7JWXrceWwfiEu5z38CFGnvKF1EJS4v17a4o6FabLO9U/y8BLPPwCCSi5u6QdpfJYYJ6vNn1mbOGvO88Ji08iWR5DkPdVjqydQq92vZh95BHhaYFdXyArMWRB4NMnIATapz9HmVuoSiLi8TEmN8qPrakMI4d6/Lz7Kk9D41H88+CwzPsUZ/9FArHs7l8G1wKtWHI7KLX0w79ogOgqOxJIeMCO8d9R2tFSm2CkSxKQYZyjKHW6z+TggzASv4AIgew4fcJmQUCfgBBo+jSy0bEy+ArbVy9l0YIFLND7XbThDD5xug2fs9GAhKkZCKiIvn+Gk54viH2XkggZrhYPv2QCKuRBdzl/aCtrli1lzeb9nL2pTX7INOj+S2Ylxi4IfLoEhED7dOdGWCYICAKCgCAgCAgCXygBIdC+0IkXwxYEBAFBQBAQBASBT5eAEGif7twIywQBQUAQEAQEAUHgCyUgBNoXOvFi2IKAICAICAKCgCDw6RL4YAJt6NChNG3alMaNG4tfwUDcA+IeEPeAuAfEPSDuAXEPaO+BuXPnEhIS8rfU4AcTaB4eHhw7doyjR4+KX8FA3APiHhD3gLgHxD0g7gFxD2jvgTt37iCXy/8bgfa3ehUvFgQEAUFAEBAEBAFBQBDIksAHW0HLsgfxhCAgCAgCgoAgIAgIAoLA3yIgBNrfwiVeLAgIAoKAICAICAKCwMcn8C8KtCQifB/hdeMWd70DiElWafdUTCbw3l38EhQoRZXrjz/jogdBQBAQBAQBQUAQ+OQJfHyBJn/CoRk/UquIC0W+aUzbju1pWq0EeV2KUqVlP8ZN6EH1/A2ZeSuMBLE/3Cd/wwgDBQFBQBAQBAQBQeDjE/i4Ak1+j2Vt3bGzcKbJ7IsEJKZoV81URN9cS/+qrlgZyzAwqcZvN4RA+/jT/an2kMCNtVNYeSGImCSxjPqpzpKwSxAQBAQBQeDfI/ARBZqS56vbUiiHKcb5urPDL4aMn72q0GOMquqIlUV1IdD+vTn/xHpSEXH6Z+oWKEKXtd6EJQqB9olNkDBHEBAEBAFB4D8g8PEEmsqPVW3yksNUhlH+HuzMRKBJ4406NJiyzg2YflOsoP0H8/+fd5n8ZBM9yjtiaeJEeyHQ/vP5EAYIAoKAICAIfBoEPp5AS77Ez5UdsDIywMAoD03nXiQo1cWpN/jky0ys1Zr5XkKg6VH5Ig6V/gcYVSsftiYyDAwdhUD7ImZdDFIQEAQEAUHgXQh8PIGmuM6vNZywMjbAwMAAmZEdZdpPZvvtMJLSpWuqiH7xnLCkFFTpLFYQcmUzM4d0olm9mtRq0IqeE9Zx0T8BhfaFKY8PsWj6FCZOmMAE9e8klp30JS7uOad/H0mnpvVp0nk82+9G8uKvdcz6bbL2dbrXT2DSitP4J8RzZ89cpv2iPT9pOSd940hS96Mg5OpWZg3V2dGSHj+v5YJffJod3odZPCODHSeeExvny5mlo+istmMc2+5EIU9JN8hMHyhCrrJ19jA6N69HrVoNaNnjZ9aef0F8smbg8ts7mTftl9fHMncP98Jvs2/xTH6dqBvLLHZ6RZGY2q+CkGvbmD2sM83r16JWg5b0GL+Gc75xaJtPZ5Mq9hHHVv9C/++/pV6tujRt8yOj5h/gbvhLUl4peXZsGbN+m5hmy6RlnPCJ4eXLe+xdMIMpqXMzgYm/bMAjPJ7kVyB/vI1B1V2xlsSZgQEGhtaUbjWQkT9NYNqW64QnKLTxiqAIvcb2OcPp0qK+hkf3caz+6zmxmglKtTfZ/yIbpg2ja4v61K7fnM5Df2PFpqWM/3k9N0PjUGhfqQw8x7Ix3WjTthe/7rlLxLtMSmov4kAQEAQEAUFAEPj4BD6eQCOBEyPKY29ppPkAlj6EJaFm5kzlLr+y0ys8g1DTG6wqjHPTm1MkhxnWZfux6YYvz878QsO8ttgUbstSz3DkUsZnnC8XVnSnbC4LjNTtG/P1mI3MaVcaewsjZOpzhtg1W8KtBxdZ06McuS109hjh2mI6+zz9SUxJIdb/FgfG1sIpV0k6LjyFd6wClSqc8zO+w91OsqMvf1x/zrMzU2icL4fajt+vhmmET5wvF1f2oFzuNDu+Gr2e2e3L4mipZ8e3i7kbnpBBiOqNGxXh52fSslhOzK3L0GfDNXyeneHXJvmxs3GjzZIrhCakoIx6yM5RNXGxMdGO0QBj966sOPuIqKRYAu4cZnxdF+wcK9B97n68QiUxBajCuTCrFcVzmWNdpg8brvrw9OyvfFswJ7ZurVnsEUxCqpBTEX5pPt+Xc8DSugRdfz/Lg4f7GVXdBRsTI3JW/YmDz6KJ9DnHwo6l0rgaV+Cns35EJ8fy4tpO/lc/n9rNrZ57y8YseBBC/CslfofnMKzDNzhbm2IozZPMgkI1WtG+8w8MXPwXwbFJvJJ4XJhNm5K5sbAuTa91l3n69CxTm7uRy9aNVgsvEhSnkV3yu6vpUs4R2wJN+WXnVR7cv8yuqe0o62CJeekhHH4eqRaGKP3Y9GNpHC0N1fejYY4GzLgcQGzquPXnQxwLAoKAICAICAL/DYGPKNBA+WwDnYvbYWaoEWfqlZJUoZaHbzr/xv6HMSSlK6+hxH97D0rlMsdQZkGdmbcJk+pvqPxY2VqKaTPEruFcPMMSUV+WdJhBJeyxUPdhRG7XwlRoN4qh35Ukp1qkyTCpPJnLIfEkP1lO64J2mMkkezTC7V5EolYwKfFb2ZbyXVdzN0w6pyRgRy/K2ltgJLOg9oybhMRLdvizqm1+7MwMsWswh2uhCal2DCnlgJXODpfCfN12JENbliKXpTEyA8mOiXgEx5GVFlAG7KSPJIiMZFjUms714HiUqPBf3Y4COc0wtGvArCshxEsNJN1mfrOC2JlqVqBklhUYe8KfmORXKP220qtKff639wnRqatMSgJ29qG8o6V6PLWmeRIUpxnPmg6FyGVuiF39mXgEaexLur+M9iVyY25oRJ6O63kcLueVKoxNXQuT20JySdrRYukDQhOUhP7RlSL2FhqxqBNoat2k5O68phSwM1U/J0sVaJqbXXH1N+rmz4GJNB+ZuDiVAbvo/7UTVhKPmr9xNSBWw2NtR3V/hjnqMf1iALHJgWzuXgpHS2PydtuMd5hcu/omx2thS4rXGs0RnUBLvsjEmvnIoV3ZNTAqSI+t3oTJRXLCf/MWJHoVBAQBQUAQyIzARxVooCL66hI6ls6FuZHWlaUVaBqxJsPYsRpjD/gQp/OvKTz5tWYerKUPUGM3+uzViA6Qs7+/u1ocyEwrMeGSTqgcY1gZeyzVwkiGcdlRnAyKQyF/xNYxbahbqyXj9jzWCpUoDgwqm7qqJ7Ouy8wboZr6a8rnrGxfg8G7nxP18hUorjO1jrRapLGj9+4XRKvTUOUcGFAce0tDZKYVGX8hiDi1YDrO8HKOWoEmw7jMCI4HxKjt2Da2LfVqteSn3Y+IepnekZs2KQquT6uLq60JBgbGFOq1i+dR0ioSyA8OpKSDJYYyUyqOO0egdrlHfmM2TQvYYaoVnLZVf+bEw7+Y3aYG3y+6RFC8rqwJ6vFMq5cXW2k8RoXotfM5kdI4kXNwcGmcrKTxVOCnvyTeAfz5Q0kcLAwxMMxBi98fEpogvTaJM2Mr4WxjpI4r7Ljem/DEV0Rs/jFLgfZoYQsK5jR7D4Gm4MaMhuS3k1YJjSjUcztPI15qeBwaStk81moeFf53mhchBxle3gUbQxlGrs2Yc/YFcQqN4FJFHuHnwUvwCIwmWQ07hnOT61FA3a4M82K92fIwHHlW05I2QeJIEBAEBAFBQBD41wh8ZIGmGYcy/BrrRzZRuwqN1GJCf0VNhnHe9qy+F4mkXVJuz6Ses7VmVcW4LCNP+hH1MoWUFMllWg4HyWUqs6bp795ESqseSfoCzQjnrlt5Ea0RNplRTL42hZrO1hir3WpmVJpwnuC4FFLuzqFpvfGcCIxRf5CneM2mgaut1o4yjDjxgki51o6RX+FopbVj8SO1SCFJX6AZ4dxlMz6RGkGRmR2vnUvxYk6jfORQx2QZU2b4MZ5HyElJSSHh5GgqOFljZCDDqskiHoTp3KSJXJvekPw5tK5OmQV5CxaifN9tPAiXp3OlpnjNoXH+HBoxZ1yG4Ud9iJAr1FxPjqmoEV0yKxovvEfQw1V0KJwbc2mujArRc4ePVsyBMtiDjXOmMnvDOXxjk9R9fBSBprzDvKYFyaleITSm9NDDPA1LRCHxOPU/Krvaang0ms+dFwf5X9W82KpXxWQY2hSmQf95HHoQzku1bzcDbWUYXoc3smLVTi6/iMuwgpvhteKhICAICAKCgCDwHxD4VwSablwJz06xbHgzSuQyI51Qk5lQfuxZtVCS7+1NkVzmGneZzBirXHlwdnbBxUX/Nz9NZlzTuD7TCTRjCvXeg39McmqAua7v1L9Kbxa3yK+Ni5JhXGo4xwPDODexLi1meqhtkF4r39cXd53bTmtHnkzsaDz9CiGSzzGdQNOsgPlqV8BS+37TgXwf/Ys7YKkWsDKMrXLhlMc5w7hdyN94Gpf13aQJV/i1nk7YGSAzdqffXh+iMhSdk+/vTwlHSy1XIyxzOfH6ePLRaOolfLYPpEweK01smLE7A/f7vtae/lA+ikCTH2BQ6TypK5JGljkz5ZGv0W9c8A/i0vTGFMqpcaXqXOkyi/zUGbyWq8EJaBfU9M0Wx4KAICAICAKCwCdL4KMJNGXAPqbPP05w/OurWfIXZ1jcszJ51LFZ0mqaDLPaM/EKSyBqS1cK2GkFmqEjHTdoXY5ZIfy7Ag0VgX90oUhObR/GbvTetJoelTuyVK/UR+zWHymkE4qGDny/3kezYpelHforaO8h0GK30b1wbiy07kqHDut4GqGLpcqqU835uIuTqZNXu9pnIMOy/EiO+EZrguK1l8Zu60GR3No4MUMHOqx9oln5y6Tp2B09KWqvFXNGeei08Snhb4jR+igCLXYHvYrpBKshDu1X8zgsMWvhnfyM/eObUNTOXCMsda50mTGuLRZwWRtbl8lwxSlBQBAQBAQBQeCTI/DxBNqj+TT9qi/bfWNQhzplHLoqnJOjKuNoZazOpjOpMpmrYfEkHhlCydwW2sw+U2pMvakORM94eerjvy3QgOgDDCyri1szInfe/Lh1WMfjyDS3YNLRoZSR4r7UrlBTqv92Q5MkkNpxhoN/uoKWdJTh5ZxSV4xMq/+KZ1CcJgEhQ1fpH6oIOTyC2m72WBjJtCtkVlQcc4wXeiuJSceGU85JuyomM6X6r9c0SQLpG1M/kl5bXorxUoscYyqMO4d/TFapDXycGLSk44z82gUbqY6egQzTar9wJSDmLTwUBF3dxMSOlXC10WaHSmMwdqf/Hh8iMqwqZjJ0cUoQEAQEAUFAEPgkCHxUgdbExY3vVz8iKosI7OQzY/jKwRIjA0Ps26/DJ/olSr9VtMmnjZUykGHbaB5e4bpMSx2zFFJ0mZ/vI9CQc2FcFZy04tDAuAA9dvpqkwA0faj819C+QE5txqcM24Zzua3L2NSZgb4d/3AFTeXPWnU2pTYr07Yhc26GICWO6v+kpA5cc1bxeC1darZl7tE9jK2d5uo0tKnM+JP+xOiC5f3X8r2bNq5M4tpgNjfUWaL6rStRKl+hCthA5yL22tU8GWYVfuK0f0xqHTH9K6Tjj7KCpvJnXaei2EsZo1J5Ftv6zLoWiJR4qv+jVCp5FXOU38as5UZQrNZGJWHX1jKgRl5spJg+mSVNFt4jOF6TOCB/tJOfv69J+a/r0XPJOQLi3uAS1+9MHAsCgoAgIAgIAv8SgY8r0JxtsS41iH0+sencbbqxJR4eTCmpdphxPrpufqYRSKoA/uhUGDsz7QezWTG6b7pL1EvtJ3NKIMfGt6HnyttEJCpfSxLI33MnL2Jed6vq+tT9TbkzS5sEIMO49HBOBOo+3LWvUAWwqau7uvyEWiCYFePHjXeI0LPj+M9t6bXiljYWTl+gGZG/+3aeR/2NJAHJ9fpnN4qnrh6aUeyHDdwOl2tXjVIIOjGBdr1XcDM0XlOqI+4qs5pVpcuKG4QkKIm/OpWGurIVBobYVpvEmYBYTfyVKpA/fyiOvZSZqa5H584P628Tri4oByiDODGpA72XXyckNoi9/cvhJCVCSCtQRo40nPEX/nFpxWPl3ntYtuU6EXHJJO4fQCnd6pxxCQYf1MWsJeDxS13y2WqSGGTmDZl3X6qDpmGsuKZfZkPKFr1PSEIMV1bOY9f9MB5v7E4pR90qphnu3dZyI1RbXgUlQScn07HPcq7dXUHXUnUZe+gZkXqrZEk3ZtJIynI1yscPm7WlNJRPWdmhGA7m2vvLsiqT/npBtK6Kre4GEX8FAUFAEBAEBIH/kMBHFmg2mMiMydNgMkd94lIr76vHm/SQle2LYmduifsPG7kX9TI16zD5/jLaFrHDVFs/zdDajXrdhjJqcDe+/dqNUp1XcztCI1xUYX/SpVBOTcahgQybBvO4rauR9iawUlmNtgXV/Veb7KEJ9M/w+uT7y2lfLGdqHTfJjrpdh6jtaKa2YxW3wjWCQRW+mW6Fc6XaYV1/DjdDtDXSMrSb5cPkB6zoUDxVFBoYWlGoThcGjxxMt2YVKFy6MytvhCHpUpK82dKnAq41fuYvSYSpG43h8NCv0oSVYQ5q/voXgdpirskPVvK9uraZJovW0KoQdboMZuTgH2hesTClO63gunaVUPliJ/0rOqtrkKkFnbEjFTqMYuayNSyfPogmNdox/y8/dTkLpd8GuhTX1qKTGZOv0SgWrlrBzAENKOUizaNGDBkYudJs+kHuhMhJUYHSfy2diupW6gyxLdWcHzvVpXK7RVyRYsaSH7CqUylNuQ9JKEo8andm0IjB/NC8IkVKd2LZtWDiQzbT3d0Rh/ID2OqlLWIMJJybQK28ObAq3p+dTyM0rvZkDybXyq9XB60QPbc/ITxTP3yWMyWeEAQEAUFAEBAEPiqBjyvQ3EpStV4NSrvYYuVSgVYDJjBn8RLmTRlJpyr5yOlSnra/HORxbHKqONOMVkXM9dX0r5kfG1PNio8Uh2RomY9aQ/7EK+qlelVJcWsFP1TOi6WJ7jUGyAxtKFT1OyYfCiJObzXldYoqwrb3oHih1izyCiMx0zpYkh1rGFi7ALbp7MhLzSGbuB2ps2Ml3avke92OKi2YdDCA2Dfakd4yVcwN1g6qQ0HbtBgqmaEleWsO5o9bEeqtohSey/ihWgGsTA0xtCpA1c7zOR8Sief6ITQpYYeZXs05mUUhOq+5R4R6gCpibqxjcN1C5DDTMZO45qXGoI3cDE9MV0Q36elBfm1XHkdLbRkPaeXNyJoCdQaz4XooiaklLJJ4+EdfqrhaYawtoyIzd6XGwFVsn9SQfPY5cShYikq1m9KmSz/mHPElRqqpoorGY357yjlIxYCl3QRMcao6lG33IzQ7RUibH8TcZP2Q+rjZmWGoa9vQgrw1BrL+ephm54OILfQo9zU1qpXFrWgFmnzfkwG921G1gB32JVoz89QLYqX9pdQ/cm4sak0Je6kQshF2VcZyyCeKvzFF6SdMPBIEBAFBQBAQBD4CgY8m0FQRl9m625NIuYJXylieXzvCtjVLmDtjOrMXLOfPo9fwjVWQblvO1wYoJ9DrLw7u3M6uQ2fxCkhUr7y89rL3PZHozflzD4lO0ivommlbcgLvnOOQZMfBs9wOSEy/GpjpNf/spDzoDucO7WT7roOcvR1AgiJD8NU/al5OkDSeXdrxSPubZjkRSqKfXePk/h3s2HOECw9CkOs2Q81ggzzIizP7d7Bt9zE8fWNIVr4iwe8hT8Le1L6KOP87XDx5nLOeT4l8bU9WTSfyoLucP7yLHbsOcuaWP/HJyrSMzmRfrl19SqxcgTIhgDsXDrNrx15OXn1MqDzjHq9Se3ICbp/h6AlPnsckveUezDBI8VAQEAQEAUFAEPgXCHw0gfYv2C66EAQEAUFAEBAEBAFB4LMkIATaZzmtYlCCgCAgCAgCgoAgkJ0JCIGWnWdP2C4ICAKCgCAgCAgCnyUBIdA+y2kVgxIEBAFBQBAQBASB7ExACLTsPHvCdkFAEBAEBAFBQBD4LAkIgfZZTqsYlCAgCAgCgoAgIAhkZwJCoGXn2RO2CwKCgCAgCAgCgsBnSUAItM9yWsWgBAFBQBAQBAQBQSA7ExACLTvPnrBdEBAEBAFBQBAQBD5LAkKgfZbTKgYlCAgCgoAgIAgIAtmZgBBo2Xn2hO2CgCAgCAgCgoAg8FkSEALts5xWMShBQBAQBAQBQUAQyM4Esp9AS3nIms5lcXapzMj9vsQmv/oH/FN4uKYL5VxcqDxiH76xSWkbcL+p1ZSHrO1SHhfXbxix9zkxSe9hgyqR4Hun2LLgJ7o3qUCNEfvxi9brX+qj21e4un7D8D3PiH6fPt40BvGcICAICAKCgCAgCHyyBLKfQIvbQ+9iubAwNKPK5MuExCv/Adw49vYpTm4LI8yqTOZycDwp79Ja3F76FrfHwsiMKpM8CI57p6v0WlYRfHETC6YOoF5BG8wMjSnUaxfPo/QEWtw++pV0wNLIjMoTLxIY+3f70OtOHAoCgoAgIAgIAoJAtiKQ/QQayfieXMHMuVu4FiJH8R6LV/ozlOx7kpUz57LlWjDyTBpThT/jWUQyKap0V+F7aiWz5m7hanDiP7AhiRMjy+FkZfq6QJPGeWqVpo+gf9KHvt3iWBAQBAQBQUAQEASyA4FsKND+Rawpvmzt3ZYJJwKI+Ueu1KxsTubC+Co4W5tlItCyukacFwQEAUFAEBAEBIHPnYAQaFnOcCK3FrSgcO5SDNj/gmgh0LIkJZ4QBAQBQUAQEAQEgQ9LIJsKtBQiHp7m5PVgEhX6vkcViX5XOXDiDrEvFbxKeIHHntUsWbqefVdfkJDutWkgUyIecubkdYITk9G0Fse9P/pQ0cESY6O8tJmzl2NnL+JxNwC5QhfzJtlwRmNDsr4Nmnblgbc4tXcjyxbMY9HqnZz3jiRZmdEf+7YVtBQi1X0EkZDah4pon5tcu3yRixez+PW4g3+CgnTdKaPx8TzBztVLWLT8T455ZWSXxkMcCQKCgCAgCAgCgsB/SyBbCbSkQE92LxhJ+2oFyWFqRvkxZzUB+ko/Ti8ZQ5fa7tibG2PeYB5Xjszhh4qu5LQ2xdBQhswkL01mnyckQRtsnxSI5+4FjOxQjUI5TDErP4YzQbEogJTHu/h1aBvKO1hgYmRLyYbf0+XHHvSZdZRnjy6xa+EoOlQvhJ1kw+jTBMZKV2l/Uvw4Mvk7ypRpxtiVBzl3/ggrB1bH1bEY7RdfJUzXv/rlmQu0pKDr7Fk4iu+ru2FnZkb5UacIiNH1kcThIWUoWLI6rX/oy8BBgxk8eDCDB3aiWl5rTA1lmJUczD53AWGEAAAgAElEQVSfKDSJnyqibv3J/zq2pGO/kfw0pj+tyjthZeHINwM2cjtcjk5y6oaQ2d8Erz/5ZfgQ+n/fiIY9lnIxOD5d7F2y904m9h/HH7fC0AwxiTtre1OzbDWGbX9MpPx1EZtZP+KcICAICAKCgCAgCEA2EmgqYp9ex+PsOvp+bY+lsQnldAKNFBSKWDwm1SKPtTHGrqWo02YC2675E58cg9fyDrjnNMPYsR1rvCORvwJV7FOue5xlXd8K2FsaY1IuTaCpb4zk04yp4IiVaVH6p7o402zoV8FBY0M6gabEb0Mniuayoki/vfjqymYkHGJwGUdsXDqy/ommf83Nl5lAUxH77AaXz66jXyVHrKRxphNocg6M6M7im8GkJXaqCNzdl68cLTE2K8nA3U+I0pblSLq3gu+/bsDPx5+numlVoXvoV84RS+Oc1JtxicC3ZKGqQg8xfvACzr+IIfHefJoWLEyn1Y8IS9StCCZxblwVXHNVYuxpP6IlLamK5NCQCuSxNqNwn134Rb4U/2+CgCAgCAgCgoAg8I4EspFA041Izp5ehcllYZq2gqZ9Kn57dwrmNMek5DCO+seSGjaWeJCBJe2xNCnGoINSwL+uLZDv7U2R3BaYvpNA010nZ2+fothbmFIunUBTcHlyDVxszHHrsxtfXdkMxQ2m1nHF1qICP50P1BNWmQm0tD729XXHwdI0g0BL5tLWHdyNiVev9kmvVgXvYcDXTlgam1FywG6e6PpVBbD5x5IU/G4+XqHxWvetdEWCehXOycoIk3KjOekXndqWrve0vwpuzO7HlBN+RL5UErGzD6Uc89BiyUNCE7QCTXmHuY0LYF+sFzueRfBSe1oVdojhlfNRedRRAqL0oKc1Lo4EAUFAEBAEBAFBIBMC2VKg7e9XlNyZCDT5rp4agVbpZy6F6NU0U1xhUjVnrE1d6bbVN3V1SeIhP9Af9/cQaAf6F8NeEk/pBJq0MufNmYOnuRfyEl3ImzLiBGOqOGFtLglEf6JTtcqbBdrBgSUyEWgZZlEVwr6BFXCyMsasxAB2PdG5NkEVuJ6Ohe3JXfBratVrQKNGjbS/DalRwgELE0Nklo2YdzeE+Kw8kIrrzBo6B4+gaJJVIWzpXgIHx4bMuh5EnNY3qvJfS8fCDri2Xs6D0AS9Yr9JnP5ffXqvf0SoXgdxT06wbtZE/jd2HL+tOMwdqVxKVv1nGK54KAgIAoKAICAIfAkEvhCBdpVfajhjbfbxBVraTaMg7NZeFv40iP5DetGwiC3mZkUzZIT+U4GmIvTgYCo6WWFsVoIBu9Jcm5IdScdHUD6PHaX6buHavWf4+fm9/hsQQmyyUm91LW0EmiMlCoWSV5JbOGAjXdwdcP52IbdD41Nj12L29qeMkz11p3sSqFNt6ouTODWuP4tvBKIJoVPiu2soTVqMYM1fT4mO8efGttE0b9ifdddDtbFrGfsXjwUBQUAQEAQEgS+PgBBoH3gFDVTE3tvOhPZ1aNhzHkcfx5D08gbT6rpia+7+QQWaKuwgQys5YWVsRon+u9Jcm9r7OHZ7D4rYW+Pa5U+eRcj1Vrbe50ZXEbihM0UdXPju97uEJuiWvHTxZ18z+oQ2/kzXvPI+i0fP5nyQZlVPFbSVXuWqMnyvDxE6PygJnBpbha9+XI1XaMIbhKKuUfFXEBAEBAFBQBD4/AkIgfZBBZqK0BMTaVAoN2X67eRxdJJGcChufniBpgrnyPBvcLJ+3bWpu20T9/WnuIMVZhXHcS4gJottrJQolbyDeItkR68SODo1Yd7t0DSXqPIu85oWwL5oT7brxZ9JNiifrWL01FMERr7kFSr813akaME2LHmg71JVEbShC0XdWjLvVjBxOt2nG4T4KwgIAoKAICAIfIEEhEB7q0ArQr99GQvVysk0Bk3hyW+1XbCxKMnQI/5pyQiSQJOSBD7YCpqKiGMjqexsjYl5CfpLrs2Xesom7j43HkSTcH0WjfLnwNTEnb4Z3J+ae11F+Mnp/LrlIeFv29M02YOJ1V3JVWksZ/xj0pIKYnbSp7gTTt8u5F6IfiKCEu/lY5l1NlAb8yfnyLByuJbq9ZqQSzo6gvJ5S9Fz61PCU1fWvsD/RjFkQUAQEAQEAUFASyBbCrS9fYqoszjLjjpNUJyuPhgk7swqSeCyNknA5fUkgX19KSolCZQdxalATR00NZtkDyZVy4O1WR46b3pOVDrhIEfKsJSyOMuMPEWAtg6aKnQDnQrmxNzIhS6bnhKpuybhKMPKSSU7CtN3ry/R2hIYkMz5cZXVpSgKZtwsHTn7+xdTJwmUGXEC/9Q6aFIFixOMruKMjYl5qmtTT54hPzWJ8VteEBF1nRn182FnIsPcvRMrr4WQmKIrjaEiwmM+nVpP4NiLtMSCLP8zks/yU2UXcjeYye2QuFRXpPLFStq5OVCk22aehOu5URMvMXP071wL1oo5VQgbOhfGqVRfdj+LTM30lPpLOj2Wb1xd+G7xA0LidfZlaYl4QhAQBAQBQUAQ+OwJZD+Bpgpgddt85DAzIn/PnbyISdK651T4r2pDvhxmmJQdzZmguLRVnrj99C9hj4VxTlqtfEKkVAhN/aMiYHU78tuZYZS/BzteRGuLu0q1KwJY16EQOc1MyNdmIWduerJ31nQ234siURHAmvYFsJNs6LEjrZyG/Cz/q5QHayNDrEp2ZNrGnexYPZUBHVtRrZAVpsY2VBm+ke1r93I1Uk7yq1j29i2hrsNm334N3vpxYqpA1kr9mxuRv/s2fNRuQsmuKE6OrYazjQnmJfqny9pUDynhASu7NmDY7udEvFQSdngkVV1sMJbJMLJzp+73/Rgxahh9Wn1DAbdG/HbyBbGp9Ui0WDL7owpnd7+yOJfuww6dwFJFcGJ8e6oWz4FdgxlcC4zTJg7Ecm3hKGYck4StVjoq/VjV3g3H0v3Z45NBoJ39icquDjSdd5/gON3cZGaEOCcICAKCgCAgCHwZBLKRQFPid/4P5oxqRnE7c4xkBhjalaXNsGnsuv2IM2sm0KaUHeZGMmTGeajSdSxrLgYT7LmdX7tUwNHCGJmBIdbu3zL499NEPTrNH3NG0ay45hoDQzvKtB7GtJ1exL2UdhuQ3H/jqJXPBhNJ3NiWpOPi83geW8ecUc31bChD66HT2OkVw8sUJYGHfqJeIVt1RX9DM3tKffczu+8FcW5KXfLZmmBonJtKg7dw4eQm5oxpRencFhhLY7EuzrcDJ7PhUgCPz/zB3NHNKZFT+5xdGVoNmcqO29HEXviFWnltMZYZYpO/LN9UqUb16tWpXr0alSuUJH8uc4xNyzP6lL82czKJJ/sm0rq0JFBlGBgYIDO0olD9Qay4EJDl9leZ3f5KvyNMaVuF6m3HMG/1Whb+1IsB88/w5OJK+tasQMN+U1m6ejnTRg9k3LorBMcr0mLbVKFs7FIEp1J92JkhVi3p1FgqubrS8vcHhOhqq2VmgDgnCAgCgoAgIAh8IQSykUD7b2ZEHvqQa5ev4x0mJ0Xfj/gGcxTRvnh5evE8KolUj6Iyhmc3PLkrrdKl2yTzDQ19yKeUsfjdu8LFSzfxlmrEqd53pSqJ8Ke3uHDyBJcehSLXFTCT9vq8eY5Tf3mqXZ2vs0ri5OgKuLp35Y8n4erdHHTDS9w/kNKu5ei/+5ledqfuWfFXEBAEBAFBQBD48ggIgfblzfl/NGIVYdt6UiJvc+bc1s/WVOKzoh1Findl9YNQUqt3/EdWim4FAUFAEBAEBIFPgYAQaJ/CLHwpNsSe4qfqZem0/DYhuqxRpT8bupShxsi9PNPF2X0pPMQ4BQFBQBAQBASBLAgIgZYFGHH64xCIvb6cXt+2ZMC09Rw5e5i1Y1rTsNt8zvjp7Z36cboWrQoCgoAgIAgIAtmGgBBo2WaqPiND5UHcPrOf7Vt3cdTTl5hkZVoywWc0TDEUQUAQEAQEAUHgfQkIgfa+5MR1goAgIAgIAoKAICAIfCQCQqB9JLCiWUFAEBAEBAFBQBAQBN6XgBBo70tOXCcICAKCgCAgCAgCgsBHIiAE2kcCK5oVBAQBQUAQEAQEAUHgfQkIgfa+5MR1goAgIAgIAoKAICAIfCQCQqB9JLCiWUFAEBAEBAFBQBAQBN6XgBBo70tOXCcICAKCgCAgCAgCgsBHIpC9BZoihgDvO9y885SgmGTee3vJjwRXNCsICAKCgCAgCAgCgsD7EMieAi3Fn1OzulElrw3mDmVp0ro+JZ3zU6HTHM74J6B4333A34fgJ3KNPNiL4xtnMKRtdaoO3M7zSLko/qqeGyUJ/jc4sm4ag1pVpdrArTwNS/xs2aiib7F10WYuh8Tw8oP9HyTw3GMHv08ZzeCBQxkzZQnbLz0n5qXyE7n7/x0zVC8OMb1vS6qXLUmxokUpKv0Wq8f/9nkTKv9gsP+dwYheBAFB4JMnkA0FWjK35jalgK0JMpkFdWbeJvT5dnqXzI2FkQnFBh/CPzb5s/0AzvSOirvN7rmjaVHMDgsjI/J03MDTCCHQJFbKwIv8MWcUzUvkxNLYCJdOG3gU+vcEWuytrcyZvR3PsHiSM52A//ikIpZg78vsW/o/2n6VByubRsy+HUCM6p/bpYq9xdrBbWnXbzLLth3m+IE/mNm7FgVz2lOi5W8cfhLFyw/Qzz+39N9qQcnztd0o7WyJzMAAA6NCdN90l6BEIdD+rRkQ/QgCXwqB7CfQEo8zopw9lkbSm2MeOm16QdCugRTPbYGhgQybFst59kWuHim4MrkmrrZmQqC99t+bjMfkWuTLYfb3BZoqgA1di+Pk2pql94KJ/8Q+h5UBu/mpw3e06DCQyb/PpkdFZ3LYNPwwAk0VyuGxnRi0+iJ+sYo0qqpI/prcCLdcljg3m8dFv1hS0p797I9enhhL1YJ2GAmB9tnPtRigIPBfEsh2Ai3l4TyauNpgIpMEmjNdt74gOvQqy/o2pUbtDkw77kd88if2KfqvzLCC61PrkFcItExoK/CcWp8CduZ/X6DF7GNgOWfsa/+Kh1/Mpy1EFLeY3cSN3LYfRqApHy6hQ/PBrDj1mJik9O5MVdAWepZ1xtrUjV5bH35RLr6kE/+jmhBomfyfiVOCgCDwIQlkO4GW7DGBqk5WGKu/vWoFWtKXKMgy3gZCoGUkkvb4/QVa8rmfqZ4vN+WHH8Un8pN0cOoN88MKtMjtvSntYoWhTXUmnXlOlN4iGsqHLG7ljoO5CeVGHMYn/BNnk0bpHx8JgfaPEYoGBAFB4B0IZCOBlsKDPfP4rU9NXK1NMZQEmqEN5doOY/S4Saw8E0Bisi4YJoXQ6zuYO7IbLerXola9ZnQaMp0tVwORK3SvgRTvQyyeMYWJEyYwQf07iWUnfImL8+XM0lF0blqfJp3Hs/1OFO8WD60k+pknJ3asZvGi5fx5zItgeQppPerNiDyQW6f2snHZAuYtWs3O895EJqVkGTuniHrGtWPbWLlkGeu2HedmQAJ6QwFeF2hJobc5tnk5C+YvY/PZx0S9oX09y7SHCsLvnuDCg1jkinient3KyuWbOecTR7rFlKRQ7p/Zxbol85i3eBXbT98jOEGhN+YkQh7e4IrHRS5evMglzydEJElMVMT53cXz8iX1+YsXPbjjF0eyUk9sqxLx9zzEqTtRJCa/ItHvCvvWLmXZ+r1cfp7BjnQDUBLz4gbHN69i5YY9XHwazoUp9d5jBU3J3fnNcXMoSvct3oR96oHgH3gFLeHUOGoWsMPEukYmAu05azoVx9HChKJ9d/I0VJ5uBj6XBy99z7Hul760aVSHus27Mf6PyzzdPYIqb1tBU4Zz+8DvjOvVhsZ1alP32w4MmLKB8z4x7/he8rkQFOMQBASB9yWQjQSaAs81o+j7XRlymxtrAnRllhSu3Zbvu3Rnyp5nxCSpIMWfoxMb42ZrikWJHmy44U/w3XX8UCoXFhauNJhwiKdSSQ6JWJwvF1Z2p2wuC008iYExX4/ZwOz2ZXCwNNL0YWCI3bdLuBeRqCc6XsetirrJpjEdaNmxH6N+Gkv/VuVwsrTA6ZuBbPKKQJ7qIUrB78hkvitThmZjV3Lw3HmOrBxIdVdHirVfzJXQhPRuNEUQF5cPpFmDNgycuJD1m5YyrF4BcuQuRqtZZ/CLV2hFnb5AW8WRpX2pWSAntlZmGBnKkBnaUWnMAXxikrIUgdKokgKvs2fxWDrVLPx/9s4CPIqrC8PEE4g7JMQguLtLcLfihRZ3KBSHYsWLuxeKu1NcigfXBCKEuLsuO33/Zze2m2xIgv1Ah+dZMjt758p7J5lvzz3nXEx0DWi5/Bq7xjbFwVAbtQLqWHbdyuswmZN9Ml4nZ9G5SgVcBkxn5dZNLJnUm9pFjbAs24GZJ14RJfceTyHkxXlW96mIeUFNNB37c8ArnKR/BaI9b3Ny8xhc7AzRUdei9szb+EVLkfpdYf3kvjQuZUlBLV1cFl7jxJL+1LYzxUBbHXU1NbRsmjPvoh8xWZazpYFXWNKzJpVd+jJp6Va2r5vFzy2b07RKYQrpaOVhiTOGq0t+plOLRjRsWJ8KtvroaBnjVLUWdRs0wqXPMvyCo7PfAF/DmU8s0CARvwf/cNs9mLiMLz9pA026xm8NHDDWKkSj32/hG5Vxg38NJD5BHwQibiylawVLub+rmrY5JWs1oEap0jRsVBELA5nPq+ogAWngJRb+UBGrQgUp0XMNV1/78nz3cPnvRsHCDRi39zFB8d8br0+AXKxCJCASUCLwDQm01H6nXJtEVctCaQ66WZc447i7oDl28ghPA1queEl4gkyKvePxwibYGGihpmFJy2V3CIlPc2tOPs3IMhYUVC9AgQIamNkUo0qXcYxuXwbTgjIhqIZWzRncCopVFk6KGJOfs65rJZpMu8Db6LQIUiGEw4NlQk8TE5eF3A6Kk18v9d1OT2dTChUfwlGfKFJXZ+M5NbI8lgZF6P6nB+HplhohiDMT6lOs9hgOu0ch05+yfwkXxlPNWh9NnapMvhxAqv92ukDTxtCpIi69F3D0gR9xKbG82NaX8uZ6aBo244+HQcTl+GwQiPG8z/UzC+jkbIquhg7lXLozYNFhjm8eS4syDtQefxKfqER8j4ygRhE7ms//B9/YdJEI8feX0q64CXpGVRh7zIPItOXn5IsTqF7YAJ0MgZYGUAhke+/imOtpZwg0pBIkMXf4vakdRtqaFCndgI5TdnPLJ4bk6Kds6l0OCz1NLDqt51lwfKZwjrnFglbOODSZzUXf6Ix0K0LoGcbVLoJBHqM4pSkJxMVEE+2/n8HlrTFvOJMr7n5ERMcSl/QuD/n2BBLD3vL61UtevHiR79fLl6/xj0rmnUrTaxo3VT8+uUBT1UjqudiLk6lnb4SOVTtWuPoRk+M9lXMdX/MnQugpxjVwwEhTjQLqxtSb/jce4Sn8K33LoZF1KGqoSQFVAi3+Iau6lsNKTx21Qi7MvfWGSBkb6XNWdS6Npa4a6uYuzDnnSUSWLxdfMw+xbyIBkcCXJ/BdCTSpxzo6OhihLQsg0CzP2Avp4gXiTwyjtHlB+bdeDZue/PUqLT1A8jl+qZAu0NTQLD+O8/4xSBLd2TuhMy4NOjDlcLo1SNUECfjv6kMp+/aseB5GvMJDNf7USMpaFkRDqxIT0oSU5PZM6hUxQNdpEId9ItMEmoQHcxthY6hH1cnX8I9JFY9R58ZRvUgxem51JzxRoeLE+yxu5YiJSU2mXvTPJtCMmy7mXlAcGc/M5MtMrCFz6C5Cr51emQJQ1XBk56SvWdXeARMdTZz67+d1RJKy1S3yDL/IogUd+7LbM4x0PZlaXQI3ZzTA1lALvaoTOe8bJU9NkXJ9GrVtDLMLNCLY+3MJLAoqCDR5RfEcGlQSy0JalB5xHK+ITMtf4pkxVC6ij7bzEA57y6xxsgtSeLi4JQ7mJei35zVhSp1K4Z/pdeUBFPlJs5Fy4zfqFzWj6q/n8InMh4+V9Dmb+jekckknHB0d8/1ycnKm3q9H8A3P57LhlxJoUk+29amAtWFR2i27gV/a/Zo6/9/D/1Lc1vxAaSs9uRVd3bglS1zfZqQtSTo3gdr2qqI4Bbz//IlKMr+9AgXQLD2UQy+D0u7PBM5NrIOjsQYFCqhj3WkNd31jMn9Hvwds4hhEAiKBT0rgOxJoUl4tb4WNzHom+2ar7cIfLzIFk+TODOoU1k8NLlA3p+tWTyJkD3ElgaZB4R/38CYyiyB5H3LBn63dHDE1c6BqQxeaNm9O87RXs3qlMdfTRF2tEC2WvyBUpt6EGF5fPsml58EkpTuRScM5P6EW1vq6lBx+At+oFBDC2devFBaWrVnxIlRJ+Mm7kxJJSHgS0gyfrXQLmoo0G+/cWd7GHmMdQ9qucSc0XsHPS9XYpF6s6+iAia4eLVa4EZIlt0TkwUGUtSiEXuOFPA6KzbRgpdUlcZ1Do6JGaGmVYdRpHyJT/iX/Ai2Ro0NKyQVa1UlX8I3K9FCX1d9YZr0p0pMdr0KRp6BKvMSkWjYYWXZig1swykP8kCABmf9ZG5wsStJ/n0cWwacK2ldw7osINCneuwZQxdaeBpOP4R6elG3+vwISH9cFqQcbupfBSk9NbiXTrDSW069CSTd45RgkIHiysWdZrAumXqddbyY3vCPSRJiE+4taU9Jc5ipQAHWzdiy/lyn6Pq7D4tUiAZHA90jgOxJoiRwf4oxZ2h9VtUKtWeMZnvrwli1yPlqASxEDtGTirYAmFcZfIkS2Nqgk0DRxHHiYt1GZ1ppcJz35LGMqWGJUdgj77r/E29cX32wvf4JjUsjQUmmVSkIfcXTFZEYMHcWAZsUx0tXBedgxfGTtJ19kQlUrjGx7s8srIg9Z4d8j0OQWMZlA06f16vwItIIqBJqEO7MayIWwXvPlvAyOU7auycYWf4yhZa0opFGQ5sueExwnfFqBdm8uTeyN0VUQaJIHC2hmb4ye82AOe6Zb1dJn7wMEmuDPtl7OWNp2Yt3zYOIUDJjptX51P7+AQIt1XUrn8uVpPeME7hHfoTiTTWrSWcbXssdIlmuxQAGUhRbkKNDk1zlgLHeXUKNg04W4volKE7BSnq3sRClL3dQvkJplGH74JcGfbruHr+52FDskEhAJfByB70igxbLvJwdMdVO/vaoZtGO9Z0TG8tu7F0toYWOYmj+tgCYlRpwkODrl4wVazD5+cjSlkM2P7HkTmQchJTOiPWf/9K40atafpX/Lckwl8WBeY2wNdTMFWswB+hc3p5BJB9a/DssQmjlP95cSaMlcmlCdwgYaaNWeyW1/Fcs0KTeYXtcGQy1tGi14RFDs5xdosmXPSoX10S42kIOeYVnm4QMEWvRRef4zC5f53PVTMcacJ+L/98lnFmgpHnsY2qgBfVdc5k26r+X/b7Sfr+WYI4yobIuBzFWigBo6LvNx9YnMsBTmKNDijjGqqh2GadfpN1/MPZ9MgfZqXTfKpC2bFtAoRr9dT8UdCD7fLIo1iwS+eQLfkUBL4fL4KlgWkvl4FEBNtyUrXmda0CQP59GosEHqEqeaFnVm3SVU5i3/sRa0hKMMdjanoE41pt4IJCd3HOm7VI8wIeQ8vzV1xKz8EA6+Snf8l/Awq0BLPMGw0hYU1CrBsOO+RCXndq99KYEm4fGiZhQ10kLDtg+7PbL6oMncwW4yo54thjrW9Nieujz4SZc4VVjQks+No0oRAzQMW7PyWVAWi1f+BVrytany/GfVxufT/0w+TQm8uXuWY4f2sXfv3ny/9u07xPnHgQppY3Kb+7TPP6NAkwadY1rnzkzc84Dg9AAbQIh9zaOXISTmLQ9NHgfyfy6WdI4JtewxTrOgadWexhXP8IwgoRwFWsp1ZjUtjqmW7EuiGjqN53L3Tbqwk/B0eYcMC5qaVnUmnH1NaD5cG//PVMTmRQIigS9M4DsSaBB1eAAl5Vs+FaCAVkPmP870QUu5MY1aVvry6E81zTKMOZsWQPCxAu3dExY1scFQW4sSQ47gqWJ5VAg7z7zZe3gVEcWdOQ0pYqBHmdFn8JNZ8OT/ZAJNtguAggXtnRvL28iiGDWw7b6N5+GJGd/g0+8Ried+1h9wI0b+wPxSAg0Sr0yiZhEDNBV8zNL7JP8Ze5ShZazQN2vLmqchcv+5HAWaEMauvs5YKEZxyit5jw+aCoEmdV9FBydTdDQK032bGyFKeyPmV6BJebY01f9swH4PwtKWoVKebWf1oVeEx+aysZHUk0MzB9G9Qxtat26d71ebNh3ot+wywdG5qnIl7HwmgSZE32X5wJ+Zc+w5IQkZoSfytpOvzmbC5if4R+bCRLmnX/c7wYtNvTJ9yTRLDuGgW3CGNT5HgUY0p8bWxsEo9UuiXNh5pQu7FO7Ob4mz3AdNDc0Sg9n3Iiijzq8biNg7kYBI4P9B4NsTaFcmKqTZSN2LMyrdjyP+OtPqWKGvKYvidGbYCV+i5Z69AmG7++BoKvP/UMew0QLuBKflG1MSaBrY9TuAT2Q+fNCQ8GB+49TgBN0S9Np8n9DEzIeVEH6Lpd07Mf2cH9FJwezoKXO+16BI7514ZkRHxvP3GFneJG2KDT6a1r6UV2s64Giig7pWYZrPPodXbFr+NllaWp+TTOoxip3Pw0h9Zkpw/b2hPFLRqvufeIYpbJb+zp2VbWU+aIVotdKdEGUP+uz3ndTzvUECSJ6yvK0jpjpaOPY/gEe4clBF/MWJ1CpiRtlhhzOiLyX35+FS1Ahtw2YseRBMbPpzPvYfpjcoKl8OrTHtH/yi09klcGRIahRntiCBu3NobGeETmGFIAHpS1a0c8RMRx2DWlM49yYqw6lbls/r8uTa8shSyx824RYcn91vTpGCEMben0thLfM/exGcuv+mEMihiWPYdN+f6Mx4BcWr/v/HeRRoQtgd/pw1nqnrL+EdnYsfWZI7uyaNZsnfWSKJ5aNN4t6ifkw79pqg9HtKCOPO9tlMmEgyzmwAACAASURBVLqOS15RuWykLhBxbye/j5/MmvMeRGYmC1TBUiDi/q7UsufyVnaurN5zr3OpV0VTCHht6U35tA3R1XRqMvWSJ+HyeZfgsbEn5azTN0u3p8+OpwSkjT/hznxalzBHR60AGo4/s/NZYKp7ghDB4eFVKGqgLk+wXWfaWV6HpaXkUdUF8ZxIQCTwnyfwzQm0aJmVzDQtSaSaHvXn3iNEIelj9I25NHcwREtdm4rjL+EfI+FfIYyjQypgrqeBVpE2LLsdSvoqjRC2ix+dTNFN9xtpuoSHIfH5Cn8XQk/zS01r9DXVUNM0poRLD4aOG8+YgR2pYe9Ei7mX8JPnCkvkyqTqWOtroF6oDD3m7eDggc3MHdaDjnUc0dfWxKDWL2zfv5WjdyNIiLjDolaOGGurUUBNG1On6jTv1oc+XRpT2rYi/f96QljGQy2RC79WxVpfk0JN/+BJSFymxU3mE1ZHlgdMmzqzXQnMLWmV5CELmxbFSEuLqpOu4qdCkSQ+20jP8hYUNKzC6CPuRGYkaXvE8o4lKd5oCie90vO8yQIHzjOhpqwPWhRpNJqVew6zb+Msfu70I71c7DDU08KwSj8W77zOm7gUpLLo2B7FMdPVotwvZ+VpLtJjT2NPjpL7m2matGNNhgO/QNSVGfLgAS11HeyajGLF4Zu8fPWYc+tG06a8NQU11dGwrEWf8Ys4/DSChJyElhDO/gFlsKk8giPypLoSvA9OYdyaG/hHfcUP1fjLTK1nh5FeDaZceUOEyvFJebW6MyXMdVHXLMOIox6Epn/ByfrnUOrPqQmNcbI0xdjEFFNTxZcxRgV10NSuydSr3kSk6Wrp6zX8UNICXXVNygw/gldIUtZaM99LX7Ouq2w3AnV0ak/nildExjJiZqG0I6kH69PL1spD2W6l5bnIdGpN47JnOCpRZGtE4UTsbRa0LYm5jux3T4PCzaex9+o9rm0fS4uyhTHQVE919lfToXTvFZx+GkySPHFdDHeXdaW8lR4aWmUZfviFPBBACD/D+PqyxL6aWDf7nbOeEWkpdhTaFA9FAiIBkYACgW9IoElwXduXevb6aMujpFIdeNUNHKjdui/LroQQL5E9wgUi721hVJNiGJuUos2IyUwZ0pRiRqYUbzKGHQ/CSHyX+qiXPNrIT7WKUlBLPTXppMx3Td0Ax1rtmHkygNh87PGZ7HGU6R3KYp6xy4E6hZyaMGLjDQISMhO5SgNOMdnFEUNtddTUdTAv255ph58TeG223Cqkpa6JafWR7H0eId8SRgi5weoBdbEzSNveSk0To9IdmXHkBVFpfj9C9GMOLhxAXdtUNmrattT/eSb7HoXhd2cf8/vXwVZfC/UCamha16bPwlOEx6paPhMIurmNmT/JysvaU0PDtAKdRsxk6zVf4tNFWNoNlPD6JPN616SotSPVWv/EiGF9aFuvNq1GbuAfvzgFC5bsAoHgi/PpXM4cPQ3ZQ08Ts0q9WXnNm1Pja1OidE3aDZnJxlOPCXhznR2zulHBvCCaampoWNWg568b+ccvgHsH5/NTzcLoy/x81Avh3HIYK869IVbeNwl+5xbSu3oRCqXNqZqmBbVG7WTH2Do4FitP416TWXvqSZbtqBR+I9IOY28voWO1ZgxZtIKFk4cwbP4JXoYn5ku4Z6/1M5xJucXKAT/Q2qUB1cvYY2VuiomJKRZ2ZahWtwGNXPqx6k6AktUv9s4yulZ2wrlUSbosfUxAdLo5U7l/EcdGUc3GIG2XjdSIRnlyVnkkdOp7DetubHkemJnWJO4uK7pVoZhzKUp2XoqHf5RypUrv4rm3uidVHR1oMOkYr8OULbFKRZGV7UU1WdmJR3Mvu6YX1Z3SyypYk5Urfe87ic8Z5nQuj2X6riJqGhiX68kfS4dR294cfcPCFKtQC5e2PRiy7Bz+EWl564QoHu+eTIfylpiXaMaAcRMZ2qosVpbFaDBkPf/4Rmf53XhvN8QPRQIigf8ogW9IoOV3hiSEud/i7JH97DtyllseMsGTboPJb115LS8lxvcZd27c5OHrYOLeCaqX0iRR+Dy5x5M3kSSniUWQEu39gHvP3hKVLM12XWLIK+7fvMUjWWLYfKeYz2v/P6xccpgnj29f4587z/CNkWRLJ6JYq5AYisdDVx57hZIg5yMQGxJCrESaafFTvOBDjoV4/F+6cuOf2zyVPQylUmID/QhLfH/fsjaVEvYa13+u8/BNhMI8ZS317b5PubuY33d7EJyDQPuokaW48sfc3QQHvk+gfVQLX+ZiIQH/x1c4eegAxy4/IyAuhXcRXjx7FUB0Us5758o7J4nAw/UiJw7u5/CZG7iFxJN1x6wvMwixFZGASOBbJPAdC7RvcTrEPosEvhQBgeB9c1h6yfezbAIvhOxn7tJLBIYkfKkBie2IBEQCIoHvioAo0L6r6RQHIxLIIwHpG3b+vop/fLPmjMvj9e8tJvBm51xWXXv7WcTfe5sWPxQJiAREAt8JAVGgfScTKQ5DJJB3AlJ8j85i1u4nBOaUuC/vlWUrKfgdY/bs3TwOiM7Z6T/bVeIJkYBIQCQgElAkIAo0RRrisUjgv0Ag9jrbNpzndWhaqplPOuZYbvy5kfOvQohLz5jySesXKxMJiAREAv8NAqJA+2/MszhKkYBIQCQgEhAJiAS+IQKiQPuGJkvsqkhAJCASEAmIBEQC/w0CokD7b8yzOEqRgEhAJCASEAmIBL4hAqJA+4YmS+yqSEAkIBIQCYgERAL/DQKiQPtvzLM4SpGASEAkIBIQCYgEviECokD7hiZL7KpIQCQgEhAJiAREAv8NAqJA+2/M839rlPEvOLT1ODFRcf+tcX+B0Ur9z7Nj/118opI+3dZcX6DfYhMiAZGASOBbIyAKtG9txsT+vp9A/CPW9e/Fb8fdiUgU3l8241Mp0R43OPbXWhbNnMi4X6cxb8Nx7vvHZeydKNuQ/u9LL4mLT8m46r95EM+j9UPpP+8kbmGJokj7b94E4qhFAiKBL0BAFGhfALLYxBciIARzenx7+qy6iX+MJPdGhRjcjy9kQJPS2JeoQ5cRs1ix9QAnTh5l16pJ9GzZgV93PSIk/Bl//lyTdnOv4xeZh3pzbzl7CclDNgxuR6MaZbC3MMLI0BBDI0scylSkau3OzD3/lsjkfzOuEyLOMaNlGSwK6aFXUB8DI2ucKvdh3f1AYj8iQawQ9Yi9K3dzOyiKpMzmMtqVH0gDODb2B4ZsuolvXjgrXy2+EwmIBEQCIoE8EBAFWh4giUW+BQICwUeG07jrEv7xiyY3GSXxPcv8bpUobFOFngtO8yoqCWmWYQrRd1jcqxNdmxbH2LAsw454Epajasly8Ye+FYLZ2bcUloW0KDP8KK/DkshJJyU/WETr8tVpM2otF15FkiTNqWQunZHEEvT6DsfWTqJLFWv0DZqx8KEv0e8xQAoBBxnWrA+rrr8lKjfYuTQvfiwSEAmIBEQC2QmIAi07E/HMt0gg9hrTXRrwyyF3whLfJ1QEou5v4Keq1pgU78CSK77ESnIun3hnDi72xuhad2Xzy2Dicy76aaglnGN8DVsMtZ0YsP8VISrHIhDzZBdTR01n+823xKa8R0nl0iup/xGmdG9P+27Dmbl6Mf2rFcYoDwINUni0pD31B27mnl9sNnGbS7PixyIBkYBIQCSQCwFRoOUCSPz4WyAgxWtTd8o1nc6Ft5G8z0ss2W0rfSpYom/djAVXfYl5jziTjzzlNrMa2WPTajH3A2I+uxCRuM6lqaMJOhadWP8siLhs2iuWlwdmM27WTu76x5Jb9/M1e5JHLG5VDDPD3C1osnql3lvoVakpk095EKaw/JqvNsXCIgGRgEhAJKCSgCjQVGL5Gk7Gc3P5KJacDyRafPi9f0KkT1nW2plmMy7z9j3rbUL4ZX5zccBY15p2K10JiMu6qKmiGcGfbb3K0nLWFd58Lv+zjGaleKzrjLO5HoUaz+eOf7SyIExw5/DccUzfdgO/mJQclz4zqsvvQT4FGtI3bOlZlloj9uEWnPjp+5Pf/ovlRQIiAZHAd0RAFGhf62QmXGB87ebMvOJP9Lfu4yOkEB34loDIJN4Jn36NUOq2kvbFazP2mDfhOYrZGK5Ob4idsTb6tadz+W1Urn5q8ltDCGXnz62YeupL+J+FsW9AOaz1tak8/jzeEZkTn+h5goVjp7Lpmg/RydnMap/mLs6vQEPK8xXtKVVnDIdeheYcVPBpeifWIhIQCYgE/lMERIGWbboFwm+sZOzQQXRt4kKPRed5G5dCvMdplk0cxfDhwxjcpyWNWg5h7TV/4iX/EvP8CH9MHMPoMSMZ2LUJdVuOZMu9MBI+OJpOIOzIUGq0nsu1gJi8CYls48jjiXcv2Tq0JXXKFaOolSmWHdbg/vYJp1dO45eRIxk+8Aea1GlC34V/4xWTzLuYlxxdOomRQ4YwpF9HGtZuQt9FZ/CKSs6eciHZi9NLfmXosLFMmzuPmWN707RuU35efAYPxTxaksdsHd2brh070rFTJzq0b0ur1v1YdTuIWAkkXFvGgB5d6NChIx3ln41k29MQUg1gAiG7+lK6RE82uOXsIyb13EjXEuboalrSce1jgrOvHeYALBrXg8d4FB5LjtovhyvzfTqL/1mo3P8smTdnZtOtx2+cehlG0mfSZvK+5lugQeL58dQs3ozfLnujoCfzPXTxApGASEAkIBJQJiAKNGUekOLKwhGLuB4YQ9SRQZQoXJvRy39j0Nj1/OMTm5YXK5yDA0thXX0se3fPYMS0HdwNSEj1B5J6srq9HbZN53EnOI4P0mjR15nhUoshu90Jz3Mur6wDyet7KYkxoXhf+51WdsaYtJjCknET2HztTZqlRiDs8BAqWNvRZvFelvw6g513/ImTOz9J8d3WkxKWxem93Y0wpb4mcHNWCxr0W8cN/7gMX6nY23NpZl+EaqMP8zoiPdmprA9h+Nzfy3gXewx1dKn+y3FehCYjN7gluLOmSzHMrSrQY8YWTtzxJDzpXZogTObK5JrY153AOZ+c/M8kPF7cAgcTbTSsurH5Rcjnd/bPK36Fctn8z5J9ubDwByqYF0TbqjPrHwWq8ElTqOBjDz9AoElfraVLyZL0WPuUgNhPbx392CGJ14sERAIigW+VgCjQssxc4pUZjFn3lLA4CcHbumFvUgjzxnO5GpApMmQRbFcnVcfa0IySPVZzPyxBQYjFc2hAcSzsurPNKxyVQXhZ2lR6m+zBnkG1qTlgO0/CEpV9kJQKfuI3yZeYUL0IJkUqMWyHG5EJmaYaIXgHvYqZY2RejTFH3ijl45K6r6SdgznF+uzGI0zBD0niyu+Ni2KkXYhmS55kWqyEMPb2K4WVdQuWPAwiNosbmNRnP4OrWmNReSSHX0WkWoyirjKz1xA23lARcSlbguzjjG2bRTwKjMluxZNhkrqzqoMTpjrqGLVdzdOgONXlPjHS/FWn7H928+4xVkycxOrjWxhW3RYjLQMazL7O26gPkvx568oHCDSiDzKkvB1Npl/FJ+Iz9i1vIxBLiQREAiKB74aAKNCUplKC6/zRrLgXSqwkntOjymFhXJnxFwNQyscphPJXL0dMTesy51YQcYrPpXcvWNKiKKYlB3PEJypfy2KJ3n8zt3NFKnZewlUFq5NSFz/Xm5QrTKpZGCOb7vzpEaYsLBOOMKSEJYbFBnHYO0JpTIL/VnoUM8ey3RrcQuIVHMWjubn8J1o278vK66lLlaldT+HmjHrYmpVlxPE3RGRbNxQIvzSVxnZmOPfYxIPAVxyaPJxFF2TCMFM0ZmCQvmR5W0eKdV+PW7Bi+xklIP44w8tbo6+uRY0pV/H9bCInHrdTa1m4bD+uQXGk5MegJKT5nxXSwsGlBz0HLua0eziJUglPl7WjuLku2mVHcdwzTIm/wig//vBDBFrSOX6t4UD14QfxCk36+D6INYgERAIiAZGAnIAo0LLcCFKJBOm//4LkNjPqWGNS4RfO+mdJfJpwhtHlLTCuPYNbQbEK1jOQCZbuDmYU7riBV+EJCoIlS0OKb6W+nJrVhYoWemhpW1OmTn0aubjg8lGvJjRrO5wtD0OJVxSQiu0qHqcJNJNKv3D2bZSyuEg8ypCSlqnjDYhRHm/ANnoWM8e89UpeBsflON7E4GdcOfIX65bOZVgTB4wKlWDQIS/CVSZ+TeDhig44m9tQrWFzflzrSpDMGU3VP8kDFjR1oGSvLbwKUc1bCN5Ob2dz9DRM6bj+JcF5TmaWQoh/CInvpDmOS7FLUs/1/OBsga56QerPuYV/dF7Ap9WQ4X9mRs1Ru3gYkmmVlfr9Rd9yVhTUtKXntmcEx6sQqood+dDjDxFoyVeYVs+RSgN24xGc8KEti9eJBEQCIgGRQBYCokDLAiT97Tv35bS2NcGh7x7eRCpnc5e4zqZBEWPKjDiJX7Ri1i2BkD0/UcLcguZLH+fjQSoQ8+oMywfVw87UiRbj17Hn8HFOnjz5Ea9TnL54H5+YFPKUYD5doFUZx3nfLBGO6QKt7izuZskFJqQJNDNVAk0azJ0/p9LbpRb1O49k/rZT3H7hwd+T6mBjWuo9Ak22LOnJ5h6lsDCvxrhTXkrLqulzJP8pecLiFo4499yMu5IFT6FUzCEGlbKikJYdffe8JtX5XuHzHA6F8KNMmriTV8F5TMQac5XZzYphalqe4ftfE56P9e10/zNdq25seZE12CGaM+NqYWuohXGzRdz2jVYSyTl0P/+nP0igXWJyHUeqDN6HZ0hi/tsUrxAJiAREAiIBlQREgaYSi0Dwjl44mVnSdo0b4Qr+WCDFa217ipoWpccObyIULUBCCLv7lsDcohlLHgYTn8W/SmVTSieT8To2AZfyLkw67vn50ikotZn25lMLtBQPdg+qjrVZGXptuENg/Ls0K5SEO7MaUjQXgSZLKDvs559pU9IYkzL92Pk0FKUYhPQxSD1Z19kJ+06reBGUgwVPco95Te0x1jGny0a3PFrQpHhsHs2Ug68IyY/FSppIfOK71OCG9D7m+jPT/8yg2WLu+2dPiJt8bz4tnEzQ0a3KhLPeRCh+L8i1/jwW+BCBlnSaX6o6UPuXk3iHJeexIbGYSEAkIBIQCeRGQBRoKgnFcWpEWSyM6zHnbnBaOoe0gjIn95+dMbNoyfLnYSg+uwX/bfQoZoZlq+U8DolHePeSHWuOEhuTn6UfKYEnR1O3ej/+fBpKQr5FnsoB5X7ykwo0geCDgyhvZYDDjztxVwweIIVbM+pjmy7Qol3Zt8+VmJjMh7sQdYOFQ6Zw4FkIIbcX06aYOQ5tl3MrQFVUbDzHhpWlaNNZ3PLLybKUwp05jShqpEfZUafwjkjOdclS6rOHcaM3cjcgy/J27iTzXyLd/0xfhxpTruCjKiGu1JNN3UthqaeF4897cAtRCMjIf4uqr/gAgSYE7+TnMg60W+iK7/s271TdonhWJCASEAmIBHIgIAo0VWBSbjC9ljUm5Ufzt3+08tZBCX8zuoLM/+w3bgUq+p8JBG3vQTGzwrRb85ywBIGU+4sZtfgW4UrLoKoazHJOiOTsuDo0mHAKn6jcxUSWqz/s7ScVaClcnVwTG8NCtFj6guA4BW95IZz9A0pjaeicusQZfogJkw4REhqf2m+JDwfHDmDeee+0Zc0UXm3tTTlLa+pOOcubqKwZ9CU8Wtgcp8pD2O8RlmOyVKnvHvpVsMLQqQ9/PQ9FySiahZgQepVFwyex81GwcgBIlnKf7G26/5lOCYYezikhriw33giq2OijadGOlQ8CskXAZvRHCOP2tpmMn7qeS97Rec+d9gECTXJ/AS2dqzFkjxvB+VjSzeireCASEAmIBEQCKgmIAk0Flnduy2hla4L9j7uz+5/dnUX9IiaUG3UafyXhJcVjdVuKWjRmzr0gYpPfsvvX8ex8GfYBS53wzm0F7aoP5C9ZJN9n8glXGnqsLNLREkNnFZGa8jQbZhhU/DWbf5rUfQXtHEwxbLyAh0HpvlpSfLb2pKS5Pk4/7cYtPDEjrUX8w/XMHNAaByN7um16SeDjdYxfcJmQiCSS/W6wfkB1ijaawT9+UZl+VlIP1nRwxMyoBN1WXcM3TqJkAZMlS63u2Jr5d/2IydHiKBD492QaO5jh1Go2p90jyR4Umozf5RWM+GkcW+8EpOV6U6L0Wd7EXJpKfTsjtI3asuppILE5zLcQsJ0+pSwpqK5L6cH7eBGayVWxY9JXq+nkbI6uuiZlRhzFO6/RlfGXmVrfHmO9Gky+lJfEswLh+wdRoUxPVj/yz7Hfin0Tj0UCIgGRgEggbwREgaaCU8LxIZSydKTHn6+JULIKCITu6IGDeRmGHn1LVJYUEVKv3fSvWpNesxYydUg/Ju97QURijopBRcsKp969YmX7Ggzb550vZ3OFGvJ2+O4FW4d3pHFFB6zMTDE2tsChfDXqDtjE04CrrOjXjobl7LCUf2aFU4Ua1B+zF5+AU8zv0Yp6pWyxkH9mjVOF6jSbfJygyCSQvOXv+b2p5eREnR+nsnzzFlbNGsOwGXt45H+fTX2rYFesCo1bD2fL1Z1MaF0LZyszTIwNMTCwovXS+wTKk6RJeLzmByrYmGBkZISJaWGKVahBh98vEBSVuiwqhB1gUIXS9N7wIpfADIGwu5sZ3cwZC5uqdB49h9V/HeXUySPsXDWDId060mfKdm75xaUlJM4bwg8qlXyXVQPa06R2ZZxtLDAzMcbIyBz7ctWo0aAPK24qpHYRgjg1oyv1S1piZGiIkZExhgam2JaqxZBtzwjJuqdo7B2W/VAJJ+dSlOyyFK+A6Jy7mHKbVQO60salAdXL2GNlboqJiSkWdmWoVrcBjVxkOzrktN1YIhcn16F0+/nc8FEQ1Dm3Jn4iEhAJiAREAnkkIAo0VaAS/Xn+yIuolHTHdoVC8W959MibSFWfyYIPo7y4d/0mT2V5zPIUPqlQt9KhQITbXZ4FJJLygRpPqbr/15vkUDweXOfCxWs89I4g5V36cmcy4f4BRMh2BEg/9aF9FMI4PLQSFfv9iVsOqTaUqhbi8bt/mu0r5jFt4gSmzlrE2n1XeRWRREb3lC74Rt+k3GXx77sJCX6PQPuYoSVdZ0bjCnT54+bnTaD7MX0UrxUJiAREAt8oAVGgfaMTJ3ZbmUDCjd9oVLkvmx4Hf97tkJSb/arfCcH7mLP0EkGhnyf9Rez5yTSoM5QdT4KUgmW+aihi50QCIgGRwDdCQBRo38hEid3MhYAQzNER9ekw7wq+UTkktc2liu/rYylvdv7Oqn98CVNMBfOpBin15s++Dflx1U3e5ich76dqX6xHJCASEAl85wREgfadT/B/aXhS7130b9KXda4BxOYjif/3yEjqe5RZs3bzJFB554dPM1aBoONjad1jMRff5LRB/adpSaxFJCASEAn8VwmIAu2/OvPf5bgFQs9PpdtPq7jmG6O8XdV3Od6cBhXD9W0bOP86j9t85VRNDucl3gcZ3W0U2139//NCOAdE4mmRgEhAJPDRBESB9tEIxQq+LgLJeByYQP+pBwgMy0+C4K9rFF9rb4SI6ywZPpp1V7yzRTF/rX0W+yUSEAmIBL5FAqJA+xZnTexzLgQEogODEd79x9c5c6H0QR/HBxMUlYLkW44s/qCBixeJBEQCIoEvS0AUaF+Wt9iaSEAkIBIQCYgERAIigVwJiAItV0RiAZGASEAkIBIQCYgERAJfloAo0L4sb7E1kYBIQCQgEhAJiAREArkSEAVarojEAiIBkYBIQCQgEhAJiAS+LAFRoH1Z3mJrIgGRgEhAJCASEAmIBHIlIAq0XBEpFJDG4vf4Egc3zGfqxCnMXr6H617RpMj23Ezx4PSJuyQkpG7grXCVeCgSEAmIBEQCIgGRgEggXwREgZYnXAKR9zczokU9WvSbwrK/TnPt+iVO7FzM8A4dmLDvBofGNaT2qCMERiblqcZvo1Ayb8+vYdVRdyITvta8ClLi/R5wZts8RnSsTe3h+/AMS+Rj91//Nubn/9nLZN5eWMOU4T/RvqYjZqaFKdl4OFvuBBIr+bboC4khvLx6kDXTB9GuZgNG7XtJUHzmGKSvdzGkXjHsqg1j17Pgb2TfUYHAc+tZeeAW3lFJCP/PW0VsWyQgEvggAqJAyxWbQOjF6TQp14ixh14SmZzlT12cK/PbOmOpZ0qH9a8IS8jyea71f6UFpIFcWtCX3tMO8zw8ka9WngXc4K8/fqVtaRMKampQpOcOXoUmiALts95WUvyP/0KDGv3Y/CCAuPiXbPmpMtaFdHAefAD3kG9IIAsh3Nm/loUjm1PSrCCamnb8uP0ZAQoCLe70WGraGaGpU40JZ18TlpIp3j4r5o+tXAjj5soh/Pzbfh4GxH21v8MfO0zxepHA90pAFGi5zKwQcICBFRxoNu8mQXGqEp8KBG3viZN1E+beDyb2a1UyuYxT6WMhmHNTWtB05B6ehX694iyzzyncmtmAokY6/3mBJoS/4U14Eimf8z5MusnsJo5YN5+Hq2+U3DojhLmyZ+UajjwMJvZbETCZNxAkX2F6A0dMdOyzCTRSfLm2fTnLd93AJ/pLW6MEInx8CEtMRtVfH8UhqDwWwvlnfh96zjzEk6B4UaSphCSeFAl8nQREgfbeeZHwYF4jbGzasvJFGDkZx1Ju/kaDJr9x2T8ayXvr+xY+TMF9c08q1h7F4dcRJH0TxgIJ9+Y2wd5Y978t0KRvOTiyJzNOexKa+PkmLuXu7zRxMsW45VIe+cV8H8tnKbf5vVlxzPRUCLT/46+t1O8oY/vO5PjLQBSMevnrUbwrCzs25ueVV/CO/Pb/QuVv8GJpkcC3S0AUaO+bu3fuLG9ti7FtD3Z45yxWJHdm023iSfwikz7D0lo8N5ePYsn5QKKTP99DNx2DxG0dXUo40OaPewR+M+ZAUaBBIk/WdqWsdVkG7Xcn5DMK08syGgAAIABJREFUtIgDgyhXRB/9FqJAS/+9+Sw/E5+xsXdlbMv1Z+fTgA8XaAj47RpI9UodmX/JkwhRo32W6RIrFQl8agKiQHsfUcltZtQtjL6uEz/tdScySbV/2buXR9h/M4z4zyGgEi4wvnZzZl7xJ/pz/2EVwjg6rBLWRdqx8mlIDs7QEsKenef6yxgSJXF4Xt3LxvW7ueYVQ3LGsloiAY8vceyv9axYupLNB67xKjyZd9n0pUCC3z1OXXxKZEIK/yb4cufYVtau/ZOjd94Qm+M6nZTotw84t3sTG7cf4YZnGNdnu7zfgpYcyovLh/hzzTKWrdrEvovPCYyXqLb+SMJ4efEsd3xjSZJCYuAzrhzayrqN+7jmEUVS+kCkUby+dphtq5ez+q9LuIcnqhhjzjeYNNqT22f2smnNOrYeuMyLgAACQxN5J4sKVvonJfrNAy4e2sKalevZeeYRAXEpCn2P5eWekdS1NURLw4b2c/dx6vINbj31JS45jwtjyaG8vHqE7el8LjzN0oaMgzsP7t7k+G8tcTTVQ6/WGHYcPcf1G6ltxSa/+wxfUJRAfNgbSRRvHlzg4Ja1rNu6h7/vvyU6Warc19wsaNJIXv9zhft+0SRm3OeZ3RGifXh4+Qjb1q5i/V+neeCn+PuQXk4gMeAhZy8/ITQmiX8T/Lh3agfr123j8E0PIhMV+MW5c+CXxjgYa6NRpC0zdx7n4vVbPH0bm3n/CdF4u55l/2bZuPZz8ZkffgGhJEgU6klrWgjex5Cq9pTuvgFX31iFeye9b+JPkYBI4GsjIAq0982IEMzuPs6Y6qqhru9M23GrOHjLm0hJlj/u76vjoz4TCDsylBqt53ItIOazL59K326lR3EzDOvO4k5AjJK/SnLAfY6smkjP+sUw0TWg5fJr7BrbFEcjbdQKqGPZdQuvQxOQ+P7NnE4VqdBmPOtPXOXamU2MrF8Uq1I/sOJWEHI3PqkfV9ZPpm/jUlgW1ELXZSHXTiyhf207TA20UVdXQ03LhubzL+Efk6L0IJUGXmZJz5pUdunLpKVb2b5uFj+3bE7TKoUppKOlYokzGa+Ts/mhagVc+k9nxZZNLJn8I3XsjLEs254Zx9yJkKkwBELv/MWcoe2oWtQIHZ2yjDx0iV2zulPVrgjWJgXR0lBH07IJcy+9xef2NkY1LYuTQ1EsDXTQVNfEvMFMzr+NIncXLIEY11X0rt+MQUsPcvXuTU6tGUw9e3NqTjiHd0RKxl0jRD1h77Qf6dxjMGMnTWBY56oUMSiIZbVBbLmXylPqcYyFv3ajmrU+2hqGlHLpQs++/Ri44AReEQm5PIyT8T49l+41KuHSbyrLN8v49KGegwmWZdoy7fALwuSKRErAhdVMHj2IbvWLYaynhZZtDTp0+5F+/foxcP4xPMPf15ZA5O31TB41hG7NmtJ97gleRSQS73WONdPHMmL4MAb3bYNL64EsP+dJVJJArNspVk4fx5jRIxjUrRkNWg1j3T9+ROcOOI2fhKA7WxnbuRWdh0xhyZYdrPu1JSUtLHFuO4dTsiX89O9cKgVaMkGPTrJuyo80KmFOQd3yjDzmTojiur8QxdMDM/nph54MGjORCcO6UL2oEYUsq9B/wy38YyT8KwRwfcsMBjQrR2F9bXQbzuLMoaUMa1wcS8P0+70wLjNO4REus8JL8Ty5hEk9a2BjqIOmQQkadepBn34DmX/sFSFxAkLMfdb3a0KLgQvZc/E2N0+vZ0Tj4ljV+IXjbsFk+64o9WBjz3LYWDVm9mUPwvOo2zNuRPFAJCAS+OIERIGWC/KEO/NpameIlloBChQoQAE1DfQsS1O/83AWHHxASFL2b6u5VJn3j6OvM8OlFkN2uxOemP4kyfvl+SspEL6/P6Us9LHruwdP+YMivQaBGM/7XD+zgE7Opuhq6FDOpTsDFh3m+OaxtCzjSO3xJ3gT7sGOH0tjrl+cQYe8iEh7kMWfHk1la0OKdNuCuzzCUopEEsOd35tiZ6SNZpHSNOg4hd23fIhJjubppt6UtdBD06IT658rWPJibjG/ZXEcmszmom806dkchNAzjKtdBINsUZxS/I6OpKaNPc3nXeWt7GGZNqT4B8voUNIMPaMqjDnyiogkAWlKCsm+f/FzWUsKahrhWLMjv269ikdkMtJ3/hwZUZMi+tpYVW1A3ea/ssvVn/h3/yINPM24ujYY6BSm+1Y3gnNzFpI+ZVlbZyr024FbcHrEaTKPl3aiw6wLeIUnp/Yz+QWb+9Si+ZSTvEqfDyGU46NqYGOghXHDOVzxiUoV7inXmFbfDiOdYgzI8xJnajRmXTsHms25iFdUphiOf7iSLmUsKGhUmVEHXhCacf9JebO5B6UsC6LXdBEPfaNzEYBpwFMesmL8Ei57hRJ+YjRVHesydP4UBo9fx8VX4XJLJURybHR1HGsMZ+vWGYyd+Sf/eEcjD5wWvNnUswxOTX7jkndEHr6sCIRc+I0WZesyfNdDguLTzF6JV/mtkRMmWjpU+uUknqFpeQtVCTQhljeP73Jtxyga2BujrVWWEUoCLRm3P/tTv9UkjjwPJnVVWSDs5Fjq2huhZVyfGec9CE95h0QSi+ui9pS00EXTuiR12k1g+9XXRCZG82L7AKrbGKBl3pbld98SnfarnnJ9Fk2Lm6Hr9BN/KS1xSnm++gfKVe7Lpke+xKbd1CnPVtPzh5mcehmkwnc0iUvTGlDczJjGc/7BK0JUaOl/3cSfIoGvlYAo0HKdGSkhN9YyokUpzPU0UZOJtPSXuhHVfj2OdxYrT65V5qVAsgd7BtWm5oDtPAn7EpGUyVyaUI3CBjpUnngZP1XrqdLXrGrvgImOJk7992eKhvTxSO4wu2FRjHQdGXDAi/A0gSZ5KBO5RhSsMpErvmmCAog/NIiSloXQKj2C414Rmd/6E84wplJh9LWdGXrkDRFyc0AKDxe3wN68BP32vCZMyccqhX+m18XWMEsUZ9TfjKtpg5FjH3a9Dk17gKZ3NpFbsxphb6SNXpXxnPWJRG63krgyt4k9xjoWdN7wQklsJV6cSA3ZMqJRc/5w9ScmY6krmStTamNrpEvpEcczBVZ6U1l/RuxjQJnCFGm+mNt+MRnReVLfv5iz4joBcjEmELBvIJWKt2eRqx/RGW1Bwt/jqGZriIZWBX457UW4rOMfItCizjKhrh0mjr3Z/jKIhHT1Ku9vIrfnNMXJRBu9yuM45RlGqpT5MIGWdH0+kzbcxzcimZBd/Shb2BCz+tM546Ew76RwY5YLTubmOHdezDXZvZLRpwSOj6xEUcfOrH3inyFKsqLNeB99iWmNi1Gy6xruKwUyJPFoZRfKWplRbdxxvELT8haqEmjplSWd5pdqdhhpl1MSaELgQYbXKEX7+Td4E6k4QeeZVMcRY01Nyo08hntwqm9q/PHRVClqiFaJQex9GpjJO/E8k+o5YqxdjH67nhOYNhE5C7RIDg2vgr1tE36/4kmG1hL82bNwNdd8ss6lbCCpoq6sdSGK/LCBZ76x6aMTf4oERAJfKQFRoOVjYpJDX3Lt4Fpm9GtCCVMdNNQKoKZTlclXAon5hP5hid5/M7dzRSp2XsJV/ziFh1Q+OpvvohHs/qk45nra1Pv9HgGZ6iOzJqkX6zo6YKKrR4sVbgTHZTw908oIxHhc4dTlZwQlpvt3SYm4MIm6RQzQKzmMYz6ZD+TEo0MoJRNoVScpCTckd5nTSGYNKkKvv16nRiQmXGJSzSIYWXZig1twFodp1UECUYeGUN5KH73GC3gUmD3aUHJvLk3sjdHSKsPIk96Ey4Sg5D7zmzpgrFuYHtvdCVFQLZKHi2juaIKOZRc2vVTsg4SHi1rgaKKLdfetuAXHZ1jqMuEpHKX8w/T6dhjrmFCx1x+c9YhKtRKRQHh4PFKpAEIgf/UtjbWFPZXqNaZp8+Y0T3s1q18Gq0LaqKsVpMmi+/jLTC4fINCijgynimxeGs6Vp8tQkBjyzkruL6BFMVO0tUoz7OhrQuWC+0MEmoQHyyax+tZbwpITOD+xNvbmFRl1/DWhimtxQhj7BlXAxrIWU857Eq64lCl1Y3XnUhQu9TO7XqgSIAp8EYg4PIJqRQvTfOEd3kZlHVkKUaHhJL5TsH6/V6CdZXxN+ywCTSBw9wAq2VphV7EujZpmzk/zZvUpa62PjoYaBRvP5dabSLm7QNLJMVS1M0Kr0lhOuYdkfiGRPGBRm5JY6BXmhw2P8EszieUs0FK4OacZzua6GJfvxrwTL9OWoSEhIoL4d+9UWDUF/Hf0o6KNATr1ZvDIM1wRmHgsEhAJfIUERIH2gZOS4n+KcbWt0dfSoeGCx4TGKS9BSn32MbLtEDY/DSN9dSXXpqS+nJrVhYoWemhpW1OmTn0aubjg8lGvJjRrO5wtD0OJf9+qRrr40tGh8aInBMcqj0fe9/QyugVzEGgKI5SE8vjYSqaMHMqoAc1xNtZDx3kIR7zzItBcmetih5FupkCTPJBZ4YzRcx7CYc/wLEs4qgSahLtzGsmXUPWaL+N5UGx20RR/nOEVCqOvUZBmS54QKBvz+wTa4z9o5WiKbjaBJuXJktY4mupi3mUjL3MTaDIfo90DqVZYH80CamhZ1aDP4r95FZWU6feXfIGJNW0xK9Of7Tee4Onri2+2lz/B0cnI9Fz+BZoE17lNcZRZyJr+oTpdRvxJRle1xUBDj6aLHuArX3v7EIEGgkSC9N9/+Vdyj/nNi2FZYRiHX4Uoz2PiBSbXscei5kTOe4anWjTTbikhYCf9yhXBtu1yuQO+irtT4eZL5uqMhjia29J10xP8s32RUCiafphvgZbMpan1cbIozU+br/DQQ9X8+OIfHE3yO0F+771PoP3RrlQ+BBpIvfczop49Rpoyf01Lqvacx/HnYeS84YdA6L7BVClqgHaVcTx8FZI+cvGnSEAk8JUSEAWayomR8PTQQe5Gxb/H4VuK59r2FDXSp/asOwQrpaSQ4rOhMw7FerDpdXiWpTWVDaadFIh59TfLB9XDztSJFuPXsefwcU6ePPkRr1Ocvngfn5gUsgUHKnZF6s36zg6Y6ujQcN5Dgj5UoAkxvDg4g+6Nm9P/j9O4RSaT9HABzdLE1YcKtMQzY6goc4IvNpCDnmHKD3ZUCbRkLk+qiY2hBlq1Z3DLLzpjKTFj2Ck3mdHADiMtbRrOf0BAzJcSaLIeJPL6yDTalDJDT0ONAmpaWNUexra7wcTLrLExhxhcxhrDIj3Y9jIoi8UwYwSZB/m2oCVzZWo97Iw10ao5jWtvIlXwucVsF0dMtLVp8Hu6JerDBFp6R6Wv19G1lDVOPbbwLFDZ0ih5sIjWzlaUGbgXt2DF3QgEQg8Oo4qtNU3mypYT3/dNQ9ZSLEdHVKaokTGtl6ULy/Qe5PAz3wItrQ3jInTd+Bi/PIjATynQZKNI9DjBrM7lsSqkgZpM6FvWYNCG6/ipdLkQCN4ziMq2BmjXmspDj7AcQIinRQIiga+FgCjQVM2E5AEL+/3G+cCozGWIbOUEQrb3wN7MgV473xCpGNlFJAcGlMS21SIeBn/IFivJeB2bgEt5FyYd9yQ66/ZS2fryKU7EcHBgSSwKalPztxsExKh4COZmQRNCuDCzOcXNyzN430vC00LkJJ9AoCWfHUvlwvpoGLZm5bMglA2WqgSahCeLW+Bgoo2GzY8qfNBkVqdbzJIJNB1rum9LW878Iha0zPmShriyY1IbSpvpoaGmhm6pwex1CyUx/iQjKxTBUKcKEy5455i7SiqVIjfP5FugSXi6tA3FzXTQsOnFdlXLhim3mdPEERNdK7puek6gXIR8jEATCNk7kAo2hWn5hyu+io51CPhs6UXpIvZ0WfcE/3TPdxkqIZSDQ6tga+3C79ffkKs+I4kz42rIrafFB+zhZZCi2Mtkr3SUb4GWyOmx1bE31qHS2NO8Cs0MsFCqV5AiyCyHwKcWaPJ2pKE82D2dThWsKCSzpumWoN/2RwTEZ7UxCvj+2ZeKNvoYNF/EY+9IpW6Kb0QCIoGvj4Ao0FTMidRrLV0aTeCM7/sEWgIXfq1K4dL92ecVKRdyUv+LbJg7nUm//kT9ooZYV+vCkNG/MnffY3mOIxVNveeUlMCTo6lbvR9/Pg19z9LFe6rI10cSHi1sSlEjPZyHHsM7Ii2SULGOXASa5P48XIoaoVd6JCd9UpnILpcJtPTlyQ+1oEndV9Je5v+lUZju29yUfMNQaUGDxCtTqGNriKZWabmPWWqwgcKAYo8xvLw1BmZtWPUoTfR9CYEWc4k9h14QnuG4KCXcdS29K1pQUMuCLhtfEBQti/QshpmuFsX77+FFSGI2vyIh/BKL5+3heVAM7zIEmhP99+UtUW3Stek0cDBGU6sUwzN8zBT5nGB0ZVuMzFqz7F56UMTHCLR4zo6vhZ1FbaZe8lIWnUIEh4dXwbZwU+bffoui25gQsJv+FW0o3Gw+N99E8e7dK/ZsOk5EaLRCZxUPpbxe143SlnpoFOnMmrv+2bdgk3hzZOthIkOjUi/Mt0CT8nxVJ3kbWsV+YsejgOx5A4VwrixbyJ4n/sgS+H+wQHPsmyWKM5arB47yPDjTXUCIeMDGfjXkUcYWHVbx4G1Wn0sJj5a2p7RlIcoMPYhbYKIiMPFYJCAS+AoJiAIt26QIhO3pS3GbJvx+Ozg1b1e2MvDOcwvdSpag40pXQtOdzN7FEOL7Fo9jY6luXYa+m27y+NUbAmVpGrJ+oVVRZ7ZTQiRnx9WhwYRT+ESpEEzZLvi4E4nXplK7iCEmrVfyIiQ+myBA6vmeIAGBkL9+pLi57KHYk+3uYRlLuwlnx1GlsD7aToM45JW5I0PCkSGpUZx5CRKQvmRFO0dMddQxqDWFc28U840lcnlybWwNtbD8YTPuIWlLZ5KnrGhfDDMdLRz77eN1mPJOD/GXJlPH1pyyQw+m5Z+Sqcn3BAk8XkxLmQ+aeRc2ZgkSyJcPWsR+RvZfyz2FiFZZlN2Lle0pbmFFx7Uya1UKj/9oRTEzbdR1i9NtzU38YzPThAjhd1jVtyvTT3kSJrPeptxlbhNZAIcVXTe/ICi3VB+yW0XyjNWdS2Khq4XDT7t4mZHyI/U+ir8yjQYOlpQdvBe3jA3QpXht6EZJy4Louizgfl7TbMiqTLnD3KZOWJYbyqFs/mcXmVzXAYuaEzjnEabgWiAQsmcAFW1saPXHHbnVLeXRSiYuu4ZfegSmitte8NxEr3LWFFTXxNplCkefh2cmmJX48vfMnxn7pyzAIs1SnHKLOU2LY6abfbN0ks4wrrosSKAMw4+4EZwenfxkOR1KW6KrrkuxLiu46hOd2W8hAte1/ek5/ThuQampVBJP5BQkcD8tSMBaOUjg3kJalzBHz7Izax/5EpMRkxPJ4XHDWHvTg7DMlHlI3dbRrWwRrNsu455P1vQn8fw9vg6OZkXpvukhvooWShX8xFMiAZHA/5+AKNCyzUEi58ZWwsrcBOf2S7keEJ8tivJdwAWmNy9L7ZF7eBGRdfNkKV5r2mPv1DOf/mfZOiI/8c5tBe2qD+Qv93AyUlGpLvrxZ1PuMbdxUUxLDOSgqq2tJA9Z2LQoRlpaVJ10Fd8o5dDVxGtTqG1jgKZ6Icp0+50/Dxxg89zh9OpUFyd9WcLNmozetpctR+8QG5+I/9YeFDfTRavcL6lpLtIfQLEnGVmxMPqaJrRfK0t1IVO3AlFXfsNFll9KXQe7JqNYcfgmL1895ty60bQpb01BTXU0LGvRZ/wiDj+NJEECic820auiJYUMKzPqcOayKwmPWdm5NM6NJnHcIzLTpy1RFi1qg6GWGZ03vlRKs5Fy/Tfqy6Lw9Boy966/QuqLFG7OaICdkRYGLZfxJDCXTO0R+xlQvgb9tjwkOF3ck8Td35viVLYnGx8GEScFIewskxraY6ylhpqGEcUbdmXQL78yZlBnajkVo/nMM3hGpgl3IYCdfctiXVAL2/aLOHP3LseWLmb3o+D37kCR9HwrfasURt+wEsP3P8vMd5bwhNXdylOy4QQOuyneeync+b0JTqZaaFX+lXNZnPnfdxNKX6/lh5LWOHbfzLOAOKWgDcn9hbRytqLc4P24Z/E/89rUg9K2jZh2RZa6xZeD06by10M/olSswme2H8+DlT9Q1lIP9QJqaJs4UKVJF3r/+ANNyztQqe9GbvvFZvrdxZ5ibE07jDTN6LDqAb4yf8S0f0LgTvqVL0IhTVt6bpXtsJB2owphnJ/WjGKm2qipaWBUrD6dB4xh3JjBdKlTHOdm0znulu4vKRC4sx8VihRCq8xwDr8Izrzn4v5mQl1HjLWMabXEFZ+o1LaFwD0MrGyLvpYNbece5+bt46xYupv7/l7sGV6DOj+v5bZvZkLppHuLaFu6At1X3eKt0vKxTIw/Yun/2DsL6CiuNgxnNwpJCEGSEIIlQYJ7seBeCm1xWtydFneKFytQtGhximuRoMUlECSQBOLunuyy0+c/a8lGIRAo7T85Z09G7nz33vfemXnnu590dqKEY2+2uAZkMhHQ9lT8LyIgIvA5ISAStMyjIb/PwjaNGLrjLrd3TuCrFh3oN2UF2w6e4OShLSyb2pdmNRrSZ+mfvI7TTbejESREsr9/eew6LntP+7NMDXrjwZrO9Rl5wJvIDLG/MpXLl10FgfsGUtWmNuNP+xGdFuZAIOTmdub2b4SdmZHqhadfpDrfjJ7LtmvKdEKal5kiiDMz2uBoYYxUIsW4aBW+mv4HT4KusUAZusJQikGRuoza7cLZ32bTo3oxCirtZvStqd97IpuvBxB0/xCL+31BCVNDVYYC0/LtGbnmAlHxyihccgLOL+W7eraYGkpV8egkBsVpMHY3v//QiHIO1Wjx3TQ2nHYjNEkb5gOSPU+xuG8DStuUo26Hfowa0ZdOzo3oMHoDV/3ikamaryDw1l5+HuZMmULGSPWkWFTpzNglh3GL8OHG/mWMaF4WC2MpehIjSjoPYMbOmwQF3OHQ8pG0KGeBsb4eUtOKfDnmJ/Y/jFQb+2c3LlFKD7x6VK1Yn69HzmbV5i2sntmblq37s+ysOoq+9rLUV6eY36MWNio8lIGSpZiWbc7wdVfwjUvV0XIKRF6eS1tHS4ykEvTNK9Ft+SV8Y3OwjdJWoDI2P8PS/o0pW6Icddr3ZeSIvnzVtBEdRq3jkk+cJgSIQNSj42ycPxDncoUx0ddDol+UGl+PZMayQzyISMjgdakjPm0z+ewP1CtTnm7rXQnK4IQiELF/ENVKVWXgnueE6IQ2UV4s+B5ijLMzfWYsYNrIIUzb/ZDg+FzZmbpOIZw7m0fTylEZXFmCnp4E/UIV6TR1P66hieq0XEI0j0+sY2b32tiaq7NimJZvw5DpW7jq/Zwr+9cy/ZsaWJur56NF5S8ZPmcvIRGaOGKp3pxd3Ie6tmYYqYJZS5CalqHpkNVcfBWjzlQghHH/wCK+q1sCcyPlfLeiTrdx/Orijd/946wY4kxp5T2jJ8XUoTVDlp8mOCoJhCiuLuyEUzH1/WRe4RuWnHtFVGoUR35oTaPqFanXeRgzVmzitzWz6NumLf0WH8c9ImtGB4X7OrpVccB58ilehH18bXzaoIsbIgIiAu+NgEjQMkMnf8qfZ58Rk6xeTlJEenDj1B42/DyHadPnsXzrGdxCknmT/oGdUULSOSbUtKXx9CsEpdkYZSyStz2BqBd3eRqUTI6pKfMmMPfSCk+29alKneEH8NRGr8/9ikxn5cT4PeGBmzdRKenxmBSx3rjef4qfMpSEVlOW6cp33hUSCXS/x43rt3niH4tMoSA+OICIZGUoh5ylpEa8xu32da7feYp/7Fu8WnMW8+FnhBSSUwWEvxUkhnrievMG954HEifLKYWYgriA59y7eQtXjxDic0k1lhLuwYM7D/AITUSeOfzXW1qeGvkatztKfJ7gF5Nd7tS3CHjb6ZRg3JXzIjmbD5ukAJ64KT9CsjmnJGmxPrjevIWbnzJsRS6DnF0bUsJ55Xqb265ehCbkPkeyu/xdjgnxgbjfv8Ut15cEvc1j+l0EppVJIcLTlXsPXhKSoJ2zAinJqQiCgJAYxqvHt7l57xn+OY5ZIjcXdKBGs/HscwsmKadnV1qd4oaIgIjA54CASNDyeRTkDxbSvFQNRh71JTr1bxS+x9l+3JPYpHf44s/ntryvOEXAcca2+Ir5Ln55yHv4vrWJ14kIiAh8TASS3dbRu1lX5p98oQk2/DFrE2WLCIgI5BcCIkHLLyQ1chKPDKVC6W9Y+zKCxDcBHJ72I1sfhefobJDP1eebuKRn2xjWfQJ73T6FB2m+NVsUJCIgIqCDgCLwLLN69mT6/ocEKQ0bxT8RARGBfw0CIkHL56FSBB1nQhNnes9ezNyJP7D0tCcxKf/OB2Pi091MGjCezTf8SUhPipjPiIniRAREBD4GAokeR/hp7BQ2ungRpYlJ+DHqEWWKCIgIfBwERIL2MXCVRePvG0rim5xsij5GpR9JZrwnbi+jSFVb0n+kSkSxIgIiAvmLgECU10v8YpM1TjD5K12UJiIgIvDxERAJ2sfHWKxBREBEQERAREBEQERARCBPCIgELU9wiYVFBEQERAREBEQERAREBD4+AiJB+/gYizWICIgIiAiICIgIiAiICOQJAZGg5QkusbCIgIiAiICIgIiAiICIwMdHQCRoHx9jsQYRAREBEQERAREBEQERgTwhIBK0PMElFhYREBEQERAREBEQERAR+PgIiATt42Ms1iAiICIgIiAiICIgIiAikCcERIL2FrjksYF4PnXlyatgYmUCecwC+Bbp4un/VwQUKTEEv3rOg5uXuHDjhSqP6L8rRaKC+MAnXD26hZ9nT2X6vFXsvuJBZPIb/kbG6wtnuRcaR/IHdSqFCG9PfMISkOWWZPX/dRKJ/RYREBH4TyMgErQchvdNoAvL+jWklLkJxau345tWVbBgmGpIAAAgAElEQVQtXYdeyy7hnyD7PyRqyYS4nef3pWPp2qQhow74EJn8KeiqQFLoMy4fWMP0QR2p22Q8R70jSdFWrXjJzgH1KG1Xn3GHPP8dEdPlj9g0rBONHYtRwFCfAk0XcMs/ln9LtlYh5hG/T+xM8/b9mLxsBycvX+PSqb2sHNeNbyfuwuXgFNo3H8O+58Ekascph/ssx8NCAMcnNse+sBH65pUZtP0RIWKqohzgkvN8zwS6NKpOxfLlKa/8VWzHrDNehKfkcO60Zx7zcsp5vvdHvm5cnUo6dcw85UlY2s2YQ/OyOSz4n+Xnkd/QpEZlnTa3YPKRF4Qkve+kyaYi8ZCIwL8YAZGgZTd4skes7FgOCyMJkgLNWOIagvcfQ6larAD6hhUZfcr//y6JeLzbEVZO/opKlgXQ17eh185XRHyCB6kQepO9axYzqpU9Fib6GJQdyH6vCNK4YfxJRtWwwUzfmPozruIXI89uRD/LY7Kbc2lWphi1J5zFO1L2WbYxc6OEiCss6FSXluP28DA0kYxJzBJ5uKoHNezMKPLlKh4ExPG+CjTBZwu9nawpINFDT0+CefuVuPrHvre8zP347+2n8GRNVypbF0Cip4eeQSWGHXxGsOpGyXyuIkMPaM/lBYkUnqztTlUbbR1KOU8JSrsZ8yJLWVaB786B1LIzU7dZvxx9dzwi4L1ZfV7rF8uLCHzeCIgELZvxSbrwI7WsTNHX00Pfpje7fII4PLoyxQpK0ZOY02mDF5GfgJxk07R/9pD8DvOalqSQ8acjaNoOp7pMpq6tOUaZCRoy/C5vZfnKvdwOTPj0aW2ESHy8I0mVZaQq2nbn/F/B603dKG9Tkf57PAh775dczjXk+xkhhGNjG1Cx7VwuekeRHaUUwvYxuHpZWs2+infUB+gE484zpUkZLAz00JMYUnH4QV6GJv8faq7ffRSTT/9AvbIWSLMQNMh47n0JGiSfmcgX5Qpr6vhQggYpLjNo5lhE9azVEwnauw+2WPL/AgGRoGUZ5je8WNURu0JGqq86/RLfsdcnmrB7Gxn+pTPNeizinF88sv9HLbz8AYtalMLC5NMTNNmN2TSxK4RJFoKWZQA/4QEFfodG0Wv2GbwjUvJGHoQIDg6pSomSnVnrFkz8+6qacuitIt4f1wuH+X3jKn5evJAFCxaofwsXsfz3q/jEpGTSfuUgSOew/PEKOpYvS8ef7+IfmwMhld1lUYeOzDrt8V5LX+nVCUS5HmDJjyMYNXsHN/ziSM1njNLr+m9spZz5kfplteRJV4MGGc+9P0FLOTOJBvlI0GQuM0WC9t+YfmIvPgICIkHLAqqMW3MaYWNmgJ5Sg6YhaO9hZpFF8r/+gEjQMgxhsts6ulW2psqwP/DMK0FLPs/k+nZYNZ3HDb+YfLM/kwfdYtuUzlQrZUeFuq3o0nsgw0eNZsyYMerf2HFMWnES98ikPNapwHNDNypal6LbpqcEJeTwhSK/z88DZnDM4wPszzKgLO68KwIZSZhI0N4VN7GciMDnioBI0HRH5o07x1YuZJizHWZGUhVBk5pXp+u4SUybs4nLAYnpS2hvwnhwaAUT+3WmddOmtPyyF2MX7+NuYDJynS/9N55n+HXJfGbPmsUs1W8OGy74EBfvy+X1E+nToRXt+0znwJNokt9pRUhBjPd9LvyxhbVrNrLnnBshSfLsbXOSg3h86Ri7NvzCyjVb+OOaB5GpSi+77P/k0a+5f/4Am3/dwLb953ENTEAu6JTOQtBSCXt8nn2bVrNqw14uv4wm5Y1O+eyryXRUTszr+5w/+BvrNmxj/zlXAhJkZHbay12DpiDq5VVcHgSRkJqNZkcRi/eDixza+itrNu7mz0dBJOoOkqZFQnIg98+48CQ6EdnfSfjfOc729RvYcew2PvGpGTRO8e77GNWoJOaG+pTssoiDZy5z49YTAhJlGcpl6mzarvzeQlqXK06tcad5HZma45ikXfDWDYHIW2vpU68aLYYu59TzKJLzPBa5VSLn3uK2OBQpQNne23ENyWx/prlW4cGpo7cIiUnKfk7mVoVWhM9FtqxcyByde2bl4ceExcsRwu+wd/US5qWdm82C3bcIjvbnwcGljO3VgVatO9Nn3ApOPg0n6S0YKOXtW5NZ3k0CvP5iz4LhdG3bjBbtuzNq6WFcQxKQZ5reQpwHLjsWMf77zrR2bkQj55Z81Wc087a68DIqmfTqFby+sIWVi+ZongOzmDVnHWdehBPt9xfbZg2kc9v29Jq8kztBcRoNvUCcpws7Fo3n+85tcG7UCOeWneg9ai5bLr4gMinjvfxhBE1OuOtR1kwZwNdtmtGsdWf6TdnABY9IknVuqQ/RoKX4Xef3+SPo1q4FLTp9z/QdN/A8MgnntyxxKiKecHrDTIZ2bUfzZi3o0GME87ZfxSs6+Z3utXeYcmIREYHPEgGRoOkOi/w+WycOp3P1YhQwkKgImqSgA02/7UmfAfM4+iqGFAHeBP7JnPaOWBgXwGngTh4GBPN0R3+qFi1IgZKtmHnSi1jteky8Lzc2D6Rm0QJqOws9A2pN2sGy7tWxKqivNo7Vk1K441qehCfm+lIToh+xe0pPuvQazsRpUxjxdU2sTQtgXX8kvz+O0HmQvsH/7Dy6VK/Gl5M3cfLqNc7+NpomdlZU7LaG26GJGbUn8mBubhxNpzbfMnLWarbv3sCEVmUpXKwiXy91wS9e47WqS9B+O8P64c0oa1kIU2N9pBIJ0sJ1mXTiFTGpmd5iuhjrbMuDb7JpzFe0/XYks37Zzq4NE2hdzpJiFbqw5KIvcTrryNkRtNTghxxfO5lezg4UMTGhxg/n8I3WtYwSiHm8l+l9vqHXsB+ZNnkk39QugVlBK+oO387DMCUOCgKvbmJ6/5Y4WRfE0KQFi6+eYMXgRpQpao6RVIpEYkjJNou46B+rfnEqPDm25Ee617HBzEifQpVa0a1PPwYOWcJpn+h3CC2hwGv9t5S3cuC7XS8IVdkzCkS67mXRxNGMGD6IHr1ncexlJEk6L0cd6LJsprpvpW8DZwZvvkNQwjsx/Swycj8gEPbHMGramiGVmuLQfgwr9l1XaQ7f6HyQ5C7jHc8m+nFr23Aa2BbCUOUkoE+Z/nt4HpLE37Iwnp6cTUeHophIlQ4EUiw6TGFe9zo4WFtgYqCPRONYYOzYl22uweTq/CkL59npn+hcsRgFtPJafE+vepWp06gRdRyLY6r8WJNIsaw3jgNPwkjS9DflxW5GNimNpUNnFp1wxS/El/v7xtO8rCVGUn2K1B3N7kehJGrGMMH/DjtHN6KUhaHGkL8ao9YupHeDshQ2VD9v9KQWtF58A5/oBF7sGYlzGUscvlrI8Yd+hPjeZ9/45pSzNEaqX4S6o3bxUIcovzdBEyK5vfZ76tqaYV65L+suPcfj2nK6V7WhcNkvWXLhNdGae/H9CJpA1K3V9K5dAlN9PSRGRanwhTP1nSrTtFkNrCwKqm3astigKQi+spxeqnu2PD1Xu+Du94z945pS1rIgNk3Gs1v5UfYxpvs7TlWxmIjAx0RAJGhZ0JVxfVo9bMz0s1/iTLjH0vZl1B6eZu1Z7R5BovKB/eYxS1uVpJChBH2r9qy8HUqi9sGRepaxVa0wVb0A9Clq60Dtrj8yrksVihQ0QKInwfCL2dwMjstInHTblvqMjT1q03rmeXxjNYRJCOPI8OoUL2iAZcsl3AyOV12v8N9Jn4pFMXMcxlGfaNR8KZEzY2tgXciWnts9idAapQsh/DmlKY4Nx3H4RbSKgCqrTXKZTH1bcwyM6zDVJYBYpXOklqAZF8K+Rku+W3KUBwEJyOLd2T6ghqodhdos40Fw/Fu/bIXQP5navDwNxx3ieVSKhpgmcWlqA0qaG2BcewoX/WLQ+mRmJWgCca9duX11ByMblMDc0JDqmQha6vPf6FOvDTPOviJaQxqF8GOMrlMCM0NLmi+8jn+snDdyOfF3FtK2TGGMDGxxcv6a6Xtu4hOXSuzTLXxfzYqCBsX5ev0TQhK0bETG1RmNKWVhjMOQPC5xCuHsG1SFEiW+ZPXjIOIFOX6n5zN+3n4e+j9nz/AvKGlenC7rnxEc/w5kV+HNzn4N6TTvT7yj8kMbpzvxdLaT77Oic0WKmWjIhJ4EfZPiVGzUmeEL9nEnP500Us4z+YvSWOgrSZgOQVM2R+7Gqs4VKGasbIcEA4vytJu8l4dB8YRdnkMbB0uMlCRNUhDnedfe7qygeMn67k5YF1DLkxasRM+11/CLkyNEnGNq83JqAiUxwL7fDh4HJyIIQewbUgs7Myn6Vh1Yfs0HlQOx4MO276tSoqAEPYkBFYbuVxNLDYypF6fRuJyl+mNNaolN2Zp0GTOSLrVsVc8UpUNE7Uln8Xi8k6F17DCT6mPVYRlXvdX3guCzjX7VbDGV6CExKM+Qvc8I1jgsvR9BEwg++SNNyxXGQGJCw5kueETIQQhi96Ca2JnpU6jpHM57RaqcQt6HoAnhZ5nS0hFLJQmVFqbR9FO8CE/lb4U/xyY0o1xhQ9WzNrOTQNKjdfSpaUtBqQTT5j9x1StS9VxRPF9Pz+olKCCRUqz5XM54RGiecTpzVdwUEfgPICAStCyDmBtBU/Bq47eqL1ilK7tB1R+4EBirIRGJnBpVGSulp6eePra9dvIiKllNPFLP80MNLUGTYFDtB84rr0t+yYEpXWnZtAvTjrwkOiUndYlA4J7+OJXtzC9PwknjCEDi6TFUVXqcGtZgkoZIye/Mo2nJQpjYD+GwT5Tm4SXn4aKW2BUqQO2pVwlUMS6IOT+RL0o60murOxFa1YASk+QHLO9oj2WR+ky7EKAOK5JG0ArTetk9guPT25t6ZRoNSppjZNubXbphMLLgqzwQw4XJDbFz7MVvz8PUBFdTLvnhCjo5FqFI/amc94tJc8bIStC0gpM5ObIKNqZGGQmaEMi+QdWw77wC1wyEMYmzE2pja66PYfUfOOej8UZMPMJwJ2tMDSsx6pgXkWlawGRNeSPKDzvMqzRbsw8gaEl/8mNdO4o1mc11vzBenfiJiT+f4kVEEgrZPRa3caSMU3fW3AkmTkvytd3N5r/80TI6Nh3D3mehadqdbIrlyyFF+G22/NiZ6jZmGKo+OJQESq3JKlRrDAeehedPG1JdmNawLIWzI2iK56z9uiLFVURRgkmLhdz2jVZ/FKReYErDMmnXlf7+d54FJ+a+hCy8YlOvyhqCpodRw9lc847UfCylcm1uC+yLqG1SpYXb8vMtX2JSHrKsYwWKK0mixBjneTfwjlLeD0mcGFebUoXUJNawwUyueGllQeqVWTS1t8RAiZnEAKcRh3gekkyy1zHm9e1Ai84T2f0wmOi7y+hUqTjGSiJm5My8v16jFn+S8XXLYKHSEhrSYMZlPCPUk+S9CJr8Mb98UxlrJZb6Zfhu+2MCVPaFKZyf2hh7S30kRjUYf9Kd0NS/yTtBU/ByYy+q2xZUaQ2lFm1ZevM10ZpHR8rF6TRzyMaLU/Bh1+C6lDJTPk8NqDR0P26BSepxTLrIjGblKaKcG1Ibuqy+iU9OTiv5MutFISIC/wwCIkHLgnsuBE3hweov7dRfunp6GLVcxrO0ZUk5d+Y0xtZc8yAv1o2tnpHqeF0ZCJo+Jb7bi3dUHrz+hCC297KnaNGy1G7aktZt29JW82vTxIniBQyQSgrSdtVTwpTsTYjD88opLj0LIVlra6WI4uKUhpQwM6HiqBP4RafytxDJgUGVsLLqwC9PwzIQPxUssmjCIpNRaA3CtAQtGy9OxcvVfFXWEpNCX/Kre1iuAUqFyIMMqWKNVYdVuIUkZFnWlcWEEZmsyGCHlhtBOz22OjZmGQmaELST7ypaUaxMLZxbtE7Dq23bNjhXtqKgoRRJwdYsf6TxoEw+xggVQavNlEu+RGtVd8i5t6AlZQqbYNt7Jy/DNC8J3p+gye7Mp2WZ4tQYvY9TG6YzadU5PLVkXgm8XIZc8XfupCJt3irw2tCdJqN24x7yFiKSdk0+bKRG4HHjKJt+Gkr7Kko81USlxoRTeEXkgxYvDwStYNtlPPDTxEiTXWdOi3JYGqpJo22vrTwJSsgdy8wErdl87vhEa+alQMjewVS31cTqklrRbeNjAuOTeLx1CM4OxbGu3JXlV3yJUS0DJnNyXB1KawlavSlc8IxI0wRnIGhSa7pteoR/dlrSZDe2DXXG0coap2+Xc9knWv2xknyKCToErd7kc3iEq5f134egKbVRyqVMVbw5AyeGH3QjIEHOmzdJXJ3bCseihipNZMtFN3kdpcg7QVO84rfvqmOr1CgqP2prjOP485A0jVdOXpzC6y30raHWFOrpGdF4VjoRRe7Kii5VsFZpUKUU+XIFt7xjsjxH8mGWiyJEBP5RBESClgX+XAha8klGVCxGQY2Ni2nHX/GK1L6w3/BoSStKFtKo6w2qM9ElSL00mIGgGVBu8GF8lQQpS905HFBdb03hKsPYf+853v7++Gf5BRIaJ0OhXYHTiJKHP+bY6mmMHjGWwW0csTAxpvyIY/go6091YUpdGyzs+rDrlU7w1xyakbbEmR1B8/qVLuUsMTHryFr3UHJy8lOKTr00lfq2hbHr/Tue4e8W2yqvBC31wiTq2lpSechubj99nQ1e/vgHhhInU6gf7LkQtPuLWucjQVPg8es3OBYzx6ZcLb6cewbPaO0Sb07A53Zcxl9zmlGlRj0aObegZcuWuf9atabjyE3cCY5LIw25SX+nc7Igzs1oRVlLY4wbz+WGb3TGpXrBnyOTujFq410CYt9BJais9LMhaJB4Yiy1SxfS2Isa6WjL0tGRR77k0u6ljO3qTAWrgmnaRcPcCJp+ab7b7kbgWwOzyol8eZndS8fSzbkiVqaGapstPUM+lKCl/DmZRtqwGRJ9Cha2wrqELba2ur9StJqlJIKpJOc1zEbKBaY522Op0oTqYdRoFpc9I9LmR04ELeXCNJo4aJaCJQVpufAmXlGah5viGet6VKOEaklaDwOn4Rx8GpQevDp9WMQtEYF/NQIiQcsyfLkQtPiDDLAvmh7dvNOGDATt+cr2lLJQx0/TM6jAqJN+6q/qDyVocQcZ6FAUs5Lfsdc7Kj3NUZa2px8Q4p7xx+weNG87iBVnXxKTmsLDxa2wsyiQTtDi/mBQ+eKYWXZhw8vwXLVeKsm5adDyQNDiDg2hkpUZlp3X4x76blqfvBI0dR3mlOz9Ox7hWhKdjk+WrU9F0IRQ9vSvjI1NQwbPnsbono1xcmpMr3nHeB71Pl5pch4saY/z9z+xZe9RTp06lfvv9Bku3vcmJiWjB2AWPHQOyJ8d59jdCGK1dos657SbCu8t9KpkRaH603B5HZmB/An+2/muihM91j4iMC7TF4RWQOb/nxFBSzk3iS/KaALAKrU5c7TLmZDgdY61Y9tTxcqC0o2HsOLUTTb2r0ZJc80S5wcRtAS8zv3K2A5VsbYoTeMhKzh5cyMDathRSLPE+aEELf7YWOpqyae0KF1W38c3NucxyvMSZ9xxxtXTLslKMG4+nxtekWnarpwIWsLJCXxRToO5xIzWi2/yKo2gebL5uxppWjl9+/7sdA14+/Mr8xwT90UEPnMERIKWZYByIWiyy0ypa63yRFIaJ5u0W41HhJZgyHFd3CJNgyYxbMjc2yHEKxUGH0rQko4zvGJxTI3rMv16UI52SYo3CpRqOSHsInPa2FOs2jD+eBmlMfxXti8TQUs+ycjKVpgaVmDkcd80Q/oskGgP5BNBSz41mmo2phiWH8HRNBs5bSXZ/88rQUs+OYqqNmYY15nKZR1ng4zSFSjUkMGnImjxZ5hQpyTFnedq4p+l4rnte6ralKT98tsEvIvRWYZOCEQeGk7DXr9wx+9j5POU8/iXUcw/+1rjbZqh8rQdIXwfg6qUxL77Zp5mWlKMOTaG2o4d+OkvH6LfUYH2OWnQYg6PpKaduVqDJi1C57WP8I+T4XNiKu0qFMFYKsWi0QxOe0aS+nc0h0fWwu5DCZrch5PT21GhiDFSqQWNpp/GQ7l0HH2YUbVL5RtBk12eRXPHIhqbOCPqT72AR3ja+n7a+Go38kzQUi4yTellrdGgGX4xjQsvw9MIfE4ETXZzAe0rFtM4exjT7Ke/8IrUEEf5U9Z2q4aNxgbRsO6PnHYPzTazhbbd4n8RgX8jAiJByzJquRA0Yjgy1IliBdQx0gybLuZRuNaGSsaNWQ0oobJBk2DgNI6zAbHqh8aHErQ3bixrUwoLI0MqDDvCq2yWR4WIiyyev4+XkdHcWdBc5QxQeewZ/GK0id2VBK0ldhYm6Rq0Ny9Z3akMhY31seuxlacRWWNXyV/9wcZD7sQqfdnziaApXq6hczlLjPXt6L7FjXBd5wTVeMh59ccmDrlHprnQ55WgKZ6spIOyDsPyDDn4kghlfJQMfwIRLj+zcJ87YUoW/QEEzX7wQTzD382mUHZrnir/Zk2d+GeKl2v52tGaCv334BGWzN9CMKc27+VRuGb+ZGh31h0h/AgjG3Vi3nlvonSjjGQtmvcjCh+2ft+BKcde5krQkq/MpGm5qvTd/oRgpVuzEMS17T8zb9pEBjS3p6htbToPGs2PC/ZyP/QdMnF8Nho0ZYDeHmk5LiUFGjLr8ivCvXYxqJYtZkpHCYkprRbfwSdaOcfyg6AJ+O4eTO2SZqqlTIlpKxbd9kEtPn8JmhC0lyG1SmGmMdswbzaXyzpODeoJo0Ah/M3ffyszEuQxk4Dgzba+NShpqrFBqzCEfU+C0GbKy4mgEXeWSc4OmqVRQxpMu4BHmIY4yu6z7KvKWKkcNAwoP3hPugNB3me4eIWIwGeLgEjQsgyNjKtTdcJsqHJxpi8rJt6YReMS5qovTgPHkZzQehoKEezta09RpV2EtBDNF98mRBugJwNB06f0gIP4RL/bC13dPDmuS5TkyhCJSQX6/HafsKR0VYQQeYtVvb9h1jk/YpJD+b2PPUVM9LHt8zuekVobr0T+nFALa1Mj7IceVdugocBj3dfYK7/SDUrQdt6feMXJ0pYf5H6nmNZ7HLuehqljOcnvs6B5KSyMremx3Ytw7VNWmfbYYy2dlU4CpsrQI7nboKHwZMO3jhQ1kWJQog1zz3qmx41DGXJiOt+N+50nOsm4ZX/NorFdIYzLZEqWTjKnRldVOQlUHX8WnyhtzLZH/Ny2LJZGUkzK92Lj7WAS06KGCkTeXs333WZx1jtSvWScC0G7q3ESKNF7Jy90nATuaI5b99jKi3daqlXgvrYLjlYOfL/rBWEa/GTXZuFcuhiNZ17HN/oNQugBps4+xutQLfnPMkkzHZDxZM231P9qHme9tF67mYq8564QdYjhNRxoNcsF76gcNCsKb34fUIuqXX7miq82NIqC+PBA/L1OMbVpOar3WYvLvRf4BCkD6Crebn+Z6sJUXS/OfrvTw1UonmXw4iyoDO3ipzEST73OnOblsFTm8NST8j5OAgY1f+CMR7jaKF8IYs/gGpQ0UxIMKRYtF3LNO5roE+OoU7qQ2hZMYkzDmZfxinwDSW6s6eqElcY+KlcbNKkdvbc+JjCLwWYCJ8fXpYyF+kNQYtyQmZe8UEa/SHJbQ/fK2iTymW3Qcs7FmXJG95xOqichhEOjv6B0IXVYIYmRAz1+vY5vnGasFaFcWTKAUeuu8ypSRkqec3EKvN7en9p2pmqyaVyPKedeoOZacl5t7UfNkqZq7aTSJm+bK/4qPJK493NnKlsbI9HTp1y/HbgGqJ09hOhjjPuiHBZSPaTmDZl2+gVhaV7X7znRxctEBD5DBESClmVQYlVasqIaLZmkQBMW3AvVCXYZy41F7ShnYYTUqAYTXQKIk/+NEHGMETWKUdDAENuOK7mlEwxWiNhLX8eimGi+Us1aLcdVh3xkaUI2B4TwM/zQoARmBhIkBoWp0LInI36cyPihX1O/jD1tF1zEL05JTpK5Ou0LSpjrIzWtTM+FOzn0xxYWjurN143sMTM2wLzBeHYc2MaxO5EkRd1l2ZcOFDZSeuEZUcS+Lm2796Vv15ZULlWDQTsfE66Nlpp8kUl1lW0wpfXyx4ToJJCU3VTnyjQwasjcO4HEpUfgyKY3kHhvOZ0cLTGWKsMIFMG+bhu69+1L15aVKVVjIDtcwzIEaY07Porq1qYYFOvKJl0vUSGIHX3KU6yAPqX67dVxOhAI/3OSKn+ngUSCvkV5mvcYxoSJ4xn6zReUc2jLT+e804LqCoHb6VOhOAUMqzL+rFITpXXhiOf0uFrYmhlQ+KtfeZrmdSoQtKuvOritXReWn7vH3eMr+HmvG5Hal1vmngvB7OrnhI1txvybctefaWdfjq6/PiM4QcaLjRNZfN4nPVZdZjnZ7ctesW94I+p8NZ0/3MJ1ghZnV/jdj6Vcmk7jMjZYOnRk8YXXaXilSVCEcGVBF+o0GcH2B8FpGk/tecHnN3o5KeOK5cH+DBAilcSwpFpDpSelWJe1uAbEqT8eUv5ibgt7dVwtZQzB+tO4+Epj9xZznLF1S1FIE3S28Je/8MBfc522UZn/Z/LilBgUp/7AZRy5cQ+X9YOpX7IQBhI9pIW/YMoJTyJS/kZ2az6tHYtqAulKMLCqR8+RI/muVX0qlTbDSBPoWr9kO35YsJUr/rEkCQKRh0dSp5S5htiZ0nTeZV5lIb4ybi9oQ/mimoC2EgOs6vVgxMjvaP1FJUqbG6UF8C3ZdgLzt14mIiaB11u/o1oJdTgLPak13667j7/K5k/Icu6bX+/jp7EHlHn8zpD6pTDTLENKC5ahcfdhjB/Tny4NKlK9xyqueEejzFfyeltfqttqCJXUim/W3svVZk0Fdfxdln9dVR3KQ6JPidbT2H3pHtd2TaJjdWXsSKmaoEmMqdR7BSceabzP4+6xtnctbAvqY1h5OAcfKx0BBKLOTaOlYxGMDKxpNVez9Jt5TMV9EYH/ACqJDzUAACAASURBVAIiQdMdRPk91vd3pqyZkfoBqopVJMWsbAM69FvJ5dAEzVd1NA+2jaO1Y2EsK3Vk1LTpDG/tSOEijrQat5MH4ekpXuSPNjOgYWlMDdVfw0pXc4nUnHINvmLOqUDi8vDll+p1nNlfV6WYiTK4rXJpRYqpfStGb7pBYGJ6uidF0Bmmt7KnkJEUidSYolW+YsahpwRfm0/L0hYYSg0oUm80+55GqV7kQthN1g1pQplCRkiVJFKij4XT18w+8kwTm00g9vEhlg5uQilzJTYSjOyc6T93P64R/tw5sITBjUthroq4boBNg74sOeVFXI5x3ZSgC4TdXM9Q57JYKNupxEXfAqcuszisaZeqVJQrR36ZyjfVi6tDOUjNqNh+BLO3X+Pe+R2snNyZKkULql+gFlXpPHo+B1yjSFIpAFJ5dXIeXatrwkCosDelXIuRrL/qR7xMuSQlEHpnDz/1rEExUwMkEn2s6/Xix03XCAi6z+El/WlQwkz1QpSalqfdiF845x2nsusTIi8xp42a3Er0C1Gp+0qu+GvT9OhOLM227Cozm5ShVIdl3AmISw/mqwji5KSWOPeYxuK5oxm18BQeyvAm2YjI9VDqa07P7ULNinX4avQSdl105XVYAjJtmJRcL87upJxHy7vQctgmrl7byZTubfny+x9Z+tt+jp88xLaVMxjQqg6Nes3nuHvGlEBqaQJRh0dQ06EjC/Jgf6Z4vovRLRywMNa5ZwytqDHyd9xcDzC7S3VVaBnVPaC5nxw6LeCc62Hmf1sDa1XwZ3V8NomRNbUGbuBuUC5BoDMRNKMmY1g0vDXVrE3RV90PUkzLtGbS/seEadMCCP6cntEep6LGGrKlLNOMEZuu47p/HM6qwK/KYLLFqD9iO3eDo3n0+xhaVyiMiYYIKe1YpWalqdt+Kgc9MsYDFAJOM6ujE0U1GEikppRpOoJN1x+yf3xT7C2V5E2CQbH6DN92gyubRtLK0UL1waOOSyfByLo2I3a4cmXz6OzPbX9MsOojSyDObS9TOlWmeFp2EwnSArY0GLKRv1QZNBS83Dee1uULZ6zDqjbDtz8mSOdjLduZ5HeORT1qYaO8x1TPLn0KV+nJ0mUjaeJgjXkhG+yrfUHLTj0ZtvJP/COSVGKEWDf2z/yWGjbFqdBqABMmj6RjtRJYOzgz5Ncr+MTkwRs+u4aJx0QEPmMERIL2IYMjj+DlrXMcO3iAo+du4RmVopN770ME53atgjj/Z9y5cRNXz1AS3gjZLxfJY/B98gA3pddnWi4eBbHertx/6kdMatZlpuQwTx7cusWjV8ochjnIza1p73UumTDPB9y69YhX4Um80c39+V7ysrlIEUfAs7vcuOmKZ0i8KsZYNqXe71ByOB4P7vDAI5Qkbcy5HCXJCX/xCI+wJGRZ2FcSQU/vcudZEAmyrGOTo8gsJxTEup9m3bR+tK3lSAnLAhjqq+1/VC9uiT7mjWZwQRugN8v1ugfkuF88z7OIeHXcKkUUXrfPsn/TcubNmMG8Zb9x8mGAhujqXqfdTsZlWmPsnSdyxuszjvaemaCp4qBFEP36HhdOHuPUFTcClblYtUpVbfdIIez5X/x58ix/PQkgNu2ekhH29ApnTp7n9oswElUfAmkXvftGShjuf/3JybN/8SQgllRtA5Tprq6c4eS526ql9fcVn7UhKYS63+Lc0UMcPnmJh76x75FbN6vUtCNCEkFu1zh9+A+OXXIjIC4VebQ3zzyCiEnO3atYHv2KB5dOcujgEc7+5U5IfLopRpp8cUNE4D+GgEjQ/mMDKnZHROCzQUD+iOUdK1Jn6B7clXk0lVqn3Sd5EZGPMdjyo7PZEjRtoNr8qECUISIgIiAikHcERIKWd8zEK0QERATeBYGkk4ytXZ5vlj1Q5TwNPDGX6Vvv4h+t9Sx+FyGfoExmgtZkLje8o/K+xPwJmipWISIgIvD/g4BI0P5/xlrsqYjAp0VACOb0tDa06jONn2ZPYuLS46rUaOn+x5+2OTnWJn/Mqs4V1Xk19fTQtx/AnmfBaaEgcrxOPCEiICIgIvARERAJ2kcEVxQtIiAiICMm0J+wBNknsM/MO9pC4EVWDW2OvYUx+krjdeVPakrZZt8xaftNQuJEI/S8oypeISIgIpAfCIgELT9QFGWICIgI/DsRkMUSFuCHj7c33hl+PviGxiFPc7D5d3ZPbLWIgIjAvxcBkaD9e8dObLmIgIiAiICIgIiAiMB/FAGRoP1HB1bsloiAiICIgIiAiICIwL8XAZGg/XvHLkvLBXki0TEfKZZYltrEAyICIgIiAiICIgIiAh8LAZGgfSxkP6VcuRs7J3xNbZuCFKg7jauBseSQNfFTtkqsS0RAREBEQERAREBE4D0REAnaewL32V0mf8iiFmWoOfIIPlGi59lnNz5ig0QERAREBEQERATygIBI0PIA1udcVOG7ma72jvT57SURSVly0nzOTRfbJiLwWSCQ+OIYv598QkSs7LNoT342Qgi6xJ4/7vA6MkkMwJufwIqyRAQ+IgIiQfuI4H5K0dGHhuBUqiM/PwwhPkuex0/ZErEuEYF/HwKJblsY2X8OR9xC0OZDT+uFkEJMyGvcH97k8oUbuCtzqQppZ/8lG4m4/TaWoQuP8SQkUSRp/5JRE5v5/42ASND+E+Ofisvkutg1mcqlAKX9mZyQ+8fYumoeU+fvwzUyCbmoVFOPtCKcJ2e3smBMLzo2/4Ka1WpSt1Fzvuw9itlr93P5mR+vzi9h1MIz+EUm87eQTOjzyxxYM4NBX9bDefxhXkUkpyeoV3iwc1B9ytjVY+zBl0Qm/7NvbsXL06xbtoDZs2YxK9Nv7qYLeMckk9ZCRQBXtq9k0dyMZecs2c+DsHjyTY8kJBLoeo6dS8bybePGjNzzgpDEz2dCCmHnmNltAL9ceU2ULHO75DzeOoqvnctT3NQI/QJNmHv1NVGfXTqEd3iQCcGcmtKbkRuv8vpzS7f1Ds0Xi4gI/L8hIBK0/8KIy11Z3Ko0NYb/gXeEHzd++4klu27x7MQMWjjWYcxxH6JTM794/gsdz0sfZARcXEn/hqUwMymMY8sBzFy3nzNXr3P5xB7WLRhD5+o2mBpK0dOTYvHVOtxD4gi5tY+1i0fT2qEwJvoGlO2/D89wHYIWf5IxNUtgpm9M/emX8Y3+p90zFCSGPOXk9LaUtTRGoidBv9SX/PTHHXxjU1FkmgaKxGAeH5lKm7KWmBQsz7cLD3LHNxZZ5oJ5gTpDWYHgW3tZNbkzVYqZYahfgp5bnxL8uRA0IYyTP7Sn188XeRWZS45Q2W0WtHHEuvZYjr8M4996OwnBRxnfsT+rL3kRmW8MPMOAizsiAiIC+YSASNDyCch/UozCdxNd7R3osfoUv82ZxXoXb2JTBeLvbWPOvJ3cDEkgi2Lgn2zwJ687kUcb+1C9eEEMTJ34bv1NAhLk6VowbXuSXrB/TBNKmhtRoM0KngTHa7RNqbhMqY9dIeOsBA0Zfpe3sWLVXm4FxJOapp7SCv24/4VIH3wiU5BlWtZWeK6na4XimEj0Kdt/Dy9Ck7L2V9s0IZwDg6tRtsMCbvnHfJzlL9kdFrSyp4jJhxM0IcoXn4gUUjP1WdudvPxPuDGfjq3Gs88tiMRcxk7w3kKfKiWp+P0OngYl5oxlXir/R8rKcFvdnZZDN3LTJ5Z/oyLwH4FNrFRE4B9AQCRo/wDo+V1l9KHBOFlZYV26Fn1WnOZJWOpnmfcwv/v9bvIUBBwbwxe25hhIi9Fm6Q0C43J5LaW6s7G7E7btFvMgKFZDVmTcnNOU0hYm2RC0d2vFRyml8OPQmN7MOfOK8OSMqjEhaCd9nawpKDGg0qhjeIan5EIqZFyb1ZRaAzbzNCghl3If0Av5A5Z2cKRoAdsP06Ap/Dky7nvmnPIg9EOdYQQfdvSrQ/sZp/AIy83zWSDy0EhqlypFp5X38YvNhcl9AESf6lLBdwcD6rdjytHnhKRknDefqg1iPSICIgJvR0AkaG/H6DMvkYrLpDrYNRzH3rNH2DKpHRXLt2L2OX/iPlu1WRK31oxn5fkAoj/2CyL2MtOb2FHIQIJJ3alc8I1+q21V0rWZtOy6jNv+MRoNw+dI0JJxW9+dKjZVGHrwJWGZCVrwTvppCJrTqGN4vYWg3V3YlobDd/I8+CNph/KFoCXzZGMvqttWZfC+54R8IEFTPFvLN1XbMeOsB+G53ivJuExvQjkbZ2ZdfkVkLvz+M39YqJsn+LKjf20aj9zF48CPNN7/CiDERooIfN4IiATt8x6ft7dOaX/WsjQ1RhzCOyqFv2XXmP5FKRpOOo9/TDJeR/ZxOSyef9h2PWM/klyY2qQ9c1z8iP6odjACYfsGUtmqIFJJAZrMv0VA7Du8XWUP2LB4L0/D4t6RoCmI8rjKpQdBxKdkXXdTxPrw0OUwW9etYePuP3kUlJCtF6CQHMiDMy64RSWS+ncS/ndPsGPDBnYcvYV3XKrO0mM87vvG0NiuEIb6Jem88ACnL9/g1hN/ElPV/RPyRNDk3FvYjoYjdvE8JPMLO4Vg1/Ncex5NokxGxDMXDm5Zx+Z9f3LPO4bUNzloYBRx+LteYP+W39h55C88w26wsH0uGrSUYJ5cPcmeTWtYteY3Dl5xJyxZnu7QQAIvDoyjaWkLVZ+/mr+Xk5f+UvU5IfWNjtZPINbXlUtHtrF+7UZ2n31IQLwudtqpqMBDSXAbj+OgewiZ+K22kPq/ilxWwKbmaI6+COVjf1NkrPxj7Cl4vq4b1Z3HsO9pEB/Icz9GA0WZIgIiAoBI0P6paZD4mN1zxjN2RE/atBnIhpthJOral8s8+GPmcKbtfkxEkvqlm+q2lUGNq9JowiFCYlJULVfan31bzoHe2vhnqeeYUKMM3/zylLCoh6yetYnH4XGfUWYBgYhjo2jYaQGX/WM+crtiOTayOjamUvQMqjDujA9R72Xdnb0GLTXYleO/TqG3syNFTEyoPuEs3lE6jFOI4fG+GXz3TS+G/TCVySO/pbatOQWt6jJs231CE5XjqiDw6mZm9G+Jk7UphiYtWHT5OCuGNKZsMXOMpFIkEkNsWy/gvG+MypZQ4XWcpRN7UNfGDCP9QlRq2ZXe/QYyZMkpvKOSVKTmQwlait9N9i0fx9f1SmNhYkGHJX/wy7DWOFoaI9XTQ09PD2nBcnRadJ7XMbrLgwIh11bTr3EdWn4/iWVbd7Dxp0F0bNeaOrbmmBhltkFTEHhhCT3q1qLjhLUcuXSVs1sn0MrelkrfLOOKn7bPJ1g2uSf1bM0xNjCnYotv6aXs8+ITeEVq+hzzhINz+tG191AmTJnMyK51sbMwxarOYDbfDiJe15VZaXc3tCZVeq/F1T9Oh+BlfSAIrzbRq7Itjr234haoXgIWoh5xYOlkxowYxqAefZh56CmhCVnJeVZpmY4kPuOPpVOYMKIX7dsN4JeL3kTpMkDZK44vGs/MHbfxj1E7Mcie72Fc27o0HrUTj+CETALfbTfZZTpNndoy/dxLwnWm7LtdLZYSERAR+BQIiATtU6CcuQ4hjFPTR/HLjQDikp+yol1p7Htvw1MZ1kFTNvXqNOqXsKTetCsEximZm0DUqdHUsjLFyGE4fkHRqpLJf46jesUerHsUqo7fJMTw19Jv6TBgJrNHj2bZBT+Vw0DmJvxj+7E3mNe6EcN3PyM86SPb8sjvs6BlGQobSpCYtGH5k2Di36vK7AiaQJy3K3eu7mRUQ1sKGRpSLQNBS+X5lu+o33Y6pz0jNV5/AuHHx1DP1gzDws1ZcNWPWDko5HLi7y6iXTlLjAxK4OTchWm7b+Adm0Ls0630q2FNQYPidFn3mGBtB2TXmOlcGgtjBwZ/8BJnVg1aaqgHDy6upGdVa0wNDLF2bEy3Gds498idJ9cPMPdrJ4oV1EdiVIEh+54RphnL+DvL6VzZgVaz/+R1WkYLgfBzU2hWRqn9ykjQhMC9DKppi4XDQPY+D9FocxI5P7khZYrY8u2GxwSm9fk6c5qXw9LEnoF7My1xpr5g+4DGtJ96HPcwjb2dEM7JCY0oXciQwk3ncvF1VLqzTOo15jQrj/MPJ3n5Fvuz8IPDqVWqJB2W31PZn8n9z7L4x5/Yd9eHp/vG4FymMMW/+oWHfrFp9+873V9CBOcXTGKNy0vCEtxZ370qTj3WcN8vNk1zmHpjPq3LW1Nn/AleqNopEH1+Ks3sLTEp159H7kHvVFXmQgqvzfSuXoWeq+/j+y+3qcvcN3FfROC/goBI0P6BkZQ//Jmh8y4SGJOKIvIPBjsVw7rzel5GaD3t3uC2rA2lilRkyGGdEBlCOKfG1aPkF5PwC45Vt1wRR2h4AgpFRuYhjw4iKCaVN4KW8v0DHc1cZaoX+4c3psGg7biGfoJgmannmVjHFnN9PaSFu7DhRSgJ7wVHdgRN27lkTo6uRgkzowwETQjaz5AaDnRe/oDAOB3NStKf/FDHDnN9Q7XGTRvrIPEoI6rYYGZYiZFHPYhI06Ik8+ePdbErZET5oX+kG/t/ZIKm6p3Cg3VdK1C8gAkNZl7GOypdxSvE3mR+OweKGEkp3G45dwNiUcgeseqr8lhX6MfvaWRLg5PsBvNalMPSOCNBk99fTDvHIhQo25/dadfIebyiE+WLmVLzh7N4RmjCX8hyImgCQX+MpF7Fziy55Uu0LtznJ9OwrAUGBtUYe8KDMI0GVQjfz5Bq5ei44BY+uhdohzXtfxLnpzairHUjpru8IuT1KRZNWcaJp8qAtjIeLOtEZXsnvl1xHb+YdHzSLs9lQ+62lgmLz+IRlIgi6gQTGpTBrsMy7vrEaAiague/dqWybUX67nAjUBuaRIjk/PRWVGg0lscvQ3KpIZdTcccYW9eBVtPO4xmet3bnIlU8JSIgIpCPCIgELR/BfDdRcu4vHcPy26HEygVC9/ajQjEr2ix/lL5EIgSwtUdZitp+y2aPiAw2Iqkuk2k+eCdBEYnvVt1nUirZ+xyLu9ai5rfLuOwfn67J+Jjtk11hesOSFDLQQ1KgLSuehuSjBk3b8GTOjKuBrbkuQRMI+r0vlayLU6aWMy1at6VtW82vjTOVlVpQqYSCrX/mYWCc+mWccpxRVUpgZlibyRd9SOdCcu4vao29pQm2vbbjrrUR+yQEzYuN3StSvIA57Vc+IiBO9yNAgc/WPjhZF0TfqiubnwURfmkmTcsWwarLr7gFxmfUJuXkJCDE8+r6Wa48CSRBGzdDiOby7FaUsyxI+SEHeBGq0SznRNCEYPYMqk5Jq9LUaNyc1lqs27aljXMVbMyMkUoK0nLxHXxj1OxN8WIdXZ0q0H3NI/zjcmHtsnssbl8em+oj+P3YemZN/YWz7uEkpZFAOTK5gr9zEaGdKRn/y3m0Ziq/XH1NaLJA+OHR1CttS4t5V3iljYIrBLF7cA3sSn3Fqnt+6Cq6ZNfn0WXkFtx91Jp0tWyBgGPT6DV6Azd9onM3H0i5yHTn8tQfvhf3oKSMTRP3RAREBD4LBESC9g8Mg3JJS6F8oguB7OztQNESX7L2aUR6HKbYowyrXJyiLZfyMCRBxzgcUi9OY9gaV8JzCxXxD/QpxyoV/pyZ351a1gUwNLKhckNnmrdsScsP+rWizZej+O1+KAm52fwrnrKqYzksjSToGdZj+lV/8qjk0HQrdw1aVoKWysXJ9bErUpnBu27h9soff/+sv8DQWFK1ms9cCNqDxW0/MkGTofLizOwkoMiNoIH8wRLaORTByNiZ+XdecXlJBxyLFsRx8AHctaRKOzFyImja84A84gmn1s9m3MixDG5XiaKmJjgM3sdzraycCFrqJaY3KUsxpwFsu/YIr2yw9vcPJDQ2XaMsf7SCLytWptcGNwLic2ZXCs+N9KhsQyGbstTsMIsTzyPyzeFG0DwH/haC2T+sNqXs2rL4Lx+itXM67jQ/NiyLTdPZXPGKzBCzTHZtPj+uu4V3WGo6gkIAOwfUpEqPVdz11Wrh0k9n2JJdY16ritQesIPnAe9nx5ZBnrgjIiAikO8IiAQt3yF9d4FC0A562RelRJcNPI9QGzorr9ban9WZfIlApZFS2t8bnq/+kZ//CiXmUxr2yoO4unUzpz1jdDQHaY16y4ZAnOc5Vg93pkxRe9pNXMfeIyc4derUB/xOc8blAT5xb4v3lozL5PqUNNdHT2pBp1+fEpKgqwV6S9PTTueVoMVxeJgT1oVK0nvny3eL15XfBC1yP4Mr22AqMaD8MJ2l0bQ+6W4o46A1o8mY/RkD2r6FoCm8f6NnJSsKFmjF0oeeHPyhPqUsjCg3cC/umQPj5kLQhHh3ji74njbtB7Dk+BPCk5J5vPIrKhQr+G4ELf4oo2vaUdi2B1uUmric+VZap+VPfqFzRSd6rntMQI4aNIGw/UOoaVeCBgNmMGV0L5yrVKZRj9kcfhKOyscjTeL7bwgh+xhaqxSlOizjlm96oGCt/Vmtscd4Eaobx07By82zWXX5NcG6LpixymXSinSYcxnPCC3Ly6FdsivMblGBOoN38Tzw36WNz6FH4mERgf8cAiJB+weHNPLAQNXyZodfnhKRFsb8DU+Wt6NUkfIMPqRjf6Zsp+I1m39cgEtwTKZUMwp8D4zlq+FbeBz2FtsuIYLTCxZxzDuaXG30hVge7F/OrPHDGPhlDawKOTH8qPd7ekEqG5/K6xNTaV29JVOOeRKd8j5EKe+DFXtuIvVtzdHX08e622bcQhPTDLDfXVpeCVoyJ8dUp4S5MbWnuOCTvl6ZsUqFAoV2ITCfCRop55hYz45C+vrY9NyWTfgM3aakcHp8PdrPOsurCB2NzNsImsd6ulUsjlm5fuxx9+PE5AaUsTCgUPsVPAxIN3RX1ZQDQRPCL7PwKydsqg3id1dtonI5bnkhaMmnmVBX6TBRix/PeuYY00xQCPytWYsUXv9G78oOfL3iQS6BZxM4N6khZa2bMFMT/yzVaycDa5XEru1irnlHZ9Bq6SKal+3oY+OoX8aW1gv/wjvNHk6B+7puVLatwPfbdezPlIIFH36fvYxzr4JI/Fsg+PrvrPhpGhMHtsSxeElqdRrAyB/ms+dOELE5eS2nnGNyo/I0GnOYFyFqj/C8tFksKyIgIvDxERAJ2sfHOIcaZNyc2YASlvWYdjWI9BXLWP4YXIHi1l+y9kV4+rKnkp95bGDS0quEZAhroDzhy+au9jj22qzjaJBDtQov1nXrzsr7wTp1ZldWToSvJ74RiSRemsoXdrUY+UEETVmHguDTE3CuP5BtWq/T7KrOz2NyN1Z1cqCIsQSJaQNmXvJ7h2VOgcSICBIVCg2ZyytBU/B01ZfYFzHGsPxg9j8Pz7osJkRwadki9j0PVY/DexM0ewYdyBqoFoUf2/tUwrqAFJNGs7numwuZkLvyc4cGDNv+hGBdDeNbCFryxak0Kl2EkkriGxzLy/XdqFi8APo23djsFoSuKLIlaHJclymXRU2pNOIwL7XelygJWqdcNGjlGKDrxal4xpqvK1G8gCEOA3bhFpKujdZOJSHyCiuX7uNJkCb4cOIpJtS1p83My3hF6mqptVcAsjssVObfrDEqPf6ZwoP13StjW+F7djxVE6SQs9vY/zCEyDTHDh0Zb92UcXdxeyrY1GHciReEphGqOI6Pq0eZkm1ZctuHaJ3vGeHVduaucuGVJqiwIj6CQH8vTs9oRfkavVh17jbuPkFEJStNKbJvgBC2j2G1HOm04C9eR6UZ1GVfWDwqIiAi8I8gIBK0fwR2ZaUyrkyph02R1ix7Gp7+MlP4svGbMhR17M9+7yidoJiJ3FgykXX3w1BF3dBtd/QhhjiVosOSBwTHv+Vh+84ELb0C2ZVp+UTQlF//MZyf5EzzySd4rQysm17NR9tKfrSabyoWxUQqxazGKA4+i8xKmNJqT8X3zBx69prPWe9oDf4ybsx2VqV6KtN/Hx66ydJJ5tTY6iovzqrjTvM6Uh0TTP5oGe3ti2AkNcGx53puBiaQFoZLiOTOmr50n3WGVxEaDJKP5egkcG9Ra8pZmlAig5PAXRa2KouliTXdtzwnROvhl9YPBQF7BlLdxhR9k2qMPvKS8GwJhEDImR9p3mQM+5+FZtSq6hC0dlmcBOK5PKMpZW1qM+6Yl8rrVPHiV7pWtMJE35z6U07jqcFC1aTkq8xqVo7CRsX5dsMTgpR2X0I4+wZVpYSpASV6/MbjoAQNIU7i4rTGlClsTLkBe3keovFuVhrst3OgqIk13TY9IShtLVOO26rOVLQyRmriQLc11/CLS8+1KkTdZd3AXsw6+ZJQbURauRsrOztRd8iuHHNrKl6up5tTCRx7b8NNmwJL9hfzWjlg3WgqLl4RyIUwDs36iaMegaT5UAgR3N21gCkzNnDRKyqXuaZERsaNn1pT3qYFc/96TaT29hUC2NGvGnYVerHlcYDOsm0Sd1fPZuMNb8J0x1PwYVvf6u9mf6a093NdQecq9Rm683G6d2ja3BE3RAREBD4HBESC9o+NgkDE4aFUsa7CsLRQGgKR56fR9YuKWBRuw9KHIWhjX8bdXcUPi8/jG5OieYkpCLy0mUWzpzKxvzJPpA11vh3G2IkLOPAoCk1s26y9+6cJmlKP9nItX38xlJ3PwzJoCLM2Nr+OCETdXUufmlaYGkgpaN+W8Rsu8CI8WSdnaTLBj078j73zAGvqauO4DCcuHCwFK4p74Fbcu2rrbF1tte696x646t5atXW3rjqq1r33BNwLkL0hTJkh9/t9TyAJAUFRiKI9Pk8kufee9Ts3yT/ved/3sGJwaxp2nMKBpyHEqr8sieTYqJqYFzSkRPdNPA3Q2q9S8mPnD8pIRwMsf/qLl0EqMSGFcHqKcl5yo6dnQBGb5nw/ZDyTxg2he0NryrWbyym3lKVqpT/iDxVNyJ+7KmNPuCHTWFKiODm+LqULGVL0m7U88lNt4K6M8OtX7wWDIwAAIABJREFUFbMCuSndeSmn7t7l6Mpl7HkYmCLgE16yvX8tzIwMyWPZml/+vINvdEp2fkXEKy5uHEGzyvUYvP0+/tGaASeD1wg0A0yaz+Doi1CSV6YV+J2dRbvy1jSdchRnmTrvWDhX539N+WJ50c9rScuRKzlw/SkvH55j84TO2FoYkVvfAJP6fZmw+CDBoSFct29BWePc6BtVovucP9j391YWj/mRHk3KUyR/bgrWG8Gmv7Zw5E4gkdG+7BlQAwuj3JT6djEnbt/h2Krl7LnvT6j/WWa0tk4KCNEzKEL5Zj0YPG4i44b2oFG58rSd/W9KP5NGF8vF6U2p2GkeV16ldsBPHryE/55B1Cxdik7a+2/KH7Dy24qU776a+94RJDhvYdrS07hobZGlcNlIr6qm5Nc3pPLwgzgHxL7lRpaQHZ+AnXUN+mtSaUiEXppPvxZVKVasFfaXXFEb+aKcNjFz+Qme+6vFrKq3of8wul5FOtorLYLv8D9DQqaMGlVa2+54EK5lnXtLR8UpQUAQ+MgEhED7yMBTNZfozUn77tS368GUVVvZtnoqA4ev5sqrG2we3JjabYfz68atbPp1EiOm7+BuYHSKFQZIjAzC28uVoxPqY1H1J36/8QBnD3/C4hVkmP4sBwg0FC6s79aIkXtdCNZ2ck4FJ/tfSBHPOLp0MG2rmFIgtz56hgUoUaYKNW2rYmNZmvL1v2XMhku4R8SrRLBE6P3DrJnanZomRuTWy4V+wQp8PWwW26578eLSblZP6UK1EkYYKs8VqUrnUfPY7yRL3hUi/hX/zvseW9MCSWVz5dJD3+grWg7fwGXPKOKTvhglAu/uYX5vW0oaJYs503q9mLDpCt6+DhxeMoBGpZQ7CuRC36g87Yat5rRbBHGShOySPe3KGyel7DAoVInvVlzCK1KVM0yNL8aF44v7YfdVEfIaGGJkUpYqtrWpVdUaM+MSlGvcj+VnlT6BacSZsrxGoBXAtktPmtZtQocevfmufV0qVWzMT8tO46L5waBqUO7LhRX9aWSZ3GflmA1L1Gfkju1MbFYBm2rN6TNlPf8+8CMmQULyP4N9p8oUz2eAnn5eilXuwC97nPC6uphvKpYkr74BxrWHst3Bn9eJEqGX59OhYnHy6uuhX6gi3Zedx1215B/vdpKFfepgUTAPesrdDvT0MSrTnCFrL+AWof5howYjITs8ino1+rLO0TvF+qU+TQLX7FtR/qv2LLrmnhJZiYT/iWm0b9mTKQtmM3r0Qo4+VSWJVpd9fY91fephY1OJCt2W89JLOxWG+iKtvwpfzi/9iRbNujN+8Ua2rJnJ0FErOfPkClvHtqNRu0HMWf07mxZPZcyMLVz1UFt2U+qIvTSLFhWaMeHoc61l0pTzqZ/Fcnl2S2p0mc8ll/TEaeqrxStBQBD4NASEQPs03FO1Gh/yivvXz3PuptKXKFElDhIJd3fiyvkrOL6SEZuYwc9chRu/dSlDucz4nylbzQkCTbkrwst7PPWLISEdXZAKjk5exBLs7Mi100f4++/DHL9wg4fKTdQz2lcyi31QRPrw7N5Nbt13JiAqY7+gD2kmLtgZxzuOOCvF+9tYysNxv3+FU//sZ+++Qxw7e41H3pFvH7NGoCXnQfPy9eTR7evccHQmIPrt45Ci/XjpeJPrtx7hqUyYrHhNgG8IMXLtfTNVI5ZH4P3UiUduyvPq+1wi0vMhTk88CdW8J5Kvjwt2wemuI84B0SS84WQlEeX7HIebt7jv7E9kgiYM4w28kuwYYxvW5eff7+Oj3q1A6yp58EseugSl5GfTOhfj/5R7d5/iGxmXoZ8XCQ6sWrwXP993CDRVvfEydx7fusj5G8/xe52gSq+jIMLzETcuXuGecyCvE6R03ALkPFzdhar1BrPzkW9S4IDPqT2ceJ5BtHfcTRZ8XYfvFmfG2qY1aPFUEBAEPioBIdA+Ku7sb0yS7ePnCqXpuNSRAG3/MymMM/bdaNmwFra2tlqPKlgZG1O6YjWq19Q+XovaTcex3y3sjY2js9UHLfsRiBp1RSCNQEudqFZXjX7MemO4teBrGvbbwB3viFT5BrOjF1LQQRatvoBvgK7TWMRwYkIDKndbzG33MOR+x1kwayu3PNRbjKUeTdTF2bRpPoytDt4fmLg5dX3ilSAgCOiGgBBouuH60WqNOTuBWhZNmHbJJ2lfR+2GpYRowsNCkclkKY8gR5Z37srCS8/wCNI6LgslLCou3a2hhEDTpvofev7FCzSQgv5lYtvuLDjjQojG7y875ljCc88iNlzxyFwevCw1KRFwaiYd2/Vlsv0sJv+yhH8eBRCVniua5Mmfg9vSb7Vyx4IMolez1BdRWBAQBLKLgBBo2UXyk9Qjx/HXFljVHMEhj1Di/6fA8+h2jjqHZ5xEM0cscX4SWKLR9yWgeMG6rsl7cbZc7Ii39l5D71tXjr1ewnP/CDr+vJ7r79oe6T3GIPkcY8H8Pdz3CX/7lkvvUee7Lk2I8MU7KIr4jNwhkAg8MYWufZdwyjlYK0L8XTWL84KAIPApCAiB9imoZ1ub0RweUhGrbmt5HhRNos9hpk/ayv2gqIwTaH6AQIu/NJX6pWsw7FBWEtVm26BFRR+BgBQfiuv5hXxro0xPYkCJFlPYe+MlgVEJGftcfYR+6aQJKZiLc39k0JoLuIYmp0nJWjtR3Ny1hXMvA9O3YmWt8g8uLfc4zKQfxrHtpkcmcgF+cDOioCAgCGQTASHQsgnkp6lGgd/R8TRt2odZi+yZNHEJx53DSC8gT9O/TAs0OY7bpzBqcB++bVgO0+LGWNZqT/fePzJi3VVkUR9zrylN78WTj0JAQeC9w+zYtJbVq1drPday84IrYRnmcPkondNNI/Fu/DNzGDP3OeGf7tqgbpr9WLVKoTdZM3YCv513QfaRdvH4WGMT7QgCXyoBIdC+gJlNCPPGMzCaxDci2tIZXKYFWjplxSFB4EsmIEUSEBiJXBNJ+gUNNjqIwPD4TxQ1/QVxFEMRBD4iASHQPiLsHNGUwps/fviJ3x4HoB30mSP6JjohCAgCgoAgIAgIAkkEhED7D94IUmIikmrT6P/g8MWQBQFBQBAQBASBHE9ACLQcP0Wig4KAICAICAKCgCDwXyMgBNp/bcb/4+NVvDrCr2N/plOj6lSuWIX67brSe/wW7gVFadIhSKGXWfxdI6qUL0fluq34ft5xAsLj/uPkxPAFAUFAEBAEPiYBIdA+Jm3RVs4goHDlt27lMKk4gH3OwW/snCD3vciifj0YvvQfHqbaUD1ndF/0QhAQBAQBQeDLJyAE2pc/x2KEaQhIwfsZWMUMy+4beRr4WrX3qfKiWNxPrWD8uCUceRxCjI725kzTHfFSEBAEBAFBQBB4g4AQaG8gEQe+dAKxZ3+hbilTWi+6i0+kaofxqOccXDCOKevP8yo8Tku0fek0dDE+CXl0OBHKDdXVe5/rohlRpyAgCAgCXzABIdC+4MkVQ0uPgByHha0pU6Iev5z1JCxBgcxxGxMGTGDLdU+iEoSiSI9aZo/Jn+5maq/6lCpYgDoTT+MaksD/MltYXCcICAKCgCCgISAEmgaFePKfIKB4xcbu5TCpNJD9zx9xZsNY2lUsSgGrnmx5HES00GdZvg3kD5fTsWIdhu55TkCMkGdZBioqEAQEgf8kASHQ/pPTnjMGnXDLnmaWRTDUy0WuXNn0MDCh++9PCcpAaan9z8wa9GTwj8NZfuIpD7f8SDXT4tSbchbPMLGFVdbuDgnv7T9QtXJv1j/wJUoI3qzhFKUFAUHgP0tACLT/7NTngIEnPGdzr8qUyGeAke14jrmGEf8ug4ukQBH/mrBAd55cP87uDb8yeUg3GpUtSj4DPXLl0se40zoeBGg7/6eMNdn/rBjlOi3ghHMY8UoBEXuPX9t8RXHLHmx6GJgzrGiKQK7vXIb9rLn8cfEV4TFhvDi1heUL7Jk1az4bTj5BFiNPGViOeRbOkdG1Kd9pATc8wkjMMf0SHREEBAFB4PMiIATa5zVfX1xvFe67GVDThAKGeak4aB/PZLEf5qAf78+9PyfT3saY/EXbsuyeXzpbWan9z+oy8awnoRpjmYT/gaHUNCtO7Ymn8Aj91H5TErITC5l/8DnPtvSnWq2uDBgyhAWHnPCLlhP/YDkdq3Vg3gUPwrQ1msKVk2tnM37YGNZf9iM87l1qVwe3U/wVZjUtT7NJJ3ANied/8iDuH9/JmvnTmL/7HgGRn5qtDsYsqhQEBAFBQAcEhEDTAVRR5fsQkPA/Nob65oXInbsMPf94QGC0KrLyfapRXSv3/IdxTSvQccltfCPT2G+0/c9cQ1LnP0t4wPIOZSlh2YX19/15/eFd+IBepykiBbJ/5gJOevjzYH13bMwq0ft3J/xVnVK8XE+3irUZsvslgal8vBTEeGzjpxqdmH/Jg1Bt8ZamCV29lD9cwTcVajP4z2f4ed5mx6Kl7Lr2kGNzOlC1/gj2Pw9MzV1XHRH1CgKCgCDwmRMQAu0zn8AvovuSjIvTm2NZJA8Gpp1Yfduf12m01fuMM/7FJvr9vJo7vhGa3QGU5aXgvQyoYo5l9008C4xOE10oEXxkJLXNi1Fz1D+4yuLSnH+fHmT12gRCQsJJkAdzYGhNrNvP5ZpnuGa5MPTQCGytO7DgphfhaTjFXZpO09ZTOOIazMc3oCmS/c8qfc+yg5uYO3cjZ51DiFFE4fTnQhbuvIpXxKfkmtV5EeUFAUFAEPh4BIRA+3isRUtvIxB1h0Vfl8U4jwHFmi/gkk8k8g9eoYvl7vrF7HseTJRSwETcZPPkYfRpURWLksUwr9aSrj8u4Lh7OLEqJ/ZYp22M71qbUsWKUqhwaWzbj2Pno2CyYMx722gzdy7uAtPsrGk14wLuGnNYBP+OqYN165lc9AhNJUBBzoNlHWk4dCfPAqJJkD3nwv4/2HLsIWGvNeu5mWv7g65K9j+zNDfBsmZPFv/jhF+M/MOWrD+ofVFIEBAEBIEvh4AQaF/OXGbTSGK4tWYsK85+fB+m2Edr6VaxGPkMC1Fv8kncw+M/oRUrm3BmoRq502La29Rj5AFngmOT1aokO8LI2uVpP/cKnjI3ju89jXvo62TrmsKLLX1q03ftDa7/s421mw9wed802jQdiZtbQBZ6ksmi8ZeZ1bQcjUdu4+iBrUz7phqVWk/jqIvsE1jzMtlncZkgIAgIAjmUgBBoOXRiPlm3Yi4w2a499pd8CP/oPkxyXLb/QLWS+THIX5URB50Jjfuv5mlQ4P57TypV7sumx/68VmGIOzWBuuU7sfCmF/531zBjw218Q+OTb5fQw4yoVRO7Nt2Y8KcTAa/lSEEPuergwevYNGuhOrjBkvzPlL5xfz1Lyn+WcGMuLWyaMP6YM8HRrzh24Ap+YdHCoqYD9qJKQUAQ+PIICIGW3py+fshfc8Yxengv2rYZwMZbwURri5UEZ/6eMZRpux8hi0n2Jo9/tIUBdtWwG3+QwPC49Gr9DI5JhBwZQYNOC7mSxn/ro3Ve4cPB4XUwMzIkj/WP7HgcRMx/UqPFcGJMbap8vwoH30jUMQsKr78Z0aITw2ZPZsSEdVz2DEetYZP8z5oNZNHG1czq04JWY3bxMOC1pmyGcxj9mP0LJzFueC/atxvAuss+RGjnO0lw5Z95o5mx0wH/yOQ3QvzTXYxsVYvGo3fjHhQNKPDepsx/1kuT/yz+wlQaVejG0nteBD34jfl/OOLzySNkM6QgTggCgoAgkKMICIGWdjqkII5PG8mqGz5ExT5hRTtLrPtu51VorGa5Lf7yFOqaFqX+9Kv4Jzk5Scj+HUnNkgXIU34Y3v7haWv9PF5H3MC+dSOG7X5OiNo56xP0XAo6zS92pSic25BSXdfjkBmR8Qn6qesm5RFBhEQnkphGoEoxQXh4BhIpT9SyRiX7nzUYuoNnAa+JuzSDZu1ncMLZlePrNhIVLEu/u1Iwp+3Hs+byK2TRz1jXtQIVem3koV+Upu7463NoXrYkdSee4lWI0pdNIvTUROwsC5PXeiDPXwUCcZyb3JCaPVdyyysiaclVirjFqr5dGDBtBiNHL+WUa8h/VGynj14cFQQEAUHgbQSEQEtDR+64hMFzz+MXEY8i5ACDKpXAtPNGXGQxKoGWyKOlrSllXJEhh70IV1sapGCOj66DRYNf8A6ISFPrZ/Ay3pV9Q+1oOHAHD4Ji3m110emQJMKv2dPaqgi5DUrQevE1fFWWG502+zlXLgWzZ4Ad/Tc54hupQOF9kAnfD2bW/CnY/+lIcGT6QQLyB6sYvfAMbkGxKEL/YVTtUlh0WsUDn0iVQFPwdE1nbEwr0n/385S0HlIIpyc3xbrReJ67BSeRU0QFERKVVlDKCff3JyxOjuKDgz4+54kRfRcEBAFB4MMICIGWipuce4tHsux2EJFyicA9P2FT3IR2yx8QpA7nk3zY8n0Ziln0YItraKqcTvEXfqH5oJ34h8SkqlWnL+R+XNmymRMu4cSq18Hes8FY9zP82sOWmt2Xc8knKgvRk+/Z8Fsvj8FpxbeUL5YXg8INmXHWk/AE8Q3/NmTxkRFEKxQayxeKaCIi41FkqIzkOK2axMrrXoTESwT9PRRbCzNaL7yJpzp/h+TLrn5VMC/dhXVptm6KvzyLDsO28co38m3dEucEAUFAEBAEPoCAEGhpoCnkyl/6/wPJlx29rSlm9g3rn8hSlmYiDjOkUgmKt1rKg6DoVJam+PNTGLL2QZIVIaVaBZ77R/PNsC08Dkl9fco16mcSIccX8OsRD8Lf5nglReCwdxkzxw1lQKcalCxUmeFHPAhTW/PU1b3rr8Kbk/O+w9YkP7nzmFGlUVNatGpFqyw9WtP2m5FscQzKUi6zpK5rtoLKjVnvHTgHq62Y7xrY533+6NGjtG3blrp162b7o1+/fvj7+2sApdzvfuweUA3zUl+z/K4vEWqxH/kvY+uWxqT5vDe2boq/PIcx6+/iI0vfOqdpRDwRBAQBQUAQeG8CQqBlgEzy3U6vssUw77KJ57IYjVVC7X9WZ8oljcN0chWJPF09gSXXg4jQ/r5SeLK5+1eU6/0HLrIUP7b0m1XguqEH3690xD9tFvxUBeSEeDjjGRJD9MUp1LewZeSHCDQkIp1Ps2ZoU8oUt6b9pN/Yc/gYx48fz8LjBCcvOOIRmZANS1oK3Lb2oaptb9bfCci64FMylOREh0UQkyhpfApToc0BL0JCQrh//z737t3L9sfz589JSNC+QZMHLPn/xc/VzCnVaTWOWkEJav+z2uNP8CpEFS2aVETBi43TWXHFi+CPmRFX7s/1nVs5qc5xlwPmS3RBEBAEBAFdEBACLQOqsv0/Y1PChA5rnhISrfbSTuTxsraUNrZh8CEt/zNlHYpXbJ4wnwsB4ak3/A47wKCKpemw9D6B79w/KLMCLaXTCZenZkGgqeuJx+3YFFrXaMWUI66EJ+0grj736f5GOayki20LJh1+mQ3pNuQ83jWJHnXNMcpfl8kXPFPvY6mDYcr9rrH9jxO8lEVrdgHQQTPZUmXo4RHYljKn3ZK7+GjMZwqeru1KBbMK9PtLy/9M2aLCne3TF3POM4hUu01J3hz+5TtGblLW847UHpKM00uXccQ5MJ19U7WGJUVy/+Aa7CcMY+C3tTAvWplBe5NTeWhdJZ4KAoKAIPBFERACLd3pTODGzIaYFa3HtKv+pBizIvh7QHlKmHzD+peyVF9MCuffmLT4KgERys2gFfhe3MzCWVOZ1L8ploXNqNtjGGMnLWT/wzAyTkn1qQSaEoIC/+PjaVJ/ANsfBaHKHpIunY9xUPI/zvgmtem+6jp+Udo5TrLSupz7S9pSrtZwDriG6CR5qhTpxN8rlRuWD+QbW1OKVB7C387BqXwVszIC3ZRN4M78VpQtWZeJp91IWbGM5J+RNSlt/jXLnXyIUP9OUd4trluYsfwinsGprcKS93Z+qFqZnuse4BupVSC9jktu/P7jj6y44Y7srVMsR+blilfwa15fnkPLcnUYKgRaekTFMUFAEPiCCAiBlu5kJnBpSl1Mi7Vl+dNgNAY0hScbu1pSrHx//vYM07KURXNj0UTWOwaj1hKJkUF4e7lydEI9zKr044+bD3H28CcsXsuJ+422P6VAUy7/hXFmUhOaTz6Oe9gnzOIf+4RNvWrTZNQ+ngbHapaX38D1vgeUmfZ7VaBin008DXydffVq90MegqeLJ8HRr7k0owllag//LATatdnN+MqkFQvuehOu9j9TeLO1byXMbfqy41kA0ZoYjRhur5jOxts+yLRXPYHwI6OpXb4D8657EPYOAxqZFmgpgBOu2wuBloJDPBMEBIEvmIAQaOlOrkTIocFUMa3K0MOeqlQaEiFnptKtfgUKF23L0vtBmn0aI++uZPyic3hFxKf+0le4saFzGaz7ZMb/TNmRTyzQlD14uZYu9Qez68UnylklhXBhRitsv/2Vi14RZGvgZvghhlf/ik6L7uITqVYh6d4A2XAwgaszPxeBJiE7Ooa6VtUZqEmlIRF6wZ6+TatgbNya+dc9NYIrynEDU5eewiVY5Zup8OPK9qXYT5vEzy2sKW5Rm84DRzFxwR4cAqMynkMh0LLhPhNVCAKCwJdKQAi0jGY20ZuT9t2ob9eDqau2sm31VAYMX81Vt5tsHmRHrbYjWLRxK5t+ncSI6Tu5FxTzRnoKSbaP/jal6bgsrf+ZRNjpOXRt2ZBatrbYaj2qWBljXLoi1WrUTHW8Vu2mjDvgTngah+zs8UHTgqBwYV2XBozc94oQ1f6PWmd1/FSOy67+1GswiO0PsrbMGuX2iJfBsSRo6bD4S1Np+FVTJp/1JDQB5IFOHNu+mnlT57NHGXX64buzp8PlcxJoSmXuw5lfe9OkaXcmLd3M1jUzGDJyJeefX2PLqFY0aDuEuev+YNOiKYyevo0bPhFaFmQFUcG+eLseZ2qzstTou44L917g4RdKbKIi42AMIdDSuW/EIUFAEBAEkgkIgfaOOyE+5BX3r5/n3E1nguPUmdsTCXdz4sr5Kzi+khGXQZ6pmDPjsbVozPTLfryRZ1VKIDo8jFCZDJnmEYTjsm/puvASzzyDtI7LCA2LIi7xf2982WW7QFNmiX95jyd+ManEzTswZcNpifCbC+lQ62vmnHJPSQD8ITUr3Ng2agp/uwSlLE8j58GSdljXGso+lyC8bm1l4ZJd3Hh8jFltKlFv1GE8Q+KQIi6zcvB3dGqTyXQjrdvQefoh/GRpc999ZgJNxTle5sbDmxc4f/MFAdEJKouwggiPh1y7eAUHF+W2Z+n7linc/6B35Ur0yoz/mbI9IdA+5O4WZQQBQeA/QkAINJ1NtBzHhS2wrDmCf5L81RR4Ht3OURdlioeMGv30S5wZ9UzXxxVeBxneqD4/br5HQHSGgDLRjVgebexN8yE7eR6ktTG3wos/etpg03MlRzfbM+e387wKi0OKcmTHvPnsvOFLVFIeuVhCvFxwfv6MZ88y8Xj+Aveg18jfEOm6EGgKAq/vZLn9LOb+cZFX4TGEvTjFluULsJ81i/kbTvJEFsNb/e0zQfDDLpEIPTgM23IdWZDW/0wK58KvfWjfuHYqq7CtbRXKFC9O6QpVqF5T25Jci9pNRvPXs0DNJvHqPgkfNDUJ8VcQEAS+dAJCoOlshqM5PKQCVt3W8TIkmkSfQ0ybuJUHwa/fknLh/QVa/MUp1LWozvDDHoS+b6JanY39PSuOdmJ1t9q0mnwEl9C41H5871OVIoiba3+glmlZem95RpAmukPpvX6IYdXMMTWxwrb3Mo49DCAu7SaX79PWO6/NfoEmyU6ycP5Bnj/bQv9qteg6YAhDFhzCyS8aefwDlnesRod5F/AI+xQSLZYL0+ywbjqJk64hWsufyaCkhGgiwkNTWYVlQfdZ07MnC0874RqgbUkOJSwqFrmkiUrQ0BYCTYNCPBEEBIEvnIAQaDqbYAV+R8fTpGkfZi+yZ9KEJUnbMcVp+US92XRmBZocx22TGTmoD982sMakmDGWtdrTvfePjFh3DVnUm4lI32wrhxyR/Dk5sRl1vl/DDb+oD7P+xAZy/8gKhrW2wTifAQamPdn6LChl9wdA6X/WwKoRo/88zqEtU+hQuQKtZ57QYbRqdgs0icD9s1h40h3/B+vpbmNGpd6/4+T/Onk3C8VL1nerSO0hu3kZ+Al2XJA/YHmHCtQZspvnATH8T/LmxF//8iIkMuM5FUucOeRNKLohCAgCOZGAEGg6npWEMG88A6NJfGMJLL2GMyvQ0iv7OR6L5dnm3lS1qEz7IZOYPtsee/t3PObMYfbM6fwybgSD+najbaOqlC6aD0O9XOTKpXwYYNFnBy9SbQul8j+zHcZ+F2VOsgSuzWpMWbuJnHIPJcb1CPsvBxARIyGFn2H2Nw2oVq4sZctm4mFdntpDd+EVHJ1mArJboEGCLITwBDnBB4ZS07o9c695ot4yk9BDjLC1psOCm3hpDqbpki5fxhxjTC0bui1zxDtCju8xe6ZvvYt3mDIvYAb/PkCgxV+dQ/NytgzeLRLVZkBVHBYEBIEvhIAQaDlqIhV4/9GXn357TEDUW01tOarXH9oZhddfDGlUCStTE0xMsulhXo2h+1xTR6Cq/c96q/OfxXPul7qU67aCB/4h3F9nz+/3AwjP1pXBeC7PsKNMzaHsz9ZEtXHJS4mtZnDBPVRjnYr4dwx1rFsz86IHodk6jkzOrsKfE1Pb0rrvNObN/oVJS47yNPgdOyhkWqDJefDXbMYP7UvnRjaYlyhG6Zpt6NLzB4avuYB/WFwmOykuEwQEAUHg8yEgBFpOmyspEZ26RuW08X6M/sSeZUKdKvRc64hfkvCViLixjJ7fDGDGrFGMWnYGd2XAQHb0RX6fndPHMKRvZxqWN6N4MUts23al14/DWXvZj4is+gnKnVjS3oZ6Iw/grM4s2zrKAAAgAElEQVTiL8k4MrI25dvP5YqnDLfjezntHkpUVmItPohFAuG+3gS9TiAxQ7OZVsWZFmhaZcRTQUAQEAT+IwSEQPuPTPR/e5gKIoOCiUpMs4uDPBw/v/CkYIHM6ImcwFCZyqJXpcr03fQY/9cqSRl3igl1y9Np4U28/O+yZsYGbvuGkibJf07ofuo+SL7sGDSYDQ4ehH50MZm6K+KVICAICAI5jYAQaDltRkR/BIG3EIg5MZY6Vb5nlYMvms0QFF78PaIFnYbNZvKICay77El4XLbYA9/Sk+w5JSkUSP/7XORx9oxZ1CIICAKCQGYICIGWGUriGkEgpxCQRxCkTNuSdh1ciiHIw5PASLlYIs8pcyX6IQgIAoJAFggIgZYFeKKoICAICAKCgCAgCAgCuiAgBJouqIo6BQFBQBAQBAQBQUAQyAIBIdCyAE8UFQQEAUFAEBAEBAFBQBcEhEDTBVVRpyAgCAgCgoAgIAgIAlkgIARaFuCJooKAICAICAKCgCAgCOiCgBBouqAq6hQEBAFBQBAQBAQBQSALBIRAywI8UVQQEAQEAUFAEBAEBAFdEBACTRdURZ2CgCAgCAgCgoAgIAhkgYAQaFmAJ4oKAoKAICAICAKCgCCgCwJCoOmCqqhTEBAEBAFBQBAQBASBLBAQAi0L8ERRQUAQEAQEAUFAEBAEdEFACDRdUBV1CgKCgCAgCAgCgoAgkAUCQqBlAZ4oKggIAoKAICAICAKCgC4ICIGmC6qiTkFAEBAEBAFBQBAQBLJAQAi0LMATRQUBQUAQEAQEAUFAENAFASHQdEFV1CkICAKCgCAgCAgCgkAWCAiBlgV4oqggIAgIAoKAICAICAK6ICAEmi6oijoFAUFAEBAEBAFBQBDIAgEh0LIATxQVBAQBQUAQEAQEAUFAFwSEQNMFVVGnICAICAKCgCAgCAgCWSAgBFoW4ImigoAgIAgIAoKAICAI6IKAEGi6oCrqFAQEAUFAEBAEBAFBIAsEhEDLAjxRVBAQBAQBQUAQEAQEAV0QEAJNF1RFnYKAICAICAKCgCAgCGSBgBBoWYAnigoCgoAgIAgIAoKAIKALAkKg6YKqqFMQEAQEAUFAEBAEBIEsEBACLQvwRFFBQBAQBAQBQUAQEAR0QUAINF1QFXUKAoKAICAICAKCgCCQBQJCoGUBnigqCAgCgoAgIAgIAoKALggIgaYLqqJOQUAQEAQEAUFAEBAEskBACLQswBNFBQFBQBAQBAQBQUAQ0AUBIdB0QVXUKQgIAoKAICAICAKCQBYIfCKBpiA2zBfXJ/d5+MKTkGg50v+0RqGIxM8/ArlC0jr4lqexwbi+cCckJjF1PW8pIk59hgQU4cgiEkl1WyhiCfd/xTPHG1w8e4MXIXHIM3nbfBQCUiTh4XIUio/SmmhEEPg8CEhxRAS489zpFpfP3eBZ4Gvic9L79vOgKHr5hRP4qAItMciB3fMG0L6GGYWKWFKzeSe6dGpJnQpfYVO3I4Pn7eCyqw+Pf+9N9Z6bcQ+N4MEfA2lVqwoVbGywUT4qdWLRjWBeJybPjMLrAMPrmlHA0IDCNUZywDUyx7zR5Y+3M6qzHdUrV0juu3oMNjZUqFKbZh2H87tjCNFJY4nl1toBdGpUjcoVksdaoUJVGv28CcfgaFTDzYbbUYHHP3Po16EB1bT6Van1LM76RpCgLZSzobXsqUJC5rCdSX1/ZtUlPyI0nZRzf9MgOtqVo0T+3Bjkb87Cu75E5iQxJH/MjglDmbb1Ol5RCeS476Coiyzo2oRGP23E3T8q9XRFXWJBt6Y0+uk33PwjU59L+0ruz+Mr5zl9/DjHUz1OcPLsBa45vMQvMgFFjry/0g4mJ76O49Wlv1g7bzyDeranYZVGjN7/FP9oLaBSJO5O93juH0VcTnoPvIFTzuMdY+nRvAImBfNimN+OmedfEix/40JxQBD4TxP4SAItFueDE2lZphB5DAwwaTKZw8/DtYRUFM8OTqeDTRHy6uuRK1cu8rRby6vQGP5HLE6/tsK8UG70cuUil2E1Jpz3JzLpzazg1fpvKFU4T/I5vcJ03uxGaKzWh9ZHm97XOP4xh803gojSCAhACuPKjKaYFzJMGpdybHoFGzHrkjdR8jf7KUU9Z8fP1SlRuDx9tz8gKFZHn7SJbmzq/hXF8ibzNig/lH/cQ4l/s0vvTTDaaStzf79OQGQ8Wa8uAfdjU/mm42h2OQSpxGyaLiXcZHZTS4rXmchZzzAS0pz+5C8VPpyZ04vuE3ZyN+A1Oel7KOrMLzSwNKXpnKt4haX+GaA819DKjKZzruCZ5twbTBWhuN09wfqf66neq/oYlWvFjyPGMW5Yb1pWKkmhoqWp+709h5+EEJO6qTeqEwfSEpCIiwjA5fxcOlUoQYGSXVjr4EWERvFLBB4eRQOrIhSuP5mTL4Oz5b2cthfZ+jrhLos7VsK81kgOPfUnLusfFtnaPVGZIPCpCXwEgRbPs997Udk4H/q5cmFYpg+7nocSp/lgSUEg9zjI8LolKWCgpyXQIObQQMoWy5eOQIOI46OoUSJ/Ut16uasw7pSfSryl1Kv7ZxIhF6bSxKIcP+5yf0Mgxp+bSE1To6Q+KgWaYfWJnPeNyPCLOvb4SKrVGMIet1AdfmjFcnJMdUyM9JOEY3YJNEl2kRktrCj/w3Zcg5UCOyv/JAJPTaZZtU4suuqT4bwq3DbSvZwJFX/ei2tIbBbbzEp/31JW7sIffevQdOg2HAOy0yL6ljbfeSqKM780xMq0KXOueBKWSjlGcfaXRpQxa8rsyx5pzmVcccyJcdSxLIy+gQndNz7ELyr5jS5FOrC8a0VK5NOnoO14jjiH6PDezrh/n/uZ+BvzaGtTAuNWC7juHkrKzzcJ371DqGNZiHzVRnHoWUCO5yt5bKefrRWV+mzhvndUznzffu43jOj/Z01A5wIt8vpsmpkXxFAvF7n08tFgzi2C1OuT6aCLdlhMu1KFMGqvtqBB7OFBWBfLn65AQwrh3i57Rg0Zgf1uB4JiEz/6Gz3BZSc/VStOPkNTeu18U6AlXJ9BA/OCGCgtgLlykbvhHG4HRGW4bJlwbTp2Dcfxj0eYDn8Fx3NybDYLtARX/vy5JiUL5Ma057YsCzSF5x4G1DSn0sC3CS+JkH0DqGxqQZcNTwh8nY7yT+c++xSHos5NpVGZ8ny95CreEanU0KfoDkSd4ZeGlpg2mc1lj7DUPxiizjK5kVX65zLsrZyHKzphUyIv+kU7sNLBR2u5WSJo9wCqmhuhZ2DFj7ueERCTNfmeYTe+2BNyHq/pRhWzwtSbfBrn4DS2YkUwTy6f545LCNHpWOd1ikXuxeXTt/EKfa0lGt/WokToP2NoUNaKjktv4haWc9+3bxuFOCcI6JKAbgVa4gvWdrSkcJ7kZTS93HWZeTNQ4z+W/sBec32GHZbdNqiWON8h0NKv5KMdTfQ+yng7cwoa6pFLP2OB1lApUjMr0K7PoHHDcRz5nASawpt/JzWjdNJStH7WBZoUxNFRdTArXIafdrsQkuGydSxnJ9XBomRz5t/2ISInL53FXmK6nSXGFt+y9p4vUSnmj492v2o3lLSEaWlKk9mX8UhtPiPq7GQaWZnSeNYl3EMzKSYV7vzRuxKm+fUxarGQmx7hqX6ExP47llqlC6OvV4gOqx7gEym+lLXn453PJW929KtOqSKVGXrgKf4ZvifeWVP2XiAFcnF+V1qN3MmDTFvCYrk0uyU2Fk2Yflb4n2XvhIjavhQCOhVoCTemU79kAY3lyMBqAIe8I95pFVL4HGH+qvMEv072YUrfgpbIq1PrWTxvNrNmzUp+zFnF0ReRaRxk5QTe3cuSMX3o1Kopzdp0YeDM7dzwjlZF+0kEXd/B0gX2KfXMXshehzBe+9zhz3nD6NGuJW26/MiENWdxiYzX/EKMfbmHYQ3MMFKKM6X40i9I9W6jmTRtNov2OREak/zFprSgfbhAkwi6sZPlC1P3b8+9YNyvbWPWgM60btaSr3uNYcW/T5HFpWdBjMX9wmZmDOhCm+Yt+bb/HPbd9+bQiGpvXeKUIl5w+ve5jOrTidZNGmHXtDWdfxzDgp1XcdPiQKwz+0baUaqgyk8wlz4Fq3Vl1MRpzFq0F0dZNJof9PJA7u1fzvgfvqV1s2a06fIzM7ZcxSMyPpUDveL5Gr4tW4x8BVqz9H4AqpWyN9938nvMb1mGErXGccojNIcGOai6LYWwb2BVzArmoeqYY7jJtH30FPhf3cSUft3pMXA+hx/r2k9LvbzZhFlvLGFGcXZyI8qYNmbmJXcyq8+kgD0MrG6BkX5e6k+/iFuqggqere1KhZL50M9dnbH/uhKcHQ6Pb94RX+wRKfQIo+tZYWzZmy0PfHidAwyQUuRT9k1qS7niZnRcfhv38EyKbvl9lneugoXtcP5+7EdO0Zpf7M0jBvZZEtChQJPjtKAppgVTnONzN5zLveBojcDJLLH0BRq89rjKxn41MM5nkCyQDK0ZdswnJcpPCuHa4m+xKZqXgjWG8aejJ26X5tKudGEKlevBb/eSvwQTAh9yaHJLLNQCQ78onecs4btqFhQrlA9DVeCCcom24uC/cQlXigkFXseXMPq7upgWyJ3sX6aXH+um3enVtz8j118j+HXyEkTWBBoo+3dkRlus1MEQ+kVpO+gn6tjY0rhJHayL5SO3Xi70DIrRaMq/vIrQEjuSjCu/dkpioJ9LjzwlK9O4RQMqVGxOS9tiFFBZN9P6oMU+3Ub/2qYUKt+DVeee4Rfowd1dw2lgVhBDfUOKN5zIoZdhSb6ECu8TLBvXk3rmRuTRVy7j6pG/bBO69uxLv5HruBIYlSScpJDrLOtWmeL5C1Jt0HZuv3rF5YWdKGtcGOtua7jpr3agl+OwsDVWRXJjWHYgf7+SZehPo3DZQFfrkpT7aTcuwcn+Z5LMid0LJzJy+DAG9uzD7KMuhMZm8otD+6aMfsze+RMZO7wX7doNYP1VXyK1A0ASXDhkP5Lpu5wIVC3bxz/ZwbDmNbEbuxevkBjt2oAE7s5vxVdFc2NYbjAHnIM141J4/8XPNUwpkMRPnyKtF+HqG5GmfDa+jDqbvLzZeFbGy5uNZ3LJPTT10udbuhBxdAx1ShfCwLAG40+4EqIlwCTfY4xrYkXh3Lkp3X0dd3wiSURC9vAEO1bNYezP3WhZrwMzT70iROMtLhF6bjH9urSn95KLeIXGE+PtwPFdq5kztj9dmteh1aQjuAbFopDdY9ukbtQva4ZlvUFscfAj6n2sqYoQHhxZzeQhgxk5diRDvm9Piw4DWHTsGSExKlNnrDcOJ/5kjf1Y+ndpTp1WkzjsHEiMQobD9l/o3sAaM8t6DPrjLr7v1XgM7ld2MH/cIAYMGs6o4X349tvBrDrtmuq+jb04k+bWxSnRcQV3PMOTf9AkuHF593oWThpKn05NsG04nF1PfNMVb/Kg+xxeNZmhg4bQv0M9qtbvxvwTzknW6VgfR07+tRb7cT/TtUVdWk08yAv/GBQyB3ZM6UFDa3Os6g5g023vZCu1JOPujil0rWmKUW7l6kERbBq1pdP3czj4MoB3eRpIblv4qaYl5XtuxtEr2f9MCn3EgeXTGDNiKAN79WXm30ofxk9sZn7L/S5OCQK6JqBDgSbjr76WFFVFCSotTHnarOJlaEwqS0lmBpiRQFOWVTrUVyqeHCSQK5VAU+Dz9yCqF8+PgV5+mi9+QFC0AiRvfu9uSZG8+hRtu1wjGOX3F9HSvBC5lZYwPUOKVvyGWf88RxYbzLlfGmFmlCw09Yxasex+EMqqlP/kd+xpYl4oeflSh0ucic9X0cGqCHmSfPkMMKryE1scg4hJlAg+Ppa6ZkZJlko9w/IM/tuV0KQvOYnAIyOobZpsxdQ3bsHCa35J0aOJHvsYVFMZkJHsF5dKoEk+7OxbgRL59TAw68wGx8Dk8Src2NjtK4yVc6pnSKVRx/AMVVmB5HeZ38KSIsoP61zpLHEqfDk0rDamRgbo5W/GAlU6DMlnG73KFSefflFaLb6JX2QiKJ6xqtNXGOfRw7D2FC57hWcgEiSC9/xMJVMzvln3mIDXEnKv48wbY8/++748+2sIdc0LUbLrJl4ERr+fb6IUzMnZY1l91YOwmKes+aYcNr038zTgtaae+GuzaGJVnHq/nMMjVCnGJUJPjqd+qULktR6Mi0dI8k2i+V+B++bvsSmRDz3Dqow54YZMJWISbs6hWZmimmVwgzI/4+wepCmZ3U+SljAtTWg881K6y5t2ViY0nnEx88ubxHB+mh1lihpi+NVP7HzkS1RcFMFuDpzaMp0eNc0omL8ktn1XccEjxYouxUXhf20hHcoVo4BFL7Y+8UsRF5I/ewfbYlHIhK4bHuAbJREX8JxbxxfRo7IJBfIofdme4vPiKLMHDGTy/Fn8UM+CInmNaLvMEa+UEMe34kvwOMWC7rZUbjmBPfcDku91uRvbfqpBKXM7pqnFZlwAL24dZ/F3VTE1yoPVDzt47PWCY3MGMmjyfGb+UJ9SRfJi1HYp99QC6q0tgxTxgJ1jWlOn5XA2XvFM+nEpBR9mdH0rSlQbzoFnASrrkhzHpZ2oWLIoTedcxlWmVp9yokO9ODm9FdbF8lL06+Xc9lCJN03bcbz6dy7d69am8+xDPA6OQe77JwNqWlGxzx889Y4iLvAlt08soWd1cwrmsaTP1gd4vviXuYMHM3neTH5oYIlxPiNaL7qNW6jyx04sMu9XPD8zl44VTChcaxjbT93g8UtvQuPk7/iMlwg5OIr6X5Wm/eIbuIUpkPucYenk+ey+9Yon+8fRwtqYkp1WcMct7B11aQYpnggCXxwB3Qk0hQcbvrGgUJ5kAaC0qhTo9BtuYe8fZfc2gRZ/egxVShRItmBpCzS5Awuam1PIUJmaw5oh/3gTnvRlGMu/wytSPL8+ennqMfNGQNIv7cTHS2lTqlCSJSqXXn7arnxGSHSy1SX+5GitNsoy6JCXqq6PJ9AUzmv5xqposkDLlYdmix4Q9FqlEuMvMqWeGQWTxJY+xh3X8Tg4GinxKSs7WFE0yUqmj/G3v/FceTzpNo7l5OgMggSUy4bNS1NYKbb08tJy6UMCk9YYYzg02IaSBZKXdHM3WYCDX2SyRfQdAk3utIg2VkWS+BpoW8ViTzCmhhkF9fXIU2cql7zDkYcfYHAlEwro5SJP80Xc94/M4EM6hlPja2NRvAn2N30IeXWUuROWcOKljFhFAncXtsbasjI9198j4C2BKem9q+X3VzBi/lk8Q5TWmcMMr2mOeac1PPaPUvVFwZNVnbA2qciAfS4Eq9dopBBOTbSjTMMJuHjJ0lQtIUsKaDBCT68AbZc64av2w4q8ytw2ZZNEaZKldtAePIJj05TPrpfRnJvcCCsTO2ZeShuhmXyujPLcxcwvb5Jwm/mty1Istz5GJpZYmhfHKI8hern0KVSxLQOm/8bxh/5EJ7xpyUy4s4A21sUp3n45d70jNBZ2yWMrP1Qzw6hwaxbd9iJcbUyJOsGE+pYYl+7J79cOs2T6Uv59HMBreQC7B1THvHApem19jF8m1gATXPcxqkkZSlT+ia0OvqjfUqDg5W/fU9m0IOV+3s1Tf3VEchQnJzbEyrgU32+6wqGlM1l27BH+r+UE7B5EDYvCWPTawkPfFCGf4axFObKuly2lK/dkww0vlL9NlP8UT9fzXRUzitUexz8vgpKtrAoXNveuinlhW8b9+4JALeskvObMlMZYGxeiWSrxpqwtlqe7hmJXphQNJxzkSWBs0v0bdXk2bWzMqD3mH14GxiU3HHWayU3KUrzUd/x28SBLZy3n2ENfohIC2DukFpZFLPh+sxNeUeq1VYnA/cOoY2VMlWF/88Q/s5/tMZyf2YLyZo2YcvoFvm4nWTp9GUeUbSUm4LSyK9XLVabb0ku4Jf3wSe6e+F8Q+K8R0J1Ak0LY1as0RbQtaG1X45KU2+z9MH+IQEt8qCW4DKsz8bw3YbGJJCZGc26iLSWNDMilV5AO652RxfyP1ALNiI4bXJOOK3uacHEydUySLVS5DErTf78nYaoPyI9lQUsr0NqseE6Qeh1B8mdH77IUy5csnAzM+rDrlYzXL9fyTRm1qDOk7vSr+Gq86N8WxRmD08YfqGtZDJOqvVl/J1CVfyyGw0MqpAi0hnO46RuR7Aj+VoGm4PHKrylTNDlfnWG1cZx8FUyMPJHE6AtMqW9BIYNc6Bm1Z/WTAMKfKf3PjMmrp0fetit4GqAWRWnum4TbzGtuSfGaY9h/YiPTJq3i7KtwrRQuchLkCv6n/j5JUzzjl3KcVoxnxQ1fQuMlgvYPopqZKa0X3cEnQqUSJF92/FAB01Jd2fAk9ZJO/KXptBu6HY+0iV+BqMPDqGJWEL1chtT65TxeWn5aipBHnNr1O38cvIWnto9fxh39sDPR55jSyAoTuxlc8kizhKk6Z2o3g4vvsbwpf7ySb8qXIK+BOb22PsE/0oud/athbqRP/kYz31KXApeN31PJpAgNlH5rMnVAgpxHqzpTsWQ+8tafygU3mcaKGnd1Di3KFsei61wWjZrCX46+hCudHOMuM7NZWYoZt2PpHS1BlxGl6Hus6FKZkkZl6Pm7A74p6kwpk3ixoQeVTfJTsP1yHLwikoV53FXsW5ajhEUX7H8dxZS/HPAOS+B/xHF5VgusixvTdsktPDVqMoPGJRkXZramXIlSdFp5E0/1fZV0uZwwHzf8w1N2xZAC9jGkVmmKlh/IX4/9SBUAm3CT+e1sKGFUh0knXxKkWYaXCLloz9c2xSladyLHXiaLPSnsFku6VsHCpjtrrntoAmvirs+jbQUTLDrPZsHIqfx5z5NQZV1xV5jTqjwljdvw63U3QtVCmUhO/tKEsiW+SrK4eWdCECcNL8GBZd9WxqLGELYe3MCcGas58SRQSxx/6Ps2A9bisCDwmRLQnUAjnrPjqiVZqpIc6JXpJRrNxSEbfdCUzDOyoMUeGYJNcVVqDj1DjIqZYWZugYWF9sOK9ovvJqX9yGkCLW2ajbcKNKI5NCjFspUrT0uWPAok+N9RVDNR51/LQ4slaktYErlMp9mQhzzj7PYFjOjSiHLF8mGgXGZVpQvJnECL5d+RymWh5JxregYFMDY1wzzVXFhgYdmOBTd8Cbm7mLZlipJbTw+jDmuTtoFJT2MpXq6js3VxCppbU7vTXE690k5+nLV3pEIuR6FUdpIvf/WrjKlFB1Y6+qdEXkYeY5StBSVbLOC2ltUniezFWYxc54BfmshI5bnYo6OoZpEs0CqPOoZHSHzWOvoBpaPPT0G5hGk3/SIeWgJRWVXKuQvvsbypwG1zTyqa5MegSAdWOfoQKUkEHRhGrVIFMchjy8STqX3SNN2Wgtg7sDoWRSoz4tBLglT+Z1LYGSY3LUMRQ0MqjzjCy6A41dKycqmvAzYlTWjQ/jtG7XyUvCyudDd4sIJvKpSkSOPZXHYLTRVBqmlP80TBy819qGZWgIKNZnD+VYoATL4klgvTGlO2aB4sem3lkcoiJndaRqcKJpjUb8d3o3bwQPMD5SErO1fEpEhjZl16hUZnatpL/STh4Wq6VjalYIUh7Hvmn1pwpb406VXUqUnYfVUM8+6/4eSd2qIsf6Ssy4SClYdx4Jl/isN91HXmf610VbCg+4Z7eEfKCXt6iNmdq2FTvy8rzrtpfmiCnPsrOlPZ1JR6bXswctt9vMOTTXryh6voWsWUonYzOOccrBHKJNxgfrsKlDT7lpV3PMhsfIDC9Q9+qFmKIqZlqPn1DA4/VrlQpDNucUgQ+C8T0KFAA9n+/pQrqkowm5SkdhCHfd5/O6EPsaBF7v2Jr4xVbeuXpNdOD8I0zsdvTrlOBdqtWTRS+6kphU2DWdx6Sx60+POTqN9yOmd8wjVZ8d8u0GI5PrKKJiIzV57mLH4YiM/eAZTXiNR8tFv9giDNr9y3WdCS+UQ5H2fF0FZUKFYIq+Yj2XDuHht7W1M8v2qJM9MWtEj+HphiedMv+T1bnIMz/FJSOK+jc9liSRa0fO1W8iwgvSSWEoF//URFU1PsBtszfVRP7CpXpnHv+Rx7EZYmkvfN+c7sEcnvT36qZEqpb9dxX7O8CWr/s9oTT6v8z9Q1Kni+YQrLr/oiS+d+izw4lCpmRula0NQ16PZvNOen2CUtb06/6JEmQlPr3IX3WN6UlEuLKmtZ07lc9whLFkfhxxnfwJLChoZUGnEYZ43I0hph1EkmKCMTS/Viy2O1/1kcDzcOo2WlIuTJa8kPu7S2NFI4s+G7SpgUMKJM99Xc8lFZcJFw+6N3Uo6w2hNP4RKstGq95V/CXX5tX57ieYvQdsnNNy1ecieWdqxAiXwl+GaNA95JS9EKnH/7niqmBTCy6s6qm16oNAyS+xb6VjWnSK0JnHQOfkc0cTy3F7ZP+gFZtv+fPPZ7l39kPDfmt8GmZDHaLr6Je5jGhJXk9+i2pS/VzQtR5oftPPRV1yURoFx+tCyEoUlLhk6byJDv29K8bS/GrznBk5BoErUBKVzY1Ls65kZGWHVdzjX1HCLhvvVHapQqgu24YzwPTIk8lj9aQ7eqZhRrPpcrr2TvEMTquVAK9xHU+8qC+j9NZfKovjSvXhW772by9/2Ad6RgUtch/goC/w0COhVoUvAhBlcpRr6kyLRc6BlmJg/am+A/RKApLWvVSqp80/Ty0GTh/RSfrTeb0OkSZ+KjZbQtXTjZvy1pJ4EJnHvLTgKhe/tTpfNyHPyjNP44bxdoYezrX14jnPSL92CLawiyE6O1LGi5abLAEX9NVNTbBJoct0PjaGqp9MnTp2iz+Vz2jUT+v1D29i+fFDzwfha0eM5OrIV5weRoW708dsy940uqVR3tOVH6oCmdwJU+aC0W8yBdH7QoToy1xbxEM+ap8p/FO2+hbxUTLL5ewV2/FHbaVb/v89CDQ1RhgNQAACAASURBVKlmZkb75U74aTb5VPB09TeUM7Hh573OKf5nysoV7myd8ivnvUNSLBmaRiWCd/enkmkB9PQK03H1I02mfc0lun4SfZ6pdlaYNJrOhbRLmFrnzrulWfp8W7/CjzK6dikKGRhiO/E0riFqcRTNhRlNVYEDP7PnecAbojzhxlxali1GsXZLueuV7H8W/2wb9vPH0r5UcQqV6My6+0qLXHIHJN9d9KtmjlH+WkxUO+8rT0lB7B9Sk1JFKzHs4AsC0xHH2kOQP15N54olyZe/MbMvv0Ljc6+6KN5hCR0rlKSAVR+2PfBLjkqUfNnVvwYWBfNTa8K/OAerxYpyGXwotUobU2noAZ4HvMMXK0kMVcWsQAFa/Xob93claZU/YW33ypgWaci08y6EqFeBk8YdyL6htbEsYkrXdQ54aUAFsX9YHSwL5aZ0u8ls/OcWLsHK1ELaqiyFiOT7FwNrlaZQflvGHnmewk8K4sDwulgZV2Lwvsf4adZWJTy29aNmKWPqTDzBi8A0SXNTqk7z7DXnpjWjvDL4QpX/LOHVXwypXwbLNvO54JLWkpmmuHgpCPyHCOhUoCnN5k9WtMeysCo/ll5eak+/qklJkBFnhd8Zls3ewp2gmKT8WR8i0CTvLXxXRunHlJz2oXDblTx8Y3k1kUTVj1FdWtCI+IchlUuQXyVU9Y27sNlZ9saXVTKPaM7/0oCmk0/gGa7+AoC3CrTEF6zuVEYVDKBHgaYLuecfRYLrerqUKapiYEiVsafwDld/eWYs0BTu2+hdQRlZqYxoLUj71c9U/m4fKtAkfLb3prwyejEpSrYwrZfeezOEXqFIXlZUPGfNt2WTokUN60zjsjJwIO3NknCTOcr9N2218p8pXrDmW2tKVviZva5KgSTh/+9mdj+QEZnZ749U7SRwe24zrErU5ZdzSn8c9clIDg2rhrlZB1Y99E+Vo03h8jvTll3CW6ZeklOXUf5V4Ly+G+WLK3OB1WHKBW0LViwvD82id7Na1G45gHVXfFKn9NCuJgvPoy9Mxa6MCY2mvbmEqX0uxRfs3Y3FnJ9KI6siGOS2YcjfLwlUB0woXRBuz6eNdTFyG1jQa4vSmV47SEDB0zXK3GiFaDD9QrL/WdxjtsxaybFN/alpWZTCLRdyyytM9UNFQnZoBLVLFaZIq4Xc0Fh5lM59J5nQwIpiX/3Ajif+aO8hnt4I4s9NoZHSP7NMP3alvV4K48yUZnxVzJyvl17DQ2Umk2SHGVnXksJFWrLgmjsp25NGcWpSI8oU/4q+2x7jq7FSp9ey0qn1Ngvb21A8b0m6rndSWecyuFapPX120r9GKYpUHcnh54Ga1CxJJaJOMsnuK4yLtmHxDXc0xrUEB5Z2qkjJvMrIyzvvEIESsiNjaFCmCEVazOWyq5Y1TB04UKYPW+57kxIfEMKhUfUpU6wSQ/Y90RJuGY8j6UzCPRZ3rIx5zWEp+c+UARB9a2BZUd2GRODpHfzt6EvwO4T2O1oTpwWBz5qAjgWa8sPoJdt6V8I4r2rPR5MOrLobgjq1UFp6sc4HGGNXgUZjD/IyKd+YcieBjPfijD+tHWFpzdCjqjxoki9//mCDcT6V31PeivT/8wmhcWpF5sfZmT0YtPkBIdEKEh9pBRXoGdFxfUqQQPzFydTOKEjgrj1NLNRpNorQZZMy6CCCW5uWc+hFWPKm0JKME2OSU0wk+ePpl6TLb48IjtH+skomofD6i361WjD9nHIcKXRSCzSlw/81je+NMlVFb2WqCqUY1S9K+5WOBCgdnhUu/NbVWrUhuh75Gs/nrtoqJ3/Jus6qlBm5cmFQdhAH3ZP3/ow6NISKJQuoxFQ+mi5UiamY+yz92ooiqtxpyi2rUnzQ7qVKs1FEGTEaFE3E7d9ZeegZMpdd9K9SUiVS9chb4Se2OQVp7gOF/3nsew1hk4MyqlbOw2XtkoIKMsqDlpzItgTl+u3R5D8j4Qoz7EpTvMlsbiqXvqRA9k6exRGPYFQBuSAFc3vbHCZN38xlz0ji35yCFOgkcHVGYyxLtGaRk1+KxU/hxZZeNpja/MifL4O0hHYMt5ZN5be7foRpzV1KhQnctG9GmaK5yV1tLCfcZJqkzYpXf9C7kgn5VT8oCjSajYt3eErRbHkWneRXVcakEdPeWMJMfe5dPlQp3Ynn1rxWlDXOjYHpd/yuWaZUXSF/yIpONpTIq0+Jb9fi6KuK+lWeVi+NFqnEsEPOBMYEc2nJJJadfsYp+/aUL1GQelPP8cr9Jn/uuoC7LICTvzSkjHFR2iy+hZeWI37CjXm0LlcCsy5rcfLy4vbOXVz0lGWYjys+KdDAmPxVRvLPi9SiJ9ZpBV0qWVL9x9+545OyJdvrM5Ox+8qYom0WccNTLRqVn3E3md+mPCXMOrPGwROv27v486IHIanEaAoxFC/57fuqmBbIR+M5V3BLY757/fQUpxwDCU/6fJAIPTKGelbGlP1xB498ZTz/P3tnARZV1sZx6W4BFRUEFbu7u7tWXdda11577Vq7O9bu7sJAsBsMDELp7pAanLu/75mBgQFBkV2/1d3r84zce+ecc9/zP2fu/Z/3vHFyGyeeBhOd+ieSB4toW9Ycw3ozcPQKwfPSKZx9o4hPfcXGnhWx1NGi7gxHvLKp3SDhzQVO3fQmQh6vTabVaoydmTEtFt3CO1oRwgMk92XtW1Ck8xoe+vjx8MABnHzCSYiVeXzaYlayD9tcffF0PsWV12GZ3u1Kvc12KPX8g35VilP6h22Z8c9k+C1sZ0/R+lO47B5OmhDOqXmLOP3GP992bdluIp6ICPxLEPj6BE32HI5/ys6htbDQkbndq6BVsg3TDj4mOEkWqlL2T8r7IFfOrhpKA2tbWk4/g2e8JPM7z/UdsFIEaVUrSv8DPsTKV1ayLaMfKaVka9Z7t3emrZnk9VZ6lTVBS6G50rel+YBfmTz2JzrWsKVi/+08i0qWr86Tb0yllmWGp6aKBg1+f0RYhldXzPGhlFXYcqma0n27F1EZWgKpTFNno9DUqWJYqQuD+zejTq+NPAnPSootBDswtWkJDORxwlRQL9aa2efciU1V2JN8IOr5YSY2t6fe2OO4R6dk9D99pmUnaCqoWzRgxIaLPHJ1ZN2PlTDTlW0fqmLScC7X5duR6fXi78yjeYn07VUVNSs6LDzLw2e32Dm6CaXN9VBTSbcnU9GuxJBtTnhESUi+PYt6Vhmks5AK6kXqM2DcWPo3q0GZ4npoqGV4i5boyLTl+7gdmkjqhwB29S1N4QxPUlXDinQe1I/mdXux/mGI3H3+jcxGqLB2RtJ4VfRKNaX/mEmMHdiJWqUr0W/L40ztqtRzM91Lm6Gt24wlT0KUcjrK+iUQvPdH7C2K0kU5/2aaK8ta22DTazPuYe+RuG9m4uJr+Ctps2Q4drUzRUtVnYq/XsA/6lNG+gKRZ0ZTvXglfs4MpSEQ5TibHxqWx9ikJYsUgTuB+Ccb+G3ZZd5FpYcySB8Bpf+FsHSHAz096s12xk/JiUByfz7NZI4RMg2jjDDbDMHTJ0Kp8t9wmOTE9IbWWNSbhmPO7c0c3+XKL3MTIeEWc5rZYKxRCPXqk7nyLjKH/ZUUz0295Q4Eqvr1mHnVO90zUNaW5D6/t7DFVLcWE46cYfv0gQxb44R3pL/cpq2YoQ0Dth5nxZT5HHQJJu79beY1t8XUpAWL72bZf8nmg9z+zNKAmpOOcXL1TBYcciX4U/lO452Z3awUZuatWXrHJ8uWLPQ6c9tXo9Hgjdz0V7aXTeXO/JbYmZnQfOEdfLPUZxn2Z0UwrDmRIydWM3PhIVyCctH6ZuKXxqtNveUOCjoVf+Gga0hGXMUU/BzXMnn6TjkBTHcUT+X2vBZy8tR66V3uHFvD8oOPCJDHHxQIO/wL1YobYz/sAFcOLmPRrjv4Rsq0txKeru5KeUttNEp2ZOGFN0SnCEiivHD6Yxojpu7kjl9M+lhlGPsXNmnG7ze8lbZ7M+zPihlSY/whjq2ezaKDj+Veq5J7C2lrb45B49mc3r+c5Xvv4BP5ma1dBEKPjKCWdXHaK+ffTHvBuh6VKNttJQ99YpB47WLWSgfcg95newZmwiceiAj8RxD4vxA0OZZCLK/OLGVQIxuMNNVQUVFHv0gZqtauRYWSJuhoGlO2zWjWXfUiXpJFWl7uHEitojrpydblLy8VNIvWY9Ipb+5uGkgdK91M2y5ZrDUNy5pMOOlHvPzpJhDnspNRTa0x0EzXpMnKqOqWoMmvB3kRk4IUKQGnp9KqjBGaiowBhVRQMyxD91V3eHN6Nm3LGmeSPFl9zaK1GLnnFdHJssC3sdxd2Z2KZhnejSqaFGkwgRMZUfaV55EQ+5zDM3tQtYguGqqFUFHVwqxURarXqkllOwvMitem3+KLeMVlpZNS1M9O0DRpNmUNo5qWztRMqqjqUardLM54KoeZkNVOw+fcTNqXyeqDipoJVQdtZOPI6lga6WFUrAxVG7SiS/9RbLgZTkKyH2cmNcXGUJEhQQ29Ui0Zv/cxLw+PoEaR9MTvKuoW1B93mBdykisQe38NvaqYoyMncCpoWtZn3NHXRMlwkv0T4ni6+1da2BqhpcBaRRWd4o0YvdeViKSslTvE4TStAVbGVvTZ6U5Epu2LrCEJN2bUp0SJ9qySRYxXTBekBJ2bRLNGfZixdB5jRi3iolcM2ZIIJDxgVY8qlCpdHvuea/ELjU+XLa//pYFcXtiHBo16MmXlNnaum8GwUWtw8rzD9pFNqd16OAs27mDrkt8YM2M394PTsybk2lzSNabWK46p3QD2vgwnmwI1+SkbelbEXFsVFTVj6v52Xv4SzrWdAl5McppOQ2sL6k1z/MhD81Pf5X47KW8d1jGxY3nMdGULr0KoaBWnfu9fWX/Vm1jFmMuG3X83AyoWQVdFBV2bpgxcdBb3qCSkH16zsYc9FtoqqOqXoftiB7xiUhCEKM6Oq0MJQ3W0izVn+ml3opIF0p6tpEMZc4wbzuWmj7KXpkCwjKhY6aOuZ0PHBQ68jc5ti1m5JwIxj7cyrKEtdo2HMH/jdjYuGMeAnv2Ysv0GPsrZOGTV0p6xqpM95sYf26wJIUcYXqM4+up62HT4nYte6Zpo5bt9dJzszrEpbbA31UG/aEUatelA21Zt+WHGYVxCErJSo5GG68rOlLPQQdeyAu1mnORVuCKWIcQ5TKFhKRM0dIvRcMw+XIPfZxnrv3/B3tFNKWWkiaqaFsbmRShRpR1jNjvjE5u1AJR5aXaVe2nOwtEzUsmcQCDk6EhqlzRAXc+advPO4xGZvviIvzSFRqWMUVc3pdrQbTyQZ4b4qJc5Lki4u7At5WzbsMDJKxsRDHGYTadWfZg8fza//rqIM25KHtM5WhFPRQT+Kwj8/whaJqJSEvwe43BsN1tWL2PJ0hWs33kC59dhpHz45H5TZgtffpBMsNtNLp44xskLN3gRlJSRh/PLW8q9hkBC4AvuXLvCDRdvYiTST3qQCQkBuF47zq4NK1myeCmrNuzkhJMbwYl5R+DOSdDkcdDiY3h7/zJnTl/g1stQktLyxk9IDMD1+lmOHzvLjddhJH/4QJTXczxkLwNpbobDyYS+vMnFsw7cex3C+zQho08SQp87cu7cVR55RX40ZkJCIG53Hbl6w4V30ZLsnmIK8JJDeHn7EiePn+SC8zMC30vITQQh3IGJ9Ytj2/sPXiq9lGTNpEW481TmCZpL4NOkIDcePnxFSB7tysWQPGTZ7weJjPgMQcuQOTXSm+d3r+N4z52wJMU4SYnzfcbt6zd58jZCntVB0cXc/sqj91tXpu82F0KyxdzKKJ0SzPMbl7n2xJfY1NxyqubWan6vCcS+uc6po6e44x1HijIX5lPf5bf9gpWTRnrw8L4LnmGJSJQnQXIIHi9e4x+dQr4eC0ICga9f4BEUR2o298TPyJUWh++zuzhec+KemyyYdUFwl/3+X+PmEUTcF9WX1XvJ/evXcLrzFJ+orLhn2aRODeXVg3u4eOUy34V4fF3v88QjhPeZ2njl2mnEBb3iwe3bPHpdgP4JCQS9ccMjMJYUZVyFBPyf3efBywDics3/qyxD1nFapBcvvMJIUJiaZH1FUsgbnjx+RWBcSu7PDaWy4qGIwH8BgX+AoP0XYP37+5grQcvLxuXvv/0/1KJA7MOVdK3WgukOyjGb/ro4QtgR5q90JiLqa0XrzyGjzCaoV23aTDuFe15boDmqiKciAiICIgIiAv9dBESC9p2MfU6C1mzZi6xMAt9JHwompkDkgw0M7v4Lm275k5AZJb1graXXkuKz73fW3QnOyFn6V9rKR91kT45N6ErP2ad4FZFu85iPWmIREQERAREBEYH/MAIiQftOBl+Wy7K5lWGGEbk6pUecwS8mKwzHd9KNAouZFnSD9WN/YfnVwAwHkQI3hTTgNHPmHuJlWJaHXsFb+0zNNFf+GP0z03feISBB4fjymTri1yICIgIiAiIC/3kERIL2zU8BKQEOS/ipnhV6GgpHh0Ko6tnScvBMDrrEkPRRkLBvvlMFFDCV5NQ/C5BbU/l28dzetZVr76IyQ3wof/v3HyeTnCIg5G0e+PffUmxRREBEQERAROC7R0AkaN/BEEpiQwnw88XHxyf7x9ef8IQPuRrYfwfdEkUUERAREBEQERAREBHIAwGRoOUBjHhZREBEQERAREBEQERAROCfQkAkaP8U8uJ9RQREBEQERAREBEQERATyQEAkaHkAI14WERAREBEQERAREBEQEfinEBAJ2j+FvHhfEQERAREBEQERAREBEYE8EBAJWh7AiJdFBEQERAREBEQERAREBP4pBESC9k8hL95XREBEQERAREBEQERARCAPBL57gpYaeJ+Da/ZxNyqJzCDz0gS8751k65LpTPh1ErOX7eWmz3syc7DnAYZ4+Z9HQJBK+fDhg/wjlYrBw/75ERElEBFIR0AQsn6bit+o8l+p9K/GKBSRFhEQEVBG4LslaNJIVw5M70pFM200LPuyzy+GlD9T8XfeyMiWlShTrjxlipugo66KSiEV1As3Y+HNUN5/V0FdU/G7tpH1ZzyITZIqj9vfeiwkhfLK6QjrZgyhfa1GTDjjp5QCSYrH7oHULG5FnfGneBeT8slE8F8kmDSK15e3M294NxpXtsHcQBt1VRUKFSok/6ioqKFtaE6JstVo1nM0S48+JjgzUfkX3ekThaV47h1C7ZLFqfPrcTy/9TyZ0nj8n1xgx4KRdKnXmukOPkSm5pbs/hNd/n98lRLOy+sHWTmhD00bjuKAeyjvv0ExCwRFqj9Om2cxdnAX6tqaY1qkLM1Gbud+UHzWIrEgDUu9ODSqMaVL1mLk/heEJn4rCxQBv9Oz6d+uLuWLG6Mte6aq6mJZpjI1atelbt30T+3qFbEtaUOFhj2ZtO0m3rEpyHsghHDtjw0cv+dNTMq30qeCDJBYR0Tg/4vA90nQhEiur5/N4mldsTPSRqvmTO74unJ4Qisa9lrAGbcoUqWyt8F7PE+Mp0ERPdRV1Ck98jwBcZK/j2B8zbGShnB9yU/0n3Wa19EpfDV6JoRy7+A6Fo9uia2RFmrqNgw97qNE0BI4N7ISFnpqaNWdze2gOD785X4n43N1NT+3bkiLboMZP3sR03pUxExXE8tmY1i2bhMbVy1izpQxDOxUl1LGWqipFKKQijbFW83h/LtYUv+253wC58dUo6i+Glp1ZnLDP5Zvl8NLCbi5m2VjWmJrrI2aRjlGn3lLZMq3xnze8/LceqZ3r4S5vgZqlr3Y9jL430HQhGAuTGpOvcF/8DgwnkT3PQytbYW+VmmGHXlNaNJfGIv3Dkyqb4ORuhY1pzjgGfHtPauSrkylka0p+g1mcs0z4qPfijTqCZt/qkkxA1NqjjuCW2iSnKQJkffZMGoIc466EJjw158gf/kRJDYgIvAdIPB9EjQ5sAKRB/pjY6KDSccZzOtkT4Vem3gckZSDzCRwfmR5CutoUn7cFYLjv93Xb+Z8EcK4Or0NLcce4VXU/ym5dqojU2oURV8zJ0EDib8TO1as5tDDYBIlHzMjIcoHn6hU0vLDIoUo7q7sTrW6Q9j5JJTED7IXmoRbM+tT3FCHerPvEBiX/QEuCXvE7rFNKGmgiaqKOqUGHcIvMjkTrr96IPF3Zueq1Rx6EMj7XPr3xe0LUfj6RJH6tfbUUxyYUMMKA83yX5GgCUT7+hKVIsnxe8o/GmlPltDGzhTtfxFBS7m/kDali9J64X18Y2QTXiDS5SgbN5/CNeQvatCQEHhrH+vWHuSObyzfnrJJgsuKzpSz1KPquLO8Ds09F7Dk4RLa25ujZdCM+TfeEpXxcxai77Bs0I/MO/GMkMT8PCzyP9fEkiIC/0YEvmOClsaj+Y0ooq+Btr4emiX6scc9OpeHWiIXRlegcOE6THcKIeGb52cS3Lf/QJX64zj9Lob/2+6V5C6zGlhhoFUqhwbtM9Ne6s+xkX2Yc9mf6M8KKxB8ahQ1i5akywZXQt4rHtJxHB9WDgt9M7r/4UF4Yi5aCGkQx4dXx1JPDXWbwbzzi/yMYP/U11L8T4ym75xL+ET+jdvByt1JdeS3OiUw1Pp6BE0acJJf+8/l4ttwknMZDmVx8jpOe7aS9qXN0PnXEDQJj5e0pUxhY9qseIJf7MeLlbyw+Fdcl3qz48cqFDMoxcA9zwjK7Xcqo6zeOxhQpRi6GmX55chLgpW0ikmPV9Cz5WDWOb0j5pt/Fv8rRk3sxHeMwHdM0GI5MqgUJtoqFFI1pc3qJ0TmYqclcd9G7woV6LryNqGJHwq0vZl4dw1jVjoSGp/7ivHvHP809810L2NNp1UuhGUSmL/zDnm0VSCClsTzDd2xN6/IiFPenydoQhhn5gxh/OqLeMQqbdtK3VjVzgYT3WpMcfTP88GdfG0ytYoZoFliIO/8IvLoyD97OfnFJnpVsKTi8ON4fa8ELdmNLT9UpmjFYRxxDxMJWuaUiuHEyGoUN9T/TxI0IfIko2tbY2zembWPfInLg5/GX5lGEzsTNEzasvyuD3JFowJDIZDDw+tSo9tiHN9GfbRFqigm/hUREBGA75egpT1hQaMi6KuroF5xAldD4rP/2D9E8PTITHo068b0Yy+ITlFoa7502JNwnFyX1vNuEvK1t0eFSE6PrIpFsc5seBlB7jbCUmLf3ufioT/YuHk3J266ExoSQkSyNHvS9ORgnjjc5HV8MmmSCF5cPcwfG7dx5KoLfvFp2cvKIPkMQZNGe3Djugshianphr8k8PrgSOoW0UddrTjdl53E4cZd7r8MJOlLt/aSzjOmShEMLHqy3SOcPBbmpDpPp24xI8zar8Mn9P2XDuQny0ujPbnp5ELweyXiKKshJBP05BLX3WJIlPxJUsBDzu3ezJY9p3ngE0+q0rRKeHOY0TItpIYaVl0Xc+ySM3fvuxGYKMlut5cawesbp9izaQ1rNmzn6PWXhLxPy8D1k2Kmf5lTg5YUg9et0+zZ8gcHLj7gXVQqH/J4eaaEuHHj3AH+WLeG9duPccM9guQ0pcIJ7hwZ24gShhqoWXVh4ZELON29j1vAe1Kz7TynEevjiuPxHWzesovDl13wj0/NNq8+0qClRuDmeJTt69ey5eB1XkcmkZardk4gzu8pTqd2sWnDVg44PCUwITWXrVaBOO9HXD66XS7DcadXBAXJfgsfkO+c5wNKWZHUCHdundnH5jVr2LD9CNdeBJEgkSot5pIJ8XDl0b1zzO1gR2EdHeqO3c2pK3e4K8PGP56Uz95QIM7nEVeOpuN1zOklgYHBRCSl5ZBVSozXHW64BCo5BsnwcMPl4T3u3r2b++f+C/ziU7LjKcTh98yZ07s3s2Hrfi65BBCvPGHziY+iWNL1mTQrbYZB43k4v43KPqcVhSRv2DagOsX0Dan26zFehiYp4SgrJBB2bBS1S5Wnz9ZH+McrzT1FG+JfEQERATkC3y1BEyIO0N/GBC1VfZosfkyE3KYhjcg3V9k5fwita9al66Rt3PJ/j/L750vHXYg8xfBa7Vl8J4Svbdsq9d/FD3amGDb8nUchCR+/kIQ4Hq7pTf0WI1h35g6P711gw891sTKpx/QbQcSlJeN7Zz9LR3eiupUBWkadWH1+PcOaWGOgoZrhHamKrl03Vt4I5L3y2zE3gpYagsuZ9Uz5oRG2JlpoVZ3EtYB0I3qp1ykWT+hFDQtdNNQMKd+qN/0HDmHYskv4x33Z1p70+QraWpugX382dwLzckJI4+my1lgXLs/PRzyILOi+m/IESA3B9ewGfuvXmNKm2mhXmcBl32gkgDToJn/MGESL8pboamjTfMlNzq4aRkNrMww0VVFVUUGjWGsWOQYQJ4vvIvXizNJJ9K5ZBH1NNQzLtaRX/4EMGbaUCz4xJMvfQ6n4XFxI79pVaTFkJmt3bmfV9J9oaG2CRYXOzDnjTlSyEuNTllX5WImgDd+0npGt7THVVoyvCppFGjPp2CsilDXK0kCuLu5NzWodmLTpNM63HNg5rjmlipajx6pbBMbJ9pukvD27nMl9alHUQAs1Q3ta9OzHwCHDWHrem6ik9JdpWugDdozvRrseI5i5eif7t0yibZnCmJftzEKHt5meesoEbePpjYxuVYbCRnpoqamhoqKKUY3xHH8TmYFNegeF2BccmzOQnv1+YcLU3xjVsxZWhnpY1PyZ7Q+DSVAQISGeJ5sH0qzNMFYcdebBvUtsHtUUW4u6TLroRcRnt9tlzMwXhyX9qFe9BYOmr2b79tXMGNSEUmaWlO84gxMvw5FDKITgtHkG43/5gSalTdHV0MCqdhd6/ziYIUOGsfiMJxHvP0E0hHhctgymRdthLD/iJJd1y+hm2FnUYeJ5D8JT/yQ19DkXt8xgQHN7zHV1qDzmNO5hit9RKo7TG1GxSj069f+ZUWPGMnbsWMaO7k8TW1N01VTQtB/Gk/wQlAAAIABJREFUgRchGYs6gbiXJ5g/uDf9ho1n6m+j6VWnBMZ6FlQfsoW7AfHZiZzy3MrzOB/2Z8nvODutLaUtilFr2HbuB+ZYNGe0LX23gwFVi2PZfD7XvUQtWp6Qi1/85xH4bgma5NY0alnooWHSmS3ukcR6nmZW14qYaauhIgvToKKOQcl69J13ilfR2Vf2+R/1OO7MaUbdEYfxjMlwGc9/5S8sKRB1dAhlC+tTctARfKIVD+esZj48X0Eb64r8fETJyzL1Gcs7dmD+jUBiJSmEejzm6vIelDGVefkVoWzjPszd54Sbhxu3Ds+io50xWqoqaJYbxSllG7dcCJoQ743rg5vsGVkHS311NKpkETS5VJIbTK9bDAOt0vySny3OrK5kO4o+OpTyFobYjzqLb3Tu28jSoOMMr16K2qPSHSeyXocCaYkxxCV9QMhVG5PtVtlOhHgfnj68yZ7R9ShmoIFG5SyChjSNtISHLGpjjbGmOsXKN6br9IPc84kjNe4lO36qgoWuOubdNuMW+j5D+yXh5syGlDDSwm5Yzi1OKUFnx9GghA1tFjrjG5eWqVlIdF1L93KF0TWqzrhTHkR9zjpcQdA0TClRsTGDl+zn6r27XD60jMF1Zc4DKqgVbs2y2wHIeRdSAg8OoUoRQ+yGHsE9PDn93olXmFy3BCbFevKHWwgKjiG5NZsm1sZo2w39aItTCLvGrNYVaDjmMM/DFQ45ydyY1QQbYw20qk3k4ttIue2kgqBpG9hQuWk/Fh5/KNfyJLjvZ3jtYuhrGNJi0T38YjNUc6lv2DWoIe2mncU9ImP+CxGcH19frtEzbjKf6z4x8lAW0pfr6Va+KoN3vyRYoXJNdWN97x7Mv+xJ+Oc8W4Vgzk9qQqlSrZh3xYvozCCKiTzb2IfKlnoYVhvDURlJU0w2wY9dP1akiJ4OLZbm3wZN+moDPStWZ9DO5wQpYo2kurGhby/mX3InNEUgwfc5j2/tY1xTG0w0Nag4WpmgpXB59lg23ntLRKacAqEXJtHExhgNLXuG7ntKcIbKXeK+l5+btGfqqZeEpq8MECIvMrlxKYw1jWk0+zKekV/oISp9l2F/ZkW3FRe5/8obHx8ffLy9eOVyk9NbZzOobRNadh/FirMvCEvMmt/ZfnSykxRn5jQvg5lxM+bfzHIi+KiceEFE4D+OwHdK0KT4bu5CcUNtTLtuxSM6kVj3Wzg4XOL0oW2snjOCDpXM0VFXkRM1q07reBiRlLtKPs8JkMrbQ8OoW+dn9rlFkR/FRp5N5euLVK5PqYGlvhbVp90gKP3Nmq1m9MGfsC1chHZrnxKW6QUlxX/3HFbfCyc24+H9wX0tHUsao6XdkN8fhBCfuTUlEHtnNk2LG6KhakKH9W5EKPZRcyFoipsnnxtBOQtdNL8KQUvFeXpdihkXo88uTyKUDIoV9xdiH7GmV20a/7Kdh2GJmeOY5raPyT1rUlRPh1pTnfAvoNVx8vnRVCqqj6YyQZPfPJFTI8pjqadBudFn8IrKIs3JlydS08oAzTLDOfkuknQ+8AmCFnuFKfVLYFxqAPvdw8nezWTu/94CG2NNdGpMxiFDi6fo/0d/FQRN3ZxO654QnJCldUt7t4eBVYqgq6qO7ZAjeMjJWBqPF7fG1lSHUoMP4R6WQdDSnrGivR1metWZdNWbKJnqULbbnSdBi+P6jCaUKtuHLc+CSVAQF9k799k6upe3wKzWZC7kJGjGzVl02w8FD4NUbs1pRikTLYr22cHL4Pf8iUDw8ZHUsu/C0gf+xGZ1iaSrv1HP2gh19cr8ej5dOxZzfARVilvRaskdfDMbFgg8uJgNtwMI/4yGNfbadJqUMsWm/y7c5PdXQjn5IYvblcFMS4dqE87hmUkWC0bQYk6MonrJ4rRcfAvvGMWPUSDw8FI23vIjLHMypOAwqQ42Rpo5CJqER6fP8iIiOmOegRB+iSnNbDHW1MJ+yD6eBiemLxKEEE6OqUf5Lou44x2tpIVP4tr0RtiZqKNecTSnXodmtqXU8zwPhcgT6fZnZjXpM34Gvy9dylLFZ/HvzBo3mO7tO9JvwlouvYkkSdHN3FqUvmZTn8oU1StGry2yrfEvXFnl1qZ4TUTgX4jAd0rQEjj9iz2meiZ02uxBdMYqMdv4JHlydFQdLPXUUVG1oNfOPMplq5RxkuyNw8JuVKnSk9W3QkhU3grMrfzfci2Kgz/ZYqqjSeNFroQqvXQVzUtuTqdOUQM0TaoxcK0TvgmS9IdyYhRRiVk2aFLPDXS2NkbLsCObPCKy23RJffijhw2mWmpY/rCXd5EZL+tPEbQLY6hoqfd1CJrMQaC9DaYmrVnxNDTbSx8hkXeO6xneriUDljrwNk5h/6ZABNKeLqO1bXVGHi94PLDkS+OomitBS+bMyHSCVmOqE75KBDDt8SJa2hijXawfez0UhCtvghZ7ehTVihqg02wxLkFxH9mbpT1ZTKtSJmhoVGDMuXefDj6rIGi5enEm4TRDpsVTR8N+JKe9IuQvYiHhHbccnHkZnIgikog02onZzawx1inD8ONeRGRonfIiaEL0SUZVt6JI2+U8Cfy4D5LYCKKU7L8UGrSPvTileG3qhb25DgbtVvM0MB5BCOHgkMpYWZSkWsNmtGrThjYZn9aNK2KpLwuxokuLJY/wj5UiuTOP5ramaBlXoe+yS3goYgUmRROd+CFPG7z0mRPL2V9rU8JIhyYL7uMbrcQG5QXScF3egbKFNdEoN4KT7mHpZKaAGjTJ3d9pVdoMLePK/LDkAu6K0DkfyZrCld/qyYl6dg1a1nyXHwkROExtjq2xJlplh7D3aXCmvaoQephfapTAsmQVGjRtlYlhmzataVyxKAZaaqjoNmPhHW8+6naO2yifJjnOkNufGTX7nVvvcrc/k3gfYkS9khS2bs/ia++UtJLKLcnM0II48HN1ihto0XCOM16Rn2JzOeqKpyIC/yEEvk+CJrnHrHqW6Bs0Z/nzCDKVSTkHLsGZqXUt0VNTx3roCQJic98+y6omJeDCXHpUMUdbXZMiFRvQpFkLWrT4a5+WrTsxZuczoj61rJR6s7mrNcZaWrRY8ZJwxX5TlnDw4S37B1XBXFeNQioaFKk7hDWO3sQr3rgZZT9J0Ejj8e9NKW6ojlazZbwIS0gnC/8QQZN6b6WnnRkGtabh7PmCG0c3s3TWBEYM6ELDKpVp0m8OR56Gk6SwPVLGAyn+2/tQpmw/tr4Oy3xJZSuSj5MCETQZobIxySdBS+PxwpbYmGii03oVL4LiPyJoJJ5nbLVi6Kvp0Hrlc4I+ZTz9SYIG8adHUaWYPmqGnVjvFkxCNgVFGpFu59k0exyjfv2Ztvam6GqXZtgxj0ytU14ELfXGbBpbm1G8z05ehSRmbtHmBXHeBE3g3R995FpZ/bareBoQh5B6nRkNbShcYTC7bj3jXUAAAR99ggiLkzlAyGz+vDkysh7FDdRRUdHAotaPLL3wJn82fGlPWNqutFxD1nKZS67hMhIvTqBOSSPUdFqw9JEf8ogaBSRoSH04OroBJQ0VsvZn8fnXuXid54egCURenU4LOxM0tcoyZG/W1qZsHCTOs2lqZ0H5gdtxdn2bC4YBBASFEZfyJSYBEp6s6EQ5S32qTzjPm7C8nqNJOM1qRmlTTcy7rOWh38ckXj5XhAiOjawpj2tYfeIFPMJS85pC4nURgf80At8lQZN6raejlRH69ebyIOy9kho/51im4ji5GuZ6GpQYeAy/zxI0EOI9cVgzjIYlTLFt9xtbj5zm/IULXPgLn4uXruPql4BEnt0gp4wZ51JvtnRPJ2hNlzzPnaDJiiZ5cGJqG+yMtVAtVAgVjSI0/HU/rlHJmVt/nyZoUrw3d8PaRBudNmt4E55hP/WPEDSBoD0/UtbcgCrjd7Dip5bUq1OPZl2GMnXVQW7JMgZ8CjNiOTmiEjYdl/I4KP4T8yAPzDMuf32ClsqNGQ3StVr15nDHPzZzrDIlk9xjXlNrjDU0abroCYFxObU6mSXhMwRNcn8+TW2M0TTpyqaXCoImkPDmFAt+bEXbIcs59zKS5ORnrOxgh5lu/ghagoz4WRli3HEdz3MjmUoiyg6/iKAlnGJ0VSuMivVhR36zDiS/5ezcLlQw15VnmlDRsKDu8O3cC074tBF86k3mNC2FiboGdWY48zbq44BckgcLaV3aDE3Nxsy/65OubSooQZOBkfyWc/O6UclCSdZf/uBOtvRQnydoQuRVZrS0w0RTi7KD92ZtbWZgn3D2V2qWNKFYrz94GpDwWRKdY8hyP5W+Y3v/yhQzsGXgvud5xj+DNJ6t7kYFS200yg3n6Mvg3EO0CGEcGVGTEgaa1JvuiGeEqEHLHXjx6n8dge+QoAmE7umLjYk+1afeJPSTrpUSbs+QGbib0HatGxGZ1r6fH/bUd2eY0qwSzaedx/v/EP8M4jnxcxl5xoO6c+8TkmU4louwHwh7tJvJbctgLNuyUNGh/KiTmXkyP03QPuCxrhPWxrrY/nwCX4Uzwj9B0IQIjg6tgIVhZcY5+OW9JZILAvJLqc5Mq2tN46nX8IuRQFoYLud2s/b3aSw45ELE+08YKiu1+fUJWhovVnXA1lQTNasf2e8elsMGTab6uM/vsu1GLUv67HxDmMLwXUnOzMPPErTfaW5jgk7FMZyT24MJRDgtpGM5Syr/fIAX4enpd0h7/kUELeXSBGrK7BdLD+OY5+cD2H4RQUu+yISaJTDSqs6ky2+JzDSGz+y1/ECQCvz5p7JKUEq4ywFmdqkkd9pQUdHG/uf9uIVm2GRlr55+lubG2i72mGupUazvLl4EyWzgsv+TPFxMm9Jm8iwIW58HpWsh/wpBkzcvJcLlILO6VU43vVDRpuzQvTwPUcj6GYImRHF9VkvszGRbm4OzbW0qpE92mEw9mXd7tQlccA/PI9C1gFTIf2Jzuf1ZrZKfjX+GEM25CfWxMVJDr8k8nPPYCkUIYO+QahTXN6D1svt4xygZMyo6Iv4VERAR+B7joMVwYmhZzAxrMNU59NOZAaTv2Ny1JGblhnJMpo3J+RT+zASQBp/n1wa1GLL3FZG52bl9pv6XfZ3Gs6Ut5I4PZUady1XbF3/tAMfd43ivWHBKo3i0vjcVTLRRt+jD7reR8hXrpwlaElcmVMfS0Iq+ez2JUhhT/yWCZscvJ72V8nfms+exZxlVpQhGlX7lgm/0F49P2rNltClVjeFH3xLuf4+dC5ex754b52a1wr7WGE69i8qXIfTXIGi2Px/DS2FcLjOivzmLRiWNUNcon7uNWcI5xlYthqFZR9Y9Dclui5cTzs8QtPizo6lazIRyI06ky5DmyvJ2dpjqlmPU6SxbMzlBkzkJ5KVBsx3CYaVAtVLPzfSyN0dbzYqeW54Q/FEg5TR8Tu3k1Ktw4tL+/DINmvQV67vZY66tQenBB3iRkcNRuetClDOrlh7mZXAs0c5HOf06ItMxRkYOXLYOomYRPTTMu7P5eWCOrV3lllK4Pbc5tiYaaJQbmWVjplTk/cUJ1C5pjFm7VTz0j0vXzhaQoCXcOMaZV+HEKEinEI3rtsHULqaPpnk3NroGkL6j/SmCJhDtNEeu1dPSKsPgPa6ZXptysd978MIjmniX9fSqaImOhh0D9zwlSOEElNk3gaib61hx5DkB0R9rDjOLKR3I7M+a2pli0Hguzm8jP9b+ZpQVfPczrFZx9DUs6LhK2XlDqTHZYdpz1naX2RWWZ8QxN4IVz6AcxcRTEYH/OgLfnQZNiDjC4LKmmDSazZmLR7n0NIykXAOdSQk8PYqaZVoy+4ofCYqH4xeNuEDM5YnUb/wbl/zj5O79X1T9Cwsn35pB3aIGmHTYgHuEYlWd1Uj0oeH8tPl5dq3hh1esblcCE4sebPOKlGtmMgmaQQc25nQSiHdkSu2imNecjENAbFafJHeYVV+W6unjXJzJ50ZR3kJP7uV4xV+5zgPmNymOoVYR+u55S2SmN1qWzHkfCUSeHE4VSyMq/XoR3+gvdPtX2J+V6cOas9uYN3czju9iSBESeLJnPgv23iU4IX9tJl8YS2WZk0ClcVzyic7ChE84CTzKcBIo2o+9mV6ZEh4ubIG1sTaWfXbiHqZkp5X2kg3dylJYWwObwYezQl1kAJToPINGJc2pOOI4ngrHjbzA+yRBi+fy5PqUtO3AirsByNKaChGHGFKhCHpqRflhx0tCFS/tpGtMrS/TWpViyBH3LBu0R4tobZuRQ/NVSFaSc+lbtv1QHksdVdSLtGTWuTdEZ4YESSPAYQ6DJuzBNTBe/hJPc12enurJogdbs21bSvHa0ptyFjrotV6RboNGGi/WdKasuRaq2qXpveE2/vFZGlAh+hGbBv/A7POehCX/ScyJ8fyy+SE+yiRD6s6mnuUoUqQL658F8innwLRXm+ldQUZkrPlp34usUB1yzBO5OacFtpYVGXbwVVYCdMGb7f1lYTa0aL7oEb751PzEnJzIiM0PeBeZ4SYru4fUnc29K1K0SCfWuvhnROVP4fLkunIngQqjTvI6NMtrWIi5wdw2Mrs5LcoM3oOrwmszY46k3F7GoiMeBIQ/Y133Clhqq6Jl15M1zj5ZJBaB6CdbGdZ/NmdeBWd3HsprrpFhf2auR+Wxp7PJlK1KwnP+GFgLK31dbHuu45ZverzEbGUUJ0lXmNrYDrMSfdjm4v8JIq2oIP4VEfhvIvCdETQp/jt7U8rUnDJV7DDRUkfNqCoDVl7CPUaSEcVcIOGtEzumdaNeg4Gsvxn417wwP7iztmNNhh3wIvprr/Qkj1nY1AqTsr9wyvfjPJzRh36ibI2h7HsdlRXcM/kB8xoXp/yPu3gVmb51pSBommqWtJh3Ge/4DG9PaRCXpjalpHUTZl32Sw+wqpj38WcZWckCPfXC9NruoUS2BIJ3/YCtLK5ayUEcUdZKCUHs7V+WwjoalOi+mmsujzmzchmH3CKztHyK9nP+lXntDSqPuUkdZjgHEJu/xbxSK+n2Z0UtLShZrS8rzj8nVGb4rFQif4cCwXv6U9ZcB7USP3HQMyLLbkYIYnf/spjraFBpvAPeUVmEL+HiOGoUM0DduDMbX4ZmxBATCN7/E+UtddEo3pWVVx7z6OwqVhx6TmR8GimvdjKgehH0Dasz5oSSVjbpORt6VaBs06mc8cotn2yOnqQ6M7NBCYw0Lem09gFBmdv8UkIdZ9OmUn2G7XxCiELVmnKHuU1tMFZXRa9cT+btOMqxnUsYO6AHjewM0dbQp86YbRzceYaH4QkkBR1gcKWi6GkUp8uySzx8eI41Kw/xLDSOWJe1dC9vjrZqIVQ0TSlVoxU9BwygV8tKWFcbxPZHQZljn+I8k0bWxmjoNmdRttAZEh4saImtqQYadWdy0ydaTujk9lUtbDHRUEFFzYjSTXoybPwkxg/vQX270rSeewHPjFAnMSdGUL3eELY9DibT4TnlMUvb21O572YeB+US6DkbjCm83jOE2lYGGFYdyeFnYelBaWVmnm6b6Ve1PE0nH+d1RHLWnJI8Yknb0phpalBt4iU8I7LmQ7amc5zEnBxFrfqD2fowUEnWJyzrWJ4qP2zkQUCG/aQQysGfq2Klr07xfjt5rth6FeK4Ob8dZcy05Fube1yzvDblt0ryZN+Irkw85EZggpQo2RwoY4amigpqRnY07vEz4yaNZ3jPBpQp05pZp18Tkd8dgZTnrO1RAUs9a37c/YxARRw3RR+F9/jf2c3kdvYUNixC3WFbuRPw6cVs2vO1dK9YjNJ9t+MSkOGkpGhP/CsiICKQicD3RdBSH7OgSVFKNJ3PmRNz6VzeFG01FQoVUkFd34KSttYUMzXCvFxLhi67gHtMQQPUZuIDfMBzXSdqjTqGX0zWila5xN93LCXo0GAqWNZggkMAsUoLbtk9og//Qp3qFSlXpztj5q1jx451zPihKS0GreaazAkhg50oCJqWbk169G9MjQbt6d2/N21qlKVso8GscfLlvaKwbLvl5Fqmdq+Mua46KoVU0bdvz6i5e7j9+Cq7V02hcwXT9JhyqsZU6vYrC489Iz5JxqgEoq7PpoWNERqyl4FhefqsvU1QPmy/pAG76FfWHPPmi3kYnK5x+SIc5fZnJak/dj8XT+5gavvylG05m0u++d/Klgbd4/DaqXSpWBhdWcw8VSMqdRnDgqNPifa+w8Hff6BqYT3UZX2zrM0Pk7ZyMyCIJyeXMrheMfQ1ZXX0KNN2JGuv+BCfIiBEOTG3tR3GmjKSYUi53qtx9o/P1Molv73I0oENsC5ailrtBzJq5E90btyA9qM3c8MvgdR8Mcw0Ap3WM7pDZYoaW2DfsBP9Bw/lxy7NadR2GKscPInJltpMSsiVuXQoZ4q2qgqqWmaU7zCVI08DuLWkvfzFr6puSs0Re3GVxZkTorkxvx1lTbVQVVHDwL4nK68rCL1AxIM/GNXcDpOMoNCyftp3nsHRZxEkyrxthXjczqxmZLNSGGvLPI41sWowgFkHHhPq94iTK0fQtJQxWmqFUFG3pE6/BZx+EyUnSKneF1nUVxbbTiMj4LQqejZNGb7BCR+lMCsxJ8bRrG5l7Gt3ZcSs1fyxfT2zf2xF64FLueAZnbWA+eSkSuadwwqGNralWKkatB0wkpEDu9C0YXtGbXDEOzYjOLUQzfPz21j0cxNsTbRRK6SCqlkVuoyYwfLjjwn/jI1qzKkJtKxfBfvaXRg+c1W6rANa02bgEs65R5EkCAQ/PM7GGT2oVsQADZVCqBqVp8PwuRx8HEbUveV0KmeBlooq+sUrUrNOAxo2bEjDhg2oV6siNoX10NSqxJjTbwiVh0qR4OOwlB9ry4IWp2eYUFHVw7rJMNZezcr0kDc0UjyPTKVfu/pUtimMrqbMzlWLwraVqF6rLnXrpn/q1KpGhdLWWNvXod2gWey69S7HvMvtDlLebPmByqUbM+XcG8K+1O4ktybFayIC/1IEviuCJg1wZNdOB15Fpsjz1wlxnjgdWs/C6VOYPH0OizccwOGJH/Fpynn0/vrICVHuPHoZQnLaJzzr/vpt0lv44MWuvhWoMeIY7xQG/BltC8lJpP75J39KEwn1dOXunce8kXms5fB0zCRo8jhooYT4PuPe7bu4eMnCVQgfGUT/VdGTwz148tAFr/CkfKbVkvJ2Sw/KVWzLrPPexOaPlWQTU25/ZluNEcfS459Jbs+mgU0DJjv4Ep30ltNHbxAan2EMn63m/+EkOQJPl4e4eOa1/Q6pkd68eHib2w/d8I+T5MjHmH8ZJbEBeDy9x607j3Dzj0GSVxJOmelPXAAvXV/gE5WcNU7SeHyfufDSL5rkbHVTiPB05ZGLJ2GJklw8ZFOIePuUBw+e8jY8kbQvTePwyS4KJAS94cm9+zz1DCE+W17M9IpCSjKpgsCfQiLhb59x/+5jXgfGkZprOJZP3kyW84koHzce3b7DQzc/YlM//K2/keyyPufB3ce8CogtoKyf64vS90ICQe5PuH//KR7BcZ/2Ileq9lUPk+6zuGN1mv16iOc5tmm/6n3FxkUEvkMEviuC9h3iWyCRpYFnGNusEwucA4kvQJDc7AQtR6DaAkn0d1cSiPb2IEBGTPKlMcp5/4z4Z2X6ZsY/S706mZq23Vn9PISopxuYu+0poblkY8jZknguIiAi8P9CIBm3LT/SvOd8zr7+vBfw/0sq8T4iAt8qAiJB+0ZHJunVLn7pNZ7DbpFfnGbq2ydofxX0ZK5OrEmFPutxCU63NRLi7rKid0eGzJzNmDEruOoTS6b9+l+9nVhfREBE4C8iICXo8lz69Z3BoSdBZJpN/sVWxeoiAv9mBESC9g2PbqLbfiYPGse2e1/m6PDh9WrayXNxtmL16/DMJNjfcFe/WDRpfDgRCR+QZtPApREbHEzsF0VJ/+JbixVEBEQEvgiBJLxOL2DctK04eik5OH1RG2JhEYH/HgIiQfvWxzzBi+fu0UhyDSWSU3iB1ChPrsxri7WRJipq5rSYdYpH78J5n/b3257lvLt4LiIgIiAi8BECQjTvPPyJS/o4l+5HZcULIgIiApkIiAQtE4p/wYE0lIfHd7B5/VrWrlX6rN+Ls08Cqf8HH4d/AYpiF0QERAREBEQERAT+cQREgvaPD4EogIiAiICIgIiAiICIgIhAdgREgpYdD/FMREBEQERAREBEQERAROAfR0AkaP/4EIgCiAiICIgIiAiICIgIiAhkR0AkaNnxEM9EBEQERAREBEQERAREBP5xBESC9o8PgSiAiICIgIiAiICIgIiAiEB2BL5vgpYWR5CXG0/d3hESJ+FvzTaTHSfxTERAREBEQERAREBEQETg/4bA90nQPgRyfflP1CtugLZ5Fdp1b0mFoiWp2W8lzoGJFCA70v8N8K91o+TQF1zdt5Rfezak/uhj+EYnFzCfoEBS6CucjqxjxpD21Go0gTN+0chzMH8t4QvQrpAcxmvno6yfOZQOtRsx/rQPUd+akAXoV55VUsJwczzAivG9adJgFIc8w0j8M8/SX/aFNJo3V49y6q4v8cn5j8WS6u/IphmjGdSlLqXMTClq35zROx8SkpBWwLn3ZWJ/9dJCLM+PbeTw/WBivvm5lcazHaPp1rw6ZYubY2ZihJGxKcXsKlK1ek1q1lR8qlOlQhlKWBTG1NgIY+OidF75CN+YbBGfPw+tEMCl5SPp3qgKFezLUKaM7GNP899O4x6a9O8Y/8+jIJYQEfiqCHyHBE3Cs1XtsTbUQEVFh2bLnhPue4xhFczQUdPAfuxFAuMl/60HRMJzTq2aQmd7Y3TU1CjSdy/vogpG0ITQexxct5jRLW0x0lJD3WYox32+MYImhHHv0HqWjG6FnbE2auo2DD7ylsjkv4uxfNXfXAEaT8Dt7DqmdatAYT111Cx7s+N16N9E0KQE7B9E5SJ66DRdiEdAbL7kkwadY0KTOgzZ4UpgXANBAAAgAElEQVTw+0Te7BxE9SJ6aJUZznGP7znPYhoJoW95eH4LM3rXopiBAa2WPMHvSwlMvlD8GoUEQg/+TDUrAzTsf+HoqxBy+1kICb7c3DSIWsWt6bH+CX5xX0jQMkSX+u1lcLXi6KsUolAhNUoN3MvzoMT/1vP3awyj2KaIAPD9EbSkq0ysWhhdtUIUUitCvwP+hJwcTTkzHVQLqWDQeSveBdYefc9zIo2H8xpjZaj1lwiaAoFUxynUKKqP5rdI0DKFvM5vta0w0Py3E7T0Dqc9XkSrUiZo/60EDeIfbmHcz2NZfdGTmHxp0FK493tLShVpw+LHAcTK3u1CJI8Pr2fT6aeEJXynCyQhmDOz+9OtSx9Gzd3A8qF1KW5iQMuCEjQhGj+/SJL/rxGik3Ga1RQ7Uy3shhzALfgT2iypB1v6d2fuuVeE5MbiFL+zT/1Nuc6MJnaYyp7HIkH7FFLidyICX4zAd0fQPrivpp1sdShbsakVZcARf2LDH7FleHsaNe3D4qsBvJf8WzUpnxrfNFwWNaP430TQJHdn0cDKAK1S36AGTQGD5B5zGpfASPs/QtCeLqetrenfTtAUcOb7r+QRC1vaYmrcjtXPAokvmPIl37f7Zwqm8Xx1Z+wtDAtI0KQEnJ7AT/PO4R7yCZL0d3cu7SkrO5fDXMeCbhtd8f/k4MRzZvJ4tj/1JvJDAQWRXGemSNAKCJ5YTUTg0wh8dwRNcn829S31UC+kRNBS/4uELOfAigTt37vFmT7Wad8KQYs+zi+ViqGv31YkaDl/hhnnyS//4Mdqxak09AAv/48ETfDZyY+Vi6Kn14wFt72JzmZSKEEi+TPLmUoI59isBZzxCiC+oI9QkaDlMQPEyyICfx2B74igfeDN6dUs/KUxVvqaqMoImqoBVXuOZ8qMuWxzDiJJoljKfyDc5TirJv1E55ZNaNKiI/1+XcLhR8EkKyUd/+B1kQ1Lf2fO7NnMln/msuWaHwkJfjhvnkz/9i1p138mx9xiSMn2oMsLeCmx3k+4dnwHG9Zv5eCVF4Qmf0AhVbZaycE8u36GfVvWsnr9Dk7c9iI69UOethtpMd48vnKUbRu3sPvoVZ4GJaLUFeBjgpYa/pwrh7ayds0WDt3wJOYT7WeTDfi8Bi2V8NfOnNy9kdWrN7D9mBOvQnPKlKPVtFi8n1zl6PZNbNl1hCtPA3kvkebS52SCnztzdv9W1q1ez47jN/GMTOFDzpfIX9GgSePwcXHk5M6NrN96gMvPgknMDmi68MnBuF6+yeu4JCSSSF46HmX7pm0cvvIE3zgJ0pwyZXQ5NeI1N07tYdOaNWzYfpTrL0PkCetzIKJ0mkasjwvXjm1n05ZdHLniSkBC9vY/ImipEby4dpRt69ew5aATb6KSv66DTHIIHq6PuHduDu1KmaKjU4/x+85w9c5d7t53IyAhNXOM0qJe43T3NbGJqST63Ob4zj84eMOLmGRlVU0qEW9ucnrvZtas2cD2I464BSUgyQPUtCh3nK89xC8uiQ8kE/r6Fqd3b2XbkRt4Ridn3lsa+5Y7Z/ayad1G9ju+ISKpIE4LBdegvfc4xoRmNhhrqlGs03wOnHPizn03/BNyzOHUSNxvnWXf5rWs2bCNI9deyO1n8+i+0lzJ61Ag6tQYapU0Qqv6RC66h6O8dk26uZT5+1/iH5UxBkIUt8874hUZR1peTSpfT/Hn9t4FjOzVlubNOzFgxl7ueZ1icqPPbHFKI3G7sIVZw3rStllTmrfvw8j5u7n5LpZ87agryyAeiwj8hxD4jghaGk92TmZ4l8qYaaujIiNoKrrYNe3JDz8O5vfT3sSlCvAhkMtz2mJrqIlO+SHsdQ0k9OVuBlaUvVCsaDX7Iu9kITlkg5zgx51tg6liqoOarL1C6tT4bS8relfGXFct/R6FVDHusJFXUUm5E62MySLEPOXAb33o2ncEk6dPZWS3qljq6mBZZzQHXkQpPYg+EOAwjy6VK9Nx6jYu3LqNw7bRNLSywL73Bh6GJ6L8CiMthLtbR9OxVQ9Gz1nHngObGd/CGiMze7otdybgveLlo0zQtuOweTiNrU0w1NNCTVUFFVVjav92Hp+41FwI0ccz/lMELdX7PPN7VKdKi5+ZvX4X21dN48f6JTCyqEjXeefxjE3JgVUaIff+YEyn1vQYNZu1uw+wZUIrSpkUpmzXpTj6xaPYlZYGXmZB92pU6TiFreducMthO2OblMSyXC/W3gvlvfKbpEAETSD2+WFm9O9O3+ETmfbbKLrXKIq+rgW1RuzGVY5/Mn53D7J8bBdqFjdEy6gDK06v45cWthhpqlJIPldU0bXtwlJHP+IUwstgTPXh4oLe1KragqGz1rFz+yqm/9QQaxMLKnSewxl35bmQjntayH22j+tK2x4jmbVmF/u3TKSNnSnmZbuw6Io3sbJ5LaPgShq0zWc3MqqFHWZGemipqaGioopRzYmc9IgiJdcVQfq9Mv9PfMWxxVMYP6ovbdsMYv0N/+z9yCyYdSANdmTj9HH80qcxdsY6aGgUp07XPgwYMoQhw5Zw9vVL7pzZzIwBzShbWBeDNsu5uncyHexN0VYthKp5D7a4BZPwJ6T6OrC4b12qtRjMjDU72L5qBgMb22BqWYGOM0/yKiIJ+ZpIiODxocWM6Voba2NttCqM4vDV/Sz4sS6lrIpgoquJuqo6Fs3mc9nbh4f7JtKuSmlsiltgoK2BmroZjWZf4l1U/uZ9Vm8LSNCk7zi/aip961hhqKWOQdlmdO87MB0frwgS5WOTiu/lZfxYvwYtBk1j1fZtrJ45iCa2ZliW78D04y8IT8zXijBLXPlRMk4zm2JnooXt4P28CFYy1hciuTR9FCudvAgtgEeqEH2PtX2rU1RPjUIqmpiVrUvjOuWp0KQpVS2M0FXN3QZNGuLMih+qU1RflzI/rMPJ3Z9XR36lsY0xukUaM/6gKyHvC9LXHF0XT0UE/oUIfEcELR19ya1p1LTQSydUChu0zGXiex4tbUNJuYenAe3WvSEqSfZE/MDzZS2xMtBARc2CdmseEp6YQYNSLzG2gnnmA8bMyo4aPScxrksFTHVlRFAFjbpzuR+akJ04KU+G1Fds6V2NlrMc8Y/LMJAWwjk1XEb01DFpsYwHoe/l9aUBe+lXxhS90iM44xebscJN5OLYylgYFOOHPW+JUhjsCqE4/NYYu/rjOeURS8Z7miTHKdQqoo+6Vk2mOwcTLyctCoKmiaFtVVr8uJQzrjINVQKvdw+kcmEd1A1bs/JpKPl5HuZF0KSBpxlTuygl2y7ldkBClsYm0YXVnUtjomNEjYlneRujeCEKhF2eRtMy9Rl34g3RCvaQ5MS0elYYqGtRY6ojQbFpIA1k/4AKmBvYMezEu8ywGYkO46le1IhifXbiHqFkz1MAgpb6ejv967RmxqV3RGfMGyHiDGNqFkVfw4Rmi24TEJdIqOcTrq3sTbnCuqhpWFKmUW9m777Gc3c3bh+ZSxd7U3TUVNC0H84x98h0TzlpEGfH1ae4dRsW3fAlLjPeSyKua7vL2zKqPo5TSiRKCLvKzJblaDD2KG6RyRnENhnnGQ0paaSBVvXJXPaJQqJM0AxKUaVZfxadfIR/fCoJ7vsYVrMIeuoye6kHBMR95oUnRHJlwUTW3nhHVOIbNnYvi33fzbwITshBrJUnedax1HcHfctZoKvTiuVPA1A4AAoJPjy9d5kVfSpiqaeOVoWm9BqyhOOntzOlc1Xs6k3gpGcEiYHnmdjYmlKtf8fxXUwmOSfxKRt6V8JCz5BqY4/xKkKGhxSJJJWAg8OoXkwfdUNraneZyHYnD6JSPvAh6CzjG5XEUMuS6o0a0GbiPu77y+allNDLU2lmY4x2kV788SKI93loO7N6pnxUQIImb0LCnfktsTPVxnZwzi1OgeALU2hua0uruZfxVCKOic820bdKEfQMqzL68AvC5M8uZZk+c5zmmmF/ZkjjSXs56/SAhw/uc/vaabbP7EbVGj+z51nAF+IgcwCJwOG35tiZaKAiW7A2mMEFjwhS/0y3s2tiY4SGfNGSw4sz6Rmb+lalqK4qKnrN+f3WO6JkU1P6mk19KlNURwXVws2Z5+BJZOYz/DN9FL8WEfgPIfCvImjSt1voZmOEpsyBQL0yEx0V5AUSz4+ifGFd+daomlU/9nvGpGsaUq8yoYqCoKmgXnkS14LiSUv24MhvPf7H3lmAR3V0YZh4AkkgrkiCBIIWd0lwh+IFWoo7LU6xFvdAsSKFtpTiFHd3SyBYiJIQ94Tosvu//7Ob7GajEKyUDs+z5O7duSPv3OR+e86ZM7g07cL0/c+IUwqLXDeHjOAdA6hYujNuj6IyvyFnFEo6OobKlvIHfA0mZwopyY05NLY1Qt9xKPufx2YKNAn35jfHztiAWtMuEZyQIR7jTn1PHduy9N3qRXSKmlkk5S5L2zlgYlKPGWeDcwm0Ei2XcifsZYYFQt6VtPNMqWuDoa4t/f7wyxKAucaSdSJvgRbL8Qm1sTF2YOBO31xpLZKvzaapvTE6BrWYcjqIOLmqiDvNpPr2lOuzmceR6lbIFO4t70g5U1PqTj1FsLyw5BY/NS9FcX0Hvt2TJdAk7otoVboERWtO5nxgXJY7prACTRbMX4OrUbbzMu6FJmTxIZnjE2pia6SFTrXvOBkQoxBEUq/VdJEH5es3YPaVIOJUpk0Z8Vfn0rKMCbqaJWi78h6hiVLiTkykvn0JHPr/jleEmpCUY025zo8ucreXATUnHicgRg4nnjNTG1O6fC82PgjjpdoUp7qvpEsFc8zqTOaYX4ziPlFZ0Eq4sPBqEPGq/qRx6YcmlC6uh03vrTwJU7OcZE2p6kjywI2x80/iF5HC/+L+ZmwtO2zbrcA9OOGdBFpGAzJ8NvSioqUB2mUG8JtnGNl1Rhyn5GM2LUO/bY8IzZHMLeXmfFqXM0XP4Au+O+yjenBL7i6mXTkz9C268LNHMIkqVqmcn9EIBxMdjFsu4mpAXNYXqbRLzG7mgIl+RUbsfUp4oSxHH0igxZ1menNHzMr0YfP9FznEUgq3FrajgrkeBjXGc9ArolD5B2V+mfFnBg407t6Xr4cMYcjgQfTv0ZKqtsZYtF/Kdf9YtftedUsUeCD1Wk+fKjYUlf9d1SxO6yXX8Y/N/BKQeoZpTctikmsVp4yA376llr2h4m+udsWh7PIMyUz5kczp6U0pZ6pFkSKaWHddzbXn8YXuV4GdFh8KAp8Bgc9IoEl5tqoddnLrmfzbnK4Lyx5nCSbJzdk0tDHMWFygaU7Prb7EyC1V2QSaFjb9dxIQm/pGbkDF/MuC2drLAVOzMtRq5kLL1q1pnflq1bgS5gbaaGoUo82qx0TK/RuyBLzPH+Hco3BSlTFP0mhOT66PtaE+TqMOEyQXK7Jodg2qiIVle9weK10jandceiwR0alIVQErSgtaHmk2XnmxqkNpSugZ03GtF5E5HopqtaoO8xRosXsZWtmCYgYtWPIgXO0hmXmZ5DY/NS9JcR0dnMce43lsKlG7h+BsaUm7lZ6EqysQxSXpxEXIXX7KODQZCT4XOXr+IWEpkkyxICXm7DQa2xljUGEEBwMyxErG5YVbxSkL2U5/JyssSn9BkxYtVfPUunUrmjhbUlRHE42iLVnmEaoYm9R7Ld3KmqFv3J7Vj8IUrjkVIGkAm3uXx8JAC8sem3kaHsy+EdWxNjSg+cJ7BCvNSqoLJNxZIHfr6qDjPJpDvlGkRO9leHUbrNoswz0ktzhKj4skOuWVKs5NJdBypdmQ8uznbpQ3N8Co3arXWMIkuK+cyMorgUSlyYjaP5Kadja4zr9KYJYCVfU6r4P8LGgZZWUEbOpDRauiGLRcgntQfHbRF3eQMbXsMTZoxrybgcTlNPZJ7rK4XXnMdHWoNGI/XhEZv4uSe0toX94MA+uebPYMURM2Eu4v70AFcwMsuq3j/ovErN9dyX1WdKqARVEremx8QHChTGgfRqDFHRpHvVLFMWgyl6t+MblEieTeUjpWtEBPpyLD9jwmTGlNz2sisp2TEb1vFLVLGaNXcyLHvCIUXzIyikjx2jCAb92u4B2pHiOQrYJ83kjx3dSPqjZFM/6ualdn/KEnhCstXvktEpD5sbl/NWyLaihCAnQbzeSCd1TmeCW4L+uMs6Weok5N046suOGfka4ln16I04LAf5HAZyTQUjg0vDxmBhl/EDSKtWetbzTJmW6NVx6LcLE1yjTFa1Nt0jki5L7BbAJNG4ch+wmMU7rn3uCWSDvJ+GqWFK88nF13n+AfFERQrlcw4QnZA77lNUsiPTjoNo3RI8YyuFU5iuvrUX7k3zyXt592lsm1rChu/xU7/N4kUWwBAk3qzZrOcoFmSPuf316gSW7Opamd3ELWBrenEWoPSSWnJP4eIXdvaVG09UoehUdzZmpdbEvY0+/3QiaSlURy/+81zBgzgrGDW1O+hAF65Yez3y86y6pQSAta2ulJ1LEzxXnI71z39MtjnoIICg4nIV2qEBUFCjQk3JnfkjIldNBrOp+7AWeY61JaYSFrtcKTEHmgVY5/SYfHUMPWEC2DViy7H0zkuRk0LGmCfZ9feRpesNVLXlVBAs13fQ+FQDNsu5IHr7GESSUSpP/7H8hC2DGoKrb2HVhxO5iEnGIpR/+Vb99UoBXNQ6BJ7ixUxNfpGbhmc48q64Ykjo6vTUljLQxcF3MnME4xFwUJtAcrO1PBIg+BJvXErasTFgbmdF17nxd5zElWuzmPPoRAk3B3caaFzGUht/xjs4tXeReSjvF9/TIU1zLAZcEN/N84QW5yZvyZPuW+3cHDbPnPJHisnszKCz5q+c5kxD5y52n0S9SN8zkpQCqnpzbG0URu7ZJ/8W3IzAs+WWk58hNoqaeY2sgx07KmQVGX+Vz3jckcr5RHP/ekirVBpuirxIg9D9X6lrsX4owg8F8k8BkJtER2fV0GU/1MgWbUiQ2+Maos2q8eL6eNXFwoMl5rU2H0EcLj099doCXs4msHU4rZ9WdnQGyWeCjgbpIlPGL3zJ40b/UtK048Iz4tlXsLWmBvrJ8l0BL28G05c4qZdGGDd5RKaOZf7YcXaGnnJlPHxggtnQbMvRmSxwM9naszGymsmLrNF+ERFszuIU5YGprQed1TIt7Acie3MD7eO4c+Lq0ZtOwYT2JTSXVfrHBxGryjQEvYO4RKVkbY9d2e2wWZB9iCBZoU/409KGdugEHLpdz3/5upDewx1tah/qy8rVHp1+bQrHQJdHSbMf/OC4L2DKeyjRElOq7BM/T18V/vS6Aphyr120TvitaU6bGB+6Evc4sFZcEcP99FoKVdnKkIENfWqceMi/7EqNy0ykbSufGTPH5LF90mP3L9eYZL7vMQaGlcmt0CR1NtdOpO5Yx3VJa7XjX8m8xvI7cg6tJ4zhX8FEFbyg8L+KmKP7PKI/+ZFP9r1/COS8ha1Sl5xIapSzn5LOQ1O1IkcHBsbUoZZ/5d1WvOvGu+xChdzPkJtJeHmFC3DMUViwc0MGy1iOt+SkEqxXtjP6rZZlrltBz55jcPgt/k70MBCMRHgsDnRuAzEmjpnJ9UE0v5KqMiRdDQb4ubd5YFTeK+gOY2RhkuTg0dGs69RaQ8Wv5dLWjJBxlW3pyierWZcTWUzPCxXPeJ9FWGeUIWcZpZLR0wqzqcvc+Ugf8S3HMKtJTDjKxkQVGdCow8FERcWq4qc5z48AJNcn8JrUoWR0fLngF5xKBBOtdmN1Yly/WJiuHw6CpYFdOh/IiDBMS8xjIpi+Ds3DaUs6jK0F2Pic6M+5N4vB+BlnJ4FFVtjNCrNYVzz2NzPxwVRKVIpSjcZK8TaHK3YlmzYjh88xfeITcVcYGmulrYfZVHDJo8dcn1H2leugR6Vr3Y8iSc6CPjqCG36pYfxl6fyNeK+/cr0KQ8dOtMeavy9P/tMeFKU3OOuyqvt+8i0CSeK+lU3hw9LTv65hGDJr+Hbs5vqQiwt+rxC54hLxVz8XkINAkP3bpS0VIfLdvebPbIGYMmv0lusbBtBcz1LflyvQdBb2j1k/ltzsh/Ztgij/xnOWdRRuzpOUxYcxmfiNf8TpLKmWlqFjSdekw744XKU5qfQEu/xrw2TpjryIWdBnrNf+SqT3TmlwAJD9d8SRVrfYUFTUOnNhOPPSVcHpYp/gkCgoCKwGck0CBu/2CcFFs+FaGITjMW3s+KQZPHVNW3MlSs/tTQdmb8ycwFBO8q0F49YImrHca6OlQYfgDfPNyjsqjTLPhxJ89i4rj5UzNsjQxwHnecF3ILnuKfXKDJdwFQs6C9esqqDqUorquFfe9feRStXOGnmjskvrvZsOcpCYoVqR9eoJFygan1bDHS0lH0/3lszi19Ejk4whkrQzM6rvUkIikdr9WdKWOih5Z9L7Z4RuYIGJf77XzZs3EviXEvkdxdgGupEhStNIYjarFm70ugST1X0N7RFD2d8gze9ZSoXL4dGVFnlzB/5xMiEl9RsEBL4fSkutiXsKPn5keEJyVzcUYjShbXRqfSaA77RWdZKzKnLPHQGKrbGmPWwQ330ETSn/1MN3ngu5YdPTa6E5Zrea0Ev32b2Pc4UrEQ5L0KtPS7LGrjiEWloexW7J0Zz7lffuVlVEzWDZbP0bsINFIvMau5AyY6OlQceYBnmTFmWU295Mj4WpQsYUa7FbdUK1L/rQLN4evfs7kbU6/MxbWcKTo6TnnHmL08yvf1SmNi2pal15/njtHLAqV2pB5/ljv/mVrBjMPUh6wfNp7NN/3ysGDmLC3Df8sAqtkWy3RHVmDoXw8JUQr6/AQaCRyb1BjHEhlfmHXqT+PMs8jMBRzp3F7SkUqWuopV8trlh/CnZ8gbeAly9k28FwQ+bwL/PoF2YYpamo2MvTjjlKuzkq7wQ0MrDLXlqzjLM/JwUGZuJxlRfw7AwVT+jU0T4+aLuBmemW8sm0DTotSgPTxXpYh4k8mXcG9hi4zFCfoV6Lf5LpFqyThl0ddZ0bsbM0+9ID41nN/6lsFEXwvbr/7AN0a5GCGJE+OrY1VMl7LDDma2L+XZ2i44mOihqWND6x9P4ZeYmb9NrmueH2Fqn7H88SiKZIVxTsLtec0U1iur3tvwjVLbLP2VF6s7ymPQitFutdcbuRrTr/xAA/lWT9n24pTguaojDia66Mi3gPJRiweTo0o6y5T6tphVHsn+zJWHUu91ikB7PU1tbFrP4bhPgipdCJJAjk7/inG/eRKZJCHij/6KOCot275s84pU/cFOPvk9tWyM0HUcwl5ftTbTrzKzcUmM9Uu/2WbpEg+WtnHAVFcT/fK9WX8jhJeq7Lcyom+40b/HTI77Z7ShEmhG7XB7FJp9kUDCOaY1LIlVzQkc9s9cZflwNV3l1iEdB775y4vIbAHeSZyf3phSFpUZvudZxgpYqQ8bezphoa+Jtk1LZh3xIlaZSwUJgcdmMmD8djxCMlK8SO4uorViq6ce/PI4TC0GUIr3uu4KdsVaL39tDJp8quR1tXG0pPqog/hEpiKLOsCMGTsJDU147U0v9dtILydLiuq7sOhuVpqNjAtl+CsXCbjmsUgACY/WfkklS310ygzkj0dhqnlWXJ90gZnNHbCsPJSdj8NVnxUs0DopYtDMu67NsUjAE7cu/0wM2h1FrJkBVt3X45Ft4cJj1veugrWBDqX7b1NsLK70FsrHn3RxDq7lrHEe/Aeeoa+PS8xgnszZ/PKfZRTI+l8Ww/WlPWk1cht3g17vVpdfKPP7lYE17Cgmd1dq6FF36km8Mk1oEt8tDJB/pggd0aLUV7/i8SLD6pl8azGdKlmip1EELYeBbPN4keFOlcVwcFxdyhTXVCQbbzD9GE8jX2fJyxqCOBIE/isE/nUCLV5uJTOVb4wu/2NhQJP5d7IldYy/Op/WZYzR0dSl+qRzBCdI+J8sioPDq2FuoIWObQdW3ohEmQZNFrWD/vKHnuIPjAaGLZfjHpGUa3VVQTeELPIYE+pZY6itgYZ2CSq49GHE95MYP6QrdUs70mb+OV4kyhPKpnBhah2sDbXQLOZMnwW/sXfPZuaP7EPXhg4Y6mpjVH8C23dv5eCtGJJjbrKknQMldDUUySFNHevQutcABnzZgkr21fn29wdEqVJxp3BmYi2sDbUp1nIZDyLUYorkQqahLUbaujT88TahbxANnvD3CKpYFkPbvAebvNRi4FIe8kufqpgXNabmuAN4xaZlui2S8VjVFadyzZl+RJ5cVRkkn8TtZR0UyTPlOeV0TR2p3bonAwZ8iYtzSaoP2oZ7REZS0pRLM2hob4y2ZjEq9fqJX/fsYfOC0fTr1ghHIz10DOsxbutfbDl4k8SkNEg4xKhqcu7mdN/45A2Ep4zIE5NpUlIei6iBVvHyNO81jAkTxzO0Wz0cyrbmx5P+qr6rBJqWJc1nHuVZXOZYpSGcmOGKo0MTph3xJVY11hQebe5PDatiGH8xhr2Ps5LGJt9fQw/nCjSbchDvmKxEvkl3VtDFyUyRyFVD1xSHWi3p0b8/PVwrU6r6N2y5E8rLzDit1HPTaFiyONpFXVh4+wVZ6c7SuT63hWLBgm79mVx5HpuVaiKfGzft7FTql6nKN388JTz5JXdWfc/Ss/45RGXeF6ffnIero9wK9AUTT/kSrTQEK4rLg+s7Ut5cD50a33PSJyorz5myutTH/Pp1bWyNjKkxchcPIlIyf9+SebC2N9UqNmPSvifZLJypF35QxK7pmnVh7f1gNbGcztW5LoqYNfnKyCsBMVljT7/BvJZlMdU1otXSOwTmWlmr7FBeP5O4OKsFjiZFqTPlND5RhVn9KCN05xBq2BuiY9eRBYeucfPQKpb/eY+w2HRSH29jcD17jI2rM3yHO2HKpLTJnqzv9wWVmn3P7ocRua3NeXVTfi7xInNblcNMz4Iuq+/lM850op+cYt3I5jha1GDE7mH74iUAACAASURBVMJskJ7IzaVdqGwl/4KrgZZNS6btOM/tS78zqV1VxZdTzcy/n3oV+7Li8H3iUuS8Erjt1psaNvJUQ86M2P1AsRBAFnOCqS3KYqKjjZXrXI55R+WyNuc3VHFeEPgvEfgXCTQJt9cNpHFpQ3QVgafyzNUaaBqVoUH7gay8EEGSIjGojNg7WxjrWpYSJhXpMHoa04e3pGxxU8q5jue3e1GkZFpNJB6/8HX9kor0ChnZ4YugoWmEQ/1OzDkSQqLqwfv6WyLN5yAzu1TGXLXLgSbFHF0Z/ctVQtS2mpGGHGWaiwPGuppoaOphXrkzP+x/ROilH2lRqjg6mtqY1hnDX49iFNtLySKu8vPgRpQyytzeSkOb4pW6MvvAY+Iy95+Sxd9n7+LBNLLPYKOha0+Tb+awyyOKFzd3sfDbhtgb6qBZRANt6wYMWHyU6MS8g9pkMffYt2oK3apaUFRbgyKahji1G8nsbdcIScq04CV7c3j+V9QraY1D7fZ8PXokAzo2pkG7MWy8LE+OqxRnmdxkEVxbO5QmpY3R1cyISdEqXokuM/fxMEb5cJYnsAzh+A+tKVdCD00NTfTMKtNx2h48gy8xr5UDJrqaaJvWZuTvFzizYwVTu1fDslhG8kxDp7aMmPUrV4JfZlno8py2NHwPz6VHdXlajczAZ81iOLQYybqLgSSqtgsjy8VZtCbd+jShVqN29Ojbgza1nXBqNJDlp3xJUFm8lI2l4H10EQMblMbaoTbtBo5ixIBONGnYjlHrLvA8USloleVlRF5fz4hmjpTQ08yIydEypmLnGex5EEWyXJzJEnhwYBnDmpWhuJ6mQqzbNRrAzB13CA+8xd6l8l0jiqOnWQQNbWvq9ZvP314xartXKNtS+5l4nSVd6tB+zAJ+mjiUUSvP4hebJRzVSqoOZTEe/L3hJwY1caCEvjyjvBZm1bsycsZS9t6NIiHoOr/PG4w8cam+lvx3yYQqnYczc/N5/OPV5lleY4oPx5d8Q2MHWxxqtWXAyBEM6NyURu1G8vNZ/4xdQeTlZMHc3LWcEc0dFZbnIprGVOo4ivl73An3v8buFaNxcTTJaE/XlkYDprL1chCBN/ezckxLyprIdwnRpFiFdoyY8yfhUYmq8eQ+SOfm2uH07uhC07qVKW1tgamJCaYWpXCu3ZCmzV34ZvVVgmJfL9ZkMReZ16ES5vI51TTCqdtiTvkp8x5Ciu8Jlg9uSlk7B2q2/orhwwfSuVkj2o1YzWnfzByNuTuodiaV2xtG0N2lNs4lTTDQkd8XOpiUdqZG7brUq1cv81WHWjWcKWtTHH1FGU2Mm8zilHeUWhoOtWrzO5Q85+SCntSwLoZ2phjTKlGZ3ouXMbKRI5ZGxlg7VqW+S0f6DFtBQFBURk2yeB78NYNu1a2xqODKoAmTGdG+KtZWZWkydC0XApTJuvNrWJwXBP67BP5FAq2wkyQhyus6Jw/sZteBk1z3kQueHMKhsFW+tryUhKCH3Lx6DXfvcF6+kmXlZFK/VhLH8wd3eBAQS5rKxSYl3v8edx4GEpemzAuWdVFKxDPuXruOhzx/1it1p0hWmY9+lBaF7/0bXLp8k4dBCUhexzclAu+717nu4Utk8qusTZuzdVxCXKAndx/4E5OatY+pNN4f9zsPCYzLsZ9htmsL8UaawIvHt7h6zR3vsMQ8+66yoCnyoAUT8vwB1y9f5e6zcJIkuecoe+tpRPk94Obly9z0lG+jlP8+qxnXpRLpc48b193xiZDvafqh71W5SArjyY0r3HoWSbIyJ1/2QXz4d2nR+Hve5PKVm3jKd9ZQ/T58+KY/eAupUXi73+Lus7B89pyFtGh/PG9d4crNB4q8gf/UNLwZCxnJIQ+4dHQfew6ew/NFAmmSWPwePSPkdb+Xkhh8757j8N7d7D9+hSdhL1H7LvRmzYtSgsB/jMBnLND+YzMphvveCWQXaDkS1b731kSFgoAgIAgIAoJAFgEh0LJYiCNBIBsBIdCy4RBvBAFBQBAQBD4iASHQPiJs0dS/i4D0iRsdFXtxurL0fggJn4hn+d9FUfRWEBAEBAFB4G0ICIH2NtTENZ85ARlp0d6c+rE9jiZ6aGhZ0GLabq4/C+elJJ+4ws+ciBieICAICAKCwMclIATax+UtWvs3EJCGc2vfVtavXsWqVWqv1ds55xtf8OrIf8P4RB8FAUFAEBAEPnkCQqB98lMkOigICAKCgCAgCAgC/zUCQqD912ZcjFcQEAQEAUFAEBAEPnkCQqB98lMkOigICAKCgCAgCAgC/zUCQqD912ZcjFcQEAQEAUFAEBAEPnkCQqB98lMkOigICAKCgCAgCAgC/zUCQqD912ZcjFcQEAQEAUFAEBAEPnkCQqC9Zook8cF4P3TH0zeU+HSRA+s1uN7vx7J0EiKe89TjOhdPn8fjRRLp0vfbxPutLY2Qm7tY88dlwhJSVfuwShMDuPH3JpbM+I5x3//Aol/P4S3fu/D9Ni5qEwQEAUFAEPiMCAiBls9kvgo+y9KBDShppI9FtTZ0c62Mbala9Fl6jqCX6aqHbz6Xv9/T0gQCbh1i45yhdKjTkhlng4lPf79NvI/aUsIfcOq3xYz9sjENRu3CPzrlHThJeXFgGt2aV8XGUBctnQqM/DuAmLSPsIl4oWFIifbYxeyeNbAuqotVj008CU/if2kvuLRxHO2+qEjFSuUpaVoUHU0NimhoYdZkFiefx5FeqOFICTz0E992bEDVSk6UL19e8aroOp1jATGkFqquQg9SXCAICAKCgCDwEQkIgZYX7HQPVrR3oLiuBhoGzVjkHob/nqFUMTdAS8eJ0UeCiC/ckzWvVt7wnJTAc5uYP6I5pYx00dRxZvyJIOI+NYGW+ID9KybTuaIJBtpaWPfZhk9U8jsItEw8Un82fOmIRele/PoskuRPUITIoi+w/sfFTO3qhHkxfb6YdJqnt3cxpUNzes7ezZ2wZCTyfif5cHByC0oV10VD25HBu58RmfIWA5L6s7mPE5YGGhQpUgStsoPZ7RXB21T1hjehKCYICAKCgCDwkQkIgZYH8OTT3/OFZTG05A8/6778HhDCvtHOmBfVpIiGER3X+xD9sZVCyhFGOVtQVPcDCjRZNP7+0aRJ3nbTSQk35zbD3ljv/Qm0uAOMqGKNVZtleIQl8rY9y2Oa3+8pWTR/fVsJK0MT2k6cQccq1emx8jIvEiTZ20k8xoRadhjpOTHyoC9Rb2URTOXk97WxN9YUAi07XfFOEBAEBIHPhoAQaLmm8hVPV7bH3lgXDblAs/mKPwNiibi9geEdmtCs1wJOBiYW0jWVq5HCn0g7yYRqVhTT+1ACTUrg7uH0nHWSwNi0t7R8Sbi30IVSxfXfm0BLuzCN+nZm1Jt2kaC4HGKn8BQzr5CSGHSPU3u3s37lEhbOn8e8eRmv+QuW8fulQBJSCykFJXdZ2KoMJrr6FCuqi33PjbiHviRXyFzyCb6rZY917Ykc84/hrfQZaZycKATaW0+/uFAQEAQEgX8BASHQck1SOtdnN8TaUDvDOpEp0P7x+J4PLNCS76+mawULKo84gH/MpyLQJNxf2prS5pUYts+P6HeeBAnB17YwqVMV7O0qUMe1K/0GDWfU6DGMGZPxGjtuEiuOeBGbkkta5bpTsp2I38fwytYU0yiCpokLC6+8ID7XKoB0nv06gJrVu7DwdMA7uMmFQMvGXrwRBAQBQeAzJCAEmvqkvnrCwRXzGdbEHkPdDPeRplE1vhw3iWmzN3JevopQaVh5FcHdvcuZOLAzLZs2xaVDH8Yu3Mmt4BTUPYSvvI/x86KfmDVzJjMVr9msPx1AQuJzzq+bSL92rrTtN51dnrGk5Hqgq3Uup0BLjcXr/F62rtvAjuO38I9NR5pnOFMKIffPcfD39axasZrNey7xLDqNV2plEx/vYHg9awy1tbDvtph9Jy5w9fpDXiRLsluAJLH43TnFrl9+Zv3Wvzjp/oKX6VI1a1tuC1paxH1O7dyI28r1/Hnei9jUV2rl1caX16E0iM29ymJh34NNTyNIUutzXsULPCeL4ppbH2pVacGw5Ud5EpuaD68Ca8n3Q4n7Ylo5mKCroU2l0X/jF51d5Eqj7rN3bm9adZvCH7fDSVIEpeVbndoHqQRc2MKsId1o1bwFHQfOZMftAPaNq/UaF6eUSI+DrJ46iK6tm9HMpT29R83j96vPSUxT3sRqzYhDQUAQEAQEgU+KgBBo6tMhucOWicPpXM0cA+2MAGyNomVp2r03/b6ZywHfOOSer1fBJ5jdthzF9QyoNGg7916E8nDb11QxK4qBnSs/HPYhXvkQTHzO1V8GUcPMQBHTVqSINl9M2sbSntWwLKqlcKMWKaJJifZr8IxMyj/GSk2gjdq0juHNHSmulyEiixTRQNemGVMOPCNWzTX3Kug4c7tUo2qHyWw8fJFLxzcxurE9lk49WH0jnCS5IHz1jP0LJvBlTUuK6mhhXKklvb76mkFDFnMsKD5zZaCE0GsbGN2xFd1HzsTt1z9YP8EVhxLmVOiymLMql6+6QPuFo+uG06yMCcbF9NDS1EBDswS1Jx3CNy67eFGfgmzHcfsYVtkKC5eZ/L56LrNn/8DkcYPo0XUwy074EK821mzX5XqTxpNNX1Gn8WA23w7LGHeuMu9yQkbUX99SyaoYmsUaMedSEApvrCQar7PbmT+sHXUbdGb82rP4xqdlF70FNSuL5vKSrjibG6Apn2PzijRsVg+nis1oXsMMQ/18YtCkIZyZ35XK5gYUderPxqt+BD/6g+F1bDAqakvzyXt5FJXy5v0oqI/iM0FAEBAEBIEPQkAItFxY07k8rQ7Whlp5uzhf3mZx29IZKzwN2+L2JIokuUHi1X0Wu9phrKOBlmVbVigFkLz+tOOMrWJJMc0iFCmihZltWWp++T3julTGtKg2GkU00Kk3i2uhCfnnxlIKNB0zSlVtyrdLdnL2xjWO/7GA/rWsKKatgZZFW1bcCuelXHhJg9jezwkzw3IMOxBAbGawU9KxsVS3Msa29694RynTYKRzYWo9bIz0KDcsp4tTRtiJKTQt14Bx+55mCcDks0ypZ4uRth41p5wlJEORZMag6WHsWJ0WXy3iwF25lS2RJ79+Q3WLomgbt2Lp3VAS38CDmHJuKnVti1Pcri5frbpAYGI6MqQEbuuHs3NXVlwPIbEgq2Pm3Er9fuWruh348XQgsR9k9W06V2c3VazONGm3invBUXgf/pGeX1hTVCn0tY0oWacnM3a5E578JlZEGRGHx9HA3gjtInK3aVPmng0gLv1/SAP3MKKuLYba8vsp5yrOJO6u7IqTuT6aGoa0XHyHF/Fy2FI8V3aivJkeGloWtFx4nsD49xXTl+uXSJwQBAQBQUAQeEcCQqDlAliQQJPiu6E7DiZ6CsuXdpXvOB0cT8ZjLokjo5yxlK/0LKKFbZ/tPI1JybCIpZ3iu+pKgaaBdtXvOCW/LsWLXVO+xKVpF6btl7v/ClAtSoGmbUGX9Z5EJWe5qSQ+m+lT0Qx9TW3KDj1AgDzIX3KTuU3tMNZ3ZMi+rPxhknsLcLE3xqDmVC6q+l6AQIs7xaR6dpTrs4UnUclqFr4U7i3vQFlTU+pOO02IIu+H0oKmR4mWS7gVmphlpUm7wLT6dhjp2tL3d583SC8hwX1xK0qbWtNs7lmFmFB6OKUPltHWwZLaE0/xPPZ1+Ubk9bSh8ei/8IpUCtJck/5uJ6TP2dSrPOZFTeng5k5oQhzPrp7k5LED/LlpJXNGdaaGjSE6mkXQ0Lah7ZKLuVd35uyB9DGru5TDXE9uyZVbWN3wCFGuYk3lxHe1sctjFafUbwv9nC0xkH8Z0HZm9N8+RGaK8+QT31O7pHHG6mSbHmx0D+Vl1m2UswfivSAgCAgCgsA/SEAItFzwCxBo0me4dbBXWM/klgtdl6U8UrklJdyc3Qhbo4zFBZrmPdjiHZ2RmyqbQNPC5qs/8Y/JyjSfqwt5nVAKtDxXcSZxZlJthdVPp9IYjgXKE6DKSPC+wJFzjwhLkWQKKykxZ6bQwMYQfadRHAqMzVxFmJ9AkxG9ezCVLC1pt+ohEbme5unERUSTIlXGoSkFWh6rOKVeuHUqg4m+MR1+fkL4S6XcymuwcoPPc37p6Yh5qR5sfhqRLf+Z5N4iWpU2wbT9ah6HvSw4pk3qzdruDRj5pzcRHyo1SuJhxtawwdikHSvdQ0nMQ/Sk+OxjQpOSCgurpkVX1nkULI6k3mvpVs4cfQ25lUybmpNO4x+jtHjlt0hAis/6Lylvrp/hOtdtyrxbQcRl6n7JnQW0cjRFV16nphld1z4gJK/O5jMl4rQgIAgIAoLAxyMgBFou1gUItJTDjHAyp6jioalBsfY/4xOtTMb6Co9FrtgZ6yjcTkW0qzHxbAgKL1I2gaaNw+B9PC9sKosCBRrE7x1MBYuiaBXvwgbvHAldJZHcP+jGtNEjGDu4FeWK66NXfgQHA14n0NI4N6UONsXt6fe7L1GvzYRakEDz4ecuDpjoG9J+zRsItJg9DHG2wsJ1MXfD1CxxQMKhkVSzNqJEp7U8DX+NQEu/zMzGFalWpxFNW7jg4lLwy7VlB0ZuukP4m/hOM++d9Js/0qK0CcZNf+J6UHy+burESzNpXqo4OtqlGPCHV4GCMfX4BGraGaFZRC7QdGk67xYvlEor3zQbqRyf8AV2RhmxaRpFW7P8/gsSMgWj1HMlHcuZoZcp+qqMPYJ/VFqu3wBxQhAQBAQBQeCfJyAEWq45KECgJe7mG0czDDIFmlHH9dkE2uMVbSkpzxIvf6hqV2DU4UBFzBAfQaClX/mB+rZG6Jh2Z5NPVIbFSZbAoz2z6NW8Nd8uP45XXBqp9xbial8cgzcSaAnsHVwBC0MTuqz3IvK1yyjfn0DLyH9mSq2JpwmMVVqO5JMl4dZP8mz8BjiPOfL6lCCSOyxo1ZD+87ay88ARjhwp+HX02BnuBMSTpr7MNdc9on5Ciu/6Lylnbkzdaed5nq2v6uXksYgXmNGwJMV17ej321PCC7DoJewdhrN1sYx7SUMf16UeBCuVVr4CLZH9I6pga5i5wMWoLSvvB2cJNK+f6VZBaZXTotzQ3fhFpOTopHgrCAgCgoAg8CkQEAIt1ywUINDSzzOlthXFtORWDQ3027jxLCop08UmwX1hC5UFTUOnAXNuhGUEsX8MgXZ1Fg1tjdCvOoGTQXGkyyI4M7sVjuZVGbbHi5jMFY8S98IItBQOj6qMZTEdKoz8+w2sfu9LoEkJ3NQTR4vyDNjhk91yJ32CWycHTIs6MmSvD1Gvy40mi2L3kLr0Xn2H4IQCYvxy3QdveEIWzo6vnbEyrs53JwKIKSgkLv0ac5qVxsTElcW3giioO6knvlOzoOnQcM41nscpV0Tk5+JM59LMppQukeFm19B3ZbH7C+IzLWiSB8tpXzbTgqahQ73p5wlUuU3fcLyimCAgCAgCgsBHISAEWi7MBQg04tg/tBLmBhkuJJ2mC/GIfJkZ35XO1Zn1sVHEoGmgXWkcx1/Eo3hefwSBlrB/KBUtjKk0+rBiJ4D0O/NpLl8M4Dw2MyYtY6BygeZiXxz9fCxoZYfuV7NKSfFy60TpEnpo2fdiy8Mo1NYmZFboy56Ne0mMe6mwbuW7k4C0MC5OKU/cOuJg2Zy5N4JRLELMnCfpUzc6O5ph2mAmF4LiMhdo5JpEtRMyIvcNp16HHzkbGJsxH2qfvvNh3EFG1bDFpMZ3ig3LC9JnUv9N9HGyodKA33gYob7gIncvpL4b6FFeae3SpuKog/hEKeMW8xNoEH9oDLWUrlGdRsy5Fkhspq5LvzkPVwcTdIrIFys4MfKAN5GvE7i5uybOCAKCgCAgCHwEAkKg5YKczsWpamk2FHtxxmTmA4OkqzNpZJOR+kC73EgOKQLyAVkUfw5wxEy+gbWmMc0X3iBMke9C7tpSX8WpRalvdhMQq3zY5upA3icKjEGL59i4mtiU6YjbnXCSpDIifuuHo6k+Wrb9+E25WEG+X/eJCXxhVQxdx6EcUItBuzG3KXaKPTS346tKvwFS73V0dTRFT1Mbm9ZzOeGTkJWsVxLI0en9GPe7J1FJcuuUhDvzW1CyuD5WvbbiE6mMz5MH/T9jTWf5IoFitHV7QliBiwTkecUG4WTXivm3g7MsTbI4zk5phL1NHb4/4qtKHZI3MLWz6Q9Y1aU2HX88hV9cesGLCtQue/2hjKh9w6luY07DKbs4+Ncx7oUkokyBl+16aQiHJzSmcstp/P0sRpFPL9vnOd9IfdjYS7khugb6DWZx+XlsRnybxJv1PZyw0M/cLL3MN+xUbpaefJ2fWjpgqqtBES1HBu/yIkIROygjZs8wqtoaolFEE6PGczgfEPsGAjdnx8R7QUAQEAQEgY9BQAi0XJTjFVYys0wrmYZBY+bdDuelyjsWz9UFbXAoroumbnUmnn1BguR/yKIOMqK6OUW1dbBtv4Lr4UmqYHFZ1J8MKGeWuSJPA0PXZbiHJ2WloMjVhzxOpJ1hUk0rDHWs6bLOnYhkZYdeEXpqKs2d6jHstwdEZW5RlHJxGvVsjNDSLIZz7/ls37uHzfNH0bdrQxwN9dA2qs/4bbvYevAmL5NTCd7eV7H6T6dkN1aeucvtg0tZ/KcnsS/jub20A2VLyGPrNNA1daR2654MGPAlLs4lqT5oOx6RyZljSVGsJpVbEYu1XJp9c/P0a8xqbI+xti4N5tzMzM2VxzgzT8lCdzG4ek2G7PDKTMkhJfjYRJo4VqPPz9cIfakel5Z/PcpP0n12MKTeF3SasQ/P6PeUpFWea26AM9ZW5ajiaIqBjjbFq/RhwcEHRKZk5jqTJeJ3cRszezamyYDlnPKLz1vAKTuq9jPh2jzalM1YdamhZUvb2Xu5eu8S28a5UtHKEG3NzFgzfWcGrj3F48g0Xskg4cYyulQ0R19Lh6pjD+Mdlcb/ZNEcmVAfe2MddKzbsPBcIPEFmfvU+iEOBQFBQBAQBD4+ASHQ1JlLbrPu6yaUMdTNXD1XhCIamhiWqU+7gSs4H/4yY5N0WSx3t46jZbkSmFRsz6hp0xneshwlTMvhOm47dyNTVFspSTx+4ZsGpSimk+EWlafn0NA0wqF+J2YfCSbhjXfLlhB0egXDWjtjVdySik0689Wgb/mqUzMathnGqtN+JKibbqQhHJvuiqOxLpoamuiZVabTjL08DL3ETy6lKK6jibZpHUbvfKjYd1IWfZYfWpRRpIHQ0DKmUm83Loe8RLEjkSyCa2uH0Li0MboKUaCBVvFKdJm1n0cxqQpxJou/z94lQ2hc0ghdeb4vXXuafD2Hv9yjCLq5i0WDG1HSSM5VA23r+vRfeJiohFR1+jmOpbw4MZee7Qcw0209q6b2poVLP348+ITowu6TmVlzmt8RZneqRoVanRmz5A/OevgTkSRB9pqMHzk6pnqbdm8xbRwcaDrjL3bO6U4Nq6JoyxeQaGhTzKIkDqVtMSthiVPzgczb70nEGyWoVVWvsEgGHJ1DZ2dzDLQyxZiWCdX6r2TVyLrYmxpS3LYc1Ru40qnvCNzkq4YVLksZce6/M7mDM+ZmTrQZOompI9pQ0dyCcs1Hskme4PeNt5pS7484FgQEAUFAEPhYBIRAexfSkii8rp/k4O5dHDh5He+YVJUwe5dqX3dtemwgT+9e5eKVWzx8EY8k7004FQ/4uOee3H3gT0zqK1WSWWm8P+53HhIYl5Z9P8qUCLzu3OSudwQpclNMzn8pEXjfvc51D18ik1+9tbDJWW1B76VJwTy6folrHgHEpr9JBv6CapO7WuN5cuRnpg5oRY2yNpgYaKOlWJWbkZVfLk4bzTpPkGJnhILqkhJ8/ne2HX9AWJKE/yEjwecSu9YuYMbkSUydOZ/Vvx3lpl9sIVaE5t2eLPkFHucPsXfP35x/FEqS5BUxvp54hSaQlu/cy+uSEON9izOH9rB7/wmuekWSrL5RbN7NibOCgCAgCAgCnwABIdA+gUkQXRAEBAFBQBAQBAQBQUCdgBBo6jTEsSAgCAgCgoAgIAgIAp8AASHQPoFJEF0QBAQBQUAQEAQEAUFAnYAQaOo0xLEgIAgIAoKAICAICAKfAAEh0D6BSRBdEAQEAUFAEBAEBAFBQJ2AEGjqNMSxICAICAKCgCAgCAgCnwABIdA+gUkQXRAEBAFBQBAQBAQBQUCdgBBo6jTEsSAgCAgCgoAgIAgIAp8AASHQPoFJEF0QBAQBQUAQEAQEAUFAnYAQaOo0xLEgIAgIAoKAICAICAKfAAEh0D6BSRBdEAQ+CIGkJxzYdoi4mMQPUv17r1QWzJnfd3MzIJZU6XuvXVQoCAgCgsC/ioAQaP+q6RKdFQQg/cU1dqz4kZ+2XMAvPmOz+lxcku7zy7D+zDr4iMjkf17tyNITiQz04v6NS5w+705gYiqvcnUaku5vYOTg+Rx+EklyHtvB5nGJOCUICAKCwGdJQAi0z3JaxaA+VwJpz35nePcRbDj/gHOLpuJ2/QXRaf/LPlxZOMendmWg22Wev3bT9+yXfpB3smAOzepNy+p2GOlpoVN+GHu8IkjJ0e2MtmWEHJpIzxG/cPV5PJI8y3yQXopKBQFBQBD4pAgIgfZJTYfojCCQPwFZzEVmt67PwA13CE6UEn9gDvOOBxKepK5iZIT/PZaWvZZxISCW9Pyr++ifyAI207eSDWW+3IhnyEvUe52tM7IQ9o5qzcA1lwn4FARmts6JN4KAICAIfBwCQqB9HM6ilf8YgWS/axzevYPt27ax7Y1e2/ntr1N4RiQjydO1l8T1n1rh5DKdk/4xpCPFe+NM3K4HZ7egJV5mTuvmjN/zmPBPzEcYf2gstUra0GrhTYLiCna7pt9fQdemQ9h0K4jEgov+x+4sMVxBQBD4rxAQAu2/MtNinB+RgBTfjT1wKl+dpm070qVbl8CuFgAAIABJREFUN7q97tXmC+zMGjLtTAAxktxdlfr/Sv8qjrSZd4XAuFcgC+HPqT9yOCCcLAOaFP8t/aje+gdO+kd/UtYzSOPSrGY4WNZl0ilfotPztZ9lDF4WwJavatJq6mGeRablb23LjUqcEQQEAUHgsyAgBNpnMY1vPoika26MXX6akPhU8dB7c2yFLimL3MfIBp2Yd/Y5Ma/1M0rx2diL+v3XcvtFArkNRhLcl7alrGNnVtwJJkEK0sDtTJ57CN/wJFQGN+lD3DpVpPXMM/jnpfIKPYr3eIHkASs7lceq0mB2PgnPJ/5MvT0Zz7d8RdX6o9n5OIzk1+g59SvFsSAgCAgCnwMBIdA+h1l84zEkc3ZyQ1rPOc8LEdvzxtTermAKN39qRZMxf/E4IjlLROVVWfJlZrk257u9z4jMK3I+5RIzm5WhZIfl3AmWC7gUbi6ZwPJLgdncm1Kvn+nm1JAJ+32ITP20FI3sxa/0d7ahZLe13A9OLJhHJiPpo9V0dW7EuD1ehOfFJS+W4pwgIAgIAp8JASHQ/qmJTLrPH7PHM3ZEb1q1GsT6axEkqbu20p+x54fhTPvjPlHJGQkJ0h5s4dtGVWg4YS9hcamF7rks6gAj6nZg/qVg4tXbKnRNb3pBEg/+nMt3Y0fQu3UrBq29QthLiZrlLh3vvbMYOf133COSMtIupHmydWgTqjUczy6vGFJU5qE3bfP9lpPFXGfd5NEM792Kln0Wcsw3jtTkAM798hNTJ09iwqhv6OzSmm9XneN5QnZXnNR/C/3q9WHV9SDi88opoeiqjNBdQ2jQbREXn8eS17Qkn5lKg1LWNP/pmsK9KXn6CxNm7eNJ+Es1a5uMiJ2DqFKxL+sehZKYjz5L8tzF/InjGdG7Da0HreHCi3jUvY3pPgf4ccwMtt8JJUHRmTQe/TYKly8aMWbHQyKSlBMiJeScG2MHDmL23gdEJOU7QMUo4w6Ooaa9Fc2nbmXlj3OZ88Nkxn3bk26Dl3BUPs+5zYaQcpopDcrTauY5/KPzIvN+51rUJggIAoLAp0RACLR/YjZkERyZPopVV1+QkPKQ5W1K4dh3K97RKSrxknZxGnVtTKgz7QLBiieljJgjo/nCshi6ZYcTGBJbyJ7Hc2W2Cw2G7+BpdMobWTAK2UCO4jIijv7A2FWXeR6fzKOV7XEo15dNTyOz3FVpl5jRwB7TOlM4GxinECeymKOMq22DoV5Zhu71JfoftQSlc2/5BJZdDCQm9hBjqpWi4eilzBo5na2XA0hIk4sVGZF/fUuVkvX57pg/MdlSXsRz4vvGtJp+FL+o7OJNBUviyYrOjRj6633CXirFj+pT5LFbV2Y3o7RFfaae9Sfm5WM2T5zBzvuhJGbTRGlc/KERjo0nctwv7/gzWeQJ5kxw44JvNEmP19C1QgV6r39AiKpdeVtNKWNem++P+xIld83KYjj+fUNKGuvh+O1OfMNTMjonfcbP3Stgoa+JTt0ZXPSPyTOvWUbhVC7ObEIZ0xLY1u7DsjO+xMnZyYL4/ZsaVO26hIvPM+ZffeRIvVnfsxIV+6zlafC/JNlutgGIN4KAICAIvD0BIdDent1bXym5t4Shc88QHJeGNHoPgyuZY9V5HV5RyZkC7RUPlraipKkTQ/YFEKt86MsiOTKuDnb1JhEYGl+I9tPw+WsYDep9y7b7kXyUvKUSd5YN/5HTQTGkSqPZN6wKVtad+PlJhCqoXeq5nLZlzHH6dje+0cqYOBmRxyZQv2Q9vj/+nFh1804hRvxeiqZc4qdJG/AIjSM9/HcGOFlhZNqYmSf9iVPrV9r5adS3t6DNkvuEJGQXWZL7y+nUYAhbPMJQ6SC1zsWfnETT1jM45heNcprVPgbJA5a1K4ul81D2ePlwdskY5hx8THhSDpOTLJI/v6lEqQ4LufMiXs2ypqxNgsfKMcw/6UdEipSYA6OpaWdLh5UeBCv7LH3IKnmcmNM37HgSrhLSsqgTTG7iSIMJh/CLTMusMJVHv42mTZ169FhylsC4fASovLTkPss7lMfCugk/HPdRE7FSPFd1poJNbcYf8SEyF4B49o2oThnXH3gUEK0ciPgpCAgCgsB/goAQaB99miXcWTyGZTfCiZfICP9zIBXMLWm1zIPwl5kPXdkLtvQqg5ltd355FqV6UMq7mnZ2Ms0HbyckKunNep7iz4kF3alRvTvLLgST+JEyf0ruLmXc8muExKUjC/+LQc6WWLVczJ3QxEzxIOPF1r6Us7Cj2/onaq4z+SDPMdV1CL8+Dc9T1LzZwN+9lOTuMiatvklIbDpJJ7+ntp0p1ccdxS9aXYxIFeMob2lDl7WPCXuZw7coC+GvIfXpsuA8z2NzuOmk/mzt34B+q2/wIiGbOSyr8zF7GFrFltLdf+bEhnEMX3QCn6g8LKDSJ6zuUp5yvdbyKDRRZYlVVSS5x8qJK7gSGEWaLILdw2pga+3K/GuByBeFyv/JgrczoJI19l3W4JEtTiyNCzPbMXyrZ5aYU1X8+gNZ4Fa+qmRD6e7rcsSfSfBY1p5y5qa0We5OUHx2cQupnJpcD8c6I3nkE/76hkQJQUAQEAQ+IwJCoP0DkymVSJD+73/yJyLb+5bFzKYDax5GoQrviT/AMGcLzFwWcy9MPc4I0s5MY9hqdyLze6CrxiMl6NiP9KhuiYGOLtbODWnS3AUXl3d7ubbqyKjN94h8TcwRUgkS6f/4HzKCf+tPBQsb2q9SE6HE8/fIqlhbtGDB7YyViaqup51jxsg13AvJw+2lKgRyF9ju6QPo2ta1kONyxbVtf5aeCyE+l9VGrQHVGCTc+qkFpc2rMvqQX7bAfEjkyNgvsDVrxKwrWWJHrRaSLs3Epen4XNnzU2/No3XTcex6EpHvtkaSuwtp5WjFF+2/pNPwbdwJScwzTg2JO0valKVi3194HJZXElgpEokUxW0XsoNBVWywa7uMW4pFBxm9TTg8llr2lopYt4BYdcGYxoXZY/n51nOiX7siVX3kGcex+0fxhb0VLeZlxNBllUjkyLja2BcvQftV9wlKyCFukQvDJpSt8S2PvMOyLhNHgoAgIAj8BwgIgfYPTrIsZBt9HM2w6bKex1FZK/2U8We1Jp8jOFs0/yseu33PkivhxL3Bg1KW8IwTbsNoXMoMxzaTWLdzP4eOHOHIO7yOHjvL3ecJpEtzPkzzASkLYftXFbCw7cxaz4gsEaqMP6s5kVOB2TPeS5+sYdLSy4TGqFuq8qo/heAHlzl94mghx3SUo6eu8Sw6NZ+ksDnaksdbdS2LpUM/tntFZLNokn6N2U1LYV59LEfyc1NKvdnQqx791tzKspTJIjkwqhGd558lIDb/yUw7M4V6Jc0o2WYBZwKyB/Rn66XkAcvbl8Opz0YeheYl0JSlZYT+8Q1VbOzosOouwfKcHYp/yvizmkw45kuU0pMp/0z6lPXTl3MxMJLChwRm5j+zqMn4oz5EqQtiyR0WtimHadFKjNz/jIhcladxfkZjHGsOFQItc5bED0FAEPjvEBAC7R+c6+hdgxTuzXarHhKlMp+9wnNZG0qalmfwXrX4M3k/pX788v08zobG5R2vlM9Y0vz+ZrJLVVym/I1PXNpHWCCg1pGYPQypZIVV2xXcD3+palv6cAXty5hTftAufKOU8WeKQeK3eRLzzwT/wwsEssYgi9jBN5WssG6/Co/Q7CkipE9W07msBY5f/YZXhDKGMOvajCMZUYfG0rDND4oAfrlGkT79me4Nv2WzeyhKz3bOq+QLEKJ2DsLZvglTzvjnmcBWdY3Ul409K+DQbRUPQrL3UVVGcRDD/pE1sLNpzeJbL4hX6jPpI9y6lMeqwtfseJoVfya/RJ4kd/qi0zzPd3zZW8j2ThbEr19VwrZ8P7Y9ClXFHyrqfbqW7k4WFHMYxJ9qMW9Z16dy/Ls6ODQYzyPfyKzT4kgQEAQEgf8AASHQ/rFJTufaD/WxManDtIshZHks49kzuAIWVh1Y8zQyy+Ikf1A+W8+kxRcJKyggO5/xSEOPML5xHQb9+oDIj7JKIKMj6ddn09jelDqTzxGklnstfu9QKllZ0d7tIeHq0fNya9OUJVwIjnkLa00+g3/H00nHJ1DT1oyGsy5lZPFX1Se3Rg2korU1HdweEJqYM4ZKVRDS7rKobUOGbrtPWFI852e0oNXUQ/hkE6dq5eXi7JobI9vXwLK4C/NuBlHw7khJHBpTndItZ3P5eWz+KyrTb/KTiwMWtb/nhPpqz4QDjKpuh03b5bgHJ6iENEjx2TyDZeee552jTb3LeR1LvVjb3Qnb5jNzrPSU8mxtD5wszag37RR+0em54+ZkEewYVAWHTgt5HBiXV+3inCAgCAgCny0BIdD+salN58KUOlibtmTpw8isYHjpczZ0K41Zua/5y19dpCRxddFE1t6JyMxPVdiOy4g9OZFGzSZzJCC2UBa4wrakXj794nTq25nRcrEHYSoBIyXwl544WpRjwA4fotSSkCZfW8LktbcJy+baVa/xYx+nc2NuM0qZV2XU37njz46Nr4mdeWNm5xN/ltVbKUG/DaRe18Wcv/Yz/Rv0YsXV/POjpXtsYPzkrVy+vIxuzu2Yez77FlDSyAfc844nRbWaVML9Ze0oX3MYO70i8s/Un36ZWU3LYOkyj1tBcarVntKgLfR1sqb8V9t5EqZmCUy+wfLp67nxIhp1r6fCundzG3O/n86mSy/yj+WTRbNnWDXKtJ7DFf8s4SiLO88PLRywqzOOA0/zcZ1K7rKkXQVqD/sT77DkLJTiSBAQBASB/wABIdD+sUmWEbVvKJWtKjNMlUpDRvSpaXxZz4niJVqx+F6Yyv2VcGsl3y08xfO4VDXrRiE7/8qL1Z3rMOQ3L6I+0kbasqj9jKhmS5UhWak0ZNGn+aFnQyoWN6HlwluEKOOgEm7jNmmRYjPw1AKMUYUc9bsVlz5jTZeyWJTpy7Ycrj/SbzC3eWlF/NnR/OLP1FtPOMPUpo3p0MIJ5yE7eKS+TZN6OfmxfIGC7H/8T+rLpr6NGLL1ocpCl+y9j1kjZ/Cnezgv1WL5U85MoUG59tlWZuasFlk0f4+tTamq32al0pDFcHZ2X5o4m2DiOo+rz+MyLXCJ3F07lSXHvYnMeb9In7H2y4w8aEYtF3EzKK/UHvLWZYTtHUndOoPZ9iA0wyIsC+HENFecavRm1cUgEvJZWSyL3sOwGlXos8adF8pUILkGJE4IAoKAIPB5EhAC7Z+c11dBHJvTnboNv2TKyi1sXTWVb0es4qLvVTYOaUTNViNYsH4LGxZMZOT0bdwKTyKfZ9kbjuIVz9Z0oe7IXfipJcV9w4vfspiUoOM/0aNBI76cvJzNW92YNngkK897c+WXYTSp3Yrh89ayecMCJo2azq83Qnn5boN8y37mc1nKUcZWt6Nsr0145hBU0mdr6FrWgrIFxp+p1yvl8ZqulLNrwKQT/m+wR2fGtQl3f+brHsMU98K6eeMYOn4VJ73l+eXU6wZZ9F5GfFGZfusLdrdKX5xkQZ/GNOk+kSUbt+A2fSijVp7h6eXNjGpRl1ZDf2TNpg0snDKG6Vuv8iI+r8UaidxY/iU1ythjW3ME+54VYLWTBnN6fj86D5zBirUrmd6vJa59Z7P3QQTJr/JfbJJybjqNnTuz4Io/2RaVZh+2eCcICAKCwGdJQAi0T2Ba06J8cb9yhtPXvIhIeZVpIXtFnP89Lp65yF3faFJevR+TkizGi1sPQ0hJz/F0/9Ac0qLw9bjKmdPX8IpIUa2elMb5437pLBfvyF2dyrF/6M4Upv4UQh7fxz8254pPGRF/fk0la5vXx5+pNSdLuM/hgzd5EZeqci+qfZzvYVr4I65euIpnUAEraGXRHBxdiy8GbeFhmNom6nnWmka0332unT3DtadhJEky7y9pPAEelzl38Q7ekUmqecqzCvlJWRg7F63hWnA+bkrVhTKSQp5w8/I1POSu+9fez6lcmeNK9R5LuRKgtOipKhMHgoAgIAh89gSEQPvsp1gM8MMQSOLEd7WwM2/C7KtBqmSvH6atN681+dpcXGsPZMO9UBI/hgZPv8HyBbvwDsvPxfnmfc9WMvEM05s1ZsQ2D7WtqLKVEG8EAUFAEPisCQiB9llPrxjcByMgXw3ZohDxZx+sIzkqloVzaFxzus4/i39M/vnVclz11m9Tbqxhye6nhOW/G/xb1C0jYPvXNB+wmiuqeLi3qEZcIggIAoLAv5iAEGj/4skTXf/nCEi919KtnCVl+xeU/+yf6Z80YCdDW3/Nuuv5rxJ9Lz1Lf8a2H5Zxwjcy350Q3qYdWdhhvu/Qh6Wn/dT27XybmsQ1goAgIAj8ewkIgfbvnTvR83+QQMK+4VSxLU23dQ8IU8/j9g/2KatpGZFnZtF30GrO+8ehysSRVeC9HCVc+pVfLwYQnXOF57vULglg74Q+jN2mtuvCu9QnrhUEBAFB4F9KQAi0f+nEiW7/swRkcY85f+YOgYmFC/b/eL1Ow3ffNIbM2MWLiJcfr9l3aUkWw5UVoxm/7jx+sXmtHH2XysW1goAgIAj8uwgIgfbvmi/RW0GgEARkJISFI5WoJUsrxNUfv2gSEWFxpEs+xuqGjz860aIgIAgIAoUhIARaYWiJsoKAICAICAKCgCAgCHwEAkKgfQTIoglBQBAQBAQBQUAQEAQKQ0AItMLQEmUFAUFAEBAEBAFBQBD4CASEQPsIkEUTgoAgIAgIAoKAICAIFIaAEGiFoSXKCgKCgCAgCAgCgoAg8BEICIH2ESCLJgQBQUAQEAQEAUFAECgMASHQCkNLlBUEBAFBQBAQBAQBQeAjEBAC7SNAFk0IAoKAICAICAKCgCBQGAJCoAGyKD/8otN5JSsMuv9GWVm0P/7RaUgEm//GhItRCgKCgCAgCHwSBIRAe/Wcv4Z0Z+bpEOI/1KaFn8RUv0UnpIHsHt6TWScDiU3731tUIC4RBAQBQUAQEAT+396dQEVd7n8cZ4ABWRVQUHDDNbfKLTPL1BS1xVyySC1NUVErzd3ylrZdFU3JrdTSUrTrXqZek8IFcEEUcUkRDFlkX4bNYZjp/T8zwDDIktwT56/59RzObL/5La/n8cznPNtPBP4XgYc8oOVzYeVLtHDpwNSf4iSglatB+UT4D6VNgw747r1JhgS0cjryQgREQAREQARqU+DBDGiaVC4eOcHVXDVFuTf4LWA96wJOEJtXSFlPnJasmLMc2bmBL1etZ9uRSJILikw+z+Hydz50bWCLhUUTRvjt48ixYEIvJZAVd5mw0yEEBwcTHBLGjYxCiv4EXc4tIs+eIkT/fnAwoZHx5Gq0mLYtadIiOXLiKjl3NORGB7H9q3UEHP+D3MLi+wvq8uM5e+AokdkFaP7M41boXjatWcvm/WeIzS3k/rgLYQ5Xtk2mR0N7LC0aM2zJbg4H6W3iyb/rPonqlCv8tvtbVq9YwZcb/sOvl5PIq2l/qDaL6NCDbP96DWu/2UXQ1dsk3k6lQFveVv8fQZt1k3NHd7FptT/rtx4m4nZepd2vmrRLHD15BVVBIbkxx/hhw3oCjsWQeCOirGwN5RjKpfg8iotHR/ati4SdKi77kLPXSS3QlNUZbTZ/nAtk96bV+K/fyuELieQVltW4sv+oGtIuB3LySjb5hbnEHP8PG9dvIyg6mzv3RwGXnao8EwEREAERuC8FHqCApibh7G5WzXqNXp51sbZ/ntWh25n+bGPslQrMzF3x/i6WzDt/oss8z/ezRzLEezKzFszFd+hjuNra4NZjGtsuZRh+JIuu7+Ljd4fzeH0bLC0cae/1GmPGvsXEpYe5GX2ew/6j6ehsg4VlC3z23CJL/Se67GhCftrAO896YG+lQNnrY8KTc9GqEwjbs4rZ3k/Tol4dHAb7Exwwg35NHVAqzDB3HYnfNx/z7uhnadvABss6z+EX+jN+Y5+gsZM9VubmKBRKPAYu4djtXDT3UlXyItj20XTe8X0NrwFvsTY4mVyNSVQsvM7OhZOZvzWCtLzim2WrL25iQq9OPDVjJ7cz71R5FG3UHj6bMYIurrYoLRxp1/9VRo99C58lB4nLvlMcSNUxHFg0nC6P9mPCQn++2bCceaN70qSuKx1e/oifrmdxp7LsctdRddlnWOXdi+cmfcGe42cIObAan6ea4NJjHoG3ssosdFlEBMzn9aHeTJo5nzlThtG5kT22rt2ZvDmclPwiUCdybt9q5o3qTStnGxwGrSBo63t4taiHlbkZ5g1e4cvDu/lifFfc7C1RmDvS3Xc9R6+pUBuCkw5VzDHWju2Mm2tnxq0NIkalD/06siK28/7oYXhPeo95c6YwvEsjHGxd6TbpW84l56EXVieGs2/NPEb3boWzjQMDl//K9zMH0srJGnMzcxqM+JorSXnlAv1dHPJSBERABERABAwCD05A06m4EXaCg58NwbOuNRbWj9L/dR/89h1g4/T+tG3ak3mHE8nJucTaEY/Rb2EgcSpN8Y+hLoXdEzviYmOJ03NLOZNS/INK4a/M7uKKnVVrfO/u4lQfZebj+s/KAlpxndGR+M2rNKtnjVVJQNOoogk7eZDPX26BUx0LrDs9h7fPMvb+tJEZXo/QrOdcfoxJIy10EX3cHVBautP+2WF8sOMMcbmFZEeu57VHnKlj2YARG66Rlv8XyUaXwoEF01h5Mg5VwWVWDGpKy9c3cT0t3/jjrz42nycaOdF93m8kZOsjn46MA2/T2c0Oq5aTiE3IrP6/QGEQ83o0wsG6FZPu7uLUxrN3Wnfcm3rx+Yk4cozBMI9zK16ilZMNdbu8x/4bmVTfM6rl4vLBtOg4nm1RaRSU5Et1hB9DXlrEr7GZFA8LVHPl69fpNuB9DseU7lNH6r6pdGloj9KpD5+diCcrI5rw4EMsGd4WFxsLrDv25dXxS9i9fyMzB3fAs+cs9sdkUJD6I293b4S9pR19Pz9NvMq0WUvD+aWD6T19J7+nFhg81Vc2MOqJASz4+Yaxq1eXup9p3dyxV9ajzyfHicsuRBUTTvDhpYx4pD62FtZ06DuS8Ut2sX/DTJ7v1IKeM/cRnV4ScKvXl09FQAREQAQecoEHJ6CVFJT2+koGeziitGyJz56bZJdLADrit46hTZMh+F9NxzTn5B2YSvv6tlgoH2du0G1y9E0e1QW0whPM794Qe+u7AxqkB4zB06mOMaAV/7xrub7qBZrUtcKyxQR2RZcGCZMalreT8S1dsFG2452DsSZj3vL5+e2OuNpZ0WbKj8RlqU2+VPGpJnwpExcfJSFLjTZ9Fz7tGtDwpTX8nlraOlPERT8vmrq0ZcKuP8i4U5J8dKn8/G53PHrMIjYxq+KOTd+pJqBlHppBt0aOeL4ZQHRacYgxfjU/hA97N8ZRaUPXub8Ql1Vo/Kjikwy2j2uDW6OBLA9LJKc0J2nj2LLoC4KTig11CdsZ37EFQ5ZfICnHJLzmH2J6Z3fsLZQ8OvMIsZn6Y2mJWjOUFs7WWLYYx/bf0ygw+UrxOWiIWP48ns7W2Pb8F8fiTFrqCsP4bPAQPg6MJUO/O10COyY8SsshfpxLVJl0Qedz+L2ueDhYoHz0PQ7/kYHhSrVRrB3eCpc6lniODeBqakFZF2lFAHlHBERABERABCoVePACWvRqXvRwxNpmMGuiM4ytLoar0yXwzchmODk3p+uz/Rjg5YVXyd+Ap9tRv44l5go7Bq76nXR9evubA1r0mpdoWs8am0Ffcj2tNCyZuBfswccQ0Lrx/slEVMU9j4CG0x89jYeDNR6jA7iZUV0ri4awJW/jF5pEdqGO5ICxtK3vyoBl4STlliQcXTybXvPExX04X11LI9+k51MdOJe+EzaTkJpncmKVPK0yoGWya2IHGtjZ0HdJRPnAZNiNhrMf96FJXSXK9u9w0NgKVskxKOT4+z1pXNcKp8fHsOKXGLLVxWkqPz2dPK3W0L2YuGU0bVzr06zzM/TtX1amXgOeob2+G9Zcge0APyJu56BDS8z6EbR0scHG6wsuJ+UYWxVNz0CXsJU327tiZ92J6QdvklEyg7fg+Ad4ea8kND7b0G2pS/yOMW3daNCsM8/07W+sT15eA3imvSu2SnMUtv1Zdj4Rlf7UtTf56pVW1LexwWtFJIk5JvimJyDPRUAEREAERKAagQc3oNlWEtDUh3m3Y30cO/iyM/wqN+PiiKvwl0CyflyR/nezlgKa7aAviaphQDuzuDcejvcS0ECr0aD9Uz9rIYEto1pRv9EL+F9MJa+0pSh7L5M7uFK/3785dzvHpNUH1IHzmfzleVLK0mHl1aOqgKY5zaLeHoYWMq+VV0nOrRhA8vb70sHNDgtbL764nExu6XlVciRt9Fbe6uyGnYUZCqUbPcYu58iNbEpymn5kF7/M6oq7U3t8tp3mUkxlZRpHQrKKQq0hIRkDmm01AQ2yODi9G+4OVniO/4EoQ0ugikOzvBi/QR88i8Ou+uhsuns4097ne0IjYyqpT3HEJSSTrdaHSdOAZisBrZLylrdEQAREQATuTeCfFdBUO3izmRN2jd/gh1tZfzH+6cENaKVFq0vczOstXXAfso7LqXnGrrTS8Wdd5wQSbxh/VvqNIq74z2TpySSy/mrNt6oCmvpX5nRvhIOFkp4fnSKh3Pit4uMUBi+kl74b2qoP/76QhGmvZOmZmD7mX9/DgsGtcapjjsJMgdLtKaZtCSNVP/AfFTt92tLAwYNR30eRWjpQzXQH5Z6XtaBVH9Cg4NQi+jSti3XDkWy4nExO6h6mDnyHHVdTjGFXtWsi7dwc8Hh9C9dSysb4lTuk6QtjC5oENFMWeS4CIiACIlAzgX9WQMvfi08rZ2ytu7MwJLl4nFklHtqikq7AB7QFrfSSMv4znrYNXBm8MpIUYzNVEZF+g2jq0poJO2+WjT/Tf0kbw9ezPiHwdialw9JK91XhsaqApolg6YAm1FVa0PiNAG5/yxGGAAAJnElEQVTcPQZNn3tDPuTpxo5YN/Rmy42ywf8VjmH6hjaFM5vnMLitM3UsFChs2uG7M4qMO3n8OLUDbvbWdJ0XRFxWFXNctVqKF+W494CG9hr+Q1viYlMPr+VnCFv3Ji8uOEB0WlkXc8FP0+jUyAHrrnMJ/COzbFap6bmjRauluCtVAlo5GXkhAiIgAiLwvwn8swJaUQRL+rnjYKWkje9+bmYXVhh/pEv7hU8XBRCVmY/WGNBaMfnHuxaqrXKSgI6070fRvJJJAqVj0Gq7i7O4qAsJWdgTd6fuzAtKoKyhLJudE9rQwO0F/K+adHvq89n1dcxecozbWeoKLhWqjzGgtWTiHtOFagsImtcDd/3g+CrGmOXs86W9mz0uL64hMqWsZa/CMVARuG0XVzNzjMFHm36G1d6dcLFR4jpyE9dTVVxcPojmTtYoW/uw83p6xeU7dGkELvmE7VdTySmqQUBDR8LWcXRwtcP+yQm81XsAi3/TTw4o67bVXlrB8y2csVa2ZsIPV0mtMONAR9qvS/l0+5XibmMJaBWLWd4RAREQARGoscCDF9BulE4SGFRxkgAawj99lkYOlijqtGH0pnDSCkqnBurvuRnC8leHsvCXBFT6H+HCUP7VsyH2Vg0ZtbV4DTWjoCaMj3u746Csy8CVF0kzDvDK4dj8njS0t8TqyQ85lZRjGEyunz1YGtCqnCSQv7vKSQKnSiYJuI8OIKbaSQKlZ1hI0LwnaOTcn6WRKWXjvLSxfDW8OfVbvcmOmHSTlrI8gv89izVhKaiqaIQq3bPhsfBU8Vgz64Z4b4kmzaRrURO5khc9nbBWejJ+5w3SyzXH5RE490ncXTowZU+McVmKcvs2vshgx5RxrA1PJNs4YQK0V1byQnMX3Iat51pKHoUXljKguRNW5nVo7b2eU7fzDAsHG3ajS+fUqtGMWHioZHJFWUCrbpKA8RSyDzKjuzuOSgvsnvqQ43FZJeVZsoXmAssGeuJsZU6d1q+xLjSRXP2qxYZ/OtJP+zPmlYUcLLXWxhgnCQyQSQIlTvIgAiIgAiJQU4EHLqBpwj/l2Ub2WCq78UFIMrkmP+z6i9el/sz07vpB5woUlvVo088b35mzme4zlO5NPRn42W8k5JaujxbPt6964mStpMkIf4IuhLF3yecEXM4kvyiXIzO74GZnidKjHzPW/MDeH77mo7EvM2ZUP5rYW2Pp2BWfFdsJic1Hoysk/PO+eDgqUXZdwMlEVfkfesOKDRt5pbk+2HRiVqBpq1cOP07pgKutJU4vry+3nlnVBaojbfckOjbswETjUho60o8sYMSTbalbrz9LziUZl65QnV3JzM+PEJt1xzhWrep9Fy8vseX11tSvo6TJsC84eu4s+5YtISAyndyiAi597U2nBrY4dnmXvdcyjYP68y+sZGjbVvRZcICYv2ypy2DHuHZ0G7+ZyNR843kVnF5M32btGbUxklT9bFtdKodm96KxoyUKhQV1W/fh1UnvMWv6RIb18KSl12L++0d2yZppGi4s9aKZkxXKLnP57VZV3ZKlV1/AqcV9aeZUn4HLw0gwrvVR+rmO1MNzeKaJI0qFAou6rekzchIzZk1n4rAn8WzpxaLDMYaFjA3f0Ae6QfpAp6TznED+yLiXNFx6LHkUAREQAREQgWKBByeg6ZI4uXEhY3q4G5Y2MFNY4PL4K7y7eDMnEwrK3e5HHbWXD4a0N6xFpTAzw0xhjn2L/ry9IYTb+SXhzHD9OtJ+mc8zje2x1P/4OrbHe3UoSflFhi5AXdJRPn25Hc51LAyD1y3rd+bNNSHc+vk9urV4hB4vT2HxhoNERAby1cI3eNLDDqW5GQoLFx4b/jaLvj1BfH7xSvRJod/x4YiOONvoQ4YlDXuMZs7GYG4nhbHzkzF0c7MtvuuAXRsGT1tN4K08Kr2LkGnNLYrj4KLh9HhqBHNXbOSblfMY77uSoOhgvvbpRZcBvny6dhPrP5vN1AWbOZ2ch3FNWdP9VPpcR3rgB/RtXhJMHNvx2qoTJJaGW/KJOvAZo3s0oaFnN54fO40pb7zI0z0H8/ZXJ4jPrdi9XPEwGfzg25OuHdvyxNCpfLhyAxtXvY93n+cY6/dfbqrUxtCGOpofPxrBo642BiczMwXmdp70m7KO43G5BitdcgibF42jVxMHw50DFBbOPKrf7zfHuJVrsq+7TkT7uz9De08l4EpKubXzyjZTE/3TIkY+5oat/q4VZmYozO3w7OvL2mO3yDEUlI7k0C0sfutpmjrq7xygwMK5E0On/ItNQbHk3MttFcoOKM9EQAREQAQecoEHJ6DVuKC0qOIucfpkCBdupJBXpKty3FVByu+cPXWOqNQ7FN29JISugNSocM5ExJBWci9PXU4KKTn6pS5qfFK18gV1WjQXTh7ll5BrpBjvN1pE1s1wjh09Rlh0OgUVLuzeTqUg5Rphp88RlVJQ0cawCzVp0RGcOn6C05fiUN11b9Lqj6KjIF/Nn7o/0eYlc/18CMFnr5JQja1WFc/lM8GEnI8iqZrtqj/uXZ/qsomNTUV9131G79oKtCrir5wlOOQ8UUk5aO6XClDhROUNERABERCBB13gHxzQHvSikfMXAREQAREQARF4WAUkoD2sJS/XLQIiIAIiIAIicN8KSEC7b4tGTkwEREAEREAEROBhFZCA9rCWvFy3CIiACIiACIjAfSsgAe2+LRo5MREQAREQAREQgYdVQALaw1ryct0iIAIiIAIiIAL3rYAEtPu2aOTEREAEREAEREAEHlYBCWgPa8nLdYuACIiACIiACNy3AhLQ7tuikRMTAREQAREQARF4WAX+toDm7+/P3LlzmT17tvyJgdQBqQNSB6QOSB2QOiB1oKQO7Nixg4yMjBplzb8toG3duhU/Pz+WLVsmf2IgdUDqgNQBqQNSB6QOSB0oqQOHDh0iOzv7/yeg1eiosrEIiIAIiIAIiIAIiECVAn9bC1qVR5APREAEREAEREAEREAEaiQgAa1GXLKxCIiACIiACIiACNS+gAS02jeWI4iACIiACIiACIhAjQQkoNWISzYWAREQAREQAREQgdoXkIBW+8ZyBBEQAREQAREQARGokYAEtBpxycYiIAIiIAIiIAIiUPsCEtBq31iOIAIiIAIiIAIiIAI1EpCAViMu2VgEREAEREAEREAEal9AAlrtG8sRREAEREAEREAERKBGAhLQasQlG4uACIiACIiACIhA7QtIQKt9YzmCCIiACIiACIiACNRIQAJajbhkYxEQAREQAREQARGofYH/A5q5o8jUVRVEAAAAAElFTkSuQmCC)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "OT8CPaPYG9gd",
"outputId": "b761a310-110a-4f54-cbb7-6205f3a81572",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 70
}
},
"source": [
"#下载mnist数据集\n",
"mnist_train, mnist_test = tf.keras.datasets.mnist.load_data()\n",
"[(x.dtype, x.shape) for x in mnist_train]"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n",
"11493376/11490434 [==============================] - 0s 0us/step\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[(dtype('uint8'), (60000, 28, 28)), (dtype('uint8'), (60000,))]"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UzBs5ANHwwU-"
},
"source": [
"对于每个用户的样本,根据BATCH_SIZE将其分割为大小固定的批次。BATCH_SIZE*批数=样本总数。\n",
"\n",
"- BATCH_SIZE=1即在线学习\n",
"- BATCH_SIZE很小,那么每批训练得到的梯度各不相同,各自为政,导致最终很难收敛\n",
"- BATCH_SIZE适中,即批梯度下降法(Mini-batches Learning)。因为如果数据集足够充分,那么用一半(甚至少得多)的数据训练算出来的梯度与用全部数据训练出来的梯度是几乎一样的。本实验BATCH_SIZE=200\n",
"- BATCH_SIZE很大,虽然充分利用了内存,但每次训练对参数的修正很慢,方向几乎固定\n",
"- BATCH_SIZE最大不能大于内存\n",
"\n",
"另外,**为了模拟non-IID,用minst数据集中每个数字对应的图片(如标签为5的所有手写图片)模拟了一个设备中的本地数据**。"
]
},
{
"cell_type": "code",
"metadata": {
"id": "EB5RKOx9H0Ui"
},
"source": [
"NUM_EXAMPLES_PER_USER = 1000\n",
"BATCH_SIZE = 200\n",
"#BATCHES不为整数时如何处理?\n",
"BATCHES = int(NUM_EXAMPLES_PER_USER/BATCH_SIZE)\n",
"#NUM_EXAMPLES_PER_USER/BATCH_SIZE=5,即每个设备有5批数据\n",
"#该函数实现了选出source中标签=digit的全部图片并处理\n",
"#【FedAVG@C】split 设备总样本 into batches of size BATCH_SIZE\n",
"def get_data_for_digit(source, digit):\n",
" output_sequence = []\n",
" #记录标签列表中,等于指定digit的元素对应的序号\n",
" #例如标签列表是[4,5,6,5,1],指定digit=5,那么all_sample=[1,3]\n",
" all_samples = [i for i, d in enumerate(source[1]) if d == digit]\n",
" #以下for循环实现了对all_sample数组中所有指针指向的图片的处理\n",
" for i in range(0, min(len(all_samples), NUM_EXAMPLES_PER_USER), BATCH_SIZE):\n",
" #每次按顺序选取BATCH_SIZE张\n",
" batch_samples = all_samples[i:i + BATCH_SIZE]\n",
" output_sequence.append({\n",
" 'x':\n",
" #归一化\n",
" np.array([source[0][i].flatten() / 255.0 for i in batch_samples],\n",
" dtype=np.float32),\n",
" 'y':\n",
" np.array([source[1][i] for i in batch_samples], dtype=np.int32)\n",
" })\n",
" #output_sequence是用户数据的列表,而用户数据又是批数据的列表\n",
" return output_sequence\n",
"\n",
"#根据手写数字1~10的标签来分割为10个数据集,代表了10个设备中的non-IID的数据\n",
"federated_train_data = [get_data_for_digit(mnist_train, d) for d in range(10)]\n",
"federated_test_data = [get_data_for_digit(mnist_test, d) for d in range(10)]"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "dHnrBvtiTf5w"
},
"source": [
"\n",
"为了验证上述预处理是否正确,可以查看标签为5(也就是第5个设备)的数据集中的倒数第一批数据,它的x是像素图片,y是标签"
]
},
{
"cell_type": "code",
"metadata": {
"id": "KPjeqek3O3Bi",
"outputId": "97de94f0-7e55-43ca-807e-1e63f90fe7b2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 370
}
},
"source": [
"print(federated_train_data[5][-1]['y'])\n",
"\n",
"from matplotlib import pyplot as plt\n",
"plt.imshow(federated_train_data[5][-1]['x'][-1].reshape(28, 28), cmap='gray')\n",
"plt.grid(False)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"[5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n",
" 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n",
" 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n",
" 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n",
" 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n",
" 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5]\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"