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@tae898
Created November 6, 2023 20:44
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running-schnapsen.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyPJH8IbwZM7Ntg2UNmRKUtz",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/tae898/058eb5c7734024cfc1b14f2f6f6530b8/running-schnapsen.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# Running schnapsen on Google Colab\n",
"\n",
"Although the proper way of cloning & installing repos and coding them is to do on your local machine, we have also provided this Jupyter Notebook for those who can't. Everything you run here is running on a Google server, not your machine. So the changes you make here will not stay forever. "
],
"metadata": {
"id": "Vie3UDqiJ3BY"
}
},
{
"cell_type": "code",
"source": [
"# Run this cell to clone and install the repo.\n",
"!rm -rf schnapsen && git clone https://github.com/intelligent-systems-course/schnapsen.git && cd schnapsen && pip install -e ."
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1LX1rvQHK3Sa",
"outputId": "93738851-59e7-4ed5-a2bb-db5ec944ac1c"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into 'schnapsen'...\n",
"remote: Enumerating objects: 1446, done.\u001b[K\n",
"remote: Counting objects: 100% (572/572), done.\u001b[K\n",
"remote: Compressing objects: 100% (233/233), done.\u001b[K\n",
"remote: Total 1446 (delta 382), reused 390 (delta 323), pack-reused 874\u001b[K\n",
"Receiving objects: 100% (1446/1446), 2.09 MiB | 15.41 MiB/s, done.\n",
"Resolving deltas: 100% (767/767), done.\n",
"Obtaining file:///content/schnapsen\n",
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Checking if build backend supports build_editable ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build editable ... \u001b[?25l\u001b[?25hdone\n",
" Preparing editable metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting class-resolver>=0.0.10 (from schnapsen==0.0.2)\n",
" Downloading class_resolver-0.4.2-py3-none-any.whl (24 kB)\n",
"Collecting click==8.0.1 (from schnapsen==0.0.2)\n",
" Downloading click-8.0.1-py3-none-any.whl (97 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m97.4/97.4 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting flask==2.2.2 (from schnapsen==0.0.2)\n",
" Downloading Flask-2.2.2-py3-none-any.whl (101 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m101.5/101.5 kB\u001b[0m \u001b[31m11.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting scikit-learn==1.2.0 (from schnapsen==0.0.2)\n",
" Downloading scikit_learn-1.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (9.5 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m9.5/9.5 MB\u001b[0m \u001b[31m57.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting joblib==1.1.1 (from schnapsen==0.0.2)\n",
" Downloading joblib-1.1.1-py2.py3-none-any.whl (309 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m309.8/309.8 kB\u001b[0m \u001b[31m27.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting Werkzeug==2.2.2 (from schnapsen==0.0.2)\n",
" Downloading Werkzeug-2.2.2-py3-none-any.whl (232 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m232.7/232.7 kB\u001b[0m \u001b[31m23.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: Jinja2>=3.0 in /usr/local/lib/python3.10/dist-packages (from flask==2.2.2->schnapsen==0.0.2) (3.1.2)\n",
"Requirement already satisfied: itsdangerous>=2.0 in /usr/local/lib/python3.10/dist-packages (from flask==2.2.2->schnapsen==0.0.2) (2.1.2)\n",
"Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.10/dist-packages (from scikit-learn==1.2.0->schnapsen==0.0.2) (1.23.5)\n",
"Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from scikit-learn==1.2.0->schnapsen==0.0.2) (1.11.3)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn==1.2.0->schnapsen==0.0.2) (3.2.0)\n",
"Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from Werkzeug==2.2.2->schnapsen==0.0.2) (2.1.3)\n",
"Building wheels for collected packages: schnapsen\n",
" Building editable for schnapsen (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for schnapsen: filename=schnapsen-0.0.2-0.editable-py3-none-any.whl size=16184 sha256=4ba6fb4a0b2f2902fbea87c392318ebc7833f26d2a00edfd5f5b1f0821ec0584\n",
" Stored in directory: /tmp/pip-ephem-wheel-cache-7ebpdspb/wheels/da/6c/00/571695754102aa9379b491cead8d80ec69619f0fcd1dea6134\n",
"Successfully built schnapsen\n",
"Installing collected packages: Werkzeug, joblib, click, class-resolver, scikit-learn, flask, schnapsen\n",
" Attempting uninstall: Werkzeug\n",
" Found existing installation: Werkzeug 3.0.1\n",
" Uninstalling Werkzeug-3.0.1:\n",
" Successfully uninstalled Werkzeug-3.0.1\n",
" Attempting uninstall: joblib\n",
" Found existing installation: joblib 1.3.2\n",
" Uninstalling joblib-1.3.2:\n",
" Successfully uninstalled joblib-1.3.2\n",
" Attempting uninstall: click\n",
" Found existing installation: click 8.1.7\n",
" Uninstalling click-8.1.7:\n",
" Successfully uninstalled click-8.1.7\n",
" Attempting uninstall: scikit-learn\n",
" Found existing installation: scikit-learn 1.2.2\n",
" Uninstalling scikit-learn-1.2.2:\n",
" Successfully uninstalled scikit-learn-1.2.2\n",
" Attempting uninstall: flask\n",
" Found existing installation: Flask 2.2.5\n",
" Uninstalling Flask-2.2.5:\n",
" Successfully uninstalled Flask-2.2.5\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"lida 0.0.10 requires fastapi, which is not installed.\n",
"lida 0.0.10 requires kaleido, which is not installed.\n",
"lida 0.0.10 requires python-multipart, which is not installed.\n",
"lida 0.0.10 requires uvicorn, which is not installed.\n",
"bigframes 0.10.0 requires scikit-learn>=1.2.2, but you have scikit-learn 1.2.0 which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed Werkzeug-2.2.2 class-resolver-0.4.2 click-8.0.1 flask-2.2.2 joblib-1.1.1 schnapsen-0.0.2 scikit-learn-1.2.0\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## **Be sure to Restart runtime!!!! Otherwise the machine doesn't know that the schnapsen package is installed.**\n",
"\n",
"![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAiUAAAHWCAYAAACog/nBAAAABHNCSVQICAgIfAhkiAAAABl0RVh0U29mdHdhcmUAZ25vbWUtc2NyZWVuc2hvdO8Dvz4AAAAtdEVYdENyZWF0aW9uIFRpbWUATW9uIDA2IE5vdiAyMDIzIDA4OjU0OjM2IFBNIENFVHwEchcAACAASURBVHic7N13WBTX1wfw7zYWWBCWJogiggUQUBEVFZXYA/Ze0GjsJibYUGOCGo0dSaKxoLElxhJbftFEYhJbsGEjKNKkWGnSF9g67x+8O2FdqrRVz+d59lGm3DkzO+XsvXdmOAzDMCCEEEIIaWDchg6AEEIIIQSgpIQQQgghOoKSEkIIIYToBH7Co8SGjoEQQgghBBzq6EoIIYQQXUDNN4QQQgjRCZSUEEIIIUQnUFJCCCGEEJ1ASQkhhBBCdAIlJYQQQgjRCZSUEEIIIUQnUFJCCCGEEJ1ASQkhhBBCdAIlJYQQQgjRCZSUEEIIIUQnUFJCCNFZEomkoUMghNQjSkoIITopOjoaGRkZDR0GIaQevdFJyY+Xl0LxYJ7W503GMAy6deuGdu3aQS6XN3Q4NTZ9+nRYW1s3dBg6LSUlBTY2Npg1a1aDxvH06VNwOBzs3LmzQeNQS05ORnJyckOHQQipR/yGDuB1/RJ3CVsSnqGjUB8t9fI1xqleXgDX/L0GiqxmlEoloqOjIZVKUVRUBIFA0NAhkTqWlpaG1NRU3L9/v6FD0RkSiUTjIxKJGjokQkg9eCNrSpQqJXbdOwUA2JRSpD3+xXEwjLK+w6oVfD4ft2/fxp07d9CoUaOGDofUg86dO+PGjRs4depUQ4eiM1JSUiASiSASiRAdHd3Q4RBC6skbmZTsuncKqQUvAQD3Cjg4/fKV1ZC/BJN6ogEiqx2Ojo5wdnZu6DBIPercuTOsrKwaOgydIJFI8ODBA9jb28Pe3h7JycnU4ZWQd8Qbl5Q8zkvFnnu/aAw7kKYHhqvZEqVMPQlGmlppeS1btsTs2bPx119/wdPTE3w+Hzt37sS9e/fA4XBw5MgRrXnat2+PgQMHAvivHf7IkSPYt28fnJycIBQK4eLighMnTpS5rKtXr8Lb2xsGBgZo2rQpVq5cCYZh2OkGDhyI9u3bV3s+oKRz4PDhwyEWi2FmZobx48fj+fPncHJywvTp0yvdHmp37tzBwIEDYWxsDEtLSwwaNAj//vuv1nQ//vgjOnfuDCMjI1hbW2PMmDGIjY3VmIbH4+HZs2cYM2YMTExMYGZmhsmTJyM7O1ujHA6Hg5SUFCxduhQ2NjYwMDDAe++9h6ioKI3yIiMjMXz4cFhbW8PAwACdO3fWqmVQb7N///0XAwcOhKmpKZo0aYJZs2ZpdZ6syrrm5+dj0aJFaN68OQwNDdG2bVt88803Gtu/OuvwKn19fQQEBFQr/hMnToDD4eDkyZNa5e3btw8cDgd//fVXtfZR9fd18uRJeHp6QiQSoVWrVli3bh0UCkWF61BdEokEycnJiI6ORnR0NCIiIhAREYFLly5BJBLBxcUFLi4uEIlEiIiIwMWLFxEREcFOT/1NCHn7lJuUqApfQJ5yBrLoPZBF74E85QzkKWfqM7Yy7bqrXcU90m0k+NZjtIarUo9XqczY2Fj4+flBIBDg/fffh7GxcbXj2rlzJxYsWABfX1989NFHyMzMxJgxY7T6Cdy7dw/9+/eHg4MDFixYADMzM6xatQo7duyosPyqzHfv3j107doVly5dwoQJEzB37lxER0ejZ8+eyM/Pr6B0TcnJyejZsydiYmLwySefYMaMGYiKioKXl5fGxXXhwoWYNGkSuFwuFixYgOHDh+OPP/5A9+7dER8fz06nUqnQs2dPvHjxAgEBAejRowd++OEHjB49WmvZH3zwAU6dOoVp06Zh3LhxCA8Ph5+fH6RSKQAgIiICXbt2xc2bNzFp0iQEBAQgKysLI0aM0EogHzx4AG9vbxQXF+OTTz6Bj48P9u7dCy8vL7x8+bLK61pUVAQfHx9s3boVPj4+mD9/PqytrREQEIAZM2ZUex2qqrL4hw0bhqZNm2LXrl1a8+7btw8tW7ZE79692WFV3UePHz+OsWPHolWrVli0aBGaNm2Kzz77DKNGjapW/JURiUQoLCxEcnIyHjx4wNaG2Nvbo1OnTux0Li4usLKygkgkYmtRHjx4UKuxEEJ0BFOKUvKckT7YzeQd71zup+C3oUxRxJeMIv02U9+uPYtiOnzvr/EZeWIJO14evZCR3Rmr8VHmRlZYpqOjIwOA2bJli8bwu3fvMgCYw4cPa83Trl07ZsCAAQzDMMyTJ08YAIyhoSHz8OFDdpq4uDhGIBAwc+bM0VrWwYMH2WFSqZRp06YN4+zszA4bMGAA065du2rP16lTJ8bGxoZJSUlhhykUCmbUqFEMAGbatGkVbgu17du3MwCYyMj/tl1mZiYTFBTEpKamMgzDMH/99RcDgJkzZw6jUqnY6eLj45lGjRoxX375JcMwDDNt2jQGADN27FiN6T7++GMGALvNfvjhBwYA4+7uzuTn57PT7d+/nwHAHD16lGEYhsnKymJmzJjBvHz5kp1GIpEwbdu2Zdq0aaO1zVasWKGxbufPn2d4PB4zffr0Kq/rF198wXC5XObvv//WKGvlypUMAObKlSvVWoeyCIVC5tNPP612/KtXr2Y4HA6TlJTEThMfH88AYDZu3MgwTNX3UfV0PB6POX/+vMZyV6xYwQBgfvzxx3LX4XUlJSUxZ8+eZS5cuMAUFBRUOO2FCxeYY8eOMenp6bUeByGk4bE1JfKUM5D8PgzSh7srTGLUNSiFl+eg+NbqWkyPKhdaRi3JrA4j2P/zbLR/eVeltqR169aYP39+jWKbPHkynJyc2L9btWqFNm3aaDVlODk5YdKkSezfenp66NevHxISEqBSqcotv7L5YmNjERERgeXLl8POzo6djsfjISQkBBwOhx2mUqmQmZmp9VH/Um3WrBkA4IcffkBeXh4AwNzcHKtWrULjxo0BAHv37oWZmRm2bNmiUXbLli2RlJSEL774QiP+jRs3akynriWJiYnRmO6zzz6DkZER+/egQYMAgN2OYrEYoaGhMDMzg1wuh0KhgKGhIfz9/REbG4vi4mJ2Xnt7e6xYsUKj/L59+2LixIk4cuQIZDJZldb1+++/R58+fdCpUycUFBSwn3nz5kEoFOL4cc19rLJ1qKqqxD9jxgwIBALs3v3fcbtv3z7o6elh6tSpGvNWdR+dOHEi+vbtqzEsKCgI9vb2OHDgQLXWoSrUNSOFhYWIiIgos/+IRCLBxYsXUVhYCB8fH1haWtZ6HISQhscFgOJbq18rwVAnMqrCF7Ue2KtOxl7AvbQ4jWE97TqgX4vO7N8c0y7gmnTUmIaRxEH18q8Ky3Zzc6txfG3bttUaZm5urnWCLW86uVwOmUxW7fLV86kv7l26dNGarmnTpmjSpAn7d2JiIiwtLbU+S5YsAQD4+flh0aJFCA4Oho2NDXx9fbFnzx6NdYmOjoaXlxf09fW1lmdmZqb1d+lECQB7Z1HpJKKs9TQ3Nweg+WTP0NBQuLi4QE9PD3p6enBycsL58+e1yuvWrZtGIqTm7e2NgoICPH36tNJ1zcvLw/Pnz3H+/HkYGxtrfMzNzSGVSpGYmFjtdaiKqsTfuHFjjBo1Cvv27YNCoYBKpcLBgwcxcuRIWFhYVBiXOrZX4/L29taajsvlolu3blpJZG2xtLREr169UFhYiJSUFK3x0dHRKCwsRK9evSghIeQtxi++tbpGfUUUxYZ4ETIVtsvP1WJY2o7HaCcW4px+CP29UGOYuWAwLAUumhPeL0bPXuWXzedX73EtSqX27cZVLaO6y6rufGVdxABodMi0tbXFhQsXtKaxtbVly9i0aRPmzp2LY8eO4ezZs5g5cybWr1+PixcvomnTptWKvTrPWqlsPb/55hsEBARg2LBhWLVqFUQiEeLi4hAaGqo1bVW2RWXrqu5f5Ofnh6VLl5ZZ3qtJ2Ot+x68TPwB89NFH+Omnn/Drr7/CwMAAT58+LfNBbLW5D9UFdZ+R0tTPKLG0tKSOrYS8A/g1SUhUXEfk/FPSGTBt+4doPHdvbcWlZUb7YVj41zfs30a53rgVbww9o1c7Dzb+/89/Fo+s/oOX1BejzMxMjeFFRUVISkpiL+C6ok2bNgCAGzduoGNHzdqiJ0+e4MWL/2qzDAwM4OPjU2F5hYWFaNGiBZYsWYIlS5bgxo0b8Pb2xrp16/Ddd9+hbdu2+O2331BcXKxVW5KbmwsTE5PaWbFX7N27F+3bt8fJkyfZi6evry+ysrKwerVmbd+1a9fAMIzWRfbq1asQiURsclXZulpbW0MgEJRZgyCTyaCnp1cn61rV+Lt164YOHTpg165dMDExgZOTE3r1qiALr8TVq1e17tRiGAbXr19n97O6oE5ImjdvjoyMDLYza9u2benhaYS8I8q9+4Zn6QF9zy9gPPIGRO+fhmHPHRA6/3enQemEBACKH0Wg+FFEnQX6XnNP9LTrUBK0SgTR865QqVRQVvIo9o6tBPByqv5Fw87ODnp6evj11181hq9du1Ynn5ng5OQET09PfPXVV3j69Ck7XKFQICAgoFq/cr/88ks4ODholOPp6QkzMzM2Sfvwww+RlZWFhQsXasz75MkTtG7dutxahdrAMIzG+qSkpJT5aPTExESsW7dOY9ilS5dw6NAhjB07Fnp6elVa18mTJ+N///sffvvtN42yzp8/DxsbG1y8eLFa8cvlchw9ehSpqRXfsl6V+NU++ugjhIWF4dixYzV+XP2PP/6IS5cuaQxbu3YtkpKSMHny5BqVXRF1s4369l+1ixcvsrUk9C4cQt5uZdbnCp1nQM/lv19KXEMbwNAGPEsP8O39UHBxLXL+uqg138sjX9RpM86MdsNw+fFdNHrZGxwYgsvlgVHKAD4fKKfKebS3dp+HqhAIBJg+fTq2b9+O3r17w8fHB3fv3q3zX4s1ERoail69eqFdu3aYMGECTExM8OuvvyI/Px82NjZVLsfX1xfr1q1Dx44dMWXKFFhYWODMmTPIyMhgO9u+9957WLBgAbZs2YLIyEj0798fmZmZ+OmnnwAAU6ZMqYtVxLRp0/Dpp5+iT58+8PX1RWpqKvbv3w8nJyetC1bHjh3x5Zdf4tKlS/D29sajR49w+PBhNGvWDBs2bKjyuq5YsQLnz5/HkCFDMHr0aLi6uiI2NhZHjhxBhw4d4OXlVa112LFjBz799FP4+fnhzJnyayqrEr/ahAkTMH36dOjr69c4cfD29kb//v0xbtw4tGrVCv/88w/CwsIwePBg+Pv716jsiqSnpwOAVmfWjIwMREREsP+3t7evsxgIIQ1Lq6ZE3/MLjYREawZDGxh6LStznCLrWZ3WlrS1dEAXcU8YZHaEpVgPFqYCWJrqwaIRYGnC1fr09xCiVZPXb9/fuHEjpk+fjsjISGzZsgUMw+Dy5cs6+4K5Dh064OrVq+jevTt++OEHfPfdd3BxccE///wDoVBYZqfUsnh6euKff/5Bx44dsWPHDqxYsQIymQynTp1i7yQBgODgYBw8eBBSqRQbNmzA0aNH0adPH1y7dk3jLo/a9Mknn+Drr7/Gs2fPEBQUhD/++AMhISFad5oAJU1aly9fhkwmw/r163Hu3DlMmjQJ165dYzuBVmVdDQ0NcfnyZSxatAg3btzAmjVrEB4ejkWLFuHvv/+u8nZVc3d3h4mJSZmdkqsbv5q+vj6aN2+OMWPGaPVxqa6ZM2di//79iIyMxNq1a5GQkIDVq1drNJnVhYyMDLRt2xa+vr4anVktLS3h6+sLe3t7qikh5C3HyTvema0H51l6wLBnxQ/xUiuI+AUvj3yuNdxkwFyY9p9TexGSasnPz9d6+JtEIoGJiQnWrFlTp80quqRly5bw9PQs84m8b4Lqxv/777/D19cX4eHh6NatWx1HVzeq8uK9jIwMuvuGkLeYRk0J36JjedNp0XfsVPlEpF5NmDABHh4e7NNK1VauXAmlUokhQ4Y0UGSkrn377bdwdXV9YxMSAFXqzEoJCSFvN422DY6o6s0SfLMm4JvZQpH1TGO4NCECoJqSBjFlyhQcP34cbm5umDBhAtvscOnSJXz66adwcXGpvBDyxomJiUFYWBi+/fbbhg6FEEJqRCMp4Ro2KW+6KuOZ6datsu+S/v374/Lly1i1ahX27NkDmUwGJycn7Ny5s8Z3ZBDdtW3bNhgYGGDixIkNHQohhNSIRp+SV++6qUzKQu0noYo6DYPFuPp9/DwhhBBC3nwaNSWKzNvQQ9WSkoKIX8ocru/oWfOoCNEhdf0kU11Sl3fXEEJIZTSSEmXGHcii91RaW6LIel7mnTcAdYAlbz51EvIuJSNq6nVWJyeUpBBC6pPWQzyKkyNR+HRHubf1VpaQ8M1q3i+FkIaiflps6c+7hsPhsB/134QQUh80khIV1/H/n9R6EdKECIg6DS25y0ZsC0X2MxQ/uoXcsO3lFmYygO66IW8uhmGgUqmgUqno5W8A7O3tweVyweVyKTEhhNQLNimp6bts9B07UdMNeWOpa0VUKhX7FuhWrVo1cFQNJz4+nt0OVGNCCKkvXKHzDK2EpLr4ZrZ1+oZgQuqDOilRKBQNHYpOUCgUUKlU72QTFiGkYXD59n5gRD1euwC+mS0az6GEhLzZSteUUFJSonRSQokJIaQ+8LmGNmyn1or6i5SFnklC3ialExMCSkgIIfWO7VNi2n8OjDyHouDWL5BE/KL1+PjS9B07wXzcGrrThrwVSl90KSn5z6tNNwzDUL8SQkid0rj7hm/WBKb958C0/xwosp6j+FEEFNnP2fH6jp7UmZUQQgghdYJb3gi+WRMYdRrKJimm/efUa0LSt29fODg4aH1+//13PHr0CF27dkVaWhoAYNasWVixYkWDxHPo0KEyp1+8eDHmz58PAFrx1gaGYdCtWzds2LBBa9zz58/h4OCAP/74AydOnMCIESNqbbk1NX78eKxerbtNflVpqsjIyNDYB9zc3DB69GjcvHmzzuJasmQJ1q9fX2fll6e87REXF1fm8aD+bNy4scbLbteuHX7//fcal1Me9fd49+5drXGjR4+u8n5aH+efVx08eBBff/211vArV64gODiY/TsoKAhRUdW7iUEqlSIwMBCPHz+ucZzvulu3buGrr75q6DDeKFoPT9Ml06ZNw7hx4zSGWVuXvMl4+vTpMDMza/B4qvIqdWtra414P//8c2RlZWH79ur14SmNw+Hg/fffx++//44lS5ZojDt37hxEIhF69eqFZ8+eUZX7//v111+xcuVK3L59u1bK+/bbb+Hs7AyJRIJjx45h8uTJCAsLQ/PmzWtcdt++fTF58mRMnjwZAODr6wtDQ8Mal1tbWrRogfPnz7N/+/r6YtmyZejRo6TTvFgsbqjQ3npSqRQxMTFQKpVIT0+HlZVVQ4dESK3R6aTE3Nwcjo6OZY6bNm1aPUdTcTwVEYlEdRKvr68v9u3bh4cPH8LZ2Zkd/ttvv6Fv374QCoXsL9d3mVKpBI/Hq/VybW1t2f3Bzc0NN2/exM8//4xFixbV+rJ69epV62XWhEAg0DgWOBwOGjdu/FrHB6me+/fvw8zMDGKxGPfu3UP//v0bOiRCak25zTe6LDo6Gg4ODsjOzi5z/JUrV/D+++/D1dUVY8eORVxcXJ3HdP36dfTr1w9ubm6YPXs2srKyyoy3Xbt2+Omnn3Du3Dk4ODhAIpG89jI9PDxgY2ODc+fOscPS0tJw9+5d+Pn5AQD27t2LAQMGsOOLiorw2WefoV27dujevTu++eYbKJVKZGdnw9HREfHx8QBKqu27dOmCo0ePsvNOnz69Vqsi//77b3Ts2BFHjhxB165d0b59ewQFBWm8eyY4OBheXl5o164dZs+ejfT0dHb+lJQUTJ48Ga6urujfvz+7HSQSCRwcHPDVV1+ha9euCA4OxqxZs/Dpp58iOzsbDg4O+Pvvv2ttPYCSi3KbNm3w5MkTAICfnx/27v3vVvnw8HA2OVTHd/ToUbz//vto27YtPvjgA2RlZbH7SmJiIlauXIkhQ4YA0Gwi+Pvvv9GpUyfs3LkTnTp1gqurK1atWoUXL15g7NixcHZ2xsCBA3Hnzh12+eV973UtNDQU3bt3h7OzMyZNmoSkpKRqjVerbF+oa+Xta69au3YtpkyZgo8//hjt27dH165dcfLkyVqN5d69e3Bzc4Obmxvu3bv32uU8ffoU27dvx/Lly7Fp0yatspKTk7FlyxYsX74ce/bs0ThXPXz4EF9//TU+++wzbNq0SaOJ6MyZMzhw4ABOnz6NoKAgrFmzBhER/z2IU6FQ4Oeff8bnn3+ONWvWIDw8HIGBgez3KZfLceLECQQFBWHt2rU4f/482/mcYRiEhYVhzZo1CAoKwsGDB5GXl1fm+j1//pxdvw0bNuDWrVvsuOLiYpw4cQIrV67EihUr8NNPP6GoqAgAsH79ely9epWdNjU1FYGBgcjNzQVQ0nS5ZcsWfP7559ixYwdSU1PZaXNycrBr1y4sX74cW7duxbNn5d8wQsr2RiYlFXn48CHmzJmDWbNm4ezZs3B1dcW0adMgl8vrbJkFBQWYPXs22rVrh8OHD6Nv374aO3Vp165dw5gxY9C/f39ERUVBJBK99nLVTTilT5BhYWEwMjJCz549y5xn0aJFePbsGX7++WcEBwfjyJEjOHr0KMRiMVxcXNh+EQ8ePEBGRgYuXLgAoORkcOfOHXh7e792vGXJycnBH3/8gd27d2PNmjU4fPgwLl68CAA4duwYjh49iu+++w7Hjx9HdnY2li5dCgAoLCyEv78/XFxccPbsWTbpUCdVAHD37l1s27YNU6dOxbfffotNmzZBLBYjKiqqTmoenj17Vq0mxV27diEoKAj79+9HYmIidu3aBScnJ0RFRaFFixZYvnw5jh07Vua8L1++xPPnz/Hjjz9ixYoVOHjwIIYPHw5/f3+cOHECdnZ27LYCyv/e69L333+PnTt3YuXKlfjf//4HMzMzTJ06lT0WKxtfWkX7Ql2ryr5W2s2bNzFq1CiEh4dj9uzZCAwMREpKSq3EIpFIEB8fD1dXV7i6uiIrK+u1LnwSiQR79uyBra0tAgIC0KdPHxw7dkwjzmvXrmHo0KGYPn06MjIy2OMyPT0dBw4cQLdu3RAYGIju3bvjp59+Qk5ODjtvdHQ0hEIh5s6di44dO+LUqVMoLCwEAFy4cAHR0dEYN24cpkyZgpiYGI3Yjhw5guzsbMydOxdjx47FzZs32fNSREQEbty4gUmTJuGjjz6CRCLB8ePHy1zH/fv3o2nTpli4cCF69+6N48ePsz8aTp48idTUVMyePRtz585FRkYG23/J3d0dDx480FgXe3t7mJiY4MWLFzh48CB8fHwQEBAAW1tb7Nu3j03wjx07BqlUihkzZmDgwIF4+PBhtb+bd51OJyXBwcFwcnJiP4GBgZXOs3fvXgwbNgzDhg1D8+bN8dlnnyE3N1cjS66teNT9S86cOQMej4d169bB1dUVo0aN0qidKM3Q0BB8Ph9cLrdGCYman58f4uPj8ejRIwAl/Un69esHPT09rWmfPn2Kc+fOYdOmTWjdujW8vLzw4Ycf4pdffgEAeHt748aNGwCAixcvYuDAgfjnn38gl8sRHx8PiUSCzp071zjm0rhcLrZu3QpXV1cMGjRI44SQmJiIZs2awcPDA61atcL69evx/vvvAyhpotLX18fSpUvRvHlzjBw5Et7e3jhz5gxbdmBgIDp27AhLS0sIhUJ2m4hEolptzpFKpTh48CD+/fdfDB8+vMrzrVixAl27dkWnTp0wePBgPHjwgN0vOBwOBAIB9PX1y5xXIBBgxYoVaNOmDUaPHo22bduib9++GDx4MFxcXDBr1iwkJCSgqKio0u+9LjAMgz179mDevHno168fWrVqhY0bN6KgoABnzpypdPyrKtoXamrcuHEax7WTk5NGLVNV9rXSOnfuDB8fH4hEInzwwQdwdXXFiRMnaiXWqKgomJqawtbWFoaGhnBwcHit2pK7d+9CKBRiyJAhsLS0hIeHB7p3747nz/+723LYsGFwdHREixYt0L59ezb5MTY2xrx589C5c2eYmpqiW7duEAgEePr0KTtvs2bN8P7778Pa2hr9+vWDQqFga0Ju3LiBPn36wNXVFU2bNtXoiJ+dnY2oqCiMGTMG1tbWcHR0hLe3N9sZOSMjA2ZmZrCzs0Pjxo0xatQouLm5aa2fVCpFTk4O2rRpAzMzM3Tq1AljxoyBQCAAAPTp0wcffPABrK2t0bhxY3h4eLAJWbt27ZCYmIji4mIAJUmJehmXL1+Gh4cHPDw8YGFhgUGDBqGoqAhJSUnIzMxEQkICRo4cCXt7e7Rq1Qrvvfdetb+bd51O9ymZMmWKRsdSY2PjSueJjo5GQkICTp8+zQ4rKiqqlWq0V+NRXzCSk5Ph7OzM7vBAyUWjPp4M2r59ezRp0gTnzp3DuHHjEBERgdDQ0DKnjY6OBsMw6N27NztMoVDAwsICANC9e3csXLgQQElSMn/+fCQlJeHmzZtITk5Gx44dYWBgUKvx83g8jeTMwMCA/UU1btw4nD17Fv3790e/fv3g6+uL0aNHAyipEUtOToarqys7r1Qq1ehgWfr7qAvjxo0Dh8OBQqGAUCjE5s2b4e7uXuX5GzVqxP7f0NCQXe+q4HA4GomVSCTSWHf191RcXFzp914XsrOzkZaWBk9PT3aYUCiEu7s74uLiKh3/qor2hZoKDg7W6JMFgL1zDqjavlYRZ2fnWruTRd10o+bm5oYLFy7A19e3Wh3a09PT0aRJE4151E2+UqkUADSOdT09PchkMnZ4bm4uTp8+jczMTCiVShQXF2uc70on0+ofYVKpFHK5HHl5eWjWrBk7nsv977exOikqffeWSqWCkZERgJKELzIyEsHBwWjbti3c3NzQqZP2XaFCoRA+Pj44ePAgm2i6u7tDKBQCKLmWhIWFITY2FoWFhVAqlTA1NQVQ0lfM1NQUDx8+RMuWLfH06VP4+/uz8aWnp2skrTKZDNnZ2VAoFODxeGjS5L/nd9VFX7a3nU4nN1NmOgAAIABJREFUJa/bsXTq1KkYP368Vll1FQ+HwymzZqI+lG7CMTMzg0gkqrCJRU9PD2fPntUYpj5wOnXqhLy8PNy9exfx8fHo3Lkzevfujb///hsvX75E9+7d63RdXtWiRQtcuHABly9fxoULFzBu3DhMnjyZrTHr2LGj1i3RtVH7VFXqi1l8fDzmzZuncdHSNRV973W1vLKWoVQqIZPJKh3/qsr2hZoo3WFZTX3xUqvJviaXy2vlqbi5ublITExEcnIywsPDAZTUSCmVSiQnJ6NFixZVLovH4732XXnPnj3DoUOHMH78eDg7O4PH42HlypVVmrcqL3fk8/kICAjQihcoudtxyZIliI2NRUxMDHbu3Ilu3brB19dXqxxfX1907twZ0dHRuH79OsLCwjB37lyYmZnh559/hkqlwuzZs2Fqaorw8HCNJnd3d3dER0dDJpOhadOmbMIClNQod+nSRWNZRkZGSE5Opjdq1wKdbr55HS1btkRCQgKaN2/OfiwsLNhMuy60aNEC8fHxWk+/rC9+fn548OAB9u/fj/79+5dbQ9CyZUvIZDLk5+ez26Zp06bsL2ahUIiOHTti8+bN8PLygkAgQO/evXHhwgVERETUen+Syhw4cAC3bt1Cnz59sGbNGmzYsAF79uwBwzBwdHREQkICGjdurPE9V/Trv7ZPFuqL2cCBA9GnTx+sXbuWHScSiTRqPqrbp6k2Y63se68LRkZGsLa21ngGiFQqxf379+Hk5FTp+FdVtC/Uterua68+ETgqKgr29vY1jiMyMhJmZmZYsGABAgICEBAQgPnz58PR0bHaTThWVlZ4/vy5xvaLiIjA/fv3K5330aNHsLS0hKurK3g8HpRKZZU7TfP5fJiamrJ9OwBozGtlZQWFQoHi4mJ2G5uZmbHn7/DwcCQnJ8PFxQUjRozA6NGjceXKFa39ID09HWFhYTA3N0fPnj3x8ccfw8DAgN3fEhIS2OYnQPv4bNeuHWJiYhAVFaVR+9m4cWOkp6ezsVlYWMDY2Bj6+vqwtLSEXC7XuMmBXtFQfW9dUjJ9+nRcvHgRW7duRUpKCsLCwtCzZ0+NHtKvKzs7GykpKRqf3Nxc+Pn5oaCgAFu3boVEIsHNmzfx559/lluOWCzGw4cPERUVVStNPO3bt4etrS3i4+PL/MWg5uDggD59+mDhwoWIiIjAo0eP8Mknn2DdunXsNN7e3rh27Rp8fHwAAB06dEBubi4kEkm91wQkJydj+fLluH37NlJSUnDx4kW0aNECHA4HQ4cOhUAgwIIFCxAXF4d79+5hxIgRFT5sSywWIycnB+Hh4Rqd8mrD0qVL8c8//+DKlSsAgLZt2+LUqVO4d+8erl+/js2bN1erPFNTU1y/fp3tK1QTVfne68Ls2bMREhKCv/76CwkJCVi6dCmEQiG7j1Y2vrSK9oW6Vt197fr16zh+/DhSUlIQHByMxMREjBw5ssZxqJturKysND7t27fHv//+W63XI3To0AFSqRRnzpxBRkYGIiMjcfr06So1z1pYWCA1NRW3b99GcnIyDh06BKlUWuXEpEuXLvjrr7/w4MEDPH36VOPuJEtLS7i4uODo0aNISkpCeno6Dh06xNbyZWZm4sSJE0hOTsbLly8RExMDCwsLrf1AKBTi0qVLOH/+PLKyspCQkIDc3Fz2uVIWFha4evUqHj9+jIiICFy4cEHjXNykSRM0atQIcXFxGs1lPXv2RExMDP78809kZmbi/v37WL9+PXJzc2Fubo6WLVvil19+QUFBAbKyssq94YGU761LStzc3LBt2zb8+uuv6NevHzZt2oSVK1eyD12rid27d+O9997T+Pzwww8QiUTYsWMH/ve//6FLly7YunUrvLy8yi1n5MiR4HA4mDhxIvLz82scF1BSVWlqalppbcbmzZvRtm1bTJs2DcOGDdOqKlXPr05KuFwufHx84OXlVe/to4GBgejWrRtmzpwJPz8/PH/+HNu2bQNQUhOxf/9+5OTkYMiQIZg1axYGDBhQ4TMbunTpgq5du2LmzJm19gA1NXt7e0yaNAlfffUVlEolPvroIzRt2hT+/v5YsWIF+vXrV63ypk+fjuvXr9dK8wRQ+fdeFyZNmoQpU6Zg+fLlGDJkCLKysnD48GG22aOy8aVVtC/Uterua+7u7rh27RqGDRuG48ePIzg4GHZ2djWK4eXLl3j69GmZfZbc3NxQVFSEhISEKpenr6+PDz/8ECkpKdiyZQvOnTuHUaNGVam53MXFBT4+Pjhz5gwOHTqEpk2bwtnZmb2ltjI+Pj5wcXHB4cOH8eOPP7K3yqsTi7Fjx7J3tWzduhU8Ho/d1r6+vmjZsiX279+PkJAQ5Obmsv09SjMxMcHUqVPx8OFDbN68GT///DN69erFbr+xY8eiuLgYoaGhuHPnDvr16wehUKiRmLi7u6NZs2YafYfUx/S9e/cQHByM33//HUOHDoWJiQkAYMyYMZDJZFi7di32799frSY1UoLDUP0Secep34SrVCohlUpRXFyM7OxstGrVqqFDazDx8fEQi8XQ19eHUChk+yBQe3nF1q5di7i4OOzfv7+hQ9FZSqVSo+9FYmIidu7cia+++qrOO6cT3afTHV0JIYQAx48fr9N3K9WXjRs3sh3ne/fuzTYhubq6QiAQ1FrNoK6xsLB4a9ettlFSQgghOm7UqFEYNWpUQ4dRK7p164YzZ87gu+++A5fLhZOTEwYPHgwAtfIiR/Jmo+Yb8s6j5htt1HxDCGkIb11HV0IIIYS8maj5hpBSyqoJeBcrE9W1R6/+nxDy9mvIGlFKSgh5hfoiXJ3nPrxt1Nug9IcQ8m5QH+9VeQJvbaOkhLzzOByOxkWXw+FApVJpvJPjXdOmTRukpaVBpVKxD8V6l7cHIe8adR+y+k5MKCkhpBR1rQC9SAvIy8tDXl5eQ4dBCGlA9vb24HK59fZeH0pKCHkF3WFS4l2++4gQUnIXnrqmtL5qTKg+lhBCCCFlUigUUKlU9davjB8fH18vCyJEl6kPOrlcDplMhkaNGjV0SIQQ0uBiY2Ohp6cHgUAADodT533L+K9W0cbHx1O1LXnnqDt0yuVyFBcX4+XLlw0dEiGENLgWLVpAX18fAoEAPB6vzpMSar4h77zS1ZLv+q3AhBBS2qtNN3XdjENJCSGEEEJ0AiUlhJRCDwkjhBBN9XlepKSEEEIIITqBkhJCCCGE6ARKSgghhBCiEygpIYQQQohOoKSEEEIIITqBkhJCCCGE6ARKSgghhBCiE96YtwTHxMRgz549iImJgZGREbp164Zp06ZBJBK9VnlhYWHYu3cvjh49WsuR1p3Tp09j69at5Y5fv349OnXqVI8RkbfN6NGjMXjwYEyePBnBwcF49OgRtm/f3tBhEfLOio6Oxs6dO/Htt982dCj14o1ISh49eoQFCxZg8ODBmDNnDnJzc7Fr1y6sXr0a69evb+jw6k3fvn3h4eEBoGSbrFmzBlu3boWRkREAwMrK6rXLvnDhAr799lucOnWqVmIl1RcdHY1Bgwaxf5uamqJ9+/ZYtmwZvY+KkDdUamoqjh07htjYWPB4PDg7O2PcuHEQi8UAgBs3bkAsFqN169Y1XtZ3332H27dvaw3fsWMHioqKsH//fsTGxkIsFmPEiBHw9PSs8TJrW7033wQGBiIzM7Na8+zZswcdOnTAnDlz4OjoCA8PD3z++eeIiIhATExMHUVa96q7LYyMjGBnZwc7Ozs0btwYAGBra8sO09fXr6tQST2KjIxEXFwcwsLCYG1tjenTpzd0SISQ15CXl4d169bB0tISa9aswerVq6Gvr4+QkBAolUoAwM2bNxEbG1vm/OU9STUzMxObNm0qc9yAAQOwe/dujY9QKMTu3bthZGSEkJAQ+Pv74/vvv8ezZ89qZ0VrUb0mJZmZmdVOSKRSKe7cuYOBAwdqDG/WrBnGjBkDmUwGACgqKkJwcDCGDh2KIUOGYPPmzSgqKmKnT09Px8KFC+Hr64u5c+ciPj5eazlbtmzBkCFDMG7cOBw4cKBOX8z2OtuiKspbD6VSiRkzZuDrr79mp122bBkWLFiAoKAgrFmzBnl5eejTpw+uX79e63GRquNyueDz+bC0tMSHH36IJ0+eIDs7G0ePHsWIESPY6R49egQHBwcoFAqkpqbCwcEBhw8fRq9eveDh4YFvvvmmzPJzcnIwZ84cuLm5wcvLC6GhofW1aoS8Uy5dugQzMzOMHz8eYrEYJiYm8Pf3R1ZWFhITE7FkyRJERUXh7Nmz7Ll56dKlCA0NRUBAAMLCwsosVyqV4uHDh+Uul8fjaXyKi4vx8OFDDBs2DPr6+nBxcYGnpyfCw8PrZL1rQuebbzIzM6FQKGBjY6M1btasWez/v/rqK2RkZGDDhg1QqVTYsmULQkJC8NlnnwEANm7ciMLCQmzcuJG9cJe2fv16FBYW4ptvvkFeXh7Wrl0Lc3Nzjer0N0FF6xEQEID58+dj6NChyMzMxJ07dxAaGgobGxtcvHgRO3bswE8//QShUNjQq0EAZGdnY9++fXB0dISpqWmV5rl//z5+++03REVFwd/fH8OHD4ednZ3GNB9//DHs7e1x9+5dREdHY9SoUfDy8oK7u3tdrAYh76ykpCStZhmBQIBt27YBADZs2ICtW7fC3t4egwcPZqeRSCQICgqCiYlJubUo1aGuceFwOOwwKysrPHnypMZl17Y6T0pK1wao//9qDYGFhUW586trOwwMDMqd5unTp7h27RpCQ0Ph6OgIoKRpZO7cuZg2bRoUCgXu3r2LnTt3sm3zEyZMwMGDBwGUtPlduXIFR48ehbm5OQBg5MiR+PPPP2s1KanptqhMZevRtm1b9O/fH9u3b8fLly8xevRoNG/eHEDJgQJUvJ1J/XBzc2P/7+XlhQMHDmicTCoSGBgIkUgELy8vmJubIykpSSsp+fLLL9G4cWPw+Xy4u7ujRYsWSEhIoKSEkFpWXFzM9vmrjl69esHMzExreEhICOLi4tgkY86cOQAAHx8fjB07FkDJTRyla1gmTpyIPn36oEWLFvjll18wceJEpKWl4fLly7C3t3+NtapbdZ6UbNy4UevCu3HjRvb/FhYWGn+/Sk9PDwA0mmJe9ejRI+jr67MJCQC0bt0aenp6SElJAcMw4PP5aNmyJTuez+drzM8wDCZPnswOUyqVbEek2lLTbVGZqqzHzJkz8cEHH8DAwACTJk167WWRuhMVFQWRSIQNGzYgMjISTZo0qfK8pZMXLpfLtluXplAosHjxYsTHx4NhGDx9+rROmyoJeVcZGRmhsLCw1sqbMmUK5HI50tLSEBISglWrVgEADA0N2WkGDBjAJiilzZo1C99//z0CAgLg4OAAOzu7KtfA1qc6T0oCAwO1/g4MDGRrBCqrGbCysgKHw0FqaqpGUgEAP/74Izw8PCAQCMDlanaPYRgGDMNALpdDIBCAx+NV+GtTIBBota3zeLxK1686arotqqKy9ZDJZFAoFJBKpZDL5dRUo8NmzpyJHj164Nq1a+jatSv4fD4UCkWNy506dSrmzp2LrVu3gsfjwc/PrxaiJYS8ys7ODnfv3tUYplAosGTJEsydO1fjh3RVqH9gyuVyANW749LKygrLli0DAKhUKqxYsQJeXl7VWn59qPOOrhYWFuynomHl0dfXh7u7O86fP68x/NmzZ9i3bx8AoHnz5igsLMTjx4/Z8XFxcZDJZGjRogWaNm0KqVSKFy9esONL92q2s7ODXC6HRCKBra0tbG1tYWNjU+s1JTXdFpWpynps27YNnp6eaNasGb7//vsaL5PUHbFYjEmTJrH9n1q2bImEhATExcUhIyPjtTqoKpVK5OTkQCAQQCKRICwsDMnJyWXWqBBCaqZ3797IyMjAqVOnUFBQgIKCAhw+fBiGhoZs04lQKER6ejqbaNQlpVKJFy9eYM+ePeDxeOwjJnTJG/FE1xkzZuD69evYu3cvkpKScPv2baxevRqenp5wdnaGra0tevbsifXr1yM2NhYxMTEIDg5G9+7d0aRJEzRp0gQeHh7Ytm0bcnJykJqaqvE8jmbNmqFr167YsGEDoqKi8PjxY6xevRq7du1qwLWuvsrW48aNG7h+/TpmzZqFjz76CGfPnmVvqTYxMUF+fj7u3LmD/Pz8hlwNUsrMmTPx8OFDXLlyBe3atYO/vz9Gjx6NIUOGoFGjRtUuj8fjYePGjdi2bRu8vb3xxx9/wNvbG3l5eXUQPSHvNkNDQyxevBgJCQlYuHAhli9fDolEgvnz57M12D169EBkZCRCQkKqXK6trS327t1b7XjWrFmDzZs3w8DAAIsXL6711oDawGFeuRE6Pj6+zh7UlJmZiY0bN2o0WVTVvXv3EBoaisTERIjFYnTv3h1Tp05ln+gqkUiwbds2/PPPP+DxeOjZsyfmzp3LPrsjPT0dGzZsQHR0NGxtbdGhQwdcvnyZfaJrfn4+tm3bhqtXrwIAunTpgk8++eS1TvxVUZNtAZQ8aGvevHk4efIkTExM2OHlrYdQKMSHH34IHx8fzJgxAwCwefNmJCQkYPv27VCpVFi2bBkePHiAL774Al27dq2dFX0DqJv6lEolpFIpiouLkZ2dTQ8sI4S80+Lj4yEWi6Gvrw+hUMh2g6hqx/vXUa9JCSG6iJISQgjR1hBJyRvRfEMIIYSQtx8lJYQQQgjRCZSUEEIIIUQnUFJCCCGEEJ1ASQkhhBBCdAIlJYQQQgjRCZSUEEIIIUQnUFJCCCGEEJ1ASQkhhBBCdAIlJYQQQgjRCZSUEEIIIUQnUFJCCCGEEJ3AL2tgfHx8fcdBSINRv5BPpVJBJpNBKpVCLBY3dFiEENLgEhMTIRQKoaenBy6XW+cv5CszKaG3o5J3SXlvCSaEkHedg4MDvSWYEEIIIe8eSkoIecf4+Pjgjz/+eK15b926hZEjR+K9994DwzC1HBkh5FXR0dH45JNPGjqMelNm8w0hpP5FR0dj0KBB7N+mpqZo3749li1bpjNNqgsXLsSoUaMwatSoOq3CJeRtkZqaimPHjiE2NhY8Hg/Ozs4YN24c22/txo0bEIvFaN26dY2X9d133+H27dtaw3fs2AGlUokffvgB9+/fB4/HQ7du3TB69GidO44pKSFEx0RGRsLAwADZ2dkICQnB9OnTcenSpYYOC3K5HE+ePMHgwYNhY2NTrXlVKhW4XKqYJe+WvLw8rFu3Dl5eXpg0aRK4XC5OnjyJkJAQrFixAjweDzdv3oS9vX2ZSUl5tZGZmZnYt28fFi9erDVuwIABGDVqlMYwHo+HgwcPQiKRYOPGjey/NjY26NGjR+2sbC2hswQhOobL5YLP58PS0hIffvghnjx5guzsbBw9ehQjRoxgp3v06BEcHBygUCiQmpoKBwcHHD58GL169YKHhwe++eabcpdx7do1DBgwAO3bt8fixYtRXFzMjvv+++/RtWtXeHp6IigoCDKZDC9evICXlxcAYPjw4Vi9ejUAICkpCRMnToSrqyv69euH06dPs+UsXboUU6ZMwYABAzBr1iwAwOXLlzFw4EC4u7tj6tSpSE1NrdVtR4guuXTpEszMzDB+/HiIxWKYmJjA398fWVlZSExMxJIlSxAVFYWzZ8/i66+/BlBy3ISGhiIgIABhYWFlliuVSvHw4cNyl8vj8TQ+AJCSkoJOnTrBwMAAFhYWcHV1RUpKSu2vdA1RUkKIjsrOzsa+ffvg6OgIU1PTKs1z//59/Pbbb9i+fTu2bt2Kx48flzldcnIyDh06hDNnzuDBgwfYsWMHAOD48eM4cOAAjhw5gj///BPR0dHYs2cPbGxscPXqVQDA6dOn8cUXX0AqleKDDz5A+/btcevWLWzYsAFffvklwsPD2eXEx8cjJCQE27dvR2JiIubOnYtly5bh1q1bsLe3R2BgYA23EiG6KykpSasGRCAQYNu2bWjVqhU2bNgANzc3+Pn5ISAggJ1GIpEgKCgI/fr1q7VY2rZtixs3bkAikSAjIwP379+Hi4tLrZVfW6j5hhAd4+bmxv7fy8sLBw4cqHK7b2BgIEQiEby8vGBubo6kpCTY2dlpTTd+/HhYWFgAAGbNmoXt27dj/vz5OHLkCKZNm4bmzZsDAKZNm4YdO3Zg7ty5WmVcvXoVEokE8+fPB5/Ph4eHB/z9/XHo0CF0794dADBw4ED2xHfy5En06NEDvXr1AgDMmzcPnp6ekEgkEIlE1dhChLwZiouLYWRkVO35evXqBTMzM63hISEhiIuLY5t15syZA6Ck8/rYsWMBAGFhYRo1LBMnTkSfPn0waNAgrF69GvPmzQMAdOzYER4eHtWOra5RUkKIjomKioJIJMKGDRsQGRmJJk2aVHne0skLl8uFUqmsdB5ra2tkZmYCAJ4/f46vvvoK69atA1DSpl3WyREA0tLS0LRpU/D5/51G7OzscPHixTKnf/78Of788084OTmxw3g8HtLS0uDg4FBpnIS8aYyMjFBYWFhr5U2ZMgVyuRxpaWkICQnBqlWrAACGhobsNAMGDGATlNJ2796Nli1bYvny5SgqKsLOnTtx5swZjc71uoCabwjRUTNnzsS///6La9euAQD4fD4UCkWtLyc1NZWtNbGxscG6desQExODmJgYxMbGsst/la2tLVJTU6FSqdhhjx8/hpWVVZnTW1tbY/jw4WzZMTExiI+Pp4SEvLXs7OwQFxenMUyhUGDhwoV49OhRtcsTi8WwsrJifyhYWVnBysqq0toYhmFw9+5d9O7dG/r6+hCLxejRowfu3LlT7RjqGiUlhOgosViMSZMmYcuWLQCAli1bIiEhAXFxccjIyEBoaOhrl33o0CFkZmbi2bNn2L17N3x9fQEAI0aMYPt/yOVy/Prrr9i3b1+ZZXh5ecHQ0BDfffcd5HI57t+/j59++gljxowpc/qhQ4fit99+w+XLl6FUKhEZGYkVK1bQ807IW6t3797IyMjAqVOnUFBQgIKCAhw+fBiGhoawt7cHAAiFQqSnp0Mul9dZHBwOB3Z2dggPD4dCoYBEIsHNmzfZZlpdQs03hOiwmTNn4ocffsCVK1fQo0cP+Pv7Y/To0TA0NKxRtau7uzsmTJiAtLQ0DBgwALNnzwYATJgwAQUFBZgyZQpevnwJNzc39k6bVwkEAuzfvx9BQUHw9PSEiYkJ5s+fj/79+5c5fZs2bbB161Zs2LABKSkpsLGxwaJFi3TuOQmE1BZDQ0MsXrwYR44cwblz56Cvrw9nZ2fMnz+fvSumR48e2LFjB0JCQqrc8dvW1hZ79+6tViyzZ8/GoUOHMH/+fHC5XLi7u5f7A6IhcZhXfqbEx8frzIOaCKkP5b37ho4DQsi7LD4+HmKxmN59QwghhJB3DyUlhBBCCNEJlJQQQgghRCdQUkIIIYQQnUBJCSGEEEJ0AiUlhBBCCNEJlJQQQgghRCdQUkIIIYQQnUBJCSGEEEJ0AiUlhBBCCNEJlJQQQgghRCdQUkIIIYQQnUBJCSGEEEJ0AiUlhBBCCNEJlJQQQgghRCdQUkIIIYQQnUBJCSHvuNzcXOTl5dW4HKVSiaysLKSnp0Mmk9VCZHUnPz8f2dnZdVKeVCpFWlparZVN3mwMw+D58+dQKBQNHcobgd/QARBCSsjlcmRkZLB/c7lc6OnpwdjYGAKBoFaXo1AoYGBgUGtlAiUXZgAwNzcHj8er1bIJaUgFBQUoLCyESqUCj8eDSCSCoaEhAEClUqGwsBBGRkY1Xo5EIkFubq7WcLFYXOnxWlfHdX2jpIQQHWNjYwOg5BeW+he4lZVVrZUvk8lQXFxc6ycvhUIBQ0NDSkjIWyU/Px+FhYUQi8Xg8/mQy+XIzs4Gh8OBgYEBlEol8vPzq52UFBQUgMfjaR2Henp6MDc31xjG4XAqLa+ujuv6RkkJITqIw+GAw+FAJBJBIpFApVKhuLgYhYWFsLCwAFCSBKSnp8PGxgYqlQppaWkwNTVFQUEBVCoVRCIRjI2NNcrNyclBcXExGIZBWloaGjduDOC/pheZTAYej8eegIGS5oi8vDwolUoIBAKYmppqJR6ZmZmQy+XIzc1lY2QYBrm5uSguLmZP4I0aNWLnKSoqQkFBAVuuiYkJ+Hw+cnJywOPx2NgLCwtRVFTEnqjVFwmGYSAUCmFiYgIut6QlWiKRoKCgAACgr68PExMTACW/ZnNyciCTycDn88Hlcss90ZcXV1W3BXl7MAwDiUQCU1NT6OnpAQCEQiFEIhFbc5Kfn88eT2KxmE1S+Hw+ZDIZe4y9Si6Xg2GYMseVtW8qlcpyj/Hyjuvyjof09HTo6elBKpXCyMgIIpGoxtuqtlCfEkJ0lEqlQkFBAXsRrQqZTAZLS0uYmZkhPz8fSqVSY7ypqSmMjY2hp6encbKUSqUwNjZG48aNwePx2BOZQqFAdnY2GjVqBGtrawgEgjKrly0sLNgLuDppysnJgUqlgqWlJSwsLCCTydgmHrlcjpycHLZcPT29KvXxkEqlbNLTuHFjtjYJ+C+ZsLCwgKWlJeRyObseOTk5AAArKyuYmpqW275fUVxV3Rbk7aFQKKBSqSAUCjWGGxsbw9zcHCKRCObm5uBwOGjcuDGbuCiVShgYGJSbkNREWcd4Wcd1RceDOkYLCwudSkgAqikhROe8ePGC/b9QKNSqyq1Io0aNwOFwoKenBx6PB4VCUaVf8gYGBmy/FaFQiKKiIgAltRR6enrsSdnIyAipqalgGKbCKmWGYVBcXAwLCwt2+epfdMbGxigsLIS+vj5brrGxMTgcTrm/HF+lUCggFAphamrKziORSGBkZMQuz8jICAUFBRCJRCguLoalpSW4XC64XC4MDAzKTEwqiquibUHeTiqViq21rA4+n882o5TeP2QyGbKysjSGSyQSAIClpSU7zfPnz9l59PT02EQfqPoxXt7xoG5mEolEOlnLR0kJITrGxsYGHA4TzlO9AAAgAElEQVQHeXl5kMvl9XLiKH3SLf1/pVIJqVSqkShxOBwolUq2SaMsSqUSDMNoTMPn89nhr44DUKU2eaFQCGNjYxQUFCA7Oxv6+vpsM49SqUReXp7GnURcLhcqlYpdfmUqiquibUHeTlwul91fq5uYlEUgELDJR05ODgQCAVtToT7OX01CXld5x4Ouo6SEEB1lZGSE9PR0SKVSrerj+qLuiGdqalrt+QBoJC8KhYLty8HlcrUu5lKplK3+Lq/2QalUQigUwtDQEAzDICcnB7m5uTAzM2P7oajviiitKokUgArjet1tQd5cAoEAXC4XUqkU+vr67HCJRAKZTAaxWFyt8jgcDntsqI+FuvrRUdHxoMt0P20i5B3F5XJhaGjItgMLBAIoFAq2nbt0+3B1qC/QVWl2MDAwQFFREaRSKQCwnVmrsgxDQ0Pk5eWBYRi285/6BGlgYIDi4mL2eSbqWyE5HA74fD6kUilUKhUUCgVbvQ2UtJNnZWWxiUPpDqvqbaVQKMAwDIqKith59fX12e2lVCpRXFxc7vqWF9frbgvyZjMyMkJeXh5kMhkYhoFMJkNBQQGbpKhrU9T7XUN59biu6HjQZVRTQogOMzIyQlpaGltbYmhoiMzMTPYi+Tr09fUhkUg0eumXRyAQQCwWs3eccLlcjTtoKmJiYoLc3Fykp6cDgMbdN+o7V9SdYQUCAdt3RiQSQSaTIS0tDTweD3p6emwSIhKJoFQqkZmZCYZh2HKAkpOwSqXCy5cv2TLVdxuYmJggJyeHLbO8X6cVxVWTbUHeXEZGRmAYBtnZ2VCpVODz+TA2NmaPP3UNWmZmZrVqTsqb9tU+JUDJ/lu6pqYsrx7XFR0PuozDvJLaxcfHo1WrVg0VDyH1Tt1mrO4zUFxcjOzsbDoOCCHvtPj4eIjFYrbzN4/He62Ov9VBzTeEEEII0QmUlBBCCCFEJ1BSQgghhBCdQEkJIYQQQnQCJSWEEEII0QmUlBBCCCFEJ1BSQgghhBCdoHNJiY+PDxwcHLQ+rVq1QufOnfHBBx/g6NGjkMvlDR1qjUilUgwfPhweHh64ceNGQ4ejE3bu3AkHBwf06NGjoUMhhBDSAHQuKSmP+imOV65cwbJlyzB8+HCkpaU1dFiv7enTp4iMjEROTg4uXbrU0OEQQgghDU5nkxJ/f3/ExcWxn4cPH+LPP//EnDlzwOPxEB0djTlz5ryxrw13dHTEJ598guHDh8Pf37+hwyGEEEIanM6++0b9Yi41Pp8PBwcHLF68GDY2NggKCsK9e/dw8eJFvPfeew0Y6esLCAho6BAIIYQQnaGzNSUVGT9+PPsyo8uXLzdwNIQQQgipDW9kUsLj8dCmTRsA0HibYnh4ONsxNjs7u8x5/fz84ODggLVr12oMd3JygoODA8LDw/H48WMEBgaia9euaN26Nbp164bPP/8cL1++1CpP3Tlz9OjRYBgGR44cwfDhw+Hq6gpXV1eMGjUKv//+u9Z8CoWCjfXV8a8bi9rjx4+xcOFCdOnSBW3atEGPHj0QFBSE9PR0LFmy5P/Yu+u4KrL/8eMvQAHBQgU7QAUkDEAkxY5VWT8Ga7sqKhjYiIW9LgaIhYlrYMcauNhiYwcW2AmKIhKCcpnfH/6Yr1dCUFTcPc/Hg4femXPOnJkb855zzpzBwMCAiRMnZn2AM3HixAn69u2LlZUV1atXx9LSkl69enHgwIEs8ygUCv7++2+6du0q18XJyYkJEybw+PHjbLeXlpbG+vXrc3QsL168KB/L1NRUTp06Re/evbGwsMDIyIimTZuyaNEiUlNTs9zeqVOnGDZsGI0aNaJevXo5PzCCIAhCnsm33Tefk/6UQlXVvI2rDh8+zIYNG0hKSpKXRUVFsW7dOk6fPs3OnTvR0tLKkO/Nmze4u7uzb98+peUXLlzgwoULzJgxg99+++2b1+XChQv06NFDKc+TJ09Yu3Yte/fu/eyj6jPj5+fH/Pnz5deFChUiNjaW0NBQQkND6dKlC9OmTVPKk5iYyODBgzly5AjwIZAsWLAgjx49IigoiL///pslS5ZgZ2eXYXupqam4u7uzf//+DPv2uWPp7+/PwoULlZbduXOH2bNnExkZiZ+fn9I6SZKYOHEia9euRZIkVFRUKFKkSI6PjSAIgpB3fsqWktTUVG7evAlA5cqV87TswMBAjI2N2bx5Mzdv3uT06dP0798fgLt377Jly5ZM80VGRnLo0CE8PT05c+YMN27cYMOGDVSqVAmAOXPmZHulnhd1SUhIYODAgSQlJaGrq8uiRYu4fv06V69eJSAgAFVVVcLDw3NVh/Pnz8sBye+//86FCxe4du0ap0+fpl27dgCsW7eOkJAQpXxTpkzhyJEjaGlpMXv2bMLDw7l27Rq7d+/GwsKCxMRE3N3diYmJybDN6OhoDh8+/EXHcuHChbRv356DBw8SERHB/v37cXJyAmDHjh3cunVLKX1QUBBr165FVVUVLy8vwsLCOHjwYK6OkSAIgpA3chWU3Lp1i8jIyBz9ffrjn5f++usvuXumVatWeVq2iYkJa9euxdLSEnV1dfT09Bg9ejS1atUCPnRjZGXOnDm4ublRqlQpNDQ0sLa2ZtKkSQDExMQQERHxTeuyadMmoqOjUVVVZfny5bRo0QJNTU20tbVp3rw5GzduRFtbO1d1SD9Bly9fHm9vb4oXLw6Anp4eM2fOpEaNGgDs2bNHznPr1i02b94MgK+vL+3atUNDQwMVFRVMTEwIDAykdOnSxMfHs2nTpky3+6XHskuXLsyaNQt9fX0KFChA1apV8fPzQ0NDI9Njdvr0acqXL0/Xrl3p3bs3hQoVytXxEQRBEPJOrrpvjIyMcHd3Z+/evdmma968OQEBAV9VsU+lpqby6NEj1q1bR2BgIPAhIDE3N8/T7fTo0QNNTc0My2vXrs3ly5d59uxZpvnKlClDmzZtMs2XLioqChMTk29Wl/Tujvr162d6XCpVqkT16tW5dOlSjuuQfjJPSkoiMTFRKahRVVVlwYIFvHz5kqJFi8rLd+/eDYC+vj7NmjXLUGbRokVp3749W7du5eHDhxnWf82x7Nu3b4ZlxYsXp0qVKty6dYuoqCildQsWLECSJCRJQqFQZMgrfJCamoqhoSEhISEYGhr+6OoIwmcpFAr69u3L1KlTKV++/FeV5eXlhYuLCxYWFp9NGxkZyaZNm4iPj2fGjBnyUAMhZ3I9piQgICDbwCSvApI1a9awZs2aLNc3adKE2bNnf/V2PpXVGJXChQsDH2ZizYyamlq2+bLLm1d1uXHjBgDW1ta52k52WrVqRUBAALGxsbRv354ePXrg5OQkf8n19fXR19dXynPt2jUALC0tsyx35MiRjBw5MtN1X3MsP5c3q3wJCQkcPHiQy5cvEx0dzfDhw7Os+7dy/fp1WrduLb8uXrw4tWvXZsyYMVSvXv271+dbWLx4Mc7OzpQrV46UlBQaNGjA6tWr/zX7J+Sd5ORktmzZwrlz50hJSaFSpUp07NiRatWqAR/GikVHR2c6Li23JEnin3/+ITQ0lNjYWHR1dWnatCkNGjT4bN65c+diaWkpz0S9bNkyHB0dsbe3R0VFhbCwMHR0dHIUzB88eJCgoKAMy3v37o2Dg0O2efPyePxIXzTQNavA5Fu0kGRm5MiRDBgw4Jtv52eSlpbGmzdvAChbtmyelVutWjVWrFiBl5cXERERjB8/HvjQ6tKgQQM6deqEsbGxUp70cSKlSpXKs3p8S0FBQfj4+JCQkCC3mvyIoCTd5cuX5cHEfn5+uLq6/mtm/Q0ICMDKyopy5cqhoaHB3LlzqVKlyo+ulpDPSJLEvHnzAPD09KR48eKcOXMGX19fJk2ahJ6eHnfv3uXSpUuZnoSzm1Rz4cKFODs7U7FiRXnZgQMHOHLkCAMHDqRMmTLcu3ePRYsWoampiY2NTbZ1bd++vdytnZqaSkxMDNbW1pQoUQKAM2fOUKVKlQxByc6dOylVqlSG+lepUoVx48YpLcvJDR3ZHY/spA/wzy++eKBrQEAAzZs3l1/ndUDSvXt37t69K//duXNHHktx4MCBn3Ym129FRUVF/uDmdTeEvb09hw8fZvny5XTp0oWqVavy8OFDVq9eTatWrRg3btxP2/WxefNmvL29efv2Ld27d2fdunU/fO4bVVVVChQogK6uLr179+bRo0fExsayceNGeXAxfLgySr8NOioqCgMDA9avX4+TkxMWFhb4+/tnWn5kZCQuLi6YmZnRsGFDdu3aJa978OAB3bp1w8zMjFatWnHu3LlMy8gu3a1bt3BxccHU1JSmTZty4MABIiIisLS0JCEhgT59+hAQEEBqaiqdO3fm3r17wIc7ttLHTNnZ2TFz5kx5QLOXlxdjx47F1dUVc3Nzfv31V+7fv/+1h1rIpyIjI7lz5w5ubm6UK1cOLS0tGjRoQNWqVTl79izLly9n27ZtRERE4OHhQVpaGitXrsTX15fx48cr3S34qVu3bpGYmKi07N69e5iZmVG5cmU0NDQwNjamffv2xMXFKaWZNGkS7u7uLFiwQH7+2tq1azlz5gyvXr2SL2amTZvG+vXrGT16NFevXiU4OJi5c+cqbfPRo0e8ePEi0zqqqakp/amoqBAbG0vv3r0JDQ3F09OTwYMHs2PHDoBMjwfA3r17GT58OEOGDGHt2rVK36elS5cydOjQzw7H+N6+6u6b9MDke7SQqKioMGHCBAAuXbrE9u3bv+n2fjYqKipytP7x3C15pUCBAjRq1Ihp06axf/9+Tpw4Qb9+/ZAkifXr17N48WI5bfrEdq9evcrzeuS19Kux/v37M2HCBGrWrJnrwcDfSmxsLCtXrqRq1arye/s54eHh7Nmzh0WLFjF//vxMx+yMHj0ae3t7rly5wpQpUxg+fDhRUVGkpqbSq1cvrK2tuXjxIu7u7vTv3z/DD3h26ZKSkvj9999p1qwZFy9eZOLEiQwbNgxtbW3Onz9P4cKFWbFiBe7u7hnqNXbsWJ49e8aRI0fYtm0bJ0+eVAqsQkJCGDx4MKdPn0ZPT48FCxbk8ogKP4t79+5RtmxZpbFqACNGjKBVq1a4urrSrl07DA0NmTdvnnxB9vTpU/r165frlnQbGxvCwsI4dOiQPJ2Ck5OT0oX39evXGTJkCNOmTePBgwcZHqRaokQJ5syZA8CECRPo3LkzPj4+mJub06pVqzybwfv+/ftMmTKFgQMHsnPnTl68eJHp8Th+/DgHDx7Ey8uLP/74g4cPHyrdJZmYmIi3tzdNmzbNk3rlla+ep+R7dNeks7CwwNnZmZ07dzJr1iyaN2+udAJJH5QJEBcXJ58c/ytMTU05duxYlle3uSVJkjx/h4ODAwYGBvK6smXL4uXlRVRUFDt37iQkJISBAwcCYGZmxrFjx7h48WKWZYeGhnLu3DmqVavGr7/+mif1za24uDiePHkC8Nkm2u/p40HKNjY2rFq1KsfNq56enmhra2NjY0PJkiW5d++efCt1Ok1NTV68eMGrV69wdHQkNDSUEiVKcPr0ad68ecOgQYNQVVWldevWzJ8/n7CwMOrXry/nzy5deotZnz59UFFRwcHBgUmTJvHu3bts6x0fH8+ePXvYuXOn/L1NvxocMWIEAG3btpVbSxs2bJjl7fnCzy85OfmLLg4sLS3lz/vHrbe7d+8mODgY+DCuzM/PD1VVVcqVKydfjIwcOZKQkBC2bt2KgYEBLVu2VBpM36pVK/mzWa1atQyD5nMiIiJCnivp/fv3XLp0SQ4UZs2aBXwIOnr37i3nqVKlCt7e3vLrDh06oKmpibGxMUWLFiUqKgpdXd0M2zp69CjNmjVDT08PgGbNmrFnzx553JqTk5PcxZSf/HSTp3l5ebF//36io6NZtGgRo0aNkteVK1dO/v/Fixcz9FXfuXOHO3fufK+qfnfNmjXj2LFjHD16lPDwcMzMzJTWP3jwIFe3JauoqLBo0SKio6MznSANoGTJkgBK84a0bt2agIAAIiMjOXLkSIbBYu/fv2fGjBlEREQwaNCgXOxh3vr42Uo3b97MN4HJ1atX0dbWxsfHh8uXLyt9rj/n4+BFVVU10261OXPm4O/vT5s2bShZsiSurq60bduWp0+fEhsbq/RDrFAoMjyN+3PpypYtq1SP9u3bf7beL1++RKFQKM07VKlSJWJjY+WWmo/LVFNTy/W8P8LPo0iRIkoTQH6thg0byjcATJ06la5du2JgYKD0G6Cvr4+7uzspKSmcPXuWRYsW0bNnT+rWrZuhPBUVlS/qsq5SpQqTJ08GPoxlK126NE2aNAGQg7BPg5DMtp1OVVVV7qr51MuXL9m4caPStAs/w8SQP93kaWXKlKFfv34ArFixgkePHsnrypUrJ4/MnjVrFqdPn+b9+/fExsayY8cOunTp8tkrtp9Zu3bt5Lti+vbty/79+0lJSSExMZG9e/fSqVOnXH/Ru3fvDsD69euZP3++PD9McnIymzdvZt26dQBKgUeNGjXk1o8hQ4awY8cO+bhHRkbSt29fIiIiKFq0KD169Piqff4a2tra8h1C/v7+bNu2jefPn8utJz9av379uHLlCqdOnQI+BFFfeyJ+//49MTEx/PHHH5w6dQpvb2/GjBlDeHg4ZcqUoXz58ty8eVP+i4yMpHPnzkplZJeubNmyGYKYq1evZjpJ3sfKli2Lqqqq0rF/+PAh2tramc6gLPy7VaxYkWfPnmXoOlywYMEXjYHQ1tZGT08PPT09uatbT09PbilYsWKFPLZJQ0MDBwcH7O3tOXPmzNfvzEfS55vS09NDXV09Q73yUokSJfj9999ZunSp/JfevZSf/XRBCXzo/y9btizv3r1j+vTpSuvGjh2LmpoaUVFRdOnSBSMjIywtLRk2bBhv377N1VXnz6ZQoUIsXLiQwoULEx0dTf/+/alRowbm5ua4u7sjSVKu78zp378/bdq0QZIk/Pz8sLS0xMzMDFNTU0aPHk1KSgp16tTJ0OIxbdo07OzsiI+PZ9iwYZiammJiYkLz5s05evQoOjo6rFix4offoTN16lSKFi1KUlISXl5eNGrUCGdn5x9ap3Q6Ojp0794dX19f4EOT8e3bt4mIiODFixcsXbo012WmpaXRo0cPNmzYgCRJ6OrqygPp0q8kFy1axPv373n69Cnjx4/PMBgvu3TprU2rV69GoVBw/vx5unfvTnx8PABaWlrcv38/Q3CloaFB27Zt8fHxIT4+npiYGHx9fXFxcclXdwYI30f16tWpWrUqy5YtIyYmhpSUFI4dO8b169fl+Yo0NDR4/fo1b9++zZNtrlu3jsePH5OamsqTJ08IDw/PkxnDNTQ0eP78uTww9lv59HjY29uze/duebxYWFhYhkd35Ec/ZVCiqamJl5cXAPv27ZOvJOHDFfvatWtxcHCgcOHCFChQgHLlyuHi4sKuXbvkB/n9W9WsWZPg4GDatWtHqVKlKFiwIOXLl6d79+7s2rVL7m4pWLBgjspTU1PD39+fJUuW0LRpU/T09Hj37h2FCxfGysqKKVOmZDpTrLa2NqtWrcLHxwdra2u0tbWRJAkDAwPc3NzYt29ftvOYfC/Gxsbs3LmT9u3bo6enh5qa2hc9H+hb6devHzdu3ODYsWPUqlWLbt260bFjR5ydnTMMAswJDQ0Nli5dyoYNGzA3N6d79+6MHDkSU1NTNDU1WblyJadPn8bKyop27dqhq6ubIXDMLl36uj179lCnTh1Gjx5NQECAPJdNz549mThxYobnEwFMnjyZ0qVL07hxY5o3b465uTmjR4/+sgMn/PQGDBhAkSJFmDRpEsOGDePEiRMMGzZM/n6mjy8aMWJErlrA582bl2Eag549e1KjRg3mzZvHgAEDmDt3LhYWFrRs2fKr98PR0ZHLly9neO7WwIEDMx1Plz6m5OO/nAQTnx4PJycn6tevj6+vL4MGDeLw4cO5mrzzR1GRPrm3NjIyUkxk9C9Wq1Yt4uPjGT16tPwcnf+6j2d0TUlJITk5mdjYWPE9EAThPy0yMhIdHR00NTXR0NCQW1W/ZevlT9lSImTt8OHDWT53KDg4WG5Gt7W1/Z7VEgRBEITPEkHJv8izZ88YOHAgLi4u/PXXX/LEP/Hx8axfv56xY8cCYGdnR82aNX9kVQVBEAQhA9F98y+zYMEC/P395dvVtLS0lO64MTY2ZvXq1T98gGl+IrpvBEEQMvoR3Tc/3TwlQvYGDRpEkyZNWLt2LSdOnODZs2doa2tTvXp1WrVqRdeuXTN98rAgCIIg/GgiKPkXMjY2znSiM0EQBEHIz8SYEkEQBEEQ8gURlAiCIAiCkC+IoEQQBEEQhHxBBCWCIAiCIOQLIigRBEEQBCFfEEGJIAiCIAj5gghKBEEQBEHIF0RQIgiCIAhCviCCEkEQBEEQ8gURlAiCIAiCkC+IoEQQBEEQhHxBBCWCIChZt24dzZs3Z/jw4T+6KoLwnzBjxgwOHjz4o6uRL4gH8glCPnH9+nVat24tvy5evDi1a9dmzJgxVK9e/bvU4fHjx0yaNIlly5Zhbm4OwK5duyhdujTW1tbfpQ6C8LO5evUqf//9N0+ePKFIkSJYW1vTtm1bChYsCMCePXuoV68eJUuW/OpteXh4kJCQoLSsSpUqeHt7o1AouHbtGidPnkRLS4sePXrIad6+fcuaNWsIDw+nYMGC2Nvb07ZtW1RV81fbhAhKBCGfuXz5MoUKFSI2NhY/Pz9cXV0JDQ39Ltu+d+8eJUuWxMnJSV62e/duzM3Ncx2USJKEiopKXldREPKV69evs3DhQrp27YqFhQVv3rxh+fLlrF+/Xg4KgoODqV69eqZBiSRJmZZ78eJFIiIi+O233zKs8/DwkC8aAPl7Nn78eIoVK4ZCoZADonR///038fHx+Pj4kJiYyKxZsyhbtiy2trZfvO/fQv4KkQRBQFVVlQIFCqCrq0vv3r159OgRsbGxbNy4kXbt2snp7ty5g4GBAampqURFRWFgYMD69etxcnLCwsICf3//TMt//fo17u7umJubY2Njw9KlS4EPLSIDBw7kxYsXWFpa8s8//9CgQQOOHDlCQEAAffr0ASApKYkxY8ZQq1Yt6tevT1BQEIBch3HjxmFmZkZ4ePg3PlKC8OMFBwfToEEDHB0d0dbWpmzZsvz222+cPXuWhw8f4uHhQXJyMnPnziU4OJjY2Fh69+7NqlWrcHd358GDB5mW++rVK+7fv5/pOhUVFdTU1OS/9NaOMWPG4OXlRbVq1TLkuXDhAs2aNaNQoUKUKlUKBwcHLly4kGfHIa+IlhJByKdiY2NZuXIlVatWpXjx4jnKEx4ezp49e7h69SrdunXjf//7H5UqVVJKM2jQIKpUqcLFixe5fv06HTp0wMbGhjZt2lC0aFG8vLw4deoUAC1btqR///6Ym5szaNAgACZOnMirV684fvw4UVFRdOrUCWNjY8qXLw9AiRIlOH78OEWLFs3DoyEI+dO9e/do0qSJ0jJDQ0Pmz58PwLx58xg4cCBDhw6levXqxMbGAlCkSBFmz56NlpZWntUlq++cJEm8fv2aEiVKyMt0dHS4fPlynm07r4igRBDymY+bZW1sbFi1alWOu0E8PT3R1tbGxsaGkiVLcu/evQxByZQpUyhdujQFChSgZs2a6Ovrc/v2bWrWrPnZ8pOSktixYwe7du2iSJEiFClShNatW7N371569+4NQN++fUVAIvxnJCcnU7hw4Vzna9GiRaYBibu7OwAKhQKFQiG/7tu3LxYWFgAZWkGnTp0qXxRkJi0tDYVCoTR+RE1Njffv3+e63t+aCEoEIZ+5evUq2tra+Pj4cPnyZcqVK5fjvB8HL6qqqigUigxpUlNTGTVqFJGRkUiSxOPHj0lLS8tR+S9evCA1NZVff/1VXpaWlsYvv/yS4zoKwr9J4cKFSUxMzLPyJk+eDMCpU6e4cuUK/fv3B6BYsWJymiFDhlCrVq0cl6mqqprh90ChUKCurp5Htc47YkyJIORT/fr148qVK3JXSoECBUhNTf3qcnv16oW9vT0hISEcOHCAqlWr5jhv6dKlUVVV5eDBg9y8eZObN28SERHB3Llzv7pegvAzqlSpEpGRkUrL7ty5w8iRI7/o+6qnp4eenh6FCxdGXV1dfq2hofHFdVRRUUFHR4eXL1/Ky2JjY9HR0fniMr8VEZQIQj6lo6ND9+7d8fX1BaBatWrcvn2biIgIXrx4IQ9QzQ2FQsHr168pWLAgiYmJ7N27l/v372faopJOS0uLhw8fkpKSgqamJr/88gtTp04lLi6O+Ph4/P39CQsL++L9FISfmbOzM4cOHeLs2bOkpKQQHR3Npk2bMDc3p0CBD50RmpqaREdHZ/s9+9YsLCzYu3cvb9++5dWrV5w4cULuDspPRFAiCPlYv379uHHjBseOHaNWrVp069aNjh074uzs/EXjNtTU1Jg5cyYLFizAwcGBffv24eDgwJs3b7LM4+LiwsGDB+UxI9OnT6d48eI0adIEBwcH7t+/T40aNb54HwXhZ2ZoaIirqys7d+5k8ODBzJ49m2rVqtGlSxc5TePGjVm7di27d+/OcbmNGzdm9OjReVbPtm3boqOjw+jRo5k+fTp169bNl3MPqUif3CQdGRn53SZqEoT8QJIkJElCoVCQkpJCcnIysbGx4nsgCMJ/WmRkJDo6OmhqaqKhoYGamhoqKirfdP4h0VIiCIIgCEK+IIISQRAEQRDyBRGUCIIgCIKQL4igRBAEQRCEfCHfBiWenp4YGhrKU/J+LDQ0FAMDAyIiIrLMHxQUhIGBQZ5OavM1PDw8cHZ2zjflCIIgCMK3kpSUhIODA1u3bs1VvnwZlCQnJxMSEkJqairBwcGfTf/gwQMMDAzYt2/fd6jd97Nx40YMDAyyvV1TEARBEPIbDQ0NHB0dqVKlSq7y5cugZP/+/bx9+xYnJwjvy2cAACAASURBVCe2b9/+o6sjZOJHTgKUH7YvCIIgZE1NTY0ZM2ZgaWmZq3z5MijZvn071tbWdO3alYsXL2b5+GaAAQMG0LBhQwDc3NywtbVVWn/27FnatGlDjRo1aNWqFefOnVNaHx4eTrdu3TAzM8PKyorx48eTkJAgrw8MDJQfD5/u4sWLGBgYcPHiRXnZjh07aNCgAcbGxnTo0EFu5fj0sdRBQUE4OjpiZmZGr169iIqKynS/LC0tGTNmDAC1a9dm2LBhuSonODiYFi1aYGxsTMuWLTly5EiWxzAoKAgzMzO2bt1K8+bNqVGjBs7OzkpPkEzvDluxYgWWlpYMHDgQ+PAcFX9/fxwcHDA2NsbZ2TnDtqytrZk+fToDBw7E0tISCwsLpk+fnuE5DP7+/tja2mJiYkKPHj2U3ncPDw/atWuHp6cnJiYmrFq1KsN+dOjQgSFDhsivU1JSMDU1JSAgQF4WGRmJgYEBJ06cAD484dPd3R0LCwssLCxwdXXl9u3bWR4rQRCE/xI7OzsaN27M+vXriYuLw93dHTMzM2xtbZk1axafTHUmS0lJwcDAgNWrV8vL7t27R58+fahVqxZ169ZlxIgRxMTEKOXLd0HJq1evOHbsGC1atKB+/fpoa2vz999/Z5l+woQJBAYGAuDt7U1QUJDS+nHjxtGpUydmzpzJu3fvGDx4sBxgREZG4uLigoqKCn5+fgwbNow9e/bg6uqa4weUAZw/f57hw4dTuXJlZs+eTfPmzfnjjz8ypLt16xYbN27E09MTT09Pzp07x/Tp0zMtc9OmTQwdOhSALVu2KM3s97lydu7ciYeHB/b29ixevBhjY2N5ZtCsJCUlsX37dnx8fFizZg1qamr06tUrw5icjRs3Mnr0aFxdXQHw8vJiyZIl/P777yxcuJCKFSvi6urK0aNHlfKtXbsWe3t7NmzYwIABA/jrr79YvHixvH7ChAksW7YMNzc3/P39ef36Nd27d+ft27dymkuXLhETE4OPjw9OTk4Z9sHR0ZEzZ87Ir0+fPs3bt285ePCgvOzMmTNoampSt25dEhMT+e2334iLi2POnDnMmzcPVVVVPDw8sjxOgiAI/yVTp05FX1+fSZMm0a5dO8qVK8ecOXNo3rw5AQEBOZ6lNjU1lR49ehAXF8fcuXMZO3YsJ06ckJ+CLJM+ERER8emi72rlypWSgYGBFB0dLUmSJHl4eEhOTk5KaY4cOSLp6+tLt27dkiRJku7fvy/p6+tLe/fuldOsXbtW0tfXl8LCwuRl+/btk/T19aXIyEhJkiTJ3d1dcnBwkN6/fy+nOXbsmKSvry/t379fkiRJWrFihaSvr6+U5sKFC5K+vr504cIFSZIkqW/fvpKjo6NSmqCgIElfX1+6f/++JEmSNHjwYMnS0lJ69eqVnGbKlCmSlZVVlsdiw4YNkr6+vhQXFycv+1w5aWlpko2NjTRo0CB5vUKhkBo1aiSNGjUq0+2kH6uYmBh52bNnz6Tq1atLgYGBSmnu3bsnp7l165akr68vrVu3Tl6WlpYmdejQQWrdurW8rG7dutL48eOVtjlu3DjJwsJCSk1Nle7cuSPp6+tLa9euldc/fvxYqlq1qrR161Z5v+3t7aXU1NQsj9e5c+eUjvnEiRMlZ2dnqWrVqvLx8vDwkHr27ClJkiQlJCRIR44ckV6+fCkpFArp3bt30tmzZ6VKlSr98O+BIAjCjxYRESG9ePFCun//vlSlShWpX79+Ulpamry+QYMG0pgxYzLNm5ycLOnr60urVq2SJOn/zheHDx+W0xw8eFDq1q2blJCQIC/Ldy0l27dvx8LCAj09PQBatmzJw4cPOX/+/BeVZ2pqKv+/TJkyAPKTEk+ePEmLFi3khyYBODg4UKpUKfnJrDkRHh5OkyZNlMopVapUhnTlypVTeipjmTJllJ7amFPZlXP79m2io6Np1qwZKSkppKSk8P79eywtLbly5Uq25WpqaiqVaWxsnKF1RVdXV/5/ehfIx3cDqaio0LZtW65du0ZcXJy8vFChQkrlNGzYkNjYWKKjozl58iTw4VkP6XUuVaoUFSpUUKpziRIlUFNTy7L+tWvXpkiRIvLD4Q4fPoybmxtlypQhNDQU+NCd5+joCIC2tjZmZmYsWLCAVq1aUa9ePXr27JntMRIEQfivKVmyJOrq6piZmSktL1OmDK9evcpRGRUqVEBXVxdfX1+Cg4OJi4ujUaNGrFmzBm1tbTldgWzK+O7u3r3L1atXGTlypNxtYG1tjaamJtu3b8/1gJmsSP//OSdv3ryhdOnSGdbr6upmeityVl69epVpEPIjpAcnH4+tSJfZvmanWLFiGfr7Pvbq1Su0tLSUPlDwf4HL69evKVasWKZ5ixcvDkBMTIxcZzs7uwzpXr9+neP6qqmpYWtrS1hYGBYWFjx79gxHR0caNWrEoUOHsLS0JCoqivr16wMf+jy7d++Ouro6o0aNomLFijx8+FB+8JwgCIKQPSmLMSWf0tLSYvPmzfj7+8tjN+3t7RkzZgxGRkZyunwVlKTfaTN79mxmz56ttC44OBhvb2/U1dXzZFtqamoULlw40yjv+fPn2NjYAOTowUN6enq5CmK+pfQAYerUqZiYmCitK1iwYK7Kev78ObVq1cpyvY6ODklJSSQnJyu1srx48UJen13Z8CEC19LSQk1NjQ0bNqCqqtx4V6JEiVzV2dHRkYCAAIyNjalbty6FCxemUaNGDB06FEdHR0qXLi0/aO/8+fPcvHmT/fv3o6+vj0KhIDk5OVfbEwRBEHKmUqVKzJkzh7S0NC5dusQff/xBly5dOHr0qHzuyjfdN5IksWPHDqysrNi0aZPS3+TJk4mLi+Pw4cOZ5k0PHHIasaWzsbFh7969SneBnD59mpcvX8p38aRf9T979kxOk35CTWdubs6hQ4eUBsemn5i/RvoJOjf7ZWRkRJEiRXj06BF16tSR/6pWrYqhoWG2eePj4+X/3717l9u3b2cIbD5Wr149AP755x+l5bt378bU1JSiRYtmWjbA3r170dHRoUyZMtStWxeFQkF8fLxSnStWrEjlypVzvO/wISh5+vQp69evp1GjRsCHFpjU1FSWLl0qd90AcvfSx4Hn1atXc7U9QRAE4fO2bdtG8+bNSUxMRFVVFQsLCwYNGkRsbCxPnjyR0+WblpJz587x+PFjRo0ahZWVldI6CwsLAgIC2L59O82bN8+QV1dXlwIFCrBr1y7U1dXlW4Q/Z+jQobRv356+ffvSvXt3Xr58iY+PD3Xr1pVPaHXr1kVDQ4Px48fTpUsXnjx5wsKFC5XK6d+/P+3atcPV1ZX27dvz9OlT/P39v/BI/J9y5coBsHr1ahwcHKhTp85n86irqzN06FD++OMP0tLSaNCgAS9fvsTX15eWLVvi6emZZd7+/fvj4eHBu3fvmDNnDsWLF6djx45Zpjc1NaV169Z4e3vz5s0b9PX12bFjB2fPnpXviEq3ZcsWypUrh5WVFaGhoezcuZNRo0ahpqZG7dq1adasGcOGDcPDw4MaNWpw48YN5syZw8KFCzO90yYrlSpVolKlSty/f1/+HKirq+Pg4MC+ffuU7qyxsrJCW1ubkSNH0r17d27dusXKlSvl9dl1XQmCIAg5V69ePby9vRkwYAC9e/dGoVCwcOFCypQpg4GBgZwu3wQl27dvp1ixYpkGHaqqqnTs2JHFixdn2k1SqFAhRo0axYIFC4iIiMhxUGJiYkJQUBB//vkn7u7uFC1alF9++QVPT0+5laJ06dL4+fkxc+ZMPDw8qFatGgMHDmTatGlyOTVr1sTPz485c+YwfPhwzM3N6d27NwsWLEBDQ+MLjwjY2trSqlUrFi9eTFRUVI6CEoBevXpRuHBhli1bxl9//UWpUqVo27ZtpuNMPtaxY0emTp3Ks2fPMDIyYs6cORnGi3xqzpw5+Pr6EhAQQFxcHMbGxgQGBsrjNtI5Oztz48YNlixZQsGCBenTpw/9+vWT18+bNw9fX1+WLl3Kq1evqFKlChMnTsxVQJLOwcGB48ePK33QGzduzP79+3FwcJCX6erqsnTpUqZNm8aYMWOoVq0ac+fOlbsO88s4IUEQhB8hL4cllC9fnqCgIHx8fBgwYADq6upYWlri4+OjdJOIivRJ30BkZKTc5y7kXHx8PEWKFJFf+/r6EhgYyNWrV3M0LuVHCgoKYsKECVy9evWzQciXsLa2pm3btowdOzbPy84LkiTJg59TUlJITk4mNjZWfA8EQfhPi4yMREdHB01NTTQ0NFBTU0NFReWbntPyTUvJzywkJISpU6cycOBAqlSpwpUrV1i+fDl9+/bN9wGJIAiCIOQXIijJA82aNePp06f89ddfPHr0iHLlyjFkyBB51lNBEARBED5PdN8I/3mi+0YQBCGjH9F9k29uCRYEQRAE4b9NBCWCIAiCIOQLIigRBEEQBCFfEEGJIAiCIAj5gghKBEEQBEHIF0RQIgiCIAhCviCCEkEQBEEQ8gURlPzkPn4ysSAIgiD8zERQ8hNKS0tj2rRp1KpVixo1apCUlPSjqyQIgiAIXy1fBSUDBgzAyMiIO3fuZFi3evVqDAwMePPmzTevh4eHB87Ozt98OwAbN27EwMCAxMTEHOfZsWMHgYGB9O/fnxUrVqClpfUNawh37tzBwMCAQ4cOfdPtfA9BQUG5Pt6CIAjfi0KhoHfv3jx58uRHVyXH4uPjmT59Oo6OjhgbG9OgQQOmTp36RU8ZzldBCcD79+8ZP358npVna2vL1KlT86y8/OD06dMYGhoyYMAAHBwc8rz8f+Mx+xm8ePECAwMDHj9+nKO08+bN+w61+rzFixfz9OnTH12NbF28eJFt27bJr5csWcLIkSN/YI2EfytJkti3bx9eXl64ubkxbtw4jh8/Lq+Pi4tj586debKtgwcP0rt3b8LCwjKse/v2LW5ubsyYMSPTvGPHjlWq15dKSUmha9eubNmyha5duzJ//nw6d+7Mzp076dGjB8nJybkqL98FJWpqaoSFhbFly5YfXZV8Ky4uDh0dna8uR6FQ5EFthB/hxYsXzJ8/P9f5MhuD9Mnjr3ItICDgpwtKfv31V9zc3H5gjYR/qx07drB//3569uyJn58f3bt3Z+PGjZw5cwbIPijJ7ru4c+dOTp48mWG5qqoqhw8fzrD8xIkTpKamfuFe5Nxff/1FeHg4y5cvx83NjaZNm9K/f38CAwO5du2a0vcuJ/JdUGJgYECDBg2YMWPGZ5t+Xr58yYgRI7CwsMDMzIw+ffpw9+5d4P+6e6Kjo1m5ciUGBgY8ePAA+HAy9vf3x9bWFhMTE3r06MH9+/czlL9w4UJsbGwwMTGhb9++PH/+XGl9eHg43bp1w8zMDCsrK8aPH09CQkKu03wsOjoae3t7OnfuzPv375XWpaSkYGBgwL59+wgLC8PAwECpRWPXrl388ssvcvPZ8uXLlT7kHh4etGvXDk9PT0xMTFi1apVS+dkdM4Bnz57h6uqKiYkJDg4OBAUFKeVPTU3F398fBwcHjI2NcXZ25siRI0pp7t27R58+fahVqxZ169ZlxIgRxMTEKKUJDg6mRYsWGBsb07JlywxlpEtKSsLIyIj169fLy86cOYOBgQEXLlyQl61ZswYjIyOlsTdnz56lTZs21KhRg9atW3Pu3LlMt/EjNWjQgICAAJydnTEzM8PNzY2UlBTWrVtHly5dUCgUWFpayj92R48epUWLFtSsWZNevXoRFRUFgJeXF7///jvNmzenf//+REVFYWBgwLhx4zAzMyM8PBxbW1tCQ0PlbXt4eDBnzhw5v5ubG+3bt8fGxobOnTvz+PFjIiIisLS0JCEhgT59+hAQEJBhH5KSkhgzZgy1atWifv368mfmwYMHmJqaysc9ODgYCwsL+bOwYsUKbG1tsbKywtvbm3fv3gEfgip/f3+sra2pU6cOw4cPl79PWe3DiBEj8PX15cyZM1haWqJQKAgKCsLX11dOe/jwYVq0aIGZmRkdOnQgPDz8s++DIHzq3bt37N27l65du1KjRg0KFSqEsbExzZs358SJExw5coSZM2eSlpaGh4cHERERnDp1ijFjxuDr64uHh0eWZT969IgXL15kWF69enUePHiQobvn8OHD1KxZ86v3adKkScTFxWW5fvfu3VhZWWFpaam03NzcnKFDh6Ktra20/HPnqXwXlABMmTKF5ORk/vzzzyzTJCcn06lTJ86ePYu3tzc+Pj5ERUXh4uLC8+fPcXZ2JiQkhFKlStG2bVtCQkIoV64cABMmTGDZsmW4ubnh7+/P69ev6d69O2/fvpXLv379OidPnsTb25uRI0cSFhbGkCFD5PWRkZG4uLigoqKCn58fw4YNY8+ePbi6uspXozlJ87GEhAR69eqFtrY2ixcvpmDBgkrr1dXVCQkJwdbWFnNzc0JCQuSrvS1btjBkyBCsrKxYvHgxrVu35s8//1T64QW4dOkSMTEx+Pj44OTkpLQuu2MGMH36dMzNzfHz86NGjRp4e3sTGRkpr/fy8mLJkiX8/vvvLFy4kIoVK+Lq6srRo0eBD0FLjx49iIuLY+7cuYwdO5YTJ07g7u4ul7Fz5048PDywt7dn8eLFGBsb069fP27cuJHheGlpaWFhYaHUdJkewHw8/uXs2bNYWVkpjb0ZN24cnTp1YubMmbx7944hQ4bIVxXpgW1+sHfvXpYuXcq+ffsIDw9n165ddOnShXXr1qGmpsb58+extrbm7t27DBgwgDFjxnDu3DmqVKmCp6enXE5kZCR+fn4sWrRIXlaiRAmOHz+OqanpZ+vx4MEDli9fzsmTJ9HX12fUqFEYGhpy/vx5ChcuzIoVK5Tex3QTJ07k+fPnHD9+nBUrVuDr68v58+epXLkyw4YNY+LEibx584Zp06Yxfvx4SpUqxZYtW1i1ahUbNmzgwIEDXL9+neXLlwMfrsp2797Nli1bOHbsGAkJCdn+TgDMmTOH4cOHY21tzfnz51FTU1NaHxERwYABAxg+fDgXLlzgt99+o3v37rx69Srb90EQPvXs2TNSUlIwMjJSWt66dWuGDRtGgwYN8PT0RFVVlXnz5mFoaAh8aPl0cnJi9uzZud5mgQIFsLW1VWotuXnzJklJSZibm3/dDvGhlXHy5MlZrr916xYmJiaZrvPw8ODXX3+VX+fkPFXgq2v8DVSoUIHBgwcza9YsOnToQN26dTOk2bRpE/fu3WPv3r1UrVoVADs7O+rXr8/SpUsZP348xYsXR01NDR0dHfnNv3v3Lhs2bGDq1Kl07doVABMTE5ycnPjnn39o164dALq6uqxcuRJ1dXX59ZAhQwgPD8fMzAw/Pz9KlizJypUrKVDgw2GsXLkyPXr04NChQzRp0iRHadKlpqYyaNAgXr58ybZt2yhWrFiGfVZRUcHQ0JDChQuTlpYm75NCoWDmzJm0adOGKVOmAB+u7gCWLl1Kr169KFGiBADlypVj2bJlGX6YAYoXL57pMUvn5uYmR/J2dnbUqlWLM2fOUL16dSIiIti2bRvTp0+nc+fOADRq1AgXFxdmzZpF/fr1uXv3Lk+ePGHq1Kly/YoVK8bKlStJTExES0uLGTNm8MsvvzBhwgQA6tevz5UrV1i5ciUzZ87MUGdHR0fWrFkjvz506BDm5uYcOnRIHjNw9uxZevbsqZTPz88Pa2trADQ0NHBzc+PBgwdUqFCBxYsXM2bMmAzb+hHc3d0pU6YMAJaWllkGTNu2bcPR0VEONAcPHoyVlZU8oLdFixYZfjj69u1L0aJFc1QPOzs7ucvQw8MDOzs74uLiMv2cpktKSmLHjh3s2rWLIkWKUKRIEVq3bs3evXuxtLSkV69e7N69m/bt22NkZCR/9zZs2ECfPn2oXLkygNwKM2DAALZt20afPn2oVKkS8CG4TG8p+lJbt27FycmJZs2aAdCxY0c2b97M7t276dGjB5Dz90H4b0tOTkZVVZVChQrlKl/58uXlloaPu9UjIiLw8/MDPoy3vHTpEiEhIQDMmjUL+NA606hRI2bMmEHHjh3R0NDg8OHDODk55cmUEb/99hsBAQGkpaVlOG8kJyeTmpqKrq6uvCw1NVWpJbFAgQJoaGjk6DxVrFix/NlSAuDq6kr16tUZP358pv1iJ0+exMTERA5IAHR0dGjYsCGnTp3Kstz0PrnGjRuTkpJCSkoKpUqVokKFCly5ckVOp6urKwckgBxApF+xnzx5khYtWsjBBoCDgwOlSpWSt5+TNOkmTZrEyZMnWb58OeXLl//8AfpIREQEMTExGe4Y+t///sf79++VuiZKlCiRaUCSE2ZmZvL/ixQpgpaWltzcfuLECQClOqioqNC2bVuuXbtGXFwcFSpUQFdXF19fX4KDg4mLi6NRo0asWbMGbW1tbt++TXR0NM2aNZPfm/fv32Npaan03nzM0dGR6OhoHjx4wNOnT7l9+zaTJk3i5s2bPHv2jAcPHhAdHZ1hQPDHrQPpJ5uXL18CfPVJLi+pqKjI/1dVVc2yj/jp06ccOHAAY2NjjI2NsbOzQ01Njejo6DyvU6lSpQAybUr+2IsXL0hNTeXXX3+V67V+/Xq5G1RNTY2+ffty584d+vfvr7Qv06dPl/MMHTpU3lZMTAxly5aV01auXJmOHTt+1f5ER0fLAdDH5X484Din74Pw35Z+wZjbwZ1ZqVKlCpMnT2by5MmYmprSsGFD+XV6t0hqaioVKlSgYsWKnDx5kjdv3nD58mWcnJzy5HO6cOFC3r59m2E4wcc+7n7ZuHEj5ubm8l/6dzsn56mIiIj82VICH6Kr6dOn4+LiwrJlyzL0S718+RI9Pb0M+XR1dbMdH5B+4rGzs8uw7vXr11nmK1SoEBoaGsTExKBQKHjz5g2lS5fOdPuxsbE5SvOx3bt3I0kS586dy3WTW3oz86fbSo9es9uvvPLq1Su0tLQyvE8f16Fy5cps3rwZf39/eWyNvb09Y8aMwcjISH5vPu4mS5fZcYQPwYWOjg5nzpzh3bt31KxZkzp16lC9enUOHTqEhoYGJUqUyFEXhSRJKBQK4uPjc7v7P1yZMmX43//+l2lrUk4ULFgwxwOf0/uuP746ykzp0qVRVVXl4MGDmQbaqampzJ8/HysrK+bOnYuNjQ0qKiqULVuWESNG0L59+wx5ypYtqzS26/Xr19y9excLC4tc7cPHypcvrzR2Cj50V33aBC8In1O6dGk0NDSIjIxU+h0PCQnh9u3bDBo0KFflqaury+c5dXV1tLW1M5z30gOCRo0asXv3bhITE6lZsyY6OjpfPYgdoHfv3pmOFwPQ1NRES0uLZ8+eycuaNWsmf3fSW7whZ+cpbW3t/NtSAh+aSTt27Mj8+fN59OiR0jodHR2lPt90z58/l7sqMqOlpYWamhqbN29m69atSn/Dhg3LMl9SUhIpKSmULFkSNTU1ChcunOX2dXR0cpTmY3/++SddunRh5syZSuM0cqJ48eLA/wVcH28HyJM7dT5HR0eHpKSkDFcI6Ve46XWoVKkSc+bM4fz582zcuJGEhAS6dOlCYmKiHNBMnTo1w3uzbNmyTLerqqqKnZ0dYWFhHDp0iIYNGwIfvqCHDh3izJkzODg4KF3pZkdNTS1DYJUfaWtro1AoePDggdwasWfPHo4ePYpCoeDy5ctMnDgxxz9K1apVY//+/SQmJnLq1Cl5HFC6I0eO8ODBA5KSkpg9eza2trZy142Wlhb379/PcFWmqanJL7/8wtSpU4mLiyM+Ph5/f395DNCCBQvQ1tYmKCiI169fy91w7dq1Y9GiRdy9e5f379+za9cuVq5cCUDbtm1ZsWIFz5494+3bt0yaNEke6JzdPmhraxMdHZ1pwNm+fXuOHDlCaGgoqamp7Nixg+vXr9O6descHTtBSFegQAF++eUXgoKCuHv3Lu/evSMyMpJ//vlHHoagqalJWloaz58/z9M7IC0tLYmPjyc4OJhGjRrlWbnZddEC1KxZk3Pnzsm/Nbq6ulhZWWFlZUXhwoXldDk5TxUvXjx/ByXwYfCklpYWq1evVlpuY2PD1atXlYKV+Ph4QkNDsbGxkZepqqoq/TDXrVtXvhquU6eO/FexYkWlJtwXL14o9YsdPHgQQO6Xt7GxYe/evUofqtOnT/Py5UtsbW1znCZdixYtGD9+PBUqVGDo0KHZNpV9ysjICB0dHfbs2aO0PDg4GDU1NaysrHJcFmQ8ZjlRr149AP755x+l5bt378bU1JSiRYuybds2mjdvTmJiIqqqqlhYWDBo0CBiY2N58uQJRkZGFClShEePHim9N1WrVs0wvuVjjo6OnDhxglOnTslBSePGjTl16hQnT57E0dExV/uS2+P1I1SqVImmTZvSsmVLwsLCMDIyYv78+fj4+FCrVi1GjhyJnZ1djoMxT09PLl++TL169ViwYEGG1roKFSowYsQIbGxsiImJUWqR6dmzJxMnTmThwoUZyp0+fTrFixenSZMmODg4cP/+fWrUqMGtW7dYsmQJU6ZMoWDBgkyaNImZM2fy+PFjunTpgouLC7///ju1a9cmKChI7n7r1q0bLVu2pEOHDtjY2KCpqcm0adM+uw+NGjVCRUUFOzs7pQHt8OGOv4CAAGbNmkXt2rVZsWIFgYGBcreeIORG69atsbe3Z+HChQwePJjVq1fToUMH+TdSV1eXOnXq4O3tza1bt3Jc7sCBA5UGjX5KTU0NJycnSpYsibGx8VfvR7pr165lu97FxYXIyMhMb3P+eExLTs5TRkZGIH0iIiLi00Xfjbu7u9SsWbMMy7du3Srp6+tL+vr6UlxcnCRJkpSQkCA1aNBAatSokbRr1y5p7969Utu2bSULCwspOjpaztuhQwepWbNmUkhIiPTmzRtJkiSpf//+Uu3ataXAwEDp1KlTUmBgoGRqaiodOXJEkiRJGjx4sFStWjWpU6dOUnBwiP28cQAAIABJREFUsBQYGCjVrFlT6tKli1zutWvXJGNjY6lXr17SoUOHpM2bN0tWVlaSi4uLpFAocpxmw4YNkr6+vpSQkCDnMTQ0lGbMmJHlcerXr5/UqVMnpWVr166VDAwMpGnTpknHjh2T5s+fL1WrVk2aPXu2nGbw4MFSmzZtPvs+fHrMbt++Lenr60sHDx5USmdqairNnTtXqXwzMzPpr7/+kkJDQ6Xhw4dLVatWlUJDQyVJkqTHjx9LpqamUo8ePaQjR45IBw8elNq1ayfZ2tpK79+/lyRJkgIDA6Vq1apJ06dPl06cOCHt3LlTatCggeTj45NlfZ8+fSrp6+tL9erVk9LS0iRJkqTU1FTJwsJC0tfXV/o8rF27Vul4S5IkXb58WdLX15eOHTsmxcfHS8ePH/+h34P8ZvTo0dKUKVN+dDUEQfjOIiIipMqVK0uVK1eWoqOjJYVCIf/GfmzAgAGSoaGh9Mcff0j79u2TNm/eLLm5uUn6+vrSggUL5HQ5OU/9FEGJJElSly5dlIISSZKkZ8+eSYMHD5bMzc0lc3NzqW/fvtK9e/eU8p08eVKytbWVatasKa9LSUmRZsyYIdnY2EiGhoZSs2bNpE2bNsl5Bg8eLPXu3VuaN2+eZG1tLRkbG0t9+/aVnj9/rlT2+fPnpY4dO0pGRkZS3bp1JW9vb6WTXU7SfBqUSJIkLVu2TKpatap06tSpTI9FZkGJJEnS5s2bpSZNmkiGhoZSgwYNpMDAQKX1OQ1KPj1mOQ1K3r17J/35559SvXr1JGNjY6lt27ZyQJLu0qVLUufOnSUTExOpdu3aUp8+faTIyEilNJs2bZKaNm0qVa9eXbK1tZV8fHyk5OTkbOvcpEkTydPTU2nZ8OHDpebNmysty0lQ8uLFCxGUfEQEJYLw3xQRESGtWrVKaty4sXThwoUsgxKFQiEFBgZKLVq0kIyNjaVatWpJnTp1knbu3Jkh7efOUyqSpNxOHxkZSfXq1b+mtUcQfirSh+AchUJBSkoKycnJxMbGiu/B/+fl5YW2trbSoDVBEP79IiMj0dHRQVNTEw0NDdTU1FBRUclxt/CXyLd33wiCkD98bnIyQRCEvJLvB7oKgiAIgvDfIIISQRAEQRDyBRGUCIIgCIKQL4igRBAEQRCEfEEEJYIgCIIg5AsiKBGEbKQ/o0j8K/4V/4p//2v//ghinhLhPy+reUrSn4YrCILwXxQTE/Pd5ykRLSWCIAiCIOQLIigRBEEQBCFfEEGJIAiCIAj5gghKPuPjRy8LgiAIgvDtiKAkE2lpaUybNo1atWpRo0YNkpKSfnSVBEEQBOFfTzyQLxM7duwgMDCQkSNHUrNmTbS0tH50lQRBEAThX++nail58OABBgYG7Nu375tu5/Tp0xgaGjJgwAAcHBy+6bYEQRAE4WMLFizg+PHjP7oaP8RPFZR8L3Fxcejo6Hx1OQqFIg9qkzvpc24IP59bt25haWkp/zVq1AgPDw/u3r37VeVevXqV3bt3/7D8OfXy5UuWLl0qv758+TJt27b95tsVhLwkSRJHjx5lxowZeHl54ePjw5kzZ+T18fHxeXZhHRUVxYgRI9iyZUum6+fPn8+IESN+yLnoS+WroCQhIYEJEyZQr149atasSdeuXQkPDwdgwIABNGzYEAA3NzdsbW3lfEePHqVDhw6YmJhgbW3NqFGjeP36NQBDhgzBxsZG6UQdEhKCgYGBXHa6lJQUuSUmLCwMAwMDpk6dKq8PDw+nW7dumJmZYWVlxfjx40lISJDXe3h40K5dOzw9PTExMWHVqlXAh9nxhg8fTu3atalduzZeXl4kJiYCMGXKFOzs7JTqFxERgYGBAaGhoZ/ND2BtbY2npyedOnXC0NCQGzdufMW7IPxooaGhhIWFsXnzZvT09Bg6dOhXlXflyhWCg4NznS99kHdO83/toPCYmBiWL18uvzYyMmLy5MlfVaYgfG/79u2Tz0mTJk2iffv27Nq1i0uXLgHw5s0b9u/fn2ne7C4o9+3bx7lz5zIsV1VV5fz58yQnJystf/r0KQ8fPvyKPfkx8lVQMm7cOPbv38/YsWOZO3cuKSkp9OjRg5cvXzJhwgQCAwMB8Pb2JigoCIBLly7Ru3dvjIyMWLFiBZMmTeLs2bOMGzcOgLZt2/L8+XMuXLggb+fQoUNUrlwZMzMzpe2rq6sTEhKCra0t5ubmhISE4ObmBnyY6dbFxQUVFRX8/PwYNmwYe/bswdXVVenH+NKlS8TExODj44OTkxPv3r2jc+fOXLx4kenTpzN+/HgOHDjA6NGjAWjdujVRUVFcvXpVLuPAgQMUL14ce3v7z+ZPt3XrVkxNTZk7dy7ly5fPq7dE+AFUVVUpUKAAJUuWpGvXrjx58kQOsk+dOoWLiwv169dn8ODBPH/+XM63ZMkSmjZtipOTE6NGjSIuLg5vb28CAgK4cOECjRs3RqFQoFAoWLBgAY0bN6Zhw4Z4e3vz7t07APbs2cP//vc/Bg0aROPGjTPN/7FP08P/Y+++w6K42oePf2nSLNgQRUVBVKSooIiKgGLHFmyxkNhbxBJL1NhiYizBKLElGqMxscUebBixgyVYMFZQigXFhhFEKcu8f/g6jwhSFIVfvD/XxQXsqTMLu/eec2YOtG7dmpCQEDXPxIkTWbJkCfA8CP/mm28YNWoUTZo0wcfHh+vXr7N582YGDx6MRqPB09OT06dPc+7cOT7//HPg+Qusk5MTK1eupE2bNri5ufHTTz+xf/9+2rZti6urK5MmTSItLQ2Ap0+f8vXXX+Pu7k779u1f+0lSiPyUmprKwYMH+eijj7C2tsbAwIBq1arh7u7O33//zbFjx1i6dCnp6elMnTqVyMhITp06xaxZs1i2bBlTp059bd2xsbE8fPgw0+N6enpUrFgxU8ASEhKCjY1Nvh/ju1aoFroePXqUbt260bFjRwBsbGwYN24c0dHRODk5qS+cFSpUwNLSEoCyZcvyyy+/4Orqirb28xjrzp07zJs3j/T0dJo0aUKpUqXYu3cvTk5OKIrCwYMH6d69e6b2tbS0qF69OkWLFiU9PZ3q1aurafPnz6d06dKsXLkSXd3np83CwoJPPvmE/fv307x5c7Vvy5cvR0dHB4B169Zx9epVdu/erd6+X1dXlzFjxnDr1i3q1q1LhQoVCAwMxMHBAYC//vqLli1boqurm2P5FwFI+/btmTJlSj4+G6KgPXr0iLVr11KlShVKlChBTEwM48aNY+7cudSrVw9/f3+mT5/OkiVLCAkJYfPmzaxZs4aiRYsyfvx4Fi9ezIwZM6hRowZHjx5l6dKlAPz888+cPHmSLVu2kJ6eTr9+/Vi/fj2ffPIJALdu3cLX15fvvvsOQ0PDTOVf9XL+3Ni/fz8LFy7k22+/5csvv2TFihV89dVX2NnZ4ePjQ1BQEECGIe8XUlNT2bhxI+fOnWPEiBE0atSItWvXkpiYyIABAwgKCqJVq1bMmTOH+Ph4du7cyd27dxk4cCDW1tbUrl37TZ4KIXIlLi6OlJQUrKysMjz+4v0BoHLlyixYsIAZM2YAcOrUKR4+fEi7du3o06dPnttMS0ujUaNG/PXXX+oayOTkZE6fPk2PHj24cOHCmx9QAShUQYmjoyObNm2iQoUKNGvWDHNzc37//fdsy5ibm5OQkMCoUaO4cOECDx48ICUlhWfPnpGamoq+vj5eXl4EBgYyceJEwsLCuH//Pu3bt89T30JCQujatasakAC4urpSpkwZjh07pv7RlSpVSg1IAIKDg7GysqJy5cokJyerx6koCv/88w/m5uZ4eXmxd+9exo0bx927dzN8QsxNeQBTU9M8HY8ovJo0aaL+XK9ePRYvXoyWlhY7duygYcOGNGrUCIABAwbQvHlzkpKS0NfXR6PRcOPGDerUqcOcOXPUv5dXdejQAW9vb0qUKAGAi4sLUVFRarqVlRXNmjXLdX/zmr9t27bY2toCz/+H/vzzz1yX7dGjB0WLFqVRo0aULFmSzp07Y2JigomJCQ4ODsTExPD06VN2796tBmhFixalZcuW7N+/X4IS8U4lJyejra2NgYFBnsqZmZlhb2+f6fHIyEiWL18OPA8+Ll68yIEDBwCYPHky8Hztor29Pdu3b+fatWtYWVlx6tQpzM3NKVu27Fse0ftXqIKSBQsWsGTJEpYtW8a0adOoWbMmI0eOpFWrVq8tExUVRZcuXWjevDlz5szB1NSUgIAA5s2bp+bp1KkTv/32G5cvX2b//v1YW1tnGAXJiUaj4fHjx5QrVy5TWtmyZbPdUfHBgwdERERkOYz2Yki+Xbt2LF++nKtXr3Ly5ElMTEzUNTO5KS/+W44cOYKRkRE//PADFy5cwMzMDHg+Anjo0KEM66l0dHS4d+8eTk5OjBo1isWLFxMTE4Orqyu+vr5Z1m9oaMjixYs5deoUaWlpPHr0CHd39/dybECGzbx0dHTeeBGejo4Oenp6GX5PS0vj/v37pKWl4ePjo6alp6dn+LQqxLtgbGxMeno6ycnJ6Ovrv3V9lSpVYsyYMQBs3bqVsmXLqqMhRkZGJCQkAM/Xori4uKgfYkNCQmjRogWpqalv3Yf3rVAFJcbGxowbN06dsvnxxx8ZNmwYf/zxB05OTlmW2bp1K8WKFWP+/Pnqi52JiUmGPHXr1sXCwoLAwED279+f51ESHR0dihYtmuV83t27d3FxcXltWSMjI+zs7LJcsFe5cmUA7O3tqVy5srqQqXXr1uqITG7Ki/+mTz75hHbt2vH3339Tv359TE1N8fLyYtq0aZnyxsbG0qBBA9q3b09iYiLffvstM2fOZP78+Znyzp07Fx0dHVavXo2hoSHz5s1TX9zyg56eXoGu9jc1NUVbW5stW7ZQvnz5AuuH+PCUKVOGIkWKEBUVRc2aNdXHDx48SHR0dJ6nZ/T09NTdyvX09DAyMspy93JFUWjYsCGzZs3in3/+ITExETs7O2JjY9/qeApCoVnoeu3aNZo3b86xY8cAqFKlCtOmTUNRFHVO7EXQ8fIK5X///TfTY2FhYZnq79ixI3/88QeXLl3Kc1ACz4e4AwMDM7zYHj9+nAcPHmT45Pqq+vXrExUVRcWKFalbt676ValSJUqXLq3m8/LyYvv27YSEhODl5ZXn8uK/x8TEhG7duqlrOdq0acNff/3FsWPH0Gg0XLhwgTlz5qAoCn/99RcjRozg4cOHGBgYUKxYMXWNlbGxMXfv3lWvFHv48CFaWlpoNBrOnz9PSEiIukA0K6+Wz0nVqlU5ePAgSUlJ6uK+3DAyMlKnoLLrT0709fVp3rw58+bN4/HjxyQmJvLTTz9x6tSpN65TiNzQ1dWlWbNmbN26levXr5OamkpUVBQHDhxQpw719fVJT0/n/v37+Rq8lyhRgpo1a7J27VoaNWqUYRlBVm7cuJHtKH9BKTRBSdWqVdHX12fSpEkEBARw7Ngxpk2bho6ODs7OzsDzqRJdXV0CAgLUeTUPDw/i4uIYN24cf/75JyNHjmTz5s0AGW4P36lTJ27fvo2trS0WFhZ57t+oUaOIjY1l4MCBHDhwgE2bNuHr60v9+vWznU/v2bMnJUuWpHfv3upxzZgxg6ZNm2YYeWnXrh0REREUK1aMBg0a5Ln8y2JiYujZsydXr17N83GKwuWTTz4hPDyc48ePU61aNWbPns0PP/yAu7s7U6dOpX79+mhpadGzZ08cHR3p2rUrnp6e3Lx5Ux32bdKkCVpaWrRp04Znz54xevRorl69SqtWrfD396dhw4avXX+SVfmc+Pr6cuHCBVq2bMmKFStyfQVAxYoV8fDwoHv37hmulnsTX375JcWLF6dz5854eXlx48aNPE3ZCvGmmjdvTr169Vi1ahWTJ09m06ZNeHl5UbduXQBKly6NnZ0dfn5+eboHUZ8+fWjZsmW2eVxdXUlLS8t29P6FoKCgt/4/exe0lFcujI6IiFCv8njf7t69y6xZszh06BDJyclYW1szcuRI9f4kAMuXL2fRokWUK1dOvQHNqlWr+Pnnn3n48CGNGzfGy8uLpUuX4ufnl2HxUIMGDRgwYAADBw7Mth+DBw/m8ePHrFu3LsPjp0+fZvbs2Zw7d47ixYvTpk0bxo8fj7GxMfD8PiXR0dGZFu7duXOHb7/9lkOHDpGWloa9vT3jxo3LNCXVokULGjRowDfffJOn8s7OznTq1IlJkyYBz0eKBg4cyKJFi9SATrzeixvOaTQakpOTefbsGfHx8VkOkwohxIfi/v37lCxZEgMDA/T19dHR0UFLSyvDurD8VqiCknfp1KlTdOvWjaNHj8o8s8hAghIhhMisIIKSQrXQ9V24c+cOR48eZcmSJbRu3VoCEiGEEKKQKjRrSt6Vc+fOMWXKFCwsLDJNiwghhBCi8PjPj5S0bNlS9oIRQggh/g/4z4+UCCGEEOL/BglKhBBCCFEoSFAihBBCiEJBghIhXqNkyZLyXb7Ld/n+QX9/3z6Y+5QI8Tqvu0+J/B8IIT5kERERlCz5fu9TIiMlQgghhCgUJCgRQgghRKEgQYkQQgghCgUJSoQQQghRKEhQIoQQQohCQYISIYQQQhQKEpQIIYQQolCQoEQIUSh4e3uzZs2agu4GAMHBwTg5OWX6WQjxbklQIkQhcfHiRSwtLdUvR0dH+vXrR0RExFvVe+bMGbZs2VJg5YUQIrckKBGikAkLCyM8PJzAwEDMzMwYMGDAW9X3pkFFenr6W5V/F170SQjx3yRBiRCFjLa2Nrq6upQtW5Z+/fpx48YN4uPjATh8+DCtW7fGwcGBvn37cufOHbWcv78/zs7O1K5dm2HDhvHo0SPGjBnD999/z8mTJ3FyckKj0aDRaPjuu+9wcnKibt26jBkzhuTkZAC2bduGp6cnffr0wcnJKcvyrwoICMDNzQ17e3t69OhBTEwMAHfu3MHS0pJ169bh7u6Oo6Mj/v7+arlz587Rrl07HBwcGD58OImJiVmejwkTJtCnTx9atWrF4MGDiYmJwdLSUu0zgLOzM8HBwQB4eHiwdOlSOnTogJ2dHUOGDMmQ94XszoMQomBIUCJEIRUfH8/KlSuxsrLCxMSEyMhIhg0bxsSJEwkNDaVKlSqMHz8egEOHDrF27Vr+/PNPQkJCSEpKws/Pj3nz5vH555/j7OzMqVOn0NHRYenSpYSEhBAUFERQUBBnz57l119/Vdu9fv06H3/8McHBwVmWf1loaCiTJ09mxYoVnD59mjJlyvDVV19lyHP+/Hl27drFkiVLWLhwIdevXyc5OZlBgwbh6elJcHAwHTt25MaNG689FxEREcyfP58lS5bk6twFBgaybNky9u7dy/nz5wkICMiUJ6fzIIR4/3QLugNCiIzs7e3Vn11cXPj111/R0tJiy5YtNGnSBHd3dwB8fX2pV68eT548wcDAgLS0NGJiYqhXrx6LFi3i2bNnWdbfpUsXPv74Y0xMTABwdXXl6tWranr16tVp3bp1rvpqbW1NQEAAlStXBqBt27bMnj07Q57x48djbGyMi4sLpUuXJioqihs3bpCSkoKvry+6urq0aNECGxub17bTunVratWqlas+AQwdOhQzMzMAnJyciIyMzJQnp/MghHj/JCgRopD5559/MDY2Zs6cOYSFhVGhQgUAYmNj2bdvHzVr1lTz6ujoEBcXR4MGDZg0aRJ+fn5ERkbStGlTdRTlVUZGRvj5+XHixAnS0tJ4+PAhzZs3f6O+Fi9enA0bNrBjxw6ePHlCUlISuroZX1Ze3lFUW1sbjUZDfHw8FSpUyJQ3v7zaZlpaWqY8+XkehBD5Q6ZvhCikBg0axLlz5zh27BgAZmZmfPTRR1y+fFn9ioiIwNLSkps3b9K4cWM2btzIwYMHSU1N5csvv8yy3unTp/P06VO2bt1KUFAQ3t7eb9zHjRs3snXrVn7++WeCgoIyTd28Trly5Xjw4MEbtfkikMkq0MiL/DwPQoj8IUGJEIVUyZIl8fHx4fvvvwegY8eO7Nq1i8OHD6PRaAgLC2PatGkoisLOnTvp168f9+/fx9DQkOLFi6Ot/fzf29jYmLi4OBISEgB48OCBOmJx9uxZDh8+nO0b/KvlX/bgwQN1nUlMTAxbt27NVbDg5OSElpYWmzZtAp6vO8ntpc/lypWjaNGi7N69m4SEBNasWfNGAU5ez4MQ4t2ToESIQmzQoEFcunSJI0eOUKNGDRYuXMicOXOoXbs2Y8eOpVGjRmhpadGvXz+cnZ1p1aoVTk5OXL9+nSlTpgDQrFkztLS0aNSoEU+fPmXSpElcvnwZFxcXZs+eTZMmTbK96uTV8i/z8fGhYsWKNGvWjP79+2NjY4OBgUGOV7EUKVKEZcuWsWrVKho3boyfnx8WFha5Oie6urrMnDmTefPm4ebmRlhYGKamprkq+7K8ngchxLunpSiK8vIDERERWFtbF1R/hHjvFEVBURQ0Gg3Jyck8e/aM+Ph4+T8QQnzQIiIiKFmyJAYGBujr66Ojo4OWllaGNVv5TUZKhBBCCFEoSFAihBBCiELhvV0S/Lp7JghR0F6dvpF1BUII8dyL10NFUWT6RgghhBAfDglKhBBCCFEoSFAihBBCiEJBghIhhBBCFAoSlAghhBCiUJCgRAghhBCFggQlQgghhCgUJCgRQgghRKEgQYkQQgghCgUJSoQQQghRKEhQIoQQQohCQYISIYQQQhQK721DvtzasGEDhw4dAmDw4MHUrl07T+WDg4NZs2YNAK1bt6ZDhw753kfxeqO2DqOkUSmmtfomx7w9VnvjWb0lA1yGvIeeCSGEKOwK5UhJnTp1WLJkSZ4DEoDGjRuzZMkSrK2t30HP3o7fgdnMCXr+Zu2zpjuBV3bnqtyx6GBs51hhO8cK+7nWNF/ahJl/TSchOeFddve1Zgd9w7BNA966HvdqzbAuWyMfeiRE9ry9vdUPK9lJTk7G0tKSa9euZZsvODgYJyen/OqeEOL/K5RByX/V2VuncaxUj1RNKhfu/INjxby9qK3quZZt/XYxqflUDkceZOruCe+op+/HkEbDcbdqWtDdKDTCw8OxtLTE0tISa2trPD09WbZsGenp6Wqe/v3788cffxRgL/PXmTNn2LJlS0F3450KCAjg5MmThaoP/7W/I/HfUeimb/6rXgQidcwdOX/nHGWLmlLW2DRPdVQ2saBcMTOsylgTEx/NoiMLSFfS0dbSZs2p1aw7/Rs7Bv6l5u+4og1danfDp15fABr5O9G73qccjTzM1fsRWJW2Ym6HBVQyqZyr9qfunsjmc/97IbOdYwWAT72+TPCcrD6uSdcwY+8UAi5sp5RhKaa0/ApXS3c1vc/anvx94wQAo93HZZq+efTsETMCp3A8OoQUTQpVS1kyoflknCrWz9P5Ohp1mMVHFnD57iWKG5TAo5onX7WeqaYHRx1hwSE/rt2PwLSYGT3r+OBt2zVPbbwLYWFh6OrqcunSJaZPn05kZCSzZ88GYOzYsZQrV66Ae5h/zpw5w/79+/H29i7orrwzO3bswN7eHmdn5zeuQ1EUtLS08q0P/7W/I/HfISMl79jlu5dwWVAH14X1SdGk0H55SwZu+JTbj2/jsqAOW//ZlOc64xLucPDqfvR09NDWyttTGHBhG3M7zOeI70mK6hdjwSG/XJed0WYWF764hk+9vrhbNeXCF9e48MW1DAEJwO7LO7EoWZW1vTfiWNGJKbsnoEnXqOmreq7lwhfXcCif9fTcD4fncevRTVb1XMv2/rsZ2HAo6S+Vz41Ldy8ybOMA6ld2YVOfP1nU+ScU5X8jDhH3rjBiyxC61O7Otv67meQ5hZ9CFrMvPDBP7bwL2traGBoa4ujoyNKlS9m2bRsREREATJ06lR07dgCQmJjIiBEjqFOnDs7OzsydOxdFUQC4cuUK3bp1w9bWlhYtWrBv3z61/qioKHr16oWdnR0tWrRg27ZtapqHhwdLly6lQ4cO2NnZMWTIEJKTkwGYMGECkyZNYsCAAdjb29OxY0eio6PVsocPH6Z169Y4ODjQt29f7ty5A0B6ejr+/v44OztTt25dPv/8cxITExkzZgzff/89J0+exMnJCY0m83McEBCAm5sb9vb29OjRg5iYGADu3LmDpaUl69atw93dHUdHR/z9/dVy586do127djg4ODB8+HASExNfe743bdpEkyZNqF+/Pt9//32GtJiYGHr37o2dnR1eXl6EhoZmWcfr8nl4eHDw4EGWLl1K//79AUhKSmLixInUrl0bNze3104reXh4MHr0aJydnfn555/ZsGFDhuDt2rVrWFpakpaWxrZt2/D29ubrr7/GyckJV1dX9u/f/9o+vPx3NG7cOEaOHEmvXr2wtbWlffv2nD9/nqFDh1KrVi2aNm1KcHCw2u7rnmch8oMEJe+YVelqbO67g072nWlv24nNfXdQw9SGcU0nsLnvDlpWb53rulosdcN+rjXNljTm9M1QRrqNzXN/Ojt0o2KJSujr6tO2VnvO3zmX5zpyUtPUhk/r98O6bA0GNfqMu4l3uffkbq7L3/r3FjZmtlQvWwPzEhVpWaM19Su75KkPPwUvomFVVz73GI9VGWvsy9dmRptZ/0s/toR2tp3oXrcnlUwq42rpTve6PQm4sD1P7bxr5ubmWFtbc/z48UxpS5Ys4fHjxxw7dozNmzezdetWdu7cSVJSEn369KFly5acOXOGadOmMXr0aG7dukVycjKffvopderUITQ0lDlz5jBjxowMbzqBgYEsW7aMvXv3cv78eQICAtS0PXv24Ovry/HjxzE1NWXRokUAREZGMmzYMCZOnEhoaChVqlRh/PjxAKxatYodO3awadMmjhw5QmJiIrNnz2bevHl8/vnnODs7c+rUKXR0dDIcX2hoKJMnT2bFihWcPn2aMmXK8NVXX2XIc/78eXbt2sWSJUtYuHAh169fJzk5mUGDBuHp6UlwcDArJrVxAAAgAElEQVQdO3bkxo0bWZ7fS5cu8eWXXzJ9+nT27duHsbGxmpaWlkbfvn1xdnbmzJkzDB06lMGDB/PkyZMMdWSX7+DBg3h4eDB06FBWrFgBwLRp07h79y5Hjx5lxYoVfP/995w6dSrL/j169Ijt27fTt2/fLNNfFhYWRs2aNQkODqZnz55MnToVIMs+vOr06dNMnTqVkJAQSpUqRefOnenSpQunTp2iY8eOal3ZPc9C5AcJSt4xPR09zEtUJOzWaVrWaENJw5JcjrtIO9uOmJeoiLF+0VzXtaz7Kv74dBsf1+1F/waD6eHYO8/9KV+8gvqzcZGi/Pv0UZ7ryEnVUpbqzyUNSwLwKA/tdK3dne3/bKbHam++2/8tx2NC8tyHiPvh1K/0+uHy8HtX2BS2Hts5VtjNqYb9XGt+DFlE7L8389zWu1a2bFni4+MzPa6vr09iYiK3bt2iUqVK7NixA3d3dzXA6N+/P0WKFMHV1ZXp06eTkpJCSEgIT548YfTo0RgYGODo6Ejv3r0zfFofOnQoZmZmVKhQAScnJyIjI9W0Tp06Ubt2bYyNjWnatKmatmXLFpo0aYK7uztFihTB19eXo0eP8uTJE7Zs2UL//v2pXLkyRYsW5csvv8zVInZra2sCAgKwtrZGT0+Ptm3bZlqAOn78eIyNjXFxcaF06dJERUURGhpKSkoKvr6+FCtWjBYtWmBjY5NlG7t27cLDwwNPT09KlCjB4MGD1bTjx4/z+PFjhg8fjp6eHu3ataNMmTKcOHEiQx25zQfPR0m2b9/O+PHjKVasGNbW1rRr147AwKxH6Hr06EH58uXR1c15pr1GjRp07doVAwMDWrduTWxsrDrKlZOWLVtSo0YNSpQoQcuWLalevTqenp4YGhri5eVFdHQ06enp2T7PQuQHWVPyjjXydyJd0ZCQnMCEHWMASE5Lps1Pzehg582k5lNzXVfVUpaUK2bG5BZf4b3Si2plrWlXqyNAlvPNL09XvJDX6Z43oaOtk3OmbDSv3oq9Qw8RHHmEo1GHGbShD2ObTeSTejl/WsyLzz3G07/BYBRFQVEUNBoNycnJuX4hf1/i4uIwMTHJ9PiQIUNQFIVhw4aRlJRE586d8fX15f79+5QvXz7D30Tnzp0BOHHiBBUrVszwJle5cmUOHjyo/v5yOW1tbdLS0rJM09HRUdNiY2PZt28fNWvWzJAeFxen9ucFCwsLLCwscjzu4sWLs2HDBnbs2MGTJ09ISkrK9Ob8al81Gg3x8fFUqFAhV2/k9+7do2LFilmmxcbGEh8fT61atdTHNBoNcXFxVK5cOVf5smovLS2Njh07qo+lp6fTtm3bHPuak1efG3g+iqOvr5+nenR1ddHT01N/19bWRlEU0tPTs32eLS0ts6pOiDyRoOQd29T3Tw5fO8iWcxuZ32kRS4MXoq+rT78Gg/I0SvIyLS0t+rsMZv7B72hVoy16OnoUNyjOk5T/fVrRpGu4m5j5RTE/6OnokZaelnPGt1DW2JRO9p3pZN+Zb41Ksz/8rzwFJdZlqvP3jZOvvQeKdZnqhN44Sf8Gg7NMLyxiYmKIiIigXr16mdKio6Pp378/o0aN4saNGwwYMIDixYtjZWWV6Q3xn3/+oXz58pibm3Pnzh3S09PR1n4eoF6/fh1T07wtun6VmZkZH330EXPnzs2UVr58ee7e/d/03aNHj4iMjMTR0THbOjdu3MjWrVv59ddfMTU1Ze/evXz99dc59qVcuXI8ePAgV/0uV66cuk7lVWZmZpibm3P48OFMaS9Pd2WXL6v2tLW1CQoKwtzcPFd9fEFXVzdDgFgQsnuehcgPMn3zjlUobk7Uw0gaVmmMeYmKXL57CTerppiXqIiJQeZPv7nVqkZbUjWpbArbAICtmT33Eu/y940TKIrCmtOrSUpJyq/DyKBySQsu3DlP5INrJKcl53uAsujoAg5dO0Ds41tcirvAyevHqFmuVs4FXzK48XCORR19fnXNg6tcunuRmX9NV9MHNRxGcNRR5h/6jmv3I7h89xK//v0Lv5/6NV+P5U09e/aMv//+myFDhtC6desMn8JfeLEeJDk5GRMTEwwMDNDS0sLF5fn6m9WrV6PRaDh16hQ+Pj4kJCTg4uKCkZERixcvJjU1lfPnz7N27Vq6dev2Vv3t2LEju3bt4vDhw2g0GsLCwpg2bRqKotCpUydWrFjB7du3efr0KdOnT2fdunUAGBsbExcXR0JC5nvuPHjwQP3EHxMTw9atW3P1puzk5ISWlhabNj1fRH7+/Hl1ofCrvLy8CAoKIjw8HIDt2/+3pujFlSpLliwhNTWV2NhYJk+ezL179zLUkVM+IyMjda2LgYEBbdu25euvv+bff/8lISEBf3//LKd6XlWtWjWuXr1KeHg49+7dY9myZTmWeeHlPryN7J5nIfKDBCXvQej1E9Sv3ICEZ4+5ej8cp4qZP/XmlZ6OHl3rfMzy40tJSXt+2ewIt88ZtfUzWvzoRsKzx1QtbZUPvc+sfa1OOFduQM/fOuM4rxZ+B2bnuuzRyEPqjeDO3Q5j/qHvsJ1jRV2//835a2tp893+b2m3vAWD/+hHHXMnRjT5PE99tDGtxZKuP3MiJoQuK9szeENfktP+94Jcw7QmS7v8zN/Xj9Pt104MWO9DSPQRrMtWz1M774K9vT0ODg588cUXeHl5Zboi5IVvv/2W+Ph46tWrh4eHB7a2tvTu3RsDAwNWrlzJrl27qFu3Ll988QVLly6latWq6OnpsWrVKkJDQ6lXrx7Dhg1j9OjRtGzZ8q36XKNGDRYuXMicOXOoXbs2Y8eOpVGjRmhpadG7d2/atGlDly5dcHFxwcDAgG++eX4TwWbNmqGlpUWjRo14+vRphjp9fHyoWLEizZo1o3///tjY2GBgYJDjG2uRIkVYtmwZq1atonHjxvj5+b12uqh69epMnz6dAQMG4O7uzrlz5yhSpAiAeh6PHz9OvXr18Pb2pmzZspQpUyZDHTnl69atG0FBQfTr1w+AmTNnYmJiQvPmzXF1dSU6Ovq1a15eVrt2bXr37k3Xrl3p0KEDxYsXz7HMC6/24U1l9zwLkR+0lFdC3IiIiHdyN9Rnz57lKt+GDRv4999/GTRo0Fu1N3/+fKysrOQ28yJHWa0pSUpKKpR3BRZCiPclIiICIyMj9PX10dfXR0dHBy0trXcahBa6kRJtbW3++ecfRowYwblzeb9c9dixY4wYMYJr166pc+ZCCCGEKPwK3UiJEO+bjJQIIURmMlIihBBCiA+WBCVCCCGEKBQkKBFCCCFEoSBBiRBCCCEKBQlKhBBCCFEoSFAi3si6deuwtrbGyMiIZs2avde2ly5dmqsN3YQQQhRePj4+GBoaYmhoyMCBAwEJSt6rX/zAPW/bXRRKaWlp+Pr6MnbsWGJjY/nzzz8LuktCCCEKQIMGDViwYMEblf3tt994+vQpH3/8sfqYbMgn8iwuLo4nT57g6emZ5e61QgghxJuQkZJC4tmzZxgaGrJ582Y++ugjSpUqRcWKFdm9ezfffPMNnp6eODg44OjoyLJly7C0tMTd3T3Ljczext69eylatCjHjh2jQYMGlChRgpo1a3L79m0uXLiAoaEh1apVA57v0WJoaJjn6ZuzZ8/i6elJmTJlKF++PF5eXpk2Ofvrr79wc3PDxMSEKlWq8Nlnn2WqZ/ny5VStWpWKFSsyZ86cDGnm5ubMnDkTDw8PTE1NcXNzIyoqSk2PjIykW7duWFhYYGJigrOzc4bN2IQQQsDQoUOxsrLC3t6ev/76S33c1tYWQ0NDzp07x8SJE9VpmICAADXPkydPGDlyJBUrVsTMzAxvb+/X7sr9ggQlhczUqVP55JNPiImJYffu3ZiZmQEQGxvLli1b0NXVZfny5fz11188ePCAXbt25XsfFEVh8uTJLF68mNjYWBYuXIienh62trY8ffqUy5cvA893X3369Cn79+/PU/19+vShevXqnDp1ioMHD9KuXbsMu7+GhYXx0Ucf4ebmxrFjx9i0aRPp6ekZ6rh58yYnT57kzz//ZMKECUyfPp1Lly5lyLNu3TpWrVrF9evXKV68OFOnTlXTHj58SJ06ddiyZQtnz55l0KBB9OnThytXruT1dAkhxH9Wz549iYiIoGfPngwdOhSNRgPAhQsXePr0KQ4ODsyaNYunT5/y9OlT2rdvr5YdMmQIFy9eZNu2bRw5coRy5crRpUuXbHf7lumb90hb+/lXdrp168ZHH30EPB+JANi5cyd16tShWrVqODk5oaOjo0auOUWdbyI9PZ3JkydTr97z3YxbtGiRr/XHxMQwadIkdefWGjVqZEifPXs2np6e6k6ygNqXl/u4YMECjI2Nsbe3x8/PjzNnzmTYbbVPnz5UqVIFeH5eZ8+enaG+F3UqisKAAQP48ccfOXTokFpGCCE+dE2aNEFbW5uePXsya9Ysbt++TaVKlXIsFx4ezubNm7l69SoVKlQAYMGCBZiamnLmzBnq16+fZTkZKXmPDIygaA67jTs7O2dd1sBA/W5oaKj+/Op27zlp1KgRRYsWpWjRorRp0ybP/cgPQ4YMYeDAgXTq1Ilvv/1WHXl54cKFCzRp0iTbOipUqICxsbH6e+nSpXn48GGGPC//4xQrVixDelJSEmPHjqV69eoUL14cY2NjLl26RFJS0tscmhBC/CcVK1YMINPr7OucP38eRVGwsrJSp3ZMTExISUkhOjr6teVkpOQ9KlYCipbIPk+JEjlkeMUr+ynmaN26dermiEZGRlnm0dHRyfCGn99mzZqFj48P+/fvZ/v27cyZM4d9+/a9NnLOiq5uzn+62e0SPXXqVIKCgti4cSM2Njbo6uri4uKSYZro/v37ue6PEEKIjAwNDXnw4EGeNvCToOQ9at0NPDsVbB9eTJkUtFq1alGrVi2GDx9O/fr1CQwMVIMSW1tbjhw5wtixY99Z+8eOHaNXr17Url0bRVFISkrKFL2XKVPmnbUvhBCFXXx8fI55ihQpQmpqaqbHX6xBPH36NE5OTtnWUbRoUbUtmb55jwI3wvheBd2LgvX06VPGjBnDsWPHiI2NZc+ePURFRWW4GdqECRMICgpi6tSpXL58mbCwMEaPHp2v/ahevTrBwcGkpqaSlpbG5MmTZepGCCHyyMrKin379nH37l2ePXumjjbXqFEDb29v+vbty969e4mKiiIwMJDu3bvz+PHjDHU4OTlx6NAhzp49K0HJ+3TnJoSdKOheFCwdHR3u3LmDj48PtWrV4vPPP2fKlCkZVmzXrl2brVu3cvDgQVxcXOjQoYM65ZRfvv32WxRFwdraGgcHB0xMTKhbt26+tiGEEP91kyZNIjk5mZo1a1KyZEl27typpv300080b96cQYMGUbduXcaOHYu5ubm6RvKFnj170rp1a1q0aIGW8sqihIiICKytrfO94/n9piJEflEUBUVR0Gg0JCcnk5ycTFJS0jv5PxBCiP8rIiIiMDIyQl9fH319fXR0dNDS0srTGpG8kpESIYQQQhQKEpQIIYQQolCQoEQIIYQQhYJcEiyEEEKILFWsWPG9tidBiRBCCCGydPPmTVnoKoQQQogPjwQlQgghhCgUJCgRQgghRKEgQYkQQgghCgUJSoQQQghRKEhQIsT/IR4eHuzdu7eguyGEEO+EBCVCFCJPnjxh2rRpODs7Y2dnR7du3Th16lRBd+u9+/HHH4mNjQUgOTmZhg0bEhER8d7aFEIUDAlKhCgkFEVh4MCBXL16lTVr1hASEkLHjh3p06cPMTExBd29PHlln888W7p0qRog6Ovrs2DBAqpUqZIPPctdm0KIgiFBiRCFRGhoKGfOnMHf3x9ra2uKFy9Or169cHR0ZNeuXWq+sLAw2rdvj52dHUOGDCE5ORmAR48eMXToUOzt7XFxcWHZsmVqmQkTJjBp0iQGDBiAvb09HTt2JDo6GoC0tDRmzJiBk5MTHh4ezJs3D2dnZ7VsTEwMvXv3xs7ODi8vL0JDQzP1/c6dO1haWvLll19iZ2fH+fPnGT16NHPnzlXzrFmzhq5du2bbn/DwcJycnEhMTKR///4sXbqUtLQ0evToQVRUFABNmjRh9uzZtGrVChsbG4YMGcKFCxdo3749tWrVomvXrty6dUttd8WKFTRs2JB69eoxdepUUlJSMvQ9qzYHDx7MlClT1DyrV6+mVatW3Llzh2rVqvHNN9/QrFkzGjZsyPLly9V8SUlJTJw4kdq1a+Pm5saaNWty/wcghADlFeHh4a8+JMR/Wnp6uqLRaJSUlBQlISFBuXfvXoH8H/z888+Kl5dXtnnc3d2Vjh07Krdv31Zu3bqlNG7cWNm4caOiKIrSq1cv5csvv1RSU1OVsLAwxdraWgkLC1MURVG++OILpW7dusrZs2eVxMREZcCAAcqYMWMURVGUFStWKG5ubkp4eLhy584dZfDgwUr9+vUVRVGU1NRUpWnTpoq/v7+SkpKiBAQEKI6OjkpiYmKGft2+fVupWrWq4ufnp8THxysajUYZNWqUMmfOHDXP77//rnTp0iXH/iiKojg4OCh///232oeqVasqV65cURRFUVxdXZV+/fopcXFxSnR0tOLi4qK4uroqERERyr///qt8+umnyqRJkxRFUZSNGzcqTZo0UaKjo5X4+Hilc+fOyuLFi7M8ty+3GRAQoNSvX1/RaDSKoihK7969FX9/f/U4161bp6Snpyvh4eGKvb29cuzYMUVRFGXs2LFKv379lMePHyvh4eGKo6OjEhoamu1zKkRhFR4erty7d09JSEhQUlJSFI1Go6Snp7/TNmWkRIhCIjExERMTkxzzDR06FDMzMypUqICTkxORkZEAzJgxg4kTJ6Krq4uDgwNVq1bl6tWrarlOnTpRu3ZtjI2Nadq0qVpu9+7dfPrpp1hbW1OuXDl8fHzUMsePH+fx48cMHz4cPT092rVrR5kyZThx4kSWfRs4cCAmJiZoa+f80vK6/uRG9+7dMTU1xcLCgvr169OqVSuqVatG8eLF8fT0VOtav349/fv3x8LCAhMTE/r378+ePXtyrN/T05OkpCROnjxJQkICJ06cwMvLS01v27YtWlpaWFtb07ZtW/bu3UtSUhLbt29n/PjxFCtWDGtra9q1a0dgYGCuj0uID53sfSNEIVGqVCkeP36cY76X953Q1tYmLS0NeD4NM27cOCIiIlAUhZs3b5Kenp5lOR0dHbXc/fv3MTc3z7Kt2NhY4uPjqVWrlvqYRqMhLi4ubweXw3G83J+80tHRoUiRIurvL5+T2NhYZs6cyaxZs4Dna11KlSqVY52GhoZ4enqyc+dO7t27h5WVFVZWVty5cydTXlNTU6Kiorh37x5paWl07NhRTUtPT6dt27ZvdFxCfIgkKBGikKhVqxZXr17l0aNHGUZMhgwZQr169RgwYEC25fv27cuwYcNYuHAhOjo6GT7ZZ8fU1JTbt29nmWZmZoa5uTmHDx/O/YH8f3p6em8caOSX8uXLM2bMGDp37pznsh06dGDixIk8fPgw23N548YNypYtS7ly5dDW1iYoKOi1QZ4QInsyfSNEIeHk5ISjoyNjxozh5s2bJCUlsXHjRoKDg2nevHm2ZTUaDY8ePUJPT48nT54QGBhIdHQ0Go0mx3bbtm3LqlWruHr1KnFxcaxatUpNe7HgdcmSJaSmphIbG8vkyZO5d+9ejvVaWVkREhJCfHw8kZGRbNiwIccyLxgZGREdHf3WQY23tzdLliwhMjKS1NRUAgICWLlyZa7adHNzIzU1lcDAwExBybp160hJSeHvv/8mMDCQ1q1bY2BgQNu2bfn666/5999/SUhIwN/f/7VTXUKIzCQoEaIQWbRoEaVKlaJdu3Y0aNCAzZs3s2rVqhwvh9XR0WHu3LksWrQIV1dX9u7di6ura66mg3r16oWnpyfdunWjW7dulC1bVk0zMDBg5cqVHD9+nHr16uHt7U3ZsmUpU6ZMjvX27NkTU1NTXF1dGTp0KDVr1syxzAuffvop06ZNY/Hixbku87o+dOvWjT59+lCnTh3WrFmDq6trrtrU09OjdevW1KxZk6pVq2bIGxcXh5ubG76+vowZM0YN3mbOnImJiQnNmzfH1dWV6OhobGxs3uoYhPiQaClKxhsKREREYG1tXVD9EeK9UxQFRVHQaDQkJyfz7Nkz4uPjP6j/A41Gg46ODgDbt29n6dKluVoQ+l/39ddfU6ZMGYYOHQo8v/S5UaNGnD17luLFixdw74R4tyIiIihZsiQGBgbo6+ujo6ODlpZWhvVg+U1GSoT4wO3Zs4eJEyfy5MkT7t+/zy+//ELTpk0LulsFKi0tjYsXL7J9+3Y6depU0N0R4oMhQYkQH7jGjRsDz29K1rp1a+zt7Rk5cmQB96pg/fbbb/Ts2ZMxY8ZQvnz5gu6OEB8Mmb4RHzyZvhFCiMxk+ub/oDVr1mBpaYmlpSVNmjR55+3NnTuXPn36vPN2cuLt7c2PP/5Y0N0QQgjxHyJBSS5EREQwcOBAHBwcsLe3p0ePHuqOpb169SIyMlK9OdO7Zmdn99qrB96npk2bUqNGjTcu7+XllWHPkHelYcOG7N+//523I4QQ4u3JzdNycPPmTbp27UrdunX58ccfMTIy4vDhw9y+fbtAhvcLy90hfX19C7oLQggh/mNkpCQHP/zwA8bGxixfvpxGjRpRp04dRowYgZubW67ruH//PkOHDsXOzg4HBwdGjx5NQkKCmr569WqaN2/ODz/8gIuLC05OTpnuz+Dv769OE2U1fZObOg4cOICHhwc2NjaMHDmSzz77jHHjxuXpfPTo0UPtR1bTN05OTvj7+9OlSxfs7e3x9vbm+vXrarqHhweWlpZcunSJWbNmqXXt3bs31+crPyiKgp+fHw0bNsTGxoZmzZqxbt26fG1DCCFE3khQkoPDhw/Ttm1bdHXffFDpiy++IDY2lvXr17Nq1SrOnTvHV199lSFPTEwM2traBAcHs2jRIr7//nt1ighg5MiRREZGMmTIkNe2k10dDx484LPPPqNly5bs3LkzUyCQW+vWrSMyMpI6deq8Ns+2bduYP38+oaGhFC1aFD8/PzXt4MGDREZGYmNjw8SJE4mMjCQyMpKWLVvm6XzlVqVKlTA0NMz0+M6dO/n999+ZP38+Bw4cYObMmVnmE0II8f5IUJKNtLQ07t69+1aXBN6+fZsDBw4wefJk7OzscHR0ZOzYsWzfvp3ExEQ1n76+PkOGDEFHR4eGDRtSvnx5zp8/n6e2sqtj69atlChRggkTJmBpacnIkSPf2f4c3bt3p1KlSujr69OhQwfOnTuX67K5PV+59ccff9CwYcNMj9+8eZOyZcvi7OyMmZkZDRs2lPtRCCFEAZOg5B2LiYkByLAo1MbGBo1Gw40bN9THTE1NM4zGGBsb8+jRozy1lV0d0dHR1KhRI8OW8m+zUDU7FSpUyLIPuZHb8/W22rRpw7///kuzZs2YPHky27dvL/DN44QQ4kMnQUk2dHV1s91BNTde3AYmp+u6Xw4WXi2bW9nVoSjKO722/GWvtpOX48jt+XpbFhYWHDx4kEmTJlGkSBG++uorWbwrhBAFTIKSHLi5ubF79+4cP0UbGRnx7NmzTI+/2Ejt8uXL6mOXLl1CW1ubihUr5mtfs1O1alWuXLlCenq6+lh4ePh7a/9VRYoUyfKcvs/zZWRkRMuWLZk6dSqzZ8/mwIEDudpVVwghxLshQUkOhg8fTkJCAoMGDeLYsWOEhYWxaNEiDh8+nCGfvb098fHx7Ny5k3v37vHkyRMAypcvj4eHB9988w3nz5/nzJkz+Pn50a5dO4oVK/bejuOjjz7i0aNHfPfdd8TExLB48eK3GgF6WxYWFhw5coT79++TnJysBkvv63xt3ryZTZs2ERUVRUxMDDt37qRGjRrqpnRCCCHePwlKclC5cmU2btyIlpYWgwYNolevXgQHB2dYNwHPP+FPmjSJ6dOn06BBA77//ns1bfbs2ZQvX56PP/6YTz75BFtbW6ZPn57rPiQnJ2e4DPfw4cPq72fOnMlVHaVLl2bx4sXs3r2b1q1bc+XKFZo1a0aRIkVy3Y9Dhw6p7Z49e5a5c+diaWmZpy3pXxgxYgQpKSm4ublhY2PDvn371LS3PV+5UbRoUX777Tfat29Px44dSUxMxN/fP1/bEEIIkTey980H7OOPP8bNzY1hw4YVdFcK1Ov2vilZsmRBd00IIQrMi9fB97n3jdzR9QOyceNGHBwcMDc35/Dhw5w9e5Y5c+YUdLcKrTJlyhR0F4QQosDEx8e/9zYlKPmAnD9/nrlz55KYmIiVlRVLly7FwsKioLslhBBCADJ9I8Rrp2/k/0AI8SGLiIh479M3stBVCCGEEIWCBCVCCCGEKBQkKBFCCCFEoSBBiRBCCCEKBQlK/g/Zu3cvdnZ2Bdb+tWvX1Junvfzl7OxcYH0SQgjx3yGXBIs8mzt3LrVq1VJ/19PTK8DeCCGE+K+QkZJcmDt3Lr1792bdunW4urpSs2ZNevfurabHxMTQv39/7OzscHFxYdq0aTx9+hQAf39/unXrhqenJ61atWLNmjU0bNiQzp07q/vjwPO9WDw8PKhRowYtWrQgMDBQTdu2bRuWlpYMGTKEpKQkdYTCy8srQz+PHDlChw4dsLGxoWnTpqxevTrTsaSlpXHnzh0SEhLe+HxUqVKFWrVqqV8vXzrr5OSEv78/Xbp0wd7eHm9vb65fv66mr169mubNm2eor1WrVvzyyy95Ol85HeuLW/Pv3LmTfv36UatWLZycnDhw4ADw/Jb53bt3p06dOtjZ2dG7d2+uXLnyxudECCHE25OgJJeuXLnCoUOHWL9+PSdPnqRXr17A8zc/Hx8fzM3N+fPPP1m+fDn//PMPM2fOVMvGxcWxYsUKdHR0+P3331m/fj0PHz4kKCgIgHPnzvHFF/rjuHUAACAASURBVF/Qp08f9uzZQ/v27Rk+fDjR0dEAdOrUicjISH788UeMjIyIjIwkMjKSnTt3qm2Eh4czePBgunfvTmBgINOmTeOHH35gx44dGY4jJiaGRo0asWDBgnd2rrZt28b8+fMJDQ2laNGi+Pn55al8Tucrt8cK8N1339G1a1f+/vtv1qxZQ9myZQG4f/8+3t7e/PHHHwQEBGBhYcHAgQNz3A1aCCHEuyPTN7n09OlTvvvuO3Wn2jZt2gDPRzj09PT46quv1BvKjB8/nn79+vH1118DYGtrS5UqVXBwcEBHRwcLCwtsbGy4efMmAGvXrqVBgwb06dMHeL5Z3a5du1i3bh0TJ07MVf8WL15Mp06d1GCpcuXK+Pj4sHnzZtq1a5dv5wGgW7duGX5v2rQpK1asUH/v3r07lSpVAqBDhw4sWrQoT/XndL7ycqwdOnRQn6uXNw7s3Lmz+rOiKIwdO5b169cTGRlJ5cqV89RfIYQQ+UOCklyysrJSA5KXXb58maioKKysrDKl3b9/HwB9fX31u66urvrzs2fPgOejFy+v0YDnb6AxMTG57t/ly5eJiIhg/fr1GR63tLTMdByRkZG5rjcrr64pefW8vLyDsrGxMY8ePcpT/Tmdr9weK0DdunWzbCMmJobZs2cTGhrKw4cPeXFj45eniIQQQrxfEpTkUlYByQvu7u6sXLkyz3W+eCN85U7/b2z8+PEMGTIkX+rKzos1Ja/z6i2IXz6+rG5PnNvjfzlfbo/1dc/b0KFDqVKlCtu2bcPMzIyEhATq1q2bb8+FEEKIvJM1JW+pRo0a/PPPP+rC1jdhYWHB5cuXMzx2+fLlTNMIRYoUee2ahxo1anDy5Mkc20pLS+PmzZt5Hr3IL8WLF88wGqHRaIiLi8tTHbk91tdJSkri8uXLDBw4EHNzc7S1tYmIiHjj+oQQQuQPCUreUufOnTE0NOSzzz4jLCyMyMhItm7dyoQJE3JdR48ePTh+/DirVq0iOjqaH374gatXr9K9e/cM+apUqUJKSgp79+7l6dOnpKamqmnDhg3jyJEjzJ07l4iICC5evMjy5ctZvnx5hjpiYmJwc3Nj4cKFb3zM0dHRXLx4McNXbkcY7O3tuXv3LidOnEBRFH799VeSkpLy1H5uj/V1jIyMMDMzIyQkBIBHjx7leTHuuxAeHo6lpSWTJ0/OMr1Lly5YWlrKYtyXnDp1iqZNmxZ0N4QQ+USCkrdkYGDA77//jp6eHj4+PnTo0IGVK1dmO73xqjp16jB79mxWrVpFy5Yt2b59O/7+/pnWqVSpUoVRo0YxZcoU7Ozs6NSpk5pWs2ZNfvnlF06cOEGHDh3o3bs3hw8fxsbGJt+O9YXx48fTrl27DF8pKSm5KmtpacmYMWMYNmwYTZo0ISEhIcu1INnJj2NduHAhu3fvpmHDhnTv3p0ePXrkqQ/vio6ODtu2bSMxMTHD45cvXyYsLKyAelV41apVq1AElEKIfKK8Ijw8/NWHhPhPS09PVzQajZKSkqIkJCQo9+7dK5D/gytXrih2dnZKt27dlF9//TVD2pdffqkMGDBAqVq1qpKamqooiqJcvHhRad++vWJra6u0aNFCOXjwoJrf3d1dWbJkiZo+ePBg5dmzZ4qiKEp8fLwyZMgQxc7OTmnQoIHy008/qeVSU1OVr776SnF0dFTc3d0VPz8/pX79+mr6oUOHlFatWin29vZKnz59lNu3b2d5LAsWLFDq16+vODg4KEOHDlXi4+PVtJ9//llxcXFRnJyclClTpijJycmKoihKQkKC4uvrq9SuXVupX7++MmfOHCU9PV1RFEXZs2eP0qxZM8XW1lbx9vZWzp8/ryiKohw9elRxdHRU646MjFR69uyp2NraKs2bN1e2bt2aq3OSXdtCfKjCw8OVe/fuKQkJCUpKSoqi0Wje+f+FjJQIUYgkJyfTu3dv1qxZoz725MkTtm/fTteuXTM89vHHH9O/f3/OnTtHz549GTFiRIapncDAQJYtW8bevXs5f/48AQEBAAwfPpzSpUtz5swZli1bhp+fH+fOnQOe39wuKCiI9evXs2HDhgxrbSIjIxk2bBgTJ04kNDSUKlWqMH78+EzHcOjQIdauXcuff/5JSEgISUlJ6mjGpk2b+PXXX1m/fj379u3j4sWL/PzzzwAsWbKEx48fc+zYMTZv3szWrVvZuXMniYmJ+Pr68s033xAWFoarqyujRo3K8tx9+umn1KlTh9DQUObMmcOMGTMIDg7O8Zy8rm0hxPslQYkQhUhaWhotW7bk0aNHnDhxAnh+M7oX9255oUiRImzcuJEOHTqgra1Nx44dSUhI4O7du2qeoUOHYmZmRoUKFXByclIvBZ8xYwYTJ05EV1cXBwcHqlatytWrVwHYvXs3n376KdbW1pQrVw4fHx+1vi1bttCkSRPc3d0pUqQIvr6+HD16NNNl1AYGBqSlpRETE4OBgQGLFi1Sg4j169fTv39/LCwsMDExoX///uzZswd4ftl3YmIit27dolKlSuzYsQN3d3d0dXXR09MjJiaGlJQUhg8fzqpVqzKdu5CQEJ48ecLo0aMxMDDA0dExU4D3unPyuraFEO+XXBIsRCGTnp7Oxx9/zO+//06DBg34/fffGT58eIZ1O3p6ely/fp3p06cTFxenLjROT09X87x8+bW2trY6ipKWlsa4ceOIiIhAURRu3ryplrt//z7m5uZZ9is2NpZ9+/ZluAmdjo4OcXFxGdYFNWjQgEmTJuHn50dkZCRNmzZVR1RiY2OZOXMms2bNAp5f5l2qVCkAhgwZgqIoDBs2jKSkJDp37oyvry+6urqsXr2an376ie+++w5bW1vGjBmTqZ9xcXFUrFhRvbcNPL+x3sGDB3M8J69rWwjxfslIiRCFTHp6Oj169CAoKIg9e/YQHx9Pq1atMlzhFBUVxahRo5g4cSJBQUFs27Yt1/X37duXxo0bs2fPHvbt25dhQbWpqSm3b9/OspyZmRkfffQRly//v/buPi7m7P8f/6PShdBa72UlykyY2pkuvhWKZFyVlJSRQtFqrRQR1sW6yEWuYq0i7LZRhOxqk0i1oQu2cnOZpJpMRZKthFK6PL8/+vX6GFOaiOw699vNjTnn9TrnvF4v9TpzXuf1PFnMH6FQKDFRubCwECNHjsQff/yBhIQE1NXVYc2aNQAAVVVVbNu2jdk/OzsbKSkpAJre6nJ1dUVcXBxOnDiBmJgYhISEoLy8HF988QV+/fVXpKWlgc/nw8XFBQ0NDWL1qqmpobi4WKxj9uDBA/Tp06fNc9Ja3RRFfVy0U0JRn6C+ffuCz+dj+fLlmDFjhti3fwAoLy8HIQSysrIoLS1lFiR880b9poaGBjx79gzy8vJ4+fIlYmNjkZ+fz+w3adIkBAcHIzc3F0+ePBF7TDJlyhRER0cjKSkJDQ0NuH37Nry9vSVeB29eBLG0tBRdu3aFiooKZGWbftVMnToV+/fvh0gkQl1dHaKiopjAg81zQGpqatCzZ08oKSlBRkYGBQUFsLW1RUZGBrp06YKvvvoKgGQgPmNjYygrKyMgIAB1dXXIyMjA8ePHJZZFaElrdVMU9XHRxzfUf9rUqVNhbm7+USLddjRnZ2f89ddfcHR0lMgzMDCAi4sLnJ2dmdfR2Ww2SkpKoKGh0WqZcnJy8PX1xY4dO+Dj44MJEybA1NQUL168AADMmjULDx48wPTp09GjRw+MHDmS2ZfD4WDv3r3YsWMHCgoKoKqqiuXLl0vcvOfOnYvHjx/DwsIC9fX10NfXZxaonDlzJiorK+Hi4oKysjLo6Ogwa0Rt3boVa9euhZGRERQUFGBhYQEnJycoKChg9erVcHd3x9OnT6GhoYGAgACmo9NMXl4ewcHBWL9+PYyMjPDFF1/Ay8sL5ubmbZ7r1uqmKOrjkiFvfM0RCoViS9FTn464uDgsXboUGRkZndaGxsZGBAYG4uTJk3j06BF69+6N6dOnw9PT86O3xcrKCra2tpg3b16r2+zduxc8Hu+tAbYIISCEoKGhATU1NXj16hXKy8s/25+DhoYGyMnJAQAiIyNx4MABZjIqRVGfD6FQiC+//BJKSkpQVFSEnJwcZGRkPugoIh0podply5YtCAsLw+rVq2FgYIDCwkIkJyd3drNaRScrtk9MTAwuXrwIb29vVFdX49ChQzRiKkVRHw2dUyIFX19fODk54cSJEzA1NYWWlpbY0G5BQQFcXV3B4/FgbGzM/EIHAD8/P0yfPh3jxo2DhYUFjh07BhMTEwgEArFXKcPDw8Hn88HhcDBhwgTExsYyeadPnwabzYabmxuqqqrAZrPBZrNhZWUl1s7k5GTY2NhAW1sbY8aMYeYZvK6+vh7FxcWoqKho93koLCxESEgI1qxZAycnJ3zzzTcwNzdnht+Bprc3FixYAB6PB11dXXh5eYnVdeTIEYwfP16sXAsLCxw6dIj5bGhoCD8/P0ybNg06OjqYOnUqHjx4wOTz+Xyw2Wzcu3cP27ZtY85HXFwcs82MGTOY9IMHD0oci7u7O5YuXQpPT0/o6+tjzJgxSEpKavc5+a9pflwzatQoTJw4ETo6Oli8eHEnt4qiqM8F7ZRIKTs7G4mJiQgLC8PVq1cxa9YsAE0Bm5ydnaGmpoYzZ84gMDAQd+7cYZ6hA02vKgYFBUFOTg6hoaEICwvD06dPceHCBQBAeno6Vq5cCRcXF8TExGDy5MlYuHAh8vPzAQC2trYQiUQ4ePAglJWVIRKJIBKJxII75eTkYP78+XBwcEBsbCy8vb3h7++Ps2fPih1HQUEBRowYgT179rT7HCQnJ6OxsRE2NjatbrNy5UoUFRUhLCwMwcHBSE9Px8aNG9td1+nTp/Hzzz/j2rVr6N69u1go8YSEBIhEImhra2P16tXM+Xh97sCJEycgEomgr6/fah3R0dFwcHDAjRs3YGdnhzVr1rQ5UfS/rkePHvD19cWNGzdw7do1+Pj4QElJqbObRVHUZ4J2SqRUXV2NnTt3on///lBRUYGlpSWAphEOeXl5bNy4EWw2Gzo6OlixYgX+/PNP5q2E5sBXurq6MDAwgIaGBrS1tVFYWAgAOH78OIYPHw4XFxewWCx4enpCU1MTJ06ckLp9AQEBsLW1xaxZs6Curg4+nw9nZ2eEh4d32DkoKipCjx490L179xbzHz9+jEuXLmHt2rXg8XgwMDDA8uXLERkZKbGWS1scHBwwYMAAKCoqwsbGhok42pGMjY0xcuRIyMrKws7ODk+ePEFJSUmH10NRFEVJh84pkZKmpiZ69OghkZ6VlYW8vDyJxfOApkcZQFO0yOa/m1/tVFRUxKtXrwA0jV68uYCflpYWCgoKpG5fc8yIsLAwsfQ3Y0hoamoyUSzb681XP9/U3F4Oh8OkaWtro6GhAQ8fPmzXgnn9+vVj/t2tWzc8e/asna1tXx3NHa3nz5+jZ8+eHV4XRVEU1TbaKZFSSx2SZqNHj2ZiLbRH802+rZu9tFasWPFBX31VU1NDRUUFXr58iW7duknkNx/H22Zmt5TX0vG/uV1HnaPXvflK6Yeqh6IoipIOfXzznjgcDu7cucNMbH0XGhoayMrKEkvLysqCurq6WJqCgoLYgmtvtuPq1att1lVfX4/CwsJ3GnkwNTWFjIwMs4jZm5rXZnn9WO7duwdZWVn0798fAKCioiI2wbehoQFPnjxpd1uAt58PiqIo6t+Hdkrek0AgQNeuXeHh4YHbt29DJBIhIiICq1atkrqMGTNmIDU1FcHBwcjPz4e/vz9yc3Ph4OAgtt3AgQNRW1uLuLg4VFdXo66ujslzd3dHcnIyfH19IRQKkZmZicDAQAQGBoqVUVBQADMzM+zdu7fdxzpgwADMnj0bPj4+OHbsGDIzMxEfH4/169cDaAohzufz4ePjg4yMDNy8eRO7du2CtbU1M9Kko6ODf/75B2lpaSCEICQkBFVVVe1uC9DUmUtOTkZpaSlqamrEwotTFEVR/z60U/KelJSUEBoaykTVtLGxweHDhyXmiLyNvr4+tm/fjuDgYJibmyMyMhJ+fn4S81QGDhyIJUuWYN26deDxeLC1tWXytLS0cOjQIaSlpcHGxgZOTk5ISkpq1zwOaaxbtw4LFy5EYGAg7OzssGHDBvTu3ZvJ3759O1RVVeHo6IjZs2eDy+Viw4YNTD6bzcayZcvg7u6OUaNGoaKiQmLei7Q8PT1RW1sLMzMzaGtrIz4+HgCQmJjIvA5869Yt+Pr6gs1miy0kR1EURX16aERX6rNHI7pSFEVJ6oyIrnSkhKIoiqKoTwLtlFAURVEU9UmgnRKKoiiKoj4JtFNCURRFUdQngXZKKIqiKIr6JNBOCUVRFEVRnwTaKfkXiYuLA4/H69Q2NDY24pdffsHYsWPB4XBgamoKf3//Tm0TRVEU9d9AOyVUu2zZsgX+/v6YO3cuIiIisH79erqybgdobGyEqakpjh49KpG3aNEiLFy4EDU1NTAxMYFQKOyEFlIURX14tFMiBV9fXzg5OeHEiRMwNTWFlpYWnJycmPyCggK4urqCx+PB2NgY3t7ezFo4fn5+mD59OsaNGwcLCwscO3YMJiYmEAgEYmvAhIeHg8/ng8PhYMKECYiNjWXyTp8+DTabDTc3N1RVVTHRSq2srMTamZycDBsbG2hra2PMmDE4cuSIxLHU19ejuLgYFRUV7T4PhYWFCAkJwZo1a+Dk5IRvvvkG5ubm2Lx5M7NNaWkpFixYAB6PB11dXXh5eYnVxWaz4eXlBQMDA/z0009wc3PD//t//w9//PEHsw2Px8OuXbtgbm4OPT09ODk5obi4WKwtiYmJGDx4MK5fvw5ra2twOByYmZkx6+i87ZoATQHTdu3aBRMTE2hra2Ps2LE4ceJEu89JR5GVlYVAIMCZM2fE0quqqnDx4kVMmzYNioqK2LNnD7PG0IfU2QsT0iUDKOozRd6Qk5PzZtJnb8eOHcTIyIjMnz+fPHz4kDx//pxER0cTQgh59eoVGTVqFFm3bh25f/8+SU9PJ3Z2dmTNmjWEEEL27NlDzMzMSF5eHrG0tCQTJ04k+fn5hM/nk8jISEIIIbdv3yaamprk8OHDRCQSET8/PzJo0CCSl5cn1o7Y2FjC5XJbbGN2djbR1tYmoaGhpKCggFy6dIkYGhqSqKgose1yc3MJi8UimzZtavd5OH78OGGxWKSioqLVbebOnUtsbGzInTt3yPXr18nYsWPJsmXLmHwWi0UCAwPJ77//TlgsFgkLCyOHDx8mY8aMYbbhcrlkxIgR5NGjR6S2tpYsXLiQODs7i9WTkJBANDU1ib29Pbl16xZ5+fIlSUxMJGVlZW1eE0IIiYqKInp6eiQlJYUUFRWRy5cvk99//51UVFSQkpKSTvk5KCgoIJqamqSoqIhJi4yMJMbGxqS+vp7U1dURFotFsrOzCSGEvHz5kqxatYro6uqSUaNGkdDQUEIIIWvWrBG7vvb29mTPnj3MZ3NzcxITEyNW9+PHjwmLxSI//vgj4XK5JD09vdXyCWn6PWFvb0+4XC7h8/nkzJkzTJ5IJCIzZ84kXC6XjB8/nkRERDB5xsbGJCEhgfm8aNEismvXLkIIIStXriRz5swh5ubm5LvvviOEEHLu3Dkybtw4wuVyiaOjIxEKhcy+v/32GzE2NiaGhoZk3bp1pKamhhBCSEVFBVm0aBHR09MjQ4cOJTt27CCNjY3tvRwU9dnLyckhJSUlpKKigtTW1pKGhoYP/rNER0qkVF1djZ07d6J///5QUVGBpaUlgKYRDnl5eWzcuBFsNhs6OjpYsWIF/vzzT+bbJpfLxcCBA6GrqwsDAwNoaGhAW1sbhYWFAIDjx49j+PDhcHFxAYvFgqenJzQ1Ndv1zT0gIAC2traYNWsW1NXVwefz4ezsjPDw8A47B0VFRejRowe6d+/eYv7jx49x6dIlrF27FjweDwYGBli+fDkiIyNRWVnJbGdmZoZRo0YBAMaMGYMRI0Yw56KZg4MD+vXrB3l5eXh4eODy5csS2zQ2NmLJkiXQ09ODsrIyzMzM0KtXL6muSWFhIXr37o1hw4ahb9++MDExEVtLqDOoq6tj6NChOHv2LJMWFRUFgUAAOTk5ie29vb3xzz//4PLlywgKCsLu3btx/fp18Pl8XLlyBQBQXl6Ou3fvMusClZWVIS8vDyNHjmyxDb169cLly5fB5XJbLR8AVq5ciZEjRyI9PR2bNm3C0qVLUVxcjJqaGsyZMwf6+vq4du0aduzYgU2bNjHtaYtQKMTPP/+M/fv3IyMjAytWrMDmzZtx69YtmJqaws3NDQBw6tQphISEICwsDPHx8cjMzMRvv/0GANi/fz9evHiBlJQUhIeHIyIiAufOnZPyKlAU1Zm6dHYD/i00NTWZlW5fl5WVhby8PInF84CmRxkAoKioyPzdpUsX5t+vXr0C0PSo4c0F/LS0tFBQUCB1+7KysiAUChEWFiaW/uZid5qamhCJRFKX+zrSxpB+c3s5HA6Tpq2tjYaGBjx8+JBZHFBRUZE5J81rKtTX16OhoYG5+bJYLKaM5scVBQUF6N+/v1id+vr6Eu1o65r07t0blpaWOHToEMaOHYuRI0fCyMgIEydObOsUfHD29vYIDg7GvHnz8Pz5cyQnJ2Pt2rUS21VVVSEyMhJRUVHo0aMHevToAWtra8TGxmLx4sXIz89HWVkZEhISYGtri4sXL6KoqAg3b96EoaFhqx3LefPmQUVF5a3lGxoaQklJCSUlJXj69ClGjRqFxMRE9OrVC1euXMHLly/h5eWFLl26wMDAAE5OTjh27FirHaHXTZw4kflZiIiIwPjx42FiYgIAmD9/PuTk5FBTU4OwsDC4urpCQ0MDAODq6ooDBw7A3d0dioqKqKysxKNHjzBo0CCcPXsWCgoK73pJKIr6iGinREotdUiajR49GocPH253mc03+bZu9tJasWIF803yQ1BTU0NFRQVevnyJbt26SeQ3H8e7Ltb0+nmor69v8d+vk5OTg7Kycot5bV0TDQ0NJCQk4PLly0hJScHGjRtx7tw57Nmz553a3lEsLS3h7e2NgoICpKamQk9Pj7nxvq6kpAT19fWYMmUKk9bY2IhJkyahW7duMDIywt9//434+Hg4ODhAVlYW8fHxyMnJwejRo9tsx9vKB4CffvoJfn5+mDx5Mv73v//hu+++g62tLZ48eYL+/fsznW+gaQQoISGh3eeitLQUampqzOcuXbow/7+LioqwZcsWbNu2DUDT/51evXoBANzc3EAIgbu7O6qqqiAQCLBo0aJ2109R1MdHOyXvicPhIDo6GtXV1ejates7laGhoYGsrCyxtKysLJiZmYmlKSgotHqD5nA4uHr1apudkuaJrt27d0fPnj3b1U5TU1PIyMggKioKjo6OEvnNIxpZWVkYOnQoAODevXuQlZWVGOFoy+vnIzs7G0DTzU0a0l4TZWVlmJubY8KECRg+fDg8PDzQ0NDQrnZ2tK5du8LKygpRUVFITU2Fvb19i9t9/fXXkJWVxYULF8Ru3M34fD4SExNx48YN+Pn5QU5ODr/88guKi4uxb9++NtvxtvLr6upQWlqKrVu3QlZWFlevXsWcOXMwaNAgqKmpobi4GI2NjZCVbXo6/ODBA/Tp0wcAIC8vL/U57tevHzNxGWjqeKSkpGDo0KFQVVXFsmXLIBAIJPbLz8+Hq6srlixZgocPH+K7776DiooKXF1dpaqXoqjOQ+eUvCeBQICuXbvCw8MDt2/fhkgkQkREBFatWiV1GTNmzEBqaiqCg4ORn58Pf39/5ObmwsHBQWy7gQMHora2FnFxcaiurkZdXR2T5+7ujuTkZPj6+kIoFCIzMxOBgYEIDAwUK6OgoABmZmbYu3dvu491wIABmD17Nnx8fHDs2DFkZmYiPj4e69evBwCoqqqCz+fDx8cHGRkZuHnzJnbt2gVra+u3jjS15Pfff8eFCxeQnZ2Nbdu2YcSIERgwYIBU+0pzTcLDw3Hq1Cnk5eWhoKAA586dA4fDaXHuxsdmb2+PkydPIiMjgxmZeJOSkhImTZqEzZs34/nz56ioqICfnx/S0tIANI0URUZGwsDAAAoKCjAxMcG9e/fw8uVLaGlptdmGt5Xf2NiI2bNnIywsDIQQ9O7dm1nS3NjYGMrKyggICEBdXR0yMjJw/PhxTJ8+HQAwaNAg/PXXX3j58iVSUlKQlJTUahtsbGwQFxeH69evo7GxEUeOHMHq1ashJyeHqVOnYv/+/RCJRKirq0NUVBQzMtY8j6WmpgY9e/aEkpLSB11qnaKojkM7Je9JSUkJoaGhkJeXh7OzM2xsbHD48GGJOSJvo6+vj+3btyM4OBjm5uaIjIyEn5+fxJyIgQMHYsmSJVi3bh14PJ7YxEwtLS0cOnQIaWlpsLGxgZOTE5KSkph5HB1l3bp1WLhwIQIDA2FnZ4cNGzagd+/eTP727duhqqoKR0dHzJ49G1wuFxs2bGh3PXPmzIGvry9sbGygqKiInTt3Sr2vNNeke/fuOHr0KCZPnowpU6agsrISfn5+7W7nh2BoaAhFRUVMnDix1cdTQFPMmJ49e2L8+PEwNTVFfn4+c70HDx6Mvn37Yvz48QCaHn2YmZlJ9eimrfIVFRXx66+/IiwsDDo6OnB2dsby5cvB5XIhLy+P4OBgXLt2DUZGRnB3d4eXlxfMzc0BND1ivH37NoYPH459+/ZBR0en1fq1tbWxa9cu/Pjjj9DV1UVsbCxOnDgBWVlZzJw5E9OnT4eLiwv09fVx7NgxmJqaAgC2bt2K8vJyGBkZgc/ng8vlir3CT1HUp0uGvDGhQSgUYvDgwZ3VHooCj8fD7t27mRvZh0YIASEEDQ0NqKmpwatXr1BeXk5/DiiK+qwJhUJ8+eWXzAsJzSOiH3LkkY6UUBRFURT1SaCdEoqiKIqiPgn07Rvqk5ORTebIAAAAF/9JREFUkdHZTaAoiqI6AR0poSiKoijqk0A7JRRFURRFfRJop4SiKIqiqE8C7ZRQ/zqenp5gs9lgs9n44YcfOrs5FEVR/1m//vrrR62Pdkr+ReLi4sDj8Tql7pycHKYj0NKf9kSwBQArKyuJaLPS8vf3h0gkEluXpb2EQiEWLFgAExMTaGpqIjIy8p3LoiiK+q8KDQ1FWVnZR6uPvn1DSUVDQwNnz55lPtvZ2cHV1RXW1tYAgC+//LKzmvZOqqqqoK6uDhsbG3h4eHR2cyiKoj5J33zzDf78808sXLjwo9RHOyVS8PX1RXp6OqysrBAQEIDS0lIYGRkhNDQUQNN6Mps2bUJaWhq6d+8OCwsLrFq1Cl27doWfnx+uXLmCsrIydOnSBbNnz8a+ffvQr18/HDlyhFltNzw8HHv37sXjx4+hrq6O5cuXw8LCAgBw+vRpLF26lGkPm80G0BSG+9y5c0x6cnIydu7cCaFQiL59++Lbb7/F7NmzxY6lvr4epaWl6NatW7vWo1FUVBQL0y4jI4O+fftKhNMvLS3FunXrkJycDFlZWYwbNw6bNm1i6uLz+Xjw4AGApsX6mld5PXjwIBPBNSgoCKdOncKDBw+gqKiIsWPHYu3ate1eQPBt9PT0oKen12HlURRF/Rc1r6P1ITolrq6u6NGjB8rKynDnzh306dOHPr6RVnZ2NhITExEWFoarV69i1qxZAICamho4OztDTU0NZ86cQWBgIO7cuYMtW7Yw+z558gRBQUGQk5NDaGgowsLC8PTpU1y4cAEAkJ6ejpUrV8LFxQUxMTGYPHkyFi5ciPz8fACAra0tRCIRDh48CGVlZYhEIohEIrEOSU5ODubPnw8HBwfExsbC29sb/v7+YqMbQFMHasSIEdizZ88HOU8rV65EUVERwsLCEBwcjPT0dGzcuJHJT0hIgEgkgra2NlavXs0cy+sh5V+8eIElS5YgOjoaR44cQX5+PrPoH0VRFPXxcLlc5Obmory8/IOUf/bsWbi5ueHmzZuYOXMm7ZRIq7q6Gjt37kT//v2hoqICS0tLAE0jHPLy8ti4cSPYbDZ0dHSwYsUK/Pnnn2heVojL5WLgwIHQ1dWFgYEBNDQ0oK2tjcLCQgDA8ePHMXz4cLi4uIDFYsHT0xOampo4ceKE1O0LCAiAra0tZs2aBXV1dfD5fDg7OyM8PLzjT0YrHj9+jEuXLmHt2rXg8XgwMDDA8uXLERkZicrKSqnL8fLygoWFBTQ0NMDj8eDq6ork5OQP2HKKoiiqJX369AEAFBUVfZDyhw8fjpEjR0JGRgbOzs708Y20NDU1W3zckZWVhby8PIkVfYGmRxlA06OP5r+7dOnC/PvVq1cAmkYv3nwMoqWlhYKCAqnbl5WVBaFQiLCwMLH05kc9rx+HSCSSutz2aG4vh8Nh0rS1tdHQ0ICHDx9KvWLxlStXsGfPHuTk5KCiogIAmPNGURRFfTwKCgoAwNyvOtrAgQOZf8vJydFOibTeNv9i9OjROHz4cLvLbB5JeWOh5ne2YsUKuLm5dUhZ76L5ON5nBcni4mLMmzcPHh4eCAwMRM+ePREXF0cno1IURXWCFy9eAAB69er1Qcqvr68X+0wf37wnDoeDO3fuoLq6+p3L0NDQQFZWllhaVlYW1NXVxdIUFBQkLuDr7bh69WqbddXX16OwsBDPnj175/a2prnH+/qx3Lt3D7Kysujfv7/Ytq0dy71790AIgbu7OzOxVSgUtlhft27dPljvnaIoigLu37+P7t27S9yPmtXU1KC4uBhVVVXvVP7r94tXr17RTsn7EggE6Nq1Kzw8PHD79m2IRCJERES0K27HjBkzkJqaiuDgYOTn58Pf3x+5ublwcHAQ227gwIGora1FXFwcqqurUVdXx+S5u7sjOTkZvr6+EAqFyMzMRGBgoEQskIKCApiZmWHv3r3vd+AtUFVVBZ/Ph4+PDzIyMnDz5k3s2rUL1tbWEiNNGhoaSE5ORmlpKWpqatDY2MgcY11dHW7cuAGg6T/s0aNHW6xPV1cXKSkpyMjIQElJCWpra6Vua21tLTIzM5GZmQmg6XnpvXv3Pur7+BRFUZ+669evw8TEBHJyci3mJyYmYsSIEYiIiHin8pvvVSKRCFu2bKGdkvelpKSE0NBQyMvLw9nZGTY2Njh8+LDEHJG30dfXx/bt2xEcHAxzc3NERkbCz89PYp7KwIEDsWTJEqxbtw48Hg+2trZMnpaWFg4dOoS0tDTY2NjAyckJSUlJUs/j6Cjbt2+HqqoqHB0dMXv2bHC5XGzYsEFiO09PT9TW1sLMzAza2tqIj48HALBYLPj4+GDJkiUYMWIE1q1bB1dX1xbrsrOzw5gxY+Do6Ijhw4cjISFB6nY+fPgQ1tbWTJyVn376CVOmTMGpU6fafcxU57ty5QoMDQ07uxkU9Z/z119/Ydq0aa3mN8/7U1NTe6fyp0yZgitXrmDSpElIS0sDyBtycnLeTKKo/7TGxkbS0NBAamtrSUVFBSkpKfnoPwcNDQ1k5MiR5MiRIxJ5CxcuJB4eHuTVq1fE2Nj4X/EzeuDAAfLo0SNCCPko7b58+TIxMDD4YOVT1OcoJyeHWFtbk4qKClJbW0saGhpIY2Oj2DY//PADsbKykkiXxty5c8mmTZvE0uhICUV9AmRlZSEQCHDmzBmx9KqqKly8eBHTpk2DoqIi9uzZIzZb/UMh7zn5+sCBA8wrhB+z3RRFdawff/zxrfmpqanw9PR8rxccXkc7JRT1iRAIBLh58yYeP37MpMXHx0NFRQWjRo1CfX09ZsyYgby8PABNHZbVq1dDT08PZmZmOHbsGABg7dq12Lx5M1PG9OnT4efnx3y2sLBAbGysWN3FxcVgs9lYs2YNeDweMjIy4OXlBV9fX2abY8eOwd7eHgCwatUq/Pjjj/juu++go6ODKVOmID8/Hzk5OTA0NERlZSVcXV1x4MABiXaPGjUK27dvh4WFBbS1teHm5oa7d+9i8uTJ+Oabb2Bvb49Hjx4x9QYFBcHExARGRkZYv369VHOHLl26hIkTJ4LH42HatGnIyMhg8kpLSzF37lzo6Ohg6tSpWLVqFTw9PQEAlZWV8PT0hL6+PoYNGwZfX98OezuOov6NBg8e/Nb8pKQkseCX74t2SijqE6Guro6hQ4eKReGNioqCQCBocZKZt7c3/vnnH1y+fBlBQUHYvXs3rl+/Dj6fjytXrgAAysvLcffuXWbOTllZGfLy8jBy5MgW29CrVy9cvnwZXC63zfbGxMRg0aJFSE1NRZ8+fbBv3z4MGTIE169fR/fu3REUFIQFCxa0uK9QKMTRo0cRExOD27dvw83NDT///DNSU1PRrVs37N+/HwBw6tQphISEICwsDPHx8cjMzMRvv/321nbl5OTA3d0dS5cuxY0bN+Dg4ABnZ2c8ffoUwP9980tMTMS2bdvE3lrbv38/Xrx4gZSUFISHhyMiIkIscjJFUR0nKCgI69atE0ujnRKK+oTY29sjKioKAPD8+XMkJyczoxOvq6qqQmRkJFasWIEePXpg8ODBsLa2RmxsLExMTJCfn4+ysjJcvHgRtra2KC0tRVFREVJTU2FoaIju3bu3WP+8efPQs2dPyMq2/avB1tYWenp66NatG8aMGdOuoHwODg7o06cPNDQ0MHToUFhYWGDQoEFQUVHBuHHjmLLCwsLg6uoKDQ0N9OzZE66uroiJiXlr2eHh4Rg9ejTMzc2hoKAAe3t7DB48GGfPnkVdXR0uXryIZcuWoVevXuBwOLCysmL2VVRURGVlJR49eoQBAwbg7NmzGD16tNTHRVHU+6HB0yjqE2JpaQlvb28UFBQgNTUVenp60NDQkNiupKQE9fX1mDJlCpPW2NiISZMmoVu3bjAyMsLff/+N+Ph4ODg4QFZWFvHx8cjJyemwm+zrz5Dl5ORajaHTFjk5OSZqJNA0v6a5rKKiImzZsoVZuJEQ0mYQpydPnkicMw0NDRQWFqKsrAyNjY2tving5ubGxMmpqqqCQCDAokWL3um4KIpqPzpS8i/j6+sLFxeX9ypj6tSpOHjwYMc06APQ09PD+fPnpdrWy8urXTFhPnVdu3aFlZUVoqKiEBUV1eIoCQB8/fXXkJWVxYULF5CVlYWsrCzk5OQwCy3y+XwkJibixo0bGDFiBMzNzREXF4fU1FTw+Xyp2iIvL//OHY2Ooqqqim3btjHHmJ2djZSUlLfuo6amJjYnBWiKz9OnTx989dVXkJOTQ3FxcYv75ufnw9XVFXFxcThx4gRiYmIQEhLSYcdDUf81NTU1YLPZuHnzZoeURzslb1FfXw82m838GTp0KL7//nvcv3+/09rE4/Fgamr6XmWMGTNGbH2af7Nhw4bByMios5vRoezt7XHy5ElkZGRg0qRJLW6jpKSESZMmYfPmzXj+/DkqKirg5+fX9J4//m+5cQMDAygoKMDExAT37t3Dy5cvoaWlJVU7NDU18ffff6O8vBwikQgnT56U+hiUlZWRn5//3p2aqVOnYv/+/RCJRKirq0NUVFSbSzoIBAIkJCQgMTER9fX1iIyMRGZmJqytrdGlSxeMHz8eP/30E8rLy5GVlcU8LgOAHTt2YNOmTaipqUHPnj2hpKTUYW8VUNS/2W+//YZBgwZJxJ2Sk5ODQCCQGME8ffo0c+/U1NSEsbExVq1a9dZo4rm5ufTxjTRWrVqFcePGoaysDPv27cOcOXMQHx8PJSWlj96W1m5S7fFfGo6eMWNGZzehwxkaGkJRUREjR46EsrJyq9tt2bIFW7Zswfjx41FbW4uxY8fi22+/BdA0Y75v374YP348gKYFDc3MzJjFIaUxc+ZMpKWlwdTUFP3794eenh7zBk1b5syZA29vbzx69Oi91i2aOXMmKisr4eLigrKyMujo6Ii9WdQSNpuNAwcOYMeOHfDw8ACbzcahQ4fQt29fAICPjw9WrFgBMzMzsNlsDBkyhNl369atWLt2LYyMjKCgoAALCws4OTm9c/sp6r/i3Llz6Nevn0R6ly5dsHPnzlb3i42NhYyMDB4/fowNGzZg/fr18Pf3b3HbX375hQZPe5u6ujrCYrFIREQEk3b79m3CYrHI9evXmbT8/Hwyd+5cwuVyyfDhw8n69etJVVWVWFmJiYnEzs6OcDgcMmzYMLJ69Wqx/KSkJDJ58mSipaVF+Hw+CQkJEcvfs2cPYbFYhMVikTlz5ojlNTY2EhMTE3L8+HGx9H379hELCwvms6OjI1PGgQMHJI53wYIFxMvLiyxatIjo6uoSMzMzkpCQILbNxYsXyejRo4mWlhbx9PQk7u7uZPny5W85i5JOnTpFRo8eTYYMGULGjx9PYmJixPJ1dXXJzz//TKysrAiHwyGOjo7kwYMHYttMmjSJOZaVK1dK1CHNNcnLyyPff/890dHRIbq6usTFxYXk5uZ2SvA06uOpr68X+7xq1Sri7e3dOY2hqE9YTk4Oyc3NJRkZGWT8+PHk22+/JevXr2fym38Hs1gscuPGDbF9IyIiCIvFInV1dUzajh07iKmpaYt1PX78mAwePJgGT2uPyspKREZGAgDzjbOmpgbOzs5QU1PDmTNnEBgYiDt37mDLli3Mfnfv3oWrqyuMjY0RFRWFX3/9lVnrBWh6hXH+/PlwcHBAbGwsvL294e/vL/Zq6OLFiyESiVpcBVhGRgaTJk1CdHS0WPr58+eZMOoAcOLECYhEIujr67d6jNHR0XBwcMDNmzeZGA4NDQ0Aml4n9fDwgLm5Oc6dOwc2m424uLj2nEKkp6dj5cqVcHFxQUxMDCZPnoyFCxciPz9fbLuQkBAsWbIEZ86cgYyMDJYuXSqWf+7cOYhEIrGJns2kuSZVVVWYNWsW6urqcPToUfz+++8wMjLCP//8067jof59fHx8EBoaioaGBmRkZCA6OlrqeTYU9bm5cOECzp071+IovUgkwr1796Qqp7i4GMnJyeDxeC3mBwYGYujQoXSk5G2aR0o0NTXJoEGDmB7hokWLmG2OHTtGxo4dKxZiNyUlhWhrazNpCxYsIC4uLq3W4+npKTFysmfPnhb32bFjh8RICSGE3Lx5kwwaNIg8ffqUENI0UsBisYhIJJLY1s7OrtWRktfLfvDgAWGxWKSoqIgQQkhgYCAxNjYmDQ0NzDajR49u10jJypUrycyZM8XSLCwsyNatW5nPurq6ZMuWLcznu3fvEhaLRYRCoUR5S5YskRgpkeaahISEEAMDA/Ly5ctPIsw89fHk5OSQWbNmES6XS0xNTUlwcHBnN4miPkk5OTlEIBCQsWPHkpycHImREkKalpF420gJh8MhQ4YMISwWi9jb25Pnz59L1FNeXk64XC5JTk4mdE6JFJYvX44xY8bg2rVruHDhAvN6ItC0im1eXp7E4nlAU+TI3r17Izs7u9W3KJrLEAqFCAsLE0tns9lSt1FfXx+qqqqIjY2Fo6Mjzp8/Dy6XCxaLJXUZAMSeGTbHsnj27BlUVVWRn58PDocjFsOivRNmCwoKJBYr1NLSQkFBgVja6+UOGTIEMjIyePDgAQYNGtRmHdJeEx0dHSgrK9OInZ+ZwYMHIzQ0tLObQVH/Cg8fPkSvXr3eeZmIqKgoyMjIoKioCLt378bq1asREBAgts2RI0fAZrNhampKJ7pKo2/fvuBwOOBwOBAKhfDx8RHrmIwePbrNNwLasmLFihYfzbSHlZUVoqOj4ejoiOjoaLGgUNJqKWhW802bEPLebyK8TwegPXV3xDWhKIr63K1duxYqKirvvD+LxUKXLl0waNAgfPHFF7Czs0NeXh7zhbm6uhohISHYtGkTAPpKcLt9//33CA8Ph1AoBND0jf7OnTuorq5udR8Oh8O8qtla/uuhrt+VlZUVUlJSkJ6ejrt3775Tp+RtWCwWsrOzJebDtIeGhgaysrLE0rKysqCuri6Wlp2dLVYHIaTFIGItkfaa3LlzB1VVVe1oPUVR1OfFxMQEhoaGHVJW81zMyspKJu3kyZNQUVGBpaUlANopabd+/fph7NixzAJnAoEAXbt2hYeHB27fvg2RSISIiAixgF4eHh64fPkydu7cidzcXNy9exfe3t5Mvru7O5KTk+Hr6wuhUIjMzEwEBgYiMDCwXW3j8XgYMGAAfvjhB+jq6mLAgAEdc9D/Pzs7Ozx79gw7d+5EQUEBAgICxBaPk8aMGTOQmpqK4OBg5Ofnw9/fH7m5uXBwcBDb7tSpU7h48SJycnLg4+ODYcOGSf04S5pr0rzq7qJFi3Dnzh3cv38fwcHBuHv3bruOh6IoimpdXl4ecnNzkZKSAh8fH3z99dfMa/j19fUICgrC999/z4zS007JO5gzZw7Onz+P7OxsKCkpITQ0FPLy8nB2doaNjQ0OHz4sNm+Cy+UiKCgIKSkpsLa2xrfffouamhomX0tLC4cOHUJaWhpsbGzg5OSEpKQkaGtrA/i/iHlsNhsHDx5EUlIS8/nNKHpWVlYQCoUSoySJiYnMPrdu3YKvry/YbLbUgbQA4H//+x8CAgJw/vx5TJw4EdnZ2Rg7dqxYiPC26OvrY/v27QgODoa5uTkiIyPh5+cnMf9j9uzZ2LlzJyZPngwA2LVrl9R1SHNNlJWVcfz4ccjJycHJyQkCgQBXrlzBV199JXU9FEVRn6vme0jzfUogEIDNZktEHLewsICFhQUWL16Mbt264ciRI8yISVRUFGprayEQCJjtZcgbD/mFQmGbSxVTVDNHR0eYmZnB3d29U+p3c3ODmpqaxEqT7UEIASEEDQ0NqKmpwatXr1BeXk5/DiiK+qwJhUJ8+eWXUFJSgqKiIuTk5CAjI9MhUY4JIbC0tIStra3YfEo6UkK1yx9//IHs7GxUVlYiOjoat27d6vC5K22pqqpCSUkJ0tPTkZaWBj09vY9aP0VRFPV+ysrKYGlpKRExmb59Q7VLRkYGfH19UVlZCU1NTRw4cEDqCagd5dChQ9i9ezeUlZVhbW3dIaH3KYqiqI/nq6++wuLFiyXS6eMb6rNHH99QFEVJ+pCPb1pDH99QFEVRFPVJoJ0SinoNXaaeoihK3Mf8vUg7JRRFURRFfRLoRNd/gfv372PChAnM56SkJPTv3/+dy5s6dSrMzc3fO6x9RzExMcGyZcswbdo0qbb39PRkVlAWCATYuXPne9UvIyPDhL+XkZFhgvg0R+2lKIr6XMnKyoqNlHzoUZP/D422btFHt2SUAAAAAElFTkSuQmCC)"
],
"metadata": {
"id": "xSGbjF7rMuyv"
}
},
{
"cell_type": "markdown",
"source": [
"Below is an example code. You can see that the schnapsen package has been installed and we can import it."
],
"metadata": {
"id": "eaderi2wNgQu"
}
},
{
"cell_type": "code",
"source": [
"from schnapsen.bots import RandBot, RdeepBot\n",
"from schnapsen.game import SchnapsenGamePlayEngine\n",
"import random\n",
"\n",
"\n",
"engine = SchnapsenGamePlayEngine()\n",
"# choose the players\n",
"bot1 = RandBot(seed=random.randint(0, 100))\n",
"bot2 = RdeepBot(16, 4, random.Random(43))\n",
"winner_id, game_points, score = engine.play_game(\n",
" bot1, bot2, random.Random(random.randint(0, 100))\n",
")\n",
"print(f\"Game ended. Winner is {winner_id} with {game_points} points and {score}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Yf4iGlSmLOMi",
"outputId": "3f6e70a6-5253-4dff-d1f9-bbe4db41044d"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Game ended. Winner is <schnapsen.bots.rdeep.RdeepBot object at 0x7d964fb5a0b0> with 3 points and Score(direct_points=90, pending_points=0)\n"
]
}
]
}
]
}
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