{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Multiscale views of an Alfvenic slow solar wind:\n",
"## 3D velocity distribution functions observed by the Proton-Alpha Sensor of Solar Orbiter\n",
"\n",
"## [Louarn et al., 2021](https://doi.org/10.1051/0004-6361/202141095)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Only for Google Colab users:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
},
"tags": []
},
"outputs": [],
"source": [
"%pip install --upgrade ipympl speasy"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"try:\n",
" from google.colab import output\n",
" output.enable_custom_widget_manager()\n",
"except:\n",
" print(\"Not running inside Google Collab\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## For all users:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import speasy as spz\n",
"%matplotlib widget\n",
"# Use this instead if you are not using jupyterlab yet\n",
"#%matplotlib notebook\n",
"\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"from datetime import datetime, timedelta\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define the observation dates"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"start = \"2020-07-14T10:00:00\"\n",
"stop = \"2020-07-15T06:00:00\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Magnetic field data\n",
"Magnetic field measurements are stored under the `amda/solo_b_rtn_hr` parameter. We save the `SpeasyVariable` object as `b_rtn_hr` for later use."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"b_rtn_hr:spz.SpeasyVariable = spz.get_data(\"amda/solo_b_rtn_hr\", start, stop)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can easily check the data by using the `SpeasyVariable.plot` method."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "44bb44cddfca45749d7a18f44ee0b54a",
"version_major": 2,
"version_minor": 0
},
"image/png": 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y0LVrV9x111148skn0bt3b/Tu3RtPPvkkEhMTcdlll0Wx1ZH0TO+JzSWxr1GKywqEXHGnrUVT+Rjd5dzx8Tos2l6M7zYcwvsyoW1Oen5R4APXBM4pTh5e0VChu24p9hRXUy2vNfDGH3uj3QRGW0ZH0F4GgxEi5gXA1atX46STQiE8pk2bBgC4+uqr8e677+Lf//436urqcMstt6CsrAyjR4/GL7/8YpsYgEEcHB1lrG2sYjj96W/8fh6LmrNwLGkObVPbVIu1RWtbjtlfUovCsoAzSHLfR8Fx5kaV3ldSq34Qw3wObwTAATmDot0SU1m4rQi/bTuCh/8xAHEubWGi2gxMAGQwDBHzAuCECRMUHR84jsP06dMxffp06xqlg7Ia+aVOLcSWE4g0k19YErHt5gU3w+sPORtsORQKzaMq/HGNAO8x1KbtR6oMnc+gQGMN8Orxgc8PFdlWAOB5HrN+3YEBHVNx+mB9aR6vfXcVAKBrRiJuGN+TZvMsZ9mBZXh61dOYMW4GhnUYRq9gSpNmBqOtwt4gm7CnmGmYguwqilxuFWr/AGDNvlLi8sKXh2kSa/mXzWb+psMR2zYfrMChijqJozVSJ0jNVxmlZPEELNl5FC/9vgs3f7QWi7Ybc5A5WF5PqVXR48YFN2JvxV788+d/Ui7ZnhMARtthwoQJuOuuu6LdDN0wAdAmxHPtDZ3viAsMiK1RHNlQWB6xbcVecgHQTPaVtk3B/XCFtGBy04drRN/3l9TizBeXYuxTvxuvVKjdrimGHQUAnudRLMjJfc07qzSX8dfuEppNsg2N/oBjmJ/34/bfbsesNbOMFbjmXeONYjDaMEwAtAl5rtPhq9e3XAQAzkT5wNaxzpSX/4zYFq8QpDkCE+0DPa62+QrN/GU70XGvLNylfhAxAgGQ99tyCXjgoz/jns+N5f689I2Qp/m7y/JRWqPuUV9UVY/yWhLP++iz6vAqLCpchHc2vWOsoEPrgeoohSBiMFoBbXP0siEOLg71By/WfT7nCGhkrDABrG/y4bHvt0RVU+GwydjvdtqkIRaxq6gKM3/ZjhIFoaTRGxK4l+8NPSM+msvlvLlOP3qobfSitlG/85Mcxzz2q+y+nUeqkHffDxj1xG8YNuNXlGjIrR0tmvx07J0BAA3MNpcRXbxeL2677Takp6ejffv2eOihh1ps8fPy8vDkk0/iuuuuQ0pKCrp27YrXX389yi0OwQRAm+Dnefgb5INTqxHX4WeKrVHmtcV78NbSvSJNhR6cCfpzx3bPTNZwtHlScWuw0dLCpFlL8NLvuxSDP89bf6Dls9B7+tQw5x7NDkt8mAbQZny+utDyOsOXmP/53mrL26AVqYDuDEas8t5778HlcmHFihV48cUXMXv2bLz55pst+2fOnImRI0di3bp1uOWWW3DzzTdj27ZtUWxxiJj3Am418ADAgfe7wDn0p9bi5YQdRy3gT9RdrpD8khqCo9Q7eWfyVsntDk8R/N4UwJ8ge67Pbw8BoKGJvsbHjnh9fngJNXi/bjmCi0bmRmwXOvdMfH4R9hytwcbpk5ES7yZrhFDos6G3+6Pfao/jWVhWi4Pl9RjVPUPzuY1ePw6Ui51r1heUay7HarQKgMHUnX4/j1+2HMFpwp2NLD5na4PneVG+dytJcCUopomVIjc3F7NnzwbHcejbty82btyI2bNnY+rUqQCAM844A7fccgsA4N5778Xs2bOxaNEi9OvXj3r7tcIEQJvQEMxqwdNXyroz/kB89g+oP3wWmsqOo16+NPpm+Yl5r8CZUADe70b19sdkj9Oy1MZxPtN0gE67rEWbSEVtE4bOIM/48euWI9hdXA23I/JZXrOvFOfP+avl++Dpv+CFi4fhnOGdCUoWagB9trQB1MrxzywEAHx/+/EY1DlN07l9HvrJjCaZj4bb5vP7cNmPl6FDYgdMyrgPd36yHvnxwrJYjMTWRp23DqPnjo5K3SsuW4FEtzZFyZgxY0RC49ixYzFz5kz4fIExasiQIS37OI5DTk4OiorsYbvKloBtQsieTv8t4ZxVkYoRRy3is38AAMTnfKe5TKllOrmlu8U7jKdfcyYUAAA4h7Kd0PcbyNNAORLMc5DROluMRR75dpPmc06euRjjn1sYsV0o/AW569P1ZIVGLAG3nmuvprn7UUdaxmgz5+85OOOrMwyVsa10G7aUbMGigkVYtkvC5jhOiykIg2E9brd4hSOgzbbHChbTANqEoKcfzzt0D2vJfZ4AcKFomycj0oNWC7MX7MS0U/oQHXv12yuR0t9QdZpxZ0QGjQ6H48xbLmwDCkB4fVFYbq0rBxLSxdsaBaYHJbsBR+vR/ijlvAaAWz5ai/ynz2z5Xlkvf3x9k0+bl7wR6ptTLsZHai//t/5/kqdoWQIWmrSoXSNG6yDBlYAVl62IWt1aWb58ecT33r17w+m0f//ENIA2w19PshSmWgo4Z8A2JugdrJcXf9tJoT1yGJee4rN/JDjKvNkWVc9Wm/KDBdqnf30mCJ2yYDrwTDdg01fig4Q2gFu+Mb1NVjJ3hTaHqGfnyxuR/7LliNHmkOFrAp7uGvjzkdsty9opqzB/c2SQcUbrg+M4JLoTo/KnZ0WnoKAA06ZNw/bt2/Hxxx/jpZdewp133mnClaEPEwBthr8xy9D5PA/Ed/kQyX0ehzNxDzztjWkAJeugXqLJmBgH8LHvt5hWdlviy7UCD9qlswP/z79f/oT8P4D8peY2ymS+EXhLhztzyMHzPArLavHpqgLZY+oa9TuRaaJWsCTbUCl/nIBtpdtw4683qh53sPog9lTsUT1uWdFaXPTdRdhWag+vSkbb46qrrkJdXR1GjRqFW2+9FbfffjtuuOGGaDeLCLYEbDcMOoHw4OFOCQgl7ozoDZCcIxCP7OR+HfCbbMgQa0RJd9paNJWNM6XsvwsrTCmXQcCmL6PdAl18troAS3YUR9ixfrpqPyb1Vw4F9cDXm/DxSmVt4etL9uDiY7sabqc6Am0JoVf2jL9mqB7z9qa3MXtNYBLw6qRXFY+9cfmjAIBbFtyC3y+ikG2GwdDAokWLWj7PmTMnYn9+fn7EtvXr15vXII0wDaDtMCgA2kQ9F9dhPgDgghFdotwSwJlQiJT+90W7GQyj2DD2nx7+/cUGSSeme7/ciCveWql4rprwB8in6TMXso6HJPZjUPgDgEfnywfBFlLeUA6e51FQWaA9viSA9ze/j4u+uwjl9eWaz2UwYhUmANoMnjdmF2eG/FcfFutOS/962qAcWUcJTwwYybZ1aq1aTiRB4cFrLbaYWw+RLaUqYVVoojof/awjtU3i3Nr7y8myDfE8j9O+PA1nfH0GLv7usog+S43nVj+HraVbcf9SBbMDBqOVwQRAG1BYFur0/A05ksc0FE80vR3piW78/q8TI7b7DagVOY7D/adLuwYP6aIt7hnDenYXkQT9NgmOAzZ8Brx4DFC0DUrTmzoDAblrm2rx/KrnsaF4AwBgY2FFlLRoypwoEVZHCreTvFv/u/hvvLPpHfj82q7fe5vfw6hvzsQHqSmBDYR9hJIDyI8bD+GNtWGOP4RDlJf34mDNQQDA1rJNOOn5RUTnhbP0QGzblTIYWmACoA2Yvynk3earl14ybaoYQVSWnuWPIBP7dkCPLPpxtWQdq6IZQoVrREr/+5DQTWy3ceOJPaLUIHsS9TCHX00FSncDX9+guASsd8AHgJfXv4z3tryHy3+8HHn3/YCzXl6KMU/9prs8sxCm1evNFeI6509wI1JD69KQn/qKH6/ArDWz8N0ebTFCn1/9PADg2fbt8FJ6GkjXHjaXSGdL2XSgArd8tBb/+zNMABPZRJP3bYdkBPj6Jh/mLNqNnUeUcwj/vu0ILnrtL+wvqVU8jhZ13jr88+d/4r3N71lSH4MBMAHQFghlNocrcgnIW9OdvCzRF40pl+S2C3bUN/lQpRCDTIp+OamajreChK5vAQBcieIg0bnt6KTLaw0cKK/D3qORGkBH/AHEd3kPDo/Z4UYEz29TnaKWqbiqeTnS7wOqtUXZ31W2S0/jIjg2r516XUV0Upf9GvdvPOL+ANc450fsc0lkYFHjs+2f6W7L6+3SdBsfN/kDfcnOoqBAFtZn6XWK4xolNz/w9UY8M38bTpkdih8qNWm+7t3VWLm3FP/3xd8R+8zgq51fYeXhlS2CdWulrtFnSEnBoAvzArYB4mUR8cvRcPQkNB49GZyLzNvUjHervsmHpLjAo3Ls4wtQ1aDNLuz43pl44eJh+LuwHO/8md+yPZpJ4cMFvyBGlrtbG8c9Le1VmZj3CjjOD2f8AdTsesCaxvA8mRPIRxcAu38HrvsF6GptOim5GGJ+Pw+Hg0NJdQMmzVos2udI2IeEzh+h4chZ8FYN1lznEMceIGz1VosGMMjGoxs1n0ODD7Z8gJHZI/H82lfAOU+Csk6CB+mygVPm/f5qbSj0TjDHsNKydHmtNcGno5X71kqKKusx6smAZl0Y1DwIEwwDWHkdmAbQBojud1jMOn9DNsC7QLz8ofHZefLc0KAj9+CNeHwBPlsdiDumVfgLcs7wzhjXM1O8MUovvDN5a9iW0DWPStaLGINrfkYdbuMOC0qInzVCAXB3s9C66g3D9Wt1yFBzRBnx+IKIbQld3oPDXYmELh9pqkuJ0/tngv9jNsp2KXsU66KhOhAAmhKrD6/G5T9ejkrXMsR3+gJ8mMbPmZivq1zOVd7yedavO3DaC0siVi4ONi8Tl9TJO5oIZfqH523C6f/9Q7ODCQnRnAxbxT1fbJDcHkyVVltrzXK73Qleh/AUcmbANIA2YN3+csE3mUGOMJ2Zlij7HdPiMXlgNh74OjD7Vxq//v3FBlw0Mpe4bCn65aQYOp8WibliO5v4Lh+ivvAqAEwDGKS8VnoJzUqqGrxICY6LPA8UrjKlHuE744gvgL8+8Jyf/t8/JDUVQmatno2F+5bhrVPfwZp9ZTLly8Nx9IWJYYe/ALf6BbQD8PXZm3HucAqhmOY/AOxdDBzZBLTLA9LDD9D33hytO9ry2ZW8Hb76TqL9ruQdou8pIBMS3GnrsaF4A4ZkDWnJZvRRWLaV457+HflPn4nf98vHDxRqdT9YHtAq/rLlCKYM7SR3ii5ac07xkuoG3PvlRiyRyRXvdDqRnp6OoqKA6UZior6MHLEOz/Oora1FUVER0tPTLUklxwRAGyBKccSLb/p5x3TCZ4sAjrCDFQpxnEoGjDiXA3EuciXwzF+2Ex8rRbskj6HzzcKdsgVBk/HUePNnXZbj9wNbvwE6DQ8M3gQs200WfoMWiZ7Izq4TVyr4xgMLHiUvUKcgn9T9FVRtfZr4+Hc2vw0AmPLOSwCG6KqTNj18e1s+P/njNjoC4PJXQp/L8oH0sEDTOq/31tIwbbyi3TKPXI7MvtOVtBuX/3g5Nl4dWtqW09A6wmwmhSshUhF1jC7R1TTVIL8iHwPaD2gRdFqzBvD691eHKTkiyckJRL8ICoFtmfT09JbrYTZMALQZvnpxx5qdGg8A4P3xROcLOydXSvhSZ9ixYd//ebyys8lLvxszlg8XNu2oa5OaeHra/wZX6ibU7rsRILwPtmLTl8BX1wc+TyezJV2666j6QRRxNF/4sppGSLpSlKqnBRNhQdBo4btW5s2HkgDY5NPennOGdcK89Qc1n7ehsAx9muVpvwnxEY9qCDOjHfPK/mOntAbK6xebtawvKG/5XC1h8mLUkeeS7y9BfmU+ZoybgXN7nwug9QqAC7cVqQp/QEAD2rFjR3To0AFNTdbYXdoRt9ttieYvCBMA7UbEDDjQgfNeMk9aLf09B/HSQ/vkgIYu0eNEbSP9pSkt8clI8GSSZQkI4kzYA59MnMUgUpP7uA6Bejzt/kRjycma6rQF+7THNqsz4f4rERSmbp27FnNpFJj/B3ndOqciwbhzAODJWIaGI1Nkj12xp1R2XxBn4m746roAfBwA4PoTeqgKgLyE4JCBkO2iJpOGHT8DfU5VPezZDCkRnZKgqSFywT6X+vC1pzw0cVgucQ/mbzqMr/d+LdpWVR8S+vZJhIH57u+D+NfkvsTtDCe/Mh8A8MiyR+ByuHBWz7Na5ZJneW0jrn1Xm9mG0+m0VABq6zAnENvDa1qmVRrMvDXiGHfhnU5wrPj2tuPJm6fAXSf3VtxvtMuLy9IWqy0x73UkdX9R8Rg/z6Nbe5lQMCbYa9mVA+XWeiUGn1ojS88i4/waaW0PTcI1R3LwPI/DlXKBpUNvQWK3N5DSL7TMnZeZpKtdE53rWz5rUgDOvQioV9cQr4+Pi9xIzXZWeQlYyMoEiXaEcfY3ZyOl/31wJgSXxf2icm76cA2K68TPipTQ/LPATKeJoqPYA0st8qKPAqU10bcjZijDBEDbw+P724/H1WO7ER1dVCmfnslf3zFim1C4TE8M2L/16kAnGPRtJ6sFVbZ+1uvwlCvuT01w47vbj8fnN41Fl3YJ4p2xOknXMTiv3KuusaKJGb43fj+Pmz5Yg6d/2qZSub7ytYTueP+vfM3lJ8epa7ikNIBCNC8BN6o7WRyS0rxRW3KXby/nFAvRWl7HxLzXAM6LpF7PIiH3bUEhTfCHtb2wWuwsUlnfhBs/WNPy3eq0g16/F0sPLEVlo7le97T5u7A82k2whCU7inHOK39i+2Hl4OJ2hAmAMUDv7BT85+xBRMemJWhzYnA7Hfjm1uPw5c3jkELZAWLtkbUR24bmplOtgxbPXTAEl47qilMH5iA13o1j8zJw+8ReomM87RfLnM0wSlBznQj9KdjCNTer95Vh/ubDeHXx7tDG4h3Ad3cCZfvww4ZD+HJNITaVbNJV3//W/4/ouAavHxsKyWwvafC9LxT/MBhKZ82+MqzZpyzUL0pIQEPJXqzYUyJps1jucODTFJnJoSugjftl82Gc8OzvWLdf2iNaDZ6XF3pdqeJYhYec2iyYnAn5cLjL4Ure2fx9D1L6PYzSevF1eWbTtaLv170jXsb0+unblyrZAL67+V3cvOBmXP/z9dTrNZO7P5UPoi2nHfzf+v9h8HuDUd1IJ2C6WTR6/Rj5+K/Iu+8HXPX2SqwvKMeNH6yOdrM0wwRA2yG9LGsmQ3PTMaKbehYDrTT6I19yHTFqNfPcic9pPufCkbl46rzBcArc/lwOB1ypISHWjJAdjBA1f72NLfHX6T4/XDHT4BXfr/omH2pfnQiseRf83Itx69y1+Nfnf6OmSV++Y9LgyRV1ckbtfoCjb/DeFGbaXd/kw/lzluH8OX+htlF+2fr2nCy8+9bLuPj15fjvt8uBA2tE++/qkInHMzMkz/V+Pw0o2Y0bPliDgtI6XPL6cp2tl+8gOGe1aO/r7YzlEo/LIUt/tzosvE+jV78A+P7m9yO2ef1efL/ne9lzvtn1DQAJj+kYpkYmnuycvwOpOc/8Wjn8UjQ4UnMEV/90NebvnY9zXvkTR6vF41uZRUHDacIEQJvDE8b/azleMeiY+Gt3nTZGpIQvrWiFc+nTIpyWdxrWX2E8hdOZQzoiobP+FFn2wY7+1mLqm/xI+vluQ2WEL80JB5mq+ia8tXQvEn2BZRqu2MBg2lgLLH5WFMNOCTn7/sS8/4FzGJtUSN3ZPlyh6HuDQGCprFO2Www29fb1ZwFvTATy/2zZtyZB3gN++tE/gXfOkKyTGkYnYKK+VF9Ae8CYDeBzqyMnpwv2LVAU7oJOI7FEhYowpJatJlwraweeWfUM1hatxf8t+T9skQgSH4t+PEwAtDsaVYBaPBpvPamX+kGESKn0/zr4V8S280cEYpIN7JSq2lZHvIFcsxTexnh3K/RGO7IF+N84YPO8aLcEADB5QDaVcgZy+RHx2W76MKS9PVRRj/0SHp26WPQUsPAJw8U4EwrVD9JBAsR2wC6BVltt+fJ4R2A5PI5rFpB2/0bkEPRNSjL21dMIHWTeZMXhCbWPM5DFpo5yJpCqpkjbsXpvPc746gyc+oW6V7YdqKhtQmFZ6P1qVAl75JTon0knVNGiskH5mYlB+Y8JgHbArTAb0hqiYushckPUpDh6As7oJyPTXH296+uIbZce2xVf3jwWn904llrd4Ww5WGliPkU/nEk74E7Xu8QVZT6/GijaHPj/yOZotwbTpwykUs4PcQ8oGueXVFP0SDy0XtPhemK8eQyETAp3DBGaNaiZr/XkDoi+v7xwl2xO6HAeyGrf8lnv/EvxNF+C0l5V4nO+0VKbZYT3VXsq9uCjrR+hoKpAFGrITizaXoQ5i3a3tH3ojF9w/DMLcaTZ290pFUFbwFt/7sXv28QTfDUBy+7EYigfJgDaAPGSgrGH6KYP1yjsNW92LbUsIhUmw+HgMKJbBpIIPByVmpuQ+47svjNe/AMfLpdOBq+FH/f8GLHNEV+IxK5vI77jPDjizdHgUEc4wNQLOtnfHrO+LWHQ7DOVnDN/3WJAmxyOBYa5E/pmER0n5QXsD+vWjwhC0ITbRYYzz6c/BNQGQXgYvZfIEUfxPinCa4o5aDYjske0fD573tl4Ye0L0WsMAde8swrPzN8WETA+6C2tIv/htcV7cN27q0XCb7jNuHmTeHOwz9NEDhMAbU6Si05Ilmjg8xtdKpF/pVzJymnppn+3xVDNPM/j3j/ulWiSIE2UyzrPztYKzQwISkGP5286hE9XF1CrSx88OKfxUBEehOyrpATANE7s1CLMUawWwaQSMjEwLcKdHhk5IJwGDngzjSwwvhyBHMP2GbKdHNlqzJ4KjRlxTObKt1bi1rmhe7a+oBwzf9muamsaZJEgP3C45+9Jn52EiobY6WNLahpjLvYhEwBtgEhdHtZBD888wdrGUMTHKwuAdk5/VN5QLr2DD70yXLNN0Z8Wp02jR2zNsNVQWgLOSlEPGmwWQa9RT9Z8JPd5Au70FarnKAlqExzrWz47Ebmm24ErF31/eF4ozE0wtVl1Y7WM97P5KfR00zz5eiMtDf/NSDdWlKsc4PQ7gtCG1P7t460fay6b53nUNtGxf/X5eXy1Vrzy8cOGQ6LvL/2+C+OfW0hU3ttLQ3mrv9j5hWhfSX0J3lj/oc6WRodjHtOWnSraMAHQdoTZ7xDODO2I3hRbVhPniwyyLefB7EoOBRV2eAKeao9+G31bOmV4mc/Rh+4SsPxvO8aEMEekPPRNs2NFZiCOZFw2SfiRyN/igB9xaER7LrSMnwx1B40aQVq/Bq8PTb4mjP14LMbMHRNxrH2nZAF8zhq8ZjD8CxB4j53xh5UPctTC035RQFg0GVLNntqkWooZy2dg9NzROOmzkzSfG87nqwsw7TPjERaCrM4PaaelhODXl+yO2BY17P5y6IAJgDaANLL8ub3ONVSPw1Nk6Py2hJzwKmWjZDQ5fFuGZp+q5OCw+aC0gTmNJVk1luzQmpbOJ6kB/MHzALbEXYskQbBsKQ2gGHFBPj+vom3iw77ZadTjUdWOzmSLJKZnfMcvEddhPhLz5lCpkwbzds3TfM4XOwKaNRpetqsEAhsNhB7VRsOGmU2MmSQSwQRAmyP0LMpMyDRUlit5l9HmxAwDuXzd5/p5P9YVrZPZa6cBkRSZNiv0aOcO7xyx7dGzBkRsc6WuB+my4T+P7x744KxpCYDso9irKpUll9qOc+kQAAnafIdKHmwlnAkFktrM/o79cHI8jnWE7F8nOAPamB5Z0jE9uTCBzuvnCTTzfkzrkInX01Ijzo8mcR1+RmWmuo0gEQQCoCspkDHE4TbXDk2Ls0OTnyzY8Pub38cdv99B3ZEizm2eyNDgk09jagf2FLe+iT4TANswdrbBC6C/fTlcCfGx4QPix9s+xrRF0ySPdXgE2pyYyQyifRCQChJ+zbg83HtaP9G2hM6fwN1O3aYNAHLbJYBzViOlz2NI6vU0zj+mC5q89AYormyv+kECclCCcx1/qh+okaG56bjpRLU82PLw4BRlTCmh7LdpJ0oe6wgXAH3KAiAHHs6knfg1KREvNdvZTXRQErpshMNDoskS9D9cIzxZP8MRX4hLR3Wl2pZ1xXKTTf08t/o5LCxYiPc2v0e1XCPhidTYULwhcmMUh6iXftuJF3/b2fL9cKW9BVQ9MAHQdoifeKGNVJ+MPpTq4OGIO4g6L6XAuLpbYR5G+g2lZRah3ZAnPfZyP4olC/k7ICWAcByHqSd0j9juTCSz0/HxgDMxHwDgcNUgJd5F1QbQU6wtp+/XcY/iZpdUCi61J1N5/4Q+WYYnVy61OBphyMUgCxcA84/WKC61ORyN4Jxiu8I7XF9paktrxJP5G+IyFyKp+8ton+ShWvYPe36gWp4w+sJP+T9RLXvvUX1pE5VYs68UUz/9RGZvdDTQFXVNmPnrDsz6dUcoq4mM01Bchx8R3/kjALGiEAjBBMAY4tRudKLCO5O3I6nHi/j3X9eqHxyjODR5M4o7md3l8gIN741umAzjkHWocg4VLhkNwPGOjXjH/Qw6Ql7zGr4cpRQAnYQ/EuJxT1Z7VDgCbeIatQWS7ciVRghIAOBM2mGoXQ4VqZZzqHif8hwe/kdguf2OiZHZerRctfD3oF2SR/ER2Ja9Ee7U9S3fj3eQ5TtunYSutDM+5Ola22jvgf6dzaEYqTvLdor2VTUas3ldrNmeVZ3z5/yFZdUvSO5zpdJzONGCMF5m0LTE1Tx5FeJM2glP+yVwp26EOy32NOVMALQ5ws7eaKRxvjmESbCDP1QrHxft8XMGGaqLDvpnf0aulJKdDefSpzX9aMU+TJq1mCitFnV0XMaDGtv5oecpnOT8G8+4X5dvRlg7nA6HIQ3gLTkd8HNyEma3SwcAtPv7Dc1lSFXvjFPxDgVQo9Bwp8OodzOHrhmBicaFI3Ml9pPf0PDlYp5XXgL+MTkJcVzIyWSYYw/SQF/rE3uEbujbfxKYGhSuAQ7RF156paun7ww6fQCRfdm7m9+l3SRdcJ5ixGXPE3hYS78wzjj6AicJwr5KKXi6KyU0QdJlTxxlmADYhvBWDiE+9ooxkaFRaGNu6hz7GK8DwINfb8Kuomo88YOxANVUUTA0+3yNviwn2Zy8bVVAqxiq0+XgVLVlJBS7AqGS4su0a+4cEpcgLvsngFMI6MrzaFBot0Pj8m3E+Z7iFgFSKu+sS8NSU4QNoJ9X9bbM5ULRAjb589DdYVV2DhvhEE/0OIeGCVF9BfDmROC18YCPbqzBXeXqjnxK95dWPECjJHZ7FZ6M5UjIDdoo2sseXRiZ48XfCJ0nOXt7MUvBBEDbYa8XIVbRdhWtExaDQYGtRfD7ohjLYHSP9qLvLidH1QZQD3IdoCdjmeJ5StE5O6UZy1nrStnWMjkSpnELcpIzXLOk7NQBABc6F+ELz3T0T1U3ZE/gQsdU8NLexa2dhE6fQ7QEnLi/5bNqmr5agce5RDpMozT6lLNNKAmAeuIImoHDFdAqtyytK3RLXp8f7/+Vj51HqtDg9aG4ynxnDKEJzIbCctnjOEfoXjg8sZcQgAmANifaA2R00S+saLMBDFDTVEMhfZ0adrqhdIRBd2rI+ULKQ3XygGz836l9MSw3XbRdq6ODHMFSKh3aAwTLhjlR1PjwcCgI0mkJbs3tCC+/pRkEHcCkMC/dn30jWz4H4wQ+534dIx070H3jf1XDwOyOD70DxzntHuTcHJzJO2RzBacbvr/GUAsFoxT65ef8nxXPrfPW4YJvL8Czq57V1Tb9yD/n7/+1D498sxmnzF6CybOX4NgnFmBfCR2zBLlrJZyobz5YGXlc8wqBO219yybh51iBCYC2Q/wiuOpo2kBER/vj8/vw5sY3sb5ovbg1as0xIB9oOpUDCqoKMGbuGFzywyW66lOyE4kmXp/fkrZt9bjBI3LJEQDOGd4Zt54UsF3yIDRjdjocVEIRcc0PUrJfYIOT1U/maDGHXS7pMjnlh1Op43Q4SDSb8uW7U0N2RQM7qee8zQpL/bab79Ty2Rm2XOxorFZdAm5kowIUtapRnpWrvTNFdfIB/0vrpeNhBpm/dz62l23HB1s+0NU2PXCuSjjc8g5ca/aHzEr2lQSWsH/dot8sged5bC7ZjNLaKpz0/CLc92Vk+Jnw4P7CfMcAEJf1i+767QR71W1OXGW0E9gb55vd3+C/a/+LK3+6UrTdzG5Uiwaw0VGIM746AwCwrXSbytHSDHjkZ5QRJAK3euw493/L8N3fB02v56LOHfFNchLcUF7yutIZypUZsAGk1wbRPefIurZDTunFXMUMIbxyfgyav8lJUFj4ET5Bt+4Kew942GcZ0O7IOXxFW4fvdJiXHlQ4ObhgzjKs2VdGPIF0ZyyBJ2Ox5joTu/9Xcf+vmyOFPSO2w9/v+R6XfH8JLvnuKuSX1OKTVZFj7G9bQ0K0I34/ft6zRLTfmbhPd/12ggmAMQ7vl9Zg2IWKhgrsKZfOc6mujzTiBWytttPn5/HzZnXvUasHj40HwrMYmGcP+FVKEjI4ZU+44c6QQbXLyZl4QThMGdopYmsdx+GXxARUNQ8gctU7POSBxEMEBk8Hx6lrNgmdCki0TcFnvU92cnMrQud05SIHT7un3LIHtN4N+v2QQ2HYXnpgqaGyhc/b6n1lOH/OMkyaRSDUcQ2Iz/4x4EDl1LY8G7QHlKPRF/m8GplIf7UzENfyUH2oL1qzT+y81iTIK5nU/X9I7Po2UdnvXTdKf8OiABMAbcIUx58Y44j0ECVUZFgAH+EZF8SvkMu4qrGKIPWUQp0aqc2/CQDQ12G95pRkVmqVBnD+pkN4+qeANlMkDNcKBRvy6xsULpTQ+tNItFskSJbC+xEvkbbqqfbt8K/sLNydHTDkl3u9OI/CUhnHYX18XMRmT9avwd2qONzl6gch9Nu6cPKmICf0DqSIdDXHQyznQ/eqHuJ2Nvn8shMyRghFEwC1+2vyS640Kbh5wc2Gyv7zQGRmnIJSgsmKICsSSZ5lo2i5wvlHa1QDWC/YKp4ofbX2gI5WAe0So2sfqhXbiBdtmd5cIV70vIJPPI+Ltn9deEjmDDG8j9TrUP9sNL7zx0jpOwPOhPyIfdWN8st+9d56WQFwAIF9kxa8NT3hq8sDADijYO9oJ4edmz5ci1cXK2foOFRRhyd/3EqUL/THO05QPUYqpIoSZocBkvpZX6cEhKMVCfEAAKfMb3e4FPJ+8jw+TokUiOMyFwIAendIofYscBxwqfM3LI27U/aYxs6leHbVs0iKDywNCgXAoQ7xM5B/tBqHasj6FYY0eu1Wi2rlbfO04DBRK7C5RNrppyUbhizCa2J+30vadzR6/Zjw/CKc9Pwi1DeHVJIaj/7Yqc/W3u8Ve8n36qA+UbYT9l4/bCN0FszuM5PjsCS/AE0ckObnsUP1XeJQf+QfSOj0OfyN7dUO1o07NWAo626/BL7CPOLzzv32XNl9FU3KA5H2Zdzoxv4j0gBG3YIoxM4j1Xi9cA9OGZCNY/MyFI+VywAihIO2JGoc6FwPuRJIEterdYA+Py+pqVwTHy97TlZKHJoklq304OA4THN9rnjMgwd/AQ4CPdztAeSI3pvw+8HzgFdDaBIe0bd5sxt6hfuH/3yYTv0yd+TfS/5NdH6Tvwluh7SmKsktHfbnYEUdEuOUbA/Ne0riu7yPhsNTwHvTW7aRLh7UCpQTlfVNiHdL/4aI0DKOWsR1+AWNJccrV8CLy0v0xJZIxTSANoPjgESeR5rCsqoQf1M64A8s8/i9yrMPvVkshMMIx6nNBMmZnz+fWll2wBGjb1P47J5EIyiFlT//hsa7Wz7LLQHnpMoLaUHqVUZz6WvBo0pFIFYbn0iW1IO0B1mGAU7C9sofdlc4DqjUkDKvPFYfahNJidcwyAuen70VBBlECAhqvwqrCvH5js9b4gL+tJcs7++WEvlg9APbD5TcXlnXROTkFoDuRNydsgXxHb8Ub1R4b31+HlPfX42Zv2yXXAWQeqddYc95Uo8X4Gm3HMm9npesg3M2rxDwsSXwhcPebhugOFgo7PRW9UNd4VXE9biSdunMcxrSZnDucKcCu2K9NtBONoAkdOKkHR3+2iPc7kdc9rf4JV897AGJxlakAeT0X4/9fLagXqmK/PiWwPv5tXTl2IFmPUVZHfarH4TA9XGohKQJ4pHwaH7G/QbSEFrO5nge7295n6yRYNo/KVQDff/5ouRmWkvv20u3AwDO+OoMzPhrBt7a9Jam8z0Oj+w+OQ/xuSv3o7RWXgB0xplrVsCF2cwqPZd/7jqKX7ccwUu/7wpbcZA/yxWWl1wpLA0AODxl4Fxl4JkAyKCJWod7Vo+zAABNlUNQV3gN+EaVqPRheDJ/B+cKCXENPm1R1Z1xdOxYiCAc+EJEdwmYyGMzKiOq9HXp5TgouffvgtDz4UpbB0/GMvxr8b9Ua+EQfH55jMxLCdUudDyWOEcPJHd6xxEFO75mDrt0hNRQ0JA64gOCndqzUNy0lagqLUvkiR4nbnF+g1td34i2/9P1o7BAhkG2HZbWyK45siYgnK0WC2R7j9bguGfoxY27e1FA+x20ZVt9eLWm810OeaFFTvv/zfqDOO2FP2TO8iMx7zVNbTCK0mS7XpA+Ufh76hoD26XSK+4rqdW88uFK3hGxBBxrMAHQBnCiJVb5fQDw6LhH8crJr6D+4AX663OElvzsZJNGEyvCwPBhmQJI0rzZ8XqHd3zCNEgOF/lyoYMHajggqfdj2J5wa0uid+EzfSAs8LLerBnCpU05DWA4lzh/j9im1gFqXQ13EE6QanxkaaO0TBjax/nxb/en6OkQa2PcgmDQtJ6+Lw60XUeSL9dHrqIU1xbjmvnX4ILvIvvlh+dtwoFyejl4C6rEEQ60OlO9tkFeWDs251gNJXmRmPcSEru9GrbdjL5X/BsPS6RIlKr9wa9DWYoKywL3YGeRtAD/40b1MF6RlcW2CBXbrSdg+vTp4DhO9JeTkxPtZokQGW2rvDtxzjiM7zIe4OXV+MrwcCYUtnwLGoSX1pfimZXPYGfZTp3l2gCBxtCjEpDYDApK1Tv5iromXP/easzfZJ8BNPyRO1AeCvvAucjsz4Lc0jkNjmZbU3e7FRH7v00RG5m7nA5snD5ZUx2AONadJBIC4G2ueRHb5LyA9UM2GHt5+QFMiJaAtyf0UnbkAYDUeG0aC7mrk+Fru8GkOS7y2ZJf3uUDE0OZtHJU2qNRrJdKB+f1+THr1x0oKCW18wNcydvhTDggypMMAI44mtmrpAkKc1IIX+n5gtisQUHZK+Og9enqAsX9kXAiG8Bwj+BYoNULgAAwcOBAHDp0qOVv48aN6idZSP8M+dtAu9sQJq8GQrPB6cum48OtH+K8b8+jXKN+eBWnlnD8DR1aPg937FI4kg7hscJIxuqlu45iwdYjuOnDteoHU0KtWeEykEfg4ODJWEZcjwPATk/kxERYv1TXmhKvXQuonIsDxKo7j8ph0iGMFE5q1gioeSlW+5VTWQW1slref7dPPV5bmsZrLTcUarbOaE1ojHMX0KjT7ckXF4SCM3PgUN2obu6gxMcr9+PF33bixd80KAAkBGEAxEGTNREmQCu/3tI71frnmgZv8//k91eYEURqYmB32oQA6HK5kJOT0/KXlaXNbs5sbuI/bflsxEaM5FRnvHim+vamwMuqNwWamZDHNwzQePRk4dl0G0OAkfRE0SQ81VOqzmXZtRLBkQEgKU4wSxY8pUaWw70IabI4GU/diC0SWhiXSc+J0RiHQcFTUzE+ae2NkQhtwePDhzZlPSKvo6ZWCt9yJ6kWe9vvt7V8dnAOjP14rKHydhdry94xvGs6rL3HYU4aCi+GXACN0BkysT+bD/CRrgpE9Cex98y3CQFw586d6NSpE7p3745LLrkEe/bYKxJ+co28R6BVNmNS9cRaUEveH9I+OaLwMlY3WL/sTIKaPeQfO4/iUIVAexTsADny5SAAqAkLpTC+dyYuHZXbkqkCiPQC1st+PqTtlSwmPj1ik9RVcKppACVlS6WT6L6vQkGygQP+jvPIZ7mWbZf+dyE4xq0IE+7lfyWPhNy3kNDNWqcAS9GlATQRCo+cZBsd8mYKX940DpyTzIzBDEZ0aye7T+5yO1TU8kGh8kAZWZpGiSkm0Xl2otULgKNHj8b777+Pn3/+GW+88QYOHz6McePGoaREPtdnQ0MDKisrRX/Rw5qHSjjQNPkCTiJ6DfSjh1C7ZP3L+PEKstAeVnOcQzq6f5Av1hRi7FMhB4ngDNqd+rehertmAU+dN0T0bPkEfbCxCYbKqJczJGKT1LKxW2Vw1jx2U7L1kvJIvKtDFq7olIO302Qy6DSo91Na34vgNWsMk9ZlfyXXCFfyLrgS8zXVE0vE58wjP7j6CPo2Kr9/RpFK36aVhqbgtCL0fKT0nQ658YfjAEdC9Pq7kmr56BVymaeCTno+GRVhiwBI7LAjfgu8NX0Iz7MPrV4APP3003H++edj8ODBmDRpEn744QcAwHvvvSd7zlNPPYW0tLSWv9zcXKuai+uO625ZXUKEGsAPtn4AADh3eOeotIUGHIAcr7UaOeKlA4vpwJVrOr5l0cpgzMflh5ZLlB1CLfsIKaRewFICIP0lYPM09ksTAyYRH6fKCM4kz5/EdVE8XGZ7NCZYdsGVTBZLtdDlxPMfTcRdVfdJ5nmPJq+sfwW7ykJ20kEHCM4VvhQsJwBymic7953eT9PxQpzxYg/deq+8FlbuNXjnT+VA3MEFDL1JfHzVTAC0PUlJSRg8eDB27pQ3dr3//vtRUVHR8ldQUCB7LG2mntBD9N0qszKhlmZbScAe8LJRXa2pnBqh3+AAj1cPWxizEJBMGRaLBDtQ3mssV7OUWYGq964O5icnoTb8RZEQdJYlae/utDqBJHSZS8WTvqyhTPT9nbRQXEW5K0hyZRt92gS3oJf0z0liD0f5vM+t4x2gwXUds/FeWiruyM7C6Y6V0W6OiFf/flUyTWd89g/khVgeA49MMpN7NPeVNGv2ZDyYghrAowraRTGx/6y3OQGwoaEBW7duRceOHWWPiYuLQ2pqqujPKtTsFMzg8x2fi2JLBQe9aLTFEIL32gE/0ijlYyWlgSAOYCxAS7cjlXPWb9IjdVXH7LAtkb/iqRxrTBpoeNLPWj1L/D0jZPN0xCWnt5TR1gi2K4XPkCKxWQD8Lix8j+zAoWIfd8/IezTVb5T7j5aKvg9o0Bb43giHmmNebo3z2H6gzUqRduBS7g0s/lWCZ+u9ZfuwYIu0J71cQOedRcqe0hzHYdvhSjz6rblL9nbC7s+lYe655x4sXrwYe/fuxYoVK3DBBRegsrISV199dbSbZhLqw3dThdg+asZfM8JKsMfyjlRuU5UzWj71cxRYPj8jCQQdC3RKU8+hS8LBmshUbKWCdGU+f6hD75eTEnGsFrbHhYWfqVRPA0eC5FhyYA2VspUoqlPWXv+eKOEhLzPwhQXQ0N0mEjinsoB5YZ8LTa0/nHOqxX3I5Bp6AZm1oNUMw2om9e+gflAYTs5qDWDo2a1u8OL691dLTmhC9ozacHLAjR9oeLfDl8BjMDZSqxcACwsLcemll6Jv374477zz4PF4sHz5cnTr1i3aTSODyK6HXNTx1naDr075t2tNiWMW7nRtKY4YdOiZ1WxjpuAFSJve2cYEwAjy5dJWxQZq3v+LmgVA8Zuq/t7SGqPkBg7tkzbzmZ4ZmuxfWmksXp5eTnWK+7K3TzUhVp4BPl6p3czp3OHW2cYDAOeI1N4eqYzctl81IL/0S+B0cCit0RL5IMZWyCSI7UzGBHzyySfRboIhtNkAEvTufo8oXIp0KfYQALVrK2L/hbQDxc02MJyTLByCXnaW70S/jIBheF77RFPr0ku03gQ1ATDYrj8T6GhrtSLnBMJxyo5XRuMjaoUD0O3Ab0DzCqfTJn1b/4z+0W4CIfLXq2Mq5UmbCs6knfBWHhO2NbJ9TX55DaCSI4jVz6YdaPUawLaHcgfXISUOrhTlRPSRycWj1GkafB+j8Tqf9sISlGmaRdqP/y3cDQBwuOVDJdFgzZHQckuqjmwgZjPX/TjiP79M17l+jd62Wgm+kVsFmVd8MnUmI6QR8VJ6l2WdQBz2SxGXUWy+A0ZNkzbNp4Ozx9D7+Y7PlQ9Q6ETNfsYjkFBf5x+N1Pb5FByd/vOdvDf2mn1lsvtaK/Z4ChnyUO4oumYkwp2iHJIg3ANRDfNWjO0xW9fCtsNVmLN4d7SboYug95vSDNos7KN1DtEhfidcu34GmrQvhT+76llDdZNqIw64Qos4tV7pdl7mWtjy+euUckPtEnJtuUTcQRUnELMC2/sb26Ox9DiJ+sK+m/SYCZ3oYokZf83AykP6BGTr39nI+v71eWSsUq9cKhCFcgCgtKYRVfXkocNcqeEpZe3Xh6nBBECbw1MejGu9Omx0YkUzzostGsxuttxSeqw6g4x8fAFqG70t/Zg7bYNof3VjNb7e+TW1+qzVIGjvnHe7m58nHUtDH239SPM5QkgFpSbBYVU+ZUG1huPwUzIdGzgXgDR/pLDHOaLjZFGbfxMajpwVlbpJCA9TJCfgP37c41Y0R8T+KqWAzvLvjdb312h/TBp70qqMTA5ndOxJacIEQJtTU093OXFHhTYX9/REgqU522gAA13M0C5p9Jsiga++k+ZzOFclErq+DleKWLhC+X7g5WPhX/UOrntvKe6c96X1SywADpbLCxFPr3wajyx7xJR6+x6gJ1hK4UzcpX5QGHw0bYKCVddLZ/cIBrXeJlgC7h7fXrHInR56y+xyVyah82fK55l2TTn8cMfxuKmsImwrH/bdpNpVftdRp9hjVk7AP7HLidTaREpIkxfZ38Rl/Sx/ntXOgoTq2y/WFJrckCCxohmRhwmAdsMnnr0klm2LUkMCdMuIpnG+vg7m/BFdAJj/evpqtXuSx3X4Aa6kPUjoMle8Y/79wNEdcPxwF5bXPYnfK6Zj7ta50oVEiQX7F2g6vne73or7hQNITsV6PU0iJk5LgNtwhAOdhkHPnaHfE7lFQPBJTwCDjv87BOFvPDJhOfyU0tNFtMFWAyCHgZ3SInKAc3x0FuaqwwTCEqd4qJUTGKPhiBB8DxO6vhGxz9N+KRxxhyO2A4CP12bvaTxOKqU7qSJIcq5yomJaQy5gw17AFRUV+Prrr/HHH38gPz8ftbW1yMrKwvDhw3Hqqadi3LhxNNrZdqg3ln6LOlHVguh7oTKT5YKaRh/ZOGlNIY9bZ0LAnmjernm4YsAVVjSrBZq3Wy0jhtCGyG9yTDFHnPasMBFP3ze3Afsj09vJEZ/9A5pKT9BcLyAQACWCaUu2DdKBt4FA9hWHTost+onyzBJGg+Xbg31u8dBaFqYBdMjoXqIhAP62/zcAU+BKkvaQlQvto3WFgueBVy47Bq8v2Y09WhupQEVtE9JIVqpIUbFjDdK5nQdHBFFonLCfA5QaujWAhw4dwtSpU9GxY0fMmDEDNTU1GDZsGE4++WR06dIFCxcuxCmnnIIBAwbg008/pdnmNoX2Wbb1sxA9Q0ud19wQI9HELnEU9cC1/BOJmb8rL1Mmvy0lOE679iHi1677ACgxnuaNhHVF6wIffE2S+6VEvSZZYdEuYpH5RDh9WFZvqCYeQFOYINcYLtjJNMwsAdlXK5/Wc9nBZbrK1Nrv+3keZw7piG9uO15XfXJj20PfbBJ9P75Xpq5ytBLep0xx/kWlXCvRrQEcOnQorrzySqxcuRKDBg2SPKaurg7z5s3DrFmzUFBQgHvusTYNEMO+NHjVUzI5E7XPE693/oBRS14EYB9tgF7qdUa0N0KTQggFM73+EsIzeShg1pJmRD0tn6wX6Kubmg3M/dIC4M/JSXi+WBymR04AdDb/EtqCoJ6rYpaAE1wTl89RHKzfHMJ/V12YwBeuG+LA4ZRup+DXfb9GbB+SOQQbjobZCBug/uD5aKo4Bin9H6RWJgAU1WrTqhueQMpM4tbtF0etUFOicpz0OyU4gqw5EGt1+7msmRzSRLcGcPPmzZg5c6as8AcACQkJuPTSS7FixYpWnHrNXKKtS+IIWhF6r8lV4I1+decWh0tjbC348ZD7I2QWky/TmcGqfDrxpOq81scT3Hs0SpkcNIQ7Cjxukc9aPeXls5bH+qd7gbJ8qmUT45P3aCx3iK+ZnADoaDaloN2XRLtvCnJKTS3gD9gqSz0BVmtApa5LuOjCgcNFfS+SPL9Dova0bIrt8SUCoG9iES68SnHpqJDm0Wd4BUFaAKysEwt0atU44o4abEeAtATxsvNsQb7uWEG3AJiVlYXrrrsOVVVVxMczSAh/eu3SzarjziBfSmiUMW43wreeh8K20Lt2LkekstyZIO1ttuVQJeatO4AD5VqWuSPbWlS/T8P5dOA46zSnIo2ABgHQDwecSZHa4QaFhvN+HTZCwfLWvgd8cK7282nQKN+/PpqZIfrexCuHv9CrOK1wUHwiCIuaeaSYuMhZRaEBXej1e1p1DcLvuhVewFK9zqvtxJEJOI5DRnxGxHEcx+H+0fdTbpz1KwmJ3f8LOOpx9biQo5zPYDN4v0T+awCVYbH7/BaZ4Lidse9Da+gXvPfee6ira722XPYguguZJEqV4OvmlPEWk6LBp74ErJVBjnzqZQZxS/QpriT5gM93fboeE55bKLs/ApvYDToUbjhtu03xkjL5c36Yz4CcNkAOf1O65PZdHvmlZ5HmqJSm2boG/npFdtf6eLGzU5NGr0xSKh3mOuhI0acxpNV57TD5UqPwKXqueYncijdLbWl7v1ssinLgUFIXmWknyZ2EDokdsOSi5WgoOo1S66zvW5zxh+BOXwGnoD8xKpjxMu9wxHFGfy7hTCmWbb2DGBIAW8MFsDvarzDde5IcZ0666Nqm6ASM1Uscgc1iOEr2dADw7y/+hjdsWhztN8rK6YZIAExSM9wOUQmy0ESO+AIkdHkXDk8R9PyyaN8LAIqCZ2mYZ2l2qryhP6Dv9/AAvFQVgNoL69/QiCTCgPhqpVvxfJNcZ47jFG3oXlyQj8YSOjEBeX+U8kVzvpACwdEAv2qGDjXIztciaLpSNsDhORK2ldAGsBXkDjasw2wNF8HeaHxpKN8Os+5vrdd8AZBmyz0mTHY+W12I7zccEm37KyE6nXUQjgOKq+hpZ+tl0pMBYRPIOPqJ5ZO6vwJXyjYk5b6lf/0z2hxcR3xoelK2KU3wyrxJVl1SDsDi/WTBfaUiR1khyP++/3eq9f1dUG64jLqDF6CxdBx8NcrxOM3Clfo3OI6DK201Uvo+iu11BmJxAnAmkpnEaOmqE7rMRVLP2bras/FoeCq42MOwANinTx9kZGQo/jE0EP70EvSyZho5T+qvbJDs9fl1aYIX7NMWVDja9GtU8xzTR1ltwBaytimwfFfq0PBK8jww92Lgo4tCz01NiaE1kH++tzrCpsYIH2z5gOxATU4gGp93j77YmlHXABbv0HQ4X3nAlGb4oqwBBIA4wpsRLQ3gosJFms8Jn1z/38j/k92nB2/FSDQcmYJomRE544/AyXFI6PQFAGB97fvGykvIJzrOjnnF7Yrh9b3//Oc/SEuzJvVWW0TTw2xCpnOnigH4xgMV6NqSLUS9fp7nwXEcPtn+CYXWKUPzctxYXoElidJGyNoQNyooq+0prsYgAN8nJ5EXVVsK7Jjf/LkEKFwFfHwJMPwKAGdQaKtxDlTLCyWiZ1ujnRnnIHci4ngeMbkE/Mqxmg7nFz+jvF9nM3zRtkNu/j/e4UG9SvSAU2pr8Xz7dujXYL0HvVbCheFze4ccjWj63ZA1xpzrpTZ+aIIwQLPxxZoYXS3QgWEB8JJLLkGHDnTd1hlCovswJriVB2aOI03RHdskE9ogaaUlg0Fzr/WnJiEz7MovfCLw/7oPYRcB0KGg2ft659e4fvD1gS8aMoHwAFwpm1SPC9J2unP6vJmeik5e6YFXVxxAA5qtcen98Hupcny8Tl4flu4rQJKMvZldbAClSPGEzCACwiGH6p0PILn3k1TapYShVIkKOKgKgGR9sFVewK0BQ0vAzP7PjtB9+H2GDXejB82n02nSZWjtjlRKAuD+qv2CA8nnoo81XampDYHsJtoFeOuDZxjjuo7ZWK8QUFvPk/ZWehoey7TejEds+RJouaNgBdG5aX5epNmw+g1bTGOloPn3895U42UR4K/rIrvPlbIZ0rln1KEp//FeMjvh1t2j0oV5ATMUUZtNcRCq3AmWgGP09QxPMm8LYuD9+3T7p1hftF79wDT5ASiclXx/aOm6AroUHf70MTi/nZojvxoT7UDQDcWTdNkABs9wasw9K8d7BwNen9eVVwD+kOb5oj6X6YsXGcYiQgFQSYGycm+p4XZoQclT2JOxDJ6s33SV66SpJOLJJonGdRYx+OLrxJAA6Pf72fIvdcRPb7QVcEaDd7YWXCbdh7eWSidgb01c+ROBxm7Zi5rK9DeRa0YcPNBUNkpT+UBsahLqFZyIov17Go9OMnS+7mE57MRjGhqwKr8Ad5dViATSs3qeDm/lYN3tk6lOM6U10bBfVG61O0WfxyvVJWDCJ5gppsihEuStpqYGTz/9NH777TcUFRXBH2YvtWdPlIKotgKqMuRT7VlBIH2P/AslmuCZMHHytF+Epophus6l2RyzYr4fqgiGSWkbnVaW14til0S3s/v3yG0K+OvJNYYceOLlIyFWpxBrCxgxG6J5N+KbhYT+VWnYkhYIyCy0wTMCaV8hpw1dsScyQLTpOMxJ6BCN7NP6bAD1OYrFOlQEwOuvvx6LFy/GlVdeiY4dOzLbQIr4TRM9COtXUUFygeG1+Vvo2FRPKhJcCThSKw6yyfO8pvcsrsN8uNuRp5gzC1suAYuIjXdudH0Dvk+m0e2Q/15O09GtF9oCrVUCctCbX29P2KVJ3n5tfHEONjgz4W/IRs/0nqDxpDgMdhU3f7TWcBu0Y869VMosZBZ6/PWcibvhq+0V+BKLth86oSIA/vTTT/jhhx9w3HHH0SiOISD6S8D6GnDFgCtw/eDrccwHxxhug8Ndqes8qhpAk+8DFV9qQc/ngB9ueNEAeaeAaOCgtjxDXo7e58DuIn9rRiqEU6JOT/wknsfC/YVwSzx7cTxQV3AtbpnQU1fZUth/smgdVi0B+/08Nh+sRN+cFF0aQM5dbqBdIZYULsH4LuOplGUFVNRL7dq1YwGfaRHx8Gp9mOl2Pv8Y2lFxP8fJVym1xBGrTiDmJMSjTNHmlo974q/A9vhrkIzYSrknxTe+cUTHyQ01dhUAOytopmIBM6+PlBLm1rIKDGjQl6Um0+dHmsRk1sXxuPa4PPz7tH4AgLz2ybrKF2J0CZgmndPJHFKCwZppEx4HcM2RNfoLUwjs+ubSPTjr5aW44+N1OpeA6dyL23+/nUo5VkFFAHzsscfwyCOPoLY29gcbu+GP8uJVh5R4LL//ZM3nWdG5WUmciYbFC7eRJ7vXyijHNtPKtoqffSMltpI/X3o7ObP9n3o3WmzsH6OvZLDZ7f1+fHowPG9rALdT34+7cnQXPHrWwJbvI/Pa6SpHSGBOHP2LvfbhU3DxsblRbUO4F/B3u79TPcffQJ4XPMgLC3YCAOZvPqxr1crhFnpd6793fkqe6lZBRbExc+ZM7N69G9nZ2cjLy4PbLXalX7s2GjYNrQM7ODTFuZWHUF7iE9C6hMB4KjeChyt5V8TWa99dhR+NJtNpqjFYgH0xOphy2sxOLaNXUxMWWVgf7a7EDkPd1RUB8xC9fY0z7Ko4taRilCuTNG2dyfZxGUkenDowB7N+3YGOafGoNrU2afT8RJ6XCwovf2FrG0PByvV01ZwrcHU4TzESOn+svYAYhYoAeM4559AohiGBDeQ/xZfYKzPbavI3SXZwsboETAWF9GUVtU2AtmxoED0dH56vq0mxi7bniLOBuNIhPg9F9fkt3z0qI9UBlxOdZbJwyMEplBmrb56SDDG1PJDn+cKR5F7hInht15cEDmQzjoHtB6ofZJC+OSlYeu9JyEyOw7Fz5Y/zNWTBGVdMvf5wJ5AGXwO+3f2tztLM9AIOkND5QzjjpbXMrREqAuCjjz5KoxgGgIhcsUBgSvP5NUBGd2DS9Ci0SZ7v/z6IqeN7RGzfVrot6hpAO2p9TOPojmi3wDSMagD1GuXTdgaMdySKv6sMVE9ntMNLRUc11cFb6HXp0XldvVX94EqhY5oQ/LUP/2OAvgL8YjtMGn2WA0A7n7pg6XFGOmhJxbCrK7wM8R2/BuckD9XSVNW/5XOXdokKRwZQE/70voPhj+PhmsN4coW+1HYn9s3Cz/KpxVvIL9Fviuag5AwSK1gWY4QFZyQk7DrF1xwEClYCW+YBS2eTFGBKs+T4bsNByUwgPM9LL3Gwx0ASTsHAGQAWbi/C9sNV4WeZ1yCb40wkjy0qFwamNsrhqlRuORYlqQ/cWmig/HvTdEaJryu8WnG/r0F7coF4lZzl8pXRd8Rx8EC6zmtzuLI+Ypu3agiqdzyiqRxf5XBd9dMm/InjweuWBeJc5r2vvto808q2M7oFwP79+2Pu3LloVDFk3rlzJ26++WY888wzeqtqW5SJM0N0PLgA8CrP/EbltQ99MeEdUSqyvkm6o0uLM2rUZpxWIR7VHMWuHZtx7TurcOoLS8J2tgJpumAV4FX27BzaJfJZciZF2lIG8QN4JiO95bvcc3BvVnuZPQFoG/JbER9VaQn4uQzjDg50UL4O/vpOGo42yK5fA/+X7gWa6onvUV2jDwWl0pqmpYnyadXUkHdg0HYV7BCKlwMXcT15nlc3A5KZGfHgkRpvUjwGwjRzrQ3dAuArr7yC2bNnIzs7GxdffDGee+45fPTRR/jyyy/x5ptvYtq0aRg1ahSGDx+OtLQ03HLLLTTb3XqRSniuMmPKzaCQfFwnFXVNoRda8K73adcnOg2izOD6Brx5SN4mZOUD2j2kpZCNA/hcT/SaOw7tIBELkWAmPdSx22DLTOatScCnyqnirpcwMVBiYWICPkwLpYqTGwvVNGz0xWtxiRNqzcm+IMcBd2wMcjTy8RLTWBOYhLw4DHiVPI7tic8txAnPLsTWQ5Hv5S4PWexNyTBZCg9dYwl5fDna3qh67QOpyqE88Me9E2mW2ObR3SNMnDgRq1atwrJly/Dpp59i7ty5yM/PR11dHTIzMzF8+HBcddVVuOKKK5Cenk6xya2dSKW52lA0eUAOfloM1ePMR73+WHICSfL7MVdB+AOADqkaZvsGfnpP7iBW8+T5bzd7PPg+ORE3l8+zh7umEjt/1nyKUuDsEqd4OTBgjaX94pv9pOZ5WRxAKfwNndQPakZtGV2VuFRg4+eBzyW7iG0Ai6oCWusFW46gf0fy91KIVo1wQ9FpaCofiaSes3TVFw0krYB0LgH74UdaghvTTumDWb/StXmO7/Q56gri0UrWjYgxPCUcN24cxo0jC9TKIKBDf9HXQCpe5RfG7YxuujipZeBoO4AE2mBsdKAV+291fqn6QZS5pHMOAKDO4cD0o9bXH46f98PB6XtOuYPGwkhVOPXZh5kpAP5rxL+AvXe2fH+u6Ch+SkrE75Tt/uxGaQ1B7EPewv6s8whdpwVSh/WUzXSht/dT9mB1wN9Iah8ZWU7D0ZMQl7lQV7v04OAcEULu9rLtqPdF2jmSEBQcEz067T0V4ByNSOz2FnhfHPWy7Ux0JQdGAFEScgkNoF+LpsB6DdtriyOXGeVmt2ZpAI+t09epKHFcrfEyi6sacMGrf1FojT52ui1cTlPgmvnX6D6XKy+Q2Kg1DIx9NM9ZCVm4YsAVom25TU3IJPAcjXXqm9R/o7eGXlo2VfxeCPtM0olrYrc3DFctVdf/fb7BcLkBJJ53SoJ1DuGqh9TvqzEQr9SS1SMutrXyWmECoC3gZT4D3Q58D8y9yNrmhKHWJe4sikaIUTEdJZbTDC8PUaCwjE52HDtkFjDCuqJ1QFl+xPZajsMVHbPxdlpK5EnNcJITIK0CoHbMenweGvMQXA7x4gtvoojaKBtY16b4xVoYS5xAdGLE2SJ8klxe24iVtFYLJDq/5DgaNqB+1LV7Gy+ufZGgDUBtE73sYH7ej+rGapzUT7uXOCmco/VPwoQwAdAONAoEqL3hnp72J+i55kra3rKtd7vekseaEQ7o9Ooa3FNaTr1cH4WRp6CMzNBfbfinLQCWOBxYkJiAoIWcJexaELHpk9Rk/B0fh9lKHqolO01slDw04gA6k7cQHec3Ucoxq+h0v3bjUrK3n7zFVH6boE/SapcXHuiYBF+ddHq2YTOMCaMiJBxpXDSynCTsgz9xA97YqK4B9fq9uO+P+3TUIv2ULDu4DGM/HotGh8SKAEMXTAC0G3+9HO0WRKCmel9fUA4A4Jwh+56eadYt4zxbXIJ2EoOR0cGBhu+ET8cgaQUXdc7B3dlZ8GQsta5SCeG/nsQuUHKQjSxLWeMbHXVwYu77RG0ws3VOk7yAJtfU4vzKaqRUdyY+R2oC6FWJwWZn3TcH4PPVYoFEKRRP9c77UZt/s2ntqT9yJpoqB8NbFZllJEuLw5oM2Q5tecsXFtC3Ofx4W9tJ1WY2hgVAr9eL9957D4cPH6bRHoYOzI4vpmdwsiLmmdkMaSAwWI9RilyB5SBnCpmGKppwjRJ2QxrX969wRWof1TBLKJMM/wHzBB2HxmvVuYnMDsoJYHpJKdIryCd7lXWRZdftv474fFMQhEzR6rzm4Dj83xdiu70MhSDQvDcNwWFXr6NcbcHV4L2JqN1/TcS+ptITUH/gckjlleyb0UtXfUGyUI6Z7lcNlUEDvc5kjEgMX0mXy4Wbb74ZDQ3KwVwZVkF/2KI5MPHgsbdir/qBNqC3SpBzEsxVANrAyNEgJL+AK99nuMxhOuIhWnl11YM9Wcc7KqGPjFAfltvY39gO4Mni5mninDnkx/r0v+dS89x+Mv1Gf8GE0ogpjK+6P6p3PgxfTT/4G5WDmQvplTgO9UfO0F1vX0eBJdpYNXMYJxdjNq02hoooPXr0aKxfv55GUQzD0B9GnGGhDoy44f+450dMmTfFaJNamF1EL8SJK6xT9lmoxbSTl6od2evPDtsSeb1o5+610vHGb6OFziyN3sharpMeuUfp3eAAFPKZoQ2OZtu3ziPJKzBgAyj1e6oIbe2MrZI0n6vhoT/3mM5oKjUWss2Sp1RFY+10MAGQFlRCw99yyy2YNm0aCgoKMGLECCQlJYn2DxkyhEY1DJvQMysZGw9U6Dr3/S3vqx+kgUl19DTP4d0ODfeIWoKwFyRID7L2ERr0Ui0TRy2c3/zH4HrHT4ItykKBLWlumNTAT0t4pVFM9A1KDEyGPElAfbnGk/TXJ+Xl30kmwHe4IEu6BOyCFyc71mKVvx9KoS/oNAB0TEuAjd8OYszUAPK+eHBO+iHF7AoVAfDiiy8GANxxxx0t2ziOA8/z4DgOvjYQ3ypWeeXkV3Drb7eaVv7cM+bi132/4p3N7wCgn6JIKQ6D1q4ufBgYRsGsYd66A4Jv9NoawLjWsD+3H3GOzfjLH2k0bgXClG3aiI5DhRGU7jGtNsuVU0koaNOsU4i/MeDlLZvq1sS6VfGHxietdnl7SyIFwEYCzZ4WTeitzm9wt/tL7PN3wImNL4jLsVigs6Y2tgRsFVSWgPfu3Rvxt2fPnpb/GfZlfJfxOLPHmZrOIRlLgh3p4KzBOKHLCS3b6QfzpNclCVt2RUUlUimMVl4Fg3AtmNXRJ3N1+NjzhCllm4rGy6HnTtJ+UpWefbN9xT9NkY+zaBS16/RYcQlq9t5OXN6dE8WTEaUVQSr3aMMnLR8n5E7QdKrUY3hMPdnEkVTYPN25EgDQTcIDV2uO3hHdMjQdL+Te0/raQn94sOag7nPH9iC3mWwLUBEAu3XrpvjHsDeJrsj0U4pGygZsV/ZVajPot5IcgaY6XsMU3aUgEdc2qmu/Z7rnYKSDbm7LWOHiyiqi4w4K7bwAuBR6rn1uKgsbpk1VOHCAT7xMSMsJRO5J9BK+steX6zHtUC58dF094Bf3Mb6GQDBfb9XgiOPvOjlym1WM7TQWfdr1IT5e6tXPsXGO59snSsdnJWFw53R6DTHAr/soxkukzD0j74l2EzRBp6cEsGPHDixatAhFRUXwh7k+PvLII7SqYaihI/3FFQOuwOc7PhdtK6kvQWZCpuTxWsU/U/MCU1wCfuNQEf6RG0hEn+UlM1vw+r1IT/TgaLX0rL9jeoJippQU1OJ85x+q9dh1WVMTh9ZHbEohdJP+wHcKunGHscg/DACQ4HaiRuYWfaB7WVkMqV3e4PoGbIwPZa/old4Lu8p3KZ+0+m1xXVobp4EGnjwdoFIIEzm0aPUbvYHy6/bdCGfSLsl4deFYrXUalDkIO8rIJmR+HoiDdi9iHpG2oGMdm5Hvz8EhiLVUNB3EEj3GhnxrRFs6+vDR3FZc7foZ/2m6CkdApvk0av+XEa9fwxoNqAiAb7zxBm6++WZkZmYiJydH9GBzHMcEQJuT5EpSP0hA+yRtYRtiJSZgN8HMnVQD2OBrQKf0eFkBcN3+MsXzOcLOzqwlYLlSHXGH6Fe27kMgU9xB+gh/VxNceNR7bWiDBXn+SGuYe+gIzu2cg12ewHtxXKfj1AXAg+vEdZn4jnjhQJOp76By2cK9hysCAyzvS4K3cqjhmml7fgPaJqx+nsc/nT/hA1Gb9DUqaIqRVz9X1/kkGOuLefyYrG2s0AWle/pp3GMAgAQ04Nqme+kUqoLbYY/c66RQWQJ+/PHH8cQTT+Dw4cNYv3491q1b1/K3du1aGlUwiNA3KCa5I19q4RJw+Ax/6vgeqmWKJgFRshzRU+sdpeUYXVePf1STJS3nwOHfp/aT3V9VH93lIL1ikiPOmsDuc1OTdZ1nRkrBiDo0HJsosBc9JvsYxWMlvYA11KUVJ/x4Iz2N6Fh9OZPJz/rX53/rqEEL1urK9xTXoCunPW7itsOVMTMxbiH/T+z0WCHg0L2HnbmjLZ9z0oxnQ1FiYPvoONPphYoAWFZWhgsvvJBGUYwokOxJxv9O/h/58RqTipva0VEWBKZWVOLNw0XQouNMT4zSrI/Sb4/m8nKDMGba4IuIz9PqTGT2b6wXPONknu7iFqUrLb2e8pjOVgVoUvj1p0tMdIx6z0cNngfqm20YaUcbkOFAeR0ucS0iOlZ4Xe/7ciNxHVbHCF26rwB/7CuM3PHH89gcFxe5nTIkToarHpwk+p6NUvzhuRM3Ob+VPWfygGw8dGZ/o81rVVARAC+88EL88ssvNIpiGESvqCX01AWUB1it8py5GsAYjAenA7OWgH3gcFmnbMR3/kC8g4tCDuOM7pKbeRfZrN2CVWH5ugWfvX5pra/UO/Vc0VHcWVqOgY2NOK9KRut83B3S2wl5PEte+3dJpbx9KjnRe9NEV1SYMrDyQPihtqKuyUe9X+S8dLRbaX4e6VHMYd4+WX36nZUiFkSnub5ArqMY97k/kTkDeP2qkWifbK4ASz/KhbnotgF88cUXWz736tULDz/8MJYvX47BgwfD7RZrRITxARmxgdISW7SWdKWJblua/E2W1CN5NyhoVrd53GhwOOCO24x60ZhJNgA8OPpBPLGCUhgZmfhefHo3IExO4U0PnKJN6D7sCrVd7pmQKu20mlAcucESKcRo5Aj+MUXabquh6FQA4sDsk2si49qp4fCZO6iq/X5pL3z9A7HRFYsGgvN3FVVT70dHlHTCQqolRgenjuvv4lisYT3oFgBnz54t+p6cnIzFixdj8eLFou0cxzEB0ERGdGsHsW8WrWVBrRrA6M0Yo8meij1wQ90mkoR6go6vvsmHeHezsEFhCVhOyPG0W050/oD2A6jUF9gp3Ylzkqmf7GUDWOEMtTFeTmMp/OmE984HbZ20X8Pg6a3tAaGtw4r8AiTy2kXr+NocjWfQRCBG2cSm7qGs9vi2UD1WHamgSfqrOD70DPbMkhb69xTT0PiaC20tWh+Hddpg6okOTEa3ALh3716a7WDoJJCX11pHgwS3E5Mdq+AAj/n+UarHK3V0xjORRHcJuKqxChmGKgqdXOqUt8gICk7rC8oxhmIwUzkvSmcCWaeZ7NbmxKHotSnTeUqdUu/TrqnSitIwNKmmFguSEnFCbR0AwMHzLcJXuPbcBS+8cOmSWb0cp7mT3u9yoStBLLpw27JEnRMKno4lkW5Cv0PwpBiQIWho5jbFaYuUQIdQuzulJ0gecbRae8gaqzEqAF7gXIxNfrE5yVBOxSufErG2BGzpm5uamsoyg1DihN6BGH3XjMszZUl241F5I+VERxNe98zGq54XkIqg3Y2+JWMtQVftCM00eso2bBLXsE45xIwV9Eino/0EALgjA5IDADKj84woeTymNTttDGvO+tC1KSRw+cN0aI+6xMusgfeBbKBo1PFqF7qohXclwux0ZPbQ69GHtN8mFSn8auX5/cio2U1YWvQwqkV73v0a5sfdJ9qWx1kT1cCK6AQ0sVQAjLWLY0uajXPfueZYLL33JJzcP5ta0R0SOrR8nrZoGhp8gcEtfFbD+UOzyASopz2yl80gfTrLzLa1ovkqFW+lUm+Q8x1L8Lb7WSShjmq5QhR7gLwTpLePmmpuvTL8niQjkErgEfZtDeJltitdC+CIO4j86u2CBpEKgDreHcJT/E3p2suWwOxeXal80T7RtdLZqoYqeJzGtXd1nPrQSjs6glAQl3y8FjyKS1eTe9rbnf4d6QR8p4lPxozFrkRXd28h//vf/9C9e3fEx8djxIgR+OMP9ewLtmTfUgCAy+lAl3bkAxQJDof4cXh/c0BzES64axXoYi7elUbaaQyMLYfmq0TZU2+m51VMdK7HDa7vqZZLTPue0tspDMhmIxI9Nn0ZsT+px4thW8gElKNO7YnvecH/ZQ4FswJvumSIEe1hYKL7frfU/qfgGutVNix5jsqqxJvpkcJJ+FVKcJFNHEmvrup9WBb+DNoTUkVRvxzy/NaXj+4KACirN3fVJNZsANuEAPjpp5/irrvuwoMPPoh169bhhBNOwOmnn479+/dHu2naaVJLVaN/Ph6ewk8ub6+UPMe5xFoP4UusJDCa/cJMFHg1XkSYd9Y8lL0VNQ+jBNdOT6aEbJjXSep6Ogm0KVZT0myv6W1+GUQCYM1RiTNCcBxHLKBc2Lkj/jr4l642/iczA+O7ddF1rp1QeoQTg31W0VZg0ZOCPTr7wYoDVFYsDhEuw/tquxmuK4jQFnNU99hKSSYk3IRCjkyCcDFBRuUFrsf5356vq02kMBtAGzJr1iz885//xPXXX4/+/fvjhRdeQG5uLubMmRPtpmnHRG1aUV0R0XEeSWcF8Utb6yUz0j9Sqz2KvgiVgfSJ4pKWz9dWVBqry2SUAr5K7jFpueEM50pTytWN4Jl/9vwh+P1fJ0axMQEWNS8Pv50WqYXwEw0C5APF/9aTB2kX8mWKviwrWjFDA5hMoN3uWp4bcmKuLQ1rVGwMxA3FkwEAvcqNe1ILf/FNJ8po0w1wVEGbTJOaBrJ++vaTe2suu7iuWPM5WmAaQAWisRTY2NiINWvWYPLkyaLtkydPxrJlyyxvj3HMu4ZDMoeIvsvNZpI8EstSYR4MIg1gK18CJkd5UFJyAgkOsqJxTSbgsPEWmTd4Kj4JsoN26Kxju2egR5Y1gg0JwUwmYusz8a+U/FX7V5jWJi3QeDPN8ALO8vnx0NFSPFFcArlF8ITGoAkMD2z9LqJV+rBWcPTV9kTV9ukYWSTvTEWaCYQXqPs9Lvr3xJo0cICX8Pemxmtoj0VjUFocWcpFu9DqnUCOHj0Kn8+H7Gyxs0R2djYOH5b2DGpoaEBlZaXozzaY+BzHubQHdH3NMwvJkND2lYWWj6PpBGJ/0ZOT+ESISbNNh4mDoN4l4PevG4XZFw9F90x9yej11Nveq0/DGl7XV8niNnPggEqJVFsyaJ1Aafmt0daTnTmkIwDAWyMI27HpKwDAxVXVmEKQkzuLLwFWUFrNKS+wfsLqjweNobiH45Dxtihg5+XCIZxKdBELZI8nikvQObmz6fXQxNJ7+tNPP6Fz5+hcoPCXmud52Rf9qaeeQlpaWstfbm6uFU0kQ8IeilaHNTpntOZzhjn24FbXN4gYSvbbT7tqd2Fwh8IMW3KZzW/OEnAyp2ZnahYynTTnwPg+WTh3uH57tnqSBKNhnFmjLnxIkecQT6ReaWdMK6B14qzLc9gARpaAQ+YkgjK+uJbwbKWg4joHfG90nn0ay+g90XYFwCTOvMgFJFxbXkk0WbEbVO6pz+fDW2+9hcsuuwyTJk3CxIkTRX9Bjj/+eMRZkExaSGZmJpxOZ4S2r6ioKEIrGOT+++9HRUVFy19BQYEVTSXEvM79vN7n6TqvC1eMLzyPijdatgRM3tHbXQCcm0ru1QYA2PaDOQ1phTyT0c6yuoZwYu/8Yovj8n1GYPtXV3iZ7D7tXsDqfOGZjoFcvsaS1VCMKk65Lmt57zr1APvhqMYBNIid+89oty3bZ20yBlpQEQDvvPNO3HnnnfD5fBg0aBCGDh0q+osmHo8HI0aMwK+//ira/uuvv2LcuHGS58TFxSE1NVX0ZxvUhCnlaMKKuB1kNhXhNZzlXI5MLnyZnMwL2EoMXBpLWKQQd64l14HwUu7+zdT2mIHiLZDT2tRXEJWt1Jk16DBgP6IjBAsAoKIQGfHyXphmvw8koWO8VUOa22IcEu3VSMcOfOB5UvU4atjQCUTZxlfMiX2yNJfvN1lH55Bpf4ovthwfGCGoTE0/+eQTfPbZZzjjjDNoFEedadOm4corr8TIkSMxduxYvP7669i/fz9uuummaDdNBwqdrUEJxymZc5WMiJoJO2DjdqHKg4+wdHuIocaoa/Thw+X7cMqAbNALAW6MUXX1WJkgk/+WBklkgyHt+/tzchKeF3iRKyF6ios2w5k5gnJryLFa9CFdvszg5PPQ+upy4UrSliVK+XfqvwpWTVjz7hNq8I3XGRQA9drJqkHqjMKIHagIgB6PB7169aJRlClcfPHFKCkpwYwZM3Do0CEMGjQIP/74I7p1oxeDyTJUl1P1v6ROjlAAlGiDP2wTWSgMGsjUM+gCYNMXrabLCg6yj/2wBXuKazBn0W78GeU20UfmbjmsXUKlgSsG26wfCsJLvQ7bcKUglzbUAOrFCTJbXx4cHBzwymXHmNKOn5OkBcvwvr8tEu1g6HqhojP+17/+hf/+97+2TvV2yy23ID8/Hw0NDVizZg3Gjx8f7SbpRP5Bi0cjXnJJR3t3EATTjXeJtTha7mfkkWQ2gIbtA+XaeN7rkpvnHpDPCRmNp1drx7GnOGBofKCczOjZbm+krvaEaaa3l26XPCyaXfCAxkbRd8X3zeSG6gn+bSZK9zzYVF9DR83lmqWRslvYqu6OyFipE/t1iDyQc2D746djQCdzTJY+koh5CQBxPI+EKLmIpKEaI7ltBEfarSe0B1SmqUuXLsXChQvx008/YeDAgXC7xbZkX331FY1qGIBiVoTu3CGMdBYBiJxNp3nSUNagnOEhfNBq8jcRNytckMlzhTwfTV1SkQ2G3Bw3jxNvGRw2UIuKgn2XifXOMNW6Pa/EYFfNm7icq4RcGKKw53JRwSLZImqjNHinhtlBHag+EJV2RAO1Z5NEQ8Q3ZmHmcW9iYE4X4PkBVFql7zQ+KtpDre/3rIuG4qMV+/GqIJmVHw64JYP0m8ullVUYmzMK0xP82FW+y7qKS3bj7/gbrKtPgVgVL6k8Lenp6Tj33HNx4oknIjMzUxRCJS0ttgIj2h6/F9i/HPBFCmdOhcdQz6xWLhWclGYw3AxYGHUjJ8l4lHvNNP9eLTaA0XiJiYO86ix/i8Ve94aITwP+8ULk9jABcEvJFtki5iWbY/+kht20bqRk+cxPXk/qIjC512iNcdRMWAI+shGJTusnQFpbm57owa0nic2u/FFKmejigaGIx9dnf21txT8/YG19rRAqGsB33nmHRjEMEn66FyjeCoy4BjjrvwDM07BpyWuo5ASS4pEPb2Ka2YAOgTdWZ3G0MSsO4CcpyerXeOS1wPd3ibeFLQH/XvC77Ok+KzSAnY4BIM73G/67BrUfhE0lmwAACX4/6gReyFrfV635RbUc3dnrw8wjxUgnSL0mX5/a75Hfb+Sd69o+EVIx6IlKTu0iG4w73BRGHrutGURHABzQ2GhaUHpFKGRCautQeWImTpyI8vLyiO2VlZWiOIAMChRvDfy/5l3J3fLJtHQIRBqEs+1x5Im57QoTAPWRSCg8PJGpnKB+UcEinD3vbGwJD4hN6pwE4KgVS2B9T4/YFP7snNEjFBGhzqIcqnqZXFuHUfUNxMc7wtZ0VZeAFfYZmQC2S1Toc1TLVVgtIe4rtbVdOWohPS9gqxlbVw9s/xE4vFHzuVN6TtFfsY18DuzTEm1QeWIWLVqERgnbqvr6evzxxx80qmAQwEN+KUrPEnBQ80DSST+Y1V6iNepkJmRqbZZGhKnW7PWaOuLJA4zb0csszhlYXr6moopKebf/fjv2VOzB7Z3CMu+4yCYXPIC306NjchL+ZLVmL+BEb5izmMrxPpMeXfIAUFK75cVSswRA84lOH9FS6xsnW1yz3a5/7GGol9qwYUPL5y1btoiybfh8PsyfPz9qqd8YxmkRAPW8aISzM7MFQDvbACZ1fwX89n9bXCtl/v4UyRqWD38msNGrd4cJfAnWZfGghUNhbm03L1OjqE1O6hRs00x759T6H6UlyyjcHyoawCjZALbgI9ciU8FGGkArbGnNwJAAOGzYMHAcB47jJJd6ExIS8NJLLxmpom2Q0gmoOkilKCuWgM11W6ALL/tF4lhO/RgjnD4oB0vDzVYc8l7JMcFfL1MvknOSZaSxE+EDuFDIc/K8NbaJUUJNeHHJvFSzLhqKxTuKddfb5JTPnKMKlTza2jqLDfHyDlnCkjKT9ZnT8NEUAF0JgFd7Pl4OHCbV1KLc4cBqrcHktdgdFm2V3OxxeNDoN9YHn1VVg1NrZI1RbY2hJ2bv3r3YvXs3eJ7HypUrsXfv3pa/AwcOoLKyEtdddx2ttrZehl9BrSia8ovfAsNeXdpFTeWHCA5TblnBVt8gXdNElgT8hvE9IjfGRcb4ksMD8rA8NOmVrhDkncpAKsYuqQONIBQAjQp/5Q3lBltjLnqt7c47poshJU6TW2PubCGp8nEHie+WSY/p+SO66DqP57UP570UwmJprF33mbOLjuKdw0WU2iHDug8lN4/rJJ0OlpTbS8vx5NGSKFlfGsdQu7t164bOnTvjqquuQkZGBrp169by17FjRzj15tJsa1Ccucm9hv/o8Q8dZckISiQxL6Kpnh+vb1k1Xmeb/yg0YOfa9WOiw772PIpNcdchCdpn2UaZMW4GPvnHJ9I7izZTry8WBcDwJ0fpN3BN2rysS+tLDbUl2ii1x0hbFc+VCJMlYuilsrvInz56V1o4+UyN16kB1zGOfKEQGD+cvg0KwmI0+vu9iw0X4eWNeRJPrag03IZoYljycLvd+Oabb2i0pQ1j7OWRG2yeOuEpjO44Gv896b+YkDtBe6sMvdRW5QKWYOKDkq0IXqXJMaiuT+Vq4eF8GOOQj4FnFg6HAwPbD7SsPiUbOa8dQj/URQZU1yIA4svrNVVX1UjHyYYW4RNDHg4kKNiBKgqABt7/vDgFzbRPRbOl4FlObqNpjgAoZBQnvXQpiQ4BUIuKRm4pHwCQTSN4t5lItz0+CjEf7QQV1dM555yDefPm0SiqbUJVCAp1JCM6jMCbk9/ExK4TqRqeEy3bhh2y8eqNOKZDZI7KaCwBP3JUm0ZFL0mow2BuD+ynk9GIjZo/P39+tJsArHorYlO4UlwxFVxDbGsNwuF5ebMKgNLjc/V3wDFXA8MuR/WOh1Cz5w7kuDvJH+/Qv/o0JHMw4gkcmzhHI9JQrbseNRJQj8/iHiM+/oBL39IxKU6lGzn8SlPrNos4uexDbQQqsQp69eqFxx57DMuWLcOIESOQFJY0+o477qBRDUOK2lJZOyyjQp/X75W0AySTVyMPOqXbKVhbtDbsKHOlC+Fiiqu54YmUtY7/XftfALdFbP/O8yB6OA7j5sY78ZN/NBXnQjd8yOWOoIDPNl4YIXL36KExDwG7rrasHQBQ0VBhaX3SRF6PCA3g4U2yZ5u9wB2NkEFKA4lSe4jfxO7jA38A+OU/gPclKx9vIA5ggisBf+4rxIjuXRVLcKX+jdRyBS2kQeZdPwyQMF0b3V06nqYP5jpPmWHntrVUg4bTENLPoBV27naGigD45ptvIj09HWvWrMGaNWtE+ziOYwKgGpl99J1Xugd4cTjQqR8Q1xwHUOZQPXZVhdWFGDt3LG4ffru+9oUhFRvNtEwgzaT5/bihrAIOACkm1VVYLZ1RoIcjYF8zxbkMP/lHU6nrVc8LAIArG++jUh4JCa6EiG2dkzvjnF7nmFKfks3br/t+NaVOTcSlqh7CrZgDRMTGbJ3w4FCqYO+t6a3zaVniVw6trIhHORwRiR8u56qCkzjRnXb6ZkcKuV/fMg79O0o/f7QdzdN8PlQI7qtD6Zo26DNT2FG2Q9d52pFue7s4yiGmKgqBNHM1sTShIgDu3buXRjFtl546s6W8ODzwf1k+kNMBAP3VulpvLZ5Z9Yz2EyWELaeBZRkj3F5uB62RvCatjuOQoFE4vdr5M40mEdEzvWfEtlSPuhBEm//89R+sObJG/UCzOfsVYPn/iTaF3z2lwdJ8DaC1qGkcFX3Gwhu74yfD7ZElIQOoa55cdB5puLi4zEVIPdrbcDmA3DWMvJPDuyoJLHSfrPDSFJeAFzxKtW7q1JZIbj6397mYu20uvXry/wSGXkyvPJOx1Hs5NTUVe/bssbLKNocVnb/eJWCnhpRebYnX0rULU5Oc60xoiT6sWnD8YscXFtWkQt/TIjYNDfOQ5GxkN0kbXvDjVvj76Q4DE9gXtrfJRC93UhWZhslYe84+9pxme883SFy/f2qYXJ8cbee7kt0Rm/pl9DNUZMQVibF4n5YKgGYv9zHE2C2cRmtOj6XGHSfLawreilL6MiOYbbspxG5esFL8o7oGTxSX4NvCQED3aL55Vta9xDcEPDj0UQgR4lB4VIwNCQq/VLJgwfGUBmo36Hil07DbpP1GhrdIKpD1rWXkAmA/ajEHdVJvxUqQvcZcNWI1fmHrwqRZg1kpp8i8gCNtY6Q0gK1lUpDoUdZuXjW2m+0E8nC03Amr7tszGekY9/E4LClcYkl9enEAmFJdg+5N3pbvejimXluMwGjDgQcPDlOq5YOhD1QY+I08RornSnlaawzvclGl+sTDTBtArRenos76EEla3E6i3vvVStsWS0Wn0M1iHeZSUYQJgK0BQT8htLcxS+Dwk/RLEi+ClC1Za3HDVxIAOQBuR+t61e4dda8l9XyYFlgen71mtiX10ULpzStRcJh48Ugxniw+aqhu620AlcPAaHvyJa7cVd9K16sk0KkFgibgmHr13LZuaMuEM5zbiffdT6E3J3YcE169lXv1halKUJmEtnk2fCq5+e1T38afl/5Jp46SnXTKsYjWNSrFKvH0lgCt6PyP1ksb1KrRMSky/ZKUh2ksoqZt5RzmmYdEIzTysTnHRqFWe9DoJYgRpyAQFSsIgGl+HmdVm28r5YQPDp3aq9SGkAct19zj6DXuIFpN6HGirpKtwKlRAPw67lGMd27EZ54ZuNb5E7pwgRRowiXgZbv1TQBS4uma2HTw0k/zSF63Cb1a8TbJzU6HMypObXbAUgHQrCXJmMfhBI65inqxZl3vNcX6HBAS3eLk7X3a6Qx/YwJKmQxIcCpc62TUmrb8scPtxqi8XPyPgh3hI5nS8cW08umBQ7i0gq7dnp36jreWqkc9MNqx3m9ysPLFcXdjgeceXed2qc5q+cw1/xuuATxFt8F/bJmExHH6NI3tuGo86v4Av3oi01Y6Wp51lWsR3meRpOjUwMwiY5rocKLuGJWrHIqrLU5qmROIXaCgCVOMA0g4gHZI6EBYk3bcDjduHnpzy/eshCyFo60ly2dstut0yF/f452bkRznMkUInJmRjiaOw5x2xgXAeSnJVLSJAxqb8EBpZLo0I9jFfrIG8XhmvrQmQYjRjvXSKv0ZJjoSaE+6cEdb4lRqRTiQB20AE8OEka5NZIJRxJBQU0zcDsXhRDLArzYvYJJe7nbX12RlypDANTbXFWqbK9iXqI2Xf4vziHdslyhzIDkPCyYe3czQwkWTROUJ7vSx061ph42gLgDyPC8r6P3000/o3Lkz7SoZFLlx6I2qxxyq1TdwAECn5FD6JrfT3Mj1tLlSIfE3xwHg5I3d7aTBUsKuUzS7CIBVUMlAQQkjv3ZZorlmFe2SxGGSeUQ6A0T9OTLUAPKTO3P6zGGUajy+dybZSflLRV9zUtt2Xlt1VMx0YqSPpgk1AfCtt97CoEGDEB8fj/j4eAwaNAhvvvmm6Jjjjz8ecXGtw+g/FtAzaA7JGqJ6jB903PntMqiTMkAh1EVd6pdI6fcInAn5VOs8pGAv1pawS+fsJZQNlDpWe/wS/YztERJQOI43FMIk4nKW7QvboLNsKQ2gxjiA0RJiu7VXyFIy5zjZXWyBTQ3lC9QW49RSEQAffvhh3HnnnTjrrLPw+eef4/PPP8dZZ52Fu+++Gw899BCNKtoAdN5eYWesZ9AkeQl8BvInCrXD/dv3110ObUiu1ACFcBaNiYEwJZ6sX/DR9XTSvgHA3dmE2gBKaHoKV74BwBqBJtYmC1G3dzIRt0vQx0D6mbm0shounscUlaXsCKFl5Wvi72c8p3C2xlRw/acE/k/vptimFuEx6o+cxG84sil00cL6dxqBBiaaGKxZy+VUPfbrm9WOiERFQvY4SRIAti6ouA3NmTMHb7zxBi699NKWbVOmTMGQIUNw++234/HHH6dRDUMGTtBRyIlmpAOolcGarxt0nWV1WcmQLtL2eJwOqWC7x9pOiZcb0aX4UZ8TgVlMa7wZwPct31M8KdSDSC/1DSI6TjFvaowT/sukNIA5Ph9W5hdoihMnSVKknfCk/tlYvKMIJ/XrACyTa6TE9c8eANy9BUhsD5QpOPIYmODqRZMWlecDwl/Yb2yXaHx1LdOgMxwtVK/G3zrSt6koRDITrJ1s2wEqGkCfz4eRIyNzK44YMQLe1mZI2sohcYfnKXWQcc7WaA4Q6JQ5MwPEmog/+moPSUi02fP9o0xtw2NNV+Ax75VEx9rzKppBYAlY6vcqCX93OL8C/v5UV2ikN64agc3/OQ3tEpUmRzICeFpnwK1iK9fcv9HIzmEKRzY2C3/i32ilmcT0wbfgy8JDEdu/Lzhoet29o51RpBVBRQC84oorMGfOnIjtr7/+Oi6//HIaVbR+TDDg0LNsluJJUT3GH4UZstmIlHNdjgUu+yziGNI75F7/PrYlXC9Vi56mKWLTIYo6upaAKb9Sb/nOQA3IHCxa833h3ZHeplqU28O4XZjm/gL4+gZd9XMcB49LJbCmWio4Rch/zNIE+o4XZw5ujpcqNya8Nh74Y6ZEblvrnrqxmYPRR8LTW8lzmFbrhtQzAZAWutf7pk2b1vKZ4zi8+eab+OWXXzBmzBgAwPLly1FQUICrrqIf344hj7DLcHDK8v0lfS+J2EYyizxQEznzI8XKHLK6Oe8NICUnYjOpRiB+/jTJ7WUN5sZ2o4Fd706s2QC26gj7XUKrPQf5TM2asnZcaFle9Uy9Wq14A4F9NWQRuTmnA5buK9BflwRDc9ObPym8jX/MAjr0o1qvFqL5Nn6ZmozzqqsxRMEpj0GGbgFw3TpxMOARI0YAAHbvDsxKsrKykJWVhc2bNxtoXlvC+NDLc5B9M6UG0NyUXKLjwllQuEhjy0JQzbtoFhndJTcbvUMFFVs1n0NDILuoUw4+O0gWuoe4Pq+1na+e5a1oTjaUMoEYYWD7gdhcEuU+lXMAV3yJV999F1/4xiMR6inTiPBJaI/0XscuEuYApM/QgumBqgmrqqLgfSEpRKv99rD9lgplJrscq/2Wd9NSMUtroGrmJh2BbgFw4cKFms8pLCxEp06d4GhleVGpoKKtI2WvW2B5c2At0OMkTeeraQ2NkpeWh2/O/gbt4tsZLqudweDNlvL93cjZ8jGQrS34NY0ua2scuSMJcX1LntXVFr3EmgbQrNbeMfwO3LhAPVan6fSahM0D28P3tzGbL5FMlr9E4giFJ5JCvl9J1n9kTrkK8FJZPL5QcJKT6Kf3W7jCwMWiGdD+vwy/mO8cOoJrO2bTaY8NsFQSGzBgAPLz862sMnY4gY5H5f91EHgyhYdUCENKq2LFQNsjvQcVAdBqiIQjOWOo1W/TbIoi9zTpFxCIBcDNxjIgaMUucQBJMatjbZ/QHgsv0j75pklQszqqeyCzgh+cKBKB+vkyaBXo/PZwMDRNr3Rgtfw+LtJd//XDf5jVkkhiUZmWb/z69Go0adIRJVgqOLuQYu6sgnQAjaWBlmZLOwS1icFYYSag5+lXOqeSl3ZI2O3vJLmdqD4dF7VGIQ0eLaKlAdQrYpjVWh68bcJV+P3BgMn67047bxGmuT5DB5QBS1+QOEKhZMW+yogTiHwJZqG5roZK4NDfcAjG1CpfPdU2KWOuBlDNqShaYljsjI5ksLVYO6EzEKXcQ6nWLdtiWa2aPPcnEZl9NB1+U1kFjqutw2NHm1M6ZQkNq7VfH1divuZzlOAVBrlUrk5yuxP6l8aJDfoFA48poWPOnCn6GnM2gAr7NmtYkg+n3mvlIC9NcCJf3RASj3sQ5v4N566D/4c7XPPwumcmsF8uqJ9sQ/Tto06U+lHej6sr6Ma5JK9b+/WV0hLnyWjU1K7ooiTjeY8ZTAC0F6Pp2vaovUS20Pa9eybd8v75i6bDx9bV49UjxejkbRaaGgQd6uVfiI6NFf2138BrbVRL+crhIl31urgwc+RjrwceDuVZ1TNZoTHBUbseJ8lkTnAonHjEQHq/wwbycAdx1NLJx+71hVKmdfHqm3TkNBUCAIY59lBpUwtStszC/k4tG4jF6I05KAw4numyJk81QM8GMPYEkFgZBciIvevfmulzOtXibCDeqXN0O93yjGYycQgG596TgLNeNFaeAKWuY4+bXgaWYkhnIiFBlwAoeNDcOjUvbqdE2GCnsWsi5eVOG7kWKmUC6W3AjoiGGQ3XmGHo/KBm1ee3c8BkHrhxCXCMIAxZ9sDQZ08icOYstRIsQ78AGKK9WyGHMG1alxwky8s6J7SxgqUCoC00TnaGN+bVqvROSmlDbLEETJs49UDWioQLkCOuBm5YBABINDjrVTq71IBWKBwjd5X8F/ISn8R1/6ukDN0pGU2T9R3iN+Dy/pfjmoHXYHQOvdzM4ThkBDKl1iZJPUenPklUX1AAvHbQtUTHm0nwnmgRXqY6v8e7HqX8vlpQWgL2Ax2HAlNeAm5ZEQjs3nmE+JhEY4IwQStMR6hpdnIO4NMr9OXJ1YieTEdST4nd5cheYaYNrW3EZE4gdiKzL9XibLUEXJYPVJs8mxp+hfj7ifdpL8MhIYilBpbMcnUuc5Gg982gfQf1OIGIgo8LPl9TWYUPDxHGH1TpG9YcWaNaRvjjHOeMw79G/gsjckZIn0CAl+NQFh62igsNCnJiu9JllDRwH3srUXv8zQPvtBHSwcZJcFb31H0uENIApiVoz/T7oFtHDldZCDOBdOgH9DmVYr300fv+OwVnunxNwNbvAnlyzY7T2UbGcmcr/5nUBcDCwkIcOHBAct+WLVvQrZu9bC9sRRJd7z7baPhqS4H/DgWe721uPeEva86gyGPa5SmXkSChFUjuoLdFIpQcOuwCeX8X+i1yGkBt9ZqQCrH5etc2SdvpkXB5p2yM79YF+a6QZtjTPhSGRW6AULIBNKLrpbIE3KTfRECI06FdA0gXpWth3chNoya911B4lk/0bJC3qn9zRo1Tq2vI66VkAziy3hqnJj8QOZEjQPMZuWM01xFNqAiAfr8fM2bMQFpaGrp164auXbsiPT0djz32GPz+0IOSm5sLJ8WlrlaHlPbJREwXEDd9Ffj/6E7p/X7aoQTCOj23RJiU29dFblM7B9DtoU0DWlepwuHAFR2z8VmKvLG4nzSiW2l4HlJplAQhswk+326Hdk1VkJ2ewH3/KTnkdehM3NfyWc7WT+nNSjHw3NMQlHmnfoFYiJ8PhYEBgCsqKqmUS4UYC1TcntN37YQTkM2NIacpNFQBB9cRaerePHwEzx8pxuNHyQNJa4n7qMQ9peWmlh/kjuwsjO/WRfN54ckGOB7475FiOHgeT0plIhl6sd4mRgUqAuCDDz6Il19+GU8//TTWrVuHtWvX4sknn8RLL72Ehx9+mEYVDAVkB5uCVYoHcTt/NaM5Ib64FnhrMlAprRGGj/IyBYl2RE0LJ7f/pAe0t0cDyvab8tRqiMH3enoq/o6Pw2OZ8rZPPIAlGhPcK2kAkwk1VuGarc1HN+OV9a9oakc4waw247uMN1QOIB/qRs4JRGkASzIgACa7KXh6eo2VEbxXvpY4gAFG1lNKCUcDoufOPhr57pw+7+7ucuF3Xp8Q+Nv6nWoZqX4ep9bWIV6LdlmHgC11tRN12NDqYXGizMReBTeAW8vKRdsm1tZhTX4BzpKKACCVgtDGUHE9fO+99/Dmm29iypRQEN2hQ4eic+fOuOWWW/DEE0/QqIahlVrlGHvcjvnmt6FgBXB0h/S+Ne9Kbh5bV4e/EtRf2EhbqvANUlKvqmWk9GaXNqHIKtbGR7arjo+TPLaWYAmah4xDSkMVnj7+STz4x/2YqZCDUy2AKymX/HCJ4TKCS8A5STmGy5KL3SfnBKI0szai5yfVZu5yyx/n9sYHRjaDhP/0k2rrcGlFFQY3WCQIKgosxh/EU2pq8UhWe8PlkDBleC6wUft5gxtkJtEVBYH/P7sSmF4heYiWJd8ITLABdPE8vDY0k8mSsP2WF5xiy2iQigawtLQU/fr1i9jer18/lJZal5+QIcY2r1JdmfT2ykLJzV2bdOZfMNopOdzAgLOl93HmLs/THMqKka67HX5Oor7KQ8BTXXDmb7OwOr8AJ9dKB6AGpJ+5/x0uwpSqasV6TbEBbG6Ny2hoIADbPNISk1wHqugEQljna6dEpnIkvU4XdpYXegc78glboIwvbAnYAeCB0jJpzYjVUFgCJtVe+yh0tOmJ0pM2NZTCDYmQ+C1JRvpLHde33obCHQnCd1zVSS7GnGOoCIBDhw7Fyy+/HLH95ZdfxtChQ2lUwdCF3V846j6sxk5/4KB8aAifjZa3TMSPgBAoIriMdHCt6pKB1NLnCXX1eELFvoiGAOjwlIi/Ny8B07B1LXYJf3morXJOIJo0oTlDJDeP6zQuYpvPT+aJrqRJMXqlg0vA4TaAlqMkUFg4EP9BsFqhSuEq9WMkSPMRCmIS18PIFeJ0XN8PUw2G6AqjCXYUKmNLAKSyBPzss8/izDPPxIIFCzB27FhwHIdly5ahoKAAP/74I40qGDrg+v0j9FkyDqA9H1bSV5r6q+9ScPRoUNZgkRBNn8V9LhfRQM1LPRUqnaxdumCHu1z0vaYpsMTlkMoKIcHbh47guo7acnLLaWA0zaw1DKZUnEAoBX8I5gKOGkrXTUaoNgMtdriyHFit6zRhzaPrlDxq9QmAx9TXS5qZ6BGwK8NMS9orhNUiuaKTczvjqMuJVfkF2uwXFchLzUN+Zb5om0gDqFZAW9QAnnjiidixYwfOPfdclJeXo7S0FOeddx62b9+OE044gUYVDB3otHYjgsSeTBXaszczXz4KHtpKratWCFGg5Vft9Eun+bozmyzEEA8JjQ6hAAUYeKao3DpxIY3NTkakAuCx9Q34qUDGYUkGl5wGUNMPCh6rfvWO73y85PZjOhxDXpueYI/C81sygRgqhgIS1/hfO4Bp24DkLAtbQbkf8/sBH1kAdWGv5DIhN/Kbh4pwisSSPunzfalCruI3wrJsaL2KR12BX08zi9KcSXMithEvs8cg1K5cp06dmLOHGbgSAK+8zZUQKx/TJo4zTeDS70gQdqIWAdOlsoyjQQiSQ+ln/UQpublcx7zb48GwenWv64jlX4ugodkampuG7YJigk4gZgY81xMGJoKgPVX7XkCJTMikZjwy4YhOzD0Ra4vWElUn59FMSvBejevVHrMXmN3vaCw9LiWQ5s1CjMrBvTokA8IoMLMHAI1kDhrCO3l5pbywJWWzR3Jl3QBypTyNCW0Ap1ZU4OO0wNIvx/OiWKi95TyYEb1VhS4poVAxDwTNVkQXigvfEEZsCYu6BcANGzYQHztkiHXq+FbH1d8B394GnPY08ME5VIs24rG5Oc6DcYpLDgQYFCAjhB218iZEhnJpKUOtQzM5RiOtINGK2giCKnhIdGE/kGediOZy8FVju+HBZaHvQc2f00QHHrmSleIfRjy3wTzIY24OXWsT87o20nABBnBsXga+vHksth+qBMwKKKC1j5DKKW0yr7UzFlh73gkHgB8EG6oOEZ8rfN/a+5TsQ+kKJnrMdNT6OI4PnSAcmybV1GKBwgTZrHRmAxobI8pvbUvAugXAYcOGgeM41cj0HMfBp/hgMhTJPRa4dYXiISQvo7QNoH4O0QjoTV0zo/LyjZoqvy9FxfYrhryA5djnUn/dJQVADexxuzFULjSFYr3Gf2WCR3yPBmQMAGBuwHM5QU9TjVNeCvyfRTcVpBz7eW12jkqM6JaB0mozHaQ0RsiMggBolOQf6OTuTVGyyaTsBAJCZyQtBCZGkff06opKRQHQ7EmnJgEwxtAtAO7du5dmOxhSDL/S0Olm2gAaWipsqALciQZbIIGO2VeLxuzST5UPNNkGsNECb7bVBAGeiTOByFDu1Dcfp5HiLLyM4HIOqQ2gHpwyV4uoxut/Cyz1dWyOlJAnsO8jWGKLc8ahodk7ndQ7GABu7FUO7FM9jBhTMwqZHOuvNfBk0VGUOZ3I9SqEz/rp/3SXL7WqQNxLCE0ywpaASdnhUcnCZNJjwIX9T1ZVbD2TugVAltPXAgwGH+a2fgvUHFXOMVxXDiSkay5bt+Fz1RFgZh8gexDQa5LkIfq9gA28fNkDVCozVwO4RGeketr4YawLi2bqt3AtYtD2T4sASPLsOVwhgy3ZMDAkV7HLSIWd6uef0+scfLo9MHE5XEOeSWJIQon6QQrQENaJURJsY2y5zSxU4y7WHAXWvk+3UoIJiqJTigRy795RldWmbXEe9FWwJzSKMB1cmloWn/Ym57unDLWp8e7du3H77bdj0qRJOOWUU3DHHXdg926yfKEME/n6RuX9OtOx6e56d/wU+P/IJtklYFIBMML1P6LDCSvJSEBgkzWApOfxAOrM1BZyBMFOlU/XBZ3wJjIOGbSvlzPklCWnATRco8bBs118O+Jjk9zGun0zgnbLkjNYfp/R+2q7GHIm8VxP9WPa95LdJXW3OUInEE7msxbUJlPbZYK0B9H7tHZqTkggfFsU35z/2wPEp+qsLTpQEQB//vlnDBgwACtXrsSQIUMwaNAgrFixAgMHDsSvv5qcb5bRgqRWbt9fAKQHQU7wr1Z0e75RnLXPikhJpuAFPGm6sZeTxjIihfHm1uwsjMrLxWEaNpgShN/XERodfcxbbFUnXDPFtTzh5Be+mug+h+qR0wAqakKJXgHzBMAOqfqyTshipiAl4/UMgGkALUJyQqjj2us1SVJ7I9X2b5BJ4yjHDye+hM8OHEJms7avhrTvT7ImbSBNqPTX9913H+6++26sWLECs2bNwuzZs7FixQrcdddduPfee2lU0TbRqHXS+kpGxwZQ0Mq/XpE9amydcuibyyqq0LcxTO2v1CkdfzdJ4+Rp1h5eUVGpcqC5/NG8VPxdsrSXqNEhcY/bLZpIHKMxr2s0g4vLLU1qEQBJgvoKj5B7Q41rAAODz5UDyOyAR2SPIC6ao2zOkJNmYp5sCindGNLwhPo5yTtAKADSmBqoRatQnGx5UvB8BvnkCAC6Jmajv2BsWR8fEiBlq5oSmQktFqAiAG7duhX//Oc/I7Zfd9112LJlC40q2iZxYalzEsmC+VqB7lhiwg5dYfk5TiXLgPReE4WPjB4AgO568xRbxCzvhYbO/09mhugqktj0aT3eLCJsAIM5ajVob/mgQ4YSghGJShxAyYYEys1OlPfYFQq8/TIic7HLwVHIjSxkUGdjYVAUYQJg1JFeAqavARRySm3ArrFrU5Oqg5zipLOxCuvjFTTeX04FVr4h3haxkqDA1N+BGxYBw69QbKNdoSIAZmVlYf369RHb169fjw4dOtCoQjd5eXngOE70d99990W1TfrRM9jIvxwO8LqXb55t3w6vpOvo+Ak7jpUEHqt6y9YF5UHTKHJ3bS+fY6jcOodYpCF5OoSTAaUOJTz1U0c33dygEbZpwZhiWp7x054hqikIlTAwQnLHBP4fHBDkz+55tt6S5MkeRL9Ms1AUANkSsBFES7saxwGe0AhIS6nCY28uq8BzRUfxwcEjqFHRyhuabG38DPjxHvG2sGeuk5J3decRQKfhMWtPSmVUmzp1Km644Qbs2bMH48aNA8dxWLp0KZ555hn861//olGFIWbMmIGpU0Mx4JKTk6PYGhU6DgMOrZfep3E2LFbwSzygBvvPV9ul4dbyCm0nEfwGDjxqFVKjAcYcFcLrIjvQeIXUU0aZhEijR3J9OMmPEbx76AjOyu3U8n1m59NxWf5nmtsnBxXvVKL7LLABlDlC6bop1nDpx8DOX4DmPN5uE+LacQkZhs7vlmphBAimATSfc14Fls6W3S252qMzDmCGz4dSAvtlN4DTmr2bjdoAakf87g5oaJLZE/tQEQAffvhhpKSkYObMmbj//vsBBFLDTZ8+HXfccQeNKgyRkpKCnBxjmhHLGHiOggCoZ1lUnqiII2Z26GZqAJuXEUkERulwpnS8gNWIxj2NFyzXK9lu5oXNpAen5OGTMz/BJT9cYkq7NMenu3EJeJAs8RMsAeu92YkZwNDQ9TAnxp7+9+SRsY/guE7HUWyLClr6iz6nm9eO1szQS4A9C4Gj2yV3Sz0t/t8fJyparwZQiJyjVRDqZicRS8CtTewLQUV45jgOd999NwoLC1FRUYGKigoUFhbizjvvNDUPJynPPPMM2rdvj2HDhuGJJ55AY6Ny6JOGhgZUVlaK/myBHgFH4RwO0B0GRjeUBEAjaewi6H4iSY3Exe1009Xa+CU9uM3rlPYKwioQxcUTtCXXq00zIMy9aRTD4Uk6DiXTIgoePvk4gPIM1+BYY0b/qcd+CwD6Z/THhX0utLZP19JfnMpy0Wuh5SngOOD0Z4BxdwRs2sK4QiLHMN+gvvLjDXtO9D41yinumsu98N3IHXknkFdSeTD0OeyZi2ZkA7Oh8tvq6upQ22y0mZKSgtLSUrzwwgv45ZdfaBRviDvvvBOffPIJFi5ciNtuuw0vvPACbrnlFsVznnrqKaSlpbX85ebmWtRaa3EAwMH1hsvRNJw0KCQs18BpUsFP+4ZrAAi7nGGXqx+jwZGgQWaA1CueVEuU91eCeYGjpeqjQk5YTnDK2mC5MDD0CdXjkrmrcotcPxUcQGcNQrKSA4t+gVffeVGZzLMlYGtIaAdMfkzSPrSrhA0c6V0RPjFNqs4c0mSoCICNHIzbte7/K/Q57JnTlgkktqAiAJ599tl4//1ApPHy8nKMGjUKM2fOxNlnn405c+bQqELE9OnTIxw7wv9Wr14NALj77rtx4oknYsiQIbj++uvx6quv4q233kJJiXw0/Pvvv79Fk1lRUYGCggLqv0GWAecIvoS9Eif+W1NRZHGXjD/SNVoGhpJdhusDgDQpGxQSQS4MHhzgkc8z2QIn+o/kUIm69JEkobFZocdJhhCfWQN9/yni783vKi38FIQFJ0noJaEXsMZMIF00akiVhFjLBcBoGBgkKITwiLE4gK8dKop2E0T0CA+jBZBfUysfBZW6ZIUYjsMnKYT2/qLQSGETydh6zDRBxQZw7dq1mD07YET6xRdfICcnB+vWrcOXX36JRx55BDffTCfZdZDbbrsNl1yibDeUl5cnuX3MmICX3a5du9C+vXTgxri4OMTFUQ6WSkpGd/l9Y28Fek8GXjmWSlUczxueYT+d0Q4fpWnw5qQ0o5d0qAh3HCEVLtwE2jQNM0wOPA47ncjy+WQ1QXalS1OTaKb+N833wBVW1qALACKbOzJ8vPEE9X3a9SE4KvQMyzqBSAwa51ZVa26PKVo3nYJTRrwx5xHNjLpBuT8Mx+YC4bh6bUHVzeKjg4exOCEBV0uZNkn1z+e+jhOKF+OPA3+0bGrns49mVskG8IlM+Wf2SmFMV+HEL6y81rwETEUArK2tRUpKQAj45ZdfcN5558HhcGDMmDHYt28fjSpEZGZmIjNTX0y8devWAQA6duxIs0nWwHFAlvwApdUzlgMMd5qahD8K9ZkCSWDccOFFgWUJCXgxIx3jauvw2pFiAw0LoM0JxNj19fBikUwtzZImjr0e2CWIueVJBNdIxyQAAFYeWin6TqTNCyPJnYQ5k+bg5gXyk1ZOZAMofb2lOtazq2o0t8cMrZveEh8a8xDVdqiiFlvNBvblsciQhkYMaZCx/ZYSAPucinu7j8EfX4cEQPI3S/x+9G1spG6+4uw6VmZcUX4+JtQKHdYEx0bYAIbKtuHoZQgqAmCvXr0wb948nHvuufj5559x992BrAtFRUVITY1ebry//voLy5cvx0knnYS0tDSsWrUKd999N6ZMmYKuXbtGrV1W0bLEu/hZcPkLpfdbbWNDFAbGYijH+JubGhCKlyWaZ6dnFn6Ijbep3IvLvwB6nyK5i6aAs6hwEZVyshKyiI+V0w5E5KmGvmupJYg1MTrfeaWg1FEhIhe41t/FBMgI3IlAcjbQUA001QCueCAuBd0S0pXPy+wDHN2hWvyTxSV4NT0NF1ZGasPlllrdKlIXl6hPMy0qtny/3J5W/ZRQGfkeeeQRXHbZZbj77rtx8sknY+zYsQAC2sDhw4fTqEIXcXFx+PTTT/Gf//wHDQ0N6NatG6ZOnYp//1ubLV3UoDHD9dYDC58A3G6gi1jryQHUnDKI8asv+fmsfuU0CIAk9iByWji1iPZyWDnr5DnARVtL65G3w6G5xJnqSUWdVzmFIG3UQlQIET0XuaOJznFwDrg4F7x85HujN+6hXi9g61F7NowKgG2UR8uB/6RL73M4gLs3B4Rr3geAI0tJetsqYHpkYoDwO5jp8+OhkjJNzT1ZyuFPQGCKJPFMcxx559lBkEkn3AkkVl4XHVCZXl5wwQXYv38/Vq9ejfnz57dsP/nkk1tsA6PBMcccg+XLl6O8vBx1dXXYtm0bpk+fjsREAqP/VoasgnzDp9Y2pEl9gK4nyMdKBkleVx7o0J9iifLHHHHpswikaoenAg/gPIGtmotK52dND9rgC4VXuaK//tRMikKpQxzCxanht+kNijE5bzLxsWTtaCWCUvilp2AD2iZQm3Q53YDLE7CNdpuY55kQNSOUP6v2QvQ+BdM5DtPQB+wQRCwJmyAJhSR/K1MHUltfyMnJwfDhw+EQGOKPGjUK/fqR56hkhEHinEDIBkFCaxH5f0hvN4tG7XZQppI7BlBb3tBIkUtao+jVqdmsoyYQq3NsXQMSBB3gtFJts3VJFGNR0vtt5Q3lLZ9HZI/QXY58m/xI6fuoaIsWkV5UajTt1/wxIgCqXaNwjR/TAKqTPTjw/01/Ap1HAtf/Zmp1WrRneu2X19UeANr3CsT9638WcN3PwE1LgcEXKJ4nqm3FHLk9onbFSjYnUuyV4JQR4NSngG3fA8dOVT9WQPjrI3xU6yVsiQbIGQKbivpLTtKNU1umjNdvo9qzsRG7PTKCtQTvpOurS06vUaKSLk8PPZuaRM/NAJWg6WRYv4ZixHZOTgB0xBdGbpN6Dm9YBGz8Ajj8bVi59oDbu0TXeYYDbVPHbu2JBZqvWc4gYKq5wl+Gz0ctZacqDgdwzfeh7zmD9ZdVLw5yLdIABj/0mACc/Ij+OmxCa/Zwjl3G3gJc+yMQpy1nsVJ3KLWvo0qATVMgmKWTdOvdlBJ0W8SlEobM4VyX08HwgptcXL4J3SKzaJTxxvJc+yEWrknCPfRpjieWJKdZEtzzW7qcKtplVnBhlwHHHtk2SagzJDWAnYZLZqUQnX7KDOL2pMelS27XK5BxK17Vd57VImx6N+X94X1Jh4HmtaW1YKH9Z5rPb/s0lpKEZccShplp+TjgHKCz/lUGu8AEwDbCUYIE3JZA0AGpHeHiKSrie07UdLiwXjXjZABYlRCPbQZDqWgR0w9DOrYlKTzEvzGZ4H4l8jz+yi/A4oIjMoWGyhjexZo8smZoADkuctKhOw9p7ijiQ28ZdguO63wcnh3/rM7K6KAnrI4h1LTz4QKgCRrxVocGe2e9vHK4CP0bGjGr6GhUlkx3l+/G25veRr1XR9zF6mLga3EIqNacCYQtAbcC5F4x4Xa1dDqWQWinc0pNLX5NknbWIe5SnATLs/GRnmukkLbDaKchlQvYLHwCx7leGpZ/k3le4YIIcgV3Fgs+ZmmVnCSxHQX0btc79EWmSXEd5kds0+IEolc8SYtLw6uT9Gnt9DIiewTWHFljaZ2aiRlvZhtxxnOmVzG+rh7j6w4DAMo0COVGewKf3wcH58A535wDAKhuVF6hiXh6akuBr28MhL8R0MHnQ992feF0OJG0tzlcTCuJQckEwDZCZ8GSaQdXEh44kB+dhhB46vk5DlkaU2ZJ0uVYoO+ZitkErLFrMtZZaL0SndMTIBHjnwjhjJ1aFycYqDsnd8bbp76NtLiA4G2XJWDhMqucUOpMiEwJqUWoMxqkmxaqVya1M9rFKaRgswtGnT7qSum0g4A02hNwwrh7EeiMmWcFenuCeM6JJn8Tzp53NjomhUKdbTi6QVt9vz8OFK6KOM4B4LOzPgucszr4XrQOAZDpzFsRpDaA/5d1HE6ulQ/HMkVHyipiDv2teohaV0nsWeZwAJfOlbTH0kuaDg/KYqcTP8hoM0mw2rdRt5hyzJWhzyIBTFzisTnHtqRcM0sDqHUJWBhTT0ub5DKBSEH7l+qJA9glzMkngn8uAG5eZppgThVhnuB2edrP3/YDtaaocWtZhfpBWrjwXaDPacDFH9EtVw8K4VYinqIxt5rShM1HN6OgqgArD4eyATX5JHIdC4hoW/E22UmFg3ME+pRjpwaEbxUP41iBaQDbCMKhQm1xrCMN7ZtBlIYfqpoUjUVNqK3DRZVVGNTQSHzq7TnkmSWkkHMCkcPI2O1HSAuoOQCqXL5kykt1z41/Dv+35P8Uj9GqARRqgrUIP7rDwFBAj/Y60a9yTm4gz7jlDh96SOsc+uxO0n4+wWSUBmc40nFB1X71A7WQPRC4LDyGK4eoWKl10eAMcfLDwGlPAm+fDuxfJtpl5ImTehfWFq3VVgjnAKSExgveDn0+8/lAfxYLEyQCmAawjdCvMfRgqz26x9dZm00hHDWNF81XT2tZDgAPl5Th3Grr4hke0hhA2pAAmNU3VI7+YsKgGwfwtO6nqR7jduh3vNHSpgQ1gUpUbvS5mFC7f9cxdyHFozHPt9UINYB6YqYqZKihyTN1TtVgxnQQPIv9/mFJjQCA4LvmUg4aPaWqOnSfBkzRVdUVFZHGLe0dcbq04RHvo8MJ+MMEwLG3AYPODzvRDm8yHZgA2IpQ8rgShk1Re3yHRSU+YIiAJ6qJM1mXYLCIgZf5zXT9jipa4WtLga5kacoUiU8XFKpwnEmXX7MGUOcScFct4YhsYAIolaNYitzUXCy9ZClOyj3J5BZFkWDGCLNxUc4JPjnMpGXKy4H/L5kb2iZ0gMvoCUx8GLjTJI3nX831j1fWyp/sF2Y00vbiv3K4COdXVuPKSonUpd4GOrbctSUSwcVt8NKaCBMA2yB2v+m8ilBmWGbIE4QiiaUXfPTN6scA6NNBv+bGX3sUfPOMXvt1FlxL4eCqYKxv1lJjuAA4LGsY+ckamqSl9Wa/d0Myh8juS2mO5ziqjjw0hoNz6M43HBMQ5CWngkdg/ztpurGyOAcw7jbxtmOuBB4+CvQ7M7StxwTgss+AQRcAt/wFjL9Hn50kCcXbAv8nZSoe5kgTxC0ty9dUxfi6ekwvKUW6RFxSn6+BznN6eGPktlaeXcbusgDDBGRvelMdcGSzlU2RxI9QcGFTOPc1OuVYrTw8/WmiwwZ30a8xrHVw4J0B4UnzzxN1wnKfrSE8DMxTJzyF4zqTxSA0SyjlBMvrZjAoU8YGE8BvBQfw+/5C5Gj0Rr11eMBo//L+lxtqmy3R40WrESfnDKRcC3L83foKCi7Hn3ivTEXNy7BDLwXScoFB5wF9TgUueAtwWZRLvH2viE3CN8nRThCNoV1kkG8Sm+NECUHP74rXpQEkestbuQDInEBaAVqN9WUf/HfOAA5qNJw1AT+AKdU1qHQ48Hx7E8JRqMxU7Ugdx6G2rsT0euYnJWJshwFA/hZ6hVqUC1hIuBdwl5QueHXSqxj8nnSKqMl5k0NtMsssII6uTV37ePKg3wk8jwSf9kGyX0Y/rL5iNeKcFgkRVhLUXBFyvM+FpU5tWkMePDD2VmCxYPJ2zy7g+UhhSZHLPw/Yp3Udp3zcua8Gcj1bGRS7f7M9X0YPxcO4IReFvkgIpRVOfW1ucrqws2ynrnNVYQIgo7UwvrYO2zPzMCq+o/QBNhD+gIC+yAng6soqSQHQ/lZ79Dk5tzOqPptAdGy/nFTggL56jjqdLUvAERw7FVj1ho5SFQRAk4QtLYGgX530KsZ0HNPy3TQNIOVypw6ZisLqQpyWF3CKMSumZasU/kxkyb5CfJKajP+1S8fDYx4OZDS5Nx8IXsdkHVEB4pLJ89tanRGl18mB/1M7SewU2NYKHXUk3k+vzr6gzFePp1Y+petcVQji1sYybAm4DfHykWL8fP7PiDeQJ9UKpMKeZApC0xxT32Blc2xBFeHs+Nnzh+DUgdm66/FzHPjmASTCEUc1NZeMABIFDWAw0DQJx3U+TpTmTFMMwYs/DAQbv6Y5ppyCeQHt35rkTsLzJz6PSd0mAdAXF7DVoEd4SO+q7XgVL9cg7fx+3NztH1hy8RJc0Kc5XlxCO7EtoFYvdQOpDU1HId6e++T/tHzukiywAbTz7xFilZ1olIiRu8CgAYdgPk+JgWL125HbaCH0TiNASukubHFukz1eSpcNx9uLjs01rlVrnp1HlsIBaUqDptwFsf5CJemJC9eMJkGt/1mBYON5xwPTK4Chl8iXa7LHuTVZbVoRvU4Rf5fwCu4o9PLWIrR4ktAuXsF85dof1csQ2szpCXNjFUIh6RrB7+o+HonH3YmL+16Ms3qchby0vNA+ibzSnQn79f6UolTsdRMI4WwJmBErEHf/4ZqC2lLge53GyWo8VETFCJk3aexMJpzVS5GuIytITCDROQMILPHcuBh4Vj61niRKGsAoh+E5pdsp6gdRwuzgyqd0OwWfbg8PDsyQJXxwT1JemtV094Qer1LkjlLef9lnQO/JwMIngPpKVfu6qNJ9fOhz3nHA6c8Bf70EnPUiAOChMQ9FniMhTDvkRrDsQcCRTS1fPZQ03XlNBI6GnTUEuY5BmAawFUEsJB1aL/7eSDeosVv4guoQ/vwqv4PGMPro0RLcXFaB3sm5FEqzCYnkTgFK8FxwCTiMY64K5BLN6q+1RBrNAgDcP+p+amUB1tq3mS3qju5IIX5jrNFxWOD/YTq8lMPtu3Ijr5/QwU7T/TOqsetzamBZe+JDwBnPGivLTG5dFchKImT0DcBdGxVzsEvZADqluolTHgNuWio+zkpN9zHXWFdXFGACYFtkyzfRboEifgvcPC6oqsEt5RWwRXReSjTE0wkY/fy+7wFIeJcHQ02c8Zz0iTwPtO8d+CyMnk9pxj6522Rc1v8yKmUpYZpWMqj1iRX7p1jg2h8D+YtHXKP93HANfpryZFDTU9EU3WxKZtAjTaCF7HMacOU8IKuPzsJOjNiULLXcyjki7DuNmN500mI+NPFh6x1qLKZ1/7o2AnHHlCq3LBElIWj8vyUHQ12tyR2jfkwr55+Uoozk1x0BoPBcSXr7AQAPTP0duHZ+QCOT2Tw45B1vqD2zJszCZf0uk15KMojUsmxGfAb1egCAG345cPYrwB3rTSm/TeJJCuQv1iO0u8PMPyRsAJMEQslpznTysrfM096eWOKyT4GeBrLEOCPt754oLkGPxiY8U3RUsLV5NDj/rZYtOVqy74TRnWTZN0h4CrhWCBMA2xKVhUBdWeT2aBm6TnwwYCMYhpoTiGRXr9WjrxXyt8Mi55j2PeX3xacC3cYGBuSb/wLuPxBYNlbgu3O+wzm9zpHd369dP9w/+n6RUf3SS5Zi6uCpWHHZCq2tFyGl7dOaRo64LocHGH6FZBBcRhQ48b6wDZFTz+cEwkhnzoNl+QVkZXujm07TDPpmUAxkLjHx79HkxTcHDuEMYcq44NjUYUDLpkePluqu9vZyQS7hK+cBQ+SdthSXsFsJTABsRRBpzhY+GbmtdE/EphnF5gcdBiA5E1SzAaRbv0f9GAbQ+1T1Y8KXep2uQPwyFfLS8tCnnbalpLS4NNxxzB1IdCeqH2wX2mIAS62Ee+aaSXIW8EhZYDlzzC2Spgo9m7wYWt+A9l4fBiIeKaTmDB79Xuh25YFRD+CK/lfgi7O+MLciYdSI4PXO6teySW+PfUtZOQb2mdLyvUtaHnDKf+RPaAMwL+C2RtHWyG1/fxKx6dzqGjySRcepQCtqXWxEfDqis8I4fhpQdVg0s2SI4YCA4Fe4Cjg1bOLQezKw85ewM/SbEijFsFMLb9K3XV9sL9tOVM/A9gOxuSSU7vCM7meQNZBhDVZ7uzocgeVMQDoXLIAPDh2BD4Cr33Dycgeeq79Np9vT6SM9Ph33jpJJRacVl4KTTDdBtpOgBpCCLd715ZXApNPxZed/o6KhAp2SOwH+1h3oWQ0mALYiDrsIbmf+H5HbClfTb4wBpJxAqFspTnqUdomtk+PvDnhHhnfAl30G/CddvM2As4eSkEczvt0NQ27AnQvvbPlOmh+YBmaHgTGM3jy1rQUZUxgOOgbKBB0pLDsOBW5cov28WMRFqscTvPueFKCxCuh0DICjsmfI4b7qW6D7ePQRmn3IhbxqIzABkAGU7qZa3Ji6ekPn6xru23IWBJNo6SalZt+UPWWtymLRM13BfrEtM/7fAZvctgzNZ7CrDqe0Q3/Tq7+1IBTK780HfA2B5XWZnN6KSHgey9K3bawMMBtABnWeNGg/aKkNIEMWDjyQHd0l8s7JndE5uTO18jyO6Nl8RjvotSJ2aVtU20EmAGb4VJYN+5+lz4HghHu0nxPLkARZFt4Sp8sc28o+p0VuG3ML/XpsCBMAYxGbJ2c3miFDePZ9JQGPL3WhMjoawLcPHYlKvVbAdTkW0BJbsNMw3XVNyJ0guf2Hc3+g6pXbMbkjtbK00i5Ox7KgRp48XsLJS4nk5rzRx1xFvzF6OHZq4P9+/7C+biUN4EkPtex/61ARJtTU4mE5b9QL3tVXfxsIOyLi2p8CmmclZJblJ+ZOpNcOqRiSBvqyWIIJgLHI7WtEX6WdImIXXmArdXllNdbu3Y8TBMvKkjqCKC0BH1vfEJV6LUFLwvpLPjYU7y8vLU/Su9Bpgo1OUKP46T+sTZtmhcfyWT3P0nbCv7YDDx5RT11mFZm9gAcOAhd/aH3dcn3IpOnAif/X8rVXUxNeKjqKfo0yoV6chBOWW1eFN4DsvNaCK47A7ED6msycMJNeO/qeDtyyXLwtjlJQVZvDBMBYJL0VpS+TIPyV1yCGMKJFP+M2M+0T9Hmda11anX/+fKy/cj0GtDd3ebtbaije3/unv29qXUJmjJsh+p6utGTJcZEBkaONJ8k+S9KAaoYQ/eXSM21otfSWDgtEPVZnB63pLVsHTABk2A598+A2Nnu2AKtt1nwWhmQwQ7MYjtDrd3gHDSFEDHJub3EIEllNlZ3odjww5OLotiGzt/R2GYeAiFSJRhHEumvznP9WIBUbiZ0gbdpQVinmBcywHcwJxB5Y5ZkbxB+tjDStnBS/zH3M0eFJaRbX/hDtFgSy2Ny1EXgh7Lp4mpfuwzLgJNF+Xtt4SBIRgy+IXt0Dzo5e3RbDNIAM2xFrYWBGGwx7Y1e8vEWp5Qyyu1wcxuiEzidEqSVi7OL1Gyf3bkxdZGk7AtjjmsiS3hW4d18gl3U4J4qDIPdoio33I6Y47q5ot0AyTV1rpe38UkbM4JMZJILhFybW1lnZnBDdpIMGzzlchE8PHLK4MeZjdeDinKQcjO8yXvN5TX5xgverBtrDo9UugZ9lbQBJnRVocqux3M2WkJAu/a4TpDXURCylMTSTYPib8940LTVbuF2sIkwAZDCih5wu7/uCg/jiwCGMlPS8tUADWLZPcrMbwIDGJsl9cowwUWsYLhDpRVWAmbow8P91P9Opj+PwysmvGC/HJoLXad0D8cV6pFmc3iyMm8orolq/iMTMaLeADCu0tzbREEedkx8G/r0XGHIh9aL/vupvrLx8ZYRdrCQpnQL/955EvR12hdkAtgJishtRCLTJy/ygFJ5HX42CFlUqC6kV1bOpCYk8jz8SFXJi6uC73d/hQPUBqmXK0vkYYLqNhItm7CIAXj/4evRt1xfHdDgmqu1Ik7MBpMnom4AVr6ofl9QeGHEtsOYd89tkBpP+AyxgaSSpk5hhSrEOzoEEpbzDQu5YC9RXACk5prTFjjANIMMaTn0q8P8lc4H7DwCnPSV7qC7TapYKDgDwwNIH8Mp641o0IHo2bDNPDMT40hzUuJkGn3mxGYdlDWv5nJeap3is2+HGxK4TkR6fblp7iBhIoP0wyqnN9yqzj/qxZ70A3PSnqc0xjJym8vi7AnETk7Ikd7s4nToVK+5RG+P83hoDa7sT2pTwBzANIMMsHG5gsEClP/YWYOR1RDHH/Lo0OLElAPKwf4uLaouiUu/kvMlY23Ut3FoCUQvYW7EXJ3QxxxFkVMdRGJ49HF/t/Aqfn/W5KXXQoEtyFxRWN2usL3wX2Px12AGj6FbocIa0wdMJssfkDKJbP216nwKMux3IGRq5zx0P9DgJ2PhZxC5e61vddSyw/y/g9Gd1NpQhxdor1sLtZBFk1WACIMMcHjwEhL+AhAFn7S4YtRUsW0qWQK/wBwA+3rx4gulx6bhywJWYNmKaaXXQoKReJXXiVfMsaYeI0562vk69cBww+XH5/Wc+D3QcAux8XbRZswB4zY+Atz4UaoZBBSb8kcGWgBlUSQt6HBp4Abt4dYRXsGIJWCYgbJC3NOYFtoelWuvDydGPp/b4cY9jcrfJuKjvRdTLNgPVTAmeJPMqz5LJqjDmZvPqtJr4tICG0CgOBxP+KDD3jLnRbkJMwgTAWOXyL6PdAklOr6k1XEZHPQKgFQy7THH3qPoG3FRmP6eItsal/S+lXubZvc7GzAkzEeeMo162KYTPh9p1t67ufmdGbkvOtq7+KHJy15Oj3YQ2w7fnfAsA8Dg8GJxlo6DmMQRbAo5VWrGrum2XgFM7RbsFDAKMLB8HEdnQxSBpcWmoaqoKbUjKAsr2WlN5RljYm6m/A5l9I49L7QxURs/MwAw0xZtjGKJ7WndsvHpjtJsR0zANYCtgCeVQIgw51BdtnYTiq5oTyAtHismaxDCFp8fHkL2aBKM7jhZvsDLN3qDzQp9dCYF8rlJBlE1Yqo82yR7KwaIZxHRO7hztJsQcTABsBRxw2UeRS0N7Jx3oWa1iC/SGBBHiPRraoXTkydHKdsIAAGQlhMJ8PDj6wSi2RB8dkzqKN5wgcFq5dZW5lbsFE9LJj8kfN/CcwP8koWMYDBVuHXYrAOC4ztIZmxiR2EdyYOimtTkT2FYv0C5P/H3kdcDqt0WbZPOuhsFH6a6dmncqfs6nk7mjNSMMJn1mDwmbNptz9cCrcaT2CCZ2nRjY0O9MYNpWIDkn4HhgNlMXAnsXB4I+yzHxIaDjUKDHBPPbw2j1nNXzLAzMHIjclNxoNyVmYBrAVkBrEwD1YYEGMCEduGN96LuEsfsJtealeKPBc+Ofi3YTYgJVL1qbE++KxyNjH8HxnY8PbUztZI3wBwSyxBx/t3K+YVccMPgCIClG0sNJIAwMzog+PdJ6ULEBbiswAbAVwNnIayJTLvG8Aj1opHezKhNIhsCbUmJJmFQDGC2ild3DKmgZ4WclZuGM7mdgSs8pSPGkUCmT0fp4Y/Ib0W4Cg6Gb2J7mMgAAnI38Zq+uqFI/KIwvDhxChcOBk7p1MVBzNK5BpDClRbyyusWn5p0quf24zsfhzwM2T81FyOndT6dW1jPjn6FWFqN1Eu8KBbcfnMlCkTBiCyYAtgLsosZ18TwSdGjA3AAy/RZ6KdIiLlIzZCdhHABmTZiFFE8KvtjxBe4fdX/E/kfGPoIzu5+J0XNHS5wdewgHZAbDCq4ffD1WHFqBt099W/1gBsNGMAGwFdDbT9Ft4p5dwPO9RJuG1jfg73j1ALheSsuLLpsvo+L0Z4H6CiC9m6Fizq+qxjKTQ/jwPI8xHcdgTMcxkvuP73Q8Et0sEwGDoZc7j7kz2k1g/H979x4XVZ3/D/w1w31EEAERBEW8gIgoalmGt8q2Vdf1fitZtds3deuXUq7aau1vrW3NrdzKbWs3XEu7ab+1MtPKyvqqIYpghppoWF7QvIAo13n//iAmYGZgBgbOZ868no+Hj5gzZw7vV2fO8J7PuVGTqDJ4RM0wOO521y0sMNxqUms1ZHdduoz+paUY2ZS7ibRm0zjoPmDYI4B/kNVTjrbA3hB0r3DBsY+NKKkosZq2edxmeBu80b9Df3Rs07HFayAiIvWwAXRn4/8JdLsZxuvucu1y52wD+kx27TId8H8uXsba04Vwm3O4vP2A3+8DJmc4/dL/uaTdLeO6BnfFvpn7kHF7huWkkBWpKzSrh4iIWh8bQHfWdyow810Y/NvZfj60u+3pjek8CJj4iuVhxyac2dv6NNptHNoN6D3e8rC0kd3gbavM2PzDKYRVmTW9fI/BYKhzRrCvl6/VPK48oYKIiNTCYwB1wGCvlUiaCBzZCpw+0KTlvnimEFvbmHDPpSJ8ENimGRW2AkWOG7zWwN1C9iYthM97D1q+dXWuqGydohwwImZEncefT/0cIX4hGlVDREQtza1HAFesWIHBgwfDZDKhXbt2NucpKCjAb37zG7Rp0wZhYWF44IEHUF5e3rqFtjAz7JxB62MC7voYeLBpDeCQa6VYcf4CTIo0Vw1To0ZjA3X4tY2qs8F5AfhL4fkWr8kRfl51T/Jp799e99cMJCLyZG7dAJaXl2Py5Mm4//77bT5fVVWF0aNHo6SkBF9++SXeeOMNbNy4EQsXLmzlSluW2GvQAtoB3r7WtzCjFtPgBmXjLgwNzT//4qVmVgNIExrjCFNEs38vERGpza13AT/++OMAgIyMDJvPb9u2DYcOHcLJkycRFRUFAFi1ahVmzZqFFStWICjI+ixOd2QWF11DL/p61yxHC4qMUjZ4V5Yu1jcpl563A5f22pz9vktFeD6kXbPqqTQ7v5t5Rq8ZzfqdRESkPrceAWzMrl27kJSUZGn+AOBXv/oVysrKkJWVpWFlrmW3AWzgeDSbBv+++cW40qwtDT9vo6HSmjS019TW/WVjh7RYLQAQ6h/q8LyvjXoN9/e9H79L/F0LVkRERCpw6xHAxpw5cwYREXV3Z4WEhMDX1xdnzpyx+7qysjKUlZVZHhcVFbVYja5gfzefk8dw2dlVHGx28izgiCTn5rcntpEGb8abwJPNuX1c63n7N2/bHKWsauFjF71tNZ129A3vi77hfVuwGiIiUoVyI4CPPfaY5RIV9v7t3Wt7l5kttg5kF5EGD3B/8sknERwcbPkXExPTpCytpUrsNGjOHsRv41IgAOAnwPaCH7G94EfHltOhl3O/tyliBtW7FZsau4BtVZE+MB0J7ROqj8eMH1V3V3sLn2gRE6T2e9eVRnUdpXUJRERuQ7kRwPnz52PatGkNzhMbG+vQsjp27Ig9e/bUmXbx4kVUVFRYjQzWtnjxYixYsMDyuKioSOkm0O5JILX5mICKRu6w4WX/Esw11wIMMJtxzcbJDBbX3wcM/0Pj9djj3w4ovWT7uelvABtq3hvuc4bq73rX2qU6fUP1fzfeDZSXQEyO76JtirjguBZdvkqacsILEZGnUq4BDAsLQ1hYmEuWdeONN2LFihU4ffo0IiMjAVSfGOLn54cBAwbYfZ2fnx/8/Bq/960qHDoGMHEccGB9wwtyYDTqjVNn8NvoKPszjPpro8tokLe//efia12YuH7jpMhJIKE9RwNX9zc+488X2q46+m6Ds81JmoN/H2zaTeZv7Xxrk17nrhz6IkRERAAU3AXsjIKCAmRnZ6OgoABVVVXIzs5GdnY2rly5AgC47bbbkJiYiJkzZ2L//v345JNPkJ6ejnvuuUc3ZwADDZ0FXKuhszdqN2BWrdkbfzvEVVQiqqoF/9Da2Q1t5TfP1Zug8R//OzYCCWMQ/Oun60z+2/C/NfiyBs/gHvQ/eCDlgSaXNDtpdpNf6444AkhE5DjlRgCdsWzZMqxdu9byOCUlBQCwY8cODB8+HF5eXvjggw8wd+5c3HTTTQgICMCMGTPw9NNP21ukW3LoMjD2mrtfPQFkZTQ8Tz0dAsJxqtyFFzDu/ztg38/rsbFRyEfPAZWlgH+9Bl7r0Z8et1b/q2dkl5ENviwq0M5o6iPHAVN7GG3kCvAOwLXKa42W1Cu0FY7FVAhHAImIHOfWDWBGRobdawDW6Ny5M95///3WKUgjdpuI2s2UvebOWOu4P3v3FK6ns09bZLuyAew9zvEG0Nu3+p9OJIYm2n7CNxCA9UlML418Cdd1vA791/VvcLmLrlsEH6P9Yzr1KCzANYeOEBF5ArfeBUzV7F/s14EG0NsXuGs7MPtD61G1VlOrzsE/7/JMGOPkMnQ2+mOnyfUyeMHH6IM3x7yJgRED7b78zsQ7W6oy5awesRoju4zE3H5ztS6FiMhtuPUIIFXztXfcXNywX342eNlfQIyTdwBpyV1tA+dUX+A5tHvd6X7ud8zm4KjBLl9mze7+xNBEvHDLCxi0fpDLf4e7GdF5BEZ0HqF1GUREboUjgDrQwdTB9hNtO/7ys7N3BWlIGxfvaquzq9oAdEgAvH7+bvK794DIvkDa/2t4GQod/7Vt4jY8PPBhrBq2qtF5HTluLS0xzfJz7eM9vYwNNPVEREQNYAPoKVRuABvSdShw3xdAJ/uX7VFNZGAk0nqnIfDn4/ia654+91h+rn3Rb2+D7QH8vw5t5qV4iIhI97gL2FO4sAEUJ24vRs3XrtbJObVHDOuPAP7v9P/FicsnkBTmolvxERGRbnEEUCeeGvJUwzM0dPcOJzl02RmnNOOuHrFDqv87cI5rSlFc/Uu7dArsBABYOmgp2vq2RZ/wPg3e5pCIiAjgCKBujIobhUU7F9mfwZW7gFVy5ybg0vdAWA+tK2mStr5t4WXwqrNr9/VRr1vN9+W0L1FcXmx1vOemsZtw7NIxjvoREZFTdNoVkJWC3dbTBjTxThHqnG9RfbkUN23+gOrduLtn7Mb0hOmWacnhyVbzBfsFI7pttNV0k4+Jo35EROQ0jgB6isoy62mdb2z4NcExwOWTNp5wcQfo4c2Lv7c/FgxYgOjAaAyLGdb4C4iIiJqJI4CewreN86/pYfs2ZpO6T2hmMVSfv7c/0nqnoUtQF61LISIiD8AG0FN0vsHGxEZG8m59zObk+PDezS6nLs8eASQiImptbAA9RYSNkwQauwixf3DL1EJERESaYgPoKXxMNiY27Vg+cfUxgH6uuWAyEREROYYngXgKn4Cmve6+ncAPmcAHCyyTyqvKXVTUzyL7ATfMBYKtz3IlIiIi12MD6Cm8/aynOXJB58hkIKxnnQbQ5QwG4PYnW275REREVAd3AXsKLx/raY0dA0hERES6xAbQU5hCrae1i2n9OoiIiEhzbAA9RZsO1tPaxzVpUUY7t5VbOGBhk5ZHRERErYvHAHoKXxtnAZurrKc5wNtY920zq/cs3N/3fphsnmlMREREquEIoCcJ61n3sSMngdgg9Y4dNMDA5o+IiMiNsAH0JHN3133cxBHA+kL8Q1yyHCIiImodbAA9idGr7uM2YU1aTP3RvukJ05taEREREWmADaCnGjgHMLVv0kt9jD4YGj3U8tjf299VVREREVEr4Ekgnmbk/wVO7ARuf6pZiwn1t3FZGSIiInILHAH0NDc9ANzxNuDt26zF9OvQzzX1EBERUavjCCA1yW+7/RZGgxH9wvtpXQoRERE5iQ0gOWfknwAAXkYvjOs+TttaiIiIqEm4C5ickzBG6wqIiIiomdgAkgNqXfjZzm3giIiIyH3wrzk1rvYdQ+pfS5CIiIjcDhtAnbq7z92uW1jtO4ZwBJCIiMjt8a+5TiW0T3Ddwmpf6Nm/neuWS0RERJrgWcA6dVuX21y3MG9f4J5PAbMZ8At03XKJiIhIE2wAdcpgMLh2gZ0GuHZ5REREpBnuAiYiIiLyMGwAiYiIiDwMG0AiIiIiD8MGUEd8jb5al0BERERugA2gjvh5+2ldAhEREbkBNoA68uItLyIsIAwrh63UuhQiIiJSGC8DoyP9OvTDp5M/df0lYIiIiEhXOAKoM2z+iIiIqDFsAImIiIg8DBtAIiIiIg/DBpCIiIjIw7ABJCIiIvIwbACJiIiIPAwbQCIiIiIPwwaQiIiIyMOwASQiIiLyMGwAiYiIiDwMG0AiIiIiD8MGkIiIiMjDsAEkIiIi8jBsAImIiIg8jLfWBbgDEQEAFBUVaVwJEREReZqa/qOmH3EFNoAOKC4uBgDExMRoXAkRERF5quLiYgQHB7tkWQZxZTupU2azGadOnULbtm1hMBha5HcUFRUhJiYGJ0+eRFBQUIv8jpamhwwAc6hEDxkA5lCNHnLoIQPAHI4SERQXFyMqKgpGo2uO3uMIoAOMRiOio6Nb5XcFBQW59UYA6CMDwBwq0UMGgDlUo4ccesgAMIcjXDXyV4MngRARERF5GDaARERERB6GDaAi/Pz8sHz5cvj5+WldSpPpIQPAHCrRQwaAOVSjhxx6yAAwh5Z4EggRERGRh+EIIBEREZGHYQNIRERE5GHYABIRERF5GDaAOsNDOsnV9PKeYg5yNa4LcrXWfE+xAdSBqqoqy88tdacSLZjNZq1LaJKffvoJ165d07qMZjl69ChWr14NwL3fU1euXEFhYSEqKircOge3cXVwXaiFn7dNxwbQzeXl5eGee+7BtGnTMGfOHOTn56O8vFzrspyWn5+PFStW4KGHHsJf//pXANV3YHG3b9hHjx5Fly5d8Oijj7rth1JOTg6GDx+O3NxcHDlyxDLd3dbFN998gzFjxuDWW29FUlISdu7cCcD9cnAbVwfXhVr4eds8bADdWF5eHq6//npcu3YNgYGBOHDgAFJTU/Hyyy/j/PnzWpfnsNzcXNx4443Yt28fMjMzkZGRgTvvvBOA+33DPnDgACoqKvDCCy8gPT0dZWVllg3ZHT5cf/zxR4wdOxbTpk3Dyy+/jJ49e1qec6d1kZeXh2HDhqFPnz5YsWIF4uLiMHfuXADVOdxhXQDcxlXCdaEeft42k5BbqqqqkrvvvlumTJlSZ/r9998vPXr0kJUrV8rFixe1Kc4JBQUFkpCQIIsWLRIRkZKSEnnttdekf//+cuTIEY2rc97XX38tM2bMkB07dkhAQIDMmzfP8ty5c+c0rMwxH3/8sdx2220iIlJRUSHz58+X8ePHy5AhQ+Stt96Ss2fPalxh48rKymTKlCly1113Wabt3btXJk+eLOfOnZMrV65IWVmZhhU6htu4Orgu1MTP2+bhCKCbMhqNKC4uhslkAgDLbogXX3wRo0ePxt///nd88cUXANT9JiQi+OijjxAdHY2HHnoIIgKTyYThw4fjxIkTKCgo0LpEp3Xr1g25ublITEzEf/7zH7zyyitYtGgR7r33XqxYsQIVFRVal9igkydP4uzZs7h69SpGjhyJQ4cOITk5GSEhIfjjH/+INWvWoLi4WOsyG2Q0GnHu3DnExsZapr399tvYvn07UlNTkZKSgieeeEL5URtu4+rgulATP2+bx7vFlkwtLigoCLt37wYA+Pr6oqysDH5+fnjmmWfw448/4pFHHsGoUaPg7a3majYYDEhISMDEiRMREREBAKisrERERARCQ0NRWlpq9Rqz2QyjUc3vLWazGX5+fvDx8cF3332HSZMmoUOHDrjllltgNBrx1VdfwcfHR+syGxQeHo7y8nLs3r0b7dq1wz//+U+Eh4cDAB577DG8+uqruOOOO9C2bVuNK7XP29sbbdq0wbp16xAaGorDhw/jpZdewpo1a3D99dfjnXfewbp165Camopbb71V63IbxG1cHVwXauHnrQu06PgitYiqqioRETl+/LjExMTI7NmzLc9dvXpVRETy8/MlPDxcPvnkE01qdFTtXXFms9nyc//+/eXtt9+2PF63bl2r1tUcs2bNko0bN4qISFpamoSGhoqvr6889NBDUlpaqnF1jUtOTpaQkBDp06ePnD9/vs5z0dHRsmrVKo0qa1zNtlFSUiJjxoyROXPmSHx8vDz99NN15uvRo4c88MADWpToFD1s4yUlJZaf3XkbP378uHTq1Mmt10VNvSLuvS5q1+7un7dJSUmafd6q2dqTlZKSEgDVw/g138g6deqEpUuX4quvvsL8+fMBAAEBAQCqv9kFBQUpN1JTOwdQ/U26Ru2D82uf0bV8+XKkpaXhu+++a8VKG1Y/R+2fQ0JCsHfvXsydOxfbtm3Dzp07sXnzZjz77LP44x//qEm9ttTPUHN5i9WrV6Nz5844e/Ysvv/+e8v8165dQ7du3ersWlVB/W3DbDbDZDLhvffew7/+9S/ExMQgISEBAFBWVoaysjLExcWhe/fuWpZt5fTp0/joo4/w5ptv4uTJkwCADh06uN02Xj+HyWSyXGLEXbbx48ePIyMjAytXrsTevXtx9epVxMbGYvny5di5c6fbrIvaOTIzM60u9eIO6wKwXh+16w0ODnaLz9v6GS5fvgwAeOGFFxAdHa3N522LtZbkMgcPHpTw8HB5/fXXRaT620/NN6ALFy7IqlWrpGvXrjJmzBg5evSoHDp0SJYtWyZdunSRH3/8UcvS66ifw5bKykopLS2VuLg42bZtm6xatUpMJpNkZWW1YqUNs5ejZvRp06ZNYjKZpGvXrrJv3z7L81u3bpVvv/22VWu1p6F1cfXqVdm0aZPExcVJr169ZNOmTfLFF1/IsmXLJCoqSvLz8zWo2DZb20bt/4qI3HLLLTJ69GgRETlz5oz8+c9/lo4dO8rRo0dbv2A7cnJyJCEhQZKTkyU6OlrCwsLk0KFDIiJy/vx5t9nGbeXIy8sTkV/WierbeE5OjoSFhcnAgQOlV69e4uPjI/PmzZPs7GyprKyUZ555Rrp06eIW66J+jvnz58uuXbss85SXlyu9LkTs5/jyyy9FROTdd98Vf39/pT9v7WXIzMwUkeoMXbp0afXPWzaAiisoKJDk5GSJiooSPz+/On/oahqOy5cvywcffCB9+vSR0NBQ6d69u3Tt2lWpjdheDntSU1MlPj5eAgICLBuJChzJUVBQIAsXLpScnBwNKmxcQ++pmj/SFRUVcujQIbn55pslNjZW4uLiJDk5uc4HrNYaWxc128f27dslOjpagoKCpH///lZ/KLR29OhRiYqKksWLF8upU6fk8OHDMnHiRBk1apRl96k7bOP2cowePVquXbtmNb+K2/jly5clNTVV0tPTLTWvW7dOBgwYIGPHjpXMzEwxm82yZcsWSUpKUnZd2MsxcOBAGTdunHz++ed15ldxXYg0nmP37t1y4cIFSU9PlwMHDmhcrW0NZRg7dqylIf/2229lxIgRrfp5ywZQYRUVFbJ69WqZMGGC7Nq1S5YsWSJGo9FmE1jj008/laysLDl16pQWJdvUWI76KisrpXfv3uLt7a1UE+XI+qisrBSR6m/WKnIkQ+3RM5HqD6b8/Hyr41O05Mh7qvaIU0FBgaxatUreeecdOXHihFZlWyktLZW5c+fKzJkzLe8dEZE1a9ZI796960yroeI27myOyspKSUpKUm4bLyoqkoSEBMnIyKgzfcuWLXLTTTfJ1KlTLSMyZrNZduzYody6EGk8x7Rp0+Tw4cMiou66EGk8x5QpU+T06dNWn1kqceQ9VfsSPHl5ea32eavm6UoEoPpsxhtuuAGRkZG44YYb0K9fP4gIZs6cCQCYMWOG5WKRVVVV8PLywogRI7Qs2SZHctQwm83w8vLC448/jn79+qFbt25alW3FkRw1x2eqevaZM+ui5j1Vc/ycShzdNkQEXl5eiImJwYIFCzSu2pqvry9iY2Mtdda4+eab8eSTT6KwsBDh4eHw9va2nJGp4jbuTA75+VjN5cuXIyUlRZltXERQUlICo9GIoqIiALCc6fvrX/8aFRUVmDdvHjZv3owHH3wQBoMBw4cP17ZoGxzNsXXrVsuFh1VbF4BjOebOnYs333wTDz74oJJnLDu6Lj788EP06NEDABAfH9+qBZIbKS4ulsWLF9cZ7SgtLZUPP/xQfvjhB42rc5y9HFu2bHGLC3jW0MP60EMGkYZznDx5UuPq7Lt06ZLVtG+//Vaio6OlsLDQMrpx/PjxVq7MOY7mqD2CpqKHH35YgoKCLCPFta9UsHz5cuncubNcuXJFq/Ic5kiO4uJiEVF3XYjoY32omoEjgG5CRGAwGBAYGIjFixfDYDBg5syZMJvNyMzMxIYNG5CTk6N1mY1qLMf69euRm5urdZmN0sP60EMGwP1zBAcHA/glh9lsRmlpKUQE/v7+MBgMePjhh7Fhwwbk5eUhMDBQ44ptczTH+vXrcfjwYeVy1NS9ZMkSZGVlYfjw4di1axc6duxoGV3q2bMnwsLC6oxyqsaZHDXXLFTxFnB6WB/KZ2j1lpNcoma0w2AwSHBwsHz99ddal9QkzKEOPWQQ0UeOw4cPS1RUlBQXF8vSpUslMDBQdu/erXVZTnPXHHv37pXU1FTp1KmTZGZmWkbKHnzwQRk8eLDlseqYQx0qZmAD6KYqKipk1qxZ0q5dO8vlItwRc6hDDxlE9JHj2LFjkpiYKGlpaeLr6yt79+7VuqQmUTWHrbOS6/vmm29k4sSJ4u/vL3379pWhQ4dKcHCw7N+/v+ULdBBzqJPDHTOwAVRAXl6evPfeew7PbzabZf369RISEqLMB6oIc6iUQw8ZRDwzh9lslszMTDEYDNK2bVtl/sCJ6CPH/v375b777pPTp087NP9bb70lK1eulL/97W9KXTuSOdTJ4a4Z2ABq7MKFC+Lr6ysGg6HRa+PVlpubK99//30LVuYc5lAnhx4yiHh2jtLSUpk3b57k5ua2cHWO00OO7OxsMRqNsmjRIqvn6p8IofKJEcyhDnfOwAZQAaNHj5apU6eK0WiUf//731bPq/amsYc51KGHDCKenaP2mYKqcOccOTk5YjKZZPHixZZpFRUVdc6+rH9d1dpUea8xRzUVcrh7Bp4FrCGz2QyDwYCSkhJMnDgRKSkpuOuuu+Dn54cZM2Zg69atuOmmm5S7v2R9zKEOPWQAmAOoe59srbl7jpMnT6Jv376YPn06nnjiCQDAI488guzsbJSWliI5ORnPP/+85V7Stq4np8KZsszxC61z6CEDG0CNGQwGDB06FEajEYsWLUJZWRnuvPNOPPPMM/D398fGjRuV/yMHMIdK9JABYA7VuHOOqKgoxMXF4cSJE9i9ezfS09Ph4+OD6667Dt7e3sjIyEBeXh4+/vhj5S4mXBtzqEMPGbgLWAErV66U8ePHWx7369dPjEajLFu2TMOqnMcc6tBDBhHmUI075qh9e8akpCQxGAwyadIkOXv2rGWer7/+WkJCQuS5557TqsxGMYc69JBBRETRtlS/zGaz1bTu3btbviHMmTMHZ86cwd13342//OUveOmll1q7RIcwhzr0kAFgDtXoIUfNrSUrKyvh4+OD/fv3Y/r06ZgyZQo6dOhgmS8xMRGRkZE4d+6chtXaxxzq0EMGC607UE9x7Ngxyw2f698Y/cyZMzJ69GgZMmSIREREyP79+6WsrEzS09Olffv2Nm+xpBXmUCeHHjKIMAdzuJ6tDBUVFSJSfeB9/Wu2FRcXyy233GI5sUXrg/NrMIc6OfSQoT42gK0gLy9P/Pz8xGQySU5Ojoj88gYym81y8uRJ6d27t/Tq1UuysrIsryspKZHCwkJNaraFOdTJoYcMIszBHK7XWAZbHn30UenSpYvlXq0qYA51cughgy0GERGtRyH17Ny5c0hLSwMA+Pj4YO/evdi6dSuSk5NRVVVluf/fgQMH4O/vj/j4eC3LtYs51KGHDABzqEYPORzNUGPnzp145ZVX8MEHH2D79u1ISUnRomwrzKFODj1ksEvrDlTv9uzZI9OmTZOPP/5YcnJyZPz48RIZGSkHDhwQkeqDSFUcGq6POdShhwwizKEaPeRoLEPtXdpFRUXy2muvybRp05S5UHUN5lAnhx4y2MMGsBVkZmZafs7OzpZx48ZJZGSkZGdni0j1G8hsNlsdb6Ma5lCHHjKIMIdq9JCjsQxVVVWWi/OWlpbWuWivSphDHXrIYAsbwBZk79tyTk6O5Q1U8y1i6dKlTt3ztDUxhzr0kEGEOVSjhxzOZFiyZImSGUSYQyV6yNAQNoCtqPabqeYNFBMTI1OmTBGDweAWQ8YizKESPWQQYQ7V6CGHHjKIMIdK9JChNjaALazmNHFbj7OysiQ8PFzat29vGUpWFXOoQw8ZRJhDNXrIoYcMIsyhEj1ksIcXgnaR06dPIycnp860qqoqeHt7Iz8/H0uWLAEAeHv/cve9tWvX4vLly/j888/Rt2/fVq3XHuZQJ4ceMgDMwRyup4cMAHOolEMPGZzFBtAFDh48iAEDBuCdd94BUH2l8JqrhX///fcYOnQoTpw4Uec1ubm5OHjwIHbv3o2kpCQNqrbGHOrk0EMGgDmYw/X0kAFgDpVy6CFDk2g9BOnusrOzJTAwUGJjYyUqKkqOHTtmee7ixYuSkpIi9957r82DSS9fvtyapTaIOdTJoYcMIswhwhyupocMIswhok4OPWRoKjaAzXDgwAEJCAiQJUuWyJEjR6R3797ywgsviEj1waIXL16UjRs3Wr1xVLuWFnOok0MPGUSYgzlcTw8ZRJhDpRx6yNAcbACbKCsrSwwGgzz66KOWaRMmTJCkpCQNq3Iec6hDDxlEmEM1esihhwwizKESPWRoLjaATbR27VpZsGCBiIjlApA5OTkSGRkpL7/8spalOYU51KGHDCLMoRo95NBDBhHmUIkeMjQX7wXsQhcvXsS4ceMQHR2N119/Xetymow51KGHDABzqEYPOfSQAWAOleghg1O07kDdSUVFhZSXl9eZVnNLpJpjAjZv3iw+Pj6ybdu2Vq/PUcyhDj1kEGEO1eghhx4yiDCHSvSQwZV4GRgHHTp0CHfccQduvvlmzJ49Gxs2bAAAeHl5oaqqCgaDAQAwaNAgDBkyBP/9738hIjCbzVqWbYU51MmhhwwAczCH6+khA8AcKuXQQwZXYwPogCNHjmDw4MHw9fXFyJEjkZ+fj5UrV2L27NkAfnkDAUCHDh0wcuRI/OMf/8BPP/0Eo1Gd/8XMoU4OPWQAmIM5XE8PGQDmUCmHHjK0CI1GHt2G2WyWpUuXyqRJkyzTSkpK5Pnnn5c+ffrIlClTLNNrbhFz6tQpufHGGyU/P7/V67WHOdTJoYcMIszBHK6nhwwizKFSDj1kaClsAB0wa9YsSU1NrTPt6tWr8sorr0hKSor84Q9/qPNcZWWlkheIZA516CGDCHOoRg859JBBhDlUoocMLUHHY5vNJz+fIN2/f39UVVUhLy/P8lxAQAAmT56MkSNHYseOHSgsLLS8xsvLC0FBQZrUbAtzqJNDDxkA5mAO19NDBoA5VMqhhwwtqjW7TXf13XffSVhYmMyePVuKiorqPHfq1CkxGo3y7rvvalOcE5hDHXrIIMIcqtFDDj1kEGEOleghQ0tgA+igTz/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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"b_rtn_hr.plot()\n",
"plt.tight_layout()\n",
"# equivalent to \n",
"b_rtn_hr.to_dataframe().plot(ylabel=f\"b_rtn ({b_rtn_hr.unit})\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Transform the variable to a `pandas.DataFrame` object using the `to_dataframe` method. `to_dataframe` accepts a `datetime_index` argument (default:`False`) indicating if time values should be converted to `datetime` objects.\n",
"\n",
"Let's store the magnetic field in a dataframe called `b_rtn_df`."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" br | \n",
" bt | \n",
" bn | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 576009.000000 | \n",
" 576009.000000 | \n",
" 576009.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 4.436778 | \n",
" -3.022162 | \n",
" 0.313650 | \n",
"
\n",
" \n",
" | std | \n",
" 3.676364 | \n",
" 4.013111 | \n",
" 5.414090 | \n",
"
\n",
" \n",
" | min | \n",
" -7.779764 | \n",
" -12.940836 | \n",
" -13.529315 | \n",
"
\n",
" \n",
" | 25% | \n",
" 1.998192 | \n",
" -5.914904 | \n",
" -4.331481 | \n",
"
\n",
" \n",
" | 50% | \n",
" 4.978280 | \n",
" -3.851054 | \n",
" 1.152826 | \n",
"
\n",
" \n",
" | 75% | \n",
" 7.296504 | \n",
" -0.396841 | \n",
" 4.847765 | \n",
"
\n",
" \n",
" | max | \n",
" 12.380941 | \n",
" 9.837873 | \n",
" 12.080406 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" br bt bn\n",
"count 576009.000000 576009.000000 576009.000000\n",
"mean 4.436778 -3.022162 0.313650\n",
"std 3.676364 4.013111 5.414090\n",
"min -7.779764 -12.940836 -13.529315\n",
"25% 1.998192 -5.914904 -4.331481\n",
"50% 4.978280 -3.851054 1.152826\n",
"75% 7.296504 -0.396841 4.847765\n",
"max 12.380941 9.837873 12.080406"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b_rtn_df = b_rtn_hr.to_dataframe()\n",
"b_rtn_df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And make the figure a bit more pleasant."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "15eb13e69b5b409e94386453d00fdb99",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"titles = b_rtn_hr.columns\n",
"units = b_rtn_hr.unit\n",
"fig, ax = plt.subplots(3,1, sharex=True)\n",
"for i,name in enumerate(b_rtn_df.columns):\n",
" b_rtn_df[name].plot(ax=ax[i])\n",
" ax[i].set_ylabel(f\"{titles[i]} ({units}\")\n",
"plt.xlim([b_rtn_df.index[0],b_rtn_df.index[-1]])\n",
"ax[2].set_xlabel(\"Time\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Velocity data\n",
"\n",
"PAS proton velocity data is available on AMDA and its identifier is `pas_momgr1_v_rtn`. We set the data aside under the `v_rtn` variable."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"v_rtn:spz.SpeasyVariable = spz.get_data(\"amda/pas_momgr1_v_rtn\", start, stop)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a dataframe object."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" vr | \n",
" vt | \n",
" vn | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 27514.000000 | \n",
" 27514.000000 | \n",
" 27514.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 426.249600 | \n",
" -6.334826 | \n",
" 0.317864 | \n",
"
\n",
" \n",
" | std | \n",
" 17.954962 | \n",
" 15.367386 | \n",
" 20.181820 | \n",
"
\n",
" \n",
" | min | \n",
" 384.966644 | \n",
" -59.670586 | \n",
" -43.584286 | \n",
"
\n",
" \n",
" | 25% | \n",
" 412.822838 | \n",
" -16.342590 | \n",
" -16.186169 | \n",
"
\n",
" \n",
" | 50% | \n",
" 424.106384 | \n",
" -3.483476 | \n",
" -2.348698 | \n",
"
\n",
" \n",
" | 75% | \n",
" 438.325470 | \n",
" 4.522001 | \n",
" 16.442065 | \n",
"
\n",
" \n",
" | max | \n",
" 488.915253 | \n",
" 29.120104 | \n",
" 58.001766 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" vr vt vn\n",
"count 27514.000000 27514.000000 27514.000000\n",
"mean 426.249600 -6.334826 0.317864\n",
"std 17.954962 15.367386 20.181820\n",
"min 384.966644 -59.670586 -43.584286\n",
"25% 412.822838 -16.342590 -16.186169\n",
"50% 424.106384 -3.483476 -2.348698\n",
"75% 438.325470 4.522001 16.442065\n",
"max 488.915253 29.120104 58.001766"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"v_rtn_df = v_rtn.to_dataframe()\n",
"v_rtn_df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ceb02f93befe4fa08de653a410e99148",
"version_major": 2,
"version_minor": 0
},
"image/png": 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HY8eOHRpeRQCwsbGBh4eH8lWzZk3le1lZWfjll1/w/fffo1+/fggMDMTevXsRGxtLWtIRTIKbPFo7XaaI2P4c+hhyeaVALsE4UEM835ykl9YwB/Tx8FZ42+iesUyhRa6QY06Rbjp1L3OLEfj1GcZiBbFgSx0AVDvMUI2Q0C96c+77egJ97pmTLXMm16rjlddm0Ar+z7yfLyfgTwZDRjHuI7eSMXTTZYz9KYx1X7rKC2mDTCbH2TtpSMsuRHGpDDeTMlXe52MKCyk8ohbZ8AmfP83IR/dvQ9BOwHeiD/SiX+Ds7Ixx48bhwIEDePnyJbZv3w6ZTIbJkyejdu3a2LdvH+99zZgxA0OGDEG/fv1o379w4QLq1KmDJk2aYOrUqUhPryxnj4yMRElJCQYMqHSTe3l5KbUJmSgqKkJ2drbKi0DQFl01wKgkahGSI+gGm5fF3Hlji/hVmorHZmqWpg4gk7xIJk2BgoKIxFfIKdTNAFR45PUd2mQyGRTngmpTUA0FHxp5IXX2XqMXiV8/pg3f4Qnii380o3c/hz5G+5Xn8OhFrrIa9hZH54//0exH34zadhUf/HYD3b8Jwdy/bqkUc/C9H2vrdX6SkY+Oq84iPacQpWUy2hSga4/LjXljF5DpXcDK0tISAwYMwKZNm/DkyROcO3cOTZo04bXtgQMHEBUVhdWrV9O+P2jQIOzbtw/nz5/H999/j4iICPTp0wdFReU/8tTUVFhbW2t4Dt3d3ZGayqxxtXr1ajg7OytfPj4+PD8tgaCJuiekuFSGpUdua2hvEUyTM3N66LyPwpIyhD54gSIBYVFDEJ+aI/o+JRIJ7qXmoIAm3JqaXYgjt5Ix549o3udizHZ2D5MpIWWwGhRpAtR3S8tUbwzfvNUKADCpix+vYymMSUNOUFYcu4uXuUXo+/1F3E/jd+3QXQdU/o1+jgPh4nZAiqqIrBSXyVRyrIWgi75nWnYROqw8h0YLT6DxwhMaeojqrSaNhWhVwFQKCwsRExOD9PR0yCg6OhKJBMOGDeO1j6SkJMyaNQunT5+Gra0t7TpjxoxR/tvf3x/t2rWDr68vjh07hjfffJNx33K5nNW9O3/+fMyZM0f5d3Z2NjECCYKgXl7qBuCea0+w+2oidl9NNOiYqiIymZzxoSsWdRzp7z9U1p66h2k9G8DJlv5hPPfPWzgWmwILqQSPVg0We4gG5W5KNspkcvjXdVYuo4YzM/KK8NFe+hzVdZS2Wi0p27Oh7jS8kfgK7fxq0q9sZNhaCKrTqE4NhD2uDOuOaV8Pwf6eyC4oEXRvCPLVTI0Size3XMGuyR1ojcy0bH7eVEuW32dpmQyzDkQDAPo2d0dtRxutximEFzlFvGRgxKzkvZ+Wo/J7MRXxeNFHcfLkSdSrVw+dOnXC8OHDMXLkSJUXXyIjI5Geno6goCBYWlrC0tISFy9exMaNG2FpaUmbS+jp6QlfX188eFBeTebh4YHi4mK8fq1ayp2eng53d3fGY9vY2MDJyUnlJSYP03PwMD1X1H3y4VhMCkZtvYpkLcRdCdqjHnJ4ziHnEPYoA/XnH+O9//jUbAz+IRRnq1le4Jw/o9Fp9TmjJ1IDwOaQh1h+lFlU9lhseRekMpkcz16bVxifGrYtLpVh0A+hGLrpMvIoeXlUI+1HmupfOjJy+YdjXSg6dVN+vcF7O0PDx2iI+qo/Qr/ojZoO1hrvOdtZCe5aok+R7KinmVh5jF0smQu2c0INgxuqH3G3b0JYi0ByCktwMi6Fs72cENS93VY6eADlcjnmH4zFLxxdTPggugE4c+ZMjB49GikpKZDJZCovIQUgffv2RWxsLKKjo5Wvdu3aYfz48YiOjoaFhYXGNhkZGUhKSoKnZ3nbpqCgIFhZWeHMmTPKdVJSUhAXF4cuXbro/mG1oLCkDP3WXUK/dRcNHg6asT8KN568xrKjtw16XHPkfHwa3t8dgfQc3fuZlpTJVYwUrhyUcTuuCRKO/XBPJO6kZOOD30z3wagPDkY9R3pOEY7eMo0Wk7fUEs2ZeJXHv6ODPuHbpkthvAKqlb1UnT9q1XsyTe6frjhYVwar9F3JqwsWHMaYRALUdLBmzflj8iIbi4v3X+i0PZsBSL1uDNkFiXp7PRmnmg720d5IfLQ3ijUvVShFJWohYKn2ptf1hFf4Pfwpvv7vjs5FXKIbgIoKYDYPGx8cHR3h7++v8nJwcECtWrXg7++P3NxczJs3D2FhYUhMTMSFCxcwbNgwuLm54Y033gBQXowyZcoUzJ07F+fOncPNmzfx7rvvolWrVoxFJfqGeiEY60Gga0J1deD93TdwPj4dy1i8OmxQb2aDNlxCq6WnlQnoYkv4UbXajsWk4KvDcSilmb3+Hv5UcH9Xc0DMIhtDUFJmXuPlI3Mjdq/dHk1qq/xN9ZiYYl/fW0mZ2H7xkShjc6XxDNJhKG1DvqFeJrxd6I3dqw9fYvslcTTzBvl7aL3tgkOxKn9feciv00eD2vz1P9WvCmo7SaFdV6hG34JDuhXYiG4Ajho1ChcuXBB7txpYWFggNjYWI0aMQJMmTTBx4kQ0adIEYWFhcHR0VK63fv16jBw5Em+//Ta6du0Ke3t7HD16lNaDaAgklDOungRsKF6LOLMRQsi9dCz5N85kG4TT8YLj5hf3PAsrj91h7dOp8IjoOpPmw4z9Udhz7QkOUfS/ACDxZR7mH4zFh3siMfiHUJXwnbmj6zP3fHwaRm+7isSXeTrth+mB/G+06ndhTBHvwpIypeeOr+H83al7yskq9SNSt9bG8Nly4RHje17OqnmX1DxPUzSgR/x4BatPxONABHsxw6UHlZJOYn6KPVM6ILil9kYQAHw7SlNnVwyYDNp3fr6OjSzi30Kg6zvNBtUJoo0jxlIqwe9TO3GvWIH678NS5XoW+Dyk/AjP3NGtkFD0IpDNmzdj9OjRCA0NRatWrWBlperO/vTTT7XeN9WwtLOzw6lTpzi3sbW1xaZNm7Bp0yatj6svfrmcoFObMCFQ820M1Z/xaUY+Hr/MRa+m5YKnk3dFAAA8XezwUc+GBhmDrnA92IZuugwA2BGagPivg2FrxTyxUDz4xTIAUrMK4eFMX6CgaFOm4BXFQL2Tko0/IpLwfrf6oozD2Oh6Nt/fXR46//zvW/jrI+1TQ5hCWIokdwXG7LIV9PUZ5BWXIXbpAEGJ6CuO3cG6t9swvi9W71gAWDs6ANFJ/FtwCUWfhUO/h7OLAEcJaC0GlBtldP1o1eneuDa6N66NkPh0TN4dIegYAPC/4GZ4u50P47H2XHuCxy+0y1vfdvERjt5Kxid9GmFsh3qM65Wp3RfLZHI8TM9FE/cayjzHU7dTYWMpVT5TFIg1p+Kb8mNtKRXkgVXXBqSGxdl+O0WlZRi/4zqCfF0xf3BzxvW0RXQP4P79+3Hq1Cn8888/2LRpE9avX698bdiwQezDmR3UC9WQVaB/3OCnTi4mPb4LwaRdEUrNIwXGEAbVFiH3lainlTd32qb3Ff/n0s3iy6UHzB5FxfEP3XyGfusu4kmGqnfLFMNo2iKWQW2olAwxjSWh5FWEj+6l5gh6aHIVjslEdOo3dXfUMKa5cuuEYMwrn2+P3eCWHvB0tsXQ1p6C9t+7WR1eMjLUatuN4wLxQffyyeDZOT1p1//qcBx2XUkUNBYqzzML8OXBWNZ11Iu5vvg7BgM3XFKGiW8lZeLDPZGYtCuCUU9SW7Irjj3r92jGdSZ29lV6Gv29nAVVfJdRvNbp2YW4kVj5rLj6iDnkfDIuFTeevFYNlYv40UU3ABctWoTly5cjKysLiYmJSEhIUL4ePzafHnlVDSEXq9iod7swJ+NDH2ftpYDqRzbYPAOKcX/2xy08TM/FgoNxqu8b8XoQG7EuJ0OdE1MRlhaSO3nt8SvN7eVyxKdm43hsiob3RhcspBKNCRRdxWziyzzEpwqPZoh1/1HkYgkJ4fE99tZ32+Ly//rA3lp4kI7PhOjIzK4YFuCFfz7uguEBXkpvcKM6NRCzlLm/MF8+H9iU9X06A0493/qfqHKh6c3nH+K7U/EY8WOlaLn61rr+dFsvPY2H6TkqsjzqONhY4r9PuuHdTvWwcVygMAOQ8p10WHVORQ5pKk3x3svcIry55YpK9GDdmfvIKSwRNedZdAOwuLgYY8aMgVSHKpcqjZFsH2N6HdQxpbFwcUNAyIaziq3iYz/jkIERA/V7k7oYq56l8wyKMXPqtMGRpXWXIdHmZ6i+SfCGUEzfF6Xh5acyf1AzQcewkGr+kq4naBqgvdZeQPCGUJX82+zCEs7rQQwDcM2JeDRffBLXH2fg51D+chyf9GlU+QfLOCQSidY6dEEcGol/TOsET2c7bBoXSKsh6Gij2/XZq2ltzOjdiPH90AcvELD8tMbySIZ7rUwux48hqvmi+vjN91t3ifV9iQRo4u6IFSNbwcPZVtA99AqlnScdj9TC6+1WnFWKWSvYeO4BOq46J2oRoehW2sSJE/HHH3+IvVuCjqgXnBiyEEPdGOEbBjE3FIYt081JjJlbX0oDeao2mjpcxqgxPcJiI9bVRHdDbyig0s+cyC8u0+ohyrTJkWjmbgvTejQQdAyJRJg39nlFePpOcjZaLz3NKEKtQIwH6LaL5QbJqhPxgnpBO9oI9/66MvzOmX7jQ1t5YtO4QMb9ceU/SiQS/DC2De/xqbOMI699wi/hgpQo8mmkTmRyw0/81M+3kGt03/Xy4iCm0HX/dReVnmS2PMT84jJ4OtvxPi4XohuAZWVl+Pbbb9GzZ0988sknmDNnjsqLYHjkcjnWn72vsmzf9SeiH+fCvXRsv/iI84dZlYwPKhIJMGNfFII3hDKKiKpXhAo/hkSZhzKrb2PG9bZceMiaJ2MOHsB/Ip/hCI82TmI9BxTX5WtKLqCQQgm+Br4pOCwP3XwuajHKSQZ5oQAfF61C62yb2KhVfH68Nwpxz7Ow+2q5J+7UbXZBdDHPf5pAzUNtvHr7PuBfbQqUG3jDArwY8wf9anFPaka0qcv7ePFfB2PVG62Uf7vYM8vY/I9HQQsfistkKn10DdFZQ/2rE3JZ21UUB95hKMCUyYHGC0+gTCZHh5XnWPdF1Q920jGaIPpZi42NRWBgIKRSKeLi4nDz5k2VV3XHGJplYTRJpn/eeCbKvndfScDhCsmRSbsisPpEPKeOkhnYHipM2R2B9Wfuc6+IctHce2k5tF05XuYWa1SECkUqAbo2rAUAqMESqnmdX4IfQ5g7MphaDqD6pOFVXjHm/nULn/5+k1MwXZFTeSwmBVdZQi1yuRy7ryQwhpriU3NwKylT5cEixFi4n6Zbdx+5XK7UitQH5+Mrr8lSmVw71yllGz76cPMG8Ov7TkUCdg92UalM5Xp5+ipfWY3PBzFzkFOzhRmA2vzs3Bz56QKq88NYei+g2O3WbK0sMK6DD9r5umJoa0/WHFexihH7rL2AbIoQuSEmtOr3TCGOjNyiUhQUl3FepzcSNVMd1Hljy1Xlv/s1101vWfRklJCQELF3WaVQD38WlpSxSoeIwSsajToxpGCeZuRjaUXibjBFiJOrYtDEbA9OzsWn41x8Oj7r3wS/XE5ASHw6tk8IggOLAUanbyWG9p61pVQZKuB6jH3PYrSakhc2r6gUwzZdRo8mtZWySNRzpQitF5fKMHrbVdR3c8AGysNty4VHGNehHmbsjwIAJK4ZQnucM3fSlNcr0zojfryCiIX6F4k/dTsVRaUyDA/wUi6b91cM/ol6hu0TgjBQR003dR6k5SjlbgDg6K1kHOXhXVWHmkuawEM3UdvuDvq8PE2lCI3vKPj0oqaDztuoa34fExKJBH9/rHt3reTMAvwXk4z+Ldiv//ScIqw5URl6V1xnSa/yRTVwJ3XxU6p1qF+TQo1OPqofdOFuNnS9lkX3AJ47x+y+3Lx5s9iHMzs2qRkGETwsflPlNcWwbPbVScHby+VyTN8XidUn7oo5LL0x769b+Pq/O7j88CV+olGwp/4W82h+yGKEKUYFeYvivbuflqPzPsTi0M3nePwyj/EGqTivIffScetZFg5HJ2PvNdUUhnup3J/n0QvhQs9CBWYVXHucgZ7fhShzxaiUyGT4cE8kPv39por0jKLqUSxxXCp8jDU+HKe0hePz8NH2UuXaTJfnnpiSNUJp7iluX3kupvdS1VsNW9DXoMcXSpc157HqeDx6r73AuW40pfWiRFIuyt/92xAM/iFUtPFQdXo1cgBZrtKor/prLLv8kLsRwI0nwuwBXavvRTcA33rrLUREaApRbtiwAQsWLBD7cGbHr2GqDy5D9D9kukbUK48MhcL7FJ2UieOxqdh+0Tzkgf6OrAyb02nG6RLer+vCL7HXjuotlmuhIl+BITUoueCbzE0tZFp0WFXWhk8fZL7GCHU8/nWd+W1UwYRfruNFThHG/nQNTzLyVbwUCqifI5chGV5snTOhk4YJnXxplx+NqfQa6isJv7wIRC+7BgAErTjDvRILuvRSd3eq9OYJ+YiDW5V7xE7O7i7oeF8Eq1Zgs6WNiE33xm563f9jtUmN4tpUXy4W6tck2zVa08EaHeqrVmPzaTGnXu3Mha590EU3ANevX4/Bgwfjzp1KTZ+1a9diyZIlOHbsmNiHI/CA6TY9/x92YU5t96uO+u9E8cMxp5Zw6tB5P7jkbdikAITcLBXn86t/49B00Qne25k7hsqfpX6NAd7MBqAnTReW0AcvaY0+ISS+zEPbFWdYcziFItSe+nqkP+1yqqYnnTYgE2Hz+wg6Pte8RhctTV1VCHQRRKYiZBRbxgchcc0QNPOo9CAaI4vD1d4KoV/0Rtt6Lpzr7nivnf4HVIEhovpCT7culdSGQnQDcPLkyfjf//6HAQMGIDExEd988w2+/vprnDhxAt27C5u9mDL5xeL0UjVmKla4juFnfcqdmDp/0RTRTNrF3oKJTVNwVJA3r+NSz2xRqUynSs7byeJ0JNEZjh+B4iPy/aylDNYD9SjZhcz9sKnG/eh2Pozr/fZ+B9rlXJ519fOeU1iCd3ZcU/6dV1yGzPwSfHfqHut+1BHba8iFer9pOhTn3NPZDuveDuC1Xw9nO1x9xK6bZqw7jLlpTuqCby17lb8T1wzBzcUD4FPTHr9MbI8hrT2xe3J7xu1trSxwdGY3fQ8TACCVQu8Xhbp8DlfuvphyLfpCL7XT8+bNw4QJE9CuXTusWbMGp0+fRpcuuieImgp/3UhCi8Wn8KsIYTRD2H9sN62sAuYHIRdsquls/B6ehIv3X5i1mcgk86It7fxqon8L7oouMYs3hmy8zFlhayyoH1NoD+WfL3ML8647zVwgozAAba2krLIdTHIX1NwkOqgtA+WQ49eriYztoLgMIQWJL/MQtOKMRo6xAjE6dey7/gTWOuSx8pEWufJlH9SwsUS6HquhAe0NOTFtbFO3JVeOrJR22Tq+rcp7rg7W+PGdtho9edVp5e2Mx6sG62V8VLQVza7uiJIQsHHjRo1lnp6esLe3R48ePXD9+nVcv34dAPDpp5+KcUij8nmFltGSI7cxkUffRVMmr6hU69ZU356k91DkFakaFcWlMqRkqVYGT9wZjgPThOlbmRoh99JF3d+Kkf44oyYfY20pRci8Xth07gEev8xDkK+rqF7j/KIy2FjqtwpdG+gejnwr3taciMdHPVWT38/dTcNqSmiWrR+14jBcxra2Dx31uUNhCfNk4p0d1xkrlqmsOn4Xr/NL8P2Z+/iERh8yJF73a3XhoTjuldShnCILqQSf9mmEjeeZQ9uKXFiuvsx0l4KQfGqZHLDQ4uszlQpiIdxeNhA/hybg3U71BG3XrbEb4r8O1lmlQiqV4Nf3O2DiznDa9zvUr4lwmk4vgtGzDWhKygliIYoBuH79etrlFhYWuHLlCq5cKe/hJ5FIqoQBKISC4jLYWbP8gIx8TenjdlaqVmb3/Zn7tJIkZngvVWEyR8hXKO5OtngzsC4OUkJr91cMAgCseau1qMdSYApfAddP4K8bz7DzSoJOLfSm/KpaJML2IFfkcnLd8LV1OqiHasXwXnB9jwci2PXXfhjbRqlRydZhhg/r3g7AnD9v0b4nVs9guu9PiMacTC6HhRY3X1O6Z/EdvYONJWb1YxaNZ0MsibKeTWozvieG884gOYBajLOui52yU40pIkoIOCEhgdfr8WPzqPYUixuJr9B88Ul8/d8dxnUMUQXMhj5yWvjOlKpDrqBQ1o1pA0vOO6J41wybZ0gmkyMzvxglZTKcvZOmU7qALiz/747o/ZOLy2TKz6eOwrjguoy1leOhGkGHbj7n/A3S5TTmFJYg5F46fgtLBAANz7FQqA/6i/N667Sv9pRetNSqVwC8OrvwQdd+4hm55d976IMXOBD+lPd2fD2A9tYWGNdBmMetqrNpXCDcalRq9B2c3gVRX/Xn/bz4sCdzS0G58j/iU9+tvHOKNtqcX7L0wb63IljrMYmFaXQlr6IoqgF/uZyAr4a2MPJo6NHHzMnUukyYG4Y0i+f+dQtvMRSgTNwVjtAHL9GvuTvO3k1Dq7rOOPqJuEndeUWlGukBYhD19DXa1tNsdK/g2uNXmLDzOq00g4xnCFgMD+CGsw80tNrU+Tc6WeU7+uLvWyqdfFp7u7Buf+gmd9cf6n3AucID6GxnpbPR76WWCJ/0ivm7ntzVj/d+hfSSpSM66TWCnT0x4ZfysKSXix2uPc7AmPY+8GVplUZ3v/xhbBsUlpRBJgfmHyxXVig3FFVXntNftStKdZsADwvwwrAAL8jlcpVnhCPPdmZTutVnlAzbf/0pAnxceI9FPdJCR4eKiczJ2d2RVVDCKsj9Ztu68KvlgHVn7qv0vmbTfbSxtEBzTyfGpgz7PuiI8T+Xp87VcbTRS16sKB7ANWvWIC+Pn/bO9evXq40cDJ+ftyFuAmxG3p83ygsyjAJlXHK5HBvPPRAlV0lXckXo2MFFRzWNKFMk9EF5AcLZu+Xepdjn4lcNd1p1TrD2FR/e3HIVP4Y8ZKx0LpPJGXW5FEYPl4GnbU6Qehj0dT67kfVQrapYvY1jGkc7ss/+oA/HqqJ5k6A+yISgUsAj4P62ZFil6K5bDfb2Z1xi2VwV0epSMO/tDMeWC4/Q87sL7PtV++4WDG6GEW3qYkz7eioeP5lc00v5KUvv7uqEuoOArzO3jqMt/vm4M+P7tziKr6isG9NG+W+miYeNVbl5ZGNpwWj8rR8TgE/6NML3owPwad/GiFjYD/MpXr9GdWrgpwlBODhdtQhWkeu6/4OOaFibfsJB1SDdQBmvmIhiAN65cwe+vr74+OOPceLECbx4UWlQlJaWIiYmBlu2bEGXLl0wduxYODkZVg3dGGTll6j0HGUS7D1/Vz8Gz5k7abiVlImvDsfh25PMumSbzj/ExJ3heJIhnnimNmHlc3fTse7MfUzeHYHM/GJ8f/qeaN0LhPL1UeaQvVjo4iQV28FqCIOXjsKSMuQwHDtPBJml707dw5CN/HvEKnhra3mvTS5PttYGoNoTr4yjNcV2mm4iVOhGIfQ3SLd654qe07qgbYSBa7uk18xFPABQyFHdrm0IWd14Z7oG5HI5fFztad9TYOz0H1NByDUiZhX21vFt8eWgZioTDyp8xvVGoDfmDmiqvFfUdrTRuG8MaOmhEY04M6cHgPJq6mOf0svjOdtZYXArD/jXdUKH+jXxTsfKCQbXBIkvooSAf/vtN8TExODHH3/E+PHjkZWVBQsLC9jY2CA/v/yHGhgYiGnTpmHixImwsRG3GbUp8tW/qhVzTBfThfsvsEjkYz9Mz8FUhs4I1hZSWgmTJxn5rKEPIWhz06eGARcdjsN/MSn4OTQBd782fJ6EWA3L2TClm//D9Fy0ERA+EUJeUSniU3PQtp6Lxo1x6wVNw0YRHppdUZAgBtpWGHJVompriD9IU/XoJb5kN2ZkcuDm09cIrOeKO8ma4aJzapPInMISDPohFL2b1mEUdD48oytG/nhF+bdYz9U/P+ysYhRpu1+uXDtd+2p/e/IejkTT5yNm5BahVkWuWm5RKSbvCkewvyemdKuPw2phQ/VrOsDbGbeeZWFIK09M7dEAGXnFePwyD9O6a3pTq1sImAmqp31AC3e8zi9Gzya1Efc8G4uHtcCVhy/RqUH5ZERo84CfJgShhZcTpuy+gXtq7S8HtfJU/tvGUooitX3r8/uxt640vWytLBC3bCD8l5zSWG/L+CDlv9/t6Iv918vzVUPm9cK6M/fRq74Dem3Qfhyi5QC2bt0a27dvx7Zt2xATE4PExEQUFBTAzc0Nbdq0gZubftvCmBq3nmWq/M10MemjCOMxS8/TEgZvw3s7w/H3R53Rzk/30OTr/GJE8uhpyPTJ/4spb29TUFIGvy+P4eHKQbAUoY+uKSFl+Thc14TYLfz0aYqO3haGOynZ+Pat1ni7vaqoMt3nKJPJYWkhQTyP3r58eXt7mGj7oqKtAaj+IOIjyH72bhrcathg8EbNPqfqE5Y/IpLw7HUB9lx7gk/6NqLdn7rBT3fJaXNr6lC/pspkTv1a9na141XQw3Voul7bVCSQsIr1P88sYKzOnP1HNPZM6QgA+PVqIiISXyMi8TWmdKuvTIuoPI4quyZ3wNm7aRjcyhO2VhYqvWTFpmGdGnrbtyFxpehp/kTTPYQqxi5Ut7S2ow28Xe1xfFZ3HL2VjNl/RNOu99v7HTD1txtYMqwl5v5VnjKhr8riD2lSK/i06Gvh5YTrC/rC1d4a1pZSLBnWEtnZ9PmDfBH9qSqRSBAQEIARI0Zg7Nix6NevX7Uz/gDNGwPTxaSPggm28MYQyqxHnWl7IhESn45ZB26ydkrgYsuFR3hrK/dDl3pO2H5r688yi/aKjaGU/tk8gIrEYSbR3WSRZQX0WbNzpyLBma5rBN2pHr09DC0Xn9TfgETEks2KF5kfQx6h+7chvNYtofQa5tsr1N5GU+6jgZt2EQEn20oZGWtL1XO0gsEjqQ5XDt8LHgnx2QXaeQmpRp56ekQXtbC4ep5oTQdrvN3Oh9cDvVsjZmkUNg5O74J3OtbDYhMtLBTK58FN0aF+Tawfw90pRmiUSlGFbiGVaHTyoNKxQS1ELx6At4K8MW9AE9hZWeitcJMrtaKBmwOj9qe7k63Gb0oXqpZbxQDwVebXTHSlv6FxS34II+xRBv6JYq7669OMWbn9VV4xJu+OwL/Rydhwhj3JWgyoXtHSMuYb/vl4wxWpsHVx6Mty7oTCZnRtnxCEMe18GCtuxTY8hISjS8pkWvVhpdN/o/tN3HyayendMRUspBKcm9sTdRzpU1oGtxIuGyEGVNmYszzlYXo2ro2RbbywcHBz5TJXB2ucmt1D8PEdbCzx90ed8c/HXTRExrs05OcMoF4ZfFvIUTl08zm++CdG8HbqqKcpLFPLD9ZlAt+5YS389VFnhC/sK2i7tvVcseqNVoydaMwNtxo2+PPDzngjkLsdZsPaNTC1e33e+/ZyqaxC55rcKwzEmX0aI27ZQNYKXm3YNC4QH/dqyKiJuO3dtgis54I9H3QU9bhsEANQAE9f5eGdHde12pZpQqur6Ko643Zcw1mWwhJrSymviqK0HPbKQrFRr3SkwlRAoytyuRwh99LxjJJQzlYQkV1YgqXD9D/r9na1xzejWqOphyPt+zYizgABYR7AkT9eQbsVZ/EwXVgYmi4Pz5REdbWlYe0a+JhBxmX1m/oR7+aCeg3zbdcolUqwYWwgpqqFp+oL8AJO7Oyr/Hc7v5oI8tWU4eErek29Nt4I5G4hp86CQ7G4JLK6AV1OqCI3TVva+9VklRchaDKzt3bV1L2a1oG1pRSdeXxn+mgtNyzAC/8LbsY4aQj298Sh6V2VFcKGgBiAAkjMYE/WZsNUWgj1b+GOkYF14eHEftOhE5/VJ2w9RsU2eBRcvP8Ck3dFoNs3laG1A+HMBSARia/Rj0e/Xi7qutjp1FZI7D7EQrhdUYSw99oTnL2Thscshvt3p5irzwHolGZgSjClXDjbWeHIzK4GHg2w/ZJ4gvtWAvql8cl3oz5YB7Zk/i1RvTXG0BX1+/IYdl1R7Sk9c3+Uyt8nZnVnnKQR9Iezlk4TZzsrxC4dgP1TDedhM3WIAagn1N3NcuM9s1VQhGSc7NhzVLg8PLHPdNeEoz44n7HIOuir0fd1ilcq6VU+pv12A8di+eVM6cLFz3vplHenq0f084FNVf7WxhjdfTURH/x2A32+v8g4Hi59v6uP+Hmn+BK3bKBKpwFDQWcAKsRtzb1/qBDji++68V8H46cJQVj3dhv41iqXSlH8X4EpTJfVw73q16vYIUICf0YziNdzYWNpQRoVUBDVACwtLYWlpSXi4rRoGm4G6HLZMHkAjeUY5Mr7esRSSQwAS4/e1nkM1GR1trC1IVzik3dH4DSPfCkvZzs0EzDrp5NXsbSQYna/Jpor86SwRDcDcEbvRvjmrVbKv3VNKRyqhdaePqhhY4kbi/oZ/Lh0Feo9KvJ8mns6IbCeCwb5888HPDi9C4a08sSYdj7cK5shtlYWGNDSAw42ltjzfkdM6OSLPe+remUU4rwDRPC4K+DquEIwH74bzZ4X2sS9BraMb2ug0ZgvohqAlpaW8PX1RVmZeSRxC0WXmQOTASjmZERIBau6FIUQsgpURa61ha8na0QbL52PRQf11PPNaZNKJTjOINypzucDm2IfQ0JvGx8X/FdR5NGvuXgPOb5QC0l01SS8l5YDmUzO6/qTy+X4N/o59lx7otMx2aAWMhiCse19EOTrquJZVXj+LKQSHJreFVvfDWLaXIO29Vzx4/i2+GZUa8ZqQFPjZxr5Dj7Uq2WPr0f6o56aB/Czfk3w54edsXFcoBjDAwB8EdwMj1YNFm1/BNPE2lKK05/1xGAWxQtCOaKHgBctWoT58+fj1SvtxFfNCbZSf/VHYSGDgKWY4U0++lpiECZS6I6vEWlqLns2OQEA+GpoCxz/tDtm9KbXYFPgX9cZccsGYsd7/I0DNpq489cFu56g+h3K5XKtuyMAwIANl/DeznDWdfaEJaL+/OOYdSAaXx3WX5RAXW+QD8MCtJ9kONhY4p+Pu6h839pesbcWD9B6HPrizGc98F5nX5ydw1wRLEZuLBVLCyk61K8JWytNeRpdsJBKUMuhalTPVncufd6bdrkhiyjMHdENwI0bNyI0NBReXl5o2rQp2rZtq/IyZx6kqYouCrFLfruaiKRXmnlubDlCOy8nYNaBm5yaWAoGbrjEf0A6YG0pjkH2y+UE7pVQLsZqTkzpVh8tvMrzg7iukRo2lqIZuEI8edT8xz3Xyg2zzqvPobCkDOfj0/DRnkhBx36YnovQBy8xY38U+qy9gJtPNY37r/7VPW2AD852wpPEv1DLi9THGNr7aVbFUjn+aXfaBPc9UzroPJ4ZvRuig5b9pxu7O2L5CH80quNIK3mzTYB301hQjYLlI/hpERJMm3q17OHupHk9VhV9REMgWicQBSNHjhR7lybDxXv0KvAZuUWY99ctjGlfD8EVuT7q0bAbT17TVuexGYDL/ytPQu7ayA1v88gHyjeQfpohBXCB8uTrU7dTMbClbrpqKVkF2Hk5Ae919oNPTXts4+ixqg1ezqrV1baW4now2BBSaf5WW2+sO1MusL33Wnl7ofScIkQnZeL93fRtBPlwrKKLyxtbrmq9Dzp2TW6PuynZ+PbkPVH3q4AqXqwL68cE4O/IZ/isv2aOp28tB0Qk0nu92UK93RvXhk9NOyS9KkCfZnWQnFkguFNKmQxwVItYBNZzwc2nmVj5Bn+DKHxhP8jlcpy6nYrX+SUY16Ee90YmALUriKtD5Xe9+s1WmH8wVvD+zOVzV3Xe6+yH707dQ88mtXGxQvanYe2q0SHFEIhuAC5ZskTsXZoMD9NzAFSGD7ILS1FaJsOYn67hYXouQu69YLyRM4U7mXTnqOG4xJfsBRnPMwuwXISiDHUKS8rwR0QS+jSrA5+alTk6lgKkIcTiwz2RtOe2sKQMl+6/QOeGteDI8RCftDMC99JycDDqOSK/6i+4sThX8UdwSw98O1pV+40rXCwmI9p4Ye3pcqPuwrxe6LX2gsY6xz4tzzsMrOdCuw8xVebFpKa9NT7u2RB+tRwwfV8U9wYCoZvTLBjcTPB+3gj0ZhS0XTSkOf6OZBZpZ+PfGd1w8+lr9GpaByVlMjT7Sli3FE9nW9xNUY1g7PugI+JTcxAosA+0RCJBsL9p5FdJJcwaq1TqUe5f1PycXk2168YxrLVpfP7qzkc9G6Jj/Zrwr+uMm08zkZlfrJFPSmBG9Lv95MmTce7cOYO11DIkmTSthabvi6ItIODbSDryyWvI5XL8Hv4Uq47fVZ63CEp/0JocOStz/4zGqdv8FP+F8M3JeCw5chvDN1/GzssJ8PvyGB6k5ShnWqbAmhPxmLYnEh9yhCxlMrmy8CWDRtCVD1ySHgE+LqJ5krThg+4N0NzTCZO6+MGPRsC3U4OaaOnlDIA591TszjTaoi4L0trbGRKJhNFwVWdSFz/YCcgfowvDT+shbtWoi701rnzZR/n32opKxk4NuEOzNR2s0be5OyykEthaWWDX5PbYOakdujfm11ljQidfdGtUvq6tVflt397aEm3ruZpcjq0QbK0ssGtSe9R0sMbOScyFKK28nZX/pnalqeNoqyzGYkJx3gimh4VUgnZ+5bminRvWwiBS+CEI0T2AGRkZGDJkCGrVqoWxY8diwoQJaNOmjdiHMRnUpUPkcjkkEokgeZffwp5gyZFyD16fZnVgZSHBlN0Ryvd3hD7GB901G0greKKDQDUT1hZS/B5eHhp8nV+iDEf3X6//PMO1owNw5k4qL6NW4VFh05STy+Vovey0yjK2jh+M++F4n8l4OjW7h97zM5cMawFbKwucmMVcoUy9JpnC+DmF2vVPFRNnOyuc+awnnmcWoPfaC/ikTyOlkeLpzC/Be+nwllg6vCXO3EnD1N9uoGujWmhUuwam9miAdWfu42CUam9iIYLHukAtQBjRxgttfFxUvVM86d20vC3hhXsvVHrXMiGVSjCpqx/cHK3Rsb5u3SuMwbLhLbHuzH208HRS6W4yKsgbvZvVQeSifqyGLLXVpBVFtsdCKoF/XWfcXzEIB6Oe4Uu1cHCAjwv2ftARJWUyNF54Qrm8ZV1nEAjmjugewCNHjiA1NRVLlixBZGQkgoKC0KJFC6xatQqJiYliH87kiHteHmYRYgBSKzIPRT3HW1vDVPqhpmWz916la1GkKzK5XGe9OW0ZFeSN7RM0Z/PFNJXUVE/WgkOxuPJQ82FYUFKmYfAJLXLgA1O41xDdAiZ35d8fEwD869KL2I7/WbtWh2Jya8kAWFtKUb+iKfrcAdoXaPRv4Y7bywZi3wedsGyEP7xd7WFFMX57Na2N70a1ho2lhYpu2Ec99aMZZ2tlgUuf98bl//WGlYUUjerU0CnsPm9gU7T0ckJ7P1dsfodeMuV/weWhbCsLKd4I9Fbpj2ouTOzih5tf9cfELr4qyz/tW94WjMuLeSCissNPx/o1MamLH9a8WamFaW0phW8tTa/5xxXXgZWFFPMGlOd1jmzjpVWhEYFgaojuAQQAFxcXTJs2DdOmTcOzZ8/w+++/Y+fOnVi8eDFKS43vYdAnP4U+xqZxgYJC4NR8vz9uaLYi42p+XcQgMaMLZXoM4Xs62yIlS3iv4cX/xmHNW5U5doUlZcgqqGwntv/6U+y//hRfj2iJCZ39lMvpcoQu0xiKusLHicSnD6W+oJ4Ge2u9/PRNEgcWuabdkysrbAe38kTimiEoLCkTXX6Eipg5Sk62VjhG0aW0s7LAtccZ2BFaWWHP1q7PnJBKJQig5Cv2a16Ht6RLC0rXDolEQtu2rlODmpjRuyG8Xe0hk8tRXCpTaVc3s09jzOyjXR9aAsEU0etToKSkBDdu3MD169eRmJgId3fDC94amqO3ktG2nguSBRg4XEnMNgasJFWgzxROLxc7rQzAAxFJSgMw9MELTPiFXnfuq39vqxiAh28+p11PKFxGPR9NR22lOMQgyJddhsRcqeNoI2qelj6NP33Tt7k7+jZ3VxalAcy9is0RT2c7fDmoGRxsLDGhk6/G+6c/64EBNGkqfLpCSCQSfD5QeOEPgWCu6KXkLyQkBFOnToW7uzsmTpwIR0dHHD16FElJmt6tqoh6D0kubj/Xva+uOZGeI9z4U5BTWAK5XM4pOlxesV2OQppEKG18XARpnLFV/K4fE4B+zd0xrQdzLqe+aFDbAQsHN8esvqbnvejSULhH9KcJqt/Jtfl9sW5MG97bD6jw6nAVV5kzCuMPgG49LE2Qj3o2pDX+AKCJu6NGtf6mcYG0RVEEQnVHdAPQ29sbgwcPxosXL7B9+3akpaVh165d6NevH6QG1o8zF4R4C6ksO3obfl8eE3k0+uXfGV1hb6W947nV0tOYticSFhw5P/3WXcLzzAJ0XXNeJWlcCIdndEWwvwe8Xctzprh0CNmqhN8I9MbPE9uxhiO1pV/zOqzv+9VywNQeDUzOs5W4Zgja+Qn3iA5o6aE0HN1qWAuW2unTrA7++bgzzs/tKfjY5ghX9XpV48C0TipiwL2bsf8+CITqiugW2eLFi5GcnIzDhw9j9OjRsLW15d6IB6tXr4ZEIsHs2bOVy+RyOZYuXQovLy/Y2dmhV69euH1bVQ+vqKgIn3zyCdzc3ODg4IDhw4fj2TPttLhMiYfpudh1JVHr7RXN6g1FXRc7dGvkhgAfF9Sw1c0IOnMnjVfifNc15/E8U/f2eIdndMXmdwI5W7u5GDgx3MvZFqFf9KYtmKHS0ou+4ENXRrbxwvxB5SGzIVrqollrWX27aVwgPunTCAc/7ip4W4lEgiDfmnCxr7oewOqMi701JnXxQ2tvZ7T3c4WDtWlNfAgEU0F0A3DatGlwdRU31ygiIgI//fQTWrdWFdn99ttvsW7dOmzevBkRERHw8PBA//79kZNTGf6bPXs2Dh06hAMHDuDy5cvIzc3F0KFDUVZmmK4ZYvEwPRcnYlOQmlUImUyOfusuMq7bp1kdxopABX31NCvuyJDjFjKvl7Klla8Wshfq6NurQQ2XutWwwdDWXoxG54qR/hgV5I0BOnYqEYpEIoFPTXvG3MMTs7pjbv8mnIarNnw+sCk2jA3Ehz0bInHNEPz4Dn2O1Ztt6+I4pUjh/YpqZcWYqZIcADC7H78wda0aNpg7oCkRfeUBl7e8KiKVSnB4elf8+WFns9Y5JBD0icnHZHNzczF+/Hjs2LFDxbCUy+XYsGEDFi5ciDfffBP+/v749ddfkZ+fj/379wMAsrKy8Msvv+D7779Hv379EBgYiL179yI2NhZnz5411kcSzOaQh+i37iI+3heFTqvPYeyOa6zrB/q4YAiHIOa7nXxVEqMXD22Bfz7ugmU01XFCoFZVKnCrYQ1rS6nyRjyWpo2SENFeQDsdP77M6N1QkNH0bidfrB0dwKsIREy4nmvNPZ3wSd/GjKFfhRDx+jEBGi3suKDqqilIXDMEVylCx10b1cK6t9ughZcTWtV1hqOtJT4f2BS/vd9BuR7VaL6+oK9J5imaO9XV/pFKJcT4IxBYMHkDcMaMGRgyZAj69eunsjwhIQGpqakYMGCAcpmNjQ169uyJq1fL+5BGRkaipKREZR0vLy/4+/sr1zEWVFkCoYQnvGJ9P8i3XN3fhiVMaiGVYDDFSHSwsUCQryvGduDuOcwGXQeU4QF1Vf5uUFszIXv5iJbo19wdP79XGc70qWl4vbIPezTA5wObmWxLNCq65vSNCvLGvRXBeCPQG39/3EXlvQWDm2F6L2YtvBYMYWUvFzusfMMfnRrUxC8T2yuX/zujKyIX9YedtQV6NKkNd6dyg7O+mwOuL+iL+K+D4e5kSx7YIkHt72sO1zKBQDA8Ji0GduDAAURFRSEiIkLjvdTUVADQkJZxd3fHkydPlOtYW1trhKTd3d2V29NRVFSEoqJK8eXs7GzGdbVlclc/fP53jOj7BYAuFZIYl//XB//7Jwbn49M5t1F0htA1XERVSjkwrRNuJ2djnJpR6VbDBqdm94CFVIJzd9NwOzkbb7X1xuh2qutdnNcbDRYc12k86jjaWCKHxXvobwYK/z+MbYPvT9/HxrHsYX4+KCSG1MWBFW3Qfg9/itf5JRrb9WbpoTq+oy/Gd1St0pRKJbBm8JAqjEGCeIzv6IuFh+IAlIthEwgEgjomOzVMSkrCrFmzsHfvXtZCEnWPgaIVGxtc66xevRrOzs7Kl4+PpldsRBsv7J/aUfn3mc96sB6TyrLhLfWWw/bD2DbKf9d2tMHOSe2ZV6ZgWZGMr0sYc/WbrVT8fz417TGlW31a0eGmHo5oVKcGPuzZEBvHBdJWcgqt7uRD7LKBrO8PNYMm7yPa1MWlL3ozeuF0hdohga5g5+HKQbC0MNlbB6GCG4v64a+POqN7Y8MWfBEIBPPAZD2AkZGRSE9PR1BQpeZXWVkZLl26hM2bN+PevXsAyr18np6VD+309HSlV9DDwwPFxcV4/fq1ihcwPT0dXbqohryozJ8/H3PmzFH+nZ2drTQCJ3Xxw7gO9dCwtgMsLaSIWToAjjaWgkJXE7v4IaewBPiL9ya8GNnGC0Nbe2m1rUIkWJcQXL/m7nCwtkADNwcUlcrgYWKeHT8eBQPVOQSZsHowsgpKVKpjN4wJxFtbVdMliPFnHrjVsIFbDRtjD4NAIJgoJnsn79u3L2JjYxEdHa18tWvXDuPHj0d0dDQaNGgADw8PnDlzRrlNcXExLl68qDTugoKCYGVlpbJOSkoK4uLiWA1AGxsbODk5qbwULB3eEk09HJUPQSdbK0FGwyd9yosLHG3FlQxJWD0YG8YGCvbgRS/uj4uf94K3K7NxdHZOT4TM68W5Lxur8kKPM3N64uLnvQxeFMGFmO3Pfn6vHWo6WOO39zWLXswViUSiIY0S5OuKeyuCBReJEAgEAsG0MVkPoKOjI/z9/VWWOTg4oFatWsrls2fPxqpVq9C4cWM0btwYq1atgr29Pd555x0AgLOzM6ZMmYK5c+eiVq1aqFmzJubNm4dWrVppFJUYig+6id8J4oNu9bX2XLnYW3PqodWuYQNne1WD9c3AuhjVzhtt67mi2VcnAZQbw4AijGxaxh9Q2flh75SO+OHcfYxoUxeLDsdpta9+LdwR2bxftfAY2lhaYHArT/x8OYF7ZQKBQCCYBSZrAPLhiy++QEFBAaZPn47Xr1+jY8eOOH36NBwdK1sBrV+/HpaWlnj77bdRUFCAvn37Yvfu3bCwMI44qLohpSur32yFcTSyKmJiQSPWS2299XjVYJOXmqjtaIM1b5XntnVr7IZujd2QmV+sYgC29xOmX1kdjD8F3Rq7EQOQQCAQqhAmGwKm48KFC9iwYYPyb4lEgqVLlyIlJQWFhYW4ePGihtfQ1tYWmzZtQkZGBvLz83H06FHaog4+CCkQWD5CNz09vhjCBLGsCOV2bVTefmvjONXqU33qbe3iWcRC5dM+qhp+B6Z1QsTCfhphbnXP5y4aDUNCOT2b1Mb+qR0RvqCvsYdCIBAIBBEwKwPQ2Kx5qzX3ShVw9Y0Vi6wCTYkOsVHoze2e3AGXPu+N4QHaFZpoQ+9mdbCaUpWqKFah0pCiK/jvjK4Yr9Yonm/FdQ099OmtKkgkEnRp6IY6JlbYQyAQCATtIAagiHRqUNkGjY+2mZOOPXEBYPWJeJ33wRcrC6lRWm9RQ9wzemuKEx/8uCserhyExDVDEODjAncnW1z9so+yu4i+euESCAQCgWCuEANQRIR6kE5/1pP1/c/6NeHch1sN7ob273YqN6A+7CF+AYqhmDegCYJbeqBnE1WPYOKaIXC2t9KQJvFyscOtJQNwe9lAOLB8L5O6+AEA5g9qppdxEwgEAoFgipCYl4ioN7bfM6UDYp9nwUoqxcrjdzEqyFvlfQ8OaY33Ovtiao/6+DvyGRb/e5t2nXo1uT1yy4b7Y2z7elq1n1Mfs7GY2aeyR+xbbb0REp+OTg1qsW5jbSnlbIO1ZFgLTOriB18jeDYJBAKBQDAWxAAUkfmDmuNuSjamdC/3tHVvXBvdG9dGYUkZWtZ1Qsf6mgbL41WDMXFXOEIfvFRZ7mhjCdcK2ZL3OvuhjqMttlx4iJhnWSrrvd2Ou6DFQirRusXZvAFNtdpOn1hbSvETpWewLkgkEvi5afYmJhAIBAKhKkNCwCJSr5Y9LnzeGxPUihBsrSzQpaEbrTCyVCrBjvfaoZaDtTIcCQBBapIkwf4eODKzm8b2Y9prV9HMl2qkdEIgEAgEQrWBeABNAFsrC0R+1R8A8GbbutgT9gSfD+T2vH0+sKnetejqOJJWUgQCgUAgVDWIB9DEaO3tgu9GBzDKbXw/OsBgY9kzpUO1EjsmEAgEAqG6QAxAM+OtIG84WJfLm/RsUluvx+JTYEIgEAgEAsH8ICFgMyRsQV+kZRWisbsj98pacHRmN2TkFcG3FimOIBAIBAKhKkIMQDPEydYKTrbi9hSm0spbu4phAoFAIBAI5gEJARMIBAKBQCBUM4gBSCAQCAQCgVDNICFgHsjlcgBAdna2kUdCIBAIBAKBUGmTKGwUoRADkAc5OTkAAB8f/YouEwgEAoFAIAghJycHzs7Cc/clcm1Nx2qETCZDcnIyHB0dq5wuXnZ2Nnx8fJCUlAQnJ+G9gk0ZoZ+tffv2iIiIMMDIdEef35uxz4OpXJP6OA+m8tmEwPc8mONnE0JV/nzkXqkdxj4PcrkcOTk58PLyglQqPKOPeAB5IJVK4e3tbexh6BUnJ6cqd1NTwPezWVhYmN050Mf3ZirnwdjXpD7Pg7E/mxCEngdz+mzaUJU/H7lXCsMUzoM2nj8FpAiEQKhgxowZxh6CSUDOQznkPJRDzgNBHXJNlGPu54GEgKs52dnZcHZ2RlZWltFnMmJDPpt5Qj6beVKVPxtQtT8f+WzVE+IBrObY2NhgyZIlsLGxMfZQRId8NvOEfDbzpCp/NqBqfz7y2aonxANIIBAIBAKBUM0gHkACgUAgEAiEagYxAAkEAoFAIBCqGcQAJBAIBAKBQKhmEAOQQCAQCAQCoZpBDEACgUAgEAiEagYxAAkEAoFAIBCqGcQAJBAIBAKBQKhmEAOQQCAQCAQCoZpBDEACgUAgEAiEagYxAAkEAoFAIBCqGcQAJBAIBAKBQKhmWBp7AOaATCZDcnIyHB0dIZFIjD0cAoFAIBAI1Ry5XI6cnBx4eXlBKhXuzyMGIA+Sk5Ph4+Nj7GEQCAQCgUAgqJCUlARvb2/B2xEDkAeOjo4Ayk+yk5OTkUdDIBAIBAKhupOdnQ0fHx+ljSIUYgDyQBH2dXJyIgYggUAgEAgEk0Hb1DRSBEIgEAgEAoFQzSAGIIFAIBAIhCrNubtpuHT/hbGHYVKQEDCBQCAQCIQqy+u8Ykz59QYA4OHKQbC0IL4vwMw9gKtXr0b79u3h6OiIOnXqYOTIkbh3757KOpMmTYJEIlF5derUyUgjJhAIBAKBYEiyC0uU/y6Ty404kooxyOT45Peb+DHkIUrLZEYbh1kbgBcvXsSMGTNw7do1nDlzBqWlpRgwYADy8vJU1gsODkZKSorydfz4cSONmEAgEAgEgrEwtv2Xll2Ig1HPcPRWMr47dQ+NFp5Amcw4gzLrEPDJkydV/t61axfq1KmDyMhI9OjRQ7ncxsYGHh4ehh4egUAgEAgEIyOBZpWsXC43eGOHB2k56L/+ksbyN7ZcwZGZ3Qw6FsDMPYDqZGVlAQBq1qypsvzChQuoU6cOmjRpgqlTpyI9PZ11P0VFRcjOzlZ5EQgEAoFAMH/CE16h3Yqz+C8mWe/H6vFtCPy+PIai0jJa4w8AYp5l4crDl3ofizpVxgCUy+WYM2cOunXrBn9/f+XyQYMGYd++fTh//jy+//57REREoE+fPigqKmLc1+rVq+Hs7Kx8kS4gBF14lVeMyCevjD0MAoFAqHYUlZbhhtr9d8ruCGTkFWPm/pt6PbZcLsfTV/kAgKaLTrKuO/7n63odCx1VxgCcOXMmYmJi8Pvvv6ssHzNmDIYMGQJ/f38MGzYMJ06cwP3793Hs2DHGfc2fPx9ZWVnKV1JSkr6HT6iivMgpQtuvz+CtrWH4N/q5sYdDIBAI1Yo1J+Ix589byr9lcjlKGXLunr3Ox9Ijt/E0I1+UY195mCF4m4LiMtxJzobcAMmKZp0DqOCTTz7BkSNHcOnSJc5+eJ6envD19cWDBw8Y17GxsYGNjY3YwyRUQ6bvi1T+e9aBaNSwsUTf5u5GHBGBQCBUfYpLZbiR+Aq7riSqLH+VVwy61L/jsSmYvi8KAHD2bhou/6+PTsf/60YSPv87RtA2z17nY9pvkbiTko0t49ticCtPncbAhVl7AOVyOWbOnImDBw/i/PnzqF+/Puc2GRkZSEpKgqenfk8sgQAAEYmvVf6e8usNyIxU8UUgGJvopEzM2B+FZ6/F8bAQCExsPv8A79CEVcdsv0ZbCaww/gDg2esC3EvN0en4Qo0/AIh7no07KeU1Bwejnul0fD6YtQE4Y8YM7N27F/v374ejoyNSU1ORmpqKgoICAEBubi7mzZuHsLAwJCYm4sKFCxg2bBjc3NzwxhtvGHn0hOrKtkuPjD0EAsEojPzxCo7FpOCT3/Wbe0WoPuRQNP4UpGYVYuP5h7TrP88sgIxiAZ69k4Y7yZqFnrP/iBY8lpIyGc7cSUNWvuaY1Dk5u7vGMlurSpPsbopuBigfzDoEvHXrVgBAr169VJbv2rULkyZNgoWFBWJjY/Hbb78hMzMTnp6e6N27N/744w84OjoaYcSE6sCd5GzYWknRoHYN2ve/PXkPH/dsaHAJAgLBVEh8mce9EoFAg1wuR05RKZxsrfD96XvYdP4htr3bFsH+lVG9dWfusewBoDoAP/jtBu06d1OEq3+0XnoaBSVl8Ha141y3mYeTxjJXe2vlv59nFuhdqsasDUCuJEk7OzucOnXKQKMhVCXKZHJYSIX/8JJe5WPwxlAAwL0VwWhY2wGPXmg+7OJTc9DcU/MGQCAYA5lMjuIyGWytLAxyvNf5JfD7srwQb2bvRpg3sCntw67dirN4mVuEqK/6o6aDNd2uCNWM//0Tgz9vPMPfH3XGpgov39w/b6kYgMWlHN01eGbh3EvNwau8YrT2doaDDbe5VFBSBqA8hMyHm1/1x6UHLzDrQDTt+x/uicRP77XjN1gtMOsQMIGgD/6LSUbDBcex7jT7LFJBQXEZTt1ORV5RKbp/G6Jc/mPIIwwPqEu7jaGV3xNf5mHrhUcoKC4z6HEJpk/ssyw0WHAczb46idSsQoMff3PIQ3x/+h7qzz+O4A2XlOG40jIZXuaWy3VNY/DSEMwfmUyOfyKfIYGnV/jPG+W5cevP3lcuy1O7r5WUsd9fZTwrbCfuDMe4HdcwVeTrTxHqdXWwRr2a9srlCskYBafvpIl6XHWIAUggqKHQhmLKIaFyI/EVmi8+iQ/3RKL9yrMq7x2++Rxyhqlm1NPXtMv1xYJDsfjmZDzm/hVt0OMSTJMjt5JxtUJ4dtjmy8rl/dZdNMp4FJ6c+NQcpQed6g1UfzCaInzyvgia/BWZhLl/3ULvtRdY1ystk6lE/dgkVkIfvGDfF88JeGp2+YTo6iPhci5sXKFUGEsp1zldbuyOS4+x//pT9F93EXvCEkUdh1mHgAkEMSkoLkMxTWPuzPxihCe8Qu9mdWBlUTlnksvlGLUtTPl3vtos9OmrfEQnZdIea/G/t/FeZz9Rxs0HxQ0sTOQbGcG8KC2TYfGR29h//SkAYFIXP5X3c4tKjTAqTeRyuYqXPD2HWbjfFPg3+rkyjPd41WBItUgfqa6EJ6hOhv+IeIrNIQ+xa1IHNKpTnkedU1iCbt+EwK+WPd0uNMguNI3rmIlaNSpl5qQcOX4rj99V/vurf29jgojPDeIBJBAq8F96CgHLTmssf2vrVUzbE4mfLj1WWX7tMXd3jwv32GeihoYUnlRvDkQkKY0/ANh9NVFjnfhU/bS+nLE/inulCurPP462X59RWXbTwF5zvjxMz1XJ4frmVLzxBlMF+N8/sUh6VYCZlOvl9O00ZBWU4NazLM7trz3W7yT3zxtJjBN7bWCKEhkCYgCaOIZQA9cWmUyOt7eF4VMzlnSgnl+6vLyRP15RFnEci0lRee9XmoenECISDdMejuT9ERTwST0I3hCq/LdY95+kV/kavx8u1L2Rb2y5KspYxGbJkTiVvw9G0Xf8kcvlWPHfHRUDnMBsAMVX6PDlFJZg7l+3aNdRJ/FlHsb+dE20sVFJySrAsZgUfPF3DEb+eAVAueyL4jeirb5rXRfuimF9QQxAEyPq6WtsOvcAxaUyjPjxCoZuumyyRuDt5GyEJ77CkVv6b6itD7IKStDjuxAsP3qH8RyzzfQepOum03RDTSRaLpdDLpdj/sFYfPZHNHIKS3Do5jNkq+lchSe8wqRd4bylNJovruxB+SqvWOXfKVn8qtUIVQMrKf9bfl5RKfquu4gl/8Zxr8wBtThKLORyuaCHbplMjlFbr6p059EHLxjC1RGJr/Hz5QQsOBSr1+ObHZSvkK56d/nRO7x31Ysjj1AXOq8+r+LFXn3iLhovPIGP95YvW3yE/XfSzKNcem5ajwYqy6nhYENDcgBNgNIyGS7ef4G29VzxZsUsNyOvGLcqjI+H6blo7G56uoV8K6lMlb3XniDpVQF2XklAc0/u83tHTReqb3N3PHrxmGFtbrZfeoSPezUEUP4we3PrVRSWyJT6U49e5CLmWRZ6NqmNX9/voNzu7e3leYcfZ0fhxKxKMdGtFx6hVg1rvN3OBwC3lI0ixHZr8QA421tp/TmqMpn5xXC2s6oyoXNFVS0fDkc/x+MXeXj8Ig/LRvjrcVT8KSotgwQSWFtK8cGvN5CYkYeTs3uo5OYyEZ+ajRtPjBdGjnmWqfz3+7sj8PN77UTLFTwZlwJPZzsE+LiIsj9DQn2KNFl0QuN9PgUY1EpaQ7H9Yvm9/+TtVADA3mvsnt3/PumGOynZaOnlLMrxY59lYf8V3dINiAfQBPjlcgKm/HoDb22tDHFQ83C0qRgtUauYImhSWFIZGtWmbQ+derwQMilVg4kZ+bj5NFNFfDSmIt/l4n36PMJUivfuSUYevjkZjy/+joFcLsf6M/fRcMFxTNwZzjmORy9ztf0IVZoTsSlos/wMVlGSsM2dB+n8vuulR27jto7Xtz5ouugkmn51AjKZHOfi0/HoRR6itDDqxLw30u2Kbv8rjlVeR+fj0zFqW/n9vkwmx8pjd3BWS8mPuOdZ+GhvFEZUhCWrGubgaOBzPVlaSNHa20UrfVm6Yw3bfBn7OIxOLogBaAKsPlFuxT+mhPSoBQaN6gjz/hWXytD3+4tKTxGBHk6xUDWaeTgiI7cI68/cR3pOIS5XyGiIwb/R9HlDbFCrx0oo1ctFpTL8cO4BAGbjkUwOuFE8sHeEJhh5JOLB15G5+2qiyeaqyeXAwZvCfy8/hlTKOompw0lnoHx6IBpDNobC78tjSMum11aMepoJoFwuakdoAmNHCi6GbqqU8RF6TzMF2AyipUduM54/Kk9f5SPJiFJB9ecfN9ixXuYWc6/EE2IAakFWQQnv3BMxbjTUvC0+3HjyCk9f5SMi8TVKaWRN9MXGcw/wcyh3SPRheq6K981YCJW88Ha1Q9CKs/jh3AN0WHlO1LFYajErpIYlLSi5XUw5SFROVYQtAHoPBh23kjIx/2CMoDAiwbQINMMQIR2rKV5ZvnfY47GV1/zmEG6NT77E0lSmHr2VrPSgdlzFfq8QU+PwVkWY+eqjl/D78him74uEXC7HsZgUg2uPKpDJ5Ji5PwqbKialr/OKsScsEZn55c81Kwvme9/uq4ng+wgdTtGzrMrIIRfN0BfVACwpKUFSUhLu3buHV68MU+FoaOKeZyFg2WlM2h3Bue7JuFQ0/+qkysxTnXQes5vl/91GzLNM/B7+lNVz8zQjH/nFpZi0q3JseUX6M7SoXqf41GysO3MfK47dZTR676Zko+miE+i37iJGbzO+d3KfQA+HgZt3cPIytwh+Xx7DujP3QbUf+STcU/UA32e5lv+LSca2i48w769bGPHjFfwenoSF1SCJvbCkDM8zhRXIlMnk8PvyGPy+PKby2zAlWnu7aLWdrh7j3k1r67S9OtTzq83QNpx9oPWxH6TlIDyh8vmm3oVCCHHPsxBGkS3RVYfRxa48l/edHdcBlBu9a07EY8b+KGV+uaEJT3yF/2JS8P2Z8s4dH+2NxFf/3lZK53B17eDL62oixL3/+lPaXElt0NkAzM3Nxfbt29GrVy84OzvDz88PLVq0QO3ateHr64upU6ciIoLbWDIXFO72SwyhNQW/hz/FR3sjUVwmw3enNFuK3Uh8hYjEVzjMI/SX9KoAwzdfwfyDsZi+L4r24RKfmo0e34Vg4IZLKrODEpn+HkRUQ++/W5oSD9+cjEe/dReRU1HFOuiHUBRVjC32efmsOSu/xCjeQG08s/oIm+ZV3PALdDgHG8894BQTpSKXy3GUIsmRVUB/48wvLsXM/Tex5kQ8/o58plz+IK3q5wz+poXiPrVifC3Nb94U0PYKPqNjSyrFcd1qiNPPl28nB20oKZPht7BEPGSo8u+//hLe3h6Gpxn5uJ3MrUsHQHkPVGfopssqxuR1HTXsZHLN72r7Je0L1cSAetuUy+W4XvF5Fekp+cWmLdqsLStG6qdwSpfJizo6GYDr16+Hn58fduzYgT59+uDgwYOIjo7GvXv3EBYWhiVLlqC0tBT9+/dHcHAwHjwQb+CmQAZLKGzdmfuM7xWWlGHUtjCM3haGVceFVfGciEvFFzQFCycqwhtJr1S9Fvr0RFhSXPfU4gVFTszWC4/wMD0Xv4fTe9pyCksQsPw0ApefoX1fn9CdQy5Emqiq0GHlWcSnZmvtmVEgpEj1sz+iNdIKxmwP0xDaZSpyUXy/B6OeKSvVzQG5XI7jsSmcPUcLissE/y4BqKRbmG7+nHYX8U0dv2fFYYVMVNigThrFFtLdE/YEi/+9jX7rLrGu9/hlLoZs5Bd2HLaJ33qrjt/F4xf8J1jqGp97rz0RvW8tACS8zMP6M/e18lDaWVso/51Ds/3zTMP3n2ZieICXKPs5N7cnmnqYnnKHOjoZgFevXkVISAhu3LiBxYsXIzg4GK1atUKjRo3QoUMHvP/++9i1axfS0tIwfPhwXLxonD6T+mLLhUeM7zHlYaVkFajkX2nDIZoE6BtP6EPuJaX6mymnZVd+RupR1J8xZTL6B4/CwNDF+6Ut/0Q9415JDS6vrzbkFZcheEOozi3ahDxYD0dr6jZeT3iFN7ZcVWoLLj1yW6XNHRU5yj0Vc/68ZRaVh7lFpcguLMG5u+mYvi+Ks+fogQjtjLcyyjWuXhjwIqcIpWUyZBeWGDWHsrajdppjMplcmbOlC9rkutKh4gDU8hb3A4Mnha+xGymg+jgxg1+e36MXebRGZeOFx+H35TGNyMW4Haqix/fSdNMmZWLm/ij8cO4BFhwUnv5BfRa2Xqraael+Wo5JTSLFelqqizt/1q+JSHsWF510AP/66y9e69nY2GD69Om6HMokERpGlMvl6Lz6vF7GwtQYm663rVhM31cpikkNyajPyNeevkcbUjOxlDqjQteSSwhincu3t4chfGE/1vGUyeTK7iimjkwmh/+SUwCAD7rV57WNq712YUpqtgXVGLyTnI3BG0NV1g1f2Bd1HG21Oo4Y+NS0U4kWzOzdiLUwYvulx9h+6TG+G9Uaoyt0JoWgOBsWLAn/hmb92fuY1a+xyrKwRxm88rIBYNN58QpJqNBNiBV5cm2/PoNbSwYgPbsQoQ9eagjVU8PJdHBpgzKhKGgJ0yJEzeSRlErKDUBTYmbvRjgqQmMDS6kEbSgFV5/0aaTzPvWB3qqAs7OzcfjwYdy9W3U0tHRlPUtYWChshSVUSmUyJL7MYw1XiwHVOyaXQ2VWVyaTIyXLdNz8xuKdjvXQt1kdYw+DlfScIs7iB7lcM+T8e/hTHL75HKtP3OV9bRqCwtLKh2kaj+poAIJCcFSKKMeiGoPT9mg+AMWuIueLwi61VOsIMq1nA2x+J5Bz+0WH+XUFmfNHNEb+eEUZFldEANRTVMRArAjC1YcvMW7HNWWOmqlAvXcr8nVH/HiFd3s0KqUCc8LTcwpxL7XSSOOjMMAXmVw1isSXozO7iTYGBZGL+iFu2UA09XBE/NfBeL8rv8kiExZSCawspHi8ajASVg8WTfBbbEQzAN9++21s3rwZAFBQUIB27drh7bffRuvWrfHPP/+IdRiTQkg6i1wux0YRZ4yKwpLEl3lYdvQ243q/X3+KXmsvIGjFWRSWlCE6KRMr/rvDmJQsBnI5eIUGjSVFx9Ybt3GdGri7PBgJqwdj4eDmgvbrYm+FgS3dGd/v2aQ2fpnUXtA+FaRyGNA3ROwr3HUNu5daJperiFinZxdi/sFYzP4jGtsvPsZ3p+7x9qLom5NxlekWTJJIeUWliEh8BZlMLvh3mppViBc5RVh57A6m/Fpp6FE9789e0xs9H9IYhoaiNk37qeaeTqLt/+DN54hOyhQUJtWW//0jPJ+XDj4dJ4yBeqQp7nmW1hPqZ68L8Ow1f9mZDivPYeAG9lxIXfj6P/5t3oAKz7kTvzSGoa09ea23dXxb1Kphgxo25QFRWysLBPjo1q1DIdEllUpMuouQaAbgpUuX0L17eVuqQ4cOQS6XIzMzExs3bsSKFSvEOoxJIYEED9NzsOfaE5WHC11oWEzhUQVyuRwjfryCXVcSGdf5NeyJ8t/PMwsw8scr+PlyAr4/LZ43Up3XPHOFjKUFyBYW79rIDXbWFpBIJJiq1rORi58mtEOnBrV0HR4tXGr4hqzMlcvLK7wVZBdqJnZ3WHVO6+boYhJD0Whjqhx9Z8c1jN4Whv3hTzVyqti4m5KNTqvPof3Ks1qJRZ+6nSaqR4UPivQMGyspXNTa/1nzaKcm9FlmiCtATGFcU0T9HA7lWVBCR9/vL6LbNyFK9QE2shhkVf68kYQuq8+pdKsCyltXfvBrBGv/dF1xsrXi5ThY/WYr/DCW26MNAJ0bat6zhwd44btRrYUOz+wQzQDMyspCzZo1AQAnT57EW2+9BXt7ewwZMsQkqn+3bNmC+vXrw9bWFkFBQQgNDeXeiAOJBOi37hK+OhynoilHV3krltYRlayCEkYJDzpKKWO4l5qjNwOsC4cHSUG2jl5IuVyuVZUzm2GiS5K6PrtrcE0gmIqA9IF6jieTFIYptHCi5jIyXe+3KozERYfjVDrwcDHoB93vIdT+sIaA+pXUclDNdbQ0ofw8QiX6+Bm1XHIKOy8nIKewBPuuP4Hfl8eQklWA1SfuotOqcygsKcPqE/TpW1/8HYPkrEL8T01J4cM9kTh7Nx0jK6I/99NysO/6E7pdMPL71E6s7/O9P49o48U719HG0kJjmUQi0SrX1dwQzQD08fFBWFgY8vLycPLkSQwYMAAA8Pr1a9jaGi/ZGQD++OMPzJ49GwsXLsTNmzfRvXt3DBo0CE+f6ibVQL28Qu6lK//90d5IjXV1rfylg6+hpYBqJIQ9zkCzr04yal0ZAvU8JKF88OsNtFl2WpARDOhXQ0xfcHWDEWK46Ir66VMIuqpTJpfjzJ00TPjlusmEhE0NatjYEChy+F7nF6tUjksAWPHwABaWaFdUJsSI+efjzoL3/5Bnj2N1tl98hLl/3oJcLuclJ2OMFor6mkgt/+8OWi09jYWHyq+JzqvPY/vFx0jNLsQ3J+MR+oC91eUtinddLpfjqVql84D1l5T75gudN44KH6NuWIAX7K3Lw7l+tew517e2ZL7upwmMAmlLv+bGyQ0XzQCcPXs2xo8fD29vb3h5eaFXr14AykPDrVq1EuswWrFu3TpMmTIFH3zwAZo3b44NGzbAx8cHW7duFbSfg2rSIdRwyIV7L1BaJoNcLseFe5pyIbt0rPKkI1+gAj3dj5FL60qf6HJj+z38Kc7FpyOvuAynBRrXQhOhTQFTklvh25qw6aKTmPrbDYQ+eImlDHmqcc+zsOtKgl5SJNSh5lEKzT0Syse9Goqyn6RX+aJ66hX3jLjn2RoPUz4GoLYI0eoL8q0peP/BWuaprT4Rj3+iniHsUQYvI9UYc0djTFcPRj3n1QnH78tjaLH4JFotPa2SWqMvQ1kikXBeS43r1FD+e//UTpjTvwkOz+jKmNPNZlRyGaRiUa+mg0GOo45ov/jp06cjLCwMO3fuxOXLlyGt8O40aNDAqDmAxcXFiIyMVHokFQwYMABXr9K3xikqKkJ2drbKCwAW/6v6EFPXXisqlTHKvJiS1pGpoMtDfz5Fj0pokm0pSzhel3xdOYxX2GJItPnemHLdhm66jGVH72ilyyiUBxQv0S+XhefsCSH6aabO+7iVlInu34bwFhEWSqqaV5atJ6tYBPm68lovcc0QQfvV1avPdzItljeuiXsN7pUqMIbXUUjHlvziMg2B6B08esLrC6pB5+Vih0/7NkYbHxc0qC3cyDJUUoQe516s6HzYzp0745tvvkF8fDzatWuHN954AzVqVF7cQ4YMQdeuXXU9jNa8fPkSZWVlcHdXrc50d3dHaiq952j16tVwdnZWvnx8GHIB1K4OOTRvqubAoZv6f/jSIVYols+P9EVOEdaeuoekV/k4EafZts6QdG/sZtTjGwOuZxi1kwxfiktlCLmXbpKtpBR6abr0dv23QrD7gZbhTS4y1ZL89eoBrPj+m3sarztCYD0Xxvf4TvzEMgD5CHIfuZWME7EpRplU6qrzqU0nHQVvtq2r07GZRPGpHUn4YqgK3mk9GqKOow0+6ilO5IAvOv/iP/roI4SHh6N9+/Zo0qQJPv/8c4SGhhpl1sKG+hcpl8sZv9z58+cjKytL+UpKSqLfp5rpUSZSoUdblhuVPvjsD3Y9KblcjuikTNHzuLZcEEcW53ZyNuf1NnN/FDaHPETfdRdZb066/OD5XvLNtGwRxLfvqClyg0MORJvbxarjdzF5VwT+9w99d4Kop+zHFJo7KpTwhFcYspG7UOTqI/pcK7FbnHEhVpcONnTVAdS2kwkANPNglrmRSPiFWsV6rKk/O9TJzC/Gp7/fxMf7ohCfKjxP29vVDu92qqft8IzK+I6+tMuDW3rw2p7pMu6shUKDoeT7ajva4PqCvvhyUDPDHLACnQ3AiRMn4p9//sHLly+xYcMGZGdnY8yYMahTpw4mTZqEQ4cOIT+fv+6Q2Li5ucHCwkLD25eenq7hFVRgY2MDJycnlRcd6rbCB79FiDLm799ug0/6NIKznRX3ygZg6m+RGPnjFXRYdU7nyl0qj0XqJrHzSgJG/HgFkQyVsAkv85TirsWl7Pl/b6tVfglRzZdDjn7NmXUAdYVv31FT5UmG8O87POEV0nPoJx6KCl865f7CkjK8uYU+xUPBOwIkX7Th7e1heMKjBdiyI5r5iHK5nFXeSWwkEuF6ZXdTshH3nH1SotijwnDSxSMKAHV0MADZkEDCMweQeaWujfgbGFynOo8Sktamt+/wAC+sGNkKi4YI0zI1BejOcUsvJ2ybEARA1Qinm7QweQC1mdxzGepiYgy9QNF8/jY2Nhg8eDC2b9+O5ORk/Pfff6hbty4WL14MNzc3DB06FFeuGD6R3draGkFBQThz5ozK8jNnzqBLly6iHisiURzR0zKZDHMHNKX1UPRvoT8Dg4mzd9OU/76nxWzUEMQ8y8JbW+l71/JN+I9ZOgCN6qjm5nD9JKkJxzUdrFGvlj1j5Vl1F9lgq4TffTURCw+pevKuPHyJt7eH8eqaoehhrICP8aRob2WKMIlHmwqlZTIM+iEUQzdd5mXUKbyZYnhUfHlUdjKNghHeIWDm9zaPaytsOCyE6th3fHgbLwBAr6am3XmIDrpJN7VSl9qqcenwlhrritl1Q5tdtaqrm4i0IdFb0kfHjh2xcuVKxMbGIjY2Fn379kVKinFyr+bMmYOff/4ZO3fuxN27d/HZZ5/h6dOn+Oijj3Ta79YLj0QaoSpsFUE73munl2OqJ/aXyeS0yf4vcorw7HU+/L48ppdx6AO+RQtOtpoeV3+OHzO156sixOTM0EtWsaaJZUdocHJ2d73sl+tr2Hf9KR690K5QQ90IuckR/jUl6ITJn77SPWoik8n1JjRNHXMmT+F3gNk7Q4eiq86bgXWVRQl9mtVB10ba5dDq+ruTyeSYtDOc8X17G/45Zlx9oL88SJ/WwISbWmcXeytLQdubEnRXCHWZnbUFLn7eC6Ff9KbNFxQ1bKvFvvZO6SjiAPSLXgzA3NxclQra2rVr47PPPsOoUaP0cThOxowZgw0bNmD58uVo06YNLl26hOPHj8PXlz7XwBiM61CZr8GkS3RgWrlI5tcj/UU//nVKk2+ZTI7+6y+i99oLGsbT9H1ReIMjtGZM5HI5vj0Zr9KPNkqHdlRcch50xuXHOiTyhszrxfq+PvLWQr/orfz396MD0NRdP4n6ns7ceqCXKdpj5+PTWdZURT1sJLaNXVImw+htV/HdKe2T25lIeJmHFf/dQeiDSq/P+J+v67zfaXtuoP3Ks2i19BTvnOwvgpvyWk+oMaXsQSyg0nj9mDbY8V47rHqzFY592h1rRwdgZp9GsNJDYpaUQV4kLbsQP4c+RtzzLMQ+z2LNZeV7Tga0cMeCweLmeqn/tsSOJvK9Lvjg4WSLvVM6InbpANr7K5/T6FvLAT417WlDtEImGVxYaLEvZ3vdUreGB3jptL0QRDMAExISMGTIEDg4OMDZ2Rmurq5wdXWFi4sLXF35lf7rk+nTpyMxMRFFRUWIjIxEjx49jD0kJZc+740VI/1hbSHF+I7MibuKBOi3dKySoqOIkhv3Or8Yj1/k4emrfJVG5AoM3b5KCBGJr7HlwiN8d+oeyip6u+bokHfUt1kd9G5am/F9OgPQy0V74fP6buxSBQHLTmu9byZ8atojYfVgJK4ZgreCvPWWi1LTgVtaYsmR21rlCpbJ5Lj59DWm7I7Aoxe5yKVpT6cLh28+R0Tia/wY8kjnFnfuNL1Mf76cgAm/hGPd6Xu0fbqFCrbLZHKcvVtuQOcUluI1Q1svBYpvfHqvRni8ajDruqlZhSoPaT7Xi2J9IQ9ne2tL9G/hDlsrC7g72WJUkDdsLC3QvTHz75F1DFpEgDuuOocVx+5i6KbLnF2H+BbR/PReO9Si6cWsC/VqqobFK8Oguk+F/pjWCV0aiqdcIJUA3Rq7wdHWCv8L1jSEFT15qbTw4peHD4gbAlaXLRIij6MtG8a0wdbx/NIJBvnzK4xhQjQ/8fjx4wEAO3fuhLu7u0k3QDY16lXktNxfOYh1PasKbUWFyrmYUG9uA9ZXiqoa29v3Oq8Ye689QcLLPCS9zsfeDzrStu5R8Pb2yjzA70/fQ2tvF52Ob2khxa7JHRCfmo3gDZoVnXQ3KyYUvwimn8YPY9sIH6BIiPV7HdveBwci6Kvm2fQXqSw4FIt9H7C3hFJHIpEoW1CdE+A55MtjSo5hcZkMtlL6a7BeTXvO8K2nsx3SsuknURvPP8ThaM2ils/+uIWjn3TjPd4Tcar5lkK+Xa4HaE5hCWrYVl73QvYd4O3C2WGCi74MXRPyikrhoPZ7zCsqRWJGHlp6ObNWVfO5/Lnsfks9i7k52loih2Fi8+2o1jgWW5lipfgKa9fQvQtXM08nUQsSuc5jE3dHjfsInaEI0Bv1YjqI1b9T6n1yTDsf/HGD/l6nC1KphPcEQdfbtmhXbExMDHbt2oUxY8agV69e6Nmzp8qLoDtCckyEQg2ZZlA6PfBRg9cn8/66he/P3MfBCg/MsRj+eaRbLjyibcunDVQJiW/eaoWdk9ph27tt4URzY9Qm1+j9rvUxrLXhXP9C2PwOv6bqZ+f0wKo3mLv+0OW60XHlYQbnOurdMfQt16Ce71tUSi8cPLiVJ+e+XDhCRHQGZCxLtW1qViG2X3ykkov3Kk/VwBQzLKaVfmfFJp46eMcVME1WWi45pVGVPOiHUAzZeBkX7rFPCiTg1oFh6yDUs4lwr+QAhoK+ui52tMvZvkM7K9VngyI06mxvxWq8PVw5CJ/2bcw6TusKI2hyVz/W9fjCR95ozVut0Y2S6+lIk5/NtC+2sO36MQE8RkhPE/caKt7/qXpsE8elVqFA11+1aAZg+/btGfXyCOJATfS9vWwg7Tq2VpVfaau6ztg4LpCX/hG1r6MpcfmhqreArxeJD43r8FfjB8qNtJZeThjRpi76NHNHsL+naHqXi4e1EDV0oU74gr4qf39YcfNiyverVRGuvb6gL4byNEwb1XFknZH+J8B45yKNQ5OyQUUovb0fe/qJtj26N5+n17BkMgwVRH3VX+ce2OqM/SkMq0/EY95fMcplX6l1LZLQHJIr3YCJ0jI59oQ90WpbfTN002UkUQxohTF99Ba7oDIf+5itmIxPfqs66ooDCpjuKRIJc89YqVSiYshRbyWtvekL2Vp4OsHSQgprmrzMlW/4Y8OYNtj2bpBSQHlO/yb4pE8j2n0Jwd+LX5VsK4ZxU6ETL2e7j44I0D59qk8zd5VcY29XekNdDNQnSuM60Dej0HViJ9qd6Oeff8Y333yDX3/9FZGRkYiJiVF5EXRDXc/JwcYS0Yv7a6znVsMGm98JRDMPR6wf0wbDA7wwoCU/6Zg3t1wxWsu6cxSpGSoaF7iINpKHwJv24mEtcOzT7rClzLY9nIXfBEyhCnjOgCbYOC4Qv0+jD7WGze+L+K+D4e5Ufo7Uc4wUdKyv2reVLZSs0Ot7nVcsulC8ulGlCNlGJL5WKbBS58M92nmItzAoAFxkke9wq2GNmg7WWgsuM2nuJVZoDV56wHxsCcrDoVSGtq70Vgp5jpy8nYJvTlYWw/DZVuGpEUtXzZol3Nr92xAMXH9JxYtSxqP/N9cVyTZZuPaY22utjvp5m9CJvShRAtDqjCo8fFQvJPV3yPSb3Diu3LNPZzCNCvLGyMC6CKbkmDnaWmHugKY4N1f7iN7Ezr74bjQ/L9ynfRpjbv8mrKoEVhZS/PdJNxyeUdltjM0okkolmNu/Cf8BU7eVqE4CbK30F5FrWFt1csCoRmEqIeAXL17g0aNHmDx5Mtq3b482bdogMDBQ+f/qCN9ETj60pJk1qee7KBja2gsnZ/dQzjDZcuaoRD3NVMmhMyRTfqUXOy1QC/WJ6SOj6k1pO5tbPLQFBvl7YM+UDsplJmDfcWJjaYHhAV6MhRnWllKVGxxTZTrTciauPc5A4Ndn8OmBaEHbcfHvreeM761+kzksrQ3n49MZvUHsws/l15uFlj13h3L0BGbba/CGUMz5M1plmRCRcyo7QlXlefgYdQp7n+t6YZpoqHNoBruG6720HDRZdKLy+GD/XfI5E3uvPWV8L5GH4DcXiol6cha9d1sikdCmUSh0EanfJ/WrZfpsTnblz483AjW9Ymxh1Ia1a+Dql30Y32dj2Qh/XsVgQLncyyd9G7N2cAHKjaM2Pi7Kv7ku60/6NhYc/Snfr0TnnHJt6dOM3vN78Z5uepGiGYDvv/8+AgMDERYWhsePHyMhIUHl/9WNjvVrYpBaPtAKGvkWG5YbIjV8VVCimfxLd53TOVaENHkv4pl7UBWg3uTYPAps1Ha0wdZ3g7SuTDQUTJMFvjB57IQ68rZdLPec0XXvEDYe1b+3X2S/x4jZf3n6vijG9/jIRuhDxgRg98Q9zyzAqduqXnZtJC4A+vyk0jIZ9lx7goccfYu5iqb++JBf8Q/dhJgL1mtVx69EjEkGlyEtAf0wbSsm+NT3qF4wpstNUVTo6WyHu8uD8e2o1rTb08GVxyqEKd3qAygvIBMDPhMbV55GKBWpBFj1RisMD/DCfwIKsrSlhWel4cv0mbJ1VDsQrZz0yZMnOHLkCBo10j1HoCrwG8UjpOCdDvWw6HCcyjK2B3Mdp8oQZQlN7hvf+L+5VmRTRYEVSCQS0cKHKqdFxFMkdHxfj9BUsxcb3Q1A/ut+PzoAh24+18jfbOruaBLhb31iaSEBpYsXrC2lGgaTvqpFhYZXxcw5/TXsibLjTsJqTRkZPl/7lG714alFSoUYlLeC0/7iHNNOd+OF6TZdw8YSuUWl5e+rreThZItVb/prbK9qANLvmHpPsLO2UElN4HpkaDthpmP+oGYY2tqTU3SfL3p73kkkqFfLXhk61zfb3g1Cj+9C9HoM0b7FPn364NatW2LtzuyhC7vS3XDZbjoeFAOwB42Hie91bp7mH7D0yG2NZdkFJag//7go+5fwuEnqA43cn85+rO9zwdfDO6Q1d4UqEx0ZConoqvDeCvLGyjc0vd2FpWWsOXJCEHqODJXbqp4TuWJE5XlQJNvP4qi6NBQqD3wBdwn1EJ5Ewi22rrjPsX1v2rd444euMjBsiGFMM42hsvBAgjK1EPC1BX3RqI5mIRe16KcuTXrLoiHNNcLx1LQGLiOKOonp0rCWSrqTl8DcaksLKQLrudIWdGgDL8+2FrY+n2/4zw87C98xA6pSS/p5PolmAA4bNgyfffYZli5din/++QdHjhxReRHoYbsOqfcURSUWFYlEgs/6NcGkLn6ij0sMFgxuhu6N3dCwtnbVhnRNwVcc49fXlw9SCf2/zQ0vBtkIdUYHeWt9DAea648Nulwv9fw4XQWVhaBrqIQv6p5WOeT4dlRruNhb4ceKhyRVeNuYaJsD2EtN8kQCVeNKG8FlAKzFOqJQMa4m7jVUcnYVRD3N1O/xOWB6yMsoxjObBA91Ekvd09wBml08PuiuKWGibW9siQTo3LBygujNM49TX/C5rPlI0WjuV3PH6tqtHdQmgLqgfrR1b5cXzwzVYSKvjmghYEVf3eXLl2u8J5FIUFbGLo9A0ISPK3tWv3Jvwu6riXoejXAG+XtiWo+GGn2Dm7o74l6asM4GCsS0Gag3XH3NsOigPiDFaOvHXnhQiVgzbD7wKTzyX3rKACMxLOqXZ9/m7nCrYYPRah1W9BGmUjzUCor53Wu1rUZW/4xsfys+J9fP1tHW0mDX56ggb3RvXBvhC/uiw8pzyuV0XY+o+Nd1Qtxz7YwkPjB9HYp7ngT8NRipxoqznRVOzOqOQT9oCtlT6drITavniFyuev/8oFt9hCe8ErwfseDVmUaL5wjd9zOiTV30b+GOUVvD0JOlY5Q2OFI8gC72VnizrTeC/T1wI/G1aJJaov3iZDIZ46s6G3+fDyyffW0Y04b2fW1ny0zQhZR1fdZom/DKdNyODcSbJekCdXwvOW7+QhByb6GTftBXL159PGCZrl8+1cH5LIYKU5WtTCbH5vMPcDJOO/0+fUNNZP/n485K7U5tDT7/uuwVkFQKS8rDg7+HM1erUtHWA6gLYhq+QiILZbJKn4/CWLGiSAfJ5HLOSt7HL4S3KBQC07mhhs9rUcLv6m3KqKh7q5p7cl9HulwOVI8a1Qs+f1Az2taH+oTPda2NH4Hp0rW3tsTxWd0Zu5Voi6WFFLeXDcTtZQOV9257a0tR+zyL9kRgE4G+du2aWIcxO2b0boTENUMwkqbUHmDPAQysx/wDZ0Lohc0nmVdIA3c+dGnILUwNAJkc/Ut1hXqTpHY/0RVdCx12vNdOnIGo0c7XFX2a1cEHFVV3QnizLX34mOmzCqk8pyN4wyWVvxUG4crjd7H29H2sPhFPt5loaJtWQa0G96vFbaDQ6bpRebcjuzYcHep6f0zcT6ssslJ/qLBJdah/s+rXAN09TR/FP/un8m8XeIkm95T6mfmMj23CIgbcHkCJimSLugeX+nm0MRK0NSwkknKNQGtLKaQSwNW+8tppVKeG/kP7avAKAWtxQRqjmNLBxlIjrUTb6n06RDMA+/fvj4wMTTHMK1euIDg4WKzDmD1Mqux0DGzpjo3jAnFeB+FNTliupWEBXujVtLaKR6quix0WDm7OvBF114wXKr8LWMyuHzoMw+D46CmHRiqVYOek9lg0tIXgbVt4OeHELE1BVqZcGl2rBB+oyYnkF5fiRU4RfrmcwLCFuHwl4BzNG6AqLHv80+745+POvPp51nRgl9NQLy5Qb4FHx/qz9znXAYBQFuFo9dZiVMq0MPAqvW/0aPNTdHey5d2jtrhMplGIQr0/iRkB0Bam26Vi8iORqBZfqJ9yahiWraiN6S1d0mAspBJEL+6P28tUn/UlZTKDFtgB/LQkxfQAGhoxDVHRDMDu3btjwIAByMmpzO26dOkSBg8ejCVLloh1GLPHVi03ilWaSiLB8AAvNKjNLVqp6Js4vqPmbIvteqGrLlbw/egA7J7cQbVaVgrU4enSd2G8OdN/6uxCVY8f3YOGjQYCi00a8TivhErqOPIP5Yg9W5ZKJIhI5JdXRA0/T9HC2wkIC4+qf9YWXk4I8uWX5qCuFaqOWw1VT9xANc9oEk3fYL55smwPZrbPr+Hxg1xlGfs9jd/Y+MK3Z6pcTmMwUcYySwdhcr7CxrqicepYTjTb5cv4lo7fjb21JeysLVQ0a/XZLUOdfz7ujC3j26KxnlJoDJknbihEMwB/+ukn1K9fH0OGDEFhYSFCQkIwZMgQLF++HJ999plYhzF76CpbxWDHe+3w54ed8XEvTR1Gtgu3vhvzbInuJiKVSHh5IU7M6s6oPcd0CuRq93K23pvqLBrSHF8KzMGgyqJwCdSKQY+K6kkxH4KGevgAmkbBz++1M5iuX8i9dN6/neOfVnoqxehdyoUu+nG9m9Ir/Cuo6aBqdKsX/AzbrNodJOZZptZjocKW9nFEGxFvPV0oXL2X2WAT4WfDQipRaT32iiF9RGiVN02TDxW4JlXUyQK7B5D+vS4Na6GBmwMGUdq/saEIQXdpqCqy3sCtcmJNDQfrmyDfmhjMMaFSIORyVCgg9BK5yENbxGyjKZoBKJFI8Pvvv8PW1hZ9+/bF8OHDsXr1asyaNUusQ1QJNL46kb5LO2sLdKhfk3bmznbfEOoFkEokcOHxo2ZLOmb6yB/tjUTkk0ovT8JL/knXAT4ugr1O1LUD67kI2pYdzU84t38T5WxYzGfhpS96i7czDtTPb5CvK+/Lt4m7bt7Wmftv8vZsNapTA39+2Bn7P+jI61rVFX2F7AHAnkN+Rz1PdvjmK7z37czSzUFIhXC5d41eBkbxsFKGgCWVwufUzkjaeoypWqmsY6SMS3Esvi0y1fGrZa/SeoyN+YNUJ6Uh83oxrlvKo18xG3WcbLHu7QBsnxCklS6hjaUFzs7piS08W5iGzOuFb99qjalqkjKuDtb4tG9jvNupHgJ8XLTquqFvhNyCwxb0xbm5PXkV0hiC+lrKqtGhkwEYExOj8rp79y6WLFmCpKQkvPvuu+jRo4fyPUI56tb7F8GaGk0GhS1UQHNTlgDoz5G4zkUJw1Q37HEG3tqqXS9ipn2yQf0mxK7gUkfoDVk99MeEITyXCtQ/gkTCf5zDA7yU/x7cip+HQZ1Pf7/JuY5iPB3q10SXRtq1fxPaNm5Yay/M6d8E+z7oqNXx2FBvCi8mH/VsyPiehVQc34D6PUQCCSZ09kPs0gF4l6YCXihNPYSH+3R1wCe9LuC9rvpnrO9G//Cu7WiD2jxyRqnQ5d++2dYbA1uy/77YPr9UKuFtjPvUtMfb7X1oK/7n9G+CFSPL2+ONaeeDNwLrYv2YAF77NQQf9yw3WoM5zhUAONla6fV3KBRPZzuleoSu51SnX3mbNm0QGBiINm3aKF89evTAs2fPsH37duV7gYGBOg2SjsTEREyZMgX169eHnZ0dGjZsiCVLlqC4WNUdL5FINF7btm3T6pgh83riUx1V/AMoM8d2vq4aXSAMjdC8BguphNOY4bp/8AkhC0Yu/MZOtcV9XI0rXqqOkPC3oaB7MCwZ1hLdGrlh+4Qg1m17NqmjTM5e81Zr1nV1gU4wXSiKvq4teM74pVIJPu3bGF21NDjZoPPC51ZU+eoa7qXqjKkj5LekqQPIXSTiaCtOL1m+vxKpRLRgiyABc7YIi6KiN8DbGeEL+nLeN59n8jc8TQlrSynWj2mDNwK1F6IXm2B/T1z9sg9vb6ep8fVIfzxYOQj9W2g3mVagk/sgIcEwFXl0xMfHQyaTYfv27WjUqBHi4uIwdepU5OXlYe3atSrr7tq1S6US2dlZu56DtR1t4aijx2XegKaIfPIaGbnF2Pou+0PTEAiNFIjRx9RN4EyXDzK58Nw6lQeViHl5dCFetmIbOkzQ/tP0AEICdydb7OXh+ZJDrhKufr9rfey8Iv79Q4zwusI46dW0Nu6k6E/4V0EbHxdEC2hV57/kFNaPCcBnf9zS6bhskz8hvyW5XK0IhLUKhP9++R2b33rUXr+65uDWUvN6s1W8sx2rUR1HRC7qB2c7K7Pt127O8O2gZKpYWUih65RAJ2vG11d3F762BAcHqxh1DRo0wL1797B161YNA9DFxQUeHrpZygpaUWRcJBLhDxwHG0scmamdsLI+4HvfaVjbAY9e5KmE8rTFnWfejhDkkOvkpte3Jm4rAfI/AL9iIa5K1dFB3qhf2wEDdJwlKtAwGAScMz+10NfHvRrqxQAU4zmqOK+Geib/NqUDWi89LWgbXY0/QHfdOCFwtd7S9vhayXlodyglCg/2lvFtsehwHDa/o32EiyoVJPRZou1kh9iaBAU6uXPCwvjna+Xl5eH27du6HI6TrKws1KypKb8wc+ZMuLm5oX379ti2bRtkOiTbdmpQKWLs42qPZh6OKqGill5O2DW5vdb71wdss0u+Gk1/f9QFP7/XDlO7ayerISbqumtAueiun5sD9k/l9kYN8vfA9glBKjdQMWfgThzaZLx6lfO4uY/r4MP6vp21Bab3aoRGdcTJX9G2ahIoz6OhYmuln7ZfYkg1iCm0ygf1c2MoxPqUdBIrdOuIeczK/fJtjSZeCLhnhTd/cCtPRC7qp1EFS0WIDIrQ8ZlgkIBgZuh0F37vvffQv39//Pnnn8jNzaVd586dO1iwYAEaNWqEqKgoXQ7HyqNHj7Bp0yZlT2IFX3/9Nf766y+cPXsWY8eOxdy5c7Fq1SrWfRUVFSE7O1vlRYdUUi458edHnZXLtr0bxCntYErwNXxcHazRr4W7MgRcW4AmnOYxtd4Uf37YGTP7aOZhKiox2W7GCra+G6SRKC3mg6mJuyNrCy8+zyw+D7Yv9Fy4oo567qcu36O2FZiGQOkBNBHdL7ZiDTbeYOg+pIDtt+/pLMxLzzsUy3BMfZ9piUSCYxX9U++l0T+r+EL9HfC5f/KdgBlKUolAUKCTAXjnzh2MGDECixcvhqurK1q2bIn+/ftj2LBh6NatG9zc3BAUFIQnT57gzJkzmDBhAuc+ly5dSlu4QX3duHFDZZvk5GQEBwdj9OjR+OCDD1TeW7RoETp37ow2bdpg7ty5WL58Ob777jvWMaxevRrOzs7Kl48PvadFjoqqKcoyQzU0FwttNYUaMFSz6ZN+zeugQ/1yD+/KN/w51uZG1QOo8+5UmNlbN/05PjmAXJ4jfT9QdDlluraKY0KMUL7CAOzdzDQmcm+1ZTfkmPh2FHuxDds1r6jg1IZbNPmMxjZuqB+Vb69ksRBTt80Q+yVUH3SyVqysrDBz5kzEx8fj+vXrmDZtGvz9/VG3bl306tUL27dvx/Pnz7Fv3z74+/N7YM+cORN3795lfVH3lZycjN69e6Nz58746aefOPffqVMnZGdnIy0tjXGd+fPnIysrS/li6nOs+P052FjinY71MCrIGx4CZ86GQP0+T5XhEJJ8TsXQ7X0AwJIiTTG+oy+jVllbnpp+1Lwksb09VAPu5GzNFmpccOVMmTtMnpN1bxtfKkJxWQX5uhpVuuLX9zsAABq7O+LDng041taEazIqUfm36vfh4WwrMLet8nqdtieS8V3xQ8Ai71BHFH22Z1HUIvgO0VC/eUN25yCYNqKJiLVt2xZt2+peUu3m5gY3N35yCs+fP0fv3r0RFBSEXbt2QcpDu+rmzZuwtbWFi4sL4zo2NjawseEOcVJ/sKve0H7GrG/Un7VUzxHTDfTDHuwPHF3tv9qONniRI6z/pnp3Aic7K1oV/uaeToh6msm5P316AKkFKc08hAuITuzih+0XHzO+TxXRZULfDxR9VC6+2dYbc/4UVuDQoX5NhCeUC4hrW6X+Ztu6OBj1HIDq5ypPFdC94EIooV/0VhGYntW3Mev1oA1cXx9f40p9PWp7NvVOHWJfMryvcR2Oe2RmV94C2wuHNMe4jvVUIiT6MlKF7vanCUH4+tgdbBgjviwbwTwxnIqsyCQnJ6NXr16oV68e1q5dixcvKhubKyp+jx49itTUVHTu3Bl2dnYICQnBwoULMW3aNF4GHhemNvtkQn12z3YT3vZuW/RuVoczR0vXG/lv73fAoB9CBW2j7vFj8gDSeSdb1XVG7PMsxn2L/WBq6uGIXZPb8+5UoM68AU3Rs0lttK3nimZfnVQu//X9DujZxDRaEplGhhwwu29jvPPzdQDah4CDfF2VBiAVrt+4kJ7BQlAvJLK31setWv/f4IRfwrF0WAujhyt1+aStvV2wcHBzrDx+l/s4EomGGoGxP7uCAS09MICH8DGh+mC2BuDp06fx8OFDPHz4EN7eqgKTih+clZUVtmzZgjlz5kAmk6FBgwZYvnw5ZsyYIcoY9HXzFxtXB9WHiQPlYUI1fM7O6YFGdfgp6+saMm3u6YRhAV44StNXVC6X03qX/OuqSqlsmxCEj/dGYtGQFirL6b6X97v54bM/bsHblV77SR8J/7oUA1lZSGkLWlw4KoyrI9q0vVKHSZuSu7pVPw93Q9xbxJr0yKGmA6h21pYevYNmFR07mH5n2nqTdS0+4UuQn6vW2/IOARtIBoZAUGBeFQsUJk2aVCFAqvlSEBwcjJs3byInJwd5eXmIjY3FrFmzYGmpm927dnQAajvaYNM483Cld25QCx/2bIC29VzQtp4LZvapLFCghmGF3FDYkvi5brWKh8CaN+nD5t+cvEe7vJ2fqsRP23quuL6gH4apaRPS9U8d2aYu/vywM459WpmPp88QsJhspFxnpjROfRkpNSt6h/KRnfn5vXb8RYhZYNrOWN4bulMbt2yg3o5nSteVEPh+PVkFJdwrUVCv4m9bzxVrRwfgb4riA1+0DaUTCPrGbD2AxmRUkDfealvXbNTbJRIJ5g9qTvtefGqO8t8lZfzvQEuGtcSD9Ot4JqAvpua46Jdvu/gIXw7SlDjhI44M0Ce/SyQSZQWxAtUiENNlsL8HPtViO71XAevppEV91R85hSVwtLWC35fHGNdr7umEfi3ccfXRS/0MBOXeck9nW5SUyfAqr1ijOltf9wC6NAZt+j6vHR2AeX/R5zByFXIJ8Vzx1gFkOKS2cwl95bna0RRKjArSrpUZ3/uWUIi9SNAV0TyAv/32G4qKNJP6i4uL8dtvv4l1GJPBXIw/IaiHitnwc3PA5f/1wZDWnsplY9uXy+Vw9Uuuy6MFD10vXH16Y0z5+6SOzVS06QDdBZPZ9NEU7djeblf50K1XU7Vfs+J6oBbZaDskRsNEKsGlL3ojbH5fjO9ouM5HYlXZs9XEiHUlFaoVerBNJJmOqe8QsFDE/J2JPcbmFY0H3uTQeSQQuBDNAJw8eTKysjST7HNycjB58mSxDkPQI57OuvVGXPlGK5yY1V1FAoEOZ3tuQ/PTAzc1lpXxbODiymP/gFoImN+ujQLVOyKoR6v4Q1FBVyOFz9bfjqqUYWGSQlGEjAHtKq65sLKQwspCivmD9Se8PamLH/q3cMdbbb0xqYsfrHXoukKFzfjgrgLmdwUN23QZJZQfJ+3kjeNq1HYywbTXll7M1wHX/cnU+fPDTvh9aidM6GS8VqyEqoFoIWCmxP1nz57B2VlYH1SC/pneqyFe55fAxlKK3VcTtd8R5Q5sIZUoZ6d8YJtlK1T7qTjzLIAY26EeIhJf41is5j4Yx2LCFqCpeicNPSz10D6dfUIXuuMDH1vH3toS4zrU04uQ8NLhLXmt9/nApvjuFH2OLB1sRrpQL9fEzr74NeyJxvKSMjlCH7CH4e8rum8wHFLba4lOBgoAjs7shueZBej+bYjGe7VqWNNsoT/Ejlw42lqhc8Na3CsSCBzobAAGBgYqO3T07dtXpcCirKwMCQkJCA4O1vUwBJFRtBFbxUPagI2iUu37KgvN32nqwa9C2dbKAj+Ob4uAS4+w6ng8Y9s66tENaWRx9Qpmw5RsQTHP2Q9j22jIZ2gcT+1vIdfPu53qYe813Q03dVkfQxeJtKorbDLdg0UyiPr10X2TfdQ6oThokYOocUwGC1BbbzJToZBUKmEUwt50/iHe6+zHul9PF/EE/UmuHsFU0fkXPXLkSABAdHQ0Bg4ciBo1Km/i1tbW8PPzw1tvvaXrYQh6ojHPPpVMnL3L3FFFQUsvJ9xO1uynrO9n5/td68PH1V6jerjy+Ma5NU/pVh9RT19jkL9wTS5vF3vulUwEL2dbJGcV8lp3RBvufCb1b4vu62OyI74e4c9oAB6Z2RXJmfzGOa1HA/wb/RyPX+bxWl9sAnxcBK3Pp5KaCUe1VoP6lKbRdi7BNiamfWbm03sNFfw0IQhtfV1RXCrD2A71tBsYgWAG6GwALlmyBADg5+eHsWPHiiKwTDAcb7b1RmZ+CdrXpzeSxOCXie3RafU5jeVCzK8f3xHeZcbSQopBrTwZ3zfWzNzBxhK7J3cQtM3l//VGYYmMV/6kAmPLSnB5CGf0boTZf0RjaGvm7wgArC2kKC6ToaNGFbc4Y2nt7YLkzFRe+7GztsD6MW0w4kd+nSHEho9Bt3FcIAIrDEXWELBAo0uMwhTmKmDDFYFwXZfNPZ3gVsMGW98N0mpMBIK5IFoO4IULF+Dt7Y0+ffqYbM4SQRMLqQRTOdq+6QpTXhZfD1wtB2uVauPqiLer+Xj+FHB9vyMD6yLI15WzKjxiUT+8yiuGby0HleV0+zfErYd6DEPb2HR9XLs1csPlh5U5eMMpuphs50NoDqAYHsCkV/no1EAzf82QMjBcxyKPL0J1QbQq4IyMDAwZMgTe3t6YO3cuoqOjxdo1oYrC99a9cAi9hqGuVP37vOlnH/nUtOfs5OFsZ4X6bg4ay+k+Hdvk8+ycnozvKZLqm7rzyzM1JSZ0Zq4G5esB5DNppxNYFwrTFakPD6CTLb23nMvwlWmf1kwLXy+ln5v5TfII5o1oBuCRI0eQmpqKJUuWIDIyEkFBQWjRogVWrVqFxMREsQ5DqELU4NnfVIwHDx2tvV0QWM+l2nsX9YU+IgEf9Wyo/Le/l2ZBRB2Ggh+AXXfQ2c4Kd5cH4/is7ozrmCNMtvW+DzoK9nQ1FsE4ZpJ70badH11OpOJ+Ycdw36AOwYFmnfySUq3GwgRfL6W9tSVuLRkg6rEJBDZEbQXn4uKCadOm4cKFC3jy5AkmT56MPXv2oFGjRtwbE6od/G/6+vHVWUglODS9q1b5heaAsXMA3ViMMW35X3BTbHu3Lab1aIDlIyqlU358py2GtPbENI50ht/e7wCfmnZYPLQFHKwtMJ/SccbO2oJXmJMqdWTsc8wFnWdtx3vt0LWRm+AQsC4FJcrxqO0iwLvciNe2y8aCwZXRgVoO1vh3Rldc+V8f9jFQzsm5ub00KqvF9gB2qF/uXebTyYWv1BWBIAZ6aQVXUlKCGzdu4Pr160hMTIS7u7s+DkOoJpCcHO14/MI4laoKfhjTBvMPxuLjXg25V+aJRCJBsL8ngv1VvbZDWnvy8uT2aFIboV+UGwgTu/hpldfGJC9iLISKPT9/nc/4Hhsd/Gqirosdnmdq3/7RQs0C3De1E2KSMtGRJi+QDzVsLPFo1WBcevACPRrX5vV9UtfwcLZFMw9HxD6vbGJAl26gCytG+qNxnRoY0caLe2UA/Zq781JXIBB0RdQ7WUhICKZOnQp3d3dMnDgRjo6OOHr0KJKSksQ8DMHMsLXW7TITqy1WdSM88ZVRj+/n5oDfp3Vi1aIzJvqUNTEkrbyZtQElEgn2f9BRZVlBiaaLi8+ZkEoltF0+hKB+nBo2lujSyE2n78JCKkHvpnX470NtNfUUE6bQsbY421nh076NNYqYmHCy1YtfhkDQQDQD0NvbG4MHD8aLFy+wfft2pKWlYdeuXejXrx+k6n5/QpWBT19fG0sLDQkPIVSNxzSBIC41bCxxdk5Pzt9gl0ZumNm7Mg2nrCLGqY3NlZrNTy+RCZkJxMzVJ5SB9VyNNBJ6vhzUDG3ruZBWbwS9I5pltnjxYiQnJ+Pw4cMYPXo0bG3FU1InmC4uPHXp+HbxoKNUR68DgVCV+Pujzuje2A2HZ3RhLWyh0oEyARvaWhGKrDSEqtMvLLdI3CIPsanjZIuD07vijbbc4ugEgi6IZgBOmzYNrq6mNZMi6B++E3pdJv4n4/j39CUQqjrt/Gpiz5SOaFSH/6SKGrr1rVUuN1LTobInrqG87CbgANQIYxu6NzCBYCqQZAOCyaNLv+HqTBuBbcOEMI60yDIrqKFXhTxPTQdr7JzUDraWFlrLsJgjHdTSUbo1cjPSSAgE40KS8wg6oa8J/ad9Gyv//SKnSE9HqVq091P1wDvpUVLCshoZDOZAv+bsSgtMnrc+zdzRRYABpKtMiTadO8Sma0PVzyuRSBCxsB8a1nbAlxRZIAKhqmPWBqCfnx8kEonK68svv1RZ5+nTpxg2bBgcHBzg5uaGTz/9FMXF7M3ACfzh286NicB6Lip/O1hb4MjMrhjk76FcRqqA+aGu66brd8OGq4CexAT9w/UTEetK0CWXFxBfY08b6tfWrMat7WiDc3N7qQiNEwhVHbMPAS9fvhxTp05V/l2jRmVSdFlZGYYMGYLatWvj8uXLyMjIwMSJEyGXy7Fp0yZjDLfawjTzr2lfmX+TuGaI8t8P0nKU/67jJL6gcFVE/RwPaSV+h5Nv3mqFY7GpmEYelCYF1xRJrOpbqufXr5Y9ejWtg91XE0XZt6Ho1dQ0ZYnUMYV8SULVxqw9gADg6OgIDw8P5YtqAJ4+fRp37tzB3r17ERgYiH79+uH777/Hjh07kJ2dbcRRVz+YbmZM9ziqR+P9bvVFH09VRL1Y+u12PqIfY0z7evjt/Q68uhoQDId6Nwt1xDImqFp7/Zq7Y8mwFqzrH5reBXP7N6kchzjD0AmmdnQEQnXD7A3Ab775BrVq1UKbNm2wcuVKlfBuWFgY/P394eVVqcA+cOBAFBUVITIy0hjDrXLo+mBhClNSOwb4uJIm6WwE+Zbn/o1tr2rwVafEfkOjKIL5pI9ptLmc1rMBvghuiuOfMvUyFsf0srOqFEm2tJDS9nv+gDJhC6znquLBN0UdQAKhumLW0/hZs2ahbdu2cHV1RXh4OObPn4+EhAT8/PPPAIDU1FSNNnSurq6wtrZGamoq436LiopQVFRZeEC8hcw48lStr1eT3oj7clBzXH74Eh/2UA0pertWitvWciAyDWzs+6AjHqbnoqWXEz7/O8bYw6kWrBjpj/c6+6Kpu245cWJhY2mB6b2YjdFmHk6M7wnBiyI67UDTMePBykF4mVuEny8nKJeVF6jElv9hfPvPbFpLUr2ti4Y0R/fG5hG6JpgPJmcALl26FMuWLWNdJyIiAu3atcNnn32mXNa6dWu4urpi1KhRSq8gANoZqlwup12uYPXq1ZxjIJTz3egAfPJ7FOvDBwAmdfVDek4R+jSro7K8qYcj7i4PhqVaf1UrCynivw6GREI8WVzYWlnAnyMESBAXC6kEzT3FMaoMgZ+bA/6d0VVF+48Pb7X1xj9Rz5R/z+zTSJnzF+SnqftqZSGFp7Mdto5vixoVk8NaNSo9gKZQBWwuHsDWdZ3RuUEt1HW1wwfdGxh7OIQqiMkZgDNnzsTYsWNZ1/Hz86Nd3qlTJwDAw4cPUatWLXh4eOD69esq67x+/RolJSUankEq8+fPx5w5c5R/Z2dnw8dH/HyqqkB9Nwf89wlT2KkSG0sLfDWUPl9I3fhTYGslbk9OAqE6E6CFLqS1pepv062GDUK/6I1HL3LRpSGzfMwgPRQgiYW5zCelUgl+n9bJ2MMgVGFMzgB0c3ODm5t2wpw3b94EAHh6lt98OnfujJUrVyIlJUW57PTp07CxsUFQUBDjfmxsbGBjQypPCQRC9aaMRrfFp6Y9fBhSOrgwgRRAs/EAEgj6xmyLQMLCwrB+/XpER0cjISEBf/75Jz788EMMHz4c9eqVJ2gPGDAALVq0wIQJE3Dz5k2cO3cO8+bNw9SpU+HkZD7hGwKBQDAGLXiEuX8Y2wYAEODNnYbQzq8m5zr6hqSUEAjlmJwHkC82Njb4448/sGzZMhQVFcHX1xdTp07FF198oVzHwsICx44dw/Tp09G1a1fY2dnhnXfewdq1a404cgJBf8zs3QibQx5ifEfSqo2gO+M7+aJMDnRpWItxnRFt6qJfc3c4sEgDRX3VHy9zi9CoTg3GdQgEgmGRyPXZLqCKkJ2dDWdnZ2RlZRHPIcGkkcnkuJeWgybujipVhARCdcTvy2May6iC8wSCOaOrbWK2HkACgaCJ1MyqUwkEAoFgHMw2B5BAIBAIBCGcnM2tWEAgVBeIAUggEAiEKs/Q1p6iCWITCFUBYgASCAQCocqzfIS/sYdAIJgUxAAkEAgEQpWmQW0HwV1QCISqDjEACQQCgVAl2TulI9r5uuKnCczC/wRCdYVUARMIBAKhStKtsRu6NdausxSBUNUhHkACgUAgEAiEagYxAAkEAoFAIBCqGSQEzANFs5Ts7Gwjj4RAIBAIBAKh0ibRtqEbMQB5kJOTAwDw8fEx8kgIBAKBQCAQKsnJyYGzs7Pg7UgvYB7IZDIkJyfD0dEREknV6q+anZ0NHx8fJCUlVbk+x0I/W/v27REREWGAkemOPr83Y58HU7km9XEeTOWzCYHveTDHzyaEqvz5yL1SO4x9HuRyOXJycuDl5QWpVHhGH/EA8kAqlcLb29vYw9ArTk5OVe6mpoDvZ7OwsDC7c6CP781UzoOxr0l9ngdjfzYhCD0P5vTZtKEqfz5yrxSGKZwHbTx/CkgRCIFQwYwZM4w9BJOAnIdyyHkoh5wHgjrkmijH3M8DCQFXc7Kzs+Hs7IysrCyjz2TEhnw284R8NvOkKn82oGp/PvLZqifEA1jNsbGxwZIlS2BjY2PsoYgO+WzmCfls5klV/mxA1f585LNVT4gHkEAgEAgEAqGaQTyABAKBQCAQCNUMYgASCAQCgUAgVDOIAUggEAgEAoFQzSAGIIFAIBAIBEI1gxiABAKBQCAQCNUMYgASCAQCgUAgVDOIAUggEAgEAoFQzSAGIIFAIBAIBEI1gxiABAKBQCAQCNUMYgASCAQCgUAgVDOIAUggEAgEAoFQzSAGIIFAIBAIBEI1w9LYAzAHZDIZkpOT4ejoCIlEYuzhEAgEAoFAqObI5XLk5OTAy8sLUqlwfx4xAHmQnJwMHx8fYw+DQCAQCAQCQYWkpCR4e3sL3o4YgDxwdHQEUH6SnZycjDwaAoFAIBAI1Z3s7Gz4+PgobRShEAOQB4qwr5OTEzEACQQCgUAgmAzapqaRIhCCzsjlchQUlxl7GAQCgUAgEHhCDECCzsw/GIvmi0/iTnK2sYdCIBAIBAKBB8QAJOjMgYgkAMDWi4+MPBICgUAgEAh8IAYgQSeKSitDv9FJr404EgKBQCAQCHwhBiBBJ/6o8P4BQNKrAiOOhEAgEAgEAl/M2gBcunQpJBKJysvDw0P5vlwux9KlS+Hl5QU7Ozv06tULt2/fNuKIK7mVlInz8WnGHoZOHItJweJ/TeN8EggEgjlyI/EVkl7lG3sYhGqIWRuAANCyZUukpKQoX7Gxscr3vv32W6xbtw6bN29GREQEPDw80L9/f+Tk5BhxxOWM+PEK3t99Awkv84w9FK2ZsT/K2EMgEAgEs+VuSjZGbQtD929DjD0UQjXE7A1AS0tLeHh4KF+1a9cGUO7927BhAxYuXIg333wT/v7++PXXX5Gfn4/9+/cbedSVPH9NwqYEAoFQ3XiVV4xBP4QaexiEaozZG4APHjyAl5cX6tevj7Fjx+Lx48cAgISEBKSmpmLAgAHKdW1sbNCzZ09cvXrVWMPVwBitheVyOWKeZYqu3WcpJX2SCQQCgQ87LycYewiEao5ZG4AdO3bEb7/9hlOnTmHHjh1ITU1Fly5dkJGRgdTUVACAu7u7yjbu7u7K95goKipCdna2yktfGMNk+jvyGYZvvoKxO66Jul8rC7O+nAgEAsFgJGeR6A/BuJh1K7hBgwYp/92qVSt07twZDRs2xK+//opOnToB0GyRIpfLOdumrF69GsuWLRN/wHQYwQJUVO7eSsoUdb9WFsQDSCAQCHx4kVNk7CEQqjlVymXj4OCAVq1a4cGDB8pqYHVvX3p6uoZXUJ358+cjKytL+UpKSmJdXygh8enKf0uMYAHK9bRfa8sqdTkRCASC3rAgKTMEI1OlnthFRUW4e/cuPD09Ub9+fXh4eODMmTPK94uLi3Hx4kV06dKFdT82NjZwcnJSeYnJ5N0Ryn9XpXtAPukHTCAQCLyITGQWzi8oLkPc8yzI5fqarhMIZm4Azps3DxcvXkRCQgKuX7+OUaNGITs7GxMnToREIsHs2bOxatUqHDp0CHFxcZg0aRLs7e3xzjvvGHXcjjaVkXeucLQ+0NdNhRiABAKBwI+colKVv++mVOaaj/kpDEM3XcaRW8mGHhahGmHWBuCzZ88wbtw4NG3aFG+++Sasra1x7do1+Pr6AgC++OILzJ49G9OnT0e7du3w/PlznD59Go6OjkYd9+h2Psp/G6UK2PCHJBAIBAILVEmYmGdZAIC/bjwz1nAI1QCzLgI5cOAA6/sSiQRLly7F0qVLDTMgnsgoHjhD2X8vc4tQw8YStlYWBjoigUAgVG/kcjl+uZyAwHouCPKtKXx7Ml0n6BGzNgCrAobwAKbnFKLDynOQSoDYpQNB0koIBAJB/xyPTcWKY3cBAIlrhiiXl5bJjDUkAkEJMQCNjv4twPCEVwAAmRxoueQUajlY6/2YBAKBUN15mJ6r/LdcLseJuFTsvfYEreo6G3FUBEI5xAA0AruvJhr0eOoev4y8Yr0cp2ujWnrZL4FAIJgbyZkF2BH6WPl30IqzeFVx7736KIPXPki0hqBPzLoIxBzJyFUV/zREmT/bEZ5niqdG7+9FZrUEAoEAAF3WnEcupdL3lRYTb2IAGp/84lIkvco39jD0AjEAjUyZzAAGIMtdJF9NikAXPJ1tRdsXgWBs5HI5/o1+jvkHY3EvNcfYwyGYEQ/TyfVSVej53QV0/zYE99Oq3ndKDEADY6nWL7eGrXGj8MbQISQQzIEL919g1oFo/B7+FAM3XMLPoY/xNKNqegII4nI7WX/94wmV7AlLxPKjd/QaSVO07Fvy7229HcNYGMX6KCoqQnh4OBITE5Gfn4/atWsjMDAQ9evXN8ZwDIq6vWVtoX8bnM19fSPxFRrVqSHKcUi0glCVWH/mvsrfK47dxfen7+PIzK4Yuukyvghuhindqv49iyAcsewRIgPDzlcVRtmgVh5o7ydcZkcIYY8zkPgyD35uDno9jiExqAfw6tWrGDduHFxcXNCrVy/Mnj0bX3/9Nd599100atQIjRs3xnfffYecnKrnatU3j1/kYt3pe8jMV80z2XrhEdaevs+wlar6PIFAqOTZa8382IKSMvRffwlFpTJ8/d8dFJeal5zHxfsvsOZEPGkxRqhSZBeUGOQ4h6OfG+Q4hsJgBuCIESMwatQo1K1bF6dOnUJOTg4yMjLw7Nkz5Ofn48GDB1i0aBHOnTuHJk2aqPTwrcqIdRse9EMoNp5/iIWH41SWf3MynnU7MVMQ7YjItCCyC0uw+N84RD5h7glKMA7bLz7ilbR/Ii7FAKMRj4k7w7Ht4iNsufDI2EOp0ojlucsuKMWK/+4g7nmWKPurqlx++NIgxyktq1oTJ4MZgAMGDEBiYiLWrl2LHj16wN7eXuX9Bg0aYOLEiTh58iTOnj1rqGEZHH1NvIsqPBFRAo2JUhEtQDtrVQPw6//u4I0tV8zOSyIGc/6IxptbriDmWSb2X39K63FZe+oefgt7gre2XjXYuErLZJDJ5EjPLsSJ2BSDFCGZG2nZhVh9gn3ipGDWgWj9DkZPfHfqnrGHUKUR6z5/JyUbP19OwNBNl8XZYRVl15VEgxznaEwysvJLsOtKgjI30JwxWA7gjBkzeK/bsmVLtGzZUo+jMR3ENgipKYZ8Stf1qUj/y+UEAMCZO2k4EZeC/2JScHvZQDjYVG35yaRX+Th4szxUMHzzFQCAWw1rDGjpobLe4xd5Bh1XmUyOPt9fhJWFBGnZRcgtKsXyES3xXmc/g45DTK48fInLD19ibv8mGgVW2lIdJywE0+D64wx0bED0VE2F9OxClb+fZOQjYPlpAOVG56UvehtjWKJhlCrgpKQkPHtW2eQ6PDwcs2fPxk8//WSM4VQ5ZDI5kl7lY+/1J5zrlhigJVGpTIb/YspDZYb0dumDrPwSrPjvDv73dwwKisto19l5JUFjGZ2MiFRq2Ars9JxCPH2Vj0cv8pT6ZJfuGyZ0oi/G/3wdWy88whtbxLuuxC6Mz8wvxs+hj/HoRS73yoQqgbYT+zE/XcMumvsHwTiw6eQ+5eFgkcvlJt32zygG4DvvvIOQkBAAQGpqKvr374/w8HAsWLAAy5cvN8aQDIeeI27JWYVosOA4un8bgn8in3GuX2yAi5MqNRNvZnpqcrkcx2NT8DQjH08y8hCw/DR+vpyAP24kIWgFfZ5qFk1CcgxNDo8VhwEYn5qN5IobUGmZDOvO3Iffl8fwZ0SSFp8EiHuuWfCTW2SY5Gl9EytijpRUZAvw0wPRWHHsLvp+fxEf7YkUdd8E00SX2/yyo3dol5uyIVFV0TVDZuxP19Dj2xAUldI7C4yNUQzAuLg4dOjQAQDw559/wt/fH1evXsX+/fuxe/duYwzJaOizzP9lLncSe3EpyQFj43hsKqbvi0KP70Kw/dJjlffyi8tojeyDUZqVYmfupGmE5JOzKsML0UmZKuKxCS/zELwhFF3WnEdWQQm+P3MfG889AAB88U+MVp/l879vaSy79viVVvsyRUy1svXS/RfKf5+8nWq0vEsZyfc0a9jUHAj64dlr3XQ/rye8QnJWIWKemWYRj1EMwJKSEtjY2AAAzp49i+HDhwMAmjVrhpQU86qqMwXS1PIUhGCIELA5S01HJFYaSPuvP9V4f+5ft/DXjUqPXMJL5rw+qjjs04x8FQmekT9eQb91l5CcWYCSMhl6r72gfO9A+FNs1bJqc8+1J3h/dwQKS8qQmW963r6H6Tn460aSKMZJkUi5e/o2kwzxm6NDZqIGclVEH5ORbRdJ5bah4VK26PVdCG3EByhPF1Jgqj89oxiALVu2xLZt2xAaGoozZ84gODgYAJCcnIxatap2Aqy6x0+MC+ODX29ova0xHkbm5Ik4F5/Guc7nf8coDb+Q+HTG9agPhR7fhdCuc/VRBpYdVVWcp6vUZjP6T91OVRqMXx2Ow/n4dINVyQml37pL+PzvGBy5lSx42x/OPlD5u6hEnGtZ39dnYYnhw0FyuRzpVaBq0VwwnzscgQm5XI5MDn3BxIx8BCw7TfvefUpEx1SjE0YxAL/55hts374dvXr1wrhx4xAQEAAAOHLkiDI0XFXRR86dLvlPhSVlen/gqadU/R3FnZtoKiS9Yk4CpqLw2LGdST5nOT2nEHuvqXoaqV5IBcM2XWaceX64JxLfnIzHVYo2FpMe5PtdTaOTxc2nwrUQ159VDYnx8XA9zyzAv9HPjZpPVSiSoSqEBYfi0GXNeYMft9pims97gzHrwE28vS3M5Cb7mfnFvFMw6s8/ji/+5pdu89eNJDxIy1EWBspkcpXIl4mdBiUG1ePIzc1FjRo10KtXL7x8+RLZ2dlwdXVVvj9t2jQNfcCqxp4w1cpcY08Mop5mYtjmy/jvk24G6wt87m4a3m7nY5BjGZqC4lLG9xRnNyOX2RPz7UlNfbYL915oLEvPKcJ3p+KxYmQr5bKIxFfwdrVT/v3Oz9c5x1smE2aMyOVylMrksBK5haEYepR8DMBe34WgpEyOl7nFjG3c9P2bNLTXPbeoFL+Ha6Yv6ML9tP+3d97hUVRdGH9n0xOSkISQBJIQSiCU0HtHepMmAiJSVERBiooiSFewIKAgWEGRKsoHSpXepYTeWwKhJbQUIH3v98dmNrOzM7szs7M19/c8PA/ZnZ29Z6ede+4578lE2ZI+Li/pZG0axgSjbJAP/nfStTpMbDili+ifv5uB+MhAO49Gx7XUTLSbuw9NKoRg1fDGRu8fvv4IRxMfY9QLlXAk8ZGsfY8vdBRLlfDEvg/boNqUbShbsuhe7Kgt/WwaASxVqhQ6d+6MxYsXIyUlxcD5A4CYmBiULl3alkOyOddS1ZWCOJWcZvE+rN24/LQKY3QWzCVq5xVo8ZHCIg4+Kzg5iSdvPUHf7w+jyWx5UR65jte7q06i1vR/JXXJkENGdr6sSjmhbcVMOZ70GF9tu4Sc/ALkFSr5H7hq7FSzOOrNWikvqiwifPj6I3SYt4+KE5tA6jnUJT4crzYuZ+XR2JbnnElwgcBs6kpKJkatPKF/FhZoCZ7liE+cxZC7rLr2uG7l6fANYeduwE//Yd6OK1h34jYOXZPnALI8fJqL3oWSVFwJGZnzbJthUwfw8uXL6NKlC/766y+UL18eDRo0wMyZM3HmjDoPRGdgy7n7Bn9b+rDp+d1Biz6vJmLX40/7DXWtHLUiytpcTslE1clbseOieJ6gHN4ojGA9y8nH1L/Pm9laGLkVqRvP3MPz3ALVIxb/nL6LxrN2mtyGEIJFe65h96VUpKQbR1HFHggvfX8Y3+2+jh/2FlVxm3J87R2VV5sbJgqTlLC+8NgnPnyGj9edwXt/nFJ1/66A1HOoR+2yqutO2pu7HMeHH+0mhKDDvH3YeOYeBv2iW6Hoteggqk/dhocmVkaEkHudStVd/fdCCpYdTpK3cw7OJHVmUwewXLlyePfdd7Fjxw6kpqbivffew/nz59GyZUuUL18eY8aMwa5du1BQ4JiaOa6Mmg+9rNwCXLovHlW8l56tSuTS2Zi/46qqrfdqlA3E9QdPUX3qNsVOtdLxWCOp+YmZKuVjSU/w5dbLGPrrMcGHpjlTuAK7+6+KC2CL7WZgo2jUiipp+kskoMZPl/Twmd3kZLgP9VVHk7HuxB1cSXGeh54j4e7mYt4fADdNkVvBVx7Ydr4oAHIvPRvv/3Faf+/afsF8wd211EycuZ0GwDDlo2vNCLOflaq7v/1CCjzd1e1r76gV+HYpAgGAwMBADBgwAKtXr8bDhw/xww8/QKvVYujQoQgNDcWKFSvsNTSrQAhBzIRN9h6GTei16CA6zd9vchtHilyqBVfHz1YMkpDnZwpTVcumsMcNjavJJTSbNzcmcw4mS9Ij44hZhVJ++KxXPDpWD5O0D2uy8sgttJ6zB+/bKfIm9CtLaTtZnJB6dWgYxqllsoTgTkz4lym/2v8vTkHgx+vOmt13u7n78OLCg7iblmXwG/t5uiEzOw+9Fx3Ez/tvCH7WTUao1ddTXQfQMd0/OzqAXNzd3dGhQwcsWLAAN2/exM6dO1G5cmV7D0tVxGY3pp5Zi/dcxzsrEuw205dLvpagx3cHnSoELkTy4+dIf54nW7293dx9VhqROFwxaams4SRAP1KYyydWgSwHIafBVNUg9y2hW7laTunszReNXmMdzmHNyqNV5VBVvkcprCD4+lPypXPUQOh3XiGgkVmckXoqMgxsVnxnjqzcAmy/kCLa4lIq3NWB01ZK9/l5f6LRb/zLgUScuJWGTzcZX7/mOHjNcEVASP/v7LQOmNq9mux9A44bAbRbCVd2djbOnDmD1NRUaDkZkgzDoHv37vYaltX4V0J4mw8r3dG7TiraVVMn8rBmeGOsP3UHq44athPTEgKNhXPRhJuPbVrwsWDnVey/+hDLXm8IbzOCnVK5n56NFl/qNPrOTe+oyj6txT0Fzh8AVSo3v9t9HeM7xin+/Ou/HsNOgehjAe881GqJ3vniPliEnply77G/HEg0qAQ+fP0RjiQ+Qn6B8Y48C6uevT3c8NuwhpKj+WLJ7U9z8lFC4XG4L0P4/biAhBCXzWfvIdTfCw1igiXvU6iKuVyINPWG7LwCXE15ihplAxzG8bEnDBwnAvjJ+nP468RtRAb54MBHLyjeD3ei9u3Oq3ivvfrBnNiwEgb58wwYZJnR1zQVR5m33bB4z1sgAujv7YFgP095A3Vw7BIB3Lp1K6Kjo9G4cWO8+OKL6Nmzp8E/V+SJBVWTz1UUjm1UIQSze9c0el0NfUJbRyq/3n4FR5Me408JPY+lsuNikaP++Rb5M0lb8vkWYW0/cwT6eKg8EvkIOX8AcCyxyGG5fD8TFSZu1t+czbU2lPt7zNxo2HN1wE//Yf6Oq4JFE3P61pK1b5ajicYO2NJDiagxdZuins77TVQvC7H57H3R966lPsU7K06g7/eHLd5nlTB/SZ99749T6L7wANYo7GftLEgt7vNyd4hFOABFy7G3n0jTPhXDWs8B7gRw4a5r2Hy2qGsYw8DsOqupY1IxtITB32KBjK7xEXixVhl82rOG2fFyycyWXuX83e5riJmwCRnZ1u/cZJezb9SoUejbty/u3bsHrVZr8M9VC0CyLWgGbQsV8f9ESuOdgZx8LW4+eqZKw+1P1p/T/58vyAzolgZC7DgLDAvwsngfUcH21do0JSHzys9H9BGmjvN1S+rfFC55csWshZ4xm87ek7181WHeXkmTs2plAmTt1xRsVxYlPZ0H/XJU1vbn74ovwSVzciotvXZ+Esm74kII0TuPP+4zv70zY+6WfWZaB5yf3hEaDeNyVcCmljuPJckXfGfh7vZOWhbGrTHubW4K/j3j8v1M7Crs9BTqL+2+6u6mwbcD6siW7hm96qTkbb/aptOC7fat9WWW7OIAshXAYWH2T6i2Fc9yhG+wUny7DBmzB6XI9TEdqYr38PWHaPXVHtmRjNSMbEz7+7zk4o321cJwcWYnJExuL/k7TM3w325dUfJ+WMoF+8n+jBDda5VRZT9yycotQN2Z201uM3LFCbP7EcsVzJXZD/hKylN8v890j9UZParL2qcBVn64m7P3iEAEkoU7sez13SGLxnH9gXmpmS+3FYmcu2L1qxwCvD30qRiOswhchCVBB1MffWBBO0I5eXRC+cX8j3ecvw/Dfj2Oc3fSEVHSW/G4rMUtGxRW2cUBfOmll7Bnzx57fLXdKMvp0CCXr/817g4BAPfSLQvVc5FzvZ+5nSZYxWuvPFdWV0+uFMq7q07i10NJ6Fo400q4aTpfSgkv1YsUfU/J7+Xhrs7DonedsgCASqVLmNlSORfvZaD7ggPYe6Vo2ZIrjiqGlHxZsd9Oia5mXr74Z85N74jXmsTI3idnQFbl9pPnSH78XHTJqm2cuLA+V5z2wj3risED0PenBgB3jeMsfapNTn6BwUqCORwhAsif0Fuyiisk/qwGpvbKMNCLvANAiy93G00Sxe4Nl+9nKkqL+WFQPdmfcTTsUgSycOFC9O3bF/v370d8fDw8PAx//NGjR9tjWFalVWwoNp25Z/S62EnJVVPnaymxPFUxMijnkj1yQ9hRypEZfbE3bHSEHXefxdIjiF/0icdHf5mXLdCYuLsrcVYmdKqK7gstXxpgh2XNHKQ3fjuOO2lZGLzkKJI+7wpAuhYXH75I7CyBSl1AWf7RXRNOqdJCDRZrdxUhgL5oadPo5qhexrDtlliuJWC4BKwGb/x2HH3qlkXnePOabB4uGgEkhODNZQn2HoZs+FWw+Vot3DTKCuv4kbpbj54jWmKRkJz9GsIgLcswlSNfS+DJueGIPS+1hCi6b3SsHi77M46GXRzAlStXYtu2bfDx8cGePXsMqsEYhnFJB3DpoSRZ259ONh/NUrOKTk7IX+yhxtd4cjW4v3a/BtE4mvjEQMdKCDdTHg8BZvasgQeZOXppD1P8Nqwh4iMD0SK2lEkhYymw5875uxkghFilIlMo2ucp0eE8wstJHb/WMN9n63nh4gZ+9EFKbpstllqsBdfcrt8e0DvaUpj+zwXzG8lgx8UU7LiYImkMaveSdgQIIej3w384aqby2hHhV4vnFxBInfscvv4I60/eQU5+AVIycjCOV/X7v5N3MKZdrKR9fbf7GlpVDkWNsoYTmcfPcvHhn6Zz/viT2UPXH6J1laIIuJhUESE69YfiiF2uwk8++QQzZsxAeno6kpKSkJiYqP9344ZrJgdflLnEYtJxKESowlApW8+JVwvycVBJI4vgz4CF4N/YS0soyDDlV+UVEAxqXE6yTIKa+nPc0+vQdUNna+6/lzFNYWs5c0h1NPmt7aTqifF7bi45kGT2M7ZY/lSD2QJV6fyoyJjV0pPN7YktcwBtUUQHAMmPsxQ5f46wBMwPgAlJIYkx4Kf/sOZ4MtafuovDNx4ZTd42nJbeNvKrbZcFe0zP3nzRZAtNhgEu3DPM5R6y9JikNCkCgtkKFRVaVQ5FqRLWKQq0RbGhXRzA3Nxc9OvXDxoXzgPhI3aRi92bpCyVsS1x1GCdjN6uLuj/4a3fzS/b8JfipSQlm1oCfq2JsibwakTruInn3MkJIQTf7rqGXw8l4dYj9SNjpoSeufDFxMUqh4N8DdNHLvJaEFojrxOQNkED1J0scXsZs/DTSjZwxKHVqIq3FrbKAfz79F00nLUTJ24prz6Vyu0060aSY1RYRpWKJbJgebxr3EuFtmpStC+F8mCtcQ/j8uvQBvjv47ZW2bctBOft4oENHjwYa9asscdX241BImXjNx4+NXpNqyUGwsYtYksJfna1i2tp2RIlPlXLWPMXqCk/IaaUOhW9SuCOq1QJ4UimHAfit0NJmMsTUxVCbY0whmHwNUejb+9lQ508NXsvc+F2BDBlk6+ndbNsTOUvKm3zZwukOtCWMnrVSTzIzMHwZcet/l1KK1ylVgFbU2Y1hBfFEhL7lspJnrPtboNjLfYNYQGWVfeWNiMPwzAM3N00+KyXPF1All8OJKLuzO36JWhutFpN6Skx7JIDWFBQgC+//BLbtm1DzZo1jYpA5s6da49hWRWxSNC4NafRq05RpWh2XgHiJm812KZsSeMK4nzeBerprtFLQgR4u1tFOuZ0chreXp6AUhI1k5wJOUKdLM0qCTvmXExFAOXgx1GmV2WPnJ1wI5lSI1ZNKoQY/M0u2b5Yq4zJymK1WyJpGKBWVFG+EP/nlrOUJYe60UH6/z/IzEF4oPCDRmrOo1JMRWocuSjrWqrxxNeaWGsiwEXpqS31FmFNoX3+vrMtaD7Az09W4xpQuurhIeG7TTngUu/fAxuVQ5caEahjRuKKDytGP2rlCfz5dlNeH2XDVZqt5+7jrVYVVJ1U2sUBPHv2LOrUqQMAOHdOerl8cUBI8kXIAeTfC16qF4mVR24h2M8TpUp4IiNb/RvsiOUJuJeeraj/rCugpEG4WsUVrzSKVmU/LNwlVTEtOVOPG7FCoEwz6vXq98RkUKl0URcK7u43nLqDAxJyO5XAjZCYymfLUbGLjxBCDwO2qIfr/MaF+ztUj25LZLEcEUIIbjxQds+VeouwZi4j30FWc/Kghnj9zUemdSatlUcpJ1IdZEHO3vGbuqipmIRO52/2A9AFKqYo7EcshF0cwN27d9vja+2K1Iv3p/2JRq8FCySZ8tvEuDGMvvquU2EHBbWxZFZoK/IKtFarMKwQKn/JVur9Y2aP6pi8Qbzwgtt397YK8h3POcLkvxxIRP+Gxg6mqVNWLBhhysE7dycdkzfoJnwhfp54ZEF7RBa+PAz7/c9z8zFm9SmL9y8GN+JnyuZfDhhfz2oi1LSeEN0DkfswmdS1Kn45kIg9l+W1krMWVcL8kf48DwevP8QLcaVV6+VtL37/7ya+3XXNqt9hLX09IdS813t7uGHZ4SREWuD031Q5l++6Qmfd2nCL2GZsvIBAHw/04WjJJqicy2qXHMCdO3eKvrdw4UIbjsQ5ELruT91KM/hbiqCv0jyF3HwtTiWn4YmIHqEjIUVORSlK7r9SlxC4USwhuMsoUroumIPrtFzlLMdJNVGsAr1Aq4suCinxd1twACcLz1uNiGf8VssKEkcgDJuzY+0lv4jAooeZqaW5yyniUTc5UQuxCWR6lvE1yR5bbgTQjWHwWa946V9oZRgGGPLrUbyz4oRRT2ZrYG3fSUr+qxiOkAPYoZphVy5L9S+5XEnJxJQN5zHsV+vnYfIRu27elJgTOqatTr6GFc43x9oRTQAAiwbWlbQ9F0IIUjMNV9feX3vaIF1C7RUFuziAffr0wbFjx4xenz9/PiZOnGiHETk2QidxPk/vgvtAFVp2PDOtAwY2UlZ1OvF/ZwU7fzgi609Jr2aWArdHpNyHSKi/l+QIYJOKIfh2QB0sfKWOvC9RiFoOUm6+1mAJ+eUfDqPuzO149ZcjBtvxk8qFfpfxHavg/Q5VLBpPvXLBAIyrY60BG30zlWdo6pyRcj7tv/oA11Kfij78+Qn3ALA24TYKtAQFnHuEm4YRTCXh8jTHei0nr/AcYQ3D6CcDYvpsxQWpEwFTFfT8nHC58Jc61ajcZbmaIj/atvHMXVnafHLvzXeeSOui9XKDKOwd3xpzOIVmpmgQE4ykz7uiiwQxdD7lP96MVl/tMXq93dy9+v+rncZhFwdw3rx56NKlCy5cKJr5zZkzB1OnTsWmTZvsMSRVKNASjFx5Aj8K9Ba15HEr9Fl+jgb3+hV6uAZ4y291w/JngmmxY0dCraILlhVvNNL/X+4xnPFidVk5gC/WKoPmEgpLxPiwk3TnSUounrkuFlotQdPPd6L+p8aJz/wlG/73uQn8Li/Vi1TcIYKNgLMddD5eZ75Li6Ww1Y2mIoDeHspvsefvpmPQL0fRbu5e0e+48dA4GvzxurNYfeyWgZMvJZdJKJqoFksPJhn8fcwCseSEm49xVmbbR0dG6hkvds2uP3kH1aZsw65L5lsoisE/v6TcH1IzsiX17W5YPlj2eEatPIn28/aa37AQAqBhjPTvkXMvLxfiJ7pi4ezYxQEcOnQoPvroI3To0AFJSUn44osvMHPmTGzZsgUtWrSwx5BUYd/VB9h05h5mbTYWlTx3R/kNS+hazMkTn/HxnaCd77dS/N3OhtqXaeWwoqXZKmHy+uaWDvCWnZxc0tcTa0c0wYaRzUS3EVqe+XZAHbzZQvryaWNeFS+LnETzp7n5ePg0V1LFOV/HT+iGGuLnqbhohl0mef234xZHQ6TiVuismoqmvioi/ySFixxh28M8cV1z7Ln8wOChLsUBXHnkpqzvkMPh64bFOOfvKhPffvIsF30WH0b3hQdsJvAsBbWHMqRpjNFrYpOAsWtOIbdAa9ESK9/hy5Kw1Djxf2ex6az5SLvSrkWsMsPWc9Ki+XWiSyr6nuKM3ZSYP/jgAwwaNAj169fH559/jn///RdNmza12vctWrQI5cuXh7e3N+rVq4f9+/er/h0LBZKA76RlYdrf53GCk7P3Tf/asvYrdKML5lUcaQ3Kxw23rRgqz3FhOZb0GDETnCsiq3YEEAA2vtscQ5rGYGr36rI+Fxfur2g8DWKCUSuqpOj7/OV/QBc99HDToJxEsViuYyuGwNcYIEffa8tZw04zfIfk0sxOcFepeEeKaCwf/hKlFNgoJvfB/Cwn36BIhy1uaM/LsZICNx/oj+NFmp+LJeQXbb+QgrwCeQ7g8STriSUnqZTEf88FFQj4t4jvX61rcLyqF+rBsY8BoVwxS+HPmVZKWJZXq4WiKcctNTMbI5abjzISAvywT0YXMQeYOzhC+zmbOYDffvut0b+IiAj4+vqia9euOHLkiP51tVmzZg3Gjh2LSZMm4eTJk2jRogU6d+6MW7fUzT1JuFl0A2WjEEOWHMWvvD7APWpLSyhlEZr48Z2AtlU5DxiVnKCBPx0xv5GjYYVIfY2ygZj2YnXZZf5+Xu6iy2pf9qmpeDymlhx/HdoQ3WuVkb3P9MICH+6e+a3HLOksMYOX6M93jLlVoD+9Vl/x9wBAtonouBiJAkup5mCrmLkP48azd6L5F7uRVLg/NjqoRAz3J84DjZvT2KpKqCRJIn4OoDmOqNhaUi5fbL2EUwKdHO6nZxsUFKVlFUWSlRxnx8Tw2HSqEcFL6SmcaBR6gO/9cRoNP9uJ7ReUL/ny4ecXmpNzAoCkh+o4gLEmChgX7TZOpxLGATw6CTzIzMF3u68hv0CLbgvUD0LJxWYyMPPmzRN83c3NDQcPHsTBg7oiA4ZhMHr0aFW/e+7cuXj99dfxxhtvANAVm2zbtg2LFy/G7NmzVf0ultwCLdzdNAYVlmK88dtxtK1aGgMEpDgA3alNCMGRxMeoEuaPID9Pg1lR+2phKMNJ8E5UqcTdknZA9kLqY1astZjarDshnD8ptgQrBVNLjuVL+WHBgDr45/Rdwfe5yvbjO1bBV9t0upMjV57Ack6+I2C8dGMuIigHU8dJSbSMixLBXEvmDV9uvYwWhV1h2GWrQ9cfIaaUHwoKryElnS/EzNAwDCKDfHDFTHK93BxAe7J4z3Us3nNdL2UF6JySxrN1ihHnp3eEn5c7fuHIZKVmZqNciP266ShFyvycO0FiDx27TPu/wradC3dfs/haYeFLzEi5gtR6PphaPucHT0xRO6qk0SRCbN/c/Oa76Vko7e+FVF4nF2toCzb4bAcA6O+79sZmDmBionX1sMTIzc1FQkICJkyYYPB6hw4dcOjQIcHP5OTkICen6GTIyJCfr5KTp4WvxIDRjosp2HExxaivKQshBJvP3sfIlSfg7+2Ov942XCovF2y47Ke0C8jGM3fx3e7rCPL1wC+DGyjahxyy8wpU1/+SmkNWV6Ziu1LEloADfJRfepbkG3GdPG6jdCVOk0V5T2YO0+GPX0BWbgHeWXFCduUbX4KmSpi/STmW8ABvwfMmwFvaMeJGpVjYyK8lEUBTOW5SpEO4x9QW7bjUhuuUpGRko0JoCTzg6D7aoLmHVeAfVqFbBPd8ZDfnT8AYqNfv2bgIxPJ9vlQv0mwB4d+jmuH3w5bnnq4+lmym4l78zfk7rgq2w3S+K0Y+dssBtBUPHz5EQUEBwsIMZ0phYWG4f/++4Gdmz56NwMBA/b+oqCjB7W49eo4/jicjPSsPV3kPGCVK6mK5Dj/su4FNZ3URnczsfHSYZyj0/HbrirK/S4hRK0/i4r0MHLr+CCuPWl+awRqtjRztOSfmj6pZVSbWK5pP3eiSBrl/VSOKek0WEILFe67jsglny1xVsBy0WmLyWEUE+qBCaAnRqLgp+HImcRGm8x0JCITSD6Xq5glFRtmOPuw57qbRoG1caUn7M4eGYSRFJ/IN8oJ1Hwh1ojaOQiZye7sWyAhJp2flWbWVmiUI21l0nLwKNUD5hRoMI97FRy78fV++n4GL95QV6rBIuXZrRpa06DtYxPy773Zfw4PMHNw2K/tivIMhTctbPjAHx2YO4Oeff45nz6Tl2Rw5ckR1ORj+DJ9tlyTExx9/jPT0dP2/5ORkwe1afrUbH/55BrWm/4v2PKds5ErziatSeZCZg81nhZ1VAAgRmL1YiqN3/fhLZGYpVVTVFA1igsxvJJGHT4WXmtWKyBz/pB2WDWsoaVv++c5dhj6a+BhfbL2EbgsOGGyz7HCSfvbMf36yS1FKSHr0XFJxkpLWcdvOG14r5gpxCNE5aHyEogLCny/qPsLCOl+sxt3jZzkGDjegK9wxuV+R1zWMND0woSrgz3pKF4N/9DQHW8/dt1lVtSlYS7iRHLlaltascpZDq8qhBn8LPYe43YzYe5pQJ5A8lXpd853jKylP0fmb/XhmgTakI6QdrD6WjBHLE4zuI/yfUuhUmtA5zvhFGVTjXe+OiM0cwAsXLqBcuXJ4++23sWXLFjx4UNSSKD8/H2fOnMGiRYvQtGlT9O/fHwEB6vx4pUqVgpubm1G0LzU11SgqyOLl5YWAgACDf3JJuPnEoovHEYgQaXCvFpbcut5fe1rw9bwCLfIKtPhy6yUcuq5MfmBcu8r4pGtV7LKifI5a1cqlSngplk4pE2i+NdOUDedx+LpOgmTCX2cM3vtkvWV9vNnqRlMoWWbecs7wWjf362Rm5wvqEkp9frEPD353nr1XHugrJXdffmAUtRNq48ZFzHap5w5XoJr9jJycse4LDmDE8gT8bOV2dmJwzWd/iyrhRdFcuRG9f05bTxxcjoZiowrydfEA3W+whHcs+ALrUkjNzMaszRcNCp/EKlL5udLZeQWS5XeEril7kHDzCY7cMF3gJGQTt/uSEv58u4nZ77A3NnMAly1bhl27dkGr1WLgwIEIDw+Hp6cn/P394eXlhTp16mDJkiUYMmQILl26pJoeoKenJ+rVq4ft2w1zvrZv365YdoYQgupTtprd7rPNF81uY238JFQLCpGRlafPzxvWzDqh8KOJ8rTNpHDj4TOsPnoLi/ZcxysKq5h9PN3wRosKqKBQPkcK9sjJ4n+j1Bl6cqGsyUaVu2tMe7E6Xm9eHptGNxfdRpVbphkzs/IKjHoKA9KX6TvVCAdgPNbBS44a/M13EswKbYs8MCR3juB8nrWFYRizkUeWu4VOAT+iak+igorynWUv6TqGP2LUOUaOY8CvpjelByvG6FUn8eO+G+i1qKi7k5iECjfKf/vJc8RN3or3/jitSj9yW/Ihb/LK/8WtkR3g62mYQ6x2Fw81sGkOYM2aNfHDDz/g0aNHOHHiBNauXYuffvoJ27ZtQ0pKCo4fP47hw4fDy0vdJc333nsPP//8M5YsWYKLFy9i3LhxuHXrFkaMGKFof5U/2YJnueaXSKVoKVlK6yqhJt/3EokyeJrRXPth3w39DbZrzXBlgzPDsF+PY+jSo+j7/SFFM1kxLnByVyYriFLZorJQzvJIqRLy5GekYm0n1FxuaklfT0zuVg3VywSKbsN9OG58V9xRFOPl+pGS0gJ2X041es3cp+qV06UK1C7UbOQ+x1+uH2m0/TJesrvSgIDUiO/xm0VRD+4n5AZmMrPz7RK9MPxK3R/c+wS7BEwIwd20LLNjdIAVSQDGS9dKnQ+lRSCsXFlaofTTe2tOiW47d/sVzN+h63PcZs4eADqn8BczUeGYEF+cvyut+YE94mL8c8UW53emwuJMa2KXIhCGYVCrVi306NED/fv3R7t27VCqlPIWWObo168f5s+fjxkzZqB27drYt28fNm/ejHLl5Kv030vPUi3vQg06VVfmnAmJCfNhIwjWEFdm2X35AY4lPcF7fwgv6fIhhGDqBtNO3aqjRTmbv/93E/kFWlnJ0nyRbUsY31G4PZucZdv4suIOkiVIjXBxO1JI5epnnfFRJ8tyaPjUUPA7NCofIunBL3SOm3PSWS0+NpLHzdESKraoFSlv/ELPpJU8qR5TnLtTNBHi2sfPRTTHtdSnquY0WwLXeWInqD/tv4Gmn+/CAp4QP/+h7gg5aYBxdbm5PFexSDHDMLKKDTefvYfXfz1m8Py6+egZ1pnJ5Z2/4yp2X0o1+By/tR8fL3c3NJdYnGYP+L+oLeY3T57bRnpMDi5fBczyzjvvICkpCTk5OUhISEDLli1l7+On/dfRZPYui8YxU0YSthTMyaiI3fKkzDq1+gpGBu++UAkA8GYL6ywHi+nW8TmVnIbfZMoGnEpOQ+VPtmBW4ZJ8lono7bnpHWXt2xwtY40jtDXKSnsAswKpPevIEw4XQ6kfv1lCuyc+Hip19WAfIuZ66k7tXk3w9aoRAbJ111jcBQpDhGAfHqs4Ef/vBARshzU3vHbMXYL8dlzda5VBU4W9orm+j6nc3pm8JUYWU0Vo1uDS/Qz0Xly0RLn0YBKe5+YbLPuyS6ls682526/o33uak6+PWLFYcyIrB357QEuqk+UU672z4gR2XjKMdEtN6xj66zFZ4/L1coOXu7T0ozJWzjWXgi1COssOJ6myn9UqKnQUGwdQDb7ZYdzqTS7mEr/lorTZvJRkcPYBpGEYvN+hCpI+74oJnasq+j5LOHcnHf1/PIxTyWmYt+Oq7M/P3qJ7QPxYmOdiKvdKqM+uJQg9c6SqV6wf2QzrRzaTnLNlLVIzc1RvPSWVuPAAbB/XEkc+bmdyu6YVhR2jamUCJC0BC/mr5iJGbBSXEOCPY8nYaiZXrltNw+PI10j7+t/LWP6fbnLzSCAn0cuCpHRuxLlzjQg0EREiN7e0p9uX4mFI5vVfjxtEMFccuYUvtlwycJaGLD0q9FEAOpUAfvs5pcVSatK/QZTRpN1sBFDkbQZApoWFhtYSJC4T6COqawsAo1+ohO3jdEGYEQpkzDzcLDuWxlXA1ncBD15TJ+d9wrqzRp1blEIdQBuj9iqEueXolxsIaxhKKQ55Upgjwn0QKllGqRBqWU7dgJ/+w383HqPndwex78oD8x/gIVcuwtpIfQ75ebmjdlRJh3hwHbymrKKay4hWyvQqY8P8EWjiYQLoOqCIofTnk3qu77yUYpRkzufstA5w0zCoK9L39ND1h1iw6xo+WX8OOfkFWHLQ2BGz5CwI9Cn6/TzdNVg1vLHotmrmQy07nISt5+RHkIWKcrZfSDGoSjW1/CmUU6zmvffXg4kY8XsC8gq0siJ4Qo6G0IRQ6jn7834Z/W8l0MZMTrkQ7aoa61tqNAzc3TSY3VtYS/O9DlUQW6hJ6uvpjvrl5ElvHZnYDl3jI2SPVQwHLNA1CX91QCnUAbQxauehmFtqe699ZcHX5Zzvlox5zfDGBu3HlGBp8ixfMHbPZflOpFTiwg1Fhx3Ad9NjiUailMiQOY4nPUbLyvIfMFIwJdkgxYEWeoabW8Vm93pJQo6kv7fOAVv3TjODoh52CW/UypP6177bfV1wCVkpbhpGlqTFzI3C6gV30nRiulIfltdSMzFlw3kDgXupeZBC33E3PduoWlXMWRVytNSUJZn2zwVsPX8f3+2+JktfUKjWTUjfj/uS2M/NMMZRJUuL6ZR0Zhrf0TjXlz0uUoXcZ/WOR2l/LwxvWQGvNjb/mWA/T3StqZ4DyHeoLI0wWpusvALcT8/Gegu0WAHqANqcRuWl94DtXMN8gUflMNNSJWIOohwFdiW5MwsG1MGfI5qgUYUQVcSZLYF/TxRb9vjqpZoWfc+kLlWNChWEbLeXU+jhrvyLuctxSokN84eHPeRvJHylkMNgznFUfhyLPhg3eStmb7loENn6dqf8NAdTlC1pXu+Ri1D0EQBGySwEeZBZZBM7MYoNM92VhUXqktxzkXzeNceMxfutcd3N33EVOy4aV5CLMaiJceGhkK1Ko7Ctv9qj6HMsQQoK4LjRZaVUDvPHkYltMbFLVfSrL7/7j9o4UqGnEAVags7f7LNYi9UuDuCzZ88wefJkNG3aFJUqVUKFChUM/rkiJX09cGjCCwgvTHiVsixaRsKN29TSlyleE7gRiaEkAti9VhnUj1EmeKo2SQ8NO9AkPhTuSNO3vvByuVQYBqhVKAnCfc1oOxs7xLN6xSM62Bef9pTW2sxaVAkrgU+6VUOovxcmdVE/l3TZsIboJhAVkPJrCz1vzUWMGKP/SINfgf/DXmnLeAMaiT8Y65cLEl1iF7t+Ez5ph3XvSNdCPXkrDTETzHdoMuW8SBVMlvr45ad3nL+bjpgJm3D9gfE1LsdRk4OpJeDvX61r8HdNgUp2riTX36OaATC0308kL/nRM+Oq0jtpWXhvzSkjYWepbd3ea18Z8/rVkrQtS5CfsQPIHT9fDqpHbeGcZnbClZktfo60iC2F716pK/p+ceGjv87oU7QsQd2Md4m88cYb2Lt3LwYNGoSIiAiHyHFSi6MT26LhrJ1Gr0/sXNXAoXulYTQ+3SQuFD27dzyupz7V/31sUjs0+GyH0XZKfzs5VZqWBm0sObzcyj6lqJUvIYUBDaLAAGhUXuf8WvPUlqrj90qjaLxiwnlQi59fq483lh1HBZFJSbUygShfyg9HJ7a1yjXfsnIoWlYOxcYzhk5KaqZxPhkfoYe4ucg3a4NcMV4lCdzjO1ZB3WjxPCkfTze806Yivt9rvHQs5gCGlPCyShvJz7dewse8YjHWJ9x+IUXSPqRGAPm/ZY+FB0W21JGakY3SAepWnXJ7T5ct6aNfKgdgULXt7+UuKL1UvUwABjSMQplAH/3KjD9HKubTHjVw5k6aQZoAANwQcHIBYN3JO0jNzMFyjmSQ1BSOED9P9KoTiXFrpMlyATrJl+3jWkJLgD8TkvHLgUSMbRurf5//rKlsJgosFtUFgE971rCJTqujo1Yak10cwC1btmDTpk1o1qyZPb7e6qx6szEG/PSfwWvmkthZ3mpZAY+f5WJAw2i9bAlguybubaqEYjfv5LKnfILay2HWhGF0ic98mQfj7dT5Pqk6fraifKgfzk/vKFqtWqXwxm+J89clPtxAkkTKT3DhrnD043/vNEWvRYcAAPuuGt9QzQ2TfZv7wBeCr/umBHNV+xqGQYC3B/aOb41WvGVAW3ed+WHvDSMHMKWwijzQx0NSFFDqCig/f85cwdeNh89UdwBPJafp/1++lJ/B+cD95ZtUFE7/YRgGs3sbpp90q1kGuy89QKMKwYgO8cVjmRpy1x8UBQ8IIUYV52IovTbZpf1JXavhw05xBk4fK2fF0likAp3FlEatoxX0OTt2cQCDgoIQHOwYy4OWUiXMH5dTDJPAGwv0emzAWw4VS8r+mLM05udp+8OzdGhDo2UeuUvAfJ07pc97R2hCLwepZqr1OLZHOzlTuDGM6HIVADAqJJxUDvM3cAClPA/EHLQQv6JJVZrAcoo5B1vqef3NgDoGfytJ7zLXuef1Qo1Bd4HtrCWAfGxSO6Rn5aLd3H1mt2V/38phJXAs6YnodufupMsS/JYbTd145q5ZBwQArqRkYvSqkxjbrrK+1Z8U+LJcXIfqKmdFxxwebhp8yzlv5B7Be+nZuHgvA2NXn0KGiSVVa8CP+HWrGYF76VmIDPJFeKC3yUg2AAT6iOchcn+HFg4sNO0s2CUHcObMmZgyZQqeP3eufoJCbBvXEqveLJJUIBCeRfH15bg3rp4iORHDmsegfrkgvcitmmXvAEzqNHGRq5HELxhQWmL/PwsrnISQugRlTdSK3Fmj2fpgGbmhfEqYiXTZ2l015yCb+/nM/b7cyI8pqpcxnBAp0RwzVcXbvlqYvrpaaMxCTqE5rklwVtw0DCqVFl/OE/r5fMxMarstOGD2e7nIjQhJlWwZs/oULt3PxIjlCbL2z6+i5f4EYrnHUlCyCtP5m/24nJKJe+n20fBkYRgGw1tWRJf4CLPOHyAcQBGCrax3VgJ9PPTtJO2FXRzAr7/+Gtu2bUNYWBji4+NRt25dg3/ORjVOayVR0U7e9dsmTqedFBbghboiJ4G/twf+fLsphjbTze7n9K2FpUMa6N9vEGPZybN5TAtJ21l6oR26rkwA84YFN0wx3lx2XPV9skgt+CgTKK8qUww1HEl+hWgHha0FAaCUFfLJLMHUo37xwLpmI2Pmft6HT80vyw1uUg6l/Q2XHJWsYpmKrC58pShSJDRmJadJu7l75X+Ihy1arx1Lemx+Iw61eOoHhBB8sfUSVvG6KzxTKLDs4+GGF+KKdPHUWrCU2JTG5lyYoW7nJEDnMIrp1CqRqVFCHRG9TjUZ3rICfnqtvqhUmy2wyxJwz5497fG11oNznxOb3fNn5uVC/HD44xcQ5OuJP44bSxYI4ePppnccARj8XwkRgT54sVYZ/G2mDZsaOUxSaP7FLkzoHKfvmPBEoMrNkZE6Sw9QQTYBUOcBu35kM4PiImume9q62IutRo0L98el+4ZpGp3jI/DATHGIGuPtIhC1LxvkIynCxsXfhAPIbbklNGZrRIoB8xFdX4GHuJoi04AuUicHvgNx9k46Fu/RFc5wNetMXVv/OymeT+fprjFwuLn2DmioXGUgXOW8RT5da0agvITiij9HNMFL3x8GoCsY8bVSmlLViAAcv2mcKsBXxuAW3bhpGPSuUxZrJeY72huG0ekZdokPV6XYUQl2cQCnTp1qj6+1GtwbXZCvcf7Ch52qCEZrIgojQXLvieEB3rifkY22cebbuZmD67CKqbFn52nhw7FxYKNorDhyS3BbS7j9JAujVp7UO4CrBbS8HBnBCKDAa1whYEtQoziHL3iqpO+vo/HlSzXx0V9n8NNr9QEAG99tjkqTthhtZ07sVWmbxdNTOuBqaiaupj5FI4F8s/Kl/GQ5gG+1qiA52hsioOMWrEDbTQ2U+npSpWKUMHbNKbSsHIpNZ+6iVeXSWCJSHSt2aWm1xGSFrJuGMXDCua0/LYn8h5Twwrx+tWRV58qBL62y8s1GmP73BYQFeht0X+JKe1lzQiekUiF03+Q+lxjo1DMscQAbxgTjaNJjvNHc+nJ0rK9gz7oWuwSWhw4dip07d6o+G7Q2f45oIjgz9HDT4MBHbbBvfBv9Ccm96b7TupLJ/cptBr77g9bY/2EbVAmXJqpqCu6y3XcDdTcB7tjjwv2NHoSWLBNak1VvNoabhpEkoG0NhG6H0cG+Rq8pbYnGR0FqlxH8JerqZaQl4PP1zX4b1tDywUhAiobiy/WjcOXTzmhbVTdBEovmmMqNm9glTlHqw/VZXRDo64H6McGSuyCYI0DGOIQcxQ87GXdqsAVK+6vWmv6vYPRQLerO3I7JG86j5Ve7sf5U0eoH93kkNrnKM9PIu2nFUgZnKPcc87HQpl51Ii36vByaViyFbeNa6uWsuLB9pF+xIKJpDg9OzisrIt5PoK0p95j1rR+pKN+Vyw+D6mHf+DaqdhkRonedsnipnu542tMNsosD+OjRI3Tt2hWRkZF4//33cerUKXsMQzZxEQFoU0V42TUyyBfRIcYPeynIdQB9PN0QJeBYsIj1XxRiXLvK6FwjHD8OqoewwmUG7ue3jGlhNNOzd3Xu6BeEHeomFUNwfVYXLH61Ho5NamfjUQnPiIVyVkzlc8nB1NIeu2xvTj6IX5kr1dmIDDI8/1pJaPGmRrxAatCBG0HgH5c9H7QGYLpIpHddZQ9bW+S9yUWtiDOf52b0NYVua/4S00nUukbkcOZ2uv7//MPIOhpm/D90rB4meo5a89yYVlgoKIdAHw+EBXjhm/61JW3PXuM/D66P319viHc5Wn9q81ZLXQSuQ7UwrB7eGN+/Whdj2hrnyjXj6CxO7V4dALD/wzaKv9fdjVH8HJfD3H619fcoolqmqHzs4gD+/fffuH//PqZOnYqEhATUq1cP1apVw6xZs5CUlGSPIUlGarswOZe6UC9IS+jfIApDmsZgZs8aZrcN9PXA4lfriUb1hJwae7fJea9DFbPb2Eo3kYut5RJNLQv+MaIJusSHY9WbjUS3AYzPU6nLnlzx2/clJjH72CiB2xwxhULVpsTQlRxKoWiJEHJz8uQu9bOSMFKZ0FlZhNCUHUkPnxn14AaA/g2kRUXN5Wdagx7fFYlIcyPNq47eQvmPNyNmwiZUnbLV5D4YhtFH+F+sZajuEGuiYtpShjQrj5Ft5K0s1IwMxJGJ7dCjdlnRbbgRtl+H6goQ/bzc0SI2VFYzAbk0q1QKRye2xfev1kNJX090qhEhWAk/oXMcpnSrhv0fttFPtk0FR8xhC81bficUc5MKa2KXHEAAKFmyJIYPH47hw4fj9u3bWLVqFZYsWYIpU6YgP19ZBZYtkNorUY6LpHaSNsMwmPZidcWfNxcxMCXU6aysH6lMlPyLPvH46K+zKo/GNF3jI7Dp7D2TS8lx4QFYNLCe2X3xHXypuWY1IwPh4+GGyCAfyZEARxOuNhWRUTLFGSfREXaT2Wje1O0hXkAzj5/zZ27ZfESrithw6q7kdmFSxtV6zh7B1z3cNBjVphIW7r4Gdw3jsMK+XNs+Xifv+q4THYTTUzvoo/D/e6cprqRkorkKunWtKodi7xXhLhD8anNzVI0IMLsNNzZh6yIuKYLdvp7uGCZzwmMKa5q4YEAd+Hq6GUQtgWIYAeSSl5eH48eP48iRI0hKSkJYmOWFDc5G/4ZRqBoRgNFWDKnLoW50EMZ3rCLaczHfwRtls1z+tJM+X8UcSkWV+3EiGmKzx0UD1ZU2+qZ/bex4ryUGqtDejW+31Mbuvp7uODG5PbaObWnxGBwRJUF5qcLtHrzfvKGCntmXZnbCvH61sEFg4pIms2sEoKw6l/3IFolyUgBwMvkJxraLxW/DGsrqQ2wrNpy6A62WGFWNyyXQx0PvMNWJDjK4T1jCFBNLvXJuYe+0rohx7cxPWPo1jIKXu0a0f6+rYc0IYPdaZdC2aphRWlCxywEEgN27d+PNN99EWFgYBg8eDH9/f/zzzz9ITnauyk818Pf2wJYxLeyqB8SFYRiMbFNJNBE2z0Y5gKZuOivfML20CejkMVYNb2x2O0Adm8RuHXytPUtxd9OgUml/VWbk3h5uqBCqWxJtWTkUdaJKSv6sj6eb5LymOBUKlgBjQWS1xdFZlDhE7O9oDjeeqFv3WqZtEPqFvT3c0KtOpGBU9ddDSQZ/B/hYZ6GHjVxUjQjA+enS9ODcNbp2ia0qh9okz0/qhIZlzOpTWKdQgF7tiZ4QFUNLiL4nNcJe0tcDH3aKk1SUUtrfG+emd8Q3/euY3dYVUDtPk98Vy9GwiwMYGRmJLl264MGDB/jhhx+QkpKCpUuXol27dtA4quIlRU98pPRWTUJUMdMM/MztNHy59RI2nDLWJxzSNAaArsn60qFFothSH75iqLEUZY/kbzXY9X5r3JjVBcuGNVR9madffV3l3idd5SepC/Fq43KoFhGAdlVLo0O1MIxsY7rCXilSToeo4CLHvqUMh4YvP8N3CPnIPSTsNVL0efM7UFLZz/WRxfo/8+F2ArEk8iE1b5Erki2VD9bKl1rxcGMENR+twaKBdQXzTYMFJMiEkBvlsmaun6Ohtq1S8j7lVMvz1RcsxS5HdsqUKbh79y7Wr1+Pvn37wtvbuiKX9mBGD10O3rsiFavOTFy4ZbOase1ML3W/uPAgFhWKs3LpVz/KILeRW1TwWU/plc8s3LZnaixri+Va2bo4RAlSowffvVIXhya8IHm/n/eJx6kp7VXJfwJ0LRU3j2mBnwc3wI+v1Ue1MtLOxd9fb4iyJX2wghc5HtZMOH9ISl7O7F5FBWH7RPKyhAjktGDcPq6lWTmn1iLKA2LEmplgCTFKgSPNlZCSOsnxNVj+Un7NDW4SY/L9L/vUxAcdKtus1dblmZ1t8j2ATlx8zVtNjF6XWvgmtdUaxTbwxbRNrRh1qmE4yRBrIysVuziAw4cPR1CQfXvgWZtuNcvgzLQOeF9Cxaoz0lKC7IcYcpq9c0l6ZNgajjtxklOYEuLniYMTXkBTTjKuJVHNiEDdBKZFZWEnx8nkLjH9xeroEm8cEWpdJRRda0YYqfGbgmEYlJQYmbAmLWJDcXDCC0YJ2C+K3EClRAClSprwead1JTQsH4xZveIRG+aPeuWC8O0A4UjV3vGtUVmmQ9erTlFV5z+jmkv6jKlew1I+IzVyfC89S/9/S64Lc8uXLzeIwqgXYuHr6Y5JXaoq/yKJOEKBU0kJvd3HtatsMHGh2J9KpQ2X9de90xRvtZImRG1pzmLxie3aATkCrs7GtO7VEB7gjY8ERGb53Qj48h9Rwb4Y2aYiPuggL+fx9pMsg7/l5tYFeLvjtSbl8NfbTVG2pI/BjLmEBflIe8a3RsIn7fSdXZydwU1jjCqIVw9vjF+H2kbs2d5ULxOACAkViNzlomoSKipZAn088MdbTfAKp4iHLxnCUk5Cey6hcSV93hVJn3e1OF2DyyddLXekuA64reZFb7asIPmB6sxUKu2PMW1jDSYAfMa0izWIQFOsi5Jc4rAAbwwQKBoSCrpYurpEHUAFTO6my2da/rr5QgRXpUJoCRz++AW83dpYioQvRC1U7Te+YxzeNtMhhQ/b85GFK9hZk9fkXYiyQb6Y0aOGXgeuTlRJfNqzBtaOMF5OkYOXuxtCSthed9CWNJZYTe0K/DOquaSIDjeXT43m8VLz6OyBn6cb3mhRweIxhvgVXSe2jIx/3Nl6UUApcirWYOUbjRDk64HFnOKTce0rY16/2nYZD0U9hIqXZghIuyU9em7R9zjuHceBeb15eSTO7qJaXpOzIrbs06SiobNQNSJAUJxWjUWTK592xtlpHSRV+/G/j2EYvNq4HBookOGguC5Sl/O4bafUaI+4fVwrfNK1KppXcrz7Cpt7a6rQQajtIR8/r6LVADX1z9pUMZ+SIhZltRR7tTRtWqkUTkxuj84Cx6RP3UhEBhmuSEhRTqA4BkF+nvpe5izsci+3ACrh5hOLvoc6gAqxtSims3BuekfBHqpC90g1fkJPd43knq32OmSWVihTHBOuhmJsaXF5DqlEh/iqEmVTCtubVAg2Ud2UXiabC2sKbqW0Ur+Jn2ICAN8MqIM3W5gWBJ5k4RK2mKaoPZ8FYt/99cu1sG+8YUu0pg44sbA2X/apaeRIOSJC+cTtqxlqIrOHWmq1txSoA0hRFbFcOqFSd7k3TqWRkSndqqGElzu+6GOf5GdfT3e96OqsXvKrle1Ni2Ie6ZaCkiIKMd4s7IPasbptRfFn9qiB716pizPTOhjpNrLROlNSN1+/XAsvxJXGShPtB7nOrRwHkJtHLJSyEeDtYfZ+EiYhr5MPW0BSo2wADt94ZPDerF7xKFXCE3P6OmZRhUbDYNNoXRGQWJGRq1M2yAftq4WpkqKhBHeJsjJBEpy6gMJVLm8J+o1SsVsrOIrrYaoqUo7WkRhKH7LDmpfHkKYxdq3UG9MuFq+3KG9RsYm9CHXh/EZLlu+4bSHVnJU3rhCChE/aSXooqImPp5te/D0z27AdJ/szjW4bi6OJj9FHIFoYGeSLJUMaGL0OAK80ikZ4gLeBkya2BLzwlToYtfKkwWvhgd5IfPis8HPCWCMQ5+muK6gBgJgJm/Svd42PwCuNojGgYZRDrwZVLxOoH39x4r32lXE19ak+ahsmoU2eqYmLUt7vUBlHEx9jUONy5jc2Qa2okvo0J34nIUtwvqcRxeF4Ia40dl1KNanNZe456+/tbvTQURNHkGlwRucPKF7pDh2qSY+6lfByx673W8HDTaP6+WXvoqJ32lTEpP+d0//NXr7Bfp7YLKH12/npHbHn8gNM++c8ZrxYXTBPTeye0KKSYT5fjbIBmNGjBnovOgTAWFWAxVzPYwDY9X4rPMspwKu/HEF6Vp7Z7cX48iVd1K84XRvOBL+tqq+JqNkHHSrjWupTNC6vfqFbRKAP9n3Yxux2L9Yqg4W7rxk1SZjfrzY2nrmH+f1r61/jnnLDmpfH9PnKx+ecTySKQ7FoYF2cuZ2OuibC7OYSvqd0q4bxf54xuY29kq2LOw7gO9uEvvUiMb2HcaWdKSqYaM3lzLzSMBqNyoeg3dy9AOQXbPl5uaNrzQh0iQ8XdZLE2ppxG6MMalwO77SpiIhAH0zpVg1ZeQVGOpRs7p8UX4w9Xicnt0eFiZvNbi+2TzEnlOKYvN+xCk7fTsP1B8+M3hv1gunGBLZgdNtYxEcGGnV46VmnLHryZH24Oe+xpS3LL6cOIMVivD3c0FCgNREXc75bZJAvrnzaGe+vPY1/TutawH3/al0QAry94oRaQ6UowJoN0h2Jr/rWsvcQHAaGYQwEapWeA6YiZD6ebjg7rQM83DQ4lZyGoUuPYdqL1eDv7YFv+teGm4ZBt5pFlbvDBJQEgKK8RDkj5EdsN77bHPN3XMGOi6mG4+f8f9Po5uj67QHBz1Mcm7IlfbDz/dYAgAeZOWjw2Q77DoiHp7sGHSUqCTStGIJqEQHIzMlD13jLKtupA0ixCf0bRGPFkVtoECPcAYaAGOX48dve0PiffXDlhx3b1rBUCft3K3FkrDUHYKMZjSuE4Nz0jvqWcj1qi4sZs5T09UDa8zy0jQuzeIw1ygaiT91IIweQS/UygZjVKx7BflRI2ZkJ9fdCxVA/wWigM8AwjD4NIyMjw6J9UQeQYhPiIwNxdFJb8WR5Cd4dXQG2Dy7s/8HH0w0XZnSEu4YKIgjRIrYUTienWdT6USpS+wmz7PuwDVIzslGptC5vSun9gW172K5aGJpXKoW60SWx5dx9XE19irZVDXNCud1bKM5L5xoRWLj7GsqFmNeudGWoA0ixGaVNVGJ5FEb/TD0CqP9nH+Q+mJ0NfjN2ShHLhjVEvpYYtL1zFAK8PQzabSq9P3gX5vN5uGmwvFAs+d22sXieU0Dbprkoo9vGIi7CX1TbsbjgeFc1pVgxqk0ldIkPR71o3dLw2HaxKOHlXix6dzo63Qs7JwxpGmPfgVDsBsMwDun8CaHmCoGHm4Y6fy6Mp7sG3WqWsXu1vb2hU1+KXfmgYxWDvyuElsCpKe0lC2hSrMe3/Wvjyz414aOi8CiFYi38FJ6nxaXIiULhQx1AisMh5vxRGRjbwjAMdf4oTsPQ5uVx4NpDk/2KhaDuH6W4Qh1AitNQK7KkvYdAoVAclBJe7ljzlnGbOAqFIgx1ACkOz7/jWmLHxRQMa2a62TuFQqFIpXJYCVxJeYpedcxLzlAorghD6LqaWTIyMhAYGIj09HQEBATYezgUCoVCsZDsvALcTcty2W4uFNfHUt+EZtpTKBQKpdjh7eFGnT9KsYY6gBQKhUKhUCjFDJoDKAF2ldzStisUCoVCoVAoasD6JEoz+agDKIHMzEwAQFRUlJ1HQqFQKBQKhVJEZmYmAgMDZX+OFoFIQKvV4u7du/D39wfjYqKhGRkZiIqKQnJysssVuMi1rUGDBjh27JgNRmY51jxu9v4dHOWctMbv4Ci2yUHq7+CMtsnBle2j90pl2Pt3IIQgMzMTZcqUgUZBP3MaAZSARqNBZGSkvYdhVQICAlzupsYi1TY3Nzen+w2scdwc5Xew9zlpzd/B3rbJQe7v4Ey2KcGV7aP3Snk4wu+gJPLHQotAKJRCRo4cae8hOAT0d9BBfwcd9Heg8KHnhA5n/x3oEnAxx5U1Dqltzgm1zTlxZdsA17aP2lY8oRHAYo6XlxemTp0KLy8vew9Fdahtzgm1zTlxZdsA17aP2lY8oRFACoVCoVAolGIGjQBSKBQKhUKhFDOoA0ihUCgUCoVSzKAOIIVCoVAoFEoxgzqAFAqFQqFQKMUM6gC6MLS+x3mhx47iaNBz0jmhx40iBnUAXZSCggJ9D2NXIycnB+vWrUNubq69h6I62dnZmDhxIn788Ud7D8Uq5OTk4NChQ7h586a9h6I6eXl5uHPnjv5vV3rwuvL9hB4358SVnwO2gjqALsi8efPQrFkz9OzZE2PHjsX169cB6HoaOzvPnj1DjRo18NJLL2Hfvn32Ho6q/PLLLwgPD8fRo0fh4eGBrKwsew9JVebPn4+YmBi89dZbqFWrFr7//nsUFBTYe1iq8PXXXyM2NhZdu3ZFt27dcPjwYZfpG+7K9xN63JwTV34O2BKqA+hCXL16FSNGjEBycjImTZqES5cuYc+ePfD398e///5r7+FZDCEEz58/x6BBg3D9+nV4eXlh9+7d8PPzs/fQLOb69esYOnQoBg4ciLfeesvew1GdyZMnY+3atZg7dy4qV66MZcuWYcGCBbh79y58fHzsPTyLmDt3LhYsWIA5c+YgIyMDGzZswMGDB7F27Vq0bt3a3sNTjKvfT+hxc05c+TlgcwjFJSgoKCBff/016dKlC7lz547+9bVr15JatWqRixcv2nF06nH69GlSp04dkpiYSPz8/Mh3332nf0+r1dpxZJbx9ddfkzp16hBCCLl58yaZPHky+fnnn8n+/fvtPDLLefjwIWnUqBGZM2eO/rUrV66QatWqkQcPHhBCnPPYFRQUkLy8PNK5c2fy9ttvG7zXvHlz0qlTJ3Ly5En7DM5CXPl+Qo+b8+OqzwFbQ5eAXQRCCGJjYzFy5EiUKVNGH+YvUaIE7t+/j5CQEDuPUB0YhkFUVBRiYmIwYsQIzJw5U5+zk5OTY+fRKefatWto3749tmzZgvr16+PYsWP4/vvv0bZtWyxevNipl4P9/Pxw5swZg1ZMkyZNQkREBNauXYu7d+/acXTK0Wg00Gq1OHv2LOrWrQtAl8MJ6Ja7r1y5gq1btzrleVlQUOCy9xNXPm75+fkue9wIZ7HSVZ8DtoY6gE7K1q1b9Sc8IQRubm7o2rUrunTpAgD6PJaMjAyUKVPGqZbZuLbxSU5O1jsMc+bMgaenJ1544QXEx8dj69atthymIvi2sTfo4OBg/PHHH9i8eTM+/fRTbNy4EceOHcO7776L3377DXv27LHTiOXBt6+goADe3t744IMPMGXKFPTs2ROBgYG4evUqatasiW+//Ra9e/fGxo0b7Thqaaxbtw7z58/H9u3bkZaWBgDw9PRE06ZNsXz5cgCAt7c3tFot6tWrhw4dOuCvv/7Cw4cP7ThqaXBte/LkCTw8PNCxY0eXuJ8sW7YM48aNw7Jly5CamgpAd9waN27s9MeNa1tKSgo8PT3RvXt3lzxu3NxMZ38OOAx2iz1SFHHhwgXSqlUrwjAMmTlzJiFEF/bnw4bBx4wZQwYNGiS6nSMhxbavv/6aTJo0iRBCyMGDB0lkZCRhGIZMmDCB5OXl2XzMUjFn27Fjx0hERATRaDTk4MGD+tfT09NJbGws+eabb2w+ZjlIOXY3b94kb775Junfvz/Jz88nhOjO07p165KJEyc67PmZkJBAatWqRSpVqkRat25NwsPDSffu3QkhuvH/9ttvJDIykmzevJkQQkhWVhYhhJDk5GTCMAz577//7DZ2c5iyjYsz3k/u379P2rZtS8qWLUt69epFoqOjSZUqVfTHY/ny5aRs2bJOedyEbIuLizMYs1ardZnjxrftq6++csrngKNBI4BORFJSEr744guEhoZi9OjR+PLLL5GamgqNRmMUMWNnS9u2bdMnNGs0GiQlJQFwPKkDc7ax1aJubm44fvw4Xn75ZbRp0wa9e/dG/fr1cfnyZTtbII4p29gIYExMDPr06QMvLy9oNLrLUqvVIiAgAMHBwbhw4YI9TTCJ1PMyODgYx44dw+DBg+Hm5obs7GwwDIPg4GCcOnVKb7cjcfz4cYwcORLt2rXDyZMnsWHDBixfvhzbt2/H9u3bwTAMGjZsiEaNGmHWrFkAdNEkQgi8vLwQFRXlsMfOlG07d+4EUHSfcLb7CQDs378f9+7dw4kTJ7Bu3TpcuXIFAQEBmDlzJs6dO4f27dujQYMGTnfcAGHb/P398dlnn+Ho0aMAdMfEVY4ba9uhQ4cA6GxwtueAI+J4d1yKKKVLl0bt2rUxfvx4TJgwAeXLl8e4ceNEtz9z5gzS0tLQqVMnPH78GK+//joqVKiAK1euOJzUgTnb3NzcAABpaWk4dOgQsrOz8d9//+Gbb77BN998g/Xr1+Off/6x1/BNIuW4lSpVCsOGDUNUVBRmzpyJq1evQqPR4OLFi9BqtRgwYICdRm8eqeelt7c3MjIykJCQoP/7ypUrePbsGfr162frYUuCEIKIiAiMGjUKJUqUQEBAAKpVq4YaNWrgxo0bAIC4uDi8+uqruHnzJj744APk5eWBYRicPXsWXl5eDltRaso2VjKEe59wpvsJIQT79+9HaGgo/P39odVq4eXlhfnz5yM1NRU///wzQkND8eabbyIpKcnpjpuYbSkpKVixYgVyc3P1E0xXOW4pKSlYs2YNtFotcnJycODAAad6Djgkdog6UhTAhvKzs7P1r/3xxx8GSxX80P7q1atJw4YNyezZs0lAQABp2bIluXDhgu0GLREptuXm5hJCCElKSiKHDh0iOTk5BvuYP3++QdWboyDFNu6SxX///UeioqJIdHQ0efnll0lISAjp378/ycjIsO3AJSLnvMzNzSVfffUVYRiG9OvXj4wePZqULl2a9OnThzx58sTmY5fC8+fPSVpamtHrkZGRZNu2bfq/c3JyyJo1a4ivry+pW7cuGTJkCAkICCDDhw8nWVlZDlmZKNU2Fme7n3z00UekatWqhBCiTzkghJCJEyeSxo0b6yvsV69e7TTHTYptTZs2JTt37tS/5krHrVGjRuTYsWMkJSWFHDx40GmeA44KdQCdEPZCycjIIN26dSMNGzYU3G7w4MGEYRgSGxtL/vrrL1sOUTFSbXNGzNnGOkpnz54lK1asIB9++CHZsmWLzcepFKnHbu7cuWT48OGkV69e+vwrR4frCBw7doxER0eTu3fvGjygCCFk586dZM6cOWTo0KFk48aNth6mIqTaNmTIEKe4n7D2JCQkEA8PD7J9+3ZCSNEkJTExkZQvX95AOsRZjptU2xYtWqT/jCsfN4plUAfQgcjIyNDP3KQm6h46dIh4eXmRZcuWEUJ0MyY2WrRkyRLy448/WmewMlHDtoKCApKZmWm1MSpFreOWnp5utTFagivbJ8c29gE1b9480qhRI4PtHS1SRIh6trGfd6T7SVpaGvn888/J+fPnRbd5+PAh6d27N4mPj9e/xjq1Xbt2Jf369bP6OJWgpm15eXlk6dKl9LhRBKEOoIOQkpJCvLy8CMMw5Pbt24QQaQ+V3NxcMnbsWBIVFUUuXLhAXnnlFTJp0iSj0Lg9UdO2yZMnk6dPn1p7yJJxZdsIcW375NrGPoR69uxJxo4dSwghJDMzk4wYMYJs3brV+gOWgZq2sVFaR3Fyp02bRhiGIV26dBFcwuayc+dOEhQURD799FP9azk5OaRt27Zk/Pjx1h6qbKhtOpzNNmeFOoAOgFarJZcvXyZt2rQhsbGxpE+fPvrXpXD8+HHCMAxhGIbExcU5VH4HtU0cR7aNENe2T6ltOTk5pEaNGmTv3r3k119/JSEhIaR8+fLk8uXLthi2JFzVts2bN5OoqChSsWJFyakDOTk5ZNGiRYRhGPL++++T3bt3kwULFpAyZcoY5MnZG2qbIc5im7NDHUAHYdu2baRZs2Zk9+7dRKPRkN27d5v9jFarJTt37iTh4eEkOjraYXNXqG2GOItthLi2fUps27p1K2EYhgQGBpKSJUuS5cuXW3+gCnBF2/r06UMYhtG3D7x58ybZu3cvSUxM1EeW+XmLLF999RVp3rw5qVq1KomOjiZr16612bilQG1zTtucHeoA2gGhmfiqVavIO++8Q7RaLenWrRupXbs2IUR3YYhdHHl5eWT27Nlk2rRpVh2vHKhtzmkbIa5tn1q27dq1i/j5+ZHZs2dbdbxycHXb2PGmpqYSPz8/8vnnn5NRo0aRqKgoUrt2bRIWFkb69+8v+Hl+nqajRaGpbc5nmytBHUAbsmPHDqPX2Jv3woULSd++fQkhOqkTPz8/0qtXL9KmTRty9OhR0c85iqo7tc05bSPEte1T0zZCdJ1ZHCWPsTjZxjoTkydPJgzDkB49epDt27eTU6dOkaVLl5KIiAgycuRIQojpzkiOALXNOW1zRagDaAMSEhJIgwYNCMMwZNWqVYQQYtSuZsiQIeTnn38mhBDy999/k+DgYMIwDFm8eLHNxysHaptz2kaIa9tHbXMt27iOwNixY8mZM2cMPrd06VLi7u5OHj58aNPxyoHa5py2uTK0E4iVOX36NKZMmYKYmBj07dsXU6dOBQC4u7sbtDgLCwvDiRMn0KNHD7z88st46aWXEBkZicTERADQtwxzJKhtzmkb4Nr2UdtczzagaMyffvop4uPjDT5bunRpBAUFOWz7Nmqbc9rm8tjT+ywOPHz4kEyePJmcO3eOHDhwgJQvX55MnTqVEGKY+NqzZ0+i0WhInz59yMWLFwkhhPz444+EYRhy9epVewzdLNQ257SNENe2j9rm2rYJLQvOmDGDNG/enDx//txWw5UFtc05bXN1qANoRdgTPisrixCia700c+ZMEhQURO7du0cIKVI5P3v2LNm7d6/BBfPw4UMydepU8vjxYxuP3DzUNue0jRDXto/a5rq28YtXHjx4QO7evUumT59OypYtqxc7drS8MWqbc9pWHKAOoI1gE1zPnz9PGjZsqK9+cpRkeUugtjkvrmwftc05EbON6yBcvHiRTJ48mZQrV45UrVrVabThqG3OaZurQh1AC3n06BGZO3euUXIrIUWJ2VqtVn8R5OXlkSVLlhB/f399M/Lc3FySm5tru0FLhNrmnLYR4tr2UduKr21sh6Ps7GyyefNmh+ltS21zTtuKO9QBtIAJEyboOx2weTZc/SM+7AwpOTmZ9OzZkzRr1ozcunWL9OnTh/z+++8ONXunthXhTLYR4tr2UduKKK62sf2lHQVqWxHOZBuFOoCKWL58OQkODiY1atQgy5cvJ1WrViULFy4khBiGu9esWUO8vb3J77//brSP1atXE4ZhiEajIdWrVydJSUk2G78pqG3OaRshrm0ftY3aRm2zHa5sG6UI6gDK5OWXXzbQ03r69CmpWbOmvmm1Vqsl6enppH///iQ0NJTMmTNHn5hNiC48vmHDBhISEkJiY2PJtm3b7GKHENQ257SNENe2j9pGbaO22Q5Xto1iCHUAJcKGtq9evUoyMjIIIUUzobZt2+pV9wnR5TusXr2a3L9/32g/z549I8OGDdNfTI4AtU2Hs9lGvWLFDQAABk1JREFUiGvbR23TQW2jttkCV7aNIgx1AM2wf/9+cvPmTaPXuUmvkyZNInXq1CHp6ekm98VuL5Y/YWuobc5pGyGubR+1jdpGbbMdrmwbxTS0E4gIu3btQoUKFfDqq6+icePGeO2113Dy5EkAACEEDMOAYRgAgI+PD/Lz85Gfn29yn+z2bm5u1h28Gahtzmkb4Nr2UduobSzUNuvjyrZRJGI319OBSU5OJk2aNCGTJk0iN2/eJP/88w+pXbs2adu2rV5FPz8/Xx8yP3ToEHFzcyNXrlwhhDi2oCW1zTltI8S17aO2UdscDWqbc9pGkQ51AAX4999/ibe3t/5kJ4SQbdu2kTZt2pB+/foZbX/8+HFSpUoVwUooR4PaVoQz2UaIa9tHbSuC2uYYUNuKcCbbKNKhS8ACPH78GHFxcQYN09u1a4eXXnoJR44cwb///gsA+nB4lSpV8PjxY+Tl5QHQhc8dFWqbc9oGuLZ91DZqm6NBbXNO2yjSoQ6gANWrV8fFixdx6dIl/WsajQZt27ZF7dq1sWrVKgCAu7s7CgoKUKJECYSHh+PixYsAivIgHBFqm3PaBri2fdQ2apujQW1zTtsoMrBb7NHB6dy5M2nVqhXJzMw0eH306NGkU6dO5Pnz5wYVT6xKujNAbXNO2whxbfuobdQ2R4Pa5py2UaRBI4AizJ49GwcPHsTy5cuRk5Ojfz00NBQXLlyAh4eHQcVTXFycvYYqG2qbc9oGuLZ91DZqm6NBbXNO2yjScLf3AByVWrVq4aOPPsKMGTPg5uaGAQMGQKvV4ujRoxg4cCDc3Z33p6O2OS+ubB+1zTmhtjknrmwbRRoMITSb0xQjR47EX3/9hejoaKSmpsLX1xd//PEHatSoYe+hWQy1zXlxZfuobc4Jtc05cWXbKKahDqAZcnJycOHCBZw6dQqenp4YOHCgvYekGtQ258WV7aO2OSfUNufElW2jmIY6gBQKhUKhUCjFDFoEQqFQKBQKhVLMoA4ghUKhUCgUSjGDOoAUCoVCoVAoxQzqAFIoFAqFQqEUM6gDSKFQKBQKhVLMoA4ghUKhUCgUSjGDOoAUCoVCoVAoxQzqAFIoFAqFQqEUM6gDSKFQKCoybdo01K5d297DoFAoFJPQTiAUCoUiEYZhTL4/ePBgLFy4EDk5OQgJCbHRqCgUCkU+1AGkUCgUidy/f1///zVr1mDKlCm4fPmy/jUfHx8EBgbaY2gUCoUiC7oETKFQKBIJDw/X/wsMDATDMEav8ZeAhwwZgp49e2LWrFkICwtDyZIlMX36dOTn52P8+PEIDg5GZGQklixZYvBdd+7cQb9+/RAUFISQkBD06NEDSUlJtjWYQqG4LNQBpFAoFCuza9cu3L17F/v27cPcuXMxbdo0dOvWDUFBQThy5AhGjBiBESNGIDk5GQDw/PlztGnTBiVKlMC+fftw4MABlChRAp06dUJubq6draFQKK4AdQApFArFygQHB+Pbb79FlSpVMGzYMFSpUgXPnz/HxIkTERsbi48//hienp44ePAgAGD16tXQaDT4+eefER8fj6pVq2Lp0qW4desW9uzZY19jKBSKS+Bu7wFQKBSKq1O9enVoNEXz7bCwMNSoUUP/t5ubG0JCQpCamgoASEhIwLVr1+Dv72+wn+zsbFy/ft02g6ZQKC4NdQApFArFynh4eBj8zTCM4GtarRYAoNVqUa9ePaxYscJoX6GhodYbKIVCKTZQB5BCoVAcjLp162LNmjUoXbo0AgIC7D0cCoXigtAcQAqFQnEwBg4ciFKlSqFHjx7Yv38/EhMTsXfvXowZMwa3b9+29/AoFIoLQB1ACoVCcTB8fX2xb98+REdHo3fv3qhatSqGDRuGrKwsGhGkUCiqQIWgKRQKhUKhUIoZNAJIoVAoFAqFUsygDiCFQqFQKBRKMYM6gBQKhUKhUCjFDOoAUigUCoVCoRQzqANIoVAoFAqFUsygDiCFQqFQKBRKMYM6gBQKhUKhUCjFDOoAUigUCoVCoRQzqANIoVAoFAqFUsygDiCFQqFQKBRKMYM6gBQKhUKhUCjFDOoAUigUCoVCoRQzqANIoVAoFAqFUsygDiCFQqFQKBRKMYM6gBQKhUKhUCjFDOoAUigUCoVCoRQzqANIoVAoFAqFUsz4P6V0LAbWVP/nAAAAAElFTkSuQmCC",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"titles = v_rtn.columns\n",
"units = v_rtn.unit\n",
"fig, ax = plt.subplots(3,1, sharex=True)\n",
"for i,name in enumerate(v_rtn_df.columns):\n",
" v_rtn_df[name].plot(ax=ax[i])\n",
" ax[i].set_ylabel(f\"{titles[i]} ({units})\")\n",
"plt.xlim([v_rtn_df.index[0],v_rtn_df.index[-1]])\n",
"plt.xlabel(\"Time\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Density\n",
"\n",
"PAS proton density is identified by `pas_momgr_n`."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" density | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 27514.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 16.025642 | \n",
"
\n",
" \n",
" | std | \n",
" 2.405489 | \n",
"
\n",
" \n",
" | min | \n",
" 5.053784 | \n",
"
\n",
" \n",
" | 25% | \n",
" 14.319734 | \n",
"
\n",
" \n",
" | 50% | \n",
" 15.890954 | \n",
"
\n",
" \n",
" | 75% | \n",
" 17.525525 | \n",
"
\n",
" \n",
" | max | \n",
" 30.859621 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" density\n",
"count 27514.000000\n",
"mean 16.025642\n",
"std 2.405489\n",
"min 5.053784\n",
"25% 14.319734\n",
"50% 15.890954\n",
"75% 17.525525\n",
"max 30.859621"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sw_n:spz.SpeasyVariable = spz.get_data(\"amda/pas_momgr_n\", start, stop)\n",
"sw_n_df = sw_n.to_dataframe()\n",
"sw_n_df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "00afbb3c11c84355ab8abaf0caeac277",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sw_n_df.plot()\n",
"plt.xlim([sw_n_df.index[0], sw_n_df.index[-1]])\n",
"plt.ylabel(\"n\")\n",
"plt.xlabel(\"Time\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proton temperature\n",
"\n",
"Proton temperature is identified by `pas_momgr_tav`."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" t_av | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 27514.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 12.799194 | \n",
"
\n",
" \n",
" | std | \n",
" 2.060786 | \n",
"
\n",
" \n",
" | min | \n",
" 8.017986 | \n",
"
\n",
" \n",
" | 25% | \n",
" 11.346625 | \n",
"
\n",
" \n",
" | 50% | \n",
" 12.981331 | \n",
"
\n",
" \n",
" | 75% | \n",
" 14.296211 | \n",
"
\n",
" \n",
" | max | \n",
" 52.293873 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" t_av\n",
"count 27514.000000\n",
"mean 12.799194\n",
"std 2.060786\n",
"min 8.017986\n",
"25% 11.346625\n",
"50% 12.981331\n",
"75% 14.296211\n",
"max 52.293873"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tav:spz.SpeasyVariable = spz.get_data(\"amda/pas_momgr_tav\", start, stop)\n",
"tav_df = tav.to_dataframe()\n",
"tav_df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e381f15f9009483091ba64c349af6ac6",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tav_df.plot()\n",
"plt.xlabel(\"Time\")\n",
"plt.ylabel(\"T_av (eV)\")\n",
"plt.xlim([tav_df.index[0], tav_df.index[-1]])\n",
"plt.ylim([0,40])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proton differential energy flux\n",
"\n",
"Proton differential energy flux is `pas_l2_omni`."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "109d70b0660c419bb1aabddbca953cc2",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure() \n",
"pas_l2_omni=spz.get_data(\"amda/pas_l2_omni\", start, stop)\n",
"pas_l2_omni.plot(cmap='rainbow', edgecolors=\"face\", vmin=1e7)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Correlation of velocity and magnetic field fluctuations\n",
"\n",
"Study of the correlation between `v_rtn` and `b_rtn`. \n",
"\n",
"We will need to perform operations on data that are not regularly sampled as represented on the figure below."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5c2b8bfbbc4643e184080d8cce6a8988",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def to_epoch(datetime64_values):\n",
" return (datetime64_values).astype(np.float64)/1e9\n",
" \n",
"fig, ax = plt.subplots(4,1)\n",
"ax[0].hist(np.diff(to_epoch(b_rtn_hr.time)), bins=20)\n",
"ax[0].set_xlabel(\"b_rtn_hr sampling rate\")\n",
"ax[1].hist(np.diff(to_epoch(sw_n.time)), bins=20)\n",
"ax[1].set_xlabel(\"sw_n sampling rate\")\n",
"ax[2].hist(np.diff(to_epoch(v_rtn.time)), bins=20)\n",
"ax[2].set_xlabel(\"v_rtn sampling rate\")\n",
"ax[3].hist(np.diff(to_epoch(tav.time)), bins=20)\n",
"ax[3].set_xlabel(\"tav sampling rate\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Resample the data every second. Create a new dataframe object `df_1s` which will contain all the data."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" br | \n",
" bt | \n",
" bn | \n",
" density | \n",
" vr | \n",
" vt | \n",
" vn | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 4.436458 | \n",
" -3.022399 | \n",
" 0.313455 | \n",
" 16.235723 | \n",
" 425.954116 | \n",
" -5.499633 | \n",
" -1.954408 | \n",
"
\n",
" \n",
" | std | \n",
" 3.676020 | \n",
" 4.012876 | \n",
" 5.413990 | \n",
" 2.426260 | \n",
" 17.762155 | \n",
" 14.873811 | \n",
" 18.220244 | \n",
"
\n",
" \n",
" | min | \n",
" -7.641881 | \n",
" -12.710729 | \n",
" -13.472364 | \n",
" 5.478008 | \n",
" 384.966644 | \n",
" -59.670586 | \n",
" -43.281979 | \n",
"
\n",
" \n",
" | 25% | \n",
" 2.005486 | \n",
" -5.914948 | \n",
" -4.322630 | \n",
" 14.484841 | \n",
" 412.498413 | \n",
" -14.777957 | \n",
" -16.209478 | \n",
"
\n",
" \n",
" | 50% | \n",
" 4.976464 | \n",
" -3.851966 | \n",
" 1.154816 | \n",
" 16.096893 | \n",
" 424.748138 | \n",
" -3.206085 | \n",
" -4.703673 | \n",
"
\n",
" \n",
" | 75% | \n",
" 7.297559 | \n",
" -0.395437 | \n",
" 4.848405 | \n",
" 17.809422 | \n",
" 437.517120 | \n",
" 4.816283 | \n",
" 12.270930 | \n",
"
\n",
" \n",
" | max | \n",
" 12.322162 | \n",
" 9.772242 | \n",
" 11.992266 | \n",
" 30.859621 | \n",
" 488.915253 | \n",
" 29.120104 | \n",
" 56.761192 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" br bt bn density vr \\\n",
"count 71996.000000 71996.000000 71996.000000 71996.000000 71996.000000 \n",
"mean 4.436458 -3.022399 0.313455 16.235723 425.954116 \n",
"std 3.676020 4.012876 5.413990 2.426260 17.762155 \n",
"min -7.641881 -12.710729 -13.472364 5.478008 384.966644 \n",
"25% 2.005486 -5.914948 -4.322630 14.484841 412.498413 \n",
"50% 4.976464 -3.851966 1.154816 16.096893 424.748138 \n",
"75% 7.297559 -0.395437 4.848405 17.809422 437.517120 \n",
"max 12.322162 9.772242 11.992266 30.859621 488.915253 \n",
"\n",
" vt vn \n",
"count 71996.000000 71996.000000 \n",
"mean -5.499633 -1.954408 \n",
"std 14.873811 18.220244 \n",
"min -59.670586 -43.281979 \n",
"25% -14.777957 -16.209478 \n",
"50% -3.206085 -4.703673 \n",
"75% 4.816283 12.270930 \n",
"max 29.120104 56.761192 "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b_rtn_1s = b_rtn_df.resample(\"1S\").ffill()\n",
"sw_n_1s = sw_n_df.resample(\"1S\").ffill()\n",
"v_rtn_1s = v_rtn_df.resample(\"1S\").ffill()\n",
"\n",
"df_1s = b_rtn_1s.merge(sw_n_1s, left_index=True, right_index=True)\n",
"df_1s = df_1s.merge(v_rtn_1s, left_index=True, right_index=True)\n",
"df_1s = df_1s.dropna()\n",
"\n",
"df_1s.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute $$b_{\\mbox{rtn}} = \\frac{ B_{\\mbox{rtn}} } { \\left( \\mu_0 n m_p \\right)^{1/2} }$$\n",
"\n",
"The column names `br,bt,bn` are already taken, we will use `b_r,b_t,b_n`."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" b_r | \n",
" b_t | \n",
" b_n | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
" 71996.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 24.435180 | \n",
" -16.308684 | \n",
" 2.815561 | \n",
"
\n",
" \n",
" | std | \n",
" 19.742385 | \n",
" 21.555876 | \n",
" 28.862056 | \n",
"
\n",
" \n",
" | min | \n",
" -39.813521 | \n",
" -64.716665 | \n",
" -68.406051 | \n",
"
\n",
" \n",
" | 25% | \n",
" 10.977414 | \n",
" -32.669705 | \n",
" -22.717015 | \n",
"
\n",
" \n",
" | 50% | \n",
" 27.979350 | \n",
" -21.045612 | \n",
" 6.404938 | \n",
"
\n",
" \n",
" | 75% | \n",
" 40.156327 | \n",
" -2.147645 | \n",
" 27.531269 | \n",
"
\n",
" \n",
" | max | \n",
" 69.329297 | \n",
" 53.754876 | \n",
" 81.635840 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" b_r b_t b_n\n",
"count 71996.000000 71996.000000 71996.000000\n",
"mean 24.435180 -16.308684 2.815561\n",
"std 19.742385 21.555876 28.862056\n",
"min -39.813521 -64.716665 -68.406051\n",
"25% 10.977414 -32.669705 -22.717015\n",
"50% 27.979350 -21.045612 6.404938\n",
"75% 40.156327 -2.147645 27.531269\n",
"max 69.329297 53.754876 81.635840"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m_p = 1.67e-27 \n",
"mu_0 = 1.25664e-6\n",
"# you can also use\n",
"#from scipy import constants as cst\n",
"#print(cst.m_p, cst.mu_0, cst.Boltzmann)\n",
"\n",
"N = df_1s.shape[0]\n",
"\n",
"b = (df_1s[[\"br\",\"bt\",\"bn\"]].values / \n",
" (np.sqrt(mu_0*m_p*1e6*df_1s[\"density\"].values.reshape(N,1)))*1e-12)\n",
"colnames = [\"b_r\",\"b_t\",\"b_n\"]\n",
"\n",
"## In case the correction is wrong this worked\n",
"#b = (b_rtn_1s[sw_n_1s.index[0]:].values / \\\n",
"# (np.sqrt(mu_0 * sw_n_1s.values * 1e6 * m_p) ) *1e-12)\n",
"\n",
"b = pd.DataFrame(data=b, index=df_1s.index, columns=colnames)\n",
"df_1s = df_1s.merge(b, right_index=True, left_index=True)\n",
"df_1s = df_1s.dropna()\n",
"\n",
"df_1s[[\"b_r\",\"b_t\",\"b_n\"]].describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute the fluctuations for the velocity and the magnetic field (1h can be adjusted depending on the event): $$\\hat{v} = v - \\langle v \\rangle_{\\mbox{1h}}$$\n",
"and $$\\hat{b} = b - \\langle b \\rangle_{\\mbox{1h}}$$"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "87faa3695f904fc7abe172d2feb20176",
"version_major": 2,
"version_minor": 0
},
"image/png": 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EiBHYtm0bbrnlFtnHZWZmIjs7Gx988AEKCgpw6NAhPPnkk35lcnNzkZiYiIULF6JVq1ZISEhAenq6aL1t27bFokWLsGvXLmRnZyM9PT3IEkkog3wACYIIO577frvZIhBETHPxxRcjKysLu3btUpQcwWKxYM6cOdi0aROKi4vx8MMP4/XXX/crY7PZ8Pbbb2PatGkoLCzENddcI1nvuHHj0KVLF/Tt2xctWrTAL7+Qoq8VhqWAW6qprKxEeno6KioqKC0cQehI2yfn+30/8MpwkyQhwo3y+nIM+nyQ4P7/O///8MLaF/y2bb19q9FiBVFfX4/9+/ejXbt2SEhICHn7hPg1oPGbLIAEQRBEFEE2DYKQBymABEEQRNQQdsGfCVmkpKQI/q1cudJs8aISWgRCEETY43KzsFr4w38QBBH5bNmyRXBfy5YtQydIDEEKIEEQYc9bP+7GI8O6mC0GQRAG0bFjR7NFiDloCpggiLDn7Z/2mC0CESawEpmi3SwFEScIOZACSBAEQUQNtAiEIORBCiBBEAQRNUhZCAmC8EAKIEEQBBExSCl4iw8sDpEkBBHZkAJIEARBRA2/n/rdbBEIIiIgBZAgCIIgCFlMmjQJvXr1MlsMQgdIASQIgiAiBlrkEfkcOHAADMOIxv4jjIcUQIIgCIIgiBiDFECCIAgiainOLjZbhIhi2rRpaNmyJdxu/3iKV199NW6//Xbv908++QRt27ZFeno6Ro0ahaqqKu++hQsXYuDAgcjIyEB2djauuuoq7N2717u/Xbt2AIDevXuDYRgMHjxYUq6xY8fi2muvxRtvvIGCggJkZ2dj/PjxaGxs1PiLYxdSAAmCIIiIQWmYl9ykXIMkUQ7LsqhtrDXlT+7U+Y033ohTp05h2bJl3m1lZWVYtGgRxowZAwDYu3cvvvnmG8ybNw/z5s3DihUr8Morr3jL19TU4JFHHsGGDRuwdOlSWCwWXHfddV6lcv369QCAH3/8EcePH8dXX30lS7Zly5Zh7969WLZsGWbOnIkZM2ZgxowZso4lgqFUcDFAg6sBc3bOwcBWA9E+vb3Z4hAEQYSMcIoLWOesw3mzzzOl7XWj1yEpLkmyXFZWFi6//HLMnj0bQ4cOBQB88cUXyMrKwtChQ7F69Wq43W7MmDEDqampAIBbb70VS5cuxUsvvQQAuP766/3q/PDDD5Gbm4vt27ejuLgYLVq0AABkZ2cjPz9f9m/IzMzEu+++C6vViq5du2L48OFYunQpxo0bJ7sOwgdZAGOAcYvH4fWNr+Oab64xWxSCIAgizBkzZgzmzp0Lh8MBAJg1axZGjRoFq9UKAGjbtq1X+QOAgoIClJaWer/v3bsXo0ePRvv27ZGWluad8j106JAmuXr06OGVga9dQhlkAYwBNpduNlsEgtDM8l2lGNwlfKbziMggnCyAibZErBu9zrS25TJixAi43W7Mnz8f/fr1w8qVKzFlyhTv/ri4OL/yDMP4+QyOGDECRUVFmD59OgoLC+F2u1FcXIyGhgZNv0GqXUIZpAASBBERjP1oAw68MtxsMYhII3z0PzAMI2sa1mwSExMxcuRIzJo1C3v27EHnzp3Rp08fWceePn0aO3bswLRp0zBo0CAAwKpVq/zKxMfHAwBcLpe+ghOKIAWQIAiCIAg/xowZgxEjRmDbtm245ZZbZB+XmZmJ7OxsfPDBBygoKMChQ4fw5JNP+pXJzc1FYmIiFi5ciFatWiEhIQHp6el6/wRCAvIBJAiCICIGpYGgT9SeMEiS6Obiiy9GVlYWdu3ahdGjR8s+zmKxYM6cOdi0aROKi4vx8MMP4/XXX/crY7PZ8Pbbb2PatGkoLCzENdeQf7oZMCyFVVdNZWUl0tPTUVFRgbS0NLPFEaTnzJ7ez1tv32qiJAQhj7ZPzufdTlPAxMnak7j4i4sVHWNGv1dfX4/9+/ejXbt2SEhICHn7hPg1iJTx20jIAhjFnKk/g4krJ5otBkHoxtp9p80WgSAIIiogBTCKmbxuMubtm2e2GAShG6M+WGu2CITJhNOqXkI/UlJSBP9WrlxptnhRCS0CiWIOVx02WwSCUExtg9NsEYgo40z9GWQlZJktBiHCli1bBPe1bNkydILEEKQARjEMGLNFIAjFNDrJwkPoyzu/voNnL3jWbDEIETp27Gi2CDEHTQFHMQxDCiARgdBtS4igZt1ihaPCAEkIIrIhBZAgiLCCAhMQemPmPUX3s3nQuReHFMAohqaAiUik0SXeaZfXaksnRcQeTjb0fqXNactqa2tD3jbhofncB6aQIzyQD2A0Q/ofEYEs2S4euPdklQMZSfEhkoYIN9SsAnazoc8Xa7VakZGRgdLSUgBAUlISueWECJZlUVtbi9LSUmRkZMBqtZotUlhCCmAUE40WwNoGJ+KsFsRZyXgdrUxZsttsEYgow+U2J+dsfn4+AHiVQCK0ZGRkeK8BEQwpgETEUONwosezi9AyIxG/PKksEwAROUjp9kfL69ApLzU0whBRgYs1RwFkGAYFBQXIzc1FY2OjKTLEKnFxcWT5k4AUwCgm2iyAvx0pB+BRAIjoxSoxTfb4l79j/dOXhEgaIhpwus2NLWm1WkkZIcIOmkeLYqLN3yTaFFqCH6n7trTKESJJiGjBLAsg4eHHgz/ikeWPoKqhymxRCA5kASQihijTZwkBpK5zF5r+jWnUhPYwYxEI4ePh5Q8DAFqltMIjfR8xWRqiGbIAEhED6X+xgUVCA9x1gqwIhDIoHlx4UOYoM1sEggMpgGGG281iwpxf8a9lezTXRVOmRCRCll5Cb3aX0crycIDGpPAiJhTAyZMng2EYTJgwwbuNZVlMmjQJhYWFSExMxODBg7Ft2zbzhGxi7b7T+GbLMby+aJfZooQd0ebTSPDjJmuNPkTpeVQTB7DeVW+AJIRSLExMqBwRQ9RfjQ0bNuCDDz7AWWed5bf9tddew5QpU/Duu+9iw4YNyM/Px6WXXoqqKnOnl/R0cI82hSnKfg4hgJTeMqhTTmgEiWRKdwBvdgHWTzdbEoLwMvfPueSPGUZEtQJYXV2NMWPGYPr06cjMzPRuZ1kWU6dOxdNPP42RI0eiuLgYM2fORG1tLWbPnm2ixMAz3/xhavvhDOl/sUFVvXjIjig1bOnL9w8B1SeABY+ZLUnYsON4JY5WH8Xdi+7GyiMrzRYnZtlYstFsEYgmoloBHD9+PIYPH45LLvGPGbZ//36UlJRg2LBh3m12ux0XXXQRVq9eLVifw+FAZWWl35/eVDt8g9/L617GuMXjVEexjzZ/C64FkJy6oxerRfy+PVVNYWAkMSnzRShQMwUMAFe8tRL/98v/YV3JOty39D6dpSLk4nDR8xsuRG0YmDlz5mDz5s3YsGFD0L6SkhIAQF5ent/2vLw8HDx4ULDOyZMn47nnntNXUBE+2/kZAGBz6Wb0y++n+PhomwK2WnzvK24WsEbXzyOaiJdIBbKzhFYBSxJlz75enKo7ZbYIBBE2RKUF8PDhw3jooYfw6aefIiEhQbBcoILEsqyo0jRx4kRUVFR4/w4fPqybzGKoDWIabRZAsvoRhFw4z/7O+cCuH8wTRWdIiSMIfYhKBXDTpk0oLS1Fnz59YLPZYLPZsGLFCrz99tuw2Wxey1+zJbCZ0tLSIKsgF7vdjrS0NL8/PVl3fB2SO74Ca8pOv+3RpsgRBBFC5owGPhsF7FtutiS6cMuCW8wWgVBAdUO12SIQAkSlAjh06FBs3boVW7Zs8f717dsXY8aMwZYtW9C+fXvk5+djyZIl3mMaGhqwYsUK9O/f3zS5n/j5CVjiypFUNEOX+qJZcSRrYPSi1scrHHl99fP466wL4Tq0NrQN881kfHxNaGUwgDqnujzg7sZ0ANHdJxKEUqLSBzA1NRXFxcV+25KTk5Gdne3dPmHCBLz88svo1KkTOnXqhJdffhlJSUkYPXq0GSIDAE7Xn+bdrrrTirK+rsYRvY7tRHTy8Z9fAADWzb4G/f+6BshqH6KWBR7+n98Aul0NtOgcIjn0Zf6++WaLQCgk2nzRo4motADK4fHHH8eECRNw3333oW/fvjh69CgWL16M1NToyTMabW+701fuM1sEIgREo3H3QJwNeLs37z6X24AfLDTo/vQC8K9+wK+f6t9mCGh0N6o8MgpvqgghcBxadXSVSZIQgcSMArh8+XJMnTrV+51hGEyaNAnHjx9HfX09VqxYEWQ1JMKL2gZfiBzqzqMXm0QYmEjkp+Qk3u2TvtuGXs8vxolKfTJVuNws/jhaIa1Efztel/ZCjVbXj2h7KY5EZu80N9Yu4SNmFMBIhkzoHpwcS8mMbR9hzIIxqGmsUVRHaVU93EZYXAjduOWCNmaLoDsM55Xlrx9vxF0zNoBlWcxYfQBV9U7895f9urTz8oIduOqdVTh0pla6sEutNc0c9lfsx6IDi1QeTX0oQQRCCmAUE21vu78eKvd+fvvXqfj95O/eWIlyWL6rFOe+tBT3f7bZAOkIvUhNiJMsww2YHq5wA7i7mp7F2gYnFm8/gaU7S3GsgmP10+md5MNVHkWytEp6sQQ7fQiOlqtbVGEGV39zNTaXyn923Q5KGRgOkAEjfCEFMFyxyHiDlyAWHjwlUeX/vWIvAGDB1hKJkkS4M3fTEbNFkIQbvzO+aeqS4Sh6Gw+cCbVIfjAlWzHglZ8wc/UBU+UwitpDdwVti4U+MdxQ77dJGA0pgGGKHqFgos0CyMf+Cn2mzohwww1L4kEA/JY+hzP8V4Rzw9k0f7Ls9q1i5Vq0zXRKeGnBDhNbNw7WmSldiDAcpzv8rfWxCimAYYo16ZD3cywocmpZcnCJdCEiomhwuhHfYjGS276P1G7PgLHpn3M7FHAXLKxOSgQA2OfehjnxL2CT/R70OfmNYW23Zkpll6WYmsSW0i0YM38Mfjv5m+51J1iFs3ER5kIKYASgetoiBvRGN+s2WwRCZ16Ytx3x2Su83xMK5gaV2VUS/tkFhAJan2/ZgWymCiMOv+Yrq6MSZkcD8phy2eUbXaQAxjq3/nArfj/1O2774Tbd6+Z7DhojbAFStEIKYBRDlkMiMvEfMJi4YF+5uZvD3wfQLHYljAUA1JC/G6EQI16o+V5uzvn0HHy49UPd2yKUQQpgiNlXsQ+vrH8FJ2tPGt6WUgXw9UU7cffMjeEfJoWht8do5VTdKSR3fAUME+b3oAzkWPVaMSebyurTZnN9KxITcH7bIvwrI12figlCBttOb8OlX16K7/Z+590mZAmfunkq/jj1R6hEI3ggBTDE3Pz9zZi1Yxb+/vPfZR8TCkve82uex4e7XsSPO0rwy95ThreniQAFkGVZ8mMygfpGF0p1CmDczKwds2CJq/DbxkRx2O9sVEgXUkAXxuM7/FJOFgDg35mkAHKhVcDG8saGN1BSU4KnVz0tq/xTq54yWCJCDFIAQ0y9yzNgbj+9XfYxajstuce53C58sfsLxKX/BkvCUcz77biq9kKH/+964KcHcMP3N0iuNqMpcX0Z+uYKnPvyUuw/pSwYtxg2C0968gi1BgpZPrg035F6/UIH4gEAdgVWfBucwB9fAdXyF44QBB/Hqo/5fT9RcwKXzb1MsDz5ApoLKYCE30BlS96jS5DdpYeW4ucjP2uuhx9/RW7FkRXYXbZbcjpBzoAci/x28jesO75O8XHNQYSX7jihmyzRpKTLsUpboK/PVQIamuqVzz3WecCXdwDTLtRVFj35eNvHZotgGk63E4///Djm7JxjtiiSBPaxl3x5CaoaqgTLU4xAcyEF0CSUTFmqHRTVHGdN2SGYR14utY21mLBsAsYvHY/aRuUBrbeUbsFN39+EzSeEov7zC7jwwELFbQlxrLwO01bsRUVd9HdQtyy4BXcvvhvHq823/AZaEADAEn/aBEm0o+SFQy8Phius65vals8w60bPhyrzrz8fBysP4vWNr+tSVyS+YCw5uAQ/7P8BL617yWxRFKGm7ydCCymAhB8MtPvJ1Dpr/T4fqjwkUjqYW3+4FTvO7MDtC2/nL8DyyzdrxyxUNgjHjFPS+d/47zWY/MNOTPzqd9nHRDqn6tT5furpfhlNVlozfgsDFmUWC/bHS6fTA4BnbTPRjgnvzDgVNdqnpi1xFWCswpaocKa6MfxDHjXDvecbXA2S5U/U6jd7QCiHFECTCIUzsrq3XVbXd+RnVj2D4V8Px9zdwbHcjODxFY/rUk/z9ObK3WG+IEZH1Coseio6QvesLX0ToPN0qVGcqDmBb/d8K2sAbF7gotc5jEcjPk1LlV3+DtsipDHaLDXbTm3zW/WpO2f0yfaTUPilLvUogWVZVDi0LfSx0DBNGATdWSYROAWs5/SlFwlNrqymAev2nQ6SRU/d9JdjvwAApm+drl+lEu39uP0Ernl3FfaUan9zjh57VGQg9GKUWPgFbKmRETJi5Hcj8cwvz2D679L3/N9sHsXph60lqG/kT2+nxE+qETYhA7lhjJo/Ck+vehrrj683pH69XpYt9tBbOh9d8SgGzhmoKdxJg1v6RSJc4I4l0WTNj1ZIAQwT/r5COCyM6lXAEhrgkH8uwF8+/hKLtnHM8Iy+FkA9aZOdJKvc3R9vxG9HKvDQnF8NlogIJUV5kZESrtkNQc4iqEusv8KOBpRU1uPJucHuBseqj+G8WefhxbUvymq7kbWZNuwalpf7m/t0qyrUPoDNqSo/3q5+EcsbG97QSxzNNDjdeOLL3/H9b8G+uoGsObYmBBIRWiAFMAxwuc1JbO8sfBnJ7d7FF9uWcbaysGh84zYqJp/SamNhAYdW9Hhj19UHULSycH014edItbxsJVdYPJazb7YED6r//eO/aHQ34vNdn8uqa7n7bPkCEiHjh/0/qD42nCyA/9t4GJ9vPIwHPpN+uT5afTQEEhFaIAXQJLhWvSWHloiXNWgVMGP1+LmddHEfZtaQcVaPN2/ZCorFE2vxSFmd5jYJafRU96WusTVpLyz26BpY0hjhOIpKX6bC134fDtCUpFZOVTtE99OijsiCFECT4Hbsm0o2GdKGUVPHqurUwY+HhTxLaXzmWu/nP47qm2kh2gg3P51BLQcJ7nMy5UhqMx3J7d8JoUTGI/ZkuFhlswNWExfKGHUvKe05nLVtUH/8Wv66KBMIQXghBTAMiLfGi+7/tVSdL5sqRY5hNS8C4RsItCqVI78biYq8R5pWg0rhGwRP12ibPon2FHN+U8Aqf6uepygpTtjP0xJX7v3MWPXLPmI2YsGglSpVmgNLV0r7dgnR6DJG+VTac9Qd/Bsay88P2m6JC60PqVmuPeGCm42MVfuxDCmAYYDVYhXd/8bGUDoBs7CE4Uvyn2V/AvCsBpUmDH8AoR2rL1yJPf8b8+QIIVwloufMnrjp+5tEyyczGnMzN6p3m9h+LAIW6YTwfS4aFSCWBSzxpUhsNQO/nfxNvGyYzS4QwZACGAYs2LfAbBE4sGE7BdyMNemAShmUHxPtXZgenbSeHb2YFfKMc6/3szVBvaUq3BC7LQMXAOw4s0M0fyoDjfesBqXF6TZK4dHxKQzhu6E7QuJWKiUu+2fYUndi7MKxouVIAQx/SAEMA4xynA1UulLjpAPEOqu76BoH0AiSWv9XdL81eQ/v9iifzVWFLgqgCec1UtPD8cGIXINmyzcXMb/ARojPJkiiQQGMhOfrZO3JkLWllwUwJS5Fl3r0Ii5tCwBPjmJRIuB+iHVIAQwhG0s2mtp+YUqhZBl7zgrZiy2UoNaqWO+sx+j5oxUdY0veK12I8ECddBggfBH40oAZallpUB883a2HXM4GYMmzwIFV2uvi4XR96F4c9PIf/kvXv+hST6iJVgtoNEEKYAh54KcHQtqezWJTddxx5zpN7eq5cGLxwcXYemqrLnWFu2WT0Jd1x9fhuTXPoaYxvBeMtGSElZKSmuDsFYYuTPrlbfXH6iHWuveBX6YCM4brUJm5HKw8qEs9UosEQ4mSSyz3Ph3x9Qh1whCaIQUwhHCtYE7WibL6MkPbszDqLq8LGh3JeThQeUDVcdG+CtdsuNYkJSnH/OrQ8Rrpad26e/Hd+HL3l3h/y/u61WkEd9qUpYGsa3TiirdW4qmv+V+MNJ3B7d+oPlSXa3cqeMo7VO9tM1cfwFs//qnb/XzTPPEFO3IJdfYSaeSdH7n3g9qxgdAOKYAhhOuT53Q7ceHnF2LnmZ3Gtae649DWAeo5iMeptGI24xDIryqXaNc/udfqzkV34v3fwltZUkMoMxKoVR7iIOFPxWHN3pPYcbwSs9cdUtVWWKPzytnGyrNkl332u23454+7setEla4yaEUqSkRZfRkaXOGTLaQZenkPf0gBDCF8Frkbv78xZO3LXYkbTu+b1uPioQYEj0veBQBwuqkTEiOwk35vy3t++w6fqQ08JGxY+Efw9KjZbD+9XdVxE22zZZetaRB/qalTafkPC8IgdEqNI3Li952oOYELP78QV351ZWgaNEipC69IGLFDBPcUkYfaKVm1BFoAZb+RmakBlh3w+1peoc6PJqn1RzoIE9s8+902DHptGT76Zb9gmfjs5fj2xDOobNAnBpwSq8HM1QdklVt9bLXmoLw1jTXYenKrpHxqFxncaVuIp22fAv8eBNRLnctgGWocTmw+5HEp+SxderW/EejiY1tnrFtMtPHw8ocBmJeC7avNR/DgZ7+i2hFswVayCvqJlU/oKRYhE1IAQ8iZ+jMhbU99KjgTecs/mf1Jp7n5fOs0TiGHM4sOLMIFsy8Q3P/xGo/y/drCXYJl7LkLUdKwHXN3z9VdPr2oddZi5HcjNdUxev5ojF4wGgv2G2epGGdbAJT8DvzxpWg5PheLm6atwcj3Vhslmix0MQ7tDvCH3LvMhP4ofGcNAl2G9FogJ5uAMeWR//2G7347ho/XHAgqSnEAwx9SAEPEvop9ZosAADheIUOhanrGG11ubDxwBi4Tp1GnlalLg9eM0KD0wc97Yz5P8GMrHoOTle97JkadCYq6kvcbLc+f0+30Hv/D/h9U1yMbCWsl38C6rSkLh1hMQbm8uVhY4Q8pp/YAn1xrthRhhVTw5XpnPX4+8rOx/nc8z11FXfACMr4UpjV7H0ZjZU8jpCJUQApgiLh3yb1mi4ATVQ5cMPknyakzd5NS8OWmI7jh32vw8OdbjBfOIJoHS5ZlUcPsBiyeFc4vL9iJq97xxRqrqGvE0XJzrY3hipw3eb3e9pXUEyof81fWv+L9rGdGG7UY7Vz/zk97sLMkDNK67ZoPQOOMRAQbof61bA/umrHB7wVcLKTR9N+no9+sfhi/dDweXPagMULx3HuMtZp3updPAXQ35AGs+c8Q4YEUwBBxvOa42SLgdLUDAPDS/B3+OwKeRwdbDgB4uancd79Fbtqt5v7qqz+/wr6415HaZRJvubOfW4wBr/yEo+V1WPiH+dfKaPReNXiq7pSu9cnh95LQWNU/3/W597NFpy7zfadI7DMJJZMNwUKJqno1lmGdta1G/cNRCcGdGdFLv7Yy2rKyvL5oF5buLMWeUnmrkt/+1RfDcfnh5Zralosl4QhSOr+IZeUvyj6GdSUbKBGhBFIACUGiyf9t0ppJssrd88lG3PvpZmOFMZkGVwMGzRmka51f7hb3WzOCOnfow3VILeSSa52b6rxetQxsNGdYSMz0fZZKNaYj+0/6LGt6qbFqF/0dqz6GL3Z/ATCe39/oCjczpk+euAxP0oATjX+YJQyhAVIAo5jgOIBN06GSXRzL+b9ywiX+U3yLhYpXJv5xNAymvgxmf8V+1DpNCO/CsvpadViNeW9VUO/SLv9edwFcol2vhAVQov5kt3YF0bRHuMNQ3+dqz8rWkEwYGtCIWgvgNd9cg+fXPI/47J90lsgIVJw4JjzGB4IUwJiCscid9osOC4M9Zzn/QMaEX9DUqKWhFtj+LeCoAj4bBUwtBqp8ISvKahrw5aYjqG3wWDsU+RKaoACuOqo9Ry0DFm6xrlfDFDAD4MJa7b6shr/EndgG1PMswup4ie/z5pk6NCR8Lr/f+z12nPa4uVg451yvn67WX7T5JcOWvKdZIn0E0gG9PH35cLgcutROyIcUwChGqAOS6uB21c/nzUEqF9ULAlzqUpGJwSeJxW5OzKxwQetCBkXKwbwJwP9uA768yxPio+YksNdn2bj9o/V47Ivf8H/fbFMsRzhexwY3/8vFFZyxzaMAqr8Gboi7Zmg3Znmur1I/UdnP/aG1wPv9gbd6Be/juzcN0n+eWvWUN12bEVbG8EvhZgRqfiP/Be37aV9TfIljGVIAdYBlWaw5tgaltaVmiyKB/Id1wrIJxokhhAFWBz5lhWH0VzQVUXEE2P+zac1rWchwzycbccVbK9Hokmkl/r1pAcWfizgbfdfk9yMeK9D3v6tYaMSEn4+qU8Bvzd5Q7f1sAQvxZ1H8OZ26c5zofq1PEQMWX+z/N/p82kd1ZhNRdjXFUqzjiYsaJu4jejC622jv5x7ZPRQfb006BHvet3qKpAsMo3WGSPgaLzqwSHAfoT+kAOrA6mOr8dclf8XQL4ZKFw4hWt5At51WbpHR3q4xnX9gyjCW1ZZfWDP/7AHMHAHsNqez02IBXLTtBHaWVGHzQQ0ZG/gGeTbgX1n1hH4KWAo52Q8kY/VJXB8XK/4Co3V4ZgAsOjIHAPD25rfFC0cJjN8UsD79UIY9w1enyr4tPmsNKhpP6iJP2CDiAxgu/uOxAimAOrD++HqzReAlaKBvir9k9CMm1NlVNUis2jTg4T9RWY+/zfF3ppbvC2kws28ypVmbRZkCzHdZGIZBfM6PKiUIrtB7z7gVWGfZ8Ou+5CiAFoOd4Dcn2DUdf6/1O+9nFyvfyhrJU54WA0TXS5mRUvhDSfBPUn7ixF6AlKSPI7QTfj1oBGJ0cFjWFa9PPYIPa2jeuk7USPhsGfDwn6xyICH/a79t8VnaHfkjGT1yUr+3fA/sLdQqgMF4B5ZD6+QfA44F0O2SzKARCgJTdalDfX/CgMVJmzYL9+Nx//N+Xnt8rezjKusbMfXH3Sitkloprez3hVqtNKI31KIMmpiISRpOUOfj1XLjp4pYAMNowUssQAqgDhj95uusKlZ1XKBcVrjRl9mJwAfwmFNfhUj9Q2zMw8/E+a82tKUGnwMl1De6cM8nGzFn/SGNkpmD1gC1ALB8l4ZpKZ7BsHnLm4fmK6in6f52uz3T6s9neT7rhNPtxJj5YxQd8/H2j3m3c1++LFKTtI36ZqQ5ZLPhuexMHNaoGErx8+6TmPrjn/jrx5t0rfcPuz4vwGJw3+HdOmlcumXHCSOdSMzW8dya52TV0VjRR3DfrB2zUM3xlyWMhRRAHYiUqY/WTCm+tD+PS5kNfttdCF3EfVEMsAAKdZ72vHmq65yz/hAWbTuBJ78KcSJ2nTD/fhUe0Q67lSg/Tb+jphSoarI+/PaZerEC2FO+B7+f+l23+pqJk1jFi4VP6Nre3QW5+DItFePyc3WtV4gth8s1HB18b3yUnqahPnlwZ3HCzeIWZzX+eXU3+p9jh8vBvwo8qEP1yXa6/rSstly1HfBYN/4QP8drjuOldS/JqofQTtQqgJMnT0a/fv2QmpqK3NxcXHvttdi1yz/JOcuymDRpEgoLC5GYmIjBgwdj2zblix/CIT+oHKxNlodLLRtllQ+5Q67K9liR3JJCNcZn/aKqLQCoVJUmS19m/DEDUzZNUXWsmdMsR2xWuAKmatNRrepeY50png+WON/GH5/VIp4fRsUla8HwxL8zkONNlr+jccYvfmLgRhfmkK6W2APxcdKFNBDod+bWqd/jPmdanjmjntcGV4P3uWMbM7zbG92N6D+7PwZ/Pjjo3HQ6LRycWon7QxybI7hPj1ibhDyiVgFcsWIFxo8fj7Vr12LJkiVwOp0YNmwYamp8KX9ee+01TJkyBe+++y42bNiA/Px8XHrppaiqUpZiyniLir4dgOQqRI2oVhxVWgBr9j6qrr0I5s1Nb+KjPz7C/or9utfdaEA8RgCYn5yEK4pa4rHD33u3PW6bg98S/oorLWsU18e6m6YGuS9gNfqtmNQr728gZWyKfpU5HcDmT1AAedYXo5lo+wyL7E8CS/7PbFFkw7L+3tF6KYB6YcTosrtsN86bdR6mbp4atO9EzQk0uBtQ1VgVZAXMrg3Mv61Ouqe+3oraQ2N59ylZeERoI2oVwIULF2Ls2LHo0aMHzj77bHz00Uc4dOgQNm3y+KewLIupU6fi6aefxsiRI1FcXIyZM2eitrYWs2fPVtZYZBgAvVjC1tFWpQWwMQfOmvb8+3T8qe8t34O2T87HlCW79atUI3VO5f5iUhaFfRX+nTx/6WBlfeJXv+OnncILfZqn8n6s/NO77T6bZ8XpszZ+3zlRmlfTGjRgC1n291fsR8+ZPTFzmx6ZKjTy8+vAd/djod0zbWz0y50Uf7U1+XCuedc0Ge60/sD5Jt05s2ADpoD18t1jeT8rpaT+oB7i+DH99+lwsk7894//ipYzcrbAVdOVd7tktAhCN6JWAQykosIz7ZKVlQUA2L9/P0pKSjBs2DBvGbvdjosuugirV69WVLf5PlX8CE9NmzNICMrDGjuQ68VrC3dJF5Jio3iHqxQ1HbTUYCQrT7Al2Er42frDuHOGPPcCHqkAl8qpdYNCRwjdr1d/czUA4I2Nb8iui3vGm5W0CjZJtWzxLRaDsVYBezwrsdMZE3I7q0XMZUaHPuAfcZ8oKs+yLH7Z48tAsegPfTLM6DUFfLx2j3QhhZQ7ygX3CcVErHE4caIqtOnaztSfwdKDSwUDrBPaiAkFkGVZPPLIIxg4cCCKiz0raktKPMGB8/Ly/Mrm5eV59wXicDhQWVnp9xcSdNYvw0pdrTwOvNkV+OlFTZ1/w6mLebeHXViBeQ/7Pne9Snt9Bvy8LaVb/L7z3i8ifpeq+Vc/RcVT7E2rmY1SAA16UpoVwE3uzqrrsOf8hISW+i140QU58Q1P7vZkwgkjWLBYwVnVfqxC31XY4YjYvc3dt2bfaXR6egHW7D2NV37YiQOnQvui8Zd5f8GE5RMwY9uMkLYbK8SEAnj//ffj999/x2efBXeYgW/5LMsKvvlPnjwZ6enp3r+ioiJPHeGlUnkJlCutyTFb7jRRSFSnn18Hqks8/yoYyC0ByqKrtiNcjuBVjsp1She051KQSXILzVXIUXD/LPsTByt900hSxwQuLtHrPhB7SqxwA2cC/Yt82K18wY2bLccRoAA2VXXEZkWzLcMmtRpYAluy8PkKS+rKPEr+1i8MbyoZ8pW4A5UH/IySRkxERFKOW+59f9fMDWh0sfjL9LX4ZO3BkL9OH6vxpIhcenBpiFuODaJeAXzggQfw3XffYdmyZWjVqpV3e35+PgAEWftKS0uDrILNTJw4ERUVFd6/w4cPAwjfVcCBA1iz75/RPoDKrG6csnXy04u5ec456wqeUvMUk6kgMA1I6fwCktr8W7YcmlCS9UIAqencsvoyjPxuJG774TbOQerbSij8HImtPxDIwytesdjeLEY49teMy2egc6aItSzEU8CqYIE1CXZcUdQSL+V57tMLrUaEEQozizeXcuPjZnZq8Cxa8PoiyuD6766HlZMKxIhZgzP1PHmPZWLEFRW7t/33hcf9FHYzOVFC1CqALMvi/vvvx1dffYWffvoJ7dq189vfrl075OfnY8mSJd5tDQ0NWLFiBfr3789bp91uR1pamt8fAOwt32vcD9ER31o3eQ+T6uGvTkGYC65P3PoP1LYoSLWzFNYEeT491qSDYKz1sCaFKMDzie2ef8/sB94fAGxRuPgI0h3jiVrPb1c6APlZLDhNxKX/ClvyPlgTjvFK40eD/3TRLg0BfW/ucnPQtgEdm0NJGLQIROETIKaMswD+lZkBAFiSrN73j6dRv69nEsv1q1shCXnzTR+m2zd4XqpSoWyq0sJRev48oU8gYr3CaIWneSG0UIo4Y4haBXD8+PH49NNPMXv2bKSmpqKkpAQlJSWoq/NMDTAMgwkTJuDll1/G119/jT/++ANjx45FUlISRo8eragto+KF+VDXkQi95cm1AKruvgRCcQQNqCcDVtNumK57toIqt9z0ROo4Xe3Agq3H4VITPfbYZs+/P70AnPgD+OZviquQUgD5BiE5b9OzdwQro/5V8XXIAfVuVray94yFvztiwODqDlcHbfcGyDXRAui30lODBVQvyu3y/ZIfarhP9/YPan5+tZ2l5qMls60EwL3UpSFe6CBFqJVq/35aqvXQSLfjzI6QtBNrGB8Z1CTef/99AMDgwYP9tn/00UcYO3YsAODxxx9HXV0d7rvvPpSVleG8887D4sWLkZqaqqitekdoA7tqpVXSFty96G7jGjgqcyWoI3i5/5VFhRoaDu6M1m/fB7SWOMq7Cpl//4nKevy0s5R33wOf/YrVe0/jsWGdcf/FnZQI66PsgLrjoMzK0Ozfqng6pVnPkipmrQPr4sS4cyrLMPN9SrJw3XxT/gb7AMqJA7i7bDe6ZHWRVV8ohsrTSfLdKL51D0BCYyNejZuuW/tGrA1S1r5HgGSF2Y3irQLX2tkA2NRZrnVLBWeAT3LQyzhnAY/YFLBwPnlh3M5kWGw10gW57bAs6l1hkqEqiolaCyDLsrx/zcof4LnRJ02ahOPHj6O+vh4rVqzwrhJWwtZyY+PCWeLK8MK87Thdrc+b6ZjCfKwrWadLXbwsf8W4uhXyVpxwPDLG5lHcT3rPK3/nds27v2CiQNq31Xs9AXh/+IN/5bjZBMb0A1RMTcktzgSEaqgvBwtgaVIijtgC8g8fD06xdkRhpoqs+qapehMtgC+ve9n7WWoKOBTKkYVV0qUz+Nw1RNf2zZ4CbiaJUagA2njO2+7FwIstgJ9iKzWZEteHNDlT7azy3ONXf3M1zp11ruLjCGVErQIYTViTDuLDVfvxt083my2KLBTYpHRtl6/b+jElUbB8coc3ZIlRUhm5b6Jrj6/1flZrkWhwuXHNv37BjNUHxAuyASm7Vv0TGxPsmJDXAqML8/337VsWdPgfAj6C3bK78W4fc/AZjxvBwolB+/4s+5PnCGXIUQC5uYLFzq9i3a/kD0BFRhaLERpYmcpAxDUB2UlCEOezuYUkiL/UBWLhu9azb/T8+/Nr6mRR+HvdrBvf7f1OVVuC7F0GfHVP0AK7w1WHfV8WPyP77STQAniD9WfNIvJxoPKAIfUS/pACGEGsP6DMkb+2jH/aUi6FOIWXbB+iA3NUUz2ChGBA+CpVOO0W0xTMeM9JfZy+Bak6AUzpAexfKSSJ+qolouZznae9eT9VKIK/HS7HC/OU58lekeRRwMusgVaA4N/8hz041MuV1TVItAko8Qw8YUV2LwzatWD/AqWi8lQvfV2cbqesjCAsFL7u/HsA8OUdSo4AoNQCKJO3zgJ2BZ9jSVbKD5TtRWOf0Hx0CqMwlp8B1lmlz9m8ffPw9KqnpetVco4+uRb4fQ7w4yS/zRUNPrelfRveF54C5mwvYk7gLzbhXMDChItdmAiEFMAo5miJtoj20+KmYIxtKb6O/4c+Ahk+Baa8ozl0uhajpzdPh6sXUNRY9GZnoPIIMFMg8HOd+hAR3+z5RnQ/N4K+u8mXSM7ApM5aGHyMYKQ7mSFW4iWmVYX4dPunsurXgy92e+Lacc9ZQWLboHKKz+iO76XLBGBVMd122GbFzYV5WMizOnlAbZMitUGFn2Bj6AMqN5/jfhbz0zUqjQ7xW+lvssqpejZFrLjXtCqENfGw4P5mvon/B1ox/vEMZfkEygkQTpgCKYBRTI1DW/qcYssBAECa0rdp2ZjfMQx/R8gqp4w/jmrICiMSAFkKqcGAawHcULIBu8t248mfn5Sst3nwYmxlsMSrsCTv1z41lOpy495yn6ViwXXyrXo2i78/YXG2ct9euQNtTWNN8wFe+Bet+LbZ0oxx57BITOWVWK1BSwqey8nGdrsdf8/NCSqf0RQ8XhdrvUylnwWwJCkRhwP9RmUey8Vil/cSzDsFrJGFB1RYTY2C6yd7Zj+YBnmLMrhnJZtRm6PX/H6e4CdqVwETQKBFiwXwRlaGvCNDkZe3Wp+cm1qoqo/sHJNS00Eu1meDczgdGDN/jKzVdc35gFM6vQoAqNr9f4BL2J8yiJkjJAr435ubeKZ/Vx46Aq4KUJRW5Ldf7JcHTt8GKoR6oibLQ0L+t4AB4SalpoAvbd0Sl1fX4PWTPv+8aktwP9GMUrUozu9+VNiHNNbBvf4D/JiUiEfzPFlytu5XdpICW+SPVxlMJMXaY1lWucD7V/g+fzYKSHQAQW4ZHrjPDmOrQq7LgVHWYJ9dT1kZ15glNSNcIQtgjDEzPU1WOTbgjXjTwTJMXrADdQ3S6atkd/uf3yK3ZBBXVfveYPu0yQQAOGs7KK6nK8MdYLgmnAa1ooWU7ae3i+4/Xecb6N1w+yl/GfYMweOqG/z9Ii1x8sOLqGFsYXD2HSn7j9h9Vt3oLz9buk15oG2F+ktVo7CFhC8aox40uvzteTa3tNVsoUi4HUBIMoODxwPAspdgKfkdmxMStNSiC6VV4bvwS3N4mZM7Ra8T13qd3H4qpia+iofj5vKW/SVR+qXQVScch6u+JDi+pyCn9vg+OxuAb+8H/vhK/vFEEKQAErK4/v3VmPbzPry7TPvqSj1o3ehbIelusjo0nLoY9jpl+XX9/Bs56c0Ym/TCkPjsnxCfs0SynCIalGUwaM6VKcTmUt9UY2A0fbFFDttOK1/woYT1dfIsM2KIDYNBg6SjWlWgbSXsr9gvut9PIp1MTjtL/F0PUhq0Zxnh3iVK3bdEf5bUrELTIikt6g33xdUG+db9wBngc1+SkXu2sc6zwCvEGJ0WLbBfqE8UtnDvj48T3MetUd2+AN7t4/m3rgzYPBP49RNVC6UIH6QARhir98ifbqo0YHpzT6m0YiTUPSlNrSVEjtPfCpnlPIn34qaiL/Yi69Q5iupKFLT0iXey1uSdsOcuhr3FUjBWtb4xPDQYtyJZWzolOdfOc87kZEW568j3qlJltUppxflm7MRd80ArZinlwj2/fPd6YEhdIyhJUT4dHSipi7sI1BtsOwQuIUzwcKS01QvqfP7KHRn5LxmyfQBP/Qn8ucQTomfqWZ4FXiHIceyH3JNyeEPwNhmyBt67mq+8aAUKa6+vAF5tCyx4zLctMNwQIRtSAEOAXjkhAWD0fxQEcDagz958qFz/SjXyUNWbuNK6Hl/an0e8grf+ZnoynkUYfv5CEr5USa1neD9b+FbQOaqBSuk0dCzL4umcLExvnpp3S0+xqyXwPpSOcxdQ3iZP0f10rW/FodgqwY0nZGaM4XB95+s5dcvHW9YhX8Euq/dMe5c7yhW05CHbnh+0LRSu8EfStAckd3Gu2QKJ6eJA/K72vuXKGq4Kfl6+Vdh+PuflUJZ/mresDM7sA97tC8y6AVg+GahpWhy1l98/Tim6pxT98JLgbVN7Sh4W2C+E1RKOX2cFb3u9fejliBJIAQwBdc7Qh0MwipMa82TWNtZiT9ke6YIScLuofJdv4Hjc9j/FdX1vfwZgGmHPXSTQQhOWevB1h0lFPDlvP73e09mKrPCtsFjw28nf8F1qCt5uXpzj1tdqmxznG0CVWwD9f6vFLi+v8o875E2LeVfPqoR3YCo6DwCQnxysgAEAauVbC6ZvVRb6hHt+U+Mygvb7L9ANq2HVD65kTq8yoCb0yAGgVEEOVx4F8N3MdOXtNpHB6GxNP7jG93nlm77Pp7X3ZwDw7d5vZZVjG6o9WUoaxf0Uv09Jwl6F2XWMgHXr6NO5KDjoO6EeUgB1hs/aJyejgDGE2dq20/twzWcX4rrvrsOGEp7pCZmcsln9fpmbcxvHqbAAAnzWLf9zZ4k/gdQuk5DU7i3JulxuFji8FnA3Anv4fYm2xsdjYJtWeOCnB/x3nNbXx7JrVlfv59X7Tvrtk56SZ/0/yryd5E6n7Snfo1it4MrMG/Gk06UAgASrwKCjIDhxvcJcxn5TwAwDZ7UvN7TiQNAyMeIJ58qZ6/Q8T26WxaYTm5RbqU7u9H1W0Q+esClTYLiyfxYvP4WbrD6aZ4oagCyrvWAwcxWw39znyVKy8AnRck+1yMG1rbTkVteHhpOXwlnTDnXHbjBbFCIAUgBDwG8n5QX4NBq9BqDDZ2pxpkbFKtkv70QJ6xlAFh9YrJM0gJurFKgdEoOmfP3ricv6BQBgTSgBGOEUXXUNLgx4RTpa/pQmi1/Q9OL66YoXgojBfSGZs0FlSi9eeM5z04qBE5zUeWL33Fub38KstFRlrUoN1M0LglzB9+e3KcmY/af8VYNKX9xYTrDduPozCPz1ZzhhNxhL+IQfElvo0afe87z+jFqMXTgWdy+6W3VdoUwFp5TASx0Pnmf8+BaBRqUVQL38nwGA3f2D58OmGarrUCKN3HmDK9pcy7uddSWh7tA9cFb0VdCqQjSci1iGFEC94XkbnLJxiuJqnjzXP1hvUpv3wViVTZkZZf8b9NoynPOCitWvnNAcWleycQcaq8U3sDpV/2j/AxNbT0dchs/f0prgS4fHWIUVtJ92lvrnDhYY9DYmBluoXACwawHwr3NV+wI2uv0HLv9pX4U+gOKjedCWFijHhZbfglamivGhzLBEXpH8lH0+sTy/NzDuHwvgmRbZmJyThZIaeX5ym05sUiSbm5NuK77upN/5+y3B7qcA6oUeKlWgJZWvzo9QDgDYcnKLDi1yaKgFVr8DnFaWNUMIteeje4H/ffh5/Av+BdxuYN2/+Q+W4bah58pdrTUdstkU3Yty2ytIbimwR6wtnc7L9w/pU0+MQQqgzrA8b4M7zijwgwHAuhIxptsYv23WpIOIz/lRk2yhQigZAVef+HzX56iw6KOiZqf6lCm3arXX/zir/SQSCr4GY60G4IY18ahgWXHkd3Be5bXiMCAzUj+XzSc245xPzsF/tv6H0zo3x6f/u7xUAGOL3bcoJmiKnOcUzLM/jY/jX8UlFvlZLjRNAfMVWD65aV/AmluOvDVr3lHYqjzc9YGxEn0yHA0DXyy58D2/DUbFAfzpRWDxM8A7ylbvC6FWnWjfwn+xSW9LgF+fmP+sDllvQsmIVgWi+w9X+S9qeyEnC3Lme9JWvahYFrYxQ/ExWtl7shp7jc7/HiGQAqg3mkJteGg4cwHvdsbimY5xu1mZad7Cy9E8cBB8JTsLbqiTkjvQ2PSwrAhorfE5P8GW6h8Tz2JXsNJSwbRXo9zhs57fwjZpzSQAnqnVZrjuB5aEI7JlAYDkdu95P3NXPQPgvWjNCuxzcTOCd+qE3GnZwAUvfvkp1k3TUSJ+XGCRwohP5f/hbmu4HHIQM/Q27+I766fqTuHuxeJTwpIq4cFfJI73Z8IZ8YDkgQHs9UPkJJ2Szjvscruw9NBSnKlXn/e7mTKrBf9LTUGVyt/qljjup0P+LizlViuW8uSJ1gNndXc4TvKsVlbDyV2SRRxOF4a+uQJD31yB+kbjIi5ECqQA6gzrdADbvtEUIJR1Zgjs8Ty4Ly/YgR7PLsLyXVI5Wk1YBMKyeC+Df+XeA3n+QZq32uNxTcsCjMvPVdwMI/BNIhVqEHvjbFidmIDEohn87VjqwcSdCdgW/D7c3/IHAKCsNmCfgheCer+OWWTAmXYh72ZJPyN3vN/XvKTg7BviiCuzlxV5poBaMr6VthVW47oYJS8O2zip5qSO+37v91h/fL1iebjW5x8b9uIvDvHVodOdVypuIxCjF4GIbXxt/WtYd1xBWCodGFhrUoYOFfm6k12+kCsN7gZMWDYBj614TOQIeYzPa4EXcrLwTItsZQeW/CGrWHMaSC4VFunnWJ3/NYOGU5eg9pAOAZ1/eVuyCDeTVVW9sC93rEAKoN6sfQ/44nbg/f6GNfGfVZ6MAy/OF59aVhIHSzdYVjDVVGPAm+fBuDgciI/DOh5/OEWc8r35KbW/XtuqEPfk5wZM8XJgWNhz/N+ILQnBZWfHvwwAeGtpwCreNf+SLUsNt5Nd/a7/zoVPAXPGeALQlvFnnLAIrVIUwMro75MWyHyFcdyk8J8CFh5wxGJvij0Vu8t246lVT+GuxXcpls0dIM74CnFrzwlkKW4jNPh+SHOqL74zrYc1S0uSvMdOB1sD1fZ4n60Vz+KCf50rvC+tFe9mGxv8Iqwl+kEze+I9L3I/KbXK/XuArGJ8/cJeWRk/1OOq6aK9EjkLuTmFtIY0iwZIAdSbFa96/q1VHpFfisABTyrAdALfSjbDMV7pdNeFMLSBxQHG6t9R2HOEA78G5kreWX8CX6ckyzor1VwF8OfX/Heu/Rewcx7wU4BzuhIC5voMDU+UIs+66FDoB8qVWXSJisqgunIXiPC2GfDdzgL9a4VjgK51d8M/G68X3B8q9rLCPmFVVgvOyLD+qEbDyuAra4L9ZNU64GTs/kK1HELhbRilefTCBL6ZhFrTQpkp4LQMKy3nZ9w5U7syHumQAqgzoXzkpdpqhLGO57wpv3TwgZRuOEnQuql369bE4NAprFvgbZgNtknd2LIA/2iRjZ9lWDlr+ZQhRxVwnBNG6BfhOITSFkD97k5rssSqTZkDe7VC5UJuOA1WJEiu+pXiEm3ybBNvisFbrusxL/ceYwSSSRX8rbSBv6PcwGl8lPyurDw3TZ2One2rcZ6g32moRm9GYSxOgRX7EaAy8cL3YtipIQKmSw+tBgBsPbkVhyr5U95xf1p1PfkAkgJoJC6Vsb6EHNnYQAuguur1osNTC1BaFTDQhkQoRrBD0rt1hifmn2BkexHld3d8vOA+UaZdKOjzB/gHPJZSjhhbhToZeLDnLBcvUCPln6oOPwug0M89uAZw6PdbAeDes++VLMN39eUoAV2v+JtieXz1q7/jJ4/kTwt2JCD4stDKelmhTRxVwO9fKErBJxc+qbo1KI9PWuzwWYt/sj+Gr+3PKqtA6LmPUA2Qrx9p3yitAMq5E6fd2keFRPI5UHEAoxeMxvCvh/Puj9BLYhikAOqM30PwgkInXUmUTQGHgnNfCsx0EYpgrwwG1dXjhZOn8b+jxwP26QxPwF4LT07c3+3xHuVXSHcHMCstBY/k5gjmKsl28byRSjifx1t9iqWUBTAubZvofmnMv9+4CErz0eXSkjrk5TVuZmTHkZJlclxq7c/mDEvDuvNP0++w+1u4f9CyAvS7+4Gv7gbWf6C+DgECz9p5dfVo36j8pXsn5+Ush5Efw9JLU+iv1XtP4Vi5b8rfFB/sMOesVupT+wVyEhlB217Z8IroMeZl5QpPSAEMQ+R2G2W14m9ljNIlsXoQiilg1vOOem11DboFWAJV2tkECYydJ8SYwnyILUtgGU/YmyXJSfhRx5AKlQ2VwPJXgTP+Tuwvrn0RP+z/QXF9jlMX6SWaIcieAhatA8Cqf+ohjpct+39Endq4liYMSu84rxUcDBcm+08JHxOIYchnARQ87yKuC3pxlkOd36dT6/ln3Vi95xRGT1+H/pwsQHoGfw4pBt6OCTb9Fp492RC8UKssKBanP6T++UMKYARTUSelAIbo8h5aC/z8hscXJkRTwEIMEnG6V4PbmSK/sMyVpxsT7JJlFLH8ZWD6EL8B/fNdn+Pxnx9XXFXDycvUShESZC8Ckaqo9jTv5ppG/gDcUpaDW39+GIk8PrFGDzhqUx9Ocd4geOTugBWfbvD/DkUzEPXl8svKJFCmELx68uN24tdPJwZtLq3kV0i5AdhZloVLZdYfo1Cbtk7obrjQ8ptkGTUcZIMt2Hz3pNPtxOIDi3Gq7lSkquSGQQpgGNNwJjCUjMIHMwSr0FqgDPjvZZ7Vqb9+CvDkYBXC7ta/yzY13wLH+rk6MQGLknwJ4LlXYl0Cvw9h0GA+TYE1rq4MFoWPc2Bn6azpiHDvEiQzgXj3ycsZHMi8Pd+pkMpDYBiYcIaFhdfweNhmRXlAYHUWAOOStwhgn2i4EO39EbeGQPFNG9zrKzAe/8O9Vnn3zpD/DfHcf9u+wd9+uA2Xf3U5HCpXrRuBnnmLAeDj+FeRAAcAVle3JSdfirnG4BiGn27/FI+ueBTXf2f+ivtwI7x7+ygkxyFnktLzALJuvSc09aUvsxMbEsb7NpzaLRijjo/kgM7goE1cfXOUXga3MwnOE5crklMLFpsC5/Ul/8AYLAAA3JOfi8c4ga/fy8zwfj4gN6aWUPJ5AZT6t7gDbCbJh8T93JKKPlZUvxHIVQBb8PlTeusQPrq6TH1OWtVDm4YpSC1+ZnwD/ZVFwflcnQwDOINXVfNNcd4rM6j7tvg4XFpUiAUK3SG4d2zgbzc+qqU499m+9fselyGSEnH3IuCL2/HLyS0oqSlRnHc6HBHzOPrNPg4v2v6L1AT94gkeYPODtrl5DBDLjywH4IlbGQ5+8+EEKYA6I3V7FbmrMftoCT45JifeWOATJX+gOFh5EAeyxTMRaOU22xL/DY5KICX4oRSCa6BkASxIER4Mag/8FQ2nh6Dmz2fANuYolDRErJ+GJzADyVA3Db3dLk/hF7rHtDo4t2FOajo+FMidAh5erTyXMgBPoG2VKA8DYzIMAMYBi108a5HQGdEymD6a2wIlNhueyFX2LHNbtAQ0f12VymtuBkc3+n8PI73EiIUSdsaJW2xLEW/TU+Vg8JOrl98WvnsyFAHvIxVSAEOMDW70bGhAL4fycAVKvFwe/OnBoG26h0gJqNGZlIMH1vxD9vEWzvEsAKuIgK669t6jwp0R1jWqjlvCmTKWy201vuFZ6dRNKN6Gk6was7wAntSK7/QBSrbKPqT5LkkTsgQK/XahoL4yzi1fjWE0rgfBMEBCyzm8qQ25uBiG19LIzTMtozVw1eFGkdMpZkniTu0H9gQJGhegvWrTtlI5jalDV8YTf07ps7XssHBweQBg3aY6t8hC6b3es6X/iuDGqm6K25zh8vdZDpzVAJRnSIol6MzojNTCW6GYWvz4l43PlJ+fdF+F8tyVSgn8Jcvqj2F5yVrZx1dY/N/M5N6M4TyoAkC8ygwsarp4rsqotKOrbfAPmWFE2IqOdh1SPH1xO3B6DzDjKr/Noqngmv7lOyNiU8BarKtq1Q+zZqUYAHGp4ukkAU/g7MA0jgDgYkO/eEHMBzBTdRgeDzfblms6HgAW2p8EJqXD9ZV0cO9bC3yLGObsmiNaluEJR8XHcyf5FzcpQU8fwG4iho7ARfP1R25TXP/P7rOBBJ8iWcczBWzljDPhPnaEGlIAQ4xF1i0Y1hNHHPx/S73CAaHB4j+dJ+/chDcsgCOp4lNqQlhVaQIM55Oy+6aiTo0VWhm7TiiLtydKfbm/IiZqKZIosu9n/uM0aGNchTTfKT8eXU4K/6pwo5E71ecEgz/sPhmrG6qxYN8CpY2B218ItVzNMJiTlipYDXehTeDgFU42Mnbr5+IFTu/FFoFoAFpw6DF9u3669jqa+FTE1alLfuB1li/7+iJOCJgWPsvh0YbyoLI0BSwMKYBGozDgrJFs1bnDCbIYaRo8xaeAI4W1CXZsKNiu6tj4EP9+xmL8ykO3Rd8UUnIXgfjKC1DD7+/oFgoDI2Nw4ionoys9z72cDjYtUb1jPFeqt0b1Ul2PGK0DlNnHVjyGJ1Y+oalOobP5anam6HH+PoDh22FIZf5Zu3e+Ie3uUptxiAtPFh05qhnf1eCT5vv7B+LOAe3w9PDuQft61svrkza0v0+iZR/cmZEwvmVMgRRAnQmalprcSktl8qk6AfznUmCvuC+JngSHYdA2BRMpdk8xttnVK9mX1AaHMJCCdfo6TKVTwIzVeAtgY/JhXeuTHwamqbyQY56TZ6EOywJ15apl49799qaYgIyMEceq040/4qxCReXlNts/ILbmL8d+UdSOEr5JFY+7KTYFHE78IydLdP9sESunFjo1Gv9Ma4FlWfRslY5/jOiOdJ4XH95sSDz4GTolnjGyAApDCmCIUdZpKSj9ZmfgyHrgk2uVCaQBvS2A0XAzpmiIbRin5vy5fdYZxq0y93QTj8d97he0NRwZXDTY+1lUAWx6dBQ9byLnT850qYunTL2c7CA6rbq0KMxEEtIEJAELNNQ2zfq5PIQvuyVW9J/QMSMGlzQdYqsGrq4GdPadqysDZt0E/PFV0C6519TqrwEKlvt2y1FsPljuK0kmQD+iYcwNK3S5vcxI4aaCQibA4VjjKjy5ixDC+ez8KTfGn05wbxXLqT811XWuZRc+jn9V8XFXqA250oSSZybbnol2Ten/5E0BK3sitTy/fHe/y+C7VYu8egf8FaKaYbA/IJ2cmhj1PauS5QXbzmitvPIQs13FTEE8T6aZQOwyykjRpz445qNesCyALZ8Bfy4CvrwDZ3NyA1vgxjaZobAsXAVQRKl7aM4WlFb5fs+fZbsUyxzNkAIYrtSVw2JeciNZnG3xX2lc6dY2/fBjEn8cQHdDtt/3cE6y/j8NUztqf1WJ1YrrWuZjHWtOHDRuJ6Kvxx8PdWeQKONFQ2wRiLAOwWh69+KbvLKHscVBrgVQ6y+4vKgQV7cqxI7Kg762VdTTsSZRnixdr5IuE2Ekl3fFbZWVIWmLbzGNXnexm2WBY74A2WPOb+P93ALlKJVIBtCM/70rIN0345GOaviFH3Ib3kNFFKQA6oweD0oaaoFX2+BW64861BY6Sl3q8/CyADYm8seMqz10h9/3RtNj/vNTE6I5tcB77J9ZGdijh/O3SrhTRjtkvsFrQYlDutIrwvf8Dmg5QNaxbp7rL699LZlAjIfVeF9XNKWW+/nUFk31ZDfEy/QBNHeO4IgB07u2xlRZv4qv5Z8TE1BhMX6ol5OX2npqB1DlWxnMPcLG+wqlgS2f4mnbLP9Wwnn6yARIAdSZwAEk0FbRQ0YA6C4Wj+N8FiNzBXFDeETAd2vxARQL6RGQ+YMN09t2scK0VnrAgj9GW6RzQZ30y4ScXMCKLIAHVvLW+daQt2RNl3KHr+b7+WBcOAUn8SdUFkBvPRqtodlMvDxZ2lygqR2tCOX61gLLyJsNSuSZAh6fn4uxBfJS9AmRoVPedub9/sCBlX7bMuGxbNqZRlwu052EkTkF3MaiLiRXrBCeI2kEcyzAhN0Q0Ms2h4cQQ7F/THnASsv60EwVBLKlscyUdsMFNcPbI2d850zt8ChnpakSGquCwzPIxaaTLMmCvkyMd6V1s2VJDEWqscACKrtVnr8Wn3/aobjQ+oQqQa4PoF6OKF//eoTTtvL7JCspPiAXMA93LARanau4bq3UMgw+TkvFYZs1SK48BTEhhZF3FYRcDkIxQ6Dmyb9uQV/8mnAvJti+BANW3tzOWTcHnGPhlj33mfpYqdEOKYA6E3grnrT6n+J8GcvcUxxpyhoNDP8xb4Ky43XACeA3Z7nq4+VMH4Q7ajrAOyqqUOxwNB2v/By4wOg+IZ7XoDCcDOeXz3UNUtye2hy6UzIzJOvkW9EoLgt/y6v+PCV5LHfBh6KXOB0suPvjbHhr81uKjgm1BbCOk3lGqOkrRSxA8YxVejq6zQUhXt7s4e3MDLyenYlrWxbyhMdSRu3Bu4K2WVyJsu6pSOtFbW7PAo0JNs+KYFH5b54FnHMbcOUbAWFgfMrxqAADiwWs3wWodvjuwQva+/uWxyKkAOpM4DM6LyVZ0fHjjmYhtUHhQoKAlGr4Y66y41XQEv6BdMus2m4luZ3kh7f3xUd39NPUllGoXUDg7dg7XyZajo+PMtJ07/Svsa5WVP4vldXezwMsf+gsjTCnRXytZN1Py18FPhsNlO4AXOJWmgmfb5GsjttmqBbyNyvfNxQW4D9b/2NIG1p+yw9ctwiOBhNYpYMBKi0Mzq0TXoGawFpN9wEUekFYn+ixEjdYmKC+UGmKukw22P0hj62R/FWzRLJu6EW9iHKt9UWBAQtRB6l2g4Cr3wES0gRXAQeG0upr2Y1elr3e7/WcFc5xtkhTl/WHFEC9CbinTsuYpuLyYMMWXNy1BV9VvLAsa8obbwfLMb/vWiU4I1OBLEhPxJAu2vxZjEJZnudg2Kz2qo7T+yEeVqMsIHUeR3nKZcp1kUFwWtslL1NAs9Iiml5w+cvArvnAe+d78g0jeBDrkd2jWSLJNl0mjicNCmMAAvKfWaX3dR3DYFd8HH5OTMDjuT7/XaFp3w0JdvRt2xoD2hRhekY6b5nmGmSpUgoDooux2d3R73vt48eAYS8FleP+ssA+X6li9HzcR0HbejAHJK+CqjiiPPwmEqLma4UGDSVYwMpy6wCEVwEHnoEvU5OxLdVnVd63fx8IH6QA6gwLz7Tv9qZ4cJtUpF/LSPL4a8jpdj2uUuaNPA4G+CYlWbGiG4jYdB4XNoxDwLwgEf1fiOarx5qwmKexvA8A4LoqnxWvuEFZOB/u1JSaq3OK594RvKOXBQ++YsheBLJzHoBg+a/teC3cbnl3ndYXgFAjNxew0tXt57Ytwg0tCzA+X/hFjVvjnQV53s9HxRbNMML312DuS4uAvFdXVSOlTtm034fOK/2+s9Z4oP1Fosd0afAPNdK2UVnokQIm2Je6l2Wf5D3IQJ8QWT8mJwrukxXYXCUTbbORI+oiJRAE3K//8ZfvuRz/6z1n43Ff2TAO0RQqSAE0gItbt8LNLQvwZ1ycqMlcD1xuFjgRumm3QBYkJ+P/WmTjLpHOXg6LZb5Zan1m7ymr0FaBkVQdky7DwxoNqw7rS67Dh8dP4P9OnVFdh587jorb/SWe/K+C1eyUl0NV7DYRGyT59shd3a7e1d8cxVFuq1+kiadnkw9nCljlc9yCoyBw5ZczkF1WU4uehwYrao835FR+T9Fjjga4JoyorsXAWvUhspqpk1C+9uu04Mip8n7Uqk4Nsf6GB8rK5RXmjqtZbXllOMHzYsl9SSP1jxRA3eHeVFsS4v1WAV8mscQ9s6lzaz5CqpOcHvcGbJ9cDeSqX7WplS+bcnfKNd1rJTtF22q2FjJzTYYSrwVQZccr5gsnCWvDufUOaBk6+JIyHbbZcLfMlwI+/1HBMyEz24zqRSBCDcvQbH9OEracGIWWxVNy3031e4nV7iXWraERT586g3+VlAbs4X5RJq9FRMF3qlhi9V7AbIYFLKaWnuQvzIOQ9FsksofwKTxcTlkt6NlOOkuKmUpBS6fMXMDcLwMe9n7kXslLWrcMOi7SrPRGE/MK4HvvvYd27dohISEBffr0wcqVK6UPEoF7Ay5KTvaLbP6shJXlsTPlft/FblU7GnCpdTMsB1cCFUdEShqL0RbOZh4b1hnvjTkHBenaBtmwfvxlWppC8eZqccvvGvgUwKdbZGGdQGDvQPiUGMHrVB9aC64Sl4O9IU4DCGib8pM7BazXq1116kFNx6ckeM7vqKpqXBiwWMTvbhXwAVTz7Lt1GiLtOjy0v6twJ+IypHUreeVqhX2AxYwSei18+ldJKUZyXFJ45eC2leSbQZBKFciNIUszwDGuAH7++eeYMGECnn76afz6668YNGgQrrjiChw6dEh1nQmcuypwAEyRuOOuarIQKtWp/rdBW8caCVzSPQ9X9iwwWwxDCMdJCZtb/rDPd7uWBa5MV4icjqmvyIrRZqWSrx6xxyvwCijxE+ILwnu9xEDmESisX0twUKepxQa7NuW9W4HwApFkbqBigWsmaNwVaVOuxUisjlDmLdLjTgr0YeQiKxezRi6sq8dzp84ExxTlPCf+8fzkC8UKfI5VYloBnDJlCu666y7cfffd6NatG6ZOnYqioiK8//77qutMF1nyL3abtm1o9F6M3DMbFLVZtXWBovKxTDjlEW4OedEsExuwxvGwzYovUpONz6/LQ5KCEAmBFsBN7k6wKTjPvHEARQ6/uMnhf7CfX1VAaNiOQ5u2Blek5A5gFdgA+cplirgcWBLMs9ybjVI9olNmJ9hFXB2KGjkemG5hb0y+dsViC1az8mYcxKbizxN5UeHjjEp3moEK2xFC7H6vDkFKOR8igX4Edkk6iIQqPlOEELMKYENDAzZt2oRhw4b5bR82bBhWr1YWB42L2jekVpxo8R2OfgdAfid5l+0HdY1qQCzVFiGP5MD0SiwLXP8hkNMFaH0BrixqiedzsjEzXWFgcBGyGxk0VvaQLPdqiXzlhKtksWDwg+tcxCnQsviKik1DNWcJ8Tsuzj8NHxuf3CSbMvhkYWWutD/AMwU8QGRQtiZJh6QIukeiBKXX5Z2L35FfXwK/pVBNX3WUDUhDKWBdFLvdlSYDVNunCmUB0ROlPrVacLKBirDnzPx6qAyfruWf9ZISj6aA/YlZBfDUqVNwuVzIy8vz256Xl4eSEv6Amg6HA5WVlX5/gajNB6v0oRdKnF3FMNhiNz7tT6gJTOGzuPsrKusJH5iAf1mWBXreANy/HrhzobfcRo2+P1yury6XVa5/XT1+sZ0tq2wSZ+oz3+XEJ65L8Wec/JXJfP1wd5FQNF6LKfdituoruz1xWYLvEJdgWjpp+tbLi1sYayi1xLdMaSk6Ve63x6qfL6YZiwZS3G5cX1kt6QcXjPEajTVEMyjfuS4QtKpe995qbDvmG3vfX+F7kZJaFEU6nz8xqwA2E+gIzbKsoHP05MmTkZ6e7v0rKioKKlOh0veJr0Wxd/+v4//Bu/3mlvm4tTBflQxqCFX3GHhJ9uYOw3yX8pyfasNP8OGqbaPp+MCHz4gYh2cHKCBKHvi0P7+XVY4BEN+kJDEs4EA8nBbjLVd+Z8vCH3yXd8pP5K7l8wHcd6paoCbt/OXc1t66j9isKqb7I3NI44v9KI22a+A5WpkFT69FIEqZdPoMntMQmkkLh8RiMYqg/50o73rPWu/z2Zee4fUUOIvZi6sOvapSrughZhXAnJwcWK3WIGtfaWlpkFWwmYkTJ6KiosL7d/jw4aAyO1WuBOS7b5eLhJXobDnKu/2wQcnn7U1JemwBsahCpgAGfB95TvASfznES3RTfY+dBWd1F1l11R68R5UMzQSdO5c6b798kWTzM4+f8PtuCUiOLsUFdfLil3ktOr1G456LlGU04XObEJPQFzaHu9G/K/MqgErDwAR9Z3Hde8pdQvJlhLO4oEM2JlzSCQCLtQl2XFHUEmML+PueaENV2ChRC6AxinA95M2m6Nm62ros0Kc/npIVHJcz1CgJb8S99l+lSsSsZD39xFNxs3GNdY0q2aKJmFUA4+Pj0adPHyxZssRv+5IlS9C/f3/eY+x2O9LS0vz+mmlOXbVM7RQwj0OCI4xWB15j/QUAcHHXXOx4/vKQt28JUDzz0hJw6Zi/K67nsmrxNGcfOebh5RJ5qdBS7PH4a7s7FcsQSLOSItc/WYn1JPABr7QoGyYUx9Fr0RWORmOtf82/yW+Q0Cn0x7XV/tNuDqcbDU7lv+dCGYF/h3bNQ16aZ6q8eeAKDPVhlH2PsQVnmwgFZSFdRBDcdgbDH4tV6DzXIPSxHdUGYg7FaCGmmP1HNI2fMhLQENwh6jAeNtdwvmWH5rqigZhVAAHgkUcewX/+8x/897//xY4dO/Dwww/j0KFDuPfeexXXJbaSTA58R4eP+gfENfkcutwsEuOVvb27HNpz97bLDs4UEt91GE9JccTe589qmi69rknZleKXJy9GxxR1+XsBXwBan0VL3uN41OY/RXOJQO7ee8oqgu6huVJvyAF0FgkJwcXbDsNg1jrtYYnELHeyLICJHiuG0lWLaQGLLj7foC4kVKgiAtpt6rrwtE6v6yyJPNbIjA2pFDln4WBcHNox/P7dWlZ6A/wLgNQSp1LtZ1jjxowFycmKUwJqoTVzAkG/xsI/NR1O42SkoW6yP0q4+eabcfr0aTz//PM4fvw4iouLsWDBArRpo823i49OEvlVw10BbH7zU9U16bD0PtACaAQvnzytqHx6orZOP+gXJcqbegm8BkLTjck8WTPqFCpE95ZX4KMMZauQG10slAzzSh3teRVAbh39HwSb5MkBatEYBubg6WaLoJH3n3/dv9vjcZZDXj5mtZlA3NIBMwzhidwcOBU+Z3KQM9XfwEDwvgwnT8o4lctTS9gsWGFMoPTZ6akosVlDlkmpm+UwgE7+G23Bi+HicxajMmUb6k4wSGRZDKmpFZ2Fa8GUwxzPyvAkpi2AAHDffffhwIEDcDgc2LRpEy688EJD2mndKJ4pVGnA2nBBqe+N8pVtoSNeVcerIRNDwL98HRxviwE3hpAEcgbF/h2yRfcnyTgnWgPd8sYBlHEA9zwscFfgkdwc1DIM0P1a74KaMlaZ8toQYOW4IH6tsJAGMaYwH9UyrS3hFNdSLk+3EL/nAkm2SbvVtBHxg23GpUOPWl3vaefNxhs01yWE2iv6m1v9bIQcfkpOwudpqYa24Y/09bK3+AmuxBP4timXvJRF669WebnEY4WYVwBDxc54cWficFT2SqxWvJKVif2cVWFKMiP48P26KyTyIZtJqK/BsaapXL8wMDIILKUlOv/sceerP5hDfZNlcUvNMdx+gf4WdC7NSk8N61OYn3AdwZLkJHyc7hmgTtZ6cq9WKrJFAq9kZ/l9Pxf7tYgqm8BrWsGTHzlWGd35RsF900pKcX9ZOS6S4XPpZACrQPgsub3as99tAwBsYLvKPEI57QSMBZMkLKdvOm8yya5rPk6ZL0x2xoyw+uEL9TIhokOj+I0nlpDcLCbk5WBWeiqublWIRounU2qW0to0QB22yZsGvbesApfU1OLcMI6LFmoF8LfA+H4Z0ona+cgUyT7Dh7PaM3ixLv3iCzbzxOHvUFUvbY3hovTO558C9lBhsYAFi3S7xyHd3ZgVVEZJe75MHgbeHTyDl1aftGji3u5jBff1r6vHPeWVsgYyJ8PgcouyLEuBLNnuWVWfAd9Mxvcp6hb+8bHg8FFkCAT/lhpDqhHsJx1LnLZYsERiEaYjlJGsIwBSAENEhoTvBN+F4PNfEqNWZyfdbXafgnAsxT+cyF/6FaEBQJUsSwWD8eUV+GfpKcU3XMvq4AHcjzYDPf8OmKCw5mDUnD09HqAt7g4AALagp6rjlcrtrOiN2kN3oGbvY6rak+L3o8b4ITUj9Xtvn/ErapsWr7jqgmN1KuGGULgs8Lz8sQH/xjLxVn0C27sApNr0sQA1W6EbADzVIke8sAKKBPx5z3I4cLajAe3EFmWxkegQoIzaBt/LJWP1PZsuAC/mSIwVAKwsQE+VD1IAQ4TUoKV1Ecgxm9XgGGL+K1atFgvGFWhf3SvZqlPC52T0HGD4FGDgBM1tmdV91jaFmjhTK8/xPxCh+8QleANZ4KrpAtZljD/PqWp5sQPFkBUHkOeF5wCbj5+rCzCnefUuq62LMy+njlwfwFhAn+fSxTBIS+CfseBrwSWyeK05PuDLMpQOLSw9dBSfHz2ODo2e4DB/Kxd+uWLZONWLgtQwWCD6gH4E/5blu076vlh9/czc1BTskxED18ICfZldqGUYrI/CjFlKielVwKFE6rHkXQSioN+7rEhdYGS58K0C3pwg17/K/9ffWV6B/8qMGXWQlVBq7alAv7sAAHdlf4zqY38CmClTLn+UnO/A1HR6cLpanQIoGMPMpJhrCUmnoMTTU+3wznfcT65zADCci2n+O266y6U48LHcc9LgdJv+E90NWbDEh//aSicAS90ZAMF9Jcsg6KS7RE5sc3+oJKxSmsuFSoX3Qa7LhVzO7BFfr1N39CaAtQLuhJC+wprx8nHfrM2+L26f+rI/Pg7tZYSsSoIDE2xz8WBeC6xGHAD9V6RHEub3jjGCpALIMw0UVm/3AcLYHOXyj2UZ/O5u5/16Xp18P0C5sfEA4Iw1B+vYbvLlCsC0880GfeDfLUCjgOB7DcoKI0WPlspiDfIZWhRnAvHudAfsDa6pTJWvlPq7Y2BdvUTVwXXL9eq0WcOhlzBYBp38o10MA7D8U6xfuwYGN8sIK2tqLG2rDh3Flv3+cSXlLF6RwlnVE84qT95uHSJuycbwpiR/jP/1qZTxwtvWUoqB1m1YZ1A8ykiDFMAQccwmbmzlu9VtPEPcovjHMcr6k05SKae5L9537JSi48Y2PIEjrMdXpn+9xIDo12DoejQlLXnz9uoxODUtsFlTuph3dwPisNMt7Mv2fA5/WA2XgE9oCmrxz7h/YbDlV4WCysOi0Be1kefMi/m/Nvtx88UPjM9qTtsmnF5ln7tAkXxaCV0EQXNgNU6zS5KgT4YJMS/sZa6zecoL/y45sSvznU78tcw3ZcsgOGTS0JpaFDu0LozzyRLL3m2nbFoDUsUepACGCbyLQHie5i6WI3gl7j+GyyNEs0i1jcoCgp5BGj53DvZ+3xzwJhwOqHkYGB0W3tiSDgAAtpXxr1Bc6+6GyxtexZONdyuqVyiu4UO2r3Cd9RfMiDcmG0R6ojLPkiq+N3elmUACiM9c7/lgCZ5WFxvYuYwT8bcyGrnvPVp8vg5XBecyV4fBaqhOi9uEXogAoKsl+Fy4m+4TPl9AOed98eFjeEDiHupfV69daWN9ik+0TwET+kIKYIiQWmAQ7hfCuypRQxzA39kO3i1yJycbK3qraE8d4dqhJcR5Ovg5rosByO/ktwo4OfdMrdJDLEGUZkjhi2Modi3WJnpWp8/OlA5jE5f2e9A2p0zX574KXBXEyBUIUtzoFvZZ2iERN7QZLQuXxswfo/pYP0I576gBMQ+xeJ69qxLtsOcu4LUcyrEAyjkrVrCKMuFk80aT8B3fQWbqxnCnik2UcWcrv/frQ5jOLhIId70japAKP8SEuw9gE0qn97hsdyuPc8c60/QyAMhpLVQNaUKulCU8bgfn1tUjPcHYtV9uzmDqqi+ULO/kudPFLvlemcoRADC24DAujTK7PSnl6t8lpbLq+Wt5JawKX5yeyPW4S0gpB1ru2DJHmYajOTI4lWVbUULLFP0Wt4lZAPmu9d/zUxGf/TPm88T5c+s1dCq8gH0k4qhmu90hWJ0rn1saJqo6zgI3AnuBT9Yc0CzPX1rmo0ThQpxohhTAELFWwulUSyq4UL7zqVPGtGhwjCalU1lLaogMpbGZJLcbiXHGdoD7nd94PzecGiJZPt8VbCHTcsUt9mO+enimgOXW7fdMssFK8wCpxR1NJLMsJvNkceBa0/nuoo/TUuEIQQ5srdx5Wv/8E8PaDMO60evw/XXf61anmJSsyHPM9yLFqrR6znb6Pw8sAyQLBH7mQ86A3UpGWrxQscqtLrZpGVIRb/M/x68u3KWHSPguJbYDZnMhBTBEuFUoMWkyOoYnW2TjnHbqMkgowRtUw/s7tCs+PWQ6P//tog7ShXRASZD4lwxIaB8KLACKshINbWPTybWcb9L3faJbm/U78AUouf3bouW3s/Kelzg/sbQpYnxHuwRWpDbzenamdMUi9yzrCk2cs7+7l6FAZ6UjLzkPSXFJiLPot5JdLF1YkKX1L3M4+/y5f/ZmWdO2X+eO9/vetn42nnKOC2r3uVNn0M3RgDdOnATh4T3XtUiO91e8qx363GNH4ij6XTOkAOqAu0FGRy0BX3fSzSEdF25+iN9mOuV5Qnw4oMA/qultuSHA80+uvvXwpZ3lt6UB7jU4T8K6c3UIcxoH+l0el1hRLoYFQFhEDpFAiYh1Cq1kP/Os+KxlGNyV7x/YXGkmHqWIWZ0CGVHFf78dEdGPavY9qlQk1QzTedpRMs7mJc8prlNMfQhqrcsV3o+BPqrzfj8u68otz7oRSBQfGx6vewTv192O/x0rwWU6hIQJJUZ2I/WWZF0W2PHxtYLYjdEOKYA60FB6mSH1htM43dzhtUjxON4XN25SXEcF1Dx4DKwhmgbjtnKPzBWgSoJHq8Xh9LdB/F8L/rAvcmAA/9A1BuegVh8iRJ5c3ev/i/Pq31FU8xkE+6x9lpaC9QFuGoZ3jt6fKB1WfHx5Oa/VeXUy/3m6Ajlgnemo2vEKqnb9Q5V4rrpWovv75PVBNnsBAOCBsnLkHrtQVTt8SJ4RFZl/xCyASh9kOT6ALAuAES7XWHkWVrh74xvXAEVtRxy5PRQfYmHkhNqPLPebcIQUQB1w1nQ1pN5wUgAD6etQklSd/5cIhVKIZ8w30YfruXcr8D3i8y06GGg9ZPX331JKI8/ALPdX1iIBdYz0amAp+LKmWHUcX/gWebllh3v2nA87z/V0CJyoH6AsTicfrEvcVWD6pdPRnvWEJrKzQFplJ9VthWL6s02jsLe02IIfvqskJwxMst0G0Tu5qck6JODvjX+VrE8Oi1x9dalHDrJ7olGzFNftZlnDLICED1IAdUHFjRofYA1rfYGiwx2sOVkemh9Ko24cK2PFbfmDDKpdHO5vkjU0K3DeNoOWjcGTXpVWi7/Vb9cC2fU9cKZchRTSd8oOnnA1ytLyKUVe5Q4dByC+mqQWgaitN1RYLf6LidSEpHn8dBm27j8UNP1ZkKJ/sO5BIm4dYufxu9RgN5szkM6j/dDQTqIWQG6rX7gGCxc7f7zwPh7CaREIAMCq3Bc1I8mc8S3WIAUwTGDyihWVtzOhjfd0oeU3AECGwhhvgLLBbd2YdYi3mLNMnzuAyQpzvXmGUaIIYlGgGfEZC1PdbmDXfN+Gz2/RQSph/jW6j6rjQq3Y8J3VgzKcxX+XGdCc7/dM+30adp7ZKet4oTqMRbxFl4HvP9d3ul73OsXEZUT2lvL43B5k8yXby09PkFAAZaIgp3c1EnBTZTXuKK/U3q6JXNpdIgc8AJoC1g4pgCFiiISTdLibu3OYKozs3RLX9PLEdRN69GoP3MOzVf5vs1vtfs7xHVsYF2MsEK5uJWvV9ryHNbXHl/9ZT/hq7y8zdIlepNrVvckrexp8v9TtlLbMyEVO56j1qX1q1VOajs+AkQO9+K9zs6ymQNRiJNhU5GrtM1Z0t9hLnZrf8beGh6QL6aEAcq5DoAtIw2l/v8uZzsvAsBbknzwHdcdu0KFtbXw0th/UKGqpCTZpP9BQOGBHOaQAhgjedFcRBAtgys29YLN6fofQ+7Krrp2iOpuJs8Thb2f/LahMKBVjNS3JcVUWQu4dYbGXKKrXWe3xxbq0JnhVYZwKpTOrKfvARXUCqxSLzhc8Vu35Ua0A1suYOuSpnO+sdGkQXoWvl8+ayy0/pWI6j8tBNYKDFOuGDH9TdZmBArj8Fe11AMBVU0V3syJ9SaPM7DBcfnLLyFIk0iYr142HUwcLn29vussFR+kwv6KN+b3Rx/FvPOO8E86Kvqg9eJe8NgxiSNdc6UI8MGDC3igSDUS2VhJBSJ1ovoEynN9vNkoEtvZDYCDh/r71Y9bjvl73AQg8F+b42Z1bV49ihwPtNKRW6qeTtc0Spyx1W/2xm/F66SnelcwJKgbsHw4fw/zDx9BF6FzYhVd3h6QT97ME6BfOO11kjrOANyWXMEJSuWUuwmFY4FyeLBC6ZaTgQWqhA8sGnze5sT396H4NUKgi5ePY+f7fJe41sSumpq91QNi3rVtWt6ZPwTLVl1wDV30BGk4OC9rHD1cBZPDF0eN48Ew5fjh8DAhQXC2MJ9qC776Qfh4aK9UFazYbSzzFTdQKKYA6k+10obE82O8pKKaYjIGY79F1A/gpKRGTsrNQHcI3JBYA5ozxLnzQO5q6zeLryLhTwEZNMfHBfRjiAHx27ASePXVG9Bgtl4AvLIUeFpV0eyYur6kFnyelmpWtSSyL1gKO5fkSDucWlVNgai2AavPS8ik7zVsyEKyAZylUAPsJpPCSqwBy5QkVzqrukmUCZXIplJIBgLRC4LZvFR0HACg8R3lbAgQGdi6rV58mr+7ozfjg0g+aGg2+/xvLLkDt/ofEU+jdtcT3mfFXAIucLoyrqEQqT19xYecWimRlWQvqj+qUE7qJm7vcjOs6Xof/Xvbfpi0q7lwZHWtS64+U10v4QQqgzrAM0FgV/EaVJeExLddScnd+Lh7Ka4G5aSn4ICNdlYxcshNayAo4DQDYOQ849qtkscbywLd5aQug33a/1ZGhUwDVLD1hGrUFhD7k9u+wFx9crKk+ANjyj2E4dNVnOGo3PoOKlEIZcgUw4Egp68YrWZno2a41yq3Ccv4j7hO/70NratHKqUwBTHe7sdrSMWi7m3VreoswMq2fk6cfk8Kl9qckqOjLFJ63yyX8sL9OScaYgjycslowc9tMGTXy3/zOyt7ISMjwfKmQt0goCCt3elj+71R++tXfe0dt/PdeWnwanh/wPPrl91NdN1hWk3sNIQ9SAHXGM20U3DF0FvEnUsIGztSrnFWKUrRUGm7B6ZnWFBv364/f5PfdUXolbzkhY43fcK7R0ff8AmH/ND3IW/aY4D453de1DS/4fd9SukWbQE207nslWk7crEtdWlDvA6jkunNfGAKc5E8N5S+ffxYAYFa6Z9EIX3aA5s5xpHUV/nzJlxniCpVZYFJ4ulutLzh2m5FduMQU8LxHcKbGv19TagE0mkualL6Hz5RJuD+w+EeLbPyeYMfk7CLJNH0AwNj4F+AsffQiNaIG1s75KP+c8mRVFEelxRwAttu1x98Ugvz/QgMpgDrjuW1lPIUBN7iagdKUR0TWg8lgKOdt210vnlEgkDjG92ZpYbU5uffK7YVEm/rctzapa+kW9hGU0xfzZaUQYzlPGjMl6D2lfjTOJurOkBqvblWuIr2f8VnXbSn+YVUEgxl3GCJZbQvONG+ciIVQLnyD2tHqo3C6wyxuWzMS1yDxtxn4/ajPz/Sc1hnqLYCqkG7s1dJTeOvESYyqrBaviXPDnbEma7I+dWihd6oxnyyvOW8WLXmySoUPps7opby1SlU2bhDKIQVQZ5wCE4lykocrxZPWKzSX0Je1Sl57Wn4ttwO5s7+2LCtapxF6OhowsLYOoyr5F2II1f5PlatET9WJZ3AoU5VOz0eoXxriLKENA8Mw/q4WrFO9m4Tac9VHaPGPwMC4+OjPkjljBTHUQ0K5P99jp8tVt1aYXKjsABmKRjyAi2vrkCTpW+u/0la3ByVP5QIL7m/jfJ7uGi562KEzgdZpqR8SikVaKowbFgteGRS8OjwuYx1Suz0Jxlaug2AEKYA644KF18oSlLBe1iIQGb27S0W8LP9GZI0hSmcK1lmlA6UKteviOMbf2LdIWcM8yFEChcKjWC64H++fOImnT8t3Cn+t9BQuqa1T1bUerDzIuz2h1UwwVnErRqzCMMr88QDArXiuzIdUpykWa/G/x08Ebatx1oJtP1i0TsF7yaFshbgy/Fvlm/q+2brMV5oBBtfVYdXBw/LC8cC/j5syZAoSbYl4tM+jKuVVzyfOS7hC6ed/pkv4L0bgczBOhfc16zZuGlcL5QUXojAl+IUgoeBrAEBKJ51CB8U4pADqjNDjGS+h8KXZlQc8NmUK+MBKWcWqEtQHqGV1zE8rZVFrRnDK8ZJJitvUcl12nNnBuz0udQfsufLTtglhzD2jvxmKOec22WXtuQtF97sbgq1rp2scKLEKL6AQi5eopdPsyrPgStPKbzZ008eteVILTo770Pu5+d5Kd7NoOH6N4vp7ZPfAmr+swdjisTKP0O9uPqPCss5YBeJi+hXy3S23X9BGSe2+jwIuAoELyAAgOV6+X7jbkYO6w7crkEkeWpXnt53Xwh2YKpUwBFIAdSa3EbzaRK7EqsHbuwc/iHISjmsdfC2wKHtcj0qvAtbKqLzzkeVy4WaBaVcl5CbJC0QqaG21Kp/CZAzK8MHYqtCocVFMyIPnqxwLmCtel13WlsqvNDdTX3Jt8EaWxb444Wsrdp6kfpIGv3rFyLueagXyP25ktZQfne+zq761qhYD8wsbjdCzKmdxjrwA7b6TkpMibG3rkifiK/vHXO/Hlhk+n9ZAd6M+bTLRKc9fcRJaqAIANfseg7te+wyLNBHi3x6DkAKoE/89fgLDqmvw15P8Hce2sqtFMyYkxRkY0V+EZy94VtkBTR20HnqEUB1ZcSlYdugonlEw7aoVPTuciibLUg+54XUU8HuqtrAzhtCmv+5VMjblCeSFcNV0Rt2xGzlbWDCsS9TFQmyfReLmF6uVt7zBKQFVE+BfLPUSazi9b/X82/oCz786LDbw1hCgSe8u2y3j6ODrlpcUkMOWI6NL5DovnDDIfwNXEa4v935c9thgwTrm/q0/CtL9XYIsceJxTI1A6yIQFgzsBoY3InyQAqgTXeosePPkaexoLAZfx/ChawRw1yJFdUr5AGq1NPVMvh4dM4Njk4mi4xt6Z5EsG2puzLSEYIuO3OkIPRXA3+we5eWBsnI8JqLEuur5nd5fXbgTh8/wxyxrZLRNjxvyZt1usO5V6uGD5axtnnJj4KzoA3djBqd+iWdLZF9QUPcAFEfiACs5aJYKxFw7YbNiVWKCQXmlLSLfeEqL/IQ3TpxUHDw7iIKzgL/vDc4AooGApR/eT26etHvBBweX4Qa0D2xBzO806PpndwLSi4Dc7n7+4vGcsD98M0QZSQEvThFoSuuWn4pzWmeYLUZMQAqgTlzheAXPNN6BN5w3wVkTHID3oqAI7do7bAbwvrn2L1RuhVES2sLb2TD6KYBPny7DLe1G4IsRX+hS34vXFqN3QMdhdDwpvtqvbAqBEwfgdpFpbNaViN/+EZwO6v3lezHqg7W8xzjDsUPP74k7yvmnmlTHAWQYwK4t0LktKWBBDeeRa0xUljEBO31Kh96XgAUraQU8I/Di9W1qCv6Wnwt3COKmSbcgXOKy2jp8feS4diGSc3wvoSqDjHNpljhQmZIXwDz4mgVdR851UbQ+wxYPPLgFGLcM0OATzbr1s6TLRevL27AehRQHMESQAqgTbTp0xaeuS1EPO+BOQtWuSX77/3lzL8V1SmUP4XJ2C+Xx4Z4f8lfFx2ixAD4zvBvcNt8URbrbjSe634muWdpCvTRTlJWEr+8boEtdWpBa8NOMJa4M6UlxYNngc3q0nN/BXE0qN8OJS5C0iqmiZWBGGT7kt2uJLwcAWBMP4XTxXaJlg4afOaN99QTsOksgzVtwpeqngLWdX32ujdSQ3CFX3HFf9ztEV39Bfwvg7yd/937vaM8CAHzsvFTwGN+WwG2+s9Yln9/Pb+7fLuAXyWoD4hIEF4FwKUwXiAYh0yG1saqbdKFQoYNiT8iDzrROvHhtMSaN6I5z23k6C7j9H8is5MA3MekHc5hE6iIPbFNtyt6Y/nfV/9AmQzpUSzPvZqbj7y2ywTbdMufWC4e6EGLUua1hmfAHcNt3vo1JWcEFdZzOYsDIeps0432zeUqy/thN4gU5OFltb/QttE7DKeDqDldrq0DGfZDYerriahPyv4eDiZeY5hUm8Lgkjfl8Q5nuUCs3ili0z2vne5alflF+k3/h0BoZK2nFyGyn6XAhf86qRt/vTEgpxJfn/g/POf1XpvNlKRK7lt0K+CM99GnD0wdykVAAO+el4JO7z/PIFLhT5qovx/EbZJWTw64zuwJkUKhmkPUvZJACqBPtW6Rg7IB2mHnHuegq8KanFKmL82sCZ1WZwmeGu9ruhIB/EZcaiwULU5KxhfUsQsgJsE62qE9E1U5fWrPGirOC6kiMswIpLYD2FwH3rAT+upxfATQBPbsc+XU1XWEFy0aXus9RKo4fl8l6qdCHXWd2aZwOkh68bMn7VNX8yZqDqoOzB/redmjwH6CFV++rPxea7k8dl35niPnGSSjs3L2zGzOx5sBh5Gt+IdG4Kp73eDbgG4sbrrwMLjXZwjnKDJ+ld/WTF8uoQ7zdxQ9fJJJ9RPj8DO9ZIKOUcqobA1aLp8iLxOCDFMBQQQqgziTGW7FwwoVonaV9Va/UY1BqswFWR1NZpVH7feXPiMRDC6S+6bDADqOwLhlgfYsw6o+NAuA/tWDleokXnAUUypni04ZcXxJeS8AtX6lqc2e8QisdzxSwELUQD/xdCPE4YEatrWvDEyNuV9kunpIKMHB17PZjlYhXvF7XQ2CneY1EeBQp5E0BRz7cbBzJsCAlDFY/C60C5iJs1ZPhA8i7zMRHYYaMNJU91VnnrjqrAIUZwqFnptzMcRsKeAlt4VQfXzIotaFSix7pfyEjGvoV08lKUpPuSp/Oj3V7hvTg1WfiqLXMNE8BB0sfWJ8FVTteQf0RT3zD0eepiwtmGv93Cug4VLIY31mskBv9v+kkOqv9fSAt8SdgTdwvr44A2kKB8hmXrKoNPq7myRIRzjjdbtEnUMxoFnh1uwasZhc8VMgHsOk/MbQY8UI3nvoL6arzz+WaxLKYfvwEph8/gaQw8fNqPjf2nB+92wJPtbCCHrzdGmitS8zg1KNYPA9DnubdnJ+egK/vE1789+7oczC2v/AUuV1k5kdeDFp+NpduVn0sAPIBDCHKtAaCl7sGBT9kIXNjaGrHxihUAFUK6LbwK4BOgRFq4YRBOFPdgP4dc1S1Zx7qL6B8h/3mjs6/I07u8E/VbcuWOrc7cOnzwCx9fH+EhhJNq/kMtBDtPVkDNkN4v3iMQPHvvEf2fwA4vZe3PjkWQFlpIQXRIeJAk4yiNXGnO8HwrkA9v3nBTBhY/wCgrqk/i8tQrrRYEo75fc9JzMGbg9/0L3TlG0DtaeD8+9T7eqa3BB7ZCdj9XYuS423o3do/y01gC9d3vh5TNk1R3KRhV2fQo8DKNyUKkQkwVJCqbRAMgIYznhWpjZXqEoJb5QwMTXlQ++b3VVS3WgtguUDqqW0Z/CnXEmxWFcpf6AeHoAFWw1toO57pUD5sOobU8SJX4bLYgMTw8L80C7GlG3FiFkClgaAvuB+49AW+ogCAyoZKbCjZIFqnmrvx1/+7FJf1yMOUm3qpONofWXdqUH8VgudYjiI5UvlCIb8meH+HG/GZ6/22/HTjTyjOKfYvllEE3P0jUDwSckILCpJWANgD/Px4nvUGp38jafHKU4wCQILeCvroL4CzRwMDH5EuK9SHMTJX2xOyIQVQB/isHAzDwHFyKOpLRsDBl4pKBkomllsktsBLA15BY0UvuGplTLeqfMn6rM4TW01uX2b2gi7VgaA1CN6uUTjANRebVZnV1pbypxpx+DnvXuHfmCAcf++8OmWrv4XO/6qDh2UcbZwCYUv9XbT2c1zC17+1U/z6nu0IGKjaXdR0rvnPxrTfp6HcUS5ap5q7MTM5HtNu7YuLuiiMeahT++IVhqhjiEsCzpK/yh4IvuvcfKu8eYJAS1m7AxVJ1aeg2wjPv/0fCNqVmqCsT+lRyK8g/rP0pGKxROk8DLju/WAllhchBTA8rMbRBCmAOsB3u94/pCPgTkJj2QCwLv18rQRlYBhc1vZy1B8bBdYt7PjrLa/WB7Apjt/7mdqC9IYSOb9VTwUwTWb8RoZV7jtqz1mi+Bg/UvIAqx3oNdovxZQfFz0pePhTp/VJLZUkJyquRiuEq044z2liq9nYahd+Tvg6xgWHj+GLo8eDVsAHcmGgkqxjyrKWyQWi5ZppzXkJkZtqzuVo4T1nzpr2fvsscqaAlRCqKWC7uogMOYm+WQteC6AK8QN/crucgHEhpSksl0jKUADADTOA+zf6UuNpQOgydBPJ0mQ4ZlsNYghSAHWA734dcTZ/mi/DZGj6Ty7yIt3z0JSj9YTN/03T6uZvWywBeiiQ64N2jQ6LGEZVVuGZU2dQIDO0RVK18jh5jE08jIvkr314O/B0ieembRSw5vW9U7Y8+cnyY0kqR5uSUH/8OtH9++JFFHCe6fkipzNowYc8mrPoaA8DE2eR99LAXZUt1/dsWOGtqDt8O+pLrkLd0TG87YsTRhaaMXOB3B7A6P+pOvzB3g96P/Mr0MqvZWAgaGvg/XDnQqD/g8BNM8UrstqAnE689xOfqIk24ZXGSi2GIUFwbAqj+ytKIAVQB3JTg0NzxNssPMGfAQxvcoC94SNdZWAYBvE2C/5589nolCdtcdQj1yoXlsdLaGz/tki2m9/BcN/mhXjoTLmqurlncXh1DW6ukhcSxHHyElhZ/X3wJFcBW21A8yrlOgFrnlW+ZTLeIt6epvusV1P2jXx1PrTuRvHzKyZZVnobVW0qbkgmzX6Hr53/D9Fyzfl2R6h4oclJsYN1paCxbCAQMGvhS5kmjL/yIfGjdbPyCEjU6RLgvtVAYS9VdSbG+ZQmuRZUKQJTb7ZvEdBPZ7UDhr0ApKp/qSpuGTylK/YMvnZDcLxW8xGSlxRAvSEFUAcu6ZbHu33S1T0AeLKEeOl3tyfESJfLDZHlut6tkJsmbXWLt6rLKHFZC/7FJi6eWHbNv18xOmcCmTpkKvowSfjP8ROC5dQE8tGKERMd91sVBF3N6cy/XYF1+FSdb/HP0kNHMaPzHfLbl6L3rcBdPwJ3LNSvTg7zUoRflCwtuujXkA63c/MipW6ZAtesiVdLT2HWsRJcoSLgN9/96Kr39G2XaM3YEYhMS6YZsPBXmoItqC5YVQYg53LXwPbShRTSMTcVc//WHysfH+LdJjYL0iY7WbfEBaroelXwNsFFIKQA6g0pgDpgsfDfsFefXYg/nrsMt5wfYE1QYGGRi99bnoznRO3UXbbAqjLWlYiEuPC8nTpkdMAMW1ucJzdnq0rCwXMlWcnKYiFFm2GAEW8Bl0zy+AuKUOv0KRq5Lhd6p8qznMmyCzMMUNRPpuM4DwoyrASRrGPYohN/eD+qlch7nMTLUZXFgrMcDX7b5FuwgqWrOzQO3UqK8UyT76fc+HD/Gn0O0hJFrvKIqUB6EXDVVJmyhRau0tf8+c0bz8agTjmIb7EUSa0/1FT/lT3zfWlDdaZPm0wUcRIR8FkAx/ca7/3suT1M6r34FEABWcKhf402wnPE1sCBAwdw1113oV27dkhMTESHDh3w7LPPoqHBv1M8dOgQRowYgeTkZOTk5ODBBx8MKqMHKSZMgbZMbRnyNgEr5Pj1y0JHJ2Bv5xcmcce4WAxxdg6o84rXhYu27CO8r89YYODDwS8rucW8xZuxBAYkF3qZF6lj6uCpwRuveU+0XeWtyODS57Ud34xELlc5yP0lYgtbpBvh8SlzpaBVRWu/LB5yGH5WgWDuWwBAiy7Aw38AfXW0GOsE6/2fh5O1nhWx1/dphU/uOg/xGWs1tzGwo/aV2VrgGgDOaZNhjhCMhb+vF5iBYOJOGyxQ7BF1CuDOnTvhdrsxbdo0bNu2Df/85z/x73//G0899ZS3jMvlwvDhw1FTU4NVq1Zhzpw5mDt3Lh599FETJdcG18z/SB8ZsZbUsvJNAWWKBVjg4q5K8z7yVRV+ypocFKsboXilzesuvE9OGJoxXyhrT4co/oNaDQre2HtM8DYDYcB4VkzLQcqKpcP9LPdWiedpS2gRyIWtLgwsGHlokPlskRmBtcd9Sl5QblsdnltrCEdeKT/cp67shmt6hXbRIgDhvkLgxdiadMA4WWKUqFMAL7/8cnz00UcYNmwY2rdvj6uvvhqPPfYYvvrKl9d18eLF2L59Oz799FP07t0bl1xyCd58801Mnz4dlZWVJkqvHu5Dnm43LkTLaQuDvy3kWyXKws2ySIw3KtusOjRlopCDjAEolTdsiJZkSyLwKHUXq/AH89ImINWU1PkMpzROrEbre3O8NSkkz4n2K92Rs/q4SCTO5ODaYF89oSngwLRlmfHSCq/47R4ZGuQjZ8owtKYWM0V8guf+OdeQtm/o0wotMxJx1VkhVLj4jGycjakJcRjHk83KeISeC/7tRVnh6zcaqZi/RDMEVFRUICvL52+xZs0aFBcXo7DQ9xBedtllcDgc2LRpE4YMGcJXDRwOBxycIK/hpCzqvapXiDeyM4HSjTwCuOFmWXQIjG2lCiMGEuMHJ6U+yoYop8NeCtr0VukpHLLZUKQhwXszkv5kcUl+X9Xcl3rcy/3THsQire+38XLvZZlKsYbrncg573lOFw7H8Q+GdgUWQO55vjBzPFomdQawhaecOvaVa18oYQR3VFQBqBLcL+06qr4veePGs+F2s4J+40Yg53lq1MFNQTaDJwLLJ3v8QHm1U355z8TP07Ub78PasUO/6iKSMHpdN4a9e/finXfewb333uvdVlJSgrw8/7fdzMxMxMfHo6SkRLCuyZMnIz093ftXVCQcaDbUGG7pksASVwEWwN8Gd8S4Qe3wxb0XmCqPJnqKZw6wa8rp5OPZESLTs2rJDFiEUeW5n1s7nca+IlwyCTjrZk/WizDAKhUOR09C8OxxWxDrtJVIwo0F+uYV42Qdo2RdTZmjTIE0agnNy+LElRPx7Opndak9lMofwD82tE7zzxbF92J3tcugGK6DnwQe3w/0vkXRYS5WXnxVuWTLS3AY1USMAjhp0iQwDCP6t3Gjv2Xq2LFjuPzyy3HjjTfi7rvv9tvH91CwLCuqSE2cOBEVFRXev8OH5aSzih1YFkiMt+Lp4d3Rr62WFW4mr/e66p+iuyeUVfBuH9vwOO92vkHz7FYZGNQpBI7gbk6nee492usTej4GPgyM/MAXYzDCUftC9eS5fFlUmgdXfe5ri05KD3chQEKc9sEwQl13ZTFv3zx89edX2Fe+D4xV55A4BsO1AH5yxSd4YcAL6J3b26+Mi+fiveg2MNtTksj4ECI3ElpVHEFTwPfffz9GjRolWqZt27bez8eOHcOQIUNwwQUX4IMPPvArl5+fj3Xr1vltKysrQ2NjY5BlkIvdboddyyo7AzHbAggAc//WX7qQLIwYSfQ7PykCFsAyyI+nZbPqf714I/5z7wuLDoO8wvJm3ZdaA5DnJTX1AwMfAVZNkSjt+429cnsBiVn+QbYz22qSJRCrwosgFPNzfK/xKHeU48p2VwKQp8CJFmH1VXRlEWKt86FlD4W0PT24qNVF+Hbvt2iV0gq9cnt57tEAgrKSAGBU2ofaprWVX5ivfxBTDnXE/BHTfCJGAczJyUFOjrzYXEePHsWQIUPQp08ffPTRR7AEWCUuuOACvPTSSzh+/DgKCjy5NRcvXgy73Y4+fURCY4QxofIBFKNPm0yzRQjCd14UDBSqlRb5x3GvV0F6AuTlDxHns+Gf6VCLfkw8dyLv9usrJX6t0Gm85j3g2/tktX1x11zUlGVhwVZhlw4hru90Pf7S9S+eL0OellYAGQbTLpmG0rpS9MjuATy8DfjjS+C7Bzz7u12jWAZBtn+LZBEXBIbnPs9KyMJD5zyEOEsc3tj4hnd7SnwKJg+aLNkkw3FuVaJu9cjugW2ntwXv6HiJglrCiwOVB8wWQTETz5uI4pxiXNz6YsEyrTJ92azeKyn1fDBrQVc35Sky1WD+iGk+0TFfw+HYsWMYPHgwioqK8MYbb+DkyZMoKSnx8+0bNmwYunfvjltvvRW//vorli5disceewzjxo1DWppI7CoiNKjMUhIqGIHPQkgNmrdeoE/asQ4ZHXi2mtfNpcbzW0QnnRZIQSeFjFAwSY29UZRahAuL+uO9MX1wZU/lAc8n9Z/ks5rJsZqyLPq37I9rO17r+R6fBGR38u1vfqHQwxo6bwKeFTl/fGFgAODunnfj9h63e78nWIPTV8rNGSyE0+V//KN9PWG1bqsIWCzXnOKPCAnJcckY1XUUcpNEQnRxbs2zEpus3z2uU9WeWO5hSeJTdJmpkAMpgBFkAZTL4sWLsWfPHuzZswetWrXy29fs6Gq1WjF//nzcd999GDBgABITEzF69Gi88cYbfFWayoDaOvySJP1AmW0BTI7TY/VvE50uA9pdCBSeo7kqdVOQITiXnCbSEw0Mb8D9/Sa80Yf6vsxz/BXfjRzo/a55vY5apY3lNMw573q4sScJRFxv1diIIqd4CzMun4HXN7yOp897WlXbYipidor/i1u//H5Yd+AwTxDp8B56o9iVUR63fQ+c+hNoPwTY9S/Fh7888GUFpcP7Xoh2ok4BHDt2LMaOHStZrnXr1pg3b57xAmkk1yVvyAgHH0DdsNqA27/Xt04TPdSlWrZpWBXY1dGAnXaZFlMT7hGXm+f+HfAQ0GEosPJ+3mPUKo2NFb1gCfCtdJt23Tntes87wxumRSlCZ2f2MeG4ds30yeuDOVfN4d2nVbT0pOD7kDeDSDT1VVECdxUwk5SpaZq+Y2ZH+YVNXDRGd2EUTgFHG3x9cmueQLBmWwDDFVXnJXCA6u7vw5UpqJQraYvT4WoYEEOt3rAKZeUN3XDp80B7/cPF1B+7EYG6tG7pCUXhaURAm4oH8OWR45I1XqIieHemTuGJxOgjlk+7+TdL3iPh3Vc5Y9AGyE0eoGkKVyldhgMtuoauPQ7hfReGBlIAwxy+rkjOmz6hEns6EBfQAV43DQDwWukp3FFeiUF19Zqb4XY+fCvw5CI5VPkpIirbSeIsvspW8HYPwM0ar5T4sPLkVw7FYM53XoUtX11EMnk088/SU7gl0HdOpDUj4S4sGVpbh6knTuKHw0d5Sso817paALVd3yknTgZt2xWv/fmONBJsCZh33TwsuG4B4iwhzLgRlwDctxbI6ez53uWKkDVNCiApgGEPX/fGjP5f8DaTp1XC1QKp+LyM/CB4W5NCeEVNLR4pKxf+pQJjkdQQpWUW5JmmBQH39+KfTtVlsL36HU+Gj5s+Ac6Xtwq3GYdLxGIkgJZ7qX+HbL/vN/RpJVDSYHSY6hXy9eO7Xc4Ss8zJRI7IDDxKYCsJX8NI4Rwdzlu00CatDYrSTEhuwDDA7fOA4W8Cw6VCLunYbH34ZPIyi6jzAYwkkuOSUdNYo/g4pvX5wC8B20xWwLSuIDQeY+TT46wHW63k09vRgM23bEacVeCtnWvNzGjNX0aKrlcCE48CFgvYst2KDrWGaEUfALx4bTFu7Ouv8BW3NDCYbTO810/7/SbnvWBITS0eKKtAa6e0VdF45N7H4fOyqJckyhY+EEGk5gH97pYupyOMk5R/sgCayBXtpM3dLE8XxafsmW0BJAC1w4nWayeo/AU3pL4RlWbKdumhSTJfnF2MW85vA7vNX+FslZkkcITBGLjYAwAePV2GHKcLfz9Tjk6NjbDr8H6jvQqZgaDDqK/SS5IRHUboVFNkM6abdKimsCHcbRYhgBRAEzkr5yzJMm7eXNnGdqCBaYIijbt7hvZNUh2+3ifEqUGFKb4BGLdM1yrV+BOpub8fP5c/DV9YIZFjOhC+oM7NjK2swk+Hj6LI6dQqlQnoeMNrVLTD5dGLdK6wZmH5TcvxRL8nzBZFkKur/APQV1hJ/aEzYCLXdLwGz/d/Ht9d+51gGV4fQJlWQbVkJShPxWP2FDSXv571V+/ncJLLH4bzKVQySrRzw4dAS/HYi3xJ4wO5rO1lyEnMEc08oDedMzuHrC158JynzpcDI94GHvpdVg03VlUj3s3iymp+NxG97xo511YX/vgyNO3IIFx7h0iDAYPsxOywnokKlGx5cghXO4cp5ANoIhbGgus6iUdb51UAefM26vfghWwgMAhNYQwUdmCNnOLWpP0AT554KSU+dBbA0FzXNy56Ay63i9f/7z/D/mNIm7oGItcDvtXPFgvQ5/bg7QLkuNxYe/Bw9HXS274GbpxhthS60TKlpdkimE4Y631eIkDEkEMWwDCHb8i28GV00HNWJYqcI4x+I03mrtRk5K+M5J7jHoUhWKgQYoQWf/TJi8Bc250vV36MTo9QHMwfuMSmov04stHzL1/sx7BF+4X69MpPdZAjsjH7Hm1GbPYqXGQMJ0gBDHP4oqjZrfagbbpaAKNIAVSMCdbP/PTgvKzGYH4XKOc+FS9jwm+QXGRjzCrgUKNZ4qXP6SGGQsw/z0k2kxYahRHh62rjg5SdYOichDnpMqP76/kA/qXLXxQfE64dgFeukCh2/OeAfxqf/zMhQZwJg23bC4O32SWsthHuRhEx0HkOC8Kl/xeVgwWeP3k6dMJEAKQAhjkPlFWgu0M6XpGeU50XFF6Afw0VTwJ+Q2UV5hyVTmkVU7Dyr0H7HJ/PmpY4gJGG5vs0KVu6jN4UjwzeNuBBiYPUKyaprlBmT+FAuhShknDpwcTijjJgMaSWx0k7hiEFMMzJdLsxrSQ4XVEger6BMQyDC1vxWD04XFpThx4N4RB8VpxweTMNJDfNN+0bnhLyEwr3AFEl8dxxhrevCxKWqZcGvhQiQbSj+/0ZwmwPRGgIl37WyggrgBYATGab0AkTAZACGAGY9WJ+ng45b83Gp0yYNwUseVR49J2GwV0lqXmgCMzTHApUWR3F77erO1ytThYDCZnvb8ehoWlHBq4wUVwinXDpw8T6F2uP64GbZoVQmvCHFMAIQE63bMRq1zgRK4bslYExBOviD0XCl82FO9gaulLZ7xqac81apfjSs2n+rSp8vj7/6/na2lQjs1bftL53aTteBQlxIUrbxxfFwCTCRG+JeJj4FLNFACDev1hSWgBJmSGUJvwJnyeREMToYTuRZ1UxIQ8np79x1bblLaPANTDsURMj8oYuN8gu2y2rm+L6pTivfTYykpRnJNGEViVHbno/HbmiuACDOuUY31AYKYCZMhfZEeIw+cUhb9PG2PDQOQ/JLs+AARNG9144QGcjApAacr+++mtN9X874A1Nx8cy1ZwcuYw1Ah2Mx873/HvXj4Y1UZBcILvs/0b8zxAZAvXWBFa+TJLWPD6rQ4eLgfyzgN63ym/Hr04L0C20+WXjbRZ8ctd52PG8f9zD3FSdXxB1HYRpJiIsUJHyUSu3dL8Fd/e8Gz2ye3i3SbmYhIuvYrhACmAEwGdBerC3bxVix8yOmuovSGqB/gpXRwWJFKbPlXdK4KxRhtTvbz8I05MgRtuBwKQKoKifqsN7teilrzwhojDDYF9CWzxw70rgmnfVHc9YpEPNGERivP9UcH6aBgWwkCe1YJRZYcRWnsYKvMkJDKZZmXNzsu6ITQG3TWuLiOyjDSS6nsQohetDlmf3RDrnvvVob4CNqmlKXs66yZBqudfmycv5py+NslHcVV4hXUhn/8J4a7z389TBU/GvS8TDBQF6pxYMrktqxTqfDLd2V2CZC5T/rh+N93q3WBEu1i1tv5TnN+ipLLTW6N8JIFHjNLAZyk+4YYplralJbupPMTmu73x9bCc54IHu3HCCu9rwzkXej9xbdla//2vaFoJwHMnC/kCBj1lVQ5WxwqjE2yEwDJCSp3v9bs6JuKR7PpDVXtZx3IURalhw+CgmlMlQAHUOlNs+vT2u6XAN7ii+A0PbDEVafJrquj4b/pkuMnXJ7CJZZspNvfy+d83qGlSmVUorjOk2Jvhgbmqz/g94rKW53ZWKqQzGArjCI8ySpoU7fHm5RUJ1KObS54Hu12hyYfhaYzxTsdAjsYLRKTfFkLugzmax+Rk62jc0GClWRBB1ecYjmqvfBf53K3DNv/zebLlDeKItoWmbjgM7w7+ml03MAmpr9GvHBNqlt/N9MSBrQDynzuyEbEnrxsDkp9G9w0nNYUDMGnIYhsGLA1/UpS7PlIx2ClKk/fku6Z4HbPB95xsoFoxcwD+AcK9pYlOu0Y6XKhVTGWFkVepWkAqcUHnw1W8Ds28Gzuz1bdNTWchsC9z0saYqWjpdOC//PKwrWafq+FiwAA5tPRTt09tj+tbpZovihc/aJ2QBFMsRHMtE/50bSXS9Enj6BHC2v78aV21hmi4Z1+9BOwycCk344T5jPGf4HEweNBl98vpwtuqvAB4vHu/97JmKED8zrwy/Hg/0fkDSb0jXKX6T0dta3THgzf26jtcproN38BBSTLjXqtlKbzX43TlMrEqJcVb0aqXBFzGnE/DgZv9t4RI0joOQ8jd18NTQChKmFOcU48FzHoTNwn/fh8viCsm+hrPbTmkESQEMO7gDS/5Znk2ZbX27mwYjXf2qstr7TWU2Ex6PtDp65PTAVe2v8t9owANfkXO297OcTjA9Ud5qOcnVbFHQd6mdNgo8SmhQEiMrIQvLblqGNmlhmhmAsQD7lpktBfq0MSBumorrZRZD24RP0Gozae6PXG6fO8S9Z9+L0V1HI9GWiDuK7zBNJiVluQriw2fK9RYp4oicJzEWuW4a8MtbyL3ocdwweyjiWSCpyadGV6tKXAJgTZAuF6Xc2PlGYP+b2isS6I/UXCmpaaVIenPTdxGIPnbc/OR8AMCsK2fhw60f4qoOV0kcIda6Aa9KjAWokU4BaTSG+BpHkAIoRaxNLXLvh/G9PLMff+/3d1UvYXrB7V+E+prml83U+DQkud1wA+geAalMjSaSxpHYI687MHIakNkOz54uw8QzZd5d+k4BA6zElNb4snJ0c/im3gKHvEQ+Z++wQ6Bz0DCAczscBozq6a3sBP90Y4erDouWj+XwtXqqJOn2dDzS9xF0zuwss3H9Wm+d2lp4p0VF13z3UvXCBDC2f1swDDBukLxFTYqIIgUwzoT4d2YgtbjCDJTMIDT38VaLFSsPHsGqQ0fI+gVSACMDnhtd7zdzqdruLa/E/46VCB8fCf4UTTKeX+cf81DLCja/FWgaFMleub38vpc5yvgLNuFQI3Orc5UfowN+C3F0YGSVmQuT9LvP3xz8JtqmtcVjfR8L3qnGB7BVX+1CNfGPq7pj3VNDMbhLrv8qaD0IE/9GPZjQZ4LZIoSE5r7t+k7XAwAuanWRmeIA4O9vhQwj3LLxAOwRMFyFAlKCI4WkHKD2FJDhsRoUZ+ubeof/eZD/lERGfCWPjG0anVirk8GSGweQYRjVFiKlKwmzXSoG5YKzlB+jA5kJmfhs+GdIjU/1265KYWZZDKyrw+vw+KaFLARHfArQUA2002/g65rVFd9f9z2OVB3BGxsDsvGYvLLUYmGQm9rkFuKo1rtyfeszEa3hnCKNiedNxEWtLsJ5BeeZLQpGdPBkyuGOPUeqj/AXjmSHdgMhBTASYBjgvrWAuxFIzAAA5CXnYcHIBZrisHGJBPVNM2mtgLpgy5rT7VRdZbAFMPhM6n1uZ1/0FlL3y135Gh5XtjhHvxeWAqdP+XWpsE4NbDlQeaOP7gLqznhfwPzQuKqV13oeTqFFbJQrXIhWqbGhADa/rNmtdgxpPcRkaYBVo1YhnSdTTseMjthTvidou/dlMxJmqkJIGPUyhCgpLYC0Qr9NRalFvA+BGvhd26UHtoviWgAA/tL1L7rIYSg3zQQ6XgK2y3C/zXP/nKu6Smd8wPnn6WD07nJ6ZvFnHIkVElV24hPPnYiC5AI8ee6Tyg+2p/ArfwC0mhfcfB6d0Zpe7MYZZkugKzmJwsHyCeMQGvcOVR7i3W5moOpwhhRAAoD6KdzX087Gf4b9Bw+e86B0YbPJ7gDcMhfu1FzdqnRzpiAZhgGswU7hrIzOR9F0KHVmqhjdbTQW37BYv9Avfe4AcjoD3bUF9S5I5glkzViA/iqeqZFNgXqvfEO8nBKEFO6ucldOAxj1GTD8TaCH8piNhPmEswLFHbsa3PzZPbz9axwn2kVKvpFiRQSkAEYpbw15S1F5pT6Azd1BImPBeQXnRdRqOPEFK8oUYXdgcZXn4awWSvzzwrczNp4wmsIZMRUYvx6I0+ZQGm+Nx7rRAYGILTbApiI001k3AU8eBs4dp0kmWYyaBbQdJK9s1yuBfncbKw+hO1e2uxLJccmaMxfpSW6i/wu8m5PLWciX2u8F++/7gMFPAbd+bYh8kQQpgFHKxa0vVlRe7rDa1dGAFFsiilObVnZG4Bu9uhA6TR1IwEraFLuVt5hSRncbrUAUJY3EsrIYAnSyjCTFJflv4LEkyyZBH79gH2GkdBMh5dULX8WqUauQmWBAQHCFZNgz8EifR/DplZ/6bef6AVsEVBo/C2ZyNjD4CSCjyBA5IwlSAGOQFoktgrbJ7eLnHCvBz6N+QcK4ZcD4DUBbFQ71JqMqZuG9q4DetwI3fuS3uUNusi4yKbOgKlE6aPCOSBiLtHKZ3xMY+qzn8zB98jMTRCBmBnke0HKA9/PtPW7HHcV3iOb+lpMXnPBBCmAMIjfkCN/wYwUQZ40D4pOAFjKD54YZt3S/RWSvwKCbXwxc8y6Q7r/qL2g6ORT6Vhj742ghyZYkXSiKuT6lIwBgfHl50ypgiet87ypg0CPAEweA/g8YLV5U0zWrq6LyD/Z+EJ8N/8wgaYhmHu3zqPezUMQL7oxOg6sBq/+yOqhMZCQqCD2kAEYxzTGqsp3+oTL4FEBevSVKjUdFqfqZ/s2JfxidCiD3bV+QCLQ4y+UfWedi/uFjGF1ZDUXXONH86blIR2k0hXFnjdM1tBHBD9d3rznuXyDcVfQpcSlIjU/F11f7+/e9duFrxggY4ZACGMV8c+03WHz9YnRu9F8ZxacAdmCDw060DwxxAgBDntFNvqgkFLpZlFoAZVmm83t6LF9RiIVh0Nrp9NxCfFPAmfpmVJFNoJX77L8AV0TYgHrh30V3P3v+syEShFCL0FQ0dxZmb8VeAEDHzI7ol9/Pu71TZidjhYtQSAGMYuxWO69PBN9A+2RjIm6urMLso750b/dmnIXbKirxSXMKuE7DgP73GyZvxHC2ggUbOvPjDT+a1rbeBFpPM+wZ8g7M76m/MOEAV9HiU4b/Fjy1ZQrX/Rs47x6zpVDGRU+IWkqL0mhBQKQSEWlIwxRSAGOAwMdj4rkTg8pksAyeOV2Gng0+a2GSJQ5/P1OOXo4GoPgGYMwXmkNehD8yOpMEn2U01J1PXnJeSNsLJQ/0Jj82LwwD5HICfqcXefxuTSEKBlhrHNBGhosBD8PbD5cuRJiGkBsOKYbSkAIYYzzc52EMaiUzdlc+JzZdlE47Aipz0jYRGTmQwxNuBz2w5UDdstpELpx7Kf8soMuVvu85Ji64EnvpS42gYLpXvKqoeMcMz6KcZy94FlMGT8GEcyYAAC5qpV8+aEI+Qv20oAJIfbMklAs4xkiwKggu22kY50v0KoBWRmnaLZbzyYROJpzyxOrEw30eVnVct2hKi8e1WCRmwO+ZM/Oa97oFmP8o/75zbgO2fhFaedSSosx63uxzlmhLxKVtLgXLshjYciDap7c3QjpCJWTpU0/0jSREEGzr/uoO5Fr9otgCqFi35XQ4pnQ+Sq5FGE/Zc4OzCoV4kII3jVqk4hfAOeAam/n8xYm8NNpTQyeHwbx24WsY22Os93vgs80wDLpkdfGEwSLCBqGX8Gs6XAMA6JLZJZTiRBSkAMYArTLkvLHSW5QHZQOtkRbAFwa8IBC/SoGMbQZ6Fk2cc5tucukFvbkH0PNG4X1RaPUNN65odwUe7Stg6STCFqHMTtd2vBafXvkpPr7i4xBLFDlQrxIDtE1r6/2sPql3FFsAFcPyftSbaztei7Wj12qrJC7BEzbl6nf0ESrMCOck9YrhZoNhGMDCcU1IN3mV6pOHgfPHA4/9aa4cmlB2r0TVvRXFCL1IMgyDs1ucHZxmkfAS1Qqgw+FAr169wDAMtmzZ4rfv0KFDGDFiBJKTk5GTk4MHH3wQDQ0N/BUR0T0FrIFgC6C+54k3Nh5dCy/RZUUM+C3c62yND60ogSSkAZe/DKTkmiuHFui5iUpapbaSLkTwEtUK4OOPP47CwsKg7S6XC8OHD0dNTQ1WrVqFOXPmYO7cuXj00eg3/6v1tYpmC6B/AnFlCkV80MCsj0Iy68pZwjvNVgbCiOVHlpstQmgIV+UlkhRwmkaPaIRWAY/vNT7EkkQPUbsK+IcffsDixYsxd+5c/PDDD377Fi9ejO3bt+Pw4cNeBfHNN9/E2LFj8dJLLyEtTa2SFP5c1vYys0UIO+TmRvbCGfT65PXBRa0uQnsRP8srqmvwQ0oyBrcaLLuJs1qcJbzTZpddTzijh/9kj+weOkgSJvgpUwGDXdF5IRUlKmEY4IHNgNMBvH+BZHFa7RsZ5CdHUCiiMCMqFcATJ05g3Lhx+Oabb5CUFDz/v2bNGhQXF/tZBy+77DI4HA5s2rQJQ4YMCaW4IUUonQ6ufgf4aDhw8dOhFSjCsTAWvDv0XdEyk06dwaU1tRgwWlkcslhCbSzGzpkmxscLBQ9uAUq2At3486ASCsnuIFlkzvA5+GbPN2RZihBIAVRP1CmALMti7NixuPfee9G3b18cOHAgqExJSQny8vxjQmVmZiI+Ph4lJSVB5ZtxOBxwOBze75WVlbrJbTqFvYGJh/0dz7mE6xSUDiTHJSs8QsxyFXyeklgWl9bWAeSMrDtdsqIpxAPPfZXVzvNHhIweOT3QIyeKLMsEIUDEOEVMmjQJDMOI/m3cuBHvvPMOKisrMXFicLozLnwrvFiWFV35NXnyZKSnp3v/iooiI3+k7Kk2IeUPQDT7AHbLVhhMWHHgaHkk2cQVROWKaniTHJeM/OR85CTmICcxR9Gxs6+cjYfOeQg3dhYJnRLJSL1wFZ4TGjkkiSAfQIIg/IgYC+D999+PUaNGiZZp27YtXnzxRaxduxZ2u7+fVN++fTFmzBjMnDkT+fn5WLdund/+srIyNDY2BlkGuUycOBGPPPKI93tlZWXEKIGqsacBjkqgM/kOejnnVmD9NI/VVEe+uuYrfL7zc9za/Vbe/Yp9FcMcC2PBDyN/AAsWVtGXj2B6tuiJni16GiRZGNNrDLBlFnDRE2ZLQhAhhcLy6E/EKIA5OTnIyZG2Erz99tt48cUXvd+PHTuGyy67DJ9//jnOO8/jSH3BBRfgpZdewvHjx1FQ4MkksHjxYtjtdvTp00ewbrvdHqRYRj0P/gqUbgfayswfHIEo9j/L7+k5Lyn6+p60TGmJR/o+Il2QS2KWrjKEGkGf1FgknmPhFXIXuOZfwCXPASktQiMTQRBRS9T1vq1bt/b7npKSAgDo0KEDWrXyxAsaNmwYunfvjltvvRWvv/46zpw5g8ceewzjxo2LyhXAmQmZ6g9OzgHaXaifMNFClsIVgjooaryKKlmCoof4ZOD2eU2fBRRAhgkv5Y9mgAkiYok6BVAOVqsV8+fPx3333YcBAwYgMTERo0ePxhtvvGG2aIZwVfur8Gvpr+iX389sUWIXHaYveKdAoigXKwGgXfRa2gnCaAqTg+P+EsJEvQLYtm1b3mwBrVu3xrx580yQKPTYLDY81/85s8WIbXQImMtrAYwyv0AiwiC3LCKMaJPWxmwRIgoaPYiYJy9ZeOGPfhg0V0aO0QRBxAByfLX1CC4fS5ACSMQ8dxbfaXwjZAEkohEab4kwghRAZdDoQcQ8ibbEELSigwLIZ+0jBZAgCMID6X+KoNGDiEnOKxDIrWqJ01bxiW382ztfrq1eIWgKmCAIAgDghttsESIKUgCJmOSlAS95P1sYCzDgIaDjJUAHjXmgWZfvc5uBvs/Dp2irVxBSAAmCIADwLvgkhIn6VcAEwUdech5u7Hwj3KwbWQlZwKXP61Nxy77A0Y2ez1zrnD1Fc9W8PoBxoZi+JgghaMAljKNFkrKYl+QDqAxSAImY5R8X/EP/SkM1JXvRE54MLR0vCU17BEEQISbdno4vR3yJOGucrFRwZAFUBimABKEnBnZAfh3gkKcMa4cgYoaUPGDE22ZLQYjQJauL7LLp9nQDJYk+yAeQICIExTmLCYIQ58K/A10MWqBFhIzXL3wdZ7c4G0+dRy/GSiALIEHoioEWQFIACYIggri83eW4vB0p8kohCyBBGAX5oxAEQRBhCimABBEpkAGQIAiC0AlSAAlCT4xcBEIaIBFukJWbICIWUgAJQldoQCQIgiDCH1IACUJP/Cwi+iqDcuJgEQRBEIQcSAEkiAiBpoCJ8CNCLd5njwbSWwPF15stCUGYBoWBIYgIgRRAgtCJa9/z/EtWdSKGIQWQIHSFYxEhB3mCCE9I8SMImgImCF3pM9bzb9H5ulXZIb0DAGBAywG61UkQBEHENmQBJAg96XMHkH82kNsN+FQf/6J/X/pv/HToJ1zX6Tpd6iMI3cjpZLYEBEGohBRAgtAThgFa9dG1yvzkfIzuNlrXOglCFxIzg7f1viX0chAEoRhSAAnCMMgHkIgxhjwN9H/QbCkIgpAB+QASBEEQ+tD5MiAuwWwpCIKQASmABEEQBEEQMQYpgARBEIQ+UOgjgogYSAEkCKMY8rTn3753misHQRAEQQRAi0AIwijaDQKePAzYU82WhCAIgiD8IAWQIIwkIc1sCQiCIAgiCJoCJgiCIHSCfAAJIlIgBZAgCILQB1oEQhARAymABEEQBEEQMQYpgARBEARBEDEGKYAEQRCETtAUMEFECqQAEgRBEARBxBikABIEQRD6kJBhtgQEQciEFECCIAhCOy26AdkdzJaCIAiZkAJIEARBaKffXWZLQBCEAkgBJAiCIAiCiDFIASQIgiAIgogxSAEkCIIgCIKIMUgBJAiCILRDaeAIIqIgBZAgCILQAVIACSKSIAWQIAiC0A5ZAAkioiAFkCAIgtBOwVlmS0AQhAKiVgGcP38+zjvvPCQmJiInJwcjR47023/o0CGMGDECycnJyMnJwYMPPoiGhgaTpCUIgohQxm8ARn8BtOlvtiQEQSjAZrYARjB37lyMGzcOL7/8Mi6++GKwLIutW7d697tcLgwfPhwtWrTAqlWrcPr0adx+++1gWRbvvPOOiZITBEFEGC06e/4IgogoGJaNLscNp9OJtm3b4rnnnsNdd/FHpv/hhx9w1VVX4fDhwygsLAQAzJkzB2PHjkVpaSnS0tJktVVZWYn09HRUVFTIPoYgCIIgCHOh8TsKp4A3b96Mo0ePwmKxoHfv3igoKMAVV1yBbdu2ecusWbMGxcXFXuUPAC677DI4HA5s2rRJsG6Hw4HKykq/P4IgCIIgiEgj6hTAffv2AQAmTZqEZ555BvPmzUNmZiYuuuginDlzBgBQUlKCvLw8v+MyMzMRHx+PkpISwbonT56M9PR0719RUZFxP4QgCIIgCMIgIkYBnDRpEhiGEf3buHEj3G43AODpp5/G9ddfjz59+uCjjz4CwzD44osvvPUxDBPUBsuyvNubmThxIioqKrx/hw8f1v+HEgRBEARBGEzELAK5//77MWrUKNEybdu2RVVVFQCge/fu3u12ux3t27fHoUOHAAD5+flYt26d37FlZWVobGwMsgxysdvt/9/e/cdEXf9xAH+e/DiM4LQQuRM5qUailOOHggVSDkFqoNISdUNY4kQlf5Az1BbK1uirSIwELcYoF023JOYCN3CA1CRFPSaOZQ45cQkjKVES8YrX94/GrVMQ5afweT6227jP5/158Xm/7n13r3vffT4fqNXqgXaBiIiI6KkwZgpAJycnODk59dvO19cXarUaly9fRmBgIADAZDLBaDRCr9cDAObPn49PPvkEzc3N0Gq1AIDS0lKo1Wr4+voOXyeIiIiIngJjpgB8XI6OjkhISEBKSgqmT58OvV6Pffv2AQDeffddAEBoaChmzZqFmJgY7Nu3D3/88Qe2bduGtWvXKvZoICIiIlKOcVcAAsC+fftgbW2NmJgYdHZ2wt/fH+Xl5Zg8eTIAwMrKCsXFxdiwYQNef/11TJw4EatWrUJ6evoo7zkRERHR8Bt35wEcSTyPEBER0djD9+8xdBQwEREREQ0NFoBERERECsMCkIiIiEhhWAASERERKcy4PAp4pPQcP8NrAhMREY0dPe/bSj4OlgXgILS1tQEArwlMREQ0BrW1tUGj0Yz2bowKFoCD8NxzzwEAmpqahn0AzZ07FzU1NcP6P8Yj5m3gmLuBYd6e3O3btzF9+nRcv35dsafkGAyOuSfX3t4ONzc38/u4ErEAHIQJE/79CaVGoxn2Fy0rKyu+MA4A8zZwzN3AMG8D5+joyNwNAMfcwPW8jyuRcns+xmzcuHG0d2FMYt4GjrkbGOaNRhrHHA0ErwQyCDyTOBHR4PG1lEYaxxxnAAdFrVYjJSUFarV6tHeFiGjM4mspjTSOOc4AEhERESkOZwCJiIiIFIYFIBEREZHCsAAcZlVVVYiIiIBOp4NKpUJRUZF5nclkwocffohXXnkF9vb20Ol0WL16NW7cuNFv3Lq6OgQHB2PixImYNm0aUlNTHzqj+alTp+Dr6ws7Ozu88MILOHTo0FB3b9g8Km8AEBcXB5VKZXELCAjoN67S89bR0YHExES4urpi4sSJ8PT0xMGDB/uNO97zlpaWhrlz58LBwQHOzs5YunQpLl++bNGmsLAQYWFhcHJygkqlQm1t7WPFHu+5o4HLycmBu7s77Ozs4Ovrix9//NG8bvfu3Zg5cybs7e0xefJkhISE4MyZM/3G5HijxyY0rEpKSmTXrl1y7NgxASDff/+9ed2tW7ckJCREjh49Kr/88otUV1eLv7+/+Pr6PjJme3u7TJ06VVasWCF1dXVy7NgxcXBwkPT0dHObq1evyjPPPCObN2+W+vp6yc3NFRsbG/nuu++Gq6tD6lF5ExGJjY2VxYsXS3Nzs/nW1tb2yJjMm0h8fLy8+OKLUlFRIY2NjfLFF1+IlZWVFBUV9RlTCXkLCwuT/Px8uXTpktTW1srbb78tbm5u0tHRYW5z+PBh2bNnj+Tm5goAMRgM/cZVQu5oYI4cOSI2NjaSm5sr9fX1snnzZrG3t5dr166JiEhBQYGUlZVJQ0ODXLp0SdasWSOOjo7S2traZ0yON3oSLABHUG9vyA86e/asADC/CPQmJydHNBqN3Lt3z7wsLS1NdDqddHd3i4jI9u3bZebMmRbbrVu3TgICAgbegVHSVwG4ZMmSJ4rDvInMnj1bUlNTLZb5+PjIRx991GccpeVNRKS1tVUAyKlTpx5a19jY+NgFoFJyl52dLTNmzBC1Wi0+Pj5SVVVlXtfd3S0pKSmi1WrFzs5OgoOD5dKlS/3GvHjxoixYsEDs7OxEp9PJnj17zDnrUVlZKT4+PqJWq8Xd3V0OHjw45H0bLvPmzZOEhASLZTNnzpTk5ORe27e3twsAOXnyZJ8xlTLeaGjwK+CnTHt7O1QqFSZNmmReFhcXhzfeeMN8v7q6GsHBwRaHr4eFheHGjRswGo3mNqGhoRaxw8LCcO7cOZhMpuHswoiprKyEs7MzPDw8sHbtWrS2tlqsZ94eFhgYiOPHj+O3336DiKCiogK//vorwsLCzG2Yt3+fhwCe+DJRSszd0aNHsWXLFuzatQsGgwFBQUEIDw9HU1MTAGDv3r3IyMjAgQMHUFNTAxcXFyxatAh37tzpM+bt27exaNEi6HQ61NTU4PPPP0d6ejoyMjLMbRobG/HWW28hKCgIBoMBO3fuxKZNm3Ds2LFh7/Ng3b9/H+fPn3/ocQ8NDcXp06d7bf/ll19Co9Fgzpw55uVKHG80dFgAPkXu3buH5ORkrFq1yuLElFqtFm5ubub7LS0tmDp1qsW2PfdbWloe2ebvv//GzZs3h6sLIyY8PBwFBQUoLy/H/v37UVNTg4ULF6Krq8vchnl7WFZWFmbNmgVXV1fY2tpi8eLFyMnJQWBgoLmN0vMmIkhKSkJgYCC8vLyeaFsl5i4jIwNr1qxBfHw8PD09kZmZienTp+PgwYMQEWRmZmLXrl2IioqCl5cXvv76a9y9exfffvttnzELCgpw7949fPXVV/Dy8kJUVBR27tyJjIwM8+/ZDh06BDc3N2RmZsLT0xPx8fF47733kJ6ePlJdH7CbN2/in3/+6fVx7xkXAPDDDz/g2WefhZ2dHT777DOUlZXBycnJvF6J442GDq8F/JQwmUxYsWIFuru7kZOTY7EuLS3tofYqlcrifs+L4n+XP06bsSo6Otr8t5eXF/z8/KDX61FcXIyoqCgAzFtvsrKy8PPPP+P48ePQ6/WoqqrChg0boNVqERISAoB5S0xMxMWLF/HTTz898bZKy13PTFZycrLF8p6ZrMbGRrS0tFjMOKnVagQHB+P06dNYt24dgH9nsoxGIyorKwH0PZO1Y8cOGI1GuLu79zmTlZeXB5PJBBsbm2Hq9dDp7XH/77I333wTtbW1uHnzJnJzc7F8+XKcOXMGzs7OAJQ33mhocQbwKWAymbB8+XI0NjairKys38vSuLi4WHxKBGD++rPnk11fbaytrfH8888P4d4/HbRaLfR6Pa5cudJnG6XnrbOz0zyLEhERgVdffRWJiYmIjo5+5KyJkvL2/vvv4/jx46ioqICrq+ug44333PU3k9XTr/5mupQ2k+Xk5AQrK6teH/f/9sne3h4vvfQSAgICkJeXB2tra+Tl5fUZd7yPNxpaLABHWU/xd+XKFZw8efKxnoDz589HVVUV7t+/b15WWloKnU6HGTNmmNuUlZVZbFdaWgo/P78x8cn4SbW1teH69evQarV9tlF63kwmE0wmEyZMsHzaW1lZobu7u8/tlJA3EUFiYiIKCwtRXl4Od3f3IYmrhNwB/c9k9bc+LS0Nhw8f7jfmg8vH6kyWra0tfH19H3rcy8rK8Nprr/W5nYhY/MzlQUoZbzRERvSQEwW6c+eOGAwGMRgMAkAyMjLEYDDItWvXxGQySWRkpLi6ukptba3FKU26urrMMZKTkyUmJsZ8/9atWzJ16lRZuXKl1NXVSWFhoTg6OvZ6qP/WrVulvr5e8vLyxtSh/o/K2507d+SDDz6Q06dPS2Njo1RUVMj8+fNl2rRpcvv2bXMM5s0ybyIiwcHBMnv2bKmoqJCrV69Kfn6+2NnZSU5OjjmGEvO2fv160Wg0UllZafE8vHv3rrlNW1ubGAwGKS4uFgBy5MgRMRgM0tzcbG6jtNx1dXWJlZWVFBYWWizftGmTLFiwQBoaGgSAXLhwwWJ9ZGSkrF69us+4MTExEhkZabHswoULAkCuXr0qIiJBQUGyadMmizaFhYVibW0t9+/fH0y3RkTPaWDy8vKkvr5etmzZIvb29mI0GqWjo0N27Ngh1dXVYjQa5fz587JmzRpRq9UWR1ArbbzR0GIBOMwqKioEwEO32NhY8+kkertVVFSYY8TGxkpwcLBF3IsXL0pQUJCo1WpxcXGR3bt393qKBG9vb7G1tZUZM2aMqVMkPCpvd+/eldDQUJkyZYrY2NiIm5ubxMbGSlNTk0UM5s0ybyIizc3NEhcXJzqdTuzs7OTll1+W/fv3W+RAiXnr63mYn59vbpOfn99rm5SUFHMbJeZu3rx5sn79eotlnp6ekpycLN3d3eLi4iL/+9//zOu6urpEo9HIoUOH+oyZk5MjkyZNsvgg/Omnnz50OhNPT0+L7RISEsbU6Uyys7NFr9eLra2t+Pj4mE871NnZKcuWLROdTie2trai1WolMjJSzp49a7G9EscbDR0WgERENGCPmskS+bdw02g0UlhYKHV1dbJy5UrRarWKn60nGm08CpiIiAYsOjoabW1tSE1NRXNzM7y8vFBSUgK9Xg8A2L59Ozo7O7Fhwwb8+eef8Pf3R2lpKRwcHMwxmpubzecNBACNRoOysjJs3LgRfn5+mDx5MpKSkpCUlGRu4+7ujpKSEmzduhXZ2dnQ6XTIysrCO++8M3KdJxrDVCIPXCSQiIiIiMY1HgVMREREpDAsAImIiIgUhgUgERERkcKwACQiIiJSGBaAREQ0LsTFxWHp0qWjvRtEYwILQCIiGrCqqipERERAp9NBpVKhqKjIYn1cXBxUKpXFLSAgoN+4lZWVUKlUuHXr1vDsOJHCsQAkIqIB++uvvzBnzhwcOHCgzzaLFy9Gc3Oz+VZSUjKCe0hEveGJoImIaMDCw8MRHh7+yDZqtRouLi6D+j+7d+9GUVERamtrzcsyMzORmZkJo9E4qNhESsQZQCIiGlaVlZVwdnaGh4cH1q5di9bW1tHeJSLFYwFIRETDJjw8HAUFBSgvL8f+/ftRU1ODhQsXoqura7R3jUjR+BUwERENm+joaPPfXl5e8PPzg16vR3FxMaKiopCQkIBvvvnG3Kajo2M0dpNIcVgAEhHRiNFqtdDr9bhy5QoAIDU1Fdu2bet3uwkTJuDBS9ebTKZh2UciJWABSEREI6atrQ3Xr1+HVqsFADg7O8PZ2bnf7aZMmYKWlhaICFQqFQBYHBBCRE+GvwEkIqIB6+joQG1trbkYa2xsRG1tLZqamtDR0YFt27ahuroaRqMRlZWViIiIgJOTE5YtW/ZE/+eNN97A77//jr1796KhoQHZ2dk4ceLEMPSISBlYABIR0YCdO3cO3t7e8Pb2BgAkJSXB29sbH3/8MaysrFBXV4clS5bAw8MDsbGx8PDwQHV1NRwcHB4Zt7u7GwBgbf3vF1Wenp7IyclBdnY25syZg7Nnzz7WV8dE1DuVPPijCiIiolF25MgRxMfH86AQomHC3wASEdFTo6urCw0NDThw4ABCQkJGe3eIxi1+BUxERE+NEydOwN/fH/b29sjKyhrt3SEat/gVMBEREZHCcAaQiIiISGFYABIREREpDAtAIiIiIoVhAUhERESkMCwAiYiIiBSGBSARERGRwrAAJCIiIlIYFoBERERECsMCkIiIiEhhWAASERERKQwLQCIiIiKFYQFIREREpDD/BzlPrqaDRBVtAAAAAElFTkSuQmCC",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"vhat = df_1s[[\"vr\",\"vt\",\"vn\"]] - df_1s[[\"vr\",\"vt\",\"vn\"]].rolling(3600).mean()\n",
"colmap = {n1:n2 for n1,n2 in zip(vhat.columns, \n",
" [\"vhat_r\",\"vhat_t\",\"vhat_n\"])}\n",
"vhat = vhat.rename(columns=colmap)\n",
"df_1s = df_1s.merge(vhat, right_index=True, left_index=True)\n",
"df_1s = df_1s.dropna()\n",
"\n",
"df_1s[[\"vhat_r\",\"vhat_t\",\"vhat_n\"]].plot()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c9c53728c4ae4b47a21549c84f4367c1",
"version_major": 2,
"version_minor": 0
},
"image/png": 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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bhat = b - b.rolling(3600).mean()\n",
"colmap = {n1:n2 for n1,n2 in zip(bhat.columns, \n",
" [\"bhat_r\",\"bhat_t\",\"bhat_n\"])}\n",
"bhat = bhat.rename(columns=colmap)\n",
"df_1s = df_1s.merge(bhat, right_index=True, left_index=True)\n",
"df_1s = df_1s.dropna()\n",
"\n",
"df_1s[[\"bhat_r\",\"bhat_t\",\"bhat_n\"]].plot()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1594756800.0, 1594792800.0)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "613436fcd9bd4e64a934868d0c7833e9",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(3,1,sharex=True)\n",
"for i in range(3):\n",
" vhat.iloc[:,i].plot(ax=ax[i], label=\"v\")\n",
" (-bhat).iloc[:,i].plot(ax=ax[i], label=\"b\")\n",
"t0 = datetime(2020,7,14,20)\n",
"plt.xlim([t0, t0+timedelta(hours=10)])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1594756800.0, 1594792800.0)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "5f53834a679e4c398df0a39577eb80ea",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
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" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1,sharex=True)\n",
"for i in range(3):\n",
" #(-bhat).iloc[:,i].rolling(600).corr(v_rtn_1s.iloc[:,i]).rolling(600).mean().plot(ax=ax)\n",
" (-bhat).iloc[:,i].rolling(600).corr(vhat.iloc[:,i]).rolling(600).mean().plot(ax=ax)\n",
"plt.xlim([t0, t0+timedelta(hours=10)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a complement, you can also compute the alfvénicity : $$ \\sigma=\\frac{ 2\\hat{b}.\\hat{v} }{ (\\hat{b}.\\hat{b} + \\hat{v}.\\hat{v}) } $$ and plot it :"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"alfveniciry = sss=2*(bhat.bhat_r*vhat.vhat_r+bhat.bhat_t*vhat.vhat_t+bhat.bhat_n*vhat.vhat_n)/(bhat.bhat_r*bhat.bhat_r+bhat.bhat_t*bhat.bhat_t+bhat.bhat_n*bhat.bhat_n+vhat.vhat_r*vhat.vhat_r+vhat.vhat_t*vhat.vhat_t+vhat.vhat_n*vhat.vhat_n)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1594756800.0, 1594792800.0)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3316381a18e24e7383962d18015c8e45",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1,sharex=True)\n",
"sss.rolling(600).mean().plot(ax=ax)\n",
"plt.xlim([t0, t0+timedelta(hours=10)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fourier Transform\n",
"\n",
"Some of the calculations that follow are a bit slow."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b6843420ed0a44e0971813656926c0fe",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#from numpy.fft import fft, fftfreq, rfft, rfftfreq\n",
"from scipy.fft import fft, fftfreq, rfft, rfftfreq\n",
"\n",
"# v rtn\n",
"x = v_rtn_df - v_rtn_df.rolling(int(1200 / 4)).mean()\n",
"x = x.interpolate()\n",
"x = x.dropna()#x.fillna(0)\n",
"\n",
"N = x.shape[0]\n",
"\n",
"sp_v = fft(x.values, axis=0)\n",
"sp_v = np.abs(sp_v[:N//2]) * 2./N\n",
"sp_v = np.sum(sp_v**2, axis=1)\n",
"\n",
"sp_v_freq = fftfreq(x.shape[0], 1.)\n",
"sp_v_freq = sp_v_freq[:N//2]\n",
"\n",
"sp_v = pd.DataFrame(index=sp_v_freq, data=np.absolute(sp_v))\n",
"sp_v = sp_v.dropna()\n",
"\n",
"fig, ax = plt.subplots(1,1)\n",
"sp_v.plot(ax=ax)\n",
"\n",
"plt.xscale(\"log\")\n",
"plt.yscale(\"log\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data is noisy and we need to filter it. For each frequency $f$ in the domain we take the mean magnitude over $[(1 - \\alpha) f, (1 + \\alpha) f [$.\n",
"$\\alpha$ is set to 4\\%"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"def f(r, x, alpha=.04):\n",
" fmin,fmax = (1.-alpha)*r[0], (1.+alpha)*r[0]\n",
" indx = (x[:,0]>=fmin) & (x[:,0]\n",
" \n",
" Figure\n",
"
\n",
"
\n",
" \n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"sp_v_mean = proportional_rolling_mean(sp_v)\n",
"sp_v_mean = sp_v_mean.bfill()\n",
"\n",
"sp_v_mean.plot()\n",
"\n",
"sp_v_mean_log = pd.DataFrame(data = \n",
" np.hstack((np.log(sp_v_mean[1e-3:2e-1].index.values).reshape(sp_v_mean[1e-3:2e-1].shape[0],1),\n",
" np.log(sp_v_mean[1e-3:2e-1].values))))\n",
"sp_v_mean_log = sp_v_mean_log.replace([np.inf, -np.inf], np.nan)\n",
"sp_v_mean_log = sp_v_mean_log.dropna()\n",
"\n",
"# linear regression data\n",
"tt = sp_v_mean_log.values[:,0].reshape((-1,1))\n",
"xx = sp_v_mean_log.values[:,1].reshape((-1,1))\n",
"\n",
"# fit the linear regression\n",
"model = LinearRegression()\n",
"model.fit(tt, xx)\n",
"\n",
"print(f\"Coef : {model.coef_[0,0]}\")\n",
"\n",
"xx = np.log(np.linspace(1e-4, 1e1, 100))\n",
"yy = xx*model.coef_[0,0]+model.intercept_[0]\n",
"plt.plot(np.exp(xx), np.exp(yy))\n",
"\n",
"plt.xscale(\"log\")\n",
"plt.yscale(\"log\")\n",
"#plt.xlim([1e-4,1e1])\n",
"#plt.ylim([1e-4,1e8])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Magnetic field FFT\n",
"\n",
"The magnetic field data are sampled at a higher rate (8 Hz) than the velocity (.25 Hz). Let's merge both those parameters into a single dataframe `df_hr`."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" br | \n",
" bt | \n",
" bn | \n",
" density | \n",
" b_r | \n",
" b_t | \n",
" b_n | \n",
" bhat_r | \n",
" bhat_t | \n",
" bhat_n | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 575999.000000 | \n",
" 575999.000000 | \n",
" 575999.000000 | \n",
" 575972.000000 | \n",
" 575972.000000 | \n",
" 575972.000000 | \n",
" 575972.000000 | \n",
" 566373.000000 | \n",
" 566373.000000 | \n",
" 566373.000000 | \n",
"
\n",
" \n",
" | mean | \n",
" 4.436757 | \n",
" -3.022156 | \n",
" 0.313615 | \n",
" 16.235375 | \n",
" 24.436116 | \n",
" -16.305073 | \n",
" 2.819573 | \n",
" -0.086668 | \n",
" -0.041386 | \n",
" -0.322127 | \n",
"
\n",
" \n",
" | std | \n",
" 3.676386 | \n",
" 4.013093 | \n",
" 5.414093 | \n",
" 2.412064 | \n",
" 19.744158 | \n",
" 21.552018 | \n",
" 28.857625 | \n",
" 13.870057 | \n",
" 15.108742 | \n",
" 20.535992 | \n",
"
\n",
" \n",
" | min | \n",
" -7.779764 | \n",
" -12.940836 | \n",
" -13.529315 | \n",
" 5.053784 | \n",
" -40.092490 | \n",
" -64.840088 | \n",
" -67.248313 | \n",
" -65.886914 | \n",
" -72.876711 | \n",
" -88.599835 | \n",
"
\n",
" \n",
" | 25% | \n",
" 1.998236 | \n",
" -5.914867 | \n",
" -4.331347 | \n",
" 14.491481 | \n",
" 10.941165 | \n",
" -32.676037 | \n",
" -22.728208 | \n",
" -7.706674 | \n",
" -8.761896 | \n",
" -13.434541 | \n",
"
\n",
" \n",
" | 50% | \n",
" 4.978395 | \n",
" -3.851042 | \n",
" 1.152890 | \n",
" 16.111278 | \n",
" 27.989464 | \n",
" -21.068695 | \n",
" 6.383892 | \n",
" 0.582921 | \n",
" -0.534475 | \n",
" -0.450718 | \n",
"
\n",
" \n",
" | 75% | \n",
" 7.296612 | \n",
" -0.396753 | \n",
" 4.847986 | \n",
" 17.776652 | \n",
" 40.175065 | \n",
" -2.162044 | \n",
" 27.546302 | \n",
" 7.786346 | \n",
" 9.109271 | \n",
" 11.819825 | \n",
"
\n",
" \n",
" | max | \n",
" 12.380941 | \n",
" 9.837873 | \n",
" 12.080406 | \n",
" 30.799139 | \n",
" 69.421091 | \n",
" 54.575628 | \n",
" 86.514038 | \n",
" 54.931340 | \n",
" 72.324271 | \n",
" 87.932526 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" br bt bn density \\\n",
"count 575999.000000 575999.000000 575999.000000 575972.000000 \n",
"mean 4.436757 -3.022156 0.313615 16.235375 \n",
"std 3.676386 4.013093 5.414093 2.412064 \n",
"min -7.779764 -12.940836 -13.529315 5.053784 \n",
"25% 1.998236 -5.914867 -4.331347 14.491481 \n",
"50% 4.978395 -3.851042 1.152890 16.111278 \n",
"75% 7.296612 -0.396753 4.847986 17.776652 \n",
"max 12.380941 9.837873 12.080406 30.799139 \n",
"\n",
" b_r b_t b_n bhat_r \\\n",
"count 575972.000000 575972.000000 575972.000000 566373.000000 \n",
"mean 24.436116 -16.305073 2.819573 -0.086668 \n",
"std 19.744158 21.552018 28.857625 13.870057 \n",
"min -40.092490 -64.840088 -67.248313 -65.886914 \n",
"25% 10.941165 -32.676037 -22.728208 -7.706674 \n",
"50% 27.989464 -21.068695 6.383892 0.582921 \n",
"75% 40.175065 -2.162044 27.546302 7.786346 \n",
"max 69.421091 54.575628 86.514038 54.931340 \n",
"\n",
" bhat_t bhat_n \n",
"count 566373.000000 566373.000000 \n",
"mean -0.041386 -0.322127 \n",
"std 15.108742 20.535992 \n",
"min -72.876711 -88.599835 \n",
"25% -8.761896 -13.434541 \n",
"50% -0.534475 -0.450718 \n",
"75% 9.109271 11.819825 \n",
"max 72.324271 87.932526 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_hr = b_rtn_df.merge(sw_n_df, right_index=True, left_index=True, how=\"outer\")\n",
"df_hr = df_hr.interpolate()\n",
"\n",
"# resample the data to a rate of 4Hz\n",
"df_hr_8hz = df_hr.resample(\"125ms\").ffill()\n",
"\n",
"# get b\n",
"N = df_hr_8hz.shape[0]\n",
"b_ = (df_hr_8hz[[\"br\",\"bt\",\"bn\"]].values / \n",
" (np.sqrt(mu_0*m_p*1e6*df_hr_8hz[\"density\"].values.reshape(N,1)))*1e-12)\n",
"colnames = [\"b_r\",\"b_t\",\"b_n\"]\n",
"b_ = pd.DataFrame(data = b_, columns=colnames,index=df_hr_8hz.index)\n",
"bhat_ = b_ - b_.rolling(1200*8).mean()\n",
"colnames={n1:n2 for n1,n2 in zip(bhat_.columns, [\"bhat_r\",\"bhat_t\",\"bhat_n\"])}\n",
"bhat_=bhat_.rename(columns=colnames)\n",
"\n",
"df_hr_8hz = df_hr_8hz.merge(b_, right_index=True, left_index=True)\n",
"df_hr_8hz = df_hr_8hz.merge(bhat_, right_index=True, left_index=True)\n",
"df_hr_8hz.describe()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute $b$ FFT."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"df_hr_8hz = df_hr_8hz.fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# b rtn\n",
"x = df_hr_8hz[[\"bhat_r\",\"bhat_t\",\"bhat_n\"]]\n",
"\n",
"sp_b = fft(x.values, axis=0)\n",
"sp_b = sp_b[:N//2] * 2./N\n",
"sp_b = np.sum(sp_b**2, axis=1)\n",
"\n",
"sp_b_freq = rfftfreq(x.shape[0], .125)\n",
"sp_b_freq = sp_b_freq[:N//2]\n",
"\n",
"sp_b = pd.DataFrame(index=sp_b_freq, data=np.absolute(sp_b))"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0001, 10.0)"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3d0e4c09fdf04877bdffc10c9e21f115",
"version_major": 2,
"version_minor": 0
},
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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1)\n",
"sp_v.plot(ax=ax)\n",
"sp_b.plot(ax=ax)\n",
"plt.xscale(\"log\")\n",
"plt.yscale(\"log\")\n",
"plt.xlim([1e-4,1e1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compute rolling mean.\n",
"Warning: This cell can take a couple minutes to execute."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"sp_v_rm = proportional_rolling_mean(sp_v)\n",
"sp_b_rm = proportional_rolling_mean(sp_b)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do a linear regression on the magnetic field spectrum for frequencies in $[10^{-3}, 2 \\times 10^{-1}]$ and $[2 \\times 10^{-1}, 10^1]$."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_17669/1550647204.py:2: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" sp_b_rm_log[\"f\"] = np.log(sp_b_rm_log.index)\n",
"/tmp/ipykernel_17669/1550647204.py:3: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" sp_b_rm_log[\"sp\"] = np.log(sp_b_rm[1e-3:2e-1].values)\n",
"/tmp/ipykernel_17669/1550647204.py:10: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" sp_b_rm_log_2[\"f\"] = np.log(sp_b_rm_log_2.index)\n",
"/tmp/ipykernel_17669/1550647204.py:11: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
" sp_b_rm_log_2[\"sp\"] = np.log(sp_b_rm[2e-1:].values)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3f6d99a63a104aafb42a1f5359a7dbe1",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sp_b_rm_log = sp_b_rm[1e-3:2e-1]\n",
"sp_b_rm_log[\"f\"] = np.log(sp_b_rm_log.index)\n",
"sp_b_rm_log[\"sp\"] = np.log(sp_b_rm[1e-3:2e-1].values)\n",
"\n",
"sp_b_rm_log = sp_b_rm_log.replace([np.inf, -np.inf], np.nan)\n",
"sp_b_rm_log = sp_b_rm_log.dropna()\n",
"\n",
"\n",
"sp_b_rm_log_2 = sp_b_rm[2e-1:]\n",
"sp_b_rm_log_2[\"f\"] = np.log(sp_b_rm_log_2.index)\n",
"sp_b_rm_log_2[\"sp\"] = np.log(sp_b_rm[2e-1:].values)\n",
"\n",
"sp_b_rm_log_2 = sp_b_rm_log_2.replace([np.inf, -np.inf], np.nan)\n",
"sp_b_rm_log_2 = sp_b_rm_log_2.dropna()\n",
"\n",
"# fit the linear regressions\n",
"model1 = LinearRegression()\n",
"model1.fit(sp_b_rm_log.values[:,1].reshape((-1,1)), \n",
" sp_b_rm_log.values[:,2].reshape((-1,1)))\n",
"\n",
"model2 = LinearRegression()\n",
"model2.fit(sp_b_rm_log_2.values[:,1].reshape((-1,1)), \n",
" sp_b_rm_log_2.values[:,2].reshape((-1,1)))\n",
"\n",
"xx = np.log(np.linspace(1e-4, 1e1, 100))\n",
"yy = xx*model1.coef_[0,0]+model1.intercept_[0]\n",
"yy2 = xx*model2.coef_[0,0]+model2.intercept_[0]\n",
"\n",
"sp_b_rm.plot()\n",
"plt.plot(np.exp(xx), np.exp(yy))\n",
"plt.plot(np.exp(xx), np.exp(yy2))\n",
"\n",
"\n",
"\n",
"plt.xscale(\"log\")\n",
"plt.yscale(\"log\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-1.63289684621718 -3.341639196329613\n"
]
}
],
"source": [
"print(model1.coef_[0,0],model2.coef_[0,0])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_17669/1627177063.py:1: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n",
" fig, ax = plt.subplots(1,1)\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cd79790cf09d4d7fb4649c3b8af30db0",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1)\n",
"sp_v_rm.plot(ax=ax)\n",
"sp_b_rm.plot(ax=ax)\n",
"# linear interpolations\n",
"plt.plot(np.exp(xx), np.exp(yy))\n",
"plt.plot(np.exp(xx), np.exp(yy2))\n",
"\n",
"plt.xscale(\"log\")\n",
"plt.yscale(\"log\")\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Distribution in b-V space"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2239a61e26e9465b8c9504b585e5f6dd",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/html": [
"\n",
" \n",
"
\n",
" Figure\n",
"
\n",
"

\n",
"
\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib\n",
"cmap = matplotlib.cm.rainbow.copy()\n",
"cmap.set_bad('White',0.)\n",
"\n",
"\n",
"fig, ax = plt.subplots(1,1)\n",
"coord = \"rtn\"\n",
"\n",
"cs=ax.scatter(-df_1s[\"bhat_t\"], df_1s[\"vhat_t\"], \n",
" c=df_1s.index, cmap=cmap, marker=\".\", alpha=.3)\n",
"ax.set_xlabel(f\"bhat_{coord[i]}\")\n",
"ax.set_ylabel(f\"vhat_{coord[i]}\")\n",
"plt.colorbar(cs,ax=ax)\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.0"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {
"008783d1a1a9413aa1f91c85dc2a59e7": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "2.0.0",
"model_name": "LayoutModel",
"state": {}
},
"00afbb3c11c84355ab8abaf0caeac277": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
"_data_url": 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",
"_figure_label": "Figure 8",
"_model_module_version": "^0.11",
"_size": [
640,
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],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_e4b2c23bffe84a929b2c893ad9c0fb97",
"toolbar": "IPY_MODEL_01a5d7b85dc040639c178881e1961cf0",
"toolbar_position": "left"
}
},
"013f78b8659e412c9798fa723b21f8b3": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "2.0.0",
"model_name": "LayoutModel",
"state": {}
},
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"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "ToolbarModel",
"state": {
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"_view_module_version": "^0.11",
"collapsed": true,
"layout": "IPY_MODEL_e2b657e1ba144527ae6e61986f4ebe51",
"orientation": "vertical",
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",
"_figure_label": "Figure 4",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_a9ef6cde9e524847a82e125d70b4ffe0",
"toolbar": "IPY_MODEL_5ae1c3ce86834519b6b1a153aceaf66a",
"toolbar_position": "left"
}
},
"109d70b0660c419bb1aabddbca953cc2": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
"_cursor": "default",
"_data_url": 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",
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",
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",
"_figure_label": "Figure 22",
"_model_module_version": "^0.11",
"_size": [
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],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_7eac53ef67b94dc989f2f92539f375cc",
"toolbar": "IPY_MODEL_5a7bcb41af0c4ec68dcb947cc1ff6448",
"toolbar_position": "left"
}
},
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},
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"model_name": "ToolbarModel",
"state": {
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"_view_module_version": "^0.11",
"collapsed": true,
"layout": "IPY_MODEL_215ef31ffc5b4e9c8633585c31e43401",
"orientation": "vertical",
"toolitems": [
[
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"home",
"home"
],
[
"Back",
"Back to previous view",
"arrow-left",
"back"
],
[
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"arrow-right",
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],
[
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"arrows",
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],
[
"Zoom",
"Zoom to rectangle\nx/y fixes axis",
"square-o",
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],
[
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"floppy-o",
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]
]
}
},
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"model_name": "MPLCanvasModel",
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",
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",
"_figure_label": "Figure 19",
"_model_module_version": "^0.11",
"_size": [
640,
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],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_950f69ef61054cf4ad34268114a0b8ad",
"toolbar": "IPY_MODEL_73521e24452e4910ab3b7b07e40c2616",
"toolbar_position": "left"
}
},
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"model_module": "@jupyter-widgets/base",
"model_module_version": "2.0.0",
"model_name": "LayoutModel",
"state": {}
},
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"model_name": "MPLCanvasModel",
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",
"_figure_label": "Figure 20",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_8b696f37c0ee4295bdf23f42cbd136cd",
"toolbar": "IPY_MODEL_c2aeb2931e38445f9d07e2e49de9a396",
"toolbar_position": "left"
}
},
"44bb44cddfca45749d7a18f44ee0b54a": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
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",
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",
"_figure_label": "Figure 11",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_e137f2e1a1bb43e79876334e099af7e2",
"toolbar": "IPY_MODEL_7065b0a1f9b54fc7b23badd64c1e9520",
"toolbar_position": "left"
}
},
"5f53834a679e4c398df0a39577eb80ea": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
"_data_url": 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",
"_figure_label": "Figure 15",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_3884d08972b74510aee0b9ee0e60b982",
"toolbar": "IPY_MODEL_06ba3cee389b4c22ac798898b1a796fd",
"toolbar_position": "left"
}
},
"613436fcd9bd4e64a934868d0c7833e9": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
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",
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FpGXceuVR8AJryrgYRXrfB4RlducPHJ8bj5+iaq+lSFu6u7TQacUZeA2UoYu47t+vXrNtFVSqMEgE4KgGypt27dutySbZcuXbg9gGx5l8X869GjB6cKA71Zs2Zh1apVKF26NGbOnMndR0hhYKQ8YpSXFDC/AskpqShJAGh+YTNAjfoAkA0r8cPHuPvdBm6E48+Mx55He9CvYj8Mrz7cJqMmADQs+5MnT1C8eHFcu3YNVapUETU/vXv3xrt37zj4FJsIAJ0UANmw9+3bhzFjxuDBgwecsbEDIcIpYPa7EAiaHQzRDARdsWJFUfZFp4BFyUSZSAHJChAASpbMaQoYAsDkuAL4d9BhTodKaypx/9fdxR3XvrpmE20IAAkAbWJ4Ehqlu4AliKWblQBQgXhUlBQwokBScgpKjTuoykF7AMlcBAUIAC1rC8whMnXqVG4Llaurq6qxdu3aIVeuXJwzhXnhfvjhB0yYMIFznrRu3RrLli1TXaDADlGy/fa3b9+Gm5sb6tSpgwULFqguYXBxcdEaRKNGjbjVN0NJ3wHMEydOoHHjxkbFIA+gcVshAFTwLBEAKhCPipICRhRITE5BaQJAshE9ChgCwNQUd9zuw3v7BA8g+29bXROnFz5SU4HEGNvMq0cWQAe89HUkPDyci4xx4MABNG3alMvCIC9//vzYu3cvt4d+7ty5aNGiBbfFiv3Gtln17duXu1mLpR07doBBXqVKlRAdHY2JEyeCLfuyfYMMKtkWrVq1auHo0aPc1assakfu3LkN6hIVFYV+/fqBfXPZli2WWH5WzlgiACQAtNjDRgBoMWmpYidXgADQyQ3AyPDfxb1Dgy0N9OYQYE8TAE93PY1cXrmsLqhe+EiIBmbaKKbl2FDAM6soHdiFCHnz5sWKFSu4/Gzv/KRJk7iLFaZNm4Y5c+bgxYsXKo8fO0jJrlG9cOGC3vpfv37NHbC8desW2BYr2gMoahosnok8gAokJgBUIB4VJQWMKJCQlIIy42kJmIwkvQKGADA5tjD+HczbjCYAVvOphjWtTd/sZG6tHRkAt27dCnYpwsuXL5EpUyawJdpq1aph3rx5YMux27Ztw507d1SSsX9ftGgRF16NpUePHnHLwwwI37x5g5SUFM4TuH//fgQEBBAAmtvYZNZHAChTOFaMAFCBeFSUFDCiQExCEspPVN/GQ3sAyVwEBQwtAbPfT3Q5gbyZ82oBIPt3WywDO+oSMNMrNjYWvr6+WL16NWrWrAkWV5ct21avXp0DQN0wMPPnzwf7H/PsscSuYmW3ZDHPILtpiwEg8/zt2rULHTp0IAC0k8eZAFDBRBAAKhCPipICRhSIjk9ChUkEgGQk4j2AQs7AToFotaOVVkG7AUAHmlAWdiUyMhL+/v5YuXIl7t69y/XeFAC+ffuWWz5mS8INGvBL9WfOnOH+WwBAdgNXoUKFcOXKFQ4qxSTmkQwLC+P2IYpNtAfQuFIEgGItSU8+AkAF4lFRUsCIAm+i4lFj+lFVDvIAkrkIChjbA8jyTKg9AdMuTCMAVGgyR44cQdu2bVGsWDH07NkT48ePFwWAzNvH9vuxk8Fs3+CzZ88wevRozoMoAGBSUhKyZ8+OcePGoX///vDy8kKOHDmM9pjF6WUnlA8fPow8efJw+T08PIyWIQAkAFT4GBguTgBoMWmpYidX4LtN17D3RigBoJPbgb7hEwBaxyiSk5O5ZVzmdWN7+kqUKCEKAFkmdrp36NCh3J5APz8/LFy4kAvZIgAgy8OuaWXhZtjVrMw7aCwMDMvPDpKwSxzOnz8PdiqYwsAotwPyACrQkABQgXhUlBQwokCx0fu1fiUPIJkLeQDJBqQqQB5A8gBKtRnR+QkARUtFGUkBSQoQAEqSy6kym/IAjvcfj+kXp2tpQnsAncpEVIMlACQAtJjlEwBaTFqq2MkVIAB0cgMwMnxTADi61mj8fOlnAkAHM6Fs2bIZ7PHBgwdVB0qkDIsAkABQir1IyksAKEkuykwKiFZAFwAfzQyAm6v29VGiK6OMGUoBAsAMNZ2qwTx8+NDgwNiJ4cyZM0seOAEgAaBkoxFbgABQrFKUjxSQpoAuAA5tUgrft/CTVgnlzpAKEABmyGm1yKAIAAkALWJYrFICQItJSxU7uQK6AMjkoIMgTm4UacOPiItAwy0NDYoxquYo/HL5F63faQ+gc9oOASABoMUsnwDQYtJSxU6uAAGgkxuAkeGbAsCRNUZizpU5BIBkQiAAJAC02GNAAGgxaaliJ1eAANDJDUABAP5Y40f8euVXAkAyIQJAEzZAcQAVPCQEgArEo6KkgBEFCADJPAwpEB4XjkZbGhkU6OO8H+Pmm5sEgGRCBIAEgJZ7CggALact1ezcChAAOvf8Gxu9KQDUV5b2ADqnPdESMC0BW8zyCQAtJi1V7OQKEAA6uQEYGT4BoG1tY/Lkydi9ezeuX79u246IaJ0AkABQhJnIy0IAKE83KkUKmFKAANCUQs77+9vYt2i8tbEkAcgDKEkuo5nNAYBPnjxB8eLFce3aNVSpUsV8ndOpiQCQANBixkUAaDFpqWInV4AA0MkNwMjwCQBtaxsEgLbV35yt0yEQBWoSACoQj4qSAkYUIAAk8zCkgFQArJinIja12WR1QY15n6zeGQkNLlmyBFOnTkVwcDBcXV1VJdu1a4dcuXJxnju2BPzDDz9gwoQJiIiIQOvWrbFs2TJ4e3tz+QMDAzF9+nTcvn0bbm5uqFOnDhYsWICSJUtyv7u4aN/q06hRI5w8edJoL3v37o13796hfv36mDt3LhISEtCtWzfMnz8fHh4eesuSB5A8gBJMX1pWAkBpelFuUkCsAgSAYpVyvnxvYt/gk62fiB54kyJNsKDJAtH5zZVRH3ykpqYiNinWXE1Iqieze+Z04KWvgvDwcBQoUAAHDhxA06ZNuSwM8vLnz4+9e/fi3LlzHIC1aNECU6ZM4X7r0qUL+vbtixkzZnD5d+zYwbVVqVIlREdHY+LEiWDLvmzfIIPKy5cvo1atWjh69CgqVKgAT09P5M6d2yQA7tq1C927d8ewYcPAro7r2rUrB4ADBgwgAJRkDXxm8gDKEE0o4igAmJCcgM13N6N+4fookaOEghFTUVLAOgoQAFpHZ0dsRSoAflLkEyxsstDqQ9UHgDGJMfDf6G/1vrAGL3a/iCweWUS13b59e+TNmxcrVqzg8i9duhSTJk1CSEgIpk2bhjlz5uDFixcqj9+oUaNw+vRpXLhwQW/9r1+/ho+PD27duoWKFStyMCh1DyDzADIv4aNHjzivIksMPBlQbt68mQBQ1MxqZyIAlCGaowFgr4O9cPXVVa7bttgMrUBiKuqkChAAOunEixg2AaAIkfRkkQKAW7duxcCBA/Hy5UtkypQJbIm2WrVqmDdvHtgewG3btuHOnTuqVti/L1q0CEFBQdy/MUhjy8MMCN+8eYOUlBTOE7h//34EBATIBkAGkqwOITFPIIPK48ePEwDKMAsCQBmiORoAVlpTSTVKAkAFE05FraaAPgBc3acmGvv5WK0P1JB9KiAVABsXaYxFTRZZfTCOugTMhIqNjYWvry9Wr16NmjVromjRotyybfXq1TkA1A0Dw5Zh2f+YZ4+l8uXLo0iRImCewYIFC3IAyDx/bAm3Q4cOsgGQ7QFkbQtp+PDh3LKyof2DtAfQuNkTACp4LTjKEjABoIJJpqI2UUAfALKOPPn5U5v0hxq1HwUkA2DhxljU1D4A0H5UNN0TtuQaGRkJf39/rFy5Enfv3uUKmQLAt2/fcsvHbEm4QYMGXJkzZ85w/y0AYGhoKAoVKoQrV65wUCkmCYdACADFqCUuDwGgOJ305iIAVCAeFSUFjChAAEjmYUgBAkDr2MaRI0fQtm1bFCtWDD179sT48eNFASDz9rH9fuxkMNs3+OzZM4wePZrzIAoAmJSUhOzZs2PcuHHo378/vLy8kCNHDqMDIwA0/7wTACrQlABQgXhUlBQgACQbkKHA65jXaLKtieiS5XKXw9a2W0XnN1dGRw0DI4w/OTmZW8YNCwvj9vSVKMEfIDTlAWR52OneoUOHcnsC/fz8sHDhQjRu3FgFgCzP8uXLuXAzz58/57yDYsPAkAfQXBZKp4AVKUkAqEg+KkwKGFSAPIBkHIYUkAqArB5b7H12dADMCBZIewCNzyJ5ABVYub0DILszc87lOdgXtE81Slu8CBVITEWdVAFDALh5YG3ULpHHSVWhYTMFCADJDsQqQABIACjWViTns3cAHHlqJAKfBGqNiwBQ8jRTARsoYAgAWVfoIIgNJsSOmnwV8wpNt/EBisUmW7z3yAModnb4fNmyZTNY4ODBg6oDJVJqJQAkAJRiL5Ly2jsAdtvXDXfeqmM1scHZ4kUoSVTK7PQKxCQkofzEQwZ1IAB0bhORA4Cnup5Cbi/jN02YW1UCQGmKsps9DCV2Yjhz5szSKgRAAEgAKNloxBawdwD8Yt8XuP32ttZwCADFzi7ls5UC72MSUXnqYQJAW02AnbcrBwA/L/M5JtWZZNWREQBaVW69jREAEgBazArtHQC77++OW29uEQBazAKoYkso8D42EZWnEABaQtuMUOfL6Jdotr2ZpKE0L9ocvzX+TVIZpZkJAJUqqLw8ASABoHIrMlADAaDFpKWKnViBdzEJqDL1CHkAndgGjA1dDgA2+6gZ5n0yz6qKCvDB4ujJWb60amczaGPsRhPh3mEWa1Az2fv32xpTQqeAFahs7wbUY38P3HxzkzyACuaYilpfgdeR8ag546jBhq9PbI6cWTyt3zFq0S4UkAOAtrgOjsXRu3//PhcUOU8eOrluC+Nht5K8evUKZcqUgZubGwGgziQQACqwSrsHwAM9cPM1AaCCKaaiNlBg48VnGLtLe+uCZjeOjGiI0r7eNugZNWkPCryIfoHm25tL6krDwg3xe9PfJZUxR2YWRJndX8sgMEuWLHBxcTFHtVSHCQVSU1MRExPDwV/OnDlRoECBdCXs/fttjUkmAFSgsr0bUM8DPXHj9Y0M5QFkJ0Q93Fy5/1HKmArUmH4Ub6LiDQ6OADBjzrvYUckBwHoF62Fx88VimzBbPgYiL1684CCQkvUVYPCXP39+veBt799va6hFAKhAZXs3oIwGgNHxSagw6RAK5cyMs6PFXwWlYIqpqA0U8J95FC8/GAbA1X1qorGfjw16Rk3agwJyALB2gdpY1mKZzbrPloMTExNt1r4zNuzh4ZFu2VdTB3v/fltjzggAFahs7wb05YEvcf319QzjATz36A26L7vIjYdiwSkwXDsvWnfWMYS+jzPYSx/vTLg0TtopUDsfMnVPggJyALCGbw2sarVKQiuUNaMrYO/fb2voTwCoQGV7N6CvDn6Fa6+uZRgAPP/oLb5YdoEAUIHNOkLRej8fx/N3sUa7Sn8AOMJMWqaPcgCwqk9VrG291jIdolpNKnD06VEceHwAU+pOgbenfezftffvt0lRzZCBAFCBiPZuQBkNAC8EvUW3pQSACkzWIYrWn30cIRGGAdDP1xuHRjR0iLFQJ82vQFhUGFrsaCGp4sr5KmN9wHpJZSiz+RSotKYSV1mfCn3wfY3vzVexgprs/futYGiiixIAipYqfUZ7N6CMBoAXg96iKwGgAot1jKINfzmBZ+Ex5AF0jOmyei/lAODHeT/Ghk83WL2v1CCvgACAHUp1wLR60+xCFnv/fltDJAJABSpbwoBSUlLx/dbrXJiLbz4ppaB3QK+DvXD11VWtOhz5KjgCQEXm4DCFG805gadvCQAdZsKs3FE5AOjl5oXLPS9buafUnKCAAIAdS3XE1HpT7UIYS3y/7WJgEjrhFAA4a9YsjB07FsOGDcP8+fM5edjx/ClTpmDp0qWIiIiAv78/fv/9d1SoUEG0fJYwoHMP36D7cvMcdMhoAHjpcTi6LDnPzQ/tARNtpg6XscEvxxEcTnsAFU9caiqQAePOhUaFouWOlpLlceQ/fiUP1s4KCADYqXQnTK472S56Z4nvt10MTEInMjyOb11hAAAgAElEQVQAXr58GV26dEH27NnxySefqABw9uzZmDFjBlavXs1FCZ8+fTpOnz6Ne/fuwdtb3CZVSxjQ7mvPMXwLf3JXKeT0DuyNf17+k2E8gJefhKPzYgJACc+3Q2Y1tQewQem8WNfP3yHHZrVOv/oPWNseaDgSqDXAas1aoyECQGuobN42BABktd746gZcXWwfx9US32/zqmb52jI0AEZFRaFatWr4448/OMCrUqUKB4DM+1ewYEEMHz4cP/30E6dyfHw8fH19wcBw0KBBopS3hAFVnHQIUfFJBIB6ZuDKk3B8TgAoyjYdOVPlKYfxPtZwzLT6pfJifX8CQKNzvKIFEMyvJGDye0c2h3R9lwuAW1ucRXbvSEw6Owm9KvRCg8INMpQu9jwYTQBc0WIFahWoZfPuWuL7bfNBSexAhgbAXr16IXfu3Jg3bx4aN26sAsCgoCCULFkSV69eRdWqVVWStW/fnrs2Zs2aNXplZJDI/ickZkBFihTB+/fvOQ+jOVKx0ftV1QzseAOP3z/G4maL4eaqfY+hmLb6BPbBlZdXtLI68jLIP0/D0elP3gP4eFYAXaskxggcME+1aUcQHp1gsOdl83sjcDidAjY6tcuaAs/Tnv0MBoDPo56j1Y5Wki078r+f0eSTHbj8gt8L6MjvQsmDt3EBTQD8o+kfdgHfBIBAhgXAzZs3c0u8bAnYy8tLCwDPnTuHevXq4fnz55wnUEgDBw7E06dPcejQIb2Py+TJk7l9g7rJUgDoXW4019TKlitRM39NyY9w30N9VS87obAjv/SuB79Dh9/PckN5NDMAbq50r6Zko3CAArVnHsOLD4YDQbMhKN0e4QAyKOvi8mZASNqhBwJATksGgB/XXsL9UU0AqMy8pJYmAJSqmHXyZ0gADA4ORo0aNXD48GFUrlyZU1LTAygAYGhoqNYl0QMGDAArGxgYqFd9a3sABQBkVxixq4ykpn6H+uHSi0taxRwZAK89i0DHP84RAEo1BAfLTwBohglb3hwISXv2u20E2J4rv9ZmqNj2VbD7zdk1l1ITAaBUxcyXnwDQfFqas6YMCYC7d+9Gx44dte4BZHcxuri4wNXVlTvoUapUKclLwLrCm9uFfDHsIvru/xFxLzogOaosBABc3mI5/AtI3/NEAGjOR4XqspYCBIBmUFoTAIXqvtoDlGhshsptW4UmTEjpCQGgFLXMlzcqIQp1NtVRVUhLwObTVmlNGRIAIyMjuaVczdSnTx+ULVuWO/TBQr2wpd8RI0Zg1KhRXLaEhAT4+PjY9BBI4y2N8TbuLdcf9rJSCoD9D/XHxRdpG8HTxMgoHsCHM1rD3c32J8mUPoBUPr0C/jOP4uUH9V5bfRo5yhLwnHNT8eDxUfzZ4Be4fSTdiy/bPjQPgWhW4uDLwbFJsai1QfoBgpTEHIh+OAaVay9F0PsgThFHfhfKtgsbFCQAtIHoIpvMkACob+yaS8Dsd3bal8UHXLVqFUqXLo2ZM2fi5MmTNg0Do/mXrSYAyj011f9wfzCvomZy5JfemQdv0HMFPx4CQJFPuANmy0gAKDzTS8Jeoe7A80DuEtaZkRUtgWD+2kSt1GQCUK4dkK+Mdfph5la239+OKefT78M21QwBoCmFLPd7dGI0am9U//FDHkDLaS21ZqcFQCEQ9JIlS7QCQVesWFG0huZeAjY3AA44PAAXwrQ/Ao4MgL1WXsKp+68JAEVbqGNmrDXjKF5FZgwPoPBMj3kTju6RUXpDsiSnpJr/QNPKVsAz/sS83tT+d6Cq9H10traoTXc3YebFmZK7kZKYHdEPx5IHULJyygvEJMbAf6N6C1P3st0xxn+M8ooV1mDu77fC7tikuNMAoCXUNbcBEQAan6XOi8/h8pMILtODGa3hQUvAljBrm9dZd9YxhL7PGKeAhWfaPzYOy1+8SgeAk/+6gx1XQ3D0+0bwze6lWHsGk/+FfUCFwK5wCTYCgKwlB1wO3vjfRsy6NEuyTgIAVqm9DI/eP+LKO/Ifw5IFsGEBXQC0F+3N/f22ocSymyYAlC0dYG4DMgSAcsPAZDQPYMc/zuLas3fcjI3r/gInQ45jafOlyOqRVfQsvoqMQ96smeBKIWREa2btjH+cfIhfAu8ZbdZR9gAKz3Tt2Fgse/Gag66Ba6+AgdryXjVQfMwBbpyDGpXAmNblFEs9bd+/WHHmMU7lmY2i0TeM1zfhDeDmobhNa1XAwrdMPjc53f3mYtoXloAJAMWoZd48BIDm1dOctREAKlDT3gFw4OGBOB+m7QVw5L96NYNkCwdkhlUbhv6V+ouaxZP3XqH3qssIqJQff/SoLqoMZbK+AusuPMWE3beNNnx7Sktky+Ru/c5JaDE5JRlV1lXhStSMjcPKF68QM/Ytyk/k44yeHd0E9X4+zgNgwxIYE6AcAIVnZJvnZNR0vW+0t6n5KyG02xEUyplZwqhsl1Xq6d+U+LxwzfSG6zABoO3mTd/BHXv4Dpn7+207heW3TAAoXzvLegDvTYS331Sud3I9gIOODMK5UD5unpDs4cGTK7k+ABxceTC+qfKNqCq7LT2PC0HhXF5H8SCJGlgGyyQGAKe0q4BedYvZ9cgTkhNQfT3/h0a9mFgsfvkasWPeotwkHgAXdKuCYZv5e79tAYCs3WJxG+EIWrK+SgXAqAc/IVvp2VoAWLXOcjx895D7N0d+F9q14et07kPCB9TbVM/uvkMEgBn4JhBrPCDmNiDNF1xyzEdwy/JMEQAOPjIYZ0P5mzMyKgC2LNYSvzb6VdR0EwCKksnmmXgAvAnXzMFIiS0EIL2nb2xAWQxsWNLmfTXWgfjkeNRYX4PLUjcmFktevkZ8p7Xw28CPp3fdYlh97gn33wMblsBYK3sABQD0dHfF/en2HyRaKgBqRlIQPIAEgNZ/ZMLjwtFoSyO7+w6Z+/ttfWWVt0geQAUamtuADL3gVrVchRr5+Q+JlOQMAOjq4oobX5nY65QmGgGgFOuxXV62h232xd+QKe9JrhNRD8YiNUn7rm1HAMC4pDjU3KC+wvHWY/4Pugsp5VDaJQTnPvoa3z3gl4jNDYAXMw2Brwu/X9ZYYh5ADzcXPJgRYCqrzX8nALTcFFx/dR1zLs/BqFqjUDkff3uWuRLtATSXkuavhwBQgabWAsDVrVajuq/0PWuDjw7G2ecZ2wPIpk/sUg4BoAJjt2JRttSfrewYuLikcq0mRfkhNriPVg86VSuMuV3M+6Ey9xB19z4JAKjZDgMwlgY0KI5xn5ZX3AWmXSYk4J5Xb1F1Ce07wpYIAkBRUyork6CtlD+oxTakGweQlbva8yo8bHwAydzfb7F62FM+AkAFs2FuAzL0gpMLgF8f/Rpnnp/RGqFYWFIgi8WK6tsDSABoMbltVnGx0fuQrexYFQAmx+dDTNAP6fpj79BiKwB84tWd0yraxQVZU3mINpQIAG1m5nbVsOa3x9zfCN2bQISBD682HP0q9bOZDub+fttsIAoaJgBUIJ4cA2LXEG29txX9KvZDviz5tFo3NwAOOToEfz//WzQAzjl0F/deRGHpl9XtMkyKCgBdEuFddoJqXGJfWOQBVGDsVir6JvYNGm3oAFeP96oWHRUAdZe+9HkA68cvQEhqPvSvXxzj2yj3ANYfsxpnMg3Dqcxe+Da/DwZHvMc379Ra6k4jAaCVDNvOmzEXAN55ewfDTwzHd1W/Q7uS7bhRRyZEou6munoV2PTpJlTMK/7yBXPKKOf7bc727aEuAkAFsyDHgGqur4m45DhuSZd59jSTIQBc02oNqvlWk9xTKQA49fxUbLx8H3Gh3bCunz8alNaGU8mNW6CACgBdY1QnpFkzN7+6ybXm4uJitFUCQPNOSlxiMj7EJsLHDAGMhZ4tuLoAy28t1+ooC+cRHfRjus7buwdQDAC2j5+KG6mlzAaA/cZOxQrPuWhRpCDC3PnDJvrAUxDT2QCwWt0VeBDxgNel1y3zPhAOXJu5ALBPYB9ceXlFS19jAFg8R3H81eEvmygn5/ttk45asFECQAXiyjEg4UHL7J4Zl3pcEgWAa1uvRVWfqpJ7+s2xb3A65LRWOX0vPc14ZdGPv0XninUw+/OPJbdn6QJqAIyFt5/6PtBGhRshLDoMW9psgbur4dhwXyy9gPNBb7lu2js8WFpLc9TPYtg9fxeLEz82RvG84oNxG2v79+u/Y/GNxdoAmJAH0Y9GOhwA6u590gdiHeKn4npqKfSrXxwTzOAB7Dn2Z6z3nIW2hQrgiScf5NkUALojCQ97JgPF6gPZfMxhGhapwxx7AAkA9U+NuQCw5faWCI0OVQHgy+iX6PhXR84LqC8VzlYYBzsdtIi9mKpUzvfbVJ2O9jsBoIIZk2NA9giASSlJqLqOB8z4V63QvOAX+L2HdI+jppTHnh2Dh6sHGhZuqEBh7aJqAIyDt9/kdPWua70OVXz4U5X6EnkA9ety4/UNsBOr/gXU93WKmTRhPsZ/Wg79G5QQU8Rknj+u/4E/b/yZIQBQd++TPhD7LH4yrqaWMRsA9h87Fcs956J9oQIIEgmA37jtxkiPrYB3AeCHuybnyBYZ1t5ZizlX5khqWl8YGEcEQPZ+HntmLKr5VEO3st0kaSA2s7kAsMX2Ftwf4ywxZ4MpaPfN4oujnY+K7aZZ88n5fpu1A3ZQGQGggkmQY0DCA+Hl5oXLPS9rtW7oYTEFNoaG8O2xb3Eq5JTWz/o8gJoAmBRTFE1zTMX/ussHQM2lr4vdLyKLRxZJKrOQBOzC99G1RmstfasBMB7efpPS1dmjXA+ujDkAMPRdLPbeCEW3Wh8hR2bHuS5LktBpmQW7O9zpMApkKyC6CksA4Pgz47Hn0Z50fWAfc91k715c3aUvYwDYt15xTGyrfA/gjglt0Mntb7QrVACPRQLgHs/xqOwaxMtrh/cDP/3wFG12tRFtl0JGfQBYve5K3I/gb0hxlCXgg48PYtTpURbtsyUAkL37/Tca/6OSAFCyWZu1AAGgAjkzIgAmMwDMOQ2LvpC+5CxIyTbyf7L1E+7/PdHlBBgQfpT9I9FKG3oZqQ+BJMC77ES99Z394iyye2rHjBMySlkCFpY3neHaOEHvjQEbUSlfJdHzJMzHuIByGNDQPB7AcWfG4a9H6fcEOSIA6t6AYA0A3DnhU3zicQ4NixZWzaOxJeBVSS05YMzuEmO3AHgz7DJ6HO4r2i71ASD7t6j741DNf5vDAeC2+9vA9mhbElrNBYDNtzfHi+gXXF//7vo3GmxpYHLebAXicr7fJgfjYBkIABVMmBwDkrMELNcD+N2x73AyhA+mKyRTHkB2A0mznNOx0EwAWK9gPe42ksl1JqNTmU6i1FYCgKy9xc2195DJAUABbrwzuePWlJai+u2omQS9NwRswMf5xO/9FDQyZ1BmQx7A2NDOSHrP/ihxVclsrx5Atu/pQtgF1CtUT/WHEPfxTgsErWknneIn4Z9UP/SpVwyT2lZQbEL7JrTA4zx3sTRXDlEAmK5BGR7AO2/u4NH7R6pTn4oHoVPBzTtb0ePKNMnVanoAWWEWT7J8kVSrAmBqairYHwI5MqnnQ+pAdtzfgcnn+S0vloIlAkD9TgOpc+Vo+QkAFcyYEgDUXQIOfBKIkafSb3Rn3ZMNgMe/w8lgwwAYEZ2A+y8jUa1odlRbzy/5MgBsnms6FnQzjwdQkLdQtkII7BQoSm0lAMgamFfzKBYdf4C5XaqglE82VZtSPIAC3GTL5I7bBIB6580SADjh7ATsfrhbb3uxId2RFKkGVHsFQHbvKfvody/bHRvv8oGeDQHg0eSq6J84Evmze+HkyMbw8nBLN/bElERuP62YtGtCAILz3saynNYDQOF5XdFiBWoVqCWmm5Ly3Pp3G7pf5j1gUpIuALLr4Mr6+FoVAL8/+T2OPD0CJeFONt3dxG2JcQQAbLatGV7GvOT6errraTTcYnoPuKWg1pStyPl+m6rT0X4nAFQwY3IMyNAeQGObZdcHrJd1Pc/Q40NxIviE1gg1H7Yq03fjQ9JLLPzsU4y5xt8FmhxbBC1yzsB8OwTARnNO4OnbGMDF8BIwG4OwXFihYHbsH6pegiAA1G/s9uQBNAaAeRPb4PHD+qpB2CsACnqyE44hUSFGAZD96Be3GvHwRIcqBdM9d6FRodz+t89Kf4bxtcebfFttHd8OYfmuY7kNAHC8/3h0LdvVZB+lZrg1Mx+6F8ovtRj3HvAup94TzACwnE9+3Iu4Z1GY0uyoYAuti7fGLw1/kTwGVqD6uupISEmwaJ/FegATklIwYfdt1C+dF20rF0w3Hk0AnN1gNn76+yeTYyYANCmRxTIQACqQ1lwAqBmGRV93LAWAFVfWgotbLKp5jsLVBP7llBxbGK1yzcJvXQ2fpjUl2euY12iyrYlWNnN4ABv+cgLPwsUDYOFcmXHmJ3U/CADTzxxbovp4Le9Vk2pnggdwTOuyGNSopCmzEPW7oSVgVjhvYls8fljPYQBQd8CG9uINTxiC3Sk82OpC7fQL07Hl3hbRH/8hYyfAz3cNAWDaH4L2AoBsAuWCjlg4E/WAGcgkto31F55i/O7bem2V/aMmAA6tOhQLry002S25upis2EQGOd9vpW3aW3kCQAUzIseA9O0BNLb8y7ondW+WMKRhx4fhePBxrRFqPmxCX4q4NUdw8pE0ACyEVrl/xm9dzAuAUuI9GXoZNfjlOILDY017AO9NBlK80r2kCAAtA4CjW5fFYDMBoKFDIAIAPgvNj9RkL6TEF7LbWI6GvPmGAHBiYi+sTeb3meoC4LTz07D1/lbRAPj12Iko67uaAFAvAGZHOZ8CNvEAZhQAnH/0PuYf5QNp6/PAa9o+AaACuLBSUQJABUIrAUDNPYAzLszA5nubDfZELgCyK3lYPD7NJAYAW+eejbldKstWRp8HsIh3ERz47ICoOg0BYP1fjiAkPMEkALJYhglvG3Nt7fuuPioW4vdDEQCmlz8lNQWV1/JzLdcDaE4ADHwciJGn9e+FzZnUAO/c+asN2fKevS8B66ptCAAnJfbCGgMAOPncZOx4sEM0AH47djxK+661CQCO8x9nkTh1t2fmwxcSloBZKCt2YCjxXW2dJeDsKO9bEHfD+ViH1vA8ifWsGXsxmqMOUy9esW0QAJpS0rF+JwBUMF/mAsA5l+dg7b9rDfbkxxo/oleFXpJ7OuLECBx9ph1k0yQAxhVEQO5f8Gtn+QD4KuYVmm5rqtXfj7w/wv7P9osag76X0Wd/fcZd4cSdBv1QyWAYGNZA/KsWSHjLL/2u6VsLjcrw19rJAcCsnm64M7WVqH47YibN7QdSDxsJS8A/tSqLrxubZwmY3VzDbrDRl3K7VEJ4Kn99V9T9CXg8o4tdSi7VAzgl8UusSub34OpC7aRzk7DzwU7RwDJ07FiU9F0vHwC//w/Inn5vlxhAGVVjDL6s0N3sc3JnZj50kwCAmiGDNJeAWcfK5i5rNQDU3dojFzjFwpkS4cW2IQUAv63yLf53/X8muyVXF5MVm8gg5/uttE17K08AqGBG5BiQvkMgv/3zG1bdXmW0J3IeEnkAWABt8szBL5/bFwBqvqAi7041AYAtkfCWj0NIAGjcwB0KAN1LIjzpETegxA+VcPc79QlbBY+x2YuaEwB190SWy10OW9vyS8L60phx3yO/z3b5APjdVSCPNJgXxtum4DeY1Xyw2fU0KwDmKou7EdbxACYmJ6qiKzBR5LzDWTmxcKZEeLFtzDtyH4v+PotMPgewuev4dIcTNev5pso3YFc7mkpydTFVr6nf5Xy/TdXpaL8TACqYMTkGpA8ANTfOGuqOnIdEHgDmR9s8cxXdBazPA1g0e1Hs67hPlNr6Xkaa/xbzrC+yfLTSYF3xr/QDYPdlF3Dukbi7gAXvVhZPN/ybgT2AmrfAyPUAjmrlhyGNS4maW1OZTgWfwrfHvzWVDSkJeXBngHaII5OFrJRBKgBOTfwSKw14ANkNEOwmCM10tedVeLjpDwszdtz38PHZjhVyTwF/ewXIW1qSUsJ4W+X/GnNaDpFUVkzmOzPzolsh8TfU2IsHMD45HjXW11ANUc473B4BcPG/s+CZ8wp37/q1L69pTaGm7Q+pMgTsakdTSa4upuo19buc77epOh3tdwJABTMmx4D0AaChD4Zm1+Q8JEIMKqEebw9vnOt+TlWtvkMg8W8a4bNiA/FzJ/EBgXUltDQAmpqypOiSiH02gMum1AOY0QGQxZirto6PASkXAEe29MM3n1gXAFl/5TwTpmzHHL9LBcBpiT2xIjmAa1p3Cbjjno54+O6hVrcu97gML3f+kJNuGjluJAr5bJEPgN9cAvL5SZJBGG9L36/xayv7BsA8XnnwNo7/I9DS9hObFItaG9RxEeW2V2djHUQlRlm0z1I8gCtCusLFNUlvf7QAsPIQ/HGDAFDSw2TlzASACgSXCoBXXlxBn0N9uBY1D4FYCwD9cvlhe7vtRgGQ/RiQbS1md5IfCFofABbLXgx7O+4VpbamHuxj1/dQX9x6w+/9EpsELwABoHHFNJepCADFWpfxfNIBsAdWJH+qFwA1r9YSWr3U4xIyu2e2DAAOOA4Uqi5JCGG8zX0H47dW+vdviq4wKQE4MQMo3RwoxofGMacHULMfcoFM7Fg070RXApwLry7EslvLHA4AB1cejMU39N/KZM15MDRfUr/fYufdkfIRACqYLakGpPmXnDUAUHf5SCwAVvX6Bmu7yt/Lw67Cara9mZaycgFwRv0ZYKFBpCZ9AEhLwOlVzMgAeDHsIliIJXaIKqtHVqkmJDu/VABcmdQKU5O+0guA+uq62P0isnhksQwAlu8AdFkjaewqAPQZjN9aKwTAswuAI2n3fKddS+eoAPjf2//QZZ/6oJJc4GQQJeylk1uHqQkV6wH87ch9rBTpARz08SAsubnEVNOQ8m0wWZmEDFK/3xKqdpisBIAKpkqqAdXdWBeRiZFci2z/xPHOx5HLK5fWJl9D3ZHz4I/+ezT2B6lP3ooFwI+9+mFD1+GyldEHgFL+AtZ8GU2vNx3jz5q+AUG3swSA4qYvITkB1dfzHp+VLVeiZv6a4goCEPZJ/tiiDL5tIm3fmKFG2NWF3x3/TlQfTD0Tgh31Kt8LP9b8UVSd5sgkFQBZm8Xi+AMtukvA+uo62fksei67gaof5cTMjpW0usyWgAv6bMFKuXsAWW0S7wMW+tjMZxDmtTa9f9Ooxnu+Ba6t47Ok9ePfmXnR1Ux7ADXb1rWfNeee4F1MIoY2LQUXFxfFpqA7d6bs1VCDS24sUZ2mlVuHqcFIA8AucHFN5qrU7Y9mPQM/HoilN5eaalpvPaIKKcwk9futsDm7LE4AqGBapBqQcEeoZpPb2m5D572dTfZCzoM/5u8x2BekPnghHgD7YkPXESb7ZCjDi+gXYEtXuknsGDRfIrMb/Iyf/lZf5yS2UwIALv2yOlpU4K+RkuMBzOzhhv+mZdwwMLob1dnG7a8rfy1KZkcBwGYfNcO8T+aJGpPSTJo3q6Sz/8fPDFZfOm4tEuEuCgBnVduNbzfwJ1l1gdHhAXD3EOD6BrMBoFehjfDIflOv7rrvI8GeA4c3QNn82ZWaQro/7MW+/3QbXn5rORZcXWAQlCLiIjgPt6ebp+w+WwIAB1QaoFq6NtUxudqYqtfY71K/30rasteyBIAKZkaqATXY3ADv4t/JalHOA6ILgCwGFgNOIek7BMJ+q+zVF+vtBAB/LfUFfny4SbJmMc/6IDnaD3/0qIaASvwJQgLA9DLGJcWh5gZtr59gawxmQiJiUSS3/uVGWwPgnOpH0Kqi4TtiVZ4pKwLgnTd30G1/N/3AYQQAhWVgMR7A8RV34Kdt+m9jYACYy3cbNuXwVvXBUABqgw+VLT2AuwYDN9KedzN4AOUA4I6v66J60VyS3zm6BczlATQGgMJqi28WXxztrB3zVcoARAPg4XtY+ZwdAjHtAZQCgOze4IAS/EEoayWp329r9cua7RAAKlBbqgE12tII4XHhslqUA4Bj/x6LvUHqgxdiPYCVM/fF+i428gBGPEGlv9qqNBqfry6mv1afXJYiHvMCEgAaV8wYAE7ccxtrzz/FpLbl0ade8XQVMQD0zHMSRQs/w45Oy5DdU7nX5MSzExh6Yqioaa4YvwybBtY2mFf4qGVxz4JzX5yDm6ubqHr1ZYpOjEbQuyBUzFvR6PKgsUDWpkBsWVIABhQOAXrvB7x4LfUtAY+vuB0/beNPBgvAGB2fhHsvI7FpyUwElgnUGoKpdtONVyYANvcdhN9aKVwC3tgVuJ/WfwJAbmqMAWD3/d1VB+TkfCOEuZcLgFMqHcTJe68x87NKyJbJXcte+1XshxW3V4h+5pT0X3QjGhmlfr/ltGHvZQgAFcyQVAMSc9rXUHfkPBy696qKBcAqmftina0AcHIOVCr+kUqGQbmqYkmEdqwpsVNmDgDU/MiKbddR8h16cgijT49GUiof0kFIgq0JHj5Dy+Dsd+Gmhe+rf48+FfkT7kqSJQCQ9adEjhLY02GP7K61390eQe+D8HODn/FpCf7Err6kBABV9bWZB9Toy/2/+t4Z4ypuw+htfEBsAQA/Xfg37oR+QGe3kzYDQLPsAZzMX9vIJQaAj07gvy2d0UXmHkB5HsA6qF40t2xbEQpawgPIVnDYSo6+NuR8I6TWwx8CUe8BFLbaCLFANcfct2JfrLxtOF6rrsBK+i9nsqR+v+W0Ye9lCAAVzJAUA2IfD/YRkZvkPBz6AHBRo3UokIMPIWFoCbhKlr5Y13kEEpNTcCP4Hap+lAturuI3RSvaA6gDgHL1YuXYy+n37tXw6cfpl4DHBpRF3ZJ5VfcE67YjwI/mR1ZJX+yxrMHDCr34kDtSAJDtG2T7B5UmKQBYKWEZNg4w7QEU+iTnGWJlNYNlNyrcCP9ravh6K7MAYMCvQC0+jqW+ORpbcSvGbAvifsEMdpUAACAASURBVBcAUJirLm4ncLDMIa1pkOoBnFv3En5oIT4WoFkPgWgC4Lf/AP+rjv88PQgA0/YAsr1+F7pfMAiAzKN/6cUlNCjUQNJBFtEeQAaAz7vAxYVfAhYAcFCjEhjTupyWvVb1qYprr7T/eI9+NAKe+Y7CI3v6sF5yn0+57xwp32+5bdh7OQJABTMkxYBabG+BsOgw2a3JeTh0ATCnezEE3xqMKe0qoFfdYgYB8OPMX2FDl5HYdOkZxuy8hXaVC2LhF+LjAtoTAP6ve1W0+bgg2H62DivW4UZQViBFHURX+IC+j01EVHwSCuXk4ZgAUK2Bl4cr7k7j76rVTJoeQBbzi139pDQdf3Ycw04ME1WN2CVgpQA4/cJ0bLm3haumcZHGWNRkkcH+WQMAx1TYgrHbH1sMANmJZCkHISwGgM2nciFh7np6oLNcD2DBjfDIIe0QyI6v7cMD+PuJh7j6NAK1ql7H/64vVNmc5rdAE9yGVh2Khdf4fKbsVNeARQMg2wMY2lULAF3cotC/XkWMC6hgMqIFA0YvA3Mi5xsn6kVhIJOU77eSduy5LAGggtmRYkBKln9ZF+U8HLoAmBxXADGPh8HTzRX3Z7RWA6B7cwQnHVEp4efVDtu7zkClSYcQGc8vD+puTjcmmz0B4KIvqqJt5YLYcX8HJp+fzHVb86ooXQ/K2dFNcCvkHQavv6oaopSxKzAnqxbVDP+i27DuErAYAPy8zOeYVGeS4jFIAcCUp2NwZ2J3g22aawlOs54mRZpgQRP+RKa+JBYA/0xqi6/dDQRG/3QuULM/V72+98bo8pswbsdTiwLgtsF1ULOYuGVQNQAOxLzW4kL4GBRQ0wPYeCxwcqZVADDsfSzqzDrOdWv74DqoIXLsxgy+ytoqSE7lPWVy3uHCH6Gdm95DYKj6rnhDAGjoORbzUMoFwOjH3yJr8f/B16MijnbfJAoAM/nugWfu8+m6JecbJ2ZshvJI+X4raceeyxIAKpgdKQbkiABYauwBJKWkan1oxMhljwCoqb8xAKxYKDtuP/+gNcyMBoAM/tiJ9JikGL3TKQcA5Xzg9DUuBQDZxydo8iCDJmkJADQVUsbYXcaaS7F+catxz6u3/r6bAMCfym/A+B3BGRMAZxcDYiN4XRqOAk7/YhUAPPfwDbovv8g1KwV+jb0P2RWL7KpFqQAYGhWKs6FnMXKVJ5Dqjg6N7+LYy9V66zH2XZECVNIAkC0Bp3D9SYioCc9cl1WAa+o7x969BIBivqLWyUMAqEBnewfA8WfGY88j9cb35Lj8iHk8HB5uLngwI8CIB7AttnediZJjDyBZBgCGRYWhxY4W8v7CM+MewPg3jfFb8zHcErBYANRnDhkNAO+F38Pnez83aPkWA8DUVCApHvDQf48t65AkAAwahqApvKdMX7IEANYvVB9/NvvTYJtiAPBRSgG0TJiNh1787R/p0qe/ATX7cf+s74M6qvwGTDACgKdLHUS0q6saGIyEn9HXPFsC3jqoDmoVt4EHcHs/4HbadZXVegFX1+Cepwc+t/AS8LlHb9B9mXkBsOb6mohLjpMMgEK5+NdNkPCmhZ0DYC145rokDQDz74ZnLvU+RqmArOCTrVVUyvfbXG3aWz0EgApmRIoBmfrLyFQ3pPw1J9SlC4ApCbkR/WiUCAD8FNu7/uzwAMh0mFnlELcErAWAd6cCqXzQVN0lYH3zQABoeg8g002vjSbEAA+PACWbADv6A8//AQafBbx9OakjohNw7O4rBFTKjyye7jj27BiGnxB3C030o+8RNNXwyWNLAKDBcaYZjhgADErJj2YJvyLIq6f+x97EKeCR5dZh4s7neu23q9sJpBbciYPZ1FffST0EwgBwy8Da8C+Rx9RrSQtSm/lIWAJ+eQfIURjw0jj1y2q7vgnYrX0NpTIA3ASPHDf0jmNm/ZkolbMUyuUphwtBb9FtKQ8lUuDXmEC1NtRCbFKsZAAU7DY55iPEPB2CDo3/w7GX6uv5bLkEPPfwPawK1fQAygHAXfDMxcO2ZrrS8woyuWUSZXPmyCTl+22O9uyxDgJABbMixYBsAYATzk7A7oe7VSMUANDd1QUPZxr2ALICRz4/gnozrsryALIljJY7WqZT1iTEJicC0/JqhYFRMD1c0RlVDnGHWDT1j378DVLiiuj9gOprL6MB4P2I++j0VyeD0pryALIDNeyqLM1DIAbBaOdA4OYWoHRL4EHa6dQOi4EqX3Dtt/vfGdwMeY9O1QpjbpfKkgAwNqQHHo4zfEuMLQDwyNMj+P7k9+m0bR0P/BLK3wTyOMUXnyT8hidePfTPgQkA/KHcakze+UKv/TIARMGdOKAIADdgy8A6qFrUW9TtEoLOTX0GYH5rETEcn11g9w4CmXMDP/GHWVTpxmZgl/ay/j0PD3xemD/JLyZpbvHwKmgYAIW6mL1fDHqLrmYGQP8N/lrbLEy+/9I65FgA6K+COTY+U985bgk4/06V11B3Pk90OYG8mfOKmWbFeaR8vxU3ZqcVEAAqmBjBgN69e4d/o/9FyZwl4ZPFR2+Nph4MU90Q+/LQrCc9AOZB9KOREAOAFfJUwOVzX1kXAJMSgOn5zAqA0ysHon2VQlovppgnA5EcW0LvB1TfPJgdAN+HAOFBQPGGpqbdIr8/jHiIjn91NFi3MQActO4Knr6Nwd7v6qP0uIOqOICsMr02qrmpX2ixw59AFf7whrDR3dPdFfent5YGgM+74eHYcQbHYQsAPPj4IEadHpWuTx0iozDtDR8E/mmKDxolzMcTLwMHWNrMB2rwnk197w03Fw+8+3eaXvs1hweweNx6dGp+E4dCNmNLmy0on6e8UTuUDIBHJgJn0w7S6Aad1ucBdFAAZNe3sSDOLLH36eY2m0U9z5pznhBeB63LlbErD+DqMPX2kYQIOQC4Q7VvUFeQ0bVGo0c5A38YiVJPfCYCQIAAULy9pMspGNCBfw9g1CX+pW8I1GwBgBPPTsSuh7tU/U5JEA+ArFDMvdmyAFD2HkC2P2y6j9kBMJO7G0b+o76bOPrxEKTE8cGmbbIELEBR961AmfSeUgUmKaroo3eP0GFPB1kAKAAbWyJkHhMhELQkAGz/B1CVf8mrADDtZPqxp8cw/KS4JWB79ADuD9qP0XrurtYEwGcp+dAwYYFhAGy7AKjOHxAx9N4QvFy69ssAMLngThxS4AEsEbceWcuN5dqvV7AeFjdfnOEB8NLjcHRZwp9MlbL8bUyYNXfW4Ncrv3JZGEQzmBaTdOe8Ru4AXAk/oCpq6yVgxQBYYDs8c17RK8VPNX9Cz/IGtkaIEU9CHgJAAkAJ5pI+q2BAk49NxvZgfuOyPQHgpHOTsPPBTjUAxudFdNCPXFDnRyaWgJUAoKElYHYdl7en+o7SdIomxgEzfM0KgN8V341Zhy8iW+lZquZinvZHckwp2wMg64HEa7cUGWxa4acfnqLNrjaiATCTuyvuTefjAArAxvZJ9dwxDZnyqe8fFe0BbP87UJV/yQv1CQeTjj0OxPDTI0UNMzb4Szwcn97bJhS2hQdw76O9GHuGhyfNpAmAIal5UT9+ocUA8HKJ/Xjt7q4GBomHQH5J7IJ1Zfj9cLUL1MayFsuMzofkMDB26AG88iQcny82LwCuvr0ac/+Zy2mnBACr5mqOaxHqMF22BMBfD93DmheaHsDaqgMdYpeAvQpsg0fOf/Ta1MgaI/FVBQOHo0S9FcRnIgAkABRvLXpyCgY05fgUbHu2jcthCQBMTfbE7b76HxhjA9AFwOT4fIgJ+kEPADZDcFL6i8TlegANAeCudrtQKhcPXnoTOzAws4BZAbBb3i1Y/3gS3L3vqppMiiyL2BDew2JTDyDrgA0AMDgyGAE7DV+8rrsErA8AG/vlwz+u/ElVISkBQGFbwrFTUzD8SdopUBNPZ0xwbzwa/wOfKyUt3prGfb+2AMA5l+dg7b9r0/VcGgAuBKr34uqQ6gHs5nYc+8sc1p4XiQDItatxHaOp7SdCH2tl74NK3m3Q3f8j+HgbPumNI5OAs/P5PopYAr7v4YFOFt4DqAmAmwfWRm2RB2CMmagmAJbLXQ5b2241YdH8z7pzXjlnc9x4Z6cAGF5HFdPvcKfDeqM/aA6aCwRdYCs8cqrjrGr+/mONH9GrAm/7lk4EgASAimxMMKCpx6di6zP+4bYEACa+q4a7w9SnwMR2evK5ydjxYIc6e3we+D1ui2suZfFo5qeqF40bvJAMdbgCoYBcAHwe9RytdrRK103TABgNzCxodgDcEDIcbl7at7BE/sc8gi6yADAuMRnDNl/DJ34+6FZLfW+x2HmB7n2noguaJ6MhQBdqFwOALK/m8q9B29e3B7Dd/4BqX3LNCR5AwSsdsK4WglPUJyeNjTjmWR88mvA9kJICzCsPRIYBEyOAtBAoSgGQXQHX62Av3HyjfZOEMSAyBGztI6Mx/c1bbjihqblRN/5/hj2ArWYDtfmTsOYAwP3BoViVwxt930eiSJL2vc+G9JUDgHEv2iAxoj6qFMmJ3d/UMzx1EgFwZ7asmJRP3Ilk1qicQyD/PA1Hpz95D+DG/v6oW0r5QYRVt1fht39+4+pUAoAf52iOm+/tAwDZKWCtJWANAGTbBVj8QmOJzY1blkfIUlS/V7lA1gLY2W4nsnlmM8/LzkgtBIAEgIqMTDCgacenYcszfn+HPQPgRwnJ2P/8OQYnjsDiGZNNntiyOgDGRwKzCpsVALvm2YKNz9MDYEJ4PcS/bCsLAFeffYzJe//l5lvWAREbA6ChPZrWA8BFQDV+mUcXAKXslY151hePJowAIl8Ac9PurtXYX6gUAO+G30XnvZ3TvSOUAuDr1ByoGf+nYQBkLaZ5xswBgAWSkhDm7o5CiUkIDAkV9c5TAoAmnwujALgR2P21Vh/bFiqAJ54eovotFwCvPovAZ3+c49pY388f9UvbDwBWz90C/4SrvbqWWAKusLweXD34APis/vjkeLjAJd0p8LmH7mL1C/UzkRBeF565ed3K5i4L9syYAkD2+5TPCuDX//R7+tqUaINZDdRbdkRPvMSMBIAZGABnzZqFnTt34u7du8icOTPq1q2L2bNnw89Pfck5C2cxZcoULF26FBEREfD398fvv/+OChUqiDIlwYCmn5iOzU/5E172DIDFExLx1/Mw7EhugE7T9pkEwOi7PyMtDrQk0JHtAYz7APxcRDIApqa6wMWFv7FEN3XJswWb9ACg8KGQswS88NgD/HbkPteUrQCQLS+Fx4fj++rpQ46YMl5begBD3N1QoNVcuKWdcmUAmANRiHTJhqBZaq+0qTGw36ODhiJoygAg+i0whz/Vjaz5gJEPuf9UCoA3Xt9AzwPpN6QrBUDWNxZrz+ApYJbBjACoqaXYmIByATApoi7KuITg0IxBKk9surmUCICafRFjF1I9gDe+uoHrwe9VALi2by00LJNPTFNG86y8vRLz/pnH5WFwtK0tv03IVNK122q5m+NquPk9gOxGIA9XDy6kU/k/P4VbFj5M0dUvr6L2htpcTL4zX5yBq4s6qPhfG//AuER1IHRNADQ1LuGdy/7vzI6VMOvup3qL5MyUE393+1tMdYryEABmYABs1aoVunXrhpo1ayIpKQnjxo3DrVu38O+//yJrVj5IKgPCGTNmYPXq1ShTpgymT5+O06dP4969e/D2NnJYIc3sBAOacWIGNj3dxP2rZQCwKu4OS7+vyJT16y4BCwC4M7k+Ppu232IAGBIZgtY7+UMDmsnkEnDsO2B2UckAGPXwR2QrxZ+2000ZFQCFj8RfHf5C8RzFTZmC1u+mAPBqz6vwcPNQeef07QFkFUpdAt6fNQtG++RFs+ylMa8jfzjpj/FfYoj7X/g28Tv8b8Z0kzapORA274+n9QJiwoFfNDQwAE+m9rLpinjr9S10P5A+VItSAIxIzYaq8UvNA4DTmwE3t6LO1lSEIQ/07QHUHJelAXBk5FMMdN8P1PkWaDlDv13aGQBe//I6boZ8QMc0D+DqPjXR2E9/OC8pD5q5ALB67ub4x8wAyGKBdt3blTtwMaL6CC0APPjZQdX7+3KPy/ByV+/nPLv8Rwz2SIvnya6CC68Hz9zGl301NdOEc7esd5HlI/UVd0I+dlCQHRi0dCIAzMAAqGs8r1+/ho+PD06dOoWGDRuCef8KFiyI4cOH46effuKyx8fHw9fXlwPDQYMM3zEq1K0CwJMzsOmJ4wDg7uR66DDtgMmPrVwPoHwAjABmF5MMgOylkvmjpXDPGpTundE59xZsDk2/BMwysnJSPIB/nHyIXwLvabVhKw+gAIBi4rTpimLIQyvk2952O/xy+6WL0cd+F5ZsgRR4p4UKEcq18d6A5uV90aQsf8sHlzSWuz8vmB/3MvE3sKggKu13tiyab8ozkzapBYCPfsDjqb21PYBcm++5bEo9gLff3MYX+/mA1ZqJQXe73e2gb8O6mD2AZgXAFteA03PwPjULKscvxxdux7CvjNpbpNt3SwPgg9g/NOaen4d0ycIA2Pl+I6xM5v8A9Sq4GR45ruvvR9q/XvvyGm4/j0KH33mQWdm7hrYNGy1t+McVt1Zg/lX+sItfLj9sbyfucJOuDRXKUgbPY/gVB5bMsQQ88tRIBD4JVNWn6QHUBMBLPS4hs3tmVdvmBEBWqe4fkfrGKFN+k8UIAJ0IAB8+fIjSpUtzXsCKFSsiKCgIJUuWxNWrV1G1alWVsbRv3x45c+bEmjWmD10IBjTz5ExsfLIx3cOpaYFS9jbpWm7iO3kewCnnp2D7ffVLR/AA7k6uiw7TDpr82JobAHe3380Fy06X2B2xLi4qT46cJR9rAKAaftQjkAyAV1YC+0aoK5B5CliwJxZclgWZlZIMAbpQx9rWa1HVp6pxAHSNh7ffJK1mdWPTcT+KBsDsyDfxMSqtVz+LpsYUJQBg1GvgV43T5WYCwDtv76Dbvm5Gu6HrDTT0nLeLjMaMtEMg71Kzokr8MtzI1B85XGL0129iCTj+TRMkhtfB46KLgdBrXB1sWdkhAPDoZOAMvzSa7hTwtQ3AniFamkh9HzDIZVqwJAYAmcd76emnmHOI/+Oua40imP35x6bMz+TvLAg0CwbNUplcZbCjncaBPCOldW3IFa5IQYqqhDkAcMDhAbgQxof6YfVpAmBgp0DVIb6L3S8ii0cWLl90fBIO/TECk3KfVPVFiQeQVWIKAMPjwnHt5TU0KtII7q7q0EYmxReRgQDQSQCQefsY2LF9fn//ze8tOHfuHOrVq4fnz59znkAhDRw4EE+fPsWhQ2o3t/Ab8xCy/wmJGVCRIkVgcQB8XxV3h0pfAjYEgHuS66K9vQDghzBgaWP+VKj/19xeLqkvfP5k2UNkKcpH3ddMn+fejC2hI9KdAmZ5pHoAzQKAmgdAyrYBum0Q8apKn0UFgJ9uRoW85gVAtq+wT8U+xpeAXRLgXXaiVscUA2CevKiUQ9wpVa7hkFG4Ne5LIPIlMLeMui9mAsB/3/6Lrvu6Gp0fOQAoeOtWevyCJm4GvFMmAJB1Kim6BP5zf28/APjyUzyIUe8P0xvi6PV94PQvwK20/XC6fwDZAAD/6fkPei77B5ee8De1NCidF+v6+ct6LjUL2TMADjw8EOfD+FPPugB4qNMh1VWe82sfwOC1t7C2rz8O3ApDrsvzsKrMJasBYMvtLREaHYph1Yahf6X+iudEswICQCcBwG+++Qb79+/HmTNnULhwYS0ADA0NRYEC6nsmBwwYgODgYAQG8u5xzTR58mTu0IhumnVyFjY84T/kFtkDKBMAp56fim331RuPK8fFY33YS/yVXAftpgWa9ABG3f0ZzDnHkhRPlyEPk14P4L7vgSsr+EZ+fMh5csQAoGtqKlKY11Aj7EOWEr/BLdMrrenplGsztoZJAUAWT47Vq974bGyZWIouXMc0AbB6H6BtWjw0ia82AQA3fboJFfNWNFr6QcQD7jRf0exFuXym4gAKdqx7TRv7dxUEywDAzgXz466BJeDw1GzI7RJlcO7ZhnR2MlErhYzErXFfAeyPiN/Kqn8yEwD+9/Y/dNnXxai2ogEwKhozXr8FOwSTOTETqscvx1qPWWjodkt//SIAkJun+DyOA4Cx/BYP7ZeqzjKxmQCwQtwKRCOzKA8g88xN2PoWFx/zAFi/VF6s729eAMztlRunup4S9ZRbwwNoDAA14/lF3psCpGRS9fs7t51YbUUAFLSomKciNrXht1mZKxEAOgEAfvfdd9i9ezd3uKN4cfVGcTlLwIY8gD+f+hnrH6/n7NKeAHDa+WnYel8dfLRqXBzWhr3CvuTaaDPtkMUA0BBg6AfAEQBbFmXpm8vA7zVFAaDmS0DwPGUuuhjuWZ5ovR94D+AwuHm9TPfeSOcBdElAttIzkRLvg5in6mUoiwEguw2D3YohIwkvxo0BG1EpXyWDNUTERaDhlobQ/AAFfwhGwC7DgaANASDzpJdb1Asu7u8RG/IlvP20/xjSja3IdUrkErAwAH3wv7rVasy9Mhe33ujAkgCA75/zcQCFZCYANBQGRlNs0QAYGY02UVEYWMAXzaNjsPOZkZtAON3072PUnej0AHgU+8qkD+oulLPoHkBTHsCwG8ASnfuvzewBLJ2QgJ3PX2BB0meYl/S5KABk2lRKWIZzj/g4jfVK5cGG/rVlPJXaRTQ9gMa+DboN6QKgC1yRauYl4EFHBuFcKH/QQtcDeOTzI2i+nb86M/LeZCBFfQjEVgAo5S5lsRNHAJiBAZB9rBj87dq1CydPnuT2/2km4RDIiBEjMGoUf51UQkICd1BE6iGQAXsG4HyE2p2uzwAV7QGU6QHUBcAqcfFYF/YS+5L90WbaYZMAKHcPYPCr2wg4mH7zvF4A1PSI1RwAXF5mVgBslX0hAj8M1ftO0AVAt6wPkOUj3hupeVrNYgBYsBow8AQQ/hjY0hOo8w1QJf2pU2P2tCFgAz7OZ3i/kibECLAiBgBPdDmBGlMuck17pt3Ty56Zj9fybcU8HZAumGvkfzM5z6nKK5p2s4vQf72hRXQCRRsCQOZVHn92vJYU9bxmY3HXAOB9CDBPYxncTAB4L/wePt+rvvZK3zxoAqCmPrp520ZG45mHO2548d4Uzva8jMy1WACMyw2E8cvIbN9by2zbca6I/ntWuY+9yFtB5ISBYfXffPyM859zSRfurACALaOi8evrt1iZ1ApTk74SDYCVE5fjzMM3XLd9vDPh0rhmYjnCYL5lN5dh4bWFqt/FnkK3hgfQ0QBQSiBtsRNHAJiBAXDIkCHYuHEj9uzZoxX7L0eOHFxcQJYY6LF4gatWreIAcebMmRwsSg0D89XOr3D1A3+1jWU8gFVwd+g6sXatyjf9wnRsuae+gFwAwAPJtRAw7YhJAJS7BBz8+AQCTqeHrj3t96BEzrR4bayXbD/Q7zW1xhXs7o6AIuo9mWIGbcwDWC/bGJyN0h9U1BwA+M/4ZtzSUcsK+bkr9kwm3Zsx2Edye1/gdtoGcZGHQoSPxPqA9aicr7LBZjWXMQXbfPbhGT7dpT8Gl1DRgEoD8NtW/sCOAIApKamovE4AwH7IUjRt6T6tUOR/LOyHmxoALywGAvkT9iyZAsBwV1c0Kspv0dBMa1qt4Q6lCPAp/NY46y9Y9Hlr4N0zYL6GF9RMAMhCZXT6q5PRKb351U0ujhpLKakpqLxW/1wwAHzq4Y6bFgZA/zwr8a+P+sSobuc1AXBYwhAs8NQ4tauRWS4A7g0ORTHhthFZALge2PONVrfFbAkRCrSIisbc12+xOqkFJif1Fg2AVZKW4+8HPACyJHlrhx4rMRcAWtsDePTzo2i2nQfgyHuTgBT1KeD0HkB1IGijD4rqHfGzVjZTh0A0YVgsQIvpB8tDAJiBAVB4KesaA4O93r35e2CFQNBLlizRCgTNTgmLSYIBddnUHv/GP+KKOAIA3szkiYXV2uPiC97DYyjJBsAzcxDwKP2hlXQAGPIPsLyJ7Je9UFANgH/CPctTrfo8nnVF4kdqCNb8UQBAZgfFxxyAW5YHKqjR9ABeHNsUx+++wpid6fdr1S2Zh1s6+rFFGXzbRNvLrFdXfQC4rAnwPO2uZ4kAuK71OlTxqWJwDjUBUICVpx+eos2uNkbnXgsA3V1xf3prJKekoooRAIy6Px6pydnUH88z84Gj6pPCpgBwTXZv/JonV7p+MQCs5lst3R8sjbLOxv8+DwAingALNMDLTAD4MOIhOv7V0ahOQsgclskUAD7xcMctCwNgqSJz8TLba4N91gTAYnEb0NXtJGZ7pL+WSy4A/hUSiuKJaQd5bACAbHn9t1dvsC2pIUYmDRYNgLVSV+LYXfX+YRUAJiUA7nzoIqlp6c2lWHRtkaqYWIAxtVpkjlPAg48MVl3bxi0BLw6AW+Zgrq/HOh9D021Nuf+OvDcRSOFPAbP0rdsurCmj/m6ICQSdkpQVru7RfH3/iQNA9q6KS45DrQ21JOsndp4IADMwAIo1AiX5BAMq92c5uGV246qyBAAmxxTFF0V+wZDGJZEnm3pDrqm+G/IAiv2LWjYATs+j14tnCwD8I+w1hhTQH9U/6sEYPJ7eHa8i41BrxjGtk8SaL6r82b3w4kP6u5I19a9QMDv2D21gakq0D4Gw3OwjaUEA3B+0H6P/Hs31SwDAJ++f4P/snQd4FMXfx7/pPSGNhITeW+hFepUqiIUmHUTwj2JDUBBEQapIUQQUUHqxARa6KNKrSFVKeu89l+SS95nd273Zva2XBPD15nl8HsnNzs7Mzs589lcH7Ruk2FcpCaAqAN59B6XFlcwAeGw+Sk+txK/ubmhQWIj+1ULNm3mfHUCVZoL5+MjfF7u9LQOwywHgMw7T8OHoqUDaA2ANFT6mnADwfsZ9DNk/RHGeWlVuhS392ZBRxhIjWmyThvGnsnMR4eyIGy4VqwKuX3Ul4r0s7V25QQgBVjd9DAAAIABJREFUkA2VIqWKthYA98fEofZjAIA/G9thWtHrmgGws8PXOHgjgX/WDAD+cwTYORToOhPoOUf93RbV+LcC4K9Df0XPb9gPczUAdE1rgQI/5TiLJUXefJo5rQBY07smIrKE9txaAVrrg7IBoA0Ata4VyXoPCwC5L6d2Nf2wd2oHzX1+VAAYtdAfAyXUuJYAeAnYyH5pckUrnNLXcJuKe411cBBJAJ/NzsH3XtKJxUtLnHBjwhUkZRWg3SJ5ANQy4Y8rAM49PRf77u1jhkBSXpG0TnoBkFzbvFolDG4eglX3BzNt5UVaqoBz/pmLUqOHGQDn++CiqwsmVgmCr9GIdAf2I4mU63VfBDq9JgDAkSFBPCDRc84FoxVLRr6NiUeDl84AR+cC/1Be+/MzQTyfnz3wrODR6T1AHmQ+wNP7nlZ8/CQ2GQkkTEpxSTFabpOOY0hUwOF6AHDqaSCwAcK2t1K8/3WRDWDD0JWI9S5nABz8E+DLepBLFfq5CADw7QeAh7/5krg/gS+6CZuwcAIpmwq4d24eVial4ISxOSYUzYJryB44+bDPR6l0ddyCn6/H81UYACxjzu4N1zbgsz8/M6/5cTIe36YaRIL804OfMOeUMmzqkgDePwFc2w30XwK4maXrA78fiKhsNvXb9SpPo/H9q3wqOCUAnOawD1vrs/EDSRmdmYXtPt6Kc2sNAEo1qPf9VXvmNgC0AaDaGlH8/WEDIOmMHtuU2Qen48ekE/wYOBtArZDlfWcG/uewH5uN/XB88Uua50ozAEZfBDYJja219o3ujBIAqnWabCpn7qfghS/Py0oA1dogvysCIIlTR6R8z6wHtohUr4wEsBcQazLc16kC/rzX5+hSVV7ySA6TA/cPMEMgKa8c7B0QnhnOZLJQKrQE0FyvFF6N3mX+qRUAP/arhC0SB8T1upOBTtMFh6zUsx+Qk4ul09gMLxYAGBuPBoVFlsOYn8kE4CVemHTRe4BomSfSPpcRRAkAiQSQAOBNrRJA0nCjQQgruKb4nMQA2DhkNaJ9zCAjvtgqCSBxHBm5B2jQT7IvsgD4xP+AfpT9rRYAvLINOPCK4D569oReuXlYlZSCiyX1MbRwvnYAdNqCn/8qXwBcf2091v5p9vJXW3/kPVWDPzIxtN2pkrqYuR8Hsa3HA4PYoNSkdN7dGZkG1tOcQPtT/u15FTBxAOuxtwfzW/Y/cwEjmzq1ml0idjl/hP61zSphbQDoBXunbLY9jSpgqYWmNn+KL4rEjzYAtAGg3jUjqP+4A+C4r4bjiv0tvs96AXDXfXs0tY9AVqkbvD8wq0fUJk0WAIfsR20fygmk3AHwc/4rVq2P3O8/P3UeXZezkOzgfp/3bBVvVGrtNQ31xk+vyoCY2O6PbowAH1FfEjUmKToBsE+NPljRfYVs92adnIVfwn9hfidJ3knydy2SLRJ0deVeKrsG04IaAIpsAOf7YKlfJUkJwfV6LwEdX1UFwCHZOVjwSjhzd/Fh901sPBrKAGDb7W0ZGyK66D1AtAIgia/40zM/oaikCK22sRK7Km41EZ9vVmERAHzg7IhbegBQ5DgjeSiKJIBhVT5DRKUY2fUgBYB/eI7BjMoBmJCZjX65bGYSDro65eVjfWIyULc3MFo6k4UsAIrjXD4EAOyZm4fVSawzB/GK1iwBrAAApNOtkf6orT9x1Aa5h8hJ8qXeCYv1zu09tXsAY1lNACk0AIrvIweAl12mwN8uW+DMNSozGzt8LM026DZLij1h75jD/MkGgLKv5iP5wa6UWMDbilUz8LgD4PPrn8PfbmaPQL0AKAgZoRFMyERqB8ALwCY23hRX9Hztc9eYJYD6ARDhHyO7gDVaLwsAkutlpbNqAGiFqok7dJ+s8SQ+6f6J7PqlD6ENT25AgFsA3jv1Hm6n3VZc8z2q9cCBI31h55gOO/silBRW1geA4SeBLYPKBIBexhJ8ExeP0PfYAL3i8DVKANhhZwfkFLGHDinWBJLVAsqkbTKn5NAsMhahlUllG+JeC3F5LLiSQgDwvrMTbpsCYefHDsO9wo9V9x2190EsAWwevBYPfFljfqlyNCoWlY1GJsw5ly6td83Xcd6NjfXGvfPcfQfm5GJJcipQpxcw5nvJNjUDoJYwMFe2ofTAKzjm7oaGhYWoVmzUFRaqR24e1lAA6F5rDRxc41TnubvzVvx4zVyvPFTAenNRVygA1uoGjGM1ASTsVJefnkVGqXTWHRoAObMOZn8zhS2i16Q2ANTvBCL1wNQAWvUhiyrYJIA2CaDeNSOo//gD4PP4243Nb0kKyQTSwmCQVMmJJ8KutBR/RVAHSUUA4O0f2fh3VFE78KQeWFkAkP4i/TcCYO/qvbGyhymvqsTkvPnbmzgaeZT5ZU2PNZh5cqaFZExqTttXaY9jvz7D5+pkVUFu8Go0m6kurQKmJIAmqJWXAE4BOr7CSwAvu7hgfEiQoCt/hkeBsRqk1h59qO6NjUcjGQlgx50dkV3Eqp1IaRHYAtsG6AulpBUASfvkcNIDgKVGF9yIuqu6/6i9D2IAbBm0Dvf8hJ7w4pv0y8nF8uRUHgCfqP0Gr5omAEgkAs1qVWcueyonF4t1AOAv0bEMtDFFpHaEGgAW5aNkUx8cy7qLt4JYxy3SH7U5oMfXPTcPn1IAKBdmRDwnPZy34sC/BAA5Uw4yBs0qYPo9WtseXdyykUHZ5NLz8duw39B9b3fmT7kPXkegwRkjHE7gDSdWAkw/D20qYB/YO7HqZpsEUPWVf6gVbBLAMkz3vxEAuUC0WoZNSwAvT4jAkZsJeL13fbg5m435pdqJXOiPp6ScQMQqYAnJmNbNnhxMP3mytin18zbgcmQ6nAMPwyXAbPOoZYyhd/6HO6XsYUfnE86+8yFQqi/8w6OQAIZ4hODw85Z5q7mxjzs4DleS2BiVq3qswusnXuenpZJLJWQYMiSniUTeP3dqDA+AueGvoKQgpMIAUOq58+tPBgD3xMajsQwANtvSDKUMyrCleakTtreYoTnQNrnmQcYDPL1f2QmEa58AIElc320P6+QglgAOZFTAZglgqdEZN6LuqS5RtffhSm4lOCX9xbRDJHptA7/AnQCTOYFC62RuOQmgGABLyHxZAGBPYMwPki3SEHIwOhZVrQXAI+8BZz7FEj9fXq34qADwwpxeqLyC+iDR8QHMTVJFSQCJ0xFxPiLFKgCc74Ou1UMFTln0gyUp67h1TP7+RUQpOpSahQH0mqxVWIRwZyfFdVyUFQYnb9YBRgyATr5n4BpskkyqvA3XB/4ABJjMUkh4np/fBOr0BJoKnb1UXypTBZsE0CYB1LpWJOv9lwCQOyym9aiDt/tSeVclZuZhAOD/0jPwuW8l5u51c9fjalQGYFeEgBprYHCTj4Mm7u6FBwloZPia+bODx99wr/4V8/8592aitMhPcX04+/8K2BlRmMKqscsFAGfHA85mI2u5DmgNkErXI6piIhHkiq+LL9IN6bJjJJs1J0EpbwDcVHUQ2vVaxEsArQHA3bHxaCIDgOKDkcuDrdXGkkyKXgC8nHgZ4w+xMUalAJCogLlcyKUlzrgRWXYA3HnfHmH2rK0heUd7+GzHpZAbqvuaEgASxWBLEwAS7+VFKUQFrA0AD0XHIlQOANVsADd0Y7KaLPbzxU6TXZleAOyWl4/PiM0i2RcKtsKtkTB7jNzE9HTZiv1/ClXFgvA4UgBYlA8UZAFeQsk1d4+KAkDOlpfcpyIA8OTwk0z6SK6sSUxGj7x8/t9qHyXiOS7KagYnb/YjxRIAz8I1eL/qeiUVmA9C8hxITunr3wK/zGCvswLOyWU2ALQBoKaFJ1fpUQDgzhfbo2PdAE397rNqCOJ92QDVpJBD0FoJIAeAfZsEYcOYNor3j1joj0ESEsADQw6glo85H7MgzIKpRS2bS0CxEcOys3kAbJe5AM8lr2XSP2V5xCO+mrxETNxx+iAUAuDbKC2iQliILnTwuAP36iw45vwzB6VGr/IBwBl3AU9ib6dcrAHAj7t9jBm/mzZNAPoA8FWUFFRRkQCy83B/0QA4fMjCuZwKmPzGeDN+wNbTCoD9v+uPmBzWyWF3bAKaFBZaTtT8TIuD0RoA5OIAKklKuZsTCeDFhIuYeHgi86dQ99qIzTNL4ogE8J6zE/422QAyIYgize+m3NNWex/EANgodBVivNUdtuh136H2G3z4HfJ3gx3QpiYrFR+cnYOPUtIAkRMB3V96LZYJAL/oAcRdEQAgSS3HqaPV3gny+zupaRiVxdp+9jMsQWxD6Uwn4rZ6u27DD1djBX+WBMCUu2zg8drdgU8aA7lJwOvXgUrsfMnNC/m7mg2bVhvAK6OvwMmBlbopAmDPzcIoCwSUTFlzlCSAfwz/A132mB3aVicmo2dZADCzGZx85ABQhwSQAOA7UcAS0VyLww1pWSg2AGRmyaYC1rhYpKppBUClHKFaby+Vm1bt2j4rhyDer3wBMNDLBRdV8mQ+bADcEVMJzYrYDeYpxwmIrHZcbWr438mBN8iwENdLa8PZ/wRcKrPwmHN3FkqLLbNScBfStkV50WNhzGksBEBDDmDIBryrWAZ/pnpX+n4G3ltbGzWLijE5Mwt48w57jUqxBgCXd12Ot0++zbfs5+rHqC3lSvbtxXzYl9zwV1Fa7AnPemxYD2kbQBYAPxjcBOOOsJk5aHWe+D6b+25G2/VsGCCtAEhCu5AQL6Tsik1AU40A2KzAgB3xicC7sYCLdFxIcf8uJVzChMMT1B4F87sYAJv5dsRf6Wf4awkA3nV2wj8VDIBabd6UADDPzg7ta1Zj+u5YWoqrxBZYIwAejo5FCCcB9K0JvEaFsVGTAK5oCGTHCwBwQXIq5gbKf4iJH86qxGT0MsFKf8NixDRcp+n5Pem6Dd+rASAdcLzLW8AfJu/7QWuA1uMs7qNXAkics/bfV5eGaQZAcd5nAoAmsxslADw14hTjJcwVek7l3lWlSS4qTwDsuxg4zIaiEhQrpIA2CaANADVtDnKVtAJgXlEe2u9sX6Z7PS4ASAahFotQCQCD3IMQlxOHur51JcFITeJB7k8kgMOzs7HWpAI+HpmPyiWs2uekqwemVdF+YHB2ZjUNW+DVcC7/jHJMWS0ED82+ACghmRzseNUo9zudV5j526a+bHq3Vy4Is1RQDWba2yN86gmMOTiGhQiyYb9+A6jEHr5KRSsAPrHzCeQWsWmYlnZZill/mHPzqgPgIl7iRwDQziGbl3oqAWCXegHYFt2HuacSAH7a81N038Ta2FkDgDtjExAmBsBq7YFJR/Dkt08iIdcsCeMB8LW/FIMa03M+5egUnIkzQ5zS8yAAeD7+PF488iJTrVPlATidxIbfIYUA4D8uTrjrzNqVlpY44kakuq2e2vsglgCWBwDm2tnhCRMA8uuSSLzGSsMJvRYFAEgu/t85oHIjdhLUANAEJ7QKOKi4GImOrL2blkLDysjCObjRQJvjjyYAvLoD2P8/y250nA70WWDxd70AqJYCjrvB5WEn4UxCaNXqirCdwlzqdCcWJaegsaEQdejMLI8AAAvT28HZ9wLTtTLZAIqBlh6sDQC1vB4WdWwSQKumjb1ICgDpIJ1c0/nF+YKchtbc0joAfAbxfmY7o/JQAZO+Ww2AXVbhpVOzkFBqAC39oedD7cDj6r6SnoHPTAB4NNKA4BI2+8FZVxe8VEXaJkdq3jkArGX8DJ51l/FVSJq40mIf/t/2zonwqLMSxoJg5IW/rgiAJGUapwLFgI/NtipUB647O+OF0GDQ6kWmL8TQnthbqRStAEhs0ohtGilPh87A/lhz6BF/V3+kFqTK3in79kfwasRmJch98CrsnLLhXo1VeysBYLf6gdgSxdpFKgHga61ew6Tv3oKdDgDcdH0TVl1ZxbS9Iy4BzQwiFXDP94Cub2PQD4MEqaR4AGw1Fhhszs+qNM20A43a8yAAeDbuLF46ygZM7xw0EL/d/weOnqyn7wATAN4rZwDkYnWSexAzjfIAwBw7O3QwAWDl4mIcj45DSa1uuNrvfTQNaAoXB2E6SkUAHPo10MSUT1nNC1gCANXmXfz7ysRk9LZCXdnHbTu+uyKMn2ihAv5zF7BvqmWXnpgG9Ftk8Xd6Xtwc3UAy2igVrQB4ybkpXP7+hfGyDkv7VXWKBM5UjwAAiYmMa+hOFGW2RnGm0HxIlxOIDQBVn7XeCjYA1DtjVH2tAHgu/hwmH5lchjsJv5zUAIy7UZ+VQgAkh+BfpmT0WjojFTSWXPfHzB7wcHGEn4e0l6ysBDAxC4OD2LRBIxqMwJxDZuDi+mMNAB6OLERICSvtOePqiilV1G3ouPvxAFj8OTzrmROV59ydjdJic4ojl+DvzV+xdxYIpIWkLU4CmF9oRI+Pf8O5QpNnmgwATgiujEum2GuCvjQYADy3SdURRCsA0hCTHzcUbiHf8I++bAD4ItxrCDNtcHPWMNgLhzLYXMO0NEdqzc1KTcfoLGFwWfGzoY28N9/YjJWX2bA3kgDYYw7QbSb6ftsXcblmo36y9odl54BIt154S2jrJfcu0PCs9r4wGWVu7saUSx8xVXv4dMDR2GQ4erIfYAQAz7m7Io1Oh6d0oJluqPY+lAcAdqz1Bq6b9gXyPtAA2D8nF8uSU/FbrbZ4FYmS4XTotXgkKhZVjKYwMGQMNABaIQFUm3fx758kJuNJKwCwr/t2fHvZDIDOKMI/rpRal0iYDs4Czq+37FL7qUD/pRZ/p+fF3dEd50edVxyOVgC8GBENV1P4XrX1QW4oBYDdqocK1iLdMbEKWOuc9q8xBAcjzcGmuTbJhyTYgE4WpdwAkGQ5IWGHdBSbCtimAtaxXCyrSgLg6KuwcxCqLIb9OEw18K649XfavYMlF8xAYsyrgfyYscJcqyq977vyGcRREsDyAkDutnIgKguAMXEYXDWEuXx4g+F479Byy03T5H2o9mBeTcvAp36sA8GxaCOCitlD/aSbK6YFWwOA63j7NtKO0RCIorTOKMpgVffuNT+Fgxt7DyId5GzhzJvcEkYyStJJTdt5hQ+aiv7LgYNmuzuuvtTGzce986nG2k7Zy4fbkQNAko2CZPvgyphfxuDPZDZZe37c83AL+Zb/jQQwTslnsyZIlew7C+HVkPWi1CIBdLv7PzQsScfJkmaIcB3FXKcGgESdfyI6VrMK+KsbX+GTy2zg6+1xCWgulgB2fxfo/g7oXKekbliBgYeco88fRbBHsNoSUzSwF19MAPDU6oZ4uRI7932d6+Ln9FI4erA2uKFFxYh1Eu4LgkDrMr1RO+ArQgWcbWeHjiYJIAeA42rVwxUYmF6KnRnKBIDE6/3SJoB8+HzKZlFRWzNKD25FYjL6WAGAb9Q5gA9/MmdN+sF5HlraU17a89KBD2Vsgtu+CAy0zMZTURLACxHRcCsDAEY5OkrmaufmVQyAWud0YuNp2HzLnPqOa08pq5KT72m4Bv+o+i4y607tg0mnGtgGgDYA1LTw5CpJAeC1UZdg7yivItFyw1KjG25MvGBxABWmdYAh8WlVFSx3j0cFgOEf+fOgR4/3x+g4gXfwqcho+JQIE9GoHXhcezQAXs1wgmM6e9D+5uaGV4PZILJailkCuB6e9SzVODn/kODG7rwtHGmTSLrEdTkJoCUALgMOzrToitQ4L0VEwYWbjneiAVf5JOtSAHgl8QrGHRoHololqdxIGf3LaFxLZg3xC+KfhWsV6WwOUnOVG/4/eNRivSjzosYT00ezCjhqEtyrbxJcdtyUZeLFwrew0Zk9ENUOc/9iI37TAYBf3/gaKy6zbW+LS0ALMQCSH+ZnYsD3AxCdbY5d1tRg4D1d94UORp3erKROqWiVyJA2CBSdXBrEf3ywAFgCRw95Oz/VA01DKriKAMAsezt0qsHaoXIAOLJWXdwAq25XAkCSaSRYjwSQqE/PCaFBbc0oPbOPE5PR1woA/PSJ4xj/1UW+aYH6l/x1biqwQMa2OKA+8Ir5Wq6RxxUAm9eshhI7YnghXXYN3IWRP4/kf6xkNIK825y+R26Pfj0tHav8LCFZCQAdPW/CrZo2O03V90UjAN5PZr3EA11K4OPjg8zMTHh7y++1avvEv/l3mwq4DE9PEgBfuAB7JzdBq3oOEnKhIbkn/pmx2gIAizJaoSB+GB4sGoD8IiOjhlUqfVcOQRzlBfywJIByALg+IQlTKekcCeb8UXIqYwPGbUdaAXB6WgbWmCSA17NdgRQ25Z3VAFi0AZ71LaGgMK0jjHm14FZ1Bz/VeVET4V59s2DqZQGw31LgkNnxgj8cJCSdZyOi4cllZlQCwIIshO3pxN+fO5AH7xsMkr+WPqTptUcbY1uz7POixyvaAHIOALGl/gi1Y20L1Q5zvQC45eYWfHyJtWNUAsB+3/VDbI5Z1dvEYOCzXfwQE4+6c+Qln1IHuNp8iQGwt3MdnMrIRYG7fEgWWn0r177a+1AeAChWAdMAyGUNeaFWXVwXASCRHr/zxzuM8wtXLAFwC9BkCPuzlAq4Sgsm9h9dlNaMHGRw1y9PSuHzGZO/qc0fd506AKYACxTCb0nAB/3uOds7Y1m3ZWhZuSWI85VU0XpOkPfslJsbA+ecpFZpfYpVwGpzMjlsMr68/qWgyWVJKegvyhMtvqc1AEjyizsHHIdL4DG1V0xdAjjtAhDYQLEdQ7ERDd47xNS58HZHBAX42QBQdeZtFSRnQAoA/xz2Bxwe/AZU78AHCNX6YnM3IZKau+98IAGArVEQPxQvdq6FjafC8fWEtujeQF7d+UgkgKWlePvzOjhkytJBT5xTaSmKqC/PGkVFsCsFgoxGbExIYqqqbU5ce6+lZWA1D4BuQAqb8u6Euxumm9JIaVm2+2LiGC/DF31a8ipe+joC3UZDEFyDDvJ/zo8ZDbeq2wXNh/09GjsXzcL2c5F4b98NswpYJmyB1DhPRMYgoITkYSABzaIAV7MTiuBmq1sgrJLZzooDwKf3PQ2SvowU7m8CAEztDGf/U3xTxCM7MY91ntFS8qLHwb3aFqaqlBMIc1+RmuadQH/8LLEWuPuVBQC3xiWgpYwEUAyA9Pi+j4lHPQUA/PH+jyBzM+nIJC3Tws/3b0uDBdLnCek5+MpXPuRMz7+fwmpn5Th1au9DRdgAZtrbobNJAsgDYM26uG4nlADO/H0mDkaY3wsyERUNgN/GxOP5qvJhkioMAAlcrG0nvx4kAPCJzS8g14HNgMGVtsFtGQc4qaL1nKhbWAjiTNQzNw+/eqgHjeffyamngfWdVPfYUY1GYcdt8wcv6euclDSMyGYlZ3Jrkt6T6fEpSQC5enQMVrlJVpUAthgNDLFUQdPtZeQVosWHbGrM46+2Rd2qQTYA1LzL2SoKZkASAKuPhMPvSwH3AGAmq5bU+mJzjasBIFevbmVPHHuTTT0lVfqtHILYhy0BLClB2DY2Bpyewr3cagce16YAACnoOO7uhtd1AKBaH4syW8LR8xbsHFj7J1IMKT0sUs5xUerbfnQMydkGMwB6VwWyhN6FzJqQkAD+FB2HGsWmBO1dZwI9WQ9cphyaDWREskb1CwIE13Ow98z+Z3Avg7Vb0gKAJI0c7SihNhfWAKDa89QLgFtvbsXyS6zt6Ja4RLQymJ8L3//5mRZOIPTYvouJR30ZAPwn/R88d+A5tamw+J3M96/LgvEatfaISp8LqCzVYJO/x2K380LFe6nNX8UAoD0616jK9MvLWIIzUTEYVbMu/hIB4IuHX8T5BKFjg34AbA4mRzBVFvn5YpcpE4h4cmgAnJGajo/9hSpHWlIl955JTXhHbMTh22apsIUKWOkpkXf8zZsWNTpvehmZjuYPLq6CXEBoveeE1kUqBie1NTW28VhsvbVV0PyIrGzMSWWzBlUEADJrrdE7ikNSBcCWo4GnlQEwM68IzT88wtxn9/hm6NCoug0AtS4kWz3hDEgCIJfAnlQ1fRXqfbHlALAwow0M8c/znagT6IHjb7FJu6XKkJUDcd8viv/poaiAS4wI29ZC91LRA4Al+SF4I/+WWQJYkQCY3RhOXmbjcLmBcQDY9P3DyDEU8wB4h+R/dXbGkJxcXs0tt4laZLagpQpc3uROrwGnV1sHgGmd4Ox3mh9CqGeoQE2q9tB0AaBnEJCTqCpt8CwpwdnIGM1OINtubcOyi6z3+NdxiWgtA4B99nRHvEyIGyUAPBlzEtOOT1ObCovfyaF+fFmw4OODrIkpQYE44y40CeEuJoG2X3P4Hm84fSd7P7XDujwAMKjmMuS5sQHBSZ9JfEoOAMnffo+MwavVa1cMAAY3AxLYIO5c0QqAv0bFoGd1FlS5siQpBQNNqkq590xqsgf80xd7jD34n3QBIHHaesMy/V6XzVOR4WB+37jGH3cAHNd4HLbcYiX9XOEzwjzOAFi9IzBRKJEWP+vM/CI0/4AFQHc7A24vec4GgLp3O9sFzAxIAeDV8CjwlnkVDIC1Az3wqwIADlz5NKL8zEbo5Q2ATMove5ExsbEIYdtZbz49RRcA5tTFm4UXeYNj+svwqLsb3ixHCWBJsQfsHdlAylwhabzs7IsEf2P68H4GwuYfQTYFgNwB/llCErrlF/DXSB3sm+MT0baAkmiR9UOyiZAMBBvMuTnFBxt3oBDJFZFgkSIpAUzrCGc/c2DjsgCgIaU7XAJ+s3jE/LPwqMykyVIDGKav4VGaAXD7re1YepENuaEEgE9ufwIJRuFz4zq7JzYejWdL2wCWBQCPLQvGG9TaI+OaGhSI07IAyHr5f1b9dzyVtEHydVGbv/IAQPeaa+HgxjrMkD5n2Nuji0kCSP62PyYOc0NrVgwASoxaEQBj4/F8KKsCJiYTPah+kr9ZC4Bk3CSOojdyUMcuHj+4vK99+/IKAd66bVG/6+apSP8XAuD4JuPx9U023idX3kpNx/isbOafj60EkHRufiauJ1+Hj4sPqnvKHJJTAAAgAElEQVRbpufLKihCs/ksAJYY8hC9apgNALWvdFtNegZUAZB4jjk46lcBxz2Hu+/Ot/QCTm8LQ4JZPVUrwAMnZshLACsaAMlcXJjTC5W9XM3TUlyIsB2tdS8UfQBYD+tyTvMelzQAHnF3w1vlCIClRmfYOQiDDZcUe8Hekd0MucL0YV4awj44JgmAxGmFSfVmKpoBcE1LFgBFhbve1cEVF0ezHojPH3gef6eztpBSAFiU1QRO3mZVVVkAUO4B61U3MX3VAYDENokLj/RVfCLa0MDMdWrCITx5bCISZDJIWAOAU5tPxfprEjHgTPck831kWbBg7ZFxvRwUiFMqAHhsSmPU3SItNVcDwN337dDEPpLphd5A0LsGXMe731+HGABvODtjZKg5TA5xmnk/tIYFAE46PAkXEoTBjS1UwIM/AxxdgQb9gdR7wBfyJivc49MKgL9FxqC7CAAJrNbmMl9otCkmHuK74hKZ+bvkMhUBdub3VNNG5hkMzGDfO7p0/Woq0u3/fRLACU0m4KubXwnGsjYhCV1NH7Bya5J2zKMvpm0AN4xpjSnb2MD04lJmFTBJUvDGNQzax8YglZK0ZhcUMR/ppNgA0BYGRtP7LVdJCgCvhEfBHIWN/SLRrQKWBcB2MCSYAgyTDd/fHb+9bVZbiPv5MACQ3FMQD7DYgLAdwmjvWiZZDwAac+rjZvIx7Pf0QIPCQjQqNEvjDru7YUZ5AmCpPezsTI4ZCgNhghLPjEfYguPILjCrgLnNkoSt8SgtwWVXVxA7pZYSNoDiw4sxIeBUv6J7c+16O3vj9Ej2kKHjTUoBoLj7+gFwLNyrCW2DxG0+TAC0kJhSneldLUQ2hRgDgG+FAy5eFk9UTgJ45Lkj6PMdm95OqpD5vrK4MsaFmLPQaAfAJqi7RdputiIBMHVGElovPGYBgN94eeDDAHPIk5fSM3GuUqB1AMhNVq/32Qw35QiARDXdjQLA9vkFvDMZd1u1+SP1uHzHBAB1qX65m3gEAm/fw5n7Kajp74GQSqzKv9tXU5Bmb5lK8HFXAVckAJ59tyc6LJbOXqIXAJNRCYHIELyOUzuPxOlYdj+UmmdinkPMdGwAyE6bLQyMFjqRqVNRAJgf9xzuSUoAhQDo4+aEa+/LH0pPfTIEkf6sIwop5a0C5toVAGBRPsJ2KnjLyR2gJjs+LRu2MbsBbqWwnlziotcLuAyP3+LS66OvoNmCX5ElAYB06jriqfh2ZcuQEtYAILPR1RgNNBuGYadn8QHHSaDt1kGtMfOkZQxCruNSAGhI6QaXgN8lpyUv+tED4M7bO7H4wmKmf0oA2KtaCJJkJIB7Y+PRqP10oNc8i3FaC4Dbuq5E7t5RgjBHmgFwalPU/bqZ5JyrvQ/WSgBfutsKo979Eq0WHLUAwEnBlXGBylJDwjVFefhaAODEwxNxMUEY/84iEwg3KtdKbC7hCgTAyRmZmJ6eKZhHtfnjKnMqYKsA0N0fZ569gBc2sg4x3H7Y9auXkG5/1nKfGCf0DOYq6BUUaN279H6UTWg6ASTgOl3KSwJ4de6TaLlAeu/WC4CTCt/CJlO8Ua6vw9v0w61U1mZbCgBzDcVoYgNA/tHaAFDrWyRR71EDIL3ZSA1j0IpnERHA5iIlpcIA8H/+QMQpoPMbAJEA7mKzZ+gpuiSA2Q1xK4UV44sL8aGVkq7p6Qtdt6TYE/aObPgDtXJ91GU0W3hCEgCnpWdgrSl38fCsbOzxtpQ+kZA0fOJ2cjMNEkBSjZk7N18Mb9Ke3/zU+kp+lwLA7NuLBEGv6XYeBwDcdWcXFp1nA3Zvik9EOykVMICe1UKQrASAYaMAkj5KVA6GH5SEZpI95Mlv2fzGcoV4JYslgP8LCsQfairgMgCgtTaAObcX4crcvsxhLFYBd6keigwqZd2AnFzEevjimsgLeMKhCbiUeEkwHbIASGq99Hu5AuDJyBh0pSSAkzIy8fqjAEBXH6wt6IvlBWy8Qw4AG64eB6dKVyyWy4lhJ0Cy8JBSWlqKktISONg76NYUaXnH+f2BqqwGxRObTgRJuUgXLQBIB+enr23590icLGEl3FfmPsl8dEgVvQDY27AMx1yEH7jDWvflP4I5ACwuKcavUb+iVVAruNpXskkAqcm3AaDWt0iiXkUDYIOVUwRG+4Xp7WFIMCVWN/VHKS/woE+eQYS/OZ1RRQBgINJx0dXkNTloDdD4aYTt7aJpVl1KSmCwt2fqlhcAkrbUNjhNnTNV0gWAL1xEs49+ZwBwp+9EkJRanDr6f+kZ+NwEgDULixDhLDAUYO7GBCguopxLJILkcn2nx8jN3cg2A3Aj1dIbUW684jAwxbl1kR/1omw4hscBAHff2Y2PzrMBuzfGJ6K9DAD2qBaKFEfpVHqMBLDpC8DgNRZTM+3oyzgZZxm6QwsAEpvECVWEKuDHFQCJXdaf855kYqLRAPhLdCwGVAsVzAsJOBzv6ok/Hdk0NdzBKgWAJNh7J8rZSdDQS78BX8jbLHN1lWwAv4mNx1CTE8gfkTECZ5WJGZl441EAoKnjS4pGYL1xsCoAMnM49i/g1n5MjfwO9/MS8NMzP6HNdv2mM1r2Mr0SwElNJ2HTDWGWn7IAILl/w4KvUABnXH7vScbsoDwAsLthBX5zeUvQ1LBmXXA7m7WJ5dYplz2IBOD+echxGwDaAFDLa6NexxoADDA4I8VF6FQgvhPJ2Xrv3fdRf8WrAk/Lxw0A29jdwbcuH5q73+EVIOx5hB0dqz55APyMRj4hOdkkIh0d8VQ1NlewVDEk9YWT3x8oingJ/zi8KVuvPAFQ00BMla4H9sfSCwasK+ijGtNKql0LAFS4uRQAvtB2IK6nSKuXpJoi+XATcs2ZKlxuz0QK/KzqO9e+3sOG2ah1OIHsubMHC8+zsfO+jE/EEzIAOCwkGLdduORVwtETiGjYdCQw+FOLaRm3tw+u5Mdb/F0LABKV9ERrAPDlMNT9KkzyaautZWtVwAQAr83rw8REowFQqhNP5uYh2cEBf7qyKS65g3X8ofG4nGhp0C9eA3ybFADedHZiQua8kZaBAVTYFlJXCQCJ/eZwEwCSVJJcwGpy3SNTAZsGmFXqhmaGTTwAKql0rz+xHNg1nP9Y3fDkBkw5OkXPdqO5rt530loApM1c6M6R+xtKHfGNsRuGzf8W9d+TDtWiVwJYs2AHn3Ocu9/zTdrj7zz2/ZVap2eGX7E5gVAPxyYB1PwaWVaUAsDL4VF8zkTmCpETSMv8QrydlgajHTAmRDohvRkApwsCDhemPwFDgimtkqk7chLAyKxIPPXDU4JOl7cEcI3TpxjsQNm4tBoLdJ+NsB/k7RLpDpEgwKkmKc1f4VFYX8mbl5KJZzsv4iUY82sT3y04oQR3XeUhU+3QLMMjV7yU22ibFGyCfaMPdN+GpMUbnCMduoRujMhhmlFOJNx9R7V7Cn8lC2OqKXVCDID170zA5dIGjzUA7v17LxacW8AM64v4RHSQAcAt3l4WQYK5uVAEwF09cKXQMkSMFgAkKulJIgCcFhSIk2oq4EcFgO8TAPyRSYFoZy//Udo9N49RCYsBcNzBcbiSZKni1AKA/aqGINaJDZglrq8EgLtj4zHCBIBnIqIFqdB+iY5DNS6Quulha90LymQDaA0AVhsOnFxuBsDeGzDl2OMBgCSP+MbrGwVbhxYJoBIA8o3Nz0TNd36W3Jb0A+BObHZahp4O5lSCzzVuh3/y2Y9aDgBpb3UbAAqn3gaAuo9p8wXWAGDb/AJsVkl7Jg+AQicQ0hM5AKTTgnE9Disw4LrpK17LsOmNmXjIicunTmswyOEc/+fizm/iDWMMfksw/03pPoHFxbyd1rXwKGz08canpvRu4uvoUAJOKH6sAfCdohfxc31pG0Wl+SAH7adJ6jlqaQAcm1uEt5PYL97R7QbhWrIwq4LS/cSp4CoCANvXrY88ozn+oVR/VCWAQ7cAvy5gsqDszbytCQC3eXthmb8vvI1GZFH2bOT+DAA2GQE8/ZlFd8bt7okrhmSLvx97/hh6f9tb8bUhKukX/0USwL/m90G7jaPg5GUZw44eaJe8fOTY2+GqKxvuiTtYW2xtAWOpOSUhd400ANoBjASQDQNDO+mI63/k74vdEjay5LpdsQl8iJpzEdF4omY1vqskMHSgUeixrwcA9xR3x3BHy9iWWvZKrk4/wxIcWvwyY9vXbKu0Yw8zhyIAHNFgBHb/vVv2VqUljrCzN2UJ0tMhCcBWmxNrAZC2c6a7KHi+FACGhfrgeqzZace16hbFtSheJ+RM6mp/DVud2bigpDzTuA3u5bNpRbl1OvnIZJyLZ88kGwAKF48NAHW+THR1KQAk6Z9cWFMZtogkgK3zDfg6gc2/KvcimgHwNbgECF3mxXkV5QBQSv1Q3gD4mdMaPEUB4NE2I/BmqmXYA7kpdi4pRaEpkDQBwM0+3nx2D/E19LgdUYx7j7EEcF7ROPxQ/4TuldU7Nw8rdQLglNwivGICwLHtn8bVpKua7+vl6I/s4lS+foM743GptGG5SgBHNRmEv/KUoVQVALkeulbC3meW8wC4IT4JHQuk4XKrtxeW+/uiktEocGggTX0bG48GTYZLpo0au7snrkoA4PGhx9Hrm16Kc0skki9ZAYBHp4ah3tcPXwV8fX4fdNyjHrS9Q34+su3tccNFqAKWU3FWJADujE3AC6YYhecjotGeAkBBEH7Tk1KDHe6BykotNb9NworFYcPRMsfSA5i/X7XhGHN3Ky9VtfI2Fpd9kJyK9wPNIXwYEBLl51abk8lhk/Hl9S8FbWuRAEoBYCNDIfbGmc1MyHnISQCbV/XBtRjaa7sUXo3elZ0KKQAklSMqvQwUsO30a9AMsYVsaBgOAKcem8qHhjk9/IotEDQ1wzYALMObZw0AapMADsW9d+eh/orHHQBX4ykHcy7QH1sPxew0YW5QrdP7Z3gUtvh4YaWfMLcnd/2/BQAJ+09y7YeLVdTTx4nnpm9OLj5ONgOZ3NzREsApucV4JSmOqTqu/RBJlZxcOyVFXrB3Mge0rggAbBPQHQYvy0DWdJ80AyCR3r2wER+eZe1ONyQkoaOMwwGnAvY1GpEukgAyAOhWBXjD0l5yzK4e+FNCBawFAAmQTqlSmelbcHExjkbHQYsTyNUZbeD7WX3Jx6R2WJfFBvDGB33RYXdL1VeU7FkXqbAwZ0eeBQmXM+uPWZLXSsKUnT0w+VfeCYSO00jXz7GzQwcK6sQ32B6XgNEm05mLEdFoS9WVuq/a/FUUABJXrlYSsT75+7m3QVie0INa9UFoqDA7JQ2LAvwENXUDYD7wpSh7obUAKGUSxQHgsDZVsfeSME+6khqYHseFapMw7C77QRZRbw0QzUr4BLbRpnA7JLUjWa+k2ABQuIhsAKjhpZKrogkA341B2O6OfBOPEgD1DlVNBbzWaRUGOpgzAfzY6nnMThdmBtB6T/L1vkPBbuvfAoBnXV0EUiCt4yf1BmXnYlHKwwNAcZaTigDAVpU7ociDTTMmV/QA4LcvbMIHZ1n7SiWPUw4AaUcj7v4MAJY4Au9RkgnTj6O2tsNfpfkWXf116K/o+U1PxXGsS0jCy8EsAL6Zlo4Jmdl4JSgQv6vYAN6f2wEOy2tJtq0GMHvu26GxKRPI/iG38N61fpqWHHmftALgc9k5+M7Lk2+3U0gnnI6zzHDBVdACgE9WC+EztdD15wb4YR91L/FgtsUl8LbTBC5aS9jC0teozZ9inzXNpHSlm87OGEFlUxHXIg5MkylpcRluJbj0uawcfOdtflbkR90AmJGJLyv5CNr9PCEJXVQygdCRDmTnlaRqi8nED1dj8VrvenxeXq5+x1pvyJop0eNY2+0ylh9ms69E1FsNRLOCBykAfPXXV/FbNKvaPzXsCn9PWyYQWyDoMr13UgBIvkpdS2kdsHBR6gLAj1+DS6BGFXB2IrBnNNBjNlCnR7nElFIDwM+dVmEABYAHWj2LOenWfdUSANxpUttJPZR/CwASO8bVMnaMaottdWIyeuZZwof4OloC+FJmLl5NY6FxwhPPWsRlU7sn/XtFAKCWA1gPAH73wmbMPzuf6TYBrs4yEsCvvb2wwt8XtKMRN9ZvY+LRgITbMeXq5uegtBSjvmiAvyTsZLUAIJGSTDMB4LspaXghOwevVg7Abx7uko+BW9MR8zoAy8oOgCXzMtB8m7zdGd0Jcu+bH/TFExokgCsSk3WlVywLAKqtl61xCRhrkgCSrEu0lO1xkgA+FxKMf2S80Mlz6JGbhxMy60LPOyuu+05qGpb4l1ECWIEAWPp+BuzszPnjxQ4hg6pPl31f6Of7effLWHbIBIB1VwExrOBBCgBfP/E6jkcdtwGgxMKySQDL8LZZA4Dt8guwSdUJxKQC/vh1uASyC5crsjaAdMowK9LPSU2DGgCuc1qJ/g7mTAAHWj6DORnSeR7Vppls5iQ48lL/f7cKeLeXJz4SqWDUxs79Tn9lK10jAMD0TLyawdq/TGw3GBeTzR5xWu/L1dt03w2fFQ/B1Qa79F7K19crbSAX6gHA1FkP0H0vG0tOab6+8vHCJ36+CCg2WsQDlAVAYxFGbWwiCYAkeG+PvfJpF0l/1iQmY7opDSEHgJODA3HOTaRPM80WD4DvdwSW1pScczUgoiWAetJOknvf+rAv2u9SVwGXCwCS0VFhYPpUC0G8KVA3vWbUxksH2yYfjXTQ98cJANXG0dhgwC2TTaXVL5vEhYuSUzA7UJhlSO87OSU9Ext8hRJALSpgLRJABgALMoDvpwDNR6DmdtaulCuDq0+XBWN6HBt6XMHig3eYyyLqrgRi2HNIDID7/4zFij/nIN2OPZf+GHqZiX1Jik0CaJMAlundkwLACxHRcFOQAGoCwNhhuDd7Luo/5gC43/k9NLc323cdaPE05mRqd0KgJ58A4F5vT4uvV67Ov8ULeIG/L/bKeDCqLTZrAJCOffZi7UY4X6oeRkauH9wGq3Z4ia8ngYIPenowf9Z72JBrSAggOqwN176kJGleOgZvaoxwZyfQh5K4TxwA0p7mXB0lAHxhYxNJFZQWAFyVmMzEtiOFA8CJwZUF9nN0P8sDAGkbQL0AePvDfmi3q4XaskRZAZDY9SU7OqDWhGO8DWDfqiGIkwgDo7T2wrI98GbOAz7YtiwAVqoOZERZAIHSQMvbCUTvO6T6EADQTnNy9aWeld53UuzMRO5VXgBIpNT259cBh1lnj6cDfuYdQexRglr1ZsqmcKTH8WXPq/joF9Z7PaLOJ0Asq3kSAyCRMLqGboOT903m9829d2Lop+zasAGgDQC1vHeydSoUAN94FQ3XzoNToNCb9HGSAIrzZm5v1h9Ls9kXTW8hAPhScGVcoozNuTZKCv2Re/9tvklnFOEf13Gyt6iIzVfLeOQkWVquFW+yStfQEkACgMOycvBycCDuOUsHPtZ6f2sBcGBOLn42ASB5jnSOEy3PQhcAvn0fw3d0ZKQnSgC42eRQVLm42OJA+S4mHvWlVMDGYozc1Jj3dqXnTQsA0ocvB4AvBwXilIoNYEQZJIBlAcA7C/qh7U51APw4MZnPaKNlLYmBo3P1UGQ6OGBv+wVotJt9b+XiACqtl2cSAjCo9CYfbFsWAJ/4H3DucwsgUOr74w6AHhkNMRLnsVFkmyceU3kAoDigObnHZwlJ6FYONoDFc9PhuO8l4Po3TNf3PnUDM79lY5cGIQ15jZbJPib6GW3sdRULf+YAcAUQy0r4BADo0xXNz3WFIXQfnLzZDEkbem7BC2vZsFk2ALQBoJb9TLaOFACS0ATuZZQAOsU+hSuFn+Mjn1Ds9hOms3qcAfCTJt3xVZ6yx6fcZIoNuul6OfdmoLTIrNawQwnCXUc/dgAojkumd3EpAQ3dFol01txk/E4AMNbREb+YAEzvPen61gIgcV750YuVAO6IS0AzgzmocEUA4IgdHXFTBQA3+XhhlZ8vgoqLkSjKCawEgCM2NWbapkun0E5Y2Gmhqgp4eVIK3q7MrlMOALV4AUe83wlYWkPy0anNX1lUwFoBkB6XlvUlJ3F6pc5zmHJsJdOENQD4YlQIOjhd5YNtk8gBLaScQJ6YBpxbawEESn0vTwCMcXRAf1E6PS3zplTHJ7kthjkds3DOEF9DS6G538i+0txQCJ8SNkai2pqyFgBfTs/EOpHqWDyvpS+fgd3BWUDEH0xfvnnqBt42AWAokpHVaIXsNOgGQKJVKu6GeUGecPJmPf439NqCFz6zASA3yTYbwDK8mVIASCDAgwJA+rAmt5qQkYU309k4RXIvYtP45thV8CPWSWTGkATAwlxgEZVC7SHZAIolgB837oYt+eFWzSiJn9imZnXJa8VjJpXE96YvVNvgrOqghos+TE7FPFEMLg2X8VWsAcAXMzIR6eSEo+VgUP44ASCJPfdFgmVAZrx9HxwA0lIJ8TxzzjgkHEuCCAC/j4lHPSkJ4P0TGH58ioVt1qXRl5BTmMPbHso90yVJKXjHBIDEGH9UVg4GVq2CKCfLvM+kDbMK+NEA4N8L+6HNDnUJ4LKkFMw0jUvLepYDwGm1n8XU46usBsBZ0TVRz/E8H2xbFgCHb2cd4jTADjee8gTA7zw9ML8M+4DUHHuntMZwx19VAZAORUS3U7ewED/Esl7vavujFACS8DsEIpWu1wKA4rERAFz07Smkwxu17eLQuupiHJL5mKWf0abef2LBT2yorYjaHwNxbEYagQQwPArnSxpiXGAdGwDKvLg2ANSyo8nUkQJA/nAxXVNgZyeIVXU0KhbBRjZ6vtyLGBbXHDsNOgAw6Q7weXtzL9+JRtieTmUYGXupmhOIGMJG12uGa8Us3Oot/x8AUCoIq9o8kHAhxFmBFCWgoduhPyoIAEY5OuJIOUoAGwb0g5OX9jiGtASQ5GptXEiioLFF7bAhdaRUwLJBsd9+gLBvWScQpdR5HABWKS7mnQ24PskC4HwfDA8JsgBAElA2NT9VFQBpA3wOAJXG/6gB8J+F/dF6R3O1JQoabFUrK9iBhmS2w+G0b5km+letghgTGGt1AlmaWh++hX/wYZZI8HhOEs7vVxMOAX61gRVsXEUt60+812kZo7hOnp0dvvXyRI+8PFx0dRUEY5aSQuu9h3dKSyZLiTg8i7idr+MSMT4kSLJ5rR941gLg1PRMrFeRAIo7VmzvCseSAqwqfhY/GjugbdUlvDmJuC6/TpoNx+bK7+JDHgCXA3Gs7bkYAC+UNMDYwHpw8mbVzF/02oqRn7FxU20qYJsKWO97KKgvBYC8eslUM9rRAQModYCWza5DeBd8gR3aJYDJ/wBr25r71vQ5hOWavXOtHaQeACRJimiPPL33FAd1pa//t0gA5yen6v7yJ3M8MiSIsTv7NCEZ3fPVw8DQAEgkygmODrwTht55p+tzz7ub9wCk+bM2M1rK4OwcHDDFbhsWVRdzjebQRVoOYPFBTu75ZG4ePpHKikIBIAnx8lt0rGQXv/Txxhq/SggtKuZzznIVlQBwWEgwbovCdxAA3P/X33jv6vOK07EgORVzTZIfTgWsCQDndwaWSEu/1eaPUwGHOzniQP95Fjlc5TpM3qm7H/VHq+3qALg4KQXvloME0De5FU7m7GO6NKBqFURLAOCsQH9Zc4aVaY3gXvg7pphC7UgCIAntk5MEfFzPAgiUHl5ZJYBL/Hyxw8eLcdR4LzVNoAmQskNV6kte5CS419gkqFIpsSOGOR/EFyLAErdDe0mLf3scAZDuYy/DcrSrugQ/yUkA2y0G7h4G+nyEry6n4oMfTRLAWkuBeDbbEJ1GkIz3Ukl9jA6oDycfFgA/6bwZk79kU8W1D3XD3um9kJmZCW9vby1b3f+7OjYJYBkeqRQA8h6GpnbFalw1AJwc64fInCewwnm9dgBMvQ98KkzppHZwaBm2EgASe43Trq/xzSQ72KNn9apampWsQ7yn28lkAKABcNO4NrC3t0OPXewGL1XKY+zWDOT9lFR8ECBMw6TWDpnjF6oEMZ6nn3q3Qvdr7AGpVMRmBQNycsvVBvAT30r4qpL2DZHOz7o6pgA9i9gNlhQtz8JaACTtyx3cX5jySisCYPfZ7MHRay7gXw9Y4A85AKw1Zw886y9UfC60CYAuCWAZAHDvfaCRfRRa16jGp1VUWz/kdz0AKBVaROke9DM56OHOq499U1riZPZ+5lJaNU7qG+wAg50djrq7y35ErUttCruiXzHVBIBiyTFzXwYAk4GP62pef0rrSDzOUtjBDsI4r6TOs6HBuGtywnojLV2Q0aiBoRB/K8QEFN/DJeIFGGoKc683SGiO7i4nLcKz0NcS+9ti2GFcBUoAxRot+v5S4WP0gHVvwzI0r7pUVptxffgpwJUNT7PlTATeP8A6HEbUXAIksIC3zK8Stvmwexd37xEBjXDTi42OsKjN53h1Wxbz/51ruGPH/3raAFDLhmGrYzkDkgBIsgxQKrCF/r5MfDuuqAEg+f3n2nMx8MECrK/kjbW+lQQ3FkvDwhcPgF16OLBGGM9Ly8Gr9kyVAFCchDvFwR49ygCAh6Jj0U/GcJoe8y/Tu6BxiDdAxz0UDaQ8xq42N1K/z01JwwKdMQBpAFxT83n0OPGJ6q3FAPhUTq7sV7NqY1QF7nnfcHbGSIUsBuI2f42K4eGfwGDTQn1OIFIA2CcnFyuk0uK9eRthP/SVfJ/ofm2o5I3PfCuhWlERL2nifhebaTB/b/gUcOcnDA0Jxh3qsG7i3wS7n9qNWnP2wrP+AsXppD8AHjYA6l3z5J2691F/tNQgAVyYnIr3dNi0kY+5KCdHJDo48IGxycT5pbTA79kHmDmkAZBWOUoBOzfp61LDUFp0HP9TA8DcVGB5beYyrfMiBypXSuqilf09/rnnzoyHx5+bgSNzBGvhmdBg3gt/bGYWtpoghFSqbyhUDAotXlRLYw2YFSp0RHo20YlnrkAAACAASURBVAeVnaMsVKz0tXtj45FvZ19mAHwtLcMimD1nA7jLy9Mi1RzXh7ICYB/DUlSvsQLnJSJBkHvQALj1bATm7ecAcDGQwDp5LPWrhO0UAH7r5SH4KH/RfwZWnmIdtWwAaFMB6zkfLepKAeA3sfHwNxqR7ODA2ELRGwOziKnE3FKbE/n9dNMF6HRjLrhDjL6xGADvLxoAh4wIYI3QmFvrxqc0AVoAkHy5H/TwQKPCQjwfWsXq+SQHvpwdGz3mn6d3RpMQn8cSAK0ZPJnjUVWCmODDq0P6o+fpDarNlCcAFmW0hlOly3gmOwcfpqTx99azfk5ExqBHDVb6uzM2AWE6AfB4VCx6VQ8VjFs2L3LL0QjLYPN6it8nugHu3aleVGThhPFDTDzqEicQifJ8SLBAWjOn/RwMqz8cted+Ay8VAKQ/AP4NAEj2jhYaMocQdfZinR82UnNLA+BTVaswzkt6yrq0MJQUHuehkpYAds/Nw6fEZIBIAPPS+Mwq9Dompgq/OtZAjptlukU5AJxWOB1rndfw3cx5NxWe6beB9Z0FXaf3eWKbOocCZqW9TWr8dLYT7nciXSbe/uIAzfT15OzJt7PjM6WI29aqAm5iMFh4wnMAyMXXlOp3WQHwhLE5DgfHyNsADj8NuLLSvW1nIzCXA8Aai4FEFgA5VTy3N4j3Mc/wUYgvCGPqdqruhp3TbCpgS3m2nrfyP1xXDgCHmkCISBqmBwXwxs7iA6s8AJAYcjvf/Zn3euMeh54DXO4RagHAHzw9GHsXH6ORifVVEYUGwJ9e7YymodYDoNQmVRF91tqmAAC9mqPnXz+qXioGQKl0Z6qNmCpk31mIvT6T0bLAoDt+H3eP3yJj0N0EgNaEgemZm4dfRV7M/XJysVxKAujmi7BgaYk6PWZOei4FgPti4lCniFitWhZxCi8CgM/XG4a6875VBUAalPQBYBdgSTXJ/qi9x5wKWK2euHHyTj1YNEBT6jjiQVrWGJPk/n4pzfF7Nru+B4VWQYSzfgD0zz+CYab9lbw73LjJGlqtAoDEy3575ss42+A7i7mWA8CXCt/AF85s6BpSGAB0cbT4AKUBUJwRg9j27vH2lI0HKe6MHADec3YSSBbF1xFvbeL1zqXKE/+uFQClVNZaAPCl9EwLG0U9KmDS31hHB1lN0HUaAM9FYu4+1k45ouUu4Da7rhb7+WKnD7s/HIuKRW/Rh6V7+GgkFjRlfu9Y3Q27bAAoClqn9eSw1YMUABIxPLdBzUtJxfpKPnwgWrFUQ7xp+xqNOBkVizNNF6Djjbng7JjoqaZh6Eunj9GrtgfsB69+6DaAnAqYk15V5HKgx3z23Z6o4uNmtQTwvZQ0LCwHaUZ5jZdskKOrBOGaqwtWebVAr79YFZlSEQOgWn2l38ncSoXU0QMUv0fGoJsJALmDItrRER8E+Mmqc+g+tSwowFVXV0E3SXaRZVIA6OqDsCrmNFVyBwxne1uzsMgCNJQAkLblIh3iAXDud/Bq8KHiVHfKy8dpU9DnhwWAnBOInudFBkGeOzEfabZVPXdw1aIiwUestevNL6UZfs/+ibncOgBshs6ZP4GkWwwpLkbX/AIeAHvl5mEVB4D56XxqPXpe5ADQvrQU1yKiJYc1sXAGNjt/zP+mBQDFDZH7ti8okA1zJa6/LS4BY0z5jrnfiASQeBlL5anm6ryVmo7mBoMsAJ6IitFkptPIUGjhCPWwAJCMRW4t0wC4/Vwk3uMA8JVgYGNPZhoW+flilwkApR6oa/gYJBc0YX6yAaBNBYzPP/8cy5cvR3x8PJo0aYJVq1ahS5cumvY4KQAkYTCGm75Q2+cXCA7AMxHR8KJ4W7zQubAWHABynox0ZzgYckEh/nYdz/409gCwdbCgz3oPBKkBa5EAqiU91zSRKpXImGf0qY/agZ4YEGZSM1tpA2iNnV55jEGuDQEAejZHr+vqEkASRIgOgFuW/skBYPMaNVFizwaOVSsnI2PQ1QSA5PBqYSjE2CqVLaBOrp0WBQb86Sq0eSKOLUulAFAi1INUu+UFgLPbz8bQesNRVwMA0jEHHxYAlkUCGLFkIMK2sOowpVKjqEi3ulaqPWeDDy7Hsao6awBwW15rtEj8QXKf473GiQq4IJP3qqb3QZJqcZuEBFAJAMcXzsTXzubsFNYCIA2ravMtB4BqMUbVAFDtvtzvUjl9OQD82tsLK2TytZOg9OIwNXolgKQPJ91ccdzDHd+bIgtw/aIBcMf5SMz5wSQBnNmIt4EX29yLx+wSPg4pBY2YP3eo5obdr9hUwP9ZFfCePXswZswYBgI7deqEDRs2YOPGjbh16xaqV5cOy0AvKCkA3B8Th6erUkGZqQuIzYod9W8xpBFjeHsAZ8MWoMP1udAKgHsbfYpht1+V3Bi1vvRS9R4nADz0ehc0DKY8U/8fAeCYKkEMAK3ybIZe11kJiVJ5GADYulodFDpK28mJ+/ZHZAy6iABQzwEvBYDEsWWxCgC2yS/AVwlmj2O6X59X8mGyEtQuLMIDkaqRvKO1ZVTAYpvdd9u9i2H1R2gCwFqFRUyOYlI4AJwf4IfvRAcZ108+DuAHXYHF0h70ah9yDwMA1dajnt+5PUXP+uDav+TTEy5/fi25zw3JzsECYsNKADA/g8+sQs/fuoQkbJUAQLvSUvwlIwEcWzgLW52X8veUA8AhocG4L5OKcX1CEjpR0kq1+SoLALYwGCykh2r3E/++OjEZr5lyWnO/cQDIpViUarO8AJBru2XNaii2M5+Y10ecAVxY9e7O81GY/QP7MRExszFvA68GgM7h45BqAsAnqrlhjw0A/7sq4Pbt26NVq1ZYt24dv54bNWqEIUOGYPHixarvjRQA0vZQ4gbEX0P05kRUVT/Gsilq7ocORp3YA5oBcFNxf0xyPCi5MaoOQqHC/0cAJGr5D3WGainLHCpd2y6/AJsSknhp2UrPpuh9/Rf+EhJD8pybK4Zk5wrs8x4GAHapVRcZMHvzKo3jVGQMOpsAkNgvleTXwMJq2ZrtxpoXGBgVOF1IcOlFKZbG+qTOa5UDGJvBGanpGJeVbbqMHBTmb9m1bZ7F+tRLqFNYaHEwK6mAxQD4Trt3MKz+SNTTIAGk1c0cAK729ZHN35ob/gpKCqoi4j8IgINDq/CwrOX9qudbD9/b1wQuCePjcXvoq2kZeCkziwXA3BRgeR2mWTEAEgngGR02gM8a5uN7l/mqAPh0aBWLDw3uIpKz2FGHR7IUgGnJMkScm3Ls7coMgFLp5DgAXOPrIxuMuvwBsDqKKYkJDYC7LkTh3e8tAfBDf198Q0XdEK8t5wfjkWpoyPzZBoD/YRVwYWEh3N3d8c033+CZZ57h18lrr72GP//8E7///rvqviQFgHRIDD0A2DkvH+sShamvuGwGdDuSKmCJnqpJDlQHp5IJpIv9X9jmvARir0kt7eqtQ8ZcXhLAxwkAe+TmYU1SihkAPZqgd4Pngd+XAe5+CHNggxyTsAwvksPNVMoCgP5FdkjIbwwnbzaEgpwK+IybKx9wV+15nY6MRqcarBMDCUT7S87z+KvGcQs7Irl2mhUYLGybPklMxpN50kGxZwf4M7mHicprPAeATh5AERvri5TPOo7BhvjfIeXAoASAYkkOAcCh9Uai/rzv4dXgA7Wp4H/nAPCSqwsmVJHOzFCQOABFaV0VAfCJGlWRa0/0AtLl3yoBVAImqZEeeu4QQn9bIQuA09MyMJkDQGMRsIAN9UHvg0QSRySAegCwfcFnOO/6Ct+l7HdS4OXqZGGDrAS0Wp0vuJusSUzGdJEETgsA/hIdh1QH+woFwM8q+ch6Ipc3AIbVqAXYs1mzSLk+4izg4omrUemM/d/NOHZPpCWAH/j74lsFAHR6MBFpBjZLTPuqbtj7qk0F/J9UAcfFxSE0NBSnT59Gx44d+UW2aNEibNmyBX///bfFPmQwGED+4woBwGrVqqHRukZwcGM9YMnGv8TfT3K3VpIAdsnLx+c6ANAD+bjpOsniPtl2drjv7FTmTYB54aiQNTULhIFJHzYAHn69KxpQ3p9H9q5Dn1vvSM6zEvxaE6xZ86mvsyLnuTiuSmVccXXFJ+6N8eTQPXwrnH0WcS5YT62NsgAg8dRb69BRFQBJJ7LqDUKnYjbCvlIhEg4uC8zh6Fj0yNkE9wbzUazRhjCswMAEwqYLiQsZWmze/Onf5gT4MZlHSBq9CZkmCWCtbkC4+aPNWgAUgwkBwGfrjECj+T9YBYCk33Lr8b8MgEoqU6m1RrKx4Oe3gIsbBT9zc8t/JBEJICkmE5GyAmDbgrW46DqNv+fDAEASF/FnDw+U2oG3g9MGgLFIdXAo896vJAGUyk/PTU55AuABYwfMrp0IO3uztz4HgDXf+VmwBma1d8XL155lH7u/H77z9pTdrhwfTES6DQD5+fnPZgLhAPDMmTPo0KEDPyEfffQRtm3bhjt37lgsovnz5+ODDyylADQASiXE5hpSAsCueflYKwJAJS/gI85vo769ZRosOsWS2sGt9rsWABQHzlVr05rfiZTqyBtdUT/IHP5j3W/3Uf34VAx0uGDRpBIAWpOuTa7PxrwacHCPtGZIzDVcvlsOAFe4N0KfoXv59soDAMXqVZKv81ONAKgEL/Sg/wyPQjtTJoojUbHokLsNXo2k4VxqsqwFQJJxYSIHgHV6AvfNKeg+7TgGX8T/jnqFhXyGBu7eSnEAxZKcWW1noWWlQRj42TF4NTCrAtUeOicBVAPA5+uOxuKBtYDFoYhxdEBQsVGg7leXAJaikX205oDHXL8Zya9GJxC1ser5ndtTOlcP1RU2igXAGcDFLwW30wOAGxKSsCVzKs40+N6iy2L7bK5C64J1uOz68kMHwLYFrKCBG9/DBEA6Pzk3cE4FrASAJC/5xkpmD31yrTVOIOQ6FgCTYGdvtkOWA8Cqdkk45fI609X3A/wsnEfoh+34YBLSDfXQzO4+hhp/xtjlR2yZQPS8wP9f6lqjAtYiASRqvROimGbcnCkBYLe8fHwmAkAuRRg957zhuOsLko+iPFS/Uv1tUPA1DHCGo70diktKwUkApVJnlfcaIWM++kZX1KMAMDGrAJeWD9INgGpprdrENcM5bwMcPS0lwOJxZd9eBK9Gs60eLue5yAOgS130GWH2ctQKgLT3qbgzBM5oj2Hi4bfaoTOcvFkPOjkVMNfOS8GBOOvmpjhGco/2NarCYG+PI37d8LXjNOxMGqZ5XqQCzxJJYoiMBPC9AD/s9/LE62npmMQBYN3ewL1j/D3XdByDL+N/l8zCoASAYueEmW1nYsHOABSW5OkCQCJF6WVSYcu9ky09x2D5k9MR5FKEcyvrYHKVIBB1+I74RH4c/18BUO8+xQDgL28DF76QBEB+LShIAK0BwCYFmwSaFjkJoJJTi14V8Kb4RLSzAgCJ1DzFwQGjRSFkNL+IChUfNgDuN3bEHEYCqA6A1ewS8YfLGwJglhuK4/3JSC+sg93OC9C46BZ8lmTbALA8Fsi/sQ3iBNK6dWvGC5grjRs3xtNPP63bCcTR1R6llMeS1HwoASAfyZ66UCrEyqMCwJlFk7HX2AN9Ggdh9YiWeGn+MsYG8GEB4PG3uqFOoFC0X3jnCJx3D7WYaqXD5XJ4FFrXkvfwJs/oB2MnzKsrHReMvlnpg48xpdctfBG+2arlzwHg+ODKuOzmio9d66LvcHUAJCm26ACnSgAozpc6OjMLX9l1gpM3a0CtBoBTgwL52HZyg6QB8HCDKfgiqQe+Sx+heU70AuC8AD/84OUptI2s1we4e8QCAKWC2ioB4CYfL6zy8+Xbea3lDCzcGQDYF+gCwCvhUbwkT249zmgzA+OajAMM2Zi5sTkOenow96X3CQLWeYo2gNZJAHPuzkL4wtGawsBofpAaKpKQQb4lJbolluUBgEuSUnAyYxR+qX/YoqdcBAbxD8T0hY6T+TAAcEN8EjoWFAiARosEkHw0kQxUFQmAnHe9hkdtsZa1XkPqHTa2wVu1MmDnYHZEuz7yHODsAbEKWA8AOt2fjLTCOswzzTKU2gCwtPS/6wXMhYFZv349owb+4osv8OWXX+LmzZuoUaOG6nqVcgJRukgJADmHAPp6KQeLRwWAc4omYoexN3o1rIxN49tizOzFmgHQaKgMBxfpcB2qk2yCFJK1wN6eDqJjulIiHIwSANLZA8T3pqUvWiQUp4ZdwZnbv2Dm9fe0DMOiDhcYfEJwZVxyc8Vy1/roN9ycpUBOAnjFxUWQ75NAHZf/kr4JyXrySkam4LB1KylBVk5zzQD4iW8lfFWJCr8jMVICgERSVWBvj8MNp6LbgVpwrT9L85xIASBRJVcxStsAcmoe3vCf3Kl+P+CfQ/w9V/eajo0P9kEqt6wSAH7j5SHwEg8uHoa7d1vpBkD6Xa9IANwfaYfaJZG6gcoe9rg27tpDB8ClSSkYkJunu79qAMjbgypIAIl5jn1KV6ytZ2nXStawVB4jMQBmvZMCbwknELU9hyxMLXsKqUdsAK1RAZN3JtnRAaMqQAL4QmY2pqdnYIuPNxNeSWuxVgV8u6QahtZ0hZ2D2eb++qhLgKOLBQBWt0vESY0SQBsACp/cf9YGkJsGIv1btmwZEwi6adOmWLlyJbp27appfesBQGKL9H1sgqBdekPgUxlRNaTs6x4VAM4umoSdxl7o2bAyNusFwIIgOLia1VqaJpeqxNkrSV5XjgD4U3QcahSzRsdaNmtyKB28st9qAOTSnfEA6Nse/QabjdzlAPCyiwvGh5g9S0k4lI8lgrNyh6J4LEVZYZoBMM/ODu1rSqcp456HGAA7/lBTlw2gVOYBJQDkYuvxoT8YAOwP/GMKhdRxOlb5+2PTjU2oVlSEaFHOWZKisZ5MLmAxABoSB6AwrStgb4BXg/c1L119AJiDmRub8RJAOp2emgRwX6Q96pREaFqv4s6T9aslELTmQWusKM6Vq+UyNQDkPcIVAHBSRiZck6UBkAvVIu7LowBALpg6vQ9pkQBujcyHg1NmhQAg6Qs5owKNRuxR8LK1WGOUI6GW50zXaVq9nhAAiRkAIABA54AjcPe8ibOJl+BWWorplQNkTbDItSEPhuJvQ2ubBNA00f95ANS7KOn6egCQT1VENUAfzJxDAN2+lHr1cQPA4SFBuOUi9OAUz6mRAsBns3MUjXSlnsfDAkAaOrQD4D7MvD7XqmXEpTubGFwZF4kEMLAr+g1Yy7clB4Di0CLk8JOKzs8dikoAGFb4JXbG9lXsv9pcENhpS0kA9QJgQ0Mh7rg4C/pwNCoWwTISQM7T75X0DEzJYENB/FK3I45l/YOFyalwn3QcKxNPYvONzfAsdEOOszCcjBIA7vD2FHjxt0r3w+8JMwE7A7waPhwAJOM5GxENz9JSxrZSSQVsrQSQ3ONRAaDel8XD0R3nRp1XtAEkoVN6EJtLBQAcn5EFj+QukhJArQAY93oCQiq5YcWcSXjL6Vvzu6piVkLDnNr4SSzNlgZW9anHCeSt8Cpo5XK1wgBQrd9Sv1srASRtNa1eH3YOrCqcW69iAOSczeakpGFEdg7erByAozI2+OTa+ZHueCtvng0AbQBozXIWXqMHAIkq6lBMnKAB+mDlUxlRNR41AJJD+GsfbwzPzsaXeeMYCWCPBoH4akI7XgWsDQCD4eDKSj+/jE9kjN31lIcFgDR0qEEPtyEdvGI9ABIP3e3xiZgUXBkX3FyxLKAL+g8026PKAeBFVxdMpOaQeMOupOzWuLnVAoCMZEUhq4qWg4tWqy+tNhjns0fi+4yRmh+xXgDkYn1NSMvHm5ls7EzueU1Lz8DU5/dhdvh3+PHBjygp9IW9c7qgL0oAKH7uxGt6ecK6CgfAtzc2wyGTDSDpLBcGxwaAwOTG4zC97QxJACTxKq+7OGNyRhaTRUkJAImphF9SR6ypxzpA0YW22aT/LpYATq59HF+ObYMRs5djt/NCvmp5qoBJZp1KJWwaRhoAyV/mB/rLv1d3X8M2j3fLHAZG84uroeLDAsBZqekYnZWtCoCLo5zwSu4CGwDaAFDD6lWpogcApcK80JsGZw9G3/JRAyBtm9XvXg98U9QX3RsE4usJ7TB+7lJ87bAIHatXRbaDfKBaMh5jQTCm5f+Ne85OWJGUguYKX8tSU/6wAPBYVCyCTFKnhwGADESGR5kBsO4o9O9kDp+iFQDl1ENyAJgfNxRuId+g1OiCGxMvlSsAkjE96boNRwvGaH7BpBw1lCSAXLT/8Wn5eEsEgOSQn/nsd1gWdxzbb29HcW4dOHrcF/Tlu5h41JdRAYuf+7spaZid/AVgVwivhvM0j0mXCrgwF29/GSYAwIPRsahabFSVAO6LtEMdK2wAmbX3iFTAmifRVPHy8yfg7BEgCYAWbSlIAEdkZWNssiMG1LH0atcKgAwQLhmIqbPfx3rnVcztf/R0x+xANvC0VNHjBfxLdCyqUd7vNADWKipShLucu7Pxg8f0/ywAEo1Kd1NGIrlnMT/GEW9lL7QBoA0A9W5DlvX1AODg7Bx8RHJVUoU+bDh1IP37iJAg3BSpV5VUwFrstawddbOExjidPpYHwMMHdqLHlZcVPWq5exkLquBW/Hn+1lrgiqscmuOHO9EzmU1Xsnw1EIg8BXR6HTjNbshqX+Nyvx+PikVlnQB4+Mo+zLBSBcwcwsQruXIHFHrEYmmXJRhQ2zxOrQC4IDkVcyUkA3IASMLXOHjcRUlBCMI/GlHuABiU+hkS/c3ZE9TWnF4AXODvi73eXpADwJtZ76FW90R8f38PDCnd4RLwm9UASLzG65Mg6BUJgIYciCWAHAi0q1EV+QpewP8FALw+/DTg6l1mAByaRRwZStGlhqVTk14AfHn2PKxzXs0kS1SKKsC942r7ErdA5RwFSfYakr+aBCrn8k2L36ucf+bge89XMbYCnEDU3mE1+LXmeikVcF5hMRrPY7247Rxy4FmflcISO2iST/2YgvqX1FsQ7YjXc4gEcJTNC5jM4X/ZC9iaRUlfowcAn87OwUIFAByQk4ulycLcpyNDgnBDIwDGOTrg9cqBmtNv6R17s4RGOJ0+jlcBH/tpN7bFzmUyWKiVsgBgSEYN/B3/sjwAGrKBv/YCTZ8FltYsEwCSNH6BRqHqRWlsRIJSHgDYqHJPOHrcw6zWH2J0U3NaQq0ASOze3pMAQC42mhh4uY8IMjYGrMtRBUzadIhcDmONt9WWBf+7FADS0lhxQ1zC93HpBZiRwXqXc2PsnOGOg/Fz4RJ0AM5+Z2FI7gmXQHOAaFJXjwSQHMhMFpyHDoBxqFZcDDUA/C/YAF4ffgpw9SkzABL74/fzHNA8yFICSEBfaIUKGEvtUMewQxAGhpMATpi9EF85LwfnkKS4T5gcIbR8+IoBMMnBASkO9vg/9s4CzIrq7+PfvdvFFgvLsizdLN0NUiLdJaGoNIo0iDQoqfwFkZCWTmmkRKQbaZbtgO3u9zkzd+6dmTt5791l9b3neXwe2XvOmVMz85lfVsuk4+GddHbC1GLC0sakZ3Nx0HU0J0KA4pvQiIokdNlFGeAyTQVcGVbWevtd8rw98TACY3beoQHQ7i1cyq+g/r9sZhZIjIjXdraSM1kUbINtqUOwzWEBrubZoP28GEscQCP23tKEpMpKTISbmxsnFZzYwvRISsYCCQDskpyCJTwAVBMIWsnDxZRNC4ishqssCSABwK9iFinqMifdF/9EXNPVXeXhhs28iPFiHWXFNUR6ZC9xAGQ1/HTNESSHv8A/VbaKjksqDMyFoFAU5dneiHVkBSs8GPbArAA4svJsTGzcX3dJpQAoJgEkqZkmxHHDwJDO8xsAnd9OQ4r3d4rOBqlUKSMTz3lOIEoAcGhcOqbwADAzpjkyorvA3ucw7DyuIeNtO9h76wNEvw8AFMt6oY8DaCgBPB4SDn8FALjvVR6qGJEJhKyDuVTAuZme0NhxtRuKN19BRXMBIKWFiUlAQJmSBle99SYY9rykqJl51qiUsV0QAIfPXIQtdt8r8r5mIKiZf0kkWgsFm9EPRw6YTjk7YQoPANPC+gF51shOqoUDbiM4EQIULK/RVaSSHjCdys1H6uI1/A0BkB0D0MomDi4V9c+ZcplZsgC4KjgHDpnu2FLyLa7CFk9GP7EAoNEn4P95QzUA2DMpGfMlAFBIRTy4RHE84OVIFVMB5zsARlXD1Vi9CvjigZ8xPlnvsSp1FHLSSmJ3eCRqagKpalcdHPBFiWKKTk9mXGNkRPZQBIA91/6Fu8HxkiFIpADwYlAovN4HAHq3hY3LS4ysPAsTG+sDKDMA2DQ1DetZWWL4TiBz3sVwYtcxC8uEFipoCWBDuwW4kancM1ooXRtbHc8/KIu8PLC7iCs+jkvHVD4AxjZFRlQ32Pscgp3HdWS8bQ9777OcLjaGJqJRVrzg+eOvlV4CmAXXKsrnxH7xTff2wnGWgwdzYR0ACtgAHgsJRxkFAHjoDVAhL1gRiPAnbD4A9ILGjqu9UHRzK6z0sN+fgKO7yRLAj5JTsPRtjOBazXrljwGaK5wRkcxHJAMSOxA0IwEcNnMxttp9p2jdmbNA+JLoF9iZeUgGqEtOeomkHDAJAWDS0wVAHi352u8+AiNUOtkp3AaDauT5cj4/JYClqsDKJlV3XXJeuQCYCJeKi3W/F83OwTsbacBmYoCS+zwnLccCgBYVsLHHX50EsFFaOjZGcoMhs182QipiJkUYe4T7X+Xi15xOWGornBTd+NlItwzQAmCrSt7Y+klDbF6zEKuK7FF0OQKADm+G4aj9bPhZvaPaKAXWzNgmyIjqXiAAeCkoFJ4KAZDMgVIB3z6EyY+UOwcYvIQDg1G1eEvYOL1BdY8G2N1Nn1WEAcD6qdmYFmFNSXpI4QOg2CYw6QX5a533ZA4W2P4Kkm5py+LZZlcBN7ZfiGsZyoNjl8nMwhue6uZCcCiKatXxGNiPSQAAIABJREFU/Pkt8fTALjdXDI7LwPR4Or4ke47kI8ne5yDsPG4gI7oD7IvpM4SQujODnTEw50mBAeAMby/8nk8AePgNUP49A2BOhjes7Wlv7PwoD4c+AEiWJYFUcAbXk3ACYeJuCj17mj7vivW23A/aVDigWvpmQQBkAuFLPcdIhp5uSSkYH5/AGSa7DXHg2lvERWfqYxwALgTybKhr7HMfwYkQkB/7wfRZ2ABQyVwtAMhdJYsNoJJTI1JHjQRQDgCFJIRMgGD25cUeEEqBytjpMgDYspI3tn3SEP9bOQ/rvfRxsKT6JQCY+mY8xlsf1MXOIhYtdRV4AxckAAqFX5CaFwHAM3cO42sTnUDYe0eFZdEWBgCzkysiLeRTDLA+T4G/UgBkQgvxz8aEFzXwmc0J+irkhWlmG8CO7ktxOl7vzSx35ryycxDD+3Jnq+P57Zd6emCnmysGxWVghggAMvHBhJxApgW7YkjOY1kAZFTotA2g8RJAYwDwaGg4ymbJ2wAeemOFCnnqM4GQyZ/odQKdD3aW2x7Z303N9CN3Ad09YSIAit0P5PqfvKyNr6yPcoaSDCfUSN+IV/aDYW1F64cZCeCQmUuxw26J5IcsScMokLuI04aYOkwsXlTn7GcUAD5ZQiziqPHtdR+BTwtIAkhi2/5RiCSAcueI/G4BQAsAKjkniuqoAcDGaWnYEMn9Sma/mHsnJWMuT0VcmACwRlQ1/B07FC0qFsX2TxupBEA/pL4Zh1aa+5TaRAc4CgAwJXAMctP9C0QCeCUoFG4qJYAFAYA2GVUQ93o4tWxEHXXDwV7RQ55IIM6GhBu8pDZElkbjtD/zDQD7lViBvRFfK7qHSCWPnBzE8Wyj2Op4fkc9SvrglR1tsi8UYoNIABkAFLJP+zrYA8NzDNOBkf7Y9ySTk9VUABSzeZ1YdyJGBowEBFTATMo0OScQUySAHvYeiMvgxkhUvGmsiuxA78a0l2tjLgBk8q0LfSyPelkdY621mWS0Azrl6IGJth/hYcJO2PEAcNDM77DLbrFsxAGhubGvTyTdY4oX0znvyQGg0Mcf26b3ttMQ2VAocuut9Pf8BMCkPEc09i8NjaQKOAEuFQn8Ki+/hUWiRmYmtW8WFbDFC1j5yRGoqQYA+XZc/JdNn8QkfBvDfRgzGSLYl35fEkAGABkVsDoJIA2A3ojDTYexqgAw+cV0IMcdgUtEwsCwFsdUG8ArQSFwy6W/9JVIVAtKAsgHwOsO9hip8Cufb/PYMC0dkzOqo2rchXwDwD4llmJ/BC0BJA5A1g7cAOj8W8k1J9cgliRbHc+vz5GYCnhYsgEwL9cOVhp9QnnS14RgL3yWc1fw3mf3/UtEFJqkZ2i9gA0lgD9HRmOUj7AtK/s+TbGyQrPSfsghakxWkQJABm7rly6FDKEc2Np+TLEBNOnhx2pMJNQ2Li/M1R2nn5IuJXGqtzbHs4kSwBapaVgb9Vbw3h79shrGWOtzSbOfAfOjY9AzJYUaFyMBZAJBy4WcEloUDgAGhWKMj3IAJDaE/DiqHKcuh0EYX6yorHeuOTZLCQDWejaYkpSqLSl59mjoXw4aG3rdSZla6Ri+OaKX3FvZqAdA0g+JMdrev6QFAC1hYNQeS259NQCoycvD/Te0DRdT2A+CfolJ+IYHgEyGCHYbIQBUqk41ZbYMADKBoNUBYCmkvhlrJADOgCbXHa8Wy6uqTAXAv4JCUEQ1AB7C1w9NswGUUwGbEwCJFORr1EaZaK1nbD6ogOt5N8btt7TXd1roYDj67ZQ8ekJOIJeDQuGhlcbyG8sBYMrrCXAu96PoNScGe2GkAgDcGBGFRgwAIg+uVWdw+pRyKOLfp0LhOybUmYDPan5GSQAnbwjAaZ6d4JSYOCwTyPHMHkRhAMChQeWxrTQ32LYpzxrStkPpDljQbAFsrW1hq9GG9jARAJulpuFnEQAc9bIqxlrT8eX4z+cxsQkYnUDb8TEA2H/GcuyxX6BaArgruw2WVNSvFQk9NdW7KG450uG05CSApI6kU5fDIHzn6Y4dboaxDk3dE357JQBIBfF3GKT60qF5RdG1XDFkI1nXNu/1ciRn0LnaSTEWAEkO8TWe7hYAtACg6nPJaaAGAIVubjkA/KpYUYPAlvwHhJiHoWkzM2xdPaoarsUORdsqxbB5eAP8b+VcrPc6oOgyOWnCACgU6JrfYfKLGRjboh4md6wsey1TAZDJvyr0kOVfnCS07zY5HGfu/LsAkBhur/RsAuunx+gp5QMAstcqLXQIHP12SO5dzfQMA293tj0mvzEfANV+ALUPqoOVuUcEx8Tue2t4FOpmaCWAgIF3uRoAFPLeHFt7LEbVGiUKgLIHntg0BQIVIOwFnJdjBytrrvRTSZ9q65B16FDKFxE2tCOCOcrH1T7G1AZTuV2ZCICMHbaQ1O7zl9Uwni0BHLgbAdfo64+KTcBYFgB2qVkCUQ8vYJ/9fEkAnJ/SFT2j9Y4llCkB7xwRG8AMKytMLlYUn8YnoCPJZyxT/j8A4Mzskbhc/QYSMvXe+mxJJ1kiYwGQ2NsfcnWxAKAFAOVuNenfGQCs/ENT2LrRSemliliUd9Kmf2ISZvMkgL+4FaG+VNhFqg+565vyOwOAX7QqhxkfVsWKlTOwxet3RV3mpPojNWgM3JCM+w6f69ooySNMAPDl/IGwllCDMR2aCoDX3oTAOY9WAY/0KYbr2q9yoUlS+zA3oUAA0Dq9MuIDR1DDIF/Th12cBTN/iI2T/cJol5KKVV5NgCeFGwDZ9pj8efEBMFFDVKylFJ1FUsn+9XDcsprPqU+y6Iwv7k3lZGbK9vBI1M7IpFXA+QCAY2qPwehaoxUBYNekFBxzdTaY45pQoHWWMACSe0etjZTiRWRVJPfCck93bDWj1GlotaGY0oAXTJwNgO3mAee+NRyuhBdwvbR0bImMFoS2L15Wwzg2AM5NAOOE9Xlcgs6TlzkL9a2eYr8MALa134YfgnoCabRpj9A5qvusP3ytYrHEdpPipS8sAEieJXKZN4yVAE7KnYib1S4inmWjai4AZBbaYgNosQFUfNMJVWQAsOyseXCuuE+2L7UAuMGtCH4sJABYLaoarscOxeyPqmJki3I4/V0HTPaJkJ0zqcAAIAMwTCNlADgTgQsHKrqOqQB4/U0InLQAKOdpywDg2duHMMnEMDByKmDGC5hZPyX2icyC8aVUlCekZ2PgqRbev40H5nE/MqSASwlksuukhgyFU6ltkvsnJAFk22NKjSfnyVzkaVJhU/l7RWeEVCIq4tdWkzn1N7m5YrWnB+dvO0nsyvwEwFpjMLo2AcBUTNlQg5MLmD+ZUyFhuO3ggFm8jC8D4/IwMz7EAGo+RFHsfaKdoyYVrpW5wKtksXLS/GDtGCpatV7xengTaYeLb/YgwwrobDcE0b6XlXQtW2dYtWGY3IC7R5wwMGKSawkArJWegR0RUcIA+KoqxmlYKmAZAKxr9RwH7edKSgDb2G3DjyG9gVQ6RiIfALMSayI9bBAckY4nDp/IrglT4V8HgP6LgGhhr3uxSU/O+xI3ql7gOCkZAmA8XCouVbxu/IoWALQAoNGHhzRkALDUl3vgVnuBbF9qAXCjWxH8UEgBMGa+h2Jvs5zU0kgNGk2tD9sepJ+vj2DqOjsrG2Tm0bYeJMH5+wDAWw72kgFV3xcAvrYfjFrllEm7nHNzcS0olPOSIlk3DhSprwfAObHAfE/JsysHnFKqUCUAWDUj0+AcsO0xpQCQeilYp8C1kvz9x/QjBIA/erhhAy87ze6wSFTPNI8E8LSTIyYX9+ZMhah/iRpYCQCeDgnDQzs7gz56xedhXpwhAJIL6V6YRgKgnHPHnSF38MW2u9gc1J6aV8+MeXhZRbkki70Yy6PecuaWHwDIBNsX9AJ+VQVjNax4kSwAHBmXgInaWH4MxNWxeoFD9t9KAmAX111Y8rIHkErHPjUAwISaSA+n7eP6Wl/EMttfZN8hpIIUAK63XYl73i8LxAaQfEyelQkDQ0kAp1YDfqytaG5MJSIBvF39EmLT9RlmLACoagkVVbbEAVS0TMKV9AC4F2615b+wOQBo54KAkvoXb3/3Gph9VxubTXs5KQDMyLOFvVWWIm9VE6aoa8pIAL/pUg2fNi+LuPkeaFnaT1HXagDQ2soaI3xaYmME7aVakAB4800IHLQSQLlQK9RezonD2btHClQCqAYAKdgLj+ScESo0jFMd4Nlxeu/67wD2DFEEgIzxNL+yNAAOh1OpLYrOCbvS1TchcNXuhRwAWlmnwEUVAI7HayuuelEIAM1pA3jGyRFf8wDwi5pfYFydcRQATt5Qw8AJhD1vMQDsHZ+Hue8JAO8PvY+RW27pALBXxly8qKIPZK5k06fGxOHjxCSqKhtspjecjsFVB3O7YKuAjZAALot+h04pqcJewK+qYIwIABbLzsYfIbQnOwNxpa0iccl+kuTz92yPm/D5JQBIoRMAGAJgLaSH67Ubos4SjccC1/S2hHIA+M7jKZZ6SX/UKdkbuTqKAXBGbWBVNbnuOL/Pd5iMP8qeswCgqlVTX9kCgOrXTNfCnAA4oPIAzDrFVWMVJgngqLdZWPZuBVb0rYXe9fxUAWB2ammkKZQA3hpyC5svTMfaMNpLtSABkJ0P9G8He3wuEWqFAsAuq3DWyqNAAZC8JOQkcswBJd61B8O4AMj8Tc2xZ65nDAAua7EGU/4cr+ZyVF22Q05BAOAPHm7YyJMAkiwNPZNTJG0AicVoTYF4lnxp/1knR0ziASCZ176u+1DFxV8RAD6yszOAyPwFwEqwcXkuund3htzHF9vyBwBvDr4JBxu9PSY1CBMBkImtKHT/jHlVCaM1rJzRLAkguTSznwzEkb/J3YtU/MLllYHkSNMAsOl44Ooa3T5IAeAK27XoZn0Fazzc8at7/noC5ycA/l13Gaan7ZQBQG4uYLUPGYsK2KICVntmOPXVACBJnP1jNK0KoApPAjiwykDMPKkPkkyqFCYAnP0uFtf9juP7PjVhY61B7HwPtBKQAKa++QJOZdZz1ik7tQzSgkZRf5NTAZOH5tpzX2Jd2B9UfZ/4pTg7UT4GIKlrqg3g7cBg0OGFgb8cHURjvLFfCGe7bjEaAJnQQPllA1ghMxOHeAA4LCERk2OF8+CK3QymAODP7X7GqHP03qspbIccfjv2ehG1kJV1MlwqLaSq5Wa7QmNDS5TESsprQwmgEAAufBuD7jIASK4hBBRKAbCiR0Uc7LTDaAAknqNfxiUIjsF0FXBl2Lg8E13HW4PvYcz2W9gU1IGqY04JIDsjjm4AcgBYbzjQ9Qe6uja7DXtvFke/Q1cRCeDYVxUxSkM/c+j2eicQ9v3OBsAPNddxpfIh0fWh5rCiKpDElR4yQcqzEhRKAJtOAK7SYY1y86w4JiCZMS2REa0PkVXT6hUO2n2LvTmtMce5Nhx9lWVrUnNvMnWVAOCPjf5AmxKZwKrqqi7xqOkqjIvbhph0fY5pAxWwbSxcKii3/eUPwAKAFgBUdSj5ldUAYP20dPzKzgX8LwPAWe9iMeDrMN0SvJvvgTYCAMgOwstUFgPAvr4+eGpPIxeJ9UWyIhDPSDYAlkj4DmcmyMcAJH2YCoB3AoOhjTimGADPdd2Krx59Y9Q5ssnLw903XPstoVRwuVmuSHk5i7qGnNSB1GFst0bHJWBMPBcORsYnYGIcNzep3OBb+ZdErLU19odFoE/JEgbVH2b7IsBGONjz+nbr8cW5L+QuYfA72yGH/6MhACbBpdIiqlp2srTUitRJCRyP1+CqgFd7uGETTwK4LywCVTKzBCWAxGaNCdlhCgCWcyuHI51/UwSAITY2BgHA+8dnYXZcRP4AYFIV2Lg+Fd07AoCjt93E5uCOVB2jAbDpLODUdM4cjAJA4tDEBNsWAEAqdFNyiuBaff6qKsaLOIGIAaA9MmFXVTwGKDWHldWARPq5yVcBZ8bXR0ZEH936iqqAm00E/qLBNifPCs3KlESKRgO3nByEPidBlvXhd6qWKILwiHAkwQm50MDa6QWcShtnlyl30yoBQGoNEkJVA+DjpqsxLn4b3qXphSYWAJTbEfW/W1TA6tdM10INAJIMDJskAHBQlUGYcZLr0VSYvID5AHhqWQlMKVbUYPUEATClLNKCaQhgP+T6+PrgmRYA7358FzYa+kG27txXOhVwiYQlODOhi6JdMicAkthyQ32LI8VKg0A7Bgv1w2AkPFIA2CAtHTclQskoBUByVebhpwQAk5/Pxjr3L0Ee0NY8CdW4uHh8ES8fsoi94CREyjtra/hnZwtLu6wrISBHWFX4S/tf8PlZfegfRRsJQBUA2iTCpeJiLQBKS63EAFAoXduZ4DCUyMkRBEDGQ5j0pwQAzzk54isBFXCZImVw7KM9sgBIxuKTk2Ogbu4bn4M5cWH5AoBZSVVh6/pEdMtuDrqH0dtv4lcWANqVXafLa6tkrykbwJE3gN2DEGCvl/YoAsA3V4AtLO0A4wFMLiwAgIxKX2i/PntVFRNUAiC5DCPN48+1qmdV7O26F1hZHUikPakZALT1+Bu27jeQFjICedl6Na04AH4J/LWaPt95GkTYWuGUszMGJCYhII0bZL26bxE8Dtff39ZOL+FUeqPkVmQlBsC2iD4HuZJ9I3XeNwBaOz+Dk/+vSodrUM8iAbRIAI0+PKShEACSxPaRyQ1h636b07dBLmBbZwT4eenqCAGgkAr4fmAwLjo54rKjIybHxqFJGWUeoSZNFMDMd7EYWLI10G87oNFgzLoK+NPJ0WwAyH7gsyWAvgmLcXpCV0XDNxUA7wUGU8DELrft7THct7jB9RkA/KPbVnz5UFgCKAeApFO+A8WDoQ9gpZViMHHISD01AGgdtAL3cvvqxsx+4U2MjcfIBHUAyJ48/+VJOZXYVxMFwI0dNmLkmZGK9o9d6cabEDgqdQJhpYTKlpFakWsISQBXCthMkZRRBLpqp69HPFw5L/uTIWHwy86hhqwEABM0GjQXkJj7u/rjeJd9igCQwCj/WvkJgGnhveHoKx7snQDgmO1cCaB12Z91Un0lmz4tJg5DJoUC6QkI2NNc10QRAGamAotZEmkZAFzwNgY9RCSAn76qhi81+lRwcdPfoOWelvrxaFMOslXA5EchAEwL649bk8bB3cEdWBUAJART/fDb8teHA4CfngU20d7VaP4VcGUV9b9ZedawtaLPnVCfo1uXx7qL+kwjcgCYl6dB8tPFoiArtYdiANi/cn9k5mSia/muaODTAEgIU+0E8rjZDxgXt1VSAigG30rOHaljAUALACo9K4L1hADQk4jlwz818HzsnJyC797qv3DBA0Di8Tb9BDdnohAAsqFiRHyiyYa+Xg7eKJYQJhiOhT1pCgCTkoGR5wG/epIA6FBiD2zd9blWs1PKIS2YlgKxH3K9fX3wXCsBZD/wfzo7ET+Hn6fql0hYhDMTuinaJ1MBUCgNkxwAnv9wLSY+FY5FpQQAj79Kw0fl9SC9vNVydCxDq9SMBUCylsG3TsD67GyUzHjFgQZzA2DJrGycchAHwM0dN+OT08pjnDEbzfbI5m++gQrYRh8PLDupKmxYUish6QYbAJd6emCnmyuY7ADsazEAeDCnOSZljdG9JEkKrNUse14lAEj6TSrfFk1zX3Km4+fih5PdDmLyL9UlvYAZaST/WkNTgCnRwoGgTbUBTHo2F66V54ree0IAiHI/44UdY0krf9vqAJB33hUBYFYasMhHfxEZAGTOlNB+EQAsXeRP7Hd1wQ/Rb7Gj87fY9EivOhVyAoFAekBqn0nok6VayaRWEikEa/zV4QDg5xeBX1rTVZpPAq6spP5XDgDHtC6PtaoA0BrJTxcZBYDVMjLwj729wSZ/FvAZJtSdoP+7MQDYdDXGx2/H27S3un74KmALAMrfX3I1LCpguRWS+F0IAMtmZuFx1Eg4ldrKafllbBw+TWAZpxsJgOxOSVqv8zJxmOSmV7NoTWSF3VIOgMNPAGWaYfS6CrgiIgHkPxhTAschN50OGcN+yPUq6aN7WbAf+P87OxHrtQDom7gQp8d3l5sG9bsQADYu0RjXIui8tKSoSd9F6ssB4GMHJwwoYagKJ22J2p+dWUJoErZPZiKrKq2+JGVI1SGY1nAa9f+mAKCuw7lu7xUAf+34K0acprOYqClsj2x+O0MA1HsDZiVVg63rP7omKa+/hHM5Wn3GFHIeX/vsACIfSHpU/xEchmI5tLQl65s41N1Ri/p/tv0ftU8KvIBJvbzy7VAzl6sqL+lSEqe6HTIaAD/L0GBC+Jt8UQEnPZsH18oC2Ta0C3mjSFsMDO2NwzG0hJ7YAOaUW4/XAiYTYnuf3wDIpNP8KjYOn2ifv8IAWBWbytPq7g4pVvBtOAxbHuvDFwkBoFgqssOd/0Z5bxd6ykYD4CXgl1Z0Hy2+Bv5cQZ9DGQngqFbl8fMlFRLAXBskP1toFACK7ak5APAfSgK4zQKAah6aRtS1AKARi8Y0EQLAcplZeBRFJIDc7AcGAMhzAqFe/Cf0IECuISQBZA9XSTJuuempBsARJ4HSTWUAEOjhPwF/aOGU/eWmBADXn5uE/4WdpYbul7ASJydoVSEykxECQBJsd+vjrUjLpnNsqgXA+/Z2GOLLkjJox8C8EB7b2WKAgGMEqaZEAsi3mZQDwC2232F8BTq1lFjhSE94AGhwDuUOCO93QdjRVERA7gvBnvZ33Y8+x/SG7kovx/bI5rcxAEDbGLhUWEZVIyotK6tcXROhdGgUADYLowzrpULqPAgMhhXTE8sr1FgARIX2CMgx9Kq9O+Aqpm+sZZQEMF8B8Ok8uFYRB0ByD5RL34HXDnQcyYXFV+Oa7XcIsjW0mRXbd9MAMB1YxDLPEJAAkkzI5EO1cVq6LsuP0J6PfF0FG8vRDi/1010QUK8vfn2sty9TA4D8+4+ZuyoV8OdsAJwM/Lmc6mZR1iDMsqVTE5LC77N3XT8cuKPP3iKrAs4HAPy85ucYX4cV+skICSABwKXZ53E3Wq9JskgAlT49ldezAKDytTKoKQSA/pm5eBpFgt9yAXBCbDw+Y9temQEAqVyMTi4A64WndjpKAXDGu1gMIirgT04D/o1lAbCn/wRdnki1APjLH19jTSgdlX9O9RPoW1+ZnaMQAJJcq+RL3lgAJCgxtrg3/LKzsbuIq255mRfCP3a26C8AgKui3mJXEVdJJxDSGR8AO5XphGWtaJgRkgCusv0JcyqESG6zFACyJSFqzwo1JiFplwQAHul+BN2PKJPgssfD9sjmj9MQAN/BpQL9guQXIackpQDIMQlQAYBMzlmDwVTsgIBsQ6/a71osxfmLc3DamuCKcBFTAX+WrsGEiHySAD6dD9cqEl6uPABcVHw1miXOwHgfbsYTqXPGBsCO+zsiPIX2JlekAs7OABYW03cvAIBC1xYGwKrYWI6WANZLd0HN+n3x6yMzAOC65kAU7WChCgC/uAys19ogtpwCXKafCWXSd+KNgz5ANr/PBmU8cPON/gPR2ukVnEpvEN2CvFxbJD9bYFYJoAEAJoYDK6uqetw8abEGbo3aoeMB2hyGFHIv27pfh0OJQ0h+Md2kNHCkP4sNoMUGUNWh5FcWAsCSmcDLqI/hWGo7p/pn8QmYwA6/wVMBC0kAhfKTsjulANC+KGCTavQ8anrXRGboLVnD7ekxsRicqBwAfcsuRpID7WwgBoA9S/rgpdZeiP3AZ3sBC74IRGYrBoBEApiaTa+RmATQNi8Pd94IgFWTccDf/6PacuL1aY3ChQDw++h3+DAlFZ/6FJNVAfMBRec9yANA4pGZEdEbKzVbLQDIglCyfhq7KDiXp43k+UUMAF82CYXm7x8lJYBiALgy6i3ap9ISZf65IP8mAbM/F3K0qdgBN0Mu4RNegPE5TebgWvg1nAlipSLjTYSxR+TDy2cJKZgQG5M/KuCnC+BaRe/g9GFyCk66OOtGRtZnRtanWGJL28ot9lmNmZFfIkFjhabFG0LjIJ8rnHquTKLDpDyOeYwRp0ZgTK0xGF5juOFm8uMAmhEA7Z+PR0YlOthyvQwX1KrXD5sf6bOaGC0BJBAXcZ/q13gAnApcpuPdkT7YWhR+n3X83XE3WB/nUw4Ac7NdkPJidqEDwL/73UeTamUMPoJNtftjHyoLAFoAUAQllP1ZCAD9MoEXAgA4Ni4eo9jhN3gASOLfjT40nXNhOQCkvLAKGgDbzgZaTpGVALJvVLUAuPbsRKzT2gCaCoB9K/XF8dfHZQHQLjcPt4MEAPCbd8AC2sZPKQAyKaeMAUByHWbObAkg+XtWfF0seffWJACcFBuHEWxbVGVHXRR2qPFqKiCA59zANDBWAnjXozVs7nCl6ELARc6Wo99WjuMHe0rkd+fy30Fjp5eKEAng9ZqvkPN4I9r7lxRcAYMPApYEcHXUW3xgJAAmvTyLpjzP/W8af4PrEdeNA0Dth6WQVMtkJxAeAH4Rl4D1Hm4cAGQv3hKf1ZgR+SX1p4pYDIeyP8ueLjYAkso5uTmw1vB98bXdGABgJrCQJW00QQKY8nwGnCvRTnhKAVBjH2lgX8q+f6nOiCNHOK3G/LbOX9j6d5DomnCcQL74E1jfgq7LcgJhA2BwrjdaZmoDX2t7bV6hKK681MfOkwLA3IyiSAvvj9z0UmYFQF2KQ2amKiWAP2b3QL3hK9CsQlELAMreQaZVsKiATVg/IQCsmwL8FTcEjn47OD3PexuDXskp+r/xAPD6oOtwWsQNsitnA0gDoBdgo5dGqJ1Obe/ayAi9IesEopMAVv4IGLgrXwEw9sFv6HlrARVnavb4N4qnJCQBHFt7LKXKkZMA2ufm4laQ3nZGd1FWzlGlAMjYiJkbAEmA53lRaVhQXmCcrFWSUgF/HROH4drcq4oXllVRWAUsAYA9jqD7YfUq4HuDbsKabd8lMgYhCR97XuS0DLbbAAAgAElEQVR3frwwCgADXuLFi234ogRLhchqaPBBwALAH6Leoq0EAIrGWqzYAeYGwM/jEjCeF+ybmYYeANPgWnme6u1OeroQrlVm69qRfMQdS+mBme81v7TEakyPoAGQ2AY6V50pe00+AEo2yAcAtMrLQ56VFfgAWJPYAMqogG2K3INjyd0GQ+bcf7+0AcLvUHXWtLiFFWeF42VWLu6K0wmscFdsAHQvDcTT4NjM4RD+Su9J/f/rXB+0zaS9g0mpV9oDNf3c8Otf+memTZG7cCy5R3BZ2R/m5pSsGQJgBLCyiuxZYCoQAKw/fAWaWgBQ8ZoZW9ECgMauHC8O4IHiY7Hb1QW93jlhmM3HBgDY73kzfFMuEAjReqTyAJB6aLA8xsiwCgIAD3U7hJn7PlIOgFW7Af23Y9S6CvhL1AuYGx9LTALYo6QPXgmogPHkGHL3DIGGLAL7q15mr0wBQIfcXNw0EwB+8y4W/ZKSIRRbjj8FIYARkwASAOyd+g5HihnvBJIvAFh2KAIChaV1R4wEwPtD70Mzz0Nwx/k2gFIvL/rs5cHG7Q4cffdR/aUEjsWNGs/x4uUO0XzPBh8ELABcE/kWrdPEVcAG0n5mFhU7IunlGQMJ4OxGs3Ej8oZREsB8BcAnJD6cHuLuBgajDkv9XuAAGPGAlor5NwE+OQXkZOmk89QSGyEBJOkYcwkAvpgO54p0OCciAXQoVwt/hf2lO39CKmAhuCruVBzn+rJyCm9oC4TRMWFXN7+J1eeEnaUCl3SG1Tx3/XkffRVY15T+t4MbFSeRlMzZcbBbSN8XfAAkoWd+ufwKi0/o7UztvP6AfTHaoU7o2cP8zZwASBzvyIe3riSqA8Afsnui+WerKKDl20Gbc5wWFbBFBSyDFNI/syWAj4qMRxGrNGzM/hBLHWvD0Y8boV0XG4qBPAUAKKcC7pCcgjMOxAbQOAlggHNv7OozF/1+qawcAKv3BPpuMQsATvX20tkUcb6anxwD9tCehWoAcNjmG7j0/C1HnTGu9jjKlkdOAuiYm4sbZgLAbknJWPQuFiSbCHEEWe4lDDI56b5IDZxgoH4ZUnwfBjX0R+djjTgHkABgt7RonPCWTuUmJQGcHBOHYeaWALbdjIDzwrH+jAVAKiA2+4XIWgmlAJidWhppQaN1LZ0rLIXGNp4CwJs1nuH5y52iAGjwQcACwJ8io9EyLV3XL18qOiYuHqOFsq2IAOCsRrNwK+oWTr85LfrAYTKP8K/VPSkZnVJSKUclAjLsYrIE8MlSztkkQehrSQDg976rMTVcWAJIpOKLi3pSKQXZRZUEkDRMeQc4egBETWwGALTOy0MOBYDT4FyRzsVeN8MF9mUC8HfE37qhCgKg223dRwVTkQrr01sfUBobPgDCblE/r2x6Az+e58aBZNpRcQPZAoDZb4E1dQF7VzqVWoY2eDtLI/EqtwQ+yKTDw5BC+th7KwRT9z/Q/c2u6B+w9/53AeCZokPRfuyPVEB8CwCahCiyjS0SQNklEq/ABsBS9iloY30P+3NaIl2TA9fK8zkN6+ZswtZPGupvclsnBPjp48cJSQDlALBjcgpOO3oB1ulo6tsUV8OvqppN3SJ9sbXnHEUASHnrEXCo0Qfos8ksAEiyI/zcejS61xiKKp4sFYGRABgSm4oJu+/ipfMo3TqQcASbHm7KNwB8YmeLfjwv4J8jo9FMAhCYwWWnlMe14fvQfF9dgxd3SXdHJJaYyPk7AcDO6dE4U7SQAeCgm1i5trJgUPKjPY6i22FlgbzZk6XuhyX+QIbhXJUCIOmPLX12Lk8cRmgAvNogFoEPVysHwAG7EHCdttFdGxmNFmYEwJmNZuJW5C1JCSAjdZQKW8O/+c0NgCQsTk1JAPwBU8PpM8tXAROAitVo0IqXDUU1ALInmZsDzPfU/8UICSBJx5htZcXxKiUA6Fi2Fv4Kl5EAut2Co+9+zrL7OvvidB8WyG9sB4TepOosb3ID/7ugEADJXHKygdxsYFl5IDOZvo5KALT1/BMOxY8LvhfySwVMIi8Qm3ZdUSkBRKvpQJsZVHMLAKp6pauubAFA1UvGOteJiXBzc0OpL/eiebVSuPqKlelDk86Jon+pz214OtupAsBDLs6Y461PF8cfKhsAyU237v46VbP5vftZlHb3UQeANfsDvX4xCgBnf1QVn1xqAk22XnqCcbeBohW44zYSAJlO2A+N9wGAmyOi0CA9QzcnsZd2bqYnHn92CTW21IYVK70T82DmqzsIAHZNi8bJwiYBHPYQq3/wxyZ3vYMAM3mTAHBbd+D1RYMzzQXAJXCtSr8shIrQSy49sisOD5iIxN8CRAFQSCLMXJcP+INLFMcDB31GBFEJYKVOSHpx2kAFPKPhDNyOui0JgIzU0TgATDX4IFXyoOCbJ/A96Pkq4AO1N6H3vU+proUAMEajQWtzAiAFRKwzZxIAToOLVgJYJ8MFL12skJRFB+6vYO+JQ0/vYVt2e8zJ1gc1t3G7aZAqr4RzCZzpw/Lm3tgeCL1B9XOs5xOM/00f147ZgwOjm6BeaU/xuSwsDjDPTBEA9HVzwNUZHxhIAG09rsDB53fZe8PBb6tk3mcl54WpYzIAtp4JtBYOhm9RAavZCfm6FgCUXyPRGmwJ4MWZH+Ly87c48SgSNwJjqTbsw6pTy6lQAadYWaGxRK5fGgA9AesMKnTC2vtrFc9mb5e9qOpFx2ZSogJ2zs1Fi9Q0fF+iA6x6/YzNq/ywytNQtSkEL8zfHs3rCJesOCD6H2CbVio0NRBwYn3FkwH9cxTY+zE9FxU2gMzk2QA4oc4EKqVTShbtgCMWBsYpNxfXjVABC0kAlQIgSZH3ZMwRVFi8GI4lf9PtnRQAfpgaj7PF9OmRhDZcSgX8XfQ7dE4xPmyQoBOICAB2K98NIwNGGi8B3NoNCLxkMEX2GMga2ji/Fj33YlKOrW0uI3NXZXzGC8nCdETO+zXeeWCuuz4yGk1ZEsDPfLxxzVGfzk8KAJNfnDbI3z294XTcibrzrwDA+V4e2KeNh8kHwNCeh+B3iHZQKJu+Ay4s+0FSlw2APnkaRFrlggpv8w39vDSq/FAbiAs0fFbw7KnZfbPPD3H2ydQQCSAXAO/aayVuAGp41UBvzXBMu5yBHFa2cFv3G3AocZAzbB9nH5ztw1K5sgDw5ZgwtFtpeJ6F0sZxnnvzvWhJIPM81M6NUQFXKu6CdUPqUdlH9t0KwRSWClipBNDKOgUulRYYtQX8Rm1LtcUPbVneyUlRwIpKyvtuMwtoNZWqb5EAKl82Y2paANCYVdO2YQNg8Kq+1F/TMnOolGRPI5NMBsA0Kys0lADAYtnZiLZypgGw9hisvaccAA90O4BKHvRN2WpzNQPbHLFl2eZSG3V6b8fR5b6YxZJOeqc74vWbmUAenQXAwXcXbN1oWxTmJfxqcWdYa7R2SsSgOy8H8K1jeKn3AIBCL3z+A1fIC1gIAH+NiEJ9BRLA7JQKeDLmECosWgJHP310fykAtEsuh1wfcVsxMmYpALwXGMx6hak//GoAsLJHZZDcxl0Ps7wbFV6SmsPWrkDgZYMWRknBeB9k7Ry2o29gR1EvYCkA/CUiCk1Y+8vkE2YGOjouAWPiBdT0lT5E8otTRgEgo3Y2au7WKXA14uUuJAH80cMNG7SSXgMA7HEQfod7UcsgBIDvNBq00UoAz2d6wTH8Hlzy8oz6yNMdih9qAXFar1cjJIDE2SdDo+EBoDPu2usjNlT3qo7dXXajzHSuKlURAG7qAIRcp4b7YnQo2q/inuer09vC11378SAmzVxQDMjRahQEJIA6gAQEAPAyHIqfELzrWtpsxfGH2liNRp4RoY4b+jTEpo76PMogeyxizys4sDazgVZTLACo8FlpSjULAJqwekIAyHTX8vsLiCuuT4htjAQw3coKDSQAkD104nX1072fFM/mYLeDqOhR0eAmk+vgF9faaNJrO44s98VsFgDWiiuKK5GTWc1zKQ9CEsA4PXQY9Xf2g0ryOmYEwIl1J2Ljw42yEkDXnFxcDeaFVxlyEKjwgU41oxQAdfaS2kmKvbR1ALjwe07gcCkAzE6uBgefI6LL5wsbnB7GUjPxUsHxX9py+83/XQwADy33FTRXONbjmPEAuKUL8ObPfAFA39ifsCijD0aISABdcnPxt4gEcGNEFBqxAJD/EaAWAKc1mEalvJIKBM2onf/NAJhqZYVG2ufZ9UxvOGm9Y42R8psLAImzTzoBwJdT4VKBDrZcJ4MLgNW8qmFPlz0CAEhnpWAXAy/gTR11kR+ejw5FBx4Acp6JYgB4eAxwT+tUqAIAu9QsgYfJhxFrzx0jM95bg++h8mytw4qGaybgnZ2NtzY2ah8PVP26xepi64dbuW0lJLIGF9HGmiV/t0gAjdoCxY0sAKh4qQwrMgBYa+Yh3FvUg1NBHgDlnUCUAGBerjWsNDkgoPPDHW5QUKmpkfAvFTxo2zt+wGGpdutd66Jpr604vNwX33AA0BtXIr8WbTqokT8W9wxQttqFAQBJAGhrbU5T7cNLCACf2tmiL88JZFRcAsayJECiAJhcAU/GHkKZ6UfhWnWWbm1SXn0FK+tUOJVZz1kvYgMoB4BN4YT1w2iJA1WkANDWGdCqxpVtjEgquGEPkTPXDbUF0sQVVgAs9m4Nlmb1M8jKwayD0AcBs498FX8ewHGO4O+/bm0rd0by85MGEsCpDaZSAHg2SNhbk7RfHxGNpunpkplL+HvIfEgYq95TLwE8AL/DvalhEAmgY5m1sHakP6qYD49rWlvJxkVr6pwj3icAElvPNI2GCrJu607H66ud4Yx7LAkgk53HUAJ4DQ4lDnOW3cAJZFd/4DkNWc9GhaLjaq4EUBEAsnPpsgAwxbUsnve9gDr+elMctgqY9E1iGa68rY8VyB4sEUro5sQDwKLZOXhnIxKQW8HDwiCAvxoA/GAO0IJ+l1gAUMFim1DFAoAmLB4DgD+evIfxnWpxemq17AJii0lJAM0EgHnWlAPB1/W+xorb+pAActM63P0wyruXN7jJ5Nqtc6uP5j1+BV/iUz2+KK5FsCWAdE+nvmyB2ORMKqin4lIoADAGsNZ+AasEQL4NmDgAVsKTsQeoh7AS42YlANgMTvhZCQAWqwa0nw/s7KN4W6gHslAuYG0MS6Hffu/5O7oc6qLqGhQwkD5//QgIumLQ1igpGE8FTOBmr/sIfCoiASySk4O/gukUZUxhrstX8fPXhWTMGMdXATcdD8S8EgTAKfWn4N7be5IAyKidjZm7lXUyXCotVL0HbAAkAZMfvAnBDx5u2CimAu55EH6HaBUwyVnr6L9BZ59pIHkuWV8XHuV9AqDQoigFQHufg7DzoB08SCnqWBRr2q5BjaI19N3GhwD7RwCNx+Bp0XbotJor0VYEgKQ34klLQsLYu+idRbwqAuPpEDNMYYeBIX0nZiai2W/NBPdeCgC9snMQkx8ASMDuT5n31AffAi0mUWO2AKDq21ZVAwsAqloubmUpAGy97AIibPbAzvMvZCUG4Ol4rY2XzglEHgBJHLm6Ai9coSH/9tFvGHh8oOLZkBRd5dzLGdxkch0sKVIbXXpuNwBA0o5tcM/0c3Fya5Qpqs8fKtc/9fs/R4C9Q+mqJjqBKFUBG7zw58QBGioUtaQKWEgCyKSCY+Yq+tJOqYqHY/aaFwCtnPHzUG2wce3YhSSX8KkJdFkNbGyraEuk5sKEMPq3AeBu9xGiTiDkBXgxRBgAt4ZHoW6G3subelGx7lMmOLNuYUk+6Q4Lgd2DBAGQZE7Y82wP4jP0OVz5m8KondUA4OU+tzH94AN0qumKOffUgT5zPzMfJiRcyl05AOyhlwDSAPgLbJxpB418A8DVNXVZMkQDQffaABz8TLekcmvIB0ASompf1308FTBt4sIuVOxKXixG9u//hCei849GAiC7I+YdUrQSMI4OMcOUHdeCMPvwI+qfDFyKaXikALBkVjbCbI1TAVP7TT7g2OX5GeDxIaDzMmCJcPpFXfV2c4HmX1H/5ADg03lwrfKtqueVVGVLIGhLIGiTDhMDgGtO3ce4jjU5fbVZfhGBsW9h63YX2Ym1EbioH/27CgCkbgCFAHiuzzlcj7iFqSd2Q2MbC2unYMm5kQC95dzUA2BNWw/sHHQZB5b7Yi4vRI0QAF6a0hqlvd4fAH5Z90tseLhB1gbQLScHV9gSn2/jAeZhrlICuD8sApUzCb7TRWwPbdIDcPeLXYoBkPSVHtld0gawmVIA7L4WKFYV2NDG8JywMg/wfxzpUwzXHR04f5YCwOM9j+OjQx8ZXONKUAialy4lekZpCWBnIEgfi01uPYU6E/MCTgsdhO3Wq0TDwLTPyMXKcK5NKLOPF4JDUTQnl3M59h7zA0Vj0D6gUgfgt0FIeX5C0rNfbEE2RUShYXqG4ucB+yUcmx6LVntaqX7WsSWATG5kSQmgGgD0a2AeFbAcANo6AbMiOCFW5J6ptTKccZ+lAibOcsRpjqMCtsrmpMljr7fYQj8OT8BHP+ol2uTxEriEdW+I2QDyOyRB8kmorG5rgLraD2VtnSP3wjBx9z3qX0oA8KMf/8Tj8ESApwLeGxZhEN9UzQGSzOEupw5uNw9oTgcU5wDgs7mc0GpqxiNU1wKAFgA06QwxAPi/U/cxlgeAB26H4ut993X9G7j6KwgELQUP/IH/0fcPuNl5UUa9jqU2wcZFOOUQ047EZyvrVtbgJpNbkADHEtjV7wzabaqKKJ6RcGEFQOIEkpxFh3UQCwPjnpODP9kAKOBRqNQG8ExwGErk5OiWUuyFY5tWF3dGbVUFgHnZTrCyEQ/jIguAbzOAtHhgdhTw+gKwnQ7bwSkdlwCnhWPrvba1QXc/X051YwDwTmCwpHSb6nPzh0CwYXBzuRc4M7ictFJIfaNPScVXs4+PjccaT1b6LdasOmbkYjkPAENsbJCisUIVFtwzTQSlrMyPg/cDFdubBICM3WGnGo0QlqL13JS4Wf2zsnB8JJ0SLCYtBq33tpa7tZGT4Q3kOsDaMQQkvE5a8Oc60wQmNd5qDzddvEdDL+BCKAF0KQ5Mfq4aAMPcHfEu7R21ZsRZjjjNcW0As+FaVZ8nmXq28KVevBV/FJaALmv0AFjO2xnnv2bty/LKQHIkUKox8KmEpz8JEE1C33hV0H+kaq+lFgA7//An/okwBECx56TsIdJWMAkAiWlKMzqguAUAla64cfUsKmDj1o1qxQDgT6fvY0wHrgQwMzsXlWaf1PWe3wB4vu95CgDJNZUAILHNKl2ktMFNJrccAa6lsavX7waOI9a5Voh/tsSg+eN5HeFsr1KVYEYV8Ff1vsKGBxtkAXBYQiImx7JUcEYA4IDEJFTIzEL/JH0MMeohJiLFdXs7F1cm91YFgHL709zKGeukVMBD7gJWGlq9/fQEsFvAbGBWFLCouOCl+ACoi3vGczZhGotJAJUBYCcgWJ+OSwi2pNYj5fUE5GboYZUPgB8lp+C4i7B0umOmFZaHBcktt+53aQA8AFRsB+wejJRnx42SADJ2h11rNsebJGnpPhkUidm5djSddYKATJu9ApJe3uw+8JqEI387wabIPWQl1gFynHUAyKTGkwbA/fA7TKua37sK+MU54OwcoMdawLe2agDs3WYa5lydQ82lgnsFHOpOnLXYYWByOI5bSgAwKycXFWfp3wkVi7ng7CSWZDY2ELi1GWgyFnD1UXz22BUP3w3Dl3u4EsCGOxsiLdswXSiBtP7r/8Z1EreWJwF8rwBIzCWIzawBAH4L18rzjFoXoUYWCaBFAmjSYWIAcN/VZ+jTxDDQZd0FZxGbkkldQweANzcCx78GBu5BwDU61pHu4SEgGlcq7bjQ7wJlhHzobih+fTUDgSn0Q0CskBezfxF/g5tMbkHEAFCTa4OEZ1xD8+FNy2But+pyXRr+bmYAPPTiEN4k0rHCxB5sBEi0Pr/0eBQC4DM7W/TRegFvD49E7Qx6v9lFaA8z3rZDibxuuDSljVkBcIiVB6YNZXka8r2A2VKKuzuAI6yk7cyg58RyU2yxJsMHQH9XfxzvddzA25hpcqLnCXQ+1NlgTRQB4J1twNHxgE8AEKm3KVJ6TyQ9m0tJtJjCB8AuySn4XQQABzqWwcx/DGMQih1mSQAccgCoYBoAMnaHTz4/g35nR4reU545OVRMz++j3+HDKbSkUCkA9i89AxtPcbO5MGvGZEZZ5eGGzSJOICHd96PUEQYAd8HRf724DaDZVMABQLwWiKXshVnPVrnzUyvDCUM6zMOUS/TzubxbeRzucdhkACR9sSGyY/XiWP9xffXPR4kWL6OT0G4lfW6Zd06jnY10qTDZTQkABsWkoNWyi4UMABcBTcdRQ+VKAOcYldFGbLksAGgBQJNuPgYA4+Li4S6UBut+OCb8dhcLe9TAkMa0tI0qJIm5tS3ncAvlAqZuAIU2gAwAkjYjz4zE9QhWKBCBWZJo9UR6w7/J5BZkcrneGNZiroEEMC/HHsnPuV9niuP+8S/6+DCwj44daKoTyKR6k9DSryUWHB2E0eGBVPw2QU/WQJ5UpQAA0DevGy6aGQCv2VSGM1E5MkUKAENuAJvaG245sX8UCdzKB0AnGydcH3ydAsBoa2uEtJuN4c9/1fVpEgCSALKht2hbRZbhuNJ7Qg4Apc76YP+OmH5pg9ztoPs9vyWA28IjUYd8XEx7g4C9LUXHtSEiCk55eahJ6mrPsFIAHFB6BjbwANCp7CpYO0Sha1IKFr+LgdkA0L+pXr1vhKOXbgFWmx8Aa2Y4YWiH+Zh8iY5qQGylic20Ht5yYO38Gk7+rGDHClTApC82AO79ogkaluVlQVJ84sQr3g6KQzFXe5TydKIqNd7VWGcDzW7FqGk7rb6Mp9FRHLgqMAlglS7AU16quo6LaSkoHwCff2NUQHOxlbIAoAUATbrdGABMSEhAkSJFBPtKzsiGi4gKlP11YyoAXux3EV6OdN7gkadH4nqkNACybTTUxAFcUmUEujSaZACAuZnuyAmeifQsvXF8YQHAETVGAKx4XPkFgDvCI1FLhQQwPwDwoW01YNAeZQAYfB3Y3MHw3JIX8u0tQFoccGGJPgsBACkbQNJRbp/NqHV7riwAPggM5sTO4w9CKo6YYgB8Og/I0+foVRJqhxnH4KqDMf2EoUmD2ANDEgAZo/bdg5H67LguGLKah49Oujw1EAH7xB06Vka9RftUrbpPC1ZvU9+i7T55b+8BpWdiwynuc4yEkGlQ5DC2pJ+kwHKlhzt+dafr8G0A2RLA472eYv7tsUjV0LbIBl7AY28AO3rT8d7q6/PrqlkTqm4+AeDHLAkgsZUmNtPErvvwvTBcj98F+6LnDYYqZwPIBsDOAT5YO7ie6uka06DJriY6EximPUkcMKrWKOqfHVddxrO30Rz1aoEBYI+fgcP0OHSF2CA3GUP9k/1uSn7+jdnS1ZG+LQD4HwTAN2/eYMGCBTh//jwiIyPh6+uLIUOGYNasWbCzs9OdseDgYIwdO5aq5+joiEGDBmH58uWcOnI3mxIAlOojvwDw26vf4uALbo5KqReseQDQC1lB00BsH5liNACaUQVM4iMOrzEc2NkPeEEbVhcWAPRDd5wnYXIUxgGUO4/Ui9a2OjBot77q9V8Q8HSN7t+clxQxJl9AfzRwClsis7gkkKm3aXxdsja623Fzt3I+XvptQ8BNvXH8iV4n0PmgoQpY6gWzuvVqfFD6A+6Y7u4EjmhfCgql4klP5wN5+nteNQBmOdJ2ZAqKJAC2/QZoOZmyATQWAHUfFzIAOCI+EZPitLasagGwzCxsOOlqMNtemstYafcz9XelAEikj8NPDcftqNtUOwMANEXqxx5hPgBgAJEAtp+HKZdpFbCLrQv+HqS3Ra2xqZGgI5YaACRB8Ulw/IIoQgC4oNkC9KhAJy+YcfABfrv1vOABkNgi91gHHPqCuwydvgMa01DIfjelBI6Bc1nl6U7l1tYCgP9BADx16hT27NmDgQMHokKFCnj06BE+++wzfPzxxxTgkZKTk4PatWvD29sbK1asQExMDIYNG4ZevXphzRr9y1LuABUmALzU/xI8HWh1QkJGAprvbi45fKMlgG9j0eXrUARs4zq95GZ6IuvNdDSvWBTnn0ZT1zYaAM2oAi5IANwZHkmr3nhFzAbQz6o75QWYrwD45goCLo3WjUhRhH72yznoKvDrh7r2sgDYfwcCbujjoxkDgLeH3IadtR7cdBcXCMcjdchNAcAhVYdgmn1pw5eT0AW7rEbAY322BQPYYXKbmgCAurMlA4CcINTafYxOjcYH+3hADVCmEZdD9XaOA0rPwoZT/zIAXBUAJBhnA1grPQP3tZlJ2NtKALBSjQ9x4MUBwfumxuZGVKYeflEDgN/1DkD/BgUDgE13NUVSVhJnuGwATErPwuyjN3E+TQ9iBSIB1NgA3X8yvMc+/B5oRI+FDYDpUZ1F8xrLvauFfrcA4H8QAIU2etmyZVi3bh1ev35N/Xzy5El06dIFISEhlISQlN27d2P48OGIjo4WVefy+y5MAHi5/2V4OOhTAslJ9YwFwMkxcbhWtT2uRHMj0OdmeiAjcDo61vDB8Qe08XlhAMDJ9SdjWPVh+ScBtLVFH78S1HzFALCpvx+SrLVBpbWHKOPtByhl1QN/mBsAHWoB/Xfoj+qbK5h4YhjOO9P2QKoBkDRiGdC/9quD7rYxnFuBIwEcsAsB16frfn+vAPhkMQD9uquRAFIAWHscsJgb8kbwRdP1BwQ80mc3MABAM0gAr78JoVSwmBqIzruaIsSW47KkG9ZvYZGokan9CNECYFRKFNrtb2cw9Dal2uBCyAXd30dX/BHfHzUEG7YEcIWHO7aIqoD3odSRvnR/BSUBNAIAf3VzxX17e6yIfieYvpAA4EN77jqw7xtTAHDyvvv4+1UMznzVUn10BOH3MBoAACAASURBVGMoB0DT35oiKZMLgAubLUT3Ct11PT6KiMDAM3pzkIIBQFug+/8EAHAZ0OhzAwD0zuqOt7biedDVLo8FAP+fAODs2bNBJIO3btHQMmfOHBw5cgT37+vj9MXFxcHT05NSCbdpIxwyISMjA+Q/phAALFWqFKRsAKUOpTlVwH/2/xPuDvqYZvkFgGLzyc1yQ9qrGRjXpgJ+PE+HnzAeAA8B+4brXiRqb2z23PUA2Bd4cYZ+qAilMzPWCYQFgLvCIhHAvHxZgxYDQH9NT5yb1Mq8EsBuvwMeLIejN1eALR8h2MYGpbKzYcVXvQkFZZWo86pkbfSQUgF/fBgBV/QpEE/2OokPD+oliMyySL1g7gy5A1smDzN781VIAJsWmYDT17nwphoAG07jwK/oOez6IwIe0doFUgwAkElttWcIUp/+bpQNILGZtCKdTw3EiG2NcIsXjJu59sHQCFTM0gYh1+5jZEok2u83dPZpW6otzofQtmwtPcaig39XXRBh9lx7ay5jhVYFrAYAW+5uibiMOOE1MZcK2AgAZM9N6FlQI9MJj+ykALAhrKyFw6ooeVbl5uZBo6F2s0AKSQVHUsKxCx8A74aFYOg5valGvgLgxaXAxSW09E9jCxyiYU9XOi8HGtKZW9jPcmsra+Tk6eOrmrp4tVNtsGPMPaPf36ZevzC0/8/HAXz16hXq1q1LqXpHjqTDJ3z++ecgtoJnztBAwBR7e3ts2bKFUh8Llblz52LePMM4RIUBAK8MuAI3e30Ih4IGQLJeyU+X4p95nbDy7DN0qO6DBmWM9HAjKYPeJwAG9AN6szxAeeDBBMUlc35mAgBu6j4LLSp6mxcA+cFoH+4HDnyqP875BYBXVgHRT4AePyNguz4v9vsCwBZFJuPEdW7+6XwDwG5rEPBwmW6N8wMAdX1ODcSn2xrhhggAHgqNQAWFANjOvx3OBZ+jxn1z0D2cfhwpC4DLPd2x1U3MCYQrAeR84Ep9YJnyJlxVA0gIoXtQGAaGfTlhAHTEIzsu4HUp14UyS5jXdB5qbDYNAE2ZrjFtiTkQMQtil20fbkOdYnV0f7oTGoxhf+izkpDzNsu/Io5ac1MeKr2+rDo8NRZw8gTu71EMgEqvrbTeB6n2+GHMbQsAKl2w91lPDL7YY7p58ybq19fHVQoPD0erVq2o/zZu3KirSgAwKCgIp09zo60TJ5Ft27ZhwIABglMtzBLAwgCAJBOI0VI/9oqb0QbQKAngjDA66TpTeAA4LSYOQxJplQobAO0Ch+I2uLEQSZ0mpf2QzOQV1vZZxb439g2gvWXNagPIB0D2A7bhF0Dn77lnW60E0K8OegipgFm9sl/8/1YA/Ljax5jaYKoyCSALAKc3nI7Be2hnFV35YA7t7brnY6Q+PWaUBJANgJ9ta4hrjo6Czyg1AEjU3Due0OYC5IXNziLB7pwtAZQCwOBu++B/VK8C/i8BILMeJId69yN61Sl7nWSh5z29QFvsbqHLM739w+1UTFTGAYQZ0s2QIHxyvotuhOS85fnVR01b2p5bbVG8FkIA+NFKoAH90SonyFA7Lnb9dqn2WG0BQGJYUvjLu3fvQP6TKmXKlIGDAx34lcAfUeU2atSIkuppWC9gY1XA/GsXJhvAvwb+hSJ2+hAOcjeOsTaAUuu/pfVl1Cutt0M0+lTliwRQhRewDAAueBuDHskp1PTYAJgSOBavMc1g2kIAWMOpD37rSyc2NxcAOto44sbgG9zrP9gLHKTVKWg8BujEC22iEgBf+tVBTxUAeKr3KXQ60MlgTfJbBdzJezr2XeameVMjAdR9OJybB1zRO3gInulu/0PAQxqsd3fZjeobuwBpLE/pPpuBGr3NBoCjtjbEX07KAVAsF/DfA//GouuL0LlsZ7TwawF2Fgn2PNkAuMzTHdtEJIDBXffC/xjJeW4FzI3nxjnNLwngyupAojZncz5KAJn1KFOkjC6oPP8sKIYeox+MxjWcfWU2jrw6Aj8XP5zsrc9Ewu5NSAIIv4YIsI1UfVGyRsd6HlPWjv18Ylr03QJUp1NUyr3HlF1EuFb7VHussgDgvwMA1Wx0WFgYBX/16tXDjh07YG1tzWnOOIGEhoaiRAnagJ94DhNP4H+rE8jVgVfhaqf34JO7cfIDAM32ADQjAE6pPwVDqw8FdqqwAZwZDtixUoTxJIDiADgOrzFVEQAGOPXFrr50iJEmS/5Asi+d/NyUcrj7YZR3L8/t4j0C4IyGM9CqVCsDAOydmIy5MbGiQc7vfHwHtsQ2iF+0oWCUxAH8vsVKHPvbEyce6l9gSgGwd8XemNloJu2JLBYqhz227j/harFyiE6LpiUrmanAo/10FhNSvokBrG3MA4BdVuPr6wtwRiSDyeHQcJTPyqavywIikg+brOnyWyxbRZ60WAwA+1hfwnLb9VSX33u6Y7tCABzw+wA8jnlMteOoxUlWFJIdxRylgAFQashme/6ZY11YfaRkpeDYq2No698WxZyKCfYenRKND/bTnuJrI6PRIi2dykkcYBOuejQmAyDJRKSh39ly7zHVg2M16JBqj5UWAPxvASCj9vX396fUuWz48/GhM18wYWCKFy8O4iEcGxtLeQD36NHjXxsG5j8FgE+PA7sHGbzElN7s7IdGfgDgwrcx6K6VAD63tUVvrRdwSqAwADYu7YcUngqYDYBrL77EuiD6i9eUIvgCerAPOKhNHVbAEsDFzRejbvG6BgDIwIAYyIkCIAU1bpLZcZyy6sDL8x32dd0HZ1tnjNl5WweBSgGQs47k8SiSFUW3V93+B9T9mLt1QX8Dv2oln8wLbe9QpD45apoKmOQg11ihWelSgkflREgYSmVrDeUFJGLMveFg7YCbQ25y+iBpJL/ao3eMY35UCoCvO+9BuRP9dRLAm5E38cnpTzA0IRFT2Hm2GYmoKYedaWsBQHOsItihgq4kWMEtNgjo9B0Cnv2kuv+qnlWxt+teZe34EkA7F2BmmK5tfgJgx1R7rLAA4H8LAIm6d8QI4cjyeaypkkDQY8aMMQgETRxBlJaCUAGPKu4tqu5hj5Ooc1zIzaMtcjeOuSWA5GV7bdA1pUsnXY9IXXb0BHzrAu3VJ/9mz53YcRF7LnUSwAjAjg6bQhWeBNAsAOjcF7v60BLAndeDsPSp3v7G2EUUBEC2E0iTcUDHRdzu81EFTACwXvF66HigI+ea+QmAZZPX4ehYfQzMUdtv49RjWgpoFACy9l90X4QA8M1fwBatVyVJrWdlBewdiqQnR9G0jDC8Se07W4JG5Ht1BDzZ/bKycDKUDsFEn1uu4T/5EwnMvOzmMsxqNAsB3gGcSyoBwO883bFDRAKY0O8Q3PaSDxlaBUxK6jx3OnwNu/T5FajRy9hjzm2XDwBYPdMRj3lOIEoGW1glgErGzgHA7r/D7d0LoFwbBGyvraQ59xx1O4QKHhWUtWN/oJIWFgBUtm5mqvWf9wI20zoJdlMQADinqCcOubIcEkQmROCLQBhT/tUAaOKmCQLgjj7Ay7NUz7JhYGaaFwAblfZDKl8CyALAPTeDsfAfvQeemulXycjEU3s6aLIsADYdD3TgOankMwDW9q6Nzoe4mUAe+vYEyn+AgD/phO/8cvfju7AhQWKFioQEMCuhNqpYj8Lhsc10LT/fdgtn/omi/l2wAEiH36EKA2J7hyHzn8OopzCTCXv6bAAk8r3aAn1cDgqFR64+E4/aPNoH74Ri0l5pCaAUAGL4ce2c9QDIjiGpmw/LxkvNWResawFAk5eQdMCOFcm2J5d7jwhdXBUIPzoA7P9E300BAmCnVHsst0gA/1sSQLPcDQo7KQgA/KaoJw7zANA/KwvBvECw1wddh5OtXmold+MWagmgwvUXq8ae+7QG0zCk2hBADQDOigRsWUb2e4cC/xzRgeNPkdFoSWxkAHBVwOPxGnT6KHYRBsA+2NWHdgLZeysECx4bpktTsgyVMzLxrAAB8EWpuuhlw3XG4j/wmfUnEsCAogHoergrZypMfbEzaiwAJj1ZhLr+Xjg4Rg+AI7fewrkn+Q2Aa4C6Q7nbFfgnsFUr1WUBIP45zHEcEtvjdimpOKcN3k3qKAFAU9OtKQHAc06O+Kq4NzVsg+sN+52eM0nx9S0d/08YALcC1ek0ZCaXfADAypkOeGZH399qiirwUdNxAdRNz05Hg50NqCuxTTDk3iNCQ1O1DlnpwC+tgLdP6a4KEAA/TLXHMgsAWgDQ2PurIABwdlFPHOEB4JWgUDQv7ccZtgUA9cthEgCSWIoztKmlmC6z0oBFPjjp7IQndnb4Ki6eDsprAgDWdO6DnVoAJEnm5z4yDJas5FxWysjEcykAZKtYmk4AOizgdqtEAvh9eSCVhr4XtfuhVwJX1S8FgNW9qhuEzcg/AFyK+qU9sH90U90cR269iXNP6FAWBSoBDLwMbNWCLwOAJLYlcXASkUKzN4bAlZi0jcj4aqkNZq7gMIkBYF/ri1hm+wvVA1HmnndyROXMTPgxtoZM38OO0XOWA8B+24BqwqFUFAyTW2VlNSBRazNmhBfwWSdHTNICrepr8xqoAh9TL5YP7YMSg6CBBqWK6E0U8h0AqUOVB/zUEHj3HAjoC/TWh2wz5vpKl6Zzqj2+twCgBQCVHhh+vYIAwFlFPXGUB4B/NVuJZn9N4gyHhP8gYUCYInfjmFsCyE+YbuyamqMde+5UXLaqg5VLAAfuASobhi0RlGTwAfD1eLy2MpQANizthzSeCpgNgMT2as4D4wBwW3gkhvr6YFztcfiiFi+pOllMtg2gsQD49AQdTLrnerzwLIVep7nSLikArOBeAf1+J6FB9EUOAO99fA/WWi9Ag/MgoQImcSgntK2ASR0q65qdehSBUTvuFDwAvr4EbOtGj8NIAFzj7oZfPOjg7nxpG9+MoWZ6BnZG0JJOXVGZbYN8iHy9z1AFzAZAyfvzXwiAMRoNWvM+po19Bv3bAVBo3nLvEaE2Rq1DUhTw9BhAgvA7KA9nZuxekXYfxWbgu0kvLIGgTVnE/89tTQXAxrsag7joUw94EpJBQBojBIDE45fkd2SXm4NvwsGGjoFIityNa24ANKsTiImHShgAewMv6awHkjaAKgHwha0tejFewEYCIAnAO/u+AHQqWAcCBlnfvBNOnUbasz2qWSmW9JCgzx4jCQ7EtkyjwfO45+h9tDdnZFIAWNmzsmh9sTNqLABOq/w7+tb3g72NPuxTaFwqmn9H57vNNwkgSWlVZwh3t15fBLZppVxGAuBP7m74WQYA26SkYnxcAvyzs2DPj+ha4ACoUAXcbztQTQvHCs64ZBUTJYCxGg1amQEAiblD1/JcUwdTp1YY2su9R8wGgCKTNeb6StetS3Qilk4NtgCg0gWz1OOugKkAOO/vedj/fL8kAM4s6oVjrqyYdACIx2+T35pwBnNryC3YW+s9mOVuHAsAcvdSJ2ExCQAn4LXVZIPbRE4CePR+OGbd43rKKr3XqHFLvejZAPjRCqCBNiQMcwElKmDWYNQCYKeynVB3e11BYDQnANbwqoHfuvwmuGwk0HaBA+CrC8B2rZ2bkQC41t0N60QAcEsRVyol27aIKCrHs2BRCYD7b4dislkkgNbAt9pA2ELnq/8OoKqZYMlEAIzTaNDSDABolNRL6U3+HuvJvUf4QyPaFqJ1MVdRe3011+0SlYil0ywA+K/IBKJmYwuqrqkAeOjFIcy5SocCEZMATvf2wnFe0Ffi8Uukh+xiTgAkOSLvRt9VtYyFSQL4w50fQALfkqJXAReEBFANAPbGzj50KrjfH4Rjxt1CAIA1+gBNxgIlucDGPghqAZBIRfgPcTkV8P2h96EhdmRCRUQFzM9tym5aaACQqNJ303nG5YJZE7Bf514Eaz3obCYGDhdaezzGFvXfBYA7gaqmhz2i5ryiKpCkDVZshA1gvEaDFhYAFH3WKwWwD609Ma33QXg6eMKKhDwyU1F6fSWX65aUzDGnavEuGesmv7FIAJUsnqWO4QqYCoC5ebk48vIIaherjbJuZQVVwNO8vXCCB4DE4aPRrkacAd0ecpvOXKAtcjeOlATwA/8P8EfwH6q2vDDZAKZlp6HhzobU+Ek2ikFVBwE7ChsA6p1Ajj+IwPS7HVStN1NZnQRQn2NTdzG2hEaBxOhZ7DP0OdaHM1a+9GPypclUvLnfe/5OhSYqCADkh0F6/wB4HtiuDe7NrCtRo9/dDpRrjYCj0gBE9vWdtQYd/UqiXWoqvnsbo/58KNhPdqf7boVgyv4HBtdRbwMoIwEkab5IKBhzFBMBMEGjMXCoM2ZY/98lgJ2tvfDdkIvGLJ1kG7n3mJoLdk9K5jhU5qTl4MnoJxYAVLOIlrr6FTAVAA3WUkBdMtXbCyd5AEgcPhjAYfq4M+QOxw5M7saRAsC2pdrifMh5VVtdmACQDJyZv2oAHLQXqCQgjRNSZQH4x84W/UvS6QTTI7viRZph5PwGpf2QznMCqeXcFzu0gaBPPozA1DsFAYAyKmAFwKAEAMla5OTm6Bw52GdxY4eNaFSC/ngRO6PGSAClXsDvRQJI7E3JRwcpEhk5xG4yRuKXBYBERDRKpqJgP98LAIqsiaoHDlO5EABgSZeSIDmv/4tF7j3CzPkjGy8sHVy4AbBHUjInpJoFAAFLIGgT7tqCAMAp3l44xQNAou6tv6M+Z+T89FlyN64UALYp1QYXQmjDeaWlsAIgyek6sMpA5RJAlQAYZGODLqV8aQCM6owXqT8bLJkQALK9gINjUvHR71yJrtJ1VycBLDgAZI+ffRbZMf7+NQC4qz/wXOIFL+QE8uIcsNN0AFR6DgTrmQkA+1lfwPe2G+SH8sG3wB/azD3MtUU+nNQGqRa9uMkAaIXmImn15CdM17jQ7wKKOhZVWv1fVU/uPcJMpouNF5YUAgAkKujYdK39KW+leyYlc5IqWADQAoAm3YwFAYBfe3sZJH4n8Ma/MfnBc+VuXCkAbF2qNS6GqPua+88AoEonEHMAYGZ2LurtrGXUWVQHgAWjAuZPhH0W2R6+Ymf0wdAH4nZEc90RUNYwlVq+SgD3DAGeHBPfn+5rgTqDub+/OAvs1KrKTZAAGnUomEYqAZAEJJ8qoAJWDIDswRYYAFYBkrTp74ywAUzQmA6A/BisJu1ZIWss9x5hhtvVpigWD1YnNFAyVaXXZ/qSAsDeSck4wAqpZgFACwAqOYOidQoCAOd7eWBfEVfOGIQAkB86Q+7GkQLA9e3W44tzAjHlJFbL1dYVVwddNWk9zdmYmT/JeTqgygBgey/gFW3XaM4wMFwA/AgvUtcZTKN+aT9k8FXALn2wozedCSQrJxd1d1gAkFk4SQBc5IsAPy+DNc5XALz+C3CSF9+RBAzP0ObaFQLA52eAXX3pcVoA0PDWVgmnos+G5ZWBZDrXs6RUUUQSaQFA6aeu3HuEad3NxhuLBqszG1LyvFd6faYvLwcvxKQL28v2TkxGrYwMzPGmnx8WALQAoJIz+F4BkIQpGOXjjX/s9SFehACQbzcld+NIASB5Af8Z9ifG/jFWdO59EpPQJykZA7T2bxYAJDaAXfAiba0iAOxZZhjmt6JDxuTk5qH29ppGncV/mwSQfU6NkgCuCkCAp+FS5SsAprwDlpXnXrTtN8B5bVYVQQA8DezSBsBWCYCuObm4Ghxq1HngNFIJWXtvhmDqAUMnkEItAbQAoOnnRKIHufcI07S7jTcWFgIALOZUDNGpdOYffiHvrIlxCTqvbwsAWgDQpJunICSAZID8UAVCAMiXmsjduFIAKBemg4xpfUQ0mqan66RphRUAZzeajf5V+heMBFAFAH5R8wuMqzOOOn+5uXmo9S8BwKexT9H3mFaypb175Dwg2WdRCQBK9vfXjwh4aWiPVugA8Nkp4Lf+9AoJgNjRV0cx68r/tXce4FEUbRz/Q4AQeocEAqGLtECUJkgVAVFCCL0rTVBpfoIFpCOCiJUqTURQQxEhBCH0JtJFkN4htBB6IJDveXdvL3t3e3d7t3eXu713nocHSGZ2Z37z7s5/35l552PF94+3CcD2ARsxSc0aQHlrbE0Bv6awFMHZNzELQGfJqSpnbxyRLhKZqRDGdnYscoSaCqi9v3St4OzBuHLfsCTA7Abt7tzFe8iDurmeCr9hAcgCUI0NWs3jKQFoHqzUUwKw14yy2B2UdrqIHISvCMARtUagXfl2YkiOU+IUhdumgK3sAlaaApYLwNTUVFRZ6BseQGcEYLOYZrh0TzyvVf6hYu3lblMA/jUblY9+bfFMulUA0mmZo8V4fMZkzwP4XyzwcwerAlCwwwWVvUoALt1zHsNiDlvUyeUCcOBBIG+YpnevsbBGAeiKk0B4DSDQOnMhjOmU/gIwJHsILt83xIU0s7COoU0xoOKbqLtWfC5ZALIA1PQS8pQANH9JKQlAa8dxWWugGg/g29PLYFu2tPOF5deadSUBtR8le70H0JMC8OGlDjj5+HML5BElQvE4o2kgjz5V+uDdau8a8zr6pSsVtDsFfPQPYKlhg4K9k0BUTBk6IwB7xfXC7qu7hSqrOYHGpgDcPQuVj33jkADcffom2s/a5fxRcHQ38zVk9gSgLOiztbVpNgVgoVeBv3/Q9H5ydKctHUk4cMkB9wvAQYeBPMW1tU0qrVEAuuIkEBaAQFT2UhgdvdI1fSq7iqPvRQrJI31smleGTil5u0I31F0mhvliAcgCUJPBekoAmh9Y7moBWGPRC3j4NNnIQhqAWQDKzMPKIvJTmTMhspgYBubeieE4k6m/hU1VDwvFE7Po+L4qAI/ePIp2fxjWthlaam8KeO3ZtfjfZnEThT0BWCFfBfzy+i/Wn0snBCBdLHzMOjwtMVTV867YHkcFoJ0pYKqITQEY3BLYbRlSSFUDpEwqBL38erQb/a0Fe7D1xA2T27jcAzj4CJC7mENNsZpZowAU+qGkNjHKAhBoU/oNjKo73jV9qlIAZsqQCQOqDQCd/CQlWwKwS4UuePv57ngp5hUWgAZgHAdQg8l6SgDeyJgRDWXHFZkLwOVvLEeZvGVMWmLvy0k+yF05swlNt6R5o1gANrO0CisC8GBgFnQJKSLkv396IE5nsBQZXi0Az24D5r8GvLUeCH3R7tPgjAA8eP0guqzpokoA2hOTcFIAVh29Ds/C0voma2owHmVQXitkUQd7U8CR04HwTqbsUh4DcxoDwVWBVt8qcrUpAEPeAJIu2A4/Y6+3HBSA0uUePn6KCiPT4h6+m2cHhj5SboPVKthaAzjkKJBL/GjSnKaUA+4liJdxIgwMC0DbPWBvHJFKtynbBqPqiEdbujLZun+Pij0w9IWh6PBHBxy5eUS4bbEcxXDxnvIGKhKA/Z/vgToxTYS87AFkD6AmW/WUALwekBGNiqd9MdMANfvQbHy9X1wLpTRo2ntwTcokHEHfZa2wwzDdq0YAzr6SgFryKeAsObGjo/eFgRlZeyTalmsLHFwKLO8j8HLlGsD9gVnQzSgAB+F0hiEWNuXVAtDBJ8BcAIYXDMePLX60eRVvFIClcpfC6aTTivV2iQBUwdWmACwaCTy8DRxYpOJKVrI4KQDpatLpKfTv8cX3ovO1Lxyrh3TvWQ2By/tMyw79D8gpfjRpTl4gAM3PYdfcJi+6gL1xRKoqvWPpXevqZOv+PSv2xJAXhqDdqnY4euuocOvQnKG4cPeCYjVoQ2CLYg1RJ6YxC0ADIfYAarBYTwnAawEBaFy8qFDTwoH5sL7DZuy4tMMYq0+zALz6D/qsiMTOIHG9ny4FoMyL40oBuC8wEN1DCgvc3i03E33imltYVLWwUKS4YQr4rdtJGJSYZNvzcWw1sMTgnVJaA+ig/Z+6fQqRKyOFUtMaTMOLwS8iV5ZcNq9y4NoBdI3tamJb9B+ll7t9D+BMVD5m6o16udjL+K6x5RF88kpVGRWH1JJi2B1Kn9b+FKN3Gk6tMKu9RR3oDN8xedNykbf07BZgwxjxZ0oeQBVcbQrA0DYAhZ858JOKK1nJ4iIBOKH4XnRyWgA2AC7vN63g+yeAHIWcb5e85C/dgH8Na8+c9ADWKFEMD83idDpSOfNTmBwp6+151QrAduXaYUTtES5vjk0BWKknhkQMQffY7th3TfzIKJ6zOM7fPa9YDzos4cGDm3iJPYBGPiwANZisywXg56WAB4Yglm/GAXPFxaoJAQFoYhCA6+t+icKlm2D7pe3ot76fxaAqNcfeg2syyFkRgP0X1sLW1PuKhOZcSUBNmQeQMtkdvDWwdrSo1H4a6KPLGU5kMHgLXCkA/84aiJ7BogBcGbkSpRa0AW6ZepaUBOCYOmPQumxrY7Ps9Zd5+9dcuITQFDGcgc2pL3ubQBwESzuWR2wfgXxB+YSXr5pkTQD+c+MfdFzd0eQSdm1ot6UA7F25N96r/p7Nqqz/NwGD94hTP5R+fu1ni3vT9FH90PoYXmO46bWePgHGGo76qvMu0HQcIN/l6w4BWLwtkHQJOGxjPaQ9+C4SgBNL7EPHhCn27mb6e+nec5sD581mBv53GshuGczbsRsYcieeBf4cCdR+1/YSBmtH0gG4lCkAzULFD2xnks2zq525oBeVUfteal++PT6p9YnLa65GAHaL7Yb918SPjBK5SuDcnXOK9aB3S9L9BNT9TXwPlEh6iNUDTyEpKQm5ctn+iHV5w7zkgiwANXSEywUg7Rz8pStAZ4tW7WDceXg1IACvGATg9gbTkatEXWy7tA1vr39bqL1mD2DCEfRe3gq7zD2Av7bAtgfK7nRfEYDzm81HROEIsZcnlwXuX3PpFPChwCzobJgC3tZhG3LPagTcPGliVXIBWDf7x3i+9HX0r9ofARkDjPnUvmilAnEXLiEkHQSgM4+LNQF47/E91P65tsklnRGAxml+O5WTM17ScomwdkierJ5A8uwpMMYQfZrOu603BHiaAow1iBh3CMAS7YHb3qY8QAAAIABJREFUF7xCAK6odQLhB8RTa1QnSQDeOAHQWcq3TqUV/eAMkE0hmrfqizuR0YYApKv1qt3WuFPd0avbtVlHL+hF+aVnpnHxxqBlE7MPK58JnR4C8M1Kb2JwxGDIBWBYrjCcvXPWgiAdEbe5/WYWgGZkWABqeNhcLgCpLjSwBGQSa2V4aV0JCEBTgwDc0WAmcpaogy0XtxhP6tAuAP9Fz+Wt8Lch5p9xCtiGAPzhSgJqeLEH8MiNIzhz5wxalmqZ1sOTywD3r7tUAMZFDMb7t2KEe+ztshdZvq8D3DxhVQBua7cPuYMyW1iduQCsmL+icWGzkon6kgCkr3N6SVOS26qzArD1oak4mSWLEYv5OdjWHmk546Utl6L9H4ZAzYYCNgdySUC8/jUQ0d3k+XTLFHBYJ4C8W+nsAQzKHICjra4Afwxy7E1p7n2UC7BhZ4Eg2ZS6Y1d2LrcdAWhtJzAtcxi0yXbb/UEADqw+EL0q90K1H6sh5VmKRR90KN8BH9dSDmzuXIeJpWx9GCsJQGseQKMAvJeAuoYp4HK3H2DZoNPsAdTSQf5c1i0CUA50Rj3g6iFcK1AajXM+EX6zu9EcZAutic0XNuOdePEkCc0C8MkjdJ9bGfuyikGfpev1/7UFtlrxAHq7AFS0y89LAw9uuFQA/vLqfIw9Li5+3tdlHzJ/X9umALQ2WJi/6Crlr4R/bv5j9fFad/4Sgp96fgrYmefdmgC8/+Q+ai2uZXJJu4Pp7pmIOjQVJ2QC0G4Zwx3kjP+M/hOZMmZCj7U9jFNGXiUAS3YR4wDev+4McoNANZxV7MQVpE0gdcsUwKLwf10rAD+8CASanm/uRBUdK+KkACSbsOedV2t/jlXYO3JLbR9UfRDeqvwWqiyoglSkCpXrV7Uf7iTfwfKTy7Gi1QqE5HDRzm5Z022xf6vSWxgUMcjEA2hNANIZwZvab8Lte1dRzxAGZvrpy6g35hYLQO8wNd+rhdsFYMK/wPavgPofYPTixsiSCnzY9ncguAo2XdiEd+PF0C2aBSCA7nMqY5/BMeVvAlDYwRZn2OXYcSlQXn0YGBMB2HUfMn9nKQDDw0Lx1LAJRK0ArFKgCg7dsDyXVXpK1p+/hMI+IgD3JexD97Wi10zefmcFoLkHUO0ALB9MpDJJyUn44fAPaFm6JcrlLWf9JWT0AH4FRPQwCKzc4t+RM4Bw07WMat5mNjeBlOoGbJqg5jI26qxdAL5UJj9+Cj/qWgH48VUgs3KAeW0NtlHaTQJQ8iy5rd7pfGFzAaj0DJFHkD6m3JHUCMCua7riwHUxgLm1TSAFggpgY7uNePr4Aer89CKeAYg7fgH5P7vLAtAdHecP13S7AJQgynch9t0qCMD48/EYuHGgywRgt3nVsD+j6NpXEoADEm8jPls2HA0Up97mXknAi7Ip4KBMQfir81/e3e2GTTbm0z3CDrY4wyJ3BwXg0qbzMO6EuD5KmIokD+CN4yYc1AjABksb4OYjwwYgAHkD8yIxOdEqT1/yALpaAEYemopTGj2AakWjsQMkAdFyGvBCT5cIwNeWvaa4Y1E4C7hMDyB+nGPPU68NYuxBKWnYBDLq9yNYsPMs5vV4EQ3urnatABxxAwiwXAbhWGMdzO0mAVg4W2Gsb7vewcr4TnZJgNFaO5pyVRKA7myNLQFIU9I0Na1GABYMKoj4dvFASjIejyuE1AxA8qNU5GYBSPExODlDwGMCUB6I1iAAN5zfgEEbxbUprvAAdp1XDQdsCEDhyDFZDD1zAZg1ICv2dNnjDEbPlZlUEnh4C72LFDRueKGbCwuY104W6+GgAFzSdC7GnxADoB7oegAB39dySgBSX1Kfqk2rLlxGWIphLY6tgV6+C9hgO2rv4ap8iY8S8fLSly1s1VkP4MLtYzE5f9oaMrViTtPgZRSAXwIvvOkSAUjH6tEJKbRLfcrfabtsBQFY9i1gg3KYGqv9QnYgFzoaBOCzZ6m4cT8ZhXJmBfbMAVarO0XFqviU12tkIqAh7IpTdukmATix3kTTdcZOVc57C0nPDO3471mpJ0btGIWYEzGoX6w+vm3sYHBwJ5ppSwBKu//lAtBaIOhCQYWwod0GQQBinBiC6E4yC0DeBOKEUUpFPCoAaQPDgxvAsHNAUB4k3E9AE8N2dlcIwC7zquGghQBsjq0PxKjq9gRgYEAgKCCqV6dJYcDDRIzLnxdLc6WtQdIiAH9uOg8TDB5AIRzEtzUs1gCq8QAO2TQEf577UzW+HWcvIKf07aZWAGoQBKorZiUjhXzJmSWnEKZBSg+ePEDNxTVNStgVc7tm4PSGj9HKcPxeQIYAHOhmeX6tUjU0CcAJRYHH94B39wH5S7tEAEp1vHj3IpovS4sfKQjAcr2B9U7svHWRADTht22ac3WRX8Qd9XLEKN0kAH9s/iPCC4U7UhOfymsuAJOfJgsxaGsG10S2zNnc3hZbAvD3yN9RMndJ4ZQhCjZvKxXKVggb2rIANGfEAlCDCXtMAFId710Hnj0xOUKJIp5TEN7cgYa1SLK2OLpwufO8ajikdwE4vS6QcNhCAArHGK37UqTnoAdwcdO5mGjwAAphRL59wSIMTNWwUDyzswbQEQG4uP5XqDw/LYag7TiAq4Cl4jFsNvNpeA6cLeqsAHwYNxw1wkKNt7UrGg05pWeibtG6mN5kumPVTr4neI+RR3ZurCQqWs8UwzY5mS7cuYAWy1sYSwsCsHxf4E8HA+u60ANo0pRd04G1ZrER7bXV1i7g9PgQcZMApHVltL5Mr0l6ZoZGDEWPSoa1rx5srLVxTAi5ZRj35AKwTJ4yOHnbNAwXVdc4Vf/kETBejNvKHkA+Ck6TKXtUADpYU0cFYKd51XDYTAAO+LUFthh2AVvzAL5TLgKbn1yHdC6jg9X0bPabp4DYDzC2UBH8cmWLyb2l9jkqABe2jMHkI4OFawkC8JsI05hnAKqEhSLVhQLwcOt1wNTn0upv0wOoPwGItcNMdnKrFYCLjy7G/CPzMbvpbBNPpNNGaBSAs4CqpiFlHLkmBa5tuTwtXJEgACv0B+I+cuQyosB3h6fNlQKw7XygouzjxbEWOp/bTQJQre05X/H0LemtAlDOXS4As2TMgsfPHltAK5K9CGjnP1gAmrBhD6CG50tPArDjvHD8k1EMKyI9XGoE4MMX3sShiA6oXrg6Mmf08MJuJ/uOjgD77fhvLhGA819fgS/+EU+hELh9VxO4fszk2vJNJ9YGjKGbhmLduXWqWnQ46k/gi/IsAA0E0m0QXjUIOLcd6LtF067Wx08fI2KRIVg5AEEAPv8OcOcysEM871tVIgF46BdgWW+gxRSgRm9Vxexm2vk9EPehZbbnWgLH/lAubv5RQkHu714GXuxl93ZuycAC0CmskgB8/4X30b2iIf6lU1dyrpA1R4b8me+8pjMOXbceMYHuHJw9GOuiDe9Xgy3cyVwYuT85wbuAnesaLuXNAlC+S1ipp8wHzQ7zwnHEQgA2xxYrawDnXUnAC4+SxRc6nTHrQ0layCyvcpoHcAlQ3vI8XxPPiqzg3JYr8OURmQA0TDPLr61GAC44ssBkI4AtnIej1gNfyEKW+JUHUJyOVMPUIyZJ6zDNznl25r7y6XBBAFYaBNy7Bmz5XP3lJDt4dAfI6sKjrawJQLrf/JbA2a2WdUyPaV5bpFgAqrcjWc5hW4Zh88XNiI2KRd6sHg7ebSUQtHFDh6GeHf/oaIyZmjFDRjxLpSAvpikkewjiouPEH96/KWxsulOqJXKXqMQC0CnL4ELwZgFI3WNrGthcALafF45/VQjAtiFFcDF7bmy8nQFZydPVYzUQVtenrGHk9pFC8FLHBGAegAKgFqsBXEwLd/NLm1UYu2+AcCmB6Yy6wNXDJtdWI1aePHuC6j9WV8XxcJsNwJSyaXl9YBOIUsOcWwPoZQJQVY+pyyQ9r4IArPo/8SxgZwSgutupz7XzO+XpaBaAXnX+ufoOdSynO+P82auJfAzLE5hHCEXTLKwZgnMEG4u2W9UOR28dFf6fKUMmpKRanlRSNEdRrG2z1uR23j5+22Pjit/zFLAGit5uQNYEoDEmkqzt7eaF46gKAUiTxM9G3EDmp0+ApItAQRvBczWwdWfRibsnYvGxxY4JwKv/ALtnAA2GA19WNJbd+3a8cJqEVgFoT7CbiNU28cCUMioFoN7WAPqJAAwfJj5fmydZfxSKVAYqRonhYpqOA+qIgeFdnlgAWkWabssPXN7J3nnBfuv7Yful7ULlpOPozGsqF4ChOUNBmyPNEwtA5f5lAajB7n1VACoFL1USgO/82hybzaaABVzeNr3jYB/SC6LFsrRdl4J4M8Q5tLoJRH4P2XTS3/02oGecGBhYGAycnAJ2SABGbwQmG0KR2OuPo74jALNlyobdnXfb7k3DhgQ1XlUHzSLds4+KaY2Yeycx/OYtdG44Cbh9Adj8mfV6Sc/hw0T3nq3rBwKwbURTUFxG82TtKLj3qr2H2iG1UalApXS3Gz1X4ETiCUT9HiU0cUStEWhXvp1Fc6N/j8Z/if8JP6exbXmr5ajzcx2TfLQ7mH4uT94+fnuiX1kAaqDs7QbUPKY5Lt67iPwpT3EzU4CxpSYLYg0/bTsvHMfMPIDv/NIcmx+axgHUgwBUElvOCsA9/dbjzTgxMLDnBOAmYHKpNMvVyRrAV0q8gqkNptp+Iml6fUZd71kDqOH9YV702caJuLh9CkJTUpCh1ffA7fPqBKAL66B4KT8QgL3qtMXuK5YfH9YEIHv+3G104vVPJp5E69/FXeN00hSdOGWeSCCSUKRUOndprIhcYVKOfr7sjWUom1e2bIbCwNy5g9y5c/MaQM90pf7u4u0GREE7bz28hU8X1cPOoLQHR8kdPnxuBFYHiNvnpZfb1BUdMC/piPgzyUPW8BOg/v98vjPNp8ddJgCdXAOoJEqtQT7cdjPweUndCcBXw17FlPppJ2JYNbKrh1E5rpPx17oZjDd9BmyaKLaLzhe+fS7t//SzvCWBxDPq+t2VT+iOb4F1H6ddsWpHIKQaULOv72wCoWP1thhO+1Fgc2HIPyaxGKUsLABdaUiOX0suAPfRWesKkSZar2xtEvtPeh/Qh/meq+LpVErvCG8fvx2n5XgJ9gA6zsxYwlcMqM+MMiYCkNZJrIlaY9Ly2zPr4tvHF9Hq7n1U/ui68LsHmybgu0Mz8cr9BwhPfgyUbQq0W6gp5IUG3C4tqkkALn8bOCiuIbTwALpZAK6PXo/CGTLrQgCaHwUnnMhS6xNV/azpVA9Vd0iHTBsnpnn8Ws8SxZ4kCKk6H10BJqQtfvfYUgxzASj3OPvKLmBas0wbp2i6XCmNSlLcNMcCMB2eA9kt1QjAyBWROJV0yliKBaD6PmMBqJ6VRU5fEYC9Z5QxOfv2+8bfo16xeqbtmVEPuGqIpSS94OmLWTqQvlI0EP2DBlreVdS6ALQSBkZe/djhwG7xJIm/+v6Jt9a9lfaV6WYBKLzcHtzSpQCUR/e3Zy26F4BRs4FMgcAv3UQUuUOBwf+4J9CzPdg7vgHWyYS5LwpAauOSzjbjFiptmqPnbfjW4Vh9erUJJd14ne31fTr/Xo0AbLWiFU4nnbYQgD3X9sTfCeLxpOwBVO5IFoAaDNwXBeDgiMHCVnqLpCQAj8cBiw2Lbiu3BdrM0UDLu4rKX/YZkAGHzpwTK9jRMQG4u+869FonBrfVEgaGyts7vcV4D50IwHuP76H2z7UFdo4ez6ZPATghbddv/93imcNjDceMlW4MdF2WPgJwzxxg9dC0B1guAGN6AYd/tXy4vXGjGO2qlu3gN6m0ggdQ2jjwMOUhtl3ahvN3zmPavmmoX6w+vm38rXe90HRaG7kA3N91PzJlzGTR0jdWvIEzSWlLIySxR9EZ9ibsZQFowzZYAGp4cHxRAH5Y40N0qpC2fsrYfCUBSEFuR1P8O1In7YA2szXQ8q6icgFBsaP2nzZ8QaoSgMPEkDAAdvWNQ+914okLHhOAD28Dk0ooD8jmmL14F7BcAMa8EYNyedWHFJL6r0K+Cvjl9V+8y7icrU38+LS4f0P/A7IVAMbmF69W5hWgy2/pIwBlx2cJdZGLuzNbgAWv+4YApGlgSVCb11hBAD6X7zn8+nqauE1NTcXxxOMolbsUMgf4xqlHzpqit5RTIwBfX/46zt45a6wyC0D1vccCUD0ri5y+IgB7remG3df3C/V3SAAKL/vcYrurtAeiZmmg5V1FTQRgxkzYf8oBAbjmA+CvmUKDdvZZiz5/9vGsAHyUBHxWXJ0APLkeWNRGzOtlXhn5GkA6p5PO61SbpP5rFNoIXzX6Sm0x784nn2odehzIlj9NANL6286/po8AlL8HzO3o8n5gVgNdCMDYM7H49+a/wnnRlMrnLY/f3jA9MtK7DUh/tVMjAOkcbTpPW0qSAFx+YjlG7hhptR99Zfx2Z6+yANRA11cMSH70mXUBKDvBQi4U/E4ALgXKN7NtFTIBuKNPLPr+2dctAnDsS2MxYfcE0BSUycuNjvr6LFSdACTvzQ9NxF2bb3yjwdpdX1TuAWQBCODu1bQzns0FYLlmQKelLAC1mKEdD6B0aenjggWgFtiuKatGAFJMV3nwZ0kAksf20I1DKJunLLJlzmZRIV8Zv11DUvkqLAA10PUVA5r/z3x8sVc8r/ejmh+h43MdLVst37ygKAA7AFGi10sPyboHUI0A/B/wl+gN3dE7Fn3Xu0cA0ouMzrWsurCq8wLQizvLFQKwcfHGmNZwmhe30oGq0RmlUnzH908A2QumLcF4sTfw2pT0E4D00UFhauoOAnIUSmuUT3kAU9I8qubdInvnSe8G8ylgB3qSs7qIgBoBKMW7NflIVnF/Xxm/VTTF6Sy6FoDJycmoWbMmDh48iP379yM8PNwI6vz58xgwYADi4+MRFBSETp06YcqUKciSJYtqmL5iQC4RgBT7q7W47k0PyVUCcHvvNaDjiiiJawBlu6kNoNSeWmGxM5muZ7Y5RLhH8l1gYrG0bvCyqV219uEKAairKeD7N9JOeCEBSEJL8sDXGgA0m5B+AtBap/qSAHz2FBiTT7klLADVPrYezadGANIa7F1Xdpl+JKuopa+M3yqa4nQWXQvAgQMH4sSJE4iNjTURgE+fPhXEYMGCBfHFF1/g5s2b6N69O6KiovDNN+qnyXzFgOQC8LN6n+G1Uq9ZGow9D2DVTkBrMfSJHpJcbGXJmAV7T50Um6VmE8iaNA+gu+IA/tTiJ1QpWEVZAKYkA+NkXhg/FoAZM2TEwW4H9WCSgC0BWPsd4NXx3icAL+0DZje05O+NNinf1GZeYxaAXvkMyQXgga4HEJAx7UQrqcIHrh1A19iuLACd6EHdCkASfUOGDEFMTAwqVqxoIgDpdy1btsSFCxcQEhIiYFuyZAl69OiBa9euIVeuXKpQ+qIAtLaVno7XAh2zRUlpCljHAjBrQFbsOXlcvQBc/T6wR9wR/ezTRLwX/x5K5SmFIRFDhGPKjBwNVvRBwfyIzZEdDYo1wDeNrX9gWAttovhz2XnE3ra5Q9XDQ0veHt81ntnp7BrAygUqY/FrYlBun0/3rgNTyojNeP8kkKNgmuBr9yPw/BssALV28s1TAH1ATRfDDxmTggBsUbIFJr08SesdubwGAmoE4NX7V/HKb6+wAHSCsy4FYEJCAiIiIrBixQoUKFAAJUuWNBGAI0eOxMqVK4WpYSklJiYiX758wpRww4YKX7QKcH1RAFoNYEpTOfNeAxp9DNQeIHsxGnYBswBMYyITgBbiS0EAPsiQAduDsuKlwacVFyNLF/ZnASiccJK9sOpXmMSqTdk2GFVnlOpyXp1RSQDeOiN+UFR4HciQgQWgqzpQ/gFF15QJwCM3jmDFyRUYED4AebIawmC56r58HYcIqBGAdEFn4oL6yvjtEDAHM+tOANLOnxYtWuCll17CJ598grNnz1oIwD59+gg/X7dunQmuwMBAzJ8/Hx07KmySAEBrCumPlMiAQkNDvf4wafkUsM0I9rRGxtzFLr0owzsDkd87aF7em13+wsifNT82HRXD5KiaAqaguBQc12zgEP6vsAbQSMHOtBgLQMcFoNVNTd5retZrdu+aeFwZJckDaJ7b2zy/vjQFLGdpQwD6ounotc4sAN3bsz4jAEeNGoXRo0fbpLFnzx7s2LEDS5cuxZYtWxAQEGBVAJ47dw5xcXEm16MNIAsXLkSHDh0U72OtDklJSaqnjd3bncpXn/fPPEzdO1X4pcNHGBkFYBcg8rv0qL5b7ikXW8IpFNsM04iq1gCmxQG09ABabgJRKwBr/lQTD1IeWPSTVNfsmbNjVyfDYmdvEwJO9BLtcH415lWkPEsBeQCV1vdYu+zh64ex++pu9KjYQ/F0ACeqk/5F5ALwf6eA7IZTQJSES0h1oM/G9K/zpb3A7EaW9fDGNYAsANPfXhysAQtAB4E5mN1nBOCNGzdAf2ylsLAwQbytWrUKGWi6xJBo0weJwc6dO2PBggVwdgrYVz2AmgTgxFAg+Q4grUFy0MC8NbsmAUhTcjTVS7H1+mwybaIGD+Cle5ew9NhSdH2+KwpmK2i8rlTXnFlyYkfHHeLPdSAAqRkk/lKRiswZ+WQFqBGAK/oDB34COqoIV+SJh48FoCco++095AKQNnvRpi+lxFPAzpmIzwhAtc2j8C40NSuly5cv49VXX8Vvv/0mhIQpVqyYsCuYNoFcvHgRwcHBQlbyGtJOYD1uAtEkAGln4rV/gbB64hoknST5C6Ne0Xr4fttPYsvUeAAp363TQI4iQBazAKMaBKA1tDYFYFA+YFjaOZg66R7/bMbj+8AEcVMaPrpiaVv0c9rJSs8kbRDxhsQC0Bt6Qbd1YAHo3q7VnQA0x6W0BlAKA1O4cGFMnjwZt27dEnYAR0ZG6jIMDC1oHrF9hIDG4Slg99pful1dswC0VnNrAlCDUJPqmitLLmzvuF28s+QBbDYJqCXGIeSkAwJntoqNKFnPNxpzcS8wh6eAfaOzfK+WLADd22d+KQAJKXkK+/fvbxEImjaCqE2+souIptnG7hqLF4u8iJalWqptnq7zeVwA0rmuHxjOG3aQrFTX3IG5sa3DNlMB2Op7oFpnB6/I2ZmAiwiwAHQRSL6MEgFHBWBI9hDERZuu7bdG1lfGb3dahu4FoDvhsQG5k657r+1xAegCD2CewDzY2sHgIZI8gJEzgHDlXevuJchXZwIAeAqYzcCNBBwVgLWDa2NWU/GYTnuJx2+ABaA9K7HxezYgDfDSuahcAEaXi8anceIuadVrAK3V3+oUcF5g2FmnWi3VVVEAtp4JVFXete7UzbgQE3CEAAtAR2hxXgcJyAXgoW6HTDZ3yi8lvSNrBdfC7KZikH57icdvFoD2bMTm79mANOFL18JyAbgmag1Cv6jkXgFIAWWHn3OqzVJd8wbmxZYOW8RrSB7AqNlAlXZOXZcLMQHNBHgKWDNCvoB1Ao4KwJrBNTGnqSFGqx2wPH6zANT07LEBacKXroXlAnBju40oMKm0mwVgbmD4eafaLNU1X9Z82Nx+s6kAbPMDUDnaqetyISagmQALQM0I+QIuFIBFamLOqywA1doUTwGrJaWQjwWgBnjpXLTXul7YfWW3UAsTAdg5BijbxPnajc4HpD61LF+lPRClbm2KeWGbAjB6LlCpjfP15ZJMQAsBFoBa6HFZOwQc9QDSRse5r85VxZXHb/YAqjIUa5nYgDThS9fCCfcT0OQ3UeiRVy3f1mlAwhGg0y+Wx+E5UlN5gOYSdYFzhl27H14CAnM4ciVjXtsCcB5QKcqp63IhJqCZAAtAzQj5AtYJOCoAXyj8AuY1m6cKKY/fLABVGQoLQE2YvLbwmJ1jQMeRjaozynV1nN0YuPS3eD0Knn1W2rWb5PQ9JAEonFnc3nDyiCQ01QaudvruXJAJ2CBw8W9gTmPLDHwUHJuNCwgkJSeh7pK6wpXUbAKJKByB+c3mq7ozC0AWgKoMhQWgJkz+VXhOE+DiHvcLwI0TxBNaoucBAXyMmn8ZmRe1lgWgF3WGPqvy363/kDkgM0rlLmW1gdJHcvVC1bGg+QJVIFgAsgBUZSgsADVh8q/CbvQAFggqIKxX5MQEvIaArwvAHIWB178GyjfzGqRcEccJSAKwYWhDfN3oa1UXYAHIAlCVobAA1ITJvwq7UQAWDCqI+Hbx/sWTW+vdBHxdALaYAtTo7d2MuXZ2Caw9sxaLji7ClPpTUCR7Ebv5KQMLQBaAqgyFBaAmTP5VeHYj8XQESi5eA1goqBA2tNvgXzy5td5NgAWgd/cP184qARaALAA1PR5sQJrw6bOwXADKdwFrWBQvTW+wANSnyfh0q1gA+nT3+XPlefxmAajJ/tmANOHTZ2F3CsBshbChLXsA9Wk4PtoqFoA+2nFcbR6/WQBqegrYgDTh02fhWQ2By/vEtrnYA1g4W2Gsb7ten9y4Vb5J4MIe4AeFwOkaPN4eASGFUeI1gB7B7Y034fGbBaAmu2QD0oRPn4VnNQAu72cBqM/e5VaZE2AByDbhowR4/GYBqMl02YA04dNn4Zn1gSsHDALwJeDcdvHfGjwi0hpA2t32Z/Sf+uTGrfJNAiwAfbPfuNa8CxgsADU9BiwANeHTZ2E3CsDg7MFYF71On9y4Vb5J4MJfwA+vWNZdwwePR0Asfxs4uw3ouxnIls8jt+SbeBcBHr9ZAGqySDYgTfj0WdiNAjAkewjiouP0yY1b5ZsEfFUApqaKvDNk8E3uXGvNBHj8ZgGoyYjYgDTh02fhmS8DVw6KbSteBzi/Q/y3Bo+INAXMAlCfJuPTrfJVAejT0LnyriDA4zcLQE12xAakCZ8+C/89F/hjMBBaC8iQ0SUCMHJFJE4lnULbcm0xsvZIfXLjVvkmARaAvtlvXGteA8hrALU9BSwAtfHTZWmaWrq0DyhUAVgPmA10AAAVnklEQVTUxiUC8Or9q4g/H4/WZVsjKFOQLrFxo3yUwMNEYFKYZeU1eLx9lARX28cI8PjNHkBNJssGpAmf/gvPbe4SAah/UNxCnyYgxdSTGlGtC9DqO59uElde/wR4/GYBqMnK2YA04dN/4bnNgPM7xXayR0T//e2vLZQLwIYfA3XeAzJn9Vca3G4fIcDjNwtATabKBqQJn/4LswDUfx9zCwG5AOy7BQiuylSYgNcT4PGbBaAmI2UD0oRP/4VZAOq/j7mFLADZBnySAI/fLAA1GS4bkCZ8+i/MAlD/fcwtNBWAfTYDIeFMhQl4PQEev1kAajJSNiBN+PRf+MxWYEFL4IU3gZZf6r+93EL/JCCfAmYB6J824IOt5vGbBaAms2UD0oTPPwo/ugME5uQTB/yjt/2zlSwA/bPffbzVPH6zANRkwmxAmvBxYSbABPRAgAWgHnrR79rA4zcLQE1GzwakCR8XZgJMQA8ETATgJiCkmh5axW3QOQEev1kAajJxNiBN+LgwE2ACeiAgF4C9NwJFq+uhVdwGnRPg8ZsFoCYTZwPShI8LMwEmoAcCLAD10It+1wYev1kAajJ6NiBN+LgwE2ACeiDAAlAPveh3beDxmwWgJqNnA9KEjwszASagBwImAjAeKBqhh1ZxG3ROgMdvFoCaTJwNSBM+LswEmIAeCLAA1EMv+l0bePxmAajJ6NmANOHjwkyACeiBgFwAvrsPyF9aD63iNuicAI/fLAA1mTgbkCZ8XJgJMAE9EJAEYMEKwIBdemgRt8EPCPD4zQJQk5mzAWnCx4WZABPQAwFJALaYAtTorYcWcRv8gACP3ywANZk5G5AmfFyYCTABPRBgAaiHXvS7NvD4zQJQk9GzAWnCx4WZABPQAwEWgHroRb9rA4/fLAA1GT0bkCZ8XJgJMAE9EGABqIde9Ls28PjNAlCT0bMBacLHhZkAE9ADAUkANp8M1OyjhxZxG/yAAI/fLAA1mTkbkCZ8XJgJMAE9EDAKwM+Bmn310CJugx8Q4PGbBaAmM2cD0oSPCzMBJqAHApIAbDYJqNVPDy3iNvgBAR6/WQBqMnM2IE34uDATYAJ6ICAJwJ6xQIk6emgRt8EPCPD4rWMBuHr1aowZMwaHDh1C9uzZ8fLLL2PZsmVGsz5//jwGDBiA+Ph4BAUFoVOnTpgyZQqyZMmi2vTZgFSj4oxMgAnolcD140DiWaBcU722kNulQwI8futUAMbExKB3796YMGECGjVqhNTUVBw+fBjR0dGCGT99+hTh4eEoWLAgvvjiC9y8eRPdu3dHVFQUvvnmG9WmzgakGhVnZAJMgAkwASbgNQR4/NahAExJSUFYWBhGjx6Nt956S9HYYmNj0bJlS1y4cAEhISFCniVLlqBHjx64du0acuXKpcpI2YBUYeJMTIAJMAEmwAS8igCP3zoUgH/99Rdq1qyJuXPn4uuvv8bVq1cFbx9N71asWFEwwJEjR2LlypU4ePCg0SATExORL18+YUq4YcOGioaanJwM+iMlMqDQ0FAkJSWpFo1e9QRwZZgAE2ACTIAJ+CEBFoA6FIDkyevYsSOKFy+OqVOnCt5AmuZdt24djh8/Loi8Pn364OzZs8LP5CkwMBDz588XyiulUaNGCZ5F88QC0A/fHtxkJsAEmAAT8FkCLAB9SABaE19y69uzZ48g8jp37oyZM2cKQo8See2KFSuGcePGoW/fvsLPz507h7i4OBPjpQ0gCxcuRIcOHdgD6LOPNVecCTABJsAEmIBtAiwAfUgA3rhxA/THViJv386dO4WNH1u3bkXdunWN2WlauEmTJhg/frzTU8Dm92YD4lcME2ACTIAJMAHfI8Djtw8JQLXmRZ1aqFAhfPfdd8ZNIE+ePBE8gGPHjhW8f9ImkIsXLyI4OFi49NKlS4WdwLwJRC1pzscEmAATYAJMwDcJsADUoQAkUxw0aBB+++03YSNIiRIlMHnyZKxatQrHjh1D3rx5jWFgChcuLPzu1q1bwg7gyMhIDgPjm88y15oJMAEmwASYgGoCLAB1KgDJ4/fhhx/ixx9/xMOHD4VdwdOmTTPuAiYLoUDQ/fv3twgETRtB1CY2ILWkOB8TYAJMgAkwAe8hwOO3TgWgp0yMDchTpPk+TIAJMAEmwARcR4DHbxaAmqyJDUgTPi7MBJgAE2ACTCBdCPD4zQJQk+GxAWnCx4WZABNgAkyACaQLAR6/WQBqMjw2IE34uDATYAJMgAkwgXQhwOM3C0BNhscGpAkfF2YCTIAJMAEmkC4EePxmAajJ8OgIuDx58uDChQt8FrAmklyYCTABJsAEmIDnCJAADA0Nxe3bt5E7d27P3diL7pQhNTU11Yvq41NVOX36NEqXLu1TdebKMgEmwASYABNgAiKBU6dOoVSpUn6JgwWghm6nLwcKLE0xBd39BfHiiy+Czjrm5BgB5uYYL3luZuccO+bmODfJG8OzKY6zoxJsc45zoxm84sWLIzExUZjJ88fEAlBDr3tyDcHzzz+Pf//9V0Nt/bMoc3O+35mdc+yYm+PcPPkudbx23l+Cbc7xPmKb4zWAjluNrIQnDYjONh4wYICm+vpjYebmfK8zO+fYMTfHuXnyXep47by/BNuc433ENscC0HGrSScBqKmiXJgJMAEm4MUEeDD24s7RadXY5lgAajLt5ORkTJw4UTh32JEzhDXdlAszASbABHRGgN+lOutQH2gO2xwLQB8wU64iE2ACTIAJMAEmwARcS4A3gbiWJ1+NCTABJsAEmAATYAJeT4AFoNd3EVeQCTABJsAEmAATYAKuJcAC0LU8La62ZcsWTJ48GXv37sWVK1ewfPlyREZGCvmePHmCTz75BGvWrAEFlaZYgk2aNMFnn32GkJAQmzU7fPgw3nnnHfz111/Ily8f+vbtixEjRiBDhgzGcps3b8aQIUNw5MgR4XoffPAB+vXr5+YWu+bytrjRHXr06IEFCxaY3KxmzZrYtWsXc7NibwTm3r17GD58OFasWIGbN28iLCwM7733Ht5++22/5kZreZctW4Zjx44hKCgIderUwaRJk1C+fHkjF/r9zJkzhWeZ2O3fvx/h4eF2DV7vz6pdAJzBKoHvv/9eGB9obKhYsSKmTZuGevXqCflHjRqFJUuWCCdNZcmSBRERERg/fjzoPWcrsb2xwaklwAJQLSkn88XGxmL79u2oXr062rRpYyIAKRBldHQ0evfujapVqwoBKQcNGoSUlBT8/fffVu9Iu5fKlSuHhg0b4uOPP8bx48cFQfTpp59i6NChQrkzZ86gUqVKwrVJHFId+vfvj59//lmoh7cnW9wkAZiQkIB58+YZm0IvSRLD1hJzg2APGzduxJw5cwTxt27dOsEuYmJi0KpVK0V0/sCtWbNm6NChgxBQl54/eq5oIKXYm9mzZxe4/Pjjj8JzRR9TxFGNAPQHdt7+LvHW+i1duhRdu3YFicCXXnpJ+Lig55JsjgIUL168GIUKFRJOqXj48CG+/PJL/Prrrzh58iQKFizot8+qt/anL9aLBaAHe428c3IPoNKt6bSPGjVq4Ny5c8JLQClNnz5d2HlMAkjafUxew2+++QYXL14UvIDDhg3D77//jqNHjxovQd6/gwcPYufOnR5stfZbKXEjwUsnsZAnS21ibhA+Ctq3by94i6VEnoUWLVpg7NixbG8GAtevXxcGX/Kiv/zyyyZczp49i5IlS6oSgP5ic7Y8WXTa6OjRozFr1izhI5c8WBS3jjxetpLePVnEgRwDZCNSqlChgjBDRB5p8ySFLVm/fj0aN27Mz6raFz/ns0qABaAHjUONAKSHu2nTpoK4yZUrl1A7Ejs06GzatEn4f7du3UDew5UrVxprT94IepnQVDINTjRoVatWDV999ZUxD4nPdu3a4cGDB8icObMHW67tVtYEIIk/8vrRMT7169cXpkdo0JYSc7P84KCPAJrCJHbkySKbeuONN0Ae17p167K9GYyHvCxly5YVvIAkmuXJlgD0R5uz58miqXR6NufPny/MXIwbNw60xOO///5Dzpw5FV8OevecPn78GNmyZRM8eq1btzYyGDhwIA4cOCB8eMgT5f/6668FdmSbBQoU4GdV27DCpcFhYDxqBPYE4KNHj4RB+LnnnsOiRYuMdSNv36VLl7Bw4ULhZyQQafqOvqildPnyZRQtWhQ7duxA7dq1hRctDUYfffSRMQ/9jqYaKG9wcLBH267lZkrcaNDJkSMHSpQoIUzLkUeLpu5I3EheUeZmKQBpIKHpS7KlTJkyIWPGjMK0E01FScnfuZHHiqbDyVu1detWC9O1JQD9kZ0tT9aECROEDw1a2kKzEpQo/lrhwoWFNZa0PEUp6d1zKr2vaWkOrTeVEvGitc0kjin98ccfwtIE+mindzZ9uNEyBX5WtYwoXFYiwB5AD9qCLQFIG0Latm2L8+fPC14ZyfunVD0SgOTlozUjUiKBWKxYMWF6t1atWoIA7NmzpzBVLCV62ZDApAXHRYoU8WDLtd3KnnCmq1ObSAzSoumoqCjFGzI3YMqUKZg9e7bwN/EiTwzZCHmHaQMS2xuEIxdXr16Nbdu2Cc+UeXJkCljvNmfPk0VrdEuXLo19+/YJMxJSIoFNnntpI5e/eU7NP9glLuQppbWmtBmJ0v3794V3240bN4TnNj4+Hrt37zaZ6ZDbp97tTdtIwqXNCbAA9KBNWBMyJP5oapamb+kBz58/v81a8RSwMh6asuvVq5fR02Cey9+50UJy2mlOYu+1114z4iFmtHZ07dq1imD9idu7774reFlIGNNHllJyRADqnZ09TxYJQJp1oA9UeWSDPn36COuc4+LiBMT+5jm1J5zNp4AlO6R33JtvvmnyYS+3Ub3bmweHa7+4FQtAD3azkgCUxN+JEyeE3ZnWdnfJq0nTIzS1S5tAaA0cJZpOoTUi8k0gq1atEnaUSYlCfdD6Ej1sAjHvNgrLQVPgNC1OL0Gl5O/cpEXkFHaoefPmRkQ0DUfT6LQj2F+50bQviT8Sx+SBp4HWWnJEAOrd5ux5subOnau47ISWIVB4E2sfHf7gyaKpc9qARRtopPT8888Lyw+UNoFQnjJlyqBLly5CiBh/fVY9OGTr/lYsAN3cxRR3jRbtUqIpkKlTpwrhWyhcCX0RU0gWmh6htR60LkZK9HtJ3Jl/HdMGEIpP1qhRI0EIknikKZSRI0dahIGhwZ1etiT6aAOAr4SBscWN2NALkNjRuhgakIkDTZ/TrmdpYTlzM7U32lXeoEEDYTrp22+/FaaAydNAHwZkl1IsQH/kRqFwKOwGbaySx/4jjynFBaR069YtwcZI9JAHlZYbUF5aTiEtqfA3dvY8WWqngM1fw/7gyZI2z8yYMUNYt00frzTNS3FbaZMHTQfTBi16x9EHLglFWhtO65ylHdT+Zm9uHq797vIsAN3c5eRNIMFnnrp37y6IGGvTTOQNpMGakvn6GPoZ7U6ktUoUCDpv3ryCuCMBaB4IevDgwcZA0LQI21cCQdviRl4VCpVAO59ptzS9IIkxh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",
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",
"_figure_label": "Figure 17",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_8f42d7d4626a4862a7027f9fb4cc5518",
"toolbar": "IPY_MODEL_b511716fdc15488abfafd4af3d90a2e9",
"toolbar_position": "left"
}
},
"b69d4b668d1844b0bdb5b7c1d1345ae1": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "2.0.0",
"model_name": "LayoutModel",
"state": {}
},
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"model_module": "@jupyter-widgets/base",
"model_module_version": "2.0.0",
"model_name": "LayoutModel",
"state": {}
},
"c0025c58ce2943388b3ee4bc36aa5842": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
"_cursor": "default",
"_data_url": 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",
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[
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[
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",
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",
"_figure_label": "Figure 21",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_aab8ee37b5a04c81bfbec506eadab9ff",
"toolbar": "IPY_MODEL_a55c4266cf6e4fa88bb3bf7017976d11",
"toolbar_position": "left"
}
},
"ceb02f93befe4fa08de653a410e99148": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
"state": {
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",
"_figure_label": "Figure 6",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_3c9b19ff28584d478eb710b46afc5622",
"toolbar": "IPY_MODEL_77f153060e2842dab2f8cb190579319b",
"toolbar_position": "left"
}
},
"cf57e151734145e4a3b47bf0cb773a43": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.11",
"model_name": "ToolbarModel",
"state": {
"_model_module_version": "^0.11",
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tq0aVi+fDlev36NOnXqYMmSJahQoYLkWuwNgNtub8OUU1MktSflSU+oE8KgyHcRboHbdPcQMDwzoQUC8rmZBMDedUrg97MPJdVlyyVgsQoJsObzsD8APn2rxKukNLRbfFzQDENnE0MAbBJaGGsH1pakFc1EFaAKUAWoApYrkNsBkLCEVqvFhg0bmDAwBPxmz57NOIWcOXOG+ffNmzeRmpoKGgbG8vlh8o49e/bg5MmTqF69OuN2bQiA3377LWbNmoU1a9Yw5tiZM2eCQCMZEG9vacec2RsANVoNqq6rKlkZ1btKUPjow76QGwkAcsAidYnXXIX2BsCoya1Q0NPF7hZAY3qYA0BqATQ3Q+h1qgBVgCqQNQVyMwBmrefid1MLoJWqEuLmAyCh7SJFijBeOOPGjWNKJRTu7+8PAoaEzKUkewMgaYOp4+CktJEfHsZWADi7SyX0qlNCSvW6PJbUPal9OTxPTMWG+I9095sKA6PSqrA3Zi9qBdRCgGfmeEqvla+hkCng5eIlaLMpAKw2fT9eJ6twYlwzNPz2X8F9Cz+ugi7VilnUf5qZKkAVoApQBaQrQAFQqBUFQOlzR5DTEADv3bvHuGGTdflq1arp8nbq1An58+fH2rVrRWsikEj+4xIBwOLFi+Pt27fw8fGxsnWmb3sfAZBThO/NbAoAV0SvwA9RP8Dd2R3nep8TCPpK+QpNNjZh/na211k4y5yx7/4+1CtSDzWnnRUV/5/PGqLjT+wZyP4+rnj2Tj/m5G8UAKVN9bi3Kfhk9X/oXz8IPWtb9oNBWg00F1WAKpBXFaAASAHQJnPbEABPnTqFBg0a4MmTJ4wlkEskMveDBw+wb98+0XqnTp3K7Bs0TBQAzQ+TJRZAUpoi/xm4Bf6tK9gUAA7cNxD/Pf2PycudfEKOnjt66znOvd6ETfeWM9dGVhuJFHUKCDD6e/jjTuSX5hsukmNZn+poUzFQ9N6kVDXjwUwTMOqPC9hxKZaRggbxpjOCKkAVsEQBCoAUAC2ZL0bzGgPA2NhYBAbqP+TES+fRo0fYu1c89EputgCS49VKTdhtEz3tvQQMaOFdLkLQVksBkIMPF9/DcPXbryurTP4yuPPmDvNvvue0pcIEF/YEOcaOxCvk0sb/HmLclmjM6FQBfesFWVpknss/cM1/OHwjPmcAUKMGZHKLovfnuQF43zp0cy/wJBJoFkHHPQ+MPQVACoA2mca2WgI2bExu2gNoSwBsXykQS3pXt2hsLLMAauBdbqJkABy0bxDOPWWXfjkLIFefS6FDcC3MnmFMkq0AkCvv2vTW+HbPDbStFIgey8/o6nnfLV7vlCpUnqoH72zVI/kVsKgSUKYl8JH4dg6LJi/NnDsUmJqPbefH64FyHXNHm2krjSpAAZACoE0eD2NOIF9++SXGjh3L1JGWlgY/Pz+HcwLpsbMHrr68arUOnJXr3ux2CI6wjQWQNMbSD3ro91/A2esWkh8MAdJdzPTHuAWQgMW+K08RXiEA+dwVTDmGAKjSaBEycQ9zzaXQQbgWPqirL59rPrxNfcv8OysWQK7A4U1KMyeZGCZL9bF6gB3wxlm7ruHX4zGClmWrHmeWAXtZ5y5MZceapvdAAQ4A284D6gx9Dzqct7tIAZACoNUzPDExEXfusEt9xNFjwYIFaNasGQoWLIgSJUowoDdnzhysXr0aISEhTHyeI0eOOFQYGNL2iScmYsfdHVbr4CgAyDmzKOM6Q/WmrtUAOGD1ORy5+RyNQwvjt4xYfIYA2PDbw3j8OgVwUsHVbw9cCp4Src8WABhe3h/7rz2jAMhTQMzaSwHQ6keY3ihVAQ4A230P1B4i9S6az0EVoABIAdDqqUlgjgCfYerfvz8T+48LBP3LL78IAkFXrFhRcp3ZsQQ8+eRk/H1H7wwhuXEZGTnIuTu7HUrnoAVQB4BPO0L1uoFVAGhoxSRQkaxKRoM/G0CtVTNl7upwFo3nsWFbvMIi4OSkNVqXLQCwrL83bj5LoACY0wD4lMS/dAICKgJ52AL47414HLrxDJM7lIers37/qaXvhTyZnwPA9vOBWoPzZBffp05RAKQA6NDzPTsA8LP943E0bpfVOnCQc2dWW5TJWBa1ujDejZZadGwBgGX8vHAnPlHXCtKG/nv6Iyo+Sve3eTUOYPj6SObf/DAyYn1OuDFdwnK0dWpZqo91tTjmXdluAUxLAmZnePNPigci1wB72K0djrQETH50LjhwC+UDfZg9o9YkTtuIdmEY2ri0NUU4zD2nnpzC3P/mYnr96ajqJz3gvdEOcADYYSFQc6DD9JM2xDoFKABSALRu5mTTXdkBgO1+H4VHamEgYku6l5cA0LDfBLIM4yT2KLRRt//MHAAm3h6PdHV+S+SUnJdYK8n5y+9jEgPAZX1qoE1FYZDuq7FvmRNfAvO5Z02mt4+BhRlHOI66CNze75AASMIS9V/FOiut+aQWmpb1s7jfnLYD6gdh6gfSj620uKJsuIF7dl1kLojsy/5oy1LSAeAioOYnWSqK3pzzCuRmAGzatCmqVq2KRYsW2UxIGgjaZlLapqDsAMAPN0zDbdVmqxucdG8UtKlFcHtWW51jhNWF8W601MJlCwugYbt3fNYAvQ81Evy5VMJSXH7MbvzPSQD89+umKFXI0xZS56oyyPnKdeccEm0zf848fJmsW6q3dC5lKvzNI2BRxtaNQQeA2IvAnjFsNgdxAiHWvy1RT/D1pku65lva79N3X6Lnr6yneV4CQNIf4r2vTdfi88Ofo1T+UhhdY7Tl854DwMCqwLCjlt9P73AoBSgACoeDAqBDTU8gOwBw9F/nsPf1JMjd4qzqvfJpJ6he18uTACgGeeWUy3Eu5pU0ALwzFumqglbpau6mk+Obo2j+LFq2zFXigNfHbLqETZGPzQLguM2XsfH8IyafpSCUGQAfsmFfSBq4DyD7AXd/7VAAWH7KXiSnaQRNt7TfhpZV7sxsU9MgPkEJF7kM+T3Med5n/2TiW+8JAJ6NO4vB+9m9e1w4J4taxQEguenr24CX5RZWi+qjme2qAAVACoB2nWBZLTw7AJBYDLZeOQ/PYOtMyanxrZH2shluzWyL0ElsaBRbJLGPl1Klwbx9N9GynD/qlfYVVGMPCyCpwNDKVyF1Oc7cy3kAPDexBfy83Wwhda4o4058ArZfjMXV2He64M+GDSdz0MVZxvy5ybx/8eBlMvP/xEFJnpXl8jc8APxkD/DsqkMBYHKaGuWnZD5dKKsASLQzVsbtZwlotfCYbggiJ7WEr5erQ80lQwA88eQERhwcYRsAHBkF+ObuPZIONVg50JjcDoCcQ+n69eshl8sxYsQIzJgxAyQsXVBQEMjJYyRSyaZNm1CgQAFMmjSJ+ZuxRC2AOTAJTVWZHQA4+q+L2Br1GN7lJljde7IPMDsA8IeDt7Hw4C2mnYYfJksAUO5+Hx5BywT9NeaxawiAHbw34I9zD5l7zS4B3xmDdJUQVK0W2eDGvz9tgKrF7bO/0FZttGU5UgJ9f9etMj6qWZyplp+fOPccHM2e10wSWS4lL0nJ6fUD4IfKbPYBu4D46w4FgGtP3cc3OzLH8rQnADaYexhP3qToJCRzkcxJR0qGAHjyyUkMPzicaWKWLYAUAB1pqK1qS24HwMjISAwaNIgBv/PnzzNwR/YEkhPHCAAmJCQwQBgeHo7Nmzdj4sSJuHr1KsLCwkT1ogBo1TSy303ZAoAbL2LrhSfwKjsJTjI21ImlicDTzZltUHaSyBF3smRA62FpkaKWhy83XsS2C0+YsowD4AdQva5vsj6XwnvgWki4h4f0QeYSD63aG9Dql1YNIa+t53r8dZ5dgsxJANw4tC7qBNsHLi0eLDveoNZoodamI2yy+PGJ/KpblffHr/1qMn8yBEZuvjT//gjuvUhC9NRweLuxgb7NplcxwOIML9L+O4HnNxwKAI3BsSkAfPw6GbFvlKhdSr9FQap3dZpaK2rttxQ4zeqexQyGAEi8gocdHCYZALkfClptOhOLs83msvoWDTsGBFbJYgvp7TmpgCHwkPEmZ7nnRHJ3drfoRylxAomPj2eAjvsxO378eOzYsQPXrl1jALBRo0ZYt24d0x3St4CAAEybNg3Dh7M/ggwTBcCcGHkTdWYHAH66IQq7LsfBK3QKnORpVilgDAAVBY/DzX8XlJJi8wmrFvuYSANAdk+iqSQGgJqU4pC7P0K6VoHEmzN0txtCXhPFWuy8zO6XNAeASXdHQ5tmn31Cm4fXQ80g++wvtGoS2OGmt8kqVJmuP+5NShWHvmoChUymcwDh7tkyoh66Lj0tKGLRx1XRuVpR88W+ugcsrsbm67cdeHkH2PUV+28HcAKxBgC5e3aObIiKRdkjzqQCoDX1mRfZ9jkyAWDsKQw7IA0ANVoNeu3uBT8PP7QsOB6f/3kR99166Rs5/CQbE5KmXKuAIfCQmK91NtTJkf6c7XUWHgrphhICgMHBwVi1apWuvdu3b0e3bt1A+lW6dGl8+umnGDMmw1kNQJUqVdC1a1dMmTJFtI8UAHNk6I1Xmh0AWH3GAbxKSoNX6FQ4yZVWKZB4ayKuT+0utNLIkuFddrquPEuDIpOzhQ2X6b748wL+vhjLlMkHRBL+4rPTzZm/c04ppjoiBoD8/Py2GkKeqWuGdabEdoX6bS2rNDV305YR9VGjZAFz2XL19c//vMDs+7NnkmS1enkX+DHjbOq+2wBiEdyV4UWaywFwZueK6FO3pFEA/Ll3dbQziCno6AC49NJS/HP3HzxKYJ2ASCJLvqcsAMCrL66ix64ezL3tPH9nHIoEAPj5JaBAkD2nJi3bzgrkdQD84osvQP7jEgkb07lzZ0ydOpUCoJ3nlk2Kzw4A5F7mniHTIXNmN81bk/7rdVEAgC6FDsC1sD5ch6UAOKpFCEa3ChU0xRgAkj5woJZdAKgoeAxu/qbPPlbGfQjVm9rWyGn2nm3/q49qJfI2AH76exR2RVvnnW5WwIwMmQAw5Q3gbrC3Mu4y8EtGOCByDJhMDuz8ki0hlwPgmNZl8WmzMkYBkFzga0TOyq48Vdwqe2NGG7gpsun0EGXGGcxurPWSnwxjd5JrBABPx57G0APsJnhzewCvvLiCnrt6MnkbyNZg79WnFAClPlS5JF9eWAImy71cmjBhAogVkFsCpgCYSyaisWZmJwC6F18JZ6/bVivGAuBuOMmTka7xgqvfP3DxPakrz1IANPzwkH/bDgD3wrXQEaN9lWIBNLf8SwqXdi6xdZK/D0vAUhw/rFNPf1fX6sUw/6OMvVwHpwInFgLdVgMVP9RnInH/lmc4kQQ1Yq/lEQAkoYRISCGSpFj2Jv0djfVnWCcow7S4ZzV8UCXjxJSsDoyp+zUqYEYhNsfkl4DcWZDbGABaYgHkAyD3PqAWQHsOavaXnRecQIjDx7BhwxAVFcU4f8yfP5/5N9kDSAEw++eUTWvMTgB09d8Bl4KnrG7/uZ4XUW15Lyi8ryH5wVB4lFwuKMsWAMhfEuRbJSy3AGYTAD4175BireBViuXD9s8aWnt7rrgvOwBQ8EODi/PmFQB8fVMcAMlfK3YFrmxhr+dCC+D2i0+YPW1c4p4lUwBINpETr99m3x+BSpMuOn++7VoJH9cqYf+5lfAUmJ/hkDE2BvAQ7oUVA8BNHTeh+z/ddW0zZgGMTYyFUqNkzgDnLIBiAHiq52osuvUnpjeYjrCC4l6V9heC1pAVBXI7AFaoUAFarRYbNmxgwsAQ8Js9e7YuDAwFwKzMDge4N1sB0G8nXHxPWN3rsz0voM4f7EZ5VUJ5BgT5KbsAMDW+DdJeNkWLMD8cuhEv2h9b7AGUYgHUpBRD8v3PrNbU3I2S9q+ZK8SBrzssAPI1y0UA+Nf5Rzh267nOiYnrBgE3EluzxsyDorOBzLMJW6N14Y+MTZnShT1x6Kum9p9RCc+A+RnbQ8bcAzzFY4LyG1KpUCVEv4g2CYCrrqzCwsiFTJ5lLZfpQsaIAWClUizoFnYvjMMfHbZ/n2kNNlcgNwMDuVrxAAAgAElEQVSgzcUgK1ZKJWJiYlCqVCm4ueljzNqDQ5zSyU9KmkwqYA/hDSvkPrKufrvh4qsP7Grp0JzpcQF1/8x5ACTtJi/spb2rY8TvUTkKgFzl1sCvFP0pAEpRyXwenY7GLIBPooBfm4kXlIsA0BRQlwv0wfW4d0YBUAqMe7rIcXV6G/OCZzWHAADvAp4Zy8EZ5YpZACv6VsSVl1dMAiD/Pn91VzxzZq28pgBQIVMgsk8kHic8RjHvYhaF8iBl/3b1N+y8txPLWy1Hfrf3J65nVqeALe6nAChUkQKgLWaVDcvITgA0ZxUz163TPS6gno0B0HBT+ag/LmDHpcxewPwlYO6FTbyIS0fshlbkZ4ZXwH44FTD+q91WewApAJqbNcavGzvdwvoSjd9pFgAfRwIr2H1yhkkz5U3WThmxQYek7N0j1UiBOLHmEH2k3Ovj5ozLU1vboEemi0h58xDu3NF8Y2wDgIYhQFJfNNXtEzYFgM5OzkyomNikWJQrUBG/tV1vkSMMB50NizbE0pZL7a4drUCvAAVACoAO/TzYGwBJMNiG3/7LaODscwHuRTdm0iP1eXO4Fja/xJEVAMzvocDWEfXRfL4wOPO16a3h4aLf4G0JAJKP1q/H7mHW7uuZ+lS/5llEJ20zOvYUAHP+sYh+/BYdf7J+S4IlPcgEgN6BQKvpwJG5QI8NQFoisKKFaJGJE17Cy1XohCC1bgIdP1/8GeFB4ahcuDJInwt7uyIgn2VH/NkbAEv6euiO1TPVN19PF0RObiWp+5eeX0LUsyj0K98PcuJVLTGtvboW35//HmNfvkbfdwnA13cAr8KCu8UsgBV8K+DqS/1pKfw9gLuj43A7+RBW3PhWV07qi+ZwLcS+90wBoGGzvWIX4fQE8bki1kXDWIUSZaDZbKAABUAKgDaYRvYrwt4AuOL4PczcxQKSk8tzeJWen6kziXfGwKvMPLOdPPVxFOpvZGOlWboH8MNqRbHg46qZrAxZBUB+//gdqF/rLKITcwgAndLgHTYF6uSSSHnAnktK0rAmwfjl6D2zOvMz5OUl4CtP3qLDjzkIgAkZ4WfIaQ8k9MtKcbCppdiC/ya2tGjcuMzf/fcd1l1jI/Xzf3RYOq72BkB+50KcHqORLBrrNK2gghB8/X1ccTZCmhYc+MxoMAOdy3SWrB8fmIa+fouRg88DXsJg62IAaFgBB4DcPDOMWpD6vCVcC7N7IhOuzyFvSEEYGG4PoGG5ZByNnWO++uR9tCznhxB/b91thgB4+MYzLDt6D993q4ISvtIDA0sW0CAjOfnis0OfoXGxxuhfob+1xeTK+ygACoeNLgE72DS2NwDyLWRyj7vwKPmrQAF1Uiko47pJAsCTH0ehAQeA7ypA4SM8m9TUPrgu1YpioQgAXp3WGp4Z1hWlSoMR6yPx783nTBuNeQFzH1Ny/cTtF+iz8mymUc1JAHQvuRTOHg8yffRJQN5Jf+v3KEmZipaCgpQyHSEP8TaNevAaI/+4IGiOzO0JXAodRFp8G2jT/G3W1MwWwCJAQkYA6kKhwAc/AavCResLUm5g56JWAyS/zAQjpho5dP9QnI5jTyfJCgB2X3YK/91/nakq/vy4E5+IlguEFnZrBORCocxS9cKvmg6CIvghZcyVzYEPcc7Y0H6DueyiwET+GP3hQcBbOBekAGBU3yiQ/XvbLjzGlxsvwdXACS41Phyufmy8Q4sA8MZ03J/TJVN/2DPXhcdYkm3wlX/LOGM6IzYhB/N1ShXExmGmTzSSLJqJjL9f/x1zz81lcpiLjWiL+nKqjJQ0DdwUMsEeTQqAwtGgAJhTs9NIvfYGwOXH7mL27htM7XKPO/AouULXktQXzZD2ogWcnN9KAsATH0Wh4V8ZFkAbAWDkpJbw9XJl2lTpm31ISNWfVSwFAMl9f194gkuP34D8+uZSg1rncDlxq9HRtucSMN97mF/P9E4VMGW7EJrNTce8CoDGLFpeYRFwctJCq/JB0p0Ic/JIvm4SAH1DgA9+BFaLOzfoAHBdF+DuYWDgfqCEtOOkbAWAH/1yGudiXmXq773Z7SCTOeFlYmomD1+Z+wO4F/0dqc86Qp1QSbpWGceh/aOpi5GqUYL7yFLx0TFGnGUMarB26dMQ7qwFwC9rfIma/jUxYscSxN5rBhff4wInOCEAzgYgk2QBTH44CHcn609f4LrNn9PcKUfadC2q/KY/T5gAGJevrL839n3ZWPK4WJtxRfQK/BD1Q54GwPh3StSezR5KwH9ncsBDYua5u+vPf7dWy9x+X0pKCu7fv0+9gB1lIO0NgL8cvYs5ezIA0PMWPErozxVMedID6ndV4aR4Aa8y35uV5ET3KDTcJB0AZ3ephIhtbFiGzlWLYFGPaqIbzb/rVhkf1Sye6ZpUACTlH7j2DEN+O68HwJpncTkH9gDKva7Do/haXTsSrrMfFpKmdCiP6TuFoXPMif6+AaAxeDank7nrhgCY4OIH77SMEEK+ZYCOi4E17USL0QEg50FcqTvQVf9DylTdxgBwz+eNQLxypaauS08h8kFmCyAHgGJAzT/5xxIvdc4CKAaAwxuWwLh8B/EmsAEKlDF9Ao7FAJiaCDi7otL6jCP5MsSxFgAbFW2E40+OM6WoE8tCowwUBIdXJ4bC2esWc517TvmBoI0tAZPjH+9MYI/aWnDgFvZffYpNw+uhEu/0FBJ4m1hLnyc/R/NNeuciPgCGBXhj7xcsAE7++wrOP3gNcvqPrU9aWRm9EouiFuVpAOy36hwT/sgQADUaDW7dugU/Pz/4+gpDCUl99vJSvpcvXyI+Ph6hoaFMXEEu2YNDaBgYCTPHHsLzqx2+LpI54ogkuecNeJRYo7usA0AjewMNm3+8eyQabarB/FllxgIYmM8N/4xsiJoZccfI6QHkFAFTe5kMr1kCgI9eJaPRd6yzC0kNcggADWMHkr2Sysf9mDZNal9Otx9TwtTI9DKTeo+j53uTnIaq0w+INjO7ADA2vSCKOGVY1AqWBqr3Aw5+I9qmrADgkP1DcCbuDFNuUsyn0CqL6+owB/cLzi/Evw9OYWXr1ag9U3xp9+7sdoyHsthz5RX6DZzkqUx9tgLAZWXOoc1jFia2dbqKLtWKGZ1ukgFwbwQQcxR4doU5e7dSfq2gzOgPDwDeAYK/SVkCLlewHK6/0juIkRUP10L6dwS/QAKA3lAi2m2w7s/GAFCdVBobu09nnHo43ce3DcPcjB/aXAFkfDfe2IiZZ2fqyuQDIPkBQH4IkMSVY4+TVvixD/PaEjCxfI/bEo2D158Zfa7i4uLw5s0bBgI9PDwsDuPj6O9TKe0jWxGSk5MZ+MufPz8CAwMFt9mDQygAShgZewjPr5b/YZB73IZHyZW6y239R+OvI36QucTDs/QCs6092i0STTazAKhOKAdnb6H3Lf8jE+TrwQAg96vYHACObF4GPx6+I2iDJQCYmKpGxW/26e53FADkf3y/61oZY7dcNqszP4M5SLCoMHtk1mqB69uBItWYj7eURDwy/2ckfqM9ANDDRY5rXOw6zorHb2jBYOCVceecTABYsRvQTf8cmeozHwD5c4H8v7mx5SDH810vPH2i30fGry+7AXB/qY0IjdvONMGcc4xkADQYE0Pwiu6yH/ARfrCkAKDhuJiKdpBwfRbKOz3Cblf9tgNjAMiVy4c5ct7yvH28k2UyxnfTrU2Yfnq6rimX+11GqQns+eIVivhg1yghAP7Qoyo6VS0q5TESzZOkSsL9t/dR3re8DnRWX1mNBZHs+z2vAWCXn0/iwsM3Rr8b5AKBn6dPnzIQ+L4nAn8BAQGZINgeHEIBUMJss4fw/GoFlgFZKrzL6q0cA0Ii8OMOHzg5v4NXCFmqNJ2OdD2PpltqGs3EB0CyV2gnDwC3f9oAVYrnlxRrjKvAEgBUabQImbhH17acCgMjdnoIp8u8bpUxZrMQAF18D8HZ5wqSHwwDtJlDg5iDBHNjZvfrlzcBWzOsJhIDJpNtARvOip81aw8AJCFcrkxrjddJaSgwTxhORIo+mQCwwodA99VSboW1AMh3Hkh7VR+pzz4QrY8AoDY9XTD3uYymLIBkS8bfFzOcYAxKNrUE/L1iGbrJ2WDyNeSbTYaEsQYAX8hlaFZCaFW0HQDqvX4NxcwqANYNLogz94R7NMmz+8eNPzD7rP7d+luzY+jyM3scJ38/JfeeJj+EvwrPOAJP0gwTZuq4rSPuv7uP6fWno0sI66iy5soazI9koz/kJQD890Y8PlnzXyaVjL0zyXKwSqWyQtW8cYtCoRAs+/J7ZQ8OoQAoYd7YQ3ijAJgRnoS7PiBkAn7ckY/5p5Rjzw5/eB7Nt0oDQGIB3Dmqkc4qd2JcMxQr4IHyU/YiOU0jQRlpXsDG+ppVAHQpdACuhdlNxVJS8v2h0KQGwLus/tc+dx8HgGIWQE731PhWSHuZObaYwwPgP58DkRnbCiQC4JcbL2LbBdZb0jDZAwC50yt6/XoGG55YHsQ4EwB6FgbGCK3VxubI4P2DcTZO76Uu1RP4SeITtNmid0oxtoRLAPD03ZeinvB8AEx+MATk2EKksw5X5MeZsRA8HADu0NTDKNVIQddWKb5Dczl7xnA12SZcmCLuOU2uCwCw3vdAqBHteRbAsYV9scfLU1BndJd9gE8Rwd+ssgDGt4Krn/jWA0MAfODsjA7FhXUajvH2TtvRfG7mGKRcvmV9amBVzCjBMvSSeodB9qtxiXu+OQAk780jEp1sxOYcX5fZDWejY+mO4OIqkvx5BQBNbSNx+HemlA9KNuexB4dQAJQwiPYQ3hgUIRMAjsfy3QWRqtZKAsBDH/6HFltrifZKnRSMlIdDdddKFfJkloC5ZdnjY5uheEEPWBKqwpQFcFCRLfiiVcZZoRm18q2dWV0ClgLEhkJo0/JD5pJ5mYH7eM/9sBKWHr0rCLirA8DnzZH2IvPH1OFfZlYAoDGPVqKnPQCQWwIm84O/yV/C48lkIQDInFgzq6D+Fomway0APnj3AB226UOwGAPAO7PaMpa8rzddytQdr9CpcJIrBX/nyiEWUf6WCX4mUwDI16+K0yZc+kYiAMY8BMY/BNzYH5yCxAPA8OJFEOcsjD0Y3XkvkE+4LGodAOrDvhg2IeH6TJR3eqxbAt7k7YnphaQ5DSTfHwZNSikAZO+iU8Z/bA2lqn+PFykvdNX9WPcQBqzWW63I873v6lMMWxfJ5LEkzI45AOSALy8C4L3niZkOFeD0cPh3ptQXTzbmsweHUACUMID2EF46AI7DB6U7Yf2ZB9j6pqfZ1v7R8gR6Hmwomi/tZQOkxnfUXSMAuP/Lxrqlqeip4fB2U7Af1PG7zNZFMpgCwAt9L8BZJvxQCAHwHC4nWR8GxhoANNYp7qP7c+/qaBhSCDefJoBYwR6/TtEBDzmVIO15LgTAHaOAqAyvZ4lQZGr87QGA7go5rs9ow8w7WwGgdsobZh9jUCFPEAcAY2nwvsE4+9RyC+CNVzfQ/Z/uumJNAeCHS0/h8uO3mZpgCgDJs2XUISsjDMx2TX18rvpMUK7ASzb9L0RPM25RFVgACQCOvpFpLx9TOA8AxfbdRXfaDeTXO8+QW6wDQOMWwMRbk1BO+0IHgJu9PTFNIgCS9iTcmAnP0t9Dm1oYKY8GsZo5qVCy6kK8UuqXhsdVXI1Jm/QOC5enhqMyz3s4wMcNZyKknzJiOOiZQuj0jzZpAVRr1YyTEnFo8XGR7pUu6QVux0xcbEexKvISABLPZuJp/m3XyigboA8ubmtp7cEhFAAljJI9hLcEAL+q34fJLuWFurvjWbT7Rzz+mRgA/vt1U1x69AZqbTpqlCyga5YtAHBl+ErUDhSGoei05CRTH0kNajoOAE6psBtRD9+ABIImHpskbfzvIeO9xgFPerociTdmZZoxDv8yywUASILD3pjRFuXHb8E1t4ESnkphFmIBZE6sma23CJ3rHwNiyRT8UHl+CzizBGg4GrseuYAENp93sxvIxnwuSV0CHnV4FP59pPdYNQaAJJB6BZ7zE7/l9gDAnxQ/oIOcBVpuaZwNT0OecZ6F1OCd8uPT56j30VZcTC+L6iULQCFnQyMxaWo+vJHJsM/TAzMLCcsgl6O7HmKCb5NwKzN2XcPiHtXQ71/L4+cpn7WFm79+nzBfK+XTTgh5E6gDwB/z58PyAiLWSiOzJ/nBYF2MVTJWcvd78AhaLpqbP5Y1SxZgwr9wqZCXC85PknbUnljhYgD429XfMO88e9KT4RIwFyOQeEz/1fEvi5+NnLrB1DckanIrFPR0ydQ0ciTj0ktLcbrnaXi5eOVU083Wm6bWov7cQ3iRmKbLm9WtAeYqtQeHUAA0pzoAewjPr1bwoDip4B02WXe5f5lx+LqBfQFQTAJbACA5VJ0crs5PH/58kgEtkuwFgPOazMOYo2MkjKw+i9i+my2RjzFu32q4F9W/dMU+8hQALZJaNDMBwMh2cfDc96VVhRHQIUumXnP0AHi89x30Xcnu5SJjRGBPO7ckPDQJSC9cDqUesc+ZoSVZKgA2+6uZYOnQGACeGt8c9eeKneOthVfZyXCSCffb6s68tdICuFCxBF3kJ5m+cUvjYZP3Mv82PNbREEY+u10Jc9S98VmdAvi6titQlI0oQABwQIAfIt3Fz0e+4FoFzq2mIWgeG8/U1VkGl5CxFo+l8lk7uPmzHriGKfV5C4S8DMGuDC9gcx7AhvcbAqBHqR8gd8s4atAgs6mQPD5uzrg81fJ9qqQKPuhxVZKVkl67eun2IRq+izinEZI/N+0PNPUN4bYbGY4RNx8LuhXE0Y+zfmKOxRPQxA3Pkp5h7LGx6BnWE4t3eOJa3DtB7nzuCpPbLbLaFntwCAVACaNiD+H51ZoCwH4hYzGmfl8muxQL4K4OZ9F+pxEL4KsGzIkDXGoe5odVA8T3C9oCAJe0WMKcbclPlgBg4u1xSFezVkmxj7SxJWDyktRotKi6Xh/d39wwi71YCTDU2lBVcGvuBMCRQNRvbD8cdAmYNM2apV9ucAjokL1u+b4tpBuvvd1uYPj6KObfZHvDb6cf4NOjGUCTAUfG5hZXiCjcpyUDp39Cpfvs+cFcMgYNpyc0R705mQHQI+gnyN0fZ5qalgDg35r6+MJgCXiXywRUkLHHHHK6VJnGHqd2ZkILBOTTQ5zhO2Xk7UqYre6Nm6794OqkBgbsBoIaMABoCrg6JSRiptIFQS/0oaqs2aJhEgBfNEXIizDrAfDhIHiUYEMDkf2EHqWWWAWA3HYFc+8Useti7/B5jedhzDH9D1bDd5FkT21rGmSne94mq1BlOjvnxBJ5JgLzZT71w5H7OvrIaBx4wDooiT3r+T0UuGjC4SqrUtuDQygAShgVewjPr9YkAJYZgzEN2CDFUgBwZ4cz6LCzrmiv0gwAcMuI+oJlX6NtMqER94F8lZSG6jMOCECtT7k+GFd7nODu388+wMRtV5j4WvmKHEC0iZNAkh8NgCaR3btlMQBq01F1nXhcNrHuGPtlbah5rgfAEaeBLYOBJmOBCp2Njmx27QEML++P/dfY/VZZAcD2qbPx++QhyP+dPoQMgR8ukb2uK4/H4NsrbEw3krjrFlsA908GTi3OBESWAqAxQMoqAB52GY1gGRtYnvSRvwTNefpzGhjO7413ndAubY5+LBp9hSc1xqDoogCTAEjK2/koFk0SM35oSIxaYDgBTS0Bp2YRAMkSslsAGx8x8c5YuBdbZxUAMnOVnDttRRJ7h0+pN0UQh5C8i5RqJT7c8SE0Wg1ik/ShgBzVAkiALyFVxUSRIOl5QipqzTpoVKFzES3g5yO0JhNHHGJV55Kj9ZW/V1jsWS/goTDpcW/FdBHcYg8OoQAoYVTsITy/2pCJu6HSpLN/MlgC7lvma4xt0J+5JAUA59U4gDGR4vtTDAFw7xeNEBYgvqnYUgsg1wf+R81T4YkzvdgTFrik1abjwqPXTL1D/pluFwDc2OokQv29UC2LFkAxzclpBHLPO5ApXkH1hgVtaz8GEqaebbLs4FkAC4UCL9ijtTDiFOBfQbSO7AJA/vJoVgCQdOLl1/Hw/d5P1x8+AP4xpC5zHrVNAHBtRyDmmGQAJFa3unMyhysyBYAuchluzWpr1glEzAJ4yOUrlJaxS5uGS8DHxjRDCV/2Iy02v8/fi0XZ1N90APiTuhO+V3/M/NvckmtlZSpOxixkX2NOgFfYeIvnb+qztnA1sgeQXAt5XdJqCyC/MSwArofcTTzOorlTWax95sXe4ZPrTsaMMzN0zdveeTv+ffiv7mg4frsdBYqO3IzH9bgEDG8SzAQs5t4XZyNawN/HDZxBwNgEGNYkGHVKFUTzMH9dlntv7qHT9k66fztKX7kGmQNAsqeR7G20V7IHh1AAlDBa9hCeX63QAqiGd9gk3WVLAZC8uIx9WAyD1doSALk+8Ot2lbvifB/92b+GUvfaPMU0AD4cAE2SuAWQnBvq7CWM6s+VTzSY2rE85t8RD8wrNuRiL5vd93Zj3HGhBTMp5n/wLPUzU0RSzGfQKos5PgBu/wy4kLFc6RUAJLLWIYS2BXr9KfoEZBcA8pdHswqAz7+KR+H54gA4sEEpJKWqbQOAazoA94/bFQCJZXR5v5pmAXCbpgG+VH0qGMMDLmMQImNjOBIAPDqmKZrMO8L8+wDx+vfXeyoaAsmk28EYpx5qFQCS8vngZM0SsOpNdSjys8v2hsm2ADgG7kU3QO4uHusyuwFwd8xuRD5jw8yYSo4CRdz7Yd2g2mgUUlg3T6sWz4+/P20AUzEA+f2LmdNOd+KFoVc9OZGFwKWjJHMA6OvpYjLoelb7YQ8OoQAoYVTsITy/WlMAODxsKj6t05XJLsUC6EgA6OzkjAv9LhhV2DwAfgJNEhtx35KPCffytuQewxcr/5QHfgeS7o+AZ9BS5k8pj/pCnViBAqCEZ8hYFr51LKsA+Gz0M/gv0FsU+BbAIvncEPtWKVhmtnoJ2GoATIeTPBHpGhbATFkATQGgC1S45cauCmzVNMRo1f8E8p5z/R/8nFhHK9LHBR9Vwei/2BiE+75oLAhVYfhOGXW7Imap++QYAJqaShwAbnWLwDofH/xQML/VM48sByvyRYruwSSFZjcA7ru/D+ee6oNPG+sYsQ4G5wu2ut+2upH/zWpfORC7LuudachJKd1rFEfjeeJnOvPbsPqTWmhWlv3Rdv7peXyy7xPdZV83X5D+5nOV7ultq/6JlWMOAMk9xrybbdEue3AIBUAJI2MP4fnVlo7YDY02YwkYaniX01sAf2l4CPVLsw9IbgNAJzjhcn/j5+r23vyNyTiAyQ9zDgBfK1+j8cbMYSySYj6FZ6klzHiQ/UqqV03w++A6aFBG73wgYUplbxajFsA2QK+Nom3JLgugLQEw9ounKLIoQNcfPgBWKZYPlx6/zREAJMuu5GPoUngPXAsdhTKuC1Rv6pgEwJbl/LGiv7gFMFz2H5a7sEut5uIAEg3IKStJGSf7cPt+E9MSGetK3Q3C/cKjbpfHLHU/xwTA+DYIeRWEtv7f4hcLwr+ITfDUF02YFQS5W4Y13CBTdgPg79d/x723xs+65prXo2wPTKw70aL3B/kxm6JOgYdCv/RvUQG8zOQ7tf3iE90PCmvL4e5rFFII6waxTovjj4/HrnvC+LP9w4bj6zpCC3dW67T2fikASMq2dnuAuXbZg0MoAJpTPRvCwAgBUAPvcvoHfEWjI6gTzIa2yG0ASNpsasnCUQDQVVMS5wfuFMyElykv0fSvpplmBwlFwR0/l/a6DlKfdkEZPy8cHN1EwkzKoSzbPwUurGcr9/IHEjOC3IbmPACSPUN1ZrP747JqAXz8eRyK/RAoCoCfNAjC6pP3cwQAG4cWBgkWq4snqXVG4s2ZZgDQDyv61xIsAcughQJqfCg/jjkK1pv1kKYaBqmEIY/4OvIhmOTfMKQOagXlQ/X11UUn4+e3y2OmAwNg8NvCeBIi9L625qnSKP0hd9MHezYsgwFAWTJcCpyD6m1VpKuF1kZrP/JS9gCa6k/30O4gTiOWpGmnp2Hzrc0o5F4I/35k3ipnquw/zz3E+K3RllRvMi/fo9rwRB5yIzl+89YYvWe5zSq2oiB++0z9QLB2bphrEgVAcwrZ6bo9hOc3VWhtMQ6AU05OwbY720z20tQSsDqxDFIeDdbdb+89gLkZAA090jjRVO8qQuFzhfknB4AMvFjpFWinKSss1oEBkHgD1rYRAD4cGYcSP4oDYO1SBXEu5lUmAHSSJ8ArVBjc22wcQAuXgLnBkA6As9A8LJAJ0cR/N+xxGY9Qp0eYo+6FSYrfmWKPaKpggEq4T1UIgCSffh8V2bNVJlCN8C3ix8N9frscZqr763T6Ud0Z89UfSXICIe3J6h5AU89DanxrFJY9x7tC4nsELXmWtKmFIHPVH/8mBoBuRddB4XMVWlU+JN2ZIMhi7fOeVQBUyBSI6mtZ/20ZWuWrvy5hS1Tm0EWWaG+Yl9Ny4L6B+O+p/gg+RwPAQfsG41zGiUEUALMy4rns3pwEwJWNj4J8vEhaHLUYv0b/ajUAGr6g8zIAVnC6j4dhyyTNNEMLoDZdi0MPD4HEfTJMqneVoPBhfwHnHgDkO4HwLIAhrYHe4icLkGPwtl0QbpD/pmN5TPvnmsBylfKkB9TvSLgd3qkRRlQf1LAUVp6IAeRJgNYFSFfAlk4gMZ/FotRPRXS1G1q/GFDPOEKN/D+5LnONhWfwYkGLzQLg6vbAgxMmnUBGtQjB4kO3BeVKBcDk+8PRqEQtrPmktgAAubbv09REa7neuYr0I7iwJ+49Z08z4fexlHI90nljQ/ZclS2qRust4oGMWQDsiw9LfIGw1DSkvWwm2QvY3gAo6WGWmEmbVgAyF/3pHmIA6BU6BU5y9qQHww++LQFwUp1JmHl2psSWSwsGTQJOn392Hj80+wGVf3bK5xUAACAASURBVNOHw8qqE0nEtmhsOPtQclulZOS07L27Ny4/F24ZciQLYLP1PfBCc1V0PvD7ae3cMKeVPTiELgGbUz0bloBNWQDtCYCGG8L5UlgaBkbMC5iUl7Ul4IHQJIUyzbLEoYO8rFvIInGu7CYJowu4aEogcqB+7wnZjzP33FzRezXKAN2+obQ3NZEa14396OZGC6AJACTwQs635Cfisbfs6D38/EAYP5BsqFe9rmdWa+KZPW33OXiFzoRW7Yk23r/g8xYhus3iWV0Cvt/7JIJ+byAZAOsqf0QD98PYHyT0vswqAFYpnh9/DKmD8lP2WQWAxNGoUfGaWDtQHAD3a2ogXK5vMwFAMjalJrAnaPB1LK1cBw3kunb82q8mypdQo82WNqLj9cXtMMx2rQePEquZ68NuV0OUNgSrXL43GwYmNwGguclK5oBX6DdwkqeyH/wb0+FS6F+oEyrg48r1MefDSuaKEL0uZgFsH9w+0943U4VLgTiunq9qfIX5kfN1xUm511TdU3dcxZpT963qu7GbuHenmDapz1vh1tc5swT846HbIDvzyY85ksr93AXOnnfY+UC2CBhJ9voWUAC06bSTXpg9hOfXLoQtLbzLRegur2pyFLWCWAvg3vt7zR5xZmoJWD9x0yFzjcPWIR+gajG916TxNhnXipvs1gBgr83fIDppq9HCkx9aD4AtZZE4ayUAdv+nO0hIAimJH7RXSv4cycNfAvb0A5Li2WaEhAO9xSH5h4O3sfCgEADJWKs12kzxFcmyuPIJe1yhqTS5Q3nMOfoXE3+NpK4F/gSxCjb6jt2XlFUAjA3/BUX2D9M1wZwFMC69IJJcEtClmH7ZmH1G5uiWTUVf5qvbAQ9OGrUAEqgd3qQ0yk1hj1/jklQLIAHAZiVrYaXBEjCnjxgAknZyzyBfxxDlb1DBWdeGie3KoU01BdptbSc6VKPvBmOWW224F2XDAxEAbCiLRlXZvfcaAInTCHHgIal/wGZ83ZqNTmBpkrKP21yZ5iCOBI+uuo49wai8b3lce3lNV6S5e83V3X/VORy99dxcNouubxlRD8vO7McZZeZz1lOft8Str1mHp+xMb1NU4E7PuTQlHPk8FCi3tCOcPVj45QOgq99uOCleQ/mkBwC53YwB9uAQagGUMKvsITy/WqkAaCw0Cb8sKQAo97oBj+JrEOhRHPu7i5+7mR0WQHsCIPGUPF12i4TRJRbA4ogcqNeh+rrqUGlVovemqz3g5Jysu5b7ALAwkJTxAjcBgAsP3MIPBkuYxn6pEwCsGVcFg+S7EaEajDjoz+PlizipfTnMPbZJB4A9Cm1Ev3pBVgPgcXc3bPfyxOSXr5FPq0Vc03kIPKJ3iDAHgKRt9xTO6FRMv2xM/sb3PrcGAL9sGYqhjYONAiD3ATFm1SaxJg9/1g9BhTyxYP9NLD7MWh04sDugqYFWBhZAYwBYVrkGqXDRDcP33augTkg62m0TB8B2iUnYkV4Dzt7sD6B1d1l4fD8BcCqc5Eqm/+rEUDh7sT+IuhfciCkdy0t6txhmyg4AXBG9Aj9E/cBUTfYM8t9lp3qegreLPg6kpZ2Q+l2wtFzPkBmQObNbGPhJk1oY14aKnaNtaQ2W5Y9PUKL2LNY5jQvtwh877r0v97ytO15QGdsVqre1KABaJrXj585JAFzd5ChqZlgAiVLmXiCmADA9XYbEG7PhVuRPKPJdZIQ39otw/ZkHmPQ36+xgKtnXAmh9GJjWsv9wykoANKcxXw+pAEiOwCNeqGRZr2j+zGdgmtM5S9f//hS4mOEF7CkNAMdsuoRNkcLN3qYA8MZLFqCPaSqhn0q4YZ5rO7E+fXtcD4C9/TahT90SaPitdRZA7mSKru8SMfXlKygLhMLttd5qKQUAYxTO+MAAAEm8ubRXrFe3MQBMengKdYOKC4aFmwtfh4dicKNghE0WtwCSm0w9pyTU0J0pwyCTOeHRq+RMgHxAUx2t5HpHANJPYwAYplwNJVx17ZzXrTLqhKaj/TbjR5nJE4Og8WItHdExDxGj9Ucp2bP30ALIB0B94HkydmaX+R5HAnJnIFB4Hrkl7xaxZ75M/jLY1sm0IyBZ3n+SKB7gemjloRhZbaTVrxNbAaCTy3O4FDiJtJdNGQ9rz5CZkDknirYrq1ZLazr77J1SF52AO7dYDABdA7YynuIkpcaHI+1lc/Nzw5oG2WkrGrUAShiMvAKAJJyBMraHJAAkskh52LMCgL23TMXlRONWuqzEAWwtO4dTZY0vL/OH3dACaMlLWioAclq2qxSAn3vXkDDrbJjFGACWaQX02SxakdjYSwHAm9piaJ32nWiZE9qGYd4JAoCsBytZSutVpwTqz2V/4Vu6BMwBYOPkFCx5lnlZSgoAPnB2RofiQgsgA2g3pgPpLuIv81Vt8erxGTQpWUwUAMe2KQty8oi1AJjy5CPcnjCJidN361kCwhceE+jzr6YKmsnZwM7Mc2oCAMsrVyEZ+jNXyd61emW16Ph3R6MTLCjJA/c9WSv3H3dlqChjYdDcUXCMbry9UZbs27XhbLdJUQk3p8CrzHc6C6AmuQTkHqzzg1kAVL4F5pZg2zH5JQuCGcmSd4uxjpgDovDN4YhL0gdm5pcjdj67JYJJ+SZIKY+z+GmUgUiO+RyeIbMgc04QvdVcf6XUZ2me2DcpuvdSz9olmD2fZgHweUukvWhJAdBSsR09f/YCYDq8y+ktKLa0AL5PANhGdg4nJQNgMUQO3GPVS9pSAGxZjo3vlq3p7/8BF1nogkchIDkj/EU2AyA5Iqrbb8t0ADio6BZ8XKs46s3JOQB85OyMdiIAmBrfhrFOiFp6VrXF28dn0NAIAC76uCraVAywGgBV7yrjxkh2vI7ffo6+K1kLgzFADlL+jvtzO4juAaygXIkkuKO7/Ag+lh+Bc68NyB+oMAmA5ZLluO6hYepcdscbDeSs5+P7BIDqhHKQe9yHkzwl06NaQ7uS8dA2ml7FAIvZPXiY+AxQ6AHcFgAY2ScSLnL9sr5hO1puaolnyeIxDnuG9UREHf0ec0vfQ7YCQP6PA/IO9SwzCzKFOABe6HMJG849RL1gX+Yc63cpahT21lu1Le2DlPyPXyfrViYqFPHBrlGNRAGQv5rGfV/NWoelNEAkjz04hFoAJQyGPYTnVyt8qIQAuKbpUdQoyTqBMC/htaa9z0wtLeU+ADR+FrCpYSMatJOdwfGyf0sYXbIHkAXAJFUS3ORuug3UUm62HADZEx6yNRkFwJZAH3ELrCUWQNIXslRI0i1tUYSnzRN0jxxrRjxjP21WBmVmzdUB4LDiW9G1RrEsA2CT5BT89Ow53snywUf7Vle3FAvgY2c52hYvmmk4yKb/tOdtjQBgGyQ8OoP6RpaAVw+ohXqlfbMAgJVwY+QGpk0n77xA7xVnmf83BoCD077CitlTdAD4i2KBLkxMZeWveAdP3b1vK/TFq/Cv8MHfxs/JdtECaRlRfbhxZd49pTKsWiYmb16xAKanywGNq2C/L9ftFq6/YVGPasZVsDMAnul1Bp4KT6P1t/irBeJTMhy9DHIVdCuIox+zzixiiZwY0nd3X9QOrI2xtcZmymI/AJwNmeKdaJu+LL0D03eyjiwlfT3w4GUyc751SV/jGkh9v5J99WLnDd97nojm8/U6ES97fjgdboXA0Mpt1jostWEi+ezBIRQAJQyIPYTnV2v4UPEn1fo6m1ElTO9xljUArAJlbM9sXwImXmmrr65GTf+aqOqX8csYQK/NUxGdZGIJ+NEAaBLDGKksWU4iD2F72RkckwqA2mL4u9tyxjMyrGCYZA9g0i7ug3dzZhu4OuvDbRhOK26MuSO+JEw7m2QhXruabSPgeoX16hRaAG0HgH89iUNYmgp3tUXQMu17Qdt/7l0d7SqxnrblZ02HvBjrefy/kn+jS7WiqDvHupNAOCBpmpSMH+NfQAsZyGkZTCochqBHmU9MMISo826u+CQwsyd82svGSI1vZxQAkx6dMboHkOzzrBtcEGUnmdoDOEdg6TccbG7Z601yGqpOP8BcNgaAE1SDMGfWAh0AjnX+E/9z3sHcU025DK/ho7s3IaQL4ttPRuftwlA+xibb+wuAMkDjJgqALd3WYeHH+vdYJu3sDIBne501eaybuW+EqSXVbbe3Ycop9rkRy2cPAEy8HQGvkNlG33eNFWsFZw2TjMShjOyztSYR6Lv26hoC3UvgwyXnUTfYF3O76mMlkjL3X32Koev0oZbI1p3j6gG66tJeNkRqfIdM3yUKgNaMiIPfk5MAuKncQoTVbqlTyNzDbdoCmDMAuPX2Vnxz6ptML5Xem6fisp0AsKPsFI6UZT+C9kw6bzCZE85PbIkCnuJLM9yLs1V5f5BYbNmVOv54Av3jv0U3ObuPzF4ASIqe8fwlqr3zRJO0RYLu8QFwztxG2BD4hrk+qtR2dKpaxOqTQAwBUFCpX3kEPdSfqc1dM4Sofzw9EOGX+Rxn1ZtqUMZ9LA6AK1sj+fFZ1DFiASSnbZDg7bYAwASlCpWm7meabwwAI1SDMJsHgF85/4WRzqz1u5byZzxHft2970K64Gm7CHTd0VXSFHyfAdDJKePHhIFSrdzWYUEOAuD5PufhKje+BGruG2EKALfc2oKpp6cyPS6b/AsmtCuHikV9dD9uTQGgouAxOCFd50BlaoLxf9CTmKBiHsDc/am3vkOaRjgWUzqUx8CGpSTNYcNM/9z9BxEnIhDoVga3LrAnYxku247bfBkbzz9irsncHjJ7QT1KrNIVpUkpjuT7n1IAtGoEctlNjgyA6VpnOMnUOkUdDQBP9DiBXy//irXX1jJt5L98zFsA+0OTWI65z1IL4Aeyk/i37D92n2n8Ja+5H1ZCj9riy2Tci5Mshy7PRgAk9X6vWMYDQF8g+SWrS+kWQF9xRxlLl4BJcdWUSiyJTUClVPacWi7xAXDvvECMyQCu0WV2oH3lQF24BWudQDgLoKBSvwoYVWAJdlyKFfz5untvkPAx9VKU8E5Px05PD0wQAUCy6T/5wf8sBEBixZDh98HkvN2CCJ2k31dqOIeJk4F32elG5yf3nCSmqlHxGzagtDF9JqoGYtashQhfeBS3niXiS+dN+NyZ9RTtmvoNItPLCgAwtu14kFiXUtL7C4BOcHIiYYAzJ8sA8Cmg0Hv9m4MzKWMS1ScKCrlCNOuJJycw4uAIk8WYAkD+j3Xu3Va8oDuOj23OlGkUAJ1S4R3G/shPuDUZ0JhenrX0fW7YIXIq0ScNrAPAT/Z+wpySwrQ1w2lpy4j6qFGygK6a0X9dxNYo1pNarK3GAPCneofRJLSwlGG0OI89OIQuAUsYBnsIz6+WPFQEWOJRAGe05QUTbnOFhShb07gFMPsAMB2QpQBaD4Fi5JeTVpuO4Ag2DIjhw7Lnwz3448Yf+O3ab8x1ywCwHzSJbLwtqS8McoyWJiUIY5z/xLIQNtSNPRMfAL/rWhkf1RKGBuHq5l6crSv445e+9rcA7r0Sh4uP3mLZ0buYr1iKrvLjmWUo3RzoKx5SwvBFH+rvhf1fsqFRjH3EqiuV+MkCABwT+g/jLMHF27IWAJslJWNxvMG5roXLYaz/L/jrvDCUTb9in2GbtxfqpCix4mk8dnt6YJwIAGrVXki6PcnoEvCp5xcwLMBPoGnqi2ZIe94aG4bUQc2SpgEw6d6oTEfQ8QvjnpOkVDUqfLMPxZye44Tr56JTeW/QWLQZMBHtfjiOa3Hv8Il8D75RrGPytk+djavpQToAfBncCWcb9sC448Lzg409I+8rAJp6Z7RyX4cFH5lYAn59H/ghI/zLRNsD4IW+F+As03sW89sqBTBNAeBXR77C/gesxZn/bjOM9pBJH1my7gcNWdJNV/uYfO1KfZ8btoMrlJwqNEAiAN5/kcSc6FGqEAulYgA4omlpjGvDbjciif/+swQAf29xHJWL5bfLJ8ceHEIBUMJQ2UN4frWtJvyCA67shluycZ2bcNsex0HT+k+zAEjOVOW81UxbACtDGdvLqj2AbkU3QOFzGRxgce0nL4Z3ShUqZyxTGT4s2z7Yhq13tmLdNfaDxH/5zDy1ABtvs0dOiaXkR5YBoDqpNFIeDmGKGu/8B5aE6ENlSBhmq7LwX5Ikxlr3mo4BgPwXmDEAjCtUD6uDF4KEZzHcCG0IgHdmtYWznPUMMPaRqZmixOI46RbAsWV3ggCxfQAwDGP8lmeKZcifnwRu9nm442t/8V/sRvfzrGyNkal3cMRT+GOI+1j9N7El8nsoEDLRuAVQKgAmp6kxY9pYzFEIrar8ybqjwWDcyO+P/6Ia4r+Y1+giO46FLkuZLGR5eIOmhQ4AI31a4GKr9lgUJVymNzb5KQBmVibcfT3mfySM7yfIZQQA45Pj0WJTC6veM/ybLvW7BJmT+NnbWQVAfgxB/ruNOw3DqAVQlgLvstOYZibenoB0dT6T/cwqAE77oAL61w8yq2WaWquzxN+Y0QZuCjkG7B2AyGfs/j6uj2SZe+fIRrrypAKgYQDrsz0vwMNFHM7NNtZMBntwCAVACaNiD+H51Q6ImIk1LqznZE3nLTim6QaVE5BPm45b7bcgtJYpC6ACyqed4V5kE7Rpvki6O8aotUz11noA5B5YVUJ5KB/30zXfHAAayssHwDFHxzDH2xlLKY/6Qp1Ygbks5YWhTgpGysOhTP6cAMD53aswXq1iiXuhtKkQgGV97R8HUAoAckGbNw2vpztukGu74Yuev0fG2EemVooSi+ISUNnEEvCeeYEYm2FxG8cAYABqzTrIVGutBbB5UjJ+yGQBDMOkoiuw/ozw4HpDADzk4Y4vTADg3dntIJc5CYd0ZWvUd3qMhAwg5l/koFGl0doEAJUqDRJmBqGwk7iHJKmb2wsZrPkCl24F4EPZMSxwWcY0iziI/MEDwPPeLRDZsjV+uviThDcfcDnmIbjev09ewKbEae2xHuREFaPJCAAOOzAMp2JPSdLdVKbL/S6Leq6OPTYWe2KEPzrEyonqG8WcECKWyN7QWxnB1PkAuOfzRijj55VpTuvKkCnhXZbdO2hrACTfnNSnHzABo7k0o1MF9K1nHgD5TlTnJraAn7ebKAD6+7jibIT+OxsUsQmufvtBnD28ygid2kgbuCVgzzJC72V7xiy0B4dQAJTwONpDeH61fACspdiC/1T6DdrmAJAclUOWncj5qurkkkh5MMIoLKmTyiDl4WArLID60DTqxBCkPBqka35WANDcr9XcBoALP66CLtVyHwCu6FcTLcvrPWGJl1ypCcIjAqUAIFlWXZBNADg07UvdUX8tkpKxyBAAC4Xip/Ib8P1+4XnGhgC4y9MD40WWgMkEJx9AvuVTN+lXhqOSs3igXQ4Aifd1GRMWwKJJEXjiadzzkfuQEAB0mekLmZH9aHwALI0huHi9tAAAx6mGYKOmmcACeLhRPd2WDHOvv2MPHqOAlt2ATwGQVatbwT/xTUf2h6lo4gNgRBzgwlqKTQVoNjcO/Ovc3Hic8Bin406jU+lOTFxAc+9Troz17dajSmFxgJ1ycgq23WG3hfABcOPQuswSau3ZrMd+piQAwPECWBPLLuUHPf8+w+/OjM4V0bduSdGmaLTpGL4+EmEB3kxA9mozWC96DgD77+mPqHj2JB2uj+R0ppPj2X2OJFVY0cBoWBpyXZtWAEl3x8Gz9HeQubzS3UcB0JKZnEvy2hsAP4mYidUZFsBMANhhC0KN7AFUJ4RBGd8ectdnkgCQyJ38cCAU+aLMHgVH8uqtQBp4l5vIjJYm1Q/J90brRs5xAXADloRctvsM478kf+hRFZ2qZo4px9eybcUALO3jGBbAOxkhWwwB8NTdF+j1Kxt7DtDC1X8nfuzSFeFB4cxfjH1o6qakYH5cokkL4O55gbo9d+PDWAtgzZmWWwDbpM7Fk7Cfmfa0TErGQkMA9C2DcPUCximCnwwB8IOigYhxEbeGkLG9PastFIaWPhsAYFXPPriYlHE8n8gs5T4kqWoNXGfq44CKTWgOzMrJh+PclSABAJL8VZTLccmNtYxHeTdH/0Ls2cJS0vEHj5GfAqBAKuK9PqSxiRAkO0cD5zOW7HkAKBXQzI3L5o6bUbZgWVReWxnpSMf/qv4PI6qMkAyAf3X4C+V8Wec6wzTxxETsuMtGT+C/24i3Ptkn12aRyF5iAHL3GHgE/cLcl3jb9gBIDB3J977SNXdm54roYwQAj916jn6r2ODp5Bzf6hkASLZmkADSYgBI4gseHdNMV76UsUq8PQ7uJVZD7qqPuUgB0NzszYXXsxMAayu24BzfAmgAgBHHI/DPvX9ATgtQPunFqOnsfUUyAKqTg4B0Jzh7xjD3mgopIAaAhi8GuwLg4z5QJ1Rk2inlF6M6qRRSHg5j8o93zn4AXNyzGj6okvlYMdKe7D4KTrgE/DO6yk+IPnlkzykJS0PC03Bp6ZG7+HbvDXZu5YtktheQxL3cjL0c62UAYKXUFagZ5IPz99nI/kt6VWe8fUnaNS9QZ3EjAEiWxGtYAYCtU+ci1gwABj3J7GVrCIC1SxZDikx8P5VRAFzRCpUUT0X1TIr5H+5NHQFihSid4RjFZeTXXdSlBp6k6eOMGRbGaU32MLnM1HsnilXKAWAN909R/lIUusqPobRMb6FcrO6MURlhYaJ8mqO/LwXArHyGjO0BJPvKvBReKLuYd0pIRBxi3qWjz8qTeBegB5is1F/cuzh2f7hbB3y1A2pjZeuVkgFw6wdbEVIgRLQJ3PfF8D1vur1aeJfTny6SHQA4u0sl5hhJscSP4Rc5qaXu/XJsTDPmJJGPdvTB9dfs/nA+5JJgz9xeaCkAqIzrAkWBM5C76Z81CoBZmdkOeq+9AXBgxAyscmH3GdRx2YKzafol4NsdNiOkZiudMqmaVJyNO4t+S14yZ5UyH2kLAdDJSQ25O+sdaepYodwMgBOcf8dPIdF2nVHp6U5IvDFHVwfZF9TNzB7A9pUCsaR3dbu2ixRuCQAu71sD4RUCdG1a8u8dzNt3k/m3i++/cPVjw5CYA8AGySmY+iwRLYqXhMw5WWcJ4IeBWb6wOH4syO7lIQD4cc3iuqVSS/YAtkr9Dk/D2H1srZKSscDQAlgwGEGxMwU695Afxq5Q1sOR6U/MQ9QtWQxJJgDw1sy2cHE2AEQTAJgS2w13JnxjFgDzy0vijeaB0XnAaU32EipmSAPA8PwjMP+C/hhJrvCl6o4Y4cyGRLrg0xz9bACAm5/EoVtRFur5Ka+cBGLqASUhfO7PFobReZ78HM03sUuIfMcZRMShz2/ROHE3Dt5hk2323JP5wUFKncA6WBG+QjIAtg5qje+bZN7XRhrHDwTNH0vxhqvhEbQUSJfrzkkm+YhlLF1tes5K+UHPr9Nw5WlUixCMbhUq2qx9V59iWEYQZ/IDc+9V9sfahsF1UL9MIVRb0QlqxT3mb/w+8n+oSgbA/Ocgd2fDxTBj399+3xx7cEie3wM4derU/7N3FtBRXGsc/8c9gZBgQUIgECju7u4Ut9ICpZRSKMWhuLY4pUiRPtwp0AItbsU9uMaIu29k887d2dmdmZ3ZmVmJAPecd/rI3rlzbe785lPMm0d5J9GlWLFiCA/n/4Ln21HmmHjmfUbMmI+ttitUf+JKALkASF/HfMHLA8CysHbUvnjoqPKx6bGqeH2f+36u+ToscACY6o20wNGqKZpjvR0rfZ+Z7MDla4gLgOPb+GKCwKFEz2XTCh4qT7Q+dbzQsaruC9RUHZYDgJuG1lGpYuky409/7LlJOU/YFTsOW3fKcF0KAEZaW+GVLfVhQodFYQJg1y1+CLShVK4EAAc3KAs62LEcAGyjWIZIv19V7fACYGFveIexbeyu2o1DJx+t5y55UTcp44VEK/4MLuTlIB8A++L19NmiAOhsWQzJSv58rcy5JpJEq/n6w0rQEsAFdWei50FKAs4sTAB8U7QdejpRcC+lCNkAng8KQesyuvauHwMAJr/8Ce8W9WdN36OoRxh8cjD1nKjTIqr+MSMU/bY9wq2ASLhU1g1MLmUN+OowAbBhiYbY3H6zZABk7i+6bWKzuvb8a1i73sfm59SHkxgAWjs/gUNpKroDsxAzo+wUfjij6xkLgJ/X9hIMxfPP43CVDSC37P26oSpFY7VN3QD7AJ0xNq/oiR3D64PMRa1depx81A2nh30OG7e7sFK/T0lA6ycjbhi6pKLXmYNDPgoAPHToEM6epeyMSLGysoKnp/RgjeaYeOZqL1++EJOSKS9gLgC+7noIFRgSQPo6QwEwO70ES2Q9vOpwTKgzAePOj8OF4Auq5ukXfV4DIDPkjJQDIyOuPhThn6vGcNR2FoaWzxR9qIytwDwkf2jrix/a8h98+gIrG9sHvuuZ91tpsx6f61EBbxxSRxWPjy5zjz/B/65RByRLZar+uhX6Om6WmoYrjtqgtzQAbhhcG53UqeA6b/FDMAcAyX1If+UAYGvFckT5rVX1kRcAC5WFd7hWOkvq8QFgq9JeiBZI4UfWljfF35a2qGbDD29p7/vj9YyfwOdII2UP02tAe3qSGJuWEgFwaa0f0eXIDzrbgQmA0WU6o5XVY8lb7mJgCIrw2ABeCAxBq7IfKQC+mo53CynzG8166QHAPlsf4k5gtMaOWvLk66m4rvU6jD0/VlWjUYlGWNlyJRrtbSS5aa6kauf1AMw69kQFgA5e+1XtiAKgi78mrzf3xmLXynkWSNvZ6cWQ+m6C5jYkhaRQOj4SA3X0LsrJg1n2jWqoSvsmBIAkEDQJCJ2QmommB8W1NAQA7UtoA+nnZDvg8XDK9tAcxRwc8lEA4NGjR/HggeFBgc0x8cwNkrysGpxTKIkLVwUsBwCzU8siVY8XsNCmJIcB00MtvwBgypsJUGZQtmlSDgxm+IGjtj9haHlthhRzPJDcQ5KoJIhqgq/kZwDkOq+sPPMSa8+9BpyXHAAAIABJREFU0pl3MQmgk1LJUqfSAEi+qsnXNSkdt1TGexsqTtZ0vxMaOx65ANhcsQpxfqtU7bRPTsGKKHV2E3ryC5WBd/hS1lJcsR2PzuW1gEokNe1Kl0S4NX/cLmMAkNyYu+ZS9jDdYTrWmypZ/TxpEsCl1ceiyzEqniizbMzqhtFqFXBUmc5oLQMACeh5KJWqDMs1ymltrohksLkgAFIZNFwq66qjzfUc5ma75JyRDIDT36P3tke4GxjDspMzZX+blGyC/0L/k9UkFwDpjz6pAFirTCH4x12GQ6k9vPc1PQAWR+o77cdN79qlBGMxnvQPw5jdugBIPJkbqACwK2BPacGY/aznXRgHRzdGbEoGWhwSd9RLD+0N+5LaXPY52fZ4PPy2rHWQU9kcHPJRAOCyZcvg5uYGOzs7NGjQAIsXL4aPj/RE0uaYeNbCz9UGzeQC4Juuh1Ge4QVMX8cnATQGADsc6oDQFCptFn04tF15Ca8jiRel1guY+9CY0wlELgAmvZgDKKkX/HHbmRhcPlvO82VQXeYBMqq5D2Z05veuy0sAXGXzG3pZ8b8giBMIsVuc2L4iSrhRc7fy9AuVOggWGXDxoxLDM/eFFPsYUr9B4b7wzOoJYrBNG1d32FIZoWoAnFH5BAaqU+fJBUDv9N0awOiQnILlXAAsXh3eAdNYa3rZdjy6cACwY6mSGiDlbgCytnTwWNZvm9ugmq3W84/5W9r7AXg9g/KYNwUAqhpSnw8KC+C5rS2qKTLAtEqkVcBLq32HLsd1M3xszOqK0dZ/q5qSC4BE1euZrcR1ezuMKqF1FCLewc14AXAJHEpvBSyzYO1ISZE/tJL8egreLRjKGpagCnj6e/Ta+hD3g2LNB4BeTfDfe+MAcPaxx9hxPZAtAXwxF1Da8y7f28WdUemXuSwJGLOiuQFQnxPIiUdh+G6PLgDS8U6FALBBOXfs/6YR/EMSMOhcU9FtmxbaGw4sALTD4+FUijlzFHNwyAcPgKdOnUJqaioqVqyIiIgILFy4EM+fP8eTJ09QpEgR3nVSKBQg/6MLmfjSpUsjISEBrq76U9wYtPB6AfAQyktUARsDgMwI8HSuyd4bruFuYFwBAkDtgfWX7QwMKs+fzN2gNRK4iGXzZGcN/3kdeGvmJQDeshuDohbx/P1K137B07H+lv/7AusuvIaN223WF66YBJB7g74V+2J2Iy1Akt/bbq2MCLXEbVuLS5oA1PIBUJsxhxcAaw6B943OrC5dsv0BXctrX2hEAtjNqwQC9ISBeTa/IxxsOTaC+gAwZCBez6Q8Io0BwAdDH8DKUn1f9fnwbTFPXHV0wPjYeIxM0AaG1gBgxaHo8u8inXVmAmB0mU5oZfVE8iNwLug9imZn45KDPcYyUt9dDQxBUz4AfD5PkxNW8k0KWMWs5Ip49p1W8kO6LwiA39/DtJ3nsC+8hNkA0JDp40oApx56hP13gmHteg8OXgc0TSY9I2YUnEDoAIjHrN/a4bAtxA885gbAie0q4nsBbcvfj0Ixds99nWkhObqbVPBAlQ1dNE4rzH428imCvaMagqiQJ9+lQl7pK8Thy6HkIU2VzMRqeP49v0RUrC0pv38CQCmzJFInJSUF5cuXx5QpU/Djj9p4dszL+BxHyO+5AYCbWt3DNxe09gdvuuYOAHY63AkhyZRnMLEJJLaBu24E4qejxF6ooEgAtQD4t+0MTCibIajeM8FWUjXBPEAcba3wdH5HftCadkLn78zgyqbqD90OEz702dYRCSBd6P4s+/c5frvwBrYeZ2HnqbWdlQuAdLgK5tjabK2MSDUAMl9CxgBgx+QULONKAGsMgvfNrqxpvWg7Ad3K22n+RgCwl1dxvFY7rXDXgKytfAAchNczKdWnqQGQBr2iWVk4F0xJ60nRAKDvEHQ5rRtcmgWApTuglbV056izQe9RjAcA/wsMRpOyumkPkz4CACRzzgUoPgAMsbbCPlcXDElIwg9pU/GkknDcR1M//2Ltja4xGh3KdkCFwhVYe9XG/Qrsi2nPqqRnZD/phkkiZ0Wl1cNhW5hf5ckHgNM6+WHpKSq8lBxzCHoszDa/a1Uekztoc/cyx/vXw1B8v1cXANtWLootw+oJAmCTCkWwe2RDEAnitPvyAZCohF9Np7KhmKN8AkATzWq7du1QoUIFbNhA5cvklryUACpnx7OMvt92OwSfOtowMHRfTa0C7nykM4KTglXNd/LuhF9a/AJigO6jimVWUABwHqCkXvAnbafDzu49epbij8tnoq3EAkAXe2v4z81/EkC5APjLP8+x/uIb2BS6xVLxyAXAMi5lcOJzNvi22lpF43RhKgAka3kzIBiOOZTtmapUHwDvW91Zy7y48EQsKa4N+iwFAJ/O76Cb23Nza1SzjRLcQnScNWMA8EK/C/Bw8KDuMdcNf7i5YKU7FVqjWFYWzvIA4M++Q9BZBABDS7ZHBzvqJSyl0DaAMzyK4C8XJ80l1wOC0cibDwDns8wGpNyjINaRAoDtS5dEmLU1Kisy0CWoKpb7srPS5Idxc+29uWCmFwBXfQ1bd36vV/MAoBZG9QHg8YehGMcDgL5FnXHmxxaosrEzrByodx2zn818PbBzRANsvxaA5a+6iS5PWmhfTYxUUvkTAIpOWd5XIHBHJICjRo3C7Nls9ZRQ78xB3qx7MVTAmJugsfkhdXIDAImabv51bdDcjt4dsawF5ZVMvcQKCAA+nwfkUAD4j+1UeFi/5/VUNOUuZB4gJF4cCRvCV/JSBSwXAEkQaBIM2lgALOlUEv/2oWII0qXFtiqIVYddMSUAVlJk4FAoI7RT9f7wvtWDdW/uy81cAEhuSsZmDAB28+mGxc3U0ry5bjpp2Phy9P7sOxidT7M9n0lfNmV1wTfWFIjfcmiKEcXZ+ZH1PQ80WHPTwJG/N+ADwBdz4FKJHXaL2f6kupOw/A5/DDpTPpd0W9OjY7HEQ5tJpYpCgad2WimwofeUAoDMOZvyqiJ+yccASPJxRyUpdCRzSc+ISYFumCSVBHDVN5oQUdx5NAsAPl8A5FAfcM521ljdvyYrhSXdh2MP3mP8Pn6nT9JvIQAkjmozOvupsp1IkVB+AkBDn55cvG7SpEno1q0bypQpg8jISJUN4KVLl+Dv74+yZflzCXK7V7AAcLSo911mQnXYuAmnSWMGCs1LAEwNGIXsNMpZR8oDmfR8viY4NoGeGEtLtOSxUzLl9uMedEJq3YIEgHRICGMBkAYh5nwzHUiYdm4dV1/GP/HiX910W0R1zQd0mnt5N4P382+NBsAn8zrAyY7jJcwDZNw9ZSwA0sF9Ve3y3G91RBTapKapfqZB4+cKg9D5DNvzmfz+e1YXjNIAYBOMKE5JP6QUuQCY/HoynCtQH498hcQdbbCngZRbm6QOF1R/iI3DarUk1ZgbyAXA5a+LYlIFfschY/ph7LX0OKYfeYS9t4JlAWCV1WNgVZg/NZx5AFB7vtPjvjq1FUoV1sb2JH8/cDsYUw7zv9/0AWCrSp54G52CwJhUSe+btPf9WPaSJCzMq2nCHz/GrpU5OOSDdwIZMGAALl++jOjoaFXsv4YNG2LBggWoUqWK5PUwx8Szbq5PAtj1IHzq6tojsFTA6oCclBOIfgDMSi2LrMTqsC9OZQbgK+3LtseKllRg6rwEwMz42kgP66fqxycAlLxdGetGXSNXAnjtdTQGbbkJG/fLsC9GTACoIlcFzLyGbkMIAInNzq8vWkoepCgAkr3LsG/k20NSJIB5BYB0cF/VhPAAYM+kZCyIjgVReldXh2f5ucJAdD7zs84cMgHwtn0TDC9hPADeDghGPR4JIEmF51SOytHMV/ICAE/V/Qlzo7eruiMkuZS88TjPAn0dnw0gUwJI9hrz39s6bMPwf4fLva3J64urgIUlgDMvLcHxAOlhYIy1AUx+ORM52S6sOSBx+0j8Pmahndj4JosCwE6aTFhMUCU2gjffxSIpPUvS+4bE/KRjJpJ7fQJAk2/P/NFgXgLgu24HUa6OVAAso44DKBx/KyvZV5VHmOm+zp3ldmXbqQKLkpK3AFgL6WFUxH1pAKhVEXySAGpt7+QCIK1CsfX8F3YeVHBwUkwNgAe7HYSfO2XIveL0C0y8xsihKvLo5xYAPp7XQaVuYpVckACS4L6/t/+dui3P/XokJWNhdCyuOtjjW7V3bm4C4J2AINT11s3FSqT2jt7qfvOs4a3Bt1B/t/R1NvYNcCsgGE9KNMJXdpSDm1C/5d5HrgSQC4DXB16XFbhZbv+k1hcHQJIVRDdOJgGpdffXYdOjTby3MocEkEjcshLZAZoPf9sIdcpqVfykM0tOPcOmS1SqN26Z060KlvmP4QVAkg/9xtuYTwAodfN8LPUKFgASCaA2MTd3jdwtqiIiUQkbl6eCy1fYrjAuD7is+p0CQPJFpE1jxHy4zRkHMDOhFtJDDQfAWEtLtMhlFbBfcReQlEOFnah0aHQpSCrgDqsu40VEEuxL7mGZCpgaAKfVn4bBlan0WZsvv8XX52tJPlJyAwA3vXZG/UqlYT1EGxZDCMi4HSeBnH2mn2L9WcpHDH2BGAB2T0rGouhYbHZzxVp1buXF5fuj21ld9euerFYYZE2B/HX7xhhVgoIhKUVIBXzvXRBqMwJD022lBo2AY5mtgk3nBQCGWVuhh9oZzFwAeD30OkadGaUaN50KTp8EMLcloUILQuy/Sbgm+nzScQIhaeFy+AFw7b212Oy/mbdpswBgaF9kJbADNK/oWwO9OfnXF/79FFuuvhPcg47e63gB0N3JFiT39icJoJST4SOqk6cA2P0wytVuqzPb/CpgIgHUD4A1i9THgxjxdDXsL0P9AJiQloka806r+ij2kmN+OYsFFM5MqIn00AGS2iWVkhhGwkTqlRcASPrBFxC6IADgnZ/awsPZDq1XXMTbqJRcBcDfL7/BqPPi6Zc0QC1mA2gCFfCfIWGokJkJzIwAbBgBcSVIAAnYbjxSzWAAbFyyMTa1U0tXeO5HA+DcIu447Oqsus9PZXug/0UqP7JQmeJZBaecSXB3aUUfAP5auBD+KMSOi5oa/CUcS/9PsPHbg2+j3u560m4uo5Yyowiykv1g684OiExU1aEMALz7Lgh1eMBVxq0oyFOnRaSvO/DiABbcWED9ps4FXBAAkPR3a/ut6LeG8mqXA4Br7q3BFv8tvFNnHgDsg6yEujr349pdM1NZ8nXO0ftXWDm8V/0kFK9Q7D1Grs1MqsISpKSH9cKraVpnSrl7Sqy+OTjkg7cBFJtUKb+bY+JZ9zWZDaA4AFZ0+wwvE8QDwbIA0CILLn7CEsB8A4CMoKUEAOMsLXnTVUlZcyl1cpS2SH6h+8B/2dgbc7t/xmqiIAAg6TAJe9J17VWVMTT3ECRqqzOBZzD7mjTveb4XJRP6p9SbgqFVqIwK5gfAHB3nKDEbwOURUehAHC1+igSsGZ6jEgCQ7+Ui5aVCbxqS3mtju43UP/UA4EwPdxx3oQBwfKkOGHmFXyJDfk+xsEBDHrs9fXtdCACJF/I2NxcdhwquYTy3bXMBIG0fxp3j/AKAXNtDIUnowiYL8dN/2rNWyjlkbJ05jeZg0jYqC5AuAGrNapj3IdC16u4qbHu8jff2fGA1vZMflhgRB5CEWclM0P144ALgpIMPceiusJTbVACYnVpGE1CaTMInADR2J+bT6/MSAP3b7ka1puyAtmSaDJUASp1iGgBrzj+N+LQ0/QCYmoka880hAayB9NCBvAcT3zjoQ6dGKTcci+5idgDMSvVGWuBona7oA0AL60TYl9yHzLiGmoDBqgbig4BdvaFsMAYjn/rCxS0Cq3r0gqWFbhBWKWtoSCBo0u7ZH1tg1I47vADYo3wPHHtzTMrtNXW4khIhALy0dzlavKAkKFKKXBWwleMrOJZlqybFAHBZZDQ6pqTmDQB6NcHGthuB9ERgaWmdMDDdklKwODoGvUsWx0s7ytxgdYVBaMPjBUzP5wM7WwwtWVzK9GrqCAEgmbutPAAo1vidIXdQd5euFEfsOrHfk1/+hL+/64iLB6phY2Ftak2i8n1vba1RAQuprsXa5/7O3dcHXx7UhNLikwCeCA5Fl9LamKRCIHyl/xU0299MbneMqk/UwJO3EU9apY75UEZMUygidd8/BLpW3lmJP578wXtvswBg2OfIjNe1H+UCIN/HNrOTpgPAsrBypHIKk/IJAI3ahvn34lwFwFkxwAJtiro3dWahfLdJOpOTWwDYY91VPHwfk0cAWB3poYNUY5ciPaEPnfk9PsMX/9ZAvKUlb75SU+00RXQLZETpxv3TB4D2JffCxu2hqgusl8i+wcBzKl9rleJNVIFKp9abiiFVhhjUXXMAoJONE1IyUyT3x7ewL0hQZGZhAuDkupPxxWdfqH5+sXEIKoULe6ZzbyoXAB3LrYaVPSNOoFpVpy8TiAYAmSpgEmx6XiEdIOOblPSILsiM1b7Mpexhup2mXk2xoe0GICUaWFZe535dk1OwJCqG9ff1vkPR7LRuKjhljgUsLXJgagDc4uaKNWr7Q6mbwnwAOAvvFvXDhtWlsb5wIU13iMo32MZaExA+twAw2cKCFSh7R2g4vmDAt9A8XB1wFU33ieehlTrfUurNajgLU/5wgkOZTbB20rWdS3n7A5QK9ocDga5lt5dhx9MdkgHwx3YVsfIMFQxbzrPABKzMeN0QQrIBsNxaWNlTmXT4QNXCOh7OvrrhlLgDJRE1rFkA2BOvpkn/iJWyNsw65uAQo1XAJD3an3/+iStXriAgIECVd5eEW6lVqxY6dOiAxo0byx1nvqtvjolnDZKpAp78FlhGxb4jJc8B8Lf/8DAkOm8AMLEa0t9TTgJSDgz6YV4/uDY6H/bLlwDoUHorrJ1fqcbEAsCdnwNvzqn+TtsOVSpcCYe6a3NNynkwDAXAcxNb4Ovt/BJAuQCoM0Yytu1auzgSFHjYZ8NUw3q2aRgqhx2VPES5AOjsNwMWFuzc0GISwF8io9GJSABpADw2Fgi6AcS8kgSA3BeMlD1MT0Azr2ZY33Y9kBQOrKikc78uySlYygHAteUHotVZ3TAwWTmWsLZQ4r6dLQtCpEz2jYBgOOXk6NyfzJ0hAHh3yF3U2cU25JfSD7E6SS9nIWBRP2xcXRq/5QMAfGJrgwFeJTTdXhMRhfHFPDX/JvnWa+/StXn9b+B/aLK3idhwTfo7sTf991x3wTM2NfBrZKeWZ92TQNfPt37Grmf86e34wGpC24qoUNRZZe7x1oUdo1PKgIiEjQ8AH85uDzdHbYYfUQmgGADaxOiNZUn3tZidLyIU1FlOSmZYNzyfppuKUcrYpNQxB4cYDIBhYWGqTBq7d+9G8eLFUb9+fXh5ecHBwQGxsbF4/Pgx7t69qwq2PGfOHPTvT3lzFsRijolnzYMeAHxdZzYqdJuoM23CEsBv4FJ5ptHTTMNJDwkAGJ+agZrzz6juKfaSo9tNy0oTDQdBkmsXRAAc1qgs5vWoyloDer3yOwCen9gCI4kKOErXBtDR2hGpWamy9pY+FTATANMOfwcHf+m5UuUCIN++FAPAnyOj0ZkJgIznlJsZQ2hSmC9CsWeD2YazjTOuD7oOxAcDq6vqAFiH5BQs5wDginJ90f48Fb+TWTJzrGBjkf1RAOCm1aWxjgGAROIXlAsSwEMvD2HedSoIMLGPfMhRtxNp8uSi6tR+AO4NvYfaO3UB8NrAa2i81/RCE669GnePkH0qtD+FAHDpraXY/Ww379bnA8DxbXwxoV1FVX0xB0C+RtPDeiIzvqHOT91qlMSvA7URBIZsuYmrr6MFzynHcmtgZR+m+p1XAigRAIvbl0d4+hvNfTpFeuCXydqwWbIOSgmVzcEhBgNg0aJFMXToUHz11VeoWpX9sqPHkpaWhqNHj2L16tXo27cvSFaOgljMMfEfOwDGp8eL2roos5yQ8mqWJLCkH+aRVicwuuQbeETdQIKlJZqaMQyMkArYVABY1tkXf/dmq1ClPj+GSgD//aE5vt19lxcAHawdQMBdTpEKgPh7AnCH36Ccez+i0vRR7NafCYTjBWwIAC6JjEZXFQCGAzYOrBSN5gZAMmbV3MW+BdbW4pU4cmPLLS3bC10urtFZHloFfM/ODsNKFpOzfNAnAWSGoJHaqJDkS+r1QvWSXsxGwOK+2LyqtCYsDqnLBcD774JQywxewIdfHsbc63M1AHjD3g6jSmjnemlkNKYxAPD+0PuYcnmKyqmKWYij1TdnvsGjaOFMTXLninKeqK1XMGAIAP548Ued/tN94wOrca0r4Mf2lQwHwPDuyIzTheNShR1wdWprzbQM3XoTV14JA6CTz3JY2lG/8wNgLJwr/CI6zSXsKyIsXZvfeUJsHIZPkB5iSfQGnArm4BCDATAqKkql6pVa5NaX2m5u1DPHxEsFwFd1ZsM3DyWAPX/7Dw9CouDiR4EY96EhqoC4lAzUWkAOMnbOYL61oYEgMjUSbQ62EV0++gGVIj1JebYYb+21NnN5BYBVSrji5Hi2IbchEsCi9mVxrj9lFyi3GAqAG4fUwS//Ps99ADwxEbjNH1KCO/bsHAuUV+zQeaERj097YqOnLsxMIIYA4OLIaHQjAFh7GNDsR2BNDU3buQaAUS+B3+rxAuCVwBCWjeuC0t3Q8/Jvglvlrp0dvjQhAP7u5opfZdoAmgMA26Wk4kjQWpCzaMuq0iy7RAKAgTY26FWKUsfmBgA+fBeEmxwAJHtpBgMASRrE2xG38fXpr1nrRQBw1n+zcDborNxHXrB+WvBQZCV/plc7YwgA6pPi0ef2wPplsPcWlXv6u1blMbkDFfjdIAlgeFdkxunaR7raW+PR3A6a8YtJAJlngTEA6Ff4MzyPY0fU4H7wmmwRAZiDQwwGQDKw4cOHY82aNXBxYadnMeWg80Nb5ph41rhYKuA3KqNvuryqMwu+spxATKsClgOANu5XYF9Mm4FCHwCGJIWg0xFdBwruNXIAcO8bS1S1DNA0kWBpgaZlS5tkC1lbWiNLmcVqKyulPNKC2Ac4XYEkKq9Xzh1ehajwCuIA2At4c546HBkSCkMPFEMBcNPQOvjln+d4w6MCNrUEcGKdifiy6pfUlJ2cDNwSziDBnHii0vSznq0TcPhqYDDclPwA6FxpFiwsM1nrJ6YCXhwVjW7JapW3uw8ljVOXXAPA93eBza15AbB1SirOO2nzoM4u1Ql9r/BnZiDdvmNvh68YUikpDwaRAGZZQOc5InNnEAAKqD65fVkREYWJDJs5fX0lfSGwTwBw66pSmtA0HZNTsCwqBq8ZAPjgXRBqmkECeOTVEcy5NkfVTXKPWxwALJOZiSAbrZ0aCRT+Ov41eh/vzRrajUE3VI5WUj6OpawfqZMWMhhZSdVyFQCz00sgNfAb/DOuHTqupvIFj25RHiQdnOqMY9gCSx4HTyBo+lqmI8igzTdw7U2MYLOmAsBqHtXgH+3PPlM48SGljk1KPXNwiFEAaGVlBWILSNTBH3Ixx8Sz5ksvAOatBLDX+v9wP1i/BDA2JQO1F5yBfYmDsCl0V+9WoIHmTfwb9DzWU3TbyAFAOvwC3agpAdDBwhppOWwAJPcRCiRKfrOxssCrRZ1V3REFwB09gbeU/UheAuDmL+pi6alnvAAoulg8FfSpgH+s8yO+qvoVddXJKcAtYXhhNh2s9ERLmzFwLMMOQaEPAB19VsDKjgp2SxeuCpXb/UVRMeiezO/1nGsAeGg48PgwLwC6Z2cj1spK0+3pXu0x6KqwFNVQACT36MwIYUJuaG4A/Cs4FN3U99wUHolv1Onu+PYgEwC3rSqFVe5Ublj6PHhlY4PP1RJAcwHgn6/+1MTH5ANAbr8fffEIN8JuaLKHaPakGiDi0lLQYN1c2BX9x5DHjnVNWsggZCVVz1UAJB1Ij+iEk8Nmod0qKqsUM0C+IQDIZ4tID5QJgAN/v4Hrb40AQOs4OPvqOlNxF6Jqkap4HPOYfaZ8TABoaWmJ8PDwTwBo7COqBwBf1pmNirJUwKNYadsM7Rr94lbZU7wO06sCNgQA/aP8MegkFeJFX8kvAFgoOxvxjJct3Wd9AEjq0AcTHwB2ctqFxb2qwdrKElADIJFfVc9DCeCWL+qqcmnySQDF1or35cw5EJkH/4Q6EzC86nDqsku/ABd0Q5jwtflEWRbdbb4UBUAf/Aw7j3NQRHaGfaldsLKLZB/W74L0evMujIpBj7wGwN9bAqH3JXkdr648Em1OCgfpvm1vh+EyJYDXA4IRZW2F7upUahpQMVACSGzfau0UT/nHBMDLgSHoVLokUiz5Y2IyAfCPVaWwUg8AEvVsDTNIAJkASNTMZK6ZNoDcfUzO12Ovj+kEfabP3Xl/PcEf/73TCV5uyDOYGjQc2SkVcx0AFZHtcXLYXLRdeRmwVGBkYz/81LWKagiGAeBIZKdW4J0CJgD233QdN9/FCk4VUwJI4FipKAZlhtZeU2oYmI9eAkgAMCIiQpYtoCEbOK+vyUsJ4Ms6s1BRjgo4aBQrZIuhc0cfRF9su4XLr0JNDoA3w25i5OmRot0zBgATLS3QxEQq4KJZWYi01s2JaQwAkmuJqrhnLS8NAF5zsGdJO3JbBbx1WF1M2P8Aiekk/d800fURq0AC3tpba9OoMQ/+H2r/gBHVRlBN3NgA/CPtflIBUCOly3BDttIeVvYRBQ8A1R+HUiSO/6s7E3UOfiO4JIYCYJi1tUaCxgTATYVcWR63YnuB/G4IABJbR4ccJep6l+G9BRMA/7eyFFYUYUsAX9rYoLdaAmguAPz+3Pe4GHJR1T9id0ikrcYA4Ofr/8O9oDijADAttI8q3p0iohsAi1wHwOz0Yvjr86PosGUFHEoeQk3HL7Cz72SDAVAR1Q4Z0fx240wA7LfxOm4FSANAekMxz3GpACjlg1fKMyG1jjk4xCgVMAFANzc3WFhY6B2W9w63AAAgAElEQVQDCQtTkIs5Jp41H0wJ4KTXwHLtV87L2rNRsbv+MDBWzk/hWHoHiKt/qokBcMf1AMw+/kAQAF8v6gSSCq7OwrOyVMCLbizCvhf7RLdFfgHA5qlpuOxI2fMxi7EAOKdbFXzVpBxSt3aDY/Bl/O3kiOkMY3G9AEgcHvYOAMh/B+0HyHOYEgM4usN7+klNN0laPKHCdJTg1jEFAI6rNQ5fV9faSQoC4M1NwKkpovuBVHis9EYPm2GiEkAmNJGXkVwAXBAVg555KQHsfFjlAEKKFAD8o+KXqPuvcC5SQwEwxMYafRkx7Uh/CHQZAoDE+aHmzpqi68yUABIALKRUCs4BEwC3ryyF5XoAkIRoYUrYRTsiUEGfaYNUADz+5jhmXtWG7GIGRu+94RruBsYaBYDcs0nf82xqJxB62v7qcgPdTmhDt9DzZogEMCvZF2nB6g9GzrowAbDvxmu4HRAnuLR88/AJAA14EggAkhAvBAL1lWHDqGCvBbXkJQC+qD0LlbrrzwSiAcC00irDW2beXkPnnH5Qd98MxMyj9wUB8M8xjVHG3VENgAdgU+ie3lsS2xfywSD1ADAGAJMsLNBYZu5Toc7vDg3HYJ40WvIBcAusnV+rbkOund21CoY3LYfHS1uhavo9jC7mif8YoKkXAAns0UHDJ78BQm5TQFhrCLyvU7aHpOQlAPb27Y25janwGKQw13187fEYWU0tBSYewMQTWEIhANjTbiAcSrFjkHFtAGlossjJQZaiBG8mEH1gNT8qBr3yEgDfUd6TqnmToLbcFhaBeukKwRkkjgkjDFABEy/aAV7sTBC5CYBXA0PgplSiXvkKSFdm6IyPCYChC93RobQX/BQZOBhKZX5hSgDzEwD+9eYvzLg6QzMeEgPQxZZyqKQgJhcB8Pl8uPjxmw8IxQGUcoaf7HYTnf/SZu8wCgBTfJAWNIp3fzMBsM+Ga7gTaAwAJsDZd4mEk0i3iqEaGyk3MweHGC0B/GQDKGXpROrokQC+qD0blaRKAM0AgEfuheDHg3cEAfDod01A4jDVVUkAP1wAPBYSqsknylxNYwFwVtcqGNG0HJ4saYnPFLq2XvoBkEoTpioEAHf2BMIprzSmZC8vAbBvxb4guUY1IMPw/ivjUgYnPld7jd/5A/j7B0kPk7/SG309qmlS6tEXCQGgZU4OMj8BoMozVS4AjohPQMmsbCzwcGetDYGujYVcWVk3pCwe8X6tsUMbTkfoGqYEkAbA8XW64nysbnw8JgBirhuI85eTMge0wQYTAMUcf6SMgdTRJwEk6efuSlABcwGQ2SatxiS5w519DcsuIUcCmBHXALaFb/IO3xgA/KfHLXQ8ps3faxQACuReJ51mAiClPo8XXEpxCeAnAJT0HHzyApY0TeKVTAqAxAZQG7NP/Ob8NegH9eCdYEw+fLdAAiA3H6ehc0Gu+zs4FF05npDk78YC4E9dKmNkM58PFgD7V+qPnxr+xAuArBfpvZ3A8bGSlqifYhYelXggGQCtcnKQkVFMthPI3KgY9C5AEkAyeTtDw1FToSslI7+R2HQjZUoAhRbE3AB4PCRU43hCg/2Eop4466RrhsEFQG6fX9jYoI/aBjA3AHBlRBSclUpRG0C9ALjpOm6pHRkMNcWQA4AkWLR9ycO8y50R2xiKCKJR0NpAE+CSIgE83fMW2h81DQAyM0NxO8oEQFXkik8AKOks/SQBlDBN5hC9sm6bjwFw/+0gTD1yTxAAj33XBCULOaDeIiIB3A+bQvf1ziiRAFhaWEo6PJiAJeUQ5IaBMSUAngx+j86lvXTGlqcAmByltRfNpxJAFZR02omaRSm7L+5LQyP1eHOBkmBKKES6aV9yP2zc2HtNSAJorQLAorCUGQZmTnQM+iTlYRgYmSpgMnX2SiVuB/JnIyDZKb42IQBuKOSK9Yy0a2JLp4hqixcTV6L6jupiVcEEwP8Cg+GqzMEkzyL419lJ51q5AEhnRBken4Btru6AZbaqzX4VB2H/84M68SL5OqtPAtg9KRldk1NEAfDvt39j+pXpmuaZbTLjeEo5+/j6KAcASaxArkkFs01FdCtkRGmDLUsFwHO9bqPNn5QdKynGSAAzE2ohPZQ/pSwTAFXpS4ONkQAaLnX9qFTAok/xB1IhdwHwFbDcVzNzz2rNRuUeEp1AVCpg00oA99wMwoyjnwDwdNB7tC9jegAs4WaP69PbGCYBLCAAqO/g1xyYO7WBsMWODQKAtp6nYOdxiVVVCABtlTlIiuwKu+LsIOVi0qDZ0THoW8AAUDXXDHBkTtB1EbWk2Lwzfyf3kAuABEjeLelsMABO9iyCfwwBQFsb9FE7sdBzk25hocoaU72sD3Isqfie5ENlwN5VonbMzP1Mzwnzw6ZHUjK6GAGAdFgtuu3cAcAhcCglnItbqfBAylutLbpUALzQ+w5aHa5rIgCsifTQAbzblAmA3dddxaOQBMHtLK4C/gSAcs4CpKSkYOnSpTh37hwiIyOhVCpZ1799q42gL6vhfFI5LwHwVpsDqN9M++VFTwnzC5HtBGJaANx5IxCzjhEA1NpxMb8sj49tghJuagkgj1SGu4RyJYCKyI7ITKgJZ9+loruB++JLsbBAQxM5gZwNeo+2ZgBAMihyeD1Z0gKfKR7oGPvr/aIsgADYemtlRDHC6WjGx5SCi6w0AUBrF3/JTiB2SiUSQgfBvhTb61wMAGdFx6JfUjJvb6Q4ZZALmc+K3Bc5cz9LvV9+B0Cp4MAnAZziWQSnTASA9KL2d6+Fp25U0OCjPY6iy/b5RgNgr6RkdJIAgCfensC0K9rQR/SzcMo/DN/u1jrTyd039NhkSQBDe8NBQAVM2jMUAC/2voOWJgPAGkgPHSgKgF1/vYLH7xNlAiBx+qCimRhjd/lRSgAHDhyIS5cuYejQoShRooROWJjx48eLvrzzc4W8BMAbbQ6hYbN2OtOTWwC4/VoA5vxFvID5AfCvsU1RzM0O9Redg33JfbBxe6Dqq6utK0jqsIhUduw1EgbCytJKsgpYdfhkusLSRviBpifHnAB4PigErcuU0lkHY1XApgPAt8DOHvnOCUSzNuqA0NN/88HfjJe44QD4WEdiISQBJGpRAoB2HzkAXrO3xzclTJO1iTxr6wu5YUNh/REgmA8MeVYMAcBrAcFwycnBNM8iOGEAADI/BLlnxG/ZnbCueJYqGPCLH3+D35ovRbMZqSBbT4Dz3onJ6JAirgIWAkDm2U7ulTsA2EcVq0+oGAqAl/vcRfNDdTTNGqcClgaAnddcwdMweQCYGqgNMm1hlQTnitKC0nPn66MEwEKFCuHEiRNo0qRJfuY4g/uWlwB4rfUhNG6edwC47eo7zD9B4gDKA8AxNceoQnzU3lmbNe+GAKDUheMe7qkWFmhgIgngxcAQtCxrPgB8uqQ5qigeGiEBfAts7wZEUsnJfdJ3wQZZUMA2T8PAcAFw5rpyOO7irPNCIN6bUotcCaCDUol4AwDwp+hY9P+AJIAFCQCZXsA0AM4vUhgHXXXzzovZAJJ9FW1lCZucHFauaPL3LVmdsDBrKMa0LI8pHf1MAoB9E5PQLiVV1AbwYwDAq/3uoekB7TvAOACsjvRQ/pimbxd3xpPQRFQq7gKiAn4eniRLAkiCZmclUKpqYwDwtza/oXmp5lKPMln1zMEhRjmB0L0vV64cTp48icqVK8saUEGpbI6JZ42d+fKb+BJYUVHz87XWB9G4eXudqRKWAH4tGM9JznzTD2pkUjrqLz4lCIB/f98URV3sUH8xWwJIAPDral/rpH0imQCsLa1lSQCl9tucAEhCUTTN7wBIxwRkTFjV9C14bC+cccXcgaBNAYDHshujh9U1zaiEAJB2FqAr0mpTR6UScQYA4MzoWAwwIwB6ZWbhvY1udhnNnBngBEKuFbIBNDUA/lbIDRtzUQIYY2mJMcU98dTOjnUkSAFAoTPkf9kdEVh/NuZ0+0xVpeOusXifzbYt5btWnwSwf2IS2kgAwJNvT2Lqlak6H0OmlAB6FXLA+/g01T0MlSSSaw2VAF4fcB+N9mlT//2v4/9Qp1gdg85/fV7AMzr7YfHJ5+j4WXG8jU7Gywh+0w2heUgL7YusBEpSaQwAEgdHYuZkjmIODjEJAO7atQvHjh3D9u3b4ejoaI6x52mb5ph4qQB4tfUhNJUlATQtAJJ+hicmot2fWukuU+0pBIDf1fxOJQHk5v0sqAB4OyAY9XikiaZQAf/xZT0U+7OP8RJAHgAcnjEJ22yXCz4/BQEAx2SMw3rbtRwA1FUBCwEgCckRYwAATo+OxSAzAmDLlFRcdBI+L01tA8hNM2jMoUr6llsASPIRO5NsN+rCtYckffHN3ItXizpDjiSZNJdddySsuq7QtP3T1Vk49uao6NToA8ABiUlolZKmV91Orjc3AF7qcxe7bgRi5ZmXeQaAtwY+QP292swvdGB4fSFkCGxa2kXrrIE+AHS0tUJqBuXNXd7TSZXLXKjwgbAiqg0yoilNm4VVMpwrLhTdA0IVzKUGNgeHmAQAa9WqhTdv3iAnJwfe3t6wsbFhzc29e/qzQxg807l0oTkmXioAXml1CM1ayFEBmx4A49KS0fxAI02XuQDo6WKHBioJ4F5NbDYCgEQCyE37VFABUMhhQB4A5rBSOzGvPen2s3EA+IM/sLqazhPxIQDgtxnjscF2jcEA6JKtREzYINjKtAE0NwCOjE/AlkLCqm9TA+B/DvYYXdx0NoC/FnLD77kgAdQHgMMSEjEpNh4VM/fh5aJOsgEQdUcAXVdq9taca3Nw5NUR0TeLPgAcnJAEkjpSn70luf7Uu1OYclmb/pBu01QSQNLei/AkdFh9GSTaQHJJaYHW+QZvqATw9qAHqLdHHgDypW0kfcpMrIr090NE18bHwwlvo+UBIAmErQjvBQvbKDh47VXlUDa0fHQAOG/ePL1zNWfOHEPnMl9cl5cAeLnVITTPYwCMT09Gs/38AEgygZDDhQuAo6qPAoFAbtT/e0PvwcbSxiAVgNhmMKcK2CQAaKmASyXts8AEwL02C9HI6qlMG8BIbcggj4pANPWlzywfLgDqegELSQAJAMaGDYBNqQOsuRHzAjY1AJavtRGR6QGaPoyJi9cbR++f4PfwyqKkGlK9gEnau0cBwbyPylUHe3xbAAHwRkAwnAQkgLTjz8waV7GoVzX5AFjnS6Cb9uPCFAA4JCERzdLS8Y2euSaQEJQYhC5/dtGslTkAkDQeEpcKD2c7FohxN0i2whNWnDiZzDqGAuDdwQ9RZ7c280tXn65oVLIRKweyTl948nZTAPgZ0t8PFXsNwLuIIwJiUgXr8UkAaQB0LLdKJ2e46A05FT46AJQ7QQWtfu4C4AtgRSXNFF1qdQgtmrcFDn4JuJcD2lJ5VXPLBpDcSx8AjmxaDl8399EBQGIIu671Op2YX7kJgGkWFqhvIieQfA+AAg/VhwCAozN+wEbb1ZoRyrUBdMvORnTYQNkAOC0mFoMTTRcG5rM6OxCU+lQzjh9j47DSvbDgcUhUxL9GUqowqQBI6grZAJoaADcVcsU6GYGgaS/gyuv6wtrlud7XADMMjD4ApKE/fWYs7G2s5ANgrSFAj980fZl7bS4Ov+LPiMHssD4J4BcJiapA0P3UsQf5BkquD08JR7tDWu0O+RvRopWbfpJ1ibXLI9iX+BMWVpQtn5SSmVQZz8eyP3ikZO4QapsAYupbbTxaqd7c94Y8RO1dWgCsW6wunsU+Q0qmsIROSALYuERL/Hu+o5Th662jDwCdK86BhZVwPm0pN/8EgDyzRDa2hQUVZ6eglVwFwB+fAyv9NFN0s/5aNKjqB2xTO4LMpQJcCgPgSLj4GS9xZW5ifQBYzNUOx75rioZLiAp4D2zcqFydzbyaYX3b9TqSvntD7sHGKnckgAUJAPfZLkBDy2eCEsALLyJR0s1B5eWmKcw4gAIP1YcKgHbFjsHW/Tpr1EISwEJqALTmSABvBgTr9RI3NwBOjInDiiLCAMiEOVMA4DlHB/xQzNMkxy+BzH0uzljEyRGsr3EaAL2n/c0yheBek60oihNRDzSp4KQAINTnolwbQFQfAHy+SdMFUwDgl/GJGJSYxBs4nr6REACGJaSh0ZLzfG9QvXPGvSD9/SC8mqHNMkJ+zwsAvD/kIWoxAJA4gDyLeYbULGEJnRAAtirdCsdP68bElbuh+QAw7X1/ZCXWwicAlDibxON31qxZ6NOnD2xtbQWvevXqFVauXImyZcti2jRt0EuJt8kX1XIVAL86BfzRSTPuoFLdUab1CGBHD+pvPADYqGoEHmevQjbJBBI0kqVmNHQCmQCYkJ6MpgIqYDcHG/z7Q3MdACSi/iXNluQpAJJo/3yOG4bMibklgIIA2OcCXr+PQNttlOqQGfEeyQwVcEEFwNbbgBLVgYXCtmkbis7Bt5FaMxMiAXT0WaGjsqIBkIShX+ZeCLvcXFWzUjg7G1FhA8EFQDEnjKkxcRiSyB9OQiqQMdX8VevuRGAKFaaHFHMAoD4VcMdSJfV6Hct5LowDwBN6PVJJ4PdTSSc1AEhA3VFABayBfkMB0LEIMOUtEPsOcCmBeXd+xqGXwvHw6Dkizg3RyQqUdqeceJhwVSEjA+vDowwCQKKubfrzBd6lkOPFqwgdhJfT8xYALWCB+0MfouZObeq/2kVrqySAaVnC0kzyAWBlF6kzBy1Lt8Sly12RmE5lbjG08AJgyGBkJVX7BIBSJ/X8+fOYOnUqXr9+jfbt26Nu3booWbIk7O3tERcXh6dPn+Lq1auq/44dOxYzZsyAqyt1IBe0kqsASFS8Zyk1LykqAGw1XJsnlQcA+zVPxKmoxXkCgKSP16e3Vn212nvtgY0rJQH8sc6P+KrqVwUeAKulKzA+Lh4N0hW8ajiS65KEwBEqNLCpJLZ6bAD3285HA8vnuhJAdSiQWukbEQdXNgAmRbBCBvH1YU1WL4y3/lOwf3nuBUzG59sBePWvYB8z+2yHzaFhmt/FAJAr6XLPzkYkDwCKnUNTYuIw1KQAuAOBKVoVMDPWnVBfaHWuVODUB4BS2xCbF/K7OQEwI64e/kk5ljsAaG0PDPsb2NoWKFIB8+p2lwSADiGrEJmkwKnxzVC5hKvOOSeUOpKeW/KBHZESgbaH2mqmm/wtODYVzX7hB0C7oidhW+SylOVB2vsBeD1jJquuMRJA0hDzY0aKCpgA4IOhD1HDVABYqiUWNl6JGvNOS5oDoUqfAFA7M0Z7AV+7dg379+/H5cuXERAQgLS0NHh4eIB4Bnfo0AFDhgwBCRRdkEvuAuA84KxWhRtUqpsaAHtRU8gDgFtGO2LCpXHITiuF1KCvc1UCyAbA3bBx9dcLgHeH3IWtla1R6gixlyX9u7ESQCelEjcCQzS343uBkkOb67XH7B8LAC0ULPU880AVA8A+itm4k+MnGQCf2Nrib2dHfBufAFelNoQGd+7yBQCKHA58AOjks1wnVAQtDTrg4owFDNUksQGMCRsA61IHZR1Dk2Pi8IUZAVDMCYUGLfJfqfCWmwC418UZiw1SAeuXAKaH98DprA2SAJAOEm2wCtipKPBZL+AWpQae32EiDr4U3yf0szuxXUV838bXIACMTI1Em4NtJAMgoISlbTScymu9loU2dH4BQBITr/oOtgTwacxTpGenCz6LQhJAYldOAi2vPfdKE9pG1gOtrswHgDlKW6QFD1Wll7SwEu6blPt9sgGUMksFqE6uAuCgA8CefprZCfTqhrKtvgJ2fS4IgNu/c8bY82PzDAAvTGqJVssvwt5LC4AT60zEl1W/1DkYcxMAFRZAXe8yBu80Ijm6FPTeaAC8ExCLPhuvA7kIgDQw9E5KxtzoWME5yC0ApHNA62QCYQQ7FupkVuPxsL7GDgMjBwBJu1khfWUD4KSYOAwzEwCqno9D4zVgtywyGqecHHGeExcwP0sADQHAe7PaofaCM3pVwOlhvXA6+7fcAcCKnYBCZWQDYGrg18hOLY/JHSrhu1YVdM65M0Hv0Y4ndzi9xwkk8AFgYEwKWiy7qPfMkqIKJjZtr2f8xGqn4opxsPPgly5KOSTlSgCtLKzw4IsHrLlxsnHS6wBC+iEEgLRd+ZYrb7HwxDMpXeato2/+crLtPjmBGDyzH+iFZgfAxaWADLWt0aCDwJ6+DADsirItvtBCIY8EkA2AxAZQq0I2dEmk2gCS9gfUK419t4NZADip7iQM+2yYzsF4Z8gd2FnZmVwCWC8tHdvC2XYjxgJgt6QULI6mEsWTYogE8PbMtqi36CzVQB4AYPV0BXaHsfMxM/dEbgFgraK1sKPTDhgCgNlVPofVU21sNtJnp/LLYGmrXRsyJiEJoOqlEtIHVqXEbbuYc2MuAPR08MTpPqdhPb+IZk/tex+GIy7OOMBJdfahAeC1aa3ReOl5vQCY/HoSztv/mDsAWKEdFV3h1u+qpV/QYRIOvGR7zwqdoQSIjAHAqNQotD7YWtM8OXP7bbyOWwHCH2yksjQA7IfXM2axAXD5D7DzFDZXEXtX0ABY3NUeN2a0ET3DrS2scf+L+6L1uPcVAsCmXk2xoe0GmBUAlVawsKRCLxlaPkkADZ25fHqd+QHQC8hQh5vgSAB1piQPADAxPRlNBJxASP/qlC2Mu4FxeQqA3ZOSsYgj6cogfStnuATQFAD455jG6LVencbMCADsrZiDuzmVJKuAaVjNLwBI9ol/978wc3crVi5gYuA/qnhRtE5NxfAEfocLpV93WD4/rnkUKAD8BZa27BelPgBUhvSBpUwAJE4aX5pBArim1Rq0LtNaFbKEXqe978NxxMVJJ9etKQAwI8cKthbZktXIUo5h0i9DJICSAPDlTJx3/E4DgLcCguEg4ARitAqYDLb+KIMBcErHShjT0jAJYHRaNFodaKWZ7it976Lm/DOi0y8JAEP74vV0bf520mjtXych01XY1lbsxhQAKuFWdh9GNGiAzf6b9V5CUn7+N+A/NNjTQKxp1u9CANi4ZGOsaLECEQlAmxXi6fqEbipl/mR1mFP5EwAaM3v58FqzAyAzF3CjscD1dcKzkA8BsGbpQngQHA/nirNhYUWwC9jUbhPIA8s1PL49+Dbsre1lfxXq2xadklMwPSYOhZXE/1NbjAXAzskp+DnKOAng2oG1MG7vfapTegDwgO081Ld8IegE8rliLu7lVDQZAJK8qvft7TAylkg+rHin19QHpX+V8Zh5cxELACfExmGVOhaeUPw6pWdlWEZpVT65BYAkTt9XAlAq1SYvNfgLZCdXUc1v1bqUEwgfAO4ODcdRZ/MAYGaOFWzMAIBEZT2lqIfkE5sAxH/TWqOJmATw5U847zhGEgBqsoQY6gVMel/va+A2BTMLO07G/hf7JY2JjGdaJz+MblFelgqYRGt4OvokuAAollWI7pSU5zItZBBez2R7Adf/bQrSnE9JGhtfJdI/K4d3cPTWhs0Ra4yEbrkQLE/tLBaU+kDXA+i07K3YrQV/lzJ/BjdOPnSHUXbwpi7m4BCjnUBMPcj82J45Jp41TiYAik1AHgBgQnoSmu5vrOmZ0EHFfLDO9jmLYk7FcgUAhcAhk3z1GiEB7JicgmVGAuCq/jUwYb86OXg+AsA2pUsi0toaiohOyIhtkTsAWHkcZt5azALAb+MSsEGdTkwQAItWgWWk1nuWAsCfYWkbx+o3LQ3iOoGQSsqQ3rAsJR7gl9mgKQCQtEc/L1XrbkdgyjNeANwVGo5jZgJAZY4FLC1yTC4BJIqyBUXccdqyEpKctbayQkcYmYerU1upwpwwz4qsVG9YO2ozpCRzAJDk4bYXkADmNQBO7+QHdydbzH/SWTNs4ohzOjiU1wYw+dV05GS5IGBpN7MAYHpEF1g5BCH9/QAELO3OWoouO2cjSCkcEUDs1UPWr6TTTSSVMbwNsXuQ38UAsFeFXtjxlzypIvO+nwBQOxtGA2BWVhZ2796t8vgtXry4lPUtcHXyOwDuGOuC7859p3YCMb0NYHx6EprJBMBzfc+hqGPRAg2A3DAghtgA5lcApMeSlVoWaYHf5msAzClUFhbxgZo+qgCwwlJY2sRLBsBB4W7YU5wKoi61EOmkkFpaqgSQDwDXtlqLVmVasVTAO0PD8ZezU76wAfTKzBKNF8iE9c62QxDsJR6ehADEyXHN0HntFRYAJj2fDxc/rboy1wGQ5AO+s1W1LRZ1nIJ9L/ZJ2iJkPDM7V8aik89Y4ymSlY19oeG8AEh/DJDoADFpMWh5oKXohzW3M1bOz+BQ4iDSQvvBscz/WD9zHTVYHzQnduBM9DJJY+OrZP9sGtYWmoBRJYoZ3IaUC8UAsLdvb/zveD0pTeXKuca9yUcnAXR0dMSzZ89UwZ4/xFKwAHAEXCrpz80sZY3YTiDyJYBCAHhr8C1VCqTuR9lfp1L6JFTHXBLAzWERaJiuTQtkCACu6FsDEw+aSwIYzkobyJwfMRvA/AKAo+MSsFFEAshddzEA3O/ijIWc8CS/REbLUleSe/4QG4cRRqqApQLgDjUAHswHTiBiMezImAwFwCNjGuPz9dc0wKTMKIyUN1NZAGUSAOy5ATjK/2Gjc47UGgrc32kQAP7UpbLKI5UpVWqSmqbyvOd6AVdWZODWWyqEy7slnRGbHmsQAFL9J6GdLHScofQB4PoLr7Hq9mbYF2OnmpN69tZ4MRhjXVfiazMDIMk7bGlHpUDkK/0q9sPWY7Wldlun3icJoHZKjJYAkqZatWqFH374AT16qLNVGLw0+fPCggWAw+FSab7RE8kEwOSMZDTa20jTZvabZUjN0PWUYj5YQgA4t9FczL1uvJcy3ZlVkbFom8Kfr1WuCtg6JwdZjHSFG8Mj0SRNGxPKnAB40HYu6lm+lGkD+PEA4DtlMZSzpLyZKQBcAksbtkSPdgIxFQCOj43HyIRE3mfJ1BLA/4VG4ISzo5y42RwAACAASURBVFmcQOgBSO3z/XdBqCViOsEEwE62QxHiJW6UT+Dk8LeN0XuDPAC8ExAEO0YoS+Y4SJq4OGURlJr3hhrmfA9AmQl8dxv4TaKUqOYQ4MEu1eWLO03F3ud7JZ2fQhJA4ni1IjJaFADjFHFosV9rfiHVBpDZOW44JH0ASKWZOw2XyuzwMJIGC4AA4PeuKzHS3ACYUUTHw5/Zx4F+A/H7n9r8wlL7T9f7BIAmBsCDBw+q0rxNmDABderUgZOTE2tNqlfXBoKUu1j5of4nAGQDoHfiBvi/11WnSQFAHzcfvE0w3ICXux/8A8OoA5+nyAVAq5wcZDMA8LfwSDQ3EgAX9KyKWUcfU73TYwMoBoC9FPNwP8fXZE4g+UUCOCQhUZOyTUiSS6ZuS1YnjLSmDNgpAFwMSxs2nOnzAjZEAmhyAKy3HYHJz/Br619B0loxvYD/CIvASSfjAdAyJwcPA4KNgtYH74JQ02wA2Ai9N1wXkQCyvYBlAeDSskB6vEwAHAw82G0QAA5rVBbbrweyJIDEdnhibLwOAFZRKHDz7SrVfYgEMF4Rj+b7m2vWSggArZGFNpb3cFvph1iws2nJAUDVszPtOFwqszOESH3H5hcAHFJ5CDYcqSq12zr19McBtP8UCFruzFpaWupcYmFhgZycHJD/ZmcbF1dHbn9MXf9DBkASWZ3YD+qAFcOTiSsBlAOA/lH+OBN4Bn88+YN6ebt6IyBRa/Bt7Fr5B4UD2ZTnMbeQjJFikgzmNeTlqWQAoCbPqLqSIRJAOkQOBYAZLFsn5oF/yHYu6uqRAPIDoPESQN80C9gFDcF15WeyDkpD1s2fxwmE2Y48AFwESxt22Jj8LgGsVm87AgQAcFtYhCoQtLlUwImWFmhStrSkZZMLgB1th+K9iASQVvUeHN0IfTeaDgCJE0g8UwJoCABWHwA8ouz+lnSahj3P90iaJ/L8Nq/oicsvo1gA2DolVRWVgKsCZgLg28WdkZAhDQDHWx3GBJvDCFQWRYuM1ay+cXNi65MAmgIAx7muxAizSwDddUI8MQc9rMowrDtcWdIa8VX6BIDaWTGJCjgwUGugzTfhBd028EMGQKLqnXZlGk68PcFaOn0qYJ+kDXgYol8CeL7veXg6eqravB1+G8P/Ha76/2VdyyIwUf9+kfNk+wdFELcxkwAg8d7LUQMgkUxNjWU7GRgCgDVKuWnnyggA7KmYjwc5FTgSQOMBsFZ6OnaERaqkatxialWJSQHQdxEsraUD4M+R0ZgqI2QJmYtxsfH42pQq4Hr/Q2Dyc14J4JawCPxrRgDc7OaKte7SUnLKBcAOtkMRqgcAF0TF4IfYNYDSEVIAcESpPehxo6UmDMzdd0GwZWxO5nNIPL8TjAVARtvXR/2DUWdGSTqCCGy1qOiJSxwAJAHEO6SkigJgYkYCmu1vprmXkATwH9up8LOkpLrc55T7jIoBYO8NV/HSUaJtJGcW9pSbj/Rr32B4HgNgu7LtcOQfbQo9SYulrtTIpwge230teElO9icJoJz5/CjqfugAOP/6fJ38l4++eKSS3pLClQD6JG/Ew2A2HJF6zMNICABNvWFMCYAlsrIQZm2t6uLI+ASMj2NDrhAAVphxElkC+XZ9izrjVaTaRlEAAFfYbEBvqyuq+3LvQUvFPlQA7J+YhP1qxwd9EsD5mUMx24Yy1CcvQbdKi6C05AfAX9wLYacbW1VmCAB+HxuPUSYEwGr1/oeA5OdY13odWpRsQmKoaNabOBwRADxkpBOIkAp4QyFXrC8sDoBk34+NS5ClAu5g+wVCvYTTlxGnkkYp1NrRAOjosxJWdpHIiGkORWRn1tlBPj7fLSqSJwBIcgr3Pt4bL+Neih5VBLZaVfLEhRdsCeDyiCjUUGTkSwC8+CIC399oKzo2vgr+Tdfi9sH+eQ6ApG+G2EuS68wNgHQGLIMmWOQic3CISSSApN8vX77ExYsXERkZCSUnIO/s2eyI5OaYHHO2aY6JZ/XXyDiArDAwwV/BpeICydNBDltik9fjKNuB50K/C/BwoIK8cgGwfPJGVeBnbhECwDvhd/DVv19J7pOciv7BkUAWf/JuYnggZsvEvNffwaHoWrqk6k/To2MxKIntXMIHgPeH3kfDxRcRncwvhaRVRKpGeQDQBanwtx+p6YYQAPZQzMfDgi4BLNQcM4NPsuIAEuDYUshNNX59AOibvgM/We/ERWVNXFDWQvGqS5GSzd6DtAqYb50MAcCxcfH4Jl7cCaRaugL+9naaNaxQqAJex7/W/Jt+WbEAMPQFcGqyBgB/D4vAaTMBoCLHBtsKO0gCQBL6aFBikuhzw1yr9rZDEaZHAsgEwN0jG2DwlpuwsEqBldNrZCV9BuRY6wXAe++CYMN4UM0pASQAOOfaHBx5pU09KHQe0RLAGy/fw7ay9h0nBQDfLO6M5MxENN3XVNN81RdDEaAsjjAUYd3yX9spqGQZovqbsRLAW+9iMOKyNvSMrLO26VpcP9jf7GFglBmFYGmr+35h9lUKADaweIZh1v9iXuYXiIC76nIxAJQzH3x1FzddjG7luxnbDO/15uAQkwDg5s2b8e2338LDw0MVC5CWHKneeRYWuHfvnlkmJLcaNcfEs/qexwAYkRKBtofYX4X6ALB+zjace87Ou0vGIwSAdyPu4st/vjTLcpkSAMlLjX65zIuKwefJKaw+84HFjUE3MHDTfTziUYmr5sTeGknpxBqRHwBdkYxH9lqVkxAAdlcswKOc8iZXAddOT8d2HhWwpV0YnHzWmHTNyPzO9HBnAeBX8Yn4oxAlrdMHgNwXX/FqS5CSxe8FbCoA/C4uHqMlACDpdy+v4nhtSykqiY3S9qfb9QPgnX3Awz2a/bYpPBJnHB3MIgFMybHDVnd7bFaDtr5FNQwAv0CYHgngmaD3aKiWALLCIjE6wjw7uBJAfQBIoD8xm+EFbIgNIHNC5iZg7rW5OPxKPGg4gZBmvh6o9nYrdla8rmllWWQ0aqYr9EoA+QCQ3v/cvW5KALwdEIvhl/gDv4s97P5N12DWqRE46uIsVtWo35WZhXRifHIblAKAAfaDVJddyK6BrzKnqv6/uQFwWfNl6Fiuo1HjF7rYHBxiEgAkNn5jxozB1KnUJH9oxRwTz5ojkwGgF1KDh8uWAHIlfKRvTBVuUkYSGu/VZgLZ3OwiBvx+Q2eZmYc4EyDvRdzDsH+GmWVb6ANAkhiuhoxMIOQAJrZSNx3ssT48kmV3RDrPBxY3B93EvYBUDNl6U3x8PBJAcwMgkU7tCaPCpzALPRYhALR2vQ8HL2kpscQHTtXgA0A7pRIKtROZHAAsVnUxUrP5vYBNBYBj4uLxrUQAHFyiGB6ppYAk1dv4C+M108KVABLHq+a397IAkIQcOmsmAEzPsUE9nxKSlmlqTBwGypQAtrMdhnAv4XRfTAAU6oTpALAMkJ4gzwuY2SmZAOhVyAHfJ6/BIl9tZAMpAHhiXFOU9rBAk71NNHfP9wBYqh8GvNmJJ3ZaabekTSWzkjLTTSfEE7cJOQD4UumF9hlUAOxetbxwNn2ozB5Jr36y10mUdpXmbCW9VaqmOTjEJADo6uqKBw8ewMfHR+6YCkR9c0w8a+B5DICkL1dCrmDMuTGabukDwL1tr6Lrr1d11k4IAO9H3scXp74wy1rrswE0BAD1dVIIAN9GZvLOh05bpgbAxDBgpR9vl+m+SgHA/4VFohzHCSS3AJDZeX/nhoD/Ad7xcKUiRasuQlo2vw0g3zotjYzGNJlOIHIAsHfJ4nhpR0kAV7VchQkXJ4gA4B7g4V7NR8W+9+E45OLELwFstwDVXlO5asUKnw1gUo41GvtQpg3cQvJon3LWhu0iAEhUwGIfTkxYb2s7DBH5AQBJurh5ajvHMTeB9QakC5MJgGQ+iaSJueeEAPAzhQI31GFgqnm5Yfc31SUB4GnbyahoSaXaM1YFLEUCeDUwGDmwQLOypVjbhakhEduHRv2e5QZY68/ac/7zO6i36KzmNsUQi0O287A7uw02ZlNJBmgJIA2A7asUw5LPq6Hl4bpGdU/fxR8lAI4YMQL16tXD6NGjzTaxedlwQQLAtODhcJZpA0jPbbXt1TTTTAdyJn/gSgD3tbuKLmulA+CDyAcYeso8X136wsCQ2LHVZUoA9e2zvATAboqF8M/xYauATQCANdIVyLYA7itqI/29do2s3e7CoeRBkz52fBJA5g38ywwELv2sc88ca3uUS97G+jsfANK5gPMCAPuULI4XagAkaqDJlydr+qvJBVzvDwQmvwAlAaQA8B8nR4RYW6sCTvvb2mKQFzudpgq05ibopFQUWhg+AJzqUQQnXdixWenrt4dGYFhJbWovwwDwS0R4nRfcK+aUABJYSaJVwIpkYIkX1Y8hR4Bdn8vfv7kEgBWKOuPPsbVZmhUhCaBUALTIskfiK22QfZJujlukACDdDz5zFKnBxOVPvPaKIvaeiEmP0tsEMRPwnqaNXPGz9e/ob005ItGQzAVAej6Y7zlj+sl37YleJ1DGtYypm1W1Zw4OMVgCuHbtWs0gU1JSsHLlSnTp0gXVqlWDjQ3TZBcYN26cWSYktxo1x8Sz+m5CCaCpAPBsn7Mo5kS9GLgAuL/df6p8ntwiJAE0LwAKh4HJDQC8OuAqgqNhdglgV8VCPOYCYJJ4GBgxCSBTBctUq1i73YZDSXE7qJkNZmLRzUWSHkVRACw7BLi4WKctpUcl+ITMYf3ds+oCpGezbTRNDYDfxiVgTDy/JIL5IiTjalrGCwlWVqo+EkPwGVdnaPqrVQH/gQAOAHIHy33BPnoXBAsjAVDopa2I7IB9WTtYAHgu6D08srNlSQDbW32DsDJUkG6+YiwAkswklG8+VZjjIQCYluOB4nNeAywAPAzs6i1pX7LP4gTMuz4Ph14eEr1Wk9eXIwFcGBWDBmnpOjaATAkgafzx/BasDEvGAmDdCB9ciNXaExdUACzqUBSRabo25swF4QIgM5LCJwAU3bqaCgYDYLly5STdhTiBvH1ruswPkm5q4kr5GQBJoOHx3bJUwZyz07yQFvwVnCsulDwDzHh/zC+jM33OoLgTJY3gAuCB9v+h0xouACrhUln70mPaAH7IALij0w7YZPqYBADTLSxQz5ttP0K/FGgAfL6gI+xtKNCACSSAtsocZFhS4X6YAOjo/SusHCi1k76yu/NuDD45WKya6ncylhkeRfCXgDRKUAJYtArKBbHTV3lWnY/07FTWfU0NgCRP8XcSAZAJJStbrsSPF3/U9E0DgPX/QECSWgJ4a7cm+DBzEFxYU8GPDACk51lfm/RvKQHfggQgpyWANwOC4UiCoUuwnWWqgLsr5uCdHxXona+YFwBDkJ5TBMUIAGakAIvVqu4heQeAZA6Oh4RqwtjQc8IFwCcLWqLhnoaaKRMCwDO2k+ErQQVcL9wX5+NGqNor7+mEcxN1vX333w7Cwqe6kkHmuuW1BNDTwRNRafIkgPoAkIyNQGFuSAD/6vkXvN28JZ2HciuZg0MMBkC5nS/I9c0x8az5MEICSLzQvu6gyFUA/KvLDSxeuQyWyME/yvrqoQgD4MOohxhycgjvFhDKRCJ1v+hTAZM25Kgs9DkhCLVF+u9uUcMIAEzBI3sqMGmotRU6lFarsNQTQPepi2IRnuSUw75RDdHQRx0mwgQAaJOTg0x1vEcmAEoNAn2sxzH0OCYtBzgZy3TPIvibYXPGevGU7g9cpoy1WaVoFXhzAJCvf6YGwG/iEjBWAAAnFPXAWSdHNEtNw3oS9827tCaLzIoWKzDx0kTNENKeLUQWrFGtHkMCKBEAbwcEw35OvGQVMLnpieBQlMlSe57reQZSA0bjoO08DQDSe00uAHZTzEOA31bBR9bcAKjIcUfROW+AjFRgsdrZZfBhYLdhEkC+uKh8gxOSAJK6i6OiMcOTCqNFF/MDYEWcj6MC7pP3ws4RujaQv114jY1BvfQer3kNgCT8WHRatP4+clTATACclPkNHivL4R+7aZo2SBitY0soxyxzqoCP9zyOcm7ShGNS33F0PXNwSK4CYEF1FjHHxLMW3wAAHLr1Jq68isbWYXVh6/JS5cBhSgkgkWKQiOukcCWA57pdQdG1ZVW/VU/fjEQQ+6JsVo5JpgTwUdQjQSkRkTS2O0Tdx5CS1wBI+izkFKMzHl4nEC0AhllZoX0ZIQBcjCc53mwAjHgKbGjEO21SnUCMBUAiQZZ6oIoCoM9XwLl5uuOp0hPe9/qx/p4bAEhSeq2J5H8RzS3ijsOuzqCDRXfzKoEAW8r0ZVmLZZh8SWsDOOVVRczKGq4BwPVt1qPZrZ3AI10va+4Hiyq24Wx5ALgpLBKN07WxMYU+gkwFgF0V8xHot0Xw8TUWAElmErXMm3qBM+x6rwaGoKAC4NMFrdBgjxbSjFUB1wmvhItxVLxVXgBUKrH35BksjpmUrwHQ3d4dsemxBgMg34XjM8ZgzeIlZgdA8kHsU8g8zrDm4JBcBUAXFxc8fPiwwHkLm2PiDQbA2XGApSWyspUIT0xHqcKOGg9eYwGwzYE2LNuLO0PuwM7KDokZiSxvtfNdzsFzna9qCA3S16mDbAoDIMkHPOgkFZOJWz4EALzc5y5qLTgjzq8iABhuZaVjN6SVAPIA4OPDwCHqi59bDAHA9i86o4vVDXyf+T0sK/OAGM995ALgNM8iOCEkAWy9DdjKk6XgyxPw3si2xZMLgEsiozFdphcwGa6QVJgLgEwv4GUN52DyDe38kTZ8cpbDyYeym1YB4M0dvB7PXFi7EBQCj1lxkiGbtE9iCjZOEwfA5FfTcNhpgtESwC6K+QgyIwDqswG8EhiCDFoCmJkGLFI70Qw+BOzuI/5McmtMD8HSh79h97PdotfqkwDOio7FAg8q+DBduBLAZwtbo/5uWoOi3WtcT1+pTiC1w/1wKY6Kt9q0ggd2jeRIAE/PAq6tFdWK5LUEUCoAEjOkZ2FUKCimBJBv4XILAI90PwLfwtS70dTFHBzy0QDg+vXrsWzZMoSFheGzzz7D6tWr0ayZNg+jvsUyx8Sz7idHAjjsL6Bcc9bldAgXYwGQSOLCU8I1bY+rNQ5fV/8aCYoEVsT6C13Ow2NdBVU9KQD4OPoxBp4YyDvFHwIAcg2SBfeSCABGWFmhrRwJ4KODwBFtFhHmfQ0BQPrgX5PVC1t870o6v0wKgH0vAb/wqE9GnIH3b2yboPwGgEwv4F+cq2JK8mPN/HHDZ1AAuB3w1/Wy5gLgwfdh8JsRLQsASUzBJmnpIE5Q8ZaWaM4J50F3jADMn25f4ouSFDTR6y/FeYoJxp0VCxDsJxymxlgJoBgAZua4w5OogC/+rHUiGnQQ2NNX0h5mVWoyHke8a6qygYgVfQDITCtJt1NVocB1dRgY8jdik8aUnhtrA1grvDIux1HxVnkBUP2eETOLyWsALGxXGHGKOL3TT86dCfsf4M/7lJ2yGADeqrUU9Xt8i7j0ODTfz35/iq2znN8PdTuESu6V5Fwiua45OOSjAMD9+/dj6NChIBDYpEkTbNq0CVu2bMHTp09Rpoy4y7Y5Jt5gACQHW8X2egDwSzhXlOaVqTr0h/lr2uJKAHuU74GFTRfqAODFrudR5Fc2AFpYJ8DZlxKxk8KMI/gk+gkGnBjAu9H/7f0vOhzuIPkh4FYUUwGPL+qB806Oqsv6JSbhACfXKrM9Q2wA6TlkhiQQHIxFJlz8Zml+Ji8QZiDoSCsrtJEDgA/3A3/yJ66nD3ny0tkbKhwImqkCpse/L6slK7CtvsWRC4BTPYvgpJAEUAgAR56D9zr2GPIaAL8v6oGLTo6gPYX7liyO5+owMD9bFMfUHO2HFBcAN7TdgKbX/wAe63qa8r2cf2/3O0ad4V9nvrWhAXCuhzsO68naUFAAUJ8K+O67ICRYeMDz27+B9VqHCgw6AOxhmw1IOmSq9sGfNbpi9jXx9KX6AJDvXnwAWGVDV1g5BqqqGwuANcM/w5U4KpTTj+0qYlwbjiSqgACgm52b6p0jdu4sOvEUm6+8U1UTA0D0+h2o0R+tD7QWdTCRtE8EKh3sdhB+7vyxWY1pl1xrDg75KACwQYMGqF27NjZs2KBZg8qVK6Nnz55YskQLLUILZI6JZ91LjgSQqDZ82TZzbAmg4QDIteUSAsBrPS7CZTVl50BLAC2s4+Dsq43h9nevv1HWlbIT1AeAxIvWmCDR/oFhgDJT8NlKtrBAI7Vn7ang9+jEcbLITwAYZWWJ1mV0g6+SPnZWLMZTrg3gg/+zd9bhURxvHP/GnQgJ7hQnSLHibsXdpVAKFHd31xRpseIuBYq7Bnf4UdziroR48ntm9/Zud2/1chdCm3ke/iA3Ozv77uzsZ1/dAxwdKnjtGQHAmHR71C7GdWAXE3CmAOCgSyiyhgaqpZ0qoGoRV7Q7pe/7KBUEYmwTMCNfkkbn/ic/sAFwkVluTEnXAaswAG4BiAmf14QAsJJHJTwOfaz4/cEAoJymx1gA2DJxPvxKbxSdnyEawNB5rtpnQQwAC0UVxMnIGwglANhvB7DtR90ceuwH9nZTLDNtx0wGwOJzV8O+8CZ8F5UHRyLvUtPgm4CVRgFXDCoHbw0Avp7fEtaW5tzrzyAAXv7kh4Yi2mT1ghY/whJmSKH01+KN7DsxCcmoMPsc1UkpACr1Vzb0eva33o+yOcsaerjkcabgkEwFwK8RBJKUlAR7e3scPHgQHTroop9GjRpFVS+5evWq7M0yheA5J1UFgH8BJbh+UsYCwF4ne+Fp2FPt1NoWb4sFdRboaQCfdLkO86U03GkB0CoCjt8t1R7LDof/J/wfdDshvBn/twAwCU6ldZoFvgYwzNxcb4NltAItExfhRXph7B30A2oW10QBP9wBHBuRIQC0TE9HiiYKmDlXTLodahfzkH0uSAe1ACjpA9j5CrBMwIF60GUUWRNIzefy+AYo6u4gaBL9GgBIyeCDD7rmy4MXGg3gQrM8mMrSAJJcfuyE5JQGcP9gIMZPT8aZDYBHnfujTwZNwC0SF8K/9HqjAiBmO2O/kyPs0tPRVqQmd6mQUjgUdx6hZjnhUb0rcEf3gY8e+4C9wlYHyYVdvhOOVGyTaRpAynJgnoBBZucwzWqfIABesB6P78wDBH9ja8IrBJbHjSg624JQDkAiU9LkPgzETMAbA4PxS15d0nBFG4SJOjGWK8byIguAHTcBFbqqcqUwZOpnOp1BfkduIJ8h4wgdYwoOyVQA/BpBIAEBAcifPz9u3LiBWrV09WwXLlyI7du349WrV3qyTkxMBPnHNCL4ggULIjo6GgRijd7UACDJb/WdaQBwwNkBuBd0TxUAPk4rht5JUxFnlcAFwPprUaQIXXT8RfgLdD0hbI4xNQDGmZnhhyyjARQCQF0UcLi5ORoIlF8iMhQEwAfbgOO6mrPsdalUAygEgJ/TbVGzWC5Fy1wtAEqagMUA8JeruPY5P8LjEtGhMq0hFfqSlwLAhSFhmKoyCCRnSiqu+ArnQuQngmYD4AKzPJjGAsDZoeGY7aGBdgDrm6xH7U0sbRVL0kIv58q5KoOUU1Ta1gWFoE58guyL3lgawIwAYKsKeXHyaSDsCm2ApQNtzntWZQ5wiI5mFWqMjBgAFOxkKAAWqI6jDYZhxg2dq4bYPIxhAmYAZpDFCUyz2kOdiq8BVAqA7YNzYmcEHX1uCgD8MzAYP2dRAGRrSQXvl8YEbEoN4ILQcLQdT4O6Kdo3D4De3t5UyTgbExeTZgufAcCbN2+iZk2d2WjBggXYuXMnXr58qXevZs+ejTlz9KMgswQA9jkCFG/EmbO3vzeGXhiqSQNjuAl4w5MNWPt4rXZsJRpA0nldShssNWsGx+90OdyOF+2JIvWmUGNlFQA84+uPFl/VBCwNgLdsbfS+sJmv8RaJi/EyvRBXA3hvM3BSl3CYvSgyAoBkHDktAXMu4wLgZWBZcf29c/B1IG8Fzt/VAuDMsHDMdddBmJINum90DCZERElCCPmRrwHcbVEYvVJpvy7SPFJSEGqpq2WhFgDVmoBXBYei0Zd42XtoLABsnrgIAaVZ2jeexKRMwB0q56cc+e0KbYSlA10wQKkvbqmQ0jgUR5sA9Vr3vcA+4cAzyXufpwKONhmX6QD4s8VJTLeiI48NBcBxwUmYHbGSGsMUALglMBgDsigA3rQZjnxmEqljTAyAP0XFYGxkFFW20VQtywJgamoqtm3bhosXLyIkJARpaSSVqK5duiReJ9JUwmLGNcQEnKU1gH2OAsUbcsRmLAAM/RKKRgd1cKkUAI+n/oB81q/Rv5Cjdl7Hi/RAkfp0ZZCXES/R5bhwRF7GNYABQJou6S1/PbE1gGd9/fUSLbP7K33x8M9hrChgJrBAaE6CALizI/DuouAjlA2AXLGwS94p3XMMBcBnlmXgmfJC9DSmBsDaX+KxPjhUEgDj/XoiJbaCYBQwmbjcBwD7WWmWuAiBMgDol1wcs5L7U7ks2S1jAFgGh+LOCsu5+x5gn3DqqW8BALcPqI5+W2ifQKUawDHByZgbscJkALg1MBg/ZVEAvGUzHHm/IgBODo9Ar5jP/00AHD58OAWApBZw3rx5Qcq/sZuXl5fSPdck/UgQSJUqVagoYKaVLVsW7dq1+/aCQPr+DRTjlvjhAKBfPziW0K+nKiZYdhRwVEIU6u7XpcYRA8DHXa7DQuMDyIz7ydISrQtqyjABOF6kO4rUn0b9/CriFTofF87JlZkAeM7HXy/RclYCQKGXLvOibZ64GK/SC3ETQUu4DmRVAJzokROnxaKAO10CltPR5ZzW7wRQlJuySUgDePujLxzS02XhRekm0/xzHJaHhksCNvmRrwF8FueE+jmtRJPZbmiyAbU2tZQdl+mgVgNYKjEJhwKCJOXAmC+FfADVAmDTxMUIKq3bW/kXRjSAeVJTEZHuiO8TucEiJgPAbruB/cpKFHLmRvpEZgAAIABJREFUa0INIKnLffOD7l1ItHSMCXigxUnMYGkA2b8pBcBRwamYH0FbYUyhAdweEMypG83IzSk1DbEWvIATpQ+Zgf34PoDZAGiYII3iA+ju7o4dO3bgxx+F/VoMm5rxjmLSwKxfv54yA2/cuBGbNm3C8+fPUbgwHcwg1UyheuWcT40PYN9jQDHat45pWgBMyId43/4GAyC/4ocaAPxoaYk2bAAs3A1FGtD1W6UAcHuL7eh3hs5dZUhTEwVMXkRNeWlW2Of82hpAJQC4tX81+EfFo2nZ3Mi9UtwhOzMBcOD6ErhrZyt7+4h8DQLAX+8AubipFYQAkKllK6e9kp0oq4PYmuD7ALKjgMkxjcpWEU03YWoALJmYhL8yEQCbJC5BcOnfRcXKACDpwDdvMgBo7XEaNu50QJ7S57BkSBn8JaYB7LYL2C9cflLy/uepgL+bjMf0G9za00LHqPUB5AMge8yBFqcww2oX9Sembi0Dh0oBcERwOhZGLKGCpEiwlF7LYBDIjoAgbc5I9tjZAAj8pzWA+fLlw5UrV1CyZEk1e2um9iXav6VLl1KJoMuXLw+ilaxXT1lCyCwFgAKJoLkASDSA8qltGOGzNYBfkr9wShOJAmBXb1gs4eZPfG9liXYFdBrAvwt3RbEGtCO1aQFQxARcvjOVZy3WzAy1NEEg3zIANktcgtfpBVHMwwHvQ+OQ38UONxLEa3p+mwB4EVgukEV/+APAnasZzOoA2Kx8DQTG0ZHL/PbvA8ClCC6t8x3mX68SALR0egq7AnQQhGIADC6Lv76cEX6PdN0JHKBz4qlqWRAAL1uPQVFzOq0QH6DZUcDDg4ElkYtxYkRdlM0nEKyYQQDsFR2L3c5OeuJ0SEtDnPl/WwM4KTwSvWNi/5sm4BUrVuD9+/dYu3atnvlX1cOXRTtnLQDUN4cxAGiV4I65gfGYUjROT5LmZuZIS+f6ZlKbLSsRNPm94o6K2mPbFGuDhXUX6qWBeSwAgO+sLNGeA4BdUKwBnfLkdeRrdDomXJg9wybgj/5Aeqr+ypkZAcx10wPAUAsL9MyvKRfFO4qk6+A6L3A7iGmWMuID6IQveGZLV/OQ0gAyAMie0UdbcR8nZixSfmqfRCJooShgsbkIPZ7k2tVoACd45MQZUROwCACOfAy46SqEiH1Q3P3oS6UN+RoawFnubjisSbpMAKaFZ034fxaOIN7QdANqbTSdCbhEUhIO+2eeCbhJojQAEteLvKn0M8oHmI6V8+PwI3+YWYfCsTjtv6YUAEsFl8GhLyI+gBkAwGNNJ2CaN+2+ItUySwPIfs4Z+TUqnQuXXoaAA4Ah5hgw9hGsxMyxGQRAMVm4paYi3sIK8dB/v8jJ0NDfmfdWxcn7UcLMD2us18r4AG4AKnY3WRqY/zQAkvx6ly9fhpubG1VmzcqKLorOtMOHDxt6n7PEcVkKAPufAorU5siFAcCSicn4PThE0MwpVl6HDYDUi3+7p3bsFkVaUIXt+aXghADwrZUVOhTIqz32SfGfYV6HTlHyJvINOh7rKHgvMwyAH3yE1wipmTzXFTHmZqhduCDV54KPP3KnpooCwpMPPpD6jv2aANg0cSnepHOTRCsBwLKJidgvAYBs4TEvXrVpYIwGgN28gcUClXlGPQVcda4a/Gh15hoIAJL0sTU0Gl9jbB5KTcArXF2wzYXWuvATP/Pn8W8DwMaJyxBSeo2ouEn0ff4UaQAkB2/82R3l8hRA/uXSiXS1aWAkAXAHcKCv+iWQ2xMUAGayCXiAxWnMtNpJzZdvAhYCwMczm2L3HR+s99FZAX4NscTQCRLpgkwEgMMio1AzT3XMtkvD26i36mVuwBHUeyv8HbDme2VHdzAtAE4Mj0Sf/6oG8KefxHM2kbuzdetWZTcpi/bKUgBIfAAtbYD8VQALGrQZACyTmITVwaGCAChWYFsKAMu4lcGBNgf0APBRl+uw5AWBvLayQicWAD777megNg2AfN9C9m02GQDOigLmuCDa3Ax1NAB40ccfuSQAkF9xgL8cTQGAOaDLAyilASRalrcGACADJEqu5asDINnU728FTozmTnf0/wAXGuJJG3VpFC756mcWIAB4xNEBi9zdjLaTKAXA5W4u2O787QHgDcc+2tRI7GuV06Ky+8oB4ClffxRUAIDawAUZn2gdAJbFITETcJftwEHDfIsv9DuAMdfGy64hY2oAf7I4jVkqAJCRFfuDfUioNYaNl6jhbSIAHBURhZ/z1gO67zaZho1/M6j31p5uwGsRFwD+AdkAKLiejRIEIvukfOMdshQAepQBQl8AVfoDbVZRkr3hfwNDLgyBsQGQ1DQktQ35GkAhAHxlZYXObAAsPhCoo3uRiyXgzHAQiJgGkORjmu2sCgD5ReeVQBMFWP2eaaP5JJe6mXQewKwCgOQa5ACAuU41JuBpYRG4b2uDs2ImYMYdgQ8AY18AOXT+pWJriQDgISdHLM3parQdRxAA830PT5sw7TlIn2VuLtjBAsAeVX/E/8L/R/WxS0tDPMtHitT2rbmxheAcheRe0aMinoQ+UXxN3yUl4YhCEzDRLp2zt4NLWhqqJ+iS38vdf7ZcGiUuR2jp1aLzO+UbgIIpdKomsSAQ8ptaAGyaUhUrfUWsS122AQf7i8ssRwHBSizkAO+BxzD00nBZece+IL7WZiAylJMX9UzxooDZJzAOANpi2HhdIn+9CzARAG4ICkGtQo2AHnszFwB3dQLeXpC9T1SHbAA0HQA2atQIxMzr4uLCOQkBJ1Jv92vmAVS2OqR7ZSkAZE9Vk3SSDYAkCWwzgUjXnLY5EZ6gn9JCSgNYyrUUDrU9pAgAjzk6YBqr2sGzbxAAH37wAdd5gbsu/isaQLUAOOKP4rjiYK/oUSOpVcQAcE2jNfB64IVF/9xA2SRWfedxrwEnXcSzFACud8mBLS50yStjNEEAbDgNnh9pcx1ppM9SNxfsZAHgzq5rsfSerjQiey5ZDQCF5CQFNOZpZnjySZfoumHiCoSVpj9GhdoJ3wAUFgHA9pXy4ehjunqCWgDsal0LM17R5dP0WuetktVEkCM/ECPso3lj4HEMuTRMdvnEviDptswVA2CFhETcYKWBYZ+gv8UZzLbaQf1JiQlYSAP4S6g9Roy/Iz5vEwGg1nd6iDc8z6rLvUgCDY+9OyYra34H6r0lkQdVb0ATA+CE8Ej0/a+agM3NzREUFIRcubjlo0hSaFKGLTmZtZmrvtVf/4BvBQBLJyZhVUioYLJjdzt3hMXrtBbalxcrCIT8jf1yLelaEn+1/Qv8/IBCGkD+C+NZ8QFAnTHamyf20j7Z4SRaHWll8E0WdRjXagDNUUdTXu2Sjx88UtNEv9YzGwDjPgyDY4IbntoOoq5fSgNIzGzv0rk1JpX4AJJxhWQkdS6xufBvko2FDe73vo8Hi3Khfz5lNUKlAJAZP1e6JS5+pKtCUG3SR8BOp9UTW0skDYwx/f/EZAcBAFzi5oJdLADc2309Ft4Rzsf5rQOgY5IdbvnrSmg2SFyBcAkA/NsvAMWShTWAGQHAbta1MF0UALcAhwaI7ytOeYFY4SjtmwNPYPClX2X3pNgXCwBYZCEAdMCI8bczHQC1+4uFDTwLKdsHmElmDAA7AO8UFpnIBkDBdZEhE/DTp0+pQStVqkRp+UgQCNNIdZAzZ85gw4YN+Pjxo+zDlJU7/FcBsIRrCRxuexiRCZGot1+XMkcRABb7CairK1Mm+tLueYeTekbtOpADwChzc9TVAOBlHz+4SwDggw8+sJaYgLE1gNSpXk3EM2va3PRNAqDnBLw6MYxj/ld7D/n9c1ja48YbVolGXnmlbwEA93ffiPl35guKYlOzTfhhQ3PB376GCVhoIlIaQD4A1k9ciYjSv4ne9n3+QSiXlET9zjcBt6uUD38bqAGUBMBOm4G/BoovRcfcwGc6tQq/3fz5JAZfHCq7jI0JgP0szmKO1XatjNiJoIWCQIQ0gD+HOWHUuJtfDwBVuI4YBQB3tAfeX5a9T1QHEwPg0pAwtIz78t9KA0M0f0zVj/R0En/HbXZ2dlizZg0GDJD4ElN2+75qL5MD4IoyQKwBRaR5JmCiAfwtJFSw3q2HnYdgYlopE/B3Lt/hSLsjegD4sMt1WPGCQPQ0gMX6A3XHae/b1wLASHNz1GMA8JMf3NPENYD3P/rARn8Z666hqECEqgofwJaebvBO+YW7lt+MxjNLGpS/SQD8bIdX4S+MCoDONs7wfvlMJ6dvAAAXu7lqc6SRj5IDPTZh3u151DVYpKcjlVUd6d8GgPUSvRBZWrza0yH/QJTSmPTZALiya0VcfR1qMAB2tGuCOf9sEX43yAGgvTvwRd8iQgZTDoAE8C0VawDJ2EzgCH/SfS3OYq4GAKtaHsL96U21fsVKAXBguDNGj/X+OgBoaQekyNef5k+uXfF2iHu6F+RD/b6CZPLM8dR7a3tb4AOdPFy21R4NNJ2j56NobW6NpDT648TQ1iY2DvPDwukMEv+lWsCfPn0CAb9ixYrh7t278PDw0MrQ2tqaMglbWFgYKtcsc5zJAfDSAuCasL+QpBAEANArJBQtC3JNhWQMQwCwmHMx/N3+b5MC4O2et/HDnh8MvtdyGsAIc3PU1wDglU9+yJmWhu+LFEQyr1whmcC9j76wFfiQYSYnphUh11BuxhXZazgyrCr6XmrC7efTA89Sl1B/kwNA3/RcSGJ5KWaWCZh8CAild6BMwDHWeBX52qgA6GLjgusvaesC1b5BADzY80/MvTVXcE2oBcDCOQrjU4zO505uoakNAhEaT40GsG6iF6IkAPCgfyBKCwAg0WKN3PsIx54Y5gPYJkcHLHwi4nsoB4B5PIEg1kcGSwi3fj6JX5RoAF/OB9KND4CLatzGlJZlVAPggDBXjBl3TXx5CPgAkrXy1ppr92D2VCWBLeRkVH9LWyAlQVEwDHuCBADnX6BTCCk9H3VOtQBIgH/iOz0AbFCgAa74ye/dYkIdERGFX6JjRPcquWdVze+m4JAMmYDJ5Il/36BBgzBz5kwKBP+NzRSC58jp8iLg6mL1ohMAwJUhofhRAAB/KvcTtj7XT8cjpQEs6lwUx9of0wPAB529Yb2Mqw3T0wAW7QfU06VSENMAmgQA600EGk2jooDVAKDSBLT8G7Ws3jIM2SCQjJrXURAAWT56UgAYk24PWySicuJGxMGOGjmzAHDPj3tAtP3dT3TnXBEFgG/fgB8Brn4hc48gOSuvvWRFvX4DALjIzRV7NFUSyDo61HMz5tyaIyiKPxuuQY0t7QR/E1oDTtZOVColpa14UhKOqogCNjUAHvAPRBkRAByx9xGOGwiArXN0wCIxAGy/Hjg6RFxkzRcCZ6cK/n7755MYpAgA5wHpVkbRAPaxOId5Vtuo+fxe/wGGNfxOPQCG58SYsRIwIwCAJPVVJZ5lQwwASY3pVzb6TjJUfwsbIDVRFcSRa80QAKopoSoCgHXy16HSqBna9IoH/Jc0gIzQXF1d8eDBg2wANHQVXV4IXKW1QKqaZrHd9L+JwRcGg5iA2QC4qO4iHH17FD1L9wTRqgjV3JUCwCI5iuB4h+MGAmBfoN4E7eWIAeCtHrdQc29NVZfN7iwIbcxDONsZ4ebmaKDRAF795Ae3tDRM9siJkwKpSLIyADLXPDBpHC6mVclUANzXeh/K5Syn9/VsKgAkOSuvvnisu82sTTUlLQWVd1YWXC+ZFgTyw6/wDD6hnQNZNwvdXLGXBYB/9dyC2bdmCwNgRDxqRIcqBkC1D4epAdAhyRa3/V9rp1UncRWSSi7jpLphz3m/f6A2qpttAiYawOF7HuLEUzoYQ20U8HCPCRh8d4SweNqsBo6PFBddiyXAmUnC62jQKfx8QQIeNUfFvpwLpFsbBQB7W5zHfCv6A50NgNXNXuCADe1KQBojPyEfwAERHhgzRiIoQgAAhZKWiwEgqSr03MZGT2ZU/3yVgYBHWRgAcwIT3+vtYU0KNcEFH4WpZARWSzYAAiCJoD09PTF2rM7pX+2mlZX7m1wDmEETMBcAw/BjQTpn2rlO55DXka7O8SjkEfqe1s+MbwgA3u98HTbLdJUZyPh6GsAifYH6OgAkffqd7oeHIQ85t/pmj5uotbeWwbdfDgDDzM3RUAOA1z75wTUtDV/MzASjRY0NgA6IRzGzQDxLJ2XMzJARDSAjoK8CgK32oZx71gDAE+9PYMr1KcIv7syKAuZFO5J1syCnK/bloOukkv8f6bUNM2/SpRD57c/AYNRg5dxj/67GDCb20GQ2ANZOWAWUXIoYEXefff6BKCeiAVQMgKQG+rNDQFoKit6rDzPLGHjVKYp2N4RLTKLd78DfEqlcJAAwfoov6u2piQSZ+rafX09HjlTgie0visFHzAdQCADLTP4LL2y5/vNSANg8pjKWj6BTyQi2DAIgSWPz1FYEAFutBE6OVSwHZn6ZpwEUBsBWxVrh5PuTBr9/sgEQwIIFC7B8+XI0btwYVapUgYODA0egI0dKfIkZLPrMOzBLA+CXCNwMf06lLaA1gDoAPN/5PPI40HVvDQHAAo4FcLLjSSoPIDsK+F6n67BdLgeAfYD6Ezk3adc/u7DkHlfTeaPHDdTeyy1tp+bOygFgtLkuDczNj75w0vj4yaVBEZqD2MuZyOnFPf3EsZesx6KYeRCGJo3C6bQaODq8Kvpc5PkAKjQBM/MZkjQaz9MLwzc9d6aZgPe22ovy7uX1vp7n1Z6H9rv6Gd0ELKUB3P1iNxbfFXaXyDQNoIU1PAvp6kmTNTg/pyv2swDwaOPxmPH+gOBS3hwYzEm6bGwALJaUjL/9AyVfxuwqFmrWOunL1wASALQsuRQRIgC41z8I5QWigIkWa9iehzipRAPI0gIXmUy/sFc1thEHwLZrgWMSyZxbLAbOTBbeamaEIWmeO6qIBH0xByUEtUGeqO9w3WaMYvBRA4Cv3r5DqV3cUmcEAGsUdcP+wbTVhG1ZaRJTHV4jNpsMACslJOKxkQGQSjX2kNbAqfn4oRQXRjABtyzaEqc/nFbzyuH0zQZAAEWL6gq18yVJooTfv2fl9DJY1F/vQJMD4NODwOGf1V/gyEfA6sq4ma80Btt8AfHRIADYSqMBZAPg45DH6HO6j945pDSApLO9pT1GVB7BATdDAXDfy31YcIfkztI17+7eqLOvjvpr1xwhB4Ck2xoXZypCa1hUtPY8xgRAMqjQxs746J1OrYahyWOMAoDMBfRJmoyd1uJ+o+zry2gewKPtjqK4S3HOyya/Y36c6XSG2oSN7QNIrpEzZ9bLv/+Z/ngQLFzuKtMA0N4dnrl1ia+FAPBvRwdMZyVGZy/wfxsA1kpYjdgyy0Wf4T3EH1EpAKamAPNy6o8lCIC2aHdDuMY42q4BjomYh8noUr/PCAPmucsCSWJYA+QLq4grNuNk+zIXpAYAERsMrCjJkcWjAR9RJm8O2FrRwZVsAGwaWx0rhxsPAOsUyo9oFtR/n5CAh7a2+u8QYgJuMge4MEuxHNiDqA06ofYH1QAorAEk7lF7Xu4x+P2jB4BjngPO3JrtBg/OO9AUHJLhIBBjXVxWHscUgudcb1w4sMzwAJqbdrYYnCcXBYArQsLQ2ogAKHRfFAFg4d5AA66PzcHXB/UiIzMDAIWu4WsA4JHhVdD3YlO96ZASZnbp6ZJRwPyDLqRWRhML8cLvxgRA5iOB/bJh6kRnJgCSoIpDrw+JbhWZBoA99sPzts69gbzA5uV0xQGWBvC4oz2mergLznVLYDCqmdAEXDQpGccyUQNYM2ENPpdZJnpfdgcEoUKifh5ASgO4+yFOPmP5AL44DuzvbRoAtHMD4iPosYfeAtaJ+B4rBEAyTNGXg3DMZoZi8BEDwF4WF7DAik5pw/gAIjYIWFGKKwuJgKimsTWwcvif4q9SlSbguoXyI4oFgNXiE3BPIFUL+2NNjRaPmWimACA52exoPSsGKXXa5XgXg/FDDwA7bAQqdjN4PKkDTcEhmQqAOXLkwOPHj7+5YBFTCN5UALg8JAxtTAyAdzteh90KGRNw4V5AA66J5fCbw5h1cxbn0rMBEBgYFY3RkdGqAFBuh8lMAHxtZYVOrDrQcnNT8ruQBlAskIgZL9MAkPciIXNll0Ik/z/hYI8puf6dAGifbIM7fm8osd9JK41RScMQJwGAuwKCUFEEAH/d/QCnngVRY1GBDU8PAIfpyjicZgwNoH1O4IumHKYUAE4PBeZ7KIK6qq+6Yav1MkV9yfWYEgCbxf6AFcM3mQwAhXwAmb2LOakUADaO+4KLAiUjMw0ARzyE54n2HPmQj1u5fUVqv9KzrnTcBFToqmSLU93HFBySqQDo5OSEJ0+eZAMg/9YbUQPIBsALnS8gtwNdmsdQE7DQKjUUAEnNx2ne0/6TAPii3h9oWCaHoAaQCEQoGo/5u+qdgudPk1ETsJAGsLRbaZCvZ6IBNDUAxk71A0mFIrdRf00ATANwwtEBnomJKJqcgpMO9pj8lQDQ1D6AbABcltwVh1LroUCx+XgtkCKErF0pE/DQXQ9w+n+GAqAd2t3oIPx4CEUBs5M//3ob+EMk/6gKAKz5qhM2WntlGAB7WlzEQivafGu4BvAHrDQiANYrlB+RMnl8+eUzpQBwWGQUfnd10btfmQaAgy7D80I/EwPgn0AFwzWKUnt9NgAa8iY0wjGmEDxnWl8igKXifpRyl8A2AbMB8GKXi8hlT9dnNiYA3ul4DfYrinCmpRcFXKgH0JCbZ4tEW02+ztUKXu92HXX315W7RNHflfgACh1sbBNw6rtl+JLEzQXI9gGsNukk/KKiBINAsgoAss0ZHA2ipl40G8BKuZbCobaHTA6ATI3d3xv/jmEXJaI6iTYqs6KABTSA/DV22sEeEw0AwH55cwn6Wal5QDITAJcnd8GB1AYYlmsylufU1Wtmz/fJBx+6SgKvFBzR+A3Z+QBnnhsGgL81skP7myIA2Gw+cG46V2wOHkCcJv2OJACGAPNzccz6YvKv86oD1lmvMg0AxgQCK0tzTy1hAq4eUhWbJ+jnetUOoNIErAQA+fuvFAAOj4zC2q8JgL3+gudNXX16at/t90wwO4XS503v/ZOzBDDivtLDVfUzBYdkawAV3AJTCN6oAGhri8F5aR/AZaFhaFuATgNzqcsleNjT1VmMCYC3OlyD40oZACSOwbzN6mXESz1/i7u97qL67uoK7oJwl6wCgDa+KxH2mVtSiAHAM6nVUHPKaXyIiPjXAOCW5ltQLU81kwMg80IRq0bCXhVZCQDPONhjgggALgsJQwtSN1SgRZub4Zq9naj/oJIHxdQ+gGwNIAHA/akNMMZjEha562rBs+fJfkb5eQD1AVAgIK7vMaBYfe2QTBSwV2N7dLjBNelpOzWeBVzkJeJWCYBSWlzmPA1ftcVq67WKAfC7lwMxxvIQ5qX0wZt0XbBAD4uLWKTRAPYrdB7bB1QHVAJg/agaWDvKeD6A/zoA9OwKz8+3OY8QAcDUtFTEpcQZlI1C8v2j5GFV0ccUHJINgApugCkEzzltWiowV3jzVDA93GQB4NLQMLQzMQAeb3kERf6gkxEzTU8DKACAJJ0MP+LX6D4YZEKsRNBi8jO2BtDWzwuhsYmc07EBsNa00/gQHoHeF/TTwJCDMmICTqEqknKbIT6AajSA2uhxE5uAsyIAJk2PRJXdFbUCF3oJnLW3w/jcutKY7LszMTwSfWKkK3sY4kzPnEMJAH55sQDpMMN7W4GAC5mUHHk+u+F8KJ2oe0VyZ+xLbYgJHpMwzwAAHLzzPs4+D6bGon0ABQCQ9yGpDABnAhd5pfhMAIBNXrWCl/U6xQDIrJXIdEesTumA82lV4JeeC90tLmGxFQ1vJZL34s2CH1UDYOuE2lg0eL34K0OlBrBzvjyClT/E4J783VgawFwpKQix5O9qujOrjgImh+apAE+7KD0A1L7Dtnsqed1yjyfvOX4zUTUQU3BIpgJgdhCIxPoiKQseSiTxlDhUDAAvd70MdzvaEd2YGsDZVWei00Fu2holAJiclozvd+ryWlE5oNr+JevbJfVUGksDaJeWhruf/CQ3AKnNzcH/NwTFJAgCoHdqOVScdhXvTQCAxP+ue/48+DkqBr+KpLlR6gPYPvYz5oXRUZJyJmApACSVH446OmorY6jeVQVyI5ZwLYE3kXTggVjLLA3gugYP8ccnneZJSL7n7e0wNgMAuMfJUVSjJidPJQB4+v0XJKVbUnkqhZrUWq8aVApb489Th61M7oy9qY0w1X0CZrLS3jSN+4LzGod/KQ2gPgAKBIFkYQBs9boZBW5KgZ2/VuLTrVEmcRsHAEul7MOr+S2BmABgZRnu7WHLIi0Nnjt1HyKt4+tg0ZB14stDJQB+srTUZpQQG1SNCZjUzV3jpswH0CQAWG0QPMPOigLggLMDcC/ontzjlQ2AqiTE6pwdBCIhuVMTgbsbDBItA4AlE5NANIDtNRpANgA+CX2C3qf0v/b5eQAbH2iMkPgQyXnMrjoDnQ5yI/WUACAZ9I/Hf2DdE3qTqp2vNtY3XZ8lALBQcjJO+tHpKMSa1CafI3AV/KPiOYeya/Wmz4rCs4AQ9DKyBnBwbg/ctKdrA4ulY1AKgGSMRx98KG1iRgDQEKduvsz5Y5CPhdeRuvJjQvcoMwAwDrYol7AFTmV0vqxC8r1ob4fRGQDAdAAVZBIRi63TWl/isSE4VBJKBD+cWANKrfVqgaWwJYEGQK/kTtid2gQL3MZyNJ4kOnSzi7PeuuSbgH/ZcR/n/mFpAG/9rl+jVwQAVzayR8ebIibgRtOBS/O5InLIBcRp9jYpH8BpwcCC3JKR3MzAZ97HIb9ZuMEASMYhMulmcRlLrOgI3nJp+/F8bgsg2h/wKsu9BrYsHu2G51NdLtBBts0wstsK8Q1MAQDOCItA19jP2jHkwPabAsD6k+Dps5cjH/YexIp6AAAgAElEQVT7zyfGB62OtFL1Ds42AfPEla6ptEASQPObt7c3qlWrBhuBeoKqpJ7JnU2hetW7hCwCgAdeHcC827rak0KiHlx2EIafnMH5SSkAktrEM27QxzYo2ABrGq35ZgBwqZsLdjrnEFx9zkGr4Ec0cOm6YulsACRm6af+wVkeAJmovqwGgCTo5FXkK8knPzMAMAju+CFhtckBkFyo3MtXShhiLgXMMRkBwGYxnlgRTlfjIAC4K7UJlrmNxSgW8A6IisaWrwmADacDlw0FwCBgQR5FAKj2Y0dI7gQAu1pcxlINAA4ufhEb+lSVB8AjQ+EZ461dBjNytUXXltxE+5w18p8HwMnw9OEmfWYDoG+sL348/KMqusgGQI24Nm/eDC8vL7x5Q5tpSpQogdGjR+Pnnw2ocKHqFpi+87cKgFe6XkFOOzqrvlINoFCgBl/Cg8r2w8iTXEg0BAAbFmyI1Y1WfzMAKJXbzfpLPSTZX8OXj0OQGk8HyBgDAM/5+CNvKje6mH0/jK0BzKoASNLOkLUp1TIDAP3S3VEnUR4AL9vbYaSIBnBSeCR6y/gAZmUAnOXeEJ3vbaduxW8pHbEjpRmWu40xCAAH7biP82wNoN6HsBkwm+u3xfgASmoAG0wFrizkLhfH3MBnWtsIKQ3g1EBgYV4cd7DHVJFAHj5IK4V1JQC4sPptTP2xjDAA5i4PDL1Bn54HgNM92qLbj9kAKLpHyGgAAz4HoPlfzVUBRTYAApgxYwYFfyNGjEDNmnR29Vu3bmHt2rUYNWoU5s/nfYmpEvHX75w5ADgBuLvRoItlm4CXhIajgyYp79VuV0HqqqoBQOJn1fGYSHklzewGlOmDMae4G41SADzy5ghm3pxJ78GVfsXQikOzBAAWTk7GCRkT8HsrS22AjdiNSokrhj+bbUavP+8YBQDLJSZiX4DmpSVwUmMD4IMPPiA6TEUawLubgFPj8cbKCh1ZiaDVakWEZMkfg1QeeRHx4psBwCt2dhiRRzgI5FsHwPl5GqHdrW3UvViV0hHbUpphBQ8Az/v4o2XBfPjxcxwWaPxKSX++Cfjn7fdx4QXLBMyv7/rjcqA6191EB4AO6HiznfCaaDAFuLKI+1u1QcC9TYBLYaDnfvE8gFP8gUX5IVXNJXMA0A/wKqd/fbOiAGJhO/orPKOva3+fmbsturTIGABe/uQH9zSS1ZJucmCrxgQ8MiIKqxX6AOZOSUGwVBBIjjrAE5Ul3OpNhKfvPo482RrAsPgwNDzQUNU7OBsAAbi7u2PNmjXo0aMHR3h79+6loDAsLEyVULNa56wOgLdsbfBL3twgPoCLQsO1VRnYAPg09Cl6neqlJ1q+D+CH6A9oe7St5C0wFgDe730fNhY2/zoAvDvgEDxnn9MDwGcBQeh5Xr8UHBG2mMnOMj0djz76it4PYwPg/Y8+sElXCICal3VWAcDar1vjRskTWlmR5NGxSdLRtnJ7DX+D35fSAJNTfpE1AV+zs8WwPHQOTn771gFwXp5GaM8CwK0pzbHSbTRHA0jklgzAinfxqgGwy3agHNfPj0Dj1dchuDu4CFy3iJRzqz8ZuMqrld3aCyjRHCAVQSI/iAPgZF9gccFMBcAuFlewzIpWAOg0gCIAODMSMDfX0wB6Fe2CJvXoj2vBpsAErAbomH2LfS4pYFQDgHlSUhAkBYBC0bdyD7OMBpACXpWRwNkACMDV1RV3796lzL7s9vr1a1SvXh1RUVwVvtx9ymq//5cAMDw+HA0ONJC8BT+V7oWxp7lf14ZoAIUqTKi998aKAjaeBrAo7g74CxVmn8EHdoqN2dH4FgBQqC6x0H1ip2HIDAAsm7Ms/gn/R3J5xL6cC6fSuhegsQFwXnJvKuVJHOxkAfC6nS1+/U8AYAdsSWmJ39xGcUzeYj6GDACOtDiMsV2bYdCT4lwTMF8DKACAxM88OTUd1lHvgbXcdFTaBVJ/EnB1CXe9EACsOoD+W8gLcQCc9AlYUphT3k9s4anVdouZgFUB4OBrVEoTHCU+gBpzMDHHF+uKxnW5vtmceRsRAGd7/grP0zNQMplgvq5JRQ4bCwBLJCXhsL9w9LrkBpENgHriMUoaGKLls7KywsqVKzknGD9+POLj4/H777+rfa9nqf6ZAoAnx9PmCQOamAbwWrdrcLWls/Mr1QAmpSahyi6RTVUzt36lemD8Ge7m+q0DYJGkZBz310QBF6gG1JsA7OHWdHxnZamNsBa7TSlxRfHo+3YwOzsVNumstDAUAAaj53l1eQDlNIBDcnvghhGjgLMqAJbLWQ7Pw5+rA0ArJ8QmG08DyNZeyUUBe9vZYui/FADnFmyNDtf+oO7FqhQaAFe5juKYvKUAsJLZWxy1oUF9ULGLqgFQuwjC3wFrdGmlOIuj3kTg2lIeAP4GVP1JAQB+BJYUUQSA64JCUCc+QdZUykxECQA+GfgJFQu6AFG+wG/lhdd8oxnA67PwtNKB0G/FuqFxXV71E/bRRgTAsw3XId8W4YhZMS3gqIgorFJoApbSAHaK+YzZ4XS6KlUtGwCNB4Bjx47VDpaSkoJt27ahUKFC+OEHur7i7du34evri759+1Lm4W+5fUsAuDA0HJ01/lje3b3hbEOnYhACwO6lumPaD9zavPxcfUL3rUmBBvC6zs1ZqBQAD785jFk3Z1HDZiUNIAcARz4GnPJQkYDs9tbKSutfKQWAL0Ku6v88OxrXPrzAsGvChcINNQEbGwBJIIV9eroyH8BMNAGXz1ke/wv/n+Q2oqcB/IoAyJRnFJrwt24CnltzNjrsoTVpk5IH4XRqdax2HakYABuaP8JW62XU8b8Uu8hNA8PXAHbdAZQV8fOTAkChUnCtFQLg+DfA8hKKAJBcg/cnX9QpXFDRK04JAGoT2Uf5AL+JJCe2cgBylYantaa0HaUBzDwAPNdwHfJ+JQAkgt4dEIQKidzKS7I3IBsAjQeADRsqc5Yk6WAuXboke2+ycofMAcBxwD2JMj4SAmI0gEQ1TnwAO+fPS/VmA+Cz0GfoeaonZ5QJVSegb7m+nL+lpKWg8s7KsrdDzleE+l0gI/rH6I9oc7RN1gZAkUoifFOnkJCIBlAMAHc/PozFT2j45TcxALRIT8djCR9AJQBYJjEJBwK4JhOxr/TbH33hoAQAez0A5tNBDplhAvZ098SzsGeqANDRyhGfk3U5zWQXtch9Yf6sRgPIPJPGBkAlmlByTlOmgZlbay46mDlh/bZtWJbSFfZIxBrXERkHwAXNgXl01gJtEzABa3+TAsAB54AtzbhjtVkFVOlP/03KBFypF/B4N/52dMB0VnJrsfVz2pcEvORXtLzEALCzxVUst9LkgWX2n8hPwKoKwuMSAPQoBU8bnX/9qmLd0CiTNIDnGvyBvFtbC87NGBrAvCkpCJTwASSJxleGqIwtkAkCIReT7QOoaBkb1snPzw/58uWDOXFg/YZapgDgKcOjgNkA+EtUjLYGqXfd1XAuRoO6UgBMS09DxR267PJit8lQACTjvY96T5mmGfO02oeOmZNraiqu+fjrT9GAUnAcDaApALDqAFz8Z69ocmCxF7Z5ejqeZBAAGSBgC0psk7710ReOSgCwYDfgGq3FyQwArOBeAU/DnkruGnwN4NcEwNu2NhiUN7fgfDOiAdzQZAMGXxgsu3uaHABLdMCIvY9w/EkAnPDFYAAkOe+0peAG2QE7O3Cvrcs2oBzvb0yPkJfAHzWEZZERANSMmJkA2Mn8GlZYa8q4MfvPpsaA/33h67N2AtxLcABwXP6m6N+E64bFOdiIJuDz9dcizzbhYMEsC4BF6sLT7BNHJPwgSLl30dbAYPzEeq6zg0BktyJdh+xScBLCig0GVpRUIU1dVzYAvrHWJSL2tikH5+502LsQAE6sNhF9yvbhnJM4WFfYIfLVyeqZEQDkX6TcQycmlMwGQFJ2rRMr3YnQvFK+FMGL4GuCU5aqDmFMAByfPBhnS57mbnS8qDmxTfrmR184KQHAGGsg/G2mAWBFj4pULkuplpUA8K6tDQaaAAAPtTlE5faUS1dhSgCcU2sOOpboiJ23P2HG0f/BAfH4w3UYhrN8HqV8ABuYP8I2jQmYA4ADLPX8biEFgEH/A9bX/uoAeMrXHz9mUAMoCIB8czj7Sm1yADmLw9MmXPtXJwtb3OwtUcrMmABYby3ybP/GAFAgrY1aALz+yQ91CxfQyjwbAFUgS3YpOBlhST3wEocqAcD/hf0PPU5y0/QIASA5jRIgywoA6JaaiqtG0gBWj0/A5qAQoExboNtOWtq8+5FRALxgb4cxIsmBxV7YZunpeCqiAYxJt8PEPI56QSAdEufgbenNBgHgjU++yJGmwAeQBYCPbazRJ5/OX1JtZKTQ0uaPUcmjEh6HPs50AGRK45ETqzEB37O1wQATAODBNgdBkmLLPaOZAYDbb37ErGPPYY8ErHf9lZP2RikATi68F/ne7ceulKa4W3I34HOTe4+lTMDBz4F1tUQA8CywhZfUt81qoEo/ur+UCVgz4lFHB8xQYAI2BgB2NL+GlXwNoNz7wMwcFQvnRxqr6hYfaDjCMSoArkae7cJl+IyhAcyXnIIAK1KUUrg1iPuCNWpNwEYAQO9PfqiTDYAqqI/VNRsAZeQ2zwNIVenYSgJuNOYm4gPI1gDesCmPHN3p2odCADip2iT0LqtfH1ju5ULGMxoAfg6F51+NDFpQggDoXhIYrvkKlthAmU1qSGQ0ntlYY2Z4BPKlpAIkerCRJjBmNilcTqqy0k0JAArJhjneEACUGo/8JuQD2DlxJl6VphP1Mk3ufjH9yAbnTIrMs+rQCqaBibYCIt5Rhz20sUG/fDpzp1EAsOwo4OQ47Twq56qMRyGPJNcJXwPoYOWAuOQ4g9YWc5ChAHjf1oZjKmJPovXnOMpXV64JvUh3ttyJSrkqfVUAnF1zNjqV7ITfL7/FsrOvKAA85ziI4wenFACDrAogT7IfHqcVQyXz9/oikQJAKQ3gT2eArS2445kMAAPwY8F8creT+l3MB9AgAASw0tUFW1105SkzDQDrrkKeHcKmeTEAHB0Rid/c6KwUTGO73rCPy5+cAn8JAJTbF8Vuhl6wYj+uX7Hcuy8bABUtc+FO2QAoI7xz04Gb6iOmxQDwpk15OEkA4OTqk9GrjH5yaLmHQOjhUxoFrCeBtdXh6RRv0KoSBMBJHwE7zSajAAC3BwTj+8RE3flrDAVaahLIvrkA7O6k/e2VlZU2wlpqwmIvv8wCwI6Js/Gm9BbOFJUCIDFxuKgEwAc2NuivAcDfg0JQL55OfyNXRYA9QUszS6Skp2j/RL3IUlPguYsOSPo+1/d4GPJQcp2YwgTMlMYjJxbSADaM+4LVApoIPhSzJ14tPgFbiLZZpgnJb1n9ZWhRpEWGAND8S348Cb4leXape8cA4KoLb+B14TXskIAXtgO4Hw0iiXqJDNkmYDkZwFAAFPIBbLsG+F4T9Jb0hSr3JtWUawAzDoAdzK/Dy3odPR0FPszMvH9zdcZmTc1ld0tHXO4lcV+NqAG8UMcLuXfq9ka2HNUAYLGkZPytSb/1bQAgN+I72wQs+wTrOmQDoIywPt4AtqkrRk1GFAPAWzbl4ZjVAXC2sypQYEtQEACn+AE2TpqNlE6BI9SYzUYPAGsOB5qzyik92A4cH0kNkVEAPG9vh7EiJuC//QJEy8yJASWZk5AGsG6iF6JKe3EuWykAXvvkB1eVAMjWdm0MDEbNBBqo1QCgnaUd4lN0HwJ8raMhAKikfJzc9iUHgGLRiHyzOPs8PaNjMSUiUu7UgvJbWm8pWhZtmSEAtIjyxOPIkwYD4Kyas9C5ZGesPPcKqy+9hS0S8dL2pywGgGcBKzs6s8JDTcqqQZeA/Kwcp/c2Ayd16cz4Ajni6ICZikzAGQfA9ube+M2azq2oBgBXuzpjkwYAS9nlxqGuF8TvqzEBsLYXcu/69wPg2qAQjm8rP+VPNgDKbmO6DtlBIDLC+nAN2E6nSFHTGAD8LikJb1lBIGwAfB72HN1PducMO6X6FPQsw00NQ724FZTDkQMKsTQwetdlbABkp54xRANYezTQdA53mgGPgI0N4GtpocjZWwzYztrbYbwIAPKjy9gTUAuA9RK9EGkgAF755IecigDQEoigTXZsf7dNgcH4QQOA23I44bCTIz5Y8wuC6a9uOQCskrsKHgQ/kHwsYl/OgVNpXZqd+bXn423UW7wIf4E7QXfUPFLavnIA2PxzHJYLmHOf2FijN8svkn3yQVHRGBkZzZ1P84XA2amcvwkB9JK6S/BjsR+x8sFKbP3fVtFrkvIBNBYAep1/jVUX38AGSXhl218RAC5I7olpVipquEpqAJ8B6+sIy+Cn00BhjX8giRaO+gSU5PkEPj8CHNSkhREYRSkAnvQNQKsMmoANBcC1Ls7Y4Ep/6Ja1z4v9abkAEiHcQaNNZF+XEQHwYu0VyLWri6DsxT78xkREwotnAi6alIxjWVgDeMbXHy1YAT7ER7o2K+djNgCq2FazNYAywjIwElgMAG/blIeDRgMoBIBTa0xFj9LcwBCTAWDkR8DKHnDk1Uc1JgBW7g20Y1WdubxIvx6o5haIagDrjgMa8+ppfg6hEsNSsmH5xondTUMAcEtgsGjQgBQADs3tAW9eJZCMAOBlHz+4pyrxAdQBIDvidXNgMKprAJDIJ8bcjLNhisnM1sIWCam6yimGJAn//GoOHEvpAHBZvWVoUbQF1j1Zhz8ea7QrKvYr0pVURkkwM6O0oloTsFkynErTJbd+/ByHJQIA+NTGGr1EAPCXyGiMiOIBIPlw4X2wCK21RXUXoXUxOv+a1IeaFABa+7XHg+TVkpKQWucza85El5JdsMX7A+ae+EcVAKoUPww2Afc/BRQRiRBmJpGFALCduTdWGaABXOeSA3+4El9loIKNO3a/1LhJTA8FLHUZIagOxgTAWsuRa7dwUvt/EwCe9/FH00K6HI/ZACjzBJNcfyT5c/78+okxSWUQkgfQwsJC9T7wNQ/IlDyA5ALTUoG5bqovVQwA79h4wr47/bX9VQHwSwSwtCh9Xfzk0MYEwEq9gfYsAHxxHNjPC3JxLQJEftSCnJ4JuNkCoNZw/XsgsHmqBcAzDvbaHI38Y7MKAF7y8YOHIgDUBYHcsbXBz5qIV3Id1QwAQBsLGySm6nwxjQGAy+svR/MizbHi/gpse84NilH6kDGBVcd9A9DgM21KtHY/BxsPOrl9m9g4LAzTD+j4n7U1euTnVpJhzjk0Mhq/GgiAC+ssRJvitJXAUAC0+dAP9zEvwwDIRAFbIxmvbfsp0gAqlbu2n6EawP4ngSIi2kEjA+AJ3wC0zqAGsK35Day21uxdKnwA17vkwO8aACxnnRP7XmkCpaaHAJY2XHGLAGDXfHnwwsYaQtpsMZi7VHMpPPZwLUrMydQAYJeYWMwMp90hTOkDmAYg2twc9VgRvOSccmlgLvr4o7EaACz4AzDwrOplruQAU3CIUWoBp6WlYf78+VixYgU+f6Yz7xNt37hx4zBt2rRvLvEz/2aYQvCiN1wu9F/gQEMBcFqNaeheWv8hNpoJuPNWoHxHwOeOLis/GwDT0oC5roq0akLy0vMBJBn827M0PW8vAHw/lZmRnHPqAWCrlUC1gfqn00RoZ0QDaCgAPvngA7HU6Wo0gGQDHJbbA20/x2Geu/CHxgUff+RKTUUFuShglpO/FAB+NjNDzSLyZbJMAYAr6q9AsyLNsPrhamx6ZlidbWYh/BoZhSVBdKJeu0KbYOlAR0C3i/2M+WH6dUmfW1ujuwgATgyPRJ8YXo1ihRrABXUWoG1xOv+aoQBo7dMFD1JXZBgAt974gDnH/4EVUvDGti+WuLlglzMdkSqltVbyssswAPY7DhStJ30qI2kAjQGAP1mcxiwrJv2URjus4F2wyTkHVrPq62rlPuEdEO0L5K0EMGliRACQaOlv2dqifnwCbNN1WQ/4UMYW5uWaS+C+R996JHWMkAmYKT3JP65AcjL8rKRdR9SsseG5PXBVYylhX4ccABIXkO9ZeyHJk3rPzhZjcrljfmg42sR94a6x1l5AVbpMorGbKTjEKAA4ZcoUbN68GXPmzEHt2rVBkgnfuHEDs2fPxqBBg7BgAcup3thSyYTxTCF4YwIg8wLm+wDeCUmA/YQ31Kmehz9H9xNc2JvuVh3d2nDzxcm9WJh5K/IBJJ0L1gBqDAEOaYqwswEwOQFYkNt4AFixJ9f3RQgAZ0UBc1zENYBiD7C3F3BhtqK5im1MUgBITKdiiYOffvCBmciC6Zc3Fx7a2nJeumIm4GVuLtiheUGLrT9i8nhlbcVN6qtJlcAGDvY1sqteEF/GqiwNoNQLgT0Ha3NrJKXpUiDta7UPV/yuYP0TTXUEBc853wTs1cALTQo3weOQx+hzmpvwXMFwnC4kXdCyINqvig2AnWI/Y7YAAP5jbYVumpKM/HPNCQ1Hx8+89DQKAXBVw1VoVIhOm2QwAL7/CQ/MeH6uvElKfejM+GEGupbqij+vv8f8ky9giRS8te0LdqJzNS9nyXthqAaw7zGgWH3p2/z8KHBQkxdQoKdSH0BjAOBcy63oa3menoUKDSA/s4BW7s4FaQDsuhMoq0nYLAKAUkISWweXf1gE9736GSSknvexEZFYyfMBZK8T9rkKJifD14gAKHYdcgBI5sfWsjKJ8km+AsEshUNuAHnKq91eFPU3BYcYBQCJWXf9+vVo25abGfzvv//Gr7/+Cn9/gXJdii45a3QyheAzBQA/+sKeAI8IAM4Ii0DXcfr3xmgaQOYiSVqWeE3UIxsAb68HzkzSg6qa8fG4ZWcne/NzpqTiii9r/hV7AB1YwPD2IrCrI3cczYtW1AeQXTCefeTtdcCZyVkOADn5+jRauWoJfyChjCaVjeYayEY2J6crDuXQREiLSPecjz9u29lyoh+pTTIxFif9rmDa9SlYERKGxl90EbtsANwWEIwq7LQ6Cv0m+QAoe/MFOvAB8LeGv6FxocYIigtC00NNDRlSe0zdL/E49WmVHgCyTVjsE7y0tkIXEQAkmoN2BgLgH43/QN0CdWUB8IhfIDqIVK1xeD0Ut62mSMpDCQBuuvYeC07pAJCY2Ra7ucIzMVFfM2Ko9KUAMPApsIGWhV7r+zdQrIH0WWUAUKn22hgA+LjaBbg806RuUgGAwRYWaMIyUUoGJfAAUCyAiS00UQCssRDu+/RzyGYEACsXKYgUjbYyKwHgX44OmK2JBmcAUHRhDfEG8ngautoljzMFhxgFAG1tbfH06VOULMktZfbq1StUqlQJ8fGG5XkziRQNGNQUgs8MACQO7HZZAQDZF8sGQE3eQ/4m0y0mFvtlQIUMqQeAFboDHTUF1UkHtQBobgWMfw3YC5hH72wETk8wGQD+GRis9aPjrw0pE7AQAJJgBacykznDKAVAEvV2x9YWs1jpL551OAesLA3k+x4pAQ/1vnzZAKhnUgdw3c4WRPt5zMlRdNlbmVshOS3ZgKdTdwgfABltWVh8mGzpNLkTe6Sk4P2b5XoASNbqdI0PE3sMokXtLAKAC0LDKTM8pwloAG/+chqDz3Pr/v7e+HfUK0CbNqU+1CzT07UvU/61/fC2JTZZsJ4TgYtXAoDrr77D4tMvYYFUvLPNmIZVVP6GAmCfI0BxmQTzMgAoBTPs+UqlcOJfl1gi6I/1rwN31OcBDLUwR6NCCkqTEdPuHDpYhLm3HWM/Y46A9loRAFafD/f9mpyKvIsUWzvEjYIJWGEOYcsjqwIgWxPMVEoSXa+DrwN55Uupyu03Qr+bgkOMAoA1atQA+bd6NTeybMSIEbh37x5u375tyPVmmWNMIfjMAUA/2M2iNW9CJuBM0wCyL5YDgDOAm6v1oMpwAOwGdNyoO5taABSKnGNGIwm6z03/1wMgKWt1x84Wc9xzauX4rPQICn7FGhsAdwQEoXKicDUbKaiwNLdESpouEbQhD/+XDyNhX1S3B61ptAYNCjZAeHw4GhyQ0QYpOGHsC1qraldoIywd6BQ4Yjn9pKrG6AFgngrAkOt6UcDEFMiHvNUNV6NhoYb0i1xBuiahy6rxtiX+zAAATq8xHd1Kd8MfV95i6ZlXMEca3tsKa4MUiFW6i6Em4N6Hge8aS49tJAAcHx6J5Tm5FS7ETiwKgMVXAv736cNUaADJk1aF7a8rlICbjKfxt6bWjaZ/h9jPmGsgAF6pNg85Dwibz8We8xypqYjhBYBmBACJf16qmZme36KQ7DNiAlYHgNeAvBUzvOy/KQC8evUqWrVqhUKFCqFmzZpUFPDNmzdBon5PnTqFunVF1PQmEZPxB/1WAfCebSXYaura/hP+D7qd6MYRzsywcHQZF6AnMCUvFsU+gPzRFQBg95hY7FOgAXRPScVltgm4QgYBkB+hzJ67JqVMRoJATjvYY2Iud8EFSvLnDRKpHWsMDSAxU211zoG/cohr4cjESE6zO3Y2mMsGwDIjgVPjRR8sdhDI1wTABL++sC2gSfpLzJF1F6NVsVaITIhEvf0yAQEApCKxycULAWDv6BhMiqDdLNjtrZWVqAlWDwBzewJDvRUBoFIfQKldsPrbVthsIZAnjnWQ1DpnAHDtpTdYfu711wNAKRPw+LeAo0emAKCQZks1ANqy8rGqAECiM2eCFGrEJ+BPoQozFADqMkww97Z97GfMkwFAto8x+5quVJ2LnCI5FJXskWQsvgWHrQEslJwMHxkfQLL/h1la4N5HX1kIVAqAbY60wceYj9pLJe+5vx0dMF1jESGJoJ3TuIEynHv9y1UgXyXjQwhJqRUTA2dnZ0RHR4PkVDZGM4oGkEwkICAAv//+O16+fEkFgZQtW5by/yP+gd96M4XgRWWiIPKLf6xYEMh920qwkQDAWWHh6GwgALKjt8h8+A+YqBM4G7LOzwRurNI71mAA9OwKdGJFe6rVAG/HVnMAACAASURBVEoB4NWlwOUFGdIAnnKwxyQRAPQKDsUYkSTRjz/4QCxxEt8E/CYtP5omLdMzARdPSkKlhCRZACSgSDSA7CjhZ2VHS1ZMYAPgzoAgVDJEA8grBWfInpHg1we2BTSRlADm1pqLDiU6IDoxGnX2yaQE0USu+llacGrasuchBID9o2IwLlIfAN9ZWaJ9AeG9Tx8AywNDbwC82tNCGsAHvR/A2oLO78b+UFNSKYW5lmpvWmOLpXReRKmXOJM9gCkF99U0gIFPgA08sB/3GkhPA3JIl3mjZGEkDSBJ67NOk4xZbt2KagDZAEgyFaSnAvOEPxbZ5yB+lxU1Gr3aX+KxPjhUfwpkX0tNAebRWn01AEgAk+xZ5x3sOeNerToHbgc1gX28M7LXTo/oWOx1FvY7PuwXiBLJOreP74sURLLGB1AJADKn3e8fiLJJ0u4jSgHQL9YPLQ+35ADgcUd7TPWg70U2AMqt8H/h718VAC3tAFaJLCHxMi9g8pJ/x6oEYkoAJEWxnYlZQdOMCYBSmwb7+vU0gJ5dgE5/6rq8uwTs5BUsFwsCIXKeHiS+eq8tBy7NyxAAnnSwx2QRAGz2OQ7nHB0Ez68GAN+m5UOTpOV6AEgG7hTzWRYAj/kF4J5t5gOghZkFUslLLwOtlNlwvEpfqx1hXu15aP9de8QkxaD2XpmkwAYC4ICoaIzhV/UA8N7KUrS0nx4A5ioL/HoLWFMVCKej9qkmYAJmRy2yAXBMlTHwesAt/ycmyipv2mCbJStfpkBHKQBkEsjf+xiBLutvwQxp+GAyE/A2oBzvGWbmKwSAUwMBay6siC4pIwHg4MhobTUOueUrBIBNchzDhRhWAKVTXiApDkiMkRsORBfFpGz6IygEdTV1uDkHkj0vJQmYT2tEmXsrlsKIf1IvV2ds0ZSbY367WmUW3A4JpMviKQNIXlHGR9EsPR3pTEoagVRBbAAsnJyMTzIaQGYuxgRASj4a14qpYRHoEfsZxx3sMVWzb/Pfe3o36JcrQD66frmxmyk4xGANIAn6UNoqVDCNU6TS82e0nykELzonvgZw4AXg2HCgxWJgZ3vBwwwFwNmh4eg03jAT8IagENRibTYGAeA5YR9ApQBIHPMv+bLmX74z0JmV1oYPgA2mAg0mUaY2Zr5ak6WFDTAjRHypGCENjBQAkpqy/K9sZjJqAFBMA0jGIilL/pIIxCB9iEM7AcD5rDyBcik92BrAXQFBqGiABtAYALig1jJMu6nzVWRy5sUlx+GHPT/IbgPkOtVqAAXLugH4aGmJNiLJgReGhqHNZ1b+MOIzNPgawK5Na+UATAvQ8/MzBgB6vumIPZa/ScpDCQCSAR58isCrwBj0PGMavycwuUSFZisEgDPCAAv50oPUcEYCQNmFxeog9Cx9brUOjieHqhmG05e5V6IgRAFgIjCfrsJkDAC8VmUWXBUAIKks1JAVpMKeOF8WVQoXRJI5nfCqSFIyPmpKSDaJ+4ILPA0ke5yD/oEobSQNICUfDQAyexl7377+yQ8uLMWH3k0bdBnI/73B91LqQFNwiMEAaG5uTvn6EXOvVCN9UlMz9mVvEmmqGNQUglcMgApq2zKluKQ0gKQeatcT3NI9VD4yAwGQgkdWJKNBAChiAjYcADsBnTWpFIiA+QA48QMd4SsEgC6FgNHPxFfFjdXA+Rkm0wBKbXKPPvgI55zifW2TDVUKAKvGJ+C+HZ0zUKwd1QDgAgMBcG5oODrwI1w1J5OCCnMzc6QR010G2soGKzH2yljtCEfaHsF3rt/hS/IX1NhTQ3ZkQwCQaH+G86t6APhkaSlaHUIPAAn8EQj86A1sa0XP04QA6Px6KLwzkAaGX0Ly/PNAND1YWla+BnUgz3P5TsKHCvkASrlx8EfJIgBokFxYBzHP1SnfABRMEQikIjLR5FylAEdjMm4b+xkLZHwASX8hDeC1ytPhevgXwamzn3M1AFi1cAEkmtMp79kASNxK+oiUVSR9D/kHopQJAZDtu33tkx9VFlK0/VcA8NOnT4rXbeHChRX3zYodvxoAVu4DtNOZtPi1QhlZiQHgA9tKsNb4AAoBIPWyNhAAqQCSWF0qC1UAmBhL1wW+OBe48ZseVBkMgOU6Al226paQAgDUpi0ZegvIXVZ8+d36HTg7NUMAeMLBHlNETMD1vsTjmkCmejIhYwGgkmeL+OXct7XBQgMBkCR7/SmaV+VCAQCawQzplEHL8EYqf4y7Ok47wL1e92BraYuElARU211NdmBDAJAEAAyN0jfV+Vpa4kc5DeDPF2lTHzthMWMB0Lgk8AOy2BrAqruqasvnjaw8EqsfSdf3ZQQwMa0H+nxaIikPpRpAMsiF50FocrCUrHwN6tBpM+DZWQQABXwA/4MASEyUkRYW6MuvLsNIjcjk2AjgIR0gpRYAV7q6YKsLN+jgeuVpcDnMTVHEnI4DgJ/80FBTfk3OBCwGgCRbhVjlIgoA/QJRiuVLKLRYlPoAUvLRaAB3BwShQmISlcJqgmbfvvrJD26SAHgJyF/FoKUud5ApOMRgDaDcZP9Nv5tC8KLyYZuAqw0CWtG5x6gmEiAiBoAkTN6KlARycIcoAA77B7Cj80NpH2AF6SWoFDKxdNk/9qbC/F/UbEictFeUBHKXB75rIgiAJLXGHhHHYfY8c6Wk4CLbBEx8hbqwar6qAUC5F4dI0mqh+yh27VIAKPW8ZCYAks30ga0NFhkIgCQlRj+RF5EUVBgDAEnt3/FXddHK93vfBykxl5SahCq75Ddlct/8LS3QoqB+HXNyf5ggEIdiy2FuE0bdshERUfglWh8ApUzJWg2g0JrTAqAtMD1Y0gQ8//Z87H+1n5pH15JdceD1AUXb7i6bZqj4kuUrK3CU1L2aUn0KepbRRa2aFAA7bAQqcrMXaKcb8BjYyKv2Ifccs6/1X6IBlL3p5B2wrLjeXq1UAygIgJWmwOWIsNmaWTskFyWpLKQUAKsVLoAEAQ2gXJCNYGJ1nlAyAoBsFxcpdxzqlJN9AVvjROjy76spOMRoAPju3Tv89ttvePHiBWUaLlOmDEaNGoXixXULT3ahZtEOphC86KUaGwAJZPX+SxwAhzwGHGnfEC3MKQDA6WER6GYIALZZBRwfRZ+qzhjA20tPq9YrOha7FQAgiRQ76Reom3jZ9kDX7br/v7vM9ZtkHk6WCVirAZR7cdzdRKVCkXoxMicWA0C2M7GapU6BvOYAoiNLMDODncb1gj0fOROwknMScwrRAC7OqUuGrcYHcEJ4pKgmQonslMxRrM+y+ssw4arOB5ABQJJg+vud8n45igGwxDyYW9La79ERkRgooPGUAklFAKjxSZXSALIBcHCFwdjwVDq5MyO3I44t8N0zVr5MlQA4ufpk9CqjKwNmUgCU0swL+QDKPcfsa/3nb+CAcDJj7V7IyrGXkbUptzcYY2ylYwhqAHN+B4S/FRxihasLtvE0gN4VJ8H56DDB/mwAJLXFG2g0gObp6UiTCAIRA0C5NDt9omMwUSAVEzM5dqAMf8L8UnDkd+aZu/zJD+5pabhna4MBmhRdUmU5MeE94KDLn6r0fijtZwoOMQoAnj17lioDR6p+MLWASR7AJ0+e4Pjx42jaNGNlmJQKyFT9TCF40blmAACLJSXjvcZxloxPgYPGl+hlxEt0Od6Fc9p5oeFoP+SJXr4sJXkAmQgpsY1SFBpIqbUTo+nDMgiAer4fZdsBXXV54PD+CrCjHX2uJrPp85FmCABqHPSVQIwoALLSCahZq2wA/DW3B67b21Ff1nlSUzlAagwAPOAfiIcsAKwSn4BtQrnFWBfA/kKeFB6J3gZoANXIQ6zv0npLMfHaRO3PTMoUkmC68k75yDwiv1dWVugsUkJNqwEsMRfmlnQQx7jwSPQXuN5ACws0Y5XoYs95YUgYXSpNSgNIUr3MCFWsASRQtvgut/yfmJxu5GuHHDfWSIpcap3rAeA/wWhygFsFyhj3kxpj+APA/Tvh4TKqAcwGQJ0PoAQALndzwXZeDXHvChPh/PdwwfsiBoAW6elU4mam8ffJ6oULIF5AAzg8MgprXblWKvaJ+0XHYLwEAD6xsUZvER9CIQD0+XgFcXs6o4zGr/CKnR1G5KEjqCUBUM3HhwEPiCk4xCgAWLlyZTRv3hyLF3M3oMmTJ+PcuXN4+PChAZebdQ4xheBFr44NgDWGAC1ZvjoyJuCiScn4oAIAKdW5gQA4OTwCvWIMMAG39gJOaECMvORSkwQ1gO+tLSXrAQtWYCjTFtD4PFLyZQMgL5iG2aQUawAfbAeOj8QSNxfs4m2G/HtpSgBk5j0yIgqDomP0APB1Wn40E8gDqPRpWhwSRvkTLdFUNhCLcmWPxwZA/rpg91MCz0rnKdRvSd0lmHR9kh4ApqalotJO+eSs5L49srFGX5GXBQOAjiXmwkwDgBPDI9FHAACDLCzQNCMAaG4JzAzH0ntLsfMfXW5D9guLrQE82Oag3geemCxv5u8IJ2/Do4D5APg//2iU31QoI7dO/Nhh9wAPEbjMBkCDZM48h21i47AwLJweI2cJbgoi1shL3Vywkw+AnhPgTPwKBRobAC/6+KO+RgNoKAASN4s1buIA+FNUDMYK5OKkpmbthD457fHY1kZwrkIAiJAXwB+6rAG/uTpjsyYNjmhS/rZrge9NVA5RM3NTcIhRAJDUAn727BlKlCjBEfLr169BUsAkJCQYtFCzykGmELwiAKw3AWg0Xdd1aXHgC+17xG6MD2BmAiD/xac4CKTVCuCkzlGfXAf/WGICJia0KxKh/yRQZGoEXeZO28q0Abrt0v3fmAD44TqwvTUOODlKOiSTk39NABySNBpn0qoL5gFU8jzZpaVhRGQ0lmoAUCzKlT0WuxQcXzPM7mdqACSVPyZf19VAftj7IawsrKhMBRV2yKeiIvftYZFq6GcWLCgqLQCWnAMzC7q+uRjwBltYoElGANDMApgVge3Pt2P5fZ0fMPuFNe/WPK3fH/m7Es09mfOtgl3hSPJaSjQ1GkBqGAMS2CtZj/j1DpBLJMI4GwAViZDfSS0ACn303ig/HjmOjxQ8vxgA8utTS2kAyYfnJhdnEDeflp+/SOZZFMvFyUxOai0/c/wBKFgdqD5Idy3B/wDramr/v8rVGX+KAeCgS4CZOZC3EsDSbhp0Y2QOMgWHGAUACxYsiJUrV6JLF66J8cCBAxg/fjx8fHxMIQ9FYxYpUgT8iOVJkybpaSulBjOF4EXPx95I9QCwGPBF88XGGoDxURAGQHtgWiCETMCUL9LQZ1SQCOdFrcAHkPQfEhmNYZoUGIoB8MflemXFhADwiJMDvmjMAUKyEgTA0q2B7rtNA4CfbgFbW2QZABwVEYWfBTSAzRMX41V6IYMBkAiP+PEt0wAg+x6LrdmbtrYYnJf2I+X7hrKPaVAwP8ItdTVN8lo5ITBZOGJY0cPN67So7iJMuT5F+9eHfR7Cypz2nlQCRxQADrmEfmf7C55eB4CzYWZBf9SKAW+IhQUaGwKAm5sDvreBCt2BjhsQlRCFuvt1pTSNAoBV58JRpIyXkpcmXwNIHWMqAJTyAQx4BGzk1XhWY4b7j5uAW3+Ow6JQzfvEvSQQ9lpw3QsBoHf5sXA+rnHl4R3FBsBLPv6op9EAygFgjcIFtHs+cXu56GCP6vEJ2OSSQ9LqMjAqGqMFkrErWctaCGWvm6D/Aet1ieMPOjloS2PqaQDVrDdDNjXWMabgEKMA4Ny5c+Hl5QVi8q1VqxYVBOLt7Y0lS5Zg3LhxmD6dpcXKoBDUHk4AcODAgRg0SEf4jo6OIP+UNlMIXvTcG+oDgY/pn/kAuKQIEM/TegFaJ1U+AFLRoyTdyrRAvIp4hc7HuekUKF+kXw0HQDJF5gFSDIAtlwKndX5a1MuZ52hN6qvKmVlJubhp4TxZGACA2kTQcg+yz21gS/MMAeAxRwdM09SUVLr2SD+2DyAjK1MCILu4vViaE/b8b9rZYnAeGgD50eHsfvzkyHuKdEXPj8oiV5XIa2GdhZjqPTVjADj0MvqdES5yrwPAWTCzSJS83jALc9EEuItCwtBazAfwSwTw5hxA1rKNI/hJrI0BgLfrroXDDlblCQHhSmlN1jVZhzr5eaX1TAWAQ24AecoL3/5sAFTyWOj1Ye6tFgDbr6eC8RD2SnC8RW6uelkZvMuOgjPPksMHLgJ8fADMkZaGCAv6I5CvAWQDIPu3ZW4u2CHhdiPnpiKpAfygUU5xAPAZsF63vp9bW6N7/jzUnPWigOXeGwbdIeGDTMEhRgFAYmIhEcArVqygagKTRmoAT5gwASNHjqSA8Gs1AoCjR4+m/hnaTCF40bloKk4IAuDiwkCCft1RRgPITp5JjpcDQOpFlNkASCqanNGZ6YwKgKVaAT326ESrwASsGAB97wKbm4L9NSh2D8UchdlFxdWsxQcffEBXf9XBshgAtkhcjJcZ1ACqBcCHNjboly83Nb9Tvv4omCKe+J0Ttew5Ec8LfY/uJ7urEYdoXz4APurzCJbEl06pBrDZLjwwT0H/M3IawJkws0iixqXqabPyYTKTCzc310Y/8icsCYC8zvwk1sYBwDVwYIKjRKQp9tKcWXMmOpforL+nmwoAB18H8oqY7/kAWLIl0HOf8rWUrQGkNYCzooAjg4GndEohflvo5qpXz/daUCxcBZQR7D2KAOBlH3/UZWkApQDwh8IFEKex+rABUCgNDXuOcm4qqgGQl2D8H2srdMtP15bOBkCZxys2ljbpODkJF4BW/nQapycBwMTERCQlJYGYqomZmoCpNatmLv9MpD/5xzQCgOTY6Oho5Mhhmhw/2pNJAeCiQkBitJ5gJAFQk1BWSANIHP5bDX4A5OAWrVdiLmMmoVoD2HwhlVCZ3QzRAAqagA0FwHw1gX7HpBec7z1gcxNFAPiXXyBKCiQmNRQA7330hS0v7QuTfoQDVB98YAwAZJeMGxYZhSECiY7ZwnpsY63N1C+XMoYPgNHl2qLOPp42ycBHn5R+m+Y9TXu0agDs9wz3g+7jp7PCRe61GsBSM2BmThefF6t8EmFurnV+51/OGV9/5CeQrEB7EJ8Sj+q7q2uHMAYA3qmzGvYiZSWZEwm9NMu4lcGBNiIaW1MB4C9XgXwiATx8ABzxEMipIu3YfxwAW/2fvfOAkqLo2vDLBnLOOShIXEFyzllyULKimMCAEQGJChgIJhQEkSBJyRnjByhKBjEhaYFdlgzLAssm+M7tmZ7p6emeqZ6Z3u0Zbp/znf+Xra7w3uruZ25V3XvjJt4lAKR5SDC3YzpQtRswp6XLlD0dEYGHVUHNPQVEVs4dSp0mA2Dk3bvI5cEDqAeAC3LnwlT7lhStV4O0TaXNR4B6W0PZJkD0Do+huxzvq1f+cX4HVXtL/80cid4MgPpv5cTERGmjdfbstiTctOdu9erVqFKlCtq2bevj6zwwt9HSdM2aNZEvXz7s3r0bI0eORNeuXTF3rn4g1PHjx2PChAluHQg1AHz/wiV06PwlUKmjK5AJ7gGkm+gB0oqzpAsCzUcC/5viNwA6Tu8qa1KfxDqxDZCXunROAUsewI6f6gebleuP2QfMbSkEgEtizyEq2eYhUl5rcubAGB+WgOV4VFSX/HKtl3gbc89dcDsFHAgAbHfjJrbmzCF1PaAAWPRBRGVzerAPV3sN8dW6BQwA32n0Dt761bnd5ODAgwgPsy03ifyoIbgSA8C3kCnMlnLLLa2b3eDxYWFobPd8KOfA5jOxKCl7SAUAMCktCZTxQ76UADjxt4n49r9vpT8ZOQSyq/FHyL6ou8cXrBYAVilQBcs7aXuJTNsD6Cm1FgOgTx9J2bYuACjXpMgZrKxcPR+U7yR1J5RlfzkV4/Ic5E9L010CblCmJG5oeAC9xU+VDoH0/xH41PmcSH0yAoDKlIOx+4E5LRzDOpI5Er3sAOgWlF/gGfbJSBo3mbESGZAlYIK8Hj164Nlnn8W1a9dQsWJFycN26dIl6XDIc8/5nuhaSzw9QFOW3bNnD2rXVk0IACtXrkSvXr2kvhUooB20MUM9gFdOAh/bf/E2fQNo6fRoYOenwHeK/7YPWM8DKLmrPXgAP7hwCe07zwUq2fOP2usT+Vg6PkgnT+NGpkxoULaUi6l0ATCqN3DY9tGSL188gJSz9v4UVd7LsVcB5cERAQCUQLLblwCdIPZ0xe6TfhmvyJUDEwp6Dva5NPYcqmkA4OqcOTDWBwDcHX1GN/CzGR5AZV7igAJgi7cQFe2M03g46nVcr9YNjZY6N1z787Kc2HAixu4c66jCFwA8cOEABm3WDg7s8ABWGo1MmWzL3JIXnfbzqa7rYZnQqIzrM0FFXJ4LgY+HOouJEgAn/DYBK/5bIbVsDAA/RPZFPTxKrQWAVQtUxbJOOkusZnkAXzwI5C+n3VfVhxoW9wDOjruAhhaIiCHb1pHFRjkPFTmDPb2jKcdvwTTtnLgBB0Av8VOHXIvHS1oAWK4pll3aD2Vec/VEcjyPvRfYvJ902d/1ctn/IiPR0x4blAFQ41EsWLAgtm3bhqpVq0qetU8++QQHDhyQYGvs2LFSdpBAXgRv9D9PFy39Unga9RUbG4uSJUvi999/R7163hPE0/1mkLfHzssvUzUA0jLgpaPATNe8pr4C4NTzF9Gu8xw3+DECgHpZO3QBkBK7/7nSZfi+AODqmDiUVy+zqj+oJ7cDC+xg5ykOYO8ltrR0ni77L2MRAFwWG4cCaXdQKC0NzjOvQDAAYMmUFAmst9nzEje+lYjPz1/0KI3wEnCbtxF1bI6jrsN9d+E6UgMGgOMajANBkXz5AoDqQxfKgTsBcCQyZbLlLZZ+RGkAoNaPou4JNzDx0hVnlQIAqM5iEhAAbDQD2b/uaRgAm5Rogs9af6Z9nxkAWPdpoOMH+v1UA6CnoNFataTzErC37RGB/EZ6quuPLJmxLVs2PB0fjyw0jZXzMPkWMNm2381xdf8CQy9uw47YHc5ni5wLOo2kNwA+fTUeLwzQ8ACWa4ooROtK4ZJBhMKHyU4A+2qPfOOxyEh0ZwDUn1K09Pvvv/+idOnSeOSRRyQQHDduHM6cOSN5A2/dcv+FnF6TXd3Ohg0b0LlzZ2mZmvorclkGAOXOql62MgCWSUnBqUg5aZh9w6oHD+C08xfRttMXQBXXE4FGAFBPP92XXdUewF+rXG7LcAB8ZDlwv9PlrzsnxucR8gBSkOaP8+dFw1uJmK2AJ18BcFf0GWTXSf2m9gB2SJqCf+6W8TkMDGWTKZaail/tAFgoNRU/KfMta4gjDICj4hC11Pmji2AmITkBDZc2FHkMvZbpULYDNkdvdpRTwpLInJbL/xL7C577wX3VQgbAXJWdh5imn7+INrdsMQGVF6Xrq6Pyis8/ex61FHuLRfYAqrOYBAIAdzeagWw+AODWnltRPKfrfmHHmM0AwGe2A8Wq69tdvQTMAOj1GdEsoATApBvAFFUu7BGncColHp1Wd3I+W/LpWY0KXQHwDBorPOENEhMdAf7V3wjdJWAvHsDnclXB0CZvuzlGUK4ZonBSV5Mv486j7m37Xv9HFwOV7eOz7/eWbzwRGYGuJW3zXhmRQfoHgR9xvhnF/S4zOCQgS8AU7HnIkCHo3r07qlWrhi1btqBBgwbYt28fHn74YZw7dy5QGhiq57fffpM8fS1atECePHlAy8Ivv/yytDS8du1a4brMEN5j43oeQIMAKMUsisgKNHkV/0X/jJ6IcWlW+ng9PMvp+rb/VeRj6U08XQCkfL1/r3G5XQ2A9MtMHXle3V5APYB9VgLlnLHWdMcmCIAFU9NwyR7vTqlDMAAgnSQvkpaGXdls3vPCqan40V8A7L8CqGBLB6mcWwQzN5JvoMFSZ9BVb/PK09+zRWQDHZqQL18BUOvAFNWpBYAfnr+IVhoAKI1VFd7Ibd+qwMfjzt07qL7QCUEBAcCG05BtsWvMVrWuWkvASo+qmx0yAgDVHkBPWUO0Js7f64BvPGdv8HSC1OhctYoH0N12ioOFd+4A0ysBBIIpNwH6fow6C4SFuz67agBUxBH0BIC0dDwrbx70vn4DFVUrOA1Ll0RCeJjUPaVWW3Jkx+uFXWPVKscwtEhjPFfrZcMAODfuPOrJANhuCtBgqK1ae8QHuY2TkRHowgCoP91XrFiBfv36IS0tDa1atZLSv9E1ZcoUbN++HZs3O3+VG31o/ClPKeiGDh0qeSdpX1+ZMmXQp08fvPHGG44DKyL1ZxgANhsBtHA9MSv1V9ADqAxaqdzHII95xvmLaN36A7cUNqYCIMU3+3eDi+zqlyyleVuSx/Mp8oACYL+1QBkBCBmfBytz5sB4L/v4yGt2McIWfkT5IlueKyfeKZhfZMq5lPk9+gxypJMHkLzIJVOcHsCAAODgLQ591QDoacnVqFBFshfB+VvOLB7pAYCfnLuI5onuHkAtAHSEHKI/lqoHPGl7T3q7Hlr4EFLv2va7Ksc0fud4rDxq205hZA/gngZTkXXJIx6btQYAeggBQ71X7dXymDVEa7T3KgBS2JcJitRq6h8iaSkAvW/u0j7XTECk7cegy7OrBkCqw/5dUs6dX0+dcdkL6wmC9QCQztvXVP2YUprz+SKN8Uyt4cBM52l56e/3NUfU3RO689wFAAeuBu63n362x3yVb1TGL2UPoI6c5OWLi4tD9erVEWbfiE+nbilsSqVKOql8vL35LPL3UABArST3kveicG3gcRWQGTgFrGci3Qf9/lbA8R89AmCPhBtYlctzoG4xALSlb5MuT6eAhx8FsunnmnR0dnwerMqZA+O8ACBB0wUNAPw4Xx4pvZHRS7l5XL3kG+glYEq9RDEGXy1iS35ePCUVW2NssT31Lq9LwIM3A2Vsy7xmAmDeLHlxLcl2ynhA5QEYUdeZF1jkR40MV/9d/Q8917nvkZM8gGFJyFVxnEOKz85dQJNEpO658AAAIABJREFU7VSXaohadPYcaiTZT4eXqg88uVVoKozYPgKbTm6SygYCAPc2eB9ZlniOvRgUAKjaq4XndgJFqgppKhW6VwFQAWtu70YP6mUUAErvDQ8A+FD2EljY/GOnB5C2DcQdAnrMRdSBibojcgHAes8BHd61lbVnfZJvVIbB2Rt92rZvUr4EvPjiE9JzSTM4JCBLwIEaoFXrMUN4j2OVPXytxwONX3Yv6oMHUCuAsWP5SjWJRT6W3mylC4D04aNUV4pL/XCnKwCGl8VDA9Z7G47t74IAqKzMSEBTvU4olxnNBsCe12+g1a1bGGrP7CEdFNJZ4pT76xUAH98ElLWd9FUDoDrQsZghvJea0XwGWpdxHuwRmdMyXB29ehQ91rmfkk34ZzJyVXb1yM8+dwENBQHw67PnUF0GwNINgCe2eB8IgIADYL13kWVZP49tWwIAn/0FKBql30/VXi14K6+u6V4EwCJRwHO/AJTubP1LQIf3gJLu0TK0RPcFAHdGn0FDxV5YTx7ARqVL4LpOlhBvS/GHBx6yhfyiH/I95gCXjwFFqiHKQw7wOXHnUV9eApbe7/al8FM7ga86OCQ4ExGOjqVs+yKVMVlt3wT3uLxCD7UPhczgEAZAAUOYIbzHZn/7zLZM2u8bKR2U26UDgOS9Oa04BKLMSLEody68rwqm+d3pWBRLcw9IK/Kx9CabPgDWA87s8giA3RJuYI0XD+D6M2dRNlUVBsbtFLCABzDHg3iolyJ/sKeBqQDw/uRkHPcQUJyqUurg7SWm17R0WMcOYco6/ncqxiXbBLXl7yGQNy5fRbmUFDxnB0BvmT2oz94BcCNQ1hbsOb0A8KMWH6FlaWdAW5E5LQPgsavH0H2de5y8myeHIkc511Owbh8RGuTT/wMOr0DUOdfg4ovPnsODFgDAfYU7IvOuWYYBUBlY29s7ydv7Qejv3oBOtVeLAVBA1SLVgOd+FSjoXsQoAFLMv/UxZ4WXgP0CwMcOa47J03OvC4BHNgNLnR7y2IhwtLcDoONA3n3NgVZjgRK1fNLSl5vM4BAGQAFLmCG8QLP6RXQAsFRKCs7oAODC3LnwgQoANRNhCwbN9dZ/XQAsWQeI2eMRALsm3MBaLwComW4tnQHwrUtXvO7pq2MP2Exbm30FQClgtz3UiKc6SPP6tz/BORTw+RQwpYGrmJyMp4rZUrv9Fn0GOe37D/VsfitTJtQrWwo57tzB76dcDxpJ9zy2HijXVPp/P//xNXwWY1v6JOBSZ7rwNq9E/z6z1Uw0LWlrky4jAHj82nF0W2uPCaZo8Gb0c8hR9nOXLsyLO486Si8C/dU+D9VtugQIf/J7oJRqz5LO4KbsmoIl/9pSHCqXgMftHIdVR20n6o3sAXTbx6TRriU8gG+eAbJ6yLyk2qsFdRxQb5PlXvQAFq4KDN3pTRnNvxsFQMpNvyjunMspYE8ewMalSyDeVw9gIAFQFR4oLjwcbUvbPICO/didPgRqa2cM8klcgZvM4BAGwAwSXqBZ/SI+AKBWPsUMAcAStYHYvS5jU39suiTcwDoPAEg5Jg9En3HXxxcAfHA4HnroSTFzjM/jEsuPouG30Mj2oK5seWwcqiSn+AyAjtyxXiCS7Fn2tg0UlKFKxAZnK/Xq5auonJyMIXYAFD25SHHvIjNFIMsdW4o0l2vQOuC+ZrYX6JHVeOp3W7BmMwHw89afo3EJZ4o5IwB44toJdF3b1W0Yt049hexlnHEMqYBbaBf6RxEANLB0FJ8UjxE7RqDr/V3RoZxzaSq9AVAJn27imHEK2JtGqqU6w8tx9yIAVusF9PrSyCvBUVYUALdny4pP8+XF5IuXUTAtzZEKTnrmPYSPCRQA0g+4bTHb0K9SP9RZ7BozVzlwTQ/gjYvAR9VtJ6Dt17nwcLSxA6DjBzEDoE9zKChvMoO8/RJC9bLdmzULBhcrArUHUPmwzc+dC9Os4AEsXhM4u99l+FoAmBgWhu9z2FILqi/KKblfBABP7wLm2VMR6h0CqTsOD1XuJWYOFQCql2D1KqHA0FX9AMBJFy+jyw3bC8mbB9BfAKQcw1WTbB7A8snJWB1rIIRTWCSgCYBrpRN5dMXeiEX7le0dAHg79bbHl7SYYdxLfdHmCzSgHM/2yxsAVshXAau62LxpJ+JPoOsadwBMSyyF8GyuPzxcDnbIjekA4LLYc6gqZ4jxBjcCAzcTAB+v3x37zu9z6YXlADD6V2C+Io2lUU3vRQB84ySQ3XgkAundozgc6AZy6oMl9plzNSwMTRU/kj0BYJPSJXDNDw9g2p00hGUKw4P2fX9PRT2FOYddf7ApJ/QXcefRQOm9J21WDnE7pEj5Th6p2UZKK7ls7xY6Fw10/gio9bjAUxq4ImZwCHsABexjhvACzeoX8QEAv8+eDa/YT3YWjsiBUbHRzvhl6XkIRD6hpRidGmo63biJ3Gl3dEPBCAMgxbRaPsCWSqrdJGeL4/M4QGpB3bGoWdlzTDTHjT4DoO3D7+sS8MSLl9HdAACWyJsN14u95NMUoxPA1ZKSJACskJyMVYEAwIFrXAJt7zm3B3my5MED+R6AOtetT53WuGleu3moU9T5698bAFJZuoeuk/En0WWNa3B0vX657OvzAoCyJ1gqZhRWNDrgKwBqbp9Q1p+7BF5+qB1+OP2DtQHwpGKPry+a7ptvOwjh4fL1mVVXmSctDb+cjg3U9AYUcfcMVerHvDMbAJuWLoGrPgBg1kzh2Dlgj/SjrViOYth9brckSb1i9bArznW/uVIrNw9g7SdtaUqTrrtJemfcVenfwibks/2t88dArccMSe9vYTM4hAFQwCpmCC/QrH4RHQCkNF4xij2Ayl9b32XP5gjt8UGxtmi/c66zftVLYfSn5TwuwYr0XXTpkOpSv2Q73LiJfB4AMPOdu9h3SmAJWK+jfgDgT9mz4SU7SIt6AClW3M2wTHjTQzBTT5qOv3gZPdMRAKsmJeFpXwCw9hPAXhtEISwCuGM/pKOMsaUaqDrXrcjcEikzv/181Cri3KDtDQBrF6mNr9p/JVUdHR+Nzmu85Ia2d0L27rr0SccD+E1sHCon25fI/fgQy22N/XUsVh9bLf2n6B5AekdsjonTl/DJH4CCFfDKron4/tT3LuUs5wGkk6yz7Hmk85UFXjokMjWcZSgY9lHPsRgDBYCjLl1B34QbxvrnqTSFvPlxIvDQQGB5f/F6/Zh3ugBYYwDQbaZbfFrq1LWwMNcl4CKdgd9navbXHwCc034+Bm52Depds3BN7L/gutqkbNglDAz9oUwjW/iYZA07ybptfA04uc120CtzDnHdA1DSDA5hABQwjBnCCzSrX8QHANyaPRtes4PL9GJt0cYDAH76YWnMzmc8Xp2yw/4CYP60O1isEww6y5072Kt12ED05aYEwDpjUbOKuAeQlgMmFciHaknJaHIrUWgPoF+2BjDm0hU8Yv94iCwBl8yXDfFFffMAUoJ4GtszxQrjgaRkrDxrYAn44enAxlfcAXDAKqB8K00ZfAHAD5p+gNe3v+5R1q87fo3qhZwZNLwBIMEiQSNdp66fckl75amhb2PjUEmGOrmgDgC6lBWdqx4aH/PrGKw5ZsuqIwqAXm1q79er/3sV351yhSPLAWDiVeC9sjaFfDncMPUB4IYzcLiW1IEAwI5hefHO8T/gTNLp7xvBPa6prUZanFQGqdNox495pwuAnWYA9ONPYx+oGwD22w1EZgPmdQBOux5GaVa6BK746AH8ov1XGLR5kCFh3QCwbBNbFpA0e3o4ubZe8wDKYS9fdCguk7QQnK6XGRzCAChgQjOEF2hWv4gPAHgqIgKdStnyGc4o1hatPQDgwSmFMLB4Ub+66A8AtrtxEwU9AGDWO3ewJ0AAuLDOWDxkAACVolwKC0sXABxyLR4vXbXFmxIBwFL5s+FaEd8AcFh4ETwYc1gCwIpJyVgREABcCZR3xuRTapiSloKaX9c0NNdEYGd5p+WoUqCKo14jAHj6+mk8vPphoT5tOHMWZXTCEanbXBEbh4oB9AD6AoDKHxOaA7QDwpnrZ/DoxkelXM3yZTkApI7J70I6XPaUa4B5rwb8uCZw5bjHYoEAwMNJBQDKWxzIS7Wn2a1qjYxLUhkzALDLp7ZsUu8UAVJdg6IrAZAO90163p6b9/fPgS3OnNrUNREAHBB/HV/ncT0ZXiI8Oya3+RyPbTG2JOuSC5g6QPuUT24H7tLPfPvV4HnX7UOBtKHBuszgEAZAASOYIbxAs/pFdACwREoqYiNtKcjoUkOY/DL7sFhbtPIAgPRS9ffF5w8Atr1xE4XT0twedHlcfgPgO0URVcqW6WKhwUMgSqOkFwAqbWk2AA5NikT1nCXxTMpJ/wAwe0Hg1iWbXP1XAhV0APBOCmouCjwAruyyUtpjKF/eAJCWixZ0WCAVJ/jpuFpxuMDDw+opHJEbAMbEOfOf+vEhlrvjCwAqDxRpDkvRL8pDPPzn4fj5zM+294lOqA3pjxlxCljZri8A+O1g4C/bwR+9y9/3oKRbWkk3b5fHRr39se0koOHzzlL7FwHrngf6LAHkAN9VezjHlv9+oEY/IKoXQEvlPl66HsBClYBhu4DtU4Gf3napXQmAH8WnoOWL/9r+/vssYIszUw/9kycApJPFP2XPjqfj49HOHpNPbqjE3XBM6vAlHt9i7FCGGwBS0PFzqniC9YcB7Sf7qFhgbzODQxgABWxkhvACzeoX8RMAPy7WFi0sDIBtbt5CkdRUXQDMducOdvvjAfy6J6LS/pP0DQYPoPQRofAJ9Z5D1IWNuvNCDgPTqlJh7M70hE9T7Nmr8ahRtA6eTfoPlZKS8a0hD+A0YOOrtnaVKf/6fQs8YD+NrepV6p1UPLToIUN9FfEAru22Fvfluc9R78BNA3Hw4kHddlwAMOEMOq4SA0DNHzo6S8CrYuJQISVwewDVANh/Y3/8cekPzTHmSruDhPAwfH86FkUp+LvepQLTF358Af+L+Z9UOuQAcPlA4B/XYN1qWQICgOEPAMfsB2oou9MP4w3Nd5fCmcIA+4EEl3+n/L3hkU4Qp0MKuYoCf3wDdPsMiMjie5v2O70eAtE4VKMEwE9QBM0fs+uw+U1gl2tMTU8AKHdejjmqHEzR1FRMeXgRBm81FpfPDQC1FFKmiPNbQf8qMINDGAAFbGKG8ALNmgaAnxZri2ZaAJiSCFw5AXzeMEM9gK1u3kKzW4kYq5Nz128AvHkJUSta+A+A4WFoUbqkX6YUvVkCjfHxHgMaywA4vHUFfBnrnstWpK1B8dfRoFh9PHfrb1ROSsY3RgCw41Rg02t2AGwJHP/J9v9TRpsH2mk2bxYAbui+AWVyl3G0GZMQg3d2vYNfY7WzICgBkMp2WOWMt+dJNyMAuDopN8qf/dNWnQkeQGXAaHWfd0efwY2wTCiUplje0hqYql//XvkXvdf3Rv/K/fFmXdclO5fbg9EDOLMecNHukdIxsr8AGJ4pHAdLPQpss+eZ1QmX4vXZzJwLoOX45iOB5h7ssPpZIPoXYOhvQJZcXqs1UsArAFK78123TsSHhaGxPQzMzHz10bSLPSyLxhJw81IlcDkiXOqSpxUktU0KIwLvtvsCT2w19qNXM4i7WpC6zwAd3zcik2llzeAQBkABc5khvECzwgC4L0sWPF68CESXgGcWa4umWgD4RQtHjD5/X3z+LAG3uHkLMy5cwte5c2GqKnYhieI3ACpiWvnlAUxHAKQP+K03jqP5N7Z4elpXIACwcGoqJpTvg+eiVwQOAPsuByraYv+pL4rdVWNRDUOPg4gHcFOPTSiVq5RbvXpLwQQ3BDl0KWMVeuuYIQBECZQ/+ZutygAA4If7PsSXf9qC+pImngBQ+HnU6BeF6skS7sWDFIwAKNBn5XuwcVoEfglXpZ/0MkEoLt2hR3YA79rnIulLwYanlvc2tVz/PniLLcZm6YZAuHObj2YlFP4qjHIPBfbSBcDKXYBHFwHXzwLTK7s0qgTAz5pNR5OybWx/p2gBG1zz3D9UthRS7YcrjABgvvCseLbWy5iye4qhAQsBYJ2ngIenGqrXrMJmcAgDoIC1zBBeoFn9IqoXlygADitSCEcKlsWGIu2RVblXQ37pK+rNSABsfvMWPrlg2z+m1Y/sd+5glz9LwEEIgPISnqd5IwPgrAG18Po++4vW4EQLu3sXn97fD0NPLHUHQHoZ7tEPrAo9D2DfZUBFbY8a7TOrvtB5WlekuyIAuLXnVhTPaTv0pLy0AHBW61moX6y+FOiVrrM3zqLdSm2Ppbo+IwC4BiVx/0n7yccAAODNlJugWIDty7ZH6zKtMXnXZCz9d6mmhP4AoIhNgnIPoEkAuP1UDJblzonP8uXFuAbj0OuBXgCdWCaIzmwPbi/Qtovu3vIiCxnJv0K6AKgMiqwaV3xYJkcqOJfsPPsWAOtfdH02y5V2/LcRAPR1VEIASKeb6ZSzBS4zOIQBUMCwZggv0GzAAZACBNwZewXhOz8BfhjnrN9iAEjhVT47f9EFAAumpuGSfXmg8a1EfG7/u4tIBj6q8sssWDyAIvOFXprfPPwnetcu6YiGL3KfuszM8v0x7NhiVElKwvKzijAZTV4FdkzTr7LDB8Bme3iW+xVLwH2WApW099TdvXvXcF9FAPD3fr8jR6R7nC4tAFTvbTt38xzarBAD6MN1JwMHlwINhtqWv7rPBqrbEsmr21qLUrjvpH0J2sBcFbXhpN8nYdmRZfcmAFKO8SGugau96vZhFHDttMdiLh7ATDnxy13vsfwkeKneD1c7TEa+rPbAwepWJhbUzpqj1xuK+1ekqtchmVlAFwDph1/dp2xNqwDwVpuJqHfMFnN2fbf1KJvHfghFPrii6LBSa8sAYM1BQJdPzJRVuG4zOIQBUEB+M4QXaDbgAGh7QOOBX2a4bkSmf1O55APqAVSeTtMYlbqtRrcSMUsFgAVS0xz7Q/rGJ2DUFVtkdpfLwEc1EACojnHll00DcLO8T1ALPoxUP7PCIAw7uhAUEHqZCwC+ZttUHq/z0ezwPrD5DVtTLgC4BKikHVbFLADUO7AgAoDnb55H6xXap5bVOno6GKFua12m0ih34hf7h9IW1ieQ1zu/v4PlR5ZrVhnyHkBfAHDDK8BeRV5cjSxFbUsVR1yEbcm1cVhu/HLHPUuE25wgAPS2dEjx5r708iMjXzngqj1syosHgPzOQ02BnDeidekCYPt3gfrP2apRpucr1xR4bD1oXt5KuYXJTRSnaQ8uAdbY77F3oH3J4o4oFp7m6yPFi+KfLJlFu61bzmtIJLrzoQFAV+3A1X53wGAFZnAIA6CAEcwQXqBZ/SI6S8DFU1Jx1kMYGKlCgqQd04EfJzjrpxyI75dzaS9gAPjWBdsJNA9LHiIAmD8tzREkNJAAuKrBZFR4QCzrg9YY/NXJr3mgujlgAFhxMIYd+codACnQc9XubnPF0Q09AHx0MVC5k+5QvYVocfvAPnbY42EYKi8KgG3KtMH05tNdmjALANdnKoOyJ3bY2jLwY0V0jlDaqyHfDdEszgCoIcv64cA+W/YX6aJYlfJpXfs/KQGwSVhu7BAFwNYTgMbDPZvO0zIwHZyq0Bb4eRJw+7olDiLoAqDaO7nrC+C3T4BB62xpOLWuQ8uA1c+4/KVjyWI4Y89k5TJfi1QDztsPTwEYUKwIDmX1/1Sz0ClgOci16ENoYjkzOIQBUMBgZggv0Kx+ER0ALJaa6vi1Kn0E6Zeo+qIPzzeDgL/XOv8y/E/gw2ouJf0BG5dcvRrLy+ouqdtqkJiIL865LgErAbBffAJG+ukBXDGtOC6ER2DoI+uA4oKHEDRe2P7o5Ncc0Lj58PmbwBsnpL8YhSpldZ9WehLP//ullBN4qdIDOOaSLdTEzPrAxX/ce6ALgF8DlfUh20hfR9YdiX6V+3kdnygAdrqvE6Y0cd08bhYAbshUBmVMBEBPdg9ZAJzdDIg7CHT6EKhtLAwI1r0A7F/onMctRtuAS3G1K1nc8aO6aVhubBcFQHoW6rkCjvu72EO2JRN+IPj7vtEEwGF7gELOeJvCbfzxLbDK9cdK5xLFEJ3Zli/FMV/bvA00fAGYkNdR9WPFCmN/1qzCTekVFALAsVdNOVDjS+fN4BAGQAFLmCG8QLPmAaAaZCwGgPUSb2PuuQs2kLFvDA40ADq8eZTTsbhgHDqLA+De+AhkoaUiPwGwbLYiiE48j6jbSVgSp9gDKH+UTu4AFmh49Nq/B+yZC1w+als2WTvMNocfWQRU6aI7n0UBsG2ZtpjW3LYH0ds9/gDghVsX0Opb7dR16kEYWQLeULo3ymybBujFcvPrpWC7WU+XkAXA5JvA+b+BkrWNp+daMww4+LVT9W6zgDXP6gJgs7Dc2CYKgP56AC0IgF3XdMWJeNsPzMORVYB6zwL328JpGb5uXACmVnC5rW/xIvgzi82z55ivctBrxbv3yaKFsTubbwCoXCXzCoAtxwBN7WGtDA8w8DeYwSEMgAJ2MkN4gWb1i6hAZH+WLHiseBF49QDmLgm88pf7cuzwwwBtiFZc/ni2hD2ATd8AdkxFVFnXWHp1E2/jS6MAWKo+8ORWcVllDUMIAKvficDXg/0HQFnEB28nYbEWAF4+Dnyikb2D9gLV6A+c/wsoXR+YWRe49B9AWwyy5/cZAGmJdu+5vXi2+rOOTfWBAsDO93V23ZsEwEhsQiMAuLHrGpSmMDCUczSfM0ah+KT1XvKeA0DvkuiXoKDl9INFvp77Dfi8gUv5HiWK4mhm236zKZGlMTLF86ERB7zQj0p6t3i6PC0BWx0APWWFEbGJMo+zvfyJyAi8XLgQnrkWj443b9n+te07Ng/g4RXAyielfxpdMD/W5cop0opbGdpf/mv2bNK/ewXAFw/qL2H71Lp/N5nBIQyAAjYxQ3iBZvWL+AqAVOOIaGcCdbmFlw4BH7mG4kgXAKSXXFoKolS5YGsn3sZXKgDMl5aGq/ZE4f3jE/Cmegk46hGgp4cQJWo1QxAApY+P/cXsDZBE5p8uANLNWh8v5WZwKpOWassNmsXzyzo6PlqKZ7fm2BrNbm3qvgmlcrvG9ItPiseCvxZgSNQQ1FtSz+0+UQ9gl/u7YFJj12U/qkxUPyMAqDUOETsYKcMAaEAtdTw+2sv2eUOXCo5HRqBbSVs4oYWZy6P8fz+jYVn3+JLKmyTvVeGqwFB7yB+9LgUZAL6x/Q1sPrlZGo3HrDAiJrgdD7zrDPvicku2fLawOXS1mQg0esnm5bXDeTKAWoqQMSLNyWXoUFuf4kWk//yy9WzU3bUA+EP75LwZ+3SN9FVd1gwOYQAUsIgZwgs0q19EBwApJc45+4k16SHV2gNY92lg9xeudQ9cDSzq7vJvq3Pm0M3E4a3vwh5AnZRZNW/fxoI41yVg0wDQSHgFiy8BK1/MogDjyZYuAFihHdD/G2dxrY9Xuym2cCg+XIv+XoT392hH3PcGTiIne+UuqcumKwDqBKf2QS7dW4IeAMu3AY59bxtfenjBKGjysr62E7bkvZ7VyE1bOnQQExGB77JXR+Yjm7xmSZLeuyXrAkPs49CzVpAB4LXb1zD7j9noVr4bKuav6N+09QSAgzcDX9njhspL6WSnic6QOr44KIZevYbnSrVD1I1dUt+lWKF3w4BpOmNJj/lnQEUzOIQBUMAAZggv0Kw5AEjLT9H2k4hyCw8+CvzhHj7Cl4eMqvQXAB+6fRsLPQDggPjrGHHlmqs+Ub2BnorlHG8C/zABSDhny5Npjz7v7RarnwIONABWv52Er3PWAGL2AE9+DxRUZC9Y3Bs4+p2rZO0mAw3s+/68iulaYOFfC/HB3g8079rYfSNK59bxFgDota4Xjlw94nKvnoeiz4Y++OvyX46yFAS6UQn3j74oQBvyADIAep8VlHpr9+z0A0Blj84dBmY1dusjxU+l7MkRlToB/24QA0CRH0N6AChygMS7ktYukZoMvFNIu4/KdHmtxgFNXrHPB+ehGV++TftPnkZkr3n4r0QUaAWhTtE6wJ00YKLO9hQGQGvPofTqXbAAoFoP4Y3f+e8Hrhx3k9OXhywQACiBh33vmdyHvGlpuGZfAg4IAPoyee4xD6Bkh/YLgFL13E/C3b3rcjJPklPesO2DtrScO3WvdsoldV5fdfVGAPCn0z/hpZ9fclQhulSsNyQjALi5x2aUzGVu7mi/PICNXwZaj/fBejpbAnypKSMBMO4QMLupfq+NACAdKKnR17MC6vcJxSF8ZrsvqgXnPXoA7AKAYwEKQE/X5JK2fMjFayIqiy1TlJHrcJNPAYpNqP7B76kfRhowuawZHMIeQAGjmSG8QLP6RXSWgH0GQJ2WfAVAZSYPxzKO1kOmswSsXHoUBsBqvYBeiqCufgmsc/M9BoA1bidhEQFgGdeN8Q511Hr4AYDz/5yPafu0s4wEEgBPXT+FTqudJ5gZAO3WpANZLUf7/tQYTW2m11JGAuDZg8AXzQIDgCIHCDy8E303RBDdKQKALd8CmtqzC9Ge4rQkIHMO4T26SjV0f6xp9aNiR6CvdlrFjFLYDA5hABSwphnCCzQbtAC441QM8tKeDbo8xQHUAUBl/DkGQGMzJZCHQKSl+Mf2All14pWlAwCWyFkCBIARYbZsDFqXEQ9g3I04tF3Z1lFNegLglp5bQOMx8/LZA9hsBNBilO9dCxQAUmiRXbNc3x2+98rYnWcPAF809wqAzUqXcASl1yp8OGt14FFFeBm9GtWaNXkNaDXGWJ+DufSclkDsPvcRKD2ALd4CmtkBUFFSdIuGEAAueRT4b4trPx7bAJRrYil1zeAQBkABE5shvECz+kXeLmz7JWS/5DAw6huEl4B1WvLVA+jSrg8AqMxBuzh3TrxbID8+O3cBQ4sWlnqquQRcrSfQa55fsnq9WeMjtydrFjxRzHaqzApXIAGwZsEoLHh4if7hARZOAAAgAElEQVSw1Ho8vhEo676HSkQXOgnceY17sOiDAw8iPCzcYxVGAJAqcgloqxPOQvQDY2QJeFe/XcgemV1EDp/LrD++HqN+cQc53XdBziLAjfPAy38BefxYng4UAD6/D/i0FkDLrX0W+6yDTzfG7gfm6MS1IxAhQDyyEcciI/FRvjxokngbbxd03z92eMABIFz/B4ujb2rNKAxNkSo+dT0ob0pNArZPBbarDn8pAbD5KKD5CLfhvfTTS/jpzE+Ghq37rB7ZDCy15e92XCNjgCy5DNVvdmEzOIQBUMBqZggv0Kx+kWtnXDJ3HMiSGYOKF3UrH6wAWDkpGd+cPecYTwodLFEEhR4Yfx1vqA+BVO0B9FakdfJLYJ2bdT5yvoKyGV0MKAAWrokFHRaIAWCfpUCljn4N6ciVI+i1vpdLHSLhJowCYPuV7RF7IxbLOy1HlQLaH1wzAFBkLH4JaL9Z81S0VkQAKj/uGkAf4kjfAuvqwoyvA6GPPwV3JlAWPZzla1vq+2L2AXNbutdG+yJpf+TSfhIAytcfWTKjv9Z7VzRG3sX/gJl1nO0ZiUgQqDFboR71e9UFAEcCzd9066WRWJ3yzR6fvwv/AJ/Vd7ZjsQMg1DEzOIQBUOABMEN4gWY9F1E8NKEGgJWSkvGtAgBlIWTQYgDUnxoZBoABeGFeSryEFt+4emBEoKn3+t7498q/hsAx7U6aR89iIACQ9hrSnkO6FnZYiIcKC2ac8fPlsProaozdOdZRCx2g2nE6VrvWANhNqjhQHsBA9ccXDfUAsOeXQFSvwAMgge5kW4xB6WIAtOmgBMCnfgJK1NK0pugzKgSA6jmckfNQZ+6awSEMgAIvCjOEF2j2ngXAiknJWGEYALsDvef7LavHCu4xD2CtIrUwv70HTZV6BOCFqZWD1ywA9DZRRD8unvrXeXVnRF+PlpoSGYe3Phn5u7L/9RMTMceeW9utjgDYLSAAWKYxkKcE0EMVo9TIoP0te/s68K5GkOdRcUDm7G4AeDhzZvQrobHyIuoBVAPg2CuAl+0O/g7RkvdreQAp88fVaI+p2ESfUcMAaDSrVDqJagaHMAAKGM8M4QWavWcBsEJyMlbFOpeAZSE8ewAZAJWgYfTlqDXZahpZAg4ASKgPaIiCky8eQG/Pn6h+wQCAbW7ewvQLGmEzikYBz/7iTQqxv/vrAQzA/BHrqJdS1067pcV0HGT7bgyw82NHBZS6rKs9S4iyVmHYVwOgVTQIiJAGKtECQIHbRZ9RwwAoEsNRoH+BLmIGhzAACljJDOEFmr1nAbB8cjJWGwXAKt2ARzzsV/NbcP1lriFFC2OXj8nJA9EtrY+P0ZejVj8eLPQgFnf0sBE/wB5AXwGw5qKaSLlDO0VtV5MSTfBZ68/8klZUP08f+y5ruuBk/EmpH8JQ4FevnTcr+9/pxk1MuXjZveYxl8UOK4j0SRgAMwGg0Mqqy0rwk3gN2DoKOGif+3Lfkm4AU1xPcWvt/xW2NQOgbRIo506j4UCbCSIzznAoGK92kfvR/j2g/rNCfUjPQmZwCAOggAXNEF6g2XsWAMslp2BdbJzb+OXwC1/FnUft285T0FLB9ADArzoCp3516xehx9HMkXi0RDG/zepvBYHcA1i9UHV83dFDOIsAA+Ddu3fx/E/PY3uMMxiu15e2Rt7eOW3noH4xxYZuH0QNBAB2XdMVJ+JPZDgAap6alz688T4oo3OLKAAO2w3MrGttAKTeHVgMrLWnNVTqpBqnXwCoDqYeSHsEzrLm1/Tj28COqUCPucCDvYXbE31GqcKJDSeiewXXdKfuP0Ls4a46fADUe1q4H+lV0AwOYQAUsJ4Zwgs0e88CYNnkFKzXAMCETJlwNjICFZOd3h6HSFW6Ao8s9FtWjxVMrwpcj9EtYuQ0cK3E29hngteQgIm8YeQV8/eqUagGFnVcpF+NHDbjia1Aaf+AS9mISJgWvfL073PbzkW9YvX8Gr7ox8UToH5+6HN8dvAz3JfnPqztttav/hi9Wdn/X06dQZ47JnvdRAHw9RPAB/dZHwAPLgHWPGfrp1kAKNWtiLF5rwIg6XDrCpBdJyWbzuQXeUYPDTqEpLQkZIvI5v0RmlYZSDgLvHjAlhvaYpcZHMIAKGBkM4QXaFYYAA9myYyBwRYGpv5QoP0UaYzqB7lMSgo2xLh7AD0Kkh4A6OUjZwQAH7megLiICOzILvBiMjBZJjeeLIU4mXlwpoG7tIt6BUC/W9CuwF8A/LLtl6hbTMPLZKC/Ih8Xqs4TABKI74jZAdpLmTdrXgOt+1/URUO9EDCBBI7NI5wBnD11n9pcPxzYpwrZFMi++C8foAeAv3wI/DDO0YJfHkAGQL8sJfKMiqwgODqRkgjcjgdyuR/s8aujAbrZDA5hABQwjhnCCzQbWgD422fA1pFAnyVAuWZAlpzOl+iCKJexlkpJwSajAFi5C/CoB2+V34J7D3VhBQAMxDDlOihsCYUvSe/ru+jv8Oq2V0Ew2/l+9+DQ6v6oPwSftfoMTUr6F8Vf7+NCUHzw4kGpC2Vzl8X67uvTWx6h9lwAMHst4K/V7vcFErrupAET8wMFHwAu/affR7nNc38Csxo5ywWyL0IKeSn033fAEvtypLpvKbdtcVhvXoT6mY/IFIEDgw6I90D+UVk1HQ6xifcqKEp6A8CeFXpifEMfc1tbUAEzOIQBUMDQZggv0GxwA2BYJBDVG+j+uXMc9OLUCDirfpBLpKRiS8xZYxJV7iyWfslYra6lA+gB7G33AP4SYA+gP8NT30tpyyh9WUZc5D2LpDkkcKnnz+u1X8egqoME7tQvovdxefrBp6Ul9lVHV+GHXj8ga4SfAZT96qX+zR1WdkDMDdt2BckLop67JesCQ743p3VPz4necqrVAJD2530/BihaXXtf2sqngMPfuAFgeKZwHBxk+4EgdM1rD5z+DXjtKJDTlumILzEFPAHg/gH7ERku9v4Qay3jS5nBIQyAAnY1Q3iBZj0XUbxkLbkEPOYSIPgAqh/k4imp2MoA6PcUCUQFhpZQAtGgD3Wo588rtV7B4GqDfajJeYvex+WNOm9gYJWBftWdHjfXXVwXiamJ+gA46iyQOYc5XdEDwPbvAvXt++qo5WDe/0ZLhfsXIuqoa9zCsExhoH1nwhflTE+9bYszyJchBTwBYDC8twwNljOBGJUrcOUZAMW1zJOWhl8o64CBX/TqB7lu4m18ee6CeKNUMj1yhy7tCxzZpNuv3Vmz4EnBvMDkATxnwh5AY6J5Lx0ML9L08AC+0+gd6XTy5CaTkSU8i3fhMrhEw6UNkZCcoA+ABp5Pw0OZWR+4+I/7beo2gxkA7aNTzz3DAGhYXL5BVkCp/ZKOS9BvUz+HOMHw3jJqSTM4hD2AAlYwQ3iBZj0XOfoDsLinVMZKHsA+1xMw+vJVvwCwa8INvHPpijGJ0gMA/1kPLB/gsV8z8+bBrHyKk306pRkAjZnXU2n1R3j/wP3Cy8d69arrDLYPSsMlDZGQogDAj2oAV20xCaXLTACUw3ooxc1ZBHhNtTcwBAGwTZk2mN58euAmN9ekqwDF2KRYm5nDMmPfwH0uhwmD7XkVMbMZHMIAKKC8GcILNOu9iP0FGmoA2CXhBiZZEQBj9wFzNJLFKyzFAOh92ga6hBmwptxDR/0Ntg+K2x7AuW2AmN3pA4DKGHrUIuVzLVjR5eCX1JHpVYDr9hzFZgJpoCecoj713Put72/Imdl5wM3EprlqlQJGowcEm4BmcAgDoMAsMEN4gWa9F7ED4Mf58mBOXnev02G98A/ea5ZKGDnVKlcZCA+gdQFwPzCnhUf1ZuXNjZn5vIf86GVfAtY7BPLh+YsYXqSQoKXMKxYM4GMGAB66eAgDNjm9vcGgg3IWjN85HiuPrpT+Ser7nFZA7N70AUAKpzHJHkqD4q+95Z7WUerIjCgg/rStTyECgME2T8x7c6R/ze1XtpdCYDnmfPp3wdQWzeAQBkABk5khvECz3ovYAXBEoQLYlNN9Q3dGAOCj1xPwlp9LwBMvXkb3Gze9j19ZouLDQN8lxu4xWvrsQeCLZh7vmpcnF2bkz+e1ZgJAigP4q84pYLKdLwDutWGDBYLhg2YGAJ69cRbtVraT1BpdbzT6VOpjULmMLT770Gx8evBT58fw343AMvseqWF7gEIPmNtBeXm341Sg7lPabcm5dSl0zPN7zO2PSbWbMfdM6mrIV7v++HqM+mUUGpVohFmtZ4XceM3gEAZAgWlihvACzXovYn/JvlmoADaGEABOungZXawIgJQj9L0yTrvUfgLYO8/FTotz58S7BbxHtO95/QbORYSnOwC2K9sOW6O3ep9b9hL3KgAq8xLv7LsTuTLnEtbMCgVvp97G+3veR8vSLdG4RGNbl66fBXIWBcLCzO8iZYk5uQ1o8IJ+vuHUJID21d7XHMhR0Pw+mdACA6AJovpRJaVeLJWrlN97gP3ogmm3msEhDIAC5jJDeIFmvRexA+DIQgWw4Z4HwI5A36XeNfO3xJWTwMc1bLUMWAl8bTuII1+nIyLwcKniXlvJKAD8Y9AfeHDhg177Jxe4VwHw4q2LaPmtbb9nMAKgsIG5oF8KDNw00BEYnCoKhufFrwHzzRmmgBkcwgAoYE4zhBdo1nsROwCOKlgA63NZYwl42NVrePbadUN7errOqYQTmZ1BO33yAD7QAei3zLtmgSghL28NXA0sck0wfj48HK1Ll/DaSkYBIH2gvEXQV3Y+GD5oyvEIJX33ah1bgRHbRyAiLAKTGk8SvIOL3WsKkKe1zuI6jmEHw/Nyr9koVMZrBocwAArMDjOEF2jWexE7iIwumB/rcrmfPMuIPYC7o88gG0XRN7CpO2V8HsSHhaFFmZLSmH0DwPZAv+XeNQtECQcArgEWdXOp8UJ4OFoJAmBcRDh2puMeQFr+ndpsqhsA0p6ZX2N/1VQmGD5oSgDc03+PZbNzBGLqcR3WU0Cef1EFo7DkYZP3IVtv+NyjdFLADA5hABQwnhnCCzTrvYgdRMYUzI81FgDAiLt3cSD6jK3fBgBQzgggH3oIGgAc8iMwt5WLnS6Gh6FlaRvIerrIA5geAEgxyWj/2or/VmBk3ZEokK2ACwCObTAWD5d7GPWW1AsJAAwGYPU2N/jvwaXAR/s/wq64XZjXbh7/+Agu0wVVb83gEAZAgSlghvACzXovYgfAhfkL4YM82dzK++QBfO0YMLW8VJcMZNVvJ+FQVrHsB442/QDA9y5cQsebt7yPX1nigXT0AO6aDVAqqFqDHVrJXTECgA0TE/GqTqiXQJ0CntZsGtqWbeuipdJj9l3P71AsZzHdZeFgAKpQj/9l7EHg0qwAKxCKCpjBIQyAAjPFDOEFmvVexA6Ax2oPRPfL2wIDgARu9nplAKyVeBv7soklvfcHAD/MlwcHsmbB3LgLMJzGu0I7oP833jULZAk6xfiOawL3S+FhaCHgAaRwOf2uJ6BrSe0DI4ECQK09cRRBv8faHniw0IOY334+MmXKxAAYyHnBdbECrAArEGAFzOAQBkABI5khvECz3oscWg78sQwn2o5F1y2DAgeAp3cBe+Yg6sYuqc70AkDvA/ZQIiMAkLpz+Thw7g/g28elzokC4M+nY3A9LCxDAJD6eZf2aQIS/NG17vg6jP5ltPscoiDCFr/YA2hxA3H3WAFWwG8FzOAQBkABs5ghvECzwkXknIjqGw5fzwxcPiZcj1RQsXQrf1gfvnFTM86gVsX+eACNdVRVukJboP+3flXh1812r2lMRDg6lNI/BZwr7Q4Wx51DuZRUnIyMQJcM8ABqjXNL9Ba8vu11lz91KNcB7zd93y9Z0uNmBsD0UJnbYAVYgYxUwAwOYQAUsKgZwgs0K1wkOj4andd0dit/uHRf4L8tQNwh4bqUALjjvSLYkiM7nrp2HZ0FYttRIxkGgOXbAANWiI8z0CXtAHg0MhI9ShbTrH1vtVcRuf4lyGF40wDUKFdas6yZS8BaDSalJaH217Udf9r26Dbky5LP4SEMtFyBrI8BMJBqcl2sACtgRQXM4JCgBsBJkyZh48aNOHjwIDJnzoxr16652e306dMYNmwYfvrpJ2TLlg39+vXD1KlTpfKilxnCi7YtUo6in3dd09UdAO9/Eqg/FEg4C3xUXaQq19O7dqgRDW2SsQDY2haYOaMuu1bHIyPQTc+r12AasKS3Sw835siONwu7Z0FIbwCkTgUrSAVrvzNqqnK7rAArEHwKmMEhQQ2A48aNQ968eRETE4Mvv/zSDQDT0tJQo0YNFCpUCNOmTcPly5fx2GOPoUePHvjkk0+EZ4AZwgs3LlDw+LXj6LbWNR6dBGPVXgVq2famyQc7vFanPL3LAOhVLkcBu1Yel3UbzXDLHLI5R3a8oQOAs/Pmxqf58or3QaPkhIYT0KNCD6E6ZJAqkr0Ifuj9g9A9VijEAGgFK3AfWAFWwEwFzOCQoAZAWez58+dj+PDhbgC4efNmdOrUCWfOnEHx4rbTlsuWLcPjjz+OCxcuIHfu3EL2MkN4oYYFCx29ehQ91rl/5A0DYMm6wJDvna0GEwDe3woYuEpQMROK2bWKjojQXS4/3G83MKmoS+ObHuqBEdf2unVIXkqXT2L72uMx9cfgkYqPCN0ug9TLtV7GE9WeELrHCoUYAK1gBe4DK8AKmKmAGRwS0gA4duxYrF27FocOOffAXb16Ffnz55eWhFu0aCFkLzOEF2pYsNCRK0fQa30vd4iIeh2oaT8dLGev8FTnI4uAKl2sA4CPbwLmd9TvcZlGwCl7BguLAKBHD+CA/cDbrsu9m7rPwIiDM0wDwA+bf4hWZVyDVesJeujiISkjyDMPPoPwsHDB2ZfxxRgAM94G3ANWgBUwVwEzOCSkAfDpp59GdHQ0vvvuOxfLZMmSBeQ17Nu3r6bFkpKSQP+TLxK+VKlSiI+PF/YamjsVXGv/98q/6L3edW8ZlTgc9QZQc6CtsAgAPrMDKPagGwAmZQJql9U+rKAep+S5KlINeE47tZimLnp9U8Qk1LxvZAwwxZ51w+IA+G3nb1Ep933AO4VchrK++3SMOvihaQD4actP0axUs/ScjuneFgNgukvODbICrEA6K3BPAOD48eMxYcIEj9Lu2bMHtWs7TyzqLQETAJ46dQpbt251qY8OgCxcuBB9+vTR5hGdPlgVAP+6/Bf6bHAfy+EHRwAPDRAHwKG7gMKV3ACQ/uFcuM0j1MZLnlsJAKN6Az3nij8evgBgqXrAk985wfb+lsDA1eJtBrqkfQwnIiPcYvu9Vvs1PFb1MVuLS/sCNy8BMbul/1zfYwZGHTDPA7i221rcl+e+QI/WUvXJANixXEe81/Q9S/WNO8MKsAKsQCAUuCcA8NKlS6D/ebrKli2LrFmdmSn0ANDXJeBg8wD+eelP9N3o7s10AcBJxYAUL+nVXtgPFLhfEwDlf6xbpiQSw+RAJu5WOlyoA9D8TSB7fvE5rwTArHmB2/bT3GoPYN9lwFI76JaqDzy5NSgAUDOd2sohQPJNrKvTB6N/fctNq0DtAQyGVG7iE0W7pAyAwRK30N/x8v2sACtw7ylwTwCgL2b1dgiETgkXK2aLzbZ8+XLpJHAoHQL54+If6L+pvztEVB8J1Ohn+/fVzwGHlniW98UDQH6Ft0jDM6fl4VJW6hNwKNvJWRS4cc5WpRoAlf9d8WGg7xInAN7XAhi0xpfpE5h77GOIr9oVjW8dcKnTkyarj67G2J1jdQFwRufxmPfnPJ/62Lp0a8xo4e5d9KkyC98kA2D7su3xQbMPLNxT7horwAqwAr4pwACo0o1i/F25cgXr1q3DBx98gB07dkglypcvj5w5c0IOA1OkSBHp71SWTgB369YtpMLAHLxwEAM32/f6KTQ6XH0UUMPuGVw7DDjwtfvMozAx++bb/v2lQ0C+ss4yOkuz7UqXwtlwWwox9eU3AOYpDcSf9g6Arx0DchZSAGBzYNBa356sQNx19Adg31dApxmIWuk8dDG9+XS0KdNGt4WV/63E+N/GawNgvWeR1m4yaiyq4VMPF3dcLOX7DfVLBsB2ZdtharOpoT5cHh8rwArcgwowAKqMTjC3YMECt6nw888/o3nz5tK/EyQOHTrULRA0HQQRvcwQXrRtkXL7z+/HY1vse8wUN7gA4LoXgP0L3asbdRaYbAuRg+GHgbyKwx46ADiwYk0cTNZepvcJANe9COy32zFvGeDaKX0ATE0GUm8DWe0hfOQ+lmsGPLZORC7Tyxg5lPDb2d/w9PdPuwNg723SMjrl7H1woSvEZYvIhsTURK/j2D9wPyLDIr2WC/YCst5ty7TFtObTgn043H9WgBVgBdwUMINDQuIUsNlzxQzhA9nnczfPoc0Kdy/T4Rqjger2PXPrX3J6+pSNv3XReTL1zTNOsKIyOgA4ulozrLt5UnMIPgHg8Z+ARd1t9ZEH8mq0PgCqWw1yAIxPikfjZY3dAbD/PiDClq1GCZSz28xGnaJ1UHNRTY9TaESdERhQxX4AKJCTzYJ1yfr0q9QPI+uNtGAPuUusACvACvingBkcwgAoYBMzhBdoVrhITEIMOqzq4A4RNd4Cqj9q+/cNLwN7NfaS0b66M7uBO6lAmYaudaQbAP4MLLJnMnl4OrDxFaBSJ6DPYlcIVWYpkXvqAMCmwGPrhTUzs6ARD6AuAD522NFFZX1z285FvWL18Pflv/HBng+w97x7EGm60ScQN1MUE+v++fTPWH9iPcY1GIc8WfKY2BJXzQqwAqxAxihgBocwAArY0gzhBZoVLnLh1gW0+tY92O/hHt8DueyZJza+BuyZ416nFlSp4Up11+iqTbHult1Lp/qbT+BxXAGA464BF48ABcoD4RFOAMySGxh5RqP/9g9+OesBYMPiDUEeO0+XUQD8os0XaFC8gVTlrZRbqLeknmb1PtlBeMZxQVaAFWAFWIH0VMAMDmEAFLCgGcILNGuoiNJLJN/oAgGb3gB2a8CILwBYtwfWXQyg5+nE/4CFXW3dVvfn5Hbgu7ekwxUoUUsfAMs2AR7fYEgzswrH3YjD96e+l3Lw5syc02Mz125fQ5PlTdzKKG1Hnr6Ff9v2b85qPQuNSjSS/v+ktCTU/toZD1NZCQOgWdblelkBVoAVSH8FzOAQBkABO5ohvECzhop4BcDNbwK7PtcAqHj9dvSWgFs8jXXRWzTv8wk8PAGgNxXkPloIAL11Wfl3EQBUlpnZaiaalmwqVZF2J03zhPD7Td8HxcTjixVgBVgBViA0FDCDQxgABeaGGcILNGuoiFcA3DIK+H1mQABwVKuhWH9C29vGAGjIbBABQKpRtq86tZvS7jv77kR0fDSqFayGTJm0w/QY6x2XZgVYAVaAFbCCAmZwCAOggGXNEF6gWUNFNp3YhBE7Rrjc4wJjtIy685OAAOCbLZ/FxpObAugB3AYs7GKrz9OStFaL8zsB0TuAXl8B1XoY0swKhY0C4I+9f0Th7IUdXW+/sj1ib8RidL3R6FNJO7WhFcbJfWAFWAFWgBXwXQEzOIQBUMAeZggv0KzhImovoAsAfj8W+PWj0ANAigtIcQMLVjCslxVuoGXcWl/XQtrdNEd3tAI402GRhOQElMxV0qXbdBDk+LXj7PWzgjG5D6wAK8AKmKSAGRzCAChgLDOEF2jWcBGPAPhlW+DMLtc6aw0GOn+o347OHsA3WzyLjdEW8QAaVsl6N9xOvY3p+6Zj6b9Lpc75tIxuvWFxj1gBVoAVYAUCpIAZHMIAKGAcM4QXaNZwEY8AOLsZEHfQtc7uXzjjBGq1NqMaEO8eeuXNFs9gY/Rmzf75BC900ndBZ1t9RpeADatkzRsIAr858g2alWqGMrnLWLOT3CtWgBVgBViBDFHADA5hABQwpRnCCzRruIhHAPyqI3DqV2MAqBM8eu9TWzH4h6cYAA1biG9gBVgBVoAVYAWMK2AGhzAACtjBDOEFmjVcxCMA/jgR2KHKk9p9tjNVnFZrt+OBdxW5ge1lEkbFoOFSVdYQ+9988wDuABZ0uqc9gIaNzTewAqwAK8AK3DMKmMEhDIAC08cM4QWaNVzEIwD+uQpYMdi1zm6zgBp9PbejsQ+QAdCwafgGVoAVYAVYAVbAZwXM4BAGQAFzmCG8QLOGi3gEwCNbgKX2vMByzd0+B2r0MwyA10edQaOltmwU6ssnD+DZA8AXzdkDaNjifAMrwAqwAqzAvaCAGRzCACgwc8wQXqBZw0U8AuAJRaw9IwAY9wcQswfY+IqjP5dGHEeLb1oEDgDv3gW2jgLylAQaDDM8br6BFWAFWAFWgBUIZQXM4BAGQIEZY4bwAs0aLuIRAE//Dsxr51pn15nAQwO8t5NyG5hUxDwA9N4DLsEKsAKsACvACtyzCpjBIQyAAtPJDOEFmjVcxCMAxu4D5rR0rbPLp0DNgd7bYQD0rhGXYAVYAVaAFWAFTFLADA5hABQwlhnCCzRruIhHALwaDXxU3bXOQWuB++x77zy1xgBo2BZ8AyvACrACrAArECgFzOAQBkAB65ghvECzhot4BMDkW8DkYq51Dj8M5HUP8+LWsAoAr7x5Es2WN3Mr9mqtV/F4tccN95tvYAVYAVaAFWAFWAF9BczgEAZAgRlnhvACzRou4hEAqTZ1SJcXDwL5y3lvRwWA6lPAj1d9HM9Vfw7ZI7N7r4tLsAKsACvACrACrIAhBczgEAZAAROYIbxAs4aLeAXAT+sAl/5z1vvCfqDA/d7bUQFg/MjTaLysseO+wVUH45XazlPC3ivkEqwAK8AKsAKsACsgqoAZHMIAKKC+GcILNGu4iFcAvJMGTMzvrHfYHqDQA97b8QKAr9R6BYOrqYJMe6+VS7ACrAArwAqwAqyAgAJmcAgDYAYJL9Cs4SJeAZBqVC4Dv3ESyK4AQr0WVQCYMvYSai6q6Si9p/8eZI3Iari/fAMrwAqwAiQs7m4AACAASURBVKwAK8AKeFeAAdC7RqaUMEN4MzpqCABrPwF0miHWDRUAYnw8hv04DNtjtkv3+5T9Q6xlLsUKsAKsACvACtzzCpjBIewBFJhWZggv0KzhIkIA+OvHQPQO4NHFQERmsTY0AHDsr2Ox+thqBkAxBbkUK8AKsAKsACvgswJmcAgDoIA5zBBeoFnDRYQA0HCtADQAcNXRVRi3cxwDoC968j2sACvACrACrIABBczgEAZAAQOYIbxAs4aLpCcApt1Jw/oT61GjUA2UzVPWcF/5BlaAFWAFWAFWgBUQU8AMDmEAFNDeDOEFmjVcJF0AsM1EoNFLhvvGN7ACrAArwAqwAqyAbwqYwSEMgAK2MEN4gWYNF0kXABSNHWi493wDK8AKsAKsACvACmgpYAaHMAAKzDUzhBdo1nAR8wAwEZhU1NYf0ewhhnvPN7ACrAArwAqwAqwAA6CF5sA9D4DJN4HJxW0WEc0fbCH7cVdYAVaAFWAFWIFgVsAMDmEPoMCMMEN4gWYNF1F6AIdEDcFLNQO0V+/2deDdUrb+vPwXkKek4b7xDawAK8AKsAKsACvgmwJmcAgDoIAtzBBeoFnDRZQAOLXZVLQr285wHZo3pCYD7xSy/WlkLJAlZ2Dq5VpYAVaAFWAFWAFWwKsCZnAIA6BX2QEzhBdo1nARJQD+MegPZMqUyXAdujfE7gPu3AFK1QlcnVwTK8AKsAKsACvACnhVwAwOYQD0KntwAiCnZxMwLBdhBVgBVoAVYAWCQAEGwAwykhnCmzEUpQeQAdAMhblOVoAVYAVYAVYg/RUwg0PYAyhgRzOEF2jWcBEGQMOS8Q2sACvACrACrIDlFTCDQxgABcxuhvACzRouwgBoWDK+gRVgBVgBVoAVsLwCZnAIA6CA2c0QXqBZw0VqLaqF5DvJ0n28BGxYPr6BFWAFWAFWgBWwpAJmcAgDoICpzRBeoFnDRRoubYiE5AQGQMPK8Q2sACvACrACrIB1FTCDQxgABexthvACzRoucvDCQbz8v5cxou4ItC/b3vD9fAMrwAqwAqwAK8AKWE8BMziEAVDAzmYIL9CsT0Xu3r0b2Ph/PvWCb2IFWAFWgBVgBViBQClgBocwAApYxwzhBZrlIqwAK8AKsAKsACvACpiSkIIBUGBiMQAKiMRFWAFWgBVgBVgBVsAUBczgEAZAAVOZIbxAs1yEFWAFWAFWgBVgBVgB9gBm1BxgAMwo5bldVoAVYAVYAVaAFTCDQ9gDKDCvzBBeoFkuwgqwAqwAK8AKsAKsAHsAM2oOMABmlPLcLivACrACrAArwAqYwSHsARSYV2YIL9AsF2EFWAFWgBVgBVgBVoA9gBk1BxgAM0p5bpcVYAVYAVaAFWAFzOAQ9gAKzCszhBdolouwAqwAK8AKsAKsACvAHsCMmgMMgBmlPLfLCrACrAArwAqwAmZwCHsABeaVGcILNMtFWAFWgBVgBVgBVoAVYA9gRs0BBsCMUp7bZQVYAVaAFWAFWAEzOIQ9gALzygzhBZrlIqwAK8AKsAKsACvACrAHMKPmAANgRinP7bICrAArwAqwAqyAGRzCHkCBeRUfH4+8efPizJkzyJ07t8AdXIQVYAVYAVaAFWAFWIHAKEAAWKpUKVy7dg158uQJSKUMgAIyxsTESMLzxQqwAqwAK8AKsAKsQEYpQI6okiVLBqR5BkABGe/cuYOzZ88iV65cyJQpk8AdxovIdB/MXsZQGANZjsdhfP6adQfbwixlfauX7eGbbmbcxbYwQ1Xf6zTbHnfv3kVCQgKKFy+OsLAw3zuquJMBMCAy+l+JGev7/vfKWA2hMAYZAMnFTkv/wbzkHwr2CIUx8Jwy9h5Jj9KhMK9CYQz8bKTHbNdvgwEwY/V3tB4KD3MojIFfSBZ5IOzd4DnF9jBDgVCYV6EwBn7fmjG7xetkABTXytSSofAwh8IY+IVk6jQ3XDnPKcOSmXoD28NUeQ1VzrYwJJfphYPRHgyApk8LsQaSkpIwZcoUjBw5ElmyZBG7yWKlQmEMJCmPwzoTi21hHVvws8G2MEMBfsbNUFWsTgZAMZ24FCvACrACrAArwAqwAiGjAANgyJiSB8IKsAKsACvACrACrICYAgyAYjpxKVaAFWAFWAFWgBVgBUJGAQbAkDElD4QVYAVYAVaAFWAFWAExBRgAxXQKmlIULNKsYNVBIwJ3NKAKhMqc4nEEdFpwZQBCZU6xMa2jQHrOKQZA69jd556kpaUhPDzc5/uteiNlYAlUxPP0HOPly5eRPXt2ZMuWLT2bDWhbR48exebNm/Hiiy8GtN70ruzGjRu4desW8uXLh8jIyPRuPmDt8TMeMCn9roht4beEAa2A37e+y8kA6Lt2lrjz33//xfvvvy995Ag63nrrLSlPYObMmS3RP9FOnDhxAkuXLsWlS5dQrFgxvPHGG9Kt6flrSLSvnsoROD300EN45pln8M477wQlBP7xxx/o0KEDOnbsiNdffx0PPPBAUNrir7/+wrBhw3DlyhUptM/cuXPRpEmToJtT/IwH4skMTB1si8DoGKha+H3rn5IMgP7pl6F308uobt26ePjhh5EjRw4cOHAAcXFxGD16NB599FEULFgwQ/sn2vjhw4fRunVrNG7cGOfPn5c+2DVr1sTXX38tWoVlyq1YsQL9+/eXluGffPJJTJ8+XYJx+u9ggNnY2Fg0atQIPXv2xLRp0yyjq9GO0LNB86lv375o27YtPvvsM8TExIDmWjD9sOBn3KjlzSvPtjBPW19r5vetr8rZ7mMA9E+/DLublkfJy0TRx5cvX+7ox9ChQ/HDDz/g6aefxpAhQ5A3b94M66NIw2fOnJE+0F27dsW7774reTJXr14tgdOyZctQoUIFkWosU2bPnj348MMP8dRTT0ketCeeeAKffvqp1D/yblodyn/88UfJo7x161akpqbi5ZdfBkEh9f2FF15As2bNULhwYcvordWR5ORkDBw4ELly5ZK8fnTt27cP7733ngSCtDRPy8FW95LzM26daca2sI4tlD3h961/dmEA9E+/DL27T58+0sfsq6++An305A8afbRXrVqFTz75BF26dLGs54k8Yl9++aUEsOTtI7AgTxkBx4MPPohvvvkGrVq1ylCNjTZO3svmzZtLEL59+3YMGDAAL730Eq5evSp5aQmurLwXbf78+RLA7ty5U/Is0x5MWjYl7/KRI0ckj9orr7wiwZVVLwJX+lHRsmVLaUsEXW+++SZmz56NIkWKgD7m/fr1w/PPP295IOdn3DqzjG1hHVvIPeH3rX82YQD0T78MvZu8fL///jtozxZdtM9JTiP3yCOPSP/+559/IiIiIkP76anxX375Rerjs88+KxWjjzddVapUwYwZMyQIUV5WPhhCfUtMTETTpk0l+G7YsKEEgQSxBFK//vorateubVlbUMc2btwo7fsjryWN4YsvvkChQoWkPo8fPx4EiAS35cuXt/Q4OnfujP/++w/Dhw+XwJXg7/PPP5e2TNCy0aJFi6T/pq0HVr74GbeOddgW1rEF9YTft/7bgwHQfw3TvQYZgqKjoyXYoI/YvHnzpH4QgJBX8OTJk6hXr560jEqeEKteSs+lco9crVq1pLzIvXr1krpOHkLypgXDNXjwYBCA9OjRA4899pgEVQkJCdKBBMr3bPVcz9WrVwctzdNhop9//hkFChRwyF6qVClpWZi8gFa85GeDthLQPljyKhN405L8q6++6ugyHWyhgy4fffSRFYfh6FMoPOPyATUaVDA/42QL2ldK3uVgfd/K34dgt4VyHgX7+zYqKkpa9cqI9y0DoKVf/87O3bx5U1pCVE78lJQU6UVE++XatGnj2GtGd9HpKPrA0cnaOnXqWGaUWuNQdk4eH3kAJ06cKAHguHHj8Pbbb0seHat4nrTGIfed4Chr1qy4du2atJ/xp59+wunTpyV7vPbaa9IysBUu9Rjk8Bbbtm2Tlq3pQBGFgqEDOfKPCxoDhYYhuLXKpR6H2ktMzwZ5AsmbTF5yumjPKf037Wu0ykV6k9ee5g15jwm2CZ7IWxlMz7jWOJQ2CYZnnH5A03Nw8eJFtGjRQlqRoCgLc+bMkZ7fdu3aBcX7VjkO2ppC46DviAyA9H9p243V37d69qD+07NNtrH6+1Y9BtrfnidPHmmViLaj0AHI9H7fMgBa5e3voR8UzoJeQrQ3i/Yu0QtUfnBpbxntAaQlu6pVq0rLpgSG5PlbsGCBtJerePHilhilehxanSIIoWVgeiHNmjVLOrU5ZswY7NixwwEiGT0YvXHIHzmCPvJW0n6zlStXSmFh6KKDFWXKlEGlSpUyegjwZAvyEmzZskWCVfJWTpo0SdorR0u/dKiClu3LlSuX4WOgDmg9G+oT1+QhJyDfsGGD9JKlMdDzQnPKKj8oaJ7Ttg3ax0v7mm7fvi19GCpXrgyKc0bPcjA841rjoPlSsWJFx49Xqz/jNAZaNSlbtizox8WxY8ekQ3XkRa5WrZq0NYLexeS5sfL7VmscdHCQohTUr19fen7pW0HvLSu/b/XGQXsyKWLBmjVrpL3JFD7Mqu9bvTHQChFtC6IxyCCbnu9bBkBLfMb0O0FLcZ06dZJOYdKHgDx+MgQSCNLeMjoJTC9Z2uh+9uxZKegtvWRpr5PsvcnoYeqNQ69fdPCAfn2T54w+hFbZOycyDipDS4v0cNNHwmqXpzkl/7AgCCcvMv0ypRiNNM9y5swp7QGUgTajx+XNFjKQE7jSMhE9JwR89KNJ+aHI6HEQYNDpapov5JGk7QKjRo2StnN8++23kncjGJ5xvXEQzNK7iCBceVnxGSedyTNMgESrDtRn2n5CwFeiRAnpxyhtT6EfSBSrlLydVnzf6o2D3ku01EjbOGj7kHxZ0RbUN2/joG8ebeeYPHmydPKfDg9a7fI0BnLO0FYnmm8UZoiieJCnML3etwyAVpstiv7QR5g2qv/vf/+TNuavX79eCpVCS0JqCJRvoz1b5FamX0P0Pytc3sah7iPBK+1Do837+/fvtwxEeRsHATlBB2VloV/WVjztKzIGGQJlu9CLiTyBuXPndtkPmJFzy9s4qG/yUiPNJ/phRDBFHlj6MUH/1woXLUnTlgGCPvLkyxl9yPtNHr9Dhw65Zfmx4jNudBxkkxo1akgfPSs942QHOihEYEFALl+0NEeeGYIn2sdLHnCaX7RMTM+Fld631Gdv46DtBRMmTJDgyaq2EBkHQTlBLa22WDUFqjdb0JyiHxtyyDP67tFKQHq8bxkArfAV8NAHinN06tQpaS8c/ZKmfXEUz0yGQPlWq6cnEh2H7LUhDw19IO6//35LWcjbOIIh2LO3MYTSnLK6Pah/U6dOlWBCzn5D+tN+V9q7SKf86RQ2neS38gl4I+OQt7DIXlirPOPUL9oiQKf2KSoBeWOVkRXWrVsnHeSirRG0R9aql+g4yKlA+3np20HbVsizbxVbyD/gvNmDPGY0DrKHFZ8Po7ZI7znFAJjeivvZHuU2JXe3EgLpJUVeAVpupF9EwXDpjYMOTNChFasHTJY1DgV7hMIYyB6exkF7t+iXthWv+Ph4yWuvvMgzRgBI3jF6Fsi7QadQaV+aVS/RcdASl+xBs6LXhkCcwgbRgRzyFCsjFVAoJPLU/v33347DFFa1h8g4aA8tbe2w8g8lkXFY3R5WHQMDoFWfXlW/lA8ouZRpKZj+R5vDyaNDp33phVW0aFFLj8jbOJYsWSId/Aj2cQSDPbzZIhjGIHsKZJAIhWeDPBn0LNPe33/++UcKuk1eDrIHgSF9sK18yfNKbxz0jNMyl9XGIfebTpNSKkTa+/rbb79J7yLZu0R9pxSJFFpIvafRKjbhcVjFEs5tKFadUwyA1pkrhnoiezsIAmmvwPfff2+pcC+ig+FxiCplfjm2hfkai7ZAS8B08p9AiZ5x2udEh1kotmcwXcE6DkodSKcyyVtJJzTp5D4BK/0b/eCmE/1WA1itecHjsM7TYkVbMABaZ34Y6gltgqewBPRyolAvFC4iGC8eh3Wsxrawji3I+0TBxOnACoV0omecTp8G22XVcdB+am8ePFpWHDt2rBTIncLY0DI9HcqhQ3m0P9kKF4/DOvYIRlswAFrgKaZf+RRyg5Z8RC5y8dNHgTYkk+fPKh8GHod17MG2sI4t6Jk2Yg96vslbQKdRyctEYZCsAhyhMI6DBw9KMUZpP5/IVhM6PU4H8eiENkG5VWJH8jisY49gtQUDoAhxmViGYpLRS4jChlC8KQrvInJR/lxa+i1durRIcdPL8DisYw+2hXVsQQ+eL/agg12Uuo5Oo9IBFitcoTAO8uBRbFTaU0lL68pLfRDCygcjeBxWeCJsfQhmWzAAWmAekeePfunTL03KUkBBaz29mCzQZc0u8DisYxm2hXVsQT3xxR7K06dWGU0wj4MOl1HAXQoZQpEU6KJtDwTbcno0T6FErAKEPA7b02AFewS7LRgAM/DNSi8bOr1IaYcGDRqECxcuSFHBZU8gRZunVDd0CtDKF4/DOtZhW1jHFtQTtoc17EFZYyikC6UMW7x4sdQpCs1BS3e0d4sySFDgbdlmlInBihePwzpWCQVbMABm4HySf22OGzcO9913nxR5ngI9094U2tdHm5QpWGrhwoUzsJfem+ZxeNcovUqwLdJLabF22B5iOpldioId00EOyhhBYVwomDNl6qGYoxRkm1IcUj5cOmlt5YvHYR3rhIItGAAtMJ8oEwCd8lu1apXUG4rITnHA3nrrLSldT7BcPA7rWIptYR1bUE/YHhlnDzlLEu2zpv1/FPyY4vzNnDnT8eOaQru0a9dO+vFN2TGsePE4rGOVULEFA2A6zymtPSYUyoWWfSlh+hNPPAHKO9mlSxfpV+nHH3+MZ555Jp176b05Hod3jdKrBNsivZQWa4ftIaZTepSSbUF7/cjTR/+XVlq6deuG3r17O7pw8+ZN6dR1jx49pLysVrt4HNaxSKjYghRlAEyneUXxsOhXAyV8VuftpXyHTz75JK5fvy7lAKW9f7QcMXr0aMybN0+KSK9OFZVO3XZrhsdhHXuwLaxjC3pQ2B7WsYeWLWQIpMMDdPBDGQeQgqATFPbv3186hGeFAwZ6c4rHkTFfv1CZU0r1GADTYS5R7Kzq1atLcaQouTvl7JUhkF40sbGxaN++vbRhnDyBtExB161bt0C/TCkZvBUuHod17MG2sI4t6Nlke1jHHt5soZV/eMyYMVi0aBG2bdsmHRaxwsXjsI49QsUW6nnNAGjyk37x4kXphC9dtOl47969koePTp0pPYEUS4h+kdJGZStePA7rWIVtYR1bUE/YHtaxh6gt5B7v2LFDCr1F2T4oqD7tv7bCxeOwjj1CxRZa85oB0OSnfffu3ZgxYwaGDBkibTimE7/kBZQhkDYm094UrV+lJnfNUPU8DkNymVqYbWGqvIYrZ3sYlsy0G7zZQvmjOyEhAevWrcOGDRuk7TZWCbhN4vA4rGOPULEFA6Bprx3PFZPXj3J60kWePjpptmvXLumwBy0N00uJ4k7REjAtE1v14nFYxzJsC+vYgnrC9rCOPbzZgt6zdNE7l/YC0p46ORC0dUbhfU7xONLPWqEyp9SKsQfQxDmkt5GYoodTknGCQNkTSCFfKEq9aD5gE7vtVjWPIz3V9twW28I6tqCesD2sYw8jtiCPX4MGDYL+fcvjMHf+hcqc0lOJAdDc+eNSu3IyyRBISd/pRURp4Cj2n5WWIfSk4XGk46Tx0hTbwjq2UAMhP+MZaxt+NjJWf3XroWCPUBiD0i4MgCY/I/KRfbkZ5X/v379fOv1LS8A//fSTtBxs1YvHYR3LsC2sYwvqCdvDOvZgW1jHFqHybITKnNKaGQyAAXpe4uLipNOAdLpXvuQNxxQ/iE6ayQnI5b9TUvJZs2aBvIBW8fzxOKxjD7aFdWxBzyzbwzr2YFtYxxah8myEypwygjQMgEbU0in7559/om3bttJJX8rlq9yce+rUKTRq1AhNmzbFkiVLHDXQ8tDw4cOlFFFWCT3A47COPdgW1rEFPbRsD+vYg21hHVuEyrMRKnPKKM4wABpVTFWeTvU2btwYBQsWRHJyMiiu1H333SeVunbtGlq2bCklHCdPnzrUC2X+yJ07t589CMztPA5ImVisYA+2hXVsQU8X28M69mBbWMcWofJshMqc8oUEGAB9Uc1+Dx3aoJO7L7/8Mh5//HF0794dQ4cOlf5Hm0Xj4+OlvX3070r4s0qaIXnoPI67lonDyLawji3o+WB7WMcebAvr2CJUno1QmVO+YgwDoI/K0QEOiu1Hx/Dl5OE9e/aUcvnS8m6wXDwO61iKbWEdW1BP2B7WsQfbwjq2CJVnI1TmlD8zgwHQR/UWLlwoLQ1NmzZN2vNHQUUJ/Nq1ayftA6T9gMFw8TisYyW2hXVsQT1he1jHHmwL69giVJ6NUJlT/swMBkB/1FPde/XqVXTr1g0lS5bE4sWLA1hz+lbF40hfvT21xrawji2oJ2wP69iDbWEdW4TKsxEqc0p0ZjAAiiplj/dF+/ciIyMdd8mhXuR9fevXrwctBVNy8TZt2hioPf2KUlwjHkf66e2pJbaFNewg94LtYR17sC2sYwvqSSjYIxTGEMhZwQAoqObff/+NCRMm4OzZsyhfvrwU9qVv377S3coE4xcuXJD+vXLlyvjkk08k0KLlYatcPA7r2INtYR1b0PPJ9rCOPdgW1rFFqDwboTKnAskSDIACatLBjrp166Jz586oUKECfvzxRyQkJEiZO7766is3CHz33XdBuX3PnTsnhYexysXjsI492BbWsQU9n2wP69iDbWEdW4TKsxEqcyrQLMEA6EVR8uCNGTMGR44ckfL10nXr1i0J/GbPni15+pYvXy79u5wyhiKK0zIw7QMsV65coG3mU308DuvYg21hHVvQw8T2sI492BbWsUWoPBuhMqd8+vB7uYkBUEDVwYMH49ixY1KQZ/lKTEyUMnvMnDlTOvk7ZcoUx99oSfjmzZuWCCqsHB6PwxpBt8kmbAvr2ILtYa13FT8b/GwIfJYNFQmVOWVo0AKFGQA9iCQf7KC9fEuXLsW8efNQqVIlxx2UOWLSpEnYtm0b1q1bh8KFC0veBHXGDwE7mFqEx5HJVH2NVM62sI4tZA8HPa/8jBuZxeaU5WeDn41Az6xQmVOB1kWujwFQQNnjx49LGT9oD+BHH32EXLlyOe6i5V4K+7Jy5UopBIyVLx6HdazDtrCOLagnbA/r2INtYR1bhMqzESpzKtAz4//t3c0rfG8Yx/FL7FgoC5NSSrJBJqUs1IhkZklYUNhI2YitMiRRlLKxMwwLD+EvQMrKxkM28lRYKI8hYfPrvot+5vv9lqNb59yn92zUdOY61/26ztSn8zAIgN8UXV9fl3A4rH/gORqNfj7ccXNzoy8Bj46OSigU+mY19zZjHe7ZJ+6ZWXhnFqoT5uGdeTAL78zCL98NvxxTJo8MAqADTfUbf/X19RKJRPTfoqIiicfjEovFZHt7W7Kzsx1Uc29T1uGefeKemYV3ZqE6YR7emQez8M4s/PLd8MsxZerIIAA6lFT/P7C7u1tOT08lJSVF/yi0uj8wGAw6rOTu5qzDXf//751ZeGcWqhPm4Z15MAvvzMIv3w2/HFMmjgwC4A8U1cMft7e38vT0JIFAwFO/9edkOazDidbvbsssftfXaXXm4VTs97ZnFr9n+5PKfpiHH9bwk9klfoYAaEKRGggggAACCCCAgEUCBECLhkWrCCCAAAIIIICACQECoAlFaiCAAAIIIIAAAhYJEAAtGhatIoAAAggggAACJgQIgCYUqYEAAggggAACCFgkQAC0aFi0igACCCCAAAIImBAgAJpQpAYCCCCAAAIIIGCRAAHQomHRKgIIIIAAAgggYEKAAGhCkRoIIIAAAggggIBFAgRAi4ZFqwgg4D2BjY0NqaiokLu7O0lPT/deg3SEAAII/EWAAMhhgQACCDgQCIVCUlxcLOPj4/pTb29v+l9DZmZmSlJSkoNKbIoAAgi4J0AAdM+ePSOAgIUCiQHQwiXQMgIIICAEQA4CBBBA4JsCra2tMj09/WXrqakpaWtr+7wEHIvFpKurS2ZnZ6Wnp0fOz88lEonozy0tLUlfX588PDxIc3OzPouYnJz8eSaxt7dX5ubm5P7+XgoKCmRkZERU4OSFAAIImBYgAJoWpR4CCPhWQAW3cDisw9nAwIBe58HBgVRVVX0JgO3t7Tq4qQD3+PgotbW1UlJSou8RVAHw5ORE6urqZGZmRhobG3WdpqYmOTs7k+HhYcnKypKVlRVRgXB/f1/y8vJ8a8rCEEDAHQECoDvu7BUBBCwVSLwEnPgQiDoDqM4IHh0dSW5url5lR0eHxONxubq6krS0NP1eTU2N5OTkyOTkpBwfH+uQd3FxocPfx0sFy9LSUhkaGrJUi7YRQMCrAgRAr06GvhBAwJMC3wmAnZ2d8vz8/Nm/OuunLv+qs4Ufr5aWFn12cHl5WRYXF6WhoUFSU1O/rPn19VWfPZyfn/ekBU0hgIC9AgRAe2dH5wgg4ILAdwKgugdQ3cf38YpGo7K6uio7Ozuf76n7CdU26n0V8NQlYBUQP+4J/NhQnTEMBAIurJRdIoCAnwUIgH6eLmtDAAHjAtXV1ZKfny8TExO69t8uATsNgIeHh7rm5uamlJeXG++ZgggggECiAAGQYwIBBBBwIKAe8FBn8hYWFvT9fHt7e1JZWfnHU8BOzgCq3aungre2tmRsbEyCwaBcX1/L2tqaFBYW6qeIeSGAAAImBQiAJjWphQACvhdQZ+vU/Xu7u7vy8vIi//oZGKcB8P39XQYHB/WTwZeXl5KRkSFlZWXS39+vQyAvBBBAwKQAAdCkJrUQQAABBBBAAAELBAiAFgyJFhFAAAEEEEAAAZMCBECTmtRCAAEEEEAAAQQs1FstnAAAAQFJREFUECAAWjAkWkQAAQQQQAABBEwKEABNalILAQQQQAABBBCwQIAAaMGQaBEBBBBAAAEEEDApQAA0qUktBBBAAAEEEEDAAgECoAVDokUEEEAAAQQQQMCkAAHQpCa1EEAAAQQQQAABCwQIgBYMiRYRQAABBBBAAAGTAgRAk5rUQgABBBBAAAEELBAgAFowJFpEAAEEEEAAAQRMChAATWpSCwEEEEAAAQQQsECAAGjBkGgRAQQQQAABBBAwKUAANKlJLQQQQAABBBBAwAIBAqAFQ6JFBBBAAAEEEEDApAAB0KQmtRBAAAEEEEAAAQsECIAWDIkWEUAAAQQQQAABkwL/AUkJBRblu6cbAAAAAElFTkSuQmCC",
"_figure_label": "Figure 1",
"_message": "x=07-14 22 y=10.44",
"_model_module_version": "^0.11",
"_size": [
640,
480
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_75a9a8e7afda4eb1ab171f47ba1eff0f",
"toolbar": "IPY_MODEL_ddba9e8180f04a729c29d6b95b831c3a",
"toolbar_position": "left"
}
},
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"model_name": "LayoutModel",
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},
"e2b657e1ba144527ae6e61986f4ebe51": {
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"model_module_version": "2.0.0",
"model_name": "LayoutModel",
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},
"e381f15f9009483091ba64c349af6ac6": {
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"model_module_version": "^0.11",
"model_name": "MPLCanvasModel",
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",
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",
"_figure_label": "Figure 7",
"_model_module_version": "^0.11",
"_size": [
1000,
300
],
"_view_module_version": "^0.11",
"layout": "IPY_MODEL_b464cd0254774f519719b9366a8f81ba",
"toolbar": "IPY_MODEL_f14147b999554248a38758ccb18ad1da",
"toolbar_position": "left"
}
},
"fab551d0276f4258a029dc8a520191a0": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "2.0.0",
"model_name": "LayoutModel",
"state": {}
}
},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}