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@jcheong0428
Created March 13, 2021 04:24
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synchrony_tutorial.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3.6.5 64-bit ('py36': conda)",
"metadata": {
"interpreter": {
"hash": "d12c08f5b8943a3e57459c03c34a76d3581aac6058caec2ded06b5a25ac15f50"
}
}
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5-final"
},
"toc": {
"nav_menu": {
"height": "48px",
"width": "252px"
},
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 4,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
},
"colab": {
"name": "synchrony_tutorial.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/jcheong0428/c68c60fe4ee8d9e794a5423552344569/synchrony_tutorial.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TPwfbZ2v0nOC"
},
"source": [
"# Download data from Github gist"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ROwSzTYg0ncm",
"outputId": "3f0f7af6-b562-4850-c8da-cf854746bc05"
},
"source": [
"!curl -LJO https://gist.githubusercontent.com/jcheong0428/c6d6111ee1b469cf39683bd70fab1c93/raw/b2546c195e6793e00ed23c97a982ce439f4f95aa/synchrony_sample.csv"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
"\r 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r100 110k 100 110k 0 0 612k 0 --:--:-- --:--:-- --:--:-- 612k\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nkSIN8y_0Suy"
},
"source": [
"# Pearson correlation"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T13:50:59.452534Z",
"start_time": "2019-05-13T13:50:59.200659Z"
},
"colab": {
"base_uri": "https://localhost:8080/",
"height": 288
},
"id": "wEmlcs_M0Su0",
"outputId": "0f5139db-5bc0-4e1a-ed9e-d25c9a2f8ceb"
},
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import scipy.stats as stats\n",
"sns.set_context('talk',font_scale=.8)\n",
"\n",
"df = pd.read_csv('synchrony_sample.csv')\n",
"overall_pearson_r = df.corr().iloc[0,1]\n",
"print(f\"Pandas computed Pearson r: {overall_pearson_r:.3g}\")\n",
"\n",
"r, p = stats.pearsonr(df.dropna()['S1_Joy'], df.dropna()['S2_Joy'])\n",
"print(f\"Scipy computed Pearson r: {r:.3g} and p-value: {p:.3g}\")\n",
"\n",
"f,ax=plt.subplots(figsize=(14,3))\n",
"df.rolling(window=30,center=True).median().plot(ax=ax)\n",
"ax.set(xlabel='Frame',ylabel='Smiling evidence',title=f\"Overall Pearson r = {overall_pearson_r:.2g}\");"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"Pandas computed Pearson r: 0.206\n",
"Scipy computed Pearson r: 0.206 and p-value: 3.79e-51\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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uuIObb7457JpNdlzUddddR2FhIbfddhvZ2dkMHDiQd955h9NPPz1o3zvvvJPp06czb968lrtRQRAEofPTaEyTiCahE3PQKurscMGFj4Yfz+QugspC/3KtG4r2QdrQlm+jUI+wRZNS6nxgGjAYuFRrvV8pdRuwU2u9pCUbpZSKA84AlimlVgIDgG3AA1rrL1ryWkcTcXFxzJkzp9F9DjebXnFxMQBpaWm+dXfddVeT2fAGDhxIt27duOqqqw7ruoIgCMIxSqMxTeKeJ3RiDmWYaerQ5iWAKMmuv640R0RTGxGWe55SahLwCVAIDAXsaP8YYEYrtKuL1bYbgCkY17zXgI+UUgMDd9RaJzf2BxS3Qvs6FR6Ph7feeotRo0YRGxt+IoyysjKeeeYZfvWrX+FyuVqxhYIgCEKnI2RMk7jnCccAtmhKG9a84775i5k6IyE21cyXHmi5dgmNEm5M0wPAVK31bUDg8M93wEkt3iootaavaa3XaK1rtNazgd3Axa1wvU7P0qVLiY+Pr/fncDiIjo7mm2++4fXXXw/7fC+88ALdunUjPj6e6dOnt2LLBUEQhE6JLZqU0x8AL+55wrFA/k4zTW2mhajQStDlrTVpygEOrG+5dgmNEq5NcDjweYj1hUDXlmuOQWtdrJTaBdT1NWudSq7HAGPHjqWsrKzFzjd16lSmTp3aYucTBEEQjjHsmCZHQFdE3POEY4HyXDNN6NG842z3vMv+Dw5ugn3fQ8Gulm2b0CDhWpoKgZ4h1o8CslquOUH8DbhVKXWCUsqplLoF6I9xExQEQRAE4WjGtjQFiSZxzxOOAcoOmWl8t/CPqSqDMktspQyGLgPMvIimNiNcS9N84Aml1JXWslZKjQCeAt5plZbBs0A88Jk13QRcprXObKXrCYIgCILQVoQUTWJpEjo51eVQU27m49Ia3zeQPcsADcoB3Y+HKiuSpTATvF5wdNgqQp2GcD/h+wEFHARigZXABmAP8L+t0TBteFRr3Utrnai1HqO1/ro1riUIgiAIQhvjtYSRnQQCJKZJ6PzkbvHPN0c05VixS92Ph9iu0KW/Wa51+939hFYlLEuT1rocOF8pdR4wGiO2Vmqtv2zFtgmCIAiC0FmxY5qcAdlXxT1P6CwU7oFF08104Di4eKb5fhdm+vdJ6h3++eyEDz1GmWliL/+20pzmx0cJzaZZxW2tekxLWqUlgiAIgiAcOzTmnqc9RlQFWqEE4WihLBdeGO0X/3lbjWVozD1QbsUzpQ0PHjBoipx1ZtrjBDONToaIaGNpKtgNvU5useYLoQm3TtNzSql7Q6z/tVJqVss3SxAEQRCETo1PNAUIo4go/7zENQlHKwt+Xd9auvhh2P2NP5lDuK55VWUw9woo2mOW+5xmpkr5rU6ZS4+8zUKThBvTdDWwPMT65cA1LdccQRDCZen2Q/zls63M/S6TnOLK9m6OIAhC82gsex6Ii55w9HLIiluK7w5/3ANpx5kYvrkToXi/tS3MzHlbPoLdASH9vU7xzw8Ya6Yb58sgQxsQrmhKAw6FWJ8PNCNfonCk7Nq1i2uvvZYePXoQHx9Pnz59mDRpEtXV1SxatIjx48eTmppKly5dOOecc/j66/ByZ2RmZqKUIjMzs3VvQDhivF7N7+et48Y5P/LCVzt4eMEmxjz5JU8u2oLXK6XMjogDG+Dz/4XPH4FD29q7NYLQuWnMPQ+kEygcvVQUmOmFj0FMMlz9sn/bhnlmmhCqkk8Itn4cvGwXggYYdZ2ZuotN3SahVQk3pmk/MAbYXWf9GCC7RVvUnnhqoaS1yk41QmI6OMP7V1x66aVMmDCBjIwMkpKSyMrKYuHChWitKSwsZNq0aYwfP564uDheeuklLr30UjIyMujTp08r34TQVtR6NfNXm5GqhKgIarxe3DVeXv5mFz2Sornl7AHt3MKjmJfO8c9/+yw8VChpXAWhtWisuC2IpUk4OqmthqoSM59s9b16ngg9T4KctWZZOeD4q8M736Gt/vn0U4O3pQ0z4qs0B7JWQq+TjqztQqOEK5reAmYppSqBxda6i4D/A15u8KijjZIseG5U21/33vXQpV+Tu+Xn57N161bmzZtHcnIyAL179+auu+4C4Je//GXQ/lOnTuWRRx5hxYoVhyWaZs+ezaxZs8jKymLQoEE8+uijTJw4EY/HQ79+/Xj66ae5/vrrffs/+OCDLF26lCVLljT7WkLzSIpxkZYQxWs3n0ZynIvb3ljBisxCPtl4QETT4ZKbUX9dwS5IHdz2bRGEY4FQMU3iniccjVQUwOcPQ2URDL/Mvz42xT9/59eQtwNK9pvB8tQh4Z07L8Dr4dK/1N+efipkLISsNXDa4TVfCI9wh1AfxxSZnQ8UW3/vYgTUo63TNKEuKSkpjBw5kilTpjB37lw2bdqE1g27Y61du5aioiJOOOGEZl9r3rx5zJgxg1deeYWCggIeeughrrnmGlauXInT6WTKlCm88sorvv09Hg+vvfaaT8AJrUdkhIN1D1/E578bR9+UWBKjXdw+diAAa/cW4a7xtHMLj1I2vVd/3a6v2r4dQruhtaawvJqyqtr2bsqxgbjnCZ2B0gPw4lmw+k3YsgDev9O/LVA0gRmEG3heMwTTDv/8Na9D+in197Gz5mWtak6rhcMg3DpNHuBmpdRjgJ3TcLXWemertaw9SEw3Vp/2uG6YLFmyhFmzZvHcc8+xceNGkpOTmTZtGg888AAqwM/1wIEDXHPNNUyfPp0hQ8L8cQYwZ84cpkyZwtixJshw0qRJTJw4kVdffZXRo0czZcoUnnjiCbZt28bQoUNZuHAhNTU1XH11mOZmITxqKmHBNFPXweGCs++FYZfU2+2MAV0BqPZ42ZRdzKn9urZxQzsB2ZbbREIv82LKWOh3pRA6PV6v5tqXl7NqTyEOBY9eeTw3nNm0B4BwBNiiqEHRVNW27RGEw+Gj3xj3uHookxb8SNix2D8/eELofWyXvUMZUFUKUQlHdk2hQZpbp2kHsKPJHY9WnBFhucm1J6mpqcycOZOZM2dSUVHBvHnzmDJlCunp6dx6660AZGVlMWHCBC655BKefPLJw7rOvn37mDRpUtC6wYMHs369EZW9evVi4sSJzJ49m2eeeYbZs2czefJkIiMjQ51OOFx2fQ0b/uNfrq0MKZqSYyOJj4qgrKqW/DJxaTks7Crt5/7eFCMEKOk8IZtC42QVVbJqTyEAXg2fbTogoqm18VmaQhS3BagV0SR0cGrcfo8E5TT1xWxiksOOV2+Q0gNmOvA8iE4KvY8vjkmb91if04/smkKDhB3hrJQ6Xyn1hFLqVaXUa4F/rdlAoWFiY2OZPHkyo0aNYu1aMyK+a9cuxo4dy8SJE3nhhReCrE/NoU+fPuzeHZz3Y+fOnfTt29e3fPfddzN37lx27tzJZ599xh133HH4NyOEprZOKnH7ARqCxGjzcC6uFJeWZuMugeK9Zr7bSP9IXXVF+7VJaFP25Af/rw8Uu9upJccQtqUpsGPpivXNFpUUt3GDBKGZZK8xxWUBfrsxeFtd17zDodLKwhfTiPdITBd/zaecdcbaJLQK4Ra3/RPwBTAJ6A/0qfMntAGFhYXcd999bNy4kZqaGmpra5k/fz4bN25k7NixZGRkcO6553LDDTfwzDPPHNG1br31VmbPns2yZcvweDx8+OGHLFiwwGfNApgwYQLJycn87Gc/Y9y4cQweLAHzLY63TnxS+SFoII4tMcaM0Ja4JR6j2dhWJoBuw/0dt+ry9mmP0Obszg/+X+eIaGp9QsQ0HSqvpYIYAH7/1lL+NL8dXOYFIVxKLW+E2BRI7AVRif5tcS1QkcdOXR7bhMt910Fmumg6vDxOBvxaiXDthvcAU7XWf2/NxgiNExkZSW5uLldffTU5OTlERETQv39/nn/+ea699lpuueUWsrKymDVrFrNmzfIdd//993P//feHdQ3bMnXddddRWFjIbbfdRnZ2NgMHDuSdd97h9NNPD9r3zjvvZPr06cybN69lb1YweGvrL1cWhnyA+kSTWJqaz/4fzbTLADNqFxlnlmtENB0r7LVEU1KMi+LKGsqqailx15AY7WriSOGwCeGe99wX25imo4hVlcRTyb9X7OPEPsn84vS+DZxEENqRslwztQXSJU/C9y+agbdzf9/y52+IxICaTwU7TSzUiCuP/PpCEOGKpiTgk9ZsiNA0cXFxzJkzp8Htr7/+Oq+//vphnbu42LhBpKWl+dbdddddTWbDGzhwIN26deOqq646rOsKTRA4EmvPl+eFFk1W507c8w6DnHVm2tvK12qLJrE0HTMUlJvfzajeSSzdngdATpGbxB4imloNn3ue+YwPFLv5x/d7uSUyhu6qiARl3JPve28DQ7sncGq/Lu3VUkEIjR33Gm+JmpNvMH8twfK/+wf0Ens1vu9ls8z7avt/zXLWahFNrUC4MU0fAONbsyFC++HxeHjrrbcYNWoUsbGxTR9gUVZWxjPPPMOvfvUrXC7pWLQKtlCK7+FfV54bctcksTQdPuWmk+x7Mfnc88TF4VihxG1+NwNS44hwGIt7TnFlY4cIR4o3OHvewvWmA1pqueddNcLv6jRr8VYEocNRsMtMuw5s4fPuhs/u8y93baL+YmxX+OV/4Iy7zbKkH28VwhVNy4HHlVLPKqUmK6WuD/xrzQYKLcPSpUuJj4+v9+dwOIiOjuabb75plpXqhRdeoFu3bsTHxzN9+vRWbPkxjh3T5Irxpy4tPxRy1wQrEYTENB0GlSZrGjHWSHage14jtdCEzoM92JAc46J7YjQgcU2tTp2U4z/sNvEbkbEmS9joHi6e+qmpM/jdznwOlUo2PaGDsc+yBHUb0bLntRNAAIz7I/Q7O7zj+ljeElmrpM5ZKxCue97frOm9IbZp4O2WaY7QWowdO5aysrIWO9/UqVOZOnVqi51PaABbNDkijPnfXQRloUWTnT2v1C0PymZjiybb7dEWTdprMiO5YtqnXUKbYQ82JMa4SO8SQ1ZRJfsLxdLYqtjPN8s9b48VVxab0AXcQFUpV52czmMLt1BWVcubyzP5/UXD2qetglCX8ny/50fv0S177sB0++fOgHAzIfcdY6Y1FXBgQ+hiuMJhE5alSWvtaOTP2dqNVEq9r5TSSqnzWvK8DocDj8fT9I7CEePxeHA4ws5wL9gExjTZKUVDWZp2f8OpBYu43LGc6sqWE8fHDFUlZmpnPrJFE4iL3jFCWZUZbIiPiqBfV+OemZkv//tWpY57Xp5VY84RY/0Oq0qJinDyi9NNkt4F66RumtCByAtwGU0dWm+z1hqv9zA9FWos12BHRPNqPSX28nulSHH2FqfD92KVUjcB4QfaNIPo6GiqqqooKChoemfhsCkoKKCqqoro6Oj2bsrRh080OQNEU52Ypr0/wNyJjMt4hBci/8ovyua2bRs7AzWWG5ZtUQqoFUO1iNBjgfIqM4AWFxXB4G7xAGw/KPVOWpWARBC1Hi+FFUY0uWKsOmnWYMaYQabezZ78CrS4ywodhUOWaErsDVHxQZvKq2q58NlvGP9/S3zxks3CtjRFHEa/qYtVlPv7l5p/rNAoYctXpdQtwK+BQcCJWuvdSqkZwE6t9fzWaJxSqjfwOHAOsKeBfYqaOE0DJZQhNTWVqqoqDh48SFFREU5nqxvNjjk8Hg9VVVUkJCSQmpra3s05+ghpacoL3qfOaNKI2s1t0LCjn1J3Db/652piIhy8XOtGgf8FFWhpqhFrw7FAeZX5rcVFOX0xTYUV4uoahNdjnkkRUS10Pv/zrbCixhc+GBlnjZRbAxa9kv3usQvWZXPlSektc31BOBLytplp6pB6m5ZuP8SOXPP9/X5nPheN7FFvn0axC9sfjmhK7G0ywhbvB09t8yxVQqOEW9z2DuD/gPcAF2A7Vx4CWiWwRZmCQa8Bj2ut97bSNUhPTyc1NVWyv7USLpeL1NRU0tPTfTWghGZQN6YJ/HUbbIqCfx4D9H503aK4Qj0+WpfD0u15LNmShcLqrYUSTeKe1+mp9XipqvUCEBcZQXyU6WTYQkoASnLg2ZEwMx3eu7NlzhlQpymvzB/DER1njXVWGUvfsO4Jvm2vfLOrZa4tCEfKoQwzTd1VytgAACAASURBVKsfZ7c7z//eKDqcjLZHYmm64GEzrSmHwt3NP15okHDl5zTgTq31fyzrks0q4KmWbxYAdwNKa/1KYztprZMb225Zohq0NimlgmoTCUKHItDSFGtcVKjID97H6lhUpowgJn8zcaqK/KztpPQZ3oYNPfr4MsOIz2iq/Std1gsqIiDxg7jndXrKq/2DDHFREbaEpqLag8ercTpkwIfPH4HSHDO//t+Q1BsmPHhk5/S550X4RJNDQUyClcXSerYppRgzMIXlu/JDnUUQ2h6tIWe9me9+fL3NgfUSK6sPYxDTjmlyHY57XkB68rLckJYw4fAIN6ZpMPBjiPXlQGKI9UeEUmoQ8CBwe0ufWxCOKrRtaXJAlDXaWrfgqsd0+iN7jqRKm3EQ/fmjbdXCo5Lsoko+33IQgKhA0WSLJYcDXHbacbE0dXb2Ffj/x8mxLp+lCaBMrE1wcJMRSoFsXXTk5/UlgnCxr8B0EnsmxeCI9ieCsLnm1N6mKSWSBl7oAJQdhArLVb7nqHqbA+OYKg5HNB2JpSkiMqBESei6jsLhEa5oysEIp7qMAVrDVj4WSAFWKaXylFJ2EMeHSqkXW+F6gtAxCbQ02S5jdUWT9XB1RsXxsXMCAKl7PoadX7VVK48qiitrOOvPX/qWo1SA60RgrEaklQyiSixNnR1bQPdLiSU9OcZX8wxENLH8b/DiWWbeFQtX/NXMlx5o8tB9BRXM/S6TF5fsDD3a7rE+W6eLTCvdeP/UWIi0guoDRJMd15RXVk1eWRW5pSKehHbEtjI5IiDN79VR6q5h0t+X8e7K/b51ldWH8Qw5kpgm8Lvz142BFo6IcEXTm8D/KaWGYuoyxSilLsW45r3WCu2aBwwETgr4A2N5ur8VrndsUpwFXz8Dix+GvO3t3RohFCFFU1lwwVXL0oQzine738sarzW+sVbKp4Xi623+lO0XjuhOotP/QluaGSCQEnqaaVFmG7VMaC8Wbzai6cLjuqOUCrY0HcvFoisK4LP/8S+fdjsk9zXz7iLwehs89OP1OZz3lyU8vGATT32awdinv6pvJfJZmpzszrNEU0ocxAQkgrAyW/ZI8nceRz/+Oac/8QWbs0uO7P4E4XA5sM5M044LGmz7cXcBa/YWUe3x/zba3NIE/sRRdWOghSMiXNH0OLAW2ALEA+uBj4BPMAkiWhStdYXWen/gn7XpkNa6sKWvd0zi9cKci+Crx2HZ/4M3LgvuiAsdg8BEELa7GNoUXLWxRVNEJD26xPGe5xyzvPOLRjs1xyp7rRHt5FgXs28azcs/91dyf3Jxpn/H7iPNNGt1G7ZOaGtyiivZZHW+LxzRHYD4AEvTMVMsOmcdbPoAtnzkL/Z8cBPYEV7DL4dxMyDGijfSXqgqDnmqjVnF3PP2ajwBNWryyqq46m/LKA7MSBiQCCLTEk0DUuMguZ9/n8JMANKTY4h0BndZLn1+KWc9+QUbs0K3QxBaDXugufuIoNW2QEqIiiA51iQYq6hp45gmMDGHAPk7Du/4I6SzlgYIt7htrdZ6MsZF72fAL4ChWuvbdRt9MlprpbVe0hbXOibIXg0lfvMxZQdh15J2a47QAIF1moIyugW46NkjUs5I0uKj+Np7olmuyPePhgk+souN4DzLqv3SJ9FfaiDfHRDw3+9sM90XKpxT6Cws3WbcVxKiIzi1nxEEURFOkmJMhyerqLLd2tZm5KyHV86D/9wM79wA/77BrLdTKif3hZ//08RV2qIJoDJ0xY/Xl2XyK+cHvO56ik3DX+PPgzaayxS7eezjzXi8mqc+zWDvISNWD5Z72GPFlfVPiTNWXnuEvcBEAERGODh7cEq9a2UXu5n8+gqyj4X/k9Bh0LbraODvAXBbAikxxsUFx5lBmMNKBHGklqZep5hp1qrDO/4wyS6q5IoXvmXYA5/yi1e+73TPz2YVt9Va79Zav6u1nqe13tlajRJaGU8tLPyNmU8dBkmWu0U7jUgIjRDKPQ+CM7oFuOelxkexV3cny2G5lq2rE7wtkFPkDzgHfCN6Hq0oDjQqpFhujhV5/uK3Qqdj6Q4jms4alEJEgCVjQKr5vdluY52anLXGcmRjpym2R9NTh/q3BRZ+rqnfISosr2bH5tXMcM3jfOc64jI/5+dZM5l8unkmvbtqP4PuX8SLS3birjK/q799s4dqK+V7/9Q4k4il60BzwgJ/2PTffnkKb1zThw/7vsP64W/y7IAfiXQ6yCur4q9fiou50DY8vnAzy7aYUh8fbCoMKk1gi6aYSCexkWZArqI9YprSTzXToj1tFte0ak8h5/1lCev3F1Pt8bJ8Vz4vLulc/coGU44rpRpN9R2I1vqOlmmO0CasfwcObACUCer97D4o3hsUdCu0Lf/4fg9zv8vE49VcM7o3d48bZOpaBYmmgIrjoSxNEZGkxRnf6uX6BK4hR6yHIcguMh21nnaMhOXq6CYSd432p5iO7eo/yF0ErmYWJxQ6PF6v5jtLNJ0zOLj49oDUONbuK/K5jXVq6iY7sZ87vuKdAaIpsBNXW180/eP7PfSr3gGRwev/OGQ//1kbGZTePQIz78F0LhOjI+jT1RrM6DoQcjdDgX98NjYygvPKP4XcDwGYxKeUjV3Ig0tKmLdyP3+8ZDjJsXUuLAgtSKm7hteW7eZSl3lvbCvU1G484MvuWGmLJpeTGJ9oOhz3PGug7nDd83qcYPoN3lrjYj70osM7TzN46tMM3+CHzbIdnatMQGOWpiF1/q4DbgBOs/5uwLjqhcqqJ3Rk1r9jpiMnQd8z/KmsRTS1C/sKKnjww41szy1jV145T3+6lTX7LLcXOyaprqWpKpSlKZLUeCOa/ltt1Y3I3+GvhSIAkF1sOnp2Ni57tLwKy//cHhWMDigB14AbUkNorVm/v4hvt0vmoo5MXlkV+eXm9zO6f9egbX26GovKvsLO5V4Skn0/BC/bsZQ+S1NAnRdXQA2zEBbY3fnlJCpLaKb4j4vJXccff2KyjEVFOLhudB8GJBl32EtP7s//XjGSd+4cQ1SE5S7b1ao1U1AnQa9dK8piYnoZsZFOPF7Ns4u3NXGjgnBkFFXU4NUQixmsrCCawnJ/2YrKavPOjnY5SLPex0u35/HKNw1kkGwIO275cC1Nrmjo0t9q9J7DO0cz2XbQ9CEfv+p4Zt80GjDuep0pvqlB0aS1Pt/+A+YDPwB9tdYna61PBvoC3wPvt01ThRbDdr0YeJ6Z2qJp/4r2aM0xz9LtefVycOzItURRYExTRJS/jlBlgX/nANGUlmAe0pu9ff3HF+1tpZYffZS4ayi1sqH5LU3m5ee2hsZ9o4IxAaLJHb5o2pNfzoD7FnHFC8u4Yc4PfJUh2Ys6KoFWDzto26ZPF/Nb27C/mKrawxgpPpoo3he8rD1mMKHYenYEiB8cTnBYn1UIS1NRRQ0urOdWRBScNsXMZ63ipjH9yfzzZWx9/Cc8NXEAyhJAZ592Gjef1Z/jegaUfQzhngf4k1RYJG+bz68nmPbNXb6Hd1bI805oPez3QyxG1FQQ5bMuAbitZ0W0y+lz8QWYuSiD4x76lJziMAdhjlQ0AcRb3hFlB5t9aGW1h/vf38DPXlrO2z80/Zuq8XgpspK8DEqL971fq2r96zsD4cY0/QGYrrX2DZta83+ytglHE24r05AdwBiVZKaZSyVNdRtTVeth8WZT7+SSkT04pa/pqB+wkhUEuecpBQkmsDSoRoovy04MA9Pi6JEYTY5OodZyefGJZIHtB/0WukHdLHdHq+Pn1kY0+fzTI6L8v42C8D/DWXVGu6e+vZp3V+1vYO9GyN8Jb1wOL58rv8tWIjAWITYy2Fv9bMtdr9rj5Y1lmXyVkXt4Ad1HA7bFKNHKuOX1BHe0kvsE729bm0JYmooqqv2iyemCXlbFkF1fQea3/h0Dy1ykDqvfJls0Fe/3uyCDSYMeSG0Vk8/q74sfmfOtPO+E1qPc8kSIVZalSUcHiSb7GRHjcnLWoFTOGBBswf5iS5iDaC0hmkL1F8Jk0t+X8fYPe/kxs4D739/gc2NuiIIAa1taQqR/UBLYktN5SgOEK5rSqOehDIALSA2xXuioeL3gtr7A0VaH8MTr/Ns3vNv2bTrG2J1XzotLdjLj3XWMfeorvtpq6gadPTjFl5wgJ5RoAn/toEAXFTu+KTIOl9PBneMG4sFJlrZ+ms3o8LcktR4vX2Yc5MO1WeyzMmO1NzsPGdGUHOsiMdoaLbc6frZ7XnlVQMe4n1XUc8fnYZ1fa82Pu/2duvioCMqrPUz/zzq+2NKM0T6tYdEfzEBGzjr4eHqzXQSFpgmMNbA73Ta9kmN8lo8nP8ngljdWcMOcOm5snQXbetPbCh73eoKDx2PrvOYjguMBAymqrCHSJ5oi/Vm8wJS2yF5rvt+HMqxzp0Bc/ax4dB1kptrrT1IUeJw96OcuJtrl5KmfjgJg28GyYyN5h9AmLNmay6tLd/GP7/dQVFHtE0W2e1450b7kDxCcCCIm0sk7d45h18xLObG36W8Fvh8a5UhjmsBvaSrJatZhn206QMaB4HCNZz9v3PX1UKl/YCM1PoqucZH0SDRt33wMiqZvgL8ppQbZK6z5561twtFCVQm+uhu2+9GAc+GKF8x85rdQWx3y0Kb4cG0WM95dx39W7uu8I7JHSEV1LT97eTlPfZrBvJX7yS2tIsKh+MXpffj56X3plmjc63JL6ogmZXXoEnuZaeBD0BZNVh2n607rQ6TTwT5vav19W5iP1mVz/ezvQ3ZSXv12N7e+sZJ7/72WsU9/5Xc5bEfmLDUC0pc5D3wdvyprXKg8MNPRkAvMdMdik3WyCXKK3T7B+/Gvz+HL34+ju/U/DSyq2yQHN5k6WzY15bBJPKFbGjt+LdLpwOWs/zp87MqRuJz+NPSr9hSy61D7f49bFE8tlFkj0UmWRclb6xdNEdHB8ZTg78iFyJ5X6q7FpQJEU/cRcPa9/h1eGQdPD4AfXjLLPU+qdw4AEtMhwXreZXxsplWlfgtY+mh/W4GfHN+DbpZ78l8+28pXW3N9HdTC8moOFLup8UjdOiF8th8sZfLrK3j84y088MFG7nl7NRXVHhx4gyxNgaIpMBGEjcOhuOrkdMCIprBifFrC0pRqpRw4tDXsQwrLq/nzJxm+5XvON93+NXuLGh2MsEWTy6lIinGhlGJQN/PcCLRCHe00mD2vDncAHwDblFL28FMqpsjtdQ0eJXQ8AkcPYwLMxoPGm6mnCg5tgZ4nNnqaWo+XjzfksGTrIfLKqtiRW+brLM5buZ+Zi7Zw0Yge/PqCIaQnxzR6rmOJb7bl+R4uE4Z345R+Xbjq5HTfZ2SPdtt+0UHFbcFfsK7YEkKeWvM/A1/HJjYygnOGpJK70xqJLW2+P3M4FJZXM+1fawA4/y9L+OCeszmpjxHi+woq6gVlf5lxkMHd4uudp634YVc+W61A1StO7OXfYL2cqpUd0xQgjvqcYabuYhNHFt8NgIwDJfz9q51EOBQjeiVy+1jjSmTHSwF0T4wmNT6KiaN68eq3u5s3+r1jsZkmpkPfMbDxXdj8IYy+pfHjqitg43wjpONSYfhlwYH7LURRRTWr9hRy+oCuJES7mj6gg+KLT4hyhtw+un9Xvv7D+ew6VO6zMj33xXae+/nJbdbGVqem3J9uPNay+GgPlFsiPy7NuAYHYsdWhrA0lbpriAq0NAFc8L8mNmnLR2a5stBv3ep7Zuh2ORww5EJYPddYpyA4a6jdViumM8LpYOKJvZjz7W4+3pDDxxtyqMunvxnL8B6J9dYLQij210kCszO3nIrqWqLwiwA3rqBBYns+2hX8TLFrwB0ocVNQXk2KlSSiQWw31Kgj+L7GW+557vCLP89ctIXdeeU4HYr5d5/F8B4JfLAmm6yiSp5dvI3nfxH62ZcVUMpDWc+L+CjTbwl0gz7aCUs0aa33AqcopS4AjrNWb9Zaf9HIYUJHpDTbmlGQEJBCObEXxHWD8lxY+Rpc9qx5aVnklVWxaEMO3+3IZ+ehMrY3YTUorKjhnZX7WLe/iA+nnu3PiATsyC2lsKKGHonRvgxVHZ1tB0spKK/mjAFdfQ+E5lDr8fLqt7v56xfGj394jwTmTD6t3n7251RVY3VivFYApcO2NFmiyY5TqgnoRET6P8uxQ1LJ3WEEjC7Nofktbhx3jYexT38VtO71Zbt9ncneXWJ48PIRzP0uk8QYF6v2FLLtYPuO0H+w1nz305NjuGvcQP8Ga7S8RpmXWJB7XmBNGmtEW2vNra+v8BXJfW9NFmcOTOH49KSgEUd7pNGOnVq9p5DC8mq6xIWREnmdleFy6CXQe7QRTbu/Np3GuqP+gayYDYsf8i+PfwDObbmw00825PDK0l2s2et3FRzWPYE7xw3k8lG9iIxoVum/dsd+mcdFNvwq7JUcQ6/kGH56Sm/mr97Ph2uzuf70vpwxMIRL2dFIoBCJtjpo3lq/pTMurf4xDViaajxe3DVeXBF1RJNScN0/jHvdv34O2z71H5TSSALeLv3M1HZHDmyr7SkRkB30xjP7SUyT0GKU16mvVFZVS0W1x+9+ivFQqAxhaarr7tuni/9dklPsblw0uUugxIqDDUz33wArMwtYtOEAXeNc/PTU3n5PCltwVZeZAVZn411+d42HxZYb+W8vGOIbBL13whBmzF/PgnXZTL9oGH1T6vfb7AQXgbFMcZZoKqvqPJ5H4VqaANBafw6E59wvdExKrJdPfDcTpGujlLEu7VgMq95gT3kEB8/4H3p3iWH9/iJmvLueEnfo0YKJJ/ZizMAURvRK5IT0JL7dkceCtdnMX72fjAOlDHvgU77703h6Jcfw0bpsn3UCYMHUsxnVOznkeTsKN875gaVW6ujHrjqeG8/s1+xzzFyUwWvLzMs8ISqCBy8fEXK/KKvTWWXXOvDFK1kWmu7WcYWZZtTWLmAHPvc8gDMHpvCuNp9rTVF2yIDEI+HTjQcoqzN6lB1Q+VspxQ1n9uPnp/XhyU8yWLWnkLyyqrqnaRO+zDjI4x9vYdch81lecnyPYOFrBZl7nOYlFmRpcgS8+CzRdLCkyieYbF78eid/u/6UINFkjzReNKI7T3y8hbKqWj5Ym8UtZw9ovMFer78+zrBLIc16aWqvCehNGdTwsQc2BC/nt1wN8sWbD3L3P1fXW7/1YCm/m7eOWYu38cdLhjMx0IrXwfFZmiJDW5oCeeCy45i/2nRk1u8v7kSiKSDe0E58An4LdShLZQOWJtvS6s+eV+fJoxSMuCpYNCU38jy1R8rLrOD5wKLedkkAr//32j81jh/un8DX2w6RkVPK7rwylm7PY9r4IUw8sSfpXcTrQQifuvWVyqpqKa+qJRK/UK8mgsoav9unPRBT95mSHOsi2uXAXeMlu6iS49OTaJC8AC+NtBBJUgLIKqrkmpeW+5a/zMhl/t1nmXdcdICVqqokuPZgHapqPVz38nJfprvA5/gVJ/XisY83U+quZfbSXTx21fH1ji8oN8elJvjFYEOWJq01v3lnLUu2HqK40hz38o2ncvHIjl8LsbHittcD72qtq635BtFaS2qnowU7vsVOKBDIyTf43IIObP6W69Yur7fLmIEpjBmUwuBu8SRGuzixZxQJkQ5wRvlGMcYNTWPc0DTSEqJ46WvTaXt4wSZm3zSaBeuyg873w66CDi2aPtmQ4xNMAG//sJcbzujbLGtTflkV//jB1Em47ISe3H/ZcQ26LNqiyVcgzq7HFGWJpr5nQZ8zYd/38N0LcOpk/8GJ/v/psO4J5EWmgwZn4Q4zchXdcm4py6xMOi6n4k8/OY7HFm4mt7S+KIpwOnxp0NtDNH27PY/b5q70pXQf2j2eOwOtTOBz79GOEIkgHAGPSGtE23bxczoUj115PPe/v4FFG3IoqqjGbf3fXE5lCuQCKfFRnDcsjYXrc1i9t4hbzm6i0e4i4x4FEJ/mLwkALFy1k/ezCxjcLZ57LxhSL+NbvfTyzXDLsNmwv5jb31zBKX278NdfnEyE08HBEjfT/7POt8+NZ/YjPjqCt5bv8Ynn/YWVTPvXGgorqrlpTP9mX7c98GXCCkM0dYmL5JzBqXy7I4+Cis7jox8sRAKeEdVWIPjgC+ofE2F1jOpYmkrd5jfi61Q6QwzXJKUHL9fNzBdIYMrkGjfUBAi8EJYmMG6xPxvdyDkFIUwqQriV5ZZWEaX866txBQ2W+Qdigp/NSil6JcWwK6/cn+ipIbQX+p1jXMIbEToA768Ozsy6em8Ra/YVcUrfLsGufU2IpjV7i1i337wv/nDxMPql+Adho11OfnpKb974LpP3Vu/nwctH1PMqKLKeiV0CSjfYlqa6FrutB0v5cG1wX/DOt1bx5e/HMTCt/Vz4w6ExS9M/MFalXGu+ITQgoulowXZzSEyvt6ls8OX8pfYWHol4nVSCO1un9E3m/352UlDdATa+B7OmmJE+hwsu+0tQJ/63Fw5h9d5CftxdwOLNB7nmxe9YuSe4xsbu/MbjPErcNZRX1eKu8RLtcgQH8Lcy7hpPvZH1LTklrMg0sRzhsCO3jHv/vYbqWi+RTgePXXU8XRtxz4qyrBNVtR7jymK7U9rxZw4HnH8fvHmlEU77vjfrk/oGda4dDkXaiHGw6Smc2gMFO6FXy8Vh2AVibztnID89JZ2LRnT3FdatS4p1v/llbd/RfGXpLrQ2D/KnfjqK8cO7EVE34N/nAlmnuG3AOrOfeRluzjaZgAakxjHp5HQeXrCRGo9mZWYhHkud1fVnH92vCwvX5/DRumyuPbU36V1iyC2pIj05pr6rQ2BK5djUIBfB177axGo9lC8ycvloXTbv3Dkm2MXVFk1JfU2NncPIuPfGd5kcLKnik40HuPn1H3n5xtF8sCaL4soaoiIcfDTtHIZ2N9+1P15iipWu2VvIb99ZS2Z+BQ99uAmt4eaz+jf72m2Nu8YuRNm0aAJ8v92Cdvgutxp2nBEEPUN8AzauEC7UriYsTb5EECGeCXXfPaHc/2zs2FpvjSnAG1CTzhcg7+08NWCEjoVdxy0pxuWziGw/WBoU01SlI4LeGQ255wH0TI5mV155kFdGSPqcDrd8HFYb7cHK1PhIusZFsu1gGd9sO2REU3SANcvdeAY7+7cb43Jyz/n1XWZvPXsAb3yXSXm1h5ziyiBRBf5kD11i/f2beJ97XrBoWr/P37/s3SXGFztWVNnxf8sNiiattSPUvHCUY7vrhBjd+3rrIXK85kc2MLqMjAcvYU9+BQnREfQKZRnZ8K7fNcJbY2KhAkRTVISTd+44kxvn/Mi3O/J8gqlLrIvxw7szf/V+MkMEx2ut+c+q/cz9LpNN2cE/9OE9Erj0hJ7ceGa/8GJDjoDAmj6PX3U8/1m5j3X7i/nXj3ubFE01Hi8PfbiRf/1oikYqBc9cO6pRwQQmixdY7nmlB6Ai32zoPtK/U/9zod/ZsGeZf92Zd9U715B+vancGEmMqj6sOg2NYdeR6pkUTXJsJMmxDd+X/RBt6wJ3Hq9mZaYRIP975fFc1JDp38qK54gwAum5L7bzkxN6MigtPtjSZH3X1+4z3+MRPROJiXRyfHoSa/YWsSKzgBG9zMhe3U74xBN78cSiLdR4NDe99mPQtt9fOJRpEwKKh9r/czAjg85IvDhw4CVGVZEQFUGpu5bsYjcXPvs1C6edw+BuCXy1OYtxpQdxADkxA+lZvDc8S9PqN2HXEjjr13h6nMhXW/11RJbtyOet5Xv4fpdp0xUn9vIJpkBO7tuFhb8ey+XPLyUzv4K/L9nBjWf2w+Fo6Wi6lqWqJnTQdkP4RFNnsTS5i2HpX8y8I8JvQQK/BSpUyuOI0DFNdscpCmvk3RkiSUigaHLF1k8yEUh8GvQ4wbidZn4L3YxIJyrBf25Px+9oCUcndlKHod3jWbuviBqP5quthziujqVp96FyPF6N06F8ngqxUfW7172sQd+67t1HQoklNM4f1g2lTMp9X8x50CBI46KpMbEH0CMpGqXMWG5WYbBoKnXX+LLjBoqmOOtcdd3zbI+j84el8fotp7Mxq5huiVF0SziCTIFtRFhiSCnVse1lQvjYNS7Shtfb9OPufHK1yfCiqkuJ9lYwrEdCaMEEfvcN37m3QZ1UmkopHrvqeOy+U2SEg2//OJ7T+pvr1BVNZVW13DDnB2a8u76eYALIOFDKrMXbOPmxxcx4dx2X/3UpFz/7Dde+9B23z13p69y1BHut2kIRDsUvz+jLL07vC8D7a7L4z8p9DR5X6/Fy45wffIKpT9cYXp98GleeVN+6V5coV4Bo2rXErIyIDvZrdjjghvdgwsNw3v1w93cw5p565xqZnsxB6/+Zl7OnyWs3h0JLADUlAgG6xJnOTWWNJ8iNobVZtafQ5yphFw0OiTV63S/NDBjUeDR/mr/ebAuKaTL3bGc/tDMBnt7fCOgfMwsCMicFP1pT4qOYdHLo//+zn28LHnkssv5XrjhwxfD+2iwqrMK7Pz2+KxseuZjHrzqeXzo/5wrvFzy8YBNFFdU8+PYSHBjLyYf7rZeluwlLU3EWfHSvybj3yjgy9uXWSw+7JafEd8+hBJNNfFSEL7nJwZIqVu8tbHDfjoIdOxgVZgILu0PQaVLoFgU8xyY8FDxIcBiWpkzLcyAp0nIvDuWe54qGM+8x6cQvfqLpNtp1nnI3m5TjYDqDDhFNQutiu5UlxUQGZV2sG9NUXu1h9d5CvF5NieWiGh8iI2dPqy+V05SlqRnYFqLEGBdd48yghy2kcLr8LnoVjfeN3E0MIEVGOHx1l+y+UXlVLf/4fg8nPPJf8m1LU5x/oCTeyqwamFU2r6yKby33fjsN+/HpSUeFYILw6zQdVEq9pZS6QB1O6jChY+Au8cc0dTsuaFNRRTUL1mWTrQOCm0vqp2wNwq5bM+JKM62tDA5gtBiQGsez153Ez0/rw7+mnElcVAT9SOHFWwAAIABJREFULTe/7GJ3ULrOJxdtYdkO8+MeP7wbb99+Bkumn8fy+8Yz/+4xTD6rv0+AzVu5n41ZJWw9WMqKzEI+33KQaf9a4/OrP1wqqmspKK/mcyuLzLAeCSil+Mnx/pihP7y7nspqD/llVXi9wULxq62H+H6XsXD8evxglkw/n/OGdQvr2v7seR6/aBo0PngEGEzHY+zv4Lw/BluhAhjRM5FCh+nQZ+1tuYQA4De3x0c3nUsmKcbfcWpLa9OmbGNlGZgaR+8ujWRptMRQ37Qk7vuJGUxYkVnIN9sOBY+UW5amgvJqoqmip8t0EEdbomljVjFr9xmR0ju5/vWevuZEvv3j+Tx4+Qh+eUZfvvz9OGJcTrwa5i7P9O+YudRMe5pinc9/sYNKK5XHFSONCL6hXzFPuF7jaddscneu44EPNpLs8bv1bfeal1FNeRPCZd2//OmmAffyVwFIS4hi+kUmAcWuvDLyy41oSolvXCQPSov3ZU9qKsNmR6DKSu0fFa6lybr/ws4imoqteAhnFIyZ5q8HB+Z5DqHrxNgdsUMZQavtZCuJkdYzsW4iCJtLZsLvt8DoW5tuYzcr+U3uZr+LUVSi/7cp7nlCK1FhWY3iopyc1t/vXRLr9PdZuiaYgaQ731rF97vyffHIdd3XAHpZz8YmY5qagS3SEqIjSIyJsNYFWHbsZCpNlB7xW90blgX9rXvanVfO0u2HOPmxxTzwwUbf9sToCM4MSJBjvy/yyqp8takC3fTPGVynaPZRQLjZ824FbgI+wRJQwJta6y2t1jKhWbhrPGzJKaFv19jgVJbbFxshM/xyeO1i//o6aSxf+3Y3hRU1OEhGKydKe0zKy7Tg/YKw/ct7jDJ+8dprsrqFyPZy5UnpQZaWwNioPQXlDO+RiNerWbzZ/LBH9+vCqzeNDnLv6ZkUw6n9unLbOQN46/s9/HfTAQ6VVjH57P4UVtTw9g97OVRaxS9mf88z15zIcT2bl/hg+8FSfvPO2noWLjtRRVKsi7MGpfDdTiPqjnvIZIDq2zWW+y89jlG9k6jxePnrlyat+Ml9k/ndRY1nvqmLPeId4ymB9f82Kwec26xz2DgcisqEvlC6hUO71uH16hZxl6qq9fheDAkhXBDqYj/IwZjxeyS1zYiSbb3p3VRae1v8O1zcPnYgC9Zlsym7hJte+5G4CA+b7OZ7PXBwE7PLpzEkeh/er5xw8ApOP+9xlDIWqn+vMCP3tiW1Lr27xHLbOf7seXecO5DnvtjOy1/v4qen9DaWnDKrPk7Pk1i2I4/deeW4I6NAQYTHetkW+y0Eg1Q2C9fnMN5hBJvXGU1kan8oAZengpLyChLjQnwGnlpY9UbQqlMznuZSx6+p7n2Fb2BjT16Fb8S1ydoimN92TrHbZ3XoyNip/aPDtDTZ8XmHSk0n4KgfQ7S/R0m9jQXbEeL3HMrSNGg8/PiyqZ9UU+mzPNn/84SIRixNzcXOFlm0z+9uGp0U4J7XeWrACB0Lf6KYCO69YAj9UmIpr67lvIhaE/GvnNx0ziCe/CSDgvJqrn/V1HJLinExIIRosi1NB0rcPne+I6Wk0rI0Rbt8niolgbFBCT0gf7u/gHUDVIbhqjykezzLd+WzOafEFy9s8/Q1o7h8VM+gBBh2sekaj6awooaucZE+K71S5nM62gjrTaG1fkdrfRmQDswCLgE2KaVWKKWmtmYDhaZ5d9V+hj/4KZP+/h0TZn1NbonVsSo7BP+8Bj67H/4+xp8EwuEKyqKyfGc+z3+5A4DrTu+HsgNz7c5bQ9iiKSLKH8zbRLChTbeEKJ/vrO0Lm3Gg1BfU+PQ1oxrs4PexRMqSP5zPpkcv4Q8XD2fmpBN4ZKIZkdyYVcJlzy/l8YWbWbg+m4MljY/qaK35KiOX6175vp5gGtkrkV9P8AdFvj3lTC44LthqtLeggrv+sYqz/vwl455ZwnorA83vL2yeYAI4rmciL/7yFBanvxqwcmKzz2NT081YK4Z5d/GcVSPqSAnMLheOpSk+QFjVDQhtTbKLzP89PbkJkeb1uzI4HYo//cTvulpZ6/8O7j1UjHf+7QzBdDQd2gOb3ifp/Rs5KT3Ybe3U/uElCrlpjD/d8gMfbDRW1worW2NsCv+0si7WOutkKyv1W4EHxbnp3SWGE1JNWx0xSUy/6nTf9kmzPg1dWHfvcqvTrODn/lw+E53LGZgW73PLLa2qxTampoThjmmPsO7Jq2hiz/bH7bM0hSeaBqaZeyutqiUzv+PfX4PUVsPsCfDJDLNsx7g6QnSYQsU0+ZLKaMjf4VttjyJHO+yYphYQTXamV2+NSWgDxtLkEEuT0LrYXjBxkU6SYlzcfFZ/fnXeYEakWc/jiCjuHDfIZ5W3ufqU9JD9F/td5PHqppNBhIkdX5kQHUGi5Q4XJJriLGtOk+55ZqAjphHRNNKK2V26Pc8nmP5w8TDWPnQhPxvdp17GwECXu9xS8z627zspxlU/KdNRQLNarLXO1VrP0lqfDJwKOIHnWqVlQlhk5pX74y8w7k+3vLHCCIXCgCJ/gUVQ71rqm62ormXav0yGuMHd4nl44ki/v3pNE50C25fc4fIX3KwOzyVHKcXxvUwMydJtppO4xxqljI+KCM7SFyaTzx7AP247g4FpcXg1vPrtbqa+vYZznvqSD9dmhTym1uNl6ttruOWNFRSUV+NQphbTR1PP4fv7JrBw2jn1MvY9ftUJ/OHiYfzh4mE8/4uTfQ8Sm9hIJzMnncA5Q5pvek5LiOInI7vT5dAKs2L45WYU+DA58fRxAPRxHOKNL9b4MgAdCYFBnY0VBbWJcTl9sd516160JnaF8l5NZVz0BPh/A2OHpHHXODO67cWBV5vGPz9/MY7czQA8V3s1JSfebo7LXs2D3b/3nS420tl4DFUAKfFR3GrVbfpxdwFPfbLF5+Ka6Y7hv5uM5TU21gortWNISvzpWv8wNo1v/zie346zvieuWFK6+oW9p6KAn774Hfl1U77byUHi0mD4ZaYmFBBFDd0To4OKMdrYcVyNMcgSFj/szm+32lzhYluaAotvN8agtHgSrIGCpdubGFTqyORugqyVftfM3pbIViG6BKHqNMV381ulyvyJQ+yReV+dppYQTYkBdb/22tlCe/sLdUpMk9BK+CxNdT0qPNZzzfp+/+q8wb5+wC1n9zf9qBD0T4nzDRav2df8zKZ1Ka6o8cWbpsZHkWhZbkrcNT53OF/m3cCsrCFoKqYJCFlb6o5zBzaYCKprXKQvnMK7ZRH8uR8TPruACY5VDO/RcHxsR6bZMk8pdZJSahawiP/P3nmHx1GdXfw3u9pd9WIVF7n3gnsHV7CNMbbpvYQWOg4QIIQSykdCCYTQHRLAQMA2oYMBm2qMDS64996rLMnq0pb5/rhzp+zOFkkrWwbO8+jZ1ZbRaHdm7lvOew70AD6K904pivK4oihrFEUpURRlr6IoryiK8gtxEoyOap+f2Wv28/7S3UbXKAw+XrEXn1YGPrtvPg4F1uwt4Yzn51N+eHfoG/peapln+nb9IQq06uDUS/uJE0bSMXxReLemCr2RNMVOyRndVQR2cmBcBrn5mUl1pr0M65TDJzcPY8rJHemtuVl7/SpPzTFmrcqqfVR5/Ww+WMad765k1ipRtT+pYzYzrxvKZUPa0LNlhqYWE7ofzTISuWl0R24a3ZHJvVswa8pwlt0/lm/vGMU3fxzJsr+M5eLBreu0/wBUHzGCmZF31X07QGa7fqhaINTbsYWrpy02LqZ1hHmoMy2GTpOiKHpydTQ7TbLDGJUOGDDoeRJ3n9aVJ8/rzcRezQlocx6ZGAWBTxInkTr579B6KAD91vyVOb2/58Xh1XxwQVODnhQD7pnQlXHdBe/8vR/X6RSkO76rxhdQadUkiZwsLTG3SZr0xVB2oVzJhocNkEE5heU1XPvmz1Yhjkpt3ilJoxJqs3EevOSlechN8/CXid05pWse43s0Y8a1Q2JSmZvYqwXJbidFFV6ufn2JZWaxvqjxBfhi9T5mLt6pz6zVB1IIIhKP3wyX00Fvja77l4/W2HfwjgeYE43ffQKj7hb37eh5CTZJk6JAsrYkb5qjPywLKq5IPk21RVKWsQ+yw5rV1tppquc17Tf8BjuENb/2mVg2CCr861cN4j+XD+AvYYzrQfgWysRjzZ76X7++NxVuerfK1D2SJB1O7LyWNFVGnm+NxX6he/N0rjqpHX1aZTK6Sy4L7zkFV4RukdOh6GJRzVc8D1XFZNbs4xX3U/RKOz6vnTHNNCmK0gK4BLgMOAFYAjwCTFdVNXL6Wjf4gUuB1UAWwidqGlB3ntJxhNtnrtAD+fTEBN6/8UQ65tln5bLaecWJbXlwcg8m9W7BldMWs7+kiq/n/cDk4DckW7sfr80X3agTO2Qbf8NlLycbArNnhlurQNciaZJV600HywgEVHZpiiy6a3tNhajoJNnPh4RDiieB28d14fZxXfhhUwGXvrKQnYUVXDVtMTW+gK7cYsZNoztw56mhioKxIivFHT8JdHNFKCk2mldYuFNQWvSFPT9zmmMRf97Rm+v/+zOXDmnDsI45dUpOzUZ1KTHMNInXOXU39aMFs6pQROidJuv/cm7/lpzbvyU84gKfj3TFOLafuuREHE6HUDB8fRIEvHTeMJXOTIXFQJP2cM3XUY0JQSyk141sz5y1BzjT+YP++A61KW2yk5l6aX+cc4LUykpMnVNJu5DnnjtZnI+KA9QA1w3J5cYfhZrgzW8v4/mL+4qFce5j4vXa+eVVXLgAjyI6TQBXDWvHVaYZrFjQLCORp87rzQ1vLWXFrmKenLOB+yMEErGiyuvnkv8s5GfNusChwCe3DKNHi9DqZ6zQhSBi7DSBOC7kNeTthTu49/T6/29HHeakqfWJBi0vnNqdHVLyhOnswqkw8BpIa6YPzieo2nkeLGBTFyiKkBrfu8x4rEk7674GfPby5r/h+ILfCwfWAKpQ+LXrch5FyPUqJThp0jtNxvGdk+phjFb8ioSOeaks2lbIzsIKVFVl7b4Sisq9tMxK0udIY4Wcrx7QJosmKW6SXE5cTkXzDSwUNhsxdpoqYxCCUBSFv0yq3fUuPyuZ1uWrySpeZXn8+p23g//n4+68jbXTtBO4BZgFdFdVdZCqqi80UMKEqqr3qKq6TFVVr6qqB4FngZF2r1UUpTjSD1D3FfUYYOfhCj1hAqGC8vqC8HLROzRefU+tejG6a54uje06tDb0DZnWDoic4blwkOlx2WmKmjSZqom1pOeBVQzilR+28dU6QfPo3jxdKL082xee6qpdROuGoR2yGaqpuXyz/mBIwpTqSeCGUR24o5aCDQ0Kc0UohqA7KnqcBcDIBPE5zl5zgMteWcSL39VNUa9MS0Y8CY6IVSYzpFRzvHjc0RAIqIbCX7TELsjcNgTaRf28HqKooKLQu622OLYZClfPgbbDjco7QOFWmPdUzPvbr3UWfz3rBM5NFUpEX/r7cebwfsy+dYQQNNEpszadpnKNHqV3mpJEoKkVMiZ0TuOeCaIg8NW6A5z2zDz27t9nJFvauVvuE4GBhxqaptcv2D2tZ3OuHdEegLcX7owLLXTGop16wgQQUGH6op312mZtJcdByOReNEjMAP173jba3j1L9x05bmCeAzLPMaU2tRbWEjMgPQw9+KQpxv3nB6A+0YHOXrHmOAOyoBangKjDKcb9jFbQbqR1279R9I5/bJwD/5cDL4+El0fBE+2PeQexUu80Ba0hPi1pCqcOGQFyLrSoooYvVu/n9Gd/4NJXFnLKP+ay6UBplHdbsbPQquCa5HaK+AlYu0+bz9Y7TZHD9dp61sWKdtnJ/N31L/FLZhvucd4GQJPKHbDqf3H9W0cDsa4U44E2qqr+WVXV9VFfHX+cAqw4Bn/3qEFVVfwBlanfi0A2L82jU7zCyVNW+/y6cILZS+nu8SJAcqs278s2RA2qvH69umAZlpcSs75Yk6aEOtHz2uWkkK/t918/W6fT8yb1biGU48r2i8r68rcjbSYinA6Ft64ZzKNn96RnfgYD22Zxz4SuXD2sHW9cNYiVD4zjT+O7Ni4VLJk0Od32ylW1RZsTAWjBQSY2MSibf5+9wRKExopSLRmJhZonISlNy3bWn8cdCypMNLSoSZNU3woX4GlBZXOXKFAo7lSrIWd+P7jiU7jue9FhkjgYu7iooihcMrgNvVPE9zF24oXce3p3YwGTFfuaMnjvGsvwvS4bLWcQXdq5KN3gS/Zy7fD2vNF7DX2VTWwrKOdfs5ca7x9+OwCl8nRGjYtnxs0nd8TlVKj0+uPinzZ3o+iqj+xszJxtOVg/ioekK9YmaQJhJGnGlOnLInq31Qv7V8Paj2D9rNjMimOBSTHSciw7HHDZBzDmIRjzIFz+UfjAsNf50Pk0/VfFX80Eh1APc6pxnGkCQVM+73U440W48nPRTbUYT/+WNB33mPu49XdvBTyUKRgnxwCqquoiCyEqbzrLpvbFJVlALCr3Wgrk/oDKnLWRZcGDIYtRkpYH6N2qnVKoxtxpipCEylgwkhBEXdDWXUoHh/g/K4fextvlA/Gq2t/YvSSuf+toIFb1vK9UVVUVRemlKMo5iqIkAyiK4lEUu8nR+EFRlPOBa4A/hNm3zEg/QJxWmYbB/5bs4uppi+n/yFd0uOcz3l4oKqeXDG5DjlaRKKu2XxA27DeqEvmmpCkj2UXzjEQSsfESyemk3zV75lgG+XR6XpSZJkunqfb0PKdD4V+X9bc8dsWJbenSLE1IpUusejfmbdrB4VC4aFBrPrllGP+7/kSuHdGB+yd2Z0Tn3LhIcMcd5RpPOTnbGtDUFc376BLzz3dfz6J7TtGPl2vfWMLqWnKry2Pt4JjQXRuS3XaUZKgtYhX17TTJx7d8I27dYRLZjJYwZRmc9oT4vbiWXZCA33hPVhAlTs50bP0utDpXvFO8Vxp/ygJGE20bpftg9XuM2PBXPvA8AMCP600Bfo7ospZWi66LSwmQFMYVvjZIT3TRr7Wg/k2bv73e25Nd8dN7NqelRuHdU8/OpTHTVLv/d1yPZvz93F6Wx+58dyU+f+yzbDHh0EaYehK8cznMuBjevTo+2w1YxU8saN4Lht0Kw24zqeSFQaexll8vcX6FokCCGseZJhBFgx5nQt9LDKU/S6fpGMmO+2qEbP8BG1bHb6gdSuzFmtjzs1Dy9R1db7SSKp8+5yPpyjokTboO9FM543O4vJpPV1q9MJdsrx15S8qNm5M6Xb1UG3fQGRD+6ojxWW28F2uDK9qL63aN6mSu52QAXvRrgyObvzzm3cTaIqaER1GUJoqifAcsB94BmmlPvQA82TC7BoqiXAj8C5isqurSaK8/3vDpyr3c+e5Kvl5/0OIw3yTFzaVDWuuGi/LEDcYXq4X6VaongeZBssq5aR6SFBvlKpMSkflvZpmTJmlcWBKFcmKZaao9PQ+EGsvcO0dx3+ndeOHifjwwqbs4ifYbioCU7Yfy0DmkXywKNdXDjFbx2Z7DCZ3Hi/srZpKXrPDqFQNJcTs5XF7DlOnLQgx6I0HS82KdZwLDr+FQydFRUzMLTkTvNNnPNOmQHRzZAfREUf3J1GTEi3dCoBZBdNF2I5htEpw0aYtzsYmqe9bL4tZXBQWbjCF5SceQ57G3EjbO1t/2SMcNdFaMjuN/Fonqpuw0eRzxC/wlRe/HrYc5Ug9j46LyGr2r3iEvlRzNNLG4on6BlBz0rkuSeN6AVmx/7HQ+uXmY/li8ZP11HA7a3p46VmbXfgwvngjP9IG3LxCzSBC+UBArOp5i+TVR8fKXXiU4Aqa1oaFg3vdj1Wma/wx88gd486zf/KLqC/l9nvEi3GVS/p1xCTzZEV4cclS7TmYRrhC6cpAQRG0gZ58LTCavcmZqyfbozI9p87cx7um53DpjmW6ybZ7bbaP5EsrRDdJMc1al1iTNjJjp7LVERrWII3eruXyyVjAOvgpoxfLinYaK63GCWLtETyLEGdoC5qP2XeBUuzfUF4qiXA28CExUVfXbhvgbxwKbDpTy4Mdr+MeXG7n5bTHY2jTdw9n98jm1R1OePK838+4aTXaqR6eMWBSvTJCqc6O75oXMluSmekiSnaY+l0Dz3nD+G5bX7C4SX2Wiy2Fp79J6iLjdtTDyP6NX6OtGz5Nok53CNcPbc3qv5oImV1EYSkNZ+2Gtt3vcQpOcNncF643uZ4hbbzl88whdmqXxr8sGALC1oJy9R2Kv2JfW4eKapy06pdU+nSde4wswc/FO/jFnAy9/v6VOVMFwKKsyd5qiBMT+KJ2mvpdaf2/SIfL2ZCXcXx3VG8OCn14St+5UI/GSMMsug/Du6nW+QcF7fRJs/krc11Tw9DmomnLLnNylux/iefdzAJSrHh6Zs4P/LdlFaY1InF2O+FX+hnbI1g0cl+6q+/crVaISHAod81KjFpRiRWmV+O5rQzUNRs+Wxtjsun2x+dTFjOC50sqimL3wLPjuMSEzXrQNNn4Ba7TrabhCQazIbAODrqMs3bhW/S7wvpWF0FAwB6yFW+u/veKdYq6mNh0NaQ5dth92L6r/PvyaUa0d1540Ufjpd7n2uBYLFG6BFdOP2u4c0Ap8DsXG1DtIcrw2sPO6+9vZPQGxPkaa0zxUWs2Dn6xl44EyPly+V1+LzQqxbbJF0lRQVi0SodRmoCnARmI/1NRhvjMWKFoHca+azZeahUZVsmk9qzi+CuKxfjrjgLtUVQ3+xDcC9dBWtoeiKFOAx4FxqqrOj/f2jxVmLNrJ2Ke/Z9qC7Txrqkj+9+rB/OP8PvzrsgGc27+lqOBXFtPuyEJGOFbg9tovkge1k3pQ2yzY8i388E9dISU3zUMi2ondcqCYt5CBs4ZdRWJBbpWVbJ3pydVU5CoKoDpM5ygQMKSaLZ2mONCvCk0CBc00CsysPx53bdw6o0A7NnI6R35dbdByAPS6QNzXAqberYxgz9x1jIbyOsw0mWdkpK/E1Llb+NN7q3j2m8387bP1nPPSAr7dcDDcJkLw0fI9nDd1Ab9/YwnLgzwvauUlFYmqBKEJTLRkVppxApTGKBBQWQzL3hT3B18fOkcy4i7ofbHoGPY4C0beLaibzfuI56UYhOI0znNd0KUCDtmPoi5PFpLpf3pvJZsLxPXApcSv05TsTtAldmevrntF8aPl4nMc2iGbjCSXzruv8Qfw16JLakZBWbWedGUk1S+4v32sOFeX7yqus6R/ebWP1XuOsGBzgUHzM8vISxSHFwYKv/Gg86pKO1/q22lSFJjwBB+c+B7P+ITgjGPz10Z3tg6D8jHDLGoUoYIeE7Z9r3XhzoPHWgkabDSoqkGlBoMh8BtqD1U16MWyk99xTOjrFr1cu+59PSAtK3JSPXrhR4cuBFH7TlPLrCQSTNvLTHYx/oRm9NKKLx8t38P8zQVc9spCHvhoteW9z30T2slOdDl0z0sw6HmgzTU5E2IyuJXX0ZD/tb7QkqZ9ajY12nUtPdMkNlNdO/GLY41Yo54mgF2ZMA1oiCP4GcAHfBc0oN/dJnE7bhAsjZvocvDHsV3o1NSG7vPKOE4p2MApbthV0RzU02HNB2LBTGsB3SfrdJXmST54+3xBlyvaBidOYZBvCU0VbWEMI9spJb5bNQma0chqa9wv3mFUrs0w0yEsM021o+fZYovWWExtCv2vgFliUJ2dP+qiBr9YBPzGkH88kyaAHmfDypmCmqOqpHoScCc4qPEFamVCWhd6Xm6aB1ABhUPFJbRe/AiOLdmAVeb9u/UHQ4bszSip8vK/Jbt5bf42dhcZVfgv1x7gy9tG6OfSSm1Oq1l6YvS5Nb+pY2qHYKpctKQpKUsMCPurBfWgee/IrwfxOsmT73dZ6PMOB5z1UujjXU6DbXON38943pDol4WM6lKDajvybkNq/IK36NV2HGmPfUtptY+NByvBDQlxTJoAxnVvyopdxcxYvIvLh7bV59tiRY0vwIItoho5VpP0Nc8gVXn9tToWJczHT+em0U17I2Fcj6b848uNFJTVsLuoMvSaGgaHy6p5cs5GdhaWM3+zNaBZdM8p5MmkKaMVHNklkpGiHdCsZ+w7FwiEyg3L7cZJ3e7AkSpm+sbyh4QPQDUxIxqy06QokNdDdNBK6pk0/TTV2G9fFbxxBvx5d2Qqrt9rdBwgqjrZb4gAb6Xx+UtacefxogBVuk8kyMU7RfFn0xzoMr7Bd2mnFh81z7SJn/x1p59mJrt54ZJ+/LT1ME5FYXKfFngSnFwyuDUrd69ix+EKnvlqE4u2F7JhfykPnXGC/l47X7hhHXNwm7pDOalunA4Ff0DlcLl2fMqiS4SitvT7TIh70iTOzX0YSsAts9OgQAFU47M8ThDrSrMUoaD3YtDjlwNROFy1h6qqjXA6v/7o0SKd/149mAFts1DXfIR7yVScG/xwoLUIdmSQ462Egg36+1qp+8SF4t0rjY19cC35NY+xgdbkJ5QYB97P02DFDM72VYH8FJPtfYH3a6p8zYPNP1NyxUnmrRDVM7ukyXygO13G4hKPpOnHF8Rt894w8GojaXrtNPjTDotx5y8OxTuMhTg3zjLoqVoy4q+G6hKUxAxyUtzsPVJl4VdHQ124z4lr3mFp4p00oRS0hsrNwCzlUS4+43T2FFUyde4WPdkJRrXPz6lPf8/2w1ZOe2aySxc0mbl4F/dpfkBfrxM0gLEx+GYYnaYwC2Db4aKjU7BRiD2YFMNsoSiQ3lzMKEWbC5Qwnzcp4ZPGEAy+XnRjEzyim2iGXCgPbzECkhPOgQ6jxf3WQ0gDurVIZ9G2QnyIRCTeSdOlQ9owbcF2DpVWM23BNp44N4Yk0oQ9xZV6R0gm1ElxSJoOa4WCRJej3jz+TnlppLidlNf4+XHL4ZiSpm/XH+TKaYvDPj/40a/5fMBBUVZwJ4uO56F14riqDaqKje8/IRF8VajeChRgT4l1MkYsAAAgAElEQVSXh99cwi0nd6JjXmqd5YaX7yqmgHT8OHFylJImgLRmImkqq+dchKREy2IHCPXLVoPCvydYXTYeLItfK8zdBhlLJHiEeuOGzwVV743JsH8V7Jjf4ElTZY2fmYuFWE5Xu6J2PYQgAE7t0YxTezSzPNYqS1wz9pdU6aGb7lmpoURTy5tySifa56RQ7fMzppt1jVMUhVRPAkcqvYYRvVbUVmvKWbW7mHY5KaQlWgsmstOUEKONSMzQOk37VSMOPbNfS9jsFufacWYXEOun8xDwd0VR/gY4gcsURXkHEfc81FA790uDw6EwrFMOiS4nSV/fi3P3QjHYu+Z9y6C2rQnZxi9CHro+4RMAch1B7U1fkOqdWQbZhP1a+7lZsDKMokB6vrgfjvZgPtDNSVNd+PZm1JQbHOZWg8Vtn0uM5zd8Vr/tN3ZIap7THUoLqy9STcF4maCV5GgCDYfrkjTFQs8L+GHqcPjwepEwBeFj932cdGQWA9qI7sjyXcVsD6qmVfv8dLnvC0vClJ6YwPUjOzD/TyczonMuALuKjOdllbBPqxgS7GiS455UuG4u3LsPbl5sHawNB0nRi3XIVfL5FWftDB0VBdqeFJowgbEdM901I1/MLMq5RWBgW/HZB7TlwBPHmSYQyk5TThZWBx+v2Ktz52PFPm3eTlEMFStz0lQZZuYzGmTVNjvFU2/LAadD0b1SYpnNq/EFuPt9Q+xmcLsmjO3elNNOaEb7nBQcimAsfb5Mm9VJSIIsKTBSS3reN48Y91PFsXukRBxvlX4Hs9ccYOJzP7C9jsqWheU1LNpeiIqD0kxT51hxxk/MJhxkV7WyHlYGqmrI9p83zVCqPLI77FuAUHXZ7x6FHT/WfT9+zbBLmkAUDofdKmacZBwTj8JsFHy34aAeH1002GYCRc691UFyPBzk3K+qwl6toH3TqI6W15RoSVBemocz++ZzwcDWofNWQHqSWJtlkiUVX2fMX8fk5+cz4olvWb/fGqv5NNpjXOl5qqoXDk/o2hWHAlNO7iiKX7Kg8kvsNKmq+qWiKJOA+xF0vD8BS4BTf0kzR0cN5QWhsw7m4MqOd7rkVXHb60Jxu3IGZznn83WgH5nl9kmRjpRcqrx+Xl+wne2HyxnaIYdJvZqzcrdYaJoFd5rAkB0Pd0D7g+h58kJXXSpOlLoGIbLiB4KaB8IvZPlb4n59FsfjAYe0DmOTDvUf0g5GSi6i/ahC8XbI6agPpR6uDT1PJk3RZoVAKEuZlRBNqFGduBU/7RY/RP7AieRnJrGnuJIx/5jLnyd04+ph7QgEVM56YYHlfbOmDKNbs3Sddje4XRO+33hIl5/2B1R9biovFpPWaJLjdYEsOsQqO67z+VPjIzMPRudaIqlJ6GPAHeO6cEaffNwbj8DX4KJuSUgknHpCM+7/aA1V3gCr9hTTv03sps1ytiA7xaPTUMyu9ct3FdMyq/Z+ZtL3aYCWNNYX3VukM3fjIXYURk8+Pl+9Tx80//SWYfrcl8SS7YVc8p+Fhm2EK9EoohTVImk6vAWWvCLuKw7RmSneQYJfMBG81E9avsrr5+rXF1PjC5DsduK45B3Y9yOoAcjrJjquDQk9aaqHiEzFYaNrlNkKsjvAgdXhJbAl7HwM3/893LY69PFYsW+lWOua9RLy6r8WmL+/xDD0XT3GaPikSTIeBrTJsi+8yW5kHGf2coKSH0VB2K+YIJOgEN+oIKR5XEClqdMkrvvFR8T/VVThZfw/57Ht0Ql6wcjvbwB6XkWh/lldPGYI5118giFaJouUv8SkCUBV1W+AbxpwX349OCg9HRRoegIcWGVt7WsJlKo4qQo4SVJMB1WLPtBtsjB/BZ53PQezIv+57aUORj1ldKqmL9rFlOnL9N/b54YGUnoFJbhrJWFeMJxug4es+gW9MJyXTTRIOpMrxRheTM2DloOEOlF1nNWpGhtk0pgb53kmEFSCFn1g7zLYsQA6jtGrVIdrIQQhZ5qidpr8Pktn8N7us3l76SFGd85hfK+WPPXudyxMvBnFV4Vn1QxuH3sxf/zfCnwBlf/7dC1v/bSDrUFdp5UPjiM9iFage/ZoMyqHy6uR2gAxmbRGkxyvC2SwaB4UD4eSfbBOdI318ygeCDZGzsi3fZmiKHRumgZFWuCuxn9MNS8tkfY5KWwtKOfb9YdqlTTtKhTfa7MMI6jISnGTnphASZWPm99eRvuc1FrNSqmqyiotMBrWMSfKq2NDq6xkRjpW8NreJ+BBFfK6C5PYzuP01/x99npe+Nbo/A3vlBOSMAEMaNuEJ87tRfm7QlZ+ztYq1GqPkKq16TT5/AGcDiW0Y2Y2QT7/TQ599xK5QJImEtQtvwnrrhxPjS9QJ3+WN37crhtW//3c3qTnNofc82q9nTojUqfJWwULnoM2Q6HtsNDnJcyFjYxWouBxYHXtOk3uVNEBObJLPO6K4boTjIAfXp9oKMfmdYX8/pHf80uBPKbDFHYAcJsKsw0MyXbomBdm1rEBOk0ZSS5aZiXps5afTRluofmqqqrPHaVHSZr0TpOmDqq6klGAvo7NltdtOlgmrv2At7ZCENWlQg6+eKdQcR3/aOjMubnwkJ5vVXnWO02/THreb4gnpBFeVlvDU8WchGgLXXV6O6Z4b+Y9/3C83c6Egb8X3N6MfGY3uxZ/DKNfu9UcnjMt0mlB3H2HAt2a2wQbkqsbTn7VTCFMzra21OuT2EgfBk/QxSpN4/8e2sBxj4BfBMn/PQe++LPVe0L6pzQUraWpNlR6WBwT2ZrfTXByEgkxzzTtXWp0TW/4kcFdWqPiYP7WYj5ZsZcDNGFO8iTx/K5FnNO/JTOvHaJLngbv09qHTw1JmMAwdi6q8FJS5dVVJcHGXyMYAT9CoIL4dprkttQoXZvqMvj3yYZhbZj5wzohOPiItm0pSxsI8pvZsxT+2RP+NcKeOhwjxmjzZfO3xC4xW+X18+ZPIqDqaUouXE4Hz13cT/99wrPzuPK1RRwsjWLIraGk0qfPwgVXc+uK5hluXnc/jkMeTwfXwrtXGUpbWKXwAf403iqEYsbk3i3okCb28aA3iVlbRTJbXnxQ92eZvmgnbe+eRcd7P6fdnz+j7d2z9J9zXlqgF2HK09rxhb8/q/aJa41T0fYxIYkkt5OMZFetaTlF5TX87TOhynj50Dac3quBu0p2kF0JuzVn7mPw7SMw7fTIaniS5eFKEfOysrhQm07TZR8Y9+tKHwu22tjzi7OmDA+pPBgsumNGPOemo0CyFsLOJnq1tamuxWEbKIrCRzedxGtXDGTFX8aFxGWKorDigXFs+utpnNQh8rVczivJTtN6j1AhHuJYx+eXGufp3A1GUU+faXLEmBYseVWIEBVtg33L4YPr4EjQOSPnL13JRqwrcZzS835Lmo4FDq4Rt017GHMH5qqVljT5strzZWAAf/TeQPGEl+H0J8GdwpFKL7ftPYUu1a/zbt9pIhhKa2EYmAKHRz/OM76zmFT9CO8tFRWznFQ3P95zCn1bZ6IocErXPNY+PJ5kO5qVfkCHoW3J4MmhzTMlmlrY9aHQyYtRcJVcSo8f2VX3bdcXi/4N7/yu/nNb718LMy8Vvjo/vQif3Wk8J7edGFp9jgskL1ybc+nTUnxvK3YV8+nK2EQLYk6apG9QThdo2p2RnXNJ9SRQ7Qswb5MInFUpMqJ1Xwe3z2beXaM5vVdz2uemMKZbU8Z1b8o3fxxpf5wigl5JKfhpy2GdmudOcESlMYTM5sULUokvOAGRWP0+TJsIz/axUnXrK51sRrDyV0KU6re+z0GJ3tI3RDVx3wrb2cpYMVCb+Vm1+0jMRrczF+/iUGk1CQ6Fq06yBlQjO+dyxzijI/vthkP8bda6mLbrNckWJwWLHxRth49vMYpbMWLgT7eEPlhTaqHTndO/JTeO6sBZffP59o5Rtl0mCUVRGKiNzyWk5lCJuCYHaioZ9eR3/POrjfz5/VVh31++cwWHZv8dgC+K87n+v0upVoP+19rMzwVh9hqDUn7T6I4RXtmAMMvqB+OHp437m74Mvw1Z2EnRAlFZXIi2jpnXbHNBos5JU1Ax4WDtjr/Y/06hsJ2oRwEk7pDBtVm5NxiykFpdwtZDZbz03RYWbSuMajkwe81+zn5xPue+tIDpi3bGZAlQoK0huWlhim6SGeSun+pmMLJTPYzumkdGcvi1yOV0RBVrkOveIY12/4FrAodVsR50867j1B7iwmKeY5Q2BzEXT3ZYafMU74RXxlqFauQ8bZMOobTzXzo97zfECb4a2DZP3M/rbji+m6tW2oEWMJloVtT4AHECz9t0iIoaPw4lgaEjT4YzhD8G1WWCv56eD+0m8fTn1m7Fsxf2JdWTwAc3nkS1z48nIQKfPWqnSVtokrPFyWBWtKsPv1x2XYKr5DKJOAp85hAU74Iv7ob1n4rfS/bAFbPqppxTWQRrP7I+tmI6jP6zUGYL9qqIN/K6idsDa6H0AGO7N6V3q0xW7Crm/g9XM6JdCumHV4sAOr9/CGVNVdXYhSC2aGzeDicD4kL+xLm9mDJ9Gb6ASpMUN/0HnQTbEJ9pZTEkZZKXnsgLpi5CNKQluujfJouF2wp59PP1/H64SAxzU2MY8DdL54eTHK8LwiUgAHt+tiphmjH8jvjtQ/CCHjVpCtNp2r3EuD/rj9B1Yvi5gwgY1LaJLnH/3tLdXDUsQlVZgyz4jOnW1Naa4cZRHVFV+GTlXjYeKOOzVft5YFINWTYGkmaYAy1LkKCq8NoEcTwufQMGXA1jHw7tfIds0EfKbnFdXxdozeoJH3DeFxq1qqIAEMldr2yVXiObGrSyKHBogfuFI3szLqUjvC+odUcqa/jnV5tw42WM42d2qXl0dezkQGYfqtLbs2PbZj5y349HEcf34oDoaCW43FaTkODiVC0gvdF6t8rUBTqOOnSri6BO+b4V1t8PW2lJFshkRSY+sgAYLWmSXSGnxzovemBt+ODfVw0/vy58s1xJQuRIsiiCZ5mXvCqUNEfdHZ85x5pyEXu8f60htnTnFoMGH0dU1vj5aPkeDpRUs+VQGX1bZzKicy4dcsOcR0VapylS0iQV4KrLuPbNn9l8UMQCeWkePp0yLISKXV7t49aZy/ly7QH9sSU7ivj391t585rBOkMhGKqq6mqyuTYiC4CxTsc5aYoXumrd8zUaBXnPES/rAq0Z5lwDB9aQkyqK0GZ/Rn+skuN+L3z1oFFAm/SsEKmZcam4bn52J1yiMSfkeZdtYwj/Gz3vN8SEb/7PuEB0Gmso9Zid3zXqVFKzzvq1UraLwVAG69Y83Xrie1LhpD9Az3NpkuLWVbEAerXMYHB7oxoWMWGCGDpNpqQJRALh0hKd+iRN4TpNkcxzdyyAD2+CD66HeU/F3wT3kz8YCRPA7sXi7wSjplzI1JaHN5Djy78YgfrNP4tFUfXDUk2HW3dFj+NsixntR4ugQPXDyhkkOB08fb6QgC6rqCTx6S4wbQK8Og4+vyvk7dU+w0w0aqdJzgq06KM/NKFnc+beNZpPbxnGj38+mZx2xnP6XE8dMKGnoBxsKyjXjaNjEoFosE5TmATk3asEHQ/Egjvur3DRDLh9HZzzipDYjxeC5yqidRXkPqt+4xyqLjU64yAq+nMfr9PuZCS7OF37nqQIQyT4Ayob9ovgZEwY6XiHQ+GWUzrx4U0nkepJoMYf4OV5W6Nu22dKmix0lD0/W2lZS14JLXLYYdU7KFrh6+qaOzhQoRrnsHz/oQ3wdE/4Z28osAniC7fBlw/A538SXRJvleH9k5RFk0wRzCcoAXKTxMLwSNJ0XnQ/yyee+/i762XeCNzLO9cM5K2TK/SEqVJ1U9LyZLY/djpjT2hp/Zv16DRJ+mw0qlCDQtKjzBTnT24VVFIzNn6hK4aGIHgtkwXAqihJk5Q5T2sqigjtR4rfv/xL+DVo5Uz4/E74/u/w9cMiHpCwm3+c+5jVh60++ORWmH6BkTCBMIuNMzYeKOWsF+dz9/urePqrjXy8Yi8PfbKW8f/8noc+WcPWQzaFTzk/lmmjVCehFU79FUV6wgRwsLTaQjOTuPPdFZaESWJrQTk3vRWe+ljtCxgmrOGYCvK7aoCEMx7orYlXbD9cQXFFDdU+P+tV7bPdv9J2llleE53OCEmTtwpmXAw/Pi9+z2wtzNTbj4KJ/xCPbf7aKDjs1YoX2Tad6OO00/Rb0nQ04a0SFC8QynCtBhmBjUyavJU6Bc2V15mmWvVkd6GRNMkLRtvsMAOTCGrHO9cNZdn9Y1l2/1g+uumk2nHW9U5TmKRJXjTMPFV5v16dpjBcYT1psrngzvojLP+v6Nh8/TBsn1f3vx+MgN/YXstB0EPr6s19XAQ3pftF96u6DJ7tCy8Ogae6wIE19tuTVfsTzoWcjtDjTO1xza9FT5oaqNPkSoReF4j7y/4Lqkr73FRuHdOJme6HcQdMyfuSV4ShsgmlppmMiElTTUXY+az8zCROyM8QiXtiuuH8vuDZOv9blw9tQ3eNAy6lYvPCUSvMMCdNcZ1psqHnVZfC6veM309/Ck68WRjUpreAnucaiUs8EDykHK0zau60STGIvctChSGCq/i1gPTNmrfpkD6kHA57iiqp1uTJ+7WOLB2f7E7QO4yv/rAtqllzwJQ0WSj8PwVbERKbAuLKdwA44sxiLzk8OWcj1W6taLX+MyGK8vEUQderPgLL3gjdxjePwPx/wsKpopK77hPjWprUxJLgLL7rRFbc2p3z1SC6ZGURlB+kY4rx/++97AdevOF07Z8NOsbrkTRJyfb24boHRwO6aWeZkahs+Nz+tU92FMdzMCRNTU+aYlTkK9Wub6lap2jAVeL28CYxz2mH4HPHfGxt/0HcZrQ2rtEgjHfrC1+1ffK/f7XoqEpD+Tjgvg9Ws14rdjRN95DocpDsduL1q7w2fzvjnv6eWSuDaMiya5cY4TzX1pGEqkJSqLTMZ9sJGf20VXyvmckult0/lrUPn8ppJ4jvatWeI2Fpel6/cb1z2SUQfq+RaJttPBoRTmiRocd77y3dQ7UvwM8Bjcq8/QdaOcVnY1bNlcVQV6SZph+fE56hAINvgOt/MIoMch1X/ULY49BGIXIGokEQDFmY37Wo9v/gMURMSZOiKBeH+blIUZSzFEWxcT/9DSHYt8Kg4Q26TtzKi768QBeaqqTZHWnVRCxqZg+aXVqnKayyiwZFUchKcZOV4q69D4kMuOyqAKoqFncw/GjAOHk+urHu3Z5wbe9wNAwI9cKJp1hEyV7jMzjjeRhyk/HcwqkiQXq8DTzRzkgSAl4RKNlBzqx01YIYKcxwcK34zBqangfQ91JxW7BRD+Jv6lZFP01ZZ7PagvIcbYbsf1dYAn1JzYMo9Lz9plkLSQkMB0lJK9iou4fXFoqicP/E7roktTvBwVl97dXiLAgcxZmmbaZk/pL3oPeF8ft7dghOkhKidZpM36fcb5nM53aFcZrfT7QKfAScpCnVBVTYuD+yCtbmQ+J5t9NB6xjMYn8/oh2eBAfVvgBLtkcOeG07TaoqZv4SM+DMl4wCSbA9hB0Oilmqrc0m6A99k3OxuHNkJ/xfNuz6yXj9mg8gEJSMBhshF24xZnWSsqyUZW8lGQVhAvM9S40gtN0IOnQ0mWQHK0TWkZ6383CFPjvYLid88a7BIdcF1S+u036foL5JXPi29fWz/hi6Db3TpHUNZOBeUxaZOmTuNIGouEt6WbjupFRHlaIr5sRMFtraj4SzX4bJWjV/4+d1X08DfnjzLHgkz2CN9L/CkK/fMEvM7715Zu1Nk8Ngneb/c/vYziy8Zwzr/+80ltw3himndCIz2YUvoHLT20t57HMhImJZ9yLRfk0Ur7bKAfq0zmR4J/GdFVd4xdqx+D+w4HmK92zSqWdvXDWIrBQ3yW7h7QciQSivsRfp8YfrQkuYaZQpuRE/i2OFJLdTl0qfu/EQ1b4A3wT6UuVMA1ROKBCFBZlsmpX5whbXA35YrFnfdJsMpz1mnb1OyjLixpJ9sOVrcT+tueG5aYZ879Y4dVKPEmLtNP0XeFO7Df55D1ipKMp8RVHiY3jxS0XRNhGYZLWFpt3FY9LPRaPk6RxQdyqkNtVdoqWcMlA7D5q6QvoP2HWaKg4b1edc04Js7ih8dHPd/q4+lBvU9pYBg7/auk+qalUcgtgNRWPBAem5oYiFJr8/dJtkfU3AF5pcmv2mJPw+Y5GUFapmWtJUuk8ke/JzrcPMSMxo3guaC0oe710Ns+7A9e5lYjdI4dTqx7ndfwuqDKjWfqy/tdTUHUgJ12lSVWH0CEIEIlg1Jxj5/Y3gLaizVRsM7ZDNygfGseKBcax6cBzjT4hBzavBhSC0hbmiEGZcJO4nNdHnvBoUzqC5nmidJsXU5ZJJk6zM5w8wzXoEnW+1QEaSS1c0PHfqjxGHuPWOek5yTC71ye4EumrdxtV7Iu+j35Sw6EGCosDJ98Fta0UnWHYQyg7abCEIWjGsx5BxjOqSS/ucFPa2nmwtKplRvFOoTZkRfB0zB7HJ1k4T3kpjzQjG+k+NbQXTfIOLUXW8zsxaJYobTdM9FlXDow4zI6GmXCRM8hp60yJRnLppkUj6QdAvD663bqNczjRp1ynzvFnwd2KGXKvN655MtO1MblVVVN/BCCLNc1Oy6ySNp5uaatHhvutICATg4SbGbCmIgtmkZwSNPxhxKDaWVHl1NoI0HQdxbt4+tjNzbhuhW5xMnbuF/8zbSk1Vua4y+vLCQ2w8EKaYkpwNHnGstVP20TIrWR8zqPb6YPqFIimecy8pb4ylgyJotuZOaJqp0FcaptPt9RvXJNtOU7BycCPFKd1EjFFQWk2NL0A1brbkCfuDLutfoAUFFFd42XqozJoohqPnle43CkgjbGZvFUXMZYNGPf2ruN/hZPuZvHbDtTtxHqdoYMSaNI0ClgOnAZnaz2nAUu12NJANPBb/XfwFofeF8OfdcOn7xmM5Wsu0bL9mBb1ce7wTKIrOqTVX+A9KZZdwQ4rxQKROk7kiKg1oASY8adxfOaNuKnr6AhaUNJm5zvtMZqneCkPWWVb5yuKYNG3WqiW5XQW1zeGAC/4LfymKPMy96p3Qrol5PkxW/Zv1Niou5upkQ800SZx8v3F/8b/1AK3gxHvx42T2vhQKOpwjnjcJAUjVu7TEhBD5eh07f4StGt3jlL9E35cEt+HvUI+5JoBEl5OMJFf0mT0JcycorvQ87e/LpOwtk3fNpGeCOGENhGDhh2hdBTM1UCZ78hhu0tY4TiMFkjFgTDdjPunDZeFlnWXSFK2jbkZfrbr61brQWQYzrJ2moAXdkyqOyVQt6IspaRLXSbcnmWlXDuKbO0Zx9eju8IcVQtlUYtC1RpV/1f+sBaBg2ewVM4z7QfQ8asqtwbAZB9cZVd5gFc7+Vwghj7bDRbVYdp1rCRnYDmmfrXd3jwnMx/Tcx+EFU0VbJqy5XeDGn4zkZkMQC2CPdn0LnmmC8BS9QMBYq1uYRGvkd2s3n1R+yFibpG+U3L6v2lhX5VonC1tgTxuNhi/utv5+8xI44wVxP8mGBhfNlyoG7DXNXrfIDBUHyUtLZPatI/SZm0dmreOkh4x1b+aqI9z41lJ76pyiQLag4LZV9tMmOxl3ghDfuHjjbUL2WoOruoivPXfSK73CQiM3K7BWhuk0+UwFFdtiTaUpaYpR0OVYoJkmzlJQJpImgJ87/QGcHhwBLwMcIkn+aWuh5XoYttNkPqblcR6MfqL4ysE1gooM0ONs+9fmDxC31SX2gkmNFLFe7Z4F7lBVdbaqqiXaz2zgLuBxVVW/B24HxkXcym8QC59ZSUTKnAZ84uCRF1EtAUjU5HCrtIO+vNpHhXayh5XDjAcidZokxczpsVZaMvJFlRbE/3Nofeh7oyF4KNe8bbno7Tfxws3y3zla1yuenSa5kOhVEQ0OB4z8E6QHDVa3HGjc//k163Pmz1J+vs4EaKcNEK8xJdMNnTR1GgvnTbM+NvAa2o69kR6aSegXbu10LtkNB9ZQWF7Dk3PEhbZb83R7yqeqwhLt/27WE7pNjG1/JF1x54Kjy3E+GpLjfq+ocIP4rrtPjt/fiYTUPNEVdaWIQKzLaZFfb0fPkwlDajOTguWR0EVu9ftixi+G+Z9HzjxBV3eKJAG8Zq84tzvWYmZmUm8RKK/fX6rTmO3gt8w0hQkS8vuLOZVe50f+o6pqmICHUCI90MuUMHebDGf9S77RKjEvk1E9EDN9LokZhtAOCIqk9ESZ+LRICs55Rfy+b7lB804NEtDI6QQXvgVXfAoXvBlZrSwC1uwV+xovj6s6w9w5WzjVSDzdqdYumqKIGWKwKuntX23cT2tOaZWXlxcb9KvyI2E8xXb9ZPytfFPSJOla5TbvMxcb5XtqykTCfWQ3+vctA1KHE1prxaRV74bSOaPB7E31QLH47iXsZoeCE8RAIHZaYMk+mHkZuR9cyAMJr5OYADkp9vGJy+lg+u8H69eAVMVItMrUJDYfLGPvEXu/NW+mUNy8w/U/rv+2Hy9uOpntiZfQqUxbM7pMgCuNmbZp3jss3kFme4FKb5ikyR+hoAJGp8mTHt81I87IMYk9VPnE/6okZUCLvgCcmCGO0V1FFUGUxHBJk3ZMO1zhLVGG3gIj7hKxWE5nmPhP6DTG/rXmxL2ehbijiVg1drsAdsMG+7TnANYAzeKxU78qmCsVFYWmxVdUFeVJXqUlSpKaBw2cNIXrNFUWGepS6c1D264Z+aKyWrpXVNdb9IXz3zBOkEBABMY5XYxKrhnyxLRTpclqK0QySmwCDRBBzqbZYqC2vCA+yjY6b92GZjPkBvGjqmLw11slFuYXh4iFOZiiZ/4szUP6HU+BdR8bSabiaDifJjN6nAXdzhD7qQYgrxuKovCXid1JdDnp3TIDdrWDom1437+B+wrOoi/gVAI83DEXdiDmlZmKoDgAACAASURBVMwXv3lPii4biG3HilzT3NMrY0Ww2nIgdBwrjpPincJrJSFRzA5Ek4COFQ0uOe7TEg9tUTJ3YxsaiiK6orEiuNOkqsacXmqe9XuuLjGuXSV7DQn1kj1R/6aiKPzhlE7c8NZSluwoYu2+Enq0sB7v1T4/6/ZpSZON1Hg49GmVRVpiAqVVPhZvLwxrThlTkNB+lPiJBr8X/fu1o0CaA8/0FuJHomSfuK4FAsZcR59LDHUqAHeaKK6oqjiuAj6Yc59R8U5tKs5DO0n5WIsWtUBReQ0bD4guYO+WkQU6GhzhzEXtTFKztMekkSoYPjIAHcfw9GcbeXX+Dn7nceFRvHywYA2Xdhhq3c72+UJhFARdTHrfgZE01ZQKCqW5OyjPJafHmqxWFonBeRAU2XTTLObpT8FLQ0Wh4sBqQa2OBTUVhp3JZR+GrtN2nSafKVE5tBFePVWsC/n94bzXxJq0c6GYg2p9InQxfCF553LYvYhs4MoE2JYyGIfj9LC7l+xO4PWrBjFnzX4yiwIg62SJ6VAlOtB23l9flrZnQsijJox5EHK7ML/jHQzZ9BRNKIY3zoCB1wAqKX4/QxyV/BToTlWYpMkqBGHXaZLiLI23ywRG0uQPqLrhuyfBKYqZu35ieGAJMJnCspradZpScsJL4DsT4OR7xU80mGOcquLoNP5GglijhE3AbYqiXK9qZUFFlJlv054DaAHEwGP4DRYkmQ6UysKQiqXHJU5aWSk4XG4kTTkNSc+TnRBZHaupgNcnGVQGMBahYLQeIrom1SVCLnXth4IWoqow8xJBj8hqBzf+aF1UyguMIV476VFZNS0zUW/MlJb+v4Mf/iE+wyc7w/0FBg1q2zyhrqcGBD0l1mBCdq3SItQDFEUsLBJ9Lhac3mAeul2nCYQpsTvVUAbsPD5ULrqh4HBAXlfLQ2Zpek79K8y4BNeBFbzICmkVBvO0HxD0lGu+EnTMeZqhZNeJQhkuVrQaDP0uF0pOIDxKlrwKTXvC77+GqcMNAYJ9K2DCE7X9T+3hN9HzGmqmyUwXTWtq//rGAIt6nl8E8ZJSmpJrXeQqi42gYY9JkCDGod7xJzSjfU4KWwvK+d+S3fSYbE2aCspqkOv4CS1i77o6HQrdm6ezcFuhRZY4GDEFCbHCHGzaJU1aZRcQCZMrSXx25gJUTSl64tVtsjVpkgGuooht7V4sCmzyeiHXkOCu0e3rrAlaPeD1B3jum83M31zAKm1eTFGgZ8tjOM8E4SmnUmDHDJlI7Vwg1OLaj4JvtdnL3G7gTGB3UQWgcIQU8iim6LANzXP9LON+7wusAaS5ECiDzMX/EQmULKKlNg1a94uMDm1GvlWsI6+bcaz8azj0vgh6nicKbZFwaJ0x29WsZ+jzGTbrq9n2ZOnrRlK+5Wt4rLXoVr11nkjg5j8Df9puXAPMAlbASZnRFXSbpidy2dC2sGmTSJoUJ+N6tefNhTuZv7nANmmaWj6SadVJPJ82jbwaw+j+y8zzGHvtE3rgvbjZBby+1s/L7qdF8vjFnwAR8M5ww601N7JsZzc+XbkPn1+lZVYSVw9rR4LTEX2+R/6vjTzIz0k1Ygw53uFOcIj4ZPG/ya/ewkTHTxwubxZd/ALiL7Nu7nbWZZTjGCFWet5twKXAFkVRZiqKMgPYDFwC3Kq9pjfwdpj3/4Zw8KQZwUpFkRFYa1VDWemQw4nVXqMK4mlILrmsWhZuERS4pW9YEyYwRAyCMflZuOAtY2HYvVhUrh7KNPjkRdtg3afW9+2YL26dHmugISGTJjMFSNLznG7xfL/Lxe+q3+h4gFAIWv6WSJzevzY2Dm3Ab6In1SLYlabEhVutVeZwnaa0ZjBlOVz9FVw7V3x2jQVdT4dz/hPZP2PvUnjpRPh7e+GzlZgBZ75YOzljhwMmPwdXfymSRjnTdmCVUH4yK7ateie86XJtYek0NRA973vN0yshseFpl/WBYrqeBHxWDntKrnWRM3d4zffNFONIf0pRmNhbBPSfrw4lMRTUo6MujVYPl4U/RmLqNMUK83lt1+3pcZag0F00wzgnZMHpp5fENWLHAuP1GS2tn7X5/lCtEHHECBh1KrOiWGnN4UQoaolv1x9k0nM/8OzXm/h5R5E+H3HDyA6kJx5jepLDaa8KaTKG19HpVOPzefNM4UN3SKgeSrVSKYN/RBVUyESfjSiBTHRbDYHTgoo3KUFJ0zd/FQnGopcNulxmq9C5qSKt0xQ8KxJckFsxHd46NzqFWXpSJSTaB7l2j5mTfztbgbUfWj2eHm8rkk+/VzcIrlDFudolKQzdaudP8N9z4NPbjGu4pjxJTif6thFJ2GobSfBAQGVzQQWL1G78POlLePAIj/SbR7uq/zIz6zpLElPlDTAnMJDnsu8zvAlNx8Tjrn/z9mdf89r87bz50w4e/Xw9P2wW/4M3Ej3P7zNimJaD7P/HRoImKe6QhpAnwSGooV1F0fhu13SqSgvwmbpr4TtNWiwUL8VAT5ohPlQPRdajjZiiblVVvwY6AdMBF+DW7ndWVfUb7TVTVVX9c0Pt6C8WimIkF5WFRrXHJZMmcQDLg1qarrmdjtrLiNcG5krd421g81ehrxl2u/17PWmikzNUk+fe8p1IWIKxf4VIpiQtZdv34rblQPuKrVSc2zbXoPHJk82TLj7LcY8YAav0xCraYRgKgwjsS+3YpkEoLzBEJmpTsc3TlBFryowFAYI6TUH/X2outBoojGCPhkhAbdDzXPjDSrhnL9x3EO4/LKqOt62F5po5rXl+bfANdacXthoEF8+Eu7ZYvUpAJG6KUwQZ6z62f39tISXsFWfDmdvuWqg9qISnNTQGBM80mecyUnK0hE/bf/MiVx0UWMYoGz+qi1h8D5RUU1xhJB6BgMrt74ih7kSXI7qJchCapIgKq513i4S/oTpNwYqFIL7zAVdZZ8rk7OOeJfDt36Bgk/FcegtDYEdxGF5uYK/WZa54n/o3ESgPviEux9rPO4q45o0luu/OxYNb88Ck7sy8dgh3je8a5d1HCXYUPbOIgkRqLvzOJDRjNnbVPu8jlaIiX+4USVSS3yZpkmuHnSqYO9U4BioKhZUEiPW02yQ44RxBIbOYwRca1087WuGZLwkPnDbDxPGgBqKrjEbzPbI7Nrxmep6mpHe6ycTdrou8cqaluLJE8wLKrw6j9jfnPhFLLHkVHskVXoGSzZHZml5a57KkysfOoJnE/SVV+jy3FIdJcLlRceh+bhKSercqYzRc/iHcvQOmLIVbRFfco3i5OeFDy3sKtCJLWCGI2fcK6wDZMewann7YGJDgdJCVbL0e6Yq3J9+PX3HRUing9CPTIwvjgKAPb9A84cx01PpAUQxrleA1pBEj5uhMVdW9qqreq6rq2drPfaqqxmBg8RuiQh8ePRSh0xTQbjUDskiuzfFAh9FGd0ENwOYvrc+f+mj09nSbk8RtyW6rMo8MqBc8By8MhEdbCp75Gu0iZmeEBobjOoiKFRj0PDn0m+CBi2aK+3uWCOnXjbNDtxWLYaU5sYpEzwtGTicjET5gGjQ2q+fZBVeNGYoiZN8TPII+oiiCSnLN12JOp4u2gHQeD8Nui8/fnPi0WLS7TBAV9ltXQVeN0f7ztPj8DUlx8qTFN6GxCEFowfsp94d/fWOAJWnyG8GQO010SBwOo1NipvIEq77FWDXsbJpV2mDybPp+0yG2HBLJbIfc1FoXh7L1pCm8wa1MmhwKdS8+HdkDr4yDZ0wBul2nyQ7DTX5B3z9hUH66TBDH4diH4N4DcM8+q7xvcMfX4bJSvXpfKIobp9VfyNbnDzBl+jL9s3r5sv787ayeXHlSOyuF91jDHeQTde5r4deQpj1Ex8+Mc16BvpcAUFIpOk3VCeLYTPYHHdtgUNbTbTp5imJ0vnxVhmz8iDvFrN+5rxqCFLIIWLLX8EMzd5UkUvPg0vfgylmGgW609Uueg3azS/q+BoV/0kOyotDoKjTvI45JgP0rCcHBdRbhpS8DYv9dh23ky1U1VNb8h6cNlTVPmmUG0Ty/DYaaptOh0CZbfOdSubEmKGmSynhJ7iAV1ewOLEkT1Mbuyg4yk11kJYtimRSGCOk0VZcKdoqZMtv0BGgdNOvWCGGm6AGkeLTPI68rW7rfCMCZNZ+hmr5DW0riuo+MGbkBV8dvB2Xc9ktMmhRFcSiK0klRlGGKooww/zTkDv4qIC+epftNM01i8ZVZvzyRZfJ0VGRebwljntiir6iYRYOZS736XXHb+yJD5cmMZ/voLX5OCCNR2aIvZGsKQFIBSdLzzJ2N9qMgRftMXxsvpH1B8K/l45IOEQnyQpKQGNmpPBiKYlRjzEPHZkpZNM+c4wXOBBj0e7jobXjwiOgSxWsey50iBngvmi5mq0AcPyDoTPFQ3NHNhONMmzPPNMlz2uxp1hgRLAShc9hNAbKeNJmqwMFJU4z89FRPAvmZYntbCwzT6nd/NgosT51v0zGIgiZaoCDNLSneKQLTf42Ad34HJiPHsPz9WOCrEl1Es2x9rDTetKai4CAhlTYzTGqcrsTQcymrjUgK0poLiu/Aa0I7046gQLGO2H64gj2ahPSntwxjXI9GqvNkVhXMaivWj0iJcJfT4LIPYPxjwmS657n6UzJpqnGJ9SQ5YJqLqy6DBzMMamQ49oGcVy0vMM6NzFahr5MJ8Or3jXMtGuVLHh/mpElVxfysuTApz8FI65YrKNmUnSazgFFOZ4Pmuc8maTq8RZe+r1A9HHBox0h1SajyXmWR8XlIemrJPvG5ArhT8SQ4SdESncKgTvGibWLGKifVbZiYawF+jT+o06TNgCfaWE/0P3MKAF0du/jxll7kZ4lrUPa+72HaRPq80ZVnXc9xi/N93POfgie7iI4aQLsRcP0Pgkaf0PgLn/1aG2IVSS4n7XIMAaWyPtdQqKaSpNTQ9O0xnOQQhvQh18RDGwxT6E7jDI/ReECuu1U2xYlGiph4D4qiDABmAm3R+Rk6VCA+V2nr33QAjwBXAynAD8B1qqrGEO0eZ5BdjLKDRgVXS5rkxcHoNIlbW1WXeMPpMoZQJa75BlraVMPs4BEGvRbhhiYdRBXw99+KQEEO/kvkdI48P9O0u6h4rHoXht1qb+LoTBDdjtkaW3S3xv/udYGQfi4/aKgVRYKs/qa3qH0Xokk70ekyD8iaO03xVGr7NaHdSNGl89eIGYHutVDos4OeNMVJjU9Cfr/+aqPTZDd70ZgQTM+zk/93JQOHrVSe4AWvFvz0/Mwk9hRXss8kMbzjsEjILhjQiq7Nap/Myk5TYVkNLHsLPrrReHLfCijYhD8gguJ6MWGTsoQZLgCKoOs4a3Fe5/cX13kzvS/DJrgOxglnhy8sxRFbD4lg1pPgoHvzRjyLl97CmE1KjTGx63ByiMG0P6BSqg3Mq4mZUAHjfd+IAoLDCZ/earzY6bH6M5kh51XNRZ1gU2EQ1iPb5gphChAd3WiFFd12w5TAvH+tMb973jQxQxdLp2nwdULtVEJ2mqT/V1oL0QmQyaGc/1QcMPh64R1VUwrf/B8AlbhJz8qFEsQ1z1dlFFlK9lrjiPGPCjNab7lRnNSoWlkpbsprKimqsCZNz38rCqUHSox1tNadJkBpM1Q/75I+m8It5Q7Ger7AsUIkeU5gsvNHcec70xtP+gOc8mDjo89HwF/P6slFg1rj9Qdom5OiU5cBMjOb8H/ey3jSNZWEygLecD3Gv/yTcAaGAVqxpmSvEACrOCwK02Mfju8O/oLpeVOBDcBQoDXQyvQTIcKtF+4CLgJGIKTMdwKfaMnULwu6Ktx+07CdGNSUWb+sjEru7lFJmsC6sDg9IUprUdF+tPX3PheL2/x+YvBfUukkzLQVO8hF48AqMYAaTM+TGHpjKPe25UBDYSoWh3W5MNnx46NB/p2VMwwvINlpcnoa92xLY4Yn1aB9bppT/+1Vm+h58YRubhtFJKAxwdyhUP0GVdisUBZTpym6EIREswzxmSzYXKAPfktazsB2dVOnaqL5w5RW+wgEF2UADq1DFqbr1WlKbiJoVyPuFBS6vG7R32OGooRSxSIVjI4yZPevXU5KeC+rxgBz5bse6pSlVYYoTFWaSZBh8SuoXz5oMBYAbvk5PD1ddiDMgaAdHTtY1S6/X/QuoTmpXv62SDjMgkdbNFPxWDpNJ/1BzMB103zjZCFEUt+l4XheUGeh3UjxviChkUWBriSlmWS4ZdK49E34Rzd4eZT4XXFYZ6b1pFEkljKwL6owifSYkGxKhNzOMEmTRrVLdNl8ngkmoalNszm16nMcirUrNts/gFWB9qKw0fN84f009uHjKmECQWXs3SqTAW2bhKgtZya7+SAwnAk1j1Ke3AqnonJjwsdk/c/EIvroZqPofdmHtb/GRYMsdscyY95IEOsR0A24VVXVRaqq7lZVdY/5p4H27XrgCVVVN6iqWoZIoroAw8wvUhSlONIPcIw1UWOArgq3y6juahckyS/1+qydpqPmwn76UzDur8Jr6Y6NofzxaBh4tbgYOlyCz52Rb32+3XARBDfrCbetEZz8SGg/yrhfWWRPz5O4/GNDMafNSaIrkSMGVfUO0ILnhJrP9ItC+daSAmGnxBQN5irkx7eIW9lp+qVQ844VOmmmuytmCt+Q+kAG/HFPmmw6Do39e1fM9DzTLJZZIMN2pimoSjj7HitVKAKGdxLFoSU7imh/z2f848uN+ixSXX3ozNVUX7WNwW3VEfzasHe9RSDqi7bDhQobiKRazo80AmzT5sra59bymn+0YQ7qpTBNHXCk0gjSd7a/yHji8ztR5j+t/7ryvPn2dDsJ2Wkynxd2537P8610zliEBcyKtUtehRkXW5+X65rsNEUS5ElMF2JNco5KdpqkYmzLAeI22Bsqr7tI+GVSpeED/zDatDRRFuXaLLtZ8nqSnG1PbdS6/ZmaeEGRiZ635ZBBk/znBcZ37Nbod8H0PKkynGSXNAGc9zo0E/9XDS72qNl82vXvcH8BX56/keu8t3Mhj8Lvv4Fz/h3yv/4SIOebNqit+XDwdGb6RgGQsHexmBnet0LIzYMw5M4P01mtD+QxdjQN7euJWLkE64EcYGO0F8YDiqJkAG0AXeNaVdViRVE2A32A74/Gfhw1yOqY2WhPm3OSlRSvtsh79U7TUVrsk7Jq57cTjFaDhJ+DGrBfONwpcOVnsW/PXKGqLDbR82wWh8xWQjHHDLmI1JQJN/g59xnPVZWIYVsJGfiZ5wxiRdcJorO1e7GQie11gSkIbfxc6EaNnufC3MdFYDDjIrh1dXiTy2ioMfj0cYVd0lQbCfZjgWAhCNkhNR+vsutkTprs+Ohbv4O+l0b9k+f2b8nX6w7yxZr9qCo8+7WhIpcb7EPnqxGBqCsxYvEmL92DQ4GACuoRraZ39r/F0PnBtVBTgS9BzjQd46TJmSCufyV7tTmlxkPb/XGrKOB1yotzQSHeaNrDuJ9bd0U/GZg7FGiWlcJH/hM5w7nA8pq/ei9m3peFfNHDbgsa9E6T6byw6zJ7UsVc2/YfILdzeLqfGe4UMRP83tWGeIQZsisg18VI9DwJeV3auwyeH2jyk9Lmf9PzRaIjC7oyiTIZkvtUB3MDvbmibUuQdSy5D2YqL4hE0eEUc01mVVtN0KSJJsxgnml66ydRwHQ7HYzqkqc/ro8vhO00hSkupzWF6+eB38dl/1nMwm2HmZLdGZwuKmoERTPJ3XjOxYaAJ8GJ2+mgxh9gf7WbF31X09uxha6OXfDJH4wiWnbHUCXbeEGygcxeho0csbYrbgH+pihKb6VBda51SK5VMDm+2PQcAKqqZkb6AeIwLd7AsONha6ZxeqdJF4IQt0et0xQPOF3xq7IH+1uEo+eFgwyOq8vgszutz+36SZj4gpDYlCpJdUmaAM5/0xi2nfeUSRmxkXccGjtS8+Dyj8T9isMGB78u0Ol5RyFpauzfe0jSZJPk29LztIr6+MeMbchqdRQoisJT5/dmcu/QyrOl01S8E57sJLzAHm0ZUXI5PdFF/zZZuPHiqRaBXqknD1VP+MoN9bxjnTSBCCAzWzWqhKmixpB8HtYpTmaWDYVmvaD/lUKcqOOYOm9mwWZxrPRplUlaoouHvZfxo9/oYh1Us/jYfyLr95eGiBRYYNdpClcoy2wFfS4S3Z5YQytZnTdj5N3iVgpKRGJgBMNcMDKLQEiKuaKIWamB18Do+6CHNk/XaYx+vn8RGEQ1brq3zjP87qQ5bvC1UCZjWUGeVNmC0ZGl0/OMz1gmMokuhyX20Wea/PZJk91MkwXOBK3brBDQrglyHio52nt/AZDdpoKyGvw4udZ7O6o8VqXdytCbG26cQHZaKwqNIl0jR6yR91xgOLAU8CqKUmP+aYD9kiWa4DM+0/TcLwd2iksa11POLvkDKoGAql8cjtpMU2ODK8mo2lWZOk2x+gLJ4Lim1OBSy4pZwAcrNH/m4h3G4KtcPGqL9ObGoPj2efDhDeL+b52m+qNFH2g1WNzf+WPdtyN9mo5Gp+l4mmkK+Aw6qfl4NcspS8jP0JNmzJvVGGp40ZDiSeDZi/pyxYltLY+baXas/8ygHKkBIfAQAaO75pGvGD5Tp03bzubigL5v/kAj6TQ1UpiNgZulN/LjVlFg0j8F/bseimYHtVm6TnlpZCS5OEwGF3nvo23V23SoepOdVyzhAKIbYqaLhUAWR6J1muqKzDYWZoW/4zh8bbSphcoi66xvLLTjcHYaeaZ2WrsRgqo/8k7jM27RF+7YxKOdpjPFezN9W2eSmeIxugcH1ojb4DktWSQ+9W8w6DqR8E54Ur+eN0kOnWmSHkpn97MWMCUTJ5xPk+1MUxAkRdevzVTKhOvXkDSlJop16nCZOPYPJjRHuW6eiIkSM2HMQzDgygbcARn7qlZfwEaMWEtb1zToXgRBVdUjiqLsAAagUfQ0yl4HYPnR3JejguDhVVeyfmEy0/C8gcDRVc9rrEjMFO3c1e8b5oGxSkbL4NisbDTmQSGpWbJb3CYkGUa7CYn1M3MbdK2h4idhVyn8DbVH6yFC8nlXPeaadHpenOc27Aa6G3vSZNbYCfjC0PNsOk3mz1CeXzURgspglO6HisP0SD6CEGMV1zzLvJFUR5OQ530YjOiUy8I5otvlVZ3sVbPZXqLQyYmg52lJ0zGfaWqkKCgzFMqyU38dRR45S5ed6qZ3ywwm9mrOpyvFgLqqOOnfNpvMZBfFFV4OlFSF35A8X2S3R3HEt4uoKMJX6qcXCSgubl/fBbVoL8/K58sLTKqgsSRNNn5TEJN1RI07k+mbnARQObOPNq+c0wkKNhhMjeACkox3mvaACU+EbDNTK5ZsNHm3yeMx2HfIE0Y9rzZJkyRPBbSkSRroxvLe4x3ZKR52FVbqiqWeBKcQ+7rpp6OzA6m5xv2yA/beZ40MMZ3Jqqq+3tA7YoOpwJ2KonwD7AEeR8xU/XAM9qVh4U4ViZIMREyD12Z1J59f1S8O7l9z0pSUJZKmlSblKfOAbCTYLSLtRgifoekXi8TJLFGc26V+vifBi+Xoe2H4Hfav/Q21Q+uhMP8Z2Ltc0OxkF1FVhY9XQmLkgW0wzrm4J03HYadJUcR+B3yCmhFJCKLGlDTpn2Gq8TnGmjTtXwVThwMq5wGJriHc4p3CGX2C6HqS7te8D+xbDiV7RFU9KSt4iwB0b55ON08BqLBbzSGAgwq0DoC3nITKwzzleokqXx5U9ott9uNXBFnZT3I5Sf6Fz3ZI7CkSc3q5aR4UReGZC/uyt7iSpTuLuWxIGxRFoWlaIsUVXvYfiZA0yfnKCo2e5mwAWu74R/GPupeT/zGPHZUBMvaU6SrRlB80dZpiKCYGB6opuXDm1Jh24/PV+yip8uFQ4LSeWgdJXgPkdSFcpykMZKeptNrHmr1HcDsdLN8luszBCnCyeFzjD6Cqqp4A6ZLjsXSatLrJr5Ge1z4nheW7itlwQCSolu7+0UBipmEhIqmljRyNOfJ+AngHkSQdBNoBk1VVDUR81/EIRbFS9Pob7VBzR8nnV02dpl9xhTQ4wOk2OXZZcLPnDAhvDHeyeP/vPg59/elPhz5WW5hlX0feddzJljZatB4qLrgBL3xwHWz4XHQt3joXnh8AX8fgKXG06HmKs1HNrISFHP41zzSZZ7FkkiKNqP0+g6rnTjECpuoYk6ZdixDdJYGJCYv56qZ+PHNhX+vrpJdL+1HGY//+//buPE6uqsz/+Oep3rvT6c6ekH0hARJIAmFVQgCRfRMXIiowyowCOuqM209nxPmNozg/cXQUlxkHhhkGcUERhLAMBhBR9iAgJCEkZKez9JJ0J+nl/P4491bdqq6uqk5XdVenvu/X6766qu6tW7dSpyr3uc85zzkzuSBFRCxmLGnwJ44b3Xi+ctF8Tj0qKOd9oJ2q9i1cVvY4V3T+IrfjLDFhd51SyTL19Lj4GK5Z4/xvQVnM+MXHTuHlr5zNVy72F+UmBCXyn16/q++dhd+RsIxygcYyPrp+Lxta/flAK7V0uuC727wxMeFyLkFTalnyax7x45Vy8ODLvvDEsnnjGV8fRG3xsYNh0NRHpqkPx89MXAh5Zv1uzv324/H7cycmX/QMxzQ5l5iWxTmXGNPUn+55wZllf5473M0cm3yxcFLDIF/YM/OFRiB5Tssi1ufZWzBeaVxwu9c4pgKPacI51+Oc+4Jzbrxzrs45d7Zzbn0hXqsohJMVNkzzE7MGosHRge6e4VkIIt9S/xOadlLuz22Y4q+khaJlNMfMhmkppUVzncg3kyt+5vuhX/y9ge9LEmoaE2V6X73XT5b4zXmw9mH/WDiQNZNCdc+raSRpHvAR4/vctKiEJzh9Vc8Li6KsW+nPVKLjNipqE/+OHRlOKqPC7Rp8QGOumzll23tvF3Y3apyamGNl1+vwbN+dIJaO9QHx7HkLuPKUGYweFcyr89LPm7piFQAAIABJREFUqW33XYf2UZn7eMgSsiMeNBV58ZI82XOgi+CcO57pAN91q64qcdJ/5hH+e/zE2p3xLmC9hEFIOCY21yJF/fSVe3wX1amja3DE2BnWyIqefObSPS91kH+Ok3A75+IZoFNmp06ATSIb3c9M0/j6ak6a5b+rb+zYGw+Gjpo0kmOnJWeWo+dB4QXlA9098c+ypjL7eVKsj+55WYtIHAJmpkwnMG/iEFTKDKtfrnnIX4QrcpkufV5DoujCNUQvB0r+nfn3fmLX8uqkH5mkTFNPjwpBgM8srVuZuD/j7X1u2kt5FVz7R9j+kv93npwSFF30Hfjdv/jiAsvvyMvhMvUE+OSL2beT/jvnRp9t2PR0oiQuwJlf9uPJsgkzTRUHWbK8L/UT/cD0Tc/4k5IjLsjv/gslHjR1weoV/na0e96YyJxlW1clF3wYeVhiHrRtf/JBVeoJ2bqVsDqYlPjoy6A9mAh33Dzfp717f6JsclS8q2AVXHkP3P5eX8jllbvhxL9KW92pss2XKZ48M6iAFgmOTl/lJ9HeHRvNJE003cvT6/3nMmtskc/RlCctkaIDjbUVfW534cLD+Id7X2HP/i5WvvYW5yxIMwYjtctoAYLyFzc1x8ehfPbsI/iHe19h5/6RTLTddG1/JXFidzDzz+Uwlgng5S2tbG72md5TD49ciKxMyTSR8v3KYQLiKaNqgV28vCUx9vjmK3qXZI8OUzjQ1UNtJezem/gsG2qyZ0pTg6aOoFJfKXTPOyIlSEq9PygmHuMveq59yBfgiv4fU4T6DJqi45icc7cOytGUujRXu8ujhSC6XHw+gpIe0zT7jOT7/a1uVzcGZp2Wft3Yw+ESZYSGjfoJ8P47/e2WzfDsLT6InrUst+cfiIzHybcF70pkkIeLsOtodHLaaKZp9pmJ23u20yubFmaBOnb7cUjRE6SNT8NtFyfuP/PjxHe3dowPNJs3pJ8dPpr1qqr3c3W9+Xu/3LHcX+CIBj/Owa5gDpjwNRYuh5VfS9ptp/V9glzKNuz0wfCx09OPGTvURCe2bcgQNI2uq+Ttc8by6OombntyQ45BU/7Hy93x1Mb47XMXTGT6mFp2/tBnmspfjFzsS+2OnoscM00//p3/fs0aW8fcCZHfz9TueamlpLNkmiDRTSwM3iF9V9Fopikc7x0W9AAYk8MYnUT3PB807dlfOt3z5oyv56uXLuClzS2MG1HFxWExj8E092x47BuJLqVFroTPvIeHaHCk6nmB1CBJ3WsEoGGyL/E+a1lu2/d0Q1cwJibf3fOGqzDTFO1eNz8S+JlBQ1BcY29TontjMDGlzzQFwcuOlLnQN6ZUZOraB02v+tsjJyVKH7elmegwtSjF4g8mArjV98OKzydvv7cJOoMsWPh7MWo6zD0nabP/qitgOd1hLCwEMa5ExjQ1B5mmmMGILIUvwjnFfv/6Tu5+YXPvDVKDplwru+Zof1c3967y3Uu/dP6RlJfFOGZKI+21KSe89ZNyzholyWHs5ertbfH3/tHTZpM0fWfqBNidkWz0lONzmoh8YsrYmsmNNYyo6n1cVZGgKSw7HmaaymJGQ032iyLhXG1hpmnTbh/sHdZY5JOR58kVJ07na+86hk+/c97QVAw8bBH87Rq4/tnE/y1FLNOYpjVmtjqXZTAPuNSUlyX32Q3HNFWUl3CXEjNY8hf+9tn/NLTHIsNXdF6IPqqwlZwwaIoWWEgdjxVevY4GTWHlworqxEliOK9SKMz8zDq99+vOODVL0JQyvqq8Et71o8T6Tc8kb/+LyCwZ0YsstckTtR62ODmIEl+uec9+f9U3tVrZoaq5wweJDTUVWSc8vmDhJI6Z4i/UfWPFa+zvShnbNHMpTDjaFxmqG+8nr82jHz26jrb9XZTFjAsjk0JPOCdlsvbGaXl93ajvPrKWHucLCbzr2JRgLQyKDuyFrgN+Ymrw8zxdvSKn/Z8wY3TS/U++4/DkwCx8qWimqTs50zSqNvtnCYnqeWGmaWNQEGT6mDx32Za+1Y6GsXMGNM/aYMl0SeG/B+0opE/R7nld3S5+NaWy7NBPHWd0/k2w9DN+HIXIwWjbkrg9DOaHGBRh9byuRBeXpDFNkCiksndHoox6ZaQvfPVI2N+SPBcawFvBXEuHLYIFl8GvPw44mHma73IbFvDY/Ubv44pnmiL/qdaNhXO+7rNMqVX0WiMZgOhA/LpId6WaUVx9emQCTwGS52gqlaApHB/UWJv9pK2qvIzvXL6YM296lM3NHdzyxHo+elpkHEbtaPhYYWZGufuFzXzzIX+d+i/eNoMJkYmHJ808iq1uNJMsyBJPWlSQYwD44xt+/OiVJ09PurALJDJNzRv8mMPQjKU5VxA9fEI9d1/3Ni7+3hMsnNrYa1Lb+EtFXnvFS9u47vQ57NrrfytG5fBZQnRMk79gsDcoBFEqbV/6J9OYpq8M5oFIekkDHbsj3fNKOdMEQalKBUzSD6mFCVrDksA1BRl3MCyFRWi6IkFIrK+gqSnx7xbt3hjPNLUmPy+84jx6Fhz7QZh/qQ+Gakb5z2XiMX79lhd6f1bp5oyCSFegvcmPh3N+vCelul60cmYh5s85BIRd8wDG1pfGv9Hzb/qxM7mOY5kxto4rTpzGbU9u4FfPb04Omgronx94DfDd1T511tykdeNH1nDWgS+wLPYC73/bPGa/4yPpdjFg+zq72d7qA+v5k9N0jY9OCXJX5BiiE5nmYOHURtZ//fyM20S77N2zaguXLp4cryqY65xD8e55PS7eTRNg1GDPWSTDQgkPjBkeymPJmaYwaCrpQhAi/bH2Yfju8X7+ppZIBiLMNI2clLb6WkmKd8+LTN7ZK9MUdHHb2wQHglLgVZGB4GFmJ1qOvKc7UeAhLFteNcJflQ//7cNKlvuaffW96HPD8vFlKScy8cl0I5Ptdncmslx1yd3xkrrnjUs+6RRvR5s/Ia6uiFFXAhXEgHjXr7IcunOFwgmYX93WxqqNzVm2HriNu9rZFEzA+8Xzj+w16XAsZmwpn8aPu89n/czLCzZOMzqx78SRacZMzVjqu9tGWVlBLkxVlsf4xJmHAz5b+OjqxASpC6fm9nplwWff7Vw8SwXJpedFQpnGND1oZg2R230ug3e4pacsZvFzis7unniFmJIuBCHSH6/82hclWPsw/ODtiRPqMNNUr4xlXDzTFJ4YWe95VqKZpvjkwFkyTW3bEoHPyPRdbRh7eGIg8JuRohHR6lupQVNFMFg72j0vWno+ZQxTUhC18P3pj6PEhd3zxo6oSjuO5FC0vdW393celb0cdujYaaPiJZrDSnKF9OQ6365HVpdz9vz0FejCMtlhF7NC2NaaCJompAuayit7T9dR3VCwC1OXLvZjqjo6u3luQ6La3ufOOSKn5ycKQcDudh80xQxG5lBEQkpPpjPvzUBP5HamRQrEzKgIygB3dvfEfwzr0lSSEZE0Tr4+MfamY1ein32Y+dB4poQw0xQGTalZJkge09QRXGGvinTTCatZ7o+MaWqPFN3oa6JfM5i00N/eFpnXrDsyf3qm7nlB9aukAh91KV2Coq+duk6A5KCpFDjneP0tX9Bk1rjcpx4wMz789pkA3PenrbQfKGzJ5DAgOGHm6D4zYrVVPmjqKOCxhAHmmLrKpEIMSarqk6va5nsevIjpo2vjweLKINN0+rxxOWcNw816elw8i9ZYW9mvrKOUjj6DJufc1c65tsjtPpfBO9zSFBaD6Ox27A2qGpVKtwmRARs3Fz75UqLLyObn/N/WoHtevYKmuLAQRJi5SR3PBMmZpnA+p+j4wuo0maboJLiZ5sSaeLT/G+2elynTFGa1XE9iHFP412K9qyJOPAaO/wgcdxXMTlPFT2hqK62gaVvrvvjFyDnj+zdf22nz/Hehq8exfkd7lq0PXseBbn7ytJ+b6fAJfU9AWhd02du7v5+Zpku+7y+YnP/NrJtuafaBRWpZ8F4++MvE7a6OvrcboFjMOD6othe23TH9aLvReZo2BJXzSmVSZ+k/9fEaBsKsUnP7gfiPQi5VfkQkMGIcjD/S396z3f+NZ5rUPS8ullI9L121q7CLW09XYu6lhkiXu6o0Y5rCMUdlVZkraIVB0/aXEgFZUqYp5Xdv4oJEELb6Af837J5XMzoxWW/IzJ8YXvjt3t0OBYA3gkpy00aXRsnlnXsOMGVUDeUxY8bY/r3ncSOq4lmON3cVLmi67cn18dtTR/V9jDXBsXR09jNoWvR++MJmf0Ehg87uHm5c4edWm5sheANgzJzE7QJ3gb5kcfL+002E25dYZExTeFFaXfOkLzkFTWZWbmZ/ZWY/NbOVZvZYdCn0QZa6KaN8v/2Vq5viP4ZzxutKiEi/1AVds1avgBd/lphYVZmmhDAoCedfSg1SIH23tobIXC1VwclUUqYp2F+2wekzT/OfU08XPP1j/1im7nnlVX5eHIBNT/m/W54PjjNlPJPkJOyqNrtE/o9ZMLmB333uDF76ytlUlfcvkDaz+Liepkip9nzbuDsRkJ13dPrxTBDNNB1E97wcJsK9Z1VimobT5mbp3lrdAKd/Caa/Dd75f/t/PP0wY0xyWx3Tj8p3YabJRYImDX+QvuSaafoe8C2gEngVeDllkQIKryw9/Iq/Ql5dEWPW2P51IxApeY1BkQHXk1wKd1xuA4ZLQlhYYX9QFS9t97yxQEp//2mnRPYRXAmPzvWUrmBEOlUj/BxOAGsf8n+TuuelOZ6xvnoWu9f7vy/+1P9VMHxQPrZsNledMoPFU0trwufqHMuNpxoXdAULe4EUQtjd7j3HTcnYyyTMNLXnuRDE3v1dXHv7s3zm54mxhtGJdft02mfg6vsK3hU2tSBF2gIVfQiHLnX3uPikziOqlIWW9HINp98DXOacu7+QByPphZmmcGLbGWPqcprpWkQijrwQ7r7OZzFCZVWJk25JBE1hlihdV7ryKjjjS/DyL31W6dxvQGVt8npIHsfQGVwpz6UM8uFnwR+/78c17WnK3D0PYJQfjM8bQaeHsIjF+KOyv5b08oGTpg/1IQwr4+oLHzSFpbCzdRuriwdN+SsEsbWlgwv/9Yl4gZCGmgpuvfr4oiqUMHFkNVNG1cRLsmfNgkWE51LdjsiYcWWaJL1cW0YrsK6QByJ9m5rSt3x8P66iiEigsg4+t95nIn7zaf9Y9wGNbYmKZ5qCoCldpglg6d/6JdM+kjJNQfe8XKpozXi7r3bYtQ+e/neYd25iXbpM07h5idubnk0c+4J3ZX8tkQEKg6bXm/YUZP/OOdZs95nfqcEF1L6MrvPHEp2geKB+8eymeMB0+fFT+bsLjiq67muxmHHnX53MM+t3cey0Uf0a810eLwTRQ0dwYXpEdXG9PykeuXbP+zrwBTPT6LghMH1M8onGhBKZpV0k76rq4fgPJ+7Pv3TojqUYlYcnZUH57nRBStZ9BL9P0bmTcu2eFz5/4eX+9pPfTcyrBekzTVNPTNx+9MbE7fq+x36I5EtYue35N3fTtq8zy9b9t3J1E1uCUtjHzxydcdtJQUW7rZEJaAdqbTDG7eJFh/H1y44puoApNLmxhosXTe51kTmbmoqwTHs3e4JukCOK9D3K0Ms1aPp3YDyw2cweN7NHoksBj0+AmSnlL7OW+hSRzK55BJZ8OKcSuyWlIuVKdl+ZpkzK02Wawu55OY7FXPrZ4Hl7/MTEoXRBU6wMjr3S314TVNDDYETuE5WKHKylc8dSUWZ0djueWLsz+xP66eXN/qLBzLF1HDVpZMZtJwTnBtta8lfie90Of8Fjdj/msBpOaoKueM+92cyft/osdbEGhjL0cg2abgZOB54CXgNeT1mkgCbUV1MVmUQuU8lREcnB5OPggpugNvOV25KTGjRlKg/el+iYpnDC2Xj1vBx/u+onJSbaDQs8WKzvrpTvuCExxxTAYYsOLksm0k/11RUsme5/R+5+YXPe93+g23+HxtdXYZZ5HNHkRv/93d3eGe9SNxDOOd5o8kHTrHGHZjXF8Wl67ihokr7kGjQtB97tnLvAOfcR59w10SXfB2Vmf2Nmz5lZi5ltN7OfmdmMfL/OcBGLGW+f48vnVpRZ1hS9iMhByUemKdyH60lUvutPIQjw8yuF1e+aN/i/6bJModrRcMnNMO98OOpiX5xCZJBctMhXkrv/pW2c9+3H2dffeZIy6Oz242wqy7Ofri2YPDK+3bMbdg/4tZv27KctKI6Q2uPlUHHWURPi3RpDqp4nfck1aGoG1hbyQFJUAh8HJgCHAx3APYP4+kXnhx88jvv/+lT+8IUzD9kfLxEZYuUpXX8PJltTFelCFGaJwglnc+2eB4mgadcbwbFkGdy98HJY/j/w3ttg6gm5v47IAJ23YFJ8HMwrW1v57iP5O13qDIoTVJZlP12rKi9jwWH++/dcHoKmN3cm5oc6VM87qivK+MzZ85Ieq69WllrSyzVouhH4vJkNSs7SOfc159wTzrl9zrlW4BvAAjPrlWIxs+ZMC9AwGMdcaOVlMY6cNJIxI1QEQkQKJLW6XewgfvLHHQEjg8luV90Bb70KrwdDXyct6sd+ghOZ7S/5v+puJ0WqobaCn/zlSfH7T63flbd9HwgyTRU5BE0AS4LCFHc9v5mNu9rjmaqD0RFkzMpiRu0hXIa7V4ViFduSPuQaNF0MvAvYZGa/NbMHo0sBjy90JrDJOZe/XyIREUlWVZ98P5cS4aliMVj8AX/7DzfDzUF1u/JqOOK83Pdz2OLk++WZyy2LDKUFkxv41vsWArB6exsuHM83QP3pngdw7gJfNbKpbT+nfuO3nPy1/+WbD752UJX9unr8eyimOZkKYfHUxqT74+tVbEvSyzVo2gTcBdwPrAc2pyw5MbNbzcxlWH6e5jmnAl8FPppun865xkwL0JLueSIikuKI8/0kwJOXwIxT4ZTrD24/J18HNaMSE80CnHRt76Ask/mXwsyl0DDNT1R72mcO7lhEBsnRk33Hlub2Tl7clJ9TjwNdPnDJNdO0eNqoeOAEfs6mf31kLWfd9Fi/X7snCJrKD/GgqbwsxgnBWPGjJzdQU6kxTZJeTvlW59zVeXq964E+ZkQEIKnci5ktA34JXOOc+02ejkFERNKpHQ3v+++B76e6AU77HKz4vL9fNx7e8eX+H8uVJT2UVYaZ2eNGMG9CPa9tb+NfHl7NLVcPfGxdItOUe+Dyvfcfyx/W7eSFTc389OmNrN/ZzrbWfaze3sbcCblfuCiVTBPA7R85kdXb25gz/tAsrS75kWumKYmZnWpml6UbY5SJc26Pc25HhqUt8hrnAr8CPuycu+NgjlNERIbIiR+FK++F5T+B658a6qMRKTgz45LFfjzfb19r4q7nNg14nwe6+jemCXzF3VPmjOXaZXO4769PjT/+ypbWfr12dwkFTRVlMeYf1kBVubJM0reM30Izu97MvpTy2N3Ao8DPgDVmdkS+D8rMLgN+ArzfOXdXvvcvIiIFZgYzT4V55/queiIl4PLjp8Zv/+eTGwa8v3imqR9BU1RtZXm869mr29qybJ2sq0S654nkKtu38EPAm+EdM7sYOA/4IHA8sAb4PwU4rv8H1AE/NbM9keXUbE8UERERGQqj6ir59FlzAVi9rS0+Luhgxavn5VgIIp1wrNXT/azq11NCmSaRXGT7Fs4Gno/cPw+41zl3u3PuWeCLwNJ8H5RzbqZzrtw5NyJleTzfryUiIiKSLxct9JPddnR28+au9ixbZ9bZz5Lj6Zw8awwAqzY2syeYrDYXiUzTwb+2yKEk2zehBoh2gj0JiJZgWQOMz/dBiYiIiAxH00bXUh9MdvuHdTsHtK/Obh+4VJYdfLbnxFmjKYsZXT2Op9/IPdvU3eMDNsVMIl62r8Im4BgAMxsFzAeejKwfR3JQJSIiIlKyYjFj2RH+evIDL28b0L7CQhC5ztOUTn11BcdM8V30vv/o6zk/T5kmkWTZvgl3At8xs2uB/wQ2AtEySEuA1wp0bCIiIiLDzhlHjAPg6fW741Xosunpcdz04Gt87f4/0xV0y8tH9zyAUw/3x/PM+l3s3LM/y9ZeKVXPE8lFtnmavgpMDf5uBa5wzvVE1i8HNH+SiIiISGDJdF+xbs/+LlZvb+PISSN7bfNW2z6+seI1fv5s79Lki6Y0cu7RkxKFIAYYNC0/YSrf+d819Dg47h8f5rHPnE7Tnv0smtrYZ1DUrep5IkkyBk3OuX3AVRnWL8vz8YiIiIgMa1NG1TC+voq32vbz2OqmXkHTY6ubuO7252jrozDDdx5Zy7lHTxpwyfHQpIYavnjekXz1vj8DsPSffwvA1NE1XH78NP5y6axegZkyTSLJ1FFVREREJI/MjLPnTwTglifWJ61b17SHD/3HU30GTADN7QeA/IxpCl2zdBZjR1QmPbZxVwf//MBr/Ov/rum1fZeCJpEk2brniYiIiEg/XbjwMP7rDxvY1rqPfZ3dVFeUAXDvi1uTtlvz1XN5Y8deGmoqWNe0l+X/9ge2tuyj40B3vHreQLvnhR777Onc+vv1vLKllaa2/bR0dPLqtja+t/J11u3Yy77ObkbXVXLDRfOVaRJJoaBJREREJM+iWZ3m9k4mNvigyaXUhagoizF3Qj1AUtGI9/3oSTq7wjFN+QlcaivLuXbZnPj99gNdXPTdJ1j71p6kYG7jrg5Onu3nd9KYJhFP3fNERERE8qyxNhI0dRyI3/7Ww6vjtz940vSk50wcWR0Ptl7c1BLvwpeP7nnp1FaWc+dfnsR5R09k7oQR1FX6wO7JdTu55Yk3AGWaREIKmkRERETybGR1ojPP7r2dALyxY2/8sQ+cNI0bLpqf9JxYzHj8s2f02ldVeVmBjhLGjKji5iuO48FPncYTn0+89u52f8yVBXxtkeFEQZOIiIhInpWXxagPAqeWINP00uaW+PovXzg/bRanprKMz54zDwtWzRpbF5+cttAaays57+iJSY8dO61xUF5bpNhpTJOIiIhIATTWVtC2r4vmIGtz/0t+3NDJs8ZkLO5w7bI5/MXbZtLV46itKCM2iF3kLlk0mfv+tA2As46awHWnz8nyDJHSoKBJREREpAAaayrZSAefv+tP3Pr79by6rQ2A84+ZlPW5YbW9wfbO+RN56otnMrq2kvI8Ve0TORTo2yAiIiJSANPH1MZvhwHT5MYaLsghaBpK4+urFTCJpNA3QkRERKQAbrhoPhNGVsXvzx5Xx0OfXppUWU9EhgcFTSIiIiIFMHZEFb+67m3MHFvHpIZqvn35YmorNTJCZDgylzrL2iHGzJobGhoampubh/pQREREpASF51pmmvNIpJg1NjbS0tLS4pzrVTay6DNNZvYtM3NmdtVQH4uIiIhIf5mZAiaRYa6ogyYzWwacAWwd4kMREREREZESVbQda82sHvg3YDnw8wzbZet3NzgzwomIiIiIyCGpmDNN3wJ+5px7ZqgPREREREREStegZprM7Fbgygyb/MI5924zOw84CTgu2z7TDdRKec2elpYWa2zMuJmIiIiIiJSwlpYWgJHp1g1297zrgb/NsH6/mY0CfgBc5pzbn4fX7AFiLS0trXnY10CE3QRbhvQopFioPUiU2oOkUpuQKLUHiVJ7KJyR+Nihl6IrOR4Uf3gYiI5VGgW0A4865y4YiuMaqHDsVbbMmJQGtQeJUnuQVGoTEqX2IFFqD0OjGAtBPAnMSPPYTcB/D/rRiIiIiIhISSu6oCnokrcp+piZdQO7nXNNQ3NUIiIiIiJSqoouaErHOTdjqI9BRERERERKUzGXHBcRERERERlyCppEREREREQyUNAkIiIiIiKSgYImERERERGRDIpuniYREREREZFiokyTiIiIiIhIBgqaREREREREMlDQJCIiIiIikoGCJhERERERkQwUNImIiIiIiGSgoGkQmFnMzP7JzLab2R4zW2Fm04f6uGTgzOxyM3vczFrNrFcpSjNbbGa/N7N2M3vTzD6Rsr7GzH5oZruCfdxpZqNTtlluZmvMrMPMVpnZGYV+X3JwzOxGM3s5+Cy3mNmPzWxMyjZqEyXCzL5kZq+bWYuZ7TCzB8xsUWS92kIJM7Nfmpkzs2WRx94RfI7tZrbazN6b8pwxQTtoDdrFD8ysKmWbTwbtqd3MnjCzhYP0lqQfzOwGM+sOzgvD5Y7Iev0+FBkFTYPjs8ByYCkwEXgTuMfM9O8//O0GbgY+mbrCzEYCK4AHgNHAe4EbzOzdkc2+BRwHLACmAyOA2yL7OAX4D+BTQAPwHXzbmVaINyMD1g18ABgDLAKmAreGK9UmSs5PgSXOuQbgMOBB4P7gQpraQgkzsw8BtSmPzQB+jf8cG4FPA7ea2YmRzW7Ht4Pp+HaxBPhmZB+XA3+Pb0+j8W1uhZnVF+ityMA87pwbEVmWg/6vKFrOOS0FXoD1wMci9xuB/cDSoT42LXn7jJf5r1PSY1cBW4BY5LEbgUeC2zVAB3BuZP2RgAOmBfdvBe5M2e8fgb8f6vesJad2cQHQqjahBajCX1xxwCi1hdJdgCn4i6fTgs9zWfD4DcAfU7a9E/iP4PaMYPsjI+vPBfYC1cH9lcCNkfUxYCvwoaF+31p6tYMbgJV9rNPvQxEuynQUmJk14K8APBM+5pxrBtbir0TLoWsh8Lxzrify2DMkPve5QDXJbePPQHtkm4XR9Wn2IcXtTGBV5L7aRIkxs/PNrBnYB9wE3OSc243aQkkyM8Nf/f9H59ybKauzfZ4LgfagHUTX1+LbS699BO3rOdQmitUSM2sysw1m9j9mNjN4XL8PRUhBU+GNDP42pzzeHFknh6aRZP7cc2kb2fYhRSoYi/AR4K8jD6tNlBjn3G+cc434Lpt/A/w+WKW2UJo+Bphz7kdp1uXSJtKtJ4dt1CaKz8+B+cB44GSgC3jYzEag34eiVD7UB1ACWoO/DSmPN0bWyaGpFZiQ8lj0c480+KttAAAFHUlEQVS2jR0ZtlHbGWaCcQXfBy5yzj0XWaU2UaKcc7vM7NvAbjN7FbWFkmNms4G/A07qY5Nsn2df68lhm+39PV4pLOfcS5G7W8zsw0ALcAr6fShKyjQVmHOuBdiAH6wJxLvszQZeGKrjkkGxClicUvDjOBKf+2p8l51o2zgC39ViVWQfS0gW3YcUmeA/vpuBC5xzv01ZrTZR2mJABXA4agul6FR8xvHZoJpieLJ7t5l9n+yf5yqgLmgH0fUd+PYSbhNtMzFgMWoTw4ELFkO/D8VpqAdVlcICfB54Hd8HtQ74AfAikQF+WobnApTh+xW/E/9jVx0sMXwKfDv+ymIVcAKwE3hP5Pk/AJ4CJuEHh98D/Cay/hR8H+Xz8CdbV+MH/U4f6veuJW17+AT+qt+SPtarTZTQErSHicHtccCP8BU3J6gtlN6CP6GdkrI44D3B5zsz+DyvDj7P84LP88TIPlYE7WBU0C6eAr4XWX950I5OCNrV3+ELQdQP9fvX0qs9vA8YF9weD9yCLxxWr9+H4lyG/ABKYcGfQH8NeCtosA8AM4b6uLTk5bO9isTVoeiyLFi/GHgSfyVwI/CJlOfXRE6kWvElikenbLMcWBPs40XgjKF+31r6bA8O6AT2pCzTItuoTZTIAvwK2Bb87m8F7gaOVVvQEvn84v9fBPffEXyOHcHn+r6U7ccG7aA1aBc/JKicF9nmU0F76sCPoVs41O9TS9rP/tdAUxDYbAbuAOZE1uv3ocgWC/5RRUREREREJA2NaRIREREREclAQZOIiIiIiEgGCppEREREREQyUNAkIiIiIiKSgYImERERERGRDBQ0iYiIiIiIZKCgSUREREREJAMFTSIiUvTM7FYzc2mWy4f62ERE5NBXPtQHICIikqPHgfemPNYcvWNmFc65zsE7JBERKQXKNImIyHBxwDm3LboAPzCzh83s42a2HthvZjVmdpaZrTSzXWbWYmaPmtkJ0Z0FmaqPm9mdZrbXzN40s3ebWYOZ3W5mbWa2zswuS3nehCDz1RRs84SZLR3EfwcRERlkCppERGS4OwE4A7gYWAgcAEYANwMnA6cAa4AVZjYm5blfBO4Lnncv8F/AT4CHgMXAb4DbwueZWQ3wW6AeODfY5j7gITM7snBvUUREhpI554b6GERERDIys1uBDwD7Ig9vBp4ELgGmOOf2ZHh+DNgJXO+cuz14zAHfds59Mrg/DngL+K5z7uPBY6OAXcCFzrl7zewq4B+BGc65rsj+HwFeDPclIiKHFo1pEhGR4eKPwJWR+13ADcCfUwMmM5sJ/AM+0zQe37OiFpiess9V4Q3nXJOZdQMvRh7bbWYHgn0AHA9MBJrNLLqfKqDjYN+YiIgUNwVNIiIyXHQ459ZGHwgCl71ptr0X2AFcB2zEd9n7HVCZsl26ohGpjzkS3dljwJ+BS9M8rz3DsYuIyDCmoElERA4pwfijo4DznHMPBI9NIZEtGohngA8Brc65t/KwPxERGQZUCEJERA41u4Em4Bozm2tmJwN3kJ/uc7cDbwC/MbN3mtkMMzvRzL5gZpfkYf8iIlKEFDSJiMghxTnXA7wHmI0fn3Qr8C/A1jzsex9wGj7jdAuwGrgLX8Fvw0D3LyIixUnV80RERERERDJQpklERERERCQDBU0iIiIiIiIZKGgSERERERHJQEGTiIiIiIhIBgqaREREREREMlDQJCIiIiIikoGCJhERERERkQwUNImIiIiIiGTw/wG4RETPAOE8IQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1008x216 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:09:09.665459Z",
"start_time": "2019-05-13T06:09:09.245497Z"
},
"scrolled": false,
"colab": {
"base_uri": "https://localhost:8080/",
"height": 444
},
"id": "cQxkAOUT0Su1",
"outputId": "d92fca00-ad2e-4f85-c6ca-2f15b176836b"
},
"source": [
"# Set window size to compute moving window synchrony.\n",
"r_window_size = 120\n",
"# Interpolate missing data.\n",
"df_interpolated = df.interpolate()\n",
"# Compute rolling window synchrony\n",
"rolling_r = df_interpolated['S1_Joy'].rolling(window=r_window_size, center=True).corr(df_interpolated['S2_Joy'])\n",
"f,ax=plt.subplots(2,1,figsize=(14,6),sharex=True)\n",
"df.rolling(window=30,center=True).median().plot(ax=ax[0])\n",
"ax[0].set(xlabel='Frame',ylabel='Smiling Evidence')\n",
"rolling_r.plot(ax=ax[1])\n",
"ax[1].set(xlabel='Frame',ylabel='Pearson r')\n",
"plt.suptitle(\"Smiling data and rolling window correlation\")\n",
"plt.show()"
],
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lLqxI5sK0Su2"
},
"source": [
"# Time Lagged Cross Correlation"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:29:13.689283Z",
"start_time": "2019-05-13T06:29:13.350178Z"
},
"colab": {
"base_uri": "https://localhost:8080/",
"height": 288
},
"id": "PUEnGccj0Su2",
"outputId": "dde5eefc-fbc6-404b-8e60-eea142282519"
},
"source": [
"def crosscorr(datax, datay, lag=0, wrap=False):\n",
" \"\"\" Lag-N cross correlation. \n",
" Shifted data filled with NaNs \n",
" \n",
" Parameters\n",
" ----------\n",
" lag : int, default 0\n",
" datax, datay : pandas.Series objects of equal length\n",
"\n",
" Returns\n",
" ----------\n",
" crosscorr : float\n",
" \"\"\"\n",
" if wrap:\n",
" shiftedy = datay.shift(lag)\n",
" shiftedy.iloc[:lag] = datay.iloc[-lag:].values\n",
" return datax.corr(shiftedy)\n",
" else: \n",
" return datax.corr(datay.shift(lag))\n",
"\n",
"d1 = df['S1_Joy']\n",
"d2 = df['S2_Joy']\n",
"seconds = 5\n",
"fps = 30\n",
"rs = [crosscorr(d1,d2, lag) for lag in range(-int(seconds*fps-1),int(seconds*fps))]\n",
"offset = np.floor(len(rs)/2)-np.argmax(rs)\n",
"f,ax=plt.subplots(figsize=(14,3))\n",
"ax.plot(rs)\n",
"ax.axvline(np.ceil(len(rs)/2),color='k',linestyle='--',label='Center')\n",
"ax.axvline(np.argmax(rs),color='r',linestyle='--',label='Peak synchrony')\n",
"ax.set(title=f'Offset = {offset} frames\\nS1 leads <> S2 leads',ylim=[.1,.31],xlim=[0,300], xlabel='Offset',ylabel='Pearson r')\n",
"ax.set_xticklabels([int(item-150) for item in ax.get_xticks()]);\n",
"plt.legend()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f823e969990>"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x216 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 542
},
"id": "34ueS3260Su2",
"outputId": "bb93a56f-4cf9-44a8-cd90-0111e8b4bb6e"
},
"source": [
"# Plotly interactive plot\n",
"import plotly.express as px\n",
"pdf = pd.DataFrame({\"rs\": rs, \"offset\": range(-int(seconds*fps-1),int(seconds*fps))})\n",
"fig = px.line(pdf, x=\"offset\", y=\"rs\", title=f'Offset = {offset} frames\\nS1 leads <> S2 leads')\n",
"fig.show()"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
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"metadata": {
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{
"cell_type": "markdown",
"metadata": {
"id": "8Oh95YPs0Su3"
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"source": [
"## Windowed time lagged cross correlation"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:38:07.085382Z",
"start_time": "2019-05-13T06:37:47.697189Z"
},
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"base_uri": "https://localhost:8080/",
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"source": [
"# Windowed time lagged cross correlation\n",
"seconds = 5\n",
"fps = 30\n",
"no_splits = 20\n",
"samples_per_split = df.shape[0]/no_splits\n",
"rss=[]\n",
"for t in range(0, no_splits):\n",
" d1 = df['S1_Joy'].loc[(t)*samples_per_split:(t+1)*samples_per_split]\n",
" d2 = df['S2_Joy'].loc[(t)*samples_per_split:(t+1)*samples_per_split]\n",
" rs = [crosscorr(d1,d2, lag) for lag in range(-int(seconds*fps-1),int(seconds*fps))]\n",
" rss.append(rs)\n",
"rss = pd.DataFrame(rss)\n",
"f,ax = plt.subplots(figsize=(10,5))\n",
"sns.heatmap(rss,cmap='RdBu_r',ax=ax)\n",
"ax.set(title=f'Windowed Time Lagged Cross Correlation',xlim=[0,300], xlabel='Offset',ylabel='Window epochs')\n",
"ax.set_xticklabels([int(item-150) for item in ax.get_xticks()]);\n",
"\n",
"# Rolling window time lagged cross correlation\n",
"seconds = 5\n",
"fps = 30\n",
"window_size = 300 #samples\n",
"t_start = 0\n",
"t_end = t_start + window_size\n",
"step_size = 30\n",
"rss=[]\n",
"while t_end < 5400:\n",
" d1 = df['S1_Joy'].iloc[t_start:t_end]\n",
" d2 = df['S2_Joy'].iloc[t_start:t_end]\n",
" rs = [crosscorr(d1,d2, lag, wrap=False) for lag in range(-int(seconds*fps-1),int(seconds*fps))]\n",
" rss.append(rs)\n",
" t_start = t_start + step_size\n",
" t_end = t_end + step_size\n",
"rss = pd.DataFrame(rss)\n",
"\n",
"f,ax = plt.subplots(figsize=(10,10))\n",
"sns.heatmap(rss,cmap='RdBu_r',ax=ax)\n",
"ax.set(title=f'Rolling Windowed Time Lagged Cross Correlation',xlim=[0,300], xlabel='Offset',ylabel='Epochs')\n",
"ax.set_xticklabels([int(item-150) for item in ax.get_xticks()]);"
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
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rvHBVOSxUR+7zJGKhSmcsQiu4o0hGy2cj2dH4w8FoOT9SWfPhtPJvnlM0zivrh1Y0eh/KuJp+zbokK9zaz1s4pxtH9Fq+Pjtlrs1JvRYAvZbQDmE6SUQ3VKQtfN525+Zh/SvpHxPPkbNmGqZ6k16/pXZuJtbjtA7GG1aGYRjGXZO1Gm6GcTR2VI+TYRiGYRibR2z9B9ZwMgzDMAxjOsanNJyIbHnDSUTOwS+9v4uwkrCqTiPUaRiGYRjGccR6nLaw4RRUty/Da0hdi5dp2A2cLSJfBs7XYxMvNQzDMAxjE7Eep62dHP4mvMjr3VT1O1X1HFX9Trx+1qfw+kxrIiL7j7ZtQRoMwzAM44Qlltm2ncRWDtWdA5ymqv2mp6oeEJEX4MUnDcMwDMPYpliP09b2OPWBM9Y4dkY4viaquvto24ZbbBiGYRhGhfU4bW2P058AHxSRS4B/x89xWgIeBrwQeOsW2mIYhmEYxjqxHqetbTi9GP8V3UXAmfiFqAW4AT//6dIttMUwDMMwjHViq2ZvYcNJvS7H7wG/JyK7CMsRqOrBrbLBMAzDMIzZsR6n47QAZmgsWYPJMAzDMIy7FDtq5fClM+5OupqRp0MAiuEq+aoX4FRXoM4LULqGW12BFkUVR+k/7q4Egjs92nNLALQXT6ITxBhbnaQS8hURaAMFtDsJSTticT6Ihc616LV9tseR0A5CnZ0kYmnOx1WK+pY0xUybAqWn7vKivSfPtdkb4l9oJ5Qawq0oohWXortS/VNIYirhyG4SVeKlHXFE2WqZeMi9v8YtNErKjCAJ9qmW4pk+rqb2k6pW4r+5glainTGSxI1w/jdzOlEsuBUJscvq8EFdOSeqxIzTohYdzVwtzFk4KvdKWnBg4MWFDwxzllPv7mcFB/o+/gP9jEND7788yCoR5dW0YFgKKg9z8syFLNJKCNqp4koB2sKhrhb/hFrMM4qFOORfq5OQhLxvd+pH0TklG/rr5VlBFmwqCkeRh+vljiIoDWfDnCLPg386Up6r/IzjEfHrWvC6FrlOWjFRKeycyIj4dVPMuoozqtMiIiTtOq65bi1UvdBtsRSek91zraqcz7diFkK6F9q1iO5cK67KauYch0JeLDcErJv3uRVFlSB1N4nolALejWelKTrciusyv9BOaIdnJImkcrcioZfU4qpRkQEOigwZ9mEIUmRIkY7kibb8MylLe4kXTvbxnpbSDsLVc66AuNU4IahFR0l1rmsvoF0vtJu3F1gJ5W2YO1LXKOcNLey6zCtZeBYO5Y5hWUbGhGZbjed/IdRH3STydUfhexU6qQBFJfjdjoVOBJL7+lWKFFyOJA3R7pAfkg2QIjy3+RANQs3kjfyKYr8BEkV1GFcgnTmfPe1eLTrcWcC1ej6IxCMCvE2KEbHow+uCut6q54uALy9lvnRiqepOoS5L4gp/3zP/LVM0XEHSfkjzKu6QXxXHLe/Hrfi+AU0HI/bp0O+7dIAL9ZA6h4Z7lQ+GpAd9nOmhPi7yZTWb7xLtXvCR7JoHoPvTF0/Mg81kp030noUd1XDabOJOr3K3F0+q3K3GS08a3ZjNl+GOQOqX5xp11o5jNa0bIWlowABVgwlGldeL5tvsLkr5BwDWFrZu+ssO67pvNdLWaf6JKeoGvDTcO4FuI53NoZhu4y3ZaWTFeIPxrkizCms2sjuNNDdLtrjD/5CciNhQnTWcDMMwDMOYEutxsgnyhmEYhmFMSRymfax3mxURiUTklSJyi4gsi8gHROTMI4R/uoj8p4gcFJGbROQPRKQzswETsIaTYRiGYRhTcRwWwLwQ+HHgPLxE243AZSJyWPtFRB4EvBN4GX6dyEcBTwReckwWjGFDdYZhGIZhTMVxmOP0HOASVf0ygIhcCNyCl3H7+FjYbwPuVNV3h/0bROT9wIM30iBrOBmGYRiGMRWz9h6JyP6jhRmXThORJfyC2Vc3wuwXkWvxjaHxhtMHga+LyI8B7wLOAn4Iv4bkhmFDdYZhGIZhTMUWD9XtCr/jja79jWMVqtoH3oZXIxkC1wL/gh++2zCs4WQYhmEYxlTMOjlcVXcfbZtwuXKh7KUx/91MWERbRJ4BvArfy9QGzgBOAd6xcTlgDSfDMAzDMKZkK3ucVPUAXs/2YaVfGL47G/jchFMeBnxUVa9UVaeq3wT+GPhfs1kwGWs4GYZhGIYxFVu9HAF+2O2FInJfEZkHLgG+Alw1IeyVwKNF5JHi2Qv8PPDvx2LAODY53DAMwzCMqTgOC2Beih+quwqYD7/nq6oTkXOBy4EHqOqNqvo3InI68KfA3YE+cAXw3I00yBpOhmEYhmFMxVYvR6CqDrgobOPHrgQWxvxeB7xuM22yhpNhGIZhGFNhkis7rOH07AseWCljg1fJLkVae0GpHbxwa7nfTiLapVp9FLES1KrT3JEGJfbVtODQICjUq3KgXwtcDnNXXWOYFgxXg9q1Knnpv5px4Havdn195iqB2N5im07XK6V351ucvNAGvJr8mSd7dfB7nzzPvZa6AJyx2GExKG3OtyLaRVApz/pE/du9e/lOin23AuD23YpbOeTTs28/6cEVn4YsJwoK8p3di7RO9oLFcvLpyLxXIo9681Ua3eoKOFepfGtRVCrnMugjQb07iWKief+FaHzyaeiuU334ziKa+LQRJWhY8FWKFElX/X0o0lpEuOHW9jyu4/9QZEmPA8OgFF/kDPJSBb2+502B1jiCOMh0tnsJJ/d8XjuUPOh1DnLHcrjn/azgUHnPcscwHxX1bIU867XiqvJoxVF1zUhqRfVWFFXuuOEfR/V4fxzV/95akVRxighNbd2ySEcC5Z+9iFFx3fLcSCCJ6mtJyBsp0lrVPhsgmc93Ga5Ubs2zSrld8xRNB2gWxGxdgev7skSe1qr2SQvNJwjeuqIKo1kKpT7yfoes+Psg7S7S7gbD4zrOVgupykuEBP/yOIC6tL5u8/pJiyjEKb156PnyqJ15NPZxatyCqCyDK6BBmLkokHQN8VqJ6nDqDj8GvmxHvkrVKK7LvESVfzMNSFQ9CxrFlXB2oVqJy8YCi4k/sIu0Ia6bI+rTLS4H5zNYsmEVRrOhvw/l5ZJWfe3Kjggt2uDKAlTbJEMHrkzzmKp3Iw+kkS9u2X817tJBVfdo/2DlzpeXcZm3Ne62SXb5j6Xik08n3uPrCxZPwbX8PdRWDy3dElXXiiSqnhEp0to+dbU9RYoU+WH2AtW90dYcRdJltazrM8edmXf3M8eBUO8PC1e9W+JI6MRewWOuNUerFZ63tviBJHwdU5o0zB1ZyMesULIQTz8ryIIo+L7VjJXM36vbDg65aZ9/Jm89OODAfv9MHri9z8Fr9wEwOHCbP/7TbDkm8rvDGk6bTTFeeRjGDkTzNRoPhrGD0Nbc8TbhLklkDSf7qs4wDMMwDGNarMfJMAzDMIypEJvkZA0nwzAMwzCmI7KGkzWcDMMwDMOYDolths+2yQERucdRju8/2rZVthqGYRjGiYjEMtO2k9iyhpOInCQi7wuNnI+JyIPGgnxxq2wxDMMwDGP9RLHMtO0ktrLH6VKgCzwd+AzwcRE5r3H8iDk7o7KyYRiGYRgbhETRTNtOYivnOD0JeLCq3g68X0T+BXiviPygqn4KsEWSDMMwDGMbs9N6j2ZhKxtOi8C+cieI8UXAP4jIE7bQDsMwDMMwZmCnzVeaha1sOP038J3ANaWHqv6ViMwDHwQ6W2iLYRiGYRjrxL6q29qG0z8A/4dGwwlAVd8WGk9/sIW2GIZhGIaxTmyobgsbTqr6oiMc+0PgD7fKFsMwDMMw1o9E1nAS3UHCtdfedkhVIS18mprK9weGOftWvZr4oTTnzmUvZHrHcsry0IfZ30850Pdh1NX5kiRRpYy90PVtzcXwG0cRvbZXGl/sJNXxdhJV7lbjiwKnWokkZs5VStORSKVwP9eKCUmgFQsL7XDNdsxJc17hfKEV0Wv5eNuRVO4oHyIDr0QuLq9Uw72C+Jiqu09opSAuRYamq8HQAl1d8UHyDLdyEE29SrcOVtChd7s8w4U8dllOetCfkw/SSgU9H6QUg6F3r6YUg4aafSBqx7TmvQp63O0Qt0L+dtvE7dqddP2IbtRK0KA4roWjSMv75tCi9i/DuMJRDNLKPw/ufGUVVxyeL1EcjXRJS1x/GSJxPLG72qUZEvuyUAyGFM18WanT3J5vBTuU1nxITzuhd+oeAFrzXdq7vMx6a9euSjU+WtxTud3cblzXK8trZ4EsqLX3M8cgFJ79g6Iq8/2soJN4m7tJxHV3+vscC5U/UJU7p4pzShQqyaxQXChLWSO/ikb14Rp1SSRCN8TbiqSKpzwGvjyX7lYsNB45WuV1G55zrah+dgqlFR6YWGREgLup3t581kr7IpHK3Yqi6lynStZI0CB31fWHeVGldZi7kbwow6SFq+qJ1bSgSZq76rdopCkvw2dFdU6aF1WYflrQH/hyVBSOPPXx5FlBEe5DFuqvEglpjpOIVifUR52Y+fk2AHt3dTmpcne41+4eexd8+dk732ap48vwUidiruj7OFcPEPf9FFXtH6A45JfN05WDaB6evXQAzqdBi6J6FohipOvLsyQtpOWvLd05osU9lT8SyqG6Op5WD4YrIbPSut5pXms4qOJ0qyvVc1ra5a81j3S61bXKY9HcItHCbjRKKltdZ8Gf31301wcySap7NSi0esfkTqtymzuty0Ku9DNvX+Ycw3D/+1lBP6ufn8zV7vI9safX4qSet2d3t8WutvdfaEd0o1Cf574+7ew6CY7yRfpG84lzzp2p0fCoq67cMS0uWzl8HZQNIcPYybgd9GfKMNYimls83ibcJbHJ4dZwMgzDMAxjSqzhZA0nwzAMwzCmJLKv6qzhZBiGYRjGdFiP0zYS+TUMwzAMw9juWI+TYRiGYRhTEdlyBNZwMgzDMAxjOmzlcGs4GYZhGIYxJbZyuM1xMgzDMAxjSiSWmbaZrycSicgrReQWEVkWkQ+IyJlHCN8TkdeIyE0isiIi14rIk2c2YALW42QYhmEYxlQch6G6C4EfB84DbgZeC1wmIg9WHZXDEL9s/nvD7rmq+nURuQcb3NaxhpNhGIZhGFMx61CdiOw/WhhV3T3B+znAJar65RDPhcAtwDnAx8fCPh74fuCeqnp7iPOmmQw+AjZUZxiGYRjGVEgkM20zXUtkCTgTuLr0U9X9wLXAgyec8ljg68BLRORbInK9iPyRiCzMZMAa7Kgep1t+5Cks37pCK2jKRe2Yzi4v/vjtZy7R3jUHwK6zTic96MUrF+5xKslcEJe9x+mVcGQ0v4v4nvf3EauDJAizSoR2FivBXI0SNIhCog6iIGwpEYOQvYXTStgxc0o/q7XAHLUoZFPwsSQWGRFCLWXEljPHMAhN9pKoij+JE1qdk8K5EIcCm0SClIK/Lociq90uiPzmaS0KnA+QxVL8tyB2+UQBYGBE5LOXpXWYUoR3sFLnS56iRRBAbYhwFsPhiAhvtuKvlQ9ShvuWg3tYCQcXaV6JBRdZgStFN1fzSuS3yFwl4Juv5pVwsysU1xBhLc9V52p3oRSNMEXuKjHYQhkRlS3FXwtVUleHKd2rRe2fNcKkTqt4vJupaf7pixsC0eV+GaZ0txsVV2ssfPPY+LlluGZcHVn7nFYlhCzEQfxaYiFueXcUS5XHUSxE7dq/rFzjdlzNiejGUeVufgY9XnGV+85pFb8rHPlqKC9Z011U998VShEEWAsdvQfFGpp97Ya7C2vet0llpOk/6jd6fC07jmbfWrasVV5iEe4UuDO4vyZHP6fcL8M0RZXbE16QkYzOcSl7LKJ2XLnjVkwShG3jVkwUhG3jdlyVnaSXjNTtSdffibjbabjXFgUvh5gkjohCfU4UI63W5Ewr6ywgytLqvredQ3NfV7ksr+qkpti4Pz0IfmeHi5oDSBQRt+trV/ZFUVV3ShSNxL8c4iqF1ff++usm276JzLpy+Bq9SUdjV/gd763a3zjW5BTgO4B/Ar4t7L8HeA3wCzNcfyLW47QOVCy7jJ2PfTRz4tFs/JwwNBpGxvRs8eTwg+F3acx/d+NYk0NAAbxIVfuqeiNwCfDDsxowiR3V42QYhmEYxuaxlYcsoZ4AACAASURBVJPDVfWAiNwAPIwwXBeG784GPjfhlM+Upzaj2Wi7rAvFMAzDMIypkCiaaTsG3gS8UETuKyLz+B6krwBXTQj7XvzE8VeISEdEzsB/lffuYzFgHGs4GYZhGIYxFVEczbQdA5cCf4NvKN0K3Bs4X1WdiJwb1na6F4CqLgNPAB4K3AH8K/AJ4IXHYsA4x32oTkReD/ymqh443rYYhmEYhrE2W72OU1ir6aKwjR+7ElgY8/sC8JjNtGnLGk4ict4ah34C+LCI3K6q42syGIZhGIaxTTCtuq3tcboCP0lr0vT6d4dja37mMM3iWVc96pxZbTMMwzAM4ygc43ylHcFWNpzeB/SAn2uu5CkitwEPUtVvbKEthmEYhmGsE4ltGYctazqq6o8AfwlcJSI/O8P5u4+2bbzVhmEYhmEYNVva56aq78TryzxNRD4oIvdkE9ZYMAzDMAxj45E4mmnbSWz5V3VhmO6JIvKLwKeZvGy6YRiGYRjbjMjmOB2/5QhU9Q0i8gHgXLxUkmEYhmEY25id1ns0C8d1HSdV/RrwteNpg2EYhmEY02ENp22wAOZGcv/LPwjU6x20GsKCwuhkqkWC+rQ6KLzitBQpElSvJVsdnXylIXy6StTfj6YD7x/FlVikRBEkneqUJPLZKy6nnLmuEiEuqF1HCQTh4NKvulZRK2qX19KiqMME9eyJuKKyrVTxHjknipBS4DJpjX4l0RC+1Kw+16UDNPc26XBQ25QO0OGqD5Rn5H3vzlZWKQb+/HxQx5OvDCY+ePkgxQXl73w1bSiCK0Xm01OkBRrk34u0IBvUYUp/Vzjidlz5l+KSURwR9WrF9SaT1NfBK7DHrXAP44iocq/lH1Uq7VE7IQ6q68l8tw7T7hLN+9Fp6c5X15JWi6jcj2Kk063dLV+mNG5DKcYaRb78AEjDHbdqMer4CI93GeYIwtUqUXVc41btFqFwPr9zVz8lTuv9QiEr3U5Jy/AFDHJfDodF0XArw8K7+1lBP9zzYe4o1J+7mhbVdZvuwinDvH4e0uBezQpWg4p8M0zhdOTc0p0NG88gUOSKap0+mSCE28y+OImqMFFUh02SiDjsxw3/OJKR/SS4c6eVO47qvB7mjk4SVWHmQjkunI7E00/reqIM3zzu92vDC+eqa4yHa4YvQv3RTmLaId60ke+9Vu3fSaIqvztJVPnHkVTupV6LKORXN6nt6SQRS52kcreCrXOtGA3BWlFEFmroWITS7KRhfyS1eHGhOnKsTG871EXloYV2VL0/mnkRuWJyXU0t/i4uh7K8iFDE/rkd5I52qIcUaIV3j5O4KtsCtFyoJ11RX0Md0apfG3rkfVE06vUtxpYj2GENp81G0tXjbYJhGIaxAbSt52QmrMfJGk6GYRiGYUyJNZys4WQYhmEYxpQco2DvjsAaToZhGIZhTIXNcbKGk2EYhmEYU2JDddZwMgzDMAxjSqzhZA0nwzAMwzCmxIbqrOFkGIZhGMaURHF89EA7HGs4GYZhGIYxFTZUZw0nwzAMwzCmxBpO1nAyDMMwDGNKbI4TWA4YhmEYhmFMyY7qcfqpv/gc/dWMbOhFLtNhXgl3ZoOCtHQPU4ogTJsPlsmDBl0xXKUI4rUuTymCyK26Ag3CuS4fFVeUKK4Ec6OkTdzyIq9xu0vSWwCgPbdEa34JgMWTdrF4Ug+A+V0dTt/txVxPmu+wGARmF7oJC8HdjSMWguDlQjthMQh7zrVi5oI4bTuWSkSykwjtIE7ZjoWW+jRLPoTMp02KDIpSzHjg9wHyYSXe61ZXalHfpjsdQMgDHQ7I+7WYb7aySrbizy8GKUUl1FuLjqpz1T8WdQ4Nwq5aOFzpdq7qDo5aEa15L5YZtZPqXInjOkzjH5BrxFkMhpXAsEuLSizYFUoU8ksiqVbClViqOLVwuLTwW+HQpphtMSL/PEIUTxKCra8RteMqDXE7Gen2buZLFASC41YdJpnvViLCSbdDMu/LTtybQ3peIDjqziEdX76iucXKX9pdNPHhNWlVbuIWmrSDf7cSedYoIQ/JLBTUKU5LAd9a/NYBIbvJndbCvqrk4bYPcleJ9jYFfFcbbqiFcZ3Tyj3Xiish4DRyI+K8pZhtmjvS4nABX/CCtN7fVeKyZbjytxL/bceVaG2eOyQqy6NS5EpR1PtNSv9xkvB8xnFE0o4qt5TPZ0P8FmqB2sVuq/Jvx1El5htHQi+42+PCuZVYbUNEuFEUo0gqwdtIpBJAb0VCJ+RRK2r6j/6nHh+daV6nDHukMK4hllxmV+Zc5Z8VddnJCle5B4O8cjtVXBlm/B7o4c9kLFL5O6eUj23WEDVOc1fd87LsFG7y8z1JqLidRCN5X+ZfN47Y0/N14T2WupzS83X4SUlOfOAbAMiBW9DVFe/uzaO7T/d2LJ3Brbl/Jm88OOS6O/0z3M+K6p7u6S0C8NQzJpq6qdhQ3ZQ9TiLyeBF5VGP/2SLybyLydhFZ3DzzthfjjaYTjbJRBb7RdCLg1ngp7mQ0qv9PHaGNuGPJ8/qejzeSdiqt6PCG0E4nbdzntRpLxuFIHM207SSmTc2lwCkAInJf4PXA1cDDgP+3OaYZhmEYhrGdkCiaadtJTJuas4HPB/ePAB9S1ecCzwb+52YYZhiGYRjG9qKcnrLebebriUQi8koRuUVElkXkAyJy5hTnPVREMhG5YuaLr8F6moFlX+b3A/8U3DcDJ2+oRYZhGIZhbE+ieLZtdi4Efhw4DzgNuBG4TETWbL+ISBd4O/CxY7nwWkw7Ofw/gOeKyGXAY4FfD/73BG6b5cIichbwxLB7uareOEs8hmEYhmFsETMOu4nI/qOFUdXdE7yfA1yiql8O8VwI3AKcA3x8jaheAXwY2A88ehZ7j8S0OfAi4FnAR4F3quoXg/8PAf82TQQi8l4ReVhwPxb4AvDLwPOAz4vIOesx3DAMwzCMrcV/0bz+baZriSwBZ+LnVAOgqvuBa4EHr3HOefgpRL8500WnYKoeJ1W9SkT2AovB6JK3ACtTXutc4HPB/XLg+ar6VgAR+RngEuBRa5w7VWv1yW/8xJSmGIZhGIaxbmYcdlujN+lo7Aq/4+///Y1jFSKyAPwJ8CxV7YscvjzMRjD1Ok6qWjBmvKpet45rdah7uO4H/Gnj2DuA319HXIZhGIZhbDXHNl9pvRwMv0tj/rsbx5q8GvhHVV1rCG9DmKrhFCZhPQP4AeBujA3xqepjp4jms8AFwF8BXwceiJ87BfAAjtJzNU1r9Slv+qQtxmEYhmEYm8RWLi2gqgdE5Ab80kdXQzV8dzb1CFaTJwG7ReQnwv4c0BKR24GHq+rXN8KuaXucXo2fi/Qh4HrqL+zWw28B7xORh+DnSl0uIm8Lx54FvHGGOA3DMAzD2Cq2tscJ4E3AC0XkI/gv+S8BvgJcNSHsIxht1/wa8Ejg/wDf3CiDpm04/QTwE6r67lkvpKofE5HzgVcB34fvtXoJ8DXgNapqQ3WGYRiGsZ3Z+obTpfihuquA+fB7vqo6ETkXuBx4gKreqKrfap4oIgeBoaretJEGTdtwauGH2o6JMO74KBGZA/YAh1R10jilYRiGYRjbjK1eBVxVHXBR2MaPXQksHOHcizfDpmlz4M+Ap27URVW1r6o3W6PJMAzDMO5CbP0CmNsO0Qmq0gAi0lwDoY1fc+lK/ISsEbVbVX3lZhm4Hr52+yEV6glYTqFMnmtMy2pFUimRd2Oh1/LtxxYO0aCALhE0FyYN/uJyJFtF0lW/nw+QbFi5deDnuGuWVaK4mg5wQQVb0wGUYsFJG2l7lfpocTfxUliEfX4Pbm6Pt7u3xCotAJZTx6Co1edL/dk1biEiUGp3Nr/KbEdC3BD1TEOc/cyxnOaAV7TPilqJfJgX9DMX9pvHanXxpmhmU8m9G0fMBaX4Xiuu3K149FPRSTqbhdNKQX2QN9TUnY7Y4CacXGitEN+KozWV40ul9X5WcOeKvzc37Vvlpjv77Nvn7+HKwQF5SH+eFWRDn09FI81JK6bd8Z247V5Cd94rnHd6CZ3g32vHdEZU1uOQzjqeNHcMG3laCpDmeZ1OVzjSYeHtH+aVHdmwti0d5hShnALE7Z63rZPQCva0OjFJuE9xQ4hTIiGKhCQ8G0krphPCtZOIuco9WiGW5aqpGt9Joqos9Npx5Z5vxXSSuiyU5aLTKC/dJKIbbGjHUonRtiMhCTcxAsrPjmPx4QASHFEWntO0j+T+OaVIkcLn0WEPj46JOocKX+Okrg/GwzQo6w+cqxcKdM6fD2jSRZOOd7fncO05AFYzR+7K8kzlLtaqn6mFeduxMFfWYS6t05mniAvpdAWSD2obi2I0zWXa1vp8W3WkDtRh30e7chC3csgHGayMCIHj/DU0y2q3Kyr5DenNI915AKLe/EhdKF3fieDaPYj9c6RRUt8Pier8lQiCMLXGrSotGiVoSE/hdGL++neEVmLWTpXykR4U9bM3yB3LaVG5+5l354VjECrirKjrKmCkvmlS1j2F+roLYDUtWA3xLw9y9q9mwZ3xzTt9Ge4fHLK83+fvoTv9B+43vv2nwBeHLWN4xV/M9BFW59FP31I7N5MjDdU9e2z/IPCgsDVRYFs0nDabqhIyjB2MRDumfjOMNZn0R804OrMuZrmTWLPhpKr33kpDDMMwDMPY5mzxHKftiOWAYRiGYRjGlEzVcBKRd4nIYTPaReRFIvLXG2+WYRiGYRjbDpscPnWP03n4tRLGuTwcMwzDMAxjhyNRPNO2k5h2HaclYHmCfx+/HpNhGIZhGDsdm+M0dcPpOuDxwLVj/o/H684ZhmEYhrHD2Wm9R7MwbcPpDcAlItIF/jn4PQG4GHjxJthlGIZhGMZ2wxpO0zWcVPX1IrIXeAVe8FeAAV5j7o820T7DMAzDMLYLNlQ3dY8TqvrbInIJ8MDg9UVVXdkcswzDMAzD2G7YApjraDgFUvwK4gDDDbbFMAzDMIztjA3VTb2OUyQiLwMOAF8M234RuVhErN/OMAzDME4EbB2nqXucXgb8EnAR8LHg92jgt/GNr5duuGWGYRiGYWwrxOY4IbqG+vZIIJH/Bn5NVd815v80/ATxe26Sfevii986qFArX/ezolK07mdFpWg9zB1ZULReyQoO9Esl6px+CJ8WjtXUi/r206JSyS7V6ouGQuRC17c/59oxC90WACfPt7n7SV6N/qRuiz0977/QTlgK4duxjIiRl7eicODQyi8L0t3DouDQMChopzlZqfDtlCQo0c+14kopfa4V001KZfmoUlPvJEIcLhwJddqcMsi9ezWrFcDLvKuup4qr1Ntrhe/SzpJJyt+racEwyI8XTomDTUkklbs8VuZ9Gu6Vz/v63DLMMK9VzONImGv7fzftJKYX3L1WzGLI94VuwkLHu1uR0Ap512pcP4qEViR0kviwY061yotB7siDfYXWyudJHDHX8ucudRJ298K1WxHz4f70WhEtasX5pqp7uA00c7QpvTsslOXUn7ucOu4MauoHhjkHB959KC0Y5EUj7+rYyryOIxkp2+V9OjTIWR7mpOH85rnFGuqo7SSiHfIrXuN+Nq/da8XVvVqaq5+RuVZMJ6kr51JlPo6ETrhX3SSiFcthYVpR7R+LEIIf9pyFW4ZDiULOOnyZKsvxIHdVGR7m9fOwnBYcCnVDs2wXTkkbZbuZ3irN7dEyWZaRprub1M9qKxZa4UXViut4IkbTVqZBpC6DrUhox/XzVd4OEaFZ74tIdb1ICyT3szAk7ROlK8G9ihRpyEBXZ6ZEaNz23p15XHfRu9vzuLhV5UV5fyItkMb5mfjnYljUdY+q0rhCVS86VZpVTDOdVXlu3Oc4EpIyHyMhCk+TFClSZMGAAdHwENHQp1MHy+hqcOcZmvs0a5aBK4IhBRrKBXmKpgMfZjigGPq8c1mOC2WkyDI0FLik26Fz0pLPi8XdSLsbstTV8awcJFv2NqQHV8gHwYbCVfGU3P233wyjVcOm46791EzyyNF9HrFj1MOn7XHaC3x2gv9ngVM3zpztTVkpGsZO5tAgP94mGMbmkw2OtwV3TWx2ztSSK9cCF0zwvwC/OKZhGIZhGDsdiWbbdhDT9jhdCrxNRB4CXBn8zgOeCjxrMwwzDMMwDGN7oTusETQL0y6A+Q4RuR34DeDlwfsLwPmqOkn8dyIisgs4G/i8qmYi8kD8CuT/rqofX5/phmEYhmFsKdZwWtcCmO8H3j/rhUTk3HD+AvBlEXkm8AHga8ArReQXVfVPZ43fMAzDMIxNRnbMHO+ZWVfTUUQeIyLPC9tj1nmtV+G17RaBtwN/BzxDVR8K/Cjwq0e59v6jbeu0xzAMwzAMY11M1eMkImcCfwt8D3B78D5FRD4DPFVVb5gimgcA56qqishr8UN+/xCOXQa8c12WG4ZhGIaxtdg6TlP3OL0FyIH7qepeVd0L3B8vwfKWKePIgN3BfRK+0bYQ9hc4ioSLqu4+2jalHYZhGIZhzIBKNNM2K0G55JUicouILIvIB0JnzqSwjxCR94ewB0XkMyIyaUWAY2La1JwL/JKqfrX0UNWvAL8CnDNlHB8G/lZEngv8BfBB4P+FCeKXAp+c2mrDMAzDMLaerV+O4ELgx/Ff8p8G3Ahctobc20nAXwMPxHfUvAL4SxH53mMxYJxpU/MNYNLqjwrcMmUcvwrsA34BeBvwHOAHgP/EN8x+fcp4DMMwDMM4Hmx9w+k5wKWq+mVVXcY3pO7HhE4bVf1HVX2nqt6uqk5V/xb4/KSwx8K0X9W9BHidiDxDVb8OICL3Bl4DvHiaCFT1Vvy6TxUich9gj6reOb3JhmEYhmEcF2ZsBE3zAdf4lBsRWQLOBK5uhNkvItcCDwaOuIyRiJwBfAdwzSw2r8W0DaffAU4HrhWR24LfqcAqcIaIXFwGVNX7Tntx9YJJ1mgyDMMwjLsAW7wA5q7wO97o2t84NhERWQDeA1ymqh/eSKOmbTj9+UZedLP4928cZE+vNSJyu3feC1B68ctSLBTaQfyxm0RV+I64WoBSXS262uhqVBHyhsCsSC2e2dQ+9cKW3p1EQlIKbDYEJiXtQ+l2Obg8hMnRONyaKEHbQUSz3UOTIAqZLI4IwU7SXc1dLUZbOCiCWmYEDcFPKiHQThJxcm+CKGY+RFyOJh2fzrhVCSkPcmU1aPj1M8dKEJ69vZ+yHEQus4Zwaj8rWAn+TeHZXjvm5DmfzoV2LXjaiqNK2LUVC65Mg9Tip+OU4qdRY70Rp7XQqFOlqZXZDF+WEZHavxUJ7Ugq4dl2LHRKgdUiRSN/r5zEVX7nTkkLreKqBJZjoeWCWGoQ0IWx+w+0J6RLirwqL111LJWiqwBBwJguuLt5odVi7pQqfwulElceL7NNYdR+FsSvc8fy0DEsvI1zrZj5SrQ4Yle7zvuVUBD3DYoqzaoQ9H7pJRHDEOYbh4YNweuoug8itZjrwWFR3edOElX3xKEcGvo8OjQsuGXFu+/o1/mw0E4qMV6nyp0r/tgNd/S56c4+AIvdhHa4l0u9Nicv+Nw+aaFNHEkl2rs8yEfK59Kct3uxnbB33j8Lp5za4pRQbtuxVOlfTvOqzBeq1fMZCSNivrU4rVTpjyNfTsALQZfpb8f1ffPp87/N57zM+zJPpSHm3Q4FOnZZJQvrX4IKiq/71EHk7dPuIkUQ7aUxwTcnYlimbQ3BZ3JwjfI9+qT6PQdE1GWyXRXE0XWCqrqq4fb5VAsYSxDgFXW1SPGgjwSR4mi4gqarPl2rK5V4r0Qx0puHILbL/B5Yulu4QBtCnSdJu3rOkWhEqFhCfgHEjXdGFcYVSO518WS4UoslS1THGcUNd0R79QAAi6sHKPbdCkB+83UcuvZ6AFa+dRz7G2ZsOM34AdfB8Ls05r+7cewwQk/V+4FvAj89w3WPyLQrh79soy98V0Rt4a8TjlZ04t3zFROzPuFoNgROFJoNHmMdbOF7UFUPiMgNwMMIw3WhUXQ28LnJ5snJ+I/Pvgr8lKpuuGr51E1HEWmLyPki8oJgOCJylojYMgCGYRiGcSKw9ZPD3wS8UETuKyLzwCXAV4CrDjNN5DTgY8B/AE/fjEYTTL8A5r2AfwbuAXSA9wIH8F/KdfGz3g3DMAzD2MEcB5HfS/FDdVcB8+H3fFV1QcrtcuABqnoj/qv9BwL3Bp4mde/Yn6vqhrVTpp3j9Pv4brHvpl45HOB9wJs3yhjDMAzDMLYxW7xyuKo64KKwjR+7knoh7XJa0aZPLZq24XQu8BhVHcro+ObXgbtvuFWGYRiGYWw/tr7HadsxbcOph5dXGedUYLBx5hiGYRiGsW2xhtPUk8M/iV/yvKT8BvX5HGUBKsMwDMMwdghbPzl82zFtj9NvAleIyP3DOReJyHfjV+T8H5tlnGEYhmEY24fjMDl82zFVDqjqvwPfBwyB6/C6L18Bvk9Vv7B55hmGYRiGsW2wHqepe5xQ1S8CP7OJthiGYRiGYWxrpm44GYZhGIZxgmMKGtZwMgzDMAxjSnbYsNssWMPJMAzDMIypsMnhIKprqFvfBemvDjRCa3XsfICUKtjpCpJ5fwaHyL91IwDFHd9k9Zu3ADDcv0x6yCuoF4Mh6UHvHh4cUqReBLPICrRQJCh5R5HQWfIK2nN7d7HrrNMBmL/X3Un23gOA+OTTYM5L+rneEtqZB0BbPVzsFdcLpwTBcVR1RNW87BiNRKpeUlHFhSNO63PTQlkNIq3DXBkE+flB5hiU/oWrVM2b7qbCulPFhf0oCN2WgretOKITlNZbsVTq7eV+SSTledHE4+M9vnEjzUlUu0v/JKrV4Z16VfjS7lKVPh9Lw6GhV03vZwX9zLtXs4JDqXevpDmrwV3+wuGq7839hW7C3XZ5NfVT5losdVtV/lRpjoVuElXpD9lFLIKjVJaHQmuV+aIUU5/imYxE6jij+h7EETRPL82OpHbnThmGstDMl8wpWTCiLE9lGuZatSBqM66mCHLTpqzQqjwNclfFu5oVVZnMCq3SWujk/G7HEZ2GDc0y2Lx2qyyPkVThY5EqXqd1/mbO0by9R9JxLsMNcscwL6q8yYtaFLeZzn19X998c/+A2w75Je729zPSkN9F7nDh3DxzpEMvpZW0YpJWsDuJ0PLZi6Pq+ZNI6LX9fVjsJiyEcteOI+IQpnDKgVVvQ5o7+qFMt5OoKt9p7miHPDp5oc2pi112z/m4zljqsqtRnst4F9pxVRYKR1VmoC4jhepIfrlG2Y4bdUhZtrLCsRxscqr0QhnLC1eFiYXKnrlWXY8Mc1flez8rqvJ80/7VquwUTqt8P3VXh9MWfD29d6HDoZDv31oe8q0DA/b3MwB2z7WqvIkjqdxn7Oqy1ElCXiRVPdZNouqZH+au8o9EyIq67N25mlXhS/cd/ZR9wb2aFtW1CqfcY3evSuuenk//6Qsd5sP9L8v+t+9dhPoVsSUMVldnajR0e70dM8Y3rVbdnKr2N9uY7U7RqCwMY6dSzFQtGsZdi28tD4+3CXdJ1OY4TT1Ut09E/hX4SNg+qarZ5pllGIZhGMZ2YwcNUs3MtA2n/wk8BngifjHMVEQ+SWhIqeqnN8k+wzAMwzC2CdNMJdjpTNVwUtV/Bv4ZQEQWge8HLsCrEP8uEK99tmEYhmEYOwFrNq3jqzoR6QHnAo8FHgc8CPg8vtfJMAzDMIwdjrOW09STwz8OPBwvt3IF8Crgo6q6b/NMO8yG/UcLs9Jf3QpTDMMwDOOEZCd9iT8r0y7I8L3AIeBfgKuAq2ZtNInIBSLyIRG5XUTS8PshEblglvgMwzAMw9ganM627SSmHapbAh6FH6b7FeAdIvIV6snh75smEhH5ZeBi4C3Am4D9wG7gYcAfi8jpqvr6Seeq6u6jxd9fHeyw22MYhmEY2wd7yU4/OXxIvRQBInJP4KXAc4HnMf3k8BcAT5nwFd67ReQ9wLuAiQ0nwzAMwzCOLzut92gWpp3j1MVPDH8cvtfpIcAQ+GjYpuVU4LNrHPtcOG4YhmEYxjbE5jhNP1R3ACiATwP/APwa8OkZFsH8HHAhfgmDcV4YjhuGYRiGsQ1xRw+y45m24fRk/Grhg2O83vOAy0XkOfiep/34+VMPCbY86RjjNwzDMAxjk7AOp3WK/IpIApwddq9T1XzdF/QLaD4V+G5gF3AQuAZ4j6oeWm98TS7/0i0614orkc/mCqeFg8WOn4oVidBJgkhjHFWCslB3Qw4K5cDAa9Ndt6/PTQf8UgcH+hm3HvIaR6tpQZoX9NpB/LGTcPpuL/7aTiJ290pxylqcNHOj4rmleOpcK2ahXU8VawrElra2Y2G+FAJtyAV5YV8f58G0qAQsDwzySkTyzkE2IlRbupcHeSVweduhAYcG9S2dC/YszbXZu+gFMnvtmF47ppvElZ1l2qJGPjqnI+LApRBmUxSzKRzbzwqW07zKo6Z/Jci5f8AdK2nI+7yydf+hIUUQ8zx5T4/73m3R349uUovFJhF3C2loxVElKNqKhLsttAE4da7N7q733yUp0apfAUOKDEn7SObLgKYDJGkxkagx3S+oiGvcpti1F4C0u4fhBDG4wmn1T64d1QLBkRaIC/dEFdSH0qRTxy9SiRs3xaKXU1cJPjc0aXFolS+D3FWCrctpwXLI60NpwcFBLUC6PMgrwdi0WPs/Z1NstrxGmheV2wunxpV7XEy5PLcUPF3oJCx2kyp8PEGRtynm2rShGb4p2FqeMx6mKUa7mhbETVHddlKJrS6045HndiT9VdkWdoX6ph1LpcKa4JDC56sUKYR7K0Veq87HSXWfcY28jhO05cVfXdKp0qBQCcqmThmGumAlc+wP9/Cbh4bcHp7zg4NsRNB6Un41/Q/Ly6aodySVwHIniUbypRQCjyNGBKw7jftQCoDHje+7+1lRhZ9rxVU93oqFdiNgUzi7WSxK+9pxLYoei9COR8XKwQuNN8tgZFTFIQAAIABJREFU7pRBKRjeEKouGqLiTXFup1rVZyJ1o6L57olEqv04ErqNfGnmZS14XaelFcmIGHo8phN39z3zsMUiv9/cvzJT0+n03fM7RuRu2jlOEfDbwK8DXfyN6ovIq4HfUdWpe+9C4+jtE64hInKeqn582ri2mgP9emSyWfGcKPTaJ94C8eVL7kTiUKNsn4jl/ERM86QG6U7HtGpnwyaHT7+O08uAXwYuAr4HP7T2YvzSBBdvkC1t1jfR3DAMwzCMLURVZ9pmRUQiEXmliNwiIssi8gEROfMI4R8iIp8Ukb6I3CgivzLzxddg2obTM4FfUNU/VNVrwvY64DnAz2ygPfYfwDAMwzC2KW7G7Ri4EPhx4DzgNOBG4LIwEjaCiOwCPgB8EDgJeBpwsYj872MzYZRpJ4fvZfIyAp9lHUsIiMjR+sCtE9AwDMMwtimzdh5NI5u2xkLXzwEuUdUvh3guBG4BzgHGp/ZcgF8B4OVhCtGnROQtwC8C757N8sOZtuF0bTDo0glGXreO6y0Dvwp8bcKxDnD5OuIyDMMwDGMLcVv4WZ2ILAFnAleXfqq6X0SuBR7M4Q2nBwGfHZt3fTXw7I20a9qG06XA20TkIcCVwe88/Ndxz1rH9a4B+qr6sfEDItLBhuoMwzAMY9sya7NpGtm0CewKv+O9Vfsbx8bDTxt2ZqaVXHmHiNwO/Abw8uD9BeB8VV1PL9HrgTvXOJaxsfOlDMMwDMPYQLb4q7qD4XdpzH9349h4+LtNGXZmpu1xQlXfD7z/WC6mqn99hGMOeMexxG8YhmEYxuaxlQtgquoBEbkBeBhhuC4M353NZKWRa4CniUjUGK576BphZ2bar+oMwzAMwzjBcehM2zHwJuCFInJfEZkHLgG+Alw1Iex78B1CLxaRjoh8L35+0xuPxYBx1mw4iUgmIuk020YaZBiGYRjG9kR1tu0YuBT4G3xD6Vbg3vhpQk5Ezg1rO93L26YH8dJtT8HPbfpb4GWq+q5jsmCMIw3VPZt6Htge/MrhH6Ju5Z0DPA6/OKZhGIZhGDucrV45PAy5XRS28WNXAgtjfp8FHrmZNq3ZcFLVt5duEfn/gFeo6qsbQV4nIi8AHgW8btMsNAzDMAxjW2Aiv9PPcfpB4O8m+L8PePLGmWMYhmEYxnblOMxx2nZM+1XdKvAI/EKYTR4Rjm0L7rHUJRYZUc2OS3XsSCpl6aYSdwRI8I8ESh3zhTac0vOitmfvaePCEhSlFuboOSEuqZWsxRWjKui5nwom+dDvA5INkXwA/397Zx4vS1Ed/u/pnuUub+OxK4KiYFQUMIgLAoJGcYkGcY2JBo1CEBUN6k9RjEvUJCqJimsMoEFEFrcoaJRNURCCPDdkEfEhO7z1rjPTfX5/VPVyh+mZuXPvnZl33/l+Pv2Zmq46tXV19emq6jpAPLkF3TAFgNZmiKcnU7d6d1ybIZpxsvXJ6dQd1RqEdWdlfXWtwQrv3rVeJ645d2OmRuSNl0b1GPXmxxvTDaJ67OOJUG+aO6pHxN6tUZyeb0bCnKXxMCAsu8oNcpWcD1MkuwpY00EmCARJLItXgtQdhELorbJLmIWRICCslNK8BWVn3T4slwj8+XCkkuY1KJcIyu78VBgSVEqIt97u5H1cQQilsj8fQuDTLpVTN0Ho/ifu8HeAM8hY8XHmw0iQM6AcFBhTDlq/50gYUmlxfk0+rlycUiqDt1agQQkSa/VlgZX+vARIfg+5OM5eNTVG4kbrPBbZ+44j7x3PPRdnxgQ0irK04vZGBrSDfzMShLm6CNx1AyhVctep5OrD+2lQgsDfAwGZO8ydD4M03jgsE8WZhfvEPlct0jnnY3XpqZZSUxQaZBsLapRNh0S51/uoAdGMj7Mxw6yvryiGuq/XeqRpPPVYmaq7MLONOO0LV42UWTVSTuMNxd1bAOUgYMzfwysqJcpeaKQUUPbtr1oKKAVZX5r0q+VAqJacuxIIFS9bImsvUpskmHX9mTRmkJp7fOjsFPGk+2I8ntyKzkym+UvbQu5ayeg4wci4u2zjK9HyqIunOk48stK5yyupibtnJ2oxE77/m24o077Pm6pHTNQaaT1N1CJmGr4u45iJmYav7zg1/hzFSiM3X1Xz4SPVNMx0rcEmbxR+ZrpObdadjxut748oiomSdGcjGj4/jXqUno8btQe1+/Vn/m3L+JYSG3HqXnH6AvBZEdkX+Jk/9zTgLcAnlyJjw8h2aEDc2A7RB5uAMoxlR6IsGfOjnzuHDyvdKk6nAvcDJwPv8efu8OdtfZNhGIZhbAdEC7TYuxzodudwxSlI/yEiK/25rUuZMcMwDMMwjGGj653DE0xhMgzDMIztE5uq61JxEpExnJ26Z+HswMxZBKGqey9+1gzDMAzDGCYiU5y6HnH6LPAC4FzgTno3kNwzItJs8fhB/PLOjkEMwzAMw+gRG3HqXnF6AfByVf3hQhMUkYNwu45fr6qXNfl9RlVPWGgahmEYhmEsPrY4vPsNMGvA+oUmJiJHAz8GXgX8j4icLSJ55e1vimRVdU2nY6H5MwzDMAyjmFi1p2M50a3idDpw3CKkdwrwKlV9ErAvsDfwNZF04xjbKckwDMMwhpRItadjOdHtVN1ewDEiciSwDjcClaKqb+gynkep6oVe5k4ReRZwMfBlEen/FqiGYRiGYXRNv438DiPdKk6PwilM4JSoPPOpxhkRWauqGwBUdVJEXgD8EPjiPOIxDMMwDKPPRKY5db0B5hGLlN61wPOA/87FvVlEngNcAYwtUjqGYRiGYSwyy229Ui/MewPMBfJBYG3zSVXdICLPZHHWURmGYRiGsQQU2HvfrihUnETkC8DbVHXCuwvpdo2Tql7dxvte4LJu4inisQ9cSzw9STDqrGZTqiDlqks7KKUW4YHUAnpczga5gvoUeIvjWh0nWrUbADUpUfPWtMNAiGJlwhuIrMfKqLcun1gDB2hESuyrdyQsU6quACCqZFbT88gumWwoMFrO8hp4i9hhVKfSmAFgrDadWqIXjSGqpW4tjfiyjULoL7EEWfnjRiZbmyaY8ZvBT23KLJRv3TTHQrmMjCO+XoORcaTq0tB6zVmzB+KJTUQb73Xl37SB2hYnH4QhErq0o1o9jTOuNx5UDwBBuUTgr0951RjBiLtGwfgqwh128e6VqVV6qY6h9VlfzAD1+SGOkBFX7yoB6tsCYSXLQ3U8zT9hKVd3I0zVY2pRZuG+nlq419RCeCkQyomleAGRB1uNT/yaUbKvIcJcPIFGSOTqSaIaNPy1jerZdYsb7jpCei6NN7nOQWlO+OS8SpBaq6dRR2ruOmltBq3XU3c0PZmm7ZLx6TRqaM21Q63XU+v1GkfpNY1maqj/bjm59gAaxURJGlGc+kkQUBp11ycolwir/lqVyohvCwRhes3zSKmctYW8u1xGSpUH1fWcskRRVsYgnPMrPl8AhOX0/pljBDkIUX+PhUGJUlBKwyfnASRy9SKNWcTfw1KbRmenXJyzM2k9EoRIuezCjIyj5VEXJiy5awpQCrLeO6ohDd9eggZam3bhp7cQ+3s4ntyaXjMaNTSaa+BWypW0/vL3j057+UY9vZ7RTC29j6OZWho+qjWoz7i6nNw6yexGJ1ubrNGYduWvz2T3fFgJKY+4QgSVkMq4K3N1zQrGd98RgNGdd6C8864u/PhKghXu4+lgfFVaX/H0JPEDd6d5Tq55uHIN4Q4PBaC8Zg/u9/fvhMapgd+JWoOZRsxsw5UhyN2z07WIzVOunFtnGoTJfZ6z9h7F2cLn6VrEvVtcHW/ZPMukd09P1Jidrvt6rKE+30GpQljy5Q8DKlXvLgWMrnBlCAKh7M+XqyGlsmublcqD74N+YSNO7Uec9sn579Mm3GLVYgW4FBhci+hA/oYxjOVK+oA1jGXMRK31i5vRHlvj1EZxyq9rWsQ1Tp0wzcQwDMMwhhQbceqwxklE/hP4X+BHqnr/QhMTkahDELsihmEYhjGk2BqnzovDnwQcCyAiv8ZtG/Aj4HJVnWwnWMAEcBJwawu/KnBRD3EahmEYhtEHbMSpg+KkqvuLyE7AM4EjgRcCbwXqInI1Ton6oape2WV664ApVb282UNEqthUnWEYhmEMLbGtceq8HYGfojvXH4jInjhF6pnA24D3dhOP53RgQ4FfHT+6ZRiGYRjG8GFTdfPcx0lE1gIH++PJwDjwi27lVfXcNn4xcNZ88mMYhmEYhtFP2hr5FZFxEXmuiHxMRK4H7sEZ6p3GjTbt6A32GoZhGIaxzIlVezqWGhE5SUTWi8iUiFwpIvu3CbuviJwvIneIyFYR+a2IdGtzt+OI0wbgLuBbwPtxi8KLptoMwzAMw1jGREO4OFxEXgGcijPpdj3wTuBiEdlXVbe2ENkBt2/km3E6zqHAd0TkAVW9oFN6nRSn3wGPAw4DGkBNRC5X1YluC2QYhmEYxvKg18XhIrKpUxhVXdNT5HA88EVVvcqn9UF/7mjgyy3SuRrIWzK5QkT+Fzgc6Kg4tZ2qU9X9gd2AjwArgH8HNojIVSLyYRF5loiMdFUswzAMwzC2aSLt7Vhi9geuTf74NdPXAQd0Iywi47h12+u6Cd/tV3Vf90fzV3Xn40yljBVGYBiGYRjGsqDX9Uq9jCaJyJnAa9oEuUBVXwKsAppHtDb5853SKAFnA7fRYnSqFQv9qm4VbhuBoWD2xl8QjI6jK3dwJ0plZ/QTkMrIHGOhyflwdjIzfqtx5p6FcON6AEYq41TLIxADQQkNSqwedXFpUM4MqUb1zHiqNCAx7FmvI/Up756FWW9UdXYavHHOxPAjkBmd9eelhWHTOZTKqdFdShWCpMxhBa0kBkIraKmahtGKM9g7O7ID06MuvfpqaOQM2SYjsplBW/dbDiQ1QlwJJTVmG2hE4I3TVuMG1cTwcKOWGuQUjTNjs6Uqmhg/Lo0w6Q0pz0RKzRsUbcQQ5zaUT/ISxdlc+8bpOlvVG+2cblD3rzezjYj6lqw8ST7nztHP5mwv1YApX66AQIRymBjwzRnhbWOzMDEWmicfTzkn684HPv65BkYTu4jlIGCs7K7VSDlI5aWU1UU9VmoN9e44LX+smsY5Vg4Z8WlVS1JodDh/zSNVogcXx8Xtr0kUKzO+zFP1KC3/VD1KjSLnz7s4H9zxVsKAqm9gI2FAyee1HGR1VA4krZdqGDDiw5dDSd2jpYBqSXw8QsXLBmh2b+bLLAGxhGl95eugFml6P9SibIFrPgxAcknzBp+ruQpWgLKvtya55H+zOyHWzCh4pJA0kXIgqVHxUIRc00nrV3PuWqTpW3++/mPcte70MAxyaeTl8yMJeePXIpnR0VGydl/JXcPmNpgYyFbV1F2X7AEjPNjALsBslLXBiXrM1ll3nafqMVMbfb9w9wOpYd9mqqUwbXuryiG7r3T9ZDUMWDOaGGrP2tWKcsC4uFwFUxtTI9nB7GxWIcEoBCtdecJympaGTcbmvdFmzRlh18oo8chqADbOxmyYdvneMF1n44xLd2J2cHb2+rzG6UTg5Db+s/53C7C6yW8N7oO2QkSkApwD7AI8V1W70mc6mVwZx61vSkaYHo9rv+uAb+I2wLyim4SWBcG89EzD2CYZwrWfhmEMCf008uvXU3ezpnodcBBuFgwRCYAD8ftPtkJERoELgRHg2fNZu91JE9iIe3G4FackfRi4RFUf6DYBwzAMwzCWB/1UnObB54DTReRCnBL1DtwgzzdaBRaRlcB3gBngeao6PZ/EOilOx+EM/K6fT6SGYRiGYSw/hlFxUtWvicjuuC/idsJtzH1UshWBX5v9W9x03I+BF+O+oJsG7pNsrvvHqvrcTul1slV3Rq8FMQzDMAxjeTGMihOAqp4GnFbgtx63M0Dy/ywWYKnEFu0YhmEYhtEVw6o49ZO2+zj1CxHZS0RafOczJ8ymTke/8msYhmEY2yNRrD0dy4lhGXG6BreB1V2DzohhGIZhGK1ZbkpQL/RVcRKRSwq81gDni8isqh7ZKkA3m2dNXfAxu6KGYRiGsUSY4tT/EaenA5cBVzadfzJwFW4TK8MwDMMwhhBTnPqvOD0VOAO3w+e7VXUGQEROBD6uqnf2OT+GYRiGYXSJKU59Xhyuqv8HPAm30/8vROSQfqZvGIZhGIaxEPq+OFxVZ4GTReTbwJki8l0ys0aGYRiGYQwpDRtxGtx2BKp6BXAAzk7MZmBwVgsNwzAMw+iIbUcAokNi0dPv43SoV6h6orbpXkVz5twlQMMKAFFphC01Z2V6uh4zUXfh7twym1qc3jhdZ/O0c0exMu3Db5qqM+0ta0/M1Nk0VafhrXE36hGxbxRhKaBadYN4u6yqsnbcWdleOVKi4q1vrx4rpxa+a42YzVP1NI0Nk87Q89aZRtrQxiohq8dcGXYcr7DbmhEAxsthajU+kMza/Wg5TC3FV0uZBXmAurfcPdOImfVm76NY03hGSkFqxbwcCj4I3ptykFmjT8oQkFlNV4XY2YKfcz4QUkvuo6WAFRUXT6UxTTC92V2quAHeer3EDWjUM3fumibXk1IZTYwuNxlf1pKrdy2PZOGbSTIngbNMDmgQzrHuDiD+hOa2GWu2Jh94v/xOZJK/r5raZHpaJE0vH1/+jqxFykwjsXAf45sd9TizRF9krTxWTa95pEroMxiIpNcUSK9zrDonrlAkLVsYZOVM/JLzJd8WKqGk58tBds1lTt1pakA+ipVczbQ0Lhzr3PK1CpOv92DO+blbwwW5v0k/3oiVuv8TiDNulZQzbkosafPlQNIyJzLgrlviDiQLXwoEiV3/4dpzLt5cO4zDMgCzjZhacq9Gyqy//vlrLpJFE5OdT663y+/cPLfaKS+KXf0m/U09mtsGkjpovvbJ/3KYu8+Zm0ZS3yLOL8lTVkeSppV/rhY9kvLljHVu+dM0ydp2mMtMjKbtPB9/zNzEAubK5MMm8ZVCqKRtPkjbeSWUtP8M4zpEuT6sUXPuxixBfcq5a9PorHPr7Az4NuIy4iZhpFyGUsW7q2nfFlfdJtjl3R4J0OLKLh0nXvDLnpSGTx/zhL7mcykZln2cACrApQzxtN2EV7AMwzCMbZtmpcnojqIXte2JYVKcoM+as2EYhmEY3bPcpt16od8bYEYdgtgVMQzDMIwhxRSn/o84TQAnAbe28KsCF/U3O4ZhGIZhdIspTv1XnNYBU6p6ebOHiFSxqTrDMAzDGFqiOO4caJnTb8XpdGBDgV8dOLaPeTEMwzAMYx7YiFOfFSdVPbeNXwyc1cfsGIZhGIYxD0xxGr6v6gzDMAzDGFJs53BTnAzDMAzD6BIbcTLFyTAMwzCMLjHFyRQnwzAMwzC6xBQnU5wMwzAMw+gSU5yWmeJUuv9WtFFHZ6cB0NpMaiy2FEfsUHfuHXIyjy6XU4OKwdhKZNednEeQM5kXBLiqSqprFJK9LOLIGXEEiOqoT0/rk6m4hGEWXxBmxhzjKMtM0MZEX7w1dWqUyMZpPBpFWX4aAZJPyxvmlTAXf6mCVMot0onAR6/TM6lxSarjzjhtDFoqg5RIzKlqqYr6cFoeJfZGKBs5i9iRZkY8VZVJb2B5kiqM7OLP57KhLlz6v7hmUhLjrpIzYBsAIXnjpL74gcwxWpo4o1jTreujKDNG6wzNxnMMjCb2mqI4Z7RWM0OijViZ8oahZxsxM946bz3W1HBqlHcrNKIsTD3nTigHQpAYEc0ZSK1HSt1f/+laRK2RufOdXN4d5izeJu5KKUiNUYeBpEezbBI3OEPVSXpTtYiaz7c7H7WUzZPPR568TKWUtd0kfBgIFX+hxyrhnHznw7Yq20gpTNtCOW/tOJ++N4pc9TJj5ZCxsstHOZDMnTN47YzfJvnPbKFFubYQxaTXKtasnLHm21t2/SPN2i1k7aEeZW1nphHPMcabN06cGJ0NgrwBZqHkyx1KVgflQObUR5QzgBznDAHn459txGz1bWGy1kjbRRQroxVXR6tGyuwyXvF1H6R1una0nF7DZiPEaduOlZo3cjxVj9J6zN9H+fLnyRs/z9djNdee6lFMGEgabxxreo/lr/OKSom1o67PHAkzQ+Vj5YCg5o32Tk9lz4Kc8XDKI0Qr3HOlFinVpIo1Rlv0+6oQ+LYjcQNpOOPvxA2IvCH05NwAMMVprjFxw2iLllooW8uc7bGPKFJmthe2RyOm5e3wmifKqbE8EJGTRGS9iEyJyJUisn+XcnuKyGYRua3btExxMgzDMAyjKzTWno6lREReAZwKvAxYC/wAuFhEVnaQE+AM4Kr5pGeKk2EYhmEYXRHH2tOxxBwPfFFVr1LVGeCD/vzRHeROBLYC58wnMVOcDMMwDMPoClXt6RCRTZ2OBWRrf+DaXB5j4DrggCIBEdkHeAdO6ZoXpjgZhmEYhtEV/ZyqE5EzRUTbHOf7oKuAZsVrkz/fKt4QZ+LtXap693zztay+qjMMwzAMY+noddpNVdf0IHYicHIb/+Tzwi3A6ia/NcA9BXJvB+5X1f/uIU/9VZxE5DnADaq6XkTGgY8Bf+W9zwPe4ecnW8l2HMaLbv7ZouXVMAzDMIy5aB8/RlTVCWCii6DrgIOA8wFEJAAOBM4tCH8U8EQRud//rwJj/v+LVfWKdon1e6ruU4Df6IKP4Ar6Jn88GfhQn/NjGIZhGEaX9LrGaYn5HPB6ETlYRKrAKYAA3ygI/1Lgsbg1UAfgvsi707uv7pRYv6fqHqKqd3r3C4DDVPVPACLyU9wngS2H5boZ5otvuWr724DFMAzDMPpEH76Qmzeq+jUR2R24ANgJ+AVwlKpuBbdXE/Bb4Lmq+mNVvS8vLyIbgSjRRzrRb8Vpo4jsqarrgVEgn/n7mbupt2EYhmEYQ8RS78nUK6p6GnBagd96YEUb2TOBM7tNq99TdV8HPicia4GvAR8WkbKIlHHTdNf0OT+GYRiGYXTJMG6A2W/6PeJ0CvBN4HbgD7g5xjd5v3uAZ/c5P4ZhGIZhdEkru4DbG31VnPwXc0eJyLOBI4Cf4XbtvA74hqpOtpM3DMMwDGNwLLfRo14YyD5OqvoDnC2ZFHEc1ukzwHZcVdqHoCyEY+0NVjZbEM+fT4yDhzlr4oGQWu4OcFa8E5uY+ZQ09z8QycmA5OJKrHSHgcyRT4yrBtI6HlFNvwUVjbPvQlUzq9wao94tUQNiZ/WbqOasawPSqLv/gM5OodNOX41rM6lbZyaJvTuanKAxOUN9chqA+uQM9Sm3a0Q0M0t90rkb03UaMw2fXEzkLY5rpESJ1fRaRFSP/fmYqOatwNcj1JuHj2qZux7HqdV4yAywhjlT6qFAOXAXTkIh8BUsYYB4dxAKEjx4ZjoIW7eVOOqtc8jHJ7l8VP250bx/IARhMCdsVobOs+jxPIyU5uOTpjIn1uAlFyYIhaASZnUZCKG3di9hkNZlWCmlchIESJiFCdJrkk875w5an++GuXltHafGxfUjubzl8x+EYfY/V85u8pcP7+ILkwxm58rl7H8QIonh7JxbyhVI0i1VsjClsvMDZHwEAtd9a1DKdVCB+59lYu5vC7SNX5pXCdDQxxuUsjSCMHNLgErr+0mS/lbjOXlp+NO1SKn5B/J0PSby3Va+m15ZDVk94tKqhELVt82RUkAlaae5NCOFRhJnI2bC9zWbZxrMRjEjpYB6FFOPNTVyPBUpG6Zc3zhdi9I+eVW1xIqqS7saBoyUXBncM8OFGSuPUvXtf6QUpJckjGE8cv3iaDmgKi5PwcxmpOHSkqie9c9xg7QCRNCSu+YaVtCS60m0Ot6ynvuBKU7DtQFmBbgUCDsFHBQBrTsFw1hOFCmThrGcqM/jxcPIGMav6vrNMClOgGkmhmEYhjGs9GFPpqGn3zuHRx2C2BUxDMMwjCGlnzuHDyv9HnGaAE4Cbm3hVwUu6m92DMMwDMMwuqffitM6YEpVL2/28Nuk21SdYRiGYQwptsap/4rT6cCGAr86cGwf82IYhmEYxjywr+r6v49TkaViVDUGzupjdgzDMAzDmAemOA3fV3WGYRiGYQwptnO4KU6GYRiGYXSJjTiZ4mQYhmEYRpeY4mSKk2EYhmEYXWJf1ZniZBiGYRhGl9jO4c7+7LLhEWtGUvdOY5lOOF7JzN+Vc3a48u6Rcs5oaM5Q5WQt2+w8Rrlz62z6/+YHplP37zfOpO57Juupe/NsJl/L2Uaq53Zfnc0ZlJ3KeWyayWTv2JrFefPmRur++b2Z+wd3ZuHP+UPm/swtWfz/cmM5dZ9608rU/e47H56637H5wNT9j/oX5HnHQ16T+T36hNT9lie+PXW/9dBTUvfbjnhvdv6Zmfvtf/n+1P3eV300dX/khNOyfJ/6+dT9g0+dnbp/ddYFqfvub/5P6p66+Pupe+xHP0rde1x+Were54pLU/cTfpqdf8rVmW3pp1/+bfIc+Z3Ppu4jzs3yeviZWXkO+9w/pu5D/v3EzP3p7PzTv5SV+ennfDJ1P/ncL6TuJ517Rup+4lezj0yfeHZ2/s/P+HTqPvgzH8rO//ObU/eB/+/VmfvkV6TuJ7zxhal7v2Oza/vY1z03dceR8pg3HJ3+f9Srnp+6H37Mc1L3ni94Rup+yBFPTt27Pf2JqXuXw5+aunc/+sWZ+7VZHe38xqwed3zLR1L3+Fs/keXphH9r6S69MXOPvPFfU/fq4z+Qutcem7XNnV7+91laz8vKuPqph5NnfP+DU/foY7PyjD7+KVmYpx2VuscO+6vUXT3smNRdPuKVqTs86g2pu/bM16fu+w/+69T9h8dl8Vy3x7NS98VjB6Xu8+r7pO6vbNw1dX/hrtWp+7Rbsvv8tJuz/u/0W1u7Af79xqyf+PgNWT/08d9kfc9nb8j6ubNvmsjy9LuNqftbNz6Qus/59b1ZPD+9PXWf/L2bU/frvv6r1P3ac9al7hPP+2Xq/qeLbkjdH/3hTVl+frY+l9Y9qfsHt2b5uebe58BYAAAfMElEQVTOral7/eYs/+UwYKaRlTNv13uX8WrqftSOmUHdfdZm7gN3X5G6D901q8sDotsy2Zu/l7pXnP/h1H33+7O+8/fvPil13/yed2buD/1TFub9WZ/6x/dm4QeBxtrTsZyQ5aQ93rVpUuuxEvmL1Iih7t2RZufzBCLkDXon1VGPNP16IPK/s/4my6cBpNaxy4FQ9Vazy0FApZQ7H2Zu8QkGBdt9xppp9ZFmZWjEmrprDWWqHvn8xKnCNVWPmPbnZxoxM43Ih4+p+fzXGnGa/1qu42jkyhXFmpY7H979j9K6iGJl2iuXUaxE/nwcxUTe9HkUxcTJ+Vx7C0QIfH2FYUDo66tUDql6ZXfNWJkVI+4hsKJaYsyfXzFSYoW3lL6yUmK0HHp3yJh3rx4pUfZW5qslSS2gV0Ih0ZkroVAJfR6iWaTulGGpTRPUJpC6V5Qbs2jNdbpar6Peqrk26tBwDxaNIohdXcyxcF8ZQSpOqQ9GxyGxcB6WU8vnBKXMSn0QZhbk8/YN4ghpuDxIfRZmJ12Q6UnimcytPj/4PLpo4vS/1utpPgnCLJ/lCgQhEgRz5ZqJM6Vc6zUkbGGXu1RBSu66BeOrCMackh6s3hEtjzrZyhixd1OqoKGri7g8Qi3K7rnEHSnpdSuFQujvo1CyezAUKMeZxXmpTfn6mkbqM6k7vZazM+m1dIkX2JMIAsRfKymXkRH/AA1KaOBf0sIwcwclNCyn5WxVtlqk6X1Ui3XO+eTenqpHc+7t5P7J90+Jn6ujufdjWi+BzHHn7/NWv81USkEqP1IK576A+vYSCgQ+TBwrM1GW781Trk1unqoz5fM3MdtguuZe/GZz/VOU64fy6YaB5O7/MmtGXf2uHiuzesy5V1ZKuT5YKPt7O/8yHDc9C2LVOUpTQiik8isqIaurST8UsLrq81EOKDdcnxHMbCGY2uSEJx4g2nifK8/Ge5m9+25Xzk1bmX5gCwCNyWkaM/6ezL1US5jdf/l7MayU5oQD2Oez50OfN45+xBvO70lp+MMXXrJsNri2qTrDMAzDMLpC404mZ5c/pjgZhmEYhtEVpjiZ4mQYhmEYRpeY4mSKk2EYhmEYXaKRKU6mOBmGYRiG0RU24tRnxUlEysB7gAOAC4CvAF8GXghcC7xaVe8okN3UKf47N050CmIYhmEYRo+Y4tT/fZz+FXgpcBPwbuBLwBrgb4Ap4GN9zo9hGIZhGNs4InKSiKwXkSkRuVJE9u8QPhSRU0TkVhGZ9LLHdpNWv6fqjgEOUdXbReRzOAXqIap6j4hcDawrElTVNZ0iv2vT5PLZlMowDMMwhoxhHHESkVcApwLPA64H3glcLCL7qurWArHPAH+Om/H6DbCjPzrSb8Vplaom28f+AYhU9R4AVb1XRMb6nB/DMAzDMLqkV8Wpm+U23QyQFHA88EVVvcqn9UF/7mjccqDmvDwaeD3weFX9jT99vz860u+puvUiktg5eCkwKSJPAxCRpwB39jk/hmEYhmF0icZRT8cSsz9unbTLo2oMXIdbT92KI4AJ4EUicruI3CEiXxGRXbpJrN8jTv8CnCciD+BGnN4JfEdELgGeAXygjaxhGIZhGAMk7lEJ6mU0SUTOBF7TJsgFqvoSYBXQPKK1yZ9vxU7ASpxi9XicLvRl3AdrzymQSemr4qSqZ4vIr4C9ge+r6rSIzOLmGU9Q1fP6mR/DMAzDMLqnz2ucTgRObuPvjYmyBVjd5LcGuIfWJOueTlHVTQAi8j7gahEZV9XJdpnq+z5OqvpL4Je5/2cBZ4njMFW9oli6PWuDWURi1Bt5RAJnxBRQyQyRisaZ8dTmRpAztJoaXc2f1zhze2JvYzFWpRFnBknzRjsT91Q9Ti1yT9UjJryRy621zDhvPYpTY755AsmM0waB5AzYBoz4Mu80VmZ11S0VGykFlHyxNWcseOtsgw3TLt0HpmpsmnEGOKdrUWogdLqWGfKFucY/Rythahh3rBIy6g1vjlZCKj4f4+XM2G61FKTGMsfKIWPlzJ03kJzY4QzI3JVQGPGFHi0HVLThM1R317EVsQsj9Qmk5tp/MDWJTrt7JZ7cmjPYW0uN4sa1GXR6MnXHtUZLI7dBuZQa4pQm469Je5PSXLdUvWHb2owz9Is3/utve23Uoe6NzcZxang3GB3PjOKWq2jJGQuOR1bDDi5dLVWJveHgfFtzbpf/RpwZq45y7nqk1H0ZZxtZu6tHBXXryRtFTY1hNxlOzRtWTQhrQlD356fyPkrWB87OiTPJU6xKnLu/EsqhUPXXY6QUpEZeR0oB1dC9cFZKq6mMeiPP45nB5zDI7ikRIZC5FlOT9hkIqVFhEZDEwG6uDc5pjxpnFsM1RnybDGe2MOrdo3GTbNKtBEDJ+43lDC5LAKHrsjWsgDciHIfltO4Vd02TOsobC0/C1OPMqK0zfp5lNSarWGds159XndNm8gbQk8s+04jTdjMdR2l9jYQB4bhrq4lhbphrPLzZuHArI+pFYaZrERMzDdqRN3JcKQVpn1UpBWk/CnMNFZeDgDAx7B5lhtRHZgLu9e2tnDM2XQ7XUK6udfGM7k24S9ZeEoPukivPeK7ttWqHzeGDqA6R66uS9jQI+qk4qeoEbkqtE+uAgwBn9VgkAA4Ezi0If12SRD65pv+F9HuNUzsqwKWDzkRbih7UhrGM6KQ0GcZyIHnJM+aHRlFPxxLzOeD1InKwiFSBU3B65zcKwl+JU7Y+KCIrRGQN8D7g4k6jTTBcihPMfdkzDMMwDGOIGMbF4ar6NeBDuI21NwHPBY5KtiIQkT1FZEJEDvXhY+AFwBhwF/A74AHg1d2k1++dwzvVnu3DZBiGYRhDyjDu4wSgqqcBpxX4rQdWNJ37E/CiXtLq9xqnCeAk4NYWflXgov5mxzAMwzCMbhlWxamf9FtxWgdMqerlzR5+XtKm6gzDMAxjSGn1wcz2Rr8Vp9OBDQV+daArOzGGYRiGYfQfG3Hq/z5ORZ8GJou1zupjdgzDMAzDmAemOA1gHyfDMAzDMLZNet05fDlhipNhGIZhGF3Rhz2Zhh5TnAzDMAzD6AqbqjPFyTAMwzCMLjHFafh2DjcMwzAMwxhabMTJMAzDMIyusBEnkMR69raOiGwCUNU1Jru8ZLe1/Jpsf2S3tfya7HCnua3KGv3HpuoMwzAMwzC6xBQnwzAMwzCMLjHFyTAMwzAMo0tMcTIMwzAMw+gSU5wMwzAMwzC6xBQnwzAMwzCMLjHFyTAMwzAMo0tMcTIMwzAMw+iSZbMBpmEYhmEYxlJjI06GYRiGYRhdYoqTYRiGYRhGl5jiZBiGYRiG0SWmOBmGYRiGYXSJKU6GYRiGYRhdUhp0BhYDEVkBrAQ2qurMoPOzlGxPZTWGGxF5OnAAsArYAlyvqj8ZbK4MwzCWlm16OwIReQtwIrC3PxUDVwPvUtUfd5CtAPvilJD7VfXmeaTbd9kFlnUMOBo4MEkXuERVf9RFuguRfSjwd82ywFdUtbYU6Q4izUVIdyCyXn7e7VFE9gS+AzwauAXYBKwBHgncCLxQVdd3iqcXROTFwAk0KWzAZ1T1wiVK80nAcS3S/JyqXrsUaW6r6Q4qz4bRV1R1mzyA9wJ3AB8E/hm4EzgV+DiuIz+8QK4EnAZsBaLcsR54ZYc0ByXbU1m97GOBPwF1oOGPXwNTwEXAyBLJPt2X9XYfRwR837vXATsudrqDSHMR0h2U7ELa4/eAzwOrm86vBj4HXNRB/sXAD3FKXs3//hB4cQe5NwEPAB8FXgI8y/9+1MfxxsVOF3gpMAl8DTgZ+Hv/e46vu5e0S3NQ6S6gjntOd5Hqag/gBcBf+9+HdZJpuh9OBN7tf5++Dcj2XF47BncMPAM9Z9w9LPbL/T8A+Ll3vxL4cYHcfwC/Al4HvB73cHyb75Tv6dCZDUq2p7J6/x8B/wZUgBHcw/KfgZ1wCsHHl0j258Cbc///EfewrQBnAV9a7HQHkeYipDso2YW0xy3AWIHfOLC1jWzPyg9wG/DkAr+DgT8udrrA74DnF/g9D7ixKM1BpbvAOl5IuguR3QE3ihkDEzjlfwKnzH8bWNNGdk/ci8KMb8c/8b/TuNGuPYdQtufy2jH4Y+AZ6DnjbqRFcv9LuKkGcA++lp037qHwsNz/RwK/8e6jgOvapDko2Z7K6v23AOXc/1HgLu9+OPCnJZQNcv/LwH3evRtw72KnO4g0FyndQcgupD3eDTyqwG8f4J42srfRu/IzCVQK/CrA1GKn69MsFfiVgMmiNAeV7iLUca/pLkT2HOB/gD9rOv9nOEXinDayPY+ADlC25/LaMfhj4BnoOeNwJfDq3P/XAT/z7jKwqUDuASDM/a+QPWxKtFdCBiXbU1m9/x+BXXP/Hwbclvs/sUSyvyf3cAUeA9yS+9+uvD2lO4g0FyHdQckupD1+2Kf9BuDPcUrXE/3/m4F/biO7EOXnSuA9BX6nAD9d7HRxIwd/V+D3GmBdUZqDSneBdbyQdBciu4kmBSTntwPt+7iFjIAOSrbn8tox+GNb/qruncD3RORkQHCLpl/k/fYHLi+Quxb4f7hpGHDz0r/07hJuPUARg5LttawA5wHfEpF/wW0/8U7cEDEi8hDgviWS/U/gIhH5rM/zCcDZXnZv3JqtxU53EGkuNN1ByS6kPZ6Ce2i8C9gLUJ/+H3Fv2v/aRvZ64B3Ah1r4vd37F3EirrzHA7/AP3xwC+NLuJGyxU73ZFy7OA5XZ0maTwIeD7ywTZqDSnchdbyQdItkDwKe0EE2wo2eb27hV8VNaRUxBTwE96FCMw/x/sMmu5DyGoNm0JrbQg7cHPPxuAfGI7uUSRYBb8I12nuAJ3q/A3Ff5wyVbK9l9XIjwKdw0yv3Al8Exr3fXsBRSyQruDU3V+HW4pyCH8YHdgEOWOx0B5HmIqQ7KNkFtcdcPKtwC1xXdRn+QF/Hf8Ippl/BTU3cDtwF7N9BfiXuK8JP4BTHT+BGM1YuVbq4qdr3ARfiFlhfiPs44+FLWd6CdN/XKd1FqOOe0l1gnj/v2/CzgR2BEFjr/1+F+yqvSHYhI6CDku25vHYM/timtyPoFRFZCRyCG1n4qapuGnZZw1hsmtsjsEJV/9SndI/BjUIkn6yvAy5U1a3bQroicjrwblVtNWKw6OmKyCOA5+BG9y7SDts9LCRNEVmFUwJ+rap1EdkP+AvgWu2w9YmXP4S522Ncph22uRCREeDfgVfjRlwSZnEfOrxVC/atExHBjRAfR8EIqBY86AYo23N5jcGz7BQnEbkeeLaq3jvovCwmIrIH7k27eX+Us1T19i7ke957qimeKm604mZVnWgTbq2qbugljRZxCS7vADcVdUYFslVcO++pExKRv8Y9bOYl7/O8UlW39JLuIBCRLaq6aoDpC3Coql7Ro/wenRQ/EVmdKDsi8hjcYvafqWrLqVgROazpVPJw/BZureH988mv3yvsaT6On6rqZEG4b+BGLK4VkSNxI0Z/8N57Ac/Tgs1GReRFOOWq4z5eLWQPBb6LW6NzI3AscDFwK+6+P0FVzyiQfShuhOsAfyrGrbdagRsdPL7TvesVikfj+qktuPu963vPK32rgC3zvfcGIevLuy9Znz6v8hoDYtBDXr0euKHyVsck8DHg1Dayj8WtEariOrDjcEP+z+oi3RFcxzDewq/t/jdt4gw75PcI3KeqVwGfxq1d+DTwM9z+KIe3kV3Ifj0PA67ATeX8F+7T/BtxHeIm4GltZOu4h8uze6iPdwGP8+5H4D7xjf1xPQV7neA65sQ9jvtypeaP81pdsy7yci+we4cwa4FzcetuXgzsh1tfFAE/BnbuIP9W4JvA+2macgJ+1WObqgLRPGUKF7P24+iUZ1/P3/Zt73KappxwD60i2f1x+59FuDVYR/t4JnEL5VtOa/o2F+XaX/PRto6Bs3Puh+OmcCb9/XwrsHeB3P1k065XAn+f8zsWuLJNmrFvtx+mzSfxBbI/wW1LMY4bTbkLt6EpuDVK7RZ4fwP4Km60ah9/T7wJtzbqGuCUQbavbeHAKcUy6HzY0eE6DToDPWc8e4he2nTUcNMOlxTIHYNbtDflO9+3496wfoB72Lfbv+bxviOJcYrI65v8CzvuDmXp9MD4BfDaAr9jcaYuimQXsl/P+b7zez5O8bgG/3D3v5e2kZ0BLvDX42af5g5d1scduGmjpDP+T5zSthPwBeCCArktOfdHfH4Pwb3hXw18pE2aUcGRPDjbXZ8v4ZS0s3EPxA/gFtMegnvond5G9t24of1/8/m9gZyiRo/KjG9T8TxlhkFxKsyzbwff9+3xNJxCf1g3+cftxfU24CTc5qZvwb00lXyb+kaB3DdwIy57NJ2/D3hIF2XKt8mzcdMwJX+cQU6xar4W+C/jcEpU/gvIgPZfmU36+/u3uD7tO7RZo9cku4FsJqLs79/A/5cO6W4m95UZbmH4eu9+HHBrh7R72rSzQ5xlCp4FuTAH+XZxRAu/TmtPj/dtcV/c7vlfA67DbVY8bwWILl7U7Bj8MfAM9Jxx1/H9Hv82lDvftkPDfe1xKG631xg4Oud3PPCTNrLfwz2Qx3EjVvcB/5jzb9dxH9bmeBbtH8wL2R9loXtPJQuk1+AeOKP+/wh+L6kC2S3+96E4ReIOX47/Ag7qcG0ncp33nU2d8RgF+wTl6x/30MhvGvpY3DB4UZq34R6uRwKH++MZuFGJl9B+VO8O3ENiB9+m9s75PZo2DwycUvl47xbcSOIN+FEq2o+iXNLmuKxdmyqI76/nE76Xg2IFNT3ayP4J2Cn3/2W40aKndFFX9/p7JfliaU3Ob2fgjjayr/bt43W5c90qTvk2+Qdgt9z/XYDbC+SuAF7h3dcAT8j57dchv3ll7UjcS08N9/XXycDaNrL34F9wgF19Xa3y/1cW3Xu5+2Bl7v9acvuf0X5LjwXtCt8m3k4vpUfjNqy8BtfvnE2ur+3Qpk7B9TO/xr38fBD3In6Kr8d3tpEtum9ruJettsqeHYM9tuk1TiLyaNwb3M3Am1R1k4jchxvCv7NAZoOqrvXrKWZwN3rN+43gOrKdC2Tvxb15JuH/DNfYP6SqnxGRraq6skA2Jlsf0QpV1bBA9ibgLap6UQu/o4BPquq+D5YEEXkA2EVVI/+/gut0dxaREs5YcFGeN3jZhq+brTglpi4iIW7fn7UFsnPWy/i0Xgz8A04puVZVDy6Q/Q1uhO1qEbkFeKr6NSgishNufdUO7dIUkQdUdcd2eWryW4lbrLkfbi+aG/z5tu3Jh9msqquL0uiQbqvwn8QpbYfj3tiLrs8sbrTk/hbeZZwdw5ZtalCIyGbc2/2tLbyruLU5RffBZtxDP8qdewVO2Xw2bhFyUT1vUtU13r2xuf20u3e9/x64kUVwpkT+Dze9V9guvFy+Td6jqrs2+U+o6ooWcofjpro/j+szXpVL/7W4r65abTdQ1KZ2xy1J+HtcHY4VyH4Vt3nqebjR+TpuWv+TuO0gdlPVowtkv4QbFf4n3KjY+4ENqvpqEdkRN823R4HsbcDLVfXqFn4HA+ep6l4Fsqe2Ou8p4aYIi9rUtcCHVfVCv+3IBTgF8GWqGnfo02/GLZoX3Ev801T1Ku93BPApVd2vQLaGe7m5ssnrHbiF5VtU9f1tymUMkkFrbgs9cDfoe3BvhH+Fe7NsN+K0Iefe2CKudqNGG/AjLrlz+/k0X0v7t5O78J97t/Abof1b0StxU4vn4D4/fx1u2uGruLekl7eR/T65tQW4Tu1HuXQfaCN7KW49yGNww9E34Nda4KYI22042K4uHotT9or8j8Mpw0fh3pAvwb05H4kzjXJWgdwszq7fqf6a5EcVxpqvd0Ecf+nb0rt8e+g4soAbCal694eb/FZ1qOPbgL1anP8S7i243WaF11Fs4mKEeU7V9ePAjaS0bK90nqr7NS0+pff3w33AbBvZW/AbDuIWVuf9dgXu7DL/J+BGQWc6tQsfvkE2mrCFuaO/O9F+BOcw3IO1Qbam6hbcF1ft0mx374W0n57fBac8XI/rd/bCKQWxr//CrVDIzIgko4c/wL14gZvKOraN7EI27YxwyzMubXFcTvu+dVPT/3HcusT/xilEbTexzLmnYI51h5A2/Q1u+4Jf4tbWjuTOdzWSacdgj4FnYNEK4hZsr/M3UTvFaR1+DpmmvWf8zf37NrJXAs9scf4gnFLVaCP7PXJD/U1+Hdej4NbpnIF7WN7if8/Ajca0k1vI3lMH+fARbo+jw3EPjPt8R1e4mL5dh9Pl9XyXT6N5Ye43m69bTuaypk7zKTm/o4Cru0x7R9zarmtxo2ydFKcLyU0LNvkdA1zRRvYs4B0tzgtuvUS7Tv+DwGsK/ErAGQu5BktxAC8H/qLALygqj/f/KG50t5Xfm9vdQ7jpkyIzMW+iYI1TQfi9cXtHFRp+zoV9X9Px2Jzfy4BvdRHHGG7Ku9u9sn69yNdMaDO9V5DfeX2IwcJ2hb+JYqPunV5K724uG27a/Rrcmrp2itN9ZEsKrmjyqwKbO5S5ivuQ6QbgkFycpjgN+bFNT9U146eDHoqb3mhZMBF5Pm5dz10t/F4FPEKLh8D/Frdo+bMt/J4OfEBVjyyQfQJQU9XfFfjvpap/LCjagljIfj1+SnO1+j2n/OfZO+Gm2gr3khGRh2nTNgndfC7eFH4V8FSfXohbjN5x64VWaYrILrgHXdv9b5pk/xY3ynWSdrFfT0G6jwRQ1d8XhNsZdz3+0EI2xHWo8/ncfV51bBjDgIgciFtj2KBgV3hVXVcg+3XcV4b/0cKvgjMu/IgC2f8Bvqaq/910fi1udPQxWjzN9xPckoKbWvg9DfdSesCDJR8U9jDcCPN3cevp9tMOU8DGYFlWipPRHQvZr2dbk93W8jtIWcMYJNLjpp1+/aWq6mwPaT4ZN+LUav3orsBxqvqBAtk9cdPwD9qLS0SeiRt1+3aX+RgHPo7b5PTJusz2IVxuLEvFyW96OFX0prCc6KWsnRbCLifZbS2/g5Q1jGHEj3r3tDHq9iZr9Idg0BlYQoq+XisWEKmKSNQ55PDIJlEsQNYwDGOYqeDWLJqsMRSUBp2BXhGRS9p4B7hP/3uKuke5JZNdgrIeN8/w27LstpbfQcoaxrAydP3yEMsaS8w2O1XX6x42XSghh7ZZDDgo2W1uvx7DMIxu6WbEvU3/uF3JGoNnmx1xAn4DXKyq32328IsF310gdwjtlZBD26Q5KNley2oYhrEtMEGHjVFN1hgWtmXF6bu4z9Rb0cDtj9OKhSghg5LttayGYRjbAutwH7lc3uzhP4BpN3W1vckaA2abVZxU9b3N55I9bFS1gdvZuhULUUIGIruAshqGYWwLnI7bRLgVddr3cdubrDFgttk1Tq1YwF4/PW8aOEBZ26/HMAzDMPrMctuOoNfhzd8uIM1BydpQrmEYhmH0meWmOPWKfXJqGIZhGEZHlpvitD3tYbM9ldUwDMMwhoJlpTip6ld7FN3mNitcQFkNwzAMw+iRZbU43DAMwzAMYylZViNOhmEYhmEYS4kpToZhGIZhGF1iipNhGG0RkZeKyO9FJBKRM/25Z4jIr0WkLiKXDTaHhmEY/cMUJ8PYThGRXUXkUyJym4jUROQ+EblARA7IhQmB/wK+DuwJvMV7fRa4DtgbePEi5eeHiWJmGIYxrJjiZBjbISLyMOBa4GnAPwCPAp4P1ICrROQoH3R3YAXwPVW9Q1U3+/P7AP+rqrerapHpCMMwjGWHKU6GsX1yOlAGjlDVi1R1var+XFVfCVwCnCki/wDc7sNfISLqp+gUCIEv+3N/JyJlEfmEiPxJRGZF5C4R+Vo+QRF5hYhcLyIzfpTrEyIy7v3OBJ4JvMbHqSLyjP5UhWEYRvdss0Z+DcPoDRHZATe69D5V3dIiyEeAK4A7gYOBnwMv8r8bcKNQdwEnAhcAm4E3AS8D/ga4FdgVOCSX5t8BpwFvBq4E9gA+DewM/C1uCnBvH28yHWgjWYZhDB2mOBnG9sc+uNHm3xT4J+f3BdZ59wZVvdu77xYRgM3JORHZC7gJuFzd5nDrgWtycf4T8C5V/Yr/f6uInAhcLiJvVtWNIlIDpnPpGIZhDB02VWcYxmJwBvB44BYR+ZyIHCMiFQAR2RnYC/iEiEwkB3CRl33UYLJsGIYxf0xxMoztj1sABfYr8H+c/72x2whV9XrgEcDJuAXm/wFcLyKryPqZtwAH5I79caNfv5pn/g3DMAaGKU6GsZ3hv4L7HnCiV2yaeRdwD/C/84x3QlW/oapvBg4CHgMcrqr34BaZP1pVb2lxzPgoarhF54ZhGEOLrXEyjO2TNwI/BS4Rkffg1jXtBrwVOBL4K1Wd9muZOiIib8ctJr8emAJeCUS4dU8ApwBfEpGNwLeAOk6xeq6qJsau/wAcISKPxC0436yq9YUW1DAMYzExxckwtkNU9Y8i8ufAe4HP476U2wJcDjxVVX8xzyi3AG8jW3h+A3CMqt7o0/uKiGwF3olTohq4r+8uzMXxcdw6qXXAOHAEcFkv5TMMw1gqxH0AYxiGYRiGYXTC1jgZhmEYhmF0iSlOhmEYhmEYXWKKk2EYhmEYRpeY4mQYhmEYhtElpjgZhmEYhmF0iSlOhmEYhmEYXWKKk2EYhmEYRpeY4mQYhmEYhtEl/x83QkJHEquSFAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZBS-8DDS0Su4"
},
"source": [
"# Dynamic Time Warping"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:44:58.227558Z",
"start_time": "2019-05-13T06:43:49.951453Z"
},
"id": "CUc0pyJc0Su4",
"outputId": "a96b51c7-34a8-4331-fde9-7d68226d7a4a"
},
"source": [
"from dtw import dtw,accelerated_dtw\n",
"\n",
"d1 = df['S1_Joy'].interpolate().values\n",
"d2 = df['S2_Joy'].interpolate().values\n",
"d, cost_matrix, acc_cost_matrix, path = accelerated_dtw(d1,d2, dist='euclidean')\n",
"\n",
"plt.imshow(acc_cost_matrix.T, origin='lower', cmap='gray', interpolation='nearest')\n",
"plt.plot(path[0], path[1], 'w')\n",
"plt.xlabel('Subject1')\n",
"plt.ylabel('Subject2')\n",
"plt.title('DTW Minimum Path')\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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1T1551Z/FdY7kBeIdU03Pmk1Jo4hIwdOAIif+OGaY5qv9yLKp9sxasualr6Fm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\nLP4fdF2ZhhmoVsYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n88chA3K0Su4"
},
"source": [
"The fact that signal is pulled towards Subject1 indicates that the signal from subject 2 is pulled towards subject1, indicating that subject 1 is the leader. "
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UwdCgXwO0Su4"
},
"source": [
"# instantaneous phase synchrony"
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2019-05-13T06:52:36.789624Z",
"start_time": "2019-05-13T06:52:36.286522Z"
},
"id": "uQU7X6up0Su5",
"outputId": "13543bff-a49a-46f2-8e66-6bb84b65b20d"
},
"source": [
"from scipy.signal import hilbert, butter, filtfilt\n",
"from scipy.fftpack import fft,fftfreq,rfft,irfft,ifft\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import scipy.stats as stats\n",
"def butter_bandpass(lowcut, highcut, fs, order=5):\n",
" nyq = 0.5 * fs\n",
" low = lowcut / nyq\n",
" high = highcut / nyq\n",
" b, a = butter(order, [low, high], btype='band')\n",
" return b, a\n",
"\n",
"\n",
"def butter_bandpass_filter(data, lowcut, highcut, fs, order=5):\n",
" b, a = butter_bandpass(lowcut, highcut, fs, order=order)\n",
" y = filtfilt(b, a, data)\n",
" return y\n",
"\n",
"lowcut = .01\n",
"highcut = .5\n",
"fs = 30.\n",
"order = 1\n",
"d1 = df['S1_Joy'].interpolate().values\n",
"d2 = df['S2_Joy'].interpolate().values\n",
"y1 = butter_bandpass_filter(d1,lowcut=lowcut,highcut=highcut,fs=fs,order=order)\n",
"y2 = butter_bandpass_filter(d2,lowcut=lowcut,highcut=highcut,fs=fs,order=order)\n",
"\n",
"al1 = np.angle(hilbert(y1),deg=False)\n",
"al2 = np.angle(hilbert(y2),deg=False)\n",
"phase_synchrony = 1-np.sin(np.abs(al1-al2)/2)\n",
"N = len(al1)\n",
"\n",
"# Plot results\n",
"f,ax = plt.subplots(3,1,figsize=(14,7),sharex=True)\n",
"ax[0].plot(y1,color='r',label='y1')\n",
"ax[0].plot(y2,color='b',label='y2')\n",
"ax[0].legend(bbox_to_anchor=(0., 1.02, 1., .102),ncol=2)\n",
"ax[0].set(xlim=[0,N], title='Filtered Timeseries Data')\n",
"ax[1].plot(al1,color='r')\n",
"ax[1].plot(al2,color='b')\n",
"ax[1].set(ylabel='Angle',title='Angle at each Timepoint',xlim=[0,N])\n",
"phase_synchrony = 1-np.sin(np.abs(al1-al2)/2)\n",
"ax[2].plot(phase_synchrony)\n",
"ax[2].set(ylim=[0,1.1],xlim=[0,N],title='Instantaneous Phase Synchrony',xlabel='Time',ylabel='Phase Synchrony')\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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AOnbk79oiLmSdvC58zwVwBYBKADoCyADwl1LKwxRJRGX8TQDO52zXw8uPP/6Iw4cPY8iQ\nIbndlXyJnD9BEARBAHbs4Hnt2kCFCkCbNvx9y5bc65MgCMFDBIwbZ74nJwMjRwbXht1u9uncGWjS\nhD/fcw/Pf/iBS48JWSdPC99EtI2IDhMTB2AogKoAOuVy13KVqlWr4sEHH8TkyZNRunTp3O5OvkPO\nnyAIgiAwe/fyvGFDnl92Gc+PHgVSU3OnT4IgBM/y5cbV/IkneL5wIRAfH3gbc+aYNt56yyzv1w+I\njgYSE4GffgpNfwsreVr49gI5JpXbHclNjh8/jlOnTqFfv3653ZV8iZw/QRAEQWC08N2oEc/r1+c5\nUe6UDhUEIWu88w7Pr7oKGD8eKF6cs5QvWhTY/kTA66/z59tvN67mAFCuHHDrrfz5yy9D1+fCSJ4W\nvpVS/ZVSFR2fKwGYAuA0gDW52jFBEARBEIQCwJ49PNeW7xo1gKJF+fO+fbnTJ0EQguPff9nKDQDP\nPAMUKwbofMxrApSaVq40MeIvveS5ftgwni9bJs+G7JCnhW8AdwHYoZRKBrAZQAyAbkR0MVQ/EBER\nAZvNFqrmhEKGzWZDRERev40EQRAEwRMi4MAB/tygAc8jIoB69fizDLAFIe+RkgKcO8cu4EQ8vfAC\nr7vsMmOh7uQI0g1U+F68mOfNmwOtW3uu79YNqFmTP3/xRdb7X9jJ01IDEd1KRBWJqDgRVSeiAUQU\n0ldBTEwMUlNTcfbs2VA2KxQCzp49i9TUVMTExOR2VwRBEAQhaM6eNZnOa9Qwy7XwvX9/zvdJEATv\nnDsH3HILu5OXKweUKgXExPBcW71fe40VaIBJnrhjB5CRkXn7urxg587e10dGAkOH8ueJE01GdCE4\niuR2B3KbChUqIDU1FSdPnkRCQgIiIyNzu0tCPsBmsyE1NRWlSpVChQoVcrs7giAIghA0x4+bz1Wq\nmM+1a/P86NGc7Y8gCL557DHgl19cl6WlGQXaww8Dd9xh1l1+Oc/T09nDRed18EZ6OrBuHX++6irf\n2z35JDB5MhAXx7XEFywI/jgKO4Ve+FZKoXr16jhz5gxSUlJgt9tzu0tCPiAqKsopeCtVqPP/CYIg\nCPmUEyd4HhEBVKxolteqxfMjR3K+T4IgeHLoEPDtt/z51VeBXr1Y6D59mu/jhg09Lda1a7NlPCWF\nrd/ehO+UFBagIyNNCbEuXXz3o3Rp4P33gf79gZ9/BlatMrHlQmAUeuEbYAG8ovWtIwiCkMssWcJW\np7vuAorIk1oQhDCgLd+VKvHgW6Mt3yJ8C0LeYNo0ju2uWhV48UUgKirzfSIjOZfDtm0mt4M7jz8O\nTJlivjdqBFSv7r/dvn2B994D1q/nxGzLlgFihwqcPB3zLQiCUBhZu5YTmwwZAowaldu9EQShoKKF\n76pVXZdry3d8vLGGCYKQMyQnAydPui7TMd0DBwYmeGv0vewthCQ11VjTNVa3dV8oZUqSrVgBvPIK\ncOlS4H0q7IjwLQiCkMf44gvWcAPAZ5/xi1gQBCHUaLdzX8I3IHHfgpCTLFvG92O1aqZud0ICsHEj\nf+7ePbj2/IWQ/PuvUa41bszJ3J5/PrB2r7/e9OW114CbbuKa4kLmiPAtCIKQhyAC/vzTfD9/Hvj9\n99zrjyAIBRdt+bYmWwN48K/d0A8fztk+CUJh5dIlYMAA4MIFwG4HnnuOk5stW8bfo6KCj6/WpcG8\nKdE2beJ5tWrArl0c+x0bG1i7SgHffw88+ih/X7ECmDcvuL4VVkT4FgRByEPs329ekuXL83zRotzr\njyAIBRdfbueRkab02JGF/wIbNuRsxwShEPL118YbpX59nj/8MDBpEn/u2BEoUSK4NgMRvnVJsmCJ\njeW+/e9//H369Ky1U9gQ4VsQBCEPoV+GpUoZ9y+xfAuCEA70QN/d8g0AtcpdBAAcmTgPuPJKYNAg\nDhIVBCHkEAGff86fhw4F/vmHk6XZbJyAFeBcMMFSqRLPz5wx4Wyaf//leatWWeuzZsAAnv/1F5cs\nE/wjwrcgCEIeYutWnjdvDlx7LX8+cgQ4dSrXuiQIQgFFP1cqV3ZbsW8fam3jDE9H4AganTGD6xtJ\nZiVBCDmbN5v3//33s4X78cddt7nppuDb1cWcMjI4dtzKvn0891f/OxC6duV5UhLw99/Za6swIMK3\nIBQAZs1i16IXXvDUbAr5C6vw3ayZibuUF5ogCKEkLQ04d44/a+sYAH6JDByIWun7AQBH2vUBxo/n\ndb/9BvToASQm5mxnBaGAM2MGz5s0YUcTgJ1NdPhZ06ZZcw+3VlI+fdp8Pn+ereEAW9izQ/Xqxk1+\n+fLstVUYEOFbEPI5KSnA8OHAsWPAW28BK1fmdo+E7KDdwJo1A2JigCuu4O/aHV0QBCEUWAfiLpbv\nefOADRtQC5we+Uh8CWDkSGDiRF6/dCkHeYoLuiCEjD/+4HnfvqZmdpkynMhs3DhOhhaRBanNl/C9\nf7/5rAXn7KATwa1bl/22CjoifAtCPmfpUlcjxOTJudcXIXukpZlyII0b87xlS55roVwQBCEUWENZ\nXCzfjvpGta/kQPCjRznTMh57jF8wSgGrVgFvvJFznRWEAkxcHLB9O392LyV2+eXASy8Bdetmre2Y\nGM4hA7gK39rlPDbWWNezQ/v2PP+//8t+WwUdEb4FIZ+zerXr90WLpNZifuXwYRM2oF+0TZrwfNeu\n3OmTIAgFk5MneV6kCFC2rGPh/v3A2rUAgFrDOcA0Pd1si/vv5/pHAAvpOl26IAhZRidUK1nSCLGh\nRFu/vQnfDRoYS3t20P2Oi2NPTME3InwLQj5nzx6eX389z8+eFc1jfuXgQZ5HRpryIJddxvPdux3W\nJ0HIaTIygMGDgQoV2AQjFAi05btSJcvge+ZMnlevjpq3t3Nuqz1yAAAvvsij+eRkzgglDyZByBZ6\nzNaxI9fyDjX+hO9QuJwDJlQOyH9j0AMH2LFnxIic0SeK8C0I+Zy9e3nerZuxki5e7Ht7ux346ivg\nySeBLVvC3z8hcLTwXasWW6MAI3ynpLgNgAUhp5g6FfjmGyA+nhNvLVuW2z0SQoC2ZjvjvYlM1qeB\nA1G6bCTKlOGvhw9bdixdmoNQAWDuXOCqq4BXXwUefZSt4lojLAhCQGzcyPN27fxvl1W8Cd865ju7\nydY0UVFA69b8ef360LSZE6xezYqDjz7itBY33xx+faII34KQjyEywnfDhsB11/Fnj7ExEQeHT5mC\nJ4ddxNChwAcfcIIMiSXOOxw4wHNrbFf9+kYQF9dzIVfQxWc1EybkTj+EkGK1fAPgF4d+oQwaBIAV\ngYAXxd/995s6SOvWAWPGAB9/zK7o7dpJ5k9BCJCMDK7pDWQtm3kgVKjAc53dHHB1Ow8V+S3u+9Il\noF8/duIpXpyXbdlikt+FCxG+BSEfc+IE11UEWPjWdaHXrHFLRPvss0DXrtgz/B1M+rqEc3FSEnDP\nPZzoS8h9tOXbKnxHRZmX486dOd8noZBz4YKpczd0KM8XLjQ1qoR8i4fle9IknnfqxKYgGOFbKwad\nKAV8+CG7WQ0cCNSrx0WIy5Xja6ZbN/aWEATBLzt3shAI5JzwnZzMsdlA6NzOASN8b9yYP3IPzZzJ\n5yEqihUg11zDy2fPDu/vivCdDzh+HHj+eRaStGuKIADGSAGwgKYfHCkpFs3jvHnAe+8BAH5FDxAi\nUD3yOFb8lYaICNbyaQ9CIXc5epTntWu7Lteu52L5FnKctWvZBy8iAnj9daBoUR5V/fVXbvdMyCb6\neVOtGljzN38+L3jsMec2LVrw3Gepw65deQS7fz9n+9y0iUs1pKVxnoDp08PWf0EoCOhxfYUKRtkV\natyFb6syLZSWb12fPCnJZG/Py3z3Hc/79OHzcNtt/H3xYpP8NhyI8J3HOXmSNUlvv83vsM6djRFC\nELTwXb06u8xUqmTqQi9dCn56vPwyL+jWDUuvG8sfbb+j896v8MwzvGr8eFHs5AVOnOB5lSquy0X4\nFnIN7T7cqhWbSLt04e+//ZZ7fSrA7N/Pj+xRo7IREpSQALz1FnD33cDo0V7M1syhvezyVHfbz0D/\n/qxkqV4duP125zZ6ML1lS4BlvevUYTd0fZ3cdx/w++9ZPBBBKPhoIbVFCx9Zx4k4nGP0aNe6skHg\nLnxrl/NixYCqVbPUpFfq1DHx5Xk97js+3mSZ79eP59268fzYsfCmrhDhO4/z1FOsnS5enOvwpaSw\nUjqcGhkh/2CN99a4xH1v2+YcwWWMeR3LN3Gxx+uwFPjiC4wZw8K6zcZGipSUnOu74AqRFzdQByJ8\nC7nGihU879yZ5zdx+Sn89pu8iELM1q3sdvraa+xk0Lq1/+SZXtm/nxt54QW2SI8bxy+IQYOAixed\nm2W89R6O/sdDwDq/TAI2bOAV778PREc7t9PCd1paEAk6y5QBFiwAmjfngNY77hDtriD4QL/XdcJc\nD6ZN40SG48YBDz2Upd9wF761YBmqMmMapYC2bfmzT2+ZPML8+Tz2LVECuPFGXta0qSm7GE7lgQjf\neZh9+4BZs/jzxInGPWLNGn5JC4I34VvHfa9dC6TMc1inatfG5iLtcOECf70OS4FNmxATdwDTpnFp\nqx07gClTcqzrghuJiSbuy5fwfeoUl5IThBwhNdWMQNyF77i4/OFXmE+4eBHo2RM4f55l12rVWG59\n9NEgMu9eugTceitbuosVY3NOjRrcwIwZ/B/GxQFff41jL0yCDZzJsW7rcpyxfM4coG9flyarVDE5\nKFatCuKAYmPZDb12bfZB7dCBreqtW7N2YceOIBoThIKLFr71e94Da+jGt9+a5DBBoIXvxEQ2smiv\nGu0pGUp03HpeF76//57nPXvy4xJg5UGrVvx58+bw/bYI33mYjz9mw0KtWmyVvO46I2R9+23u9k3I\nG2jtpVX41nHfqanAut/P85euXbF0Gas369Uj1Krk8B9ctAht2gD33stfp04Nf58F72irN+Bb+Aa4\n3rcg5AgbNhhfYy18N2nCAh0g7sQhZNw49nKLiQGWL+ecdgAPzANOHP7RRyzURkbyfzNnDgviEyfy\nsn/+YQH4vvvwLzihWnQ0ofba2SxZa99LN/RfH3QC82rV2EOidm02McXF8Yj25Zd51N+0qZStEwo1\nKSlGlvYqfNvtrqnD7Xa2hAeJFr4BdrfWwrcjr2JI0cL31q1Aenro2w8F586ZtCV9+riuE+G7EEPE\n700AePBBLjWkFDBgAC+bPTvvXtRCzpCebgQxq/ayQgXzQF36r+OJ26aNM0Sza1dlzOOO0dSQIfz1\n779dk7gJOYc/4Ts21sRl5eWM5/HxUou8QKGlrcsuM4F8SgE33MCfw12PpZDw+++metuLL7K3dosW\npubvjz8G0EhqqjOxJh591EjMUVEcq/brr8a8A2BjlVsAAM2bK6uXuVd0+PbKlVmof3vZZewh8cMP\n7Fr15JMmq9T27Wx2OnYsyEYFoQCQlIS9PZ5w3lNNLvMSxrN3rylpo3MxjBkDPPxwUIorq/B9/LgZ\nR4RT+E5NzbsOLgsWsGdR8eJc19uKFr51+bdwIMJ3HmXzZr5BAJfcJxg4kMc+R44A//ufSdAkFD72\n7jUKGHfXoa5deT77wv9gh0J8g/bOcXTPnnA1ZRChY0cj8P36a9i7LnhBC9+lSrmMkZ3k9bjv779n\nQ1ft2hzimcW8MEJewj3eW6MD5JYvNwNDIUssWQL06MEDwcsv56qQGj0oDCjue+FCfohERMCZSdPK\njTeyG3i9ekD37thwxWAAgZU20sL32bNZHEyXKMEDmWHDWMtw6BBb2itU4Ovnrbey0Kgg5HOeew57\nl7C2uiQuoureFZ7baPNr6dIsdGs+/ZSVoKtXB/RTZcrwowHgx7YuL9u8eVY775saNYyuNq+6ns+d\ny/Obbzb1vTXak/TcOc5dGQ5E+M6jaAGofn2gUSOzvHFjc/8tXsxjIksOFaEQsW0bz0uW9CxPocvx\n7kFj/ITemLyuOTIy+PndrRvMYDouDti/HxERPAAEgF9+yZHuC274SramycvCd3w8hy7oF/qPP7pU\nKxLyIzYbJxgBPIXvG25gi2pqqjwwssmECXyqL7uM3/sxMWadTp65fTvHgvtF19S+4QYTFuDONdcA\n+/fDtugPrN5QFACHemdGgwbmuRS067k3lOIfHjmSv0+bZhJeCEJhICkJmD4dR1ETAFALR6DmeCku\nrcsbtWzJYRrWF2t6OkuPAXhYsSlfAAAgAElEQVQgRUYC5crx53nzeF69enhKmynFqR2AvCl8nztn\nTtkdd3iur1fPfM5CeH1AiPCdR9HCd48enpkIR49mK1N0NCdlmzgx5/sn5D7aJaZpU89rpFkzoEfL\n/wAA96qpGPsm+xUOHcpGCDRrxqpQwDma0sL3ihWi0MkN8rPw/cUXPJYoXZorNAA8nt6/P3f7JWSD\nrVvhzNCoTZ+aMmWM9Xu2lwGjEBBERph96SUu02OlZUvz2W+S1dRUZ+k3+4C78NhjbL357DPvm1v/\nWne9ijeUMpfACi/GuSxzzz0cU3fxopSuEwouiYnsjfLcc6akzE8/ARcv4lhEbQBADRzj9NvucR3a\n8q2l2YkTOfPq3r1cW/bCBfYosdky7Ya2RuvEiVdfHdpM51byctK1uXPZUFCiBHDLLZ7ry5dnD0TA\nZ5XGbCPCdx7k9GmTYFYLRO706cNhXYAkySqs6Adohw7e13/Q7ReUQCIuUimkpHDM8KhRjpUREcbk\n4Rj9de/Oxqz0dAnlzDEOHnSmLz91ihdlJnwfOBBgvd0cRLtw3XMPe5DWqMGCha7WIORDtFRYsybH\nErhz5508X7AgGwWpCxcZGa6KzZMnjRDsLfYyNtYI5H7jDzdscA7qf0rviY8+YsX8ww8bw5kVLUD7\n+mu9YRW+Q1ZhrkIF8x5aujREjQpCHmPECM7H8M47wNNP87KvvwYAHK3WHgBQE0c51tQqrRKZG1gH\nIgMsRTdoYOJRjh51TcrmA/d73V2nGkq08P3PP/zcyyukpfHfAAC9ejmMUW4oZSo8iOW7ELFoEd9z\nJUqYzNXeGDiQ5/v2cQiVUHhITTXPWl+WiwbJW7EEXdGz8gbcdhvHFmq3IwCuWXTAmj59vUncdw7w\n9NPs31S5MvDQQzi3YR8At//Igq4BarPlLYtyXJwp4durFxuyevXi78Emw05KYjewhg2BP/8MbT+F\nINF/qi/tXr9+PAC02/lPi4vLub7lQ1JS+JFburRz3O2sVgHwqfRGixY89yt8L1/O88aN8eUPZZyL\niYBOnTiWvGFDU65U61W6dAnc8mWNVLIOSNPTeSzSuHEWExTp5J/6GAShIHHqlGt28k8/Za30kiUA\ngGOl+cVeo7zDIv7zz2bbI0dMbVFt+bbStKlJ+KPLI/ihfn3X77pqZDjQwndKSs4lif3vP04eXLky\n6yd69OBnrTX/zEcfsdNARISJevGGdj0X4bsQoQWfbt2AokV9b9eypfEclmodhQtvFYA8OHoUV2ID\nfu43HfPmeSljoXfct8+Z3a9nT170669ZyGorBM769Sa9cUYG8NlnSNjIaebLxHo3K1WvbrS0eSnj\nuRawS5f2LAW9dq2JVU1NZW8N7XXnjXff5Xjxfft4QO9vWyHMaHdHq8XFSlQUMHMmxz/t3csDwbff\nNoH/ggs//MD3A8AeSERG+K5Rw7sFBjDCt1+3c4cpO73zdU6rto5lTE3l58W+fUD//qzc95VHzx9N\nm5rxhtX1fPp0liX27GEDX9BceSXPd+yQa0coeHz/PWvMS5RgQZnIWM6qVMGxpLIAgBptq/Cy774z\nriXaBbZ4cd9FwLt353kAyitrcrVGjVxjm0NNrVrsvg3kjOt5XBw/SqZNY33HmTOsj7jvPn52/fYb\nn9oXX+Tthw/3X+O8enWe68TXoUaE7zxGWpoJffIWi2AlMhLo2JE/ayOFUDjwVgHIA13zqWZN7+vb\ntDFptR0NauH71Km8GatTYPjiC57XrQuMHw/UrYsE8Mi2zPlDXneJiGDrEuC91ndKSvgyc/rD6oGh\nSxZdcw1bwG02c6326sXbdO/uW7FjDR8+c4Y9moPpxy+/BBT6JmTGpUtGw+NL+AZ4tDNvHvtHnzsH\nPP88cP/9OdPHfIbVMBUXx7kbtPCt72tvaOF72zYf13Z6ujPj8T+1b3Mmn3//fbYCRURwDjbt1t6j\nB4e2AcG5nUZGcowo4Cp8z5xpPi9fbsJnAkZLBBkZeTOhhSBkB11MundvYMYMF4ua7aln8d9/7HpS\n81bHc3b3buP2pV+ubdvyC9Ub+iZevz5TbXWPHuYdPXx40EcSFErlXNx3aioXU4iLYw/OSZPY4t2v\nHx/v4cNcHap/f962QT1bpgUWqjh0ISJ8FxJWrjQxYO6157yhE7Js2RK+Pgl5j4AsF0eP8txXOsvo\naONS6pCQ6tc3ClZJYhwmkpKMlPnEE+z7dOAAEmK4kHeZjb7rCuk4JGuYCRHHWZcty1OTJqzdzalQ\nFB2SZi1ZVLKkqVG8dCmHBGul4qpVJtuqld27zdhba8wDzcE0Zw5fyrfcwqHIIYtJLazs3m0kPS39\n+eJ//2Mp8r77+Ps338gLyQva6q1Zv94o0awVTdzRsmlyso/kP3//7Sz39m8xtiJXqsQ616+/5vH4\n77+bZOj63qha1bcxzRf6faPfP/Hxnga3ACsfGapX5wcXILkDhIKHfha2b88D9jVrgIceAiZNwqmB\nTzjjoWtcU98I0iNGsLu5doPt1Ml3+1ojlpbGLpF+qF6dvd2nTgWefDLrhxQo2lPeW96JUEEEPPII\n6ymUYi+cRx9lxeOcOXz6rWOT7vgDyy60QekLx/y2q4XvcJVzFuE7jzFjBs/bteOXY2ZY48GCdRO2\n29ll7IMPpMpHfsJfBSAnSUkmVsiX5Rsw8Xa//eYclWnrtzX0SAghc+dy1qXoaOCuu5yLE4pyprUy\n/yz3mWJTJ0w5fNgs++gj4IUXjNJ71y7gjTf42fDTT2E5Aifp6cYd1j0kTZdJWrrUDPw1b7/tKSDP\nn8/zatVMmeJAB/IffGA+z53L50TIBtprplgxMwrxR6VKwJQpHFwM8GfBSWqquWd1jPXmzcby7U/4\nrlfP1KH16nqupd969bD9OCeMaNrUrI6K4nnLlsD115vlt94afKZjvf/+/dyXBQv4fVS8uBngBi18\nK2XM8tu3B7mzIORhEhKMFlwP1lu3Bj75BHj0URz9z4hgNWuCX2SRkfwSL1/eaKP79vX9GxUrmoQw\nAZQiuOoqYPBgU/M7nOhnwpYt2fRI27ePy0G89ppx23Hw2WfAl1/y53HjPJNUN2nCOomjI97FKVTE\nH7gR1c/8w4MkP1iF73Ao80X4zgP89x8rtooUMZnLhw0LbF9t+U5MDD4xwIQJnJ34ySeBBx4Ibl8h\n9/BXAciJtnoD/gs53norz/ftcw58dLjD5s0cyimEGP2m6N3bmHgBJKRygd8ydNbni0FnPtYD+YMH\nTfLUXr0498PIkZxw5MIFdsV6+mkWksPBjh0m94BVuwwYvc7mzRzLDThqzIO11FqBpPnxR57feqtJ\ngLxnT+b1jRMSTGicjkl9/HFg8uSgDkWwooXvWrUCl9AiIviFAvCfKUkjnBw4YE5Hv34837CBH7uA\nf7fziAgjm/oVvq+5xim7+oplfPVVHmeUK2dKAgZD69YmMdzXX7NlCWAvPa0I9hub7gvdaLjq+ghC\nbmC9GawB1w6OOYyvpUpxzhS0asUWMWsCiO7d/Yf+AObm0zFeeQQ9JkhOzmJECREPHpo04fC8l1/m\nWNv4eAA8PtDPsT59fCdQU4cPocbHI1ERZ1i5AQBffeUhyFvRwndKihlvhxIRvvMATz3FLmlaM1S3\nLjBoUGD7NmhgtOLBZBq1202+J4At7pKsNn8QUJkYPXiOjPTvQtGihWnkhx8AsBeTNpZPn579/goW\ndu82L8ihQ52LU1KAlBQWcsoggTODeInfslq+idjAmJ7O1uLp0znWevx41jRr4XfCBFbS6EsCAAeQ\nrluXbalcx3JVrGgSlGg6d3bNRxAZyQP2tm35e5cuJlnbH3+Y8LZ+/VyFB/f4diJOGPvmmyz4L1nC\nz7PoaD7uhg15u6ee4jDkLEHEjeqpsGEVvoNBZ/k6ccJTu1KI0UrMmBjjWbRmjSnB4y/xD+BH+M7I\nMDUnAxC+r76alf179vi3tvtCKfPY+uADc/8OHGis7VkyXut4GhG+hYKEHpTXrct5MdzQNhIX58QB\nA9haPmcOW+PmzctcAaqF79Wr81Rdrzp12CkKMFXRguLrr4Fnn+VjqlKFX/L79zstDk8+ycOk2rVZ\nlvZ5mt57j9uoXp3rO5YuzTv6SSpjdfgKR9y3CN+5yLZtbHHW5T+6dWPtzc8/mzxYmREZabTmwWiW\nNm1yvaCIAqpUIOQ0Z8+yOdOh6QOM7BZQvHf16kbT5w2ljEvTtGmA3Y6ICKP8mT69cMoeYeOzz3he\np46LD6jVulsm4iKrWr3ckFr4Tklhrbk2ot9/P8dZa6pU4Zwtuq77unWsPN+2DfzGataMNcgVK7I5\nLItpxa3x3u4vvpgYzr+l6dOHszprS73dzoLInj1GY3311axAKFfOvLTdn2uzZ3P94pEj2QtN16S/\n6io+P2vXskIyKSlIt/vkZM5S1aULn8zISDM1asQHk6VaSvmQrArfDRoYd6zvvw9tn/IxWviuX9/T\nQ6RkSf+RQYAxmnkI3+vXO80ySR27OR/72gvVG5UquTjcBM2IEa41yS+7jF09tfAdF5cFpVe46/oI\nQm6g4731M9ENbfmuUcNtRYUKrIUePNhY1/yhXSATE3PuHXXypGsNLy8oZdzAg0meCoAzNz7xBH/u\n0YMVczq+bNo0bJ+yxjlEev999h7wis1mXHRGjOCH3w038Hc/SWX0+AMQ4btAceAAJ4rVrpH163MJ\nkO+/z1wL7o5OmuItA7IvtFGibl0eFAPA4qlHeLQ+caKYwXOTjAzWYA4ezCbN667jp/OsWSByrdHq\nk8wynVvRiZIOHuQAXRjh+9Ch4Gs1Cz7Yts0I3w884BJ0Zc1SXqaTI27WS9C91dPh3Xf5/RQZ6T1M\npUgRFk4XLWJh9uxZYPiACyBrgPT588CYMaz5u3gx6EPSlm9vJUgBlvPHj+f8Mh9/zMv69TPCdkYG\nnwotxL/1ljkt+rnmLnx/+KH5PG2aeX/qiivly5vP2iiYKWfOsDbrqaf4BktOdl2/dy8Hqrdqxdvk\nIetCWMiq8A1wSlmA02DrmIRcxmZjRUxOynbp6SbztzW2u1EjV+V6ixaZG7a08H3ggJtgqzVPTZpg\nT5JxPQk2kVowFCvG99XYsZzY6Pff2SBlrSFszUkREDqe5swZZ/I4QdCkprIh4Jdf8lkyTS0I+0ha\n6dXynRVq1TLP6pxwPX/1VfaorFrVJIXzgY5sXL48yGosY8bwmKRsWX7RFyvGgwVHgrkJT7PmolEj\n4Lbb/LSzapVxL9cxP9bybD4uqOho1oEAYUq6RkSFYgKQEBsbS1ll/36iO+4gGjmSKC0ty804efJJ\nIv7XierWJVq5MuttjRnD7Vx5pdsKu53o4EGiH34geucdomefJRoxguj552nYlVsIIOp9xS56r8YE\nAogaYrfpVFQU0RNPEB05kp3DdOHIEaJ77yVq356oShWia68lOnEiZM3nb2w2ohkziG66iahkSfM/\nWKfoaNr15xHn1+3b/bR377280YABgf3+VVd5bH/99byoa9fsHZpARBcuEDVtyie0Th2i8+ddVq9b\nZ/7mxLc/5g8VKxJlZHg0FRvreln07Zv5zy9ZYrZfi/ZELVsSHTtG9PzzRErxiptuIkpPD/iQ0tOJ\nihXjXX/4IeDdnDz7rOtxXHklP7I0w4fz8t69zbLt273fGgDR5s1mu/HjedkVVwTQkbg4ossv5x0i\nIojuv5/ou++Ili/n6c8/iUaNImrY0PzY7bcHda7yHdWr83F+/XXw+x4/TlSkCO//zTch71pWeP55\n7k7JkkQHDoT/95KTidq04d985BGi667jz889x+vbtTOX0rhxmbeXmEgUGcnb//qrZUX79rxwxAj6\n9lv+WKaM632UU9jtRDEx3Ieffw5y54MHzQnZty8c3RNyi5Ur+WHevTvR4MFEP/1EdOlSUE3ceafv\n+yU3rvWASE8nKlqUOz1vntdN9LDrlVdC8Ht33eX5wgwHK1e6vnhLlSL67z+fmycmmufCF18E+Bsn\nTxJFR/NO77/vum7nTjoeUY2ikUIA0aefZtLW6NHcTosWZtm2bab/e/b43LV5c97k3Xddl8fGxhKA\nBMqOTJqdnfPTlF3h2/qyfOEFXmazES1cSDR1Kl8rgZKcTFS2LLf1xhtZ7pKT2e8cJoCodFQS2Yfc\ny4LXoEFE9er5HKl2xGoCiEZjDC3FNc5VCW2vJypf3nX7GjW4o14EgUBJSyO67DLPrtxxR/aPP9+z\nZg1LHu4np2VLos8/Jzp8mP8DgKZ0n0MA/0V+Xzpactajvcz46ivevmhRovh4IiJatMh05e+/s3+Y\nmZKWRrR1K98g/jh7lt9WEydm65rMMS5eJLr6aj6RkZFEa9d6bPLbb7y6SBEi+7795sSvWeOxrX4h\n6GnFisy7YLcTNW9mJ4DoWbxF9N57ZuXkyaaxBx8MeDTz779mt4MH/fzwmDFEjRoRDRvG17KDv/5y\nPY5vv3Xd9d13eXnTpmbZCy/wsnr1iJo1M/tWrera7d9/J6csnZrq5yCSk82DKTqa6McffW+blsb3\nk/7Rp5/203A+Ji3NKGQWL85aG3378v7VqxOdPh3a/gVJSoqrwur558P/m19+6f3VO2UKr9fK98hI\nor17A2uzbVveZ9gwHjtuXnTcNPznn/TKK/yxQ4ewHVamNGjAffjkkyB3vHTJHMuqVWHpm5DDJCay\nktLbjVC6NNE99xD98Uem7xvre0Y/po8fJ0pI4GFORATLVdOn5zFB3Crg+XhB1q7t+lzIFp9/zo1V\nqBDeEzFwoHm2a0Hm2Wf97nL33bxZmzYB/sbbb5NTk5iU5LF6VKtfeByszlDSac/1LnTrxm09+qhZ\nZrNx2wALcD646Sbe5KmnWCeodUYifAdzoNkQvndbDMIAj0sWL3Z9rsTEEL38srnm7Xai77/nZadP\nEy1dSnTDDTy2HTWK94mKCk5o98rEibRFtXT2Iw5VPB90xYvzSPXGG4luvZXs13ejUhEXCSCaXfQe\nSrj3Ceemy5YRX2FvvskPSGs7jzzielNfusQmu7NnM+3mnDmmmWefNVYtIPDBR4EjPp7ovvtcz3Hv\n3mwBd/c4cLg33FNiLgFEvXpl0najRtzeRx8F1peLF1mDaVHz2e1sOQRYYR1WMjKMeahBA6KjR71v\nZ7MRdepkztdrr4W5YyGgf3/z4PCh+p0927w3ichYYkeM8Nh2yBBz+C1aWG7J5GSiV19lQf+hh4jO\nnHHZ78UBBwggao4tLkIwEbFLj270nXcCOqxp03jzcuX8vOs//thz5DRiBNGZM5SSYhZHRHh6FC1Y\nQE59kM3Gyzp0IKdOadw410eTlX37zDqnIW37dqKhQ4meecZ4HmgTeVQUa5sCwWqyX7gwsH3yE1Yr\nZFYfzgcOGLeIdu3Y88MPu3bxFA7WrHG9BFu1Cs/vWBk82PM1bJUr4+P5Gv7rr8Db1Moo6/QwPqK0\ncpWJ0tOdj5mwP6v9oB/hI0dmYWc9GJ47N+T9EnKBxx4zF2rbtvzc7d7duHDoqWtXon/+8dmMVipV\nrepqtHr6ac/74eOPc+7wMmXmTO5UbKzXF2RGhnEQ+u23EPzejh3mROzYEYIGvZCSYuSCzz8nGjuW\nP1eubF7SXli1ynQtIH1u58688UMPeaw6f56oTKyNADYe0qRJvtvJyDCepDNnuq67+WZefv/9Pnd3\nH563bs0ODSJ8B3OgXoTv9HSWHX2N8zX6pVe+PA923W9467Pkzjt5INi4sVlWpgyP7dz3y/ZL8rXX\niABKQjFS4ItxaffX2eo9aBA/tTZt8rAOHj5s+rBtK98wWgPn4sKRmkq0YYPrSOL227ndcePYfRbg\ni3viRL9d1W5DPXvyd5uNqFo1Xvbmm9k8D+Hk4EHWjHmxQGaLn35it2LrXe3PhLlxIxFAdcAClNVw\n6YHV/2/+/MD79OijvE/16k5zoTaKRkeHOUTgl19cb462bb27pn3/vXObdETS2qJdaM6XF2nCBKI+\nfYhq1eLB9bhxmd/XOcKsWeaYPvzQ52affUZOvQMR8U0BEJUo4fRE0KxcycIqwJcREfF/3qOH6zls\n3txFa7y859vOVR5KP5vN1bfv4Yf55Tprlodb1smTfEto54pu3Xwc1B9/mNFF48Y8etLtlytHNHUq\nvTzaTuXLE/34RTyP2AcO5PmmTbRzp9n80CF+72tPtPnzWZ7r2ZOoSxfP40lLM+fozz+JXewrVDAN\n3nwzX9Ba4RSMFTsjwwwOKlcOgQY1j7F8uTlPQbqHuvDTT+ZPaNXKpzvxzJlms0xdCLPAhAmut0VE\nhEfUR8hp1crzfQ946MOCIjWV9efubV5VeQ9duGD0rW+/HbrjCJZBg7gPgwZlYWftgRKowljIu+zY\nYQbGo0a5Cp8nT7JrhPa51jfl6NFeQ3m0x8cTT7AsBrD+XetqBg5kmV7LuYmJOXic/tBK2i5dvK4+\ncsQc/s6dIfg9u9284z7/PAQNemHhQm5fKX5/7t1rDmLTJr9d085/7uFlHpw/b8YNCxZ4rH75ZcfQ\nqMglOo3yLIf4CgHbssX0z937QGvvL7/cZ1dG3XPI43n7w1y7CN9BHaib8H3smLmpo6P9a560NnfY\nMPaK1QNApfjFnpjoao3yNRUpYuStcuWyGXv23Xem4V69qHYtW8CDF33/REUZl8wbbuBlTz7pZQeb\nzbia+Jt8xLXY7USVKvEmTs3khQv0aJ84AojaXXaeJaU85TNEfKK0EKuljI0bs9fmjh3sa6/bLFWK\nBxuZuU+nptLRInWcu61f72fbU6dM+8H4ix88aF6YjljP5GQThRBWI7MetekXMcBPWXf+9z8igOI7\n3ExtIjb5vRwjI1n5HoocDVnizBmjqu/Z0+/1rWXttm0dCxISjIb5qac8tv/7b7c8ET//bA78jjvM\ny0tbzlNTKaVcVWeclFedzKVLPFDwdjJvu43o77/pwgWjqNOTVzfejz4yGscrrmDPiuRklgysHjU3\n3sgWEW0ltUyp13SniAi7U4Beu9asDkQRVKsWbzt5Mnl/fukHeblyAXnvuHDokDmOTP7bfMf06eRU\nLGSXL78093PZshwPYGHtWnbM0n9J2bKsZAkl2iLcs6fxpl+yJLS/4Y52c9dx34DFqyUbJCVx6MXL\nT16gZ2GUaTrFBxBYGEq40FEZPhVy/rj2Wt75pZdC3i9vpKTwY6F9++y/1gU3HO9patDAf9zPwoWu\n8Yhdurh4/VkF1L/+4iGm+2P82DH2LtVDl6DzDYQLPah+/HGvq1esMMeQWaRdwPTuzQ3efTfHYffq\nxe/Ydeu8bz9jBlsL3RT8Phk2jNvv3Nks0+Gt48f73dUaKu5uhHZBxztGRnp4TK1fb4Y2LwyPNw90\nHbM2axY/fB56iPf99FNeX6WK5zt66VLTIW/H/3//R59EPOJxvQ2u/ifFli4twnfAB2oRvk+f9hxA\n1qvn3WvCmlRozhxetm4d0YsvuoYm2WzmBRgby3LDunVE773LQnF0kQxavDCFkpLYq+rYMc/fCpg9\ne4wrxTXXEKWmOjXiXrxUPdDhFNZYSu0hdPPNPnZKTyf64AMehHfpwi4A/fvz6EkP2K+4wutJtFqw\ndtw5xpm46C90dS4/jsqsmbjtNu7gmjW5m9Dov/+M1OnuJuXufh8IR46whkYPRAE2HQZxIcys8yIB\nRCWjU/yfmg0bzG+cOxdcP7WQ0qSJ87/UCtxatcIUYn3pkhFkPv3UZEeqUMFVcj571vlf3NXZaCTL\nRZ2nyy8n6tePjctPPWWUPYBXz6WcQZ+4MmU4SM0POpbZZdD6+uvm+tuwwffONpsJBL/xRl6m3akj\nI9mf1xH30R5rCfDjFpqSwr/boQMPnKzBskWK0Ivd/s/jZeShnP7iC7Pyiis8XRBOnHBVQOmpYkUe\nNDRp4lxWD/sIIPp4zGl6/31eXLeu31PpRD+WRj142rykv/zS1cIPZN3Spt0KgZwzN+7bx9ntgr2v\ng0Ffd+3ahaa9pUvNDamUM9HJnj2s9wBMXiLApw43y9Svz+1OmGBikj/4ILS/YeXsWXMsb71lPmuv\nr5DwzjtEAL0a84bLpVykiNcQyRzjgw/MbR80ffrwzg8+mOmmaWl+czwFhA6R1eO/UA83bLb8kZIk\n5GjrTqA3c0oKm7X1PrGx/EKcOpXef2QvATwUS09no6h1ONa6tWlGW1Yffjh8hxYU+pn31VdeV3/z\nDTnlwpCh3XwqVTLJGAHWcO7e7brt5s3mvejNVWXjRhbmddLM9HRjWbcmQXvwQV527bWZdq9XLzO0\n86lA1++f5s1dFicmmpynV1zhUFjocUSLFq4PW4A9AbXf+G23ef5OUpKR5H/5xXWd3U7UsSPNxy0e\nw5TKOE6xkZEifAd8oA7h22YzrlvFizvfYQQQrV7t+f/8/bdZH0ji7507LS5tqalEPXrQDlxGR1CD\nrzinn2gWSU01Pm3VqrGVk1i5Zh17+0PLV9ZE2JMm8bL69bPQp82bzUnykvZ4ymS2XpXHabJbruJU\nRFEpnOfnE4aQx1Vepgwn7hk/npNzdOrEN9Pq1eG1NMXHcxwSwKPDo0f5hWLN8PTMM4H1wWZjH3Gr\neadBAx64+4mR8cb9DZbwf1zVd3wUERnX7KzkOPjnH4//0upZ5P6MCgnz53PjERHsknb0qPnB5cvN\ndo4g4DWRVztXf4yH2DvBzT02JYWFcL3dn3+God/+OH3aaO1efz3TzfX7q08fy8KUFPO2KV+eA8M3\nbfJMYKXTHAPGhJOSYjTSt97qlEBG1JtPAHvzBERGBh366GdaUP1BWomrqCguEUDU/kobRUayQsbF\nzW/VKmPxvukmtnj7Ys4cTirYrBm7HOoHp93Orkjt29ONWEQA0RNRk6h/690ezy1/6LH8A/X/NA+3\n9HT2SOjSha+3YcOCvg9d0C5PSnlYdUPOd9+ZwUL16lyCIxw88AD/RiizYR46ZAL2ATox7TenIFyp\nEj9jdF6cQP/fQLAKwil6WH8AACAASURBVCtWmDwt990Xmva3bOFL1+pR74gQIoAFRB2CFrJQ5rQ0\npxYh6YEnXaI5bropRL+RRXRul7Jls7CzTgTTv7/fzQ4eNMn4n3giS90kInO96Sm7QzMr586xDrF4\ncTb01KvHOTIKPNbMul27BjdOW7DANRQPJjHw/XcYy2THjmYTa5ZwLbPVrRuC4eHp0+ylmNX4lOOW\nZIg+3LFffZVXt2+fjX66Y7V0uU89erhuq8MMAR6rWMdQyclENWua9WPGsDek/n7okNlWjzdjYjLJ\nbsq2Jm1nufJKH2E4+sU9ZIjLYv1aio7m5y4RsSnc/Tit/daTr5ISOpP2iy+6LncEqZ9BOSpfOo0i\nI4nmzLY7myuFiIIvfINrkY8HcBJAIoDfANTOQjsJsbGx9OGH5v+YPZvPszYavTjSzsLH9u3Ou1d7\nLbhn0w0IfXe5T36y62WKfsJERDiyozGffMKL69TJvAk9GLDmVfrjD9Nsltz+brmFG2jSxEPdO6QV\nlzW7DT/xm2j8eLaGxMc7FVe3X5/A/qGDBxvzhL+pQwcezYRCtWy3s5vCE0+wBk0PcN1GTLa0DNcM\nDMWK8ZO+d28WsNevN5Zau52VElqIB1jFOXlylv2gG5Y/QwDRGzUysdRpjZK1tEIw9OxpLiaHZKVj\nqkJqvdFoV6brrzfLnDel5aH43HNkB+jaUhsJIGrdPJ1scHgSeMniYbMZbXijRqF3Z/XLxIn8w6VL\n+xdAHWhj7LBhbit27PAYkFBEBEsoCQk8SND+1e7C0owZrvsVKUKz3ztKAIeSZ2bpsdn4neXu+FEN\nxyixfVfat+608dY+dco1SWOTJtkPrLXb6bEebPm+Ab9RLbC3w8ShWwJ6GD/8MHelN37gD+6j34wM\n2r+fb9FBg7J4fVy6ZCoV1KgRvmDiQ4c8XfM7dAiPElK7jHqNQcoGaWlE111HNijqXGy9c7ymPSKn\nTCHntZn87U+sILn1Vt+lp+Li2NR6yy18g1erxlLODTew//P+/fSnQ++iFN+GuiynM7wjG5w7Z6JK\natY0Sig9Fi1dmv+ec+c8jU7ZQiehUYpo2zaaPZs/Fi8e+tQkwWJ1LQ06XYD2eOre3e9m/fq53gbB\nJK3TnDnj+Vy7557g2/GF9i50n7JaPCAYMjJ4CNCvX2gVCgGhE2xGRPhNouaTU6fYsNGhAx2p3NZ5\n3v4ofye/78ikUYmJcc0HaTWU7dpFrG2bMCG45C+7drlajGNiWLsWrILWWr7Ex40QakWgR8MAx9vP\nnWu+W/O3uJcfsiqPdQZYb5N7TeO4OLPOSyUXd+bNMwb3evU4m70L2lXJkiNHJ191l1uIiN8RemXv\n3vwid89/40sxrj0urrnGdblOLtC6NZ08YafDh/lZruX6GBQtFML3CwAOAmgMoCSAyQC2AogIsp2E\nUqVinSG8995rzrO2Gl9XwlJst0oVov/9jwaXmcf/aSf/bqMenDvnmszn6FEjCRQtmjWrxb59JgbZ\nbWCk6/gq5T9+JCHBexUZaxI2v/WjffHPP6Zha23YNWuoAfYQQPR2q289OqeVaSVLuinNjhxhQfWO\nO9gy1rcvv5x1oL6e6tTh87tqVfAPyAMHOD7AW0m2EiWcvon//stuLkoRtWppp0/bf00X4KMWd0wM\na2p0NhA9DR8e0MB80yY+bGvNYiK2oOim1pTs7n/Q/cgjvKE3V5tA2L3bWC87dyb65hv6YXqS8/qy\nKj1Dgg6MHDPGLNNm644dzbKOHeln9HCeh99+I5MBcfRor01v3Wp0Kdbmw4628nlI097RJS2eecbL\nyu3bWTFhVQoB7NmgPSqioz2FlIwM1xfsCy/QoUPmq1N77AWbzXceizmwlJF67jl++en4acCYMkOA\nu/4AINqMFixgZSLRaN3nVVjJCj0v2gatZ3J71wfH/v1GMHZPux4qdOmuatVckg66Fn0OEbrEgXt9\nVQd79vDA/q23siD7b91Kv+BmZ/etwsGZM+YS749ZdCMWUX/MosOV2rr6GF+8yINKq6+6Y9qL+nQC\nlZzv2TduWkqAyanz00/mMZ0VvW1KCkcpjB3rWUVp6hfpRGPH0tslxxBA1KLUvtAHE+/ZY+55y7W2\nbx+PgXMba5UBn+UHiWUsj2tHu4360YxYnez0FIi3n8ZuZ7liwADzmtf5NipWDG4IsXYtKye9Peq0\nslq/hnVy2bZtw+u0l5ho7CB68uKMGB5SUpwlUWno0Gw3pz2oy+M0pSPSxcz955+eYyS73eT0nNDf\nbSwfSFLMs2eNS4X7FGAFECfvvcf7NWnicxM97MwkV3HwXLjA/Z0+3cQ+6DhbXRLs0iVP7dNjj5k2\n9IuxUye+WbQsA3h34dECc4DnafZs88qMieHh3p49xO9ol0yp7ESg7Q/XXeflHk1OZs3trFnmob59\nu+ux+Rp763dpsWLGKJaebkIG3I5HhxYXQQkqDML3IQAPWb6XAZAKoIvbdgmZTKRUrFNeO3+e2Gr0\n6ac0u/nr/CDGRbJBufxpl2EHAURvRo7kun2B8sYb5JQqtXno3DmjOunbN/C2NNrqWqOGhzXNKpz5\nUzjqwUdUlKu7qM1mboYsa0vvuosbqFmTR1JHjtDx6m2M0LjU07R04oTpt46p94vdzq7IVm2Xnho0\nyDzGyG7nm1pLO9bpiitYGF+40Hl+09LMc8U6VamQRpveXcIjsUGDTOZ396lxY68ZG71hrWAE8OnU\nSlMthBRHIqWhiP/auVrrF0gCAF/o9NuOKa1eY6paKZ0A35ls7Xb2gB42jC9/92pWXklPNwol64Wn\nE4gVKeJM1nWpSElnDHC3bo5BzIgRvJ01AYgb+rwWLeqRuDs8nD9vXiABlq/Ssrov7ygi4hdLfLxr\nMjOAB+Pffed9n7/+Ysv4nXcSJSeT3W5SGcyY4funtOEe4P/z4kW+bZYtI/6fSpTwvNbLlGFNcgiz\nf1uV6gBR81L7TehKdDR7RvgoY/XJx+wm1gi7vA4KEhNddQbuyu+gsFojQ12n2FpCZvp0XqazgIbS\nNZyIbyqdT8TLqN1mc634kZX47MHV/iCA6NrSnu6Yd3Q75/UxqmCjWjVtNGnIRtcBcrlyrCX68EOa\nNnwVAUSx0Um0qzIH/N+B7wkguqfSQqKZM2nPtlTnrllJeDp0qPfHPEB0Y1ke8D+ITwgg6oUf+aHj\nLZ4tK6SnG6tcjRrhjfvPIklJ5nz4Omwd4nbddW7eJrq0Rr16PtvXQvPll/PlCfCj1hF9lylWz0eA\nQ/CsYVXuAh0RewW2b+9aYWTNGvMIrlrV9RGUkmLGUrNm8TKrR0C4vBP27nVN8KcVWc2a5VA+SD1m\nKFLEv+YlQLSt6v6WDtfiihUzdU/SQ+SWarNLiKM1id+6dfyenTXL7brRCv8SJXj8cfiwidH0UW/a\nJ/pB4eP5bK3m6JI4NVxoTXStWvwQt7oJaPdz7a9/6pS5ePS4IimJ86X88Yf39nVFpCAMPps2Gac9\nPdWpmU43YSGNwWha/e0hWrDA2A/KlAks9NeJTovuwzBDRK4DDK3IXrzYLHOzNJkIvwKe7RxALAAC\n0M5t+XYAj7sty1T4BmKpOBJp8+UDWaPjuMB2oZF5Ic/fyoOdSZPo3L1POpcvQ5fALyy73bhOu7vu\n6UyyERHBmRATEozG20sxQ7vdKKf8CbHavdVb9QM9qHLkwwme/fuNNaJ0aaKoKJqL2wkgiilq8/nc\n1HJwsWK+H0R2OyvGW7Zk62B6OnF8y8sv80LrHdy/Pz80Pv6Y1w8fzsL6lVe6ljvSb87nn/fi+8Jo\noTcigscGQ4aYQ4yN5YGEUw/y338smMyYwX/Ctm0Bq9KtiRet4eG9evGxakVkTzj8b/wN6DKxXAXM\nrFkmNhagyaWecvbrxx9dN7XbTf16PUVE8DvP7ymwChbW0fC5c0aA/f13oqVLaSxGEUAUFWU3pTl+\n/JGcgpgPl4/ERKP4vf76HBiI/Por/1hkZEAu50RZqLLzzz+cfn7mzKDrF2lB3xovZ+XMGeM9fs89\nPs7X3r2sBu7UiW+KadPClunpqadYn/fYYw65fsECV2VXxYos/LpZtudO/I9f2jjrte6pe3W74sWz\nEcWSnm5Gvk2ahDbGQfvP169vbqapU3lZyZKhTed/7pw5IV6S/OnwJD255Chw4+BBfhS7V+CoWzWZ\nAKIJeMI1C6/dTic69qJbMY8aRR+gvr3TqXjRdA8hdz5uMe6gDg1yWpprksWh96QRPfII1cZBAogm\nggeYaZVrUKTK4MfKK6tcLSJxcRy/df/9rHEaPZo1d4MHEw0fTmff/JwiI1mhU7oUJ1KtW+oUfVjt\nTR6z4yKlI5Juqs0K+6diHX70l18emvAo7TMPZM3XOofQORq9GcjOnnUtdlCyJJ+eqVPJuMf6CBg/\ndMgY66ZOZcV0yWL8X04dGViR+KZNXa+llStd3UndX5l2O8skevutW3mZDhXVk/Uat1bq00ml7HYz\nTHnggYC6GhQLFxp9aEQED32suQcC8AbOHmlp5plsdSvNIjabOZ7vP483Y4FMks6s/uG485i7lVhD\nPepso0GYRksq9CVbhp0mTDAOmgCLAM89R5R01lK/2pqj5dQpo6H1kTjNK506kT/BT0ePVq6cQ3mF\nrbHgq1aZ90eFCq7uJNu28SBEj+EDTcOuY4bKlw9qgHXxIkehegvTtk5FigRsw3IlkLpzOjRUx1Tq\n3BNegvHPndO66YIvfNd0CN8N3ZavBjAqyLYSIlCKlqOz679aujSl97mToovwQ9xapsC4ctvpIkrw\nXRuIb9fWraZ9d1VqWpoRAIPxg9U3RPHiztgXd/QLYexY703s3OndM1yjBfNsxT798IOLOemxmM8J\n8GuYpAMHjFuWr0RQ1pxSACvrXPj3X1PaIZCpc2c222Ty5NPuY7ffbpbt2MEPTd1U1aqu3gYZGfxA\n6dvXNV+YP3QWyPbtuUs6WTXgOmD4LtYRH+0rb0BGhrEkhypt8Nq1ROXKkQ2Kro1c7hg02WnrVl59\n/LhrHF6LFq7nZ/BgP2NPHVtUqpSnlK6FmZEj6Z9HPneWyXruOcs2Z86YH/JTP8haicufxTckaFN7\nhw4B71KlSg71jfj+BnwnttLlgmJjA69AkuMkJfHAxhoHffXVLh4hK0YudK5KveSpAdLRGfrZA2Qx\n5EazebORDryVycsKCQlmFDphgllu1diHsraUNeGil3S01hw9euzmbayVkWFC4fV4j8hVtl+Jq1w9\nwKzlMx0xesuXEzWuGE+3Yy61xN8EEF1W8ghl7HU1W1stiwAL4idPmu9rrxvp/G90GNRHeJiXlSvH\nD3HHy/EQatEf6EaX4OrW/i3uJICoqEqhxJjydByVKRVRdBTVnZtteGuxM6fKxOcsiSP91TINhP37\njTUq1LH4IUYrEr2FceiqDt6mn8dt0QMurxrbV17h1VWqOELULlygW6L4Hh8aNc3nuEhj1fO2aWOS\nOBOZSpfu9pU9e1z7eN99fGnq77q2esuWZh9tcHPP+K6rNYS6nN7eveaVX726q15GG1SCyQA+eTKX\n4HZXmmVksJ61cmUvHlo6fjAiIiTuZR5hkLoM3eDBfvez9+hJwzDZ6/VVNNrm8nywOm/VrZxIv6O7\nSfpqRQ9ugjG+6bBDXQLLbbW+R3L0VtYJg0eNMmOUa6/lDmkT9PPPm4x2wShRrML9rsAUYVZsNn5H\nfDp0Az2Ej6lhxF5nc127hrkUoDUm/uefTQkOH8ar774jiogo+MK3tny3dVvuYfkOoK2E2JhibCl6\n/XWutTN3rlOzo6/Lt94yJ1mXzWhQ3+KKF0iyNO3i4SvtonZvadUq87aIuA3dQT+xNHffzZv06+d9\nvc5rpZP+ujN2LK/XcUkbN2bRs23fPqKJE8k+9weqW5sfeL4UAhrtQhYd7Zkw0W53dXX0KUTZ7Wy5\nqFOHJYdGjVjI7tuXzWavv85lkPyVbbJw5oxRuLrLsQcO8PnUVvAmTbjfdrvxvgd4vY9kly6/o8fs\n2k2NiC9R6/F26kSUcfU1/MU9O6PGGnQXSh/r7duJatSgk6hINXDEIZzZ6ZZbXEMvBw7kays11Rjs\nAFbseE2E+eKLvMFVV3mue/ppIoCSr7yGrihxkO/F0ic9jck6OVsmAo+O0axQwXcOp5Cg8xK88ELA\nu+jBU1iyybvx2mv8W+55U+x2VqRoedavC3xeIS7OJEcB2IzmiA/e1W+0c7G3in46nOS118xYSXt1\nZxktXWQ1r4c72k+2eHHPh7F+J4SyLrKusRoV5VUA0nGKWlhxDo7d0HmX9HT//bx82TKz7AJK8gP2\nwAFWpugB4K23eja4Zw/98+lqUootz5984rpav3KtYQT6Oo+MdLzmjxwhevFFuil2DQFEIyLcfJAB\nWlziFioaYVzTS0Um0tOX/0p0xx10Z/RcAoh6wKHJK12aQ3zGjqVKZVKcwwN9Ly9YQMZ3NrsxsDrY\nsGbNLGQyy1luvpm8Cnx795r/56WX+D8bMoRvWYCoQpl0OgaHJsyZydGgdbHOvBiffUZv4Hl+/2K7\nqzTtBavnrfuwTFdHLFvW9bLXyb2s7/PWrckpt6xZY9ZpO4v2LHLPxH78uBlPzJ8fwIkMEO1qXbOm\nZ0VLHQ1TrlymiaiJyFX3BpikxESmNJaenNE16enOqhy2AXeFJOekVnBERjr6rY1PZcv61uQ7tCt2\ngGY8to46diS67TY7dYja4NLv/v35eZCczNeE9ZnRq/wK+vlnN2cirVgoVSowLyOrYtRLHIPVIyGz\nsWFIsYbo6dBEnTfCW3LoYLID2u3G5SU7FgRLsuBTp8KXv9QFR1kxl2NXym8Z4NjYAi58E5GO+X7Q\n8j0WQIp7zHcA7TjrfHvDm9VXP9Ruv51MjHEgZmE9+H7qKe/rV6wwf3IggbGrV5vt16/3uZnOeF6q\nlKcH6KlTRkjy4rVOREYBVKIEP6D0Q9tfYiZ//Puv32eQC8eO+d7WGp6yZo1Jxlu8ODmtr+FAv3jd\nqzBY2bDBvFBnz/Z8QQFszfbniWP9HauXj93OzhGNG7OVMj6ezEXpK2eATgtZtGjo/ZkcJu4taE6V\ncMLlGCtUYM8j63Ha7TxQ0tt07erlctcvAW/FuBctogsoSbeCkx4WQRqtH7PQczudMdFbLIWFY8eM\nkBURwd7KHTvyez1Q76pMsbrLB2jtSkkx5yjU4cLe0GOJGjXMsnPnXF0pY2N9hlLnTebONaOoFi2I\nLl2i+Ms6OY/n779dN7cmc920yYRQ+3pkB0xSkvGh69Ure23ZbKbUnLfax9p60bQpm4iXL8++e/NX\nX3lcHMnJrO23DsxXrTLeLe6C8H//uboWAxyFRWSEnJo17SY5U9++7MUAeE8caEErmKOiXB1dtIz7\n+OOeOTratHFt47HHePnNN6SzH/333xN98w2lLlpMderYXfbV08SJRCVK8LrJ/f9iKdsyMuzscKiz\nxoRv3Uom7bWfOOZM2b/faGc//zzr7eQQOmm5Uq56bq38rFXLdXxy+LDJGn8dFnPeHTfFVXKyMfw7\ncwzecgstQxfn+Y4f4nbzLl7MEvDChZSRYXQ7OueUFavO2jre0R5oTZoYg5ie5s/nd5y2fj/wgKvC\nfqGXV9U11/A6D889dzZuZEtrhw6804ABXi2KqanmnTZpkmczcXGmP888k7kwo3U8eqpWzfxX2pNa\nT717O3ZyvFB2oAnVrsaKqxtuCM66P3MmG7V1WiVt+GrUyLHBgQPmh90f5hrtLmwNzyEiuvlm2obL\naXq3qV4tqDt30v+zd97hUVRrHP4dEkIn9CoIiNJUEGkCShErKmLliigiCldRsYuVi4pYEEWvvSHq\ntSKCYsGGCIiKIF16b6EkIYHUPfePb8+eM7Mz2ze7Sb73efbZ2dkpZ9qZ83V5es1llmOrXZt0m82a\nSdmgXpG8Fc9Rrp2ffgp+MKYbjkMolgqP7tChhGLxFWaInnL3UsLA7t3awAiQhincxqmXaDTmfDWW\ni0tZnQBs3Wp9cQSpd1lehO/7AGwEcAKAagBeiTTbeSDhW2nJzRe1kqHHj5c6gdqJJwa8KDI7O3iy\npaIi/bZ57bXA25NSawaCPBD79+vxp5kcREodY1KrlnsYqumWZX5OPjn0MV1xMSkHMzJ0ropWrYI/\nx6bizB6zrrS3LVrQcvv36xdpnTo0MIxHJ6Y6yWC1UwcP9g4c+umX66BB1tgvoyqcHyqrdEg1WlVq\nVrcyYipj7EknhbCxCHnuObkBreQQfCAv6HlAvvaae2iNx6PvPTUgO+EEMnT36yflhZW/k1fjXTmk\nyzo5bBgJwsuW0TvrvWlFsmmFnb51p2CsoyusL4tgqkMiunXrqCPt21fKN96Qv873yHr1/O/xY46h\nQdldd5GgUKcOKXnMMJSQUDXLU1NDizeSVvfYcHI6RopZBUWNUcxwUsDm2l9a+PprLaTcfLMshpAp\noJhhM0+MjtuiMUhxsTYKBKlyFBqmZB9NbK6yQgPOOSnsvtaqs43GnKIe1q5dfbPs2ZMBGsSrBOw1\na1oFFuWlWa+eTn8AkCCgHF3OOENqQd/8jBsXsHmZmTqlRXo69aumwDN7tr9rvD3vpEr4dfzx9Pv7\n73VOCIBuoRkzaD31mlaf1FTnFAtK6Fb6BMCrvFq0yHoCIkHV42zePDTzZYJR4XoAXZfffyenAxXy\n9v77/uvMnKnXeQ0j/bzTvGV3JeDt4gsKpKxeXeaiiu8Z/+p440Lban3Nvm2u76eTQ5jH0AWZ2aeV\nU83gwdYcpK1b6zGRck5JS9PyX/Xqzt2/MjAql/S5c2l81by54ea9aZO/9gqgm9QmPc+Zo9+rdqu3\nQhkrgMCZ4Xft0uPHceO0sebxx6238Q036H1uXJPvC4o/v8lfluaGGiJtjpNat6b+ePRo+u1zggkU\nmC8ladZV4+3pw1UclVtGTY9HFqfXlh9giDyzwy5LTLj5GY2XQissrxIF1a/v99fmzTpRXyhD/5iS\nkeF/UKYG8/336RzWqBFZKJOytASKMQ2GGkw7GWPizb595LbTv7/7w+SlvAjfFQA8AWAfgFwA3wJo\nEcF2Agrfyu25alV6+AsLtfvljBlS+8FUqBA4sZC5XCA1oxq5OGVDzM4mzfq995IwpQaU9jq1Diit\nfnq6NXm0SvYRKAF2UZG1pLCZBMEpfPiXX0gnMXIkaTonT3ZO+h1q3i/lVmbmu5BSOx2Y4T5LlkiL\nEHXuuVbr5fff03YiCD+RUlrLVgRrvznAVB+lnVfa4vPPd19fac5DqtKgtJdVqzprHJTG4MorQ9hY\nhBQXazOpWZs7AB9/LB2F3lA+lXBUvoCbyUruRG6ulqZeeUXPX7dOp/ZWn6FDZebePDlrFr1rrr/e\n6nbm9Hn7hgVkcuvWjS5W+/bkN+nkgqakuN69Qz6d//yj9xXA0ylmmBZMFd6mDKwAKc0cvD5LB7aS\nAQ2w12/Ab+aPUM+pssg2ahR482vXhnBuPB7SLgHhaS7tKKnXLRGGx6NjIc1P/fqRpfKWUkuu3lGv\nk3zfsiUtqgb+ABkNjh615lZ45x2yfqnB5uzZOlv18OHe9ptVKzp0CMmleutWnSPB/FStSu8Ae39s\nLwRgurSuXm1NcAlYndsOHNBWbcDZAUFKrRNVn7p1vX/k5+sTEElZuJdf1hsN4ladLHg81D2qZl9+\nuQ5pa9DA3XN36FDyLKiPvTJzpjV/h6rcdNxx3hm/6VJSpzanZ/zBlIn0rCllrPEZmPK1BAIr19S4\n34wQMAuHFBdTuOyAAdYY1Nxca7I/wL3ioF0hbxatALz2mlGj9HP8n/9Q+JVacOJEy/aU0ieQ09fG\njTpCBXCPhlGKsXr16Jjs1VfUI1pQoMeGt/Wn/EYHRF2Zmmr1GgmUjNFEGUzVZ9EibcS4915jQeX2\n4uRRpNwtGjTwH5+rJMd16jiPmcwA8xUr5I4dZASYPJkSfCtFACDlV6kX0UmfPNm9r1LuEjaXm0OH\n9HiwceMERY/Ya3vbywQcOBC5G6BSOlev7h+yVFxMSRuOO47Cbd3q3ymLp+0+TzbKhfAdq08w4Xvt\nWmvnZLo6b9kirTWx3NxepNRvnc6d3ZeRUo/20tO1e/DSpdSxqKAx83PSSSFpvXfvtgo5b70VXlkD\n8yWXkUGaUsDfKquSJQb6pKTQQCZU72fl6m7meSgu1u5eb75pXX7rVuvY7eqrqW9VL3rVFweqyuWG\nKaA4JEq2UFBgtZCY8VVKVgakztBtkJ2tLQIB8oVpTF9+J0ntlFPov3gXtTZHuIFq2xnk5dExTp1K\nniYPDtsix+JZORxvyZHX5svLLvNPRn/ZpcVy893/pTdgoHoyKgi1XTsagHk8OgFf3brW0nKnn27Z\n1saNFKrbpQudvgdvy5JvXfaVPLXGWglIWRlH5N84yf8GHzTI/yWjRjmBylvYWLxYbzJEY3lUmArw\nZcusfV9cE5uUBAcOWKxGHdIpP4GZ/Ekp6E1DiHkN3PoLZeGqVy+EdAp//KE3GImJY+9erXQ1XIGK\ni23jxyNHyJVh/Xq6mErZ1L9/ZO5Al11G648aJT0ePQi23/aKH37Q7sBjxmghpF8/vXulVH3kEV0p\ny5cDJDeXJJoxY5y9WlxYu9Y/4/Tw4XqTShfnlJ/UfB+qRLcAKeHq1vX3ei8uJjfYBx90fz4/+sja\nFsu4W5nqn3oq5OOTR4+SNKReDhddVMI+qtGjxgjqvALOLt+KnTuplCYg5b/P3mA5XOVNcdVV3hkq\nBrhZM3nTUCpPdw6+Jk2mcmPwWrA21+siBSj3jL1Kh4lKlGbmwlDpRJ55JvCxzpmjh23durknqjTd\n51V1mubNdVLVfr3z9YbMTsub/8RMj11crJVQZi5GJ8xxlFN3lJOjxzCqCsbBg/7jGvWqV44FVZEr\nt6OpfLPXmxKgkEX1nxnW5IY5nFGfceN0P2JJsaTGzHXqWN+7eXl60Os07jGzeTt5nyiNYVqao2ao\nuFjKPr0K6PRjkYYcbwAAIABJREFUt9wH777caq4q5YmRpXf1ahqaqGbEKhdu2KjETwDd3LHErNln\nH+yqbInqU6GCcwp+FcsUdfKV+MLCdzgHGkT4tpcbVn1706bed57Howd1gWp5nUH1RYO6p2w3MqEu\nWECaIDNzb1qaVi926BBW8p41a/Qgp3ZtnbG7QYPQjDCbN+t4HeUOJowwrJwc3dc1bUrbV02tVo2E\n5EWLwq88pPQWptHQ7JzdBrym1UElQzE/oXgK2VHe282ahTbmUaHYALmeKYqKdJIiJ6uJaVkKydp4\n5Ii7tO4YGBcniou1FjXS9PiqmLTPnEHnetMm8qoIYyxOgoc6kU8+abV+zJqla9WZI4krryTPk2uv\npZt28mQS2L0+rIeQLltiowSkbFNtmzz80JMU4KrSZANWF7d9+/T8UGLDvJhu4CUxvvZ4tCFlzhzd\n1zVqFHJlvORGWToaN5Z9u+dKgAQnxZln+vcLOTmBlWBHjuiwGCDERLAqrXyDBhYvqG++oT6hUycS\n+h1RQY/p6T4TyYQJdI906RIgVYipFDOzJXkpLqbbt0sXl8zuymI/frylFJuZRNKe19Du5p2ebq2i\nqcaiAwdqz6pYjK08Hnr8KlSgU2wa+2fMICHITGCpKCqyJolUck5+fuRZqE3lDWBzaFOSY5BMzT4W\nLLBaqHr2DLlkYTKRleVvR3BSQJs8Wnuyb9nBg7UiRMnTPnlUxWpdcol85y0SrGvjgPTccqvemdft\nbdxFKyUgZRPskIUz3OsVqZw3yvtRSh1PbfeecGLv3tCqiyrjnvq8+aY1wmQl2vviAwsK6NVWuNGw\nznpjaJYs0bP++Sd4+1TMvZPMqEIxKle2Jvv+8ktSnLRqZQ2JysqSsmGVLAlIOSTlY3lOHyofeOWV\n1oRiwTy5lFX5+OO1fsH0njQrEVoC883EQCrZUUqKL9mmhSNHdFyKUxjQY4/Rf2bKehubN+vygqdU\nWyv/Qifa5vbtsrCQwipmzKCx6MOt35Nj8ay88oQlcvRo8pRQu69YMcFy5bRp+hyGkRA2JNySru3c\nqd0LL7lE9232vEVm8ptAcZpJAAvf4RxoEOFbSmuMt4pXttwfSoXvlgb46FH9VndzqzBRaT6VwASQ\nT9/06Vpdf/BgRCPivXv9X3zBMo47UVioY6FUHOj779PvSpV0aERODjV7/frw96FQiaBM109TMHAT\nTDwea/ZdgLyDVRx/9eraxScnh9y7X3ghsJVRJfBxczO0s3AhDd4rVfKP21UWsypV/OMFlfzZokVo\n+5FS6pGIPfmOmXo1kJU4Vqjajqmp4dWsVyifOV/mligxsx2pz3nnWW+cTz5xjqezf+rVk3LUKPnH\nMz/LihXJnU55Vkgp9eCvShU98lHZ9gJl6HNAeWvVqxeb0xAKKmfCm2/qQ4nVZUgKdu+WMj/fNOT6\nULlm7J40Kt+KU4kke31ru/HFCc/2HfK1tJvkODwuD9w6XkpJroemZ1KDBi5WMqU99aYJNyu5AORg\n4dp/DRpEC514ol+naVbzcnQL9WoK9zw1zdfvn3kmdSfKmmz3nsrI0OOpWrX8wwVVN2GW9lmwIPC5\nC4edO8OXTVUYFkDdQbTJBc28DYCRkVtKnVDBiKN3xOMhC5HSAqWkkEY6ybObB0JFQalxdzDyO3WT\nV+E93zpCWLfhU1YpU/HEiZZcNevhfYi9GvycHCnr1qX++xE8Qtp0l3BAM/xn/Xq6J9TvWNbJNpVV\nqan0/BcXS3l8axLubsQrUt57r/R4tMDcs6eUR7r3pR9ev3g1rjj22NCUtmo85OSUqbqbkSP9/yso\ncDDaLF4s38Zwv9fmjBmkxFKyViAL7/79OuTj+eetJdwAhwhPj0ePfVRSo/37tUl/xAj3nbVuTcvY\n48Gl1CGgQZRjH32khWiAwiMa1jziGiNu/7RsWTIJVQOSnU0308kn+5dUiwUqhsDUbKtBropnUB4M\nNWtaPQ02btQnKxaVQuIIC9/hHGgIwrcpCyjt23PPGQuogDW3h9Q0Y4Yi/Iwda306e/WKqdBkyiKX\nXx65VUuNHerVI+WUcg+PdUJCM6mKGkxdcAH99rmbuVBYSLHZqak0Zvn2WzqVZiIeKXU/q8amTol1\nMzL0euEYkJcudY4xz87W8p5dAaIs5mEJPgMG0Ep33mmdr97GYUnyUZCXpyUZt+zrgVDaLuXnFi25\nudYY2GrVnN0ldu4k37hrryXtyjnn0AVq25ae8ZkzLSEe6rRaBLasLC3Bdu9OLxGVGCnMLNcqrFMl\ngCoJVDmcCRO0p3ypKC0WJiphkrJEHjmir+W8edZlL75Yug5AVfyjsoQBwSstqDwigJTdxW8yd+Um\nS/yg+vhVCjNL1cydK6Uky719vYsvdgnpMU1i3nrZ9mMEHELzPB4pq1SRRagge7Q5IAEaHKs+cvVq\n0u85kZdHArWTXGOGcKlPpLnHYoXpLWXvRiPB47HGjr/4ovHnJ5/oEx5ISlJ+zwDFvwQrEVIKOHyY\nXKKffjpEBUm/ftIDyHcv+sQvrr9qVe9YPSdHv6C/+04WF0tZq+Jh6sNwv/wCF8qXh86Xl1+u3Zcr\npRXLPWle97yzz3Z8cIqKtMFi5kzyDFH7jmUuDmW8AKzhfFOHLJCAlFWQK/ev2GWxIANSju7pjYVr\n0EBKj8enNHVKG+SECoGrUsX63O/Zo/U93u4mOKedJoshZI+qOkt4w4ZalurWjeaZHkcm27bpXAq1\nalG/kZtrzb/Srp3Diiod+7nnkjlaxY2kpwcWJlV8oqmFVbRpIy0CfQB++EEvbv+kpUnZubNH9qnw\nizwfX8rr+m+WgwaRJ+TMmbGt7Z60qBelmXRN1R5UHpLm+83U5Jp1KJP8ZLHwHc6BhiB8KwWNaTG2\nVPZSL8eePZ03oFwFDTfagKxapc0J110X8xvun3+on+7WLTrN/s6dOvxwxgw9AI11tkYzrL5hQzrd\nypEgVFedTZusSjMVs3jjjdYwTPWpVcu/7Pebb0qf7BarElSqTzIHs1Lql9T48WFsTBXQvvBC63yV\nFT8SQThSzNpq4QQymZmYZrm7AobN0aNkWujbN7pM0wYej07GU6WKkXj6++/1sXftqj1Y3n47rO2r\n/Cz2utvxRCmhrr5aP9tuxRlKM6rLVgmJVq7Ul8w+oFbVrrp31/MKC3UiIoDy+qi8BE6lfUyUe7v6\nNKm83zc9ebIOg6te3Sa0vvqq9A0ovaNZZZm66y7tIgrQuMYxXEV1fFdc4Zt19KjV+gzYdFOZmVIC\nch5O9/0fi0czP9/q5l2lSuLDlw8eJPm2XbvYGYDMpIUWpa2ZQMQti66Zieuaa0KrJ1wWUR3tmDGy\noED/BIxcA0ayNeVKdm2npY4CkfqMHSut2fUtmbw0Kjx/8mQdwVGxYvQV/ExyckjPm5JiKABnz5bZ\nVRvKmsj09cumxV99PoQ3hGH1atmxI02GqjQ1LftXXEEW8N9+06elRo0Qk+kbqc//eOVPn+Bu9odq\niOJUwaWwUPraDlgNXMquoIbEfpiuO+bHyV3JZNw46ScUSkkSfyCXdAc8HimX3fSqfAfXyPdaPCB/\n+IEUk0ePSnJjUG0q9QlUIsBMuqYeGhVrZKa/VwHw5s2rwsUaNizZNkcAC9/hHGgIwrf5/lODBMs7\nUGUQadLEeQOqtww1zaOUNOqKxlc7CLGK4VQGRTMzZbD4rXDxeKxZOdWnUaPIE1GZyT9U/q2OHela\nq9wODRpYB6FKUWeMW6MmM5Pi4wGyOhYU0LVRg+FPPw1jY0rJ07atnldcrDs5t0Lu8cDj0TdFenoI\nmai8mAOosIK7E8OhQ9obpm1bw4pjZvcDaAQeppuoUsycfXbs2+3GHXdIn/JJNb0kIhVKGqVQbd+e\nfqtKcJUr+/eNKmmWaRFWcrD6zJunQ3iHDnXfrylw9m23x7KNs8+mccnBgzrNhyWCRHVAQ4ZIKUlP\nZXfjVIoCgDzF/SzJKravUiW57s8sOXas7u/MjyV9iTfz3gQ8KAFdDikWKCWjeS3KGqZFbNs244/c\nXOsNZMfj0dnjunQpFeXE4oaybF59tZSSFCOdOlGf63u1KIWvUcpp68y/ZGusk4CUFUSxbNiQbCCt\nWtFj5HNfVtkWATJj2lAFBm6+WYe8qRr1sSQnxwg3MUzhd4hn/Z7Rhx/WQmmjCntkAVLl0edeCTu9\nS0GBNcIRkPK007SCI+Rhq+oAvaVvv/2WDsFUqCmBvl49f0Xb3Ll6/y++aP1/1iz9n2MC2vx8az0/\ngA4gmHbELeP5779H9gJ082Yxk7uVxRdqMMyka6tXWy1qpjJCJQIxyw8oK0SXLiXf7jBh4TucAw1B\n+D50yPpM+5VvUAUshXB+QSp1nr1WVhng6aet56ZatdhqgxWrVpGrqPJIrl07ujgZ09KlPsqas2aN\nzubZuDHFk2Vl6YGuQ76iqDBjmu6/3xriElZJNFMlr9znTOtKpPXVImXXLj2yb96c3MGCocx+oXqJ\nJAGLF2tjvSXH3AcfkFvbzTc7J3wJgqqbGs/qcHaU/kZ9mjUruX2XJP/7n7SM01U1BycB0IwdVcm7\n7DVyi4p0X9imjft+Tc/vHds98seu98h/47/ymYr3yaNLtdZS5WTzjTcOH9ZSuzdbmKmnMg2n06bp\nRf0ioQ4flrJqVZmN6rJxrVzLtR40SJe8uf9+Y52ffpISkEMxXQLuyXwjQVnCgNiHKyULSiFSv76D\nZV9lJH39df8VzRdDLIPhSyO3307nwe7VZaJOtM0DsWDyVLns/HFy/+oArgyFhSRxAhR3ZnM/V5Ui\nzztPKyjjqhQ1k+p07Ch3fzLfkmuvUiVS5GzZouf9jDPkor73+X6H47nh5jIN2DKLu7FunbYUByh9\nt3y53u6WLXSYEydSuK8qh2t6GJnMm+fLKee+8REj6CUWalZfM/Zl+3Y9XyWkaNw4tO0ozPGWqflU\nGYqTwb0nEZhJ16ZP15qWChWsbqSq3me1atrCqWLESkHyGRa+wznQEIRvKXU+B4A8VSyY2RbtCQHy\n8kou03QCMDtTIKwyxhGzY0f0uWY8Hp3XTilUzD5x8WLdV1SsqGPM09ICl2mPlHvu0dtX/X6lSqGX\nY5NSWmvlqOxuzz5Lv33p+UuYRYt0CEXLltYXnJ38fB0rHqj2TBJiCq2jRpGQtmNHdMmIVVKwUJP7\nxQIzHhkIO0y91GC++4uL9djezR1SCbNffEGPkVLOvfKKfqy8MqoE3PsIZTH3JYrcv1/nCOjd27cx\nM03I0qVSW1RSU31JN195RboqSNR/qakO1u9Bg+RUjPFtv3176iby8nSWYYuM4x0Q9Uj9XQKxS8Ug\npdXj15KMrAyRnU1WSnsYk5RSxyA49XcqBsTuElseUQlmAp0LlXRG1ZYLlyVLdJDzyy9b/lKeMm3a\naIuwU5hwzDDLyXjj0TweElhfftmaY0HlmBuPh+XUqvdKIPz0Lsqyb/9UquSfDNYR5d3ZokXA0IjC\nQu3V9+KL2ovA/Dz6aHhtj4qCAp2UwSyBoLLfOb0QAmF6s5iZudUAwTFgvZyg4vDHjtXj0hNOsC6z\nY4c+fyqlvRp833prybc5TGIhfFcAY6FdOz19xhm2P485BhCCprdts/63ejVQVETTp5wSt/Ylig4d\ngLp19e/OneO/z6ZNgcqVo9uGEMDrrwONGwMnngi8+aa+hADQrRuwcCHQti1QWAh8+SXNHzAAqFkz\nun078cgjQJ06QEEB8O9/07x27YDU1DA2cuyxQO3aNL10KX3PmUPfAwZYD7Ck6NED+PproGpVYPNm\noH9/YOdO/+U8HjoJu3YBKSnAzTeXfFuj4NZbgSuuoOlXXwVataJuoU4d4L77gJUrgQceAF56iQ41\nFA4dom91SUuC9u2tv0vieU4E9evTt8dD53nvXvrdqJH/sqmpuv9fsQLYuFFfmzPO0I+Vea7++st5\nv3/8Qd9du3rXq1uXOh8A+PVX3/Paqxf1PQDw2msAPvuMfgwYAKSnAwD++Ydmme8mxbXXAvXq0avn\njTdsf15wAT7FZQCA66/zYNUq4PbbgUqVgJNOokWWLwc+/5za2WrMefgHJ2ATWgEAjjvO+dgioXt3\nPT1gQOy2m0zUqAH85z9Aly4Ofx5/PH2vW2edn5UFzJxJ0zfcENf2lQq89zwyM92XWb+evk84IbJ9\ndO4MDB9O0088ocdtoP4coFfYqlU0rS5dXJg9m7779fM9cELQK370aOC00/SiffrQ9zz0we9HOgCg\n8Us4mMfyr3/R72bNgMmTreM7RxYsAN57j6bvvx+oWNF10dRUYMgQmn72Wd2tmZxzTnhtj4qKFYGe\nPWn6l1/0/OXL6fvkk8PbXtWqQJMmNL15s56/dSt9H3tsZO0sC5x6Kn3/+ScNiAD9wlE0bapfMPPm\n0bc6d82bx7+NSQAL3zYuvpi+W7Qg+cFCpUp61GYXvlVPXa8eSXpljAoVaKCoCLfTTyQ9e5Kst2IF\n0Lq1///t2wOLF1v7ByVgxZqqVYGRI2lavfN79w5zI0IAnTrR9NKlwP79wE8/0e/Bg2PSzojo3ZsG\nE5Ur0wCpb19gxw79/+bNNPKeNIl+jxpV6l5SQgAffECHUK2anl9YCDz5JN1DEyeSTuHpp0PbphLw\natWKfXvdOOEEq2LLFI7KEkr4BoCMDC18N2zovLwplP79N01XrWod59esCbRpQ9N//um8HVP49jFg\nAHDWWTT98MOAlBBCy1zTp0tkz/YORC6/3LeaktecZI3KlYHrrqPpd94hU4Iiq/dALAQNOAe1XuV4\nnFu3ApdcQsex+WAt3IOnsK+IRuGxFL7btweeew54/nng7LNjt91Sg7p4duH7p5+o86hYMbF9d7Kg\nOkE34VtKfQ6jkYrvv586823bSPvkRd3zBQV6NyeeGPluAiIlMHcuTZ93XtDFTz+dvheLHlgAGoxZ\n+pcQUMJ8aiq9w9ato1MQVAe+bRt1FMXF9DBfe23Qfd19N+1n0yY9PFHUrZsAhW/fvvT95Zd0HFLq\nTr5jx/C316IFfW/ZouepafVfeUQJ30uXauG7Qwf/5XzapHl0LTZupN+xfPEkMSx827jxRlKMLVoE\npKU5LKC0Mnbhe9Mm+naS7soIAwfSd2oqKWrLEjVrAl98QVaLK68Erroqfvu68Ubrb/VOCAv15lq8\nGPj0U3qZVK+e+JFt//7ArFkkFWzYQB3sBx/QQbdpo9/Cw4eTur0UkpIC3HsvsG8fsGYN6d0eeIDm\nmzz5JJCbG3x7apxZkpbvChX0gKtZswjvwVKAac0JRfhWVsv58/W47MQT/a+tWk4J2SZHjugxh9/g\neMIE+v7rL58l/Lozt6Fqaj5ycgTeyb2MXjyDBvlWUUKAEvjtKCOefZD745rGKEJFpCEf/XZMt6xj\nN0QoZkHvV1kBY8Vtt5HnSCIccxKOEr43bqS+WvHtt/Tdqxf13+WdYML33r1ATg5NR2r5BmicduGF\nNP3CC77ZLVv6359OckNM2LBBjyNDcAdRSvojsio2e71TunWVAdbw59JLgXffBb75JgwDY14e9Uf7\n9tFL6osvXAbHVtq0AYYNc/5v5Ej/PjXuKIvK9u00Rtm8mTxPgMi8VVu2pG+2fFtRL8fcXOD332na\nyW1LuRbPn09GmiNH6Hc5Eb5LPPY6UR+EGPMdFBWfZS8GqzLnBEqBW8opKKA4pBhVcCrXqJLQzZtH\nWM5s9mzpC2ZVyXwsWcASzA8/6FTO5qdpU110vYyxZQvlENi1SyftmzYt+HoqrviTT+LfRpP8fMp2\nrZKLlVVq1qTz+9lnuiDA++87L2smaGzVir5vuMF/uSlT6D+nfIHffae3kZHhsBOVLbhyZUrc062b\nHI2XJCBla6yTxVfr5zg/X5eCs5XsttCrFy3Ts6eOTVeJ/M7EXErqZEvvrpKuAdbs6QCFR5bHfEFx\nY906fXLVA+fxUH4MQMonnkhs+5IFs9avU0ZXsyRNqMm23DDTbv/9t2+2ep0ClA8mbs+Bqp5Tp07I\nZWnU7QJIWQFF8vD7X8SpcQbjx9MOU1LCHvyZOS3S0ymf4IsvJrCMs6rMUrmyTvpatWpk2YMfeIDW\nV5mZCwt1XHlJv8yTCY/HWkbFl9DExtat+n8zo3OkpY1KEI75TgRKo2W3fCuXiVibC5KIihUpDunM\nMxPdktLP9OnAhx+S0q9KlQg20KcPaZ89HtLkAmRaShb69yf1+nHHkYq7c2dg6lTS9l9wQaJbFxeO\nPZbCMRo31obLt94KvE5hoTbyBI25izFpaWQMUAr8soqKFNq+nSI0AHfLd/v2WvGunJmcjCJKuW/G\nhSv+9z/67tmTopD8ePVVOul5eeTu+PvvuAVkfduA4/FZr2d9i27erA2lgQx9jz1G3wsXklFHSuCr\nr2jeefiaLAuGey0APPMM9en16wN33gl0qbTC91+bNuXUQh0vWrTQiT2UK8PGjdpqVqIBsEmMGXuT\nne3/vzp3xxxD8SDRcOaZ2p3kWf3MmYa3Dh3i+ByohBGnnkquSCFghqh1wjJUv+U6/f6PB9nZ1FEA\nwF13hT3469VLe0necAP1iTffTBGcCUElAMrLowQNAPXBkZjhlWu5eoZXrtTW27IaxxUKQvjHFDi9\nvJo3157CEyfSd4sW1ni+MgwL3+GifHWUe4lCjdTKi8sEExVVqpB7e8S5JWrUAK6/Xv8eNiz5smad\ncQYJ24WFwJIlwC23RJ9Br5SgLs28eeRqq7xL7ezereN0jzmmZNpW3mjWjL6XLtXn2k34FoKSkikq\nVdJ5QEw6ddLj5SVL9Py8PJ1cyDV0pVYt4OOPLVq39leejEEXUBKIcc/URUEBzVeyRqVK+jic6NtX\nh42OG0cC+K5d9HtgX++A8O67tcsuKP5zyxbaR3pNiZflaLQGJbNSeSmYGFGxolbMq4uqOoX69SOL\nOS2LqIRrgLPrebTJ1kyEAMaOpelp00hzBWvkYNzivQGr8B0i55+vp3tX/hM4eBAYOtSSNC6mvP8+\n9RlVqlCsVZgIQSHWixZRbruEc9xxwEMPWef16BHZtpTWeudOShLw22/0u0kTfpmb9/Rxx7krypQh\nRmmwVWKDcgAL3+FixnyrkdyRIzSKBlj4ZkqOKVP057XXEt0ad8qhCW3AAD0+fOEF4Nxz/d/5ALBs\nmZ5u2rRk2lbeUF22mRzNTfgGgJtuorDGhx4i+cgpf2b16jqMzdzuTz+RsahChSBJG7t0oaDykSNJ\nO/Pyy5j0dCpSUsgg+t//0mJK1lAOJIGYNIketTVrtMLgzDOBtq+MJTeHzZuBe+4Bjh6ljHJSokkT\nr7Fx/350KViI9TgBmb8sx003Bd4XEwH2pGtK+D777JAtn2Ue0/LtJHwHyj4YCSNHaqX1DTcA+fkW\n58Uw5OLwKC7WlUrCUJoPHkw67SZNgH8/6z0H8+eTADltWuglNkJFaRIvvzzipCRVq1LzwqroEk8u\nuijw71BRlm+PhzyLlPDdo0e5HPNYMLMzB0oQdffdeuCTmgqMGRPfdiUT0fisl6YPYhXzvXSpf0Df\nihV63s6d0e+DYZhSz4YNVBZV1WcFrOHus2bp+XXqJKyZZZ6HH7aGn6WkhBxiGZDhw2l7gwfreffc\nQ/O6dYtsmzffrOMjMzJ0Pe5Bg0JbX5WtBaRs0MBXOljKp56yngRAyjvu0CsuWaLnHzgQWeOZwNxx\nB53ffv0omL96dRlyYojyQnGxrsH944/+/3foQP9Nnhy7fS5ZohMr3H+/XLyYJlNTKSw1LqxZo583\n30MaAfZkDf37S5mZGZs2ZmdLWbGi9CXMKEsMG0bHddFFkQf15+dTzh2AYuHbtKHpp56KbVtLI0VF\nUg4ZImXnzpTvIhAZGVK+/TY9h6UEjvlOBKafsHI9Vy7nlSuXyTJjDMOEz3HHUfmnpUt1VY3rriMn\nmZwcyp+gCKHSDBMhdnft+vVjY2hUZWN//JEiKwDg55/pO9Ls8ePHk+dtVhZNq6zpoRr6pkwhT4tx\n48gd3ueIdfvtujyhYupUclsFdNxo1aolm3a/PKHcW+fPJ4tiTg5ZyBJdoSKZqFCBSo8A/pbv4mIK\nYwJiZ/kGyPJ8zz00/eST6JayBPPmkRd63EoOK5fz9PTo8gRNmECdjipN+OOPsYsZWbCAOrbUVF0i\nsawwbRq5GM2cGbmVOi1NW22XLgX++Yemy3O8tyIlhZKfLFkSvCRgvXpUsiPZwibjDAvf4VK7ti4J\nopKumcnWyru7CcMwFlJTKcFe7dqU8Ovaa6k0mYrJfeIJygPDxAe78B3I5TwcVOnFrCySpw4f1vHf\nkQrf9epRCXCAXM9//ZWmlaAfDOW5N3GiLewwNRV44w1rpqOiIuD772lavcuaNeN3WLw4/3waOxQV\n6YQAPXvqjIAMoVzPVRkoxfbtQH4+TcdS+AbooWvXjgT8Sy/FGdX/CruGdlgo4fuUU6J/3vr0oRwS\nL71Evz/9VNcPjwbVxvbtKcdMWUKI2IzXVdz3Rx/Rd0pKHGMVmLIEC9/hIoR/0rVyVhyeYZjwaNZM\nh+XPnUtGRwB49FHgvvsizHjPhITdsFS/fmy226SJznr+2WckKBcXk/HODHkLlzFjgLZt9e86dah4\nQNSceipZZzZt0tqBBQvoW1m+42bqY1CtGsX3m4wYkZi2JDMq6Zrd8q0SIKSkxL5EQ+XKwNtv07a3\nbqXnQ+0vHijBNpbWvtGjde3kO+6w1pOPhHi0sayh4r5V4o+TTy432bqZ6GDhOxLMpGsAZzpnGCYo\nl11mTRg7cGBECWSZMDGrPAFAgwax2/aQIfT97rvkwQgAXbtqz9lISEujXFyDB5NRa+bM6LZn4dhj\nSXBRNYvmz6dv0/LNxI/77qM08wBlwxs2LLHtSUaU5dsufK9dS98tW1L2+FjTvTvwww8UOnj4sHZF\njzUeT3wEWyEo7gSgeJV33olueyohnFOtRYZQwrci0szpTLmDhe9IULW+ldCt4pDKcI1vhmGiZ9Ik\nYPVqKr1d5IPiAAAgAElEQVQya1Z8xpCMFbPKExBb4XvECAqTzsnRng2xsFI3bw7MmEHhnHGpvqIE\nwBUrqEwOW75Lhho1yNvgwAFy+ecOwB834XvVKvru0CF+++7TB3juOZqeOVMncYgla9Zol/pY+7Z3\n7gxcfTVNP/SQc630UMjM1ONbtny7c/LJ1t8c782ECAvfkXDSSfS9bBkNXFQn1aZN4trEMEypoF07\nUpBzdaGSw+yaY+V2DlAc//Dh1nkDBsRu+3FDDRqLiqh8E1u+Sw4hKJaAccZN+FbZB+NafBuUvEwp\np269NfY1tFUih/r1gyejioTHHyc3+t27gVGjdEnccFA1MIXgGvSB6N/f+iI/55zEtYUpVfDwLxKU\nJnDrVuD333VsDQvfDMMwSYcZQx2rhGuK++7T0zVr6sz2SU3Tpjq29o8/gJ07aTrWsbQMEy5OCdcK\nC7VAqIwf8UII4MUX6XvFCuCVV6LbnpQUTz5qFCVG++QTmt+vX3ySGzZvDkyeTNMffgjceWf4CgTl\nFt+6ddlLthZLatcGnnmGvu++m5MnMiHDwnckdOxIgXmAzpxUpQpbDRiGYZIQlYcIiL3XarNmlGi4\nXj3g+ecpZ1PSI4S2IM6cqa1jrEBmEo0SvlUZPIAURLm5NB2XOAwbnTsDN9xA0w89BBw6FNp6eXmk\njWvbljIy9ulDJf5GjKC4lCuvpLhyIL7x/v/+t3bJmTKF3NuHDaOalsOG6QRhbqh4b3Y5D87tt9O9\n+tRTiW4JU4pg4TsSqlbV7iVKi9mxI/uRMgzDJCHnnANccw15kXbrFvvt//vfQEaGvwt6UqMsiLNm\n0Xe1apRsimESiYoLycjQ8xYtou8TTiChtiR4/HGy+mZmUkbFQOTnA488Qp4jTz5JVQV27wZ++QVY\nvpyWMZ+t3r2p9Fy8EIJKC44dS7+XLQPeew/45hv67tUrcEK233+nbxa+GSYupAZfhHFkzBhg9mz9\nu1+/xLWFYRiGcaViRWDatES3Ismwx862bcs1vpnEozIi7t2r5ykBtiQzb9erR/XYX30VeP110ty5\nPR/XXmut9TxqFJX2mzED2LyZMqdffTVZv/fupW3F21iTkkJW70GDtKBduzbw5ZeUJPi662j6ggtI\n8bZ2LS3bpAnlgQCoDj3DMDFHyEiSMZRChBCZ6enp6Zn2JB7RMHYs+RnWqEGxQSoLOsMwDMMkM/Pm\n6XrfAMUssuskk2jM+7KggDRnnTuTK/RjjwEPPFBybfnrLxKiAcpS7ySMzpxJdQEB4OabKcY6mXMn\nZGUB//oX8PXX/v9Vrkz1E995h857djbNYxjGR61atZCVlZUlpawV6TbYTzoannuOhO5t21jwZhiG\nYUoPdsv32Wcnph0MY2LWAszIoGRhq1fT73gnW7PTubN2vX79df//9+0jgRsAzjoLeOGF5Ba8AUq0\nOHs2CdjnnUfW8EqVKI9RXp62kp91FgveDBMnWPiOlhNP1AlCGIZhGKY0ULeuLjnWqFHJJLJimGCY\n5Qj27gXWr6eYaqDkhW9AJ1776COdgf3XX8ki3rAhsGsX5QF69dXSE7aRkkKu8nPmUM35I0eoeo9K\nuFihgrWMA8MwMYVjvhmGYRimPPLBB+RqPno0Wb8YJtHUrk1W2IICKoF35AjNr149MR6GV11FruRH\njtB3airFbquQzbQ0KumV7BZvN4SgT6NG5Fr/0UdAly7xyUzJMAwAFr4ZhmEYpnzSoQNnomOSCyFI\nkP3nH0pWtm8fzT/ppMRUlKlZkxKkTZoEvPmmnt+5MyVS69ULOOaYkm9XPKhbF7jppkS3gmHKPOx2\nzjAMwzAMwyQHrVrR96ZNOtN5IlzOFePHA5ddRtPp6ZRFfPFiqttdVgRvhmFKDLZ8MwzDMAzDMMmB\nEr43bqQs5wDQsWPi2lOpEvDJJxSDnp7OicgYhokKFr4ZhmEYhmGY5EAl/vr2W4r9BpIjBtlMBscw\nDBMh7HbOMAzDMAzDJAfdu9O3ErwrVdKZ+RmGYUo5LHwzDMMwDMMwyUGnTlbX7v79Kas4wzBMGYCF\nb4ZhGIZhGCY5SEsDBg/Wv6+4InFtYRiGiTEc880wDMMwDMMkD88+S7W1W7cGhg1LdGsYhmFiBgvf\nDMMwDMMwTPLQqBEwc2aiW8EwDBNz2O2cYRiGYRiGYRiGYeIMC98MwzAMwzAMwzAME2eElDLRbSgR\nhBAeACI9PT3RTWEYhmEYhmEYhmFKEVlZWQAgpZQRG7DLk/CtDjQroQ1hGHeUZojvUSaZ4fuUKQ3w\nfcqUBvg+ZZIdvket1ATgkVJGnDetPCVcU6qKWoluCMM4IYTIBPgeZZIbvk+Z0gDfp0xpgO9TJtnh\nezT2cMw3wzAMwzAMwzAMw8QZFr4ZhmEYhmEYhmEYJs6w8M0wDMMwDMMwDMMwcYaFb4ZhGIZhGIZh\nGIaJMyx8MwzDMAzDMAzDMEycYeGbYRiGYRiGYRiGYeIMC98MwzAMwzAMwzAME2eElDLRbWAYhmEY\nhmEYhmGYMg1bvhmGYRiGYRiGYRgmzrDwzTAMwzAMwzAMwzBxhoVvhmEYhmEYhmEYhokzLHwzDMMw\nDMMwDMMwTJxh4ZthGIZhGIZhGIZh4gwL3wzDMAzDMAzDMAwTZ1j4ZhiGYRiGYRiGYZg4w8I3wzAM\nwzAMwzAMw8QZFr4ZhmEYhmEYhmEYJs6w8M0wDMMwDMMwDMMwcYaFb4ZhGIZhGIZhGIaJMyx8MwzD\nMAzDMAzDMEycYeGbYRiGYRiGYRiGYeIMC98MwzAMwzAMwzAME2dY+GYYhmEYhmEYhmGYOMPCN8Mw\nDMMEQAgxXgixIdHtKGniedxCiJ+FEG/EY9vxQAjRQgghhRC9E90WhmEYpvTCwjfDMAxTKhFCNBVC\n5AshdgkhUhPdnmgRQvT2CngtEt2WSPG2P9Bni3fRSwDckcCmhst2AI0BLA5nJSFEkRBieFxaxDAM\nw5Q6WPhmGIZhSivXA/gSQCaACxPcFoZobHwu9c7rbMzrCgBSyoNSyuyEtDACpJTFUso9UsrCRLeF\nYRiGKb2w8M0wDMOUOoQQFUDC9zsApgG40WGZLUKICUKI54UQB4UQe4UQU0wruRCiihDiNSFElhDi\nkBDiJSHEE8HcrYUQZwkhFgghjgohdgoh3hZC1A2yzm1CiGVCiBwhxB4hxIdCiMbe/1oAmO9ddLPX\nSvxzgG1V9x7XTiHEESHEUiHEJbZlHhdCrPH+v10I8YoQIt22zKlCiG+EENnedv0uhOhuW2aQEGKt\nECLX6y5+vFu7vALqHinlHgAHvbMzjPkZ3m1a3M69v98UQjwmhNgnhMj0tr+CEOJh77XLEEI8bmtb\nRa97/GYhRJ4QYpUQYpRtGek99595j2GnEOI22zKNvdcj03tNfxZCdDH+t7idG7+vEEJ86T3Hm0wr\nt9fKnwLgbWX5dztvDMMwTPmAhW+GYRimNHIegEoAvgYwHcCZLu7atwDYDaC7d3oMgGuN/58EMAjA\nMAA9AGQBuCnQjoUQ/QF8AeBDACcDuBhACwAzhBAiSLvvAnASgMEAmnu3AZBb8yDvdDeQlfgSv7Vp\n/wLAbAAdAVwJ4EQALwP4UAhxprHoUZBSoj2A4QD6AphqbKcDgF8AHALQH8ApAKbAOjZoDODfAIYC\n6AmgBoC3ghxjpFwGoCKA3iCX9PsBfAWgOoDTQefufiHEecY6r4PO0ygA7QBMAPCkEOJ627YfAfAz\n6BifAjBZCDEI8J3PmQDaArgAdP73ApgrhKgXpM2TALwLug8+BPCGEOIE739dARQDGAtt+WcYhmHK\nMUJKVsQyDMMwpQshxBcANkgp7/T+/gbAn1LKB41ltgBYLqW8yJj3NYBMKeW/hBDVQNbZm6SUbxrL\n/AagnpSytff3eABXG79/BvCblPI+Y53mALYCOEVKuSzEYzgFwF8AjpFS7vRaVecDaCml3BJgvb4A\nvgHQUEqZZcx/C0AdKeXFLusNBgmIVaSUHiHEdJDQeIqU0uOw/HgADwJobFisrwTwPwBVpZR5QY6v\nL4CfADSTUu6w/fcz6PqNNH7XklJ2MpZZBcAjpTzJmPc3gLlSyruEEC0BbATQXkq51ljmYQCXqG15\nLc7vSSmHGct84G3X6V6FxfcAOkgpV3v/rwRgC4CXpZQTvIqdzQBOl1L+avy+U0r5rHedFFAIxF1S\nyle984oAjJRSvhPoXDEMwzDlg1KfoIZhGIYpXwghmgIYCLJiKqaBrJnjpZRFxny7ILwLQEvvdGsA\naQB+sy2zCIFjyLsC6CGEGOPw3/EO+1Tt7gtgHMgSXQvawnwsgJ0B9ue0/zQAO22G9jQA6439XQKy\nurYGUNO7vzQAjUDn4VQA3zgJ3ga7lOCtfgMQABoA2BZGm0Phb9vvPd6PfV4D73QXb1v+tJ2HVJDF\n2WSR7fcCAI96pzsAOKAEbwCQUuYLIRZ7/wuE71pLKYuFEPsANAyyDsMwDFNOYeGbYRiGKW1cD4ql\nXWoTulJAQvPnxrwC27oS/iFX4bqAVQC5q093+M8uLALwWcbneNeZAGA/gGNAFte0CPafBW/yMhsF\n3v11B/AJgCcA3A1yLe8BUlKEsz+n86faEGvsycykyzy1b/XdE8ARh+VKglDuL4ZhGIYBwMI3wzAM\nU4oQOtHaRJD7s8n9oBjnz+3rubABJDydBmC1Mb9HkPX+BLkoh1MDuyuAKgDGSimPApTszLaMEuRS\nQth/LQCVpZQrXZbpDWC/zQ3/MtsyS0Cx8hWCWL+TlSXe7+ZSyi+DLNsDwEvG757Q13wVgLpCiPY2\nt/PutnUioQDBryfDMAxTTmDtLMMwDFOaOA9AMwCvSilXmh9Q5vOzXRKv+SGlzAXwKoDHhBAXCCFO\n8GbTbofAltOHAQwSQjwrhOgkhDhOCHGuN1t3FZd11nu3eacQoqUQ4mLvdky2AvAAOF8I0UDYMpMb\n/AiymM8QQlwshGglKGv5LUKIG7zL/AOgvhDieu//18A/kdxTIDf594UQXbzHcbkQ4rQAx540eJUf\nbwF4XQgxTAjRWgjRUQgxQghxr23xC4QQY4QQxwshbgElqpvs/e9HAL8D+EAI0UsIcSIoiVplUCK7\naNgMoJ8QokkIydsYhmGYMg4L3wzDMExp4kYAi6WUTvHGP4ISqI0MY3v3gjKHfwASwGqDhHjXZGJS\nyp9A2cFPBiVIWw7KEn4Y/m7Sap3loGzro0AW17tA8djmMntBMeH3gTK0f+GyLQngIgAzvPtdC8oK\nPhCUgAxeS/DjIA+BFQCGgNzPze2sAGVArw9gHih++U74x0snMzeCzsEDoPP6Ayib/SbbchMADADF\nld8P4B4p5eeA73xeDH0e/wDFxZ8lpdwfZfvuBMXWbwGQEXhRhmEYpqzD2c4ZhmEYxkAI8SOAQ1LK\nSxPdFiZ6vNnOh0kp30t0WxiGYZjyDcd8MwzDMOUWIcRJADqDsmGngep99wO5tzMMwzAMw8QMFr4Z\nhmGY8owE8G8AU0GhWGsBDJZSfpPQVjEMwzAMU+Zgt3OGYRiGYRiGYRiGiTPlxvIthCgCWTWyE90W\nhmEYhmEYhmEYplRRE4BHShmxDF1uLN9CCA8AkZ7uVrmFYRiGYRiGYRiGYfzJysoCqEhGxBXDyo3l\nG0B2enp6emZmZqLbwTAMwzAMwzAMw5QiatWqhaysrKi8qLnON8MwDMMwDMMwDMPEGRa+GYZhGIZh\nGIZhGCbOsPAdDfPnA1dcAaxbF9n6S5YAb70FFBfHtl1JQmYm8OOPCTq8PXuAW28F/vor6KJSAi+9\nBLz7bni72LIl9Eu/bRswciRd8piSlQUcPhzjjcaYdeuAYcOApUsjWv25KRIvvBDmSitWAA88AHz0\nEXDeecCqVfq/gweBwYOBxx+PqD1u7NkDXHMN0KoV0LUrMGgQsHp1THcRc3bvBh55BNi4MdEtiTH5\n+SW+y23bqDs/elTP27ULmDWL+hhXjhwB7r4buPpqoKAAAHVb555Lrxg7UgI33AAMHUp9rGLFCuCi\ni4C5c132s3MncMstwLJlYR8bE0OWLQP+/jvRrShVfPABIATQp4/1+QrGZ58BkyYBHo+et38/MGUK\nsH17bNv42WfAM88Acs9eGkxccQXQqZP13RMiWVn0LL/4IvDdd8CGDTR/wgSgVy9g794QN+Tx0Htu\n9OiyM86cMgU45xx6j4dDYSFw8cXA5ZcH6ZDLONnZwGOPAcuXx3c/mzYB//kPDYxMDh2iseCqVfTe\n27Urvu0Il0OHSmY/Uspy8QGQmZ6eLkNl/Hgpr7lGyqKiAAudfrqUgJTjxoW8XQvUBUj5ySeRrZ/k\ndOpEh/fsswnY+ckn087r1w+66Esv6Utx6FBom8/LkzIlhdbZskXK1aulPOssKefM0cssWybl//4n\npccjZXo6LXvKKREejxMHD0pZu7aUzZpJWVAQww3HEI9Hn9wzzwx79bkf7vetvm9fGCuqlcyPokcP\n/3lRUlQkZVqa/y7Hjo3ZLuKCekxOOCHRLYkhv/wiZaVKUt53X4nuNjWVzuULL+h5nTvTvKefdlmp\nqEjKAQP0DTN/vpRS/+zY0X+VHTv0/02aSJmRIeXhw3pe9+5BGtinTzSHGT+Ki6V8/30pZ82K+26u\nv17KBx6I626c2bRJX6js7AQ0oHRi9qn33BPaOllZep2fftLz+/XTz44bc+aENyzLXrhC70v0szZ4\n0qTQN+Tlyiv93yVffaWnJ08OYSNFRVJee61eadEiWVws5Y8/0tChVFJcrI9n/Pjw1p0+Xa+7bVt8\n2lcauOoq9/HP2rVS/vprbPZTvTrtY+BA6/zTTrPe2LfcEpv9xYIPP6Q2PfJIwMXS09MlgEwZjUwa\nzcql6ROO8J2Roe+LJUtcFioslLJKFVrozjtD2q6F/fvDf5uUJjIzfYcXgvwbexyErtxcKd9+W8rl\ny/VieXnWRXftCm3z5gD4iSfoGO39mfr93HOOzYmeb7/VG927N4YbjiFz5+o2NmwY9uoj+633rb5j\nR4grHTzoP3JRG1i4MOYXw+OR8t57nXd5zTUx2UXciMt9mWgqVy7xg9q1S+/yjDP0fPP8ZmdL+cEH\npBvw8fnn1oV+/FGuXKl/Or2ytmyxrtKli5TDh+vfDRo4NHDx4uS/2P/9r27fypVx281nn+nd7N8f\nt9048+ijeucbN5bwzksnBQXWW7dHj9DW+/prvY6pzwn2GOzcqf9fty7ITnJzpRw0SP6BU33rfIpL\ntOABSDlxYmgN9lJU5PwuMT9vvBFkI4WFViELkHLePDllCk3G1AhQkmzbpo/noYfCW9fsJEMeTJRB\n3B4A80FbsSJ++7HfzF27Rr+vWBHiOzIWwje7nTuwdq2eLix0WWjVKu3/RMJ9eJiuf+3bh79+klPc\n6wzfdMuWJbxzB5dTj4c8jq67jlyCV6yg+c8/b10u1EuZatQJWL4cyMhwX3bsWD3dt29o2w+JNWti\nuLE4Ybp2n356WKtKCfxvQXPL75Bw8tUFyF3t6qvDakMwdu4EBg4EnnzS+f+qVWO6OyYU8vJKfJdz\n5ujpM85wXqZNG+Cqq+h/X7/z8svWhaTExIn655ln+m/H/hz8+Sfwzjv690knOez84Yf19LnnOjcw\nkUgJTJ2qf0cYohIKmzbp6QolPQIy+6aUlBLeeenkn3+sv0P1Nv7hBz1do0bo+1NjA8DfY9ZCRgY9\nS198gfU43je74cOjgQMHgB49aIbLi6ugwNmFfubM4G2sUiXAn3l5wL/+Rb76JlLi3ntpMo6PV3wx\nb4bjjgtv3T//1NORjNnLOvv26ekFC6Lblhnn0axZ4GV7945uX6UUFr4dMON4XZ/R33+PbidmLHIZ\nHKFvXpXrmw63jzQ5ehQYMQIYN876PAfEVGx4R6JffqljIfPzgXvvpQHzI49E1i7zvggndCaml9oU\nvpPxZfLnn8DPP0e8+rx5QG5BWvgruu1z8mTryDvKwe/27RR/9/XXUW0mYZi3TMWKiWtHSSEl8MQT\nwM03U5h1LJkxQ0+b57JSJT29e7eefuwxoHDdZgroNFi2oTo+/FD/DiYcjhwZQuNWrQK+/Vb/FiKE\nlUqYTZusA+uQg1rDJzuqAjFR4qYYZFwxhWEAyMkJvk5envWZDAczBLVOHZeFvviCjCbe67n+vNv0\nf2edBaSlBXzO9u2j3CCNGvnr0D/91H/5amkFePXVIA0/cgRYvJg0dmoj999vWcSbUqL0YvYRaWGO\nDVaujG1byhr79+vpevWi29aOHXq6devotlVGYeHbAbum1RFT+I5E8Cm1qsfQ+BsdfdOtWkW+nenT\ngbffpqQppiY7IKaGs2FDAMAbb1gX+fprsljGwkgWTj6VmMrIyW75fuYZ6+8wD37KlAhXDybwX3JJ\nRO2xt2XYMGDrVqBaNeCTT+g+dVouWTHlmxL3TkkA335LY9GXXgJeeSV2283IsMq2Jsceq6dvuUXL\nXvv3A4sf/55+NGkCAChGBYya0saiZHS6f8x5DzwA/Por5RW8806Xdew3ZjLelPPmWX+Hk1UrTLKy\n4rbpwBw4ENfjKqvYhe/crMKgmvjx46161nBu+YD5nwoLgTFjyI1u/34gPR348EOsq9PDfR2Hnc+Y\nQV5T2dmkEFTk5wNffeW/iQqyGDfeCDRu7LDJjz4iRUC1amRtX7iQBP+nnwYeewwSwBu4Hu991yDQ\nYZcOzMF5OBfVtOqGu255wRS+XbVOIbJ+vZ62CwANysB9GANY+HYgpOd78eLIdyCl1a2jDHYES3GK\nbzoa177//U9Ph3zKzbe1lCgo0IL79OlWV87evYHvv7csHhJuywXzsIkpyWz53riRJFIgPJ8/Lxs2\nALNnR7DfAwecszlffDHw0EPkAnHTTRFs2Mr06Vpe+PBD4LLLktOgGIjNm/W0KSSWagI8B6Zr+KxZ\nsdvlJ59YEwmbTVDTr7xCXtW9ewNt29K8+Z97BzsjRgAVKuB13IDf16YDcHEdd0AI8r644goXV9TC\nQrpZkx27wiyOQqpp+S7RbtNe6iLZ+uwkxe5ZlpsLcl9xYedOf8VtOOzc6fJHcTFlyv7vf+l3//6k\neb/ySous4busAV4I5vBv9mwd3vjjjy7FS7wb9dvkM88AQ4ZYxwJt29JG77oLEAJfYSBuwBsYNrGd\na3tKDWZMaDiEUPWm3GPGTkbrCmc+EHYPBXu/V077QRa+HQhq+c7Jiah8hI8JE6guTSlkxw5g+PDg\n47nvcHbU+9q502oQCdlryLbgH39oN9MBA0j++vRTYNEi4JdfgObNHbYRIaaLfbVq9D16tLZKxYz9\n+wMHmicSKanMm8dD2oghQ8LexPPPR9gn//ST84rHH0/P3cCBEWzUysGD+npecQVwwQVRbzIhbNmi\np6tXT1gzYotZJsQ2UjXHp0uXhhbGsn178Ao99tBKJ8ymqJjweYdPoT9GjMAe2RD3YRIAykvhFjce\nNnPmkNVHCIoDTUakLFHLd9Ru57//DvTrB7z5ZnjrsQAQEXbLdxEqkjbLpVbYU0+Re3WkBjZT+La8\nSiZMIHdzAHjwQYpja9oUgFXWCAVVOgygcoFKGP/8c+flhcehE3rvPSrVBJAi4IcfKLZlzRrLe242\nLgyvcclMSG6pDti9BMupwBcQ0/Id7fmJ9DqVI1j4tlFUFELN27/+QlDfQDd27yafKJNS1BGMGQNM\nmwZce617qdJt6/LwB7r5fkd6eB99ZF03pHKAUlqFbynx44802a4dxVhVrgxceil5aNk1ydFavp2s\n/AMH6vkxu9TJ/DL57DNtZpwyRWs+Q2xjZqb2lL25wSe++SGtbroxBCPCc3bfffSeqlEjuIUlmS6L\nna1b9XQytzMsTHO+zQ3FfGSyswNYuLy8/DIp5i66yH2ZLVv8c9M4Wb5NzjidZi5ALxQNHAS0bIk7\n5TPIQi3UqVGAp54KvH6wa2X5Xz1IZ5+tz0eyXeytW7Uy+nhv4qpkdju/+Way1N90U/CbyMQeapZs\n1yEJycwMYKf48ku/WStXasP0XXfp+eGcarNf9DF3LgnfAA2CHn3U91I/eNCq8/Pbl8POTZd4gFzN\ni4u1R07PnrYVbJpCuXwFaekAUgTNmUMCeKNGfvv6C5395in39VLFkSPWmyGcixqudqSsEqhfNYXv\naFm9Wk8Hs3QnSz9Ywu1g4dvG5s3WDOeO1yOaZGu5ucGXSVKk1N6BUvon6lU8NbEoJvszXc6BEIXv\nHTv8RldK+O7f33mVeLkLm/dOzPeRrPHe2dnAbd7kMwMHUnx1mAf/+uv0mFSvDlyfFqbLrJvwbbYh\niouxcCG1D6BE7t5w3Wg3mxAcB5mlHVPjXreub/LwYX85ycVwBoAGwg8+SNNz5rgnVVR9VKNGgZO2\nWizflen9kYMaWDboEXz9NfABrgIAPH3jBtSrF/q9FPC23r5dCyjXXZe8N6iKJ6peHTj1VJqOY2ao\nqNzOV63SOUUKCoChQ0NXFLDlO2z+XhrAPeW33/xm3XorPbsnnEDTkdzypkeQlCDpevhwmtG9OyXu\nNHCV61x2npOjQ5DVmOSrr8gLT+XhGDzYtilQASTfJt98kyxFJ51EAeRmZkcDKYF1OMFvfrT5tBKC\nXWMRDmYW5fLMgQN6umZN63+xtHxH4xmcKEy5IdqY9xBg4dtG2MnWgPBuVCfTaLJofoKwebP1/vz4\nY+sY6eOP6aXx32lWH9ZIDm/9ej3GueMO+t69O/i2Zr62D6dhIT7HxQCAo0UVsXAh/ecmfEfSVnM5\nl/eeD/MdHDfLd7Lw0EOkJalSBXjxxbAP/vBhbU0eMQJIz9YSUtDVt2zRbiu1awdva5gXo7CQQggA\nkhFCCR1P5ke7TFq+XQZZTqGCgYTv77+3ljRyMLJBSuD992l6yBCdPD+Y5bvZ2xPQEjSQfG9FR9+4\nvg9+xvCzrBqCqCzfr7xCkkijRtbRfLJd7D/+oO9TT9WxhiGXtggfR8u3xxOawG/XOM+bB1x4YfBz\nmvW6BjoAACAASURBVJ1t9TUGku86JCFL313h/qdN+F64kKKOAApbMt/LoZ7q4mLb/VFYSOUpd+0i\n5dD77/vFsNqF72CWb9M5Z8wY+l6zBr4Sg927uyTANMLM5IED1OF89hlQq5br8Rw6BGQj3fX/UoVd\n+I7G8l1enz0zy6pdA2MK5tGQlRUgdiOE34nCVD4Yivt4wcK3Dbvw7XhfRJNsrRRjV9wfOqTLd23f\nTjVsVY3KZtiGXvg14n1Nm+bdTjPKcQKQ11Egx4G8PGD0823xG07Dv/A/7EN9LMzqgIICkgH79HFe\nL1qD0IoV2krmNvCOu+U7GTqwJUtI4AaohluLFjQdxsE/9hgpWapUAe4cWwyRHYaPqMqqV6sW0Nnm\nahcDy/ekSXSthSC5xl6pLFkNi26UScu36e7mMLt+faCjtxBDIOHbng39gQfo+pvx3ytWaAX/VVcF\nvv6+//76C5gzBxeCsgk+P1Vg3z4gHZl4F9f4dLNRW7737QNeeIGmR40KWvoooShldteu+qEKFmgf\nBaahWkrQS6VXLxKuVP/lRE4O8O67NP3ww9p394cf/GPW7YRTj5Lx8eusAALBhg0WhYkKwe/cGTjn\nHJoO95a3e9fJsbfrWpIvvuhYN9XVqOqycyV8V65MehsVm66ctoYO9V9VQAJbtkAI4z0/ZIgO03DB\nFPQnj17vK3WaDMOFsAkaD+rC0aOlNsdSzDGFb7vSxvwvmhvE5R2c9JjKBxa+S56glu89e/SDrOJr\nwrlRIzFlJAlK+O7ZE+jbl6ZVTdqXX7aOl57DWFQG1fEK9/A8Hp3Q7ZprrGFMgcq/fvQRsPcwZTnL\nR2VMxp2Ye5DcGE8+Ob7PU0gDb5Rhy3dxMZmFPR6gQwftrmAS5OBXrtRW73HjgOY1DgHQ6wQ9d2oA\n3Ldv1DW87SxfTmF+ADB2LNClS2jrJeujLaWDe2VZwEUxqhJNd+qkQ5/dxmN79ui8SlddpeePG6eV\ngoC2eh9/vPv94HdeH3sMAHB32y9Ruzb9WbEi8F6Fa9Ec2/1WiNjyPW4cuZHUrq3DQELdQElSXKxf\nLCUkfBfZo6JefZWsqIWF5KvsFrryySd0TitVonO6bRvdUIDvurqihO9oSn+UM/Yt3ICvDp7mvoDH\n47OG5uXp0tbDh0eey8UUVgEA83+h74cfpkQ3DtiF72CWb2XAbdUKSE21elDVqOG6G9KWepUNEkKb\nzQOgjqcmsnD7pdswaVLQVZKXSC3fTkJ7MvWBJUmgAfTu3bHZh134DitJSQIxhW+lpYoj/CawEdTy\nrVzkKlbUL95ygnID79xZJ7B+7z2gTRtdq/LOO4Ftkz7AJfictLURMHu2HhgPG2bNWmov16jIzQX+\n8x/rvP/iZry553wAoSe5jjbhmtv8mBqdcnL8JYdEd2Avv6xvkFdftZaqCOHgDx2iZMyFhWRcuPtu\nAAcPhncPKeG7Tx8H00Hklu+CAhrQFRaSoOU2zk5Ww6ITBw7oCgBlBlMxClieCXVrduniS1DsmkPi\niy9o1fR0MnaZ/Y+SyzweHe9tt3o7PYpCgDo2bzrjY8aPxN9/C7z1FlnPL0j52n/5EBCeYuDJJ4H/\n/AeiIJ9mZmQAb71F0xMm6BCMZLxBV6/W7kwJEL5lQSH5KPtmSOD22+mhnzyZ6sMp66o6p4MHU0xg\naqp+8f3wg3uxd0AL3yefbN0X48rdo7KRhyqoXSET3brZzpXyKfdKvj/9RJ79KSnAlVfqxcK95dfO\ntMWnVK1G3g72wYWBqcS04LJzJUMq1/LbbtMG9UcfpVBcR8v3hg0QOTk0o/mx5J8ehD176Lspdibl\n4x8WkVq+Od5bE0j4DimpUggE8/JJ1n4vlgnnQoCFbxtBLd/KRa5jR/IbCpdkvfGCIKUewHbtSi84\nZZFWfVu1aiQ0NSveEvF+cnO1Qvess0iwr1pVl0Jy6zsefZS0vJWQj4U4DbVEJnJRHfsLybXmkkvc\n9xntS0kI523Ezckh2co47N1LfrkAcP315MIZIkeOkIf6iSeS5TslhbweKleGXwxSwHO3ZYsWvGJW\np4l49FFKVCwEJY8ORymarI+73eU8WdsZFiq5g42iIl36/dRTdZI8t7GGCp0ZOJDk1lWrgHPPpXmL\nFtH3ggXabV1ZxwP2I4cOkiYRAE4/HbjsMjRrRnnQAnmOBu1DPv6Y0u+PHw+88Qb9r7xi+vRxTkyQ\nTBf7V29oUsOGFKZS0pbv55+nfqNCBTqXQlBH1LQppcu+7TaqJfjbb7qtI0bo9c85RwtBd97pfm7V\ngFTFPDAB+fmHYry7kkKHJp03DzVrWh8u2dr70HgHH+rSnHJKhCXGioqAu+7C6infWPfz0cf6uXVh\nx44g27bdE0qGVAJ3rVrUP23a5O+kYuHFF4EjXkVV//4hDVyUsaIB9lnakUxdQMhEKnyreG/TzbpU\nnoAY4OZanpsbZSZKA/WSLG0EfZBjCwvfBllZgRVDAPQAz6xTFe2DHOeOYOVK4LTTgnvGBWLNGl1O\no2tX6scWLwaefpo8HK+4gpJuNmwIv5s4nMN76y1avVIl4KWX9PyGDenbyfK9erVOQHq/mIjT8Btu\nb/aZ7/9LLtFJdIMRD8u3m3AeMU4u54l8mdx7L3XcdeogoF+brY1//03XZcIEEoRSU8mV9zTlaXjg\nQOiW71+87oE1ajgPcN0ugNGmAwfIgnL4sP57wQKdCOfuuwPrFUqTZaFMxnur8nYK77Vds0bH+Xbp\nokN1nbzssrJ06gCVo6xePcojCJCO58ABbQTt0oUyKzvs1jr97nTaeP36FB/jFhbhXSFky/fX+pjF\n/n16G+3bkx+u6eacjDfo/Pn0ffrp1L6Stnyrum6jRlFykZEj6bdpBZk7V3dKLVpYM3cKATz7LE2v\nWuWcSMDj0cWq2fIdlIIC4KbrKWStBxZh5OT2frdufusONOFVRCvh263iQMBTnZkJnH8+MHkyVqGD\n9T9buUI7RUX+/YhvXy7Pm134Bsi4YCZZc1zV0BbKXgFKKxhYhG/3JiU/xcX+LgahPj/KOmTvqMsj\nbgJOrKzeR4/qkoo1atB3aUm4FmkZuwhJauFbCPGkEGKVECJbCLFLCPGmECJukbtOBkXLNSgs1Bk2\nw7DuuW8w/vz0EzBgADX7oYcirwAwm/ID4ZhjgLZtabp5czIOTJxI48mzz/Yu7BW+I3E7V1anq68G\nWrfW85U229537N9PMVJFRcBxzQtwj3wSAHB3n99xF57GYy3ewAcfBN5nSVq+Y4ISvh1qepY4ixbp\nQNiJE51rmNhOTkYGxU137UpZqFNTSbBds8bqMmhJNx0MNYjv3ZsG8KEG4Xv5/HMaDPXvT/fd22/T\noQ0ZQmPnk0/WZV7LAmVO+PZ4qF4P4DdgVvHedetSn2Vavu3P6Jw51M1XqqSt3QBFGCk59rvvtMv5\nDTfoZQLeciv+pomXXnIushtpJ6TCoEaPBo7zdpgNG5EyKtnrCUmplWbKW6UEhG+/TZ9zjk42MXUq\nvdRatCCt7QsvaLcrgDTYdsVJly56npNidPNmChUC2PIdApMnA2u2VkMKivBKu6mo0MbfNSS3hVdI\nXr8eRUX6MbDXxw76WO3ZQzlCvJljV1WzunIHe4fv3h1eYn6PR8dhO+Ruc0Udh1ATZlhXAOzCtyJZ\n5J2Q2bkz8vKDTie81J2AGBGq8B3p+fnzT63dPC1AvoZkJJpSdhGQ1MI3gGIAVwOoC6ATgGYA3onX\nzpTw7Vql6O+/daBkr16RWb5LMOHatm3AeedZnzeVrDUcPB4SRgBg0KAQXmgRWr6l1O6h9szkyvJt\nHsv8+eSurNzhX75+CSojH6hUCVVaNMTTuAcPNJ8etBRYpG0NdX7ME66phBbt28dgY1Gi3M07d9ZW\nIzekxOzZQLt25O1ZWEiC7sKFwFNPWZUtAMJzO1dJm0KIg7NvdOpUGmerEjP79pFnac+edCvXqEGJ\nBcO5j0JqcwKJ1IiQtCxZogMcL7qIvr0HZcZ7C6GF74IC/zAvb0g2zjrLKnNVrUp5BAFyFc/Pp5jw\noUP9m2KxfJtm1ssuo08gwk24luN107jjDp97rDyhTeDskslysbds0SVpTj+dvpWGw0mikTIm5XAK\nC40fFdMoTbZ6uCtXJneuzZupjNOYMTQweO45iul2uuBpaXpg7xRfqkLVqle3dnLJch3iTH4+8Prr\n7nnsTHbv1oktb8Pz6HhFG8flcpt6rZjr12PVKu3Z0v3hcyg+O4TnCACN4/7+G0hNxe7nP8bu3Jou\nCzrj5OgQKOGaKUO2ahXGjtLTKet60ybO+3DB7nZeai3fpmBUvz59h3oS1Hi0efPYtqk0ot6RgPX8\n7dzpv2wkKM/gNsY7yM3SHSvP4VggpbWcU3m3fEsp75dSLpVSFkop9wGYCqCP07JCiMxAHyB4scO/\nvcaJDobnkeUaLFhA382bB3VHSgbeeYdefDVr0mASICEi3BKqc+dqxcSoUSGsEKHle8cObey057JT\nlm/1Mtm0icp07N1LwtE77wBn1fB6JRx3XFjZrkvC8h0Xt3NT+E5EBzZvni6s+vjj7ufce/CT1l+K\niy6i8XOtWjTGXb6cLOCOhOp2XlhIsRUABf0Z+7S3wZw+gDq4bazwxdmdcQaNky+5RJdyrV6dkhy3\naxe8GaVpYFPmLN/KZaZNG78gaiV8q9CT44/Xt6qq1gBQxmRVVcgsi60480z6zvfmNbvhBspzofC7\n/oawKKpVC1zGyrZyyG7nkOQ60rJl8HWS7QZVVu/0dOCkk2jazfKdmUkPaL16wC23RL7PzEwUFeoX\noLxqqM7A50aTJhSM63PtckB5MzjFRakBaffudK3KGSNGADfeSGMQpYdwY+JEEqTrYx/GYzy5g8P/\n1s1t7FVi7NqFP+aTi3oD7EWztd9R/gOvq17QW37TJqprOWsW/mx5ud/fwV6rSq6rXdthXw47V9EH\nqamBhW+/11cFAZx7LkSYVTxUafD6yLDMTwZ5JyzUiW7YkK5XqEipNSSlYMweV6R0f/HHyvKt4r17\n9gz+8CXT+0jFk5UgSS18O3AmgL/jtXGl+HCND1bCt93lPFLLdxw1P1LC525944265Ou2ba55iRzx\neLRxs29fPUZyJS9P9/hGW0JBWb3T0rRru8Ju+b7tNrJUNmpE6117LajuJxCVdSFay7cTMbV8FxTo\n4wxFIowXUlL5FYDci1RhVRfewnUYt+YaAOQZvmIFeXcGfI/a3M5dz93atdqcEEIFgj/WVMdpWIj6\nyMDUF+jinHMO8M03pAj47DO6tzZvJkVxkEMLSLIOcspUwrXiYu3SY1qWpURhoVaqqnJg1asD/frR\ntMoVAZBlLieHjK8XXui/m2uu0dM1agD33BOkXW+9BXnEa5IbOlR3YoEI1/IN6JpFAdYJutFEoEJF\nevXSQreb8P3IIzqw96WXtJtKuIweDWkOe6IR5E2Udtj27gOgB6R2N8xkuQ5x5K+/YAn7evJJ92X3\n7SMLOQDch0moUb+Kaw2/3AY6QPqPn8mlvyv+gO9V+8gjzgnGVAyKon59SvJw3nk+1/UgpbMtKJnQ\nlOsCWb7V7k88MTJPKtd9uKDyl9REdum2fCvhULktAaGdhAMHaEwKBLlI5YCDB3VlCcB6DmIR8y2l\nc19XGizfSkOvKO+WbxMhxBUARgJwzAcppawV6ANAv62LiylwzxiBml4HpvDtuwZSWgcL1KhoDyq6\n9QPw4YfaWv2vf5FBqHNn/V8g5s4lC5AS4NUL4/HHQ9ix4YcVruVbCd8dOviHNKlx665dFJf55Zf0\ne+pUQ4NsCt9hnNtYXkbHZEsx2IePDRv0wDSRlu+ZM7XlasKEgAe4LKMpbsZ/AVDi4O+/p9wBQQnV\n8q1unNq19QvWxfK9Zw9w1l0n4zecBokKqFZN4vHHKVzYVARUrkxhn6ZlMxilaWCjur6QrkOyM3eu\nHgXbivyuXq3HXuY4/t576XvrVq3jUS7np5+uPRtNTjmFhINLL6X+0WkZwPsobtxoSV0segQJh4jG\n8u2VFkqt5dusTuAkfGdn6wx3AGmE7bVkQ+HXXyk5iYFsGqMHQN0Mdsv3kSNa+1PaYiBjgH3M8Pnn\n7sU6nn+evErqVMzGKLxKSRe8YQh+lu+02uTSB+DPv2iZLvhTDxSWLQNmztTrZWaSYs4uzC9f7rsu\nSvju1k3/Harlu2nT0CzfaiwVLAGsm+NWuI+wSjVQHTnhrZhsmMJ3OCfBdKcuEy+7KAjk7hYLy/fm\n/7N33eFRVN37nU2FEEINSEcQQQVUmgjY6CKCiAVQbIj6qVixICioIJ8gKErRDwSkigiCgqCCojQL\nRVB6rwktgZCQtnt/f5y9e+/MzuzOzM5uNvB7nyfPbrbMzM7cufec857znv1i/mvZsngx3/zmjyCK\nhfOtKMr9AD4FcCdjbGOwzwfEyZNEb3XsSB6pN1KzZ48IputOjH//LeolOG1iBxFgvqdMEaVp7duL\nTFzebmvlSuPvTpxI2XW3306pl9xIvecefzETXfD0Xwlmfx63UfTISx6N3rMHeOopen7rrZoSSt5S\nwq94OPwwq+8V8qXmKedJSUWXRnXmDPDCC9iI6zC07kyM/KsdVq3S/22ZmUDP7x5GLkqgTsnjmDHD\nQsTfbM03d76vvTbohP7uu8DZ87EoizNYgttx4rgHgwZZqlKwhGgI6mpx7pzoXFCrFj1G43GaAmOi\nSPTWW/3ufW7sVqyotr3kUocdO0gjZvFi+l8v5ZyjXz8SEdfT2/QNPY+H6q+zs8FiYjVvWoMp5ltD\n1RUL5jstTczXvN4b0He+eUpCfLyIkO3Q9GMOBo+H+neHC9z51jLf69YJASK5Q8olgH//pQ4oALWP\nrF2bhp6ecOW//wKjR9PzZzwfIwk51OvPANk5ClCvHnKRgC0HqaKwGf6kbCyulNi/P8CoxIA9+RSl\nNGnhFS1lTNjfhmVQOuC+RkDtU+l+05bA2IWZW5gxQXQmIVs/E6C4wC7zLbfPksWcit0JcABceI7D\n6ZpvLkadnGwtKzMarsX/O9/+UBTlMQATANzBGPs5pI3l5BD9y6Xw8/LISMrN9WWUly1LPjmHb1xw\nJd1atcTACtV5DsNCvH49OaeMUQT3iy/EbriI2fbt+qVpAEWfORYtojmvZMnAHaRUkJxvq8w3vyx6\ngrByuvuhQ2SjjRsHdWSbTy4hMMLhEFwDHLzU3PmuXz8MSm4m8MMPQNOm+PJgC9yA9Ri2pw9ef51K\nEm65RT2HezyUqrv3bAUkIBfzm7ynarUZFGfOWGO+5aiNDnWwdy/w6af07xC8g9vxPUqWcO68FRe7\nWm6XKre3KZaYO1fU0fAyCA7G/MTWOFJSBEm2ezdVFHHxte7dQzsktnadSL/zis6YHhve+/iiZ755\nFlliopqN1HO+f/mFHlu2FIuD1TTJWbP8Uwvh4LRp5Hxzu6FZM2rFGJadRx9++40yRADq8NSrl7g9\n58xRx+hzc4Hevaly6PLK2XjFPYIYb6nGXjt0z58HUL8+/kZjFHpozDTDn6QwO2kSnetTp6AUeMuR\nMjOIKZ82Tfd45ZJPg0x3XfhqqqUsGN9l1Rx0erpYH4PtwwnmOzdX6Ptw5juapgBLsMt8c+o/IcG0\nQvxFC71ODBxOpJ3zNa9FCzWbESztvKjh8YgoPXf+LvW0c0VRBgD4L4AOjLE1IW+woEA0kR46lOrk\n9u4FBg7E2tU0S7VsqW6N6gMX9LnjjtAGTRgvan4+tUYqKCD/c8UKdUS2WTPBOnLbR8ahQyIljEd/\nS5WixdK0MqcO820GJ08KQUu9yPNllwkGHwCefprqpnzghpXLRWHlCKedR6zVGJ9AGzSI7OTFGN0z\nHTti2v6b0AtzUIB4lCsnrsOvv9LtkZ9PH3/1VdGibgL+g2tT9htuXhdmmG/G9J1vHbz5JpFQ1VNz\n8RQmWjsWm4hG+5qThmXKCAc0Go8zKNLTaSIASOH8llvouXRfBGKaOGG8e7eY3q+/HqhZ097h+HbL\nJ9fnngMSTYoDGdzLpphvDdtfLK7lqlX0eMMNQt0Q0He+f/+dHtu00W97EQy5ucDrr9Pze++1d7zB\noFUE5eDOt1c4LGoMzjBi2zYSJ+S2xMiRdFkfeIAcccao9nvJEurw1qcPZX/HxAAzb5xIrPeNNwZo\nO+NldFu3xp8gY6EGDiL1mkoUTaxZk9L75JZ+depK4jD+4MRXUpK12L3sfBteWu9GuH0fG2tCO8cB\nnJcyzbVp58VijpChx3ybgS/vvpT69WJ3AhyAts8wPweMOZN2zpnvG26gxxDTzrduJfvRSsdZW9i5\nU4gjyDUnYUZUO98APgKplP+iKMp56c9Wz4B8xCG/Y1cahG+9BQwYQG988gnWfk2DT+4g5sOWLcKK\nk/OcnWK+HZoIliyhsg6XixSatfNNQoK4L7jtI8Pb6hIpKUQmHTtGf7xzjynYSDv3eMivAyirkNem\nazF+PC3ed91FqqgqcPbrqqvUPzwKmO+wpJ1r03rCuZjk51N/pWHD8B26oB8mg8GFli2pDGDrVsro\nc7nIvnn4YcoA5mmE/2m8Bo9iqvVjNFPzfeKEmJ0DWDSb0y/zCf+8/dghakkHXJKLMHe+Ix2/cRwD\nBlD+fNmyIqVBQp471k9sTYbsfPN675BYb6/DyBijeei996wPr3Ay35p9FCmWL6fHdu3Ur/PIN3e+\nPR5hNDZubM/5njqVKMe4uMCKX6GAH1dGhpDD37xZtB7TS6GOhusQBnz2GREAVapQMwxexhEbCwwc\nSM9nzqRA7YsvitT0N4cwtNxI2iDa8+VX850NoG1b/A7SUmiKv8i752jcmMaNV4iQjRkbMM2HO9/X\nX29NkN4K8y2LrSUmBt5usHvZzNCRtbV42nmxne+PH6dHOaBi5iRw5zs5uZgvdg6AS+1rAxiZmUIY\nxS4uXBAkCHcyOCwIrmVkkJ5Ku3ZAo0bke1x5pShJDQt4C4Zy5QTLGGBsFRSISqJQENXON2NMYYzF\nMcZKaf4O2dneBZRE+wuLkV/d25NzxAjgsceQgTL4N5MKArV1zYyBmhADZOTI4jB2EBYVLgLvxd2x\no3ELaM4q65XMcee7bVtagC67jOYs08jLU6mpmE07f/ddErAFyHEzWphatqTNL1igI4TFm4jyevwo\nY74dudRut7hwkejxnZFBab0dOgDTp2MDrse9MV/DjVhcfz3Zz5yc6NGDDCmAMiV4cOehh4Bxt31j\nfd95eWrrwQhyX1259lVzwgf9TEb+VVcBD3bSUSR2AMVlbedrcFGK5VvBmjU0R/A6dQBEVc+bR8/H\njlWn+HgvxKbcBj4RfK09AIjhMm+e0KIJVO8dDMpu79zniqE0Z0nBL2wp4XHx5vvXRssA3bNHiGPy\n+lwOznzzfNn9+8U80LChcHLlfrXB9sUjtX37CpEDLxzzf2WngB8bl+5u0EBEf6LlGoQRvPvk44+L\nZBSOXr30RSx79wYG3bGF8r8BkSlggOxsgNWpi5UlyElvU2GHEIPhKFsWCvekg6QcG9V7BxofjJlk\nvr3gvomcwWcWdtLOLxrm+8IF4RyWL2/vJFzqzPfZs0Kkks9F/BzopZxbPT8bNqi1LQBTzDcDsC6t\nNt54g+6LcuXo1l+xQnzs1CmyI622SDYNfvM3bWqQ9ixQWEg6WmZM02CIauc7HPj1V2DwYO8/CQnA\npEn4rVw3AECMy+Of8vz116JXxmuvqQdUFDHfaWmkAg4QSWkEbqNqs+M8HuG/8p7glrFzp64Sd6Cf\nl5EhYht9+5IdbRnnzol6Ey2TcjEx3/v300IEkCR8OA25338no7FXL2DVKlxAIvpUWI4L7gRcfjmN\nNW1g5p13aOxVqEAZoj/+SCV2MS4pvcksdHKNdL/One+qVf0XWC824Vp8v6ceAHLiVOJqYV6Eo22N\nl7uBWFH1LSpkZpJ/NmQIEVd//gma7B5/nD7QoYO6B5iEdTlUH1y7tn6Xr9at1f9feSXdVrawdKno\n9HBTG18JhF3m2+Bf/9dq1vRTC4x6wbVly+gxNdXfE9GmnfNIUWIipddbYb7XrCGakZeavfZa6Mdu\nBK3zfeqUaH/Xr18E65KKFpmZ4pLJOnocSUnAY4/R8/h4MhmOH6dYVewiryBanTpB87Kzs+m7xy5Q\nHX277573qZ/rIdCpdrtFYmPz5uaX1exskeSgy3xrXuDsnZ6mjVWYGTrcVACAErhQfJlvOeoq6yZY\nYb5LlbokAl+G+P13Ol8uF9Vky+BZBS6X/XPEU86vuMKnc+KDDvOdjZIY734SV2EbbvzmFYwYIYJT\nLheRoEuXClvl779F9ZHj0Iu8GYytr77Szxq2g0vK+eb1zh98IDINEBuLJVWfAAC0LrGRorK8KTYA\nNn48XYiGDQ2NPEsIE/M9cyYtImXL6veo5TAqTdu0SZTY2na+ecp52bJAlSqmmO9vvqFFLCmJBNRs\n9b78+msKSSUm6tZ9BkOxYb55+mVion8RvpOG3P79lPaXnk6MQbNmeKPL39h5qgJiY+l06zkziYnU\nEejkSQpy+eIgdn68dzAGHUM806JePfXr0j4/wEsAKB7UvbvN4zGB4rC2HzwoiLniIL68eLGwn86e\nBR58kFGE59QpKlqfPNlQnWjdBbJyjTo83XCDOoD04IM2z8fJk8Cjj/r+Zc3824pZZb5Np51fLlJp\ni43gGi+w79jRn2kwcr6vuores+J8P/88eUdlylBdgU4XDMemzVKlRPDv+HGquTl/nvYtjY2LHevW\n0TmNifG38TmGDaP0819+oWm7cmVQ9J+3gbv77qD3Q3a2IAsqVQKubq7fE9LMkN+9WzBZ2vKUQOND\nbjVfpkzgVmNZWULo0ozz7YTgWkGBeB6HAtV7xSruIzvfZcvaY76t9Ay9GLF6NT02auTPmnDmu1Il\nMf9aHSDcS5ZTzHSuU2EhMDp/AKrjMJ4pGIsdoPS7a64hjaCffyYubc0a0k684QahgaanUxUyzQ3g\n8wAAIABJREFU8vOF19+smd8xezwkF/Laa3TsY8bQ61ZKU4zgwCaKDxIT6UJu2UJdKP78k871t8dI\njeeO7LnAO997ZTmfpS+5YoCGjam/jBNnXIZDzDdjIuW8d+/A9UTcdjlxggYWt334QlarFgWebYE7\n39dcoxrEgX4eF+Tq2JFqzS3D4xE56927B4x+Owkrl8wx5ps73w0a0CQZDmPa7Sa2+/RporDXrMHq\nE/Xwobfa4s03g+qaOQOrzLfcokDCYVTDXNwPAHj55cj7H9Fm5PA1uFQptWChrePkwRmtirOD0EaZ\nd+5UcG7nGpQGqM7boN2eGy6szCbrX8twc8TFkfTHyy9T84BnnrFxgG431Zqmp0OJiQHcUDmUoV7/\noMy3Th1rVDPf6ekiL1nVJ9ILI+ebM6F8AcvMJMfaKFr7zz+Czly0yFcuFrbURYC8yD17yMD45BN6\n7cUXoWrxUBQdKiII3jXm2msNE5FQpozIdvNh2TIxl8u12wbIzhapqW3bhlYjzWVUSpak20lmjAOB\nazQBxr+V75wPYyByzLef830xMN9W24Xx1AStUXwR3nsBwW8WuWyWnwPOfFepIlp+WIGcTmcU6Qax\n1489BmzIHw4ASEAu+uILPH13OhrPH2L4veuuI45FqxfnCLZuha82rVkzmrsB37lZvFh0ejp4UCwp\niYXZmkIO67ikmG+AyrAUhQbC2LEUhD9+Oh4KPOiBBb5+GAq8/SGXLafIiF7vaDvOcxiY77/+EuUc\ngVLOAZEe5XarWyDye9M26w2oDSVFCcpa5uZS5yogMFsfEFOmiDuCKx/LCFPauQwz9pSjzLdebqxT\ni8nEiSK/Z+5c5FSrh0cfpc1ff32ImZtWjtEs880NNgPmexwGwI1YVC6Vhd69QzymICgOhg2/3265\nJcT4zeLF1Dj7iitE/W4YwKPdr74qXtuOBpSFZKRcrSj4HS1w2k2GWqDy0ZdeIkZq82abwb8hQ8RJ\n9d6XwUpPAsKq4FpxY74XLCAPuHRpirhqYdb5Boz7ZQIi5btOHVX+syyiDjhsg/Oo9VtvkXdYtiwp\n3l9C4Pdrq1YWvsQY1QMBlC6lk3KuHbrnzokYTtu2xps2M+S5jMqVVwYt+VRBVVOtp/Eq7ZynnFev\nHlDE3QcnmW8X3HBZbPsaVeCB+KQkqlWwchL4DR8usiIasXo1lWXxyPW5c8Kma9/e/zxw5tuqmB3H\nkSPCgdcTV2EMU6dSJsyGDeRb/QfjcTipAT7DE2hc/kjAzdevT4+7d5s/JNPgKedVqui2seM6WADJ\nHwFAiwZnEYPQFdcuOee7eXPho732GnDPPfS8y42ZuDzOOwjk+hArs7EZ6DnfIVoAvHVlw4bGSuEc\n8sTP57TcXLFoBlrIgoKnb6h6gBn/vF9+IRtFUYLqq+jj5Elhlfftq6a4Iph2brQNU22CrIBnFnDn\n2+nF5OhRYNAgev7YY2C3tUW/fjTpxcXROLPVKjOEtHMZfufO7RaOn9b5BnAOyfgM/QEAzzb/Q5Bk\nEVyEoynAzphYTLRBNkvHefo08MQTlId15oyQtXcYx4+LBbd7+2yUjaE8z4MVm6lKg/QwB70A0FQU\nrHXY5ZfbLHeZMQN47z16/uyzUKpc5vcR0+fVSquxfInS0ukBGbXMN2MkhQ2Qsp3eSZed79xcMQC4\nQyYX12p7anO43VSHBdC6IJ3bggL9rzgCbf36Sy/5Z2JdxA7A+fOCALv5ZgtfnDVLfPGNN0x95ddf\nRdq3VuZFD4GGPHe+uZFv9nuy852UFLjVmJP13mbBx7ov5Vz6MdG0LgUFZ77NRC20kJ1vGcXqBFhA\nWhrla0+eTKWDJ0+SE+520zkIxnzbmZ/4vVuypDpw5t3WhB234dFHKQmhbl3gt8QOGI9nUFE5pT4O\nA1StSo9OtCL3g5HSohc8wCfjrZt+cWTXl5zzDQDDh9MkyK956dLAB1PLUc3R7bcDCxdCMTMInRJc\nCwG5uaQuDZBSeLBNyhmifE5bu1aISd52m80DOXaMImCAT7UkGGvJU85vuEHUolvCm2/Sj9DNY/Mi\nSgTXQr7UhYXCStAENwIekBU8+yzl0lWsCLz/PkaOFGNr5EgHepPaEFwLOIYOHBAWhg7zPQlP4hxS\nUBLZeLLpX6EfUxBEu139zz+i3rtDB3q0dcxvvKFWm+bMr8PgAcGSJRmuH9QJ1dwkSX7kPh2nRsLZ\nC/H4AqTP8fDDYTk0ykHj6sodOohiMESA+ZaskGLFfA8dKgK0WmVqDrnV2Pbtwnjmk0+ZMqL8y8j5\nXrZMGJSaFGZtixhHbfAePcTzqlVFK1MjXGQOwKpVNB3HxFiwI/bvp3UHoDIErTy6F9qhe/QoPdat\nG1js3wrzzZ1vs7cJTztPSlJzNIGYb7POdyhp9Bx+zreJ7UYljJxvMyeB3/CxscX0x1vElCkiKpSd\nTT4N7wrSujWtm2aYbyvgYmvNmvmV5i5FZzz9O63F7dpRkmorl9dZN3k9ZOfb8SkzQJuD48dFSUq/\nfjTXDBoEdHIvcWTXl1TNN0fp0jReZs+mifeRR7y2e727/HrNOH6xHWa+v/2W5qaYGKBPn+CfT06m\nz7rdgvnmKeeNG6uJBUvgCnYJCaa8NMaEOvsdd9jY36FDNNEAZNRpFcCiTHAtZOzdK2pTwsF8L1ok\nmh2PHYsf/irnIyEeeQR44YUQth0K8x0TS3W00DmfPOU8Ntav9vWCOx5jQL3P+uMzlCsp9bG8FBZh\nHXAfuXp1/xJ502N1926KqgPA/fdTLtb+/eQI2Z489PHrr/TYsuQWxP+xGlVxFFvRCEfj6Vrn5RGR\n2qyZyHZjDBi48EacQwqSlGw89FAYhHYYI+cxO5vqfOfOBWJjQxtWVpjvY8cBeOl8HYMpKn26mTOB\nt9+m5/37G6txya3GeMp5+fKiTYeikBZFWpqx883Z9bZt/TIDwsp8N2tGRsWWLZT2qden8yKYe1as\noOqkhARKLODVA1xHr0ULdZm7IXbvpsU/M5Oi7x99ZPlYOne2/BUVGAud+eYp50aXVh7KdpnvUNLO\ntWJrQJTOEUbghip3vu2mncsoVifAJBgDpk9XvzZnjqhj1tbd6THf2vfMgDvfmpTzU3nJeBRUMN2y\nJZmYJUtKHzB5HflhFRQIKSJHkJ0tSjm58y0d08qV9FiyJDB+PFU8AACuXuPI7m0x34qiNFIU5W5F\nUUp6/09QFKVYseiJiSRC+v77+v1uTY2LKGC+ecp55876CtR6u+RzGJ/TuNiamfQtQ3Dn+/rr/epy\n9E7Pjh2ipWeXLjb2N3Ik3Y2XXUYpsEaIEubb5uEIbNxIj8nJwfNorSIrS6hNdeiAtNt6o1cvOtbm\nzcnQcsRmtFPzXTaAFced7zp1/CKub+7ohXRURhzy8RI+MP4BYV6Eo2mN5863XPZl+boOHkwGTa1a\nwKRJwqjh49NBcOf7plPUgqhaq1oARILNa68RuXjTTcKAnj8f+N8aanM4uPwk5xZqGV9/DXz/PT0f\nP96PkZGvueXrb4b5lrIOlHhRB2KVXY8YfvhB9Jdq21aIkelBTjvndGGjRuofx4M8euJAR44A331H\nz3XWBS3z7Th69aJSBJ1yAD9E0+RgErNnU6IH78DaqRPdArm51IYHAO67L8hGzp8nCumaa2gOT0gg\ndk42/jUwGtsarsQQRqc6LU1o33A70Ox9FLSFtHdDh86mqFrVm4GTzHesFL0ulrEfznxrhT3NnIRL\nqeZ73TpRpvPWW/S4di0N1Lg46iIA+BukMvNt9Rzl5VEhN+DnfD+z/gGkozKS4y5gzhzJ8ebXzaT/\nJE8Ljqaeb9okFDh12hzwEr1bbpEc70OHhMBWiLDkMCuKUk5RlJ8BbAYwD4A3HI3xAMJT+FfEiAjz\nbRN79ggb0Ep6JZ/DMjIo6Mz1ykKq9+aCDlLz4EApw0u8mRtVq5JtZQlHjgjW+9VX9eXdo4D5dnIf\nqubMejoEoQzUN9+kc5qYCEyYgAHPKThzhsbJ/Pk262Fl2Pnx2mi3HgzE1tauBT7Y0w0A8DreQzUc\nDf14TCCa1/aMDBHJ7dTJ5kY2bBApbO+8QwplPOOA99GxCMZEQoeM06elfsH4DbjrLlRtS9TU0aNk\n7H/+Ob1fUEDl14WFFBsAgE74HgPLTbF1TAGRlUUtrABi7STrP9D1dzQlnDMVVlEUA3T6dODOO+ki\nN2hAE0og4Qg951tLF3LnW8t8M0ZOncdDTGq3bn6b1zLfxdD/LTKsX09ZUB4P+c3cXn35ZWoTevYs\nXb777zfYQE4OCeHVr08Bivx8CiR/953FInFCzZr6vcRlBBvyPGinKKQdqUWg8cFV0bn5YbSvXRk0\nXmNi7HeSCYn5Voo5861NO7dyEuS0cxnF6gSYBGfirruObkqfxwjK1NLrv33unKg5tSO4tnmzWMAl\n53vJEuDLA5TdNLbJLH2+yOR1rFBBLBmOOt885bxOHeEUeY/JUB9n2TLV50KBVbZ6NAAPgFoAcqTX\n5wPQkS69RBAq823z+6NG0Vdr1tS1MwzBx9mZM8Dy5bSYxscHX8gM4fGIgcyd7yDMN085v/12G+P4\n/ffphq9UiVIYiwARZ771UnucMKb37RNM1Jtv4oe9dXwMxpgxhp2c7MEG8y07335f5z2+pRzqvDwy\nEBlcuBab8AaGO3dMNhAta/zXX5MdkpSkL25o6ji5GF+jRiKFjTN8NpzvrCwy4mvV8v/6zz+SwZiI\nC2hZfjcwaRKqVafxfvQorYFyt4YFC8jP27ULUBSGD/ASYqCRtnYCr75KB1CiBHkcQe7BUK+/btr5\n8TT/F63sMxKD0u2mWpWHH6absn59SrEKlo+s53xrexvydAat8z15MkVhAOCVV9TGpxdhZ76DwZHF\nIPI4fJg6eebn03T7228UzKtenWx3rnvaqZOOfsv+/TQOUlOBhx6i+ychgYK+27ZZTrkbMoQ28913\n5ru/Gp1qPu/UqBHcidaCO7faYabd187TNF4vv9ymYKkObNV8F1fm2ygQb5X5vphRWEiLPEC1IKVK\nUYNqgIKXnAkH1ANcnkMrVrRuU3JSqFYtX2lQVpaQ9LgNK/BonVXq71hkvhVFVB3ZjTvrIoDY2t/Z\ndX2Ovq7z7UDbaavOdwcArzDGDmle3wUggOxF8YOpcaEZqH/+SeVmAftEOsR8r1olSi9fesnaWJCd\n78WL6flttwXpVRkIO3YI9RGpls+I+U5PFymlllPOMzLEDx84kIzgQAhT2rkMPeZbu52QFr0LFyhF\nBtBv5aC3Q7N4+22auKtXB3vhRd98fdNNNIcXGXjaefkAPaR1mO9PP6WXYxQ3puFhxHPDQ74AxYn5\nvnCBiix5aheoDKBPn8CdlmQwRn4iQAZ0klQGbfqYV64UeesjRojsC+5879tnckMC8+eT7X38uGjj\nwfHTCFoYW2ENEr/4DEhNRa1a9N6hQ6KTFLfHduwgURQAeLDFLlyF7ZaPJygWL6aTD5DOhE6PbSAC\ngmuSBWJpWEfS8h44EPjwQ3reuTMZaQHSin3gRnJamkgrN8N8r1ghhLvuvNOwxdf/M9/WkZND80Z6\nOsVOFi+mx+Rklc4gACLcfHC7qRPCVVdRZCw7mwyVe+4hJaNhwzRFoMaQh+4NNxDJp6c7Guh7ejjk\ntWSNKrkCjQ9O+HHn229f3hd2nSHnW6uzEQjabdlhvnmgSa/mu1hBm3Zut+a7WEYeTGL1ahGk4Onl\nQ4fSWrFhg3/KPkCDW+4qI9domZ0YdUihwYMpWJcYk49P8YTxabdwPbjznRY47mwNes6395hmnyJF\n2iuuoOkLAC0evEa3CJzvcgAydF5PBryNsS9RrF5N4++JJwKXIKtgk/n++WdyWj0eIqGefNLasXKD\n9cQJkbZ+553WtqECr/cuX95U65uZM2lOLFtWv9VrQEyZQg5JcnJg1jvMaedWLlnIZMevv9JKqiik\nXKG3YTs4e1Z4PW+8gQVLEnyluyNHOrhWhSK4ZsR85+TQDA/4nO+zZykbGgAer/UjGmOLjYN1FiEZ\n9ydPEuvXrh3leE6dikOHgP/8h+ot+W8Nhm++ESncRsJ5AY/T7RbUVuvWauqcO6BcwMECZs0Sz3nV\nCgBg+XKs2EoOVttbmW9/TZrQ2x6P0AYcPlztA8fFAW918QYqnPSsjh0jkRCAisBeesnvIyGJLloR\nXAtigRQ5871zJzB2LD1/+mlSBTWlwAV/hio21l+UhVOrPAhx+jSl/+flkbU0bZqhcfT/zLd1PPUU\nSTrExFDViVzlc/fdNDXUq0eZeD6x8kOHaN4aOJCo8apVgQkTyHqeN88wcBUuGJ1q7nzLiumhMt9a\ncOdbpxtmWCHSzr2DXjoJxWToEUJpNcZv+ItdcI0viE2bqtMVK1f2/+3yAOd2VkICBcKs2mrc+fba\npb//LrqAvnXtYtSFTkacReYbEBnxjjHfGRmiTa1UKgsAHiiYc5ro7j59pFOydq0gGR1IYbHqfG8E\noFcx2BfA7zqvF1tYEVw7l5eABx8UtfszZ4qM2EWLaPHyEUMhMt/795PjnZ1NmR7ffGN9HPAg2Hff\niXnNluI4h1zvLYVo9ZhvxkStZu/e+uXahnC7RYr0I4/oq8nq7dAC7DLfwb4fkiPLc/SbN/ev2wm2\n40BYuJAM1sREuO/r7auX7dpV7eM7BitqdrzVmJHgGp84AZ9V8/77RJYlJQFvNfhK/fkICK45Glgv\nKCDLlrP7ADB0KJYtFTHONSZENzMyyP8BKCWUO7Acpo550iQhDPHf/6q/xEPSZml4ENtdv77osgBQ\n/I4xAKdPY++DQ7EHVIDZdrjoWVS2LNCqlfhOXBz5XHLXqmefBS5PlRrwOgGPh/JcT5+mg5gxI2Aa\nY9iZ77R03e1GDfP9v//RY82axH5bSfnU6lk0aeIvOsGLc3fupPP12WdkFCUn06AKYKT/P/NtDevX\niyyTUaM0KZigITVyJF0KH+u9YAGxAr/8Qv8/8QQx3Xp1pyZhN3HJLPNtp7yKM99a+0sruLbThvNt\nxHz77SMA/r/VGATzfTG3GmNMtBro3t3ad7nzXb689cDgqVPUchMAmjdHfj5lnzFGt/9LDX8IvK2i\nZL65PeNyUY28dEy/4iYcySf1alUHqZkz6fG664qk5nsYgFGKoowAEAPgQUVR5gF4xvveRQftuDl+\nnKK77dsDh7PJix2wvhcOHBCTMGPkWP7wA9nPkyYZsNM2mO+33ybit0oVIkTtBJBlwTWAyLWQans5\n862JIHHIP2/tWiEWyIkk0/j2W3Gzc3VuI0RQcE1vG1ZqwgOCMXWBfKCdWgVv4t21K6YvSMaOHbTJ\nd98NbbN+sHqc588Ly8aI+d6/nx5LlAAqV8bmzZThCJARWDkx07njCQG2jftRo0Sj6xEj6PHQIfy6\nQKTa7tghAn5GeOEFmrOSkkTGtKXjXLVKpPD27QvceKP6fTkF2MSPdbupnS8PTnKkpwOHDjKgf38s\nPEkeduWKhWjaQu24jR9Pc5+i0FxYuTKR0B9/TBpO/FQF/lEWMWaMSDebPBmoVk33YxFhvnNywPLy\nAm6qSJnvvDwh/PP449bT87Q0YuvW/p/hrRYzM6m2m0cN+/ULupBFFfNdDMDLVa6/3jCTX2D3bspG\nu/tuSkOqWJFy1CdNMhcoDyOsMN9mvgf4M996l/YCEnHoHAWQraSdG8GW4BqKMfPNWGiCa5dCq7HN\nm8VAtuJ8MyZKe3hQzMq55ZocLhfQqBFGjQL++Yf+nTwZiIsxmQxdFMw391muvlpdhwdgKh4BQO5M\n3breFy9cEPYy79wRIiw534yxHwF0BdASlGb+KkjxvCNjzJnmZ1ECozH4+utkj/70E9B33ZP4Cj0x\nfTcZi2PGiDZ7GzdSSjW/93/80RtkCoH53rlTRKGHDrXvMGsDiF272tsOAGIceB9B2fk2YL6nTqXH\nJk1oQbcEbgncfru+NKkewsR8WxVcs21zbdkiWN5ABfJWF5MTJ3zUY+adffHaa/Ry79421OfNwuwx\nSrWcSqrUO1r+Pk9zrlUL2TkK7r+f/PUrrvAyMMGoA6vHZAKO2dX5+eR8A9RL6/XXfdHZ1b8LmuXC\nhcCE85IlYj4aNQq+mumAx7xhA3mz48ZR9LBXL5rEGjXS78PLU4ALCsjg1jmGefOE0/PTT0SCAUAv\nzMY/uBrJIOW0799cByxYgIUgBfFuPWL9iNDGjSnukpEB35h1uSgW99prXpLUSQdn40YhNNevH9Cj\nR9CvhJX51rTXijrme8ECWuhiYmxEV+Gfnm7kfPPBPHo0RaCqVhWlEQEQVcx3lDsAWVmCUHv6af0m\nG8jKIqGNVq2I2uVZD7fdRrUuIRkXAuFivnnlkp20czPM9x7UBfOa2aEw31pYYr6VYsx85+SIH2KH\n+ZbTzovdjzcJfpPWrSsVKAeAXtq5nYwUrw4Ru6Ieps0r6dN0e+45jYaZ9jpp085NgDvfjjHfBmJr\np7MT8SWoVyLXkAFAytTZ2UHaOViD5apxxthKACsd2XsxgDxusrLUwkC/pF+FX0DprZ060QKlKETG\n9e9PgXkZq1YBPWpJL1hkvocOJTvj8suttRbTgqdwcNxzj/1tYflymuACyKXzn8cYfRwgmz4oZs8m\neuuxx6i56M8/0+sDBgT/bgSZbzOCa7bx5Zf0WLeujWhFAHz1FTlVpUtjyJpOOHmSBPfef9+5Xfhg\n9QTLHqUkAqI6pzwDolYtPPccBabi4ig4GVQ4MNoX4Z9/pslDUYSH2bkzDm86iYPn1MIpBw/6388A\nZe0//jg9v/XW4DoUjIEW09atResRjuRkUlLVq9uVpY1PnFB9ZvJkcQwPPUSE6PTpDICCm/ELZld4\nDqhZE903fIMZ6Iv/zUhAZ9TAOlDNg1EP3/j44HWWjiA7myaqggKynLmAmAFCGlZmmW9ZICca8dln\n9HjnnerWNWahNbD1lLBjYkj7o1s3ypK5+WYqoTFRExokaSD8iPa5R8LChRTgS0gQGk4qTJ1KNd3y\nmKxWjdJtnnuuWChMcwc6XMz3NpAzlJxs73bgsCO45sd8S4jyuI9AhiQxFQrzfTG3GpNTzq2cG1lw\nTa8NWTBs3oxjuAwPZnyFlUQWo1EjSYsm2LHYSDt3jPk2cL6nbmyMPCSidMx59O4tGZJcbLZNG9ul\nM1pYTTu/ZKA3LlavpsU7JkZtE1RIyMLnn4vv3HMPMT5XX03iSNwnnTUL+HJ5GZxHkvFODLB1q/DD\nhg4Nrd5f7txSqxbQsKH9bfnk0m+9VZ1apsN879pF7aQB/9oxP8yeTQUXO3dSaiG3xBs0MPFlCWGa\nZK0y37YOx+MRqS69eplnc83Au91NNz+PCZ/RwjRsmDlBYtsw++O5852UpFbD1WG+NyW19rV8HznS\nv6bZsWOyCVubX7CAHm+8UVhst9+O79EZAFAqyePLlOLZZloMGCDSzadMMWCtIA2hQm+NeW4uRQ8r\nUc0Tatcm4Qpf/pUGFaXMBCljweOheYpj+nSShlg4n4yhvviC0lF//hl9aq0FAGxEE9TCQTC4ULky\nkWchIdRr+8ILNGnxqI4mPS2chxCI+WYIfN8XWdr5rl2iztduC8jatYWh3LWrcSTtttsoBYKnoZkU\nYypy51tGlDsAvMTxzjuBlBTNm6NGUWbD6dMk3PLgg3QdDhwAXnzRccfbLvPNEexUy5UkjjHfAP4B\nSbJfc42zjP0l02pMz/nmsNpqrNj9eBPYt09kngZJOc/KosqxVxbcAA9fQ7TOt4Vz9POaODTBBqw8\nQWO8Rw8i1/yWyWDMt4W08+xsoXlmG8eOiYbhkvOdkwN88Bv937f8UvXv4MRf27Yh7lwgKPOtKMpu\nwKBnlAaMsQjrOYYf8rhYtYoemzQhzZ2Hm2zBhWMZ+KjjSlx2mbrk/cYbqf4BICP0t9/Ipl6w4HJc\ng3XYgCaItzDQhw6lY7nyStFi1y6uuIIc8H//FfpltlBYSFEGwJRc+urV9FihQhCH/9tv/ftc8Rrf\nQYOMPQkZNidaU/aQ2w1qIRzj21Uw5tvW4SxbJtKrg110K4bcoUPAmjXwQMHTe16Ax0OBIt6pp8jB\nne/UVOPz5j0vH+yhBvdXXw08/7z0fqBARZgWYUc263aLSLac4tyiBWbFAigEul+zB1su1MOWLSIB\nQMbChUJJfMwYk7oQ27cDp/aT471uHd2gZ874C7FokZhIQbesLFXGwm+/UTtfGd26upFbEIsSyEHP\nrvk+Oq3Dr4Px2M0rMGW/WNj69QshwOjEhfj6a5FCO3y4pawTJ9LODaFhvqMq7ZyXJdSsSZlKdlCy\nJAVlVqwQpRdGqFCBeiJagDapI8r93yLDsWNCEPGBBzRvvvMO9egGqLZu2jT99JsogJkhn5CgE1zw\nIiTmW1GwFWTohERwAFC8G7fFfCsFfu8Vm3HP22cBIqvKykkwUju/WPCVV1g2NdW4Da0XEyeS3wI0\nRlu0R0e2T6wncpsxIOAAcbuBN18vwHsHpoDBhZSkAkyfFYdu3TQfdJD5lrNG0tJClJDgrHd8vOrG\nHDcOSMsqhQTk4pXKXwC4l944fpwEdgAiGR2CGeZ7JoBZJv8uanDn8eabaa1Z1nY0VuEWXFv+cMDv\naa/XP2iI+ehpOvKzaZMgw4YODX0ecblIbyA93UKf7aNHib6SI5Fr1ojJUVvbJd1Y/OfxAN311we4\n71asoNQBt5siBJz5BcjBDzXyoANLNummTcBll4F10ZeHd4z5ZoyMfoDSLOrXD7xhK/DWTnxZuj/W\nbacFbfx4R7on6MNu2nlqqnocedTMdy4SsGgHxfuee85cTCbSsGzkrFkjfr/kfB86FotfC0lbojeb\n7etLq2W+T58W4o4dOoi076DHecq7CE+cSIXVLhctyGauHU89l5xvfts2ayZKptNP0sR1V9wSlP5U\nOFZK9WqYvK8txo2j3V11lW4nL+uwa2EePixOXLt2pg8mIoJrp09HJ/O9bZtoY/H886HMotnuAAAg\nAElEQVTdjI89RplPVas6c2wSipz5tpkGlZ9Pdvbu3WE4Jh3MnUvZK+XKUUkdADrewYOF4921K2XF\nRKnjLSPQqa5Y0V5s1oj5lsGZ71CdbzvwBQcuBua7VKnAKQZGuJgF1woL4Uv7u+++oB04eCwZANbD\n66hbZL7dbpqeR4yKA4MLzfAH/vzxrL/jHQg2mG+eiAdYTz3PzSWzykcGcOf72mt9kbMzZyhzEgCe\nwSeoHi86iviyuZKS/NLUQ0FQ5psxNizYZy5GaMcFY6JXri+11eTgadOGmJxNm4D9uwtx5lwsVqAt\neiurTB0LFzK45hrg3nst/IgAiIuz0DbxzBnqH5iWRjTaxIlU3MEt7CZNdNXftGnnXBxRV9DL4yGm\n4623yEKqV49yWFJTyQk4cYKcEatGndOCax984E2vFZSjGUE1y4veggUkDQ8Ab7wR/PNWfuecOchH\nHAaDinPuvpsCSmGH1bRzI+b73DkgIwMr0Rnnc+PgculkXBVXwTUuKnH99SqFNP5yRZxA+w0jsbT7\nEwAu82O+n32WTl9yMi22lsZl8+b+GSdmkJoK7N1L0TyQ0Td/Pr3VqxcFAWQV8kcG6BdAPvsszW/l\nyoUYCArlQrjdRPVlZNC888UXluecS05wbds2YkBzc2kdMBvxKQJone/iYIN7PDRHf/cdrdl799pr\neWwFPOX8vvskfYXhw0VA+O67KUASEfGF8AmuAWrZCisw6vPNx1S2OxH7cDkAst2sINjyZWbc8rEe\nr+Rb23k0gTvf5SStE7s138Uu8hAEU6ZQNE5Rgpb5/PKLujvrTlxpq+b7lVeEiOsz+BhjKo9CXEuD\n2rcg27JyPeLj6RBPnzYvusYYmdHPP0/lri4XleO9t3UzEgGVI/3OO6QXWzoxD6/nvgd471sAIuW8\ndWtH57so5IqiE0eOkM0PiE4nZuFykSH811/AwAcpbLMOLU0573/8QVnYANXkFgm79+abYsTv30+h\n8CpVSOUU0MlLU4Mx+uPMd+PGOh8aNYrEpfLygDp1gJUrxarYrp31puDhEFw7f55yegFD9kkO1gR6\nPyDOnRNsW9eu1NtOD3YWk+3bgc2bMRu9se9cRcTECHsqbLDLfGsoCd+583qca0BMcNOm6tJjx48n\nBFgy7s+d43lhfvcUzy67J+VHxLrzUOMbUv6Xme9vvxXxsDFjjEWEVPAuvgwKjTk750bThHPFCtqs\nopAzffXVwKs15iAGhehZfiXavt/RcFOVKjmYgWHHs5o5k3o4AiQoZUEl6ZJjvj0eytVr3pwWSC7M\nZ6M2PlK4cKGID8DG/bVsGTneAPkifHiGC9u2+YSMxTT03XfAkCH0/P77KRoYIcfbCQRjvu18T8t8\nay/twQuptpTOA8HK8OHHJzPfHMUh6ATAuMe3WRilnRebE2CAggLqrQmQ+nKQ6A7XweTYA6+GiwXm\ne9UqsisA4LlGKzEOAxB3XYD9BiM8LApO86X4sJxonJZG9bMa5OTQNNWzp9CZ8nhIM7XDqkHIQBmf\n871zpyi/ff3W9SiPM+pjWunVF3cw5Ryw6HwrirJbUZRdOn87FUX5W1GUrxRFsaCGZWqfLkVRRiiK\nkq4oynlFUZYpilLTyX3o71f9P6/fjo2VJlKLgwcAmjXIBgDsQH2cZ8GNFJ7hde211lr4OYbNm0WD\n4O7d/dOfS5XSTwXXCK6dOiXmUb9uCDt3Cnq/Z09KC3Eq5dBJ5vubb+iu1iAY822GGVfhhRfIwUxM\nDF73yKE5cMYMDM05c+CBgtFxrwMgZsOJ/qOmYPZa8EBPpUrq88a/7633/sNFqVMtWuhsozgy3198\nQQGekiVV7QwOH6bAHQDc/dFNQGoqarr3AhA139nZ1G4LoFiVrxVlkN+n/L6eniQkmmqjpQtNE07O\n0rdp472N09Iw8lBv5CEBX02/AMUV5uCH3Qtx4YLoGd2rF3CHfmlJMISV+Y6mmu8nn6R6j+xsCsau\nWuVoWl44oO2GVxxajfG26Rx8LggXuF5E7dpAy5Ygyox74S1bEvVltX97iAgn8611vs1uPxjzfTiX\nNhzrcqvSZs3ACebb53xLzHexI3/5fFeunP97l7Lg2uzZtPi7XKKuywBpaaJslYuYHkE1smW5kWjE\nfOflAT/8gOwT2b7Okc2aAaOThlIIWFZvNoIDzDcg/K6dO70v/PAD6Ytcc43KTs7JIRto3jz6v0sX\n4pyGeXO4fyu8EW3wGw5Xa4mCAjK1Cgtpvnu+zUb1Tg8fplQjoGidbwBfAUgFcBrAd96/U97XVgIo\nB2CZoijONHckvAKgF4CbQD3FDwH4VlGUiHDAfNxs20aP9eqFFvC9/kpyvhlcWF/QBMMxCLP/qIsV\nK6iVb9++Ili3Zo1ozfX220XAemdnk6Kpx0Mq4/Pm0SjOzKSUl759ge+/D5q3xZjQDQOoVZoPHg/l\n5Ofl0Y00daozOXXhYL45K9mpExAXeBDYZr5/+knUTv73v4E9Y4MD37iR5qOSJSl7ec0aaedz5uB7\ndMa/BbTdgQODHI8TsLrocY9SQ93KzLcHCv4EGfpye/mwHE8IsGTcT51Kj336qO4Brr9WrhxwU5/q\nQO/eqAGivDMySOvsnXeIBU9IACZMABTmoaBYiRKiLkyL06cpuAaAVatm36CWmnDm5Ynjve8+7/vf\nfw8AiElOstapIFQYnfwXX6Tz681i8eHjjylMHhdnKx0kIsx3tKidz5kjigj79iX2wduLPpqhbf8Z\ncVicezIyqKwaEHbH9u0OH5MEj0c43w88ACg52dRp5OxZSkuZP79YMd4cgYZ8IPMlFOb7SC6JWFVJ\nOuuY3pcd5juBO9/FkfnmBb5yBpLdtHMZxeYE6OCbb4BXX6Xn995r3InEi08+obFQoQItfQCQhsoo\nOCPJhhu1cRs6FOjYEa9V+hz79gHx8QzTPvcgdovXSQ3kfJu9TiavRYMG9Lhtm/c7L78sBvno0QBj\ncLvJfFq3jvylceMoI7B+fSIy5zy5CnHIx7+4Bs0fuAK33gqs9/IPkyYBiXFu9U55ynlysrOtfmHd\n+U4BMIEx1pIx9qL370YA4wHEMcbaAhgNYLCDx/gkgPcZYzsZY+dBzviVAFo7uA8/aMcNF9vWHecW\nbuSyyYWoAyq+6HhyBgZjOPpMbYd27cgOnjGDsrkZEy1+mzWzTcLYxzffEEW9aROdjM8+E6tMSgo5\n5dOnUx2EHjTMNz9/KSmadsETJwolu88+M9Gk2SKcmmSPHiXHGACefBKstdTT/McfA+7ONPOdkyPq\nJVu1ElSmBZw8CXTuLIJFmzZRd4S1a0Fe+Z49GAXyuNu3Nxe4dAxmroXHI/KKatbUZ76PHMFhVMdZ\nT2kABnNicWO+jx6l6wPQ6iGBO7Ndu3ptiNq1UVPSHPjmG5IiAIDXX6duBpg6lRykvDx1wbWMiROh\nFHoXr1BEkyTme/lystNdLqk38NKl9Ni+fWQM90AXYs8eYOxY8sL4BAuQrgU/T08/DXMS8c4ckgrF\ngfnOzRVRuzvuIGpWrwd8FELWCy1ymJh75s4l+7JUKbq3AeroFi6sWSNin316MwqM//MPTTxffRXm\nXpTGiGbm20gHjDPf1Upp0i1MINgxWGK+IdTOix35y7Pg9NYnMydBTjsvdj9eB7NnUzAsPZ0yI3kp\niAHOnqVgPEBtjzl7zODC8TyJ5DKyu2fPxi+4GZ+AWuEM6/IHrkrYS8QcYI/51qadmwR3vrdvB9j3\ny4QIF0CliocPY+BAYS999BHpyMi7uT//C3yPzkiOzUFamuIjpoYN0zTo4MfIne+bb3Y828eq830/\ngKk6r08HwHOPZwDQkWa2DkVRUgDUBOBLtGKMZQLYA+BazWczA/2BAgeWwa8Bdx5VNpnNm7mp9+d4\noB8OHTGCyCruk773XoTnjQULKAX10CEacBMmGDvZJiAz36rzd/CgMIAfecR+exo92DxhhvP5rFnk\nGFaoQN7tPfeIXfV9EEq6WgXClk83ejSdqISEwM2Z9eDd4ahRNA+lpBCBXrcu+V/dugH7Jq/AH2iG\nVbgFAIlnRARWrkVamrBqjIqWjxzBNlDtQmys19kM1/FECryos0wZ6lPoxenTosUhb3WPcuVQGWmo\nGUNBCp4tc8UV3oA4Y6I4C6BeoFqlqYICkrj3grlCWFgk53vuHBqHt93mVSgtKKD0MMBCa4UwgvdP\nAsiL4QJmgweTpZKSIlLPbcLWvW92TGqc7yLBjBkULIqLo2yBaLyfDKBlvqOdAOPJMD17iiDj7t20\nFIUDXGitaVPgyu8/FDUkY8ZQHclFiFBrvo1ajR3NpVTpqjacby14nqetmm8dwbVoH/c+OMV8Xww1\n3x6PsJdbtKBImV8NpxojR1LAMSmJYspyNedhSCLJWp0OxoC8PJw5lIW++AIA0Ax/4OUaX/my5ZCU\nFJh1d1iFmDvfZ84Aae9Opn9uvhlQiOZ7a4gHY8fSy88/b8Bd/fYb2mIl/n7xC/TsSclaH34oxTC0\nx8Sdb4dTzgHrzncMAD3piHrStvIAOLU0lPY+apPFMqX3IgLuPNaqFeKGGENz/KF6Kdbl9vm4sbHU\nY5MToN26OdrXPTiOHCFWmzHK592xQ/QusgID5tt3/hgDnniCalwrVxbUXREg6BzAmJB47NULiI9X\nM9/uQp8qnu1WY8ePA++/T89feMFcIbbmwLOzKXUGIGLqkUco47d8efIx7pjSA/1ByhvXXhvhcWUW\nsnx3zZr6gmtHj2I7aCa+4oowtkhzAKbXeB6u7dxZ9YO++47shxIlpIzt0qWhAOipLFBtYsIErybh\nX3+J1AcOrdO2aBGQluaM3+RdgHPyY7B4Mf1gX8r5r78KpUpfz6IIQe/k88WUY/16yjjgN85bb/nX\nv5lESGnnBojKtHOu3tOrlwMLYmRR5My3qcWA8O+/oivOI4+IJSE317/FoBPIyxN1kg803yWyGx58\n0FYWlpOwy3xzBDrV2nJis9vnpKoRIZZRQGxi+cRscxu0cAy2mO/i2GpMz/nmuNRqvjdsEFmB06YF\nTYM+fJgcS4Bu5dRUKkUsl5QLwFv3zcGdb+kcHf3rONpiBQ6jBkq6LuAL9EXsiWPC+eYtSYMhGPNt\ncj26+moR6Pp9nfe6DhqEnPLVcT/m4u0vagEgkmL0aJ0NpKX5ejXW7tYIX31FS/9zz+kMDcYoUsvt\nUYkQcQpWne95ACYrivKwoigNFEWpryjKIwA+A+ANkaIlgB0OHZ/XavNjrctI7wEAGGNlAv0BsBR+\nlMeFIXNrQ3ANAPriC9TEAcSgEAvRHQfemYldu4CnnlLX4NapA0yebGnToYExUmo6e5YY3sWL6SAc\nADcWeH9ifPGFKGifMCF8vVOcEFxbsUI4M5IQFocCBmW7WnFRu52g8/6QIeQ9V6wo8gutgDHMn0/1\nv/HxNJYA8osWLgTiYj3YXlAXf3sTRgYPLoK1yMy14JNduXJAqVL6x3jkiM/5Ngz8Fqe08+PHRUlD\nz56qt3hZcqdOtHACIHYWwEuFI5GSQsf/0EMkMgJAqKvIxYyaFlW+TgVXOCDDW7s2EBeHJeiC7BwX\nYmMl7bbFi+mxWbPIpawGuta8ZyfHunVUMM8YCSU8+2zIuw+b4FpeHgUrDbYbkbTzzZuF4leQ9jbR\nCJVSLqKbAOOsd506RDpffrlw9HyiQ04gPx/44w8snXAAmZlATAzD/TO6kONy7bUUmCqmjouZww5U\nMRFofARLOz9bQA5NSkJu8IMIAv477DHfBX7vRfO496GgwNvWFeq0cydqvosj+Fp65ZX+wsc6GDiQ\nAnWVK4vmOQBQrSyJBvuc75gYv0G8ZX8ymt55GTbjOsSiANO7fIX62Em2Cm+FECzl3GHmOyGBMnIA\n4De0ARo3RsEt7dEzbybmgaL9/foBX35p0PKcpxInJooNBTomWVyD0+4OwqrzPQAkujYJwD8AtgGY\nCGA+gOe8n9kIoJ8TB8cYOwtqqOw7U95U9DoANjuxDzM4cUKIXIdcCsgYKuA0tqARDtS4Gd2xCFVT\nzvu2++67pGMzfDiRMhUqhLg/K5g4UaSIfvopLEt0ytAwlt4WwBTATEsjdheg9G1fPq2DcFJwjbPy\nN93kizaqFq+27XxPmc6qFpTs2LBBiKwNGwaUNpnUoTlwvom77lJH89u0Ab69ZwaqgnouPPoIsy1s\nbQtWJlmuLMlvCHkcebyRMCnt3NacGG2Ca8OHE41SsSIx315kZ4v4lOoW8TrflyENf/xwFgsXSkE6\nxqjdE0B0Gcc5KVZ56pRIv27SxPxxGiEuDqhbFwtAg6p9e+/4y8kRaavduoWwA5vQ/qjDh8VEdNNN\n9Dhjhsg6GDIkJCMt7IJrclu4AAgr8z17Nj3Wrx8WNiCcYExkYBUZTDLfOTkUnwYo3qsodJtxsVLH\nnO9Fi2iubdECc1/8HQDQzr0clbL20GK9eLEU9YsOOM18a51vuzXf2u+dLaTzVibev0NKJODnfBc3\n5vvAAVFfoVLptYCLqdUY7zl8551BP/r99+SEAlS2Kpd0Vy9HmRg+5zspCVAUFBQAG9zX4k80xe3v\n3oi0MwlIQSa+LdMXPTt47YfjxwXzbVcwyCbzDQDtW1LweR7uhfuFl/HCiwq+z6Is1NE3f6uSpvLD\nb7/RY4sWwbVnGBPOd5UqPpvLSVhyvhljuYyxASBV8+tAddflGGPPMcbyvJ/5hzHm33jNPiYBGKgo\nSj1FUZIA/BfALgCrHdyHH+RJSlbqVmXZ2WS+AaA0slAtLt3vdZeLojeDBkXY8d60SUgh9uljv+2Q\nBDntnNu8lSqBUtgyMshC//jjkPcTEKEy3zk5wlExSL1TBr8hfmuef30VEGBBz88nJ4kxyqvh9QYW\nkX4qxje36JDz6Lj5vziImsh8/i1M+VwpmkXYzLXgVqU3x9LvOM+cAcvNvXiY7/37RRrvoEGUX+7F\njz9S5Do2ViO4KC0E9SpmoHt3yWf8919fahXuu09sT3a+ly+n312yJJQrnMlsKWx4HZaB0sq7dQO1\nMOnZkyKXcXH6gzJcMLoQPGKfkCCOh1Ohl18uKcSFhrAx3zr13hFlvhkTWRX33lvs2NAzZ/wSB6LW\nBv/0UyL94uPVMTS/djtm4fGQYNp999E6tnQpyZl37w4cO4ZcJGApbgcA3It5VM+zfDlQvXqQDUcG\ndodaqMx3IARjvjNDYL6DLV/W0s71bZKoxx4SJkZcnP44tCK4Fhtb7OYrFQ4eBP7+m553DdxM6vBh\nMWfccgtlxcmopuN8nzpFvnTT87+gOf7E0TMlkJyQh19xEzrV2S2y6HbuFKUAZp1vh1qNAcADmOk9\n9uro/W0vn2zNG3gXL1WdG3iT3EAOpF0hb4Bnu4aB9QasM98AAMZYDmNsi/cv3GG990Hp7qsBnABQ\nG8CdjLEwSY6oIUfLy5UzT0oG3CBHCM67o9i7l27ovDzKU+byiA7B4yEbHAAq7V0rmLkPPwyNXQ8E\np5jvtWtplVUUVZG06pI1bEitCACwrPP+70vwe33oUFJtdLkoz9AK8yYd+NLfksEYRTh5L0cftm0D\ntm9HDDxI6R1p2XxYm2S5lC+3MrU130eOIB2VkAGi9os98/3xxzS+qlXz01bwduhC69aaqgw5CntO\nVX0jnKPatWlx5BOW/LklS+ixbVsgNs7ccQbBuqo9kQk6yM6dGNU18B/w9ttqpZdIQfujuPPdsKG/\ngOR//mOQq2YeFz3zvWWLyExxKFARSRQ56w2YmntycqjLJECZ/fKtw+u+LSmep6XReL/3XirqHj+e\nxA95T7F27bBy8n6cRzJcLoauS/9DWi8NG1rYSXTDCvNt9nvBmW9yvp1kvkNKOy9urcbkLDjZLrJz\nEhIS1K9H2wk4cABo1Iiy3yZO9H+fC7KWKwe0bKm7iWPHaN5o0YLIrjJlKItWe7p42rlPcK1kSbz7\nrlomJimxEF93mYpG2Eo2upYJjImhMq1AMJt2bvZaeDyou3AUOoHsinlf03rd8fJdeBtv0gngOHlS\nrUp57pwIXpgRjpSZ72hwvhVFcSmK8oiiKLMURflJUZSV8l84DpAx5mGMvc4YS2WMJTHGOjLGDoRj\nXzL0mG9DbRm7N3I0ROL27SMlv6NHyVCfP9+BCANUgmuZmWIOTJ3mtSo6dqTIe7gR6iTLa0QbN/ZX\nZvFCcSlQeFpUjv9CqygGl3rNGmFlvfoq1cXaxHeryPnv2FEno4Y7W9WqGde6RALBrgVj/sy3lD3B\nU853QojRGerSFQfmu7BQpPE++aRXLU0cFk8599Mp8wZ6AFCRvwwe2OrRgw6If5Y73x6P2HCXLo5N\nQUvPtgIANMQW1Ej7QyipDxmibukVCRj9KJ4ud911FGS84Qb6v1w5Nb0YwUPyQyDmm9ftlxLXP6LM\nNw/s1KlTLB0zOYONo0htcIOdf/opGc/x8f63Dp/vTDPfO3bQurJuHf3foYOoFy1fnna2fDkWridB\nq9atFVTs3NRap40IwK7gmpnP2jV3jATXRM03pZ0XNfOdIKmdR4PJaRr//EOP9Qx0ScycBN7lIz4+\nun/8668TCXPqFAWCp01Tv89Tzrt08RtwGzZQtln16jRfHD9OmeRff60vRl6tnNr5Ph5f0ycBMyzx\nPfyNRjgwcRnal/AmF1eq5N8SoH59VZZeQDjFfK9cCezbhw/xPCqUpZvviiuAWf1/hQtMMPJDhhBT\nL2cIrF9Pto/LJdb9YMfEnW8T9fV2YHWGHQ3gUwBlARwAsFfzd9HBUGwNCL34qKiY7337KN2sfHky\npA4fJiN9+XJyMh1GupRdX+nIBroBxo4N72Roc9t+l4KrI99yS+AvciU5r/MdlPnOyqIeUR4PMZRD\nh9o4WkIe4vHDOirq0c1I4nX8nToVzQJkdp+nToleQDoLLme+D6AWACpJNDv/2zoeBxDw1v7pJ3Fz\naHp779oltOc6dtR8Ly5ORPJl5/vAAWInAVE2omW+t22j/FvAOJPDBpb8SYtzFyyhPLe8PGLoX301\ntA2HAiPm+7rraAzMn0+s/E8/GQbWQt2to8y31/lmZQKLU4aN+eaBnbvvjm5D1gCcLQ6lpX24EYj1\nBoTzffiwfwq9H/bto3XryBFKifr2W1rjt22jueLYMaB/f7iZC4sW0Ve6d3fwx0QRjIZ86dKBE17s\nMt+5uUCeh6LgKXFFw3xzvzMOxZT53riRHrWq3rbofw0jEU0nYO9e0WaA44knyGEEaI3ndqhk4B08\nSJVdTZuSNIPHQyb9gAF06vwyIL2oV5lsgWOoimO4DP/N6I/cXPKvX0ocj0bYigrJeSJdNTXVn/k2\nk3Ju9jqZvRbeCMGVbSph555YLFtGgYfy9b2BgYMHaV579136f+lSYQ/xht6NGpmLthUUCMfPTOch\nG7CqLtMbQG/G2PxwHEw0QR433D42FOstLsx3YSFp8A8bRqsDR4UKJDoUKCJkFRLzLTvfqThB0bsw\npXLYgeFlyM4G/vC2hdP0+fO75N60CJafTw5kvMhl82O+GaPo5r595ETNnBlcACLAga9BK5zPIQtC\n0usi5OSIWhc/Ly7KINM5XudbcWkEio4cwUFQoMMwEwUwz3w7CMu74IpKN9/s92M4OV25skE8LDmZ\nrCvZ+ebaBGXLinuZLzT8c3wRSk0F6tRx5LQcOgRs3Uob6oIl4jo+9ph//9BIQO9HnT4tWi5cdx09\nVq0qNfgMz27NvGf685z5LlMGXu3EyDHfO3eSngDgiB5IUYCnVV59NWViFwmCCK6NHWvMegPqhINN\nmwJkUJ4/j0W3fYhZ6eNwV9IPaDL9eSzecQ0qZwL33qsg3td2hGx8Liodrc53uJhvo5RzRQlu1gWq\n+T4r9dYpk3Ah8IYM9h8IZkxOHpwp5RLOf7GJmeXlCcfJqKWWpcL3KGa+R48mz7lmTfImW7Wi+bZH\nD+ossWYN/Y64OJ8Nt3gx0Ls3magA+ZSDBxMDHsyUbFb7FJJxDlkojSl4DJ+eoJt+4EAgaaQ0Vrnh\nbtf55jCKRlu5HunpQhi1f3+UKyeZszzrNDcXePNN9ff++INODrd7WrUyt7+jR8WxSnOlk7DqfMcB\n2BSOA4lWMCaIIj9ypDgx3wcP0t26di39X7UqOYBxcfR6GGsy+T1cFmeo56RNUTFbCEVwbc0aClgo\nSsA6EUUBlGpSZGbrVrDrA9SVvPYaOdwAMHIkWYMh4EdQA+jrrlN3lwJAfZbz8ijbwCgUGikEuxac\nmqpSRS3PKePIERwAnduAzrdTxxQuZGWJxeTBB/3eXraMHjt0MJhmkpPJGZOd75Xeyp9bbhFpo1rm\nm9//rVr519PbBD/WsiVzcUPOevFGEfcGVv0onnKuKGFPmQ5pSAX6MveQ7CpEhQKecl6tWkjlMUUJ\n7nxfdZWIU0UTAXb0KDBiBD0fMEB/SS5bllItd+8GHn2UqqL0Prfyro9x18EPweDCV9n3AlKJ/pIl\nwJw54n+e0XrNNTrZfRc5gt1Kdplv2fkuilZjcgAgRTmn+35UY+1aQd1ra5zNngS3W7Qai9aa77Q0\n0VPw5ZeJul60CGjenNKoe/QQKd/t2gGlS2PlSmoSlJ9PwfkPPgDuv998pUhcLENXfIvZ6IM38Q7g\nId/6qacAjPR+iDFJqKkSDfKYGHE+zWTImq35NoNp08gWL1vWX29EVsKfMUP93vbt9D2eRaDVejE6\nJvkGrlZN/7Mhwmra+QyopvFLA4bOtx3YjfyEgkWLKFLFDe9nn6VBOWgQhbvC4XhLzHdGBr1UDmfI\nsfKjZ8MAJwTXeL33ddf59SH3m7sTKf+ZQRHCDjrbZ2npwPvv0z/9+wPPPQfb8G6YO9/t2+t8hqcr\nNW3qaGqtJZi9Fpp6b+13tWnntp3vaEg7//prUgRPTPTr7Z2bK4aeYbICr+Xmzjdj4lrLWRpa51sT\nAXbiVHBHpm17F2LLevf38MNFZ8nr/Siecn7llWFj48MuuFaUaefc+b7rrqirB4Yh2PAAACAASURB\nVDYDt1uU8IUY6wwNBsw3Y9RsJCeHAqiBEjLeeIMe9+yhJdwPCxbgtZ/agmnMO94xbO5ctbgSd76D\niChHDULlPGQEYr6DwYj5BkT1FACUicsOvjEb+w+E3FxB+pZxeef+4tRqjOvUXHutDqNgEvmSynu0\nMt8ffURBhgoVKJoG0Bo1Zw4d7++/I/+75UhDJbB778OffxK7nZ9PpchbthB3ZmlKVhQMwgjEI8/3\n0pgxXr6DnyOPRwR7+fmXKXW7AVg75KPHQ8pxAJW0aWsNk5LUws0JCaI3K6XliRQBs8w3R/nyNmsb\ng8PqKnoWwKuKonyjKMpQRVEGyX/hOMCigjwuuPNdVmvzhMpch3sy8HgoDaN7d1oNKlYkBeJx49Si\nTRFCMrJIcTWEXrqWEQrzzT2gIPXefmnlW7b47db3/rGj9Hj33aQqH+IYOIXy2AhKy9J1vnnavNVJ\nJxwwy3xL9d5+p0dyvgNmA0W74BqP0Hbr5tdDcvVq8ssVxeCaAv7Ot9wCRM5wkAXX0tKEgqxDPZoZ\nE7fJrR3iKU1u3jzRPi1aINd7hxlhazXG086l8RKRtPODB+m6AsVS5Rygn8ArreT2hNFCgE2YIMo+\n33svcFniQw8JhnzuXDEsAABZWdjc7xP8ieYAgF9XMfz4I4klZ2YKkmjuXHrcsUM44tHsfIfLxApW\n/hlov4EE1zhxFoNCJMWF3upL0fyQYOdDdv5TXFnGH4wWnDtH2YATJtBcwzMDuROlh2AnQRa/lcRM\nowZZWULZ/NlnRXQMAG6/HRmDP8DT+ASVkYbLkIaG7z+AVq2onKB6dZLy0eqgmcXV2IafcSsG4CMs\nbPuJf/LdmTOC5ebO9wsv0OONN1rLvgpVcG3lSmG3GGXN3nyzeP700yK77cQJQYalpgZvnag9pjC2\nWrTqBfUFcA5AY++fDAZghBMHFW3wMbfhYr7DYQEcOUJp5Tys3aYN8OWXpFIVCejcWKVwPnL1gqEy\n3+fPA3/+Sc819d5AAEE1KKJWSd7+jh0A6tP7bdtSm5cQWxtBUbACxHAkJnjQurUmluZ2C6O5efPQ\n9hUKzF4L7nwbMd8eBnb0GNJAikm2EzaKmvk+dEiw1AFSzps0CbC4ap1vnnKemqr2LmTme7VXvTQx\n0a+Ozu4UtG2byE679VaQdS+ngRUl5B8VAec77My3l4lgKYENH8eZb96SKjU1eNpelII7mPHxpDFa\nVMgvUDAQHyITZTAmMwblQXGzl16i9++7z5zw/oABJMx29ixlrQ4c6H3jo48wK4Myy+rXLUDrNnGq\nodWzJyVeLVhAVSG8u2Ht2tSiqDggFOabs9Ucdn0yxsylnZfGOXXHjhBh9reras4l5hthNDlt4fRp\najn78cfqgwb8m9xzmD0JcgRCy5xFwwmYMoV+c4kSZKtLOHkSaDPveeyU2kr+u53sxQoVgB9/DMEv\n9J6/G7EON2IdcPUAv/fUQk1e53vQIKp5uf12S/tRwY7/wwP5rVurbRsZgwaR/VirFgmuff45vX7i\nhLDHGzUyd9wyosX5Zozp5hEqilITwGOOHFGUgI+LCxfoDwjgfFu5kT/+2H8nTuLvv6kIZM4cEZp9\n5hnKK9HLjwojtItOKVcO0MLfkQ0r7DLfq1fT+XO5gvYF9GO+t2719hj0OsNnz0KZPRPAu0CJksDC\nhf41SDYxH5SyfPP155GYqAnj79wpVFeK0vnmCHQt3G7KowSMme/8fGRnuXEBFCEOGPWNZub7f/+j\n/VauTEXdGhi2GJNh5Hzfeqv6QGTnmwvvtWjhG3+hTkE8hlC5ctg6cliH9kfl5IiShggw33pwlPku\noxZzNL0Pu14Lr0l84IHQA4ZFBO5816+vZiojbYOP+SgG40ClRjXnHcHbnej05uUBNWro9+XVQ1IS\nMeDjxpEI8EsvAa5zmcAHH2AZfgUA9Lw/zm9bPXqQ8/3vv+pMzSFDoruawO48pf3eBY32mdEyHGx/\nnBQEAguulUEm7CDY8hVs3J4+LZ77nG+d7RQZ3G4avMOGiZOVmEhOMs/gGj48sPMjnYSMDKBXL3r+\n1Vfe5ZGzZgBtt6h/fHY2Odzp6ZTO/N579Pojj6gEzXJyyL/duVNBQgLwzjvUMuzzzyngM3aswwLc\nemVYsvPNDa2kJCons4pQmO/0dLKXAVKAN0LjxiLADoiAQXq6Nedbe0xh1MKynf+rKIoLQFcA/QF0\nAHAGwJsBv1QMId+/IQuubdlC7W2033fCAjh6lIrG5JYFlSpRePyhh0LfvlXoMd9l4+2peju0f0sf\nlelHTVowEIT5zskB+2sDAG9dzKef+mpOWO3aQLIz5+DwEQWLcScAoHfnDAAa55unnJcvX7RKOmau\nxcGDokbLiPk+k4GTEB633VKwImW+c3OByZPpeb9+fpbb0aOivWlAcXrZ+fZ4gFWr6H9tloasds7z\nw3XYSytT0LZtwCuvUDker6O95Zait238wH+ULxgGayqtIe5W+zwggjHfjBUN871mjQiKhbEXemEh\nMH06TVXhUNzmQu1XXVV049TtBj6aIEyuJWvL4G2odRetVIM98QT5L3v3UhCs7aoxOJpZEv+AUi71\n5o9mzcjJ58L/ycnkD9xzj80fVUzAh7zW+Q5mjhjdKjKDHoj5TsHZIgnwHvF2QyhXDiiheOstoqXV\n2MGD1Gb1VwoSISWFtG8GDCAned06ioo0bar/fc1JyM2l6i0eW5450ysexo13l4sKmuUOP5E+AW43\ndfnh6zRHqVKqdpyMUWb1X39RnPPLL+m3AYEz8C1BO4hk55u/x9PZype3XybqBPM9fbqx0Fog8GBG\nRoZwyu0IrWpV3h2E5bOqKEoNAP1ATHdlAHMB3A5gpbOHVrTg44LXewM6Nd8cZm5kj8c7I+jsJFTs\n3ElKiHzGbdCAlBP79HGMYbUDP+a7soGCdThhZ5I9dgyYPZue33FH0I+rmO/4BCAfXouKnG/l6/lQ\n4K2xjXMu+PD2qBLIRzwq4zh6ts0AoCmC5s53s2bR4RkFuhacmYyNVSmpqcbQmTM4AeFxB3S+zTLf\nDsLULiZMoNrruDgS3NOAs96lSwdJA+Xs5+nT5FlwVtTI+ebeB6Cyyq2eFsZoWtm8WWji6O22SKH9\nUXzxrVYtrItpoHNp9Tz7ff7cOWE8SgtR2Jlvzno3bUpy2GHCu+8SCQZQ8padDMFAkJXOZUTSBv/j\nDyAtTVyDLXtKYvNmMfVxI9ssrrqKOgquXw8smX8BbWd9iB+8erhG84fLRc7J888TqfPBB5RJWpxg\nZRhrP6vtjW6X+dZzvjmigfk+fJgeq1cHcEJ8uUjNAI+HIj0vvywEQJ94gm5+eV42q0/DGDwe8uO5\n4w2ISjtf2nmZMjTwi/LHz5snHO8WLcixKFOGfnuNGr6PffihMD1Hj7Y+J9iCXGvOIff4DhV2mW9Z\naK1vX2vCZ+XLi+fcibPDfIdRpNhUopGiKC5FUbopirIUwG4ATQG8DMADYDhj7EfGmDvgRoop5PQd\nQ8E1M5g6VaiNa78figVw9izlqBw5QmHs6dOJOnv00SJ1vPVQ6rIIirzZnGjZB2OoKPDkSdrG/fdb\n20AKOTtsttTLxeMGKhBj65Sxt3cvMHUWrfpD8A5KJnr8P8Sd72hIOQ8GXu9dp45hpJWdyfA53yVK\nMGdEq8Nsfas2v2oV8Prr9LxfP92Uuh9+oMd27YJUifBMhj17RO53lSr+lrSWSqteXde4MXsaNm0S\nXbtkRJXzzcF/VATF1uTdap9b/rL8Lw+sAmAVAxtEjjHf588T9QKElfXOywPGjxf/L17s7PY9HpGh\nUZTM99Kl9FgBlMFQ6Hbh7bfptapVKcnKKvh9t3bRSSArC8viSDWtbVvj+aNNG2onvHhx8XO87YIP\nebPOt/Z7WvCKPkAsV/K48vl9yCwS5nvfPnqU/DoVIs58Z2ZSiVX//uR4p6aSCuCkSaYDotnZwCef\nAPMy2vtC8iNGUJo5IBIUfZI7XK1bz4GK5Alwu4GhQ+l5z54ULdu1i+wzqexs2zbqQgtQFkwojXAC\nIhDzzcHTzuXalFD3YwSja/HzzyLrSoeoCAjZ+QYo+NKggbVt6G3HQZit8jkEYDiAXwDUYozdzhib\nE/grxRta5js5OYSS6VOnKE/TaCd2wXNU9u2jepkVKyhCFA3FW4rix3wnV/NP344GqC7D3DnEMJUv\nT1Faqf5YhmHaeUpZymU7LSRoFTAoXYMz6FYwfDjgdiuogYPoh8n+H8jNFatQUfflNTPOd+ygR00x\nk+KSvnvmjC/tPDU1yDYDUQdFYX2vX09ZFPn59BtH+GtTyt3C2rULsj1uNe/fT60EAf3cb62c79Ch\nqvnBzKnYto3aG23aRLE9LapWpZq0qIER8x1m5zsk5lvzAb/Pc+c7NjZyzPf8+WTxJiSIgsowYNEi\ntWK3plNjyDh8WHSaMdLriQS48/0wpqEGDgIQ5Yx33mlv2eYtkDcer4wclMCPsSS2FrBkpZgjFOY7\nSyP8bZR2HgrzDQjnOwVn/d80gVCXKH4PNWwIFclTJIGn48eBm24SPSn79KFMrC5dTG+ioIACSs8+\nC9y3fyQm4ikcPJOMd96h9/v3p6QygJZE1ROeSVdUUbdlywS58NZbuh9xu4kvy8+nuPrEiRE8XL20\nc+58O8F8y7DSapmz3q1aWZ+4tQGXevXstQwLI/NtNu28IoB1AP4FkB7ksxcVAvb4Nstcv/UWbSgl\nhYxmX14MzH3fCPPni7DfuHFF72QFQakaRdBn2sy5zcoCQAwhK10GeOO/pD5ZylyavCrtPDYWeOgh\nsP99KT7Q5iZH8yj37gW++IKev4HhiEeB/+/8+29hIUTLuAh0LXigIFBqa4Zgvh1bEyLBShw4QNkp\n588TFfHDD7qtOnbtEtlecucMXTRvTmOtsFCIren1CpIj140aGQqmGJ2GEyeIKTtzhlJU87ytQS+7\nTOjiaDXeogaM0fnZupX+LwLm27EvH/W2KKxSJXKiZzz/sVu3ADVXoYNntnPs3u3s9nnKeWwsBYlk\nUeVwE2CHD5PtcO4csHEjvXY7lmIfLschqUzIbmyDp5YXIB7/K/k8MnLIwLyYne9Q4BTzLZcPaxXT\nnUg718JK2rnHI5xvI4mLiBG/6ekUFN61i27AadPI+baIMWOA338X/4/H0zj+x1nk59OU+OGHIiPr\n9Gky6ZJ5eyq97huRZL4//ZQe27UztG/+9z/x+6ZM0SejHYN2MOmlnfMBXFRp5ydPUksGwDrrDZCj\nXaKEEHkwa39HW9o5gNoAtgAYD+CIoijvK4pyNeBgD4UohWGPb7PYu1dI5Q8dqm71FYrFevo0qZgD\nFEHs18/+tsIBHea7VPkIpsFbEVz7cKz4Z9o0ylII4ngbMt8M5KVITo7y7ju+43FizifWG6hR3YOH\nMU3/QzzlvGbN0FKHnICZ2h4jRUqN4Bp3vu32tzR1PA6CeTxA794k/JGaSo6yQS4g15+pUMFEhlTZ\nstSXiKNUKX19gquvJqGSOnWo2FNDrwU7FePGiTmQO94ul7ppw513BjnWSEP+UTt3Cku5CJhvxwTX\nOPNdrVrQbTqSdp6ZKdIw5HHmMA4eFKUWXBd0925nbWPufNerRyxlpG7/4cPpVq9Th5YVAEhOZmiN\n1bgLC32fa9zYfge31LQtqAVi+N4oHAqASCJJNuOig13RfsC5mm+5hTR3lPTSzu0Krhnt38xv37tX\nZHo0bgwVSRTRIOm5c0D79uR4JyRQnYMNx7uwUKw3jb0NjrfhaoxbQ3UaDz9MfpasKXvgAIRNwdtw\nFEWE+PBhIY5ioNZdUACMHEnPH364CEq49JhvjlCc71AE1+bMoROTkkKp+nYgp4zbEVsDit75Zowd\nY4y9A3LCHwdQD8BmADEA7lcUpVrYjrCIoE07D3gNAk2uH31Es0eNGiS45tQE8OKLREslJ0c4R8U+\nTBLJziLYwnfwIF0j/vEqxq0F1q+n2kROQnGomG+ArsmHH6n+d+ryqFjvl/OJ9Qb8fyfvUR4trDdg\nfC327xdWEV9dvVCdt4wMKe08yL7MCq6Fm/nes4fUWwFgxoyATYa5892mjcnb+aOPKJqekkLRdb0b\nTFEoQ2bPHssLUHY2TS2A+nzfdhu1LBo1itpr9uhhabORBadDypY1LoB0GHpDyvT9b9RqTHK+jbbr\naNr50qW0biUmhpVGffllir1VqUIiYAA5Nto5NhTwxAe9zMVwEWB//w0MHkzP09PpPgGADu0Y4lCI\nPpiF4Y8fwIMPUtq9rfXBK+LaHBRozc6nHOqIiDRFGHavk92082CQnW8tcciYpubbAVhhvjnrnZRU\ntD3t8cwzdPPFxgJffw107mxrM0uW0HygKJSME6tQwf25XIqccH++UiWRhbB/63kylgBj1fRIYPJk\nuk8rVTK8MWfNIjPU5aLyrogjEM3uhECpHeabs949eugz82Yg20Mau9IQ2mMKY8aXpSojRljCGOsO\n/B975x0uRZH14V/dDBe45JwEVMwiiq6imMNnxjUrIoh51zWsrpk1p1UXI0YwIYprRBGVJKACoiI5\n53QvcHOeqe+P0zVd09PT0zPTk+C8zzPPpA7VqapORk8A/wYwBMBaIcTMBLQv5aiEa45u5+GoqDBV\n3n/7G2n/4jKPGEyaZEpgTz2V0ELwMWNznEkVvt3MZqQErr8eorY64qIffUTxdTffTPPf8ePtl1OX\n0tEyHgePPUZW7x49gKFXNIZfUAl8jimzk0Ska6FmCwUFoRmAgizfO71xO0+m5XuFMQG49Vbbmt46\nSviO6HKuaNMG+O47sqpfdlnsjYT9ffn++6R8zM8nxVP37jRBuO8+OoV33EHWvbQt/SylmUo6CZm2\nEmr5VvGL3bolx/Kt8gicckrCfCA/+8ysvPnkk+TtoRwzVII0L1DunEoPmYzHXw3PVs78P0O5AuCe\nKzfgnXeoL4+Jt94CZs/GUfg56OcEOiqkBfFYvq3Cd6xu57rwrUJJ9XYFuZ0nOeGaSnFx8MFG32xj\nYUy41/X48aRsBqgwdRTx3VZefZXeTz/dyPBfuDDw30EHmUo1Icxnad1Pm80f7TyeIp2AsjLg9tup\n07jlFtPtKxoaGsyyosOG2SYH8PnM9C+XXJKk3ClObudeul3HavkuLjbT18ej2dfjQWJNOmzNmeMh\nMWfmklJuklI+BLKGnwugJMIqGYXV8u2oAAn3IL//PvX2BQX08Okbtn52S0WF6b4yaFBs8RBJIsTt\nPN0s3998Y9bzdqCyknQnOv/5j/k5xPJtIdL/btm6lTyHAcqKGVZrX1xsZolUGXnSgXDXQlknA7MF\nE6vl27XbuVvLt4fY7kL6yR/ukUcc192wway9e+yxXuw4/lXVvXbhhXQIixZRO10rB1KFflDqOUhx\nWudoL1HI8kqJYE1ImAjLd12dmR0sEUW3QYb84cPp8ymnmFUx1eRzyRLyvLAKS9Gya5eZy9FODxmv\nEPLOO/RsPPBA8O/q9B19dPDv557jkdSzbh15vwG4dHB9IIXEBRe4N/JkErF2cdb1VOlnRaxu56pS\nVkFBaHEO3fLtVcK1aCzfKlrETt5Iit55yRJKBAyQtfumm2Le1OLFZvnN66+n99OLfgr8b61Pr4Tv\ntb8ZE/e+fc2Jp9uD//Zb0gQ++yzlZxo1ihQI0fLll1S2Voiw8/QJE8wcF8o7Juk4KVe9sPxGa/n+\n6ivyFmjWzEXmWQfUpH3QIPehl3qbsrJCEzp4SNxpsS3W8N0Ov1HBKSbL95tv0vull5obsEtpGs0M\n4O67aZZeUEBZGtIhs7kd6W75ltIs/3DCiUE/W/n4Y/LwLyggY0OkzYbbjtPvbnjlFcqG2aaNGR9p\nu+GfDUtIbm5s9WuSjRK+7TTUQZbv0oDbeVwx3zqJLjUGQbEKEVynVA7GggLvaxy7wXoatmwxlc9X\nXEHvzZqRe3DGIKUpfCfR/9LzUmOVlWbh3r59E2/5njKF9pmVZZ/ED+SloZeOjwYpKbZx507qy8aM\nMR9zlevgllsoi37nzmb6ilhQ0TdZWWZX6JUAUlJCAsHatcDDD5vdbkmJKfA/+KDpuTl0qEchhKWl\nJHVUVAAdOqDj6H9j7lxSliljIxOMuuWVMUURye083KOihHhdNlH3ld9vCufJtnxv22Y+LyGOVsmw\nfJeVkcKuooIe4LffjuuBu/NOauvee1POUgC4ut1X6IMV6FZUHrBpKVSug3Ur6ulDOE1xuBPwxReU\nO2XLFhqzldL2o4+ib7xKv37mmbZJGPx+8hwDgPPPp/QsScF6PZxivlNh+VYJZE86KT7hd9gwCnv4\n6qvY1i8sTKi2Kk0lt9QT9z24cKE5o9Z7iHgs3/Pnmw/0Qw+l3JoTibSwfIdjwoTAzEzc5xxoo1wI\nzz+fyt1aj8Mry7fyUho2jARtPaNqba0Zf3v99YarW7iNKpfzfv0SqrlzTaSDV35yNqlZ9XtI1tR4\nE/OdoA7VdrOtWpG/XARUV9GvX9gy5wkh3KmYPp3emzalGO+MQj8oVfA2CcJ3pD4gmpWDvqoyNYCZ\nPMhmOc8s3599Ru/HHGOr5Xr1VZrT9u9vhlVGw+TJZtWhN98MVujoho6yMtIB3H8/MHu2fX15nZoa\nCol48UXzN+VyftBB9uNPtELIzp0Um37ZZeShopLpAub8fPZses/NpWWmTiU9+ejRCL4GsUhA27bR\nAzl3Lm3rrbeAtm3Rpw95D8RSTSfTiKb7ti5rFb7dWr7r64Mvl53wrSgvN5eNNeY7Vset0aPJlbl1\nay1xl7ZyQi3fDQ30YCxfTlqNTz6JK9nrlClmrrInnjDHxc55JViOfbDurpfRxZKiJ2D5LjYe9uOP\nN/+MdPCbNpFVo7GR3EcWLSLrN0Cf9fpykVi61OzkbrzRdpH33jPzUaQk1luRTpZvvd6qF5nnDjww\ndsEjwQILC98uibrUmCqI27s3TWKccDsI33UXLXvAARRDmmGkjdt5XR0FrAKUqlnzDbQuXlkJzDSy\nGVxyCb3bVIkKWT9ay7fPR00ZMYKUxTfeSBNc5b727rvkTZ6bG6Yv1zeshG+rz2OqsTv4khIzmVS4\nuigGFWiOetBsyYs8IGHb5CU9erqa8SjhO1W5YaynQVm9//IX+zq2GUFtrZm0wzpLSyCeW75Vuu5W\nrYC2bRNr+ZaS3CUB2wRB9fXAv/9Nn3Xv9GhQ4QzHHRe6i6uuMmOzlWA0eTINof36UWx4OB58kCxJ\nf/ub2Wcra7Tuch6PAHLFFZTncNw407qtUDkb1L4PP5yE4QMPpGIksSb3CrBuHZ2I336j8Jz33jPN\ngYwj6pZ363aurzd+PF1HPbTALhGvuq9KNXk7VrfzSNg9whs2UBJMgOYRTooYz4c9KSkcUnUIr7wS\nd74ZVRL7mGPI8BFACAjYP8fKwLxWdofMybXVHE/Cabj9hZ4YP94iT//rX3Tx2ralcMSePU1zdH29\nqch1gzKS9eplm7Dyyy/N6NELL0yyg6JTzLcVry3fdug348qVZrbNpKd9R3CbWfhODXElvWtsNP2/\nhg4NjSMItxMnliwBvv+ePj/5ZHLNY7EgbEqNpYvb+bhx5LqfkwM8+6zjorNn0+XMyqLJImAvfMdr\n+X7zTTP8/Oijafk5c4CLLqKwITXhvewyzVJkt9HGRtPvLF3ivZ0OXiVbE8I2G7fIMtdVVm8gBrfz\nJFi+7ZDtImeGk9IUvpMdJRDuVChBQt3zGYU6KD1gWC/xmODdRvuf3QJBX3W3CIflPLF8L1xoFnC3\nEew++4xyTyiU5cYOv5+EXz05VUOD6QWolJk6zZuTtXrXLpoHWxU/jz0WPvfRxx8Ht1NK0/J91FHh\n2+mWlSspTQhgOgWceiqldgHo1DU2msK3bfmwWC3fdXUU0L1qFUlVn30Wd5LFTMVLy3c4hYi+3nXX\n0b2sp+1wsnyXaNmP2mBHUkqNVVTQ81RZScbmO++0WSmRpcbuvZesBgC5n1j9waOkpASYNcvctNt2\n778PJaHdgbb44+z7MGt5u8AUA0JgLIbgDEzCs+O74JJLSDaeMAH0XKkH+ckngY4d6XO3buacXRkJ\nIlFZaSZavvHGoDm/lBQ+ft55pBvu3ZtqlKeMnJzgh8A6oBQVebs/O7dzHeVy16ZN2JroSSOhxdZZ\n+HZNVKXGvv2W3MOEAIYMCf4vUhxEOFSt8F69Yi7ZkGrSxvL94Yf0PnhwiDuqdfFp0+i9Xz9T6G7e\nPHiZWC+pQs94OWQIDTqq7/7uOzLabdpECsr77w+zEbXDBQvM2W66CN8Ku5OifEn32SdiZ1cC09wd\n0fIdi9Y1Tmx36SIV+Nq15qQwHSzflZVmPG8kp52MIQnCtyKuW8pu5WSWDVRFt7t2DXFxB4BPPw3+\nrvLA2XHTTdQFnXSSeViLF5uWwXAJkIWgvragIDShUnm5ac3WWbPGqO1rsGgRzaeV40M4I1w012rc\nOHrv0oXmiNu301Cvtl1XR+dD6Upird1ty113Ab/+SidHxaUyUePW7Vzh95uZywHTUrptG73bKYG3\nb6f33KxGzyzfTgnXfD4qhTx7Ni336qsJLU8cyqhRwOOP0+drrqGQyDj5/ns6xiZNHAygNg/vIUs+\nRA+sBQD0+/QBDBxIDnUXXgg8+O8sDAflYWrdogFZWSRPX3ghcO/QTfBL0MOtz9lzckzX+c2b3TV+\n0iTShuTlUZyiwaxZ1BfedhvdV0ccQb8lPY+KfjM5zbmKirzJKRWN27kKQTzyyNTks2LLd/oRVcI1\npQE88cTQ2rKxWOBqa0039hEj0jfJmo6N5TvBiqSQ/duyY4fpQWDUZHG6DEr41kOHonXnimTsmDiR\nPAoBszbskCE031Lk5pLOIEhXYNdw5XLepUv6lKBzOsFOydYs6yrLd35+nPdSMi3fLib3arLetKmt\nvJNQ7E7Fn3+a7Q53WdIa60E1a5YUzV9cSrgw96T0+80JiSF8J9TtXAnfx09OwQAAIABJREFUp54a\n0qbGRtM7R90X4epx//yzWSLo559NIX2hUSWoVSt33dOjj5LxaPZsYK+9greho8IrFUuWmFbvFi2C\nnyunx3/rVjr0vn3J4nb//STES2m6y19ySbBOrVs3c5uffGIKaLZRP7FYvj//nHzdAfJ9jicD8G5A\nLN13uIRrkWK+dS8PwFQcqfFan96pdZTw3T6/DELfeRREY/l+/33zsX39dZsCBTbhkU5NWr2atueq\n2e++S0kQAIqbe+WVmC7Q1Kl0HPVGnjSV4XzQIJu0NQ7bF6P+i7cwDHlZwfHZEyYADz2SBR9y0B/z\nsGb8XKxYYc7rHpt5HM7F5yi78JpQr1IlHYfr7Kwo157jj0dZdmuMHUseZAMHmuHMl19OCrw4QuK9\nwepyrp/beDU4sSRcU24K6VCyIcFzhrT1XRZC3A7gcgC9AdQCmAHgn1LKtcnZf/B315bvXbvMmLmQ\nlNQ2G3bDJ5/QdnNyyI09A2nSJEX1gK0jyJdfkqq4sDCiB0FlpWl00oVv62Dgxq3c6X+V0O3UU4Nz\n6D3+OLkhL1pE2llX2TCV8J1uVm/A2fIdJt5bP29K+G7bNgYX23ArJLkGqx1K+D7ssNTVzNZPw4IF\n9N61a5ItKIkiDVK0R3tvBJavqTWzekWwfMftdl5TY8YbaHGKu3ZRt9KunSl8DB8O3HwzWY6kDJUp\njSpYAX76iQRaJTgfdJC7c9KzJxULAMgLcc0a+yzrKkFumzakX123zvxtwIDw+mrr4z9kCHkbAaY3\n0ltvkauoynt35ZXB6+TlkWPF5s0UHwzQsXqSl2L5ctMSd/zxDq5PuzexdtP6PebzmZ4Qikhx+ErI\nVqiQB1UW0mpbAUzhu11BBVAT+n8sOFm+X3iB3i+6yCzf53Y7VrZto6G4ooJC3fQ4dynJyL1uHfDI\nwxJNRz1h1sc65hiyDsQQDjl2rDmtnTKFks4q4dsmXDq4QTrLlwPz5uFEALNf/RMfrTwM/fuTMuzh\nh4Hyconzt7yMx3E3WhRORItepGS4fegOvPBBG3yFs9H51TNx2jpKlLhxI01P6lePxc14CBerC+vA\n+rV+TP9fIX7EaMz+8wIsaW1WTALIs+2hh1LsvOrW8u1FsjXAveVbSnPykSrh2+258YC0Fb4B5AH4\nG4Bfjc8vAvgSQGhgaBKwvQ/terJPPiH1XdOmliwRBrGUGnvjDXo/5xwzFiXdsVi+ra7aydi/LUor\neeqptiZs/VLMmmXGe+u1l91Yvt0mXKuvNwcawxAfQAgSuq2ul44bTtdka3bU1pKJCgifbM3G8h13\nmbE0tXynwuXc7lSkk/LZE5Locg54nHCtsoo+tG8fMBUnzPI9cyY9k0KQfyQoyWP//malM4AUMsql\nuq6OBBpd0JwwweyGFCpXkRK+Ywnn23df0p1aXd2lNAXtm24yvV6VUtPqch7u8f/9d1Pw1tm82eyb\nBw60fy66d6flVG68ww6LfDwRL9Ty5WTlLi+ne/iDD1KnnUsjYrV8FxcHC0JAZLdzq/BdW0vCnPJA\nVtm19XaZlu9yc+ceYT32pUvN8SNiOW0Xlu+xY81UGaNGkWyt5OmJE00jd7u5X+PumYbgPWgQxaPE\nkGp/2zZzmwA9s5dfbqadsBW+w90AKi6ka1f0H34o+mtT7csvB+DzAzk30w/GCcjNBUYdNgaHfrAI\nN+FlVNcW4NNPreE1B2AmxiNr7ijYTcXWriWvmHHjgMWLswAY2kLjGAoKzGS6J52U1OlHZKwCZiot\n3+vWmTdfKuqtWtlT3c6llI9LKWdJKWullOUAngJwoBAiKbYY/b7JzY1CCfLBB/R+3nn2Fy9at/Ol\nS03f5xEjXDYi/UiLMmN1daakq9WvDXcZ1Gk/7LDgvBPWMSaS5dvp/xkzyMIuRPgYSMcN62zbZs5y\n08nyHe7gFy0icwTgyvKtYr5dWZTcWr49RFRXRb2O30+hnEDq4r2tZLzwbb3WSRK+E5JwTU1GBg1y\nTsoWwz5CUL6rhx8OtGkTSGCsC94AuZzrLuP6/3V1ZrjMOeeYVuI1a+g9XuEbCBW+Fy82Y3AvucRU\nlDdS7iXHZGtSUptfe43aC1CtcZ+P3M1VBJlCDwXS0YUwwDZ3JOG2H1qwgDS+GzbQ4Pnpp0lXIqUT\nsXbf+npWF3Igstu5snAr6upMbw/AheU7RiI922r/Kq9vjx4OOQa0lZ3Oo5SU+FWxY4cZ8QKQXUnx\n+cw29OHii6nfiNFKesst5E2j5lSNjVRKFaBz6xiGZdVyKuH7kkvsjVzhDv7bbzEMb2Pj5Xdh7Fia\nuvfpQ7Hmt90GHN6ROrirfxoRSDDZ0EDRICeeSOEw999vKt6aoxynFc7Eo4/Sqdm+nTxiTj45zQRv\nwDnTebIt32rikZ+fujLKbPm25SQAG6WUO+3+FEJEKqgYc9q+1q3DPDRWzc2mTabEFi4TabSBgSNH\n0nuvXsApp7hobZpgOc6UCd/6uZ0+3ZR0w5Ro0Re3i/cGvLV8qxig/v3jjP+R0jQ35eWlZ7Cu9eCV\ny3nHjuEP3sby7VmZMbs2xcPPP4O6KfebX7TITOgTZ2WWuNDvWzXByFjh20omW74rKumDVjInYZZv\nLd67vp5cNa0J1gC6L1q1on6wpoaEEdXdvPACCdo5OcBTT5kJhNevJz2CSooWj/C9aRN142pMUfrU\nzp1pst63b7DlPZLle+hQMwcnQDmjsrJoyO3ViwTpH38kYSBcnjMVj66I2XAjJWXb/Mc/yOLdujWl\nWB8wIMYNMgCdVmVN1YnW7by2Njibedeu5md1Xyl9cvuCxFq+/X4zD8EVV7hIBRTB8j1pkhlaoZgz\nh6Jd/H7g64kSoCh2LMIB8F97PbJefjHgjbFrFykDzjnHLPnlxPvvm2EaL71E+//oI2DFCvrtzDMj\nzLt1ZswwtXKXXx555+oEVFcHQm3anDsQQy4MzZFc3PwLHPHvM7HO1xOnnEJKjunTg++DTp2ASy8F\nLvr8cvRfNR45N94G3ONlxkUPcRIw9f/iFb6jtXwrl/MDDkiPak67W7ZzIcQYIYR0eE2wWedYAI8C\nuD557TQ/u74HP/yQbqQ2bcitOdKGndRgK1bQAKx6p5EjM87lTHc7T7rwbXdu1UxywIAgYc9u0XDx\n3kD0Md9O/6t9xGSotm5UzTj794/sT5dMwh28Uqs7KArCxXxHvc9oPU5iQMz8Mep1lJtrx44hifeT\ngvVUbN9uGluTnfzNM6wHlaRQnYRYvn2G+dZG8eqp5XvLlsDkZ0v/s7D//mZppUsvpdrZiiOOoE0p\nwUO5vZaUmOvccAMJy6q8uu6SDbjMX2FBCd9A8Lb0+FAhgu/bQw91DlP55ptgwbuwMHTu3r8/DcWD\nB4ffTkzCt1UCKi2lcmLDhpmu5tOns+BtIZruOxGWb/Vbx442ycA0Emn5BigJoWqLNQ9BuJWdUp+o\ncI2TTjLv9V9+AVBZiTk3jsH2YnPlSjTHxnteDsxJpSTF1C230NRXeZ2E29dVV5HCACC94tChoVGa\nIYnj7DakUC4ARx7pKoQtwKxZdFG1UBsr7fZqhs9wHpqIGmzbRh4AJSW0yumnUx+yYQPwn+tX4MhV\nHyAHPufOIp1wEjATnfDFej1SHe9tZXcTvgHcDKCdw+tqfWEhxPEAvgAwQko5MdxGpZQtnV5A7DUf\nIt6DqhNQLucXXRRaoFThxvL93Xc04qsMp0cdlfE1PVNu+a6uDr4+ERafNYs02FlZoe5c8Vi+dfx+\nU/iOe34lpVmDJ51cznWsJ0UJ3+EGSwulIC1Y3DHfTm2Klfp6+xpIDuzaZSZ1Ovvs1LqkqdOgohaA\nUIEiY0lySllPLd8QFPcShWYmJsu3qgDRrBmemX4EVq2ir0OGkOu1qsmdk2PWflfC90MPkQA8ciR5\ncbRsCTz4IP2nct1t3mx6VHTuHNu8rl07skQDpkV9506z6aefTu96XrpIFblUScdjj6V0IHPmxHa7\n6Ja+5s1NpYNrdu4kP1elIL7oIpqMprrW7W6ClPbJqt2UGtOprXVOtqYTsHwnACnNDP8HHRSsmHK7\nvs4PP5jD1wMPmM/QrzOrgb59MXY0ZY7rhVWBddasNQesZctIGQCQ3Ug50djx3ntmPoZDD6XvQgDn\nnmsex4ABDkn9rQNlYyPVvQdIU+gGdQJ+NBTmhxwSvlNq1w6H4g/8nHMsbr5JYuhQ8vDZsIEE79NP\nN3QQ//sfLd+5c3orzPTzl0q3cyvK7TyV8d5uz40HJN22L6WsBFDpZlkhxBkAxgEYJqX8X0Ib5kDY\niYJ+oVauBObPp89OgnIkC9w771DKysZGGsUvvpjMCRlm9bYmXEu55fujj8iakJcX4ldkdxnCxXsD\n9sK3W6uX3g+tXGlmD46phK++4cZG0wSVbsK33cnx+Uy38/79w6+aFbpuTG7nibZ8T5wI2MR8O407\nDz1EcXXNm1Nm2VRgPRUqNrdt2xQkSfQK60ElSfj21PLt9wEw+nwl+RpEUzbV9QJKgj3+eHz5Ne33\nvvvI9Ryg/I3Tp5MxQAnUp51mhs0owReg+Mc2RkioEkJraiifGxC7PCkExaDfdRdVNNqyBfj6axKQ\n8vNN54ArriCh2ucjS5zddhRKyXDVVTHk3NDo08f83LdvhGshBF1EdSH9frrGv/9O4/xrr5H1m7El\nVsu3XgdeEc7tPNw+amvty4zZrdMu1oRr9fUQW0oAhFZp0Peh5EalDAuL5t4b7riUEvi44+ilsrov\nXZOPP9AGb+AaAMDfRrbBU6Pp2VuzhlJRAKb3ieLzz8NG9uGtt+j93HNJ16Ta1KQJGSOmTCEjtOuK\nujNmmGnsnSzO4dzVAeeTaGj7D274FS88Xhl+YFQuNOefnxnlgIH0cTuvqqIJMZAeydaAhAvfaXuH\nCCEuAPAhgMtSIXjr940ry/dEwyjfoYNzpmmnbOdvvkmzgMZGugGXLKHCjSkvBhgDFpVxyi3fr79O\n7+ef70p60+aiIdglXNPx+83qQOGWAcjKApBwH3d+iT//JOs+kNrgYSf0jnfpUrO9rlIDm6iJvSNu\nZ2heWb5feimkrr0T27aZdZDvvTf1uZTUaVDC925j9QYys/9UExEgrKeOpzqk6dMBAOVHnx6IubR6\nuh93XLCe7M47g122ARI8b77Z/K5XeVPWsHiMuX//Owm6DQ3Axx/TnC07m8oyqrli8+bkLjtvnntF\nXTyCN0DPi+rGrr7aedkQXn3VjD8ZO5YF7wRhjd8Goo/O0t3OI1m+OzaNwfL94osk7J0VfENan/WG\nBtNSHTbRmkuWLTOVaHffTe/9D6MBwY9sDMt9F43IRY8ewA3/ahkYG9RYAYRautXcxsqWLYGuBtde\nG3pczZuTUO5qvqgGLZUJbsCA4EyQkdatqzP86hFczsZK+/bm53DlxpYuNY0Jbq3vqcJtUjGv3M7d\naIvnzzeXS6XbeRIt32krfAN4BkAhgI+EEJXay+EpSQxhFUD6hfr6a3o/4wxnrVc4C9zPP5NaH6BZ\nzo8/xuC7lkZUV6eP5fuXX0yfqGuvdVxNSooNU0Zk3aKjcIrzWruWJmLhEo7o/ZByOT/88BgVpdb7\nByApTs8Ckw7YSQnKS6RVK+fsLDbrxl22ORapZdEi8jF79VXT3KaYP9/0AbQQbtx57jmyorRu7aJE\nTAIJZ/nOaOE7RTHfCk/czo0U+LKwWUgq7XgSrm1EFzy7c2iwC+66dQHJZEF7M+4x0hxICHLM+vvf\n6XtuLuk4dWti+/am05ZKeBWP8F1QQF5Jxx1H+7n+ehKGbr3V/TZCLJTt4r9FhKB2zZplZmuOiLL4\nKB/9q65ylyxqDyeW7lvK6Czf4dDdzq0Z7q3t6tZ0h7nzcMycSebjE04A/vMfepjKy8MqctU+fvuN\nbh0gCuE7TMI1ZTfq2tVMVdT6z+nYCxSDNL+BLJE33UTKCqvwXVdnegpecAG9L18ePET6fDRsvvwy\n7btlSwe38khYPf4mTAjeuVvmzaMLCjgL33qcW3Gx/TJffknv3bqln+ehE1bhW79oybR8q3xFe+/t\n0rqSBPbUbOdSypRO//T7JqL2vLLS9KkL52tjt2GFlJTRxuejAJ6JE9OkNlccVAW74Cb4Pnbm6afp\nvV8/GuQsWC/JpEn03qyZfZ8cqdSYNUlLuIRrSjvsSXiQ0uAedVRqg4fdonzmDj886va6Um5HnY0q\nDAsW0ORYxZQpLr+cQkSysgI+46JXL2C1zTYs7NpF2V0BEhrS4VG3xnxntPCtI4THSQKcdxXLfyEL\n1NRA/LkAwGVAq1aQkhKYffQR8OSTpq7K7S0upfGfELgS72LajhMw9v/MELuAKap5c/xetQ8A2oc1\n3CYcTz9NjlqHHRaaOzEri/SBGzeav8UbxtylCzXZ5/MmGsurxILNmzs7vQVQbucA8MYblL0pP5/M\n94wtsTooqWeivt60fKss/UD4pMr6s5Sdbd7DTm7nOjk5QIemERKuLVtG0q5qjJJg990XsJTTsz7b\navjs2dOFrj1CwjU1dT3xRM0I8PzzOBFn4U1QkoWcHEqKBoQK37Nnm05sN9xAhujqapJTldPRbbdR\n3XDFuedGr/gIQUpyUVTW6Isvjm59dRL32cfZO6ppU3pVV5Ng3bUr8K9/BWvN1UmMyl8+RThZd8u0\n1FjJtHwr4TvVigu2fKcXYRUx6kLNmUO9uxCRy4GFCzBWptZXX02P2Xi8VFUFaW/dTuQ8Z8cOU3D6\n5z8jzoKlNOOXTjrJfoBwSrgWCdUP1deb+cZiive2onxF09XlHAjORqdOciT1dyIs33ZtsmPkSDL/\nqfsnN9d0QXv/fRK6v/0W+OIL+s3GXdRu8y+9RPq65s2DXXRTQTjLt0pslZHoB9WmTdLLlsRt+Z44\nEagji4wsaomPPwZGjyalzd//Tu9u9//BB3QKevQALnjlZEwDKR8XLDC7jEDc48CB+O0PmhJEU6kw\nL4/SlIRbR39es7Njy3RuR6yCt/WeT1lWfynNcKihQ1Mfe5IhxKJHXbqUXLWB4OvtZltdupjGg02b\nTEHTKea7SxcgSzhkX/X7KT6hpoasO+ra5+WRlm2gvSVW7UPJSFG5nNtYvqU05cbAtlatAr74Anfg\nGbRoQift2mtNHaYaG9RYoVzO+/ULfrZVKS4pQ8NT/vrXKNptRT/RyuV84MBQVwQnpIwiaB7B2964\nkYxlSlPt95PLi2pHJmGVNSo0hVEqLN+utJcJRG8fC9+pIWrLN0C9esuWzsu2aBG6ExVgfNRRqb/5\nvMJi+Y50WjxHnduKCjKRNGkStnaFfq39fvNynHaa/aYjWb7ttm/9/48/zKQmMcvLdjtNR+Hb2s5l\ny0z3gHAnWV8dpitUhw4uNeZOZsFIM676egoBUVnQ9t6bpJi6OopJUOEhDz1kxiUMHAgxKPIgXl1t\nFjG44YYUPBdh2LCB6rMq18zdxvKdxHhvzyzfH3xgKi6zczB6tPlXba3ZP0WyfG/YQDWrd+2ix+1/\nvwVfVFXZBdOnowpNUfWXkwN6JC+7EV1IOfjghM9poibpwre6UPPmUTgLQBeKCUusjktqPRWO27q1\nuzwA+v569TLv2SVLzN+dZL2uXeHc6B9+MAWODz8kTfzIkZRt7OCDIXoFP6vhNuXKa87B8r1ihelJ\nHZAbR40CpETf7jVYtlzghx8ou7dCjQ2bN9OQqGTYE08MNlSpHGhr1waHSh98sKthPzKNjZTZDXBf\n2kudAJ/PFJidXM4VKhxE3TxSmpUJli0zDzbThG+nrKpeZTsvLaWk0RMtxarUtVizhpLgAKm3fKsw\nBICF71Shhz64DkFw0xPeey+pB/XCqQpV+HB3wCJ8p8zyrejf35XJ+o8/TI1tuFLtTjHfAAmH4Yxt\nSrGmvMS7dfPQkpuVRW7c6Yo6eGX17tgxcmZLy2zB83B2q1WiupoG8tdeo++DB9ME+dJLTS3KCy8E\nZ+Jr144SJdm4m1k3/9prdH/l5VHt4HShrMwMWwOA/fdPXVs8JQXJ1uLK4VdZaeYPAc1blDeqIlJF\nO7X/0aNNj1aVWKoDzGLHK1cCpUu24LKV/0ZLlKLZA7ehpIQsyo51g6PkjDPMz15uN1bSxvKtPGr2\n28+x4gMTPyrE4pBDSLcaDb17m/NwVV++WTNnr9ygccquQ3jjDXo/7jhysevQgcKbjjmGfo+Uzc3A\nZZXOkHaoj6pvad3aKPO1fr3Ztr//HR275gS7o8MUvqWk2G6Vu2bgQHIOU3M9NY9SlvVmzcjJZvr0\n8JV4XaEe4FmzTM2BtUh4JP7803QfcCN833UX5XxZsMBMqKYOXGkf2rYlF/Z0R+8AnYTveD1w1X7m\nzqUSGGedZZb71f9XD1Xz5t65RcWKcmsBdss63xmBKgEFOGhKraO4G+G7dWtg4ULSLurrZ2XF6YuT\nZlRWBrmdp8zyrXAQSvVFlTK0a9fwpXUjWb579w7OlWdn+VYT6KOOCtusyFg3euCB6RmyYG2n0laf\neqork4Z+H7kWvmOxfDc00AChNLQPPkgpla0zhdxcSvIyZAgJ5zNmAL16RTyUkhLTmD58eHp4mYZr\ns6eu/clGP6hMs3z/8ANQVwdhfF+/nhTBWVnAjTfSIqpettMt3thI9bkB0vfu2AFUvTQGW9EJFxR+\nA4C8Sx+4tRzjcBkaYd7j557r7fUfOpQepUcfNZOzpRMptXwDlCcmE/J0pAnRnCrdAQ6gaYAb4Tuc\n5VvJCXvt5fz8OVq+S0pMq2kYjwfRI1j4VpuybtJVVSYHy/c31BXg5JOBrPpa8i+vribF+IgRtpvr\n2tUcEp94wjyfSm+gjFVK+Fay6cCBJOd6NhecMoXe+/VzTtqqo06ACrXp0sXdujk55OXWqZNZ1kBp\ndHS//Ux7jnVPXCuJOJbbbw+//QEDUl9SWRe+2fKdGvRr4NryHU/w7qGHZmZJnHBUVaFBm9ClheXb\nBSoJmpPbZSQDerduzpdSSrPvj0v4thJlya6kIyW5GKm6JtEmSEEC3KF1q8Sdd5pte+EFcgMMlzyl\nTRuydn/yievZ+913k1KvZcvU1fV2w3/+k3lziLCksE+NyQKuZsMWzd/BB7sLTVR8+SW5hQpBip7C\nQqBpvg8A0COHUp2vWwd8MYs0y61zqSySEJQaw0uysuhRuuee1M+t7IgmVNRTlHtdzGmfmWg59dTo\nLd+9eplGMLVuJHnNUUn8zjuk6C0qCp+h24WWea+94ptXVVWZ8dpn9lpMynvllfbss2EFs+xs0/FL\nGTJPP92MCVfGqh07qA9UVfSi6b+iQmWCiwalETj22OgHu4MOovcVK8jvPiRoPs1R8Y6As+U7EVhr\n8Oqk2uUcCG4fC9+pJ2LCNYD8SKMtDq+vn7CeKUVUVaEUpooz5ZZvl8K3CkV2cmKwczvXd9e9e3Bp\nSP0/KclzacMG+h7Otd0V1mNMZX1EJ/R2jhlD7507uzt4IYIs355YqewG20mTgOefp8/33edZJjQl\ngE2caHrzPfRQ0hJwR0Q/FR07kjxw222pa48npMjyrZCS5mV6lx5VzDcAcWCw+91RR7nXrUlp1pA/\n44xQhVWPbBK+v/sOWFdJg9uUER/i++9pTuqpQjANsV6LpCsE9Abk5rpze2UCxGL5BkhpPnAglbsC\ngIsuCr+e7vmoW74VdsK3HqrYp4/2h66F8/nMUheXXx52gi/a2w8Q+vFE5XJuaUdNDU2JqquB3Gwf\nzn7yWHKFyc6mkgoRalU/8oipkMjNNQvKAKbwXVxMsfYqj8iZwaXLY8fqNh2N8K3W3bmT3mN59lS5\nBp+PrO8q81ymCN8qRxWQWOFbv06nnhqqZLQ+yOkgfCfR8p22pcbSiUgxvgBI8FGBdW7Re2vls7O7\n0NCA7TAl0JQa9QsLo47Ficbybe1Duncnt89wyzz1FL337u1xiEvUo3GSqaoyZz5XXeU6C7VP66Zc\nC9+RslHpFBdT5lmABtCRI13uxN0u3n3X9OA75hjTfTjdOOaY3cjirUiR2/kdd5gGkZg44ABAq253\nzDHUXzRvbrrQhrvFN21CoI53UM1pY4GeOVT3S83FO2ArDr54P4jdTP/rBl1JmhKOPjrFdTj3HAYN\norncgAGUhNCt1ViP+VbYCd+qBBlgxE/bdaZffGFmybbL+6OwhDrZbcr1cB/G7XyZUc7sVN83aIWd\npN177z3KQRCBAQMog/z779OQqZcPVIrl7dtNL+N99zUNxp7y1786u05HIhbhu3NnsiaVliKQDbNJ\nk/T3PFToGc2TZfkeMIC0+ypbKBB6U6eD1peF7wxBv3liKdas99YJ6ZlSyzaYE1/XrvteoV+bfv2i\nMm9kZzsbyiO5nXfvHlwuUWf1anPsvesuj4WddLV8K9SB5+e7D/60nCAX84LokJImQVu30kD0zjue\nmsKmTQsu3zp+fHq53sbbhaU9KdD6rVplhq/ERO/eIVLh0UeT+/Yhh7gX6rt1o3BiK8rtXHFK1hSI\nI8O4v+6G6Pd8ynMbsMt51MQ6Zp5wgvk5Gk+81q1D9SOR3M6DvE2UlsvvJ5MxQGZgB01yuGP0+czP\nUQ/3YeJgLsZ44JJLgLfeiqqOateuNIexorrc9983f3vsMQ/nOrrb9LnnRreuNTmPrjWIZhsHHkgd\nscpfc9RRcWaRSyLJsnzr7L9/6ARDvxb77utdXfF40IXvBF9PdjuPB70zi6U2yyZtEhQuu1cGo1u+\nUypwuMgAbnXncspbZjef1y3d3boFKxvsEq6dcYYH1WWsG/WqNITXWNs5YgRpQWPAtaXKbcK1s88m\niRgAnnsurqByp8nFccdRZRk9EV86oN+3qU406hnl5ebnFFi+f/kldJ4bldv5mWdCZJnfO3Y0b0u9\nlnYk544RIyz9rrFAj82zg5b7vyOKo/fa2k1ISdJD/UKx8O2KWCsI6FOsQYNi24YQoUawffd1Xicn\nB8HXecsWGvDnz6fv990XdRsA01oNxGj5rigP+utQ/IYL7t6XgreSw2bWAAAgAElEQVSjELydsHa5\nxx/vvhKYK1SiMyB6a6k+4MWjEbAOlpkUNurG8u3K3TcCqnwYQMJ3797BArZ+7tPB5Rxwjkn3GBa+\n42HlSvNzvGYjly64mUQZUljEWHfpj/La6FWk7LAbo/RBvnt3Z0t/kybAK694bPWOx/UqmeTmRpfR\nSTtJ+Xl+hwVjZOlSeh8yBBg2zPvtg8a3CRPSUzeinBGA3ai8mD7opzDeJap5oUoNDISYq884w3wM\n9LBCvSSplezs8Mq9lgh2yzntWS+K7mYOaWP5btEivUtDpinRjJu6kS8Wr2CVb1PPf1ZQEFn4DuK9\n9ygIXJUfuOaaqIVGJXTr9bJdViMzefxx+IcMDXz9suBC/Dp2EZo+dp+nkxGrXj1C+Hj06AJSPP37\nhRfGvq7VYn7SSbFvK9noskZenv0yXiRpWrLE/KzCPnUNmD5HP/ro+PfnBWFLW3kPC98RcHSXVnX+\nAGDvvRPelowi1Rmlli83P7vIQq9r1ocMibx5q6OCSqAG0ECt3zfV1cEK1+uu8yjDrj5gprPLud7O\nq66KbtagrXvYAXUOC1ooLw//n3Wi8d57lAguzglIuNVvvDH1j0M4lO4BSGHWZ6/Rhe8kBvXq8vPF\nF5MjhUKVow2LvsCgQdhqluMOmiM65SjU+7DBg22supq75r2tKPfCxaftQuujU1XoOvWkxBNFdRQn\nnLBbKt0TwU8/mZ9jtYLH4kXaqxe964rJAQOcL5vtnLG6mgaBZ54hzXsErDlj7MLYXA9XypV2/Xps\nqTM1wL2nvI6sIVe43Ih7rHKpp1ZvrzjwwPjGe/0gc3Ji83xNFbfdRtojp+QzXriA68ZJZbHSlU7K\nCwQATjkl/v15waOPkhfDs88mfFcsfEfA0QtVt1CEK0nkhLrh7rwz+nXTnalT8daRlIzigQdSsH/d\npBGFS39hobuk9da+Qs/nVlAQPKmrqwuWBRNS61YPaEs31CCXlQX861/RratmPwAuuCwK19gdO4K/\n63Fiui/ulVdS1tkEZhq79daEbTpulBNC//6xdWFpyXXX0XufPuE1+wlA1/e98Ubw/CyqkkAFBUG3\no25UadkyfMSGHq52zz02C2id0MOLBmPhQmDs52nojpFgcnPJu6lTJ+CWW1LQAHVx02XCmQFceaX5\nOZYIvfPOi22/yrX78MNNBareFh31vD/xhPGDbtm74AIqgXD77a4ULuEMcCrsJFyFMlu0sbB04NmB\nzz0OSYxn4gEHmNOvK65IgDFRDaiqcko0KA3Mgw/G14b+/U0ty7BhSR1n4qZNG9K6q6z7OioRrvLS\niAelfda1x3piad393W2d9kTTvj0wfXpyJm1Syj3iBaC0qKhIuuXGG6Vs0ULKxYsdFioulvLhh6Vc\ntsz1doPYtUvKr76Ssr4+tvUzgG3bpPT7U7Djqiop77iDzq8LTj9dyg4dpFy61N3md+6U8sADpbzy\nSvpeXS3lnXdK+fXX9N3vl/Lii6U87zz6vHatlAcdJOW998ZwLE7cc4+UZ55JDUhX1qyRsm9fKR99\nNKbV33tPyrvukrKxMYqVpk6Vsls3uqiHHCLl5s3mf36/lFdfLeXgwXSfeERpqZTt20tJthkpmzWT\ncuRIzzafMJYu9fQ0pAdbt0pZW5vUXY4dS9f9ySfN3z78UMpHHnHRB95zj5StW0s5b56UUspNm6Q8\n5xwp33kndNGlS6Xs00fK4cODfy8pkfLww2lTtqxfL2X//plxUyYYn0/KhoYU7XzECCn3358GR8YV\nO3ZI+cQTUm7YEN16kydLecMNUpaVRbfeHXfQkLVli/nbhg1SzpgR/lkuLpZyyhTt/3HjpCwooOsd\nwxzvs3HV8uF9xspm+XXy4Yfpt3XrpHzhBSkrKqLY0PXXS5mfL+Urr8jiYim7dKGhL5EsXCjlf/+b\noHHF74/+RlD8/ruUn3/uTTuWLpXy5ZelLC/3ZnvpgN9PExmvWL48+N73+6W87DIpTzlFytmzpdxv\nPxo4M4yioiIJoFTGIZMKGasPT4YhhCgtKioqKtULOEagsZG9wvYUpATq6/fYvEOMR9TWmsr1rKzd\nsHQX40hVVXIqR0nJ9xbDpD0eTCL9/ji9kqSkOGkja1zc22OYPZyWLVuirKysTEoZs/sIi5YOsOC9\n5yAEC95M/HiRJJTJXJJVspkFb4bJADyYRMYtKFvStbPgzTCphx9DhmEYhmEYhmEYhkkwe5LbuR+A\nKIoq8w3DMAzDMAzDMAyzp1NG5QeklDJmA/aeJHyrA7Up2sAwaYHSDPE9yqQzfJ8ymQDfp0wmwPcp\nk+7wPRpMCwB+KWXMcSV7UlSzUlUkpr4Cw8SJEKIU4HuUSW/4PmUyAb5PmUyA71Mm3eF71Hs45pth\nGIZhGIZhGIZhEgwL3wzDMAzDMAzDMAyTYFj4ZhiGYRiGYRiGYZgEw8I3wzAMwzAMwzAMwyQYFr4Z\nhmEYhmEYhmEYJsGw8M0wDMMwDMMwDMMwCYaFb4ZhGIZhGIZhGIZJMEJKmeo2MAzDMAzDMAzDMMxu\nDVu+GYZhGIZhGIZhGCbBsPDNMAzDMAzDMAzDMAmGhW+GYRiGYRiGYRiGSTAsfDMMwzAMwzAMwzBM\ngmHhm2EYhmEYhmEYhmESDAvfDMMwDMMwDMMwDJNgWPhmGIZhGIZhGIZhmATDwjfDMAzDMAzDMAzD\nJBgWvhmGYRiGYRiGYRgmwbDwzTAMwzAMwzAMwzAJhoVvhmEYhmEYhmEYhkkwLHwzDMMwDMMwDMMw\nTIJh4ZthGIZhGIZhGIZhEgwL3wzDMAzDMAzDMAyTYFj4ZhiGYRiGYRiGYZgEw8I3wzAMwzABhBDH\nCyGkEKJrqtuSzgghxgghvk91OxiGYZjMgYVvhmEYJm4SIYgIIVYKIUZ6uU1t21cIIWQitp3uCCGm\nGcK1FELUCyFWCSEeF0I0TXXb3CCEGCiEmCyEKBZC1Aoh1gkhJggheqS6bQzDMAzjBAvfDMMwDLPn\n8QGATgD6ABgJ4B8Ank5lg9wghNgPwHcAVgA4GcB+AIYCWAugRcoa5hIhRJYQIjvV7WAYhmFSAwvf\nDMMwjOcoS7gQ4lrDMlkuhPhCCNFBW6arEOITIUSJYcFcLYT4p/HfNAC9ATyoWWl7CuJ1w1pbY6zz\nmBAiX9vuSMNqfq4QYqkQosqw9u5t/H88gHeNz2rbY4zvpxjL7hRClAkhpgshBliOTQohbhRCvCuE\nqBBCbBRC3G1ZJtdoxxrj2BYJIa6zLNNJCPGhEKLUOJZpQojDtf9t3b+FEI1CiKHa93uM81BnWIO/\nFUI0iXCJaqSUW6WU66WU7wJ4D8BgyzL7CSFmCCGqhRCLhRBnWNrxqBBiifH/BiHEq0KIIu3/FkKI\nt4UQW422bRBCPGvZxt+Ma1QrhFghhLhXCJHj0O7TAFRKKW+SUv4hpVwjpZwqpbxDSvmnsc1pQojX\nLPsRxj1zv/E94v1pLHeyEOJH4xjV/dDbsozTPa7uxYuFEEsB1APYx2jPHcZ1U94H/7Bsd60Q4iEh\nxH+N+3GbEOI5dX6EEEONe6epZb0HjHMpHM4jwzAMkwJY+GYYhmESxREATgBwJkhoOgjAM9r/LwMo\nAlkw+wIYDmCj8d9gkDXzPyALbScAGwAIANsBXAayev4DwNUA7rHsuxOAGwBcDuBoAM0BvGX8NxvA\nzdpynQDcYnxvZrTrL8Z6KwBMEkK0sWz/QQAzABwK4HEAjwkhTtL+f904huuMdj4E4EkhxHCAhEEA\nnxnHfRaAAQC2AfhOCNEWLhFCDAbwL6P9ewM4BcA3btfXqAGQa/ntGQCPATgEwC8AxgshWlnWuRbA\n/iDr8/EARmn/PwLgMADnGm27GMASre0jAdwB4G7QOboFdL4edGjnFgCtrIoAC6MBXCqEaKb9diKA\nHgDe1H5zvD+FECcD+BbAr6D74UgA7yD4PEW6xwGgM4AbAVwFOlcbje8PA3gCwAEgr4Mn1P2h8Tfj\nmI80Pt9sbAcAxgOQAC7U2pwFYBiAN6SUe2RYBcMwTFojpeQXv/jFL37xK64XgDEAvrd83w4gX/vt\nLgBbtO9/ABjpsM2VTv9ry90KYIX2fSSARgDttN8uBuAHUGB8v4KGwIjbzgKwC8Dl2m8SwCjLcksA\nPG583svYV1/LMg8A+N34fJKxnf21//NBgtYDxvfjjWW6WrbTCGCoduzLAeRGca2mgYQzgJQZfwGw\nE8CHlv0O1tbpYPx2msN2zwdQByDL+P45gDFhlm0KoBrA6ZbfhwAojXA93jDO7w4Ak4z7qpvlPBYD\nuEb7bRyAz6O8P38E8FWEez7SNkYabe1uWXcDgKcsvz0HYLX2fS2ALyzLfANgnPZ9FICZ2vfTQNb1\n9m7vB37xi1/84lfyXmz5ZhiGYRLFUillnfZ9M0iIUzwP4B4hxC9CiCeFEMe52agQYoSxzjYhRCXI\n8mxNtrVZSlls2bcA0D7Ctvcy3MlXCiHKAZSDrPPW7f9u3Z92bIcb+5onhKhUL5B1fm9jmQMA7JBS\nLlYbMM7VL8Z/bvkIZIldZ7hSXymEaO5ivauMNtWChMwfYHoDKALHKKXcBsCnHSOEEIMNt/TNxrbe\nB5AHoKOxyMsA/iqEWGi4Tp9hWGZhHGMTAJ9YztFoAEVCiHZ2jZZS+qWU14CsyTcDWAyyli8RFE6g\nzuMYACOMdrYBKQZet2wu0v3ZH8Bku3ZEsQ0A2CalXK++CCFaAOgK8pzQmQ6gp8WN3Ok+A+h8HSMo\nFh6gY/5CSrk9QrsZhmGYFMDCN8MwDJMo6i3fJUgopS9Svg0Sal8FuX5/I4R4z2mDQogLAbwEcrn9\nPwD9QC7dVpdpu30Dkce9rwB0B3ATgKNAbuXbQUJlpO2rbav3o4311etAAAdH2L+O33gPnDNByboC\nxyCl3ARyXR9mtPN+AMuEEN0ibPtTo017g7wBLpRSlliWsR4j1L6FEEcC+BgkQJ4Pci+/3lgmz2jb\nt6Bz+SiAAlBc+RTLMVyI4HN0kNGmnU6NlxSvPk5KeZtx/OsQ7K4+GsARQoiDAVwJsoRb3fEd70+X\nuNlGVZTbjLR9/fovAjATwAghRHsA5wB4DQzDMExawsI3wzAMkzKklFuklG9LKYeAYr4vNyyDAAke\n1szQxwH4TUr5rJTyVynlCgA9Y9h1PRAQZmF8bgOKyX1CSvmtYZWuRQRruQ2/Gu/dpZQrLa9Vxn+L\nALQRQuyv7T8fFNu70PhJWS87a9s+FBbhTkpZJ6WcJKW8EyS8NgVwXoQ2lhvtWS+lbIzy+ABgIIAS\nKeV9UspfpJTLQdbcIKSUOw0h+TpQXPQg0DleBDq3vWzO0Uoppc9tQ6SU9QBWQ7tOUsqVAKaALMHX\nAHgrmm0a/Arg1CjXiYiUshwU92319BgEYI2UsjrKTY4GuetfC2ATKBs8wzAMk4Y4ZRRlGIZhmIQh\nhHgRwNcAloEso4NBsbAVxiJrQC613UHxwTuNZYcLIc4FCalnITRLtxvWGO/nCCFmgpKH7QJZSEcI\nIVYBaAPgKeM/10gpVwoh3gLwuhDiTgA/ASgEuTG3k1I+CRIM5wD4QAhxE4AykNW6AMArxqZWgiy6\nI4UQtwJoC0qAFkikZSToyjK2VQqKJW8OcsdOJMsAtDP2PxUkjN+oLyCEeBQkwC4CWfEvB1AJYL2U\nslII8RgoUZ0E8D1oTnIQgH5SyrvsdiooY/xhAP4HYBXI4+EcAGeAkpfpjAZZ23NAceLR8jDIG+N5\nULK+OlB8/E9SymUxbE/ncQD/EUKsAMXgnwhKEHhTDNuaAArhuB/AQ1JKTrTGMAyTprDlm2EYhkkV\nAiQ0LAS5LxcCOEMTHh4E0BIk6BWDXJhHg8qEvQ3gN5CleGS0O5ZSzgXwX2N72wG8KKX0g9ygewNY\nAIobfh6UBC1argUl0LoXJAj/AMpSvdrYvwRZp5cCmAhgLihW+hTl/m1YpC8GWXR/A7nb3wvTHR0g\nhcHVIAFuCYDbAFwrpfwhhja7Rkr5Fcid/DEAfwK4BMA/LYvVgkICfgUwD+Ryf4aUsszYxsNGe0eA\nku/NBCWQW+uw6zmghGovga7RbAAXgbLeP2BZ9jOQUmOSlHJDDMc4GRTacCQoFn8O6Bo2RLstG14B\ntfce0P1xF4B/SSnfdFzLvp21oGciC2ZGf4ZhGCYNEW4UpEKIJlLKqDT/DMMwDMMwqcIII9gI4BIp\n5eepbk8iEUJ8BMp4f36q28IwDMOEx63le4sQ4kUjcQnDMAzDMExaIoTIFUJ0BFnmNwH4MsVNShhC\niFZCiNNASe+eS3V7GIZhGGfcCt9/B7mL/S6EmCOEGC6EKExguxiGYRiGYWLhGFCowKkArjLCCXZX\nfgPFfD8lpbSWLmMYhmHSDFdu54GFhegLyhp6JSgpzDgAr0kp5yemeQzDMAzDMAzDMAyT+UQlfAdW\nEiIXwHUAngFlGv0dwLNSyve9bR7DMAzDMAzDMAzDZD5RlxozYotGgEp7LAPwOqi254tCiBOklNd4\n20RvEEI0gtzsy1PdFoZhGIZhGIZhGCajaAHAL6WMuVy322znXQAMM14dQPFFo6WUs7RljgAwTUqZ\nlrHgQgg/AFFUVJTqpjAMwzAMwzAMwzAZRFmZqpQpYy7X7VZqXwdgOYBRAMZKKXfaLLMMVAMzXSkv\nKioqKi0tTXU7GIZhGIZhGIZhmAyiZcuWKCsri8uL2q3wfZKUcrrTAlLKcgAnxNMYhmEYhmEYhmEY\nhtkdcWUyjyR4MwzDMAzDMAzDMAwTHleWbyFEUwB3ATgZFPMdJLRLKXt53zSGYRiGYRiGYRiG2T1w\n63b+CoCzAIwHsBlA9PXJGIZhGIZhGIZhGGYPxa3wfRaAi6WU38ezMyHEJQBuAnAIgOZSShFh+b1A\ngv9AAFWgsmb3y1iKkzMMwzAMwzAMwzBMinArfNcDWO/B/nYBeBlAEwBvOi0ohMgG8BWAWQA6AugC\nYBKAUgDPeNAWhmEYhmEYhmEYhkkKbmuUvQTgunh3JqX8Vko5DsBqF4sfC6APgDullJVSymUAngJw\nY7ztYJJLZV0jflxRjAafP9VN2aMpra7PuGsgpcSnv23Eos1lqW5KWpCpTj9SSkxauAVTlm6zPYbt\n5bVYW1IV9Ftdoy9ZzdvjqGv0YcysNZi9qgRLtpSjpLIu1U1iUoyUEjur6lPdjABVdY34fvE2VNY1\nproprli0uSykD9td8PslPp63Acu2VqS6KQnBaVwtrqjDi1NWYP2O6iS2KDk0upwPVtc3orgieIxY\ntLkMK7Yl/35YvLk8pC2ZiFvhuweAq4UQvwkhxgghXtNfCWrbIQBWSin1wtzzAOwlhGhhXVgIUer0\nAlCUoHYyERg2Zi6ufHMOnv52WcL3taOyDsPHzMWEXzcmfF+ZxNqSKgx49Adc+trPqW5KVHy1YAtu\nHf8Hzhw1M9VNSTkvTV2J/o98jwUbSyMvnGZMXrwN1783H8PGzMMva3YG/VdW3YCT/jMdJz07HUu3\nUunM579fjv3un4TJi7amorkJZ+GmMsyxnIdkcv5LszHyy8W47PVfcMZ/f8Tpz/+YsrYw8fHGj6tx\nzdh5qK4PFlKr6xujUrbe//lCHPbwd5i2bLvXTYyJOycswDXvzMOBD36LJycttV2mrtGHFdsqPFVK\nxqL0215ei3NenIXzXp6F+sbMUHDvrKrHLgdly7Rl2/Hs5GVo8Pkxft4G/HPCApz2/Ay8Mm0VZq8s\nSWJLo2Pp1nIs3OReWV9T78Npz8/A1W/Pgd8feh/d9MF8PDN5Oc57eVbEbfn9Evd99idenLIiqjan\ngv9+vwIH/3sy5q4NPw5NW7YdizaX4fBHvseRj30fELa3lNXgzFEzccpzM1Be25CsJuPPjWX4v1E/\n4vinpwZ+21pWi/d/WYcKl+3YXl6bFkpGt8J3HwB/gFy+ewDYW3v1SUzT0MLYn06p9p9nrNtRheFj\n5uKbP7d4uVnGQE0yX5vhxuEhPh6duAQ/LN2OOz7+I+H7yiTe+3kd6n1+zFu3K6mdZbxMW1ac6iak\nDU9/uww7q+rxj/G/p7opITT4/Lj/s4UYM2uN7f9zNUHTKnT+uakMFXWN8PklPpyzAQDw/Pcr4JfA\nte/+GlhOSomqDLGCOVFZ14izXpiJi0b/hDUpspQt3lIe9L2kso49DTKURyYuwfdLtuHVaasCv01Z\nug2HP/I9Bj011bVXw3s/U2ThLR+mvn/x+SUmavOx939eh5XbK3Ddu/OChIXbxv+BU56bgbdnrfVk\nv1OWbsNBIyfj0YmLo1pv/c5q+PwSpdUNKK3xZmIvpcSakirX1km3zFpZgke+Woyjn/gBxz09NawA\nPvTtuRg1ZSU+nLMeH84xo06fnLQUl73xi6dt8oqqukZc8PJsnPXCTNdK6h9XFGP5tkpMXVaM1SWV\nIf+r8cqNwDZl6Xa89/N6PDN5uScC3qyVJbjpg/kJ8fx77vvlqK73YfiYubb/z15VgqFvz8WZo2ai\nut4Hv6TjA4Df15vnNpkeARN+pflBVb0PtQ00Xl3wymzc++lC3PfZwojrbymrwQnPTMOpz81IuZLM\nbZ3vExxeJyaobeUItVa31P6ztrGl0wtA2Lt3+Nh5LLB5TH2jPyWujEt3U7eoeMnNMR/1TbtqUtiS\n6MjWeqhMc5lPFGXV6ac8eWvmGrz78zqM/HIxfDbWg81l5j23YGMZpi8vRv+Hv8NLU1dixXbzmZ2z\nZqet9QEAHvh8EQ59aDLmOWjqMwHdZW7+ul0pbEkwpWl4XzHO6M/K+p00CZZS4rGvl6K63ofNZbUY\n90t06Xpq6lOvhNH7BAAor23EZa//gm8XbcOFr/4U+F0J6A99FZ2wHI5rxs5DfaMfr/9or0QMh+4a\nX1Xnzfn73/xNOOGZaa6ECrdU1jXi8jd+wRsz16C2wY+K2kb8viFUSNWVnH9sLEN5bajSMx3H4+KK\nOlQZ9++M5e4U9/pos6m0Nq79b9hlCqLbyuPbVnV9I25471dMXLAF93t4D1ipDSOETrc5f3nGPFJo\nqbKrk9hf5OdmBz6rcXRTKc0tPv99c8T1P/l1I6rqfSiprENxikOt3Fq+AQBCiBwhxL7Gy22ytlj5\nA0AfIYQugPcHsEZKGSJ8u8FuUggAK7eTtqsqDQad3YXBr8zC4Y98Hzi3yaLRn34DQrqxtSy+QaGu\n0YcNO6uTEn+cnWV2Ucns5NMZIRyLRKQE3ZJa0xB6nXSBc8HGUrw8dSV2VNXj6W+XYfFmc921O6qw\nrcL+/nz353Vo8EncOWGBhy1PPrXa+fGnUQx/OrjiMdFRq3kr+Ixbae2O6qBxd64LBY8ucKfDGPrn\nxlBbyfYkxHmGmSJGRBe4vfLOud0wBn04d4Mn2wOAnZWhz/hym7jd0ppgRZwScIKWSUNlXZUWemE3\nDtlRoSkWtscpMOv7jHeetUBTesxfX4qymgSd7zD3fLO8UBGv0miPPhfbVZ28cSNfMyLFIjzrw61b\nN/VE4Ur4FkJkCyH+DbIeLwawBECpEGKkEMK1AG9spwBAnvG9wHjZbeNHAKsAPCmEKBRC7APgTlDp\nsZgIp+FhvGfhJppQv54EV3OdRp/5dGVqcqpEoLuWbYljUKhv9OPcF2fh2KemYshbc4IEiUSgW77T\nwSKTKnTXwzSUvZGlNaraZvJZok36tlfUBcV9T9ViTKvrfSFu6VZ36KysNDwBUaBbyVIhfIfzLHCK\n/2TSE13oU33Ez6t3BC2zyEX863ZN4RWrAOolyoOtY4uCFLfEHbrQl85K4lqb0BK70Jca7XgWbS63\nddFN9NgfC/q5r6l3N98vrQ4em+Jhs6ak2BqnIG+9LquLE2PICjcGNc0PFb6VckFXvCRTaau3dXt5\n9NdKnztV2HhzJBO3gvNIAH8DcDeAwwD0A3AvgL8b/7nlSgA1AL41vtcYr+OEEN2FEJVCiGMBQErp\nA9UX3wvAdgAzAYxDHGXGfH6JVQm6gRkT3cMgNye5E+UGTWtf28DKFsUOrYOMZ1B4/5d1gYnRjytK\n8N8fEptYJFsX6uozP943VvSBIh1FT31Qs/MgcspOWmKxxkxetC3ou3WQzcuOymEr7ais9d5FNRp0\n64xuSdiVhpYsxplgizWNuyrWtVMRCa47quojhoBZhY5wXoLJQiVePKZP27DLhFMipQLd2l2VxuOU\nncC8ziZmVxdil2yxdzR1a1lOJnq73VqK9eXitXzrIX3xWr6twnei8oOEe4ryskNnGirUQFdYJFP4\n1sfLWCzfukxQnihPApe4ncUMBXCdlHKUlPIP4/VfANcDuNrtzqSUY6SUwuY1TUq5XkrZTEr5o7b8\nGinlaVLKQilleynlvTJOc+awMMkFFOkYx5Jp6EJSbpInyrrle08W1qzoHeTWsthivsuqG0KE7fFz\nNyR0EqRbOdPZopBo9CR56Wj5dlKS1NT7Atbets3yI25r8uLgDOdbymqD+mU9f0Emol/LhLkSOqAL\nB1/+bSC6tGwCANiZRPfBVPLHhlK8PmP1bpFgTr+WSmBevo0MDGce1CnQV0QqEWVVcKWylI+UEku2\nUHuP7NUa2WE8Xeos1livPd2iGdd04bs6BQo1t9gZJNbtsLN8Rz6GdLR812lt2lHl7h7WrbjxWr51\n9/x4Y76twnY8HotOhLN8W58vAAEPCD0sIZkeU/pzFksfpY+3mWL5bg/gN5vffwPQzrvmJJ51O5xj\nVXeHbLqpRheSkm2lavTrwnf6DQ6pYqcHbucvTl2B0uoGNMvPwUfX/SWw3TU2g7dX6O7M6ahpTxa6\nq3I6RlM4JWDRJ0H/OqNv2G20a06CeYMv+AC3ltcG9cv5mW751o4lFcK3Lhw0y88JWEj3FLfzc1+a\nhUe/XoJXpyU3JCoR6IquBp8fUspADO9BXYvQs00hABfCtyXPwuYYFbReUFxRFxiv9u/UAq2a5tku\nZxX+vK4HHs14U5mAmO9EYCcwbymvDfm92sWxp2MYmC4w7u3tleYAACAASURBVLCJb7cjyPIdh/At\npQyyfMcrLFuF70QpxMLNJ2yFb0MJrntJJVNpqysbi8PkhnGiNEj4zgzL90oAg21+HwyKy84onNxu\nve7A90T0yXfyLd9mh7EnC2tWdmguOnZuZpHYsLMaY2evAwDccHxvHN6jFZoXUExQNDU1o8XHyhQA\nwe5W6ZSkS6ErvayTT71PPbFve7xwaT8MPbonBlpcSg/r3hJ2bC2rCdJS52W45Vt3O0+15bswLwct\nDeFmT0u4NmNF5pcx1PuF6noftpXXBZ6VfTo0x74dmgOwT6qlYxU6UlkRY4mhKMjOEti7QzO0bWYv\nfFvH93itlta45mjcx3UlSCLczr2y6tsJ31LS+K5jJ1hb4+/TMYdSsPDt0vKt9cHxWKvLahqCQq7i\n2ZbPLwMlvDq0IKV0srNz2wnf6rdUuZ3rSq7iirqonwt9vLXL4J9M3M5ingLwmBBinBDiRuP1IYBH\nADyRuOZ5izLO6JlAra5FqYjB291IH7dzvpYAWUT0jmb9zuqotfOvTF+Fep8fnYoKMHzgXsjKEti7\nfTMAwKoEZrTXBwC7RF57CkFujWl4X+uTOuvETW97YX42zj6kM0aecwD2MQQDAGjZNBe92jULfM/O\nEhiwV2sAZEHYnYTvihQL3/r90yQvG60LcwEkN2ttOrA7JOS0xrgqITs7S6BXu0Ls25GesfnrnTOe\nW93O16ao/jxgxhj3bleI/JxstC50Z/nebJOROxqs9380lt3KBPfPVm+gWNEF5mb5OVAe/SpUQWF3\nDIP2CXZyTU/Lt9mmkqp6V894mSXhWqz9wkaLwmpTaU3M29pcWhOwMh/Rk8bBkiSHgtiF5SgFVVmK\n3M71OeD2irrAOXKLF27njR6FJrut8z0WwLkAugB42Hh1BnCOlPJdT1qSBJRrpC4sVNaHt9IwsaF3\nysmeKOsPI8d8E3ado0po44bt5bWY8OtGAMB1x/VCgVFrsbchLK0qTtxETR8A0lHoTBbWyZ1XA4BX\n6LGE1oRrSludmy2Qn2PW6Wzfwoz/btcsH/t1ahH43r97K/QxlDvbymuDjj9nN8p2nhLLt7H/vOws\n5OVkoVXhnmn5znzRO3iMK602he8ebZoiPycbg/YlgWn5tkpMWbrNdhtAqNt5opI7uWGpIXz37Uj9\nQZsweSKs8cvxCt9WN+VoxpughGsJmEN65cWnKyzev+ZIHNyVvI2WWTwjamzmTtcN6oXjNAE8HXMm\n6PdEfaPf1Xxet3zXN/pjTjxpvf8qahtjLse22nj+crIE+nVvBSAFlm/tXHZrTXlBGgJu55rlO4lK\n20pLzHetltHeTS4cXdESq9v5quIqT6zmESUjo7b3aQB+llIeJ6VsY7yOk1J+E3cLkohKCrRSy3hu\nzXiXzvE6mUKq6qU3+PxBltJ01MymAr1zLGpCVq5JC7eGWzyEF6asRH2jH60L83DxEd0DvyvhKJG1\n3IMs33twGIGTK3c6oD9r1ombcrMutJQuad9cE76b5+PEvu0Dro3Dj90r8Jks32Y/nY5u99GQLpbv\npvmkCGltuJ2nY93eRJLhtxGA4LG2rKYeKwwL5j7tyeLdr1tLHNCZhNgR7/yKyYvs+30VT9rCCCVa\nnUrh23A7V8q41k1zbZezCqTxuspblU/RCd+JVRJ7NZdRCcl6tSvEId1aomebpgBCz53dMezVthDv\nDBuA7q2betomL7EqBNzEfVv7vbUx5rBRydY6aErlWLelkuB1bdUEnY2cHMlOgqjO5dmHdMbpB3QE\noCVcq9Yt38kbN/T7sriiLijEI8uF9O2F5buyzpvjjSh8SykbAXwOoHmkZdMdlTl51XbzgbBeABa+\n40effCfTQme9lnuypVSnTOsohx7dEwAw4deNrjwDNu6qxgdz1gMAbjqhD5rkmZZLZfleU1KVsOus\na1/ttPF7ClZhO9WZOq3o9WOtyjfVpxbmWYVvM4awTbN8NMvPwTe3HIsfbh+E0w7oiI7GpGNrWW3Q\nJMouFi2TqEh1tnPL9WDLd+aiu2E2+CR+30BlxvbpQH2zEAKvDTkc+3RoBp9f4q5PFtgq7lR86oC9\n2gCIXWiIl7pGX0CZ27cTTTmVwjhkWavwXRpfgitrduxoPOf0c5oIxah3lm/qOwsMD6SORWTR3Fru\nLHxf9ZceEIZwU5CbZWwr/eZXdRZviEgZz/1+GVR9AgDWOHjyOWXAVwqMfTu2QBujT431OVLx3t3b\nFAbCLipqG23rrScKdS7zc7ICHqz1Pj8aff6g+UdlXWPSvCB0+azRL7FFSwwZySHO75cW4Tu2sbfS\no9Bktz7BiwH08GSPKSTLheU73SxKmYjecTcksRan9Vqmo2Y2FagOpzAvG1cc1QN5OVnYVd2Aj+dt\njLjuF39shs8v0a55Pq44qnvQf8ryXe/zh8Q7eQW7nRPWXBTWCUOq0Z81a2y+6lObWS3fmoVAuZK3\nKswLKHVUFu7tFXVBlrhMF75T7XYesHznBVu+OeY787D2A8p9eG8tn0KXlk3w7vAj0SQ3G7uqG/DR\n3A1B6+iutkf1ovjS0uqGqGI5y6obPCk5uWp7VSB5436G23mLMMJ3baNV+I4+kahOPJZvXVBPRLib\nV3MZJTCrZ1/1sVssigsl7B+7d1t8d+txeODsAwL/NTHCzmpsypalGuvYUBLB8l1R2xjwgCk0zolT\nyIVTjLGyfHdp2QQ9DI+CtSWx3ZPrjQR43Vs3QRst4WAy+2h1LvNzspCXTeemvtFvO2YlS3Frlc/W\na4kCRQTLd2V9I/QuKmbLt0eGD7fC920AnhRCHC2EsM9+kQEozUhxRV3gBiplt3PPCRK+U2r55msJ\nmBP8oia5aNc8H4P7dQEAfDI/svD91R9bAFDNWD1eFyCXKFVKLlGu5xxGQFgz6JbXpNe9HRQeEM7y\nnR98/+hu5yqPgE4nwyrj80u8NWuN7b4yEX0CUd/oT/qYo+6lpvnK8k3CTXW9Ly2tWYliN5C9w04g\n9WSGANChRQHOPqQTAGDqsu1B/+mxpEcalm/Avev5uz+vwyEPTcbN4+a7Wt6JRZupckarprkB991w\nlm9rzPfqOHOPWAWIaMabqqBSY948Q3p9c68s32o7yoOtQwtTwamj5k7NC3Kwd4fmQW3JN/rqdOwr\nonU7L60x/z/UqLahC99WS7PT2KOE766tmgRK/NnVUHeDKXw3RZtCc5wsSWLctzqX+TnZmuVb2sbE\nJ8P1vNESVgoEeylEygVTZml32rudG3wH4AgAPwKoEULU6y9PWpIEsrSLs9qwflvjKFIVr7w7EVR7\n1PKw+BJoCbdaAfbkGGEdJXwrC8J5hvC9YGNZSIkRndXFlVhsJL856+BOIf/nZGdhr7Y0yKwqTrzw\nnYgSLplCqNt5+lq+QxKu1dvHfBc1ycURPVuhZdNc3Hh875Btdm3VJPBZnwQl0/UuEVgH/XjrwUaL\nqvOtLD16HeU9yfqd6bkDgFBvL4AS6fVqVxjy+196k2D956ayIKv/dq0k0l7tCtHWSHDmNunas5OX\nAQC+/nOr43jiBuU2f3DXlgFLVjjh2yocb6+oi0s4sQrf0Yw3wQkxvRmndFHCK8WzEr6VsrOdoQCt\nrGu0WO8NIT03B1aapLXwbXE7j3A/6LHL/XuQ14eefM563p3GHuV23rllAXoa86K1MZR1lVIGnqPu\nrZuiqEluQPmRzNAgdS4LcrOQm037T6Xl2042069VpP7c2u5Y51Behfy5Fb6vATBMe42wvDICAQRq\nRiotqVXjx27n8aNbvqyuYYmMDWG3c3vKNcs3QKUr1HPwzcItYdf70rB6dyoqwGFGxk0riU66psf1\n7dlu55kT822dfFaFcTsXQmD8tX/B3HtPRjcjiY9OQW52kHVckY5ZdqMhVPhObk3lgOXbiPnWSznt\naXHfmY5dP9CnfTPbEp97G0nYSqsbsKMquLwSQK7IzfJz0EsJDi6E77KahiBLWKSSZpFQwnc/wwoJ\nOFi+jX6gc1FBwI362zAJ5dwQq+VbShnUP3sRE+r3y4D7PeCdsrUmIFTT+dL7V90QpRR0TfNCPZIy\nK+Y7kuWbzmtOlsARPWmOs7q4MnCerNWQwrmd19T7Avvq0rKp6XYeg+V7Z1V9QNDs1ropsrIEWhlJ\nB5MqfAdivrORryzfjT6UGd4C+TlZgdj2ZGQ81+cVzY25xLKtpvBd1+h3DCUKFb5jtXwnUfiWUo51\nennSkiTRtRU9FKosQLGlxIZX/vx7MsGZj4M7q0QKUJxwzZ4yi/CdnSVw+oGUvfJ/8zfZdlj1jX58\nNI9iA885pHOQ14hO73bJs3zvycqUUOE7fS3foW7nhqU1P9SKkpUlbAUFhZ1Qbp1gZRrWa2eNt0w0\nAcu3EQbQoiA3EJK1J2U83w0M37a5Hw7p1tJmSQRZw3VlqRK+lSAWjTfTyu3BJapWbIt9HCirbghk\nOj9UO4aiMNnOldt5UdO8wHj27k/rYo7ltwpqbucP9T5/kKDsheXbKuR5lRsi4HZusXwDFuG7Ibzw\nbcZ8p994bFXMRvKE0OdGB3QuAgD4pVmK1Zq/ZPiYuTj+6an4cUVx0O+bNQVql1ZNAnlLSqsbIlrf\nrehxzGr8U67nbrK3e0XA7TzXTLjW4JOBMaJl09xAss5k1PrWn0d1XnTPAimpfeEIEb7rGmPyxE12\nzDcAQAiRJ4ToKoTorr88aUmS6NySYlzUw2K12HHMd/wEWb4tHXS1R/FQdoS4ne/BwpqOVfgGgL/2\n7waAyros2FgWtPyGndW48f352FRagywBXDIg/CPeW7N8JyKBEVu+CWscYTpZvv1+aYn5trfSWy3f\nblBWOJ1MjvmubwyNW9ucYss3WVb2vIznu4fbOV3Lk/frEPht8GFdbJdtmpeDLi0plEN3KS823M5V\n9YF9O5KFXIUcObHcImzHUx988uKt8PklCnKzMGCv1oHfw8d8KxfqrEAVj6VbK7BkS4Xt8pGINeGa\ntW/2IubbS+G7vLYBQ9+eg3s//dN0JzeE6oLc7EB5Od0LVFUWaWJr+VZu5+nXD4e6nTv3Z6ruc1GT\nXLQuzAskoFu0me59q6vz0q0VWLujGo98tSTod6VAzRJAh+b5QYquVVHmIlDCd6umuWhRQPe+8k6K\nlL3dS/SEa0pB3uDzm8J3k7xAss5kjBu60r27jVIecPaKs3uGYrFiexX+6Er4FkL0EUJMB1ANYB2A\nNcZrrfGeMXQ2kvhsLq2F3y8DHbXSAFaw8B03VQ6ZPxMZtxvqds7XErAXvg/pWoS+xiRr7E9rAZD7\n3FOTluKEZ/6fvfcOs+sqr8bXvnV6H2nUe5csS7JlW7YsdwcwNqE6/qiG0ALkA8wXIPSWHyWQQCAQ\niKkBAw7E2ATbGPeqYku2JKv3Nk3TZ27fvz/OeffZZ99T7z333pmR1vPosTW6M3PLOXvv913rXetR\nPPRyJwDg769dLJgQK1CHdzCRcXUWLQTnmW8N6n0zntYp9cCTfxi1NlzzAsooBiBmUSey7Fxu7tLI\nRtmZ75R55hsw4sbOpZnvyQBSUfzVyg787v0b8Ku/vRQXz22xfTz5KJzoMxgjKrradYOz5fo9d7R3\n1DVVYV+nudAtpvj+35e0Madrlk4RjSHAQ/EdCWPVjEbB3Bcqfc8vvr2tsSphEwjznQmu+P7NluN4\ndG83/uu5Yziok02ywSWdfU3Mt1gj8humVRNg5ptk0p6Zb11dsVzPlqfi205htq9ryPT6u4e1Nby1\nLo5IOGRqdPlVBcrz3oSWuvI3R+n1xSNhU/EtnydbyhhTKe/7F8xqtHmMfUOImgbyelKIgrDcM98/\nBFAL4DYAmwBcqf/ZqP93wmBaExXfYzjeNyo6H5fonVYrA5Pz8AeT7FxlvktZfJ+XnVtCNVwDtHlb\nYgv+sP0UTg+M4efPHsX3Hj2ITI5jWmMVvva6C/Chaxc6/mwqvoHSzH2bGNX0+Ck4y43xbLiWp26x\nabhZyc7dsHKGscnOa9MOI2Op7ISNiZIP0dT8OlFkRJJfULFQI30elZgprDQm6CVkAu159VURrJ3d\nLEzV7EBjd3I0JBn+dejO18ulhtceFxaZ1nyZUS/k3hwYTePJAz0AgFetmm76t+poWKRqyEhIzt2M\nMfG8CxmByua4aDzR++D1/KCuzaOpbNGxa0EW37KhIznYV0vFNykeuqQRzDGFIZdRNZ5l5/pzIgbb\nyplbhkpMULN3t+66b1e8c2521+8a1BtYdYaMn9jvgz7PRcR8yyNXbcR8B0RweLlHrZhv2XCtUZKd\nl2PmWz4LrrdpMDoZ4tHzntViGLkWUkgHNQLitfi+GMA7OOe/4Zw/yTl/Sv4TyDMpE2aQ7Lx/THS3\namJa5xQYX3LOiYoRU/HtzIoFiX5lARiPm0MlQAc0lUF4zZoZaKuLI5PjuP0nW/GFe3cDAG5cMRWP\nfuwqvPHiWa7ZidWxcMEdXi8w5XyX8NoZ7xAFk34YUhtNlYRqqqjORNHhtL6A4nv1rCbMb6tFTSyM\nN+ijEpkcH5eSRy+QN26aaz1cZESSX1gx343V2iGqErnjlcJEl50nM1lxb7XWekuApYOn7EpOhn/T\n9XW8oSoqWDeK/rIDMd83rNBk72PpLDoH/Utj733xFNJZTXJ+9dJ2078xxiyzvsck2TlgsPon+/yP\ncfSPpkQzZob+c7wqraxGFYtNWgmy+LYilKpjxtHfifl2mvkej94bVKBRhNrAWMqTCRedjajZu/v0\nIEaSGfQM2ReVZwaN60z4JjQYxTcREwd8nouOWTHfNPMdUHPUS29IFN/REGIR7RyozXxrz6GpOooW\nPaayHDPf1GyLRUKmprwMJ+abjOLovAoUVu8dKzLRgeC1+D4OwL9mcBxiRpN2QY+ksnj2UC8AbcaJ\nZt7cZFbn4Q7ZpCKRKh/zfXZUlZ2fu8WaDCvZOaB1sN995TwAwMunB5HJcSyZWo9vvvHCvExvJ5TK\n8Tyb4yYDjXNZyUBNK2Jl3DaNk/1jeOP3n8H7/2tbyeWB6Yx5J+9XDntUjNdV+S++o+EQ7vvQFXjy\nH67B2jmGCdNQQFmb5Qbdi+EQEweIUwOJkq6LKtScb8BYG9Qs1MmMiV16m1UKrXX5qQBWUJlvzrko\nVomYAAwGkAgKKwyMpUWhff3yqaA+7aEe7/sA5xzfeGAvPvU/OwEAr75guklyTmiszv8aNeCq9L3K\nitX3Cnncgg7nXpv3VhFIqlGXXwQ5822lZjEz39q102Uqvs3NXhnU7LB6f0oZJesFtNdR8Z3Ocsf4\nYPVsdOmCVkRCDOksx+P7utFjMWNNTWSZhe5WTAsBww/Hv+xcu35LKTv38jklpbEOe9l5PNDn5fh8\nJCa+KhrG7ZdrZ9eNi9qkx7h/1m11cXEN+1UQZrK5gpp7VvBafP8DgK8wxuyHiSYIpksbzJ93a3Ot\ny6c1oF4/GJ6XnRePEQfZeTmYb5oNPZeLNRl2xTcAvPOK+XjnFfMwpT6Oa5dOwc/eud63PHhhgZuM\nG9TufzkLlPEEzrkomDoaqfh2Xqe+dv8ebD5yFv/70hncve1ESZ9fKqs22LKmz86IGrOe3XRDTSyC\nltqY6fsnaiqFfC/KpjzFzMr6BTVuGqosiu9zaP+bqKMLBPnw3+KV+dZZ3a6hJBLpLAYTGbFfT5cY\nIS/F935p3nvljEZM1eXLJ856P5z+Yccp/NsjBwBo0vkPXGM95iTPKBPEzLdeIFLRfLLf/+FYfi+J\n+bbab6wamVbMt1PB5wXq3lfMudSKLfU6813tY+b7k79/Ccs/c784V1cC9L7RPgnkKyJlqGejhqoo\nNizUirlvPLgX24/1533PbD1GTG7YkGRfdo+nJJgTfWOeG+CpTE4YcM62lJ0HY7jmRfUjM99UfGdy\nXJBcTTUG813e4lu7/j71qmV44P9eiX+7ba14jJMiTv6s63UjO7/M96n+hCnZoBjYFt+Msf2MsX2M\nsX0AvgFttvsMY+wIfV369wmDltqY6HrQLMzy6Q1C1jSczBQ9r3OuQ9608orvEhZQtBhSB/+87Fzb\nIGlDspLuhUMMn75pOTb/43X4z7dfLDrGfkDyqkMBy2fVLuboBJ71LQba69b+3yi+7e+j4WQG9+80\n8m6Lzd51QyqT/5nQRpfNGcxDIYZrMmTmPKiszXJD+C9URdBeFxcsyt3bTuAHjx0sS9rGoHgOxnpw\nThbflX4CRYLmUaNhZmqkOGGmdKA/2T9mkp+bi29NlbG/c8iWTaJYsI6GKpNU/Xifd1nm7184CQC4\neG4z/vLRTZjTam3uWW/x+mTDNfn5D4ylfTdqqXior4qI+0JVzv3j71/C6s8/iEf2dJm+LsZqpOdY\n7H2symeLuS+tik95lpv2lJP9Y+CcI5UxotO8Ro31Difxy+eOIZnJ4TsP7y/4uRYLVXYOOMcnDozl\nj+TdccNixMIhHOwewXOHzwIANi1uR0ttDF98zUrJeVwuvon5Nn4vkRKce2+uap+B9v+zTLJzUuZm\nHOeavcKN+c5I8Xmy4RoA9OivtbEmJhTDfaPO8v4gkBQGcNpzCYUYlnTUoz4eEaobUpxYqV5lwzW6\nV/0y35Tb7jyM6Q1OK/YvAvj54w6MMcxpqcVeqWu7fFoDIiHtA81xrUCsryqMpTkPM7utys5LyXz3\njWg30vSmauw4MXDOMqUy5E3bzjW2WMzRO8GnB8aQyuREJmSxULuYGT3SyooFmcyQD3LTPDDfmw/3\nmg5vpXbTTmfzDwMDY2m018dNzbb6AplvQk00DMa0w8xE9eYghq2lNgbGGOa312LHiQH8+KkjADTj\nmk+8YlnJfn8ykxXXhlwsNNWce8X3RK++6VpqrY27enMQOhqqEAkxZHIcx8+OioZ1c03UNDdOzHcm\nx7G/c9hyxnL7cY0VvGCm9m8zW6qx+Yh5ntwKx3pH8Ynfv4grFrZji17c3HbJbFPhosJKii5k5zqZ\nIkt+e4ZSmN3qXcFFhVRrbQzVNrLq/3ruGADgY3e/iK2fuk58ndbnKfVxsS4VW3yra2ox9+WwxZlL\nlp0vmqIZP/aPamME8r9ZFd9x/f2R92c5lq6cWdQqqFHUVhdDiGnneafiWzQipbPRBTOb8JXXrsId\nv90BQJsx/trrLxAFPV2z8oiOley8vS6O+qoIhhIZHOgaxrJphpGhHWieOBJiYq8HgNY6497sG00V\nRJLIyLoUyvLYQzwSQkhaX6jp1yS5naezHMPJ0tZNMhMvIxRiqI9HMJjIYDCRxsf/+0XcteU4vvLX\nq3DbJUZMLt1DTTUG8+3XO+eo/vl4XG4dYbs6cc4/X/yPH59YNq1eFN+xcAhLOxrQOWgcUAcT54vv\nYiAXvarxSKkK4lQmJzrQ1AE/LzsvT/FNjEeOa51bp2gyP7BiXEaSmXOu+JZZXi8z308f6DX9vdTZ\noOp8ImCYm8iH0EJmvmWEQgyN1VH0j6YDM54pNzp1eSKxTcumNWDHCcPU6s+7O0tafMvXjXzgpLVB\nndefzJjohmt0X8sHczeEQwxz22pxoGsYt/9kizBeWtJRbyrgpzRUoa0ujp7hJHadGrAsvklRs2Z2\nMwBjH3AzJPr2w/vx1IFePCWtU5fMc3Zpv27ZVDysM86RkPY8hdu5vh+0SXPv3cMJIQ/2AmK+W2pj\notCXzw9yoXVWWU/pcQ3VUcQjISQzuaLPHlaGa7kcRyjk/9RvdeaSzwILp9QhGtbmnHedGjAViVZN\nj2oL2bk8Z989lEQ2xxEu4LkWCzKBi0fCaKqJ4exIyjE+0W4k7/XrZmI4kcZvt53AezYtMBW7NJZH\n+3IinRXrqiw7Z4xhQXsdth/v9zySd0xnVmc0VyMisc00Ww1ozY1ii283da9spqcWu1QEy1FjgHYP\nlaX4tvAjaqiOYjCRwUsnB3DXluMAgB8+cciy+G6sjgqlkN8mPpmjhhhDsdWF15zvixljl1h8/RLG\n2EVFPoeyQ47S2LCwFdWxsOkgMp5ifCYacjlu2nhUeUupmO/+MQvDlPPFd1mK72mNVeJAdLQ3OOm5\nlXPlSDKLQ93D+JeH9pkaZpMZcnd2ti7LHE1lbefINh/ROvNUqJd6PjqdMXfJAeO6k393sbJzwHhN\nnQMJcM5xemBsQo0JdenXLLF8GxeZnZ0PdY+UVFIvz46el51PbAjm26PZGuHqJdo1J9826nUIOM99\n94+mxJjR2tmaEeKsZpKdO89cH1IKkdktNSbJuxVeu3aGyVgJkN3OtXWlOhZGnV4YdTu4VFtBLr5p\nhlxeX09LztbqdTMsPC0iojArdrxOLb5zHBgu4Geq5zGCfBaIRUJYosce7jgxYDIdthpnsJr5lk2o\nUtlcxSIL6cxQFQ2hiRqKNsV3JmsQNlZno7dfPg9//NBG3LzaHH1Xp+9j1FiWZ+XblHuRRvIOehzJ\ns3I6BzSWmXoZQby3brJzOcFElZ2L51STX3yXEgkl3UAG7WX3bD8lvnaib1RI4bM5bnidSLLzYR/G\nrf2jKdz51GEAMCkBCoVXfeh3AMy1+PosAN8u+lmUGRdLGXE3rugAYJbgDY5NTEnjeIDbnHWpmG+S\nnAMG853J8UDmYyYyqGNfHQ0HJgdXEQmHRMyLm+TQD6yiTEZSGbzn59vwLw/tx5f/+HJgv2s8gwqi\nSIhhvqQqsGo+pLM5kc27YaHGJhUbe+OGpM58xyIhIV2lA8lQMjjZOWDI7k8PJPDF+17GZf/0ML76\nwJ6if265QO7QFElz44qpeOcV87BpsVH8vHza3uSqWMgHJJKaAwYLnsrkSu6OX0nIc4kTnfnu0Yvv\nNo9ma4T3X7UQ1y2bgovmNGPljAZcMq8Ff7N+dt7jjMzj/OvxBV1yHg4xrNJl58Q0dw8lHRvfqrri\nsvnOrDegFXzv3bQAgCGZtTqMC/Mwn8ZUJuZbLy7lolUmDTg3Fy9UhNXGIkKmXWwspqWaqIAkArsm\ngOr/ctEc7Uy85fBZ0++x8omhefFMjgt5/Allzt+J6BmyiQAAIABJREFUbS4Vsjku3reqaFisb3ay\nc7mp3eCDsRUNFv0zllVYbfVK8T3FX9a3VcY3oKm+jFnz4pVsbrJzE/MdCSFmVXxXx1AdDYuGe6k/\nc9ntXAXVb7ICI53l4vwhN52bqmPiLOKH+f7MPbvE/weh6vB6Gl8BYKvF15/X/21CYc3sZnz99Rfg\n8zevwOvXzQSgRdqQnOa843nhcOv4FusCagf5UCk72p/r7LeT03mQoM3iaG+AxbeF7Pxk3xj26xvZ\nH3acOicM2OTPUM4RPTOQX3wf6BoWB5D1epOx1PnoxHzHwiFxAD+iXwd0MA2HmGXH2i86GvUmT9+o\n6ELf+eThon9uuUANE3KGjoRD+PRNy/HT29cL74SdJ52zlYsBmYw21URN4xvy+uA0IznRIS8XE33p\nKER2DgDNtTH86G0X4+73bcB9H9yIX7/nMku3dFII7j49mMeUvaC7QC/tqBfSZJm9tlMlcc7z1q0b\nV0719LyJbeJc+znGzLfk3F2X79ztBcbse0wUl2Npw+BTJQ1khQixp7XxCGpjwTLfcqFRiCrFTmmo\nngeIkHrheJ8oJmtj1oxnlST7pQaI6jBfibnvpImtDUlmYNbvm0kVWOP9fFSnyM7JgTweCaFWmZFf\nSGa0PcOeFFrHLGLGCK21hV3bVsi5cFKy6rAqan0dNFZHwRgTDfdSf+b0+VrJzumzVkHmcOpnXe9T\ndp7J5vDkgR7x92i4fMV3DoCVW0Czj58xrvCGi2bhbRvmmi6qBj1LcqJmyI4HuElcS+XmS5t9W13M\nNHcymj63VQzlKr6pcHCb9/MD2gAYg+i8bj1qdu4+ZVGATjbIn2E8Ekabfti2eq9JItpcE8V8feNP\nZXPIWDApQYGy2GOREOa1ab+TCkhSEdXFI55NoZxAsvOHJcfhdJZPCLn0SDIjXHEpzkjGSt1heudJ\nf8y3nGjgBlonO5SZwWbp8PnSyQHcve2EY2bqRIXMdk/44rtA2blXrJ6pyclHU9m8htDz+jq8Vp/3\nBiDWJcCeeR5KZgSjvH5uCz71qmW4eskUT89HZpuyOS4x386xWV7QL+KTjOKbc2MPUqXbcrNfMN/x\nsBitKfacQ/dza21MmDsVQgpZjbDE9JxkGRfN1T7HRDqHpw9qRYbdmaE6ZpyZSemoZh9XgvmW2dqq\naFgU1PJIooxCR/LU0QJqVrTV5RsfUtZ3Ip1zjcDjnAvloFXxPatF2zOOBDDapzLfKomhNjLUYpMx\ng21urg02g9wOxjx/fsk5p83a34HUQf3KZ21EjXm7p3ac6Bev7+mPX+P9STvAa+H8NICPWnz9owCe\nCeSZjAMIB7zzsvOCYddlJJRqnp4WtmmN1SaHznPddK1cxbdXsx0/MDqdIXGo2SelFAClZQnHC1RH\nVprPe/n0UN5jd53S3o8V0xtNG2ZQ2ZRWoJzvaJjhCj0j9Yn9Pfjz7k6cHTXknEGAZHwqE3ekjDnZ\nhUKO4qMYGhkrZtCMrfdrejiZwSv/9Qms+9KfPcXZ0P2pzti21MZE7Nnf/mwr7vjtDnxlEo51TPB6\n2wRi3FoDurdUzGqpwVy9qfrwni4c6x1FTi96t+i+EuvnGSN88UhYzAjbFb8y6/1vt63BuzbO99yU\nk5WeWe5cfPf4lJ3Lru+y2zcp51TmWy40RkWUojzzXdy5IynJp+m+LKTBaDXmpzbeAC2ai/bwv7ys\nNTatJOeAmXlMpnNIZ3M4oygdKmGImVAKxqZqPZ7L5n2j9zMcYnmMtRMM2Tkx39QEy78PZ7fUCD8c\nN9O17uGkaJbMsTALXKi70u/vHMZoqrjIMZWFpwY6Ian4uESVgrexOirM/1rKVXwLt/P8z4oUBgBw\n68WzhDqB7mt5dK82FvbNfJOcvaU25upP4RVei+9PAXgNY+wFxtg39D8vALgZwCcDeSbjAA0FZr+d\nh4E+lxuwVJJGo/iuMmVYnped50dplAKzW7Si6NjZ0cCk4ElJVkgb3t4z5oJz1zlYfFM0zOGe/M2c\nmO8V0xtMqh6rOLCgkNZzvqPhEG5YMRVrdAOmj//3izjVb2xaQWC5TVxLVwBSvFLjucOau/OU+rhl\nwSSylbuGPc9dbzl8Fod6RjCUyODubccdHzswmsbPnjkKwGjgEBhjWDjV3BD47+dPenoOEwlm5nvi\nluKcc/RIjFupQF4E//qX/bjy64/g6n9+FB/45fNIZnJgDKLZRnBjnkl5EQ4x34y97PSdywEJ/TBe\nHTDzbWrep6n4Nt+P8hmR/q0mGpZmvoNhvmORkGBwCym+rZjvKfXW7zux3zSaYs98S+erdBZnBhLC\nvI+uxbOVkJ0rzHeVRSSaDJmY8KPKIsM1VXZutaZHwyFRSLuZrskje3Mt8u4X6Q3b5w6fxfov/wXX\nfvPRgk1n1ea16jFA72U4xBAJ5898N0nXhhj18Nnw8guZjFFxw/IOrJ7VhNWzmvDh6xcLsobO/+pn\n7bf4toqSKxaeim/O+TYAlwDYCeAV+p+XAFzKObeaBZ+QoMOt3+y38zDgJjcqVZTNfp0RXTClTsxd\nAaWTuU8UDJZt5tuIdwuqAyobbNBnqkq3XjwHim9VvUCmY2rBmctxvKwX38unNyAiM9/Z0hUasuFa\nNBzCd29bi3CIoXckhfte1NxHgyq+57bWWrIUQczBlRKJdBY/ekKbTb922RTLwx4ZXGVzHHvO5Ksa\nrHBIYru3HO5zeCTwrYf2if+/wCI6apHCxg8nMyUdV6gE5Hp7Apnk52E4aTBffme+/eANF80yZdoe\n7R3FQzozumlxu5CcEtyLb+3rbXUx36ZFYemJpDI5UUDIXhIkffezHsgxpbbMtzI7LRe1VHxXx8LS\nzHdxTf+0tKYWk0RgNfNt14iXjYgB+zODrDRIpLMmkytawyohO1eZbytXdhmFqgLpM06ktXEukRFv\n00wilZMb803KpSn1cUE2yFg9y1izh5MZHD87ht+/UFiDVJWdpxUWXS101Zlv+T1rE2qTysnOG2ui\nuOfvLsc9f3c5pjZU5XkvDOjXIzWyjJxvb/cUnbXay118AwDnfBfn/C2c8xX6n7dyzncG9kzGAQzZ\n+Xnmu1C4Mdv9o6nAGYd0NickuEs76hEOMdGBLmVsz0RAuWTnM5sMmdSp/mDmsGWDDTWmioq5l04M\nTGgGywuMz1DbUMjFVd04TvaPCXfPFdMbhdwNANJuDitFQDZcAzRJ8wW6A/Jx3UCmxcYQxS9CIYZr\nlxkGTfRedA2N79n/u7edwJnBBKJhhvdftdDyMW11cdFY8TpOIacL7O0ccrwXnj2kMe81sTCuX55v\ncrVKn/GVocpJJzpMhmsTWIQumxuVauYbAFbOaMS3b12D162diW+9aTWuWzYVVdEQOhqq8I+vzM+j\nJ+bTTvYtDAcLyCmWi3XZ0Mxy5ns46XlfkIva5tqYpXJOZb7lonZMfy41sQhqAp75joWLK75Jdt5W\nFxMM7Dsun2v52IvnNpv+bmdiVSUVP2OpLM7oMWzt9XEhaa+E7NyW+bbxrlAVZV4hF8Yjyay41u2a\nYBQ3dsDF8ZxGp+a25bPe9HOmNpjv9Sf391g+1g2q7DyP+VYM/8IhZhr7aJSuDcNwrTzMt+pXYAX1\nPlTPwUbUWMaTEZ7BfBeXry4jv73iAMZYDMAUKEU75/xYYM+ogig0eP08DLh1PNNZLXfSqrNXKLYd\n7RNF9qV6bEldPILRVPac/yzLVXw3VEdQGwtjJJXFyf4xET9TDBJSp1O9Xv5qZQd++dwx9I6kcLJ/\nDDObrQ03JgPUz1CNOiEc0Dvr0TDD3NYaEyNRSuZbZmkIl85vFY7IANASIDt3xw1L0D+WxkVzmrH7\n1CDu33WmYrmyXvGHHZoC4JYLZ+TFyMhYMb0RpwcSnue+5fVtYCyNzsEkOhrzDwjpbE4wL9+9bS0i\nFu6162Y3533tZN/kurcmi+GaHDdUqplvwqtXT8er9azjv14z0/Gxbsx3MYdYOVtXLm7Nbufaz01l\nchhKZjxFSMk50E3VCvOts6bq2I48S00sd00sHNzMt15oFMt8U0FaHQvj9++/HGdHkmJ2WMWC9jo0\n10SFb89MC1NIQEtoiIYZ0lmOsXRWNNunNVYJJYTb+GEpIDPcZubbXXbuB3XSWWQ4lRGNsLZa6yYY\nFd9yvv2h7mHc+dRh3LiiAxsXaaMd5GezoD3fDwTQRoP+duN8fEny4njhWB8y2Zzleu4ElflW58fp\nvZTn+6PhkCjKWySDTreGW1BwihpTQQkMdEYiUlAtvjnXGnn1LusENfenNJSZ+WaMLWSMPQZgFMBR\nAIf1P0f0/04K+JUinEc+aOGuU4olmYULWnr+i2e1OcYV0xtER72OGinnmW8ABmtaKjDGhIOzm6un\nVwjmOxrKu542LW4Xne0dxye39Dyv+I6ZDV8IlCU6p7UWkXDIJDtXZ7yCBG3csjTtojnmQi7IAmF2\naw1+dvt6fOjaRWVzWi0GA2NpbNPdoV+xssPxsSuF6Zo3x3P1GtjbaS1XP9wzIkx11HlvgtXXg7qX\nxwvku2Aiy85J4lkXj3higsqFNpf5T4P59n+INTPfRqFllfMNeJeeyyaxTTUx04wrFdlqsSIr6sYs\nZOfFznyPSgU9qbw6BxM47tNTJSGpx1pqY7aFN6Dt4evmGNJzq0QGArHiZ0dSwkSvo6FKFDXFRq0V\nAirOIvqcMkWi2crORwuUnUtnkdFkxjXyjxzPe4ZTQvn53l9swy+ePYZ3/HgLNh8+i6FE2uTXYod3\nbZyPR++4Cg995EoA2n3gdURJhuvMtzA3M+4tee67RWo0kOy8dzh4VavpOQkyxn29o9E0un/pDNVU\nbZadA97I1q7BCs18A/ghgFoAtwHYBOBK/c9G/b+TAhQ1dl52Xjioi6xepPLfg+yKnh1J4U87zwAA\n3nnFPPF1cgh1iz6b7BCFm48cy0JBLpCngiq+pcVWLb5nt9QY0Uw+3KEnIqijTBsejVQkpblHwJj/\nna/L1spmuJal4ts4HK9RWNSgHEJVtNRq13UlZgy94sn9PcjmOGKREC5b0Or4WDJd23N6COlsDol0\nFl/+4278Zqu1mZp6yN17xrpopwNafVVESNtVhEMM775yvulrQd3L4wW5iUx3S3ByWK4kvBquFcJ8\ny+TeqA3zLb8f3otvI9ea1DuGWZdWuKnSVCqOOefigF8TMwzXimW+jYI+IpQnD73chY1fewT/+aR3\nvsswLfV21N8grU9LO+yLQPlzPj0gmd1GzUZX5YTqfh/3bLjmj5iQzyJDSYP5tvM1md9uyMgPdg/j\n+WN92NepNcozOY43/uAZrPrcg8Lozqn4BjRZ+oL2OiHx33bU2evDCuoUmsp8J+m9lJlviXGW7zNq\nrGdypY38lMkYN9QoChQ72TngrfimZmIlZr4vBvAOzvlvOOdPcs6fkv8E9mwqjAaR/XZuF2zFgBio\nNuUiba6NCfY7SHnKA7vOIJvjqItH8MpV08TX68RMx7ndSBFu5x7kd8Ui8OJbkhmpcp/ZLTWYpxeZ\nasboZEImmxOHSNps5agNedMkWRvle8tqk1JGjRmGa8bzaqmNmQ4js0okXSYGpm9k/N7ndDi6aE6z\nkMPZgZjvVDaH/Z3D+NkzR/DDJw7j/939omWcmuppsfeM9VzhntNaUb5kar2js+8nXrEUOz5zA165\nSmPoJx3zLZ0xsyX0QSg1Sh0zVijkosxqlpIM1wphvmXZuXzdyzLxaDgkMuu9Ft8DktM5ge5TKrLV\n9ZN+fzKTEwqKmpgRNWYV8eUHJHeviYbz5N9f8hEBaCUfdsLfrJ+Nt142Bx+9fjGWOxSBRKZ0DSVF\n0TitqVpqPlSO+Y6LBorepA7YcK0qGhLzz2cGEuLasEsdaKiKYoZ+NnrxxADu3nYCgJaVXaOYh9bE\nwo7vO4ExhnX6jP5mPfbPD9xk5+7Mt3GvyAVpKaXnvmTnShOo37H4dj475HJcELJ2PgiFwGvxfRzA\n+NE2lQj0gZyXnRcOWtDalYUoHgkJSXih8QgqOOe4a7NmN3DtsimmDnh9/HwjJZHOigWr1DPfAMQG\nE7jsPBIyZZO2626gxODJ2bGTDd3DSXG4o1leefNJSmYylCNNnfZImaPGYmFzUbdOkp7PaStx8T2O\nme89Z9zlhISOhipRUL14oh+/k+K+tlgcskh2Ti7Pezutme+tR7QGgJsXA2MMjTXGYfHEJGtsySZr\npfRBKDXcHJYrBVqTMzmOnpH8NAYqiIs1XBs1yc7NR1O/cWMi47vW2CPJdI2KYFWmS/edzPCamO+A\nZOfVsbC4F2V4fW20/3tlvqtjYXzhlpX44LWLHB9He9Gxs6Mm2TkxjuOB+RYz3zaGa4UW34wxMV4g\nx4M5qVDIzO7xfd24b8dpAMBnblqOR++4Cj94yzrRdL398nmeGyWX6f5GpKzyA8+yc+msUScVrHLx\nLf9/KR3P/TSSSMFCTQWR+qOfF+IRQ+XiViOMpDLiDBYkieW1+P4HAF9hjLW4PnICQ0SNjZ27BVux\noItcleBEwiGxYJ8OqFh69tBZ7DihSY7fetkc078J5vscLr7l8YlyFN/Tm7TPN3jmO4yORuMAMld3\nbaWvnR6cXAWCDLmxQPePbGxGm8tQIi3iMBa0k+y8PFFjVoZrAPDeTfPRWB3F2zfMLZnyokWa+R6v\nrvck+V7iIOMkMMZE5M/Hf/eSaZ5v9+n8wprWt7W6zH9/53DewYpzLr533Zx8UzUrzAhYxTJeIL81\n6oFzIoEMgNrGmex8WoOxTncOmAvEk/1j4j2naEo/MBmu6cxqNMzyIstkx3MvsCrCVPm0Oq5ARk6j\naXPxXWdjhukX8hy5Vebziyf6875mBb/Mt1cs18djth3tE42gaY1VgnFU3eHLgTzmW/9vOsstIxOL\nMaMlhcMxKW3CKU5z/TytUH5kbzeGkhlEQgy3XDgDUxqqcOOKDvz+/Zfj8Y9djTtuXOL5OVy1pF28\nju3H/UnP1evZPmrMuG7kQlxW3ETDIZE6Ml6YbzqL0PdYfdYNHslWOXq6IUDvJK/F9z9Dm+0+wxg7\nwhjbJ/8J7NlUGHRATOmzdufhH3Shql3AmFR8B8VU/uDxgwA0OadsFAIYcznnsuGavKiUpfjWi+Ge\n4VQgnW95Xk3OuCS3aGJZOgesJY6lRi7Hcc/2k3h8X3fJCj9SidTFI+KaNjPf2ntErDcAzG8j2bnx\nuEwJJbZWhmsAsG5OC3Z89gZ87uYVJfvdZLiWzOQESzWeMJLMiFGceTYRMirsooCsCmGSv1JRnczk\ncLTXLE8fTGTE42Y7OK3LmC6pWMZrU6MQyK+llGqQUoMYNyfn/EqgoToiWFaaBSZQ1FI0zDDHoqB0\ng8lwTb+erczmaJ6cTJLcQD9LnuWtjpmLSHvmO2P6HpKrj6WzRZlcyrLz5toYXr16uqmZuuO4t+Lb\nL/PtFatmaPuxbHQ5XZKdj6ayZd+TRaNBzHxL41kW9/pgUcW39rOPndXW2vqqiGODY/088/n0qiVT\nTMV6NBzC7FZ/9/LM5hpBRMjJIl6gXptJlfm2yNSWv0dtNJDkvreEzLdxLXtgvvWzCH3uqts5YJiu\nucURyyRWJZjv/wLwdQBfBvBj/e/yn0mBBklWcV567h/ZHBcXsjqLFg0zTNOlZqcCKL6fOdiLR/d2\nAwDes2lB3r/Xn2e+TeYXfrMsCwG5egJGbEYxkLuvU+qr8OZLZ2PhlDp88BpNEkfNnFQ2h7MVkB1/\n66F9+Pu7tuOtd27GrzZbG2IVC2pUyTOSMaviu0c72LbUxkRBasr5LgPzrRbf5UCzZCQ4Hh3PZSbA\nq1PqJfNb8cFrtCzw2S01uOVCLeZJVQxxzoWhzJKOesHWqe63sieClYTVCmTylEjnhKJiMkA+c05U\nt/Ncjovi24oVrSQYY5imN2HV8bL9Xdp1Oa+ttqC1wlx822f+kj8IqQPcQA162cW6RpGd5zHfetE9\napKdR0RRJn9vIZBl5wDwnb9Zg+2fuQH/55LZALynIVgxmEFg+bQG07xyiGmjBDXSe2gn9y4VVGbU\nyfMkm+Picy/kbESNGroP7ea9CQvaa7FUT5MIhxg+fL2zrN8rFk/VfubBbucMcRV5Od8eZr7lBkar\nEqtGY6ZBjZRaISlUHN6Z73Qmh5TUmG+qyWe+3Uzi5OJbnhUvFp5WQM755zjnn7f7E9izqTDkm/Bc\nnhUuFHKh26LcnBGps3e4x99CoWLb0T684yebAWiL2rVLp+Q9xmC+z90mCi0qcuZlKdFWFxdFYhAO\n5OoG8KXXrMJDH9kkGES5mPHKcgQFzjl+vcUouL//2MGSMISnBylD1Sia5IMUHa7EvLfEroZCTBjD\nlFJ2nrSRnZcDzVKTr390/N3rcvHtdkCT8dEblmDzJ6/Fwx/dJOSFavEtu903VEfFTPkLx8wSRGLM\nq6IhR2mkjAVTagV78OKJyZMmMBlY/N2nB0WTe9k091GGcoP8OdTrdb/u8LzIIe7KCbLsnAzNrBjd\nQpnveqlwrFJk5+r6Sd8jy8uro2GToaLT3HfXUAJXff0R/P1dL1hekyMWDYHaeETsfbLc2QkJCwYz\nCMQiIWxY0Cb+ft2yqYhFQibzu3JLz4VDt35NRBzGroodyaPPhTwx3IwPGWP4xhtW4xUrO/D9N68T\nqRbFYqFOeJCqxCtUwzVVBWQ1riCnZKjy62kBj5RawaohYAeZ+R6w+ay9ZtKTmrcuHvGdp+4Erznf\nP2SMXRTYbx2nkLsa5+PG/ENWC6iHvFg4hIW6C/OJvrGCZf0n+kbx3l9sQyKdw4ymanz7b9YgFMp3\n7z0/813cTFOhoPgvr515JyRcOp3NNYaDvtf5vqBwqGfExAgeOzsq4kOCRKdgvo2Nz0l2LseaAIbp\nWill5zQvFqsA810fj4hrYDwy391DRh5zdcxfA2xKQxUi4ZAwlRsYTZsO6rJcri4eEdLG5w6bjdnI\nAHF6U7Wj07mMeCSMZXox71XiOhEw8Utvw3hvRlO1kJ2OJ0zTvT/+tPOM6drZpxcIi6bWWX6fG2Tm\ne1gveqstmsrUAO70yHwPWxS66sw3FSv0FKjoHktr3xuPhBAOMdM97nTG+cP2UzjSO4p7tp8ymXYR\nKLK1Sdm7aWzkeJ+3vG9qzpai+X79coP0eO9VC/Tfk783lQsJySMGcB67kpVyXhuSMtTUCi+Rfytn\nNOLf37wO1y+f6vv32YGKb3nszAvyDNdsmG/587zjhiWY01qDD12zMG8fCTrpRkUmmxPqBS8qjqhk\nuDYwZnzW8lmYPnc3qfygSAwKjvUGvMvOFwB4jjH2AmPsfYyx8dduDQDV0bA4yA1O8qLtZ88cwVvv\n3IyuAGUicodJXYwiYYaF+qbLuf9OHeHz9+5G91AS9fEIfvGuS2w7iDSbUcrcwfGOAYs5l1JjpT4L\n9nwB2ZMqkspmqiIUYsJcJ8jr2At2ntTYwAYpN/nRvV2B/54z+uvqaJRk51KRS5vmQSVmjBDV17NK\nGK6VA4wxo4M9Dh3PifkuxhiLIpBS2ZyJTZKZtVqp+N55csBUmNOByKvknHDhTMNUabJgMuR8v6Sv\nPRfObvLcTCknlunGgod7RnDLd5/Cw3s6wTnHwa7imO+wJfNtP/PdP5r21OSnQl52cxazy0rON82J\n0r1H9yM9vkpaA51k5/JoiCoZzua4OH82KdFGpB5MpHOeGs6lYr4B4HVrZ+KTr1yKf731QmH4aFJl\nldmDI4/5Dtkz33KjtpDiuy5uvu4qlTpAzZjekZQvh311HcwvvvOZ7zWzm/HYx67GR27IN4Wjhlup\nmG+5keNJdh4msz175pvUCr2uzLf2/fUBm8Z6lZ1fA2AJgPsBfBrAKcbYjxljlwX6bCoMxpiQnrt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DaHEf2gXoniu7k2hg165vefXvJvpJLOcjGL57TgttXFhQmPm+N591ASH7t7Bw51j+DrD+zF\nSye8ddRVkLxrpjKTZ0gdvY9S2OFk/5hgVayYb/XQ+d/v22BZ4EXCpWe+U8JwrTLdf7mwPOJw0C4W\nZNzSVBNDPBLGZQu0ZodTvjsd7oud+SbZucx806FA/dwbqqJ43bqZpq8VI/dtEZEsk6H4Nv99osnO\nZSPYiSA7Z4zhX950IV6xsgNfvGUlphQ5G+u1+G6uiYpzyGGleNt+vB+v/d5TeHRvl/BNYMy4xwCz\nWmwokRbrZyjExFlmxDTznS87tyu+ZbM1AjGx6WxOMNozmqxnvon5TmZyrudUUuqUk/mOeSy+OedC\nZv5K3aQ1lcnhUM+I6Ux6rNf9fNo1lBCfEakq7WTnnHNRfBfKfAPA529egauXtOOrr7ug4J8RBGZJ\nWd+yOokMil+3bqZQhxERkpfznbFuSnrJ1CZQs6gkxXcmX2HiBNn8le4nVXYOuI+mcs4l2Xl5Z77X\nAnhQ+vubALzMOb+Rc/5BaIX3bT5+39cA/AZasd0FbUb8Zs55jjG2Uc/xnq0/dgaAnwM4C6AHwDcA\nfIpz/m0fv883aOa7VLLzg93D+Ow9O8XsYCWgGmEELTunrrEsi6uJmS/cNfos2Mn+MU9y0WyOizl8\n7zPfBvP9592duODzD+Ijv95+ThTh8iGt0WLRKQf+aqW2of7l5a68UQc3eM11jIZDwnDLjZn7+TNH\nMCoxh3c+ddjXcyLQTN4sZSbPq8mPFxx0iA8DzEzGv7zpQiyamj/vrT2OosYm78y3fNAmtUApMCCM\nW7T7adNiI9YrZ/H+cs7z4m8KBa2f8vUrYsxi+T/7tktmm/6+dJqdrYo7WjzmoU4EqB/TRHM7pz02\nHGKmYnE8Y1ZLDf79zevw5kvnFP2zVCNXu5lvOYLppEIuvO7fn8bzx/rx9h9vEe9nXSxiUjHZMd+R\nEBMjIMNJI2pMdjsXhmsusvMp0twwmd6eGUiIa9SO+Za9G9wkvpWZ+dYN1xz2fM45dpwYEMXiO68w\n7KIeernT9Fgv7tlbjmgkTjwSEp+77FEqM73DyYy47ws1XAOAV66ahh+/Y31RqqIgUBePiNchn+WJ\n5V7YXocr9b1KFN8OzDfnvCDZOZ1TuoeSvozyvEBEnxXAfNOeqcrOASktx+bsmMzkxHtT7pnvNgAn\npL9vAnCf9PdHoDmYewLnPMc5/wTnfArnvFYv4o/o//aEnuN9TP/7vZzzZfrXmnSzt+97/V2Fgma+\nh5IZz0YPfvDen2/DT585inf8ZEvgP9sr8g3Xgim+VVdAmXGtVQ6Iy6c1iG6sFwZycCwtWAtSJ7iB\nJCXdQ0l8+n92YiiRwe9eOClmZCczBiV5YiWYbwC4YXkHQky7l5ykuVYwRUu4dF9J/uVUfHPO8Tvd\nHIuKp7+83FkQI3xcP8ypbrSLdMOzsyOpok3+SLo+1yI+DDCPXly/fKrtz6F7TJWZBQnBfFdIds4Y\nwwpdzrrFQ/Z2oRDMt34/XblYm2c9O5LCrlP5c/6JdE5cX0EZro0m84tvK8XD0o4GYXoYYsBVS9rz\nHuMVrbXu0ryJAvU+KHcWcbEYlJzO3eI2JyPUtdDO7RyQ5dnm4k1e80dsmmOxSEgc9IcSaVGshEOG\n7FwzXNPWvmqpESJGRGyZb+0+mtFcLe7rHn3vklnDaTYGia21MfF9bj4MlZn5puaD9fk5mcnirXdu\nxmu++xQATZWzdnazWGf+vNtcfHtp+j2hF5WXzG8VxT9jDPSy5bAP+ZzQVl85o7QgQY7nx3RTzGyO\nC1JrelM1Nul71TMHe5FIZ/OaxfI6KBfifmTnsyUGPigTZ4LfZoDVWaTZotHSoUvl7Ro8sl9EY5nd\nzs8CmAIATFvp1wGQq8YQSjyDXW7IcwGlyPomSerhSjLfFrLzIOR36myE3A2uUWTnVdEwlnRoxYoc\n32MHeSNTJex2IKnNsbOjpliOpw54N3krBOlsDn95ubPkBlBOkB1VK1V8t9fHcZkuPf/Ow/st2UE7\nmHMdvRXfTnFjezuHhJTtW2/Ukg0HExnsOuVPes45F91lWe4FAAumGB3wYqXnL5/Wiu9lNozlh69b\njI2L2vCl16x0nCcu9cx3JpsTTE2lcr4B4IpFBgtdKpDEkzroc1prRbffSnpOWcRA8ZI1Wj9HpXXQ\ncFK3Xg+/8YbVuP3yefj+m9eJebxCQKzKUCIz4WTaKtQe1JhDFvN4RKnMfyYK8opvB/Z/mjhYOxgi\nOjSwiOkaSmTE3hViTDx2JJURviSmmW+RRGF9r8iSZ9E41s8KxNK31cVtJbaMMZFA4DYPnanEzLcL\n8/3Ark7TOn3r+llgjAmmXx1F9FJ8P3dYa7puVHxPwhbNZ2pwhEMMUydL8a04nvePpsS+3FoXE8aH\nyUwO24/355EOcvHt5+wlY0p9XDz+qIc5fT9I+JxBVxUygLXsfJqLSZysmmmvCzZOzu2dfQbAHYyx\nGgC3A4hDY7sJSwAcC/QZVRhN0gc0WePGaFGcqx8cMzle9M2SzXEpfzT/Irdy3L5gpsZWeWG+5eLb\nqdstwy7Xdu+ZYNyo7fCvD+3HO3+6FR/+tVcfweDRpxff8UjI8/tVCvzf6zRX6B0nBnDPDudYJhny\naITbgivixhzcX+kaa6mN4aol7aJL67dY6x5Oio6+KjuviUXENUey8UJBTYGlHdZy8lktNfj5Oy9x\nlXIabuelKZrkLnmlmG/AcFU+2juKQ0W+93awygul32tlKijHGJEDb6Goieqyc8kgys5wjdDRWIXP\nvHo5bljRUdTvllUWfaMTm/1Wme+RgOWRpUapzH8mCtRDtaqok+ElksspClBkfY/JzLfR/B9OZkTz\nRi5SqvSGgF3Ot5zaIpIahrSvuZmtEea1afvX4W7nc5shly9nzrc+823DfL8kkS0fuX4xbr9ck5zP\nVF5zq8dxl4HRtFAArFGi7UgdIsusqaDqaKjy5Jw9ETBLSaSQVUqttXE018bE2eRA17CjAkj+3LzO\nWAPaez27RMkYfmfQrc6MquEaYKwRZ2zWiFv/Qwv5aquLBT6+6fZKPgvgWgBDAP4DwP+nu5aL5wbg\nsUCfUYUhs4RBm66V0onXD4i9mNtWK+RLxc6pdg8lRaeto1HbUGS224p5uWCmtlDuODHgOoctMxRV\nHmfd7DawQl7r88f6sPeMN7n6v+lO2nazoOWAHKVRSXnixXNb8KoLtNixr/5pr+dZID+5juR47sR8\nkyx4xfQGMMaEDFeVuLlBllOpsnPAOECoc4Zekcnm8N1HDmBfp3aNkjFhoSDDtVLNfMtMaCWL7xXT\nG8T81sN7ukryO/qUmW/AkJ4/f7Qvb303OykX1wCj7zfPfGf1fystCyofWiabEaks458IUBNFzjWo\nzLfT3Pv0Ju/Ft5WSgL42mMgIg6oQM2a+R5IZSyMoYbhmo6qQnbbJibp7WHuOtG+ohaiKuTrzffSs\nffHNOZeM4hx/XKAwZr6ti29Sdd1++Tx86NpFogBWDUwpvcNt3GWn3qhmLF8pRs1n+Ry2VWfWF1ik\niExUzJbixgBz7CYxvpSacqh7JI/5lsmthIn48HfhkBIs8OLbp9u5WqSHQ8ySACTmu2soiYwyZnyk\nZ0Rcw3YKxGLg+Eo45zsBLAfwWgCXcc4/pzzkV9CM0CYNqqJhYZgxEHDc2CGpS+m2uJYSdEFVR8Pi\nhixWJmueVdJe27s3zgcAXL2k3fKASMx3z3DSJAu3QqIA5ru5Jmo6KK+epRX7XnII09kcfvbMEdz5\n5GHcve0EXvu9p/Gqbz+B3RaznTLURU3N9CwXqFCwmnMpNz7+V0sRi4RwZjCB/3zCm8mZzBq4dV/d\nTDMAg0mm2WCak95+vB9v+sEz+Kc/vexJUkuS85bamOU1TQ2fUwU6fn79wb34+gNaPNTUhjgumltc\n8U2yu1K5nacKlKgFjVCI4Ro937qQaDsvICWULF+7bEErIiGGTI7jmYPmcRZiKRlzZui8wGqO1Im1\nCxJyQ3pggqvBVMYnaGOgUqNUzrsTBX5k5x0N2lrcM5y0XduFb4LF/UmGsbLsPBySZOeS4Vq1KWpM\nn3m2Yb57LWTnKvNtl/FNmN7kLqmXl/zKMN/m15/LcXDOsfu0doZaPt1c0MxSzsQb9VGigbG0o//S\ni7qqbUF7Xd6ebMjOjefw6F6tOXt1ET4Y4w1EBJwe0EZIiXxpromK5oZRaCbyDNdkssOP346K2S16\nU6g3aObbn+xcPYs0VUctSSh6T7QZefNZXR5/+Jc3Xejr+XqB6zvLOe/hnN/DOd9s8W/3cc4Lswwe\nxyhV3JjsxNtUIQdqwNxFCqr4pliD5pqoWAA3LGzDs5+4Ft9/yzrL71k8tV7cJDuOO0vPifGJhJhn\nV2XGGC6cZciQbtALru6hpCsj/c8P7sNn7tmFL9y3G3f8dgcAjT38ydPOl7vqHF8ppqjXZyxbKTGr\npQbvuHwuAOA/njjkyeTIT/fVi+ycNgO63i+d34rp+sL73OGz+MFjh/DDJw65Pi8yNFEPCgQ6NBUS\nt5HLcfzyWW2KZ/WsJvz09vVFO4iT0U6pmG95o46FK+u+THmrL3pQ0hSCfilqjFAXj4gcY3Xum5jw\nunikaLdhETUmy87LVHxHwyHx+0vhg1JOqLfByASd+W6okI9HpRFV9gIn1YdsWNZpszfQaIhVGgE1\nOIYSaWT0sZ1IyJzznbDI+aZC3M5PgAzXmiXZOc180/nBTXZOEuLT/Qnbs0xGGjWqdM73XZuPYemn\n78dX/vdlwfwvm2YeqVo10zirNdVEBVkCOJ+jyGRzzaymvH+jeouazztPDYgii5q1kwHEOOc4cOzs\niDB8lc9/YsRhOClc8Anyteo1acYKs/VRvFLJzu3SDVSo/jN29VaHpMhVTddoFPfiuc1orQveG2By\nDDwEDPqgAi++Jea7kmlXchdJFN9FOoA/oncTL5nXavp6R2OV7Q0cDYdE9/PB3Wdw55OHTe6CMsYs\nOsxe8HdXL0QsEsKK6Q1CapzJcUdGOpPN4ddbrK0M3GaEDykzWPJhuZw4Ozx+im9AU0GEQwxDiYzo\nPDuBGkSxSMi1cCHZ+WAiY1nYZ7I5IcOiDNBoOIQfvOUiXLN0itigf/DYQVfn/316k8kqexuQsi4L\nkJ0f6hnGkH69fPvWC7G0o3ipU6mZ7/Q4mfkGgFUzNFXDwFjalBMbFKxk54AhPVeNHAVLGUBxLA70\n+vWdy3HRkCy17BwwZM4TnflW74NKM9/PHerF/TtPe24WyW7n5yKiyl7gdB7wEsnlpB6pj0vMt/7x\nhEzMt+F2LhcFVeJezWdr1Yxp2o/ODCQwmsrgqL7/2O0vBGK+U9kcekasFV/ytV5Ot3OrqLFP37MT\nqWwOP9SVb9EwE+kghBXTG0RT4X2bFpiu8WGbc1Q2x7FFN1u7ZH5r3r+rhmvEkk9vrBKmdZMBM5qq\nUas3SPeeGTauMalopBGHnuFUXjM+CMM1AOI9PdE3GuiZwy/zzRgzPXermDFAu+9pf1YJk8M60VKq\n6+R88W0BktkFbbi2R5oZrmzxbZgX0AJ4qCd/DsQPKGeRDqJeQcz0754/iS/ctxsf01lmFaLD7DPb\n9OK5Ldj8yWvxu/dvwHSpy2XXCQc0KTLFCn321cvx+ZtX4L/edQkAbRN3yoBX5fOVKr6pUBgvxXdr\nXVzMcN2747Tr463kfHYw5aVaSM97hlN5fgQAsGpmI+58+8XY+o/XobkmisFEBh/81QuOB2Ey61ti\nY4Q2o0nrQJ8ZTPiOKtyuqz+aaqKm2I5iEBE535PbcA0A5rfXiQ13j0d/Bq/I5bgoPNWN/NL5GuN+\nuGcEXUPG/W9IhItnKcWBVj/Qy0ZhpWa+AWNPnOjFd57hWgVnvo/2juC2Hz2H9/7iefx26wn3b4AR\nIXl+5luD08x3VTQs9j+7KCHH4ltivulsFGZMpAsMJzOiGWZyOxf3av61pWZMUxF9ZjCB5w6fFedC\ntxlTmmcHgFP91mcZ+TxXSeY7m+NIK0zrgva6vP0iGg7hd+/fgLvefSnes2mBad2UzStlvHx6UDSs\nL9GVTzJCzFx8U4Sn3f49UREKMSyaqr2mvWcGTaMNBCrEe4eTjjPfSR9+Oypm6wx8Oss95bN7RcLn\nzLf6WCuzNcIc3bxQlcoT803G1EHjfPFtAXHQCHBet2swgWelmcAK1t6mzLxFOvOdyuQKzvvuHU4K\nZnHFdH9s3Q3LzU68D+zqtCx+SBZTiHN3U00M8UgYTTVRIUfpGnSOpQK0buI7Lp+Ht22YK+bTAWBf\nl/3BXi3+hipUfAvZucOiU27ctEozXntkb5er9NyIcHFfokh2DsBU/BDkRsuUhvy4iNa6OP711jUA\ntMbL88f68h4DaCwZKRtsi2+d+c5x5waPFXYc11xgV89sCswkr5wz35UuvsMhJuR3QUedDCbS4mCs\nRvetmtEkNvrnjxpOvkHO59KBPpXVssODNHPzAnrNdsqkiYI8T44KZpc/sOuMeD4/efqIp+8556PG\nImrx7fw+ELPsxny7RY0ZxmUG8y07/8v7lKpSkSFfby21MbFfZHMc33xwHwDgojnNrk3z+qqoYOzs\n/EUqV3zrhnP667fak9V5b8LUhipcqjPYNdGwUKXZmRVTxNj0xipLH6UQM+9/ZJq7eJIV34CRjLK3\nc8jkqE+g0YqRZFYw36SIGEtnxbmbWOZYJOT7HDKzuVp8ZkFKz/26nQNATGLJrWLGCGReqMY/H9H/\nfp75LiOE7DzALv9n/7DLVIiVYibRK+jAHIuEMKulRhyaC537PirdZH4dJNfPazHN9gDW7paFys5l\nMMYMgxOHDG5yQ5dfS31VVMwI7++0f5/Un1sx5psW37rxU3xfu2wKQkyb31fNqVQYcj73z7s6FhYH\nEaumCqkRaqTHqdi4qE2wDQ/usnZAf/ZQLzI5jnCIYY2NC7k8Z+hXek5596ulRk+xKHXOt6n4Hgex\nLWT4EvTMWZ+kdlFNDGORkDj4vHzaMGQUM98BFEryupdIZ0VhDwTDrLuhoVp7DROe+VaK714byW45\nIKszdp8eFIc9J4iosXN15luKGmPMvTlLDLFdlJBgvi3uUbrmBxNpwZyGpZxveSxRlsPSnmXVYO6U\n9qf2+rgpDvWlk5ry6W0b5jq+JgKx5l3nF9UAACAASURBVHbFd6ZCsnMqkKhgsmLml3twjw6FGOr0\n5oodifHcIe0cccn8VstCkbYkOm4L5nvq5Cu+Fwvme8iS+SZ1RyqbE9cmXfecG59XISwzIR4JY5re\n8DoWoOla0mfOt/ZY4/k7NbPmtWlnBnn9TaSzQmUkq0yChK93lzHWyBhbxxgbPyf6EoBkhX0BzXxn\nc1w48NKM9XiZ+Q6HmJgv2u/A6DqBjK7q4hHfEshwiOE377kUd737UvE1K6fEsQJl5yoos9YpvuKg\nzm4uaDd3vKgDdrzPflFRmW+7WaVSYzwy3611cWFO9eeXnSO+SOlQ5XGxbXeIG6Prc2pDlW0nV44f\ne+qg9Vz/Y3u1e3jt7KY89pNQFQ0LY5NTPmRXx3pHxeFrzZziHM5lCOa7RAuOXHyrGbyVAI0VOClb\nCkG/xHJZddFpPl8uvo0Yo+Bk54C2FspMUDlY0AZJdt43kjLNc04kqPdB73DlmO99is/K9x876Dqq\ncs5HjUmu3Roz6rzm0Ny3XYEqDNcs1CNWzHckzCzPOPJBvzqm/b8V802Gau31cT1ZJyzYeUAjfm5c\n0ZH3fVagosCu0Sgz38UaPvpBlZLzbfXeXzAz3xzNCrS2qbLz32w5jvVffggP6lGhVpJzwMx8D4yl\nxZl+vstM/UQENYCPnh0VjX+56JQd/amJKl/LVJAnM/mjFH5A0vOjpWC+/cjOo95k51bMt6xqcfre\nYuDplTDGahhjPwXQB2AzgJn617/PGPtUSZ5ZBUHMRl9AkrSjvSPCHIfiE3gFhefqhUzS8wMOjK4T\nqOAh4yu/iEfCuHR+q1gIrOZ2E0J2Xhy7Rp3AXgfmm5zbFyosPsmanMycVOa7EsV3OpsTDMl4mfkm\nXLVEcxjdrMvF7OBHdg4A7eQaa3HtnBHFt/P1efkC7d7cdWrQVGwRqIG2ycXXYIZ+KPLDfP9qyzFw\nrsnnNuqz8UEgUmLZeTJrqGgqmSdPoMZH0IwmsVyxcMhSfUPOvTKbGaTsXGW+B8e0nx2LhAo+JPkB\nNZt+9/xJrPnin3H11x8NXNpfDqhGQ2q8TDlxtEc7nNK6dNeW47j6G4/aFoo5adzAKrP2XEA0Yqwx\n1R7i+yj21C7K1EgMyG9mGDPfkuxcYr5Nz0tS/VQJ2XUuT+F4wiLHe71UOG5Y0Op5fGepzh7vPGmd\nFFMpw7W4YrimXs+1sbBpjM8JddLcvYxvPbTP1Ghf71Z8c24aq7RLK5nIICk954Z5WItkuCbvQ3S+\nkYtvahYZDv6FnbXJr8ZJfTaayjh6J6kwCEM/M9/eZOfzdJKtdyQlmpt9I8ZzKxWB5fWVfBHAagCb\nAMh30v3QMsAnFahgUefBEuksHtx1xrFws4IsNZqp5/FVlPlWZCVUZB7oLqz4ptlW2fiqEND3d1u8\nv0HIzgHZdML60JXO5oRRxJwWM/NNn50aJyZDZdQTHqNsRlMZPLavO5CGj7wptRX5mQSNNbO1jveB\nrmFHCauQPnn8vKfq7IEV20z331SLeW8ZF81tRiwSAufIk8Uf7hnBEV2RsWmxc0SJcDy3McKxAs17\nv3LVNJHLGQTCJY4aI+Y7Pg4k54AcpxJsUSU7nVs1GWhk4djZUXFQpP2jKQCJsHwQSqRzZWdA1d9z\naiCBb/55X1l+d5BQZednR9xjJ0uBVCYnpLQfvGaROHOc6BvDPz9o/b4OpzLi3HDuys5lNsv9PaAx\nILuZ7xGRGGDFfBuRYqRICIeYJUsekVQ/sjovqeSL09mBzhKAuZl7zdKpDq/GjNU6e7zz1KBljnml\nDdcSCvN92fxWfODqhfiPt17kuWEox7oRhhJp0+c5s7laSIdV0OvmnIv3viYWHnekRBBoq4sLR3PC\ndGkMTm4aDVh4R5DaUIz8+YwZI5BC1E523jeSwqavP4pL/ukh7D41aPkYFcbMd2Gyc3VUTMY8aaab\npOfUnGCsdGut1xPTawF8gHP+BMxeYbsBzA/8WVUYgh1V2JPP37sb7/75Ntz6H8/6cjIWh7CaqJBm\nVtZwTe8i6ReyYL67hgs6iHR5LG7cQIVit0WXWhTfxcrO9c+2x6bI7RxMCGdsddZjpocYqVHFPXfU\nQ/HdP5rCTd9+Em+7czOu++Zjvo26VJyRClB5Bnk84IKZTcKQ48UT/baPS1q4yDqBNl816g0wmkMd\nLtdnVTSMdfostyo9/9+XNIf2qQ1xV1NBctX3k/W9T1edBG0EI5jvEs98V9psjSDiVCwUEMWAmG+7\nyJLl0xvEe/2kHkdITcRim5KA+UAvz6OViwG1GrN4ZE9XRb1LCoGqAMnx4FNNvEBuPK6fpyVy/MNf\nLQUA/P6FE5bst5yxfq4arsnNdy+MFMnOe4aTlgUqod6C+ZYbTnS/eWG+5eeoZn0T8y3Per9mzQz8\n3dUL8PYNc3Hz6umOr0cGjXClMjlLk1DzzHf51mdiHOmcSfLjpdPqcceNS0TqiRfI0n+CGgH88Vcs\ntVVdUc8hmwOOn9Xe+1nNNeNCpVUKLFZm2eXUFLnBZBTfxjU+mlKZ7wJl5y3OpqeP7+9G91ASiXQO\nP37qsKefWcgcurzSO52Dm2tjYn8j6TlFETdWR0vWuPL6SjoAHLf4ehTApNsFqEuSSOfE4pnK5PCr\nzVr28/6uYWw9Yu2IbIWzI0bgPX2MlTy05MnOp2rF92gq62tOldA5FMwhs92J+U55N+Bygpj5tlEv\nyB3V6U1maRIxml1DSVu3bpKxyS6Sbvjp00dxSL/pe0dS+P5jB12/xwlkcNJYHXV1gy036uIRLNTn\nrXY5dD2NqDFvSxSZ4x3sHs67t4Qyw0Nz6PKFmtPqE/t7TD/nvhe14vuVq6a5zs/RdWInH1XRN5IS\n4wpBG8GESx01Ns6Kb5rPGpLYqiBAnfBGG7atvioqDpV3/HYHfrv1uGjStdcX3wCTWYiENPNdXyYG\nVC6+6fIfTGRKkqdeSqhRY4DzCFKpII+1NFVHEQmH8K6N89BeH0eOaxJ0FXIBcq7OfLdJMtrmWvf3\ngBqh3CV9wspwzarBEQ5ZF9+yrFs+oyQy1sX3rBbjbBEOMXzsxqX43M0rfK2j7fVxYVxGI1EystKa\nX8baW6h06JxJHj5zC3CNFrJzifmWExe2f+Z63HSBfcOC9uoc58KrZ1ZAMZ7jEbJ5cW0sLM7UgNYU\noeuU1hJ5Xaf31Sq73g+o+B5MZCzVjfKe8cjebk+1kEoYeoEc9dfhQkIReUPFN3kDlNIzyeu7uwfA\n5RZfvwWAdTDzBIbsEEjs914lN9ZtZlWGyXmQVZ75FlJR/UA3p7VW3JSFOJ7LhlbFwGlul4oxp1xP\nL2itdZadU8HUUhvLK/TlOS2rwopzLvJ36ZCgdr6t8MjeLtPff//CyaIMjUg2P95YbwJ1Zw84XGt+\n3M4BiIJ+KJHJu35Idu7GfAPA1Us1SfnR3lHBJhzsHhZGWjddMM31Z8gutF42Ftl4SfUZKBaq82zQ\nSGXHV/EtM9Nenbnv3XEK7/7ZVuzvtDec7BPMt/2B/5YLtUPgSCqLj939omi8FeqFISMaZqLoHZNm\nvsvFfMvSO5mdm2jFN/Vj5MKqEnPfMttODZ1oOIQ3XjQTAHDX5mPIKM0jmfkOwkF/IkIuJrxIh+VD\nt93cN2AtO7dqcIRDZuMqghyBZsd8Z3NcnBtk2XkxuFKXrD91IN8kVL58KsN85zAwlsYRnQEtZG+r\n1c97oybZufH/bga/cs43zSDLjY/JhuuWGSNx6+a25DH8dG2SjD8WDon3mEztEkUarsnnTquGV5f0\ntZ7hpMknxQ6JAqKG5TjYtlrnPVh1PO+X1Mqlgtc78qsAvsMYezcABuAqxtjXAHxG/7dJBXlRJ8n4\noR5zoXDQx3w0FXoy813J6jupsFXRcEhcfIWYrtGMcXtAzLeVY3VwM9/GSIFVYUSssVXhqrlla/9v\nNUOWzOSEZJ1ei5vsfDiZES7XX33dKoSYJqt6Yp+147YX0HNTmfvxgoXSmIMdhLu9x7mj+e214rOR\nG0iJdFYUYW6GawCwYnojVs7Q2IRfbdbYpx8+fgiANj+1Zpa7EzlJCkdTWTx9sBf37jglNrvH9nXj\n9f/+NN78o+ew7ajWwKPie2ZztSWrUgxqKHPWo/eAXwjme5zMfMubpSpPtELfSAof/e0OPLi7E1+4\nb7ft4wxfC/sGzs2rp+PCWfkuvosCaKgwxsTal0jnBPNdLgZUXg8XTa0XTQinyMbxCHI7j0dC4jVU\nIm6Mrs2aWNhkDHTrxbPBmLYHPrrXzGaS9LkmFjbJnM8lmJhvD6xUVTQsPmcnJZKV7NyqwREOhRAO\nsbxziOzCrvozEDoHE0IKbpVJXQjI5XvXqUGMpszmrrLaqawz3/rrz+Y4/ueFk+BcUwaQ34sf1IqZ\nb2P/oiZUbSzs6o8SltzOT/YF2/gYj1gzqxlXL2lHTSyM91yZPxFM40t0Lg2HWZ60P1FArJeM1rq4\nuN6sIv7U870XIrOQ8/9Hrl+MZdMa8KlXLXNVKwrHc12l0ecyZhYEPK3gnPO7AHwUwCcA1AD4EYA3\nAXgX5/wPJXt2FUJdPCIOk8Raq/ObaiC7E4zA+7goEMbFzLfUrSXpuVNBZIVUJiden9PB1AuE4ZpF\n8U0bS7HFN23e6SwXhxkZtEFbFa7RcAhT6+2jS2RTEJo9dZOdv3CsD9kcR4hpkuaL52qb6Z93O0dx\nOeG0QwNhPEC+1uyYYb+Om1XRsGC/nz9qjITInVevyoxbL54NQGNEH97Tid9s1Yrw9121wFNky8Ip\ndcLb4f/86Dl88Fcv4DXffQq/3Xoc7/rpFmw92ocnD/TgLf+5GUd6Rox57xJkj5JHgpfxh0Iw3mTn\nsoxuYMyd0XzmUK94DU/s77F1YBW+AQ73VCQcwq/+9lLc+4ErRDNzbmtNYFElxESMSTPf5Zr9XTS1\nDnNaa9BSG8Pr182UjO0mVvGdk1yr3cw3Swky8FMPd7NaanCFPr6gSs/FqME5ynoDWpwSnQGu8Dg7\nTGNAdgZQIZu88KhFsgEVc2qT1GS4psQCEmSVyIyAGuNrdY+SbI5j+3Gzh0ql3M7lhvln/7ALgGa0\nWsgIHKkM5MaCsfa5Nx4N2bkxzuilCT9REQox/Pgd67Hzczdaztar13MkxCRX/2Bk5+EQE2d5K7WJ\nyobL8Zx2KOQ5zWmtxZ/+fiPetdHdlmxum9aQOayPLRoGq5WXnYNz/hPO+TwAUwB0cM7ncM5/UbJn\nVkEwxsQ8EblPqyZbdu6ZVqDOemttDAyG+2IlkM1xpLNG959AhcteSXr58J5O/OiJQzjQNYQjPSOW\ncUXyjVRsGD2xxT3D+Q60Y3TzBZTzDVjP+pFke7rNIXtak717qmy25lV2TuMMc9tqUV8VxfXLNbfT\nR/YWbmZE8qoZ4zROg5jv4WTGlAQgI5HxP+N/sc4CbJGKb7nz6lX+e8uF09FaG0Myk8PtP9mKHNeY\n9VvXz/b0/VXRcB4DeqBrGB+7+0Wksxwzm6vRUhvDaCqLz9+7SzDf1JQIEnLBVgoEpUgJClXRsHgu\nclyIHdSN//H9+bOT/aMp7DihqVPcGjjVsTBWzWzE9/7PWtx0wTR87fWrvT51V1QJ5tuY+S6X63U8\nEsaDH74Sz37iWkxtqJqwxTftYeEQ8xQ7WSpQk8fKyI6af4/s7TLtr6TgsfqecwXNtTH85j2X4efv\nXI8NHotvamrusRkrqYtHbA241EYHEdyq47lc3MYjIUGyJEzFtznjOwg01kSxWN83tik+RBVzO7co\nkL7816sK+lnU5BhR3M4BoKHavZinl53MZIXaRFZPTFbYkQTq2GY4xKQ4N+099mt2awXaJzsdmG8a\nA3QrvjnnJT9nzG/T7qHBRAZ9o2nxXni5xgqF79YG57wHwChj7FWMsUUleE7jArTB0YdAzDcF2Z8d\nSXrOzjWY71jFmW/Z8VM2L6ConL1nhpDNcfzyuWO4/Sdb8aU/vozrvvk4rvrGo3jXT7fk/TyZAXYz\nNXADFd/pLM9zoC1k5sMKLaZ5/nzGg+Kh7CTb9PWXLLI1Tcy3/lrcih5SGiyeol1XGxdpM1xdQ0lf\n6gpCLsfF99GCMt4wr61WbIr7u6wPREL65Kf4nquxANuOnBVmW2QG2FIb8yyjqq+KCudhwidescyX\n1PPD1y1GLBLC0o56fPmvV4rXu7SjHr9//+X48mtWAtAMR57TZVd0DQQJIVUukeyc5GvFphAECZKZ\nenGxPqKwYY/s6cp7zMfuflH8/2KPDZJl0xrwb7ettc2fLQTU9ddyvnUWNOAxBSfEI2GhcFD3x4kC\nufgWDYQA4h39Qo6uU3H98qlorY0hm+P4tcR+G3P+527xDQCrZjaKfdILlnVoZ5s9Nod8p7lhtfi2\nYr6jYWYq3hljUtZ3PvMdlOScQGvMQ8raVanie6qigPy7qxcUrOqiWfyRlCw7934f0Ovukpr8xY5H\nTmSoBbXGfGvvI51fjZnvwtVsIuJPYbk556L4poi9PWeG8vwtZMh+NcWSb3Yg5hvQVM2ktCjWY8oJ\nnt5dxtgvGWMf0v8/CuA5APcC2MUYu6lkz66CoAWZumxUZBKjlePeO+ZUfLfWyW7nAT5ZH5A3A5n5\nXjG9EYBWLB7uGcYvnj2a972P7O3GrlPmopMY4LY678WNHeRFUZWeB9X5ikfCYkO1iiMSZmU2xfc1\nSzRDi0f3duWZosnSKDrYqXNYKlTWc9GUOlE8POfD1I9wejAh3quFU/y7i5YD8UhYzNjYjTkkfcrO\nAeCy+RoTMpLKCgkedV79mgH+9doZwpjlknktJiMTL9iwsA07PnPD/9/eece5VZ15//dIGmnGUz0e\nT/HY43HFvRcwYHoChgB5l1ADgU1hs7thybLhDZtKsrBLdhOSbDa0UEKWzQsJECC0LGCwaQZjcMO9\n29PcpldJ5/3j3nN0dHXVZnRVZp7v53M/HuleS1fSueeep/0evHTLmbhu+US8eMuZ+MXVC/Cnvzsd\nY4t9uHBOtXJ4SXIx7bwnDTepZCk1U8V0ReloyPEhjaDVO1rCFq29AwGsMZWEl08qx9za0lSfbsLI\n39KIfKc37dzKKF+4cE+u0KcJBMbrfOEk0jFkV1Po9bjwhSUTAAC/14TXOPI9OGbUGPPqvmNdtl1K\nYonXWVObZXq5bnzbiZnZzbt2Pb5Twaq5hgjoxkOt2KtpEemtxtxpbK1l7Qhx7ozk7p06Mu3cLvKd\nyNwnBdf0DJKRbHxHlFG4XOp7bFc130Pr8w1Ej3y39/hVAFCKBfb5gzgUQ7hTzx51KvJdnJ+nSkUN\n41sKPGc+8n02gHfMvz8HoARADYAfAvheys8qCyiSIgTmRS+FuPR0UjthMCvBoAgZ32E135mxvvXW\nF7oXbEJ5gboI391zHNuaDC/x43+9DE9/fYU67v294QahbE2WCnGvMYU+FSGManynYJEv661k/0lJ\nd79fpSbVRkmhXz7Z8DIPBEREKYKuIClViGOlnQshlDiYTMV2uQjLJxntrtbtPZ74hzLZaaaxe1yE\nuvLsNL6BUGuwaMa3vAEkM9lWl+arVl1rTYOpURnfyd1w89wuPPylpbj1/Gn41bWLBtUXtMDrVulf\nM2tKcNmCWnXNERH++vT6sOOdSDsvcDjtPB03qWRRke8EBNdkTdq1ZknBye4BrNsXuu4OnuhWnvef\nX70go/1h5WKopz+o2sKkK+3cinRO66U2uYB06nndLtVdw04UyGnita6T47GxrRfvmfcB+Zuz8Z0c\n0skZFOGdJSSxRC6t15c0tPVouV7vLcn3yCyVUNTOqcj38klj1Jrm7pe2qXK1gNI3iJ6G7BRLzB7k\n1SX5WJCASGk0Cm2cfMnMffJjS+Pb63GlNVso27Cunz0uUmvVUM330NPOZRastea7uSP0eNHEMqWt\ntSdW5xu/88Y3EK543qPWNRmOfAMoByAVoC4A8LQQohnA/wCY6cSJZRp5gXb2+tE7EFAX/7SqIjVg\n7ITBrLT2DCgF7PKwmm8HTjoB9JuBPpCJCLPHGTepx97ZrxQql9SPxuKJo/E5s73MVku69b6jRorz\nhBR4c92ukAiOVZRBps2molZqilnfvteiWC8dLEB0Z4JeL3TSEllThojPrYyRWEbP0c4+FcGapqUc\nSwP//b0nkq77/tiM+M6oKc4aESw7JsuJ7rh9an3PIG8AZ04zot9v7TLU4o+0mvXvg3AOTa8qxq3n\nT3fMU/65+ePUQnrxxNEpqwPUCdUJByN0FBLl44Mn8ezHh23LbLpT6BRLFTKKbb0+rQgh1OJg8cTR\nWGSq8eqpvtJ543HRkAUlh4qKfPv1yHdmDDE5v3XFyezJNmRrPF+eG5PGGnPQ3mNdeGlzI5bd9Rp+\n++7+tJxHa5zWdXVjRikD5rlPGgCEIt+ZcrjkKhVFPlXfv8umm0syaed2kW+7cqR828i3M8a320X4\n9kVGmdRr21pUz2+9xCLd3HnZbHxu/jj89Mr5Q3p/+T139wfUWiiZrB/53lJbZmyRL6MO1EwTGfkm\nNf5V2vkgsg6tyHpu6zpePnaRIdAsDV5rNykdPYDlxBpJElI870L3QJaknQM4CmCS+fcFAFabf48C\n4EwD2QwjL+zOPn9YbfCYQp9KT0jE+D6htTEZU+SFzDvPlPEdPpDDf/45Zur5XrNmeN74UrXIqh9j\nGNeHToZHiz8166hm1qQmZXaKuSBafyBcPCSVgguTzffYczTc8JOlBe4YC+38PLdK17dG1uTkVej1\noMBrHBOr1dieFuP9iUJeNwAq8t3U3qvE0xJFKn3btTzKJuqVl9H+88k0s2Rbb8lUpk2HW9Ha3a8t\neLKvvUh+nhs/v2oBzp1RiR98bpYj76EvUGSq69pdRxPOqtja0IYrH3gP33xyI3733v6I/T0p0mJI\nJVKhNF7N98nuAZUCV1WSrwT1Xt7SpASxGs05oaokPyOLWB1Z1tPZ61fzSrr6fFuRglNdOZZ2Ln9v\nn9ulNDE6ev342yc2oKWjDz94fmvM+sNUIVvZlBVEV9O91Owb/+qWprCWiWx8J4/MtLJrERvL+LZe\nX9LQ1gXX8mwi31atDSd6fOtcMq9G1X5L52Emje/Z40rxn9cstFXcTga5/gwEhcpAak+izSJZ0s5H\ncso5ELvmu8Oadp4CwbVjnf1hOlMyy6iy2LifTjFLI+Va2A7dgeXkOkOe84nO/tC6JgvSzv8A4Aki\neg1Gyvn/ms8vALDLiRPLNEVa5FuvCSsv8ioxraMJ1IpJoQciS5/vDBEt7RwAZteG16AunzxG/S0j\n24dOhFKt+/1B5UmeNS78/w6Ws6Yb9UFPfngQf/zoMABgIBBU9UupiLDNMAVYthxpC6sBkzfH6jgL\nbfm96UIQANCtDEY3CvI86phoEUe5EKgtKwj7XDOqi1XmhbV9SCy6+vyqZ+Kp2m+XjUw0nTkNbT22\ndXjSkZFsitjS+nK4XQQhgE2H25RQYrYqv58zoxKP3LgU88Y74yzRnTr3v7UHv//gIK5/+ANc9eD7\neHd37F7ygaDAt/6wSXVHeG5jQ8Qx6RAmSZayApl2HjvyracbV5fm4+K5NSj0utHvD+KFTcZnbWjL\nnrZ9co7Qnb6ZinyHVIhzLO1ca403eWwh7IJgewchdJksbTEE1ySr5tbA7SJ09Pnx5o4WJbLHaefJ\nM8mMah2waTcWO/JtTTs3BoxeZmNX8613JgCc6fGtQ0SqVOG1bc043tmn3s/u/HIF/beRjj4luJbA\ndSBr3eV3MRKUzmMhg0ISl12rMdmKOAVp5wDQoqWay3uu3C+zUO2cYhJ9fZjvdW4sS2Xzjr6BUBar\ng8Z+op/kdgA/B7AFwAVCCDmDjQPwkBMnlmmU/L4W+c5zE4p9HnUBJ9IfVKYtji3yIc/tUp64TLUa\niya4BgDLJoUbbKdPCXktx5viU80dvUpobM/RTpXGN6smNUJEN5w2ETNrShAUwI9e2Iqe/kDKPV+n\nTRkDFxkLsVe2NKnn5aIr3s1Rfm/9FuNbKnIW+jxhxki01HM54cgJSOJyEeaYwk6bDkeqqkfj7d3H\n0B8IwuMiFQHOVqRRKARwyBLd7/cH1SI5lhiOHQVet8qeeH/vcZWd4MSCJxco9HkwzYz6PLhmL+54\nZrPaZ+0jbOV/P21WmS0AsPVIu1KRl/Rkodp5WYI13zIakucmlI/yotDnwWdnVwMAXtzUCCAU+R5q\nJ4dUIOtI9cWMk61QYlHoYNq5k/fGPjOq4/O4kJ/ntu0wkEjf2aGiIt8x+shWFPlU5PD5jQ2qjIKN\n7+SRZWRSUFUnVnaV1fkrI99WtXMrVq0NJ3p8W7lwTjWK8z0YCAg8+/ERBILGWM90xs5Q0NdR0tGX\njOCa9bOP9Mi3VZslz01amZbxvfYpwbWhp50D4annssyrJinj2zgfF0GV/DqBdLS1dmvGd6bTzoUQ\nfiHEz4QQtwohNmrP/4cQ4kHHzi6DhNTO/TjRqbcKI5V2nkiPU6WebQ42pXae4vNNlD6tWb219qW2\nrADnzzT6TE8oL8Cpk0NtcmTkW4hQbfSnDcYipbzQm7SgVTQKfR48/tfLkOcmtPf6sXpHS8prPsoL\nvbhwjrHIfnDNXrXY22LWs8eL4staaqvaeVdY2nnoPKOlnsu0d6vxDRgp/wCwOQnj+3kzMrm0vjzr\n29FUFecrJ4a13ZOeyhorKhENWT7x7MdH1HNS0G4kcu9VC8Ii4JJ4WRXPbzS+Pyli1x8IRtwkpSBl\npiKwdqi08zjGt1wIVJXkK0Gii+cZysHr9h1HS0evcp46tWBOBhX57symyHdqje+/+d1HOOOe1REO\nuVRhLWdZOT3kYJbr9GilMKmidyDkUI5W8y25zNRaeWlzk6pbrSvPvhKabKfGFFBttBHXi2XERQiu\nmYa2nnbusav5zgsXXHOix3fke7pxqTlenlp/SEV7c9n4Dot8m44+qcqdWNp5+OORbnxbx57X7UJ5\nofGdnOzqRzAoUiK4VuB1Kydhp4muPwAAIABJREFUU1voftVk6T4j174nuweUMLUVvbTNyXp9OZ50\nIW0ngwpJuRGIqIaITiWilfrm1MllklDN90CYWjkQSl1JxPiWas4TzBsmZbrmO86F9Z/XLMQvrl6A\nZ//29LCbSnVpvjp36VDQ671TeVGMLfbhDNPj/+dNDUM2xuz42sopAIzP8M7u42jrGcD7Zh3sorrY\n6pxRI99haeeh79curRoIKTxOsWkJJiPfWxvaEuonv/9YF17ebETrrlg8Pu7xmcblIiVwsd+S5tk5\nxN9bOk/kQmtcaX7WOyOcZE5tKV74xhm4dnkdLpxdjR+bPcYNJW/7sSmEwIf7Df2AL55ap7zj0uEm\nkamwmao9tiPZtHPdS3/GtAoU53sQFMArW5pS2s1hqMg5Wy9lypRy7yib/rtDpXcggFe2NuFIaw9+\n9cbulL2uTqe5gJcZNd84bxpuOG0ifnz5HGW4RBOBTBXtmhZBrLRzAPjM7KqIDDWpv8Ikjgx+WAWg\ngNj3GGuWgUzhDm81ZqN2HiXy7XQG1pVmi7qdzZ3YYXY+yWXje5RPj3z7IYTgyPcQsGaOej1uJUbo\nDwq09w6kxPgGQvdVXfG80VLGJfWXgOjR78GK7yaLzCLT1/XJag4lQ6J9vquJaDWAwzBajq22bMOO\nIp/ZeL7Xj2OmaJrsCzomQeO7ub0Xa0zVZRnJzHirMTmQo/TwK/C6cdmC2ojamDytNUujJfI9qyY1\n9d46F88zFkJvbG8Jq3HUJ+OhsGBCmRIo+eLD6zD/zr8gKIyo9sppsVO2vR77mm+Vdu4NTzu3i3z3\n9AdUPXKsyHdXv9F3PR4PrNmLoDAidFKoJ9uRdd/7LItdKfwBDM74ttZPT69Off/sXKPI58Hdn5+L\n+69fjHNOCY1va7s89Xxrj7ruFk8sVz3I9dZwQghVf5dNqbCjzcVEV38gwkEmae3ux0emOGGVllLu\n87hV6vkDb+3FXjM7JSuMb5VxY5ZkeD1pbyEkkddlvz8YUYowWHRh0yfXH3JEzE3OLfL8S/Lz8KPL\n5uD6UycqEch9CdR8N7T2RHVcxeNkt258R087B4zMhvNmhvok15YVjHgDYjDUlBrXr50fO9YC21pu\nkqci36H/Y9dVRBo5fcr4dqbHt5V540tVNoWc3+ycA7mCz+NW33lXfwC9A0GlQZJMzbdkbFHs6224\nU2ARWfZ6XGFr/eNd/ej1h7Jjh4K8rzZppR4ycCevq0KfRxni0dqNJaNuPxTsAjROCrwl+u3eCyAP\nwBIAPTAUz68HsBPARc6cWmYp0tTO9bRzACrtPF7N9+1/3IQTXf0o9nmwaq6RzugyJ4NYwcwtR9pw\nwyMf4DvPbo55gz94vDuhhYJO9xBqNGu0uikhBLY2GCnRMx0wvi+YVQWv24XegSD+bNZfAqkVQPiH\n86ZFeEZvu2B61N6rEq9lESyRi8VRPnfY92tX871D6zdqlxJdVz5KRRPj1X23tPfiaVOc7qtnTrJt\nfZKNyFToAxbjW68jHYznccGEsrDF0dL68hhHjzyqS/LVguxwFONb9p/3uAjTqopU3fgu7QbZ5w8q\nzYdsUmAu086ltSdyju7zB3Dpr97B26bgnB75BoAbV9TD7SLlHAOyQ3At3zJnx5unnKRQqx3s7E2N\nkXzc4sz+15e3peR1dWT3EXkv15kUp/2h5Il1B7Di397A3/73hkGdg56RkYjT6sYVk5DnJhABt194\nyohulTRYxpVFv35jLeqt1728rxd6k4t8S6FapyPfRKSczxsOGsZ3Lke+Aa2tYZ9fRb2BxLKtrNfK\nSHdcWdf9Xo8rbC5sbutVmZZDNTyrzVLUJjNT60RXv3I86mVw8eq+k+nrPhTsXj/jNd8AzgZwmxDi\nYxitxQ4JIf4HwB0AvuvQuWUUuXgfCAiVKiEHqYwAn+juj9qWZFtju+q3+JMr5kV4PKOlnXf3+3HT\nYx9izc6jeGLdQfxm7T61b3dLB97dfQw9/QHc8cxmrPz31TjnP97Eo+/ss38xG9qGoJg6zrwRNbT1\n4vDJHlV7M7c2NWJrOqUFeapn859N5WGvx2VbXzVYTp9agRf+/gzcd90i/Pq6RXjvjnNx81lT4v6/\naGnnnVo9oZ5Z0G0jSrTZrC+vLsm3VeDUb6LxjO+H39mH/kAQ5YVeXLW0Lu75ZwvR2o3JxbzP4xpU\nr3Kvx4VLzNpdt4twsen4Ygw8bpeqgbS2DpRIL3R9RSHy3C5lfG9vase/vrwN//SHjWFibNmU1q9H\nE9ts6r73tHSFtfCzGt9zaktxy7nTwp6ry4JUX2u2UryUZSfRDZaOlBnf4Y6S/37/4KB700fjWIfx\nHnZzrlwQtnYP4GSU+kMAePht4377+vYWldqbDHIBWuzzJOQoXTapHK/cuhKv3roSly2oTfr9GMOA\ni7bmKYzRTqjKMjfIdn/6otxOTbzA0uf7cKuMfDufQTPbLLuS9ea5bnwXafoS7WHGdwKRb8tPM7Yo\n807UTGJX8+31uNR8fkC7Lw415Vr1+jbtJz1rTs/2nBKl9a8kVNrm7P3OzglnFahLJYm+chEAKQvd\nCqACRouxTwAsduC8Mo7uVZOecFkbIVuNCWEY4HY9odfvN1o+VZX4lLgXoHvi7BcVL29uCkuzfmjt\nXnxpRT2e2XAYP3h+q63RfucLn2JWTUlYa7BoyEVFPKEXO2TqVmNrjxIny89zYbJN2nQqWFJfjte3\nt6jFSqEDXqhZ40qSbpPmixL5llkFMh00P8+I3PfYpJ1vMsWu5o6P7riYU1uKt3cfU9+1Hb0DAfx+\n3UEARsQum1Sn42FtNyZvDCERr8FPfN+9ZBaqS/OxqG60MvKZEBNGj8KhEz1RI98hJX7ju5tmpp0f\nOtGDB97aCwBKYwDInOq2Hfoi+6SN8W1tEWnXhu6G0ybi3td2AjDm/WxwLliv7Uym+uvfh74gHgp2\nZVyfNrYr/YuhIoTAcUsJmY4+T+w73oUDJ7pRU5qPlvY+TKsqQn6eGz39gTAxuOc3HsG3qmckdR5t\nZjZGMpkLdqVJTHLUlOar4INOrI4a0epM4zmFZYlI70AAgaBQpXpOp50DkWMl141v6egwjO+Qoy+R\nSKjLEvmuKB7ZaedWY1KuZSuKfOjo9Ye14huqvpJKO28PN77HleaHGfZTTMf+3riR7/SmnRMNPfU+\nFol+mt0ApgA4AOBTANcT0QYA1wGI3Sw2R9EnZLlAlbXeutf8WIe98b3RjFbOH18WlvqiTO8oDn0Z\n5T11cjk2HmpDa/cALv+vd8K8RpKvrZyMd/ccw5Yj7fjxi5/i+b87I24NYCItTqIhU7Aa23qxSSqD\n15Q4NrnPqAmv1XXSC5UM8QXXjPMsK/CiaaA3wgAQQmDNLiMrYml9dHE3Wfe9taEd/kDQNur/ypYm\ntPf6kecmXLs8d6LeQGS7MWngyR64QzF4inwe3Hr+9KGf5DBFRmCiGd9yvpElEdNsSiN0sa1sME4l\nXo8LRT4POvv8tqJrunMTsK/nHl3oxddWTsZv1u7Ftz57imPnmgzWhUBZQeYWkkUORL6P2ZRxfXKo\nNWXG98nuAVUvOtYm8l2Sn4cxhV4c7+rHQ2v24mWtDSUAzKguxpGTPeo1AOBPHzfgHy84Jal74Iku\n434wehD3YGbwVJXkY7tNpkI8I6PQ60ZXfyCsPEw3voM2i7l8FfkOorGtx9Ee31amWObqXK75BrTO\nCv0BlcnkdbsihAjt0NfDxT5P1qwhM0Wk4JrxHY4p9GLfsS4cPBGKPg818l2jGd9CCLWmsI5P6SyS\nArA+S4aX6uvu8BrD63GhIM+tslWcVldP1Kx/FMBs8+9/A/AlAN0A7jQfDzvsWrjItPOygjx1s40m\nuiZbRM2fEC7+FBJci6TPH8D7e42I+TXL6nD9aRMBhBbCp08dg6duPg1XLZmAX16zEP+8aiZ+dJmh\nXLzlSDtW72iJ+7nkYnQwKYsyVbWhtUcpgy+Moww+FKZaPLipUjofKnLC6g+ER7Rl2rk8T1lfZF3s\nv7atRbWNOXdGJaIh0/l7BgLYHcUruMYsbThr+ljbVMpsRm83pmsXSOElu7pMJjXICMzhaGnnljZ4\nY4t9UTNPvGbP5GyiVCmeR0a6rHO2XRs2APjnVTOx665VuHpZdji1rAunTNZ8u12k5rlURb6tNd+A\n4XhMFfocMzFKGYEcC1bDGwC2N3WEsnLMz36ktQd/2Rp5bCyk4nblCK8/TTfR6n3jrSsevWkZ5tSW\n4NbzQ6UouvFtt5bTBddkiQtReoxvXUEaANw2afG5RKEvFPmWve5HF+YlZBjpgmtjU9QON5cp8EYK\nrgGha2Ovlvo91HpnWbLR7w/ieFc/drUYji+rxpFcYwQFwiLvEpmtNJiAYbLo0XWnHTWJ9vn+pRDi\nP82/3wQwA8AXACwUQtzn3OlljkKvG1aHoUw7d7lCvb5bOiIXDN39fjXQ5lnSismMfQsbb+lH+08q\nr8vpUyvwzfOn49rldZg/vhRfPmMSHv7SUiybVI57rpin2qIsqhutaqMfXLM37ueSkS5rLVMiyLTz\n9l4/Pj5opE3LlmBOMK6sIOwmZ5cqmAmkZ072TJdYI9/WfvD+QBDfeXYzvvr4egDAwroyTK2MrsQ9\nfnSBMqjf3mWfYLJun+GsOTWBkoNsQ283pk+6qrVflvzew5FYke+TXf3qN5A3RiLCt1fNxNTKIjx6\n01JMrwrdQO2iiJlmdKFpfNsIrunOsEdvXBozfTubUjZ9VuM7wyJ3sizELpV3MERLO5cIIXD3S9vw\nz89ujqq1EgtpfI8t9kXtj77C5n52+tQx+P4ls/B/Fhn11iX5Hjxy01LVNeAPpthlorR0mL1us0DE\nbyQRzfiOF+FbNqkcf/7GmbhkXqiLiNcdJ/KtCa7JMoXqkvyIqJ4TlOTnhX3WHNFfjYqsye/uD6j7\nUqJZI/r0zc4u+5pvIGQPyHIzj4sSyiyIxaSKQhVs3NHUoXSOrALNVSUhx76d4rks2UiH6Kl+T3VS\nbA1IPO08DCHEIQCHUnwuWQWR4dnXa0z0SFxd+Sg0t/dFKDUDhrde6sTMq0088r3WVN+dPa5EGV13\nf35u3HP92srJWLvrGNbtO4HtTe2YUW1fw+wPBLHXbFtll0YaD6tiqMdFql2XE7hdhPoxo7Cz2Tjn\nbInsygmrP2A1vs1WY6anVpYjyPYKv1q9G0+Y9dlTK4vw71fMi/k+RITzZlTiyfWH8Nq2ZnzlzMlh\n+xtae5Qis5O/g5NMHDMKO5o7wtqNHVfdBbLj9x6OyMj30Y6+sHp7AGqOAMKjKNefOhHXn2pk4/zu\nvQPqusxGBVmZkm1b820a31cuGY9zYmSeZBvWyHdZho3vCaNHobGtF69va1b9hYdCQ2tkD+btjaGS\nmy1H2pWD+aI51TgzTktIK7JlY7RMBwC4bnkdHntnH9p7/Th3RiUeuXFp2P57/sqYs/PcLqyaW4PV\nO45i/f4TONbZh51NHTh18pi4pV9SwLXKplyNcY5oxtdgtEXC084j98tr1dAIMO7RE8rTJ9o4uaJQ\nzXO5H/kOdR5qVWWTic19+rU4mIDTcCNa2rk0bGVJTaHPM+SU61FeDyaWj8L+4914aXOj+u2WTAzP\nliUiTKkswqbDbRGK50KIiN7gTqKntjttfCd8VRLRVCL6KhF9l4i+r29OnmAmsXrHx2jGgLyB77Vp\n9SX7K9aPGRWRGhir5vvdPUYq9+lJRpPPmFqBejON7tmPj0Q9bntTh7q4ZgyiPVhlcX5YJOicGZWO\nNqEHgMkVWoQtSxb5eR7jO9D72/ZrbZdkGtuUSmOM7GzuxJYjbfjVG7sBGAu8v9y6MmbUW3LBrCoA\nwIf7T0akZcrsg4I8tyO91tOBXbsxmZaZLb/3cERPf7RGv/e0GL9FZYwIYa1WJ12Vhel8cnEWq+Y7\n18aXNWqR6ci3zOp6dWszVm+PX/IUD7sSiD5/UAme6gszu/TEeGxvtE971Kkqycdzf38GfnzZbPzs\nyvkR+/PcLqVQvsRsYdje68dZP1mNa3+zDo/E6TwSDArsMp1W1vRgxlmiXe+DifCFCa7ZRr5Dgmsy\n7bwujca3Xleb+zXfxrzX3e9PuiRNTzvnyLd9qzEgsp99qko8ZZRbBp0qiny2zk+ZYScd+pLGtl6V\nDZwO55Uu4ue0eHFCsw4RfQnANgA/BXAjjB7fcvuiUyeXaXSPqMdFYfUAUhl1r408/ls7jDpcuxQ2\nFfm2TNjbGtux+bBhTJ2WZAoxEeHyhUZK3HMfN0RtzyL7PlaV+FTbsGRwu0i1sQCAv1o0PunXSBZ9\ngZINvXYBwOs2LkpdcE2mnAMhT+2sGmNxurulE1c/+D78QYEpYwvxvUtmxY2OSM6YVoHifA8CQRHh\nWPnkkPF7zq0tTWkLtnRi125MGoPpqI8bqVSV5CPPbYxBXb0ZAPYck0rn0Y0UXaSstizzbbisyCyZ\nlvbIVGaZ9puN6fKxiIh8Z7DmGwBuOmOSKq357Xv7h/RaXX1+NLaHR75l5EFqnuiO7oMnkje+Zdpj\nvNaYkyoKcf1p9XFrDOvHjFKlaFJ88NF39sf8P3uOdiptEGv6JeMs0a73wUT4fO7QtWi32pKOst6B\nYEaM78magZNNpTODQaadd/YFVKbfuNLE1gauMOM7O9aPmcR6D/GpyHf49ykdHkPljGnhNtAl82ps\nr7cZ1UYgantTuMaH7PTj9bhiOk1TRTrTzhNdsX8fwE8AlAkhpgohpmnbsJUU1o3v8kJv2KCZaaZ2\n72ruCOvj3Nnnx/oDRh3uWdOjp8W19/pV269tje247jfrEBSGgZls5BsALjf7fza196r+4lY2mBH5\nxRNHDzql5OaVU+AiI9r+GTMq6ySLNEE3GWnINCHBtdBtt1MzvqXXcNmkcrU47ezzw+t24edXLUxK\nnCo/z43Pm46V339wMMxp84nZrmxBXZnt/80FrO3GegcCaDaNowlpaMsyUnFr9fY7m8MVgKVDMVZk\nTneMWLsSZAPy/ORiTUca5FZvf7ZjVTtPpNWOk9SWFeDHpuDn2l3HIoQlk2HDwZMRAUTp/JGR4v2a\n8W11GAHA8xsbcN5P38Q9r2yPcG63tPcqfZY541Kjnk5EWGxJoWzvGbDVc5E8+aFRrVdTmq/a+DHp\noTKFacfx1M6lkdMfCKoWShPK0+dM1luauR1UbE4HhVqfb5kdk6hjXg9yVGZhhla6sUZzi33GPcQa\n2EpVRutnZlWra8VFRgtPO2Qm7p6jXegdCAkZbzKFq2dUF6uMIyfRW0zL78YpEv001QAeFkIkr3KS\nw+gpl9Y0l0UTR4MI8AcFNhxoVc+/u/sYBgICHhfZGtF6utyT6w9BCIFvPvkJTnT1o7zQiwevXxK3\nh6Qd9RWFSvzszhe2RqTwCSHw4X7D+F40BIXyi+fVYPMPP4vffXlZwtHboXDezEr8+PI5+MXVC7Bg\nQnYYmV4zYtjvD00SXf2RkW+vx4VfXL0QdeWjUFtWgIe+tCRmX+9oXL3UUFvec7QLH5gCawOBoIrk\nZMv3Mhikor0QhhNqR1OHWoSnw9M5kpH97XVRKyCU3js5RuT71MljUOzzoNDrxsoka2/TgS4opxtD\nXX1+pVidysV4OrA67TLZakxy7sxKlBbkIRAUuPah93Hz79bj9W3Nan+iwmhP24iWyetfdnrQnUTW\nUon23gF8++lN2HO0C/e9uQcbDraG7ZelYHluwvTq1M0r580M1wzo6POjoS2ydh0w+tjKDIHrltc5\n2saGicQu7XywolJhxrfNENevVakbNC2BMrNUoTsWewYCMY7MfkYXhoRrQ1lxiTnm9SxQjnyHCwUC\noZaRVsdEtHKzZBlb7MO/XD4H06uKcNfn50ZdU8w0HfiBoAhrqyxb8i5LU+BNj3wXDUILIhkSffU3\nACwEEF9OexihG9xWsa/SgjzMrS3FpsNteHFzg0qveNOMOi+pH21bN6GnJ3988CS2N3Wo3pMPXr94\nUMaZ5FufPQUf7D+B/ce7cdHP1+KC2VW44bR6LJhQhg0HW1UUyJoKkixO13nrEJESecoW5I13ICDw\naUM7Hn9vv7poXRR+AZ8+tQJrbj9nSO83a1wJ5k8ow8ZDrXho7T4snzwGnza0o9dUW7e2s8slKkvy\nMbmiEHuPdeGd3cdQaqZ61pTm51xNbq4xs6YEz33SgG2a8d07EMBB00EYKzI3ttiH1287C24XYUwW\npm/LVHgp0iMXcI2aYVSd68Z3htPOAaPzw5VLxuOhtfuwq6UTu1o68erWZly+YBw6+/x4a+dRfOXM\nyejq82NrQzt+dNlszLZEnj/YdwJ/+qQh4rWV8d3Sid6BQFiJ1yGLc/mZjw6jW+s7v2bn0bCo9Jtm\nKdiySeUpVZy+YvEENLT2oncggAfX7oUQhpOg1tI7PhAUuOOZzRgICIwfXRAhnsk4T6HXHdbHFxh8\nXaeeym0b+ba8rttFaXUm6zocslVTriJrtfXA1fgEswj0Dgq5lunkBFaHnxzHPo8bFUVeHDPFbitS\n2Ob1yiUT4gpyVhbnq/f/tKEdc2pLse9Yl4p8x2rJm0r0bDKnWxtHdfsR0Qq5AXgcwD1E9A9EdLa+\nz9yfEETkIqK7iaiZiDqJ6BUiimpZEdFCInqXiLqJ6CAR3ZLcxxsa+uLfTilRpgO/sLERbWa6mRSe\nOecU+8HS2Rea+Lc2tKsWUuNK8yNS2JJl/oQyPHaT0Tqno8+PZzYcwZX3v4eXNzfi317eBgCYVVMS\nVQ2dSQyZ/tLdH8BXH1+P//fhITxgqvBWFPkcqbH6m5XGYu21bc34tKEdb5jjbHJFYcRCL9eQGSJv\n7jiq+sdbW/QxqUfqN+xu6VTtorY1tsNvRgusRpKVypL8rDS8AaBO6+OsR0xlVD8/z5WDxnf47Tpb\nuj/802dPwR0XzcC1y+vUdfunTxrw2rYWDAQE7ntzDx5/7wA+OnAStz21MSwTYSAQxHf/tBkAMH98\naVidnUw733O0Ey9uagzrLtHaPYAOs794Z58fj767P+ycpL4JYETf39hhzJdnT0/tIs7tInzzgum4\nY9VM1UFkZ1MHtje14yu/XY/b/7gRrd39+K/Vu1VbyDsvnZ1U6RGTGogoQqTQ45ASuLW2dsrYwrT+\n5np9e4fWsScXsa69fR5XTD0SHVnCBmSPZlC2ojsnKjIQ+JBaHB/sN+bJe/93JwAji215mlrp6mrn\nJRmMfL8NQ0tCtyTutTlOAEh0VrkdwDUAVgI4AuBnAF4gogXWlHYiKgHwCoBfAzgXwAIALxFRgxDi\njwm+35DQJ7Dq0sjBePmCWvzHqzvQ2efHfW/uwaq51SqyEs1Tc9YpY5Ui6uGTPXhgzR4AwJnTxqYk\nDW3FlAq8fttZeGFjAx55Zx8OnejB15/YoPbfdHr9kN9jpCNTcrZZ0nUB5+qKPju7GlMri7C7pRM/\nf20ntjYY721Ne8xFzp9Vhd+9fwDrD4QWzOnydI5kFk8cDa/bhf5AEG/tPIpL549TOgK1ZQU5nXlQ\nWpCnMio+PtSqbt6fmtfN1MqitJTNpBJryuBgypOcwOdx4+azpgAw0jx/+95+PL3hMNxE2GhGLiTb\nmzrw0YGTWFJfDiEEfvn6Luxs7oSLgLs+PxdXP/i+OlZGCnsHgrjtDxsBGOmHcnF23W/WoaG1V0W3\nXAR8beUU3P/WHqzddQxffuxDnD61AiUFeTja0Qci4MI51Y59D6dUl2BncyeeWn8I9721R7XWeWp9\nKKX+xhX1OG+m81opjD2jLEJSUnRyKNj1nLbOnavm1gz5fZJBF2DNdePbGlyYU1uacP1vsya4yQ6v\n2IwrLcCWI8b9cUwKI9+JsmJKBVbvOIq3dx3DE+sO4PmNRjbUN86dmjbRwBqtnbLP4fFC0cRBYkWk\nrQghDiT0ZkT7AdwjhLjPfFwGoBnABUKINZZjbwRwN4Dx0jAnonsALBVCnGvz2q3W5yyUAkBpaeIR\nNX9QqFS2gjyX7QXf5w+iz1S9JpieCIqdmq2/rmSU153ylhBBYbRnkGUvbhepZvbM4LH7/SQeFzmm\nkjgQEBH1W0U+D3LMhrClsy80TglGvc0w+FhZT3d/AP6gAMHoxCB/gzw3RURvco3egYASRXSRoSsg\n73Zejwv5WWK8JkO7tpB22jOfCnoGAqq9pY51vPk8Lvg8LjUeAePzdfT61W9GMO6rXX3+CIVpgrG4\ndrsoTPxSx+kxPRAIomcgeo27myhlKsLM4NDHF2DMC4NNL5XzS7S1m36tFvs8SHeJf67NFbHQ1wdy\nrkiE4fQdpIpo34luyxTkuVPimEqGoEDE3J3nIsdbfkU7h1jjrK2tDQCEEGLQi4ioxnfYQUQ+AB4h\nRGRfrUTfiKgUQCuAZUKID7XntwJ4QAjxS8vx9wKYLoS4WHvuC+axEdX3iRrfANpiHsUwmYPHKJML\n8DhlcgEep0wuwOOUyXZ4jIZTAiAohBi0RyfmfySicgC/BXAhABcRvQ/gOiHE/kG8lyw0thrJrdo+\n6/GJHgshREzVKWmcxzuOYTIFj1EmF+BxyuQCPE6ZXIDHKZPt8BhNPfFC5ncBWA7gBwC+BaAKwP2D\nfC9ZIGvN+y7T9lmPT/RYhmEYhmEYhmEYhsla4oXMLwLwZSHECwBARK8A2EREHiFEUioOQog2IjoA\nYAmA9ebrlQKYAuATm/+yEcCVROTSxNgWRzmWYRiGYRiGYRiGYbKWeJHvWgAfyQdCiE8B9AMYN8j3\nux/At4hoOhEVArgHwE4YyupWnoHhHPgOEfmIaBmArwK4b5DvzTAMwzAMwzAMwzAZIZ7x7QYwYHku\ngMRbi1n5CYCnYBjbLQAmAbhUCBEkojPN3t91ACCEaIdRa74KRq330wDuFEL8YZDvzTAMwzAMwzAM\nwzAZIabaOREFAayBEe2WnAPgfQA98gkhxGecOsFUwYIBTLbDY5TJBXicMrkAj1MmF+BxymQ7PEZT\nT7ya79/aPPffTpwIwzAd0o9AAAAIuElEQVQMwzAMwzAMwwxXYhrfQoib0nUiDMMwDMMwDMMwDDNc\niZl2zjAMwzAMwzAMwzDM0IknuMYwDMMwDMMwDMMwzBBh45thGIZhGIZhGIZhHIaNb4ZhGIZhGIZh\nGIZxGDa+GYZhGIZhGIZhGMZhhr3xTUQuIrqbiJqJqJOIXiGiiZk+L2b4QkRXE9FaImonoghFQyJa\nSETvElE3ER0kolss+wuI6AEiOmG+xpNEVG455hoi2kVEPUS0kYjOdfpzMcMHIrqHiLaa46uBiB4m\nojGWY3icMhmFiL5LRHuIqI2IjhHRq0S0QNvPY5TJKojoWSISRHS29tz55tjqJqKdRHSl5f+MMcdm\nuzlW7ycin+WYW80x3k1E7xDR/DR9JGYYQEQ/JKKAaQfJ7ffafp5L08iwN74B3A7gGgArAVQDOAjg\nBSIaCZ+dyQwnAfwawK3WHURUAuAVAK8CKAdwJYAfEtEV2mH3AlgMYA6AiQCKADyuvcYKAI8A+CaA\nUgC/hDGm65z4MMywJADgiwDGAFgAYAKAx+ROHqdMlvAUgCVCiFIA4wD8BcDLplOdxyiTVRDRDQBG\nWZ6rB/A8jLFVBuAfATxGRMu1w56AMTYnwhirSwD8VHuNqwF8H8YYL4dxHbxCRMUOfRRmeLJWCFGk\nbdcAfL/PCEKIYb0B2A/g69rjMgB9AFZm+tx4G94bgLONSyzsuRsBNABwac/dA+AN8+8CAD0ALtL2\nzwQgANSZjx8D8KTlddcB+H6mPzNvubkBuARAu/aYxylvWbUB8MFwaAoAo3mM8pZNG4DxMII7deYY\nO9t8/ocA1lmOfRLAI+bf9ebxM7X9FwHoApBvPn4TwD3afheARgA3ZPpz85YbmzkO34yyj+fSNG/D\nOvpLRKUwPDTr5XNCiFYAu2FEexgm3cwH8LEQIqg9tx6h8TgdQD7Cx+w2AN3aMfP1/TavwTDJch6A\njdpjHqdMVkBEFxNRK4BeAD8D8DMhxEnwGGWyBCIiGFG/fxFCHLTsjjfG5gPoNsemvn8UjDEc8Rrm\nmN8AHqdMciwhoqNEdICI/oeIJpnP81yaZoa18Q2gxPy31fJ8q7aPYdJJCWKPx0TGbLzXYJiEMesP\nvwLgH7SneZwyWYEQ4kUhRBmMEonbALxr7uIxymQLXwdAQogHbfYlMk7t9iOBY3icMonyRwCzAVQC\nOA2AH8BrRFQEnkvTjifTJ+Aw7ea/pZbny7R9DJNO2gFUWZ7Tx6M+Zo/FOIbHNDNkzFrC+wBcKoTY\noO3iccpkFUKIE0T0CwAniWg7eIwyWQARTQHwPQCnRjkk3hiLth8JHNOc7PkyIxMhxBbtYQMRfRlA\nG4AV4Lk07QzryLcQog3AARjiFQBUKvoUAJ9k6ryYEc1GAAstgn+LERqPO2GkV+pjdgaMFLSN2mss\nQTj6azBMXMyb768BXCKEWG3ZzeOUyUZcAPIATAOPUSY7OBNGVsZHpiK/NE6eI6L7EH+MbQRQaI5N\nfX8PjDEsj9HHsQvAQvA4ZQaPMDcCz6XpJ9NF505vAL4NYA+MmoVCAPcD2ARNWIA33lK5AXDDqI/5\nDIzJLd/cXDBScJpheMp9AJYBOA7gC9r/vx/ABwBqYAgLvQDgRW3/Chi1NqtgLERvgiHOMjHTn523\n3NgA3ALDg70kyn4ep7xlfDPHabX591gAD8LoJlHFY5S3bNhgGCDjLZsA8AVzzE0yx9hN5hhbZY6x\n5dprvGKOzdHmWP0AwH9p+682x/Yyc6x/D4bgWnGmPz9vubEBuArAWPPvSgCPwhCkLua5NAO/R6ZP\nwPEPaBg8/wqgxRwIrwKoz/R58TZ8NxjKkcJmO9vcvxDAezA824cA3GL5/wXaIrMdRrudcssx1wDY\nZb7GJgDnZvpz85Y7mzkeBwB0WrY67Rgep7xldAPwJwBN5r27EcBzABZp+3mM8pZ1m36/Nx+fb46t\nHnOsXWU5vsIcm+3mWH0AptK5dsw3zTHeA0P3YH6mPydvubPBaHd31DSQjwD4PYCp2n6eS9O4kfmF\nMQzDMAzDMAzDMAzjEMO65pthGIZhGIZhGIZhsgE2vhmGYRiGYRiGYRjGYdj4ZhiGYRiGYRiGYRiH\nYeObYRiGYRiGYRiGYRyGjW+GYRiGYRiGYRiGcRg2vhmGYRiGYRiGYRjGYdj4ZhiGYZgRAhG9SUS/\nyfR5MAzDMMxIhPt8MwzDMEyOQ0TxbuYHhBD1RFQOwC+EaE/HeTEMwzAME8KT6RNgGIZhGGbI1Gh/\nrwDwNIBFABrN5wIAIIQ4kebzYhiGYRjGhNPOGYZhGCbHEUI0yQ2ANLCPas8fBSLTzs3HDxPRvxBR\nCxG1EtFdROQiou8TUTMRHSWiu/T3I6I8IvohEe0jol4i2kpEN6fvEzMMwzBM7sGRb4ZhGIYZ2VwB\n4H4AZ5jbwzCi5psBnAngNACPEdHbQoiXzf/zkHnMzQB2AVgG4AEi8gshHk7z+TMMwzBMTsDGN8Mw\nDMOMbPYJIf6v+fdOIroNwHghxEXac/8I4DwALxPRJAA3AJglhNguX4OITgHwDRjGO8MwDMMwFtj4\nZhiGYZiRzUbL4yZzsz5Xaf69BAABWE9E+jEemLXlDMMwDMNEwsY3wzAMw4xsBiyPRZTnpE6M/HcF\ngG6b4xiGYRiGsYGNb4ZhGIZhkuEj8986IcSfM3omDMMwDJNDsPHNMAzDMEzCCCF2E9EjAB4iotsB\nvAegEMBiAGOFEPdk9AQZhmEYJkth45thGIZhmGT5GoDbAHwHwGQA7QC2AvhVJk+KYRiGYbIZEoLL\nsxiGYRiGYRiGYRjGSVzxD2EYhmEYhmEYhmEYZiiw8c0wDMMwDMMwDMMwDsPGN8MwDMMwDMMwDMM4\nDBvfDMMwDMMwDMMwDOMwbHwzDMMwDMMwDMMwjMOw8c0wDMMwDMMwDMMwDsPGN8MwDMMwDMMwDMM4\nDBvfDMMwDMMwDMMwDOMwbHwzDMMwDMMwDMMwjMP8f4SAix8X+OzfAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1008x504 with 3 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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