{ "cells": [ { "cell_type": "markdown", "id": "36c71788-6d17-4559-b636-4c6926aa0440", "metadata": {}, "source": [ "# A full cross-correlation analysis of 2021 L-band data\n", "\n", "In this example, we show an example workflow, from the calibrated map cubes all the way to cross-power spectrum between MeerKLASS L-band deep-field survey and GAMA spectroscopic galaxies." ] }, { "cell_type": "code", "execution_count": 14, "id": "ad688c5e-7a9f-415d-bf14-ec7ae9ba42f2", "metadata": {}, "outputs": [], "source": [ "from meer21cm import PowerSpectrum\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from meer21cm.util import pca_clean\n", "from meer21cm.telescope import dish_beam_sigma\n", "from meer21cm.util import center_to_edges\n", "from meer21cm.plot import plot_map, plot_eigenspectrum, plot_pixels_along_los\n", "from meer21cm.telescope import dish_beam_sigma\n", "from meer21cm.grid import shot_noise_correction_from_gridding\n", "from meer21cm.transfer import TransferFunction\n", "from meer21cm.inference import SamplerEmcee, extract_model_fitting_inputs\n", "from meer21cm.power import get_shot_noise_galaxy\n", "import corner" ] }, { "cell_type": "markdown", "id": "8d30d064-06eb-430c-9662-612312603c67", "metadata": {}, "source": [ "## Step 1: Data read in and visualisation\n", "\n", "Reading in the data:" ] }, { "cell_type": "code", "execution_count": 2, "id": "cdaa2f08-a42e-4dc3-b15b-77b9d24cd718", "metadata": {}, "outputs": [], "source": [ "file_dir = '/idia/users/jywang/MeerKLASS/calibration2021/level6/0.3/sigma4_count40/re_cali1_round5/'\n", "fits_file = file_dir+'Nscan961_Tsky_cube_p0.3d_sigma4.0_iter2.fits'\n", "counts_file = file_dir+'Nscan961_Npix_count_cube_p0.3d_sigma4.0_iter2.fits'\n", "gal_file = '/idia/projects/hi_im/GAMA_DR4/G23TilingCatv11.fits'\n", "ra_range_MK = (334, 357)\n", "dec_range_MK = (-35, -26.5)\n", "ra_range_GAMA = (339,351)\n", "dec_range_GAMA = (-35,-30)\n", "ps = PowerSpectrum(\n", " map_file=fits_file,\n", " counts_file=counts_file,\n", " gal_file=gal_file,\n", " beam_model='gaussian',\n", " beam_type='isotropic',\n", " band='L', # band and survey will produce some pre-defined cuts to select\n", " survey='meerklass_2021', # the clean frequency sub-band\n", " ra_range=ra_range_MK,\n", " dec_range=dec_range_MK,\n", ")\n", "# read in map_file\n", "ps.read_from_fits()\n", "# read in galaxy file\n", "ps.read_gal_cat()\n", "ps.ra_range = ra_range_GAMA\n", "ps.dec_range = dec_range_GAMA\n", "ps.trim_gal_to_range()\n", "D_dish = 13.5 # Dish-diameter [metres]\n", "sigma_ch = dish_beam_sigma(D_dish,ps.nu,)\n", "# set the beam size\n", "ps.sigma_beam_ch = sigma_ch\n", "MKmap_orig = ps.data.copy()" ] }, { "cell_type": "markdown", "id": "90a370e2-7fa9-4f52-985d-7dfb08f6ed61", "metadata": {}, "source": [ "The overlapping area between GAMA and MeerKLASS can be visualised:" ] }, { "cell_type": "code", "execution_count": 3, "id": "6362b573-cfb7-45d7-b436-df2357b2969c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JRctJqFQqPPjgg+zbt49ly5bxnOc8h/7+/p7YsnTp0lmzKFLmD8eDcReCaOnLaGd0hiXJZz/7Wa644gouvvhiPvzhD3PeeechiiJ3330327dvn3a5XH/99Vx66aXTIiHJJZdcwvXXX3/Cui2f/exnZ3WhjI2N8cMf/pBvfvObbN26teu5t771rfze7/0ek5OTs7bH+KM/+iP+9m//lvXr17N582b+8R//kXK5PO32LRaL9PX18YUvfIHh4WEOHDjABz7wgZO+Fxs2bODLX/4yP/7xj1mzZg1f+cpXuPvuu1mzZs30mH/+53/mjjvu4MEHH2TFihX84Ac/4M1vfjN33nknqqo+YZ8f/OAH+d3f/V1WrlzJ6173OkRR5IEHHuDhhx/mb/7mb7jxxhsJw5BnP/vZmKbJV7/6VQzDYNWqVSe1daGTxrQsMvr6+piYmFhQfvhnAtd1ue+++/i3f/s3brnlFlasWMFb3vIWrrrqqp4JFmineMZxTBiGPbMh5eSkGUSzs27dOu677z6uvvpq/r//7//j/PPP5+KLL+Yf//Efec973sNf//Vf43keX/3qV3nta1876z5e+9rX8uUvf3nWuC7DME4Y8/HlL38Zy7J4/vOf/4TnrrrqKgzD4Ktf/eqs277//e/njW98I29961u57LLLyGQyvOQlL5l2/4miyDe+8Q3uvfdetm7dyv/+3/97VlGV5H/8j//Ba17zGt7whjfw7Gc/m4mJia5Zl+3bt/Pe976Xz372s9Pi97Of/Szj4+P81V/91az7fMlLXsL3v/99fvKTn3DJJZfwnOc8h8985jPToqRQKPCv//qvXHHFFZx33nn87Gc/4z/+4z/OeFfyXiPE6dXttKjVauTzearV6rwtOPXjH/+YCy644AkpgmcbcRyzZ88eHnzwQVzX5ZxzzmHz5s2z3tX0kl/+8pds2LCB5cuX99qUlFkIw5Bvf/vbZ6xomeM47N27lzVr1iyIuJn5QhAENJvNU66LdCKiKGLLli1ce+21/PVf//UcWTe/ONk5thCuaUlS99AiZPPmzezYseOsFS2VSoX777+fAwcOsGbNGq666qp5/WVcvXo1+/fvT0XLPEWSpHQmbB7yVDs979+/n5/85Cc8//nPx3Vd/umf/om9e/c+oXhdyvwkFS2LkBUrVjxp4NhiIwgCtm/fzsMPP4yu61xwwQU8//nP73ljtVNh+fLl3HXXXb02I+UkyLKcZuXNM55qp2dRFLnxxht5z3veQxzHbN26lZ/97GcnDIhNmV+k38BFiCiKZDIZqtXq0546ne+MjIzw29/+lomJCTZv3syrX/3qBTfFrigKQRAQRRGimIaZzUdKpRITExNn7ezlfOSp3pCsWLGCX//613NsTcozRSpaFimbNm1ix44dXUWUFguO4/Dwww+zfft2+vr6uPDCCxf8xWRoaIjR0dG04eU85Xgw7kI/z1JSFjqpaFmkrFu3ju985zuLRrTEccyBAwe47777cByHrVu38t/+239bNNP1q1atYv/+/alomacMDAywa9euM3qMNCci5UyxmM6txfGLn/IEFEVBkiRs217Q7c5t2+aBBx5g586drFixghe84AVPqTnhfGfFihXcf//9PPvZz+61KSmz0N/fz5133nlG9i1JEgCe5y3o72ovON5mYSHErvWS45V8j59rC5lUtCxiNmzYwK5duzjvvPN6bcppEccxhw8f5t5778VxHM477zze/OY3L4ov3InQdR3P89If4HmKpmldvXTmElmWMU2TsbExFEVJ45pOgyAIaLVai/q34ekSRRFjY2OYprkoZqYX/itIOSEbN27kRz/60YIRLa7r8tBDD/HYY48xPDzMc5/73FkrWi5WjsdNDAwM9NqUlFk4nq0y16JCEASGh4fZu3cv+/fvn9N9L3Ycx5meVU45MaIosnLlykVxQ5SKlkWMaZp4njfvUzWPHj3KvffeS71eZ9u2bbzxjW+c1/aeKY7HtaSiZX5yvABXsVic832rqsqGDRtO2JAvZXbuu+8+crkcy5Yt67Up8xpVVRfNDN7Zd2U4y1i9ejV79+5lw4YNvTalC9/3eeSRR3jkkUfo6+vj2c9+9ll/sV65ciX/+Z//ycUXX9xrU1JmYWBggLGxsTMiWqB9N7zQ0vV7jWEYeJ6Xvm9nEaloWeRs3ryZ2267bd6IlnK5zN13383o6Chbt27l2muvXdRt1E8H0zSxbTuNa5mn9Pf3c+TIETZu3NhrU1KmMAyDRqPRazNSnkFS0bLIKRaLVKvVnl4Ij/cAuvfee1FVlUsuuYTf+Z3f6Ykt851CoUClUjljd/MpT53BwUEeeOCBXpuRksA0TUZHR3ttRsozSCpazgKWLVvGoUOHpruLPlO4rsv999/Pjh07WL16NS9/+cvJZDLPqA0LjVWrVrFv375UtMxDLMui1Wr12oyUBIZhYNt2r81IeQZJRctZwObNm3n44YefMdEyPj7OXXfdRaVS4fzzz1/06cpzyapVq/jFL37Bs571rF6bknICUvfd/OG4SzXl7CEVLWcBS5Ys4Wc/+9kZPUYURezatYv77rsP0zS59NJL0+quT4FsNpv66OcxxzOIFmOBw4WIruupaDnLSEXLWYAgCNM1QPr7++d0347jcN9997Fr1y7WrVvHNddcg2mac3qMs41sNkutViOXy/XalJQZDAwMMDo6moqWeYIoiouqRH3Kk7M4ErdTnpRNmzaxffv2OdtfpVLhxz/+Md/97ncpFApcd911XHHFFalgmQOO12tJmX8MDg4yNjbWazNSUs5a0pmWs4RVq1Zxxx13cOWVVz6t/Rw8eJC77roLURS59NJL06JOZ4BVq1Zx6623sm3btl6bkjKDgYEB7r///l6bkZJy1pKKlrMESZKwLItqtUo+nz+tbaMo4rHHHuP+++9ncHCQq6+++rT3kXLqFAoFqtVqr81ImYU0g2j+kTZNPLtIRctZxJYtW3jsscd4znOec0rjk/EqmzZt4nWvex2app1hK1OgHddSr9fJZrO9NiVlFtKL5PxB13Ucx0k7ZJ8lpKLlLGLdunXcdNNNTypayuUyv/nNb5icnORZz3oW11133aLpW7FQON5+YaE0uzybmO8FAK8qvLfrsZQIXVSFTumBzEn6e0kJQfa10Y/MoXVzj2EYtFqtVLScJaSi5SxClmV0XafRaMxa5O3o0aPccccdCIKQxqv0mDVr1vCrX/0qFS3zkDPdgyjl9EgLzJ1dpKLlLON4FtHxpnxxHLN3717uuusu8vk8L3rRi9J0znlALpejXq/32oyUWRgYGODQoUNpD6J5gmmaaZzRWUQ653+WsWHDBnbv3k0URTzyyCN87Wtf48CBA1xzzTW87GUvSwXLPCKXy6UBufOQNO15fpHOtJxdpDMtZxmCIFCtVvnSl77EOeecw7XXXouqqr02K2UWjse1XHDBBb02JSXBmSgdv7X0+9PLPu70skJ34LsZddy6BnpiXCdWxRK7v89mooWGJnXuU3NqdyCxeILA4net6MS0fPbgh2Z/AT3ENE2OHTvWazNSniFS0XKWYNs2d999N/v372f58uUMDw9z4YUX9tqslJOwevVqfvGLX6SiZZ6SZhDND9KZlrOLVLQscmq1GnfccQeTk5NcfPHFPPe5z8V1Xf7f//t/qWiZ5xzvQ5ReHOcfhUKBcrlMqVTqtSlnPWlMy9lFKloWKeVymV//+tfYts1ll13G8uXLp5/TdZ04jnFdN627Ms+Z7+m1ZyvH41pKpRIXFf9/p7RN0u0TCkHXcw6dJpkh/vSyjNK9D6HzXDbutMwwxc44a0Yqc7+ecAkpHfFb0rp79ihC57EbdcY54fwWzGmn57OLVLQsMsbGxvj1r39NFEVcccUVDA0NzTpuw4YN7Ny5My0VP885HteSipb5xcDAAAcPHmTTpk29NuWsR5ZlgiB48oEpi4I0e2iRcOzYMb7zne9w++23c+WVV/Ka17zmhIIFYPPmzezYseMZtDDlqbB69eq0eeI85HitlpSUlGeWdKZlgXPo0CHuuOMODMPgRS960SnfkZumie/7+L6PoihPvkFKTzje6yaNa3lmuKb0F9PLx6JK13NVcWJ6uRWX+Z1XbeGP3/45ooQ7RxWeWLTxODFRZzmOup7z4k5MhiR0vo9Bwh0EYNLZfzJjKJkhlFW670ULiSyhJXrHBTSkd89OJN1DrbCzj7IvkZIyX0hFywJl//793HHHHRQKBV7ykpeQy+VOex/r169n9+7dbNmy5QxYmDJXlEolJicn6evr67UpKUniGEEA4icdmZKSMkekomUBEccxe/bs4Te/+Q2Dg4O88pWvxLKsp7y/zZs387Of/SwVLfOc43EtqWiZX9SrLtmcTqXqP/nglDOKoijprPFZQipaFgDHS+3fcccdDA8P83u/93tz0hwsm81i2zZBECCfpHlaSm9ZvXo1P/zhD6dbL6ScmC+c9+Hp5Ukv4eLwOmNG7W7XzITbER1Jl9CEeKRrXDMan16O4oCx8UmsYszBsaPT60Wh+3skJlw9UezPuh5ASmwnSyd28Qrxk4chyjOGGAnvTl7pvPas3O0ekhLuISXRIDWM579b8njTxHw+32tTUs4w6ZVqnnNcrAwNDfGa17xmzjuZrlmzhr1797Jhw4Y53W/K3GEYBo7jpHEt84zJiTrDy9I6LfOB4wXmUtGy+ElFyzxl37593HHHHQwMDPDqV78a0zSffKOnwJYtW7jllltS0TLP6e/vZ3x8nIGBgV6bkjLF5GSTc89f2WszUkgLzJ1NpKJlnrF//35uv/12+vv7ueaaa55WzMqpUCgUaDQahGGIJKVZAvOV43EtqWiZP7iOj6alP6HzgVS0nD2k37h5woEDB7j99tsplUrPiFhJsmbNGvbs2ZPOtsxjVq1axfe//30uvfTSXpvyjPDLy9/f9bjid2JAqokU3JnVWmtBJxajkohjKbtxYn13LMd41KlG2xRrnX3H3R22bX9yetkL6gAE4Tk43jhxPLV/4cQxJ7LYaXAoS91u3ijR5FCTOi4OcUYpLTnxk510FUaJDCYv7E5nqvmdccn3R5e6f/6TKc92IuU5uc18xTAMKpVKr81IeQZIRUuPOXz4MLfeeivFYpHf/d3fJZM5cZ2HM8W5557Lr371q1S0zGN0Xcd13TSuZZ5RLtcolvJMTlR6bcpZjWVZHDly5MkHpix4UtHSI0ZHR/mv//ovTNPkFa94Bdlstme25PP51EW0ABgcHGRkZIQlS5b02pSUKcbGygwO9KWipceYpkmz2ey1GSnPAKloeYYpl8vccsstCILA1VdfTaFQ6LVJAKxbt47HH3+cjRs39tqUlBOwdu1a9u7du6BFy+Mve1fX4zDRmK/qdNwn8cxGgYlxXmK5PsN1kXQJ1fyOu6Ppd1J966GX3ISG0HEJtei4hJyw1jUuCJ3Ecjt+4tixo6xdt4zw0fZzcdxds0Ug4cIRO8eVxO5GpckUaF3oFIrU4m43kpjY37RLCmiGHZeX6Hf/rKtSZ5tRp7Nsh93jEn0VaSXcbs0F0NYnbZp49jD/nZWLhHq9zg9+8AN+8YtfcMUVV/CqV71q3ggWgHPOOYdHH32012aknISVK1dy4MCBXpuRkmBsbIKBgf5em3HWoygKnuc9+cCUBU8603KGabVa/PrXv2ZiYoLnPe95LF26tNcmzUoul6PVaqWF5uYxiqIQRVHqxptH+H6AoqTfl16TxnmdPaTftjOE67rceeedHDp0iCuuuIIXv/jFvTbpSTnuItq0aVOvTUk5AcuWLePQoUOsWrWq16Y8IcNHERPVVtWOm8RQOsvSSeZ2hUQTnyDqvgglq7ImXUV+d3HbLleGHXT2V/U7NlSFetc2rYR7yIk6yzObGiYr2kZx564+CHxkGQI/AMKubeJEU0MpkSEkzMgykme4i46joHY9FhKT40GiAWMUJ5sddr93aiJ7yEs8p0vd4yQxmY2UyCQK0uZKKfOHBeMe2rdvH+94xztYs2YNhmGwbt06PvShDz1hSvDBBx/kuc99Lrqus2LFCj7xiU90PR+GIe9617sYHh7m5S9/OaOjo3NqZxAE3Hnnndx0000MDw/zpje9idWrV8/pMc4UqYto/nM8riVl/jA2Np66iOYJyTiflMXJghEt27dvJ4oiPv/5z/PII4/wmc98hs997nP8+Z//+fSYWq3G7/zO77Bq1SruvfdePvnJT/LhD3+YL3zhC9NjvvGNb3DgwAF+/OMfc+GFF/KXf/mXc2JfHMc8+OCDfO1rX8OyLK677jo2bty4oKYtj/ci8v20Adx8ZenSpWlq5zxjdGSMocG06F+v0TQtjWs5C1gw7qGXvvSlvPSlL51+vHbtWnbs2MG//Mu/8KlPfQqAr33ta3iexw033ICqqpx77rncf//9/J//83/4wz/8Q6CdvbN69Wq2bt3KY489xne+852nbduePXv49a9/zYYNG3jzm9+8oGNCNmzYwO7du9POz/MUURSRZRnXddG02V0KKc8sI6OjXHTRs3ptxlnP8aq46fdicbNwr65AtVqlVOo0LLvjjjt43vOeh6p2/MAveclL+Pu//3vK5TLFYpHrrruOq666Ck3TGBoa4oc//OFTPv6xY8e45ZZb6Ovr4/Wvfz26rj/5RvOcLVu28JOf/CQVLfOYVatWsX///jOWnn7LFe/retwKOj8T3Z2Au7dLxrQIiXFRskvwjBgUP5w9oFgWTzzNn9yFO2N/yfiLmteJL7ET8SiB0B13EtJ5Lk7EpISR2z0u6tzFJ+NdJifr7d8hQYa4e99Ja5PxKDO7QUtC50Kr0FmW4u5xcnIfifTn5LI/IxYnWQHYTARwN2ZMqCZnhZMfrR8tDJfL8VotxeKJu2SnLHwWrGjZvXs3//iP/zg9ywJtEbFmzZqucUNDQ9PPFYtFCoUC9957L8eOHWNgYOApZ2H84Ac/wLIsXvrSly6qzqKZTAbXdfF9H0VRnnyDlGectWvXcu+996Y1deYJaZXi+UHaf6h9LsZxTBiGRFFEFEXT62eOO85CK8rXc9HygQ98gL//+78/6ZjHHnuMzZs3Tz8+fPgwL33pS3n961/PO9/5zqd03KdboOuSSy5h/fr1T2sf85UNGzawa9cuzjnnnF6bkjILxzs+p8wfWi0b0zRoNt0nH5xyRphPoiWKIjzPw/M8XNft+u95Hr7v4/s+QRAQBMH0cnJdGM6ctTs1RFFEFEUkSUIQhGlBfSJhvdCK8vVctPzZn/0Zb3vb2046Zu3atdPLR44c4YUvfCGXX355V4AttIXIyMhI17rjj+eiiujDDz/M6173OqBdUn2xsmXLFv7zP/8zFS3zFEEQyGQyNBqN0+5VtfMl755eTrpmkinFBa37x01JuGpUsfNDGjMjtVbqPJd0I8WJfSePAxBE4gmfSxJ27SO5ffc4J+yscKKOPXU6FzNHaHRvk0hz9sLOXWc8w5eVdOkIieU49hgdHWNwsI99e7vTqZMNFGWp4z4Wxe5ZTClREVdKVAMOhe5ytFKiQq4qnP4ssRt1XlM44+476WKSEhe45LXuvw18sGubb4x99LRtOFNYljUnTRPjOMb3fRzHwbZtbNueXk7+dxwHz/O6Zi2SwkBVVVRVRdO0rv+qqpLJZFAUBVmWkWV5ejm57rjoONPUarUnHzSP6LloGRgYYGDg1CLvDx8+zAtf+EIuuugivvjFLyKK3U71yy67jL/4i7/ocm389Kc/ZdOmTU/Lzzk6Osob3/hGfvGLX0y7mxYzlmXh+z6e53XFB6XMH9asWcPevXvZtm1br01JgSnRMsC+vft6bcpZy4n6DwVBQKvVotlsTv9PLrdaLaIo6hIIiqKg6zqGYUz/NwyDQqHQtU5V1dQ1+AzTc9Fyqhw+fJgXvOAFrFq1ik996lOMjY1NP3d8FuVNb3oTH/nIR3jHO97B+9//fh5++GH+4R/+gc985jNP+bhRFLF69WokSeKf//mfue666xZVDMuJ2LBhAzt37mTr1q29NiVlFtasWcMvf/nLVLTME0ZGxjjnnLQo4zNFFEU0m00ajQb1ep16vc7k5CQ7duxgcnJyOpYDQJIkTNPEsqzp/0NDQ1iWhWVZGIaRVpheQCwY0fLTn/6U3bt3s3v3bpYvX9713PHpuXw+z09+8hPe/e53c9FFF9Hf388HP/jB6XTnp4IoivzkJz/h8ssvRxTFBTeV9lTZsmULP/zhD1PRMk/J5XLU6/XpIFD7T66bdVxod98FDi1NVD1NuMydRsclIcvdbhHb7sy2+UHnxz2ZIQTdbiA/TLh9Ei6gpDsIoJVo7pd8zg27xyWLsjqJqq7JpojQnSlTjjt33XWx3DlmXOnaJlnpNukSiqJu10zyuWRF2zim46qbUek26UZK7k84xRJZQjyjcm5iOznpehJP5lqbPftH5MTbKOLsrqKTVTSeKxzHoVqtUq1WpwVJvV6n2WxO/9YLgoBlWWQyGbLZLNlslqGhIY4dO8brX//6J8zCpyweFoxoedvb3vaksS8A5513HrfeeuucHvvKK6+c0/0tBEzTJAzDtB7IPKZUKjE5OUlfX1+vTUkBYGGkBveSMAyp1WrTouT4X7PZnJ4d0XWdXC5HPp8nl8sxPDxMNpvFsqwnFSOyLKeCZZGzYERLyjPPpk2b2L59O+eff36vTUmZhbVr17Jnz55UtMwTKpUqhUKeSqXaa1N6RhRF1Ot1yuVy15/rugiCgCiKXYJkzZo15PN5MplMKjZSTolUtKSckC1btnDzzTenomWesnr1ar7//e9zySWX9NqUFNrBuENDA4tetAgKKLn23+233065XJ52mwuCQDabpVgsUiwWOeeccygUCoui8GbK/CAVLSknRNM0JEmi2WxiWVavzTkrScaqKIOduBNxyEQF3PE8wb/+Ev05nRT8+CQVTONyJ/U3mnCml81mp9pr5HZvrydaJ0eJeJLA6b4zdp3Oz0nY6rgU3USsSjKGBcAOO49biXiZRtAdGFnzO/uoJNrL1LxuW51E3Egj0b05GcfiRN2iIog7tVXiJ1S07SCLnXTjKEr2uGnbNjIywZo1K9mxY0/nGaETDySdoJMzdFfi9ejUzTDpTml36bw+K5EmrZxsluIkac5Jkkkwiiyg5EEpgF5sL0smCEDkQVCDsN7uhXXuueeSzWbnxUyJKIqEYZgG1i5iUtGSclLOOeccHnnkES699NJem5IyC0NKwDFfZlmvDUlhdHScZz/7wl6bcVoo2bYo0QoCehHUnAACSJGAVwO/EuOOQGMHRDZIM2J351sHe9M0sW37tOsXpSwcUtGSclI2bNjAt771rVS0zFPW6h57XZVlPLXqmSlzx3yua6TkQC8JqEUBvU/geJ07rx7jlsEtx9QPxHg1IAZL7sxUzOwxNZ85XqslFS2Ll1S0pJwURVGmK00WCoVem7NomHzT26aXJa0zfW8Md0/fqxs6bjlxeac5aLx6KQDLw5jf3NMgeu7qzkaJdFXh2GjX/sTxTuqvMNZxk4gJt1Hc7O6kJ9sdQRRUO8tifUbKc5S4DU9UU/cSlXebQfdPTjXhLmomXEL1oPtKWQ86+06YQ9XrTkseEzqvryZ0ajk1gs77MLMRYhIx4XKRZ3gYkg0ThRNUx42iGEUxOiXYk6nRJ2nG6Ecdl5Avddx2nuB0jcvFnfNBmqXBoZIDtQhqCdRSW5zEsYRfj3EnoTUSUX4sJrQhmpHtpAhiuxav0L1vNXE+nSSzel4wn0r5p5wZTkm0vOY1rzntHX/uc59b1KXuzya2bt3Kww8/fFamfs935Kn5ej+IUOQFdEu8SBkfL9PfX2Rk5Mz2hpI0MIdA7xfQ+0GxBIjBr4M3GeMcg+pjMZHTHcfiRyfZ6SIgFS2Ln1MSLTfffDPXXnsthmE8+WDg61//Oo1GIxUti4Q1a9Zw++23p6JlnrKyT+bgiM3aZWmwdK8ZHR1ncLBvTkWLVZDJ9yvkB1T6SxqiBIEL8aSAMx5T2w0zJmTOWizLolwuP/nAlAXLKbuH/u///b+nLEK+/e1vP2WDUuYfoijS19fH6OhoKkSfhLFr/2B6OZjh4lCUzm2uanVcBUq2cycsDXSnhs7mEgKIV62cXl5r2Tywp8mai5cyEyGYEeuSeCzUE3ekeuKnIDzx7bjkJTJRZrR58byEG8jrxHY0Ei6g6ozsoXrCJVRJZAi1gm4/RDJjqOx2XkM56u5Q2xI7GUPJLKEg7Iyb2QgxmRUkd2X4dGf7BELHpZN07yT3NzY6ybbzNiOwCwApkT2UdD3NhiSJ9PVnGF5SoG/QIpPREGOFRtWjMu6yf0+TY78RpisZ58XOuWLJnfd1ZrCs0NUIMbm+G1VaOG6gE2GaJocOHeq1GSlnkFMSLb/85S8plUpPPnCKH/3oRyxbluYzLCa2bdvGww8/zIte9KJem5Iyg4E+nbE7R598YMoZZ2KiQl/fkzdnlSSR/oE8Q0tKDA0VyeWyBEHI5HiD8pjHwd+UaTY8MkJ34cDBRe7eebqk7qHFzymJluc///mntdPUjbD4WL58Ob/85S+ne92kzB8EQSCTUanXXbLZtOVCL4mi6An1SuRMjqF161nWX2Qgr5LNGASuz/jIBCMjZfbsPoLvdGZhNDH3TJu9aEhFy+LntLOHTtQwUBAENE2btyl/KU8PQRBYtmwZhw8ffkLDyrON8lvf2vU4TriBkoJO1bpdM7LeuU1OuoTkYqIJoTXj+2MmRIhyYvfC2uUWe3eMcP65/eAmMlOqM76v9Y5PJ24lfC5ex9bY676dj7tcQh27vcaMQnFOx3any+3TsXvC696mkXADJZfr3QlMXUXkmolo0pbQfYFqxZ14BjesTy9HcSfLSBK732Ml4R5SxU6qrCx0C0BPbEwvBwm3VBxHXctxBBdf/CwGB0sUCnkiSWVSyDBmS9xz8BjN5iRUykTjRzs2CYkMrUSxu1Dozo6y6QSvZOKOfX6igNxM0dTlLkr4fZQZDqLuJonMyknqFs4LFEXB9/0nH5iyYDlt0VIoFE56p718+XLe9ra38aEPfWheVEhMmTu2bt3Kfffdd9aLlvnImlU5fvqrA23RkvKMoecLrFy5nuGCzmApi6QqaLpOtljgzjsepNkIEAwLZc025P5hokgialYRGou71H+vSGeBFz+nLVpuvPFG/uIv/oK3ve1t0wXH7rrrLr70pS/xl3/5l4yNjfGpT30KTdP48z//8zk3OKV3DA0NMTY2NusUeEpvsUyFlh203Xe9NmaRIghQ6rcYXJKjOLgSK2viSTrHGiEHx2rcffdBQlll3YbV5NUsTTWPtCSDvGQ1gqwQ16oQhsSuA07qwkhJeSqctmj50pe+xKc//Wmuvfba6XWvfOUr2bZtG5///Of5+c9/zsqVK/nYxz6WipZFyOrVq9m3bx9r167ttSkpM1gyaHJstMVwIa0ZORfIisjAEovBlQX6lmSIo4DJqsfoSIPHHjpKK5aRCgNEuoGYXYK0zAK7xgQZNi0voFZ1RCTkodUgxASPP0w4epi4UU2F5Rkmjb1bvJz2r9vtt9/O5z73uSesf9aznsUdd9wBtANxDxw48PStS5l3bN26lVtvvXXRipbqH3TiVQSh48CP44S/X57h2Jc78QjJhoKS0j1O0hKpzVaiaq2RKL06s0BcsxM7IUwm6k+E3bEOCCLrNI+99+1nWdJ7d3Ssa1hcTTRMHEtUwXUSMS12dyxOaMeJ5URl2mZ3jE3N6cRYVBIpz61EzE9jRipz8nGiLyMNv/u9qyXiWKphJ+bDFrtnLLywE3cSRbPHNmhSd6BrXmpnOuqmxPIlffQt08iUFEI/ZvKoy+iYzK4Rg2ZGhmIelCpRRkFr1aHuEMgKYiwSCxL4Ia4HpqYg61loNIntOrHrILoBgu2DZCINFImbjVlnXKREanQ0oz1DLCSbHyaXxcQ23ajC7LEqM+NW5GQl5SdYNXX8E6yfT2iahud5aFoalL4YOW3RsmLFCq6//nr+7u/+rmv99ddfz4oVKwCYmJigWHzytL+UhUexWKRerxMEAbKc3tHPJ5aXFO7cZcPyk9cDSWmTL5gMLyuwctUKjKyK0/CoHI3ZfRCad1URnXagcpDPEC4R2oKlkIMwIj5aJ54cRyj1I+gWcatB3KoRew7h+FHC1iDhnscQ8oPIQYG4VUdUNCIrC4AwtAzBtYkOH0hdRXPM8f5DqWhZnJz2VedTn/oUr3/96/nRj37EJZdcAsA999zD9u3bp4vK3X333bzhDW+YW0tT5g3r169n165dbNmypdempCSQJQFRBC+IUeV0anwmxVKWletWsnrNSlQxpmrHjPg69x4ScUSNSNAxqh7ICpIVdUTLQBF3zTIIXShXwbERDLMz6xB4RI0K01XfAp/yWJmcM0YthEg3icaPgeMRhwGCmQFJRigNItgt4iPprPRccjzt+XRqi6UsHE5btFxzzTVs376dz3/+8+zcuROAl73sZdx8883Tbcr/5//8n3NqZMr8YuvWrfzoRz9asKKl8YdvOeFzYsJTEziJVGYpTizP2EbtPCcm5uYlY4Z7KOkS0hJuoGT5Uafb7ZN051DvpLsKxmT3OKftClntauy912Wj1nahRHWva1xU7bhMgnIiVfckRcu8ZsdWN+ESarndMzrJNGcv6mzjJ1xrQdwtphJeKRKFbnHC7veuGXTelxYd95BHd0XcKO68vkIxy4qVg6xYPYyRMSnXXI5S4K5mCW/3PhhaAsuWo7YaqK5PMJhH1hwyB8vIfpa4VEBpekxm+wl0C2HMJvPwAfy+LBglyAVQbdJ09iMtWYE0vJJw/BjUK0xMOgyvXEWraSH4ETgeWsWDvn7IlhADCUIJhAyI+a7XoAidFGxlRlVeocsNdGrOmuTpdbLmh8kQkPgEu57vKc+Q1mpZ7Dyl+f01a9Y8wT2UcvZgWRZRFGHb9in3o0p5Zlhr+NwzoU6LlrMJK6uwZNValq1dgqHLVCZrHK5F/HrMwj3ogawhr1qBggr6samZkRjRD1DGawR5g0gRCadaGoSmhlu0CHQZfaSKcHCUWBZRJupQdKB/ACQJAZCWr0EsDYEgEHkuk2HApuVF9hyWQIA4DEA3QNWg1YKgAX4WWs2TvqaU0ycVLYubpyRabr31Vj7/+c+zZ88evvWtb7Fs2TK+8pWvsGbNmrQa7lnCOeecw6OPPspFF13Ua1NSEvQpERPh2RFrpBgCq9b3sWRdAUMXaZZt9tZt7moN0jrWxD/WQFqyGqGYh7FjRHFMWK+gxCrk8+A4MHIUZdRHG6m0xUs2T6Qp7SmFKMIZyBAWLIxDZWLbxVvWT6jIYIWQy8LYOKIGYt8QCCJxGEKuSE1VKPYFxHsmEEQRQZJBtcCyoDwJSCCKkMaFzTlp08TFzWl/Y77zne/wlre8hTe/+c389re/xZ2qvlmtVvn4xz/OD3/4wzk3MmX+sWnTJr71rW/NK9FS/+8dt89Md4eQ9MYoyaygGTuJhFnHRX5n/UxPipxwHZF0Iynd8++COrtLKJm5E82cf5/h3ukM7B4XJTJ+MoHI6JhNPg4Iu70nBHbCbWN33Dtiwu6ZjR6TGVFeoqKtO6P5YXACl1ASSZj5hs8+zp/x+vw4QpAgu1Rk40qT7ICEE4js9eHeZpZWXYGDh/AzRchlEL0GwmSZOBLBGUDO9YOiwehhRG2IeHgpcaWBtmc/fRM6YOCiI8YSMQKCquFnVKxGQBA20JyAwFfxZZ1oSR40AVQVKjayEoOoQKOOHApQGII4RpIrGM0YvBa4GjoqkRAhtlREJCIhRGypCEIfAp33To4776tCd/XeLOb0sprwUyqJE1yd4fdJVrpVEh/tzIzg5HchOkFI1EKozpTOtCxuTlu0/M3f/A2f+9zneOtb38o3vvGN6fVXXHEFf/M3fzOnxqXMXxRFmb6jSTPF5hdrghb7FJPzvdlbbiwk1D7QVksUl+oIQUTjUMiRHR67bwupbR6mtqEEGbXduiCXhdiByiTRob1QmSB2bMRCH5QGQFbAaSFWHIJKHcluxwgFlopTsmiuKCFKIrIXIrkhYhRhjdSRRkOcogmyiD7eIMjp7X2FQVs8HjkErtP+b1mg6+B52F6MntVwRprt9U2QJtozAAISknP2ufCeCVLRsrg5bdGyY8cOnve85z1hfT6fp1KpzIVNKQuE8847j4ceemjW8yGld6wKWvzEGFyQokUwYlglURoW0OSIVl3kUJDj6OMC1sEa+oRHVRPxlmYJdRVkqe1iqVbh0GEwBdB0hKk6NoKVbRcXqVfBsMDKEmoyuD5EEe6WtRzuG0DwQkQBRD8i1BXklo/s+lRXFMgeqSH6Ia2lBSJVJpYkqDba6c9rlsNgHu67G/Y/DsPLIJsHSWbSlSktK3AkEMGycIwCoucjlquoI5MIqWg5IxiGgW3bTz4wZUFy2qJlyZIl7N69ezpT6Di33Xbboi04ljI7q1ev5rbbbkurT84z9DjCE8QnuLHmJUJMc4WKu07GyPjQhDHbYOSoinrMprwkQ6MvgyxVkZsugS5T2zSEs6KI6IYwMQm6BvsPII2O4aoOgpVpF24D4mad6NAeRMdHWLIcJIm4WAJJIGzY0Fcg1jXiICZqucgIxIAoBTQHssRq2wUjOwHucAbPUhFFCSZtsAzQVFAKMDAIkgiNOux7HFSVCVtlKKtwZGIcMhnoKxHJErFpEDVsJMcl1jUiy0BquqmImSNEUSQ+UfpTyoLntEXLO9/5Tv7kT/6EG264AUEQOHLkCHfccQfvec97+Ku/+qszYWPKPEUQBIaHhzly5AjLli3riQ3JCrayfuIfqmRMi5A466MZISPJPYTuqXnwQ3f2OJiZcSfJbsnJ+JaursrhibdJ2hq5M2JaEjZ4DZm+Po/9TYuBRvcL9H1p1uWTac7k77+XSGtOVmEFkMTOQDWR+63MqMgaqRAsaf8pCsSeyB6xyMSEjtF0aeQNvMGIjKziWwpiGGKOt9CckFafhbe0QJi3iGstlH0ViCKkRgB9y9GaIwhlB1AIpCL4QMVDKugQS+CLyIFAHIBaD7ENf8rVEyJGICIgxlF7BkcUEMIIMQIJAbXugiAQqiAIKrHtgSghN2ogmQhL1xKPTyCOj0PLp+7FnHuBjlGNCSZtgpIPYoDSCjE9AzmK8I0sQT6DFtmorbbQkui8xyrd+fU5qZMCrUtSYjnRXfwJMS3JzygRmzXjwt51DpzgqzTzPPmjlR+ZXv7HAx+afaOUlDnktEXLBz7wAaIo4qqrrqLVavG85z0PTdN4z3vewx/90R+dCRtT5jHnnXce99xzT89ES8rsrGzZ7LeMJ4iWXhADbh5aQwK1kkAQiahHY8wHIvZLFrtWFHF0GdP2kIIIR1PwTPB1BdUJyEw00Svt6X4xCMH1oOWhVFoEuoqgawSKjBhGoPrEngvNJtidmQvBc4lbNjRaWBMg2z5ypYVRrEApi5fV8bM6giQhRDGCAFrNRm/6ZMebaA0P1XWpre2jtTRHQIx0ZBLt0Bi2M0YsicSZDLEoEK1ZDaKEEwUombbdsaoiiQJxDGIcE0+1a5Ca7tT/GW0ZUlJSZuW0RYsgCPzFX/wF733ve9m9ezeNRoNzzjmHTCZzJuxLmecMDg4yOTlJGIZIkvTkG6Q8IyyxXe4pFXp2/FCC+oBAdVDEUUXUaow1EnP0oMb+vhwRAsuNOnsGi0z2ZdBcn6ztEEgCZssjlCWQBUJZJNBlqqtKsH+SSJbQKi3EMEIIQ+J8ljiOkcKIOIraGT2FfDsw97AHzpTYKVeIPQ+h2SLX6ggEyfXRGhFexqG6pkSsKShuQKDKmGWH3LE6asvHMxXsfIbmYBbfMhB8F6XaQogiYlUhskyQZAh9UGUwTJAkQrOMv20TQrmKdGgcwgipZU+LleNVd0OrnRUkObP3S0o5PWRZTluNLFKe8ieqqirnnHPOXNqSskBZt24djz/+OBs3bnzGj53/4penl5v/87rpZWHGmZ10Dz3dvM3Q795BslpuMtVaEGe4ehLT8ULC7RMnXEKCM6NBXmIXXenLM3JSvUZHMDp2+8WLPlQ8DS2x/+T+grCzjSieOAJGTKQpJz0P8oxtAi1mtF9mvE/Gi0S0soB0REGvC/iiiOh6FL2AAwjUMhpHASWOsVoOA+UWStXDV0VUN0RXRBoFg1gQcDIasaWBItG3ZwKtEeIN6gRFBWW0gn54Ar9Ywi9lkZwWUq2BqMbIloDstIOR9ZYJLQAdK5FG7FgWUV8GxQ9RvJDA1AgMmdDQaMgilhMQiyLNpTnqfSZBTiMGtIaPMVInUmXkJcsISjkQRITRcYQJm8iICQdLVMQs+XUqrQdi8ttHpo+roQI6oa5gLy0i6CrKSA3daSInTlBD6j6RLVlKLHfG6XK3C67r8zvB5xrN8PV4ifPkVL8i4jyNZTvefyifzz/54JQFxSmJlte85jWnvMPvfve7T9mYlIXJ1q1b+elPf9oT0ZJyYpY1HI7mNFaXnScf/BSIgbohcaRPYTyvILowMB6w7VGbWkvjQMZi1DRwMkJH7XgRpaaD7gcMNGwEWSPbkhmYbNIIoK4YmK6P74sYDQ/XUqgNZHFkgVa/ieL4+JpILImIsYDUdIlFCb8vi1/Kgi2hTFSQxyvEkoS7dinSRI3IkQgtHanpQOLtEIIIXxQIMyqhJhMqIkIAcRgiCBH1fgvZCdDrLlJWQau1Z0PEsRpS023/iTZCwwZJJHYdUGSkkXEEYsq5DKWoiR2GRLqCOGMmJbA0Ik1GcXyUZu9deYsFy7JS0bJIOSXRkvzg4zjm3//938nn81x88cUA3HvvvVQqldMSNymLh2w2i+/7OI6Druu9NidlihU1h3sG83MqWiJgPKtwsKgxaShkWyFLJzw2Hna6ehHVFZlxTcUVJYqOjRLFFFyPfZpBoEgsrbYYqtvEsU/DUMjYPuHU9VwMIuIItKaPr8loTZ/JnIaf0WgVDUIB1LKN7HhETYdYk5HqTnsmq1FHPjaJXG3grl1KMDwAgBsquCsHkCYb5Ha3Z1+ckomf1YlyGgJgjjdRJ21cUyUwFfBDVNdH9kJU20fLqgiRi+z4NAwVZ2kR/UgZebJO5PoQRASWQgzEqgJBSO2Yy8ZSi8OKTGjp06Il1BW8kkWkyCjVFtakk7qG5pDjoiVl8XFKouWLX/zi9PL73/9+rr32Wj73uc9NxzCEYci73vUucrncmbEyZd6zZcsWHn30US688MKe2ZB0CT3BPZScxU42jZuRcZR06UTh7A0Fo7A7dif0OpPpSedOcnvorjoraQmXTaLibNLVBDOqlHqdccljAvgJl1U85Tqy3IiGIuOH4nTdWSnh0hESbh9ZOrF7KBJjDud0dhUsqqrCkobLxnKDzIFEPVu5nY30mJXj4WwBtRVT0VRiYvpDWNqYii1RIuIwRowiIsD0A0y/HWMSeCAL0DIUMlUXRHAsmVzDQ5+0cSwN2Q9o6O0ZETmMiXwZT9dRXAFlooHa9BDUQZyNq5GkGMYDzHEBd1URuy+PYJjIU+VrnLUlfFXCaHpkJh102yNfcfA1mXrJQG94RJIIErTyBmFWIxIEYldFbYiIWRVxqYZs14ksnUgWEXUZwfaIcgboKu5ohfyAjzbpozVjJNrCzl9SpLm2H6nlU9g1iuXG0yetInY+y6Q7CMBMuIQsJZkx1BmjzPDthCfIBJrhiez+zBPLM91NnOJzvSQVLYuX045pueGGG7jtttu6gi4lSeJP//RPufzyy/nkJz85pwamLAw2b97Md77znZ6KlpQnUmwFlE2ZUuv0slMCQeBQXmN/waCpSJjNGGMSfGT6XJs+N8Cb5efj4WyB+wr9lGSbbeUKZhBhuW23x96cxV1D/USShCeLOIrEEVmjr2ZTbLQDU1uGQi1vtDsjA5WBDJEsIo/b6E0Xx9JQ3ABBUhHdAMENcdZYeDkDfaSGSIyT13EGs0hNl8Ijh1GrNqHjI3ohQhxhZ3TEKMJTZSJRQEDAMxUCUyE0FEpH6yzZ165cOzmUpTqQQWv45A/VsHMaoa6g1BzEMCbUZKJIwddl/FKWWIzRmg5izSaWReJYQIxilIk60lTH5lBXcEoWoSqjVGzkpkegy3iWhtp0UbwFUWFnXmNZVlrsdJFy2qIlCAK2b9/Opk2butZv376dKEq/bGcrqqpiGAbVajX1I88jllZdjuS1UxItviiwvZhhZ9HCFwWKjZDzjlZpCCqPGEUEIWaZ12IgmN3d9JiVY1TVUAKfltKeUVjearJPswDY0Z/ncKkd9CqHJnv6s7RkmcGJBlv3TuAK4CkSRsvDC2Nco+0asrMKnqVgFzVqgxliL6C4r4I52aKhSxBGxAIIYYRWbhEJ4JsKUsMhVOW2yGh4WKN1iNpB2REiVtVGdgNEQcCzNMQgQFElXKttu2spBKpIKAlEMpT2VGgVDBpDFmLDQyu3CCyVQA0IVvYT9meJXA/dC9BHKrh+iUhTsD0BzRJh6sY/tDTkIMI8UiW7fxLZ8XGWFWkOZrFG6xjHGnPwyZ/dpDMti5fTFi1/8Ad/wDve8Q4ef/xxLr30UgB+85vf8Hd/93f8wR/8wZwbmLJw2LZtGw8++CDPfe5ze21KyhSDdY/HlphwdPbnPUngUEHjcJ9GJEDYktnfKFFDJRsFaIqIQMwOJUdV1tgqTLLOq8+6r3sKfezL5Mj4HoEgsCuX5fFMhoO6yYZyHTGMydse+YZLKIrYmoofx/iKTFNXaMngmCq5qo0jCXimihRF6E5A0AqJHIFwiUhk6dhFHd+QCSQByQ3RJhpoU7VczNEGxmQLVxXwiyahoZCbdMnvLSMGIbqmIoYR0YSIGEY0hrNIYYBe85DjGDGIaRQMqoMWVtkhU3EIVAnPVAklAVdT0CQB2fGRHZ9mXmjHqrgBYtCu8SI6HlLDIcgYVKqQG5CpTV1DpaaLdriCEETEskigK8QxCMRPbOCZ8pRIRcvi5bRFy6c+9SmWLFnCpz/9aY4ebf8SDg8P8973vpc/+7M/m3MDUxYOa9as4fbbb+fKK6/sSVn/rpiWmYdPxLF0dXxWuwfGWuJBIv4jWXG2O3IFnEYnADV50ZHD7n0nbZKC2QMKpJN8I+NE5+T4RG14Z6CJEUocE6oxWti+KHqSwIGCzsFiO2i6rxawdNRjmW+zW8nyQFakLMv4scBIqBGqIjVFZULUOECGaigz7De7UqEB+gIXM/QZ8GyOCSbHDB1bVqhJKiCwutpg88EyUhRzuM9isNJEqblIUQxBhDnVqdq0fSI/RhKctriQRKSGh6/JtKo2tYJOmNMhA5ITYDY91LKLiIizZoDcWIPisTr1nM6EbhBlLCTVYeBoHRARNRG9FaK1XKpFA1QJnKAdGCKJmLZHs6RTH8pgBSGrDlWxTQUhCNk3XMRdkkH0Qqyj7YtiQ5aI6z5qUCMUQXMFNDSCTBYpm6Hp+AwNx1TrMnLTQ3V8DNdpV/ctGiDY5KsuRhCjNr0TVroF0BIhLsnQFT25fuapkYzHSnxkM9Oau87PxHrpJN/l+RrTout62n9okXLaokUURd73vvfxvve9j1qtHdGWBuCmQPvcWLJkCUePHmXp0qW9NidliuGay6G8hhjDvqJBJMDKssMV+ypoYcxOPcdBM4cSxWhxREVUmRQNwsgjF3m4oYQkh5zjTbLZrVATFcqiijWju9FKp8lkU6OiyDiSjCOJmF7AoN1AC2HM1FECD1uTiYF1o1W8VkQ1ZxBIIqbrorltN5bnt6+ujqmgt3wEN6BeMLBzGr6hIvkR2aMNciPtGRwxjKgOZoin6pW0cjoTKwrt4NggItQkKgMZ6v06saFQKLdYcqiG3vKJaw4NSyXQZIyWhxhE1EoGnqbgGMq0TRVTQQwiZDdEDEKafWZ732qMZHuILY/I91DKbTGjTDRAVSgrCis2W9QoYO2fxDxSAUCdKjDXjmOJUZwpF570NAsJpaS90BYxT6tcYCpWUmZy/vnnc88996SiZR4QCrC9aPFIKUPDkNAnRZ51pMIGux0zcfx3XYtCxChEiyP2KxkakkooQD5qp+A+oJY4qOQIaTAs2niqTC7yWUv39Ptqu8kRzaCuZCl4HhVZJpBlltWaVDWNUdMg0HS0MKS/3r4LlsOIfM3Gsv2udjeeJjM+lCXQJFTbp6VJuJqC6EdIbgAxWOUWubGp2Y6SiSCCUXbIlG1GVxaoD1hYlRb5kTpBVqNZ0KkOZhGFGNULqRd0FC+kmtMYG8qSn2yxaqSBbSoYrQAxbDB8tH1jVs3pjPWZiH5EcayB74Y4RQPCmJAAoghEEakRTKcuq9UWWDq1zcOI5gR+RsfPtgN5A6ETeCs7AYhpNemUlFPhlETLhRdeyM9//nOKxeIp7fTKK6/km9/8ZtqP5izkeFn/XpTQNj7z1ell5z1vOeE4IekSmnFTKyXm30W9M5MQ1k6cHyo7nXGe19nettWucYrSCYZNupGSqdCC0D17IZ2gAaOkdY87vr8JUeWxfJ5aRqCmKIz4FsdaGQpak8fjAoYZI4kxg6FDMfQoSyqP6xlaqswkKpoYsskvs0qUWBU02GtkGVNMZAKassI+Lcs2b5KmKtM0RIqRR1lU2aXkKGNSCj3G/QDFiwgNnRFF5kDGRETAFyFXc1lSaaF7IeOmgUtAsWIzqSooAdOzGvWCQaOko9c9fF2mOpRFCkIGRhuMDWbwLY3WkMWSqoNjKmTDCKtsY9o+WhThBiGh59Nfc7AkqFsKvimTc3yKTYehiRaCLGBnTVr9Bm5WR7Vd9IzE2KBFLgpZuredQTS+ukAkCqiiQM7xsVoelRDsjIocRASChNoKEMMAmjFyouJuFIuoLZ/YjTCbDqKuIWQsEEWiogGiiOa1sBJ5ysmGh4bcPWPQ3RiRU+JELpyZkxHKE/xKT9x+ZszNfI/BSTvQLz5O6apy//3388ADD1AqlU5pp/fffz+um7ZZP1vZtGkTO3fuTNs8PEPEwC7T4v58gbKmIDsi28pVGljcnxlGEwKWOTW2hJPYgszDRomt9iQAv7SWsE/Jsi6sArBLzdMSZZYFTWqCTEXUGIhbXOSNoxCRd32I4QG1jzAQ2ODX+LkxzCNaCT2GjXYVPQqYkC0mNJ2yodOUZPKujx5EHC+DY7o+kShQMVWalorqR+RpTosWQYiRgohM00UMIlqGitVwAIFQEYmIUZ0Qx1Ro5A0yVZtc2aaV0xgfymI0XVY9PoHeas96NKKISBaxmi5rD1fJN1wcVUb1Q2xTopbVqZgqO1YWGS9mULyAQsXG1mQOLc0j+gHFsRaKH2LYPjVZAkEgUNvZS2IYYU608KJucauVW0hegFOQyGs+jYZApEmIdohetlGbbVFWz+uIQdvGrO2jumkDxaeLpml4noemaU8+OGXBcMq3wldddVVX75STkSrbs5utW7fyH//xH6loOcNUZJn7MgUO6gaaE1N2TNyWzDKnQcH1mTA1pDhi2GtxkV1hwlA45uepxyKuIPFLawm/MQYJBbjYH2ODX+NH5nIeVYsclC36I5cVfoNzw7bAycU+pcDjXrUPW2jPKI1IBvvUHFVRZSBoYAYBWTnAiDxacp4A0OIYyw1wZIFyVqec01k6XmfT4Qo1A2xTRfECjFanImy24qB4IXrLxzEVRGJGluZxDJlAU9BaHlIUEUoCRDGOIdPIFvFMmVZWpzQKudH6dEyM5oZ4ioQYxgSSSDWjMZE3yLQ8DC9EDmLqGR1HVZDiCDkMiYG+qs1oycLVZGxDQURA9UOisB1vkynb6LW2+Ah0GcfQkZsesuMT6AqBpSA3PRpjOsUhj6YnE5gqke9iTbQAqA5n8YdzCEFILEsw3qRvZPYMrZRT53j/oVS0LC5OSbTs3bv3tHe8fPny094mZXFgGAaSJFGv18lmsz2xQZgxdR4HSTdLYtzM8qGJOXfRTMQZJHR45HbfTYtdDRMTGT4zNL6TKHNvCJ0LdNIlNNNuMeEeEkRwBJEdWoZdagYrDLCcmL6awEBosxaHGFgbNBhRDcY1g6YkU1FVqnWN0YxM0xXJRBEjis4RMUOAQCHwyUQBUSywJLDZH2cgBjMKuNIfIWv43CIPAzErlCaCILAibjCq6uwU8+RiDyGOcSSJR6wCBiFhKCKHkHd9ihWbuqYgCDEu7RopVVlhTFKQHJ+MHZCr2rghVLM6estHcQLUGMYHLCp9JhODGZysRigISH6EKsSMLcszsSyHPBWI65oquXKLbMMlsGTKy3M4pkrfRJNsHJLzA+QopCiGjBVMJgZzTEQhoigi0671Ylsymh+xptoko8QMOAHZQ2OM5kwCO6Sc0ynrFs0AgqyGaPv0H3DxdZnykhyhJmGMNrCCFs2cSVA0UCUb6aDH8LBDNCERSSJ5P0SdckVGikhTAiGGWAJLFshNnYczT88kJ7qF9GeUyzqRe+gJjRUTj0942znjifnsHTqe9nyqHoKUhcEpiZZVq1adaTtSFhnnnXceDz30EJdffnmvTVnwhMA+zeIxI0uIwCa3zisnj6HEMZOCxk5RoCYo5GKfwchhl5zjqGhgTwXshIhUJZWaKLNfz7CtWWajVyPnhmyxKwDUVYVfmsNoxFzijTEqmXiiyDfNNRQllyIeG6Mq68IGriBxSDD5gb6SsqSzzG8wFNo8YA7QkGWWui0qgoIWhqyrNqlGIlVZx3A9VFEkjkJy9bbAamTbwbBU2zMX9byBr7azi5oZhcmhLPWiSSjHCH6EQtvF5Jo6LVFAJkJ1AlTbx5dElCDCdH0mBrLYRDi6QijApiMVBiabeKpMKIlkbRfZDxnN6VQy7cwq4hhPkfHFmFFLJ9fwqPshgzWbUtPlccPkkKXiaArmaIPsZAsxivB1GddUiTQJ2QkQw4hmyUQMo2kXEE6AocSY1akg3USsSrbikAkjAlHAtjT0tAfRnJDWalmcPLORkilnDevWrePOO+/ksssuS92FT4EYGFU1tmczlGWF1W6LFzbGyEzFTERTNVtKsUsen/ulfmJgZdhgn5ZlTNQpRh5LWiNscqv0hS6PO0MoaoDVCFjtN1jmtyvb7tRz3K320RJktDhkv2zhCDJeLHJQyaKLIZcGoyyPbNZGbbdFVVboD108QcCWZMJIYNBtscQFKwo4qJnEIviSQByLZG2PvO3hGQJyEJGdcgUFokCjZGEbMlrNR7d9IGZiSQ7XkJDdANV2EWKB0lgdIYw5tryAZ4hIQUi+4lAoNxAjOLo8z6GVRbIVh75yE9+QaZoWoSTQmmyybKxBw1DwVYFdwwWauoyjyviS1BYYUYjp+MhRhOkH+JKAHEbYqkxdVwhDgUzDJdP0yBypEckijbyBb6poLQ/G2oXjPFOlMZhBdgKyR2vTqcyhJDK6Jkdm0sZouniaPO2+ypftds0YUWj3O0p52qSiZXGSipaUM0Kva7bEM6bIk66aOBHjKBinL6ie0IxRjGddFmf4h8TEZLosdwxUzI67ydFEHjGz7NdMBn2XC8IqA743tVFiX4njDNPCEQTukIdYGTS41B5jbdQOrDXciP7AYaeWJ2eHZLJ1cl7AWGxgBW0bRA8yTkARj7uMPu5TB4iJWek1GAxa5EWP88IJNCHgMaXAA0KBX8jLyLg+WhBSlxQGfZutE3XUKOLhTB5JiCGOaAkyYRyzdLJOKIoYkYjZdGkoEmgKeBFBBipZHU2RyZRtsuV2ef2WpWC5Pv072zE1ih/QzGhofgiCgNVwWLV3kv6RBvWsxuMbBvAyKp4ms+xolbztU80bCHEMmkQpCig1A/YUChzpy9BUZXQnQA1CdC8k6/ssqbcIBYHD+QyhJLK82sKRRcaLFpNIhLKIFETEukwsiVi2j+qHqFEMDZcojvH8EDGMCDIKZtEgV7bxNJmGqCJuMBH2i/Qf9pksaHg5A9H2aAGRIlHyfAZ9H33KkzjThZNscpg8u07VTZN0AWmnmGUdnWTnJ3uu11iWxejoaK/NSJljUtGScsZIa7acGiGwzzDZnskiCTHntOpc3KggApL15FeFEi4HxCz7hRxVReO59ghXu0f4jTrAfdoABdklQmSN22Qs154ZGZN1LFpUJJXdepamrDAuqoyqBkbkocYRA5FDKXJZrrbYFNdwkbldHuLr8lomMNDMdiyMFsdU3Ukua1V4IFtgVDORohBFELFlkVAUaPkKmh+hOz5W08c1FIQoajcTtH2UGIQgItAkIknAbHjU+kwCVcJsuviqTGXAQmv6DB6sIkYxRstDc3zGBrNUCzpiFEMAastttwxoOiw/XKVpaehBiK3KTGR1QlFA8wM8SUaOIROEyEGI5QasmWjw8JICTV1B8QMcRSLj+hDF2KaCJwkIhogdgdUKyNbsWTN9VMdHdYLp7CXHVAgaMiWphR8KVLNaOzA4CKlbKi1LQw4jlh6roXtp5tBckM60LE5S0ZJyxuhlzZaFQFlVeKyQYcJSWG23eNHEGBnpxPVgTsalwQiHRJNC6OAhMilqHBVMdss51kdVCrGHEkUU7Zh+nOmmh3v0DPdZJY5pBlVJQQLOcycpRi6ZOMSIQ5bELZbE7UyXMBbwkAgQkCMBM/IZDGw2+tVpW/QwpN/2aIYRShBRFWRkP2LSUnF8gVzNJVtzKBcMysV2ZofZ9BCiiHpWJ45i7KxGIAloUxlCzYxCIIkUWh7ZikO9YADgGCqVfpNmRiVbt+mfbNA33iKSJUJJZHCiSTmIsFyf8azOnuE8RhixfqTGWNZDCSIUEXxRxFUkRrMGhhegewE526dpqOh+iOmFeDkRw/XJNT2kSQc5ijFaPjM/McdU8EwVq9IRNHrLRz4Qo6+P2Z0vEhsS9YxOOauTbXmUqi2kMGaiYGDEEYVGWjLi6XI8eyhlcZFeSVLOKGnNlm58UWBv0eBgn0bGD9hSafC8ht1JyniKhVHPjytUwmOMCjojssFoaHBEMtmhFdihZOmfKiRnyC6bB8u89sBRLBwaosxeLcuIpiPGsMatsiJqcVS20IMmW/wyW5UypdhlUtAYiGw2hWX2SlnUMGIwdFgTttCm/HGr7SaZMOBAxaSuKdiSxKQvMpYzaRoaISGKH6L6IZ7W/vmxKg75isPYoEWroOPpcruRoCwR6DLlfotAUzAaDprtMz6UpVE0EIOQ/skmhfEWVrV9kTfCdh2VUBYxXZ+WoYAoEogiAqD4EUYQIEUxph/hSwKW5zNYtxnNGgSigC/L5B2PvoZDX80m6/o4ioQcRQixwEDFRpyw22nQpgJB3DXbIoYxRHH7/xSqGyCOgXShSKOhkrU96pZCvaAjxDFLR0Mm8gaOpWJEqWiZC1RVxfO8XpuRMsfMmWj5/d//fQ4ePMgvfvGLudplyiKgVzVb9E99peux/b+v6zw4xTjH2EsExiRjYmbEywTe7Ds83lAwBkYtld2DBi1ZYn21ySvGyyhTMS9KovKuZHTvQ0hkmXQdd0YwwTAt1sUVQvJsl/PcqgyhxBHjkgoSuKLMpKQRY7HCqPG3A9t4njrCQOBgRgFx27OCL0jslyzMMCQTRWSDgGLgESNwTDI5hsm5QZXL/VEmPJ2yqFEXFPZLGRw54IF8kX2GxVK7QdYNaGVUmrGAH4HS9Cgca6KX2yX8i0frGFFEtuygugGxHyIFEXrDa8+eDGUIZR2x1Y47MeougSjgqiJKw0G1Q8IIslMzGrWiQT1vgB2QG2uhKAJ61K6wrwQ+Cj6rnBDBEBnNmzQlkYau0DQUsi2f9SNVHhouEogC/TWbgaZD2dJRo4ihhsPGqQJ8Rc/Hl8HOKLg5AxPIVUJcTaaa03EyKoooYtkeJa/z+ZVLBrHqo4oxw4GPOtlgryrR37KxCzqiJtHXdFjasKcbICpi9+ccJJpmBonzIbksz0ybT8SxJAvsziyAmzxWlDhOQnt1Lc/2eD6RJgAsTuZMtCxbtgxRTKPeU7qZDzVbeoUrCewqWRzI6wy0PC4cr5KfildQjLn9tS/hsgKbe4RB7lGHaKGg4qNEEUoUsM6r4asFKrJGFMNRTecXhWHeML6XV0we5D/7lnFYtZiUNUJB4mJ7hGc7owyFdjutWspxVDAJgULs8jz/GHZD5j69jxYyESJ7rQz3FkqMGAZNR+IFe9td4I+3KFJCFUcUqBXatVhUP0CpedOzFIXxJoXx9uCxZTlcS0P2p5wvUzMXessnP95Eb/o4loJTMFG8ENVtx48ItF0xniZTzqmYdrtOjDFVWd/wAoRAoqUqTFoasSSQafoM1Vvt2RhBQA0i1kw2aCgK+wZzjGVVVk+06Ku0XWoNXcERJDxFQgraRetcTaZlKIz3WziqjO76hJLAsYFM+7XV2tsGjsiQ236NKycalBoudV2hqcj0VVpkbB/de2ouwpSUs4E5Ey0f//jH52pXKYuMs6lmSwyMmSqP9Vm4ksT6ySYv3T2OCKjamQ2wXBK3EImQoghBDMkGHn2hS3/kscaroQLHQp0ImdViDT9qX8mfVx9lCJuf5ZZiCxJZyeNKZ4TNU3Eqt0qDfE9dRRMFK/ZZF9UZFXWOahYRIkvDFr4oknUjLqpMsivIkG22p+WH6y28loTuhewbznGs38TOqOQqDogCchjPGsiq2R6SFyAEEfWCjiSKKF5AcbzZbjA4hSzYiGFErWigt3xyU7M4E0NZWkMWuaqD1fJQAx8jEeAqRREZ26PUcNgyUaOv6dJSZVZNNBCIGWg4WLJP1VCpmCo7lygsD0HzQ0aKFlVBRAsiFC8gMFWqtD/7XNVpF40TRZqmip1tx+yofkhf3SE4IqDQoqFbaH6I7occ7M/iyG33VdNQ8VWJXMsj4/goQVqz5ekgCELaf2iRkca0pJxx5nXNlpnz2wm3S2x37njDRqJ5ot39GkQpxhMFduYy7DIz9NkeF4zUGZLad9dY7X/JJof6QCJNWj7B/D1AopJvnHDPPyGlO4AiLpviKrvFCoofohAReQLDkcNyv0km8nG1AfZJOdabk1TrEjU0fpxdxga7xhsa+xlXdFZJNYqhh00773avk2W/bBEhMBxENHyJB8MSXqww4NloQUxDUVCDmBcdOcZQPs/tSh+HTJPByGbHijx1S0N3fQw3xGx5lKo2kSziNzvdnZMer+WPlwk0mXopg5fR0Kaq5IYxhFNuNdHxUR2fesmkPNQWUEsOVbFqDn4c4YQxjaKBvbzAqtEaS4/VaRkKUVZl/0COUBTINxx2FywqooQcxeSqbdEzpitkHZ/NByfYNZSnbrYFXsbxqfgBqq5iBAEZx6OS06kOWtimghqF5FsekSCgCwIl20HzQ/pCn3zsE45Ca6VAdlQg67cFyUgQ4OoaggKqEBPoEg1VR6vHCNVu0XIqTRJnnkLJ1GY94QKa6UaShcQ5mfCHOtHsriIAL/HchzZ8dHr5I7s++OSGPgPouo5t25im2WtTUuaI0xYtr33ta7n00kt5//vf37X+E5/4BHfffTff+ta35sy4lMVBr2u2nElGFZX7hgo0FZmN1QYv2TvGdFV/46SbnhEy+GhxiCOINAWVqq4iuLBUtNnsVtkr5dinZTHFgOX1MnVJ4eFckYfcPOvtBuc1yxTpDl7MRx75KMCIfVb6DZqSxqgossGpcUlzgqqkMCmruKLEI/k8+ywLPxKBmJqmcGA4Ty1nUJpssOzxMvmaM90YsepFs7wKUNwAs+rg6TJiGFEYaSFPBe9KMyrGak0PV1eo91lIUYxVc8iUHQw/4sDaPhp5nUnXo1B1qOUMIkOkYag4ikTTUBiPYxpGk1Kj87ons+0Pb7Bms2GkSl1X0FsBhhewfLyBoSpkbJ+GoeBqCg1LoWWoRKJIS1cxvIBQEukfrTFQawshRHBsCb8Qk3V9TC+gpcrtdGsvYKDhkbddxDAilEQyaWXcp83xtOdUtCweTlu0/Nd//Rcf/vCHn7D+ZS97GZ/+9KfnwqaURcgFF1zA3XffvShEiy8I7DAz7DQylAKf88dqlLz2BcaNezt5mSGgJciMizqrwhpF30EiRiBEiyMGAodLmmMsj222+g1+qwxQFhUmDYljuoUAnGOXAShLarueSxywym9QlRRqkkokgBtLjMk6B1WTY4rBATXD3oEsriSR8wMGRm0GG+2ZplK1hadICIBryLiORDWngwDCWAvVDfCmMnG0ZrvDsWMpKGFMpmyDKCJGEZ6h4nrtqrVJVDdAbfmIhbjdwGdqneKHFCZbuGa7m7MURuRqNrak48kiniKh+j7CVBCy5fhkE/s+vmx4bbHiRwK2KtPQFTLNqe7RpkoIZJoefVUbURYwvBDVj9CCcFp42KrM0Xy7k/SgWiPSZGxFYudggVAS6K85LC83ML2ArnjrOT9Dzi4sy6LVavXajJQ55LR/YRuNBqqqPmG9oijUarU5MSpl8TEwMEC5XO5ZzRZR6UxjdzUlnNkALlFyNNlkMbJjqqLMfUaekZLOpkaDVxwbQY5jnIaCP5WrLCSm2EWl+5KjFhJZQsVO80RB7czfxzOCMKOEiypudraPZ4SBhG77hawXarxMOMRByeRKd5SmL/OQ3sdKv8mDepHfGgNsaFXZMN5i14DFI26eUVkjEAWKvk9ZUrlVWgJAQ5I5qGVY3apTCHwez+WJhZg1dp2mpPCAYlHzNHwkdsgZGoqKFXisazoMTLYvwAAbHp9kYKzFREFnomhRzqkISMRCjCZL9B2t0ygYVAcssmNNSsfqaE2fHE0US6WVN1DdAKPpoTfbQbaupbZnWFSZRtHEqDiozYBsuYWf8DMVD1WJwwhRl2kgoNc9qgMWETFSEGHV2tk8riAzIcnovoDuBRjNkKYmM2qaWE47HiY2ZA73Z6jrKtmsh+EGtPI6kSGTcX3WTjZZ3WwxZumMZA2GXA/REtmzvIgvijiqgieJ9EdNwrzAfX2DTFgmK8s1NlVqWGEA0okzhKD7dE26gZJum5lZQVLinLTkzrI2IzNJlzoHS7rqzIQLyI+7d17zO1+m6ESdGXtIWmBu8XHaV49t27bxzW9+kw9+sNtn+Y1vfCOtxZFyUjZt2sT27dvZunVrr005ZWJgv2Dw21wWKY65wK5yWaV84i64PaYUu7zKPgDA/WqJu/V+SqFHXVQ4KFs0JJlHzTz3W0U2F0Z5sF7CUSRAoBlDTVJ4zCoAkJtqH2BFAc+tjxIKIg1ZYqXT5IBuUXB9ttYr3FPoa5fo9wL6HY+ljRZKIuhV9wKWjDfwFImRvIUcCBTKTYgFWqbCxHAWMTx+wezMlADtoNSx5nRaM0CzaNAq6ABMDGaoLMtTOFxlxaOjJEOmmjmdeslAb3jIXoivSu2GiJqC0fQR8BHiCM0NUIOIlqmybzhHtunRV3No6QqVfNtNZHgBDV3BVWRiAVxFxnQDhspN4qaEFgTTMzMjWYMDxXbWkCDAvlIONQhZXm3iyiJNR8UelhnRTCIBsq6PlVbBPSNYlkW5XO61GSlzyGmLlr/6q7/iNa95DY8//jgvetGLAPj5z3/Ov/3bv6XxLCknZevWrdx8880LQrR4CDwoZtkpWCyPHV6UaFbonWqhlx5zr9rHPfogQhiiAnoUsMaucVSxOKxbLEclVGOG7CZGGJELQoZ8h0gABBjwHawopN93Wek2uawxymNmgT16BkdSONetsNS1kaMIIwqRgphxU+ehUoHN5cnpmZbjKH6I7vqIQUT/aBPVCznYnyFQJdRWjFZ30VqdbVxLwTNUrKo97UJyLAXRjzArDmIQ4ZoqgSxi5zQqS7JkKjbKlLgpD1qUl+YoHqkxWLUp91kIcUxpsoXZdBnrzzDRn8GzPTYcLBOKAuWcga0raH44LUKsqf8Zx2dJuYkcRTS09kxZf92hmMjwGcvpTJgqUhSRczysIMSRxXaLgGqDEctgLKeQtVxKTQclihlsOuwttTOI9CCir+484b1LeWqYpsmhQ4d6bUbKHHLaouWVr3wlN998Mx//+Mf59re/jWEYnHfeefzsZz/j+c9//pmwMWWRoOs6hmFQLpcpFou9NmdWJpG5lzyTKGyN61wbHUUCgmjhRRdc5E3wmFhgn5yhJkkM+yHr7TqbWzUyYT9jksk6oUx/M+aq8lEassKIonPIsCgGHi3JoyHL7BKy5EKfAd9lRxwRiiL9vs3aVoNxVaMpKyhxhBKGjMo6u/JZGitEVpabDDZsaLXfu2LN4WhWp5HXqed0lh6u0ne0jmMp+KpEqKhECZ+HNhU3cvy/Yyk08wZ6xSY72WJ0eYHAkNHrDmIItQEL2Q+nRYvqBqh2MF3DhWJMpWTi+z7LjtXxZQlPkyCOsFWJ4YkmhhsQAxnbx/DbsSy2KjOeM5BUgbrRrmZrazKuIqP5IcVGR7SMZA1GMyYZP0AN292il1db5KZmU4aw0Q8GxFt8wsk645bBgYJFiIgrSWQ9H9ULU9EyR6TuocXHUwoueMUrXsErXvGKubYl5Szgggsu4P777+eFL3zhM3pc7ROdCrneX76180TcdkjsweA+chiEXESNJXhEbnR8SFeKceR3z7SEQeexlOjeLCndMQNStjNOMBNfPSmxv5mFxRJxNWGisrvf6rYhTtjg+yJlUUX2Yy73xggsiaos4yIyqRi8qHKE35s4yLezKxlfKyA4OkfEDGIUMSnqNCIJ0xeJbRi3dMpo5MOQNc0GehyjhzH9tscx30QJQ/KqT0uXsCMJ0Y9oqgr7ihlGLYONR8v0VWs4qoxjKAhAqMjtrCBBIBuEZKsh9axGoCuoUYwitmMqNDeYzjISBTBbPqEqE2kSoa4QmjJIIla5heoEqE6I1vTaMS+milp2GKh5iGFEVZMJ/Zi6qWILKkbZZWjPJMaETatkMJI3KWsK6w5VyNfbb/Txj3ksozPWZyEq4KkqE56HLArkWh79vkdWjhizdPYVM8hSzIZGjX7HY2VkU8uo2JZGvhlSaITIikBTVXFUKAYeE5JBLIoMNBwyU0Il0kRiX8TyA7wZJQL8xCnlJ2JNkuEpyoyJQD3x2ErErZhy97l2zV0fY7GRipbFx1MSLZVKhW9/+9vs2bOH97znPZRKJX77298yNDTEsmXL5trGlEXEypUrueWWW4iiqOcVlH0EHiHLY1iswuHljGEuknyNUdlgj5JjHzmaikJTUAhEkVE5QJuaNbpksswDy3VWl+t4goQSRshhDJaFFYYcNkyOGQZ9tkNDkqnJCitaLawgoCnLHDUNcp6HFEY0VAU7lijaHquqLY6oKnVL40CfxWGtHX/SMhXEuodZtxHDGFeTEY53QTbahdhUJyAzVT12JqoboHgB9byB64UUR5qIXoQYRsSKhNF0UZyARsmkVdAxKw6ZyRaV4SzNoQxCEJKp2mhRhN50cUwF3faw0alkdYScQdbxp0XLcY7rgULDQ4pdQkGgkdOoWCq3rx0kE4cczJk0dY3ljQYvOjhCwfWoaCqhKCLEEUoU0VBkfjPUx558li3yCIU4YH25RkOWWVVuMNhyeLyYZUcpz6Spcc5oBcVNq+M+HWRZJgzT93Axcdqi5cEHH+Tqq68mn8+zb98+/vt//++USiW++93vcuDAAb785S+fCTtTFgmCILBu3Toef/xxNmzY0BMbmkjcK+Y4LOhso8EbOPZU+xTOWwaDdm0QB4kjgUEGFymGJa6DK4pUZJUJQaN/MsAwPJZOtC/NviRSUxXMMGBSUbFFiVAUqKgqmTBgWb1Fzvc5bBiM6Qa2LLG7kOOoaSIFISXHZfN4FVPWONCfxZFlaoMWkhcgAaoSgiBQ7TMxWz6FKdEiCDHHOzV5mkzLVNCn0p+T6C2fCKZTo42qg6fJVAYyVPtMYj9Ca3kEmoSTVQlUiUCREGIw6z59Iw3yboBjKjTyBkQxnqag+AFi1G52OFkwkMIIQRaRpwKE8zWHbBzSX3ewVYndWZWDpRwtXUYNIzxJxBcF9ucy/GyFwNpagwlDx5VEhhyHoZZDRVMZsUxsRSawZfqlBodjhWNZE8MLGGw5xEBDk6gY7UDe9SPVNEg3JSXBaYuWP/3TP+Vtb3sbn/jEJ7p6ybz85S/nTW9605wal7I4Of/88/nxj3/8jIuW0dFR7rzzTlpyPxdFVZ4blxFn5oeeoDFi5Ceqggbd2ySbywmJKXtB7nYPJSvaduWl+rOnWQME9c5jv9GRVq7d/dWNEscNAgmTmNW00COIfYGm1K7WekDOcLs5SFVSmBB1BuMWawfLbD7Wnl1QmyFLfIei69Inu+itmLzjokURzUjiIbVA0fU4LBgcVA0Gmzb5mkMDkXzdY3mlgdryGfRDzKZPU5c5aBhkbI9AFnEQaFgqYgyS0KnKWqw56H6I3vKplUwagxZUHCTbw2j5hFHcnhlp+RiVtlBx+kzEhofuBqAINAYz2KZCdtLGU2WcrIbkh2THmxQPV6djY5pZlVAQcAWBSBGRnYClNQfL9pEFGCtaeEo7KFbxAnxVxpVFRCFEFGAkp3OsYBFIAnIQoYUBeSdkUtdo6go7+/KIUvvHtSWJLPNiCoLPIcNg0LVZ6TRZHzcwcz6tUGbSUhl0FfKVkKWRw6NxyP6MgaNJ5AOfJWOV5IkzvfSHD36IlJSzjdMWLXfffTef//znn7B+2bJlHDt2bE6MSlncZDIZoiii2WxiWdYZPVYcxzz++OPcc889ZDIZLr/8cnL3fPuMHnM+UQg8LmpOMqZo3GeV2JnJY4sCgSARRtDyJfqztfYdviJTVjWO6hq/Hurn3MkKl46NE06JsoMZk2NdlUVjDD9kS7NG3g3IVx0Gmm3Xju+3U6AHamBg0zQUfEWiOpAlVCWKEy3yU26gelajWjTJTbbQ3ABfkXB0mTCv0yjoFMeayFNuIU+VEPV2+nIjpyNkNUpH62QnbRxLpaUpVIZyCHGE4IcYNQerbGNNxQrVSwbe1AyLb8g4ukLWCyiOOxgtn/KARdOQEGMBpeVRrNqU8wa+rOKKAnsGs4zlTDxFxPJ8AkEkVCWIQvQoxg9ChDhGCSNWtlqIAixttbi3r0RVUcj6PlvKNYZ8h4ObZPqPuCzRWgw6Uw0VRRFXkWnKMras8NBAgcFme6Ym5akhiiJhGCJJi20+9ezktEWLpmmzFpHbuXMnAwMDc2JUyuLnvPPO44EHHjhjTRSDIODBBx/k4YcfZvXq1VxzzTXTpby9J9l2MVGRVcYUjQHfZYlv0+861CSZSVWg5AWsbjaxLYXvr19CqRYiEXPbYD/HrAzjqkbBD8g5Hlk/oOB61CWZlixR8Hw2j9fIux5VTQURGppCKApkXR/8zjRV01Co5gwM28NousRo6G6IbSjIUUy1aDIxkCGOIVt3UYIAyY/wVYkoikFou4UAPEVmfEmWQBbbHaBVCddqz65wEMb6LYQoxrUU3IwGkzaKE+AZCq6lIAYxmWq7yWJbIIlkwgij5WObCvW8TiDLGI5PsWqTr7toXkglpzO5IsuxfAY5jFhSt4lEAVcSgQglCPGkiJVNB1eWaU3VvtlSqXDUMDiUsVC9gI0tGyUKOaZY2JrP0laLUBCnRUnB9VhRb1JVZJqyQkuVOZIxU9HyNDBNk1arddZ1mV+snLZoueaaa/joRz/KTTfdBLRjFA4cOMD73/9+Xvva1865gSmLkw0bNnDXXXfNeRNFx3G455572LNnD9u2beNNb3rT6VXgTZqSKAsqJNw5YdgdQJx0zYiJ1zIzw0cd7CwnK+8mjxOMd8cveLXOPupVvTNuhg1ekKiqm3BXHVAzHJIsbL/JYN1jq1/lsGbQkFU8QcJD5FiYJ14Sc0TMsLlcoyXIuILAuK7xcCHPxskauheieyGuLrI/n2FVtUF/zWFC11CCiFLdpSpJjGWmGi75YbvcveOjxxFNInKeT6Hm0DQUmqbK0RUFzJaLGkTIxGTikIwiIDddxJpNLasjhhElz2/XyGmEVLMaRzN5fFWmb7RObrKF7gRokoCrioiSgBRGhGGErUgEmowIuBmFypIcsQCl0QbNvEWl30CzA/qPVKezlPrGm9QzKggitq5Qzeq4moTmhgSShBBHZBwXLY6o6DqFlsNAy2VC1zAdh02NGscMnbKmEYmwLLTJOT61loIviMhqjIdE/1//ATz4S9b90dXUD9VZPmixomQxnNf5HWD7sRqHyy38MObZa/pYP5RecJ8qx0v5p6JlcXDaouXTn/40r3vd6xgcHMS2bZ7//Odz7NgxLrvsMj72scWXMpdyZhBFkaVLl3Lo0CFWrFjxtPdXr9e58847GR0d5eKLL+aKK66Yfx2le0C/NxWrEkXsMTNMyBp6FLK6UeeYajJm6Cj1kL5sld2SyeP5DKoQo4Uhrixy1DBYLjdpKDIZP5iK+WnniVd1lUN5Cy0IWT9RQ4sFDD9EimJ2LMlRNzRWjNeJnJBYFAkkkZznonsBniLhKiKxqSH7IZEiUckZZJseoSRSmuq27KsywVRKeDWrsXdFAUeTUIIA2Q9pZHXEoD1rIgYRviLhGQqSF5A/WqMw2gDagbu+ItAsmoSyQLNgUCtZqK5Pv+2Rq7toboAy5bLyFYm6pTLeZ+KpKlbDJlQkmqqMEkeovk8cx3iyxKhm4EoSq2t1zq1UKXoeNVlh89SM9CHDRIrBJ+agYeHTYkCIKfb106iWIZaZaHg4U/nMW5fluWJ9Oms9V6Rpz4uL0xYt+Xyen/70p9x22208+OCDNBoNLrzwQq6++uozYV/KIuZZz3oWt91229MSLRMTE9x+++3Yts1znvMcXvziF8+hhQuffOCTD3weNzNMqDp7NJNAlFnZarC82WBS11nZaOEHEZ4i4EQSK2sNgixUDI2yqjBqGphBSMYPWNK0MYKQvOsRRAJjlo4ri1R1dVpo7C1lGc2buIrEYEWiaDs0TJWxgkHsR+QbLqbjk216xMT4skjFVPEFCGQBBJH+cgvdDZCimIapUjNVJgs6E30ZPEFAajocXVZAmNo+kkU8RUYJAnxkpChCr7s08zqVwQyFmoPshUh+hBDFqE0f1fAwG+50+rXmBrQMBcdQIY7wVRkxipH8dr+jWsYgUCWEpsu5I1WO5AzGMgZyFLCuUmNtrcl+y8JWZNbW6gzbNqN5nYdzBeqawpJWCy2MCCSROBbIFvsxwzov3LIJXRZxgojhvP4kn2jK6ZKKlsXFU+5cd+WVV3LllVfOpS0pZxmlUolms4nrumiadlrbHj58mDvvvBNZlrnssssYHBx88o3OYtQoIgR8UWRc0wkFWFttMOg4KHFMuWXQp9nkKxH9tsthy8TyffJegBEEKFHEzkIWLxRZ0rTJ+O2ux+snahzLtFOfm6pMXVNwFAnD8zG8EC0I0b2gXSK/YCF6bdESSCLh1AxKLaMT6ApeEBHIIZEIjirRyGjUDQUJaKkSniIhBQF62E6PjkVQWiGaF9DIG2i2h9IMcIsyoSgSqBLVJTlcU8FtGWgtD8X2cTMaesNj8HAN1fGJZKndYdoNMO127IwURlQBT5HQiGjqEkIUka/7POvgOOdWqgSiwKGsRSmIWNFoccQy2NOXpSWIBDGUPI+S67G1VqGuqKxs1VHjGDUM2TCUwYxXsP3Be3nuZZf26rQ4KzBNk5GRkV6bkTJHnJZoiaKIG2+8ke9+97vs27cPQRBYs2YNr3vd63jLW96STsennDbnnnsujzzyCBdeeOGTjo3jmD179nDXXXdRKBS46qqrKBQKp31M9aOdWkL+X7+t+8moO+V4epzTObeTMSztTYRZl5kxLnYSOdRW5zhxopNzaHdvY9c73aBdvxO30nC7RV6YOFYYJ5fbwqARK6h+zPqwTsYNsBUZJQopeQH9rkt8VKewusXyyYh9hQye3G4CaMXt5xuawkMDJYQowq1JbCrXEO2YbBBQC0PGMjqaH1JyPeQqDHkxoSQihRHlvIEWhEhhQCur4eQ1LCKyno/uhRRbLkeigHzLo9jw0PyQvO+zfVkBN6dRaNiIXkRDlcg0fGQvxGh5SFGMNt5C9cLpdOjJ4Rz1oSyyM1XKf6pvUCyJCO2YXnxDIRbAbHlYtk/WDzGmAn01EQIRLDekONFgwg8QgANDOdw4Ztlkk1WjddysxMGChaMp5K/awrYLlvLgwSo79ozjOAG1oa1seNEGti7L81JmJ45z3PlflRM8mzJXZDIZ9uzZ02szUuaIUxYtcRxzzTXX8MMf/pDzzz+fbdu2Eccxjz32GG9729v47ne/y80333wGTU1ZjGzZsoWbbrrppKIljmO2b9/Ovffey/Lly3nVq141nQmUcmooYYQV+qxouPD/b+/Ow6Mqz//xv8+ZmTP7kn0PCQQSICwmrCqbYXEHLS6AFqxLv632p71qKy7Vui+1tf201vZTEW1F0VJBP4oILoisQkzYEyAEEkL2dfb1+f0RMkkmCWSZmZOT3K/rmis5+z1PJjP3nGfT86iQc7DK5XAoFDC43VA7GVwKoFmQI9ruhNbrQZ1SiWNKFaoFJbIbm6Fye+GDD3a5Aue1akAOmBwumBwXZoN2uqB1eaB1edB8YVqBGoMaTXo14PXBrZCjyShA43TDYHXBqVTAYHUhvd4CuY/hTJIRTkGOpDoLKvRa+MBD43Ahqd4GTYsDVZFa8D4GhbW1Qa/K6YHlQjuQtoa0gsMDpdUJmcsHp1YJ8BzUZgc4hQxeOQ+3Rg650wMm49ASqYNTpYCs2uJPWtp6OgGtd6ccSjmimu1IP98ELeeF0eaCXZDDpmsd7dbgcGJ0rB4GtYArx8QgRi+gvNGGsQnGS1b1cBwHjuMGxejQQxlVDw0tvU5a3n77bezYsQNfffVVl3ljvv76ayxZsgT/+te/8OMf/7iHMxDSlUKhgMlkQk1NTZcqHp/Ph2PHjqGgoAAjR47ELbfc0udqJNLKLePhA49yjQ4VGjXAGJQ+HxqUShwzGNDCyyHzumGO9SGr0o7pNfUojDDhtF6Paq0G8XYHZtbUgfMyuHke9SoB5XodUpssGNVoBgDUKwX/9Wo0SugcbugcbpjcdnhkHBRuD5QODiqXt7WTVoebSnZBhga9GrUGNcxqobVdCRhGVTYjsdEKzu6BTalATaQWRqu7dUC5C5xKOVqMargVMsDrQ1xpE5Q2NxrjtHDplFA4feC8PjTE6WA3qBBVZUZEnR21iXpYDGqc1irBGJB8vrl1BFyfD3KvD1XRWpyPNcAt55FW2QJPixMuQQazSgEdAyKcTmTWN2NhdjwSjCpE6ZS4IiO6T3+X6Oho1NbWIi4ubgB/XXIxGo0Gdrtd7DBIkPQ6aXn//ffx2GOPdTvR3VVXXYXVq1dj3bp1lLSQPsvJyUFBQQEWLVoEoDVZOXz4MA4ePIgxY8bg9ttvh0KhuMRZ+skbMGpth+ohn7vD+g4TEgZ2ee7YxbgjPmDCRE7VYb8OXag5ZYeJFGWd50npeO6OVUJWd+d/XW9PVVRt53EDFrUMZoUCKo8PSXYrslpacCAyClVqDZrkMng8AkaZGnHOocFosxnZ55uwKTEZ5WoN5DIf7FoZ3D4eaq8XEDjYlTIwJWAxKHAw2gSvl0dGQwscchnO6PVIbLQhxmIHz7VWz+hd3tbuz3oBlRoltA4XNJwPtbE6+FQyMI7BrZDDKwPkPi88PA+1z4sIjxs2noNPKYNDI4dBKQNTy9FgUMHqQWtPphht64B0HgbB7oGhogkpFS1waFpnkDbHauHRKOGRy6DkOYxotkIjB8oUgFspAGoZPCYlMv9wE8bJeFw5OgblDTbsOlmHK0ZHIyVSg4KyRuhVcswa3dqzp7LZ4U9W+isxMRGVlZWUtIQQx3FgrPtqXyI9vU5aDh06hFdeeaXH7ddccw3+53/+JyhBkeElISEBX375JVwuF44cOYIjR45g7NixfR9jhfTIzfOwCAI8HIcMSwtGWK1w8zxSrFY4eB4OToVmuwB1hBsnNSZ4AExs9iLK5YRDJsN5jQbntBoIXgal14dEmw0y+FBi0OOUUYdGtRJamwcKrw92uQxuGY8GTeudl0aFAI3dBa3NhdpILcqj1XAIChhsTmhdHjgEBWoNKnjlPBjPATyPlAYLBC9DSoPF/xyUbi94H1AVqYFZI7QO5e9tbbfiZQzMy9AYqYFHkMEt8Egsa4LK5m4dmE4pR32kGzJBBrtKjvJEA8DxSK0wAzIOOrsLZxOMQJUZmfF6JBhVSDCqkBKpaa/mSY3olKQMJFlpk5iYiD179mDy5MkDPhchw0GvPxEaGhou+m0gLi4OjY2NQQmKDC8ejwcqlQpvvvkmZsyYgRUrVtCQ20EW4XJhVEsL5BxDis2GBkFAhUYLjvnglMlhl8mQYLOB6Xj4VBwqfRqY5QqYFQLkXh9ccg5umQxWHvAoZZB7fRBcHpzT66H1uGF0OKFzemBWtt4RM9hccClkqNar4HP5oHW6oXW60WRUQuNwg6F1ckLeyxDXaIXW4QJ8PjToNfDwHLwyHrGNFnhkPGyCHHZv690jhceDepMOFq0Xkc02gPGwa5RgMsAlyOFRyeFRyNAcoQYPDlFVZuib7PDJOKgdXoBzg/GAVaOEqcWOmHor9G4P6o1q8AAy4/W4Jjuh28QkGElKIJPJhKampqCfl3TFGKPOIkNAr5MWr9d70W+9MpkMHg/NRkp6z+12Iz8/HydOnMC4cePg8Xh61YsomBS/e6fTsuPhO/2/+5ztb3BOR3sSFTgaLce133oWlO3/AwqNr9N+sih1+zHK9v8ln7l9YgEu4F+s47k73uH2BlQBuX0Xb8ipdXmQ5WqB6kL1EwcGGd86R06FVg2BEyDnGFocaoyUNULvAJoVSsi8DiQ5bDgDHaoVKjQJrQkCJwdirW54HDYk2hyY2NiAOq8Sp41anI3QI6beAqPDjVq9Cm6OwcW1xse7GBRODzQ+BpmPQ61WiUaNgNQaM0a7fSiWyVqH87e5YJfLcD5Cg/hGG3yMoTZCg0ibC26vBXaVAj7wkAHgvB7oml2wq+RwcxzAAQq3F1PumooxsTpolXKYHR7olHJE6Vrv/hjUArLi9f5EpN7iDEp1T19RY9zwUKvVcDgcUKvVl96ZDGp96j20atWqHhtCOp3OoAVFhjaPx4P8/HwUFxcjJycHd9xxB3iex/nz59HQ0IDIyEixQxw29B4PLmtshNrrg1UmQ61LhRRjE2bXm1FoiIBNJkeC3QY5YzgRY0CDoEC8ww6924VqlYAxLWZMvHCHtY5TolGtRKNKgFYQML6qFhqXBy0uQHuh67HW5kKLVoBHJodDwaEqUgM5AxRehsRmGyKsThhsToyuaca5CB0sSgWcchmECzNhCx4v4s1WmLUC3IIcLr51MDqtzQ2Zj8Gm8UDfYIPO6sRlKSaca7Cj0eZGZrwes0bH9JiQROmUYU1WOqLGuKGn1WphsVgoaRkCep20rFy58pL7UCNccjFerxcFBQU4duwYJk+e7E9W2uTk5CA/P59GtQ2DBqWACnXrDNtNCgHVajV0ThcmNDVDofOhwGSC1tV61yjS7YJNJodVJoebl8PFydCgVKFOoYLO60GjVQmrXI4yQQeV24vRDS2IbLLBrFQg1mKH3tzeuDipzgK3nIc3EqgzaOGR8xCcHuhsrXebUmrNiDY7oPF4oPJ4oHO6ofJ4EGl2QOn2wKGQwaxWQm91gbO60BKtR4updY6iuBoz9A02KF0eGJocuDo7AUVVZgAMWfEG0ZKSS6HGuKHX1u2ZJvWVvl4nLWvXrg1lHGQI83q9OHjwII4cOYKJEyd2SVbaJCUlYfv27aJOI++xtNfBOM3t/x4eT8/VQ0pF+4eyWt/e5UgR3/nfi4vUtv+uae8ezMPc/rui8x1LXtYej1zWXt3Eu9F5v45j2nWoRlLwnauoLAoFGpQClF4fUuxWRDmdOKXToVZQwgfgMnMjzjhUaIxTQtXIgXEcbDIZTG43Mi3NOKfSIsLtgsznQaTVDrXTizMaLQxOFwS3B1ow6KxulOs0qNMxpNWZIUd7+cgdHiSfb4HG4oI62o2aSB2MFifcPqBZKcDUbAdv98DGcdA2OhFv90HrcIM5vdDZvHDrlLj2bz+CQsah0eqG81QtBIsb4xMNWHVFOgDgZLUFo+N0F7ogD85EpaOEhATs3buXGuOGkE6ng8ViufSOZNCjrhkkZNq6LhcWFiI7O/uSDWw5jkNmZiaKioowfvz4MEY6fDQoBZSrtUixW5FubX0TH9fcDB6Awe3G9qhYHFPpMU1VCYtZhTNqLZycCWk2KyLdTkQ7XTArFGAAohwOmFwuWBQKOOQ8EpttcMt4nNNrUWlSw83zcHGAVqZAs04Ft4yHocWB+HorIlsccCjlELwMGpsLUc12cHLeX41kF+T+WaIB4FyUzj+sS4PVjeoWBxwuL4xqJTJidZiWHtVpMDcpzeETERFBjXFDTKvVoq6uTuwwSBBQ0kKCjjGGo0eP4ocffkBWVhZWrFjR667LEyZMwKZNmyhpCZFIp6vTTwBIcthh8rlxVq3FEYMJjTIlfHLAJpPDycthlitQquWh8nnhZQDHgAi3C0kOFzQeD8r0OpzXqpHqsUDt8ULGfK1z96hVOBNrhKDRwK5WwMcDkSo5lG4v7Eo5bBoBcpcHaqcHSpcXBlv7XSaLSoHGCyPTOhUynE0wQuH1IbHajJwRJrTY3QA4GNTyLlU/g7UaqCfUGDf0dDodzpw5I3YYJAgoaSFB0zbc/v79+zFmzBgsW7asz4PCqVQqaDQa1NfXIyoqKkSRDl8GjxsGj7vL+npBicPGCBhdTjh5Hi1OJRLlVmTWN6NQG4k6QQknOFgUAly8DG6ZDJnMjESrHbVqFepUSlgVCpRG6GEWFNBbXfDwDnh4DiqPF5qm1rmCvIxDeZweCi+D0dw6FL9dLUBwe2Ewt/e8kvt84Hw+yH0+OCGDwuuDzuJElNmBKzKGXruE6Oho1NXV0cSfIULVQ0MHJS0kKM6cOYOdO3dixIgRuP322yEIwqUP6kFubi5++OEHURrkum3t33Rt1vbn4O7QpiVwBNyOXZHl6vYFXhfQpqVDOxYoOmwT2s8tM3SuPhPU7R/kOmX73RGnJ+Dc3o5do9vj8wTEyqG9jQsDhxZ5axsX3s1gsruQ7TXDZrOi2qhBhMGJyRV2nFG4cVanB+/1QvD6oHZ7kGizol4uoEkmYFxNM5qUAhqZHKdMWjQqBcRaXIi5MD6KvNGJqGY76o1qVMTq4VTKEVVvRWSVBTIekLm8EOxu/PbEk/7YjlQ0+9umJBhVonRHDqeEhAScP3+ekpYQUavVNJT/EEFJCxmQyspK7NixA5GRkbj55puDMpFhYmIivvnmG3g8HhoRN8Ta2rgkWm2Y2lDfOuicTo0zWh3kSh+O6ozINDejWqWCxu2G0scg+HxQeb2o06hQ4XIjp6YBOrcH5RFRsCgFcGidoFEGBptcBl4lh9ynQlW8DvU6NUxmO/QtrVVBKqen0zxCbdrapLQlKkM1WWmTmJiIffv2UWPcEOF5nobyHyLoE4H0S0NDA7Zv3w6FQoFrrrkGBoMhaOfmOA5ZWVkoKipCdnZ20M5Lumpr22J0tVcZZVrN4GqBJiXDKG8zNE6GLIsZDo5Ds1xArUqJkWYLRraYkWSxAQAsCjkqDWp4eB4apwcxZic8PIcGrRLNMSq4muwwqwW4NQo4XR74FDLY1Apo3d0PSDkcEpWOIiIiaERxQnqBkhbSJ2azGTt27IDD4cCcOXMQHd23WW17a8KECfjoo4/CnrRE/Otf/t/NN/zU/7vX117N0rHrMQAoO4yC63X2PEw4c7QnBpyrw4d1hz7KHSdsBDpP1NjxujrB1Wk/ztXedsjl61DF1DnUTiPpun08lF4vEpx2uHw8yrRanFepEelyQW31QnHeB5sOKHMZUMcp4OE4nFVp4ZbJICi8mNFUB73NhVqFgKORJjQoBCicbiidHtz91h0waQR8dbwaVS12xOk1cPs8OHbejCtGRWHyiMghXd3TV9QYNzxoKH/po6SF9IrD4cCuXbtQU1OD2bNnIykpKaTXUyqV0Ol01CA3jCJcrVU2doUMJQYdXLwMppgmHOZbRyi28RxqNK0Ducm1WhQmeDG5shGlETqcidDByfHwyOWoVSqQf7YBV4yORaxBjexkE4xqBSUpl0CNcUNLpVLRUP5DACUt5KI8Hg++//57lJSU4IorrkBeXl7Yrp2bm4v8/HwsXLgwbNccjs6r1Tit1iPFakGEywm7QoNEqx0tggIOnxxuhQ8unxz1SiUcMjnk8MCikKFeo8SxOBMsCgXkPh+Smu1o1CjRoFMB4Lq0SyEXR41xQ6ttVFxKWqSNkhbSrbaxVvLz85Gbm4s77rgj7LdVExIS8PXXX4vWILfjZIWBVUI9HtPhzr6vuXPXYl5u9f/OPB3O1/HUns7VQ5y8faOM7/53AOA7xCrj2rf5uM5VDR0nVnRd+P20Wo+jBiMaOTlalAqUGPWIsjowtboerho54k1W/MDiYBEU0GkFpEaaoFcJSIlSI9Gkhsfnw4QkE6alR6HR6sKR883ITjQOu3YpA0WNcUOrrdtzqKq0SXhQ0kK6KCsrw44dO5Cent6ngeGCjRrkhkeK1QKHj4Ob41Bi0qNKo4ZZKcDodkNp8SI21gqPq3VIf5NWwDNLJuBckx3JJjXONdlhtnuREqn1JykZcXqxn5IkUWPc0Gq700KkjZIW4tfQ0IBvvvkGGo0maN2XB0qsBrnDSYLdAc7BcCg6AiaHC/AyqH1emBUCSnQqTJQ5YHI64FQokGRSY0p6FKZcODbd4vSPoUIGhhrjhpZOp6Oh/IcASloIbDYbduzYAYvFgnnz5g2qhq/UIDc8Thv1OGvUIcrhxLjaJmg8XjSoBLSoFLBYlRiDJvAWGWaM7Pw3oCqg4IqKiqLGuCGi1Wpx9uxZscMgA0RJyzDW1sj29OnTmDVrFkaMGCF2SN0Sq0Gu0KErM3P0PB2Br0N3aKe5vbsxX9t5DBK5q8OInHz37YN8nXsyQy50aFcjtM+WzDk7t31Rytu3ed09f0vv2KYFAMwKORoFJYp1OlRo1PC6Ga57cbF/JNqiqhY4bFaUHtyLm7KvRHaiscdzk4FLTExEZWUlJS0hQEP5Dw10D3IYYozh2LFjeO+992AwGLBixYpBm7AArW/kNTU1cLu7zplDBqZRUOK8Vg0vx0Hp8UHncvsTliidEldkxCBvYhpUnAc3Tkqk9ioh1taDiASfRqOBzWYTOwwyQHSnZZipqqrCN998g+TkZCxfvlwyw+SPHz8ex44dw6RJk8QOZUhpG5uFa/ai0WxHYosN2Uld76akpqaivLx8UCe3Q0FkZCQ1xg0RGsp/aJDGJxYZMJvN5p/P57rrrgvqsPvhkJ2djQ8//DCsSUvcf97y/171o7v9v7tcnf9tnB2W3e4O1UOyzm+QHnt7V2Qhsn0b1+F0fMA8kwpD+34KW/vxgV2wnR1uQnXs8uz2dY514d4X0R+ZmZkoLCykpCXEqDEuIRdHScsQ5/V6sX//fpw6dQpz585FcnKy2CH1i0KhQHR0NM6fP4/ExESxwxl2YmNjUVNTQ8OghwE1xg0teg1LG6XyQ1hJSQnWrVsHlUqFFStWSDZhaTNlyhQcOHBA7DCGJY7jEBMTg9raWrFDGfISExOpXUuIKJVKOJ1OscMgA0B3WoaghoYGfPXVV4iIiMBtt90GpXJodEmNioqCzWaD3W4P+1DcHat93B5Z523e9ty/48i0Pm/nb3PyDl8ROg5Uy2s7nM8bMGGitb1XEK/oeVTe7K/+p8dtwZKVlYXjx4/THYAQS0pKwu7du2lk3BBoG2BOpaJxhaSKkpYhxOl0YseOHWhqakJeXh4iIyPFDinoJk+ejIMHD2LGjBlihzLspKamYufOnWKHMeSZTCY0NTWJHcaQ1NbtmcZ8ki6qHhoCGGM4cuQIPvjgA4wcORK33HLLkExYAGDMmDE4ceIE9QIQAc/zMBgM1LslxDiOg0wmg9frvfTOpE+0Wi2N1SJxlLRIXF1dHT744AM0NjZi+fLlGDVqlNghhRTP80hLS0NpaanYoQxLbXNBkdCKi4tDdXW12GEMOTqdjuYfkjiqHpIol8vlrwq6+uqrYTKZxA4pbHJycrBlyxaMHDkybNdM+eR//b8fyfv/etzPoGlv5Md8AW1a9O13hzq2Y+FNHfo5uwJmb+7Qzdn0zr/af790yCExcuRIHDhwADNnzhQpguEhMTERFRUV1FMuyHQ6HcrKysQOgwwAJS0SwxhDUVER9u/fj5kzZ2L+/PlihxR2Op0OPM+jpaVFcuPNSJ1cLodSqYTVaoVWqxU7nCErKSmJ7miFAM30LH2UtEhIQ0MDtm3bhri4OEmNZhsKOTk5yM/Px7x588QOZdjJzMxEcXExcnJyxA5lyKJ5ckJDq9UOiqH8GWNwu91wOp1wuVz+nx6PB263Gx6Px/+42LLP5/M/+mswlEdfDN9PPQlxu93YuXMnamtrsWDBgiHbyLYvRowYgR07dsDr9UImk136gCCyujtPnqhWdJhYsUP7YIWmc0NKmb5D12hd+zlkv/hf9CS8z6x3Ro8ejU2bNlHSEmKCIMDlckEQhEvvTHqF5/kBfcC38Xg8cDgcsNvt/kfgclsi0tZpoGPnAY7joFAoIAgClEolBEGAIAhQKBSQy+WQy+VQq9X+3zuu77gsk8nA8/yABstraWnBPffcM+AyCRdKWga5U6dOYdeuXZg+fTrmzp1LIzlewHGcv1Ho+PHjxQ5nWGkb98fpdA6ZMYAGo/j4eFRWVtLUCSHGGIPL5YLVau3xEThZq0wmg1qthkqlglqt9j8MBoN/nUqlgiAINB1DkFHSMkhZLBZs27YNWq0Wy5Yto29b3Zg0aRL++9//UtIigoyMDJw8eRLZ2dlihzJkJSUloaKigpKWfmKMwW63w2w2o6Wlxf+zuroa69ev73TnQxAEaLVa/0On0yEuLg46nQ4ajYbefwcRSloGGcYYCgoKcOzYMeTl5SEhIUHskAYtpVIJg8GAmpqasI7Sag6oHuI73PxyujtMnmjrXLljfGZtSOMKp8zMTGzdupWSlhBKTExEQUGB2GEMSowx2Gw2NDU1obm5Gc3Nzf7EpONdEbVaDb1eD71eD4PB4O9KfuONN4Z9VG0SHJS0DCK1tbXYtm0bRo4cieXLl9NtxV6YOnUqDhw4gGuvvVbsUIYVnU4Hh8MBj8czrBuEh5JKpRq28+QwxmCxWNDU1ORPTJqammA2m/13SLRaLYxGI0wmE+Lj4zF69GgYDIZL3hUxmUyw2WyUtEgUvdsMAh6Px9/Q9rrrroPRaBQ7JMmIi4tDU1MTNVgUQXp6OkpLSzF69GixQxmy1Go1bDYbNBqN2KEEndfrRXNzMxoaGvyPpqYm+Hw+cBwHnU7nT0pSU1MxYcIE6PX6AX+Za+v2TEP5SxMlLSI7c+YMduzYgalTp2LOnDnU0LYfJkyYgEOHDmHKlClhud78PS91Wt4z62H/72O+eD0sMQwGWVlZ+O677yhpCaGEhAScP38eGRkZYofSLz6fD42Njaivr/cnJi0tLfD5fOB5HiaTCZGRkYiMjERGRgaMRmPIewNSd3Jpo6RFJHa7HV9++SVkMhluvfVWmnV0AMaNG4d169YhNzeXkr4wioiI6PQBRIIvKSkJpaWlgz5pcbvdqKurQ11dHWpra1FfXw+32+1PTKKiohAbG4usrCwYDAZRXy86nQ4NDQ2iXZ8MDCUt/VRRUdHv0ViPHz+O/fv3Y968eUhJSQlyZMOPTCZDamoqzpw5g/T0dLHDGVaSk5NRXl5OPVxCJD4+Hnv27BE7DD+n04mamhrU1NSgrq4OjY2N8Pl8UCgUiIqKQnR0NLKyshAdHT1oq2tpKH9po6Sln/bu3YuxY8f26RiLxYIvvvgCERERw35E22DLzc3Fli1bKGkJs7Fjx6KwsJCSlhBRKBRwu91gjIX1LqLP50N9fT2qq6tRXV2Nuro6eL1eKJVKxMTEIDY2FiNGjEBERETYB3ccKKoekjb61Ownk8mEsrIypKamXnJfxhgOHz6MgwcPYv78+dSNOQT0ej3kcjmamprCPnnkzO9eDev1BpPY2FhUV1eH/UN1ONHr9TCbzSGbZ8tisfiTk5qaGthsNvA8j8jISMTFxWH8+PGIjo4eMl+yNBqN5IauJ+2GxqtQBDNmzMD27dsvmbS0tLRgy5YtiI+Px/LlyyX3rURKpkyZgv3792PBggVihzJscByH+Ph4VFVVUTIeIm2DzA00aWGMwWw24/z586isrERNTQ08Ho9/ILWEhARMnjx5SPZU6ojn+U4DyxFpoaSln7RaLWJiYlBaWtptlUTHQeIWLVqEmJgYEaIcXpKTk/Htt9/C7XZDoVBc+gASFG3TKVDSEhpJSUk4evRon6qjGWNoampCZWUlKisrUVtbC6/XC4PBgISEBIwZMwazZs0aMndPyPBBr9gBuPzyy7Fp0yakpaV1ujXe2NiILVu2IC0tjQaJCyOO4zBhwgQcPnyYJvMLo5SUFHz77bdihzFkxcTEoLa29qL7WK1WnDt3DhUVFaiurobP54PJZEJCQgLGjRuH2NhYusvbAcdx1OtNoihpGQCNRoOEhAScPn0ao0aNAmMMBw4cwMmTJ3H11VfTbMwiGD9+PN5//31cdtll1MYiTDiOQ0REBOrr62nArhCQyWTw+Xz+dkMejweVlZWoqKhARUUFHA4HtFotkpKSkJWVhTlz5lCCcglqtRp2ux1arVbsUEgfSSrNvPHGG5GamgqVSoWEhATceeedOH/+fKd9Dh06hFmzZkGlUiElJQWvvPJKp+1erxc///nPkZCQgGuvvRY1NTUDimnGjBnYu3cvmpqa8MEHH8Dn82HZsmWUsIhELpcjKSkJZ8+eFTuUYWXcuHE4duyY2GEMOYwx1NfXw+v1YuPGjVi3bh3++9//4vTp04iJicG1116LFStWYMmSJZg6dSoSExMpYemFtsbNRHokdadl3rx5eOyxx5CQkICKigo8/PDDWLp0KXbv3g2gtdHrwoULMX/+fPz973/H4cOH8ZOf/AQmkwn33XcfAGD9+vUoKyvDF198gQ8//BBPPPEE/vd//7ffMalUKsjlcnz44Ye4+eabER0dHZTnSvpvypQp2LZtG9LS0sQOZdhIS0vD7t27MWvWLLFDkTSv14uqqiqUlZXh3LlzcLlciIiI8I8aO2PGDLqDGATU7Vm6JJW0/PKXv/T/PmLECKxevRpLlizxN7xct24dXC4X3nrrLQiCgPHjx6OwsBB//OMf/UlLY2Mj0tLSkJ2djePHj+O///1vv+OxWCz4/PPPERcXB5fLRbfGBwmDwQCO49Dc3EzzOIUJz/MwGAxobGxERESE2OFIhtPpREVFBc6ePYuqqioArQPKpaamIicnB0qlEgBQV1eHAwcOUMISJJS0SJekkpaOGhoasG7dOlx++eX+niJ79uzB7NmzO43EuGjRIrz88sv+N9M77rgDeXl5UCqViIuLw+bNm/t1/aKiIhQXF2PhwoWIi4vDzp07UVxcjKysrKA8PzIwU6ZMwYEDB5CXlyd2KMPGuHHjcPz4cVx++eVihzJo2Ww2nDlzBmVlZaivr4cgCEhOTsaYMWMwe/bsHqt2oqKiaOj5IKJRcaVLcknLI488gr/+9a+w2WyYMWMGPv30U/+2qqqqLt2P4+Li/NsiIiJgMpmQn5+PqqoqxMTE9Lv+t7q6utO4K9OmTcMHH3yAzMxM+jY0CLT1aKHuz+GTnp6Offv2UdLSgd1ux9mzZ1FaWor6+npoNBqMGDECU6dORWRkZK/fKziOox4vQURtWqRL9Ff/6tWr/f+QPT2Kior8+//6179GQUEBtm7dCplMhh//+Mf9GigoPj6+zwmLzWbD9ddfDwBdWugLgoDRo0fjyJEjfY6FBB/HccjOzqa/RxjJZDJotVo0NzeLHYponE4nTpw4ga1bt2LdunXYvHkzzGYzpk6dihUrVuDmm29Gbm4uoqKi+vzlJiYmZsAdB0grnU4Hq9UqdhikH0S/0/KrX/0Kq1atuug+I0eO9P8eHR2N6OhojBkzBmPHjkVKSgr27t2LmTNnIj4+HtXV1Z2ObVuOj48fUJyff/45brnlFrjd7h73mTJlCt577z2MGzeOWvAPAtnZ2fjggw8wefJkuvsVJmPHjsXx48cxY8YMsUMJC7fbjbKyMpSWlqK6uhqCICA1NRWTJ09GTExMUF93ycnJOHfu3IDfy0j7nE5EekRPWmJiYvo9WqzP5wPQ+u0GAGbOnInHH3+8U5XAtm3bkJmZOaDGgatWrcI777yD3NxcfPTRRz1ODieXyzFhwgQUFhYiNze339cjwaFQKBAfH4/y8vJezRFFBm7UqFH48MMPh2zSwhhDTU0NSkpK/G0iUlNTkZ2djby8vJAmx8nJyfjqq68wZcqUkF2DkMFO9KSlt/bt24f9+/fjyiuvREREBEpKSvDb3/4Wo0aNwsyZMwEAy5cvx9NPP427774bjzzyCI4cOYI///nPeO211wZ07ZSUFLz22mt46KGH0NLSctF9J02ahHfffRcTJ06kthSDwNSpU/HVV19R0hImcrkcKpUKZrMZer1e7HCCwmKx4PTp0zh9+jQsFgtiY2MxatQoTJ06Naz/49TjhRAJJS0ajQYfffQRnnrqKVitViQkJODqq6/GE0884e8WaDQasXXrVtx///3Izc1FdHQ0nnzySX935/569tlne70vz/PIzc3F/v37qUHiIGA0GsEYQ0tLS8hmySWdjR07FkVFRZg6darYofSL1+vF2bNnUVJSgurqami1WowcORJ5eXmiJ2JKpRIOhwMqlUrUOIYChUIBl8vVqbcpGfw4RtNd9klLSwuMRiOam5t7/BBkjOHdd9/Frbfe6k+oiHjaPoCuuuoqsUMZFtxuNzZs2IBly5aJHUqvmc1mnDx5EqdPn4bb7UZKSgoyMjIQFxc3qNpD7d69G/Hx8Z3a+ZH+2bJlC6ZNmzbsRy/vzWfaYCKZOy1SwnEcZsyYgT179mDu3LlihzPspaamYseOHdT9OUwUCgUEQYDVah20c7swxnD+/HmcOHEC58+fh1arRUZGBq6//vpBfRcjOTkZZ86coaQlCNqq24Z70iI1lLSESEZGBvbv3z+o37iHC47jMHHiRBw6dIgaSIdJZmYmioqKBlV5OxwOlJSU4NSpUzCbzUhMTMSYMWMwZ84cyYx9kpCQgL1794odxpBAbYSkiZKWEOE4DldeeSV27tyJRYsWiR3OsJednY1169YhJydnUN3uH6pGjx6NjRs3ip60NDU1obi4GKdPn4ZcLsfIkSMxb948SdwG745CoYDH4/HP+Ez6T6/Xo66uTuwwSB9R0hJCqamp2Lt3LzUCHQRkMhnS0tJw+vRpjBo1SuxwhjylUgmZTAa73Q61Wh2267Z1SS4qKkJ5eTkMBgOysrKwdOnSIVM12Nb+wGQyiR2KpOl0Opw5c0bsMEgfUdISYrNmzcKOHTv8I+kS8eTm5uLTTz+lpCVMMjMzUVxcjMmTJ4f0Oj6fD+fOnUNRURGqq6sRGxuLrKwszJo1SzLVPn2RlJSEc+fOUdIyQFQ9JE2UtIRYQkICXC4X6uvraRZokWm1Wmg0GtTW1vZ7QEPSe2PGjMEnn3wSkqTF4/GgtLQUx48fR0tLC5KTkzFp0iTExsYO+WqT5ORkHDhwANnZ2WKHImkajQZ2u13sMEgfUdISBnPmzMGOHTtw0003iR3KsDd9+nTs27eP7nyFQVsvnGCNK+LxeFBSUoJjx47BbrcjPT0ds2bNGtBo11JEMz4HB8dx/Zq3joiLkpYwiIqKglwuR1VVFc0bIrLY2FhYLBbYbDZoNBqxwxnyRo8ejRMnTmDixIn9Ot7j8eD06dM4duwYbDYbRo0ahby8vGHdRozjOPA8D6/XS3OckWFn6FX4DlKzZ8/Gjh07xA6DoLVtS35+vthhDAtZWVk4ceJEn47xer04ceIENm3ahA8//BANDQ246qqrsHz5ckyfPn1YJyxt4uLiukwOS/qO4zj/HHZEGuhOS5gYjUYYjUaUlZXRPDgiy8jIwJ49e3D55ZfTN9UQU6vV8Hg8lxwu3ev1+u+oWK1WpKenY968eTAajWGMVjraGuMmJiaKHYqkaTQa2Gw26HQ6sUMhvURJSxjNmjULGzduxPLly4d8Y8HBjOM4jB07FseOHcOECRPEDmfIGzNmDE6cONGl4ShjDOXl5Th8+DAaGxsxcuRIzJ07lxKVXkhKSsLRo0fFDkPy2noQUdIiHZS0hJFGo0FqaiqKi4uRlZUldjjD2qRJk/Dhhx8iOzubEsgQy8rKwubNm/1JS21tLQ4fPoyKigokJSVh2rRp1Jurj7RaLWw2m9hhSJ5er4fZbKa2hhJCSUuYTZ8+HevXr8eYMWOG5BgSUiEIAuLj41FeXk7VdSGm0WjgcDiwY8cOlJWVITIyEhMmTMC8efMoYRwAtVod9sH7hhoaq0V6KGkJM0EQMH78eBQUFIg+xPlwN23aNGzbto2SlhBxOBw4fvw4ioqK4HQ64XA4sGzZMmpHFCRJSUmoqKhARkaG2KFIlk6no6H8JYa+6ovgsssuw9GjR+FyucQOZVgzGAzgeR6NjY1ihzJkMMZw+vRpbNy4EZs2bYJMJsOPfvQjLF++HM3NzZSwBFFbY1zSf3SnRXroTosIeJ7HtGnTsG/fPsyaNUvscIa1adOm4fvvv6dJLQeooaEBhYWFOHfuHNLS0nDVVVd1aVDLGAvaQHMEiI+Px65du8QOQ9IoaZEeSlpEkpmZifz8fBrkTGRJSUnYvn07nE4nlEql2OFIisvlwtGjR3H8+HHodDpMnjz5ou1U2uYimjRpUpgjHZrkcjm8Xi/N+DwAbbNmE+mg6iGRcBznn0yRiGvy5MkoKCgQOwxJYIzhzJkz+Pjjj/Hf//4XPM9j6dKluPHGG5GamnrRD8+2pIUET0REBFVvkmGF7rSIKDU1Ffv27UNjY+Owmz9lMBk7dizeffddTJs2jXp09cBisaCwsBCnT59GamoqZs+e3efXrEqlAsdx1OMliNratURGRoodCiFhQe/QIps7dy6+/fZbscMY1nieR2ZmJo4fPy52KIMKYwwlJSXYsGEDtmzZgvj4eNx5552YO3duv5PszMxMFBUVBTnS4Ss5OZka4w6QIAhwOp1ih0F6iZIWkcXExEAmk6GyslLsUIa1yy67DIWFhTTrK1rvqnz33Xf497//jfPnz2PRokVYunQpMjIyBtx2IjMzs89zEZGeRUREoKmpSewwJI0a40oLVQ8NAnPmzMHmzZtx++23ix3KsCUIAuLi4obtYHNtd1UKCwsBtCZxV155ZdAbeCqVSshkMmqAHiQcx0Emk8Hj8UAup7fz/mhLWqKiosQOhfQCvcoHAYPBgOjoaJSUlGDUqFFihzNsTZ8+HVu2bBlWSYvVasUPP/yA0tJSpKenY9GiRdDr9SG9ZlZWFoqKipCTkxPS6wwX8fHxqKysREpKitihSBLdaZEWqh4aJK688krs3r2bqidEpNfrIQjCkB8hkzGGc+fOYdOmTfjss8/8bVVmzZoV8oQFaJ9AkQQHtWsZGEpapIXutAwSKpUKGRkZOHLkCM08LKKZM2di7969uP7668UOJejcbjeOHj2KI0eOIDY2FnPmzBGl15ogCFAoFLBardBqtWG//lCTnJxMXfYHQK/Xo7S0VOwwSC/RnZZBZOrUqfjhhx9osCMRxcbGwmq1wmq1ih1K0DQ1NeHLL7/E+vXrwRjDbbfdhoULF4razX7s2LHUWytIlEol9X4ZAL1eT3daJISSlkFELpcjJycH33//vdihDGtTp07F/v37xQ5jQNoa1v7nP//BN998g8zMTNxxxx247LLLoFAoxA4Po0ePxsmTJ8UOY8gwGAxobm4WOwxJUqlUsNvtYodBeomSlkEmOzsbp0+fhs1mEzuUYSs9PR3l5eVwu91ih9Jnbrcb+fn5+Pe//41z587hmmuuwU033YSUlJRBNdS7QqGAUqmkb7hBkpKSQu1a+mkw/V+QS6OkZZDhOA6zZ8+m4f1FxHEcJk2ahIMHD4odSq9ZLBZ8/fXXWL9+PeRyOVasWIE5c+ZAp9OJHVqPqIooeJKTk1FeXi52GISEHDXE7aO23j0tLS0hu4bJZEJNTQ3OnDlDw3OLJCUlBR9++CFGjx49qL+JVVdX48CBA3C5XMjJyUFubi44jpNEm5zY2Fjs3r0bmZmZYocieQqFAuXl5SF9XxrKXC4X6uvrB0XVabi1vWak0nOVY1KJdJA4d+4cjYdACCFkSCkvL0dycrLYYVwSJS195PP5cP78eej1+pB/A582bRoaGxupwaKIxo0bh8jISOzcuVPsUIaslJQUzJkzB++++67YoUheVFQUHn74YTz66KNihyIpPp8PERER+M9//oOFCxeKHU5YMcZgNpuRmJgoiQljqXqoj3ieD1s2umHDBkyYMAH/+te/8MADD4TlmqSz559/HqtWrUJ9fT3S09PFDmdIuvbaa/HZZ5/BYDCIHYrkpaamYteuXVSW/SCXy1FWVjYsy85oNIodQq8N/rRqGMvOzsZVV12F1atXw+fziR3OsLRy5UoYjUb87Gc/EzuUIeuJJ56A2WzGvn37xA5F8qZNm4ajR4+KHYYkqdVqlJSUiB0GuQRKWga5999/H4wxqp4Q0S9+8Qvs2LGDEscQGT9+PCIjI/HSSy+JHYrk3XjjjWhoaIDL5RI7FMkxGAwoKysTOwxyCdSmRQJ8Pp8k6hqHKo/HA5vNNixvG4fL/v37MXbs2EHdRVsKHA4H/vKXv+DBBx+EIAhihyMpb775JuLj44fkFB5DCSUthBBCCJEE+vpOCCGEEEmgpIUQQgghkkBJCyGEEEIkgZIWQgghhEgCJS1htmPHDtxwww1ITEwEx3HYtGlTp+2MMTz55JNISEiAWq3G/Pnzu4yIu2fPHkyePBlpaWlYs2ZNGKMf2l5//XWkpaVBpVJh+vTp+P777/3biouLccUVVyA5ORnPPfeciFEOPm+88QYmTpwIg8EAg8GAmTNn4vPPP/dvnzt3LjiO6/T4f//v/3U6R1lZGa677jpoNBrExsbi17/+NTweT6d9nn76aSQnJ+PKK6/EiRMnwvLcwu1SZdmGMYZrrrmm2/eQ4VqWlyq7n/70pxg1ahTUajViYmKwePFiFBUVdTrHcC07SWEkrDZv3swef/xx9tFHHzEAbOPGjZ22v/TSS8xoNLJNmzaxgwcPshtvvJGlp6czu93u32fs2LFsw4YNbNeuXWzUqFGsrKwszM9i6Fm/fj0TBIG99dZb7OjRo+zee+9lJpOJVVdXM8YYmz9/Pvvb3/7GDhw4wKZMmcJ27dolcsSDxyeffMI+++wzduLECVZcXMwee+wxplAo2JEjRxhjjM2ZM4fde++9rLKy0v9obm72H+/xeFh2djabP38+KygoYJs3b2bR0dHs0Ucf9e+zc+dONnXqVHbgwAH2+uuvswULFoT9eYbDpcqyzR//+Ed2zTXXdHkPGc5leamy+8c//sG+/fZbVlpayvLz89kNN9zAUlJSmMfjYYwN77KTEkpaRBT4huPz+Vh8fDz7/e9/71/X1NTElEole//99/3rUlNT2enTp5nFYmFTpkxhR48eDWfYQ9K0adPY/fff71/2er0sMTGRvfjii4wxxnJzc9m+ffuYy+ViN954I/vss8/EClUSIiIi2JtvvskYa01aHnzwwR733bx5M+N5nlVVVfnXvfHGG8xgMDCn08kYY+z//u//2OLFi5nL5WJ79+5lU6dODWn8g0nHsmSMsYKCApaUlMQqKyu7vIdQWXYWWHYdHTx4kAFgp06dYoxR2UkFVQ8NIqWlpaiqqsL8+fP964xGI6ZPn449e/b41z355JMYO3YsjEYjZsyYgXHjxokR7pDhcrmQn5/fqdx5nsf8+fP95f7MM89g/vz50Gg04HkeixYtEivcQc3r9WL9+vWwWq2YOXOmf/26desQHR2N7OxsPProo7DZbP5te/bswYQJExAXF+dft2jRIrS0tPiHpF+0aBEcDgc0Gg2uvvpqvPjii+F7UiLprixtNhuWL1+O119/HfHx8V2OobJs1dPrsI3VasXatWuRnp6OlJQUAFR2UkETJg4iVVVVANDpn6ZtuW0bANx99924/fbb4XK5EBEREdYYh6K6ujp4vd5uy72tzvvaa69FbW0tWlpaEBMTI0aYg9rhw4cxc+ZMOBwO6HQ6bNy40Z9ML1++HCNGjEBiYiIOHTqERx55BMXFxfjoo48AtL7uuyv7tm0AoFAosGXLFtTU1MBkMg3p0V4vVpa//OUvcfnll2Px4sXdHjvcy/JiZQcAf/vb3/Cb3/wGVqsVmZmZ2LZtm//5D/eykwpKWiRKq9VCq9WKHcawolQqKWHpQWZmJgoLC9Hc3IwNGzZg5cqV+PbbbzFu3Djcd999/v0mTJiAhIQE5OXloaSkBKNGjerTdWJjY4Md+qDTU1meOnUKX3/9NQoKCoJynaFYlhd7HQLAihUrsGDBAlRWVuLVV1/Frbfeil27dkGlUvXpOkOx7KSCqocGkbbbvdXV1Z3WV1dXd3srmARHdHQ0ZDIZlfsACIKAjIwM5Obm4sUXX8SkSZPw5z//udt9p0+fDgA4deoUgNbXfXdl37ZtuOmpLL/++muUlJTAZDJBLpdDLm/9zvmjH/0Ic+fOBUBleanXodFoxOjRozF79mxs2LABRUVF2LhxIwAqO6mgpGUQSU9PR3x8PL766iv/upaWFuzbt6/belkSHIIgIDc3t1O5+3w+fPXVV1Tu/eTz+eB0OrvdVlhYCABISEgAAMycOROHDx9GTU2Nf59t27bBYDBQey20l+Xq1atx6NAhFBYW+h8A8Nprr2Ht2rUAqCwDXex1yFo7ovi3U9lJhNgtgYcbs9nMCgoKWEFBAQPA/vjHP7KCggJ29uxZxlhrl2eTycQ+/vhjdujQIbZ48eIuXZ5J8K1fv54plUr29ttvs2PHjrH77ruPmUymTj0JSPdWr17t70p66NAhtnr1asZxHNu6dSs7deoUe+aZZ9iBAwdYaWkp+/jjj9nIkSPZ7Nmz/ce3dTVduHAhKywsZFu2bGExMTGdupoOFxcry+6ghy7Pw7EsL1Z2JSUl7IUXXmAHDhxgZ8+eZbt27WI33HADi4yM9A9rMJzLTkooaQmzb775hgHo8li5ciVjrLXb829/+1sWFxfHlEoly8vLY8XFxeIGPUz85S9/YampqUwQBDZt2jS2d+9esUOShJ/85CdsxIgRTBAEFhMTw/Ly8vwfsmVlZWz27NksMjKSKZVKlpGRwX796193GqeFMcbOnDnDrrnmGqZWq1l0dDT71a9+xdxutxhPR1QXK8vuBCYtjA3fsrxY2VVUVLBrrrmGxcbGMoVCwZKTk9ny5ctZUVFRp3MM17KTEo4xxsS7z0MIIYQQ0jvUpoUQQgghkkBJCyGEEEIkgZIWQgghhEgCJS2EEEIIkQRKWgghhBAiCZS0EEIIIUQSKGkhhBBCiCRQ0kIIIYQQSaCkhRBCCCGSQEkLIWRQePvtt8FxHDiOw0MPPXTRfdPS0vCnP/0pqNf/3e9+579+sM9NCAkOSloIIT1atWqV/4NcoVAgPT0dv/nNb+BwOHp1/KJFiyCTybB///5e7W8wGFBZWYlnn312IGH3y8MPP4zKykokJyeH/dqEkN6Rix0AIWRwu/rqq7F27Vq43W7k5+dj5cqV4DgOL7/88kWPKysrw+7du/HAAw/grbfewtSpUy95LY7jEB8fH6zQ+0Sn00Gn00Emk4lyfULIpdGdFkLIRSmVSsTHxyMlJQVLlizB/PnzsW3btkset3btWlx//fX42c9+hvfffx92u71f16+pqcENN9wAtVqN9PR0rFu3rss+TU1NuOeeexATEwODwYCrrroKBw8e7LTPc889h9jYWOj1etxzzz1YvXo1Jk+e3K+YCCHioKSFENJrR44cwe7duyEIwkX3Y4xh7dq1uOOOO5CVlYWMjAxs2LChX9dctWoVysvL8c0332DDhg3429/+hpqamk773HLLLaipqcHnn3+O/Px85OTkIC8vDw0NDQCAdevW4fnnn8fLL7+M/Px8pKam4o033uhXPIQQ8VD1ECHkoj799FPodDp4PB44nU7wPI+//vWvFz3myy+/hM1mw6JFiwAAd9xxB9asWYM777yzT9c+ceIEPv/8c3z//ff+6qU1a9Zg7Nix/n127tyJ77//HjU1NVAqlQCAV199FZs2bcKGDRtw33334S9/+Qvuvvtu3HXXXQCAJ598Elu3boXFYulTPIQQcdGdFkLIRc2bNw+FhYXYt28fVq5cibvuugs/+tGPLnrMW2+9hdtuuw1yeev3omXLlmHXrl0oKSnp07WPHz8OuVyO3Nxc/7qsrCyYTCb/8sGDB2GxWBAVFeVvl6LT6VBaWuq/XnFxMaZNm9bp3IHLhJDBj+60EEIuSqvVIiMjA0BrMjJp0iSsWbMGd999d7f7NzQ0YOPGjXC73Z2qYLxeL9566y08//zzQY3PYrEgISEB27dv77KtY3JDCJE+utNCCOk1nufx2GOP4YknnuixYe26deuQnJyMgwcPorCw0P/4wx/+gLfffhter7fX18vKyoLH40F+fr5/XXFxMZqamvzLOTk5qKqqglwuR0ZGRqdHdHQ0ACAzM7NLt+vedsMmhAwelLQQQvrklltugUwmw+uvvw4A2LhxI7Kysvzb16xZg6VLlyI7O7vT4+6770ZdXR22bNnS62tlZmbi6quvxk9/+lPs27cP+fn5uOeee6BWq/37zJ8/HzNnzsSSJUuwdetWnDlzBrt378bjjz+OAwcOAAB+8YtfYM2aNXjnnXdw8uRJPPfcczh06BA4jgtSqRBCwoGSFkJIn8jlcjzwwAN45ZVXYLVa0dzcjOLiYgBAfn4+Dh482G2bF6PRiLy8PKxZs6ZP11u7di0SExMxZ84c3HzzzbjvvvsQGxvr385xHDZv3ozZs2fjrrvuwpgxY3D77bfj7NmziIuLAwCsWLECjz76KB5++GHk5OSgtLQUq1atgkqlGkBJEELCjWOMMbGDIISQt99+Gw899FCnqp9QWrBgAeLj4/Hvf/+70/q0tDQ89NBDl5xKgBASfnSnhRAyaDQ3N0On0+GRRx4J6nltNhv++Mc/4ujRoygqKsJTTz2FL7/8EitXrvTv88ILL0Cn06GsrCyo1yaEBA/daSGEDApmsxnV1dUAWnv9tDWiDQa73Y4bbrgBBQUFcDgcyMzMxBNPPIGbb77Zv09DQ4N/MLqYmBgYjcagXZ8QEhyUtBBCCCFEEqh6iBBCCCGSQEkLIYQQQiSBkhZCCCGESAIlLYQQQgiRBEpaCCGEECIJlLQQQgghRBIoaSGEEEKIJFDSQgghhBBJoKSFEEIIIZJASQshhBBCJIGSFkIIIYRIAiUthBBCCJEESloIIYQQIgmUtBBCCCFEEihpIYQQQogkUNJCCCGEEEmgpIUQQgghkkBJCyGEEEIkgZIWQgghhEgCJS2EEEIIkQRKWgghhBAiCZS0EEIIIUQSKGkhhBBCiCRQ0kIIIYQQSaCkhRBCCCGSQEkLIYQQQiSBkhZCCCGESIJc7AAGyuFwwOVyiR0GIYQQQvpAEASoVKo+HSPppMXhcECtVosdBiGEEEL6KD4+HqWlpX1KXCSdtLTfYZEB4C48gLZaL65tmeM7r/cvyy4scxf2D9zeedn/s5v1bdfiOFmnbXwP52i/dudY247vchwC18v8x/nXtZ3zwjJ/YZ+258G3nYN1viYfeFzgT8Z3u50DB45xAcdwnX5yPa3nAvdD55gCt3Posr//nG1/Zv8x6HQMF3gO//rOyz2t7+68/nrVgGMDr93jOQNj77K97Sfrsr6v1+paHqzzcT1cu7vl9nOxi567a5kGPo+A/Xo6b1usAHju4udoX774+q6xBpZH23L7ebjAc3Z5/qzbn3xAWXN84DUDf16IgW9fH3hs4L7oYX3bW41/PR+4PwLWBx4H/x+/p33alwNfLAHrA14oXOCLjg9Yz3FdX0Rt+wS+4Hv66b9WD/+kfMCT67hf+x+ih2v0sB497d/DcV2uzbfvExhDl+fdzbHd7M/4gD9aT8dxXNdzBOzDuJ7O1cNxXcqx/WdLiw1pI26Fy+UaPklLRxw6vND8H2wBBRfwgdm+3H0y0rekJSCZuMi+ret72q+vSQt/yaSlPXEIOEfA+h6Tli77tyci3a3r+LO3SUv7h1Qvkxau90lLl3P0kDj0J2np8j7Sw/q+Ji09fzAPPGkJ/CDtOWlhAcs9Jxc9JiMDTFo6xhDspIXvV9ISmJQExB24vUsiEfykpcv6LsnHAJKWHpOUwOVeJi2ByUl/kpZLJSuXTFp6kYD0N2npLgm52PLFkpbukopO5+hj0nKp4zj+kvuwSyYr3cfQ4/Z+6P+RhBBCCCFhREkLIYQQQiSBkhZCCCGESAIlLYQQQgiRBEpaCCGEECIJlLQQQgghRBIoaSGEEEKIJFDSQgghhBBJoKSFEEIIIZJASQshhBBCJIGSFkIIIYRIAiUthBBCCJEESloIIYQQIgmUtBBCCCFEEihpIYQQQogkUNJCCCGEEEmQix1AsDAwgLUvBW69+E9fUCLobpn1cM22Je7Cb9yFGDj/Fv7CMt/D+rbjuA7rfJ2OaX9e/IVrti4zxnc4FmCQdTqOBf5kfLfbfeDAMe7CFfgLP7lOP7ke1wcuo9v1gdv9y6zDPhc2clzbMW3Lnc/ZtuzfH52Xe1rf3Xn92X7AsYHX7vGcgbF32d72k3VZ39drdS0P1vm4Hq7d3XL7udhFz921TAOfR8B+PZ3X/zoHeO7i52hfvvj6rrEGlkfbcvt5uMBzdnn+rNuffEBZc3zgNQN/XoiBb18feGzgvuhhPccHxMYH7o+A9YHHwf/H72mf9uXAF0vA+oAXChf4ouMD1nNc1xdR2z6BL/iefvqv1cM/KR/w5Dru1/6H6OEaPaxHT/v3cFyXa/Pt+wTG0OV5d3NsN/szPuCP1tNxHNf1HAH7MK6nc/VwXJdybP/Z0mJDf0g6aREEAfHx8aiqqup2e085DAvMLwghhBASVvHx8RAEoU/HcIxJ+yPc4XDA5XKJHUaPWlpakJKSgvLychgMBrHDGbKonEOPyjj0qIzDg8o59HpTxoIgQKVS9em8kr7TAgAqlarPT1oMBoOB/jnCgMo59KiMQ4/KODyonEMv2GVMDXEJIYQQIgmUtBBCCCFEEihpCTGlUomnnnoKSqVS7FCGNCrn0KMyDj0q4/Cgcg69UJWx5BviEkIIIWR4oDsthBBCCJEESloIIYQQIgmUtBBCCCFEEihpIYQQQogkUNIyAG+88QYmTpzoHzxn5syZ+Pzzz3vc/5///CdmzZqFiIgIREREYP78+fj+++/DGLE09bWcP/roI0yZMgUmkwlarRaTJ0/Gv//97zBGLD19LeOO1q9fD47jsGTJktAGOQT0tZzffvttcBzX6SGFwTTF1J/XclNTE+6//34kJCRAqVRizJgx2Lx5c5gilp6+lvHcuXO7vI45jsN1113X52tLfkRcMSUnJ+Oll17C6NGjwRjDO++8g8WLF6OgoADjx4/vsv/27duxbNkyXH755VCpVHj55ZexcOFCHD16FElJSSI8A2noazlHRkbi8ccfR1ZWFgRBwKeffoq77roLsbGxWLRokQjPYPDraxm3OXPmDB5++GHMmjUrjNFKV3/K2WAwoLi42L/snzCQdKuvZexyubBgwQLExsZiw4YNSEpKwtmzZ2EymcIfvET0tYw/+uijTtPt1NfXY9KkSbjlllv6fnFGgioiIoK9+eabvdrX4/EwvV7P3nnnnRBHNfT0pZwZY+yyyy5jTzzxRAgjGnouVcYej4ddfvnl7M0332QrV65kixcvDl9wQ8jFynnt2rXMaDSGN6Ah6GJl/MYbb7CRI0cyl8sV5qiGlr68J7/22mtMr9czi8XS5+tQ9VCQeL1erF+/HlarFTNnzuzVMTabDW63G5GRkSGObujoazkzxvDVV1+huLgYs2fPDkOE0tfbMn7mmWcQGxuLu+++O4zRDR29LWeLxYIRI0YgJSUFixcvxtGjR8MYpbT1pow/+eQTzJw5E/fffz/i4uKQnZ2NF154AV6vN8zRSlN/PvvWrFmD22+/HVqttu8X7HOaQzo5dOgQ02q1TCaTMaPRyD777LNeH/uzn/2MjRw5ktnt9hBGODT0tZybmpqYVqtlcrmcKZVKtmbNmjBFKl19KePvvvuOJSUlsdraWsYYozstfdCXct69ezd75513WEFBAdu+fTu7/vrrmcFgYOXl5WGMWHr6UsaZmZlMqVSyn/zkJ+zAgQNs/fr1LDIykv3ud78LY8TS09/Pvn379jEAbN++ff26LiUtA+R0OtnJkyfZgQMH2OrVq1l0dDQ7evToJY978cUXWUREBDt48GAYopS+vpaz1+tlJ0+eZAUFBezVV19lRqORffPNN+ELWIJ6W8YtLS0sLS2Nbd682b+Okpbe6+97BmOMuVwuNmrUKKrqvIS+lPHo0aNZSkoK83g8/nV/+MMfWHx8fLjClaT+vo7vu+8+NmHChH5fl5KWIMvLy2P33XffRff5/e9/z4xGI9u/f3+Yohp6elPOHd19991s4cKFIYxo6OmpjAsKChgAJpPJ/A+O4xjHcUwmk7FTp06JEK109fW1vHTpUnb77beHMKKh52JlPHv2bJaXl9dp3ebNmxkA5nQ6wxHekNCb17HFYmEGg4H96U9/6vd1qE1LkPl8Pjidzh63v/LKK3j22WexZcsWTJkyJYyRDS2XKueB7k96LrOsrCwcPnwYhYWF/seNN96IefPmobCwECkpKSJEK119eW16vV4cPnwYCQkJIY5qaLlYGV9xxRU4deoUfD6ff92JEyeQkJAAQRDCFaLk9eZ1/J///AdOpxN33HFH/y/U73SHsNWrV7Nvv/2WlZaWskOHDrHVq1czjuPY1q1bGWOM3XnnnWz16tX+/V966SUmCALbsGEDq6ys9D/MZrNYT0ES+lrOL7zwAtu6dSsrKSlhx44dY6+++iqTy+Xsn//8p1hPYdDraxkHouqh3ulrOT/99NPsiy++YCUlJSw/P5/dfvvtTKVS9bo6aTjqaxmXlZUxvV7PHnjgAVZcXMw+/fRTFhsby5577jmxnsKg19/3iyuvvJLddtttA7o2jdMyADU1Nfjxj3+MyspKGI1GTJw4EV988QUWLFgAACgrKwPPt9/MeuONN+ByubB06dJO53nqqafwu9/9LpyhS0pfy9lqteLnP/85zp07B7VajaysLLz77ru47bbbxHoKg15fy5j0T1/LubGxEffeey+qqqoQERGB3Nxc7N69G+PGjRPrKQx6fS3jlJQUfPHFF/jlL3+JiRMnIikpCQ8++CAeeeQRsZ7CoNef94vi4mLs3LkTW7duHdC1OcYYG9AZCCGEEELCgL46EUIIIUQSKGkhhBBCiCRQ0kIIIYQQSaCkhRBCCCGSQEkLIYQQQiSBkhZCCCGESAIlLYQQQgiRBEpaCCGDBsdx2LRpU6/3T0tLw5/+9KeQxUMIGVwoaSGEBM2qVauwZMmSTus2bNgAlUqFP/zhD0G/3v79+3HfffcF/byEkMGJhvEnhITMm2++ifvvvx9///vfcddddwX9/DExMUE/JyFk8KI7LYSQkHjllVfwi1/8AuvXr/cnLB9//DFycnKgUqkwcuRIPP300/B4PN0ef/nll3eZ/6W2thYKhQI7duwA0LV6iOM4vPnmm7jpppug0WgwevRofPLJJ6F5goSQsKOkhRASdI888gieffZZfPrpp7jpppsAAN999x1+/OMf48EHH8SxY8fwj3/8A2+//Taef/75bs+xYsUKrF+/Hh2nR/vggw+QmJiIWbNm9Xjtp59+GrfeeisOHTqEa6+9FitWrEBDQ0NwnyAhRBSUtBBCgurzzz/HK6+8go8//hh5eXn+9U8//TRWr16NlStXYuTIkViwYAGeffZZ/OMf/+j2PLfeeivOnz+PnTt3+te99957WLZsGTiO6/H6q1atwrJly5CRkYEXXngBFosF33//ffCeICFENJS0EEKCauLEiUhLS8NTTz0Fi8XiX3/w4EE888wz0Ol0/se9996LyspK2Gy2LueJiYnBwoULsW7dOgBAaWkp9uzZgxUrVlzy+m20Wi0MBgNqamqC9OwIIWKipIUQElRJSUnYvn07KioqcPXVV8NsNgMALBYLnn76aRQWFvofhw8fxsmTJ6FSqbo914oVK7Bhwwa43W689957mDBhAiZMmHDR6ysUik7LHMfB5/MF58kRQkRFSQshJOhGjBiBb7/9FlVVVf7EJScnB8XFxcjIyOjy4Pnu34oWL14Mh8OBLVu24L333rvkXRZCyNBGXZ4JISGRkpKC7du3Y968eVi0aBEeeeQRLF26FKmpqVi6dCl4nsfBgwdx5MgRPPfcc92eQ6vVYsmSJfjtb3+L48ePY9myZWF+FoSQwYTutBBCQiY5ORnbt29HXV0dXnrpJWzYsAFbt27F1KlTMWPGDLz22msYMWLERc+xYsUKHDx4ELNmzUJqamqYIieEDEYc69ifkBBCCCFkkKI7LYQQQgiRBEpaCCGEECIJlLQQQgghRBIoaSGEEEKIJFDSQgghhBBJoKSFEEIIIZJASQshhBBCJIGSFkIIIYRIAiUthBBCCJEESloIIYQQIgmUtBBCCCFEEihpIYQQQogk/P8ogyNGh9E0SgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_map(MKmap_orig,ps.wproj,W=ps.W_HI,cbar_label='Kelvin')\n", "ax = plt.gca()\n", "plt.scatter(ps.ra_gal,ps.dec_gal,transform=ax.get_transform('world'),\n", " s=1,label='GAMA galaxies',color='tab:blue',\n", " alpha=0.2\n", " )\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "2aff5911-4189-4f3e-8a2a-cdce24cc7c06", "metadata": {}, "source": [ "Examine the spectral structure of the map:" ] }, { "cell_type": "code", "execution_count": 4, "id": "4a1e4632-cb91-4701-b0ec-8d51dcc637bb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_pixels_along_los(ps.data,ps.W_HI)" ] }, { "cell_type": "markdown", "id": "d9f0449b-6742-43e8-abc6-e9cf5e7cdc75", "metadata": {}, "source": [ "In this example, since we have already examined the data in detail and known what frequency sub-band to select, during initialisation we have specified `band='L'` and `survey='meerklass_2021'`. For a new data cube, it is likely that you need to manually examine the spectral structure as well as the sampling of the data (`ps.W_HI`) to find the clean channels. You can then re-initialise a `ps` instance and add `nu_min=` and `nu_max=` argument to cut the data cube into the clean sub-band.\n", "\n", "The pre-defined min and max for this data are:" ] }, { "cell_type": "code", "execution_count": 5, "id": "158872cb-1605-44da-a710-5d3b4c383cd7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(971000000.0, 1023800000.0)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ps.nu_min, ps.nu_max" ] }, { "cell_type": "markdown", "id": "5e186f81-e97b-48bd-9832-5f49dcd81746", "metadata": {}, "source": [ "## Step 2: PCA cleaning" ] }, { "cell_type": "markdown", "id": "65fa7bc1-7ad7-4526-a5ea-67de0d614e5e", "metadata": {}, "source": [ "After examining the data, we can perform PCA cleaning.\n", "\n", "Since we are only interested in the GAMA cross-correaltion, here we first trim the map to only use the overlapping area:" ] }, { "cell_type": "code", "execution_count": 6, "id": "15345609-c2f0-49b0-b151-e025cf7dd01f", "metadata": {}, "outputs": [], "source": [ "ps.trim_map_to_range()" ] }, { "cell_type": "markdown", "id": "269fc254-059f-4713-9920-91ac65123221", "metadata": {}, "source": [ "Perform PCA cleaning and visualise:" ] }, { "cell_type": "code", "execution_count": 7, "id": "34dbfa76-8383-4c70-afbf-257fc42f1099", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_fg = 10\n", "MKmap_clean, A_mat = pca_clean(MKmap_orig,N_fg,weights=ps.W_HI,mean_center=True, return_A=True)\n", "plot_map(MKmap_clean,ps.wproj,W=ps.W_HI,cbar_label='Kelvin')" ] }, { "cell_type": "markdown", "id": "b5c1da8e-0d14-4f97-8f52-150faa8225ea", "metadata": {}, "source": [ "You can visualise the eigenmodes removed:" ] }, { "cell_type": "code", "execution_count": 8, "id": "ace22e9e-5a2a-4a47-8f33-19a663904d06", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nu_edges = center_to_edges(ps.nu)\n", "cov_map,eignumb,eigenval,V = pca_clean(MKmap_orig,N_fg=1,weights=ps.W_HI,return_analysis=True,mean_center=True) # weights included in covariance calculation\n", "plot_eigenspectrum(np.array([eigenval]))\n", "plt.figure()\n", "Num = 9\n", "chart = 100*Num + 11\n", "plt.figure(figsize=(7,3*Num))\n", "for i in range(Num):\n", " plt.subplot(chart + i)\n", " plt.plot(ps.nu,V[:,i],label='eigenmode %s'%(i+1))\n", " #plt.plot(nu,V[:,i],label='eigenmode %s'%(i+1))\n", " plt.legend(fontsize=16)\n", "plt.figure()\n", "plt.pcolormesh(nu_edges,nu_edges,cov_map)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ba490869-1991-4b84-889a-ea46b332e857", "metadata": {}, "source": [ "## Step 3: gridding\n", "\n", "Now let's start grid the residual map to a rectangular grid and perform power spectrum estimation:" ] }, { "cell_type": "code", "execution_count": 20, "id": "d219dcd0-9a12-415e-a235-999c0e5c7b8e", "metadata": {}, "outputs": [], "source": [ "# pass the cleaned data to ps\n", "ps.data = MKmap_clean\n", "\n", "# a relative factor, the rectangular grid resolution is 1/factor of the map cube resolution\n", "ps.downres_factor_transverse = 1.5\n", "ps.downres_factor_radial = 1.5\n", "\n", "# this is box buffkick, negtive value means throwing away the edge of the lightcone\n", "# to have a full sampling box\n", "ps.box_buffkick = [10,10,0]\n", "# grid scheme, nearest neighbour in this case\n", "ps.grid_scheme = 'nnb'\n", "# find the rectangular box that encloses the lightcone\n", "ps.get_enclosing_box()\n", "# grid HI data\n", "hi_map_rg,_,_ = ps.grid_data_to_field()\n", "# grid galaxy data\n", "gal_map_rg,_,_ = ps.grid_gal_to_field()" ] }, { "cell_type": "markdown", "id": "93d1179f-fd8f-4179-a716-ce9a1e173f6c", "metadata": {}, "source": [ "You can visualise the gridded field and the sampling:" ] }, { "cell_type": "code", "execution_count": 21, "id": "d7c2298a-0b85-4b3e-88f6-ebed452c340d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Gridding sanity-check\n", "fig, axes = plt.subplots(2,3)\n", "for i in range(3):\n", " # first row is the gridded HI field\n", " axes[0,i].imshow(\n", " hi_map_rg.mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )\n", " # second row is the sampling of pixels in the box grids\n", " axes[1,i].imshow(\n", " ps.counts_in_box.mean(axis=i),interpolation='none',\n", " aspect='auto',\n", " origin='lower',\n", " )" ] }, { "cell_type": "markdown", "id": "d4a369aa-8b1c-4fd0-8335-e631e22f645d", "metadata": {}, "source": [ "## Step 4: power spectrum estimation" ] }, { "cell_type": "markdown", "id": "32d01e17-0f87-42a4-a1eb-5a90c7f9f3f7", "metadata": {}, "source": [ "Now let us pass the gridded fields and sampling to `ps` for power spectrum estimation:" ] }, { "cell_type": "code", "execution_count": 22, "id": "be9a7e74-e027-459c-97ec-1ea14ba942e9", "metadata": {}, "outputs": [], "source": [ "# _1 stands for HI\n", "ps.field_1 = hi_map_rg\n", "ps.weights_grid_1 = ps.counts_in_box # inverse noise variance weighting\n", "ps.weights_field_1 = None\n", "# _2 stands for galaxy\n", "ps.field_2 = gal_map_rg\n", "ps.weights_field_2 = (ps.counts_in_box>0).astype('float') # where the lightcone actually occupies the box\n", "ps.weights_grid_2 = np.ones_like(gal_map_rg)\n", "# HI is already zero mean, with temp unit\n", "ps.mean_center_1 = False \n", "ps.unitless_1 = False \n", "\n", "# galaxy number counts needs to be rescaled and zero-meaned\n", "ps.mean_center_2 = True\n", "ps.unitless_2 = True\n", "\n", "# gridding compensation is applied to model\n", "ps.compensate = True\n", "\n", "# HI is further compensated due to map-making, galaxy is not a map and therefore not\n", "ps.include_sky_sampling = [True, False]\n", "\n", "# HI is attenuated by beam, galaxy is not\n", "ps.include_beam = [True, False]\n", "\n", "# apply a frequency taper, which is standard in radio observation to suppress chromatic structure\n", "ps.apply_taper_to_field(1,axis=[2,])\n", "ps.apply_taper_to_field(2,axis=[2,])\n" ] }, { "cell_type": "markdown", "id": "2258729d-6696-47b3-bd65-b3df90d6bc22", "metadata": {}, "source": [ "`meer21cm` deals with the calculation under the hood, including applying window function and all sorts of observation effects to the model power spectrum for comparison. The results are then stored in these attributes:\n", "\n", "- `ps.auto_power_3d_1`: auto-power of field 1 data (HI).\n", "- `ps.auto_power_3d_2`: auto-power of field 2 data (gal).\n", "- `ps.cross_power_3d`: cross-power of data\n", "- `ps.auto_power_tracer_1_model`: model auto-power of tracer 1 (HI)\n", "- `ps.auto_power_tracer_2_model`: model auto-power of tracer 2 (gal)\n", "- `ps.cross_power_tracer_model`: model cross-power\n", "\n", "These results are all in the 3D k-grid, with their k-mode and $\\mu$-mode specified by `ps.kmode` and `ps.mumode`.\n", "\n", "To visualise the results, we also need to choose some 1D k-bin for averaging to the monopole:" ] }, { "cell_type": "code", "execution_count": 23, "id": "85e02205-8b53-47d6-bfbb-d03eb47804e9", "metadata": {}, "outputs": [], "source": [ "nkbin = 10\n", "kmin,kmax = 0.08,0.28 # in Mpc-1 h\n", "kbins = np.linspace(kmin,kmax,nkbin+1) # k-bin edges [using linear binning]\n", "kbins *= ps.h # in Mpc-1, meer21cm does not use h-unit\n", "# in Mpc-1 h\n", "kcuts = [0.04,0.04,0.175,np.inf] #[kperpmin,kparamin,kperpmax,kparamax] (exclude areas of k-space from spherical average)\n", "# in Mpc-1\n", "kcuts = np.array(kcuts) * ps.h\n", "k_sel = (\n", " (np.abs(ps.k_perp<=kcuts[2]) * np.abs(ps.k_perp>kcuts[0]))[:,:,None] *\n", " (np.abs(ps.k_para<=kcuts[3]) * np.abs(ps.k_para>kcuts[1]))[None,None]\n", ").astype('float')\n", "ps.k1dbins = kbins" ] }, { "cell_type": "code", "execution_count": 24, "id": "16da19f8-57ce-458f-8c39-aaad640570db", "metadata": {}, "outputs": [], "source": [ "# 1D HI PS\n", "pdata_1d_hi,keff_hi,nmodes_hi = ps.get_1d_power(ps.auto_power_3d_1,k1dweights=k_sel)\n", "# 1D galaxy PS\n", "pdata_1d_gg,keff_gg,nmodes_gg = ps.get_1d_power(ps.auto_power_3d_2,k1dweights=k_sel)\n", "# 1D cross PS\n", "pdata_1d_cross,keff_c,nmodes_c = ps.get_1d_power(ps.cross_power_3d,k1dweights=k_sel)\n", "# galaxy shot noise, n_g = N_g/V_survey\n", "# shot noise is modified due to gridding scheme\n", "shot_noise = get_shot_noise_galaxy(gal_map_rg, ps.box_len, ps.weights_grid_2 * ps.weights_field_2) * shot_noise_correction_from_gridding(ps.box_ndim,grid_scheme=ps.grid_scheme)\n", "psn_1d_gg, _,_ = ps.get_1d_power(shot_noise, k1dweights=k_sel)\n" ] }, { "cell_type": "markdown", "id": "a7a413c9-200f-4e4f-a69a-be6ba00c519d", "metadata": {}, "source": [ "While it is not included in any current MeerKLASS data analysis, note that the averaging can then easily be extended to multi-order multipoles (in the parallel-plane limit). All you need to do is to multiply the Legendre polynomials to the 3D power in the `ps.get_1d_power` call.\n", "\n", "We can perform sanity checks of the power spectrum amplitude by comparing against some model. You need to specify some input model choices:" ] }, { "cell_type": "code", "execution_count": 33, "id": "1ec0c97c-a49e-4615-9c14-d71454fb23c1", "metadata": {}, "outputs": [], "source": [ "bias_HI = 1.5\n", "bias_gal = 1.9\n", "omega_HI = 0.85e-3 / bias_HI\n", "cross_coeff = 1.0\n", "# pass model parameters to ps\n", "ps.tracer_bias_1 = bias_HI\n", "ps.tracer_bias_2 = bias_gal\n", "ps.omega_hi = omega_HI\n", "# HI has temp unit\n", "ps.mean_amp_1 = 'average_hi_temp'\n", "# the so-called \"r\" \n", "ps.cross_coeff = cross_coeff\n", "# FoG effect\n", "ps.sigma_v_1 = 200.0\n", "ps.sigma_v_2 = 200.0\n", "# use linear matter power spectrum, can be `nonlinear`\n", "ps.ps_type = 'linear'" ] }, { "cell_type": "code", "execution_count": 34, "id": "8bbc47fe-0b4e-45ed-bff9-a02356fc9a0b", "metadata": {}, "outputs": [], "source": [ "pmod_1d_c,_,_ = ps.get_1d_power(ps.cross_power_tracer_model,k1dweights=k_sel)\n", "pmod_1d_gg,_,_ = ps.get_1d_power(ps.auto_power_tracer_2_model,k1dweights=k_sel)" ] }, { "cell_type": "code", "execution_count": 35, "id": "d5cbce12-da0b-4837-ae40-656cfac71193", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Galaxy auto-power spectrum')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "perror_1d_gg = (pdata_1d_gg)/np.sqrt(nmodes_gg)\n", "\n", "plt.errorbar(keff_gg/ps.h,(pdata_1d_gg-psn_1d_gg)*ps.h**3,\n", " yerr=perror_1d_gg*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "plt.plot(keff_gg/ps.h,pmod_1d_gg*ps.h**3,label='model')\n", "#plt.xscale('log')\n", "plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm gg}(k)\\,[h^{-3}{\\rm Mpc}^3]$')\n", "plt.title('Galaxy auto-power spectrum')" ] }, { "cell_type": "code", "execution_count": 36, "id": "efa5d9e1-5954-40f3-9977-83e16f6e4c25", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a naive error bar \n", "perror_1d_c = np.sqrt((pdata_1d_cross**2 + pdata_1d_hi * pdata_1d_gg)/2)/np.sqrt(nmodes_c-1)\n", "#k_factor = keff_c**2 / ps.h**2\n", "k_factor = 1.0\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross)*ps.h**3 * k_factor,\n", " yerr=perror_1d_c*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "plt.plot(keff_c/ps.h, pmod_1d_c*ps.h**3 * k_factor, label='model')\n", "plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm cross}(k)\\,[h^{-3}{\\rm Mpc^3\\,K}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "markdown", "id": "0280300b-b099-4dd6-b0aa-36ec118d6738", "metadata": {}, "source": [ "HI auto-power is noise dominated:" ] }, { "cell_type": "code", "execution_count": 37, "id": "1baf3ea4-3e65-45a4-a554-598de8dc77b8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI auto-power spectrum')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "perror_1d_hi = (pdata_1d_hi)/np.sqrt(nmodes_hi)\n", "\n", "plt.errorbar(keff_gg/ps.h,(pdata_1d_hi)*ps.h**3,\n", " yerr=perror_1d_hi*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "#plt.xscale('log')\n", "#plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm HI}(k)\\,[h^{-3}{\\rm Mpc}^3\\,{\\rm K}^2]$')\n", "plt.title('HI auto-power spectrum')" ] }, { "cell_type": "markdown", "id": "1acbe53c-cbab-42fc-9954-d3c8fe0f6578", "metadata": {}, "source": [ "## Step 5: apply transfer function correction\n", "\n", "As one can see, the galaxy power gives reasonable result, whereas the cross-power clearly suffers from signal loss. Let us apply transfer function correction to it.\n", "\n", "`meer21cm` automates the transfer function correction procedure. The transfer function calculation essentially generates mock HI data and injects it into the original map cube. It then performs PCA and compares the cleaned mock with the input mock (see 2302.07034 for details). In `meer21cm`, the `TransferFunction` class takes in the power spectrum analysis instance `ps` as an input. Therefore, it automatically matches the mock pipeline with the data analysis pipeline, and applies the same gridding, modelling, compensation etc as the data analysis. Additionally, you need to also put in the specifications of PCA as well as some mock settings that are not in `ps`. See the API summary for more details.\n", "\n", "Additionally, it automatically runs the calculation in parallel and supports `multiprocessing` as well as `mpi4py` pools. You may need to manually configure the mpi installation to enable using `mpi4py`." ] }, { "cell_type": "code", "execution_count": 38, "id": "9c292c6f-f680-4165-ba37-8ffd7321f6d3", "metadata": {}, "outputs": [], "source": [ "# on linux systems this is typically needed if you are running in parallel through mp\n", "import multiprocessing as mp\n", "mp.set_start_method(\"spawn\", force=True)\n", "\n", "# pass the ps specficiations as well as some simulation settings\n", "tf = TransferFunction(\n", " ps, N_fg=N_fg, \n", " # generate mock data on a high-resolution grid, then to average it to sky map for injection\n", " highres_sim=2, upres_transverse=2, upres_radial=2,\n", " uncleaned_data=MKmap_orig, # inject into the map data to reperform PCA\n", " num_process=32, # number of available cpus to run parallel calculation\n", " pca_map_weights=ps.W_HI.astype('float'),\n", ")\n", "# run a null test as well, 100 realisations\n", "null_test_arr = tf.run(range(100), type='null', return_power_3d=False)\n", "# run tf calculation\n", "results_arr = tf.run(range(100), type='cross', return_power_3d=False, return_power_1d=True)" ] }, { "cell_type": "code", "execution_count": 39, "id": "e9a4a05b-7a6e-4d68-856d-2ed095278c32", "metadata": {}, "outputs": [], "source": [ "# organise the results of 100 realisations\n", "tf_1d_arr = []\n", "pnull_1d_arr = []\n", "pmock_1d_cross_arr = []\n", "pmock_1d_cross_cleaned_arr = []\n", "for i in range(len(results_arr)):\n", " tf_1d_arr.append(results_arr[i][0])\n", " pnull_1d_arr.append(null_test_arr[i][0])\n", " pmock_1d_cross_arr.append(results_arr[i][1])\n", " pmock_1d_cross_cleaned_arr.append(results_arr[i][2])\n", "\n", "tf_1d_arr = np.array(tf_1d_arr)\n", "pnull_1d_arr = np.array(pnull_1d_arr)\n", "pmock_1d_cross_arr = np.array(pmock_1d_cross_arr)\n", "pmock_1d_cross_cleaned_arr = np.array(pmock_1d_cross_cleaned_arr)" ] }, { "cell_type": "markdown", "id": "bb1cc748-0e57-41ad-b98a-34c7f2b334c5", "metadata": {}, "source": [ "The transfer function calculation returns `tf_1d_arr`, which is the ratio between `pmock_1d_cross_arr` and `pmock_1d_cross_cleaned_arr`. Using this, we can apply a rescaling correction to the measured cross-power, and also do covariance estimation based on the transfer function realisations.\n", "\n", "The above run takes ~20 min for a max node on ilifu. You may want to save the results for later:" ] }, { "cell_type": "code", "execution_count": 118, "id": "ecf61ec0-0b0f-402b-80f1-fe368b0ff707", "metadata": {}, "outputs": [], "source": [ "#np.save('tf_1d_arr.npy',tf_1d_arr)\n", "#np.save('pnull_1d_arr.npy',pnull_1d_arr)\n", "#np.save('pmock_1d_cross_arr.npy',pmock_1d_cross_arr)\n", "#np.save('pmock_1d_cross_cleaned_arr.npy',pmock_1d_cross_cleaned_arr)\n", "\n", "#tf_1d_arr = np.load('tf_1d_arr.npy')\n", "#pnull_1d_arr = np.load('pnull_1d_arr.npy')\n", "#pmock_1d_cross_arr = np.load('pmock_1d_cross_arr.npy')\n", "#pmock_1d_cross_cleaned_arr = np.load('pmock_1d_cross_cleaned_arr.npy')" ] }, { "cell_type": "code", "execution_count": 40, "id": "caefd1f3-d7fc-4945-a3a5-9a9fa3f31cf6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.errorbar(keff_c/ps.h,(pmock_1d_cross_arr).mean(0)*ps.h**3,\n", " yerr=pmock_1d_cross_arr.std(0)*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='orig mock')\n", "plt.errorbar(keff_c/ps.h,(pmock_1d_cross_cleaned_arr).mean(0)*ps.h**3,\n", " yerr=pmock_1d_cross_cleaned_arr.std(0)*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='cleaned')\n", "plt.errorbar(keff_c/ps.h,(pnull_1d_arr).mean(0)*ps.h**3,\n", " yerr=pnull_1d_arr.std(0)*ps.h**3,\n", " ls='none',\n", " marker='o',\n", " label='null test')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm cross}(k)\\,[h^{-3}{\\rm Mpc^3\\,K}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "markdown", "id": "570e52bd-6d66-465e-80bb-5480b7a15357", "metadata": {}, "source": [ "You can then get the mean as well as the correlation between k-bins from transfer function:" ] }, { "cell_type": "code", "execution_count": 41, "id": "2d2a8845-2564-4562-8371-c761167e62a5", "metadata": {}, "outputs": [], "source": [ "tf_1d_mean = np.mean(tf_1d_arr, axis=0)\n", "# a naive error bar\n", "perror_1d_tf = np.sqrt((pdata_1d_cross**2/tf_1d_mean**2 + pdata_1d_hi * pdata_1d_gg/tf_1d_mean)/2)/np.sqrt(nmodes_c-1)\n", "# correlation matrix\n", "corr_mat_tf = np.corrcoef((1/tf_1d_arr).T)\n", "cov_mat_tf = corr_mat_tf * perror_1d_tf[:,None] * perror_1d_tf[None,:]" ] }, { "cell_type": "code", "execution_count": 42, "id": "a9d0c847-1cb4-4432-ba8d-5de1da286dd9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Mq6qqUq9evYL2OXTo0Gbt0wym5QEAtuR0OS1v4YiLi9Pw4cNVVlYWaPP7/SorKwuqzpvi8/n0/vvvBxJ5nz59lJKSErRPr9erbdu2NXufZlC5AwBsyeF0WHwqnCPsMYWFhZo0aZIyMjI0YsQIlZSUqLa2Vnl5eZKkiRMn6sILLwyct58zZ46+853vqF+/fjp69Kgee+wxffHFF/rxj398OgaHQzNmzNDDDz+sSy+9VH369NGDDz6o1NRUjRs3zvSxnQvJHQCAb9x66606dOiQZs2aJY/Ho6FDh6q0tDSwIG7fvn1Bt7X96quvlJ+fL4/Ho27dumn48OF66623NHDgwECfe++9V7W1tZo6daqOHj2qa665RqWlpSE3u2lJJHcAgC1F6sExBQUFKigoaPS9LVu2BL3+xS9+oV/84hdNx+FwaM6cOZozZ46peMwguQMAbImnwpkXu0cOAECUonIHANjSmTvUWRkfq0juAABbcrhccrpclsbHqtj9WQMAQJSicgcA2BIL6swjuQMAbInkbl7sHjkAAFGKyh0AYEtnnstuZXysIrkDAGyJaXnzSO4AAFtyOB3WkruJB8dEi4gld+fxI3K6GiL18SGMdvGRDiFEu4bjkQ4hhKvXxZEOIUTdrv+LdAgh2l14SaRDCDG7aFGkQwgx+5EbIh1CiIRLB0U6hBCO+MRIhxDgaDAiHQKagcodAGBLnHM3j+QOALAlh9Mlh9PCHeosjG3rYvdnDQAAUYrKHQBgT07X6c3K+BhFcgcA2JPTeXqzMj5Gxe6RAwAQpajcAQC25HC5LD22NZYf+UpyBwDYE+fcTWNaHgCAKEPlDgCwJ6fTYuUeu/UryR0AYEvcoc48kjsAwJ4cFs+5OzjnDgAAogSVOwDAnlgtb1rYlfv+/ft122236YILLlBiYqIGDRqkt99+uzViAwDEsDPn3K1ssSqsyv2rr77S1Vdfre9973v64x//qJ49e+rjjz9Wt27dWis+AAAQprCS+8KFC5WWlqbVq1cH2vr06dPiQQEAwLS8eWHNWbz44ovKyMjQzTffrKSkJA0bNkxPPfVUk2Pq6urk9XqDNgAAzunMde6mt9idlg/ryP/+97/riSee0KWXXqpXX31Vt99+u6ZPn641a9acdcyCBQvUpUuXwJaWlmY5aAAAcHZhTcv7/X5lZGRo/vz5kqRhw4Zp9+7dWr58uSZNmtTomJkzZ6qwsDDw2uv1kuABAOfEg2PMCyu59+rVSwMHDgxqGzBggJ577rmzjomPj1d8fLy56AAAsYvnuZsW1pFfffXV2rt3b1DbRx99pIsvvrhFgwIAAOaFVbnfddddGjlypObPn69bbrlF27dv14oVK7RixYrWig8AEKtYLW9aWMn9qquu0qZNmzRz5kzNmTNHffr0UUlJiSZMmNBa8QEAYpTD6ZLDQoK2MratC/uExA9+8AO9//77OnnypPbs2aP8/PzWiAsAEOsczn+edzezOcydc1+2bJnS09OVkJCgzMxMbd++/ax9n3rqKf37v/+7unXrpm7duik7Ozuk/+TJk+VwOIK23NxcU7E1V+yuNgAA4F9s3LhRhYWFKi4u1s6dOzVkyBDl5OSourq60f5btmzRD3/4Q/35z39WeXm50tLSNGbMGO3fvz+oX25urg4ePBjYfvOb37TqcfDgGACALbXUtPy/3jytqau4Fi9erPz8fOXl5UmSli9frldeeUWrVq1SUVFRSP9169YFvf71r3+t5557TmVlZZo4cWLQZ6akpJg+lnBRuQMA7KmF7lCXlpYWdDO1BQsWNPpx9fX1qqioUHZ29rdCcCo7O1vl5eXNCvn48eNqaGhQ9+7dg9q3bNmipKQkXXbZZbr99tv15ZdfmvxSmofKHQAQ1SorK+V2uwOvz1a1Hz58WD6fT8nJyUHtycnJ+vDDD5v1Wffdd59SU1ODfiDk5ubqP//zP9WnTx99+umnuv/++3XdddepvLxcrla60Q7JHQBgTy10Exu32x2U3FvLI488og0bNmjLli1KSEgItI8fPz7w70GDBmnw4MG65JJLtGXLFo0ePbpVYmFaHgBgS2duP2tlC0ePHj3kcrlUVVUV1F5VVXXO8+WLFi3SI488otdee02DBw9usm/fvn3Vo0cPffLJJ2HFFw6SOwAAkuLi4jR8+HCVlZUF2vx+v8rKypSVlXXWcY8++qjmzp2r0tJSZWRknPNz/vGPf+jLL79Ur169WiTuxjAtDwCwpwjcoa6wsFCTJk1SRkaGRowYoZKSEtXW1gZWz0+cOFEXXnhhYFHewoULNWvWLK1fv17p6enyeDySpE6dOqlTp06qqanRQw89pJtuukkpKSn69NNPde+996pfv37Kyckxf2znQHIHANhTBJL7rbfeqkOHDmnWrFnyeDwaOnSoSktLA4vs9u3bJ+e31gE88cQTqq+v13/9138F7ae4uFizZ8+Wy+XSe++9pzVr1ujo0aNKTU3VmDFjNHfu3FZ9qBrJHQBgSw6nUw4LC+rMji0oKFBBQUGj723ZsiXo9eeff97kvhITE/Xqq6+aisMKzrkDABBlIla5+xO7yt+h9S9NaC5HfMdIhxCiXfVHkQ4hRMOn70c6hBDOLhdEOoQQ07PuinQIIR4v/0WkQwjhO7T/3J3OM2f6oEiHEMLXsfu5O50nfu/X5+/DHBan5R2x++AYpuUBAPbkcJh++EtgfIxiWh4AgChD5Q4AsCeH+ce2BsbHKJI7AMCWDIdThoUEbWVsWxe7Rw4AQJSicgcA2BPT8qaR3AEA9uRwWFvxzmp5AAAQLajcAQD21ELPc49FJHcAgC2xWt48kjsAwJ5YUGda7B45AABRisodAGBPVO6mkdwBAPZEcjctdo8cAIAoReUOALAlw+GwuFo+dm9iQ3IHANgT0/Kmxe6RAwAQpajcAQD2xL3lTSO5AwDsiWl502L3yAEAiFJU7gAAW+Le8uaR3AEA9uSw+FQ4kjsAADbDOXfTYvfIAQCIUlTuAAB7onI3jeQOALAnkrtpsXvkAABEKSp3AIAt8eAY80juAAB7YlretNg9cgAAohSVOwDAnnhwjGkkdwCAPTEtb1rsHjkAAI1YtmyZ0tPTlZCQoMzMTG3fvr3J/r/97W/Vv39/JSQkaNCgQfrDH/4Q9L5hGJo1a5Z69eqlxMREZWdn6+OPP27NQyC5AwDs6cyDY6xs4dq4caMKCwtVXFysnTt3asiQIcrJyVF1dXWj/d966y398Ic/1JQpU/TOO+9o3LhxGjdunHbv3h3o8+ijj+rxxx/X8uXLtW3bNnXs2FE5OTk6efKk6e/mXEjuAAB7OjMtb2WT5PV6g7a6urqzfuTixYuVn5+vvLw8DRw4UMuXL1eHDh20atWqRvv/8pe/VG5uru655x4NGDBAc+fO1ZVXXqmlS5dKOl21l5SU6IEHHtCNN96owYMHa+3atTpw4IBeeOGFFv/KzojYOXdXTbVcjhOR+vgQxmfvRjqEUF0uiHQEIfxfH410CCEK/2tppEMIUbK5ONIhhDi1/9NIhxDC1S0p0iG0Cf4Ed6RDCPDXn7/POn2du/lFcWfGpqWlBbUXFxdr9uzZIf3r6+tVUVGhmTNnBtqcTqeys7NVXl7e6GeUl5ersLAwqC0nJyeQuD/77DN5PB5lZ2cH3u/SpYsyMzNVXl6u8ePHmzm0c2JBHQAgqlVWVsrt/ucPpPj4+Eb7HT58WD6fT8nJyUHtycnJ+vDDDxsd4/F4Gu3v8XgC759pO1uf1kByBwDYkmGc3qyMlyS32x2U3GMB59wBALbkNwzLWzh69Oghl8ulqqqqoPaqqiqlpKQ0OiYlJaXJ/mf+bzj7bAkkdwAAJMXFxWn48OEqKysLtPn9fpWVlSkrK6vRMVlZWUH9JWnz5s2B/n369FFKSkpQH6/Xq23btp11ny2BaXkAgC0Z32xWxoersLBQkyZNUkZGhkaMGKGSkhLV1tYqLy9PkjRx4kRdeOGFWrBggSTpzjvv1He/+139/Oc/19ixY7Vhwwa9/fbbWrFihSTJ4XBoxowZevjhh3XppZeqT58+evDBB5Wamqpx48ZZOLqmkdwBALbkN05vVsaH69Zbb9WhQ4c0a9YseTweDR06VKWlpYEFcfv27ZPT+c9J75EjR2r9+vV64IEHdP/99+vSSy/VCy+8oCuuuCLQ595771Vtba2mTp2qo0eP6pprrlFpaakSEhLMH9w5OAzDynKF8Hm9XnXp0kWHP94ld+fO5/Ojm2THS+FcNrwUru6Dpu/UFAlcCtc8/mNfRjqEEHa8FM71b1dFOoQQDRekRzqEAK/Xq5SUFB07dqzVFqmdyRP7DngsfYbX61Xv1NaN1a6o3AEAtmQYhqzUn+e5drUVkjsAwJYiMS0fLVgtDwBAlKFyBwDYVgwX35aQ3AEAtsS0vHkkdwCALbGgzjzOuQMAEGUsJfdHHnkkcPcdAABakr8Ftlhlelp+x44devLJJzV48OCWjAcAAEkt91S4WGSqcq+pqdGECRP01FNPqVu3bi0dEwAAsMBUcp82bZrGjh2r7Ozsc/atq6uT1+sN2gAAOJczq+WtbLEq7Gn5DRs2aOfOndqxY0ez+i9YsEAPPfRQ2IEBAGIbq+XNC6tyr6ys1J133ql169Y1+2k2M2fO1LFjxwJbZWWlqUABAEDzhFW5V1RUqLq6WldeeWWgzefzaevWrVq6dKnq6urkcrmCxsTHxys+Pr5logUAxAyrK95ZLd9Mo0eP1vvvvx/UlpeXp/79++u+++4LSewAAJhlyOJq+RaLpO0JK7l37tw56AH0ktSxY0ddcMEFIe0AACAyuP0sAMCW/IYhv4XS3crYts5yct+yZUsLhAEAQDBD1qbWYze1U7kDAGyKp8KZx4NjAACIMlTuAAB7snhv+Vielye5AwBsyS9DfgsZ2srYto5peQAAogyVOwDAlnjkq3kkdwCALbFa3jym5QEAiDJU7gAAW2Ja3jySOwDAllgtbx7T8gAARJmIVe6Gs50Mp30mDg48vynSIYToOXxApEMIcff4JyMdQojFvyuIdAih/L5IRxAifui/RzqEEL6DX0Q6hBD+Dt0iHUII14ljkQ4hwHXi6/P2WUzLm2ef7AoAwLfwVDjzSO4AAFvy+U9vVsbHKs65AwAQZajcAQC2xLS8eSR3AIAt+Q1DPpK7KUzLAwBgwpEjRzRhwgS53W517dpVU6ZMUU1NTZP977jjDl122WVKTExU7969NX36dB07Fnw1hMPhCNk2bNgQVmxU7gAAWzp9b3krlXsLBtOICRMm6ODBg9q8ebMaGhqUl5enqVOnav369Y32P3DggA4cOKBFixZp4MCB+uKLL/STn/xEBw4c0O9+97ugvqtXr1Zubm7gddeuXcOKjeQOALAlO6+W37Nnj0pLS7Vjxw5lZGRIkpYsWaLrr79eixYtUmpqasiYK664Qs8991zg9SWXXKJ58+bptttu06lTp9Su3T9TcteuXZWSkmI6PqblAQBRzev1Bm11dXWW91leXq6uXbsGErskZWdny+l0atu2bc3ez7Fjx+R2u4MSuyRNmzZNPXr00IgRI7Rq1SoZYc5gULkDAGyppVbLp6WlBbUXFxdr9uzZVkKTx+NRUlJSUFu7du3UvXt3eTyeZu3j8OHDmjt3rqZOnRrUPmfOHH3/+99Xhw4d9Nprr+mnP/2pampqNH369GbHR3IHANiSz+Jq+TNjKysr5Xa7A+3x8fFnHVNUVKSFCxc2ud89e/aYjukMr9ersWPHauDAgSE/NB588MHAv4cNG6ba2lo99thjJHcAAM5wu91Byb0pd999tyZPntxkn759+yolJUXV1dVB7adOndKRI0fOea7866+/Vm5urjp37qxNmzapffv2TfbPzMzU3LlzVVdX1+QPk28juQMAbMkvayvezayn69mzp3r27HnOfllZWTp69KgqKio0fPhwSdLrr78uv9+vzMzMs47zer3KyclRfHy8XnzxRSUkJJzzs3bt2qVu3bo1O7FLJHcAgE35/IZ8FrK7lbHnMmDAAOXm5io/P1/Lly9XQ0ODCgoKNH78+MBK+f3792v06NFau3atRowYIa/XqzFjxuj48eN65plnAgv8pNM/Klwul1566SVVVVXpO9/5jhISErR582bNnz9fP/vZz8KKj+QOALAlw+KCunBXmIdr3bp1Kigo0OjRo+V0OnXTTTfp8ccfD7zf0NCgvXv36vjx45KknTt3BlbS9+vXL2hfn332mdLT09W+fXstW7ZMd911lwzDUL9+/bR48WLl5+eHFRvJHQAAE7p3737WG9ZIUnp6etAPjFGjRp3zB0dubm7QzWvMIrkDAGzJZ5zerIyPVSR3AIAt8VQ487hDHQAAUYbKHQBgS3ZeLW93JHcAgC0xLW8e0/IAAEQZKncAgC2xWt48kjsAwJaYljePaXkAAKIMlTsAwJb8fkN+CyverYxt60juAABb8ls85x7DuZ3kDgCwJ865m8c5dwAAogyVOwDAlnyGIZ+F6tvK2LaO5A4AsCUW1JnHtDwAAFGGyh0AYEs+WbxDXYtF0vaQ3AEAtsRqefOYlgcAIMpQuQMAbInV8uZFLLk7GurkaGgfqY8P4XDZbxLj7vFPRjqEED/f8L+RDiFE/MARkQ4hVFx8pCMIcapHv0iHEOJUr8GRDiFE+5PHIh1CCMPhiHQIAeczFr/fkI/V8qbYL6MBAABLmJYHANiSz2LlbmVsW0dyBwDYEsndPJI7AMCWfH5rCdrnb8Fg2hjOuQMAEGWo3AEAtsS0vHkkdwCALZHczWNaHgCAKEPlDgCwJW5iYx7JHQBgSz7D4rR8DN9+lml5AACiDJU7AMCWWFBnHskdAGBLJHfzmJYHACDKhJXcFyxYoKuuukqdO3dWUlKSxo0bp71797ZWbACAGHbKb1jeWtORI0c0YcIEud1ude3aVVOmTFFNTU2TY0aNGiWHwxG0/eQnPwnqs2/fPo0dO1YdOnRQUlKS7rnnHp06dSqs2MKaln/jjTc0bdo0XXXVVTp16pTuv/9+jRkzRh988IE6duwY1gcDANAUu0/LT5gwQQcPHtTmzZvV0NCgvLw8TZ06VevXr29yXH5+vubMmRN43aFDh8C/fT6fxo4dq5SUFL311ls6ePCgJk6cqPbt22v+/PnNji2s5F5aWhr0+umnn1ZSUpIqKip07bXXhrMrAACaZOfr3Pfs2aPS0lLt2LFDGRkZkqQlS5bo+uuv16JFi5SamnrWsR06dFBKSkqj77322mv64IMP9Kc//UnJyckaOnSo5s6dq/vuu0+zZ89WXFxcs+KzdM792LFjkqTu3buftU9dXZ28Xm/QBgDA+fKvOaiurs7yPsvLy9W1a9dAYpek7OxsOZ1Obdu2rcmx69atU48ePXTFFVdo5syZOn78eNB+Bw0apOTk5EBbTk6OvF6v/va3vzU7PtOr5f1+v2bMmKGrr75aV1xxxVn7LViwQA899JDZjwEAxCifYVi6Ec2ZsWlpaUHtxcXFmj17tpXQ5PF4lJSUFNTWrl07de/eXR6P56zj/vu//1sXX3yxUlNT9d577+m+++7T3r179fzzzwf2++3ELinwuqn9/ivTyX3atGnavXu33nzzzSb7zZw5U4WFhYHXXq835IsGAOBftdQ598rKSrnd7kB7fHz8WccUFRVp4cKFTe53z549pmOaOnVq4N+DBg1Sr169NHr0aH366ae65JJLTO/3X5lK7gUFBXr55Ze1detWXXTRRU32jY+Pb/KLBACgNbnd7qDk3pS7775bkydPbrJP3759lZKSourq6qD2U6dO6ciRI2c9n96YzMxMSdInn3yiSy65RCkpKdq+fXtQn6qqKkkKa79hJXfDMHTHHXdo06ZN2rJli/r06RPOcAAAmi0Sq+V79uypnj17nrNfVlaWjh49qoqKCg0fPlyS9Prrr8vv9wcSdnPs2rVLktSrV6/AfufNm6fq6urAtP/mzZvldrs1cODAZu83rAV106ZN0zPPPKP169erc+fO8ng88ng8OnHiRDi7AQDgnM4kdytbaxkwYIByc3OVn5+v7du36y9/+YsKCgo0fvz4wEr5/fv3q3///oFK/NNPP9XcuXNVUVGhzz//XC+++KImTpyoa6+9VoMHD5YkjRkzRgMHDtT//M//6N1339Wrr76qBx54QNOmTQtrFjys5P7EE0/o2LFjGjVqlHr16hXYNm7cGM5uAABo89atW6f+/ftr9OjRuv7663XNNddoxYoVgfcbGhq0d+/ewGr4uLg4/elPf9KYMWPUv39/3X333brpppv00ksvBca4XC69/PLLcrlcysrK0m233aaJEycGXRffHGFPywMAcD74DL98fr+l8a2pe/fuTd6wJj09PShvpqWl6Y033jjnfi+++GL94Q9/sBQbD44BANiSnW9iY3c8OAYAgChD5Q4AsCWf35DTxveWtzOSOwDAlk75JYeFBH2qdU+52xrJHQBgS1Tu5nHOHQCAKEPlDgCwJSp380juAABbIrmbx7Q8AABRhsodAGBL3MTGPJI7AMCWfH7D0qVwsTwtH7Hkfuq9LTrVITFSHx9iwSNbIh1CiJlFoyIdQohDFXsiHUKI1Iv7RzqEEMbloyIdQgjn14ciHUKI+FMHIh1CiM8TLo50CCF6dWof6RACTjX/wWSIICp3AIAtGYYhw0L1HcsPOyO5AwBsye83LJ03j+Vz7qyWBwAgylC5AwBsyTAMS1PrTMsDAGAzht/iOfcYnpYnuQMAbIlz7uZxzh0AgChD5Q4AsCXDf3qzMj5WkdwBALbEgjrzmJYHACDKULkDAGyJBXXmkdwBALbEpXDmMS0PAECUoXIHANiTxcpdMVy5k9wBALbkNww5LKx497NaHgAARAsqdwCALfE8d/NI7gAAW2K1vHkkdwCALfn9ksPSde4tGEwbwzl3AACiDJU7AMCWuLe8eSR3AIAt8VQ485iWBwAgypDcAQC2dObBMVa21nTkyBFNmDBBbrdbXbt21ZQpU1RTU3PW/p9//rkcDkej229/+9tAv8be37BhQ1ixMS0PALAlu18KN2HCBB08eFCbN29WQ0OD8vLyNHXqVK1fv77R/mlpaTp48GBQ24oVK/TYY4/puuuuC2pfvXq1cnNzA6+7du0aVmwkdwAAwrRnzx6VlpZqx44dysjIkCQtWbJE119/vRYtWqTU1NSQMS6XSykpKUFtmzZt0i233KJOnToFtXft2jWkbziYlgcA2NKZyt3KJklerzdoq6ursxxbeXm5unbtGkjskpSdnS2n06lt27Y1ax8VFRXatWuXpkyZEvLetGnT1KNHD40YMUKrVq0Ke+U/lTsAwJZa6sExaWlpQe3FxcWaPXu2ldDk8XiUlJQU1NauXTt1795dHo+nWftYuXKlBgwYoJEjRwa1z5kzR9///vfVoUMHvfbaa/rpT3+qmpoaTZ8+vdnxkdwBAFGtsrJSbrc78Do+Pv6sfYuKirRw4cIm97dnzx7LMZ04cULr16/Xgw8+GPLet9uGDRum2tpaPfbYYyR3AEDb11IL6txud1Byb8rdd9+tyZMnN9mnb9++SklJUXV1dVD7qVOndOTIkWadK//d736n48ePa+LEiefsm5mZqblz56qurq7JHybfRnIHANhSJJ4K17NnT/Xs2fOc/bKysnT06FFVVFRo+PDhkqTXX39dfr9fmZmZ5xy/cuVK/cd//EezPmvXrl3q1q1bsxO7RHIHANiUYfFa9da8FG7AgAHKzc1Vfn6+li9froaGBhUUFGj8+PGBlfL79+/X6NGjtXbtWo0YMSIw9pNPPtHWrVv1hz/8IWS/L730kqqqqvSd73xHCQkJ2rx5s+bPn6+f/exnYcVHcgcAwIR169apoKBAo0ePltPp1E033aTHH3888H5DQ4P27t2r48ePB41btWqVLrroIo0ZMyZkn+3bt9eyZct01113yTAM9evXT4sXL1Z+fn5YsZHcAQC2ZPcHx3Tv3v2sN6yRpPT09EZjmD9/vubPn9/omNzc3KCb15hFcgcA2JLd71BnZ9zEBgCAKBOxyn3mLSWKs9Fvi1+8fF+kQwjRbtjoSIcQwmifEOkQQjj8pyIdQgi/Ky7SIYQw4jpEOoQQvm5p5+50nnU/Zb9q78Qp+zy79OR5jMXvNyQL1XdrPzjGzpiWBwDYkuH3yfD7LI2PVfYpnQEAQIugcgcA2BKVu3kkdwCALRl+v8Xkbp+1Cucb0/IAAEQZKncAgC0ZPp8Mn4XK3cLYto7kDgCwJcOweM7dILkDAGArLKgzj3PuAABEGSp3AIAtUbmbR3IHANgSyd08puUBAIgyVO4AAFviJjbmkdwBALbk9/skC8ndz7R8eJYtW6b09HQlJCQoMzNT27dvb+m4AACASWEn940bN6qwsFDFxcXauXOnhgwZopycHFVXV7dGfACAGHVmQZ2VLVaFndwXL16s/Px85eXlaeDAgVq+fLk6dOigVatWtUZ8AIAYRXI3L6zkXl9fr4qKCmVnZ/9zB06nsrOzVV5e3uiYuro6eb3eoA0AALSesJL74cOH5fP5lJycHNSenJwsj8fT6JgFCxaoS5cugS0tLc18tACA2PHNg2PMborhB8e0+nXuM2fO1LFjxwJbZWVla38kACAKnHlwjOmNB8c0T48ePeRyuVRVVRXUXlVVpZSUlEbHxMfHKz4+3nyEAICYZPj9li6Fi+Xr3MOq3OPi4jR8+HCVlZUF2vx+v8rKypSVldXiwQEAgPCFfRObwsJCTZo0SRkZGRoxYoRKSkpUW1urvLy81ogPABCjDIs3sYnl1fJhJ/dbb71Vhw4d0qxZs+TxeDR06FCVlpaGLLIDAMCK09Py5qfWY3la3tTtZwsKClRQUNDSsQAAgBbAveUBALbEtLx5JHcAgC2R3M3jee4AAEQZKncAgC35/T45qNxNIbkDAGzJ8Pklh4Xk7ovd1fJMywMAEGWo3AEAtmQYFhfUcW95AADsxfD7rE3Lx/A5d6blAQC2ZOmJcN9srWnevHkaOXKkOnTooK5duzbvmAxDs2bNUq9evZSYmKjs7Gx9/PHHQX2OHDmiCRMmyO12q2vXrpoyZYpqamrCio3kDgCACfX19br55pt1++23N3vMo48+qscff1zLly/Xtm3b1LFjR+Xk5OjkyZOBPhMmTNDf/vY3bd68WS+//LK2bt2qqVOnhhXbeZ+WNwxDklQve61i9B4/EekQQrT7OrxfaueD0b4h0iGEcPhPRTqEED4jMdIhhHCe+DrSIYTw+9pHOoQQx08ZkQ4hxJm/m3bw9den/zs6HzEZDSetVd++03+vvF5vUHNLPYr8oYcekiQ9/fTTzepvGIZKSkr0wAMP6MYbb5QkrV27VsnJyXrhhRc0fvx47dmzR6WlpdqxY4cyMjIkSUuWLNH111+vRYsWKTU1tXnBGedZZWWlIYmNjY2NrQ1vlZWVrZYnTpw4YaSkpLRInJ06dQppKy4ubtF4V69ebXTp0uWc/T799FNDkvHOO+8EtV977bXG9OnTDcMwjJUrVxpdu3YNer+hocFwuVzG888/3+yYznvlnpqaqsrKSnXu3FkOh8P0frxer9LS0lRZWSm3292CEUYXvqfm4XtqHr6n5onm78kwDH399dfNryBNSEhI0Geffab6+nrL+zIMIyTXtETVbobH45GkkKeoJicnB97zeDxKSkoKer9du3bq3r17oE9znPfk7nQ6ddFFF7XY/txud9T9j6c18D01D99T8/A9NU+0fk9dunRp9c9ISEhQQkJCq3/OvyoqKtLChQub7LNnzx7179//PEVkDpfCAQDwjbvvvluTJ09usk/fvn1N7TslJUWSVFVVpV69egXaq6qqNHTo0ECf6urqoHGnTp3SkSNHAuObg+QOAMA3evbsqZ49e7bKvvv06aOUlBSVlZUFkrnX69W2bdsCK+6zsrJ09OhRVVRUaPjw4ZKk119/XX6/X5mZmc3+rDZ7KVx8fLyKi4sjdu6kreB7ah6+p+bhe2oevqfYsG/fPu3atUv79u2Tz+fTrl27tGvXrqBr0vv3769NmzZJkhwOh2bMmKGHH35YL774ot5//31NnDhRqampGjdunCRpwIABys3NVX5+vrZv366//OUvKigo0Pjx48Na5+AwDBtdYwEAQBsxefJkrVmzJqT9z3/+s0aNGiXpdEJfvXp1YKrfMAwVFxdrxYoVOnr0qK655hr96le/0r/9278Fxh85ckQFBQV66aWX5HQ6ddNNN+nxxx9Xp06dmh0byR0AgCjTZqflAQBA40juAABEGZI7AABRhuQOAECUabPJfdmyZUpPT1dCQoIyMzO1ffv2SIdkKwsWLNBVV12lzp07KykpSePGjdPevXsjHZatPfLII4FLVRBs//79uu2223TBBRcoMTFRgwYN0ttvvx3psGzF5/PpwQcfVJ8+fZSYmKhLLrlEc+fOtdVDXxA72mRy37hxowoLC1VcXKydO3dqyJAhysnJCbmrTyx74403NG3aNP31r3/V5s2b1dDQoDFjxqi2tjbSodnSjh079OSTT2rw4MGRDsV2vvrqK1199dVq3769/vjHP+qDDz7Qz3/+c3Xr1i3SodnKwoUL9cQTT2jp0qXas2ePFi5cqEcffVRLliyJdGiIQW3yUrjMzExdddVVWrp0qSTJ7/crLS1Nd9xxh4qKiiIcnT0dOnRISUlJeuONN3TttddGOhxbqamp0ZVXXqlf/epXevjhhzV06FCVlJREOizbKCoq0l/+8hf93//9X6RDsbUf/OAHSk5O1sqVKwNtN910kxITE/XMM89EMDLEojZXudfX16uiokLZ2dmBNqfTqezsbJWXl0cwMns7duyYJKl79+4RjsR+pk2bprFjxwb9N4V/evHFF5WRkaGbb75ZSUlJGjZsmJ566qlIh2U7I0eOVFlZmT766CNJ0rvvvqs333xT1113XYQjQyxqc/eWP3z4sHw+X6OPzPvwww8jFJW9+f1+zZgxQ1dffbWuuOKKSIdjKxs2bNDOnTu1Y8eOSIdiW3//+9/1xBNPqLCwUPfff7927Nih6dOnKy4uTpMmTYp0eLZRVFQkr9er/v37y+Vyyefzad68eZowYUKkQ0MManPJHeGbNm2adu/erTfffDPSodhKZWWl7rzzTm3evDkij5ZsK/x+vzIyMjR//nxJ0rBhw7R7924tX76c5P4tzz77rNatW6f169fr8ssv165duzRjxgylpqbyPeG8a3PJvUePHnK5XKqqqgpqr6qqCutxeLGioKBAL7/8srZu3aqLLroo0uHYSkVFhaqrq3XllVcG2nw+n7Zu3aqlS5eqrq5OLpcrghHaQ69evTRw4MCgtgEDBui5556LUET2dM8996ioqEjjx4+XJA0aNEhffPGFFixYQHLHedfmzrnHxcVp+PDhKisrC7T5/X6VlZUpKysrgpHZi2EYKigo0KZNm/T666+rT58+kQ7JdkaPHq33338/8CSnXbt2KSMjQxMmTNCuXbtI7N+4+uqrQy6j/Oijj3TxxRdHKCJ7On78uJzO4D+pLpdLfr8/QhEhlrW5yl2SCgsLNWnSJGVkZGjEiBEqKSlRbW2t8vLyIh2abUybNk3r16/X73//e3Xu3Fkej0eS1KVLFyUmJkY4Onvo3LlzyBqEjh076oILLmBtwrfcddddGjlypObPn69bbrlF27dv14oVK7RixYpIh2YrN9xwg+bNm6fevXvr8ssv1zvvvKPFixfrRz/6UaRDQywy2qglS5YYvXv3NuLi4owRI0YYf/3rXyMdkq1IanRbvXp1pEOzte9+97vGnXfeGekwbOell14yrrjiCiM+Pt7o37+/sWLFikiHZDter9e48847jd69exsJCQlG3759jf/3//6fUVdXF+nQEIPa5HXuAADg7NrcOXcAANA0kjsAAFGG5A4AQJQhuQMAEGVI7gAARBmSOwAAUYbkDgBAlCG5AwAQZUjuAABEGZI7AABRhuQOAECU+f9aX1kf+7QIdwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(corr_mat_tf, vmin=-1, vmax=1,cmap='RdBu_r', origin='lower')\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "id": "f2fa6efa-b048-42a3-8609-71fb51a4ada0", "metadata": {}, "source": [ "Now let's compare TF-corrected measurement with null test:" ] }, { "cell_type": "code", "execution_count": 43, "id": "83a899a8-ef30-4faa-a018-d1446dbe858c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_factor = keff_c**2 / ps.h**2\n", "#plt.plot(keff_c/ps.h, pmod_1d_c*ps.h**3 * k_factor)\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross/tf_1d_mean)*ps.h**3 * k_factor,\n", " yerr= (perror_1d_tf)*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "\n", "plt.errorbar(keff_c/ps.h,(pnull_1d_arr).mean(0)*ps.h**3 * k_factor,\n", " yerr=pnull_1d_arr.std(0)*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='null test')\n", "plt.axhline(y=0, color='black', linestyle='--')\n", "plt.ylim(-0.005,0.032)\n", "#plt.yscale('log')\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$k^2 P_{\\rm cross}(k)\\,[h^{-1}{\\rm Mpc\\,K}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "code", "execution_count": 44, "id": "3750c901-69e8-4166-88cf-85c08cd861f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# check the power spectrum in volume unit:\n", "k_factor = 1e3\n", "plt.plot(keff_c/ps.h, pmod_1d_c*ps.h**3 * k_factor)\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross/tf_1d_mean)*ps.h**3 * k_factor,\n", " yerr= perror_1d_tf*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "plt.yscale('log')\n", "#plt.ylim(1e1,5e3)\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$P_{\\rm cross}(k)\\,h^{-3}{\\rm Mpc^3\\,mK}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "markdown", "id": "bf8c192a-6e97-4320-acff-aabdea00afa3", "metadata": {}, "source": [ "The detection significance is:" ] }, { "cell_type": "code", "execution_count": 45, "id": "9d7ab876-21ee-453f-8c37-18dd48dc90a1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(6.198224857449467)" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_vector = (pdata_1d_cross/tf_1d_mean)\n", "data_covariance = cov_mat_tf\n", "np.sqrt(data_vector @ np.linalg.inv(data_covariance) @ data_vector)" ] }, { "cell_type": "markdown", "id": "6ba6af25-d198-4132-8a8c-804b0ff6be15", "metadata": {}, "source": [ "## Step 6: model fitting" ] }, { "cell_type": "markdown", "id": "230dae32-2133-43ec-b532-f4ce9f9b1faf", "metadata": {}, "source": [ "\n", "Fitting a model power spectrum is complicated for intensity mapping, as many observational effects come into play in the model power spectrum. Similar to transfer function calculation, `meer21cm` has sampler classes (e.g. `SamplerEmcee`), that takes `extract_model_fitting_inputs(ps)` as an input, which then automatically applies the same setting of modelling as your data analysis. \n", "Since the L-band data is limited in its signal-to-noise ratio and in its scales, we are typically only fittign an overall amplitude, which is controlled by $\\Omega_{\\rm HI} b_{\\rm HI}$.\n", "\n", "Nevertheless, `meer21cm` provides the full range of parameter variation from cosmological parameters to observational nuisance parameters. Moreover, it integrates sampling tools, `emcee` and `nautilus`, for automated fitting routine. Furthermore, which parameters to vary and the likelihood calculation are taken care of. All you need to do is to specify `params_name`, and the sampler will then only vary these parameters. The rest of the parameters are fixed to the values you set in `ps`.\n", "\n", "Here, we show a simple example of fitting HI density $\\Omega_{\\rm HI}$ and beam size:" ] }, { "cell_type": "code", "execution_count": 46, "id": "3ffd3588-4102-4894-a1b8-62afaccb7510", "metadata": {}, "outputs": [], "source": [ "data_vector = (pdata_1d_cross/tf_1d_mean)\n", "data_covariance = cov_mat_tf\n", "# fit two parameters, overall HI density and beam size\n", "# init position\n", "ps.omega_hi = 5e-4\n", "ps.sigma_beam_ch = ps.sigma_beam_ch.mean()\n", "# tell sampler which parameters to vary\n", "varied_params = ['omega_hi', 'sigma_beam_ch']\n", "# specify priors\n", "params_priors = [\n", " ('uniform', 1e-4, 2e-3), # flat prior, lower, upper\n", " # gaussian prior, mean, sigma\n", " ('gaussian', ps.sigma_beam_ch.mean(), 0.1), # beam model should be close to truth since it is a measurement\n", "\n", "]\n", "# here we use emcee-sampler\n", "sampler = SamplerEmcee(\n", " extract_model_fitting_inputs(ps), \n", " data_vector, \n", " data_covariance, \n", " params_name=varied_params, \n", " params_prior=params_priors,\n", " observables=['cross'], # only fit cross power\n", " save=True,\n", " save_filename='fitting.h5',\n", " nwalkers=4,\n", " nsteps=200,\n", " nthreads=32,\n", ")" ] }, { "cell_type": "code", "execution_count": 47, "id": "bcb7de38-b559-48e0-9ac2-08af43e65ec6", "metadata": {}, "outputs": [], "source": [ "init_pos = np.array([5e-4, ps.sigma_beam_ch.mean()])\n", "start_coord = (\n", " 1 + np.random.uniform(-1e-2, 1e-2, size=(sampler.nwalkers, sampler.ndim))\n", ") * init_pos[None, :]" ] }, { "cell_type": "code", "execution_count": null, "id": "b5e4bced-0d91-4e96-a248-7965d0c65ada", "metadata": { "scrolled": true }, "outputs": [], "source": [ "# resume = True if you are starting from a previous run\n", "sampler.run(resume=False, progress=True, start_coord=start_coord)" ] }, { "cell_type": "markdown", "id": "8585207a-3f67-46c3-af05-a18e43897ac3", "metadata": {}, "source": [ "It took about 15 minutes on a max node to run 4x200 steps" ] }, { "cell_type": "code", "execution_count": 49, "id": "7c9e9fa3-8737-4756-8426-9547ec6ba934", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.00086875, 0.64351087])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# best fit\n", "best_fit = sampler.get_points().reshape((-1,2))[np.argmax(sampler.get_log_prob())]\n", "best_fit" ] }, { "cell_type": "code", "execution_count": 50, "id": "19a90d4a-f9f0-48f1-919b-14ddd425f007", "metadata": {}, "outputs": [], "source": [ "# posterior\n", "points = sampler.get_points().reshape((-1,2))\n", "points[:,0] = points[:,0]*1e3" ] }, { "cell_type": "code", "execution_count": 51, "id": "03dd9263-306d-4fd8-bd05-a0d8649bdb14", "metadata": {}, "outputs": [ { "data": { "image/png": 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IhBBCCIEEBEIIIYRAAgIhhBBCIAGBEEIIIZCAQAghhBBIQCCEEEIIJCAQQgghBBIQCCGEEAIJCIQQQgiBBARCCCGEQAICIYQQQiABgRBCCCGQgEAIIYQQSEAghBBCCCQgEEIIIQQSEAghhBACCQiEEEIIgQQEQgghhEACAiGEEEIgAYEQQgghkIBACCGEEEhAIIQQQggkIBBCCCEEEhAIIYQQAgkIhBBCCIEEBEIIIYRAAgIhhBBCIAGBEEIIIQCL9G6ASD0+Pj7J7uPi4oK7u/sHaI0QQojMRAKCLMDFxQWtVou3t3ey+2q1Wnx8fCQoEEIIYUQCgizA3d0dHx8fdDpdkvv5+Pjg7e2NTqeTgEAIIYQRCQiyCHd3d7nJCyGEeGcyqVAIIYQQEhAIIYQQQgICIYQQQiABgRBCCCGQgEAIIYQQSEAghBBCCCQgEEIIIQQSEAghhBACCQiEEEIIgQQEQgghhEACAiGEEEIgAYEQQgghkIBACCGEEEhAIIQQQggkIBBCCCEEEhAIIYQQAgkIhBBCCIEEBEIIIYRAAgIhhBBCIAGBEEIIIZCAQAghhBBIQCCEEEIIJCAQQgghBBIQCCGEEAIJCIQQQgiBBARCCCGEQAICIYQQQgAW6d0AkTH5+vqi0+mS3c/FxQV3d/cP0CIhhBBpSQICEY+vry+enp7o9fpk99Vqtfj4+EhQIIQQmZwEBCIenU6HXq9nzZo1eHp6Jrqfj48P3t7e6HQ6CQiEECKTk4BAJMrT05Ny5cqldzOEEEJ8ADKpUAghhBASEAghhBBCAgIhhBBCIHMIRBYnyyeFEMI0EhCILEuWTwohhOkkIBBZliyfFEII00lAILI8WT4phBDJk0mFQgghhJCAQAghhBASEAghhBACCQiEEEIIgQQEQgghhEACAiGEEEIgAYEQQgghkDwEIpMyJSWxj4/PB2qNEEJkfhIQiEwnpSmJXVxcPkCrhBAic5OAQGQ6pqYkBilaJIQQppKAQGRakpJYCCFSj0wqFEIIIYQEBEIIIYSQIQORwcjqASGESB8SEIgPwpQbvb+/Py1atJDVA0IIkQ4kIBBpLqXLBP/66y9cXV2T3E9WDwghROqSgECkOVkmKIQQGZ8EBOKDkWWCQgiRcckqAyGEEEJIQCCEEEIICQiEEEIIgQQEQgghhEACAiGEEEIgAYEQQgghkIBACCGEEEhAIIQQQggkIBBCCCEEkqnwo5RctUCpJiiEEB8fCQg+Ii4uLmi1Wry9vZPdNyXVBCXAEEKIzE8Cgo+Iu7s7Pj4+yZYhBtOKDKVVgCGEEOLDk4DgI+Pu7p5q1QRTO8AQQgiRfiQgEO8lNQMMIYQQ6UdWGQghhBBCAgIhhBBCSEAghBBCCCQgEEIIIQQSEAghhBACCQiEEEIIgQQEQgghhEACAiGEEEIgAYEQQgghkIBACCGEEEhAIIQQQggkIBBCCCEEEhAIIYQQAgkIhBBCCIGUP043vr6+6HS6JPfx8fH5QK0RQgjxsZOAIB34+vri6emJXq9Pdl+tVouLi8sHaJUQQoiPmQQE6UCn06HX61mzZg2enp5J7uvi4oK7u/sHapkQQoiPlQQE6cjT05Ny5cqldzPE/2fKEI0EaEKIrEoCAvHRc3FxQavV4u3tney+Wq0WHx8fCQqEEFmOBATio+fu7o6Pj49Jkzy9vb3R6XQSEAghshwJCIQgLiiQm7wQ4mMmeQiEEEIIIQGBEEIIISQgEEIIIQQSEAghhBACCQiEEEIIgQQEQgghhECWHaaJixcvki1btkS3S9EiIYQQGY0EBGmgZs2aye4jRYuyNlOqWYKkQhZCZBwSEKSBRYsWUb58+ST3kRtB5pVcD4+/vz8tWrQwuZqlpEIWIm34+/vTuXNnjhw5Qr58+Zg3bx516tRJcN/58+ezePFirly5wogRIxgzZkyKtmcFEhCkgWLFiknRoiwopTUP/vrrL1xdXRPdx5AK+dixY1L1Uoh31LlzZ2rVqkXnzp3jbevduze5c+fG39+fgwcP0qZNG27fvo2Tk1O8fd3c3BgzZgzr1q1L8DzJbc8KJCAQwkSm1jwA027gUlRJiLQTEhLC9u3buXfvHlqtliZNmlCyZEl27NjBd999F2//Zs2aAbB3794Ej5fc9qxAAgIhUiA1ax5IUSWRWURERDBq1ChWr15NYGAgpUqVYsKECXz11VcmH+P8+fOMGTOG48ePEx4eTqFChejWrRt9+/YF4m7gU6dO5d9//+XMmTMEBgayfPnyBJ/8TXH79m2yZctGvnz51PdKlizJtWvX3ul4HwMJCIRIR1JUSWQGnTt3ZsuWLfTv3x8PDw9WrFhBgwYNOHz4MNWqVUv283///TeNGzembNmyjBw5kmzZsnH37l0ePXqk7qPT6Rg3bhzu7u6ULl2aI0eOvFebQ0JCsLe3N3rP3t6egICA9zpuViYBgRCZhCnLVWWugUhtZ86cYcOGDUydOpWBAwcC0LFjRz777DMGDx7MyZMnk/x8cHAwHTt2pGHDhmzZsgUzs4TT37i5ufH06VNy587N2bNn8fLySvSYjRo14vjx4wDo9Xo2bdpE//79ARg6dChDhw4lW7ZsBAcHx2tLUkvCP3YSEAiRwclcg/SxaNEiFixYwI0bNwgLCzPa9sknn3Dv3r10atmHtWXLFszNzenWrZv6no2NDV27dmX48OH4+fmRP3/+RD+/bt06nj9/zq+//oqZmRmhoaHY2trGCwysra3JnTu3SW3avXu3+nVikwo9PDwICQnh8ePH5M2bF4CrV6/SsWNHk87xMZKAQIgMTuYafHg//fQTM2bM4Ouvv+a7777j0aNHTJ8+naioKBo1apTssuL0FhUVRVBQkEn7Ojk5JfrUDnDhwgWKFi0ar/u9QoUKQFwitqQCgoMHD2Jvb8/jx49p1qwZt27dws7Ojg4dOjB9+nRsbGxMamdKZcuWjaZNmzJ69Ghmz57NoUOHuHz5Mk2bNk1w/+joaKKjo4mJiSE6Oprw8HAsLS0xNzc3aXuWoIhUExQUpADKP//8k95NER+hc+fOKYBy7ty59G5Kggy/H0FBQendlCQdPXpUAZSePXsavT927FgFUM6cOZNOLTPd4cOHFcCk1/3795M8VokSJZQvvvgi3vvXrl1TAGXBggVJfr5UqVKKVqtVtFqt0qdPH+XPP/9U+vTpowBK27ZtE/zMf//9pwDK8uXLk73WTp06JbrfixcvlPr16yu2traKh4eHcuDAAXVbvXr1lF9//VX9fvTo0fF+Nm8eN7ntWYH0EAiRxchcg/czffp0nJycmDp1qtH7hgykt27dwsvLC41Gg5+fn9Es9oyidOnSHDhwwKR9k+umDwsLw9raOt77hif7t4dT3hYSEoJer6dHjx7MmjULgBYtWhAZGcnChQsZN24cHh4eJrU1IStWrEh0m6ura6LLBPft22f0/ZgxY5JMNpTc9qxAAgIhsgiZa/D+oqOjOXDgAE2bNsXOzs5oW2RkJEC8rvOMyNHRkS+//DJVjmVra0tERES898PDw9XtyX0eoF27dkbvf/vttyxcuJBTp069V0AgUo8EBEJkEek518CU2g0hISGpcq609ODBA0JCQvjss8/ibTt37hxAslklM4LIyEhevnxp0r6urq5JjoO7ubnx+PHjeO8/ffoUgDx58iR5/Dx58nDt2jVy5cpl9H7OnDkBCAwMNKmdIu1J+WMhshB3d3fKlSuX5CslNzRfX1/Onz+f5Gv//v14enpSvnz5JF+mFP1Kb69fvwbAysrK6H1FUdi8eTMlSpSgSJEi6vvbtm3D3d2d3LlzGw0x+Pr60rBhQ5ydnfH09OSvv/4yOt7EiRMpUKAA9vb2VK5cmcuXL6vbNBoNc+fOpWDBguTIkYOFCxdy8uRJPv30UxwdHRk/fnyy13Hy5Enc3NxMevn5+SV5rDJlynDr1q14S/j+/fdfdXtSDBMw3w4qnjx5ApBkeu/35e/vT8OGDbGzs6NYsWIcOnQo0X3nz59PuXLlsLS0THBoILntWYH0EAghEuTr64unp6fJRZqSq91w7tw5o6VrGZGhx+TgwYMMGDBAfX/GjBmcP3+eNWvWGO2/e/durl69ypMnT6hduzblypWjdu3aNG7cmK5du7Jjxw7+++8/mjRpwtWrV9Wn5OLFi3P27Fly5MjB+PHj6dixIxcvXlSPe+zYMa5fv86///5LgwYNaNCgAcePH+fFixeULVuW9u3bU6hQoUSvIzXnELRq1Ypp06axaNEiNQ9BREQEy5cvp2LFikYrDPR6Pb6+vri4uKjVXNu0acPkyZNZunQpX3zxhbrvkiVLsLCwoFatWia1811ILYOUkYAgFSmKAkBoaGi8aFqIjMLQdX/u3Lkku/Fv3ryJXq9n0aJFFCtWLMljOjs7J7n0DOD58+fA/35PMiJnZ2eaNWvG9u3bad++PVWrVuX48eOsX7+e77//nvbt2xvtP2zYMOzt7bG3t6dr165s3LgROzs7wsLC1JS8lStXpmbNmuzbt09dK9+iRQv1GMOHD2fChAmEhISoSXMGDx6MVquldu3a2Nvb0759e5ycnHBycqJUqVJcvnw5yYAgNecQVKxYkdatWzNs2DBevHhBkSJFWLlyJQ8ePGDp0qVG+545c4batWszevRo9Sm6bNmydOnShWXLlhEdHU3NmjU5cuQImzdvZtiwYUZDDnPmzOHVq1dq78GuXbvUbIZ9+vTBwcHB5HZLLYOUk4AgFRm6Gxs0aJDOLREieaY+raf2U/3r169T9If9Q1u+fDk5cuRgx44d/Pnnn3z66acsXbqULl26xNv3zSAof/78XLp0CV9fX+7fv0+OHDnUbdHR0Ua5CxYvXsyMGTN49OgRGo0GRVEICAhQAwLD+DrETcp7+/sPPR9j1apVjBw50qiWwe7du6lRo4ZJn1+wYAHu7u4sX76cbdu2UaBAAaZPn65mFzSYNm0aDx8+VL/funUrW7duBcDb2ztF/26klkHKSUCQivLkyYOfnx/Zs2dHo9Gk+vGDg4PJnz8/fn5+GXamc2ZoI2SOdmaGNoLp7VQUhdevXyc7CS295ciRg+XLl5u0r5+fH4ULF1a/dnNzI2/evHh6ehrNC3jTgwcP6N+/P//88w/lypUjIiICOzu7DN1zYmNjw9SpU+MtxXxbrVq1ErwOS0tLRo8ezejRo5P8/IMHD96nmUaklkHKSUCQiszMzD7ImmRDF2VGlhnaCJmjnZmhjWBaOzNyz8C7+O233yhXrhxPnz5l2bJlrFq1iooVKxIbG8v8+fPp2rUrEDcBr0CBAri7uxMSEoKZmRmurq5ER0cne5MU8VWrVo0TJ04kuG3EiBFMmDBBahm8A1llIIQQ76hBgwZ89tln1KhRg759+/Lll19iYWHBnj172L9/P3nz5iVPnjz8+uuvxMbGAvDZZ5/RvXt3SpUqRcGCBfnkk0/irWoQSTt+/DiKoiT4mjBhAmBcy8Dg6tWrlChRIr2aneFJD4EQQrwDQ9d4nz594m0rUKAA27dvT/Sz06ZNY9q0aer3PXv2jHdcg7e70d+3LPDHQmoZpJz0EGQi1tbWjB49OsE0ohlFZmgjZI52ZoY2QuZpp/j4zJs3jydPnuDs7MyAAQPYuHGjuuSwfv36TJw4Ud13woQJ2NrasmTJEn799VdsbW1ZvXq1yduzAo2SkWeyCCGEEOKDkB4CIYQQQkhAIIQQQgiZVJiqYmNjefLkSZrlIRAiM3szD4GZWeLPIvJ7JETiTP09ehcSEKSiJ0+eJJu+VYiPnZ+fX5L5OuT3SIjkJfd79C4kIEhF2bNnB8jwmeWESG0JzU3W6/Xo9Xq0Wi1arZbg4GDc3d3V35PEyO+REIkzZAZN7vfoXXy0AcGtW7dYs2YNvr6+fPHFF5QtW5aSJUum6BgRERFERESo3xtqGWSWzHJCpJaEAoLEfgeSGwYwbJffIyESlxbDaR/lpMLr169TsWJF/vvvP54/f87gwYPp378/K1asSNFxJk2ahIODg/qSbk4hhBCZ1UcXEERFRTF58mRatWrF3r172bdvH7t27aJQoUJMnTqVBQsWmHysYcOGERQUpL78/PzSsOVCCCFE2vnohgwsLCx48OABpUqVUrtcvLy8sLe3Z9asWSxZsoQ8efLQpEmTZI9lbW0t2dmEEEJkCR9VD4FhnLNUqVL4+/sTGBiobitWrBg9evTA2dlZrb8tSRyFEEJ8LD6qgECj0aDRaKhWrRq7du1iy5YtRjf9kiVL8sMPP7B27Vru378va6CFEEJ8NLL8kIGfnx83btxAp9NRtmxZihcvTtu2bbl06RJ9+vRBq9XSqlUrtevfw8ODYsWKpXOrhRBCiA8rSwcEly9f5uuvv6ZMmTL8999/FC1alGLFirFixQomTZpEeHg4HTt25P79+9StW5dixYqxdu1aIiMj02SNpxBCCJFRZdmA4Pnz57Rt25YuXbowduxYXr16xdy5cxk3bhw6nY7du3czffp08uTJw4oVK5g+fTr58+fn+fPn7N27FxcXl/S+BCHSnanzaBRFMRpi0+v1hIaGYmdnh1arTavmCSFSUZYNCG7duoW1tTV9+vTB0tISV1dXvvnmG5YtW8bJkydp0KABe/fuZdCgQTRt2pQnT54QGRlJiRIlyJs3b3o3X4hMLTQ0lOjoaEJDQyUgECKTyLKTCiMiIggMDOTJkydG77m5uTF69Gju3r3L+vXrAShatCi1atXi66+/lmBAiATo9Xr8/f3R6/Um7W9nZ4eFhQV2dnZp3DIhRGrJsgFB0aJF0Wg0zJ49m40bN3Ls2DFq1arFV199Rb9+/ciRIweXLl1K72YKkSm8+cRvCq1Wi6urq/QOCJGJZMkhA0VRcHd3Z9OmTXz//fccO3aMyMhIevTowYQJEwD45JNPJLOgECays7NT5wQIIbKmLBkQaDQaYmNj8fLy4sCBA0RERBAaGkrx4sUBiI6OJjg4mGrVqqVzS4XIHAwVC4UQWVemDwhiY2NRFAVzc3Oj98zMzFAUhZw5cxrt/+TJE+bNm8d///3HzJkzP3RzhRBCiAwpUwcE169fZ+LEiTx79gwPDw8aNWpEw4YNMTMzIyYmxihIALh//z5Llixh+fLl/P3333h4eKRTy4UQIu34+vqi0+mS3c/FxQV3d/cP0CKRGWTagODmzZtUqVKF+vXr4+Xlxb59+zh79iwHDx5k+vTpmJubExkZiZWVlfqZnDlz0rJlS3r06CGlioUQWZKvry+enp4mrQjRarX4+PhIUCCATBoQKIrCqlWrqFu3rrp0cPjw4cyaNYstW7bQrVs3Fi1apAYDO3fupFKlSuTMmZNy5cqlZ9OFECJN6XQ69Ho9a9aswdPTM9H9fHx88Pb2RqfTSUAggEwaEGg0Gp48ecKzZ8/U97Jnz07fvn2xsbFhw4YNTJ48maFDh7Jnzx569+5Np06dGDduHGZmWXalpRCpTgp8ZV6enp7yACRSJNPdHQ2pVMuVK0dMTAw3b95Ut2XPnp0uXbpQtmxZdu3aRWRkJA0bNqRLly506dJFggEhhBAiEZnuDml4YmnQoAE3b95kypQphISEAHHBgqOjIyNHjuTUqVP8/fffAIwdO5ZChQqlW5uFEEKIjC5TDhkAFC5cmE2bNlG/fn1sbW0ZM2aMWpDI0tKSUqVK4ezsnM6tFEIYmJr2WAiRPjJtQABQu3ZtNm/eTOvWrXn69Clt2rShVKlSrFq1ihcvXshKAiEyEAkIhMjYMnVAANC4cWNOnjzJgAEDGDJkCBYWFpibm7Nnzx7y5cuX3s0TQvx/kulQiIwt0wcEEDfBcOfOnbx8+ZLXr1/j5uamDh8IITIGCQiEyNiyREAAYG9vj729fXo3QwghhMiUMt0qAyGEEEKkPgkIhBBCCJF1hgxE6oqOjjZ5XwuLjPvPyJDIyhSpmZUvJibG5H3fLsL1PtLr/5spPzvJeihExiY9BEIIIYSQHgIh0pqvry9PnjwhT548UkRGCJFhSQ+B+Kj4+/vj4+ODv7//BzvnkydPCA8P58mTJx/snEIIkVISEAiTzJkzB0dHR7U+RGal0+mIjIxEp9N9sHPmyZMHGxsb8uTJ88HOKYQQKSUBgUhWWFgYY8eOJSQkhO+//z5Tp6B1cXHB0tLygyaucnd3p1KlSjJcIITI0CQgEMnauHEjr169AuDp06f89ttv6dug9zBv3jyqVq3KihUrUrQCQQghsjoJCESSFEVhzpw5QFwxKYBp06Zx+/bt9GzWO1mxYgVjx44lKCiIIUOG0L59e0JDQ9O7WWlKp9Nx69atDzpEIoTInCQgEEk6ceIEly5dwtbWlvXr11O3bl0iIyP56aefMtUT9vHjx+nevTsA9erVw8LCgg0bNlC1alXu37+fzq1LGzqdjvPnz/PixQtevnyZ3s0RQmRwEhCIJM2dOxeAb7/9FmdnZ6ZPn46VlRX79+9n586d6dw609y/f58WLVoQFRXFp59+yqlTp/j+++9xdXXl8uXLeHl5ceDAgfRuZqp7+fIlWq0WvV6Pk5NTejdHCJHBSUAgEhQeHs6dO3fYtm0bAD/88APh4eHkz5+ffv36AfDTTz8REBCAoijJvmJjY1N1P1N7Jy5evEj9+vXR6XTkyZOH69evExQUxIIFCyhVqhSfffYZL1++pH79+vz2229ERUURHR2d6CsqKsqktmk0GszMzJJ9QVxWw+ReERERSbbL8IK4DIQWFha4uLjg6urK559/Tu7cudX3DS9TmPr/IjP1FgkhEiYBgUjUkiVLiImJoXr16pQoUUJ9f+DAgeTPnx8/Pz9+//33dGxh0mJiYhgwYAC3bt0iR44cvHjxAoCaNWtiYWHBoUOHiIyMpF69esTGxjJ06FA6dOiQZeYV5MyZkxIlSpAzZ870booQIhOQgEAkKCwsjOXLlwPQo0cPo21arZbJkycDMHPmzAw7wXDo0KEcOXIEKysrYmNjiY6Opl69eixatIhVq1bh7OzMrVu3OH36NB06dMDCwoKNGzdSvXr1DDOvQK/Xo9PpCAsLU9+TiYJCiLQgAYFI0JYtW3j58iXu7u40aNAg3vbGjRvz1VdfERkZSb9+/TJcl/Hy5cuZNm0aAM7OzgQHB1OiRAmmTJmCmZkZXl5ebNu2jVKlSvHq1SvWrl1L165dcXV15cqVK1SqVImDBw+m81XEBQQxMTGEh4erwcHjx4+JjIyUiYJCiFQlAYFI0LJlywDo0qVLguPNGo2G3377DY1Gw19//cX//d//fegmJuratWvqigJPT0+ePn1Kzpw5mT9/Pra2tup+bm5urFu3jpYtWxIbG8vChQvp1KkTn3/+OS9fvqRhw4acPXs2wXN8qBTIWq0Wc3NzbGxs1ODA1tYWKysrmSgohEhVEhCIBBlunP/3f/+XYClfRVFYuHChOoFOr9d/8BoBiZkxYwZRUVHUr19fzao4btw43Nzc4u1rbW3NpEmTaNiwIQCBgYEcPnyYypUrExsby/HjxxM8R3IpkHU6Xar/PAzBQb58+ShatOgHzbYohMj6JCAQCZo1axZarZajR48yc+ZMo22KojBo0CAWLlyIRqNh8eLFFClS5IPXCEhIYGAga9euBWD48OEEBAQA8MknnyT6GY1Gw/PnzwGoWLEiNjY2FCxY0Ggfw7i94XguLi5YWVklelMOCAhIlZ/Hm0MGWq0WFxcXtFptvH10Ol2apJTW6/X4+/tn6nTVQgjTSEAgElSkSBGmTJkCwPjx4zl//jwQPxiYM2cOXbp0SfYG+ba0utGsXLmSsLAwSpYsyeeff05ISAgQN48gMVFRUVy5cgWAypUrJ7jPy5cviYyMJDAwEABXV1c8PT1xdXVNcH9nZ+cU/TwM3r65vzlkkNRnYmJi0uSmHRoaSnR0dJZZeSGESJwEBCJRHTt2pGnTpkRHR9OlSxdCQkLiBQMdOnQAkr9Bvi0lNxpTg4fY2FjmzZsHQO/evdWneQsLC+zt7RP9nI+PDxERETg5OVG0aNEE93FycsLKygpHR8dk2wtxPQgp+XkYvH1zN/QKvDn34W2GoOHtnoPUYGdnh4WFBXZ2dql+bCFExmJadhLxUdJoNMyaNYuzZ89y9+5dKleuzIMHD9BoNAwePJjY2Fj+/vtvqlevjqurK6Ghoej1erRabbI3EDs7O0JDQ0260bwZPCR10zt48CC3b9/G3t6e9u3bq8shHR0d0Wg0iX7O0PtRsWJFNVnQm+eGuBu8i4tLmq+mMGQWTMnNXavVpkkwkNbHFkJkLBIQZBGGLHWmMCVLneFGbWdnx+rVq6lTp44aDCxevJioqCju3r1LUFAQnp6eODs7ExoaSkxMDKGhofGeaGNjY41utjY2Nmo3eGxsrNG+b9+U3wweDDf2yMhIHj16xNOnT3FzcyNfvnxqESZvb2+srKx48uQJENd7kSNHjkSv9dq1a0DCwwXv2g2v0WiSDEIM3g4wbG1t1Z/dm9tMDURSkjXQlPaZso8QImuQIQORrFq1ajFp0iScnZ1ZsmQJXbp04bPPPiNXrlwULVpUHZ9Pq65rOzs7cubMadSbEBAQwH///ceLFy94+vQpvr6+7NmzB0BdcmiY0JfcOP5///0HJBwQyNOxEOJjIT0EwiSDBw9m0KBB6hNj1apVqVq1qtHT/YfsXn758iUODg4EBQWRO3duxo0bR2xsLLVq1aJ48eIAaqripCYUPnnyhMePH2NmZsbnn38eb3tGGTsPCwsjIiJCuvCFEGlGAgLid2eLhGWk7mNDUp5SpUoxYcIEVq1ahUajYeDAgeo+hh6CpAICQ+9AiRIlyJYtWxq22HR6vV6dR2C4+YeHhxMbG2vy/AK9Xq8Os0gAIYQwxUd9F3z48KH6dJhV3Lp1i7///pvhw4eTI0cO/vrrr/RuUppwdnYmZ86cDBgwgPnz56PRaFiwYAFfffUVOp2OefPmsXnzZiDpIYNz584BJNg7kB6WLl1KgQIF+O+//4zmL9jY2KRoOEaWCwohUirr3AlT6OLFi5QvX55jx46ld1NS1YMHD/Dz82P27NmEhobSo0cPgoOD07tZqe7UqVN4eXmxceNGzM3NmTt3Lvb29rRo0YICBQrw008/cf/+fSwtLRPNLQBgbm4OQERExIdqepIWLlzIq1ev2LRpk9HN39bWNsGkRImR5YJCiJT6KAOCS5cuUaVKFTp37kzbtm2NtqVkWVlERATBwcFGr/RWsGBBNm/eTHh4OACPHz9m9OjRaXa+d8mS9z6Z9aKjoxkzZgxffPEFDx8+pGDBgmzZsoXVq1fTrl079uzZQ3R0NGXLlmXq1KmcPXuWKlWqJHq8atWqAXD06NFE/9+/2d6wsLA0y9z36tUrLl68CMCZM2feq6tfq9Xi6uoqwwVCCJN9dAHBzZs3qVixIkOGDGHatGnExMRw4sQJtm3bxpUrV+ItgUvKpEmTcHBwUF/58+dPw5abJiQkRC00NH78eADmzp2rjpWntnfJkveumfXu379PzZo1GTt2LLGxsbRv354lS5bQp08fTp06hYODA4MGDeLixYucPn2avn37JpsYqFKlSlhZWfHo0SPu3LmTbHv1en2adcUfP35cDUpu3brF3bt3uXXrFpcuXVIzJAohRFr5qAKC8PBwxo0bh52dnVrMpnnz5nTv3p1u3bpRtmxZhg0bxv3790063rBhwwgKClJffn5+adn8ZCmKwpAhQ1AUhbZt2zJ06FDatm2Loij06tUrRbkKTKXVaomIiFBvlqZ+JqXLE9euXUuZMmU4efIk9vb2rFq1ivr169O4cWMePXpE0aJFOX78OBMmTMDT09Pk49rZ2eHl5QXAoUOHkm2vVqtNs674f/75x+j7//u//yMgIIDXr1/z6tWrJD/r5+fHv//+y6NHj1K9XUKIj8NHFRDY2NjQtWtX6tSpw8CBA/Hw8CA2Npbly5dz69Ytli9fzuLFi1m9ejWQ/PCBtbU19vb2Rq/0tHfvXo4cOYK1tbXaOzBt2jRy5MjBxYsX1cQ9SQkNDeXFixcmPwEbbpLW1tYpCgjeHA/X6XTcvHkzwUJAwcHBeHt74+3tTXBwMFWrVuXChQtcu3YNb29vwsLCqFu3LsePH0807XByatSoAZBgCeeoqCijGf+2trap2hVvuJH7+fmpAUGBAgWAuGEDZ2dnsmfPnmRiJYhbPhkeHs7Tp09TpV1CiI/PR7Hs8M6dO2zdupXBgwfzxRdfYGVlxa+//kqRIkWYNWsWhQoVAqBDhw48efKEyZMn8+OPP2aqevM6nY5BgwYB0K1bN9avX8/kyZNZunQpo0aNYsCAAYwePZovv/yS0qVLJ3ocw+z0kJCQJAvqvClbtmzqEjfDJL23Jfa+oe0RERHodDqjJ+/AwECaNm3KhQsXMDc3Z+jQoXTr1o0ePXqwb98+ANq2bcv333+vZht826tXr5INFEqVKgXA4cOHiYmJMWprZGSkOlyQkiDA1LkoT58+JTw8nJs3b6rzBwYPHkzv3r05ceIECxcuVI9naFdCSwrz5MnDo0ePcHNzy1DLQ4UQmUeW7yG4fPkyFStWZN68eeoTaLVq1ZgwYQK9e/fG3d0d+F/6XAcHB9zd3cmePXu6tfldrFmzhtu3b+Pk5ETr1q2ZOHEier2eAQMG0KRJEypUqIBer2fo0KFJ3qwMs9NTUmI3oUyCKeHq6oq1tbXReP/Tp09p2LAhFy5cwNnZmb/++ovWrVtTt25d9u3bh6WlJcOHD6d79+6Ym5tz5MgRBg8ezLJly7hy5UqKhkc+/fRTsmfPzqtXr9RliAZWVlZpVjgIIHfu3NjY2ODn54eiKHh4eNCqVSs0Gg23b99W0y+/KaElhQULFqRatWrxyjYLIYSpsnRAcOnSJSpVqkTjxo0JCgpiw4YN6rby5cvToEEDNa+/IReBj48PRYoUITo6Os0L2aSW4OBgtVTxoEGDmDNnjrrK4OnTp/z222/8/vvvWFhYsH//frZv357osQyz09+uRZCWJXZz5sxJiRIlyJkzJxDXM9CyZUuuXLmCs7Mze/fuJSwsjNq1a3Pjxg3c3Nz4/fff+eqrr4iNjWXx4sWMHTuW//77j9WrV9O3b1+aNm3KL7/8wt69e3n48GGS/y8tLCyoWLEiEH/YwNLSMkXL/VIqb968eHl5qT0cNWrUIEeOHJQpUwYgwWWxsqRQCJEWsmxAcPHiRSpXrky/fv1YsWIF3377LevXrzd64nozIZGfnx8jR45k5cqVjBs3Dltb20zT9frbb7/h7+9PoUKFKFu2rJqQZ8SIEQAsWbKEsLAwfvzxRwD69u2b4iWSaVli902GYQJDMLBnzx7++ecfmjdvTmBgIJ9//jlHjx6lWLFihIaGMnLkSNatWwdAw4YN+eKLL3BwcECv13PixAkWL15MgwYNqFu3LmPGjGH//v0EBQXFO68hV8HBgweN3o+KikrT6zU4evQoADVr1gT+N6/h7YmGIEsKhRBpI0vOIbh//z61atWiX79+TJo0CYA6deqwZs0abt68SZ48eYzSFV+6dIn+/fvz8OFDjhw5QokSJdKz+Sni7+/PH3/8AcDo0aOZMmUKiqLQsmVL+vfvz82bN9myZQuDBg1i586dbN++nQcPHjBhwgS1V8EUhkl1Op2OR48eqVX5tFptqk2mvHv3Ls2aNePq1atqz8CZM2cYPHgwAN9++y0zZ87ExsaGe/fuMXToUK5evYqlpSWDBg3iq6++AuKGf+7cucPZs2c5deoUN27c4PHjx2zevJnNmzdjZWXF0qVLKVeunHpuw0qDkydPEhERoQYCkZGRqXJtSQkODlbnDxi6/D/55BMgbimiEEJ8CFmyh0Cj0TBr1iw1GABo0aIFNWvWZMyYMURERBj1DpQuXZqhQ4dy8OBBtas2szhz5gzh4eEUKVKEqlWrqk+UhgmGY8eORavVcunSJc6cOaOuPli2bNk7Zed7+fIlkZGRPHnyJFWHEHbv3k358uW5evUqrq6u7N27l08//VS9IXbt2pUFCxYYTXQ0LA8dO3asGgxAXM9P0aJF+fbbbxk/fjynTp1iwYIF6k0/MjIy3hyDXbt2AXFpjp8+fap+b5hwmBR/f398fHzw9/d/p2u3sLAgb968ADRr1oyhQ4eqNRny5cv3TscUQoiUynIBQWxsLAULFqRjx47qe4bx4xYtWvD48WOuXLmi7mtQt25ddbVBZuLj4wPEFec5duwYMTExFClShMKFCwNx4/PffvstAPPmzeOrr74iT548vHz5kt27d6f4fE5OTlhZWZEnT55UGUKIiYnhl19+Ued5VKhQgePHj/Ppp58a7VekSJF4QzgODg4AyRYl0mq1eHh4cPv2bQDatWtHhQoV1O1Xrlxh6dKlAMyaNYvhw4cTERFB9erVadSoUbLXoNPpiIyMTHDZpCm0Wi3//PMPXl5evHz5kunTpxMdHU2LFi3U4R8hhEhrWS4gSKhQkeFG0q5dOxRFYf78+Ynum9ncuHEDgKJFi6oT4r744gujfbp3746ZmRmHDx/m1q1bdOjQAYCVK1em+HwuLi4ULVqU/Pnzv/dkO51OR/369fn1118B6NOnD/v27SNPnjwmfd7R0REg2aQ90dHRDBw4kFevXvHpp5+qvScQ11swYsQIYmNj+eabb3BxcWHz5s2YmZkxZswYk+aRuLi4YGVllWQRpeTky5ePgwcP0rVrV7Jly8aIESOYPXu2TBwUQnwwWXIOQUJiYmKwtrZm8ODB/PHHH5w7d47y5cund7Pem6GHoEiRIqxfvx6A2rVrG+1TsGBBGjRowO7du5k/fz4jR47kt99+Y9++fTx79ozcuXN/0Dbr9Xp27tzJkCFD8PX1RavVsnjxYr799ltCQkJMPo6hhyC5tL6zZ8/mwoULZMuWjd9//x1ra2t127x587h79y7Ozs788ccfNG7cGIibr2BqBURXV9dkUyQbJFWW2MbGhnnz5jFlyhQiIiLirfQQIi0Y/oYkxcXFRV2iLbKuTP+IHBsbS0xMTLz33mZI6lKjRg0ePHjAiRMnPkj70pKiKOovs42NDY8ePcLa2jrBYj69evUC4M8//8TBwYFKlSoRExPD2rVrP0hbo6Oj2b9/Px07diRXrly0a9cOX19fPDw8+Pfff9VhjZQw9BAktGrA4Ny5cyxZsgSAcePGGf1Re3OoYPTo0fz111+cP3+e7Nmz89tvv6XJLH5TyhJnhZ4rkfEZevi8vb0pX758ki9PT098fX3Tu8kijWXqHoLr168zceJEnj17hoeHB40aNaJhw4aYmZnFyzhn4Onpybhx46hTp046tDh1+fv7ExgYiEaj4fz58wCUKVOGgIAAAgICjPbNnTs3pUqV4vLly8yePZsOHTpw+vRpVqxYQb9+/RLsGk8qu6BBZGRkogWhFEXh7NmzrF+/no0bNxqNsRcoUIBWrVrRq1cv7O3t1W3h4eHJpumFuADI2dkZgNevXyeYVfHFixfMnj0biMve+MMPP6jbIiIiaNWqFbGxsbRq1YrWrVurqw5GjhyZ6LBFZGSk0VJEvV7P8ePHqVmzplHPQ2xsLJaWlvE+b2tri16vx9bWltjYWCwsLOL9nF+9eoWiKERGRpr0sxDiXbi7u+Pj45Ps3BcfHx+8vb3R6XTSS5DFZdqA4ObNm1SpUoX69evj5eXFvn37OHv2LAcPHmT69OmYm5sTGRmJlZWV+hlDkDBkyJB0bHnqMfQOFCxYkLNnzwL/W0+fkA4dOjBo0CAWLlzIhQsXGDBgANeuXeP8+fOpOnxy+/ZtNmzYwIYNG4wqCDo7O9OkSRNatWrFp59+yu3bt98r14PhZpnQHILo6GhGjhxJUFAQZcqUUecpGEyePBkfHx9cXV2ZOnUqf/zxB0+fPqVw4cL07dvXpPMbikjt37+fEiVKsHjx4iR/joYCUIYlnImxs7NThxWESEvu7u5ykxeqTNk3qSgKq1atom7duqxfv55JkyZx7NgxmjVrxpEjR+jWrRuAGgzs3LkTf39/k554MxNDQFC0aFE15a4hINi0aRM1atTgzJkz6v61atUif/78BAYGsmPHDpo1awbAqlWrUqU9Dx8+pE2bNnz22WdMmDCBO3fuoNVqadu2LatWreLKlSsMGDCAv//+m7Jly/L1119TuHBhatSowYABA1i3bh137twxuQS1odbEy5cv421btGgRly9fxs7OjpUrVxr1IJw/f57p06cDMGPGDPR6PbNmzQLiikG9+aSfGL1ez9q1a9m/fz8A165do3r16owaNSrR5ZymZnt831TQQgjxLjJlQKDRaHjy5AnPnj1T38uePTt9+/bF29ubCxcuMHnyZAD27NlD7969mTlzpsk3mszCsMIgW7ZshIeH4+rqSpEiRYiNjWXy5MmEhITw448/qssuzc3Nad++PRC3vM7w9YYNG1KckyA0NBR/f3/0ej0RERFMnjyZ0qVLs2PHDszMzPj6669ZsWIFfn5+rFy5kly5ctG/f3/KlSvHzJkzefXqFdmyZVPnQaxevZp+/fpRu3ZtChYsSIsWLZg8eTIPHz5MtA2J9RCcPHlSrVg5bNgwo+WkERER9OjRg5iYGFq1akWTJk0YOXIkERER1K5dm6ZNmyZ53Xq9noCAAB4/fsyoUaMA6NmzJ23atCEmJobffvuNypUrx6uJAB8u26MQQryLTBcQGG5u5cqVIyYmhps3b6rbsmfPTpcuXShbtiy7du0iMjKShg0b0qVLF7p06ZLlJmsZAgLDzPxKlSqh0WjUPAsQ13X+Zi9B06ZNcXR05O7du2g0GjUnwYEDB1J0br1eT3R0NOHh4TRp0oTRo0cTFhZGjRo1OHv2LLt27aJdu3Zky5aNxYsXU7duXTZt2kRUVBSVKlVi5cqV3Llzh2vXrrFq1Sr69OlD5cqVsbGxITAwkAMHDvDrr79y+vTpRNtgmFSo0+nUREMvX75k3LhxALRs2TLeXJG5c+caDRVcunSJrVu3otFomD59erJDGGFhYcTExLBq1SoeP36Mm5sbEydOZPXq1axYsQJzc3OuXbtGzZo1OXXqlNFn3y77LIQQGUmmm0Ng+IPdoEEDxo0bx5QpU5g5c6b6tOno6MjIkSMpUKAAf//9N40aNWLs2LHp3Oq08S7Fl6Kjo9VVGYYbOpDgBLikGNIYP3jwwChDX506dfD09DTa9/r16wCULFmS33//nbJly6rbcubMSf369alfvz4QN0Hw0aNHnDlzRn29evUqwZUT+fPnJ3v27AQFBbF582batWvHzJkzCQoKwsPDgz59+iR4/QC5cuXCycmJZ8+eodFoUBSFO3fuJFkaGuImBYaFhanDFc+ePWPevHk8ffqUtWvXqj9bc3PzTFMLQwghIBP2EBgULlyYTZs2sXbtWoYOHYpOp1P/AFtaWlKqVCl1FnpWVbx4ceB/mfpOnz6NoiiULFlS3cfCwsIoK9+mTZsIDg7m008/xdfXl5cvX1KoUCG+/PLLFJ3bsI7e39+fvn37qk/io0ePpnHjxkbFkwztzJ07t1EwkBBLS0vKli1L9+7dWbp0KVeuXMHX19eo7oCBra0tvXv3BmDx4sXs3LmTv//+GzMzM4YNG5bgXICuXbuSPXt2rl69yp49e/jss88YMGAAAD/88AN+fn5Jtk+r1eLs7Ez//v3p2bMniqIwYsQI5syZQ2BgIAUKFGDs2LH4+PhQqVKlJI8lhBAZSaYNCCAuAc/mzZtZsmQJ3bt3Z+PGjfj4+DBz5kxevHhB/vz507uJacrwJG5Ydufv78+dO3cwMzNj6NChZMuWjTlz5qiBUlhYGGvWrAH+VyYZ4jIEvsuES61WS758+ciZMyczZ85k8eLF2NracvDgQaM6EoY0xG8O76REUk/ajRs3plSpUoSFhannbNWqVbxeCgNnZ2d69OgBxK00UBSF4cOHU65cOQIDA+nYsWO8vBaJtWn69On069cPKysrmjRpws6dO/Hx8WHo0KEmZ1sUQoiMIlMHBBB3Qzh58iQBAQEMGTKExo0bs3XrVvbs2ZPlC8MYbnq3b99Wl7sZxq3btGnD0aNHjXoHtm/fTmBgIJ988gnZs2fn9u3bODg40Llz53c6v52dHeXKlaNBgwZ4eHjQsWNHNR3y0qVL1bkNhnb6+vqmKBOhKczMzBgyZIga0Li6uqqrTBLTu3dvsmfPzuXLl9m9e7da/dDOzo4jR44wdepUk86t0WiYMmUKwcHBTJ8+HScnJ54+fQrEBV86nS7RFQV6vT7J7UII8aFl+oAA4iYY7ty5kyNHjrBt2zZOnDiRbNd0VmDoin/w4IGaZvftiWwGUVFR6vLCgQMHqr0D33//fbLFgQwMKwuSyrLXuHFjPDw8CAoKUoMDFxcXNc+/ocBQaipUqBA9evTAxsaGYcOGJbtcL6FegiJFiqhLD0eOHKnmdTCFRqPh6dOnhIeHqwFBeHi4usTQ19eX06dPG2V6M3UJohBCfCiZblJhYuzt7bG3t0/vZnxQOXPmxNHRkcDAQDUAunjxIs7OzvFmsq9du5bnz5+TK1cuypUrR+/evTE3N6dfv35YWMT/Z5DQhEXDygK9Xq/edC0tLeN16ffv35/evXszZ84cdTiiaNGi6HQ6rl+/zmeffZboNQUEBJi0PDRHjhxG9QNGjBjBiBEj4u33+vVrdeLkm77//nvmz5/P5cuX2bZtG3Xr1qV9+/bs2bOHrVu30rZtW44cOUJkZCQQl/PA8DN9M9mVQZ48efDz8yNPnjxYWVlhZ2enZiS8c+cO4eHhPHnyRB3GejNjoRCZgdQ8yPqyRA/Bx0qj0ajd8REREeTLl4+IiAhOnjxptF9MTIz69NurVy/mzZsHxA0rpGSehZ2dHRYWFsk+gXfs2BEnJyfu3bvHzp07gbjkSfDu8whSm5OTk5rKeOrUqSiKgkajYe7cueTLl4+7d+8yePBgdDodjx49SjD50Zs++eQTatSowSeffAIYLzF0dHQkIiJCXSb59nYhMjKpefDxyDI9BB+r4sWLc/LkSW7fvk3t2rVZvXo1hw8fNlo1sHPnTu7du4ejoyP16tWjWrVqAOrselMll3LXwM7Oju7duzNp0iRmzJhB8+bN1YDg1q1bKTpnWurRoweLFy/m6tWr/PXXX3z77bc4OTmxbNkyNQtm4cKF1QqI78rJyQkHB4cslylTfBzSouaBr69vsscD6XH40CQgyOQMPQS3bt2iWbNmakBgoCgKM2fOBOIK/Kxfv56oqCiqV69ucnnfd9GlSxemTZvGsWPH+O+//yhWrBiQcXoI4H+9BNOnT+f333+nXbt2aDQaatasydChQ5k0aRK//vorjo6OdOnS5Z3Po9Vq1RoGQmRGqVnzwNfXF09PT5Pmz2i1Wnx8fCQo+EDeOSC4e/cus2fP5uHDh0bLtAxdxOLDMAQEd+7coUaNGpibm3P79m2ePn2Km5sbR48e5dq1a9ja2tKpUyeqVq0KkGDSntRkb29PkyZN+PPPP5k7dy6DBg0C4NGjRwQFBeHg4JCm5zdV3bp1mT59OlevXuXQoUNqz8ro0aN59eoV8+fPZ+DAgXh6er5zhUxTe1aE+BgYVtesWbMm0eXBIFUW08M7BwTNmzfnxx9/5JtvvslyKYEzE8Osdjs7O3Q6HTExMZiZmand04bkPGFhYRw9ehStVktgYCCbN2+mVatWaZZNz87OjoYNG/Lnn39y+/ZtnJycKFKkCHfu3GHz5s18//33aXJeUwUHB/PHH3+waNEiIC6BU/bs2dXtGo2GqlWrMn/+fBRFSXGtByFE0jw9PRNMOCbSzzvfybVaLd26daNy5cpUrFhRfYkPa+/evQB88cUXrF27Vv06Z86cQFx9A0NvwIABA/jll1+wsLBg8+bNzJgxw6RzhIWFsWPHDiZOnGjSuB+gTqZ7U9euXQFYsmSJScl/0kJMTAwrV66kYsWKzJ07l6ioKL744gv+7//+z+jf7+HDh9V8Br169aJWrVrp0l4hhPhQ3jkgGDZsGEOGDOHAgQMcPXpUfYkPJyIiQi1KVLt2bTZs2ACAt7e30X7Dhw+nWrVq6PV6/vjjDyZOnAjEZSs8duxYgscODg5mw4YNfPPNN+TMmZPmzZvzyy+/UKlSJbU2QUq1bt0aR0dHfH19+fvvv9/pGO8jIiKCzp07M3DgQHQ6HR4eHqxfv56NGzdStGhRYmNj2bVrF7Vq1aJevXro9Xrq1KnDtGnTpMtfCJHlvfOQwf79+zly5IiaKhfiullr1KiRao0TSTt+/DghISHkypWLJ0+e4O/vj6urK19//bXRfhYWFixcuJA6depw+/Zt/vvvP9q2bcuGDRto06YN58+fx83NjYCAAHbu3MnWrVv5+++/1TX4EFdISFEU7t27R5UqVVi/fr1akMhUWq2WDh06MGvWLBYuXJjiz7+PiIgIunbtyv79+7GxsWHkyJF89913WFpaEhkZyebNm1m4cKG61trKyooOHTowceJEWR0ghPgovHNAcPDgQW7evCkV3dKRYbigQYMG6nBBu3btEqxcmDNnTpYuXUrTpk3ZvHkzkydP5urVq1y9epVGjRrh6OjIkSNHjLryixYtSosWLShSpAibNm3i2LFjFCpUiHv37tG4cWOmTp1Kv379UvRvoHPnzsyfP58zZ85w4cKFD5JR8u1gYPXq1dSqVYuQkBAWL17MggUL1LkY9vb2dOvWjR9//BE3N7c0b5sQQmQU7xwQVKhQgbt371KkSJHUbI94S1Iljvfs2QOAl5cXK1asAKBatWrcuXOH0NBQLl++TIUKFdQnXCcnJ/r27csff/zBiBEjWLBgAT///DPnz59Xj1myZEmaNm1K6dKliYiIYP78+UyePFndfu/ePQoWLMiDBw/4+eefOX78OIsXLyY6OjrebHpD2xVFwd7eHnNzc3LkyEHr1q1Zt24dK1asoHbt2kbX5OfnR0BAgPp9aGgoly5dolKlSkaTVyMiIkwq2WxnZ0fPnj3VYGDHjh2UKlWKP/74g/nz5/Pq1SsA3Nzc6NevH927d0+VFRAJZX8UQoiM7J3nEFy9epXPPvuM0qVLU6FCBby8vIwK6Yi0dffuXW7evImFhQUPHz5EURTKly+vZh6cNGkSAwYMYPr06Uafa9WqFa1btyYmJoZffvmF2bNnU79+fSZMmMClS5c4efIktWrV4o8//sDb25sTJ05gbm5OixYt6NOnD2ZmZjx48IB8+fKh0WjYtm0bjRo1wt/f3+S8/D/++CMAW7du5dGjR0nu+9tvv/Hjjz+yYMGCFP+MDD0Du3btUoOBW7duUbBgQSZNmsSrV68oVqwYixcvVjMTZpTlkEII8aG982PMjh07UrMdIoX27dsHQNWqVVm3bh0ATZo0AeISf/zf//0fAH/++SflypXjiy++AOLmecyePZtr165x/fp1FixYwJ49e7C0tOTff//l559/5uDBgwCYm5vTtGlTunXrpgYaJUqU4Oeff+bRo0e4uLgQGhrK6dOnadSoEZs3b1aLGCWlTJky1KxZk3/++YcZM2Ywbdq0BPd7/fq1Ovlw5cqVNGrUyOT1yG8PE+zYsYNr166p2RkrVqzI4MGDadq0KWZmZkn2xAghxMfgnQOCAgUKEBUVha+vr6zRTgeG+QOFChXin3/+wd7enpo1awKwbt06FEXBzs6O0NBQJk6cSNGiRdVy0HZ2dqxZs4ZatWpx6tQp6tWrh729vVEg0KhRI3r27Bmv1kH16tVZt24dvXv35tGjR2i1WnLlysXDhw/58ssvWbt2rUmTBQcNGsQ///zDsmXL+PnnnxMcr9+/f786sTEqKoopU6Ywe/bsZOcsJBcMDBs2jAkTJpg890Gv1xMaGoqdnZ2sNhBpQlL5iozgnYcM1q9fT5kyZShbtiydOnWiTJky6Z5s5mMRFBSkpid+8OABAPXq1cPa2hq9Xq/2HkyePJlSpUoRGhpqNA8AwMPDg/nz5wNw5swZDh48iLm5OR06dODChQuMHj060cJHRYoUYcOGDXz++efo9Xr8/f3x9PQkODiYpk2bsmPHDi5duqSWP05I7dq18fLyIjw8XC229DbDdRjmGZw8edKkssQjR440mkAYGRn5zsEAxM1jiI6OTrLssxDvypDKN7nCQVI8SKS1d+4hmDRpEv/99x9VqlThv//+4+LFi0yaNCk12yYSMXXqVCIiIihYsCCHDx/GzMyM5s2bA2BmZqZOvnvy5AmBgYEACd4A/f39jb4fPHgww4cPB+D27dtJtsHR0ZHFixczZswYduzYwfPnz2nZsiV//vknbdu2JSoqSt23SpUqRp+Njo5m27ZtXL16FSDREsCGzIGG4Mfc3FzNvJiUx48fA3HpmWvVqsWRI0eAuKyNffv2TfHKGENPS3JVHoV4F5LKN2lSdvnDeeeAwNraWu0+jYqKokyZMly7di3VGiYS9vTpU3WioOEG1bFjRwoWLAiAjY0Nbdu2ZcWKFWqAljt3bsaMGWN0nIMHD/Lzzz8bvTd58mTy5ctHx44dTWqLlZUVY8eOxdfXlwsXLhAUFESZMmW4ePGiOhHxxx9/pEqVKoSHhxMQEMCKFStYuHChOpmwbt26DB48OMHjjxkzhs6dO+Pr60vevHmZMGECpUqVSrZdZcuW5e+//+bevXtAXJrt8uXLc+7cOUaNGsXChQtNuj4DqUUgPgRJ5WvszbLLyZEiSKnjnQOC3Llz8+rVKxo3bkz9+vVxdnZOtItZpI5Xr17h7e1NWFgYxYsX59q1a1hbWzNmzBh1HT1A+/bt2bZtG0FBQWTPnp0//vgDZ2dndfu1a9fo2LEjMTExtGvXjgULFjB48GAWLlyorgCoXLmySW2ysrJi1apVeHl5cfDgQSZMmECPHj2oV6+eOmfh0qVLzJw5k02bNhEeHg7E/bJ36dKFwYMHJ7pEL0eOHCxdupTjx4/zxRdfGNUaSIrhj+q5c+eAuF6T6dOnU6NGDZYuXcp3331HpUqVTDqWECJ9pEXZZZG0dw4Idu3aBcD48eM5cuQIwcHB1KtXL9UaJow9ePCARo0acf36dbRaLdHR0UDcEj53d3ejgCBbtmwMHDiQVatWMWDAAD755BN1m06no2fPnrx+/Zpq1aoxZ84cNBoNU6dOBVCDgpEjR/LNN9+Y1DZPT08mT55M//79mTBhAmfOnCF37txs3bqVOXPmGKW0Ll26NL169aJ169bY2Ngke2xnZ2eaNm1qUjsMDAHBgwcPePnyJc7OzlSrVo02bdqwadMmBg0axNGjRyWplhAZXGqWXRbJe68yhfv27WP27NnUqlVLTVQkUt+///6r1hDIkycPQ4cO5c6dOzg4ODBs2LAEP/Pll1+yatUqypQpo74XFhbG4MGDefToEUWKFGHt2rVMnTqVAgUKsGbNGqZOnUr37t1RFIXx48ezdetWk9vYq1cvvvrqK8LDw2nRogUeHh60adOGo0ePqsMHhw4d4uTJk3To0MGkYOBd5ciRg8KFCwMYJV367bffsLa25sSJE2qVQyGEEHHeuYdg4MCB+Pv78++//9KnTx/Mzc3p3Lkz//77b2q2L1NSFCXZde2xsbEmHWvlypX07t2b8PBwPvvsM5YtW0aLFi0A6Nu3L4qiEBAQgJubW5JJdWJiYujcuTM+Pj44Ozuzb98+9uzZo64+6N27N1ZWVsybNw8LCwvmzp3LqFGjcHJySnJOgb+/Py9evADibrhnz57lzp07QFxmxA4dOtChQwciIyNxcHBQV0UkxtbW1qhHIzGvX79OMhvg559/zt27dzl37pzaw5ArVy6GDBnCuHHj6NWrFwCdOnUC4v6fJTa58U1v/n/T6XQEBATg7Oys5l/Q6/Xo9Xq0Wi3ZsmVL9niQ8IRPITKr5CYBmjJJUKSPdw4IDh06ZJSL3tXVVR0fFu9PURSmTZum9gB89dVXLFy4kBkzZvDo0SPc3Nz44YcfTD7emDFj2L17N1ZWVmzfvp07d+6oZZENE+4Mx5s1axZRUVEsWrRInVNgykTD3Llzs3jxYpYuXcrXX39N06ZN1Z6A5AKB1FauXDk2btxo1EMAMGTIEF68eMGCBQviBQUpFRAQQGRkJAEBAUYBQUxMDHq93uSAQIisIKWTAE1JYiY+rHcOCCwtLYmNjVWfbl6+fGmUa168u6ioKPr06cOSJUsA+P777xk1ahTDhw9nzZo1QFxJY1OeaAGWLVvGnDlzAJg7dy729vY0aNCAmJgYOnXqxNKlS+nXrx9z585Vg4KpU6ei0WiMJhqaEhRUqVIl3jLD9PD5558DcOHCBRRFUf+dajQafv/9dwCjoMDUlRVvcnZ2VnsIDLRarZrC2d/fX5IZiY+GqZMAQZYJZlTvHBD07duXb775Bn9/f8aPH8/GjRsZMWJEarYtSzJkvbO1tU3wRhEUFMQ333zDwYMHMTMzY9y4cbRr144OHTrwzz//YGZmxvjx42nbtq1J5zt06JC6rG/EiBFUq1aNr7/+mtevX1OzZk0WLlyImZkZs2bNAlCDgoiIiHgTDeHdbpzvKzY2NsXB5meffYa1tTWBgYHxinAlFBQoikKPHj1SdA4XF5d4TzmGJYo6nU5NZiQBQdaTnpkFM3KXvEwCzNzeOSDw9vbm888/59ChQyiKwqZNm/j0009Ts21ZkiHrnWGc+W2tWrXi8OHD2NnZsXbtWipWrEjDhg05f/48Wq2WxYsX8/XXX5t0rpcvX/Ldd9+pywt//vlnWrRogZ+fH0WLFuXPP//EysoKiLtJvhkU/PjjjxQqVCheUFCkSJEP2gNgSG3s4uJC4cKFKVSoEIULFyZv3rwUK1aMQoUKGSUMioyM5PTp0xw4cECt8nju3Ll4VTnfDgp69+5N8eLFqVWrVqq0W6vVEhYWJsmMsiBDZkFTinml5vp46ZIXae2dA4LY2FjOnDnDxYsXMTMzw8HBgWLFiql/hEXCDFnvEuruj42NVbPy7d27Vy1cdP78ebJnz8727dv59NNPuXTpEiVLlkz2qVlRFLXORIsWLdBoNISEhABxAZ2Tk5PR/hqNhjFjxrBo0SKioqIIDw9Ho9HQvHlzFi5ciKIoJk+GTC0BAQFER0fz7Nkznj17xokTJ+Ltkzt3bjUwOHXqlHqNEJeo6c1Jijdv3mTt2rX0798fJycnfv/9d54/f862bdvYuXNnqgUEtra2Mocgi0qvzILSJS/S2jsHBF27diUyMpK2bdui0WjYuHEjhw4dYsWKFanYvKzH0KWc0I31zUmZpUuXBlDL/nbu3JmSJUvi7e3N33//Td26dVmwYEGSNx1nZ2e6dOnCggULmDRpEnXq1KFz586cPXuWJUuWMHTo0Hgz9adPn05UVBSlSpWiTp06BAcH061bNyAu4VG1atXe+2eQEh07dmTy5MlERkbSq1cvcuTIwb1797h165aaZ8AQLBjkzJmTOnXq8OWXX1K1alX1D2NUVBTt2rXjxo0bPHv2jEWLFqHRaKhXrx7btm3j4sWLH/TaROaWHpkFpUtepKV3Dgj+/fdfrl+/rn7fqFEjGTJ4T28Wz9FqtZw7d46TJ09iYWHB999/z+LFi9VywPv376d+/fqsXr1aTVuckJ9++onVq1dz/vx59u7dS8uWLRkzZgy+vr7s2rVLrYEAcU/js2fPBmDo0KFoNBoGDRqEr68vBQoUYMqUKWlz4UnIlSsXbdu2ZdWqVfj5+fHbb78BccsObW1tCQwM5N69e9y7d4/AwEAqVqxo1HtiqJYIsGjRIm7cuAHA2rVr6devHyVKlFCDr7cnIAohxMfknZcFlCxZkgsXLqjfX7x4Uf3DKt6NISCwsbHBzMyMGTNmANCsWTMCAwMZO3YsAN26dSNXrlzcuHGDunXrJtiNbpAzZ051styECROwtLRUq1Iabv4G06dP5/Xr15QpU4aGDRuyY8cO1q1bh5mZGYsWLcLe3j61L9kkhuWRu3fvjld0ydHRkfLly9O6dWu6detG6dKlExxK8ff3Z8KECQC4ubmhKAqjR48G4p70rKysCAoK4v79+/E+5+PjE68QlBBCZDUmBwSGcVkvLy8qVKjAjRs3+PzzzylevDjFixenfPnymSrhxK1btxg1ahSdO3dm1apVXLlyJb2bpAYEdnZ2+Pn5sWnTJiBuuKB79+5ERkZSt25dJkyYwIEDByhTpgwvX76kVatWrFu3LtHj9unTBwcHB27cuMGWLVvo2bMn5ubmHDlyhMuXLwPGvQOjRo3i2bNn6o14wIAB6bqUsHjx4tSrVw9FUZg7d26C+4SHh3PixIlEE0KNGTOGoKAgSpcuzZ49ezA3N2fv3r2cOHECS0tLtXfrzSAX4saLIyMjTRq3FUKIzMzkIQMHBwc2bdrEli1b0rI9H8T169epWrWqWuBm8ODBlChRgg4dOtC5c2eTjxMREaFO2gMIDg4G4ibnJdftnNDkS8Ox7OzsmDt3LjExMUDccIzB/v37yZkzp9HnoqOjGT58OFevXmXIkCEJZvD77rvvmDFjBr/++isdOnSgefPmbNmyhVmzZjF9+nQmTJjA69evKV26NA0aNKBWrVoEBgZSvHhxWrdunWg55MePH5M3b94krxXiiiCZMvb58OFDo/kABt7e3vz111+sWbOGH374AWdnZ3Lnzg3ETZ7s2LEju3bt4tdffzVK53z9+nWOHj2qzm35+eefsba2pmXLlmpdgzVr1lC4cGEuXrzIhQsXaNWqlfp5FxcX/P39cXFxQaPRyKRZIUSWZXIPgaIoLFy4kG+//Zb27dszffp0Xrx4QYECBYxeGV1UVBSTJ0+mVatW7N27l3379rFr1y51iZ1hEp8pJk2ahIODg/p632qPbw4ZvEuu/XXr1tG9e3devXoVb1v79u1xdnbGz8+P5cuX07t3bwDWr1/P1atXWbZsGQAjR45k/vz5nD59Gmtra3WYITGRkZE8evSI8+fP89dff7Fq1SqWLFliNB8iNVSoUIGSJUsSERERrzdk06ZNarGtX3/9VS2tDHH/bidOnIiiKDRs2JDy5csDcbUXbG1tuXjxIv/3f/+nzhZ/u4cgZ86clChRIl4QJoQQWU2K5hBcuHCBcuXKUa1aNa5du0b16tUZOHBgWrUtTVhYWPDgwQOsra3Vp3gvLy8GDhxIrVq1WLJkCTt37jTpWMOGDSMoKEh9+fn5vVfbDDdRvV5PcHAwhQoVMvmznp6e2Nracvr0adq1a8e9e/eMtmu1Wrp37w7E3TTLlStH6dKlCQsLo127dmrvQJEiRdQn7H79+qltePXqFcuXL2fChAn07duXtm3b8sUXX9CyZUuaNGnC999/z/Dhw5kxYwbz5s1j+vTp7/WzeJtGo1HnPqxevZqwsDAgLtdCv379gLieFb1ez5AhQ9TP7d27lwsXLmBra8uAAQPU911dXenQoQMAM2bMoGjRokD8gEAIIT4WKQoI1q1bx+zZs5k8eTIHDhzgzJkz/Pnnn6n+xz8tKYpCqVKl8Pf3JzAwUH2/WLFi9OjRA2dnZ7XKX3IFiqytrbG3tzd6vQ9DQGCYwJbUk/nbDImM8uTJg6+vL+3atePYsWNG+7Ru3Zo8efLw9OlTFixYoGYf9PX1BeJWFnTu3Jnw8HCqVKmilj+OioqiV69ezJ49m61bt3L8+HFu3bql9kRYW1uTL18+ypcvT506dQDYvn07t27dSrLNKc1p8PXXX5MvXz4CAwPZtm0bAIMGDeLFixd4enpy4MABNBoN69ev5/jx44SGhvLHH38A8MMPP6hDDAZdunRRlzHevHkTjUbDs2fPjEpJCyHEx8LkgMDJySlel3ipUqWYM2cO8+fPT/WGpaYXL16opZnNzMyoWbMmu3btYsuWLUY3/ZIlS/LDDz+wdu1a7t+//8GXnxkCgoiICLJly8bNmzdN/uylS5fIly8fGzdupHz58oSEhNCrVy/OnTun7mNlZaUOFfz22280adJEzWZWunRpbt++zcWLF3F2dmbUqFHq9a9du5YbN27g4ODADz/8wC+//MKsWbPYsGEDa9eu5eTJk+zcuZPFixczdepUypUrR2xsbKLDL69eveKHH37A1dUVb29vjh49mmzwBXG9O61btwbiegnWrl3L8uXLgbglhZUqVaJr164A9OjRg6lTp/L8+XNy5cqV4NyQ7Nmzq/svWbIENzc3AMlHIIT4KJk8qbBMmTIsX75cXQduUKRIEfUJMyO6fPkyrVu3pl+/frRs2ZJcuXLRunVrLl++TJ8+fdBqtbRq1Qpra2sAPDw8KFasWLq01VBGGKBw4cJcunTJ5M8qioK5uTlOTk7MmzePatWqERUVZZS1D6BJkyYsXryYBw8ecPjwYX755RdGjhzJ1KlT6du3LwCTJ082Sntq6J4vVqwYPXv2BOKCFj8/Py5dusTp06d58OABvr6+PHz4UO05SCht79GjR+nevbs6zr9jxw527NhBsWLF+OGHH6hWrZr6/+JtFy5cUOc6hIeHq13+ffv2pWrVqkDccMiuXbu4fv06S5cuVX+ue/bsUctGG7x+/Zo9e/ao1xgcHIy5ubkaGAiRGjJy7QEhjCgmOnXqlGJjY6N4e3srJ0+eVEJCQpTnz58rHTt2VIoXL27qYT6oW7duKc7Ozkq/fv2U169fx9vev39/xczMTBk/frxy5swZJSgoSBk0aJDi4eGh+Pv7p/h8QUFBCqAEBQW9U3t79OihAAqg1K1bV/3alFeJEiWUa9euKdeuXVMmTJigAIqbm5ty6dIl9f1r164p169fVwYOHKgASqtWrZSoqCglKipK8fHxUQDFwsJC0el0ytmzZ5Xz588r58+fV3bu3Kmep1KlSkqePHkUjUaTaFssLS2V7t27K2fOnFGPcfLkSaVPnz7q5woVKqSsXr1a6dq1q2JnZ6d+1tbWVmnXrp2yZ88e5fbt2+pr6dKliq2trQIouXLlUvf/8ccflejoaCU2NlZ9XblyRcmZM6cCKI6OjgqgaDQaZfz48erP4dy5c0r58uXVcxqOt2rVqnf6fyeSZ+rvx/v+HqW1c+fOKYBy7ty5JPd7+PChotVqTfr91Wq1ysOHDz/QFWQtpv7/yCrS8vfD5B6CSpUqcfr0afr160f16tXVLl4bGxs2b95s6mE+qIULF/L1118zY8YMFEVhw4YN+Pv74+DgQMeOHZk+fTp58uRhxYoVTJ8+nfz58/P8+XP27t2bLoVBHjx4oH5tb29Prly5eP78uUmfNdQlUBRFLZHcrl27BJcgtmzZkmnTprF37161yNLu3bsBqFGjBg4ODkb758uXj8qVK3Pq1ClOnz6tvp8tWzbc3Nzw8PCgQIECuLu7U7BgQdzd3Y1qNdy+fZsRI0Zw584dIC6vwqRJk8iWLRvNmjVj3LhxrF+/nsWLF3Pz5k3Wr1/P+vXr+fzzz/H29iYqKophw4YRHR1N7ty51WWJY8eO5Zdffok3tFOiRAkOHTpEnTp1ePHiBY6OjgQGBjJq1CgAGjduzM8//8y5c+ewtrZWe0BmzJih9joI8b6k9oDIbFKUurh06dIcOXKEFy9ecO7cOWJjY6lYsWKGrar18OFDqlevDkCVKlWwtLTkyZMnAMyZM4fTp08zaNAgGjVqxPPnz4mMjKREiRImratPC28GBLGxsdSvXz/FtSHOnz/PjRs3sLGxoWXLlgnuU758eT755BPu37/Pvn37aNmypdp13qBBgwQ/M2LECPbs2YOrqyvu7u4UKFAAJycnnjx5kujPKzY2Vp2IGhUVhYuLC3PmzKFhw4ZG+9nb29O9e3e6devGli1b2LhxIwcPHuTs2bOcPXtW3c/NzY2nT5+qRZhGjhyZ6M/BEBTUrFmTly9fGgUFf/75JxcvXsTCwkLN/dCjRw91tYIQqUVqD4jM5J1qGeTMmZP69eundltSXXR0NBcvXmTBggXY29ur69fv3LnDd999R+PGjdmzZw+enp5JVi37EBRFMQoIYmJi3ikgWLt2LRCXzChHjhwJ7qPRaNRegi1btlCnTh2OHz+ufi4hefLk4YcffjC5Hc+ePWP06NH8999/AFSrVo2VK1cmuZ5fo9FQoUIFqlevzrNnz9i4cSMbN27E39+f3Llz8/TpUywtLfn9999N+vdXokQJli1bRteuXQkICFCDAkOFTsMqh2+++UZdcSGEEB+rdy5ulJHFxsZiZmZG8+bNWb16NY8ePaJy5co4OzsDcVUAR48ezbhx47h//75RedwPJTo62uj758+fq+WGFUUhOjqa2rVrqzeulStXYmdnR+fOnQkJCcHGxobp06erhY1iYmLQ6/UcPHgQgJ49e+Lo6BjvvBEREYSHh9O4cWN12GDz5s1ER0dTrFgx8ubNS3h4OE5OTtjY2CR7Hbly5Yp3k9+wYQN9+vTh1atXaLVapk6dynfffWfSMspixYphYWFBkSJFqFatGj179qRt27ZcuXIFOzs7tm/fzpdffpnsqgS9Xk9oaChffvklR44cUYcPcubMiV6vJzIyksjISL755hvWrFkjGQiFEB+9dy5ulJEZitvUqlWLqKgoDh48GK9ojZubGzExMQkWwkkPht4Bw1N9TEwMjo6OFC9eHICzZ89iZ2fHt99+i62tLQMHDoxX5XDVqlXExMRQpUqVZHs8ypYtS8GCBdHr9fz0008A793r8/DhQ1q3bk2HDh149eoVXl5e/Pfff3Tr1i1FSzjv3r3L5MmTKV++PCVKlODKlSu4uLhw+PBhvvzyS5OOERoaSnR0NKGhoZQoUYLNmzeTM2dOXrx4QUhIiFoXYuXKlRIMCCEEWTQggLgueHd3dxYtWkSZMmXYs2cPkyZNAuKekg8dOoSzs3O6VfB728OHDwHU+RiGOgaGVLuGrvfmzZvz559/qsvsDCIiItTJhIa19UnRaDQ0a9ZM/Sy8e0AQERHBpEmTKFmyJNu3b8fc3JyRI0fyzz//qBkAk3P37l2mTJlChQoV1GyJ58+fx8zMjK+++orjx4/j5eVlcpvs7OywsLBQlz5Wr16dQ4cOqb0ZlStXZsuWLURHR+Pv749er0/5hQshRBaS6YcMYmNj1TX4b75n6GovWrQoGzZsYMSIEcyfP5/Zs2fj4eHB1atXOXToUILd6unBEBC4urpy+/ZtNSDw8vJi9erVXLx4kcjISKysrBJ82j569CiBgYHky5ePr776yqRzNm/eXC2xbGNjQ4UKFVLc7sOHDzNmzBh1BUH16tWZNm0axYoVU7vlIW6I5O0VD0+ePGHbtm1s2bLFKGWwmZkZX3zxBa1bt6Z58+a4urqmuF1arRatVms0tFCiRAlOnjzJrl276NSpE3Z2dvj7+6s9CQnlTRBCiI9Fpg4Irl+/zsSJE3n27BkeHh40atSIhg0bYmZmRkxMDObm5mpQsGDBAh49esS+fftwd3enYsWKFC5cOL0vQWUYMjA8wRoCgkKFCqmT4W7cuEGpUqUS/Pxff/0FxC3pS2ipYULKlCmjfm1ubm7y5wyWLl2qzvTPnTs3U6ZMITg4mMqVK6c4LbGZmRm1a9emZcuWtGrV6p2CAFMUKlTIaDWBnZ2dBANCCEEmDghu3rxJlSpVqF+/Pl5eXuzbt4+zZ89y8OBBpk+fjrm5ufpEDXETCZ2dnSldunQ6tzxhhm57w5wGwwS82NhYNThIar6DISPhp59+atL5FEVh8ODB6vehoaEoipKisX7DU32zZs1YunQp9vb2NGrUyORgwNzcnKpVq1K7dm1atWqlzpdIaWDyPgw9CUII8bHLlHMIFEVh1apV1K1bl/Xr1zNp0iSOHTtGs2bNOHLkCN26dQNQg4GdO3eqBYMyKkNioZcvXwKoQxlXrlwhODgYe3v7JCcKGlZKmJIGVVEUBg0axMKFC43eNyQnSqmqVauqczEMQx87duzg1atX6kun0xl9/+rVK4KDgzl06BC//PKLGgwIIYRIH5kyINBoNDx58kTNWAdxhWr69u2Lt7c3Fy5cYPLkyQDs2bOH3r17M3PmzBR3Y39IhgDAUAfAsNrgxIkTQFxipaRmwxvKFF+9ejXJ87wZDGg0GubOncugQYOAuBoGyS3nS+7YhqGPYsWKYWdnl+TLELAJIYRIf5kuIDDcsMqVK0dMTIxRRcDs2bPTpUsXypYty65du4iMjKRhw4Z06dKFLl26ZJglhgkxBACvX79Wv4+JieHkyZNAXGIfiCsr3KJFC6MqhvC/HoJr164leg5FURgzZowaDMyZM4eOHTvSu3dvsmfPzuXLl9+5lwDiiggZcim8XRlTCCFExpZx75CJMIxxN2jQgJs3bzJlyhR1/FxRFBwdHRk5ciSnTp3i77//BuJy3hueoDMqQw+B4VocHR05deoUr169Ilu2bJQqVYrg4GBWrVpFWFgYs2bNIjw8XP284fru3Lmj5uZ/k6Io/PLLL6xatcooGIC4+RU9evQA3q+XwNA7kDdvXnn6F0KITCbTTiosXLgwmzZton79+tja2jJmzBh1Db+lpSWlSpVSMxNmRG93/xvaariZOzo6snXrViAuSGjSpInR/i9evKB58+bq959++imurq74+/vj6+vL559/rm4zDBMsX74cjUbDokWL+O6774yON3DgQBYsWMDly5c5cOAA5cqVIyoqKslrMAzBaDQaNBqNWgY7b968hIWFGU3Ws7S0TNUEQCmZ/GiKyMjIJI955coV7ty5Q5EiRdTcEEIIkZVkuh6CN9WuXZvNmzezZMkSunfvzsaNG/Hx8WHmzJm8ePEiU3VbG3oIDKsNHBwc2LZtm8mf12g06pLEy5cvq++/PWdgzpw5RsHAnTt3mDJlCtbW1mo+//Hjx79TL8GbPQRZIdHPm3NO7ty5g16vV/MtCCFEVpOpAwKIK2V78uRJAgICGDJkCI0bN2br1q3s2bOHfPnypXfzTGYICAxP5c+fP+fRo0cpOkbJkiWBuKdZSDgYeLO877Vr16hRowbDhw9n5MiR9O/fn+zZs3Px4kUOHDiQ4mswrDAoUKBApl7KFx4eTs+ePcmdOzcrV64EoEiRImi1WooUKZLOrRNCiLSRaYcM3lSuXDl27tzJy5cvef36NW5ubhm2JHNiDMsODU+lb5b9NdWbPQQJBQMdO3ZUn/yvXbvGV199xYsXLwBYvHgxgwcP5scff2TSpEnMnDmTunXrpqhr3tBD4OnpmWkDgkePHtG2bVs1VXT37t1RFIXOnTurAZcQIuMxZcm1i4uLlKNOQpYICADs7e0zTF2Cd/F2qeKjR4+m+BiGG9bVq1eZNWtWvGDAIDo6moYNG/LixQsKFCiAk5MTFy5cYNasWQwcOJA5c+Zw/fp11qxZY9Sj8CZFUYxyOwQHB6tLHgsUKJDitn9ohmqIdnZ2avASGRlJnTp1ePDgAU5OTtSuXZs///yTHj16UKxYMSpXrpzOrRZCvM3FxQWtVou3t3ey+2q1Wnx8fCQoSESWCQgyuzdvrhqNBj8/vxQfIzAwEABra2v+/PNPAMaNG2cUDEBcQGC4CT58+FDt6tdqtTg7OzN48GBGjhzJyJEjsbKy4ptvvjH6vKIojB49mhMnTqDRaChRogQNGjTg8ePHODk5ZYpJd29WQ8ysvRlCCHB3d8fHxwedTpfkfj4+Pnh7e3Ps2LFkq8F+tD0Jikg1QUFBCqAEBQUlu29sbKzRa+fOnQqgAIqnp6f6tamvEiVKKIMHD1YApWnTpoq5ubkCKD4+Psrr16/VV3BwsBIdHa0EBAQoAwYMUCwsLJQCBQooDRo0UMLDw5Xo6GglKipK6dixowIoGo1GmTJlivLw4UPl4cOHyoMHD5ROnTqp28aNG6dUqlRJARRHR0flzJkzSnR0dIKv9PD2z9nwCgkJUZ4/f66EhIQosbGxSnh4uBIREaHcvXtX8fLyUn+uGo1GWbhwoRIREaG+xLsx9fcjJb9H6eHcuXMKoJw7dy69myJS4OHDh4pWqzXp76lWq1UePnyY3k1OUFr+fkgPQToLDQ1Fr9dz6tQp9b3SpUubNB72NsNEwAIFChATE4O7u3uiEysdHByYMmUKvXr1wt3dndjYWLWGgEajYcyYMWg0GlauXMmQIUMAaNOmDaNHj2blypVoNBrGjh3L9u3bOX/+PI6Ojuzfv59y5cqluN3pIbEaBvny5ePgwYMMGDCALVu2MHXqVDp16pQOLRRCpKaU9iTodLqPrpdAAoJ0ptfr8fX1ZdGiRep7hgJFhhLOpoiOjlazFBqKIVWpUiXZzxUsWFA915sMN3xADQp27tzJ8ePHM30wkBwbGxvmzZvHnDlzMnR2SyFEyri7u390N/mUkL926czKyorevXsTEBCgVjgsVqwYEHdjMpUhw2Hp0qXVPASmTIKLiIjg9OnTCQYehht/p06dUBQlwWDAwcEhSwUDb5JgQAjxMZEegnQSFBQExKVVPnPmDHZ2doSGhmJmZkbOnDmBuICgT58+WFpaEh4ezh9//EFsbCwdO3Zk1apVAPTu3RtHR0d27NjB48ePqVu3LrNmzQJgxIgReHh4UK9ePfW8T58+VYOHsLAwdYlds2bNmDVrljpsYG1trbZjyZIlODs7s2zZMsaPH8/atWuNega8vLySvd7IyEi15yI5qZn22NRlk9bW1ql2TiGEyIzkESgdHThwgBkzZgDwww8/AFC0aFH1JvZmD4GNjY2aedFQgChfvnw4OjoSGxvL3bt3gbj5A+Hh4VhYWBASEsIPP/xAcHBwvHPHxsbSr18/db399u3b6du3L9HR0fH21Wg0TJkyhTt37rB27VpOnz6dKsMEGbn6pBBCfGwkIEgnjx8/VgsK/fDDD+oTapkyZdR6Bm8PGRQtWhSAly9fAv/LO/D06VP0ej0ODg5q+WTDjf3x48eMHDky3vnHjx/P7t27sbKyon///lhYWCQZFAQHB9OoUaNUCQYURWHo0KG4ubmpmQCFEEKkLwkI0kF0dDRdu3bl5cuXlC5dmp49e7J48WIAKlSooNYzeLsb28PDQ/3azMxMnXxoyK//1VdfGa1WsLOzA2DOnDlqTwDEDQEsXLgQgD/++IPBgwezcOHCRIOCJ0+eUKdOnVQLBn766SemT5/Oq1ev6N69OytWrHinYwkhhEg9EhCkg5EjR/Lvv/+SPXt2li9fztChQ9Xg4Ntvv020h8DJyUmtiujh4YGtrS3wv5TBtWvXNgoIatasSYkSJVAUhSFDhuDr68vQoUMZPXo0AMOGDaNFixYA1K9f3ygomDJlChBXW+HLL7/kwoULuLq6vvcwwYIFC5g/fz4ajYYvvvgCRVHo0aOHUbuFEEJ8eBIQfGD79u1j8uTJAMyaNYtPPvlE7RGoUKEC1tbW6k3fz88vXtVBwz4VK1ZU38uePTsACxcuNMo7sHfvXnUp4oMHD/Dw8GD16tUoisJ3332nVjc0qF+/Pt26dVPPDXD+/Hlu3bqFg4MDJ06ceO/VBJGRkerXb1+bEEKI9COrDD6gR48eqbUBvv/+e5o1awZA//79+eeff1i9ejUDBgygVKlSWFtbo9PpCAwMJFeuXOoxypcvHy818FdffcXDhw+5fPkyTZs25caNG2qQYW9vT2hoqNqLUKVKFX7++edElyQ+e/YM+F8uhBMnTgBQo0YNChUq9M7XrtfrCQsLo0WLFly/fp0VK1Zw+PBhNBoNkyZNkjoBIkPw9fU1KXGNEFmRBAQfSHR0NG3btiUgIIBy5coxfvx4dVvNmjWpUKECZ86cYd26dQwYMIAyZcrw77//8vjxY6OAICHZs2enVatWrFq1ih07dtC5c2d1XN6wwqB27dqMGjXKaBVDQgx/7IoXLw7AyZMnAdOSHCUlLCyMmJgYNBoNv/76K9myZWPNmjVMmTJFMgGKDMHX1xdPT0/0en2y+2q12kxXUVWI5MiQwQcycuRITpw4gb29PZs2bTKaH6DRaGjZsiXwvydyw5DA48ePTTp+4cKFGTNmDAAbN26kefPmQFwgcPjwYQ4dOkTNmjWTPEZkZCS3b98G4koYK4qitqdq1aomXmnCbG1tMTc3x8nJCRcXF37//XeePn0qwYDIMHQ6HXq9njVr1nDu3LkkX1IxT2RF0kPwAbw5b2DJkiUULlxYXR5oYLjhnj59mqioKDUgePTokcnnGTFiBCdPnmT//v1cu3aNW7duUaRIEZM/f+fOHaKjo7G3tydv3rzcuXMHf39/rK2t37uCYUK1AyQToMiIPD09s2TmTSGSIwFBGli+fLm6AiAmJkbNA9C9e3caNWpEWFgYFhYWRr0EXl5eODs7ExAQwI0bN6hduzYAAQEBuLi4kC1btiTP+fTpU3bu3Em7du04e/Yst27donPnzvz8889GQwRmZmaJPu2/2TtgZWWlDhd4eXmp1/OuUjP7oBBCiNQnAUEa6N+/f7z3ypQpw6RJkxL9jJmZGTVq1GDbtm0cPXqUypUrU7RoUW7dusW9e/coVaqUSee2t7dn4MCB/PLLL5w8eZKIiAg6deqUaNXDN12/fh2IP6HwfecPCCGEyPikzzYN1KlTh7p166qvDh06sHHjxmSLFdWoUQOAf/75B4BKlSoB/0s8ZKpixYrRrVs3zM3NOXfuHP3792fx4sUJpjB+k2GJYokSJYD/TSisVq1ais4vhBAi85EegjSwdu1a7O3tU/w5Q0Bw4sQJoqKiqFKlCqtWrUpxQABxSxFLlCjBqlWrOHPmDPv27eOff/6hTZs2fP755wkW8zH0EHh6eqpDFyA9BEII8TGQHoIMQKfT0aFDB2rWrIm9vT16vZ6zZ8+qa/MfPHhgcqXAN+XJk4ehQ4cyduxYPvnkE/R6PStWrKB169bx9j1//ryag8DT05NNmzYBccMHTk5O73F1QgghMgMJCNLZ1q1bKVWqFBs2bCAkJES9+d67d09NBBQZGakmGkoLBw8eVJcp1qhRg0WLFjFq1CgA2rZtm2bnFUIIkXHIkEE60el0DBkyRH0St7GxITw8XC0J/OLFC6MCQ+bm5ik+x5MnT1i5cqVa2Eir1fLNN9+oSZH8/f1ZvHgxs2bNIiYmhho1auDm5qYukRw6dCg//fQT/v7+2NnZxVs2KIQQIuuQgCAdGCoK6nQ6zM3NGTRoECVLlqR9+/aEh4cDcTfr9wkIDhw4wKJFi4iJicHMzIx69erRpk0bcuTIwdOnT5k3bx7r169Xz9e8eXNev37Nxo0b0Wg0jBo1ikGDBhEaGkp0dDShoaESEAghRBYmAcEHpNPpGDBgAFu2bAHiZvMvWbKEzz//nCtXrgD/SzX8dg9BSpL43LhxQw0Gypcvry47vH//PkuXLuXEiRNqT0TZsmXp3LkzK1eu5Pz589jY2PD7779Tp04dQkNDsbOzU/8rhBAi65KA4APZvn07/fr1w9/fH3Nzc3766SfGjBmjzvY3zBd4s4cgKioKiEttbGpAEBwczO+//05MTAxVqlRhwIABXLt2jWXLlnHx4kV1v9q1a9O7d28ABg0axP3798mRIwfLli3Dy8uL8PBwdZggoZ4Bf39//P39cXV1JWfOnO/8cxFCCJExSECQBrZs2WKU2W///v3qXIESJUqwdOlSypcvbzQMYG9vT65cuXj+/DkQd8M1lAc2MzNTqxUmxsrKiiZNmtCwYUMCAgIoWrQoPXr04LffflPnEJiZmdGyZUuqVq3KpUuX6N69OwEBAQDkz5+f1atX4+npSc6cOdVVDYaehLfpdDqioqLQ6XQSEAghRBYgAQFxN73UzKv/448/xnvPMFdg5MiRWFtbqzf7NxUuXFgNCF68eKH2EJjatl9//ZX9+/dja2uLp6cnHTt2BOImLFavXh0rKyv27dvH5s2b1c84OzvTrFkzhg0bRvbs2U0eGjCkWXZ2djZpfyGEEBnbRx0QPHz4EAsLC/LmzZuqx/3yyy+xtLRUv8+ePTsDBgzg888/T/JzhQsXVrMDvjmHwJSA4O7du6xatQqAb775hhUrVqDRaChcuDC+vr4cOHBA3Tdv3rw0b96cFi1aUL16dSwsUv7PwMXFRcq/CiFEFvLRBgQXL17kyy+/ZM6cOe+81j4iIsIoP4BhQuCmTZveKVOhYR4BQFhYGK9fvwaSX2Hw+vVrtmzZgqIoNG3alPXr1wOgKIqa5dDDw0MNAry8vN6pR0Sv16PX6xOdVyCEECLz+igDgkuXLlGlShV69eoVLxhQFMWoOmBSJk2axNixY5PcJyU30fz58wNxPQKxsbFq5sDk7Ny5k9DQUEqWLMn169fVIMXGxoahQ4fSsmVLPv30U/W6TL2+hK4lJiZGvR4hhBBZx0eXqfDmzZtUrFiRIUOGMG3aNGJiYjhx4gTbtm3jypUriU6iS8iwYcMICgpSX35+fvH2efMmmhzDjdww3GBjY4O5uTl6vT7BYwP4+vpy//59zM3NGT58OLdv31aHAMaMGcOoUaMoUaLEOwcBb9JqtZibm0swIIQQWdBH1UMQERHBuHHjsLOzo2HDhkBcQp579+7x/PlzAgMDGTBgAD179uSTTz5J9njW1tYJFgl6k1arNfmJ+vHjxwDY2tqqwcFnn33GpUuXOH36tNqD8CbDnIOyZcty6dIl4H89AF999VWy50wJGSoQQois66PqIbC2tqZbt27UqVOHgQMH4uHhQWxsLMuXL+fWrVssX76cxYsXs3r1aoAEVwKklFarxcXFxaQbqaEXwDD/4NWrV2oJ5Js3b/Ly5Uuj/Z89e8adO3fQaDRUq1aN3bt3AxAVFYWNjQ2fffbZe7dfCCHEx+GjCAjenPhXs2ZN+vbti62tLUWKFGHWrFl4eXnh6OhIhw4dGDp0KNOnT+fly5ep0s2eEnfv3gVQCxwFBQXh4uKCh4cHAKdPnzba39A7YJgfcPXqVXWyYLly5YxWOgghhBBJyfIBwfXr12nZsiWHDh1S36tWrRoTJkygd+/euLu7A/9LwOPg4IC7uzvZs2dPtTbodDpu3ryJTqdLcj9DQJArVy4gLiAA1F6Cy5cvExoaCkBAQADXr18HoEqVKty8eROA3LlzA1ChQoVUa78QQoisL0vPIVAUhSlTpnD8+HH1ab9OnToAlC9f3ighkeG/Pj4+FClShOjoaCwsLN6pl8Dc3NxoqaBOpyMiIgKdTqfe7KOjo9VsgAAhISFqUiI3NzcAAgMDadu2LRqNhvPnz3Pt2jUiIyP5/vvvGTlyJAC1atWif//+/PDDD0bXUbFixffq4XiX6opCCCEyrywdEGg0Guzs7ChevDiWlpZMnjyZ2NhYdbLdm2vx/fz8WLRoEStXruTEiRNGqYffl6urq5r3PzH37t0DwNHRMV4PgUajoUuXLvz888+sW7eO+vXrs3PnTgC6detGaGgoZ86cAVCXKkoPgRD/4+vrm2wPnY+PzwdqjRAZU5YOCCBueMDd3Z3atWszatQopk2bhqurK3///Tdt27bF3d2dS5cu0b9/fx4+fMiRI0coUaJEqrYhZ86cyeb7NwQEhQoVwsHBAYibVGjw5ZdfkjdvXh4/fkz37t2Jjo6mQoUKlC5dmr///pvo6Gjy58+Pn58fLi4uJq2SEOJj4Ovri6enp0lLfw2TgIX4GGX5gCB79uzs3LmTIUOGMGjQIObOnUujRo148uQJnTp1AqB06dIMHToUDw8Po2yBH5IhIChcuLAaEBgyHwJYWFjQqVMnJk6cqC5P7NatGwBHjhwBoEiRIvj5+VGhQoUPPiFSiIxKp9Oh1+tZs2YNnp6eSe7r4uKizisS4mOT5QOCokWLqmP1derUYfLkyQQGBlKxYkVu376tds/XrVs3PZupBgR6vV6d0HjlyhWePXtGnjx5AGjWrBlz5swhODiYzz77jEqVKvH8+XM1IDD0KMhwgRDxeXp6Uq5cufRuhhAZVpZfZVCkSBGsra3x8/OjY8eOXL9+nWnTppE7d24GDBjA0aNH07uJAOqTy+7du5kyZQparZZ79+7RokULdu/ejaIo2NnZ8eOPP6LVahkwYAAvXrygc+fOBAUFYWdnx4ULF7CwsKBp06bpfDVCCCEymyzdQ6AoCtHR0SiKQuXKlTEzM2PPnj2UKVOGAgUKsGrVKgoWLJjezQSgd+/e5MyZk969e3P16lWsrKxwd3fH19eXIUOGcPjwYUaOHEn79u1p3749z58/p3Pnzvj6+mJra0toaCgWFhZs3LiRMmXKpPflCCGEyGQyfQ9BbGys0fI9w3sQNzvfysqK7t27ky9fPrZt26beLBs0aMDSpUsz1Hhh69atuXjxIl9//TWRkZH4+vqSL18+zMzM+Ouvv2jWrBnHjx+PFwyEhYWpwUCLFi3S+zKEEEJkQpm6h+D69etMnDiRZ8+e4eHhQaNGjWjYsCFmZmbExMSoa+nbtGlDw4YNyZEjB/C/ioZ2dnbp2Po4b1dDzJMnD7t372bBggUMGTKER48eodVqsbOzw9/fn+7du+Po6EhgYKBRMPDzzz9LMCCEEKnElGWoWW0SaqYNCG7evEmVKlWoX78+Xl5e7Nu3j7Nnz3Lw4EGmT5+Oubk5ERERWFtbY2lpSY4cOdRERBlpBn5CJYU1Gg09e/akTp06tG7dmuvXr6PX69UhhISCgQYNGqTzlQghROZnqD3j7e2d7L5arRYfH58sExRkyoBAURRWrVpF3bp1Wb9+PQDDhw9n1qxZbNmyhW7durFo0SK1EuHOnTupXLlykomBUlNMTEy8YYy3aTQazM3NyZ49O6GhodjZ2alliw0+/fRTTp48ycSJE/n999/x9fXFyckJe3t7Hjx4gIWFBYsWLeK7775Ly8sRQoiPhru7Oz4+PiYlsvL29kan00lAkJ40Gg1PnjxRs/JBXL6Bvn37YmNjw4YNG5g8eTJDhw5lz5499O7dm06dOjFu3Dij7IQZgZ2dXZJDFw4ODvz222+0bt2aDh06cOPGDV6+fKkGA23atPmArRVCiKzP3d09y9zkUyJj3R1NYChJXK5cOWJiYtSiPhAXFHTp0oWyZcuya9cuIiMjadiwIV26dKFLly7pEgyYWtgoOZ9//jnnz5+nf//+FCxYkM2bN/Pdd99liHkQQgghMr9MFxAYxv8bNGjAzZs3mTJlCiEhIUBcsODo6MjIkSM5deoUf//9NwBjx45NtwyEAQEBREZGEhAQ8N7HsrW1Zfr06dy/f59mzZq9f+OEEEKI/y/TBQQGhQsXZtOmTaxdu5ahQ4ei0+nUYMHS0pJSpUrh7Oyczq0EZ2dnrKysMkRbhBBCiMRkyjkEBrVr12bz5s20bt2ap0+f0qZNG0qVKsWqVat48eIF+fPnT+8m4uLiIsVShBBCZHiZOiAAaNy4MSdPnmTAgAEMGTIECwsLzM3N2bNnD/ny5Uvv5gkhhBCZQqYPCCBuguHOnTt5+fIlr1+/xs3NTZ7KhRBCiBTIEgEBgL29Pfb29undDNXbGQiFEEKIjCzLBAQZTUIZCIUQprt48SLZsmVLcp+sljpWiPQkAUEaMDMzw87OTg0GEsp/oCiKmlMBwN/fH51Oh4uLi1FGRUPdhcS8+bmcOXOm7oUIkY5q1qyZ7D5ZLXWsEOlJAoI0EBoaipubW4qSBul0OiIjI9HpdClKsfzm5yQgEFnJokWLKF++fKLbs2LqWCHSkwQEaSAsLCzFn3FxcVGf9D/E54TI6IoVK0a5cuXSuxlCfDQkIEgDtra2Kf6Mq6vrOxVfetfPCSGEEG+SgCANSH0BIT6c5OrWm1LXXgghAYEQIpNKad16GVYTImkSEAghMiVT69aDLE8U6cvX1zdT/DuVgEAIkWl9rHXrRcaR3JCUv78/LVq0QK/XJ3ssrVbL1q1bk5wXZqjumxYkIBBCCCFSKKVDVn/99VeSN3pD4FCvXr3/196dB0Vx5m8AfwYFRAtRwCJ4oKKIgBwqAhpv8YqYRePGgOtiPFJRE+OF8chPUzHebnQ16kZ3Q0yMStg1GjRGjZp4rEciDhoJoILgqsGAIggKMvP8/rCm4wQ8hmNmmnw/VZbF2z0zz9vd0/Od7p63qzOmSaQgqEaGgYYKCgoAPByP4N69e3BwcCh3oeHTBhwydT4AzzyfEJZgeF88OiBXRQzTi4qKlMcIYW0aNWqE06dPIy8v76nzuri4PPXuu23btn2m59NqtXjrrbee+j6qDCkIqlFhYSEAyCFMIZ6gsLAQTk5OT5wOAC+88IK5IgmhOk97H1WGhjVRZvxB6fV6XL9+HY6OjjXybb2goAAtWrTA1atXrepGTo9SQ0ZAHTnVkBF49pwkUVhYiKZNm1Y4nLdBTb+PTKWW9WCq2tiv2tgnwLhfjo6Oz/Q+qgw5QlCNbGxs0Lx58xp/HWu7s2NF1JARUEdONWQEni3ns3yjMdf7yFRqWQ+mqo39qo19An7rV3UfGTCo3vJCCCGEEKokBYEQQgghpCBQE3t7eyxYsAD29vaWjvJYasgIqCOnGjIC6slZWbW1f7WxX7WxT4D5+iUXFQohhBBCjhAIIYQQQgoCIYQQQkAKAiGEEEJACgIhhBBCQAoCIYQQQkAKAmFGer3e0hGEqFayTauHrKunk4JA1LisrCxcu3at2sfdrilq+SWuGnKqIWNlqG2b/iOTdfXsZAmp2KVLl7Bq1SrMmjULe/fuRU5OjqUjlaPVatG5c2ccPXrU0lGe6P79+yguLgbw222krfHD7Ny5c5g/fz4A673dtVqWZWWpZZs2VXp6OubPn48xY8bg008/xfnz5y0dqcpkXZmIQpXOnz/Pxo0bs3v37gwNDaW9vT2joqL49ddfWzqaQqvV0sHBgTNmzCg3Ta/XWyBRxc6fP88+ffqwc+fODAkJ4bp163jt2jWSpE6ns3C63xiW57x584zaZVmaj1q2aVNduHCBjRo14qBBgzho0CC6ubmxb9++jIuLs3S0SpN1ZTopCFSouLiYERERfPPNN1lWVkaS3Lt3LwcMGMDevXtzx44dFk5Ipqam0t7enu+++y5JsqysjMeOHeOOHTt47tw5JbelXb58mY0bN+aECRP46aefMjo6mp06dWJERAQvXrxI0jo+yLRaLRs0aFDhzs3A0js5tSzLylLLNm2q0tJSjh49muPHj1e2odOnT3P8+PH09fXlhg0bLJzQdLKuKkcKAhUqKytjx44d+f777xu1nzhxgi+++CIHDRrEkydPWigdee/ePUZHR9PZ2Zk//PADSXLo0KH08/Ojq6sr69Spw9jYWGZkZFgso8GHH37IAQMGGLVt2bKFffv2ZZ8+fZSMlvywzc7OZoMGDTh+/HiSZElJCRctWsRx48bxlVde4TfffMP8/HyL5TNQw7KsrPv376tmmzaVXq9njx49OHnyZKP21NRUTpo0iZ07d+auXbsslM50atr/mKqm15VcQ6AyZWVlKCkpgbu7O3JzcwEAOp0OABAWFoaZM2ciOzsbO3fuBGCZc7f16tXDuHHj0K9fP8ycORNeXl7Q6/WIi4tDeno64uLisGnTJnz22WcWy2hQWFiItLQ0FBYWKm2jRo3CpEmTAABLly5FQUGBRc/XJycno23btsjNzUV2djb+9Kc/Yc+ePcjPz0dGRgamTp2K9evXo6ioyGIZAXUsy8qyt7fHa6+9popt2lQkERAQgF9//RW3b99W2r29vfH666/DxcUFO3bsUOa1dmra/5jCkLNG11WlSwlhVrdu3TL6e8OGDbSzs+O+fftIGh+KXb9+PR0dHXnz5k2zZrx48SKXLVum/H306FHlPNfly5eN5l26dCkbNWrEvLw8s2Y0MCyvnTt30s/Pj99++225b64rV65k69ateenSJUtENLJjxw726tWLdnZ2HDx4MHNycpRpU6dOZcuWLS32jcewLL/66itVLEtT3L9/3+hva96mTZGTk2O0Lr744gs6ODhw48aN5dZdQkIC69ata/XfqNW0/6mKbdu21di6koJABZKSkmhjY8OkpCSjD/7x48fT0dGRx44dM5p///799Pf3N+vGnpycTGdnZ7Zs2ZK//vqr0v7jjz8yMTGRDx48IPnbh8eGDRsYEBDA0tJSs2UkWeG5w9DQUAYFBVX4JnJxceHq1avNEe2p4uPjOWHCBB4/fpzkb8tSr9fTzs6OmzZtMmuelJQUpqSkGLV169ZNFcvyWVy4cIFDhgzht99+a9Rubdu0qZKTk9muXTuuW7eOv/zyi9L+zjvv0N7enlu2bDEqhLRaLf38/Ky6IFDL/sdU2dnZ3L9/P7du3cqff/5ZaZ89e3aNrCspCKycVqulo6Mjp0+fXm5abm4uo6KiWL9+fW7evJmZmZksKyvjjBkzGBgYyNu3b5sto4ODA2NiYtioUSOuXbvWaHpFF5JNmTKFw4cPZ3FxsdnOKaekpHDixIkcMGAA3333Xe7Zs4ckmZ+fTy8vL4aGhvKnn35S5i8qKmJYWBi3b99ulnwGFy9e5MKFC/nKK6/w448/NtoR/PTTTywpKVH+1ul0vHjxIgMCAnj06FGzZUxOTqZGo+Hy5ctJ/lZo5efns127dlazLCtLr9czJiaGTk5OjIiIKFcUWMs2bar09HS6uLjwrbfeYmFhYbnpU6dOpY2NDRcuXMjTp0/zzp07jI2NpZeXl9EHrTVRy/7HVMnJyXRzc+PAgQPp7OzMsLAwxsTEKNNrYl1JQWDFzp8/TwcHB/7f//2f0paTk8Pk5GSjb7ozZ86ks7MzPTw8GBwcTBcXFyYlJZkl49mzZ+ng4MDZs2eTJCdNmsRu3bopPzX7vezsbL7zzjt0cnIy+sCoaT///DOdnJz4l7/8hVFRUQwPD6eLiwtXrlxJkrx69Srbt29PHx8fLl68mDt37mRsbCydnZ3LHW6sSefPn6ebmxuHDRvGvn37sk2bNpw6dSqLiooe+5j58+czICDgscu8uhl2wG+//XaF061lWVbVpEmTGBoaymHDhjE8PJz79++vcD5LbdOVMWPGDEZFRZF8WPRs27aNa9as4ebNm5V5li9fTl9fXzo7OzMwMJDPPfec2fYnplLL/sdUv/zyC318fDhnzhyWlpby5s2bXLBgATUaDYcMGaLMV93rSgoCK1VYWMhevXqxUaNGStvw4cPZsWNHajQa9u7dm2vWrFGmHT9+nAkJCfz888+ZmZlplowZGRl0cnJS3owk+Z///IcNGzbkoUOHSBpX51qtlr1792br1q159uxZs2Q0mDZtGocNG6b8nZWVxSVLllCj0XDx4sUkH37LHTduHLt27UpPT0+GhYWZdUd49epV+vr6Gi3PTz75hI0bN65wne7evZvTpk2jk5OT2ZZneno6NRoN33vvPZIPl1lCQgLfe+89xsfH88yZM0q7JZdlddi6dSuXLl3KU6dOceDAgRwwYADPnj3LZcuWMSsri6Rlt+nKGDFiBP/+97+TJMPCwtijRw+2adOGbdq0YZcuXZT3a0pKCg8fPsx9+/bxf//7nyUjP5aa9j+mOnLkCIOCgnj9+nWlLSUlhS1atGDjxo05ePBgpT0tLa3a1pUUBFaquLiYW7ZsYdu2bRkZGcmBAwcyIiKCCQkJPHbsGEeNGsUuXbrwk08+sVjGzMxMo28WBkOHDmXPnj3LXZBFkt98843ZvyXq9XoOGzaMI0eONGq/e/cuP/jgA9atW5cfffSR0n7nzh3euHGDd+7cMWvGzZs386WXXmJmZqayIyspKaGvry8PHz5c7jGzZ8/m888/z3Pnzpkt48cff0yNRsNt27aRJHv37s2goCC2bduWbdq0YXBwMBMSEpTHWGJZVpfExER269aNJPntt99y2LBhbNasGTUajdG5d0ts05UVGRnJV199lRs2bOCAAQOYm5vL3Nxcnjx5kj4+PnzhhRcsHfGZqWX/UxkHDhxgy5Yt+eOPPyptZ8+eZUhICFevXs127dpx69at1f66UhBYsXv37jEhIYGtW7dm165deePGDWVaXl4en3/+eY4aNcoi2So6L2c4FxcXF8c2bdoovwG2hsFoVq1axfbt25e7CO7WrVucOnUqu3btyuzsbAule2jfvn1ctWqVUdu9e/fYqlUr5QP498x9lXRhYSFXrlxJjUbDZs2a8aWXXmJaWhpJ8tSpU4yKimKfPn3MdvqiJqWlpTE0NFT5Ozw8nPXr12dYWJhZr9eoDob34ObNmxkeHs7+/ftz/vz5RvNs376dvr6+Vn3xoIHa9j+mysrKYqtWrRgTE8Pt27fzyJEjdHJyUkYpDQkJeewpu6qQgsDKFRcXc/fu3dy7d69y3YDh/8mTJ7Nnz55Wt8Hfv3+fnp6eHDt2rKWjKI4ePcouXbpw1qxZvHr1qtG0AwcO0NHR0agatzTDzk2v17Njx47897//rUzbunWrxQee+tvf/sYePXqUW2Zffvkl69Wrx+TkZAulqz46nY49e/ZkdnY2R48ezaZNm3L9+vWMjIxkly5d+P3331s6osmysrLYq1cvajQajh492mja999/T29vb165csVC6aqHNe5/TPHoCIQBAQH09PRk8+bNjQqAkSNHMjo6utpfWwYmsnIODg7o378/wsPDUadOHQBQ/s/NzUVQUJBV3cVLp9PB3t4es2bNwrFjx3DmzBlLRwIAdO/eHVFRUYiPj8fGjRuRkZGhTPP394eHhwdKSkosmNCYYfAejUaDBg0awMHBAQAwZ84cTJw4Ea6urhbLVq9ePYwfPx5r166Fv78/gN9uLevm5gZPT080bNjQYvmqA0mUlZWBJLp27YrvvvsOe/bswcSJEzFhwgR4enqiVatWlo5pEpLw8PDAxo0bERQUhD179mDJkiUAgJKSEhw8eBAuLi6qXnfWuv8xhUajgV6vR5cuXXDgwAF89913OHDgAJYuXQrg4eB0BQUF8PPzq/4Xr/YSQ5hMp9OV+338k771FxcXc+7cuXR3d2dqampNx1PymJIxJSWFdnZ2ygVMlvRozkWLFtHb25vR0dHcv38/MzIyGBsby+bNmxudkrEWpaWl9PHx4ZdffsmFCxfSwcFBORRqjWJjY9m1a1ez/eS1Kp5lm96yZQtDQ0PLHQm5e/dujeerrCf1y/B/WloaR4wYwRYtWtDd3Z09e/aks7Oz1V5sp+b9z5M8qV8V/Rzy2rVrnDdvHl1dXZmenl7teaQgsLALFy5w1KhR7NevH19//XXu3r1bmVbRIDo7duxgVFQU3d3dzXbVtqkZDZYuXWrWn/Y8KcujO49PPvmEkZGRtLGxob+/P1u2bGnWK+BNubHKgwcP2K1bN/r4+Ji1GDD15i+pqamcNm0aGzdurIrTBc+6TZeWlhoVN9b6m3WDZ+mX4b2Qm5tLrVbLJUuW8PPPP7faUSTVsv8xlan9ysjIUL4I1tT+SkOqZCDnWigtLQ2hoaEYPHgwWrVqhb1798LW1hbdu3fHqlWrAAClpaWws7NTHnPlyhVs2bIFI0eOhJeXl1Vm1Ol0ymkNc0lPT0diYiKio6Ph7u5e4TxlZWWoW7cuAKCoqAiZmZmwsbGBi4sL3NzcrCYnSeWUwb179xAeHo709HQcPHgQAQEBVpfxp59+wocffojTp08jLi4OgYGBNZ6xKp5lmy4pKYG9vb3yGL1eb1Wn5ipSmfeqtVPL/sdUlelXUVER0tLS0KRJE7Ro0aJmgtVImSGeSq/Xc+7cuXz55ZeVtoKCAr7//vsMCgrihAkTjObftWuXckjbXLfurExGc98/gXw4sp+zszM1Gg3nzJlT4Shd1vDNrrI5N2/erFzJX9Mqm/HMmTNWecrl99SyTZuqNvarNvaJrFy/Hr13SU2SgsCCxowZw549exq1FRQUcOXKlQwODuaSJUtIPhyApnnz5pw7dy51Op1ZP9xMzThv3jyz/urh7t27HDt2LMeMGcN169ZRo9EwNjb2sUN3Ll++XBlUx5wqk9NwL3fJWL2sfZuurNrYr9rYJ9J6+yUFgQUYPtDXrFnD559/vtyFgbdu3eKECRPYrVs3Zdz6+fPnm3VADTVkJB9eYLlu3TpljPz4+PjHfpDl5eVx5MiRDA0NNfvv9yubMzc3VzJWE7Vs06aqjf2qjX0irb9fUhBY0KVLl+jq6sqxY8cqNxoxbDDZ2dnUaDRMTEy0ZERVZPz9Fd/bt2+nRqPhzJkzlQ+rsrIy3r59m3l5eUbDgZqTGnKqIWNVqWGbroza2K/a2CfSevslBYGFHTp0iPb29pw8ebLRt7AbN24wMDCQ//3vfy2Y7iE1ZCQfflAZ3lTbtm1Tvt1eu3aNU6dOZWRkZIXDmZqbGnKqIWNVqGWbNlVt7Fdt7BNpnf2SgsAKfPXVV7S3t+fw4cO5fft2pqSkcPbs2XR3dy83qp6lqCEj+bDKNpxr2759O21tbent7c26deta1c111JBTDRmrQi3btKlqY79qY59I6+uXFARW4syZM+zVqxdbtmzJNm3asF27dla301VDRvLhB5nh223fvn3p7OxsthsAmUINOdWQsSrUsk2bqjb2qzb2ibSufsk4BFakoKAAt27dQmFhIdzd3S06PO3jqCEj8PC3yLGxsVi9ejW0Wq1Zfr9fGWrIqYaMVaGWbdpUtbFftbFPgPX0q65FXlVUqGHDhlY/jrgaMhr4+fkhKSnJ6j/A1JBTDRkrS03btClqY79qY58A6+mXHCEQtRYfGU3PmqkhpxoyCiGqRgoCIYQQQsC6B+cWQgghhFlIQSCEEEIIKQiEEEIIIQWBEEIIISAFgRBCCCEgBYEQQgghIAWBEEIIISAFgRBCCCEgBYEQQgghIAWBEEIIISAFgRBCCCEgBYEQQgghIAWBEEIIISAFgRBCCCEgBYEQQgghIAWBEEIIISAFgRBCCCEgBYEQQgghIAWBEEIIISAFgRBCCCEgBYEQ1SI/Px/BwcEICgpChw4dsGnTJktHEsLIyZMn0a9fP7i4uECj0Rj9KygosHQ8YQWkIBCiGjg6OuLIkSPQarU4deoUFi9ejLy8PEvHEgIAkJycjN69e6Njx444evQovvnmGzg7O6Nfv36Ij49Hw4YNLR1RWAEpCISoBnXq1EH9+vUBACUlJSAJkhZOJcRDU6ZMwfDhw7Fy5Ur4+vpi4MCBiIqKQlFREUJCQhAcHGzpiMIKSEEgzOrcuXMYPnw4XFxcUK9ePfj5+WHFihUoKyuzWKYjR45g6NChaNq0KTQaDXbu3FnhfOvWrUOrVq1Qr149hIaG4vTp00bT8/PzERgYiObNmyM2Nhaurq5mSC/Ek+Xk5ODYsWOYNGmSUXuDBg2g0WgslEpYIykIhNkcOXIEYWFhcHBwwK5du5CcnIy3334bH3zwAYYPHw69Xl/l1zh+/DgePHhQrj0lJQU5OTkVPqaoqAiBgYFYt27dY583Pj4e06dPx4IFC5CUlITAwEAMHDgQN2/eVOZp1KgRkpOTkZmZia1btz729YQwpzNnzkCv1yMwMLBcu+HIQGlpKV5++WX4+PggJiZGKdA/++wzdOnSBYGBgZg+fbry2IiICHTu3BkdOnTA559/DgC4cuUKAgMDMWrUKHh5eWHixInYuXMnQkND0aFDB1y8eNFMPRaVRiHMoKysjJ6enhw1alS5aT///DNtbW35z3/+s0qvodPpGBgYyBEjRrCsrExpT01NpZubG5ctW/bU5wDAL7/8slx7SEgIJ0+ebPRaTZs25ZIlSyp8nokTJzIhIcH0TghRzRITEwmAN27cUNqSk5Npa2vLEydOMDMzkxqNhj/88ANJMioqinFxcUxJSeFLL73EBw8ekCRHjx7N3bt3kyTz8vJIknfv3qWPjw/v37/PzMxM2traMjU1lWVlZWzfvj1nzpxJkvzHP/7BKVOmmLPbohLkCIEwi9OnTyMjIwOxsbHlprVv3x5DhgxBfHx8lV7DxsYGX3/9Nc6ePYu//vWv0Ov1uHz5Mvr27YvIyEjMmjWrUs9bWlqKM2fOIDw83Oi1wsPDceLECQAPD8sWFhYCAO7cuYMjR47A29u7Sv0RojqEhobCwcEBsbGxSE1NxZ49e/Diiy9i8uTJCAsLAwC0bdtWOVrwyiuv4NixYzh48CBOnjyp/Hrm5MmTuHTpEgBg1apVCAwMRLdu3ZCdnY3s7GwAgLe3N7y9vVGnTh34+Pgo7xl/f39cuXLF/J0XJqlr6QDijyEzMxMA4OXlVeF0Ly8v7Nq1q8qv07RpUxw6dAg9evRAdHQ0Tpw4gfDwcGzYsKHSz5mbmwudTgc3Nzejdjc3N6SmpgIAsrKy8NprrykXE7755pvw9/evUl+EqA5NmjTBF198gRkzZiAgIAAeHh544403jE4BPHotgeGniHq9HhMmTMCCBQuMnu/w4cM4fvw4Tp06hXr16iE4OBglJSWwtbWFvb29Mp+NjY3yt42NDXQ6XQ33VFSVFATCLAw/a7p165ZyNf6jbt++rczj6uqK3NxcZdrMmTPRoUMHjBkzpsLpv+fh4YHPPvsMvXr1gqenJ/71r3/V+MVTISEh0Gq1NfoaQlRWREQEIiIiHjv94sWLSEpKQqdOnRAfH4/+/fsjODgYf/7zn/HGG2/AxcUFN2/ehE6nQ0FBgXJRsFarRXJyshl7ImqSnDIQZtG1a1fY2toiMTGx3DSdTod9+/ahe/fu1fJaOTk5eO211zB06FAUFxdj2rRpVXo+V1dX1KlTp9xFgjk5OXjuueeq9NxCWIMOHTpg2bJl8PHxgY2NDaKjo+Hn54d58+ahX79+CAgIwJAhQ3Dr1i0MGjQIhYWF8PX1xaJFi9C5c2dLxxfVxdIXMYg/jhkzZrBp06a8du2aUfuKFSvYoEEDZmVlkSRdXFzKPS4uLk75+/fTH/Xrr7/Sz8+PkZGRfPDgAS9cuMAmTZpwxowZz5QRT7io8I033lD+1ul0bNas2WMvKhRCCLWRUwbCLO7evYspU6bgxIkT6NOnD7Zt24ZOnTphxYoVmDdvHj766CPY2dlBp9MhPz8fQUFBymOvX7+O5cuXP/U19Ho9Bg8ejJYtWyI+Ph5169aFr68vDhw4gL59+6JZs2YVHi24e/eucrEU8PB6B61WC2dnZ3h4eAAApk+fjpiYGAQHByMkJASrV69GUVERXn311aovHCGEsAaWrkjEH8OCBQsIQPkXExNDkkZtAJiZmVmlIwT79+/nvXv3yrUnJSXx6tWrFT7m8OHD5XI8mtFg7dq19PDwoJ2dHUNCQnjy5Mln67wQQqiAhpTxVYV1qepFhUIIIUwnFxUKIYQQQgoCIYQQQgByykAIIYQQcoRACCGEEFIQCCGEEAJSEAghhBACUhAIIYQQAlIQCCGEEAJSEAghhBACUhAIIYQQAlIQCCGEEAJSEAghhBACUhAIIYQQAlIQCCGEEAJSEAghhBACwP8D9mQ2mxFNmQkAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corner.corner(\n", " points,\n", " labels=[r'$\\Omega_{\\rm HI}\\times 10^3$', r'$\\sigma_{\\rm beam}$'],\n", " show_titles=True,\n", ");" ] }, { "cell_type": "markdown", "id": "74df09fa-6750-4664-abcb-d488b246d966", "metadata": {}, "source": [ "Internally, `SamplerEmcee` provides a functionality `get_model_vector`, which it uses to calculate the model given the updated parameter values. Here we pass the best fit parameter and extract the model:" ] }, { "cell_type": "code", "execution_count": 52, "id": "2c1b5bcc-3d23-4a2e-83f7-13cd05491cec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HI-Galaxy cross-power spectrum')" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a naive error bar \n", "k_factor = keff_c**2 / ps.h**2\n", "#k_factor = 1e3\n", "plt.plot(keff_c/ps.h, sampler.get_model_vector(best_fit)[0]*ps.h**3 * k_factor,label='best fit',)\n", "plt.errorbar(keff_c/ps.h,(pdata_1d_cross/tf_1d_mean)*ps.h**3 * k_factor,\n", " yerr= perror_1d_tf*ps.h**3 * k_factor,\n", " ls='none',\n", " marker='o',\n", " label='data')\n", "#plt.yscale('log')\n", "#plt.ylim(1e1,9e3)\n", "plt.legend()\n", "plt.xlabel(r'$k\\,[h\\,{\\rm Mpc}^{-1}]$')\n", "plt.ylabel(r'$k^2 P_{\\rm cross}(k)\\,[h^{-1}{\\rm Mpc\\,mK}]$')\n", "plt.title('HI-Galaxy cross-power spectrum')" ] }, { "cell_type": "code", "execution_count": null, "id": "74c7a15d-8cd0-4e48-b347-59cc61ed5d36", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "meer21cm", "language": "python", "name": "meer21cm" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" } }, "nbformat": 4, "nbformat_minor": 5 }