{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline \n", "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format = 'retina' # I use a HiDPI screen" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import itertools\n", "from subprocess import call\n", "import matplotlib.pyplot as plt\n", "import fishchips.camb" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# camb_dir = \"/home/zequnl/Installs/franyancr-ethos_camb-3f4c02cd3668/\"\n", "# camb_exec = \"ethos_camb\"\n", "\n", "camb_dir = \"/home/zequnl/Installs/CAMB/\"\n", "camb_exec = \"camb\"\n", "\n", "\n", "\n", "pars = np.array( ['ombh2', 'omch2', 'hubble', 'scalar_amp(1)', \n", " 'scalar_spectral_index(1)', 're_optical_depth'])\n", "centers = np.array([0.022370, 0.120, 67.36, 2.1e-9, 0.9649, 0.0544])\n", "steps = np.array([0.0001, 0.001, 1.00, 0.01e-9, 0.005, 0.02])\n", "\n", "\n", "obs = fishchips.camb.CAMB_Observables(pars, fiducial=centers, \n", " left=centers-steps, right=centers+steps,\n", " output_root = \"spectra/new_ethos_a4\",\n", " CAMB_directory=camb_dir,\n", " CAMB_executable=camb_exec)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calling CAMB.\n", "b'Reion redshift = 7.689\n", "Om_b h^2 = 0.022370\n", "Om_c h^2 = 0.120000\n", "Om_nu h^2 = 0.000644\n", "Om_Lambda = 0.684809\n", "Om_K = 0.000000\n", "Om_m (1-Om_K-Om_L) = 0.315191\n", "100 theta (CosmoMC) = 1.040937\n", "N_eff (total) = 3.046000\n", " 1 nu, g= 1.0153 m_nu*c^2/k_B/T_nu0= 355.92 (m_nu= 0.060 eV)\n", "Reion opt depth = 0.0544\n", "Age of universe/GYr = 13.797\n", "zstar = 1089.92\n", "r_s(zstar)/Mpc = 144.43\n", "100*theta = 1.041121\n", "DA(zstar)/Gpc = 13.87270\n", "zdrag = 1059.93\n", "r_s(zdrag)/Mpc = 147.09\n", "k_D(zstar) Mpc = 0.1409\n", "100*theta_D = 0.160763\n", "z_EQ (if v_nu=1) = 3402.21\n", "k_EQ Mpc (if v_nu=1) = 0.010384\n", "100*theta_EQ = 0.813311\n", "100*theta_rs_EQ = 0.449390\n", "tau_recomb/Mpc = 280.62 tau_now/Mpc = 14153.2\n", "at z = 0.000 sigma8 (all matter) = 0.8112\n", "at z = 0.000 sigma8^2_vd/sigma8 = 0.4284\n", "'\n", "b'Note: The following floating-point exceptions are signalling: IEEE_UNDERFLOW_FLAG IEEE_DENORMAL\n", "'\n" ] } ], "source": [ "CAMB_template = {\n", " 'CMB_outputscale':1\n", " }\n", "\n", "# generate the fiducial cosmology\n", "obs.compute_cosmo(key='fiducial', CAMB_dict=CAMB_template, debug=True)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# generate an observables dictionary, looping over parameters\n", "for par, par_left, par_right in zip(obs.parameters, obs.left, obs.right):\n", " classy_left = CAMB_template.copy()\n", " classy_left[par] = par_left\n", " classy_right = CAMB_template.copy()\n", " classy_right[par] = par_right\n", " # pass the dictionaries full of configurations to get computed\n", " obs.compute_cosmo(key=par + '_left', CAMB_dict=classy_left)\n", " obs.compute_cosmo(key=par + '_right', CAMB_dict=classy_right)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "generating new axis\n", "['$\\\\mathrm{ombh2}$', '$\\\\mathrm{omch2}$', '$\\\\mathrm{hubble}$', '$\\\\mathrm{scalar\\\\_amp(1)}$', '$\\\\mathrm{scalar\\\\_spectral\\\\_index(1)}$', '$\\\\mathrm{re\\\\_optical\\\\_depth}$']\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 798, "width": 837 } }, "output_type": "display_data" } ], "source": [ "example_Planck = CMB_Primary(\n", " theta_fwhm=[7.], sigma_T=[33.], sigma_P=[56.],\n", " f_sky=0.65, l_min=2, l_max=2500)\n", "fisher = example_Planck.get_fisher(obs)\n", "cov = np.linalg.inv(fisher)\n", "fishchips.util.plot_triangle(obs, cov);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from fishchips.experiments import CMB_Primary\n", "from fishchips.cosmo import Observables\n", "import fishchips.util\n", "\n", "from classy import Class # CLASS python wrapper\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# create an Observables object to store information for derivatives\n", "\n", "pars = np.array( ['omega_b', 'omega_cdm', 'h', 'A_s', 'n_s', 'tau_reio'])\n", "centers = np.array([0.022370, 0.120, 0.6736, 2.1e-9, 0.9649, 0.0544])\n", "steps = np.array([0.0001, 0.001, 0.01, 0.01e-9, 0.005, 0.02])\n", "\n", "obs_CLASS = Observables(parameters=pars,\n", " fiducial=centers,\n", " left=centers-steps,\n", " right=centers+steps)\n", "\n", "# generate a template CLASS python wrapper configuration\n", "classy_template = {'output': 'tCl pCl lCl',\n", " 'l_max_scalars': 2500,\n", " 'lensing': 'yes',\n", " 'N_ur': 2.0328,\n", " 'N_ncdm' : 1 ,\n", " 'm_ncdm' : 0.06,\n", " 'T_ncdm' : 0.71611}\n", "\n", "# add in the fiducial values too\n", "classy_template.update(dict(zip(obs_CLASS.parameters, obs_CLASS.fiducial)))\n", "\n", "# generate the fiducial cosmology\n", "obs_CLASS.compute_cosmo(key='fiducial', classy_dict=classy_template)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 2, 3, 4])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.hstack( [[0,1,2], [3,4]])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "cl = obs.cosmos['fiducial'].lensed_cl(2500)\n", "cl_CLASS = obs_CLASS.cosmos['fiducial'].lensed_cl(2500)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fUSAgY55au9nc4rRgoEsN1RUpnbu4KKSicKd57Mm1W1I6NwAAQD6jQEDGPLfBblpWEe9Ny/mrXb8ZX75pd1rODwAAkI8oEJAxq3fYU33qQ/G0nL8xyVapa3fbW6sCAADg6CgQkDGb9ts9CaZXFqbl/LNq7K1SN7fZdxYAAABwdBQIyJid3VEzPqchtfUHhyycYm+VuqfPS8v5AQAA8hEFAjLmQJKeBEuS9DAYrRNmTTHj7V5qTdgAAADyGQUCMsLzPHUHy8xjy+ZOS8sYpy2aZcYHiqrU1293cAYAAMDwKBCQETv37VesyJhK5MV14rwZaRljxqRaBSPGjkiBoJ7bsD0tYwAAAOQbCgRkxJMvbjHjoXC3SorSs0hZksqi9kLoZ5NssQoAAIDh+V4gOOe+4px7yu9x4a+VW/eY8SqX3qk/dQURM/5iki1WAQAAMDxfCwTn3FmSPikpPatUkbPW7Wk34w1F6emBcEhjqb0QOtkWqwAAABiebwWCc65U0s8luYNfmMC2tvWZ8emVobSO01xbasZ3dIXTOg4AAEC+8PMOwlckzfFxPGTR7h77TsGc+vT0QDhkfqPdC2E/vdIAAADGxJcCwTl3pqTz/BgLuaE1Zi9EXjStLq3jLG2ebMY7VJTWcQAAAPJFxgsE51yJpOsk/XOmx0Lu6EnWA2HO1LSOk2zL1IFQhaLRWFrHAgAAyAd+3EH4sqQ/e573tA9jIQfsbetULGQUCPGYjp+TniZph8xsrFcgYqx3CBRo5Wa2OgUAABitjBYIzrlXSXqNpM9nchzklqfXbTXjoXCnSorTO/XHOaeSaI95bPnGHWkdCwAAIB9krEBwzhVLul7S+zzPY8loHlm5da8Zr8jQ26A6YO9YtGZ7S0bGAwAAmMgyeQfhS5L+4nne4xkcAzlo/e5WM14XSm8PhEMml9i75m7Y15GR8QAAACayjBQIzrlTJb1O0mczcX7kti0H7Ck/TeX2zkapml5dbMa3tae3azMAAEA+SHuB4JwrkvQzSe/3PM/uloUJbXe3PeVnRq29s1Gq5k2qMuP7+jJzxwIAAGAiy8QdhC9KesDzvIczcO4Rc8593jnnZformz9jrjoQtt9W86fUZmS8RdMnmfH2eHq7NgMAAOSDtBYIzrmTJV0u6VPpPC/Gly7P3qloyQy7qVmqls21t07tKyhXPM5dBAAAgNFIW4HgnAtJ+rmkqzzPsyehY8KLRKIaCJWbx5bNm56RMRc3N0mxaEI8XlisrXsOZGRMAACAiSqddxA+L+kRz/MeTOM5x8zzvM97nucy/ZXtnzPXvLh1lxRMXIwciA5oWkNNRsYsKAiqONJlHnv2pW0ZGRMAAGCiSkuB4Jw7UdLbJF2bjvNh/Fq+wW5OVhztlnOZq6cqZe9YtHr7voyNCQAAMBGlXCAcnFp0g6QPep5nf4yLvPHiTrs5WXUgcQpQOtUX2evFX9pDLwQAAIDRSMcdhM9JetLzvHvTcC6Mcxv22hfkDUmamaVLU3mBGd/W3pvRcQEAACYa+6pqdC6XNMk59/qjPC845PF059yeId9v9zzv5DTkgizb3t4nKXGtwdRKe2ejdJlZVyYZS+P3dGf2zgUAAMBEk3KB4Hne4pE8zzl3jqRDC5i3e57XnOrYyD17e2OSUQvMbqjI6LhzJ9dI2xLXIbRGMtIsHAAAYMLi6glp1RGza84FTXUZHTdZs7Ruq1oBAABAUhQISKueQKkZX5yhJmmHHJ+kWdpAqFyxGM3SAAAARooCAWnT1z+gSMieSnTc7KaMjj19Up1cpD/xQKBA63bszejYAAAAE4mfBcLQlatVPo4Ln6zcvEsKJL6lguFe1VaUZXRs55yKo93msRWbdmZ0bAAAgInElwLBOVcl6e1DQtXOuSucc8Fkr8H4s3LrbjNeEjO2F8qAShc242t32L0ZAAAAkChjBYJzbrpzbr9zrkNSu6Q3H/GUmyT1O+danXO3ZSoP+GfdrlYzXhWI+DJ+fZL1yMl6MwAAACBROvogJLNL0mJJvZIGJEUleZ7nec45p8HipFBScYbzgE+27O+SVJ4QT3bhnm6N5YVabdys2E6zNAAAgBHL2IW553kxSebqUM/zPEmxg1/GylKMRzs6+mUVCE0Vhb6MP7OWZmkAAACpYhcjpM3e3pgZn1mb2QXKh8xtTOzgLNEsDQAAYDS4ckLatEXtG1JzJ1f7Mv6iaQ1mvItmaQAAACNGgYC06XbFZnzRDLvLcbodP3e6GR8opFkaAADASFEgIC3C0bgihfZUomNnTfUlh+mTauWixpKWYIHW0ywNAABgRCgQkBYb9thbnAYGujRlUr0vOQQCARVH7J4LKzbv8iUHAACA8Y4CAWmxaot9AV4c6VHA6K6cKZVuwIy/uGOfbzkAAACMZxQISIt1SboVlyfpbpwpdSE7vnFvu695AAAAjFcUCEiLTS2dZry20PM1jylJei5sa+vzNQ8AAIDxigIBabG9zZ77P6nM3ybZM2rshdJ7uiO+5gEAADBeUSAgLZJdgE+rLvE1j3k0SwMAAEgJV01IiwP22mA111f6mscx02mWBgAAkAoKBKRFZ9ye+z+/qc7XPI6fM82MDxRWKB6nWRoAAMDRUCAgZZ7nqT9oTyVaNGOyr7nMmFwnFzVuZwQL9BJbnQIAABwVBQJS1tYbVjxo7C8ai2jRLPsT/UwZbJbWbR57YdNOX3MBAAAYjygQkLJVW3ab8cKBTpWV2bsKZVJFkt4L63bavRoAAADwMgoEpGzNtr1mvCSWnd4DNUl6L2xO0qsBAAAAL6NAQMpe2tNqxquCMZ8zGTQ5Se+FZL0aAAAA8DIKBKRsy/4uM15f7HzOZFCy3gs0SwMAADg6CgSkbFdHvxlvLLe3Ps205oYqM56sVwMAAABeRoGAlLX02VOJZtaV+5zJoGS9F7qS9GoAAADAyygQkLK2iP02mjO52udMBiXrvdAXLPU5EwAAgPGHAgEp61aRGV8wtcHnTAYtbm6SvMSuybFQqdq7WKgMAAAwHAoEpCQSiytcYC8KXtzc5HM2g0qLi1QQtguBlZtplgYAADAcCgSkZMu+Dsklvo0CA92a0WRP9fFDadzuwZCsZwMAAAAGUSAgJau22l2UQ5FuFRTY/Qj8UBWMmvGXdts9GwAAADCIAgEpWbezxYyXK+xzJq9Ul6QHw9YDds8GAAAADKJAQEo27m034zWFiYuE/TSlPGTGdybp2QAAAIBBFAhIybZWezHwpJKgz5m8UrIeDPt67Z4NAAAAGESBgJTs6banEjVVFfucySvNmVxjxtuT9GwAAADAIK6WkJL9/Z4Zb66v8DmTV1owtd6Mdzu7ZwMAAAAGUSAgJZ2xQjM+v6nO50xeaeksuwdDuLBc8Xh210cAAADkMgoEpKQ3aE8lWjQjez0QJGnG5Dq5aOL0Jy9YqE277J2XAAAAQIGAFHT0hRUPGlN2YlEtnJmdLsqHBAIBFUW6zWMrt+zyORsAAIDxgwIBY/biDvuT+IKBTtVUV/ucTaJyZy+gXpckbwAAAFAgIAWrt+4x4yWxXjlnNyrzU7JeDJv2dficCQAAwPhBgYAxe2nXATNeGYj6nIltUmmBGd/WZvduAAAAAAUCUrBlf5cZr8uRnUSnJunFsLvLnnoEAAAACgSkYEd7rxlvLLe3PvVbc32lGT+QpHcDAAAAKBCQgn29MTM+vabU50xs86bUmvHOuD31CAAAABQISEFrxF6IPHtS9ncwkpL3YugL5EYBAwAAkIsoEDBm3V7IjC+Y1uBzJrZjZ08z49GicnX39vucDQAAwPhAgYAxicU9DQRLzGOLZzb6nI2tvLRYwbDdLG0VzdIAAABMFAgYk13tPVIgmBB34V7NmpbdLspDlcT6zPjqrbt9zgQAAGB8oEDAmKzaYl9gh8LdKirKkX1OJVUGImb8pV2tPmcCAAAwPlAgYEzWbt9nxku93JrbX19sL6Tesr/T50wAAADGBwoEjMmmvW1mvKYg7nMmw2sstxdS7+zIrUIGAAAgV1AgYEy2ttqLf+tLcustNaO2zIzv6436nAkAAMD4kFtXcxg3dncOmPEplbmz/kCSZjVUmfG2JD0cAAAA8h0FAsakpc+eSjSzrtznTIa3YGq9Ge/ycquQAQAAyBUUCBiT9qj91pkzudbnTIZ37OypZnygsEzxeG6tlwAAAMgFFAgYk15nfwJ/zPRJPmcyvDlNDVIscb2BV1CkHS32QmsAAIB8RoGAUQtH44oU2ot/F8/KnSZpkhQIBFQUsRdUr9y80+dsAAAAch8FAkZt4x67yVigv0uNDfac/2wqS9KbYe32Fp8zAQAAyH0UCBi1VVt2mfGiaI8Cgdx7S1UX2msNNiTp5QAAAJDPcu9qDjlv3c79ZrzChX3OZGQmlQTN+LYkvRwAAADyGQUCRm3zvnYzXlPo+ZzJyDRVFZvxPV25WdAAAABkEwUCRm17W68Zn1RW4HMmI9NcX2HGW/pzs6ABAADIJgoEjNqe7ogZn1pV4nMmIzO3scaMd8Rys6ABAADIJgoEjNqBAfuT9+aGSp8zGZlFMyab8b6APfUIAAAgn1EgYNQ6k3zyPq8xt7ooH7J0lt1NOVJYrr7+AZ+zAQAAyG0UCBi1vqA9lWjRzEafMxmZ2spyBcLGuolAQGu27vY/IQAAgBxGgYBR6eoPK1ZgTM2Jx7So2f6kPheUxHrM+Kqte3zOBAAAILdRIGBU1iS5oC4Y6FJlRbnP2YxcZcBeWL0+SU8HAACAfEWBgFFZs22vGS+J9/mcyejUFzkzvqml0+dMAAAAchsFAkZl/S77E/fKQNTnTEansbzQjO/syO3CBgAAwG8UCBiVLUk+ca8t8jmRUZpRW2bG9/TkdmEDAADgNwoEjMrOjn4z3lge8jmT0ZkzqdqMt0X4KwAAADAUV0cYlX299mLf6TX2J/S54pjpDWa8Wzl+6wMAAMBnFAgYldawvdh39qTc7KJ8yLGz7S1YBwrLFI/Hfc4GAAAgd1EgYFS6PXsq0fyp9if0uaK5sV4uGk6Ie8GQNu1qyUJGAAAAuYkCASPmeZ76C0rNY4tnTvE5m9EJBAIqinSbx1Zu2eVzNgAAALmLAgEjtqetS17QuIMQi2je9Eb/ExqlCjdgxl/czh0EAACAQygQMGKrt+w246FwlwoL7T4DuaSm0DPjm/a1+5wJAABA7qJAwIit2b7PjJd59ifzuWZyWYEZ39ba43MmAAAAuYsCASO2cU+rGa8KxnzOZGymV5eY8d3d9tatAAAA+YgCASO2rdVe5FtfMj7eRrMaqsz4gQF76hEAAEA+Gh9XdsgJu5J0UW6qHB/NxhZMrTfjnfHc7gINAADgJwoEjFhLn91QbEZtuc+ZjM3SWfZWrH1Be+tWAACAfESBgBFrj9pvlzmNNT5nMjaLZjZJ8cT1EvFQqfa3d2UhIwAAgNxDgYAR63H2VKKF0yb5nMnYhAoLVBixdyx6YeN2n7MBAADITRQIGJFYLK5woT2VaHFzbndRHqos3mfGV2/b63MmAAAAuYkCASOycXeLFAgmxF2kX9Mm1WUho7GpLrC3ZN2wp83nTAAAAHITBQJGZFWSLsrF0W4553zOZuwmlSQWOZK0Zb+9hSsAAEC+oUDAiKzb0WLGyxX2OZPUNFXZ6yh2dY2PbtAAAACZRoGAEdnU0mHGa0Ljq8lYc12FGU+2hSsAAEC+oUDAiGxP0kW5oaTA50xSM6+p1ox3xOypRwAAAPmGAgEjsrvLnko0rbrE50xSs3jGZDPeExhfPwcAAECmUCBgRA7021OJmusrfc4kNcfOnmbGo6Fy9fazDgEAAIACASPSGbenEiWbspOrairKFAwbzdJcQKu37PI/IQAAgBxDgYAR6UsyBWfxzPHTJO2QklivGU+2lSsAAEA+oUDAUXX39ikaKjOPLZk11edsUlcViJrxdTsP+JwJAABA7qFAwFGt3rxTcolvlWC4R+Uldl+BXFZXbMe37O/0NxEAAIAcRIGAo1q9ba8ZL4n3+ZxJekypCJnx7e3j8+cBAABIJwoEHNW6nfvNeLKpOrluZm25Gd/XG/M5EwAAgNxDgYCj2txiT72pTzJVJ9fNbawx420R/joAAABwRYSj2tlMjKt6AAAgAElEQVTRb8aTTdXJdQunNZjxbjf+1lMAAACkGwUCjmpfnz31ZkatvbNRrjtujt0sbaCwQrFY3OdsAAAAcgsFAo4q2dSbeUmm6uS6afXVclHjrkiwQOt32AuyAQAA8gUFAo6qW/Zig2OmT/Y5k/QIBAIqiXSbx57ftNPnbAAAAHILBQKGFYvFNBCyd/05dlaTz9mkT6ULm/E121t8zgQAACC3UCBgWBt27pOChQlxFx3QtIbxOcVIkhqS7MD00p42fxMBAADIMRQIGNbKzbvMeHGkR845n7NJn6lJdmDa1kazNAAAkN8oEDCsF3fsM+PlSabojBezGyrM+B6apQEAgDxHgYBhbdrXYcbrQp7PmaTXgqY6M94aCfqcCQAAQG6hQMCwtrf1mvHJZQU+Z5Jex86aYsZ7AiU+ZwIAAJBbKBAwrD3dUTM+vWZ8X0ifMHeGGY8WVaizh3UIAAAgf1EgYFgHBuz47IYqfxNJs6ryUhUMdJnHnt+w3edsAAAAcgcFAobV6SVucSpJC6bW+5xJ+pXF7TsFL2ze7XMmAAAAuYMCAcPqLygz40ub7Tn840lNgT19au2u/T5nAgAAkDsoEJDUntYOxQuNtQbxmBbOGP8FQmOpvWPR5pZunzMBAADIHRQISOqFjTvMeCjcpcLC8b2LkSTNSLLQemdXkoUXAAAAeYACAUm9uN1uklbm9fucSWbMnVxtxvexiREAAMhjFAhIasOeNjNeXTAxug0vmt5gxju9kM+ZAAAA5A4KBCS19YA9F39SycToNnzC3GlmvK+wXPF43OdsAAAAcgMFApLalWQuflNVsc+ZZMaCaY1ysUhC3Cso0pbd7GQEAADyEwUCkmrp98z4rLpynzPJjGAwoKKIfZdk+UaapQEAgPxEgYCkOmL2TkXzmup8ziRzKp19l2TVVnuBNgAAwERHgYCkegP2NqCLZ0z2OZPMqS+y4y8lWaANAAAw0VEgwNTd269oyJ5KdNyc6T5nkzlTKwrN+Na2Xp8zAQAAyA0UCDC9sMluklYw0K3K8lKfs8mc5iTrKXb3TIytXAEAAEaLAgGmVZt3mfHS+MT6ZH1hU60ZPxAZ/52iAQAAxoICAaa1uw6Y8aoJ0iTtkONnTTHj3cGJc5cEAABgNCgQYNrc0mnGJ5VMrLfMyQuaJS+xKVo0VK6W9i7/EwIAAMiyiXW1h7TZ3mFv/zl9gjRJO6SirESFA3Yh8OTaLf4mAwAAkAMoEGDa15f4qbokzWqo8DmTzKv0+sz48o32OgwAAICJjAIBpo6Yvf3nMVPrfc4k8yYV2cXQi7tafc4EAAAg+ygQYOotKDPjxyZZ1DueTa+yu6VtOtDjcyYAAADZR4GABC1tnYqFjALBi+vY2dP8TyjD5k2yp03RCwEAAOQjCgQkeG7DNjNeGO5WSVHI52wyb+mMSWa8Nck0q1y0f/9+rX9pgzo6OrKdCgAAGOfoBoUEq7buNePlcXsx73h30vwZ0oPtCfHegnLF43EFArlZR7d3dOrq79+o2zf1q7OsUV6oVC78rGr69uoti2r07Q+8RaWlJdlOEwAAjDO5eeWDrFq/216cW1c4MafcHDd7mhSLJsTjhSXavLslCxkd3f/d9aCmfuz/9Ju2JnXUzJYXGmzs5oVK1Vo1S9ftrFbjR36pOx95NsuZAgCA8YYCAQk27+8245PLJuYNp4KCoIojdmO4J9du9Tmbo/vGr2/Tu/6yV72Vw68H6Sqfqjf8br1+/KcHfMoMAABMBBPzig8p2dUVllxifGbNxJ2uUu3C2mPEX9i8W//oezbJXX/bX/WJpwfkWYvIDfGicv2/+1tUU/6YrrzgVRnOLrs8z9M9f39cv390lba29ipUWKDjp9fqfZeeqTnNM7KdHgAA4wYFAhLsH3CS0TB5zuRq/5PxSWOJtMdoh7BuT+4s+l2xfpP+9e4d8krrRvW6eKhU77p1o5Y0T9WSuTMzlF32eJ6nn958pz5752q11CyQAge34g1Ld2+Uvv7Nx7QscItu/OibNY9CAQCAo0r7FCPn3Jucc793zq11zrU45zY75x5wzv2Hc256usdD+nV69k5Fi5Ps9jMRJLs7srU9NxZmx+NxXfqtOxQZZXFwSKS4Wq/51u2KxSbWOpK+vj6de803dNWjYbXULZICwYTneEVlerZwrhZ/7X5d98d7s5AlAADjS9oKBOfcZOfcw5I+JOn7kpZImiLpMkmbJH1R0kbn3Decc+Nn/8g8E4/H1V9o9wU4Yc7E64FwyIJG++7IntyoD/TJ627RzvJZ9kEvrg8tCqn7K5fo3c0xybM7Q+8qnamrvvu7DGbpr66uLi25+nt6qOAYKXj0f1IiZfX6wINt+tqvbvMhOwAAxq+0FAjOuQZJj0l6TtIFnuc97Hle9ODXC57nvU+DhUOhpI9Jus85Z0xiQbZt3NUiryDxDoKLhTV36sS9g3Bcc6MZb/ey/zbdsbdF31mRvFL5j1Oq9IN/fo3Kigr0i6sv00eXJu9V8YtNTuu37sxEmr4Kh8M68WM/0aaqRaN6nRcq1aefGdAv73gwQ5kBADD+pesOwq8lbZZ0jed5nvUEz/N+JOnQR3dnS/ppmsZGGj2/cYcZLwp35Ww/gHR41aJmM95fVKX+gbC/yRzhX35wqyIlNeaxs6u69MUrz3lF7FvvvURnV9hrJ2JFFbriu39Od4q+e8NnfqiXyheO6bVeYYn+5c6tWvnS5jRnBQDAxJDyFZ9z7mJJF2mY4mCILw95/A7n3Bmpjo/0Wr19nxmvdNm9SM605sZ6BcM9iQcCQT25dovv+Ryyecce3dtmT/kqDnfoto+9yTx216euUMXAAfPYC94U3TGO+yN84ze3655okulWkgLxiE4u71FzILH53SGR0jq99lu36+j/ZAEAkH/S8ZHweyU94nneqqM90fO8pyUN/Yj6vWkYH2m0IcmuPfWhiX8hVRGz+z88sXabz5m87H0/+pPiReXmsa9dNFtVpfYUqNKikH7yluPskwaC+vCNj6crRV9t3LpDn3mkxVyMLEnVsU49/9Gz9dQXrtTmb7xTnz25QorbC7O3l83SNT/6QybTBQBgXEpHgfAqSWc651qdc/8xguevHPL4nDSMjzTa1tZrxqdUTPx15ZND9oXkC9uy0025pbVdD3VWmscao/v14dedPuzr//GcE7Q0YN8R2lw0Xbc89HTKOfrtsm/crEhZg3msMtqp1f95mZZOf3mnpy9deY4+fbL9O5SkH60e0PY99u8IAIB8lY4CoUGDbbVqJH3ROTfvKM9vHfJ4ShrGRxrt6Yma8Vl19qfYE0lzdZEZf6nFvrOQaZ/4+R2KFdnTi/77suPlnNHN7gj/96FL5WLGn6kL6GN/GF8Fwo9vuVerQvbUomC0Xw9ec4GaahIbyH35H8/TqyvsTtnRkmq94zt/TGueAACMd+koEDYc8f3R5qIM/T/4xJ+3Ms4ciNhviflT7EWyE8niJvtn3Nnr/9s0Go3q9xvsnYumRPfrneeeMKLzLG2eolcluTjeUjhV9zzxwphz9FM4HNYn714vOfv9+dXzpmnZrMlJX3/HtW9R6UCbeezh/gY9uWp9WvIEAGAiSEeBcJUG1xW0Svp3z/OOLBiOtGDI441pGB9p1JVk99klM+1tQCeSk+Y2mfHWLGx1+t1b/qqeMvt3/pGz54zqXD97/8VyUWOReSCgT/z+sbGk57trf3KzOivtLtBLQh36+BuHn25VWVqkb73O3vXIC4Z01fX3pJwjAAATRcoFgud5j3qeN93zvDrP8/5nuOc656ZKOmZI6M5Ux0f69Pb1K5KkSdpJC5r9TSYLXr10rhkfCFWpq8ffjmk/+Jv9iXZJuEMfeeOZozrXgumTdXpFl3lsRWyS1m7dNer8/NTe2aWfrOk3jwWj/brjo68f0Xk+cPEpmhW315Os8Jq0fB3bngIAIKWxk/IIvXPI45ikH/s8Pobx3IbtktHrIBjuUUO1XThMJNMaalQQNtYbBAJ6bI1/N7vWbt6uraGp5rG3zi1RQXD0f22/9+7zzd18vIKQ/u2G3P70/IPfu0kDSRYmv2t+sWY2VI34XD97z1lmp2mvIKQP3XDfmHMEAGAi8a1AONg5+eohof/1PG97Bsf7vHPOy/RXpvLPhuc22E3SymNGf4AJqjJu/6xPrsvYWzXBF278a5Ju1hF9/V0XjemcJ86brgXO/vT8gZaQunrs3auyrau7R3/cYW9pWhLu1I/ef8moznfucXO1MGD3h3iyp0rb92RnxyoAAHKJn3cQPibp0CTvZyR93MexMQJrdtgXTrWF9s5GE1FjsV3zrdy+35fxPc/TnVsGzGOLizrVWDP2Ozn/ddmJZjxaXKnP/equMZ83kz7+s9sVLqs3j33q1U0qLiwY9Tm/c+Xp5l2EeKhU196Qm78HAAD85EuB4Jw7RtJnDn67QdLrPM/LzY8s89jG/fY89aay0V+EjVeza+wFyRsO+PN2veXBJ9VVYU8v+rfzF6d07rectUz1/XvNY79e4U8BNBqRaEy/WmevPaiKtOszbzlnTOd9zUnHaEbMvlNw27aYYjG7HwYAAPki4wWCc65E0u8kFUvaKul8z/Psq5Q08jzv857nuUx/Zfrn8NOOTmOnG0mz6kp9ziR7lkyrNeM7fSpnv3nXc2a8ONypf7rgpJTP//5Tp5nxA6VT9edHl6d8/nT6r9/9VX0ldeaxD5/aqEBg7H/9Pvkau9jqK23Q9/700JjPCwDARJDRAsENdnL6haRjJW2SdLbnedsyOSbGbn/YfjssnGJfNE9Ep8yzL6DbA5lvFNff369nexIbfUnSBU2BlC6ID/ns2863F2JL+uKfcqtx2g+f3GnGS/pb9bkrz0/p3FddfKrK+lvNYz98aF1K5wYAYLzL9B2Er0q6QtJKSWd6nrc1w+MhBZ2yp9ccNyt/Gl6fvXSOOT89UlSp7fvsC8p0ue7Pf1O01C7G/vOtZ6VljJKiQp1bb98pWj5Qrb2tHWkZJ1U3/u05HQjZOxe9e+HYdnIaKhAI6K3zSsxjGwOTtW6rXZwAAJAPMlYgOOc+KOkTkh6WdJbnebszNRZS19s/oHCo0jx28gK7QdVEVFtZrqL+dvPYX5/L7CfLv3jsJTNeHzmgk+ba6xLG4mv/eK655Wm8sESf+fW9aRsnFZ//sz3VqqC/XV9/72vTMsaX33GRXMwoloKF+vyN96dlDAAAxqOMFAjOuTdI+r6kP0q6yPM8+4oLOWP5MD0QJteOfJ/5iaAhYC+MfXy9vQ1sOvT392vlgF2gXTo3vb//ZfNmaGbMXgb0h3WdaR1rLJZv2K71nr1z0UUNEVWW29OwRqupvlqLCux/mu7aau8kBQBAPkh7geCcO0XSjZJ+L+kKz/PMqy3nXLVz7pl0j4+xeW6DPaWiLI96IBwyu8retWnlrsxNv/np7Q8lnV708cvOSPt4V7/a7hrdWTJJv73/qbSPNxof/dX9UiCx94GLDujb/zS6vgdHc82FS8x4Z2mj/vRIbi3aBgDAL2ktEJxzcyTdIelWSe/0PG+4/QKXSoqkc3yM3Zod9raPdQX50wPhkGOn1ZjxrV2Z2/7yF4+tN+P1kQNaMmNS2sf7t8vPUVF/m3nsa3c9n/bxRmp/R7cebrfXBiwN7tf8GeldD/PeC05W8YB9F+Fbd/L5BQAgP6WtQHDO1Uv6y8Gvdx2lOJCk0yS9mK7xkZqNLfbONlPK7C62E9kZC2eY8f1Kz9SWI/X392tFvz/Tiw4pKAjq4ib72KpobcYXZCfz8RvuUqzQ3lb3q289Pe3jBYMBnTfZbo73VEdI0Wj+FcgAAKSlQDjY6+B2SY9Keq/nGdvADD4v6JyrcM7Nl/SPktakY3ykLnkPhMxcFOeyC5YtNOOR4ipt32d3m07F9Xf83dfpRYd89R0XSvHEC2CvoEif+fU9GRs3mVgsrpte6jOPTenfqUtPPy4j4376TWea8XBJrX5x96MZGRMAgFyWcoHgnAtI+q0G7wi8R1LMOedZX5KikjolrZN0vLiDkDNawvYe+wun2NNtJrL6quQ7Gd3/3Nq0j3fDo/5OLzrkmJlTNDe+zzz2x419isfNOj9jvnHz/eortgulj5w9J2PjnrF4tmoG7E7S1/09/X/eAADkunTcQfiGpMvG+FruIOSITtnzvo+d1ehzJrmhPmB/kv3Y+vTujz8wMKCV/RXmsUvm2NOO0uma8+y7JT0lDbrh7scyPv5Q3/n7ZjNe2rdfH33zeRkd+zXN9rSm5T3likSYZgQAyC/pKBCuHuPr+iTROC0H9A2EFS6yL1JPnp8/PRCGSraT0Yqd6d3J6Po7HlIkC9OLDvng61+tkj572tQ3712V8fEPuf2xF7S32F6A/A/zSxUMZnYtzCeTTDOKFlfqp3/xt1ACACDbUi4QPM8LeZ7nxvBVmmytAvy1fMN2yVk9ELo1pT7/phhJ0vFT7Z97o72We8yGm160dObk9A5mCAQCev3MkHlsnRq0aac9BSndPnPLE2Y8GO7Wf/9TehqjDee42VNV12/3hvj5I5ltkAcAQK7JWCdljB/PbbAbgOVjD4RDzl/abMZbg1Vpm5s/MDCgFX3Zm150yNfedaFcLHHHYS8Y0id/lfnFymu37tKqmN0Y7eyaftVWlmc8B0m6ZLa9IH9FTwm7GQEA8goFArR6hz3FpK4gc/v+57qLTlokF0vc2SleWKLHVm9Myxg/u/PvSacXXXt55qcXHTJrSoMWBOz3wB3boorFMvs++OgNd8sLGncx4lF9+90XZnTsoa69/NWScVMzUlylX97DNCMAQP6gQIBe2tdpxhtL8/ftUVJcpMqwvZPRX55Jz5STnz8y3O5FmZ9eNNTHL7I7CveV1utHf34oY+N29fTqvpYi89hCt1/HzpmWsbGPtHT2NNUm2c3ohofZcA0AkD/y9woQh23rsHsgzG3wZ2pHrppZan9y/vim1Oflh8NhrUi2e9FsO55J77noVJX123cRvvtg5ubgf/qGOxUttqdTfeGNJ2Zs3GTOb7anGT3bUSjPsxuqAQAw0VAgQC0Re4eYJdPseeH54oSpdhfjdW2J8/VH6/o7/q5Iib0Q+uM+Ti86JBAI6PI59la3GwOTtXrT9rSPGY/H9ctV9l2a+oF9uuLsZWkf82iued1pZry/tEF3Pv68z9kAAJAdFAhQV8C+U3DyPP+md+Si85Y0m/F9XnnKnyYn2xlncPei7PSe+Oo7LzLXXShYqE//5q9pH+9Hf3pAXWX2z/rBU7Pz3nvVMc0qH2g1j/3kPgoEAEB+oEDIczta2hQLGU2i4jGdesws/xPKIa87dYm5aDVaXKmVG8f+iXquTS86ZFpDjZYUtpnH7tnt0r6Tz9futef1Fw106LNXnp/WsUbj9Aa7q/gje9jJCACQHygQ8txja+zutUUDHSotKfY5m9xSW1mm0gH7gvnWJ1aP+by5Nr1oqE9deoIZHyit0//cnL67CLc99JR2lswwj13WXKhQod2ozg/vP2+pGe8obdRz67f4mwwAAFlAgZDnlm/aZcar1e9zJrlpZpG9gPvBtbvHfM6fDdscLTvTiw658pxlqhywFyv/8OFNaRvnEzc/JQUS//lxsbD+558uSds4Y/GmM45TaMDumP2d2x/3ORsAAPxHgZDn1uyyF4lOMWYd5aNTp9k77KxuG1tvgIGBsFb02+e8ZE72phcd4pzTFQvt/LaFpuqB51Lf7vOxFeu0LjjVPHZWdZ+aav1rEmcJBAI6vtwukO/fZBcOAABMJBQIeW5zW58Zn1Vj72iTb954ygIzfqCgVj19o7/L8pPb/65osb070rWXZXd60SH/9fYL5aIDiQcCAV3zm9R7Inzo5/dJQWMKUTyq77/ngpTPnw7vOG2eGd9d2KC9B+yiGgCAiYICIc/t7bcXZB7TZM+RzzeXnrpUgUhiEeUVhHTrI6Pf1eaGxzeY8YZwi5ZkeXrRIZNrKnRyif1J+cr4JD394tg7ST+yfI1e8KaYx44PtWtpc278Dv754tMViCQWgF4wpB/e/nAWMgIAwD8UCHmuXfZC5BPn2FNA8k2osECT4vbF8h3P2hf7yXT39GrVgD195rVzszut5kjff895UtyYRhUs1L/+/L4xn/eqn98vryCUeMCL67vvOGvM50230uKQZgfsOwW3vrDD52wAAPAXBUIe6+4bUDhkz3s/fVF+b3E61HENxgWtpCd39YzqPN+5+a+KFRm/by+uT7zp1WNJLWNOWThLS4It5rFnIpP01Iv27lfD+ctjy7WmYLp5bGGwTWctnTPqc2bSaxdNNuNrwxWKxca2BgUAgPGAAiGPPfniZsklvgUKBjo1pZ4pRodcvHSmGd/mVSscGfne+L94aosZb4zu18Lp9sVoNn33HWebfSAULNS7r7t3VOfyPE9X/ephKWB07fbi+t/3nDO2JDPo6tednqQPRpV+/+DTWcgIAAB/UCDksac32FMlKmKj+2R8onvn+SdJsUhCPB4q1e8fenZE59i6e582FTSZx960eFJK+WXKecfP13zPvouw1jXqpgeeGvG5vvLrO7S9zL4rdUJRu85a3DyWFDNqTlODagf2m8d++fAan7MBAMA/FAh5bNV2++JnUpHxqXEeq6sqV0PE/l3d+NjaEZ3jizfeJ6+gKCHu4lF9+q1np5RfJv34nWfYaxFcQFfdsnJEd1D2HWjTlx63f38uFtUN778w1TQz5sypiX9mkvTEPqYYAQAmLgqEPLZhv32nYEalPec+n502xV7M/dReu5HaUJ7n6Y/r7IXO8wJtmprlff+Hc96yY3RyyL647yiepLd/88ajnuOSL/1aA6X15rFza/t03Cz7zkou+JfzjzfjHSWTtGLDNp+zAQDAHxQIeWxXj32nYMHk3L1gzZa3n7nYjO8P1WvrbnsaziG3PviE2svtxbkfeLW9334u+c3Vr1cgavd8uGVPqW4eZprVZ356i54L2lOLQuEu3XTNZWnJMVMuPXmR3VXZBfTDu57wPyEAAHxAgZDHDsTsOwXHz8qNvehzyZvPPF7BsHHHJVCg//7j8M3DvnCbfQFdGO7S/3vdq9KRXkbNnzZZb59uTyXyCkJ6+02rtWrT9oRj/3fPo/rqiuRTkD79qkmqr8ztlt2BQEBLy4ymcZLueanV52wAAPAHBUKeCkei6g3ZdwpOXWjv2pPPCgqCml/YaR677UV7Co4kbdm5Vys9exHy+Y1OhQXGrj456OfXXKG6/j3msXBJjU79xr3627OrD8e+ddPdetft2+SF7AJgjmvV5648PyO5pttbT2w249sCders7vU3GQAAfECBkKeeXr9NChQkxAPhXi1qpkma5e0nN5vxnQWTkk4z+ref3i6vsCTxgBfX199+bhqzy6yCgqBuet9ZclF7zUVv6SSd94tVWnz19zTtg9/Xx54cULyo3HxuYbhLf732DXLO7uKda6669HTz5/YKinXdXY9mISMAADKLAiFPPbrGbnRVEe1UIMDbwvLhN56lQMSYix8s1Cd/dU9CeF9ru+7aZ++CM9cd0LHN42sq1/knLNBHlyZfwO6FSrUmNEs7S5vN/hqSpHhM11++UM2Txk+fjeryUk3z7OlEv39m9A3jAADIdVwJ5qnnt9qfeE8OjbzxV76pKC3W/IJ289htWyIJ3XWv+sEtipZUm8//9CVL056fH775vtfrnPK2Mb/+2uOL9a7zlqUxI39cNNf+c1zRXax4nG2BAQATCwVCnlrfYm9xOrvG3s4Tgz583jFmvK+0Xv99032Hv1+5Yav+3FJmPrc20qr3nH9SRvLzw/3/+Q6dVjzKBbpeXB9aGNDX331xZpLKsA9depoZHyip0d1PrfI5GwAAMosCIU/tSLLF6ZKp42fqRzZcdemrVNZvXxx/9eEdCocj8jxPl3/7z4qH7ALhcxfMGTfz7y2BQECP/de79LamfruJ2hEKIr36n7Nr9YN/ea0P2WXGCXOnq6Lfvuv20/uf9zkbAAAyiwIhT7XJ3l3m1HnTfM5kfAkEAnrLfPvCv6t0si7/8i/0D1/5hTYWN5vPqY8c0Idff0bmEvSJc06/+/e36q53HKMZ8SRdkqNhnV7appc+fYE+8sZX+5xh+p1ab/9z+fAuextUAADGK+d5XrZzGNecc6/4BY6H3+eBzh7Vf+EB89ieT79ak+vs+dYY1NrVo8ZP36ZIqGJ0L/TiuvnNs/XmM8bn+oPhrN6+Tzf+fYXW725TqCCgZc2T9O7zT1JdhbGD0zj1m/uf0jvv2pt4IB7Xho+drjlT7e1sAQBIlyNnIHiel5EpCRQIKRqPBcJtj63QZbdsTYgX9rcr/MN3ZiGj8ef9P7xVP92UuE3scE4pOqAnv/KezCSEjItGYyq55iZFixILww/Pj+m7V+V2V2gAwPjnV4HAFKM89MS6bWa8xqPp00j94P2vV204eYO0I5UOtOnOT16RwYyQaQUFQS0s6jaP3fmivT4BAIDxiAIhD63cYW9T2WQvS4AhVFigu68+X8FI31GfG4z06c/vO131lfyCx7s3HWc3EdzsVau3324iBwDAeEOBkIc2tdkXtfPquYAdjZPnz9DN/7BYBZHkd14Kw93609sX6/zj5/mYGTLlQ687Uy6WWAjEC4p1/T1PZCEjAADSjwIhD+0eCJrx46Y3+JzJ+HfZ6Yu18trzdGxhq1z85SZzgVhYp5a0af1/XKzXnbo4ixkinSbVVmlKxJ5O9NsnXvI5GwAAMmN0qywx7nmep86gvfvOq46Z6XM2E8PCaQ164WvvVkdvWE+s26ZgMKBXLZyh0hB/vSai82dV6Ne7E+PPd4YUj8cVCPC5CwBgfOP/ZHlm/Y69ihcaW0/GIjp98Rz/E5pAqkpDes0Jc3XBsbMpDiawq193uhkfKK7WXU+t9jkbAADSjwIhzzy8apMZLx3oUHFRyOdsgETKU88AACAASURBVPHn5IWzVdFr9EOQ9L/3Lfc5GwAA0o8CIc88tWGXGa8L0g0WGKnTJtnreB7ZzU5GAIDxjwIhz6zZ02XGmyvtCx4Aid53rt0Nu724Qas27fA5GwAA0osCIc9s7oqZ8cWNlT5nAoxfbzlrmQoHOhIPuIC+d/uj/icEAEAaUSDkmf1xY4GypDMWTvc5E2D8CgQCWlLabx67e32rz9kAAJBeFAh5ZG9bl8JFxp0CL67zTljgf0LAOHblybPM+I6CBu1rNe4uAAAwTlAg5JEHnl9vxkP97WpqqPM5G2B8++Brz5CLJi5K9gqK9J3b/p6FjAAASA8KhDzy6LrtZrxOvT5nAox/FaXFmu3s6UQ3v2B0UgMAYJygQMgjK3e2mfHmCnYwAsbi8sWTzPgGr0btXT0+ZwMAQHpQIOSRTR1RM754CjsYAWPxkcvPkotZ04yK9Z0/Mc0IADA+USDkkZZ4sRk/ff40nzMBJoam+hpNj+03j9347FafswEAID0oEPJEa1ePBoqqzWPnnzDf52yAiePyJZPN+IZ4LdOMAADjEgVCnki2g1Fhf7tmTrHnUQM4umvffI4US5y+Fy8s0Xdu/Zvv+QAAkCoKhDzxyIvbzHitxyecQCqa6qs1I25PM/rtM/bfOwAAchkFQp5YscPewWhmOW8BIFWXL0mym5FrUEt7l8/ZAACQGq4O88TG9sSdViRpUWOFz5kAE8+1bz5HLhZJiHsFRfry7x/IQkYAAIwdBUKe2BcvMeOnz5vqcybAxNNUV6VZ8Rbz2E0r9vqcDQAAqaFAyAMtHT3qT7KD0UUnLvA5G2BieudJ9nbBewon67n1W/xNBgCAFFAg5IF7nnnRjBf2taq5yd6iEcDofPyt5ysY7k48EAjoi79/yP+EAAAYIwqEPPDQGrthU4PYwQhIl7KSYi0rtf9O3bczqng87nNGAACMDQVCHnh+Z4cZn1tV4HMmwMT275ecYMZ7Syfpl/c+7nM2AACMDQVCHtjS7ZnxE2fW+ZwJMLFdcfYylfa3mse+ed8an7MBAGBsKBAmuHg8rtZApXns3KWzfM4GmNicc7p0RqF57MVYrTbt2udzRgAAjB4FwgT33IYdihcWJ8RdLKzzly3KQkbAxPbVt58vWT0RgiFd+8t7s5ARAACjQ4Ewwd373HozXj7QptKSxMIBQGrmTpusBbLvFNyxPaZIJOpzRgAAjA6rVCe4JzbulpTYA2FaERcpQKZ88pLj9N579yfEB0pq9dWb7tPn3nFJFrJ6WTQa1RPPr9IfHl2tVTsPaH9fTHHPqTwU0LyGcl147Cy9+dxTVVpamtU8AQDZ4TzPXsCKkXHOveIXmGu/z/nXXKeXglMS4m+ua9PNn35XFjICJr54PK7qq3+hruKGhGO1/Xu1/wf/LOec73ktX7NO//Gb+/TAXqe+qmmSS34TubC7RSeUduvLbztTF5y2zMcsAQDJHPn/Ds/zMvI/E6YYTXA7IyEzfvq8Jp8zAfJHIBDQ2xfZ3ctbiyfrx7f/3dd8Xli7Qadc8x2d+JMVunNgpvqqZwxbHEhSpLxBTwVm6cLfbdHi//ddPbvGnq4IAJh4KBAmsI7uXvUW1ZjHLj5poc/ZAPnl6++5RAUDneaxL93tz5an/f39uuIL12nZD57R08E58owNC44qWKg1RbN1yo+e0fu+8SvFYrH0JwoAyCkUCBPY3c+8aH5KWDDQpUXNU7OQEZA/KstK9Iap9pTDPSXTdP2dj2R0/DsfflpTrr5ef+iconhRWcrnixdV6Gd7arTg6h9oz3671wMAYGKgQJjAHli11YzXeV1Zmf8M5JsfXvV6BSJ95rFP3LFG8Xg87WN6nqcPf/c3ev3vN6m9cmbaz7+xZLbmfuZmPb5yXdrPDQDIDRQIE9hzO9rN+LxK/tgBPzTWVunChgHzWGvpFH3qZ7eldbzOrm6deM339P1tVfJCR9+BqCTao2UlHbpyRkzvnu3p3Opu1UbtfzeG6imfonN+/IT+8sQL6UgbAJBj2OZ0AtvU4yRjjfIpM2v9TwbIU9d/4HVq/uI9ioUSp/l8Z3mXPtraocm1VSmP8/iKtbrkBw+qo2L2UZ87L9iuL11+kt566kIFAol3Ex9bt0Mf+uWDer6/Muli5nBJrV7/m9X6XV+/3nLuqSnnDwDIHXyUPEGFozG1Be2LjguOO/oFBPD/27vv+LbKe4/jn0fDsuU9kjhxBiGEkMEMhBUgzEBDKWUWyqa3LemCDlraC4VbuqC00EGhhTJKS2kpvZRZ1mWWFSDsQCZZOIntxFO21nP/kCqELTmyfaxhf9+v13n5SOfRo5+HrPPVeZ5zxBkTx1Rz8uTUcxGCJdUs+vFfhvwcV//5AQ668RVayyf22646vI1/nDqd9686k1P3n5kyHAAcMGMir/3oTP564jTKgumPKER85Zx29wr+pSMJIiIjigLCCPXUW6uwbm+f+02wi0P3nJmDikRGr5u+cgLFPal3tF+J1HPNXx8dVL/BYJBF/30DF78cIlJckb5hNMLpUyI0XnM6x8/L/AxmJx84h7U/PolZ7vSTksPFFRx3+1Kef1OnQRURGSkUEEaoh15JPYGwKthCcfEgTnUoIoNWWuzjsoP6XrAQAOPi28808ewbA5v0u2zVWnb88m94MNAALnfadr5gO3efMp0/ffV4ijzp26VTXVbCWz89i0+O6UzbJlhSw+HXP8uajZsG3L+IiOQfBYQR6sXVTSnvn1ae5UJEBIBLTj2CGdEPU26LFJVx1A3/5s0VazPq66d/up/drv4/NpTv1G+7KbaZ5d9fxIn7zx5wvcmMMfzzO5/h7CmhtG0C/jHs+4O/09mV+qxNIiJSOBQQRqjlralPn7j35NQXThOR4ffgxSfgCab+JD5QUse+1zzOg88vTfv415atZOaXr+M7r0QI+fs52YCN8un6ACuvPotJdUOfAP0ft371BD47KZh2+2b/JA747h+wNvWcCxERKQwKCCNQJBKl2ZV6PPLCPfr/xFFEhs+O4+u45vDxYFMH+IC/jmPvXM7Rl/6OJW+/h7WWjo4Obrv/CeZe+Cvm/mYJy3w7pj2zEIA7FOBXh4/lnm+dgtvt/L/4Oy48kUW1HWm3v+GezCk/utXx5xURkewx+qRnaIwxH/sB5sPP86k3VrDgtnf73G/CPXT85Fj8JZqDIJJLp1z9F/7WuJ2rG9so7kArUU8xtqgko36rQ1t57GtHsNe0CQ5U2U9p1jLve7expKc2dYNohF8cWMqFJx05rHWIiIw2vS90a60dlivf6gjCCPTAkmUp76/saVY4EMkDf/nGKezv29J/I+Mi4q/OOBwcUN7B2qtOG/ZwALE3qGevOIPxoTTfg8vNN5/cwktvrxj2WkRExHkKCCPQC6tSv2nvWJb7oxsiAi6Xi2evPIf9i1OfTGAgvKFOfnZQFc9dfhplxX1PbTxcfF4PL3//RPw9W1Nuj/jKOepXT9Danv7sRyIikp8UEEagZWkmKO81UROURfKFy+XiuSvP4fNTQxAND7wDG2WubyvLLz2Gbxx/kPMFZqChtpJHFx+EO9SVcntr6XgOuuy2vBh6KSIimVNAGGGC4QhN7qqU247eU1dQFsknxhhu/PIJPHj6LowPb2fIUZKpNHP/6TNZ8qOzmDLGubMUDcYBs6Zy9WHpJ16/6ZrEf1079KtFi4hI9miS8hDl2yTlB5csY9Gdy/vcb0IBOn56nOYgiOQpay13Pv06P3/kDd5uc9Nd9NGZyEw0Qm20jfkT/fz3CQcyd1qai67l0PE/uZN7t5Sl3GYiQW7/xATOOGr/LFclIjKyZGuSsgLCEOVbQPji9f/LjSv7Xi21pmMdzTcuzkFFIjIY27qCbGrtpKzER31FCW7XsLwHOCYSibLTN25hjXtsyu1F3dtY+q3DmLlDQ5YrExEZOXQWIxmU59e0pLx/l0r9qkUKSZW/iBnjq2mo8ud9OABwu138+7KTKUkzaTlYXMXBVz1AV6A7y5WJiMhAaa9xhFnZ1ffoAcDB08dluRIRGW3G11Twj3P2wYR7Um5vKhnPIZfdluWqRERkoBQQRpAPW9ro9NWk3Hbi/F2zXI2IjEYL957Jd+emnosAsCQ6gc9r0rKISF5TQBhB/vbM6ynv9wZamLvLtCxXIyKj1ZVnHc2C0ua023+/pog/PPhMFisSEZGBUEAYQR5764OU9ze4OvtMahERGU6PXHYmE4KNqTe6vXzhgQ94Zdnq7BYlIiIZUUAYQV7ZlHrc757jS7NciYiMdl6Pm+cvPZGS7tSTlsPFlRxy3RN80Jj59R9ERCQ7FBBGiGA4QqNJfcGkRXtMzXI1IiIweWwN95yzN640k5Y7/WPZ+4q/09remeXKRESkPwoII8QDLy8j6vH1ud+Eujn54L1yUJGICBy9zywu3y/91Z6b/A3s+Z1bCQZDWaxKRET648l1AeKMv73wLtA3INT2bKaiPP0ZRUREhtulpx3JS6v+xP0tFSm3ry6ezJxv/p43rv4cxb6iLFfXV09PD6+9/R6vrdrIxuY2WrtDeN0uynwedqiv5YBZO7LTDpNwu1OfVlpEpNDpSspDlC9XUp560R9Y4xrT5/7DfBt4/EdfzEFFIiIfiUajzP3OLSyNpL7SMsCOPWt546rzKPWXZLEy2Nbayq0PPce9r6zkzW2Wbd4aIiXpj3pgo3i6Wpho2jh4h0q+duwB7DV75+wVLCKjVraupKyAMET5EBBC4Qgl37iHiKe4z7afz/Ny0alHZ70mEZHegqEw0795K2s96S/cWB/YwAuXnciU+r4feDhaSzDIbfc9zq+feJu3o2OI+FNfQyYjkRDju9Zx3j4NXHb2cRQV5f4oiIiMTAoIBSIfAsLdz7/DyXev7LshHKTx0kMZVzeENz4REQe1tHcy/ZK7aPGlDwD+rs388/x9OXzvOY4+t7WWZ5a8zo/veZantrgIVE5ytH8Af/tGzp9dxs8uOFlBQUQcp4BQIPIhIHziR3fyUHPfeQa17R/Q9LsvZ70eEZH+rNuyld0u/wfbitOHBBPq5rwpQW688DNDHuu/bmMjV/75Ye5Zto2m8h3ANfxzByrb13Ptp2ZxzqJDhv25RGT0UEAoEPkQECq/fCttvto+9x9dvIGHfqj5ByKSfz5saWPOZXf3eyQBoK5zPdedsBunH3XggPrv7Ozi2rsf5bYXV7PSXU+0KAfXg4lG2TW6lge/+xkmjhveIVMiMjooIBSIXAYEay2Lb3qIG5ZFUm7/26IxnHTYflmrR0RkIDZva2f3S++isSj9nIT/GNu5jjN2H8OXjj2QHSdN6LPdWstb76/ktsdf4aF3Gnk/WkO4pGrwxdkopZFOKlxh/G6IWksgYtgW9dLtHdiZ4XxdTfxi4WQuOP7wwdcjIoICQsHIZUA449q/86d1qce4+gItdP7qDJ2GT0TyWqAnyPzv38GroQw/YY+E8QeaqHb1UOKyRCx0hA3bXKWE/DVgBn95n/roNg7boYzPzJ/DEbtOpaQo9ZnAN7d1cfsTr/Lnl1bzepefqDuDuQbRKAt8G3no8vMoLu57SmoRkUwoIBSIXAWEpSvWsedvXkk7lvZg73qe+skFWalFRGQorLWc+8u/c9tqN7ize3me0nAHi6b6ufSk+cyZ2Heo5va0BYJ8+/ZHuPWtNrqLyrfbflznWp6+5Hh2ntIwmHJFZJRTQCgQuQoIF/z679ywOs2nVjbKo5/ZkSPm7ZqVWkREnHDfi29z+h9focNXPazP4w73MK8qyMWL9uZT+0zv84Y7GD2hCBfceB+3LQ8RTXHK6WRFXc3ccsLOnH7kAUN+XhEZXRQQCkSuAsLRV9zKv9pSf9o1I7SOZb9cnJU6RESc1NUT5Ozr7uGeDR6iHgeH4kQjTHO38bkDp/HVRfviTzN8aKhWN7bwyZ//k7cj/R+NMOEeLtnVzQ8/9+lhqUNERiYFhAKRq4Cwz7dvYkk49cS+tRfvz6RxdVmpQ0RkOKz8sJnP3/ggT7X4iHgHf2XlceFmTpozhu+ceDATa7Y/BMgpV9z5OD94vomI15++UTTKiTXN/O2/z3XkKIaIjHwKCAUiVwFh+oW/Y4V7fJ/7z5vYwc0XnZaVGkREhltboIef/O1J7n1zA+8Hywh7+g8LxaEOphX38Ik5DXx+4T7sNG4IZzIaonfWNrLgZw+xxdv/BzZ72XU89+PPUezThdVEpH8KCAUiVwFhylduZG1R31P9XTLH8KNzj81KDSIi2WSt5f2NzTzz9mpWb2qhMxjFYKmvLmNafS0Hz57K2Mp+PrHPge5gmCN/eCfPdvQfVBoC61jyg9Oorx3e+RciUtiyFRCye7oIGXZulw5Ti8jIZIxhRkMdMxoKZwhlcZGHZ644k2/f9jBXvxbApjlL04aSSez8vbt5+utHssfOO2S3SBGRXgZ/wmjJqXTHKTSOVUQk//z07KO57bjJuENdadu0l9az77VP889nX81iZSIifSkgFKh0AUFHEERE8tOZh83l6S/Ow9+zNW2bYEk1n75rOdfe/VgWKxMR+TgFhAKVbqqD4oGISP46YNZU3rnsk4wNbknbJlrk56Ln2ln8q7uyWJmIyEcUEAqUhhiJiBSmKWOrWXX1Z5lpNqdv5PLw2zV+Fl56E9FoNHvFiYiggFCwbJpjBW6XfqUiIvmutNjHW1edy8Kq1n7bPdI1jjlfv5GOrkCWKhMRUUAYcXQAQUSkMLhcLh6+9Ay+ND0K0Ujadu+6JzLtm7fzQWP6YUkiIk5SQChQ6YYYuZQQREQKyq+/+CmuPaQGV7g7bZvNJROYecV93P/ca1msTERGKwWEApVukrKGGImIFJ6vHX8w954+E29PW9o2Af8YjrtrBRf99u4sViYio5H2JgtU+knKWS1DREQccuy+c1jy9QWUdzelbWO9xVy7wseeX7+eLS3bslidiIwmCggjjNGJTkVECtZuOzaw/MoTaQg29ttuqZnE5O/dw80PPJ2lykRkNFFAKFBpL5TmVkAQESlk46orWHHNOezl7X9Scrd/DJ97rIX9L76BdZvSH3UQERkoBYQCle40p5qkLCJS+IqLvCz58blcMD0KkXD6hi43L0Qa2PF/HuYL1/2Fnp5g9ooUkRFLAWGE0YXSRERGBmMM13/xU/z95Gn4evqfbxAuruR3a0up/tof+dIv76IrkP6MSCIi26OAUKDSn8VIAUFEZCQ54cDdWP79Y5nO9q+DECgdy/Uf+Kn6xl857Lu/44klb2LTvWGIiKRh9I9jaIwxH/sBZuvnWbv497SU1Pe5/4ZDq/jCsQdlpQYREckeay3fvf1hrn6ljYjXn/Hj/B2N7FkV4aiZEzj+gDnsOn3qoI82h0Ih2traaG7tYPO2dprbu2hq66S1sxtrLW63C5cxFHncjKsqo6Guiin1ddRWV+HxeAb1nCLykd6vXWvtsHwyrIAwRLkKCDWLb2Jrybg+9994WDWfXzQ/KzWIiEj2vbXmQz79ywdZYcYO6vGerq2URTup8YQp9xr8XhclXjdYSygaJRSxBCOW9pClMwyBqJtuPIRcRUQ8xVhvMbjcA3pOV08HxcE2atwhJpS6mD2unCN2m8on9tuNqsqKQX0fIqORAkKByFVAqF58E9tSBISbjqjh/GMOzEoNIiKSO7994N9c/OByOoprcl3K4IWDlHc3MaMswsJZEzj3yHlMmzwh11WJ5C0FhAKRbwHh5iNrOe/oA7JSg4iI5FYwFOZbtz7M71/fSsBXletyhi4aobxrE3vXwjkHzeK0I/bD6/XmuiqRvKGAUCDyLSDcelQdZy/cPys1iIhIfgiFI1x6xyPc9EojzUV1uS7HMd7AVnYpaufkvSbzleMXUFVRnuuSRHJKAaFA5CogVC2+mdaSvuNPbz96LGceuW9WahARkfzz2Gvvc+X/vsBLzS4Cvspcl+MYV7CLHewWjp9dz0UnHMLEcWNyXZJI1ikgFIhcBYTKxTfTliIg3HHMWD57hAKCiMhoZ63l2XfWcNNjr/LyulY+6PbS5dAwJBMN446G8EZDeAlTZCzGxE7BbYGINfTgIRif2Ow0Ew4yPtjIMdOruPC4+czZaYrjzyGSjxQQCkS+BYQ/L6rntMP2yUoNIiJSWFq7gry6Yj2vr97Iyk3baA0E6egO0REMx05P6nbhdRt8HjfVpT7GVvqprypnQk0FDXVVNNRVUu33UeTJ/DJK4UiU9zY28+KyD3h9TSNL12/l/W1htlDmTHiIRqgNfMihk4r56if25aA9Zw29T5E8pYBQIHIVECoW/4H2kr6HV//yyfGcumDvrNQgIiIyWNGo5aXl67njqaU8sXwLK7pLCBWVDbnf8o6NHDDWxQVH7sFxB+096Gs+iOQjBYQCkauAUL74D3SkCAh/PW4CJx8yNys1iIiIOMVay2Ovr+CGR17lyXVdtDgw2bq4czNzK0OceeAMTjtsHhVlpQ5UKpI7CggFIt8Cwt2fmsCJBysgiIhIYXt/wxauve/fPLCsibWmBlxDuxKzCfdQ09PE7GrDYbtM4Kg9p7PPrJ10hWcpKAoIBSJXAaFs8S10lvT9dOWeT0/k0/P3zEoNIiIi2bCltZPr7nuOv722nhXhCqIenyP9uno6qAxvY2JxlEmVxew4ppyZDbXMnDyOKWNrGF9XTUlJiSPPJeIEBYQCkW8B4X9PmMSnDtwjKzWIiIhkW2d3kBseeoE7XlzJW10lhL3DOGwoEsYdCuCJ9OAmgstGcWFxE8VlwIWNfwUTXzeJ2+A24DIGYywuYxJtXa7Yujt+n9cFNSUexlWUML6qlIaaCnYYV8Oe0ycxtrZG8ygkQQGhQOQqIJQuvoWuFAHhvpOmcOz+u2WlBhERkVwKhSPc8X+vcvPT77Bkm4eeoopcl+QsG8Xd3U5ppJNqT5jxpW5mjC1j3k4TOHS3ndhl6iSFh1FGAaFA5Cog+BffSqCkts/9D5yyA5/Yd9es1CAiIpIvrLXc99K7/PbR13i2MUKHrzrXJQ07d3cbVZF2Jvotu4+v4NA5kzl2v92oqx45F8iTj1NAKBD5FhAePHUqx8ybk5UaRERE8tVz76zhugde5Ll17TSaKsfmLeS9aAR/oJkGbzdzxvqZP6OBT+43m+mTG3JdmThAAaFA5C4g3EagpKbP/f/6zI4ctc/srNQgIiJSCELhCA8teZd/vPQeL67dxvpuD+3eSnC5c11a1hR1tTDO1cnO1UXsu+MYFu65MwfsOl1ncSowBR0QjDGzgS8ABwPjiV15fTVwH3CDtbbF8SfNkVwFhJLFt9GdIiA8evo0jpirq0iKiIj0pycU4Zm3V/Pkmyt5r3Era7cG2NQVpSXsodsUEXb7sG5vrsscVq5gJ9XhVqaWwZ4NVSyYM4Uj99qFMTVVuS5N0ijIgGBiVV8JfBt4EvgB8AKxSfuLgJ8ApcDZ1tpHHHviHMpZQPjS7XQX9x1f+dhnd+LwvWZmpQYREZGRylpLVzDC+qZtNLa00tUTojsYIhAM0R0MEwiGCEcs4WiEcMQSiUQIRy2RaJRwJEoked3a2O1IlHA0StRCOBolErFErKUzGKWlK0hLd4T2kKUj4qbLFBMqysGF3aJRirq3Uk2ABj9MH1PKHlPGss9ODeyx0yRqqxUecqlQA8K1wNeAW4Dzba/OjTEVwOPA7sBJ1tp/OvbkOZKrgFD8pdvpSREQnjxrZw7ZfUZWahAREZHh09kTYunKDSxdtYF31jfx7oetrGoNsTlcRKCoAowruwXZKO6eDvyRLirdYeqKDWP9HurKfIytKGF8dRkNtZVMHlNNfXU5dZVllJeVahiTgwouIBhjjgEeBJqAHay1nWnazQTeBrqAXay16x0pIEdyFxD+SE9x3xT/9NkzOGi3nbNSg4iIiORGV0+IZ95axVNvr+bFVZt5b2uITbZ0eK8LMRiREK5IEFc0jDsaxkMEr43gIYLHWLwu8BpLkYvY4jYUeww+t4tir4tij4sSr4eSIjd+rwe/z4Pf56XU56Ws2Eupr4jyEh9lJT6qykqoq6qgpqoSv98/Ik8Bm62A4Eikiw8tuip+8/Z04QDAWvuuMeYJ4HBiQ47OcKKG0SZdDBmJLwYRERH5OL/Py8K5M1g496NRA9Zalq3fwv0vvcOz723krS1dbAwV0+3L4WlP3V6ibi9RIAz0ZPKYcCaNI/Glu++maBQTDeEOd+ONBvHZEMUmQqk7SpnHUFnspsZfRF15MWMr/NRXlzOpropJY6qYOr6O6sqKUb8/5dQxn4OA/5xb8/EM2j9KLCCcYoz5mrW22aE6Rj2Pe/SckUFEREQ+Yoxh5qSxzJw0lm8l3d+4tZ0HX36Xp95Zy9KNrXzQ5aLNU4V1j9ChPy4X1uUj7PERBgK9t4eA1vgCxAa1dAEbATChAJ5wN75oDyXxYFFRZKjyuaktLWJMWTH1VaVMqClnYm0lU8bVsMP4MZSV+rPz/WWBU38Zn01aX5pB+3fjX73AycANDtUxalhSJ1vXKE+8IiIi8nH11eWcd9Q8zjtqXuK+nlCYJ5Yu57HXV/DymmaWt4Zppiw3E6PzjPWWEPKWEAI6gC3/2RCML1uBdQDt8WU9Y7s/ZNNvPp+DaoeHUwFhQfyrBRozaJ887+AQFBAGLk0QUD4QERGR7fF5PRyzz0yO2efjZz7ctK2DZ95ayUvvr+fNDS2s3tpDY9BNp6sk/+Y35JEy98i6rtiQA4IxpgqYHr/ZZq2NZvCw5Osg7D/UGuQjbleWz2ggIiIiI8a4qjJOmr87J83fvc+2zp4Qb6/5kDfWbOT9jc2s2dLOls4gWwNh2oJROsKGgHXT4/IRccXmHmT9TEs5UuEbWd+nE0cQpkNivEtHho9JbjfZGFNkrQ06UMuokXaIkUuHEERERMR5pT4v82ZMZt6MyRm1t9YSCEVoae+kpa2T5rZOtnZ00dbVQ0d3kM7uIF3BoeRY6AAAD51JREFUMJ09YbqCIQLBMIFghEA4QncoSnc4Sk84Sk/EEoxCT8QSikLIGkLWELYuwhjCuIkYNxHjImo8OblCdnXxyJoD6kRAmJS0ntHkdD4+X8TE+1jpQC2jnuYgiIiISD4wxuAv8uCvrWRibfbOpBSORGlu72RDUysbmltp3NrOpm2dbGkP0NTRTXNnD9sCIVp7InSEoDNi6MZL0OUj4i0Z1HPW+Isc/i5yy4mAUJ+0HsrwMb3b1aOAkLH/e20ZYV95ym1u98g6xCUiIiIyEB63i3FV5YyrKmevnSYO6LGRqGVjSxsfbGph7eatbGxpY+PWDja3ddHU2cPWrhCtQUt7CLqiLgJ4Cbl91FeNrPkZTgSE5KiVyfwDiJ24NtnIOS9UFgSC6XOYa5SM9RMRERFxmttlmFRXyaS6Spg9NePHZetCudnixN7kYAJC73aDO57TD2PM5cYYO9yL03UPlYYYiYiIiGTXSLuwmtMfN2f60+n9vPrY2wEmHGR8Fsf4iYiIiMjI48SOefKE40yncPd+3j4XuZOBm2KbqCh1/GCMiIiIiIwiuQoIvec+OB4QrLWXW2vNcC9O1z0o0QgTgxt59tJTcl2JiIiIiBQ4JyYpNyetF2f4mN4fczc5UMeoMX/OTjzm/ehXN2vKeMbXVuWwIhEREREZKcxQZ10bY+YBL8ZvNltr6zJ4zERgXdJdFdba9iEVkiO9JyqPtFnsIiIiIpIfek+GHq7RLE4MMVqVtJ7pDNnqpPWmQg0HIiIiIiIjzZADgrW2CVgdv+kxxmQSEmqT1l8aag0iIiIiIuIMp04v+lTS+uQM2k9JWn/GoRpERERERGSInAoIf01an5VB+9nxrxa4y6EaRERERERkiJwKCA8DK+Prh2XQ/tD410estav7bSkiIiIiIlnjSECwsVP3fC9+81RjTNpzbhpj5gJ7A2HgEieeX0REREREnOHUEQSstXcBtxA7k9H1pvd5mABjTDlwU/zmxdba15x6fhERERERGTrHAkLcfwG/AE4FHjHG7A1gjHEbY44mdr2EWcBF1tpfOPzcIiIiIiIyREO+UFrKTo2ZAZwPLATGEbvC8kbgEeDX1toVjj9pjuhCaSIiIiKSDdm6UNqwBITRRAFBRERERLKhkK6kLCIiIiIiI4QCgoiIiIiIJCggiIiIiIhIgifXBYw0Kc7uKiIiIiJSMHQEQUREREREEhQQREREREQkQQFBREREREQSdB2EApd8HYbhOheuiAw/vZZFRg69nqXQ6QiCiIiIiIgkKCCIiIiIiEiCAoKIiIiIiCQoIIiIiIiISIICgoiIiIiIJCggiIiIiIhIggKCiIiIiIgkKCCIiIiIiEiCAoKIiIiIiCQoIIiIiIiISIICgoiIiIiIJCggiIiIiIhIggKCiIiIiIgkKCCIiIiIiEiCAoKIiIiIiCQoIIiIiIiISIICgoiIiIiIJHhyXYAM2RW5LkBEHKHXssjIodezFDRjrc11DSIiIiIikic0xEhERERERBIUEEREREREJEEBQUREREREEhQQREREREQkQQFBREREREQSFBBERERERCRBAUFERERERBIUEEREREREJEEBQUREREREEhQQREREREQkQQFBREREREQSFBBERERERCRBAUFERERERBIUEEREREREJEEBQUREREREEhQQREREREQkQQFBREREREQSFBBERBxmjJltjPmlMWapMWaTMabRGPO8Mea7xpiaQfS3vzHmJmPMO8aYzcaYjcaYJ40xXzHG+AfR30JjzJ+NMe/H+1tvjPmXMeYcY4xnoP2JiMjIooBQgJze+RCRvowxhxhjFg3wMcYY80PgdWAW8DVgMjAVuAY4D3jbGHNUhv35jDE3A/8GyoGzgAnADOCPwPeApcaYuRn2V2mMuR94CNgGfBqoB/YAHgF+CfzbGDMts+9YZORT4JdRyVqrpUAWwAA/BMLAY8AhgA8oAU4CVgAfAkflulYtWgp1AYqBS+Kvs8cH+NhrAQv8ATAptlcALwNB4Ljt9GWAe+L9XZ6mTQOwGmgF9s3g+3o+3t85adrMBlqA9cC0XP8utGgZzAKcAPwVWAZsib9GngAuBSYNoB9H33Pjj705/hq8C9gb8BAL/+cDjcD7wNwM+6sE7geiwPXx168LqAO+AbQBL+m1rGUwS84L0DKAX5aDOx9atGiJLYCX2KfoxwA/BTbFX2cWeHIA/RwTf8wWoLSfdjPjb+gdwMR+2l0Q7+8twNVPu4XxduuBsn7a/TTe7qHtfB9fiLd7pb/n1aIl3xZgHPAM8DhwUHzn2wPsDtwU/7sOAlcD3gz6U+DXMmqXnBegJcNflMM7H1q0aLEAFwFNwHJinxBeDXx3oAEh/ub/Zvwx12TQ/rF42zvSbPcDm+NtvpJBf8vjba9Ms70B6I63+eR2+ioB2uNtP5fr35EWLZkswBhgJXBdqp35eJvFya9toLif/hT4tYzqRXMQCoAxxgBXxW/ebq3tTNfWWvsusUOppcBPslCeSMGy1v7CWltnrZ1urT3CWvstYuP9B+ogYE58/fEM2j8a/3qKMaY2xfaTiO3wZNrfY/Gv/5VmzPH5xIY3RIjtGKVlrQ0Az8ZvXpDBc4vkgz8S+/T9QmutTdXAWns9cG/85iHA71O1c/o9Nz6v4Ir4zRuttdF++vsXsaFLDcB30vTXQGx+E8SGFvXndmLhZS9ic6BEMqKAUBic3vkQEWd9Nml9aQbt341/9QIn99NfT1LbTPobCxzRT3+rrLXtA+hvL2PMLhm0F8kZY8zRwFH0Ew6S/DBp/QxjzIEp2ijwy6ingFAYnN75EBFnLYh/tcQmGm7P+qT1Q5I3GGPcwPz4zcYMdni21994YOf4zY0Z9NVvfyJ56FzgWWvtW9traK19mY//fZ+bopkCv4x6CgiFYUH865B3PkTEWcaYKmB6/GZbf8MHkrQkre/fa9scYnMQIHYq0kz019+8pHUn+hPJNwcA840xLcaYSzNo/2bS+oIU2/9znwK/jFoKCHluGHY+RMRZ04lNUobYWN9MJLebbIwpSrq9c5p2mfY3vdc2p/sTyTdjiL0Gq4H/McZs7282+T1yfPIGBX6RGAWE/Of0zoeIOGtS0npPho8JJK2bXn0Mtb96Y4zXwf4mZ/gYkVxZ0ev29j6lL+2nrQK/CAoIhcDpnQ8RcVZ90noow8f0blefZn0w/bmIjV12qr/6tK1E8sMXiA2jaQG+Ya3tHRh6m5G0vrLXNgV+EWIXEJH85tTOR+9/giLijJKk9UyGI0Ds7CPJ/Enr+dafxxjjtdZm+v9HJKustc+R4Qdh8VOEzky664FeTZx+z3Uq8G9wqD8FfsmIjiDkP6d3FkTEWYN5jfZuV5JmPR/7EylkZyatR4Df9tqebwHd6f48vY5IiKSkgJD/9OYuUjjM9psAff/3pvtfnO/9iRQMY0wx8JWku2601q7r1SzfA7r2CSQr9E+/sOjNXST/JI/vdWf4mN6vyUCa9XzsT6RQfROYEF9fAnxrO+3zPaBrn0CGjf5I8p/e3EXy22Beo73nfw11h344+7PW2kwnQ4rkJWPMTOB78ZsrgGOttV0pmuZ7QNc+gWSFAkL+c3pnQUSc1Zy0XpzhY3of4m/K4/6a0rYSKQDGmBLgL8T+/j8ADrfWbkrTPN8CutP9KfBLRhQQ8p/TOwsi4qzVSeuZju3tfeKA5HHQQ+2vpdcno0Ptr/cYbZGCYYwxwK3AbsAq4BBr7dp+HpJvAd3p/rQ/IBlRQMh/Tu98iIizViWtV2b4mOqk9SZrbXua/qoG0d+qXtuc7k+kkPwYOAV4E5hvrf1gO+0V+EVQQCgETu98iIiDrLVNfPSm7THGZPI6rU1af6nXtjeB7hTtBtvfS2naDbY/kYJgjLkA+DbwDHCwtfbDDB6mwC+CAkLeG4adDxFx3lNJ65lcqXRK0vozyRvi44NfiN+sMsaUD7G/tcCaAdTWb38ihcAYcxzwK+Ae4Chr7bZMHqfALxKjgFAYHNv5EJFh8dek9VkZtJ8d/2qBuxzsrxO4r5/+aowx4wbQ3xrgxQzai+QNY8w84E5if/enWGu707SrMsYsSbFJgV9GPQWEwuD0zoeIOOthYGV8/bAM2h8a//qItXZ1iu1/BNoy6c8Y4wYOjt+8w1rbmaLZb/noYknb668a2CN+80Zrre2vvUg+McZMA+4H/gGcaa3tfVXiZLsCoRT3K/DLqKeAUBic3vkQEQfFd6L/c471U40xaccGG2PmAnsDYeCSNP11AD+K3zzfGOPt5+mPB8YBrcAP0vS3Bvhd/OYX++kL4DzAS+x0kL/aTluRvGGMqQMeii9nbSccAOwHvJvifgV+GfUUEAqA0zsfItKviqT1TIYDAGCtvQu4hdjExuvjp1f8mPjwgpviNy+21r7WT5c/Ax4DppFmx98YMwH4BbGdhfOttRv66e9bxMZDH2yMSRkSjDFzgMuIjZk+Pc3OiUjeiV/r4D7gOeBca200TTu3MabcGLMzcDrwTu82CvwigLVWS4EswB+IHcL8M2BSbC8HXou3uSjX9WrRUmgLsTfmf8ZfQxboAY4EPBk+3g38HIgAjwJ7J91/NLGdkR7gwgz7K4m/3i2xMdW7xO/3AacC64F2YuOsM+mvLl5XlNjOwuT4/WXAF4BtwCZgQa5/F1q0ZLoQ+7DzH0mv24Esi/rp17H33Pj/gEfjbX+Sps0EYG38/8eJ2+mvDHgj3t8X07SZQyxoBIADcv170lJYS84L0DKAX5bDOx9atIz2BTiQ2IWDmuNvoul2IiLxnecm4N4M+p0BXAW8DjTGH/sOcC2w0yDqnAtcH+9jU7y/14AfAuMH0d8C4HbgfWAzsJXYRMpLgMpc/160aBnIAlwzyHBggan99KvAr2XULsZaDUcrNMaYGcD5wEJin3gWAxuBR4BfW2tX5LA8kYJhjPERG1IUIDZZMUx8x8Faa+PDhAyxHQIPsTdyt7W2OU2XIpJlxpggsWE0AxUAymya4UhJ/Tv6nhsflnQ+saBeS+z/ymrgwXh/mVyvIbm/BcSGEu1H7NoIXuA94F7gemtt60D6EwEUEERERERE5COapCwiIiIiIgkKCCIiIiIikqCAICIiIiIiCQoIIiIiIiKSoIAgIiIiIiIJCggiIiIiIpKggCAiIiIiIgkKCCIiIiIikqCAICIiIiIiCQoIIiIiIiKSoIAgIiIiIiIJCggiIiIiIpKggCAiIiIiIgkKCCIiIiIikqCAICIiIiIiCQoIIiIiIiKSoIAgIiIiIiIJCggiIiIiIpKggCAiIiIiIgkKCCIiIiIikqCAICIiIiIiCf8PBnK41G1IfBYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 388 } }, "output_type": "display_data" } ], "source": [ "plt.plot( cl['tt'] * cl['ell']**2 )\n", "plt.plot( cl_CLASS['tt'] * cl_CLASS['ell']**2 )" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zequnl/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:1: RuntimeWarning: invalid value encountered in true_divide\n", " if __name__ == '__main__':\n" ] }, { "data": { "text/plain": [ "Text(0,0.5,'$C_{\\\\ell, CAMB}^{TT} / C_{\\\\ell, CLASS}^{TT}$')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 276, "width": 462 } }, "output_type": "display_data" } ], "source": [ "plt.plot( cl['tt'] / cl_CLASS['tt'], label=\"ratio\" )\n", "plt.ylabel(\"$C_{\\ell, CAMB}^{TT} / C_{\\ell, CLASS}^{TT}$\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 277, "width": 417 } }, "output_type": "display_data" } ], "source": [ "plt.plot( cl['pp'], label=\"CAMB\" )\n", "plt.plot( cl_CLASS['pp'], label=\"CLASS\")\n", "plt.yscale(\"log\")\n", "plt.xscale(\"log\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zequnl/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:1: RuntimeWarning: invalid value encountered in true_divide\n", " if __name__ == '__main__':\n" ] }, { "data": { "text/plain": [ "Text(0,0.5,'$C_{\\\\ell, CAMB}^{\\\\kappa\\\\kappa} / C_{\\\\ell, CLASS}^{\\\\kappa\\\\kappa}$')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 276, "width": 448 } }, "output_type": "display_data" } ], "source": [ "plt.plot( cl['pp'] / cl_CLASS['pp'] )\n", "plt.ylabel(\"$C_{\\ell, CAMB}^{\\kappa\\kappa} / C_{\\ell, CLASS}^{\\kappa\\kappa}$\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }