diff --git a/.github/workflows/unit-tests.yaml b/.github/workflows/unit-tests.yaml index 8048066..bf7f2a9 100644 --- a/.github/workflows/unit-tests.yaml +++ b/.github/workflows/unit-tests.yaml @@ -39,7 +39,7 @@ jobs: which pip pip install numpy pip install scipy matplotlib sklearn pytest ipython coverage \ - pytest-cov cython scikit-image + scikit-image pytest-cov cython pip install pyccl pip install nbodykit pip install . diff --git a/examples/Planck_Sky_Model_FG_clean.ipynb b/examples/Planck_Sky_Model_FG_clean.ipynb new file mode 100644 index 0000000..ce108b6 --- /dev/null +++ b/examples/Planck_Sky_Model_FG_clean.ipynb @@ -0,0 +1,885 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "548b5b5d", + "metadata": {}, + "source": [ + "# Foreground cleaning applied 21cm plus PSM foreground sims \n", + "### In this notebook, we will perform a simple end-to-end simulation, beginning by generating a log-normal field, transforming to redshift-space, adding Planck Sky Model foregrounds and noise, then removing the foregrounds using serveral methods, and estimating the 1D and 2D power spectrum. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "7dd0e529", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import numpy.fft as fft\n", + "import pylab as plt\n", + "import pyccl as ccl\n", + "plt.rcParams[\"figure.figsize\"] = (14,7)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "af20ab1f", + "metadata": {}, + "outputs": [], + "source": [ + "import fastbox\n", + "from fastbox.box import CosmoBox, default_cosmo\n", + "from fastbox.foregrounds import PlanckSkyModel\n", + "from fastbox.foregrounds import PointSourceModel\n", + "from nbodykit.lab import ArrayMesh\n", + "from nbodykit.algorithms.fftcorr import FFTCorr\n", + "from nbodykit.algorithms.fftpower import FFTPower\n", + "import time, sys" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "49d33576", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(12)" + ] + }, + { + "cell_type": "markdown", + "id": "4a923e2d", + "metadata": {}, + "source": [ + "## Generate simulation box\n", + "### Generate a Gaussian random realisation with a non-linear power spectrum on a (1.25 Gpc)^3 grid with 150^3 cells at redshift z=0.3. Then, paint biased HI onto the density field, apply a log-normal transformation, add linear and non-linear velocities to transform to redshift space, and finally rescale by the brightness temperature." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "7826baa7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/pyccl/pk2d.py:198: RuntimeWarning: divide by zero encountered in log\n", + " f, status = lib.pk2d_eval_multi(self.psp, np.log(k_use),\n", + "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:254: RuntimeWarning: invalid value encountered in true_divide\n", + " Ax = 1.j * delta_k * self.Kx * (2.*np.pi/self.Lx) / k2\n", + "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:255: RuntimeWarning: invalid value encountered in true_divide\n", + " Ay = 1.j * delta_k * self.Ky * (2.*np.pi/self.Ly) / k2\n", + "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:256: RuntimeWarning: invalid value encountered in true_divide\n", + " Az = 1.j * delta_k * self.Kz * (2.*np.pi/self.Lz) / k2\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1) Generating box complete (4.360 sec)\n" + ] + } + ], + "source": [ + "t0 = time.time()\n", + "spread = 150\n", + "\n", + "# (1a) Generate Gaussian box (1.25 Gpc on each side, spread^3 grid, z=0.3)\n", + "box = CosmoBox(cosmo=default_cosmo, box_scale=(1.25e3,1.25e3,1.25e3), nsamp=spread, \n", + " redshift=0.3, realise_now=False)\n", + "box.realise_density()\n", + "\n", + "# (1b) Rescale tracer by bias [FIXME: Check this is being done in the right order]\n", + "tracer = fastbox.tracers.HITracer(box)\n", + "delta_hi = box.delta_x * tracer.bias_HI()\n", + "\n", + "# (1c) Transform to a log-normal field\n", + "delta_ln = box.lognormal(delta_hi)\n", + "\n", + "# (1d) Calculate radial velocity field (uses Gaussian density field; FIXME)\n", + "vel_k = box.realise_velocity(delta_x=box.delta_x, inplace=True)\n", + "vel_z = fft.ifftn(vel_k[2]).real # inverse FFT to get real-space radial velocity\n", + "\n", + "# (1e) Transform to redshift space (also add non-linear velocity, sigma_nl=120 km/s)\n", + "delta_s = box.redshift_space_density(delta_x=delta_ln.real, velocity_z=vel_z, \n", + " sigma_nl=120., method='linear')\n", + "\n", + "# (1f) Scale by mean brightness temperature (in mK), and include mean\n", + "signal_cube = tracer.signal_amplitude() * (1. + delta_s)\n", + "\n", + "print(\"(1) Generating box complete (%3.3f sec)\" % (time.time()-t0))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8810c0dc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplot(121)\n", + "plt.matshow(delta_ln[10,:,:], vmin=-1., vmax=5., cmap='cividis', aspect='auto', fignum=False)\n", + "plt.xlabel(\"z\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$\\delta_{\\rm ln}$\", fontsize=16)\n", + "\n", + "plt.subplot(122)\n", + "plt.matshow(signal_cube[10,:,:], vmin=0., vmax=2., cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"z\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_b(\\vec{x})$ [mK]\", fontsize=16.)\n", + "plt.gcf().set_size_inches((17., 6.))" + ] + }, + { + "cell_type": "markdown", + "id": "b5adc1cc", + "metadata": {}, + "source": [ + "## Add foregrounds\n", + "### Use the Planck FFP10 simulations to create free-free and synchrotron maps and the Battye et al. 2012 model of point sources to create point source maps. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d203b92f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Frequency range: 950.6 -- 1234.7 MHz\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:369: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", + " \"If you are not specifying the input dtype and using the default \"\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:391: UserWarning: NSIDE = 2048\n", + " warnings.warn(\"NSIDE = {0:d}\".format(nside))\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:400: UserWarning: ORDERING = RING in fits file\n", + " warnings.warn(\"ORDERING = {0:s} in fits file\".format(ordering))\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:428: UserWarning: INDXSCHM = IMPLICIT\n", + " warnings.warn(\"INDXSCHM = {0:s}\".format(schm))\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/sphtfunc.py:438: FutureChangeWarning: The order of the input cl's will change in a future release.\n", + "Use new=True keyword to start using the new order.\n", + "See documentation of healpy.synalm.\n", + " category=FutureChangeWarning,\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/sphtfunc.py:824: UserWarning: Sigma is 0.000000 arcmin (0.000000 rad) \n", + " sigma * 60 * 180 / np.pi, sigma\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/sphtfunc.py:829: UserWarning: -> fwhm is 0.000000 arcmin\n", + " sigma * 60 * 180 / np.pi * (2.0 * np.sqrt(2.0 * np.log(2.0)))\n" + ] + }, + { + "data": { + "image/png": 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waGE8TN1F+B5gRsR1txrb6i0CAKryZ6WA6hjp+c7abXMAntWcc+8A8EoErsAlAN8KYAPA/x/AMoCfdc79gff+Vd77Dzrn3gXgQwAGAL7BMgAA4O8jZBTUEch/d50ACJzADUCyZMmSJbuP7Ag3AN77r7zJqf92k+vfAmDMS+29fz+Al9/Brt0RO3EbgGIBmK8Am5LaRG6QcKnyVCCmCT0xjNtuks1IYlKCGYl7C4Lyu1nYgU8bCVBTCkkI3OhJipJ9tFoYj8Cw/UemYvt9T7IW0w31E6ENpi1pWhU9Cw82I9wgevj4ThsA0CxFlPyanwzhq5UIwnNEV3aG0CVqtN4NaGBvEJBt0cVz84a+NXWPiO3JXkD+W0ZKAoAHCiEbZ7UbvQKc966RGcvSfi8bJUytVGOn5yrj80okRRQ4CRkq8qL3ZM/YXdPSJoekaWTRWxR+PrUbvS6t4cD6FeZkIA+whHHiF8lmm9ZH9RDx3kqI5LxvdMXtZUZiZnsw/iVJgmpnGBujx4DPTclt9HhsyLvF65k5SoQLAJcNVCrhku1yna534jl6OizzFFdb8T5MIa2I96R7IEVOnx/7rV6ERfOkXW6PuyRI/qPX5fc34rmS5ewr4e3D23ZPjKc/coxK3KsWmF5JwmZsn+uImiFKnK3mzyNeXx4UbIzhuo4weiv2XbEzjAu8i/B+XisEOZVZv5yfK9j164XrsT9+fqwNWtOFCeW7eCpbyc/tozNyTRiTxzHhuyWbYCduA5AsWbJkye4T8zhSD8BJtxO3AXDwKDg/IgBSyhFFXCj7gwAftiy2droekTC9B0Rbj85EhESxn5agpoXKzRcg0wtP1+I1VzsFa8PZfRRRhZ+aFvaUCRIt18bTBjlKprnpOYI+VetiWle9GB79tUFE4Z/cDDv/qqD2RdvMXzEhk+awIX1let546uKkuC89BkOLQZ7BQn6O6Goo8cnpYm3kXF1yp8jL4HO+2o5CQPOWxsR0LyAK2pAboop4jK/quGOqpiFPmVeifB0jw7BcO5mgnpqh1u/9wicAAP/45yPHgkhY0Ts/O/ThGW31Ir+BbSnfgpyCJUvxvNSKXpR584xM8gAwfVMRZ8PmmMt7XuaQcWx9H9h/Imidkw3NdzQjUGbKm6bWcV7rxdG2gfgOf/sXfjw/9m9+8UUAYvofeSFAfI90GVJ9jzyZXTm5bjcnN2F/GJ/HYoWCOJI6WiaXxNamvLDTOaKPxneQ50YFu8LPpn0bZ16+b+xnW9IlOWf7g9DHWiG6B64NOva5eP1qIRDOz2QPAgA2Cjfyc9su/D5ARPs3nBFAjNCubS362ZF7Vlz8E7JlngZyfQBgdzjE8Eg9AEfLATjpduI2AMmSJUuW7D6x5AG4LTtxG4BB5rDRdTgVlS1zydN9iU+u1Mu4meXosjyO/qZLFJ4RBvGBz98QUaGKoY5nWhpnDT+jTLCIfBh/4FRVMwnCz5ZlLmTFeO/lKmP/lLqN/SDaVRREqdDlLKCaxd5cfo7x/qWaor7wk0hbMxCIYjzGPQAVoqwRGViTerXMi7aPyLZnHpmai8+FIdeOCZH0BTYRAFcKYcDzwviPQjhxMih5vNEPkz5VjOcGE3Tmzxssy0nnA0Wq4Xd6XYBxsaaSNMa5IPLXeD+R/Gwl9oc8jae6wTujrOrZQuhXSaA20f1WO8znfCXGYCkQxSyR9kBZ9OE51EY8H8y8GOdRcA3o+2A6SbmnSB43Hp4O7ev62+zx3tZ3ub5vnrB1CmtJDJ18nDf/zIvyY2fsHed7ek04AxToUfY80fck7xS9WQWLbdeKkTezWOM4ItJeM48BZZtH6hbY78r0ZyIOvRvaBa6Hx3b8SD+B6FlSkSPO3QNTFWs7nstM9Gd90M6PTfvgabtSeNKuGffMLPuYvl40z1PHBRLHvHEC1NaGLbumLZ8LnV132/mxuq+NeBDuvHk4nzYAh7V7QgcgWbJkyZIlS3Zn7cR5AMoFj1M1n8fXgcis10p2DzfDsUutcVQzZXK8jEFqfjHzhS+34wdYLCj3NAjDl3dUFi+7cbAgkd7zI7vxA2yDRYdqUkmsYx6DxWo4pkikZZ9UydPd/uhuXIv2EOEpQ7luK4QIV2WON6wtxmcVuTD8uyPFa4h2a4bapwTtbwwDkqhJTJFZEozHTpcipIrVCcP/NzvjDPg/2olFUIii2xanbPh4H3IMKJMMRK5EzlafEM9WfQhK7T5t8Xf1MFRtn00GeF9clhwHxw8ADTcq8VqVOenaZ1tDRbbh3jsDylpHDkDFUD6XWk2QPZnrHdU4aFJPIvx/MAG8rQk5nNexQJV6gThlqhtAGdv+hORwyhtfaYUPqhelNxyH7Vfbo++uvk/MPFDm/qrpe/DW+q7Qi8I4v3qDyj1yXeJBciV4yynxLrJ9LfDEIkNX7TH/0XZcmy+cmh6590o9Thi/S5SfQm4LWx/xBtn86hras++BOkIRoKqP7tHCBJXaGQSez5yfCuMRBM/1dA0h/7/hm/m5KQS+SVc8ew1UJ97jjloKARzaTtwGIFmyZMmS3SfmMV5eNdnzthO3AehnDtc7biT+1jH0MC/HiAYY41Xkwg04lxXj7AAwVQy/Z4IgyS7mRnyzGxtrTqAa5AVgGOMWcMk+Lkn+Mvtxrc04pbRfGr1mUTISeJ2+H2R8M66pDHCaEsbJAie6mhUFRI/RnO6PbkUUTlSiWgdUi9s4oB8AABdqAW1oCd9dYzl3DFF0hnHOmRHAMariIO/ZMAQDRMQ5ZznKfYkbkmPQHEbk5TGa+63j4PRrX29YMHu6GB64ssj5O5FQy8eMBfIhVgtX82OZcb9X/FkAwLqPmRoFywE/U4wlXWmLFvvnvAExX5t91tLC9OpoRkGuRmf8BvUY0VukMeedfA2TyzBepGhrLy7wB7hgc42H2BY9VTs9FluKL08l1yWI1/Nd4S1Vl+HSvl0jWQzM+OH61oI8bJbKj/PitqA6oHoJWRDq4ZkwHvWM5QwUuf7DW6N6DGcrcW1yvMv2xaMaJrTzU/EG/P5gf1RLgV68fiZKooOwVpzxhOqImhlcfx3ENclMnKliWE9XhzGmn/G9mcSjsLbKwpWYKpZHtEPuvKUsgNuxE7cBSJYsWbJk94mlLIDbskQCTJYsWbJkye5DO3EegIILKUNz5bgrvNFlnft4HT1YdI0qgYiX0UU/kII5HZOg1TS9S+3g8mJKlO5H88y1Ce5GuvCUjPTMPl2pSmIMP+mV1KI4V3qj16srnO1r2tNL5kIjdSNGbotfk+2elhRKzgFljpVDyHE8uRvmYpJQz4xMLOVimWK33YuuQrqhG9JG3p6RzpSExTnjuOul8VjLlkjQdrPwcNYGIX1poRgHqRLDtKb1m9ov6tqmwI3O69Pt0C7dp/uIpL4KQt/Ol4MrdqcfSXoszDKbLebHmH7FkEFJXKrLxUC6UpIai85QgfpMI8aPKN6zbiTJU5InqhK9ND5entFswOGE6ml0yeeFiMRFz/WqpDa2OylsSw/+KUvRPdsYd3ur75lNMFV1RC7X+n1d8gw5T5RHnhpZm87uaaRJmd9miWOLx85aXiLJoppKqQRNGudldxg6uznYy8+9uBaePT/Wli+qlXrooxIKt6wjk4rZdSeg4dM1E9Sy70EvH3S2kAq+Ova5nrVFUiAAbLpAXsxcOLfrtvJzQx8e0hLm8mO1YmFi2uUdtZQGeGg7cRuAZMmSJUt2v1jiANyOnbgNgEfYqV9qj6M60W3JEQJ33StC9GPxHabbbfblgzZjN+RYtUgSYPjc6VrcYTMdUYl+LBk7VRr9HBDTqbZFwIREK5KclFxkG/Ec6Z2SQj57JhzUlKdMJF/L+xzPUSJ1RzwM9GBsudHUIyCiHxLlVH6ZIi5VucHHdgKUP28CJgoMSLpS4aDofQgD0BKncxUK24Q+XG7FTi9Ww7lNkdA9iF578qXB9qeERHZQOXdNHiDJf5oe1SyEMe1lgUxVEJdP14Vxb/TDTy8+ooVCIINt6v18A2o1RPYqC7ScqcZrWLCodKDgDBDXTNXSEnUaFu2F0OdNJM+5XxFRKBbn2eqOp3ZyDdRkDRDl7/QjKZHPnu2rXDM9UCTubUdeWu55kkckpZTDz49ux37R86RrklNMst22rLXTdoyH9sTVdaYxnk5L4aMnrRz3ans8TVSJhEz9ZHro6fLi2PWLNu7L8vxICFyW50BS88HnDkSxrZ7IFu9aKm7fKtM2CtFbxufXQnxGLOZDb2LdiWvFCIVt81LVhGjbsHXbQVxQW32HwSRXxZ2ylAVwW5Y4AMmSJUuWLNl9aCfOA1BwQQ5XxXJ2DQkvCconOr7QMPnNkp4rjBzj5wFg335viBwvr5uzEsFX2nGHzc35XCVePzyAZhQJE4VqHJC7NCI7RSeMERJRjaDSCXH7p/edfY5Ib7xfKmREj8LFvfFdNvv9gAknqVYOPSy6OX9kumrXGT9A4up7eVxWEWG4jg6SqZIiKkOj5inRc1uWVnXZr+fHVjAf7uNCftipYkQuCxY8HpFztfZvdAIM1dFPkjZlcRSW99W4fQcBLV22oiwqnrKfhbWikqrOj+7LVRyJCK8iqI+ejlO1gK6VP0Jv024/HFPPBr1GKrhDMZpuezym3zEPjIrr0MjXUE8LJZYpQwzEOSb9QCVuyUlYMjT+4FQ895hlQq4Jb4E8DQoaqcDSmqXGMa0PiLH/Z+My0BOgxaK2e+Pv5P/1veEl+Ztfa4g7U89VuH61E5HwOUtp5NTpHFLmmJ4Y7R1fkacklZJ95DrvTij0pO2XbU1yHZ1rRI8SiyCpOjA9BRX7nKbAUgiIZYB78kFyVlT45xo2MMC4SNedsxQCuB07cRuAZMmSJUt2H1naABzaTtwGoOw8TleHuTgPAEznRUzisQZZv/UQU1WkujewEqrDUREcAFgoWRlh4QBktuPd7VvRkAmsVyIwIHoDLu6Ps4t5lfaHcUxepuImjNHvD8fZyOQ1OMlioLAL+6wxUpK1hbSNSxb3jeVux1+2rgnozAgRf6M7dlnOnid6VbI0SwWviDww0SeL7mhhl+6QqI/ehNjpy92ApucRxXLIs7jglgAAcxKffXIvsPIVuZAXwDsSFQFB3AQYRVltQ8dkVSuM2zOm9OksFFxpIDKu2dZAYrb0IlBApSRZCixbrTLEi9VwjHKxOq+M2/ef5TuyKx8gG57raFO4FTSWJAaAnX44X8lY3ldKbpsA0ko1jpfLk8+Nxa+A+JzJA/lj4QCwPyqJyzXDuc9GCnTZ+hZvCvkJ1zrGo6jFTBC2Sy+bvn8x2yCO7dVfFX4/b/BdPTL0Yu2L6+3iXrjndDk8q5kRHfBRD4OKkin3hMYsgxXT6f7j3SjUM18IY6K4FQC8ZDYc27PvJ33e5Hw4uc0DjXA950BLVTftvegYr2NXCv80fZA0bruY5fJAYQlPHOWfGQ+4tAE4tJ24DUCyZMmSJbtfzE/Oh0z2vOzEbQDKBY/TtR7aIut6th6gxG4/okvm8691w7HdgaCaARG9lc6tjsfjlQNQK4Qd6Hwl7IorfS3tynidoMU2MwNCG2si5XneisqUJBZOIEGErZKkLK/KuK8iF5Yg3p9Q3IexYc2MmEBkzj0lG4b8pyQFgSVXJ+X5FidwAFh0hmObkVh1y+ZfgdFcZRT5e0F4RJBEffuCziizqpK4Ods5C4j1SiteP1cOMVH1nuTFYUyGeK4o6RVmO4MIURkbHVpOchVxrU37wPh2tnq6EhPtG3qty/VN0zTYHAQkpR6lG5bPzwJAQIzhU6pXvQO5fK+tMUVzZI/PifeEXAwy8lUymUheWf1zhmi3zROwXIvxZXoANBujK+8lMOpFqdhiLOfZDPHem9bvunA9+L2/6QOvY9bFzAh6bNQTRS/Q+XpAuNu9uOCZJZFLT8i7cGkv9F+fAzkfdNzs9fXlKVr/4zEiZ3pMIM+b5bSJzPUdIINenzfnZ2jvgJaL5vPSYlSU+y5McE1SN2DEq5NfH/6v/BqW0z5VCXPYHJzJz3VMB+BFtbn8WJjjoxYCSHZYO3EbgGTJkiVLdh9ZCgEc2tIGIFmyZMmS3ZvmkTYAt2EnbgNQdB6zlR6mhfjWM3f/bDm6Ij+2GdzEC1Y9b64c3ZqnzOXPsMAz7ThNCxWS7eKiy+xeT+5X7Vx0wZ42yeC58rgb7JkWyXPq3gs/N4UAxY8yFLEu4QRWRKPXd1XSqugiVdLgAw26/MLJa53x2uMqods7ILIxIurRC51dNJESyhjrPYXblqeKnW6Mk/qmbeDqvqYr8voguHhJcAKi+5qCJzWZQ7r+VeJ3OwupeNtGyDuHU/m5trlqb/TipC+UgsufIYaKaOKS6FYrxHXB0AKlgJVQWLf66zw27SIpbjBBxvSGyRV3rUJbexj7Ne+mxtrfGgQ/d60UXOBK1Nw1lzNnlS57ILqoOxNIgHnfS7GvVzuBXKlku6KNpWcu92dMEhkAyhYWaYh72bmD7Y+/F0+3xkmZDMVUsrgG+EzOuhkbR3S575p+9ExxOj/GddS3cMi2j33NOtPWZ0uzlHmgy12FfRieeGo/zAnDSEAMeXBNAMDpquhrY9TNz3AWw1Q1WbcUtdK3kD0jKbEwwcWulTYZIqLMthIpq8Px9E0a50C/AjhOpouqCFHJs614/WyliOKRRgB8EgK6DTtxG4BkyZIlS3afWPIA3JaduA1A0WWYqfaw2oo77tYgDPOx/Yhm5stMIyPhSOp/246VMr4P1KN34OFmQBE3OpEUdr07KvLRldQm4/SNpDvxN2b4KBpgSuA5UYMlMqd40UxZSF7F0XNzQqxj+7oD3zDUzo375dZ4StByPXZoy6RINycUwGFi4tVWONgULwcLs+jlFC1in1cnkNW0tjntTHnKxhPPEbAwBU7r3MMIV0OtHW/eg2pmsr8iTkME3RdRE6LFoR2L5K1IXFNkS+EYInpN3TuoG7Tmd/Pf5zA1dm/ekxLCVSnUQpIhvQRqV4y51xRvCIlf7J8SI3lsTYiBj0yHedIUNhoRPdE4EJEm+1+TNE4S5R4f3MiPvaQaBGQoT+slTe9qO/Rjz4dxKzFyyqSWtSAUnTJE4wvVeH21HxC9CvQsFcNLRcR8rjov9w5elg0fEP0ZF4WiaOuSksc00rqR7SjzDAAvnwufvbQXnwPTBOcrlsYpokItKxDEtbPVUw9AGLcKZNHDc7kT1oASVJn+Ny2eHhL9SvYd1JogHKTvFomWfH20QNc1myd6SgaZfn8URvoFBM9HwufH107cBiBZsmTJkt1HljwAh7YTuQFwzqNSiIvijwz5l0X2lmi9asdO12Kc9YYh+oGhkxtStvbaeog3nhevABH/jon9aCniGeMWdDIVuDEE0iACGw+SaSGUuQNxfr3aHzi2KCmL7M+UPGWmNzHlT8EAi9wUJ4BXyq4qeqgVR2WIta0t67/em79zbJp2d2WfaV7j5SmITtaziCyIDrsZ48zxRrVc+Cm2VbY5H1jctChIkjFtRZw8VrYY97R4DNifSWIxFPZRIRaiV3odNB01n99iPLZpS2sWQbTomtvIz7UNfZekjAfbz2POot1Db8Wkksc8VBKp4e3uaGxXY8NMLetIfJnIn6JFKpjkbT0tubn82GOdLQDA+dIsgNHytZzjbXtGZSlCw7G1JKVwzvgJRPQ/9NuP5ude/+eeAAD0hlLu2jgPS5YLq4WLat1wrzkrt6yIeH/INEB58w4IXZ2rR4/jpMJAB1H3+qA9dk3Fjcf7ycG5vBvXPov50Nsy4hWxNrSvlPLl+FXad8vS+qZk/a33AgdjpjQa7wfiO8UUT0035HN4YTN6T661+yOyynfekg7A7diJ3AAkS5YsWbL7wBIH4LbsxG0APBwGwwJWJUb/ivkQc70mx6aKYTdMpj+FgQDkMsKnqhbflHMF8xhs9yXOant2svRHZYWLdk20RRMMutYJu25lzbJ0r/ICCCi4p1dhInof2OdZKWo0VWR2QmyMbRCQ7IgOMVGflw4R5fMIC+cAowz/8Pn4O39tiwjRjHkyKLeq158198Anz8V7/9o1Ezox1DHr4vNjvPdGNyAYxvEBYLEQrlM5aDKtGWdVxjiLpJQFGRHB0xOgSJXgSkVyztTD4BhLViNqosdjS+LrV7EKAHjYR0EVInpaPYvjJvKvj0gmh74ulKsjYwWiRDKf+6QYem/keY+KCRUlm4ZIUAvAUISGIk3aL7aqWQPMYiCHoeFGxwoAy4bCibwBoMpnNMGTwfn9B//7k/kx9lqXKAVtKHbk5a2kp4RzNyr6Uxr5PAD86I+GC177NcZd6ca+0tOj62PXRKOWTUBnH1Eut4lwrGdCOruIaH+zF9o6W4qy1lyndKDp8+M9m4LMq/agN+0VGZEZN+S/Oxxft8weqIpLkIJHE0WhjBehnKOpUnGiAFGy42EnbgOQLFmyZMnuI0tpgIe2E7cB6A0LeHqvidP1GGPb6Fp+vvACluthB75s/+9IFsBT+0LBB1CVnH8W/FE+wZA75cK4B2BoCGpDigdNWUGhbYvRN+UpzJbHSxBTRnjRyOCdYTzHzT+R//Yg3mfB2pqVIj3MKCCBfaEWr9e8fBpZvrMmyzsngI2SxH+wbvFAcVtUq0QP8frWgaqgej8iz/9nNZ5n/JnobFSulLFny62XfHXGNRcrsbP0EEwXxxEnGfsqt9rrUh+CXIO4BigBTMQd+sqf/Fy8D+OxZIKTHQ8AD/jTAEbRLovUMP5bHMbywfRMnGvEe7MoDj046qUh23zRnrOGS1eN1a7lgFt2Pe+tDHDqVWwNRHrWvAGzhXGp5E5mssUy56vDkF3hDZtLEgq2h6MLRIvKNHx4J5cK8d28MtgBAKwUAuN/U7g0+5btoFLDa8OArFesFPS2ZHbo2gJG2e05K17O/9mvCJkNBfMiDF3s+0wvPK/5UpwT8hm4Bh6tLOTn6Flh/xYQtQsmlZ5mISFmPyhPY74Sns206IVTJptIfoS5D8pyRw4DMzT2bA47wqPYzNrWV7tfQXUZxrOBMhQ+AToAKQRwWDtxG4BkyZIlS3afWOIA3JaduA1A0XlMlwY56gcigr/ajkikYPHkbjYeU1yqBoT3sb2wu10ox5gnl1ppJEZIXoAhSYnDUzFwWYAnNQeWqtnI59UyASSLhqbJrM+8Ip3wk/FJSS/GlmUvaO4+weEVg15aGpTxvVYW0QxjrjOV6kgfgIgWZwxtzEtlId5Ti+5QB4AAZFqQApnTkxDPrMWxW5KHzVgn479N8T608jLOwvK2OC7bV5b+pLgy9QXoaRjJrbdyvqqCRtTEvHBVTGwbkvI+nGsL0mXhn22Z8+udgHznbc41PrtUDut2rSNtWN+I2vekMBLnhY+5LQuEaFRjtERrm73Q/owgyY/v79n4ReXQMif4PBqqjmhzvT2M/AyWj531c+FzUhhpvRDcP0VrsyAaARVDxR/3z+TH2oXgAWhmLwIArPaivkLZvtqo/AgANQTvwYf84+FzmI3XD8ILSm/Cdha9DzXzPqiGQh3hOSgCpm378Fn1tlTNA8CY+ZmGsO53w/wsm5LjvqyPh6w077o8bxYx4vrTdf60KTGe89FTQsRPT8NIASZ74DtSGIkKi/Qs6DjIQaHuhqodPr0X2qd2ARA8e0fuoD/CEIBz7j8B+CIAq977l9uxBQA/AeAhABcBfIX3ftPOvRnA6wEMAXyj9/4X7PinA/ghAHUAPwfgjd7f/fSF8W++u2DOuQvOuf/pnPuwc+6Dzrk32vEF59wvOec+bj/nn6utZMmSJUuW7A7ZDwH4/APH3gTgvd77FwJ4r/0fzrmXAngNgJfZZ77XuTyX9fsAvAHAC+3fwTbvih2LDQCAAYB/4r1/CYDPBPANNpkTJzpZsmTJkiULOgDZ4f89V+ve/zqAjQOHXw3g7fb72wH8VTn+Tu9913v/JIDHAHyGc+4MgBnv/W8Z6v9h+cxdtWMRAvDeXwVw1X7fdc59GMA5hAl9pV32dgC/CuBbnq2tanmIR1c2cG1TioC0gxutIa55OsHojp+VYkBFI/idr/esf9FldqrG4ipKnApt0KW9KymClBpuyr2fagX331Qp3KciIQAWHqrKsR3zspGAtxq9k3kaH911Iyk+Jbrmx0mDdN8rgYieQSWwTVmsY9vuowQfuovZh4OFg4BRid7L+8HNSGLZvrijH54J477RHi9ERJd2ccRVbXNt7vFFEbOZM7lVLTRTNnlVXk+RE+2Pdv9gLXRNtaJpvXcWCBqaw1MFUlSQCAA2EF3Vg0EgpKmwT9fc4lybTUkLbFn6orrhOU9sYZJY037GcI1+blQmOIwz/GQRmimZw0+dDaloG9047itWIKhmXyW6ntjHigj6rPilkWO7PoYHmj645En4WytERiiLDfVFgWcxOxvGa8eKEJKoC3O87aIMcdM/AgAom7RyQ9zkLNDEJTZdiCFEmj7Tvj17Plsd92IpfN9sDuKLeroS7sU1qSm0S5ZSRxf9uXq8N98xXftcp3Tta2iC60jXJsmbRfZV7s11rsWuGE3btfdOC1ZRfIiSxmoMb7BoFBDSDAdHydL3uN0QwJJz7v3y/7d579/2HJ85ZX+z4L2/6pxbsePnAPy2XHfJjvXt94PH77odiw2AmnPuIQB/GsD7cPOJPviZNyC4V3CuPq7hnSxZsmTJTqjdHglwzXv/ijvUk0n5Dv5Zjt91O1YbAOdcE8BPAvgm7/3OwdKhNzPbsb0NAF46fcpf25zGdE2QhZH6fnd1MT/Wzctghnu0JdVlpRZ27iuNsJMdCFGwb9dda0fyz0aPQjKGxKTba3ZO+GvYtxQ/AmAtRMRVcb0TG2HJXwoCKWJj+hzR/o6IzHAnP3rMUgotLUxJYQS5KtFLghiLquyJzCy9AUu18TQpSspqERNu1IksKjJRLD6jBDYSlHLPREWKqxgae2I3TMqlVkRb+1ZG94ykz5H8x9Q9RVTPdEJq2ulK3Dxu9VjedxzRE1W3RESJCJXofU+EiZpu9J5nC5HKQvLcpt/Pj+0UtgAAp4oPhrH1d3DQqiJbjEFon4Qs9Q4wxY8Sy1eFlEnPhxLAmCqWrx1J1eRvT3X28mPTB8oB7/tIWOyaJnHTx3Q4lksuGZLUtdz0Yf6JMs9kZ8Y+dzY7H/tqX183jOhXl/vs27GGEP0GlrI4Y54GJSD2jKC5aN4v9WbVJhDluJ74XlQmiEgN5I243gvfJS+phTGqMjCfw1yF73A8ySJcSsyl3DJLDC9Vx1Nb1SNBjxDf0zX5Mpqy9MeFqr7zsDGRfByv59parI0KTAHRS6brrz0c4Lb+PB9Pu+6cO2Og9AwAuqouAbgg150HcMWOn59w/K7bceEAwDlXRvjj/2Pe+3fb4es2wTgw0cmSJUuW7H43hgAO++9w9h4Ar7XfXwvgp+T4a5xzVefcwwhkv98xL/auc+4zXUC1XyOfuat2LDwANik/CODD3vvvllOc6O/A6ETf1AoFj2a1h+t7Ec2dmQ7o6mw9orLL7YAWuAaaJdnlGgdgpxt21mdnY8z28vbMyDVATDujQu9mf3xf1SyNI3Nu0rMJ101FsItnrNzuci2ca4lIUD+XpQ0/tXAH08NUVnizS3Gd8H8NbfMyRQ/F3CswzieggNEz+xSNEeQ5WjfY+kOvS+ijppjxai3fumGCO5Tq1XKv5A+0DWU+VIucj4udcExL5j5QC96A9mBcCnihaMI7MneUW10sWzpZLyKwfUNg+vXBwjRPDgNa13TGXYTUt8XBgo1V5HXNW5HJKqj60J8n+usAgIqg/QbGY9NE/oyrq6jNthXu6QzDMX0uV7thfsoSO+9bOuMLpsJ8KRLmumB5ZgC40W+PjHfPRU/GrA/PpChplgXzuK1m8Z06aGvYCp+Tr6fThYDaL/v1/NiO3bPobZ3L9bN+caRfALBRuB76nwWQNi0yxFyTTMHUcs6Ubh5KLJzSxLMmvDPCB7HruK6AKPR0vWWIXlL9lmuhH1vmNdNXh5wVHQffh/VeOPdoM3o+tsjHkReb79SufS/pGuBvupZZrnvdhqtCUfxsLq0tX170MvXEM1YrlCb6v++c+SPVAXDOvQOBh7bknLsE4FsR/h69yzn3egBPA/hyAPDef9A59y4AH0Igtn+D93l1rL+PmAb4P+zfXbdjsQEA8FkAvhrAHzvn/sCO/TPcZKKTJUuWLFkyAEeqA+C9/8qbnPqcm1z/FgBvmXD8/QBefge7dkfsWGwAvPe/gclECeAmE30zG2YFrLfqaIlc6UYr7MQX6zFOTAS/b9dp+eArrcDYXTYuwF4noq7tngnE9GP7W7azPlUNm715KQdMhv9CJe74WYCoZ9yCK52IwChX3JfpYNngq23G48fHzVjqvGjvEm2oSA4RPMH3rsT0GweKpQDRQ8Am5FSencA26V0Ix8Y5BnQQEPm/9b/EGP1Xf3FAyXUpuLLaCx6bljHFfTciT8ZBz1dCG5tSJpbiLJ1MxVNGpWFHEJWh/YpwHyifys99HE/l5x71D+CgEdGdcQHlq5AMZXJZglhlf2ddw8YYY+d1Y6mzj1V5TYmmi7I+VgxBDg5IJwPRy0RUuiOlfGk6F3PF0FfKzE6r+2hSiR1rjsi/7Mfj0Zs+cgZmTIxnYPH3aUQmPksKt6wYzixEnjYLa2DgItLuuNDuWR8I1V2pg0zvg9q8D967hxrhnrrOyTfiaCdJP7MMr/Zn6MMxLbG7mUvoxv6cKo+KCan41MfbWwCAaVe3NoUD4IJHaQlz+bHhAf6YcgboiZgkMcNzKu/cNq/XpVbs63mTmab3R98LegIXJ7zz9AaoaNZ0uYDK3hH6ADyeVzpfssl2bDgAyZIlS5YsWbJPnB0LD8BR2I54ANoW/zzXiDFhyumy1K+W/KUOAOOmu/tx51+zMsI3uvHYp8wGtLdmxzSvn7nWPWmf8sDUA1BUvW756jPl2MaqZQTM2C0VlLHADom9WlhoWB3PtyeK46Ze21rvsGiI5Irbtp7nTjWEnGCIlihf+QH0ylXlGNtYtRj9q/5yjBezLKlyAE4VA4q7MYwIkkZp3y0r6DJdigMnEp4ZyZ8PE9W1c7Ol+PzW+uH5zWbR03N5uAUgFnmZ8rEc67aVcr1QlSI9hqSY80xZ10mmMXHOjhbTIYCfVKL1Mq6FsfnIbt9oh3k8Uwx9VA7HWhbmbs48DXrvZZMVXu9Fbgw9BUXjtVzuxz6ctpLHymGoWDya6Fq9CSyA00J8flXzELDgzSTpZ/Ihnik8nR/bt9j/Mh7Oj61YlgCRv+oAUBtgwUWvEfPZr1nJ5sUJ7Pl1Ky89XY7rY8+ed1GkibdMZ2CnF8bGDAYgsv/74pH4yGATALBk3IQdf6AyFmI54DbinHNe56SwFQsd0cOlpYjp/VEvUKM4mqXDEtpAlG5WjwSLS8XyydHrErkF4dxGN46D7P+acIFmKu6IywHfFpnvvrcTuwFIlixZsmT3gaUNwKHtxG0ABpnDereKqaKyck2Nrxp3vrPGB3hiKyCpjV7c8bcs158/qeYHAGdMHVBj+tvGBzjfCKhjtRN367w39QCAGFdfqoQ+tsU7wPg+SwADEaVfNYEtIc/jCQvEL9VC+wJ68xx85QxcNV7ABUszUO8AycFavpPeifVBuHlB9A8YN6Va3FItfjDXC5C2iEqIULVMLEFC38fn1jIE3LTCK4ojZsrUVwgdnPQdUJdYZ7kwqg5IL8TBftDmEBDdnhV2IYIGgDW/a2OMfV3PgneJKGhe4tcHrSrKeO/+1VAO+Ms/+3p+jKpsNWOR3+hFZbWmIUJlvBNxEk0ry/tsIVxPD4hyByj+pqqIfDa8viqli5/eD/2oiyYCuQvUOtgTZT/GsucRS9+yj9dMoa+iGgGO2RVUO4zPr2FlQIY+Pre2IXNmSXQFOTdt/jdEX4HeACLSrmR9MFuC/R+KdgY1F7Z99CCuF4Kwm7cx9l3ULOCYWoXo+RiaN2DdMhyaPnqPnI3zmULgmSyJ/gG9D4uI80TkT06CKvUVcy5DfM5c83xHvBfvBr0J4pFYMG8UPYHX5V2Zsy8YZgFQMRKYrEbaz45Y8cYjVQO8DTtxG4BkyZIlS3YfWfIAHNoSCTBZsmTJkiW7D+3EeQAqxQwXmvu43oouWJL6WuLmP0gCbBQ19c3ILHZsTtL6OhYWUCGgZQstsPK17ke7GV1y47vUel4MKLqSty1FUHl72+bZJMFvrRNP0vXPMMGWSLeumEt+tS1iLjYUeok1FapjN1Xh2Vw62AqcKLmIhWmu9YKbslmORDkWG9LiQaxjTunSEQKikYnUHX8xC25iSryWfVyuJUu9JGlNyWSna5Teje0z9ZCpSgwhAJHYpG3Qrc7UrFW/nZ+bQ3Dfasri0jCECCjCc6UX3b8k+DE18FQpEsa+4i8F17/ypChIxP5o+lk/E01pMxaAIYHyVC3O4aalMVLYRse4ZeeUQNmygi4UQpqSh5TZ18XaUASWKoHM98F+cImfxnJ+jkWPSvI1w9AFyXA1KeJ00V0O19tzZtEeAJj2IQSgaYMk4g2MnLdZiIV/hnZ9X8ICma2VpgktqQwxwxUdF8IcfQk1kAjqhARYsX4MXbhuM5QsAQCcwwsBAD3E0E3ZBJwoUax2wYU52/NzAID1QgwHNe3Yh/uxlkwFfB9m7d4xzNEYhvtUZV772aggWFUK/wxMRGlW1hhli3cGJlEsxcGYUkx55FP1uHD/cCPM0/mp2NaEGlp31nwiAd6OnbgNQLJkyZIlu48scQAObSduAzD0Dvv9MpZF9Ie22o5EmivtsKutFcd3j5TynTbyjKL9thTuodWNcMhUv92BkJfMizAtUsOUHb5hUsNrvXj9DUv52+xNQu0sxCFpeiwQZP8/LdyzLQM/KrlL1MOd+ZQQ5c42QruKzEkgfHov3EhTBOuGHH0nzKsWGYn3E9lR6/+apSFp6hGR6UYWUVPdkM5mIaSATWdz+bmaEZk6htR2nBCu2gEZ9RH7c8GKsOz3x78sSLrrDcbPkTQ3g4jambKo8zRjaWMU0Hm0HoVoWIxlphw8ByybCgBTJUrJxmMkefE+6nWhbK+OjUJBJFDuCDmRZYopFqSlgunBebavz9VOd+zYrIvv0SXzdJxzpwDEYkhAnDMtdbyFgFYbLszFJUS0WzCE7WyMNSEIkuinz5kpckz500JBWyag0xCy3XZhAwCwZCJBSp67WHgSALCQhXFMCeluw6ScJbsNFSMZekP2DZzOzzGNkXLEQPQekOio0s9PWKVYeglKKv3sx9NJN8zTMbTn3ZS1SfKfegVYCnulHtrdk/VHb46SBlkUi2vnpfNaCCv8ZPqxEoxfNl8eORf6ONb9O2+TVI+SPS9LHIBkyZIlS5bsPrQT5wFwCLF4LeG7YUj7Y3txV89No2XFjcRgH24EhLpnaN+5cdSvJXyJ6Lt2z7J4DKomCrQr12/1WcyDQj2x3Q2T1nzBjB4LnZuzUJwCbQJySnJuS/ogr5uJgCL3IlzeZ7leiQce4AcAsTDIjF03LTH9je5oKVQtQELZ23URCiGiIGrvS0yVyFEL07zr84J4yl//pRAjVSTJlKyrhtymBW2xLb2eXhTK8GosfNHkb7t+3IPRtr5OSX4lPReKjhcrAb1RNnW1E2PP5AW0+vQUiZytxeErssYooLMzDO3XnQhRWWz3VDm6eq70TIbX5m5P5H6XqhYTzvsVnwe9Atelr4tWcGnWvEZX9sdFXFTKWAsDAYA4AHKrS3GiusWtt4YmviQSt6uFEEevZSaPLGl03pDwVTwWG3YvAAB0LVWuIOJIM4by1wqxgCg9SO1cOEjEuUzIhzyCDUHoROY7Imj0QPZoGId5GpQfQHTfEm8FPQanfEiJvO428nOL2ZKNwwSKLO4PxDLI6vlgX7ctlbLrotesb96QC1mUq2axqK2upTeLRHZhggI7OSiLxi9Sp9mU8ZaWjZ7BQmgAcNmoISOeksIRo0yPxAG4DTtxG4BkyZIlS3a/WCIB3o6duA1ALyvgcrueM/KBiNZ1J7s/GN35vrAZd8XMAiCy10JBQ2PNbkucv2AeBu6Gd7Vcb5cZBdofu268LksupztdivdkHH3TgJqy28nwJy9AQvrIJsTp6BUgUlXUTqdJX+L2O/ZyUUxE9FGwUif7nOWA480nicbsm2gMpVubEmdlHJvCJwDwZb8U3CDXTCBFUT7Z1EtWCGbDXcvPUSZXPQAUDKIU7pQI3ExCKPwsRXKK4hahJ4PoGohlhp21vyJM/EvtMBeULx4IumQZYRacASLqo+SuSqmSD9CScsZE/vzcmVpE5TMVK0BkD+5cI/a5M6SYS/Qw0Ktxw9btgjDAOYcVmbuNfrh+xwr4sGwvEAWJ1CPB9UAPzLaw4pey0zaOof0U0R8X2p9CXAMbJou84MPnLheeyM8t+LMAgBZi9kbFMjr41VCFeHVYZtnOZS4+o0YWeATdQsx+2DeGf9+F8auwz64L95zNogBS34Xn+/HCR2388flxLfPYhnjB5rJlazN6DFjOmNkxPZmnOoI3oTRhVVOopyeiP9MFFv4ZL2dMWeueCKF1csQfzl2KU5KLAxXkC2pw1EJAwH1BAnTO/ScAH/Lef9eEc48A+Bfe+9fdarsnbgOQLFmyZMnuE7t/QgBfC8A75/4MgK/x3is7dxnAawGkDQDA9SCFaezn2Vrc5V7rjsb1lblfNeY+8/uvSznghcp4gZZYQjRM52Il7kivWanfTYnNk51PRr4iPMb5NbZGI3rfFxjOXfemLQfNu2d4XzkD5AOsWthwrqq7e/spIgRE9/So9ORlWzRKMMFxR6RVVywXXz0MtSzc/JyxjJUNT9RxqhDZ8yyG05SYKI0oaMdyweuIpAkWhVE+wcbQULjF09/5D2Ohmb/01oAqvSBzItSBIXvNVye678rYnhkGhLaYhX6wyAoQvQ4sIcuSuwCwOQgeDy2ww5h/w9ByZQRR0SMjHihbW1xGKlFcszZymWcBhn44Xj74bN0yL3rjwXxeNi1enczW4pzFpVez3diWyRA3pfDS1iDMAZ/NQyKhSzlaygR3JOY+Zyj/As7mx1gYifH3isg1tyw2X0NE5kTrjLFrrvyeZSfMmn5ASWL6jJMv+hfFtgyt17MwX4q4i8bif9y/Pz9WL8yPnFMr2tcw0X5FriG6f9Q/Kn3t2ufCHM6IJ4NjmpJn1DF0z/dJ+S9E/uqpY/EgFtXSb6K6eTIb9nNGvm/4nbIv3xH6/ZLstu2fA/j/APhV59yXeO9vPNcHnstSFkCyZMmSJbt3LfOH/3dv2a8A+EwACwB+xzn30tttMG0AkiVLlizZvWn+Nv7433sbAHjvPw7gzwJ4AsBvOudedTvtnbgQQD8DrnVKIyS6C1alryjpeQMj0DyxH9xdp6rRbbrbt1rXvamxz3WHRrwRYgzDByT/MVWG/QFG5XhpFI1ZqkVXdde6cbk17jrjetU0vbmquT9Z2U08jFYoECvR44zHd8I96b1W0Y69/rh8L8MCFO/RlK7d3miVMXU972UU+4nXr1THJXppJCZ1JMVsyplYk6WAlcU1StJgKRfGiUZiWclHEhaJh1PmLv2yfxdFY6bMnatV8TjHW/0wjpKIFq1Z/fX9LIaDKFrESn9dIVUtm/Txqkk4Xx1GYhr7f7oUQx908zMssiOplOzjlORaVSzc0LYQzK48BxL9GLrZEUYoK/4pMZBEsdMmGqNhjpKR/4YivMJwyFPt4EJnxT0AuDIIbvilQnTD05Yrdetf7Cvd0M6ka6cwn59j+pwX9/WyEd6Yokl3PAAsFS1tcBiFrUnEo7Ty0z4SR8u2LrrmXp9xkczYtbXJyocAsOf27ecWAODB7MH8HMMPc8UL+bF5c+9fdh8DMBquYFiAEtM33GZ+jumM08W49hdsvDdMglvfMfaxJaRSEv2YHjvt4vOeFGbi2mfFUDV+7zG8qEI//D7T74F6qXLkJEB/D/4hvx3z3m855/4ygO8F8NMAfuSwbZ24DUCyZMmSJbuP7D5UAvTeDwH8XefcRwB852HbOZEbAOdGU9n2B0RIIjxjO9k/Mx920dc6cYc98KOpeFv9+DnugDdEvpcbUIKr1U6892J19JrQDxPhKVFcJ54jsHtqLyK1U5Zu1zZynsrxkmS3buiyMCXkJTfaLyCm5HCX3paUxQealKWNnWUaWXc4vlQoIDOpBjlJc/uCmq52QkcWymFSzk9J0ZquIRFxb7CPKyb5SsEhALgxCPlHi5byt++jME59AtHqgXK4bq0fnveCEPEolDJXFdKgoW4SppQoxzRATeebL9RHrm9KgR2SKkmGc8OIiCk1rKia6XMlu+eOoOQNIw1CZK33Dcmzh0oqZc17Iry+LER6NYYjRXHCz2v7AQkPlTBmSFhFkdayQNSbNUSrdeXzMUp/TlfDPLHIVE/IrvR4LBsRryVEZ6YesqCSGsmV+txJeKsLQY5DedwFAmhZzg3MC8T3b6S4lPV5syfpdiZFvWyEQk2NXMkCsVFFiHYLWwCAGayEsSKOjUWPiNBZHAiIIlL5c0ck+uWyy/LdwjU548bX9/lKWHdKBOX7VhePEknGN+w7ZbaixOJw7PHdcTfetLkFNB042R2zzwbw4YMHvfff45x7H2AVqG7RTuQGIFmyZMmS3Qd2n6QBeu9/7VnO/SaA3zxMuyduA1BwQK3gR1A7d+ejRXrCornSqeCgEYQyVfDiXtztcqlpURkW25m0DnmZFo5pG6AjkFeBopb9rjE58gJ4bKsbP7BYY6GPcXGhM/XQoT1B+exjszxaIhQA1rv0TGg8MPw+WwnXaxogS4kuVMMy0kIzPfO2NGSJrQ/aI+Noi6eB5UUvtmPq17lqiCefqoQ2rrbi4JoWx1z3Ie1Mi7fQE6FCPfQmLJXDdSqkwxLEimkYm2YKX18KxxAdLhSj12HKSgPzPgNB1SzTS6RdlZgtP6cplLwehfESvpSLVcnds7XQj3XjJmipYyJtrtGd3jhPY60l6XaG5Hsmi6zCTCxTq/FuijlR3nm5FGPb0z7Ma0N4I/Qw7FuaIZE6EL1GlOptu3jv1QllkCm5uyzxetp1rAGIHAsAqJmXaCkLKLyqa9NtQ03Fcn7k7QHtf95r4rE9KfULAPUsrjWmBM5nUbSIz/B6IXgfNG11w4oBLeOTQz/Fm0CehhZZYtEn3qc9IgRkBXnE83bW0m7piKmJC4CeroqkAbbtIU0Xxt/TD26G3/m9od8HwzxtML5JyzV39EzzE7oBcM79y1u43Hvv/89bvceJ2wAkS5YsWbL7xJgFcDLtX0045oEJBRzC8bQB8D7E/x9sxF3xQsWKz0iBoBvdsFO+0hmXCZ4um7hOjzK+8Rzj6WcaUmjG1h9Bu67HKZvhRlM5CaPsWs0Q2LWOTAs0p+7PdaPsPzQdHxv7E+O/sd2dvsnAClok0maRnoeaMW7KKRgp6mPtkQvAokPh3uETZIpr7I/SxOopaVrhmG1DoYpEyGtQBMn2CKZXarGv5FHMmNzqjZ6UETY0o6ia9xpMIAzRY3C5FeOyjGWTYa33JpNekTmZ+7zP9X7USCXSJIorCD9lvTeObPuG6MomnKTcioG1MYT2x+bTkOMgG+8XTYtesV1F2mTBMz5elq+IgmG5VbeWH6tYNg2zIP7jF1/Mz/29n30YALDVH9e8joKysX/bPvSjY8VttGQu7z0QJFw1+d5VBNb8ORcR95wJMunc9SzOf61wGQAwKwidBXWGGO/ri/9mkKJuOMnUcKEfuUywfI73nHbRQ8TiVRQm4ucAoGHHnik8E67JHs7PcXY0pk8PwOlaODbJqzNbiNczW2ClGo4pD+T8VFhHI99xB0TIdkV4jJySPStfrVyXyoT0no2uH+GYJLslO0hmKgFoI6QBfuBO3ODEbQCSJUuWLNl9ZCfUA2BM/9xc3L0PD547rJ24DUDBAY1ilhfyAYBL7YAUaoVxtvNcOexo92XXu2XIf9Y8AatyjlK96jGYt2OrndFrgLiD1zXKnH0eWxC5TBaT2ZY4fymP45qssKDwB82zwJz/G21BTblEr7L6R5m6reH4y6NM/HVj7rPwj47jXGOUP6HkX0oJKLv4618ckONb/shyuqWtHYud6zF6Q4Z20/kRln4YMPOYWVQHiJ4JxteByETnVV6AHsuebnVjX8ldYAz2cjt6BxhffbAWUdwN00nwNgAt35r3wTO/vT52blYQ3pbwDQCgLXF4Im1FnB2ToN7Py8lGLwq/M3atDPCeMOvZbtULV8Jy2ImuKbUMxGI9FYmrVyxuT9T7d376ofzclUGIq6sOAPtDnsLTUor4fCUg7NWe8U2kYA7bVw8ANR369jBLgkDPmbfpWjd6hij1vJidCvcpXMrPDXOdiJCBsIqn8nM1i9df8x+Lx4x3ULD3VYsHsbzvyFybh4G8APWs0EM0k4U+12TdUjqZmTMA0DedBHrqlJ/C90DfozPGEWG8Xt9aovO1TvzAaifMBb1emv0wZ3ycBdMl0O9B9ufB6dh/lS0/KrvfdADupJ24DUCyZMmSJbtP7D7JAjgqO3EbAI9QzvdSO+5zmc+v6n0V8wa0jRcwV46LqG4bWLLnH23Gbe6mZRfozpdqeQ2bTS39251Q1IdHGHfblvpCZODPlOMuerWdjXxusyvIyGLURFYlQe+MgdcEGZEVTg0CCZPnscHperyesX86ChqC6DkHvOVaR5CIeRp2ZaK+5fcCktrPLB7qYohrrjyeu9/N+NwyG3c8x/zoGHeM/VqpGyIW9DFviolXjBCh3gQWZarJ2OhhaPvxmDCVBskfAYA1tw4AmEZAhjNSHrZvqLVm2ItKdEDUNmhLVgIRMz0YrWFE9DvDMAmzgqov+3BvInnlVtzoB+S5C6nbyntbiFHLMjctpj9lCG9ZiulQwfBS4bH8GIv0nBLVRRrHu57Fe1Ohj8qSugaor0CvQkW+nphlcLowlx+jV6fpwrGSEBzIfVDP0Kax2Zkr/2D2SH5uyzwdc6a815Bxb9uzPeNeEgdnS6tumQXK62CGSl+8tDOmWsguaux828olswBRRzIemIWi73VepMcx2yV+17Esteo3cK5pl3rRo9S0QmeLldgGCwRtdq10tvSV5aLZr/d8e+SDfP13hNLc6x31QrojVwJMG4DD24nbACRLlixZsmT3ujnnHjlwiIjjnHOGQsS890/c6j3SBiBZsmTJkt2bdrLTAB8DJjpQ/vtNrh8v3vAcduI2AAPvsNErjKQBbhipqCokwJYJ1TBVTtNgDhIE9QnQETdXUUIhU9iysfvsmYtXj62Za43peUr5Yjd2xH1NAh7Jf01JESTBj8Q9le2cBcVpxtP66IpUshBJQpf2xAWZFxmiKE20KWP6XW8NrS/xc8/sh/lXWVra6UpwA2s6Ei+jqx4Arpoq0sPTwU2pLcW0u3B0tRPvzTHVRsSURt38mrK0Z2GKjgiekFxYNeLe01l0dbKozBrW82NMWdsshGOnjWgGAFVzsdesaE9Twjvsq7qvGfqg27cvYRSKrKgs8sowENeGGCUPAlIox6Rrt3x0x++Y+A3JiSNm06nks7lhIKm1fEyfWzApZrqjrw4i+XFojagc7/BAjflt6U/NxzQ7AGgU5OvJhkYSGhBDAFsmKqQpf5SKbrh47/kSC3nZs8oiQZBpgBt2IxUQapgU9WnEcbNvFDJarMQwCkmrPUk75rPMyYwj8svhni1LwVyS8AOloi939/NjLJLFcTyZxYJHMwjvlgoH8Z4Mt5wqxYJNfGdHUkdB+ejQfxbEAqLrf8ZCdl/zf57Jz83bUtFwyErd5WHHI7OTm2b4dUd9gxO3AUiWLFmyZPeHeQB+fN97R80590YAfwdh3/ofvfdvdc4tAPgJAA8BuAjgK7z3m3b9mwG8HmEb/Y3e+184zH2992+//d4/u524DcAwA7Z6wFN7cWhExadqcafYyUi2C8eWKnHH3DHvwJoV/Nnuxx0seWI7coxiP/smNdyUWSUhcFfkeAcHNqyqn8HN7KKkBtIjQXEdFQ6aUi1fjBb++dbPCiGh73pfDCWR4EiRI1EAzQmLM3JvIniiGpUFJXKmrO6+lPLNRXJkrCS/TXAK5AjkiqgW1XOiYjhXnIAkWLhothLngWRETWckOYqHroo4TWOMUBhTn6aNAPWgW8rP7Q0C6t0ROdgcfebDjgNnESAW7Zl1IuRkD5zCKkAkOG4T2cqEMc1QiX5lQ/nrRu7ScewORhF3VbRFZgy9lyaItRJBZpIiSGS47JfGrieKpQcEAE6Z5K4S/ThPu5YiNy/lg7eGof9F609RPsdS0opUNwyZUrRJ55xt3PDb8d72fi6ZoA8JiQAwa6WEWbyqKHMyW2QZ6zivXN/0uihKnrKXajWLKZQzWSALcs1oaiTllhuWesniPUCcr31ZawObayLtvovXk7Q6lBRKemC4dnQOOXclKZRGaexde0fUE0OvwL6tV5V55vupf1QG2RED9CPOAnDOvRzhj/9nAOgB+Hnn3M/asfd677/DOfcmAG8C8C3OuZcCeA2AlwE4C+CXnXMvulN5+3faTtwGIFmyZMmSJbtD9hIAv+19iFU5534NwJcCeDWAV9o1bwfwqwC+xY6/03vfBfCkc+4xhM3Db93qjZ1zf+lWrvfe/8qt3uNYbQCcc0UA7wdw2Xv/Rc/mZrmZlQseZ+seXuKBFKjZ6InQi4181gSDLrXjVDRLYUfJcPRI7Nk2m/MTxH4oBKQb0klywlsGFoimW4Kql2vjaIz3Z/afcgDYLkPg2ta/+e2A/AUcY9PuzRLE6q2Yr4xyE4A43r6hHy0VXDpQBpiCI0BE2hrnJyJnPH6lHifl8b0weXPlOLE8z3S+FdHPWadoj7X/zJ5IP1txousiMsOYOd2FdRFboVSqxru7hoy6fUNIggjzOKiUIF6pVa2v4QZnGnFiN3NRp3BMhVWIKssS098ZjKZtqeQwxXGe6G7lxygqw3TDpzrxAVLsh+JDKiBEb4CiXT7LssXANaZPxHx9GJEt0eXFwpMAgFPZ+fwc7+UkJnzZeBNE90+76/m5U/6B0GeLx1eH0dPQtHWxPYhAqpw/0zD+ofiCibSriM/0oPfh0UrkHJD/smD9GilsRcnrCUgzFytSLo2h46LwCG4YaZuCQ9ey+IxmELwg9DR8PIsCRTUTdZoTXgDlqTd94AU0ffSibLoNG6tIidszWjGRIy2pzGc/NeF94LrTmH7FrqdnbEa+XPiuq+ftEyIFfHsegCXn3Pvl/2/z3r9N/v8nAN7inFtEkOH9AoS/Uae891cBwHt/1Tm3YtefA/Db8vlLduww9suIK+tmRApv5zxOAAnwjQg1j1kq602Y4Ga5W51LlixZsmTHy26TA7DmvX/FTdv2/sPOuX8D4JcA7AH4Q4zU4hyzSX+ob2eHsgvgJ+3f/nNce8t2bDYAzrnzAL4QwFsA/GM7fDM3y00tg8P+0I2gXsbQVfW2aBv3jT7L3MbndqoadumX2oaQ5JFyczsrwkHkCFD+Vu9NZD5JCpgVi5X5TpS7LqI35Bjw3m1ZfhQJ4k5cswDoDdiVe/NOAxuUkOfzMYlGDm50wnUsgKOMXqIkstr3BZ0RhWthIWYN8KfWwTltCLotyOuqZRfUra+XZfl38gJExmWQ+CzLmeoxiqswnvlUbyuO20rgahyeZYPZxg0RT3l4KvR1RPqYjH3rvnpKti2WSga+xuGJIDUenbO2C+Ov56q/Ee4nyPbg18t/+Iy4eL7s/YEh3rF7d1ycRKJ19QBUDF2yr8tFKVpj8d6ZYfR8kCvAoq8ae6ap9+S0Xw7t23dZ3cWyuET+yz4g1b60Rb6JCuJwnnoWh1fv0cCu18wAls2l9O7T7ZiBwD5SAEmFosjtudIbl3euTvgKJS9go3AjP9YwYagC5Yslbp9nkwxDlkENcS10XOjjpmR4PFAInpHMVLzKAvyKtraYnQEAbZOIzpwf6zOzN3Zl7bP/XJt9ESaqZKFv9L6ozHjT3mul6pxpHHEWwCdACdB7/4MAfhAAnHP/GgHVX3fOnTH0fwbAql1+CcAF+fh5AFcOeevPBvA1AL4MwJcD+G8A3n4YV//N7MhLNd+CvRXAN2M002zEzQJgZcLnkiVLlixZsiMxuvedcw8A+GsA3gHgPQBea5e8FsBP2e/vAfAa51zVOfcwgBcC+J3D3Nd7/2ve+9cDOA3g7yH8/fsF59zTzrn/n3MqTXk4OxYeAOfcFwFY9d7/nnPulYf4/BsAvAEAZkuz6A4PMOvt50NTUh62QJnccf/RtnkFKBd8WrIHLrXDnulaR5jWtpknu/bqVmxzyeLY2h+G8JmnrsWD6sXR/HZgVHYYAGbk+n3LLiBg0c1w1XbeWvDnbMPi8NamZg2QI9EWEMfiQtPmYdiRDywZAYHHNI7I/qgUMruxPCGbgVdp/zkFaybLqzngLIE6tBz2L30g7mV/9MmAgFkcBwDqhoyuDgMibgiCpmRrSxBn2XK4J6Hxp/dD+9Mikcq8boY7NaZPTYE185BobHixEBAVJX6BGDtvFqZtjHFSqDfQQsz9XhU9AgD4svfHffKslUum3K+ifbLmSy4eO4j8VZZ2bTguJ8z5WbZCQU7a59i6QoAmE5159vNSkpdlkHdMtnhGkHAvG/cA5LF542tUJO+engkveIJzQL7Gejei8DJ5HVZwa0vcU1rm+qDRc6B598yWmMqid4NInpoQcz6eI3eDsf0LhSir3M0CkldJajq2zpfmQpuy1gr2DqvcNIsm7Vup4HXjCQDAGcNULCUdroP11cpqy3vE4kRNyzypyHtBb5l6Wm90/AgP6EjsiNMAAfykcQD6AL7Be7/pnPsOAO9yzr0ewNMICB3e+w86594F4EMIoYJvuN0MAO99B8CPA/hx8zb8TQTPwDc7577Pe/8PDtv2sdgAAPgsAF/inPsCADUAM865H8XN3SwjZqSNtwHAudq5E6sKkSxZsmTJxLw/8mqA3vv/fcKxdQCfc5Pr34IQyj4KW0cgxF9ESDWcv53GjkUIwHv/Zu/9ee/9Qwg5lL/ivf8q3NzNkixZsmTJkgUPwGH/3SPmnPss59z3A7iKwIfbQ+DMffXttHtcPAA3s4lulmczh+Bif7ARXXKUAlZXei6wMRyfArr+Kd/bEjc2N5u66VwzJh29k3WpKse0MHWLUdr3envUjQ0Am93xdDt+lpX1TtXHsz04NtUFYlGu843Yn2kj+jWsTQ1NrEpYg3ZuKjRIz39fxnatRbGY8P85IU5RflgrkTWsMtvjO2Hcmh3EOdOUt4obJfhd7kQXNCVxd00e+W/9s9jWO98Q3J+UvwUm1ZOPIYCaCfMslaKcKyu08XNKKKS7tCOlFA+KG+2IC5mfpUtbx0j3eG8Cee7aIKTbqbhOZtcNR6ReQ3/KLpDz1PXMcAPFXdSlv45Aapvx0dXO0MjGMArP0OjuXi7F61mLniI+SjBby0L7ZTnG+aQQzm4WQx97bpRktyX07mcQsn9PD87mxyiJy/Q5yvIC0fVfExlihjpY6TGbQM4mCVXDWdNGbnsIMW1wndUMjRg5EPIq5+DhWrz+yU5MnQSi2x8ALlRmra1wn6vtSDglKXF7GI+dmwrHdu2l3OjGtlj9UMe2Y2uZoaUlkXJmqIqufQC44YLsNQmjD2UP5+dIEmX7Svzl95+GL6tFlxMNj8xOqM/XOfcChD/wX4WQCv/rAP4pgP/ivR9npB7Cjt0GwHv/qwhs/2d1syRLlixZsmQn2D4GYAfAuwH8bQBP2fEV0R3ILVUDBFB0HnPlbETYh6ZiPB0jzzH9rzuBpsGNbLUYt5gE30qe446XAj16H7ax2YttMHXvP//xpwAA/s6n/HF+brFGMpIibatf3hwnFBJpO+u/ejmIPLWvp6oBLVzvhvm51BKSnl03acPOlEIV+SA5iiNTiVEi+jP1iMCYMrRoE6SywuRZTUuhnPxOhsZ2xRNzMG3rr/ydSJKik+JcPaarEVVNGwpXkhSFUbykV7JIDT0GK5iV6wNaOlWJ7TONikSrisj9Fj3TRIvWZ0HEXGPDOG5KvU5bwZXZfkTc7NfVwlP5sYabAwAsGRFPU99IfiQ6ninF51EdhN+vuXFqDdMM54WsxmI1Tw+iFteiyerynkqGY7ojESUAnPWhSNJ6FsbRF2GijnkAWHzHO0HVJrq06eK9Z10oREM0yrUAAENbzJpKSLJg04Wx9YWbxRRCFsdhQaZgFBqK63XWng0VmRuluBZYVEqLS7EAD5vYFtJn3+5FgamHm7GtTftiergsokX2HjE1UmWhibYv9bbzY/S2ZBTNKjydn3swexBATJEEYiphw4oz6bkpe29ImtwV+W9+H4wSNX1O/DwS8zhyDsBdthkAX4sYCn82u+eFgJIlS5YsWbLnb/dQLP8W7euO+gYnbgPQ9w7XOoUROVvK3u5LQR6K8VAaV7UqeI5tMAaottGNu87zFicn+t4WtE/RG22DyODvfuofj1wDRFS8VIvHPmOJYh0YuQ8AzFlnKVO6IIV8mJ6oY/vobpiM4bNsmvXclo3ldN2QxX48SQTCgkTkNmgbWtSIaX/kRWjRGsr9ThJdoshRZxjj9kRjRH8a8+RvGoevG+ouWarYSClYQ7YNiRczbr1dCClTu1nkB6wXAqKt9aPCZ9V4ARRlUVnamiFTpvo58TYNrbeKRslJuNYbF/5iTP9U9kB+jAI6lQkAgOPmvdtSsjmP6Utxn1y+dwI/mPwARdWUo2WJZDXnQxuLEnNmfzZMTnijcC0/1/RzoQ82nrksEpwHNmmnvKTIkQ9hCFrLIZMj0nKRNzJjYjz0omgq6GqPHh+WA47jp/Txg5W5/Nh0mWVxw33Ua8b3f1de1IN8lmY5enX2+qOcmFFxndHvFgB4ci/MD+WOH6nGfq12gzeL4lZA5GnQXuhjcTBNlc3vafPE9aQenMpwdI3VpWATLUpfB2/fUXMAjroa4N2yVA0wWbJkyZIlu5l5nGQPwJHbidwADP0oimVMuKvHbIM/YxtYld4lCuXPbdkks8aLts86NP0JksNb3XFEX7MO0ROgUpkPTYVjsonOSwqT1a+MdF/hGE0ApCQStL3xnfd1Q+EvtpB2XlQHAMH9ZifenOh70+anKhD9JfNhMvZt/OpU4JBU7Gd/MConrOMeGIqrShoDzxIZPdCMaIPiQ3u55GtE791svDwxUQhjl1Uflz49AIrCGTtfspK2KnFbthK5Ot5nhhv2ueApGGFhm4BO3RBnYUJGwaZIsVKMhwx2RbZsVxH3aQSE3ZFYLY1rhZyEa4giMJ1CQO8qxrPjQux43pD2uhWxAaJE77SLyHm6HNDiY/3AIzglacnMbNDYPJ8Ji9UURRZ5xTwRDUOVNVkL24MQF58uxeuJbIs2tpLMax6Hlvd6zYVsirLNa0eK3BzMCNhz8YOPFsMaaAvjnR4AimzRgwXEd0SLXVEMpzdBprpsa4C8mT1pixyApnBjWF56bxDQvmajsKDVpPLSVRPvUS4DywBrNgbXSsfEh1ZMvhkAqnYuz4TJxslTU88inJTseNmJ3AAkS5YsWbKTbx4nNwTwibATtwHoZx7X236kIM+exf41jkbiKIHCtISy+PtHTNJ3IDvmgjG5NbZNULxQMZatMus9+xDbP1MfRcDK0qcGgYbNrnXCYObKRA/xA+vdcI5xxwtT8YMX6E0Q9jylgOnxWOvEsZ2xc7qDv2S6oEuWnSAgKJ9P9kYXEzkSl1sRWbAXjHvv9OInWD5X9Q8YCyXyYoEhANixuClj2jd8ZD2zdKoiT6IgWk/4AeeKAbX2sglIm2WBBRHuGpK8IqBxyrILWH63Isg2O+Cj1JjsruVfr7uY68/CMf/spWHOv/VDcfGQNV/20ePRsjjupEI8+8PwWRZBmh9GVv9SKSDbNSkPu+QCr2HVh7i3FpXZs7E1feRDbPVHkfPH3GP571OYAwC0h00ctCnzlJSzmNfPOT9vee7KESnaO8XCSoAiW/PqyPUsOU2NAABYKoSxtWzNrNTFm2CPhPH4H3vtk/m51/xQ8ExURHKX7XONuglF4LQQFq/jO78vugFbVh66adLSG33JEAC9WXHtM2NhYOc2B+PlfdWj0bA3k5kquv7o9apJLH/dnv28M60GH/kys4Uwn/Sy1eW9or4Cs1cAwKOA7IizAFII4PB24jYAyZIlS5bs/rGj3F+cdDtxG4BKweHBphvJAiAwKMtoyQuYKnEnH3fwRAML1fFYFmN+mms9a2Bs3WLuKxEg5R6A3oRdKr0PmsZ62YoNqdgfz6926ckY9z4Q/axGMJAfW5LKsVdtM8+YpSIRIqqRcozG7GfBostSD+aq6RMwdrkj2Q95+WApNMO4LFG7KrdlrfDZUXVA6h6Ezym3gqiHyKuq5XHNNNa5buV8+dw0H566BFvykG70wkQxG2AgIgGnfaj22ZOYOxFXya5XBEaPBPOpde0QeZ3D6fzYVcvL/8aPhII/84gxesbOR1neFid243Og8x/+L4jNkCbV49QWfMhb10JB5Yw6BhHhUQGQcfVZ6SuzANTILJ831UUtmrRYJXoNdr0VPRp8lurJOViYpi7FmYjyZ+SlZxtTjHHLgprO+Qah/a/9kciUp/ripLK2rQnKgYzJq2bGrnkW+OynhN/AOWCfdX7z8sET/NwrheDNedrHTIrzCDoLZxvxmd7ohHXXIzdGmP8zLjyHPR+9DmXzXrV8uE6LV13MrBy1qWz2VQfAFCWlbhG2+h69k52nf1fMOVcA8HIAj3nvx6t0PU9LbI1kyZIlS3bPms8O/+8etmkAvw/g02+nkRPnAUiWLFmyZPeJnWAOgHPu25/ldBWBVvW3nXOfB8B777/1Vu9xIjcADsB89PDCavWMpMix8M0Vc56cjR7V3HlLIt6MEAT75oZX92HnQN2UZ4TI9vC0pdmIW4wkQ3rGpuQplAvjIQmmBFKuuDohPMCQxoyMmy1oWIDkyB7TIIUtSUXRlhC7yJW72iKhMJ6jXCrHNiOpSnSXLtbGU/foBu1J/Xa6Z+cqcTIoGMTn0JBCRDNG7solaLP4uY5nkaLY1+VKbaTP6lJliqN6KilpS2Kdkvq0OA9tNrO0ucJ1AEBJSYDZHIDoWt0Wj92e27VzKkJEktdg7H6NLIQTVF41nwMbtxLfZq2+/f/9FYGc97p3PJqfI7lSJZwZpmGqooYy6JpWgipd+dPZeBGa/dyFHJ8zJZj5vBvig9yx58302CWJg/EyFZlhgSNK6V5rR9c2CXW6Zlat+FbFFrqS9Mixo6x3VUINey2JJ5qxaNByzYSWJHxEst20hCT4jDju9W78QmCYZj8Lx0bJq+HcUL5TmFJI2ekXlM6OXa9rn2ETChppCikLZmlq57Y3sqcdU+nqpolxXXbXcdBIUB0KQbWLwcSiS3fS7nEk/2z2LxD+HN1MSckjVgP0AG55A5BCAMmSJUuW7J417w//75jbLwK4DuArvfcF/QdgAWFj8Eo7dst1AIAT6AEY+iDvW56wtVEBFmpnzFZITIvX0WNAhKCku6HtvlkCGABmDGVR7EfLATP9T9MSmYJHAp+SBlct3WlZjrG5JavhW3Zx5T7dMqlQO6RFjQhKzjXi9Zf23UhfNTVyxxppSDrVJWNTMhXydD0umS0DEnyRlKRHlKKpXDSioLoQp/q5N2E4dqxhCGS1PY7EOPfXOuPn9P3e6IfOrlQDgtnuxetJ2lJ5YJKjiM66IhLksiiMQmMJ2L6J5bSktO1uYSu0ZcjoBmKK2Wm8CADQFslaFr75z58c0s9e/0dRvKdVsBK+2VR+jKh6qVoeG/cZg9j/6qfDfR6QjLzNLmVm4yc4/1OGXvU94lrRV4trnUTNj+zv5OdYAEctJ0uS2Cnrj94HeqK0mA6LZA2FWFi0R5jZd9+kL3RdflwrW/bslYxJMh/JgOrhW66NC+j8289+BgDwT37tQQCj63zYH+8IP8ufKgREj8Q5Ky61JWuT7eq4+bzOVIPbck/emXJ5nDC7ZWt/z4VnU5PyzzVLD2XpZgA4Xwqpn/SSMZUUAHbMO7CCsDaZGgoAZ0uBlHhjENdyHwP4k1qv94jNe//5zrmvBPBW59zrAXy99555tndkUpMHIFmyZMmS3ZvmAWTu8P+OuXnv3wHgJQAuAvgj59y3OTch3eeQduI8AJn36Az9yA6bYF1Dedw+dQ1lVCVlh6iHn9O4404/NHKuEeN0LN3L9hfl8UyXmTYYbdhmnDX8f0q4CZknxyBeT1RPXkBHkAv5A4zVC2jKU/fIdwBiyiLTJFmaGJA5kc4yZk6xFZ2L+eooWlIPCwV9ntqN8UamSrEU6mkpoXrOZH4VeTFmS9RUkbKnLNu62jF0I2lMROO6BoqgAEv43F4W+/XpCwEW/85GRDNMgWJsVNEieQGK8vuGqnasXG1BnjiFgLqG8ucQiwhx0k9np/JDe1bk5Q1/tGvjie6gvvVLU/fmcg8Un0dsnl4dcjK25PkRcavXhTwOnlNVV2aMqoeLz5cljM9Xoovhh77hIgDgNf8uFi5ijJqCPo3ieJpeTBeNa2HN5Kn3xWVVPJCW1xN3Asd7cS+uC65Pytiq8BPXBb1+NeWb2BfCx3ajh+ibfjWMacfGoWWvGTPX0PSayUEvFOvWZhw3i4HR47Eogld8j7Q88bLxalhsSGWCWQBL4+4sTPWvXxS4Av/+Y/F5kyvQlDXGeWVhq77c+5HajI3bBKZ8/B68NNiytuJ7vVCso3yEONPjRHMAAADe+y0Ab3DO/TCA7wfwtwD8H7gDXoATtwFIlixZsmT3izl4f/yR/J0w7/1vOOf+FIA3AfjBO9HmidsAlAoOi1U3InFLhK7HGPflrvuRGWGR2wb5AZPVvdaOC4wyl6WCIoTws2lNPDIVXQ2DCYtzYPG8pywev9Ub91aoNHHTPAS9bNw7sG6Su0RnytCmN2FxghDQujWiIGre0guui6vkjHk6GOIU3aA8Jsw45VOCthg7V/nejW5o93Q1IASNU37nvw9I8hv+fhw4+7Nun6tLnHXT4qSMYc67iDpoU8LC3jWktj4wdP1IjIP+xMVw75/5yiio8qXvCCidvIC+iP7MIcS2M4EeZ4ohbprZutoW5n4u3pMFsR8vUs6zfjock838kgvHeuZVYIxfTbkYnEeVUT54zpJLRsRs6OmiBwGIwk/83CSIoV6jThaew6QMga/+9yE+XtP4uCHOC1NhUarHhx4leil0fRD5a//zktB2nd57wcSdtvck/cauI7of9uMHzpsHivdW7oD2kfZUN3hnyHO4JJLXFGZilgIAnClPjfRLPWld827wO0kzVObs+2ZZsmnYNQonTRIZ03nqW/s/fTn051RNOESd4MXSTA2KYPE9Vc/e452t0GeTxlZJar4XW4hlrGtZ6WgZAP7kewDUvPcDAP9f59zbATwC4A9up70TtwFIlixZsmTJTrJ5758B8MzttnPiNgCDzGO960fib9dMsnYS2m1bqV0twZnH5MZrq+RoRtEGy/USNWz14256uTqwY3GqibyIzPU+7MWa5O4zU4H5/wpIyA+YsT7vyDg4Ji1nvGzs/0rDEJLI9zL+WZfALzMCiC4noTLOhcYdiQwHkp3C4iv8nCL61/0dY9Fn49v5aYtxak73AKNoSf0sK8bavt6JA2fuPfv4n5+IiI0SvV/xzhirXq6Evn68FxBS34nsryFzLfJzebg5ct2KFLkpGbracwEZNYSFfbVwFQBwOotSwJTfnauQFxHv07BnsyOxcMbVqyx5LCFX/k7Ursjwcqtv94lrc7M3ylm5JpkXvHdL3EBE/oxDq6ZAtTgh9msfpQdKS+YeRP4qIct4fUeOFQ+UeN4ZyEI3T9eFhvAn7LNE9DPi+YhcmtCmZpysmLfl4an43Fiml+tJJZc3PZ+zoHZ6afrsg5YWLlp/wvVXxJvA2P+CzOW0veub5v1rlsc9iJpJQE0EetJUfpmchMvDrfwY9SpWu+FLiBoaALBrBbxYQnvBxUyPHiWphQOw5Vv5u3pUdj95AO60nbgNQLJkyZIluz/MAyeaA+CcuwDgrwPoA3in937NOfcAAg/gBQAeA/Ddkh54S5Y2AMmSJUuW7N40D/h7IJ3vMOacewmA3wLAGt5vcs59DoBfBtBE+OP/1QD+hnPuT3vvn77Ve5y4DUDBOTRKbkR4Z9N+qlgH3YB0iau8Lt3qJNeI5zkX3BHOIDaNxLdYMfep3HvDXGbTJUlfMtfletcETKT/TOfT/tAlSle+pmYtVEeFjJS8RDelk3hFw1LxKOk7Mk/d0ep+AHCjM0qKWq7HDziQMBbami2Jy9PuqWlbTFHK08/ElTxJIIVSqpfbwZ+rZLilcnBLsqLdUNyMH2sHd/+0EANZ0czZbFPqFwDOVwLpjoIpQHS7ny0EYZ8r2WZ+btWtAQAqPrpGl10gAVIopS5SwKzAVzTy546QpKay8G7vi6BK1yRhT5XCvVXghhXm1JXP58V1ouGsPDyTEwXHqz+qEJCzaVkzqVoViFnJwjxp2hlDYiSKqShNxdbHtMQkSPS7YQt2XchwFNmiK7+P2NaipYzqO8wpuGJa3MuV+LzZlq6/fJ2a618jFKxsyWs0xHdjgsgUr6PrX8NBS4WQCjlSwc9krzk/Kiq02glruF4c/zpm6ENJgzfaRvy1Ns5NxbVGgaUzkqbMcAZTWSkBDQAtW2usLKjHSLDVFESm2K5aCux2FuecgVeVri76Ul5NMdkt278CcAnAXwOwAeA/AHgPgGsAPtd7v+2cOwXgVxE8Al9/qzc4cRuAZMmSJUt2/9g9IOl7WPvzAN7kvf8YADjn3gTgowjSwNsA4L2/7px7K4BvOswNTtwGIPMe+32PluzgDyIkIJLmCE7UicTLJqVXEYCsR55OjsYoGaxpT/zt8oTa6Afb1HspMXDeUD49E0pmXKjyc9YvIQ8SIegb0h6M9mPEm2BCMqOpVuEnPQXqMSAZiWXbu4JSehPIfDOW0nStFxDw2UokEBFl7A0i2a5lhCwSzXaHEaHvWfNMn6u7iHj2DYU3CnF5rxqCr3orcCJEpUu9kNJF+V8gojcitWlEAtiGkQZL8vpQiGjKCvnU5N7rWfBIUEBoDlEsh56I+ULsD2WHNbWMtmXTQ6EiIBK5toZh3CzQA0Sy2WI19GtKHjiFZL7pk3bzY2/9SED5DfMOPFyai+Pohf6cr8S5bg2YimcCOgKrJ3GziPwXcmnfeK6TE035vONJrsn2BK/RA/XwbKryItGr0ZZ3lyRGfm67I6l4GT1d4+5komotFkWPh8rk5uPw4SFVXFwDbLabhfFv+OgFmjciXS6HLaJW/DLq9ySlsEY5axPDEh1zzr4SKPlMnukG1N4S2emuC2umKt6szBiLLSvwNCMonyl+Z7IzAKJoFQAMzX00ny3mxy66D2IAIWcegZ1gDsAyAHXrX7SfTxy47qMALhzmBiduA5AsWbJkye4fO6kcAITotRYeGQL4PQA7B66bAQ63yzpxGwCPIFAzLakxpr0xgpxZwpb7ZC2KQyBB9DBS6CMj0hkXAmL7WpCnYTOscr9D27GSY1AQZEG035M2dqyvFBpSJMKCPFu98X4xJUvFeL7+xQEJv/uZhZHPhz6OtgUA/+4bwwb0731P2GBOSTz38r7JuRqympLiPgaC8O7v3s6Pfd43BZTRcAHNbPUj2qd86r6s451hQBdtF36ewkJ+7oqVI13x4f1gCVMAmHcBYVN+FQA6hYBcGKuti4AJY6N9KfjzlAuiQBTtKcqr0jcRFP4EgKbF8tsWy69kESVXjQ+QMR1Q4v0c246PKPz3vicgrz//TeH/dUQlJwq2jEgTMx5tPAdNh1u0FK61bjj2cDm2RW/A//Xh6fyYzws1mSiPpJMtVsJnNW7P5UZugvJH+N6M+Jxs/ezYGlMBJKYXbthzny7EvrKY01xZnxvHz/GMp8Npf/g+9/J0wDgOShlfROB3nEZEsZwT9erQQ0Seir6TfYuxV118H5hqSdll8ikAYDsL64EphUtF8TbZXFC+GIjy1wtW/KkiX2xXrSSypuRyXa8VVsPYJOW0a2urJ0JXmaWyshz1DbeVnytaWu+mFRbadbFQVX6NeD6msYx14cPcabtHqvod1j4E4M8CeDcAeO8zAH9mwnWfAuDxw9zgxG0AkiVLlixZshNg/wYQ1HNz+zQA7zrMDU7cBiDzgencE7dQpU+mvEiwVljcJmwfTwm7nR4DxvSVscsWRL8EVBs1NdERBj8R0qRN6pwVCtIMgY7dc2+gCM/Z9ZmNI5670qbHILSlKOil8xU7F+/5E0+F9US1X42Rkuy82olo4Ku/87yNw1jVwiAm0uxlYRkxbgxEhPTl/2QuP1Y2lFE8UJRFbdtFtj2L4BBpf9x9ND83sDhp0WL/cz6ymHNEL0x/xizJyFfkSbSkrPNlK/m7WrhubYoQSxbY+TcKUYhrWAhjG9o9T2Xn83M9a5cs6e1CRE0rVgRI+RBf/c3h56dMWey2FT0GRHMqrkLOQMXmU58D0esDE6R3GVdXrxFFYnhEPQ3M3qC0NgB8dMcyLkz2VjMEqLOjHJr9vICNyWG3o5eG5W1PuYiAaRtWfEbR7uVO+OzZWohRXxTZX45DvQ/0SPBzGqPv+dB+0/gZmlVSGGEIWfvG/h88C/zULIAPt9et/dBXzWghs57eLxXl4bq7OhzngxR6lkEiha3oIcomfOPU/NTYuYGtzZ6Layz3kllfO4jPaMtKWxcN1S9IESuWveZ9gMC5eeZI/8yc3FoA3vtffJ7X/bXD3iOVA06WLFmyZPesZZk79L/nY865f+Sc+6Bz7k+cc+9wztWccwvOuV9yzn3cfs7L9W92zj3mnPuoc+5VRzbwO2AnzgNAU6TA/e6MxK/J4iWynbSPJ5guCTOYNViUvfzAFPNyw/8Vvcf4vcTm7bozNSsTO2EhjlY6tRivkQU6cj15BIxr7kj8nvHPhRhKzbEMOQ/UEdC2HpU46yVLLyhYh1TqlbHsfsZYZGQLE2WQ9QwAM6XQLpnTVwY7Y9cPC1pIKXx235QcMh/P1VxAPx3s2bkYUyUjvyzLe9uFGPujpYDsle193QauJXYfG14JY8N4vJ8IqSixTSJ/aiN0XGRHn0L4buhY/zUGS8S2LXyIqiF58i0emooM7WvtcN0I38IeCWPa25JJ8WgzfhYATk1pSeXwc36kjHP4edV+Ue/X9Q5RYmzzTK0+cp1ef2l/XGqY63rHYuGasXBQipolZ/U+692IdonS+SxH5oReHeH2PNEOa4AaDcr5OF8LqHVSnj69Gq97NK6BH3qiOtL+/iD2dd0F3ktTkDDlda+ZR4mcEWBUZhoY1RQYmtes4WPmSMm4HtRoUDleykj/qcX4Dv/U2iUAQMdy9yd5NJZ85Dy0bM1TO6MsHJQz2YMAgD17n4j61Yoi/z3AYMTbdsftiDkAzrlzAL4RwEu9923n3LsAvAbASwG813v/HZae9yYA3+Kce6mdfxmAswB+2Tn3Iu9lsd16H14J4ByAD3vvP3CTPr7ee//tt9p28gAkS5YsWbJ70igFfNh/z9NKAOrOuRKABoArAF4N4O12/u0A/qr9/moEyd6u9/5JBLW+zzjM2JxzTefcbwJ4L4AfAfC7zrmfd86dPXDpeQDfeph7nEgPgPfAnmz9meOrRTAYK58xLoAiBRpTmiedUw8AAdRefzRfH4goSyrsYtY25x/aCTvlpjwFNnu2Fht5pl20e4afBRdvTr4COQ3aL6It1RRgP2J2Qjz3+E4YaGlEZc6U24x5rPnLsxarZZxZ2ecssMO8eAC4MQixxF/56YA2XvXFsWNkFWt50bLlg5eZny/vK+PpNYv9s9AOAMyZN0BjnURjF/vBmzAjef3NQrjn5kDU+AoBwVcsDkpPAADsGyvayf6Z15W9uFt4veXs71vOtJYDXsVTAIBT/uE4NluvU8MVAEBdcutfZItH1xgfV9/U5qoSX27ZgmBRJwVLjM33RtYrvUzhoJZULg7HOTGVPD/fj/QFiBwPod7ka2tg91E0Sl4A21AuA3P8XzQbPQbrHXJcLG9dCuxU7V3fE2S+XGrYmFh8Rzx1vVGVQB0HFTW/+8PxOQwtXs/sFarnAUBmz7ck62PDvAJct4r6iZh5rCprqOPsOYjXhfyPss3dvmhCMJvhp9fW8mNcry0f1v6iX5G2Qvv0kAHAjHkbqE6pTP8McwAAB6pbxvVRsyJXu4XI41nMVuAmeBzuFfPeX3bOfRdCPn4bwC9673/ROXfKe3/VrrnqnOOkngPw29LEJTt2GPtnAF4C4GsB/C6AVwL4NgDvc869ynv/oUO2m1vyACRLlixZsnvWbtMDsOSce7/8e4O2bbH9VwN4GMGlP+Wc+6pn6c6k3c5hgxR/DcC3eu9/xHv/Ee/99yMw/q8D+HXn3KSUwFuyE+kBSJYsWbJk94dlt5cFsOa9f8WznP9cAE96728AgHPu3QgSvdedc2cM/Z8BsGrXX8KoKt95hJDBYewBAL+vB8wj8RcB/DSA9zrnvgQQOcZbtGOzAXDOzQH4AQAvR9gxvQ5B4vAnADyEIIP4Fd77zcktBBt4j41+D+fq0Y1WNRdbTYh49GLSZV6L3sY8da/8LP6RR5saYqAUcPj/nrj7KRKkErr5dtCO7QgHiK75S+3YIfaaJL1peWrrndAavcQdSbmarzD9MV5PVy1DATsT+rXTuzlfRV22udAJQyCSjkRXpxbdmTIBoM/64iCy03fx+pqvj7QFxAI701lwLd5w0a25gUBs2vXhvTvlHs3PdUEhkzgOpl/dKITP7SGSsEjIUvJV08/aMXOhCwlraG5ZddVSNKViZC8ND+wY+Yrte+kXyYyKEfbMXfyxTnjQL65FghYFrIoj33nmCrYiQMMJb3XXyJtVIZCSCKuyzSSTMoVttRdTwOaKwQ3dm5BKyHliehwQw1KsQw9EWdpFE6c6PxX7Q3ltvneZpNGx5r0K7uTFfazA0IzIbVPmmGI54ffRQlj7/XFgxnNaKIghvpLTl8UK31jYSIs5zVgIal1c52ULhRUsFDUU4R0STM/6kFK3JcWiFn1I21U3etfCDwxj6TvGlEIv0r59hHsu+ZAKuy9SwAyzMRQV2ngRgPiu1OVd4ZrvOhJt5XuWokI+koF33PbRFgPy7qiVAJ8G8JnOuQbCH9rPAfB+APsAXgvgO+znT9n17wHw486570bwGLwQwO8c8t6rCBuIEfPe7zvn/gqCQNDPAfiuQ7Z/rEIA/xbAz3vvPwnApwL4MAKz8r3e+xciECHedBf7lyxZsmTJ7iPz3r8PwH8F8AEAf4zwN/NtCH/4P88593EAn2f/h/f+gwiiPB8C8PMAvuE2MgDejxB+mNSvrp37GQD/4pDtHw8PgHNuBsBfQCA7wHvfA9Bzzr0agfgABKblrwL4lmdtC0ARboQMRwLbXGVckrJhqEGRBeuNEHXMR15ajqaf2NOUwvBzZ4IcL70C6mGYNlngdSsjPCftM9WvJamE9CiQsHeto6jJ0K4NQFH4QjWgVhX74W8bhsqUGLljqWhdSbejkSinKUdEcyRfUQwGAApDiv3EJcaCMUwvmkeeOouLJqqjIiJDQ1kUbKHsLwAUDI2VzavQFwnhXk5AjEjkL66EuXh6LayBgqBFkq9G0rbMa8S0rXlJk+IkVuX16XJMlgqpaYYXLV3L54SrG9KUIe1CLLs7Y+NcdAFJqieKZD7lpdK7NDAPV1EYbOvGAJ2zi6634ye5NjW185HpMI79QRjHE7uR/Mi0RCX1sejOtKXK6dpn3SEtEESjKNdOP74Y7DbHOy1uM3ZxVt4VlrYmifZKS8mx4x4DltSdlCJIImvV+qpzwrRVFvkBolennMs8x8YmeY1oRM5aSrplz37LCLZVIc5S3rko3oc96xqJthXEOcyFrnz8rps3LwKLADEdEAB2rT/z5h0AgC0j8S34kK6q79aGvQ+UxtZU2EhmjNdPZ3MjIlp32kIWwJE1H+7h/bdinGXfRfAGTLr+LQDecgdu/Q4A/9Q5t+i9Xz940ns/cM79DQDfC+DzD3ODY7EBAPAIgBsA/rNz7lMRCh68EcDNmJYjZsSNNwBA3c1MuiRZsmTJkp1Au00OwLE17/1PAvjJ57jGA/j7h73HcdkAlBDYjf/Qe/8+59y/xS24+733b0Nwy2ClctZfmKricivuQhnrVK8A0wCJSnekKA4LCS1aeGtNSuy28vQl6XxhFJWtROCZp+DNlOPNiTy6E89RoCi28aAJDV22GsfXWhFtUKRoYKiDsqgAsGMxzvVORPQU5mmWGCuM9z5TD8ijLEVYdox4QKRXl3Kyq92AHsgF6EssmYhFRWBYCGVqaKls4mlY8VFSlEaEUzK0PlWIyGg6CzF6plrtyxNhmV6Vy333jRDP7JpwUE/ioBHFxD4wFeoRC8HtShpgXnRHJFJzJEgvh3gALjgrWJQXfcnkc2Gu50TIqG2I65Q9D0WxBNOzE1JHKRmtcr+nTbOasrxN+bKkp0ulerkmicL1+TEdcVvS7WbLo+3PSWodvV5lkXymhHZPXRjgZ8NPAv/+iKfB+ip8mYMhfK3kS9lf5SswlTCfJ5G1JueB3iyV192151yXVLyWpa3OmmdoBtF7FCWl47h3jdfBmH5RU0hNSIvIe1fWxye5h0J/hnHgLA41SdCnaMeUM8DryC3RlFaufUXyXFBte0fUW9azuVj04b2oiyejbXLC09lcfqyJ+pF6AIATXQ74yO24cAAuAbhk8RYgxFw+Dca0BIADTMtkyZIlS3afm0fwABz230kw59xfcM79ymE+eyw8AN77a865Z5xzL/befxQhtvIh+zeJaXlTG/qAWpWNzJicygMTUVRzqO3l+mBkJQtAGolx0ogyiKgUuRCAXGvHzxFdMUNgtz/epor3rHVtB2+QR4V6dgej8clOJ6IOFhdRQRIij61+2MmfL8eQCRndiiBpc8ag1hKqs6XySH/WJXuA5xS9UlyGUqlLJioCAC2T790sxPg4UQnFdXpZjKn2zTvQcWH8o4z8cB/lKwyNh1MtNK1tkac1pKZohvH9ThbaV6Ehegc0VkuUpZwKGtcihWiaw9jXuondtAVVf/JM8Aa0bOHNi1wz+Sg6rxu2Ts82zOPTjdfzUe6P0zpya0rpbPJFuM4fbI4XbFqsqVcnXE9H0m5/7PKR9cR1zfa3pLSwN6TJ60d5DuH6HYH9ZPrXra2qvJtb5mJQDxcL95C5r+WGaT1boyoi1TEkPCMcEWaJtBhP1+wEW5MbVlIaiEJRT1hBK5W1brrgRdixjJaH/Mvyc//y04JAz//xB/HeRZsnetBagugjz2b8++9sFvRorhQuyzkTFRLOQKsQvBttKztfcnGezmYh26Yr0tg0erE0I6J71FLAyQBgGcBfPMwHj8UGwOwfAvgx51wFwBMAvg7BQ/Eu59zrEdIxvvwu9i9ZsmTJkh0n8yc3BOCce+B5Xrr83JdMtmOzAfDe/wGASYIME5mWN7Oh99gdDEbiYxVDZboTZb48Y55OAojTYH50+P96ZzyLg0VDAGDBcpqJMJ6WDAHGRqfL494HAvkndmNbRDoal12xwClb2J6Qp1+zsrjTIt066I+yngGgY16B5WJAsYroL7cM/YygpnD++oSgLfkGLXN9LEgRIbZbncAAZ3GcgeR5MzOggHHESdssRCKsFlMBYnESIOZcf9D9SX5sAUE+mzFbZTZTwrQtJVHLniVag8aGZgjMFAMi0rjsVDHM/9Vh8G6cL83l5yiRzGJDixNy04ciqcrZP1XnWojjvGqSH/viZiLA3umPe7MYT28NxlEY16tKDTNn/wXmnmrLvbmW3/zZH8+PvfkXXmB9NB0AedzUmuiKB4Dyu09b6d6qeEw+uN228YyvNRaeeqQ6J2MLbW32wo2Ud9EZjr8jXG9Ex7r+KKdbzteheOws5r4neivOUHjVZKr3CrGwFWPmNUSP1Ub2jI03HOv5yB/J3Jy1Fc7tYjs/900fCO/KlmSOkMXfdvGetCl7t1RSu2nIvG1zuJhFLjV5B8pLqVoe/7QPbam0L/UuFs0DsoWYUdA0jgQzBQBgKTtz5Ph/Ap3kpNhFPD8VQfc8rxuzY7MBSJYsWbJkyW7Nbqmoz71mbQC/jsCJezZ7BSwL7lYtbQCSJUuWLFmy42d/CGDovf/BZ7vIObeFtAEIVnIOi9XyiIuUUqdScj0nZj3RD25lFY15vBdcfReKJsMpG8yGpcGpuAnlU9/21x8HAPzNdzyUn1sywpSK8RTc6I5V+5pZ+9PiS6Ublw7Igbjol6omMTphEzxnxLhJxLQ/HlwEADzkY6EqXnct28qPxZQ6c/2JzsIznUCMI5lK3a5MM1TS5GIl9JXhE3XBsmrgknswP/Z4FslKAHBKXJeU+6W7VUl9dMeez16QH6MISu4alfliWlVdiIR0BXO8JDUCMawxU473fLyzBQCYs3QwJfUxLYwplFpNj49Z5UyZcnndHnhdJKwvmetclxCfG0Wh1BXOPpIg1xf2IFPF1Hf4QNNCGS1W0Izn2I9/+j/ivPI14HPWUMNwgkLLVQszMSwynODAjf2Knyehc19S9xg+2BiGiVJhJqah9oRsxzBZ04iXcxUhzA7CuVcshc/9z6uSKndAFhoAVs0lP2Pn1K7hifA5Sa3LjKTbGobvm3Ihft/smcYLQwAqFLVnlfx2hlFOnsJyleK40NBaFtz1TkjQS4VHwudsrnsSHiDRr1+I421YhU2++z0JfaxblcwbYJXCKObVtzH2oCm2xSOtBcgsgBNqvwfgrz/Paw81CSduA5AsWbJkye4fO8EhgO/Ac7v/KRh0qJT+E7cBKLiARjpDIQHa3GjRk47toonw9nzcARP5UzSnJnXJSR6cEZnSLSPlfdmPhyJQjYKSkbxdE90Pp03ghXXG+4KEZ0w0pSGor50TFsNP1jMHIsqiV0ERXo7AsnGURTTdk0IdW8Owc2+JLO0+AqIgmt71EQ2wqEjRhD9UCpi2I94Npmux/5mgRRIPlVhHuV8WS9kQchTFRVhUpSlCOvQKeEGXTFGimJCSvPqs0S6S3STsbVjKWL0UvQObRpTbzMaLcDH1siqkPhbRIaItF8afrdq2pcax91pYiHK8G904T3zMRP4NWa+5RLR5XZiKCQC1AovjxP7MmvBPLMgT+0UpXSWO0iPGQ5qKx7TYSlHfh/CTkrU6521LZyuBpNc47sViQMz6Dm8Pwhy8sBGe7ZoIXn3nZ4RCPN/4vojQSQamx0SJthSx+s3r4ee5Rnze19uUyI59pSz1tpFPLw5/Lz/X6gVE3x/G1NFGNVxfM3Joe7CVnxtmJg9cnLKfEdl3hgGh9waR5FriXPSuj3wOAIrmjevJvYnuW1ZHrZfF97tenLexxWNDk8beMOQ/8JEcWzKiX8HkuUt+/E/InIh6tVxrhGB4FJaNv0Inwrz3lwFcfs4Lb8NO3AYgWbJkyZLdH+ZPcBrgJ8JO3Aagl3k8s9/FEIqEiahEIrUadtGbhsybInZB5Mw4tsbciUCuSn4UkcXpWmhDy+nSU9CTGq2Ml5IfQIQBAKtWuKgzjPFDojHGRjW2SjRGNKNhV45XY8L8LNtS1H4tC0Ike4jpdss+eDWuFp4Kfc7O5ueaJohDNL02jLG/R0xgSOO4e/1RJDAlKYuXert2fbxm3tKQpu3ZdCSeu2kpUCsIngyNJU/j9NixxwsfC+PJgoQpS6kCEY1qwZUbgzAWxpV3Je2THhsVWOIcNKw4kXqUOOdPdQLKoiBQMPOGyHNrlkcFcabK+vyI8uPcbQ26I+NoD+M8nanXrK3wf5VfnjIUp16j9U4YGwvx7Ej6J9eWcj16B7xLpUJct1ybmkVLD0/uKZGvIJZsrlm/LiOWf75uxbFOlSLa3TMeweV2GL/G+//lBwLiXhCFWwpWtc01oX2v5TLHoX8q/833Z1c8Piw4RXndgddS2CY6VY7eh539kDrpG0FIR2P09BQQybcGsYxwpxd+J+oHgEohXDcwz1h3GL0D88WlcH0pilrxnao4lg+O6YOb3SfDGEUUqWcewBzlu9gWjzUwa32Ic97BFoDREsE1X0wyQMfYTtwGIFmyZMmS3T+WHSnN8GTbidsAeIwrIhAJlkVk5rFu2FkTCe6JfGXbYl8L/Vn7f9zdV43Zq4VmWNxmt92zPsQe1LqhfWXpE1TRU9DKxgVlHuvHsgeUzJ0zoZ0dSWeYKZscrx+XCV60aix/sB1j50RQDUNqitrLhrRnpOwuvQhnsgdtbHHcRL285oFKjMNT8OWpvdhXIuF5K8usYkpLxcZYf7YM5Tf8Eg5aLv1rw+1CpFUNgVx1EUFyTJdd8AR0rMgPEPkDKiZ02sS1iFS7g9g+1xEzEQBgx5DgJkbLFANAKQvHNl1Yc+VBXIdt8wypOBA5AuvGETkjWRx0oqg3i2u3azH0ZZFYpudixhjvxX5Ec+QDVKR9rh9mpqhMMKPKy+I14hou56I8ujZNTnl48xiwytjOmAeA2SGfVIklavdt/lvi3diW5wWMZoL0hmGcSyJbfNXeTyJ6zaR4uh+eX92yUVrD+M5zrtcL8Z3cGD5l1wcvFVE5ANRqcwCAtb0oRFUpL9k9rYR2NzL9iaqH5sHo9rfyc7x+thpF4drDEMsnd2C+8nA8Z1kA08XT+bFd8+wx9q8ZCM1KiNeTa6DmbJ2XXbye739mXo6+MP737D7NQszW2cieQt+Pc2XupB11OeCTbCduA5AsWbJkye4P8zg5RX3uhp24DYCHR9cPRhDh0Har+4JemfvNHO0Z0QGgTCyLWmg5S6K+gbQ/YzGyesFyrgVREf3MSM4x2fwMva5UIyoja7s5HC8v+qTFA4cSd2v1puyacGzWxfjyei+MQ9Hik8OAPBomf1uXXOWGoRmNX2+7TZsD8xwIGqDRE3CjF70oNwxAaRyevIMtO7cr92EsWOPqRPlFQ5da/nXBEBfj8RpXvz4IWHVecpTXXeA1LCF4MqZ8vJ4yxA0f2deUhj5jjGzG2QFgphRQYiOTPG97bn0XBjcrWQmUX34AAdFq5sULZsKz16I4jP2TYf/ETnzejFuvCZOb9+RzaItnojg02duMBXbiJBIJszhOaN/GVqREsRSVsY+OagOQ4+Lt+tj+Tn9gn4vH6OEqmldkWyRx6VUjB2Ao3IScZyJsdWYJzJnkbl/m9aP+aQBApxV1Llgwa8ekdAdyPTNOrrvwuQUfETRt198YO8a8/kGmxXEC4j09/en5kb3B9ZE+zxsXAAA6lhHQ7UdPHY2x/93elbFz1VLg2XSy+Dki/6GsgVphZuTnQN67jnkTBsOI0uer4R0ZmHfGj3xvzlj74dkuZHGe2vZdodfPFs9h2314rO930u6HEIBz7gkAX+q9/8MJ514O4D3e+0dutd3jUg44WbJkyZIlSzbZHgKEXTlqNQAP3uTcs9qJ8wA4OJRQwFD2NkS5mvvNuOmFihW16MeYH4vVVA0FbQ+F0W272zPFqIinudUA0JpQiKRciFNN1jXzoysjeeHGwhZWLlHuucIcgNE4OcdEbsIoorLcb6fKXFam15DgS+ciEv6dreBh0FKf835hZBzqHbjoPggAOONfYH2Ife64gCjacm+iktksFOSZQk3OhTESnenYdg1daYlT5rAPh+PZD/k1LiL0h1zIXiAaXUOMHxOVZRP4DUTcFRc9OIqYD15P5K/xaXoyti2fWrkS1JU4NxXHtto2JFwkE3+8xm5VPDcDljq2+PVCcdxLwzWqBZsWaqYpICWkOQNE+VyPQPRiaZYLPVyMp5PfAUSOhypfrhrjnVk3NSmpTARPbYCrw8iGp+ka4+9XCqHsriJPKj4+g6vxw9YNetC2fEyxLjt6xMJ7ve1iJgzXbXcQkTZz9ZnPX3Sa5WO8APHGnS6/NNwzC0h+KO9Rwfg4zVwjII67ZPF69Q4UjYPBWH7TxZg7VfzUa8l1zXFsInoTGpY1UC3GjAXG7LVgEc270bamXfx+qDvL2rGCWwCwgUt5VsRR2X3EAbjZSF8BWArGLdqJ2wAkS5YsWbL7w06yFLBz7h8B+Ef2Xw/gp51zvQOX1QEsAHjnYe6RNgDJkiVLluyeNX9yOQBPAHiv/f5aAO8HcJCI0gXwIQA/cJgbnLgNwBBDbGE/FxUBgHP18PtWL5KpTpXnAACr3eCKa4iLnhLA/NkQcZNeNi7fSzIV3cVaz5xksif2ozTnqUroz5VeOLZYin1lOpWmLFLWeNZcsMNuvP6aEYCq4kqlUVJVi5LQVc2Usd/eiq5OFlyBiOTsQslNwJ646BdBUZ0pHLQNu07lXE+biBBd8+t+PPVIrWgyo5tGLqp4ESQxYRiGDvYkTENXsLZft8/umGt+sxDdoEqKojX9nw7tmju6IWl9JDOuW6EWAJgz1ytrxlelsBCJmZVcgja6RLu2Zvb6cZ4OFtHRdDU+P10zi7bWKTqlektsq+ZNeleIdU/uhnEvSApi11z+O+a+P1OP427ZORXG4ntQtuesIQOmFKpw0MO1EP5g6GNH5Hhni2HOLg+3Rsaq1naRrNayNNH5zGR5C3EtT5Kf5XvQtWdUkPfC2zg2spDep2l0XB8FCSltd54BEFPxVPSnY6GCuepD8ZjJWJcs9LHbjeEHCgENStMjfQGAlqUDqxDQ0FIUe8M9G3cMEfUKwW2fiShSnno4gbDIc0UZG8/XLSRRc+MFjygPvCfvQMfet8FICPEMbsg8J3v+5r3/KQA/BeR/R77de//knbzHidsAJEuWLFmy+8T8ya0FoOa9/7qjaPfEbQCKKGLeNbFSldKuhkRO1+NOlIV4KK6zLilsTFWipGpNCD6LFdvBizBMJwu/U4pVUxBZxOTaICKXoaHRKUOVCvgGxvPYG8RdfbPE/oynci25gBoonrIDFawJ/a4Lcp4zNFrN07xEBjYL6OFMSYqRUIDFPAGnEQk+TKviuNXzsZIFgREl7jHFj5KtdSEBdvMiOiLJbOShaSu5umZkr9BGeF5M3dP0x8sI1836mAZINLljpVbVM0FkOO2iAFLJ0t/4OUWjJPjNSKofvRqFCfFIEierJvqjaXr1jKh0PG31oOcAAOarLGUbj21YCiGR/3w1nmP6H4syqfdhwwfkOexqSqR5iOwZ7fTi2ue60/VaL1J+OLTbLMd3jPealmMHNYH4Pqm9uBzW2Ho3hjvZV6fpt0bWLU9AmLtG4lNCGj0GXQTkXBL5756lF3ZNEKdWmJVz4b3oZdGLR8T/Ey/7XADAq3//v+TnCuZN3OpeHOtX2eR+VQqYbTVMLGi/FwWHyibcVSnFtdbqhvMUDnI+egtvtD880qYavQIqWrTVfnLs+nopEPsqVp54ZxC9Fc3SaWsrPMiWFQsDYjnjaSEO77qNfD0fhZ1kDsAkc859KoAXA/Llaea9/+Fbbe/EbQCSJUuWLNn9Yu4kcwByc87NAfhZAJ/JQ/ZT/R9pA+AAVF0xRz4AwGqkHYEuTMEjaiLqD9eHc0TeipIZj13NYnx53na+TF9i+VcA2Bmw6ElsX70HALA1jN6HuiHJOUnXIo+gbYhqUilb9r8iaIBiMYqOWVBn1q7XvlAm+OogxvmnjFvQtA3npPKtZbun9otzoHOXl/y1wikqQsSCP9tSenTeOAmbhv7OZVG+l0bkrOmPDxUC12CmEpc3RWkoabwp8eJ5Q4nLhej5GBZG/YofxeP5700/N9aPlo2J46gWNLVutK1pTX0zJNWYgGLpWZoqCYeDhWn6437Pnq35K/sDud7amiDHS9lb5b8w5bU0QSJk3bxYWsCHBZSYbrfejXNIXsqseKBYAIpeOV0ffO/oOdCCR96Esa5IgSDyLpg6uj6M4dGpovECcD0/5g6MqSJcl4J5sVzZvHg+pnEyzl8rzsVj5tX5sj/66TAeEaIi0h6KnDAR9lQp9KtYjkW1tnpPjfRrUuEftdl6WMMsAsSxAkC9Frwi6mFg+yz4M+JhMI+E8g52jN/Qr4TnreWG17sfH/mcTuk5/yIAwGYh8tT+/Qtfgm/8k98eG8OdtPshBADgXwNYBPAXAPwvAF8KYBvA6wD8OQCvOUyjSQgoWbJkyZIlO972KoRNAHdTl7z3v+q9/xoAvwzgjYdp9MR5ADJ4tLI+5gU9NEoBWVxuRWREuV6yolm4BIiohOCkK2VDiaTOG0MWGGf/a4yUGQTNckSEWybs0jM0XRGOAdFxYThewpcIiTKtAFDMRpHUppQsJWpfrkbEySIvFCvKRkoLh2NacpVG8RtFs3NgPDP0QUWCBjZP6hXgZyuWnaAywZcM2TkR3Nm2+OIFFyR01dHHcs+M1asHh14a9QItGdO93wnoqmwcBSDKKN8YjsvMEgnPCvehZK+NxjZZHpbz2cxifHnT4stExBeq4mnojz+32UJ4bhXzIjzVjWj0lCFhFSNiVgK5KgNBcxTXIUdBnx8/xxK9QCyTzblzkoLANrTsLgWSqobyF52IHBlH5KqPwjYPG2N/Utj2aSsJTZGglpTY5TrSeD+lg9cQ5HsXi7EoDr0ByuZnARvG+3eHkVNCBFwylNzqRU/DVCUI7XSlYM60xcIHBROpkne4I4JBefvgexc8T41iXE9LlYCcd4bjcr/MPFDhoHY/zCfX6M4gfm6mFDwLHfFQ1kvhXq1+QOYl8VAOzPvYG8Q1NlMLnjZmUvB+QOQpaAli2hP+/QCAoqz9f/DxLi51x4Wz7qTdDyEAAGcAPOG9HzrnOgCm5dy7cUgdgOQBSJYsWbJk96QFEuDh/91Ddg3Iy3w+heD2p73gsI0+bw+Ac+7/AfD9AN7l/YTE6WNiDg4FOPzA774oP/b1fzbEraZKEV1SpnShGqZAy/VudgLC2c8CAvm803Gz9RvXw25WY7yM47JITE88BkTrLJYCRPRKVEOkBERUozoDsxYD7k9AZc6FY9/2qQHVfNMHxJNhbXUGN1/pQ0GEVUNz5cL4vpDSxIogyYNYtM0oS/oCUXpWPQD0kDBurFkDLMl7ME6r46jInFOPgeeuSjETFvdhkaZgYV76uWxunCfqDJQlNl/zAQnTO0AJVCAyoDWqXjFkSq/Amihz1ixPn+dWBRExg0LndcPY5o0J0t/MDhlMyHPfRHgeml1BqV2Oe7Ei8svMEBhEpE2uBDMPepLD7827sVyOMerL/bDuFhFi3HMiBdzN7DlIZseNQeBqnCqHtaKaAvS2rJrnp1UY14nY8RG1z7lQ6IdrpupjvxgXV5TPsrvMede4d2bvYMd4DkPJlS8X2FcpomP6Gx1Dx8MszmGxYN8Dg9j/Snl6pN1+IXJWMvMeUdq3IN6EqcLi2DjOVD8VAHC9F6S4NZsh74Pk9bOcb8EyR/Z6kRfBvs7VHsqPdYdhbJwflVgmv4F9nCTzq96KMGc3Lwd9J+w+yQL4DYQ/+j8D4EcAfKtz7iEAAwSRoPccptFbCQH0AbwdwFudc28H8Dbv/UcOc9NkyZIlS5bsTti9BeQPbd8GgMzR70QgBP4NBNW29wD4h4dp9HlvALz3r3TOvRjA3wXwNQDe6Jz7XwC+D8C7vRcYe5et6Ar4qk/7aP7/epGKZBLLN4Z1a0AlrLiLpPpZz3K033cj7u7JTN4fSklei1X2jFGvhXzYrqq5VQ0Z1ayUakmujwzoiHaZsQBTWeN4AGDXPBn/+AOhr1suxh8XLH+e5XGBGF/ezgIKfWEjeje2rMiLKreVDa3XzXtSk3sXe7MjfVWVubna+NJimVsiz12JPfMtnhIUXi8SsRn3oRS9A3xuRK+KlukVqInHgF6TqiEX5StQB0ALF+3ZPLK4yrq7lJ+bQUCXWiipZZ9lASbVCCCyrZtHYtXHZzRlqLUiyo/0ROyYYp2q2m1Y5sW0MNhZopoaCpr1MVcezS5QPgtLHCsXY5CRu2HIUDIpnM2Tciv4vKKeRpzXZmk8s+HRRuA/XGyF+VKNjeyAZ6wgczKVhedQFFXOmWwu3BMXAQBtyeKoWYnggrxHJVsjLGRTKkVvCHP9WRa4XI1zyGyBlo+ZIyVTLaxXQkxcY+hE+Y1q5JlkWd/6Hz7nZGz0KA1Mh0N5MET+9EIAQN0HHshUednGFcfRzoL3ZETZz9Y6Cx41yjFroGeZQqoW2jc+CrkDOjaeY3aCekqoEdCTks1r7Y9ikB0tB+B+MO/940BIRbK/tf/E/t2W3RIHwHv/Ue/9PwZwDsDXAigC+HEAl5xz3+Gcu+V6xMmSJUuWLNlhzPsQAjjsv+cy59yLnXN/IP92nHPf5JxbcM79knPu4/ZzXj7zZufcY865jzrnXnWkE3CbdigSoPe+673/EYTUg/8FYBnANwP4mHPuvzjnTj9rA8mSJUuWLNkdsOw2/j2XGej9U977PwXg0wG0APw3AG8C8F7v/QsRCva8CQCccy9FyMl/GYDPB/C9Tl06x8xuOQ3QOVcH8JUA/h7ChHwEYSPwXwB8MYB/BeDHAHzOHevlLVgBDrVCMXczA0DLj8vrkrBH97KGBzb6wa1MWVQlynHLpHXPWyJZCoy6+5lupyEGFknZ6LMQUWyL6YLqZl3vhtACXe1KnJo1Fy8DMCrVy3DF2jC6tlvmitxzISxwtR1d53QXq5uY5Mh9C2/sTBCgIbmyWY77yWkjHIliLfbsswwVFAfR3T/rw70XauIKt5vv98dfVY6IbmOmrwHAmhV42hBi4ClzoZJwqSTANgvlSBGT2czcny64L5syr5kRAvcQQytz5vKfMddwW0JEDD9Q5GjoYohly4h7hQl78aa5elnACACmfGNk3ACwbLXpd014Rs9t9a1uuwnwlGQdMhyi4josINXKwrMZdMdTQlXal2GaPVsfNREVumIkuKa4qHdaYY63bExlL2vfyJKbLgjVaAhgy8Rl+oju5F4hPN8ZhDRRJQF2rWjQ2SymBl4qPAYguvSHbkIIygWXvpJR93zoD0V8gEjcqxcD8GNaIBAJgkoy3GwFISmm4GUSMa0WQ3iD0r4zpZU4DnPR97P4Dm8Xw1wM7V3WLLiShZn0+nKBUt22Fgqx/Z6FTdpDkfS1/jBtsFCYEM4bbNl44pz3fZhzDUks1V+Ma4M1HKX5TxwJ8HMAPO69f8o592oAr7TjbwfwqwC+BcCrAbzTiPJPOuceA/AZAH7rE9XJW7FbyQL4ZIT4/98CMIVQpehbvPf/Uy77j865awibgWTJkiVLluyk2GsAvMN+P+W9vwoA3vurzjnuqs4hivUAwCU7diztVjwAfwjgCoC3ImQAXL3JdY/hLu92nItpaEAkshVFHpMkvhlD34ramXZXLzEVKiKqG1Y0SEl6LM1K8twk9KeiJiz1S5GWOSEB8l5lyUskeqOXoiJEPC3ucvA+PeuHIkJK55IIRZldAOj3ws59uiglYG0eKeG6L9LBFB9iCdiCeADogSmXxnfn+wOOMR6bMc9HXa6no4PHrrdEeMe8FBfqAc2RDAnEOVdC4dV+GCc9H0qso6RsNYvyrH2bH6YnbrmIkBpZJJvROMfslxa54Tx1DI0vi5TwniHaaReRFMmL80bA6w7j/ZRkd9D43NTzwbVWNGGpy0Jk69hc1HxE+Q0fyWYA0CwJCdDmdYQIat5Neob2JB2OZEQvHqsbRq4s5EJLUvbaCkKxgE9dEP12IaTb9RCRLdfwnA9kO/UmsP0rhSgPfMpkoK+6gMYzSWEjaa5rBLYlPJCfq5vgVdvFd2VgZEwS7IaC6NnWeutj+bFmzQR6LG2QBDsAqNg8nSqE1OUWYvpgXrhIviMo8sP79ETAasq8B20f16u3NcnrNgaPxeur4fqKECj3+oF42O6FtbLS/GQcNKYWaoogSZbr/Sib3R/sj5QfvtPmcdtJhkvOuffL/9/mvX/bwYuccxUAXwLgzc/R3iR3xLFNVLiVDcCXA/jv3vvhs13kvf8wgM++rV4lS5YsWbJkz8NuU9BnzXv/iudx3V8B8AHvPUUUrjvnzhj6PwOABRYuAbggnzuPAJyPpd1KGuBPHmVH7pQ5F+KcWviH6XaK8hljJ1JVkSCCbwKdkqDxlWpAyeoVYFvLtYDAtMAJr6sOY/uMw7MYjgqxkJugnASiS3o1hr3YVpcFiCwNqziIfWU6Fe+nbTWxYuMujV2vIkQ8v2PodUlkhdeM+8B51fjyppWo3RJ6BHkQ0wb9m+Vnj93NG+jZtzF1q8qlCb8vVMdRabUX2tdCR2fLAeE81RuMjBUAfvwvBbT06l+JsUsK/7QMge1L2dN54wNo6h7ndcfi/JXheEyfKZi6ngbmPSlKfw5yPXQ9UfJ4VwrN5OvCnltfSuZuuy0AsWRsz0XvwILJ8qqkcV7y13AVeSpqGufnM+WaGSlrbMfKMk+L5v3g/GtpZH8Ay3WFk8Gyz5nwJ1o+jG3XbYydi/HoiJyf9B8I/XchfZWyvGpzpfDdvY6Y9pkLAMkfGqbNDcyD0xGZYKLpuUbkHzAFjzyCiqRq0pPRN68C+65WkDS9fZP+pXBQbyieCR/6rRwGFgbi9dXqTH6OsfxyJXpbmKq4OPVJ1vd4jil+7CNLAKvxPmy327uZs/hO2CesGuBXIrr/gZB7/1oA32E/f0qO/7hz7rsR8vZfCOB3DnND59zTh/iYB/CF3vs/eT4Xn7haAMmSJUuW7P4wSgEfpTnnGgA+D4EDR/sOAO9yzr0ewNMIHnJ47z/onHsXgA8hqPR9w3N5zZ/FzgP4OQA3nutCswKArwIk9vkcdmw2AM65fwTgbyM80z8G8HUIKkc/AeAhABcBfIX3EtyaYAUEwZhuNo7AVOKWZHOidwGQuN4J6GrKGM4aQ68VQxs1iVXXD0zjlAjWUEq1Ivc+0wi7/81uOKese3ITVCaXEridCVpLRI5E6DPC0CYnQeVfC/m50H51guxvwd88O1SzE+qGVNnGZi+iPwrIdMRTknMkDNG3xFsxXw1t7MurwtK3TAJQr8ispRcQTCt3gJkUV2O4OOcTLFiJYc3seN3/DIhlThAopXMHhirPZVHigsifjH8gInKKQGmJZxqRsJb+XXMBhS75GBPetTh/w5lXRxAOC0iVJbOIXgfyFoZutNw0EOPjOy5+l+zm7Yt8r3kIHvSBt3SwlDEwmtHSPsAzKUxAY+oVYPbFDeNUUKwq9M1QpUgH530tbI31lTH83Sx4XwfCfGcRHS3gw2NzxYDya6WIhIcYfbf0PmudICqmrP5GJTwvZnhpDJ0Mfy1EtJ+F50yZ3B5i3J7iOhMqQo94Cmg1K0RGMSH1AKiMMI1zcLAoEBBZ/Moj4DgpiqTZGPRENGLae7yPjUkLHZVQxY67twVjvfctQNKAwrF13CTTzXv/FgBvuUO3/3bv/fPyIDjnSgC++lYaPxbFgJxz5wB8I4BXeO9fjuDffQ1ukmuZLFmyZMmSAaEa4GH/HXP7PwA883wv9t4P7DOXn+9njo0HAKEvdedcHwH5X0FgXL7Szmuu5bPa0I9KmG4ZMl2sxmM9Q7JE3wPJbyfCYWxei+94P+4VYMx2pjK+n2ImgcZxdw3SEkzrOWYsVCYg8+VSQAPqfeDYpnOWfoTQ9FZMC92epZE3u+GnInr2X11qe9bXxeo4PKlZX4nMFRnSo9IbKqq2UspTFetDPEeG/1I9oo2rLZYsxlhf25ZJwM+dasTP1YxboJ4Yag807flpJkXL4vAqmbwrksoAsF5YzX8vG0LdkrKnLEDUMfnoJUGEnBaiY+WiTA8CAt50EamSic+yu/uS+05078RLM2Ms9W1D1Ss+5qvvmFYB9QyU+b7lAp9p0Z/Pjy0bL6BljHzVSzhTD56kx9qxr5Q5Ju9gX+SUycRvSpYBvQFE/rvC6t82b0jL+Baay76AB+0+8VjX2PAs/NOWsREd16RsN1nzZPBrgZ2ZYmDpM7bd9VF7oVk9bf2JsflKcTT2rQV2piuhrdEiOlYC3JD2XOXB/Bzj8MwkyMQbQV2CrsjrNgujTH8dI009HzR6SFQK+OA5AJgvh77tZyF/vyVOV3okOLZ9H3P8yXOoI3pWQrbN0f6hvceq+j1vM0/CkX7mWHgAvPeXAXwXQizlKoBt7/0v4kCuJYCVm7eSLFmyZMnuJ/PPUur3Xi8H7JxbeO6r8mtfc5h7HIsNgOkovxrAwwjMySnn3Ffdwuff4Jx7v3Pu/R3ZySZLlixZspNtJzgE8EvOuZnnusg597UIJYJv2Y5LCOBzATzpvb8BAM65dwP487h5ruWImXDD2wBgqXzWA1GcBgCWa8H1l4mrnZ5putxVOIgu/QemmNYX70VS22pnVP4XAKiBQkKemlam69q9KOM7L6l119v9kX4BQLHA6mjB1rux/WFem360ch4AVC0EoFX6KMfbm0B+3B9McOXbTelOX21HQhevo4iPZLflu+u6uOHPWFimZ3N/Rtz2B/unVrGGV7vRFZ6ZG37R2Jwbnfi8L+2Pk24ZZtm3hzQ1jHPes+fRhdSANyItQz1lJYBZStq8pEBtGgGK1QDXZSNK0qDLq9yJLLQ91TOIm/2Oucl5bg7Rhc413Bd3NyvqXTBJ3BuI4YuOueQp+lMWmdZsQi33fatAqNUGaVfbYf73XHRHk1y4WwhuYqbmAbFO/Z7Uq2+KCFIYR5xzupPpaqdrH4hEtLKk9Z0ufNJIG+VCHBtJfVNyP0o4d4SAd9CajuS+uG4p7VsrSvqcudhJmBuKAFJ3GK4fFOJ63etaVb9SY+RzQAwHbPaCaFG5KM+7MFopUI2kRhUJals4QeXnS0b2JFmQksNAlP0tShub/acAAA0jDarIEUMje8PwVZyNtBWuYwotEKosHiRYJnve9jCAn3fO/WXv/cRF65x7A0JF3v9xmBscCw8Aguv/M51zDRcC7p8D4MOIuZbAaK5lsmTJkiVLdmJDAABeBeClAH7WavCMmHPuGwF8P8LfyS89zA2OhQfAe/8+59x/BfABhNzJ30dA9E1MyLV8NssQ0K2SvPJz8sCJCCm5OyXpcxTvuWZoV1PlSBpUQZzNntX6dmw77oBP1QIqWZeCQafro4WIKgKEKRKjUsDsa4kpiCPehPCTKXYjngNrQosH7RvCnjdRHRYa0jaq0j6dASTKTQmhkIiWpMR9Qe/sfkM8APSeML1vxLNipD71VszYvXaMiKgSxZyfy60wrzonxbz9cWLnVMEIiELoItGtJK9D1ZAtPQBtSYWqmnfgqjikiC6bJivcFNTL9UDZ374TuVyTGt4XCefTFZOeHYx7E9jXouzdewfSjCta291+pzCMEtOIphWFP1QMhMDLwy0Ao2I8FBHa9pE8tz8MKWXtVkDvs/VIbutlAXE2S6fyYyT4EdHvDmJbRJwUktnoRknZbUOoWkTn0fJnwQYFAJgX8iPneE/InD3zbuwMAkm6VBgX49ny4ZzK137HQ58LAPinT/5sfozejZYVulGPAQmCW+2n8mPVciA9Fs1bQ7QPxNS9vpFQKcELxOdWKU3nx4q2hul1YIEhAGiWA2Fxuxs1ZAosBGUpf5qySLJgVbwby+UgSbyTXbM+S+EzK/DE8WqBJHo+OuIBKLhx8vCdtDsgBXxszXv/u865LwDw8wDe45z7IisyBOfcN8O0CAD8rcNqDRyLDQAAeO+/FcC3HjjcxV2qKpgsWbJkyY6/fQKrAX7CzXv/m865L0YQBHq3c+6vAvhnCH8rfxTA13qNJ92iHZsNwJ2yogOmSm4kjk2RGAlf58iUSLUg1y+aKM01A4nKJ2BqXVfS2w6m7FGuFYgFb2bFw0DRm9U225C4vbWlcrGz1ghvWSvGx7Y/4E58dDxARNMVGRsValc7AfEo94FFW9aGMQVqpRCQwUx5vJwsjTH6TRE0OlVnCdKIwrtWkIZOAabyAdHDUJEBXG1ZiVmbc+UTUPqXMsFzIhO8ZQJL0+Jaqefpj+E+jOMDMY2xJaiPyL9r6XBTiB44ovCuH4+TNwxVf8R9MD92zgcRIaLSoo/Pb89QKecZiHE5pk3OuojwWIpXC+yw5HQu4SyeFRY62rUUu2kRHCKip9cCAN6f/R4AYMEFT0BL0hMp9KLpeZVC8FZU6uGnImEi+ZJ4Q9pZ8ADMFAJfIZtQYpflZBUJz9ZDcZ6KxMefyf7Q+hCeZcHFAj75XI8IB4X+L5TC81iTojiNQhC2GU4Q8fmWi78YPi/x7tYgvCO1UkD2tWIUxmF6Yq0Sjw1tbXF+BlKwid/fg8xkpIsR7XvjaRD1h9/DfFZNyGinHVPFieSVR9DuBS8F0figMC413MFWbN+u48/WYF3OhbU7MI/VVuei9Cv0sS/CRMv1l04sdZ3s+Zv3/tfsD/97AHwQwKMAfhDAG7x+ERzCTtwGIFmyZMmS3R92kkMAzrlH5L+PI2jgvBXAzyC4/x8e1ajxT9zqPU7cBmDoQ7nZohPGv7mINN7NzID1TjhWKcZdKpEqRXWUtc1ywBVh2U6XR+NcD06X5Vz4udqO/dnpGboccuc/7q1QDgD3eET0271xsR/G4TXTYcvuo4VyGMOnh2G/E2OqjFGXBTXl7HmbC0X5jLvPmUfj/FScE7L5lYrBX881+DziOZZqVgfDdm903PPVcURPlLKvXpp8LjBmFEVSWWHyKLREMJ9505B/oxDnJPcuDSPKKln/24YgX+Zfnp/rGYorG/Lfk7KyB8vvAsC2ZZF0DXHWRN51qx8mRbkeLPFLCd2mMP13TDhnIQuIdr8QEf3AEHdbCwQhIP+OGycdn80eDdcLgmTsnFkGlOUFgHohINkpRCS8OQix71K5ZuOInpXGAZmPc9OfEcdhBXCcoHB6GOiRWC/EAj4zEyRDHsleDAC4bqJOM6VY/rllnonXLX4eAOD7V//7+H1EKKpQGP3q7AyjWA5L8m52Y5yf3oOeeQ76Q9WpNuldQ9DtbhRyKxrK7/Si4M5U7dxIv+rVpdiUrWGN6TNOv9W9GNoUxj89E+1ubL/VHU226ltmAQAsNl9ux8JczNZi4TuKHNXLMaMleDySENAh7TFMLiX8RQC+cMLx8bSq57ATtwFIlixZsmT3j53cv//4uqO+wYnbABQQEO+OoOSO/TpdHo8TM66sMrMEk4zHa7GenBUubORpQ8zMHljv3JwfAETW//kpY3TLJVtdb30eX9bcR6u3gsh82ArX626Y0r49OVgBS/KGn3v9GFvMhuM55hxvz+ZAkSeBMMe9LzH9qdI403+mEo5d2g8HV+pSDKhCRB+vrxVH51U9GVsmJsBCQSqBzNLO+1IOeK9viN7WwJOdyHOYNySljHd+qzB+6XV9GMo6U44eAHopGIa/jIiommhak8wUiJ9jiWAtwUzPyipZ1V68D7bJ38RGvLf1O7P79BEzCsg3oBSwloldzE5Z/6LHoGUZAaet9smmpB/vWEGeRhb5EyXzhNWy4MmoSCnYOr0bsgYeLv85AMCWCwxz9Q6QpZ9nJ0hZ3EWL2/dECnh/EJBqtRji8Iy9A0DLCjXVEPt6sRBi/iwRTD4CEJHwj2/+jrUZETQ5DPV67Gue/08vingAtvvBE0HWPQB0++FZtrt2rhRRco7aLVNAOV0DQ99eJpH8gd0seAo03l8w/oAWEWoNw1o8VQvofXMQsxMK5tnivYHorWC7rhY9JTTG+2dc5ErsFdfH7h1KKR/dn2gPIDuhJEDv/duP+h4nbgOQLFmyZMmSnURzzl0AcAGQXbuZ9/5XbrW9E7cBGHiPG53eCKu/Yqh1tz+eKln242ETIn5mCkjNGixZ7LIp+fCaGw9ExAoAa53Rwj9ARK1WjwdduX7P+qjxbhbkYb+UuU+0uD3oj/wfANat4/NSGIn8ASLWrrR1uhoQy3ovIkjmsM+WAwpS0gkROfP0dU54by1ERK9GPdcNyE9hxhwR16WKrjlIcs7Ep8zHefq5SwGlMB6vY+R06jF+ks/mkVpEePSQfJIp6QHRe0AOhM4rS/1e7kd0PDSvCePpP/Jp8f38ug+EY298KMSGv+diLBxTyEb1CQDgmWFA98znXy1cyc+dywLTfVHY/DW7bt0HBNyRgjwzCMiOWQ+qdpj3QbNQrK1tH9pQFcJmVh+7vn2gRPVMFq+nN2GlEFnta5kx8X2Ix29Inv6eZSr0jYsy8HExMANB1QtbliWwm4X5UdZ9y2Lmy/WX5MeoWUCG/zAbn4uKKSB2RE2RiFYV7aiIlxfAkSyA3V7oT0+yaTpWgrdZDzwKegQAoFoOz7LdtTK9quVhmgLV8rxcz8yDsIZVs6Br9yyWotdotxP6U2qM8004B+p1aFbCe8DSxarISCXJYunmfzo6Po6tNdgYURI8CjvBIYDcjBD4YwBIjOFL6O13j8QBSJYsWbJk943dG4p+d8J+AMADAL4JwEcAifPdhqUNQLJkyZIluyftJKcBHrA/gyD685N3stETtwEYwmPXd9EW9+EKa4/76CprWIGM9jC4eucrMTWGeXc3uuObLBIJN7vRFUmXMzlqGn6g23urF91glH2dsj4MlPRjy/lqK/aVxK+pAwVqeBaILmol6fG6NSkeNG2uu91s1IUergv3vOG28mMrbn7kOn3ZOF6mIiqBj2JKzXI8qCRBAJAoB7Zsqtc7Qt60EAzTN38uZnnlNmuMykYp3ofFhpTYyb5Vi+PkRIoPqVwzT3MOW1kkFNYt9VAleOn6Z537N/5ebL9pz+37nwyu0aoUtNk1UtvuSPGg0P6OuccXsiil2za3+qKLbnWO/AEjll0bRPcvCX5Ms1wV4MC0x7a4tjleuvnXxUXfzdNEY/+Z/scQw3UXRWPa5gpeF6LfoGBuZSvS0xfiZRUMUwR3f0kEkOj63+3HcAgL61RdmHMVoKHgDtMHAWC6dHqkrYHIL1eNPLc9NGKdyASTOMmiQIAI+9h7t9+PYR22tduOaYB1c6u3uuG6RjU+U6bNkdw3KiAU+qgu+t12eBG2bM0Upa8k7qkybKMaQk8kM5aK8flVS0G6WSWiexb+OeUs7RNxXge2/pjuWRMBK7Yx72JqYK08i5aLpMOjsNuTwrln7BLuEOpXSxJNyZIlS5Ys2fG2fw3gW5xzU8955S3YifMAOMQyqjQi/65soPqW6nLWhDb62bgjqWopTgvVOE3U59kQ8lxnSJJhQFKLUiiISFPRIr0PPKaIvmlkMCUnUu1x3/o/I8iI6XlTJg+scrlr3XHRGArg8Hq9N1HfFy3GtJ8nd0MfKdVbK47vGVkiWNviPVW2mNK/l8wjoUWWSCBUjwQFfeaMzKclmHkVCZQKAnhO0x9J6LzW7lqbESVf7QbEUxHBnTWTRl3CXPi8CL9sD8fJYxTh4RxsupgW1nKBmHUqCyI7XSHpdc1zUBJ5YA5mEwG99guR8LeYBTSnz5QphDcGod1pEddhGl/Bh+sXEdO9uJ6q8jVAMSh6nVSoiPK6uy6mIBbts9uG/GuS4rhvqZAtH+eChDqSGAuSwrVu7Q7MK6DpZOuDIHJWK83lx1r90D4FcSqVcfEfle+9kIUiN0+7jwAYLWRTs7LrRLFbgyiv2zVCYEukiSkENBThI9puK/S1KOl5LUv/Y5leJQGyGNB84wXWZ/HIFMLv6q2g96FeWRwbI70IWoRnYIWvmCapqaCnC4/YGMcJl+sIfa7rmsnCnNM7c6P94fxcsxo8LNeH8VjBlUfGc+fNITtioaHjYN77H3HOfRKAi8653wawOX6Jf+2ttnviNgDJkiVLluz+sfshBOCc+1oAbwYwBPBpGA8HHGoWTtwGoOwKOF1pYG4YUfL+MOxAy5IlQXlVxom15CqLrwxtTp9sx93xYimgDUX52z2WDQ7tXxSRmbrI6tKYWkfBHe0XEaSWFOaxFUMUKhpDoaGtQUAFnSw+UqJEpl6FsTVGPqeej7z/u9q+panVxpfKjgXbOb9aBKll3IqPbEd0whWa97nfk+vDvVXKeLsXrmPpXp2njq3/WmbldIVfUDchIC0sROEneoMK/XjuXC3MyX4/jvtUFuKw5HNoWma3Heai5TV+HdcDAFR8XH8rPki1lg39aTyXCHtXYu3rlvZH5EWBHCDyAp70f5Qfazp6BYIX4jLi877gHwYAXLM2i1kUbqGnrAvhN9g4dkwKWJEhSx4ryr/hQ5y7agV5trMoY1syydm6iwiSsX9yXaZk3jhPNZuTzcKN/Ny8xao7Por95KVyLVWuMFL4Zxx1ftT/ll1nAlyCklmeeN+8FVrAhql1XlIQGXfPyKWRUtX16pmRcwDg7PuGqH04HA/nEikPZF1xrSyWH82PXe4FTwn5AZ1+9ExUSkwNjGuGvIC97lW7JvJHPj78DQDAfOXh/NgwY3lzk9n2UdRqvzfq8VB037d7jqZXtkfm7U7bfUQC/DYA/w3A6733W3eq0cQBSJYsWbJkyY63LQL43jv5xx84gR4AB6BSdCOIkIVairLfaRobnmHiRUis03bdc2UrbymomnHWrUFEhCwUc82kWzcKkRE87QPDty6IkMhlEqufcXgVWyGDmwJAwwnln+lNKPo4RnIH9lz0SExbcRsCbc1Y4K9a/pi1e8k1uNaJiJD3pJytFjByE/gTZOIzM6I2jHN4o2elaUUQZ9vKoy4b23t9EFHNhUpAlfQi9L0KxFjpXyllS6TdNkRbkAJMHSsIpQV/6CloGUs/a0dm9paxpLV40LZlTjhDkss+Xs92+ZyLwu/gc9a2WMKWsXON2ZLJXRB5YF43a7KsF7KI5pg1MG0eDeXH8Jzee+i4jkIfm4gs7x0b4wZiOkYuk2vXOZWpNuGdhggBsQTxpsX5+1lsn/2gB0RL+fJ3LR50uvrJI+NXJju9It7FY5uDiwCArqBjGrMTtJzxQVPJXa7vSjmMTZ8RC+WUS1Isyod+9/rhXRxKTJ98AiJ/FgwCYrnhK62YVjKwQkJd40A44a6wj8qVIGqvV4KHRTkDzBZQ2WUifwr4DMUjMVsNQlQsEaxlion8W93ouXGugMwfnQcAuG90AH4DwEsAvPdONnriNgDJkiVLluz+sfvj7z/eCOBdzrlNAD+PcRIgvJ+ADJ/DTuwG4OxURA+TitXUDY5uWI55SdDrJuPplruvMq1kTGvu9JBMfMu53kNEKUQ1NYl1Mua6Y7HdqiCdAZGXSHl2hmEH3bGd+6zk8dKoKbAvyGLBipE8isjqZyEhxv53BsI4tnvrCzW0Y4zzq2eCZW2nfLi3SibnvIBSRLssBjRlrgb1NLDdrqCFaYshk99wqhy9NEPb9pOd3xVEXyvaPQcRXQ7tObAoTkUQNJHwqo88kIblpM/6gPAuuxgHZblktgVEhEpPj3ofplyI+9YMNSpPg2tB8+Ertn5qJsPbkrYoR1t1scjNmSzEx/cs9n9DYudk/+8aS/+KID22oQVzOtYG8717I3MSvAhzLq6nLR/Qess8k9qv+eKDNsZ4z6bpJJRtzVwtxFz55SzkjxNNq/Qu+zgQHsi+lUE+yOAHgA3LGlD2fMGNft11+1v57+UqZY7Dc2wUY4ndksX7d6VM78DkoKetUE5PNAiI/Pc7wocwnkLP4vWlYvSKMCOgY1kGtUrM+silfaWEb8HKjxcKyyOfB6IWgnoylupBdrk1jFwBWt0yIXrCE2oUw/35HDSGz9LLvA+zDgBg2soUv+7cl+fHfuDGOzAYjv2tumMWigEdWfPHyZha8cM3Oe9xiL/nJ3YDkCxZsmTJTrj5+yMLAMC34wicHWkDkCxZsmTJkh1j897/q6No98RtADIEktkIkc1sW9zdbSPxMf2vkgmpLxfqCe7Z3QlVw5RMRRLcUz6QbWayufwca8xXxf04a+48VprTNL19CgcJyXDaUozKdk/h7WHPxkRXshIdWelPUxZZbZAu+uVKTa43N7mkBrKPTNsaipt1xVzCJFTuDiK56EzNXKrS121LG9zojqdocYxD2c7HsEzZxhrbbxwQMlI55Setml5R3MUkg1GydkfS7po+uJBrInrDkATrsJ9FdAlvGzHwQiHWdGeFQIoJlUXYZ8eEg/hsdqSmPVPd1H09tGeZGSGvMJImOrRxxPAGUwiXTFxHCZEUv+LY1qWyYMkkfdezi/mxWiG46NtZcNtqJTem+mlfl/GwHbOUVh/X2o6JISnJcM0FtzhFfpTot1G4Fj43DH2sFGI4galoZREHIgGR0sSaLjlVCiRAle9VNz0ATFfP5b9zTGxTbaP1MQAxhQ+IQjt5NT19fpbiN1WT9m19so3ddpTHbdixkoXsSCIEootdU/dIICThr1SIIceirb8RISAj8dUL4X1lJUMgkir7siZ3B+E5cC4ouBTatRRKC4uyzwBQNVngH9v8hfyY+wQkmt0naYBHYiduA5AsWbJkye4Pu484AEdiJ24DMPAZ1nsdzJQiErlmaTVbhUhGueADeYdIfkaIdVctnY+10HcEWRAZ9oSgVDbvwdDxWNwVL5vwSVlkb5kuV7a2HixFoRSi+55Uq+H1+4OAsnZERIQ115dyIRYRLTLkX5MqPd7Gu2gI/VpbisMY+qYgEBAROdPzZivjssi85sHaOHraFGYg+7FQDejkmU5EOjVDIgPxPlRseU6Zh2FfPAAXLQ2pZNdQplatDikmY33s23M7hyiIs2pI9TQiou8Y8mXhn0uIqZ3dQlgPg2FE2k175qtGzs0k/azu43oAgL1CJPU1bX1QEhgA1rOADlUKl7aAICesxKxNBIGXdmF/7Hqi47UskOKW8EgcoxH+zrmX5ceeGf4hAGClGGRzd72kdLEojggNzVqaKz0Z6gGYsVTIlovXF4zMxzZ6Pp5jCmXRkGd3GNE7vQhFEZuiUNL1fpD2rRaF9HkA9QJAsTSa3qbehI4R1fizJAV2ZusmQjTYyo8x1Y3IXL0JRPBK3CuRpGspedVyXGv0DmQmwKPCPvVKIOntCaFwuh7IkkzX07WQkx6F/EiBHkofV6WQFFM12/0o78wx0Rvky3Etcw4qhfDdqF4Vzp0SL4uFKtwRS/We1L//zrlfAfD13vuPPM/rCwB+GcDf9d5//Pl85sRtAJIlS5Ys2f1jJ9gD8EoA0891kZi71c+cuA1AtVDAA406rgqyPW072guFiLQJilcNoWp627niHICIxt1QRGMMPWh8mQVUGF/WtvJ0QQlU7RnK3TaBnnmJ5zKWrxwD7qApX6xxeCJ/FtGpSeyPxXDoOQCAEsv6GurQojLb/297bxplyXZWB+5z53tzzsqa3qs3STyBhBCClgEDpgVqsGywRNsGSwwtC7lpGpZkjGlLatZq2nSLxqbBuL0WDWojI7AEaHWDJYaFADFoGSMJARKgeXhP79VcmZVz3jlO/zjfjrPj3nhSTVmv8ubZa9WqrBuRESdOnLgV3/72tz/LZy4XShBZLhjmsy9tkNksidgZxG2n2+EYXTn3BssqLYo704hGKSxL1Fz+9VGYV7IcGklmEzl9xaJ9ti/MDVvsbldCdLWHGIUzf3tB8t3z9gyxYdOCNEQhHq7H6PLKMORQ61ZeqDa2LGfbNhZBjVFoWUv71bA9rIED06e0qvE8LBfclzLgNR/MWdb9EwCKpXjXxp8M12/r5MooNmoZ23lG9ahxYZS/7UMeWG182d5X8+S8TubfLyNGrxyHmsyM2FLYou+asDTUHZABGIthDXPtXVkfzkpMV+ohQr8+jCWFtM7tC8PASJjHH0qJ47y1Cr7e/1T4vXHMk3ct2m/K/R4b0zYah2dy8+CT+TYa+2hL3pFpMd7xJS8DAHzzB2Jbdxr/LHeCnoItg4Fi7p9QIx8gWiEDwIFpC2hQFLaH56wsQm/Zd93p1nPzz/aswdHeOPyt93vSflnnibqDXv9y/tk4G+TMxlGFc24ZwL8H8FwEwuG7AHwMwK8AeBjA4wC+1fvgSOWcez2AVyH49r/Ge//OqYPeOP6Tc25ahPbUuKnXoZl7AUhISEhIOB7wAPzhdwP8twB+23v/D51zDQAdAP8zgHd573/MOfc6AK9DaNf7HAAvA/CFAO4D8HvOuWd5f0t2iG++xfGuf+5dAmbuBcD70IJ3TZTvzD1vS4TatRx7bs8q0vrFRnjLPX9gym7JiVdK7Hs3fNhvzvLAl0VpfV92/9QxMovMqaK/hpjrPGkRV0+bbIBGQOHNvSsGNM4McGgOpBE9rYBV1V+xcbBK4kAalpBhuNyf1jyQddCGPDTt4XlonQwAm/3p9U5LYwr9B+M4ris0PJHjD40N2TMjnKZEi2xSQ1ZA1eSPV4JqW5uqrJgZEnPPaz7mbHkvVa3OOd5w523M0sDHLQMA/nwcU3Nja9t6YFFsU8x19i0qZu65VYmMD22nnZz7B85+PQDgJy7+BgBg3kX1OY137vPPyj9j4xqq9Aei6CYYjfuqsEcIzMEuYv6XDXyoP9jJLuXbGLXrvGb2GVkOVcNr9E00OI68qiSuc+brWemQibqdxjNVTEej3H+pfi7fRjagIfa9k81w5uqxHTBZCu6vUXLDNDra5KZVj/cEAPqjyMjUzFaczXqAuH7+/l++PVyrsAndQWAYNvdD2laZhv3eZbt+0VGYHofVBrVqfC5aDavMqcbWyGRWmtVwHQ3RDFB3ofeKOgXaEC9Uo16GLMpmN2hKaC8MADu90EJZKxBctYLR+HArAQ4zBeCcWwTwNQD+MQB47wcABs65lyLQ7UD4j/oPAbwWwEsB/LL3vg/gMefcJwF8GYA/udlze+9feZvD/5xIzYASEhISEo4sMn/rf24AzwBwDcB/cM79hXPu3zvn5gCc9t5fAgD7m29c9wN4Un7/vH12T2LmGAAg3NhOTVrBWv25kyifDXVWa+HtWRvNjM3ONbbmlRa1ljfUKJxqc0bLa9Jylcc4kDwYPQHaZll7RnwDciYiE7VztZhr742jQpn1+W1r2tOQZkAbg54dUxqVWNQ9Z3X0tNIFpAJB8vasz2edu5JtBxYlzVuOsFOL57nSG0yNfcMsffdsOpuy/HImRo7PiPyUD5FaT1pg142J2a6E6PVUFqO5pg/j6bkYCY9cYBM08p88j6r1u6bKP+FDVFkX6+Bts9XVNqmMjucqJ2x8MVKlXmFg41G2YgFh//3KVv7ZL14NkeBSLai9x9Kulw1/al7njixCmP8z0gxo25TxTbu2VR/XJhv/aK12yxgoRvkt0c0Quj/9CEaWpjyJB/JtZGd2fGwhy2svYwCoD6A+RSNPRpXawrfjQrRLS2D1LKAVrravXWzZfFokr/oDWh4z8i809zH2QX0A+Blb/q50Pi/fVmbfyzw46+ZV39BpngYQI27Nq9fdnO0f1/682Q/zOrTxD+2KG61pbQxR8Haw1ues/QeATj1E9WSDul7YDfuMVQ/aDpjMCm2Sud9weMOM9NOBNefc++Xfb/Tev1H+XQPwpQBe7b1/r3Pu3yLQ/U+FsnzEPStTnMkXgISEhISE2YfHbf/vuu69f8Fn2X4ewHnv/Xvt3/8vwgvAFefcWe/9JefcWQBXZf8H5PfPAbiIexQz+QJQdUBf6ugX69OZDn52/mBaYLlu7TYZoV4UTUWvEqIaNjVRsGa8UTKt6s5G9mHHIu1ChG7DPpA3/mwcol3m2NX7mqlp1uQ3xHqPbnzqishIm9H6tX48z4Kp8xn1A9ExsG+RWkujV4v82W6ZjZWAyDBUZTynqoxmpnUXTWuQ05fIqJ5rKoIqejmLuVFGl2tZzHXm57bITqN2tvWtWuRcl+voWbSvGoBVu7+XzZ0uE2+HEzynLKuhVSqsGvvD6Dqc05oAmdfBoqydEds4y3gquePjdN091f8dUfrvmRPgqSw26SHO2Gds3FSRQZdF4Qt+IrctlRRkNZR92HThu23FfDVGkl9uGOugGgbO8VIWPrvionKfjofOPDNWhUlbcsYCOXHJQ1Fdrr4JC+YEOK5NK9D7tnY2B/HcdNU7WQ/aiiv9D8VjtQML1Cr4DITj7vYu2r/jum3XQo3/nqjh6zXqAsw5UDQlbLE7qbAPn4U5Ucc9KvfHlWmWptMJ88q8PxArQHK3Rpkn6lnqdXH0Mw0Dn5UdFytaODaune1hbA1dsbbXDWmrHRiCQwyAb5zKv7XDe3/ZOfekc+7zvfcfA/AiAB+2P68A8GP299vtV94B4K3OuZ9EEAE+CuB9hzfC28NMvgAkJCQkJBwP+MNn2F8N4C1WAfBpAK9EeP1/m3PuVQCeAPAtAOC9/5Bz7m0ILwgjAN93ixUAdwXpBSAhISEh4UjiblgBe+8/AKAsTfCip9j/DQDecJhjulOYuReAkfdY7w8L9DJ/1t70G0Z9k3LeLSmdumrWwfdnsbxoaP3htQxwyYQ0PTvWci2Kf7pmF6uf9ewzHkFVI6TTKyIi4/h3hsOpc7Nh0cGoKBRU6HWP7Gmh1fBJKZfkZwN5oigyXDLaUEV9TaNqaRa01IjbDiztsDWMKQaWNq4anfl4FqlF0vW0XwaALQS697RR7nqPlsxCl6WCbOAExBTLKSmPyozW7GUsqRTTHx/OqSWONHBaMIFmX7w4KADtipnQsg9CLlL/nZLGQrQh3nNR5EUL4wURgjK9QeGeCgonbYUBYM2EfUxZ0bYZiI2maNHblFRD3wSjFCKG6zSbY0tpaHqAtsWaKomivrGNPV5by+b1VHY2/2zTXbdxmJjMRfEmm2gxZaKGWr/64iD0e9Fvx2vrm6hyzlIMWv7Inxd9PP6uiTdZEnmq+Zx8G4VuLHucb5yO22h/K2mXgaVlTnaeDaDYdIgiPrXodWaa1bH0wJyL5XP571kpHoWeQDRkqsn6pvBusRrSLpVC6SzFuvKZGUoNsvA8MYUARGOpVqFslWmmkFrg2gaALRdNigCgrqWaViI4GMY14OpLdyNCn3k4574CwIsBfAVCaqGNUO//MQB/BOA/0YjoZpDKABMSEhISjiz8bfy51+Gce4Vz7q8A/BcA349gQvQJAO8FsAngyxFcCi84537eOffIUx2rDHeVAXDOvQnANwG46r1/rn22ijtsqZh5j80sipdW7C11pzfdMIaReXMcp6Jhke0wC2/AnVrclkeQYqCzayVTLIfrSpMYGvPoZ8v1uh0/LMHdcYyyVBxEDLKiWNCLCpBR6xVrQEI2AgAqxhyMBnF/sgl5eaKIJWlKo6WBa3VjNyzK3xrFSJhiwRVrEDSScXH/BWnesmqRKbdplLxtDXkqUsbISHPDosZ5H+1NGfmfqljpkczbOP/9OJ7r1laVUeWWi9H7GYuALyCKtih8YvSzLUKo01mwnm07MfSxSL5qTMZ1sQI+axEwyxPHTqxcbYjKMOy7LQCxZE9XBMevkfyClWaxfbKKRMncxDUt0bvNddVHceWeHZfXzzJIANizcSkjQeOjqgm/GPUDRbEjccabOM+uSoWdnIMDK/dUYeSXv9OiammytGCNiLhOOoj3Y8uFe6miwSVjAy5mHwYAzFUjO8DonkzAAz42SOrVrERQyjFP+4dsrCFqj43AgKGxKC1p+DOJrXEsFe9Uw/qj6HPTx21tK3Vs1KYbQxF6PzgnexVloKwNtQlalX2ogvbi02JJik+HUnrJFtKcJy2XZLMhRa3SPPSWwLPaC8A590EEf4FfAPDfAfiA1y//uN8Swv+r3w7gQ865V3rvf+VGznG3GYCfR6AxFK9DsFR8FMC77N+YsFR8MYCfds49Nc+dkJCQkHDs4P2t/7nH8R8APOK9f633/i/K/vMHAO/9tvf+Ld77vwvgbwLYutET3FUGwHv/bufcwxMf31FLxUbF4eH5Ji5347tCqxrec8YSCTMHnOfo63VMgs1GrvalxW4jRMSPtONb964ZDbH0cGMgUbKxByvCIrAMrmnjUutMQjUM+3m5IKP3ytR+i2aM0xIDJDYR0pw+KyL3hywBm15TWeGzcIz5epiLxljMUyya3LNjkR0BgJUGc8PTx29bpFMTi9AHEaLkmrRNZkRLrYHOa80V3131LHV7T2TUDwBj4wUuVEJ0dX/2cL5t10rd5iWCZJMhRqUPZo/m28g+aCmos2j6TGUZALCdxUiYjZ1YejgveXyaG2lEzxLE61bed0Zy9BzrgraatXlio6eDrIyBssY/wifQYlrte5knP2m6F2UrGGkuil6hbQxDJ+vYMYuNagBgqSKsFPUQtED2sl5tDhkxHlRi+SPLE1UDQYtoMgWn/VNH3EBkBZ7lvhwA0PXxuWYZ54LpCTaF8fnITwUW6KtfE48VmZhwbWd9NALakvbehJpGATHq1/EzDz8qaA0C+3Aui8e/WHnMxh+icGVFVo3l0BJYrrsFsx4fizaBkX9XmJL7s9Aymmt/00UzpVO2LnastHC/GtPObFK0Wo8sdAvz2HUfR8LNw3v/U7fwOx8E8MEb3f9e0ADctqWic+67nXPvd869v5tNi/kSEhISEmYPHiFFdqt/7kU452rOuW+f+OxLD+Nc93IVwA1bKpp14xsBYLV2n7/aLZZd0ovmbFub1YQocc5C4q3BdOSy1gxvzo/MxXwaI+iNXjwH1fPLzXDMTHJycxaRM0oGYsTWzYqmPECM1geSmycZ0LfIriVKfCr8T7Sm3+V2jJlQNoHnpmHQ2CtT4gq/p/v3LW+v7ADzygcWXerNoRXz/mj6ls3Z9d4viv+VpuU/+/HcO0OLKJphmW4NxbLW5oBtik82YpR5zSyQVUVO1TnNZQ7EJphahHmJwtmymFOn5Bs/47n1XJzrthyLFtTzNgZl8jpgE6d4H1jF8JAL78JD0TfMW8Sp95TjaJl2YzuLkW3fGAa1RZ7EgjAZz8EXhPEYO7Ultq7UMHRUA+CLmpK6fKVQE6MNqvIW2xbtr9Xjs8XKnG1aRWfxPGQpCsc3PcGW5aq72ljImAJaRQPAM7LPD+fmvZK1v2fjYoOuA2nk86LXhI0rosSnUVeX7Y01F27VEppXHzo2DAvH3/WRYVhAYC6u+NCKWJtFcf+r0mCMoG2zaiVYaTInNse8Xs6h6jQ2jUV5RBgxtjd3JVUiZF2oD+D47ESF84SPKij/Kr9zmCUNgPUZ+FUAX+WcewmAlxn1/wfOuW/23v/BnTzfvcAAXDErRRxlS8WEhISEhLuM28j/36MagFUA/yuC0v8XgPxN7q0Afss59w8mf8E599XOuf98Kye7FxiAd+AOWipm8DgYjwrRKHPVi/Xpy73aC3kuteOlN8BHu+Et975afCMvWzTM6R+MqMKOO13thWO1pB3w1iC8pTP/PpAKBEZSeh5WHDAqLRsDI+e6WO82qoxKp/dbtpbHEuzj0kEYV1t8A7YnmJGG5OgZmbLaQCM9sgg1GQ8ZhsUGtQnTkYHsns/ZlrUWXhAdBa+tafllCYixWAuRmjIA10YhAm5YtNTxMbrss+0wtMGT2aBa1cNJtUqlpkTyrJfGIV+/P6YdtDArVNZbzlkrNbp5Tbf6GFgjm/G07wPbPlPXAgC9zDQPVuedfZYCJ62kOGm2rjpPPOfQ8sqL1ThPQ2tQ1RPb29PVBRuzVbRIy1zaX7dkLngfyA4oOmYfXTdGhroFAGjbtgvjmHNeNAapZvdqvSJNh8zGdlWaRDESZgXCuUbMtV8cmH4i12TEtUatxDUfa/3JKJEx2BYPgjkbfwvxni5ZpQWPuyJRdR4xu2cCABpZXB9ERfQpl00DMG/H6GTxOhZBLYY09LLqm2XTjTTlGR7bc6rakM1K0IHQm6Ipz8o8wmcHbAIlmo9GXkEi7c39Gp44xP9mmAKYFXjvnwTwpHPOe+9/Uz7/H51zlwD8snPu1d77n3HOfRGAHwXwjQA+civnu9tlgL+EIPhbc86dB/DDCP/xH3lLxYSEhISEhMOC9/5HnHMXAPzfzrmXA/gqBJ3cdyGwBTeNu10F8PKn2HTkLRUTEhISEu4+7lEq/47DPHOehWB18rcQzIFe6L2fFrDdIO6FFMChQCl3UtWX+7EsjHappNX3x9NGGCzNUhMfiq+UCmf5Fel3FfB1TKzWFwMWUv8co9L2W2b3SxobAObrgYLjbqInzGl1uvDqw8Dd9obxQ4r/1k3EqAIaXpuaxVCAx916cm0HNpB5o+b1GnkdOk9Nm+tWleeL5x6Mi+MDgF0jfDieQnGiLXmeuyo0NsesCYaGdXvj/GwP4/3OWJYpjwPpZ1L/TaHcaaesc81Sqzmjfa8j2qGCIkOjvQdCZJGuV4Mllg1S1Kepq7wkVNQ7PMYZ9mOXm0pB4INVKwGTQfO50GurZkVZkFLubUtHdiVVQqaZIsY5sSHmvT/VjuM/bVT2ugl1dTxtE4eObb2uNCL1PLZrmpOujKu1MB5vQtO2dA8krgsdvVYJosFcsCmXyrJKptvGQixzfhdFtMryTYoBV1zctuHDve9IV7yOrQ+mSOYkPXDNDJYo5quVfC1rmShLAmlJzdJTIM65rgGaZNVzM6i4bdnssrVk9lEEk6O+Y/fAOFEXfEgPsGxySUyk2FWzJQZfA4wP3Qp4llIAgkJ+1Dn3wwD+GcL/2T8B4JMAfgbATwJ4zdRv3yBm9gUgISEhIWG24eHxFP44Rx1vmvj3DyFY/v5L7/0VAHDOPQHg15xzpwF8h/d+Oor9HJi5FwCPEGFrZLFsVrUDKd3jmzKjjheejVPxx1fCfnujEA3UCgJBi5wlEuZPz1sNb+l/sREZmTljAKpS5sU36sVciBePNWdCK7UHroxNPGdmRbsSvVbNRKhix9wfxfdhmv0ow5Bfh0XVynww6mmJMRGjNx5W2Y1lM/thtKGlaSy51JJCRvxXun5qG4fIOVfQarmstI5/014YKEZ2BLcz+tNSygWL1K4NYhREm2Nek96jgR2rIDw0YR+FfquIYjuKDFned4AY7dOqdyylfmfb4Vi8f2WM0oHcZ1o3L9SnjTLPGSuwQ7OmwvQWmzkB0SCLgrllaRLDcru2lJjl12JDVHFlZkK8x/biSZdqYa4pzG2LsLOTm1jRgCvO09mWiR9rMdLmsO9vdQr/BqJplJoD0aiK/2H0hO3g/JPJqIhBUcNZeaWPQr9FYyKumE217t82gaAKItmsihbUKqw7i6KBUUWeV35X6PcZ113F1tjZTpzDJ/atuZTMaz8rioEHciyWEVcQo3Yef9PKS1el4c/9JjzctzLJtnxXNKys8kQt7j/IMlSTFfBNw3v/7yY+erb3Vica9/l959zXAvgtAL+Np0ilfzbcC2WACQkJCQkJCU+Byf/85fM/B/DVCL10bhozxwBU4NCp1ArmKT3LEfalZGXXoup9+/uPr8Sp2J2IQvfEFIR5Ry212huFqOlProUIUvPRV/th24Od+FZcyxi1TueSyUi0oWVh4W/mx09IC9+mvdYf2DXuDiPLwXIfbclLNoPRu+b+ztZjdEU8thciWjb1ma/Hd8ZLVkLJ6GlBStm6Nh61JmYEstZiRBIjVtooL0rel5+dkLkgGBFx7vR+8H7rZyyb4xwqK9Idk/kQkxmLprsjRqpi1mRTrOVzc1amNmcRc1WO37Y867qthRO1GEFT3yDkVH5tnGshAPJt2uI5P0+J6dSuETyMjpUMalSnGQDmpqmLUParkoWIU8slmfsmU3I528q3ecsFF+yHbX02ba4/1Yv7LxsbslBiy71p5aiFOa8X72lXQsH52lPrd6jB2PFa9hn271tOf8MskYGY024UDHdMw0ArXWF1yABo5MtnZBXBvMfJdbCs8mQjfEeMC9bdNFqK4HMUNTtxGyPzwUAWlGGUhTnX7zPnqH2Y1qXQwnlnHK+NbAj/rggNtmsMyUjYqQpcqd34ncQMEgA3Be/9J51zX3krv5sYgISEhISEIwmPkAK41T/3Mpxzb3fOfcmN7Ou9v+KcaznnfsA59z03eo6ZYwCqDlhqVHFVQipGY/pGzrzptr3d9ocx6q9NvBdpZMg38gOJmqjWXjKtwY4ey9PiNo5n0ST7XH+t2vR7mCrk+TMjwa2SvHr8t7yRG5OhpiANi7of7wd1tFqrlmkeTjSKLXz7Eo6eNCaCU6HqYkaqbTUOoo7A/tYHkIZBhcoA26Fdnc7DT1ZcqFKe+w3lHnE/3hvdn8ZMdRkriQ5vUfVcXSPP8LtqW8xxM8JWJoYR7UPz1EVM61MORmoFHLbXedCS66Z+BABofT1pR6zjYrS8LjbZZzvWSjqSQCBJRj2BXseiKfy1iROj147lglUpT8ZNrWHZiKZnkfae25X9w7N4yaoANE/eM4Olvtjr1s1Ai9G7Mj5v/dvBFOgVv3M2/4wtwiefbyBa4uZtsqVdNNX52qqaDYtOWfMdZRf5PcNKAQWPTwMlIJpILZv1sbI7J0ssvskccv3tyfpYMXaJ7cEB4GwtsFIbo+lGUpM20gDQy8IcL1QDI3Eghl00d6JeSK3EWb2gVSIn3GKBtbnjOAL/kd8GngDwHufcBwC8BcB/BvCXWvbnnLsPoUne3wPw9wFcQPAFuCHM3AtAQkJCQkLCUYf3/tXOuZ8C8P0I9sBLALxzbgdAH8AKgDpCyeD7bL9f9N5nJYcrxcy9AIw9sDMcY7UZ83W0+9U3/93xoPCZWgEzX8fIeU9yheeHIWJZsoYfQKzvziM3Oda8RWoaObPxEBXdIxe31UoU+7ybtNBdaca37vVe+N1KSW6Y9fA7A81t2/X25wtjAICD8XTekI17GFWqGrmW51TDCOdEH8CIW/OTPduPQagq2RfrVH6LtahF5JdMw1AtyZuu1UPEMx5PhwF6HzitPKbu3jQ/BrXXjewDNRPCrFiE+shCnLt9G/ZWf/rZIzPCyE29DhisK7vx4Lw1lbKPVK/Ac2vUc8KMFQYlx5+EahnWe1aVIPeB64d6AtVp8P7uD/VZMXW7rel58QEYZmQm4vqjQpxR4cE4qs9Zr75jLY81cmRUrYwVGx2xBfFG5Uq+7St+N0SxD/m1eL2V0A54IQu160MX2QRWC1DfUPf3xfNYW9ztStQF8Bi0de6IGp5eAmuVWEHByJ85el2bz2qFc/O+6TNzvU+vhmlWhwzOrvh81EzTtKa1+KYzoaeFVtrQq0ArWqhP4DJST4Q9axtMdqYuNs+Z7ae+BAfZ8NB9AA77+E8nTPz3aufcPwfwNwF8OYI1fgvABoCPAni39/4zt3L8mXsBSEhISEg4HqAGYNbhvR8A+CP7c8cwcy8AzoVcbqEFrr1tNyvTedYDy3ftSY0v250y36jtT5etXrYm+WKeii5tqqgdWy20ViWwzfC2KXWbEoUztXsgbXRHNtaTFultS2qRtdOVXBGs9erhb436GIWW1Yx37G2+IdEG68eZh1eFec92G+URrkT0pnPYkxwy54A1yjoGVhSs1mMEyaOdNFfEjX6M2JZrdo8sullpxKVc9n2QaxLolyDX0S7RYKzZXHO+lDFgwEz2BYjzzvPotbGS4K3veRgA8MqveiLftmmMx0EWo7JWN1wbb+WisA+8z3ofyB5MOlKGcTDSDvt0pCqD13RGnPp42G2LPJUVWjci7L65GO1yLuirsCAsUNUWCNk2IKryqcBfkRpzVh6wAqbhpr+etCkT/Rg+nYXIfymLDXYG5pK3JRoDRu25m6CPx2Ir4dXKdCVMvm4r4jRol8nIXp33yByOJD9Oxkoj5klMsk5ArFCpCCtQs3vIwF/XO9fKyVZ8jnaGxSdC24/v2POp1RJ7xsD4YbEaAACGtk5zrYRUPxBsSgUEFuRQNQA4PlbAh4GZewFISEhISDg++GzdL2cR1iH3KeG9/4EbPVZ6AUhISEhISDg6+H4Af4rg/ndbrRBm7wXAByONHS3Tq5LOjTQXqVSWxUFKjkhZUXCkJTJzbD4jrBapb1Kwy0JHk2pWFu5KrygEOt+NdVhsTqQpDArkntwzOrBwbjPcmawHFOimU3PVwmcH4nlE9rYr6QfuF9MCkcKcfO/W9ANpzJqmYmweJ+lyIJYXKeVMkxzev5WG2I7aJDA9omV6hNLdW31fGPPZuXiPaEms46eYj8e/LnQ/yytVyMUo5ISld9S+l6Krb/uKx6fGOGlPC8RUB9favjh8U/Ckx6dwlH+roPDCQVY4vpP7wdE/MYg07rKlYNaHgUJfqsbn4oKZ/GT7sTc9G1rxOobZdDqlIOaz86+4QL+rCJWlmXyedH3w+GpqxeOeMXtaLePkeTT9QKMdrquBNK96ZMHMeyjKlPllWmRB1hjFeV3bryJPw4ONIP7bHMQbx3JgrhN9hllq2czHH8dVJujk83m67Z5yH6kSxUNNV/hsf6RpICsP7cXn4fOtlJDlpZrGo1nTtqVwKIAG4jNcVv54mDiGKYD/BsArAXwbgLcBeNNTOQV+LiQjoISEhISEIwmP8Lp0q3+OIrz3v++9/04A/xWCV8BbnHN/4Jz78ps91swxACNk2Br1C7a0+9balXat+hkjI4rKgPh23hsz2o9vzHzb1pfujkVqrM7TN9LIPkwL8fJyHrE+ZTSqrXUp1IllffGNvDMhYFNFLIMYZQA2+0UxmIqXrnVpext/gWWDLGPsjjXKd4Vt2oSHIrVVMTKZs+Oe3w/b1MzmdBYFWTls7lgCpUK83ETJTqrOpzz3vlx4d6JETkvfVposDYz7czMJCS2TYimhMj0sgyOLQEEoEMWn54fBXKYl1sYsQ9XInCKqwcDa7woDxQhS2yxz3HvD6VCIzZ4ohNUmSIyAv/JULBl777UQ2ZFp0Cj8bHUJQFHgyPnPPG2Fp02LztZ0/AE8rDaEYskpt+mcN0uYBa5NLmEtleOaPFONzxbXn3MUqMaxUoB41Z4BrgkAWM87KAkTWC8KLgtNuOzeq9nUKKvaucP+VwdRdMyGOizBLLA7rsjuhGOF7dsDPneyzml7roZdLa6x8G9lBygQ1K8R3kMKYfU7hr+72af5UgS/SzMfRYM7o8GhZ+hntBvg54T3fsc59+sAVgG8GsCzALz3Zo4xcy8ACQkJCQnHBLPtBFgK51wdwEsRHP/OAfgFAM/33l+92WPN3AuAg0PdVQvRA1uQVgv5z/AZc9uaR2O0yIj7ZDu+AbM875pYqtat5K3EiwbzFiload24zwiB7YDj/mvtcKxNqa6hMQf1BEuNGIGxlJBld+2SO6rRcWwmE455Or6sw1mU2B3HsT65X4wQ5grNfYo2udoYZL7G88Xjc4ppdPMjH/+afNvrnvluAEC/YCcc/maUOFdSrse9VQPQKomkeA/pEK06B1qqKiPB28VIWDUWX3oiRPB/tSk2uRbtbQ+KZVIA0Lao+1wl5M41muMcKhPTmWCetKz0jLVZvi6GSWQdWM7YHU2Tm2zIcm0UI0+yD++9Jrl2awfM8WvjGOZ298eRLTvTatl4pluR0wJZGSvm5KmrWc/28m2rw1CCx0ZVWs5Y9mzlls92uSOJBDmdylhdOgjjaNdKShZtN36kU8hnS6P8PbtcmiPdP6elvOHnjf60lobrSNvvkm1gJK/NgDYntChAXNceZECUdQl/n5LvLDId/A5SK2p+lewLG7Js46EGQNc+Da/4PaUMDjUYupYXGy00Dg63DPAY4iKAxwC8CcB/sc/OOOfOAID3/i9v9EAz9wKQkJCQkHA8EDQAx4wCAPYBnATwWoQp0DcsD+AZN3qgmXsBcPaHLXqB2BpU8+rMjTbGtIGdNgmKEUxcYGQATrbj/ox8Xf7vOB6+nM/LTNctB8kgVAL6/I1fzUD4Y4ctbWX/ili1huuIJ2dk1KhqhBCOwfyhRlmMWBakG2tzoh3pYltV/eFvVhJobpG9j8QzJo+CuO17HvjDfBsDNc05M0/PHKSa37BagLu3azGvToG/FILkPzPy1yiFEVhJB9WcpdmRc//1ZrHqQ8dK1kjnlSxNHtGPSyJ0uW5qC5iL7cg9vtYL67YpGoDRxBegMgaMRqnW7/i4EK+Mg0nOojSHGZpWZWDGOPuIFSr3VYKRzrc9Eq/tlx4P51qyZ0WvbdOqC+YkD79YK7Z2PoXYFGfF5o4RruoJmOfVKgA+16wG0FQwo93Cs2jPz4kmG3TFsW7YuHmPMq/RfpFlAyKLw/u+KwQIn0F9Fvms9+xeqcZgf0QGx/ZV05+SJlksxMnNzOQX+Kyc35+upuG2JXlQy9Lnj+2GOSarpewLKxbKYno+U3rIuXqlwAweBo6bBMB7//CdOtbMvQAkJCQkJBwPePjjyAAU4Jx7BoCXAPik9/43buZ3Z+4FoAKHTrWG3XF8JafNpdZts/lPtAmO2/jWzZy7qov5lrsp+T3mjpkfl9RiqUCFgYSzF3cpSc/zktLNGEy771mkLd2GsdQoRjr7WtfvePzpSITNbVpCIDD6UU0CI3jaD4v0AT1jEVbsWNvClPAYW/IZIyJG06rJYN5aa/H7FsmSzWlLFQfvZaPGvGYc9DCjKj5+lqFYzaAMwM/9bLi47/3eGAlnOSPBscebyjnfH+kasJy23biWzDmZpzPtMJlfshq3/d5Fq3kv+RKL9stx2zm7Idd701Efq0VYjw0A2z5E4fOZtYl11/NtywiahKEwY3wu1iohR+2lqQyfizd/Oh6/bxa3WxZB65dxx4Vony23AeTVOawkUJ1G9MyYrtOnjuKhObHvtXP27D40lTWzKV4XbQIrJ5jbVntujodjuNoXbwSrEGJTMQBYaYTP9s3jQRmctl3j5e5Q9mcFz/R95igYXetaK6vk4Zy18u+baf+DffHT4GNGLZEyXXzetGqA3gwb/fBcaARP63Tv6ZsQt1FfslqN92iY+cKzdhThnHscwC6AMYCR9/4FzrlVAL8C4GEAjwP4Vu/9pu3/egCvsv1f471/5x0ez+8C+J+89x+wdsDvR1D/f49z7gu99//qRo+VfAASEhISEo4svL/1PzeBr/XeP997/wL79+sAvMt7/yiAd9m/4Zx7DoCXAfhCAC8G8NPOTeRpbx/3e+8/YD9/G4A/8t7/HYRugd9+MwdKLwAJCQkJCUcWmaUBbuXPbeClAN5sP78ZwDfL57/sve977x8D8EkAX3Y7JypBT37+SgC/BQDGQIxKf+MpMHMpgGoFWGlWMS/GISwFUlFO1TqNbbIkrzFNu5HKX5ZtGyYcmq9rWsDOY1TkQJRHpNhVjMRhkB7fEedMdvNSQd1n9sIYacyhdCOpeYqeVG6z2pw+t/YaB4CrUeOViw0L6Q27Tn5SVo61OSCtHj/j/Ki5Dn96ZIF9zOP+nP+PbccyNYJCNrWUzfurl5W8WRc2FVJ2bH6YDlEB2Kv+h4b93nQ5lQdFYVqeOC06u27riKWKqvO7v1O3sYZf+JNrcRvLqQZiFEXGlJT7cjMGEKT+1XSJgkNaRi9Ix7xrvWLwQdtcIPZ57/rpEr7N8d7UZ+0sLKihfMdMfolWxSp6z9IPDzai0I82ymWle5x//t2qTAdOfF6BaObF85x1sZMfxYKTokP9PT3+pC5Tf4/7j8T2hscfWxrhXHvayEqNonid91m5YHHt0HyoKIIEIv2u4ko+63nKTlIZma3NeTFrIgXP7wGdQ96/Zkl3UwqjdaxN+96k0HRRTMzONML8b4q19NBXC8/VnYZH8dk8xNP8jnPOA/hZ7/0bAZz23l8CAO/9JefcKdv3fgDvkd89b5/d0fE45x4EsAHga2Dsg6FT/ivlmLkXgISEhISE4wN/e5H8mnPu/fLvN9p/8Iqv8t5ftP/kf9c599HPcryykoc7/YbyBgB/hhDt/6H3/uMA4Jz7SgQ9wg1j5l4AvA/CE51xlv2U2WneZwo8NYZZaxWtYVXUxxKaYqkfI5fw7wMRpM13wv4aebOvDCO3E1F7VhphMzrmmJXJ4Ns1hVBnO3HbdXsRV/+cwQRbcSDXfcKue6UZj0HR0nx9ei4OrKnIKTMT2hPyaa3pp/a/3KXpDaa2DW0cf2MtvsDSMpjnviSdi1iCd7JVm7pGNm1RISXFjBs2+WtiUcz9CqJBmxaKE9XI6ZM7Vt5Wm358dqwBDM1mgFjyxfu9K+eJjZHiMSYtlnWt0VpZgrhcDEfGQ1kRlrIOxrSYjr9IdoNsWBiHRbS15XCssRgOmbiQJloAULUs4hAmYHNxG58LtUWmwIxmN2ozS5Eay+4Osnhusj+M9gFgbOc8WQ3Nd9jACIhiw61R3J8Cx2rJdzTH+NBC+D0Vo5Ilq2bx9xjdlzEZvA6yeUA0IXpyL+xXZgbFIF+FdbHZ13S2lgZLOlaW/Krujt8fV7tmiS4PHl2O9fCxvLVozQxEZqGfl03GbVu29hvCrGxnvVKB6z2Edcnrl8J7f9H+vuqc+zUESv+Kc+6sRf9nAdCF7zyAB+TXzyEY99wxeO9/1Tn3xwDOAvigbHocwHffzLGSBiAhISEh4cjiMJsBOefmnHML/BnANwD4awDvAPAK2+0VAN5uP78DwMucc03n3CMAHgXwvtu8xDKcBPBMiOmP9/6i9/6JmznIzDEAFRfK9jYk/JvPc6Nxv/yt215OFyWnz5dzVvFoBMbqLo04mXcb28HUOphlc5rT5/GYuxpKZMF35V0p/WK0zrd6jYRzm1ILRbZFT7DSZAOS+BmjXOaqtcSRdqD6vs70M3fTN/4lS5My8tfWwo/Z3C1LFMT9Vuz3zjTjmWLZVjwG7Uw55/1mXK6cf87NitwQjkNLHPkZ52JH5pcBs0ZGu0aVkGGhAQ8Q50cbuixa21zmVLsS9U4asSi4Fs521N6ZOfDwb7Vp5b3XyJy57Au9g8JYFHlTKmEAaKRTaMucucJnqrtoGVOg64PnZrSuEXqOgrFNOCdzzvvChvCcnENt8tIz3UFb2IdGxZol2VxoAzD+qn7G47Lpjj7XueGT3XeNoPP7JuubeXrup1E717KWak6eU+ecjBX1RVq2SxSi/NwcKPxdK2nepYwmvwsbFuZf68cvCd6/impQKsVr2hxOa0S47YqwLmSD9nwUFu1WtjDC9O/fKXgcuhPgaQC/Zk2cagDe6r3/befcnwJ4m3PuVQgd+b4FALz3H3LOvQ3AhxFWzPd5L3W5dwDOue9DSAN8DMDnO+de5b3//27lWDP3ApCQkJCQcFzgD7UboPf+0wC+uOTzDQAveorfeQPCf9CHhe8F8Dzv/RPOuS8C8DMA0gsAEFSzczWHlaV4aYwEVXXONcMId3MwHY3yTVzzs4wcNddOo5ZmiRKf0du6qHj5lk7WQaNqnkoZCSKPOuSNd9Oawowsd9vzMUzpZyH60SiOkdrYtqk9MnN/Zzpx7sgYMEpWxoCBR6/EuvXcHBsLxfHPTay2C9IkZHIbEPUJPLdWXjBS289NheLvcRjbcqzqxFjVnIQ/7g/jQTYmbGw1j7lcNzMbsdW9NgxRT8NNX8hoTHOWYgtqIJobaVS2UC1G5hotMpJcrMco/xPdHQDA6VpQYe+M4rGY994xM56y8Q0La4ANqsJnap61m4Vj9CWiy6yN865FfVoFkB8fcRGQBeracRdER+HsMr0xakMXx9WyyL8tlt00iOLxM1l/c9USdsOekeqYFSHxWGTcmNsu0wuVgQ2YVOfAfL3m1XkMftYbaURfZI0a0v6ZaibVs5ANYEWFzuFn9sI9OtWKzAfHyGNx/QJxLTYL5kNF7Ym2nuYapj5quRq7iXGqK8JoVrIKqof838wxdAIckOr33v+Vc66kl/qNYeZeABISEhISEmYYLYv8+abV1n8f626Amfc4GHscyBszVfMayTP/zhacWk7eszfsdcvhaXtOKrkv7Me33LaFwrllr+Rs+WK9KtEGtQgcj9r3TubcFUyXah53OJFe0mif+6nqmRHdbomF6UqDzY/iZNBKlduGJZEzIwWtdOAhVPvA65ysLACAnSH3kbwvfRVyu9K4PxvssKnTXD1GIozyNQ9PhmTgaQsd70deC53FzxhBMprrZ8oOhLxnX5LCzE1zrtU+9UQzbNuwuRyUpATHUsvN6JuH0IoCNkHa1ty5RcCM/LsSode82VS76Xp45uG7Yhu7mYVIfsny6xpdMdrblvvACJKRf010xWQK9tx+/tmKD/bDez7M4XgY79uONR6q29dS0VI2s/PF8VPDMFcLx9gQFoVzqNEr743WvBOtvLbeKm5U1W83olISaG6a8r3Qatx+1CY9ZNc4BtWb8HnjIbSGic9YW74Q6Gty1lpDq+00Ff9a3TM5hmHJ8QfyXPNcHL9+R1Dj8Zy5pTB2WYd83sY3JK+7M7gLGoCnDc65X0fQEEwK+9oIYkMF/+1xnLsBJiQkJCQcH/i7+MJxl/GNAP43BJFhjiPbDdA59yYA3wTgqvf+ufbZjwP4ewAGAD4F4JXe+y3bdtNNFTxCrlxr5RmFiqEatgfF2ttCM4wJFW5F/s03ZW33yoh/D9ORbYvtdOUllU57jJKXRCl/wdp4nhAJ+7apgxn9aUTv2eTGotGOtna1qHLfx8ioYrm7uUqIHgr5PXuDH0jel4wCo4A9cdCLjmHT3giXD6YfyuumV+D+6kLIiEiZD96T7RIV8mRt8dWe5r2LYwYkd2zBbkcaC5EF8iVRH6HtoruWe27K48NcPiPPntSwP94NUdOm2wQAnHOn823Xx2ESVN3OhiudClvsTlcUPDAX7/PCIOy3a/N0phmj6q1BGAfr1jUq1bw1wag7NoaaVulzXLrfojEM2mDn0jhE+Wewmn+2icAGdBDGfx27+bY5hHNzXsu0CXpPV+2aGK3PSy48V+fLouT8kMXSW7zRLzaeIrsAxPy9MjFcpy1znZyXiJ4RujINZAkv2FpoCgPF52HBjq9sAplKPjs6jqu9afaB51TnQG6nFqBYZRB+bpRQjus2J+qYeH89eC5s2Hh0fRAn68rctPCREl3InUPqBng7uNs+AD+P0CBB8bsAnuu9fx6AjwN4PXDXmiokJCQkJCQcS9zVFwDv/bsBXJ/47He8z6Xr70FwTgLuTlOFhISEhIQjCmoAnoZmQHcLX+uc+wI3SUneIdxrGoDvQuixDNxiU4XMBxMMNcIYe9rxipjFxCs00lHan1atLLtrFKx3w9+aMqAl55IdS0WAtNVdlzoeCnWYmtDGNLRB3RlGyo8UXv630NG8tqq5dyhdt2DlRL1xvM1MXWwb1bkgTU+uW4OTXUkZPNDu2DGmUx/tCWObsmop/Yi97OcsRVJmdqR2vEx5sLSxUmLhyl7tmn5goxYK+YBYvkTqVS1iKQjUcqpGLg7ldcdrPdXgnMR7Omli0xCy6sCEU2s+NOK5jiiKIxVelbTLNXtHHmehiY6W3XH/x/Zi/mQf4XrnXdj20d56vq2NkA44sKZAS2ISxDSFNrmp+jBnNNepybg4/UrDX81CCeIJZ2OVMtS6pTXUHKgNE65ZOeJyNaYHeI8oVKUgEQDWKh3bJ87FgTl1UXSm87RaCSWRWpLGe7hrx+iN4v783aaNeVlEk3P2XG8PxIra1gfp+51hXAtlNDzFrUzf6dc5n2umZ8oMo3R/ZhtYLqjfFbw3/F4D4vdTft8KxmNMW0oKw8b60HyYg+94eCff9v98Mtzn3Cp7PD3WhjyM8/WiadphIJtdDQAA/Kj96Tnn/hrB+vcD9vcHvffTXbtuAvfMC4Bz7ocQnJPewo9Kdit9ZXPOfTfMA7lTWTqU8SUkJCQk3Gvw8G6mXwBeg/B/4fMRDIm+A8A/gf1f6Jx7DOGF4APe+//9Zg9+T7wAOOdegSAOfJGPSqwbbqpg3ZveCAAn6vd5oBi1X+uNpn7nZ7/+SQDAD/7hwwCAXsGa0wRHNjuqj3lgzuwxxXL3fjO9YXvfE9JMZ8MEf2si6qPPDhvTaMnYUoPNieKiZjvYfomJDQ1ryBCpCQyj0ZYYi1RNtNSxz9TYZ9mis0KTHjsX52RUUhLJfZablanfWxGBIxvY8BBa0pU3ytH7YBH5wCKYlYZEr2OWAU63dj3dClGvsgJ9Y2D6VoKn7V43R0GstiiNbMjEMMJTUSnvzfo4WgFTHHXdorGKMACM2ncQ9p9HFEmxbG7HR0vVZYQoK5qsRFHfhfEWAKCJOH4eY9ubFTBiW1yCUfKVcRTdzdtxKyVlokwOahROAanuv2jdR3nuvovR/gkfXsaVvSQDQ/ZhaxSfTUajQztPz8Vzb42nyxnZxpjmRn1pa7yfhefgmotsyNiEsmf8mXCtIk7jz3vWav3DoyfzbQ+Oztr4Ig5MQLlhf+uxaD88LJR2hv04F/PCKJFNIEl4vS9MhpWQ6pwzol81a+yTrbhuN+y7TnvC0hKcQlu1XyZToOwoywq55H/2E7GdM/fiaLRVOg9x4SCugdVmvZQZvFOY5TJAw5967/NeAs65CoAvQHwheD6Arwbw3wI4ei8AzrkXA3gtgP/ae6/N4N8B4K3OuZ8EcB8Or6lCQkJCQkLCPQ/vfYbQZ+DDAN7Kz52T0qKbwN0uA/wlAC9E6MF8HsAPI6j+mwh9lgHgPd7777nVpgpVByw1K4WonbkyNcx4/bsfAQC08xmI29icg+V6WwOlmMIbr77VVi3iZ+7skoySufNlYQU+vUP7XkbXMXpgRF6R3CuvhZHnstQzrlmOnuVCqicoM0DiZ2wQ0i3pP+wK2ZewnfnJhRIDE5odXRJHI5Zf7UkFH49LFmFRogeesSbRItmNsjd8EgWL1u5WS/hY3qa56jyXbVHZxihGlyw7G4ynS96oi5jL4qPCaGytGuMsGiuRbdFzUw9wxoWIuC/LmDlhGvYAsaXu7nhQOB8QI2611yVTsD+eLpLJmxOBcxmv8UTDxiOlXNRGzFuZ6FjOc6q6aOeRSNv0BzQC6vg4JyxNbYpl8lUfGAjm2vXe8j6QrXAyJ9QpbEmM4OxZ3Df2ZE6Ykl1jW5b8Sjy3u1jYtiBxMscxylmCU3Is03DI/Z4z1oGMm9rrMoevLNCY2gp7jtRoqGrPA427dE5ohlUvlDOGc7Z5v+UZPmHtsbXlNB/Znj3zZSyeagzyZ0kpNI6HuijbpqZh/B5Qvcz4LrDzM64BuCF476/cyu/d1RcA7/3LSz7+uc+y/2E3VUhISEhIOLLws2wE9GwAlw/zBE97CuBOwzmHVtUVLGgZjenb6pLt0C9R+l/t0kZ02iDmYMKeFogNbxjhDlRVba/WWxKZM+fXsTdl2toCQN+igKV6zOsx58d8tL7d9yY4EY3QmdcbSITAn2ngkRWsfc3opcQkh4fVXGE0VJmOFDidag9cQXGur3YjY8B8+slajLJ43AUznhkUGiqxesP0F/04EfxMr7uRW72a+jyL88vWyBq1k805ZfdB2wHXqQsQ3cFgTMvgMEZaJwNRpU1lfaMyHakrycHZZCRYYABMu6AmMzznGdM+6JzTTGc+m85LU6XekkYwrPrI52IQ87+5slz0L3MWyW+No4aB4Pi3pOqB+ocDi6r12qqW389z+2KOlBtSyfH5xb/i5u3axrJ/uCY1a3qGD6zfW19yAQDwj94xn287a+ZJYz9nY4nnie2742eMoj9vwZohSUULv1OaJeY6bLrTF+U+nyPqL5QBKFP1N82sic9kW5hNPgb3S3vpXgnLR5ARPJB9uEJ27TvrUi+yZay6oRv0tUFvaptifzQuPFd3Gh5ANqMiQO/9xw77HDP3ApCQkJCQcHyQUgC3jpl7AXAIb8bM3wPRtvJkK14uI3lGQT1pcMKIuywqbYBRtUZSxaha68mvDy0/WZ2OZir2Cl+s8TVWQOxvmb/ess808qTFLXP5yg7kLUjlBDxuraQdK+fiYByjk3mLmFlIcVFz57btV34+HOvlr4yRJF/6VT3PfCMjFo2P7qtbflkiqUWL8sm2aCDDqIyq55XmdFSt9ciswx746Xav9B7QiI1R9dgqO5qFvKZFtnKP2MKXLWa1ZpyNiMhozJX4DZyQCgSqtJeM+dC2stRi6Jqhfe3Amhl1xCeC+hLmnudl7fAeaYTG+Wd1ha6PXauM0GZUXIsLZkGtFsjUAGjVw46xAWMXjrHsI8PAlsLXKoH1XMpO5NvGLjxHyhhQI+B9iN61iQ71ANQyAPE5ePU7AxNwSgJWLgdWf6hFNtdts2Qtb1iUrM16+rl9b5wnVvdwN11PrMFn8zE2+QGA/bwhTxwrnwcyN+p5wmdL/0vkWu+XMAFkLpTZG01E7Gdb8f5d6IXvxLrpD5St4JrR75uDbDjrKv0jjZl7AUhISEhIOC7wiQG4DczcC8Aw8zi/Ny680RIXDmLyklGYurkRjHBO10I+UCNi1oyz9hiIuUc6yl0axpwn64NVOc034r4py1U1y5ytOrCxOUy1pCHK+W6ImvLGMRKBMddcbFVqCnZjQzR/uG3TsyTqZZ6JDUTq/RgNMEp+1X8f9ndOFN0W6mikzXsyHExHHSzh3pSmJ8zz83I1pcpolBHhung9cH4HEqnmjIfl9K/2Y+7yZCNEixoh8biMzlQ/QqX8aj2GkKwCYBvqH3h23P/ffcya1tg6Uk3JTu43oIpxy/1zN3Fu47i0gmJk+X1GbleGUSm/NDZdgJ9uj8t1ro1puJ2R/YE8H5xPZbOeyEKdfd/q55suKvFHYHOpyBpVrSLgwAV3uULVgHkIMPJvi6qfVRJdESCctaqEMqZuXFJhQ40Oc+fqv0H2i2tOg2WuZa2YYcTPY2nUzDlTpo6MEBmik+247fy+MXsW0e+LB0gZS5M/i3buPWE7ybhp3p+/epBXFMRr4xzoc7pcLzqnqrPpfS1qHmzt+OmmRrvi7TA+5PjfY6a7AR46Zu4FICEhISHhuMAjw3QQl3BjuNvdABMSEhISEhLuAcwcAzDyHlvDYaEBCUmolUqkr58cbAOINq20ANXPNozKKiOxrmIz/3kRoZxoxwfqvyLvVfPWJOVAGuywNInUf1nfc6Xk5kwgRhpQS7lomrKehZ4QbIKi+7UqKkAMcJZengAALINJREFUx7jcDeNpCk3JVMFYjt8wWu+CpRpOSa95UovsVa70cq3EdpRiNoos9TpIl85Jz/W8/ArTmJyLyoTwCIgNZ4A4r9cGkY4mWMpEC1cgirxI/WsaiCkDxf2dsGZYSvkfH4vbTrZIy06nZDq2VpRevm8ujJuiMBUBcjov7ovDkuGB+XCfO4O4BqhVpUeTUsk0r9GUxPaoeNxVMbi5aMZMGnC1TODHv4fSkGfeLIkzEfp17Tl7AMFeN5O0EWl+GhvpWJn6WEBMu/DeswmSgtS/loKuNItltEWzsKJp1khoeJb5dkfS/Mmab7G8dF+2nTJrXqXh5+q1wmdy+NzKl6JdTUUx1TMslOuiMNY1SSdsmvCwzH6X16/n5lLUzygqZCpCy0TbNk8UA+642IvGDcN+J9xi/lnL1UubeN1JpBTArWPmXgASEhISEo4HPPzM+gDcDczcC0CGDDu+V7AwZdMTti4FYjOVTRMj1X2MdGizSgFfV9gBtjht+hh1sEFJy7bVRcDHKEYFSrQPpTGMGun0rIlJXcQ1FBlS6KcROsd4ohYiMG3R281LiNQQx9oHl5j3sE2qvrGT/aDAUVuPUnBIMdyFYYwGNkZh/9jQBhiOikK0LJseg0ZSezYXZDmqwqywxCy/zxLxDF34vQ1ZAyezlcLvnarGKHl7HCJbtVulqIsiURVlUvyo1VKcY/5eV8RznMNOZfpxKzP7eWzXWtMaK7LcEMEpjX2qKtwjW8HysxiFL4sh0SRYzjgnqrDdEcvIwjY1euE670nL3wcbMboHgP/zq8/nP/+TPwjbdL227Rnhmn7nry/n21760rB+KE7sSXMf2iPrPLH1MMtR1eL2ai/cU22E9Ym9cC00IWpLQyVeL8sZM7m5NMZSxorEBZtr6VpgyelYxnPCmoHNZb6wDxDXHa3KVYBIBkof11/8uTA/3/SdYdtaM14HhY7KbrBs8HoJo1TGFPAxYOSvT+m2lT3yuXZSPk3GTQWto8wfcvyPpAG4DczcC0BCQkJCwnHBTFsBHzpm8AXAoYZK3iIViBG9GpJsuC0AQN2adLAJCICpnFUb0znGBqZL5RjV6O/zs6E0NmHutSySZFvVtjASBE1ZdqW7MaNpRieDwfTDoDk85jG3M8t7V+K1UTdRmDvLWzOSUnZj2axnGXU8t7mUb2NkMSw0HgnHoDGTzhPLJDVio7HLtcq1cL4sNnZhxNbEdITLudNrY9TKfLGWZXIcWr7E66SJj0Y1LAMsGM/YOak/KLPvpWHPqVYc18seCp/9zCfi/mM7Lq/xE3uxrJToiK6Dxj8sP1Ndx9ZgWLgObYNM45brct20c90XzQNBi15tfctmSdQR/IPfF3vdKlv/xmOweRNX0T/+lqjV4frm7hWJ0MmwKHOVTdx71Xf0rFwwy+Jct/K2weHatFUwmwaR1erL90Etm46EOQ4yRAUDpOE0g7GxbVG+MRlaIsi12K7SLCieic2xlN34h68wPYTNl7JyXAvT7csi1Cp6IS9zlZLZvD2x2YXL99PchHnZUkPKOI26UIbhWn+QbIDuYczgC0BCQkJCwnGAB5B97iaxCU+BmXsB8PAYYoQdt51/RlX+kl/OP2PkPyesAEGVftVNvjsDc/aWPhDlPpXrjEh2xSKWuXM1JLlozTWYu9TGMdv98PNiVdTOdi7mYzU6YTOfPhi9SyMfi9S8jHXPhXasDdNFbPpYzbCCGGHnx2c7YItsm6Ksb2RUKIcHULoB51anGonQ9IbRjOZUu6Ye1+ZEffvsvuxM2F9yfdQDMKrTHH2JvCG/l4yutLJjUPIFspuF+WSuU9sUM7rviM0smRgyB4VKDYtez7bDsTTaestj4X5fz+J6rds93DaDm3lMVx2QwQnnDlHYvmkm1KRK8+9A1J8AsUmPttFlm2Tm+7dF/0KjHsVJe6Z4b9YqkQFgO2OtrtiZsLOuig6EuX+adGmDLirT1ZiIzwXZndZnuW4gVor0EK5x0UfGioxeWcUQsSANumgFzvV0Hbv5tvsrxiYIy0TWJGcOxKSKGiDOVxl7qQZIpypBW1H14fe0imjXU7Mjug47LlkjZRget+8U/a7j7/Ie6Vi7o7DtwBiPBTGFipUz0qq63ijVG905pBTA7WDmXgASEhISEo4PfBIB3jJm8gUgg8cJHxuJbLoQ5aqan5Fy1yJnjW7OIPzuhg9v9U3JRe6MppuSXDWbzzziljfSJReis4/3ruefsZJgHRvhmP0YifB3H8+uTl1XzU034KCl6rxFM2QCgFipsFG5EsdjNqu8/n0XI4uhRVIDqeVeNo+DhmOjGW0Ow5y25b+lmJh5wGYhcqaVcXhgN7OY2z5dLarJw44onPtkPUaqFwfhd5nvnheGhSpm1R9UTN1+kFcuqMbCWBex173aDcdje+aWRDr0QtgcqEo9/G6PbZZF2EEL3fO9cL9PC9PCCgTVMozyqocwhmsusjRafUJ8xpiCpmlVdn20AuZ95nrVe8t2uxpdEl3Tg+xVYuVMzWx8lUnbMKZt0c8XrlW3teRZZDR4ZRyerXN1qRnPqx64TuJ4qpZ7bghjYMUSGGfTjaDIEKldMz0OOP9N0XVE++gw96fa0+24T0u9/faAVtHh75PZqakxnBOdBu106UuglTm0mybLQV0FAJyw1r8HY1kfxm70TLsxku+bBWOltBqoZSxWbmstIoB6VvKdkhW9ILR5Vd7cy4ZYsCjOk/8yT8Nh4Vm480i9AG4HyQkwISEhISHhGGImGYCEhISEhNlHagZ0e5i5F4ARhlivXMKc0JTzZkWq9Ccpf/Yjr4nxDtl9iqP68nsU0a34Ffks0KQqKiKexKWwDXHbuvU7X8lOAiiWFJLuHUpKYs1EcD03bWPb8YFCLTOUIa3c9tH0pucCPVy1bS3ZxmNoF7YtBHMWPmRr4+V4HdgCAIy6TD+IOHE4bYB0fhT2XzaLWB0rO7q1hQpnSRqhFH3NxGb98bTZEaljWp8CkVYeZtNLflDihrLSpGiLpVbxS4bd0hYbcXykdkm9avqBqYJn1QNNvDGI93a1ZsJAEeeRvt5BmJNVWVdci1crF/PPFvwqAGCrEtYOqXogZ2rz+9320936NMU1WQJ7v3sw/3krowg1Pg9rWAYALDca9vsR87a+tYStb+kfpje0c2GOXlgzKj6jGZLeKqYTzlhZpdpOU9c5KlDU4RhcK6pNq3ga6IS/N6S7JMton9yL173YsPSM+QQXKXcTBkr9I8vnaNq0LUK5at6RL/z7rJSJcm2uNONnFw7C+jlh629bRMeLdZbaxvVUmxAzawdUToHaQa9Zqu15q+FY77kW16v3RTGjil3V+phYqtcPXwSYqgBuGTP3ApCQkJCQcHyQNAC3jpl7Aaiggo5fwL4Z/QAxmm76WNpDMRWjrbpMBSPb0y5E+RuIAr6W9S+/LBFYNRdThQhpKEI8biNzAETB3qYZ3FREQERf65aP5VQHFrVvuGCzOicisp5F6A0rZ6wIm3AVnwEALOE0JsEe7R05z04lXLdSalVfXCIXcDn/mXOxb3GmRo+06FVDmdpEqdWCi/eDZVt16U1/fcT5DMcad6f7vTO4qMrvMfJfqMfxbPTC/svN8FlfgoY2aMEaI5imRX2MwE6JAIxH1ciW+7H5TrHpTrGZkxoBkTlYETaBOqszLkRiGtnujsO4vtA9K/+sa8LGrrE5WkbGuR6VfEmumUBVrX1poMPngWI9/UzLEvNSMYsqtSRt3sRji81p8dwJMyRS++XY5Cb8sCjlsRTIqckMy2/LLK85Ll2TtNqlqO+yXBtB1kxZjvusuY1G+QSZgF25R7ynGvhSCNeuMdoXE6xRsaRQA2muMY2uV5vG3lXZkEhszG3/JSlZpKhwpUqjpXg/yKzoGmP55Z9vTDec4hjZHEsFfmRsBrKeRsgwKCnJPGpwzlUBvB/ABe/9NznnVgH8CoCHATwO4Fu9DzXVzrnXA3gVgoz5Nd77dz4tg74BJBFgQkJCQsIRhYfH+Jb/3AT+KYCPyL9fB+Bd3vtHAbzL/g3n3HMAvAzAFwJ4MYCftpeHexIzxwAAgRJatvyjgvlvILbwZXQ5lPx1xyLbqwhlTEuW5wSAPRfKz05lZ+V8xfz7UKyD6xNlWOGzsB7OVUJ51EC6WTkz15mTvCwj7GX/bADAlUosEVz04Trbxm5sVyJbseDCtsVMcsjGhvA8TW2vaudxBZtjMyJx062OVyz3zGh/U8yX6nbckeTnWP7I1suP1JfjubNiGRYAzFn5Ej/TCI+lSnNWnqc2vrUKDZkkIrSoZqtfjMTCtvD3ek8j+mJUtlcSxWjUxGiMn3QkWqQBEiNW6b2TR4v6Js7Pli1yVhOisRlFdaSEjVF309ga6jYAYNH0Fly3XNsA8Jh7EgDQl+eCjBW1JdcRm/vUjbE5mz2Uf3bdomiuizUXyzlp2qN5e95DWhSruU51IlW8KTQNn7GhzPlJKz9lnl8trxlhS6Cd3y9G7fOireDSYvS7O5z+z4HWuOG44VzzVWoH9Nzh74GyTLbeyGQoo8QfN62Zk7bmZSsdZZs4xqvdMIdaAkuiQOfyhOkzyHwok7HRLxozAdEqmJbXS2JKxueM97HQOtyOUXfxu6uXjQ61GZAH4A+ZYXDOnQPwjQDeAOAH7OOXAnih/fxmAH8I4LX2+S977/sAHnPOfRLAlwH4k0Md5C1iJl8AEhISEhKOA27bB2DNOfd++fcbvfdvnNjnpwD8CwBqVnLae38JALz3l5xzzOPeD+A9st95++yexEy+AFRQwUElRkHMaa8KK0BzoLpF2mqwwlz+SWfqdslprfhoXEKwXS0thJcqMUdazw1ipqMZRh1zYq7TsAitK7nzaOJihiSiGWBul6xCJYumK4z2uy4aILF9KdmQHmL0N3bhnKoLyCyyO5XdB6CYX95xcY6B2FAFiIZE2oCJv8uofUvUy2xsolEcI53MTHzqFbH7telkJKy2sWQTynKpjAy7Es2V5e15DAbfqpxmblsjKUbtHIeqzycbunSlFSzz0luDeL85F4zwVEVNFkEtcanypilSXRgf/uaCsU2ao2/aPT0QzQrXDI192nL/umahqxqR7UowN6LB1HUfzZ1G9twsZJF1qE6sgU2piJi8HjWd4nWMZS4+3bWKHLPt3R9H5TuNnvSe8rnLPOc8rj/O3ZZF/jrntFhmIx8gRsdXe5XCmIG4Tk80tbGVs7/tOmRtXjPmKV9zcVNeNaAUEckArgVlBx6Y59qRiggU1/JATr5meoIdYTzGtp3Wyqr0J1OgVSvEQomF8/6wWvjOuOPwuN0qgHXv/QueaqNz7psAXPXe/5lz7oU3cLwywuOe7Yc0ky8ACQkJCQkJdwBfBeAlzrm/C6AFYNE59x8BXHHOnbXo/ywA5mXPA3hAfv8cgIu4RzGDLwAODlWczlbzT9gW9qo07Djl1wDE9rNzdamdtpCQbTr1Dbas9lbbrwLFaH/faqc1eqiy/aw1nFEGi2PVxjfjiUYrfc2rW4RT1h53YO1Ix8IAsMrgjA8swh6m2QH1Jdg1hmDTIr2HfGSz9m3/fbOLVRZl1diytkRxzUoxEqhK8xaq7jViq05EzjU3vY1RjUbQbN07kCh/shZ5WFDwm32vvKizuQ/PvetjpLo9DHOm62LLvCBq1j55UasrjCn5PPMBYPQIAPXxtD6IQ+XfB9JqtuqKFQXAdFRWpvi/ktG/IjJY9BlQHwDeQx7jQFge6gM2ChqUwPqQcatI22vacWv7YDYgqmZhfrqitl8129utcZhfDezIws1LAybun+s1JPhivl6j17yh1bjYFjgc1/QT9szXxReEzJsq3vmc8j7od0Cuhpc1tm9+AfSjUP0IA3LqDpQFO2ECld3B9P609t0X0cClAzu3RPmstCBjsC3PyrbpDnSe+KzwCA15bklIMN+vNsGM/K/1pHFRq1HQYdx5HG4zIO/96wG8HgCMAfhB7/13OOd+HMArAPyY/f12+5V3AHirc+4nAdwH4FEA7zu0Ad4mZvAFICEhISHhOOBuiACfAj8G4G3OuVcBeALAtwCA9/5Dzrm3AfgwgBGA7/P3sFOR84faqOHuY7F2xv+N+e8sREF9U7drpDPvwhv8jmeteYxEWK/OeudhSbmIK9S8FzUAi7V4ngPJ5ROT7Uu1HS3d9MaY1gx0TFnfkSYjl7MtG3M4lvoZsLKhKw6CjPAqJXm5Zu5ZEPO4jGQ5n5y3cB1hzjgX6gSoLAKxb2wDnQA14ubP2tKVedWrFr2uuuhauGw14ox01G+gbQxAV/LksQ1r2O9MS1rgmhJ6U/LXbOKkNc2T0La7G37Hrq1YXaLXRi1HVeaea0fnYjKy1Uh1M3edjAwDG1oNXbiOk+KCyfsW28pGxoc6kC+oRsby0qjo/EjmBwD6xhgs+ailobMgXQVVkJVXIEDWnz2DdHxsFCJna6pl910rZ/iTPiuTz2VT1j7b82q7b9b2k0lbzyK7wWeL80uHUCAyGMqWtew66Ftx4MV5z+6vfkfwMzJiyhI27RjUp2hOP/fMkEibM0yGS8ktrhltysTnqKztNRkYnetNFyqJWOVzIFUirBS6v8RbhOvUT6S8/3TvF7EzunwoPECt2vFLc19wy79/ffcv/uyzaQBmHYkBSEhISEg4sniaGICZQDICSkhISEhIOIaYOQbAwaHl6gWDClJ4Pel7TuHUeByovC1JATh7LyJ9qgI+lvWpaIZlfBRhXRtFyqyM9iV1uecDNTon1qqk20ZCb85ZaSApdhUoja0ejg1g+iW93WtCx5Mm7uXGMJFK3sOOjTVe7/lKMIuhjfIlSQ80zBhmPlu0bZ/Kt5XZD1OA2M4C3XrNrJABYGzzr+YsNCtaQLh+LTHbN0MclnPOC2W7bYx5URAZ5ompiQu9eI8o8qrKPJH63zIL53lpmkSqeSiUKkWPpIn13Fx/uaWx0OSkeLV0lOJTbtN1SxGf0t+k1edyOn46IuK60utgmunKKM4rqf8dM3VSW+t5Sy0oXcymREsm+OsLTT6wnxvSgGicpyLsWrN4bWx2VffhevpOzz1n4xJrYh/mmDT/jqQamN44gSh67JqQk+LbjphgEUxpbMl5mDZTQeSWlczyuesgPkdMI9Tl+HzelsZRnEwc0LjJbumui2ZeJ7NzAIAnpGmSNiILY9mZOuawEueOYxxVRnbMmMJh6lOvbdeFtA+/G3g/AKBjz+I1M0nTVCJLflX0WXOVqQZTdxqJAbh1zNwLQEJCQkLC8YC/fSOgY42ZewGowKFdrebtSYFYNrPRj1EZhTMPzoW31nMSpWyZZeaiWWxekbIWisn6Ip6kAI3mJqpNYtkgG3IAwIJFBqu5gUlkH/i2vSKsAKPKU5Xw9r2ZxUhn2SJPCpz0UaCxz6aLZVtnMi1RBZyUbTUdRY9xrCzzooVsV6xkGWXxAXzUPzffxghVGYlli+IYoZ4rsVNWMRwZD36mNscP+hAZNSZEaEC0HB7IZzQmYlyk4jBGKCq8pIEpI08VRo7tnDtifUzBFNmjfYmEJ9sfa3RJwZ4K0ghGZUsi6tu23y0rM2SkWmb8xKZOymYNPe/3tOnUvDENGuFV80Y58fiM/LlunezP3921JlMAwFlcMeMgvW9LwuKEa4z3iOvphMwFhXUUDY4kEqQpVUUUcrQpJpN0thrZgV0zEWKDqpMVmd+xMQY+mmyRYeRzp+zRSSsxvubW88/YdnujcsWOFc/dN+aDz9F92SNy3eH4XVl//JkMg7Z/5rEeymIb58suMG2cc7JmYVwdG7+04fZn7Pi835FN4BjbmF47FP+pGLhdaR1y/J8YgNtB0gAkJCQkJCQcQ9xVBsA59yYAtFZ87sS2HwTw4wBOeu/X7bObbquYwaM7HmPQmzYAOdmIEQUtSC+PQkS17KTVrL3JMqe/XIu5vLxcTcqXaAZCw41MTDjYPEPzxTTAYdSx7mKpFXPZGgkzV8nr0Kh6rbps22o2FjH0YDlSFt/zGB0ygtT8HI1OqmJ5zShLS6CIRcvXb1VCRNHIJIqw+exLeVQsRRvYNUpzFUZzakJkETajE21N/IS1RubwNfLsmMkM9Q4AsGNR0JxFkAO5npExJZrvPpPdb5+FbW1hiNjaeVfuW26wlAXtg5qT8LppqqSGSYyWlmT95aWHdo+UfdhyIYLsuhhBUp+xb4yMdjnbNdaEzbFYrggAA1sLmlOmLoO6Do0MuVa01fap7FEAcQ2XtZeey+JYWa7K+7wmkTYNrmjooxE9mYthSSkbjWrmxpH1o8FXT0yUcr2FzfX2ON7vBWupy2eyLswYy/l8gZ0qls9pCSJLA8kKhes2oyvQaCjO65yZcvH+6bEYfZ/MzuSf8Rnmua+72KKbmoFrco8W7Dklm1DQZDjqiuJ4CD5/dSmf7tlz07Y1rGXHfK5HwgD0x0MMD5Oi9/52rYCPNe42A/DzCC0SC3DOPQDg6xEMFfjZkWqrmJCQkJBw9+GR3fKf4467ygB479/tnHu4ZNO/Qei29Hb57JbaKjoEpb7mydeq1t53EJW0jAaYx9Vc+J7lVE9YG+CLoxg1MdLcE9XssuXzPo0QPdXFLIdR5Z4YqjRMSVuWHNuw9qtLLr7x016V0ZUqdh8nK2C5v2WJ5vYt4qzJexNzwjSP0Siclr6rhVbKxSVSk39PKsXJBADAng9Rsr6zsfEQz6nNgxid7Ei+mA8oNQkaoTP/SXMajVR7lhM+EHV0w3L+jHjmxSr6qrEJC5LjpWqerENFmAkyBmtii8yonhG9K3m3zo16ECsd9kyZfhVx7uZNM0DNg0bVbP+slR0tYwAYLXqZ81VjJJjPXa/EaJENfJRhIJvAsarWgBFnJhUebCTEKHNXdBFkYhRDN7DfC2v4Mi7Ec1PNb2zNCZzLtzFC5f0L4zDdiJnfVJyyQJFRIa4bu7GQLdvvx7X/uA8VLEvWQnvdR/aI7M685O15Hfze2BNdx+TvAfH5zNmaiqxNuw+Lxv4p09Cw+6briWutbZH5aTw739az9edV02Rj4xzSoAmIlUiLiPOVV5/46XNzbUbN0fR/oqxMAvjddZhmcz5pAG4DT7sI0Dn3EgAXvPcfdEW/9htuq+ic+24A3w0A7cp0t76EhISEhNnD02gFPBN4Wl8AnHMdAD8E4BvKNpd8Vvoqaf2b3wgAc7VT/oLfwKLU5V4dhwhHoxNC83QE89GMbjRPXsnzgfEtl3W4ZbnnRYs2Fo1NCNtD9NC1KJP7AMC2NRlRhbxzxRzkvKijJ3OXOta8Ja/UfjPyr2M65ze2/dQWmZattIQttApmXb/9ntYvs2mN1kJTCe0sarhYeUzOE17c9iUSJgMwh8AU9H1kPoaWB62bGlnPw/unnzFSWcjsWFJjrpF/3D/M9YExEnrdbVNOq07jUuUzAIBz2TMAAOvSMIcR58CiwMs+zhNV6j2JwslccKzKumSO1QxRw9C3ueD9UGqzRdtl+5JcknbRqs6fHCvnR1s+v+9/CdHl3/qXcT1R1R6ZgzivZEq2fWQdMvo9WPv0fR+ZsQPa5RpDogxOz8aRiS3ygkXrewjH4DoJ+4f5HMla5rqgX4VzmucvskYD8RTIrxWfyX9uWavwmrF9Oucdi+T1nnItkt1Y9pFFYXOlnrEiuh55T7uIc9Gi3bRnc7C4zgdgAzCpgLF1x2vbk2ef4+55ZUfpBTE9VoJaFP3Pdw0PFs4TxjEqaAIS7i083QzAMwE8AoDR/zkAf+6c+zIcsbaKCQkJCQl3HymXf+t4Wl8AvPd/BeAU/+2cexzAC7z36865I9VWMSEhISHhbiNpAG4Hd7sM8JcAvBDAmnPuPIAf9t7/XNm+t9pW0cGh6ZsFO9QVM9xZEmFMx+x72ZtdrVUfcMHIo2+fzUlPe3aYa5rZBxBL5Ng9cM9HepZlMkrNt2n2Y6Ii7Yn+KB4CAFzF7tT+LEc6EDHc2DqC7RtlqcYtTDGosQ+p7CgY01K8cPw9ESitG+lCkV1XOoOxpIm076J0iWOpmJbuUbx0sfKpqf1Jlyr92bT5vIxPAwDmXdxGQSDTAkrncg5Iqepxdyu0Do5CvF0bq6YYVnC2cAyltjNbF0MfaeJVMyaioE5TGUsomgRdQbRMZirJib0z99uyue9UIrW9Ow50+iiL42lWiyV7AzEVqjqaTgUybU8o946lpfSzXiX8bs+HdBmpegB4xo+YxW0lpqCuDx+z84T73KiWCP+yaTp90+j0sYjtRuOw376J9YbjSKF36vZMjuPa3Bh/IoynZqmrmqxNO27NxWeec12xeRpm8RnjfyJ7kq4gKGStirh3MkHZ9TG92DWb3EyujWAqZks0ojWwpC6M9ZqPqbGyrp09O37f0exoeu2M5DuCa6ZZoblT3L9vYt3+eFrE2KyGVMY1eea57nhPO7X4TD6ZfRAACmV51Uoz/544LKQXgFvH3a4CePnn2P7wxL/fAOANhzmmhISEhISE44inWwNwx+HgUEW12MPazEDUtOLKOERoLSs9UuFb1YxzKLobjuIbLT9zJRpFNgFRS9OmRUbaLzza3objft3J5Xzbn1wLUY82k2HJDcvsNOdF0Rab0dD2E4jiwk1pukNTD7ICFAgBwJimNBKFD1wxetPItmNiLY2micmyOz3nSf/A1P6TpY5AFCOtucCK7CJGqhRCtZwJokpKBLVM7xI+Ga4NobxSLWgZNZ31z8w/o80xxYltP10mVSihNBaBRkNtaULDss26MSCrUt7G61XhKK+FDWbWRfqyUg1z4atqNBQYp51R2G++GqP2kW27PPpIOGY13tv1UZiTuVrcf2v0ZOEYl/ofzLdVTaDaqUXhLCN/ojvayn8mU6CMwe7gEoA455VKXOfNmjEZFmn3hxJVj6JwkqhVW4VjKQbGHvhKnKeajZ8Mic7TziiUI3aHYX0367KmLcJUBmBk5Zs74/B7nBsgsg51MXfiGAfGKDVFpNwzcyZ+H4y9NPIxwyctCx7m4uRwzM3syXzbUmW6UOpENVgL7/prdkxdy+Gc9Vr8jAxB3cX7ll93NZx7rRrErtooqFsNcz4vds1D9LGDj0wd587BA0kDcMuYuReAhISEhIRjAp9SALcD5/1hmjTcfSzUzvgvnf/2gp0mm4UMpIRoMp/eLLE8ZQnUmpbwWX5rT8qEGAmetNKgHdEAlClUGX3SzEUNdNiwQxtwsAxsvRKipwUpXWxPNMNRgxheU1c0ADQPoTnIipib7JWUPqnpEABs40o8fh59W9tXTJuvKBjpMJffkHJGjlttcmmNSgOTnrA60To4bNNonMfSKJ95yNwSWErGGMUclJi5nMruA1A0emEZp0Y/bKpC/URdS7OMRaFpUVPmiXOwJXauvCaunZZEiwco2iPrtTEqVQ0Ao17mbBer9+XbGOkNEOd1MpouGCDZ8XnfFaqfIMoiSD0eENcOEHPg+8EJHIsS9bIs70QWx0/WpOx+s4X2oCT/TAtktcTlsdp2P1jeqNDINupfwlpQrQtZr5aU37JEluyUznOMzMM2vd/UZ5TpX/LSRS/fHwjzU1aCWLZ2eK4tH1km3l9uK5oQhfk5KGlBzG1O7vEYQ3xy99dxMFo/lJ5AztV9rbZ8y78/Gq3/mff+BXduREcLiQFISEhISDiiSFUAt4OZewHIkKGLHsbylku7znnJ4W1axFLJVbNxEfUsYmPOOm88g5iX3ZGWmowGdi0/Pi9Wr4xK5iW3TRMb+sgsZzEaze1vJSe84IuRdaGBz4Q3kr6tXzGDEWUhDixqZeTS0yY3laKhERCV+NQ1VKWdbDsz61YzlNHz5G2Nxe53g81zbMiqrIdn9BPHH82Wpm1guYWq6kXRIZTlhGkCteLvs9+fjgznNHdpYyMLoVoJRjr6GRkAbtMIjNHhmp1b2QpWYZyVFrCcT96HtrSGPrDobPK+h2sMUea85Pl5rpq1qlbWYpuWuz5qEn72eeE6vv2vLhauB4jsiRosEWM3PZ+MNNXsh2Yx69b2Q3PbrLhou7hmCCrlr1VivpsszjWLXk8iziEZG65zIOa7ySbomFk1wPuh1uAcI1XuQMyrx2uNX6VkdbZFj8OKkX1Msxv575luhpE6APSy8HPHmn7pfmQC1qxyCIiGSWVrmQyLrn3+rM8M9Su897peuX/Lvs+0IRaZLm1n/Gn3AYyEgUy4tzBzLwAJCQkJCccJqRvgrWLmNADztVP+ufP/COckL/SEKYjPVOJnu1nR5rcqb8BsJbqfsb3lNMWkDVSYh2eVgW4ji7AgESqZCGoStiS/vJjX6ce3dDaFOWMtQbUCYTix+DsuRnisPNCKCObY+ca/IgptXu+u5IQXLF/NOWBjJcUTWYhqOsJU1EqYFbYxngPV2/E6erbt3f86Rgtf/S9CBElb2rLGI4w6Cg1LrP2sagYYjTJq0jwo85ka2U5G+QV7XcvtaoTHfCltaVXlnVsaW1S26WK+1U1oGfRYZfoR7l9gdSxizC1iRT/StfwwrWs1v8yIWOeVee49aSdLdEwvsiPXPWkTq5qSbVvXylZwPqmRUEttbuN49H6UzcWODwwXI+CdkvvRx/QaYBTbk9bI3NZxywCKc8jr1jbIjMJ5Hdr4hxUtGh2zYmYjexwAcNbFBj65F4TlzvX3OAeqnWDlCFmKg0rUX3Dtq3aH13bS2Di9H/z+GIpd7549D5MtroGomeI9UlYuHjM+wyM3wqd2fhPdQ9MAVH2lMve5d3wKZNlu0gAkJCQkJCQcTSQNwK1i5l4APMJb6RNSN8zGGNoimCr7SfUvAFw1fcCSqf81gmaUq9EuW6zm9bOSZ6WyvNCu1nKQmp8k2KxH3+CZU2RkrpHtKXPTu2QVAkvS5jYyEjGn2PSh9nlsb/6fRtQ3tB2j/RiV7YA17OGaPuyji90pa1iUOW/n0bayIXIhewFEzwJWV6iO4pHsYQDA818bx3pgSmxGc5qPJsry/YxOWnKPcnfAyr5dT4wuGRFqrnpS6a6R8wX/IQDAw/75+WfUTzBXrXlWRpBkK9QBsZ9/FvPedFuMteNx3S5bq+ZdqRwhmEPXaLFmbMvAmr2oY2JZVE3tAudLI+FrCA51Hamg+JJ2YKV+4+BdYX/3efm2YQlzw3Nuo/jMhLGGuWN0TXV8OEZYk4viTMjfvc41LGTmvj3XKhDj/aWz4rKLFQV74jEBFF0e9y0SrgkjceC3wrGMMSi2ow5zuOrj8a8b67NYCc8M9TNAjLirdj1rUunAZ10rVLp2D1kdpM3EdkoaPM1n1AxMR/tk17T6hs8NvyPUeZSNfaiV2HSx6dX99gyPCw3AGnjiUP+b8blPQ8LNY/rbMyEhISEhIWHmMXMMQEJCQkLC8YEvqYhJuDHMnAiwXTvhH1782wV7WopeVNhEKpKmOkrZ0i73mjNbVEybcCgdnTfYMTrtutDqpAgXpNSP9OpuSa950u86nnmjkMvouklKTvvEr+TXFin9rpUgsgyr5aJoKxccSQnUptnQnjD7WqVzKRIiRa2lULQV1nIkFWk9FZRKpUlMHdOWr7x/nKdVH8uqaPurRjQ0KeI1KuWbU+1iZkMb16FR5zUpxetmgX5vVOJ9o4kLzXL0Okhfs5ysJqYxTAEo3c1xk4buSFkc57hMEElDmKH0dm9Vlgrj0XVFSltTAZwLigFHIvLS5koEj8dmS5tiW0xx3qBQLhkEW3wWdTw0SOJ5NFWybM/A45WP55+dzsLx1yvhnCs+pgf4zGup5uksbN+3daWlthzPmSxY6ZaV2ip1PmkGpTbjv/uacC//zv8VxXOfqYSGVqsm5N2uxPW3ZOZfHI+Wx7b9tOiW4j+mNsvK9MrA7x016qEAltcNAJtWTspUgKab+L1KoR+/K4H4vcTvmLBf/5CNgCreSWnyzcL7QRIBJiQkJCQkHEnMWBB7NzFzDMALnnnG/+mPfgde8D0xWqFBikaQfFPWSI2gWIgiIRWMrVsb07KWmm0TF3XECIiMgb6ZT1psqtAqt38VG9H+REOejpRakW0g00BxEhCFbGr1SlEUxWBqictGP2WWvmx3qiKskV3TZJkbEEuZKAwCgM9UPgYgGs/odeftg7UczuZATXWI09k529a1fWO0v23iQi3NIkuhjY7idZg4So2JDGRDyo6VCbPCe8L9lCFidMlIj5FbOMZ0JE/r4/x8ElF1bS60hI02sWXraTxxj7Rsj8K0MlthrtGy8dUKgtbwnD2SPQoAeLwSRaKck8vZR/PPFqohAh4IS0E0jHXhOtL7Hj+LzzXnmNG4lvyxBa6yG3w+yXrt+Shgyw2lKmF82oa3zI53jGL5m1oh89nSVseZzSvbK6vglPPP42vDLTJKwyxeG5sYUSypIlEyYdtSSpiLXK1cV1sk8ztCm1dNrm+dw1pelmjPBfS5OLBt8buxijqe2Pk99EbXD48BuI041mOYGICEhISEhISjB580ALeBmWMAnHPXAHwGwBpgvptHD0d57MDRHv9RHjuQxv904iiPHTi88T/kvQg67iCcc7+NMO5bxbr3/sV3ajxHDTP3AkA4595/VKmdozx24GiP/yiPHUjjfzpxlMcOHP3xJ9w8kg9AQkJCQkLCMUR6AUhISEhISDiGmOUXgDc+3QO4DRzlsQNHe/xHeexAGv/TiaM8duDojz/hJjGzGoCEhISEhISEp8YsMwAJCQkJCQkJT4H0ApCQcI/AOTfnnPuoc+59TvxNnXPf4JzLnHPf93SOLyEhYbaQUgAJCfcQnHNfAuA9AP6N9/51zrlTAP4SwPu89y95ekeXkJAwS0gvAAkJ9xicc/8MwE8A+AYAPwjgiwB8sff+KJvMJCQk3GNILwAJCfcYnHMOwG8C+DoADQBf771/19M7qoSEhFlD0gAkJNxj8OGt/BcBNAF8MP3nn5CQcBhILwAJCfcYnHNnAPwUgD8H8MXOuX/69I4oISFhFpFeABIS7iEY/f9mAAMAX4/wIvCvnHPPezrHlZCQMHtIGoCEhHsIzrl/DuBfA/g67/0fOecaCFUBTQAv8N53P+sBEhISEm4QiQFISLhHYCWAPwrg//De/xEAeO8HAF4O4GEAP/n0jS4hIWHWkBiAhISEhISEY4jEACQkJCQkJBxDpBeAhISEhISEY4j0ApCQkJCQkHAMkV4AEhISEhISjiHSC0BCQkJCQsIxRHoBSEhISEhIOIZILwAJCQkJCQnHEOkFICEhISEh4RgivQAkJCQkJCQcQ/z/kiCA+Gwa1FoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Output frequency range\n", + "freqs = box.freq_array()\n", + "\n", + "print(\"Frequency range: %3.1f -- %3.1f MHz\\n\" % (freqs[-1], freqs[0]))\n", + "\n", + "# Angular pixels\n", + "ang_x, ang_y = box.pixel_array(redshift=box.redshift)\n", + "xside = len(ang_x)\n", + "yside = len(ang_y)\n", + "\n", + "freeind = -2.1 # CHOOSE YOUR FREE-FREE SPECTRAL INDEX\n", + "lonv = 120. # Central point of box: Galctic longitude\n", + "latv = -59. # Central point of box: Galctic longitude\n", + "psmmodel = PlanckSkyModel(box)\n", + "diffuse_cube = psmmodel.construct_cube(redshift=None, rotation=(lonv, latv,0.), \n", + " ref_freq=freqs[-1], free_idx=freeind, seed_syncidx=8)\n", + " \n", + "#point sources\n", + "ps_ave_ind = -2.7 #CHOOSE YOUR PS PARAMETERS: average spectral index,\n", + "cut_off = 0.1 #cut-off flux in Jy and\n", + "ind_dev= 0.2 #index standard deviation\n", + "pointmod = PointSourceModel(box)\n", + "ps_cube, ps_means = pointmod.construct_cube(cut_off, ps_ave_ind, ind_dev, \n", + " rotation=(lonv, latv, 0.), seed_clustering=7, seed_poisson=6)\n", + "\n", + "fg_cube = diffuse_cube + ps_cube \n", + "\n", + "#let's have a look\n", + "plt.subplot(111)\n", + "plt.matshow(fg_cube[:,:,0], cmap='magma', aspect='auto', fignum=False)\n", + "plt.xlabel(\"x\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm PSM}(\\vec{x})$ [mK] at %d MHz\" % (box.freq_array()[0]), fontsize=16.)\n", + "plt.gcf().set_size_inches((8., 6.))" + ] + }, + { + "cell_type": "markdown", + "id": "d7e1cfe5", + "metadata": {}, + "source": [ + "## Add radiometer noise\n", + "### Adds a simple homogeneous white noise field for a MeerKAT-like multi-dish deep integration (64 dishes, 2 hours per pointing, assumed 1 degree FOV per pointing)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e921a312", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3) Adding noise complete (0.104 sec)\n" + ] + } + ], + "source": [ + "t0 = time.time()\n", + "\n", + "# Generate homogeneous radiometer noise\n", + "noise_model = fastbox.noise.NoiseModel(box)\n", + "noise_cube = noise_model.realise_radiometer_noise(Tinst=18., tp=0.25, fov=1., Ndish=64)\n", + "\n", + "print(\"(3) Adding noise complete (%3.3f sec)\" % (time.time()-t0))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3cd910fb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.matshow(noise_cube[-1,:,:], cmap='magma', aspect='auto')\n", + "plt.xlabel(\"z\", fontsize=16)\n", + "plt.ylabel(\"y\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.set_label(label=r\"$T_{\\rm noise}(\\vec{x})$ [mK]\", fontsize=16.)\n", + "plt.gcf().set_size_inches((8., 6.))" + ] + }, + { + "cell_type": "markdown", + "id": "3d698996", + "metadata": {}, + "source": [ + "## Construct final data cube (convolve with beam and add noise)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f9389762", + "metadata": {}, + "outputs": [], + "source": [ + "# Construct MeerKAT L-band beam\n", + "mkbeam = fastbox.beams.KatBeamModel(box, model='L')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "efba7931", + "metadata": {}, + "outputs": [], + "source": [ + "# Convolve with beam\n", + "obs_cube = mkbeam.convolve_real(signal_cube + fg_cube, pol='I')\n", + "smoo_signal_cube = mkbeam.convolve_fft(signal_cube, pol='I')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a79caa04", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3420: RuntimeWarning: Mean of empty slice.\n", + " out=out, **kwargs)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:188: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:262: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " keepdims=keepdims, where=where)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:222: RuntimeWarning: invalid value encountered in true_divide\n", + " subok=False)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:253: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Power spectra of noise and the signal; with and without the effect of the beam\n", + "sig_k, sig_pk, sig_stddev = box.binned_power_spectrum(delta_x=smoo_signal_cube, nbins=50)\n", + "nosmoosig_k, nosmoosig_pk, sig_stddev = box.binned_power_spectrum(delta_x=signal_cube, nbins=50)\n", + "noise_k, noise_pk, noise_stddev = box.binned_power_spectrum(delta_x=noise_cube, nbins=50)\n", + "\n", + "fig, ((ax1)) = plt.subplots(nrows=1, ncols=1, figsize=(8, 5))\n", + "plt.axes(ax1)\n", + "plt.plot(sig_k, sig_pk, color='b', marker='x', ls='-',label=\"Smoothed 21cm signal\")\n", + "plt.plot(sig_k, nosmoosig_pk, color='k', marker='*', ls='-',label=\"21cm signal\")\n", + "plt.plot(sig_k, noise_pk, color='g', marker='.', ls='-',label=\"Noise\")\n", + "plt.legend(loc='best', frameon=False, prop={'size':'large'})\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.xlabel(r\"$k \\, [Mpc^{-1}]$\", size=18)\n", + "plt.ylabel(r\"$P(k) [mK^{2}]$\", size=18)\n", + "plt.xlim((7e-3, 0.5))\n", + "plt.ylim((10e-3, 5000))\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "c13519bf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Combine beam-convolve observation and noise\n", + "data_cube = obs_cube + noise_cube\n", + "\n", + "# Plot after beam convolution\n", + "xspace = np.linspace(0, spread, 4)\n", + "xstart = ang_x[0] + lonv\n", + "ystart = ang_y[0] + latv\n", + "xbit = (ang_x[-1] - ang_x[0]) / spread\n", + "ybit = (ang_y[-1] - ang_y[0]) / spread\n", + "\n", + "plt.subplot(121)\n", + "plt.imshow(obs_cube[:,:,-1], cmap='magma', aspect='auto')\n", + "plt.xlabel(\"$l$\", fontsize=16)\n", + "plt.ylabel(\"$b$\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.ax.tick_params(labelsize=13) \n", + "cbar.set_label(label=r\"$T_{\\rm obs}$ [mK]\", fontsize=16.)\n", + "plt.gca().set_yticks(xspace)\n", + "plt.gca().set_yticklabels(np.flip(np.round(xspace*ybit + ystart, 1)))\n", + "plt.gca().set_xticks(xspace)\n", + "plt.gca().set_xticklabels(np.flip(np.round(xspace*xbit + xstart, 1)))\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "plt.title('Smoothed Foregrounds plus 21cm signal')\n", + "plt.subplot(122)\n", + "plt.imshow(data_cube[:,:,-1], cmap='magma', aspect='auto')\n", + "plt.xlabel(\"$l$\", fontsize=16)\n", + "cbar = plt.colorbar()\n", + "cbar.ax.tick_params(labelsize=13) \n", + "cbar.set_label(label=r\"$T_{\\rm obs}$ [mK]\", fontsize=16.)\n", + "plt.gca().set_yticks(xspace)\n", + "plt.gca().set_yticklabels(np.flip(np.round(xspace*ybit + ystart, 1)))\n", + "plt.gca().set_xticks(xspace)\n", + "plt.gca().set_xticklabels(np.flip(np.round(xspace*xbit + xstart, 1)))\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "plt.gcf().set_size_inches((14., 6.))\n", + "plt.title('Final data cube')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5c766de3", + "metadata": {}, + "source": [ + "## Try several FG cleaning methods" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "21e4e0d7", + "metadata": {}, + "outputs": [], + "source": [ + "#KPCA\n", + "n = 5\n", + "gnum = 1./(10.*n)\n", + "#use pca with only 2 mode then try kernal pca\n", + "pre_cleaned_cube, U_fg_pc, amp_fg_pc = fastbox.filters.pca_filter(data_cube, \n", + " nmodes=2, \n", + " return_filter=True)\n", + "\n", + "\n", + "cleaned_cubePCK, kpca_transformPCK = fastbox.filters.kernel_pca_filter(pre_cleaned_cube, \n", + " nmodes=n, \n", + " gamma=gnum, ## FIXME\n", + " coef0 = 0.9, #default=1\n", + " return_filter=True, \n", + " kernel='sigmoid')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2f1524bb", + "metadata": {}, + "outputs": [], + "source": [ + "#PCA\n", + "nelse = 3\n", + "cleaned_cubePCA, U_fg_pca, amp_fg_pca = fastbox.filters.pca_filter(data_cube, \n", + " nmodes=nelse, \n", + " return_filter=True)\n", + "\n", + "cleaned_cubePCA_PC, U_fg_pca_pc, amp_fg_pca_pc = fastbox.filters.pca_filter(pre_cleaned_cube, \n", + " nmodes=nelse, \n", + " return_filter=True)" + ] + }, + { + "cell_type": "markdown", + "id": "4e52344a", + "metadata": {}, + "source": [ + "## Calculate 1D PS of foreground cleaned maps" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "cc0f64e9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3420: RuntimeWarning: Mean of empty slice.\n", + " out=out, **kwargs)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:188: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:262: RuntimeWarning: Degrees of freedom <= 0 for slice\n", + " keepdims=keepdims, where=where)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:222: RuntimeWarning: invalid value encountered in true_divide\n", + " subok=False)\n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:253: RuntimeWarning: invalid value encountered in double_scalars\n", + " ret = ret.dtype.type(ret / rcount)\n" + ] + } + ], + "source": [ + "sig_k, sig_pk, _ = box.binned_power_spectrum(delta_x=smoo_signal_cube, nbins=50)\n", + "\n", + "#PCA on the data cube\n", + "proc_k0, proc_pk0, _ = box.binned_power_spectrum(delta_x=cleaned_cubePCA, nbins=50)\n", + "\n", + "#PCA on the pre-cleaned cube\n", + "proc_k, proc_pk, _ = box.binned_power_spectrum(delta_x=cleaned_cubePCA_PC, nbins=50)\n", + "\n", + "#KPCA on pre-cleaned cube\n", + "kandp_k, kandp_pk, _ = box.binned_power_spectrum(delta_x=cleaned_cubePCK, nbins=50)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "befb0bee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.015 0.0575 0.1\n" + ] + }, + { + "data": { + "image/png": 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nz549fPLJJ6XKRkVF0alTJ5599lkeeeQRli1bxsCBAxk1alSxBReLOnHiBAC9e/cu3Ofk5ET37t3JyDBmlfP19eWRRx5h+PDhDB48mAEDBjBmzJhSwdfFxYXs7OwyX6e9U4MpFEWxWz179uTw4cOcPHmS7OxsNm3aVHgV0qpVK9LS0rh06VK5dUgp+fLLLzl69CgODg6F2/r16/nqq6/KHQgREBBAcnKy2WMlBz0YDAZeeOEFDh8+XGyLioritttuA+C1117jzJkz3HvvvURGRnLLLbeU2XVpaSBetGgRBw8eZNiwYWzbto3w8PDCYF4gOTmZgIAAi+qzRypQKYpisTfe6FWr53N1daV58+aEhYXh7Oxc7Ng999yDs7NzmfOOUlJSANiyZQvR0dHs2rWrVBDJz8/np5/KXvy7S5cuREVFWTSqr2AV4ObNm5faPDw8Css1bdqUxx9/nB9//JHZs2fz+eefm62vXbt2APz999+F+/Ly8ti/f3+psuHh4cyYMYM//viDyZMns3DhwmLHjx07RrduVk/BV2tUoFIUxWKzZvWxdRMKhYaG8sknn7Bo0SLGjx/P5s2biY2NJSIigjfeeIPRo0cDxkEUAwYMoFevXoSHhxduHTp0YNSoUaU+1IsaNGgQQgj27t1bYXtmz57NunXreOaZZzh8+DDnzp1j/fr1TJ48mezsbDIyMnjiiSfYsmULMTExHDp0iPXr1xferyqpefPmjBo1iieeeIK//vqLEydO8Mgjj5Cenl5Y5uzZs7zwwgvs3LmT8+fPs3v3bnbs2FGsTikl27dv54477rD0rbU7KlApilJnPfLII2zbto2cnBzuu+8+WrVqxd13301MTAzz58/n2rVrrF27lnvvvdfs88eNG8fWrVuJiooye9zX15fx48fz9ddfV9iWQYMGsWXLFo4dO0a/fv3o0KEDzzzzDJ6enjg6OuLg4EBKSgqTJ0+mTZs2DB8+nKCgIL799tsy61yyZAmdOnVi5MiRDBgwgNDQUMaMGVN43N3dnaioKMaPH0/Lli0ZO3YsvXv3LnafbOvWrWRkZJT5HtQFapkPM9QyH4qiFDh37lxht565Yer27vbbb2fAgAG88MILNX4utcyHoiiKDTRr1owFCxYQExNj66ZUWnp6Or169WL69Om2bkq1qCsqM9QVlaIoSuWpKypFURTlpqQClaIoimLXVKBSFEVR7JoKVIqiKIpdU4FKURRFsWsqUCmKoih2TQUqRVEUxa6pQKUoimIF8+bNY+TIkTV+nlmzZtG8efNyy2zduhUhRIWZ5Qs8+uijPPts+cu32JIKVIqi2KVJkyYxdOjQYvsiIiIIDg5mzJgxZGdnF34gF2x+fn4MGjSIHTt2FHteUlISzz//PK1atcLFxYXAwED69+/P8uXL0el0xcrGxcXh4uJCcHAw+fn5FrU1OTmZt956i7feeqt6L9oCzz77LHv27LFqna+//jqff/653S6uqAKVoijlOrF4MfElsofH793LicWLa7UdGzduZMCAAdx1112sXr0aV1fXwmMRERFcvXqVzZs34+rqym233UZsbCwAly5dokuXLqxevZrXX3+diIgIdu3axeTJk5k7dy6RkZHFzrNkyRLuuOMO/Pz8WLdunUVtW7x4MS1btqRz585llsnPz6/UYo9l8fDwwN/fv9r1FBUaGsqQIUP47LPPrFqv1Ugp1VZi69q1q1QUxShuzx75Y58+Mm7PHrOPa8pDDz0khwwZIqWUcvny5dLJyUm+9dZbxcr89ddfEpAXL14s3Hfp0iUJyC+++EJKKeXIkSNlUFCQTE1NLXWOvLw8mZGRUfhYr9fLsLAwuW7dOjlnzhw5bNgwi9rasWNH+c4775ht//z582Xjxo2lEEKmp6fLuLg4+dBDD0l/f3/p4eEhe/fuLbdt21asTc8884wMDQ2VTk5OMjg4WI4bN67w+BtvvCGbNWtW7Fzz58+XoaGh0tXVVd56663yq6++Kva+XL9+XU6aNEkGBQVJJycn2aBBA/nMM88Uq2PJkiUyKCjIotdbFuCArIHPZLUUvWIVV/PzGR9zgZVNGhHs6Gjr5igV+HPSpFL7Gg0fTsv77kOXnc3Wxx4rdsw1MJBtTz5J6wcf5Mz33+MWFMSxzz/nWJFF/1qMG0fj224j8+pVdr/0Uqn6hy5bVqW2vv/++7z66qssXLiQSWbaXVLBlVZ+fj7Jycn8/vvvvPnmm3h7e5cq6+joiGOR39eNGzeSmZnJ7bffTvfu3Xn11VeJjo4uXFXYnJSUFI4ePWp2Sft9+/bh6enJ2rVr0Wq1SCkZNGgQbdq04Y8//sDHx4eVK1cybNgwDh8+TJs2bfjf//7HqlWr+Oabb2jatCnx8fHs2rWrzPMXrIH1/vvvM3LkSHbs2MFzzz1XrMyrr75KREQE69atIyQkhEuXLnH8+PFiZXr27El8fDwnT56kTZs2ZZ7PFlSgUqxi1tV4dmZmMvtqPJ81amDr5ihW5uTlRVCPHkR+8QWtJ00iucSHXE3ZsWMHmzdvZvny5UycOLHC8unp6bzwwgs4ODgwcOBAzp49i8FgKHNxwpIWLFjAAw88gIODAyEhIQwdOpQvv/ySd999t8znnD9/HikloaGhpY5pNBq+/vrrwhV+ly1bRlpaGitXrsTBwfjx+8orr7B582YWLFjARx99xPnz52nZsiUDBgxACEGjRo3o3r17mef/4IMPGDduHDNmzACgZcuWnDx5knnz5hVrY+fOnenZsycAjRo1onfv3sXqadDA+HcbHR2tApVyY3E9fIycIv3unycl83lSMi5CkN2pvQ1bppSnvKsbB1fXUsfj9+5l58yZhE+dStTKlfSdN48g04deSe4hIVW+eiqpdevW5Ofn89577zFkyJAy14Nq1aoVQgiysrJo0KABy5cvJzw8vHBlXiFEhee6evUqv/76a7Gl3idNmsS0adOYPXt2YWApKTs7GwAXF5dSx9q0aVNsGfr9+/cTFxeHj49PsXK5ubmFV4IPP/www4YNo3nz5gwbNoxhw4bxr3/9CycnJ7PnP3HiBPfdd1+xfX379i0WqB5//HHGjh3LgQMHGDJkCCNGjGD48OFoNP8MUyhof8HrsSdqMIVSLdHtWjPW26vwsZsQPODrQ0y71jZslWJNBUGq77x5dHjqKfrOm8fOmTNLDbCoCQEBAWzfvh0XFxf69+/P+fPnzZbbsGEDR44cITExkQsXLhR+cLdo0QKNRlOqm8ucxYsXo9Pp6NatGw4ODjg4OHD//fcTFxfHzz//XG4bwTjyryR3d/dijw0GA23atOHw4cPFtpMnT7Jo0SIAOnXqRExMDHPnzsXJyYlp06bRqVMn0tLSymxDRYF4+PDhXLhwgVdeeYWcnBwmTJjA4MGD0ev1hWUK2l/weuyJClRKtYQ4OqIrckWVIyVeGo26T3UDSYqMLHYFFdSzJ33nzSOpxGi5muLv78+WLVsICAigX79+ZpeNDwsLo1mzZtSrV6/Y/nr16nHbbbfxySefcP369VLPy8/PJzMzE4PBwJdffsnLL79cKohMmDCBhQsXltm+pk2b4uPjY1Ew7NatG9HR0Xh5edG8efNiW9GrRQ8PD8aMGcP8+fM5cOAAJ0+eZNu2bWbrbNu2bal7WObuadWrV4/77ruPBQsW8Ntvv7Ft2zZOnDhRePzYsWNotdpyRy7ail0EKiHEeCHEDiFEmhBCV0HZgUIIKYTIKLL9XaJMcyHEn0KITCHEJSHEzJp9BTc3HdDF1YVpAX5M9qtHnK7c/0Kljmk7eXKpbr6gnj1pO3lyrbXBx8eHTZs20bx5c/r3729RUCjw2Wef4ejoSNeuXfn22285ceIEZ8+e5ZtvvqFbt25ERUWxfv16Lly4wKOPPkp4eHix7eGHH2bTpk2Fw91L0mg0DB8+vMxAUtQDDzxAkyZNuOOOO9i4cSOxsbHs3buX9957j7Vr1wLGe04rVqzg+PHjxMTEsGTJErRaLS1btjRb58yZM1m5ciUff/wxUVFRLF26lK+//rpYmVdeeYWffvqJ06dPExUVxYoVK/Dw8KBRo0aFZbZu3Urfvn3x8vIqeQrbq4mhhJXdgOHAfcC/AV0FZQeWVwbQAieB/wFuQBfgGjDO0vao4emKYntFh6cXyM7Olrfffrv09/eXBw8eNDs83Zxr167JGTNmyBYtWkhnZ2cZEBAg+/fvL7/++muZn58vR40aJW+55Razz9XpdDIoKEi+8sorZda/detW6eXlJbOyssptv5RSJiYmyqlTp8r69etLR0dHWb9+fXnnnXfKiIgIKaWUX3zxhezSpYv09PSU7u7uslu3bnLt2rWFzzc3PP2jjz6S9evXly4uLnLIkCFy2bJlxd6X2bNny3bt2kl3d3fp5eUl+/fvL3fs2FH4fIPBIMPCwuS3335b7vtYEWpoeLpdLUUvhBgI/CmlLHOQR0VlhBCDgN+AQCllhmnfW0BfKeUgS9qhlqKvnDWp12ni5ISbRkOiTkdvD/eKn6QoN5ihQ4cycuRIpk+fbuumVNqqVat46623OHz4MFqttsr1qKXoi9MKIS4KIeKEEL8JIToWOdYROFMQpEwiTPsVK5NS8siFS3yemMT0y1d49OJlWzdJUWyioIuxLsrNzWXp0qXVClI1qS4OTz8FdAKOAx7AC8AWIUR7KeUVwBMoedc0FTDb8SqEmAJMKbqvaL+tUr44nY5kvZ5wVxeCHR3YkJZOpt6Au7aufgdSlKpp2bJlmfeR7J0lc9Rsqc59mkgp46SUR6SUOillqpTyJSAZuM1UJB0oOQXdBzA7tlNKuVBK2a3oZo/DM+1VZHYOAOEuLnR3c8MARNjhPAxFUequOheoymAACiYSHAFaCiGK3ijpbNqvWFlkTtFAZZywuD8ry5ZNUhTlBmMXgUoIoRVCuABOpscupq3ULDYhxGDT8HONEMJDCDELCAI2mIpsB84D7wohXIUQnYBHgQW18VpuNpHZOQQ6OBDg6ECQoyMNHR3Zn6kClaIo1mMv96gmAkuLPC7oO2oihOgDLJBSFuQh6Wgq6w9kYhwoMUxKeRFASqkXQvwLY2BKwnh/6gMp5fc1/ipuQh81qM+zRdbsWd2kMQ2d6uYNZUVR7JNdDU+3F2p4uqIoSuWp4emK3bmSn88rV+I4m5tbuC9Vp+eD+GsczlIDKhRFsQ4VqJQqO5iVzbvx17iWXzxl0vNX4vitnASaiqIolaEClVJlBUPT27n+s7yBj4OWls5O7FdXVIqiWIkKVEqVRebk0NDREe8Ss9m7u7mpIeqKoliNClRKlR3PySHctfRicd3d3LiSr+NKkdGAiqIoVaUClVIlBim5mq8j3Myqpt3dXHEATufkln6ioihKJdnLPCqljtEIQVx4G3LNTG/o4e5GesdwXDTqe5CiKNWnApVSZUIIXMwsge0gBA4VLI2tKIpiKfWVV6mSLxOT+Pf5i5Q1YfzHlFRGnosp87iiKIqlVKBSqmR9egY7MzMxk44RgGS9nt/S0onOy6vllimKcqNRgUqpksjsHLMDKQp0d3MDUPOpFEWpNhWolErLMRiIys01OzS9QLirCy5CqEzqiqJUmwpUSqWdysnFAOVeUTkKQSdXV3VFpShKtalApVRausFAGxdn2pdzRQUwzMuDIEc1sFRRlOpRnyJKpfXzcOdEm1YVlpsdElwLrVEU5UanrqiUGqeGqCuKUh0qUCmV1vN0FO/ExVtc9qlLV2q4RYqi3MhUoKojrubnM+DMOeJsnOg1Xa9nX1Y2AssyT7hpNOxVmdQVRakGFajqiLeuxrMzM5PZVy27kqkpx3OMa1CFuzpbVL67mxtHsnPINRhqslmKotzA1GAKO+d6+Bg5Re7xfJ6UzOdJybgIQXan9rXenoLFEssbml5UdzdX8qXkWE4O3UyTgBVFUSpDXVHZueh2rbnd07PwsZsQPODrQ0y71jZpT2ROLm4aQZiTk0XlCzNUZKr5VIqiVI0KVHYuxNGRFL0eAGchyJESL42GYEdHm7SntYszk+rVQ2NhdvTGTo485u9HKxfLugoVRVFKUl1/dcDZvFx8tRr+at6MhYnJXNXZbkDFVH+/SpUXQvBZw9Aaao2iKDcDFajsnF5KPDVa/uXtxfepqQz28mCsj7dN2pIvJQYpca7kgohSSqLz8mjg6Fjp5yqKoqhPDTunFYKzbVvxXv1gvktJ5buUVJu15e+MTNyPRLI9I6NSz/sjLZ3mJ06zT+X9UxSlClSgqgOEELhqNPRzd2dnRqbNMj1E5uSgB5o5Ve5+U1c3VwD2q/lUiqJUgQpUdm5g1DnmX0sEoK+HO/E6HWdzbbMYYWRODj5aLfUrmWg2yNGRho6OaskPRVGqRAUqO3YuN5dtGZkUDLDr5+4OwI7MTJu0x7hYonOZq/qWp7ubWvJDUZSqUYHKjm1ISwdghGkeVRsXZ5o7O3HdNFy9Nkkpicwpf7HE8nR3c+NcXh7JOp2VW6Yoit1o3aZLTVSrRv3ZsQ3pGTR1cqK5s3FyrRCCM21aVemKprp0wCtBgXSqYqC6y8eb5s5OuKhRf4py4zp39lhNVKsClZ3KMxjYnJ7BQ/V8iwUmWwQpMK7Y+2xQQJWf39LFmZZq0q+i3JDS9XpeuxoP+TWTNVt9vbVT6QYDD9bzLTVn6nxeHuEnT/NjLQ9Tj83N42Je9QZxHMrK5pfraVZqkaIo9uDPtHTanzrD/ITEGjuHClR2ys/Bgc8ahjLY06PY/vqOjsTk5dX6gIo34+LpcfpsteqYdy2BqRcvWalFiqLY0nW9nv9cuMSwczE4C8HOFs3wdXAIqolz2UWgEkKMF0LsEEKkCSHKvdsuhLhdCLFFCJEohEgxPa9fiTJSCJElhMgostkmnUMVRWbnYDAzX8pRCG5xc2dHRu0GqsicnCoPpCjQ3c2NK/k6rth4TS1FUarv7bh4liQl81xgAIdbt6S3hzu5BkONzEGxi0AFpACfAdMtKOsL/A9oDgQA3wJ/CCEalih3q5TSo8h23ZoNrklX8vNpf+oMH5VxKd3Xw7jGU1otjf4zSMmJnByLl/YoS/eCib9qPpWi1EkpOh1RObkAvBocxO6WzXk/NARX0yCpLIMhvSbOaxeBSkq5QUr5HRBtQdkVUso1UspUKaVOSvk5kA10q/GG1pKNpmHpQ0t0+xXo5+6OAdhdSx/4sXl5ZBlkta+oOrm5ogU1n0pR6qBfrqfR7uQZxsdeQEqJt1ZLD/faWWPOLgJVdQghOgB+QGSJQz+Yugf3CiHuKuf5U4QQB4puCQkJNdrmiqxPSyfEwYH2ZVzB3OLuxgRfH3y12lppT2RO5RZLLIubRkM7FxeVSklR6pAknY4JsRcYFR2Lv4MDCxuFmh19nH7hQo21oU4PTxdCBAI/Au9LKaOKHBoK7DL9ezSwQggxRkq5vmQdUsqFwMKi+7p162abZHoYs6VvTM9gtLdXmUPRPbRavg5rVGtt6uHmxndhjcwGqhOLF+MXHk5Qz56F++L37iUpMpK2kyeXKv9jk8aEVDIFk6IotnEiO4fBZ6NJ0ul4PTiQV4ICcSoxF9Kg03H66685+sknuGk0nmVUVS119opKCFEf+AvYCLxU9JiUcrOUMse0rQS+AR6wQTMrbX9WFil6PSO8yv//llJyLjeXPIOhxtsU7OjIeF8f3LWlf138wsPZOXMml7dtw5CfT/zeveycORO/8HCzdbVwccajlq4EFUWpmoLE1y1cnBnm6cH+Vi14MyS4VJBKOX2ajfffz6G5cwnu1QtnjaZG+gLrZKASQoQBO4A/pJRPyorTiRsA28yUraSOrq783jSM4Z7lB6rfTEtnHKiF+z0/pqRy0tT9V1JQz570mTePbY8/zm+jR7Nz5kz6zptX7AqrqHS9nleuxLE1vXJLhSiKUnOu5ucz4Mw5rublsSollS6no0jV6XEUgq/DGtHJNBCqpCMff0xWXBx95s2j///+R4pOF18T7atyH4wQwqu841JKi2d2CiG0gCPgZHpc0MeUWzIICSFaA38Cy6SUr5qpKxxwAw4DErgDmAiMt7Q9tuSq0XCbd7lvLQA93YxfXHZkZtLbw73G2pMvJfefv8jMQH/eqx9itoxnI2M3ZPr587SbOrXMIAXgotHw4bUEcgwGBpYxWERRlNr11tV4dmRm0ifqHDF5+XRzcyVFr8fHoXTvR0JEBG7BwbjXr0+PWbPQOjnh7ONTo+2rzhVVKsZh5alFtpQiPytjIsaRexsArenf2UBjIcQDQoiiX79fAEKB6SXmSRV07QUAS01tuAa8CvxbSvlzJdtU65J1Ot64GkesBct4BDg60MrZucbnU0Xl5JIvZbkDKTIuXEDravzGdebbb4nfu7fMso5C0MlVZVJXFHvgevgY4tBRPk9KRgIxecY5jpHZOTQx5RgtkJ+ZyYF33mHTgw9y7NNPAXALDKzxIAXVCFRSSo2UUmv6qSnxuFI3IaSUy6SUwswWaxqO7lGk7MOmYx4lthWm439JKdtJKd2llL5Sym5Syu+r+jpr06b0DGbHXSNOZ9mE2H4e7uzKzDI7MdhaKhrxV3BPqvd774EQNBg8mJ0zZ5YbrLq7uxKRnY3eRgtAKopiFN2uNff5eBcGAhcheMDXh5h2rYuVu7JjB7+NHs2Z776j5QMP0PXll2u1nXXyHtWNan1aOr5aLd3dLLsf2c/dnVS9nuNl3D+yhsicHDRAqzISyiZFRhJ0yy3o8/PpNH06zceOpe+8eSRFlpwt8I9urm5kGgycNE0cVBSl9u3LzEJnmg8FxiCVJyVeGg3Bjo6F5aLXrGHr1Kk4uLoy7Jtv6PbSSzi619ztBnOqPU7YNET8TaAjUPi1W0pZI+uS3KiklGxIS2eYpwdaCzOk3+rlwcqwRjRycqq4cBVFZufQwtm5zOU5Wk2YwA89euAeEkLnmTML95d3n6q7uyteGg0X8/KqPYlYUZTK0UvJ+/EJvH41jnt9fcg2GJjq58cU/3osTEzmqi4fKSX5aWk4eXvTYOhQOiYm0vqhh9DW4GdNeawxoWUxsBMYAswEHgUOWaHem8qxnByu6nQVDksvKtjRkXt9fWquUcCXjRoQX85ih8knT2LQ6fDv1AkpJcmRkQitlnpt25b5nNbOzqR0aIfGRkuWKMrN6mJeHhPPX2RbRib3+ngzY9MGGnToUPjF8tNGoZz/4w9+m/YUGgcHhq9ciZOnJ+3+8x+bttsaXX8NpZRzgBwp5S/AXUBvK9R7UzmTk4u7RsPwSgQqgLO5uXyRmFQ478Ha6jk40KacgRRJR44A4N+hAwDbp03j+MKFZZYH45paKkgpSu3ak5lJx1NRHMjKZmmjBnwf1ogGHToU3lOWBgMH58xh17PPknHxIk1Gj0bYyUKn1mhFwY2GXCGEL8bFYBtYod6byt2+PiS3b0v9In3Dllifls5jFy9zPs/6GcnP5eby5tV4LpWzDlXi0aO416+Pa0AAQghCBwzg6q5d6CtYu+rHlFS6nYoitxYmLNeEgnkncSoTvFJHtHFxYainB4dbt2CSXz2EEAT17EnfefPY8cwzrBs+nNPLl+PbujV3/PwzbSZNQuNgH1lkrBGozggh6mHM/rAPOIjq+quSkrO+LdHPdFOzJtan+jszi1lx8WSUE0ykTkdAt3/yAdfv3x9dVhYJBw+WW7cEDmZnc6wGB4LUpLeuxrMzM5PZV2tkfqOiWMXBrCzuiTlPjsGAt1bLqiaNae5cfGBUUM+etBg3jqwrVwgdMIARP/5YODfSXlQ7UEkpJ0opk6WUHwOTgNeoI+mK7MWv19PofOoM0bmVHwUX7uqCt1ZTI/OpIrNzcBKi1C92Uf0+/phe775b+Dj4llvQOjtzeevWcusuGNm4P7NuzacqOu/EAHyelIw4dBTXw8ds3TRFKWSQkg/ir9HrzDl2Z2YRa6aHI+HwYbb85z9c+usvzv7wA+2mTiXx6FGu7dtngxaXzyodkEIIjSn33kXgKMYJuYqF/khL50xuLqGV7PYD0ApBH3d3dtbAFdWxnBzauDjjUMH9pKLJcx1cXQnq2ZO4cuZRATR2csTfQVvnMqlHt2vNOJ9/1uAsa96JotjKlfx8bj0bw/NX4viXlydHW7egdZH7zHnp6eyfPZtNEyaQcvIku19+mb7z5tHxqafoO29ehfMgbcEaw9MnYVzI0GDawNizU6+6dd8MpJT8kZbOYA8PnKt447Kvuzsb09JJ1ZlPeVJVkdk59C8nPdPRTz4h4dAhBn/5ZbFg1f3113H29S23biEE3d3c6lyGihBHR64VGQWZIyVOQhSbd6IotvTQ+YvszspkUcNQJpvuRYHxs+bSn39y4J13yElKotWECTh5exPYpUvhqL+Ce1ZJkZHlTjGpbda4U/Ya0ENKedIKdd10zubmEZOXx8xA/yrX8Zi/H08G+OFpxazkmXoDSXpduamT4vftw6DTlVqOxD3EfE7Aku7w8mR3ZhZSyjKXNLFH7hoNgzzcecDXhykXL7O9htNYKUpFsgwG9FLiqdXySYP6ALQy87d77qefcK5Xj/7/+x9+7dubrSuoZ0+7ClJgnUCVoIJU1W1IN67mW5n5UyVZ8yqqgLtWQ3qHcPLKGPZuyM8n+fhxmt9zj9njUatWkXLqFD1ef73MczwR4M8TAVZpbq36pVmTwn+3dHGhWxmZpRWlplzNz2d8zAVWNmlEfL6O+85foIurK9+ENSoWoAx6PVHff0/ogAF4NGhAr/few9HdHU0d6wGwxj2qNUKI6UKIQCGEV8FmhXpvCi2cnZnqX49m5QxYsMSypGSevHjZSq0y0ghRZkaK1Kgo9Dk5+HfsaPZ45pUrnPvxR/LSyk+iL6Ukuw4NUZ91NY5vkv/JudzPwx1XjYZUnZ5PExJrbD6bohRVMOp0bMx5epw5S6pOz0P1ine3p5w6xaYHHuDgu+8SvXYtAM4+PnUuSIF1AtV7wIdAHMWzqCsWGO7lyecNqz/t7ExuLgsSk8jUW+dD/+NriTxz6UqZxxMLJvqWEahCBwxA6vVc3bXL7PECPc+c5d/nL1a9obUoPj+f9+IT2GdmAMjipGSevHSF968l2KBlys2i5KjTvzOzyJOSZL2eYaZeGV12Noc//JD1995LxuXL9H7/fdo/8YRtG15N1hierjGzqSVcLXApL4+LFUyMtVQ/d3d0wF4rjaL7+Xoaf5czktAtKIjGd9yBWxn3o/w6dMDZx4fL27eXe56Gjo51ZkDFoqRk8qTkCX+/UseeCfRnvI83L16J4+tk9T1NsT6dlOxo0Yz7fX1wNd3TdQTu9/Ehtsio0+MLF3Ji8WKajB7NyF9+IeyOO+rUPWBzrDHqz9zMsNTKLJx4s/ooIZH/JSSR0qEdbtVMVdLbwx0B7MjIZLAVFiSMzMlhZDn3zRoMHkyDwYPLPK7Ragnp35+r27dj0OvRlDHQo7ubGz9dTyNZp6OencyCNydfSr5ITOZWTw+zN6k1QrCscUPidTr+ff4iwQ4Ohd9wFaU6YnLzWJyUzNLkZEIcHOnu5kqulDgLQb6UeGs1+KSncz0lBe9mzWjz738T3KsXQT162KC13vVrolZrdP0dAWKAs8A507+vCCGOCyE6WaH+G9aGtAz6ubtXO0gBeGu1dHB1scp8qmv5Oq7pdLQvI7O5PjeX3NTUCutpNGwYAV26kHf9epllursbByIcsPOrqrWp17mcn89TAWWPznTWaFjTNIw2Li5Mv3xFrbelVMuW9AyGnY2m6YlTvBd/jU6urjy/eSOGiINM9fNjb8vmTK1XD/8vF7Fu2DD+fvFFpJQ4eXrWepCSUrJixQngetn3C6rBGl9hPwOigWWmxw8B9YFI4BOgrxXOccO5lJdHZE4OD5WxvHtV3OblyWkrrPF0vILFEuP27GHb449z63ffFSajNaeiqy6Arq6mDBVZWdxqx1cg3lotd3l7cVsFbfTWavmjWRMk0uLlWhSlwMmcHEIcHPFx0BKbl8eZnFzeDA7iYT9fGjo5Ed+tG9qZM+k7bx6uUsfIGTNIOXUKj+bN6f3eezbp4ouMTOCJJzazffulGjuHNa6obpNSLpZS6k3bEmCElHIt4F3Bc29aG9IzgOoNSy/pvfoh/NQ0rNr1ZBoMNHNyol0ZV1SJR44gtFp8mje3qL7shLIHGPg4aJkdEkTfWl6IrbJu9fJkddMwi4JPqJMjDZyc0EvJO3HxJJezTIpin2oz6XCWwcBXScn0O3OWtifP8JXpHufEer5Et2vN6yFBNDStA1WYRHb6dH4dOZKU06dp9eCD3L5mDd4W/j1a00svbadTp+VERiayYMGwGjuPNQKVqxCiRcED078LslKov9AybEhLJ9TRkXZlrJxbHdVdmn6ktxdn27UmpIxhrElHj+LTsiUOFqxEfG7NGtYMHEjmlbJ7BF4LDmKAFe6r1ZQNaelVCjbHc3KYHXeNUdGxdWoIvmL9pMPmAp9eSp68eJn6kSeYdOES8Todc+oHM97X+P3eUYjCL0YGnY6Lf/5J7G+/GZPIjh8PBgOtJk6k6wsv1OpyHEWnYBgMksmT23PmzGSmTDE/AtgarNH19yKwWwhxBGPqpI7Af4QQHsAqK9R/Q/q4QX2ic/Osfql+Z3QsDkLwY5PGVq23gEGvJ/HoUZqMHGlR+YBOnQC4sn278Y/LjHwpOZqdTQtnZ7ysmF3DGpJ1OsZExzKxni8LGlVuGkEHV1e+adyQcbEXeCD2Aj80aay6A+2c6+Fj5BT5IP48KdmYeBjo5e5GkIMDgQ4OTPGvRxc3N5J1OiJzcgr3+2i1Zv+mCwLfq1fiuMfXh+FenmiFIDovj5FeXjziV48BHu6lnpt59SrnVq/m3OrVZF+7hl/Hjrj6+3P2hx8InzqVqJUraTBwYK1lkjhxIpEnn9zMq6/2YvDgRvzf//Wvle7GagcqKeU6IcTfwC2AAHZLKQv6et6rbv03qhBHxzKvWKrDW6vl97S0KqclklLS4VQUU/3r8YSZgQNpMTHoMjPxK2P+VEmeYWF4NGrE5W3bygxU+zOz6BN1jrVNGjPax756i5cmpZAtJY+bGZJuiXt8fbiSr2P65StMu3SF/zWoX+eHCt+opJS8GhzIa1fjERgTl7oIQWMnR1o7O5NmMHAmN5cdmZmM9PaiC7AnM4s7omML63AUgkAHB1aGNaKPhzvOh48Vy+6yODmFxckpOAtBTqf2/NY0rMzfh+OLFnF0/nyklIT07Uv3115D6+LCTtM9qqCePQnq0aPY45qSnp7H7Nl/89FHEXh6OpGUZBz8VFu/y1UOVEIIdyllpikLRS6wrcgxLzU8vWzfJqeQZjAwtYoffuXp5+7G8uQUTufmFsuYbKlL+flE5uSgwfwvoIufH93feINgC/8oChZTjFq5El1Wltnuwk5urmiB/VnZdhWo9FLyWWIS/dzd6ViNNEnTAv25lJ/HpwlJTAvwp0UNdPcq1ZOq0/PIxUusTr1OI0dHLuXn4yIEeVIy2MODz8q4mu7p7sbGZk24ptMRr9MVjpgNcjR+tM6rH8K0y1cKs3VrgaGeHiw11Vf0gz47MZHoNWtoNHw4no0a4d+xI20mT6b53Xfj0cBY/sTixcWCUm0kkV27NoonntjMlSsZTJ7cnv/7v374+1fc7W9N1bmi2gF0wZiJouhNEWF6bF99OHbko4REHISomUBlyna+IyOzSoEqMts04q+MgRQuvr60uPfeStUZOnAgp7/+mri9e2kwaFCp424aDeGuLna35McfaelE5+XxXv3gatc1p34Ik/3qqSBlh87n5TEoKpqLeXl8UD+EXZmZjHTwYop/PRYmJnNVV/aACr8K5ss9GehPZE4Oi5KScTIFvqZOToSYBkdIKbm2fz9Rq1ZxadMmDDodjh4eeDZqRFCPHqWGmbedPLnUOWo6ieyVKxkEBbmxevUobrmlRqZJVajKd+CklF1MPzVSSm2RTWWmKEeiTseBrGxGeFo22u/E4sWl1oaJ37uXE4sXmy3f0tmZAActOzOr9qF/3DS8vaxBHhc3bybz6tVK1RnQpQs9Z88uM90SGCf+HsjKtqtceXsyswh1dGSMFa7yNEIUfnFYnJTMprT0atepWEeooyO93N3Y0bIZzwYFsKZpGJ82CqWjmyufNgqt1kjaE4sXI03znva0bM5UPz/0EQc5sXgxBr2e9XffzeaHHyZu1y5a3H8/d/zyCy3vu896L64SZs0ypjvLyMjjhRe28dVXkQA8+mhH9u+fYLMgBVZaOLGAEMJbCBFuzTpvNJvS0pFYPizdLzy82EJm8Xv3snPmTPzCzb/NQgheCAxkWBVH0UXm5FDf0cFsloi89HR2TJtWmODSUlonJ5qNHYtLvbKXKOvu5kqyXk+0lVJKWcPb9YM53qYljlbsh88zGJh/LZGxMec5bOeTnG9kKTod/7lwiYR8HQ5CsCKsEbe4u1f6i2FF/MLDuXXuB7x+9RIdXF2Ytms7g9+ajV94OBqtlobDhnHLO+9w519/0fWFF/Bu2tQaL69K3nxzNz/8cJrWrZfw/vv7iYxMBECr1aDV1t6oQnOskUJpPTAe0GNc3VcjhFgqpSx7fYeb2Pr0DPy0WrpaeM8jqGdP+sydy1+PPkr9AQNIOHiwwhunM4OqvnZGOxdn/MtYNiQ5MhKkLPfKqCx56emc//13gnr2xCssrNTxkd5ebHJyor6dZHbO1Btw12rwtvIoRCeNht+bNaHXmbPcdi6G3S2bE+bsZNVzKOXbm5nFuNjzXMnXcYeXJ3cWuWIu+GJY8DdW8MWw77x5Zusy6HTkpaWhy8wkv8jmb8p16VyvHiH9+7P1scdw9PQkJzERjbMzXqaAFD51aq285oqcPp0MwL33/kKnToH88MMoevWy3RVUSdYIk0FSylTgduBnoClwpxXqvSGl6HSMMA1NtZTQaDDk53Ppzz9pMW6cRf3RF/PyOF+Fq5PnggKZG2r+FzTxyBEQoswF18qjz81l/+zZXFi/3uzx+o6ODPXyxLUW54OUJV2vp9Hxk/wvIbFG6g91cuSPZk3IkZLbzsWoCcG1RErJh9cS6HvmLALY2aJZsSAFpi+GpuXYj/7vf+yYPh3v5s05sXQpmyZM4PcxY1g3fDhXdu4E4OrOnfzUrx8/jxjBH2PH8ueDD7LtscdIOXUKgOvnzhG7bh0GvZ6cxETq9+vH2B07cA2w/UJsUkpee20nQsyldeslhfsPH77Ghg0xNmxZadaYR1XwFXgA8LuUMl8IoWY3luHnZk0qnQMu6dixwn+f+e47403WcoKVTkranjzDQ/V8+aRhqMXnyZcSATiUEUQTjx7Fu2lTnCy8v1aUq78/fu3bc3nbtjK/Re7OzORUTi4P+5XdRVgbvklOJVmvp3sNLojYztWFdU0bc+vZGH69ns4wL4/ChfDUsvY14734BF65GscYby+WNGpodsHRjEuXOPXVV9Rr25bIL76g2d13k3DwIA7u7ji6u+Ph64uDhwfO3sYA59OyJV1ffhlH03FHDw8c3N0Lu/AaDh3KoC+/5O/nnqPFuHFErVxJso2XeTcYJL/8co45c/bRp099pHwWKSUazTykfNZm7SqPNQJVpBDiD6At8KwQonbHLdaA7OxsIiMjrV5vVeY2ZURGcn7RIho+/jgXP/sMz1tuYeu0aTSePh2PMu5TAbSXBv5MTCLyuuVLTmw2SJ7TS753ELQs0U4pJfEREXh161bl98ahTRvif/iBQzt34ujjU+r4//QG1hqgy5XLNpsYK6Vknk7SToB7dDSRNdiOesAvWgi5epnpFw3skDDt+Elec7D9VeWNRC+NeRf7ScnrWsHdmelcOnWSopnpDDodib/8QvxPP4GUCK2WwLFjid2wwezf2lXgasHfQceOlBwXGBcbC5j+fj/6iMbTp6MJDyc0IMCiv9+akJ9v4Ndfr7B0aQwxMZmEhrpy2231iv0918TnnjVYI1BNAkYAR6SUWUKIUIzZKpQSHtNLGgnJy5W4MZl26BANH38cry5dMOTl4dmxI949epB17ly5v+idheBzKUmTEi8LP2zPSsgHzM0YEULQ8v33kdXopvLq0oX4VatIP3yYegMHljoeLgTfIYkBaj9rmdE+aVwC4G2NqJXJjCN1krwisztWSViVb8AJOOioAlZ1GKRkmQG2S8kiLfgKwT1m/kszT5/m0hdfkHvlCu6tW5Nz6RKNn3kGj/BwPNq2LQw0VQksWefOFXuuR3g4jadPr/DvtybMmXOSlSsv0qqVJ3PmdODWW4NxKPKl6LHHmtVqeyrDokAlhBiA8R6UK3AA+F5KmQcgpcwB1haUlVJeBqy7JvoNIENK9kpoXcnPvsyTJ8k6dQqvLl3wG2ZM+ugUGFjhL3lXYZzMdlhCfwvPeVZKGgBuZXxAO5Yzas8SLmFhOPr5kXvJfJblcNNpIyU0t1Hyhu8NEl9gRC2df72DYK5eslH+kxgzHPhITfColhQpeVkv2SlhmDB+ASurQ1Xq9Ui9nrAXXyTnwgWC7rnHaoElcPToUvs8wsNrJUglJuby7bfnGTEihJYtPbn//sYMGhRI797+Zr+EPf54CzO12IcKA5UQ4kFgKRRLVfC8EGKwlPJajbXsBrPX9EHUpxLf0rMvXCD73DlCHnwQAGkwcH3vXrQeHnhWMKChvTD+50ZISf8yskyUdLacAJG8ZQtSry8MllUhhKDVhx+iKWMichjgDkRKyZ0WttnaXtAKoiU411LXY4AQuCPRY/wgzce4Ps50A7wqJO1UuqVKO2iQPK+XpACvaATjNMUzQEiDgaRNm9Bdv07wvffi0bYtrf77X4RWi1fnzqXqq63AYi0XL2axbFkMa9deJj/fgJ+fMy1betK0qQdNm9pv8ufyWHJF9RywB5gMpAEDgQ+Bj4D7a6phN5q/pcQd6FSJz52UrVsRWi2+/foZdwhB3Pff4xQYWGGgchWCj7XQ0sLz5UtJLDCwjPJJGzeidXevVqACygxSYJwU21ZIomw45zdYCIJrOTYkA/cKuEcr+EEviZRwVcJhA7S7Qa+sEqTxfuhcrcDfCsG4oL45GpitBxdghYOgTYm6s86d4/KXX5IdHY1Hx45IgwGh0SDsLBlyVb3++jHWrbuMVisYNSqUSZOaEBZm30voWMKSQNUcuFNKecr0+FshRI7pp7OUstor9QkhxgNPYMy87ialLLddQogRwDyMQ+HPATOklBuLHG8OfAH0AlKA/0opzU+EqAVSSnYZoKfA4smjBp2OlO3b8erWDQcvL8D4rdC7Z08Sfv0VXUYGDh7lfzvqr7H8AyAfeFwj6GbmKYbcXLLPnzfbjVFZUkrOf/ghziEhhNxf+nvO+1qBT7XPUnk5pq6iSRpBh3Let2vr1uHWrFmxb9gZkZFknTtX5ffnoyL3CV51MJ47XUoKxhxuMEjygTtE7SUBrWlf6CUREj7XS15zKP2adNJ4lVl0c8LYLW2QkssYk8bqMfZUfKqTRAALDTDfQeAHeBR5r/SZmcR9/z1Jmzbh4O1No6efxrt37zr9fn72WRSPPdacw4dT6dTJByEEQUEuTJrUhAkTGhMQUPkUavbKkru1zhg/7IvagvH3pomV2pGCcaXg6RUVFEI0BX7CmJnd2/RzjRAizHRcC/wCnAQCgFHAC0KIcVZqa6XpgLs0gjsrETgyjx9Hn56Ob4nceN49eoBeT/rBgxXWkS4l3+sl5ywYDu8mBP/RCjqbaWN2dDQYDLi1qH4fthACmZfH9T17zKZL8heizOHxNWm9hE0Scioo59asGec/+ogM0+ioglFdbs2seyPas8j78ItB8pJeMtnC/0t7kyYlRw3GrWu+gfb5BlZJ4z3UVRLam/bN0v0zq6W7TtJNJ+mpk/TWSfrpJB8bjK89H7hdJxmpk4zWScbqJFv4p76ROskAXfH3SXf9Oslbt+I3fDit/vtffPr0qdNBSq+XfP75OcaN282DD+5l3z7jhN0nnmjBM8+0uqGCFFg+6q/kX0dBojKrTDSRUm4AEEIMtKD4Q8BBKeU3pscrhBBTTfvfBPoDjYGXpJRZQIQQYgEwFVhpaZvWr1/PypWli3/44Yf4+vqydu1a1q1bV+r4Z599hqurK99//z0bNmwodmw3MGjpUgCWLVvGtm3bih13dnbmiy++ML6o3bs56+JC8scfI01/UD4+Pnz44Yc4+vkR8d13fLNsWbHnBwUF8X//938AzJkzh8iLFzn83/mErl5NyB+/07hxY2bNmgXArFmzOH/+fOFzc/39admoEbOeegqAF198kfh446JxXfPz6Q98vWULT3TtCsAzzzxDampqsfP37NmTqaY5UlOnTiU3t/jF9oABA5g0aRKeXbqQvmQJMydNIqXIBN/hw4czZtw4/i9Px6EFX+B7KKLY80ePHs2dd95JSkoKM2bMKPXejxs3jhEjRhAXF8dLL71U6vhDDz3EwIEDiYmJYfbs2YX7JXDyldcICQyku6c7p06dYs6cOaWeP23aNDp16kT+v/7FybfeIlqrpbFez2/OzlyaN48XXniB1q1bs3v3bhYuXFjq+a+//jpNmjRh69atfPXVV6WOv/feewQHB5f63ZNC0LhvP05NmMjdUkOvs2fI+OhDtCUmdJf3uwew1MLfvS+++IK9JdIIuTZsSNbrs5irFXzz8cccOXKk2PHA4GBefPddfIVgzpw5bG7ZmowWLcgJDibf2wcw9iisdxA8dPgoF9u0Ba0W9HpcrsXTMD6eW7p2AYy/e0GduwISYTCAwUCDkBCGmUaKvjBzJmGt2yD0evTOLiT3vIWsZs0waLW4AJ7791F/5XfMSE2lpV7PXkdHBgwYwIRPP8XBy4uHH3641HszfPhwxo8fT3Z2No8//nip4zX1u1dgypQp9OrVq8LfvQMHDjFr1q/ExbUGPImOvkTjxqdxc2sM+Fn9d6+ApZ97NcXSQLVVCHECOAYcwXi1Yquvdh2BkpcTEab9BcfPSCkzShx/wlxlQogpwJSi+0JCQqzTUpOMps1wvXwZbW5F39eLSzKTpUEIgXePHsb7V1AYxMxxyMzE5cpl0pu3oKJXdPHe8Vxo2JBZZo65SUmSEORbaSKqV5cuXFmyhCZ6fbFABcbL9D+FBm2HjqUCVU3JbNqMrMZh3Hk+BuFlwZWRXo8z0EavZ4+DA5dq+P6GkJKAHdv535gxLPH0Ym3zFjRv2QqfyGMVP9lKoocM44qpq84TSGvdhozmxkCUHRxCRHAwJ3SSXxyNv485QUEYtFq8IiNxibtKI72e1+6/jwAhcMjNBSEQeXlIBwc8T5+iZ8RBRnTvWni+kPW/Fzt/u44d6TZ4UOH74b/7bwC65edzWKtlT4sWOGFcb6jnmVOMuHaNUIOBfOC46f+noAu9LirofVizJoPz57sX7s/N9eL8+e6sWZNKFRLG1BmiomzVQohHgE6mrQPggTFICeAixuHqhwo2KWXZa45X1BjjFdWf5d2jEkJsBnZKKd8osu9NoI+UcqgQ4jVgqJRyQJHjg4BNFd37KtCuXTtp7ltFVeRIY7fFWA28aOH8qYRffyU7NpaGjz1m9iavIS8P4ehoUdfFm3oD6w2w00GUO4n29nwDbQTMK2OyqdTrrXrD+cxzz6H19KTZ66VTQj6mMxAnYU0tzSN6XmecbLvZQZQ5NL9A7tWrRL34Ioa8PPxuvZXUXbuoP3Ei1/ftI3jcOFwaNarx9kZJSQtTO/8wSNoLaFAD3VgpUjJYJzE3c06D8UMgFGgijFtzIRhjQff2dJ0Bf/4ZPJJI8ft0lZERGcnxjz4i4qlpDO4QzuHVa2j14yo0UuI7YAAhDzyAg7f9rHFWWampeXz77Xm2bk1gxYpbcHTUEBeXTVCQCx06bODYsRG2bmIx7du3Pyil7Gbteiv84JZSfln0sRCiBcag1dn0sxcwpqA4Nb8OVTrGe1NF+WAckWjJ8VoVYbrvYemwdGkwkLRxI45+fmUGBk2RtWwqClZdhOBHJFFA6zLKZEnJJeBf5dRl7VFRfrfeij4jw+yxcAG7JDyYb+BDB+uMCitPByFoKcqeP1ZAn5VF9NtvY8jNpeGTT+Lbty/e3bsTO3cu0mAg7eBBfPv1I+jee3GqwVxuBUEqS0re1UuygSkamKQBpyq+V5lSckIapzW4CMFiveQjwz9fYgsWmXMGhgr4jwZChcClCuczN3ikqjzCw2nz1FN4/O9jvAYPps3PP+Po50fDJ57Ao23batVtS/HxOSxfHssPP1wkO1vPoEGBpKXl4+fnTHBwzXWx2StL5lH1klLuLngspYwCooAfipQJxLiIYuXTalfeEaDk6nudgc1FjrcsWIG4yPEj2MBOKXECs6PpzMk8dYq8+HiC7r673HLJW7cSv2oVrT76qDBwmdNVGD9kosqZbBxjurHdwszx6/v3k/j77zR6+mkcfX0texEWKG+Ye7gQSCSHKXtUmDVN0FpWf+quXeQnJREyYQK+ffsCxg/KsGefJePECWReHonr15P699/433GH2VGN1uQmBD84wPt6yf8Mkl8M8LIWemlEhcO/E6TkT4NxztpxCdEYfweWaQVdBfQQMEMjCBfGwRxrpbFbNg/jXLdmNkoenBsXR9bp0+RcvkzOpUvkXrqELjUV/zvu4NpPP1Fv6FDqP/wwGjPL1NQVp0+ncd99uzEY4LbbQvj3v5vQokXp/Jr2nEnC2iz539wphLiGMTP6GmCzlLJYaivTxN/1pq3STCP1HDH+LSCEKBiykitL900uB54TQtwH/AjcDXQFHjQd3w6cB94VQrwItAIeBaZVpW3VtctgDFKuFn7zTPnrLzSurnhXkLTS0deX/KQk0o8exbtb2Vfa9YVgpwPlplGKMv1sZi69zMmTZEVF4VCFRLQVMeTkkHv1Kq5N/hk82jXfQMEQgYJRXDWVUihfGjNCDBWWTfCtN3Qo7q1b49KwYbH9RSeE+t12G9d+/LFYqilDXl65XyaqI1gIPnQQ7DIYr64e00t+E7DENPz7M71kvBaOS2NQGi4EPTSCyxLeNUjqYbyCHS4E7QS0Mr0N7TWCglseKwyy2Dyv6uSUt2R4vz47m9wigSjn8mUaPvYYDl5epO7aRfyqVQitFuf69XFt2hSNkxNJmzYROHYsSRs34tOrV52aoAvG4BQbm8Xw4cG0aOHJI480ZdSoUBo0KDt1qj1nkrA2SwJVKMauvdEYUyXlmtagWoMxW7o1utQmYsx+UaBgRbkmQog+wAIppQeAlPKcEOIujPOolmD8MjhGShlrOq4XQvwLWAAkAanAB1LK763Qzkq5KiXRwFgLg5Q+K4vUPXvw7d8fjXP5S5Z7tGuH1t2dtL17yw1UUH6QAuNorLe0goZmjmVFReHarBmiBr6hXl68mLRDh2i7cCHC9A29IKXQFlOXqTMwRMBzFl71VMZmCS/qJZ9qRblppq7v349zUBAujRqVClIlOfn50eDRRwtvfmdERnL+448Juusu6g0diqaGMqP30Qh+EnCLTjKiyNDsHyT8YHrsAbTWQg+gnYCNDoJgKp6bZc2uuoLh/Y2nT8e1aVNSduwg7ttvCX30UcB41Xph/vzC8sLBAef69dGlpeHg5UW9QYPw7tUL56AghFZbLOmrNXLz1baIiBS+/DKaHTsSCAlxYejQILRacVMFIUtYco8qDvgc+FwI4QmMxBi0vgBchBDbMAatn6s6kEJKuQxYVsbhWGBFifLlXr1JKc8CQ6rSFmsKBlY7CCzNkCf1evyHD8e7d+8KywoHB7y6diXt4EEMOl25XR0npGS+XvKKVtDQzIdSiBDcaW6ib34+2dHR+N12m4WvoHI8O3cmZft2ss6exb1lS+CflEK5UDiK64A0/rS27wzG3IZ9y/nszYqO5sLHH+PRrh1NzAw7LkvBh7/W0xPXRo24smwZCb/9RvC99+LTt29hYLYmZyHY6ECxQK/FmDtwhhY6CYHG1C5HISocCVoTnEJCcG/Viuh33gFDkdWATP92bdqU4PHjcW7QAJcGDXAKDCx2f9SxXr1iOfvsKelrRT77LKowAB0/fp333z9FREQKvr6OPPVUC8aPb4S2Br6Q3Qgq9dcipUyXUn4npRyPcTLtGCAGeA24KITYa+puUzBlHBeWDwZw8PQkZMIE3CxcjtqrZ0/0mZlkHj9ebjlHjIMTIsoY4LneILloZvRnTmwsUqfD3QoTfc3x7NgRNBrSI4oPQy9IKbRCC92ARGCMTrJSLzFYacLrKWnsGhuv+efDu6T81FTOz52Lg7c3Dc3MrbGEa+PGNHn1VZq8/DJad3cufvop0W+/bXayszUYAz2Fgd6AsTuvi0ZT5uusKQadjsyTJ4lbtYrUPXsACq+CnAIDAfDu1YtWH3+Mj+nLmXNICIFjxuDdvTvOISEVDuIJHD26VEDyCA+3ShYVa/v883NkZBi7hA0GyeXL2bz4YmvWrx/AlCnN8PJS65CVpcpf66SU+VLKP6SUU6WUoUBfYCv/3Cu6qeVLyVt6A8cNln0g5cbHk37kCLLot8wKeHbogP8dd+Do719uuWaAFxBhpi1pppvuG82cVkqJR8eOVslIYY7W3R331q1JK5Fl4yMHDa86aGit0bDUUcMfDoJOAt42SB7RS+Ks8CH/nd6YoujOMv4CDPn5nJ83D11GBmHPPVetIc5CCDw7dqTFe+/RaPp06g0caMzQYTBwecmSwiwXBTIiI7lmZlKlpQoC/bcOgnuFsf+7NiVu2EDMnDmcmDyZc7Nmce2nn8g6cwYARx8fGs+YgT4zk8CxY8mIjCQ/MbFGrjBtLS/PwJkz6axff5VPPzXeCf7gA2MmuvbtfVi/vj8PPBCGm1vdHfhRa6SUaiuxde3aVVbXTympkogj8suEJIvKH5wzR37boYPMTrKsfGWNPBstWx0/VWr/zvQMScQR+Wvq9Ro5b0VOLF0qV7RtKzMuXy63nMFgkIsSEmXL4ydlYn5+tc6pNxjkLaei5JTzF8ssc3zxYrmibVt5fv36ap2rPNE//yxXtG0rv+vYUZ798UcppZRxe/bIH/v0kXF79tTYeSvj+JdflmpL3J498viXX0oppcy6dk1G//yzPL5oUeHx9ePHy3UjRsh9b74pL2zaJHOvXy/23KKvz95eb1FvvLHTonLp6bly//6rcvnySPnppxGF+7t1Wy7hA7ObpXXXNcABWQOfyRVO+C2LEKLcmY1SygtVqtgOdOvWTR44cKBadXQ9dYaI7Bz+Xc+XxY3LvwGvz8tj7ZAhBHbpQr+PP67UeQx6PYmHDuHi749XWFiZ5d6Pv8YLV+KID29LoOM/3+AWJCYx9eJlzrdrTaMSI9PyMzNxdK/ZzMvZCQlkJybi27q1RROYdVLiIAQ6KZl26QrPBPrTvIKBJ+ZIKcmWErcyvsnr8/K4umsXDUrkWrQmXVYWp1esIHLBAvTZ2Xg0akROYiL9P/mEYBsuVV5U/N697Jw5k77z5hHUsyfxe/eyfdo0gnv1Ij02llTTlZJrUBCjN25E4+BQ7u/NicWL8QsPL7YUe/zevSRFRtJ28uRaeU2WEmJusaXZU1JyOHs2he7djXf3Zs/+myVLIjl//p/xZAEBrsTHP44Qgh9/PE1+voG2bf1o2dIXN7eP7Xapd2sRQtTIhN/qBKoU/kmj5I0xkbHA2J14XUpZvVX2bKg6gcr18DFyzLynLkKQ3cl8jpOLmzaxY/p0Bnz+OaH9+1fqfPmZmfzUrx/N7rmHbuXc7N+fmcVzV67yWYNQ2rr+k7DyqYuX+So5hesd2hULFNkJCawZNIieb71FszFjzFVpU0ezs+kfdY48g+S9+iE8FeBn0T0YvZRkGgx4lXHvI/HoUTwaNsTFinPGKpKbmsq2J58k8dAhnP38GLt9OwCxv/2GV1gYvm3a2KxrTJedTdSqVRydP5+W999P9Jo1NBg8mJhffiGwa1eCb7mF4N69jV80brDuOyHm8uSTnTlxIomTJ5O4etU4LTM9/Wk8PJz45JMIdu++Stu2frRpU4+2bf1o1swHR0fzv1slA9+NqKYCVZU7R6WUvgBCiPcwLrVRsLjiw0CgVVpXB0W3a81DsRfZZMq64CYEY3y8mRta9hirc2vW4BoYSIgFo/1KcnR3J6RPHy79+SddX3ihzA+L7u5ubG1ReoJgZE4O4a4upa5mEo8eBSnLvUqzlpTTp4n67ju6vPACDhYmtuzg6srx1q149OIlpl++wg+pqSxp1JCWLuVfXf2WlsYDsRfZ3qIZnd2Knyv9wgW2Pvoo/p07M/Czz6r8eior9fRp0mNjaTd1KlHff0/83r0EdOnCvjffRJeZiWtAAPUHDCB0wACCe/Wy+D2qqozLl4n67juuRUSQcvw4BtOcsJNLlhA+dSptHn6Yri+/jEM5a4vVVS+8sI33399f+PiTTw4B0LFjANOnd6VtW7/C5duffLILTz5ped1vvNHLqm29mVjjK1B/KeWXUkq9lFInpVyEcdn6m1KIoyMF6c5chCBHSrw0GoLLmD+jy8kh9cwZmt55Z5Vn0zccNoysuDiSStyUNyenxGCN78MasaRRg1Llko4cQePgQL1aSEOTm5zM2R9+IL5Exu6KhDo58kvTMJY3bsjxnFzui71Q4Wi6TxKS8NZqCXct/iGbn5nJdlPm+K4v1t7A1aJdax2feop+H37IzpkzSYiIYNT69dzy7rv4d+7M+T/+YPtTT3HiS2NGM31eHllxcdU+f+aVK8T8+iv7Zs/m8tatgPEq6vQ336DRaGg9aRIdpk/HyceH8KlTiVq5kuTjx2+4IJWXp+fjjw+yaNExZs/uU3jlYzDMRMpnOXz4IZ5/vgcjRzbDxaVqf6ezZvWxZpNvKtYYbuIrhGgtTQsrCiHagMVTh25IbhoNj/nV41F/PxYmJnNVl19mWQcXF0atX48+t+ozhUIHDEA4OHBx0yb8O3Qos9znCUnMuHyFhPZt8TB1fQU5OhJkJogmHj2Kb5s2aKtw/6eyArp2xcHNjcvbthFqWsrBUkIIJtbzZainB0k6PUIIMvR6LuXn07rEh+mpnBw2pWfwdkhQsQUspcHA7hdfJC0mhkELF+JZC4llCyRFRhbe/wEI6tmTvvPmkRQZSVDPnjQdPZqmo0ejz8sj4eBBPBoYv1TE7dnDtscew7d1a0IHDiR04EDqtWvHyaVLK7wHpM/LY8+rr5Jw8GBhsHP08Ci8evZu2pR79u5F6+xcGEj7ffghQT17EtSjR7F7VnWdlJJffjnHs89uIyoqhaFDGzN6dPPC43V5zaobSnVHY2Cc/JuEcTHFzUAC8K+aGPlRW1tVR/3l6vVyeVKyzDcYLCpvMBikvpoj2Aps+c9/5B/33FNumfXX0yQRR+TG62lSSimPZWXLd6/Gy4QSbdDn58vvu3aV+9991ypts8T2p5+WPw0aJA0WvnflmXnpsnQ+dFT+X1x8sf+LJy9ckk6Hjsr4vOKvt2CE36mvv672uWtLxpUr8viiRXLjhAny2/BwuaJtW7m6f38Z89tvhaPodLm58tQ338jvu3aVG+67T+55/fXC52984AG545ln5KlvvpHJJ05IvU5n9jwVjfqr65599i8JH8jWrRfL3347V+z370YdmVeTqKFRf9apxDj591+mzb8mGlqbW1UD1UfxCZKII3JzWrpF5eP375c/DRggk44fr9L5isqMj5f6vLxyy1zX6aQm4oh87crVYu2NK/G8/OxseXrFCnktIsJcNTXi7E8/yRVt28rkEyeqXdfVvDw55lyMJOKI7H7qjIzMypZnc3KkNuKIvPtcTKny2UlJ8sTSpVYJkraQnZwso9etk7tffVUa9HoZt2eP/L5zZ7nCFMBWtG0rf779dhkxd66tm2oXrlxJl/HxGVJKKQ8ejJOffBIh8/LMB2qlcmoqUFlrppkDkC6l3CqEcBBCOEkp8yp81g0kRadjdlw8wzw9GORh2ZDucz/9RH5WllUGLLgFVjx+xUurpZOrKzszjKOXInNy8HfQElji3piDiwstazjzd0n1+/XDLSSErIQEfNu0qVZdwY6OrG7SmFWp13ny0mW6nI6iv7sbBijW5Zdx+TJugYG41KtHm0mTqvcCbMjF15cmo0bRZNQowNh96N+pE/F799Lw1lvp9soruFYwKfxmkJWVz7x5B5gzZx/jx7fmyy+H06VLEF26BNm6aUoFqj2YQghxN7CHf5LKtsOYvPam8m78NVL0ej6oH2JRv3Z+RgYXNm4k7PbbcXArO0NyZZz98Ue2PWF2IeNCfT3c2JOZRZ7BQGR2DuEuZkb8HTlC5pUqr39ZJa7+/ozetKnSw/PLIoRgnK8P6XoDeVLyZ0YmEvgu9Tri0FECt+3kz4ceYs9rr1nlfPYkfu9eUs+cIXzqVK7t30/auXO2bpJNGQySb745QatWS3j99V2MGBHGSy/V/ftrNxNrjPp7CeNaVKkAUsojQGMr1FtnxOTmMT8hiYfq+dLRzbKhw+f/+AN9djZN77rLau3Q5+RweetW0mJiyiwzzseHt+sHkyelcWi6mdFbu19+mYPvvWe1dlmqIK2QIb/swSeVFdOuNff7+hQuiugmBBM83Fn65QJyk5NpPXGi1c5lD4qOIuzw1FP0nTePnTNnVnpE5Y1k9uy/mTjxd4KD3di+fTw//jiaZs18bN0spRKsEaj0UsqS6cRuqm6/JL2ODq4uvBVieRfCuTVr8G7WDL/25icBV0WDIcaE8Rf//LPMMr093JkRGECawXilUXKYdm5qKumxsfiVM3qwpmTFxbFm0CBif/vNanWGODripdGQI6VxuoDBQKcFX3A9IoKeb71FvXbtrHYue1DeKMKbSXR0KqdPJwPwn/90YPny29i7dwL9+pWeiqHYP2sEqnQhRDCmLBVCiKEY82LeNLq5ubGvZXMaVGJxvA5PPkmnmTOtOvzVPSQEv/btubhpU7nl4vPzic3NI7NjOA/VK56BIenYMQD8O9bGYs3FuQYFITQaLm/bZtV643U6pvr5sadlc2bt3UPIH7/T9pFHCLvjDquexx60nTy51LDxoJ497S49UU2YNWsX16/n8vzz22jTZinPPPMXAKGhnkyc2A6NRg01r6usMZjiBeAPjIsc7gSaADfeJ4AZUkoWJCVzv69PmSl5ylKVLBSWaDhsGIc//JDMK1dwr1/fbJmXrsSxJvU67V1dWNWkMcFFslkkHj6M0GhscqUhhKB+//7GbtG8PLRWWBX3xOLFfF5kXlGjQQM4EnkURw+Patet2I/8fD1vvrmbTz89TFJSNpMmhfP2231t3SzFSqp1RSWEcADuBwYC9wHvAu2klIer3bI64Je0NB67eJnvU1Itfo4+L48jH39MxsWLNdKmhsOG0ei228qdQNzPw51Ug4EdmVnMvhpf7Fji0aP4tGxZ48loyxI6YAC6zEwSSqxRVVV+4eHsnDmz8Cot7/p1ko4cKXditGLfDAbJ6dPJfPvtSS5dSgfg229PAhAe7s/BgxNZsmQE9eurLyM3iionpS2sQIi/pJQ1l2LaBixJSpsvJe1PnkEAR9u0LDbsuTwX//yTHdOmMeCzzwgdMMAKra2cipLmZl65Qk5yMn42Wh1Vl5XFj3360GLcuCqnMjLo9SRERHA9KorUs2cL/+3fuTPpsbE3TFaFm0lcXCYffLCPgwfjiYi4Rnq68Tb4qFHN+Pnn0qMa33ijl0pZZAN2l5S2iN+FEK8AS4DMgp1SyrSyn1L3fZmYzOncXNY1bWxxkALj3CnXgABC+tTsH1FabCwuvr44lVjwL7pda2ZeusJ3qdeB0klz3evXL7PLsDac+e47mt99d+HAECh7GYj8jAxSz54tDEjuISG0mTQJIQTbHn8cXVYWjl5e+LRoQb22bUk8dIjwqVNVkLITs2btKhZMDAbJ2bMpHDwYX7iNGdOCp5/uglYr+PTTw3TsGMDEiW3p2jWIrl2DaNvWrzBb+c2QnfxmZY1ANcf08y2MAyqE6WflbtrUIWl6PW/ExTHAw51/eXlZ/Lysa9e4umMHbSZPrnICWovaFxvLr3fcQffXXqPF+PHFjoU4OuKt1aIBnEokzY3fv5/UM2dofs89Vrk/VBV+4eGcXLqUhkOHAqbh1jNm0GHaNOJ27ya4lzED9eaHHyZ+377C52ldXWk8YgQAQqNh8Jdf4hYSgmtAANf27WPnzJmFSVWDevRQwcrGDAbJm2/uZvTo5nTuHIReb6B+/S+4di0LAGdnLR07BhSufhsQ4EZ6+tNlLqGh3Niq/WkppbyxFqGxQJpeTzc3N2aHBFVq1F7szz8jDQaa1vD6Tp6NG+PVpAkXNm0qFajgn1FwU/zrFUuaG/vrr1zcuJGW991Xo+0rT8Fw6u3TpuHg6kpOYiJSSva/+SZuwcHcuXkzAKGDBhHcuzfezZvj07w57qGhxZY4KRi1WHLhvxstqWpdkpKSw8aNsfz+ezTr18cC8NRTW9i58z60Wg3PPNOVwEC3UldKBSoKUmoZjRtXte9RAQghQoBWBSmUAE1dTqFkjRV+zTny8ccknzjBoAULrF63uXOdWLyYu7Zvx9nHx6Ln/D5mDK6BgbXSvor8cscdpMfG4tWkCY1uuw2f5s3xbt4c72al19QqT11aUfZGI6XkzJkUWrUyLqYwcuRP/PZbtNmy6p7SjcFu71GZUijNw9jdF4YxhdJ73KBrUi1MTOJWT0/CnCvfNdZx2jSs8cXAEg2HDuX4woVc2rKFZhZkv8jPyCA1KoqGw4bVQuvKF793L3nXr//TVdetW5WvfswFo6CePdXVVA1JS8tl8+YL/P57NL//HsOVKxnExT1GUJA7r756Cy+/3JOePUPQajXqnpJiMWumUEqBGzuF0uGsbKZevMzniSUTcVQsK944DLy21rfxbdsW9/r1y81SUVRSZCRIaZOJvkWpFED2a9asXaX2SSnR6YyLca5bdxZ//0+56651rFp1mt6967NkyXDc3Izrnd1yS3169w5Fq73p7hYo1aRSKFlISslzV67iq9XyUlDFmcqLys/M5Jc77uBYLS5vLoSg30cf0fv//s+i8unnzyO0WqumdKoKlQLIfr355m4AMjPz+OWXczz22CbCwhby1VfHAejSJZAZM7qxbds4EhOf4IcfRvHww+3x9DTf+6DuKSmWssbQs5sihdKG9Az+TM/go9D6+DhUbuRRQQLamh6SXlJlsku0GDeOJv/6l9UyuVeV6qqzb8OH/8jWrRfJy9Pj7u7IsGGNadTIE4CGDb34v/+zPPu9uielWEqlULKAXkqeu3yVZk5OPOZfr9LPj16zBq+mTW2S6DV6zRoyLl+mw5NPVljW1kFKsT9vvLGL2bN3Fz7euDEWgIkT27Jo0a04O9fcNAtFKVDtrj8p5QFu8BRK2QYD/TzceT80BCdN5d6y6+fOkXj4MM3Gjq21+1NFJR07xslly9BlZ5dZJuPSJbb85z+qe00p5syZZLZsuYCDg4azZx8BQMpnkfJZli+/XQUppdZYY+HEYCnldSnlH1LK36WUqaauwBuGh1bLZw1DucvHu+LCJcSsW4dwcCBs5MgaaFnFGt56K/rsbK7uKn0jvEDC4cPE/f03GkfHWmyZYq90OgMffLCPjh2XExmZyOLFw2natPK/+4piLVZJoYRx1F9F++qk5UkpNHd2oreFy8uX1O7RRwnu1ctmS4EHduuGs48PFzdtKsz2UFLSkSM4uLri3bx5LbdOsTc6nYEBA77n77+vcOedzfnss6GEhBiTu6rBD4qtVDlQCSGcABdAK4TwxJg6CcAbuCFudlzNz+fxS5cZ4eVZ5UDl6O5emPbHFjQODoQOHszFjRvLXDoj8cgR/Nq3R1PJpUqUG4fBINFoBA4OGu68szlPP92Fe+9tVay7Wg1+UGylOl1/L2Fcfj4cuG76dypwFFhezXbZhTeuxpNrMPB/9avWkxnx/vtEr1lj5VZVXqNbb8W3TRtyEhNLHdNlZ5Ny+jT+nTrVfsMUu3DoUDxdu35dOFDiued6MG5ca5vcU1UUc6ocqKSUb5ry/C2UUmqKbL5Synet2EabOJ6dw+KkZJ4I8Ke5s7PFzzuxeDHxe/eSnZDA6W++IS0mhvi9ezmxeHENtrZ89fv1Y+iyZWazouempBDYtSsBXbvaoGWKLeXm6nj11Z107/4NcXGZGAy1kzVFUSqryoFKCOElhPACXij4d9GtCvVphRAfCCEShBDpQojVQgizN3aEEC8LITJKbFIIMb9IGSmEyCpRxuI7ws9fuYqnVsNrwZWb3FuwUN/RTz5B6vV4NWvGzpkzbba+U1G5qakYdLpi+9zr12fIkiXU76tWQ72Z7N17lS5dvuadd/YwcWJbTpx4mBEjmti6WYpiVnW6/lIxpk1K4Z9uv9Qi+yvrRWA00BNoYNr3tbmCUsp3pZQeBRvQGeOE429KFL21aDkp5XVLGzPAw513Q4Lxq+RyHEE9e9Jn3jyif/oJt+BgDn3wgV1k6r524AA/9e9PwsGDxfaXDFzKzeHw4WukpeXxxx9jWbr0Nnx9XWzdJEUpU3W6/jRSSq1p05TYqnJXfgowR0oZbQoozwMjhBBhFjz3UeCwlHJfhSUt9HxQII8HVG2kniE/H2kwkBUXR4tx42wepADqtW2LxtGRC5s2Fdv/y223cfi//7VRq5TatHPnJVavPgPAlCkd1FWUUmdUp+vP3fSzVLdfZbv+TF1yjYDCr/tSynNAGlBuOgchhDMwCfjCzOEfhBCJQoi9QgizKcSFEFOEEAeKbudTUjBUI8t5WkwMGkdH2v7nP0StXGkXCVUd3Nyo37cvl/78E2kwJhHNiosj88oVXAMr172p1C0ZGXk8/fRm+vf/nnfe2YPBIBFClJmDT1HsTXW6/naYfqZSuvuvsl1/BYGtZNdcapFjZbkbcAK+LbF/KMZ0Tg2AD4EVQogRJZ8spVwopexWdMtyrfro+vi9ezm+YAGDFiyg0/TpdpX9u8GwYWQnJJB45AhA4U9/G6R2UmrerFm72Lz5PO3bL+OTTw7x1FNd2L59PBqNGs2n1C3VmfD7MFhthd9008+Sgx18MF5VledRYIWUMqPoTinl5iIPV5qS5T4ArK+oMQ2cHNFUcWhu9Lp19HjjDbPZv23dBRg6YAAaBwcu/vknAZ07k3jkCFpnZ3xatbJpu5SaUZDtvGVLX7ZvH0/fvg0qeIai2KfqBKolQFchxG4pZbVmtJrSLl3AmM3iMIAQoinGq6mjZT1PCNEW6Ac8ZcFpDPwzKblcnpXM51cgJymJ83/8gYOLS7EFCO0l+7eTpye933+fem3bAsYrqnpt25qdBKzUTQaDJCIinm7djHP/vv9+JKNGNcPVVaXHUuqu6gQqVyHEOCBICDGq5EEp5c+VrG8hxqHufwFJwBxgg5QytpznPArsMS3WWEgIEY4xO8ZhjKMB7wAmAuMtacjBrGxcDx8ju1Pl1maKWrkSQ14eLSdMqNTzalOj4cML/x02ciSOHh42bI1iTQcOxDFmzFouXfqnc2H8+F8BtdS7UrdVJ1C9ADwGBADPlDgmgcoGqv8DfIH9gDOwCZgAIIR4AFhgGoqOaZ8rxuBT8tyY2vQJEIZxEcdzwL8tDZ71HLQcb9e6Uo3X5+YS9f331O/fH++mTSv13Np2YcMGDHo9Le+7z9ZNUazg2rVMXnllJ4sXHyMw0I1ly0YwcWI7tNp5aql35YZgUaASQgwAbgdcgQPA91LKX4BfhBCfSCkrXuyoAlJKPfCsaSt5bAWwosS+bMDs4lBSyr8Ay1cNLEELBFcyk3js77+Tk5RE6wcfrOppa8WJxYs5//vvXD93jsBu3XALDCR+716SIiPNLlqo2LfMzDzCw5eRkpLLjBndeO21Xnh7W55JRVHqggpvxgghHgS2AM8BTwLLgAghRCCANYKUvcmvwsj062fP4tOqFUG33GL9BlmRX3g46RcuYMjPZ+2gQcTv3Ws3mTMUyx05cg0Ad3cn3n9/AMeOPcTcuQOLBSmV7Vy5UQhZwXwhIcQxjCPvJpt+DsQ43HuLlPL+mm6gLXTr1k0eOHCg0s/T5+airUReQFs5v2EDu2bMQDg44OTpaReZM+qiWbN21fp9n9jY6zz77FZWr47izz/vYciQxrV6fkUpjxDioJSym7XrtWR4W3NgtpTylJTyipTyW+Bx4C7TZNubXnZCAkCdCFIAjYcPp36/fkidzm4yZ9RFBcO/a0NWVj6zZu2iTZul/PFHDG+/3Zc+fUJr7fyKYkuWBCpnSk/g3YJxku1Nn3/l+rlzrB08mNjff7d1UyxWcE8qfOpUu8mcUZckJWUzePBKACZO/J1vvjlRo+eTUtKv3/e8+eZu7ryzOadO/ZtXXrkFFxe1FLxyc7D0N71k/2DBBF1XK7alTjr9zTcIBweC7fzeVIGCe1IF3X1BPXoUe6yU7/nnt/HBB/sLH3/zzQm++eYEZ8+mMGtWH/7znw00buxFnz6h9OgRjLt71eeonTqVRIsWvmi1Gl5+uSf+/q4MGNDQGi9DUeoUS2e2bhVC7BdCLBFCTAOGUDp43XRyUlKIWbeOJv/6Fy71zA5AtDtJkZHFglLRzBlKxe67rzVBQW6sXz8WAINhJmlpTzNrVh+ys/PZs+cqr722i8GDV+Hj8wndu3/Nd9+dtKjuWbN2AZCSksPTT28mPHwZS5YY/1/Gjm2pgpRy07LkimoK0Mm03Y0xAazEmOVhrRDiAHCoYJNSXqmJhtqjs6tWoc/NpZWdD0kvytwQdHvJnGHPsrPzcXV1pHPnIKKj/4Obm3H6QtHkrq6ujhw7NomUlBx2777Crl2X2bXrMjqdMQnwmTPJDB/+I336hNKnTyh9+4bSrp1/Ye69N9/cTWioJy+/vIPk5BwefbQDd93VwjYvWFHsSIWBSkr5ZdHHQogWGINWZ9PPXsCYguIYpyHd8KTBwLnVqwnp0wef5s1t3RylBl27lsmQIT8waVI7Zs7sXhikyhr+7evrwu23N+X224tP/NbpDHTtGsTmzRdYscJ4leXt7cyvv44pzMM3ZcpG+vVrwPz5g+nUSWW1VxSwYHi6RZUY51R1ATpKKedUu0Ibs3R4enZiIvkZGXiFhdV8oxSbuHYtk8GDVxEdfZ1ff72LwYMbVbtOKSUxMdfZtesyH38cwcGD8aXKqJRHSl1UU8PTrRKobjRVnUel3Fji441BKibmOr/9dheDBlU/SJVHiLkq5ZFSp9lyHpVSQvzevWyaOJGMy5dt3RSlhuTm6hgyZBWxsdf5/feaD1KKopRNTcSoglPLl5MWG4uLn5+tm6LUEGdnB6ZP70qLFr61NtpOpTxSFPNUoKqktNhYLm/dSvhjj+Hg4mLr5ihWduVKBmfPptC/f0MeeaR2Vz5W96QUxTwVqCrp9Ndfo3F0pMV4i5a2UuqQy5fTGTRoFdev5xId/Ui1JusqimI9KlBVQm5qKtHr1hE2ciSu/v62bo5iRZcupTNo0Eri47NYv36sClKKYkdUoKoErbMznZ55Rk2OvcFcvJjGoEGruHYtiw0b7qZXr/q2bpKiKEWoQFUJDq6utHrgAVs3Q7Gyzz8/QkJCFhs33s0tt6ggpSj2Rg1Pt9Dl7ds5u2oVBp3O1k1RrOytt/qwf/8EFaQUxU6pQGUBKSXHPvmEU19/jdCot+xGEBt7naFDV3HxYhparYaWLetGUmFFuRmpT10LJEREkHz8OK0mTlSB6gYQG3udgQNXcvBgPAkJ2bZujqIoFVD3qCxw6quvcPbxocm//mXrpijVFBOTysCBK0lPz2fz5nvp0iXI1k1SFKUC6vKgAunnz3Npyxaa33svDq43/TqRddq0aZsZMGAlGRn5bN58jwpSilJHqEBVgbz0dPw7dqTl/ffbuilKFUkpkVIyf/4hWrWqx+bN99K5swpSilJXqK6/CviFh3PrihW2bkadMGvWLqumAbK0vpwcHVqtwNFRy4kTiaxeHcWFC2lcuJDOxYvGnwcPTgRg06Z7rNY+RVFqh7qiKkfi0aPkpqbauhl1xptv7rZ6fQaD5OrVDNLScgGIikph+vQtjB27ju7dvyYo6DNcXT9i27ZLAJw8mczrr+/il1/OkZKSg5SQmZlP69ZLAONSGkLMLVz2XVEU+6euqMpgyM9n5zPP4N2sGYMWLrR1c+qMnBwdEyb8hpRgMMjCbfz41jzwQFuSk7MZP/7XUsenTu3Iffe14cKFNO699xcMBuM6aS4u/yU/38DSpSOYNCmc1NQcvvzyGI0aedKokRedOwfRqJEnYWFeAIwc2ZScnOk4O5f+1VbrPSlK3aQCVRkubNpEVlwc3V591dZNsWuzZu0qdiXl6voRAAEBroSEeKDRCDQaQXp6XmGZ9PS8wv0FmxACgI8+OsjevVcLy+bnGwA4cCCOSZPC6dYtmPT0pwvLl2QuQCmKUrepFX7N6Natm3yneXPy0tIY+euvau5UBe6552c2bowlLS3Pqlcs1r4CsvY9NEVRilMr/NYiXVYWSceOqQm+Fjh5MonVq8/w1FNdbN2UCqkgpSh1k+onMSM/MxOn0FCajh5t66bYvffe24urqwPTp3fBwcF8d1xVqRVvFUUB1fVnVrdu3eSuP//E2cfH1k2xa+fOpdKq1WKmTevCvHmDbN0cRVFsrKa6/tQVVRlUkKpYcLAbc+b057772ti6KYqi3MDUFZUZ4U2bysjoaFs3Q1EUpU654QdTCCG0QogPhBAJQoh0IcRqIYTZ9d6FEAOFEFIIkVFk+7tEmeZCiD+FEJlCiEtCiJmWtkXl9KvYBx/s45tvTti6GYqi3ATsJlABLwKjgZ5AA9O+r8spr5dSehTZehccEEJogV+Ak0AAMAp4QQgxzpKGSIOBE4sXV+U13BTi4zN5/fW/2bLlgq2boijKTcCeAtUUYI6UMlpKeR14HhghhAirQl39gcbAS1LKLCllBLAAmGrJkzMuXsQvPLwKp705fPjhAfLy9Lz4Yg9bN0VRlJuAXQQqIYQ30Ag4WLBPSnkOSAM6lPE0rRDiohAiTgjxmxCiY5FjHYEzUsqMIvsiTPtLnnuKEOJA0U3v5UVQz57Vfl03ouTkbD777DDjxrVSq+IqilIr7CJQAV6mn9dL7E8tcqyoU0AnoAnQGjgKbBFC1Dcd97S0LinlQillt6Kbf/36JYspJvPnR5CRkc/LL6tArihK7bCXQJVu+uldYr8PxquqYqSUcVLKI1JKnZQyVUr5EpAM3FakPovqMic/M9PCZt98OnUK5NlnuxEeHmDrpiiKcpOwi0AlpUwFLgCFeXiEEE0xXgEdtbAaA1CQGuEI0FII4V7keGfT/gplXLxI/N69Fp725nLnnS344IOBtm6Goig3EbsIVCYLMY7MayKE8ALmABuklLElCwohBpuGn2uEEB5CiFlAELDBVGQ7cB54VwjhKoToBDyKcUBFhTwaNiQpMrLaL+hGkpWVz9y5+7l+PdfWTVEU5SZjT4Hq/zAOKd8PXAa0wAQAIcQDQoiiAyM6ApsxdvFFA7cAw6SUFwGklHrgX0A4kAT8DnwgpfzekoY4urvTdvJka7ymG8aiRUd57rltHDuWYOumKIpyk1GZKczo1q2bPHDggK2bYTdyc3U0bfolLVr4sHXreFs3R1EUO6Vy/Sk2s2zZca5cyeCrr26ruLCiKIqV2VPXn2KH8vP1/N//7aVHj2CGDGlk6+YoinITUldUSrmSknJo2bIeTz7Zuczl3xVFUWqSClRKuYKD3dmw4W5bN0NRlJuY6vpTynTwYBwXLlg0R1pRFKXGqCsqxSwpJf/+9wYMBsnRow+pbj9FUWxGBSrFrF9/jebo0QS++uo2FaQURbEp1fWnlCKl5J139tCkiTf33dfa1s1RFOUmp66olFI2b77A3r1X+eKLYTg6am3dHEVRbnLqikop5ciRazRu7MWkSe1s3RRFURSVQskclUIJcnJ0uLioC25FUSxXUymU1BWVUkxUVAqAClKKotgNFaiUQgcOxNGy5WK+//6UrZuiKIpSSAUqpdA77+zBx8eZ229vYuumKIqiFFKBSgEgMjKBtWvP8vTTXfDycrZ1cxRFUQqpQKUA8O67e/HwcOTpp7vYuimKoijFqEClcP16LuvXx/L4453w83O1dXMURVGKUUO7FLy9nYmOfgQ1U0FRFHukAtVNLisrH1dXB3x8XGzdFEVRFLNU199N7rnnttGz5wp0OoOtm6IoimKWClQ3sStXMli8+BidOgXi4KB+FRRFsU/q0+kmNm/efnQ6Ay++2MPWTVEURSmTClQ1aNasXXZbX2JiFvPnR3D//W1o2tTHavUqiqJYmwpUNejNN3dz7FgCZ8+mcOVKBikpOeTm6qhqIuA339xd6edIKcnJ0ZGSksOVKxlcupQOwKJFx9DpJC+91LNKbVEURaktatRfDevQ4atS+65de5yAADfee28vn39+GFdXB9zcHHF1dcDV1YHff78LZ2cHvv32JDt2XCrcD/D889t4//0BAHz44QH+/PM82dm6ws3T04mdO+8D4K671rF2bVSxYectWvhy5sxkZs7sxssv76BNG7+afxMURVGqQQUqK5s1a5fZK5877mjK0KGNycrKx8vLCYCWLX0ZMqRRYZDJyjL+LFisMDIykeXLj5OVpSus54MP9vPBB/t5441e6HSShIQsXF0d8fZ2JjjYnYCAfybsjhnTnPBwP1xd/wmCmzefR4i5hWUK/v3GG72YNatPjbwniqIo1aHWozKjOutR/fbbOUaOXMO3397B/ff/hpTPWq1dQsy16/oURbm5qfWo6oCcHB1PP72F1q3rMXZsS1s3R1EU5Yaguv6s6P339xEdfZ0//7wHJyctb7zRy6r123t9iqIoNUF1/ZlRla6/mJhU2rZdxr/+1ZRVq0bVUMsURbHER3NfJzX5gq2bUS6feo2Y/uxsWzfDqmqq609dUVnJxYvpNGrkybx5A23dFEW56aUmX2DWM2G2bka5Zv031tZNqDNUoLKS/v0bcvLkv9FohK2boiiKckOxm8EUQgitEOIDIUSCECJdCLFaCOFfRtnbhRBbhBCJQogUIcQOIUS/EmWkECJLCJFRZPO2drtzc3V89tkh8vL0KkgpiqLUALsJVMCLwGigJ9DAtO/rMsr6Av8DmgMBwLfAH0KIhiXK3Sql9CiyXbd2o+fOPcATT2zm778vW7tqRVGsaNn3hxGBbxZunk3eo+PAL/hk8b7C1QPS0nN5Y85ftO37Ke5h7+LbYg7tB3zOozN/4VpCZmFdk55aiwh8k4ad/ovBUPo+/6z3txaeR61MUH321PU3BZgtpYwGEEI8D5wVQoRJKWOLFpRSrijx3M+FELOBbsDF2mgswPnz13nnnT3cfXdLBg5sVFunVRSlGn5YfA8NQrxIS8/lh1+O89RLf3AtIZM3nhvA0LuXE3sxlRee7EOn8GAys/KJPHWN79ZEciUuncAA98J63NwcuRKXzl87YxjSv2mxc3zz41E8PZxIz8ir7Zd3Q7KLQGXqkmsEHCzYJ6U8J4RIAzoAsRU8vwPgB0SWOPSDEMIROAfMkVL+ZM12P/PMVoSADz8caM1qFUWpQZ3aBdO8aT0Abh3UjLMxKXy0cA8D+4Sx/9AV1n41jtG3tS4sP2pEK16e3q/UlZOvtwutu/rz9Q9HiwWqnXsuEH0+hQfv7chXK4/Uzou6wdlL15+X6WfJrrnUIsfMEkIEAj8C70spo4ocGgo0wdiN+CGwQggxwszzpwghDhTdEhISKmzwhg0xrFkTxauv9qJhw3KbqCiKHeveqT7pGXkkJmcBEBzoYbacuXvQD97bkdW/niQrK79w3/IfjtDvlsaENfSpkfbejOwlUKWbfpYc7OADpJX1JCFEfeAvYCPwUtFjUsrNUsoc07YS+AZ4oGQdUsqFUspuRbeAgIAKG+zn58o997RkxoyuFZZVFMV+xVxIRasVhLc2LiD66LO/sua3k6SkZlf43LEj2yClZO0fpwDj4Koffj7Bg/d2qOlm31TsIlBJKVOBC0CXgn1CiKYYr6aOmnuOECIM2AH8IaV8UlY8c9kAWG1YXrduwaxaNQpnZ7voPVUUxUJ6gwGdzkBKajYLvjrAT7+dZOSwlrRtFcDn79/B2Zhk7np4FX6t3qddv894btZGrsSlm63L3d2Ju+5ow/JVxi6+detPk5un455R7WrzJd3w7CJQmSwEXhBCNBFCeAFzgA0lB1IACCFaAzuB76SZrKpCiHAhRA8hhJMQwlEIcScwEVhV3UZeuJDGU09tJjm54m9biqLYn9a9P8Wx/lvUa/k+j7/wOw+Mbc+Sj0cD8MiELlw8/AzffDaGKRO7YjBI5n62m3b9PuP4qWtm63vw3o78uT2auPgMlq86wugRrfHydK7Nl3TDs6fLgf/DOOx8P+AMbAImAAghHgAWSCkLOo9fAEKB6UKI6UXqeNQ0IjAA+AQIA/IwDqb4t5Ty5+o2csaMv/j99xiee6479eq5VvwERVHsyppl42hQ3wtPDycaN/DBxaX4x6CvjysP3N2BB+42dt+t++MUdz28ijfe38qPS+4tVd/gfk0ICfLkvwt2s+Gvc/z89fhaeR03E7sJVFJKPfCsaSt5bAWwosjjh4GHy6nrL8Dq194bN8ayenUUb7/dl0aN1AAKRamLwlsHFo76s8To21rTsV0QJ86YH2Sl0QgeGNueDz79m0B/d24d2MxaTVVM7CZQ2bvcXB1PPbWZ5s19ePZZq+dcVBTFxhKTsvBwdyp1hZWZmcfFK2l0aBtU5nP/fX9nTkUlMmxAU7Rae7qjcmNQgcpCH310kDNnUvjjj7FqAIWi3IC2/h3LY8//xqRxHel3S2N8vF04fzGV/y3eR3JKNjOm3lLmc1s282PtctXlV1PUJ66Fxo1rjUYjGDGiia2boihKDbilawMeeaAzW3bG8tWqI6Sk5uDj7UL3TvXZ9MNEBvdTf/u2otajMqM6S9ErimJ7s16eVCeW+Zj17jJbN8Oq1FL0NvLnn+cZMeJH4uMzKy6sKIqiWJ3q+itHXp6eJ5/cjE5nwNtbzYtQFEWxBRWoyvHRRwc5fTqZX38dU2okkKIoilI7VNdfGS5dSmf27N2MGtWMO+5Q8yIURVFsRQWqMrz99h70eslHHw2ydVMURVFuaqo/qwzvv9+fMWOa06SJj62boiiKclNTgcoMKcHLy5nhw9W8CUWpi3zqNWLWf2Nt3Yxy+dRTq4JbSs2jMsPVNUxeuXIKX18XWzdFURSlzlDzqGqRs7ODClKKoih2QgUqMxo29LR1ExRFURQTFajMcHbW2roJiqIoiokKVIqiKIpdU4HKjIMH45k1a5etm6EoiqKgRv2ZpbKnK4qiVJ4a9acoiqLclFSgUhRFUeyaClSKoiiKXVOBSlEURbFrKlApiqIodk0FKkVRFMWuqUClKIqi2DUVqBRFURS7pgKVoiiKYtdUoFIURVHsmgpUiqIoil1TgUpRFEWxaypQKYqiKHZNBSpFURTFrqlApSiKotg1uwlUQgitEOIDIUSCECJdCLFaCOFfTvkRQojjQohsIUSkEOLWEsebCyH+FEJkCiEuCSFm1vyrUBRFUazNbgIV8CIwGugJNDDt+9pcQSFEU+An4D3A2/RzjRAizHRcC/wCnAQCgFHAC0KIcTXYfkVRFKUG2FOgmgLMkVJGSymvA88DIwqCTwkPAQellN9IKfOklCuACNN+gP5AY+AlKWWWlDICWABMrfFXoSiKoliVXQQqIYQ30Ag4WLBPSnkOSAM6mHlKx6JlTSJM+wuOn5FSZpRxXFEURakjHGzdABMv08/rJfanFjlWlGcZZdtVcLxUXUKIKRiv5orKEEKcLq/BdYg3pd8L5R83yvtj76/D1u2rzfPX9LmsXb8162tlpXqKsZdAlW766V1ivw/Gqypz5csrW9HxQlLKhcBCi1taxwghFkopSwZixeRGeX/s/XXYun21ef6aPpe167dmfUKIA9aopyS76PqTUqYCF4AuBftMAya8gKNmnnKkaFmTzqb9BcdbCiHcyzh+M/nF1g2wczfK+2Pvr8PW7avN89f0uaxdv63/byokpJS2bgMAQohXgAeBEUASsBjwlFKOMFO2GXAMmAz8CNwNfAm0k1LGmkb9RQIbMY4mbAVsAKZJKb+vhZejKIpy0xFCHJBSdrN2vXZxRWXyfxgj+37gMqAFJgAIIR4QQhQOjDANtLgLeBVjd96rwBgpZazpuB74FxCOMej9DnyggpSiKErdYzdXVIqiKErdJoSYYrrvb916VaBSFEVR7Jk9df0piqIoSikqUCnlEkLcKYRYJIRYVzKfonJjvT830muxNvXe2JiUUm12sgENgb8w5ig8jnGUYlXrWgJcAyLNHBsBnAbOAi9aWJ8vsNjG748LsA/jNIPjwJt1/f3BOGjoEPBrXX8tVv6/9sE4oveU6e+hl3pvbpwN+BNIBF61qLytG6y2Yv95IUAX0789gTNA2xJlAjEO2y+6r7mZuvpjnGsWWWK/FjgHNAWcTB/6bYH2wK8ltsAiz5tX0DYbvj8C8DD92xHYC9xSl98fYAbwrblAVddei5X/r78CHjH92wnwUe/NjbNhTDw+CRWo6v4GrAOGldh3D7AFcDE9/g/wexnPDzPzB9oL2FDk8UsYk/eW1QYBzAGG2vr9KNEuN4z5G3vW1ffH9Me6GRhcRqCqM6/Fyv+3XkAMpsFeZZS5Kd+bG2mrTKBS96jslClrfGeMVw2FpJQ/AOuB74UQDwD/Bu6tRNWhwMUijy+Z9pXlKWAocLcQwubZ503rlh3G2J2zSUpZl9+fjzCuEmAwd7COvRZragokAEuFEIeEEF+WyDJzM783tUIIMV4IsUMIkSaE0Jk5Xqn1A6vLXnL9KUUIITyA1cB0KaW5/ITvCyG+Bz4HmsniWeIrrN7MvjLnKPx/e3cbI1dVx3H8+5NdUyMPRSE8FduCDwgUZrsYQoDY2BBjQUIUgiTCG0IEVCKBhKQUsFDfCIlaG0xMlIpoiWkoodGkicRi1YAUXDdIgFCrsK1FQqGwPJWHPy/OmfTuMDPbuzO7c3f390luZvbec8+ce2Z3/3PuOXNORKwGVpfIf1JF+jJ3TdJc0hpkJ0fEEw1pKl8/ks4D/h8Rj0la0ib/yl/LJOgj3a77bkQ8IuknpBlmbiommqV1M1VeBu4EPkbzuVCL6we+ROoL/DXwlfz/a3OTczZGxMqJFMYtqoqR1E8KUr+JiPtapDmbNOvGBuCWki8xQhq0UTcP2DmBovZUpPkhN5M6xMeYJvVzJnC+pP8A9wJfknRPY6Jpci3dNgKMFFrL6/nw3J6ztW6mRERsioh1wL9bJGm5fmBEjEbEaU22CQWpeoG8VWQjfcq7G/hxmzQDpJFQx5M+aPwWWNUi7QI+fG++L//yLWRfJ/JJvb72/ayfw8md6qRPeluA86Z7/QBLaN5HNe2upYt1sgX4XH7+fdIUaK6bqX8flgDvNuw7hNT6rDXs3wOcv5/5/pI0cvdZUkurffpeV4S3MW/eWfkXYBgYytuyhjRnAosKP/cDVzTJax3wP+Ad0qfHywvHlpFGFG4Dbuz1dZeon1NIQ7mHSZMO39wkzbSrnzaBatpdSxfrpAZsze/1/cChrpuevA/NAtWx+f/Uwob9/wW+ORnl8BRKZmbWVO4//WNE9BX2zSX1YQ1ExFBh/x7g0oh4oNvlcB+VmZnttyi/fmDHHKjMzGyMPPx8Dqn/Dklz8lYfLflz4AZJCyUdTPqO2abISy11mwOVmZk1uhR4k7Tg7AH5+ZvA/Hy85fqBk8F9VGZmVmluUZmZWaU5UJmZWaU5UJmZWaU5UJmZWaU5UJmZWaU5UJmZWaU5UJmZWaU5UJmZWaU5UJmZWaU5UJlZU5KWS3pa0vuSLuh1eWz2cqAys1YeJK3Z9OdeF8RmNwcqs3FIOlFSSDqnxDlr8zkhaXPDsSsKxz7f5NwLC8e/3IVLmJCIeCQitrU6LmlFoZwjU1k2m10cqMzGV19357GS5+0CzgCubthfA0ZJq6SeVDwg6aOkmalH866hkq85le4iXd8fel0Qm9n6xk9iNusNAtsjYnfJ896OiIeb7K8BjwPHkALV+sKx7wCHAn8CTouIF8oXd3ySHgc+1eLwQEQ8P14eEbED2CHpxa4WzqyBW1Rm4xsEttZ/kHSwpPWSdkn6YpmM8sJzp5BaSsMUWlSSPgGsAG4FFtDQmpL0d0m/k3SrpG2S3pI0LGlpk9e5SNJDkl6VNCrpUUnn1o9HxOKIOKzFNm6QMptKDlRmbeTAUiMHKkmL8vNjgMGIeKhklp8BDqRJoAJuBl4CfgGcQCFQSeoDFgHnAmcB1wKXkO6K3CfpsELaO4B7gX+RFrO7BPgbaalws2nHt/7M2vsscBCwVdJlwM+AXwHfi4i9E8ivlh//AewBlkvqJ62cejVwcX7N/pym7kRgDmkE3jkR8R6ApN3AZuBsYIOkbwDXARdFRPGW4sayBZW0ArgSOBw4WdIa0u3IXWXzMuuEA5VZe4P58VvAV4ErI+LuDvIbAN4BniQNmOgnBabbgIcjYoOky3PaoSblWF4PUtlT+fGT+XElsLEhSE1IRKwCVnWaj1mnHKjM2lsMvAJ8Hfhph0EKUovqyYjYK2kbKVhdBVwAnF5IMwo821COnRHx14b8js6PI5KOIwU9BxebUdxHZdbeILAJuAa4RtLXOsyvRm4pRUQATwDfBtZFxKOFNP/Mx+sWAzua5Hcx8AawhX1Ba2eHZTSrFAcqsxbyQIoBYCgi7gTWAPdI+sIE8zsCOJKxt/TWAfcDywuveSpjB1J8JO+bnwdV1PcfTerXWhMRr7MvQI35bpbZdOdbf2atHQ8cwr6gcS1wHPCApNMj4rmS+Q3kx3p+RMRqYHXDax7E2GB2AvBxYDewVtJdwDzSKMGngFtyuu3AX4CVKd4xDBxBmgbpBxHxTMnymlWCW1RmrdUHMAwBRMT7pKHeLwC/l1R2uHetmF+JNPWZMZYBc0kj+H5ImhFiaUS8lcsXpL609cD1pFuWt5P+zreXLKtZZWjsbXAz6wZJa4ElwKdJMeS9tie0z+tHwIURcWx3Stcd+TblAaTvfS2NiHk9LpLNUG5RmU2e+aSh6A92mM9iys8zOBVuJF3fZb0uiM1sblGZTQJJC4D6bBGvRcTTE8xHpOHxd0TEbd0pXXdIOoo0QwfA3ogY7mV5bOZyoDIzs0rzrT8zM6s0ByozM6s0ByozM6s0ByozM6s0ByozM6s0ByozM6s0ByozM6s0ByozM6s0ByozM6u0DwCXlSr0g0DgbgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Pk/true P(k), so the goal is to reach 1\n", + "xminv = 1.5e-2\n", + "xmaxv = 1.e-1\n", + "xmidv = ((xmaxv - xminv)/2.) + xminv\n", + "print(xminv, xmidv, xmaxv)\n", + "\n", + "plt.subplot(111)\n", + "plt.plot(proc_k0, (proc_k0*0.) + 1.0, color='black', ls='dashed')\n", + "plt.fill_between(proc_k0, (proc_k0*0.) +0.95, (proc_k0*0.) + 1.05, facecolor='lightgray')\n", + "plt.errorbar(proc_k0, (proc_pk0)/ sig_pk, color='darkturquoise', marker='*', ls='dashed',label=\"PCA (data)\")\n", + "plt.errorbar(proc_k, (proc_pk/ sig_pk), color='darkblue', marker='+', ls='dashed', label=\"PCA (resids)\")\n", + "plt.errorbar(kandp_k, (kandp_pk)/ sig_pk, color='brown', marker='x', ls='dashed', label=\"KPCA (resids)\")\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "plt.legend(loc='upper right', ncol=1, frameon=False, prop={'size':'x-large'})\n", + "plt.xlim((xminv, xmaxv))\n", + "plt.xscale('log')\n", + "plt.ylim((0.0, 1.9))\n", + "plt.xlabel(r\"$k \\, \\, [Mpc^{-1}]$\", size=16)\n", + "plt.ylabel(r\"$P_{\\rm{filtered}} / P_{\\rm{signal}}$\", size=16)\n", + "plt.gcf().set_size_inches((6., 6.))\n", + "plt.text(0.06, 0.20, 'PSM', fontsize=16, bbox=dict(facecolor='gold', alpha=0.5))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7d1fea3b", + "metadata": {}, + "source": [ + "## Calculate cylndrically averaged PS" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "de53cb7e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/ipykernel_launcher.py:6: RuntimeWarning: invalid value encountered in true_divide\n", + " \n", + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in true_divide\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pk2d_sig, _, _ = box.cylindrically_ave_power_spectrum(smoo_signal_cube, 25, 0.005, 0.11)\n", + "pk2d_pca, _, _ = box.cylindrically_ave_power_spectrum(cleaned_cubePCA, 25, 0.005, 0.11)\n", + "pk2d_kpca, kperp, kpara = box.cylindrically_ave_power_spectrum(cleaned_cubePCK, 25, 0.005, 0.11)\n", + "\n", + "plt.subplot(211)\n", + "plt.imshow(pk2d_pca / pk2d_sig, extent=[np.amin(kperp),np.amax(kperp), np.amin(kpara),np.amax(kpara)], \\\n", + " vmin=0., vmax=2.,cmap='RdYlBu')\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "plt.gca().tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False)\n", + "plt.xticks([])\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.ylabel(r'$k_\\parallel \\, [ {\\rm Mpc}^{-1}]$',fontsize=16)\n", + "cbar = plt.colorbar(fraction=0.1)\n", + "cbar.set_label(label=r\"$P_{\\rm{filtered}} / P_{\\rm{signal}}$\", size=16)\n", + "cbar.ax.tick_params(labelsize=16)\n", + "plt.title('PCA res. 150', fontsize=16)\n", + "plt.subplot(212)\n", + "plt.imshow(pk2d_kpca / pk2d_sig, extent=[np.amin(kperp),np.amax(kperp), np.amin(kpara),np.amax(kpara)], \\\n", + " vmin=0., vmax=2.0,cmap='RdYlBu')\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.ylabel(r'$k_\\parallel \\, [ {\\rm Mpc}^{-1}]$',fontsize=16)\n", + "plt.xlabel(r'$k_\\perp \\, [ {\\rm Mpc}^{-1}]$',fontsize=16)\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "cbar = plt.colorbar(fraction=0.1)\n", + "cbar.set_label(label=r\"$P_{\\rm{filtered}} / P_{\\rm{signal}}$\", size=16)\n", + "cbar.ax.tick_params(labelsize=16)\n", + "plt.gcf().set_size_inches((6., 10.))\n", + "plt.title('KPCA res. 150', fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b23241ae", + "metadata": {}, + "source": [ + "## Cross correlations" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "2758135d", + "metadata": {}, + "outputs": [], + "source": [ + "from fastbox.box import CosmoBox, default_cosmo\n", + "from fastbox.halos import HaloDistribution\n", + "from nbodykit.lab import ArrayMesh, ArrayCatalog\n", + "from nbodykit.algorithms.fftcorr import FFTCorr\n", + "from nbodykit.algorithms.fftpower import FFTPower" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b549beca", + "metadata": {}, + "outputs": [], + "source": [ + "#Create halo distribution\n", + "#νobs = νem/(1 + z) --> 1+z = vem/vobs \n", + "zed = (1420./freqs) - 1\n", + "bz = np.sqrt(1 + zed) \n", + "halos = HaloDistribution(box, mass_range=(1e12, 1e15), mass_bins=10)\n", + "Nhalos = halos.halo_count_field(box.delta_x, nbar=2e-3, bias=bz)\n", + "halo_cat = halos.realise_halo_catalogue(Nhalos, scatter=False, scatter_type='uniform')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1fdc75ef", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/ipykernel_launcher.py:4: DeprecationWarning: The window argument is deprecated. Use `resampler=` instead\n", + " after removing the cwd from sys.path.\n" + ] + } + ], + "source": [ + "# Project catalogue onto mesh\n", + "array_cat = ArrayCatalog({'Position': halo_cat})\n", + "mesh_cat = array_cat.to_mesh(Nmesh=box.N, BoxSize=(box.Lx, box.Ly, box.Lz),\n", + " window='tsc', compensated=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "b9cdc95a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(, None)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#project cleaned data cubes onto mesh\n", + "md_kpca = ArrayMesh(cleaned_cubePCK, BoxSize=(box.Lx, box.Ly, box.Lz))\n", + "md_pca = ArrayMesh(cleaned_cubePCA, BoxSize=(box.Lx, box.Ly, box.Lz))\n", + "md_signal = ArrayMesh(smoo_signal_cube, BoxSize=(box.Lx, box.Ly, box.Lz))\n", + "\n", + "# Calculate cross- and auto-power spectra\n", + "pspecAutoH1 = FFTPower(first=md_signal, mode='1d', los=[0, 0, 1], Nmu=5)\n", + "pspecAutoH1.run()\n", + "pspecAutoCat = FFTPower(first=mesh_cat, mode='1d', los=[0, 0, 1], Nmu=5)\n", + "pspecAutoCat.run()\n", + "pspecCC = FFTPower(first=mesh_cat, mode='1d', second=md_signal, los=[0, 0, 1], Nmu=5)\n", + "pspecCC.run()\n", + "pspecKPCA = FFTPower(first=md_kpca, mode='1d', second=mesh_cat, los=[0, 0, 1], Nmu=5)\n", + "pspecKPCA.run()\n", + "pspecKPCAself = FFTPower(first=md_kpca, mode='1d', second=None, los=[0, 0, 1], Nmu=5)\n", + "pspecKPCAself.run()\n", + "pspecPCA = FFTPower(first=md_pca, mode='1d', second=mesh_cat, los=[0, 0, 1], Nmu=5)\n", + "pspecPCA.run()\n", + "pspecPCAself = FFTPower(first=md_pca, mode='1d', second=None, los=[0, 0, 1], Nmu=5)\n", + "pspecPCAself.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "177bda34", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# r^2 = P_x^2 / (P_A P_B) \n", + "r_pca = pspecPCA.power['power'].real / np.sqrt(pspecAutoH1.power['power'].real * pspecAutoCat.power['power'].real )\n", + "r_kpca = pspecKPCA.power['power'].real / np.sqrt(pspecAutoH1.power['power'].real * pspecAutoCat.power['power'].real )\n", + "\n", + "plt.subplot(111)\n", + "plt.plot(proc_k0, (proc_k0*0.) + 1.0, color='black', ls='dashed')\n", + "plt.plot(pspecAutoH1.power['k'], r_pca, '+', color='darkturquoise', ls='dashed', label=\"PCA\")\n", + "plt.plot(pspecAutoH1.power['k'], r_kpca, 'x', color='brown', ls='dashed', label=\"KPCA\")\n", + "plt.xlim((xminv, xmaxv))\n", + "plt.ylim((1e-1, 1.05))\n", + "plt.xlim((xminv, xmaxv))\n", + "plt.xscale('log')\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "plt.legend(loc='lower right', ncol=1, frameon=False, prop={'size':'x-large'})\n", + "plt.xlabel(r\"$k \\, \\, [Mpc^{-1}]$\", size=16)\n", + "plt.ylabel(r\"$r$\", size=16)\n", + "plt.ylim([0.3, 1.05])\n", + "plt.gcf().set_size_inches((6., 6.))\n", + "plt.text(0.06, 0.85, 'PSM', fontsize=16, bbox=dict(facecolor='gold', alpha=0.5))\n", + "plt.show()\n", + "\n", + "# Plot power spectra\n", + "plt.subplot(111)\n", + "plt.plot(pspecCC.power['k'], pspecCC.power['power'].real, 'kx', \n", + " ls='solid', label=\"$HI \\, X \\, \\delta_{g}$\")\n", + "plt.plot(pspecAutoH1.power['k'], pspecAutoH1.power['power'].real, 'k.',\n", + " ls='solid', label=\"$HI \\, X \\, HI$\")\n", + "plt.plot(pspecKPCA.power['k'], pspecKPCA.power['power'].real, 'x', color='brown', \n", + " ls='dashed', label=\"$HI_{KPCA}\\, X \\, \\delta_{g}$\")\n", + "plt.plot(pspecKPCAself.power['k'], pspecKPCAself.power['power'].real, '.', color='brown', \n", + " ls='dashed', label=\"$HI_{KPCA} \\, X \\, HI_{KPCA}$\")\n", + "plt.plot(pspecPCA.power['k'], pspecPCA.power['power'].real, 'x', color='darkturquoise', \n", + " ls='dashed', label=\"$HI_{PCA} \\, X \\, \\delta_{g}$\")\n", + "plt.plot(pspecPCAself.power['k'], pspecPCAself.power['power'].real, '.', color='darkturquoise', \n", + " ls='dashed', label=\"$HI_{PCA} \\, X \\,HI_{PCA}$\")\n", + "plt.yscale('log')\n", + "plt.ylim((4e1, 4e3))\n", + "plt.xlim((xminv, xmaxv))\n", + "plt.xscale('log')\n", + "plt.xlabel(r\"$k \\, \\, [Mpc^{-1}]$\", size=16)\n", + "plt.ylabel(r\"$P(k) [mK^{p}Mpc^{3}]$\", size=16)\n", + "plt.gca().tick_params(axis='both', which='major', labelsize=13, length=5)\n", + "plt.legend(loc='lower left', ncol=1, frameon=False, prop={'size':'x-large'})\n", + "plt.gcf().set_size_inches((6., 6.))\n", + "plt.text(0.06, 2000, 'PSM', fontsize=16, bbox=dict(facecolor='gold', alpha=0.5))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cb90514b", + "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": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/Planck_Sky_model_parameters.ipynb b/examples/Planck_Sky_model_parameters.ipynb deleted file mode 100644 index d5f354b..0000000 --- a/examples/Planck_Sky_model_parameters.ipynb +++ /dev/null @@ -1,665 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "089dc479", - "metadata": {}, - "source": [ - "# LSQ fit applied to PSM sims \n", - "### In this notebook, we will perform a simple end-to-end simulation, beginning by generating a log-normal field, transforming to redshift-space, adding Planck Sky Model foregrounds and noise, then removing the foregrounds, and estimating the power spectrum and correlation function. We can check to see if combining blind and parametric methods improves the H1 estimation. " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "3561b127", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import numpy.fft as fft\n", - "import pylab as plt\n", - "import pyccl as ccl\n", - "plt.rcParams[\"figure.figsize\"] = (14,7)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "c69ca091", - "metadata": {}, - "outputs": [], - "source": [ - "import fastbox\n", - "from fastbox.box import CosmoBox, default_cosmo\n", - "from fastbox.psm_fgs import PSMfgModel\n", - "from fastbox.lsq_fit import LSQfitting\n", - "from fastbox.point_sources import PointSourceModel\n", - "from nbodykit.lab import ArrayMesh\n", - "from nbodykit.algorithms.fftcorr import FFTCorr\n", - "from nbodykit.algorithms.fftpower import FFTPower\n", - "import time, sys" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "b53fdfd4", - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(12)" - ] - }, - { - "cell_type": "markdown", - "id": "acfecc56", - "metadata": {}, - "source": [ - "## Generate simulation box\n", - "### Generate a Gaussian random realisation with a non-linear power spectrum on a (1 Gpc)^3 grid with 64^3 cells at redshift z=0.3. Then, paint biased HI onto the density field, apply a log-normal transformation, add linear and non-linear velocities to transform to redshift space, and finally rescale by the brightness temperature." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "70a9503d", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/pyccl/pk2d.py:198: RuntimeWarning: divide by zero encountered in log\n", - " f, status = lib.pk2d_eval_multi(self.psp, np.log(k_use),\n", - "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:259: RuntimeWarning: invalid value encountered in true_divide\n", - " Ax = 1.j * delta_k * self.Kx * (2.*np.pi/self.Lx) / k2\n", - "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:260: RuntimeWarning: invalid value encountered in true_divide\n", - " Ay = 1.j * delta_k * self.Ky * (2.*np.pi/self.Ly) / k2\n", - "/Users/mirfan/Documents/FastBox/FastBox/fastbox/box.py:261: RuntimeWarning: invalid value encountered in true_divide\n", - " Az = 1.j * delta_k * self.Kz * (2.*np.pi/self.Lz) / k2\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1) Generating box complete (0.693 sec)\n" - ] - } - ], - "source": [ - "t0 = time.time()\n", - "\n", - "# (1a) Generate Gaussian box (1 Gpc on each side, 64^3 grid, z=0.3)\n", - "box = CosmoBox(cosmo=default_cosmo, box_scale=(1e3,1e3,1e3), nsamp=64, \n", - " redshift=0.3, realise_now=False)\n", - "box.realise_density()\n", - "\n", - "# (1b) Rescale tracer by bias [FIXME: Check this is being done in the right order]\n", - "tracer = fastbox.tracers.HITracer(box)\n", - "delta_hi = box.delta_x * tracer.bias_HI()\n", - "\n", - "# (1c) Transform to a log-normal field\n", - "delta_ln = box.lognormal(delta_hi)\n", - "\n", - "# (1d) Calculate radial velocity field (uses Gaussian density field; FIXME)\n", - "vel_k = box.realise_velocity(delta_x=box.delta_x, inplace=True)\n", - "vel_z = fft.ifftn(vel_k[2]).real # inverse FFT to get real-space radial velocity\n", - "\n", - "# (1e) Transform to redshift space (also add non-linear velocity, sigma_nl=120 km/s)\n", - "delta_s = box.redshift_space_density(delta_x=delta_ln.real, velocity_z=vel_z, \n", - " sigma_nl=120., method='linear')\n", - "\n", - "# (1f) Scale by mean brightness temperature (in mK), and include mean\n", - "signal_cube = tracer.signal_amplitude() * (1. + delta_s)\n", - "\n", - "print(\"(1) Generating box complete (%3.3f sec)\" % (time.time()-t0))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "fdb5e3eb", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.subplot(121)\n", - "plt.matshow(delta_ln[10,:,:], vmin=-1., vmax=5., cmap='cividis', aspect='auto', fignum=False)\n", - "plt.xlabel(\"z\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$\\delta_{\\rm ln}$\", fontsize=16)\n", - "\n", - "plt.subplot(122)\n", - "plt.matshow(signal_cube[10,:,:], vmin=0., vmax=2., cmap='magma', aspect='auto', fignum=False)\n", - "plt.xlabel(\"z\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$T_b(\\vec{x})$ [mK]\", fontsize=16.)\n", - "plt.gcf().set_size_inches((17., 6.))" - ] - }, - { - "cell_type": "markdown", - "id": "b5ed725a", - "metadata": {}, - "source": [ - "## Add foregrounds\n", - "### Use the Planck FFP10 simulations to create free-free and synchrotron maps and the Battye et al. 2012 model of point sources to create point source maps. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "4b53be2c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Frequency range: 980.0 -- 1205.2 MHz\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:369: UserWarning: If you are not specifying the input dtype and using the default np.float64 dtype of read_map(), please consider that it will change in a future version to None as to keep the same dtype of the input file: please explicitly set the dtype if it is important to you.\n", - " \"If you are not specifying the input dtype and using the default \"\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:391: UserWarning: NSIDE = 2048\n", - " warnings.warn(\"NSIDE = {0:d}\".format(nside))\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:400: UserWarning: ORDERING = RING in fits file\n", - " warnings.warn(\"ORDERING = {0:s} in fits file\".format(ordering))\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/fitsfunc.py:428: UserWarning: INDXSCHM = IMPLICIT\n", - " warnings.warn(\"INDXSCHM = {0:s}\".format(schm))\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/sphtfunc.py:438: FutureChangeWarning: The order of the input cl's will change in a future release.\n", - "Use new=True keyword to start using the new order.\n", - "See documentation of healpy.synalm.\n", - " category=FutureChangeWarning,\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/sphtfunc.py:824: UserWarning: Sigma is 0.000000 arcmin (0.000000 rad) \n", - " sigma * 60 * 180 / np.pi, sigma\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/sphtfunc.py:829: UserWarning: -> fwhm is 0.000000 arcmin\n", - " sigma * 60 * 180 / np.pi * (2.0 * np.sqrt(2.0 * np.log(2.0)))\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/projaxes.py:920: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. This has been deprecated since 3.3 and in 3.6, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = mpl.cm.get_cmap(\"viridis\").copy()\n", - " newcm.set_over(newcm(1.0))\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/projaxes.py:921: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. This has been deprecated since 3.3 and in 3.6, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = mpl.cm.get_cmap(\"viridis\").copy()\n", - " newcm.set_under(bgcolor)\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/projaxes.py:922: MatplotlibDeprecationWarning: You are modifying the state of a globally registered colormap. This has been deprecated since 3.3 and in 3.6, you will not be able to modify a registered colormap in-place. To remove this warning, you can make a copy of the colormap first. cmap = mpl.cm.get_cmap(\"viridis\").copy()\n", - " newcm.set_bad(badcolor)\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/healpy/projaxes.py:211: MatplotlibDeprecationWarning: Passing parameters norm and vmin/vmax simultaneously is deprecated since 3.3 and will become an error two minor releases later. Please pass vmin/vmax directly to the norm when creating it.\n", - " **kwds\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2) Adding foregrounds complete (31.604 sec)\n" - ] - } - ], - "source": [ - "t0 = time.time()\n", - "\n", - "# Output frequency range\n", - "freqs = box.freq_array()\n", - "n_ch = len(freqs)\n", - "print(\"Frequency range: %3.1f -- %3.1f MHz\\n\" % (freqs[-1], freqs[0]))\n", - "\n", - "# Angular pixels\n", - "ang_x, ang_y = box.pixel_array(redshift=box.redshift)\n", - "xside = len(ang_x)\n", - "yside = len(ang_y)\n", - "\n", - "freeind = -2.1 #CHOOSE YOUR FREE-FREE SPECTRAL INDEX\n", - "psmmodel = PSMfgModel(box)\n", - "syncamp, freeamp, syncind = psmmodel.square_syncff(freqs[0], freeind)\n", - "\n", - "# Apply spectral indices:\n", - "syncmap, freemap = np.zeros((xside,yside,n_ch)), np.zeros((xside,yside,n_ch))\n", - "for i in range(n_ch):\n", - " syncmap[:,:,i] = syncamp * (freqs[i]/freqs[0])**(syncind)\n", - " freemap[:,:,i] = freeamp * (freqs[i]/freqs[0])**(freeind)\n", - " \n", - "#point sources\n", - "psaveind = -2.7 #CHOOSE YOUR PS PARAMETERS: average spectral index, index standard deviation and cut-off flux in Jy\n", - "cuttoff = 0.1\n", - "indspread = 0.2\n", - "psmodel = PointSourceModel(box)\n", - "psmap, tpsmean = psmodel.make_ps_nobeam(freqs, cuttoff, psaveind, indspread)\n", - "\n", - "fg_cube = syncmap + freemap + psmap\n", - "\n", - "print(\"(2) Adding foregrounds complete (%3.3f sec)\" % (time.time()-t0)) " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "68a7c297", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.subplot(121)\n", - "plt.matshow(fg_cube[10,:,:], cmap='magma', aspect='auto', fignum=False)\n", - "plt.xlabel(\"z\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$T_{\\rm PSM}(\\vec{x})$ [mK]\", fontsize=16.)\n", - "\n", - "plt.subplot(122)\n", - "plt.matshow(fg_cube[:,:,10].T, cmap='magma', aspect='auto', fignum=False)\n", - "plt.xlabel(\"x\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$T_{\\rm PSM}(\\vec{x})$ [mK] at %d MHz\" % (box.freq_array()[10]), fontsize=16.)\n", - "plt.gcf().set_size_inches((17., 6.))" - ] - }, - { - "cell_type": "markdown", - "id": "d17d000c", - "metadata": {}, - "source": [ - "## Add radiometer noise\n", - "### Adds a simple homogeneous white noise field for a MeerKAT-like multi-dish deep integration (64 dishes, 2 hours per pointing, assumed 1 degree FOV per pointing)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "76cf1cb5", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3) Adding noise complete (0.007 sec)\n" - ] - } - ], - "source": [ - "t0 = time.time()\n", - "\n", - "# Generate homogeneous radiometer noise\n", - "noise_model = fastbox.noise.NoiseModel(box)\n", - "noise_cube = noise_model.realise_radiometer_noise(Tinst=18., tp=0.25, fov=1., Ndish=64)\n", - "\n", - "print(\"(3) Adding noise complete (%3.3f sec)\" % (time.time()-t0))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "0466935f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.matshow(noise_cube[10,:,:], cmap='magma', aspect='auto')\n", - "plt.xlabel(\"z\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$T_{\\rm noise}(\\vec{x})$ [mK]\", fontsize=16.)\n", - "plt.gcf().set_size_inches((8., 6.))" - ] - }, - { - "cell_type": "markdown", - "id": "21b3ec07", - "metadata": {}, - "source": [ - "## Construct final data cube (convolve with beam and add noise)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "cfb59cd4", - "metadata": {}, - "outputs": [], - "source": [ - "# Construct MeerKAT L-band beam\n", - "mkbeam = fastbox.beams.KatBeamModel(box, model='L')" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "aa5f4f2e", - "metadata": {}, - "outputs": [], - "source": [ - "# Convolve with beam\n", - "obs_cube = mkbeam.convolve_real(signal_cube + fg_cube, pol='I')\n", - "#obs_cube = mkbeam.convolve_fft(signal_cube + fg_cube, pol='I')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "a5ebad42", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Plot before and after beam convolution\n", - "plt.subplot(121)\n", - "plt.matshow((signal_cube + fg_cube)[:,:,10], cmap='magma', aspect='auto', fignum=False)\n", - "plt.xlabel(\"x\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$T_{\\rm sky}(\\vec{x})$ [mK]\", fontsize=16.)\n", - "\n", - "plt.subplot(122)\n", - "plt.matshow(obs_cube[:,:,10], cmap='magma', aspect='auto', fignum=False)\n", - "plt.xlabel(\"x\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$T_{\\rm obs}(\\vec{x})$ [mK] at %d MHz\" % (box.freq_array()[10]), fontsize=16.)\n", - "plt.gcf().set_size_inches((17., 6.))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "c2feddc7", - "metadata": {}, - "outputs": [], - "source": [ - "# Combine beam-convolve observation and noise\n", - "data_cube = obs_cube + noise_cube" - ] - }, - { - "cell_type": "markdown", - "id": "6da8d6c9", - "metadata": {}, - "source": [ - "## Try several FG cleaning methods" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "d40ba007", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "running LSQ fit\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# LSQ fit uses sim information! I am assuming that we know the \n", - "# the free-free spectral index and the point source behaviour \n", - "paramfit = LSQfitting(box)\n", - "hest, syncindest = paramfit.give_hest(freqs, data_cube, freeind, psaveind, cuttoff, indspread)\n", - "\n", - "plt.matshow(hest[:,:,10].T, cmap='magma', aspect='auto')\n", - "plt.xlabel(\"x\", fontsize=16)\n", - "plt.ylabel(\"y\", fontsize=16)\n", - "cbar = plt.colorbar()\n", - "cbar.set_label(label=r\"$T_{\\rm noise}(\\vec{x})$ [mK]\", fontsize=16.)\n", - "plt.gcf().set_size_inches((8., 6.))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "5f2216d5", - "metadata": {}, - "outputs": [], - "source": [ - "#try kernal pca on full data and lsq resids\n", - "n = 3\n", - "cleaned_cube_kpca0, kpca_transform0 = fastbox.filters.kernel_pca_filter(data_cube, \n", - " nmodes=n, \n", - " gamma=1./(5.*n), ## FIXME\n", - " return_filter=True, \n", - " kernel='sigmoid')\n", - "cleaned_cube_kpca, kpca_transform = fastbox.filters.kernel_pca_filter(hest, \n", - " nmodes=n, \n", - " gamma=1./(5.*n), ## FIXME\n", - " return_filter=True, \n", - " kernel='sigmoid')" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "22a32ddf", - "metadata": {}, - "outputs": [], - "source": [ - "#try pca on full data and lsq resids\n", - "cleaned_cube0, U_fg0, amp_fg0 = fastbox.filters.pca_filter(data_cube, \n", - " nmodes=3, \n", - " return_filter=True)\n", - "cleaned_cube, U_fg, amp_fg = fastbox.filters.pca_filter(hest, \n", - " nmodes=3, \n", - " return_filter=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "4c517238", - "metadata": {}, - "outputs": [], - "source": [ - "#try ica on full data and lsq resids\n", - "cleaned_cube_ica0, ica_transform0 = fastbox.filters.ica_filter(data_cube, \n", - " nmodes=3, \n", - " return_filter=True)\n", - "cleaned_cube_ica, ica_transform = fastbox.filters.ica_filter(hest, \n", - " nmodes=3, \n", - " return_filter=True)" - ] - }, - { - "cell_type": "markdown", - "id": "498a71f3", - "metadata": {}, - "source": [ - "## Calculate PS" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "4eba23a6", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/fromnumeric.py:3420: RuntimeWarning: Mean of empty slice.\n", - " out=out, **kwargs)\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:188: RuntimeWarning: invalid value encountered in double_scalars\n", - " ret = ret.dtype.type(ret / rcount)\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:262: RuntimeWarning: Degrees of freedom <= 0 for slice\n", - " keepdims=keepdims, where=where)\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:222: RuntimeWarning: invalid value encountered in true_divide\n", - " subok=False)\n", - "/opt/anaconda3/envs/env_fastbox/lib/python3.7/site-packages/numpy/core/_methods.py:253: RuntimeWarning: invalid value encountered in double_scalars\n", - " ret = ret.dtype.type(ret / rcount)\n" - ] - } - ], - "source": [ - "# Subtract mean (as a function of frequency) from the data\n", - "mean_freq = np.mean(data_cube.reshape(-1, data_cube.shape[-1]), axis=0)\n", - "mean_sub_data = data_cube - mean_freq[np.newaxis,np.newaxis,:]\n", - "\n", - "# Power spectra: input cosmo signal, data, FG-filtered data, theory\n", - "sig_k, sig_pk, sig_stddev = box.binned_power_spectrum(delta_x=signal_cube, nbins=50)\n", - "data_k, data_pk, data_stddev = box.binned_power_spectrum(delta_x=mean_sub_data, nbins=50)\n", - "\n", - "proc_k0, proc_pk0, proc_stddev0 = box.binned_power_spectrum(delta_x=cleaned_cube0, nbins=50)\n", - "ica_k0, ica_pk0, ica_stddev0 = box.binned_power_spectrum(delta_x=cleaned_cube_ica0, nbins=50)\n", - "kpca_k0, kpca_pk0, kpca_stddev0 = box.binned_power_spectrum(delta_x=cleaned_cube_kpca0, nbins=50)\n", - "\n", - "\n", - "proc_k, proc_pk, proc_stddev = box.binned_power_spectrum(delta_x=cleaned_cube, nbins=50)\n", - "ica_k, ica_pk, ica_stddev = box.binned_power_spectrum(delta_x=cleaned_cube_ica, nbins=50)\n", - "kpca_k, kpca_pk, kpca_stddev = box.binned_power_spectrum(delta_x=cleaned_cube_kpca, nbins=50)\n", - "\n", - "th_k, th_pk = box.theoretical_power_spectrum()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "7628d51b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Amplitude factor for theoretical spectrum\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "print(\"Amplitude factor for theoretical spectrum\")\n", - "amp_fac = (tracer.signal_amplitude() * tracer.bias_HI())**2. # FIXME: No RSD contrib.\n", - "\n", - "# Plot power spectra\n", - "plt.subplot(111)\n", - "plt.plot(th_k, th_pk * amp_fac, 'k-', label=\"Theoretical P(k)\")\n", - "plt.errorbar(sig_k, sig_pk, yerr=sig_stddev, color='b', ls='dashed', label=\"21cm P(k)\")\n", - "\n", - "plt.errorbar(proc_k0, proc_pk0, yerr=proc_stddev0, color='m', marker='x', ls='none',label=\"PCA-sub data P(k)\")\n", - "plt.errorbar(ica_k0, ica_pk0, yerr=ica_stddev0, color='c', marker='.', ls='none', label=\"ICA-sub data P(k)\")\n", - "plt.errorbar(kpca_k0, kpca_pk0, yerr=kpca_stddev0, color='g', marker='*', ls='none', label=\"KPCA-sub data P(k)\")\n", - "plt.errorbar(proc_k, proc_pk, yerr=proc_stddev, color='r', marker='x', ls='none', label=\"PCA-sub resids P(k)\")\n", - "plt.errorbar(ica_k, ica_pk, yerr=ica_stddev, color='y', marker='.', ls='none', label=\"ICA-sub resids P(k)\")\n", - "plt.errorbar(kpca_k, kpca_pk, yerr=kpca_stddev, color='brown', marker='*', ls='none', label=\"KPCA-sub resids P(k)\")\n", - "\n", - "plt.legend(loc='upper right', frameon=False, prop={'size':'x-large'})\n", - "plt.xlim((1e-3, 1e0))\n", - "plt.ylim((1e1, 1e5))\n", - "plt.xscale('log')\n", - "plt.yscale('log')\n", - "plt.xlabel(\"k\", size=16)\n", - "plt.ylabel(\"P(k)\", size=16)\n", - "\n", - "plt.gcf().set_size_inches((12., 6.))\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2ff04bba", - "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": "3.7.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/fastbox/box.py b/fastbox/box.py index c655544..788e48d 100755 --- a/fastbox/box.py +++ b/fastbox/box.py @@ -767,6 +767,69 @@ def binned_power_spectrum(self, delta_x=None, delta_k=None, nbins=20, kbins=None # First value is garbage, so throw it away return np.array(cent[1:]), np.array(vals[1:]), np.array(stddev[1:]) + def cylindrically_ave_power_spectrum(self, delta_x=None, nbins=20, kmin=0.005, kmax=0.11): + """ + Return the 2D, cylindrically-averaged power spectrum, calculated from the realisation. + + Parameters: + delta_x (array_like, optional): + Density fluctuation field. + + nbins (int, optional): + Number of k bins to use, spanning [kmin, kmax]. + + kmin, kmax (int, optional): + If specified, use this array as the min and max k values. + + Returns: + pk2d, kperp, kpara (array_like): + Measured 1D power spectrum and statistical error bars at + particular wavenumbers. + + - ``pk2d (array_like)``: 2D array of cylindrically averaged power. + + - ``kperp (array_like)``: Centroids of k_perp bins. + + - ``kpara (array_like)``: Centroids of k_par bins. + + """ + # 3D Fourier modes in the right units + kx = self.Kx * (2.*np.pi/self.Lx) + ky = self.Ky * (2.*np.pi/self.Ly) + kz = self.Kz * (2.*np.pi/self.Lz) + + # Get 3D fourier power + delta_k = fft.fftn(delta_x) + pk3d = delta_k * np.conj(delta_k) + pk3d = pk3d.real / self.boxfactor + + # Trim z axis according to kmin and kmax values + not_too_high = np.where(kz > kmin)[0] + not_too_low = np.where(kz < kmax)[0] + inds_in_k_range = np.intersect1d(not_too_high, not_too_low) + pk3d = pk3d[:,:, inds_in_k_range] + + pk2d = np.zeros((nbins, nbins)) + + kperp = np.arange(kmin, kmax, (kmax-kmin)/nbins) + kpara = np.arange(kmin, kmax, (kmax-kmin)/nbins) + + for lval in range(kperp.shape[0] - 1): + k_count = 0 + sum1 = np.zeros(int(nbins)) + for ii in range(len(kx)): + for jj in range(len(ky)): + kperp_mag = np.sqrt(kx[ii]**2 + ky[jj]**2) + if kperp_mag > kperp[lval] and kperp_mag < kperp[lval+1]: + k_count = k_count + 1 + for kk in range(nbins): + sum1[kk] = sum1[kk] + pk3d[ii, jj, kk] + + if k_count>0: + pk2d[lval,:] = sum1/float(k_count) + + return pk2d[::-1], kperp, kpara + def theoretical_power_spectrum(self): """ Calculate the theoretical nonlinear power spectrum for the given diff --git a/fastbox/foregrounds.py b/fastbox/foregrounds.py index 47f719f..eca6e4c 100644 --- a/fastbox/foregrounds.py +++ b/fastbox/foregrounds.py @@ -200,15 +200,15 @@ def __init__(self, box): self.gsm = GlobalSkyModel2016(freq_unit='MHz') - def construct_cube(self, lat0=0., lon0=0., redshift=None, loop=True, + def construct_cube(self, rotation=(0., -62., 0.), redshift=None, loop=True, verbose=True): """ Construct a foreground datacube from GDSM. Parameters: - lat0, lon0 (float, optional): - Latitude and longitude of the centre of the field in default pyGDSM - coordinates (Galactic), in degrees. + rotation (tuple, optional): + Rotation of the field from Galactic coordinates, used by healpy + ``gnomview`` when projecting the field. redshift (float, optional): Redshift to evaluate the centre of the box at. Default: Same value @@ -231,6 +231,8 @@ def construct_cube(self, lat0=0., lon0=0., redshift=None, loop=True, ang_x, ang_y = self.box.pixel_array(redshift=redshift) delta_ang_x = np.max(ang_x) - np.min(ang_x) delta_ang_y = np.max(ang_y) - np.min(ang_y) + lon0 = rotation[0] + lat0 = rotation[1] # Cartesian projection of maps npix = self.box.N @@ -248,7 +250,7 @@ def construct_cube(self, lat0=0., lon0=0., redshift=None, loop=True, # Get map and project to Cartesian grid m = self.gsm.generate(freq) nside = hp.npix2nside(m.size) - fgcube[:,:,i] = proj.projmap(m, vec2pix_func=partial(hp.vec2pix, nside)) + fgcube[:,:,i] = proj.projmap(m, vec2pix_func=partial(hp.vec2pix, nside))[::-1] else: # Fetch all maps in one go maps = self.gsm.generate(freqs) @@ -258,7 +260,7 @@ def construct_cube(self, lat0=0., lon0=0., redshift=None, loop=True, for i, m in enumerate(maps): if verbose and i % 10 == 0: print(" Channel %d / %d" % (i, len(freqs))) - fgcube[:,:,i] = proj.projmap(m, vec2pix_func=partial(hp.vec2pix, nside)) + fgcube[:,:,i] = proj.projmap(m, vec2pix_func=partial(hp.vec2pix, nside))[::-1] # Return datacube return fgcube @@ -353,6 +355,8 @@ def construct_cube(self, flux_cutoff, beta, delta_beta, ang_x, ang_y = self.box.pixel_array(redshift=redshift) # deg xside = ang_x.size yside = ang_y.size + lon0 = rotation[0] + lat0 = rotation[1] # Resolution parameters ell = np.arange(nside*3) + 1.0 @@ -404,24 +408,22 @@ def construct_cube(self, flux_cutoff, beta, delta_beta, map0 = T_ps0 + poisson_low_map + clustmap + shotmap # Extract npix by npix projected map (at 1.4 GHz) by using gnomview - reso_arcmin = hp.nside2resol(nside, arcmin=True) - map0 = hp.visufunc.gnomview(map0, coord='G', rot=rotation, - xsize=xside, ysize=yside, - reso=reso_arcmin, flip='astro', - return_projected_map=True) - plt.close() - map0 = map0[::-1] # reverse order + npix = self.box.N + delta_ang_x = np.max(ang_x) - np.min(ang_x) + delta_ang_y = np.max(ang_y) - np.min(ang_y) + lonra = [0.0 - 0.5*delta_ang_x, 0.0 + 0.5*delta_ang_x] + latra = [0.0 - 0.5*delta_ang_y, 0.0 + 0.5*delta_ang_y] + proj = hp.projector.CartesianProj(lonra=lonra, latra=latra, coord='G', + xsize=npix, ysize=npix) + + nside = hp.get_nside(map0) + map0 = proj.projmap(map0, vec2pix_func=partial(hp.vec2pix, nside))[::-1] # Generate random realisation of spectral index - spec_idx_map = np.random.normal(beta, scale=delta_beta**2, size=npix) + spec_idx_map = np.random.normal(beta, scale=delta_beta**2, size=12*nside*nside) # Use gnomview to get projected spectral index map - spidxs = hp.visufunc.gnomview(spec_idx_map, coord='G', rot=rotation, - xsize=xside, ysize=yside, - reso=reso_arcmin, flip='astro', - return_projected_map=True) - plt.close() - spidxs = spidxs[::-1] # reverse order + spidxs = proj.projmap(spec_idx_map, vec2pix_func=partial(hp.vec2pix, nside))[::-1] # Scale-up maps to different frequencies maps = np.zeros((xside, yside, nfreq)) @@ -564,6 +566,8 @@ def synch_freefree_maps(self, redshift=None, rotation=(0., -62., 0.), ang_x, ang_y = self.box.pixel_array(redshift=redshift) xside = len(ang_x) yside = len(ang_y) + lon0 = rotation[0] + lat0 = rotation[1] # Read Planck simulated foreground maps free217, sync217, sync353 = self.read_planck_sim_maps() @@ -595,48 +599,27 @@ def synch_freefree_maps(self, redshift=None, rotation=(0., -62., 0.), np.random.seed(seed_syncidx) sync_idx = sync_idx + hp.sphtfunc.synfast(cls, 2048) - # Map resolution parameters - nside = hp.get_nside(sync_idx) - reso_arcmin = hp.nside2resol(nside, arcmin=True) - nxpix = np.int(np.ceil(54.1*60./reso_arcmin)) - nypix = np.int(np.ceil(54.1*60./reso_arcmin)) - - # Project synchrotron amplitude map from sphere to rectangular grid - sync_amp= hp.visufunc.gnomview(sync_amp, coord='G', rot=rotation, - xsize=nxpix, ysize=nypix, - reso=reso_arcmin, flip='astro', - return_projected_map=True) - plt.close() - sync_amp = sync_amp[::-1] # reverse order - - # Resample synch. amplitudes onto grid with desired resolution - zoom_param = [xside, yside] / np.array(sync_amp.shape) - sync_amp = scipy.ndimage.zoom(sync_amp, zoom_param, order=3) - - # Project free-free amplitude map from sphere to rect. grid and resample - free_amp = hp.visufunc.gnomview(free_amp, coord='G', rot=rotation, - xsize=nxpix, ysize=nypix, - reso=reso_arcmin, flip='astro', - return_projected_map=True) - plt.close() - free_amp = free_amp[::-1] # reverse order - free_amp = scipy.ndimage.zoom(free_amp, zoom_param, order=3) - - # Project synch. spectral idx map from sphere to rect. grid and resample - sync_idx = hp.visufunc.gnomview(sync_idx, coord='G', rot=rotation, - xsize=nxpix, ysize=nypix, - reso=reso_arcmin, flip='astro', - return_projected_map=True) - plt.close() - sync_idx = sync_idx[::-1] # reverse order - sync_idx = scipy.ndimage.zoom(sync_idx, zoom_param, order=3) + # Cartesian projection of maps + npix = self.box.N + delta_ang_x = np.max(ang_x) - np.min(ang_x) + delta_ang_y = np.max(ang_y) - np.min(ang_y) + lonra = [lon0 - 0.5*delta_ang_x, lon0 + 0.5*delta_ang_x] + latra = [lat0 - 0.5*delta_ang_y, lat0 + 0.5*delta_ang_y] + + proj = hp.projector.CartesianProj(lonra=lonra, latra=latra, coord='G', + xsize=npix, ysize=npix) + + nside = hp.get_nside(sync_idx) + synca = proj.projmap(sync_amp, vec2pix_func=partial(hp.vec2pix, nside))[::-1] + freea = proj.projmap(free_amp, vec2pix_func=partial(hp.vec2pix, nside))[::-1] + syncind = proj.projmap(sync_idx, vec2pix_func=partial(hp.vec2pix, nside))[::-1] # Return amplitudes in mK, and synch. spectral index map - return sync_amp*1e3, free_amp*1e3, sync_idx + return synca*1e3, freea*1e3, syncind def construct_cube(self, redshift=None, rotation=(0.,-62.,0.), - ref_freq=1000., seed_syncidx=None): + ref_freq=1000., free_idx=None, seed_syncidx=None): """Make Planck Sky Model (synchrotron + free-free) data cube for a box. Uses the PSM simulations, with power-law synchrotron emission with a @@ -670,7 +653,8 @@ def construct_cube(self, redshift=None, rotation=(0.,-62.,0.), sync_amp, free_amp, sync_idx \ = self.synch_freefree_maps(redshift=redshift, rotation=rotation, - ref_freq=ref_freq, + ref_freq=ref_freq, + free_idx=None, seed_syncidx=seed_syncidx) # Construct component datacubes and return diff --git a/setup.py b/setup.py index 7296065..ebc2e40 100644 --- a/setup.py +++ b/setup.py @@ -20,6 +20,7 @@ 'scipy>=1.5', 'matplotlib>=2.2', 'sklearn', + 'scikit-image', 'pyccl' ], 'extras_require': {'fgextras': ['healpy', 'lmfit', 'multiprocessing', 'GPy']},