{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Adaptive Component Separation with K-means Clustering\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CMBSciPol/furax-cs/blob/main/notebooks/02_KMeans_Adaptive_Component_Separation.ipynb)\n", "\n", "## Learning Objectives\n", "\n", "By the end of this notebook, you will:\n", "- Understand adaptive sky clustering for spatially-varying spectral parameters\n", "- Implement spherical K-means clustering for CMB component separation\n", "- Optimize parameters within each cluster using variance-based selection\n", "- Visualize how spatial parameter variation improves foreground modeling\n", "\n", "## The Adaptive Clustering Approach\n", "\n", "Traditional component separation assumes uniform spectral parameters across the entire sky. In reality, Galactic emissions vary spatially. Our approach uses spherical K-means clustering to partition the sky into regions, allowing different spectral parameters in each cluster.\n", "\n", "**Key Innovation**: Minimize CMB reconstruction variance by adaptively clustering sky pixels and optimizing spectral parameters per cluster." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install -q furax-cs\n", "!pip install --force-reinstall -r https://raw.githubusercontent.com/CMBSciPol/furax-cs/main/requirements.txt" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Setup and Data Loading\n", "\n", "\n", "# Core libraries\n", "# Data utilities\n", "import operator\n", "from functools import partial\n", "\n", "import furax_cs as fcs\n", "import healpy as hp\n", "\n", "# JAX ecosystem\n", "import jax\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "import scienceplots # noqa: F401\n", "\n", "# FURAX framework\n", "from furax.obs import negative_log_likelihood, sky_signal\n", "from furax.obs.stokes import Stokes\n", "\n", "# JAX-HEALPix for clustering and sky operations\n", "from jax_healpy.clustering import (\n", " get_cutout_from_mask,\n", " get_fullmap_from_cutout,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Configure JAX\n", "jax.config.update(\"jax_enable_x64\", True)\n", "\n", "# Load CMB and foreground data\n", "nside = 64\n", "npixels = 12 * nside**2\n", "noise_id = 0\n", "noise_ratio = 1.0\n", "tag = \"c1d1s1\"\n", "mask_name = \"ALL-GALACTIC\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[INFO] Loaded freq_maps for nside 64 from cache with noise_ratio 0.0.\n", "[INFO] Loaded freq_maps for nside 64 from cache.\n", "[INFO] Loaded freq_maps for nside 64 from cache.\n", "[INFO] Loaded freq_maps for nside 64 from cache.\n", "Frequency maps shape: (15, 3, 49152)\n", "Frequencies: 15 bands from 40 to 402 GHz\n", "Sky coverage: 59.0% (29,009 pixels)\n", "Masked data shape: (15, 29009)\n" ] } ], "source": [ "# Generate and load multi-frequency data\n", "fcs.save_to_cache(nside, sky=tag)\n", "nu, freq_maps = fcs.load_from_cache(nside, sky=tag)\n", "_, fg_maps = fcs.load_fg_map(nside, sky=tag)\n", "cmb_map = fcs.load_cmb_map(nside, sky=tag)\n", "\n", "print(f\"Frequency maps shape: {freq_maps.shape}\")\n", "print(f\"Frequencies: {len(nu)} bands from {nu[0]:.0f} to {nu[-1]:.0f} GHz\")\n", "\n", "# Convert to FURAX format (Q,U polarization)\n", "d = Stokes.from_stokes(Q=freq_maps[:, 1, :], U=freq_maps[:, 2, :])\n", "fg_stokes = Stokes.from_stokes(fg_maps[:, 1], fg_maps[:, 2])\n", "cmb_map_stokes = Stokes.from_stokes(cmb_map[1], cmb_map[2])\n", "\n", "# Load galactic mask (cleanest 20% of sky)\n", "mask = fcs.get_mask(mask_name, nside=nside)\n", "(indices,) = jnp.where(mask == 1)\n", "coverage = jnp.mean(mask) * 100\n", "print(f\"Sky coverage: {coverage:.1f}% ({len(indices):,} pixels)\")\n", "\n", "# Extract masked data for computation\n", "masked_d = get_cutout_from_mask(d, indices, axis=1)\n", "masked_fg = get_cutout_from_mask(fg_stokes, indices, axis=1)\n", "masked_cmb = get_cutout_from_mask(cmb_map_stokes, indices)\n", "print(f\"Masked data shape: {masked_d.shape}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Spherical K-means Clustering\n", "\n", "K-means clustering partitions the sky into regions with similar properties. For CMB component separation, we cluster pixels to allow different spectral parameters in each region.\n", "\n", "### Why Spherical K-means?\n", "- Sky pixels are distributed on a sphere, not a flat plane\n", "- Standard K-means would distort distances near poles\n", "- Spherical K-means uses angular distance (great-circle distance)\n", "\n", "### Cluster Configuration\n", "Each spectral parameter can have a different number of clusters:\n", "- **Dust temperature**: Varies slowly → fewer clusters needed\n", "- **Dust spectral index**: More spatial variation → more clusters\n", "- **Synchrotron index**: Varies slowly → fewer clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Noise Model Setup\n", "\n", "Real CMB observations contain instrumental noise. We model this as:\n", "- **White noise**: Uncorrelated between pixels and frequencies\n", "- **Noise variance**: Determined by instrument sensitivity\n", "\n", "The noise covariance operator `N` is diagonal (independent noise per pixel/frequency)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Parameter Optimization\n", "\n", "We minimize the negative log-likelihood to find optimal spectral parameters for each cluster.\n", "\n", "### The Likelihood Function\n", "The marginalized likelihood integrates over component amplitudes:\n", "$$\\mathcal{L}(\\beta) = (A^T N^{-1} d)^T (A^T N^{-1} A)^{-1} (A^T N^{-1} d)$$\n", "\n", "### Optimization Strategy\n", "- **Solver**: L-BFGS with zoom linesearch for fast convergence\n", "- **Bounds**: Physical constraints on parameters (e.g., positive temperature)\n", "- **Analytical gradients**: More stable than autodiff for this problem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Parameter Map Reconstruction\n", "\n", "After optimization, we map the per-cluster parameters back to the full sky:\n", "1. Each pixel belongs to a cluster\n", "2. The cluster's optimized parameter value is assigned to all its pixels\n", "3. Masked regions remain as `UNSEEN`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating spherical K-means clusters...\n", "Clustering complete!\n" ] } ], "source": [ "# Spherical K-means Clustering\n", "# Configure clustering parameters for different spectral indices\n", "cluster_config = {\n", " \"temp_dust\": 500, # Dust temperature clusters\n", " \"beta_dust\": 1500, # Dust spectral index clusters\n", " \"beta_pl\": 500, # Synchrotron spectral index clusters\n", "}\n", "cluster_config = jax.tree.map(lambda x: min(indices.size, x), cluster_config)\n", "\n", "# Generate clusters for each parameter type\n", "print(\"Generating spherical K-means clusters...\")\n", "clusters = {}\n", "\n", "# Generate spherical K-means clusters on unmasked pixels\n", "masked_clusters = fcs.kmeans_clusters(\n", " jax.random.PRNGKey(42), # Fixed seed for reproducibility\n", " mask,\n", " indices,\n", " cluster_config,\n", " initial_sample_size=1,\n", ")\n", "\n", "masked_clusters = {f\"{param}_patches\": patches for param, patches in masked_clusters.items()}\n", "\n", "print(\"Clustering complete!\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_11677/3066409688.py:18: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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tdnd3lZXm/v6+tJd+dXU1Ehzu7e2l2uvLxNQkqpubm7S2tqYMYomGw7PFBtEkphPRZROy8opz5cb9Pjbohrw1m03a39/XnheX6x73fnQhy3MFAAA2XAadZgupqtjZ2aF3331XO3ftJPRwY2OD1tfXg8xBGQ8fPoycr7TbNEm1dpLELcf6+jptbGxoz/XW1pbyvbj6/eDBA7p9+3boGq6trdHW1hY9fPgQnekAAGfS0DiioQY1Gg1tvSgStw521btJaM7du3eD+ljF1tYWbWxs0MbGRuS9tLU4aXmg09BpMF1grgMjrILUVZTNZpMePHhAn/nMZ2h1dZWePHlinAvs3r17tLOzExGlhw8fBsNw3n33Xelxt7a2pEOu7t27J10o7f79+5Fj2ayGbkuz2QzKaTMUjBkasuFGjx49otXVVan5oLoG7P8qY5/93yR26+vr0hW22bVSXVfX72N7rlhvsdg4bDab9OabbwbXWmXiuFz3JPfjJK49AACogE6PeeONN+j+/ft08+ZNaUD08OFDunPnDr3zzjvafU9KD7e3t+nVV1+l27dvR84jy94S58C1PVeT0lq+DRQXvoymfcVtC33961+nlZUVaSYam3OeaNhxJDuGy7VtNpt0584dunfvnrTDfHNzk1ZXV+nOnTvW0zwAAEBaGsfY3Nyk3d3dILPchrh1sKvexT2Oa1ymylC+c+cOra6u0te//nXptmlrcdLy8MdS/T9JZj10GgA9nu/7/rQLAWaTR48e0Ztvvkl7e3tB5bW6uqoUjPX1dbpz547TQihsGNrq6mpQWa6vr9Pa2hpduXKFiIbD0jc2Nuj+/fu0u7tL7777Lm1ubkaC3ufPnweiI+Phw4e0tbUVVJ5vvPFGInOdzVFKFA042Xl6/fXXtUPuHz58GAToV69eJaLx92fcunUrcg3W19eDnlvZ++x8sQxF/v21tTVpuTzPo83NTdra2qIHDx7Q8+fPiWi8aIrN6vRxv0+j0VA2And3d4Me7NXVVbp69WpoAb4HDx7Q22+/Ta+++irdv38/sg+X6+56P8b5Pi7nCgAAdECnw9y7dy+0zYMHD+jx48e0t7cX/G99fd2430npofj5x48f08rKSlC227dvK0cymc7VJLRW1/6whe2X30+j0QgCWnb8JG0h2bl78uRJcD+z+5KI6ObNm9RoNGhlZSWYh161vera3rx5M2RCsHuJ5969e6HnI865AwBcLtLSOJ69vT167bXX6MmTJ9rPpV0Hq/Qu6XGSxGVPnz4N/m42m3T79m1phri4XZpaHKc8aV4bGdBpinXewOUD5joAgIjCZgIAAABwWYEeAgAAuAzwHeIAAADig2lhAAAAAAAAAAAAAC4Rb7/9Nox1AABIAZjrAAAAAAAAAAAAAJeEpGtlAAAAGANzHQAAAAAAAAAAAOAC8vDhQ/I8LzTP9MOHD+mNN96YYqkAAODiAHMdAOC0ijkAAABwUYEeAgAAuGg0m01aXV2llZUVIhrOtd5oNJwWDQcAAKAGC5oCcMlJuoI4AAAAcBGAHgIAALio3Lt3j65evUrPnz+nmzdvYq51AABIEZjrAAAAAAAAAAAAAAAAAIAjmBYGAAAAAAAAAAAAAAAAAHAE5joAAAAAAAAAAAAAAAAA4AjMdQAAAAAAAAAAAAAAAADAEZjrYObY3d0NFhMDYBrgHgQAgGxBPQvSAvcSAABMD9TBIC1wL4F5BuY6mCl2dnZoZ2eHGo3GtIsCLjFra2v01a9+FeIOAAAZAK0HaQLNBgCA6QA9B2kCPQfzDMx1MDPs7e3R1tYW3b17d9pFmXtee+01unXrFl25coXu3Lkz7eLMJV//+tfptddem3YxAADgQgGtjwLNTg40GwAAJgv0PAr0PDnQczCveL7v+9MuBABERLdu3aJ33nnHque72WzSF77wBXry5In2c3t7e3T79m26c+cOra+v09raWvD/3d1d2traonv37tH6+rp0+52dHdra2qLV1dXguHfu3An2oyLudmnBvt9rr71GGxsbtL29PZHjXjQePXpEjx8/pq2trWkXBQAALgQ6rYdmQ7OTAM0GAIDJAT2PAj1PB+g5mEt8AGaAu3fv+vfv39d+5uDgwH/8+LF/9+5dv9Fo+Da379OnT30iUv5sb29ry7S+vh75/9ramr+1tZX6dlnQaDT8jY2NiR5Th+58zypra2v+kydPpl0MAACYe0xaD82GZicFmg0AANkDPdcDPU8O9BzMG4VJGvkAyGg2m/Tw4UM6ODhQfmZnZ4fu379Pq6urdOfOHdrb26NHjx5Z7X99fZ0ajQbt7e1Rs9mk1dVVun37Nm1ubiqz5Hd2dujBgwfkSwZ2bG9v082bN+nVV1+N9ILH3e4y0Gw26fHjx7SxsTHtojhx//59+upXv2ocJQEAAECNjdYTQbNnBWg2AAAAGdDz+QJ6DsBkgLkOps6bb75Jm5ub2s+sr68rh42ZuH37tvNccPfu3VOWaXV1ldbX1+nevXv0+PHjVLa7DOzt7U27CLFYX1+nZrNJu7u7l7JBBgAAaWCj9UTQ7FkBmg0AAEAG9Hy+gJ4DMBmwoCmYOg8fPqTXX3992sUI2N3dpd3dXbp165byM2tra7SzsxNayTrudpeFt99+e9pFiM3GxgbmfAMAgARkpfXQ7GyAZgMAAJABPZ8voOcATAaY62Cq7OzsEBHNVG8kKxNbCEXGzZs3Q59Nst1l4eHDh9MuQmxef/31uS4/AABMkyy1HpqdDfOsedBsAADIBuj5/DHPegg9B/MEzHUwVR4/fhx7upes+JVf+RUi0gs0e499Nsl2F51ms0m3b9+e60wB1oDc3d2dckkAAGD+yFLrodnpAs0GAACgAno+P0DPAZgsmHMdTJWdnZ2JTAnDFl5pNBr09OlT2tvbo9dff126sAcToJWVFav9Jt3OlUePHtHbb79NKysr1Gg0qNls0p07d5wyCG7fvk37+/u0t7dH6+vrtL29rXz/i1/8onQ41qNHjyJzuDUajeD7b2xs0MOHD0PbfvOb36R33303+Ht1dTVybMa9e/eo2WwGC940m026f/9+aAEcvpxvvPEG3b17lx48eEDPnz+nvb09+vznPx+a68+mzCrYcMJZGmUBAADzgKvWQ7PDQLPVZVYBzQYAgPSBnkPPxXJCzwEY4QMwRRqNhr+9ve283cbGhm9z+z59+tRfX1/3t7a2Iu+tr6/7d+/ejfx/bW3NJyL/4OBAud8nT574ROSvr68n3s6Fzc1Nf21tLXKM+/fvS89jo9HwNzY2Iv9/+vSpv7W15ROR8v379+/7RORvbm5G3r979670nLLvJyuLal+yY6+urkb2sb297TcaDf/JkyfS73H//n3/7t27/tOnT33f9/3V1dXQPRKnzDwbGxvScwUAAECPrdZDs6HZScrMA80GAID0gZ6HjwE9h54DwIC5DqYKEYUqaltszfWDgwP//v37yveIKFLZM0FwFei429ly9+5d7f5loqMSdoZK2Pn3RTE+ODjwG42GtpxJhH11dVX5uY2NDX91dVW6742NjdBxt7e3g2sbt8ziZ9bW1ozlBwAAEMZW66HZ0OwkZRY/A80GAIB0gZ5HgZ5DzwHwfd/HnOtgarBhWfwQo7RpNBqhIUnie+vr63Tv3r3Mjp8We3t79ODBA7p79670fN2+fZsePXrkvEhLnHO/v79PzWZTOazu9u3bzvtkPHjwgPb29pTX5M6dO7S3t0ePHj2KvLezsxMaUraxsUGbm5uplfnq1auR4WwAAAD0uGg9NFsPNNu+zNBsAABIF+h5I/I+9Bx6DgAD5jqYGqyStJkfLSvW1tao2WzGXjk8bseA63b3798nIlLOcbe2tkaNRkO7kEtarK6uUqPRoFu3btGjR48iYrm+vh57TrStrS3t93j11VeJSL4YDXsvqzJn2QkEAAAXlTS1HprtDjQbAABAGkDPo0DPoecAMLCgKZga+/v70y4C3bx5k4iGK1Czlc9ZBb6/v2+szPnGRdztbGALkKgE7/79+4H4T4J33nmHvvCFL9Brr71GRMOGxfr6Or3++uu0trYWu4Gxt7dHjUaDHjx4oP2crPfbdMykZV5ZWZnr1dYBAGAapKn10Ox4QLMBAAAkBXoeBXoOPQeAAXMdTI1JZKzv7u5a9eA+ffo0+H11dZV2d3e1lTjruecFPO52Nuzu7sbaLivW1tbo4OCAHj58SI8fP6adnR168OABPXjwgDY2NpSrj+tg52Z1dVU5jJCItEMMsyyzTYMNAABAGBeth2ZnAzQbAABAUqDn0wd6DsDsgmlhwNTJKoP9zp07dOvWLXr48KHxs3yF/fnPf95YLvYe+2yS7WyYxFAzF1jjZXNzk7a3t+ng4IAODg7o7t279OjRI7pz547Vfvb29kKCzu87bZKWudlsztx1AACAecGk9dDs7IBmAwAASAvo+fSAngMwu8BcB1Mj64qc9XLq5gFjx2ZD04goGJqmWziD9bKzzybZzgbW8896zyeB6rrs7u5KG0uNRiMYGvfNb37T+hj8+VpbW8uksyWNMj9//nyq6wMAAMA8Yqv10OxkQLPDQLMBACBdoOeTAXoeBnoO5gWY62BqsJ7qrFZ//vznP09PnjzRDkl7/PgxNRoN+uIXvxj8j8399fjxY+V2jx49ovX19VBve9ztbGCLqJgWfZGt4K1DJ1RsjjkZb7/9tvK9zc1N6w4TUcTv3LlDzWbT2ICxyYQQSVrmvb099JoDAIAjtloPzTYDzR4CzQYAgMkDPVcDPVcDPQeXBZjrYKqsra0lMtd1lfHdu3e1C4zs7OzQzs4ObW9vR4R2a2tLuqI10XgY1dbWVuS9uNuZ2NjYoPX1dXrzzTeVn3n48KGz8KyurirPoa6Bsru7qxTf/f19aTlWV1cj13pvby+U1bC5uUlra2t079495bEfPHjgnHUQt8xiWfnsCgAAAHbYaD002ww0W19msazQbAAASBfoeRTouR7oObgswFwHU2V9fZ1+5Vd+xXk7JhAmcb9z5w699tprkQr90aNH9Nprr9H9+/elIrG+vk53794NVrVmNJtNun37Nm1tbUmFIO52Nmxvb9Orr75Kt2/fjogx600XMwSazaa2A+LevXu0s7MTOY8PHz6k27dvE9Gw91y2j62tLen5v3fvnnRhkvv370eO9fTp00ij6p133iEiCo7P8+jRI1pdXQ2dQ1Y2m04a1zLz8KvZAwAAsMdW66HZ0OwkZeaBZgMAQPpAz5uh96Dn0HMAGJ7v+/60CwEuLzs7O/Taa6/RwcGB9nN7e3uBWO7t7YWEZnV1lRqNBr3++uvSVaybzSa9+eabwXb7+/v06quv0r1794wi++jRo2DYGjv2nTt3jBV83O1sYCttr6ysBPu/fft2aN+3bt0KnafV1VXa2NiQZhE8evQoaHCwXuH19XVaW1ujK1euENFw6Brbfnd3l959913a3NykBw8ehPb1/PlzunPnjvK8Pnz4kLa2toKyvvHGG8rheQ8fPqQnT55Qo9Ggq1evhsql+56NRoPeeeed0H6TlJltf+vWLUJ1CQAA7thqPRE0mwiaDc0GAIDZBHoOPVd9T+g5uOzAXAdT58qVK/TkyRPMpQVmlgcPHtDTp09jDScEAAAArQeTA5oNAADZAT0HkwJ6DuYJmOtg6rC5vXRzswEwTW7evEnb29vahXkAAACogdaDSQHNBgCA7ICeg0kBPQfzBMx1MHX29vbo1q1bVsPLAJg0u7u79NWvfpWePHky7aIAAMDcAq0HkwCaDQAA2QI9B5MAeg7mDSxoCqbO6uoqbW5u0sOHD6ddFAAi3Lt3j77+9a9PuxgAADDXQOvBJIBmAwBAtkDPwSSAnoN5A+Y6mAneeOMN2tra0q6qDcCk2dnZoUajgaFoAACQAtB6kCXQbAAAmAzQc5Al0HMwj2BaGDAz7O7u0ptvvknb29vTLgoA1Gw26bXXXqPHjx9PuygAAHBhgNaDLIBmAwDAZIGegyyAnoN5BZnrYGZYW1uj119/nR48eDDtogBA9+7dw8rkAACQMtB6kAXQbAAAmCzQc5AF0HMwryBzHcwcOzs79Oqrr1Kj0Zh2UcAlZXd3l1ZXV3EPAgBARkDrQVpAswEAYHpAz0FaQM/BPANzHQAAAAAAAAAAAAAAAABwBNPCAAAAAAAAAAAAAAAAAACOFKZdAAAuIrdzr027CDPD4wEWuQEAADCfRPTc85LtMK0Bo2I5JjAQFXoOAABgXoGej4GeA5A+mBYGAAUTN8iTCrwKm0ecHZv/rOeN/5a974puf4r9Q/gBAAAk5XbhL8rf8AfZHNAbDQwd9DPafwrthUk1/3N5IiJ63Pu7kzkeAACACwv0XAL0HICZAOY6AMQJdVbCycMbyVkZ6tLjcrNADfrJy8Fv51KNxD0WBB0AAIABZeBNlH7wzXTVH4Q1lieLdkXabYesQ4GRfotAzwEAAKiAnscAeg7A1IC5Di40SlG2FUeFgITIqqecSC3uNsfkt9U1FFz3Gxe+5191XuMcX/G9IPIAAHBx0AbZPFlnr8Uh7YB8Ah3zXt6i/ZMQf2AXgkDPAQDg4gA954CeA3BhgLkO5hqVOHs5N6GyFQRuA7fPJxFxi+Mz0fT7/fHvrt9J2L9XKA5/7XXtfufKIIMXdteyqa4nfyybhgN/XIg7AADMDjbBtlc0LxXkdzrxC5G2VhOnz90OecVS8HvoM9z/Zb/z+N0O5SoVIiIatNuUK5eD353LVhodq9OR/k4KPZ8kNu0F6DkAAMwO0HPouQzoObjowFwHc0VaZjoTXJURrMRgqjOzmWhoOGch7KwcLr3Qzma2aw+35LzwRr95c7vyOV9nh+NCzAEAYHKkFXwzxIDShiCQ7XStj2NLlpliXt6ubSEG6NKA24YZCMoZCM4BAGC2gJ4n2Tf0XAf0HMwTMNfBzPGnqz9BRER+txcIsd/tuRmrMUxtmRns94YC7ZVKgbh7pRKRhRg4G/cStGLumj0vfjfx/CZtOGQ1dC/IEhiXdxINA3/gB8f7p+d/K/PjAQDARcMUcLsE2zZIdWxgp02uAblsxNiksA3GeVJt7s9QcC5iCtYRqAMAgDvQ82yAnquBnoN5A+Y6mBrMRFfheR75vd7w90KB/F4veB3+M4OscJ2B75D97eVzgbDnSkUadLr2jQ6XLHN/ED4nPKxx0O9HjPVUjk3DhpTf7YV+94oF6ywD/roSkfx78Nh8j1Ejwbhv1b50jQxhG5juAABA9GcWfpoGrTblKmXjZ5N2PFsFvpYBuHTTTpdy9RoNTs+IiCK/+y334dppEicQ50mz2R9kzp2fk1etBq/sf877K4fvHz/G0Hib/Q7OW5SrVkK//5Pjn0vlWAAAMM9AzycH9Nwd6DmYZWCug4liY6ib8PsZZEibsuI1pjMTRr8/0Iqk9aNmYXCLxxE7IYjI3lCnYeMmaCDZTtHiMFcey/wPDWErqLcPvg83YiDA5Xsp7ifrc8TOST4/Nu1LJWljEkY7AOAy8WcWftr6s0kCcOcssgSBOBWL2renHYgTJQ/GibIJyJXHsgzKvXI5CL7F4DnYF/e+a6Cu2qcMBOYAgMsE9Hw6QM+h5+BiAXMdZEIaJjoRGc1PP8m8ag7TzESMYJeGBRtqZsrKZijMbWsBzkU/Z2oImRo7LDs9+HyaQ/9sG06S78Wj+46295ttdag6XzDdAQAXDZegWyROEB5rSHacANwQeMtIEoyzzCqiYXZVXNIIxomSBeQ5LrBNsh9VoO4SOEf2aRmkxzkGgnQAwDwDPR8DPR8CPQcgPWCug8TojHRrE52RZJ6zkfnqt9rkjYaysd9D/9NMWaLLpg6waVyozFfFNCWpHZfIaEITxZxTTvf5tOZr0zWoLL4XQ2wAas+vruyjxpppYR3rhVtHx4LhDgCYRZIE3kR2wXeuVqPB2RnlarXhNkmGCrsG4TECcBHbgJwPvm3gA/TcQn34v5PT4PdIOWIM02Z4muH+bFj14LwVCrptSBJSqEwGsXM/Lvx9llteIiKiweER5ZaXEpksCNABALMI9NwM9FwN9BwAd2Cug1j8YON/Q0TDlatz5XLolWjYC2o77zYRpWKq28BM0sgUJaWSWwZ1V5Ex7/A9+KlcrLAxsB3OhVcqumX+O8x3nojBQH2NyG4EAD/fOrsnXTswQlPSKBpwofvJ5dr3+0Ej55eb/w/r7QAAIG2SBuBERF5tOC/n4PgkFGwPzkZzm44Cb5F5C8S9UpEGRyeUW1qgwdGJ8nOugTjRKAhWBN46/PNz8hbq5J+cBq9EFPmfN9q3f3KqDcbDhXIPEbIIyInSC8qJhvcdC8gj7yEwBwDMKdBze6DnFuWBngPgBMx1YAUz020J5trWVPipVKwOZrISG0HXHIcXD6vvJNuXRRlsp2LRGeZeyTD/3Ghb2fAqW1PbBrEBJi2XZSPAuZOCbZdgqhyratOyo0EsN8x2AECW/JnFLw1/sajHvFqV/LPz4HcljmuhOM+vWY8Gqf7xsXnDlAJwI2m0Z5IkGbgOLbedpo4RIygncg/MXYfIp9GOtDYm2DEdgnUE5wCALIGeuwE9J+g5f0zoOUgZmOtAiauhHmAxl/lMGOsmQzuXG37G0ljnUX4/1b4MZfFKJSLfrrHjd7qhxgNvtls1KjxNT7NBwJ0MbpvvY9sAYI0Yx8x5myGPiU12Iqtyyc4djHYAQBoEATiRdRBuJObi4tZzaEoC8Mi+JAG5t7g4fK8Vfx5UIku95EnarplkME50YQLy4DiO559l/jmfB3Y8x4w4BOYAgDSAnrsDPReAnoePBz0HKQFzHRBRtkZ6CIlx6zJ9jFcpJ1vElMbToXilYrQytTTsXcTCt22wjKZD0e8swarptmjM9YB8jvx2+Lp55VLwPyuTnb93bExxXUNA1oiJM0VNqUi+sDCNV62Qf96ym/alWHAeOeCft9Srqku+Awx3AICOH3zpf6t93z8eDn9mWWxWgTdPwiA8t7RIg6Pj4NUm6I6LKSDP1Ws0OD0L/c85COeJE5AnCcKJ4gXiRLGD0LhBuVevBXPODkZD3aWfy+fI7w8SLfSmCszFIfVKMg7Q2fF/+f3/LtZxAACXA+g5d0zouRrouRroOZggMNcvKbHNdIaNqW5h0moXF1UM7QllYpfDZrRo+Ib2ZyGwWmNUOJZNZW1jrAf7tWngxDXXi6NjdC06Mthndd9PEEm/3YmeH933Ud0/tia7OG2NjXCKhr8u28KmMabr5BGm8Ak6c4RRBVJ0DZ1+f9hw484TzHYALjem4DtE3HUxYgbgEV0YYd3pnAJiUDc4PaNcXTFnrGo9FVtcs63qtcgi7K4Ec6/GXRAtTuA58MlbWpS+5R9Jsg8V51u6azbHbIJgnIjIW1gIl2t0ba2CcRkxzhN/bb1KeN7eQfOQco3l0IhABOcAXG6g54YyQM/1QM/tgJ6DjIC5fsmQmurVCtF5a/yqIyVTnWi0GGStRv7ZGXlslfGzM/N8WZ68DLzBy5vstr3WTsY6kbFidjLWeXTbieZ6sTQ0zNmr+B7R+H2GymDn98XgvyMTxv7Avmdd9V1095GpsVhUZPf3ekMDXXddVBn1vNHOngOb+yafDz87bNEb9nvcTAKGKaMAJjsAl5ZZDcJVAThjmoG4iUTBuEUg7tVr5J+eKYNTl2BclbXlHJTH0Ckx0BXxj47JW1oMAnOXYJxoGJDnGsvDfdnMxatAVs5E1ziBpovBuAiCcgAuL9BzM9BzC6Dn9kDPQQbAXL/g/NDL/7vI/0yX3JOY1+JQLFmlossaJyK1sUlENLBoKChMdSkOt7UnLJBis3BnsK3iOw1Oz9RD82waRWJjhTd6Yw7hIiLyCvLhan7PokwJp6SJnGeL6YAi0+SMrqtVYy6OyR7H9HcZApix2c43gn/pvf97smMBAGaKiQTfwfb29b0p+GbMchBOlCxI4wNi/+Aw/J5jIEpkF5TbZGs5BeYubR9DMC4lzj2paTeagnSXMsa69jH13BSUMxCcA3BxgZ7bAz0f7Qd6bgX0HEwTmOsXjLTMdBeUprrt4pYmY92yfF65TH6rRV6lYrXwiWj28iRZuNPqkdKJksmszcBcZ9iY7F6p6L4yvO5cK0x26fzzmnMra+iJoxb8s2HDhB8dIf3OhhEa7PqHzoPrPHuSe4z/zn6nQ16pFDk/XqUSzKvIvk9kP5LGMcx2AOYLp+B7hFevSYfxarcxBHX+4TF5y4vDV8vAO7KPGQ/EGbZBmdUw5Ljrw9jOEevQFmBBube4QP7xCXmL6kDVP2iSd6VB/kFzuM2VhnrHceakTTko5+EDdG9hgfyTk8yDcq8qSTYZnWM2H7JyW8vAnAjBOQDzDPQ8HtDzKNBzO6DnYBrAXL9AiMZ61qZ6cBzRXLc11YlSMdY9Yf7tpMY6kd5cNy3WmchctzFoMzTXicwGOzOsXQx24/keGchsmqDhcRSNPsX5FRt72umABtGGYeR7Wxrs4X3EaJj0euRVq+PGkup7KxbbVRnsRFGTHQY7APOBayDOZ1PZBuNO81TGmDuUMclAnCjbYNzpnMUJxl0WX3NtC1jofywmEZC7tCtpHJTHyshj+7A1ZiTBeLQ88qDcJRgP7a/XQ0AOwJwAPY8P9FwB9NxtH9BzMCFgrs8xrmY6UXqGuqpiNE4Nwxj0yavqVzTnTfLQvGYW2dVs20hFZyEAPmd2Bq+2vay2j1N//P35YV5etWqeLkUjwNr56l2M33KJ/NNz8urja+SfMvNXk4XeboeulfhqbJzIzrOq3LpzXS5Z3Scyk52IpJ0cKmHWjmKwPOfSzgfTvaow24c7VDznQnlgtgMwG9gG37ZDksU5MokcA0meJIH44uiYzWOixqL+NS7LC0SHJ0TLC+SdnLmXcWF0Tvnh31eWQ3/HPneuAblLME7kFpBnFYzzuATmLgG5YzDO41dK5J3Hv4eJLEwai4A8QKfdtm1oCb/0e/+32NsCANIDeg49JyLouQrouRHo+fwCc32OkE35QpUy+ZpFSBOb6cysbbWNlaForHs1ReVk6vVW9VLbmKUmVJW/IbOabHo8TddClZGsIDIdiFDZ+6fn5sVfRWwNdtVQQZPQuoi92EhhxzTdH+J3YFUY277dCZc/ZZM9dOjRfWHb+cLOD7/iePC36R5U3bs6YScyj/7gzifMdgAmg0smW5w5PolIXa/ZEiMID4JvW1gwzn53YVmexWQKyFnw7Z2cjQNx2X7iZHCJOATj/mKdvDjBmG1APolgnCi7gJwocVDOiBOc+6xNe3hMtLw4fuOQM7xcgnIis34jOAdg5oGej4CeB0DPLYCeWwM9nx/ij7UBEyUw1pkhVymPf6dxBcAW0fRqVfWCmkREfIVRrUT2FzoWkZOx7tUq6RvrREMhSSImcY11E5JzJ7secWCGvKyCdzbWicbXXXy1pRhfCJWUimozXwb/DBBFv4O4r7j3jMX59YpF8orFYYa6TYbCyOgXr51XKevvfaKh0S8z+wcDfaPb9/VZ/oVC8HxLO/AAAKnyg9/7xvCXxlL4dQQLvr16LV4gbqoTbEiQ3eYEy3JrHhOtLI//z//OwwJwRSDO0AXZLp+ZBP5i3d3EmGWKhUhbwV+syV9HRoz160K8thQfiBMR+dVy8GOLdzZKnuADcfa3+L+0KJfCPw780Cf/99mUCQAQAD3ngJ5Dz11eoefWQM/nB2SuzzA/9Nm/aieosszU85a9caq6BUwZv6KZaOqxTGKs25THhFg+F1NdZiqfnesNWPG6xCm/6Zy4zn2nMMd9bn5xz6acqp7suEa2Krta9f1UxzE8L76hc8DrD4aNUNV1VXxvJvSeqrxitoPNecrnzVkS7BkUn3dV77jLSJZSkX7pW/+N/ecBAEqCAFxCKhlVjIRBuM91jHv7h+SrgmJG3LKbMnyIiPYPx0F5nEWzUiDxtZHU4brA22t3yC+XnDLefG76Nu/4LAh0Q/vl/p90SLV1uSrxFsuzxTtRrzciw7Y8NufHVyWQ8PtxnULA5pngcblHFmr0y7/+ptv+AQBSoOcC0HP58aDn1kDPoecXBZjrM4aVoZ7GvOm6y64yV1WZuTFNdb6H0et0yS8VpZWXXy6Rd3ou346rNP1qOVKJmnoxvbamsrTJ0lZdK+Wc1/YNCr9aNlfmFua6XymR1xpV2hbmOo/JaFeZ1S4i5FfK5oYH9z39atncQEpgsisNctl+FJ0fNvvwJQZ76LzppqThP2fImFeWcfSs+LXKuAef365WCV1/GO0AuKELwBlxgz2dtvF6abUvi8BCSpaBOM+UAnGioT7ljk/jbbtQI29/OM+rayYb00QxMB80FijXDC+mxQfjVvuOEYwPuGPkTs9pUK9SznCfZR2MM/igfLCySLn9Y+XfccrFny9+f67PjVW7yPXZYIzukcHVJco9P4q8Pbi6RF57/LwiMAfADei5Aui5Eei5PdBzgp7POTDXZ4Qf+uxfHf4ybWOdSG4A6wy8GOa6rCEhVlS+OGRGcm5Ec53/v83woNjmeszrJJq6KlFkZY9rrsvExmt1pN9JZawH2ykMdmMWuKXBbmWuE5HP3YNJzHVTuYnsDXaVcW27j0QG+2h776wVMcKln9WY7MxgD2W5KPYLkx0APTZBOBECcSNTDMKJhtpERM7BOD883ds/jDVEnGW8sd8HjfCw+VzzJAjMXYNxIvuAfGDYtyogn1QgTjQMxgcr5mHc3ln8DD/vvB05htdyzGRj22UUlA8WKpR7fhQE5IOr4+kp2N98QE6EoBwAE9BzDdBzK6Dn9kDPh0DP5xeY61MkMNQZMkPQYKbLsrXVH45e6oiBLR7eJLj9vjTz1VdNq6EzpVXfNelccwa8dpf8heq4tzSDjHUbQ1e6O67S5q81f93YufdrFf25KhbGGex82QzmuvJ8mLLwFVOfBOVV3CMyo91XdO6Y7k9lg8B0Xwumtk48dQY7kdlklxnsaWwvM9tNZTXVNzDaAZBjE4D71Wh9lDvSL9Y13M5uHklTIM4COq+TcGh0nEB8gtltg+Ua5Q7N51WFsv0yQgzOred6jW2+mNpp7udqUB5qal7Imot8zjHQ54PzSQbkRER+yb6dFTcwV12LuIH5oB42w/IHXFZezKy3wYKdwYbAHAA50HMD0HPoecZAz0f7hJ7PHTDXJ4xoqPvVckRA/XpVOk0Dv42IbHoUqYA7THmhMy79siKTXbfKdYzOg6yNdSKKmMfabPYR7Lr59Wr09awVvgZJ5ooXzVDTKuIGc12Gn8uR12oPM8i5RW+Cv00dA7LvZzCM/XzeKssjGEqnGzmhOpZt1SaWI58fNgRVWeP5XHBtQ8+ZTe91uTTOCBderbYvFaWdaUaDXma0V8v6Y8JoB0BL3ABcRBaQuyzMFNquaKgLkgTirsFk3CGxRLGD8cHyODB2DchNQbiI59p8djx/NvdOUBbLgHygaruN4INz10A8UqbRNRwsVCh3om7TyhjUy5Q7dQ+YXQJyovSD8mC/DsG5GJCryB+eUv9KnfIH0dfIPi0DcgYCc3DZgZ4bgJ6HgZ5bAz2PAj2/uMBcnyC8sR5M+zEy1lXDgCIZ4RpjPdhnCsY6kdpclxrrcUzfGTTWiczmOn/tpNdNfKTmwFznYQa7lbmu+m4pmetEo+F0ccz14GAWVZzMYNehywBXGNasoSdrwIWmZNEZ3sJ5iKwx4GCyW3cKOJjsMNjBZSGtQJwoHIxnFYQTTSHDbULBOB+Ahw6fcTBO5BiQz0EwTkREheF1887jZW8x/Or4WLMajBPFC8htr41NUG4bjBONA/LI/1MIyIkI87iCSwn03ALoeRjouTXQcznQ84sJzPWMYYZ6LIFN49I4GupEUVNdmaXOmJCx7tcr5J22glcVfi18rvmKNtjWNF+4xGA3XkPV9VLNWT4ySqWLuarMW8O5ZtPP8CuUh86bpDEmmusqPEnjSCV8pkafL0670u2RXyxIDXe/MjpP55p52VMw2P1yMXLfib2/IUxTrJD53Koacn4++nwE39+wgKlVg880GmF0L4oNDq/VJb9SDDUw2PVhsEYXjHZw0dAF4C6BE8+gMnwW88cxAgKLAJwRJxDvL6g1T9b4D4gRhPeXwx3V+X398GYidRAeFEMTjPeuL1Hh2RH1ri/FOvfOWW5EVnVz7+oCFZ6fON9PNsG4VSBOFATjwb5jBOV8IM6jC8oHdfn9ZhOU8/dP7rxLg2qRcjHK7RKYO18jTWDuEpATEZHDIxZnmgFkvoGLDvR8DPQceq4Dei7ZN/QcKIC5ngE/+H1/LflOpmSsEw2NzsFSzWp6FBtjXTS7g+PIzNLBgPyFYaXqnZyTr6igeHNdtf/xhyVGpcn8lZjGXs9wPm0MXE0jJTDXdaat5nwr53UvRPfHf39bcz3YljPZdb3Kfi5HuVaHBpVS6FU01iP77/Yihm3ofeG+GdQrlLO4VwflYqgcobLyjRRF9r/UaM/QYCeSm+zBdn27jHy/VibvrC1/tRBpXRls+Sf/5v+ceB8ATIMsA3BG1oE4kXswrgvEZQRDWg/tF2DrL1cpf3geCcQj+94/CeZdNQXgIrnDs1DgzV5D+49x/oncA/LekuVw4bMO9Wslyp+ZF/oO9r1YpsJxm3qLZSrun1F3pUbF/bEZETcQ57ENylWBuAw+OFcF45FtTtvW945NQN6vlyh/2qF+ffw8F54dhz7TfWFJ3IwKR27Ze0TygLx3fZEKz46pd32RcmeOBoKj7xU3MO9dW6DCxyfUu7ZAO//8v3TeBwCzAPTcDui5Geh5FOg59BzAXE+dmTDWY5rqRJJMVZ1pacqitjBIpca46fuLZnmMRVJ1DRNlNrbOXLe8ZonNdSLpedcumKoQV3YOXM11orHBbjLXpdvaiIHG0FXt12Sw840RZq7LpzjSPz8Rk33WDXbSN9xhsAMgJ+1AXAzCGS7BoGsQTuQWiLsG4Tz+SGsKzzVZcOw4hiCKx7Sos46BxbDiSQTjtoE4j2swrt3XqWWQpwnGiewCcpdgPG571zeUk2Gb7cYH4sExTIu9j0galPeuL4bem8WAvL8Yvn8RkIN5A3ruBvRcDfRc9WHoOfQcwFxPgawN9UGtRDmhUmb/E19FY33AhFXnPyuO7bW75JeL5LW70eOMDN6BKis9huFNRPqKWbZdzOOoGic6sziJuW5jYIuNLFnW96BWotxJuOEwWCiT19ZUribRMmXky8paHpdVdV6037mQ04u6wcw1nU/RaJf18hsbUpp7S9Ug5oWfDWMbSBomquvlMk1MsE0KBnuwr25fOfwuDYOdAaMdzCrrf/K/JiKiwsfyYcyuQbgqAGfYBIJxAnCGKUgjIsrppr8yYAqKCs9PqXe1ToXnp04BuEicgNwmEGe4BORxhpDHDcZ7SxVtsMdnuGn3lVIwztDpt1MwHmzkfk5tA3Ii/dByWSAeOo5lUE4ULzAXA10ep8A8xpTIXrdPvStVKhyYM1RV5URgDmYV6Lkb0HM7oOcGoOdSoOeXA5jrMfnTf/RrRKTuResvlil/3KY+V0GKlb3MdONN9EHNQfR1lzGGsU6kMdN0+zMtQupqrHve8P+K7QaVQqTjQXeMQXkszvnjFvUXK5Q/blktmjEoFyh/Oj4WG3rEl7u/UKb8SVv6aqpUjQ0uTUUrM2vZPagSV/F43nk3dN+K92tIYCXX2esNgqFv/VqJci1NA49bYMWvFkPCHiqDpqff2GHBf29NB4K2YWW4n6XXTCyXwaTPnQgdZwul0DVgr/zzqOpcM62PYJWlzp03WWdBf7Ec7mjjt+WeI6/TI79UkM/zz33un/6rnzGWCYAsYQE4wy+YG9+FQ3nwZgq+RcR6tnO9TqVnp9S5Xqdi071hT2QXgDOyDMR5jNOqqbaLmeXmEogzsgjI4wThRPJzWzhqBcF58Opwra0CcpdryulD93qNis/OqHu9RoWTmAunOYYjLvcfD9M12fBx5bEyDMh1wTiPVWDueEr6C+HvzoJyWYBuU04E5mDaQM/jAT03Az13AHquBXp+cYG5HgOdsd5XVIyskpcZ6olRXcK0TXWb/aadsa4zykeNnpDBZ1golTfXGTaNEbYdM9dtKm8dYqVqlckQw1wnIsorOoBkxxwoxC0na0hJrrXYAFIa7LJ54JlA8h1ShmF0puz4ECka7OaOEEm5FM9GkiwWEdssdleTXfeezmAPHZOf51/4DAx2MC3SCsRdg3Cicbugc70eeS9OIO4SmDHiBuOzHIgTzXcw7hRkOjTh0w7Gewvq9mysgHxCwThROCB3OmZGQbltQE6kD8p7y8M6oOBwL4sBOQ8CcjBPQM+h5wzoOUHPTceEnhv3Bz13B+a6A8xUJyIalPJUOGxRb7lChcOW0lQnii9ERiaZrW6xX74xEpiiBrObiKjPdTjkLY1yWcPHNBeXzFgPtlU0SHTbpInXtbhHLHSHmeyy+5GZ7DozN21zPdi+1aNBrTgUEY2Aqo4vM9mdjHWGwWDne77zpx3q1+SNjfxoah6tMW5psKdprvPYGO06k93WXJfuV3eeO73hSI5O9Ngw2cGk4INwmwCchw/G4wThfYttXIPxSQTicYKfeQnEiYbBeOdGnUofnYZeZZQ/lE8zQEShbXIt9/kwswrGGdqg3PLYukA8tDvXoDzj4eSh7XIe9asFyp+7G1K2QfmgZK/ved30fhLEoJwF4jJ0wbkuGBfxevbXB0E5mBTQc+i5CPScoOcO29oAPQc2xO8mumSIxjoRUW952OMzFWM9JlkY64NKIdIg6ddK1DdMa9OvFkPGOttuWNBoWdhxVI2ffr0k/SFyN8knZaoT2QnJoGpXnv5iWXk/iufaBanp7bAQapwGK0+/VqL+Qjn0M6gVgx8nVNPkWHQEBeUZlSEN4ixGYsOglDc2BGTPSrC95hnwegNt3aY15kcNZVnZ+HoWgKyYViDerxSsAnFXJpnhNil8i4WiZcQNxGWoAnHZ5/ifUHkq2XSexqVfyVPnqiJbKUHmWBp0lkvUabjdy11NAGrCkywOP0+w9k9vuawNxIni1REy/IJnXWeKWcQAZAH0HHpuA/R8skDP3YCeXxyQuW6AmT2iEWT7EGdirltmrPfrUdOxcCKfZsPVWLdphMRdhJFtx5dVdzxdj6PN+R+U8sECIoXj9sSMdZkBmRN6XGWmuqoR1a8WrbKVpVno7HgaMbbJXtc2hLjrJMtaNh1f3IeIeB/kNXO+9ysFyp90qL9QCr1GjHrTQrVcg1E6hY2uA2J07vrVIuXPu9SvFrXXJg58+XKdPg1K+ci5t+2J1zXedWa66hnkj4ssdjAJkgThjJxjNopr8F1stqh9o0blj85CrzLy5/E65uIE4nGziVzbQF0uGCs9Ny/KxEgahPctO7AZ5Q9PrIN1hk3Wm/N5dmzC9zXmQOlQPw0bj22mG0OX8dZZVidilJryDC0xCC+cdqlXL1LBdqE3IupJ2sguWW8uQ8pdMt6I3LPeguMU3e4flgHnku1GRNQT7qPiif68IesNpA30fAj0PAr0HHpOBD23BXqeLjDXJagMdYbJWNeJDzO8bVd6lhnkRBQYguEPW1xKSXaubl5rWfa5jbgmNdZ5dIajTWVoY+6Fjqcwfl0QDXpZ4yfJ/GJsn6psdN055s8nEy9elFSNzUFZfr5YZa7qSQ32J1wrlWhoG7sO5jqPzGiXNZK1z7akqlRlY+TPOsH5UDUO+rXR8RXXKi2jXZcxkuv0qbdQpFzH7ViyQMYmSOGfRV3jRHwGYbSDuMSZg1VG1kE4Y1Cy1wXXYLy7MCxT+bndEPWkGtVdKlFp33ysria7SRWQt6/LDYqiQ0DJcA3EGbbztAbHMVzbwlmCtofvU/tqicrP5d9fF4TzmO6/yrPh9XQNxnvVfLCtiC4Y5/EsT7fpPBMR5S00zyYwz2I4OVH8YLy9UqLicbwsVtf7mYHAHEwK6PkY6Lkc6PkY6Dn3Gei5FdDz5GBaGIH1P/FfEZG7sc4qc1mlzgxy3igXTfPeYil47deLwY8MqbFuwvOUc5j3lsqhVyK7aV1UpGms+8Uc9auF0HlljRybxs6sTcvDSNrISUJ3UX9dB+W80kiX0VsspzZEiR1fikH0dMa4bcNYK6wO08awURBEww4MWY96gOJ5GRRyoUz+3iirvqeZBkf3nvTzC0UqnHSdAgAi+TxtNvcMX8/p7jOx/sV0MSAOLBBvXxned3ED8c6i23M1a4F4d6EQCsTbVyvBjwq/kKPOFfc2QHepFHrtrFRCr6HPNsraQJyIqHO1GvywAFwViBMRdS0DO0bcQDwrejW3oK29En+6t0nTul4JXjvLpeDHBttAnMgu0LYJ2G2wHcXqmrTRL+ep79AOY5T3O9RdjHdPu0yNp4Ovb2RgeDmIA/R8CPRcDfR8ckDP7YGeXy6QuT6Cmeo6+tVCkIWqqsALxx3q14uUP+0qzXGGzMiLPWeULmtd8YCpGiaqBQ683oD8Qo683oD6tQLlz3rj7NsRumwAmbGuM+J9WWazpGiqSo5do8Jxh3qLpdCrS9asSE/o2CicdKi3UKLCScc4pYzNoi58Q043tYnOCFZ9v/x5L3Lv6u65wegeyVksejEoeNrP5RSLtsoy2AcFjwqnPerVC8ErT0HREDX1OvfL3DQubc2im5YZ7LqscG0nk6raVTzHg1KeCmddqXleGC2CIr5XOOtSd6FIxZPhq+qciQGASxa7qg7JtfuhURHsVXVeTVlE/D37Pz7+L6zLBy4nf/KH/5vI/0rHdqPFZIF35eMWta5VqPJxOFPn/MUKVT9o0fmL40Cz1HTLMnHt2GL0ajkqP9d/J12DmAXl5ectal+vUPnZ8JWndOCWNcYCcBWl/RZ1VipU2m8Zg3ARlyG7NtlurRvD4xeP42UUpZ3lxuOS8aYKxsvPO9S+WqLCqdv3c7kfVZoi0qvq2lv2euMSkBOll/FGNM56a1/V37fiM9O6Hv186dCtjugsF6j6UZvOb5RDrzLaK+FncBJZb2Kmmwo+A44ZpP/8H/1Vt4KBSwf0fAj0XA30XA70XPE56LkS6HlyLr25/qdu/3XlUBHRhCycdrW9ooNizmroh3aOcEdzvV/OU/5MUn5Dj5WrsU5krqSnYawPSrnQ3F+2vda6svZrBSo225HGgu7cqIzj0H45QVLNVyZmSKjMdVPDxHXIkuq+G3D3iclgN33W1lwfuC5IxDUIXMx1hspk9wY+dRcK0iFRvNmvyziJZbATSU120zVVme9ERL7kcWLnTfdc2zaUZPWJbv58XT0nezZlzzVMdiAiC8IZNsG4KaPNN8hL1oF4rzb+fPl5l9pXi8ErI9d2bNIZimATkJuCcBGXdo5LEM7TL3tU+ahNrRvl4JUnbhDOyDIYJzIH5K4ZbrZBues9aQrIdYE4w3VasjSHkxPZB+SuWYg2bRnbwLyzrK98WHAuBuM8roG57B6rKKYpsA3Ig7Kc9IKAnAhBOYgCPYeeM6Dnwv6g50qg53Kg55PjUk8L86du/3Xle9LpXRTG7aCYs150QCUs3sB3EihxiEkog1xjrPfqhVhD6eL0xrM5vJix3l0qhl5V2Brr4nHSGA7GzqNrLzyRvqLuGwRJt+p8V2gg+jkvMHfFjO4sGRQ8a+Nb9rnO6Lp3uOvfMdwLNvBizzI7ZBkeMmNdh2xf0v2Oji9e4169YLXArJSRKc/Pg2d6BnVTwniStkavmqdeNa9tCLFjdheLoZ/I/mXTxGjqRO2oC8nQOVkHqK7+BpePJIF4Z7GYOBB3JUkgTkRBAI5APEq/PNyOBeBiID4PsPZE63pJ+jor2ATbaeNb3ha2QbYtrnPo2oz4S4vzG2U6v1Gm8r76mWXDy+MOMycial0tSV8LFov7hcqyUAglXOjqb3D5gJ5DzxnQ88kBPVcDPVcDPQ9zKTPXmSnDGzb9akE6ZQZDmdkrGEhi5nqXMz9VPYKuprqM/FkvMK3F3qxQlq0uuzxm1nq/lNP3PEpuscKpIiNbZcgJu5CVx8XIzLX71F0sUvG4S93FIuUM22rPTXGsDIWzPvVq+VClLTPWCydd6iyXqHTYoc5ySZk9ze/bhsJpzzlrnUh+D6qM9EE5R4XTPvXqeSqc9rWGe67nU6+ap8J5PyLapaOu0ly3GQkgLZtw/xRPekH2uc5cz7cH1F0shJ4dXWeJ6n7nG4/idDZ5hVipMiZ6ms4i18yAcfnU75meAVndUzzuUme5SKXD4Stv4hfOe6HvoLqmqvqvV81TqdmhTmMo9qVmR1k/I4v98mJqxPUrHlWfdej8eil4zbccAkLLdqtNllvSAFyHUyDuUIzSQYc6V0pUOujQ2UvjYea191uZBuJE8YJxFojbMKkh5ETumW69ul7HXTtupzWc3CVYz2JIuct5zyLjzTYhQZfx1lkuUOmwZ8x2Y7iYAGK80LpapMrzLrU4k8/mXLMMONeMN6Jou+2yZ71dZqDnQ6DnQ6DncqDnZqDn0PNpcanMdWaqiyab69zLqozMfLtP3XqBiqe9kKlOpK6s2OdKx13qLBYjPfLsfypTXXzQi8fqearz7f5wGhnBYBcrluJRj7pLBSoe9WhQylG/kqN8axC8EskrOOkDq7i9/IJHxcMudZeLVDwcfufucjFkTrNyMRHRiYOtMKkqZpOxOCh6lD+P3icq87tw1tdmqw+E6ULSMtdzXZ8GRY9yXffHulfPU/G4F5jMOnM9dEzN80Okz2BW4Rc8pwV+bI6lM+xV95buvtIJlKkRyRvt3YVC6Pnn6wGdwU6Uvsner+SpqOj4UtVBsn3JMuUZsuvAGmz8sVWNuHx7EHTYiMBkvzzYZEb0K/Ln0DYYd8luMwXjg1KO2st5Kh9azmuZRSAec6xirxLdsHjqXvdkGYy7BOGM4nGfWlcLVHluP7x2EoE4kTkYJ3ILyF2CcVfTqLM4Lmvto3GmlWsWnGswzgJHG+ZhSDnRMChvXStS5ePh92K/t64Vndt1rkE5H4CLuM6PS+R4z0nabpcxKL+sQM/HQM+h5yag59BzHdDz6XJpzPX/9M89oHx74DTncq+Wj8y3rDPvdA+bzAgSDXgZuopBdjydqUUUzVx3qVDSMtaJ3Fd5L5z2YxmgInHMdWZw588H1K/mQia7yvzWVVyisU4kvwddjXUel0qbZaCL4q8yt0VznUhvsMc111kZ+tW8k9Eex2CP23Fjk8GuIt/qBz3YqoWKbMQ0jsGuy2DvV6JGN5HaXFftz8VgdzHXh8cbnl8Y7JcTXSCuCsAZWQTiRPJg/Px6uHFrG4gT2QXjaQ8bl5ZDEogTZR+Mu2a5xQnG+6XhNrbBeHtlfFPwQaAuKMwqECdKPxg/v16k6rNu4mD87EaJah91Mg3GicZziNoE5PMSjAefV7T/sgzI2fOgwyUod86uvOQB+WUFej4Eej4Geq4Heg49NwE9nx4X3lz/T//cA+V7OlPd5fOmh4w3gGwM9dAxJRWD7ng25npnuRArs3lcAOGYGRvrROoKqFfLWQ8F01XGg7JHhbMB9Wo5KpzpzfP8+cDK+FZVWjJzPdh3exAIcRzTVBRRsTLsNAqRRqNO+GWmtsxcJxqOCOFHPRARdZcK0ox/Har7I38e7QAgCn9Hk5Hfr+RC2fk8LgY7P7qiqBAc8+Kq4/c9zS08KHpU0JxDm0Zo8bhP3cV86FnxcyQ9D33NMDCdsKsMe1mdJE6lRCQ3002N99A0PNy92qvmL42IXyZmLQjv1HNUOh1QqdmLBN4yVMH4+bUCVT/uOWW3EWU3dJxIHYQzXINxm0CcnYfzawWq7Ns35JME4jyqoJwPwlWwobdiYHh2IzrUvtzsUbtRCL0ybANxovSGkrMgXGYe6bIz+SBcRinGMH1Tu0e38JssKD+7Ef18uakvV74zoNMXi1T/oBu8ysgyILdpY9q0413nibUJyIncgnK2z/KB3vRqXxk/Z8WT8H0APb94QM/DQM+HQM/tgJ4PgZ6rgZ5PhwtrrutMdUa+PaD2lQKVD3rGhyrfHlBnMU+l437wanqwBsJN7bkt7Ds87qhi6izmtQYbkdpYFxspsY11yf49f7gYRejB9H3qLuSpeBKt8FyMdbEy4s1vvtGiM9e7nFioGi6Dstv5YdedZfLL6NWH358/D92FvNFolp0flTixjHP+d51BHKfn1MZc75dz0lEhzGgf7iea9U9E1K/mgvcZuntEl3FNRJTrGOYN1zQwddNDEZkXRC2e9qlbzwevPLJnV9aAVJnskWdhtL/uQo6KJwPnxmjxuK+c76143NMa7ERqgdddH28wLq+yoaG4fLqGvKkT46KL+GUgSRDOMAXjrkF4aN+GeoenfNgPBZ08xTP7ADerQNwUhDNcgnHV88vOA/83I8tg3BRwVJ73guHlNoF4eNtx4CYLxE3kHdtnqoC8s5ij0vEg+J2nJgSXcYwkUyDOcAnIWyvyffLl1QXjPJXnXWkgLoMPzmVlYEE5+52I6OTlEi2816GTl0tUGW3fauSD32Wkle0mYtOm7yzktGUTSTsoV+2vfNAL4jA+GBcpngyou5Cj//lv/xW7A4KZBXoeBXo+BnoeBXoOPeeBns82MWfsmn96tVxw4XU3AFH4JuINdh2isR6HfGdgVeH1qjnqVXPUrUcvp6uxbivEDNFY79ZzqRjr0rKNDHVZNkC7UQhe2e9d4dyJJnoc+MpUZ9TydBfy1F0wX0fV+ZEZ5qw3vFfPh35PG37e+E5D/ZyYjGdmoqv+x36XfY7HNDJjUPKoN3oOepLnQdchovsOpu9HRBFDPQ6+5S7YM88EKu84nFR8NlzpLuSCH5dtWHld0RnorvM+gouDTSCeb/lOC56ZEAPxuIiBeGZkEIi7Int+2fcXX7PGNsggsstwE2HzXMYJxOPga0bCEUUDcSKisxfHQapNIB7eX946EGefTwO+zDbo5hsVaTfy1G6oy3nKHfv0xSKdvlgMAvGF9zrUauSpNdq+pdmPa9aZLaagvbOQo9LJQFu2uPgJm9W2cVicdgOYL6DnFkDPQ0DPoeci0PP4QM/T4cJlrqsy1nXDs1TGlKrS5is/0URWmeouWeu6Xls+A7anMSJVc4jLzHVRgAsjA7LLZ4efaLK0FedWzNxWmcf8cVx7eYnk06yYFijNtX2l2a7qgFD1Usruk5wqA5mrC9k57S7kqNDyqVfxqKBpNPYqHpWO5FOjBMfVnD9dha3bTnY/8vehjfHsiq48vWou1gKwhVFmhqlTZFD0gnvXtkw2iGUrHfWVz7osg1313XhD3rWMpqxv1f5UQVDxZKDMXpfVE9pOAeGt0GgVWecdMtgvHLIMN9vMNkYaGW6qANwlw802a8WU7dZaHj7wtY8sGhUZB+KqbLezG9GTyjKEXIJuWbabbN82c9+6BOFE8RZ8YuimfjMRpw3k9f1Q0F06HkiDcJHaB9Gh48ZjxVhDu1cdn4/aRz06u1EI3b+qDDcZ+Y75MzwDx/jTNDou/FlDxmSzHwqAWaaZbcZbnAXtRVgg3hGCWVPW2/nVfJApaYPN8+L6DOq4qBlvFxnoeRToOfRcBHquBnoOPZ8HLoy5/gM/9rPS4SqmOc9k5o6Nqc5TPOkbM9VtzXWdsc4eYFNvma2xrhJfWWWkqnRMZRErnRKbIkXX2eEgRirRM5nrJsRz5WKsD48f/Z8oCrIsXpW53hs1QHP94X5U5n1cc123reqeLJwPqFfNxRJnE/x5ZQ0+sTMpySKwpjnOVaRtsBNp1n6oRju3bAx2hktZ45jspqBoUBh2BvGo6mO+Hg516nGNfV1d7nsUjCjSDW/t1nP0P/+diyXiF5Ef+PGfjXTougbhROpA/OxG+IGpCkGfTTabSyBOZFc3yQLx1nKeKof9UBAuBjOM0xfHgWr9ox6d3ihQ3SJoTxKIi8ExK59InCwf26DFFIzHCQLiBuPtURBcPIu3gzjBeLcWL8jR6aBym4TBuIw494ZtUO4ajBO5BeTDz7sODyeqHAyodUUIkBX/ixuUiwG4DFlQfn41T9XnfTq/Oj55toG57rlJMxhnXLSg/CICPR8DPTcDPYeeq4Ce64GezwYXIi//B37sZ4Pf28v2T15/dIN3FnLBTRvnZnEx1vneR95Y7S7krIx18XcRW1M5DWM9Dh3D9ChpGOtJYeeGDX9KaxiUiGpYTI9rdPYqXujvOMJiAzsGuz87izljT7lu5EQSxGewW89Jj8VnzMumRIrLQJOI4SqKNnTr0SmdxO/L7hVVo8Yl0z0O/H3htN2S3Q2rajSw89KthxcaFvH88XNquhd4vQCzxw/8+Pj6nL4wvKYugXhrOUet5RzlW36w/ekL+SAAFwNxxvko2yatYeKMQdFzfhZZ4C2+EskzvYjCgTgRBYH4qeLzjCRDx2VlUZVvWmQRAAB7TIF41qgSEaZJrkuRoJvI/n8mXOob1fB3PhBPg/OVHHUW0r8XeL0Aswf0HHqeJtDz6QI9jwI9T4+Loudzn7nOGyW8MawyaftFj/JdPzDW+W3Z1BxEFJqmQ5Wx3i8SlXRZkgrzUdYT5DoViaxnUGasq4RWdjwXY31QUGdZjz+jMAI1cyTrzHW2kjuR3lgXzwPbjjWydNdMdb7YNChsSA4jSea6Dv5etNn/n/6+U/qnv1qnXNen9bUz2tmtRV51FbTuWKaMDm8QvjZJUZ1TVQ+7zAzXlZntv3DuU6/qUeF8+Fn2O2s85BQJIrmuT926R8XT4Xbsd/5/uv/LrgP/HVSZ+gz2nBbOh/sebuMr52sX6zqicEYNWyins5gLlVNEdo/onleXuksso/JaF/UZDrL54oqnA+rWc8ErAxnss8cP/PjPUqcevYiVQ3Pd0lq211sZLusW2Ga5uTSKi2eDUNBtg01GjirjLUkQHqczM8tMNx4+6y1JIJ40043HJest3/UDPScaa7v4yhM3061b96h0FGPYuoPUuwTjLvdIlsPJXTPdhtu4Z7u5wtoJlab9eeo5rjVku+6LmPnWWslRZX9ArZXhyas+H9D51RyRT1TdH9D5Sviklk586ix4VDpJJwS9KBlvFwnoOfScB3oOPVcBPbcDej4fzK25rjLVGaLpIzOYdNsP9yH/f194iERTUWWqE6kreNtpSIiiFVa3nqOyOP2CRmiH5uBoqNPIcOLn0GbIKhfRyFQZ7K7Geq+So0JrQPmuHzHDeUqnA6Wx3q3lqHg2oG4tZ1zk0M95VD7uU3sxT+XRdELtxbzSLCycR+e4IlI3ynqVsdncqeeCeezTItcPi7QtoogzkpjrRPp7PvJ81DwqnvlBA0JsqKRhrg//z/Zv7gzhTXUelcHe16xtw5vu4v+7dU/aiFB9B9l35usrse5SPY8qg5031sXyi2jvkRjrFLBnlZVFVkbx+7MGjKvBrgMm+/RRBeGMyuGAWsu5SFCuCsAZ0wrEXTPbdO0TFU5zSWqSzyr7bto0y4E40TgYjxuIt7l7qtK0PzeyIJzHFJD/0OdO6Jd+Y4F+6HMn1sdkeh4nGOf1qXTkU2fJLTC3DcizCsaJ7APyVmNYhtKxT51Fj0rH5uNkHZAnCcYZlaZPrYanDc6zCsZD5SpSKBCX71j9lk1A3l72qHxo/ty8B+UXAeg59FwEem4Gem73Oei5PdDz6TCX5rrJWCcKmz0moXMx10VjnShsHupMRiI7c90kQrmeLxVEZrCberBlImVjrssMQNHMM5VdZnrz5S0f943D+FQGIj9Xs425LkNpEmoqKFnjTLVIbJr84O+3N9Vl8Ea7zjgl0jdATfe8zFyXwRor0zDXdcgMdp25TjQ20lWIjYi0zHUi+fOh7VzU3Nu80W68RyTPjtMiwJLtZd+fb8SoGmMw2OcHUyDOwwfjpkCcyC4YdwnEidIPxqcZiBO5BeNxp9+adDAep55vS+6nSQfjSfjHTxecPi/Tp4sejDNsgnGi+QjIRcTAfFLBuN3O9W/rgvL28vB7XOSA/CIAPYeey4CeuwE9VwM9twd6Ph3mylxnprrpAeHnLtcJrWo/vJAGhp/iZuMFQyfSqkaB7EFRZp8aHipTI0EnUDIzii+HycCUbSPCm3O6itxkjPPHUC2MqtqHrqKMY6wThc+7rmNDvN9sGoqyTg+i5MY6z//7N+1EXHV/mcx1xqBgnlNflSnOkJqtlvcmfx0LDg1wlZjFWagmtD3XkIhrruv+J2vkq55PkwD3i55xGigieR1l2k6sl3iTnd8fm75HJvz8ueQ7b9g2PKxxKHsPJvvkWPvq38hs3y5DgNPMcouzzoFLMB4rOEghGE+ypoVrgBU3CCci6tai/6s+N38/WSDOYwrKTYE4jywoTxqI89gG5arOX9uAfNpDydtL4XNe+1iyeGBDf1xZUC6bE7VsMY1FZ4mLGywvZ3eBKN+2+yzDFIzzVJo+na+wqePcjkPkFphbBeSWVYEsKGfBOI8pMJ/HoHxegZ4PgZ6HgZ4nA3o+BnoOPZ8X5sZct8lWlxk7KqGV7UMmpC5zoUszmLlKiK+Edb1PaZvrzGySGZcyU51/AFXnTyWYbFuW8arKdo1jrvPfP6eYske3fVDGFA123hjUGcOqe9a20Vg4H6RqqIuYDHblMLVR+U09zqKAqM4z/1yUTn3rDJiixCiV3aOuBrvuOVV9BzbtTZx9i9+jKzRiSqf+1Mz1ENyfvEmtq6OU9Zqi008XeKgabLqGPF9OsXHIvweDPXtmIRB3CcLbowZ67cPw9GuyxdQqB3ZRyrQz3HhYQH76orwisM0MkjHtYJyhCspNgThDDMhPXs7Twnt9p0CcUTzzUw3ARUwBuW5UFQ8fmJ9fU3/P2kfhc3N2Y/zZOPeO6Z4RA/FIeUaBuSkY5zHdd6aAnA/GGaagvCu5TLbBuW1QLqszbAPzzigALjrMo5pFUC4LxEVkgXmn7tHu1/9zu4OB2EDPoecqoOfJgZ5DzxnQ8/nQ83SX0c4IPmNdaiKVPaWpw/+/O1rZtitZ4dalh9pWLFS9e6ZhHZ1FL3hlPyZjXTZNRdxFMUzYfn/bCp/HZIwnoVf1Yq10bbsisksP5Czyv/ru+I0D0zQpWdOtesF1SnMFa50B3y96wTMme9ZizZvH3Z+isU40FBfZ97Qe0qfo7Ir7bLBtbWB1mfh3vyz/vE7UZXVQr+ppt9GVk//+fEcuSJ9ZCMRtYAF4m8t8OXthGKzKgnAbzq/lgh9XsgrEWeeWKhCfF3SBeFacvJyn7mI27ayk/Nmb6QT7LvcrH4QzOg7nhwVd51dzw8WzxPcNQXhQjhjPlwlb04anuzD+Ef8/Tbr18Kvx8ym2qYgo1Dmvw6Ut1172qL3s0ekLw+t0+kKOugtepnoDoOfQ82yAnoeBnqcL9DxFoOcRZj5z/Qd+7GepdWU88T2bBJ+9mkxnIrVJUzjztaZ6rutTd8ELenm6Cx7lW+rj9Cv8tvLPeH35/3Vl1WUFi6Zm6cRXmnpiZrUpa51onA3AzoPuHMiyX2XfV2YE9jghFXvVxGusy1pn++H3ITPVZL2JvSpR+cin9pJH5VEPr1gZsIUvVddRlb3eq0aP6dJw/HOfObb/cELELHatScx9h3xneD/azicuZn67ziUWKYpw/xUk96lsBAIz0Nl1568/+11VNpc51sRs9rjfV/ye/Crd7aXxat2dBS9yz/XLw/uQN7Rzwr0smy6FSJGZI/uXam58cSHo0WI0PLLyEkWf+V5leH17lWj5Gbp6QrWALf8+MtjTx6Vh1B1ljhRth7U6Dh0/v56j6rPwzdqWDCENYXGMysGAWldyQcbb+bUcVT8eKAOaksWcg67Dx+ME4ybiZCy1VjyqfTSgsxu5IBuK/a76X2Xf/TgugXj1+SBWYEVE1Kt5tPBen05eDlfCRcdz88Ofmpyei1lvLkkPcReRk2Fz/+gymqrPB9bBOCOLLEsx440tHCfLdBNhmW82wbgp480lmcOm/mDZb51lj0qHfpDlFvmcIeutfcWzz4yz/ZijTyhLIvjVv/mfue0EGIGeR4GeQ8+zBHpuD/Qcej4tZjpz/Q//5b9BrSvDk8p6Mdjv/KsObfajIVtdNNZ18MZ6HAbFeIshiJiyZVnPFm+sM0PadMPrzoGtsU7k1rCQdZ7YnieX3rledfjaHlWo7SUv+D38OXdxYvsmGpuFaWZkZIkx+5p7m3X0xMliT2qsS/cpeSZl148/tuz6y+6DOHRrXvCTBPG5EjPZOwvj7HZZVrgqU5zBzpFLhgKP7fMt279LFju7vqopm+JmsbP3//Bfno8e8nnh+/6zv2n1ue6SFwTiadNZ8qiz5NH5dUkWjSkQt0QMxPnXSeASiE8Clv10diMX+l31v6yJG4gzxEB8nogzmjAtxJFLrsgy30wkmZJAhez+sQnEidwy3Ew6nTZ81psqELehfDBMwrFqf1sexpSUZIOt/gA7oOeTAXquB3o+HaDn0PMI0POAmc1ctzU2ZNmpRGYDtl9W98aoHgJZxrZoqquyJdk+C2fR90xlzXeGFRnL9Cwd+0oDUzc9hO7hVmWMyvYnngeVKa96gLoLXmjur56il1qXeSp7T7YfVRny7XEPJW9+R7aXfH/VPns1jwpnPuV6dvtW3bs8k8xYl/EPv7Oo/4Cm9sh37Hpj8111ZrgLqvuQP8/MdGaZy+H5wvX7558R0Zx17VEnMgsM61hSrhsh+b46Y1vMWGeoMr+JwtdPOWpHcenEZ8e181BVXqLh8y/rPJF9F1U9wp7Nwrni/dH+/81/Px9zvM0yrCFkyoAQg3BTllt7xaPKc59aV4evOlQNZtMiygEOj7hLZoYu020WMtwYLplurZV49blrltvZDYesGg7ra87RM3SK2mS7TTLDTcY/+MCg5xLSzHZjyO4lm2QZIn27UPp5B212Cd77XNuuYLHGShL4tkebm3fW9d63qU98h3MgHr99JbptGllvocXlTu32p5oCb9Yz3uYB6Lka6PkY6Hm2QM/1QM+h59Ni5sx1l2zBQmtsOjNsTHUiCqY44W8Uo7nGmUuqTHVWUXTrHhVPfek+xQU1VeaZasob1edVxrpNj5nKyFKZ691Fj4rHvrbRwZuHYq9X6chXmupE5gqXva/ah864jE4z43Y++f0zQ10l1KYFcfkpPBj8ysrTNteJhgb7j7xyLDfaNbWH2ImiorPk3qASn10idQN4wBoTquvJCZRnEO5BaXjfyzKfRdHvVzzKKxbx5D9TUIgLf5/m2z716sPPslfds+faiLc12IkUJrsXHenD6lh2D3QWPSq0fOpVPOXipiK6z8oy1llDgq8jxee9eKLu9BKNdt7Ah8nuDp9doHrGbbLaZEF5mwv4ZAG5KfvEKSDLKBAnGgfj59c9qj7z6fx6+HtZHzfDQJzB2lpnL3pU+0BetriBOJE5GD+7kaCxz5FFME5kDsinHYwTDQPyH33x2CowzyIQZ/DtdttAnMg9GO8tEJWadvdI3GCcKPuAXDfaSoxn+KHg/JBwl+kOXINyWSAufsZ80PCfujr8ogblswz03Az0fAz0PHug52qg52Og55NlpqeF0eGyAClDtrjp+D3z9mwIms5Y54fp2BjrNmVNgu1QFFtj3fa8M/NZNZxEZ6zbotuHqkGU1nkNl8Ntn2KFr1rkYRaMdSKiH3klfjnYM+P6HoPdP/w9pFuYmDEoecGPCy4CFDmmZNu+QghcYfdtj69fHPcd95xEyiKr/zhdlF0f1gnKhFEUyF7Fk/5P9lmrMmqec919oxtpAtInznDx9ooXCsSJiFpXhTo1o2HoWcECcD4QZ4jfbdqcvehFXvmfTI55w5MG4kQZLM4kwUXjVQuizUIgTkT0oy/ORjnYkHKXQDz2sRp2x4gzAm0WkGqu5LxmtVifzTPoOqzc2Dac4pQIQA70fAj03HBM6HlqQM/VQM+THT/pZy6zns9M5rpNxrrM2GVTpTAzVdb7oTJaVFnFMvgev3xHcgyJYSV7sGXmuizbXtebJ2au8zc5W4hBld0uo1+Wfz46rYOk7IredWPmuUWlp9oHq8Rtsl/5DHbX+0CVud6tj6Z8sRRofv+2Pal//vqR1ecmTSSLXXEJZBWvmMUuq2xZj60Tki5C6b0ju56a7kUxi100pT1NtkSu50vNb5bJLnvPzw8zerpLHhWP1Is1ixkt+VY4qz34/7m+/LlRPdbnetBlvdG6qX34LHat0GseVZbNboP4zHcXvND3dO0c8frqgvXL8pEHyGA3I5sPj7+3XIPwQYGovO9HgnAe9+Gllh+0HQUZc+pOmzUqxIy38xc8qn7oB69ZZ7n16ubP8OQ0i7CrCKai6xPVPvKVwbcM12w322vPsidbVz3l9FHS8ggZRbMSiIuYst6yzHQjGs5ZKpsq0Qbb570nmRdVl/lm20YTM90YthlvbDh42TILz3a9H9t6yCbrzUVPnRZ3Hz2vOqPRpQ7RZb2Z2hazlvE2i0DP7YGeD4GeTx7oeRToObcv6PnEmAlzPa6xThS+8YqnfjAdC5E+e5HP1NZV5LLKaFAabzNJU50vMzMqVUakyVwXzw3/efbQs/OYpqk+PDaF9i+i68ESp3uJmG2SbU2rNBPJDXbeXJft11bQ2fdVzlktMKvGuop/+O2okE8i+yBEyga7dG5yyf5Eg50XaNfgQCaiOcm9K2t4m6aI0ZVFNXc766gzNS7YfW3Vi56S2sjOQf7cjzXyQGWwh6blEeoZGOxqxECcH2Fks86EiM26DURuz5tV3e14r7oG4y4LP+uCbds5asfHtX9GXINwomSBOJH7YkcugTgb6lp9pt5GFyC4BOREw4BnVgNxFXxgnmUwzi8GFicgTxKM8/CBeeuaN/qfeb+qYJzILiDn51q1DciJ7IJym7rIdki5q6baBuX98rjukuFaj8hG1FWe23Xcz0pAPotAz+2Ano+Bns8O0HPoeWhf0POJMPPTwgyKnpWxTiROyWJnrMtgmdEqY1383CSQlVk3zEL2/bt1j/plT3luZA+56/Q75jnvw3/zK06bzqdMpG0eNNP11o1gaGuGH9k2Ei8DP/KJcYNj4sa6A6xxGaeRKYNvJOvE2YYkK2irtmVzr7suJuoNxvWLaYRGv6Jeg8KWpNsTDTPwvZ58PnXZ4qdO+05pep/LRtLpv6YWiDuSZSBuwmWYuWtwVTh1LY07tlPXpcn5dW8uhuxPi0kPNe/V0pkqMLJfQyBONBxiLg4z7zSGPypMWt+reU5TD7B2pq69SWSf7ZYm7eXs9q173gYp1JGtqx716um19y470HM50PMx0PPZA3oOPWdAzyfDVDPXWcY6mwZBfNUZuzrxU4mtqtL3JYcRs535G4P/vPi5fjXcg8SyOUVRU5ldYqNCJ1S6BTcHhXEmf2j/inOjWgAxL+lt0jWQBqXod5XPPS/f3mYRURmFVvS7isgy2Hv1YU9np+ENX1Ur0Esae4PSsIe2V1P31IrfPd8aHlPVyJm3rHWRR82l6RzYInNdZroWTkfXg8tgUD1zpga/60gUGap6jc9gV2W9qDLQbcpjsy3RuAe/s+QFme2h9w2ZIKpRHLy5Lr6ner5U54HVT4Xz4TUvnCvM9dz4+WWIvf/KRaVHmezIYB/DMtxUjWqXLDfXjkvb5yyNoePtK0Tlg+Ero+RQbbsG4rZDxFWZbmcveFT70KezFzwqH7gdO+tMN1Vdm0W2m2qBJpb1ZhOIu2a6/YUr863nf2/fXs/Zc2GiawiQbbPeOstElY+JWteir0TD322CcR5dvcNnv7l0pKuy3kyBd1nIwKt87FPrmudkkKWR8caei/LhMDAvH+r3175CVDyxLaGdGWdTp9h00JvO3SxkvM0K0HM7oOdjoOezDfR8DPQcep4lUzPX//Bf/hvKedryhgpPd4OxC1I8GT707FUm1jJTPSjDyMyS9baEtssNy8s/nMVjPzJFQuGUqMvNniGbIkRWRqVYGYx1GbKGiMrkJmLT34T/162rp1mRnSvVvNSu5rqNOJsqHrHc0oaG5PgqYz1y/Fz4vpN2KkjKWDidf1OdJy2DXdmol4m15j5m10+3WOWgQFQ6JuqMnlFZpxLRsCFdVFToth1mjG5dvi/ZPSJrwIsNw25dHvDInjW+TF3hOWD7kG1nGyT5ueF3Y9+Rvco6m4jkQupLzO/CWfi5ldVF0jLKVE5xzxSPx6uymxZAzrd8GOw0DMRNmSo2wXhnKdshpaZgvHV12Ihn8IG3GIDz2AbjWQXiRMNgnA+8ZeiCpXaDqNwcvjLyjp2DDFPj2aYB7hKQ64JxVRAeOpamPcVjG4zPexDOowvIVc+D6j4zBeIMmzqgY5mBZWsC2mqbzTSDPF3J9Ley6d5k6J5/m6DcNgO3VyeqfuDTObeAodfVD/MWg3JZHWkTlLtkuurqFdfRb6rzB4Mdeg49DwM9h57LgJ4PgZ6PgZ4Pmdq0MLYLoLAbmb3aGOtE44deZazrYMap7CGSGfJir5ds7mFTj/HGcrTyznp4ldZslDQaeBNOLFsaQz6SYDsEKe1pQUTYfcefH/Z73AVy5o2NRvKGiOuQsm6CIWhMhDvc8y5rNLP/seeAfx50jQzedBe3FY1tF5JMf6KbJka3D9tMIW9g911ZnS0rjzeI3ge6+4KdD+l3k8mNasFiNk2Vxar3ugW5LhOuz2tnKfp7J2afnK2+qwIH0+fFVxtkwViWgTgRBQG4KhDXwQJwPhCPS5I6jZFkiiyQLn9hxV3P4zwzPK1rk8/5cV1DJwmDFPaRdhuWD8QZuuxP2fBy8Xrbmi+26OIM2zWNgBnoeRjoeTKg57MD9DwM9HwI9DxdJp65/r1/7W8ab3pZj5Op50vVy6ES6l5FkfUoXGz2GWWWu2X3hJgFmm/JDXUior//8RL9+WtHtH0sb53IKoPCuT6rnEhuOtmcAyJSDqvzDHePLHNdly0fJ3OdNQRV350/XzmdyGt6u/n7SJW1bvqfeN9/sXZxesNVyLLYWQWt6gXtLqlHPDD4+oCv8ItnQ6O9OHpfNN1dpzniPy9tTAv1gu75y3XVDdXi6TAYKR3ZZ64zpNO3cMLUraszNHpV/bOlyuB3yWAXkdX/fN0k1tmRfSjqYtspcFhd1q+MBNzi2VUJPR+E/vp/dfky3r73v/yb5g+NKLTMAbdrlptNIC42EKvPRhltz4evMlyDwdKROrvp7x0s0V+4ckTfPLV3G1wDcdvnkWUg2QbdrplurH5TZTqlneHGEDPdTl8hqn/HLsstOG7CbLeLlN2m4u/tLxmzPmWUD9wCs17NLizJde2ub9rZbkT2GW+yJB0iu2w323pAl/XWXvGpdGiY+1XRLvFcnn9DLKTLenMxONi9UWp61Gn4VGqGv5ttxlu/Ir/Hys896tWIfv2/hp7rgJ5Dz6Hn8w30fAz0XAB6noiJmus6Y930EBTOxuYTT2dJbQARjQ0tNjUBX9Hn28ObIN9W96Dw5Qo1FGKa6kREr5ftKm3RXNfdsOw4/HdiqLJU+Qe9cKrpRdLcITpz3WVKGPG78YLXqxMVFadMzLBg31s5b7ZJ6BWCHJpGYylqtonfSdWB8BddJvO7IPAGu0qQiyfD81o8Gr4SmQ32Qcn8GRWszmDzecvqH1EIpcdSaBy7D8XscuXCo4pRDWzaGNbIlU5vpamLCi3JtC/8s1XVl0s2NRTR8HwF5rQBG4NdVkcNCuN50yMNH8l5V50Hm+m2ZBqiXIdi9J3ZvXNZDXbbQNxlVJNLMN5pjMWn8my0gJAhULANuFwCwh/L29XpWQXjTvPZOrT24gbiMsoHbg1u14C8syz/YoUzu2DN9r4I9juqQy9DAC7yt/14KamuI0htAvJpBuNE5oBcFYgz0hhOTjQMLMvPPWpfHb4SUfB7eyV8HkuHHnWWwwG6LmvOOiC3iImKJ0Stqz5Vno+P3brqj96zu5am+yLfstuPKhgP9nPuXSqDHXo+BHo+BHp+OYCej4Gec0DPEzG1aWFciTvETDslwUgcsprSJImxLmJjrMs+p5v+IfS5CU3rYmOsE41NP1ZJdCXXP85q1IMYU7P0q/LjM2TfSRT3y2iqM2ymiWHnlz/POgFKer/yq5nb3kfS8jh2Tfp5t+mBuvVw3aWaPkWFbIoX2XQyujKJHSLdhXFvsk2vsmzInG2jh5U16ymyXIf4MuLUQSA5fCDOSDp0NQ62gbgLrllu9jvOaL9kHjruek1c6khVIJ4llzEIZ/y45/7dswjEnfbnOH+nLa2rfvATB5vh5Lb1QXtUhvZVP/S7CHte2KtpOLpvGUPYwNoSsvPWXZjK8l9gBoCex9lxRvsl6PllAno+BnruBvRczcQy17/3rw17xWWZ690FX9k7YWPCyLIOZWaJqvdUln2tOy7fayYaVWx6FpYpz2eJuhrr28dL9NriEf1dQ8+CzNwNFmS1yFpnSCtMxd3Rq6kXdiTSz+fOD3nRmma66WNiZiy7Tgtjs4q0bFEG/ppcZmOd5+/0LHrIZB0V3LUWTfW494H0/pddR8nnIse0nKYktIljBrsIe1bZ/anrMXed658vm0snhiqLXVVGviEiO/eqOjjfHu8z3xpn0PdqPhXOPKsMdtYAkd0/TE9U+2EdCqrFWC5D9noWWW79ik/lffnDJAu+ebxeOhlNWWS4Mb55ukRfrJuHk2eW5UbkHJCbst1s5mONs6Ad0fBaBNk6V6OZPETmQNw2043IPtvt9Qr0nMg9422amW4Mm4w322fKJnjMd+zKp9Vvi/KYsrZ0z33Otu5MMeONiKhfVhdKl/Vma9SYMt6M54wuT/Y69Bx6TgQ9v8xAz6Hn8h3afQx6HmYi5rrKWOdvZtmJs17tlzM5unVf+oDKRHYg3Az5lheYvTpRZmaVrPIWDZnCefxsdYbOXDfNX84MJ/YabGcw17t1n4qnnvQhZtmacc11VmbtCuSGBzquqSpm2rJOkOLp8H4sHnlWhjoP/z1erxzR260lCLYEo7lu6ExRNezj3Asqgct1iHp1nwqnHvXqPuXbkrqkN/4M0eh3SaNP92wSjesY/hmVHc/2O8gEvV8dP8A5y4YBXz7XEQIyg93lebI22aXzpEfrc0av6lPh3LO6hwal8X5k11WsQ2RlvsgGe9qBON8oEoNxUxBOZBeIuwwTNgXkSbPbdMH4LAXiRPpg3GWhM9eA3O662xw3WTAOPVczC8H4eN/2w8nbK1HTj/3P5Zmyzcyah4CcyC4otwrILYJxXSDOowrKXe4NVVBuE4wz/uNf+8+tPztvQM+h50TQ88sO9Bx6Lt+R+SPQ8yiZTwvDjHUe0008KLgJTbfuBz+2iMY6UTiLWpXtqcsCTXMaGBN+zmzeMdiNy15VDzbLcmfn0XQ+VWJsY6wnIa6xLiOYNmh0T7oa60STm1LnQmO4L3RilOawS3Yte4p7v1/2g/d6de53iTiYBKdX81MdLpfGiuVJsV18RIX4LDkHHKGyhM9tr+rTID/8scXmGsmef5nuXQSyyHDj4ecTTCsQJ0pHd4iyGTZONKzDMhs+HhPXOVrTRFzUKGtc52gF2ZL2MHKR9oof+mH/c8F2TtF5YVAwf/80h5RPiu6SH7yyH1dcFvqcJ6Dn0PNJAD2/3EDPJw/0XM0k9Dzz6p9/qPgKTzTY+c+5ZFgOihaCzU9zIDO8fPPxXE31vzRIT7RV04roMoFVvTi9mi/teeuPsjXF6XS6Cz55A/X56Qg3tq7HUTxPg5Iie93CaHU12LWmHzcv0KAoH/mg48dyR0Tc/tErLufHCkfqe5bVDYprb2pM8/cEb4yz7PK4MIM83/aszPJxgcbb22Sjs23544XKwWWg5889dQfZyGDPtcPbEI0zsm3r17gBlSh2rs8TOy5ft+dG50Osv/l9ewMvkr2uqgcHeZ9y/ehIHnF7RnfRp+Kx+nuwMmtH41wC2LDewrn5mquujU0Q7kIai56lGYR/sS7f19ttu8wh1w4n1tbS3b8y+kV5QO6S4UY0vSw3IoqM2FPh58b3iajf0HM5P+4dOWW7dRq+tcnCRnKljSng7i4NRy/aYJvp1i/J29wig7L9gmiRYzhkbSWFBeTWw8olsPaNqU3FzrE4vaVp4TkG02WxTcL/baPZYlvqsgA9NwM91wM9nw+g59DzuEDPo2Q2Lcx3/1/+RvRgFtOoECU310Uzh79Rc8L8zbkOKc31kLkj7JP/Lvx3SNNUj8PfKhiWMyb5sJZ+SX8byAx2X5IB6mKuB9twDwMzRnWNuZ7mwdA1OGwNdt13+LHcEf2dwdLQUAexEU327pJv7DnWGey6Sl002HuL6s+mNipC1ocnNKJVx4p8ThNMyO5V8VzIhu+JdawqU9/37AIrnoGkLhnkiQrCcC5VR0KwjUXHKVH4HKjMcVkVz5vrjF7Fl67hwXeu6uoHVo8WT8aNyd/8P83/kPKb/+1Yz0sH0e8vzpWpumdsGo3WwXNK87KGPisE5FllttkiBuhxA3GGbUDeVcx9mnesCxi2AbmLEWNbV+uC8b9YGq5pg3VRkqEKyvkp1nhUQXn7avhhtbnfxECpeCRvKPQdgnubgNx1wS7b4eSqEaMlizIlHUpOlHzOVvYMm8prO5ScSL12lE1QbkoSsO0QZ/HD0/8j9JwBPXcDeq4Gej47QM/NQM/DQM+FcmSyVwlZDNPRmS/swYvbA6Qz1nnSGp6WFj/RO6af6B0r3xcrBJWpxvAGnjZzPQ34aTaSfIZo2IiQNSRsjXUi9X3FDHUY69lgEjdxeiNb2PQtbAiRbqBKKkM5U+6u1NUxPYv6TSZkg5JP3YXhj+mZ0nVm9ap+8MP2q93XqLx8uZko8+Jsa6zbfla6aLXD9DCux7voK6V3roy/n2wRKv6ecGFaw3m9vtviZ5Pi9fJRZlPLqVAF4rOESyeoSi9YAI5APFtU+sIbL+2rg0ggTmTOMFK9311KVpF0l/ygPKpX6SjYDBFHiYqkle3WXRxQd9H9/HUafuiamsqbBv0UpsLDtI7Q80kBPZcDPZ8foOfpAD2PcpH0PJPMdTFrXSWw6kxmbiE6rqeMX0BQ1TsRmUNIdmzuuDkha9ImE55n2pnqOv5WYZF+onccymZXzbGkGxJim7XOEM+XzhzUGlU5kvaSDjeUf14Gb6ZGFkOQuW5sd9z3gKGeLnzmujjER5bBLjMrxYV6dT2n4rROmsueTva6Rea67ng22esDh+9EFM1g56eAMm0rdkgUzj1psJXTBDRieXXHdg3KIsPMJAur6jpVZB0QfAa7alqwyCgpSeeCN5jv7HU+yy2ExTViGW+2DUWnrLQUFz5jgfi0M9t0vN1eotfLR/R3+uahuzadO7KsN5tA3DXbjW/YVz/M0fkLg8iry0LOjCSZbgjA00WW6WbqtGWUmp40EOdR3XOmYJ3PenPJdCNyGDnlcO/aZLuZ1joqHXnUXhlQeT8XemVYLfqnOQR/TovH0UZ1Zzl8rWwzjsXMt/YV+zKrMt14dFlvtgG3LuuNT9CZ5+x16PlsAD0PAz2fHaDndkDPx0DPw6RurttOB0MkN12Dk2Yz3IE3PxxN9dC/257xwct1vZk20nUwc123eIHKXHc11mU3vUm8TQZ7dAPLz41QmWo2Q1ByXQ/Gekb8Qk0/hREz2W0alrosFZUxqjKUBwU/1Anj0psa3FMO5vqgEDaDlSY8d9+7GNUizGQX11dQbW+xJEX0GJLr4VpmlW70SxSZusVGrEVy7fG8eLrttR0GwnayAIF9j3k02JWBOJFVMM6wuS+J7IJn28afaX8/TvNZr5uCcdtRE3wwbpvdliQQ1+43w2CcKNzYRyCeDXxAbhuIE+nbkzzivecyb6bt0GiGy8gp22Dc5pzYTInpWyxUxt/v4nELkuQFo6lxnIsE4SLWi1FqrrcqKLfRd1XmYSShxgJZUC6Ofp1Hgx16PntAz4dAz2cL6Lke6PkQ6LnimKnuzQLd1A5x0vkHpeQr3jLT/Cfbx5FX9jOvxjoRaaeJkcEeTNdJ/1XXj+2nVx+EfohiGOvKgzt81gEY69Oj0xheVJP4+HlfOx2Jy/BQtsJ2v+LHHqLksh2bc5FV9Lrpi0xTUNkGPIOi3FjPGp1JLUM3EqFfGv9kjapTwJZZmzps0tjel2nBtJq9sqD7x+ko9DOv6LLx5nU6Ipf5GpOAQHx+SbII1cAigOVxWYR70sPJbYJe3TSKvRmuI7JY9K5f8Z2H2MumRgFDoOfpAj2PD/R8foGeD4GeuzEvep5q5roqa111glkPRMSUdSiRUugV2c0/eT42mn+xuhj6+6Lzi1V1pvCg4FP+3ItUeIXTHPUWBlQ4Cb+KvY66jhHVIoNEhp49nSklXt8YmetE6uz1v9S/PPfFtNFlsPPGukqE+J5T3sjMtzzqV4ZZ6KrsdbZ9rudFBTtOyja3T346q17dVy/cKclUzymyOAYlP/henqTBYBv4qL6auD3rtJAdy4RopvOCyO9POYJA6HjLtz2tmZ446NN00Pmjsoi95rIeeF0Gzrf+i/nJdpvFLDeicD3Ad3r/P3NLc90J7gqf8RY3CC8ee85zsrpku81KpptrggGIj2lEmohtphtD1k61xSXjzSXbTfy82F4unOSss/9SyXaz+Jp8xpvN+TR27jucW5trzrLeXEalmYwRm6w32XR3pUOPOsvRNtw8Za9Dz2cb6Ln9Z6HnkwN6Dj037gt6HiE1c/0z/9efJaLxPMhWw8FUC2UmNNcvk2EeB5nJruwJVE2pkpK5TqSofDQPvjivsW7eK1djHab6ZLE11hlihS9W6jrBkPVea0Uhgbmu3bc47b9CxESDXZadz0xqUYRkoiP29sqGv4n74evxOAZ7YM5LToXJYFc2hhTXJam5zupAWX3kK8ri9dXnRBYs9Cs+/db/4a/EK+AESTIvK8PleujaCz/RQZ2s4xc0neZaYo6o6FfMN4FLw5zhEpDbBuIIwieLayDOcA3I4+A6lJwo5YW1LdsTpmDcZhi5TTAefNRhRJnNKCybZ9/2emeVcagLyk0Ld86jwQ49nx+g52qg55MFeq4Bej7eD/Q8QioD1pmxTjTOUp/WUHgY6+64DrEh4qd68ROtziureIJpaSY4PAem+nT4qTO3824lRA7ozNFMxr86iKQ4PZMs+15l+sq21zGwGGalO5Z0n1xngKwdwvY3qPjUr45/iNyzDFTHSIrNeXGF18tZRJvhNmEQiIM4IAifDq56Pklc27mpBuJEqbUnrIwuh0PpptQL7TLFmE7b7uIYFP1MFqJLk1nSSxmzVD7oOYgD9Hw6QM81QM8DoOdRpjYbbJKsdfbAs9efPD8OfoAZ/jxpKyjNve3n7BZ0sDHIe3U/9MNvx7/2S34ka50omskuQ7xnfursmP5Sf/xDBIN9WsQx2P28L+0ttR2KmoSfPjGXV9mT66jHNga5rIeXZamHthee50HZp0HFDwzkQSX6GVGA/aIfMtnZ9qF9OCAz7PtVX7moKxFpGzVxO+T4enBQGs7hz38n1bRCuh57v6CfK+8i49Lu/MnW8HligfdPdI6DH2DmpybY7rHJcpsELNjmX/kf/j0wWWY5IJeRRtzgkpFlgumPjiwCcuMxB5NpX8lIOyDvV/zQ2k8u9Mv+RBN/ZgHo+eSAnkPPZwnoeTKg51Eug54nNtezzsKTmaL8Kwz1+KR17lQPiq2xbiLpja+6d8DFZFYM9jgMyoPQ6zwR12BXDWPTGey68yPrmONfrREOoZu3X4fMYJ/V7PW05mVVwQJv8ZUPxEE8JhmUp43LEPLgnkHQDVLissYRWQzfT3t0IaMfI3C2gQXkroE5356YpexwHuj5/AI9ByAe0PMU9wk9j0XiOddVJoHK4Prp4xP6hfoi/dTpceg1wIf5OWl+fnFB/oZqcIGiS4b19slMrFx3+BrqTVPNnax6JiR36pcOT+jnlhfoS4cnl26B2osIm+PNWKGb3hbuUf4++YXaYqSO+fnFBfrp45PIa1x+fmGRfvrkODjmzy2PnjHdLDQ9L2Iaq0b4iIY038EVDNGSbSo7b+LnZPOjS57JQcnXDweTbCPLgDIuNiubG35Uj+TaORqUB8NXy+Fw+bYXqaOkBr+inpN9dlD0Kd8Kb6Az870+zeTc667B+E+dH9MvVBcjr/x1ZsETmAxWc7bGSKt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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "full_mask_cluster = get_fullmap_from_cutout(masked_clusters, indices, nside=nside)\n", "\n", "# Visualize the clustering results\n", "fig = plt.figure(figsize=(15, 5))\n", "\n", "param_labels = [\"Dust Temperature\", \"Dust Spectral Index\", \"Synchrotron Index\"]\n", "for i, (param, label) in enumerate(zip(cluster_config.keys(), param_labels)):\n", " cluster_data = full_mask_cluster[f\"{param}_patches\"]\n", " n_unique = jnp.unique(cluster_data[cluster_data != hp.UNSEEN]).size\n", "\n", " hp.mollview(\n", " cluster_data,\n", " title=f\"{label}\\n({n_unique} clusters)\",\n", " sub=(1, 3, i + 1),\n", " bgcolor=(0.0,) * 4,\n", " )\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6: Results Visualization\n", "\n", "The recovered parameter maps show spatial variation in foreground properties:\n", "- **Dust temperature**: ~20K in most regions\n", "- **Dust spectral index**: ~1.5 with spatial variation\n", "- **Synchrotron index**: ~-3.0 with gradients" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 7: Optimization Verification\n", "\n", "To verify the optimizer found a true minimum, we perturb the solution and check:\n", "1. **NLL increases** when moving away from the solution\n", "2. **Gradient norms** are minimized at the solution\n", "\n", "This confirms the optimization converged correctly." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "StokesQU(q=ShapeDtypeStruct(shape=(15, 29009), dtype=float64), u=ShapeDtypeStruct(shape=(15, 29009), dtype=float64))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "noise_id = 0\n", "\n", "instrument = fcs.get_instrument(\"LiteBIRD\")\n", "nu = instrument.frequency\n", "\n", "key = jax.random.PRNGKey(noise_id)\n", "noised_d, N, _ = fcs.generate_noise_operator(\n", " key, noise_ratio, indices, nside, masked_d, instrument, stokes_type=\"QU\"\n", ")\n", "N.in_structure" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parameter initialization:\n", " temp_dust: 500 clusters, initial value = 20.0\n", " beta_dust: 1500 clusters, initial value = 1.54\n", " beta_pl: 500 clusters, initial value = -3.0\n", "\n", "Running optimization...\n", "Using solver: ADABK0\n", "This may take a few minutes...\n", "[INFO] key active_set: max_constraints_to_release=1 / 2500 params\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100.00%|██████████| [18:39<00:00, 11.20s/%]\n" ] }, { "ename": "", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n", "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n", "\u001b[1;31mClick here for more info. \n", "\u001b[1;31mView Jupyter log for further details." ] } ], "source": [ "# Parameter Optimization\n", "\n", "# Setup optimization parameters\n", "dust_nu0 = 150.0 # Dust reference frequency (GHz)\n", "synchrotron_nu0 = 20.0 # Synchrotron reference frequency (GHz)\n", "SOLVER_BACKEND = \"ADABK0\" # Options: \"optax_lbfgs\", \"scipy_tnc\", \"active_set\"\n", "TOLERANCE = 1e-16\n", "MAX_ITER = 2000\n", "\n", "# Create objective function with fixed reference frequencies\n", "negative_log_likelihood_fn = partial(\n", " negative_log_likelihood,\n", " dust_nu0=dust_nu0,\n", " synchrotron_nu0=synchrotron_nu0,\n", " analytical_gradient=True,\n", ")\n", "\n", "sky_signal_fn = partial(sky_signal, dust_nu0=dust_nu0, synchrotron_nu0=synchrotron_nu0)\n", "\n", "# Initialize parameters for each cluster (realistic starting values)\n", "initial_params = {\n", " \"temp_dust\": jnp.full((cluster_config[\"temp_dust\"],), 20.0), # 20K dust temperature\n", " \"beta_dust\": jnp.full((cluster_config[\"beta_dust\"],), 1.54), # Dust spectral index\n", " \"beta_pl\": jnp.full((cluster_config[\"beta_pl\"],), -3.0), # Synchrotron index\n", "}\n", "lower_bound = {\n", " \"beta_dust\": 0.5,\n", " \"temp_dust\": 10.0,\n", " \"beta_pl\": -7.0,\n", "}\n", "upper_bound = {\n", " \"beta_dust\": 3.0,\n", " \"temp_dust\": 40.0,\n", " \"beta_pl\": -0.5,\n", "}\n", "\n", "print(\"Parameter initialization:\")\n", "for param, values in initial_params.items():\n", " print(f\" {param}: {len(values)} clusters, initial value = {values[0]}\")\n", "\n", "print(\"\\nRunning optimization...\")\n", "print(f\"Using solver: {SOLVER_BACKEND}\")\n", "print(\"This may take a few minutes...\")\n", "\n", "# Run optimization using unified minimize API\n", "final_params, final_state = fcs.minimize(\n", " fn=negative_log_likelihood_fn,\n", " init_params=initial_params,\n", " solver_name=SOLVER_BACKEND,\n", " max_iter=MAX_ITER,\n", " rtol=TOLERANCE,\n", " atol=TOLERANCE,\n", " lower_bound=lower_bound,\n", " upper_bound=upper_bound,\n", " nu=nu,\n", " N=N,\n", " d=noised_d,\n", " patch_indices=masked_clusters,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Optimization completed!\n", "Final function value: -1.01e+09\n", "\n", "Optimized parameter ranges:\n", " beta_dust: [1.335, 1.857], mean = 1.537 ± 0.061\n", " beta_pl: [-5.806, -1.144], mean = -2.966 ± 0.330\n", " temp_dust: [16.164, 30.748], mean = 21.764 ± 1.771\n", "\n", "CMB reconstruction completed\n", "CMB shape: Q=(29009,), U=(29009,)\n" ] } ], "source": [ "# Show optimization results\n", "print(\"\\nOptimization completed!\")\n", "print(f\"Final function value: {final_state.best_loss:.2e}\")\n", "\n", "# Display optimized parameter statistics\n", "print(\"\\nOptimized parameter ranges:\")\n", "for param, values in final_params.items():\n", " print(\n", " f\" {param}: [{jnp.min(values):.3f}, {jnp.max(values):.3f}], \"\n", " f\"mean = {jnp.mean(values):.3f} ± {jnp.std(values):.3f}\"\n", " )\n", "\n", "# Compute CMB reconstruction with optimized parameters\n", "reconstructed_signal = sky_signal_fn(\n", " final_params, nu=nu, d=masked_d, N=N, patch_indices=masked_clusters\n", ")\n", "nll = negative_log_likelihood_fn(\n", " final_params, nu=nu, d=noised_d, N=N, patch_indices=masked_clusters\n", ")\n", "\n", "cmb_reconstruction = reconstructed_signal[\"cmb\"]\n", "cmb_var = jax.tree.reduce(operator.add, jax.tree.map(jnp.var, cmb_reconstruction))\n", "cmb_np = jnp.stack([cmb_reconstruction.q, cmb_reconstruction.u])\n", "print(\"\\nCMB reconstruction completed\")\n", "print(f\"CMB shape: Q={cmb_reconstruction.q.shape}, U={cmb_reconstruction.u.shape}\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reconstructing full-sky parameter maps...\n", "Parameter map reconstruction completed!\n", "CMB maps reconstructed to full sky\n", "Parameter maps available: ['temp_dust', 'beta_dust', 'beta_pl']\n", "\\nFull-sky parameter statistics:\n", " temp_dust: [16.164, 30.748], mean = 21.735 ± 1.756\n", " beta_dust: [1.335, 1.857], mean = 1.538 ± 0.061\n", " beta_pl: [-5.806, -1.144], mean = -2.969 ± 0.321\n" ] } ], "source": [ "# Parameter Map Reconstruction\n", "\n", "# Map cluster parameters back to full sky maps\n", "print(\"Reconstructing full-sky parameter maps...\")\n", "\n", "param_maps = {}\n", "for param_name in [\"temp_dust\", \"beta_dust\", \"beta_pl\"]:\n", " # Get optimized parameter values for each cluster\n", " param_values = final_params[param_name]\n", " cluster_indices = masked_clusters[f\"{param_name}_patches\"]\n", "\n", " # Map parameter values to masked pixels using cluster assignments\n", " param_map_masked = param_values[cluster_indices]\n", "\n", " # Convert back to full HEALPix map\n", " full_param_map = get_fullmap_from_cutout(param_map_masked, indices, nside=nside)\n", " param_maps[param_name] = full_param_map\n", "\n", "print(\"Parameter map reconstruction completed!\")\n", "\n", "# Also reconstruct CMB maps for visualization\n", "cmb_q_full = get_fullmap_from_cutout(cmb_reconstruction.q, indices, nside=nside)\n", "cmb_u_full = get_fullmap_from_cutout(cmb_reconstruction.u, indices, nside=nside)\n", "\n", "print(\"CMB maps reconstructed to full sky\")\n", "print(f\"Parameter maps available: {list(param_maps.keys())}\")\n", "\n", "# Display parameter statistics\n", "print(\"\\\\nFull-sky parameter statistics:\")\n", "for param_name, param_map in param_maps.items():\n", " valid_data = param_map[param_map != hp.UNSEEN]\n", " if len(valid_data) > 0:\n", " print(\n", " f\" {param_name}: [{jnp.min(valid_data):.3f}, {jnp.max(valid_data):.3f}], \"\n", " f\"mean = {jnp.mean(valid_data):.3f} ± {jnp.std(valid_data):.3f}\"\n", " )\n", " else:\n", " print(f\" {param_name}: No valid data\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_73191/1189568572.py:11: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Results Visualization\n", "fig = plt.figure(figsize=(15, 5))\n", "\n", "# Plot the three parameter maps only\n", "hp.mollview(param_maps[\"temp_dust\"], title=\"Dust Temperature\", sub=(1, 3, 1), bgcolor=(0.0,) * 4)\n", "\n", "hp.mollview(param_maps[\"beta_dust\"], title=\"Dust Spectral Index\", sub=(1, 3, 2), bgcolor=(0.0,) * 4)\n", "\n", "hp.mollview(param_maps[\"beta_pl\"], title=\"Synchrotron Index\", sub=(1, 3, 3), bgcolor=(0.0,) * 4)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing NLLs and Gradients for multiple scales...\n", " Processing scale: 1.0e-03\n", " Processing scale: 1.0e-04\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import jax\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "\n", "# 1. Define Multiple Scales\n", "scales = [1e-3, 1e-4] # You can add more scales here\n", "points = 100\n", "steps = jnp.arange(-points // 2, points // 2)\n", "\n", "\n", "# 2. Define JIT-compiled functions (compiled once)\n", "@jax.jit\n", "def grad_nll(params):\n", " return jax.grad(negative_log_likelihood_fn)(\n", " params,\n", " nu=nu,\n", " N=N,\n", " d=masked_d,\n", " patch_indices=masked_clusters,\n", " )\n", "\n", "\n", "@jax.jit\n", "def eval_nll(params):\n", " return negative_log_likelihood_fn(\n", " params,\n", " nu=nu,\n", " N=N,\n", " d=masked_d,\n", " patch_indices=masked_clusters,\n", " )\n", "\n", "\n", "# 3. Setup Plotting Grid\n", "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", "fig.suptitle(\"Optimization Verification Across Multiple Scales\", fontsize=16)\n", "\n", "# Colors for different scales\n", "colors = plt.cm.viridis(jnp.linspace(0, 0.8, len(scales)))\n", "\n", "print(\"Computing NLLs and Gradients for multiple scales...\")\n", "\n", "# 4. Loop over scales\n", "for i, scale in enumerate(scales):\n", " print(f\" Processing scale: {scale:.1e}\")\n", "\n", " # Calculate perturbations for this scale\n", " perturbations = steps.reshape(-1, 1) * scale\n", "\n", " # Perturb Parameters\n", " final_params_perturbed = jax.tree.map(lambda p: p.reshape(1, -1) + perturbations, final_params)\n", "\n", " # Compute Results\n", " nlls = jax.vmap(eval_nll)(final_params_perturbed)\n", " grads = jax.vmap(grad_nll)(final_params_perturbed)\n", "\n", " # Extract Norms\n", " grads_beta_dust_norm = jnp.linalg.norm(grads[\"beta_dust\"], axis=1)\n", " grads_beta_pl_norm = jnp.linalg.norm(grads[\"beta_pl\"], axis=1)\n", " grads_temp_dust_norm = jnp.linalg.norm(grads[\"temp_dust\"], axis=1)\n", "\n", " # --- Plotting for this scale ---\n", " label = f\"Scale {scale:.1e}\"\n", " color = colors[i]\n", "\n", " # Plot 1: Negative Log Likelihood\n", " ax = axes[0, 0]\n", " ax.plot(steps, nlls, \"o-\", linewidth=2, color=color, label=label, alpha=0.8)\n", "\n", " # Plot 2: Gradient Norm - Beta Dust\n", " ax = axes[0, 1]\n", " ax.plot(steps, grads_beta_dust_norm, \"s-\", linewidth=2, color=color, label=label, alpha=0.8)\n", "\n", " # Plot 3: Gradient Norm - Beta PL\n", " ax = axes[1, 0]\n", " ax.plot(steps, grads_beta_pl_norm, \"^-\", linewidth=2, color=color, label=label, alpha=0.8)\n", "\n", " # Plot 4: Gradient Norm - Temp Dust\n", " ax = axes[1, 1]\n", " ax.plot(steps, grads_temp_dust_norm, \"d-\", linewidth=2, color=color, label=label, alpha=0.8)\n", "\n", "# 5. Final Plot Formatting\n", "# NLL Plot\n", "ax = axes[0, 0]\n", "ax.set_title(\"Negative Log-Likelihood\")\n", "ax.set_ylabel(\"NLL\")\n", "ax.set_xlabel(\"Perturbation Steps (x Scale)\")\n", "ax.grid(True, alpha=0.3)\n", "ax.axvline(0, color=\"red\", linestyle=\"--\", alpha=0.5, label=\"Solution\")\n", "ax.legend()\n", "\n", "# Beta Dust Grad Plot\n", "ax = axes[0, 1]\n", "ax.set_title(\"Gradient Norm: Beta Dust\")\n", "ax.set_ylabel(\"L2 Norm\")\n", "ax.set_xlabel(\"Perturbation Steps (x Scale)\")\n", "ax.grid(True, alpha=0.3)\n", "ax.axvline(0, color=\"red\", linestyle=\"--\", alpha=0.5)\n", "ax.legend()\n", "\n", "# Beta PL Grad Plot\n", "ax = axes[1, 0]\n", "ax.set_title(\"Gradient Norm: Beta PL\")\n", "ax.set_ylabel(\"L2 Norm\")\n", "ax.set_xlabel(\"Perturbation Steps (x Scale)\")\n", "ax.grid(True, alpha=0.3)\n", "ax.axvline(0, color=\"red\", linestyle=\"--\", alpha=0.5)\n", "ax.legend()\n", "\n", "# Temp Dust Grad Plot\n", "ax = axes[1, 1]\n", "ax.set_title(\"Gradient Norm: Temp Dust\")\n", "ax.set_ylabel(\"L2 Norm\")\n", "ax.set_xlabel(\"Perturbation Steps (x Scale)\")\n", "ax.grid(True, alpha=0.3)\n", "ax.axvline(0, color=\"red\", linestyle=\"--\", alpha=0.5)\n", "ax.legend()\n", "\n", "plt.tight_layout(rect=[0, 0.03, 1, 0.95])\n", "plt.show()" ] } ], "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }