{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Covariance for Angular Power Spectra with *Heracles*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates how *Heracles* computes an estimate of the covariance of the two-point statistics from a 3×2pt catalogue using the DICES method. This tutorial is heavily based on the summary statisitcs tutorial so we will reproduce the results found in said tutorial without going into the details of the analysis. We will then show how to compute the covariance of the angular power spectra using *Heracles*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Important note**\n", "\n", "This notebook is only meant to give you an idea of **how *Heracles* works**.\n", "\n", "It does **not** show everything that *Heracles* can do.\n", "\n", "**This is a toy, treat it is such!**\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d427c54f11b74556bacdcd3584ca8fdf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import healpy as hp\n", "import matplotlib.pyplot as plt\n", "import heracles\n", "import heracles.healpy\n", "from heracles.notebook import Progress\n", "\n", "# Covariance code\n", "import heracles.dices as dices\n", "\n", "import helpers\n", "\n", "with Progress(\"example data\") as progress:\n", " helpers.get_example_data(progress)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the resolution parameter for measuring spectra from *HEALPix* maps. Here, we use `nside = 128` since that is the resolution at which the example data has been created. A value `lmax` of approximate 1.5x `nside` is fairly safe in terms of errors introduced by *HEALPix*. For the purpose of this tutorial we will only use 3 tomographic bins." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "nside = 128\n", "lmax = 140\n", "nbins = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this tutorial we will use the same data as in the summary statistics tutorial. Note that the maps generated in the summary statistics tutorial might have a different resolution. Therefore we will have to up/down-scale them accordingly. Doing so, unfortunately destroys the metadata of the maps. Therefore we will have to manually re-enter the metadata." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from heracles.healpy import HealpixMapper\n", "from heracles.fields import Positions, Shears, Visibility, Weights\n", "\n", "data_maps = heracles.read_maps(\"example-data_maps.fits\")\n", "mapper = HealpixMapper(nside=nside, lmax=lmax)\n", "fields = {\n", " \"POS\": Positions(mapper, mask=\"VIS\"),\n", " \"SHE\": Shears(mapper, mask=\"WHT\"),\n", " \"VIS\": Visibility(mapper),\n", " \"WHT\": Weights(mapper),\n", "}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "data_maps = heracles.read_maps(\"example-data_maps.fits\")\n", "for key in list(data_maps.keys()):\n", " f, i = key\n", " if i <= nbins - 1:\n", " _map = data_maps[key]\n", " meta = _map.dtype.metadata\n", " new_map = hp.ud_grade(_map, nside)\n", " heracles.update_metadata(\n", " new_map,\n", " nside=nside,\n", " lmax=lmax,\n", " bias=meta[\"bias\"],\n", " fsky=meta[\"fsky\"],\n", " spin=meta[\"spin\"],\n", " )\n", " data_maps[key] = new_map\n", " else:\n", " data_maps.pop(key)\n", "\n", "# load the FITS mask\n", "vis_map = hp.read_map(\"vmap.fits.gz\")\n", "vis_map[vis_map == hp.UNSEEN] = 0.0\n", "vis_map = hp.ud_grade(vis_map, nside)\n", "heracles.update_metadata(\n", " vis_map,\n", " nside=nside,\n", " lmax=lmax,\n", " bias=0.0,\n", " fsky=meta[\"fsky\"],\n", " spin=0,\n", ")\n", "vis_maps = {}\n", "for key in list(data_maps.keys()):\n", " f, i = key\n", " if f == \"POS\":\n", " f = \"VIS\"\n", " if f == \"SHE\":\n", " f = \"WHT\"\n", " key = (f, i)\n", " vis_maps[key] = vis_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jackknife Regions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fundamental idea behind Jackknife approaches is to generate an ensemble of angular power spectra by leaving out one of the regions at a time. The covariance of the angular power spectra can then be estimated from the variance of the ensemble. Therefore, the first step is to divide the mask of the survey into regions. In order to do so, in this tutorial we will make use of the SkySegmentor library. However, any library that segments the sky into regions can be used." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import skysegmentor" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "jk_maps = {}\n", "Njk = 30\n", "jk_map = skysegmentor.segmentmapN(vis_map, Njk)\n", "for key in list(vis_maps.keys()):\n", " jk_maps[key] = jk_map" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hp.mollview(jk_maps[(\"VIS\", 1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two-point statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the computation of the two-point statistics was already covered in the summary statistics tutorial, we will not go into the details of the analysis. We will simply load the results from the summary statistics tutorial and use them to compute the covariance of the angular power spectra." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Computing Cls for regions (0,0)\r" ] } ], "source": [ "cls0 = dices.jackknife_cls(data_maps, vis_maps, jk_maps, fields, nd=0)[()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, in this tutorial we will limit ourselves to loading the thoeory power spectra from the summary statistics tutorial." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "theory = heracles.read(\"example-theory.fits\")\n", "theory_cls = {}\n", "for key in list(cls0.keys()):\n", " theory_cls[key] = theory[key][..., : lmax + 1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ensemble Computation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the ensemble of angular power spectrum effectively boils down to repeating the process presented in the two-point statistics section removing one of the jackknife regions at a time. However, a couple of extra considerations have to be made.\n", "\n", "\n", "When computing the angular power spectra from catalogues, removing one of the jackknife regions changes the sample variance of the angular power spectra by a factor of \n", "$$\n", "b_{jk} = b (1-\\frac{1}{N})\n", "$$\n", "\n", "Moreover, removing of the jackknife regions also changes the footprint of the survey which can introduce additional mixing betweeen E- and B-modes. Heracles is equiped with a mask correction routine that corrects for this effect by transforming the angular power spectra to real space, dividing the correlation function of the ratio of new footprint to the old footprint and transforming back to harmonic space. \n", "$$\n", " C_\\ell \\rightarrow \\xi(\\theta) \\\\\n", " M_\\ell \\rightarrow \\xi_m(\\theta) \\\\\n", " M^{\\rm jk}(\\theta) \\rightarrow \\xi^{\\rm jk}_m(\\theta) \\\\\n", "$$\n", "$$\n", "\\bar{\\xi}(\\theta) = \\xi(\\theta) \\frac{\\xi_m(\\theta)}{\\xi^{\\rm jk}_m(\\theta)} \\\\\n", "$$\n", "$$\n", "\\bar{\\xi}(\\theta) \\rightarrow \\bar{C}_\\ell\n", "$$" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Computing Cls for regions (30,0)\r" ] } ], "source": [ "cls1 = dices.jackknife_cls(data_maps, vis_maps, jk_maps, fields, nd=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To add numerically stability to our computations, we will also bin the ensemble of angular power spectra." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "nlbins = 10\n", "ell = np.arange(lmax + 1)\n", "ledges = np.logspace(np.log10(10), np.log10(lmax), nlbins + 1)\n", "lgrid = (ledges[1:] + ledges[:-1]) / 2" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "cqs0 = heracles.binned(cls0, ledges)\n", "cqs1 = heracles.binned(cls1, ledges)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jackknife Covariance\n", "\n", "The delete-one covariance is computed by measuring the covariance matrix of the ensemble of delete-one angular power spectra. The covariance matrix of an ensemble of $K$ vector variables $x \\in \\mathbb{R}^N$ is defined as:\n", "$$\n", "\\mathbb{C}_{ij} = \\mathbb{E} \\left[ (x_i - \\bar{x_i}) (x_j - \\bar{x_j})^T \\right]_k \\, ,\n", "$$\n", "where $\\bar{x_i} = \\mathbb{E}[x_{ik}]_k = \\frac{1}{K} \\sum_k^K x_{ik}$ is the mean over the ensemble. Therefore, one can define any covariance matrix as an expectation over an ensemble of matrices with entries:\n", "$$\n", "W(x)_{ijk} = (x_{ik} - \\bar{x_i}) (x_{jk} - \\bar{x_j}) \\, .\n", "$$\n", "such that $\\mathbb{C}_{ij} = \\mathbb{E} [W(x)_{ijk}]_k$. Therefore and associating $x$ with the angular power spectra, the computation of the delete-one covariance is then given by:\n", "$$\n", "\\mathbb{C}^{\\rm JK}_{ij} = (K-1) \\mathbb{E} [W(x)_{ijk}]_k \\, .\n", "$$\n", "\n", "Analyzing the equation above we can understand better the Jackknife approach. As we increase the number of jackknife regions, the size of each indiviual regions decreases meaning that\n", "$$\n", "\\rm{lim}_{K \\rightarrow \\infty} (x_{ik} - \\bar{x_i}) = 0 \\, ,\n", "$$\n", "such that $W_{ijk} \\rightarrow 0$ and thus $\\mathbb{E} [W_{ijk}]_k \\rightarrow 0$.\n", "However, the prefactor $(K-1)$ ensures that the Jackknige covariance doesn't vanish as $K$ increases." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "cov_jk = dices.jackknife_covariance(cqs1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " cov_jk[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=-2.5 * 10**-14,\n", " vmax=2.5 * 10**-14,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Delete-1 covariance\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Debiasing\n", "\n", "It can be shown that the Jackknife covariance errors (i.e. its diagonal entries) tend to be biased high. In other words, the Jackknife covariance matrix overestimates the variances of the angular power spectra. In order to address this, the DICES covariances introduces a second ensemble of angular power spectra, the delete-two ensemble. The delete-two ensemble is computed by removing two jackknife regions at a time" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Computing Cls for regions (29,30)\r" ] } ], "source": [ "cls2 = dices.jackknife_cls(data_maps, vis_maps, jk_maps, fields, nd=2)\n", "cqs2 = heracles.binned(cls2, ledges)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once, the delete-two ensemble is computed, the correction can be obtained by computing the expressions:\n", "$$\n", "q_{p} = K x_0 - (K-1) (x_{1 \\, k} + x_{1 \\, k'}) + (K-2) x_{2 \\, k} \\, ,\n", "$$\n", "where $x_0$ denotes the concatenated angular power spectra of the full survey, $x_{1 \\, k}$ and $x_{1 \\, k'}$ denote the concatenated angular power spectra of the survey with the $k$-th and $k'$-th jackknife regions removed respectively, and $x_{2 \\, p}$ denotes the concatenated angular power spectra of the survey with both the $k$-th and $k'$-th jackknife regions removed. Note that $p$ is an iterator that runs from 1 to $K(K-1)/2$ related to the combinations of $k$ and $k'$. \n", "\n", "Now we need to compute the variance of the q-ensemble. In order to do so, we can use the same framework as for the delete-one matrices substituting $q$ for $x$ in the expression for $W$. The correction is then given by:\n", "$$\n", "Q_{ij} = \\frac{K(K-1)-2}{2K(K+1)} \\mathbb{E} [W(q)_{ijp}]_{p} \\, .\n", "$$\n", "\n", "Finally the debiased covariance matrix is given by:\n", "$$\n", "\\mathbb{C}^{\\rm debiased} = \\mathbb{C}^{\\rm JK} - Q \\, .\n", "$$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "debiased_cov_jk = dices.debias_covariance(\n", " cov_jk,\n", " cqs0,\n", " cqs1,\n", " cqs2,\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " debiased_cov_jk[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=-2.5 * 10**-14,\n", " vmax=2.5 * 10**-14,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Debiased Covariance\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shrinkage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On top of debiasing, DICES also gives the user the option to shrink their covariance estimate to given target. This additional step can great help in reducing the noise in the covariance matrix. Moreover, shrinking towards a Gaussian estimate of the covariance has been shown to greatly help in reproducing the eigen-values of sample covariances from simulations. Thus, from here onward we will assume a Gaussian target given by:\n", "$$\n", "\\mathbb{C}^{\\rm target}_{abcd} = \\frac{C_\\ell^{ac} C_\\ell^{bd} + C_\\ell^{ad} C\\ell^{bc}}{2\\ell+1} \\, .\n", "$$" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "gauss_cov = dices.gaussian_covariance(cqs0)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " gauss_cov[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=1 * 10**-14,\n", " vmax=5 * 10**-13,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Target\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the target has been set, the shrunk covariance is given by:\n", "$$\n", "\\mathbb{C}^{\\rm shrunk} = \\lambda \\mathbb{C}^{\\rm target} + (1-\\lambda) \\mathbb{C}^{\\rm debiased} \\, ,\n", "$$\n", "where $\\lambda$ is the shrinkage factor and $\\mathbb{C}^{\\rm target}$ is the target covariance matrix. We set the diagonal entries of target covariance to those of the debiased covariance matrix. This is done in order to ensure that the variances of the angular power spectra are not shrunk.\n", "$$\n", "\\mathbb{C}^{\\rm target}_{ij} \\rightarrow \\mathbb{C}^{\\rm debiased}_{ij} \\, \\rm{if} \\, i = j.\n", "$$\n", "Moreover, we modify the off-diagonal entries of the target as:\n", "$$\n", "\\mathbb{C}^{\\rm target}_{ij} \\rightarrow \\mathbb{C}^{\\rm target}_{ij} \\frac{\\sqrt{\\mathbb{C}^{\\rm debiased}_{ii} \\mathbb{C}^{\\rm debiased}_{jj}}}{\\sqrt{\\mathbb{C}^{\\rm target}_{ii} \\mathbb{C}^{\\rm target}_{jj}}} \\, \\rm{if} \\, i \\neq j.\n", "$$\n", "\n", "Of course, the main challenge of shrinkage is finding the optimal shrinkage factor. Heracles currently provides a routine to compute an estimate of the optimal shrinkage factor based of the sample variace of the Jackknife covariance matrix computed as follows. First, $C_\\ell$'s in the ensemble as well as the target covariance are concatenated to form a single vector and matrix. Then, the mean and variance of the W-matrices associated with the concatenated vectors are computed.\n", "$$\n", "\\bar{W}(x)_{ij} = \\mathbb{E}[W(x)_{ijk}]_k \\, , \n", "$$\n", "$$\n", "\\mathbb{C}_{i_1 j_1 i_2 j_2}^{W} = \\frac{n^2}{(n-1)^3} \\, \\mathbb{E}[(W(x)_{i1 j1 k}-\\bar{W}(x)_{i1 j1 })(W(x)_{i2 j2 k}-\\bar{W}(x)_{i2 j2})] \\, . \n", "$$\n", "\n", "\n", "We now express the shrinkage factor as:\n", "$$\n", "\\lambda = \\frac{\\sum_{ij}^{i \\neq j} \\alpha_{ij}}{\\sum_{ij}^{i \\neq j} \\beta_{ij}}\n", "$$\n", "where:\n", "$$\n", "\\alpha_{ij} = \\mathbb{C}_{i j i j}^{W} - \\mathbb{C}\\rm{orr}^{\\rm target}_{ij} f_{ij} \\, ,\n", "$$\n", "$$\n", "\\beta_{ij} = \\left(\\mathbb{C}^{\\rm debiased}_{ij} - \\mathbb{C}\\rm{orr}^{\\rm target}_{ij} \\sqrt{\\mathbb{C}^{\\rm debiased}_{ii} \\mathbb{C}^{\\rm debiased}_{jj}} \\right)^2\\, ,\n", "$$\n", "and\n", "$$\n", "f_{ij} = \\frac{1}{2} \\left[ \\sqrt{\\frac{\\bar{W}(x)_{jj}}{\\bar{W}(x)_{ii}}} \\mathbb{C}_{iiij}^{W} + \\sqrt{\\frac{\\bar{W}(x)_{ii}}{\\bar{W}(x)_{jj}}} \\mathbb{C}_{jjij}^{W} \\right] \\, .\n", "$$" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7650589536847772\n" ] } ], "source": [ "shrinkage_factor = dices.shrinkage_factor(cqs1, gauss_cov)\n", "print(shrinkage_factor)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jaimerzp/anaconda3/envs/gitd/lib/python3.13/site-packages/heracles/dices/utils.py:70: RuntimeWarning: invalid value encountered in sqrt\n", " a_std = np.sqrt(a_v[..., None, :])\n", "/home/jaimerzp/anaconda3/envs/gitd/lib/python3.13/site-packages/heracles/dices/utils.py:71: RuntimeWarning: invalid value encountered in sqrt\n", " b_std = np.sqrt(b_v[..., None, :])\n" ] } ], "source": [ "shrunk_cov_jk = dices.shrink(\n", " cov_jk,\n", " gauss_cov,\n", " shrinkage_factor,\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " shrunk_cov_jk[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=-2.5 * 10**-14,\n", " vmax=2.5 * 10**-14,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Shrunk Covariance\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DICES" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the DICES covariance is obtained by imposing the correlation structure of the shrunk covariance to the debiased covariance." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "dices_cov = dices.impose_correlation(debiased_cov_jk, shrunk_cov_jk)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_90013/416151296.py:13: RuntimeWarning: invalid value encountered in sqrt\n", " flat_corr_debiased = flat_debiased_cov / np.sqrt(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 4, figsize=(10, 15))\n", "\n", "# Flattened cov_jk\n", "flat_cov_jk = dices.flatten(cov_jk)\n", "flat_corr_jk = flat_cov_jk / np.sqrt(\n", " np.diag(flat_cov_jk)[:, None] * np.diag(flat_cov_jk)[None, :]\n", ")\n", "im1 = axes[0].imshow(flat_corr_jk, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[0].set_title(\"Jackknife Covariance\")\n", "\n", "# Flattened debiased_cov_jk\n", "flat_debiased_cov = dices.flatten(debiased_cov_jk)\n", "flat_corr_debiased = flat_debiased_cov / np.sqrt(\n", " np.diag(flat_debiased_cov)[:, None] * np.diag(flat_debiased_cov)[None, :]\n", ")\n", "im2 = axes[1].imshow(flat_corr_debiased, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[1].set_title(\"Debiased Covariance\")\n", "\n", "# Flattened shrunk_cov\n", "flat_shrunk_cov = dices.flatten(shrunk_cov_jk)\n", "flat_corr_shrunk = flat_shrunk_cov / np.sqrt(\n", " np.diag(flat_shrunk_cov)[:, None] * np.diag(flat_shrunk_cov)[None, :]\n", ")\n", "im3 = axes[2].imshow(flat_corr_shrunk, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[2].set_title(\"Shrunk Covariance\")\n", "\n", "# Flattened dices_cov\n", "flat_dices_cov = dices.flatten(dices_cov)\n", "flat_corr_dices = flat_dices_cov / np.sqrt(\n", " np.diag(flat_dices_cov)[:, None] * np.diag(flat_dices_cov)[None, :]\n", ")\n", "im3 = axes[3].imshow(flat_corr_dices, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[3].set_title(\"DICES Covariance\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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ePVq1apXS09NlMpm0c+fOC7bZunWrJk+eLIfDofz8fO3du3f0AwUAAAAAYAAkBYapo6NDCxYs0COPPHLR13fs2KENGzbogQce0KFDh7R06VIVFRWpsrKyb5v8/HzNnTv3gsfp06dH620AAAAAAMKYNdQBjFdFRUUqKioa8PUHH3xQ99xzj+69915J0sMPP6zdu3dr27Zt2rJliySprKwsaPF4PB55PJ6+ZbfbHbRjIzx4fH519wTU3t2jhBh7qMMJS15fQMUvVkiS1hdOk81K3hYAAAAji0+cI8Dr9aqsrEwrVqzot37FihXat2/fiJxzy5YtcrlcfY+srKwROQ8mpndOt+rVY4169ViDHnr+qN6uaQ11SH1oqggAAACMHJICI6ChoUF+v1+pqan91qempqqurm7Qx1m5cqXuvPNO7dq1S5mZmZdsHvjtb39bra2t+vd//3fNnDlT06ZNG3b8CC9t3T36/cFqdfX4FW23qqmjR78tq1Jbd0+oQwMAAAAwwhg+MIJMJlO/ZcMwLlh3Kbt37x70tna7XXa7Xa+//rpOnDghwzAGvS/CW0tnj1q7ehRjtyrCYlaa06HGDo9aOnsU64gIdXhhh2EcAAAAGE1UCoyApKQkWSyWC6oC6uvrL6geGMhwZy648cYbNXXqVE2ePHnIcSM8xUVFyBUZoXaPTz3+gOrc3XJFRSguioTAaBvLwzgAAAAwMZEUGAE2m035+fkqKSnpt76kpERLliy57P6DmbkACJZYR4Q+vTBTkREWdXh8SoiO0J35WVQJjDKGcQAAACAUGD4wTO3t7aqoqOhbPnHihMrLy5WQkKDs7Gxt3LhRa9eu1aJFi7R48WI99thjqqys1Lp16y577MHMXDCQl19+WceOHWP4AIZkTrpLi6cmytMT0FdvmkbZeggwjAMAAAChQFJgmA4cOKDCwsK+5Y0bN0qS7rrrLm3fvl1r1qxRY2OjNm/erNraWs2dO1e7du1STk7OJY97fuaCb33rW/3WD3bmghtvvFFvv/22/H6/jh49Oox3hnBlt1pkt1oUwxfQkDg/jOO9ujbF2K2qc3crKdbGMA4AAACMKJICw/Txj3/8snfj77vvPt13331DOu5wZy7weDzyeDzq7u5WIBBQINA7dZvb7R7S+TEyevwBeTweSVJbm1sRlisbuTPWjxdMYzm2YFs5M16HTjWprcur6UkOFc1KkOHtktvbFerQRhTXKQAAgNAhKTBGDXXmgi1btuj73//+BeuzsrKCHhuGwWyVa/FnJUnffvVJKeC78uNd/39kttr1nTufkNHdNrbiC6axHFuwfei/6wv7ntCPr/S/KwAAAHAZJoPB52OK1+tVVFSUfvvb3+qXv/ylXnrpJS1btkwZGRkqLy/Xyy+/fNH9zlcK/PSnP9VPf/pT+f1+VVRUqKqqSk6nc5TfBT6qxx/QT1+pkiT9w3VZV3y3+80at/7luWPy+AJamOXU6qsmKS8tZszEF0w9/oCKXz6lbl9AX7o+S/FRtlCHNGLG8n+HkeR2u5WVlaXW1lauVwAAAKOMSoEx5sMzF3zta1/T3//93+sXv/iFSkpKdNtttw24n91ul91ul8PhkNls7hva4HQ6+ZA9Bnh9Adntvc37YmOdslmH/2WvrbtHu4+ckjcgxUba1N5j0p/ea9Kc7ORhN6QLZnzBdqiyWWXVberu8etnr9VqTUG25ma4Qh3WiBjL/x0AAAAwMZEUGIM+PHOBxWLRG2+8odra2kHNXMDsA2OXx+dXd09A7d09V9TdP5y61H94mr6YD03Tl5MYNeHeKwAAABAK3IYahj179mjVqlVKT0+XyWTSzp07L7rd1q1bNXnyZDkcDuXn52vv3r2DOv6aNWv08MMPa/PmzfqHf/gHNTQ0DGrmAql39oGpU6dq8uTJQ3lLGGHvnG7Vq8ca9eqxBj30/FG9XdM67GOd71Lf7vGpxx9QnbtbrqiICdml/mIJkNbOHrV09gz7mF5fQA+VHNVDJUfl9QWCGO2Vs1nNun/5DN2/fAZVAgAAABgVfOocho6ODi1YsECPPPLIgNvs2LFDGzZs0AMPPKBDhw5p6dKlKioqUmVlZd82+fn5mjt37gWP06dP67777tPJkyf13HPPadmyZbrhhhtG461hBHz4bnf0h+52t3UP74ttrCNCn16YqcgIizo8PiVER+jO/KwJeec8nBIgAAAAQCgwfGAYioqKVFRUdMltHnzwQd1zzz269957JUkPP/ywdu/erW3btmnLli2SpLKysqDFdL7R4AsvvMDwgTFmJMr956S7tHhqojw9AX31pmlXNBxhLDufAHmzunVMJkC8voCKX6yQJK0vnMbdfQAAAIw7fIIdAV6vV2VlZVqxYkW/9StWrNC+fftG5JxbtmyRy+XS008/La/Xq56e4ZdXI7hG6m633WqRMzJCMWPkC/JIOZ8AWTI1Sfd/YkZQmgx6fH61dvWofZjVGiN1LAAAAGC0USkwAhoaGuT3+5WamtpvfWpqqurq6gZ9nJUrV+rgwYPq6OhQZmamnn76aRUUFFx0229/+9vauHFj3/L5Kb4QemP9brf0wVj2scputchutQQlAXK+v0N3j1/+QOCKZjMI5rEAAACAUCApcM6mTZv0/e9//5LblJaWatGiRYM+pslk6rdsGMYF6y5l9+7dg972/JSEGJvCpdxfGtsl9cGczYCZEQAAADARkBQ45ytf+Yo+97nPXXKb3NzcQR0rKSlJFovlgqqA+vr6C6oHED6CebcbwxPM/g7hNDUkAAAAJi6SAuckJSUpKSkpKMey2WzKz89XSUmJVq9e3be+pKREt912W1DOgZE3lu94j3Uen1/dPQG1d/eMqaqI8/0d3qtrU4zdqjp3t5JibcPq7xDMYwEAAAChQlJgGNrb21VRUdG3fOLECZWXlyshIUHZ2dmSpI0bN2rt2rVatGiRFi9erMcee0yVlZVat27diMZWXFys4uJi+f3+ET3PWMSX+LEh2OPsg9nvIJj9HcZDrwgAAADgckgKDMOBAwdUWFjYt3y+wd9dd92l7du3S5LWrFmjxsZGbd68WbW1tZo7d6527dqlnJycEY1t/fr1Wr9+vdxut1wuGp5dqbF6x3usGg/j7IPZ3+Hq7Hj9+t5r1dLZo7ioiDHzHgEAAIDBIikwDB//+MdlGMZlt7vvvvt03333jUJEHwjnSoFgG8ud5cfqbAHjYZy9zWrWt4pmB+14sQ6SAQAAABi/qK+eYNavX6/Dhw+rtLQ01KGERLDmjP/wHe/oD93xbmMu+ks6P86+3eNTjz+gOne3XFERjLMHAAAAxiiSAmPYH//4R82cOVPTp0/Xz372s0HtU1xcrLy8PBUUFIxwdGPP+Tv7rx5r0EPPH9XbNa3DPtbF7ni3dvaopXN4SYHzd/bvXz5jQvc6OD/OPjLCwjh7AAAAYBxg+MAY5fP5tHHjRr344otyOp1auHChPv3pTyshISHUoY1JwR7LTmf54WOcPQAAADB+TNxbluPc/v37NWfOHGVkZCg2Nla33HKLdu/efdn9wnX4QLDv7HPH+8rEOiKUlTB2mgsCAAAAuDiSAiNgz549WrVqldLT02UymbRz586Lbrd161ZNnjxZDodD+fn52rt3b99rp0+fVkZGRt9yZmamampqLnvucB0+MBJj2c/f8f7ZXQX6xs2zxkyTQQAAAAAIFpICI6Cjo0MLFizQI488MuA2O3bs0IYNG/TAAw/o0KFDWrp0qYqKilRZWSlJF53dwGQyjVjM491I3dnnjjcAAACAiYyeAiOgqKhIRUVFl9zmwQcf1D333KN7771XkvTwww9r9+7d2rZtm7Zs2aKMjIx+lQHV1dW69tprBzyex+ORx+PRCy+8oGPHjg1qysSJhrHsAAAAADA0VAqEgNfrVVlZmVasWNFv/YoVK7Rv3z5J0jXXXKO3335bNTU1amtr065du7Ry5coBj7llyxa5XC49/fTT8nq96ukJz6nzuLMPAAAAAINHUiAEGhoa5Pf7lZqa2m99amqq6urqJElWq1X/8R//ocLCQl199dX6p3/6JyUmJg54zG9/+9tqbW3te1RVVY3oewAAAAAAjH8kBQZp06ZNMplMl3wcOHBgSMf8aI8AwzD6rbv11lt19OhRVVRU6Itf/OIlj2W32+V0Ovs9AAAAAAC4FHoKDNJXvvIVfe5zn7vkNrm5uYM6VlJSkiwWS19VwHn19fUXVA8AAAAAADBSSAoMUlJSkpKSkoJyLJvNpvz8fJWUlGj16tV960tKSnTbbbcF5RwAAAAAAFwOSYER0N7eroqKir7lEydOqLy8XAkJCcrOzpYkbdy4UWvXrtWiRYu0ePFiPfbYY6qsrNS6deuu6NzFxcUqLi6W3++/ouMAAAAAACY+kxGOc9eNsJdeekmFhYUXrL/rrru0ffv2vuWtW7fqxz/+sWprazV37lw99NBDuuGGG4ISg9vtlsvlUmtrK/0FAIxpXK8AAABCh6TABPPhSoGjR4/yIRvAmEdSAAAAIHRICkxQfMgGMF5wvQIAAAgdpiQc41avXq34+Hh95jOfGdT2xcXFysvLU0FBwQhHBgAAAAAY70gKjHFf+9rX9Mtf/jLUYQAAAAAAJiCSAmNcYWGhYmNjB739+vXrdfjwYZWWlo5gVAAAAACAiYCkwAjZs2ePVq1apfT0dJlMJu3cufOi223dulWTJ0+Ww+FQfn6+9u7de0XnZfgAAAAAAGCwSAqMkI6ODi1YsECPPPLIgNvs2LFDGzZs0AMPPKBDhw5p6dKlKioqUmVl5ShGCgAAAAAIV9ZQBzBRFRUVqaio6JLbPPjgg7rnnnt07733SpIefvhh7d69W9u2bdOWLVuGdD6PxyOPx6MXXnhBx44dk8/nkyRVV1fTzRvAmNbS0iJJampqCm0gAHAZhmGora1N6enpMpu5twZgYiApECJer1dlZWX61re+1W/9ihUrtG/fviEfb8uWLfr+979/wfo5c+YMO0YAGE2TJ08OdQgAMChVVVXKzMwMdRgAEBQkBUKkoaFBfr9fqamp/danpqaqrq6ub3nlypU6ePCgOjo6lJmZqaeffvqi/QK+/e1va+PGjX3Lzc3Nys3NVVVVFZUCAMa06upqzZkzh+sVgDHP7XYrKytrSE2gAWCsIykwBJs2bbro3fgPKy0t1aJFiwZ9TJPJ1G/ZMIx+63bv3j2o49jtdtnt9gvWO51OPmQDGNPOX6O4XgEYLz76+Q0AxjOSAkPwla98RZ/73OcuuU1ubu6gjpWUlCSLxdKvKkCS6uvrL6geAAAAAABgJJAUGIKkpCQlJSUF5Vg2m035+fkqKSnR6tWr+9aXlJTotttuC8o5AAAAAAC4FJICI6S9vV0VFRV9yydOnFB5ebkSEhKUnZ0tSdq4caPWrl2rRYsWafHixXrsscdUWVmpdevWhSpsAAAAAEAYISkwQg4cOKDCwsK+5fNNAO+66y5t375dkrRmzRo1NjZq8+bNqq2t1dy5c7Vr1y7l5OSEImQAAAAAQJgxGYZhhDoIBJ/b7ZbL5dKMGTNksVi0fv16rV+/PtRhAcAFqqurlZWVxfUKwJh3/vNVa2srjVEBTBhUCkxwpaWl/KMFYFzgegUAADD6zKEOAAAAAAAAhAZJAQAAAAAAwhRJAQAAAAAAwhRJAQAAAAAAwhRJAQAAAAAAwhRJAQAAAAAAwhRJAQAAAAAAwhRJgQmuoKBAeXl5Ki4uDnUoAHBJXK8AAABGnzXUAWBklZaWyul0hjoMALgsrlcAAACjj0oBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEkBAAAAAADCFEmBCa6goEB5eXkqLi4OdSgAcElcrwAAAEafNdQBYGSVlpbK6XSGOgwAuCyuVwAAAKOPSgEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSQEAAAAAAMIUSYFx5sSJEyosLFReXp7mzZunjo6OUIcEAAAAABinrKEOAENz99136wc/+IGWLl2qpqYm2e32UIcEAAAAABinSAqMI++8844iIiK0dOlSSVJCQkKIIwIAAAAAjGcMHwiiPXv2aNWqVUpPT5fJZNLOnTsv2Gbr1q2aPHmyHA6H8vPztXfv3kEf//3331dMTIxuvfVWLVy4UD/60Y+CGD0AAAAAINxQKRBEHR0dWrBggb7whS/ojjvuuOD1HTt2aMOGDdq6dauuu+46PfrooyoqKtLhw4eVnZ0tScrPz5fH47lg3+eee049PT3au3evysvLlZKSoptvvlkFBQVavnz5iL83AAAAAMDEQ1IgiIqKilRUVDTg6w8++KDuuece3XvvvZKkhx9+WLt379a2bdu0ZcsWSVJZWdmA+2dmZqqgoEBZWVmSpFtuuUXl5eUkBQAAAAAAw8LwgVHi9XpVVlamFStW9Fu/YsUK7du3b1DHKCgo0JkzZ9Tc3KxAIKA9e/Zo9uzZl9zH7Xb3e1ysCgEAxgKuVwAAAKOPpMAoaWhokN/vV2pqar/1qampqqurG9QxrFarfvSjH+mGG27Q/PnzNX36dH3qU5+65D5ZWVlyuVx9j/MVCQAw1nC9AgAAGH0MHxhlJpOp37JhGBesu5TLDVH4qKqqKjmdzr5lpjAEMFZxvQIAABh9JAVGSVJSkiwWywVVAfX19RdUDwST0+ns9yEbAMYqrlcAAACjj+EDo8Rmsyk/P18lJSX91peUlGjJkiUjdt6CggLl5eWpuLh4xM4BAMHA9QoAAGD0USkQRO3t7aqoqOhbPnHihMrLy5WQkKDs7Gxt3LhRa9eu1aJFi7R48WI99thjqqys1Lp160YsptLSUu68ARgXuF4BAACMPpICQXTgwAEVFhb2LW/cuFGSdNddd2n79u1as2aNGhsbtXnzZtXW1mru3LnatWuXcnJyQhUyAAAAACCMmQzDMEIdBILP7XbL5XJpxowZslgsWr9+vdavXx/qsADgAtXV1crKyuJ6BWDMO//5qrW1lcomABMGlQITHOW4AMYLrlcAAACjj0aDAAAAAACEKZICAAAAAACEKZICExxTfAEYL7heAQAAjD56CkxwjNEFMF5wvQIAABh9VAoAAAAAABCmqBQAAGCUeX0BFb9YIUlaXzhNNis5egAAEBp8CgEAAAAAIEyRFJjgaNwFYLzgegUAADD6GD4wwdG4C8B4wfUKAABg9FEpAAAAAABAmApKUqCxsTEYhwEAAAAAAKPoiocPfP7zn9fp06fV0tKi+fPn60tf+pKuvfZaSdKLL76o06dP62//9m+vOFAAAAAAABBcV1wpsHz5cjU3N+vv/u7vdNNNN+nJJ5/UZz/7WR0+fFiFhYX66U9/Gow4AQCYUBraPWrq8MowjCs+ltcX0EMlR/VQyVF5fYEgRAcAAMLFFScF1q5dq2eeeUYmk0lPPPGEnnzySb322mu66qqrNGPGDN14443BiBPDRDdvAONFOF2vfP6ATjV26uiZNv3qtVN6o6pFPX6+zAMAgNEXlNkHMjIy9PWvf11f//rXJUmdnZ1qbW3Vm2++qSeeeCIYp8Aw0c0bwHgRTtergGEoKcam+jaPWjp79Jf36vXq8UbNz3BpQVacou1MDgQAAEbHkD51tLe36z//8z918803a+HChQNuFxUVpaioKE2aNEnLly+/4iABAJhIbFaLchKjlREfqRtmJOmtGrfcXT16/USTDpxq1qy0WC3MiVdSjD3UoQIAgAluSMMHiouL9cMf/lDR0dGDP4GZWQ8BALgYq9msq7Li9YUlufrU/Ema5HLIHzD0zmm3fvXqKT19qFqnGjuC0ncgVOh3AADA2Dakb+y///3v9fd///eaOXPmgNv85S9/UWFhod54440rDg4AgHBgNps0PTVWn7smW2sKsjQ9NUYmk3SyoVO/P1ijX79eqXdOt8ofGPnkAF/iAQAIL0NKChw+fFgrV6685DY33XSTOjs79T//8z9XFBgAAOEoPS5Sn5qfrruX5Oqq7DjZrGY1tHn03Dtn9PO/ntD+E03q7vGHOkwAADBBDKmngN/vV2xs7GW3W7NmDQ0GAQC4AnFRNhXOTNHiKYl6q6ZV5ZUtavf49EpFg/afaNScdJeuzo5TXJQt1KECAIBxbEiVApMmTdKxY8cuu928efNUWVk57KAQPOE0xReA8Y3r1cU5IiwqyE3Q318/WSvnpCk51q4ev6HyqhZt33dS//vGaZ1u6RrXfQeGguENAAAE15AqBW688Ub94he/0N///d9fcjuLxaKWlpYriQtBEk5TfAEY37heXZrFbFJeulOzJ8WqqqlLByubdaKhQxX17TpS16Z3a91KirGrzt2tdJdDVktoG/36/AHVt3lU1dSpo2fa5A8YeqWiQZnxkUpxOuR0WGUymUIaIwAAGGJSYN26dVq8eLF+8IMf6Lvf/e6A2x0+fFjJyclXHBwAAOjPZDIpOzFK2YlRamz36GBli96paVW7x6d2j09PllbJZjUrKcauNJddqU6H0pwOxUfZZDaPzJdwwzDU5vGptqVbta1dqmvtVn2bR/6AIX/AUFOHV5JUdqpZ5VUtkqRIm0Wpzt74zj9i7EP6WHLFvL6Ail+skCStL5wmm5UZkwAA4WdI//pec801+sY3vqHvfe97evvtt/WDH/xA06ZN67fN2bNn9W//9m8qLCwMaqAAAIx1Hp9f635VJpPJJJOk3hvhJplM6lvufUU6drZdkvR+fbssZtOHXteH9r9wX5PpwuP2+ANqaPeoxx/QvmMNCgQknXvt/LPFbFK0zaoYh1Uxdqui7VbZrea+c+vcOQOGodKTTTLJJLOpQlaLWREWkyIsZlktZtksJplNJnV4fWrv9snd7VNrZ4+8/oCs5vPb9T47HVZlJkSpzt0tq9mkuRlONXZ41dDmVZfXr5MNnTrZ0Nn3+4uxW5XSL1FgV5RtdBMFAACEmyH/S7tlyxbZ7Xb98Ic/1O9+9zstXbpUV111lSZNmqRTp07pySefVEdHh771rW+NRLwAAIxpVotZvcP7DRmGZMiQETBkSOeWpUDAULfPLxlSU4dXJp3b7tzrMj5YDhj991W/5Q+2ae3qkSHJ0e2T3zDk8xvy+gPyBQz5/IEP9pf6+g+YTJLZZJLJZJL53M+S1O7xyTCkI2faZBiGevyGvL6AfIGAhjMrotnU+3v5y3v1inFY5XREKDLCogiLSWazSYbR+z5sVrMibRZF26yKtlkVabMoPtr2QUVBrENxURFX8F8HAAB81LDS75s2bdKqVav0gx/8QH/605/08ssv9702ZcoUPfnkk8rLywtakAAAjAd2q0U//fyiy24X7LL1yx0vEDDU2OHVGXe3zri7VefuVkObV4GLNCeMdVh18FSzHBEWLZ2RrIY2j9o9vr7XDcOQ3zDksFqUFGtXUoxNidE2OSMjFDCkLq9fnV6/unt6n9u6e7T7nTr1+A1dnR2nLq9frV09/R7uc88d3gunWoyMsCjKfi5RYLcoxm6Vu8unWIdVrsgIpbscctgsslstslnNsp979P78wTqb1Syr2UQfAwAAPmLYNXn5+fl6+umn1dnZqXfeeUctLS1KS0vTvHnzghkfAAATjs1q1v3LZ4za+cxmk5Jj7UqOtWtuhktS75CDs20e1bm7Ve/uVl1rt5o7e9TS2aPGcz0Ajp0b2mA29e4/yeXQpDiHJjkj5YwcXKNAry+g2tZuSZdPgPT4A2ru8Kq+zaOzbR7VtHTpVGOHqpu7VNvarbNtHp1q7FTnueTBgVPNMpukWEeE4iIjFB/dm6CIj7YpIdqmyAhL/9+DySR7hFk2i1n2CLMsJpOO1LUpwmJSfVu3MuOjhvX7BQBgPLvigXpRUVEqKCgIRiwAAGCURFjMSo+LVHpcZN+67h6/qps6VdfarW6fX0umJio7MUqpTociRmE2gwiLWSlOh1KcjgG3ae3s0Y///K5aunxakOXSGbdHta3dOt3SpdMtXXqjukXnCyCibRYlxtiVHGtTcoxDKU674iIj1GUySV2SP2CoubM3AbKjtEqLchO0eEoiDQcBAGGF7j0AAECS5IiwKDsxWhnxvYmCRbkJY+4LcqTNoqRYh5JipbuXTL4gvu4ev0429k7V+P6Zdr1X59bbNW6VnWqRJEXZLJqeEqNZaU5NS4nRJJdDXl9vz4WDp5r1/pk2Fc5K0dTkmBC8OwAARh9JgQmuoKBAFotF69ev1/r160MdDgAMiOsVgsERYdGsNKdmpTn7rW/u8Oqd0269VdOqt2tatef9s9pxoEqSFBcZIV/AkCPCoqQYm54pP61pKTH6+MxkxTpobAgAmNhICkxwpaWlcjqdl98QAEKM69XENNr9EwYSH23T9dOTdP30pL51Jxs69C9/ek+nW7tU1dyp9+raZBhSQpRNWQmR+st79frsokxdOzlRZjMNCgEAExNJAQAAEJbS4yI1My1WM9Nitb5wmjo8Pu071qiSw2f08tF6vVHdqj+U1yg7IUqfWpCu1VdnMKwAADDhkBQAAABQbzXBJ+dP0ifnT1IgENBz75zR7w5W6/jZDv3XS8f0yF8qNCU5Wivy0rQ8L1VXZ8VRQQAAGPdICgAAAHyE2WzWzfMm6foZyXr5yFm9c7pVVU2dqmzq1OP7K/VfLx9Tcqxdt8xN061XpWthdvygpmgEAGCsGXZSwGw2D/iPn8lkUlxcnBYtWqRvfvObKiwsHHaAAAAA5wWzR8FgjhVjt+qT8ycpL92pv7xXrynJMQoYhqxmkxravfrzO3X6xaunlBEXqVUL0nXrgnTNnhRLggAAMG4MOynwve99T7/85S/V1tamVatWKTU1VbW1tXr22WcVGxurW2+9Vc8//7yWL1+uP/3pT1q+fHkw4wYAABg1k5OitfZjOXr9RKMOnmpRwDCU5nJo29/mq7vHr/99s1ZPnKsgSIiy6fOLc3RnQZYy4iJDHToAAJc07KRAQkKC0tLS9NZbbyk6OrpvfXt7u5YvX66MjAyVl5dr+fLl+uEPf0hSAAAAjGs2q1lLpydrZlqsXni3XnWt3Xr56FlNcjl0//LpeuCW2frO02/pyJk2Pbb3uH7yl/d1/bQk3bkoSyvyUuWIsIT6LQAAcAHzcHf8z//8T/3jP/5jv4SAJMXExOgf//EftXXrVlmtVq1bt04HDx684kABAADGgpRYh9YsylLhrBTZrGbVtnbr8derVHqySdkJUbp5Tppe+eZN+tc75qu7x6+vPX5I1/zweX3vD2/r7ZpWGYYR6rcAAECfYVcKVFdXKyIi4uIHtVpVV1cnSZo0aZJ6enqGexoAAIAxx2w26aqsOE1LidFLR+r1/pl2lZ1q1pvVLcpNjFaUzaLPLsrSZxdl6djZdv2urFpPlVXrl6+e0qy0WK0pyNLqqzMUF2UL9VsBAIS5YVcKzJw5Uz/5yU/k8/n6rff5fPrJT36imTNnSpJqa2uVnJx8ZVECAIABnW+Yd//yGbJZh/1PO4Yhxm7Vp+an69ar0hXrsMrjC+jImTb9+vVKHapsVnePX1OTY/TNm2dp37du0s/vXqScxCj98Nl3dc2PXtCGJw7p1WONVA8AAEJm2JUCmzdv1h133KFp06bp9ttvV2pqqs6cOaOdO3eqpqZGTz31lCSppKREixcvDlrAAABg5ASzu384mZoco9RrHXq31q0zbR41d3j10pGz2nesUbPSYjU/M07JsXbdNCtVN81K1dk2j546WK0dpVXaWf6achOjtKYgW5/Jz1RyrD3UbwcAEEZMxhWkpv/85z/re9/7nsrKymQYhkwmkxYtWqTNmzdr5cqVwYwTQ+R2u+VyuTRjxgxZLBatX79e69evD3VYI8rrC6j4xQpJ0vrCadwtA8aJ6upqZWVlhdX1ChPT+X+HfIGACmem6HCtW43t3r7XM+IiteDckAOLuXfKQsMw9PqJJu0ordKzb9UqEDC0bHaKPndNtm6Ynty3HcaG85+vWltb5XQ6Qx0OAATFFSUFzuvs7FRzc7Pi4+MVFRUVjLhwhcLxHy2SAsD4dD4pEE7XK0xMH/13KMJiUnVzl96sblVFfbsC5z5yRdstmpvu0txMl5yOD/oztXb26OlD1XqitErv1bUp3eXQnYuydOeiTGXG8/lqLAjHz1cAJr5hDx/4sKioKJIBAAAAH2IymZSVEKWshCi1e3x6q7pVb9e0qt3j0+snmlR6sllTkqO1IDNOWQmRckVF6O7rJuuuJbl6o7pVO0or9bO9x/Wff3lfN0xP1ucKsrRsdipJbwBAUAUlKXD27Fl1dXVdsD47OzsYhwcAABjXYuxWLZ6aqGsmJ+j42XaVV7WourlLFfXtqqhvV0K0TfMzXZo9ySlHhEVXZcXpqqw4ffeTefrjm6f1+P4qffk3B5UUY9MdCzO1piBLU5JjQv22AAATwLCTAm1tbbr//vv1+OOPq7u7+6Lb+P3+YQcGAAAwngymSaPFbNL01FhNT41VQ7tHb1W36nCtW03nGhO+UtGgWWlOzc9yKS7Spsf2HJckPfmlxTre0K4n9lfpidIqPbrnuK6ZnKC/uSZLRXMnyRFhGY23CACYgIadFNiwYYP+53/+R/fcc4/mz58vu51OuQAAAIOVFGNX4awULZmWqPdq2/RmdYsa2r16q6ZVb9W0KtVpV0O7R05HhLy+gGamxmrTrXP0raJZ2v1OnZ7YX6X7d7yh/+cP72j11Rm6c1GW5qQ7ZTJd2JyQvjsAgIEMOynw7LPP6l/+5V/09a9/PZjxAAAAhBW71aIFWXGan+nq15jwdEu3KurbJUn/9fIxWS0m2axm2Sxm2a1m3XZVuj4+M1kHTjXr6UM1+sWrp5Qe59D105L08ZnJmpIcI5vF3JcA6O7xy8psBgCAjxh2UqC7u1vz5s0LZiwAAABh66ONCcsrm/VmdYs8voAkyTAkT09Anp6A2j60X94kp2amxqqyqVPvn2nTzkOn9eSBaiXF2DQjNVYzUmMVY7eqvKpFkvT7g9ValJugKUnRMpMkAICwN+ykwC233KK9e/fqpptuCmY8AAAAYS/GbtU1kxNVerJZhmHoizdMlUy9wwB6/AF5fQF5fL3P3nPL59e3e3wqr2rRgZNNKj3ZpH3HGjXJ5VCExaz4qAhVN3eptvW0nJERuirLpTnpLnoSAEAYG3ZS4Lvf/a4+85nPKDY2VqtWrVJiYuIF2yQkJFxRcAAAAOHOZDo3bMBqlgbZwmnVgnRJUofHpxfeq9cf3zitF96rV2VTp5o7e5SbGKXcpGi5u3r06rFGzZ7k1IKsOCXF0CMKAMKNyTAMYzg7ms2949Mu1szmPGYfCB232y2Xy6XW1lY5nc5QhzMqaKIEjE/V1dXKysoKq+sVMNq8voAeKjmqU40dMiS9fPSsOr1+pTrtmpwYrWkpMUqMsSs7IUpXZcdpciJDCy4mHD9fAZj4hl0p8L3vfe+SCQEAAACMDTarWd8smtW33N3j18tHz2rXW7UqOXxGr51oUnxUhKanxKrsVLOmJkfrquw4hhYAQBgYdlJg06ZNQQwDmNioYgAAjCWOCItWzknTyjlp8vj8+uv7DfpD+Wk9/+4Z7T/ZJFdkhKanxGjWpFh9fEayrs6OVyJDCwBgQhpSUqCyslKTJk1SRESEKisrL7t9dnb2sAMDAADAyLNbLVo2O1XLZqfK6wvorxVn9cT+Kv21okEHTjXrmfLTmpYSo6XTk7VqwSRNSYphaAEATCBDSgpMnjxZr776qq655hrl5uZedvgAPQUAAADGD5vVrJtmpeqmWanq8fn1x7dq9VRZjQ5WNutgZYt+8/opXZOboDsXZerAyWZZLWYq4ABgnBtSUuDnP/+5pk6d2vczPQVG15EjR7RmzZp+y48//rhuv/320AUFAAAmpAirRauvztTqqzPV1OHV4/tPaeeh0/rT23UqefeMEqJtmpvuUmtXj5JjGVoAAOPVsGcfQGi1t7crNzdXp06dUnR09AWvh2N33LE8bn8sxwaEGrMPAOOH1xfQKxUN+u99J7SvolG+gKFPzE7RP62cpZlpsaEOb8SF4+crABPfsL6ZdHV1KSMjQ//7v/8b7HgwSM8884yWLVt20YQAAADASLBZzSqclaKfrl2kzxVkaV66U4dPu7Xy4T36yv8c1KnGjlCHCAAYomElBSIjI9XV1cUX0o/Ys2ePVq1apfT0dJlMJu3cufOCbbZu3arJkyfL4XAoPz9fe/fuHda5nnzyyX5DCQAAAEaLyWRSYoxdN81OVcnGG/Wvd8zTgZPN+sSDL2vLrnfV3UNfKQAYL4Zdw7xs2TI9//zzwYxl3Ovo6NCCBQv0yCOPXPT1HTt2aMOGDXrggQd06NAhLV26VEVFRf1mcsjPz9fcuXMveJw+fbpvG7fbrVdeeUW33HLLiL8nAACAj7JZzbp/+Qzdv3yGou1WrSnI1ov/+HF9fdl0/fe+k7rlJ3tVdqop1GECAAZhSI0GP+w73/mO7rjjDjkcDn3605/WpEmTLmg8mJCQcMUBjidFRUUqKioa8PUHH3xQ99xzj+69915J0sMPP6zdu3dr27Zt2rJliySprKzssuf5wx/+oJUrV8rhcFx2W7fb3W/ZbrfLbqcZEICxh+sVML5F2iz6yk3TdfPcSfqn372hz/zXq/pK4TRt+MQMWZjCEADGrGFXCuTn5+vkyZPatGmTFixYoJSUFCUnJ/d74ANer1dlZWVasWJFv/UrVqzQvn37hnSsoQwdyMrKksvl6nucTz4AwFjD9QqYGKalxOh365bo/y6foeIXK3T3f+9Xa2dPqMMCAAxg2JUC3/ve95iScAgaGhrk9/uVmprab31qaqrq6uoGfZzW1lbt379fTz311KC2r6qq6tcdl7tuAMYqrlfAxGExm/SVm6brqqx4bXu5gll3AGAMG3ZSYNOmTUEMI3x8NJFiGMaQkisul0tnzpwZ9PZOp5MpcwCMC1yvgInn+ulJun56UqjDAABcwrCTAue1trbqtddeU0NDg2655RbFx8cHI64JJykpSRaL5YKqgPr6+guqBwAAAAAAGA1XVMv1//6//6/S09NVVFSkz3/+8zpx4oSk3pkJ/uVf/iUoAU4UNptN+fn5Kikp6be+pKRES5YsGbHzFhQUKC8vT8XFxSN2jrGkrbtHVU2doQ5jxHl9AT1UclQPlRyV1xcIdThAUITb9QoAAGAsGHalwNatW/X9739f9913n4qKivTJT36y77VPfepT+v3vf69vfetbQQlyvGhvb1dFRUXf8okTJ1ReXq6EhARlZ2dr48aNWrt2rRYtWqTFixfrscceU2VlpdatWzdiMZWWloZNOW6X16/DtW4ZhlTb0qWcpOhQhwRgCMLpegUAADBWDDsp8Mgjj2jjxo368Y9/LL/f3++16dOn6/3337/i4MabAwcOqLCwsG9548aNkqS77rpL27dv15o1a9TY2KjNmzertrZWc+fO1a5du5STkxOqkCeUSJtFyTF21bd5VFbZTFIAAAAAAC5j2MMHjh8/rpUrV170tdjYWLW0tAz30OPWxz/+cRmGccFj+/btfdvcd999OnnypDwej8rKynTDDTeMaEzhVo47yRUpSTp+tkON7Z4QRwNgKMLtegUAADAWDLtS4FJd8E+ePKmUlJRhB4XgCbdy3EibRfFRNklS2almrZiTFuKIwo/XF1Dxi73DaNYXTmMaKgxauF2vAAAAxoJhf1pftmyZfvzjH6ujo6Nvnclkks/n07Zt2wasIgBGWnqcQ5L0Xl2b2rp7hn0cmvkBAAAAmOiGXSmwefPmvlLP1atXy2Qy6ZFHHtGhQ4dUWVmpJ598MphxAoMW64hQmtOhOne3DlW26IYZyaEOCQAAAADGpGFXCkybNk2vvPKKZs+era1bt8owDP3yl79UUlKS9u7dq+zs7GDGiWEK1zG6+TnxkqS3alrV3eO/zNYAxoJwvV4BAACE0rArBSQpLy9Pf/7zn+XxeNTY2Kj4+HhFRkYGKzYEQbiO0c1JjFJSrF0NbR69Wd2qayYnhDokAJcRrtcrAACAUBp2pcCePXvU3t4uSbLb7UpPT+9LCLS3t2vPnj3BiRAYBpPJpEXnqgXKq5rl89MTAAAAAAA+athJgcLCQh0+fPiirx05ckSFhYXDDgoIhhmpsYp1WNXh8etwrTvU4QAAAADAmDPspIBhGAO+1tPTI7OZacjGgnAeo2sxm7TwXLVA2almBQID/80CCL1wvl4BAACEypB6CrjdbrW0tPQt19XVqbKyst82XV1d+sUvfqG0NOaHHwvCfYzu3HSXXj/epJbOHh07267pqbGhDgnAAML9egUAABAKQ0oKPPTQQ9q8ebOk3jHbq1evvuh2hmHoO9/5zpVHB1whm9WsBVm9iYHSk82alhIjk8kU6rAAAAAAYEwYUlJgxYoViomJkWEY+sY3vqGvfvWrF0w9aLfbNW/ePN14441BDRTDU1BQIIvFovXr12v9+vWhDickrs6K18FTzTrj7lZ1c5eyEqJCHRJCyOsLqPjFCknS+sJpslkZ6jRWcL0CAAAYfUNKCixevFiLFy+WJHV0dOgf/uEflJ6ePiKBITgox5UibRbNSXepvKpFpSebSAoAYxTXKwAAgNE3pKTAh11//fV65ZVXdOedd0qSzpw5oy984Qs6ePCgVqxYoccee0wOhyNogQJXYmFOvN6sbtWpxk7Vu7uV4hz9v01/wFBLp1eeHv+I3Z0OBAy1eXxq7exRa1ePWrq8vc/nlt3dPfL0BOTxBeT1BeT1B+T1+eX1BdTj723EaDabZDFJZpPp3M8mWS0mRdksirJZFWmzKDLCoiibRTF2q+KibEqItik+KkJxUTZF2Swj8t7GIqoOAAAAMN4NOymwadMmfeITn+hb/sY3vqG9e/dq+fLl+t3vfqfp06frn//5n4MSJHClXJERmpEao/fq2nTgVLNumTdpVM8fCBg6cqZN7q4e/c/+St0yb9KwKhZaOr061dipY2fbdeBUkzq6/Xqvzq36No/qWrt1ts0j30VmWTCben8HrsgIOSIsslnNslnMvc/nfo6ym/tiDRiG/IHeREaPEVCPJ6CaFr+6vH51nnt0eX3q8PovGqfNYlakzaJXKhqU5nIozelQmsuhFOe5n50OpTjtckSETwIBAAAAGIuGnRQ4cuSIvvGNb0iSfD6fnn76af3rv/6r7rvvPv37v/+7fv7zn5MUGAMYo/uB/Nx4vVfXpqNn2nTd1CS5oiJG7dwHTjXJ3dUjSWrr9umpg9ValJOgxVMTZTH3b3zY3ePXsbPtev9Mu96vb9PJxk5VNnbqVGOH3N2+vu1sVrNi7FZF2y2amhyj66YmKdVpV0K0Xa7ICMVF9SYBXFERirFZZTYHv8Gizx9Qa1ePmjt71NLpVXNnjxraPNpZXqOz7R7FRUWosd2rw6fdqnN3q/MjSYSkGLsy4yOVlRDV+xzf+5wZH6mM+EjZrSObNDAMQz5/QH7DkD9gyBcw5Pefew4Y8gUCCgQkXyDwwet9zwF1ewOqauqUJB07267JSdEkOq4A1ysAAIDRN+ykgNvtVlxcnCSprKxMHR0duvXWWyVJ11xzjTZt2hSM+HCFGKP7gZRYh3KTonSyoVMHK5tVOCtlVM5b1dSp1080SZJyk6KVl+7Ukbo27T/RqIOnmpUca1d1S6eOnmnX+2faVNnUqfM3+9OcDk1OitacdKeK5qUpJyFaOYlRSnM69KvXTkkKbdm61WJWYoxdiTH2vnWeHr+ef/eMJGn2JKcW5SbounPJj3aPT2fc3apr9ajO3a3q5k5VN3epurlTB081q7a1Sx8udEh12j+UKIhSVkLvc0ZcpNLjIof1vk80dOiNqhZ5fL1f9D+alBkKf8BQTUuXJOnZN2tltZiU6nQo61ys6XGRirAwpGCwuF4BAACMvmEnBVJSUvT+++9r6dKlev7555WTk6PMzExJUltbmyIiRu8uLDBYi3ISdLKhU++cbtW1UxIUZRv2/wKD0un16c9v18kfMOSIMKulw6v9J5pUdqpZR+ra5PUHJEmJ0TblpTu1bHaqZqTGaFpKrKanxsjpuPj/R15fYETjvhInGzvV7vHJJMkwpIOnmnWqsUM3z0lTitOhWEeEpqXEXnTfHn9Ada3dqmruVHVTV1/SoKq5N7FS5+6WcS5pYDJJqbGOvsqCzHPJg4xzP6fHOfpVGnR5/XrpSL3eOe1WV8/Fhz1YzSZZLKbeZ7NZFpNksZjPLZs+9GyWxdz7/iqbOmUYhuKjbXJ39aiutVt1rd0qPSlZzCaluRzKTohSVkJvMudKkhAAAABAsA37G9HNN9+s73znO3rnnXe0fft23XXXXX2vvffee8rNzQ1GfLhClOP2lxkfqTSXQ3Wt3SqvatGSqUkjcp7mDq/KTjXpidIqvVfbpjNt3X2N/LITojQvw6WbZqX0fjk1emdImJIcreV5qSOeqBhJhmHoteONkqRJcZFatSBdLx+tV2O7V4/vr9LHpiSoIDdhwKEMERazss59gdbUC1/3+gKqbe3qqy7ofe79ef+JJtV+KGkg9VYaZMZHKdZhVafXL7vVrCibRREWkzLjo/R/rs1SYoxdFlPvl32TaWhf2L2+gN6ra5Mkrf1Yjjw+v6qaepMYVU2dauv2qaa5SzXNXXr1WKNsVrMy4iKVldA7VCI51j7kc05kXK8AAABG37C/ffzoRz9SZWWlfvrTn+qaa67Rd7/73b7X/ud//kdLliwJSoC4MpTj9mcymbQoJ15/fLNWb1S1alFOwhWX3gcCht6vb1fZqWYdrGzWwVPNOt7QIUmKslmUERepLy6dotrWbqXE2rVxxcy+cxqGoYOVLXqlokHHz3bo16+d0vK8NE1Oir7i9xoKFfXtOtvmkcVs0iRX79CHrIQcvfBuvSrq27XvWKNONHRo5Zw0xUfbhnx8m9WsnMRo5SRe/Pfj9fVWGpxPGBw7266Dlc16/0y72j0+dXp9fckZqVFPlFYp2mZRqtOh5Fi7UpwOJUbblBhtU3z0+VkVzj1HRyg+ynbJ4QCxjgjlpUcoL90pwzDU0tlzLkHQmyjo8vp1oqFDJ879fTgiLMqMj+yrJIi2WbT1pWOSwnM2A65XAAAAo2/YSYGkpCT9+c9/vuhrL774ItMRYsyamhyj+KgINXf26O3TrVqYHT+k/c/PJPDa8Ua9eqxR+082qaWzRxazSbPSYnX99CT93eIcVTd1KcZu0Yo5aZqRGts3dd2HmUwm5efEKyshUrvfrlNDu1c7D9Xoqqw4XT89aVyNRw8EDL16vkrA5eiLPcpm1afmT9J7dW168Ui9alu79ZvXT2np9GTNz3QF9U65zWpWdmLveP63a9w62+7RkqlJsphNumZyghblxMvd1aOHn39f7R6frpuWpKYOr864u1Xf5lF9W7eO1LnV1NGj5k6v/BeZycHpsJ5LEtiUENX7nBht0/Z9J5QYbVdijE1JMb3PCdE2zc+M0/zMOBmGoYZ2ryqbOvuSFt09flXUt6uivl1Sb5Kgor5drsgIdXp9slmHnjgBAAAAhmJE6pS504OxzGw2KT8nQc+/e0YHTzVrQWbcJcd5G4ahI3VtKjvVpNeON+n1E41q7uyRzWLWVdlxumtxrq6dnKAFWXGKtlvV5fXrN6+fUqzDqtmTYjUn3fmhu9MXlxLr0OeuydZfKxpUXtmi8qoWVTV36ua5aUqJHR8JtiNn2tTY7pUjwqw0Z/+YTSaTZk9yKiM+Us+9c0ZVTZ36y3v1Ona2XcvzUhU7QO+E4Wjp9Or5d+v7ZgVIczm0PC9VSeeaIcY4IhR/7kv9qgXpA96NDwQMtXX71NTpVVOHV80dvc9NnR/83Nzp1bGz7So96VVTu1dtHt8Fx4l1WJV8LklwPmmQHGtXmtMhR4RZ/oChrp6Amju86vD41NDuOffwKi6KpAAAAABG1vgdvIxBYYzuxc2eFKtXjzeordunI3Vtykvvn8iqbu7Ui++d1bNv1aqmuUv/+ZcKRVhMujorXms/lqOPTU3Uwuz4C6afMwxDzx2uU1u3T/FRESqclXLuTvilkwJS73j6wpkpmpwYrecO16mx3asn9lfpumm95xrLY8/9gQ96CSzMju+bbeGjnI4I3bEwQ+VVLfrr+w061dipX712SjfNStGstIsnE72+QF+VxaVK6gMBQ4eqWvTqsQb1+A1FWExaPDVJV2fFDWs6RrPZJFdU75SOgx3O0d3jV1OHV43tXjV0eNTQ5lFjh1eN7Z5z67yqrGzR2XaPzrZ5+u0bbbcoKcauLq9fVrNJT5VVKzvxg5kXPto4cSLiegUAADD6hp0UMJvNl/2S4vdfvMM3Rg9jdC/OajHr6ux4/fX9BpWdalJWQqReP96kve+f1d73G3S8oUNmk5TqdGhuhlPrC6fp2smJirRd+kvZwcpmHT/bIavZpFvmTxrWl7jcpGj93cdy9Py79TpW3649Rxt0oqFTK+cE9456ML1b61ZLZ4+ibBbNz4wbMCkg9VYNXJ0dr5zEaP357TqdcXfrT2/V6fjZDt00K+WCRMtgNLR79PzhM6pt7ZYkZSVE6ROzU0b9TrsjwqL0c9MlXo7XF+idntHdrdrWbtWda6D4SkWD2j0+PXWwWmfbPZecbeG+wqnjujHlR3G9AgAAGH3D/jT5ve9974KkwNmzZ/Xcc8/J7/fr85///BUHh/62bt2qf/u3f1Ntba3mzJmjhx9+WEuXLg11WOOSP2DIMAyVnWrW8YZ2bfrfw/IHDGUlRGrp9GR94+aZWpSToF+9dkqStGRq0mWbvtW2dumv7/feLb9xZvIVlf1H2axaNX+S3q5x6+WjvaXwv36tUp+YnaLpqRefzi9UfP5AX5XAotzBN25MiLZpTUGW9p9o0v4TTTpS16aa5i4tz0tV7iDvzPsDhkpP9u7vDxiyWc26YXqy5mY4B0xa2qxm3b98xuDe3AiyWT8008IA+qZobOrsm2Wh6txz6clmff0T00cxYgAAAExEw04KbNq06aLrvV6vVq5cqZSUlOEeGhexY8cObdiwQVu3btV1112nRx99VEVFRTp8+LCys7MH3I9y3A80tHv08pGzevFIvf5a0aCWzh5FRliUHufQrQvSteET0/t1tff6AoM+dnePX8++WauAYWhGaqzmZbiuOF6TyaR5mS5lxkfqT+fuqP/xzVrlpXfouqmJV3z8YHn7tFtt3T7F2K2an+nqNyXg5VjMJi2emqgpyb1VA00dXj19qEbzM11aOj35kgmGutZulbx7Rg3nyvCnJEfrplkpY7aaYjj6TdEYBrheAQAAjL6g153abDZ99atf1Te/+U19+ctfDvbhw9aDDz6oe+65R/fee68k6eGHH9bu3bu1bds2bdmyZcD9wrkcNxAw9FZNq148Uq8Xj5zVm9UtMgxpQaZLn1+cqxumJ2lqSox+9eop+QPGsDv99/YROKO2bp/ioiL0ibyUoI7/jz93R/31470zHRw+7VZlY6fauntC/gW4xx/Q/hO9VQLXTE5QhMU8pGTKealOh/7Ptdl6paJBhypb9GZ1qyqbOrVyTlpfg8APn/O1440qO9Usw5AibRYVzkzRjNSYMd13AZcXztcrAACAUBmRwaiRkZGqra0diUOHJa/Xq7KyMn3rW9/qt37FihXat29fiKIamzw9fp1q6tQ3n3pTe98/q4Z2r2IdVt0wI1lrP5ajG2ckKzm2/5fM2ZOcerumVQdONevWQYwF/6hDVS06Vt8ui9mkT84bXh+By7GYTVoyLUnZiVHa/c4ZNXd4dfi0WxnxkTKGcms+yN6sblGHxy9nZITmXmF1RITFrI/PTNGUpBg9d7hOLZ09evJAla7KilPAMGQ2mVTd3KmXj55VS2ePJGlWWqw+PjPlsr0eAAAAAFxc0JMCZ8+e1b/9279p5syZwT502GpoaJDf71dqamq/9ampqaqrq7vkvjU1NXK73X3Ldrtddrv9EnuML4Zh6P2znfrrsSbtqWjSoSq3DEnTkqN067wULZ2aoAWZTlnPd583PHK7+3d9n5Fg1cETHh2u8mh+Su/c8lLvHWmPp3fbtjb3RSsJzrR59MLbZ+QPGLp+arwc8srt9l6w3WCONRhOi3RrXrxeOtqoV30+nTzbplePntbCrCsfrjBUPf6A9r5XK09PQHNzYtTR3ta3/krea1yEdNucBP31WJOOnOnQvqN1ereuXdE2i57o7pbZZFKM3aIbpiUoNzFKPd0d6ukO+tvDKGpr6/3bmejXKwDj34evUQAwUQw7KTB58uQLSnU9Ho/q6+tlNpv1zDPPXHFw6O+jv2/DMC5bLp2XlzeSIYWEKcIhR858RU4pUOTUfFmdKQp4u9V96g3JZFJP02m98PJ2vRC4cM74gUTNvkERCZnafOaYuipe711ptsq1+LOSpG+/+qT00eNZIhR7VZHMjhj1NFap8729A5/gcscaKrNVCSvuU0T8JL3w+H+p/c3d8rc1Xtkxh8ieOUeOnAUKdLfp22V/VN+0i0F8rxGJWYqc/jFFTl4oSequekfe2iPqOlku+Xuu8B1grJmI1ysAAICxbthJgRtvvPGCL6QOh0O5ublas2aNcnNzrzQ2nJOUlCSLxXJBVUB9ff0F1QMfdfjwYcXGftCtfrzeeTvV1KW9FU3ae6xJBypb1eM3lJMQqaVT47V0WoLys1wymZbpp69USZL+4al/G9Id6jq3R78vr5PFbNLfFqQrxm5Vjz/wwfGuK+53PMMw9Ny7DTrW0KlYh1WfXThJ9ks0xbvUsYajxx/QY3+t1LGGTk1JukWuyO/qzqvThjWd33B4fAH9en+NPL6APjErSTNSPmjQGOz32trVo81/qpDHF9A/feJu5YRJ071wUlNTo7y8vAlzvQIwcbndbmVlZYU6DAAIqmEnBbZv3x7EMHApNptN+fn5Kikp0erVq/vWl5SU6LbbbrvkvhkZGeO+cVdTh1er/muvbBazrp2SoO/cMlsfn5miyR+Zts7rC/R9gYiNdQ56ajxJcjqlKXXdqmnuUkWzXzfMSLjk8d6oalF1m19RkQ7dsShLya5LTz94JbENdDyHw6GZk2yKj7aprdunV6s6deuC9GE12/P6Aip+sUKStL5w2mXj23esQbJEKMNl08IpaTKbPzhnsN+rIyqgvIx4SdLMzJQrPh7GnvPluBPhegUAADDejEijQQTfxo0btXbtWi1atEiLFy/WY489psrKSq1bt+6S+02EKb4Som16/B8+pgVZLkXZRu5PtiA3QTXNNXqrplXXTE6QeYAv1/Xubr189Kwk6bppSUq7TEJgJFktZt08N01PH6zR8bMdKjvVrEW5CSN6zi6vX4cqWyRJi6cm9ksISJLNatb9y2eMaAyYmCbC9QoAAGC8GdI3rMrKyiEdPDs7e0jbY2Br1qxRY2OjNm/erNraWs2dO1e7du1STk7OJfebKFN8LZ6aOOLnyE2MUlKsXQ1tHr1Z3aqrsuIu2Mbj8+vZt2rlDxiakhythdkXbjPaUmIdunFmsl54t16vVDRqUlykMoYxi8JgHTjVJK8voBSnXVOTY0bsPAg/E+V6BQAAMJ4MKSmQm5s7pNJkv98/5IAwsPvuu0/33XdfqMOYsEwmkxblxOvPb9epvKpZc9P7fzkxDEMvvFuvls4exTqsWjknbVil+iNhXoZLNc1deq+uTX96q1b/59rsEamq6PD49EZViyRp8ZTEMfP+AQAAAAzPkL41/PznP+dLACa0GamxeqWiQW3dPr1b19bvtbdr3DpS1yazyaRb5k0ataZ+g2EymbRsdqrq2zxq6vDqz2/XafXVGUH//3X/ySb1+A1Ncjku6OkAAAAAYPwZUlLg7rvvHqEwMFIYozs0FrNJC3Pi9fKRszpU2dw37WNDu0cvHamXJF03LVHpI1ieP1w2q1mfnD9JT+yv1KnGTu0/0aRrpwRv2IW7u0dvVbdKkpZMTSJBiKDjegUAADD6hl1f3NPTI6/Xq+joC+8WdnR0yGazKSIi4oqCw5VjjO7QzU136fXjTWrp7FFLp1dxUTb96e06+QKGJidFKz8nPtQhDigpxq7CWSl67p0zevV4o9LjIpUVpCn89h9vkj9gKDM+UlkJYy8pgvGP6xUAAMDoG/bcXvfee6/uvffei772xS9+UV/+8peHHRQQSjarWQuyXJKk063dOtHQoeYOr2LsY6uPwEDmpLs0J90pw5D+9HatOjy+Kz5ma2eP3jndO23ckmmjWyVwfjaD+5fPYDpCAAAAIMiG/Qn7pZde0q233nrR11atWqUXXnhh2EEheAoKCpSXl6fi4uJQhzLigvnl8eqseEVYTOrw+NTQ7pHJJBXNS1Okbez0EbiUwlkpSoqxqcPj15/erlMgYFzR8V470aiAYSg3KWpEZzZAeAun6xUAAMBYMezhA2fOnNGkSZMu+lpaWprq6uqGHRSCh3Lc4Ym0WTR7klP7jjVKkj42OVGZ8cEpwx8NERazPjk/XY/vr1RVU6deO9GoJVOThnWspg6v3q3trRJYPGV4xwAGg+sVAADA6Bv27dS4uDhVVFRc9LWKigrFxsYOOyhgLMjPiZfNYlZCtE2LcsduH4GBJETbtGx2iiRp/4kmnWzoGNZxXjveKMOQpqbEKM3lCGaIAAAAAEJs2EmBwsJCbdmyRU1NTf3WNzU16V/+5V900003XXFwQCjFOiJ0dXacpqfEjPk+AgOZlebU/EyXDEP68zt1auvuGdL+Z9s8OnJuasbFQZzJAAAAAMDYMOykwKZNm3T27FlNnz5d9913n374wx/qy1/+smbMmKGzZ8/q+9//fjDjxDAxRvfKmEymcZsQOO/GGclKjrWry+vXn96qk38I/QVePd47fGJmWqySY+0jFSIgiesVAABAKAy7p8DMmTO1d+9ebdy4UT/96U/l9/tlsVh044036sEHH9TMmTODGSeGiTG6sFrM+tT8SfrN65WqaenSvmMNWjo9+bL7nXF361h9u0wm6WNUCWAUcL0CAAAYfcNOCkjSggUL9MILL6irq0vNzc1KSEiQw8GYY2CsiYuyaUVeqv74Zq0OnGxWRlykpiTHXHKffccaJPUOQUiIto1GmAAAAABGWVAm/Y6MjFR6ejoJgTGIclycNz01Vldlx0mSdr9zRq1dA/cXqGnp0smGTplNJn1sSsIoRYhwx/UKAABg9F1RpQDGPspx8WE3TE9WXWu36lq7teutWn12UZYs5v49EwzD0L6K3iqBOelOxUVRJYDRwfUKAABg9AWlUgDApdmsZt2/fIbuXz5DNmvo/rezmE26Zd4k2SPMqmvt1t73z16wTVVzl6qbu2Qxm3QNVQIAAADAhEZSAAgzrsgIrZyTJkk6VNmiivq2vtcMw9Dr52YcmJfpktMREZIYAQAAAIwOkgITHGN0cTFTk2OUnxMvqbe/QEunV5LU0tWj2tZuRVhMKsilSgCji+sVAADA6Bt2T4GysjLl5+cHMxaMAMboYiDXTUtSbWuXTrd0689v18kfMFTd1KW89AgtyIpTjJ2WIxhdXK8AAABG37ArBQoKCrR48WL95je/UU/PwF3MAYxN5/sLRNosqm/z6HCtWx1enyIsZi3KoUoAAAAACAfDTgps375dgUBAa9euVVZWlv75n/9Z1dXVwYwNwAiLdUTo5nP9BTo8PknS1dlxirRZQhkWAAAAgFEy7KTA5z//eb3++ut6/fXXtWLFCv37v/+7pkyZojvuuEMvvfRSEEPElWCMLi4nNym6r3+AxWzS1VlxoQ0IYYvrFQAAwOi74kHDBQUF+uUvf6kHH3xQjz32mB599FEtW7ZMs2fP1le/+lXdddddcjgcwYgVw8AYXQzGtZMTtOutaEXZLLJHUCWA0OB6BQAAMPqCNvuAzWZTVFSUbDabDMNQZ2envvzlL2v69Ol67bXXgnUaACPAbDYpzeWQM5IpCAEAAIBwcsVJgTfffFNf+tKXlJGRoW9+85u69tpr9frrr+v48eMqLy9XRkaGvvSlLwUjVgwD5bgAxguuVwAAAKNv2MMHduzYoeLiYr3yyitKTk7Wxo0b9eUvf1lpaWl928yfP18/+tGPtHLlyqAEG+6OHDmiNWvW9Ft+/PHHdfvttw+4D+W4AMYLrlcAAACjb9hJgb/5m7/R1VdfrZ///Of6m7/5G9lstotul5ubq7/7u78bdoD4wMyZM1VeXi5Jam9vV25urpYvXx7aoAAAAAAA49awkwJ79uzR9ddff9ntpkyZov/+7/8e7mkwgGeeeUbLli1TdHR0qEMBAAAAAIxTw+4pcN11113ydbfbPdxDj0t79uzRqlWrlJ6eLpPJpJ07d150u61bt2ry5MlyOBzKz8/X3r17h3W+J598st9QgoEwRndislnNun/5DN2/fIZs1qD1CwVCiusVAADA6Bt2pcCyZcv0xBNPKCUl5YLXSktL9bnPfU7Hjh27ouDGk46ODi1YsEBf+MIXdMcdd1x0mx07dmjDhg3aunWrrrvuOj366KMqKirS4cOHlZ2dLUnKz8+Xx+O5YN/nnntO6enpknoTLq+88oqeeOKJy8bFGF0A4wXXKwAAgNE37KTA4cOHtWDBAv3mN7/RTTfd1Lf+Jz/5ib7xjW9owYIFQQlwvCgqKlJRUdElt3nwwQd1zz336N5775UkPfzww9q9e7e2bdumLVu2SJLKysoue64//OEPWrlypRwOx2W3/WjFht1ul91uv+x+ADDauF4BAACMvmHXHb/xxhvKy8vT/5+9P49v6r7zxf/X0W7ZlmxZIPCKWRPjhIDtJCQlwU0xcVpCyDLkTodLW+gMxWlKfNtfw+T3uyV822G2EmZuDL+Q9j5oeue2NAt0o3XcDAlMSRPb4BBCCDExeMd402ZrOzrfP2QrGIPxcmQdSa/n46GHraOjj96Sj9/2eZ/Psnr1auzYsQM9PT145JFH8Mwzz+Dv/u7v8F//9V9yxhnzfD4f6uvrUVZWNmJ7WVkZTpw4MaG2xjt0AABycnJgNpvDt+HiAxGR0jBfEREREU2/SfcUsNls+NOf/oQdO3bgRz/6Ef7pn/4JSUlJeO211/Doo4/KGWNc6O7uhiiKsNlsI7bbbDZ0dnaOux273Y73338fr7/++rj2b2lpGdEdl1fdiEipmK+IiIiIpt+UZigTBAEZGRlQqVTwer2w2WwoKCiQK7ao27FjBwRBGPNWV1c3oTYFQRhxX5KkUdvGYjabcfny5RsuAXktk8k04sZ/solIqZiviIiIiKbfpHsKOJ1OfOMb38Abb7yBb33rW/j617+Ov/mbv0FJSQn27t2LDRs2yBlnVDz11FN48sknx9xnzpw542rLarVCrVaP6hXQ1dU1qvcAERERERER0XSYdFFg2bJl6Orqwi9/+Us88cQTAEKT5P3d3/0dNm7ciLfffhs//elPZQs0GqxWK6xWqyxt6XQ6FBUVoaamBuvWrQtvr6mpwdq1a2V5DSIiIiIiIqKJmHRRIDU1FX/4wx8wf/788Daj0Yif//znuP/++/Gd73wn5osCE+FyudDY2Bi+39TUhIaGBlgslvByg5WVldiwYQOKi4uxfPly7N+/H83NzdiyZUu0wiYiIiIiIqIENumiwLvvvnvD8Z6bN2/G3XffPemgYlFdXR1KS0vD9ysrKwEAGzduxIEDBwAA69evR09PD3bu3ImOjg4UFhbiyJEjyMvLi0bIRERERERElOAmXRS42QRQhYWFk206Jq1cuRKSJN10v61bt2Lr1q3TEBERERERERHR2CZdFACATz/9FC+99BI+/vhjDA4OjnhMEAS89dZbUwqOiIiIiIiIiCJn0kWBM2fO4O6770ZWVhYaGxtx++23o7u7G21tbcjJycG8efPkjJOIiIiIiIiIZKaa7BP//u//HqtXr8ZHH30ESZLw05/+FC0tLfjtb38Lj8eDH/7wh3LGSUQRpNOo8MyqhXhm1ULoNJNOC0REREREFGMm/d//yZMnsXHjRqhUoSaCwSAA4Mtf/jK++93vYvv27fJESEREREREREQRMenhA319fbBYLFCpVNBqtejr6ws/VlxcjJ07d8oSIFG0DF89JyIiIiIiileT7imQlZWF7u5uAMD8+fNx7Nix8GOnT59GSkrK1KMjIiIiIiIiooiZdE+BL3zhCzhx4gQeeeQRfPWrX8UPfvADdHR0QKfT4cCBA/ibv/kbOeMkIiIiIiIiIplNuijw3HPPob29HQDw/e9/H52dnfiP//gPCIKAv/qrv8K//uu/yhYkEREREREREclPkCRJinYQJD+HwwGz2Qy73Q6TyRTtcIiIbqi1tRU5OTnMV0SkePz/iojiEdceIyIiIiIiIkpQExo+0NzcPKHGc3NzJ7Q/EREREREREU2fCRUF5syZA0EQxr2/KIoTDoiIiIiIiIiIpseEigL/+3//7wkVBYiIiIiIiIhIuSZUFPja174WoTCIiIiIiIiIaLpxosE4V1JSgoKCAlRVVUU7FCKiMTFfEREREU2/CfUUuNann36Kl156CR9//DEGBwdHPCYIAt56660pBUdTV1tbyyVziCgmMF8RERERTb9JFwXOnDmDu+++G1lZWWhsbMTtt9+O7u5utLW1IScnB/PmzZMzTiIiIiIiIiKS2aSHD/z93/89Vq9ejY8++giSJOGnP/0pWlpa8Nvf/hYejwc//OEP5YyTiIiIiIiIiGQ26aLAyZMnsXHjRqhUoSaCwSAA4Mtf/jK++93vYvv27fJESEREREREREQRMemiQF9fHywWC1QqFbRaLfr6+sKPFRcX4+TJk7IESERERERERESRMemiQFZWFrq7uwEA8+fPx7Fjx8KPnT59GikpKVOPLsGtW7cO6enpePzxx6MdChEREREREcWhSRcFvvCFL+DEiRMAgK9+9av4x3/8R2zevBlbt27F9u3bsWbNGtmCTFRPP/00XnnllWiHoQherxc7duyA1+uNdihEY+KxSjwGKFbwWCUiIgAQJEmSJvPECxcuoL29HStWrIAoinjmmWfwH//xHxAEAV/5ylfw7//+71xaSgZvv/02XnzxRbz22msTep7D4YDZbIbdbo+Ln0O8vR+KXzxWJ661tRU5OTlx85nxGKBYwWN14viZEVE8mnRPgXnz5mHFihUAALVajX//939HT08Puru7ceDAgYRPlMeOHcOaNWuQmZkJQRBw+PDhUfvs3bsX+fn5MBgMKCoqwvHjx6c/0OuoqqqSfd/x7DeR14110XyvkXhtOdqcTBsTfY5cx2siHauAst8v81XkMV/J0wbz1fRItPdLRCSHSRcFaGxutxtLlizBiy++eN3HDx48iG3btuG5557DqVOnsGLFCpSXl6O5uXmaIx2N/2RHHv/JlqcN/pM9PZT8fpmvIo/5Sp42mK+mR6K9XyIiOWgm+0SVSgVBEK77mCAISEtLQ3FxMb7//e+jtLR00gHGqvLycpSXl9/w8d27d2PTpk3YvHkzAGDPnj2orq7Gvn37sGvXrgm/ntfrHTEmcHg1iNbW1gn32vD5fGhtbZV13/HsN9Y+TqcTANDW1gaHwzGu2JRsIp9xLLy2HG1Opo2JPkeu4zWRjlVA/mPG6/XC5/OF77e1tQEAmpubkZaWFrHYmK8mh/lKnjaYr6ZHpI/X4c9JFMWIvQYR0XSb9JwCO3bswCuvvAKn04k1a9bAZrOho6MDv//975GamoqHH34Yf/rTn3Du3Dn84Q9/wKpVq+SOPWYIgoBDhw7hkUceARD6g2U0GvHqq69i3bp14f2+853voKGhAe+8805423jnFNixYweef/75iMRPRERERJ97//33UVJSEu0wiIhkMemeAhaLBbNmzcKHH36I5OTk8HaXy4VVq1YhKysLDQ0NWLVqFX70ox8ldFHgWt3d3RBFETabbcR2m82Gzs7O8P3Vq1fj5MmTcLvdyM7OxqFDh274B2j79u2orKzE1772Nfz+979HMBhEIBBAS0tLwszv4AsE8fKxzwAA37xvLnQajo4hUqLhnk3f+ta38Oabb0IURYiimFD5iohik8PhQE5ODubPnx/tUIiIZDPposC///u/45//+Z9HFAQAICUlBd/97nfx3e9+F9/73vewZcsWfPOb35xyoPHo2uEXkiSN2FZdXT3utvR6PfR6PR544AGcO3cOoiji/PnzMJlMCfNPti8QhCE5BQBgMplYFCBSuAcffBAXLlyA3+9HY2NjQuUrIoptarU62iEQEclm0mdNra2t0Gq1131Mo9GEr3jPnj0bfr9/si8Tl6xWK9Rq9YheAQDQ1dU1qvcAERERERERUaRMuiiwaNEi/Nu//RsCgcCI7YFAAP/2b/+GRYsWAQA6OjowY8aMqUUZZ3Q6HYqKilBTUzNie01NDe65554ptV1RUYGzZ8+itrZ2Su0QEUXacL46evRotEMhIiIiSliTHj6wc+dOPPbYY5g/fz4eeeQR2Gw2XL58GYcPH0ZbWxtef/11AKET3eXLl8sWcKxwuVxobGwM329qakJDQwMsFgtyc3NRWVmJDRs2oLi4GMuXL8f+/fvR3NyMLVu2TOl1q6qqUFVVxVlxiUjxhvMVe5MRERERRc+kiwJr167F7373O/zP//k/8b/+1/8Kj4cvLi7GSy+9hNWrVwMAfvKTn8gWbCypq6sbsRRjZWUlAGDjxo04cOAA1q9fj56eHuzcuRMdHR0oLCzEkSNHkJeXF62QiYiIiIiIKMFMeknCqw0MDKCvrw/p6ekwGo1yxEVT5HA4YDabYbfbE2biLl8giKqjod4ZFaXzpzzRoJztyR0bUTxpbW1FTk5OQuUrIopNifj/FRHFv0n3FLia0WhkMUAhOHyAiGIFhw8QERERRR8vVyrY7373OyxatAgLFiwY9zAMTjRIRLGCEw0SERERRZ8sPQVIfoFAAJWVlTh69ChMJhOWLVuGRx99FBaLZcznsacAEcUK9hQgIiIiij72FFCo999/H4sXL0ZWVhZSU1Px0EMPobq6+qbPY08BIooV7ClAREREFH0sCkTIsWPHsGbNGmRmZkIQBBw+fHjUPnv37kV+fj4MBgOKiopw/Pjx8GPt7e3IysoK38/OzkZbW9t0hE5EREREREQJgkWBCHG73ViyZAlefPHF6z5+8OBBbNu2Dc899xxOnTqFFStWoLy8HM3NzQCA6y0KIQhCRGOm2OELBPFCzXm8UHMevkAw2uEQEREREVGM4pwCEVJeXo7y8vIbPr57925s2rQJmzdvBgDs2bMH1dXV2LdvH3bt2oWsrKwRPQNaW1tx11133bA9r9cLr9cbvu9wOGR4F0RE8rs2XzmdzihGQ0RERJTY2FMgCnw+H+rr61FWVjZie1lZGU6cOAEAuPPOO3HmzBm0tbXB6XTiyJEjWL169Q3b3LVrF8xmc/iWk5MT0fdAdCNK78UgZ3y+QBD/+IePseM3H6HX5b35EwjA6HxVUFAQ7ZCIiIiIEhaLAlHQ3d0NURRhs9lGbLfZbOjs7AQAaDQa/PjHP0ZpaSmWLl2K733ve8jIyLhhm9u3b4fdbse6deug0+mg1Woj+h6ICPio3Y53L/Tg3QvdeOFP53GmzR7tkGIC85Xyi2dERESUODh8IIqunSNAkqQR2x5++GE8/PDD42pLr9dDr9fjgQcewLlz5yCKIs6fPy9rvET0OafHjzdOtmLQLyJFr0Gv249X61uQl2FEqiHxTnIn4tp85ff70djYGO2wiIiIiBISewpEgdVqhVqtDvcKGNbV1TWq9wARKVP/gB/2QT9S9Bpo1SrMMhlgH/Cjf8A/6TZ59TixeAMi7IN+uDyTP2aIiIiIpopFgSjQ6XQoKipCTU3NiO01NTW45557ptT28LrftbW1U2qH5McTgPiSZtTCnKSFyxuAXwyi0+GB2ahFmpG9BMZrOF8dPXo02qFMOw49ISIiIqXg8IEIcblcI7rDNjU1oaGhARaLBbm5uaisrMSGDRtQXFyM5cuXY//+/WhubsaWLVum9LpVVVWoqqqCKIpTfQsko+ETAI9fhBgMYn1JLgqzzNEOi6Yg1aDFo8uycbrVDrc3AEuyFk8U5XDowAQM5yu/P7EKZZEYeuILBFF1NPQ3p6J0PnQa1vyJiIhofFgUiJC6ujqUlpaG71dWVgIANm7ciAMHDmD9+vXo6enBzp070dHRgcLCQhw5cgR5eXnRCpkihGPPlccbEOHxB+Hy+GFJ0U+6ncWZZiyflwGvP4hvf3H+lNqSOzZSrusNPelxe9E/4GdOICIiomnHokCErFy5EpIkjbnP1q1bsXXrVllft6KiAhUVFXA4HDCbeSVaCXgCoCxy99rQa9TQa9RIkeFnmWg9SobzVWtra0Itozo89ORcpxMpeg06HR5YU3VxO/SEvRiIiIiUjX+Z40xVVRUKCgpQUlIS7VBoCMeeK8fVvTaSr+q14VTAPA9Kji1ShvPV1b2qEsHw0JMkrZpDT6KMk3sSERGxKKBo69atQ3p6Oh5//PFxP4cTDSoPTwCUIxIrBiRCbJGSyBMNDg89uWeeFc98aaGieoTwRJmIiCixsCigYE8//TReeeWVCT2HPQWUScknAIlE7l4bOo0Kz6xaiGdWLZxyl+hE7FGSqD0Fhuk1apiStLIMPUkkLFoQERHJi0UBBSstLUVqauqEnsOeAsrFE4DoU3KvDSXHFimJ3FOAiIiISClYFJikY8eOYc2aNcjMzIQgCDh8+PCoffbu3Yv8/HwYDAYUFRXh+PHj0x8oEY2g5F4bSo6NiGIbe1gQEdGNsCgwSW63G0uWLMGLL7543ccPHjyIbdu24bnnnsOpU6ewYsUKlJeXo7m5ObxPUVERCgsLR93a29un620QJSQl99pQcmxEk+UNiLAP+uFS4MSZSo6NiIhoOnBJwkkqLy9HeXn5DR/fvXs3Nm3ahM2bNwMA9uzZg+rqauzbtw+7du0CANTX18sWj9frhdfrDd93OByytU1EJKdr85XT6YxiNBRpSl5qU8mxERERTRf2FIgAn8+H+vp6lJWVjdheVlaGEydOROQ1d+3aBbPZHL4l0prfRBRbrs1XBQUF0Q4pLijxireSl9pUcmyRosRjhIiIoo9FgQjo7u6GKIqw2WwjtttsNnR2do67ndWrV+OJJ57AkSNHkJ2dPebkgdu3b4fdbse//uu/YtGiRZg/f/6k4yciiqRr89XcuXOjHVLMG77i/e6Fbrzwp/M402aPdkgAlL3UppJjiwS5jxHOUUBEFD84fCCCBEEYcV+SpFHbxlJdXT3uffV6PfR6Pd577z00NTVBkqRxP5eIaDoxX8nr6iveKVdd8c7LMEZ99YrhpTbPdTqRoteg0+GBNVWniKU2lRyb3JR8jBARUfSxp0AEWK1WqNXqUb0Curq6RvUeuJHJrlxw//33Y968ecjPz59w3ERE02k4X+Xl5UU7lJim5CveSl5qU8mxyU3JxwgREUUfiwIRoNPpUFRUhJqamhHba2pqcM8999z0+eNZuYCIiAj4/Iq3yxuAXwyi0+GB2ahVzBXvSCy1KdfY+ERZBjRSxwjnKCAiig8cPjBJLpcLjY2N4ftNTU1oaGiAxWJBbm4uKisrsWHDBhQXF2P58uXYv38/mpubsWXLlpu2PZ6VC27knXfewYULF9gdl4gUj/lKHsNXvE+32hV7xVuvUUOvUcuy1KbcKwbIGZtSReIY4coNRETxg0WBSaqrq0NpaWn4fmVlJQBg48aNOHDgANavX4+enh7s3LkTHR0dKCwsxJEjR27aTXZ45YJnn312xPbxrlxw//3348yZMxBFEefPn5/EOyMimh7D+crv948ostLEDV/x9vqD+PYX58OSoo92SBGh9LHxvkAQVUdDx3JF6XzoNMrpkCnnMaL0nwMREU0MiwKTtHLlypte3dq6dSu2bt06oXYnu3LB8LrfHo8HwWAQwWBoJmCHwzGh149lfjEYXvvc6XRAq57aP2Nytqfk2OSm5NgAZcen5NjkNJyv+vr6EAgEEAgEADBfTbU9iAHoVYDkH4TD4VVUbHK119rvQbdjAElqQJCCyEgS0G0fQGtXH7LSDFGNLRLtyUnOY0Tun0MsSaQ8RUSJQ5DYb1NR2tvbkZWVhRMnTmD58uXh7T/60Y/w85//HOfOnbvu83bs2IHnn39+usJUJpUG5uV/BQCwv/srIBhQTntKjk1uSo4NUHZ8So6N5KXknKDg2ARdEtLu++8w5N6GoHcAAUc3ggP96D/+c0i+wajGFpH25KTkn0MMstvtMJlM0Q6DiEgWLAoojM/ng9FoxKuvvopXXnkFb7/9Nh544AFkZWWhoaEB77zzznWfN3zl7eWXX8bLL78MURTR2NiIlpaWhPmj5ReDePnPLQCAb96bI8sVH7naU3JsclNybICy41NybHIazlcHDhzAK6+8Ar/fj4sXLzJfKaQ9JccGAKfbHPjHNy/AGwhiWY4J6+6YjYJZKYqITcm/w0r+OcQSh8OBnJwcFgWIKK5w+IDCXL1ywdNPP41vfOMb+NnPfoaamhqsXbv2hs8bXvfbYDBApVKFhzaYTKaE+aPlCwSh14fGSKammqY8llPO9pQcm9yUHBug7PiUHFskpKenQ6PRMF8pLCf4AkFArYHHH4SgTYJpivMTyP1e7zSm4AsXnbKMjVfyz0FuSv45EBFRdLEooEBXr1ygVqvxwQcfoKOjY1wrF3A2byKKFcxXyhQLs8onwooBgLInLgQS5+dARBTvlPXXJUYcO3YMa9asQWZmJgRBwOHDh6+73969e5Gfnw+DwYCioiIcP358XO2vX78ee/bswc6dO/HNb34T3d3d41q5AAjN5j1v3jzk5+dP5C0RyYprV9N4DOer8eS2eKPTqPDMqoV4ZtVCRZ3oXT2rfPJVs8o7+bsc85R6zBERUfTxr8IkuN1uLFmyBC+++OIN9zl48CC2bduG5557DqdOncKKFStQXl6O5ubm8D5FRUUoLCwcdWtvb8fWrVtx8eJFvPnmm3jggQdw3333TcdbI5qy4auM717oxgt/Oo8zbfZoh0RE49Q/4Id90I8UvQZatQqzTAbYB/zoH2BRYLxYFCUioljD4QOTUF5ejvLy8jH32b17NzZt2oTNmzcDAPbs2YPq6mrs27cPu3btAgDU19fLFtPwxF1vvfUWu+NS1HDtahoP5ivlSjNqYU7S4lynEyl6DTodHlhTdUgz8vd3PCIx9MIbEOHxB+Hy+BU1bn+45wEREcU+9hSIAJ/Ph/r6epSVlY3YXlZWhhMnTkTkNXft2gWz2YxDhw7B5/PB7+cVCpp+vMpI48F8pVypBi0eXZaNJK0abm8AlmQtnijKYVFvHCIx9II9r4iIaDqwKBAB3d3dEEURNpttxHabzYbOzs5xt7N69Wo88cQTOHLkCLKzs1FbW3vDfbdv3w673R6+tbS0TDp+oskavsro8gbgF4PodHhgNmp5lZFGuDZfnT17Ntoh0VUWZ5qxfF4G7plnxTNfWqi4SQaVSu6iKOd3ICKi6cLhA0N27NiB559/fsx9amtrUVxcPO42BUEYcV+SpFHbxlJdXT3ufYeXJCSKpuGrjKdb7bzKSDd0bb5yOBxRjIauJ1FmlZezC7zcQy+uV2TocXvRP+BnTiUiIlmxKDDkqaeewpNPPjnmPnPmzBlXW1arFWq1elSvgK6urlG9B4jizfBVRq5dPXEco0vxKFGOa7mLopzfgYiIpguLAkOsViusVqssbel0OhQVFaGmpgbr1q0Lb6+pqcHatWtleQ0iJUuUq4xERFeTsyjKnldERDRdWBSYBJfLhcbGxvD9pqYmNDQ0wGKxIDc3FwBQWVmJDRs2oLi4GMuXL8f+/fvR3NyMLVu2RDS2qqoqVFVVQRTFiL4OEdFUDecrTjRIE6H0ngdyFkWX5qbj/2y+C/0DfqQZtSwIEBFRRLAoMAl1dXUoLS0N36+srAQAbNy4EQcOHAAArF+/Hj09Pdi5cyc6OjpQWFiII0eOIC8vL6KxVVRUoKKiAg6HA2YzJ4ciIuUazletra3IycmJdjhEUxaJgkWqgcUAIiKKLBYFJmHlypXjWld769at2Lp16zRE9Dn2FCCiWMGeAkRERETRxyUJ40xFRQXOnj075vKFRERKMJyvjh49Gu1QiIiIiBIWiwIK9rvf/Q6LFi3CggUL8JOf/GRcz6mqqkJBQQFKSkoiHB3R9PAFgnih5jxeqDkPXyAY7XBIRsP56urhWDQ5w93Wn1m1EDrN1P60y9kWERERKR+HDyhUIBBAZWUljh49CpPJhGXLluHRRx+FxWKJdmhEMU3pk5QREREREU0nXgJQqPfffx+LFy9GVlYWUlNT8dBDD6G6uvqmz+PwASKKFRw+QERERBR9LApEwLFjx7BmzRpkZmZCEAQcPnz4uvvt3bsX+fn5MBgMKCoqwvHjx8OPtbe3IysrK3w/OzsbbW1tN31tDh9IHN6ACPugHy4PJ2mj2MThA0RERETRx6JABLjdbixZsgQvvvjiDfc5ePAgtm3bhueeew6nTp3CihUrUF5ejubmZgC47uoGgiBELGaKLR+12/HuhR68e6EbL/zpPM602aMdUkSxAEJEREREFBmcUyACysvLUV5ePuY+u3fvxqZNm7B582YAwJ49e1BdXY19+/Zh165dyMrKGtEzoLW1FXfdddcN2/N6vfB6vXjrrbdw4cKFcS2ZSLHJ6fHjjZOtGPSLSNFr0Ov249X6FuRlGONyLevhAojHL0IMBrG+JBeFWeZoh0VTwHxFREREpBzsKRAFPp8P9fX1KCsrG7G9rKwMJ06cAADceeedOHPmDNra2uB0OnHkyBGsXr36hm3u2rULZrMZhw4dgs/n47rfcax/wA/7oB8peg20ahVmmQywD/jRPxB/P/OrCyDJVxVAnOwxENOYr4iIiIiUg0WBKOju7oYoirDZbCO222w2dHZ2AgA0Gg1+/OMfo7S0FEuXLsX3vvc9ZGRk3LDN7du3w263h28tLS0RfQ8UPWlGLcxJWri8AfjFIDodHpiNWqQZJ99LQM5l/+RcziyRCiCJ5Np8dfbs2WiHRERERJSwWBQYpx07dkAQhDFvdXV1E2rz2jkCJEkase3hhx/G+fPn0djYiL/9278dsy29Xg+TyTTiRvEp1aDFo8uykaRVw+0NwJKsxRNFOXE5dCASBRCKvmvzVWpqarRDIiIiIkpYnFNgnJ566ik8+eSTY+4zZ86ccbVltVqhVqvDvQKGdXV1jeo9QHQ9izPNWD4vA15/EN/+4nxYUvTRDikihgsgp1vtcV8AISIiIiKKBhYFxslqtcJqtcrSlk6nQ1FREWpqarBu3brw9pqaGqxdu1aW1yB5eAMiPP4gXB6/4k689Ro19Bo1UmQ6QVbqe12am47/s/ku9A/4kWbUsiBARERERCQjFgUiwOVyobGxMXy/qakJDQ0NsFgsyM3NBQBUVlZiw4YNKC4uxvLly7F//340Nzdjy5YtU3rtqqoqVFVVQRTFKbVDiTXrvdLfa6qBxYB4NJyvONEgERERUfSwKBABdXV1KC0tDd+vrKwEAGzcuBEHDhwAAKxfvx49PT3YuXMnOjo6UFhYiCNHjiAvL29Kr11RUYGKigo4HA6Yzco5qYs1ibTsXyK9V1KW4XzV2tqKnJycaIdDRERElJBYFIiAlStXjmvd7a1bt2Lr1q2yvjZ7CsjjerPe97i96B/wT+pEeXhGfiWS+70SjRd7ChARERFFH1cfiDMVFRU4e/Ysamtrox1KTFP6rPdyLvun9PdK8Ws4Xx09ejTaoRARERElLBYFFG7dunVIT0/H448/Pq79q6qqUFBQgJKSkghHFt8Sadm/RHqvpCzD+erq4VZERERENL04fEDhnn76aXzjG9/Az372s2iHknASZdk/gDP8ExERERElKvYUULjS0lKkpqaOe38OH5CXXqOGKUkr27J/SpZq0CLHwskFafpw+AARERFR9LEoECHHjh3DmjVrkJmZCUEQcPjw4evut3fvXuTn58NgMKCoqAjHjx+f0uty+AARxQoOHyAiIiKKPhYFIsTtdmPJkiV48cUXb7jPwYMHsW3bNjz33HM4deoUVqxYgfLycjQ3N09jpERERERERJSoOKdAhJSXl6O8vHzMfXbv3o1NmzZh8+bNAIA9e/aguroa+/btw65duyb0el6vF16vF2+99RYuXLiAQCAAAGhtbYXJZJrcm4gx/kAQ/Vc6AQBtrQZopzgrv9ztEVGIz+eD1+vFb3/7WzQ2NoaXJGxubkZaWlp0gyMiGkN/fz8AoLe3N7qBEBHdhCRJcDqdyMzMhEo19nkMiwJR4vP5UF9fj2effXbE9rKyMpw4cWLC7e3atQvPP//8qO2LFy+edIyxbKfC2yOi0W677bZoh0BENC75+fnRDoGIaFxaWlqQnZ095j4sCkRJd3c3RFGEzWYbsd1ms6GzszN8f/Xq1Th58iTcbjeys7Nx6NCh684XsH37dlRWVobv9/X1Yc6cOWhpaUmYngJEFJtaW1uxePFi5isiUjzmKyKKFQ6HAzk5OeOatJ5FgQnYsWPHda/GX622thbFxcXjblMQhBH3JUkasa26unpc7ej1euj1o5fMM5lM/KNFRIo2nKOYr4hI6ZiviCjWXHu+eT0sCkzAU089hSeffHLMfebMmTOutqxWK9Rq9YheAQDQ1dU1qvcAERERERERUSSwKDABVqsVVqtVlrZ0Oh2KiopQU1ODdevWhbfX1NRg7dq1srwGERERERER0VhYFIgQl8uFxsbG8P2mpiY0NDTAYrEgNzcXAFBZWYkNGzaguLgYy5cvx/79+9Hc3IwtW7ZEK2wiIiIiIiJKICwKREhdXR1KS0vD94cnAdy4cSMOHDgAAFi/fj16enqwc+dOdHR0oLCwEEeOHEFeXl40QiYiIiIiIqIEI0iSJEU7CJKfw+GA2WzGwoULoVarUVFRgYqKimiHRUQ0SmtrK3JycpiviEjxmK+IKFYMnw/a7fabTozKngJxrra2lrPjElFMYL4ioljBfEVE8UQV7QCIiIiIiIiIKDpYFCAiIiIiIiJKUCwKEBERERERESUoFgWIiIiIiIiIEhSLAkREREREREQJikUBIiIiIiIiogTFogARERERERFRgmJRIM6VlJSgoKAAVVVV0Q6FiGhMzFdEFCuYr4gonmiiHQBFVm1tLUwmU7TDICK6KeYrIooVzFdEFE/YU4CIiIiIiIgoQbEoQERERERERJSgWBQgIiIiIiIiSlAsChARERERERElKBYFiIiIiIiIiBIUiwJERERERERECYpFASIiIiIiIqIExaIAERERERERUYJiUYCIiIiIiIgoQbEoQERERERERJSgWBSIcyUlJSgoKEBVVVW0QyEiGhPzFRHFCuYrIoonmmgHQJFVW1sLk8kU7TCIiG6K+YqIYgXzFRHFE/YUICIiIiIiIkpQLAoQERERERERJSgWBYiIiIiIiIgSFIsCRERERERERAmKRQEiIiIiIiKiBMWiABEREREREVGCYlGAiIiIiIiIKEGxKEBERERERESUoFgUICIiIiIiIkpQLAoQERERERERJSgWBYiIiIiIiIgSFIsCRERERERERAmKRQEiIiIiIiKiBMWiQIxpampCaWkpCgoKcNttt8Htdkc7JCIiIiIiIopRmmgHQBPzta99DT/84Q+xYsUK9Pb2Qq/XRzskIiIiIiIiilEsCsSQjz76CFqtFitWrAAAWCyWKEdEREREREREsYzDB2R07NgxrFmzBpmZmRAEAYcPHx61z969e5Gfnw+DwYCioiIcP3583O1/+umnSElJwcMPP4xly5bhH/7hH2SMnoiIiIiIiBINewrIyO12Y8mSJfj617+Oxx57bNTjBw8exLZt27B3717ce++9eOmll1BeXo6zZ88iNzcXAFBUVASv1zvquW+++Sb8fj+OHz+OhoYGzJw5Ew8++CBKSkqwatWqiL83IiIiIiIiij8sCsiovLwc5eXlN3x89+7d2LRpEzZv3gwA2LNnD6qrq7Fv3z7s2rULAFBfX3/D52dnZ6OkpAQ5OTkAgIceeggNDQ0sChAREREREdGkcPjANPH5fKivr0dZWdmI7WVlZThx4sS42igpKcHly5fR19eHYDCIY8eO4dZbbx3zOQ6HY8Tter0QiIiUgPmKiGIF8xURxRMWBaZJd3c3RFGEzWYbsd1ms6Gzs3NcbWg0GvzDP/wD7rvvPtx+++1YsGABvvKVr4z5nJycHJjN5vBtuEcCEZHSMF8RUaxgviKieMLhA9NMEIQR9yVJGrVtLDcbonCtlpYWmEym8H0uYUhESsV8RUSxgvmKiOIJiwLTxGq1Qq1Wj+oV0NXVNar3gJxMJtOIP1pERErFfEVEsYL5iojiCYcPTBOdToeioiLU1NSM2F5TU4N77rknYq9bUlKCgoICVFVVRew1iIjkwHxFRLGC+YqI4gl7CsjI5XKhsbExfL+pqQkNDQ2wWCzIzc1FZWUlNmzYgOLiYixfvhz79+9Hc3MztmzZErGYamtrWckmopjAfEVEsYL5iojiCYsCMqqrq0NpaWn4fmVlJQBg48aNOHDgANavX4+enh7s3LkTHR0dKCwsxJEjR5CXlxetkImIiIiIiCiBCZIkSdEOguTncDhgNpuxcOFCqNVqVFRUoKKiItphERGN0traipycHOYrIlI85isiihXD54N2u/2mPZvYUyDOsXsbEcUK5isiihXMV0QUTzjRIBEREREREVGCYlGAiIiIiIiIKEGxKBDnuGQOEcUK5isiihXMV0QUTzinQJzjmDciihXMV0QUK5iviCiesKcAERERERERUYJiUYCIiIiIiIgoQbEoQERERERERJSgWBSIc5wIh4hiBfMVEcUK5isiiiecaDDOcSIcIooVzFdEFCuYr4gonrCnABEREREREVGCYlGAiIiIiIiIKEGxKEBERERERESUoFgUICIiIiIiIkpQLArEOc6OS0SxgvmKiGIF8xURxROuPhDnODsuEcUK5isiihXMV0QUT9hTgIiIiIiIiChBsShARERERERElKBYFCAiIiIiIiJKUCwKEBERERERESUoFgWIiIiIiIiIEhSLAnGOS+YQUaxgviKiWMF8RUTxhEsSxjkumUNEsYL5iohiBfMVEcUT9hQgIiIiIiIiSlAsChARERERERElKBYFiIiIiIiIiBIUiwJERERERERECYpFASIiIiIiIqIExaIAERERERERUYJiUYCIiIiIiIgoQbEoEOdKSkpQUFCAqqqqaIdCRDQm5isiihXMV0QUTzTRDoAiq7a2FiaTKdphEBHdFPMVEcUK5isiiicsChARERERUcLzBYKoOtoIAKgonQ+dhp2qKTHwSCciIiIiIiJKUCwKEBERERERESUoDh8gIiIiIkowwaCEt893Qa9RQ69RQa9Rw6ANfdVrVdBrVDBo1dCpVVCphGiHS0QRxKIAERERRQzH6BIpkycg4hsH6sa1r04dKhLotUMFBO3VRQRVuLBguO7jw0WHoce119l/qBBhuKogMbwPCxJEkceiABERERFRgjFo1Hj/uQfg9QfhDYjw+IPwBoLw+sXQ10Doq2f4vv+q76/zmDcgwukJjH5sqE1PIAhfIDjhOLVqYURhQacZ2ZtBp1Fd//Gh4oROPbLQoNOowvvqh3pCDD+uEgQ4PH7o1Cr4xSCLmJQwWBQgIiIiIkowKpWAmamGaX3NYFCCT/y8iDBcYPAM3x8qTAwXFDx+Mbx/6OtVhYarihO+QBBun4hety98/+rHrt5XksYX60vHPoNOrUKyXg2jToMUvQZGvTr0VadGsl6DZJ0GyXoNUvRqmJO0SDPqkGbUIt2ogzlJi/RkHZJ1aggCezuQsrEoQEREREREEadSCTCo1DBo1QC00/76kiQhEJTCvRc+L1CEigZdDi/2/Ok8vIEgFtpSkZqkgUGjhlYtwC9KGPAF4PaKcPsC6HMPwuUNYMAXgMsbQP+AH4Hg6IqDVi3AnBQqFlhTdLCZDLCZDJiZqsdMkwG2VH3ovkkPo+7Gp2YcikWRxKIAERERERFdVzydjAqCAK1agFatQop+5GmQfcCPdy/0hHoA6IF8azLUV81nYEnWIceShJx0I7LTjUjSqUc8X5IkuH0i+tw+9A/40T/owxWnF79paIcnIGKhLRW9bh867B580NKPyw4vBv3iiDZMBg1yM4zItRiRYwl9zbUYkZNuhDVFH7kPhhIeiwJERERERJSw+gd8eK2+FU5PAAatGotmpeKROzLR6fCipW8Alx0e9Lp96HX78EGLHYIAzEjVIyc9dPKelZYEnSZUaEjRa5BjCbXrCwRxqWcAwOiCiiRJcHkDuOzwosvpQZfDi7b+QbT2DaC5dwAfftiB9n4PxKHeByoBMCVpkZGsgy8QxC2zU7HQloq5M5Kh16hHvSeiiWBRIM6VlJRArVajoqICFRUV0Q6HiOiGmK+IKFYwX8WPPrcPr58MFQTSk3UomG2CTqNCbkYy5ttSAQAev4jWvkG09A2gtXcA3S4fuhxedDm8qL/UB5UgYJZZj5yhq/qzzQZo1GP3qBAEAakGLVINWsyfmXLdffxiEB39HrT0DeBClwtvnGpDj9uL10+2osvpBRAqFuRbk3Fblhm3Zafh9mwzFmeaxhyKQHQtHi1xrra2FiaTKdphEBHdFPMVEcUK5qv40Ov24fX6Vri8AWSk6LDm9kwcOHFx1H4GrRrzZ6aET97d3gBa+gbQ0juIlt4B2Af9aO/3oL3fg/fQC41KQGZaEmaZDXB5AtBqBPQN+KBWCRCDUvgWuOr78E2SIAaDCIjD34duNpMB2elJyElPwjOrFiIjWY9Pu5z4tMuFcx0OfNhmxx/OdMIbCEIlAPNnpuC2rDQUz0nHnfkWzLUmc8JDuiEWBYiIiIiIKKH0uEJX3N1eEdYUHR4ryoZGNb75EpL1Gtwyy4RbZoUKQ/YB/1CRYAAtfQNwe0U09w6gqduNM+12AIBGdWnEHAUTJQYlXBnqHfDGyTbMnZGMe+dbUTzHEt4nIAbxaZcLp1v7cbrVjg9a+3HoVCuCEmBN0aE4z4I780O3gtkmqKYQD8UXFgWIiIgooiRJwnUm5SYiiopulxdvDBcEUvV4bFkWjDoNfIHgpNozG7UwG80ozDJDkiT0un1o6RvEZ1dcONXch6AE6DQq6DUqqFXCiJtGJUAlCNCoh76qVFCrAPVVXzUqAcGghE6HB16/CJUAXOoZwKWeZsyfmYLl8zJgTdFDo1bh1tkm3DrbhPUlodhc3gBOXurD+029eP9iL/7xj+fgCwRhTdFhxYIZuH/hDKxYYEUGJzJMaCwKEBERUcQ4Bv043WaHLxBEa98A5s64/thZIkoM0V7N4IozVBAY8ImYkarHY8uyR60kMBWCICAjRY+MFD0KZpvCEw1uuX/elN6rLxBE3aU+AMDf3J2H+kt9ONfpQGOXCxeuuHDLrFTcPTcDaUbdiOel6DW4b+EM3LdwBoDQ/Ainmvtx7NMreOeTKzh0qg2CABRmmnHfQiu+eIsNS3PS2IsgwbAoQERERBHR5fTg9fo2DPpCy2799oMOPF6cjay0pChHRkSJqMvpwRsnQzlppilUEDBoY2/mfnOSFg8WzkLxnHS8e6EHjV0ufNzhxCedLhRmmXBnvgWpBu11n2vQqrF8XgaWz8vA9x+8BV1OD46f78Y756/g/77XjKqjF2Az6bF68Sw8uHgW7sy33HTSRIp9LAoQERGR7Fp6B/CbD9ox6BORpFNDp1bBLwZx+FQb1i3NQiYLA0Q0jbocHrx+sg0evwibyYBHl2XFZEHgatYUPdYsycRlhwcnLnTjYvcATrfacbbdgSU5aSiZY7lpL4iZqQY8VpSNx4qyIQYl1F/qwx/PdKL6o0688u4lpBm1WHWrDQ/dPhsr5ltZIIhTLAoQERGRrD7pdKL6o06IQQnZ6UmQJAmCICA7PQkddg8OnWrDY8uyMctsiHaoRJQALjtCPQQ8fhGzzAasWxr7BYGr2UwGrFuajda+AZxo7EFb/yDqL/XhwzY7luamYVlu+rjer1olhCci/P995VacaXPgjx914A9nOvFqfSusKTp85fZMrFuahduzzVzNII6wKEBERESyOdnch3c+uQIAWGBLwRcXzcRLxz4DAHzl9kz84UwHWvsG8capVjy2LBs2EwsDRBQ5nXYP3jjVCq8/iNlmAx6Js4LA1bLTjXiiOAkXewZw4kI3uhxevPdZLz5osaNkTjqW5KRBO3Sl/2ZzOwiCgNuyzbgt24zvli3CR+0OHD7Vhl9/0I4DJy5irjUZjyzNwiN3ZCE3wzjt75XkxaIAERERTZkkSfivxm7UXQxNhHVHThruXzgDgauWHdBpVFh7RxYOn2pDW/8g3jjZhseWZWEmCwNEFAEd9kEcOtUGrz+IrLQkrF2aCb3mxgUBnUaFZ1YtnMYIx2+8sQmCgHxrMuZkGNHY5cKJCz3odftw/NNunGrux535FhRmmSf02oIgoDArtLrC9oduxYkL3Th0qg0vvXMBu2vO4858C/7bnTkoL5wdtwWXeMeiABERUYyL9mzeYlBCzdlOfNzhBAB8YYEVxXnpoa6l16xFqNOosHZpJg6fakN7f2iM72NFWZiZysIAkVIFg1LMzUbf3h8qCPgCQWSlJ2HtHWMXBCIhmkUGQRCwwJaKeTNS8HGnA3/5rBeOQT/+81wX6i71oSgvPTy0ayLUKgErFszAigUzMPiIiDfPduKX77fgmYMf4Ae//giPLsvGk3fm4JZZpgi9M4oEFgWIiIho0rwBEb8/3YFLPQNQCQK+VDATizPHvgql16jxyNIsvHGyLdS192QbHi/KhpXrZBMp0rnLToiihPc+68HCWamYmapX9Hjytv5BHB4qCGSnJ2HtHVnTXixVCpVKwOJMMxbZUnGm3YH3m3rgGPTjT2cv40ybHZlpSbAP+mFN0U34Z5qkU2PtHVlYe0cWmrrdOFjbgtfqW3HgxEXckZOG/3ZnDr5yeyaS9TzlVDr+hIiIiGhS3N4ADje0ocvhhVYt4Mu3ZyLfmjyu5+o1aqwbKgxcdnjwen0rHi/KRgYLA0SK4gsE4fT4IUnAe029qLvUhxS9BvnWZOTPSEauxRgep64ErX0D+HVDO3yBIHIsRjy8JDNhCwJX06hVuCMnDYszTfigpR9/+awHg34RF6648LMTF5Gs18Bm0mNmqiH81ZSkGXehIN+ajGfLb8H/KFuItz7uwi9rm/HsGx9i52/P4uE7svDVu3InPGyBpg+LAkRERDRh/QM+vHGyDfZBP4xDV4smupqAQavGo8uy8PrJVnQ5vHj9ZCseL8qBJVkXoaiJaKJ0GhWW5aajf8CPeTNT0N4/CJc3gA/b7PiwzQ6NSkBuhjFUJLAmI9WgjVqsLb0D+HVDG/yihFyLEQ/fkamogoUSaNUqFM+xYJEtFU3dbvS5/VCrBHj8Ii71DOBSz0B4X4NWjZmpethMNy8UXDuM7cHCWWjrH8SvaltwsLYFv3i/GUuyzfjru3KxZkkmjDqehioJfxpEREQ0IZ12D37d0IYBnwhzkhbrlmYhfZIn8gatGo8uzcZrJ1vR7fSGewxMtj0ikp9WrcKMVD2+fNtsqASgtW8QTd1ufNbthmPQj8+uuPHZFTcAYKZJj7nWFMydkTytwwyuLgjkZRixZgkLAmPRa9XITjciOx34u/vmwukN4LLDgy6HF5edHvS4fPD4RTT3DqC59/qFgpkmPWxDhYLryUpLwjOrFuLbX5yPo59cwf997xKefeND/PB3H+ORpVn467tycetszj2gBCwKxJBPPvkE69evH3H/F7/4BR555JHoBUVERAnlYrcbv/+wA75AEDNNejxyR9aUx4sm6dR4bFkWXq9vRbfLh9dPtuKJohyYjaOvOEZ7UkWiRKdRqzDHmow51mSslCR0u3yhAsEVFzqHTiq7HF785bOeaRtmcKnHjd80tCMQlJBvTcZXbp8NDQsC46ZRq4Z6A3ze2ysgBtHj9oWKBA7PTQsFlmQdmnsHkKLXYMAXgE6jG9H+qgIbVhXY0NI7gIO1LThY14Kf/+USluam4a/vzMVXbs9Eko4rF0QLiwIxZNGiRWhoaAAAuFwuzJkzB6tWrYpuUERElDDOtjtQc/YyglLoStyXb58t22zeRp0Gjy7LxusnW9Hj8uHV+hY8UZwDc1L0uiIT0dgEQcCMVD1mpOpxZ74FA77AUIHAjebegesOM8hON8IbEKFTq+AXgxCDEvzBIPyBIAJBCX4xCL8oISAG4RODCIgSAsEgfIHQ14AoXbM9iE67B4GghLkzkvHl21gQkMPVhYLbEJoL4NpCQZfTi26XFx6/iJbeAbT3DwIAfnK8CRkpOmSmJSErLQmzzQZYkkMTGeZYjPju6kX4zpcW4K2PL+M/3mvG9147jf/nd2fx6LJsfPWuXCywpUbzrSckFgVi1G9+8xs88MADSE4e34ROFF94pYyIppMkSai71If/+rQbAHDr7FSsKpgFtcxLlCXrNXhsWTZeq29Fr9uH1+pb8URxNkxRHKNMRONn1GmwONOMxZlmBMTgdYcZfHrZhVPN/QBCK5bKlUdYEIi8sQoFbX2DuNTjhtMbAAD0D/jRP+DH2XYHgFBvgsw0AzLTkpCZlgRbqh4PFs7Gg4Wz0dwzgF/UNuPVuhYcOHERJXPS8dd35aK8cDYMWvYemA4sCsjo2LFj+Jd/+RfU19ejo6MDhw4dGtW1f+/evfiXf/kXdHR0YPHixdizZw9WrFgx4df61a9+hf/+3/+7TJETERFdXzAo4Z1Pr6Bh6J/44jnp+MJ8a8TGCSfrNXisKBuv1bWgb8CP1+pChYFoTl5GRBN3o2EG5y87R++rEqBRq6BVC9CqVdAMfdWqBWhUqvD3Ix9TQaMKfW/UqZGVlgSVzIXKeKbTqPDMqoVTbme4UJBu1GHujBQAwKYv5KPH7UN7/yDa+wdx2eGBxy+OmHtCrRJgM+mRmZaE2eYkfPuL8/HMlxai5uxl/Md7l/DMwQ/w/G/P4rFl2fjru3Ixb6htigwWBWTkdruxZMkSfP3rX8djjz026vGDBw9i27Zt2Lt3L+6991689NJLKC8vx9mzZ5GbmwsAKCoqgtfrHfXcN998E5mZmQAAh8OBP//5z/jlL38Z2TdEREQJLSAG8cePOvHpZRcA4P5FM7AsNz3ir5syVBh4ta4V9kH/UI+BHKRwrWuimHT1MIM7ctLQ0T+IoARsuX8ujDoNT+bjjEGrDq9GAQBiUMIVpxdtQ0WCDvsg3F4R7f0etPd7APQBANKNWmSmJeH/s3oRfvF+Cz7tcuKNk6346X814e65Fvz1XXlYvdgm27A1+hz/usqovLwc5eXlN3x89+7d2LRpEzZv3gwA2LNnD6qrq7Fv3z7s2rULAFBfX3/T1/n1r3+N1atXw2C4+dJPDodjxH29Xg+9nmtAE5HyMF8pi8cv4rcftKO1bxBqlYDVi2dh0azpG+eZatDi8eJQYaB/wB9elYCziZMSMF9NzXAXf51GzYJAAlCrBMwyGzDLbEBRXjokSYJ90D9UFBhEu30QPS4f+gb86Bvw43RQwsUeN4w6Df6fRwrR6/Lh9x924OlfnEK6UYt1S7OxviRnWv8mxTsWBaaJz+dDfX09nn322RHby8rKcOLEiQm19atf/Qp/+7d/O659c3JyRtz/wQ9+gB07dkzo9YiIpgPzlXL0D/jw29Md6HZ6odOo8PCSTORYjJNqaypdVE0GLR4vysardS3odYdWJXh4Seak2iKSE/MV0UgTyfWCICDNqEOaUYeCzNCShB6/ONSLwIPmngHUCwL8YhDnOpxQqwR8+fbZ+Os7c3GqpR+/bmjD//5zE5bkpGF9cQ7WLJnNIWZTxKLANOnu7oYoirDZbCO222w2dHZ2jrsdu92O999/H6+//vq49m9paYHJ9Pn6n6xiE5FSMV9F34AvgPc+68XpVjuCkoRkvRqPLM3CzNSb90yLFHNSqDDwWn1oVYJDp9rgF4PsMUBRxXxFJC+DVo25M1Iwd0YKSuYE0W4fhNMTwKJZqbjU40aPy4celw9pRi2eLV8Ep0fE8U+v4P97+EPs/N1HeOi22Xh0aTaWz8uQfRLcRMCiwDS7dmImSZImNFmT2WzG5cuXx72/yWQa8UeLiEipmK+ixxsQcfJSP04298EXCAIA8jKMeOBWmyKWBEwz6sKrEvS4fPi4w4FbZ/NYoehhviKKLJUgwJykxerFsyBBwqeXXTjb7kBb/yBa+zwAgJJ8C75822x8esWF6jOdeONkG2am6rH2jkysvSMLizNNEZsUN96wKDBNrFYr1Gr1qF4BXV1do3oPEBFRfFPKsqJiUMKZNjv+8lkPBnwiAMBmMuAL863IzZjccIFISU/W4bGibBysbcaAT8S5Tid8gSCXZCUiijPXG4pQmGVGYZYZ/QM+nG134GyHA05PAC19gzBo1PjaPXOg06hwps2BN0624eXjTVgwMwWPLM2a0hC4RMG/pNNEp9OhqKgINTU1I7bX1NTgnnvuidjrlpSUoKCgAFVVVRF7DSIiOTBfTR9JknD+shOvvHsR/3muCwM+EWlGLb58+2z8tztzFFcQGGZJ1mHd0ixo1ALc3gD+eKYDwaAU7bAoATFfEUVHmlGHe+ZbsekL+Xi8KBu3zjZBqxbQN+DHZYcXM016bH/oFvxwbSFunZ2KF/+zESv++Sge33cCP//LJfS6fdF+C4rEngIycrlcaGxsDN9vampCQ0MDLBYLcnNzUVlZiQ0bNqC4uBjLly/H/v370dzcjC1btkQsptraWnZvI6KYwHw1PVp6B3D8025cdoS6Xxp1atw9NwOFWeaYGIdpSdZjkS0VH3c4cbFnAG+d68KXbp3JLqI0rZiviKJLEATkWIzIsRjhDcwIDS/ocKCtbxAtvYMAgFtmm7B68SxccXrx9idXsOM3H+H533yE+xbOwNo7MlFWMAtJOi5vCLAoIKu6ujqUlpaG71dWVgIANm7ciAMHDmD9+vXo6enBzp070dHRgcLCQhw5cgR5eXnRCpmIiBJEl9ODPzd242L3AIBQ98xluekoykuPuS74qQYtFsxMgSAAZ9rsSDVocPfcjGiHRUREUaDXqEcOL+hw4Gx7aHjB+csuiEM9ysoLZ2Fxpglvnr2M7/yyAUadGqsXz8LaOzKxYsGMmCiMRwqLAjJauXIlJGnsboxbt27F1q1bpymiUPc2tVqNiooKVFRUTNvrEhFNFPNVZNgH/Xj3QjfOdTohSaHJm27PNuPOfAuS9bH7b0B6sg73LZyBY+ev4N0LPUjRa1CYZY52WJQgmK+IlCnNqMM986xYPjcDrX2D+KjdgU86HRj0ixj0i1h1qw3fWjkfl3rc+HVDOw43tOHQqTbkWJKwcfkcPFGco4gJdqdb7P43QOPC7m1EFCuYr+Q16BPxXlMPTrfaw1dJFs1KxT3zMpBm1EU5OnnclmWGxy/i/aZevPVxF1L0GsyxJkc7LEoAzFdEynb18IIvzM9Ap8OD/gE/stNDc+bkZSTj6QcW4NtfnI8PWu342YmL+Kc/nsMLNefx9vdKMSM1sZYZZVGAiIgojvgCQTS09KP2Ym94ecFcixFfWGCFzWSIcnTyu2deBpwePz7ucOL3H3bgiaJszIzD90lERJOTYtBi16O3X/cxQRBwR04a7lh/B7aX34K3P7mScAUBgEUBIiKiuCBJErqcXvz8L5fg8YeWF5xp0uML863Iy4jfq+eCIGBVwSy4vSKaewdwuKEN60tyE7L7JxERTd5MkwF/VZIT7TCiIrZmFqIJ45I5RBQrmK8mz+nx43SrHU3dbri9AZiTtCi/bRb++s7cuC4IDFOrBHz59tmwpurh9oo4fKotXBghigTmKyKKJ+wpEOc45o2IYgXz1eR4/CJ+3dCOQb8IjVrA/QtnYGluGjTqxKr7G7RqPHJHJg7WtqDX7cNvGtrx6LKshPscaHowXxFRPOFfSqJp4AsE8ULNebxQcz48xpeIaKr8YhC/bmhDr9sHnUaF27LMWJKTeAWBYakGLR5ZmgW9VoW2/kH88aPOm64KRERElOgS878GIiKiGBcMSjjyYQfa+z3Qa1S4ZVYq9Bp1tMOKOmuKHmtuz4RaJeDTyy68c/7KDQsDLNgSERGxKBD3OOaNiGIF89X4SZKEP318GZ9dcUOjErBmSSaMOo4IHJZjMWL14lkAgFPN/TjZ3B/dgCjuJFK+0mlUeGbVQjyzaiF0Gp46EMUj/gcR5zjmjYhiBfPV+L17oQcftTsgCMBDt89GZlpStEOaNsMnKDezaFYqXF4/jp3vxrHzV5Ci12DRrNRpiJASAfMVEcUTFgWIYpDT48cnnU74g0EM+kRW7okSyKnmPrzX1AsA+NKtNsybkcKu7zewLDcdDk8ADc39qP6oE8l6NbLTjdEOi4iISFF4JhHnEql7WyKQJAkfdzjwf99rRt+ADy5PAO819UQ7LCJZMF/d3PnLTrxz/goA4J55GSjMMkc5ImUTBAH3L5iB+TNTIAYl/OaDdnS7vNEOi+IA8xURxRP2FIhz7N4WPwZ9Iv7zXBfOX3ZCDEpI0qox6Bdxps2Oorx0ZKToox0i0ZQwX42tpXcAfzzTCUkC7shJw535lmiHFBNUKgEPFs7CGydb0d7vweFTbXjyzlyk6PkvEE0e8xURxRP2FCCKAU3dbvz8Lxdx/rITKkHA3XMtuD3bjHSjDkEJOPbplWiHSEQR1OXw4DcftEMMSlhgS8H9C2dAEIRohxUztGoVHl6ShXSjFk5PAIdPtcEbEKMdFlFC4sSFRMrDMjmRgvkCQRz/9ApOt9oBAJZkHR4snIV0ow61F/uQl2GEWiXgYvcAmrrdyLcmRzliIpKbfcCPww1t8AWCyE5PwoOLZ0GlYkEACA2pcnkD6HP70TvgQ5/bh163D30DPtgH/XB7RQz4AnD7RAx4A7AP+tFuH4QYlPD/f/sCkvUadLu8CEoSDje0QSUI0KgEaNUqaDUqaK/6PkWvRqpeixSDBil6DVINoVuKXot0oxYZKXpkpOiQbtRBzZ8PERHFEBYF4lxJSQnUajUqKipQUVER7XBoAtr7B1H9USf6B/wAgKW5abh3vhVatSo8qZhBq8aSbDM+aLXj+KdXkGsx8p9RilnMV6MN+AJ441Qr3F4RM1L1WLMkExp14lxZG/SJuNTrRmvvIDocHnT0D6LT7kG7PfS1w+6B9zqTLCbr1DAnaZGs18Co1yBZp4ZRp0FWehJmpxlwqWcAkgSkJ2uRpFVBUAkoyk2HSiXALwbhF4MIiBJ8YhB+UYIvIMLpCaC93wOXNwCnxw+XJ1RsuJZKCBVwM5L1sKaGvs5M1WN2WhIyzYbwV2uKnsWdGMZ8RUTxhEWBOMcxb7FHDEr4y2c9qL3YC0kCUg0alBXMQm7G9WfMLpljwfkuF3pcPnzYZscdOWnTGzCRTJivRvIGRBw+1Y7+AT9MSVo8sjQLBq062mHJzhsQw72dLva4cTH8dQCdDk94P41KgM1kwOyhE+vbs9NgMxkwM1UPS3LoCr0lWYc0o/amn1NTtxu/aWiHXwyivX8QORYjKkrnT7grsxgM9VSwD/hxxeVFj8uLbpcPPS4vetw+XHF5cdnhwYdtdrT3D44oYGjVofeTaQ4VKjLTkpCZloSsoe+z0pKg16hRdbQRACYVH0UO8xURxRMWBYgUpNvlRfVHnehyhGbHvnV2KlYumjnmP7h6rRrL52bgP8914d0LPbhlVmpcnjgQJRIxKOH3pztw2eFBkk6NR5dmxfzEeMGghLb+QZzrdOKTTsfQVyeaut0IBCUAQIpegzlWI+ZkJKNkjgVzMpIxx2pETrpR1ivr+dZkPHDrTPzxTCfa+gcnfbKtVgkwJ2lhTtIiN8MIXyAYPon/+4duHdGuJEnoG/CjvX8QHXYPOuyDaO8Pfe3o96D+Uh867Z7wZwGEisI6jQomgxZXXF7kpBuRlf554WBmqoG9w4iIaMpi+z8Muil2b4sNkiThZHM/TjR2IxCUYNCq8aVbZ2KBLXVcz78ty4zTrf3odvnwl896sHLRzAhHTCQ/5qsQSZLw5keduNQzAJ1GhUfuyEJ6si7aYU1IQAzi0y4XTrf243SrHWc7HDjf6Qx3tzcZNLhllgl3z83AxnvmYNGsVORbk5GRrJu2CRQLs8zoc/tQe7EXTd1uHDrVhpkmPSxDPQ4syToYdWrZ4hEEIdzujZaSFIMSrji9aOsfQFu/B809bvzhTCdcngDqLvbitx+0w+kJhPfXqATMMocKBNlDPQ0y05JGFA6MutC/elcXLNjrYOqYr4gonrAoEOfYvU357IN+vPlRJ1r7BgGErmB9qcA2oauCKpWA+xbOwBsn2/BBix1LstNi7iSCiPkqVBA49mk3znWGVhr58m2zMctsiHZYYwoGJTT1uMMFgNOtdnzUbofHH4QgAAtmpmBxphmrF8/ColmpuGVWKmaZDIpYPeHOfAtm1unR5fSipXcA7f2DIx43aNWwJGthSdZ//tWogylJI0v8waAEpzcAx6AfDo8fTs/w96F5C/yihBR9aGLDkjkWqFUCfKKIQV8Qbm9gaH6DABweP0429+E/z3XB7vFD+ryzAVL0GsxIDU2C2O/2IUmngUYlIH9GMmYPzW1gTdHLWgBJBMxXRBRPWBQgihJJknC2w4G3P7kCXyAInUaF+xbMQGGWaVL/mOVlJGPujGR8dsWNY59ewdo7siIQNRFFUv2lPpy81AcAKFtswxwFrihiHwydgNZf7MPJ5j582GqH0xu6ep2XYcTt2WkoL5yF27LMKMwyI1nBwx4EQUC+NRkzUw144NaZcHoC6B1awcDh8cPjF9HeL6K93zPieVq1gPRk3YheBaGeBSPfa0AMhk/aPz/hD530Owb9cHkDI07gryUODSW4+k+CTq2GLik0keKNnuMeKhY4PX44vAE4B/3ocnjR7fLCLwZxpt0+6nV1GhUyknWYkRqaGDEjWY/0ZB0yht9fSuj7dKMOGSmj3ysREcUuZnSiKBjwBfDWx11o7HIBADLTDFi9eBbSjFO7ur9iwQxc7B7AZ1fcaO4ZuOHkhESkPGfbHTj+aTcA4L6FVtw6O/pXISVJQkvvIOou9aLuUqgQcL7LCUkCMpJ1WJaXji0r5+H2bDNuyzJPOYdFgyAISDFosDjTPKJLvV8Mom/AFy4S9LpDSx72DYSu4Hc5vOH5X4ZJkoTTrXaoVQJ++l+fweMfvTLCtdQqASaDBqkGLUxJ2qu+1yBJq4ZKCMW45f55UKmAgCghIErwBz9fJcEvBhEISuH7gWBo1YTh/QKiBI9fxO9Pd0AMSliaa0bfgB8DPhGDPhEDvtDSjQND3zd1u/FJpxODfhEub+C678OgVSEjeWiSx6uLB0PfX70tI1kvW+8KIiKSH4sCcY5j3pSnqduNtz/pwoBPhFol4O65GSjOS5dlAi1Lsg6355jR0NyPd8534at35XHJK4oZiZyvmrrdqDl7GQBQlJeOojxLVOIIiEF81O5A7cVe1F/qQ92lPlxxhk58589MQXFeOjavyEfxHAvmZBjj+iRPq1ZhZqoBM1NHDt8IBiXYB/3ocfvQN+BDj8sXLh4M+kQM+kPzJri9oRyvVQtDJ/tapBo0o75PHqPbvi8QDD+mVgnQaVSYbMcLXyAYLkRvXjEPQUkaUfC4uofEtb0IAmIQg34RgaAEtSAAQqho0tDcD78YhF6tQmvfAD5o7Uev2xdeSvdqHz2/WtG9RiYqkfMVEcWf+MnOdF0c8zZ5ck/KJAYlXOpx47cftEOtEmBN0WF14axR/3BO1fK5GTjX4US3y4cz7Xbcnp0ma/uxTs6fKyfuklei5qtO+yB+f7odQUnCrbNTsWKBddpe2y8G8WGbHe991ou/fNaDuou9cPtE6DUqLMlOw+NF2SjOS8ey3HTOUzJEpQoNHbj285AkCX1uH5weP4ISsL4kB9YUPQxalSKLJwatOjwx4dWu10Ni+ERfvGplBDEohU/yv19+C+bPTAk/FhCD6B/0o9f9edHEqIuvVXESNV8RUXxiUSCG7N27F//yL/+Cjo4OLF68GHv27MGKFSuiHRaNQ0AM4pNOJxweP+ZYk1GUl4575mVAo5b/JNKgVePuuRa8/ckVvHuhBwtt07tEIU+UicZv0Cfit6c74BclzLEasapgVkRPIP1iEKdb7XivqQd/+awXdRd7MeATYdSpUTzHgoovzsdd+Rm4LcvM390JCg1D0IaHUNhMhil/hjqNCs+sWihHeONu60Y9JMShHhLDRYIupwdnOxwY9IuwXFMg0ahV4QkMYZMlfCIiiiAWBWLEwYMHsW3bNuzduxf33nsvXnrpJZSXl+Ps2bPIzc294fPYvS36gkEJfzzTCYfHD7VKwCN3ZGHeVVdUIuH27DScbrWjd2i5rRULZkT09WKNLxAaizs803ggGIQv8Pk43PA43WAQ/sDnY3VDY3SD4e+9ARHvX+wFJCAjuRlZ6UmwmQyYZTbAYtRx6MYEJVq+8gWCONfpwO3ZachKT8KXb8uUfc15XyCID9v68ZehngD1l/ow4BORPFQE+PYXF+DuuRYUZpmhjUCRkuKHWvX5kopA6Nj69LILkiQhOc56AYxHouUrIopvLArEiN27d2PTpk3YvHkzAGDPnj2orq7Gvn37sGvXrhs+j93bokuSJNR8fBmfdbuhEgQssqUixxL5yf/UKgErFljx64Z2nGruv+kEYIlydb/L6cFfLvTgZHNodvfX6lundBImBiUEh7rTdjm96HH7ANgBhK7KzUzVh4sENpMBJgMn2hpLIuUrr1/EuU4HvIEg0oxarL0jU5bfOzEoof5SH+ov9eK9pl7UXezDoF9Eil6D4jnpePqBBbh7bgYKM00R6alEiUPOXgyxKJHyFRHFPxYFYoDP50N9fT2effbZEdvLyspw4sSJKEVFNzO83vjZdgdUQ2t1m26whFQk5FuTkZdhxKWeARz/tBtrlmRO22vLSY6CRWvfAOou9qGp2x0eE6tTq5Bm1MKgVUOnVkGjFqBRq6BTC9CoQvdD21XQqgVoh/bRqlXQDj0OhLpjSwDKC2ehd8CHTrsHXU4vfIEgWvsG0dr3+brnRp06XCCwmQyYZTIgKQGvsFFoiTmtWgWtWsLaO7ImvbybNyDigxY7TjR2442Treiwe/Di0Uak6jUoybdg25dCRYDFLAIQERHRDbAoEAO6u7shiiJstpED82w2Gzo7O8d8bltbGxwOR/i+Xq+HXq+PSJzxZtAvwukeRFCS8FlHaJmw4aWf/EHp8+9FaWT38qHvG68MoPGKG0EJyLMYcKF7EJIkwesNzeQdlCSIUmh4gSiFrjgHpaGrz1Konavvh/YL7R8ISmjqGYAE4C8XrgAIFSEkAJAAaei+X5TQ5fIBAPYd/RRatTD0GIb2DT0nKEm44gzt98cP2zHUDIKSFJ6Ferj98HOvs00a2n94zfJfvn/phlfGpbEW58bnrwEJcPtCs3n/4r1LgHDtDjd+vjj0sxCv2lc9tKSXAOBshx03um5/k+bDn8vwTOOv1bWMeK4khX5+waGv4Z/PNY0LAqAShPCyY75AaOkvg1Z1w9iGVT9157TOFxEpTqcTQGLlK78YxJx0HXyBIFSBQTiuWdruRryBIE63OVDXbEddsx2n25zwBoJI1qlhTdaiONeMivtyQ0WAq3rBDLhdkXorMc0vBsM52el0yDKEYtNdswAAngEXPFNujZQmEfMVEcWmq3PUzbAoEEOuPbmSJOmmXZELCgoiGVLUCVoDVHojBF0SVDojVLokCPqhrzojVDoDBK0egkYPQaODShv6Kmj0Q9t1odv19lF/flX/wHttk4pPkoKAGMBxMQCo1AAkvHv2IqRgEJBEIBgM7TP89ervg0FIQ/tACn7+HCkISZKgTZsNSZJwrqcZCIrDL4jhqoAECZAkqFMyoE5KxcWAF4HetlAhQAqO3B8CdLZ5ACQ0dTaGXmvo+UM7hr8PxSmNer3wPoIAfVYBAAmtrR+F3tOYH9JNPkRBBX126Dhuu1F7IwoMAlRGMzTmGRC0w7NqSxBdvRAdVyCJAehzCgEA3pYzI9u7SaEi1NLN97luO4IqdDzqjFDpjVDpjBC01/4DKUBjngkpGMDlT99H0Dv2iZxt55c//9nHgXjPVyOoNDAv/ysAwPOP/woIBq67m6DRQ5+5CPrc22DIKYQ+cxEEjQ7ioBPe1o/gaf4Q3pYz8HW3wHz34/gAwMGKG7dH17jq57D9XX5uNH4Jla+IKO6xKBADrFYr1Gr1qF4BXV1do3oPXOvs2bNITU0N34/FSvagX8S2187C5RXh9gbg9olw+0QM+EQExzg/06gEGHVqGLQqGDQq6DUqGLRqGDQqGLQj7+u1V30/9LhWJeDPn/VBrRJQvngGkrRqaFVCuDu5RjXUlfya75t7B/FOYy8EAEW5Ztydnw6/GMTLfw5dSf7mvTlTvho1sr0nx2xvwCfiF3Xt8AaCKF2YgVtnjZ7kcGR7X59SfCPb2iLze/3WDdsLBCV8ctmFUy0OODyhf+y1agGFmam4PTM1vHTWeNubDt5AEFecXlx2+tDl9KLD4cXxxl4AwD8//xhmpNzsd/UnkQ9yGrS1taGgoCAu8tV4jTwOq8LH4YBPxAdtDtRdCvUE+LDdiUBQQlqSBkU5ZhTlmlGSZ8aCmclQCQ/dtD0aGz83mqhEzFdEFJscDgdycnLGtS+LAjFAp9OhqKgINTU1WLduXXh7TU0N1q5dO+Zzs7KyYn4iHKMYhCUlCbkZGiTrNUgxaJCiVyNFr0WyXo1UgwbJuuHtoVuyXgO9ZmprQ/sCQfT7QmPZH7pjzrjGsl/qcaO+vRdJBgNuzzbji7fMDHcJH/5nITXVNOUJxSbSngnAfbdKOHa+Gx90DuKOuTboNSO7nMsZ33S/V29AxOlWO04198HtFQGokZaqw9KcNCzJSbtu9/pnv5I2pZjkNMMCDF9v8gWC8AQ/gdsrInuGBfo4GBowHsPd2+IhX43X8HHt9gbwl5ZBnG7tR+3FXpxutSMQlJCRrMNdcy14ZFkO7pprwcKZqWOuZiH3712i4OdGE5WI+YqI4h+LAjGisrISGzZsQHFxMZYvX479+/ejubkZW7ZsGfN58bBkjkatQtVXl0U7jJvqsA/id6c7IAYlLLSlonTRTMXMNH9HTjpOt9rRP+BH3cU+3DvfGrHX8gVENHW70e3y4mcnLmKmSY90oy68lJUlWSfLOPgBXwCnmvvxQWs/vP7QEIBUgwZFeekxu7yaTqPCs+W3RjuMqImHfDUWMSjhXKcDJ5v7UdvUi3fOX4F90A+gCbPNBizLS8e6pVm4e24G5s9MUUz+iGeJPoM+TV685ysiSiwsCsSI9evXo6enBzt37kRHRwcKCwtx5MgR5OXljfk8LpkzPbpdXhw+1Q5fIIi8DCNWL7Ypao360BKFM/DbD9px8lIfCrPMMEdgJYTPrrjw5tnLuOwITa9lH/TD5Q0AcI/Yz6hTjygSWJJ1SE/WIVV/8yX77IN+nLzUhzNtoSuqAJCRokNxngWLZqXKvs47TZ94y1f2AT9OtvTh1KU+1Df3oaG5H26fCI1KwK2zTci3JmO22YBnH7wFedbkKb0WT26Jple85SsiSmwsCsSQrVu3YuvWrdEOg65hH/Tj0Mk2ePwiZpsN+MrtmRFf+msyJwDzZiQjx2JES+8A/tzYjYdumy1bPAO+AN7+5Ao+6XRCDErQa1SYY03Go8uy4PQE0DvgQ5/bh163D05PAAM+EQO+kcv1Db+vUK8CLSzJeliStUjRaxCUJHj8It4824kLXW4Ehybym2U2oGSOBfNmJPOqKimCw+PHP/z+Y9Rf6sOnXaGJIjOSdViam46nvrgARXnpuC3LDLVKCC+1OTstaawmiYiIiCKKRQGiKRjwBXDoZCtc3gAyUnRYe0eWYsekCoKA+xZa8X/fa8YnnU4syUlD1hRPRiRJwscdTrxz/go8fhGCACzLTQMQ6p2QnW687hwA/QN+9Lh86BsIFQp63T70D/jhCwRx2eEZ6mkQWvZJDEqou9gLCYBeo4ZaJSDXYsSd+RZkpyexGECKkqzT4JPLTpTkW7Dl/nkoyktHXoZx1HE6vPQkERERUbSxKBDnOOYtcjx+EYdOtaFvwA9TkhbrlmYhSafsieFmphqwONOMM212HDt/BU+W5Ez6pNo+6MdbH1/GpZ4BAMCMVD1WFdiQbtThg1b7DZ+n16hhM6lhMxlGbBeDEuyDfvS6veh1+8PFgitOb3gRwPkzU7B8Xsao51J8iId8pVYJOLT13miHQUQRFg/5iohoGIsCcY5j3iLDLwbxmw/a0eXwwqhT49GlWUg1yD9GPxLumZeB85ed6LR78HGHEwWZEzs+gkEJDa39ONHYDb8oQaMScNfcDBTlpUOtEiZ9BVStEsLzC1zN6xcx6A9AgICHbput2J4YNHXMV0QUK5iviCiesChANEHBoIQjH3agrW8QOo0K65ZmIf2aE1klS9ZrcGe+Bf/1aTdOXOjG/Jkp437uFacXf/r4MjrtoYkEs9KTsOpWW0TfvyAIo5ZQJCIiIiIiefCSW5wrKSlBQUEBqqqqoh1KXJAkCTUfX8ZnV9zQqASsvSMTM2OwK/vSnDSYkrRwegKov9R30/0DYhAnLnTj/77XjE67BzqNCl+61YYnirJjqiBCysZ8RUSxgvmKiOIJewrEOXZvk48kSTj2aTfOtjugEgQ8dPtsZKcbox3WpGjUKqxYYMXvT3eg/lIvFtlu3FugrX8Qfzp7Gb1uHwBg3swUlC6aETPDJSh2MF8RUaxgviKieMKiANE41V7sw8mhq+qrCmyYN2P83e6VaMHMFGSlJaGtfxB/vtAz6nFvQMSfG7vxQUto0sBkvRqli2Zi/swUzvhPRERERBQnWBSguOELBMPrfleUzpd1QroP2+z4c2M3AOD+RTMmPDmfEgmCgPsXzQgvUTjoE5FiCKWEz6648J/nuuD0BAAAizNNuG/hDBi0Nx/br9Oo8MyqhRGNnYiIiIiI5ME5BeIcx7xNXY/Li7c/6QIA3JVvwbLc9Am3MXyi/MyqhYqaPd9mMoQLHBd73fAFgvjjmQ78uqEdTk8A5iQtHluWjbLFs8ZVECCaCuYrIooVzFdEFE/YUyDOcczb1PQP+NB4xYViowW355ixfF5GtEOS3b3zrTjX4YDLE0BDSz/UKgEatYCivHTcPTcDWrVyihgU35iviChWMF8RUTxhUYDoBrpdXpzvckGSgIW2FJQumhmXY+lT9BoU5aXjxIUeBCUJM1L1eLBwFmwKWVWBwxGIiIiIiCKHlwDjHLu3TY4vEMQfznQiGJRgTtJiVcEsqFTxVxAYtiw3HbPNBuRlGPFXxTmKKQhQYmG+IqJYwXxFRPGEPQXiHLu3Tc5/nutCn9sHnVqF+TNToI7jggAQWqIwLyMZAOL+vZJyMV8RUaxgviKieMKeAkTX+Kjdjo87HBAEYP7MFI6pJyIiIiKiuMWzHaKr9Li8OHoutNLA3fkZMCVpoxwRERERERFR5LAoEOc45m38/GIQRz7sgF+UkJdhRPGciS89SESTx3xFRLGC+YqI4gnnFIhzHPM2fm9/cgXdLh+S9WqsXjwrLlcaIFIy5isiihXMV0QUT9hTgAjAxx0OnGmzQxCA8sLZSNazXkZERERERPGPRQFKeL1uH/5zaB6Bu/IzkGMxRjkiIiIiIiKi6cGiQJzjmLex+cUgfv9hB3yBIHIsRtyVb4l2SEQJi/mKiGIF8xURxRP2kY5zHPM2tmPnr6Db6YVRp8aDhbOgUnEeAaJoYb4ioljBfEVE8YQ9BShhfdLpxOnW0DwCDxbOQgrnESAiIiIiogTDokCcY/e26+sf8OFPH18GANw5x4K8jOQoR0REzFdEFCuYr4gonvDSaAz55JNPsH79+hH3f/GLX+CRRx654XPYvW20wFXzCGSlJ+HuuRnRDomIkFj5SqdR4ZlVC6MdBhFNUiLlKyKKfywKxJBFixahoaEBAOByuTBnzhysWrUqukHFoOOfdqPL4UWSTo1yziNAREREREQJjMMHYtRvfvMbPPDAA0hOZrf3ifj0shMNLf0AgNWLZyHVoI1uQERERERERFHEooBMjh07hjVr1iAzMxOCIODw4cPX3W/v3r3Iz8+HwWBAUVERjh8/PqnX+9WvfjViKMGNcMzb5+wDftQMzSNQPCcd+VYWVIiUhPmKiGIF8xURxRMOH5CJ2+3GkiVL8PWvfx2PPfbYdfc5ePAgtm3bhr179+Lee+/FSy+9hPLycpw9exa5ubkAgKKiIni93lHPffPNN5GZmQkAcDgc+POf/4xf/vKXN42LY95CxKCEI2c64PUHkZlmwD3zrNEOiYiuwXxFRLGC+YqI4gmLAjIpLy9HeXn5mPvs3r0bmzZtwubNmwEAe/bsQXV1Nfbt24ddu3YBAOrr62/6Wr/+9a+xevVqGAyGm+7rcDhG3Nfr9dDr9Td9Xrz5r8ZudNo9MGjVKL9tNtScR4BIcZiviChWMF8RUTzh8IFp4vP5UF9fj7KyshHby8rKcOLEiQm1Nd6hAwCQk5MDs9kcvg0XHxLJhSsunLzUBwAoW2yDifMIECkS8xURxQrmKyKKJ+wpME26u7shiiJsNtuI7TabDZ2dneNux2634/3338frr78+rv1bWlpGdG9LtCq2fdCPNz8KzSOwLC8d82akRDkiZeLyaKQEiZ6viCh2MF8RUTxhT4Ex7NixA4IgjHmrq6ubUJuCMLLbuiRJo7aNxWw24/Lly9DpdOPa32Qyjbgl0h8tMSjhDx92wOMXMctswBfmcx4BIiVL5HxFRLGF+YqI4gl7CozhqaeewpNPPjnmPnPmzBlXW1arFWq1elSvgK6urlG9B0geJy50o8PugV6rwkOFnEeAiIiIiIjoWiwKjMFqtcJqlefqsk6nQ1FREWpqarBu3brw9pqaGqxdu1aW16DPXex2o+7i0DwCBTaYjROfR4Bd6omIiIiIKN6xKCATl8uFxsbG8P2mpiY0NDTAYrGElxusrKzEhg0bUFxcjOXLl2P//v1obm7Gli1bohV2XPIGRNR8HJpH4I7cNMyfmRrliIiIiIiIiJSJRQGZ1NXVobS0NHy/srISALBx40YcOHAAALB+/Xr09PRg586d6OjoQGFhIY4cOYK8vLxohByXJElCY5cLt8wyYXaaASs4jwAREREREdENsSggk5UrV0KSpJvut3XrVmzdunUaIkpMLX2DcHoC0GlU+PJts6FRcy5NIiIiIiKiG+EZE8UNl8ePTrsHAPDALTORZhzfCg1ERERERESJij0FKG6kGLQomG1C/6APC2ycR4CIiIiIiOhmWBSguJJi0CDFwMOaiIiIiIhoPDh8gIiIiIiIiChBsShARERERERElKBYFCAiIiIiIiJKUCwKEBERERERESUoFgWIiIiIiIiIEhSLAkREREREREQJikUBIiIiIiIiogTFogARERERERFRgmJRgIiIiIiIiChBsShARERERERElKBYFCAiIiIiIiJKUCwKxLmSkhIUFBSgqqoq2qEQEY2J+YqIYgXzFRHFE020A6DIqq2thclkinYYREQ3xXxFRLGC+YqI4gl7ChARERERERElKPYUoLih06jwzKqF0Q6DiIiIiIgoZrCnABEREREREVGCYlGAiIiIiIiIKEGxKKBg69atQ3p6Oh5//PFoh0JERERERERxiEUBBXv66afxyiuvRDsMRfB6vdixYwe8Xm+0QyEaE49V4jFAsYLHKvEYoFjBYzWyBEmSpGgHQTf29ttv48UXX8Rrr702oec5HA6YzWbY7fa4WDIn3t4PxS8eqxPX2tqKnJycuPnMeAxQrOCxOnHMV0TRwWN14ibymbGnQIQcO3YMa9asQWZmJgRBwOHDh0fts3fvXuTn58NgMKCoqAjHjx+f/kCvo6qqSvZ9x7PfRF431kXzvUbiteVoczJtTPQ5ch2viXSsAsp+v8xXkcd8JU8bzFfTQ8nvl/kq8piv5GmD+Wp6KOr9ShQRR44ckZ577jnp9ddflwBIhw4dGvH4L3/5S0mr1Uovv/yydPbsWek73/mOlJycLF26dGnEfkePHpUee+yxCb++3W6XAEh2u33Cz7311ltl33c8+421z1TejxJN5DOOhdeWo83JtDHR58h1vCbSsSpJkT9eW1pamK8UjPlKnjaYr6YH89XE9om3Y4D5Sp42mK+mR6SP14l8Zpoo1SLiXnl5OcrLy2/4+O7du7Fp0yZs3rwZALBnzx5UV1dj37592LVr14Rfz+v1jhhj09fXByDUzW2iXWx8Ph9aW1tl3Xc8+421j9PpBAC0tbXB4XCMKzYlm8hnHAuvLUebk2ljos+R63hNpGMVkP+Y8Xq98Pl84fttbW0AgObmZqSlpUUsNuaryWG+kqcN5qvpwXw1sX3i7RhgvpKnDear6RHp43X4cxJF8eY7R7Q8QZIkSaN6Cni9XkmtVktvvPHGiP2efvpp6b777huxbbw9BX7wgx9IAHjjjTfeeOONN95444033njjTQIgvf/++zc9l2RPgSjo7u6GKIqw2WwjtttsNnR2dobvr169GidPnoTb7UZ2djYOHTqEkpKS67a5fft2VFZW4mtf+xp+//vfIxgMIhAIoKWlJWEm4/AFgnj52GcAgG/eNxc6zdSmzJCzPSXHJnd7So5N7vaUHJuSDfds+ta3voU333wToihCFMWEyldyU/qx4/T4YR/ww2zUItWgjXY4ROPGfEVEscrhcCAnJwfz58+/6b4sCkSRIAgj7kuSNGJbdXX1uNvS6/XQ6/V44IEHcO7cOYiiiPPnz8NkMiXUH63tjyyTrS1fIAhDcgoAwGQyTfnkUa62lN6ekmOTuz0lxxYLHnzwQVy4cAF+vx+NjY0Jl6/kJPex4/T40T/gR5oMJ/Gnmvuw4zcfw+MXcWe+BetLclGYZZ5Sm0TTjfmKiGKVWq2+6T4sCkSB1WqFWq0e0SsAALq6ukb1HiAiovjjCwRRdbQRAFBROl9RBaAzbXa8Wt8SvrL/RFHOpE/inR4/3jjZikG/iBS9Br1uP16tb0FehpE9BoiIiBRCOf+FJBCdToeioiLU1NSM2F5TU4N77rlnSm1XVFTg7NmzqK2tnVI7RESRNpyvjh49Gu1QaIjTEzpp73X5MDPVgF6XD6/Wt8Dp8U+qvf4BP+yDfqToNdCqVZhlMsA+EOqFQBRLmK+IKJ6xp0CEuFwuNDY2hu83NTWhoaEBFosFubm5qKysxIYNG1BcXIzly5dj//79aG5uxpYtW6b0ulVVVaiqqhrfLJNERFE0nK/8fp4gKkX/QGjs/2xzEpJ0asw2J6HL6UH/gH9SV/bTjFqYk7Q41+lEil6DTocH1lQd0ozsJUCxhfmKiOIZiwIRUldXh9LS0vD9yspKAMDGjRtx4MABrF+/Hj09Pdi5cyc6OjpQWFiII0eOIC8vL1ohExFRgkszamE2atFhH8RscxI67IOwpEz+JD7VoMWjy7JxutUOtzcAS3JoOAKHDhARESkHhw9EyMqVKyFJ0qjbgQMHwvts3boVFy9ehNfrRX19Pe67774pvy6HDxBRrGB3XOVJNYRO2i0pOnQ5PbCk6KZ8Er8404zl8zJwzzwrnvnSQk4ySDGJ+YqI4hl7CsQZDh8goljB7rjKVJhlRl6GUbbVBwBAr1FDr1EjhT0EKEYxXxFRPGNPAQX73e9+h0WLFmHBggX4yU9+Mq7nsKcAEcUKXnlTrlSDFjkWeVYI0GlUeGbVQjyzaqEsqyz4AkH84x8+xo7ffIRel3fK7RGNB/MVEcUz9hRQqEAggMrKShw9ehQmkwnLli3Do48+CovFMubz2FOAiGIFr7zRZHzUbse7F3rg8YsQg0GsL8nlkASKOOYrIopn7CmgUO+//z4WL16MrKwspKam4qGHHkJ1dfVNn8eeAkQUK3jljSbK6fHjjZOtGPSLSNZr0Ov2T2nJRKLxYr4ionjGokCEHDt2DGvWrEFmZiYEQcDhw4dH7bN3717k5+fDYDCgqKgIx48fDz/W3t6OrKys8P3s7Gy0tbVNR+hERESK1D/gh33QjxS9Blq1CrNMBtgH/OgfYFGAiIhoslgUiBC3240lS5bgxRdfvO7jBw8exLZt2/Dcc8/h1KlTWLFiBcrLy9Hc3AwAkCRp1HMEQYhozEREREqWZtTCnKSFyxuAXwyi0+GB2aid9JKJRERExDkFIqa8vBzl5eU3fHz37t3YtGkTNm/eDADYs2cPqqursW/fPuzatQtZWVkjega0trbirrvuumF7Xq8XXu/nEy45HA4Z3gURkfyuzVdOpzOK0VAsSTVo8eiybJxutcPtDcCSrJ3ykolEY2G+IqJEwJ4CUeDz+VBfX4+ysrIR28vKynDixAkAwJ133okzZ86gra0NTqcTR44cwerVq2/Y5q5du2A2m8O3nJyciL4HIqLJujZfFRQURDskiiGLM81YPi8D98yz4pkvLeQkgxRRzFdElAhYFIiC7u5uiKIIm802YrvNZkNnZycAQKPR4Mc//jFKS0uxdOlSfO9730NGRsYN29y+fTvsdjvWrVsHnU4HrZZXTYhImZivaKr0GjVMSVqksIcARRjzFRElAg4fiKJr5wiQJGnEtocffhgPP/zwuNrS6/XQ6/V44IEHcO7cOYiiiPPnz8saLxGRHK7NV36/H42NjdEOi4hoFOYrIkoE7CkQBVarFWq1OtwrYFhXV9eo3gNEREREREREkcKiQBTodDoUFRWhpqZmxPaamhrcc889U2p7eB3d2traKbVDRBRpXPebJkOnUeGZVQvxzKqF0Gmm9m+MLxDECzXn8ULNefgCQZkipHjEfEVE8YzDByLE5XKN6F7W1NSEhoYGWCwW5ObmorKyEhs2bEBxcTGWL1+O/fv3o7m5GVu2bJnS61ZVVaGqqgqiKE71LRARRdRwvvL7ucY8ESkb8xURxTMWBSKkrq4OpaWl4fuVlZUAgI0bN+LAgQNYv349enp6sHPnTnR0dKCwsBBHjhxBXl5etEImIiIiIiKiBMPhAxGycuVKSJI06nbgwIHwPlu3bsXFixfh9XpRX1+P++67b8qvy+EDRBQr2B2XaPpwqMTUMF8RUTxjUSDOVFVVoaCgACUlJdEOhYhoTMP56upeVURESsR8RUTxjEUBBVu3bh3S09Px+OOPj/s57ClARLGCV96IKFYwXyUG9qihRMWigII9/fTTeOWVVyb0HPYUIKJYwStvRGPjCYpyMF8RUTxjUUDBSktLkZqaOqHnsKcAEcUKXnkjoljBfEVE8YxFgUk6duwY1qxZg8zMTAiCgMOHD4/aZ+/evcjPz4fBYEBRURGOHz8+/YESERERERER3QCLApPkdruxZMkSvPjii9d9/ODBg9i2bRuee+45nDp1CitWrEB5eTmam5vD+xQVFaGwsHDUrb29fbreBhERERERESUwTbQDiFXl5eUoLy+/4eO7d+/Gpk2bsHnzZgDAnj17UF1djX379mHXrl0AgPr6etni8Xq98Hq94fsOh0O2tomI5HRtvnI6nVGMhojoxpiviCgRsKdABPh8PtTX16OsrGzE9rKyMpw4cSIir7lr1y6YzebwLScnJyKvQ0Q0Vdfmq4KCgmiHRER0XcxXpBSceJQiiUWBCOju7oYoirDZbCO222w2dHZ2jrud1atX44knnsCRI0eQnZ095uSB27dvh91ux7/+679i0aJFmD9//qTjJyKKpGvz1dy5c6MdEhHRdTFfEVEi4PCBCBIEYcR9SZJGbRtLdXX1uPfV6/XQ6/V477330NTUBEmSxv1cIqLpxHxFRLGC+YqIEgF7CkSA1WqFWq0e1Sugq6trVO+BG5nsygX3338/5s2bh/z8/AnHTUQ0nYbzVV5eXrRDISIaE/MVEcUzFgUiQKfToaioCDU1NSO219TU4J577rnp88ezcgERERERERHRVHH4wCS5XC40NjaG7zc1NaGhoQEWiwW5ubmorKzEhg0bUFxcjOXLl2P//v1obm7Gli1bbtr2eFYuuJF33nkHFy5cYPc2IlI85isiihXMV0QUz1gUmKS6ujqUlpaG71dWVgIANm7ciAMHDmD9+vXo6enBzp070dHRgcLCQhw5cuSm3c6GVy549tlnR2wf78oF999/P86cOQNRFHH+/PlJvDMioukxnK/8fv+IIisRkdIwXxFRPGNRYJJWrlx502rx1q1bsXXr1gm1O9mVC4bX0fV4PAgGgwgGQ0uVOByOCb0+fc4vBsNrEzudDmjVkx9tI2dbSm9PybHJ3Z6SY1Oy4XzV19eHQCCAQCAAILHyFY8dZVD656bkfJUomK8Si18MwukehCcQREd3L9KNuim39/KfWwAA37w3h7/D4yTn55bIJpKnBIn9oBSlvb0dWVlZOHHiBJYvXx7e/qMf/Qg///nPce7cues+b8eOHXj++eenK8zEoNLAvPyvAAD2d38FBAPKaEvp7Sk5NrnbU3JspGw8dpRB6Z+bkvMVURzSzVqI9FV/C5VGD0/LGbg//BN8ly9MvkH+Dk9OIr3XaWC322Eymcbch0UBhfH5fDAajXj11Vfxyiuv4O2338YDDzyArKwsNDQ04J133rnu84Yr2S+//DJefvlliKKIxsZGtLS03PQgoOuTu7orZ8VTye0pOTa521NybEo2nK8OHDiAV155BX6/HxcvXkyofMVjRxmU/rnJna+q3rkETyCIv/tCzpSvgCYK5qvE4fIG8G9Hm1DXbEeKTo1ZZgMsyVp8+/45SNFPrnO1kv/nUDL+jZSHw+FATk7OuIoCHD6gMFevXPD000/jG9/4Bn72s5+hpqYGa9euveHzhtfRNRgMUKlU4aENJpOJf7QmyRcIQq/XAwBSU03QaSafQORsS+ntKTk2udtTcmyxID09HRqNJiHzFY8dZVD65yZnfKea+1Df6oTHL+Inf+nA+pJcFGaZ5Qo17iVyvkoU9t4BDIoCzEY9tGoVsi2p6HF7IaoNMJmMk2pT7v85oNbA4w9C0CbBlKKfdFtKJ/d7TaTPbrJYFFCgq1cuUKvV+OCDD9DR0TGulQs4Oy4RxQrmK6Lp4fT48cbJVgz6RaToNeh1+/FqfQvyMoxINWgn1aYvEETV0dCEexWl8xVXUJEb81X8SzNqYU7S4lynEyl6DTodHlhTdUgzTu53RG4ftdvx7oUeePwixGAwrgt7cr/XRPrsJiu+M3iEHDt2DGvWrEFmZiYEQcDhw4evu9/evXuRn58Pg8GAoqIiHD9+fFztr1+/Hnv27MHOnTvxzW9+E93d3eNauQAIzY47b9485OfnT+QtERFNu+F8NZ7cRkST1z/gh33QjxS9Blq1CrNMBtgH/Ogf8Ec7tJjBfBX/Ug1aPLosG0laNdzeACzJWjxRlDPpwpmcri7sJV9V2HN64u93WO73mkif3VSwKDAJbrcbS5YswYsvvnjDfQ4ePIht27bhueeew6lTp7BixQqUl5ejubk5vE9RUREKCwtH3drb27F161ZcvHgRb775Jh544AHcd9990/HWiIiIKM4MXwF1eQPwi0F0OjwwG7WKuQJKpBSLM81YPi8D98yz4pkvLVTM1eRYKOz5AkG8UHMeL9ScD3XXnyS532ssfHZKwOEDk1BeXo7y8vIx99m9ezc2bdqEzZs3AwD27NmD6upq7Nu3D7t27QIA1NfXyxbT8EQ4b731Fru3EZGiMV9RvFJql/rhK6CnW+2KuwKqdMxXiUevUUOvUSNFQb8fSh/aICe532sifXZToYy/VnHG5/Ohvr4eZWVlI7aXlZXhxIkTEXnNXbt2wWw249ChQ/D5fPD7Wf0iImViviKafkq9Aqp0zFfyXQFOVN6ACPugH64pdFdX8tCGqynxvcbKZxdtLApEQHd3N0RRhM1mG7HdZrOhs7Nz3O2sXr0aTzzxBI4cOYLs7GzU1tbecN/t27fDbreHby0tLZOOn4gokq7NV2fPno12SESKJcc/2cP0GjVMSVpFXQFVOuYrmorhCe7evdCNF/50Hmfa7JNuS+7CntzFHiW/VxZFb47DB4bs2LEDzz///Jj71NbWori4eNxtCoIw4r4kSaO2jaW6unrc+w4vSUhEpHTX5iuHwxHFaIiUizNmRx/zFU1WJFb9UOLQBkD571WnUeHZ8lun3E48Y1FgyFNPPYUnn3xyzH3mzJkzrrasVivUavWoXgFdXV2jeg8QERERXSsS/2QT0fS53gR3PW4v+gf8ivkd9gZEePxBuDx+WFImf3FR7veq06jwzKqFk46HJo5FgSFWqxVWq1WWtnQ6HYqKilBTU4N169aFt9fU1GDt2rWyvAYRERFNnVz/FMstkU4oiOKR0ie4k7MnktLfK90ciwKT4HK50NjYGL7f1NSEhoYGWCwW5ObmAgAqKyuxYcMGFBcXY/ny5di/fz+am5uxZcuWiMZWVVWFqqoqiKIY0dchIpqq4XyViBN3kTIouXu+0v/JVvJnFwnMVzRRSl71Q+6eSEp+rzQ+LApMQl1dHUpLS8P3KysrAQAbN27EgQMHAADr169HT08Pdu7ciY6ODhQWFuLIkSPIy8uLaGwVFRWoqKiAw+GA2Ry/f5yJKPYN56vW1lbk5OREOxxKMErvnq/kf7KV/tlFAvOVfJS6dGckDE9w5/UH8e0vzp9Sjxo5u9RHoifS0tx0/J/Nd6F/wI80ozZuc0G8YlFgElauXDmudWq3bt2KrVu3TkNEn2NPASKKFbzyRtEUC93z5TyhkFMsfHZyS/R8peShIk6PX9EnokqcHDBSPZFSDcr8GdDNsSgQZ9hTgIhiBa+8UTRF6p9iuU+eEumEQskSOV9FYqiIXL8nZ9rseLW+BfYBP8zGUG+aqcQm9wR3Sp0wL9WgxfqSXKhUwojPjif0iYtFAQX73e9+h//xP/4HgsEgvv/972Pz5s03fQ57ChBRrEj0K28UXZHonq/kcfZynpwoeWhDpCRqvorEUBG5fk+cnlAsvS4fZpuT0GEfjPthLHIqzDIjL8Oo6F4WNH1YFFCoQCCAyspKHD16FCaTCcuWLcOjjz4Ki8US7dCIiIjigpzd8xNtnL1ShzaQvOQeKiLn70n/gB/2AT9mm5OQpFNjtjkJXU5PXA9jkRu7+9Ow+J3ZI8a9//77WLx4MbKyspCamoqHHnoI1dXVN31eRUUFzp49i9ra2mmIkoho8obz1dGjR6MdCiUwvUYNU5J2yt3zr3fyZB8IjXWerOGr+8+sWqi4ydh0GhWeLb8VP3h4cUIUBBI1Xw0PFXF5A/CLQXQ6PDAbtZMeKiLn70maUQuzUYsO+yAGfSI67INTio0okSnrL0ycOHbsGNasWYPMzEwIgoDDhw9fd7+9e/ciPz8fBoMBRUVFOH78ePix9vZ2ZGVlhe9nZ2ejra3tpq9dVVWFgoIClJSUTPl9EBFF0nC+uno1F6JYJffJEylLouar4aEiSVq1LENF5Pw9STWEYrGk6NDl9MCSoov7YSxEkcLhAxHgdruxZMkSfP3rX8djjz123X0OHjyIbdu2Ye/evbj33nvx0ksvoby8HGfPnkVubu51VzcQBCHSoRMREdEkJOI4e0oMci41J/fvCcfFE8mDRYEIKC8vR3l5+Zj77N69G5s2bQpPHrhnzx5UV1dj37592LVrF7Kyskb0DGhtbcVdd911w/a8Xi+8Xi/eeustXLhwYVxLJhIRRQPzVYiSl/iiyeE63fGH+SpEzrHncv+ecFw80dRx+EAU+Hw+1NfXo6ysbMT2srIynDhxAgBw55134syZM2hra4PT6cSRI0ewevXqG7a5a9cumM1mHDp0CD6fL+FmxyWi2MF89fns2+9e6MYLfzqPM232aIdEMkk1aJFjic/JBRMR81Vk8PeESFlYFIiC7u5uiKIIm802YrvNZkNnZycAQKPR4Mc//jFKS0uxdOlSfO9730NGRsYN29y+fTvsdnv41tLSEtH3QEQ0Wdfmq7Nnz0Y7pGl19ezbyVfNvu308GRjuil5Ij9ShkTPV0SUGDh8YJx27NiB559/fsx9amtrUVxcPO42r50jQJKkEdsefvhhPPzww+NqS6/XQ69n91MiUr5r85XD4YhiNNNP7iW+iChyEj1fEVFiYFFgnJ566ik8+eSTY+4zZ86ccbVltVqhVqvDvQKGdXV1jeo9QERE8WV49u1znU6k6DXodHhgTdVxlnoiIiKKChYFxslqtcJqtcrSlk6nQ1FREWpqarBu3brw9pqaGqxdu1aW1yAiImXiLPVERESkJCwKRIDL5UJjY2P4flNTExoaGmCxWJCbmwsAqKysxIYNG1BcXIzly5dj//79aG5uxpYtW6b02lVVVaiqqoIoilNqh4go0obzVSJO3LU404zl8zLg9Qfx7S/O5+oDRAqXyPmKiOIfiwIRUFdXh9LS0vD9yspKAMDGjRtx4MABAMD69evR09ODnTt3oqOjA4WFhThy5Ajy8vKm9NoVFRWoqKiAw+GA2WyeUltERJE0nK9aW1uRk5MT7XCmnV6jhl6jRgp7CBApXqLnKyKKbywKRMDKlSvHtY7t1q1bsXXrVllfmz0FiChW8MobEcUK5isiimdcfyfOVFRU4OzZs6itrY12KEREYxrOV0ePHo12KEREY2K+IqJ4xqKAwq1btw7p6el4/PHHx7V/VVUVCgoKUFJSEuHIiIimZjhfXT3ciohIiZiviCiesSigcE8//TReeeWVaIdBREREREREcYhFAYUrLS1FamrquPfn8AEiihXsjktEsYL5iojiGYsCEXLs2DGsWbMGmZmZEAQBhw8fvu5+e/fuRX5+PgwGA4qKinD8+PEpvS6HDyiXNyDCPuiHy8NJiogAdseVk06jwjOrFuKZVQuh0/BPO5HcmK+IKJ7xP4cIcbvdWLJkCV588cUb7nPw4EFs27YNzz33HE6dOoUVK1agvLwczc3N0xgpTYeP2u1490IP3r3QjRf+dB5n2uzRDomIiIiIiIhLEkZKeXk5ysvLx9xn9+7d2LRpEzZv3gwA2LNnD6qrq7Fv3z7s2rVrQq/n9Xrh9Xrx1ltv4cKFCwgGgwAAh8MxuTdAAIBNd80CAHgGXPBMsg2nx49f/Nd5OJ0OJOs06LzSh/9z3I1vf3EBUie5PrkvEITH7QIQ+hlP9cqgnO0pOTa521NybEo2nK/++Mc/4sKFC+ElVBMtX8mRX4gospiviChWDecpSZJuui+LAlHi8/lQX1+PZ599dsT2srIynDhxYsLt7dq1C88///yo7Tk5OZOOkSLrn2Rq5+9laicS7Sk5NrnbU3JssYL5iohiBfMVEcUKp9MJs9k85j4sCkRJd3c3RFGEzWYbsd1ms6GzszN8f/Xq1Th58iTcbjeys7Nx6NCh684XsH37dlRWVobvB4NBFBUV4eTJkxAEYUKxlZSUjHuiwvHuO579xtrH4XAgJycHLS0tMJlM44pNySbyGcfCa8vR5mTamOhz5DpeE+lYBeQ/ZoavvA0TRRH3338/Tp06BbVaHbHYmK8mh/lKnjaYr6YH89XE9om3Y4D5Sp42mK+mR6SPV0mS4HQ6kZmZedN9WRSYgB07dlz3avzVamtrUVxcPO42rz1hlyRpxLbq6upxtaPX66HX60dtu1lV6HrUavW4f9nGu+949hvPPiaTKS4SwUQ+41h4bTnanEwbE32OXMdrIh2rwPQcr0ajEenp6RN+HvNV5DFfydMG89X0YL6a3D7xcgwwX8nTBvPV9JiO43W854IsCkzAU089hSeffHLMfebMmTOutqxWK9Rq9YheAQDQ1dU1qvfAZFVUVET8eePddzz7TTbeWBTN9xqJ15ajzcm0MdHnyHW8JtKxCkzP+2W+Ui7mK3naYL6aHsxXU3vdWMd8JU8bzFfTQ0nvV5DGM/MATYkgCDh06BAeeeSREdvvuusuFBUVYe/eveFtBQUFWLt27YQnGox3DocDZrMZdrs9bqqDFJ94rBKPAYoVPFaJxwDFCh6rkcWeAhHicrnQ2NgYvt/U1ISGhgZYLBbk5uYCACorK7FhwwYUFxdj+fLl2L9/P5qbm7Fly5Zoha1Yer0eP/jBD0YNkSBSGh6rxGOAYgWPVeIxQLGCx2pksadAhLz99tsoLS0dtX3jxo04cOBA+P7evXvxz//8z+jo6EBhYSFeeOEF3HfffdMYKRERERERESUqFgWIiIiIiIiIEpQq2gEQERERERERUXSwKEBERERERESUoFgUICIiIiIiIkpQLApQzFu3bt3/2969x1Rd/3Ecf520cxiXGXhBERVSS5k7naFJMi+ZIViSCRjWRE3bImtdSGe3aeWmhvoHGtbcLG1OcxrhdZGps4tZ3io153SzLBUJSEXyCAc+vz9+46wTeKHwHA/f52M7f3zffPic9/f7/ew9efs536PIyEhlZWUFOhXgmn777eXU6HcAAAx1SURBVDfdf//9SkhIkNPp1Lp16wKdEvyMeoVgQb0C9QrBgnr13/GgQQS9nTt36tKlS1q5cqXWr18f6HSAqzp79qzOnTsnl8ulsrIyJSYm6tixYwoLCwt0avAT6hWCBfUK1CsEC+rVf8dOAQS94cOHKyIiItBpANfVpUsXuVwuSVKnTp0UFRWlysrKwCYFv6JeIVhQr0C9QrCgXv13NAUQUF9++aXS09MVExMjm82m4uLiRmOWLl2q+Ph4hYSEqH///vrqq6/8nyigll2v+/btU319vbp163aTs0ZLoV4hmFCvrI16hWBCvQo8mgIIqOrqat1zzz169913m/z52rVr9eKLL+r111/XwYMHNWTIEI0aNUqnTp3yc6ZAy63XiooKTZw4UcuWLfNH2mgh1CsEE+qVtVGvEEyoV7cAA9wiJJlPP/3UJzZw4ECTm5vrE+vTp4955ZVXfGI7d+40mZmZNztFwOvfrle3222GDBliPvroI3+kiZuEeoVgQr2yNuoVggn1KjDYKYBbVk1Njfbv36+RI0f6xEeOHKndu3cHKCugaTeyXo0xmjx5sh544AHl5OQEIk3cJNQrBBPqlbVRrxBMqFf+QVMAt6zy8nLV1dUpOjraJx4dHa3S0lLvcWpqqsaNG6etW7cqNjZWe/fu9XeqwA2t12+++UZr165VcXGxXC6XXC6XDh06FIh00cKoVwgm1Ctro14hmFCv/KNtoBMArsdms/kcG2N8YiUlJf5OCbiqa63XwYMHq76+PhBpwU+oVwgm1Ctro14hmFCvbi52CuCW1aFDB7Vp08anay1JZWVljbqFQKCxXq2N+49gwnq1Nu4/ggnr1T9oCuCWZbfb1b9/f23bts0nvm3bNiUnJwcoK6BprFdr4/4jmLBerY37j2DCevUPPj6AgLp06ZJOnDjhPT558qR++OEHRUVFqXv37srLy1NOTo4GDBigQYMGadmyZTp16pRyc3MDmDWsivVqbdx/BBPWq7Vx/xFMWK+3gIB97wFg/v9VN5IavSZNmuQdU1hYaHr06GHsdrtJTEw0u3btClzCsDTWq7Vx/xFMWK/Wxv1HMGG9Bp7NGGP80XwAAAAAAAC3Fp4pAAAAAACARdEUAAAAAADAomgKAAAAAABgUTQFAAAAAACwKJoCAAAAAABYFE0BAAAAAAAsiqYAAAAAAAAWRVMAAAAAAACLoikAAAAAAIBF0RQAAAAAAMCiaAoAAAAAAGBRNAUAAAAAALAomgIAAAAAAFgUTQEAAAAAACyKpgAAAAAAABZFUwAAAAAAAIuiKQAAAAAAgEXRFAAAAAAAwKJoCgAAAAAAYFE0BQAAAAAAsCiaAgAAAAAAWBRNAQAAAAAALIqmAAAACKgVK1bIZrPpl19+CXQqfvHmm2/KZrO1+Lxz5sxRx44dlZOT0+JzAwBaL5oCAAAAQW7Pnj2aO3euXnvtNe3ZsyfQ6QAAgghNAQAA0Kr89ddfgU7B75YvX66MjAx5PB5179490OkAAIIITQEAAFqxEydO6Mknn1Tv3r0VGhqqrl27Kj09XYcOHfIZ17Cl/ciRI3r88cfVrl07RUdHa8qUKbpw4YLP2A0bNsjpdMrhcOjOO+9UQUFBk1viJ0+erLi4uEY53cj2+ebmfeDAAWVlZSkyMlI9e/a86rwN43/66SeNGzdO7dq1U1RUlPLy8uTxeHTs2DGlpaUpIiJCcXFxys/Pb3Ker7/+WiNGjFBERIRCQ0OVnJysLVu2NBq3ZcsWuVwuORwOxcfHa+HChU3Od/z4cT3xxBPq1KmTHA6H+vbtq8LCwmteowbGGG3evFnp6enavXu3hg4dekO/BwCAJLUNdAIAAODmOXPmjNq3b6/58+erY8eOqqys1MqVK5WUlKSDBw/q7rvv9hmfmZmp7OxsTZ06VYcOHdKrr74qSfrggw8kSZ999pkyMjI0dOhQrV27Vh6PRwsXLtS5c+cCmndGRobGjx+v3NxcVVdXX3f+xx57TBMmTNDTTz+tbdu2KT8/X7W1tfriiy80bdo0TZ8+XatXr9bMmTPVq1cvZWRkeH93165dSklJkdPp1PLly+VwOLR06VKlp6drzZo1ys7OliRt375dY8aM0aBBg/Txxx+rrq5O+fn5ja7Vzz//rOTkZHXv3l2LFi1S586dVVJSoueff17l5eWaPXv2Nc/l8OHDKi0tVVJSknJzc/XWW2/d6GUGAEAyAADAMjwej6mpqTG9e/c2L730kjc+e/ZsI8nk5+f7jJ82bZoJCQkx9fX1xhhj7r33XtOtWzdz5coV75iqqirTvn17889/VkyaNMn06NGjUQ4N79Xgww8/NJLMyZMn/3Xes2bNuqHzbxi/aNEin7jL5TKSTFFRkTdWW1trOnbsaDIyMnzG3nfffaZTp06mqqrKJ79+/fqZ2NhY77VKSkoyMTE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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " 2 * (nbins - 1),\n", " nbins - 1,\n", " figsize=(9, 9),\n", " gridspec_kw={\"height_ratios\": [3, 1, 3, 1, 3, 1]},\n", ")\n", "\n", "for i in range(1, nbins):\n", " for j in range(1, i):\n", " ax[j - 1, i - 1].axis(\"off\")\n", " ax[j, i - 1].axis(\"off\")\n", " ax[3, 2].axis(\"off\")\n", " for j in range(i, nbins):\n", " key = (\"POS\", \"POS\", i, j)\n", " cov_key = (\"POS\", \"POS\", \"POS\", \"POS\", i, j, i, j)\n", " cov = dices_cov[cov_key]\n", " c = cqs0[key].array\n", " t = theory_cls[key]\n", " t_itp = np.interp(lgrid, ell, t)\n", " err = np.sqrt(np.diag(cov))\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid, c, yerr=err, c=\"C0\", lw=1.5, zorder=3.0, alpha=0.5\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], t[10:], c=\"C0\", lw=1.0, zorder=4.0)\n", " ax[2 * (j - 1), i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1) + 1, i - 1].errorbar(\n", " lgrid,\n", " (c - t_itp) / t_itp,\n", " yerr=np.abs(err / t_itp),\n", " fmt=\".\",\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", "\n", " ax[2 * (j - 1), i - 1].tick_params(axis=\"both\", which=\"both\", direction=\"in\")\n", " ax[2 * (j - 1), i - 1].set_yscale(\n", " \"symlog\", linthresh=1e-7, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1), i - 1].set_ylim(-3e-7, 5e-6)\n", " ax[2 * (j - 1) + 1, i - 1].set_yscale(\n", " \"symlog\", linthresh=0.1, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].set_ylim(-10, 10)\n", "\n", " ax[2 * (j - 1), i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1), i - 1].set_xlim(5, lmax * 2)\n", " ax[2 * (j - 1) + 1, i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1) + 1, i - 1].set_xlim(5, lmax * 2)\n", " if i > 1:\n", " ax[2 * (j - 1), i - 1].set_yticklabels([])\n", " ax[2 * (j - 1) + 1, i - 1].set_yticklabels([])\n", "\n", "\n", "fig.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.0, wspace=0.0, hspace=0.0)\n", "\n", "fig.supxlabel(\"angular mode $\\\\ell$\", y=-0.05, va=\"top\")\n", "fig.supylabel(\"galaxy clustering $C_\\\\ell$\", x=-0.1, ha=\"right\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " 2 * (nbins - 1),\n", " nbins - 1,\n", " figsize=(9, 9),\n", " gridspec_kw={\"height_ratios\": [3, 1, 3, 1, 3, 1]},\n", ")\n", "\n", "for i in range(1, nbins):\n", " for j in range(1, i):\n", " ax[j - 1, i - 1].axis(\"off\")\n", " ax[j, i - 1].axis(\"off\")\n", " ax[3, 2].axis(\"off\")\n", " for j in range(i, nbins):\n", " key = (\"SHE\", \"SHE\", i, j)\n", " cov_key = (\"SHE\", \"SHE\", \"SHE\", \"SHE\", i, j, i, j)\n", " e_cov = dices_cov[cov_key][0, 0, 0, 0, :, :]\n", " e_err = np.sqrt(np.diag(e_cov))\n", " b_cov = dices_cov[cov_key][1, 1, 1, 1, :, :]\n", " b_err = np.sqrt(np.diag(b_cov))\n", " e_c = cqs0[key][0, 0, :]\n", " b_c = cqs0[key][1, 1, :]\n", " e_t = theory_cls[key][0, 0, :]\n", " b_t = theory_cls[key][1, 1, :]\n", " e_t_itp = np.interp(lgrid, ell, e_t)\n", " b_t_itp = np.interp(lgrid, ell, b_t)\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " cqs0[key][0, 0, :],\n", " yerr=e_err,\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=3.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], e_t[10:], c=\"C0\", lw=1.0, zorder=4.0)\n", " ax[2 * (j - 1) + 1, i - 1].errorbar(\n", " lgrid,\n", " (e_c - e_t_itp) / e_t_itp,\n", " yerr=e_err / e_t_itp,\n", " fmt=\".\",\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " b_c,\n", " yerr=b_err,\n", " c=\"C1\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(\n", " ell[10:],\n", " b_t[10:],\n", " c=\"C1\",\n", " lw=1.0,\n", " zorder=2.0,\n", " )\n", " ax[2 * (j - 1), i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1) + 1, i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1), i - 1].tick_params(axis=\"both\", which=\"both\", direction=\"in\")\n", " ax[2 * (j - 1), i - 1].set_yscale(\n", " \"symlog\", linthresh=1e-10, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1), i - 1].set_ylim(-3e-9, 5e-9)\n", " ax[2 * (j - 1) + 1, i - 1].set_yscale(\n", " \"symlog\", linthresh=0.1, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].set_ylim(-2.5, 2.5)\n", "\n", " ax[2 * (j - 1), i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1), i - 1].set_xlim(5, lmax * 2)\n", " ax[2 * (j - 1) + 1, i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1) + 1, i - 1].set_xlim(5, lmax * 2)\n", " if i > 1:\n", " ax[2 * (j - 1), i - 1].set_yticklabels([])\n", " ax[2 * (j - 1) + 1, i - 1].set_yticklabels([])\n", "ax[0, 0].xaxis.get_major_locator().set_params(numticks=99)\n", "ax[0, 0].xaxis.get_minor_locator().set_params(\n", " numticks=99, subs=np.arange(0.1, 1.0, 0.1)\n", ")\n", "# ax[0, 0].set_yscale(\n", "# \"symlog\", linthresh=1e-10, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", "# )\n", "# ax[0, 0].set_ylim(-3e-7, 5e-7)\n", "\n", "fig.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.0, wspace=0.0, hspace=0.0)\n", "\n", "fig.supxlabel(\"angular mode $\\\\ell$\", y=-0.05, va=\"top\")\n", "fig.supylabel(\"cosmic shear $C_\\\\ell$\", x=-0.1, ha=\"right\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " 2 * (nbins - 1),\n", " (nbins - 1),\n", " figsize=(9, 9),\n", " gridspec_kw={\"height_ratios\": [3, 1, 3, 1, 3, 1]},\n", ")\n", "\n", "for i in range(1, nbins):\n", " for j in range(1, nbins):\n", " key = (\"POS\", \"SHE\", i, j)\n", " cov_key = (\"POS\", \"SHE\", \"POS\", \"SHE\", i, j, i, j)\n", " e_cov = dices_cov[cov_key][0, 0, :, :]\n", " e_err = np.sqrt(np.diag(e_cov))\n", " b_cov = dices_cov[cov_key][1, 1, :, :]\n", " b_err = np.sqrt(np.diag(b_cov))\n", " e_c = cqs0[key][0, :]\n", " b_c = cqs0[key][1, :]\n", " e_t = theory_cls[key][0, :]\n", " b_t = theory_cls[key][1, :]\n", " e_t_itp = np.interp(lgrid, ell, e_t)\n", " b_t_itp = np.interp(lgrid, ell, b_t)\n", "\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " e_c,\n", " yerr=e_err,\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=3.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], e_t[10:], c=\"C0\", lw=1.0, zorder=4.0)\n", " ax[2 * (j - 1) + 1, i - 1].errorbar(\n", " lgrid,\n", " (e_c - e_t_itp) / e_t_itp,\n", " yerr=e_err / np.abs(e_t_itp),\n", " fmt=\".\",\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " b_c,\n", " yerr=b_err,\n", " c=\"C1\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], b_t[10:], c=\"C1\", lw=1.0, zorder=2.0)\n", " ax[2 * (j - 1), i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1) + 1, i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1), i - 1].tick_params(axis=\"both\", which=\"both\", direction=\"in\")\n", "\n", " ax[2 * (j - 1), i - 1].set_yscale(\n", " \"symlog\", linthresh=1e-9, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1), i - 1].set_ylim(-8e-7, 8e-7)\n", " ax[2 * (j - 1) + 1, i - 1].set_yscale(\n", " \"symlog\",\n", " linthresh=0.1,\n", " linscale=0.1,\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].set_ylim(-10, 10)\n", "\n", " ax[2 * (j - 1), i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1), i - 1].set_xlim(5, lmax * 2)\n", " ax[2 * (j - 1) + 1, i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1) + 1, i - 1].set_xlim(5, lmax * 2)\n", " if i > 1:\n", " ax[2 * (j - 1), i - 1].set_yticklabels([])\n", " ax[2 * (j - 1) + 1, i - 1].set_yticklabels([])\n", "\n", "# ax[0, 0].set_xscale(\"log\")\n", "# ax[0, 0].set_xlim(1 / 2, lmax * 2)\n", "ax[0, 0].xaxis.get_major_locator().set_params(numticks=99)\n", "ax[0, 0].xaxis.get_minor_locator().set_params(\n", " numticks=99, subs=np.arange(0.1, 1.0, 0.1)\n", ")\n", "# ax[0, 0].set_yscale(\n", "# \"symlog\", linthresh=1e-9, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", "# )\n", "# ax[0, 0].set_ylim(-8e-7, 4e-7)\n", "\n", "fig.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.0, wspace=0.0, hspace=0.0)\n", "\n", "fig.supxlabel(\"angular mode $\\\\ell$\", y=-0.05, va=\"top\")\n", "fig.supylabel(\"galaxy--galaxy lensing $C_\\\\ell$\", x=-0.1, ha=\"right\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "gitd", "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 4 }