diff --git a/anesthetic/plot.py b/anesthetic/plot.py index 6366e92d..b046faf2 100644 --- a/anesthetic/plot.py +++ b/anesthetic/plot.py @@ -526,6 +526,13 @@ def make_1d_axes(params, ncol=None, labels=None, Pandas array of axes objects. """ + # TODO: remove this in version >= 2.1 + if 'tex' in fig_kw: + raise NotImplementedError( + "This is anesthetic 1.0 syntax. You need to update, e.g.\n" + "make_1d_axes(..., tex=tex) # anesthetic 1.0\n" + "make_1d_axes(..., labels=tex) # anesthetic 2.0" + ) fig = fig_kw.pop('fig') if 'fig' in fig_kw else plt.figure(**fig_kw) axes = AxesSeries(index=np.atleast_1d(params), fig=fig, @@ -587,7 +594,15 @@ def make_2d_axes(params, labels=None, lower=True, diagonal=True, upper=True, Pandas array of axes objects. """ + # TODO: remove this in version >= 2.1 + if 'tex' in fig_kw: + raise NotImplementedError( + "This is anesthetic 1.0 syntax. You need to update, e.g.\n" + "make_2d_axes(..., tex=tex) # anesthetic 1.0\n" + "make_2d_axes(..., labels=tex) # anesthetic 2.0" + ) fig = fig_kw.pop('fig') if 'fig' in fig_kw else plt.figure(**fig_kw) + if nest_level(params) == 2: xparams, yparams = params else: diff --git a/anesthetic/plotting/_core.py b/anesthetic/plotting/_core.py index 46006517..0fc9356d 100644 --- a/anesthetic/plotting/_core.py +++ b/anesthetic/plotting/_core.py @@ -1,4 +1,5 @@ from pandas.plotting import PlotAccessor as _PlotAccessor +from matplotlib.axes import Axes # TODO: remove this in version >= 2.1 def _process_docstring(doc): @@ -54,3 +55,22 @@ def hist_2d(self, x, y, **kwargs): def scatter_2d(self, x, y, **kwargs): """Scatter plot: See anesthetic.plot.scatter_plot_2d.""" return self(kind="scatter_2d", x=x, y=y, **kwargs) + + # TODO: remove this in version >= 2.1 + def __call__(self, *args, **kwargs): + # noqa: disable=D102 + if len(args) > 0 and isinstance(args[0], Axes): + raise ValueError( + "This is anesthetic 1.0 syntax. anesthetic 2.0 now follows " + "pandas in its use of plot.\n" + "samples.plot(ax, x) # anesthetic 1.0\n" + "# anesthetic 2.0\n" + "samples.plot(x=x, ax=ax, kind='kde_1d')\n" + "samples.x.plot.kde_1d(ax=ax)\n" + "samples.plot.kde_1d(x=x, ax=ax)\n\n" + "samples.plot(ax, x, y) # anesthetic 1.0\n" + "# anesthetic 2.0\n" + "samples.plot(x=x, y=y, ax=ax, kind='kde_2d')\n" + "samples.plot.kde_2d(x=x, y=y, ax=ax)" + ) + return super().__call__(*args, **kwargs) diff --git a/anesthetic/read/chain.py b/anesthetic/read/chain.py index 3c603b6d..0e2924a4 100644 --- a/anesthetic/read/chain.py +++ b/anesthetic/read/chain.py @@ -34,7 +34,9 @@ def read_chains(root, *args, **kwargs): errors = [] for read in [read_polychord, read_multinest, read_cobaya, read_getdist]: try: - return read(root, *args, **kwargs) + samples = read(root, *args, **kwargs) + samples.root = root + return samples except (FileNotFoundError, IOError) as e: errors.append(str(read) + ": " + str(e)) diff --git a/anesthetic/read/cobaya.py b/anesthetic/read/cobaya.py index 875ee059..fcdaa398 100644 --- a/anesthetic/read/cobaya.py +++ b/anesthetic/read/cobaya.py @@ -71,7 +71,7 @@ def read_cobaya(root, *args, **kwargs): weights, logP, data = np.split(data, [1, 2], axis=1) mcmc = MCMCSamples(data=data, columns=columns, weights=weights.flatten(), logL=logP, - root=root, labels=labels, *args, **kwargs) + labels=labels, *args, **kwargs) mcmc['chain'] = int(i) if i else np.nan samples.append(mcmc) diff --git a/anesthetic/read/getdist.py b/anesthetic/read/getdist.py index addedf4c..e45ed869 100644 --- a/anesthetic/read/getdist.py +++ b/anesthetic/read/getdist.py @@ -80,7 +80,7 @@ def read_getdist(root, *args, **kwargs): weights, minuslogL, data = np.split(data, [1, 2], axis=1) mcmc = MCMCSamples(data=data, columns=columns, weights=weights.flatten(), logL=-minuslogL, - labels=labels, root=root, *args, **kwargs) + labels=labels, *args, **kwargs) mcmc['chain'] = int(i) if i else np.nan samples.append(mcmc) diff --git a/anesthetic/read/multinest.py b/anesthetic/read/multinest.py index 9a3c9e22..6dc6a4d8 100644 --- a/anesthetic/read/multinest.py +++ b/anesthetic/read/multinest.py @@ -43,5 +43,4 @@ def read_multinest(root, *args, **kwargs): data = samples return NestedSamples(data=data, logL=logL, logL_birth=logL_birth, - root=root, columns=columns, labels=labels, - *args, **kwargs) + columns=columns, labels=labels, *args, **kwargs) diff --git a/anesthetic/read/polychord.py b/anesthetic/read/polychord.py index 06ff7f9a..122e1ebf 100644 --- a/anesthetic/read/polychord.py +++ b/anesthetic/read/polychord.py @@ -29,4 +29,4 @@ def read_polychord(root, *args, **kwargs): return NestedSamples(data=data, columns=columns, logL=logL, logL_birth=logL_birth, - labels=labels, root=root, *args, **kwargs) + labels=labels, *args, **kwargs) diff --git a/anesthetic/samples.py b/anesthetic/samples.py index c205ea0d..9be6929f 100644 --- a/anesthetic/samples.py +++ b/anesthetic/samples.py @@ -190,12 +190,33 @@ def plot_1d(self, axes, *args, **kwargs): Pandas array of axes objects """ + # TODO: remove this in version >= 2.1 + if 'plot_type' in kwargs: + raise ValueError( + "You are using the anesthetic 1.0 kwarg \'plot_type\' instead " + "of anesthetic 2.0 \'kind\'. Please update your code." + ) + if not isinstance(axes, AxesSeries): _, axes = make_1d_axes(axes, labels=self.get_labels_map()) kwargs['kind'] = kwargs.get('kind', 'kde_1d') kwargs['label'] = kwargs.get('label', self.label) + # TODO: remove this in version >= 2.1 + if kwargs['kind'] == 'kde': + warnings.warn( + "You are using \'kde\' as a plot kind. " + "\'kde_1d\' is the appropriate keyword for anesthetic. " + "Your plots may look odd if you use this argument." + ) + elif kwargs['kind'] == 'hist': + warnings.warn( + "You are using \'hist\' as a plot kind. " + "\'hist_1d\' is the appropriate keyword for anesthetic. " + "Your plots may look odd if you use this argument." + ) + for x, ax in axes.items(): if x in self and kwargs['kind'] is not None: xlabel = self.get_label(x) @@ -268,8 +289,16 @@ def plot_2d(self, axes, *args, **kwargs): Pandas array of axes objects """ + # TODO: remove this in version >= 2.1 + if 'types' in kwargs: + raise ValueError( + "You are using the anesthetic 1.0 kwarg \'types\' instead of " + "anesthetic 2.0 \'kind' or \'kinds\' (synonyms). " + "Please update your code." + ) kind = kwargs.pop('kind', 'default') kind = kwargs.pop('kinds', kind) + if isinstance(kind, str) and kind in self.plot_2d_default_kinds: kind = self.plot_2d_default_kinds.get(kind) if (not isinstance(kind, dict) or @@ -300,6 +329,21 @@ def plot_2d(self, axes, *args, **kwargs): pos = ax.position lkwargs = local_kwargs.get(pos, {}) lkwargs['kind'] = kind.get(pos, None) + # TODO: remove this in version >= 2.1 + if lkwargs['kind'] == 'kde': + warnings.warn( + "You are using \'kde\' as a plot kind. " + "\'kde_1d\' and \'kde_2d\' are the appropriate " + "keywords for anesthetic. Your plots may look " + "odd if you use this argument." + ) + elif lkwargs['kind'] == 'hist': + warnings.warn( + "You are using \'hist\' as a plot kind. " + "\'hist_1d\' and \'hist_2d\' are the appropriate " + "keywords for anesthetic. Your plots may look " + "odd if you use this argument." + ) if x in self and y in self and lkwargs['kind'] is not None: xlabel = self.get_label(x) ylabel = self.get_label(y) @@ -387,6 +431,18 @@ def importance_sample(self, logL_new, action='add', inplace=False): else: return samples.__finalize__(self, "importance_sample") + # TODO: remove this in version >= 2.1 + @property + def tex(self): + # noqa: disable=D102 + raise NotImplementedError( + "This is anesthetic 1.0 syntax. You need to update, e.g.\n" + "samples.tex[label] = tex # anesthetic 1.0\n" + "samples.set_label(label, tex) # anesthetic 2.0\n\n" + "tex = samples.tex[label] # anesthetic 1.0\n" + "tex = samples.get_label(label) # anesthetic 2.0" + ) + class MCMCSamples(Samples): """Storage and plotting tools for MCMC samples. @@ -396,9 +452,6 @@ class MCMCSamples(Samples): Parameters ---------- - root: str, optional - root for reading chains from file. Overrides all other arguments. - data: np.array Coordinates of samples. shape = (nsamples, ndims). @@ -425,11 +478,6 @@ class MCMCSamples(Samples): _metadata = Samples._metadata + ['root'] - def __init__(self, *args, **kwargs): - root = kwargs.pop('root', None) - super().__init__(*args, **kwargs) - self.root = root - @property def _constructor(self): return MCMCSamples @@ -455,9 +503,6 @@ class NestedSamples(Samples): Parameters ---------- - root: str, optional - root for reading chains from file. Overrides all other arguments. - data: np.array Coordinates of samples. shape = (nsamples, ndims). @@ -491,7 +536,6 @@ class NestedSamples(Samples): _metadata = Samples._metadata + ['root', '_beta'] def __init__(self, *args, **kwargs): - self.root = kwargs.pop('root', None) logzero = kwargs.pop('logzero', -1e30) self._beta = kwargs.pop('beta', 1.) logL_birth = kwargs.pop('logL_birth', None) @@ -548,6 +592,17 @@ def prior(self, inplace=False): """Re-weight samples at infinite temperature to get prior samples.""" return self.set_beta(beta=0, inplace=inplace) + # TODO: remove this in version >= 2.1 + def ns_output(self, *args, **kwargs): + # noqa: disable=D102 + raise NotImplementedError( + "This is anesthetic 1.0 syntax. You need to update, e.g.\n" + "samples.ns_output(1000) # anesthetic 1.0\n" + "samples.stats(1000) # anesthetic 2.0\n\n" + "Check out the new temperature functionality: help(samples.stats)," + " as well as average loglikelihoods: help(samples.logL_P)" + ) + def stats(self, nsamples=None, beta=None): """Compute Nested Sampling statistics. @@ -795,6 +850,17 @@ def logZ(self, nsamples=None, beta=None): _logZ_function_shape = '\n' + '\n'.join(logZ.__doc__.split('\n')[1:]) + # TODO: remove this in version >= 2.1 + def D(self, nsamples=None): + # noqa: disable=D102 + raise NotImplementedError( + "This is anesthetic 1.0 syntax. You need to update, e.g.\n" + "samples.D(1000) # anesthetic 1.0\n" + "samples.D_KL(1000) # anesthetic 2.0\n\n" + "Check out the new temperature functionality: help(samples.D_KL), " + "as well as average loglikelihoods: help(samples.logL_P)" + ) + def D_KL(self, nsamples=None, beta=None): """Kullback-Leibler divergence.""" logw = self.logw(nsamples, beta) @@ -811,6 +877,17 @@ def D_KL(self, nsamples=None, beta=None): D_KL.__doc__ += _logZ_function_shape + # TODO: remove this in version >= 2.1 + def d(self, nsamples=None): + # noqa: disable=D102 + raise NotImplementedError( + "This is anesthetic 1.0 syntax. You need to update, e.g.\n" + "samples.d(1000) # anesthetic 1.0\n" + "samples.d_G(1000) # anesthetic 2.0\n\n" + "Check out the new temperature functionality: help(samples.d_G), " + "as well as average loglikelihoods: help(samples.logL_P)" + ) + def d_G(self, nsamples=None, beta=None): """Bayesian model dimensionality.""" logw = self.logw(nsamples, beta) diff --git a/bin/plot.py b/bin/plot.py index cee7c3a9..faf22ba9 100644 --- a/bin/plot.py +++ b/bin/plot.py @@ -1,6 +1,6 @@ -from anesthetic import NestedSamples +from anesthetic import read_chains import numpy as np -ns = NestedSamples(root='./tests/example_data/pc') +ns = read_chains('./tests/example_data/pc') fig, axes = ns.plot_2d(['x0', 'x1', 'x2', 'x3', 'x4']) sigma0, sigma1 = 0.1, 0.1 diff --git a/demo.ipynb b/demo.ipynb index 4a6be10a..1a2f3f76 100644 --- a/demo.ipynb +++ b/demo.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "e91ab513", "metadata": {}, "source": [ "# anesthetic plot gallery\n", @@ -11,6 +12,7 @@ }, { "cell_type": "markdown", + "id": "0cdb7a6b", "metadata": {}, "source": [ "## Download example data\n", @@ -22,7 +24,8 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, + "id": "9b1a090e", "metadata": {}, "outputs": [], "source": [ @@ -38,6 +41,7 @@ }, { "cell_type": "markdown", + "id": "5065ee17", "metadata": {}, "source": [ "## Marginalised posterior plotting\n", @@ -46,19 +50,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, + "id": "8abd80f1", "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", - "from anesthetic import MCMCSamples, make_2d_axes\n", + "from anesthetic import read_chains, make_2d_axes\n", "mcmc_root = 'plikHM_TTTEEE_lowl_lowE_lensing/base_plikHM_TTTEEE_lowl_lowE_lensing'\n", - "mcmc = MCMCSamples(root=mcmc_root)" + "mcmc = read_chains(mcmc_root)" ] }, { "cell_type": "markdown", + "id": "9516301b", "metadata": {}, "source": [ "We have plotting tools for 1D plots ..." @@ -66,15 +71,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, + "id": "3c86123d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fig, axes = mcmc.plot_1d('omegabh2') ;" + "mcmc.plot_1d('omegabh2') ;" ] }, { "cell_type": "markdown", + "id": "77e30fdc", "metadata": {}, "source": [ "... multiple 1D plots ..." @@ -82,16 +100,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, + "id": "e244636e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fig, axes = mcmc.plot_1d(['omegabh2','omegach2','H0','tau','logA','ns']);\n", - "fig.tight_layout()" + "mcmc.plot_1d(['omegabh2','omegach2','H0','tau','logA','ns']);" ] }, { "cell_type": "markdown", + "id": "4c8f91b6", "metadata": {}, "source": [ "... triangle plots ..." @@ -99,15 +129,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, + "id": "0734ad3b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "mcmc.plot_2d(['omegabh2','omegach2','H0'], types={'lower':'kde','diagonal':'kde'});" + "mcmc.plot_2d(['omegabh2','omegach2','H0'], kind={'lower':'kde_2d','diagonal':'kde_1d'});" ] }, { "cell_type": "markdown", + "id": "7b877e46", "metadata": {}, "source": [ "... triangle plots (with the equivalent scatter plot filling up the left hand side) ..." @@ -115,15 +158,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, + "id": "879461a0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "mcmc.plot_2d(['omegabh2','omegach2','H0']);" ] }, { "cell_type": "markdown", + "id": "d281e667", "metadata": {}, "source": [ "... and rectangle plots." @@ -131,15 +187,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, + "id": "775656ee", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "mcmc.plot_2d([['omegabh2','omegach2','H0'], ['logA', 'ns']]);" ] }, { "cell_type": "markdown", + "id": "8923fec3", "metadata": {}, "source": [ "Rectangle plots are pretty flexible with what they can do:" @@ -147,81 +216,129 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, + "id": "e112be54", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "mcmc.plot_2d([['omegabh2','omegach2','H0'], ['H0','omegach2']]);" ] }, { "cell_type": "markdown", + "id": "b18e332c", "metadata": {}, "source": [ "## Changing the appearance\n", - "\n", - "Anesthetic tries to follow matplotlib conventions as much as possible, so \n", - "most changes to the appearance should be relatively straight forward. \n", - "Here are some examples:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "* **figure size**:" + " \n", + " Anesthetic tries to follow matplotlib conventions as much as possible, so \n", + " most changes to the appearance should be relatively straight forward. \n", + " Here are some examples:\n", + " \n", + " * figure size:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, + "id": "9a9e424d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(5, 5))\n", - "fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], fig=fig, tex=mcmc.tex)\n", + "fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], fig=fig)\n", "mcmc.plot_2d(axes);" ] }, { "cell_type": "markdown", + "id": "31db3a72", "metadata": {}, "source": [ - "* **legends**:" + "* legends:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, + "id": "e3b0d7bf", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], tex=mcmc.tex)\n", + "fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'])\n", "mcmc.plot_2d(axes, label='Posterior');\n", - "axes.iloc[-1, 0].legend(bbox_to_anchor=(len(axes), len(axes)), loc='upper left');" + "axes.iloc[0, 0].legend(loc='upper left');\n", + "fig.tight_layout()" ] }, { "cell_type": "markdown", + "id": "87c46f52", "metadata": {}, "source": [ - "* **unfilled contours**   &   **modifying individual axes**:" + "* unfilled contours & modifying individual axes:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "id": "f4c18b4c", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], tex=mcmc.tex)\n", - "mcmc.plot_2d(axes.iloc[0:1, :], types=dict(upper='kde', lower='kde', diagonal='kde'), fc=None);\n", - "mcmc.plot_2d(axes.iloc[1:2, :], types=dict(upper='kde', lower='kde', diagonal='kde'), fc=None, cmap=plt.cm.Oranges, lw=3);\n", - "mcmc.plot_2d(axes.iloc[2:3, :], types=dict(upper='kde', lower='kde', diagonal='kde'), fc='C2', ec='C3', c='C4', lw=2);" + "fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'])\n", + "mcmc.plot_2d(axes.iloc[0:1, :], kind=dict(upper='kde_2d', lower='kde_2d', diagonal='kde_1d'), fc=None);\n", + "mcmc.plot_2d(axes.iloc[1:2, :], kind=dict(upper='kde_2d', lower='kde_2d', diagonal='kde_1d'), fc=None, cmap=plt.cm.Oranges, lw=3);\n", + "mcmc.plot_2d(axes.iloc[2:3, :], kind=dict(upper='kde_2d', lower='kde_2d', diagonal='kde_1d'), fc='C2', ec='C3', c='C4', lw=2);" ] }, { "cell_type": "markdown", + "id": "4ab1ae3d", "metadata": {}, "source": [ "## Defining new parameters\n", @@ -231,15 +348,331 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, + "id": "39adf1bc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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omegabh2omegach2thetataulogAnscalPlanckacib217xiasz143...f2000_xf2000_217chi2_lensingchi2_simallchi2_lowlchi2_plikchi2_priorchi2_CMBlogLchain
labels$\\Omega_b h^2$$\\Omega_c h^2$$100\\theta_{MC}$$\\tau$${\\rm{ln}}(10^{10} A_s)$$n_s$$y_{\\rm cal}$$A^{CIB}_{217}$$\\xi^{tSZ-CIB}$$A^{tSZ}_{143}$...$f_{2000}^{143\\times217}$$f_{2000}^{217}$$\\chi^2_{\\rm lensing}$$\\chi^2_{\\rm simall}$$\\chi^2_{\\rm lowl}$$\\chi^2_{\\rm plik}$$\\chi^2_{\\rm prior}$$\\chi^2_{\\rm CMB}$$\\ln\\mathcal{L}$$n_\\mathrm{chain}$
weights
01.00.0222360.1190221.0408600.0577323.0447840.9728230.99942145.261230.2205587.089804...29.72710105.00979.080994396.756721.860472363.2084.6042922790.906-1397.7551
11.00.0222120.1190421.0409300.0600193.0501580.9710520.99946233.665260.6638606.944407...29.55360106.24658.902029397.506822.268782361.34413.7815402790.022-1401.9021
22.00.0221880.1190341.0408940.0603753.0507330.9712150.99946238.387400.6305136.452556...30.64146106.76118.909747397.634522.232372356.4514.5804362785.227-1394.9041
31.00.0221390.1194901.0410480.0610473.0539690.9719591.00013746.484440.2160555.573888...31.17108106.47969.093967397.891922.090512364.5134.1992662793.589-1398.8941
41.00.0220640.1205951.0408850.0579953.0487510.9689570.99923346.089490.4062603.696362...31.05737106.33729.498806397.056322.551372365.8536.7523612794.959-1400.8561
51.00.0220570.1206101.0408700.0585433.0492310.9686990.99916653.309740.0103085.656808...30.60033105.61009.479549397.252122.578992364.41311.6767102793.723-1402.7001
\n", + "

6 rows × 96 columns

\n", + "
" + ], + "text/plain": [ + " omegabh2 omegach2 theta tau \\\n", + "labels $\\Omega_b h^2$ $\\Omega_c h^2$ $100\\theta_... $\\tau$ \n", + " weights \n", + "0 1.0 0.022236 0.119022 1.040860 0.057732 \n", + "1 1.0 0.022212 0.119042 1.040930 0.060019 \n", + "2 2.0 0.022188 0.119034 1.040894 0.060375 \n", + "3 1.0 0.022139 0.119490 1.041048 0.061047 \n", + "4 1.0 0.022064 0.120595 1.040885 0.057995 \n", + "5 1.0 0.022057 0.120610 1.040870 0.058543 \n", + "\n", + " logA ns calPlanck acib217 \\\n", + "labels ${\\rm{ln}}(... $n_s$ $y_{\\rm cal}$ $A^{CIB}_{2... \n", + " weights \n", + "0 1.0 3.044784 0.972823 0.999421 45.26123 \n", + "1 1.0 3.050158 0.971052 0.999462 33.66526 \n", + "2 2.0 3.050733 0.971215 0.999462 38.38740 \n", + "3 1.0 3.053969 0.971959 1.000137 46.48444 \n", + "4 1.0 3.048751 0.968957 0.999233 46.08949 \n", + "5 1.0 3.049231 0.968699 0.999166 53.30974 \n", + "\n", + " xi asz143 ... f2000_x f2000_217 \\\n", + "labels $\\xi^{tSZ-C... $A^{tSZ}_{1... ... $f_{2000}^{... $f_{2000}^{... \n", + " weights ... \n", + "0 1.0 0.220558 7.089804 ... 29.72710 105.0097 \n", + "1 1.0 0.663860 6.944407 ... 29.55360 106.2465 \n", + "2 2.0 0.630513 6.452556 ... 30.64146 106.7611 \n", + "3 1.0 0.216055 5.573888 ... 31.17108 106.4796 \n", + "4 1.0 0.406260 3.696362 ... 31.05737 106.3372 \n", + "5 1.0 0.010308 5.656808 ... 30.60033 105.6100 \n", + "\n", + " chi2_lensing chi2_simall chi2_lowl chi2_plik \\\n", + "labels $\\chi^2_{\\r... $\\chi^2_{\\r... $\\chi^2_{\\r... $\\chi^2_{\\r... \n", + " weights \n", + "0 1.0 9.080994 396.7567 21.86047 2363.208 \n", + "1 1.0 8.902029 397.5068 22.26878 2361.344 \n", + "2 2.0 8.909747 397.6345 22.23237 2356.451 \n", + "3 1.0 9.093967 397.8919 22.09051 2364.513 \n", + "4 1.0 9.498806 397.0563 22.55137 2365.853 \n", + "5 1.0 9.479549 397.2521 22.57899 2364.413 \n", + "\n", + " chi2_prior chi2_CMB logL chain \n", + "labels $\\chi^2_{\\r... $\\chi^2_{\\r... $\\ln\\mathca... $n_\\mathrm{... \n", + " weights \n", + "0 1.0 4.604292 2790.906 -1397.755 1 \n", + "1 1.0 13.781540 2790.022 -1401.902 1 \n", + "2 2.0 4.580436 2785.227 -1394.904 1 \n", + "3 1.0 4.199266 2793.589 -1398.894 1 \n", + "4 1.0 6.752361 2794.959 -1400.856 1 \n", + "5 1.0 11.676710 2793.723 -1402.700 1 \n", + "\n", + "[6 rows x 96 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mcmc[:6]" ] }, { "cell_type": "markdown", + "id": "122d072d", "metadata": {}, "source": [ "Since it's a (weighted) pandas array, we compute things like the mean and variance \n", @@ -248,15 +681,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, + "id": "e98b12fa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + " labels \n", + "omegabh2 $\\Omega_b h^2$ 0.022373\n", + "omegach2 $\\Omega_c h^2$ 0.119994\n", + "theta $100\\theta_{MC}$ 1.040916\n", + "tau $\\tau$ 0.054369\n", + "logA ${\\rm{ln}}(10^{10} A_s)$ 3.044422\n", + " ... \n", + "chi2_plik $\\chi^2_{\\rm plik}$ 2359.441690\n", + "chi2_prior $\\chi^2_{\\rm prior}$ 11.498672\n", + "chi2_CMB $\\chi^2_{\\rm CMB}$ 2789.192953\n", + "logL $\\ln\\mathcal{L}$ -1400.345813\n", + "chain $n_\\mathrm{chain}$ 2.496145\n", + "Length: 96, dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mcmc.mean()" ] }, { "cell_type": "markdown", + "id": "538f34d0", "metadata": {}, "source": [ "We can define new parameters with relative ease.\n", @@ -265,15 +723,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, + "id": "68145f11", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "'omegab' in mcmc" ] }, { "cell_type": "markdown", + "id": "c36bd5a0", "metadata": {}, "source": [ "However, this is pretty trivial to recompute:" @@ -281,18 +752,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, + "id": "4074fb5b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "h = mcmc['H0']/100\n", "mcmc['omegab'] = mcmc['omegabh2']/h**2\n", - "mcmc.tex['omegab'] = '$\\Omega_b$'\n", + "mcmc.set_label('omegab', '$\\Omega_b$')\n", "mcmc.plot_1d('omegab');" ] }, { "cell_type": "markdown", + "id": "a09f765e", "metadata": {}, "source": [ "## Nested sampling plotting\n", @@ -302,17 +786,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, + "id": "b5053bae", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/will/code/anesthetic/anesthetic/samples.py:951: RuntimeWarning: 7 out of 60705 samples have logL <= logL_birth,\n", + "7 of which have logL == logL_birth.\n", + "This may just indicate numerical rounding errors at the peak of the likelihood, but further investigation of the chains files is recommended.\n", + "Dropping the invalid samples.\n", + " warnings.warn(\"%i out of %i samples have logL <= logL_birth,\"\n" + ] + } + ], "source": [ - "from anesthetic import NestedSamples\n", "nested_root = 'plikHM_TTTEEE_lowl_lowE_lensing_NS/NS_plikHM_TTTEEE_lowl_lowE_lensing'\n", - "nested = NestedSamples(root=nested_root)" + "nested = read_chains(nested_root)" ] }, { "cell_type": "markdown", + "id": "fe0dd7af", "metadata": {}, "source": [ "We can infer the evidence, KL divergence and Bayesian model dimensionality:" @@ -320,15 +817,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, + "id": "0ea70d29", "metadata": {}, "outputs": [], "source": [ - "ns_output = nested.ns_output()" + "ns_output = nested.stats(1000)" ] }, { "cell_type": "markdown", + "id": "c1a9b816", "metadata": {}, "source": [ "This is a set of ``MCMCSamples``, with columns yielding the log of the Bayesian evidence \n", @@ -337,15 +836,126 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, + "id": "5bdf0f7f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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logZD_KLd_GlogL_P
labels$\\ln\\mathcal{Z}$$\\mathcal{D}_\\mathrm{KL}$$d_\\mathrm{G}$$\\langle\\ln\\mathcal{L}\\rangle_\\mathcal{P}$
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5-12325.49561839.3617528.370674-12286.133866
\n", + "
" + ], + "text/plain": [ + " logZ D_KL d_G logL_P\n", + "labels $\\ln\\mathca... $\\mathcal{D... $d_\\mathrm{G}$ $\\langle\\ln...\n", + "samples \n", + "0 -12325.060953 39.008882 8.531861 -12286.052070\n", + "1 -12325.380669 39.091699 8.586281 -12286.288970\n", + "2 -12325.120724 39.087967 8.184286 -12286.032757\n", + "3 -12325.385906 39.471060 8.315213 -12285.914847\n", + "4 -12325.103187 38.986963 8.602075 -12286.116224\n", + "5 -12325.495618 39.361752 8.370674 -12286.133866" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ns_output[:6]" ] }, { "cell_type": "markdown", + "id": "5b5995b6", "metadata": {}, "source": [ "The evidence, KL divergence and Bayesian model dimensionality, with their corresponding errors, are:" @@ -353,16 +963,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, + "id": "793410ac", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "$\\ln\\mathcal{Z}$ = -12325.23 +/- 0.19\n", + "$\\mathcal{D}_\\mathrm{KL}$ = 39.17 +/- 0.19\n", + "$d_\\mathrm{G}$ = 8.37 +/- 0.20\n", + "$\\langle\\ln\\mathcal{L}\\rangle_\\mathcal{P}$ = -12286.06 +/- 0.09\n" + ] + } + ], "source": [ - "for x in ns_output:\n", - " print('%10s = %9.2f +/- %4.2f' % (x, ns_output[x].mean(), ns_output[x].std()))" + "for x in ['logZ', 'D_KL', 'd_G', 'logL_P']:\n", + " print('%10s = %9.2f +/- %4.2f' % (ns_output.get_label(x), ns_output[x].mean(), ns_output[x].std()))" ] }, { "cell_type": "markdown", + "id": "cd2737e0", "metadata": {}, "source": [ "Since ``ns_output`` is a set of ``MCMCSamples``, it may be plotted as usual. \n", @@ -372,17 +995,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, + "id": "99dba697", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+UBgOm0XObYmVUo/YmjpOxn7TUyEJMiXalYA4w5Cfj7ylTugPpfxjnPlSOOgu8hYaniP1YsblhPz4q2OcUTwcloz9CYMEmYKUSe3GsbmpsFjiq2xQy5LgVDZL/rFsZQQZAIyVBD9l3emTqpYuVLV2w2oRZE/gSOE5ZjtPtijyfoR2OVon/t0Pp13JKSJjf8IhQaYgZVJCPxdX8UDRFwSHez34BVAJeAu9jFriumRLubghY0ZRRsz5hkMxV9ptt6fSi2CIdncbmaPSvWmiAhWymlaqkCUKEmQKwtuN4+KIvODwakhlSxfCYTJemxnu0eAXQCUY5xEvxCTI9Mk2SZDNj3MG4WCM96QhzWlDVyCEI/XUyjYyR+riG+fXH/np4gajujafImsi+kKCTEH4zW7cMCpkhZkuWAQx8qChg054M1MtCTIlK2TjqUKma7ZKgmxBqXKCzGIRMLNYNPbvJB+ZYQmGwrIVZiQVsvwMLsioQpYoSJApCL/ZjY1zhyUA2K0WFGSIN2DuISLMRzAURo2XtyyVrJBFBBlVYPVFpz+IfdVeAMoKMgCYI/vIWhV9X0I7VLd2IxBicNgscuL+cMhPF+9PdV4qGCQKEmQK4Q+GcbJ5eJEXHL4TjsJhzUtdmw9hBtitgiIZZJyS7BTYLAJ8wYjgI/TBzopWhMIMRZkuRUU6AHmE0n5J8BHG46T0gF+clRL3ZrNoeMuyod2HED3UJQQSZApRERXmyU/ceCnOFi+2J6lCZlp4Qn9BhmtEF8/e2KwWOUaDdvLqCz6DcJ6C/jHO1EIxtf1QTRtVTg0KLxSUZI9MzOemOWERgDADGslWkxBIkCnEcaldWZrrHnaYp1whI0FmWipblG9XcrgnjXKE9MUuKZZi9gjHJfXHWI8bdquADn+IKvMGhX+u8WZj9sZqEZArVe2pbZkYSJAphGzo9ww/O4pXyOjCaF5kQ3+mcoZ+jhzsSDlCumKX5O/iuWFKYrda5GyqQ7Vtir8/oT684zLSChkQaVvW007LhECCTCG4IBvvGf4ulhIefUEVMtNSJe+wTECFLJMHO1KFTC80tPtQ2dIFQYC8I1JpJkvDpg+SIDMklbIgG3nQdCT6gq4hiYAEmUJEKmTDz3mJNvXTEGhzwsXSqAQIMv6e1VSB1Q27perYeI8b6S57Qn7GlCgfGWE8TraIHrJiRSpktNMykZAgUwhZkI0geI8LsnZfEN6uoCLrIvQFbycmpmUpecioQqYb+FijOQloV3IiFTIKhzUaoTCTPaOKtCylLLJaqpAlBBJkCtDpD8o3ufEjqJClOKzIdTsARJ5qCHNRKz158kw6JeFt0CqqkOmGPZVihWxWAgz9nCmSIDta104jlAxGrbcbwTCDzSLI1a2RILcsqUKWEEiQKcDxBlE8ZafakZXqGNF7jZJ2wtG8MPMRDIXR2C5e6PiTqJLwCpm3O4gOH1Vg9cC+KjEfbEZR4gRZSXYKnDYL/KEwbSgyGNzQX5SVAqsCMTp5vGVJpv6EQIJMAZTwj3EKM/hOOBJkZqOxw48wAywCkOtWXpClu+xId4qDqWmnpfZp6fTLnsKpo9IT9nMsFgGluaLhm0ZrGYvKFmUyyDj8QZF2WSYGEmQKUNYgei/GjWCHJYdXMahCZj54GyAv3anI02x/FJKPTDfsrxZN9iXZKchIkKGfM1aav1veSFYJI8H/zgsV8qTy6SH17T7aeJYASJApwDEeeTECQz+H/+HQeBvzUSt95kp4PQYistOSzi+tw8cZTRuVmLiLaMbR8HlDUssFmUKe1DzJQ+YPhtFGtgfFIUGmAPJQ8VwlWpZUITMr3JdRkAD/GCeSRUYtS62zL4mCrFSukJEgMxJKbxJy2a1Ik2wPDdS2VBwSZCOEMYajdWLLckL+yAVZJJqAbphmg4ct5iWwQlZILXHdwCtk0xPoH+OM9fA5p9SyNBI8nkLJXdueNHHjWkO7X7H3JERIkI2QhnY/vN1BWASFKmTSDbOWthWbjsjTbOIqZLwdSqZcbRMMhXFYygVLZsuyoqmToi8MRF0CrikeyUfW0E7XEKUhQTZCjkjVsdE5qXDZrSN+Py7I2n1BtHUHRvx+hH6ob0u8hywy+oQuplqmvKkT/lAYKXYrRisw8mYoCtJdcNosCIYZRV8YhHCYyVV3ZStkJMgSBQmyEXK0XmpX5o18hyUApDpsyEwRd1RRW8lc8AoZF02JgG9bp1l02uZIlA3CkqAdt9FYLIJc4SdjvzFo7vQjEBJ3QuYpeE3xpEstS3qoUxwSZCMkIshG3q7kcGM/RROYi0Q8zfaGX5gb2v0Ih2nbulbhgmyiQg96scCzyCj6whjwnfqeNAfsVuVu9R45+oI8ZEpDgmyEHK0XnyYn5it34aToC/MRCjPZ15WIlH6OJ80JQRB/XlMnXVC1ChdkkwoSb+jnjM4RBRm1LI1BnVxxV/YBj1qWiYME2QiRd1gq+CRL4bDmo7HDF5XSP7LxW4Nht1qQI433onl02uVIAq4rQ1EsZdRVNpMgMwI811DpTUIkyBIHCbIR0OUPyU+TSl44C6hlaTp4dSzH7YRNwfZCf/C2ZT1dUDVJOMxkK4SSlfeh4ON1TjZTy9IIcE+qUin9nDzuIaPrh+KQIBsB/KKZ43YgW8GqBhdk9WS8Ng2Nkh+DZ/wkEi7I6qglrkmqWrvQ6Q/Bbo3MmEwGJdJuzpNUITMEtQnatS1XyNrI8qA0JMhGwKFacdbcJIWfYimawHzwp01+sUskchYZPeFqEt6uHJvrVtSMPRTFUoWsscOPLn8oaT+XSAx13sRsEuLXqK5ACB00PklRSJCNgENScONkhY23/A+olioYpoFXyHKTWiEjQaZFeOxEMv1jAJCZYke6SxyLU9lCbUu9k6gYHbfThhQpc5PalspCgmwEHKmTKmQFClfIJBNmfZsPIYomMAXJrZBFzi9Cexzns3E9ykXpxApvW1ZQ21L3yNeUBOQaeshHlhBIkI0AXiGblK9shSzX7YBFAMJM3H1HGJ+GJFbIogU/oT34PMmxSfSPcWinpTFgjCXUlxrZaUk+MiUhQTZMuvwhVEi7kZSukNmsFuSmUVvJTHDhnUwPGaX1a5PyRrFCVqrAbNx4iey0JEGmZ7xdQfilmaSJuKbkusX3bCRBpigkyIbJ0fp2MCbusEzECV9AI25MRaRlmTwPGVXItEcgFJbF0FhP8itkFH1hDPiGnXSnTZEZy73h16lGalkqCgmyYcJ3WCYqJ6ggnRv76YQ3A7Kp3534Chm/mHb4Q7SbTmNUtXQhGGZw2izyNSCZcEFGaf36JpH+MSBirWjsoAqZkpAgGyaRHZaJEWTc50M7LY1PD79HAgeLc9KcNjht4p8+mXK1RcQ/lpyh4r0pzBQFGU0J0TeJzjXkD450/VAWEmTD5LBUIZuSoFlzEZ8PnfBGx9sd8XskcmwSRxCEqAHBdH5piYh/LPntSgAoyoxE7gSlc5LQH4netS1XyMhDpigkyIbJQR4KmyhBxj1kVCEzPNyHkZYgv0d/8EpcAwl+TVGmYuQFIN7AbRYBYUZiXc8kWpDx96UUAGUhQTYMOnxB2XirdCgsp4AqZKahIYljkzh5aTxHiJ5wtUS51LIck6NOhcxiEeRg6qoWehjUK1Qh0yckyIbBYWm0SV66EzkJajGRh8w88ApZbhIiLzjkAdEmfHejWoIMAIqyREFGPjL9Ut/GPamJ9ZA1dfopvFxBSJANg0M1YrsyUYZ+IOIha2j3I0wnvKHhoigZ/jEOJW1rD8aYXHnnux3VgBv7q1tpp6VeSXSFLDvVDkEAGAOaO6lKphQkyIYBj7xIVLsSiJSEQ2FGJ7zBiaT0J69CFknaJkGmFVo6A+iUYkiKstQTZNzYTy1L/ZJoQWazWpCdSm1LpSFBNgwOJkGQ2a0WuR1K5lpjwwV3UitkNPpEc/DqWF66M2mbO/qjUBJkNV6qkOkRxpgsyPIS+JDHr1cUDqscJMiGwZG6xGaQcfgfEyWqG5smKVwxWxVBRueWVuD+MTXblQAwSmpZUoVMn3T4Q+gOSGOTEuQhAyJdnAYKh1UMEmRx0tYdQLVkdp2o8FDx3tCIG3OgRoUsj3vI6NzSDDwdvyRbPUM/QKZ+vcMrVil2K1IdtoT9HG6xoAqZcpAgixNeHctPdyIzxZ7Qn0WCzBw0dQQAqFMh83YH4QvS+CQtwFuWxSr6x4BIy7KujcJh9UjEk5rY64nHTR4ypSFBFic88mJSgtuVAAkys9AslfxzUpMnyDJT7LBbxdE8dEHVBlrYYQkAHrcTdqsYDks5iPqDWyASXXHPJduD4pAgi5OjXJAluF0JRHnI6IQ3LIwxNHVyD1liK67RCIJAWWQaQyseMotFkGN3aigHUXc0dSQn15AGjCsPCbI44RWyCflUISNGTqc/BH9QbAslKmR4ICiLTFtUaqRCBgAFPJiafGS6g7csE3094Q905CFTDhJkcXK4TpphSYKMUADeXnDaLEhJctSBvNOyjZ5w1aa1K4A2XxAAUJylrqkfiI6+IEGmN5LVsvRQhUxxSJDFQZc/JPs8kirI6AnEsPAdljluBwRBSOrP9lBLXDPwVPzsVDtSHOplkHH4PEsSZPqDC7KEV8jkXZYkyJSCBFkcHGtoB2PiRTMZqer5kiBr6QzQTjiDwp8us5No6OdQFpl24FE6PANMbQolQUYtS/3BrynJ8pC1+4LoDtD9SQlIkMVBWUMHAGB8XuKrYwDthDMDzUl6mu0P3nKglrj61MiCzKXySkSoZalfGpM0GzfdaYPDKkoIalsqAwmyOCirFwXZOI87KT9PEAR5pyVtPzcmaqT0c3hLnCpk6sMrZIUaEWS8ZVnrpXNDbySrZSkIQmSnJV1DFIEEWRzwClmyBBkAePhNkwSZIZE9ZKnJi7zg5NE8S81QLaX0a6ZClhFJ62eMqbwaIlYYY3K1KhlV94ggo2uIEpAgi4Njaggy8vkYGp7Sn+NOvCexNx6qkGkG3hrUjIdMEoZdgRC83UGVV0PESrsvKMfoJDqpHwBlGSoMCbI4UKNCxn0A1KM3JhEPWfIrZFzst3QGEKAROapSrTEPmctulUfD1ZKPTDfwdmWi51hyKBxWWUiQxUhzhx+tXWI1Y2xu8luWZLw2JpGU/uR7yLJS7LBaaNOIFqjRmIcM6Nm2JPRBMtuVQOShjjxkykCCLEZ4u7Io05XUnCBqWRqbZhVjLywWQa7A0vmlHt7uANqlUFgtCbIC2mmpO5qSNFick0sDxhWFBFmMyO3KvORVx4CoNGQ64Q1Jc6dYdVVDkAFR4bBUgVUNXoHKTLEnpc0UK4U0Pkl3NEpzLJNVIZMHjFPLUhFIkMXIcUmQJbNdCVCFzMgwxtDaJV7IslTYZQlEtcTp/FINrfnHOHL0RRsJMr2Q7JYlxV4oCwmyGDnR1AkAKM1N7pw5EmTGpcMfQiAkRgqoVSHLo/NLdWpatRV5wZHHJ7XSuaEXmpM0x5LjcdP4JCUhQRYjXJCNyUm2IBP/sJppJ5zhaJEM/Q6bBS67On+KnnTJQ0YDxlWDCx4ugLQCX08dVch0Q7JjdCK7LH2UV6cAJMhipEISZCXZyRVkWakOSBvh5Kcfwhi0SP6xrBR70geLc/JowLjqcMGTrzlBJnnIyNSvG5pkD1lyLBC8NRoIMcqrUwASZDHQ4QvKvfkxSW5ZWi2C/LRDN01j0aKyoR+IjE+qpyqIavDxRFwAaQUee1Hf5kMoTNUPPdCU5GuKy25FulPciEI+spFDgiwGKprF6lhWqh0ZLjUCPHk0AVXIjESLZOjPVMnQD0QEGc1KVQ9eIStI11aFLDfNCatFQJiRx1AvyB6yJMVeRP8sCocdOSTIYqCiSTTdjk5yu5LDb5r0BGIsmqNalmqRL4mAehoirRp10u8+X2MVMqtFkFva1LbUB00q5BrmUjisYpAgiwG1DP0cCu80Jq2d6oXCcrgIaPMF0eUPqbYOsxIKM9mKoDVTPxDtI6Nrj9bxBUNywHBuEmfjRu5PVCEbKSTIYkA29OeoM/g3En1BJ7yRkE39KrYs0502eYcnhcMmn8YO0Z9lEZIXVRAPfKMBpfVrH349sVoEpLuSFzAcqZDR/WmkkCCLgQqVK2Q8vLOBbpiGQm5ZqlghEwQhykdGN91kw9uVuWlO2KzauxxzY38dCTLNE2lX2mGxJG/Xticq+oIYGdq7AmgQbupXy0PGtxaTadJYqJ3Sz+E+MjL2Jx/Z0K8x/xiHoi/0Q1OSU/o5NM9SOUiQDQFjDJXNoqm/OFutlqV4wjeRIDMULRow9QNAfjrNs1QL7s3K19gOS46c1k8eMs2jhqEfiLQsKZZp5JAgGwJvVxAdktm5OEsdQZbrpl0sRqS5k1fI1PUOUctSPeo0mkHGkedZ0oBxzcOvJ8mukHlol6VikCAbgsoWsTrmSXPAZbeqsgb+B9bQ4afxFAaitUt9Uz8QqZDVURUk6fDB3VqvkJFY1z68ZZh8QUaWGqUgQTYEXJAVqVQdAyLBe/5gWN7WTOgbxpgmkvoB8pCpCTfLay2DjMNN/c2dAXQHKBZFy6hVIeMtyxaatzxiSJANQRUXZJnqCbJUhw2pDrE6Rz4yY9DuCyIojaNRu0KWRx4y1eAiWKsVsowUG5w2ikXRA2qZ+rNS7DRvWSFIkA1BlQYqZEBU25J2shgCXh1z2iyqtcI5ND5JPeplQabNCpkgCBEfGe201DRqCTJL1Lxluj+NDBJkQxBpWar7BEvjKYyFFkJhObxd1tjho5ZDEgmHmTx9I0+jggygtH69oNYuSyB63jKdIyOBBNkQ8AqZWjssOR7KIjMUsqE/Rf10do/bCZtFAGPUlkomrV0BBEJi2zqZw6DjhdL69YFaHjIgcv6SpWZkkCAbgqoW8SKklZYlnfDGoEUKhc1UOYMMEFsOvC1VTfEGSYPnNmWl2uG0qdu2HgxK69c+jDE0d0ibhNQQZHLLkh7oRgIJskEIhMLytnS1BVluGp3wRoJXyDI10LIEgMJM8gklGz4KLS9Nu+1KgNL69UCHPwS/ZDfIUaVlSR4yJSBBNgg1rd1gDHDYLKoP/pWzXuiENwSyINNAhQyICDKqkCWPeh34x4DotH46N7QK393osluQ4kh+tTWXPGSKQIJsELh/bFSmK6nDWvuDWpbGolUjY5M4hbSTLulwv57WBZmcU0emfs0i77BUKdMwjzadKQIJskHgT4SjMtXPCKKWpbHQWoVsFFXIkk49tSwJhWiSDP1q+MeA6AoZFQxGAgmyQahp5YJMXf8YALllSrssjYFWPWQ1rV0qr8Q8cEHm0XiFjLcsO/whmhSiUZpVyiDj0DxLZSBBNgi8WlCoiQpZpGVJ8yz1D88h00qFrJB8QklH9pBpvELmdtqQ7rQBiDykEtpCzQwyoGeFjO5Pw4cE2SDwiw+/WakJf/IJhRm8XfSUqne01rKUd1m2+uiCmiT04iEDIuHBFH2hTdTMIAMiFTJ/KIw2qqIOGxJkg1Dt1U6FzGmzIk16Sm3soLKw3tGaIOPGbX8oTBtHkoSeBJk8PqmNBJkWaeIZZCpVyFz2qPsT+ciGDQmyQeB+Gi2Y+gEg2y3evOmGqX/kpH6VLqC9cdgs8lMuGfsTTyAUlo3YuhJktNNSk0Q8ZOo94FH0xcghQTYAwVBYfoLVQoUMgDzAlQSZvgmEwrI5WisVMiDy4EE+ocQjekEBi6BeVSMe8mmnpaZRe5clQMZ+JSBBNgD17T6EGWCzCPC4tfEEm0tZZIbAK1XHACDDZVNxJT3hgqyKdlomHP6wl5vmhFXljMNYiIxPoputFmlWOYcMiNyf6qllOWxIkA0Ab9sUZKgfCsvJoegLQ8DblelOG2xW7fwJFmeL8S6VzSTIEg1v63g0vsOSU0DBwZqmWQsVsnSqkI0U7dwNNEYkg0wb7Uog8gTSTIJM13BBlqGhdiUAFEvzWk+2kCBLNDxAk49E0zpyOCyZ+jVHOMzQLMXoqLXLEgA8bvKQjRQSZAMgV8g0JMiyqWVpCFpkQ7+2BFkJVciSRoNOMsg4fBdurZdiUbSGtzuAUFj8TNS8pvAKWUMb3Z+GCwmyAeA7LLWQQcahlqUx8Gos8oJTnJUKAKikClnC4W2dXJ1UyLip3x8MyxVeQhvwB3S3wwqnLfmDxTm5kteaYpmGDwmyAaiRzKtabFlShUzfaC2DjMM9ZPVtPnQHQiqvxthEWpb6qJA5bVZkS9UXir7QFnIorMri3kPzLEcMCbIBqI0y9WuFHBJkhoCPTdJayzI71Y4Uu/iETVlkiUVvpn6AjP1ahYfC5qicBhBpWZJgHy4kyAagRkMp/ZxcyiEzBFo19QuCQDstk4ReBotHk0+CTJNEIi/UvZ7weKg2X5Aq7MOEBFk/MMYigkxDFTKe1N8VCKHLTye8XtFqyxKI7LSsbOlUeSXGRm+7LAGgkMJhNYkWQmEBICPFBocU40M+5+FBgqwfWjoD8AfDALQ11iTNGTnh+R8hoT+4qT/DpUFBRhWyhBMKMzR16GuXJRDZaVlHLSlNoYVQWECssMvjk+gcGRYkyPqBV8eyU+1w2dXbtdIbQRAiPjIyTuoWPVTIKIsscTR3+iGlFKhe1YiHAqqQaRJuYdHCucQ9kZRFNjxIkPUDv+BoydDPiURf0AmvV7QsyEbniNEXJ5tIkCWKRulhKjvVDruGJjUMRR5VyDRJkzxYXH1BxitkjVQwGBb6uRokkVoNGvo5/I+umVqWusWrUVM/AIyRBNmJJvKQJQo97rAEIhUymmepLbh9RQuCjJ/T9VQhGxYkyPqhplU8mbRk6OdE0vopnFGveLuDALRZIeOCrLatm3ZKJQi9CjK+y7KurZvS+jVEs4YqZNSyHBkkyPqhRsstS2lrM82z1CfBUBjtPu0KsuxUO9wOKxijxP5EocfICyCyASEQisxOJNRH9pCpbOoHKBx2pJAg6wcttyzlChm1LHUJr44BQIbLpuJK+kcQBNlHRm3LxMAjAXI1UNGIB4fNIldh6mjIuCYIhMLyNUVLFbJGqpANCxJk/VAjp/Rr7wlW9pBRhUyXcP+Y22GFTaOGbt62rCBBlhB4JICWInViJT+d77SkG64W4FM/BEEbFXdqWY4Mbd4RVEbLuyx5WZrS+vWJlndYcmRjfyMJskQQ8ZCpX9GIF9lHRtEXmoBv7spOdcBqEVReDeBJp5blSCBB1gtfMCS3FLRo6ucVshbycOgSrY5NimZMrlQhayZBlggiLUv9Vsgo+kIbREeoaAFeIWvu9CMYCqu8Gv1BgqwXfEu3w2rRRE++N3KFjDxkusTbrX1BFvGQkak/ETTo1NQPREdfUIVMCzRrKPICEO9PFgFgjLo4w4EEWS94uzI/wwlBUL8E3JtoDxltPdcfemhZjs6OeMjoHFMWxhgadGrqByLjk8hDpg20tMMSAKwWATluyiIbLiTIeqHFoeLRZEml6WCYoc0XHOLVhNbQgyAryU6BIADtviDFGyhMmy8oz8nVWw4ZEFUho12WmkBLGWQcvlmlntracUOCrBfyDksNRl4AgMtuhdshzteknZb6Qw+CzGW3yg8k5Y0dKq/GWPB2pdthRYpDO3NyYyWPKmSaolGDgoyyyIYPCbJecLOqVitkAJBFOy11i7dLrGpmuLQryABQFlmC4DdQPfrHgIipv77dR+1sDaClOZYcqpANHxJkveAVMi0LMppnqV+8coVMe6Gw0ZRS9EVC4BUyPfrHgMjN1h8Myw8XhHpozdQPRCY6UBZZ/JAg64U8NkmjLUuA5lnqGbllqZFt6gNRKkVflFOFTFG4oV+P/jFAbGfzCRP17eQjUxsee6ElQSYPGKcKWdyQIOtFrcZN/QDNs9QzcuyFXlqWVCFTFLlCplNBBkSqZJRFpj5abllShSx+SJBFwRjTRcuS5lnqFz2Y+gGgNNcNgDxkSsNvUnk6TOnn8OgLqoCoC2NMk4KMxicNHxJkUbR2BeCTtqTna3COJScnleZZ6hU9JPUDkfFJNd5udAdCKq/GOPAWkxEqZCTI1KXdF4RfSsPX0tQHOj+GDwmyKLh/LDvVDpddu1vSeYWskQSZrmCMRZn6tS3IslPtSHeKXiEaMq4ckTmW2rmBxgu1LLVBs+QhTrFrK0KFx140dwYQoPFJcUGCLAo5g0zD7UogksrcQi1LXdHuCyIsJQVoXZAJgiD7yMrJR6YYXJDl6rplSRUQLdDYIf7+tdSuBHoOOm+kLLK4IEEWBTf0j9LwDksgMkiWUtT1hbdbjAlwWC1w2rT/p1dKQ8YVh9+gjFEho12WaqJF/xgAWCyCHOtCPrL40P5dIYlUc0N/ZorKKxkc3rKkCpm+aO2M+Me0OCe1NxQOqyzdgZA87ixPx4KMTP3aQIsp/RyKvhgeJMii0MMOSyDSsmzuDFBato6QIy80HgrLGZ0tPphUNHWpvBJjwKsFDqtFN+dAf5CHTBs0aXhIPRn7hwcJsih4hUzrLUs+YDwUZnIbjNA+eom84JRIFbKT1LJUhAZ5h6VDFxXSgeAespbOAHxB2oGrFnyXfbaWBRm1LOOCBFkUciisxgWZy25FqrSrhtqW+kEvOyw5o7MlD1lTJ1ViFYCHwurZPwaID4R2K5m21UbLLUva+DE8SJBFoZcKGdCzbUnoAzmDTOMp/ZwSqWXZ4Q/RIHsFiEReaO8GGg+CIMiiktqW6kEtS+NBgkyi0x+Ub5hanmPJyXbT+CS9wdvLeqmQuexWFEgByRXN5CMbKUbIIOPI43HohqsajTpoWdJO3PggQSbBDf1uh1UOxNQykQoZCTK94O3Sl6kf6Nm2JEYG95B50vUvyGg8jvo0STlkWqyQ0U7c4UGCTKImyj+mB8NtFrUsdYfePGQARV8oiZEqZLztSoJMPZo0PIaLWpbDgwSZRI3sH9N2BhknJ5ValnpDbx4yIBJ9QTstR45RPGRAdIWMrj9q0B0IocMv7nDV4tQHburv8IfQ4aMkgFghQSZRrZOxSZwsalnqDp5DpscKGWWRjRwuXvQcCsuRgz+pQqYK3D9mtwqatNi4nTY5CYCqZLFDgkyiRkc7LIHI+KQWalnqBrlCpiNBVixVyKpaSJCNFLlCZgQPGZn6VaWRz0R1OzVrsaEA4fghQSYRGZukE0EmGTkpjkA/6C0YFgCKs0RBVtnSRVlkIyAQCssPT1o0YccLecjUpTEqZFirUBZZ/JAgk6huFSsARVk6EWTUstQd3i7RS6EnD9mozBQIAuALhuU2CRE//AZqtQjy366eySMPmarwv0UtGvo5EWM/RV/ECgkyCblClqEPUz+/qFPLUh/4g2F0BUQTrp4qZA6bRX7Spbbl8OGVpBy3AxaLNltM8cA9ZK1dAfiDYZVXYz4iLUvtivs8Cg+OGxJkEHes8NafbipkUjBsU6efWkk6gBv6ASDNpT0T7mAU8bYlhcMOG25+zzeAfwwQHypskrBs7KAbbrJp1HBKPyc/g7LI4oUEGSKG/hS7VTfVC14hi668ENqF+8fSXTZYdVYhifaREcOD35TyDCLILBZB9i81tFHbMtk0ajiDjEMVsvghQQagSvKPjdJJKCwApDqscFjFj4/CYbWPV4cZZBwSZCOn3iCDxaOhtH71aNRwSj8nP4MEWbyQIENU5IVO2pWAOOA3i8JhdYMed1hyKPpi5BitQgZQFpma6GGXJc/0rPOSqT9WSJAhYujXS0o/h4z9+kFvg8WjoQrZyOGixQihsByqkKlHkw52WXJB1tjhp40fMUKCDJEnf72EwnLkChlFX2ieVh0OFudwU39VCz3pDhdDVsjSyUOmBowxWQRruWWZnWqH3SpagKiKGhskyKC/OZacSIWMLohaR4+DxTm8ZdnU4Uenn+bSDYcGAwoyXu2jXZbJpcMfgk+qOGm5ZSkIAvLTxSJHLbUtY4IEGYAqHXrIgEj0BZn6tY+eTf0ZLjvSpHl5/OGFiA8jVshypOpMI4XDJpUm6fedYrci1aHtinsBN/aTIIsJEmSIpPTrr2VJaf16Qc+mfiAyUqyGLqxx0x0Ioc0nVhaNJMhyyUOmCg0dkZBhrcN9ZLVeOkdiwfSCrMsfkk3x+mtZ0oBxvcCDYTNTdSrIpAsrVcjih1fHnDYL0p3armjEQy7N01UF3v7Ww5D6iCCj60YsmF6Q8QyyNKcNGTpLUKcKmX5o1XHLEohUyKpJkMUNNzR70py6yTmMBb7LsqnDj3CYpoUkCz4/NE/D/jEOzyKjCllskCBr0V8oLCcyYJwqZFpH7y1L3s6nCln8GNE/BkRaZsEw6zEajEgsDe36CRkukEz9dTRgPCZML8iqpa38fGu/noi0LKlCpnW8XaKHSI+xF0Ck9UAesvgxqiBz2CxyV6GBjP1JQx4sroMKGbUs48P0goyHXeplqHg0csuSPByahypk5sWIY5M4/JgaydifNLj41cP5VEAty7gwvSDjOyyLdGboByIVMm93EMEQJSFrlXCYoa2bPGRmhc/y4zcnI8GrNI30UJg06nXUssyXKmStXQF0B0Iqr0b7mF6Q8fTxUTpsWUZXW3gFhtAe7f4guOc5Q7cVMvHvo6HdR2NQ4oRnMPGQTCMRySKjCkiyaNBRyzLDZUOK3QqA2paxQIKsVb8tS5s14uEgY7924aGwTpsFLunipDeyU+1w2MTLBRl044NXyPIN5iEDorPIqEKWLBrlXZbaP58EQZDtDlRdHxpTCzLGmLzLUo8tSwDIdtP4JK0TmWOpz+oYIF5YKYtseHABm2/AlqWHV8hofFJS8AfD8vVEDy1LICpUmq4bQ2JqQdbSGUB3QGy/FOospZ+TRdEXmkfvhn4O+cjiJxRmsqmf7zgzErmyqZ8eCJMBF75Wi6Cb6wldN2LH1IKM77D0pDl03UoCKBxWy8iRFzoLHu4NVcjip7HDhzADBCGSbG8kZFM/CbKk0NAm/p5z3Q5YLPrIzYzs0O5SeSXax9SCjCt2vY1MioaHw1LLUrt4DVIh4x4o8pDFTp203T/X7YTNarzLba5b8pBRyzIp8N+zXtqVAFAo3V+pQjY0xrtCxEGVjjPIOFlyhYxallpFnmOpc0HGW27cpE4MDRevRoy8AKhClmz4HEs97LDkjKJQ6ZgxtyCTd1jqv0JG4bDaxQimfiB6Lh1dWGOFV8iMuMMSiMRetHYFEKAsxITToKMdlhzykMWOuQWZlEFWrGtBRh4yraP3weKc/HSqkMVLJPJCv1X4wchOdYCPAKZrUOLRUwYZh3vIKMNwaEwuyPhgcf0KMtplqX2MssuSV8jqaAxKzPBqolFbllaLIFfpm6hKn3C4INPTXNQctwMOqwWMkf90KEwtyKoN4CEjU7/2kQVZqr4FGfeQtfuC6PQHVV6NPuAVsjwDRl5weNuyiXxkCadBR2OTOIIgUBZZjJhWkAVDYdlkqGcPGZn6tY9RKmRpThtSHWI8DFXJYsPIKf0ceXwSVcgSDs+001OFDCAfWayYVpDVtYn5QHaroCuDZG+ik/oZYyqvhugPowgyIFIlI2N/bNTJLUvjVsg8aTTPMllwU7+eKmRAxEfGbUJE/5hWkPEToyDDpZuAvf7gpv5AiKHDH1J5NUR/GCWHDIg8mZOxf2hCYSb/ngoNLMjkliVVyBJKIBSWf8d6q5DxLhRVyAbHtIKsskX/kRcAkGK3ykOfKfpCezDGDFUh4603qpANTUO7D6Ewg0WIVJGMSI4UDksty8TCxZhFiHiH9UKRVCGrpArZoJhWkHGlrufIC0A0TPIqWQv5yDRHVyCEQEhsJRtBkPHWWz1VyIaEG5jz012GTOnn5FKFLCnUy6GwTlh11tWJVMhIkA2Gca8SQxCJvNB/K0EOh6WdlpqDV8dsFkE2xOsZqpDFDn/oKzDANWYw5LR+EmQJpV6HOyw5XJDx7E+if0wsyKQ5ljqvkAEkyLRMdLtSEPT1VNsfEVM/VciGgovWUQb2jwFRuyzJ1J9QGnS6wxKICLKmDj+6yOs8ICYWZGKFrFjHGWScbDe1LLVKa6dx/GNApEJWTzffIeGxOoVGr5BJHjJqWSaWyA5LffnHACDDZUOa0wYgMrKQ6ItpBRnvZes5pZ+TRRUyzdJikDmWHP50Th6yoeEeMiNHXgCRCllLVwChMEXvJAq9ZpABoteZB7BT9MXAmFKQdflDcpCq3ndZAiBTv4Yx0g5LIHIzaO0KwBek1sNgcEFmBJ/qYPDrD2P0UJhI5LFJOvSQAZHiBwmygTGlIOMlU7fDigyXTeXVjBzykGkXI2WQAeJx2K2iF66BRuUMSq0JQmEBwGa1yKKM2paJQ88VMiBS/KgkY/+AmFKQVbdERiYZwWidRcN9NYvRKmSCEJlsQW3LgWGMybssje4hAyJtywbyFiYMPc6xjIb7taupQjYgphRkcuSFAdqVAJBDpn7NYjRBBpCPLBa83UF0BcSWrpFT+jlk7E88ehdkkQoZCbKBMKcgk1qWRQZ5cqWWpXbhgowPgTcCJMiGhrcrM1PsSDFA/txQ0PikxOIPhmXfs/5bliTIBsKUgiy6ZWkEZEFGF0PN0WqwXZZA5IZA7amBMVLwdCzkyAPG6RqUCBo7xL81q0VAlk6vJXwqTnVLN8K0G7dfTCnIqlqNdbHMlp5OO/wh2vmmMQzZsiQP2ZBw/5hRHvqGwkMVsoTS0BbJILPobGwSpzDTBYsA+ENhepgbAHMKMjkU1hgXywyXTZ5tRj4ybWFIQUYtyyHh15giAwRPxwK1LBNLfbso8PXqHwMAu9Ui+ylPUtuyX0wnyKJ3PxnF1B89YJwuiNrCaLEXQJQgo6fcAamUBZkxrjFDkZNGbexEwitkevWPcYqzJR9ZMwmy/jCdIGvtCqBTmqVllJYlQGn9WoQxRhUykyL7VA0wCSQWcqlCllD0PFg8mmIy9g+K6QQZHyqe43bAZTfO7qcc2dhPLUut0OkPIRASzauG2mWZJj7I1Lf5wBiZc/tD3sltlgoZCbKEovdQWA5VyAbHdIKs2mCGfg4fMN5EFTLNwOdYOqwWpBhI/HvSxZtvVyCEDj9tIulNOMyidnIb6zozELxC1tzpp3mWCcA4FbJUAFQhGwjTCbIqeb6csZ5cefRFCz2haoYWSRxnptoNMRGCk+qwwS1la9V5aQxKbxo7/PCHwhAE449N4vCd3mEWOe8J5WigCpkpMJ0gqzbo7id+QaQKmXZolXa86jU3aDAiWWR0vvWG77AsSHfBbjXHJdZutcg+SWpbKk+kQuZQeSUjoyQ74iEju0NfzHG1iKLasBUy8WJI4bDawYgp/Rwy9g+M2SIvOLxt2UjXIMXhf2f5eq+QSZ7Kdl8Q3q6gyqvRHqYTZEa9WEbGJ5GpXyu0GHCHJcdDMQcDUmWyUFgOGfsTQ3cghLZuUbzo3UPmslvlKt/Jlk6VV6M9TCfIjFsho9gLrcFDejNT9N1m6A+qkA1MlckyyDg5VCFLCPyhx24VDPFwJ8+0JB9ZH0wlyMJhhhpZkBmsQuYmQaY1WrrEz8KILUuqkA3MyWbxyZ/7ZcxCrjzPks4JJeE+TU+a0xCbg3jbsop2WvbBVIIsevdTocEEGX86pRwy7WAGUz9VyPpyUnryN5sgo5ZlYuB/Y3pvV3IoHHZgTCXIeAZZXprTcLufuKm/3RekAeMagbcsqUJmLiKCLFXllSSXXLd4TlDLUln435jeIy84RSTIBsRYqmQIeEq/UWZYRpPhstOAcY0hj01KJQ+ZWfB2B+TPvdiA15nBoJZlYmhoM0bkBYeyyAbGVIKMV8iKDNauBACLJTJgvJGyoTSBsXdZijeHhnY/5QlFwW8yOW4H3E6byqtJLrxqStcfZWkwSEo/J9KypFDp3phMkBl7Ozp5OLRFq7TBwogeMn5z8IfClCcUhVn9Y0BUhYyuP4oSbeo3AlyQNbT70B0ge000phJkfFeH0XZYciLbzqlloAVaDBwM67Jbke4SK0D11KKSMesOSyDiIWvu9CMYCqu8GuMgp/QbxEOWlWpHqjR6jXZa9sSUgszoFTJK61cfXzCETmnwdpYBc8gA8pH1B6+QjTaZoR8QNxYJAsAYBVQrSYNBxiZxBEGIir6gtmU0phJk1QbNIONQy1I7cGO3IECuJBkN2mnZl4om81bIbFaLHFBNVXrlkAeLG6RlCUTvtKS0/mhMI8iCoTBqvaIgM+rupxzadq4ZvFGGfotF/2GO/cErZHVUIZMxa+QFR55nScZ+RfAFQ/AaZGxSNPJOS6qQ9cA0gqyuzYcwE8dPGOnEjiaXKmSaITI2yXj+MU4eVcj6wD1kxSaskAERYz+dE8rAha1RxiZxeNJBNXnIemAaQcYjLwoyXIatWNAsOe3QbOCUfg6vkDVQhQwA0NLpl6sZZvSQAUAuRV8oChe2uW6noe5bfJZ0VSsJsmhMI8h4adSohn4gUiEjU7/68JmiWQYMheXIpn6qhgAATkj+sfx0J1KkXWRmw0NVekWRDf3pxrqOjMriFTJqWUZjGkHGS6NGDIXlZNPFUDO0SIIs24CRFxzaZdmT8kZRkJXmmrM6BkRVyMjUrwgNbcbKIOMURVXIKFg6gnkEWatxxyZx5ApZpx/hMJ3kaiK3LI1cIUsjQRYNr5CNzjGzIItMcCBGTr3BUvo5hVJhpDsQplF/UZhGkFWZqEIWZpFQUkIdIhUy4wqy/PTIrt4QPQDghFQhG2NmQcZ3elMbWxGMNjaJ47Jb5QIC+cgimEeQSR+6kXc/2a0WZEiZV9S2VJfmDlEQ57iN27LMcTsgCEAozGTPnJnhFTIztyw9ND5JUSJjk4z3YMf93OQji2AaQcaH/hrZ1A9EPBwkyNSlyQSmfpvVIj/lUtsyIshMXSFLo523SsIrjXkGGZsUDQ9or6YKmYwpBFmnPyh7eowuyLiJvIlMtapihpYlEGmlmF2Q+YNhuQpvZg8Zr+R0+EPo8tPg6JESHXthNPi9uKqVKmQcUwgy7h9Ld9qQ4TJuCwmI3uVEFTI1iZj6jX2+0U5LkZPNnWAMSLFbDTXiJl7SnDa47OJthcJhR47csjRY7AUQqZDRgPEIphBkPIPMyP4xDn9C5dulieTDGItUyNzGu5BGI++0NPnNtzyqXSkIxgnwjBdBiExCoZFaIyMYCsveTCNWyEaRh6wPphBk8g5Lg7crARr4rAU6/CEEQuKuQyPnkAFUIeOUN3QAMLehnyNPcKBr0Iho6vSDMUAQIlNYjIQ8PslLFTKOKQRZxNBv3MgLjoeCGVWHT0pw2ixIsRs7sZ1uviLHpciLcR63yitRH/IVKgMfP5WT6oDVQGOTOAUZ4v241uujcFgJUwgyXiErzjL+06tcIaOWpWo0Rxn6jd6+ogqZyPFGXiEjQUYiXRmMmkHGyc8Qj8sfpHBYjikE2ckW81TIIknZdDFUC7MY+oGIh8zsfiE+NmkstSypQqYQvEKWa8AMMgBw2qxyK7bGSz4ywCSCLFIhM4+HzOwmazUxS+QFAORLbYc6E19Qg6EwKiRT/1hqWVKFTCGMXiEDIm1LEmQihhdkoTBDjZRzYgZTP69YtHUH0R2gHCA14B6ybAOn9HN428Fr4vOtsqULwTCD02ZBYYbxq/BDkZdGYcFK0GDwChkAFErXj1rKIgNgAkFW6+1GMMxgswiyGjcyGSk2OKzix0pZZOpghsHinPSo3Kk6rzlvwNzQX5qbCosBzdfxEqmQ0fVnJJihQsaHjFOFTMTwgoy3EoqyUgy5U6U3giDIT1Q04FcdeMsyxwSCTBAiDzq1bea8qB5vIEN/NHlp4vlAFbKR0SgLMuNeRyI7Lc157eiN4QXZSSnyosQEobAcyiJTlyYTmfoBIF+qiJj1osp3WFLkhQhPle8KhNDhC6q8Gv0SGSxu4AoZ95BRyxKACQRZRbNYIRudbZ7dT5TWry58jqgRwxz7I2LsN+cDwHEKhe1BqsMGt0PM36Mq2fCR51gaWJAVyC1LOk8AEwgyM1bIcmmnparIgY5mEWS8QmbSlmWZJMjGe9JUXol28NBOyxHBGIvEXhj4OlJILcseGF6QcQ/Z6BzzPL1Sy1JdmjqM32qIhvtA6k34lOsPhlEhPfSNz6OWJSfSxjbfOaEEbb4g/KEwAGNfR7gga+rwwxc05y7taAwvyHiFbHSOeSpkcsuSdjklHcaYnNRPFTLjU9HciVCYIdVhlX8PBJCfLrWxTXhOKEGD1Op1O6xIcRh3/FpWqh1Om7l3aUdjaEEWCIVR3cpbluapkMnbzsm/kXS83UF5sLhZBFmBiT1kZfViu3JsrtvwY7LigefTUYVsePDIIo/BRb4gCPK5QuLd4IKsuqUbYQY4bBY5MNUM0NOpevB2pdthhcvgg8U5Zt5lKe+wpHZlDwpogsOI4JEXRvaPcfj9isS7wQXZSWmHZUl2iqkCG+UnDjrBk468w9LA2UG94bsszZjWf0w29JMgi6Ygw7xtbCWoN0HkBYc/0JF4N7ggq5AFmXnalUDk6bTNF6QcoCQT2WFp/AspJ8Nlk30gZquS8ZYlZZD1pICqHiOi0QSRFxy5mkoWG2MLsnI+0sREOywBIM0ZyQGikzy58JalGVoNHEEQIiNQTBbwyCMvSJD1JJ/iDEYE3yGfZ4JKO/c8073K4IKM+zvMGNhIIynUgZtxzWLo58iJ2yY63zp8Qfl4KYOsJ7xl2dYdRKefqvTxImeQmaBClk+CTMbYgqxBrJCNNeGMucguJ/PcILWAGStkgDgrFgCqTVQh49WxXLcDmSYZkxUraU4bUnmVntqWcRMRZMa/juTTBhAZwwoyxhjKpQrZWBO2E8wcRaAmTWatkEkty+qWLpVXkjyOUbtyQHoMnacbbdw0yIPFqUJmJgwryBra/ejwhyAI5gqF5dDFUB3M2rIs4oLMRBWyY/XtACihfyDy5MBgutHGS0SQGf86wgVZU4cf/mBY5dWoi2EFGa+OFWWmwGkzRx5UNPl0MVQFHnthhlZDNIWZ5mtZHpN3WJJ/rD8oi2x4+INheLtF350ZKmTZqQ7YpFgqs4/7M6wgOy7tsBzrMZ+hH6AKmVo0mTD2AgBGmbBCJg8VpwpZvxSYODB4JDRKD3U2i4AMl/G9iRaLQDstJYwryBr4DktzXizp6TT5MMbklqXZTP1ckDW0+0zRdmCMyS3LCSTI+qVA3nlr7ptsvEQb+s0SaE7GfhHjCjJu6Ddh5AUQlZTt9YExpvJqzEGHPwSfJEbM1rLMcTvgMFE4bF2bDx3+ECwCMNpkOYexMirLfBs9lKBeHptknio7WWxEDCvIykxeIePzwboCIdmPQCSWeuli4nZYkeqwqbya5CIIgqnalkel6tjonFRTelRjYZQJfYVK0CBdR4w+WDwaLsjqTfAwNxiGFGThMJMvmBPzzWm4TXFYkZki+g/Mlp6uFlyQ5ZnoQhoND4etbjV+RYQb+mmG5cAUZUXCgkNhqtLHSoM8x9I8VXZeQOAzPM2KIQVZVWsXugNh2K2C6cYmRVMshXVWtnSqvBJzII87Makg4+GwVS3GfwCIGPrN+cAXC/npLlgtAkJhJj+sEEMTGZtknusIv2bWm3wYvSEF2ZE6sTo2NtcNm9WQhxgTRbIgM/dJniz4TccMW9X7g1dEqkzgGeKGfgqFHRirRZB3Wlaa4JxQCjOFwnIigszcwt2QaoULMrO2KznFJrpBagGztyxLssVqdEWz8SuyxyjyIiZGySO16BoUK/KDXbp5WpYkyEQMKcjM7h/jFGfzFhJdDJOBLMhM9GQbzWguyJqMLch8wZB8jBOoZTko8oxTqtLHTKRl6VJ5JclDFmTt5k4FMKQg4xUys18s5ZZlMwmyZCC3GkxaIeMjyk42dxn6onqisRNhJu6mzTfpZx0rfKRWFVXIYkY29ZuoQsY3MARCDK1dAZVXox6GFmSmr5BlUYUsmdSb0IwbTVFWCiwC4AuGDd16OBZl6BcEcwR3Dhc5CoUqZDERDIXR3Ml3WZrnOuK0RVIBjHztGArDCbLGdh+aO0WFbXZ/BxdkNd5uBEPGT09XG7N7yOxWi5w9ZWQfmRx5YfLrSyyQhyw+mjr8YAywCOKMRzNBPjIDCrKDtW0AgDE5qaYL5+yNJ80Jh9WCMBNFGZE4GGOmb1kCQInkW6xoMu4NmO+wHE9DxYekSBLoVZSFGBO8yp7jdsJqkrFJHN5ZqDfxgHHDCbID1aIgm1qYrvJK1MdiEeTxJWbIhlKT1q4AAiHRN2WmQMfe8DFCRjb20w7L2OFRKPVtPnQHQiqvRvtEonPMdw2hCpkRBVmNFwAwdVSGyivRBuQjSw78IpKZYjf1KJ3RJoi+KCNBFjM5bgdS7OLfA12DhoYb+s1oe8gnQWZEQSZWyKZRhQxARJAZuWKhBcz8ZBsN32lp1JZlS6cfTR3iTZNCYYdGEITIOUG7vYfEjCn9HKqQGUyQhcIMByVBRhUykdJcsWJRToIsodSbMF27P3jL8oRBzzferhyV6TK9RzVWzJJPpwRmHCzO4YKsjgSZMShv7IAvGIbLbsEYE8+wjKY0V3yKL2/sUHklxoYPcOfb/M0KrxqJ82SN5xniOyypOhY7sq/QwG1spYiMTTJfpT0iyMzrdzaUIOPtyikF6abboTIQYyVBdryRLoaJhO9iLTC5IMt1O5DhsoGxiNfKSMg7LMk/FjN85+1Jg7axlaTOxNE5/Ji5j86MGEqQ7auSDP2F1K7kjJFalvVtPnT4giqvxrjIFbIMcwsyQRAwXpqQwatJRoKLzHEUeREzVCGLHS7I8tPNdx3hvrnmTj8CJs3NNJQg21PVCgCYWUyCjJOZYkeOWyx/H6e2ZcLgFbJCk1fIgEj1iFeTjASFwsYPechip066jphxJFd2qgNWiwDGIG+cMRuGEWSMMeyp5IIsU+XVaAvZ2E9ty4TBK2SFUhCmmeEzZI8ZrGUZDjOUSQ8148lDFjMl0i7L5s4A2qlKPyDdgRC83eLvx4wVMotFQK5UPDDrTkvDCLJarw8N7X5YLQKm0Q7LHkR8ZMa6QWqFUJjJrYZCk7csgYhYMVqFrKq1C/5gGHarIMfJEEOT4bLLcwqpSjYwdV7xGuKwWZCRYs4dvGaPvjCMINstVccm5afBZTdvMGd/yBWyBroYJoKGdh9CYQaLYM7dUb2J9pAxxlRejXJw/1hprhs2q2EunUkhkk9H16CB4LsLCzKcph1aT4LMIPB25Ywialf2hlfIyqhClhB4uzI/3UU3aogPAIIAtPmChppLFzH0U7syXkpzePwOCbKBMLOhn2P2eZaGuXtE/GPUruyNkU3WWqC6lSIvonHZrbKR+0idcc452dBPgixuxnrE84EeCgfGzIZ+DlXIDABjDLskQTaLDP194Cbrhna/aXevJJJaL0Ve9GaqNLqMT84wAlQhGz6yj9VgGz2UJFIhI0FGFTIdU+PtRn2bD1aLQC3LfnA7bXI44+Fa49wgtQJFXvSFC7ID1cY530iQDR/+OyNBNjCyIDPxgx0fPUcVMh2zs0Ksjk0uSEeKgwz9/TEpX6ySHTZQC0krRCIvzHsh7Q2fJXugxqvySpTBFwzhpBRsOo4yyOJmrDxSq9uQI7WUwMwp/Rw5rZ8EmX7ZebIFADCnhKpjAzG5QKxYUIVMeSpbxJEwZp9jGY3csqxtQyis/52WFU2dCDMgzWmTjcdE7OS6HUh3ilEOZOzvH/KQkYfMEIJsFxdko7NUXYeWmUgVsoRR2SwKspJsGmjPKc11w2W3oDsQNsRg++ih4maNJBgJgiDIVTIjzjhVgnraZSkLsjZfEF1+81VSdS/IwmGGXSfFluVsqpANCK+QHaolQaYkgVAY1a2iIBudTWGhHKtFwBTpnDtgAGM/+cdGDhdkFFDdF38wjKZOccNVfoZ5K2TpThucNlGWNJjQ2K97QVbW2IG27iCcNossOoi+8ApZQ7sPzbTTUjGqW7oRZoDTZjG196M/phaKPrL91fr3kZEgGznjpIBqMvb3pdbbDcYAh9WCnFTzhksLgiBfR3lQrpnQvSDbWdECQIy7sFMo54C4nTY5LXu/QYzWWoAbvYuzU6iV1YvpRaIg4xmBeobP5aSh4sNnnJyHSIKsN9E7tS0Wc19HzOwj072C4YKM/GNDM13a+bavigSZUlRIgoz8Y33hFoLdla26H6HEK2Q8T4uIn4l5YgfjCAVU96FK2hhEO7UjmxrqSJDpjx2Sf4wE2dDwjLa9JMgU42Qz+ccGYtqoDNgsAhra/fI0Az3S7gvKT+tjqWU5bCbki7+7pg4KqO4Nj84pIkEmb2qgCpnO8AVD2C+Ji3kkyIaEj5XaW6X/FpJW4MOSqULWF5fdKvs6+U5oPcI9T540BzJT7CqvRr+kOmwozhIfXIw0UksJquUsQ3qwkytkXhJkumJ/dRv8oTBy3A45iZ4YGF4hO1LXbsotxYlArpDl0PnXH7xtyXdC65FjZOhXDL65iARZT/hO7aIsqpCRqV+nyP6xkkwyVMdAfroTnjQHwsw4CepqQx6ywZkV5SPTK2X15B9TikkkyPpFrpCZeGwSh8d+kIdMZ5ChPz4EQcB08pEpRncghFqprE4V2v6ZXZwFQKyQ6dXYX9YgigcamTRy5AoZGft7wAVZURZdR8hDplN2UEJ/3MyUogh267iFpBVOSP6xNKcNuW7zZgcNxpTCdDhtFrR2BXSb0C5nkFGFbMRwQXaUKmQy/mBYDkGlXZYRD1lDu88QY9fiQbeCrLUrIOfZzCnJUncxOoKL1506NllrhWPSU/74PBqnMxAOmwUzi8Wq7PYTLeouZhgwxqIyyNJUXo3+4YKssqUL7b6gyqvRBtGhsPRgB+SmOWERgDADGjvMVSXTrSDjFZ4xOanIoZM4Zvhu1EO1beigC+KIOCo9EIwns/eg8HNuh2Qx0BONHX60dQchCEBpLvkER0pWqgMFkkfooAFGailBZIelix7sII5dy3GbMxxWt4JsJ7Urh0V+hgujMl0IM2MkqKsJr9BS5WRw5o7JAgBsr2hWdyHDgLcri7NS4LJbVV6NMeAjtWhjkQjfYTmK2pUyZg2H1a0g2xG1w5KID97ipbblyDjWEGlZEgMzb0w2AOBAdRu6A/qKW+E7LCnyQjmmjhKz6ahCJkJZhn3hOy3rTZZFpltBtosqZMNmjo5bSFqBMRapkHmoQjYYRZku5KU7EQwz3cVfyP4xEmSKMY1XyKpJkAGRzUFjckiQcfJNmkWmS0FW09qNWq8PFgGYIe0aJGJnzmj9mqy1QlOHH61dAQBUPRkKQRAiPjKdnXN84wZ9xsrBK2T7a7y6jUJRkoomsWU5JpciLzg8+oJaljqAt9omF6Qj1WFTdzE6ZE5JFqwWAdWt3fJQWyI+jkV5i1Ic5C0aCt623HZCXz4yOfKCfIKKMd6TBptFQFt3EFU6nnGqFFQh6wvf+FFjsvNDl4KMtytnk39sWLidNkyTnlL1doPUCjxHifxjsTGfG/t1VCELhRnKG8WbJbUslcNhs8jxF/tNHlAdCIVlU/9o8pDJFEgTC2q9JMg0D5+LN5vyx4bNAl6xKG9RdyE65YBkSJ4iDc8mBmdWSSasFgE13m75BqR1Kpu74A+F4bBZKEFdYaaNEq0mZp8YUtXShTADnDaLPMORiATk1pAg0zaMMVmQUSDs8JlfKgqyrVQhGxb7qsUbCb+xEIOT6rBhaqEoXvVSJTvKd9F63LBaKB9KSWYV63/GqRJEtyspgywCn+lZ3+ZDMBRWeTXJQ3eCrLyxE61dATisFkwppOrEcFkgCbK9la26iyJQG8YY9pMgi5t5UttyW7k+HgKoLZ04+NB5s2chyoZ+8o/1IDfNCatFQJgBDe1+tZeTNHQnyLihf1pRBhw23S1fMxRnpaAgQ4wioPiL+Khs6UJbdxB2qyB7YYihmS+1ybfr5HzjkxgmkKFfcaaPyoAgiC0ps0UbRMMrZKNJkPXAahHk6AsztS11p2h2y+1KMvSPBEEQsLA0BwCwVScVC62wX8pPmpCXRg8FccB3Wu6ubIU/qP02BI+8IEGmPG6nDROl36uZq2QVJMgGhBv7zbTTUnd3E+4f4x4EYvgsHCveIDcfb1J5JfqCtyunU7syLsbmpiI71Q5/MCx78LSMPKuUWpYJgV/D+TXdjByVc+5IkPWGR1+YqYKqK0EWCjPsqZIqZJTQP2JOGRupkIXCFNAYK+QfGx6CIMhVsu0a30zS2hVAQ7sYSkmzShMD95HtNqkgC4WZnHM3MY/80L0ppAqZtjla345OfwipDiu1ERRgamE63A4r2rqDOFRLY0xihXvuZhSTIIsXnti/TeM7LXm7sjDDhTQnhU8ngjnyudBsysT+yuYu+IJirEpxNsWq9KbAhNEXuhJkvLQ9syiTtqErgM1qkeMvqG0ZG9WtXahu7YZFoNiV4cDPN63vtKR2ZeKZWZQJp82C5s6A/Ps2E0fqxYdgilXpn0IThsPqTJC1AKCEfiXhxv7Nx7V9g9QKPEh3amEG3FQ5iZvZJZkQBHGnap2GL7SH68SbJe2iTRwOm0V+qNlabr4HwqN10i5eOsf6hVqWGmcnT+gn/5hinDJOqpCVNZmybRAvfNQUz3Ej4iPdZZenG2h5bNfhWrFlOYkmMSSUBdLGoi0mfCA8IuXcTST7Tb/wtP7q1m7T3Jt0I8j8wbA894wiL5Rj3uhs2K3iSBseUkgMDBcR80uz1F2IjpHblhr2kXFP5WSqXiSUhXxiiMZb2IngCI9VoXOsX/i4sk5/CK1dAZVXkxx0I8gO1rTBHwojK9VOqcYKkuKwytvPN5GPbFB8wRD2VooPBTzklIif+WO07SPr9Adxsll8OKEKWWLhleZjDR2ob/OpvJrkwRiTK2QTyKfYLy67FZ40BwDR4mAGdCPIeEL/rOJMmvmlMKeMk3xkZSTIBmNreTP8oTDy0p30UDAC5ksjlHZpNCCW3yg9aQ7kuB0qr8bYZKU65PiY9UcbVF5N8qhv96G1KwBBAMZ7qEI2ELxKVtViDh+ZbgQZN/TTzjblOVXKI6MK2eB8cUS8YZw50UMPBSNgnMctB8TurdJeBtUh7h/Lp+pYMjh7kgcA8Okh8wiyvZL9ZrzHjRSHVeXVaJdiSZBVNneqvJLkoCNBJhn6yT+mOAtLcyAIQFlDh6Z3vqnN54fFG8YZEz0qr0TfCIIgty216B3iOywnFVDlIhmcNSkPAPDZ4XrTmLf3SYJsRhHdzwZDrpCZZKelLgRZhy8SXEoJ/cqTmWrH1EKxbUBVsv5p7QxglzRz70wSZCNGbpNr8HyjHZbJZeHYbDhtFtS1+eTqpNHhgmx6EYVLD0akQkYeMs2wp7IVYQaMynTJA0cJZTlNukFuIh9Zv6w/2gDGxFwqvh2bGD6nRMUdaK0qckAajTWFBFlScNmtOG18LgBg7cE6lVeTHHirfgYJskHhFTIy9WsIPqpmLlXHEgYJssH5cL94ozhrElXHlGBmcSYcNgsaO/zyPD8t0Nzhl9sj00aRIEsWF0wvAAC8t7ta5ZUknrbuAI43ip6o6TQPd1BKskmQaQ4SZImHt5AO1LShpdOv8mq0RTAUxkcHagEAS6cXqrwaY+C0WTFX2qCjpVBQPji+NDcV6S67yqsxD8tmFMIiiOHfFU3GNnAfqBHtN4UZLuSmOVVejbbhFbL6Nh98wZDKq0k8uhJk5B9LHJ40pzwm5kuqkvVg0/EmtHQGkJ1ql1ttxMhZKP0utXS+7ZMEGVUukkteuhOLJ4hty3cNXiXbfZLalbGSnWpHil3chWqGEUqaF2S13m55mDMPMCUSA29bfnlMOzdILbB6r1gdO29aAWxWzf/J6AbuG9p4rFEzPjLZbE2CLOlcMqsIALBqW6VmzodEwKd9zJPy+IiBEQQBRVmiZ/ekCYz9mr+7bJfGq0wuSKdhzgmG3yC/LGtUeSXaIRRmeG+P+MS+VPK5EMpwyths2CwCKlu6NDO2S66QUfUi6VwyexRS7FYcrG3TVNVUafg9jaZ9xEZprjjJ4HijdrymiULzgoyGOSePRVKFbF+11zSzw4Zi47FG1Hp9yHDZcM6UPLWXYyhSHTa5SqCFlHZfMCSn9JMgSz6ZKXZcOb8YAPD39cfVXUyCqGntRmVLFywCWXBiZawkyMobje0tBHQgyHhwJD1NJJ78DBfGedxgDNiiwXwoNVi1vRIAcMnsIjhtlKitNKdPEHetfnFU/ars/uo2BMMMOW4HCileRxVWLh4LAPhgbw2Oa2j3rVLwAsPUwgzq+MTIWI84pk5Lu7EThaYFmS8Ykg2QVCFLDovGi1WyjcfUv0GqTZc/hPf31AAArpxXrPJqjMnpkpF7w9EG1X1DfNj5vNFZNBpLJaYUpuMrU/IQZsAjqw+qvRzF4efY/NIsdReiI3iFzIgCvTeaFmR7Kr3wh8LIdTtQmkvDnJPBItloTRWyd3dXo90XREl2ChbSA0FCmDsmC6kOKxra/fJ8P7XYLu3mJrO1uvz0wqkQBOCdXdXYKX0mRmELdXziRm5ZNnUiHDbuZg9A44Is8jSRTU+sSWKxJMj2VrWa3kf24qYTAIBvnDoGFgudf4nAabPKo6g+PqBuSvt2efcb3SzVZHpRBq6cK1ak73ljN4KhsMorUoa27gB2S+PX+AYqYmiKslywWwX4g2FUG3zWsqYFGZ9zR+3K5JGf4cL4PDfCzNyp/Qdr2rC1vBk2i4CrF5aovRxDc+7UfADARyoKsrq2bpxs7oIgALNLKF5Hbe66eCoyU+zYU+nF3z4vU3s5irD5eBNCYYaxuanyjEZiaGxWC0Znix2ycoO3LTUryMJhJg+6PlXa/UckB9623KABo7Va/GPjcQDA+dMKkJ9OBu9E8hVJkO062YKGdp8qa5DjdfLTKaFfA+Snu3DvJdMAAL9fcwiHattUXtHI+eKIeD1dPIHGr8ULtyyVGTz6QrOC7FBdG1o6A0h1WCkQNsnwtuUGkxr7WzsDeG2ruLvyhtNLVV6N8SnIcGFmcQYYAz7aX6vKGng1mMzW2uFrC0pw7tR8+INh/PClHfAH9d26XH+UCzJqV8bLWI85jP2aFWQ8LX5BaTbslI6eVPgFY3+1F40qVSzU5KXNJ9AVCGFqYbosTonEsmyGOCP07Z3qjM35/LCYg3Y6VS80gyAI+M1Vs5CVase+ai+eWndU7SUNm8Z2nzwnla4p8TMhTxzrd1jKCTQqmlU6PC3+NGpXJh1PmhNTC9MBRJ7qzII/GMZzUijlt88YR5tJksRlc8SxOeuPNqC+LbkPAXXebhysbYMgAGdMJEGmJfIzXLj/shkAgD99fASHddq6XHeoHgAwbVQG8tJpoHi8TBsl3o8OVOvz848VTQqycJjJFTLajaIOfOebFhLUk8lbO6tQ3doNT5oTl88tUns5pqE01405o7MQZsB/kjxc+vMj4jk+sygTOW5HUn82MTRXzC0SW5ehMP73zb2q59UNB76D+DzJL0nEx+QCUZDVeLvR3OFXeTWJQ5OCbH+NF40dfqQ6rJhTkqX2ckzJGZNEQcZvVmYgHGb466diW+SmM8fBZadk/mRyuVQle3XryaT+XN6uPHMSVce0iCAI+MXlM+C0WbDhWKMc1qwXgqEwPpUqZF8hQTYs0l12jM4Rd6bur1E3rzCRaFKQfXpIvEAuHp8Lh02TSzQ8p47Ngd0qoKKpC+UG39nCWbO/Fodq25HutOG6RWPUXo7puHJeMRw2C3ZXtmJHkgJBA6Ew1h4UqxdnkSDTLKNzUvHds8cDAB58b7+uDP5by5vh7Q4ix+3AXJpfOWymForzZY3cttSk2vnssPg0cfZkGuasFm6nTQ7I/PSw8atkjDH88aPDAMSdlRkUfZB0ctwOXDprFADg+Q3Hk/IzPz/cgObOADxpTpw2juwRWuZ7SybAk+ZERVMXXt5SofZyYuaDveLO4SWT82ClgOlhM22UJMioQpY8Ov1BbDkuJmbTE6u6nCMJ4k9UTlBPBh/tr8PeKi/cDiu+c+Z4tZdjWlYsFmNG3tlVjdokpHK/uUOMN7l09ii6WWqcVIcNt35lAgDgzx8fRncgpPKKhiYcZrIn8iLpYYMYHtOkjWb7qUKWPDYcbYQ/FEZJdgrGSdkjhDp8ZYrod1h/tFEXF7/hEg4z/G7NIQDADaePRTYZu1Vj7ugsLCzNhj8YxhNrjyT0Z3X5Q1izT6xe8F2ehLb5xmljUJyVglqvDy9Jo820zJbyZtR4u5HusuHsyVRgGAm8Qnawtg2+oDHvR5oTZKul8u65U/MpckBlpo1KR0GGE12BkDzGyoi8s7sa+6u9SHfacMtZVB1TE0EQ8N8XTAYAvLipApUtXQn7Wf/eUoEOfwhjclIxnwaK6wKnzYrvLxGrZE99ekzzN+Z3dlUBAJZOL4TTRpuERkJpbio8aU74g2HsrGhVezkJQVOCLBRm+FBK6r5QCook1EMQBCyZLFbJ1B78nCj8wTB+v/ogAODms8dTdUwDLJ6Qi0Xjc+APhfHLt/cl5GcEQmH89dNjAICbz6K8OT3xtQUlKMhworq1W56ooUW6AyG8tVMUZJfOoXblSBEEAaeNF3NJNxp0ioymBNmW401o7PAjM8VO8ys1wrnTREG2em+tLvN/huKFjeU43tgJT5oD3z5znNrLISBeeP/30hmwWgS8v7cGH+xVPubgta0nUdnSBU+aA1cvHK34+xOJw2W34rtni1WyJ9cdQTCkzR2X7++pQUtnAEWZLpw9iTaoKcEiSRfw4HijoSlB9r504T1vWj6NS9IIZ0/KQ4rdisqWLuytMtbultbOAP74sbiz8kcXTEaa06byigjO9KIM3CLFHNz52i5UNHUq9t5VLV349X/2AwC+e/YEypvTId84dQxy3Q5UNHXJVSit8a8vRY/btaeOoQ0jCrFICorfWt6sq+iTWNGM6gmEwvIcu4tnUnlXK6Q4rFgyRXy6e2+POnMGE8Xv1hxES2cAkwvS8HWqkmiOO86bhDklmWjpDOCmv29GgwJzVdu6A7jtxe1o6w5izugsfOuMsSNfKJF0UhxWfEfye/55rfaqZHsqW7HpeBOsFgFfP4WuLUoxMT8NuW4HugNhbD/RrPZyFEczguzTQ/VoaPch1+3AOVOovKslls0U/Xzv7akxTNtyb1UrXthYDgC4/7IZsFFFVnO47FY8tWIh8tKdOFTbjmv+smHYswwZY/jiSAOu/ssGbC1vRprTht9fM4c+dx1z/aIxyEq141h9B97coa0q2WMfiru2L5s9CgUZLpVXYxwEQZDjmLRaGR0Jmrka8XEpy+cVU7tSY5w7NR9OmwXH6juwu1L/u1tCYYa7V+1BmAGXzB6F02mgtGYpzHTh5VsWoTgrBccaOnDxHz/D/W/tjVuY3fHSDlz3ty9xoKYNuW4HXrplESbkpSVo1UQySHfZZS/ZHz46jIBGqmQ7K1rw4f46WATg9vMmqb0cw/HVBSUAgLd3VhkujkkTyqfO2y3vrvzq/BKVV0P0Jt1ll6tk/9ZRQvZAPL/hOHZWtCDdacPPL5mu9nKIIRifl4ZV/3U6zpuaj0CI4bn1x3HBo59ibRw7fxdPyIXTZsGNp4/Fu7efhZnFmQlcMZEsVp5eCk+aAyeaOvGPDeVqLweBUBh3r9oNAFg+txjjSfQrzuLxuSjKdMHbHZR1g1HQhCB7dv1xBEIMC0uzMb0oQ+3lEP1wjeSxenOHvp9Kyhs78NsPxJiLOy+aisJMaifogfwMF/62ciH+/u1TsXR6AXLdDiyeEPuoo6vmF+PzO8/F/ZfPoM/cQKQ6bPiRlFv36IeHFPEZjoQ/f3wEe6u8yEyx466Lp6q6FqNisQi4Sirc/PnjI5qpjCqB6oKs3ReUvTx8VxWhPRaPz0VxVgrauoN4S2N+jVgJhRl+/O+d6PSHcNq4HHzzVBogrie4f+SvNyzE53eeG9fuSKfNirx0ZwJXR6jFtaeMwcziDLR1B/GLt/ep5nP99+YK/EGah/uLy2cgP52Ef6K48YyxyEq140BNG55ad1Tt5SiG6oLsb58dQ1t3EOM9bpw/rUDt5RADYLEIWHm6OGfwiU+OIBTWn7n/ibVHsKW8GW6HFY9cPQcW2oquW1IcFFVBiFgtAn61fBasFgFv76zCa9uSGxbb0unHL97ei5+9tgsA8J0zx+GKuTSKK5F40py47zLRbvK7NYfw+9UH0ekPqryqkaNq8NLJ5k48+Ymobv976WS6QWqc604rxZOfHMXxxk68s6sKV8wtjvl71x2qxwd7a/Dr5TNVSUXffLwJj0o7n35xxUyMzklN+hoIgkgMc0dn4UfnT8Ijqw/hnlW7UZTlwukTErNZ5+/rj2PtwTqk2K1obPdjR0UL/FLb7KYzx+GeS6bR5IcksHxuMXZWtOK59cfxx4+P4JnPy7B0RiEun1OEcybn6VJPqFYhC4cZ7n1jD3zBME4bl4NLZlH2mNZxO224SUqz/817B9DaFRjye9q6A7h71W6s/H+b8K8vT+DtXcnPMqv1duO//rkNYQZcNa8YX1tAG0cIwmh8f8lEnD+tAL5gGDc9twWrtp8ctH1Z09qNv312DN/7x9a42pz7q7345GA93ttTg03Hm+APhTFtVAae+9Yp+Pml00mMJQlBEHD/5TPwh2vnojQ3FR3+EFZtr8S3ntuMi//4Gb7U4Xgl1Spkf/r4CD45WA+nzYJfXDGDTmKdcNOZ4/Hq1pM43tiJX7y9F7+7es6An91H+2vx8zf2oKq1GwCwcnEpzpdGMSWL7kAI33thK+rbfJhSkI5fLp+Z1J9PEERysFoEPH7dPNzy/FasO1SPH728E//ceALL5xVjYn4arBYBNa3d2FvlxYajDdh5MhLhs+tkK+aMzorp51xzymjML81Glz+ErFQ7po3KwOSC9AQdFTEUV8wtxuVzirDtRDPe3lmNV7eexIGaNlz79EZ8/5wJ+PHSKbqZlKC4IKtu7cKW4804b1o+Uh193z4cZnjso8P4o2R+/NXymZhaSDsr9UKKw4rfXj0H1zy1Aa9vq0Rmih33XjK9xwm/+2QrfrfmID45WA8AGJ2Tgoe/OjthLYSBCIUZfvTyDmw/0YIMlw1PrVgAN41HIgjD4rRZ8czKhXjik6P440eHsaW8GVvKB050X1CajeVzizA21x3zz5g/Jhvzx2QrsVxCIQRBwILSHCwozcGPzp+MB/+zHy9vqcATnxzFvmov/nDtPGSm2NVe5pAofndatb0S//f+QaQ6rDhnch4WT8jFhDzx6eRwXTv+9eUJ7K8WZyLefu5EGuyrQ04Zm4MHLp+Bn7+5F89+cRzrDtbj3Kn5CDGGTWVN8sxLm0XATWeNwx3nTepXnCeScJjhrtd24b09NXBYLXj6hoUY64n9oksQhD6xWS24/bxJuGbhaLyypQKby5tR0dQJxhjy0p2YkJeGBaXZOGdyHvIpRd9wZKba8fDXZuOMSR787NWd+ORgPa584gs8df0CTNJ4JVPxu2S6y47ROSmoaOrCe3tq8N6emr6vcdpw76XT8PVTKHZAr6xYPBbpLjvuf3svjjV04NjnZfK/2SwCLp09CnecPxnjRiCCwmEGfygc9/Dn7kAIP3t1F97aWQWrRcBj187FaeNjz6wiCEL/FGa6cBsl5ZuWy+cUYbzHjZuf34Jj9R247M+f4+6Lp+G600oT1sLs8AVH1IUR2DBDW7xeLzIzM9Ha2oqMjJ4tR8YYdp1sxScH67HzZAtONHUizBhGZYo7X7556hhkux3DXjShHdp9Qby9swpH69oBAJML03H+tALkxPH5njx5EqNHj+5zLn2wtwb3rNqNG08fi+sXlSIrdej3LGvowA9f3oGdFS2wWQQ8+vW5uGwObUE3CwOdSwQRL3QuGYP6Nh9+9PIOfH6kAQAwtTAdt547ERfOKFRsTOORujY88sEhHKprw+ofnt1nRu5geimahPSRBEHAnNFZMZskCf2S5rThGwkKWH1jeyUa2v14ZPUh/OnjI7hk9ihcOnsUFo3P7dMCrWjqxD82luP5DcfRHQgjw2XDk9cvwBk0p5IgCMK05KU78fy3T8U/Npbjd6sP4kBNG27913Z40py4fE4RLp5ViHljsuOumjHG8GVZE/6+/jje31sDxgCLAGwpb8aiYXZkElIhI4h4GOhJNBAK491d1Xjq02Oy7xAQW6IT8tJQkOkCYwwVTZ043tgp//sZE3Px8FdnoySbssbMBlU1CKWgc8l4NHf48dz643hhYzkaO/zy13OkUWynjs3BzOIMjPekISvV3iNBIBgK42RzF/ZXe/FlWRM+3F+Lk81d8r8vnV6An1w4pd8dtwmvkHEd5/V6h3glQQwOP4f6O5fOnZCOr4yfjR0VLXhvdzU+PlCHGq8P+090YH/U6yyCuNlg5eljcdYkDwQhSOemCRnsXCKIeKBzyXhYAdx0WiFuWJiPzw434IM91fj0cD0amjrxdlML3t4cGcNkt1qQ5rTCahHgC4bQ1t13hnOqw4KLZo7CisWlmJifDoD1e77wrw1V/xp2hYw/PRAEQRAEQRCDU1FRgZKSgYPJhy3IwuEwqqqqkJ6erptQV6/Xi9GjR6OiosIwJWgjHFMoFMKRI0cwceJEWK2D76g0wvH2xmjHpObxxHMuDRejfV7R0LFFUPpcMtrvlo4ndhhjaGtrQ1FRESyWgTcSDLtlabFYBlV6WiYjI8MQJ1A0ej+mU045Ja7X6/14+8Nox6TW8cR7Lg0Xo31e0dCxiSTiXDLa75aOJzYyMzOHfI1qsywJgiAIgiAIERJkBEEQBEEQKmMqQeZ0OnHffffB6XSqvRTFMOIxDYYRj9dox2S04+mNkY+Pjs24P19p6HiUZ9imfoIgCIIgCEIZTFUhIwiCIAiC0CIkyAiCIAiCIFSGBBlBEARBEITKkCAjCIIgCIJQGcMLsubmZqxYsQKZmZnIzMzEihUr0NLSMuj33HjjjRAEocd/ixYtSs6Ce/HEE09g3LhxcLlcWLBgAT777LNBX79u3TosWLAALpcL48ePx1/+8pckrTR+nnzyScyePVsO4lu8eDHee+89+d/b29tx6623oqSkBCkpKZg2bRqefPLJQd/zueee6/PZCYKA7u7uRB/OkMdTW1uLG2+8EUVFRUhNTcWyZctw+PDhId/3tddew/Tp0+F0OjF9+nSsWrUqkYchk4jjUfPziYVgMIh7770X48aNQ0pKCsaPH48HHngA4XB40O/Tw9/dcI7tk08+6ffzOnDgQBJXHhttbW344Q9/iNLSUqSkpOD000/H5s2bB/0epT+3d999F6eddhpSUlLg8Xhw1VVXDfjaQCCAO++8E7NmzYLb7UZRURFuuOEGVFVV9XjdkiVL+vz+r7322hGtM1biOR5ATKS///77UVRUhJSUFCxZsgR79+7t8Rqfz4fbbrsNHo8Hbrcbl19+OU6ePJnIwwAAjB07ts/v8a677hr0e/o79wVBwG9/+1v5NYp+PszgLFu2jM2cOZOtX7+erV+/ns2cOZNdeumlg37PypUr2bJly1h1dbX8X2NjY5JWHOGll15idrudPf3002zfvn3sjjvuYG63m5WXl/f7+mPHjrHU1FR2xx13sH379rGnn36a2e129uqrryZ55bHx1ltvsXfffZcdPHiQHTx4kN19993MbrezPXv2MMYY+853vsMmTJjA1q5dy8rKythTTz3FrFYre+ONNwZ8z2effZZlZGT0+Oyqq6tVP55wOMwWLVrEzjrrLLZp0yZ24MABdsstt7AxY8aw9vb2Ad9z/fr1zGq1sgcffJDt37+fPfjgg8xms7GNGzfq8njU/Hxi4Ve/+hXLzc1l77zzDisrK2OvvPIKS0tLY4899tiA36OXv7vhHNvatWsZAHbw4MEen1cwGEziymPjmmuuYdOnT2fr1q1jhw8fZvfddx/LyMhgJ0+e7Pf1Sn9ur776KsvOzmZPPvkkO3jwIDtw4AB75ZVXBnx9S0sLO//889nLL7/MDhw4wDZs2MBOO+00tmDBgh6vO+ecc9jNN9/c4/ff0tIyrDXGQ7zHwxhjv/nNb1h6ejp77bXX2O7du9nXv/51NmrUKOb1euXXfO9732PFxcVszZo1bNu2bewrX/kKmzNnTsLPqdLSUvbAAw/0+D22tbUN+j29r1P/7//9PyYIAjt69Kj8GiU/H0MLsn379jEAPW5eGzZsYADYgQMHBvy+lStXsiuuuCIJKxycU089lX3ve9/r8bWpU6eyu+66q9/X/+xnP2NTp07t8bXvfve7bNGiRQlbo9JkZ2ezv/3tb4wxxmbMmMEeeOCBHv8+f/58du+99w74/c8++yzLzMxM5BLjgh/PwYMHGQBZbDLGWDAYZDk5Oezpp58e8PuvueYatmzZsh5fu/DCC9m1116bsDUPxkiPR2ufT28uueQS9u1vf7vH16666ip2/fXXD/g9evm7G86xcUHW3Nyc4NWNjM7OTma1Wtk777zT4+tz5sxh99xzT7/fo+TnFggEWHFxsXztGi6bNm1iAHo8dJ9zzjnsjjvuGNH7xstwjiccDrPCwkL2m9/8Rv5ad3c3y8zMZH/5y18YY6IItdvt7KWXXpJfU1lZySwWC3v//feVO4B+KC0tZY8++uiI3uOKK65g5557bo+vKfn5GLpluWHDBmRmZuK0006Tv7Zo0SJkZmZi/fr1g37vJ598gvz8fEyePBk333wz6urqEr3cHvj9fmzduhVLly7t8fWlS5cOuPYNGzb0ef2FF16ILVu2IBAIJGytShAKhfDSSy+ho6MDixcvBgCceeaZeOutt1BZWQnGGNauXYtDhw7hwgsvHPS92tvbUVpaipKSElx66aXYvn17Mg6hB72Px+fzAQBcLpf8GqvVCofDgc8//3zA9xnoMx3q/FUapY4H0MbnMxBnnnkmPvroIxw6dAgAsHPnTnz++ee4+OKLB/wevfzdDefYOPPmzcOoUaNw3nnnYe3atYleatwEg0GEQqEe5yMApKSkDHg+Kvm5bdu2DZWVlbBYLPLv6qKLLurTrhuK1tZWCIKArKysHl//5z//CY/HgxkzZuAnP/kJ2tra4nrfeBnO8ZSVlaGmpqbH79TpdOKcc86Rr1dbt25FIBDo8ZqioiLMnDkzKde0hx9+GLm5uZg7dy5+/etfw+/3x/y9tbW1ePfdd3HTTTf1+TfFPh9FZJ1G+fWvf80mTZrU5+uTJk1iDz744IDf99JLL7F33nmH7d69m7311ltszpw5bMaMGay7uzuRy+1BZWUlA8C++OKLHl//9a9/zSZPntzv90yaNIn9+te/7vG1L774ggFgVVVVCVvrSNi1axdzu93MarWyzMxM9u6778r/5vP52A033MAAMJvNxhwOB3v++ecHfb8NGzawf/zjH2zHjh3s008/ZV/96ldZSkoKO3ToUKIPhTE28PH4/X5WWlrKrr76atbU1MR8Ph976KGHGAC2dOnSAd/Pbrezf/7znz2+9s9//pM5HI6EHgdH6eNR+/MZinA4zO666y4mCAKz2WxMEIRBrxWM6efvbjjHduDAAfbXv/6Vbd26la1fv559//vfZ4IgsHXr1iVp1bGzePFids4557DKykoWDAbZP/7xDyYIQlKuly+++CIDwMaMGcNeffVVtmXLFvaNb3yD5ebmxmx36erqYgsWLGDXXXddj6//9a9/ZWvWrGG7d+9mL774Ihs7diw7//zz41pfvAznePjvrrKyssfXb775ZvmaMNC164ILLmC33HKL8gcSxe9//3v2ySefsJ07d7Knn36aeTwedtNNN8X8/Q8//DDLzs5mXV1dPb6u5OejS0F23333MQCD/rd58+YBxcvEiRPZQw89FPPPq6qqYna7nb322mtKHsagcEG2fv36Hl//1a9+xaZMmdLv9/QnND///HMGQFM+nWh8Ph87fPgw27x5M7vrrruYx+Nhe/fuZYwx9tvf/pZNnjyZvfXWW2znzp3sT3/6E0tLS2Nr1qyJ+f1DoRCbM2cOu+222xJ1CD0Y7Hi2bNnC5syZwwAwq9XKLrzwQnbRRRexiy66aMD3s9vt7F//+lePr73wwgvM6XQm9Dg4Sh9Pb5L9+QzFiy++yEpKStiLL77Idu3axZ5//nmWk5PDnnvuuQG/Ry9/d8M5tv649NJL2WWXXZagVQ6fI0eOsLPPPls+H0855RR23XXXsWnTpvX7+lg+t1jvNf/85z8ZAPbUU0/J79Xd3c08Ho/crhsMv9/PrrjiCjZv3jzW2to66Gu3bNnCALCtW7cO+b69SeTxDCRmv/Od77ALL7yQMTawIDv//PPZd7/73YQdT3+8+uqrDABraGiI6WdNmTKF3XrrrUO+biSfj214dTV1ufXWW4fcxTB27Fjs2rULtbW1ff6tvr4eBQUFMf+8UaNGobS0NKYdcUrh8XhgtVpRU1PT4+t1dXUDrr2wsLDf19tsNuTm5iZsrSPB4XBg4sSJAICFCxdi8+bN+MMf/oDHHnsMd999N1atWoVLLrkEADB79mzs2LEDjzzyCM4///yY3t9iseCUU05J2mc30PE89dRTWLBgAXbs2IHW1lb4/X7k5eXhtNNOw8KFCwd8v4E+03jO35Gg9PH0Jtmfz1D89Kc/xV133SVfX2bNmoXy8nI89NBDWLlyZb/fo5e/u+EcW38sWrQIL7zwQqKWOWwmTJiAdevWoaOjA16vF6NGjcLXv/51jBs3rt/Xx/K5xXqv4S2q6dOny193Op0YP348Tpw4Mej3BwIBXHPNNSgrK8PHH3+MjIyMQV8/f/582O12HD58GPPnzx/0tb1J5PEUFhYCAGpqajBq1Cj569HXq8LCQvj9fjQ3NyM7O7vHa04//fS4jiWe4+kPnpxw5MiRIf9OP/vsMxw8eBAvv/zykGsayeejS0Hm8Xjg8XiGfN3ixYvR2tqKTZs24dRTTwUAfPnll2htbY3rw29sbERFRUWPkyzROBwOLFiwAGvWrMGVV14pf33NmjW44oor+v2exYsX4+233+7xtdWrV2PhwoWw2+0JXa9SMMbg8/kQCAQQCARgsfS0OVqt1iEjCHq/344dOzBr1iyllxrzz+d+K05mZiYA4PDhw9iyZQt++ctfDvj9ixcvxpo1a/CjH/1I/trq1auHdfFSgpEeT3/vp+bn05vOzs64zzm9/N0N59j6Y/v27Um9FsaL2+2G2+1Gc3MzPvjgA/zf//1fv6+L5XOL9V6zYMECOJ1OHDx4EGeeeSYAUWgdP34cpaWlA34fF2OHDx/G2rVrYxLwe/fuRSAQGNZnkMjjGTduHAoLC7FmzRrMmzcPgOiFXrduHR5++GH5fe12O9asWYNrrrkGAFBdXY09e/YM+DkpcTz9wb2rsfwen3nmGSxYsABz5swZ8rUj+Xx02bKMh2XLlrHZs2ezDRs2sA0bNrBZs2b1ib2YMmUKe/311xljjLW1tbEf//jHbP369aysrIytXbuWLV68mBUXF/fYupsMeOzFM888w/bt28d++MMfMrfbzY4fP84YY+yuu+5iK1askF/Pt3H/6Ec/Yvv27WPPPPOMJrffc/7nf/6Hffrpp6ysrIzt2rWL3X333cxisbDVq1czxsTdKzNmzGBr165lx44dY88++yxzuVzsiSeekN9jxYoVPXad3n///ez9999nR48eZdu3b2ff+ta3mM1mY19++aXqx/Pvf/+brV27lh09epS98cYbrLS0lF111VU93qP38XzxxRfMarWy3/zmN2z//v3sN7/5TdJiLxJxPGp+PrGwcuVKVlxcLEdDvP7668zj8bCf/exn8mv0+nc3nGN79NFH2apVq9ihQ4fYnj172F133cUAJNW+ESvvv/8+e++999ixY8fY6tWr2Zw5c9ipp57K/H4/Yyzxn9sdd9zBiouL2QcffMAOHDjAbrrpJpafn8+amprk10TfawKBALv88stZSUkJ27FjR4/YBJ/PxxgT27C/+MUv2ObNm1lZWRl799132dSpU9m8efMSHhMR7/EwJsZeZGZmstdff53t3r2bfeMb3+g39qKkpIR9+OGHbNu2bezcc89NeOzF+vXr2e9//3u2fft2duzYMfbyyy+zoqIidvnll/d4Xe/jYYyx1tZWlpqayp588sk+76v052N4QdbY2Miuu+46lp6eztLT09l1113XZws3APbss88yxsTt00uXLmV5eXnMbrezMWPGsJUrV7ITJ04kf/GMsccff5yVlpYyh8PB5s+f38NMu3LlSnbOOef0eP0nn3zC5s2bxxwOBxs7dmy/J5FW+Pa3vy0fW15eHjvvvPPkmz1jYgbMjTfeyIqKipjL5WJTpkxhv/vd71g4HJZfc84557CVK1fK//+HP/whGzNmjPyeS5cu7ePDU+t4/vCHP7CSkhL5vLr33nvlC+9Ax8MYY6+88gqbMmUKs9vtbOrUqUm7GSbieNT8fGLB6/WyO+64g40ZM4a5XC42fvx4ds899/Q4Lr3+3Q3n2B5++GE2YcIE5nK5WHZ2NjvzzDN7bLzREi+//DIbP348czgcrLCwkP3gBz/okQeV6M/N7/ezH//4xyw/P5+lp6ez888/v0csDGM97zVlZWUD+p7Wrl3LGGPsxIkT7Oyzz2Y5OTnM4XCwCRMmsNtvvz0puZjxHg9j4saR++67jxUWFjKn08nOPvtstnv37h7f09XVxW699VaWk5PDUlJS2KWXXprw++vWrVvZaaedxjIzM+V7yX333cc6OjoGPR7GGHvqqadYSkpKv9liSn8+grQIgiAIgiAIQiUMnUNGEARBEAShB0iQEQRBEARBqAwJMoIgCIIgCJUhQUYQBEEQBKEyJMgIgiAIgiBUhgQZQRAEQRCEypAgIwiCIAiCUBkSZBrg17/+NU4//XSkpqYiKytryNcHAgHceeedmDVrFtxuN4qKinDDDTegqqqqx+u++93vYsKECUhJSUFeXh6uuOIKHDhwQP7348eP46abbsK4ceOQkpKCCRMm4L777oPf7+/xPoIg9PnvL3/5y7CP97vf/S4EQcBjjz027PcgCIIgjEEi7oFNTU247bbbMGXKFKSmpmLMmDG4/fbb0dra2uO9Dh06hCuuuAIejwcZGRk444wzsHbt2mEfy0MPPQRBEPDDH/4w7u8lQaYB/H4/rr76anz/+9+P6fWdnZ3Ytm0bfv7zn2Pbtm14/fXXcejQIVx++eU9XrdgwQI8++yz2L9/Pz744AMwxrB06VKEQiEAwIEDBxAOh/HUU09h7969ePTRR/GXv/wFd999d5+f+eyzz6K6ulr+L55hxNG88cYb+PLLL1FUVDSs7ycIgiCMRSLugVVVVaiqqsIjjzyC3bt347nnnsP777+Pm266qcd7XXLJJQgGg/j444+xdetWzJ07F5deemmfwfOxsHnzZvz1r3/F7Nmz4/5eAMafZaknnn32WZaZmTms7920aRMDwMrLywd8zc6dOxkAduTIkQFf83//939s3LhxPb4GgK1atWrQn//FF1+ws846i7lcLlZSUsJuu+021t7e3uM1J0+eZMXFxWzPnj2stLSUPfroo0MelxnYunUru/HGG9nkyZOZ2+1mEyZMYFdeeSX7yle+wq688kr2xhtvqL1EwmA89NBDbNGiRWovg1CRl19+mVVXVzPGxBFnd9xxR8J+1qpVqwa9N3ESfQ/897//zRwOBwsEAowxxurr6xkA9umnn8qv8Xq9DAD78MMP5a/t3buXXXTRRcztdrP8/Hx2/fXXs/r6+h7v3dbWxiZNmsTWrFkz7N8nVciGwZIlS4ZVjkwkra2tEARhwHJvR0cHnn32WYwbNw6jR48e9H1ycnL6fP3WW2+Fx+PBKaecgr/85S8Ih8Pyv+3evRsXXnghrrrqKuzatQsvv/wyPv/8c9x6663ya8LhMFasWIGf/vSnmDFjxvAP1GBs2rQJ+/fvx+OPP4477rgDHR0dePfdd/H666/j448/xvLly7F8+XI88cQTai+VMBA7d+7EnDlz1F4GoRInTpzAihUrkJKSouj7BoNBPPvss7jhhhvw+OOPy19/8803E34NG+oeyF+TkZEBm80GAMjNzcW0adPw/PPPo6OjA8FgEE899RQKCgqwYMECAEB1dTXOOecczJ07F1u2bMH777+P2tpaXHPNNT3e+wc/+AEuueQSnH/++cM/iLglHJGwp4nhPh10dXWxBQsWsOuuu67Pvz3++OPM7XYzAGzq1KmDVseOHDnCMjIy2NNPP93j67/85S/Z+vXr2fbt29kjjzzCUlNT2S9/+Uv531esWMFuueWWHt/z2WefMYvFwrq6uhhjjD344IPsggsukAeDU4WsL9/85jfZ9OnT+3x98eLFbO7cuSqsiDAq06ZN0+QAdCI5/PGPf2QXXHCB/P+VuKdVVVWxM888k33xxRds48aNzGKxsObmZsYYY2+88QabOnXqkO+RiHsgp6GhgY0ZM4bdc889Pb5+8uRJtmDBAiYIArNarayoqIht375d/vef//znbOnSpT2+p6KiggFgBw8eZIwx9uKLL7KZM2fK9zuqkGmM+++/v18zfPR/paWl8Hg8OPfcc3H22Wfjo48+ivvnBAIBXHvttQiHw/0+gVx33XXYvn071q1bh0mTJuGaa65Bd3d3n9dVVVVh2bJluPrqq/Gd73ynx7/de++9WLx4MebOnYsf//jHeOCBB/Db3/5W/vetW7fiueeeQ1pamvzfhRdeiHA4jLKyMmzduhV/+MMf8Nxzz0EQhLiP0QwEAgG8++67uPLKK/v825gxY+D1egEAHo9H/vrzzz+PBQsWoLW1tcfXCSKa/fv3Y8mSJUhJScG8efOwZcsWHDp0iCpkJuaNN97AFVdcMeC/L1myBLfffjt+9rOfIScnB4WFhbj//vsHfc8bbrgBF1xwAU4//XQ899xzSE1NRXZ2NgRBwPLly3HgwIE+98AtW7aM+FiGugcCgNfrxSWXXILp06fjvvvuk7/OGMN//dd/IT8/H5999hk2bdqEK664Apdeeimqq6sBiPe3tWvX9ri/TZ06FQBw9OhRVFRU4I477sALL7wAl8s1soOJW8IRPdTvOeecw2677Tb205/+lGVnZ7OCggJ23333sfr6erZ///4+//373/9mf/zjH9n+/ftZW1sbe/PNN9lVV13FfvGLX8T9dOD3+9ny5cvZ7NmzWUNDw5Cv9/l8LDU1lf3rX//q8fXKyko2efJktmLFChYKhYZ8n88//5wBYDU1NYwxxqZOncpuu+02dvjw4T7/+Xw+9uijj8pPH/w/AMxisbDS0tKYj9fIvP/++wwA27x5c59/O/3009n555/PGGMsNzeXMcbYa6+9xmbOnMnq6up6fJ0gotm/fz9LT09nP/7xj9mRI0fY66+/zoqKipjFYunj8STMQXNzM7Pb7ayiokL+Wu+KzjnnnMMyMjLY/fffzw4dOsT+/ve/M0EQ2OrVq/t9z40bNzIAbOvWrYwx8d504sSJHve+c889l/3kJz/p8TVeUeIk4h7o9XrZ4sWL2Xnnndfn53344YfMYrGw1tbWHl+fOHEie+ihhxhjjC1btoxdddVV/d7f2tvb2apVqxiAPvc3fs8LBoMxH49tZHKOAIC///3v+O///m98+eWX2LBhA2688UacccYZuOCCC/q8Njc3F3l5efL/nzJlCoqLi/G///u/eO6552L+mYFAANdccw0OHz6MtWvXIjc3N6bvY4zB5/PJ/7+yshJf+cpX5B2ZFsvQRdPt27fD5XLJvfr58+dj7969mDhxYr+vX7FiRZ+++oUXXogVK1bgW9/6VkzrNjqrVq1CSUkJFi5c2OPr5eXl2LhxI/70pz/JX/vggw9w991346OPPupxLhFEb37wgx/giiuuwCOPPAIAmDBhAv79739j27ZtcLvdOHnyJO644w5s374d2dnZyM7OxoMPPohTTz1V5ZUTieKdd97B7NmzUVJSMujrZs+eLVeTJk2ahD//+c/46KOP+r2vvf3220hNTZV3F9rt9j5e5euvvx7PPPNMj+7KSIjlHuj1enHhhRfC6XTirbfe6lPB6uzsBIA+9z2LxSL7pOfPn4/XXnsNY8eOlb1n0Zx33nnYvXt3j69961vfwtSpU3HnnXfCarXGfEwkyBQgnhM3+gba2NiIhx56CPfccw927NiBEydOIBQKYceOHQCAiRMnIi0tDQAwdepUPPTQQ7jyyisRDAbxta99Ddu2bcM777yDUCgkb9HNycmBw+HAsWPH8PLLL2Pp0qXIy8tDZWUlHn74YaSkpODiiy8GILYplyxZgjFjxuCRRx5BfX29vLbCwkIA4h9aTU0NFi9ejJSUFKxduxb33HMPbrnlFjidTgDAnXfeiUWLFuEHP/gBbr75Zrjdbuzfvx9r1qzBn/70J+Tm5vb5Y7Hb7SgsLMSUKVOU+Ah0DWMMb731Fr761a/2+HogEMAtt9yCBQsWyFu129racP3112Pjxo0oLi5WY7mETigvL8fHH3+Mbdu29fi63W7HnDlzwBjD8uXL8V//9V947bXXAAA7duzAgQMHSJAZmHfeeQeXXXbZkK/rHd0watQo1NXV9fvadevW4cwzz+xXsHAuu+wy3HzzzWhsbJTvB59++ilee+011NXVwWq1oqmpCcFgUJF7YFtbG5YuXYrOzk688MIL8Hq9svUjLy8PVqsVixcvRnZ2NlauXIn//d//RUpKCp5++mmUlZXhkksuASA+1Dz99NP4xje+gZ/+9KfweDw4cuQIXnrpJTz99NNIT0/HzJkzexyr2+1Gbm5un68PBQkyBYjnxAXEHU73338/vvzyS5x++um46qqrsGfPHvnf582bBwBYu3YtlixZAgA4ePCgHGh38uRJvPXWWwCAuXPn9nhv/j0ulwufffYZHnvsMTQ3N6OgoABnn3021q9fj/z8fADA6tWrceTIERw5cqTP0xJjDIB48X7iiSfw3//93wiHwxg/fjweeOAB/OAHP+hx/OvWrcM999yDs846C4wxTJgwAV//+tdj/RWams8//xzV1dXyRbKrqwv/+c9/cO+998Jut+PDDz+UxS9/Cv3Xv/6Fn//852oum9A4O3bsgM1mw6xZs3p8fdu2bfjmN7+JDz/8EOnp6fj2t78t/9vcuXP7XFMIY1FUVITKysohX2e323v8f0EQeuyu53R3d2Pz5s144IEHBn2/yspKpKWlISMjAwCwceNGtLW1obu7Gxs3bsTx48fl1ypxD9y6dSu+/PJLAOjTvSkrK8PYsWPh8Xjw/vvv45577sG5556LQCCAGTNm4M0335Q9lkVFRfjiiy9w55134sILL4TP50NpaSmWLVsWU0cpHkiQKUCsJy5n2rRpGD16NB566CHZHDgUXCABwNixY3v8//4oKirCf/7zn0Ffc+ONN+LGG28c9DXLli3DsmXLhlzfKaecgtWrVw/5Ok70H5+Z2b9/P66//noAwHe+8x1kZGSgvb0dM2bMwJ133onrrruux/lltVqxatUqnHXWWSgpKaGWLzEgvO3i9/vlysV//vMf7N27F3PnzsX+/ftJfJmQ5cuX4+tf/zoYY4pssvryyy8RCARw9dVX9/m3UCgkt+zefPNNXHzxxfL1bNGiRQCAJ598Er/97W/litf3vvc9bNq0qc97xXsPXLJkyZCvAYCFCxfigw8+GPQ1kyZNwuuvvz7ke3E++eSTmF8bDe2yTDKdnZ247bbbcPvtt8csxgjjMm3aNJSXl4MxhhMnTmDPnj04fvw43n33Xdx44419xD4AZGRk4D//+Q9++ctf4v3331dh1YQeWLBgAex2O37yk5/g2LFjeOutt3DzzTcDgNyyjL4hf+1rX8P06dPl1xDG5IwzzkAwGMTGjRsVeb8PP/wQ06ZNwyOPPILbbrtNbpFv374djz/+uCyK+tvZ2dHRgXXr1uGCCy4AYwyPP/447rzzTkXWpUdIkCWRo0eP4s4778R99903oAGeIGKhuLhYvsFu27YNzc3NKCkpkf975ZVX1F4ioTJFRUX429/+hrfffhsLFy7EH/7wB6xcuRIejwfFxcWYPn267NUBgFdffRVPPPEEmpub1Vs0kXCsVisuvfRSvPnmmyN+r61bt2Lbtm2YMWMG9uzZg1deeQVnnnkmzjvvPBw4cAC33347BEFARUUF9u7di4suuqjH97/33nuYN28edu7ciT/+8Y/45je/2cdLayYEFktNj+jBkiVLMHfuXDz22GM9/jdn+fLlyMrK6rFrcu/evbjuuutQXV2N4uJiXHzxxVixYoVsal+zZg3mzZtHeVIEQSQFxhgWLlyI22+/XZ5N+9577+GZZ57Bq6++qvLqiETyxhtv4K677sKBAweS8vP+9Kc/4Z133unTGvzmN7+JWbNm4X/+53+Ssg6tQ4IsybS2tuL111/HK6+8gs2bNyMrKwuzZ8/GihUrsHz5crWXRxCEiaioqMDtt9+OHTt2oLCwEFlZWbj33ntxxhlnqL00IoF0dnbC4/Fg27ZtSbHOnH/++bjyyit7bAb78MMP8Ytf/AKvvfaavNHM7JAgIwiCIAiCUBnykBEEQRAEQagMCTKCIAiCIAiVIUFGEARBEAShMiTICIIgCIIgVIYEGUEQBEEQhMqQICMIgiAIglAZEmQEQRAEQRAqQ4KMIAiCIAhCZUiQEQRBEARBqAwJMoIgCIIgCJUhQUYQBEEQBKEyJMgIgiAIgiBU5v8Ds+hKAoA9d+EAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "from anesthetic import make_1d_axes\n", - "fig, axes = make_1d_axes(['logZ', 'D', 'd'], ncols=3, tex=ns_output.tex)\n", - "ns_output.plot_1d(axes);" + "from anesthetic import make_1d_axes, MCMCSamples\n", + "fig, axes = make_1d_axes(['logZ', 'D_KL', 'd_G', 'logL_P'], ncol=4)\n", + "MCMCSamples(ns_output).plot_1d(axes);" ] }, { "cell_type": "markdown", + "id": "5961efc1", "metadata": {}, "source": [ "We can also inspect the correlation between these inferences:" @@ -390,15 +1026,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, + "id": "3fd062fe", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "ns_output.plot_2d(['logZ','D']);" + "MCMCSamples(ns_output).plot_2d(['logZ','D_KL']);" ] }, { "cell_type": "markdown", + "id": "8b3ac4bd", "metadata": {}, "source": [ "Here is a comparison of the base and NS output" @@ -406,42 +1055,69 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, + "id": "f52ed414", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "h = nested['H0']/100\n", "nested['omegab'] = nested['omegabh2']/h**2\n", - "nested.tex['omegab'] = '$\\Omega_b$'\n", + "nested.set_label('omegab', '$\\Omega_b$')\n", "\n", - "fig, axes = mcmc.plot_2d(['sigma8','omegab'])\n", + "axes = mcmc.plot_2d(['sigma8','omegab'])\n", "nested.plot_2d(axes=axes);" ] }, { "cell_type": "markdown", + "id": "dec7ee7d", "metadata": {}, "source": [ "With nested samples, we can plot the prior (or any temperature), by\n", - " passing beta=0. We also introduce here how to create figure legends." + " passing beta=0. We also introduce here how to create figure legends.\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, + "id": "8f5d9efa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "prior = nested.set_beta(0)\n", - "fig, axes = prior.plot_2d(['ns','tau'], label='prior')\n", + "axes = prior.plot_2d(['ns','tau'], label='prior')\n", "nested.plot_2d(axes=axes, label='posterior')\n", "handles, labels = axes['ns']['tau'].get_legend_handles_labels()\n", + "fig = axes.loc['ns','tau'].figure\n", "leg = fig.legend(handles, labels)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", + "id": "2a29366d", "metadata": {}, "source": [ "We can also set up an interactive plot, which allows us to replay a nested\n", @@ -450,15 +1126,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, + "id": "2cdf5be2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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PHz4gOTlZ2q6rqwsjIyMYGhpCR0czjZZM3IiIiIj+X0JCAqKioiCEgK2tLWxtbaGnp4ekpCSEh4cjPDwcsbGxMDc3h4GBQa7Hx8SNiIiICB+TtsjISFhZWcHFxQWGhoYqt9vZ2SE+Ph5+fn548+YNLCwscj1GDk4gIiKifC8xMRFRUVGwsrJChQoV0iRtKQwNDVGhQgVYWVkhKioKiYmJuRonEzciIiLK916+fAkhBFxcXL7Yf01HRwcuLi4QQuDly5e5FOH/P3auPhoRERGRlhFCICQkBLa2thnWtH3K0NAQtra2CAkJgRAihyP8HyZuRERElK8lJiYiLi4Otra2Wbqfra0t4uLikJSUlEORpcXEjYiIiPK1lCk/9PSyNmYzZX8mbkRERES5RFdXF0DWE7CU/bOa8H0NJm5ERESUr+nr68PY2BivXoVn6X4vX4XD2NiYiRsRERFRblEoFHBwcED463DEx8dn6j7x8fF4/TocDg4OuboMFhM3IiIiyvcKFSqEhGTA96EflErlZ/dVKpXwfeiHhOSP98tNTNyIiIgo39PX18dqrw948+YN7vrcy7DmLT4+Hnd97uHNmzdYdfsD9PX1czVOLnlFREREBODe62Qs9/yA0VXf4O3Vq7CxsUUhu/+tVfryVThevw5HQjKw6vYH3I9I/nKhasbEjYiIiOj/3XudjPHnYlDXQQ8tir9CxOv/DVh4FStwKjABl0OSEJd7M4CoYOJGRERElEpsEnAmMAlnApNgqg8Y6ykQlyQQk7vLkqaLiRsRERFRBmISgZjE3FvS6ks4OIGIiIhIJpi4EREREckEEzciIiIimWDiRkRERCQTTNyIiIiIZIKJGxEREZFMMHEjIiIikgkmbkREREQywcSNiIiISCaYuBERERHJBBM3IiIiIplg4kZEREQkE0zciIiIiGSCiRsRERGRTDBxIyIiIpIJJm5EREREMsHEjYiIiEgmFEIIoekgUnv+/DkcHR0RHByMokWLqqXMmJgYmJmZAQCio6Nhamr6VeUplUro6uoCAJKTk6Gj83X5L8vL2+XJIUaWl7fLk0OMLO/rylP391xqOfG9rK2cph7N8n2eLWybA5FkTC9XH01DTExMEB0dLf3/tXR0dJCcnCz9z/JYXm6XyfJYnqbLZHnaVZ66v+dIe+WLxE2hUKj11wegvg9Tlpc/ysuJMlkey9N0mSxPe8rLie850k7s40ZEREQkE0zciIiIiGSCiRsRERGRTDBxIyIiIpIJJm5EREREMsHEjYiIiEgmtG46EKVSCQAICwvTcCRERESU8n2c8v1MmqV1idvLly8BALVq1dJwJERERJTi5cuXKFasmKbDyFG5vQpCdmjdkldJSUnw8vJCoUKFcmQCSspYVFQUypUrhwcPHsDc3FzT4RCpHc9xysty6vxWKpV4+fIlqlatCj09ravvyXe0LnEjzYmMjISlpSXev38PCwsLTYdDpHY8xykv4/mdP7BKi4iIiEgmmLgRERERyQQTN5IYGhpi9uzZMDQ01HQoRDmC5zjlZTy/1e/ChQto3749ihQpAoVCgX/++UfTIbGPGxEREVF6jh8/jsuXL6NatWro2rUrDh48iE6dOmk0Jg4PISIiIkpH69at0bp1a02HoYJNpUREREQywcSNiIiISCaYuBERERHJBBM3IiIiIplg4kZElA4OuCcibcTEjbLk2rVruHnzJiIiIqRt/IKjvKR9+/a4fv06FAqFpkMhUjt+hmdNdHQ0vL294e3tDQB4+vQpvL29ERQUpLGYOI8bZVrr1q0RERGBkJAQNGzYEJUrV8bUqVMBfHzj84uO5K5bt27w9fXF/fv3NR0KkdrxMzzrPDw80KRJkzTb+/fvj61bt+Z+QOA8bpRJW7duRXh4OG7duoVHjx7h6tWr2Lx5M8LCwrBy5UooFAq+8UnWunXrhsePH0tJ24sXLyCEQOHChXlek+zxMzx7GjdurHU1kmwqpUzR0dFBwYIFoVQqUaZMGfTo0QNz586Fp6cnZs+eDQB8w5Ns3bp1C0+ePEHHjh0BAKtWrUK/fv1QvXp1jBw5Evv27dNwhERfh5/heQcTN/ospVIJAChUqBB0dXURGBgIADA2NkbdunUxbtw4+Pj4sGmJZK169eoYN24cwsLCUKtWLSxatAi//PILtm3bBltbWxw7dkyjfVqIvpa9vT309PT4GZ4HMHGjDL19+xYvX74EAHzzzTfQ0dHBDz/8gMTERAAfFzR2c3ODv78/7ty5o8lQibLlw4cPiIiIgEKhQJ8+fVCvXj04ODjgyJEjqFmzJr755hsMHDgQp0+fxq1btzQdLlGWLFq0CI8ePQIANGvWDMnJyRg5ciQ/w2WOiRulq3v37ujcuTNq1aqFSZMm4dWrVzh8+DDCwsLQrl07vHjxAomJiXBwcEDVqlURExOj6ZCJsmT48OHo1asX2rdvjw0bNkBHRwf9+/fHL7/8gooVKyIpKQlKpRJOTk6oV68ejIyMNB0yUaa1bdsWx44dQ5kyZQB8bCo9evQoAgIC0KFDB36GyxhHlVIa06ZNw8mTJ3H48GE8evQIc+bMgZOTE0aPHo2qVauiWbNmsLCwgL29PaytreHu7o47d+5IHxBE2q5nz54ICwvDL7/8gocPH2L69OnYsWMHWrZsmWbf33//HQsWLMClS5dQvHhxDURLlDXdunXD8+fPce3aNQBAUlIS4uPjYWpqisTERDRp0gRWVlb8DJcpjiqlNBQKBQYOHAgHBwc4ODigZMmS+OWXX7Bq1SrMmTMHZ8+exaZNm/D06VO8e/cON27c4BueZOP48eMICgrCuXPnYGRkhAYNGsDHx0fq+5Mysu7x48fYsGEDtm7dipMnTzJpI1nYsWMHDhw4gIcPHwL4+MPj2rVrCAoKQuvWrTFlyhScP3+en+Eyxho3kiiVSujo6GDUqFHw8fHB+fPnpduCgoIwcuRIODo64vfff5e2JycnQ1dXVxPhEmXLixcvcOLECXTv3h3GxsbQ0dHBnDlzEBwcjM2bN0uJmxACy5YtQ9u2beHq6qrpsIkyrVu3bkhOTkaxYsVw+PBhTJ8+HfHx8Zg7dy4GDRqEhQsXSvvyM1x+mLhRGm/fvkXz5s3RvHlzLFq0SNru6+uL2rVr4/Tp06hduzYATtpI8pSYmAh9fX3px8rvv/+OCxcuYPfu3QCA27dvo1q1ahqOkij7unTpgqtXr+LSpUsoVaoUAODOnTto1KgRPDw8ULlyZc7dJlNsKiXMnTsXoaGhcHJyQoMGDVC/fn3MmTMHv/32G2bOnIl58+YBAFxdXdGwYUMYGxtL9+UbnuRg7ty5CAkJgZOTE5o0aQI3NzcAHztsA0DRokWlSTaXLl2Kn376CUFBQbCzs9NYzESZlfozvF69emjYsCEOHDiAS5cuoWTJkkhISICOjg4cHR1Ro0YNFChQQPrs5me4/DBxy+e6dOmCV69eoXPnzvD29kZAQADKlSuHRo0aISEhAe7u7ujcuTMmTJiAy5cv49q1ayhYsKCmwybKtNTn+J07d/D06VM4OTmprIigUChgamqK3377DYsWLcLly5eZtJEsfHp+P3nyBCVKlICjoyPq168PADAwMAAA7Nu3D69fv4aJiYkmQ6avxMQtH9u8eTNevXqFixcvQqFQ4Pbt2xgyZAiePn2K6tWro2PHjqhevTrGjh0Ld3d3hIeH4/Tp03B0dNR06ESZkt45PnToUISFhcHe3l7aT1dXF1u3bsXx48dx8uRJNpOSLGR0foeHh6t8Tqcsa7V+/Xr8999//FEic0zc8qnk5GTY2Nhg9OjRUCgUSEpKQrVq1eDq6gpvb29Ur14denp6cHJywr///oukpCQkJiaqNJMSabOMzvGyZcvC29tbJTmrVq0aGjVqhJUrV6JSpUoajJooczJ7ficlJSEmJgZv376V+raRvDFxy6d0dXXRrFkzaQbtlFFFqZe1AgB/f384OztDT08Peno8XUg+PneOP3v2TNrv6dOnKFGiBI4ePcomJJKNzJ7foaGhcHZ2xpo1a6Cvr6+JUEnN+E2czyxduhTh4eGoWLEiatWqJc3dk5SUBH19fTg5OcHCwgIA8Ntvv2H79u04efIkLC0tNRk2UaZl5xw/deqUtI1Im/EznDgdSD7SrVs3PH36FM2bN8eVK1fg6OiIVq1aoV+/ftI+CxcuhLW1NXR0dDBhwgR4eHigatWqGoyaKPOyc46fO3eOfdpIFnh+E8Aat3zj0aNHCAgIwLlz51CgQAH4+/vjwIED+Ouvv5CUlIRBgwYB+PirbdiwYbCyssK5c+eYtJFsZPcc55cayQHPb0rBRebziYIFC8LS0hKPHz+GEALOzs7o378/WrdujSNHjuDChQsAABcXF7i4uOD8+fN8w5Os8BynvIznN6Vg4pZPmJubQ09PD5s2bZLmripUqBA6deoEU1NT3Lx5EwDQtGlTnD17FuXLl9dkuERZxnOc8jKe35SCiVs+oFQqYWRkhC1btmDv3r2YNGmSdJuTkxPq1q2LQ4cOIS4uDtbW1ihSpIgGoyXKOp7jlJfx/KbUmLjlcUII6OjoICkpCY6Ojjh9+jQ2bdqEESNGIDw8HAAQGxsLGxsbTvdBssRznPIynt/0KY4qzYN27dqF6OhouLm5wcnJCWZmZgAgLajt7++PLl26oGDBgtDR0cG9e/c4WzzJCs9xyst4ftPnMHHLYzp06ICgoCAUK1YMjx49QpcuXdCpUyfUqlULAJCYmAh9fX1ER0fjzp07iIqKQtmyZeHk5KTZwIkyiec45WU8v+lLmLjlIefPn8eIESPg4+MDHR0dnDx5En///TeSk5Px/fffw83NTdMhEn0VnuOUl/H8psxgH7c8xMLCAoULF8aHDx+gVCrRsmVLfP/99zAyMsLevXsRGhoKANi+fTvOnz+v4WiJso7nOOVlPL8pM5i45SE2Nja4f/8+/vzzT+jofHxpa9WqhR49euDWrVt4+PAhAODOnTuwsbHRZKhE2cJznPIynt+UGWwqzWMOHTqEH374AcuWLUOvXr0ghIBCocD333+PDx8+4M8//0RCQgIMDAw0HSpRtvAcp7yM5zd9CccO5zHt2rXDixcvMG3aNMTGxkrLoNja2uLDhw8AwDc8yRrPccrLeH7TlzBxy2N0dHQwaNAgWFhYYMiQITh06BD09fVx6tQpaUkUIjnjOU55Gc9v+hI2leZhDx8+xNWrVxEXF4dmzZrBxcVF0yERqRXPccrLeH5Tepi4EREREckER5USERERyQQTNyIiIiKZYOJGREREJBNM3IiIiIhkgokbERERkUwwcSMiIiKSCSZuRERERDLBxI2IiIhIJpi4EREREckEEzci0grBwcFo3LgxypUrh0qVKuHvv//WdEhERFqHS14RkVYICwvDy5cvUaVKFbx69QrVqlWDn58fTE1NNR0aEZHWYI0bEeWKH3/8Ee3bt8/wdnt7e1SpUgUAYGdnBysrK7x58yaXoiMikgcmbkT0RXfv3kWXLl1gbW0NIyMjlC9fHkuWLEFSUlKmy/D29kblypUzte+tW7egVCrh6OiY3ZCJiPIkJm5E9Fnnz59HnTp1YGxsjH///Rd37tzB5MmTsXTpUnTp0gVKpTJT5dy5cydTiVtERAT69euHDRs2fG3oRER5DhM3IspQcnIyBg4ciC5duuCvv/5C/fr14eLigv79++PcuXM4ceIEtmzZ8sVygoODERERAR0dHXzzzTcwMTGBi4sLrl+/rrJffHw8OnfujGnTpqFu3bo5dVhERLLFxI2IMnTjxg08ffoUkyZNSnNbuXLl0KZNG+zZs+eL5Xh7ewMAVq9ejWnTpuHOnTsoVqwYpk6dKu0jhMCAAQPQtGlT9O3bV23HQESUlzBxI6IMPX36FABQunTpdG8vU6YMAgMDv1iOt7c3ChYsiL1796Jp06YoXbo0OnXqhPDwcGmfy5cvY8+ePfjnn39QpUoVVKlSBT4+Puo5ECKiPEJP0wEQkfaysLAAALx58wYmJiZpbn/79q20z5EjR3Dy5EmsXr06zX7e3t7o2LEj7OzspG1PnjyBs7OzdL1+/fqZ7i9HRJRfscaNiDLk5uYGfX19HD58OM1tycnJOHXqFOrXrw/g48jTqlWrpluOt7c33NzcVLZ5eXlJ038QEVHmMHEjogxZW1tjzJgxmD9/PkJDQ1Vuc3d3R0REBMaPHw/gY+Lm6+uL6tWro3z58nj06BEAICoqCk+fPk2T1Hl7ezNxIyLKIiZuRJSh6OhojBkzBiVKlECTJk1w+/ZtAMCSJUswffp0rF69GgYGBkhOTsbdu3dRrFgxeHp6YvTo0Vi+fDmAjwmajo4OKlasKJUbGBiIt2/fMnEjIsoiJm5ElKGlS5eiePHiuHz5Mh49eoRVq1YBACZPnozExEQMGjQI9vb28Pf3R0JCAkaOHAkAqFSpEl6/fg3g4/xtZcuWhZGRkVSul5cXChQoACcnp1w/JiIiOeNapUT01W7fvo05c+bg0KFDAIDffvsNERERmDVrloYjIyLKWziqlIi+2t27dxEQEIDExES8ffsWW7duxfHjxzUdFhFRnsPEjYi+mo+PD7p27YqaNWtCqVTC3d0dNjY2mg6LiCjPYVMpERERkUxwcAIRERGRTDBxIyIiIpIJJm5EREREMsHEjYiIiEgmmLgRERERyQQTNyIiIiKZYOJGREREJBNM3IiIiIhkgokbERERkUwwcSMiIiKSCSZuRERERDLBxI2IiIhIJpi4EREREckEEzciIiIimWDiRkRERCQTTNyIiIiIZEJP0wGkJoRAYmIikpOToaurC319fSgUCk2HRURERKQVtCJxS0xMxMuXLxESEoK4uDhpu7GxMRwcHFCoUCHo6+trMELKjsaNG6NKlSpYsWKFpkMhohygVCoRGhoKc3Nz/sj+SkIIREVFoUiRItDR0UxjGF9P9cnR11NoWEREhLhw4YLw8PAQ9+7dEy9fvhQRERHi5cuX4t69e8LDw0NcuHBBREREaDpUyqJGjRqJsWPHZuu+bm5uYujQoWqN5/z586Jdu3bC3t5eABAHDx784n0SExPFjBkzhJOTkzAyMhIlSpQQc+fOFcnJyWrfRwghnj9/Lnr37i2srKyEsbGxqFy5srh165banoP0/Pbbb8LJyUkYGhqKatWqiQsXLmg8ppyWmXPhS89Lbu+jjYKDgwUAXtR4CQ4O5uuZhy458XpqtMbtzZs38PHxQcGCBeHi4gJDQ0OV2+3s7BAfHw8/Pz/4+PigYsWKsLKy0lC0lFuUSiXu3r2Lfv36qbXcmJgYVK5cGQMHDkTXrl0zdZ9FixZh3bp12LZtG8qXL49bt25h4MCBsLS0xNixY9W6z9u3b1GvXj00adIEx48fh52dHQICAlCgQIFsH3Pjxo0xYMAADBgwIN3b9+zZg3HjxuH3339HvXr1sH79erRu3RoPHjxAsWLFciQmbfClc+FLz0tu76OtJk+eLP2vq6sLGxsb1K9fH6NGjYKFhUWuxLB+/Xp4eHhg165dX9xvw4YNAACFQgFra2vUqFEDo0ePRuHChXMj1M+Kjo5Go0aNYG5urrEYUh47ODg4114/uWjbti0qVqyIhQsXZrhPxYoV8cMPP2DEiBGIjIyEo6Ojyuv57NkzzJs3D//99x9evHiBIkWKoE+fPpgxYwYMDAwyHYvGErfExETcv38fBQsWRIUKFTKsSjQ0NESFChVw79493L9/H3Xq1GGzqQw1btwYlSpVgpGRETZt2gQDAwMMHz4cc+bMSbPvw4cPERMTg2rVqqk1htatW6N169ZZus/Vq1fRsWNHtG3bFgDg5OSEXbt24datW2rfZ9GiRXB0dMSWLVukbU5OTtL/QggsWbIE69atQ1hYGMqUKYOZM2eiW7duWTqm1JYvX47BgwdjyJAhAIAVK1bg5MmTWLt2LRYsWPDFmDLL398fpUuXxpEjR7B8+XJcvXoVjo6O+PPPP1G7du1sx59dXzoXvvS85PY+2iqlOe3kyZMwMjKCv78/pk+fjg8fPmD58uW5EoOBgQF0dHRgZmb2xf1Kly6NLVu2QKlUIjg4GHPnzsWMGTOwZ8+eXIk1MzTZRJny2BYWFkzcPqGrqwsDA4PPPi8KhQJGRkYq+6R+PR8+fAilUon169fD2dkZ9+7dw9ChQxETE4OlS5dmOhaNJW4vX76EUqmEi4vLF9t/dXR04OLigqtXr8Lb2xvGxsa5FCV9jZiYGERERODevXuIiYnBli1b0K9fP2zfvh137tzBTz/9hCJFiqBu3boq9zt8+DD09PSgq6uLe/fupSn3n3/+wcyZM+Hj4/NV8QUGBqZbfmrOzs74+++/ceTIETg5OcHPzw8eHh6YMmWKdF917fP333+jbt26aNGiBTw9PWFnZ4eePXtKidmqVatw5swZTJkyBcWKFYOnpyd69+6NqKgo1KxZM934Y2Ji8Pz583SPMzExEZ6envjuu+9Ubq9evTpOnz6N3r17fzGmzDp9+jQUCgV+/vlnDBs2DBMmTMD8+fMxevRo/PHHH1kq60uyc36kPhcy87zk5j6fU6FChUwfY06ysbGBmZkZChcujDZt2uDgwYMqt+/fvx+bNm3C8+fP4eDggL59+0rHlpCQgIULF+LUqVN4//49bG1t0bNnTwwbNgwAEBUVhcWLF+PMmTOIj49HhQoVMH36dJQtWxYHDhzAmjVrAAAuLi4AgAULFqBLly7pxqmrqwtbW1sAQKFChdCjRw/Mnz8f0dHRUuK3ZMkSnDlzBi9evICNjQ3at2+PkSNHShUGq1evxpkzZzBw4ECsWrUK79+/R8OGDTFv3jypjOjoaMyePRtnz56FmZkZhgwZgrNnz6Js2bKYMWOGdNwrVqzA4cOHERUVhZIlS6rt9dBW8fHxmDRpEnbv3o3IyEjUqFED7u7uqFmzJjw8PNCkSROcOHECU6dOxcOHD+Hm5obdu3fD09MTEyZMQEhICNq2bYvNmzfDxMQEQOZ+0B46dAg//vgjnj9/jjp16kitEG/fvkWBAgUQERGBUaNG4eLFi3jz5g1KlSqF6dOn49tvv1WJPykpCaNGjcKOHTugq6uLH374AfPmzVNJzmJjYzFo0CD8/fffAIAtW7ZIrSqtWrVCq1atpH1LliwJPz8/rF27VvsTNyEEQkJCYGNjk6Z5NCOGhoawtbXFmzdvYGRkxI6TMlSmTBn88MMPAIDixYtj165duH79eprEzdfXFyVLlszw3DA3N89WrU92DB48GNHR0ejQoQN0dXWRnJyMMWPGoE2bNmrf5/nz59i7dy/69euHoUOHwsfHBwsXLoSBgQGaN2+OP//8E5s2bUKVKlUAAI6OjvDy8sLff/+dYeL2OW/fvkVycjKsra1VtltbWyMiIuKLMXXo0CHTj+Xn5wczMzMsWbJE6u7QtGlT7N27FwAQEhKCCRMmYM+ePXj16hWWLVuGRYsWZfmYgK8/PzLzvOTmPnISHByMixcvQk/vf18te/fuxapVqzBr1iy4urrC19cXM2fOhImJCTp37ozt27fjv//+w4oVK2Bvb4+wsDC8ePECwMfviu+//x6WlpbYsGEDzM3NsWfPHvTv3x8nT55EmzZt8PjxY1y8eFGqFc5sU2N4eDhOnToFXV1dlcoDU1NTLFiwAHZ2dnj06BFmzpwJU1NTDB06VNonKCgIZ8+exbp16xAZGYlx48Zh48aNGD9+PABg4cKF8PLywtq1a2FtbY1Vq1bh/v37KFu2rFTGtGnTEBISAnd3d9jZ2eHIkSO4f/8+AgICULVq1ey/CGp28OBBPHz4EE2bNsWWLVswatSobP9gmDx5Mvbv349t27ahePHiWLx4MVq2bAl/f39pnzlz5mDNmjUwMTFBjx490KNHDxgaGmLnzp2Ijo5G586dsXr1akyZMgUA8NNPP+HAgQNYu3YtSpcujQsXLqBPnz6wtbVFo0aN8OzZM3Tr1g1jx47FkCFD4OXlhYkTJ6rE9eHDB1SvXh1TpkyBhYUFjh49ir59+6JkyZIqLQLbtm3D4MGDcf36ddy6dQvff/89ihcvrnJuLFu2DPPmzcPo0aNRrVo1TJgwAS1btlR57VN7//59lruAaSRxS0xMRFxcHEqUKJGl+9na2iI8PBxCCCZuMlS6dGmV6zY2Nnjz5k2a/Xx9feHq6pphOc2aNUOzZs0yvP3IkSP4+eefpetr165F9erVsxExcOLECRw5cgSLFi1CqVKl4Ofnh0WLFsHW1hYdO3ZU6z5KpRLly5eXfp25uroiICAAe/bsQcmSJREfH4/vv/9eJb7ExESV52rjxo3YuHGjdD0+Ph53797Fr7/+munnQwgh/f+5mLKauDVu3FjlA+r58+dwdHRMs6+dnV22kzbgy+dHdqV+XrRhH21Sv359KJVKxMfHA/iYlKT4/fffMXXqVLRo0QLAxx8c/v7+2LNnDzp37oywsDAUL14c1atXh0KhgIODg3Tfa9eu4dGjR7h69arUB2jKlCk4c+YMTp48iZ49e8LExESlJu1zHj16hKpVq0KpVOLDhw8AgL59+0q1NwAwYsQI6f+iRYviyZMnOHbsmMqXsxACCxYskGrYOnTogKtXr2L8+PGIjo7GP//8g6VLl8LNzQ3Ax1rABg0aSPcPCgrC0aNHcf78eRQqVAgA0K9fP6xcuRI7duzQmsTtyZMn6Nq1q8r5uHnzZgQEBGS5/2VMTAzWrl2LrVu3St0UNm7ciNOnT2Pz5s3Sj8/58+ejXr16AD7+4J02bRoCAgKkGslu3brh3LlzmDJlCmJiYrB8+XL8999/0nNdsmRJXLp0CevXr0ejRo2wbt06uLi4YMmSJQA+1szeu3cPv/zyixSbg4ODSjI3evRonDhxAn///bdK4ubo6Ah3d3coFAq4uLjAx8cH7u7uKudGmzZtpD5uwMcfYR4eHukmbgEBAVi9ejWWLVuWpedSI4lbcnLyxwfXy9rDp+wvtw81+ujTvokKhQJKpVJlmxACfn5++Oabb7L9OE2aNEGlSpWk63Z2dtkua9myZRg8eLD0QVOmTBmEhoZi06ZNUsKlrn1sbW1RqlQplccvWbIkzpw5Iz1Pv/32m/RBnyJ1p9YePXqgZcuW0vWpU6eiefPmaN68eZrno2DBgtDV1U1Ts/PmzRupBuhzMWXFo0ePMGjQIJVtDx8+TDeBTKl9q127NkqUKIHOnTsD+PjL+ptvvkGjRo1w8OBB7N27F/Hx8WjatClGjRqVpXg+JzPPS27uIwe7du2CQqHAvn378PTpU/Tp0wfAx+MICwvDjBkzMHPmTGn/pKQkqWasc+fOGDRoEFq1aoUGDRqgcePGqF+/PgDg/v37iI2NTdMP8sOHDwgKCspynCVKlMDatWuRkJCAs2fP4sSJE1ItWYoTJ05g27ZtCAoKQmxsLJKSktL0n3NwcFDZZmdnp1JLnZiYqPIZZG5urlJRcf/+fQghVJrNUr7Xnj59muXjyinv3r2DEEJqJUipPHn9+nWWE7eAgAAkJiZKSRnw8TuhVq1a8PX1lRK31M9boUKFYGJiotKMXKhQIdy4cQMA8ODBA3z48CHN90VCQoKU/Pr5+aVpkahVq5bK9eTkZCxcuBB79uxBSEgI4uPjER8fD1NTU5X96tSpo1Jp5ObmhmXLlklzz34af0q8r169SvN8hIaGolWrVujevbvUvzWzNJK4pRxgUlJSlu6Xsj9r2/Ku4OBgREVFoVy5ctkuw9TUNM0bLrs+fPiQpg+mrq6uyo8Hde1TpUoVPHv2TGWfZ8+ewd7eHqVKlYKBgQFevHjx2WZRS0tLWFpaStcNDQ1hZWWV7oesvr4+ypUrh6tXr6rUUF29ehVNmjT5YkyZFRUVhdDQ0DS/OB8+fIjvvvsuw/u1aNECv/32Gzp37ozExETcunULs2fPRkBAAC5evIgdO3ZAoVBgzJgx8Pb2lpqQv1Zmnpfc3EcOHB0dYWZmhp9++gl9+/bFmjVrMG7cOOkHx7x581C5cmWV+6S8H8qXL4+zZ8/iwoULuHLlCsaNG4e6deti1apVUCqVsLW1xfbt29M8ZnZGX+rr66N48eIAPrYABAYGYs6cOVJtjLe3NyZMmIDRo0ejfv36MDc3x9GjR1UG5wDpVzqkvJdT/n76PZX6vZ6SDO3fv1/6PoyNjUWnTp2+qrZZ3VK+c5OTk2Fubo7w8PBsl/W55yX1ttQ/8BUKxWd/8Kf8PXr0qEpNLQCpq016LXSfVv4sW7YM7u7uWLFiBSpWrAhTU1OMGzcOCQkJmTq2Z8+ewdnZGfb29pmqoAgNDUWTJk3g5uYmjXTOCo0kbvr6+jA2NkZ4eHiWakPCw8NhbGyMihUrMnmTAVNTU1hbW6NChQoq/6ewsLBAgQIFVLY9ePAAQNpmVX19fanz8cGDBzFt2jQ8fPgwS/FER0er9KVQKpVISkpSSWzWrFmDgwcP4uzZswCATp06YcuWLahTpw7Kly8PLy8v/PXXXxg0aJAUt7r2mTt3LurWrYtDhw6hR48euHHjBg4cOIANGzagdu3amDRpEpYtW4YiRYqgfv36iIyMxJUrV2BmZob+/ftn+BoULVo0wz4pM2bMQN++fdGiRQvpQ+Tly5eYOXMmihcv/tmYMtvP5cKFC9DV1UWXLl2kgUWBgYGIjIxEx44d4eTkBDMzMxgbG6NChQrS/7169cKsWbNQtGhRXL16FU2bNkXVqlVx6dIlPHjwQDrm6OhoAP/rqJ+Z8+NL58KXnpfMPHfq3EdORo0ahaFDh+Lbb79FoUKFUKhQIQQHB3+2ad3MzAxt2rRBmzZt0LJlSwwZMgTv3r1D+fLl8fr1a+jq6qJo0aLp3ldfXz/NF2NmjRgxAi1btsSAAQNQvnx53L59G0WKFJH64gIfv2SzwtHREfr6+rh79670Ayc6OhqBgYHSjy5XV1ckJyfjzZs3qFGjhrQPgDQ16ppUuHBhGBgYICEhAVFRUQAAIyMj2NjYZLksZ2dnGBgY4NKlS9IPtpQfZOPGjctWfOXKlYOhoSGCgoLQqFGjdPcpW7Ysjh07prIt9Wh+ALh48SI6duwo1RQrlUo8fvw4TZeda9eupbleunRpKfn+HA8PD7i7u+PatWsIDw+HpaUlvvnmm2xNzquRxC2lH0NAQADi4+MzNUAhPj4er1+/RqlSpZi05WFeXl4APlZJp1anTh1cvXoVwMfOnH5+flku+9atWyq1GBMmTAAA9O/fH1u3bgUAvH79GgEBAdI+q1evxsyZMzFixAi8evUKRYoUwbBhwzBr1iy171OzZk0p6fj5559RokQJrFixQhp9N2/ePNjZ2WHBggV48uQJChQogGrVqmH69OlZfi5S9OzZExEREfj5558RFhaGChUq4NixY1LC8KWYAGDr1q0YOHBghl0Y7ty5g7Jly6qMBvfy8kKBAgW+OIigQ4cOOHToEDw8PNCjRw8A/+uwnvq5Sy0z58eXzoUvPS/Al587de4jJ7Vr14azszPWr1+PWbNmYfTo0Zg/fz7MzMzQsGFDJCQk4N69e4iMjMTAgQOxdetW2NraomzZstDR0cGJEydga2sLCwsL1K1bF1WqVMHIkSMxceJElChRAq9evcL58+fRvHlzVKxYEQ4ODnj+/Dl8fX1RqFAhmJmZZXpOLEdHRzRr1gyrVq3C+vXrUaxYMYSFheHo0aOoWLEiPDw8stwtwMzMDJ06dcLixYthaWkJa2trrF69GgqFQvruKlGiBNq3b4/Jkydj6tSpcHV1lRLEU6dOfdUUP+pUrFgxPH78GK9fv5a22djYZGt+QVNTU/zwww+YNGmS9ANp8eLFiI2NxeDBg3Hnzp0sl2lubo6JEydi/PjxUCqV6f6gHTZsGJYvX44pU6Zg8ODB8Pb2lj7vU14PZ2dn7N+/H1euXEHBggWxfPlyvHjxIk3iFhwcjAkTJmDYsGG4fft2lvqnXblyBSVKlICnpydq166N1q1bY8CAARBCoEWLFlmbS1DtU/pmUkJCgrhw4YK4c+dOmtnjP5WcnCzu3LkjLly4IBISEnIpQiLKjNmzZ4tGjRp9VRlPnz4V1atXT/P/tWvXRMuWLUWJEiVEfHy8EEIIHx8fUa5cOfHmzRshxMfZ3l+/fv1Vj0/Z89133wkAwtPTU/j5+UmXpUuXCn19feHh4SFdd3V1Ffr6+sLS0lLUrFlTrFmzRvj5+Yl58+YJV1dXYWJiIszMzISbm5s4ePCgVJanp6fo27evsLOzE/r6+sLe3l60b99eKtvHx0e0bNlSWFhYCABiwYIFKrGkXEaNGiXKli2bZvuuXbsEALF3717h5+cnBg8eLAoUKCBMTExEmzZtxLRp04S5uflny5k2bZpwcHBQibldu3bC2NhY2NraimnTpolKlSqJ77//Xtrn3r17YuTIkcLBwUHo6+sLa2trAUBcuXJFY6/n+/fvBQDx/v37HCn/3bt3olKlSkKhUAgAwtzcXGzdulUIIYS7u7sAIPbt2yeqVKkijIyMRNmyZYW5ubk4duyY9H+FChVExYoVpTKTk5NFhw4dhL6+vgAgdHV1ReXKlcX58+elfaZPny7dXqBAAdGvXz8BQISFhQkhhHj8+LFwcHCQ4rK1tRUNGjQQHTt2lMpo2LChqFOnjnSeKRQK0bBhQ6FUKsXTp0+l+zk7OwtjY2NRoUIFAUBUrFhRzJ49WwghxJYtWzJcYSErFEJorqf/l1ZOACCtnPD27VuunECkhdzc3LBy5co0HX6zImXI/q1bt1T+Bz5OHdOoUSP8+eef0v5//vknli1bBqVSCXNzc+zevVvrVxnIiyIjI2FpaQlPT88vToCbn8XGxqJhw4aYMmUKunfvnu4+0dHRqF69Ot6/f6+xyW9TXs/UMQQFBamlxg0Axo4di3379mHTpk3SdCCHDh2Cv78/7t69iyZNmqBOnTpYunSpNB2Ig4MDDA0NsXDhQmk6kEmTJknTgcyYMQMHDhzAihUrpOlAhg8fjpMnT0rTgZQpU0ZlOpBhw4YhMjJSmsctJCQEu3btQvPmzaXpQMaPH4/Lly9LA2OmTJmCjRs3wt3dHfXr10dYWBgePnyIIUOG4NmzZyhRogTKli2LpUuXonTp0pg8eTL+/fdfREREZJi31K9fXzrerNBo4gZ8TN7u378PpVIJGxsb2NraQk9PD0lJSdLoFR0dHZQvX55JGxGRFnn//j0KFCiA8+fPM3FL5eHDh3j27BnKly+P6OhobNy4EZ6envjnn39QsGDBdO+TsuTVu3fvVAYY5aZPE7egoCC4uroiNjZW2sfExAS+vr7Zmg6kYMGC2Lp1q0ofNycnJ4wbNw41a9ZEkyZNcObMGWmgzsKFC9NMBzJ8+HA8e/YMJ06cQExMDGxsbFSmAwGAIUOGIDY2Fjt37sTUqVOxfft2/PPPP7C2tsbly5cxdOhQxMfHS4lbetq2bQtXV1csXboUUVFRsLW1xZo1a9IdAZqSuG3atAmDBw8GANy4cQO1a9fGzZs3pX6Mqe3btw+9e/fG7du3Ub58+Sw9lxpdqxQArKysUKdOHbx8+RIhISEqo1aMjY1RqlQpFC5cOMtThxARUc5K6bCeUcdwUpV6Wp6MREVFaSxx+9Tr168RGxuLHTt2SJMn9+nTRy3TgaSslNCmTZscnw6kQIEC6NixI968eYNixYqha9eu2Llzp7T/l6YD8fX1RXx8/Bfnh/w0dgDpjsT18PDAgAEDsHHjxiwnbYAWJG7Ax1FBRYsWhYODA5KSkpCUlAQ9PT3o6elxIAIRkZYqUqQIgoODYW5uzs/qrySEQFRUFIoUKaLpUHJEyjyO6Z0nXzsdyNSpU9GrVy+V/VJPB1KnTh1s3rxZuu3ff/9VSdy+NB1IZpfZ/DT21DGmOH/+PNq3b4/ly5ejX79+mSr3U1qRuKVIeZG4iDwRkfbT0dHJcJoOyjptqWlLYWNjAxMTE2maDOBjU2l2pgMxNjaGjo6OynQgwMcR5imjurMqZb7P169fw9nZOd191DEdSOnSpWFsbIyzZ89mebLc1Dw8PNCuXTssWrQozSo4WZH1CUSIiIgozytWrBh8fX3h6ekpXbLTv23AgAG4dOkSlEolevfuDYVCgcuXLwP42DT8119/SatIPH78WOW+iYmJqF69OoyMjFCyZEl4eHhIUw9VrFgRALBy5UooFAoULVoUXl5emDNnDqpVq4ZChQph9erVuHfvHnr27IlHjx5h79696U4Hcvr0aVy5cgW+vr4YNmyYtF4u8HHuuilTpmDy5Mn4888/ERAQgGvXrqnU4n2Jh4cH2rZtizFjxqBr16548eIFXrx4ke6yj1/CxI2IiIhyzMqVK+Hm5oZBgwZh0KBBsLKywty5cwEATk5OWLFiBdatWwcAKsvX+fj4IDY2FmPGjMGDBw+wfv163LlzBy9fvgQA3Lx5EwDw3XffoVSpUnj58iVatmyJU6dOoWnTpjhz5gy8vb3RrVs3/P3336hYsSLWrl2LGTNmAPhfc+rMmTNRrVo1tGzZEo0bN0bhwoXRqVMnlWOYOXMmfvzxR8yaNQuurq7o2bNnuktZZWTr1q2IjY3FggULYG9vL126dOmS9Sc0q/OwEBERUd7z6TxugYGBwsTERGW+MRMTExEYGJjlshs1aiTGjh0rXT937pwAIM6cOSNtO3r0qAAg4uLihBBCNGjQQPz6668q5Wzfvl3Y29tL1wGIgwcPfvHxy5UrJ1avXi2EEGL+/PmiaNGiWT6GrMjJOfFY40ZERERppB5V6unpiR07diA2NlZlXrevlXokZsoSYSk1WZ6envj5559hZmYmXYYOHYqwsDCVKUo+FRMTg8mTJ6NcuXIoUKAADA0N8fDhQ9y9exfbt2/HkiVLMlwmUA60anACERERaRdXV1dUq1YtR8r+3EhMpVKJuXPnptucaGRklGGZkyZNwsmTJ7F06VI4Oztj+fLl2LFjB/744w94eHjgxx9/xLRp09R8JLmHiRsRERFlyNfXV+Vvdty9exfv3r3L0n2qVasGPz+/DEeMAh8Tv+TkZJVtFy9exIABA9C5c2cAH9eKPnjwIAYMGIAVK1ZkNXStw8SNiIiI0lDndCBGRkZ48eIFnj17BjMzszTzm6Vn1qxZaNeuHRwdHdG9e3fo6Ojg7t278PHxwfz58wF8HNxw9uxZ1KtXD4aGhihYsCCcnZ1x4MABtG/fHgqFAjNnzszU48kFEzciIsoWpVKJ0NBQTsCrBiLVBLw6OtrR/TxlOpCvXat0wIABCAsLAwCUKFECALBo0SIAQOXKlfHq1SsUK1YMHTt2VLnfggUL0K5dO5w+fRqLFy+Gvr4+dHR0pPnVgI+T506YMAEbN26Eg4MDnj17Bnd3dwwaNAh169aFjY0NpkyZgsjIyGw9B9qIiRsREWVLaGgoHB0dNR1GnhIcHJznJjVeuXIlHj16hAoVKuDnn38GABQsWBAxMTFo164dbGxscOXKFXz//ffYs2cPnJycpPsWL14cBw8elK536tRJZX3R9u3bo3379iqP5+TkhP/++09l28iRI9V/YBrCxI2IiLLF3NwcANIsMj979mwcOXIEAKCrqwsbGxvUr18fo0aNgoWFRabKDg0NRfv27bFz5064uLioP/gsPM73338PT0/PNNuvX7+OqKgoGBkZScsiVa9eHUuXLkWTJk2yFEfKIvMpz6k2UNci85aWljAwMICJiQkKFy4sbU+Zyw34WBN35coV7N27Fz169FDPAeRRTNyIiChbUppHU6ZqSKGvr48GDRpgwYIFSE5Ohr+/P6ZPn44PHz5g+fLlmSrbxMRE+pu6bHXLzOPo6uqiR48eGDNmjMr2AgUKqNT+pDA2Ns52zNrU5KzORebTs27dOmzatAmBgYGIi4tDQkICqlSp8vWB53Fal7ixzwQR0ZdpY5+o1AwMDGBrawsAKFy4MNq0aaPS5AUA+/fvx6ZNm/D8+XM4ODigb9++6N27d4Zl3rhxA4sXL8bDhw9RoEABdOrUCePGjYOe3sevsgsXLmDt2rV4/PgxdHV1UaVKFcyYMUMlybh79y5mzZqFgIAAlC5dGj/88EOmjsfIyEg6ntSaNm2Kfv36YcCAAene7+XLl1iwYAEuX74MHR0dVKtWDTNmzMhzzaFf4u3tjffv30vX9+7di/Hjx2PZsmVwc3ODubk5lixZguvXr0v76OjoSMtbpUhMTMy1mLWV1iVu7DNBRJR5cugTFRwcjIsXL0oJFvDxi3vVqlXSEkK+vr6YOXMmTExMpGkcUnv58iW+//57dO7cGYsWLcLTp0/x008/wdDQEKNHjwYAxMXFYeDAgShTpgzi4uKwcuVKjBw5Ev/++y90dHQQGxuLYcOGoU6dOliyZAmeP3+OX375JceOOy4uDv369UP16tWxY8cO6Onp4ffff8eQIUNw6NAhGBgY5Nhjq4M6R5V+moRdvHgRdevWxYgRI6RtAQEBKvextbWVBjUAQHJyMu7du6fSDB0XF4ciRYpAoVAgJCREarLOy7QucUtp3w8ODs50XwgiovwmMjISjo6OWtUnKjUPDw9UrVoVycnJiI+PBwCVSU9///13TJ06FS1atAAAODo6wt/fH3v27Ek3cdu5cycKFy6MWbNmQaFQSGtTLl26FCNHjoSOjg5atmypcp9ff/0Vbm5u8Pf3R5kyZXD48GEolUr8+uuvMDY2RunSpfHixQvMmTPni8eza9cu7Nu3T7res2dPTJ069bP3OXr0KBQKBX755RepBWnBggWoWbMmbty4gfr163/xcTVJXaNKgbTTgTg7O+PPP//EyZMnUaJECWzfvh03b96URp0CH2szJ0yYgKNHj6JUqVJwd3dPMxfc/v37UaFCBQghcODAgc/W2OYVWpe4pZzcFhYWTNyIiL5AW7uU1K5dG3PmzEFcXBz27duHp0+fSjU3b968QVhYGGbMmIGZM2dK90lKSsowEQ0ICEDVqlVVjrd69eqIjY3FixcvUKRIEQQFBWHlypXw9vbG27dvpRqesLAwlClTBgEBAXBxcVGplalatWqmjqd9+/YYPny4dD0zCfP9+/cRFBSUZtWB+Ph4BAUFZepxNa1YsWJq6c/m6OiIoKAglCtXDnFxcejYsSM+fPiAVq1aQU9PD927d8eIESNw/PhxAMDGjRsxf/58JCQkoHPnzjA0NERSUlKa5Hzz5s3o06cPhBDYvHkzEzciyvsiIiKkpo/27dvj8OHDAIA2bdrg6NGjmgyNZMzY2BjFixcHAPz000/o27cv1qxZg3HjxkmToc6bNw+VK1dWuV9G/fU+7euUeltKMjd8+HDY29tj/vz5sLOzg1KpRLt27aR+UemVkVlmZmbS8WSWUqlE+fLlsXTp0jS3WVlZZTuW3BQUFKSWGjdjY2P07NkTK1asQMeOHfHo0SOcOXMGFhYWmDJlCm7evIlt27ZJ/QGHDx+ORYsWoUOHDjhz5gxmzpwJXV1d/PPPP1KZAQEBuHr1Kg4cOAAhBMaNG4cnT56gZMmS6jh0raV9PVqJKNcsX75cpb9KStIGAMeOHYNCoZAuRF9j1KhR+OOPP/Dy5UvY2NigUKFCCA4ORvHixVUuGfVxdnZ2hpeXl0rydfv2bZiamqJQoUJ4+/YtAgIC8MMPP8DNzQ2lSpVS6QyfUoafnx8+fPggbfP29s6R4wWA8uXLIzAwENbW1mmOU1ubuFNLmQ6kevXq0sXV1fWragsfP36MQ4cOYdOmTWjQoAEqV66Mv/76CyEhIVJStnr1arRu3RoTJ05EmTJlMGLECLRu3TpNWX/88Qdat26NggULwsrKCq1atcIff/yR7djkgokbUT4VERGBH3/8MdP7pyRwnzZVEGVG7dq14ezsjPXr1wMARo8ejQ0bNmDbtm14+vQp/Pz8sH//fmzZsiXd+3/33Xd48eIF5s2bh4CAAJw5cwarV6/GwIEDoaOjA0tLSxQoUAB79uxBYGAgrl69ioULF6qU0a5dOygUCsyYMQP+/v44f/58jn7Rt2/fHgULFsQPP/yAW7duITg4GDdu3MD8+fPx4sWLHHtcdUk9HYinpyd27NiB2NhYlRq4rPL19YWenh5q164tbbO2toaLi4u0Fqqfnx9q1aqlcr9PrycnJ2Pbtm0qAyf69OmDbdu2pVm7NK9h4kaUT306Miz1MPzLly9neL9Tp06hZs2aORYX5V0DBw7E3r17ERYWhu7du2P+/Pk4ePAg2rdvj759++LgwYMZjpAtVKgQNmzYgLt376Jjx46YM2cOunXrJk3noaOjA3d3d9y/fx/t2rXDggULMHnyZJUyTE1NsW7dOvj7+6NTp05wd3fHxIkTc+x4jY2NsWPHDhQpUgSjRo1CmzZtMH36dMTHx+fo3HTaLKPmaiGEVLOf+v+M7nfy5EmEhISgZ8+e0NPTg56eHnr16oXnz5/j1KlTORO8llCIr2n0zwGRkZGwtLTE+/fvOTiBKIc4OTkhMDAQADB48GBs2rTps/un11Q6adIkLF68OEfioy/Ths/KlBg8PT3zbSKiLtHR0ahevbpWvJ4pMahr5QQAaNy4MapUqYKRI0eiTJkyuHz5MurWrQvgY+2/o6Mj/vzzT3Tr1g29evVCTEyMSteNvn374vDhw9Ko0q5du8LAwAAzZsxQeZyFCxfiw4cPKiOANSEn358cnECUzzx8+FBK2oCPo7e+JOX33a1bt6TatiVLlmDJkiVo1aqVNBKM8peU8yI6OlrDkchfynOoTXUp6pwOJEXp0qXRsWNHDB06FOvXr4e5uTmmTp0KBwcHaZH50aNHo2HDhli+fDnat2+P//77D8ePH5d+QIaHh+Pw4cM4dOgQKlSooFJ+//790bZtW4SHh6c7YXJewBo3onwmde3ZhQsX0KBBgyzd//3792mW+WnRogVOnjypjvAok7Ths/L58+ecMF3NNDmhcnrnlLpGlRYoUABOTk5o0aIFNm7ciA8fPkAIAR0dHTRs2BClS5fGv//+i5cvX8La2hqurq7w8/PDmzdv0LJlS9SoUQNr1qxBWFgYli1bhvnz5+PVq1fQ19dXeZykpCQUKlQIM2bMwIQJE77uCfkKrHEjIrUIDw+X/jcwMMhy0gZ8XDD6w4cPMDIykradOnUKCoUCCQkJaT5IKe8qUqQIgoODuUShGqRewkxbqLOptEqVKvDy8oKpqSlu3LiBq1evYsCAATh58iTev3+PwYMHY/fu3ShfvjxevHiBO3fuYOjQodL9hw4dCmdnZwDAjz/+mOHAKj09PURERGTjaOWDiRtRPmJnZyf97+/vn+1yDA0NIYTA69evVZojDAwMtKqph3KWjo6O1i+3JSeWlpaaDkGFuheZr1SpEmbPng3gY5PpmjVrcPbsWdjZ2aFw4cJo3rw59PX1UaxYMVy4cAF37tyBqakpjh8/jm3btuH3339X9yHKEkeVEuUTnw6RV0cTl42NDYKDg1W2NWrU6KvLJSLt4erqimrVqsHV1fWryqlUqZLKdXt7e7x69Qrdu3dHXFwcSpYsiaFDh+LgwYO4du0avvnmG1SsWBHr1q1DixYtsGbNmkw/1rNnz6BQKHJ0nr5PeXh4QKFQpFmWS92YuBHlE6kX+E7d9PG1ihYtqlLLduHCBTx+/Fht5RORZvn6+uL27dvSPGvZ9Wk3CoVCAaVSCUdHR/j5+eG3336DsbExRowYgdDQUISEhCAuLg73799HjRo1VO47Z84caW5JXV1dODo6YsiQISrdQfIqNpUS5QMpSwylSL1Wo7pcv35dmlSzTJkyePfundY1/RBR5tnY2MDExERlklsTE5M0c0Cqg7GxMTp06IAOHTpg5MiRKFu2LHx8fNKs85pa+fLlcebMGSQnJ8PLywuDBw9GSEhInh/lzho3onxAV1dX+v/Zs2c58hi1atXC5s2bpev9+vXLkcchotyRMh2Ip6endMnOwIQUQggsWrQIzs7OMDQ0xKlTp3D37l1s3boVrVu3hpOTE4yNjVGnTh3o6el9caCGnp4eChcuDAcHB7Rr1w5jxozBqVOnEBcXl2bf5ORkDB48GCVKlICxsTFcXFywcuVKlX0GDBiATp06YenSpbC3t4e1tTVGjhwprXULAPHx8Zg8eTIcHR1haGiI0qVLq3zufap79+6oU6cO3rx5k8VnK2NZTtz279+vtgcnopwXHx+vcj2rC2VnxaBBg6SZ6A8dOoQzZ87k2GMRkbxcvnwZixYtwsyZM/HgwQNUr14dRkZGKFCgAO7du4fw8HAoFAoUKlQI5ubm+PPPP7NUvrGxMZRKJZKSktLcplQqUbRoUezduxcPHjzArFmzMH36dOzdu1dlv3PnziEgIADnzp3Dtm3bsHXrVmzdulW6vV+/fti9ezdWrVoFX19frFu3Lt3Jp1PWyU1ISMDZs2dhZWWVpWP5LJFFBgYGYvny5Z/dR6lUZrVYyfv37wUA8f79+2yXQUT/s2jRIgFAABABAQE5/nhJSUnC2NhYeszk5OQcf8z8iJ+VpG6fnlOBgYHCxMREei8DECYmJiIwMDDLZUdGRgpDQ0OxcePGTO2/ePFiUb16den67NmzReXKlTO87uvrK5ydnUWtWrWEEEI8ffpUABBeXl4ZPsaIESNE165dpev9+/cXxYsXF0lJSdK27t27i549ewohhPDz8xMAxOnTp9Mt79y5cwKAePjwoahYsaIAIMLDwzN1vFmR5T5uhw4dQo8ePfD06VOsXLlSZe6e5ORkbN++HQsXLsTDhw+/MqUkoq8lhMCUKVOk6yVLlszxx9TV1cXx48fRuHFjAB9nMt++fXuOPy7lPqVSidDQUM7jpgYi1TxuOjra0YtJndOB+Pr6Ij4+Hs2aNUv39n379mHFihXw9/dHdHQ0kpKSvjhxrY+PD8zMzJCcnIz4+Hg0btwYGzZsyHD/devWYdOmTQgMDERcXBwSEhJQpUoVlX3Kly+v0rXE3t4ePj4+AABvb2/o6up+ceR88+bNUaVKFfj4+MDAwOCz+2ZHlhO3li1b4sKFC2jXrh2Cg4Oxc+dO6OrqYvPmzVi8eDHev3+P0aNHqz1QIsq6kSNHSv9/Om1HTmrUqBG+++477Ny5Ezt27ICdnR2WLVuWa49PuSM0NJQrJ6iZJldOyEjKdCBf43MDoq5du4ZevXph7ty5aNmyJSwtLbF7926VzwwPDw/4+flJ1//55x+YmJjAy8sLurq6KFKkCAwNDTN8jL1792L8+PFYtmwZ3NzcYG5ujiVLluD69esq+2U08vVLx5Ba27Ztc3St1GyNKq1cuTKuXbuGNm3aoE6dOnj9+jUSExMxbtw4jB49Gubm5uqOk4iy4Pr166hTp47Kttz+MtixYwf27t2LpKQkLF++HHFxcZxAM49J+awPDg7mEoVfKTIyEo6Ojlr5/ZkyDcjXTAdSunRpGBsb4+zZsxgyZIjKbZcvX0bx4sVVFoxPvZ4yANStW1dl6S3g4wTQKaspZKR3794ICgpCcnIyzMzM0KxZM7i4uAAAAgIC8O7dO7Rs2RKenp6IiIiQWgpSREZG4vz58yo1yim1aHv37kX37t3TPObChQuhr6+PNWvW4OHDh6hVq9ZnY8yqbCVu79+/xx9//IGQkBDExsZCoVDg2rVrqFixolqDI6Ksi4+PT5O0JSQk5HocCoUC79+/h6mpKQBg7dq16NKlC5o3b57rsVDOSPkys7CwYOKmJtrU5KzO6UCMjIwwZcoUTJ48GQYGBqhXrx7Cw8Nx//59ODs7IygoCLt370bNmjVx9OhRHDx4UOX+BgYGKnNRZlbPnj3RtWtXbNu2De7u7mjYsCFOnjyJ/fv34+bNm7C0tES9evXQvXt3lSW2UpiZmcHNzQ0HDhwAAIwdOxYnTpxAQkICXF1d4eHhgVevXqFHjx4q9/vll1+wZs0atG/fHufPn0fZsmWzHHtGstyQPm3aNBQvXhxbt27Fr7/+ivDwcHTv3h3NmzfHzZs31RYYEWVPiRIlVK4nJiZqbP1QExMTqX8IAHzzzTf48OGDRmIheWncuDHGjRsHAHBycsKKFSs0Gk9+pO7pQGrWrAlzc3MMGDAAzs7OaNKkCXx9fdGxY0eMHz8eP/zwA8qWLYtJkyYhOjoa0dHRUlPmp02lKebOnQs7OztYWFhg2LBhaX6kdujQAeXLl8e8efPQrVs3vHr1Cg0aNEBERARGjBgBKysrzJo1K8MflDo6OjAwMEDhwoVRuHBhbNu2DYaGhlAoFKhevTqGDh2KmJiYDI+5c+fOaNq0KR49epSt5yxdWR3NULZsWbFt2zaVURdCCPHTTz8JU1NT8c8//3zVaAmOlCLKvpSRVACErq6upsORbN68WWVkWnx8vKZDkj1t+KzMyRgaNWokxo4dK4QQ4tWrVyImJkbtj6FNtPX1DAwMFJ6entIlOyNKU+zbt0/s379fPHr0SHh5eYn27duLihUriuTkZBEVFSVKliwpGjRoIC5evCgeP34s9uzZI65cuSKESDuKtH///sLMzEz07NlT3Lt3Txw5ckTY2tqK6dOnZ/j4jx8/FgCEj49PmtsyMwpVCCFu3bolAIjLly9/dr+cfD2zXO/44MGDdKty582bh+LFi6Nnz55YunQpRo0alc1UkoiyK3VtmzbVbA0aNAi6uroYMGAAAODbb7/Fvn37tKpZiLSXra2tpkPIl4KCguDq6qqyRJ6JiUm2a926du2qcn3z5s2ws7PDgwcPcOXKFYSHh+PmzZvSnGdf6r9mYGCAP/74AyYmJihfvjx+/vlnTJo0CfPmzUszMlcIgQkTJqB+/fqoUKFClmNPHbOrqyvq1q2b7TK+VpabSj/3QTtkyBAcPHgQ06dP/6qgiCjrUk+OXaJEiWz1B8lJ/fv3R8uWLQEABw4cwMaNGzUcEclF6qbSb7/9Fr169VK5PTExETY2NtiyZQuAj1/SixcvRsmSJWFsbIzKlSvn6Ci/vCr1dCCenp7YsWMHYmNj0wwSyKyAgAB89913KFmyJCwsLKQfmkFBQfD29kbVqlWzNFFt5cqVYWJiIl13c3NDdHR0uiPoR40ahbt372LXrl3Zih0A4uLisHPnTgwePDjbZaiD2j/ZS5UqheTkZHUXS0SfIYRAt27dpOtPnjzRYDQZO3HiBNq0aYPjx49j2LBhuHTpUpZnRyd5iY+Px+HDh3H27Fk8euSP6OhYGBoawM7OGnXr1kXXrl2ztJpH79690aNHD0RHR0sz1p88eRIxMTFSjc5PP/2EAwcOYO3atShdujQuXLiAPn36wNbW9otzcFHOad++PRwdHbFx40YUKVIESqUSFSpUwJ9//on//vsPrq6uanmcTyuYRo8ejUOHDuHChQtfNbp+3759iI2N1fhyfmpP3BITE7WqiYYoP0g9inTChAkajOTLjhw5AmdnZzx9+hTbt2/H69evcezYMU2HRTng4wjnevD29oSeXlkkJVUA4AAgATo6oTh4cAamT/8Jhw//i2+++SZTZbZs2RKmpqY4ePAg+vbtCwDYuXMn2rdvDwsLC8TExGD58uX477//4ObmBuDjxNOXLl3C+vXrmbhlgTpHlUZERMDX1xfr169HgwYNAACXLl0CAHTs2BENGjTA9OnT8ebNm0zXut25cwdxcXHS/GrXrl2DmZmZlJwJITB69GgcPHgQHh4eaQZuZdXmzZvRoUMHjTfda1dbChFl2ZYtW3Djxg0AQIsWLbR+olsdHR3cv39fauI4fvw4BgwYoLIeIOUNkZGR8Pb2BOCApKRJACoAMAWQAKUyFMC/iI/fiOvXr2c6cdPX10f37t3x119/oW/fvoiJicG///6LnTt3AvjYD/vDhw9pyktISEDVqlXVeXh5Xsqo0tRNozY2Ntnq31awYEFYW1tjw4YNsLe3R1BQEKZOnQrg48S2Q4cOxapVq9CpUycsWLAA9vb28PLyQpEiRaQE/FMJCQkYPHgwfvrpJwQGBmL27NkYNWqU1L9t5MiR2LlzJ/7991+Ym5vjxYsXAABLS0sp2Xvz5g2CgoIQGhoKANLI1ZRRpCn8/f1x4cIFrfiRmeXEbfjw4ahevTqqVq2KSpUq5chyDkSUOV5eXhg0aJB0/d9//9VgNJlnbGyM2NhYKXnbtm0bHj16hMuXL3PAQh5ia2uL48ePY/r0WfD2HgIhhMrtNjaFMWjQZEyaNClL5fbu3RuNGjXCq1evcPr0aRgZGaF169YAIM1yf/ToUTg4OKjc73Mz61P6ihUrlu3pP1KEh4ejYsWK6NChA65du4YKFSrA0dERz549AwDs3r0bc+bMwalTp/Djjz+iTZs2SEpKQrly5fDbb79lWG6zZs1QunRpNGzYEPHx8ejVqxfmzJkj3b527VoASDOp7pYtW6SBUocOHcLAgQOl21L6T86ePVulrD/++AMODg5o0aJF9p8INVGIT99JX1C3bl34+PggJiYG+vr6KFeuHKpVq4bq1aujWrVq0NHRgZubW7b7uUVGRsLS0hLv37/nhI5EnxESEqLSX2P37t3o2bOnBiPKuqSkpDRzzD179ixLfZ7yK234rMxKDO/evcOzZ88QGxsLAwMDWFtbw8nJKcNEvXHjxqhSpQpWrFgBJycnjBs3TprXTQiBkiVLYsKECTh+/DiKFSuGdevWAQCioqJga2uLjRs3Sk2pOW3OnDn4559/4O3tne0ytPX1DAoKUkuN27Fjx9CpUydcuXIFZcuWRdWqVdG2bVusWLFCLc+ftsnJ1zPLNW5XrlyBEAIPHz7E7du3pcuBAwfw/v17ANo18zNRXhQTE6OStP3222+yS9oAQE9PDwkJCSo1987Ozjh69KhW/LIl9SlQoECaBb2zS6FQ4LvvvsO6devw6NEjnDt3TrrN3NwcEydOxPjx46FUKlG/fn1ERkbiypUrMDMzQ//+/eHh4YEmTZrg7du3KFCgwFfHM3HixDy5Rrc6pwNp06YNhg4dit69e6NmzZowMjLCwoUL1R1yvpCtPm4KhQKurq5wdXVF7969pe0BAQHw9PTMU1kzkbZJTk5W6WR79uxZNG3aVIMRfR19fX0IIbBkyRJMnjwZSUlJaNmyJYoXLw4/Pz82b1G6evfujV9//RXFixdHvXr1VG6bN28e7OzssGDBAjx58gQFChRAtWrV1D5VlRBCWgMzZYRrdiUmJqopKvVJPR2Iq6srfH190adPH7x+/TpbtW5Lly5FhQoVsHfvXty6dQtGRkY5EHXel+V53D6nVKlS6NGjB3799Vd1FktE/0+pVKJRo0YIDw8H8PGXvpyTttQmTZqEqKgoab3AwMBAGBkZcbqQfCwpKQmjRo3Cu3fvMG/ePPz0009SPzl7e3v07dtXWg+3devWePz4MYCPlQsdO3ZE6dKlYWpqipiYGAQHByM6OhrPnj1DkyZNAHzsMK9QKKT+Tl+a/83DwwMKhQInT55EjRo1YGhoiIsXL2LOnDkqtYlKpRI///wzihYtCkNDQ1SpUgUnTpyQbn/27BkUCgX27t2Lxo0bw8jICHv27MnhZ1Pznjx5gtDQUCiVyjSLyH+N+/fvo2vXrlLT+5eWR1uwYAEUCoXU9J5izpw5KFu2LExNTVGwYEE0b95cWnJLm6g1cSOinKNUKjF8+HBcvnwZwMdfr0uWLNFwVOplZmaGDRs2SBOpAh8n7u3evbvUkZnkSwiBhIQEaQDBl2zbtg16enq4fv06Vq1aBXd3d2zatAkAMGDAANy6dQuHDh3C1atXIYRAmzZtpJqrkSNHIj4+HhcuXICPjw8WLVoEMzMzODo6SpNV+/n5ISwsDCtXrgTwcf63LVu2YO3atbh//z7Gjx+PPn364Pz58ypxTZ48GQsWLICvry8qVaqUJu6VK1di2bJlWLp0Ke7evYuWLVuiQ4cOUmKZYsqUKRgzZgx8fX3RrFmzrD2ZuSD1dCDVq1dHnz59sj0dSEJCAnr37o2ePXti/vz5GDx4MF6+fKmWOGNjY1GyZEksXLhQZSRoem7evIkNGzak+7qVKVMGa9asgY+PDy5dugQnJye0aNFC+qGsNdS+iNZX0ob12oi00axZswQAoVAoxMaNGzUdTo579+6d6Nevn7S+qYGBgRg5cqR4/vy5pkPTCtrwWZmZGAICAsSIESOEi4uL0NXVlV5PKysr0a5dO7F3795079eoUSPh6uoqlEqltG3KlCnC1dVVPHr0KM16ka9fvxbGxsZSeRUrVhRz5sxJt+xz584JAOLt27fStujoaGFkZCStjZli8ODB4ttvv1W536drcn+6jmaRIkXEL7/8orJPzZo1xYgRI4QQ/1sXc8WKFdLt2vp6qmut0okTJwo7OztRp04dYWlpKfT09ISdnZ3w9/cXs2fPFhUrVhQjR44UhQsXFoaGhqJ48eLi119/FUIIsWXLFpW1jlMus2fPTvM4xYsXF+7u7unGEBUVJUqXLi1Onz6tshbul56PM2fOZPl4c/L1ZI0bkZZLTEzEokWL8PPPPwMAVq9ejSFDhmg4qpxnaWmJbdu2wdvbG82aNUNCQgJ+++03FC1aFCNHjsTTp081HSJ9wfv371GtWjX89ddfaNq0KVatWoWtW7diw4YNGDNmDN69e4cePXpg/fr16d6/Tp06KoPd3Nzc8PjxYzx48AB6enqoXbu2dJu1tTVcXFzg6+sLABgzZgzmz5+PevXqYfbs2bh79+5nY009/1tKnzUzMzP8+eefCAgIUNm3Ro0aGZYTGRmJ0NDQNP3u6tWrJ8WWmXLyEg8PD6xYsQKjR4/GpEmTcPPmTRw6dAhv3rxBw4YNIYTA69evcejQIezduxd+fn7YsWMHnJycAAA9e/ZEWFiYdNm1axf09PTSPMdfMnLkSLRt2xbNmzf/4r4JCQnYsGEDLC0tUbly5ewcdo7R2gl4L168iFatWkFXV1fToRBpjKenJwYMGIB79+4B+DiP4siRIzUcVe6qXLkyzpw5g3PnzmHWrFm4dOkSfv/9d6xduxbffPMN+vXrJ82aT9pFR0cH+vr6iIuLQ1RUFKKioqBUKpGQkICoqCjExMQAUN/8akIIKdEbMmQIWrZsiaNHj+LUqVNYsGABli1bluHoz6zM/2ZqavrFWD6dXSF1bFkpR5PUNaq0cePGaQZflC5dGqGhobCzs0P37t3x9u1b3L9/H/Xr14dCoVCZEsjY2FiaMDcgIACjRo3Cr7/+mulJm4GP0yXdvn0bN2/e/Ox+R44cQa9evRAbGwt7e3ucPn06W03DOUlra9zatWsHJycnHDhwQNOhEOW6GzduoGvXrqhRo4aUtK1evfqzk1HmdU2aNMGFCxfw77//okWLFhBC4NSpU+jTpw9sbGzQtGlTzJ8/H+fPn5cSAtIsc3NzeHt7Y+TIkfD19cXChQvx448/Yvbs2di3bx9cXFxw7NgxaXDAp65du5bmeunSpVGuXDkkJSWpdByPiIjAo0ePVNa7dHR0xPDhw3HgwAH8+OOP2LhxIwBI08+knm+0XLlyMDQ0RFBQEJydnVUujo6OmT5mCwsLFClSRFrOKcWVK1fUthZnbsnNReYHDBgAb29vuLi4YMyYMTh16lSa+79//x7t2rVD69atszRpc3BwMMaOHYsdO3Z8cSRrkyZN4O3tjStXrqBVq1bo0aMHXr16lbUDzWlqb3z9Sintwvj/vjwKhULs379f02ER5SilUikePXokVq1aJerUqaPSj6Nnz54iNDRU0yFqHX9/fzFr1izh4uKSpu+Ljo6OKFeunOjZs6eYPXu22LFjh7h69ap48eKFSE5O1nToaqGtfaLUpVGjRsLMzEyMHz9ePHz4UOzcuVOYmpqKdevWCSGE6NixoyhXrpy4ePGi8Pb2Fq1atRLOzs4iISFBCCHE2LFjxYkTJ8STJ0+Ep6enqFWrlujRo4cQQojnz58LhUIhtm7dKl69eiWioqKEEELMmDFDWFtbi61btwp/f39x+/ZtsWbNGrF161YhRPp944RI28fN3d1dWFhYiN27d4uHDx+KKVOmCH19ffHo0SMhxP/6uHl5eeXKc5lZn8bg6ekpAAhPT890r2eVq6uraNGihThz5ox48OCBuHfvngAgDh48KD3+7t27xZAhQ4SlpaXo2rWrdN+kpCTRsmVLUatWLREXF5fhY6TXx+3gwYMCgNDV1ZUuKTmGrq6uSEpKyrA8Z2dnqa9dVuTk66m1TaXA/6qWR48ejdq1a0vrj6W3X1a2Z+c+uVGW3OJVZ1n5IV6lUom4uDi8ffsWb968QVhYGIKDg+Hv74/79+9L6+gBHyem/fbbbzFmzJh80w8mq0qVKoW5c+di7ty5ePToEU6fPo0LFy7g4sWLCAsLw4MHD/DgwYM09zMwMEChQoVQqFAh2NjYoGDBgihYsCAsLCxgamoqXYyMjGBoaAhDQ0MYGRnBwMAAenp60NPTg66ursr/urq6UCgUUlNY6r9f2pad+wAfVwjI6/r164e4uDjUqlULurq6GD16NL7//nsAH5ctGjt2LNq1a4eEhAQ0bNgQx44dk1biSE5OxsiRI/H8+XNYWFigVatWcHd3BwA4ODhg7ty5mDp1KgYOHIh+/fph69atapv/bcyYMYiMjMSPP/6IV69eoVy5cjh06BBKly6t3icol6T0zfu0j15WfG6R+RQWFhbo2bMnevbsiW7duqFVq1bSovPjx4+Hj48Pbt68meX535o1awYfHx+VbQMHDkTZsmUxZcqUz3bJEkIgPj4+S4+X49SeCn6l1DVuvPCSny76+vqicePGwt3dnTVsXykkJEQcOXJELFq0SAwePFg0bNhQODo6CoVCofHXWd0XbaqhUafMjPrLS7Sxxi0wMFCYmJionG8mJibZGlmanJwsrK2tRZ8+fcTjx4/F2bNnRc2aNQXwscZt+fLlYteuXcLX11f4+fmJwYMHi8KFC4vk5GTxxx9/CF1dXXHo0CERFhYmXVJqSuPj44WXl5fw8vIS9vb2YuLEicLLy0s8fvw4w3g+Pb+io6PFtGnTxNWrV8WzZ8+Ep6enGDx4sDA0NBT37t3L8vHm2xq31FJ+cX5uOa2MbuN9eJ/s3ked5SkUChgbG8PKygpWVlawtbWFo6MjSpQogbJly6Jy5crSouv0dYoUKYIiRYqgbdu2KtsTEhIQFhaGly9f4tWrV3j9+jXevn2Lt2/fIjIyEjExMdLlw4cPiI+Ply4JCQlITk5GUlISkpKS0vwv/r+mVQiRqf+zsu+n9/v0f6KcUKxYMfj6+qplrVIdHR3s3r0bY8aMQYUKFeDi4oJVq1ZJC8CbmZlh0aJFePz4MXR1dVGzZk0cO3YMOjo6OH/+PJKTk9GhQweVMlMWgg8NDUXVqlWl7UuXLsXSpUvRqFEjeHh4ZCo+XV1dPHz4ENu2bcPr169hbW2NmjVr4uLFiyhfvnyWjzcnZXmR+ZyWsjDrp86dOye9wERE+Z22LkquLqkXmc8P8vrrmd9o1SLzuU2hUKBo0aJSmzgREeV9ma0pIcpvtC5x+7QCUAiBX3/9lcP7iYhSiYyMBKDZJtOUx06JhbKPr2fekpOvp9YlbumNlOrbt68GIiEi0n5RUVHpdi/JrccGkKV5zujz+HrmLTnxempdHzelUonQ0FCYm5t/tvO3HEVGRsLR0RHBwcF5rv9AXj42IG8fH49NnoQQiIqKQpEiRTKcKimn5eXP69zG1zNvycnXU+tq3HR0dFC0aFFNh5GjLCws8tyXSIq8fGxA3j4+Hpv8aKpmJkV++LzOTXw985acej21dskrIiIiIlLFxI2IiIhIJpi45SJDQ0PMnj0bhoaGmg5F7fLysQF5+/h4bERE8qF1gxOIiIiIKH2scSMiIiKSCSZuRERERDLBxI2IiIhIJpi4EREREckEE7dc8ssvv6Bu3bowMTFBgQIF0t0nKCgI7du3h6mpKWxsbDBmzBgkJCTkbqBZ9OzZMwwePBglSpSAsbExSpUqhdmzZ6eJW47HBgAdOnRAsWLFYGRkBHt7e/Tt2xehoaEq+8j12FKLj49HlSpVoFAo4O3trXKbXI/PyckJCoVC5TJ16lSVfeR6bESUf2ndygl5VUJCArp37w43Nzds3rw5ze3Jyclo27YtbG1tcenSJURERKB///4QQmD16tUaiDhzHj58CKVSifXr18PZ2Rn37t3D0KFDERMTg6VLlwKQ77EBQJMmTTB9+nTY29sjJCQEEydORLdu3XDlyhUA8j621CZPnowiRYrgzp07Ktvlfnw///wzhg4dKl03MzOT/pf7sRFRPiUoV23ZskVYWlqm2X7s2DGho6MjQkJCpG27du0ShoaG4v3797kY4ddbvHixKFGihHQ9Lx3bv//+KxQKhUhISBBC5I1jO3bsmChbtqy4f/++ACC8vLxUbpPr8RUvXly4u7tneLucj42I8i82lWqJq1evokKFCihSpIi0rWXLloiPj4enp6cGI8u69+/fw8rKSrqeV47tzZs3+Ouvv1C3bl3o6+sDkP+xvXz5EkOHDsX27dthYmKS5na5H9+iRYtgbW2NKlWq4JdfflFpBpX7sRFR/sTETUu8ePEChQoVUtlWsGBBGBgY4MWLFxqKKusCAgKwevVqDB8+XNom92ObMmUKTE1NYW1tjaCgIPz777/SbXI+NiEEBgwYgOHDh6NGjRrp7iPn4xs7dix2796Nc+fOYdSoUVixYgVGjBgh3S7nYyOi/IuJ21eYM2dOms7Pn15u3bqV6fIUCkWabUKIdLfntOwcW2hoKFq1aoXu3btjyJAhKrfJ+dgmTZoELy8vnDp1Crq6uujXrx9EqgVHtOnYgMwf3+rVqxEZGYlp06Z9tjxtOr6svHbjx49Ho0aNUKlSJQwZMgTr1q3D5s2bERERIZWnTcdGRJQZHJzwFUaNGoVevXp9dh8nJ6dMlVW4cGFcv35dZdvbt2+RmJiYplYgN2T12EJDQ9GkSRO4ublhw4YNKvvJ/dhsbGxgY2ODMmXKwNXVFY6Ojrh27Rrc3Ny07tiAzB/f/Pnzce3atTTreNaoUQO9e/fGtm3btO74vuY9V6dOHQCAv78/rK2tte7YiIgyRYP96/KlLw1OCA0Nlbbt3r1bFh2lnz9/LkqXLi169eolkpKS0twu52P7VFBQkAAgzp07J4SQ97EFBgYKHx8f6XLy5EkBQOzbt08EBwcLIeR9fJ86fPiwACACAwOFEHnr2Igo/2DilksCAwOFl5eXmDt3rjAzMxNeXl7Cy8tLREVFCSGESEpKEhUqVBDNmjUTt2/fFmfOnBFFixYVo0aN0nDknxcSEiKcnZ1F06ZNxfPnz0VYWJh0SSHXY7t+/bpYvXq18PLyEs+ePRP//fefqF+/vihVqpT48OGDEEK+x5aep0+fphlVKtfju3Llili+fLnw8vIST548EXv27BFFihQRHTp0kPaR67ERUf7GxC2X9O/fXwBIc0mpuRHiY3LXtm1bYWxsLKysrMSoUaOkBEFbbdmyJd3j+rQyV47HdvfuXdGkSRNhZWUlDA0NhZOTkxg+fLh4/vy5yn5yPLb0pJe4CSHP4/P09BS1a9cWlpaWwsjISLi4uIjZs2eLmJgYlf3keGxElL8phEjVy5qIiIiItBZHlRIRERHJBBM3IiIiIplg4kZEREQkE0zciIiIiGSCiRsRERGRTDBxIyIiIpIJJm5EREREMsHEjYiIiEgmmLhRvtW4cWOMGzdO02EQERFlGhM3oixSKpUoW7YspkyZorL95MmTMDAwwN9//62hyIiIKK9j4kaURTo6Opg2bRrWrl2Lt2/fAgDu3LmD7t2749dff0X37t01HCEREeVVTNyI8LHZdMyYMZg8eTKsrKxQuHBhzJkzJ8P9e/fuDRsbG6xatQrPnz9H27Zt0bdvX0ycODH3giYionyHiRvR/9u2bRtMTU1x/fp1LF68GD///DNOnz6d7r56enqYMmUKVq1ahTZt2qBatWpYtWpVLkdMRET5DRM3ov9XqVIlzJ49G6VLl0a/fv1Qo0YNnD17NsP9e/fujdjYWAghsGvXLujq6uZitERElB8xcSP6f5UqVVK5bm9vj1evXmW4/6hRowAAr1+/ZtJGRES5gokb0f/T19dXua5QKKBUKtPdd+bMmTh69CiuXbuGpKQkbN68OTdCJCKifI6JG1EWbdq0CcuWLcPhw4dRuXJljBs3DosXL0ZiYqKmQyMiojyOiRtRFhw/fhwjR47Ejh07UKdOHQDA6NGjERkZie3bt2s4OiIiyuuYuBFlkqenJ7p3747FixejS5cu0nYLCwuMHj0aCxcuRHJysgYjJCKivE4hhBCaDoKIiIiIvow1bkREREQywcSNiIiISCaYuBERERHJBBM3IiIiIplg4kZEREQkE0zciIiIiGSCiRsRERGRTDBxIyIiIpIJJm5EREREMsHEjYiIiEgmmLgRERERyQQTNyIiIiKZ+D85knk2WSm2fQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "nested.gui()" ] }, { "cell_type": "markdown", + "id": "3d2ab37a", "metadata": {}, "source": [ "There are also tools for converting to alternative formats, in case you have\n", @@ -467,18 +1166,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, + "id": "185ee83b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Removed no burn in\n" + ] + } + ], "source": [ "from anesthetic.convert import to_getdist\n", "getdist_samples = to_getdist(nested)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9cabe5af", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -492,9 +1208,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.10.9" } }, "nbformat": 4, - "nbformat_minor": 4 + "nbformat_minor": 5 } diff --git a/demo.py b/demo.py index bc2eb9b3..23442eba 100644 --- a/demo.py +++ b/demo.py @@ -24,22 +24,21 @@ #| Import anesthetic and load the MCMC samples: import matplotlib.pyplot as plt -from anesthetic import MCMCSamples, make_2d_axes +from anesthetic import read_chains, make_2d_axes mcmc_root = 'plikHM_TTTEEE_lowl_lowE_lensing/base_plikHM_TTTEEE_lowl_lowE_lensing' -mcmc = MCMCSamples(root=mcmc_root) +mcmc = read_chains(mcmc_root) #| We have plotting tools for 1D plots ... -fig, axes = mcmc.plot_1d('omegabh2') ; +mcmc.plot_1d('omegabh2') ; #| ... multiple 1D plots ... -fig, axes = mcmc.plot_1d(['omegabh2','omegach2','H0','tau','logA','ns']); -fig.tight_layout() +mcmc.plot_1d(['omegabh2','omegach2','H0','tau','logA','ns']); #| ... triangle plots ... -mcmc.plot_2d(['omegabh2','omegach2','H0'], types={'lower':'kde','diagonal':'kde'}); +mcmc.plot_2d(['omegabh2','omegach2','H0'], kind={'lower':'kde_2d','diagonal':'kde_1d'}); #| ... triangle plots (with the equivalent scatter plot filling up the left hand side) ... @@ -62,21 +61,22 @@ #| * figure size: fig = plt.figure(figsize=(5, 5)) -fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], fig=fig, tex=mcmc.tex) +fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], fig=fig) mcmc.plot_2d(axes); #| * legends: -fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], tex=mcmc.tex) +fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0']) mcmc.plot_2d(axes, label='Posterior'); -axes.iloc[-1, 0].legend(bbox_to_anchor=(len(axes), len(axes)), loc='upper left'); +axes.iloc[0, 0].legend(loc='upper left'); +fig.tight_layout() #| * unfilled contours & modifying individual axes: -fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0'], tex=mcmc.tex) -mcmc.plot_2d(axes.iloc[0:1, :], types=dict(upper='kde', lower='kde', diagonal='kde'), fc=None); -mcmc.plot_2d(axes.iloc[1:2, :], types=dict(upper='kde', lower='kde', diagonal='kde'), fc=None, cmap=plt.cm.Oranges, lw=3); -mcmc.plot_2d(axes.iloc[2:3, :], types=dict(upper='kde', lower='kde', diagonal='kde'), fc='C2', ec='C3', c='C4', lw=2); +fig, axes = make_2d_axes(['omegabh2', 'omegach2', 'H0']) +mcmc.plot_2d(axes.iloc[0:1, :], kind=dict(upper='kde_2d', lower='kde_2d', diagonal='kde_1d'), fc=None); +mcmc.plot_2d(axes.iloc[1:2, :], kind=dict(upper='kde_2d', lower='kde_2d', diagonal='kde_1d'), fc=None, cmap=plt.cm.Oranges, lw=3); +mcmc.plot_2d(axes.iloc[2:3, :], kind=dict(upper='kde_2d', lower='kde_2d', diagonal='kde_1d'), fc='C2', ec='C3', c='C4', lw=2); #| ## Defining new parameters #| @@ -98,20 +98,19 @@ h = mcmc['H0']/100 mcmc['omegab'] = mcmc['omegabh2']/h**2 -mcmc.tex['omegab'] = '$\Omega_b$' +mcmc.set_label('omegab', '$\Omega_b$') mcmc.plot_1d('omegab'); #| ## Nested sampling plotting #| Anethestic really comes to the fore for nested sampling. We can do all of #| the above, and more with the power that NS chains provide -from anesthetic import NestedSamples nested_root = 'plikHM_TTTEEE_lowl_lowE_lensing_NS/NS_plikHM_TTTEEE_lowl_lowE_lensing' -nested = NestedSamples(root=nested_root) +nested = read_chains(nested_root) #| We can infer the evidence, KL divergence and Bayesian model dimensionality: -ns_output = nested.ns_output() +ns_output = nested.stats(1000) #| This is a set of ``MCMCSamples``, with columns yielding the log of the Bayesian evidence #| (logZ), the Kullback-Leibler divergence (D) and the Bayesian model dimensionality (d). @@ -120,37 +119,38 @@ #| The evidence, KL divergence and Bayesian model dimensionality, with their corresponding errors, are: -for x in ns_output: - print('%10s = %9.2f +/- %4.2f' % (x, ns_output[x].mean(), ns_output[x].std())) +for x in ['logZ', 'D_KL', 'd_G', 'logL_P']: + print('%10s = %9.2f +/- %4.2f' % (ns_output.get_label(x), ns_output[x].mean(), ns_output[x].std())) #| Since ``ns_output`` is a set of ``MCMCSamples``, it may be plotted as usual. #| Here we illustrate slightly more fine-grained control of the axes construction #| (demanding three columns) -from anesthetic import make_1d_axes -fig, axes = make_1d_axes(['logZ', 'D', 'd'], ncols=3, tex=ns_output.tex) -ns_output.plot_1d(axes); +from anesthetic import make_1d_axes, MCMCSamples +fig, axes = make_1d_axes(['logZ', 'D_KL', 'd_G', 'logL_P'], ncol=4) +MCMCSamples(ns_output).plot_1d(axes); #| We can also inspect the correlation between these inferences: -ns_output.plot_2d(['logZ','D']); +MCMCSamples(ns_output).plot_2d(['logZ','D_KL']); #| Here is a comparison of the base and NS output h = nested['H0']/100 nested['omegab'] = nested['omegabh2']/h**2 -nested.tex['omegab'] = '$\Omega_b$' +nested.set_label('omegab', '$\Omega_b$') -fig, axes = mcmc.plot_2d(['sigma8','omegab']) +axes = mcmc.plot_2d(['sigma8','omegab']) nested.plot_2d(axes=axes); #| With nested samples, we can plot the prior (or any temperature), by #| passing beta=0. We also introduce here how to create figure legends." prior = nested.set_beta(0) -fig, axes = prior.plot_2d(['ns','tau'], label='prior') +axes = prior.plot_2d(['ns','tau'], label='prior') nested.plot_2d(axes=axes, label='posterior') handles, labels = axes['ns']['tau'].get_legend_handles_labels() +fig = axes.loc['ns','tau'].figure leg = fig.legend(handles, labels) fig.tight_layout() diff --git a/images/animate.py b/images/animate.py index e7bacb95..fc30a50e 100644 --- a/images/animate.py +++ b/images/animate.py @@ -1,7 +1,7 @@ from matplotlib.animation import FuncAnimation -from anesthetic import NestedSamples +from anesthetic import read_chains root = 'plikHM_TTTEEE_lowl_lowE_lensing_NS/NS_plikHM_TTTEEE_lowl_lowE_lensing' -nested = NestedSamples.read(root=root) +nested = read_chains(root) plotter = nested.gui(['omegam', 'H0', 'sigma8']) plotter.param_choice.buttons.set_active(1) diff --git a/tests/test_samples.py b/tests/test_samples.py index 80f9093f..618faa2b 100644 --- a/tests/test_samples.py +++ b/tests/test_samples.py @@ -84,8 +84,8 @@ def test_build_samples(): assert np.all(np.isfinite(ns.logL)) assert np.all(mc.logL == logL) assert np.all(ns.logL == logL) - assert mc.root is None - assert ns.root is None + assert not hasattr(mc, 'root') + assert not hasattr(ns, 'root') def test_different_parameters(): @@ -201,7 +201,7 @@ def test_root_and_label(): assert ns.label == 'pc' ns = NestedSamples() - assert ns.root is None + assert not hasattr(ns, 'root') assert ns.label is None mc = read_chains('./tests/example_data/gd') @@ -209,7 +209,7 @@ def test_root_and_label(): assert mc.label == 'gd' mc = MCMCSamples() - assert mc.root is None + assert not hasattr(mc, 'root') assert mc.label is None @@ -1208,3 +1208,52 @@ def test_constructors(): assert samples.T[0].islabelled() assert isinstance(samples['x0'].to_frame(), WeightedLabelledDataFrame) + + +def test_old_gui(): + with pytest.raises(TypeError): + Samples(root='./tests/example_data/gd') + with pytest.raises(TypeError): + MCMCSamples(root='./tests/example_data/gd') + with pytest.raises(TypeError): + NestedSamples(root='./tests/example_data/pc') + + samples = read_chains('./tests/example_data/pc') + + for kind in ['kde', 'hist']: + with pytest.warns(UserWarning): + samples.plot_2d(['x0', 'x1', 'x2'], kind={'lower': kind}) + with pytest.warns(UserWarning): + samples.plot_1d(['x0', 'x1', 'x2'], kind=kind) + + with pytest.raises(ValueError): + samples.plot_2d(['x0', 'x1', 'x2'], types={'lower': 'kde'}) + + with pytest.raises(ValueError): + samples.plot_1d(['x0', 'x1', 'x2'], plot_type='kde') + + with pytest.raises(NotImplementedError): + samples.tex['x0'] = '$x_0$' + + with pytest.raises(NotImplementedError): + samples.D(1000) + + with pytest.raises(NotImplementedError): + samples.d(1000) + + fig, ax = plt.subplots() + with pytest.raises(ValueError): + samples.plot(ax, 'x0') + with pytest.raises(ValueError): + samples.plot(ax, 'x0', 'y0') + + with pytest.raises(NotImplementedError): + make_2d_axes(['x0', 'y0'], tex={'x0': '$x_0$', 'y0': '$y_0$'}) + + with pytest.raises(NotImplementedError): + samples.ns_output(1000) + + with pytest.raises(NotImplementedError): + make_2d_axes(['x0', 'y0'], tex={'x0': '$x_0$', 'y0': '$y_0$'}) + with pytest.raises(NotImplementedError): + make_1d_axes(['x0', 'y0'], tex={'x0': '$x_0$', 'y0': '$y_0$'})