From cf0e35372bd3580bb8e8f8eeb0bb20b57308579f Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Sat, 25 Feb 2023 09:46:56 +1100 Subject: [PATCH 01/10] refactoring as per #100 --- ParticlePhaseSpace/_PS_public_methods.py | 507 ++++++++++++++++++++++ ParticlePhaseSpace/_ParticlePhaseSpace.py | 476 +------------------- 2 files changed, 513 insertions(+), 470 deletions(-) create mode 100644 ParticlePhaseSpace/_PS_public_methods.py diff --git a/ParticlePhaseSpace/_PS_public_methods.py b/ParticlePhaseSpace/_PS_public_methods.py new file mode 100644 index 0000000..36b1ca8 --- /dev/null +++ b/ParticlePhaseSpace/_PS_public_methods.py @@ -0,0 +1,507 @@ +import numpy as np +from matplotlib import pyplot as plt +import logging +import pandas as pd +logging.basicConfig(level=logging.WARNING) +import warnings +from scipy.stats import gaussian_kde +from scipy import constants +import json +from pathlib import Path +from time import perf_counter +import ParticlePhaseSpace.__phase_space_config__ as ps_cfg +import ParticlePhaseSpace.__particle_config__ as particle_cfg +from ParticlePhaseSpace.DataLoaders import _DataLoadersBase +from ParticlePhaseSpace import utilities as ps_util +from ParticlePhaseSpace import DataLoaders +from ParticlePhaseSpace import UnitSet, ParticlePhaseSpaceUnits + + +class _FigureSpecs: + """ + Thought this might be the easiest way to ensure universal parameters accross all figures + """ + LabelFontSize = 14 + TitleFontSize = 16 + Font = 'serif' + AxisFontSize = 14 + TickFontSize = 14 + + + + +class _Plots: + + def __init__(self, PS): + self._PS = PS + + def energy_hist_1D(self, n_bins: int = 100, grid: bool = False): # pragma: no cover + """ + generate a histogram plot of paritcle energies. + Each particle spcies present in the phase space is overlaid on the same plot. + + :param n_bins: number of bins in histogram + :type n_bins: int, optional + :param grid: turns grid on/off + :type grid: bool, optional + :return: None + """ + Efig, axs = plt.subplots() + if not self._PS._columns['Ek'] in self._PS._ps_data.columns: + self._PS.fill_kinetic_E() + legend = [] + for particle in self._PS._unique_particles: + legend.append(particle_cfg.particle_properties[particle]['name']) + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + Eplot = self._PS._ps_data[self._PS._columns['Ek']][ind] + n, bins, patches = axs.hist(Eplot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=.5) + + axs.set_xlabel(self._PS._columns['Ek'], fontsize=_FigureSpecs.LabelFontSize) + axs.set_ylabel('N counts', fontsize=_FigureSpecs.LabelFontSize) + axs.tick_params(axis="y", labelsize=_FigureSpecs.TickFontSize) + axs.tick_params(axis="x", labelsize=_FigureSpecs.TickFontSize) + if grid: + axs.grid() + axs.legend(legend) + + plt.tight_layout() + plt.show() + + def position_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): # pragma: no cover + """ + plot a histogram of particle positions in x, y, z. + a new histogram is generated for each particle species. + histograms are overlaid. + + :param n_bins: number of bins in histogram + :param alpha: controls transparency of each histogram. + :param grid: turns grid on/off + :type grid: bool, optional + """ + fig, axs = plt.subplots(1, 3) + fig.set_size_inches(15, 5) + legend = [] + for particle in self._PS._unique_particles: + legend.append(particle_cfg.particle_properties[particle]['name']) + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + x_plot = self._PS._ps_data[self._PS._columns['x']][ind] + y_plot = self._PS._ps_data[self._PS._columns['y']][ind] + z_plot = self._PS._ps_data[self._PS._columns['z']][ind] + axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + + axs[0].set_xlabel(self._PS._columns['x']) + axs[0].set_ylabel('counts') + axs[0].set_title(self._PS._columns['x']) + axs[0].legend(legend) + + axs[1].set_xlabel(self._PS._columns['y']) + axs[1].set_ylabel('counts') + axs[1].set_title(self._PS._columns['y']) + + axs[2].set_xlabel(self._PS._columns['z']) + axs[2].set_ylabel('counts') + axs[2].set_title(self._PS._columns['z']) + + if grid: + axs[0].grid() + axs[1].grid() + axs[2].grid() + + plt.tight_layout() + plt.show() + + def momentum_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): + """ + plot a histogram of particle momentum in x, y, z. + a new histogram is generated for each particle species. + histograms are overlaid. + + :param n_bins: number of bins in histogram + :param alpha: controls transparency of each histogram. + :param grid: turns grid on/off + :type grid: bool, optional + """ + fig, axs = plt.subplots(1, 3) + fig.set_size_inches(15, 5) + legend = [] + for particle in self._PS._unique_particles: + legend.append(particle_cfg.particle_properties[particle]['name']) + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + x_plot = self._PS._ps_data[self._PS._columns['px']][ind] + y_plot = self._PS._ps_data[self._PS._columns['py']][ind] + z_plot = self._PS._ps_data[self._PS._columns['pz']][ind] + axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + + axs[0].set_xlabel(self._PS._columns['px']) + axs[0].set_ylabel('counts') + axs[0].set_title(self._PS._columns['px']) + axs[0].legend(legend) + + axs[1].set_xlabel(self._PS._columns['py']) + axs[1].set_ylabel('counts') + axs[1].set_title(self._PS._columns['py']) + + axs[2].set_xlabel(self._PS._columns['pz']) + axs[2].set_ylabel('counts') + axs[2].set_title(self._PS._columns['pz']) + + if grid: + axs[0].grid() + axs[1].grid() + axs[2].grid() + + plt.tight_layout() + plt.show() + + def particle_positions_scatter_2D(self, beam_direction: str = 'z', weight_position_plot: bool = False, + grid: bool = True, xlim=None, ylim=None): # pragma: no cover + """ + produce a scatter plot of particle positions. + one plot is produced for each unique species. + + :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) + :type beam_direction: str, optional + :param weight_position_plot: if True, a gaussian kde is used to weight the particle + positions. This can produce very informative and useful plots, but also be very slow. + If it is slow, you could try downsampling the phase space first using get_downsampled_phase_space + :type weight_position_plot: bool + :param grid: turns grid on/off + :type grid: bool, optional + :param xlim: set the xlim for all plots, e.g. [-2,2] + :type xlim: list or None, optional + :param ylim: set the ylim for all plots, e.g. [-2,2] + :type ylim: list or None, optional + :return: None + """ + fig, axs = plt.subplots(1, len(self._PS._unique_particles), squeeze=False) + fig.set_size_inches(5 * len(self._PS._unique_particles), 5) + n_axs = 0 + for particle in self._PS._unique_particles: + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + axs_title = particle_cfg.particle_properties[particle]['name'] + if beam_direction == 'x': + x_data = ps_data[self._PS._columns['y']] + y_data = ps_data[self._PS._columns['z']] + x_label = self._PS._columns['y'] + y_label = self._PS._columns['z'] + elif beam_direction == 'y': + x_data = ps_data[self._PS._columns['x']] + y_data = ps_data[self._PS._columns['z']] + x_label = self._PS._columns['x'] + y_label = self._PS._columns['z'] + elif beam_direction == 'z': + x_data = ps_data[self._PS._columns['x']] + y_data = ps_data[self._PS._columns['y']] + x_label = self._PS._columns['x'] + y_label = self._PS._columns['y'] + else: + raise NotImplementedError('beam_direction must be "x", "y", or "z"') + + if weight_position_plot: + _kde_data_grid = 150 ** 2 + print('generating weighted scatter plot...can be slow...') + xy = np.vstack([x_data, y_data]) + k = gaussian_kde(xy, weights=self._PS._ps_data['weight'][ind]) + down_sample_factor = np.round(x_data.shape[0] / _kde_data_grid) + if down_sample_factor > 1: + # in this case we can downsample for display + print(f'down sampling kde data by factor of {down_sample_factor}') + rng = np.random.default_rng() + rng.shuffle(xy) # operates in place for some confusing reason + xy = rng.choice(xy, int(x_data.shape[0] / down_sample_factor), replace=False, axis=1, shuffle=False) + z = k(xy) + z = z / max(z) + axs[0, n_axs].scatter(xy[0], xy[1], c=z, s=1) + else: + axs[0, n_axs].scatter(x_data, y_data, s=1, c=self._PS._ps_data['weight'][ind]) + axs[0, n_axs].set_aspect('equal') + axs[0, n_axs].set_aspect(1) + axs[0, n_axs].set_title(axs_title, fontsize=_FigureSpecs.TitleFontSize) + axs[0, n_axs].set_xlabel(x_label, fontsize=_FigureSpecs.LabelFontSize) + axs[0, n_axs].set_ylabel(y_label, fontsize=_FigureSpecs.LabelFontSize) + if grid: + axs[0, n_axs].grid() + if xlim: + axs[0, n_axs].set_xlim(xlim) + if ylim: + axs[0, n_axs].set_ylim(ylim) + n_axs = n_axs + 1 + + plt.tight_layout() + plt.show() + + def particle_positions_hist_2D(self, beam_direction: str = 'z', quantity: str = 'intensity', + grid: bool = True, log_scale: bool = False, bins: int = 100, + normalize: bool = True, xlim=None, ylim=None, vmin=None, + vmax=None, ): # pragma: no cover + """ + plot a 2D histogram of data, either of accumulated number of particules or accumulated energy + + :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) + :type beam_direction: str, optional + :param xlim: set the xlim for all plots, e.g. [-2,2] + :type xlim: list, optional + :param ylim: set the ylim for all plots, e.g. [-2,2] + :type ylim: list, optional + :param quantity: quantity to accumulate; either 'intensity' or 'energy + :type quantity: str + :param grid: turns grid on/off + :type grid: bool, optional + :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 + :type bins: int, optional + :param vmin: minimum color range + :type vmin: float, optional + :param vmax: maximum color range + :type vmax: float, optional + :param log_scale: if True, log scale is used + :type log_scale: bool, optional + :param normalize: if True, data is normalized to 0-100 - otherwise raw values are used + :type normalize: bool, optional + :return: None + """ + if log_scale: + _scale = 'log' + else: + _scale = None + fig, axs = plt.subplots(1, len(self._PS._unique_particles), squeeze=False) + fig.set_size_inches(5 * len(self._PS._unique_particles), 5) + n_axs = 0 + if not beam_direction in ['x', 'y', 'z']: + raise NotImplementedError('beam_direction must be "x", "y", or "z"') + if not quantity in ['intensity', 'energy']: + raise NotImplementedError('quantity must be "intensity" or "energy"') + + if (not self._PS._columns['Ek'] in self._PS._ps_data.columns): + self._PS.fill_kinetic_E() + for particle in self._PS._unique_particles: + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + if beam_direction == 'x': + loop_data = zip(ps_data[self._PS._columns['z']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], + ps_data['weight']) + _xlabel = self._PS._columns['z'] + _ylabel = self._PS._columns['y'] + if beam_direction == 'y': + loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['z']], ps_data[self._PS._columns['Ek']], + ps_data['weight']) + _xlabel = self._PS._columns['x'] + _ylabel = self._PS._columns['z'] + if beam_direction == 'z': + loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], + ps_data['weight']) + _xlabel = self._PS._columns['x'] + _ylabel = self._PS._columns['y'] + if xlim is None: + xlim = [ps_data[self._PS._columns['x']].min(), ps_data[self._PS._columns['x']].max()] + if ylim is None: + ylim = [ps_data[self._PS._columns['y']].min(), ps_data[self._PS._columns['y']].max()] + if quantity == 'intensity': + _title = f"n_particles intensity;\n{particle_cfg.particle_properties[particle]['name']}" + _weight = ps_data['weight'] + elif quantity == 'energy': + _title = f"energy intensity;\n{particle_cfg.particle_properties[particle]['name']}" + _weight = np.multiply(ps_data['weight'], ps_data[self._PS._columns['Ek']]) + X = np.linspace(xlim[0], xlim[1], bins) + Y = np.linspace(ylim[0], ylim[1], bins) + h, xedges, yedges = np.histogram2d(ps_data[self._PS._columns['x']], + ps_data[self._PS._columns['y']], + bins=[X, Y], weights=_weight, ) + if normalize: + h = h * 100 / h.max() + # _im1 = axs[0, n_axs].hist2d(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], + # bins=[X,Y], + # weights=_weight, norm=LogNorm(vmin=1, vmax=100), + # cmap='inferno', + # vmin=vmin, vmax=vmax)[3] + _im1 = axs[0, n_axs].pcolormesh(xedges, yedges, h.T, cmap='inferno', + norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) + + fig.colorbar(_im1, ax=axs[0, n_axs]) + + axs[0, n_axs].set_title(_title) + axs[0, n_axs].set_xlabel(_xlabel, fontsize=_FigureSpecs.LabelFontSize) + axs[0, n_axs].set_ylabel(_ylabel, fontsize=_FigureSpecs.LabelFontSize) + axs[0, n_axs].set_aspect('equal') + if grid: + axs[0, n_axs].grid() + n_axs = n_axs + 1 + plt.tight_layout() + plt.show() + + def transverse_trace_space_scatter_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, + grid: bool = True, xlim=None, ylim=None, ): # pragma: no cover + """ + Generate a scatter plot of x versus x'=px/pz and y versus y'=py/pz (these definitions are for + beam_direction='z') + + :param beam_direction: main direction in which beam is travelling. 'x', 'y', or 'z' (default) + :type beam_direction: str, optional + :param plot_twiss_ellipse: if True, will overlay the RMS twiss ellipse onto the trace space + :type plot_twiss_ellipse: bool, optional + :param xlim: set xlim, e.g. [-2,2] + :type xlim: list, optional + :param ylim: set ylim, e.g. [-2,2] + :type ylim: list, optional + :param grid: turns grid on/off + :type grid: bool, optional + """ + + self._PS.calculate_twiss_parameters(beam_direction=beam_direction) + fig, axs = plt.subplots(nrows=len(self._PS._unique_particles), ncols=2, squeeze=False) + row = 0 + for particle in self._PS._unique_particles: + particle_name = particle_cfg.particle_properties[particle]['name'] + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ + x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ + self._PS._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) + + axs[row, 0].scatter(x_data_1, div_data_1, s=1, marker='.', c=weight) + axs[row, 0].set_xlabel(x_label_1) + axs[row, 0].set_ylabel(y_label_1) + axs[row, 0].set_title(title_1) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), + div_data_1.min(), div_data_1.max()) + axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) + # axs[row, 0].set_xlim([3*np.min(twiss_X), 3*np.max(twiss_X)]) + # axs[row, 0].set_ylim([3 * np.min(twiss_Y), 3 * np.max(twiss_Y)]) + + if xlim: + axs[row, 0].set_xlim(xlim) + if ylim: + axs[row, 0].set_ylim(ylim) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), + div_data_2.min(), div_data_2.max()) + axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) + axs[row, 1].scatter(x_data_2, div_data_2, s=1, marker='.', c=weight) + axs[row, 1].set_xlabel(x_label_2) + axs[row, 1].set_ylabel(y_label_2) + axs[row, 1].set_title(title_2) + if xlim: + axs[row, 1].set_xlim(xlim) + if ylim: + axs[row, 1].set_ylim(ylim) + if grid: + axs[row, 0].grid() + axs[row, 1].grid() + row = row + 1 + + plt.tight_layout() + plt.show() + + def transverse_trace_space_hist_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, + grid: bool = True, bins: int = 100, log_scale: bool = True, + normalize: bool = True, + xlim=None, ylim=None, vmin=None, vmax=None, ): # pragma: no cover + """ + plot the intensity of the beam in trace space + + :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) + :type beam_direction: str, optional + :param xlim: set the xlim for all plots, e.g. [-2,2] + :type xlim: list, optional + :param ylim: set the ylim for all plots, e.g. [-2,2] + :type ylim: list, optional + :param plot_twiss_ellipse: if True, RMS ellipse from twiss parameters is overlaid. + :type plot_twiss_ellipse: bool, optional + :param grid: turns grid on/off + :type grid: bool, optional + :param log_scale: if True, log scale is used + :type log_scale: bool, optional + :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 + :type bins: int, optional + :param vmin: minimum color range + :type vmin: float, optional + :param vmax: maximum color range + :type vmax: float, optional + """ + if log_scale: + _scale = 'log' + else: + _scale = None + self._PS.calculate_twiss_parameters(beam_direction=beam_direction) + fig, axs = plt.subplots(nrows=len(self._PS._unique_particles), ncols=2, squeeze=False) + row = 0 + for particle in self._PS._unique_particles: + particle_name = particle_cfg.particle_properties[particle]['name'] + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ + x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ + self._PS._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) + # accumulate data + if not xlim: + xlim = [np.min([x_data_1, x_data_2]), np.max([x_data_1, x_data_2])] + if not ylim: + ylim = [np.min([div_data_1, div_data_2]), np.max([div_data_1, div_data_2])] + + X = np.linspace(xlim[0], xlim[1], bins) + Y = np.linspace(ylim[0], ylim[1], bins) + _extent = [xlim[0], xlim[1], ylim[0], ylim[1]] + h, xedges, yedges = np.histogram2d(x_data_1, div_data_1, bins=[X, Y], + weights=ps_data[self._PS._columns['weight']]) + if normalize: + h = h * 100 / h.max() + _im1 = axs[row, 0].pcolormesh(xedges, yedges, h.T, cmap='inferno', + norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) + fig.colorbar(_im1, ax=axs[row, 0]) + axs[row, 0].set_xlabel(x_label_1) + axs[row, 0].set_ylabel(y_label_1) + axs[row, 0].set_title(title_1) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), + div_data_1.min(), div_data_1.max()) + axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) + axs[row, 0].set_xlim(xlim) + axs[row, 0].set_ylim(ylim) + axs[row, 0].set_aspect('auto') + h, xedges, yedges = np.histogram2d(x_data_2, div_data_2, bins=[X, Y], + weights=ps_data[self._PS._columns['weight']]) + if normalize: + h = h * 100 / h.max() + _im2 = axs[row, 1].pcolormesh(xedges, yedges, h.T, cmap='inferno', + norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) + fig.colorbar(_im2, ax=axs[row, 1]) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), + div_data_2.min(), div_data_2.max()) + axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) + if grid: + axs[row, 0].grid() + axs[row, 1].grid() + axs[row, 1].set_xlabel(x_label_2) + axs[row, 1].set_ylabel(y_label_2) + axs[row, 1].set_title(title_2) + axs[row, 1].set_xlim(xlim) + axs[row, 1].set_ylim(ylim) + axs[row, 1].set_aspect('auto') + row = row + 1 + + plt.tight_layout() + plt.show() + + def n_particles_v_time(self, n_bins: int = 100, grid: bool = False): # pragma: no cover + """ + basic plot of number of particles versus time; useful for quickly seperating out different bunches + of electrons such that you can apply the 'filter_by_time' method + + :param n_bins: number of bins for histogram + :type n_bins: int + :param grid: turns grid on/off + :type grid: bool, optional + """ + plt.figure() + plt.hist(self._PS._ps_data[self._PS._columns['time']], n_bins) + plt.xlabel(f'time {self._PS._units.time.label}') + plt.ylabel('N particles') + if grid: + plt.grid() + plt.tight_layout() diff --git a/ParticlePhaseSpace/_ParticlePhaseSpace.py b/ParticlePhaseSpace/_ParticlePhaseSpace.py index 670a4b1..3f40f5b 100644 --- a/ParticlePhaseSpace/_ParticlePhaseSpace.py +++ b/ParticlePhaseSpace/_ParticlePhaseSpace.py @@ -15,6 +15,7 @@ from ParticlePhaseSpace import utilities as ps_util from ParticlePhaseSpace import DataLoaders from ParticlePhaseSpace import UnitSet, ParticlePhaseSpaceUnits +from ._PS_public_methods import _Plots class _FigureSpecs: @@ -28,6 +29,10 @@ class _FigureSpecs: TickFontSize = 14 + +# ToDO: can _FIgureSpecs be removed from here + + class PhaseSpace: """ This class holds phase space data in a pandas dataframe, and allowed users to utilise common libraries for @@ -50,6 +55,7 @@ def __init__(self, data_loader): self._unique_particles = self._ps_data[self._columns['particle type']].unique() self.twiss_parameters = {} self.energy_stats = {} + self.plot = _Plots(PS=self) def __call__(self, particle_list): """ @@ -349,476 +355,6 @@ def _quantities_to_column_names(self, quantities): # public methods - def plot_energy_hist_1D(self, n_bins: int = 100, grid: bool = False): # pragma: no cover - """ - generate a histogram plot of paritcle energies. - Each particle spcies present in the phase space is overlaid on the same plot. - - :param n_bins: number of bins in histogram - :type n_bins: int, optional - :param grid: turns grid on/off - :type grid: bool, optional - :return: None - """ - Efig, axs = plt.subplots() - if not self._columns['Ek'] in self._ps_data.columns: - self.fill_kinetic_E() - legend = [] - for particle in self._unique_particles: - legend.append(particle_cfg.particle_properties[particle]['name']) - ind = self._ps_data['particle type [pdg_code]'] == particle - Eplot = self._ps_data[self._columns['Ek']][ind] - n, bins, patches = axs.hist(Eplot, bins=n_bins, weights=self._ps_data['weight'][ind], alpha=.5) - - axs.set_xlabel(self._columns['Ek'], fontsize=_FigureSpecs.LabelFontSize) - axs.set_ylabel('N counts', fontsize=_FigureSpecs.LabelFontSize) - axs.tick_params(axis="y", labelsize=_FigureSpecs.TickFontSize) - axs.tick_params(axis="x", labelsize=_FigureSpecs.TickFontSize) - if grid: - axs.grid() - axs.legend(legend) - - plt.tight_layout() - plt.show() - - def plot_position_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): # pragma: no cover - """ - plot a histogram of particle positions in x, y, z. - a new histogram is generated for each particle species. - histograms are overlaid. - - :param n_bins: number of bins in histogram - :param alpha: controls transparency of each histogram. - :param grid: turns grid on/off - :type grid: bool, optional - """ - fig, axs = plt.subplots(1, 3) - fig.set_size_inches(15, 5) - legend = [] - for particle in self._unique_particles: - legend.append(particle_cfg.particle_properties[particle]['name']) - ind = self._ps_data['particle type [pdg_code]'] == particle - x_plot = self._ps_data[self._columns['x']][ind] - y_plot = self._ps_data[self._columns['y']][ind] - z_plot = self._ps_data[self._columns['z']][ind] - axs[0].hist(x_plot, bins=n_bins, weights=self._ps_data['weight'][ind], alpha=alpha) - axs[1].hist(y_plot, bins=n_bins, weights=self._ps_data['weight'][ind], alpha=alpha) - axs[2].hist(z_plot, bins=n_bins, weights=self._ps_data['weight'][ind], alpha=alpha) - - axs[0].set_xlabel(self._columns['x']) - axs[0].set_ylabel('counts') - axs[0].set_title(self._columns['x']) - axs[0].legend(legend) - - axs[1].set_xlabel(self._columns['y']) - axs[1].set_ylabel('counts') - axs[1].set_title(self._columns['y']) - - axs[2].set_xlabel(self._columns['z']) - axs[2].set_ylabel('counts') - axs[2].set_title(self._columns['z']) - - if grid: - axs[0].grid() - axs[1].grid() - axs[2].grid() - - plt.tight_layout() - plt.show() - - def plot_momentum_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): - """ - plot a histogram of particle momentum in x, y, z. - a new histogram is generated for each particle species. - histograms are overlaid. - - :param n_bins: number of bins in histogram - :param alpha: controls transparency of each histogram. - :param grid: turns grid on/off - :type grid: bool, optional - """ - fig, axs = plt.subplots(1, 3) - fig.set_size_inches(15, 5) - legend = [] - for particle in self._unique_particles: - legend.append(particle_cfg.particle_properties[particle]['name']) - ind = self._ps_data['particle type [pdg_code]'] == particle - x_plot = self._ps_data[self._columns['px']][ind] - y_plot = self._ps_data[self._columns['py']][ind] - z_plot = self._ps_data[self._columns['pz']][ind] - axs[0].hist(x_plot, bins=n_bins, weights=self._ps_data['weight'][ind], alpha=alpha) - axs[1].hist(y_plot, bins=n_bins, weights=self._ps_data['weight'][ind], alpha=alpha) - axs[2].hist(z_plot, bins=n_bins, weights=self._ps_data['weight'][ind], alpha=alpha) - - axs[0].set_xlabel(self._columns['px']) - axs[0].set_ylabel('counts') - axs[0].set_title(self._columns['px']) - axs[0].legend(legend) - - axs[1].set_xlabel(self._columns['py']) - axs[1].set_ylabel('counts') - axs[1].set_title(self._columns['py']) - - axs[2].set_xlabel(self._columns['pz']) - axs[2].set_ylabel('counts') - axs[2].set_title(self._columns['pz']) - - if grid: - axs[0].grid() - axs[1].grid() - axs[2].grid() - - plt.tight_layout() - plt.show() - - def plot_particle_positions_scatter_2D(self, beam_direction: str = 'z', weight_position_plot: bool = False, - grid: bool = True, xlim=None, ylim=None): # pragma: no cover - """ - produce a scatter plot of particle positions. - one plot is produced for each unique species. - - :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) - :type beam_direction: str, optional - :param weight_position_plot: if True, a gaussian kde is used to weight the particle - positions. This can produce very informative and useful plots, but also be very slow. - If it is slow, you could try downsampling the phase space first using get_downsampled_phase_space - :type weight_position_plot: bool - :param grid: turns grid on/off - :type grid: bool, optional - :param xlim: set the xlim for all plots, e.g. [-2,2] - :type xlim: list or None, optional - :param ylim: set the ylim for all plots, e.g. [-2,2] - :type ylim: list or None, optional - :return: None - """ - fig, axs = plt.subplots(1, len(self._unique_particles), squeeze=False) - fig.set_size_inches(5 * len(self._unique_particles), 5) - n_axs = 0 - for particle in self._unique_particles: - ind = self._ps_data['particle type [pdg_code]'] == particle - ps_data = self._ps_data.loc[ind] - axs_title = particle_cfg.particle_properties[particle]['name'] - if beam_direction == 'x': - x_data = ps_data[self._columns['y']] - y_data = ps_data[self._columns['z']] - x_label = self._columns['y'] - y_label = self._columns['z'] - elif beam_direction == 'y': - x_data = ps_data[self._columns['x']] - y_data = ps_data[self._columns['z']] - x_label = self._columns['x'] - y_label = self._columns['z'] - elif beam_direction == 'z': - x_data = ps_data[self._columns['x']] - y_data = ps_data[self._columns['y']] - x_label = self._columns['x'] - y_label = self._columns['y'] - else: - raise NotImplementedError('beam_direction must be "x", "y", or "z"') - - if weight_position_plot: - _kde_data_grid = 150 ** 2 - print('generating weighted scatter plot...can be slow...') - xy = np.vstack([x_data, y_data]) - k = gaussian_kde(xy, weights=self._ps_data['weight'][ind]) - down_sample_factor = np.round(x_data.shape[0] / _kde_data_grid) - if down_sample_factor > 1: - # in this case we can downsample for display - print(f'down sampling kde data by factor of {down_sample_factor}') - rng = np.random.default_rng() - rng.shuffle(xy) # operates in place for some confusing reason - xy = rng.choice(xy, int(x_data.shape[0] / down_sample_factor), replace=False, axis=1, shuffle=False) - z = k(xy) - z = z / max(z) - axs[0, n_axs].scatter(xy[0], xy[1], c=z, s=1) - else: - axs[0, n_axs].scatter(x_data, y_data, s=1, c=self._ps_data['weight'][ind]) - axs[0, n_axs].set_aspect('equal') - axs[0, n_axs].set_aspect(1) - axs[0, n_axs].set_title(axs_title, fontsize=_FigureSpecs.TitleFontSize) - axs[0, n_axs].set_xlabel(x_label, fontsize=_FigureSpecs.LabelFontSize) - axs[0, n_axs].set_ylabel(y_label, fontsize=_FigureSpecs.LabelFontSize) - if grid: - axs[0, n_axs].grid() - if xlim: - axs[0, n_axs].set_xlim(xlim) - if ylim: - axs[0, n_axs].set_ylim(ylim) - n_axs = n_axs + 1 - - plt.tight_layout() - plt.show() - - def plot_particle_positions_hist_2D(self, beam_direction: str = 'z', quantity: str = 'intensity', - grid: bool = True, log_scale: bool = False, bins: int = 100, - normalize: bool = True, xlim=None, ylim=None, vmin=None, - vmax=None, ): # pragma: no cover - """ - plot a 2D histogram of data, either of accumulated number of particules or accumulated energy - - :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) - :type beam_direction: str, optional - :param xlim: set the xlim for all plots, e.g. [-2,2] - :type xlim: list, optional - :param ylim: set the ylim for all plots, e.g. [-2,2] - :type ylim: list, optional - :param quantity: quantity to accumulate; either 'intensity' or 'energy - :type quantity: str - :param grid: turns grid on/off - :type grid: bool, optional - :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 - :type bins: int, optional - :param vmin: minimum color range - :type vmin: float, optional - :param vmax: maximum color range - :type vmax: float, optional - :param log_scale: if True, log scale is used - :type log_scale: bool, optional - :param normalize: if True, data is normalized to 0-100 - otherwise raw values are used - :type normalize: bool, optional - :return: None - """ - if log_scale: - _scale = 'log' - else: - _scale = None - fig, axs = plt.subplots(1, len(self._unique_particles), squeeze=False) - fig.set_size_inches(5 * len(self._unique_particles), 5) - n_axs = 0 - if not beam_direction in ['x', 'y', 'z']: - raise NotImplementedError('beam_direction must be "x", "y", or "z"') - if not quantity in ['intensity', 'energy']: - raise NotImplementedError('quantity must be "intensity" or "energy"') - - if (not self._columns['Ek'] in self._ps_data.columns): - self.fill_kinetic_E() - for particle in self._unique_particles: - ind = self._ps_data['particle type [pdg_code]'] == particle - ps_data = self._ps_data.loc[ind] - if beam_direction == 'x': - loop_data = zip(ps_data[self._columns['z']], ps_data[self._columns['y']], ps_data[self._columns['Ek']], - ps_data['weight']) - _xlabel = self._columns['z'] - _ylabel = self._columns['y'] - if beam_direction == 'y': - loop_data = zip(ps_data[self._columns['x']], ps_data[self._columns['z']], ps_data[self._columns['Ek']], - ps_data['weight']) - _xlabel = self._columns['x'] - _ylabel = self._columns['z'] - if beam_direction == 'z': - loop_data = zip(ps_data[self._columns['x']], ps_data[self._columns['y']], ps_data[self._columns['Ek']], - ps_data['weight']) - _xlabel = self._columns['x'] - _ylabel = self._columns['y'] - if xlim is None: - xlim = [ps_data[self._columns['x']].min(), ps_data[self._columns['x']].max()] - if ylim is None: - ylim = [ps_data[self._columns['y']].min(), ps_data[self._columns['y']].max()] - if quantity == 'intensity': - _title = f"n_particles intensity;\n{particle_cfg.particle_properties[particle]['name']}" - _weight = ps_data['weight'] - elif quantity == 'energy': - _title = f"energy intensity;\n{particle_cfg.particle_properties[particle]['name']}" - _weight = np.multiply(ps_data['weight'], ps_data[self._columns['Ek']]) - X = np.linspace(xlim[0], xlim[1], bins) - Y = np.linspace(ylim[0], ylim[1], bins) - h, xedges, yedges = np.histogram2d(ps_data[self._columns['x']], - ps_data[self._columns['y']], - bins=[X, Y], weights=_weight, ) - if normalize: - h = h * 100 / h.max() - # _im1 = axs[0, n_axs].hist2d(ps_data[self._columns['x']], ps_data[self._columns['y']], - # bins=[X,Y], - # weights=_weight, norm=LogNorm(vmin=1, vmax=100), - # cmap='inferno', - # vmin=vmin, vmax=vmax)[3] - _im1 = axs[0, n_axs].pcolormesh(xedges, yedges, h.T, cmap='inferno', - norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) - - fig.colorbar(_im1, ax=axs[0, n_axs]) - - axs[0, n_axs].set_title(_title) - axs[0, n_axs].set_xlabel(_xlabel, fontsize=_FigureSpecs.LabelFontSize) - axs[0, n_axs].set_ylabel(_ylabel, fontsize=_FigureSpecs.LabelFontSize) - axs[0, n_axs].set_aspect('equal') - if grid: - axs[0, n_axs].grid() - n_axs = n_axs + 1 - plt.tight_layout() - plt.show() - - def plot_transverse_trace_space_scatter_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, - grid: bool = True, xlim=None, ylim=None, ): # pragma: no cover - """ - Generate a scatter plot of x versus x'=px/pz and y versus y'=py/pz (these definitions are for - beam_direction='z') - - :param beam_direction: main direction in which beam is travelling. 'x', 'y', or 'z' (default) - :type beam_direction: str, optional - :param plot_twiss_ellipse: if True, will overlay the RMS twiss ellipse onto the trace space - :type plot_twiss_ellipse: bool, optional - :param xlim: set xlim, e.g. [-2,2] - :type xlim: list, optional - :param ylim: set ylim, e.g. [-2,2] - :type ylim: list, optional - :param grid: turns grid on/off - :type grid: bool, optional - """ - - self.calculate_twiss_parameters(beam_direction=beam_direction) - fig, axs = plt.subplots(nrows=len(self._unique_particles), ncols=2, squeeze=False) - row = 0 - for particle in self._unique_particles: - particle_name = particle_cfg.particle_properties[particle]['name'] - ind = self._ps_data['particle type [pdg_code]'] == particle - ps_data = self._ps_data.loc[ind] - x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ - x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ - self._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) - - axs[row, 0].scatter(x_data_1, div_data_1, s=1, marker='.', c=weight) - axs[row, 0].set_xlabel(x_label_1) - axs[row, 0].set_ylabel(y_label_1) - axs[row, 0].set_title(title_1) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), - div_data_1.min(), div_data_1.max()) - axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) - # axs[row, 0].set_xlim([3*np.min(twiss_X), 3*np.max(twiss_X)]) - # axs[row, 0].set_ylim([3 * np.min(twiss_Y), 3 * np.max(twiss_Y)]) - - if xlim: - axs[row, 0].set_xlim(xlim) - if ylim: - axs[row, 0].set_ylim(ylim) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), - div_data_2.min(), div_data_2.max()) - axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) - axs[row, 1].scatter(x_data_2, div_data_2, s=1, marker='.', c=weight) - axs[row, 1].set_xlabel(x_label_2) - axs[row, 1].set_ylabel(y_label_2) - axs[row, 1].set_title(title_2) - if xlim: - axs[row, 1].set_xlim(xlim) - if ylim: - axs[row, 1].set_ylim(ylim) - if grid: - axs[row, 0].grid() - axs[row, 1].grid() - row = row + 1 - - plt.tight_layout() - plt.show() - - def plot_transverse_trace_space_hist_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, - grid: bool = True, bins: int = 100, log_scale: bool = True, - normalize: bool = True, - xlim=None, ylim=None, vmin=None, vmax=None, ): # pragma: no cover - """ - plot the intensity of the beam in trace space - - :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) - :type beam_direction: str, optional - :param xlim: set the xlim for all plots, e.g. [-2,2] - :type xlim: list, optional - :param ylim: set the ylim for all plots, e.g. [-2,2] - :type ylim: list, optional - :param plot_twiss_ellipse: if True, RMS ellipse from twiss parameters is overlaid. - :type plot_twiss_ellipse: bool, optional - :param grid: turns grid on/off - :type grid: bool, optional - :param log_scale: if True, log scale is used - :type log_scale: bool, optional - :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 - :type bins: int, optional - :param vmin: minimum color range - :type vmin: float, optional - :param vmax: maximum color range - :type vmax: float, optional - """ - if log_scale: - _scale = 'log' - else: - _scale = None - self.calculate_twiss_parameters(beam_direction=beam_direction) - fig, axs = plt.subplots(nrows=len(self._unique_particles), ncols=2, squeeze=False) - row = 0 - for particle in self._unique_particles: - particle_name = particle_cfg.particle_properties[particle]['name'] - ind = self._ps_data['particle type [pdg_code]'] == particle - ps_data = self._ps_data.loc[ind] - x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ - x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ - self._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) - # accumulate data - if not xlim: - xlim = [np.min([x_data_1, x_data_2]), np.max([x_data_1, x_data_2])] - if not ylim: - ylim = [np.min([div_data_1, div_data_2]), np.max([div_data_1, div_data_2])] - - X = np.linspace(xlim[0], xlim[1], bins) - Y = np.linspace(ylim[0], ylim[1], bins) - _extent = [xlim[0], xlim[1], ylim[0], ylim[1]] - h, xedges, yedges = np.histogram2d(x_data_1, div_data_1, bins=[X, Y], - weights=ps_data[self._columns['weight']]) - if normalize: - h = h * 100 / h.max() - _im1 = axs[row, 0].pcolormesh(xedges, yedges, h.T, cmap='inferno', - norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) - fig.colorbar(_im1, ax=axs[row, 0]) - axs[row, 0].set_xlabel(x_label_1) - axs[row, 0].set_ylabel(y_label_1) - axs[row, 0].set_title(title_1) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), - div_data_1.min(), div_data_1.max()) - axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) - axs[row, 0].set_xlim(xlim) - axs[row, 0].set_ylim(ylim) - axs[row, 0].set_aspect('auto') - h, xedges, yedges = np.histogram2d(x_data_2, div_data_2, bins=[X, Y], - weights=ps_data[self._columns['weight']]) - if normalize: - h = h * 100 / h.max() - _im2 = axs[row, 1].pcolormesh(xedges, yedges, h.T, cmap='inferno', - norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) - fig.colorbar(_im2, ax=axs[row, 1]) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), - div_data_2.min(), div_data_2.max()) - axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) - if grid: - axs[row, 0].grid() - axs[row, 1].grid() - axs[row, 1].set_xlabel(x_label_2) - axs[row, 1].set_ylabel(y_label_2) - axs[row, 1].set_title(title_2) - axs[row, 1].set_xlim(xlim) - axs[row, 1].set_ylim(ylim) - axs[row, 1].set_aspect('auto') - row = row + 1 - - plt.tight_layout() - plt.show() - - def plot_n_particles_v_time(self, n_bins: int = 100, grid: bool = False): # pragma: no cover - """ - basic plot of number of particles versus time; useful for quickly seperating out different bunches - of electrons such that you can apply the 'filter_by_time' method - - :param n_bins: number of bins for histogram - :type n_bins: int - :param grid: turns grid on/off - :type grid: bool, optional - """ - plt.figure() - plt.hist(self._ps_data[self._columns['time']], n_bins) - plt.xlabel(f'time {self._units.time.label}') - plt.ylabel('N particles') - if grid: - plt.grid() - plt.tight_layout() def print_energy_stats(self, file_name=None): # pragma: no cover """ From b58b3905179fbd52787671391fdf15a04d9e4215 Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Sat, 25 Feb 2023 10:11:14 +1100 Subject: [PATCH 02/10] working on #100; plotting and filling now grouped in sub classes --- ParticlePhaseSpace/_PS_public_methods.py | 507 --------------- ParticlePhaseSpace/_ParticlePhaseSpace.py | 732 ++++++++++++++++++---- 2 files changed, 608 insertions(+), 631 deletions(-) delete mode 100644 ParticlePhaseSpace/_PS_public_methods.py diff --git a/ParticlePhaseSpace/_PS_public_methods.py b/ParticlePhaseSpace/_PS_public_methods.py deleted file mode 100644 index 36b1ca8..0000000 --- a/ParticlePhaseSpace/_PS_public_methods.py +++ /dev/null @@ -1,507 +0,0 @@ -import numpy as np -from matplotlib import pyplot as plt -import logging -import pandas as pd -logging.basicConfig(level=logging.WARNING) -import warnings -from scipy.stats import gaussian_kde -from scipy import constants -import json -from pathlib import Path -from time import perf_counter -import ParticlePhaseSpace.__phase_space_config__ as ps_cfg -import ParticlePhaseSpace.__particle_config__ as particle_cfg -from ParticlePhaseSpace.DataLoaders import _DataLoadersBase -from ParticlePhaseSpace import utilities as ps_util -from ParticlePhaseSpace import DataLoaders -from ParticlePhaseSpace import UnitSet, ParticlePhaseSpaceUnits - - -class _FigureSpecs: - """ - Thought this might be the easiest way to ensure universal parameters accross all figures - """ - LabelFontSize = 14 - TitleFontSize = 16 - Font = 'serif' - AxisFontSize = 14 - TickFontSize = 14 - - - - -class _Plots: - - def __init__(self, PS): - self._PS = PS - - def energy_hist_1D(self, n_bins: int = 100, grid: bool = False): # pragma: no cover - """ - generate a histogram plot of paritcle energies. - Each particle spcies present in the phase space is overlaid on the same plot. - - :param n_bins: number of bins in histogram - :type n_bins: int, optional - :param grid: turns grid on/off - :type grid: bool, optional - :return: None - """ - Efig, axs = plt.subplots() - if not self._PS._columns['Ek'] in self._PS._ps_data.columns: - self._PS.fill_kinetic_E() - legend = [] - for particle in self._PS._unique_particles: - legend.append(particle_cfg.particle_properties[particle]['name']) - ind = self._PS._ps_data['particle type [pdg_code]'] == particle - Eplot = self._PS._ps_data[self._PS._columns['Ek']][ind] - n, bins, patches = axs.hist(Eplot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=.5) - - axs.set_xlabel(self._PS._columns['Ek'], fontsize=_FigureSpecs.LabelFontSize) - axs.set_ylabel('N counts', fontsize=_FigureSpecs.LabelFontSize) - axs.tick_params(axis="y", labelsize=_FigureSpecs.TickFontSize) - axs.tick_params(axis="x", labelsize=_FigureSpecs.TickFontSize) - if grid: - axs.grid() - axs.legend(legend) - - plt.tight_layout() - plt.show() - - def position_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): # pragma: no cover - """ - plot a histogram of particle positions in x, y, z. - a new histogram is generated for each particle species. - histograms are overlaid. - - :param n_bins: number of bins in histogram - :param alpha: controls transparency of each histogram. - :param grid: turns grid on/off - :type grid: bool, optional - """ - fig, axs = plt.subplots(1, 3) - fig.set_size_inches(15, 5) - legend = [] - for particle in self._PS._unique_particles: - legend.append(particle_cfg.particle_properties[particle]['name']) - ind = self._PS._ps_data['particle type [pdg_code]'] == particle - x_plot = self._PS._ps_data[self._PS._columns['x']][ind] - y_plot = self._PS._ps_data[self._PS._columns['y']][ind] - z_plot = self._PS._ps_data[self._PS._columns['z']][ind] - axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - - axs[0].set_xlabel(self._PS._columns['x']) - axs[0].set_ylabel('counts') - axs[0].set_title(self._PS._columns['x']) - axs[0].legend(legend) - - axs[1].set_xlabel(self._PS._columns['y']) - axs[1].set_ylabel('counts') - axs[1].set_title(self._PS._columns['y']) - - axs[2].set_xlabel(self._PS._columns['z']) - axs[2].set_ylabel('counts') - axs[2].set_title(self._PS._columns['z']) - - if grid: - axs[0].grid() - axs[1].grid() - axs[2].grid() - - plt.tight_layout() - plt.show() - - def momentum_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): - """ - plot a histogram of particle momentum in x, y, z. - a new histogram is generated for each particle species. - histograms are overlaid. - - :param n_bins: number of bins in histogram - :param alpha: controls transparency of each histogram. - :param grid: turns grid on/off - :type grid: bool, optional - """ - fig, axs = plt.subplots(1, 3) - fig.set_size_inches(15, 5) - legend = [] - for particle in self._PS._unique_particles: - legend.append(particle_cfg.particle_properties[particle]['name']) - ind = self._PS._ps_data['particle type [pdg_code]'] == particle - x_plot = self._PS._ps_data[self._PS._columns['px']][ind] - y_plot = self._PS._ps_data[self._PS._columns['py']][ind] - z_plot = self._PS._ps_data[self._PS._columns['pz']][ind] - axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - - axs[0].set_xlabel(self._PS._columns['px']) - axs[0].set_ylabel('counts') - axs[0].set_title(self._PS._columns['px']) - axs[0].legend(legend) - - axs[1].set_xlabel(self._PS._columns['py']) - axs[1].set_ylabel('counts') - axs[1].set_title(self._PS._columns['py']) - - axs[2].set_xlabel(self._PS._columns['pz']) - axs[2].set_ylabel('counts') - axs[2].set_title(self._PS._columns['pz']) - - if grid: - axs[0].grid() - axs[1].grid() - axs[2].grid() - - plt.tight_layout() - plt.show() - - def particle_positions_scatter_2D(self, beam_direction: str = 'z', weight_position_plot: bool = False, - grid: bool = True, xlim=None, ylim=None): # pragma: no cover - """ - produce a scatter plot of particle positions. - one plot is produced for each unique species. - - :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) - :type beam_direction: str, optional - :param weight_position_plot: if True, a gaussian kde is used to weight the particle - positions. This can produce very informative and useful plots, but also be very slow. - If it is slow, you could try downsampling the phase space first using get_downsampled_phase_space - :type weight_position_plot: bool - :param grid: turns grid on/off - :type grid: bool, optional - :param xlim: set the xlim for all plots, e.g. [-2,2] - :type xlim: list or None, optional - :param ylim: set the ylim for all plots, e.g. [-2,2] - :type ylim: list or None, optional - :return: None - """ - fig, axs = plt.subplots(1, len(self._PS._unique_particles), squeeze=False) - fig.set_size_inches(5 * len(self._PS._unique_particles), 5) - n_axs = 0 - for particle in self._PS._unique_particles: - ind = self._PS._ps_data['particle type [pdg_code]'] == particle - ps_data = self._PS._ps_data.loc[ind] - axs_title = particle_cfg.particle_properties[particle]['name'] - if beam_direction == 'x': - x_data = ps_data[self._PS._columns['y']] - y_data = ps_data[self._PS._columns['z']] - x_label = self._PS._columns['y'] - y_label = self._PS._columns['z'] - elif beam_direction == 'y': - x_data = ps_data[self._PS._columns['x']] - y_data = ps_data[self._PS._columns['z']] - x_label = self._PS._columns['x'] - y_label = self._PS._columns['z'] - elif beam_direction == 'z': - x_data = ps_data[self._PS._columns['x']] - y_data = ps_data[self._PS._columns['y']] - x_label = self._PS._columns['x'] - y_label = self._PS._columns['y'] - else: - raise NotImplementedError('beam_direction must be "x", "y", or "z"') - - if weight_position_plot: - _kde_data_grid = 150 ** 2 - print('generating weighted scatter plot...can be slow...') - xy = np.vstack([x_data, y_data]) - k = gaussian_kde(xy, weights=self._PS._ps_data['weight'][ind]) - down_sample_factor = np.round(x_data.shape[0] / _kde_data_grid) - if down_sample_factor > 1: - # in this case we can downsample for display - print(f'down sampling kde data by factor of {down_sample_factor}') - rng = np.random.default_rng() - rng.shuffle(xy) # operates in place for some confusing reason - xy = rng.choice(xy, int(x_data.shape[0] / down_sample_factor), replace=False, axis=1, shuffle=False) - z = k(xy) - z = z / max(z) - axs[0, n_axs].scatter(xy[0], xy[1], c=z, s=1) - else: - axs[0, n_axs].scatter(x_data, y_data, s=1, c=self._PS._ps_data['weight'][ind]) - axs[0, n_axs].set_aspect('equal') - axs[0, n_axs].set_aspect(1) - axs[0, n_axs].set_title(axs_title, fontsize=_FigureSpecs.TitleFontSize) - axs[0, n_axs].set_xlabel(x_label, fontsize=_FigureSpecs.LabelFontSize) - axs[0, n_axs].set_ylabel(y_label, fontsize=_FigureSpecs.LabelFontSize) - if grid: - axs[0, n_axs].grid() - if xlim: - axs[0, n_axs].set_xlim(xlim) - if ylim: - axs[0, n_axs].set_ylim(ylim) - n_axs = n_axs + 1 - - plt.tight_layout() - plt.show() - - def particle_positions_hist_2D(self, beam_direction: str = 'z', quantity: str = 'intensity', - grid: bool = True, log_scale: bool = False, bins: int = 100, - normalize: bool = True, xlim=None, ylim=None, vmin=None, - vmax=None, ): # pragma: no cover - """ - plot a 2D histogram of data, either of accumulated number of particules or accumulated energy - - :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) - :type beam_direction: str, optional - :param xlim: set the xlim for all plots, e.g. [-2,2] - :type xlim: list, optional - :param ylim: set the ylim for all plots, e.g. [-2,2] - :type ylim: list, optional - :param quantity: quantity to accumulate; either 'intensity' or 'energy - :type quantity: str - :param grid: turns grid on/off - :type grid: bool, optional - :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 - :type bins: int, optional - :param vmin: minimum color range - :type vmin: float, optional - :param vmax: maximum color range - :type vmax: float, optional - :param log_scale: if True, log scale is used - :type log_scale: bool, optional - :param normalize: if True, data is normalized to 0-100 - otherwise raw values are used - :type normalize: bool, optional - :return: None - """ - if log_scale: - _scale = 'log' - else: - _scale = None - fig, axs = plt.subplots(1, len(self._PS._unique_particles), squeeze=False) - fig.set_size_inches(5 * len(self._PS._unique_particles), 5) - n_axs = 0 - if not beam_direction in ['x', 'y', 'z']: - raise NotImplementedError('beam_direction must be "x", "y", or "z"') - if not quantity in ['intensity', 'energy']: - raise NotImplementedError('quantity must be "intensity" or "energy"') - - if (not self._PS._columns['Ek'] in self._PS._ps_data.columns): - self._PS.fill_kinetic_E() - for particle in self._PS._unique_particles: - ind = self._PS._ps_data['particle type [pdg_code]'] == particle - ps_data = self._PS._ps_data.loc[ind] - if beam_direction == 'x': - loop_data = zip(ps_data[self._PS._columns['z']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], - ps_data['weight']) - _xlabel = self._PS._columns['z'] - _ylabel = self._PS._columns['y'] - if beam_direction == 'y': - loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['z']], ps_data[self._PS._columns['Ek']], - ps_data['weight']) - _xlabel = self._PS._columns['x'] - _ylabel = self._PS._columns['z'] - if beam_direction == 'z': - loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], - ps_data['weight']) - _xlabel = self._PS._columns['x'] - _ylabel = self._PS._columns['y'] - if xlim is None: - xlim = [ps_data[self._PS._columns['x']].min(), ps_data[self._PS._columns['x']].max()] - if ylim is None: - ylim = [ps_data[self._PS._columns['y']].min(), ps_data[self._PS._columns['y']].max()] - if quantity == 'intensity': - _title = f"n_particles intensity;\n{particle_cfg.particle_properties[particle]['name']}" - _weight = ps_data['weight'] - elif quantity == 'energy': - _title = f"energy intensity;\n{particle_cfg.particle_properties[particle]['name']}" - _weight = np.multiply(ps_data['weight'], ps_data[self._PS._columns['Ek']]) - X = np.linspace(xlim[0], xlim[1], bins) - Y = np.linspace(ylim[0], ylim[1], bins) - h, xedges, yedges = np.histogram2d(ps_data[self._PS._columns['x']], - ps_data[self._PS._columns['y']], - bins=[X, Y], weights=_weight, ) - if normalize: - h = h * 100 / h.max() - # _im1 = axs[0, n_axs].hist2d(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], - # bins=[X,Y], - # weights=_weight, norm=LogNorm(vmin=1, vmax=100), - # cmap='inferno', - # vmin=vmin, vmax=vmax)[3] - _im1 = axs[0, n_axs].pcolormesh(xedges, yedges, h.T, cmap='inferno', - norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) - - fig.colorbar(_im1, ax=axs[0, n_axs]) - - axs[0, n_axs].set_title(_title) - axs[0, n_axs].set_xlabel(_xlabel, fontsize=_FigureSpecs.LabelFontSize) - axs[0, n_axs].set_ylabel(_ylabel, fontsize=_FigureSpecs.LabelFontSize) - axs[0, n_axs].set_aspect('equal') - if grid: - axs[0, n_axs].grid() - n_axs = n_axs + 1 - plt.tight_layout() - plt.show() - - def transverse_trace_space_scatter_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, - grid: bool = True, xlim=None, ylim=None, ): # pragma: no cover - """ - Generate a scatter plot of x versus x'=px/pz and y versus y'=py/pz (these definitions are for - beam_direction='z') - - :param beam_direction: main direction in which beam is travelling. 'x', 'y', or 'z' (default) - :type beam_direction: str, optional - :param plot_twiss_ellipse: if True, will overlay the RMS twiss ellipse onto the trace space - :type plot_twiss_ellipse: bool, optional - :param xlim: set xlim, e.g. [-2,2] - :type xlim: list, optional - :param ylim: set ylim, e.g. [-2,2] - :type ylim: list, optional - :param grid: turns grid on/off - :type grid: bool, optional - """ - - self._PS.calculate_twiss_parameters(beam_direction=beam_direction) - fig, axs = plt.subplots(nrows=len(self._PS._unique_particles), ncols=2, squeeze=False) - row = 0 - for particle in self._PS._unique_particles: - particle_name = particle_cfg.particle_properties[particle]['name'] - ind = self._PS._ps_data['particle type [pdg_code]'] == particle - ps_data = self._PS._ps_data.loc[ind] - x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ - x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ - self._PS._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) - - axs[row, 0].scatter(x_data_1, div_data_1, s=1, marker='.', c=weight) - axs[row, 0].set_xlabel(x_label_1) - axs[row, 0].set_ylabel(y_label_1) - axs[row, 0].set_title(title_1) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), - div_data_1.min(), div_data_1.max()) - axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) - # axs[row, 0].set_xlim([3*np.min(twiss_X), 3*np.max(twiss_X)]) - # axs[row, 0].set_ylim([3 * np.min(twiss_Y), 3 * np.max(twiss_Y)]) - - if xlim: - axs[row, 0].set_xlim(xlim) - if ylim: - axs[row, 0].set_ylim(ylim) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), - div_data_2.min(), div_data_2.max()) - axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) - axs[row, 1].scatter(x_data_2, div_data_2, s=1, marker='.', c=weight) - axs[row, 1].set_xlabel(x_label_2) - axs[row, 1].set_ylabel(y_label_2) - axs[row, 1].set_title(title_2) - if xlim: - axs[row, 1].set_xlim(xlim) - if ylim: - axs[row, 1].set_ylim(ylim) - if grid: - axs[row, 0].grid() - axs[row, 1].grid() - row = row + 1 - - plt.tight_layout() - plt.show() - - def transverse_trace_space_hist_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, - grid: bool = True, bins: int = 100, log_scale: bool = True, - normalize: bool = True, - xlim=None, ylim=None, vmin=None, vmax=None, ): # pragma: no cover - """ - plot the intensity of the beam in trace space - - :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) - :type beam_direction: str, optional - :param xlim: set the xlim for all plots, e.g. [-2,2] - :type xlim: list, optional - :param ylim: set the ylim for all plots, e.g. [-2,2] - :type ylim: list, optional - :param plot_twiss_ellipse: if True, RMS ellipse from twiss parameters is overlaid. - :type plot_twiss_ellipse: bool, optional - :param grid: turns grid on/off - :type grid: bool, optional - :param log_scale: if True, log scale is used - :type log_scale: bool, optional - :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 - :type bins: int, optional - :param vmin: minimum color range - :type vmin: float, optional - :param vmax: maximum color range - :type vmax: float, optional - """ - if log_scale: - _scale = 'log' - else: - _scale = None - self._PS.calculate_twiss_parameters(beam_direction=beam_direction) - fig, axs = plt.subplots(nrows=len(self._PS._unique_particles), ncols=2, squeeze=False) - row = 0 - for particle in self._PS._unique_particles: - particle_name = particle_cfg.particle_properties[particle]['name'] - ind = self._PS._ps_data['particle type [pdg_code]'] == particle - ps_data = self._PS._ps_data.loc[ind] - x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ - x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ - self._PS._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) - # accumulate data - if not xlim: - xlim = [np.min([x_data_1, x_data_2]), np.max([x_data_1, x_data_2])] - if not ylim: - ylim = [np.min([div_data_1, div_data_2]), np.max([div_data_1, div_data_2])] - - X = np.linspace(xlim[0], xlim[1], bins) - Y = np.linspace(ylim[0], ylim[1], bins) - _extent = [xlim[0], xlim[1], ylim[0], ylim[1]] - h, xedges, yedges = np.histogram2d(x_data_1, div_data_1, bins=[X, Y], - weights=ps_data[self._PS._columns['weight']]) - if normalize: - h = h * 100 / h.max() - _im1 = axs[row, 0].pcolormesh(xedges, yedges, h.T, cmap='inferno', - norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) - fig.colorbar(_im1, ax=axs[row, 0]) - axs[row, 0].set_xlabel(x_label_1) - axs[row, 0].set_ylabel(y_label_1) - axs[row, 0].set_title(title_1) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), - div_data_1.min(), div_data_1.max()) - axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) - axs[row, 0].set_xlim(xlim) - axs[row, 0].set_ylim(ylim) - axs[row, 0].set_aspect('auto') - h, xedges, yedges = np.histogram2d(x_data_2, div_data_2, bins=[X, Y], - weights=ps_data[self._PS._columns['weight']]) - if normalize: - h = h * 100 / h.max() - _im2 = axs[row, 1].pcolormesh(xedges, yedges, h.T, cmap='inferno', - norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) - fig.colorbar(_im2, ax=axs[row, 1]) - if plot_twiss_ellipse: - twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), - div_data_2.min(), div_data_2.max()) - axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) - if grid: - axs[row, 0].grid() - axs[row, 1].grid() - axs[row, 1].set_xlabel(x_label_2) - axs[row, 1].set_ylabel(y_label_2) - axs[row, 1].set_title(title_2) - axs[row, 1].set_xlim(xlim) - axs[row, 1].set_ylim(ylim) - axs[row, 1].set_aspect('auto') - row = row + 1 - - plt.tight_layout() - plt.show() - - def n_particles_v_time(self, n_bins: int = 100, grid: bool = False): # pragma: no cover - """ - basic plot of number of particles versus time; useful for quickly seperating out different bunches - of electrons such that you can apply the 'filter_by_time' method - - :param n_bins: number of bins for histogram - :type n_bins: int - :param grid: turns grid on/off - :type grid: bool, optional - """ - plt.figure() - plt.hist(self._PS._ps_data[self._PS._columns['time']], n_bins) - plt.xlabel(f'time {self._PS._units.time.label}') - plt.ylabel('N particles') - if grid: - plt.grid() - plt.tight_layout() diff --git a/ParticlePhaseSpace/_ParticlePhaseSpace.py b/ParticlePhaseSpace/_ParticlePhaseSpace.py index 3f40f5b..e028a33 100644 --- a/ParticlePhaseSpace/_ParticlePhaseSpace.py +++ b/ParticlePhaseSpace/_ParticlePhaseSpace.py @@ -15,7 +15,8 @@ from ParticlePhaseSpace import utilities as ps_util from ParticlePhaseSpace import DataLoaders from ParticlePhaseSpace import UnitSet, ParticlePhaseSpaceUnits -from ._PS_public_methods import _Plots +from abc import ABC +# from ._PS_public_methods import _Plots, _Fill_Methods class _FigureSpecs: @@ -29,8 +30,594 @@ class _FigureSpecs: TickFontSize = 14 +class _PhaseSpace_MethodHolder(ABC): + + def __init__(self, PS): + self._PS = PS + + +class _Plots(_PhaseSpace_MethodHolder): + + def energy_hist_1D(self, n_bins: int = 100, grid: bool = False): # pragma: no cover + """ + generate a histogram plot of paritcle energies. + Each particle spcies present in the phase space is overlaid on the same plot. + + :param n_bins: number of bins in histogram + :type n_bins: int, optional + :param grid: turns grid on/off + :type grid: bool, optional + :return: None + """ + Efig, axs = plt.subplots() + if not self._PS._columns['Ek'] in self._PS._ps_data.columns: + self._PS.fill_kinetic_E() + legend = [] + for particle in self._PS._unique_particles: + legend.append(particle_cfg.particle_properties[particle]['name']) + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + Eplot = self._PS._ps_data[self._PS._columns['Ek']][ind] + n, bins, patches = axs.hist(Eplot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=.5) + + axs.set_xlabel(self._PS._columns['Ek'], fontsize=_FigureSpecs.LabelFontSize) + axs.set_ylabel('N counts', fontsize=_FigureSpecs.LabelFontSize) + axs.tick_params(axis="y", labelsize=_FigureSpecs.TickFontSize) + axs.tick_params(axis="x", labelsize=_FigureSpecs.TickFontSize) + if grid: + axs.grid() + axs.legend(legend) + + plt.tight_layout() + plt.show() + + def position_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): # pragma: no cover + """ + plot a histogram of particle positions in x, y, z. + a new histogram is generated for each particle species. + histograms are overlaid. + + :param n_bins: number of bins in histogram + :param alpha: controls transparency of each histogram. + :param grid: turns grid on/off + :type grid: bool, optional + """ + fig, axs = plt.subplots(1, 3) + fig.set_size_inches(15, 5) + legend = [] + for particle in self._PS._unique_particles: + legend.append(particle_cfg.particle_properties[particle]['name']) + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + x_plot = self._PS._ps_data[self._PS._columns['x']][ind] + y_plot = self._PS._ps_data[self._PS._columns['y']][ind] + z_plot = self._PS._ps_data[self._PS._columns['z']][ind] + axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + + axs[0].set_xlabel(self._PS._columns['x']) + axs[0].set_ylabel('counts') + axs[0].set_title(self._PS._columns['x']) + axs[0].legend(legend) + + axs[1].set_xlabel(self._PS._columns['y']) + axs[1].set_ylabel('counts') + axs[1].set_title(self._PS._columns['y']) + + axs[2].set_xlabel(self._PS._columns['z']) + axs[2].set_ylabel('counts') + axs[2].set_title(self._PS._columns['z']) + + if grid: + axs[0].grid() + axs[1].grid() + axs[2].grid() + + plt.tight_layout() + plt.show() + + def momentum_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = False): + """ + plot a histogram of particle momentum in x, y, z. + a new histogram is generated for each particle species. + histograms are overlaid. + + :param n_bins: number of bins in histogram + :param alpha: controls transparency of each histogram. + :param grid: turns grid on/off + :type grid: bool, optional + """ + fig, axs = plt.subplots(1, 3) + fig.set_size_inches(15, 5) + legend = [] + for particle in self._PS._unique_particles: + legend.append(particle_cfg.particle_properties[particle]['name']) + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + x_plot = self._PS._ps_data[self._PS._columns['px']][ind] + y_plot = self._PS._ps_data[self._PS._columns['py']][ind] + z_plot = self._PS._ps_data[self._PS._columns['pz']][ind] + axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) + + axs[0].set_xlabel(self._PS._columns['px']) + axs[0].set_ylabel('counts') + axs[0].set_title(self._PS._columns['px']) + axs[0].legend(legend) + + axs[1].set_xlabel(self._PS._columns['py']) + axs[1].set_ylabel('counts') + axs[1].set_title(self._PS._columns['py']) + + axs[2].set_xlabel(self._PS._columns['pz']) + axs[2].set_ylabel('counts') + axs[2].set_title(self._PS._columns['pz']) + + if grid: + axs[0].grid() + axs[1].grid() + axs[2].grid() + + plt.tight_layout() + plt.show() + + def particle_positions_scatter_2D(self, beam_direction: str = 'z', weight_position_plot: bool = False, + grid: bool = True, xlim=None, ylim=None): # pragma: no cover + """ + produce a scatter plot of particle positions. + one plot is produced for each unique species. + + :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) + :type beam_direction: str, optional + :param weight_position_plot: if True, a gaussian kde is used to weight the particle + positions. This can produce very informative and useful plots, but also be very slow. + If it is slow, you could try downsampling the phase space first using get_downsampled_phase_space + :type weight_position_plot: bool + :param grid: turns grid on/off + :type grid: bool, optional + :param xlim: set the xlim for all plots, e.g. [-2,2] + :type xlim: list or None, optional + :param ylim: set the ylim for all plots, e.g. [-2,2] + :type ylim: list or None, optional + :return: None + """ + fig, axs = plt.subplots(1, len(self._PS._unique_particles), squeeze=False) + fig.set_size_inches(5 * len(self._PS._unique_particles), 5) + n_axs = 0 + for particle in self._PS._unique_particles: + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + axs_title = particle_cfg.particle_properties[particle]['name'] + if beam_direction == 'x': + x_data = ps_data[self._PS._columns['y']] + y_data = ps_data[self._PS._columns['z']] + x_label = self._PS._columns['y'] + y_label = self._PS._columns['z'] + elif beam_direction == 'y': + x_data = ps_data[self._PS._columns['x']] + y_data = ps_data[self._PS._columns['z']] + x_label = self._PS._columns['x'] + y_label = self._PS._columns['z'] + elif beam_direction == 'z': + x_data = ps_data[self._PS._columns['x']] + y_data = ps_data[self._PS._columns['y']] + x_label = self._PS._columns['x'] + y_label = self._PS._columns['y'] + else: + raise NotImplementedError('beam_direction must be "x", "y", or "z"') + + if weight_position_plot: + _kde_data_grid = 150 ** 2 + print('generating weighted scatter plot...can be slow...') + xy = np.vstack([x_data, y_data]) + k = gaussian_kde(xy, weights=self._PS._ps_data['weight'][ind]) + down_sample_factor = np.round(x_data.shape[0] / _kde_data_grid) + if down_sample_factor > 1: + # in this case we can downsample for display + print(f'down sampling kde data by factor of {down_sample_factor}') + rng = np.random.default_rng() + rng.shuffle(xy) # operates in place for some confusing reason + xy = rng.choice(xy, int(x_data.shape[0] / down_sample_factor), replace=False, axis=1, shuffle=False) + z = k(xy) + z = z / max(z) + axs[0, n_axs].scatter(xy[0], xy[1], c=z, s=1) + else: + axs[0, n_axs].scatter(x_data, y_data, s=1, c=self._PS._ps_data['weight'][ind]) + axs[0, n_axs].set_aspect('equal') + axs[0, n_axs].set_aspect(1) + axs[0, n_axs].set_title(axs_title, fontsize=_FigureSpecs.TitleFontSize) + axs[0, n_axs].set_xlabel(x_label, fontsize=_FigureSpecs.LabelFontSize) + axs[0, n_axs].set_ylabel(y_label, fontsize=_FigureSpecs.LabelFontSize) + if grid: + axs[0, n_axs].grid() + if xlim: + axs[0, n_axs].set_xlim(xlim) + if ylim: + axs[0, n_axs].set_ylim(ylim) + n_axs = n_axs + 1 + + plt.tight_layout() + plt.show() + + def particle_positions_hist_2D(self, beam_direction: str = 'z', quantity: str = 'intensity', + grid: bool = True, log_scale: bool = False, bins: int = 100, + normalize: bool = True, xlim=None, ylim=None, vmin=None, + vmax=None, ): # pragma: no cover + """ + plot a 2D histogram of data, either of accumulated number of particules or accumulated energy + + :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) + :type beam_direction: str, optional + :param xlim: set the xlim for all plots, e.g. [-2,2] + :type xlim: list, optional + :param ylim: set the ylim for all plots, e.g. [-2,2] + :type ylim: list, optional + :param quantity: quantity to accumulate; either 'intensity' or 'energy + :type quantity: str + :param grid: turns grid on/off + :type grid: bool, optional + :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 + :type bins: int, optional + :param vmin: minimum color range + :type vmin: float, optional + :param vmax: maximum color range + :type vmax: float, optional + :param log_scale: if True, log scale is used + :type log_scale: bool, optional + :param normalize: if True, data is normalized to 0-100 - otherwise raw values are used + :type normalize: bool, optional + :return: None + """ + if log_scale: + _scale = 'log' + else: + _scale = None + fig, axs = plt.subplots(1, len(self._PS._unique_particles), squeeze=False) + fig.set_size_inches(5 * len(self._PS._unique_particles), 5) + n_axs = 0 + if not beam_direction in ['x', 'y', 'z']: + raise NotImplementedError('beam_direction must be "x", "y", or "z"') + if not quantity in ['intensity', 'energy']: + raise NotImplementedError('quantity must be "intensity" or "energy"') + + if (not self._PS._columns['Ek'] in self._PS._ps_data.columns): + self._PS.fill_kinetic_E() + for particle in self._PS._unique_particles: + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + if beam_direction == 'x': + loop_data = zip(ps_data[self._PS._columns['z']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], + ps_data['weight']) + _xlabel = self._PS._columns['z'] + _ylabel = self._PS._columns['y'] + if beam_direction == 'y': + loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['z']], ps_data[self._PS._columns['Ek']], + ps_data['weight']) + _xlabel = self._PS._columns['x'] + _ylabel = self._PS._columns['z'] + if beam_direction == 'z': + loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], + ps_data['weight']) + _xlabel = self._PS._columns['x'] + _ylabel = self._PS._columns['y'] + if xlim is None: + xlim = [ps_data[self._PS._columns['x']].min(), ps_data[self._PS._columns['x']].max()] + if ylim is None: + ylim = [ps_data[self._PS._columns['y']].min(), ps_data[self._PS._columns['y']].max()] + if quantity == 'intensity': + _title = f"n_particles intensity;\n{particle_cfg.particle_properties[particle]['name']}" + _weight = ps_data['weight'] + elif quantity == 'energy': + _title = f"energy intensity;\n{particle_cfg.particle_properties[particle]['name']}" + _weight = np.multiply(ps_data['weight'], ps_data[self._PS._columns['Ek']]) + X = np.linspace(xlim[0], xlim[1], bins) + Y = np.linspace(ylim[0], ylim[1], bins) + h, xedges, yedges = np.histogram2d(ps_data[self._PS._columns['x']], + ps_data[self._PS._columns['y']], + bins=[X, Y], weights=_weight, ) + if normalize: + h = h * 100 / h.max() + # _im1 = axs[0, n_axs].hist2d(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], + # bins=[X,Y], + # weights=_weight, norm=LogNorm(vmin=1, vmax=100), + # cmap='inferno', + # vmin=vmin, vmax=vmax)[3] + _im1 = axs[0, n_axs].pcolormesh(xedges, yedges, h.T, cmap='inferno', + norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) + + fig.colorbar(_im1, ax=axs[0, n_axs]) + + axs[0, n_axs].set_title(_title) + axs[0, n_axs].set_xlabel(_xlabel, fontsize=_FigureSpecs.LabelFontSize) + axs[0, n_axs].set_ylabel(_ylabel, fontsize=_FigureSpecs.LabelFontSize) + axs[0, n_axs].set_aspect('equal') + if grid: + axs[0, n_axs].grid() + n_axs = n_axs + 1 + plt.tight_layout() + plt.show() + + def transverse_trace_space_scatter_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, + grid: bool = True, xlim=None, ylim=None, ): # pragma: no cover + """ + Generate a scatter plot of x versus x'=px/pz and y versus y'=py/pz (these definitions are for + beam_direction='z') + + :param beam_direction: main direction in which beam is travelling. 'x', 'y', or 'z' (default) + :type beam_direction: str, optional + :param plot_twiss_ellipse: if True, will overlay the RMS twiss ellipse onto the trace space + :type plot_twiss_ellipse: bool, optional + :param xlim: set xlim, e.g. [-2,2] + :type xlim: list, optional + :param ylim: set ylim, e.g. [-2,2] + :type ylim: list, optional + :param grid: turns grid on/off + :type grid: bool, optional + """ + + self._PS.calculate_twiss_parameters(beam_direction=beam_direction) + fig, axs = plt.subplots(nrows=len(self._PS._unique_particles), ncols=2, squeeze=False) + row = 0 + for particle in self._PS._unique_particles: + particle_name = particle_cfg.particle_properties[particle]['name'] + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ + x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ + self._PS._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) + + axs[row, 0].scatter(x_data_1, div_data_1, s=1, marker='.', c=weight) + axs[row, 0].set_xlabel(x_label_1) + axs[row, 0].set_ylabel(y_label_1) + axs[row, 0].set_title(title_1) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), + div_data_1.min(), div_data_1.max()) + axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) + # axs[row, 0].set_xlim([3*np.min(twiss_X), 3*np.max(twiss_X)]) + # axs[row, 0].set_ylim([3 * np.min(twiss_Y), 3 * np.max(twiss_Y)]) + + if xlim: + axs[row, 0].set_xlim(xlim) + if ylim: + axs[row, 0].set_ylim(ylim) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), + div_data_2.min(), div_data_2.max()) + axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) + axs[row, 1].scatter(x_data_2, div_data_2, s=1, marker='.', c=weight) + axs[row, 1].set_xlabel(x_label_2) + axs[row, 1].set_ylabel(y_label_2) + axs[row, 1].set_title(title_2) + if xlim: + axs[row, 1].set_xlim(xlim) + if ylim: + axs[row, 1].set_ylim(ylim) + if grid: + axs[row, 0].grid() + axs[row, 1].grid() + row = row + 1 + + plt.tight_layout() + plt.show() + + def transverse_trace_space_hist_2D(self, beam_direction: str = 'z', plot_twiss_ellipse: bool = True, + grid: bool = True, bins: int = 100, log_scale: bool = True, + normalize: bool = True, + xlim=None, ylim=None, vmin=None, vmax=None, ): # pragma: no cover + """ + plot the intensity of the beam in trace space + + :param beam_direction: the direction the beam is travelling in. "x", "y", or "z" (default) + :type beam_direction: str, optional + :param xlim: set the xlim for all plots, e.g. [-2,2] + :type xlim: list, optional + :param ylim: set the ylim for all plots, e.g. [-2,2] + :type ylim: list, optional + :param plot_twiss_ellipse: if True, RMS ellipse from twiss parameters is overlaid. + :type plot_twiss_ellipse: bool, optional + :param grid: turns grid on/off + :type grid: bool, optional + :param log_scale: if True, log scale is used + :type log_scale: bool, optional + :param bins: number of bins in X/Y direction. n_pixels = bins ** 2 + :type bins: int, optional + :param vmin: minimum color range + :type vmin: float, optional + :param vmax: maximum color range + :type vmax: float, optional + """ + if log_scale: + _scale = 'log' + else: + _scale = None + self._PS.calculate_twiss_parameters(beam_direction=beam_direction) + fig, axs = plt.subplots(nrows=len(self._PS._unique_particles), ncols=2, squeeze=False) + row = 0 + for particle in self._PS._unique_particles: + particle_name = particle_cfg.particle_properties[particle]['name'] + ind = self._PS._ps_data['particle type [pdg_code]'] == particle + ps_data = self._PS._ps_data.loc[ind] + x_data_1, div_data_1, x_label_1, y_label_1, title_1, weight, elipse_parameters_1, \ + x_data_2, div_data_2, x_label_2, y_label_2, title_2, elipse_parameters_2 = \ + self._PS._get_data_for_trace_space_plots(beam_direction, ps_data, particle_name) + # accumulate data + if not xlim: + xlim = [np.min([x_data_1, x_data_2]), np.max([x_data_1, x_data_2])] + if not ylim: + ylim = [np.min([div_data_1, div_data_2]), np.max([div_data_1, div_data_2])] + + X = np.linspace(xlim[0], xlim[1], bins) + Y = np.linspace(ylim[0], ylim[1], bins) + _extent = [xlim[0], xlim[1], ylim[0], ylim[1]] + h, xedges, yedges = np.histogram2d(x_data_1, div_data_1, bins=[X, Y], + weights=ps_data[self._PS._columns['weight']]) + if normalize: + h = h * 100 / h.max() + _im1 = axs[row, 0].pcolormesh(xedges, yedges, h.T, cmap='inferno', + norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) + fig.colorbar(_im1, ax=axs[row, 0]) + axs[row, 0].set_xlabel(x_label_1) + axs[row, 0].set_ylabel(y_label_1) + axs[row, 0].set_title(title_1) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_1, x_data_1.min(), x_data_1.max(), + div_data_1.min(), div_data_1.max()) + axs[row, 0].scatter(twiss_X, twiss_Y, c='r', s=2) + axs[row, 0].set_xlim(xlim) + axs[row, 0].set_ylim(ylim) + axs[row, 0].set_aspect('auto') + h, xedges, yedges = np.histogram2d(x_data_2, div_data_2, bins=[X, Y], + weights=ps_data[self._PS._columns['weight']]) + if normalize: + h = h * 100 / h.max() + _im2 = axs[row, 1].pcolormesh(xedges, yedges, h.T, cmap='inferno', + norm=_scale, rasterized=False, vmin=vmin, vmax=vmax) + fig.colorbar(_im2, ax=axs[row, 1]) + if plot_twiss_ellipse: + twiss_X, twiss_Y = self._PS._get_ellipse_xy_points(elipse_parameters_2, x_data_2.min(), x_data_2.max(), + div_data_2.min(), div_data_2.max()) + axs[row, 1].scatter(twiss_X, twiss_Y, c='r', s=2) + if grid: + axs[row, 0].grid() + axs[row, 1].grid() + axs[row, 1].set_xlabel(x_label_2) + axs[row, 1].set_ylabel(y_label_2) + axs[row, 1].set_title(title_2) + axs[row, 1].set_xlim(xlim) + axs[row, 1].set_ylim(ylim) + axs[row, 1].set_aspect('auto') + row = row + 1 + + plt.tight_layout() + plt.show() + + def n_particles_v_time(self, n_bins: int = 100, grid: bool = False): # pragma: no cover + """ + basic plot of number of particles versus time; useful for quickly seperating out different bunches + of electrons such that you can apply the 'filter_by_time' method + + :param n_bins: number of bins for histogram + :type n_bins: int + :param grid: turns grid on/off + :type grid: bool, optional + """ + plt.figure() + plt.hist(self._PS._ps_data[self._PS._columns['time']], n_bins) + plt.xlabel(f'time {self._PS._units.time.label}') + plt.ylabel('N particles') + if grid: + plt.grid() + plt.tight_layout() + + +class _Fill_Methods(_PhaseSpace_MethodHolder): + """ + Methods for calculating secondary quantities and adding them to ps_data + """ + + def kinetic_E(self): + """ + Uses `energy-momementum relation `_ to add + kinetic energy into self._ps_data + """ + if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + self._PS.fill.rest_mass() + if not self._PS._columns['p_abs'] in self._PS._ps_data.columns: + self._PS.fill.absolute_momentum() + + TOT_E = np.sqrt(self._PS._ps_data[self._PS._columns['p_abs']] ** 2 + self._PS._ps_data[self._PS._columns['rest mass']] ** 2) + Kin_E = np.subtract(TOT_E, self._PS._ps_data[self._PS._columns['rest mass']]) + self._PS._ps_data[self._PS._columns['Ek']] = Kin_E + self._PS._check_ps_data_format() + + def rest_mass(self): + """ + add rest mass to self._PS._ps_data + :return: + """ + rest_mass_MeV = ps_util.get_rest_masses_from_pdg_codes(self._PS._ps_data['particle type [pdg_code]']) + rest_mass_correct_units = rest_mass_MeV / self._PS._conversions['mass'] + self._PS._ps_data[self._PS._columns['rest mass']] = rest_mass_correct_units + self._PS._check_ps_data_format() + + def relativistic_mass(self): + """ + add relativistic mass to ps_data + """ + if not self._PS._columns['gamma'] in self._PS._ps_data.columns: + self._PS.fill.beta_and_gamma() + if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + self._PS.fill.rest_mass() + + self._PS._ps_data[self._PS._columns['relativistic mass']] = np.multiply(self._PS._ps_data[self._PS._columns['gamma']], + self._PS._ps_data[self._PS._columns['rest mass']]) + self._PS._check_ps_data_format() + + def velocity(self): + """ + add velocities in m/s into self._PS._ps_data + """ + if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + self._PS.fill.rest_mass() + if not self._PS._columns['gamma'] in self._PS._ps_data.columns: + self._PS.fill.beta_and_gamma() + # self._PS._ps_data[self._PS._columns['vx']] = np.divide(self._PS._ps_data[self._PS._columns['px']], (self._PS._ps_data[self._PS._columns['gamma']] * self._PS._ps_data[self._PS._columns['rest mass']])) + # self._PS._ps_data[self._PS._columns['vy']] = np.divide(self._PS._ps_data[self._PS._columns['py']], (self._PS._ps_data[self._PS._columns['gamma']] * self._PS._ps_data[self._PS._columns['rest mass']])) + # self._PS._ps_data[self._PS._columns['vz']] = np.divide(self._PS._ps_data[self._PS._columns['pz']], (self._PS._ps_data[self._PS._columns['gamma']] * self._PS._ps_data[self._PS._columns['rest mass']])) + + self._PS._ps_data[self._PS._columns['vx']] = np.multiply(self._PS._ps_data[self._PS._columns['beta_x']], constants.c) + self._PS._ps_data[self._PS._columns['vy']] = np.multiply(self._PS._ps_data[self._PS._columns['beta_y']], constants.c) + self._PS._ps_data[self._PS._columns['vz']] = np.multiply(self._PS._ps_data[self._PS._columns['beta_z']], constants.c) + self._PS._check_ps_data_format() + + def absolute_momentum(self): + + self._PS._ps_data[self._PS._columns['p_abs']] = np.sqrt(( + self._PS._ps_data[self._PS._columns['px']] ** 2 + + self._PS._ps_data[self._PS._columns['py']] ** 2 + + self._PS._ps_data[self._PS._columns['pz']] ** 2).to_numpy()) + + def beta_and_gamma(self): + """ + add the relatavistic beta and gamma factors into self._PS._ps_data + """ + if not self._PS._columns['Ek'] in self._PS._ps_data.columns: + self._PS.fill.kinetic_E() + if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + self._PS.fill.rest_mass() + if not self._PS._columns['p_abs'] in self._PS._ps_data.columns: + self._PS.fill.absolute_momentum() + + self._PS._ps_data['beta_abs'] = np.divide(self._PS._ps_data[self._PS._columns['p_abs']], + self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ + self._PS._columns['rest mass']]) + self._PS._ps_data[self._PS._columns['beta_x']] = np.divide(self._PS._ps_data[self._PS._columns['px']], + self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ + self._PS._columns['rest mass']]) + self._PS._ps_data[self._PS._columns['beta_y']] = np.divide(self._PS._ps_data[self._PS._columns['py']], + self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ + self._PS._columns['rest mass']]) + self._PS._ps_data[self._PS._columns['beta_z']] = np.divide(self._PS._ps_data[self._PS._columns['pz']], + self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ + self._PS._columns['rest mass']]) + # assert np.allclose(np.sqrt(self._PS._ps_data[self._PS._columns['beta_x']]**2 + self._PS._ps_data[self._PS._columns['beta_y']]**2 +self._PS._ps_data[self._PS._columns['beta_z']]**2), self._PS._ps_data['beta_abs']) + self._PS._ps_data[self._PS._columns['gamma']] = 1 / np.sqrt(1 - np.square(self._PS._ps_data['beta_abs'])) + self._PS._check_ps_data_format() + + def direction_cosines(self): + """ + Calculate direction cosines, which are required for topas import: + U (direction cosine of momentum with respect to X) + V (direction cosine of momentum with respect to Y) + """ + + V = np.sqrt(self._PS._ps_data[self._PS._columns['px']] ** 2 + self._PS._ps_data[self._PS._columns['py']] ** 2 + self._PS._ps_data[ + self._PS._columns['pz']] ** 2) + self._PS._ps_data[self._PS._columns['Direction Cosine X']] = self._PS._ps_data[self._PS._columns['px']] / V + self._PS._ps_data[self._PS._columns['Direction Cosine Y']] = self._PS._ps_data[self._PS._columns['py']] / V + self._PS._ps_data[self._PS._columns['Direction Cosine Z']] = self._PS._ps_data[self._PS._columns['pz']] / V + self._PS._check_ps_data_format() -# ToDO: can _FIgureSpecs be removed from here class PhaseSpace: @@ -56,6 +643,7 @@ def __init__(self, data_loader): self.twiss_parameters = {} self.energy_stats = {} self.plot = _Plots(PS=self) + self.fill = _Fill_Methods(PS=self) def __call__(self, particle_list): """ @@ -355,7 +943,6 @@ def _quantities_to_column_names(self, quantities): # public methods - def print_energy_stats(self, file_name=None): # pragma: no cover """ Prints a summary of energy stats to the screen, which can optionally be saved to json @@ -419,127 +1006,6 @@ def print_twiss_parameters(self, file_name=None, beam_direction: str = 'z'): # data = pd.DataFrame(self.twiss_parameters[particle_name]) print(data) - def fill_kinetic_E(self): - """ - Uses `energy-momementum relation `_ to add - kinetic energy into self._ps_data - """ - if not self._columns['rest mass'] in self._ps_data.columns: - self.fill_rest_mass() - if not self._columns['p_abs'] in self._ps_data.columns: - self.fill_absolute_momentum() - - TOT_E = np.sqrt(self._ps_data[self._columns['p_abs']] ** 2 + self._ps_data[self._columns['rest mass']] ** 2) - Kin_E = np.subtract(TOT_E, self._ps_data[self._columns['rest mass']]) - self._ps_data[self._columns['Ek']] = Kin_E - self._check_ps_data_format() - - def fill_rest_mass(self): - """ - add rest mass to self._ps_data - :return: - """ - rest_mass_MeV = ps_util.get_rest_masses_from_pdg_codes(self._ps_data['particle type [pdg_code]']) - rest_mass_correct_units = rest_mass_MeV / self._conversions['mass'] - self._ps_data[self._columns['rest mass']] = rest_mass_correct_units - self._check_ps_data_format() - - def fill_relativistic_mass(self): - """ - add relativistic mass to ps_data - """ - if not self._columns['gamma'] in self._ps_data.columns: - self.fill_beta_and_gamma() - if not self._columns['rest mass'] in self._ps_data.columns: - self.fill_rest_mass() - - self._ps_data[self._columns['relativistic mass']] = np.multiply(self._ps_data[self._columns['gamma']], - self._ps_data[self._columns['rest mass']]) - self._check_ps_data_format() - - def fill_velocity(self): - """ - add velocities in m/s into self._ps_data - """ - if not self._columns['rest mass'] in self._ps_data.columns: - self.fill_rest_mass() - if not self._columns['gamma'] in self._ps_data.columns: - self.fill_beta_and_gamma() - # self._ps_data[self._columns['vx']] = np.divide(self._ps_data[self._columns['px']], (self._ps_data[self._columns['gamma']] * self._ps_data[self._columns['rest mass']])) - # self._ps_data[self._columns['vy']] = np.divide(self._ps_data[self._columns['py']], (self._ps_data[self._columns['gamma']] * self._ps_data[self._columns['rest mass']])) - # self._ps_data[self._columns['vz']] = np.divide(self._ps_data[self._columns['pz']], (self._ps_data[self._columns['gamma']] * self._ps_data[self._columns['rest mass']])) - - self._ps_data[self._columns['vx']] = np.multiply(self._ps_data[self._columns['beta_x']], constants.c) - self._ps_data[self._columns['vy']] = np.multiply(self._ps_data[self._columns['beta_y']], constants.c) - self._ps_data[self._columns['vz']] = np.multiply(self._ps_data[self._columns['beta_z']], constants.c) - self._check_ps_data_format() - - def fill_absolute_momentum(self): - - self._ps_data[self._columns['p_abs']] = np.sqrt(( - self._ps_data[self._columns['px']] ** 2 + - self._ps_data[self._columns['py']] ** 2 + - self._ps_data[self._columns['pz']] ** 2).to_numpy()) - - def fill_beta_and_gamma(self): - """ - add the relatavistic beta and gamma factors into self._ps_data - """ - if not self._columns['Ek'] in self._ps_data.columns: - self.fill_kinetic_E() - if not self._columns['rest mass'] in self._ps_data.columns: - self.fill_rest_mass() - if not self._columns['p_abs'] in self._ps_data.columns: - self.fill_absolute_momentum() - - self._ps_data['beta_abs'] = np.divide(self._ps_data[self._columns['p_abs']], - self._ps_data[self._columns['Ek']] + self._ps_data[ - self._columns['rest mass']]) - self._ps_data[self._columns['beta_x']] = np.divide(self._ps_data[self._columns['px']], - self._ps_data[self._columns['Ek']] + self._ps_data[ - self._columns['rest mass']]) - self._ps_data[self._columns['beta_y']] = np.divide(self._ps_data[self._columns['py']], - self._ps_data[self._columns['Ek']] + self._ps_data[ - self._columns['rest mass']]) - self._ps_data[self._columns['beta_z']] = np.divide(self._ps_data[self._columns['pz']], - self._ps_data[self._columns['Ek']] + self._ps_data[ - self._columns['rest mass']]) - # assert np.allclose(np.sqrt(self._ps_data[self._columns['beta_x']]**2 + self._ps_data[self._columns['beta_y']]**2 +self._ps_data[self._columns['beta_z']]**2), self._ps_data['beta_abs']) - self._ps_data[self._columns['gamma']] = 1 / np.sqrt(1 - np.square(self._ps_data['beta_abs'])) - self._check_ps_data_format() - - def fill_direction_cosines(self): - """ - Calculate direction cosines, which are required for topas import: - U (direction cosine of momentum with respect to X) - V (direction cosine of momentum with respect to Y) - """ - - V = np.sqrt(self._ps_data[self._columns['px']] ** 2 + self._ps_data[self._columns['py']] ** 2 + self._ps_data[ - self._columns['pz']] ** 2) - self._ps_data[self._columns['Direction Cosine X']] = self._ps_data[self._columns['px']] / V - self._ps_data[self._columns['Direction Cosine Y']] = self._ps_data[self._columns['py']] / V - self._ps_data[self._columns['Direction Cosine Z']] = self._ps_data[self._columns['pz']] / V - self._check_ps_data_format() - - def get_downsampled_phase_space(self, downsample_factor: int = 10): - """ - return a new phase space object which randomlt samples from the larger phase space. - the new phase space has size 'original data/downsample_factor'. the data is shuffled - before being randomly sampled. - - :param downsample_factor: the factor to downsample the phase space by - :type downsample_factor: int - """ - new_data = self._ps_data.sample(frac=1).reset_index(drop=True) # this shuffles the data - new_data = new_data.sample(frac=1 / downsample_factor, ignore_index=True) - for col_name in new_data.columns: - if not col_name in ps_cfg.get_required_column_names(self._units): - new_data.drop(columns=col_name, inplace=True) - new_data_loader = DataLoaders.Load_PandasData(new_data, units=self._units) - new_instance = PhaseSpace(new_data_loader) - return new_instance - def calculate_twiss_parameters(self, beam_direction='z'): """ Calculate the RMS `twiss parameters `_ @@ -884,6 +1350,24 @@ def resample_via_gaussian_kde(self, n_new_particles_factor: int = 1, interpolate new_PS = PhaseSpace(new_data) return new_PS + def get_downsampled_phase_space(self, downsample_factor: int = 10): + """ + return a new phase space object which randomlt samples from the larger phase space. + the new phase space has size 'original data/downsample_factor'. the data is shuffled + before being randomly sampled. + + :param downsample_factor: the factor to downsample the phase space by + :type downsample_factor: int + """ + new_data = self._ps_data.sample(frac=1).reset_index(drop=True) # this shuffles the data + new_data = new_data.sample(frac=1 / downsample_factor, ignore_index=True) + for col_name in new_data.columns: + if not col_name in ps_cfg.get_required_column_names(self._units): + new_data.drop(columns=col_name, inplace=True) + new_data_loader = DataLoaders.Load_PandasData(new_data, units=self._units) + new_instance = PhaseSpace(new_data_loader) + return new_instance + def sort(self, quantities_to_sort: (None, list) = None): """ sort the data. Data will be sorted according quantities_to_sort, in order of quantity. From 2113ea29e07d6cf7851f588c3e03bbf8cb4e6516 Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Sat, 25 Feb 2023 11:17:37 +1100 Subject: [PATCH 03/10] updating docs --- ParticlePhaseSpace/_ParticlePhaseSpace.py | 445 ++++++++++--------- ParticlePhaseSpace/__phase_space_config__.py | 9 +- 2 files changed, 235 insertions(+), 219 deletions(-) diff --git a/ParticlePhaseSpace/_ParticlePhaseSpace.py b/ParticlePhaseSpace/_ParticlePhaseSpace.py index e028a33..7d375fb 100644 --- a/ParticlePhaseSpace/_ParticlePhaseSpace.py +++ b/ParticlePhaseSpace/_ParticlePhaseSpace.py @@ -31,10 +31,27 @@ class _FigureSpecs: class _PhaseSpace_MethodHolder(ABC): + """ + base class for sub-classes of PhaseSpace + """ def __init__(self, PS): self._PS = PS + def get_methods(self): + """ + print all public methods (except this one) + :return: + """ + all_attributes = filter(lambda a: not a.startswith('__'), dir(self)) + + self._attributes = [] + for attribute in all_attributes: + if attribute[0] == '_': + continue + if attribute == 'get_methods': + continue + print(attribute) class _Plots(_PhaseSpace_MethodHolder): @@ -50,16 +67,16 @@ def energy_hist_1D(self, n_bins: int = 100, grid: bool = False): # pragma: no c :return: None """ Efig, axs = plt.subplots() - if not self._PS._columns['Ek'] in self._PS._ps_data.columns: + if not self._PS.columns['Ek'] in self._PS._ps_data.columns: self._PS.fill_kinetic_E() legend = [] for particle in self._PS._unique_particles: legend.append(particle_cfg.particle_properties[particle]['name']) ind = self._PS._ps_data['particle type [pdg_code]'] == particle - Eplot = self._PS._ps_data[self._PS._columns['Ek']][ind] + Eplot = self._PS._ps_data[self._PS.columns['Ek']][ind] n, bins, patches = axs.hist(Eplot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=.5) - axs.set_xlabel(self._PS._columns['Ek'], fontsize=_FigureSpecs.LabelFontSize) + axs.set_xlabel(self._PS.columns['Ek'], fontsize=_FigureSpecs.LabelFontSize) axs.set_ylabel('N counts', fontsize=_FigureSpecs.LabelFontSize) axs.tick_params(axis="y", labelsize=_FigureSpecs.TickFontSize) axs.tick_params(axis="x", labelsize=_FigureSpecs.TickFontSize) @@ -87,25 +104,25 @@ def position_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = F for particle in self._PS._unique_particles: legend.append(particle_cfg.particle_properties[particle]['name']) ind = self._PS._ps_data['particle type [pdg_code]'] == particle - x_plot = self._PS._ps_data[self._PS._columns['x']][ind] - y_plot = self._PS._ps_data[self._PS._columns['y']][ind] - z_plot = self._PS._ps_data[self._PS._columns['z']][ind] + x_plot = self._PS._ps_data[self._PS.columns['x']][ind] + y_plot = self._PS._ps_data[self._PS.columns['y']][ind] + z_plot = self._PS._ps_data[self._PS.columns['z']][ind] axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - axs[0].set_xlabel(self._PS._columns['x']) + axs[0].set_xlabel(self._PS.columns['x']) axs[0].set_ylabel('counts') - axs[0].set_title(self._PS._columns['x']) + axs[0].set_title(self._PS.columns['x']) axs[0].legend(legend) - axs[1].set_xlabel(self._PS._columns['y']) + axs[1].set_xlabel(self._PS.columns['y']) axs[1].set_ylabel('counts') - axs[1].set_title(self._PS._columns['y']) + axs[1].set_title(self._PS.columns['y']) - axs[2].set_xlabel(self._PS._columns['z']) + axs[2].set_xlabel(self._PS.columns['z']) axs[2].set_ylabel('counts') - axs[2].set_title(self._PS._columns['z']) + axs[2].set_title(self._PS.columns['z']) if grid: axs[0].grid() @@ -132,25 +149,25 @@ def momentum_hist_1D(self, n_bins: int = 100, alpha: float = 0.5, grid: bool = F for particle in self._PS._unique_particles: legend.append(particle_cfg.particle_properties[particle]['name']) ind = self._PS._ps_data['particle type [pdg_code]'] == particle - x_plot = self._PS._ps_data[self._PS._columns['px']][ind] - y_plot = self._PS._ps_data[self._PS._columns['py']][ind] - z_plot = self._PS._ps_data[self._PS._columns['pz']][ind] + x_plot = self._PS._ps_data[self._PS.columns['px']][ind] + y_plot = self._PS._ps_data[self._PS.columns['py']][ind] + z_plot = self._PS._ps_data[self._PS.columns['pz']][ind] axs[0].hist(x_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) axs[1].hist(y_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) axs[2].hist(z_plot, bins=n_bins, weights=self._PS._ps_data['weight'][ind], alpha=alpha) - axs[0].set_xlabel(self._PS._columns['px']) + axs[0].set_xlabel(self._PS.columns['px']) axs[0].set_ylabel('counts') - axs[0].set_title(self._PS._columns['px']) + axs[0].set_title(self._PS.columns['px']) axs[0].legend(legend) - axs[1].set_xlabel(self._PS._columns['py']) + axs[1].set_xlabel(self._PS.columns['py']) axs[1].set_ylabel('counts') - axs[1].set_title(self._PS._columns['py']) + axs[1].set_title(self._PS.columns['py']) - axs[2].set_xlabel(self._PS._columns['pz']) + axs[2].set_xlabel(self._PS.columns['pz']) axs[2].set_ylabel('counts') - axs[2].set_title(self._PS._columns['pz']) + axs[2].set_title(self._PS.columns['pz']) if grid: axs[0].grid() @@ -188,20 +205,20 @@ def particle_positions_scatter_2D(self, beam_direction: str = 'z', weight_positi ps_data = self._PS._ps_data.loc[ind] axs_title = particle_cfg.particle_properties[particle]['name'] if beam_direction == 'x': - x_data = ps_data[self._PS._columns['y']] - y_data = ps_data[self._PS._columns['z']] - x_label = self._PS._columns['y'] - y_label = self._PS._columns['z'] + x_data = ps_data[self._PS.columns['y']] + y_data = ps_data[self._PS.columns['z']] + x_label = self._PS.columns['y'] + y_label = self._PS.columns['z'] elif beam_direction == 'y': - x_data = ps_data[self._PS._columns['x']] - y_data = ps_data[self._PS._columns['z']] - x_label = self._PS._columns['x'] - y_label = self._PS._columns['z'] + x_data = ps_data[self._PS.columns['x']] + y_data = ps_data[self._PS.columns['z']] + x_label = self._PS.columns['x'] + y_label = self._PS.columns['z'] elif beam_direction == 'z': - x_data = ps_data[self._PS._columns['x']] - y_data = ps_data[self._PS._columns['y']] - x_label = self._PS._columns['x'] - y_label = self._PS._columns['y'] + x_data = ps_data[self._PS.columns['x']] + y_data = ps_data[self._PS.columns['y']] + x_label = self._PS.columns['x'] + y_label = self._PS.columns['y'] else: raise NotImplementedError('beam_direction must be "x", "y", or "z"') @@ -279,44 +296,44 @@ def particle_positions_hist_2D(self, beam_direction: str = 'z', quantity: str = if not quantity in ['intensity', 'energy']: raise NotImplementedError('quantity must be "intensity" or "energy"') - if (not self._PS._columns['Ek'] in self._PS._ps_data.columns): + if (not self._PS.columns['Ek'] in self._PS._ps_data.columns): self._PS.fill_kinetic_E() for particle in self._PS._unique_particles: ind = self._PS._ps_data['particle type [pdg_code]'] == particle ps_data = self._PS._ps_data.loc[ind] if beam_direction == 'x': - loop_data = zip(ps_data[self._PS._columns['z']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], + loop_data = zip(ps_data[self._PS.columns['z']], ps_data[self._PS.columns['y']], ps_data[self._PS.columns['Ek']], ps_data['weight']) - _xlabel = self._PS._columns['z'] - _ylabel = self._PS._columns['y'] + _xlabel = self._PS.columns['z'] + _ylabel = self._PS.columns['y'] if beam_direction == 'y': - loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['z']], ps_data[self._PS._columns['Ek']], + loop_data = zip(ps_data[self._PS.columns['x']], ps_data[self._PS.columns['z']], ps_data[self._PS.columns['Ek']], ps_data['weight']) - _xlabel = self._PS._columns['x'] - _ylabel = self._PS._columns['z'] + _xlabel = self._PS.columns['x'] + _ylabel = self._PS.columns['z'] if beam_direction == 'z': - loop_data = zip(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], ps_data[self._PS._columns['Ek']], + loop_data = zip(ps_data[self._PS.columns['x']], ps_data[self._PS.columns['y']], ps_data[self._PS.columns['Ek']], ps_data['weight']) - _xlabel = self._PS._columns['x'] - _ylabel = self._PS._columns['y'] + _xlabel = self._PS.columns['x'] + _ylabel = self._PS.columns['y'] if xlim is None: - xlim = [ps_data[self._PS._columns['x']].min(), ps_data[self._PS._columns['x']].max()] + xlim = [ps_data[self._PS.columns['x']].min(), ps_data[self._PS.columns['x']].max()] if ylim is None: - ylim = [ps_data[self._PS._columns['y']].min(), ps_data[self._PS._columns['y']].max()] + ylim = [ps_data[self._PS.columns['y']].min(), ps_data[self._PS.columns['y']].max()] if quantity == 'intensity': _title = f"n_particles intensity;\n{particle_cfg.particle_properties[particle]['name']}" _weight = ps_data['weight'] elif quantity == 'energy': _title = f"energy intensity;\n{particle_cfg.particle_properties[particle]['name']}" - _weight = np.multiply(ps_data['weight'], ps_data[self._PS._columns['Ek']]) + _weight = np.multiply(ps_data['weight'], ps_data[self._PS.columns['Ek']]) X = np.linspace(xlim[0], xlim[1], bins) Y = np.linspace(ylim[0], ylim[1], bins) - h, xedges, yedges = np.histogram2d(ps_data[self._PS._columns['x']], - ps_data[self._PS._columns['y']], + h, xedges, yedges = np.histogram2d(ps_data[self._PS.columns['x']], + ps_data[self._PS.columns['y']], bins=[X, Y], weights=_weight, ) if normalize: h = h * 100 / h.max() - # _im1 = axs[0, n_axs].hist2d(ps_data[self._PS._columns['x']], ps_data[self._PS._columns['y']], + # _im1 = axs[0, n_axs].hist2d(ps_data[self._PS.columns['x']], ps_data[self._PS.columns['y']], # bins=[X,Y], # weights=_weight, norm=LogNorm(vmin=1, vmax=100), # cmap='inferno', @@ -450,7 +467,7 @@ def transverse_trace_space_hist_2D(self, beam_direction: str = 'z', plot_twiss_e Y = np.linspace(ylim[0], ylim[1], bins) _extent = [xlim[0], xlim[1], ylim[0], ylim[1]] h, xedges, yedges = np.histogram2d(x_data_1, div_data_1, bins=[X, Y], - weights=ps_data[self._PS._columns['weight']]) + weights=ps_data[self._PS.columns['weight']]) if normalize: h = h * 100 / h.max() _im1 = axs[row, 0].pcolormesh(xedges, yedges, h.T, cmap='inferno', @@ -467,7 +484,7 @@ def transverse_trace_space_hist_2D(self, beam_direction: str = 'z', plot_twiss_e axs[row, 0].set_ylim(ylim) axs[row, 0].set_aspect('auto') h, xedges, yedges = np.histogram2d(x_data_2, div_data_2, bins=[X, Y], - weights=ps_data[self._PS._columns['weight']]) + weights=ps_data[self._PS.columns['weight']]) if normalize: h = h * 100 / h.max() _im2 = axs[row, 1].pcolormesh(xedges, yedges, h.T, cmap='inferno', @@ -502,7 +519,7 @@ def n_particles_v_time(self, n_bins: int = 100, grid: bool = False): # pragma: :type grid: bool, optional """ plt.figure() - plt.hist(self._PS._ps_data[self._PS._columns['time']], n_bins) + plt.hist(self._PS._ps_data[self._PS.columns['time']], n_bins) plt.xlabel(f'time {self._PS._units.time.label}') plt.ylabel('N particles') if grid: @@ -520,14 +537,14 @@ def kinetic_E(self): Uses `energy-momementum relation `_ to add kinetic energy into self._ps_data """ - if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + if not self._PS.columns['rest mass'] in self._PS._ps_data.columns: self._PS.fill.rest_mass() - if not self._PS._columns['p_abs'] in self._PS._ps_data.columns: + if not self._PS.columns['p_abs'] in self._PS._ps_data.columns: self._PS.fill.absolute_momentum() - TOT_E = np.sqrt(self._PS._ps_data[self._PS._columns['p_abs']] ** 2 + self._PS._ps_data[self._PS._columns['rest mass']] ** 2) - Kin_E = np.subtract(TOT_E, self._PS._ps_data[self._PS._columns['rest mass']]) - self._PS._ps_data[self._PS._columns['Ek']] = Kin_E + TOT_E = np.sqrt(self._PS._ps_data[self._PS.columns['p_abs']] ** 2 + self._PS._ps_data[self._PS.columns['rest mass']] ** 2) + Kin_E = np.subtract(TOT_E, self._PS._ps_data[self._PS.columns['rest mass']]) + self._PS._ps_data[self._PS.columns['Ek']] = Kin_E self._PS._check_ps_data_format() def rest_mass(self): @@ -537,71 +554,71 @@ def rest_mass(self): """ rest_mass_MeV = ps_util.get_rest_masses_from_pdg_codes(self._PS._ps_data['particle type [pdg_code]']) rest_mass_correct_units = rest_mass_MeV / self._PS._conversions['mass'] - self._PS._ps_data[self._PS._columns['rest mass']] = rest_mass_correct_units + self._PS._ps_data[self._PS.columns['rest mass']] = rest_mass_correct_units self._PS._check_ps_data_format() def relativistic_mass(self): """ add relativistic mass to ps_data """ - if not self._PS._columns['gamma'] in self._PS._ps_data.columns: + if not self._PS.columns['gamma'] in self._PS._ps_data.columns: self._PS.fill.beta_and_gamma() - if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + if not self._PS.columns['rest mass'] in self._PS._ps_data.columns: self._PS.fill.rest_mass() - self._PS._ps_data[self._PS._columns['relativistic mass']] = np.multiply(self._PS._ps_data[self._PS._columns['gamma']], - self._PS._ps_data[self._PS._columns['rest mass']]) + self._PS._ps_data[self._PS.columns['relativistic mass']] = np.multiply(self._PS._ps_data[self._PS.columns['gamma']], + self._PS._ps_data[self._PS.columns['rest mass']]) self._PS._check_ps_data_format() def velocity(self): """ add velocities in m/s into self._PS._ps_data """ - if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + if not self._PS.columns['rest mass'] in self._PS._ps_data.columns: self._PS.fill.rest_mass() - if not self._PS._columns['gamma'] in self._PS._ps_data.columns: + if not self._PS.columns['gamma'] in self._PS._ps_data.columns: self._PS.fill.beta_and_gamma() - # self._PS._ps_data[self._PS._columns['vx']] = np.divide(self._PS._ps_data[self._PS._columns['px']], (self._PS._ps_data[self._PS._columns['gamma']] * self._PS._ps_data[self._PS._columns['rest mass']])) - # self._PS._ps_data[self._PS._columns['vy']] = np.divide(self._PS._ps_data[self._PS._columns['py']], (self._PS._ps_data[self._PS._columns['gamma']] * self._PS._ps_data[self._PS._columns['rest mass']])) - # self._PS._ps_data[self._PS._columns['vz']] = np.divide(self._PS._ps_data[self._PS._columns['pz']], (self._PS._ps_data[self._PS._columns['gamma']] * self._PS._ps_data[self._PS._columns['rest mass']])) + # self._PS._ps_data[self._PS.columns['vx']] = np.divide(self._PS._ps_data[self._PS.columns['px']], (self._PS._ps_data[self._PS.columns['gamma']] * self._PS._ps_data[self._PS.columns['rest mass']])) + # self._PS._ps_data[self._PS.columns['vy']] = np.divide(self._PS._ps_data[self._PS.columns['py']], (self._PS._ps_data[self._PS.columns['gamma']] * self._PS._ps_data[self._PS.columns['rest mass']])) + # self._PS._ps_data[self._PS.columns['vz']] = np.divide(self._PS._ps_data[self._PS.columns['pz']], (self._PS._ps_data[self._PS.columns['gamma']] * self._PS._ps_data[self._PS.columns['rest mass']])) - self._PS._ps_data[self._PS._columns['vx']] = np.multiply(self._PS._ps_data[self._PS._columns['beta_x']], constants.c) - self._PS._ps_data[self._PS._columns['vy']] = np.multiply(self._PS._ps_data[self._PS._columns['beta_y']], constants.c) - self._PS._ps_data[self._PS._columns['vz']] = np.multiply(self._PS._ps_data[self._PS._columns['beta_z']], constants.c) + self._PS._ps_data[self._PS.columns['vx']] = np.multiply(self._PS._ps_data[self._PS.columns['beta_x']], constants.c) + self._PS._ps_data[self._PS.columns['vy']] = np.multiply(self._PS._ps_data[self._PS.columns['beta_y']], constants.c) + self._PS._ps_data[self._PS.columns['vz']] = np.multiply(self._PS._ps_data[self._PS.columns['beta_z']], constants.c) self._PS._check_ps_data_format() def absolute_momentum(self): - self._PS._ps_data[self._PS._columns['p_abs']] = np.sqrt(( - self._PS._ps_data[self._PS._columns['px']] ** 2 + - self._PS._ps_data[self._PS._columns['py']] ** 2 + - self._PS._ps_data[self._PS._columns['pz']] ** 2).to_numpy()) + self._PS._ps_data[self._PS.columns['p_abs']] = np.sqrt(( + self._PS._ps_data[self._PS.columns['px']] ** 2 + + self._PS._ps_data[self._PS.columns['py']] ** 2 + + self._PS._ps_data[self._PS.columns['pz']] ** 2).to_numpy()) def beta_and_gamma(self): """ add the relatavistic beta and gamma factors into self._PS._ps_data """ - if not self._PS._columns['Ek'] in self._PS._ps_data.columns: + if not self._PS.columns['Ek'] in self._PS._ps_data.columns: self._PS.fill.kinetic_E() - if not self._PS._columns['rest mass'] in self._PS._ps_data.columns: + if not self._PS.columns['rest mass'] in self._PS._ps_data.columns: self._PS.fill.rest_mass() - if not self._PS._columns['p_abs'] in self._PS._ps_data.columns: + if not self._PS.columns['p_abs'] in self._PS._ps_data.columns: self._PS.fill.absolute_momentum() - self._PS._ps_data['beta_abs'] = np.divide(self._PS._ps_data[self._PS._columns['p_abs']], - self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ - self._PS._columns['rest mass']]) - self._PS._ps_data[self._PS._columns['beta_x']] = np.divide(self._PS._ps_data[self._PS._columns['px']], - self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ - self._PS._columns['rest mass']]) - self._PS._ps_data[self._PS._columns['beta_y']] = np.divide(self._PS._ps_data[self._PS._columns['py']], - self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ - self._PS._columns['rest mass']]) - self._PS._ps_data[self._PS._columns['beta_z']] = np.divide(self._PS._ps_data[self._PS._columns['pz']], - self._PS._ps_data[self._PS._columns['Ek']] + self._PS._ps_data[ - self._PS._columns['rest mass']]) - # assert np.allclose(np.sqrt(self._PS._ps_data[self._PS._columns['beta_x']]**2 + self._PS._ps_data[self._PS._columns['beta_y']]**2 +self._PS._ps_data[self._PS._columns['beta_z']]**2), self._PS._ps_data['beta_abs']) - self._PS._ps_data[self._PS._columns['gamma']] = 1 / np.sqrt(1 - np.square(self._PS._ps_data['beta_abs'])) + self._PS._ps_data['beta_abs'] = np.divide(self._PS._ps_data[self._PS.columns['p_abs']], + self._PS._ps_data[self._PS.columns['Ek']] + self._PS._ps_data[ + self._PS.columns['rest mass']]) + self._PS._ps_data[self._PS.columns['beta_x']] = np.divide(self._PS._ps_data[self._PS.columns['px']], + self._PS._ps_data[self._PS.columns['Ek']] + self._PS._ps_data[ + self._PS.columns['rest mass']]) + self._PS._ps_data[self._PS.columns['beta_y']] = np.divide(self._PS._ps_data[self._PS.columns['py']], + self._PS._ps_data[self._PS.columns['Ek']] + self._PS._ps_data[ + self._PS.columns['rest mass']]) + self._PS._ps_data[self._PS.columns['beta_z']] = np.divide(self._PS._ps_data[self._PS.columns['pz']], + self._PS._ps_data[self._PS.columns['Ek']] + self._PS._ps_data[ + self._PS.columns['rest mass']]) + # assert np.allclose(np.sqrt(self._PS._ps_data[self._PS.columns['beta_x']]**2 + self._PS._ps_data[self._PS.columns['beta_y']]**2 +self._PS._ps_data[self._PS.columns['beta_z']]**2), self._PS._ps_data['beta_abs']) + self._PS._ps_data[self._PS.columns['gamma']] = 1 / np.sqrt(1 - np.square(self._PS._ps_data['beta_abs'])) self._PS._check_ps_data_format() def direction_cosines(self): @@ -611,11 +628,11 @@ def direction_cosines(self): V (direction cosine of momentum with respect to Y) """ - V = np.sqrt(self._PS._ps_data[self._PS._columns['px']] ** 2 + self._PS._ps_data[self._PS._columns['py']] ** 2 + self._PS._ps_data[ - self._PS._columns['pz']] ** 2) - self._PS._ps_data[self._PS._columns['Direction Cosine X']] = self._PS._ps_data[self._PS._columns['px']] / V - self._PS._ps_data[self._PS._columns['Direction Cosine Y']] = self._PS._ps_data[self._PS._columns['py']] / V - self._PS._ps_data[self._PS._columns['Direction Cosine Z']] = self._PS._ps_data[self._PS._columns['pz']] / V + V = np.sqrt(self._PS._ps_data[self._PS.columns['px']] ** 2 + self._PS._ps_data[self._PS.columns['py']] ** 2 + self._PS._ps_data[ + self._PS.columns['pz']] ** 2) + self._PS._ps_data[self._PS.columns['Direction Cosine X']] = self._PS._ps_data[self._PS.columns['px']] / V + self._PS._ps_data[self._PS.columns['Direction Cosine Y']] = self._PS._ps_data[self._PS.columns['py']] / V + self._PS._ps_data[self._PS.columns['Direction Cosine Z']] = self._PS._ps_data[self._PS.columns['pz']] / V self._PS._check_ps_data_format() @@ -638,8 +655,8 @@ def __init__(self, data_loader): self._ps_data = data_loader.data.copy(deep=True) self._units = data_loader._units self._conversions = ps_util.get_unit_conversions(self._units, ParticlePhaseSpaceUnits()('mm_MeV')) - self._columns = ps_cfg.get_all_column_names(self._units) - self._unique_particles = self._ps_data[self._columns['particle type']].unique() + self.columns = ps_cfg.get_all_column_names(self._units) + self._unique_particles = self._ps_data[self.columns['particle type']].unique() self.twiss_parameters = {} self.energy_stats = {} self.plot = _Plots(PS=self) @@ -821,9 +838,9 @@ def _check_ps_data_format(self): :return: """ - all_allowed_columns = list(ps_cfg.get_all_column_names(self._units).values()) + all_allowedcolumns = list(ps_cfg.get_all_column_names(self._units).values()) for col_name in self._ps_data.columns: - if not col_name in all_allowed_columns: + if not col_name in all_allowedcolumns: raise AttributeError(f'non allowed column name {col_name} in ps_data') def _get_ellipse_xy_points(self, ellipse_parameters, x_search_min, @@ -838,7 +855,7 @@ def _get_ellipse_xy_points(self, ellipse_parameters, x_search_min, :param xpq_search_max: :return: """ - gamma = ellipse_parameters[self._columns['gamma']] + gamma = ellipse_parameters[self.columns['gamma']] alpha = ellipse_parameters['alpha'] beta = ellipse_parameters['beta'] epsilon = ellipse_parameters['epsilon'] @@ -860,47 +877,47 @@ def _get_ellipse_xy_points(self, ellipse_parameters, x_search_min, def _get_data_for_trace_space_plots(self, beam_direction, ps_data, particle_name): # pragma: no cover if beam_direction == 'z': - x_data_1 = ps_data[self._columns['x']] - div_data_1 = np.divide(ps_data[self._columns['px']], ps_data[self._columns['pz']]) - x_label_1 = self._columns['x'] + x_data_1 = ps_data[self.columns['x']] + div_data_1 = np.divide(ps_data[self.columns['px']], ps_data[self.columns['pz']]) + x_label_1 = self.columns['x'] y_label_1 = "x' [rad]" title_1 = particle_name + ': x' weight = ps_data['weight'] elipse_parameters_1 = self.twiss_parameters[particle_name]['x'] - x_data_2 = ps_data[self._columns['y']] - div_data_2 = np.divide(ps_data[self._columns['py']], ps_data[self._columns['pz']]) - x_label_2 = self._columns['y'] + x_data_2 = ps_data[self.columns['y']] + div_data_2 = np.divide(ps_data[self.columns['py']], ps_data[self.columns['pz']]) + x_label_2 = self.columns['y'] y_label_2 = "y' [rad]" title_2 = particle_name + ': y' elipse_parameters_2 = self.twiss_parameters[particle_name]['y'] elif beam_direction == 'x': - x_data_1 = ps_data[self._columns['y']] - div_data_1 = np.divide(ps_data[self._columns['py']], ps_data[self._columns['px']]) - x_label_1 = self._columns['y'] + x_data_1 = ps_data[self.columns['y']] + div_data_1 = np.divide(ps_data[self.columns['py']], ps_data[self.columns['px']]) + x_label_1 = self.columns['y'] y_label_1 = "y' [rad]" title_1 = particle_name + ': x' weight = ps_data['weight'] elipse_parameters_1 = self.twiss_parameters[particle_name]['y'] - x_data_2 = ps_data[self._columns['z']] - div_data_2 = np.divide(ps_data[self._columns['pz']], ps_data[self._columns['px']]) - x_label_2 = self._columns['z'] + x_data_2 = ps_data[self.columns['z']] + div_data_2 = np.divide(ps_data[self.columns['pz']], ps_data[self.columns['px']]) + x_label_2 = self.columns['z'] y_label_2 = "z' [rad]" title_2 = particle_name + ': y' elipse_parameters_2 = self.twiss_parameters[particle_name]['z'] elif beam_direction == 'y': - x_data_1 = ps_data[self._columns['x']] - div_data_1 = np.divide(ps_data[self._columns['px']], ps_data[self._columns['py']]) - x_label_1 = self._columns['x'] + x_data_1 = ps_data[self.columns['x']] + div_data_1 = np.divide(ps_data[self.columns['px']], ps_data[self.columns['py']]) + x_label_1 = self.columns['x'] y_label_1 = "x' [rad]" title_1 = particle_name + ': x' weight = ps_data['weight'] elipse_parameters_1 = self.twiss_parameters[particle_name]['x'] - x_data_2 = ps_data[self._columns['z']] - div_data_2 = np.divide(ps_data[self._columns['pz']], ps_data[self._columns['py']]) - x_label_2 = self._columns['z'] + x_data_2 = ps_data[self.columns['z']] + div_data_2 = np.divide(ps_data[self.columns['pz']], ps_data[self.columns['py']]) + x_label_2 = self.columns['z'] y_label_2 = "z' [rad]" title_2 = particle_name + ': y' elipse_parameters_2 = self.twiss_parameters[particle_name]['z'] @@ -922,10 +939,10 @@ def _get_quantities(self, quantities): if isinstance(quantities, str): quantities = [quantities] # in case user passes e.g. 'x' for quantity in quantities: - if not quantity in self._columns.keys(): + if not quantity in self.columns.keys(): raise AttributeError(f'{quantity} is not a valid quantity: valid quantites are:' - f'\n{self._columns.keys()}') - if not self._columns[quantity] in self._ps_data.columns: + f'\n{self.columns.keys()}') + if not self.columns[quantity] in self._ps_data.columns: raise AttributeError(f'quantity {quantity} is valid, but is not currently included in PhaseSpace data. ' f'\nUse one of the "fill" methods to fill in this quantity') return quantities @@ -938,7 +955,7 @@ def _quantities_to_column_names(self, quantities): """ column_names = [] for quantity in quantities: - column_names.append(self._columns[quantity]) + column_names.append(self.columns[quantity]) return column_names # public methods @@ -1015,14 +1032,14 @@ def calculate_twiss_parameters(self, beam_direction='z'): :return: None """ if beam_direction == 'x': - intersection_columns = [self._columns['x'], self._columns['px']] - direction_columns = [[self._columns['z'], self._columns['pz']], [self._columns['y'], self._columns['py']]] + intersectioncolumns = [self.columns['x'], self.columns['px']] + directioncolumns = [[self.columns['z'], self.columns['pz']], [self.columns['y'], self.columns['py']]] elif beam_direction == 'y': - intersection_columns = [self._columns['y'], self._columns['py']] - direction_columns = [[self._columns['x'], self._columns['px']], [self._columns['z'], self._columns['pz']]] + intersectioncolumns = [self.columns['y'], self.columns['py']] + directioncolumns = [[self.columns['x'], self.columns['px']], [self.columns['z'], self.columns['pz']]] elif beam_direction == 'z': - intersection_columns = [self._columns['z'], self._columns['pz']] - direction_columns = [[self._columns['x'], self._columns['px']], [self._columns['y'], self._columns['py']]] + intersectioncolumns = [self.columns['z'], self.columns['pz']] + directioncolumns = [[self.columns['x'], self.columns['px']], [self.columns['y'], self.columns['py']]] else: raise NotImplementedError('beam direction must be "x", "y", or "z"') for particle in self._unique_particles: @@ -1030,9 +1047,9 @@ def calculate_twiss_parameters(self, beam_direction='z'): ind = self._ps_data['particle type [pdg_code]'] == particle particle_data = self._ps_data[ind] self.twiss_parameters[particle_name] = {} - for calc_dir in direction_columns: + for calc_dir in directioncolumns: x2 = np.average(np.square(particle_data[calc_dir[0]]), weights=particle_data['weight']) - xp = np.divide(particle_data[calc_dir[1]], particle_data[intersection_columns[1]]) + xp = np.divide(particle_data[calc_dir[1]], particle_data[intersectioncolumns[1]]) xp2 = np.average(np.square(xp), weights=particle_data['weight']) x_xp = np.average(np.multiply(particle_data[calc_dir[0]], xp), weights=particle_data['weight']) @@ -1044,10 +1061,10 @@ def calculate_twiss_parameters(self, beam_direction='z'): self.twiss_parameters[particle_name][calc_dir[0][0]] = {'epsilon': epsilon, 'alpha': alpha, 'beta': beta, - self._columns['gamma']: gamma} + self.columns['gamma']: gamma} def calculate_energy_statistics(self): - if not self._columns['Ek'] in self._ps_data.columns: + if not self.columns['Ek'] in self._ps_data.columns: self.fill_kinetic_E() for particle in self._unique_particles: particle_name = particle_cfg.particle_properties[particle]['name'] @@ -1056,14 +1073,14 @@ def calculate_energy_statistics(self): ps_data = self._ps_data[ind] self.energy_stats[particle_name]['number'] = np.count_nonzero(ind) - meanEnergy, stdEnergy = self._weighted_avg_and_std(ps_data[self._columns['Ek']], ps_data['weight']) - self.energy_stats[particle_name]['min energy'] = ps_data[self._columns['Ek']].min() - self.energy_stats[particle_name]['max energy'] = ps_data[self._columns['Ek']].max() + meanEnergy, stdEnergy = self._weighted_avg_and_std(ps_data[self.columns['Ek']], ps_data['weight']) + self.energy_stats[particle_name]['min energy'] = ps_data[self.columns['Ek']].min() + self.energy_stats[particle_name]['max energy'] = ps_data[self.columns['Ek']].max() self.energy_stats[particle_name]['mean energy'] = meanEnergy self.energy_stats[particle_name]['std mean'] = stdEnergy - self.energy_stats[particle_name]['median energy'] = self._weighted_median(ps_data[self._columns['Ek']], + self.energy_stats[particle_name]['median energy'] = self._weighted_median(ps_data[self.columns['Ek']], ps_data['weight']) - q75, q25 = self._weighted_quantile(ps_data[self._columns['Ek']], [0.25, 0.75], + q75, q25 = self._weighted_quantile(ps_data[self.columns['Ek']], [0.25, 0.75], sample_weight=ps_data['weight']) self.energy_stats[particle_name]['energy spread IQR'] = q25 - q75 @@ -1084,39 +1101,39 @@ def project_particles(self, beam_direction: str = 'z', distance: float = 100, in :return: new_instance: if in_place = False, a new PhaseSpace object is returned """ if beam_direction == 'x': - new_x = self._ps_data[self._columns['x']] + distance - new_y = self._ps_data[self._columns['y']] + np.divide(self._ps_data[self._columns['py']], - self._ps_data[self._columns['px']]) * distance - new_z = self._ps_data[self._columns['z']] + np.divide(self._ps_data[self._columns['pz']], - self._ps_data[self._columns['px']]) * distance + new_x = self._ps_data[self.columns['x']] + distance + new_y = self._ps_data[self.columns['y']] + np.divide(self._ps_data[self.columns['py']], + self._ps_data[self.columns['px']]) * distance + new_z = self._ps_data[self.columns['z']] + np.divide(self._ps_data[self.columns['pz']], + self._ps_data[self.columns['px']]) * distance elif beam_direction == 'y': - new_x = self._ps_data[self._columns['x']] + np.divide(self._ps_data[self._columns['px']], - self._ps_data[self._columns['py']]) * distance - new_y = self._ps_data[self._columns['y']] + distance - new_z = self._ps_data[self._columns['z']] + np.divide(self._ps_data[self._columns['pz']], - self._ps_data[self._columns['py']]) * distance + new_x = self._ps_data[self.columns['x']] + np.divide(self._ps_data[self.columns['px']], + self._ps_data[self.columns['py']]) * distance + new_y = self._ps_data[self.columns['y']] + distance + new_z = self._ps_data[self.columns['z']] + np.divide(self._ps_data[self.columns['pz']], + self._ps_data[self.columns['py']]) * distance elif beam_direction == 'z': - new_x = self._ps_data[self._columns['x']] + np.divide(self._ps_data[self._columns['px']], - self._ps_data[self._columns['pz']]) * distance - new_y = self._ps_data[self._columns['y']] + np.divide(self._ps_data[self._columns['py']], - self._ps_data[self._columns['pz']]) * distance - new_z = self._ps_data[self._columns['z']] + distance + new_x = self._ps_data[self.columns['x']] + np.divide(self._ps_data[self.columns['px']], + self._ps_data[self.columns['pz']]) * distance + new_y = self._ps_data[self.columns['y']] + np.divide(self._ps_data[self.columns['py']], + self._ps_data[self.columns['pz']]) * distance + new_z = self._ps_data[self.columns['z']] + distance else: raise NotImplementedError('beam_direction must be "x", "y", or "z"') if in_place: - self._ps_data[self._columns['x']] = new_x - self._ps_data[self._columns['y']] = new_y - self._ps_data[self._columns['z']] = new_z + self._ps_data[self.columns['x']] = new_x + self._ps_data[self.columns['y']] = new_y + self._ps_data[self.columns['z']] = new_z self.reset_phase_space() else: ps_data = self._ps_data.copy(deep=True) for col_name in ps_data.columns: if not col_name in ps_cfg.get_required_column_names(self._units): ps_data.drop(columns=col_name, inplace=True) - ps_data[self._columns['x']] = new_x - ps_data[self._columns['y']] = new_y - ps_data[self._columns['z']] = new_z + ps_data[self.columns['x']] = new_x + ps_data[self.columns['y']] = new_y + ps_data[self.columns['z']] = new_z new_data = DataLoaders.Load_PandasData(ps_data, units=self._units) new_instance = PhaseSpace(new_data) return new_instance @@ -1159,13 +1176,13 @@ def assess_density_versus_r(self, Rvals=None, verbose: bool = True, beam_directi if not isinstance(Rvals, (list, np.ndarray)): Rvals = list(Rvals) if beam_direction == 'x': - r = np.sqrt(self._ps_data[self._columns['z']] ** 2 + self._ps_data[self._columns['y']] ** 2) + r = np.sqrt(self._ps_data[self.columns['z']] ** 2 + self._ps_data[self.columns['y']] ** 2) elif beam_direction == 'y': - r = np.sqrt(self._ps_data[self._columns['x']] ** 2 + self._ps_data[self._columns['z']] ** 2) + r = np.sqrt(self._ps_data[self.columns['x']] ** 2 + self._ps_data[self.columns['z']] ** 2) elif beam_direction == 'z': - r = np.sqrt(self._ps_data[self._columns['x']] ** 2 + self._ps_data[self._columns['y']] ** 2) + r = np.sqrt(self._ps_data[self.columns['x']] ** 2 + self._ps_data[self.columns['y']] ** 2) - numparticles = self._ps_data[self._columns['x']].shape[0] + numparticles = self._ps_data[self.columns['x']].shape[0] rad_prop = [] for rcheck in Rvals: @@ -1188,8 +1205,8 @@ def filter_by_time(self, t_start, t_finish): :type t_finish: float :return: new_instance: a new phase space object with data filtered by time """ - ind = np.logical_and(self._ps_data[self._columns['time']] >= t_start, - self._ps_data[self._columns['time']] <= t_finish) + ind = np.logical_and(self._ps_data[self.columns['time']] >= t_start, + self._ps_data[self.columns['time']] <= t_finish) ps_data = self._ps_data[ind] for col_name in ps_data.columns: if not col_name in ps_cfg.get_required_column_names(self._units): @@ -1250,20 +1267,20 @@ def set_units(self, new_units: UnitSet): # get conversion factors conversions = ps_util.get_unit_conversions(self._units, new_units) # convert data - self._ps_data[self._columns['x']] = self._ps_data[self._columns['x']] * conversions['length'] - self._ps_data[self._columns['y']] = self._ps_data[self._columns['y']] * conversions['length'] - self._ps_data[self._columns['z']] = self._ps_data[self._columns['z']] * conversions['length'] - self._ps_data[self._columns['px']] = self._ps_data[self._columns['px']] * conversions['momentum'] - self._ps_data[self._columns['py']] = self._ps_data[self._columns['py']] * conversions['momentum'] - self._ps_data[self._columns['pz']] = self._ps_data[self._columns['pz']] * conversions['momentum'] - self._ps_data[self._columns['time']] = self._ps_data[self._columns['time']] * conversions['time'] + self._ps_data[self.columns['x']] = self._ps_data[self.columns['x']] * conversions['length'] + self._ps_data[self.columns['y']] = self._ps_data[self.columns['y']] * conversions['length'] + self._ps_data[self.columns['z']] = self._ps_data[self.columns['z']] * conversions['length'] + self._ps_data[self.columns['px']] = self._ps_data[self.columns['px']] * conversions['momentum'] + self._ps_data[self.columns['py']] = self._ps_data[self.columns['py']] * conversions['momentum'] + self._ps_data[self.columns['pz']] = self._ps_data[self.columns['pz']] * conversions['momentum'] + self._ps_data[self.columns['time']] = self._ps_data[self.columns['time']] * conversions['time'] # get new column names - old_columns_names = ps_cfg.get_required_column_names(self._units) + oldcolumns_names = ps_cfg.get_required_column_names(self._units) new_column_names = ps_cfg.get_required_column_names(new_units) - rename_dict = {old_columns_names[i]: new_column_names[i] for i in range(len(old_columns_names))} + rename_dict = {oldcolumns_names[i]: new_column_names[i] for i in range(len(oldcolumns_names))} self._ps_data.rename(columns=rename_dict, inplace=True) - # update self._columns - self._columns = ps_cfg.get_all_column_names(new_units) + # update self.columns + self.columns = ps_cfg.get_all_column_names(new_units) self._units = new_units self._conversions = ps_util.get_unit_conversions(self._units, ParticlePhaseSpaceUnits()('mm_MeV')) @@ -1289,45 +1306,45 @@ def resample_via_gaussian_kde(self, n_new_particles_factor: int = 1, interpolate warnings.warn('This method is quite experimental and should be used with extreme caution;' 'always manually compare the new PhaseSpace data to the old PhaseSpace data to ensure it is ' 'close enough for your requirements') - if len(np.unique(self._ps_data[self._columns['time']])) > 1: + if len(np.unique(self._ps_data[self.columns['time']])) > 1: warnings.warn('your data has multiple time values in it: the new data, all time values will be the mean' 'of the input data') if interpolate_weights is None: # decide based on wheter there are multiple values of weight or not - if len(np.unique(self._ps_data[self._columns['weight']])) > 1: + if len(np.unique(self._ps_data[self.columns['weight']])) > 1: interpolate_weights = True else: interpolate_weights = False if interpolate_weights: n_new_particles = int(len(self) * n_new_particles_factor) - xyz_pxpypz_w = np.vstack([self.ps_data[self._columns['x']], - self.ps_data[self._columns['y']], - self.ps_data[self._columns['z']], - self.ps_data[self._columns['px']], - self.ps_data[self._columns['py']], - self.ps_data[self._columns['pz']], - self.ps_data[self._columns['weight']]]) + xyz_pxpypz_w = np.vstack([self.ps_data[self.columns['x']], + self.ps_data[self.columns['y']], + self.ps_data[self.columns['z']], + self.ps_data[self.columns['px']], + self.ps_data[self.columns['py']], + self.ps_data[self.columns['pz']], + self.ps_data[self.columns['weight']]]) k = gaussian_kde(xyz_pxpypz_w) new_points = k.resample(n_new_particles) else: n_new_particles = int(len(self) * n_new_particles_factor) - xyz_pxpypz = np.vstack([self.ps_data[self._columns['x']], - self.ps_data[self._columns['y']], - self.ps_data[self._columns['z']], - self.ps_data[self._columns['px']], - self.ps_data[self._columns['py']], - self.ps_data[self._columns['pz']]]) - k = gaussian_kde(xyz_pxpypz, weights=self._ps_data[self._columns['weight']]) + xyz_pxpypz = np.vstack([self.ps_data[self.columns['x']], + self.ps_data[self.columns['y']], + self.ps_data[self.columns['z']], + self.ps_data[self.columns['px']], + self.ps_data[self.columns['py']], + self.ps_data[self.columns['pz']]]) + k = gaussian_kde(xyz_pxpypz, weights=self._ps_data[self.columns['weight']]) new_points = k.resample(n_new_particles) - _new_weights = np.ones(new_points.shape[1]) * np.mean(self._ps_data[self._columns['weight']]) + _new_weights = np.ones(new_points.shape[1]) * np.mean(self._ps_data[self.columns['weight']]) new_points = np.append(new_points, np.atleast_2d(_new_weights), axis=0) # If any inputs are single valued, replace the interpolation by this single value - _cols_to_check = [self._columns['x'], self._columns['y'], self._columns['z'], - self._columns['px'], self._columns['py'], self._columns['pz'], - self._columns['weight']] + _cols_to_check = [self.columns['x'], self.columns['y'], self.columns['z'], + self.columns['px'], self.columns['py'], self.columns['pz'], + self.columns['weight']] _column = 0 for col in _cols_to_check: if len(self._ps_data[col].unique()) == 1: @@ -1335,16 +1352,16 @@ def resample_via_gaussian_kde(self, n_new_particles_factor: int = 1, interpolate _column = _column + 1 new_data = pd.DataFrame( - {self._columns['x']: new_points[0, :], - self._columns['y']: new_points[1, :], - self._columns['z']: new_points[2, :], - self._columns['px']: new_points[3, :], - self._columns['py']: new_points[4, :], - self._columns['pz']: new_points[5, :], - self._columns['particle type']: self._ps_data[self._columns['particle type']][0], - self._columns['weight']: new_points[6, :], - self._columns['particle id']: np.arange(n_new_particles), - self._columns['time']: self.ps_data[self._columns['time']].mean()}) + {self.columns['x']: new_points[0, :], + self.columns['y']: new_points[1, :], + self.columns['z']: new_points[2, :], + self.columns['px']: new_points[3, :], + self.columns['py']: new_points[4, :], + self.columns['pz']: new_points[5, :], + self.columns['particle type']: self._ps_data[self.columns['particle type']][0], + self.columns['weight']: new_points[6, :], + self.columns['particle id']: np.arange(n_new_particles), + self.columns['time']: self.ps_data[self.columns['time']].mean()}) new_data = DataLoaders.Load_PandasData(new_data, units=self._units) new_PS = PhaseSpace(new_data) @@ -1425,8 +1442,8 @@ def f(x): f'\nyou have len(n_bins)={len(n_bins)} and len(quantities)={len(quantities)}') bin_array = {} for quantity, bin_length in zip(quantities, n_bins): - bin_min = self._ps_data[self._columns[quantity]].min() - bin_max = self._ps_data[self._columns[quantity]].max() + bin_min = self._ps_data[self.columns[quantity]].min() + bin_max = self._ps_data[self.columns[quantity]].max() bin_array[quantity] = np.linspace(bin_min, bin_max, bin_length) new_data = self._ps_data.copy(True) for quantity in quantities: @@ -1435,13 +1452,13 @@ def f(x): print(f'not regriding {quantity} as it is already single valued') # skip quantities that are already single valued continue - new_data[self._columns[quantity]] = list(_rounder(q_bins)(self._ps_data[self._columns[quantity]])) - # new_data[self._columns[quantity]] = rounded_new_quantity + new_data[self.columns[quantity]] = list(_rounder(q_bins)(self._ps_data[self.columns[quantity]])) + # new_data[self.columns[quantity]] = rounded_new_quantity if in_place: self.ps_data = new_data self.reset_phase_space() else: - # new_data[self._columns['particle type']] = new_data[self._columns['particle type']].astype(np.int32) + # new_data[self.columns['particle type']] = new_data[self.columns['particle type']].astype(np.int32) ps_data = DataLoaders.Load_PandasData(new_data) new_PS = PhaseSpace(ps_data) return new_PS @@ -1459,10 +1476,10 @@ def merge(self, in_place=False): def _add_weights(x): new_weight = x['weight'].sum() - new_particle_ID = x[self._columns['particle id']].iloc[0] + new_particle_ID = x[self.columns['particle id']].iloc[0] mean_data = x.mean() mean_data['weight'] = new_weight - mean_data[self._columns['particle id']] = new_particle_ID + mean_data[self.columns['particle id']] = new_particle_ID return mean_data self.reset_phase_space() @@ -1481,7 +1498,7 @@ def _add_weights(x): self.ps_data = new_data self.reset_phase_space() else: - # new_data[self._columns['particle type']] = new_data[self._columns['particle type']].astype(np.int32) + # new_data[self.columns['particle type']] = new_data[self.columns['particle type']].astype(np.int32) ps_data = DataLoaders.Load_PandasData(new_data) new_PS = PhaseSpace(ps_data) return new_PS \ No newline at end of file diff --git a/ParticlePhaseSpace/__phase_space_config__.py b/ParticlePhaseSpace/__phase_space_config__.py index f293497..bb9a9d0 100644 --- a/ParticlePhaseSpace/__phase_space_config__.py +++ b/ParticlePhaseSpace/__phase_space_config__.py @@ -45,6 +45,8 @@ 'Direction Cosine Z': 'fill_direction_cosines', # z cosine of momentum 'p_abs': 'fill_absolute_momentum'} + + def _check_all_column_names(column_names: dict): allowed_column_names = required_columns + list(allowed_columns.keys()) @@ -59,6 +61,7 @@ def _check_all_column_names(column_names: dict): # check that all allowed columns and defined columns same length assert len(allowed_column_names) == len(column_names) + def get_all_column_names(units: UnitSet): """ return a dictionary of column names appropriate for the unit set defined in units @@ -68,9 +71,6 @@ def get_all_column_names(units: UnitSet): :return: column_names: dictionary of unit-appropriate columns names """ - # if not isinstance(units, ParticlePhaseSpaceUnits): - # raise TypeError('units must be an instance of articlePhaseSpace.ParticlePhaseSpaceUnits') - column_names = {'x': f'x [{units.length.label}]', 'y': f'y [{units.length.label}]', 'z': f'z [{units.length.label}]', @@ -99,6 +99,7 @@ def get_all_column_names(units: UnitSet): _check_all_column_names(column_names) return column_names + def get_required_column_names(units: UnitSet): all_column_names = get_all_column_names(units) @@ -107,5 +108,3 @@ def get_required_column_names(units: UnitSet): required_column_names.append(all_column_names[column]) return required_column_names - - From 90edf07eedd99891aa78e4a7aa71b4a797b196b6 Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Sat, 25 Feb 2023 11:29:44 +1100 Subject: [PATCH 04/10] basic example notebook runs --- ParticlePhaseSpace/_ParticlePhaseSpace.py | 6 +- examples/basic_example.ipynb | 181 +++++++++++++++++----- 2 files changed, 144 insertions(+), 43 deletions(-) diff --git a/ParticlePhaseSpace/_ParticlePhaseSpace.py b/ParticlePhaseSpace/_ParticlePhaseSpace.py index 7d375fb..f674a75 100644 --- a/ParticlePhaseSpace/_ParticlePhaseSpace.py +++ b/ParticlePhaseSpace/_ParticlePhaseSpace.py @@ -68,7 +68,7 @@ def energy_hist_1D(self, n_bins: int = 100, grid: bool = False): # pragma: no c """ Efig, axs = plt.subplots() if not self._PS.columns['Ek'] in self._PS._ps_data.columns: - self._PS.fill_kinetic_E() + self._PS.fill.kinetic_E() legend = [] for particle in self._PS._unique_particles: legend.append(particle_cfg.particle_properties[particle]['name']) @@ -297,7 +297,7 @@ def particle_positions_hist_2D(self, beam_direction: str = 'z', quantity: str = raise NotImplementedError('quantity must be "intensity" or "energy"') if (not self._PS.columns['Ek'] in self._PS._ps_data.columns): - self._PS.fill_kinetic_E() + self._PS.fill.kinetic_E() for particle in self._PS._unique_particles: ind = self._PS._ps_data['particle type [pdg_code]'] == particle ps_data = self._PS._ps_data.loc[ind] @@ -1065,7 +1065,7 @@ def calculate_twiss_parameters(self, beam_direction='z'): def calculate_energy_statistics(self): if not self.columns['Ek'] in self._ps_data.columns: - self.fill_kinetic_E() + self.fill.kinetic_E() for particle in self._unique_particles: particle_name = particle_cfg.particle_properties[particle]['name'] self.energy_stats[particle_name] = {} diff --git a/examples/basic_example.ipynb b/examples/basic_example.ipynb index 1f887ad..14323c9 100644 --- a/examples/basic_example.ipynb +++ b/examples/basic_example.ipynb @@ -383,7 +383,7 @@ } ], "source": [ - "PS.fill_kinetic_E()\n", + "PS.fill.kinetic_E()\n", "PS.ps_data.head()" ] }, @@ -394,6 +394,82 @@ "source": [ "Notice that while we only requested `Ek`, we also got rest mass and absolute momentum. This is because these quantities are required to calculate kinetic energy anyway. The code will always check whether a given quantity is already present in the data before recalculating it.\n", "\n", + "You can view all the available fill methods with this command:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "538c001f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "absolute_momentum\n", + "beta_and_gamma\n", + "direction_cosines\n", + "kinetic_E\n", + "relativistic_mass\n", + "rest_mass\n", + "velocity\n" + ] + } + ], + "source": [ + "PS.fill.get_methods()" + ] + }, + { + "cell_type": "markdown", + "id": "f36731dc", + "metadata": {}, + "source": [ + "If you want to access any of the data inside this data frame, there are two ways: the unit specific way, and the unit agnostic way. The unit specific way is of course how would get data out of any DataFrame:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "c289ebb9", + "metadata": {}, + "outputs": [], + "source": [ + "Ek = PS.ps_data['Ek [MeV]']" + ] + }, + { + "cell_type": "markdown", + "id": "86e7fb2f", + "metadata": {}, + "source": [ + "You can also access the same quantities without reference to the units like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "540a21b6", + "metadata": {}, + "outputs": [], + "source": [ + "Ek = PS.ps_data[PS.columns['Ek']]" + ] + }, + { + "cell_type": "markdown", + "id": "52cc6fd5", + "metadata": {}, + "source": [ + "Note that the second method will work regardless of what units the data is in. " + ] + }, + { + "cell_type": "markdown", + "id": "ecb9df1f", + "metadata": {}, + "source": [ "## Reset the phase space to required columns\n", "\n", "In some situations, you may wish to remove all 'derived' quantities from the data, and have only the [required columns](https://bwheelz36.github.io/ParticlePhaseSpace/phase_space_format.html#required-columns). You may wish to do this to minimise the memory footpring, or because you have carried out some operation that potentially invalidated the calculated quantities (more on that below!)\n", @@ -402,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "id": "6d948dbc", "metadata": { "execution": { @@ -532,7 +608,7 @@ "4 4 0 -0.000192 -0.001470 -0.209232 " ] }, - "execution_count": 5, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -554,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "id": "a286ebe0", "metadata": { "execution": { @@ -610,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "id": "89f08427", "metadata": { "execution": { @@ -633,12 +709,12 @@ } ], "source": [ - "PS.plot_energy_hist_1D()" + "PS.plot.energy_hist_1D()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "id": "3900ecfc", "metadata": { "execution": { @@ -661,12 +737,12 @@ } ], "source": [ - "PS.plot_position_hist_1D()" + "PS.plot.position_hist_1D()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "id": "c0e60d28", "metadata": { "execution": { @@ -689,7 +765,7 @@ } ], "source": [ - "PS.plot_particle_positions_scatter_2D(beam_direction='z')" + "PS.plot.particle_positions_scatter_2D(beam_direction='z')" ] }, { @@ -703,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "id": "ab09336a", "metadata": { "execution": { @@ -726,7 +802,7 @@ } ], "source": [ - "PS.plot_particle_positions_hist_2D(xlim=[-10, 10], ylim=[-10,10], grid=True)" + "PS.plot.particle_positions_hist_2D(xlim=[-10, 10], ylim=[-10,10], grid=True)" ] }, { @@ -738,6 +814,39 @@ "This phase space was scored at the exit of a [novel type of x-ray collimator](https://aapm.onlinelibrary.wiley.com/doi/10.1002/mp.15887); you can see that the x-rays (gammas) have been shaped to a square, which is as expected. Meanwhile the electrons and positrons are randomly scattered, which is also as expected." ] }, + { + "cell_type": "markdown", + "id": "17aea708", + "metadata": {}, + "source": [ + "as with the `fill` methods, you can get all plotting methods like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "66bba013", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "energy_hist_1D\n", + "momentum_hist_1D\n", + "n_particles_v_time\n", + "particle_positions_hist_2D\n", + "particle_positions_scatter_2D\n", + "position_hist_1D\n", + "transverse_trace_space_hist_2D\n", + "transverse_trace_space_scatter_2D\n" + ] + } + ], + "source": [ + "PS.plot.get_methods()" + ] + }, { "cell_type": "markdown", "id": "4209f399", @@ -750,7 +859,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "id": "774dd5b1", "metadata": { "execution": { @@ -776,7 +885,7 @@ "electron_PS = PS('electrons') # this generates a phase space with only the electrons\n", "# you can also use pdg codes:\n", "electron_PS = PS(11) # this is the same\n", - "electron_PS.plot_energy_hist_1D()" + "electron_PS.plot.energy_hist_1D()" ] }, { @@ -789,7 +898,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 16, "id": "c62d3770", "metadata": { "execution": { @@ -814,7 +923,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "id": "95d2cdc2", "metadata": { "execution": { @@ -838,7 +947,7 @@ ], "source": [ "no_gamma_PS = PS - gamma_PS\n", - "no_gamma_PS.plot_energy_hist_1D()" + "no_gamma_PS.plot.energy_hist_1D()" ] }, { @@ -851,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "id": "065651d2", "metadata": { "execution": { @@ -875,7 +984,7 @@ ], "source": [ "Original_PS = no_gamma_PS + gamma_PS\n", - "Original_PS.plot_energy_hist_1D()" + "Original_PS.plot.energy_hist_1D()" ] }, { @@ -898,7 +1007,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "id": "0d4ce582", "metadata": { "execution": { @@ -946,7 +1055,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "id": "ac805821", "metadata": { "execution": { @@ -969,7 +1078,7 @@ } ], "source": [ - "PS.plot_transverse_trace_space_scatter_2D()" + "PS.plot.transverse_trace_space_scatter_2D()" ] }, { @@ -984,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "id": "e4c4e806", "metadata": { "execution": { @@ -1007,7 +1116,7 @@ } ], "source": [ - "PS.plot_transverse_trace_space_hist_2D(xlim=[-2,2], ylim=[-1, 1], plot_twiss_ellipse=True, grid=False)" + "PS.plot.transverse_trace_space_hist_2D(xlim=[-2,2], ylim=[-1, 1], plot_twiss_ellipse=True, grid=False)" ] }, { @@ -1036,7 +1145,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "id": "c06f075b", "metadata": { "execution": { @@ -1049,13 +1158,13 @@ "outputs": [], "source": [ "# zero the z coordinate\n", - "PS.ps_data['z [mm]'] = PS.ps_data['z [mm]'] - PS.ps_data['z [mm]'].mean()\n", + "PS.ps_data[PS.columns['z']] = PS.ps_data[PS.columns['z']] - PS.ps_data[PS.columns['z']].mean()\n", "# double the pz momentum:\n", - "PS.ps_data['pz [MeV/c]'] = PS.ps_data['pz [MeV/c]'] * 2\n", - "# reset the phase space because previous calculations are now invalid:\n", + "PS.ps_data[PS.columns['pz']] = PS.ps_data[PS.columns['pz']] * 2\n", + "# reset the phase space because previous calculations may now be invalid:\n", "PS.reset_phase_space()\n", "# re-calculate any desired quantities\n", - "PS.fill_kinetic_E() # for example" + "PS.fill.kinetic_E() # for example" ] }, { @@ -1071,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "id": "7ad4f901", "metadata": { "execution": { @@ -1085,10 +1194,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1098,14 +1207,6 @@ "\n", "DataExporters.CSV_Exporter(PS, output_location=Path('.'), output_name='test_export')" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a4e1638b", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 3fcca1ac3bebdf704d8fca135324cc43ec4398ce Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Sat, 25 Feb 2023 11:31:02 +1100 Subject: [PATCH 05/10] new data loader runs --- examples/basic_example.ipynb | 18 +++++++++--------- examples/new_data_loader.ipynb | 10 +++++++++- 2 files changed, 18 insertions(+), 10 deletions(-) diff --git a/examples/basic_example.ipynb b/examples/basic_example.ipynb index 14323c9..1912468 100644 --- a/examples/basic_example.ipynb +++ b/examples/basic_example.ipynb @@ -400,7 +400,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "538c001f", + "id": "cfa91e0a", "metadata": {}, "outputs": [ { @@ -423,7 +423,7 @@ }, { "cell_type": "markdown", - "id": "f36731dc", + "id": "ca46b589", "metadata": {}, "source": [ "If you want to access any of the data inside this data frame, there are two ways: the unit specific way, and the unit agnostic way. The unit specific way is of course how would get data out of any DataFrame:" @@ -432,7 +432,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "c289ebb9", + "id": "541017c6", "metadata": {}, "outputs": [], "source": [ @@ -441,7 +441,7 @@ }, { "cell_type": "markdown", - "id": "86e7fb2f", + "id": "c446fb1c", "metadata": {}, "source": [ "You can also access the same quantities without reference to the units like this:" @@ -450,7 +450,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "540a21b6", + "id": "262f7081", "metadata": {}, "outputs": [], "source": [ @@ -459,7 +459,7 @@ }, { "cell_type": "markdown", - "id": "52cc6fd5", + "id": "9c09d35b", "metadata": {}, "source": [ "Note that the second method will work regardless of what units the data is in. " @@ -467,7 +467,7 @@ }, { "cell_type": "markdown", - "id": "ecb9df1f", + "id": "5ac2d997", "metadata": {}, "source": [ "## Reset the phase space to required columns\n", @@ -816,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "17aea708", + "id": "5a8b67ae", "metadata": {}, "source": [ "as with the `fill` methods, you can get all plotting methods like this:" @@ -825,7 +825,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "66bba013", + "id": "ffae196f", "metadata": {}, "outputs": [ { diff --git a/examples/new_data_loader.ipynb b/examples/new_data_loader.ipynb index 2e1e446..1da1018 100644 --- a/examples/new_data_loader.ipynb +++ b/examples/new_data_loader.ipynb @@ -160,8 +160,16 @@ "data = NewDataLoader(data_loc, particle_type='electrons')\n", "\n", "PS = PhaseSpace(data)\n", - "PS.plot_particle_positions_scatter_2D(weight_position_plot=True, beam_direction='z')" + "PS.plot.particle_positions_scatter_2D(weight_position_plot=True, beam_direction='z')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6bfd6ba5", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 6e1bf1031bdba8b44a0cbac44abf16f314353baf Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Sat, 25 Feb 2023 11:40:05 +1100 Subject: [PATCH 06/10] new data exporter runs --- ParticlePhaseSpace/DataExporters.py | 5 +--- ParticlePhaseSpace/__phase_space_config__.py | 31 ++++++++++---------- examples/new_data_exporter.ipynb | 6 ++-- 3 files changed, 20 insertions(+), 22 deletions(-) diff --git a/ParticlePhaseSpace/DataExporters.py b/ParticlePhaseSpace/DataExporters.py index 4b28cec..fb6f6e3 100644 --- a/ParticlePhaseSpace/DataExporters.py +++ b/ParticlePhaseSpace/DataExporters.py @@ -51,7 +51,6 @@ def _check_required_columns_allowed(self): check that the columns that are required for data export are actually allowed :return: """ - allowed_columns = list(ps_cfg.get_all_column_names(self._units).values()) allowed_columns = ps_cfg.required_columns + list(ps_cfg.allowed_columns.keys()) for col in self._required_columns: if not col in allowed_columns: @@ -62,14 +61,12 @@ def _fill_required_columns(self): fill in any data required for the export :return: """ - allowed_columns = ps_cfg.required_columns + list(ps_cfg.allowed_columns.keys()) - for col in self._required_columns: if col in ps_cfg.required_columns: continue if not col in self._PS.ps_data.columns: try: - self._PS.__getattribute__(ps_cfg.allowed_columns[col])() + self._PS.fill.__getattribute__(ps_cfg.allowed_columns[col])() except (AttributeError, KeyError): raise AttributeError(f'unable to fill required column {col}') diff --git a/ParticlePhaseSpace/__phase_space_config__.py b/ParticlePhaseSpace/__phase_space_config__.py index bb9a9d0..b541243 100644 --- a/ParticlePhaseSpace/__phase_space_config__.py +++ b/ParticlePhaseSpace/__phase_space_config__.py @@ -29,21 +29,22 @@ automatic testing is applied to ensure all these methods can be calculated ''' -allowed_columns = {'Ek': 'fill_kinetic_E', # Kinetic energy - 'rest mass': 'fill_rest_mass', # rest mass - 'relativistic mass': 'fill_relativistic_mass', # relatavistic mass - 'gamma': 'fill_beta_and_gamma', # lorentz factor - 'beta_x': 'fill_beta_and_gamma', # relatavistic beta vx/c - 'beta_y': 'fill_beta_and_gamma', # relatavistic beta vy/c - 'beta_z': 'fill_beta_and_gamma', # relatavistic beta vz/c - 'beta_abs': 'fill_beta_and_gamma', # relatavistic beta v/c - 'vx': 'fill_velocity', # x velocity - 'vy': 'fill_velocity', # y velocity - 'vz': 'fill_velocity', # z velocity - 'Direction Cosine X': 'fill_direction_cosines', # x cosine of momentum - 'Direction Cosine Y': 'fill_direction_cosines', # y cosine of momentum - 'Direction Cosine Z': 'fill_direction_cosines', # z cosine of momentum - 'p_abs': 'fill_absolute_momentum'} + +allowed_columns = {'Ek': 'kinetic_E', # Kinetic energy + 'rest mass': 'rest_mass', # rest mass + 'relativistic mass': 'relativistic_mass', # relatavistic mass + 'gamma': 'beta_and_gamma', # lorentz factor + 'beta_x': 'beta_and_gamma', # relatavistic beta vx/c + 'beta_y': 'beta_and_gamma', # relatavistic beta vy/c + 'beta_z': 'beta_and_gamma', # relatavistic beta vz/c + 'beta_abs': 'beta_and_gamma', # relatavistic beta v/c + 'vx': 'velocity', # x velocity + 'vy': 'velocity', # y velocity + 'vz': 'velocity', # z velocity + 'Direction Cosine X': 'direction_cosines', # x cosine of momentum + 'Direction Cosine Y': 'direction_cosines', # y cosine of momentum + 'Direction Cosine Z': 'direction_cosines', # z cosine of momentum + 'p_abs': 'absolute_momentum'} # absolute momentum diff --git a/examples/new_data_exporter.ipynb b/examples/new_data_exporter.ipynb index ad4f4ea..98fce79 100644 --- a/examples/new_data_exporter.ipynb +++ b/examples/new_data_exporter.ipynb @@ -136,7 +136,7 @@ { "data": { "text/plain": [ - "<__main__.NewDataExporter at 0x7fee96a1ad90>" + "<__main__.NewDataExporter at 0x7f462e81b760>" ] }, "execution_count": 3, @@ -221,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "a14268a3", "metadata": { "execution": { @@ -247,7 +247,7 @@ "data_loc = 'test_new_exporter.dat'\n", "data = NewDataLoader(data_loc, particle_type='electrons')\n", "PS = PhaseSpace(data)\n", - "PS.plot_energy_hist_1D()" + "PS.plot.energy_hist_1D()" ] }, { From a81096e12de885b776d0d7111c91b8b41c6efcf2 Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Sat, 25 Feb 2023 11:46:14 +1100 Subject: [PATCH 07/10] kde exmaple runs --- examples/resampling_via_gaussian_kde.ipynb | 84 ++++++++++------------ examples/units.ipynb | 38 +++++----- 2 files changed, 58 insertions(+), 64 deletions(-) diff --git a/examples/resampling_via_gaussian_kde.ipynb b/examples/resampling_via_gaussian_kde.ipynb index 4c94bb6..239efed 100644 --- a/examples/resampling_via_gaussian_kde.ipynb +++ b/examples/resampling_via_gaussian_kde.ipynb @@ -138,18 +138,18 @@ }, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "original data has 265149 entries, new data has 132574 entries\n" + "/home/brendan/python/ParticlePhaseSpace/examples/../ParticlePhaseSpace/_ParticlePhaseSpace.py:1306: UserWarning: This method is quite experimental and should be used with extreme caution;always manually compare the new PhaseSpace data to the old PhaseSpace data to ensure it is close enough for your requirements\n", + " warnings.warn('This method is quite experimental and should be used with extreme caution;'\n" ] }, { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/home/brendan/python/ParticlePhaseSpace/examples/../ParticlePhaseSpace/_ParticlePhaseSpace.py:1286: UserWarning: This method is quite experimental and should be used with extreme caution;always manually compare the new PhaseSpace data to the old PhaseSpace data to ensure it is close enough for your requirements\n", - " warnings.warn('This method is quite experimental and should be used with extreme caution;'\n" + "original data has 265149 entries, new data has 132574 entries\n" ] } ], @@ -199,7 +199,7 @@ }, { "data": { - "image/png": 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\n", 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" ] @@ -209,8 +209,8 @@ } ], "source": [ - "PS.plot_momentum_hist_1D()\n", - "new_PS.plot_momentum_hist_1D()" + "PS.plot.momentum_hist_1D()\n", + "new_PS.plot.momentum_hist_1D()" ] }, { @@ -241,7 +241,7 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -255,7 +255,7 @@ "if reflect_pz:\n", " new_PS.ps_data['pz [MeV/c]'] = -1* np.abs(new_PS.ps_data['pz [MeV/c]'])\n", " new_PS.reset_phase_space()\n", - "new_PS.plot_momentum_hist_1D()" + "new_PS.plot.momentum_hist_1D()" ] }, { @@ -296,7 +296,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -306,8 +306,8 @@ } ], "source": [ - "PS.plot_transverse_trace_space_hist_2D()\n", - "new_PS.plot_transverse_trace_space_hist_2D()" + "PS.plot.transverse_trace_space_hist_2D()\n", + "new_PS.plot.transverse_trace_space_hist_2D()" ] }, { @@ -337,12 +337,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "removed 0.7 % of particles\n" + "removed 0.8 % of particles\n" ] }, { "data": { - "image/png": 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bIaVLOehbWS7uNm7ciNtvvx2nnHJKv83pcLjTfoz2lQraWHoTW6HHEgq1qL/XVU5HXeX0Xo1TSs9puSIMx4X+kP6jGPpGSDlilb7ZUePKbnHX0dGByy+/HHfccQcGDRpU7HAIKWlkT0qhwle4p4XkBvWNkNyxRt/sqXFl57lrbm7GRRddhHnz5uEXv/hF1rbRaBTRaFR93NbWBkDO8ROP53c3pt+fnihR21/sy3dMI8QYhYzl9/vV/r2JTdu/N2iPwef35j2/VXH0Fiteg76g1OIh1lMsfetPSvXzlSvlHj9QmsdQSrHYgbKqLfvXv/4Vv/zlL7Fx40b4fD7MmTMH06ZNw80332zYfvny5bj++usztq9atQqBQKCPoyXEWsLhMBYuXIhQKNSj6betrQ3BYBB7D/wMNTW+guZta+vCyGHX4fjjj8/5blmSP9Q3MpAplr7J49lP48rmzN2ePXvw7W9/G2vXroXPl9uLee2116p3sQDd5U3OP//8ks3gHo/HsXbtWpx33nlFzRwuctVp/XO5UirH0FtKNX5xZiYvpIT8Uwi9uFuW5MdA0TegdD9fuVLu8QOleQxF0zcxDuylcWWzuHvttddw6NAhfOITn1C3JZNJbNiwAbfccgui0ShcLldaH6/Xa1gbzu12l8wb2oxixxiJRNQ4ekuxj6FQSi3+UoqFWMtA0zegfOI0o9zjB0rrGEolDrtQNou7c889F2+++WbatiuvvBInnngifvSjH2UIHyGkNMuPkUyob4TkTymWHysVymZxV11djSlTpqRtq6ysRH19fcZ2QohCKgGkCjQqp+wnfKUG9Y2QXmCFvolxbEbZpUIhMkY54ArNt6fNSWd1fVd9bMxhRwghhPQNZXPmzoj169cXOwRCShr5skVhl/TEJYt8asuSwqG+EZIdK/RNjAPYS+PKenFHCOmBVAJIFSh+KfvdSUYIsQFW6JsYB/bSOF6WJYQQQgixETxzV6YY+eGMtglvWy7+uaOdm033ZRsnlzn0+6z085EsWHjmjhBCSgqLz9zZCS7uCLE1SQuSfNqv7iIhxA5YoW/KODaDl2UJIYQQQmwEz9wRYmMcqQQcqcK+wzlseMmCEFL+WKFvYhy7wcWdzbHK26Yfx+Fwq9uyzdEbr14+PkHSA6kEUKj42VD4CCE2wAp9E+PYDF6WJYTkRFNTEyZNmoQVK1YUOxRCCLEcO2kcz9wRYmcsPHNnpxxQhBAbYPGZOztpHBd3hNgYh5SAQyrQc2fDotqEkPLHCn0T49gNLu4GMPr6rn3hccsn911fxkEIIYQMFLi4I8TOpFJAqsAcTqmUNbEQQoiVWKFvYhybwcUdITZGThXgKHgMQggpNazQNzGO3eDirkzRpiLJtx8gX/rMJ4WJ/nG+c+eT3qTQUmeEEELIQIaLO0LsTCppwd2y9ivNQwixAVbomxjHZjDPHSF2JpWw5gf2ygFFCLEBVumbDTWOZ+4IITlhpxxQhBCix04ax8VdkeitZ07Q277ZfGzaNvp2Zt67QubtTVt67fLDkUpaUFvWfpcsCCHljxX6JsaxG1zcEWJnJAs8KZL9hI8QYgOs0Dcxjs2g544QQgghxEbwzB0hNsaRShV8ycFhwwSfhJDyxwp9E+PYDS7uioQV3jEz/5uRny+bVy6ffHL94XljLjsLSSWBQpN82tCPQgixAVbomxjHZvCyLCGEEEKIjeCZO0JsjHw3WaHlx+z3rZYQUv5YoW9iHLvBxR0hdoaXZQkhdoWXZU3hZVkLcTjcGTnj+nJMs/qwvan7mkuuu1wJButzmsPs2LLNLfpY/TwTQnKjrz5/xfpM53o8+nbBYL1pP61OUatIMeDijhAbI1+2KPwHsFdpHkJI+WOVvtlR43hZlhA7Y+FlWTuV5iGE2ACLL8vaSeN45o4QQgghxEZwcWchWq9Yb7wWDoc7w6+Wi/ctl7myjWO0ryfPSL7HZlavNt9jE32YAy83HClJSfRZyI9U7MMgRcboM9hT+95oRCGY6VQh2qjtr28XCrX0qKnip65yOv13fYA1+mZPjeNlWULsTCoJFJp83YZ3khFCbIAV+ibGsRk8c0cIIYQQYiN45o4QOyNZ8M1Wst+3WkKIDbBC38Q4NoNn7voI4bXIx2chSXGEQi1p23rjGcnWPlu+ubrK6airnJ42Zm9y6emPoaf5s7Wxyl83UP0uDillyQ8ZWGT7vOSyL9vn1igPZq7xZPsMm+lULn66bGMKHS+Eo52b6RXuA6zSNztqXNks7m699VaccsopqKmpQU1NDWbPno3HH3+82GERQoglUOMIIVZRNpdlR40ahV//+teYOHEiJEnCvffei//4j//A5s2bMXny5GKHR0hpwhsqygZqHCF5whsqTCmbxd0ll1yS9viXv/wlbr31Vrz88ssUPkLMSKUsSGJsv0sWpQg1jpA8sULfxDg2o2wWd1qSySQeeughdHZ2Yvbs2abtotEootGo+ritrQ0AEI/HEY/3j/chFgurc+oR3hOtR020GzZsJCKRrqz9s80ZCNRkjK2PZ/rIhWnbBIFATUY/o1jNELFqYxb9tfObjZnLMQeD9TnFks+YAqP4S4FSi4f0HblonNX6pv1M6T8vsVg47XftPi25fM6OHDmAtWvX5q1pAjNty4aRXuSjzbFYGCMaTgMAbN/9jGm/YpKPJpaixpVSLHbAIUlS2WTve/PNNzF79mx0dXWhqqoKq1atwqc+9SnT9suXL8f111+fsX3VqlUIBAJ9GSohlhMOh7Fw4UKEQqEeS+S0tbUhGAziyGPjUVPpKmjets4kGi7akdO8pDDy0TjqG7ETxdI3wJ4aV1aLu1gsht27dyMUCuHhhx/GnXfeieeeew6TJk0ybG/0zbaxsRFHjhwpiRfQ7Mzd2rVr8eUvX4VIpCuvb6c9ja1HnLnbvHdVRt9Cz9ytXbsW5513Htxut2n/fMbUk++Zu3wwir8UaGtrQ0NDQ17i1/LP41BTWdh9U22dKdRfstNWwleq5KNxVutbX36mtBT6+eqNbuR7bEZzjBl+FgD5zF0p6kO+Z+5K7RiKpW+APTWurC7LejweTJgwAQAwY8YMbNy4Eb///e9x++23G7b3er3wer0Z291ud0m8oSORCAAYxhKJdCESifQ6zmxjC6KRuGEbo3lzGU+P9nk26t+bMbPFaDWl8j4RFDuWpqYmuFwuNDc3o7m5uaix2JV8NM5qfeuPz5SWQuIU/fPpk297/RxdkWjatlLTh968fqV0DKUQh500rqwWd3pSqVTaN9f+RF9rsTf9e8oVV8ibPZeYPmhfbel4gmCwHvff/+eCx8z2HDFfVI6kUhbcLSsPsHHjRtt8qy0X+lPjevuZErkxj3Zu7lV/bU7LXMiWt05b21vbNtvY2vjNYtHqfa761hP5HndPDEhNtELfxDiwl8aVzeLu2muvxfz58zF69Gi0t7dj1apVWL9+PZ588slih0ZI6WLh4o70LdQ4QvLE4sWdnSibxd2hQ4dwxRVXYP/+/QgGgzjllFPw5JNP4rzzzit2aIQQUjDUOEKIVZTN4u6uu+4qdghpFHoK3KqSWj2Nle0yg9mlB6PxxL5BgSkA0i/B6EvzDK+fkdHf7HJJNrLFMSAvQfQGnrkrG0pN43rCqCSX2eezrnK66WVbrTb01uJiNGdP+wTHwm9lzK8/Nm3/eDyONWvWZI3J6FJ1PpeKSY7wzJ0pZbO4I4T0AikJpAq8Id6GdRcJITbACn0DbKlxZVNblhBCCCGE9AzP3BFiYxypFBwFfil12PCSBSGk/LFC38Q4doOLu16S7bb73npHzObRjq0lFx9bPqlEjLYJ74hAeEi0x6jvJzwpwWA9wuE205izpTTI93iICfTckRzJV7eM/Ldm/XNJk9Lbz3Yu/bKlrsrWP5+YtM+fVid7MxbJEXruTOFlWUIIIYQQG8Ezd4TYGZ65I4TYFZ65M4WLO0LsTEoqXLisuBuNEEKsxgp9E+PYDC7ueonWP5GPhyNXgsF6tb6hGcIP15s8d0bjGPnp9N4RrYfELBeUtjyP2fxW+VwIIdaQ7+fOKl9ZobkrhX4dC7+Vl84Y5enL1k+0j8XCALo1OptXOdu+3pZrIyQXuLgjxM6kJAsuy9rvWy0hxAZYoW9iHJvBxR0hdiaVAlKOAsewn/ARQmyAFfoG2FLjeLcsIYQQQoiN4Jm7EsLhcMPv9+P++/+MUKgFbre5JwToXe4o4RuZGbgcGztXGo6j7ZOtxqIZoVAL1qxZY3gM2hq1PcWfzctjZS5BW8MzdyRHevLOGeXzzKetvl0uvmKjOfTbsumINk+nkUdQS096IvbH4+a5Q3PxD9JrZyE8c2cKF3eE2Bl67gghdoWeO1N4WZYQQgghxEZwcUeInZFS1vwAaGpqwqRJk7BixYoiHxQhhMA6fbOhxvGybAHk4q/IJ4eTJMXT6rJqcyiZ+V0A4xqPPbEpfB+AlaaxmnntevLBAVB9g2Zji8fa/FRG42Xz2eTqbxnwSBZctpDkSxYbN25ETU1N4TGRkiQX71xP7c32GbXNxVecy9gCo3rXWo+v/lj0+mM2Zk/x56KJ1Ks+wgp9E+PAXhrHM3eEEEIIITaCZ+4IsTO8oYIQYld4Q4UpXNwRYme4uCOE2BUu7kzhZVkLcTjchl41vXfMqJ3YFwzWA5D9HNp+gwJTVG+ddlxJiuNo5+ac/Xbafvo4xPaJ1Qsy4jaLw2jsUKjFdJ/2sYhb7KurnJ6Wlypbf7NthJDSY2L1AtN9ZnoI5PYZF/17m1uutzoSDNar85qNod1upruE9AU8c0eIjdHcCFbQGIQQUmpYoW9iHLvBxR0hdoaXZQkhdoWXZU3hZVlCCCGEEBvBM3d5os1VlEsuJ6P8bGJ7PnmPsnlG8q3xKB5PqLrIcLztHY/1WEcym4dm+siF+OUdXzTdbxab/hi1PhrmiOolKVhw5s6KQEg5ovfJ9pYP2lern+FYLGw6R28wql9rpBf6efKt8aqPX5+nr65yuumYrIXdR1ihb2Icm8HFHSF2hos7Qohd4eLOFF6WJYQQQgixETxzR4idkZSfQscghJBSwwp9E+PYDJ65y5Nc8y7lOo7eE2KUI86IusrpafmdzGIymkM83t7xGLZ3PGbYJ1s+O6DbQ2OUt+/DjicBdOeBypbbDzDPc2UUN3NE5YeUcljyQ0hPmOWoFIjPsMjlKfQhF3LVVP1cInemqGWt1c18tCSXdkY1asWcZhpsNgd1Ljes0jc7ahwXd4QQQgghNoKXZQmxM7yhghBiV3hDhSlc3BFiZyQHUOglBxv6UQghNsAKfQNsqXFc3OVIPrnkhDfMqL3RduFVMcqRZDaOtm02v5oYW+8HyeYbzDZeLnOFQi1Ys2YNQqEWeDwBw/n0PhTt2PpavLnGTQjpG3LJ05arfmn1QZsnLpu2aDVVvy9bjEL3smmyFjO9BJDhQR4z/Cx0RaLqcRuNazROLlDnSKFwcUeIjbHCLGzHuouEkPLHqpsh7KhxXNwRYmdSFly2sKHwEUJsgBX6BthS48rmbtlf/epXaGpqQnV1NYYMGYIFCxbgvffe67f5c0k3oi8ppt2W7db2o52bcbRzMxwOt5omIJd5zdpofxdj5zueQB+3tr/+GMVc2mPQz6dtq0effkWb5sVoHELsRLE1DoCpXpnZUXr6HBrpjVkqlFx1zkzD8tVJgfZ4j4XfMryUKklxVd+mj1wIANi1/3lVt8VxTKxekLU0Y0/xEWIVZbO4e+6559Dc3IyXX34Za9euRTwex/nnn4/Ozs5ih0ZI6SI5rPkhfQ41jpA8sUrfbKhxZXNZ9oknnkh7vHLlSgwZMgSvvfYazj777CJFRUhpQ89d+UCNIyQ/6Lkzp2zO3OkJhUIAgLq6uiJHQggh1kONI4T0lrI5c6cllUrhO9/5Ds444wxMmWJeIisajSIajaqP29raAADxeBzxeH7+BuET0ZYH02+LxcIAgECgRm0zvH4GAKA1/E7aePF43LB/PB7H2rVrMWzYSEQiXTmXIwMAv9+vjm22b0TDaQCA4zAlI97awCQ1VrFPIPoJRKzascU4w+qmAQBOOO5cvLdzXUY/bVug+/gPtr6ats/v92PKkEsBAJv3rso4HtEun+coF8Rx5fse6Wt6FU/KacENFTZMAlXi5KJxvdU3Iy0T6D/3YpxgsD6jvV5vtF5bo7HFfqEPR44cgNvtTotVjCn6a3VCq09GhEItGZ7lyYMXqDGaHbd+Tm2sYls8HseY4WcBALbvfka9bK6fY2/yGfV3oPv5zOWzq32O9fMbPf+FUIoaVzR9A2ypcQ5JksruqK6++mo8/vjjeOGFFzBq1CjTdsuXL8f111+fsX3VqlUIBAJ9GSIhlhMOh7Fw4UKEQiHU1NRkbdvW1oZgMIhDP61Bja8w8WvrkjDk5205zUusIReNo74RO1EsfQPsqXFlt7hbsmQJHn30UWzYsAHHHXdc1rZG32wbGxtx5MiRvF/AXM7c6bcD5t82td8ytf3Fmbsvf/mqvM/cZftGLvaJeI7DFKzff6vhvtbwOxljiG+tgl37n88YWzCsbhpuWvE9fLf5dxln7oz6ZHv+xlVdACDzzF1PZwkKQbwG5513XlqS1WLT1taGhoYGLu5sTq4a11t9y6YT2fqYfU71Z5vMxtaeubtpxfcMP1/ZxuzNmTutfvSk1z1pu/7MnYhf3D2bbY5c6O8zd6WmccXSN8CeGlc2l2UlScI3v/lNPPLII1i/fn2PCzsA8Hq98Hq9Gdvdbnfeb+hIJKL2zbZNux0AfI5oxjbRx6y/3L4LkUgkrzizjxdJiyeGhNpOv89o3q5INO2x0fOgtu2Kqf+bxa/tk+35i7riPbbpK3HqzfukL+lNLJLkgFTgnWDF+vr3mc98BuvXr8e5556Lhx9+uDhB9CP5alxv9S2bTmTrY/YZ1OuI2dhiv9AHozizjWmmpdo59fu0+tGTXvek7UIDxTYRfzTS8xy5oH2OjZ6HvtCiUtK4YumbPE7BQ+RNX+tb2SzumpubsWrVKjz66KOorq7GgQMHAADBYFD1TPQl+eRVyrW0l75slzb3m740j9E4ucyjzUmn3b5R2mxajkfEo0Wfl25i9QJ80L7acGzxzXrX/udN58glp5NRyaF8xxjwlLHn7tvf/ja+/OUv49577y3K/P1Nf2lcPrqRrY9RG9HfaBzxezwex5o1a3KKzSi3pVnZQm1+uXzLK5rFoZ1T5L8LButx//1/RjBYn7aY1GqyUam0XEopFqKXA5Iy9tz1tb6Vzd2yt956K0KhEObMmYPhw4erPw888ECxQyOE9AFz5sxBdXV1scPoN6hxhAwc+lrfymZxJ0mS4c/ixYuLHRohJYuU6s4F1fuf/OfdsGEDLrnkEowYMQIOhwOrV6/OaLNixQqMHTsWPp8Ps2bNwquvvlr4AZcx1DhC8sMafctf48pB38pmcUcI6QWSo7v+Ym9/euFp6ezsxNSpU7FixQrD/Q888ACWLl2KZcuW4fXXX8fUqVNxwQUX4NChQ4UeMSFkoGCFvvVC48pB38rGc1ds9F6IfGoi9jSmEcLPkc3XZ+aryzZHLm2027L58czm1+amMut/LPyWWkdW+PmMnmO9L1H4Xsrdg9KTZ7IUEXnUBGaGfgCYP38+5s+fbzrWjTfeiKuuugpXXnklAOC2227DY489hrvvvhvXXHONdUGTnDHy2orP5KDAlAzfbTZfXTbGDD8Lt951raHGmensoMAUU6+d0Zz6YznaudnQR6dF69nb3vFYRhx6fRO+aO14Yl69btVVTjf14wnKTQ/sSK4aVw76xjN3hNgYcTdZoT8A0NjYiGAwqP786le/6lVMsVgMr732GubNm6duczqdmDdvHl566SVLjpsQYn+s0jcrNa5U9I1n7gixMymn/FPQGPJ/e/bsScsBZXbWrieOHDmCZDKJoUOHpm0fOnQotm3bpj6eN28etm7dis7OTowaNQoPPfQQZs+e3as5CSE2xAp9AyzVuFLRNy7uCCE5UVNT068JPp9++ul+m4sQQvpT4/pa37i464He5h3KxVeRbYye8twZ9dfGauRZ0ccltul9bA6HGxOqLkobu6lycdrjo52bVY+KGPOTga9mxKif38gzp3+Otb6VbF7HnihlX1t/xSXuBit0DCtpaGiAy+XCwYMH07YfPHgQw4YNs3QukjtaT102P5sZDodb/ZxnG1/kwdRrnNHnNdv8Rvpn5uM18khn0xIjvdRj5BnU+xL1j7Vj68k1T16paloxsELfxDhWUSr6Rs8dITbGSj+KVXg8HsyYMQPr1nWXpkulUli3bh0vuxJCcsZqz50VlIq+8cwdISQnmpqa4HK50NzcjObm5qxtOzo6sH37dvXxzp07sWXLFtTV1WH06NFYunQpFi1ahJkzZ+LUU0/FzTffjM7OTvXuMkII6W9y1bhy0Dcu7gixMxbeULFx48ac/SibNm3C3Llz1cdLly4FACxatAgrV67EZZddhsOHD+O6667DgQMHMG3aNDzxxBMZJmRCCDHF4hsqctW4ctA3Lu56IJuvradah0b7CsUo75SRL0Sfb0m0mRm4HACwKXyf2lb460SbCVUXoSW1C0C310601x6PaCPYjJfTHo8ZflbW4zCre2uUW0qQS61Jo7YDlWJ57ubMmQOph2rcS5YswZIlS3obFrGIbPnqjPRO30aLWR5Koxx6Y4afha5IVO2TjbrK6Vn1Tswp5tF7hAcFpqDeOSbrHFpN1eundl5R57c2MAk+RzTt2PTHkq9eZWtDPcukWJ67ctA3eu4IIYQQQmwEz9wRYmOsMAtbfUMFIYRYgVU3Q9hR43jmjhA7Izwphf4QQkipYZW+KRrX1NSESZMmmdaMLSd45i5Pcq3Nqt+XrSat8GwY5UTS11QVGLU12m9eI3arOuYxyP+L/EstqV1q/3MrrzaMX5LipjGJ2ou79j8PjyeQFr82DpEnT9RxFPMb5bnTo83lR/qHfO6WJeVDrpqmzyGXzzjafaFQC9asWYNd+5/PyHOXbf5cPM4itrmVX0+LGQA+aF9tGK/of7Rzc5rvGEj3Cupry7aG30EkElH3T6i6CAikx5ELueSvyyVnpxV5PQd6Lr18bhordbi4I8TGWHlDhZ2EjxBS/pRiEuNSgYs7QmwMPXeEELtCz505NNMQQgghhNgInrkrALP8bLn0yRW9dyObL8Uop5Ierb9P32Y8pgIAWp2t6rZ1nbcajnNu5dUZnkF9Hih9THqE186snqKR34XkiWTBDRHZ0zmRMqEQnaqrnK76Zs1qQefjMzOLK1f/mRZ9HWwAWB++K+9xjDxrRjpaG5gEoLs2rmij9/QBxhqmP0ajvJ5mbbJhhUaWnc5aoW+ALTWOiztCbEyxkhgTQkhfQ8+dObwsSwjJCTulCSCEED120jieuTPBPIVId2oScZu9URuzUjmij7a/9nKH3+/H/ff/Oad4zC6LGu0TiLkmVi9Q24h0J8+E70yLUdtfX7pnXeet6nyfrZH7P6ukAeiSdgAA5gy/Gi8euVOdD+i+FKtFH6OYv945Bkel3l3qsZp8LmmVUjoBSSrcLCyq7PBu2fKmN+9dI73TX37VPjazimg/413SjqwaB3TrhShxqE27pL90qS2DaJZ6SpLiakmyjZ0rAXRfztXOoS3vqP1fS2v4HcNj1B8n0K2b2zsey5oWSz9OKWhHOWCFvolxAHtpHBd3hNgZKy5b2PCSBSHEBlh0WdaOGsfLsoQQQgghNoJn7gixMZLkhCQV9h1Okmx4KxkhpOyxQt/kceyncVzcmWDmech2u79RSgC9Z6OndAHxeBxr1qxBMFiPSCSixqEvzWXk2RNthV9Fu0/v7/igfbWBv+ZltY/ee6JPW6LdtzvRljZXLBbGmjVrsBNvmfpKJlYvUMcUz4m+1Jooi2ZGNs+K1eQzdkn5ZVKOwi852PCSBelGqwP6967WO6z3Ec8MXA4A2BS+D4DsYTNLJaJNcyL0Qa9x2VKBaD/rel+bVlONNFDff2J1K4DMsofiGIBuH56Rn/D0+kUAgOkjFyIaiaspUCZWL0jz2AHA+MDUtLj0sWjnN/JqG/UrKX0pNlbomxjHZvCyLCGEEEKIjeDijhAbI8rzFPoD2CtNACGk/LFK3+yocbwsS4iNsTKJsZ3SBBBCyh+rkxjbSeO4uMsRI3+XWdkdo5I1+nxP9c4xGZ6PbH48oznENuEv0frkesrT53C4M8r2CK/bhKqLUJuqBdBdikz430ROvNoKN6bjNADd+fEEnx7+XXz9rvOwa//z8HgCaXFovTD6bUbHaFZGzejY9BiVEyKEpJOL5027TSC8dgJtDku9L087Vjxu/Jk08r4Jvcq1jJjoJ3xwov9UzEIHugAAo53yH+8WTT5NAJgamIWPcQBAdylGbX5OEcOUIZcCADbvXZVWfkybS8/Ieyhi0z/HQncHBaZkPV5qGckHLu4IsTG8W5YQYld4t6w5XNwRYmNYW5YQYldYW9Yc3lBBCCGEEGIjeOZOQ7Y8QnqfhMPhVj0iRn48fZ44I3+ePq+bltrAJPgcUdM2MwOXZ9RrFTE2VS5GTeC0tDn0tWG1iDZpOZ6UZb/w3n0y8NW0Pn8L/SHjGAV7nAcByLVlxZjCi1ILeTytX0fEL8YTfWYGLs/w9WRD//rRo4K0O8EKGYPYl2x1q43qVZv107YVmiDquDZVLlZ/nz5yIX55xxcxPfCfiDkSWcfUenT1eiM0TZvvU++1E222pl5RtXdu5dfT5hQ57baHH1PHaoG8bXxK9t7NCXxFnd/v9wP4opqnT/SZWL0AH3SuTotb6Kd2HqGF+ufK6O9AoeSSG6+c8+dZoW9iHLvBxR0hNoaLO0KIXeHizpyyuiy7YcMGXHLJJRgxYgQcDgdWr15d7JAIIcQSqG+EEKsoq8VdZ2cnpk6daosEg4T0B5LkUE3Hvf6xYYLPUoT6Rkh+WKJvNtW4srosO3/+fMyfP7/Pxs/mOdDXMxwUmJJRE1X72MyfokX4Qeqrxqht/H4/7r//z2gNv5Pm58g2nt77NygwJaPerNj32Ro5T93fpM2qL0RfD3Fm4HK0ohUAMMRZlTZvVyoJINM3YsTm8IMY6fokAGAHtgJIz+mkz4VVAz8AYF37rRnHqD8ObU4o8bz3h2ek3PwpVqZCsVOCz1Kkr/XNDKP3ci557gTic2j0mRRs7Fyp7htROQEAEHKGEHXG07y2Ip+mXm+1cwsNEXVbhT/uU1VfU3VJnwO03jkGnwt+CwDUfHdC97Q+Pb03eUdqq/q78AIP8TYAAMZVXYCoK96d3y+Q+bdAq5P6urECMadRLW2j2rxW17kuFy0zwupUKHbSuLI6c0cIIYQQQrJTVmfu8iUajSIajaqP29raAMgZ0s2ypJvh83sBAH7Jrz4WY4h92sf68eU7rNKzs3v96d/g/Ek//H6f0t5nOLZ+PLPYxO+in2jv9rnU7UbzA4DHXwGvU97nhiutTSol/+9BRdp8Wrw+cVeZD16X/LsvZR6jx1+hjNkdm/4Y9du0c+b7WvaEGM9oXKPXsb/ozZzMc2dfrNQ3PUbvc+3nUYv+86/vp28n9EHVCUV3vH63+rt+TKEVWoRu+CC3dTtd8KQq0ubXapzbIeuLJym3ERqn1W2xTY051R2H2OfxVBjGb6RJIka/5DfUNW2MYhxtf+3rYKX2ZNO4YlEsfRPj2A2HVKapmR0OBx555BEsWLDAtM3y5ctx/fXXZ2xftWoVAoFAH0ZHiPWEw2EsXLgQoVCox0sHbW1tCAaDeOszn0C125W1bU+0x5OY8sjrOc1LrIH6RgYaxdI3wJ4aZ+szd9deey2WLl2qPm5ra0NjYyPOP//8rC9gMFiv/h4KtaTtGzP8LADArv3Pp7XTUhuYhDpnIwC5/qC2n6DO2YgPO57M6Ov3+3D33XfgvPPOg9vtxqUjvw8AeGjvb9PGqXM24mhqDwCgNfyOOq9AbBOcE7gCADDY7QEAHI7H1H1tigcl5AzJx58KYnP4QcNj+3T1VwAA/2i/C9MD/ymP6ayUx0x1AgC2Sf/A3XffgZubH4evS36Lidx3gg87nsS4qgvStumfq137n087Xm0bLeJ10L9WvSUej2Pt2rXqa5ArVsehR5yZIQTovb6ZEQzWqxqi149s2iI4v+pKVaemj1wIAKrGTQ/8p6opJzVcjOv+eBlubn4csa5EmtacpejUm9gEADgZMwEAz4f/pOqNQOjOduxT5xJthJapx5YKYqfiadPrpdCWCRihto8o3uJBypWHY8nus0o1AQ+++MdzcEfzM4h3JVUP32BnpaqBYn6tRgu9E9t27X8egPHfFL2GBIP1lupKbzWuL6G+WYutF3derxdeb+YlA7fbnfUNHYlE0tpq6YpE1e3adlp8jiiiznhaf9FPEHXGTftrY4xHkobjRJ1xdKWiafH6HN1z6MeOOeRxEkn5/1gs2b0PCXVMAIilEqaxxd1JdXyRgDTuTKr9ACAiyWIX60rAGXGkja2NL+pK36Y/RrfbnXa82jb6scz2FUJP75P+ikMbT74wz5196a2+mRGJRFQN0X/+s2mLIO5KqvNGI/G0tjFHt6ZEuxSd6UogFknXGqEpXZDnE9qk1Rt1PkV3oohntNHrTSyVUMfU66VoG0cyrT0AxCtkW3os0T133KnYR7qSiEUSaoxxZ1LtJ8bUarTQO7HNSO/MNCQSifSJrvT2vdIXFEvfxDh2o6wWdx0dHdi+fbv6eOfOndiyZQvq6uowevToIkZGSGkipQr3k0gpi4IhWaG+EZIfVuibGMdulNXibtOmTZg7d676WFySWLRoEVauXFmkqAghpHCob4QQqyirxd2cOXPQF/d/ZKtJqq9nqM1VZJR7TSBqCprlhkIPfuc5w69GLJJQ6zHqEXUKge66r5vxMgA5D5SI7dxKOa/dM+E7AQATnHKuptEYjt3O/WmxGtVYnI7T0uat9zrUOX3K5Yn38TEA4HjnKADA28rVjUZXNQ4rfhQxtjpe1UUYnRqeFpv+edQ+d9pcgKJNf+a3y4Vc84X1J7wsWz70lb71RC457Y52blZztu1QtMsol+bE6o/T+hnVnRWesyr4EEMibV593ddnO28DADRVdqnbzOpNzwl8BQGn/CdtsjcIADgcVcTICVSlZsm/B+T/hVdO5PT0OZ14NiH74OZWpHukP3YeUH/3pEap/WNIoNUp969K+dQ2+nrf2hq54zE17VjF86jP7afFKM9dsbWlFOBlWXOY544QGyOSfBb6QwghpYZV+iY0jhUqCCEDjqamJrhcLjQ3N6O5ubnY4RBCiKXYqUIFF3eE2JiU5ECqwEsOor+dhI8QUv5YoW9iHLsxYBd3Ws9cNs+CWU1XUWcQ6K6NKvxxE6sXqDUJte20qPUI0e0xG4+pakZzUXdReDW07UUf4V9b1ynXYhWejZmBy7Fw0LcBAJNrPEoP2ZdXq2RZ351qwynO0ervAHCh52wAwAeYqtaCFb46weZOOX+T1vcijvFQqgMA1FxTe5Lt+Hf43rTnSIy3veMxHF/1NcPnRlt/ViCOX7tNPDeiNqSRJ8Xs9esvn0rR/TBWZHC3YfZ20o3R50V8zsRncWL1ArWGq75uq/h/QtVFOB6yH22wV/6cC1+ZVgcnK7VUnw//CZFIBHWVr6j71Nquyt2LWo+t6oNTtER43QQBVCBYIc/7dkTWKaFjn/afjRej6X7AM7zyXLsisldO6CAAvJHaDQAYlRomb3B2a9Dsqm8C6NZooaPeCgc+iHWlPX9Ck+udY9T57m35XwCyR1Db1gij+tpmjwckFlWosKPG0UxDCCGEEGIjBuyZO0IGArxblhBiV3i3rDlc3BFiY7i4I4TYFS7uzBmwi7ue/Ar6PE/69rWpWlxUvQRAt69D68cTXpVjyPSPCUR+Oq1nzgcvgEvwYceTiEQiGfnqRC67eucYPNNxpzKS3F948DbjZUyE7J/b0SHneRJet90J2VcyxFml5qzrSlUBADyKvW56ZRCTU3J/kSeqS6m1OHeQnD9qsv8bqFTePa+2h9QxAcCtzDXeXYNaxVcn+gsvzmedV6MrlUp7Hmor5OdP5JoCunNCDak6AwCwpuN2dZ94bs18dEavcbbXXYwTi4UzttHfQuyKUS5Ove+1JbULUzErrb3elzcoMAVrwoo3WLbfqr6y4zEKYaU0V40r3cc72yl/tl9KvahuE3M9K8n+vrmVX8ff225Nm3euU6k7rehYZxzYH5NLeVXBlzZ2e1zCHP8YtR0AiAqMY/xe5bEXVTF53o8h57UTefOOxyiMUo4llpJzEQqNFt7ho5oSZV+okvVzbVj2KY5KDcMupcyYeE5Enj3hM9T7qoFu3cmWA6/YUCNLkwG7uCNkIMAzd4QQu8Izd+ZwcUeIjUlJTqQKTEJcaH9CCOkLrNA3MY7d4OIOmZclst2aLm7pb0UrJlbIlyiPtb6V0U5camxDxHCcmsBp6mVIkUpgPKbCo7wkC+u+ikRXUi35I277H5+aqs7/2Rr5Uq24ZNvoV9KeRLpLhonLodNq5X1drX55nCqXesl2bKV8meRARFL6pNR+J1bL/Yb55W82ezrlcQ9Hk6hU0g5M9MjPw6hKed9RyNtjKQkj/fLve5WnQVwKeSO1W02bIC4Zi/QDIuXB7kSbmnJFpFLRnvrvTSoUcXlDpHMw6hePd/fhpQZiN/SfAaNLf2LbN4bKKZUOdkmqpUPsE7aUl5RyZPXOMRgfkPVpdIWcD1F8pmtTtaqGBZPyZchxVRcg6oqrl2sBqJpwSLmuK1I6daCr+3KsrjRYp+YjOqHSm7at1tO9rzWW/jyIfWJ7gw8A5P4neZQ0KWFZsA6lOlTbyZ5kuxybotFDlKpjO9qdGO6U+yvd1ON5CS+ql4hFuUaBmm7FJG0WIL9WZpc/C7ksGgzWIxxu67lhFkqx7CLh4o4QWyNJheeBsuMlC0JI+WOFvolx7Ib9zkUSQgghhAxgeOaOEBvDGyoIIXaFN1SYw8WdBq1XS4/R7f8tyu/ChyfK0LQm4mrKElHSa2NiV9p4EyuC+CAmpxA5pULu14WUmkZEILwrE52yr61KCW1zJ9CakuMVXjuRtmSox4NQovt3AOhSPCCq9y4JnFgjz1XrkVOSjK6U/++Iu3CwS95X55F9eAci8kneRqUN4IJPCXWQbDNRvSvVivdueMCBpHy3PyYH5caHlMenpEbD65Q/UAdjsfTnQUmRMr0yCODy9OdN8dmd4hyNlpT8nOr9HcI7ZOT30HrtBLmkRylX74iVi7umpia4XC40NzejubnZivBIERCfAaP0Gvr3+7sdcvqOrXgFn/bLWiZ8wJP9sibVR8eo/UUKkqMJ+TN9hpJ+5HA0qZYU06dCEYzHVIyvkvf5wrLuVSp61+QJYmJMnl9o2wjFz7svkv4Y6Pb/CpJS9+/1XiltX5Vbfn8fiwHDFf9gwCWljXMgEoRbuc51OCXH5ncBSVf32G+kduMMt3y8oq0oyXih52w1buHDE8f6eEf33waxT1u2DOj2FQOZr1Eh2hQKtViqcf1f3tHaxZ2dNI6LO0JITmzcuBE1NTXFDoMQQvoEO2lcTou7pUuX5j3wT37yE9TV1eXdjxBiHSnJgVSB32wL7V8OUOMIKT+s0Dcxjt3IaXF38803Y/bs2fB4PD03BvDCCy9gyZIlFD5Cigw9d7lBjSOk/KDnzpycL8s+8sgjGDJkSE5tq6urex1Qf6HNgab32klSPMN3J/LWCS+dyLsGAJO9Qd3oblzolP0hwlc3GsMBAOMr5T8emztDqp9OeM+8ThcqFD/KyICElFPC68dS6j4ts2uCqo9O+Ds8ShufCxiu/B5XfC6VFbIxJKm8icdXxeFyKttSwnMivx0GeRLwKHFUV8iT+CvkSfaG5e31XgnD/PLz5nbI42xrk813Dd6UGpdPmfd9JZXStDr58eEupxp/NCU/19WK92VYRXfePZFbSuTLezbSCqC7jBrQ/VroX7O6yumGHjuBUV48oLv8WDBYX7ZeO5I/dtM4PWYlFYWPtSW1S/UUC1+dYLbzDNQr3lqRuvPFqOwVO8Mr+8LejoRQVyHrm/Dctcflz7vP6cQ0xaP3Tlz+7E5xjELcmcTIKvlzf6TLC8U+p7KlU9bPyf6gmpeuwdetcwBQ41bKHVZFsScsN2rwyrnztrXJx+x3dfuVa9zyJHFFCz3K/0nJieoK4SlWDjUh6964qjjaE4oPWSl35q8AkhXAYK883pLhw3GkSz7elqjcZnZNUI31eJe8bW9EaKni61Py3G3FKziEWgDdJd3qq+Tn1sgHXopQL0uHnBZ399xzD4JB/QLGnNtvvx1Dhw7tdVCEEGvgmbvcoMYRUn7wzJ05OS3uFi1alNegCxcu7FUwhBBroecuN6hxhJQf9NyZwyTGhBBCCCE2Iqczd4MGDYLDkdvK9ujRowUF1F9k8wZo8z8JD8oz4TsBAJ+q+pq6z+eU18ZvR7p9IYCcp03vkRN0KNNO9gdRo9gohPcCAFIp+fdXj8YRiyQxZ4j8EomarqJ/tbs7d53w1QlPisshodYj7xSeuZaY8GzI4w/2RdGVlGNsqJRNNNVdct3ZGk9M9eGFk/L8wq8ytlL2shyI+OFzyhM7Fc/dtEGyV21/Sk4OVVWRQtAlBzwyILcR/jyXw41KJbbdnXLg46vknFqxlPy8jq50YG9Ynl/4Ck+JyrnwvBUO7FDy6on6swKjfIX6eppaz6VZbdlQqAV6tGP25C8xqm2byz4rkaTCLzlIUs9tyh07apwe/ftdn0tN608Vnrsd2AoAGIIz8Hqr/PmcVinrXGdc/l/UVt0V8WGoT34ORyo1VoW2DfU5cFDxo80dIvsVJ9QASQ8QUj7HwwPd+eUaFH/fyIQ8h9sJjFA8vrs65fgDLll/2hVfXEvMjUlBWSg7E7JuzG5QPtMpJ1yKXlWoGiT//1GnnNxuVkMrwgl57LDS3+dKKnNUYLhfTtIZdsnB1XmSSEndJsFj0QoklM/KEF+6dw8AqhWvX40S70i/3DiclMcb3nm2mg/1q4O/AQDY3ik/59uR6ZE0IlueOaN9Zr7icsnvaYW+iXHsRs53ywpaWlrwi1/8AhdccAFmz54NAHjppZfw5JNP4qc//WmfBEkI6R303OUGNY6Q8oOeO3Py9tx97nOfw89+9jMsWbJE3fatb30Lt9xyC55++ml897vftT5KQgjpQ6hxhBA7kbfn7sknn8SFF16Ysf3CCy/E008/bUlQpDSpSHThpENb4I6HMaTjY5y9ey0mHZEfH3d0G87Y/TRGH3sfnrh8acSdiBY5YiIphuNCfuz4rTYb1DhCygMr9M2uGpd3+bH6+no8+uij+N73vpe2/dFHH0V9fb1lgfUHZjX6tH6ocyuvBgDsVvINdaVk30QbIhjtlPPUiVxswns3uqIGHpGDCX61PQAMhewvezG6C5dXNgKQ8ysBQGUF4FI8K+cMdiEVBWKKpUP46Ub4u30mJ9bIMXYq3jnhgatxJ+B1pSeMGlnZkTZXSnKg0i339yhtJw6SPWZORwpRxXsSiVWgKtKK6vBRzNzzChwAph3aAvWjENmJM1teVR+f0PkRzvZvxOO4GN/bfy82D56OLl8AgVQMR2uGwFmheHISbnQqc4xWYhOPxQfN40rC65T9MC1R+a06MuBQnisJ449OlScNyP8Lf1AufhGjXIZ6gsF6hMNtadvyqUPb0/z9AS/L5o+dNM4IUQtb1GYW9UwnVi9Qt812ngEA2NQh51vz1ZyFEX7ZG9apvHXHVKXnsDy5RpOnTrGcTVKyy4STwMm1isdM8fN2JhxIJhxqrdd6bwIHu+TPuSITqte2MdD9eflEnfzlUfjiJnhk014kUaHe9TiuphUAVJ+dlqTi6a1QdG9EVZu6XejmEGcYE3dvhdsN7Bg5CQFHCCMO7ELC48W2xk8gAWDKoGNwxBJIKOMlJSdcjpQSW7q2OB0SupR4671yvAkl1o643HZsZQrDO8Yox5Ie85zAVzC38usAgBak19QWzAxcbuojBrr943WV0+Hze3HrXdeiNjBJ9V4eC79lSb3a/oSXZc3Je3F3/fXX46tf/SrWr1+PWbNmAQBeeeUVPPHEE7jjjjssD5AUB2cqgdqjB3Dirs2oTHal7dN/DMweOwDM2v1vdXvS4cTWsTMguTw4WDUSQHkk5iQDC2rcwMKZSiB47CC80QiOeGrRcOwAJh3dpurYmJYP0zSuMfQxHsf/gyfeiWEHd6HDFUBL7QgkHblVNyGkP8h7cbd48WKcdNJJ+MMf/oC///3vAICTTjoJL7zwgiqEpMxJdGHOpidgfL+vfL+to4fHRrikFD6xcyMAIAnghVFn4lDtGMBpv29NpQLP3OUPNc7+OKQU/J3H4O8I4ZSdr2X1J5l9eZ3z9uPwROQrMsldwJbhn0BHVR3ciTj2BBqRcub955XkCc/cmdOrd9+sWbNw33339dyQlB2ORBfO2Jh9YbfhlPPgS0QwfM9HCFXX453qEzGsbS/GhXfiSP0ItDaMAAAkYH5uzgXgnI9fQOLjF/DK6DNxpHZUltaktzCJce+gxtkXZyqBWW8+iepYZ07t9V9eBdptLgAz9r+uPk7AiRcbz8SBmtFc5PUhTGJsTkHvuq6uLsRisbRtNTU1BQXUn5j5EwYFpqh5nkQONeFTEd65VmcrahKyn26oUmw8iO7yRWMrZe/F4ai8TDqrTs7ttE+py/iZyjHwV8jGinhEeDagnvaKJJ1IJSR4lLxPIzwiVvnxIC8QVDxzo93p/gi3M4n6gOxjiyl56gIe+eYG4TMJ+LsgKd4Xj+JZcUWjGPvkRsNvsTGvE20njUTbyBFo9HQiEvEheeIoVAGYFtsPwIm4ewyCADxSGG0A9l8yHXi/E/EKFyZuet1w3AoAZ+x+AandwBtnngX4/KonBgCqQoMAAGMUX6Hw5e3uDOAzQ2Wv40cd8r7pkOv57sBpynPVvVgUr5+Rv0TkjRLt/X4/7r//z6gNTFL3fdC+2iD6dLSeFjGHIJsXRlAuuaUGEuWoccFgHSQpkbFd//4S79P38TEA2YMn3rPvKx7jRfVyvrV6L1DrUWpGKxq0L6LUdFXK7B6LAUp5aPiVvyyhuLwh6JbUPG9hSY5jlD+BlDMJt6hxLQFjKmWdiqs+Nrn/iEAnKpR2UUULBvvlvJoNimculXLCrWiqV9FEl5JL0+OJIZlwAV0JjHvuZbjjmV48LRKAlqENcLhdODLhOHjiYdR8tB9Jlwe1h4+qbcyoQArn7NmAFIDdUyfjWO0whJNy/k+PEmNLp/zEOZWRUnCgMyF7OruU42+NyT7HSnd3PtOtkfS5hO7swFZVr0S9bfF3rNXZquYz3N7xGPyS/LerNfxOmq9Yr11GOUOzaZmZhlHb+p+8F3fhcBg//OEP8eCDD6KlJTPJazKZNOhFSp5YEsc9uTHjG2rMXYGPZ56MipEu+fJp3OycngEuJzqHDAYAfHTJafAfakVXuwNj33k3Yx4ngKkvPI+tZ5wJeKsKORKigZdl84caZ1O6Ejj+6X8bnoWTABw8YQziDZUItLTh4IixgM8Nl1N+reMON44MqgUAhCrGAQA+PGcGanfvw+B3PjS90uEEMHbr2xiNt7F97GQcHt4IVLAwlFXwsqw5eb/LfvCDH+CZZ57BrbfeCq/XizvvvBPXX389RowYgT/96U99ESPpB6o/OpAhevtnTsDO82YjXl9duC+uwonIiDp0No7A23PPxu6JE6H/7uwAMPXFF+ANtQKp7N+sSW5YkSbAjpcsskGNsyEpCcc992qGxkkAWiYMx0efmon2ExoRH1KL0EmjAV8Wi4hIhVDpQfuEEXjnk3Pw4SlTsH/SOLw3Yzq6fL6MLk4Ax3/0Nk5/6Qmgq92qoxrwWKVvdtS4vBd3//znP/G///u/+NznPoeKigqcddZZ+MlPfoIbbriBHpVyJZbE0G070zf53egaVd83Nzt43Dg2diw+OP8MRH3pd5g5AEx57WVMfuk5IB4z7k9IH0KNsx/u1k544umXquMVTuycfyraThkD+ApwKFVUoHPYMLSNG4VYfT0+OPN0vDtzJozO7zoAzHz5eXhbj8Ih8QtsqdHU1IRJkyZhxYoVxQ6lYPJ+Rx89ehTjxsmnpWtqatQ6i2eeeSauvvpqa6PrJ4w8BPocQmpOKKecE2pHaqv6u+CDmJznbqIniMNRsW6WP+JvtsqLpGrNsKKGaqPiz4slHXAqHruaiiRS7qRa/1BQp/jjPK4kBiu+umBANgbXVMmPawcfhVN4T5Rai04lt5IrIHtanNVROBQPC9bHMi+TLk2icezm7sVdSucwcTrUbVJUbiPGizv82I5mDD/nTbhTskFE+PtUEsrjCxyIf+hAxQopLQZfNIpPvPAMOr49AqhwItYu57uTFL9NpL0Shw43AADaI/K+fe2yF+rEiOwnmRb5Bj7qkGPyKscRTcm1aZ8NwJRQqAVr1qxBa/gddDnSEzFra9SK94jwvOgRvheg2/uiRf8e6ws/igQHJMMLUfmNAcjC53K50NzcjObmZivCK0nKXeNCoey1b/Xvu3rFX1fvHIO5NWcBAI4mZL0QuTtbo604LyC32xWWNW2wUv+1TXnb1ns1vys6Jq5XVlakVB/dSCVnXYVTguSU4FFy0dX7utCu5HwbqvjpBlfKZ7m87jhqa2RvmEfRsqq6Vnkcn6KJg9rhdCsLOEWLnH55n+OF9HROEgDHb4DRVVuQtgoT11dTmoaQ9cuhHFMsEcA7AEafvRluKaLOBWe3Bqa6XEh+3ovUezFUrJSglXEHgFO2vIzJg15B11cHI6l4txNdHkw+Kvu2E3H5T3NrSH78UctgHIvKZwQnR08HALzfLnuMhc9xbXiXmrMwDPl5CCg3c0ysCKp1a7WMq7pAfT9MqLpI9eVB0Uetxo2HnE9UaKBer7Q12dVj7WOvnRX6JsYBgI0bN5a8pzZX8j5zN27cOOzcKZ/lOfHEE/Hggw8CkL/t1tbWWhqcEStWrMDYsWPh8/kwa9YsvPrqq30+p+0JpT+UqgA05uGtKwSXA5joReJ6V4ZB2SEBzvdzu6ONGCM8KYX+ALLwvfPOO7Ze2AHUOFuSvrZD8kIAVX18F6vHCUz3IPE/bsT+05mhb65jEnx3Hsr84kxyxip9o+cOwJVXXomtW+VKANdccw1WrFgBn8+H7373u/jBD35geYBaHnjgASxduhTLli3D66+/jqlTp+KCCy7AoUOH+nRe2zMi/WHy85AXXf1J0I34z9wZAhhYEwK6Mu/8I6SvoMbZkGO6x/1pe/M4gSY/4j/N/ALrOgY494b7MRgyUMj7q4u2aPa8efOwbds2vPbaa5gwYQJOOeUUS4PTc+ONN+Kqq67ClVdeCQC47bbb8Nhjj+Huu+/GNddc06dz2xq9trQZtup7qioQXybBfX0ircpF4J6DiC204KaOAQjz3OUPNc6G1OoeDypCDIM8iC+Lp+kbAFQ+fATtX6kAPKxwkS/Mc2eOQ5KknM8Jx+NxXHjhhbjtttswceLEvowrg1gshkAggIcffhgLFixQty9atAitra149NFHM/pEo1FEo92eqba2NjQ2NuLIkSN5X1cPBuX8Q7WBSQDk/EDTA/8JANgcfjBtX52zEcFUMK3/eLc83+vJPQCA0zyN6IjLT/0Qv/zGCieACp8L8393Jrb85HmkoklEkvK+yUF5BTaqWr6GKkkOjBpyEABQVSN77aqGyWkb3A0huBpkI4k0TE5FkqqpAwAkg0Pk/2tGQnLLeZcqnj0M/5UPqrFKAOJ7fgtU+tVtDod8mdbpNL9cm1Lq7iYSwLNPB3HueR1wKnn1RD/RRjuO2KbO/+J78Fx8U9q2zqe+DOnk4ZCirQAAV+c+uELy8Tvbjsj/txyW+x+RL+UmDlQh2iK/Di37hgIAohHZKBQKV+Jgh7wvlpRPYFe7ZX/O1s4GnPzzs7F9+Xp0huXX6ICSizCmeHGq3UC7YiMR9X9jyuWVUFLeMdLnUV9jsU3Qhi7UwKf+DgDr998KAJgz/Oq0x2qftjY0NDQgFAr1+P5ta2tDMBjEozP+A5UVhSWH7kzE8R+vPZrTvOVOOWlcofomNM0IoW2CkDOECcopfp9D/ix06W4I2I59GJmSP2fjAvJCRdShfT25B59wybW0R9e50HTDmXjzpxuQiiZxXJVS5UFyYGxQPsXmqZA7VvnkfcPGfowKxS/sG6l83mvlsaUGeaWWahiOxKDh8jafnEMu5Zfj8fx/r8J7y0tqrLGrzwB+cRkAwOHMXFQZ6ZyRvuX60dJqnHTwCNwn/iSjqk/n+9+FpHiqnVFZyyuO7ZVj7GiF6/A+ue1RWe8TH8v6LTSuq60KRw/LOt/aKaeTauuSNTwpOdAel7XvUMQLh9eFccvm4tAv1+Gdw/I5nq4kMMQn69XWVvm1bVDuDD4SS6qv+2Cl/rmoI3xEEcBGvwsJZTXxYVg+jjexCQCwa//zAGRtE38vQ6H0NEM1NXXo6urod30D7KlxeS3uAGDw4MH497//3e/Ct2/fPowcORL//ve/MXv2bHX7D3/4Qzz33HN45ZVXMvosX74c119/fcb2VatWIRDI4qgnpAQJh8NYuHAhF3d9TLloHPWN2Ili6RtgT43L+7LsF7/4Rdx111349a9/3RfxWMq1116LpUuXqo/FN9vzzz+fZ+40Z+6cvga4bnsRvuVPq/FKDiC+u/vsXb+euZOSwG3PwPPjv6XF0/nhDyE55LNyA/XMXb6kYMFlWQvuRisnykXjCtW3gXTmzhnzIjDh/0s/W+YE4ttvgGNQXcbx9+mZOykJJJOomHwtnIe6bxiL/PhsJP7rZHn+AXrmLl+s0Dcxjt3Ie3GXSCRw99134+mnn8aMGTNQWVmZtv/GG2+0LDgtDQ0NcLlcOHjwYNr2gwcPYtiwYYZ9vF4vvF5vxna32w23O7/VvrZEi0CfUiAcfjljuyh79e+We9PaviXFu0tbHVytbo/H41izZg1+/Pqv4Ha7M+YQaNNvTFfKbdUqSuN1OjBKeVnGVckLh1GVsiCIUj1V/vdRE5R/9wa6gFgSVZFI2lvcedw3Ef7yKMDpgMsnC6uQKIdTApQUBk6lrJAUkQXd4XcBp6yA9LsfAVHlZgi/3N+RUBZ5SadaSk1NySLGTjmAWBIVunik5v9B8kRFtOMVanqURJc8b6xLFvZwh7w91F6NdkXcEkoKlQ5F4DrjbuwJy/tG+OXn6GBYHqe+Qo61KyKhTll4VXlkYYsrQtIac+HkGvkPz+5OeZHWnpDb+JS5jrV33wjS6JW37eiURW9YRQC7E/LzvwOyeX9o7alyP6X0j9t9Z1oqgXzfs3I/VqjIl3LRuFz0LVsqCqFpRiks9HoFyJplhFaj3lb+l45klp8S/YXG/e++F9EViarv90GBKTjauTmtX3cZyKfxqaqvAQBOrJE/S9UVsv6IsmbjqtsxTPnyG/DJ/w8apHyWvDEkptej4d8fp43vHv5ddH5nGOBxQUplflacLqFxCaSUL4FShReYeTNS/9+1SKW6ICma5nQn1FRNIvWTGE9N0aIZ0zGyFe5dmkXfE+vQ1fqO/EBJG9PVKWtUuLUaqeRIAMCx1lq5iTJ2Z5esPy3hKrgUTd6ppIUa4pP1qyPuVku5+aS4mtalvVPCOLdSUhMViHXJbU5S3lb7lRXcYCdQozzfH7XKfYV+CTZ0bsVs5xkAgI2pFwFATa0yqe5SAKKM450w4uDBvQgGg4b7zGCFCnPyvlv2rbfewic+8QlUV1fj/fffx+bNm9WfLVu29EGIMh6PBzNmzMC6devUbalUCuvWrUu7hEF6iceFY2eOTNtU0Z6C6/324tyq73EhPjV9k2MnkxqTvocaZ09io+sMq+IEbj1QnDvyvbo/vx77LTBI8cj7zN2zzz7bF3HkxNKlS7Fo0SLMnDkTp556Km6++WZ0dnaqd5aRwoiPrYX0wt70O7keP4bkC63o+q+G7rI7/UEiBffW9E1SYx/npbIhKTgKvuRgx0sW2aDG2ZQKJw58fgqGP/xW+hWKKFD5h4Po+PoQoDLzTGifkdQvNZnvLl+s0Dcxjt0oq7+Wl112GQ4fPozrrrsOBw4cwLRp0/DEE09g6NChxQ7NHlQ4cegLJ2HIX99Ne6u72iUEfncY4e82FFamJw+cH0Qz60AO60fhtQtWXLaw4SWLUoUa18f4KnB00TjU3fthmr44AFTddgidl9UjNcLf92mXIgm4N+gKlLVxcZc3ViUgtqHG5fSX+rOf/SxWrlyZ800Il19+OW666SYMGTKkoOCMWLJkCZYsWWL5uFocDneP5VJyaQMIj0F6P31/rWfF7/fj/vv/nDGO8O5t73gMQHr5q3XS5rRxZgYuRzQlv1YfK34wj0v+f2ylbFqt9SRRofgzxlbJGT0rlJsf/DPH4OxNT2SIn/+mI3h7xumIVlXD600ilpDfPnHlf79XScvgqQBOAd7/93S4lDJGbqUcWkrxksQSFfC6xfGni1ok7MLJLzyTti3mcWPHzuk4uFU2gVcrRmsAaFPKj4lxwjF5ERhOVCAhvCtJOcZKZc5wovut/16b3L9TKYk2ZpA8jseZwpFO+TkdVSl7V944JrcdGUigNeZWnlul7Jpy1XiIUjd8uB/YH5HHfDYil/4ZjeHqvEOcsum5FbIvRZS409JXZXtIOnbVuFzeP8LnVlc5PcPzlg0jr56YT+wTfjqgW5+Exu3a/3yGj1Q/prb/Y+23AIDqVRaIz80X2s9GvVe+uWKIT46jeq/8v78igaFKKTO3KwGcNgGnvfwUtNciHACqHmhBl9eLD0+eJteM9VQDTif83qi6iEi53cBM4INXpsIZj8Pp7D4D51a8dXGlfJh4nEy41HbueBgT1r2c8eV1p2s6Em/L77+2znSfZzLlxN72WuVY5GMS8Qhta+nyoU2Zt0aZ95Dix3Oiu6LagYgbrpQLIyCXwNzbKXuNB3uTcFXIWtYSTb9K0+CVEIrJ89V5xf+yPy6uDDwkegaCFXK/2QnZe+dzyvr7Rmp39/PcD2UXSY6Lu0cffRSHDx/OaUBJkvDPf/4TP//5z/tE+EjfI7kD2NB0Ac7Y+GTaG8QJ4OTX/o0utxcfzD4VqOiDs3ipFCa9/CK8ujtod82YCjjztogOeJjEODeocQOMCh9emHURZr6+DpXx9NpkvmgUkzbJaWciXh92jT8JieE1gKvAlBuJBCoPHsaYN9/NWNjFXE7EamryN8EPcJjE2Jyc/jpLkoTjjz++r2MhpYQ7gBdPuwTBw4dw8o5X0r7h+uJRTNnwPD44YTLg8eBocCjgtGChl0gguOtjBGLRtM0xlwux6qrCxx+A8G7Z3KDGDUBcHmyaeQH87Ucx463nYeQo9ke7cOI7m5F6B/ho8klARQW6AooWJXo44xSLIbh3HxIVFUjGUxj77nuGizcJwPZzTle+vOp9eCQbvFvWnJz+IvfGYDxy5MieG5HSxlmBw/WjsSE4BGe//i9oKyM6ABz/npz4IAXgvROmA1VOVHZ24tjoUbnPEYsjuH8/kIhjxPaPMsRPAvDe6bPh5Fk70odQ4wYoDifC1YPxwqkXo2nL0wjEugybOQGMe/tdAEDc78cHAE5+cQMONwxBV7AaHYMHd1/J6Ipj8AfbMXzPnh5t+hKAd8+aDfjcAEtoEwvJaXF3zjnn9HUcJUUuHgBJipvmkMrWv6d9IgeUvr3ep5DN87cDW7GpTfaqzAxcDgAYXSF7Od5sleVmZMANn/JV1ad47Y5FZe+FyyHBo+RiqvNEAVTi0ZP/H4aGPsbpuzdkCJYTwEnvdXt1hu3ahY++sQS7DtbAm4hi7Mdvo7rrGCBJcHpcOFTfiJbq4RjWcgAn791iKoASgMdPvARd7bVwtMsLS7fiW/kwNAhe5XevS1bFtrgcf1Lx2UWSLtWHdywqv9WHKAe9rc2L42vkM4SRRHr5IafSJ5ZyQmT229HuV543xUMjOZT93RxR/i6Im4pr3A7sichGvCaP7Ks7GJMfP5t4Xs1PuD0s+yi1uQuB/D1QRqRQ+LmAgXAuYaBpnBG5vtey5c7LZSy9xmnHNRtTq3+1qVoA3fkhp2IWAODWQ/+LpSO+AQD4oF3+TO8Ny/2a6lP4uFP2y3qUvJq1SqmvozG57dbRV+A46QCqoyGc+fFzPf5xdAAYuWcXsAdIOFxYO+2zSMQlXPzWwzndexl2uvHClE/Bk3ABx4BjkQBiKVk8fIqmicuFByMBeBS9a43KnmLhr9Pm3gwouu1zpWtTa8IFl6JrdZ4knMrTGYq74HEmlN+d2NWh+I6rxBd5+fH7bcB4OcUoDik6N75anuvlI3Lb8VUuuJVp97cqnr+U0ljZrn0dhd6Jbfqkxrlghb6JcexGWd0tS4pHylmB/YPG4m+BYViw7cGsbxwhbBdvewRuXSJidAGj2vZD0rQzQgLw5KRL0OWpLSzwAQ4vyxKSG5LDiZCvHiF/PR6pHYUh7fvgTsVw6p4Xe/xDWSElUdd+CJXtrT0u7DqcXrw6fg66qmshOZzwINpDD2IGL8uaw8UdyYu4O4C/Tf4ijovshiMZw/RdL5u+iRwwX8CZbU8AeHfUNOxtGI+ow8fUT4SQfiflrMCB4Gi4nSn8a9BoDOvYi7YuJyTJCdTKd7JqpSnhcOFo9RAc8g3G5INbVX1LANgyehbgcKAq0obDdSPQ4h0iL+ocSf20hFgGF3ckb1LOChyqlX11Tw0ajSHt+5CSJLQ5qjCo8whODskldCTlx2ghp93e6fBg5/ATcayiFgdrRsHvVWTTjufK+5mUVPidYMUoUEJIqSD07pCScqm6SoIPwN+P/zyO3/sGOv1BHAg2IuBMIVHhwr+mfB4nHn0bkUA1Pq4ai5SzAi5nCgeVz6GUpH/YKqzQNzGO3eDiLk+0fpNsnhO9L8XssXZbNnrbRtRm7Eqlr5R2dEDNSeR1yn6yULz7QzLML3+rjClCdKBLjneEX56jM1GhevTed9YDDsh582rG4oOhk+AH8NCE/8SBkAszj7yOhtgReUVXUYHt1eNxpGY4TuzciSOBBnzkHAbJ4ZQ/YBHAF5NjTQFqPURx2rxSyZfXHq+AT/GXbDkm373WGJBj2xeRY612pxBLKp4VpWaiSzGbjAwkcEQ5JnHcdR55vN1hN8ZB9qB8rCQWHaTmT3Ypx+/Ajo70b96DlTZKGVpUVkhqvd9QQm4rHtenxuCZDrnGot5rJyjUbwcAEhyQCsy+Xmh/QoBuzYvFwob7c813trFzJYDufHdbU3LakkGBKdjWJn/O1nTcDgD4bM3VAIB9ERcqK+QPZrVb/px3JvzK//L2hAQklJqwQkOG+bo9toM8inYrdz7s6KrDB1Vnod4TB2LA/pAHE6rDALxYW3U2ACDSrtSkTjlVv3CF4vkTnuGUJPuhnQ4JUcXHuzcscs91zy/i9Cs1XiPK4x3tcszH16TU+tZ7I/L/ncpTOqoS6FLk6vGOXfD63fglZH+1V8ltF050f87faFW8e8qNbCMDDhzTVX985pA8+HCPLHxvtkWxFa+ktRmP9BqSgwJT1NyF4n/xure1ZdZv7wkr9E2MYze4uCOWk6jwqf8nKlx4edjp8CqCJr4hBSqS2F5/IgBAivGbLCGEEGIVOS/u5s6dC4eje3X7zDPPZGlNCCkFmMQ4d6hxhJQXTGJsTs6Lu8WLF/dhGISQvkD2pBQ+xkCAGkdIeWGFvolx7EbOi7tFixb1ZRxlQ66+kJ7aWVlPzyjvlFn9PlG7cTpOw/uJjwEAnrCcg014xdxO4KMOl/K7/L+oH+hVKlEc7KpQvSuHI/K2Wo9s6ujodOEkAPsjXmwLyf0aA/Kn52hM5NlzApBjFL666gq5/x7FbxKokFTPXEL58LXFu49rbGV61s8txxQ/m+J9O9zlxN6w3HFSMN1X0pqqwH7F+iNyOu1TfCo+2TeNeEr2sQBAWPEetin+vGPRbj9KvVJrsSUqjyP8jXu7y9/ipdSLcluljmxTxRhAqRcsEHWIxWuUry+TFIadNS7XWth9RV3ldHX+eDz3OLTaptc5UWdbq22HUh0AumtxjwzIn82/tG3A5yplH9wuRdsqlY+XX1OawqvTu81HZW0bUyVhX0S2m/jiLpwBoCPhRDIuwaf08Vek8OxB+U5aoUGjK2WjWnvcgZCSl25clZz7Tc1Tp/jsUkBGEvedHXKbcBKIKZ65MVVyK1HrVfh5nzuSwIRKeWLhtduvVPtp8HmRUI5pftUYuJR8nwciDnjiTnWOqLLKGROQ97/bIff3dnlRq6QD3ReV5/vYeQAAUJcaDQDYildQ7xyTfgDKnKL+r7ZWMDWtb8nb7JQtk/vtt99eUDCEEGsRhuNCfwYSixYtwoYNG4odBiGkB6zSNztqXN6LuwsvvBA/+MEP0r59HTlyBJdccgmuueYaS4MjhBSG8KQU+jOQCIVCmDdvHiZOnIgbbrgBe/fuLXZIhBADrNI3O2pcr87cPfLII2hqasI777yDxx57DFOmTEFbWxu2bNnSByESQgYi//rXv3DCCSdg4sSJuPPOO/tt3tWrV2Pv3r24+uqr8cADD2Ds2LGYP38+Hn744bwuKRJCiBl9rW95p0I5/fTTsWXLFnz961/HJz7xCaRSKfz85z/HD3/4w7Q7zQY6en+Ikb/AKPed3+/H/ff/Oa+5jMbWe+wEwvOwu6rbG9Eel30WwjvWmeje1pqQxxlfKRsuwooHTuSTAoCRcrootMZkn8Yot9xmy1EnRvtk00U0lf7eaIm64FI21Su5nD7skJ8PkY/p/TagWhlL1DHcHxE5nZJYf0j+faxsc8Fwvxyz8MUdiEhq/3dC8r6xVQ51jirFcyPaVyuPd4TlALa1xzBUyWsn/IjCV9eaiGO3c7+8rVP2k+hzOg1xVqkeoNnOMwB0e+82Jox9KFqs8KRIkvxT6Bj9TSKRwNKlS/Hss88iGAxixowZ+MxnPoP6+vp+mX/w4MFYunQpli5ditdffx333HMPvvSlL6Gqqgpf/OIX8Y1vfAMTJ07sl1isoND3ktaz15uxepuzUTtXLjW8N4XvS3v8R/njh0GBKdjSKRuAhzjlvJj7Y7LuBBQfsc/pRJviPxP6J/RiV4dD9Zy1K9Me7gISXcCxWPefUcWqpvp5/9Ema8QpztE4Xk5nh71h2RcnctJVK3nr2hNO1esn/HGKFKmeZQB4okXOB9fqbAUAnOGVtfztSAfWRw6o8wHdvji0DVOP81CqA554BeYAOBJLwqVo2hup3RiVGgYA8Ma8af0/TgBItzirnsdTlFyC9c4xqm9Y/G0T3kfhNT4qdb8PcqlR3BNW6JsYpz/pD33rVYKx999/H5s2bcKoUaNQUVGB9957D+GwcWJKQkjxkOBAqsCfYvhRXn31VUyePBkjR45EVVUV5s+fj6eeeqrf49i/fz/Wrl2LtWvXwuVy4VOf+hTefPNNTJo0CTfddFO/x0MI6cYKfSuGxvWHvuW9uPv1r3+N2bNn47zzzsNbb72FV199FZs3b8Ypp5yCl156ydLgCCHlyYYNG3DJJZdgxIgRcDgcWL16dUabFStWYOzYsfD5fJg1axZeffVVdd++ffswcuRI9fHIkSP7zfsWj8fxt7/9DRdffDHGjBmDhx56CN/5znewb98+3HvvvXj66afx4IMP4mc/+1m/xEMIKS3KQd/yXtz9/ve/x+rVq/HHP/4RPp8PU6ZMwauvvorPfvazmDNnjqXBEUIKQ5IclvzkS2dnJ6ZOnYoVK1YY7n/ggQewdOlSLFu2DK+//jqmTp2KCy64AIcOHSr0kAtm+PDhuOqqqzBmzBi8+uqr2LRpE77+9a+jpqZGbTN37lzU1tYWL0hCiGX6lq/GlYO+5e25e/PNN9HQ0JC2ze1243/+539w8cUXWxZYudObWrCSFEc8HseaNWsy2ubjT9D6Y4TXRXjvRB1T4Y0AgIWDvg0AeDYie8COxygM9oq6s7LRZLPiVxE+DwCoTdUCAEYiCKDbj7anJYmpAELJODodohar3Ed41+IpYG9ENpQEK9Lfhgdjcm6o8ZUe1QfXrnhhDis5lt4+2IEd2CrPn5LzVz19VPai1EA2AQ71eNTcUMJPKLwwUU3Wyt2J9JqGHn93PHsicizCXzc6NRwA0IbuJHbCMzekSvbVCZ9dsMKFl2JyjBvb01+H7R2Pqa+FvrasGM+KPHfFqlAxf/58zJ8/33T/jTfeiKuuugpXXnklAOC2227DY489hrvvvhvXXHMNRowYkfZNdu/evTj11FPzD74X3HTTTbj00kvh8/lM29TW1mLnzp39Ek8pkItnuL/Rz3+0c7Nab1YgfK3jMVXVi4kVsl6McCv56RSf3I6OJLxJoXvp3mKhhwBQoXwc3u1qQyySQBXk98lWvIIra+WxFcseamO1AIChAQeOyCnjsC8iG+rGKPk0tyn1q0+sARRJxHpFi+cr3ugXWmLogJwfT8wHRX93ReSBd2Arxqdk3++zqefTnoda1KLOKX85qUr54FH+9PscTuxIHAMAjMIw1FXIei/0UXjwtDVjhbdY1O09mlCKzjq7X5M5ga8AAD6G7NkT/jwtVrxvrK5Qoa9v6/V64fV6M9qXg77lfeZOv7DTcs455xQUDCGkdGlra0v7iUajvRonFovhtddew7x589RtTqcT8+bNU60dp556Kt566y3s3bsXHR0dePzxx3HBBRdYchw98aUvfSnrwo4QYk8aGxsRDAbVn1/96ld5j1Eq+pb3mTtCSPkgKT+FjgHIwqdl2bJlWL58ed7jHTlyBMlkEkOHDk3bPnToUGzbtg0AUFFRgd/97neYO3cuUqkUfvjDH/bbnbKEkPLACn0T4wDAnj170uwXRmfteqJU9I2LO0JsjJWXZa0Qvnz49Kc/jU9/+tN9OgchpHyx+rJsTU1Nmsb1JX2tb1zclQn5+BO0dRjNcDjcqtdLeLzE4y4Mx4tRue6s8KyIPG1DIOeICla48EFM9uEJr93f224FAPzH4G8AANrQhfvbXwMg17IFgEa/7Ok4HE2qtVnFOALhmdsbSWJwSva6iLxTqvclWoXRzrMAADs6Zc+H8NQIT8juxH7VIxdKuNS4ATmnkzg2gejX6KpWtwlvncgbtTvVnWNK9J8ZuFx+3lKyYUbk2mp1dteONXo9cslv19Pr2J9YJXwNDQ1wuVw4ePBg2vaDBw9i2LBhBY9P+oe+8Nrl4+PT5gcFZP0SHmP9OHWV09W6pxsT8udW+OGEbtQ7x2B7q+wNE/nZmirkPv+IbFD1wZOswDzI3reYJvnbp/1nY0OrrGXCFzetUvYjv9sRVfPMCQ3bpSSxE3Vc92uyiR2PUQCANuVp6ECXOqbwxT0buk2OsXJxxnMzFbPkNp23qcePxNS02ADgLelj7MN2tY/wHwtvdS1qM8ZcH75LbqM8R9vD3X46fX7VYx1vpW3X7utt7sNSp1T0rVd57ggh5UHKoh8r8Xg8mDFjBtatW9cdZyqFdevWYfbs2RbPRgixK1bpm5UaVyr6xjN3hNiY3qYy0Y+RLx0dHdi+fbv6eOfOndiyZQvq6uowevRoLF26FIsWLcLMmTNx6qmn4uabb0ZnZ6d6dxkhhPSEFfomxgGApqYmuFwuNDc3o7m52bR9OegbF3eEkJzIVfgAYNOmTZg7d676eOnSpQCARYsWYeXKlbjssstw+PBhXHfddThw4ACmTZuGJ554IsOETAgh/cXGjRtzsp6Ug75xcVcm5OJFycWfJXx1Rzs3Z+S+E2zGy+p5auFTEWh9csIb97fQHwAATZWyX+NwqlNt/2m/nPfpH5ENAIDdUXm82lQtalL+tLHFeJvxsjw3xgBR2Xsicse1plrV9qMTww2PUXjePlX1NbwEuZarOJ5jrd0+t08GvgoAeCYsF20Weeo8zsxvgm+kdstxKx6UU5yj8YaYr0OeT/h0hAevFa3q83cM6f46o9fRyItSqK/JyhsqchU+AJgzZw6kHgo2LlmyBEuWLCkoNtL/9GV+u0LGPNq5GXMrv562TauJ9UrOOOGVHQXZ/yQ+o7WpWlULRZuNiqVuPKaqPjSvU/H4udyIVzjVPG9vR0Jq3dr3IXuW66Kj1fnFtveVDEIiTyjCcp9wKqH68kQN6mMtsm5MqLoIG5XcpEIn9F47raaLYxJtjoXfUvXtpdSL8MEL4DxMwAi8HZbH/VhTb/wD3Vz1zjHYmurOdWeG/m+QeD1F/sEP2leb+iJ7g9U3VORKOegbF3eE2BgrU6EQQkgpYXUqFDvBGyoIIYQQQmwEz9z1MVZdwtD315YYM2tjNL94rO0vTr0LtKf3BeIygShvsyl8n3oJQ5xyP6VCvgTxnlKqC+guFyZSofigpDJxdqcOEZcyxKXXuRVyipPdiTZ0IZkWhyhjIy6BAprLuOISslLWZ03H7d2XSEXZtED3MZ5beXXa2GL+Z0N/x+dwDrZiE06C/DzoL73uSGxVU5mYvbbnVl6txqZ//idWL1CPRV8qzkqKVX6M2Jfeapl478di4R5a5oc2HpH6A7gtbc45ga+opbAEHzvlx+ISrDalhyit9WzieXWf+OyPTMm+qWPJOGKJRNo4rUi3sYj+x8JvqXopUqpo7SMiHpFyaWpKTjsSUC6lhlMJVWeFzglNEuM2VS5WNUnYQLo1fquq4Uc7N6tlLl9NvaJq5I7UVjVuvUVEX9YNSC9hKeYXxyRiymYVKsXyY3aCZ+4IsTFWpgloamrCpEmTTItlE0JIf2J1KhQ7aRzP3BFCciKfGyoIIaTcsJPGcXFHiI0pVp47Qgjpa6zOc2cnymZx98tf/hKPPfYYtmzZAo/Hg9bW1mKHlBN9kS4gn3HN2mm3630V2tJkAuHz0PoyhHdEnNN+NiX7S3xuuebo5vCDGOn6pLxTMQAIn8a5lVdjt+LNU1MCKAifynScZtqmJbULH3TKYwl/iPCwqT67qjHY2L4yrY3wpNRVTs8ouyb8IpMHy89DnbNR9cwJX8yajtvVOXYE0kLK8JdMqLpILb8j0Hvv+hoJhWdft+OdZKVIuWpcroj3fjxujSYa+Zm1KTeAbo/s+o67MvoLX5rq39V8noUGiZJbWwPdGvQmNgE4Dx3oSis/drRzsxqT0CCROmlHoFsvRfkvMa9WU7TlDbXHMbF6QUZ6Er2W7Ah0a5nQa61XTsw/sXoBvH43fnnHF1HnbFR1zwiRSqUFuzJSmAi0/ry6SvnvQzY/spWpdKzQNzGO3Sgbz10sFsOll16Kq6++uufGhBBSZlDjCCFWUTZn7q6//noAwMqVK4sbCCFlhAQLLsvCfpcsShFqHCH5YYW+iXHsRtks7npDNBpFNBpVH7e1yae84/G4ZZcGrEbE1Vfx+f1+0/G9fvl0uT/ph88vX1oV2dgFvpS83S/54fGnv33krOeAz+dR5vLB60rvL+b1+F3q2J6U8TgeZLbxS3L8Pr9XHUvEKvaJuLxOt2kbn9+b9rt2n9fnVv8Xx+t2utTnRswh4hRziOdW4PW71fb651vbNtfXujfviZQk/xRCof1J31CO+gZYp3FGWiY0TGzTapoZoo34rGvxKH8iffB2/67om8fXrTNiThGTkTaK/uJ/0U+rKWpMzszj0GuZXnfEdm1/df6UN21ercbpdSvt+P3dx6+fzygevZYavcZmf4OKpW9iHCC/EouljkPqqYZGibFy5Up85zvfycmPsnz5cvXbsJZVq1YhEAgY9CCkdAmHw1i4cCFCoVCPd3S1tbUhGAzil8d9BT6np6B5u1Ix/PfOu3D88cfbRvhKmVw1jvpG7ESx9A3o1rhc5i4Xinrm7pprrsFvfvObrG3effddnHjiib0a/9prr1UL+gLyG6KxsRHnn39+yb6A8Xgca9euxXnnnQe323rT/ZjhcoLg1vA7CIVaMrYBQG1gUkY//b46ZyOOpvYAAI6DbOLdqRiUt+9+BmvXrsXPvvkAhoTr0sbZik3q77v2y6blYLA+rY12jmAqCAAIOUMAgEYlgege50F1n5hXxCgYV3WBGqOYSxyrUXvBsLppuGnF9/Dd5t+hqytm2L/O2YjNe1cBAKaPXAgA+LDjybT4tc+x/hgBZOwTj80QZ2bywcryY3ZKE9Bf9KXGlaO+AZkal+v7Px/E51R8bqePXGiqBVptE1om9Eb7GRf9hwfG4bo/Xqbqw6lO+aaL7dinapJgc/hBdew6ZyOATJ0QtIbfSdM+oDth8l7nQbWd6D+u6oKMx0YaBKQ/t2OGnwWfz6Nq3Hs716nHKI5Xr1ehUIu6TYwtnsc5w69OO1b9fLlSLH0T49iNoi7uvve972Hx4sVZ24wbN67X43u9Xni9mafa3W53nyycrKSvYuyKyJdxIpGIOr52GwD4HNGMfvp9UWccXSn5d3HHWBeiauwAEO2KIxZJrzAh2mjbibEF2jliqYT6OwDElKoW2n1iTP04UVd3jPpjNWqvxqgs6Lq6Ymp7ff+oM959nJF42ngifu1zbDSXfl9Pr3dv3g+sUFFc+lLjylnfgO44c33/54P+cxuNmGuB9nMrtEzojVF/sU/oQ9ypaBK6NUmgHVv0M9PZSCSSpn0AMvRP2z/qimc8NtIg7XFoj1scg/YYzfRK+zqJsUXbWCSR0ac3r2Wx9E2MYzeKurgbPHgwBg8eXMwQCCGkz6DGEUKKQdncULF7924cPXoUu3fvRjKZxJYtWwAAEyZMQFVVVXGDKwPMasxqETmStHUQ9ftE3ddnE8+reZPUuq1KwqHpIxfil3d8EZv3rsKkuksBZOag24Gtag4lsa0GstF2t6Y27Q5sTRu7BXIdyPGpqWp+JpEvSuSt+mTgq2ofkQtPHK9ou73jsbT6tEB3jUktar1aHds7HjPNVSfyQdVVTs/ISSXQ1u7tq1yIQHppnULGIH2P3TXOrLasVpOs+iyIPGuCltSutByX2jZCB1pSuzL0RovQAnF5VvBY+y1q/Po8c9r63UJfhN4J/ZoT+Io8UGAWOtAFoDufqLberUD0Fzk8syGec6O8noB8+VerRXpNM3o9zPLdSVI8Y1su4xWCFfomxrEbZbO4u+6663Dvvfeqj6dPl9+Qzz77LObMmVOkqAgpbVihonygxhGSH6xQYU7ZJDFeuXIlJEnK+KHoEULsADWOEGIVZbO4I4TkT8qiH0DOATVp0iSsWLGiPw+BEEIMsUrf7KhxZXNZ1i5YWVcvH7TeD/38eg/FoMAU1Z+h+js6VwLorlUo1xFUvBo6w4LwpASD9eodVGq9V8Wfd7R9c4YPTj9OS2qX6l3R++E2he8zfQ7Tax1OT9snxplQdZFaq1HvC5lcuUD9XXgFhT9Q+1yZ+ei085uRbZ+VSJL8U+gYAFOhkMLoqbZsoZqo/Uzqx9J+3lQNkzK9Y2ae5O0dj6letYP7X8WaNWuwa//zcLvd6nha3RwfkP3IQje0HsCqwKy0uUT/Ualhqg9P73meUHWRqkWijcNxX0bM+uM2Op6jnZsRj8exZs0afNjxJMJhOQWJXiu1sYm5tWMZja3f1td/56zQNzEOYC+N45k7QgghhBAbwTN3hNiYFBxIFVg3sdD+hBDSF1ihb2Icu8HFHSE2hrVlCSF2xerasnaCi7t+pr+9dnqMchQZ+VSE/0LN+6QgfGp1ldMz/HBi7EBA9izUBiap2cyFT0TMIbwo2jHPrZTL2LSiFYDsUzHyxQCyB0X4QfTj6PNZmWHmHZFL+HwRu/Y/D48nkBY/sDKtjxZ9bq1svrz+8twRkg9We6X602NsNIfR/Fr/mHbf3Mqvm/YfFJii6t2Y4Wfh1ruuxZzhVyMWSeB45ygAwPtOAEpJX+EtFnNJUlzVq4DyZ1dooJrLruoi1WsncohulLpzZop9eu3I9hwb7XM43PD7/bj//j8jFGpJa6M9Xm382uMXOms2l1ksok2x/wYOFLi4I8TOWGE4tuG3WkKIDbDohgo7ahwXd4TYGHruCCF2hZ47c3i3LCGEEEIGPMxzR8qObL4M4QPTeirM/BVaX4Wo5arP16RF7/HT1nXUe93U3E5KvjutB0Tf9oP21Rn99L48I1+baHNU6s6zpx/H5/cCkPP0ZfPM6fP0ZfOSGB1H//iQrMtz19TUBJfLhebmZjQ3NxceHCk5rH5PWpG7zmycfOqW5uJ/XR++C8BthmM5HG7VT9cV3gEA2Bx+EJFIJM2zJ2pfa712ArGtRVPDW8uo1DDVfye8dgIjvTTySuv36fPliX0iz10wWJ/xfGifE+1zrM8Lmm1+M6x/fzHPnRlc3BFiY6worC3620n4CCHljxX6JsaxG7wsSwghhBBiI3jmjhAbwzx3hBC7wjx35nBxN0Awqjko/BHC+yE8dFrfhNYjZ4begyHy3LWG31H762vU1lVOT6vJCBjnbxL7jGriCvT+EK0HUO8TEf64bPUQT/cvyjg2fVuzWMzG7u+ai+r8KPwufxvqHikTsn1OcvkMaT93Zp5cI73To60bG4uFsWbNmow+Wh+uft+x8FuqBorcofp63x87D6j9eqsTZrVx6yqnq/EPCkyBz+/FrXddi9rAJITDL6t9zHzQ2fS/mFihb2Icu8HLsoQQQgghNoJn7gixMfJliwLz3Nnxay0hpOyxQt/EOHaDi7sBitEpeEG2dClGp+f14/j9fgBAKNSCobWnAsgs31XvHJNRtszoNn4xn7icmg2jS5/6yyzay7Rml0rly8qXIBRqUcuP6dOtGMVmVpYnX6y8dGtlKhRCypVcLu86HO4MfTMqyRgM1uP++/+sbs9W0lGrF0ID9elJsqVsMrpMnIvFQ99GP4dIhdIafsfwWAXi+TBKS6X/m5AtJUtfYXUqFDvBy7KEEEIIITaCZ+4IsTFW5rkjhJBSgnnuzOGZO0JsjLhsUegPYK/SPISQ8scqfbOjxvHMXZHor/JT2vm0aD0U2m1msQnPhrZUmd5jpk+Fou1nFIfeeyIeixQp2pI7Yt6MUmUGY2v9eXo/jFF5HH35tFCoJaM0j96Lo30sygqZjWt0jNnoz/dFPrBCBbEDZiWytD5afQqmo52bVS0R+hYKtcDtNtdQLVq9EL9n02SRNkX49LL56rKVdDTywWlToWjR6r5+nLrK6aZ/E4z691SGrFSxk8ZxcUeIjeFlWUKIXeFlWXO4uCPExkgWZHC3451khJDyxwp9E+PYDXruCCGEEEJsBM/cFYn+9lVl82wYYZanSFuqTOtH0SI8a9pxjObW53Cqd44BYJwvTp9LKVv+J60/T+8hyYbwzo0ZflaGH0Vfhqe3ZZGMclr1JSw/RuxOLjnVsmmBtgyj2b5sHmmhNxOqLspL7/RaYORrE3lBjUopascW283KNOrjF3nuQqGWjHGMxs4FrZ+4nMorinHsBhd3hNgYKwpr2zF7OyGk/LFC38Q4doOXZQkhhBBCbATP3BFiY1h+jBBiV1h+zBwu7gYo2WqrGuXAExjVYcylxqHIISd8bdr5xT5Ra1abS8+MbPUYjTwo2bxuoo3wjOza/7zqRxG1ZbPldMpGf9VYNIOpUIjdyeWzlWubbH42sS8WC6t5MCORSE7eZcBcg4w0Klu9bzNfYK4+YIfDDb/fj/vv/zPGDD8L+1tey2iXbX4jnQVk/exvvWMqFHN4WZYQQgghxEbwzB0hNoY3VBBC7ApvqDCHiztCbAxToRBC7ApToZjDxd0AJZuHQ7vNzHuRq6cim4dFoM9rJ/YdlTZneDiyeeiy1VXUU1c5XR1DP1Y8LvfT1pY18iWaUajvpNg+PULsRl3l9IwcldnqnxppifAGizyYtYFJ8Dmiap9stVW1j7Pl6hTo82pq4xf78smZaeYRbg2/Y+in08dqFL8ddaqpqQkulwvNzc1obm4udjgFwcUdITbGysuydhI+Qkj5Y/Vl2Y0bN6KmpqbwAUuAsrih4qOPPsJXvvIVHHfccfD7/Rg/fjyWLVuGWCxW7NAIKWlEqoBCfwBZ+N555x0u7PoAahwh+WOVvjEVSpHYtm0bUqkUbr/9dkyYMAFvvfUWrrrqKnR2duK3v/1tscMjhJCCoMYRQqykLBZ3F154IS688EL18bhx4/Dee+/h1ltvpfAVQG88E9n6aPNA9YS2DqFA70E5t/JqtV0uHhazx0Zx5+JX0ea5M8rJ15s6sbk8f1Z6WJjnrjygxvUN2s+Utk6s2Aak647+szeh6iL1d5Gj05/09ziH6Cf6aGvLmuWJ0/risuXxzEV3svkJtWhry2pr2xp57/Tb9NpcDO8d89yZUxaLOyNCoRDq6uqKHQYhJU0KFnjuLImE5As1jpDsWKFvYhy7UZaLu+3bt+OPf/xjj99oo9EootHuu5na2toAyHdDijsiSw0RV3/E5/f7e5xLtNFj1Ec/Xjwez+gv9vn83owxfH6vPI4k9/H4XfAhfVuusfQUWzaM4hfbvH75W6ovlRm/0Vz6/tni6CnGUn3PEuvJRePKUd+A4mlcNi0yi0d83rX9/X6f3M/nkR9LmXOIfuIsXzwez9A3vSaYxWB0LD1tN9Jt7XziGLR9tJqcbUz986Y/nt5Syu/ZcsQhScWzEl5zzTX4zW9+k7XNu+++ixNPPFF9vHfvXpxzzjmYM2cO7rzzzqx9ly9fjuuvvz5j+6pVqxAIBHoXNCFFIhwOY+HChQiFQj3e0dXW1oZgMIj/HPQ1eBzeguaNSVE8eOz2nOYl6fSlxlHfiJ0olr4B9tS4oi7uDh8+jJaWlqxtxo0bB49H/oa0b98+zJkzB6eddhpWrlwJpzP7zb5G32wbGxtx5MiRkn0B4/E41q5di/POOw9ud26+ib5A5HjTejJ6aivw+324++478OUvX4UDB/YajqftUxuYBECu6aplzPCz1G3Z+ucTo1Fb/b5cXwOzMbXb85m3J9ra2tDQ0JCX+F1a+zW4CxS/uBTFQ632Er7+oi81rhz1DSiexvVG04z05siRA1i7di2+/OWrEIl0qdtrA5MyNKy3cxjFOGb4WQAydTKfOQRWvAb56ldPFEvfAHtqXFEvyw4ePBiDBw/Oqe3evXsxd+5czJgxA/fcc0+PCzsA8Hq98HozX3i3213UhVMuFDvGSCSixpFr28ztXWp//XjaPiIRqH6urkg0p/75xGjU1mxfT6+BWT/t9t7Ma0apv2dJJn2pceWsb0D/x9kbTcumN5FIV4aO5XM8+WpaV8RYJ/OZQ08hr0G++tUT5fCeLSfKwnO3d+9ezJkzB2PGjMFvf/tbHD58WN03bNiwIkZGSGkjSRaUH7NhDqhSgxpHSP5YoW9iHLtRFou7tWvXYvv27di+fTtGjRqVtq+IV5UJKXmYCqU8oMYRkj9MhWJOWVSoWLx4MSRJMvwhfYMkxXPOWyTa6vtovRj6fdrfj4XfUusmajnaKdeWdTjcGBSYYpgbD4DaRv9YnwvP7Hj0+4SXJBiszxgnWz/RNtfnLp/nmNgbalzfoP389vR5y6YXZvqm3Z5v3ku9pvWkBUc7N+c9R0/H3JPGZdtHSpuyOHNHCOkdKQlIFXjhwoo8UoQQYjVW6JsYx25wcUeIjZFggefOikAIIcRirNA3MY7dKIvLsoQQQgghJDd45o5kkK1uq7ZNoTVpzfqL+q0ftK/OOkdP8/e036wmYijUgjVr1qTVls1Wa7GQGHui0LqN8mWLwrDjJQuSG8WsG1oIRnGb1XQVZPtMG+ndmOFnoSsSVX1wdZXTVe9wtv651MnO53kXNWuz+fHM9Lo2MAnh8MuG7XuaP5fY+vr9Y4W+iXHsBhd3hNgYSflX6BiEEFJqWKFvYhy7wcuyhBBCCCE2gmfuBihGt7eLU+e5pvEwu8wRi4WxZs2atG36MSdWL8AH7asN24jt+c5vRLY2RpdORPxAd7kfs7a9uYSSL4WOycuypBDK7XKsIJfPe7Zj01pDRFu9Puza/zzcbnfaZVG9ropxss2bq2XFTG97q3/iGPRtexozHwqJLRd4WdYcnrkjxMakLPoBgKamJkyaNAkrVqzoz0MghBBDrNI3O2ocz9wRQnJi48aNtimqTQgheuykcVzcEWJjJMmCGypYJYEQUoJYoW9iHLvBxd0AxShFgBH5eNbE43jc3DuS7bZ9o9QE2eLKVk7MbIxc0g6I+IWnxqh/LildjGLM9nz2hXePtWUJkcmW5kRsz2WfVt+AdC0TbfSevWwYpUgx0qZ8PIP5tMm1rdX6ZMU4rC1rDj13hBBCCCE2gmfuCLExvCxLCLErvCxrDhd3hNgYCYVfcrCf7BFC7IAV+ibGsRtc3A1QesppZIW/Ihish88xHgDUsjwTqi5S9wv/XbY5RBvRP5eYxRxGfpds/pZcKLRtX5YqI4SY05NH18gjm21fMFiPSCSS5rMTmmOkPWbeZtF/QtVF2N7xWI/zW5HfLl/y9Q+T4sPFHSE2JiVJSBX4vTRlw0sWhJDyxwp9E+PYDS7uCLExrC1LCLErrC1rDu+WJYQQQgixETxzN0DpySdhhY8iFGoxzROXK0b58MQ4ZjFm87vkUz/XDjDPHSHGGGlCb3xkRn2y1e4244P21Rn98smrmc9cRmTTVKNYSkFDmefOHC7uCLExKVjgubPhJQtCSPljhb6JcewGL8sSQgghhNgInrkjxMbwbllCiF3h3bLm8Mwd6RUOh1v90RMM1pu219ZIPNq52dRTJ/ro+wvy9XsY1WbsCaPjKDcki/4RYvZ5L1fM6rXqvXNmxxwKtajttTno9DrVG+3JFqNZTH352hR6HH2FVfpmR43j4o4QQgghxEbwsiwhNoY3VBBC7ApvqDCHiztCbAwXd4QQu8LFnTm8LDtAKdSfkc2DEQq1mLY3i8XIw6dtPygwBYMCU7J6YIz8MrmQj5fIbr4jQnKlFD1XVpDNP2ykc9m8uNr2Im9ePnrRm+dY62fWb8tn/nzj1belLpYWPHNHiI1h+TFCiF1h+TFzuLgjxMZIFly2sKPwEULKHyv0TYxjN3hZlhBCCCHERnBxN0DJ5q/I5p3Q9qmrnI66yukZbXLND6fPfZfNpyJy4uXjScmnnZl30CxvlTZ+/fEYUSyvXsqRsuSHkHIil8+bkf7kgpGn2AqMtNSIXGLVa2ou6POQ5ksx/JhW6ZsdNY6XZQmxMSlIcPBuWUKIDbFC38Q4doNn7gghhBBCbATP3BFiYyQlE1ShYxBCSKlhhb6JcexG2Zy5+/SnP43Ro0fD5/Nh+PDh+NKXvoR9+/YVO6yyxsxfka22ouhTVzm9x9qwRv1znd/M16YdNx9663nL5gPU78ulbX+TQneiz97/lCaf+cxnMGjQIHz+858vdiiWQI2zjlxyXmq1zMzvlm1fMFjfo8c2n9qwRzs39zo/Xa5z9DRONvTPRSnkPbRG30pT4wrVt7JZ3M2dOxcPPvgg3nvvPfztb3/Djh07bCPqhJD8+fa3v40//elPxQ7DMqhxhBBBofpWNpdlv/vd76q/jxkzBtdccw0WLFiAeDwOt5uZsQkxIuVIwVHgnWCpkvxeC8yZMwfr168vdhiWQY0jJD+s0DegNDWuUH0rmzN3Wo4ePYr77rsPp59+OkWvlxSalqOny7GAfNkil7JjvSHfywG5XEIQ8RilcsnnkmspXK4QpCz6ly8bNmzAJZdcghEjRsDhcGD16tUZbVasWIGxY8fC5/Nh1qxZePXVVy04YntAjbOWbFaTbPaSY+G3cCz8luG+UKjF9HPeW4uGWQqT3lxizaa7QuNyTVsFZH+eioVV+pavxpWDvpXNmTsA+NGPfoRbbrkF4XAYp512Gv71r39lbR+NRhGNRtXHbW1tAIB4PI54vDT++OoRcfV1fH6/P6c5/H5/3vH4/T71/2z9chm7N/P3FjGXiN9ozv6MR0+pvmeN6OzsxNSpU/HlL38Zn/3sZzP2P/DAA1i6dCluu+02zJo1CzfffDMuuOACvPfeexgyZAgAYNq0aUgkEhl9n3rqKYwYMaLPj6EY5KNx5ahvQP9pnBn5fIaN2uYTv1V6kate5zpWrhrdn5RKHLlQDvrmkCSpaAlerrnmGvzmN7/J2ubdd9/FiSeeCAA4cuQIjh49il27duH6669HMBjEv/71LzgcDsO+y5cvx/XXX5+xfdWqVQgEAoUfACH9SDgcxsKFCxEKhVBTU5O1bVtbG4LBII4PLICrwLO0SSmO98OrsWfPnrR5vV4vvF5vj/0dDgceeeQRLFiwQN02a9YsNDU14ZZbbgEApFIpNDY24pvf/CauueaanGNbv349brnlFjz88MO5H1A/0pcaR30jdqJY+gYUpnGlqm9FPXP3ve99D4sXL87aZty4cervDQ0NaGhowPHHH4+TTjoJjY2NePnllzF79mzDvtdeey2WLl2qPm5ra0NjYyPOP//8Ht88xSIej2Pt2rU477zz+vRyTDBYn1OmdXHaPp+s7MOGjcTdd9+BL3/5Khw4sLegsXszf28Rc/n9Ptx99x2Gr0F/xqNHnJnJBytToTQ2NqZtX7ZsGZYvX573eLFYDK+99hquvfZadZvT6cS8efPw0ksvFRRrqdGXGleO+gb0n8aZkc9n2KhtPvFbpRe56nWuYwmN60mj+5Ni6ZsYB7BG40pF34q6uBs8eDAGDx7cq76plPxiaC9L6DFbdbvd7pL3sfRVjMK7YeTHMNoXDvf8gdP3O3BgL9asWYMDB/aaHoNIE9DT/JFIBACyPhdGnpZc0M8njjUej2PNmjWGr0Euz0dfUez3rNG32t5w5MgRJJNJDB06NG370KFDsW3btpzHmTdvHrZu3YrOzk6MGjUKDz30kOkXvWLRlxpXzvoG9D7ObBqWrY/+c54L2rZi3lgsDCC3+AvVi94ca0+Ew22qxmk12kiTe0tv4i6F96wVGlcq+lYWnrtXXnkFGzduxJlnnolBgwZhx44d+OlPf4rx48eXnJgTUkpYebdsTU1NSZ0Revrpp4sdgmVQ4wjJH6vvli0ljStU38ribtlAIIC///3vOPfcc3HCCSfgK1/5Ck455RQ899xzvT57QMhAQLLgLjKrU3w2NDTA5XLh4MGDadsPHjyIYcOGWTpXuUCNIyR/rNA3qzWuVPStLM7cnXzyyXjmmWeKHQYhxAI8Hg9mzJiBdevWqSbkVCqFdevWYcmSJcUNrkhQ4wixB6Wib2Vx5o5Yh1U52IxKkunJlkOpp7JjZtuy5Y3K99jyibs3OfkKzSVoBRKSlvwAQFNTEyZNmoQVK1b0OG9HRwe2bNmCLVu2AAB27tyJLVu2YPfu3QCApUuX4o477sC9996Ld999F1dffTU6Oztx5ZVX9tlzQexBbzQsHx9uvuUSCyVbubG+mDNbLs/exGiEWdxWa6JV+pavxpWDvpXFmTtCSO+QvSTWeO42btyYsx9l06ZNmDt3rvpY3NW5aNEirFy5EpdddhkOHz6M6667DgcOHMC0adPwxBNPZJiQCSHEDCv0rXuc3DWuHPSNiztCiOXMmTMHPaXQXLJkyYC9DEsIKV/KQd+4uCPExqQgofAzd0XLc04IIaZYoW/d49gLeu6ISj7+jlzahUItGT6NbL4No336bX1Vq1Yftx6rfT75elh6i5V+FEIGKr39nObyGc/FL2zl/JIUN02I3JP3r1D/n9X+Qas9d3aCiztCCCGEDHjyuWms1OFlWUJsjJU3VDQ1NcHlcqG5uRnNzc0WREcIIb2nWDdUlANc3BFiY6ysLWsn4SOElD9W15a1E1zckZzobY3DfPPOWdHfKNbe1p/tK4o9PyEkE7PPZW8/r1Z9zvtrfuqSfeDijhAbk0ISgMOCMQghpLSwQt+6x7EXXNwRYmOsvCxLCCGlBC/LmsO7ZQkhhBBCbAQXdyQnRI6jQnOz5ZMrKVt+vLrK6XnNYVR/Npdj6Y9cdH1JSkpa8gPYK00AIaT8sUrf7KhxvCxLiI3h3bKEELti9WVZO2kcz9wRQgghhNgInrkjxMbI32wLuxPMjmZjQkj5Y4W+iXHsBhd3JC/6Mg+S8LYNCkxR5zLLr3e0c3PB82XLiwcAY4afVfZ5nyQphVSBqQIkyX7CRwgpf6zQNzGO3eBlWUIIIYQQG8Ezd4TYGPlyQ4Fn7mx4yYIQUv5YoW/d49gLnrkjxMZIUtKSH0IIKTWs0jehcUyFQmxJb+vHWkVva8vmE7e2rb6feByLhQEAreF3CprLbjQ1NcHlcqG5uRnNzc3FDocQQizFTqlQuLgjxMbIdmNrLsvaSfgIIeWPFfoG2POyLBd3hNgY+S4w3i1LCLEfVuhb9zj2gp47QgghhBAbwTN3pM98ZMFgPcLhtoLGMIvN4XCr23rjy9P21++Lx+X/Q6EWtYatyKunnasc/HfWJPjkDRWEkNLDKm2yo8ZxcUeIjZEkCSi0tqwkWRMMIYRYiBX61j2OveBlWUIIIYQQG8Ezd8TydCOCUKil1zGJOfWXTgX5XgrVt9c+zjZWtjJnPZUvKwWsuAvMjneSEULKH6u0yY4axzN3hNgYJvgkhNgVJjE2h2fuCCE5wTx3hBA7YyeN4+KOEBtjRf4mO+aAIoSUP1Zpkx01jos7khPF8JPl6osT5Ot9K9THV2g/PX3h3aPnjhBiV+i5M4eeO0IIIYQQG8Ezd4TYGF6WJYTYFV6WNYeLO0JsDC/LEkLsCi/LmlN2l2Wj0SimTZsGh8OBLVu2FDsc2+NwuDO8aT0RDNbnNG4uc+YzvyTF8/Krifb59jNDH2u+z5tVcZDyhhpHCCmUslvc/fCHP8SIESOKHQYhZYGVOaBI/0CNIyQ3rM5zZyfKanH3+OOP46mnnsJvf/vbYodCSJkgai8W8mO/uoulCjWOkHywQt/sqXFl47k7ePAgrrrqKqxevRqBQCCnPtFoFNFoVH3c1tYGAIjH44jHS/Pyl4irVOLz+/0A8ovH7/f12Mfv95vu187Zm/kLpbevgT7WbMdYSFzEnuSrceWob0DpaVy+lHv8QGkeQynE0tTUBJfLhebmZjQ3Nxc7nIJwSJJU8ktWSZLwqU99CmeccQZ+8pOf4KOPPsJxxx2HzZs3Y9q0aab9li9fjuuvvz5j+6pVq3JeIBJSKoTDYSxcuBChUKjHLOptbW0IBoNwOoJwOBwFzStJElJSCMcff7xthK/U6I3GUd+InSiWvgHdGpfL3OVCURd311xzDX7zm99kbfPuu+/iqaeewoMPPojnnnsOLpcr58Wd0TfbxsZGHDlypGRfwHg8jrVr1+K8886D252fIb9UyOUYgsF6hEItGdsApG3Xbxsz/CwAwK79z1set6BUX4O2tjY0NDTkJX4OR7UliztJareV8PUXfalx5ahvQOl+vnKl3OMHSvMYiqVvgD01rqiXZb/3ve9h8eLFWduMGzcOzzzzDF566SV4vd60fTNnzsTll1+Oe++917Cv1+vN6AMAbre7ZN7QZpRDjD2R7RgikUjGvkgkovYz29YViWa06StK7TUopVhIbvSlxpWzvgHlE6cZ5R4/UFrHUCpx2IWiLu4GDx6MwYMH99juD3/4A37xi1+oj/ft24cLLrgADzzwAGbNmtWXIRJS5qQAFPrNtuSdGyULNY6QvsQKfQPsqHFlcUPF6NGj0x5XVVUBAMaPH49Ro0YVIyTSS7LVT81l29HOzX0TmF2RLBC/0rfllj3UOEJ6gRX6BthS48oqFQohhBBCCMlOWZy50zN27FiUwU2+hBQdyYLLFpINL1mUOtQ4QnrGCn2Tx7HfZ60sF3eEkFyh544QYlfouTODl2VJVrLVdjWqpdpTPdV866eKMXtT47bYlFu8hBBC7AHP3BFiayQLvpTa71stIcQOWKFvyjg2g4s7QmyNFW4S+wkfIcQOWOWWs5/GDajFnTAoixqMpUg8Hkc4HEZbW1uJJHXM9pzp93U/tu4Y0j90/fHaWfcaSJbGK8bK32hvP+EimZSDvgGlqHH5Ue7xA6V5DNQ3axlQi7v29nYAQGNjY5EjKT+CwWDO+xoaGooSRynSF/G2t7f3OK7H48GwYcNw4MABS+YcNmwYPB6PJWORvoH6RuxAMfQNsJ/GFbW2bH+TSqWwb98+VFdbU4+uLxD1Iffs2VO2Ne7K/RhKNX5JktDe3o4RI0bA6ez5Xqiuri7EYjFL5vZ4PPD5fJaMRfqGctA3oHQ/X7lS7vEDpXkMxdQ3wH4aN6DO3DmdzrLJ9l5TU1MyH7reUu7HUIrx53Mm0Ofz2UqsSHbKSd+A0vx85UO5xw+U3jFQ36yDqVAIIYQQQmwEF3eEEEIIITaCi7sSw+v1YtmyZfB6vcUOpdeU+zGUe/yElDLl/vkq9/gBexwDyc6AuqGCEEIIIcTu8MwdIYQQQoiN4OKOEEIIIcRGcHFHCCGEEGIjuLgrYT766CN85StfwXHHHQe/34/x48dj2bJlliZutJoVK1Zg7Nix8Pl8mDVrFl599dVih5Qzv/rVr9DU1ITq6moMGTIECxYswHvvvVfssAixJeWob0D5ahz1bWDBxV0Js23bNqRSKdx+++14++23cdNNN+G2227Dj3/842KHZsgDDzyApUuXYtmyZXj99dcxdepUXHDBBTh06FCxQ8uJ5557Ds3NzXj55Zexdu1axONxnH/++ejs7Cx2aITYjnLTN6C8NY76NrDg3bJlxv/8z//g1ltvxYcffljsUDKYNWsWmpqacMsttwCQyyE1Njbim9/8Jq655poiR5c/hw8fxpAhQ/Dcc8/h7LPPLnY4hNieUtY3wF4aR32zNzxzV2aEQiHU1dUVO4wMYrEYXnvtNcybN0/d5nQ6MW/ePLz00ktFjKz3hEIhACjJ55sQO1Kq+gbYT+Oob/aGi7syYvv27fjjH/+Ir33ta8UOJYMjR44gmUxi6NChaduHDh2KAwcOFCmq3pNKpfCd73wHZ5xxBqZMmVLscAixPaWsb4C9NI76Zn+4uCsC11xzDRwOR9afbdu2pfXZu3cvLrzwQlx66aW46qqrihT5wKG5uRlvvfUW/vrXvxY7FELKCupb6UN9sz8VxQ5gIPK9730Pixcvztpm3Lhx6u/79u3D3Llzcfrpp+P//u//+ji63tHQ0ACXy4WDBw+mbT948CCGDRtWpKh6x5IlS/Cvf/0LGzZswKhRo4odDiFlhR31DbCPxlHfBgZc3BWBwYMHY/DgwTm13bt3L+bOnYsZM2bgnnvugdNZmidbPR4PZsyYgXXr1mHBggUA5FP/69atw5IlS4obXI5IkoRvfvObeOSRR7B+/Xocd9xxxQ6JkLLDjvoGlL/GUd8GFlzclTB79+7FnDlzMGbMGPz2t7/F4cOH1X2l+E1x6dKlWLRoEWbOnIlTTz0VN998Mzo7O3HllVcWO7ScaG5uxqpVq/Doo4+iurpa9dEEg0H4/f4iR0eIvSg3fQPKW+OobwMMiZQs99xzjwTA8KdU+eMf/yiNHj1a8ng80qmnniq9/PLLxQ4pZ8ye63vuuafYoRFiO8pR3ySpfDWO+jawYJ47QgghhBAbUboGB0IIIYQQkjdc3BFCCCGE2Agu7gghhBBCbAQXd4QQQgghNoKLO0IIIYQQG8HFHSGEEEKIjeDijhBCCCHERnBxRwghhBBiI7i4I1n56KOP4HA44HA4MG3atKLEsHz5cjWGm2++uSgxEELsB/WN2BUu7khOPP3001i3bl1R5v7+97+P/fv3Y9SoUUWZnxBib6hvxG5UFDsAUh7U19ejvr6+KHNXVVWhqqoKLperKPMTQuwN9Y3YDZ65G0AcPnwYw4YNww033KBu+/e//w2Px5P3t9bFixdjwYIFuOGGGzB06FDU1tbiZz/7GRKJBH7wgx+grq4Oo0aNwj333KP2EZdAHnzwQZx11lnw+/1oamrC+++/j40bN2LmzJmoqqrC/PnzcfjwYcuOmxBif/70pz+hvr4e0Wg0bfuCBQvwpS99Ka+xqG+k3OHibgAxePBg3H333Vi+fDk2bdqE9vZ2fOlLX8KSJUtw7rnn5j3eM888g3379mHDhg248cYbsWzZMlx88cUYNGgQXnnlFXz961/H1772NXz88cdp/ZYtW4af/OQneP3111FRUYGFCxfihz/8IX7/+9/j+eefx/bt23HddddZddiEkAHApZdeimQyiX/84x/qtkOHDuGxxx7Dl7/85bzHo76RskYiA45vfOMb0vHHHy8tXLhQOvnkk6Wuri7Ttjt37pQASJs3b07bvmjRImnMmDFSMplUt51wwgnSWWedpT5OJBJSZWWldP/996eNdeedd6pt7r//fgmAtG7dOnXbr371K+mEE07IiGXMmDHSTTfdlO/hEkIGCFdffbU0f/589fHvfvc7ady4cVIqlTJsT30jdoVn7gYgv/3tb5FIJPDQQw/hvvvug9fr7dU4kydPhtPZ/RYaOnQoTj75ZPWxy+VCfX09Dh06lNbvlFNOSesDIK3f0KFDM/oQQkhPXHXVVXjqqaewd+9eAMDKlSuxePFiOByOvMeivpFyhou7AciOHTuwb98+pFIpfPTRR70ex+12pz12OByG21KplGk/Ibr6bfo+hBDSE9OnT8fUqVPxpz/9Ca+99hrefvttLF68uFdjUd9IOcO7ZQcYsVgMX/ziF3HZZZfhhBNOwFe/+lW8+eabGDJkSLFDI4SQgvnqV7+Km2++GXv37sW8efPQ2NhY7JAI6Xd45m6A8d///d8IhUL4wx/+gB/96Ec4/vjje2U2JoSQUmThwoX4+OOPcccdd1DbyICFi7sBxPr163HzzTfjz3/+M2pqauB0OvHnP/8Zzz//PG699dZih0cIIQUTDAbxuc99DlVVVViwYEGxwyGkKDgkSZKKHQQpXT766CMcd9xx2Lx5c9HK8wjGjh2L73znO/jOd75T1DgIIaXNueeei8mTJ+MPf/hD1nbUN2JXeOaO5MTpp5+O008/vShz33DDDaiqqsLu3buLMj8hpDw4duwYHnnkEaxfvx7Nzc0596O+EbvBM3ckK4lEQr2j1uv1FsWcfPToURw9ehSAnIg5GAz2ewyEkNJn7NixOHbsGH7605/i+9//fo/tqW/ErnBxRwghhBBiI3hZlhBCCCHERnBxRwghhBBiI7i4I4QQQgixEVzcEUIIIYTYCC7uCCGEEEJsBBd3hBBCCCE2gos7QgghhBAbwcUdIYQQQoiN4OKOEEIIIcRG/P8DtYtiCMmv6AAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -362,7 +362,7 @@ " rem_ind = np.logical_or(div_x > max_div_x, div_y > max_div_y)\n", " new_PS.filter_by_boolean_index(np.logical_not(rem_ind), in_place=True)\n", " new_PS.reset_phase_space()\n", - "new_PS.plot_transverse_trace_space_hist_2D()" + "new_PS.plot.transverse_trace_space_hist_2D()" ] }, { @@ -398,10 +398,10 @@ "\n", "gammas:\n", " x y\n", - "epsilon 0.201866 0.178720\n", - "alpha 0.267062 0.277615\n", - "beta 2.992315 3.371044\n", - "gamma 0.358025 0.319506\n" + "epsilon 0.198291 0.181161\n", + "alpha 0.270021 0.276332\n", + "beta 3.032977 3.321811\n", + "gamma 0.353749 0.324028\n" ] } ], @@ -455,7 +455,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -465,8 +465,8 @@ } ], "source": [ - "PS.plot_energy_hist_1D()\n", - "new_PS.plot_energy_hist_1D()" + "PS.plot.energy_hist_1D()\n", + "new_PS.plot.energy_hist_1D()" ] }, { @@ -496,24 +496,18 @@ " median energy: 1.23 MeV\n", " Energy spread IQR: 2.18 MeV\n", " min energy 0.01 MeV\n", - " max energy 10.35 MeV\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + " max energy 10.35 MeV\n", "===================================================\n", " ENERGY STATS \n", "===================================================\n", - "total number of particles in phase space: 131593\n", + "total number of particles in phase space: 131557\n", "number of unique particle species: 1\n", - " 131593 gammas\n", - " mean energy: 2.12 MeV\n", - " median energy: 1.41 MeV\n", - " Energy spread IQR: 2.23 MeV\n", + " 131557 gammas\n", + " mean energy: 2.11 MeV\n", + " median energy: 1.42 MeV\n", + " Energy spread IQR: 2.22 MeV\n", " min energy 0.00 MeV\n", - " max energy 12.09 MeV\n" + " max energy 11.88 MeV\n" ] } ], @@ -557,7 +551,7 @@ }, { "data": { - "image/png": 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hYdq4cWOZIsGHH36oa6+91mrdVmdnZ23cuFH/+te/NHToUJ07d04hISHlfjQdAIC66EK5+7z27dvruuuu04kTJ8p8RLuqyN0AAFTdhfL3p59+qpKSEt199926++67LcdER0crOTm5ytd0d3e/YP8//vEPNW3aVE8++aRmzpwpd3d3devWTdOnT7ca17RpU40aNUr//e9/y+TurVu3ysPDQ1dddZVV+zvvvKP77rtPo0ePVkFBga688kotWLCgynP5f+3coW4iURQG4LOqZgwJQWEQOASCpMkEAS8wHgcSBKKC50A0CDyeRyDhAVqPQTapgAcgmbqK3cwusNBpk+/T9978GXMmZ+4c+Ml+5Xmelx0CuF6v14t2ux3z+fxmZ242m+j3+3E4HAq/dn+VLMui2+3GbDa7eO89ng0A/K9z61Oe59FsNmMymcTT09Nf16rdAHBft65R+/0+Go1GvLy8RLvdvsmZ15pOp3E6nWKxWFy8dzgcxvF4jPV6fftg8I0Y5wIUqtfrMRgMSs3Q7XYvzrBarSJJkthut3dKBQD39f7+Hs/Pz/H29haj0ejsfWo3APwsaZpGmqalZmi1WjEejy/as91uI0mSWK1Wd0oF34txLsAfHh8fY7fbRUREkiSlZrnmFluWZZ+/vZd9Gw8ArlGr1aJarcZyuYxKpfLP9Wo3APws9Xr9s3Y/PDyUmuX3kXLn6HQ68fr6GhHlv3vAVzDOBQAAAAAAChjnAgAAAAAABTTRAQAAAACggCY6AAAAAAAU0EQHAAAAAIACmugAAAAAAFBAEx0AAAAAAApoogMAAAAAQAFNdAAAAAAAKKCJDgAAAAAABT4AVSqbcEtNJuAAAAAASUVORK5CYII=\n", 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" ] @@ -567,8 +561,8 @@ } ], "source": [ - "PS.plot_momentum_hist_1D()\n", - "new_PS.plot_momentum_hist_1D()" + "PS.plot.momentum_hist_1D()\n", + "new_PS.plot.momentum_hist_1D()" ] }, { @@ -606,7 +600,7 @@ }, { "data": { - "image/png": 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" ] @@ -616,8 +610,8 @@ } ], "source": [ - "PS.plot_position_hist_1D()\n", - "new_PS.plot_position_hist_1D()" + "PS.plot.position_hist_1D()\n", + "new_PS.plot.position_hist_1D()" ] }, { @@ -645,7 +639,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -655,8 +649,8 @@ } ], "source": [ - "PS.plot_particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])\n", - "new_PS.plot_particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])" + "PS.plot.particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])\n", + "new_PS.plot.particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])" ] }, { diff --git a/examples/units.ipynb b/examples/units.ipynb index 4d69e98..3f00c04 100644 --- a/examples/units.ipynb +++ b/examples/units.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "befe1d7f", "metadata": { "execution": { @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "20a75e81", "metadata": { "execution": { @@ -133,7 +133,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "56d965e9", "metadata": { "execution": { @@ -152,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "271e0a4e", "metadata": { "execution": { @@ -282,7 +282,7 @@ "4 4 0 -0.000192 -0.001470 -0.209232 " ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "f0170d69", "metadata": { "execution": { @@ -324,7 +324,7 @@ "Mass: keV/c^2" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -336,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "2cf5b1e8", "metadata": { "execution": { @@ -466,7 +466,7 @@ "4 4 0 -0.000192 -0.001470 -0.209232 " ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -487,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "37d03d48", "metadata": { "execution": { @@ -510,7 +510,7 @@ "Mass: MeV/c^2" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -531,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "b25584ff", "metadata": { "execution": { @@ -554,7 +554,7 @@ "Mass: keV/c^2" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -566,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "6a2e0cd7", "metadata": { "execution": { @@ -696,7 +696,7 @@ "4 4 0.0 -0.191501 -1.469658 -209.231939 " ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -715,7 +715,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "78f4b114", "metadata": { "execution": { @@ -738,7 +738,7 @@ } ], "source": [ - "PS.plot_energy_hist_1D()" + "PS.plot.energy_hist_1D()" ] }, { @@ -756,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "b05adbdb", "metadata": { "execution": { @@ -804,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "2516705a", "metadata": { "execution": { From aa9e00b77e126616759166ba79f88e3767229dc2 Mon Sep 17 00:00:00 2001 From: bwhe3635 Date: Mon, 27 Feb 2023 08:50:12 +1100 Subject: [PATCH 08/10] switching computers. need to check grid merge and tests --- examples/grid_merge.ipynb | 210 +++----------------------------------- 1 file changed, 17 insertions(+), 193 deletions(-) diff --git a/examples/grid_merge.ipynb b/examples/grid_merge.ipynb index c6b30ca..c4438d1 100644 --- a/examples/grid_merge.ipynb +++ b/examples/grid_merge.ipynb @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "0f9e9e14", "metadata": { "execution": { @@ -96,16 +96,7 @@ "shell.execute_reply": "2023-02-23T05:16:10.011065Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "merge operation removed 0 particles. Original data had 279094\n", - "merge operation took 186.5 s\n" - ] - } - ], + "outputs": [], "source": [ "PS.merge(in_place=True)" ] @@ -122,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "86556438", "metadata": { "execution": { @@ -132,29 +123,14 @@ "shell.execute_reply": "2023-02-23T05:16:16.430878Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "not regriding z as it is already single valued\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "not regriding time as it is already single valued\n" - ] - } - ], + "outputs": [], "source": [ "new_PS = PS.regrid(n_bins=100)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "df7c2811", "metadata": { "execution": { @@ -164,16 +140,7 @@ "shell.execute_reply": "2023-02-23T05:17:26.942027Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "merge operation removed 157174 particles. Original data had 279094\n", - "merge operation took 70.5 s\n" - ] - } - ], + "outputs": [], "source": [ "new_PS.merge(in_place=True)" ] @@ -188,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "992ea017", "metadata": { "execution": { @@ -216,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "8629285e", "metadata": { "execution": { @@ -226,28 +193,7 @@ "shell.execute_reply": "2023-02-23T05:17:28.211923Z" } }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "PS.plot_particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])\n", "new_PS.plot_particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])" @@ -255,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "21853935", "metadata": { "execution": { @@ -265,28 +211,7 @@ "shell.execute_reply": "2023-02-23T05:17:30.956242Z" } }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "PS.plot_position_hist_1D()\n", "new_PS.plot_position_hist_1D()" @@ -302,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "28556d7b", "metadata": { "execution": { @@ -312,28 +237,7 @@ "shell.execute_reply": "2023-02-23T05:17:31.999733Z" } }, - "outputs": [ - { - "data": { - "image/png": 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q1arasWOHXn31Vc2fP1+xsbGSpPDwcP3000/asGGDtm3bJrPZrD59+igrK0uS9MQTTygzM1OJiYnat2+f5s2bJzc3tzzX6NSpkxYuXCgPDw+dPn1ap0+f1tNPP23Z//LLL+uuu+7S7t27NX36dO3cuVOPPPKI/vWvf2nfvn2Kjo7W9OnTtWLFCqvzvvLKK2rXrp12796tcePGaezYsTpw4IAk6bXXXtOGDRu0du1aHThwQO+//778/f1L50v8G4ZiAQCA3fj4+GjBggUymUxq0qSJ9u3bpwULFigkJEQbNmxQUlKSOnXqJEl6//335ePjo/Xr1+vhhx9WSkqKBgwYoJYtW0qSGjRokO81nJyc5OnpKZPJlO/wbPfu3TV58mTL+8cee0w9evTQ9OnTJUmNGzfW/v379dJLLyk8PNzSrk+fPho37vrw85QpU7RgwQJt3bpVTZo0UUpKigIDA9W5c2eZTCb5+fmVyPd1K/TYAQAAu+nYsaNMJpPl/b333qvk5GTt379fVatW1T333GPZV7NmTTVp0kS//vqrJGn8+PF6/vnnFRQUpKioKP3888821dCuXTur97/++quCgoKstgUFBSk5OVnZ2dmWba1atbL8OTc0nj17VtL13sY9e/aoSZMmGj9+vOLi4myqragIdgAAoEIaOXKkjhw5oiFDhmjfvn1q166dFi1aVOTzuLq62nR9R0dHq/cmk0k5OTmSpLZt2+ro0aOaPXu2Ll++rEceeUQPPfSQTdcpCoIdAACwmx9++MHq/fbt2xUYGKjmzZvr2rVrVvv/+usvHThwQM2bN7ds8/Hx0eOPP66PP/5YkydP1tKlS/O9jpOTk1Vv2800a9ZMSUlJVtuSkpLUuHFjValSpbAfTR4eHho4cKCWLl2qNWvWaN26dfrvf/9b6ONtwT12AADAblJSUjRp0iSNGTNGu3bt0qJFi/TKK68oMDBQ/fr106hRo/TWW2/J3d1dU6dOVb169dSvXz9J0oQJE3TfffepcePGOn/+vLZu3apmzZrlex1/f3+lp6frm2++0V133aXq1aurevXq+badPHmy2rdvr9mzZ2vgwIHatm2bFi9erDfeKPzyMfPnz5e3t7fatGkjBwcHffTRR6pTp06pr6VHjx0AALCboUOH6vLly+rQoYOeeOIJPfXUU5YlR5YvX667775b//jHP3TvvffKbDbryy+/tAyBZmdn64knnlCzZs3Uu3dvNW7cuMDw1alTJz3++OMaOHCgateurRdffLHAmtq2bau1a9dq9erVatGihWbMmKFZs2ZZTZy4FXd3d7344otq166d2rdvr2PHjunLL7+Ug0PpRi+TOXexGNgkLS1Nnp6eSk1NlYeHh73L0YJNB206bmKvxiVcCQCgLFy5ckVHjx5VQECAqlWrZu9yiiQkJEStW7fWwoUL7V2K3d3s51iUrFHueuxOnjyphQsXKjQ0VL6+vpaVowcMGJBnHD5XWlqaJk2aJD8/P8tCgs8884zS09PzbZ+Tk6NFixapZcuWcnFxUe3atTVo0CAdOXKkND8aAABAqSp3wW7RokWaOHGijhw5otDQUE2ePFmdO3fWp59+qk6dOmnNmjVW7TMyMhQcHKwFCxaoadOmmjhxopo0aaKXX35Z3bt315UrV/JcY8yYMRo/frzMZrPGjx+v3r176+OPP1b79u2tVrQGAACoSMrd5IkOHTooPj5ewcHBVtu//fZb9ejRQ2PHjlX//v3l7OwsSXrxxRe1Z88eTZkyRXPnzrW0nzp1qubNm6cFCxZo2rRplu1bt25VbGysunbtqk2bNlmeB/foo4+qT58+ioyM1MaNG8vgkwIAULnFx8fbuwTDKXc9dg8++GCeUCdJXbp0Ubdu3XT+/Hnt27dPkmQ2mxUbGys3NzfL6tC5pk+fLjc3N8tjSXLlToOePXu21UN+77vvPoWEhCguLk4pKSkl/bEAAABKXbkLdjeTOwumatXrHY3Jyck6deqUgoKC8iwu6OrqqqCgIB05ckQnTpywbI+Pj7fsu1FYWJgkKSEhobQ+AgAAQKmpMMEuJSVFmzdvlre3t+WZcLn3wwUGBuZ7TO723HYZGRk6ffq0AgIC8l1g8Mb2+cnMzFRaWprVCwAAe2ORi4qtpH5+FSLYZWVlaciQIcrMzNS8efMsoSw1NVWS5Onpme9xuVOCc9sVtX1+YmJi5OnpaXn5+PjY8IkAACgZuaNZly5dsnMlKI7cn9+NjykrqnI3eeJGOTk5Cg8PV2JiokaNGqUhQ4bYtZ5p06Zp0qRJlvdpaWmEOwCA3VSpUkVeXl6Wh89Xr15dJpPJzlWhsMxmsy5duqSzZ8/Ky8urSI8sy0+5DnY5OTkaPny4PvjgAw0ePFhLliyx2p/b81ZQD1vuMGluu6K2z4+zs7NlRi4AAOVBnTp1JMkS7lDxeHl5WX6OxVFug11OTo4iIiL07rvvatCgQVqxYkWex3Dc6p64G+/Bc3V1lbe3t44ePars7Ow8qfhW9+wBAFAemUwmeXt76/bbb1dWVpa9y0EROTo6FrunLle5DHZ/D3UDBw7Ue++9V+Bkh7p16yopKUkZGRlWM2MzMjKUlJSkgIAAq6HS4OBgrV69WklJSeratavV+XLXr7txOwAAFUGVKlVKLCCgYip3kydyh1/fffddPfzww1q1alWBf0lNJpNGjhyp9PR0zZ4922rf7NmzlZ6erlGjRlltz32w8PTp03X16lXL9q+++krx8fEKDQ2Vn59fCX8qAACA0mcyl7P50dHR0Zo5c6bc3Nz01FNPWdas+7v+/furdevWkq73zAUFBWnv3r0KDQ1V27ZttWvXLsXFxal9+/ZKSEiQi4uL1fGjRo1SbGys7rzzTt1///06ffq01qxZIzc3N23btk2NGzcudL1FeTBvWViw6aBNx03sVfjPDAAAyk5Rska5G4o9duyYJCk9PV1z5szJt42/v78l2Lm6uiohIUHR0dFat26dtm7dKm9vb02ePFlRUVF5Qp0kvfXWW2rZsqXefvttvfrqq3Jzc9MDDzygOXPmqGHDhqX10QAAAEpVueuxq2josQMAAKWpKFmj3N1jBwAAANsQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyiqr0LQPmwYNPBPNsm9mpsh0oAAICt6LEDAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQVS1dwEovxZsOphn28Reje1QCQAAKAx67AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYRLkMdqtWrdKYMWPUrl07OTs7y2QyacWKFfm2jY6OlslkKvB17NixfI/buHGjgoOD5e7uLg8PD3Xr1k3ffPNN6X0oAACAUlbV3gXk57nnntPx48dVq1YteXt76/jx47c8ZtiwYfL398+z3cvLK8+2VatWaciQIapdu7bCw8MlSWvWrFGvXr20du1aPfTQQ8X8BAAAAGWvXAa72NhYBQYGys/PT3PnztW0adNueUx4eLhCQkJu2e78+fN68sknVatWLe3atUv169eXJE2ZMkVt2rTR2LFjFRYWJnd39+J+DAAAgDJVLodie/bsKT8/v1I590cffaQLFy7oySeftIQ6Sapfv74iIyP1559/6pNPPimVawMAAJSmchnsbJGYmKh58+bppZde0vr165Wenp5vu/j4eElSaGhonn1hYWGSpISEhFKrEwAAoLSUy6FYW0RFRVm99/Ly0quvvqqhQ4dabU9OTpYkBQYG5jlH7rbcNvnJzMxUZmam5X1aWprNNQMAAJSkCt9jd9ddd2nZsmU6cuSILl++rKNHj2rRokUymUwKDw/Xhg0brNqnpqZKkjw9PfOcy8PDw6pNfmJiYuTp6Wl5+fj4lOCnAQAAsF2FD3YPPPCAIiIiFBAQoGrVqsnf31+RkZH66KOPJF2fYVuSpk2bptTUVMvrxIkTJXp+AAAAWxlmKPZGPXr0UMOGDbVv3z6lpaVZeuNye+pSU1NVs2ZNq2Nyh1Xz683L5ezsLGdn51KqGgAAwHYVvsfuZmrVqiVJunTpkmXbze6ju9n9dwAAAOWdTcHuxIkT2rJli1VgysnJ0bx58xQUFKSePXvqiy++KLEibZGRkaFffvlFrq6uloAnScHBwZKkuLi4PMds3LjRqg0AAEBFYlOwmz59uh5++GE5Ojpats2ZM0fTpk3Ttm3btGXLFvXv318//vhjiRWan4sXL+rgwYN5tl++fFmjRo3SxYsX9cgjj6hq1f8bcX7kkUfk6empRYsW6ffff7ds//3337V48WLVqlVLDzzwQKnWDQAAUBpsuscuKSlJPXv2tAQ7s9msxYsXq2nTpoqLi9OZM2fUs2dPvfTSS1q7dm2Rzx8bG6vvvvtOkrRv3z7Lttw16Dp37qyRI0fqr7/+UtOmTdW+fXs1a9ZMderU0R9//KHNmzfr999/V8uWLfXSSy9Znfu2227T4sWLNWTIELVt21YDBw6UdP2RYn/99ZfWrFnDUycAAECFZFOwO3v2rNWTIfbs2aNz584pOjpa9evXV/369dW/f3+bF/r97rvvtHLlSqttSUlJSkpKsrwfOXKkatSooXHjxmnHjh368ssvdf78ebm4uKhZs2YaP368IiMj5eLikuf8gwcPVq1atfTCCy9o+fLlMplMuvvuu/Xcc8+pZ8+eNtUMAABgbzYFu5ycHOXk5Fjex8fHy2QyqXv37pZt9erV05kzZ2wqasWKFVqxYsUt23l4eGjx4sU2XaN3797q3bu3TccCAACURzbdY+fr66sdO3ZY3q9fv17e3t5q0qSJZduZM2fk5eVV7AIBAABQODYFuwEDBigpKUkPPfSQBg8erO+++04DBgywarN//341aNCgRIoEAADArdk0FPv0008rLi5OH3/8sSSpVatWio6Otuw/fvy4duzYoalTp5ZIkSg/FmzKOwt5Yq/GdqgEAADcyKZg5+Hhoe3bt+s///mPJKlZs2aqUqWKVZuPP/5Y7dq1K36FAAAAKBSbgl1KSoq8vLzUokWLfPf7+fmpRo0aOn/+fLGKAwAAQOHZdI9dQECAFi5ceNM2r732mgICAmw5PQAAAGxgU7Azm80l0gYAAAAlx6ZgVxi///47T3AAAAAoQ4W+x27WrFlW73Mf73Wj7OxsnThxQqtXr1bHjh2LVRwAAAAKz2Qu5Jipg8P/de6ZTKZbDrXWrVtXn3zyidq3b1+8Csu5tLQ0eXp6KjU1VR4eHvYuJ9/lSOyBJVAAACgZRckahe6x27p1q6Tr9851795d4eHhGjZsWJ52VapUUY0aNdS0aVOrMAgAAIDSVehgFxwcbPlzVFSUunXrpq5du5ZKUQAAACg6m9axi4qKKuk6AAAAUEw2BbtcZ86c0c6dO3XhwgVlZ2fn22bo0KHFuQQAAAAKyaZgd+XKFY0aNUqrV69WTk5Ovm3MZrNMJhPBDgAAoIzYFOymTp2q999/X40bN9agQYNUv359Va1arM4/AAAAFJNNaWzt2rVq3ry5du7cKWdn55KuCQAAADawaT2SCxcuqHfv3oQ6AACAcsSmYNekSRP98ccfJV0LAAAAisGmYPfMM8/o008/1aFDh0q6HgAAANjIpnvs6tevr7CwMHXo0EETJkxQ27ZtC3zEBYsYAwAAlA2bgl1ISIjlebHR0dEymUwFti1ofTsAAACULJuC3YwZM24a5gAAAFD2bAp20dHRJVwGAAAAisumyRMAAAAofwh2AAAABmHTUKyDg0Oh7rEzmUy6du2aLZcAAABAEdkU7Lp27ZpvsEtNTVVycrIyMjJ01113ycvLq7j1AQAAoJBsCnbx8fEF7rt06ZKmTp2qr7/+Wps2bbK1LgAAABSRyWw2m0vjxO3bt1eLFi20fPny0jh9uZGWliZPT0+lpqYWuEhzaVmw6WCZXq8oJvZqbO8SAAAwhKJkjVKbPNGlSxd98cUXpXV6AAAA3KDUgt25c+eUnp5eWqcHAADADUo82OXk5Oi9997TmjVr1Lp165I+PQAAAApg0+SJBg0a5Lv92rVrOnv2rLKysuTo6KiYmJhiFQcAAIDCsynY5eTk5LvciaOjo1q0aKH27dsrMjJSd955Z7ELBAAAQOHYFOyOHTtWwmUAAACguHikGAAAgEHY1GP3dydPntSePXuUlpYmDw8PtW7dWvXq1SuJ2gAAAFAENge7Q4cOaezYsdqyZUuefT169NAbb7yhRo0aFas4VFz5LZ7MosUAAJQum4LdiRMn1LlzZ509e1ZNmzZV165d5e3trTNnzigxMVGbN29Wly5dtGPHDvn4+JR0zQAAAMiHTcFu5syZOnv2rN544w2NGTMmzwzZt956S2PHjtWsWbO0dOnSEikUAAAAN2dTsNu4caP69u2rxx9/PN/9Y8aM0ZdffqmvvvqqWMUBAACg8GyaFXv27Fm1aNHipm1atGihc+fO2VQUAAAAis6mYFe7dm3t37//pm3279+v2rVr21QUAAAAis6mYBcWFqYNGzbonXfeyXf/smXL9Nlnn6l3797FKg4AAACFZzKbzeaiHpSSkqJ27drpr7/+UvPmzRUcHKw77rhDf/zxhxITE/XLL7+oVq1a+umnnww/KzYtLU2enp5KTU2Vh4dHmV47vyVFyjOWOwEAoOiKkjVsmjzh6+urpKQkjRkzRvHx8frll1+s9nfr1k1vvvmm4UMdAABAeWLzAsWBgYHasmWLTpw4kefJEwQ6AACAslfsR4r5+PgQ5AAAAMoBmyZP/P7779qwYYMuXLiQ7/7z589rw4YNOnnyZHFqAwAAQBHYFOyef/55RUREyMXFJd/91atX1/DhwxUTE1Os4gAAAFB4NgW7LVu2KDQ0VM7Ozvnud3Z2VmhoqDZv3lys4gAAAFB4NgW7kydPyt/f/6Zt/Pz8GIoFAAAoQzYFOycnJ6Wlpd20TVpamkwmk01FAQAAoOhsCnYtW7bUZ599pszMzHz3X7lyRRs2bFDLli2LVRwAAAAKz6ZgFxERod9//13//Oc/deTIEat9hw8fVr9+/XTq1CmNHDmyRIoEAADArdm0jl1ERIS+/PJLrVu3Tk2bNlVAQIDq1aunkydP6ujRo7p27ZoGDhyoiIiIkq4XAAAABbCpx06S1q5dq9dee02NGjVScnKy4uPjlZycrMaNG+v111/Xhx9+WJJ1AgAA4BZsfvKEyWRSZGSkIiMjlZGRodTUVHl6esrV1bUk6wMAAEAhFfuRYpLk6upKoMMtLdh0MM+2ib0a26ESAACMyeahWAAAAJQvBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMIhyGexWrVqlMWPGqF27dnJ2dpbJZNKKFSsKbJ+WlqZJkybJz89Pzs7O8vf31zPPPKP09PR82+fk5GjRokVq2bKlXFxcVLt2bQ0aNCjP49EAAAAqkkKvYzd8+PAin9xkMumdd94p8nHPPfecjh8/rlq1asnb21vHjx8vsG1GRoaCg4O1Z88ehYaGatCgQdq9e7defvllJSQkKDExUdWqVbM6ZsyYMYqNjdWdd96p8ePH69SpU1q7dq3i4uK0fft2BQYGFrlm2Ia17QAAKDmFDnY36zG7kclkktlstjnYxcbGKjAwUH5+fpo7d66mTZtWYNsXX3xRe/bs0ZQpUzR37lzL9qlTp2revHlasGCB1fFbt25VbGysunbtqk2bNsnJyUmS9Oijj6pPnz6KjIzUxo0bi1wzAACAvRU62G3btq1Q7Q4dOqTo6GgdPnzY5qJ69uxZqHZms1mxsbFyc3PT9OnTrfZNnz5dr7/+umJjY62C3dKlSyVJs2fPtoQ6SbrvvvsUEhKiuLg4paSkyNfX1+b6AQAA7KHQwe6ee+656f4///xTM2fO1NKlS3X16lV17txZ8+bNK3aBN5OcnKxTp04pLCwszyPNXF1dFRQUpI0bN+rEiRPy8fGRJMXHx1v23SgsLEzx8fFKSEjQkCFDSrV2AACAklbsyROXLl3SrFmz1LBhQ73++usKDAzUp59+qsTERN17770lUWOBkpOTJanAe+Jyt+e2y8jI0OnTpxUQEKAqVarcsn1+MjMzlZaWZvUCAAAoD2wOdtnZ2XrjjTfUsGFDRUdHy9PTU++884727t2rvn37lmSNBUpNTZUkeXp65rvfw8PDql1R2+cnJiZGnp6ellduTyAAAIC92RTsPvroIzVv3lxPPvmkMjMzNXfuXB08eFARERFycCiXK6iUmGnTpik1NdXyOnHihL1LAgAAkFSEe+yk6/enTZkyRT/99JOcnJw0efJkPfvss/Ly8iql8m4ut+etoB623GHS3HZFbZ8fZ2dnOTs721YwAABAKSp0sLvvvvsUFxcnBwcHDRs2TLNmzVL9+vVLs7ZbutU9cTfeg+fq6ipvb28dPXpU2dnZee6zu9U9ewAAAOVZoYPdxo0bZTKZ5OvrqzNnzmj06NG3PMZkMumLL74oVoE3ExgYqLp16yopKUkZGRlWM2MzMjKUlJSkgIAAq/vggoODtXr1aiUlJalr165W58tdv+7G7QAAABVBkYZizWazjh49qqNHjxaqvclksqmowjKZTBo5cqRmzZql2bNnWy1QPHv2bKWnp+vZZ5+1Omb06NFavXq1pk+fbrVA8VdffaX4+HiFhobKz8+vVOvGzfE0CgAAbGMym83mwjS82WO9bsaWkBQbG6vvvvtOkrRv3z7t2rVLQUFBatSokSSpc+fOGjlypKTrPXNBQUHau3evQkND1bZtW+3atUtxcXFq3769EhIS5OLiYnX+UaNGWR4pdv/99+v06dNas2aN3NzctG3bNjVuXPgQkZaWJk9PT6Wmplpm1ZaV/AKQURHsAACVVVGyRqGDXVkKDw/XypUrC9w/bNgwq0ecpaamKjo6WuvWrdOZM2fk7e2thx9+WFFRUXJ3d89zfE5OjhYvXqy3335bhw4dkpubm3r27Kk5c+aoYcOGRaqVYFc2CHYAgMqqwge7ioRgVzYIdgCAyqooWcPYi84BAABUIgQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBVLV3AUBhLNh00Or9xF6N7VQJAADlFz12AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQzIpFhXTjLNmCMHsWAFCZ0GMHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBVLV3AUBpWrDpYJ5tE3s1tkMlAACUPnrsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgmBWLSoeZsgAAo6LHDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMglmxgJgpCwAwBnrsAAAADIIeO6AA9OIBACoaeuwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZhiGDn7+8vk8mU7yskJCRP+8zMTM2aNUuBgYGqVq2a6tatq9GjR+vs2bNlXzwAAEAJMcw6dp6enpowYUKe7f7+/lbvc3Jy1K9fP23cuFEdO3bUgAEDlJycrNjYWH3zzTfavn27ateuXTZFAwAAlCDDBDsvLy9FR0ffst3KlSu1ceNGDRo0SO+//75MJpMkacmSJRo7dqyee+45vfXWW6VcLQAAQMkzmc1ms72LKK7cXrljx47dsm2nTp20bds2HTt2TH5+fpbtZrNZjRo10h9//KFz587JxcWlUNdOS0uTp6enUlNT5eHhYUv5NsvvyQgoezyNAgBQmoqSNQxxj510/b65FStW6IUXXtDixYv1ww8/5Glz5coV/fDDD2rSpIlVqJMkk8mkXr16KSMjQz/99FNZlQ0AAFBiDDMUe+bMGUVERFhta9++vT788EM1bNhQknT48GHl5OQoMDAw33Pkbk9OTlaXLl1Kt2AAAIASZohgFxERoS5duqhFixZyc3PTwYMHNX/+fL333nvq0aOH9u3bJ3d3d6Wmpkq6PtEiP7ndm7nt8pOZmanMzEzL+7S0tBL8JKiI8hsSZ3gWAGAPhhiKjYqKUvfu3XX77berevXqat26td59910NGTJEx48f19KlS0vsWjExMfL09LS8fHx8SuzcAAAAxWGIYFeQMWPGSJKSkpIk/V9PXUE9crm9bwX16EnStGnTlJqaanmdOHGiJEsGAACwmSGGYgtSq1YtSVJGRoYkqUGDBnJwcFBycnK+7XO3F3QPniQ5OzvL2dm5hCsFAAAoPkP32OXOjM1dDsXFxUUdOnTQgQMHdPz4cau2ZrNZmzZtkqurq9q1a1fWpQIAABRbhe+x++233+Tr66vq1avn2T5lyhRJ0qOPPmrZPnr0aG3fvl3Tpk2zWqD4rbfe0pEjRzR69OhCr2EHFIQJFQAAe6jwwW716tWaP3++unbtKj8/P7m6uurgwYP68ssvlZWVpWnTpqlr166W9sOGDdOaNWv04Ycf6ujRowoODtahQ4f08ccfKyAgQM8//7wdPw0AAIDtKnyw69atm3799Vft3r1b3377rS5duqRatWqpT58+GjdunEJDQ63aOzg46NNPP9XcuXP13nvvacGCBapRo4ZGjBih559/nufEAgCACssQjxSzJx4phsJiKBYAYItK+UgxAACAyq7CD8UCFcWNPaz04AEASho9dgAAAAZBsAMAADAIgh0AAIBBcI8dYCcsYgwAKGn02AEAABgEwQ4AAMAgGIoFyjmGbAEAhUWPHQAAgEEQ7AAAAAyCoVigHOH5vwCA4qDHDgAAwCAIdgAAAAZBsAMAADAI7rGrILj3CrfCsigAAHrsAAAADIIeO6ACogcXAJAfgh1gYAzPAkDlwlAsAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgWO4EqGRYAgUAjItgByBfhVkEmUAIAOULQ7EAAAAGQbADAAAwCIIdAACAQRDsAAAADILJEwAKNVECAFD+EewA2IylUwCgfCHYASh1BEAAKBvcYwcAAGAQ9NgBsAt68QCg5BHsAJQoJmIAgP0wFAsAAGAQBDsAAACDYCgWQLlRnPvuuGcPAOixAwAAMAx67ABUOEzQAID8EewAlGuEOAAoPIIdAMO6MRRyzx0Ao+MeOwAAAIOgxw5ApcHMWQBGR48dAACAQRDsAAAADIJgBwAAYBDcYwegUivscirciwegIiDYAUAFwgQQADdDsAOAQqBnD0BFQLADgBJUkgGQp24AKComTwAAABgEPXYAYAcl2RvHfXcActFjBwAAYBD02AEAboleQaBiINgBgAEx8QKonAh2AACbFCY80qsHlC2CHQCgwmBIGLg5gh0AoNSURRAj7AH/h2AHAChT9rr/jwCIyoBgBwDA39wYAAl/qEhMZrPZbO8iKrK0tDR5enoqNTVVHh4epXad8jbDrWPK23m2bfcdbYdKAKDsEfZQloqSNeixA1DugvqN9Rj1Hw2V5XMaUWGHdRn+RVkj2AEAUAIKO7JCKERpqtTB7scff1RUVJS+//57ZWVlqWXLlpo0aZIeeeQRe5cG2L0XLb/r/529e5duVZ9UejUWpqfNlt44e//MYT/FCYWFQSCsPCptsNu6davCwsJUrVo1/etf/5K7u7vWrVungQMH6sSJE5o8ebK9S7Sb8vbLpbSGqwrzOcvbd1GelOV3U5gQV1Ln5ecLIyrOfdqEwoqlUga7a9euadSoUXJwcFBiYqJat24tSZoxY4Y6dOigZ599Vg899JD8/PzsW2gFZ+svzdL6JY7ygfvKSh/fMUpSYUMhw8nlQ6UMdlu2bNHhw4cVERFhCXWS5OnpqWeffVbh4eFauXKlZsyYYb8iS4gtQ0Ylda3SOqa8KW89VxWtd7Us/w4U5lrl7e8xIQ0VBcPJ5UOlDHbx8fGSpNDQ0Dz7wsLCJEkJCQllWVKhlGVIK63z2jPIldYvdVuuXZq/nAkCAIyopJf9MmpQrJTBLjk5WZIUGBiYZ1+dOnXk5uZmaVOelbeeBRSevXv5yirs2fvvm72v/3fl7R9H5b33FyhtRr3vsFIGu9TUVEnXh17z4+HhYWlzo8zMTGVmZuY5V1paWglXae1KRroyLmfeumEl0PLAIpuOyyil6+d33sK0KYljbFWW14L9XclIz7OtMP8/ye84AFLM+l15tj3RvVGpXS83YxTmmRKVMtgVR0xMjGbOnJlnu4+Pjx2qAYDCWFzGxwGVz7NlcI2LFy8W2CmVq1IGu9wvpaBeubS0NN1222357ps2bZomTZpkeZ+Tk6P//ve/qlmzpkwmU8kX+//r8fHx0YkTJ0r1sWWwxvduP3z39sN3bx987/ZTEb57s9msixcvqm7durdsWymDXe69dcnJybr77rut9p05c0bp6enq0KFDvsc6OzvL2dnZapuXl1ep1HkjDw+PcvuXzsj43u2H795++O7tg+/dfsr7d3+rnrpcDqVcR7kUHBwsSYqLi8uzb+PGjVZtAAAAKopKGex69OihBg0a6IMPPtCePXss21NTU/XCCy/IyclJQ4cOtV+BAAAANqiUQ7FVq1ZVbGyswsLC1LVrV6tHih0/flwvv/yy/P397V2mhbOzs6KiovIMAaN08b3bD9+9/fDd2wffu/0Y7bs3mQszd9agduzYoaioKH3//ffKyspSy5YtNWnSJA0cONDepQEAABRZpQ52AAAARlIp77EDAAAwIoIdAACAQRDsyrEff/xRffr0kZeXl1xdXdWxY0etXbvW3mUZ1smTJ7Vw4UKFhobK19dXTk5OqlOnjgYMGKAffvjB3uVVSvPmzZPJZJLJZNL27dvtXY7hffLJJ+rVq5dq1qypatWqKSAgQIMGDdKJEyfsXZohmc1mffzxx+rWrZu8vb1VvXp1NWnSRGPGjNGRI0fsXZ4hrFq1SmPGjFG7du3k7Owsk8mkFStWFNg+LS1NkyZNkp+fn5ydneXv769nnnlG6ekV5/F63GNXTm3dulVhYWGqVq1avrN2J0+ebO8SDWfq1KmaN2+eGjZsqJCQENWuXVvJyclav369zGazPvjgAybWlKH//Oc/ateunapWraqMjAxt27ZNHTt2tHdZhmQ2m/X444/r7bffVsOGDRUWFiZ3d3edOnVKCQkJev/999W5c2d7l2k4kydP1vz58+Xt7a1+/frJw8NDe/fuVVxcnNzc3PT999+rRYsW9i6zQvP399fx48dVq1Ytubq66vjx41q+fLnCw8PztM3IyFDnzp21Z88ehYaGqk2bNtq9e7fi4uLUvn17JSYmqlq1amX/IYrKjHInKyvL3LBhQ7Ozs7N59+7dlu0XLlwwN27c2Ozk5GQ+duyY/Qo0qHXr1pnj4+PzbE9MTDQ7Ojqab7vtNvOVK1fsUFnlc/XqVXPbtm3N99xzj3nw4MFmSeZt27bZuyzDWrhwoVmSedy4ceZr167l2Z+VlWWHqozt9OnTZgcHB7Ofn5/5woULVvvmz59vlmSOiIiwU3XGsWnTJsvvy5iYGLMk8/Lly/NtO2PGDLMk85QpU6y2T5kyxSzJ/MILL5R2uSWCodhyaMuWLTp8+LAeffRRtW7d2rLd09NTzz77rK5evaqVK1far0CDevDBB/N94kiXLl3UrVs3nT9/Xvv27bNDZZXPnDlz9Msvv2jZsmWqUqWKvcsxtMuXL2vmzJlq0KCBXn311Xy/76pVK+WSp6Xq2LFjysnJUVBQUJ5HRf3jH/+QJJ07d84epRlKz5495efnd8t2ZrNZsbGxcnNz0/Tp0632TZ8+XW5uboqNjS2tMksUwa4cio+PlySFhobm2RcWFiZJSkhIKMuSKj1HR0dJ/IIrC7t27dKcOXMUFRWl5s2b27scw4uLi9P58+fVv39/ZWdn6+OPP9bcuXO1ZMkSHTp0yN7lGVZgYKCcnJyUlJSktLQ0q32ff/65pOtPSULZSE5O1qlTpxQUFCRXV1erfa6urgoKCtKRI0cqxP2m/JYqh5KTkyVd/w//RnXq1JGbm5ulDUpfSkqKNm/eLG9vb7Vs2dLe5RhaZmamhg4dqtatW+vf//63vcupFHbu3ClJqlKlilq1aqWDBw9a9jk4OGjixIl6+eWX7VWeYdWsWVNz587V5MmT1bRpU6t77LZs2aJx48YpMjLS3mVWGjf7vZu7fePGjUpOTpaPj09ZllZkBLtyKDU1VZLydM/n8vDwsLRB6crKytKQIUOUmZmpefPmMSxYymbMmKHk5GTt3LmT77qMnD17VpI0f/58tW3bVjt27FCzZs20e/dujR49Wq+88ooaNmyosWPH2rlS45k4caLq1aunkSNHasmSJZbtnTt31qOPPsoIQRkqzO/dv7crzxiKBQqQk5Oj8PBwJSYmatSoURoyZIi9SzK0bdu26eWXX9Zzzz3HTMAylJOTI0lycnLS+vXr1b59e7m5ualLly766KOP5ODgoFdeecXOVRrTrFmzNHjwYD377LM6ceKELl68qG+//VZXrlxRSEiINmzYYO8SUQER7Mqh3H8xFPQvg7S0tAL/VYGSkZOTo+HDh+uDDz7Q4MGDrf41jZJ37do1DRs2TK1atdLUqVPtXU6lkvv/knbt2qlu3bpW+1q0aKEGDRro8OHDunDhgh2qM67NmzcrKipKkZGRmjp1qurXry83Nzd17txZn332mRwdHVnWqgwV5vfu39uVZwS7cih3jD+/++jOnDmj9PT0Au8DQPHl5OQoIiJCK1eu1KBBg7RixQo5OPCfSmlKT09XcnKy9uzZIycnJ8uixCaTyTID/N5775XJZNL69evtW6zBNGnSRJLk5eWV7/7c7ZcvXy6jiiqHr776SpLUrVu3PPvq1Kmjpk2b6tChQxVqYdyK7Ga/d/++vSL87mUAvxwKDg5WTEyM4uLi9K9//ctq38aNGy1tUPJyQ927776rgQMH6r333uNerzLg7OysESNG5LsvMTFRycnJ+uc//6natWvL39+/bIszuNxg8euvv+bZl5WVpUOHDsnV1VW1a9cu69IM7erVq5IKXtLk3LlzcnBwsMzIR+kKDAxU3bp1lZSUpIyMDKuZsRkZGUpKSlJAQEC5nzghiQWKy6OsrCxzgwYNbrpA8dGjR+1Wn1FlZ2ebhw0bZpZkfvjhh1mUtZzI/ZmwQHHpCQ0NNUsyL1261Gr7rFmzzJLMgwcPtlNlxvXhhx+aJZnvvPPOPAsUv/nmm2ZJ5qCgIDtVZ0yVZYFiHilWTvFIsbIXHR2tmTNnys3NTU899VS+M9L69+9vtWg0Sl94eLhWrlzJI8VK0eHDh9WpUyedPXtW999/v5o2bardu3dry5Yt8vPz0/bt21WnTh17l2ko2dnZ6t69uxITE3X77bfrn//8p7y8vLRr1y5t2bJFLi4uio+PV4cOHexdaoUWGxur7777TpK0b98+7dq1S0FBQWrUqJGk6zOQR44cKel6z1xQUJD27t2r0NBQtW3bVrt27bI8UiwhIUEuLi52+yyFZu9kiYL98MMP5t69e5s9PDzMLi4u5g4dOphXr15t77IMK7dn6Gavgv6lh9JDj13ZSElJMYeHh5vr1KljdnR0NPv4+JifeOIJ8x9//GHv0gzrypUr5piYGHObNm3M1atXN1etWtVcr1498+DBg8379++3d3mGcKv/rw8bNsyq/YULF8wTJkww+/j4mB0dHc2+vr7myZMnm9PS0uzzAWxAjx0AAIBBMNUPAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2ACo1k8mkkJCQYp0jPDxcJpPJ8lqyZEnJFFfGOnbsaPU54uPj7V0SgCIi2AEwjGPHjlkFk/xe/v7+pXb9p556SlFRUWrXrp3Vdn9/f8v1//Of/+R7bHZ2turVq2dpd+zYMZtqePTRR2UymfThhx/etF1aWpqqV68uLy8vXb58WZI0cuRIRUVFKTg42KZrA7C/qvYuAABKWsOGDTV48OB893l5eZXadSdMmFBgcHRwuP7v6GXLlmn+/Pl59n/11Vc6deqUqlatqmvXrtlcw4gRI/Thhx9q2bJlGjRoUIHtPvzwQ12+fFnDhg2Ti4uLpOvBTpKio6OVkJBgcw0A7IdgB8BwGjVqpOjoaHuXYcXR0VFdu3bVqlWrNG/ePDk6OlrtX7ZsmTw9PXXXXXcpMTHR5ut0795dAQEB2rJli1JSUuTr65tvu2XLlkm6HgQBGAdDsQBwA7PZrIkTJ8pkMumxxx5TVlZWiZx3+PDhOnfunD777DOr7efOndPnn3+uQYMGWXrP8pOYmKi+ffuqVq1acnZ2VmBgoJ577jldunTJ0sZkMikiIkI5OTlavnx5vuf55ZdftGPHDrVq1SrPsDGAio1gBwB/k5WVpcGDB2vhwoWaMGGCVq1alad3zVYPPPCAbrvttjyB67333lNWVpaGDx9e4LFvvvmmQkJClJSUpPvvv1/jx49X/fr1NWfOHPXq1UtXr161tA0PD5eDg4NWrFghs9mc51y516e3DjAehmIBGM6hQ4cKHIrt2LGjevfune++9PR0DRgwQHFxcYqJidHUqVNLtC5nZ2c99thjWrJkic6cOaM6depIuj4s2rJlS7Vv3z7f4/bv36/x48erVatW+uabb1SzZk3Lvrlz52ratGlatGiRJk+eLEny8fFRaGiovv76a23ZskU9evSwtL927ZpWrVolZ2fnAu9DBFBx0WMHwHAOHz6smTNn5vv6+uuv8z3mzz//VPfu3fXNN99o2bJlJR7qcg0fPlzXrl3TypUrJUk//PCDfvnll5v21r311lu6du2aFi1aZBXqJOnf//63ateunWcWbG5vXO69dLk+//xz/fHHH+rXr59q1KhREh8JQDlCjx0AwwkLCyswwOXnjz/+UFBQkE6cOKFPPvlEffv2LbXa2rRpo9atW2v58uWaMmWKli1bJicnp5v2nm3fvl2StHHjRn3zzTd59js6Ouq3336z2tavXz/Vrl1bn3zyiVJTU+Xp6SmJSROA0RHsAFR6p0+fVlpamho1aqR77rmn1K83fPhwjR8/Xps3b9bq1astEyIK8t///leSNGfOnEJfw9HRUUOGDNH8+fP1wQcfaOzYsTpz5oy++uor+fr6qmfPnsX+HADKH4ZiAVR6rVu31jvvvKPDhw+rW7du+uOPP0r1eo899picnZ0VHh6utLS0W/aeeXh4SLq+qLDZbC7wdaPc877zzjuSrk/SuHbtmiIiIizr6gEwFv7LBgBJERERWr58uX777bdSD3c1atRQ//79dfLkSdWrV09hYWE3bZ/bi5g7JFtYzZs3V8eOHbVz5079/PPPWr58uWU5FADGRLADgP9v6NChWrFihQ4cOKCQkBCdOXOm1K41d+5cffLJJ1q/fv0te8/GjRunqlWr6sknn1RKSkqe/RcuXNDu3bvzPTa3127cuHH69ddf1bNnT/n5+RX/AwAol7jHDoDh3Gy5E0maOnWqqlWrlu++IUOGyMHBQcOGDVNISIi2bt0qb2/vEq/R39+/0M+tbdGihd544w2NHTtWTZo0UZ8+fdSwYUNdvHhRR44cUUJCgsLDw7VkyZI8xw4cOFATJkxQUlKSJCZNAEZHsANgOLnLnRRkwoQJBQY76fo9cA4ODhoyZIi6deumLVu2qG7duqVRaqGNGjVKrVu31vz585WYmKjPPvtMnp6e8vX11cSJEzVs2LB8j3N3d9cjjzyi5cuXW4aAARiXyZzfHbcAgEILDw/XypUrdfTo0UL3wpVn0dHRmjlzprZu3aqQkBB7lwOgCLjHDgBKSEBAgEwmU75DohVBx44dZTKZbtrbCaB8YygWAIqpf//+Vj117dq1s18xxTBy5Eirx60ZofcRqGwYigUAADAIhmIBAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEP8PB/k+mBbrlIYAAAAASUVORK5CYII=\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "PS.plot_energy_hist_1D()\n", "new_PS.plot_energy_hist_1D()" @@ -341,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "743d2a2c", "metadata": { "execution": { @@ -351,66 +255,7 @@ "shell.execute_reply": "2023-02-23T05:17:33.528656Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "===================================================\n", - " ENERGY STATS \n", - "===================================================\n", - "total number of particles in phase space: 311489\n", - "number of unique particle species: 3\n", - " 308280 gammas\n", - " mean energy: 1.91 MeV\n", - " median energy: 1.20 MeV\n", - " Energy spread IQR: 2.04 MeV\n", - " min energy 0.01 MeV\n", - " max energy 10.35 MeV\n", - " 2853 electrons\n", - " mean energy: 3.16 MeV\n", - " median energy: 3.39 MeV\n", - " Energy spread IQR: 2.95 MeV\n", - " min energy 0.02 MeV\n", - " max energy 9.44 MeV\n", - " 356 positrons\n", - " mean energy: 2.66 MeV\n", - " median energy: 2.39 MeV\n", - " Energy spread IQR: 2.39 MeV\n", - " min energy 0.08 MeV\n", - " max energy 8.46 MeV\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "===================================================\n", - " ENERGY STATS \n", - "===================================================\n", - "total number of particles in phase space: 154315\n", - "number of unique particle species: 3\n", - " 151106 gammas\n", - " mean energy: 1.91 MeV\n", - " median energy: 1.18 MeV\n", - " Energy spread IQR: 2.09 MeV\n", - " min energy 0.01 MeV\n", - " max energy 10.35 MeV\n", - " 2853 electrons\n", - " mean energy: 3.16 MeV\n", - " median energy: 3.39 MeV\n", - " Energy spread IQR: 2.95 MeV\n", - " min energy 0.01 MeV\n", - " max energy 9.44 MeV\n", - " 356 positrons\n", - " mean energy: 2.66 MeV\n", - " median energy: 2.38 MeV\n", - " Energy spread IQR: 2.40 MeV\n", - " min energy 0.08 MeV\n", - " max energy 8.46 MeV\n" - ] - } - ], + "outputs": [], "source": [ "PS.print_energy_stats()\n", "new_PS.print_energy_stats()" @@ -426,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "22fe8d6b", "metadata": { "execution": { @@ -436,28 +281,7 @@ "shell.execute_reply": "2023-02-23T05:17:36.543098Z" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "PS.plot_momentum_hist_1D()\n", "new_PS.plot_momentum_hist_1D()" From c9f1eb381b2e8abc380ea65d77794b4dec19d2bb Mon Sep 17 00:00:00 2001 From: unknown Date: Mon, 27 Feb 2023 11:34:20 +1100 Subject: [PATCH 09/10] all tests passing; ready for merge --- ParticlePhaseSpace/DataExporters.py | 8 +- ParticlePhaseSpace/_ParticlePhaseSpace.py | 3 +- examples/basic_example.ipynb | 210 ++++++++------ examples/grid_merge.ipynb | 310 ++++++++++++++++----- examples/new_data_exporter.ipynb | 48 ++-- examples/new_data_loader.ipynb | 28 +- examples/resampling_via_gaussian_kde.ipynb | 162 +++++------ examples/units.ipynb | 136 ++++----- tests/test_ParticlePhaseSpace.py | 6 +- tests/test_unit_conversions.py | 12 +- 10 files changed, 563 insertions(+), 360 deletions(-) diff --git a/ParticlePhaseSpace/DataExporters.py b/ParticlePhaseSpace/DataExporters.py index fb6f6e3..57d3b05 100644 --- a/ParticlePhaseSpace/DataExporters.py +++ b/ParticlePhaseSpace/DataExporters.py @@ -129,7 +129,7 @@ def _export_data(self): """ if 'windows' in platform.system().lower(): - raise Exception('to generate a valid file, please use a unix-based system') + warnings.warn('to generate a valid file, please use a unix-based system') print('generating topas data file') self._generate_topas_header_file() @@ -194,19 +194,19 @@ def _generate_topas_header_file(self): for particle in self._PS._unique_particles: if particle_cfg.particle_properties[particle]['name'] == 'electrons': electron_PS = self._PS('electrons') - electron_PS.fill_kinetic_E() + electron_PS.fill.kinetic_E() particle_number_string.append('Number of e-: ' + str(len(electron_PS.ps_data['x [mm]'])) ) minimum_Ek_string.append('Minimum Kinetic Energy of e-: ' + str(min(electron_PS.ps_data['Ek [MeV]'])) + ' MeV') maximum_Ek_string.append('Maximum Kinetic Energy of e-: ' + str(max(electron_PS.ps_data['Ek [MeV]'])) + ' MeV') elif particle_cfg.particle_properties[particle]['name'] == 'positrons': positron_PS = self._PS('positrons') - positron_PS.fill_kinetic_E() + positron_PS.fill.kinetic_E() particle_number_string.append('Number of e+: ' + str(len(positron_PS.ps_data['x [mm]']))) minimum_Ek_string.append('Minimum Kinetic Energy of e+: ' + str(min(positron_PS.ps_data['Ek [MeV]'])) + ' MeV') maximum_Ek_string.append('Maximum Kinetic Energy of e+: ' + str(max(positron_PS.ps_data['Ek [MeV]'])) + ' MeV') elif particle_cfg.particle_properties[particle]['name'] == 'gammas': gamma_PS = self._PS('gammas') - gamma_PS.fill_kinetic_E() + gamma_PS.fill.kinetic_E() particle_number_string.append('Number of gamma: ' + str(len(gamma_PS.ps_data['x [mm]']))) minimum_Ek_string.append('Minimum Kinetic Energy of gamma: ' + str(min(gamma_PS.ps_data['Ek [MeV]'])) + ' MeV') maximum_Ek_string.append('Maximum Kinetic Energy of gamma: ' + str(max(gamma_PS.ps_data['Ek [MeV]'])) + ' MeV') diff --git a/ParticlePhaseSpace/_ParticlePhaseSpace.py b/ParticlePhaseSpace/_ParticlePhaseSpace.py index f674a75..91e28d9 100644 --- a/ParticlePhaseSpace/_ParticlePhaseSpace.py +++ b/ParticlePhaseSpace/_ParticlePhaseSpace.py @@ -16,6 +16,7 @@ from ParticlePhaseSpace import DataLoaders from ParticlePhaseSpace import UnitSet, ParticlePhaseSpaceUnits from abc import ABC +from numba import njit # from ._PS_public_methods import _Plots, _Fill_Methods @@ -53,6 +54,7 @@ def get_methods(self): continue print(attribute) + class _Plots(_PhaseSpace_MethodHolder): def energy_hist_1D(self, n_bins: int = 100, grid: bool = False): # pragma: no cover @@ -636,7 +638,6 @@ def direction_cosines(self): self._PS._check_ps_data_format() - class PhaseSpace: """ This class holds phase space data in a pandas dataframe, and allowed users to utilise common libraries for diff --git a/examples/basic_example.ipynb b/examples/basic_example.ipynb index 1912468..9d87aa7 100644 --- a/examples/basic_example.ipynb +++ b/examples/basic_example.ipynb @@ -18,10 +18,10 @@ "id": "7df5e910", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:26.647663Z", - "iopub.status.busy": "2023-02-22T06:47:26.647173Z", - "iopub.status.idle": "2023-02-22T06:47:27.499240Z", - "shell.execute_reply": "2023-02-22T06:47:27.498634Z" + "iopub.execute_input": "2023-02-26T23:26:38.571258Z", + "iopub.status.busy": "2023-02-26T23:26:38.570261Z", + "iopub.status.idle": "2023-02-26T23:26:40.099868Z", + "shell.execute_reply": "2023-02-26T23:26:40.098862Z" } }, "outputs": [], @@ -50,10 +50,10 @@ "id": "2f20d140", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:27.501606Z", - "iopub.status.busy": "2023-02-22T06:47:27.501387Z", - "iopub.status.idle": "2023-02-22T06:47:27.519424Z", - "shell.execute_reply": "2023-02-22T06:47:27.518805Z" + "iopub.execute_input": "2023-02-26T23:26:40.102863Z", + "iopub.status.busy": "2023-02-26T23:26:40.102363Z", + "iopub.status.idle": "2023-02-26T23:26:40.130864Z", + "shell.execute_reply": "2023-02-26T23:26:40.129863Z" } }, "outputs": [], @@ -75,10 +75,10 @@ "id": "a6f38cc4", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:27.522734Z", - "iopub.status.busy": "2023-02-22T06:47:27.522517Z", - "iopub.status.idle": "2023-02-22T06:47:27.538817Z", - "shell.execute_reply": "2023-02-22T06:47:27.538036Z" + "iopub.execute_input": "2023-02-26T23:26:40.133862Z", + "iopub.status.busy": "2023-02-26T23:26:40.133363Z", + "iopub.status.idle": "2023-02-26T23:26:40.162362Z", + "shell.execute_reply": "2023-02-26T23:26:40.160862Z" } }, "outputs": [ @@ -226,10 +226,10 @@ "id": "c0e56dc7", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:27.541977Z", - "iopub.status.busy": "2023-02-22T06:47:27.541733Z", - "iopub.status.idle": "2023-02-22T06:47:27.569775Z", - "shell.execute_reply": "2023-02-22T06:47:27.569242Z" + "iopub.execute_input": "2023-02-26T23:26:40.165361Z", + "iopub.status.busy": "2023-02-26T23:26:40.164862Z", + "iopub.status.idle": "2023-02-26T23:26:40.208363Z", + "shell.execute_reply": "2023-02-26T23:26:40.207362Z" } }, "outputs": [ @@ -401,7 +401,14 @@ "cell_type": "code", "execution_count": 5, "id": "cfa91e0a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-26T23:26:40.211363Z", + "iopub.status.busy": "2023-02-26T23:26:40.210863Z", + "iopub.status.idle": "2023-02-26T23:26:40.223863Z", + "shell.execute_reply": "2023-02-26T23:26:40.222862Z" + } + }, "outputs": [ { "name": "stdout", @@ -433,7 +440,14 @@ "cell_type": "code", "execution_count": 6, "id": "541017c6", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-26T23:26:40.226364Z", + "iopub.status.busy": "2023-02-26T23:26:40.226364Z", + "iopub.status.idle": "2023-02-26T23:26:40.239362Z", + "shell.execute_reply": "2023-02-26T23:26:40.238363Z" + } + }, "outputs": [], "source": [ "Ek = PS.ps_data['Ek [MeV]']" @@ -451,7 +465,14 @@ "cell_type": "code", "execution_count": 7, "id": "262f7081", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-26T23:26:40.242364Z", + "iopub.status.busy": "2023-02-26T23:26:40.241864Z", + "iopub.status.idle": "2023-02-26T23:26:40.254863Z", + "shell.execute_reply": "2023-02-26T23:26:40.253863Z" + } + }, "outputs": [], "source": [ "Ek = PS.ps_data[PS.columns['Ek']]" @@ -482,10 +503,10 @@ "id": "6d948dbc", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:27.572703Z", - "iopub.status.busy": "2023-02-22T06:47:27.572549Z", - "iopub.status.idle": "2023-02-22T06:47:27.604685Z", - "shell.execute_reply": "2023-02-22T06:47:27.604162Z" + "iopub.execute_input": "2023-02-26T23:26:40.257363Z", + "iopub.status.busy": "2023-02-26T23:26:40.257363Z", + "iopub.status.idle": "2023-02-26T23:26:40.301365Z", + "shell.execute_reply": "2023-02-26T23:26:40.300364Z" } }, "outputs": [ @@ -634,10 +655,10 @@ "id": "a286ebe0", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:27.607603Z", - "iopub.status.busy": "2023-02-22T06:47:27.607451Z", - "iopub.status.idle": "2023-02-22T06:47:28.601057Z", - "shell.execute_reply": "2023-02-22T06:47:28.600413Z" + "iopub.execute_input": "2023-02-26T23:26:40.303861Z", + "iopub.status.busy": "2023-02-26T23:26:40.303861Z", + "iopub.status.idle": "2023-02-26T23:26:41.416865Z", + "shell.execute_reply": "2023-02-26T23:26:41.416362Z" } }, "outputs": [ @@ -690,16 +711,16 @@ "id": "89f08427", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:28.603828Z", - "iopub.status.busy": "2023-02-22T06:47:28.603674Z", - "iopub.status.idle": "2023-02-22T06:47:29.120517Z", - "shell.execute_reply": "2023-02-22T06:47:29.119655Z" + "iopub.execute_input": "2023-02-26T23:26:41.422366Z", + "iopub.status.busy": "2023-02-26T23:26:41.421367Z", + "iopub.status.idle": "2023-02-26T23:26:42.114863Z", + "shell.execute_reply": "2023-02-26T23:26:42.113863Z" } }, "outputs": [ { "data": { - 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\n", 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q1arasWOHXn31Vc2fP1+xsbGSpPDwcP3000/asGGDtm3bJrPZrD59+igrK0uS9MQTTygzM1OJiYnat2+f5s2bJzc3tzzX6NSpkxYuXCgPDw+dPn1ap0+f1tNPP23Z//LLL+uuu+7S7t27NX36dO3cuVOPPPKI/vWvf2nfvn2Kjo7W9OnTtWLFCqvzvvLKK2rXrp12796tcePGaezYsTpw4IAk6bXXXtOGDRu0du1aHThwQO+//778/f1L50v8G4ZiAQCA3fj4+GjBggUymUxq0qSJ9u3bpwULFigkJEQbNmxQUlKSOnXqJEl6//335ePjo/Xr1+vhhx9WSkqKBgwYoJYtW0qSGjRokO81nJyc5OnpKZPJlO/wbPfu3TV58mTL+8cee0w9evTQ9OnTJUmNGzfW/v379dJLLyk8PNzSrk+fPho37vrw85QpU7RgwQJt3bpVTZo0UUpKigIDA9W5c2eZTCb5+fmVyPd1K/TYAQAAu+nYsaNMJpPl/b333qvk5GTt379fVatW1T333GPZV7NmTTVp0kS//vqrJGn8+PF6/vnnFRQUpKioKP3888821dCuXTur97/++quCgoKstgUFBSk5OVnZ2dmWba1atbL8OTc0nj17VtL13sY9e/aoSZMmGj9+vOLi4myqragIdgAAoEIaOXKkjhw5oiFDhmjfvn1q166dFi1aVOTzuLq62nR9R0dHq/cmk0k5OTmSpLZt2+ro0aOaPXu2Ll++rEceeUQPPfSQTdcpCoIdAACwmx9++MHq/fbt2xUYGKjmzZvr2rVrVvv/+usvHThwQM2bN7ds8/Hx0eOPP66PP/5YkydP1tKlS/O9jpOTk1Vv2800a9ZMSUlJVtuSkpLUuHFjValSpbAfTR4eHho4cKCWLl2qNWvWaN26dfrvf/9b6ONtwT12AADAblJSUjRp0iSNGTNGu3bt0qJFi/TKK68oMDBQ/fr106hRo/TWW2/J3d1dU6dOVb169dSvXz9J0oQJE3TfffepcePGOn/+vLZu3apmzZrlex1/f3+lp6frm2++0V133aXq1aurevXq+badPHmy2rdvr9mzZ2vgwIHatm2bFi9erDfeKPzyMfPnz5e3t7fatGkjBwcHffTRR6pTp06pr6VHjx0AALCboUOH6vLly+rQoYOeeOIJPfXUU5YlR5YvX667775b//jHP3TvvffKbDbryy+/tAyBZmdn64knnlCzZs3Uu3dvNW7cuMDw1alTJz3++OMaOHCgateurRdffLHAmtq2bau1a9dq9erVatGihWbMmKFZs2ZZTZy4FXd3d7344otq166d2rdvr2PHjunLL7+Ug0PpRi+TOXexGNgkLS1Nnp6eSk1NlYeHh73L0YJNB206bmKvxiVcCQCgLFy5ckVHjx5VQECAqlWrZu9yiiQkJEStW7fWwoUL7V2K3d3s51iUrFHueuxOnjyphQsXKjQ0VL6+vpaVowcMGJBnHD5XWlqaJk2aJD8/P8tCgs8884zS09PzbZ+Tk6NFixapZcuWcnFxUe3atTVo0CAdOXKkND8aAABAqSp3wW7RokWaOHGijhw5otDQUE2ePFmdO3fWp59+qk6dOmnNmjVW7TMyMhQcHKwFCxaoadOmmjhxopo0aaKXX35Z3bt315UrV/JcY8yYMRo/frzMZrPGjx+v3r176+OPP1b79u2tVrQGAACoSMrd5IkOHTooPj5ewcHBVtu//fZb9ejRQ2PHjlX//v3l7OwsSXrxxRe1Z88eTZkyRXPnzrW0nzp1qubNm6cFCxZo2rRplu1bt25VbGysunbtqk2bNlmeB/foo4+qT58+ioyM1MaNG8vgkwIAULnFx8fbuwTDKXc9dg8++GCeUCdJXbp0Ubdu3XT+/Hnt27dPkmQ2mxUbGys3NzfL6tC5pk+fLjc3N8tjSXLlToOePXu21UN+77vvPoWEhCguLk4pKSkl/bEAAABKXbkLdjeTOwumatXrHY3Jyck6deqUgoKC8iwu6OrqqqCgIB05ckQnTpywbI+Pj7fsu1FYWJgkKSEhobQ+AgAAQKmpMMEuJSVFmzdvlre3t+WZcLn3wwUGBuZ7TO723HYZGRk6ffq0AgIC8l1g8Mb2+cnMzFRaWprVCwAAe2ORi4qtpH5+FSLYZWVlaciQIcrMzNS8efMsoSw1NVWS5Onpme9xuVOCc9sVtX1+YmJi5OnpaXn5+PjY8IkAACgZuaNZly5dsnMlKI7cn9+NjykrqnI3eeJGOTk5Cg8PV2JiokaNGqUhQ4bYtZ5p06Zp0qRJlvdpaWmEOwCA3VSpUkVeXl6Wh89Xr15dJpPJzlWhsMxmsy5duqSzZ8/Ky8urSI8sy0+5DnY5OTkaPny4PvjgAw0ePFhLliyx2p/b81ZQD1vuMGluu6K2z4+zs7NlRi4AAOVBnTp1JMkS7lDxeHl5WX6OxVFug11OTo4iIiL07rvvatCgQVqxYkWex3Dc6p64G+/Bc3V1lbe3t44ePars7Ow8qfhW9+wBAFAemUwmeXt76/bbb1dWVpa9y0EROTo6FrunLle5DHZ/D3UDBw7Ue++9V+Bkh7p16yopKUkZGRlWM2MzMjKUlJSkgIAAq6HS4OBgrV69WklJSeratavV+XLXr7txOwAAFUGVKlVKLCCgYip3kydyh1/fffddPfzww1q1alWBf0lNJpNGjhyp9PR0zZ4922rf7NmzlZ6erlGjRlltz32w8PTp03X16lXL9q+++krx8fEKDQ2Vn59fCX8qAACA0mcyl7P50dHR0Zo5c6bc3Nz01FNPWdas+7v+/furdevWkq73zAUFBWnv3r0KDQ1V27ZttWvXLsXFxal9+/ZKSEiQi4uL1fGjRo1SbGys7rzzTt1///06ffq01qxZIzc3N23btk2NGzcudL1FeTBvWViw6aBNx03sVfjPDAAAyk5Rska5G4o9duyYJCk9PV1z5szJt42/v78l2Lm6uiohIUHR0dFat26dtm7dKm9vb02ePFlRUVF5Qp0kvfXWW2rZsqXefvttvfrqq3Jzc9MDDzygOXPmqGHDhqX10QAAAEpVueuxq2josQMAAKWpKFmj3N1jBwAAANsQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyiqr0LQPmwYNPBPNsm9mpsh0oAAICt6LEDAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQVS1dwEovxZsOphn28Reje1QCQAAKAx67AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYRLkMdqtWrdKYMWPUrl07OTs7y2QyacWKFfm2jY6OlslkKvB17NixfI/buHGjgoOD5e7uLg8PD3Xr1k3ffPNN6X0oAACAUlbV3gXk57nnntPx48dVq1YteXt76/jx47c8ZtiwYfL398+z3cvLK8+2VatWaciQIapdu7bCw8MlSWvWrFGvXr20du1aPfTQQ8X8BAAAAGWvXAa72NhYBQYGys/PT3PnztW0adNueUx4eLhCQkJu2e78+fN68sknVatWLe3atUv169eXJE2ZMkVt2rTR2LFjFRYWJnd39+J+DAAAgDJVLodie/bsKT8/v1I590cffaQLFy7oySeftIQ6Sapfv74iIyP1559/6pNPPimVawMAAJSmchnsbJGYmKh58+bppZde0vr165Wenp5vu/j4eElSaGhonn1hYWGSpISEhFKrEwAAoLSUy6FYW0RFRVm99/Ly0quvvqqhQ4dabU9OTpYkBQYG5jlH7rbcNvnJzMxUZmam5X1aWprNNQMAAJSkCt9jd9ddd2nZsmU6cuSILl++rKNHj2rRokUymUwKDw/Xhg0brNqnpqZKkjw9PfOcy8PDw6pNfmJiYuTp6Wl5+fj4lOCnAQAAsF2FD3YPPPCAIiIiFBAQoGrVqsnf31+RkZH66KOPJF2fYVuSpk2bptTUVMvrxIkTJXp+AAAAWxlmKPZGPXr0UMOGDbVv3z6lpaVZeuNye+pSU1NVs2ZNq2Nyh1Xz683L5ezsLGdn51KqGgAAwHYVvsfuZmrVqiVJunTpkmXbze6ju9n9dwAAAOWdTcHuxIkT2rJli1VgysnJ0bx58xQUFKSePXvqiy++KLEibZGRkaFffvlFrq6uloAnScHBwZKkuLi4PMds3LjRqg0AAEBFYlOwmz59uh5++GE5Ojpats2ZM0fTpk3Ttm3btGXLFvXv318//vhjiRWan4sXL+rgwYN5tl++fFmjRo3SxYsX9cgjj6hq1f8bcX7kkUfk6empRYsW6ffff7ds//3337V48WLVqlVLDzzwQKnWDQAAUBpsuscuKSlJPXv2tAQ7s9msxYsXq2nTpoqLi9OZM2fUs2dPvfTSS1q7dm2Rzx8bG6vvvvtOkrRv3z7Lttw16Dp37qyRI0fqr7/+UtOmTdW+fXs1a9ZMderU0R9//KHNmzfr999/V8uWLfXSSy9Znfu2227T4sWLNWTIELVt21YDBw6UdP2RYn/99ZfWrFnDUycAAECFZFOwO3v2rNWTIfbs2aNz584pOjpa9evXV/369dW/f3+bF/r97rvvtHLlSqttSUlJSkpKsrwfOXKkatSooXHjxmnHjh368ssvdf78ebm4uKhZs2YaP368IiMj5eLikuf8gwcPVq1atfTCCy9o+fLlMplMuvvuu/Xcc8+pZ8+eNtUMAABgbzYFu5ycHOXk5Fjex8fHy2QyqXv37pZt9erV05kzZ2wqasWKFVqxYsUt23l4eGjx4sU2XaN3797q3bu3TccCAACURzbdY+fr66sdO3ZY3q9fv17e3t5q0qSJZduZM2fk5eVV7AIBAABQODYFuwEDBigpKUkPPfSQBg8erO+++04DBgywarN//341aNCgRIoEAADArdk0FPv0008rLi5OH3/8sSSpVatWio6Otuw/fvy4duzYoalTp5ZIkSg/FmzKOwt5Yq/GdqgEAADcyKZg5+Hhoe3bt+s///mPJKlZs2aqUqWKVZuPP/5Y7dq1K36FAAAAKBSbgl1KSoq8vLzUokWLfPf7+fmpRo0aOn/+fLGKAwAAQOHZdI9dQECAFi5ceNM2r732mgICAmw5PQAAAGxgU7Azm80l0gYAAAAlx6ZgVxi///47T3AAAAAoQ4W+x27WrFlW73Mf73Wj7OxsnThxQqtXr1bHjh2LVRwAAAAKz2Qu5Jipg8P/de6ZTKZbDrXWrVtXn3zyidq3b1+8Csu5tLQ0eXp6KjU1VR4eHvYuJ9/lSOyBJVAAACgZRckahe6x27p1q6Tr9851795d4eHhGjZsWJ52VapUUY0aNdS0aVOrMAgAAIDSVehgFxwcbPlzVFSUunXrpq5du5ZKUQAAACg6m9axi4qKKuk6AAAAUEw2BbtcZ86c0c6dO3XhwgVlZ2fn22bo0KHFuQQAAAAKyaZgd+XKFY0aNUqrV69WTk5Ovm3MZrNMJhPBDgAAoIzYFOymTp2q999/X40bN9agQYNUv359Va1arM4/AAAAFJNNaWzt2rVq3ry5du7cKWdn55KuCQAAADawaT2SCxcuqHfv3oQ6AACAcsSmYNekSRP98ccfJV0LAAAAisGmYPfMM8/o008/1aFDh0q6HgAAANjIpnvs6tevr7CwMHXo0EETJkxQ27ZtC3zEBYsYAwAAlA2bgl1ISIjlebHR0dEymUwFti1ofTsAAACULJuC3YwZM24a5gAAAFD2bAp20dHRJVwGAAAAisumyRMAAAAofwh2AAAABmHTUKyDg0Oh7rEzmUy6du2aLZcAAABAEdkU7Lp27ZpvsEtNTVVycrIyMjJ01113ycvLq7j1AQAAoJBsCnbx8fEF7rt06ZKmTp2qr7/+Wps2bbK1LgAAABSRyWw2m0vjxO3bt1eLFi20fPny0jh9uZGWliZPT0+lpqYWuEhzaVmw6WCZXq8oJvZqbO8SAAAwhKJkjVKbPNGlSxd98cUXpXV6AAAA3KDUgt25c+eUnp5eWqcHAADADUo82OXk5Oi9997TmjVr1Lp165I+PQAAAApg0+SJBg0a5Lv92rVrOnv2rLKysuTo6KiYmJhiFQcAAIDCsynY5eTk5LvciaOjo1q0aKH27dsrMjJSd955Z7ELBAAAQOHYFOyOHTtWwmUAAACguHikGAAAgEHY1GP3dydPntSePXuUlpYmDw8PtW7dWvXq1SuJ2gAAAFAENge7Q4cOaezYsdqyZUuefT169NAbb7yhRo0aFas4VFz5LZ7MosUAAJQum4LdiRMn1LlzZ509e1ZNmzZV165d5e3trTNnzigxMVGbN29Wly5dtGPHDvn4+JR0zQAAAMiHTcFu5syZOnv2rN544w2NGTMmzwzZt956S2PHjtWsWbO0dOnSEikUAAAAN2dTsNu4caP69u2rxx9/PN/9Y8aM0ZdffqmvvvqqWMUBAACg8GyaFXv27Fm1aNHipm1atGihc+fO2VQUAAAAis6mYFe7dm3t37//pm3279+v2rVr21QUAAAAis6mYBcWFqYNGzbonXfeyXf/smXL9Nlnn6l3797FKg4AAACFZzKbzeaiHpSSkqJ27drpr7/+UvPmzRUcHKw77rhDf/zxhxITE/XLL7+oVq1a+umnnww/KzYtLU2enp5KTU2Vh4dHmV47vyVFyjOWOwEAoOiKkjVsmjzh6+urpKQkjRkzRvHx8frll1+s9nfr1k1vvvmm4UMdAABAeWLzAsWBgYHasmWLTpw4kefJEwQ6AACAslfsR4r5+PgQ5AAAAMoBmyZP/P7779qwYYMuXLiQ7/7z589rw4YNOnnyZHFqAwAAQBHYFOyef/55RUREyMXFJd/91atX1/DhwxUTE1Os4gAAAFB4NgW7LVu2KDQ0VM7Ozvnud3Z2VmhoqDZv3lys4gAAAFB4NgW7kydPyt/f/6Zt/Pz8GIoFAAAoQzYFOycnJ6Wlpd20TVpamkwmk01FAQAAoOhsCnYtW7bUZ599pszMzHz3X7lyRRs2bFDLli2LVRwAAAAKz6ZgFxERod9//13//Oc/deTIEat9hw8fVr9+/XTq1CmNHDmyRIoEAADArdm0jl1ERIS+/PJLrVu3Tk2bNlVAQIDq1aunkydP6ujRo7p27ZoGDhyoiIiIkq4XAAAABbCpx06S1q5dq9dee02NGjVScnKy4uPjlZycrMaNG+v111/Xhx9+WJJ1AgAA4BZsfvKEyWRSZGSkIiMjlZGRodTUVHl6esrV1bUk6wMAAEAhFfuRYpLk6upKoMMtLdh0MM+2ib0a26ESAACMyeahWAAAAJQvBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMIhyGexWrVqlMWPGqF27dnJ2dpbJZNKKFSsKbJ+WlqZJkybJz89Pzs7O8vf31zPPPKP09PR82+fk5GjRokVq2bKlXFxcVLt2bQ0aNCjP49EAAAAqkkKvYzd8+PAin9xkMumdd94p8nHPPfecjh8/rlq1asnb21vHjx8vsG1GRoaCg4O1Z88ehYaGatCgQdq9e7defvllJSQkKDExUdWqVbM6ZsyYMYqNjdWdd96p8ePH69SpU1q7dq3i4uK0fft2BQYGFrlm2Ia17QAAKDmFDnY36zG7kclkktlstjnYxcbGKjAwUH5+fpo7d66mTZtWYNsXX3xRe/bs0ZQpUzR37lzL9qlTp2revHlasGCB1fFbt25VbGysunbtqk2bNsnJyUmS9Oijj6pPnz6KjIzUxo0bi1wzAACAvRU62G3btq1Q7Q4dOqTo6GgdPnzY5qJ69uxZqHZms1mxsbFyc3PT9OnTrfZNnz5dr7/+umJjY62C3dKlSyVJs2fPtoQ6SbrvvvsUEhKiuLg4paSkyNfX1+b6AQAA7KHQwe6ee+656f4///xTM2fO1NKlS3X16lV17txZ8+bNK3aBN5OcnKxTp04pLCwszyPNXF1dFRQUpI0bN+rEiRPy8fGRJMXHx1v23SgsLEzx8fFKSEjQkCFDSrV2AACAklbsyROXLl3SrFmz1LBhQ73++usKDAzUp59+qsTERN17770lUWOBkpOTJanAe+Jyt+e2y8jI0OnTpxUQEKAqVarcsn1+MjMzlZaWZvUCAAAoD2wOdtnZ2XrjjTfUsGFDRUdHy9PTU++884727t2rvn37lmSNBUpNTZUkeXp65rvfw8PDql1R2+cnJiZGnp6ellduTyAAAIC92RTsPvroIzVv3lxPPvmkMjMzNXfuXB08eFARERFycCiXK6iUmGnTpik1NdXyOnHihL1LAgAAkFSEe+yk6/enTZkyRT/99JOcnJw0efJkPfvss/Ly8iql8m4ut+etoB623GHS3HZFbZ8fZ2dnOTs721YwAABAKSp0sLvvvvsUFxcnBwcHDRs2TLNmzVL9+vVLs7ZbutU9cTfeg+fq6ipvb28dPXpU2dnZee6zu9U9ewAAAOVZoYPdxo0bZTKZ5OvrqzNnzmj06NG3PMZkMumLL74oVoE3ExgYqLp16yopKUkZGRlWM2MzMjKUlJSkgIAAq/vggoODtXr1aiUlJalr165W58tdv+7G7QAAABVBkYZizWazjh49qqNHjxaqvclksqmowjKZTBo5cqRmzZql2bNnWy1QPHv2bKWnp+vZZ5+1Omb06NFavXq1pk+fbrVA8VdffaX4+HiFhobKz8+vVOvGzfE0CgAAbGMym83mwjS82WO9bsaWkBQbG6vvvvtOkrRv3z7t2rVLQUFBatSokSSpc+fOGjlypKTrPXNBQUHau3evQkND1bZtW+3atUtxcXFq3769EhIS5OLiYnX+UaNGWR4pdv/99+v06dNas2aN3NzctG3bNjVuXPgQkZaWJk9PT6Wmplpm1ZaV/AKQURHsAACVVVGyRqGDXVkKDw/XypUrC9w/bNgwq0ecpaamKjo6WuvWrdOZM2fk7e2thx9+WFFRUXJ3d89zfE5OjhYvXqy3335bhw4dkpubm3r27Kk5c+aoYcOGRaqVYFc2CHYAgMqqwge7ioRgVzYIdgCAyqooWcPYi84BAABUIgQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBVLV3AUBhLNh00Or9xF6N7VQJAADlFz12AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQzIpFhXTjLNmCMHsWAFCZ0GMHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBVLV3AUBpWrDpYJ5tE3s1tkMlAACUPnrsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgmBWLSoeZsgAAo6LHDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMglmxgJgpCwAwBnrsAAAADIIeO6AA9OIBACoaeuwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZhiGDn7+8vk8mU7yskJCRP+8zMTM2aNUuBgYGqVq2a6tatq9GjR+vs2bNlXzwAAEAJMcw6dp6enpowYUKe7f7+/lbvc3Jy1K9fP23cuFEdO3bUgAEDlJycrNjYWH3zzTfavn27ateuXTZFAwAAlCDDBDsvLy9FR0ffst3KlSu1ceNGDRo0SO+//75MJpMkacmSJRo7dqyee+45vfXWW6VcLQAAQMkzmc1ms72LKK7cXrljx47dsm2nTp20bds2HTt2TH5+fpbtZrNZjRo10h9//KFz587JxcWlUNdOS0uTp6enUlNT5eHhYUv5NsvvyQgoezyNAgBQmoqSNQxxj510/b65FStW6IUXXtDixYv1ww8/5Glz5coV/fDDD2rSpIlVqJMkk8mkXr16KSMjQz/99FNZlQ0AAFBiDDMUe+bMGUVERFhta9++vT788EM1bNhQknT48GHl5OQoMDAw33Pkbk9OTlaXLl1Kt2AAAIASZohgFxERoS5duqhFixZyc3PTwYMHNX/+fL333nvq0aOH9u3bJ3d3d6Wmpkq6PtEiP7ndm7nt8pOZmanMzEzL+7S0tBL8JKiI8hsSZ3gWAGAPhhiKjYqKUvfu3XX77berevXqat26td59910NGTJEx48f19KlS0vsWjExMfL09LS8fHx8SuzcAAAAxWGIYFeQMWPGSJKSkpIk/V9PXUE9crm9bwX16EnStGnTlJqaanmdOHGiJEsGAACwmSGGYgtSq1YtSVJGRoYkqUGDBnJwcFBycnK+7XO3F3QPniQ5OzvL2dm5hCsFAAAoPkP32OXOjM1dDsXFxUUdOnTQgQMHdPz4cau2ZrNZmzZtkqurq9q1a1fWpQIAABRbhe+x++233+Tr66vq1avn2T5lyhRJ0qOPPmrZPnr0aG3fvl3Tpk2zWqD4rbfe0pEjRzR69OhCr2EHFIQJFQAAe6jwwW716tWaP3++unbtKj8/P7m6uurgwYP68ssvlZWVpWnTpqlr166W9sOGDdOaNWv04Ycf6ujRowoODtahQ4f08ccfKyAgQM8//7wdPw0AAIDtKnyw69atm3799Vft3r1b3377rS5duqRatWqpT58+GjdunEJDQ63aOzg46NNPP9XcuXP13nvvacGCBapRo4ZGjBih559/nufEAgCACssQjxSzJx4phsJiKBYAYItK+UgxAACAyq7CD8UCFcWNPaz04AEASho9dgAAAAZBsAMAADAIgh0AAIBBcI8dYCcsYgwAKGn02AEAABgEwQ4AAMAgGIoFyjmGbAEAhUWPHQAAgEEQ7AAAAAyCoVigHOH5vwCA4qDHDgAAwCAIdgAAAAZBsAMAADAI7rGrILj3CrfCsigAAHrsAAAADIIeO6ACogcXAJAfgh1gYAzPAkDlwlAsAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgWO4EqGRYAgUAjItgByBfhVkEmUAIAOULQ7EAAAAGQbADAAAwCIIdAACAQRDsAAAADILJEwAKNVECAFD+EewA2IylUwCgfCHYASh1BEAAKBvcYwcAAGAQ9NgBsAt68QCg5BHsAJQoJmIAgP0wFAsAAGAQBDsAAACDYCgWQLlRnPvuuGcPAOixAwAAMAx67ABUOEzQAID8EewAlGuEOAAoPIIdAMO6MRRyzx0Ao+MeOwAAAIOgxw5ApcHMWQBGR48dAACAQRDsAAAADIJgBwAAYBDcYwegUivscirciwegIiDYAUAFwgQQADdDsAOAQqBnD0BFQLADgBJUkgGQp24AKComTwAAABgEPXYAYAcl2RvHfXcActFjBwAAYBD02AEAboleQaBiINgBgAEx8QKonAh2AACbFCY80qsHlC2CHQCgwmBIGLg5gh0AoNSURRAj7AH/h2AHAChT9rr/jwCIyoBgBwDA39wYAAl/qEhMZrPZbO8iKrK0tDR5enoqNTVVHh4epXad8jbDrWPK23m2bfcdbYdKAKDsEfZQloqSNeixA1DugvqN9Rj1Hw2V5XMaUWGHdRn+RVkj2AEAUAIKO7JCKERpqtTB7scff1RUVJS+//57ZWVlqWXLlpo0aZIeeeQRe5cG2L0XLb/r/529e5duVZ9UejUWpqfNlt44e//MYT/FCYWFQSCsPCptsNu6davCwsJUrVo1/etf/5K7u7vWrVungQMH6sSJE5o8ebK9S7Sb8vbLpbSGqwrzOcvbd1GelOV3U5gQV1Ln5ecLIyrOfdqEwoqlUga7a9euadSoUXJwcFBiYqJat24tSZoxY4Y6dOigZ599Vg899JD8/PzsW2gFZ+svzdL6JY7ygfvKSh/fMUpSYUMhw8nlQ6UMdlu2bNHhw4cVERFhCXWS5OnpqWeffVbh4eFauXKlZsyYYb8iS4gtQ0Ylda3SOqa8KW89VxWtd7Us/w4U5lrl7e8xIQ0VBcPJ5UOlDHbx8fGSpNDQ0Dz7wsLCJEkJCQllWVKhlGVIK63z2jPIldYvdVuuXZq/nAkCAIyopJf9MmpQrJTBLjk5WZIUGBiYZ1+dOnXk5uZmaVOelbeeBRSevXv5yirs2fvvm72v/3fl7R9H5b33FyhtRr3vsFIGu9TUVEnXh17z4+HhYWlzo8zMTGVmZuY5V1paWglXae1KRroyLmfeumEl0PLAIpuOyyil6+d33sK0KYljbFWW14L9XclIz7OtMP8/ye84AFLM+l15tj3RvVGpXS83YxTmmRKVMtgVR0xMjGbOnJlnu4+Pjx2qAYDCWFzGxwGVz7NlcI2LFy8W2CmVq1IGu9wvpaBeubS0NN1222357ps2bZomTZpkeZ+Tk6P//ve/qlmzpkwmU8kX+//r8fHx0YkTJ0r1sWWwxvduP3z39sN3bx987/ZTEb57s9msixcvqm7durdsWymDXe69dcnJybr77rut9p05c0bp6enq0KFDvsc6OzvL2dnZapuXl1ep1HkjDw+PcvuXzsj43u2H795++O7tg+/dfsr7d3+rnrpcDqVcR7kUHBwsSYqLi8uzb+PGjVZtAAAAKopKGex69OihBg0a6IMPPtCePXss21NTU/XCCy/IyclJQ4cOtV+BAAAANqiUQ7FVq1ZVbGyswsLC1LVrV6tHih0/flwvv/yy/P397V2mhbOzs6KiovIMAaN08b3bD9+9/fDd2wffu/0Y7bs3mQszd9agduzYoaioKH3//ffKyspSy5YtNWnSJA0cONDepQEAABRZpQ52AAAARlIp77EDAAAwIoIdAACAQRDsyrEff/xRffr0kZeXl1xdXdWxY0etXbvW3mUZ1smTJ7Vw4UKFhobK19dXTk5OqlOnjgYMGKAffvjB3uVVSvPmzZPJZJLJZNL27dvtXY7hffLJJ+rVq5dq1qypatWqKSAgQIMGDdKJEyfsXZohmc1mffzxx+rWrZu8vb1VvXp1NWnSRGPGjNGRI0fsXZ4hrFq1SmPGjFG7du3k7Owsk8mkFStWFNg+LS1NkyZNkp+fn5ydneXv769nnnlG6ekV5/F63GNXTm3dulVhYWGqVq1avrN2J0+ebO8SDWfq1KmaN2+eGjZsqJCQENWuXVvJyclav369zGazPvjgAybWlKH//Oc/ateunapWraqMjAxt27ZNHTt2tHdZhmQ2m/X444/r7bffVsOGDRUWFiZ3d3edOnVKCQkJev/999W5c2d7l2k4kydP1vz58+Xt7a1+/frJw8NDe/fuVVxcnNzc3PT999+rRYsW9i6zQvP399fx48dVq1Ytubq66vjx41q+fLnCw8PztM3IyFDnzp21Z88ehYaGqk2bNtq9e7fi4uLUvn17JSYmqlq1amX/IYrKjHInKyvL3LBhQ7Ozs7N59+7dlu0XLlwwN27c2Ozk5GQ+duyY/Qo0qHXr1pnj4+PzbE9MTDQ7Ojqab7vtNvOVK1fsUFnlc/XqVXPbtm3N99xzj3nw4MFmSeZt27bZuyzDWrhwoVmSedy4ceZr167l2Z+VlWWHqozt9OnTZgcHB7Ofn5/5woULVvvmz59vlmSOiIiwU3XGsWnTJsvvy5iYGLMk8/Lly/NtO2PGDLMk85QpU6y2T5kyxSzJ/MILL5R2uSWCodhyaMuWLTp8+LAeffRRtW7d2rLd09NTzz77rK5evaqVK1far0CDevDBB/N94kiXLl3UrVs3nT9/Xvv27bNDZZXPnDlz9Msvv2jZsmWqUqWKvcsxtMuXL2vmzJlq0KCBXn311Xy/76pVK+WSp6Xq2LFjysnJUVBQUJ5HRf3jH/+QJJ07d84epRlKz5495efnd8t2ZrNZsbGxcnNz0/Tp0632TZ8+XW5uboqNjS2tMksUwa4cio+PlySFhobm2RcWFiZJSkhIKMuSKj1HR0dJ/IIrC7t27dKcOXMUFRWl5s2b27scw4uLi9P58+fVv39/ZWdn6+OPP9bcuXO1ZMkSHTp0yN7lGVZgYKCcnJyUlJSktLQ0q32ff/65pOtPSULZSE5O1qlTpxQUFCRXV1erfa6urgoKCtKRI0cqxP2m/JYqh5KTkyVd/w//RnXq1JGbm5ulDUpfSkqKNm/eLG9vb7Vs2dLe5RhaZmamhg4dqtatW+vf//63vcupFHbu3ClJqlKlilq1aqWDBw9a9jk4OGjixIl6+eWX7VWeYdWsWVNz587V5MmT1bRpU6t77LZs2aJx48YpMjLS3mVWGjf7vZu7fePGjUpOTpaPj09ZllZkBLtyKDU1VZLydM/n8vDwsLRB6crKytKQIUOUmZmpefPmMSxYymbMmKHk5GTt3LmT77qMnD17VpI0f/58tW3bVjt27FCzZs20e/dujR49Wq+88ooaNmyosWPH2rlS45k4caLq1aunkSNHasmSJZbtnTt31qOPPsoIQRkqzO/dv7crzxiKBQqQk5Oj8PBwJSYmatSoURoyZIi9SzK0bdu26eWXX9Zzzz3HTMAylJOTI0lycnLS+vXr1b59e7m5ualLly766KOP5ODgoFdeecXOVRrTrFmzNHjwYD377LM6ceKELl68qG+//VZXrlxRSEiINmzYYO8SUQER7Mqh3H8xFPQvg7S0tAL/VYGSkZOTo+HDh+uDDz7Q4MGDrf41jZJ37do1DRs2TK1atdLUqVPtXU6lkvv/knbt2qlu3bpW+1q0aKEGDRro8OHDunDhgh2qM67NmzcrKipKkZGRmjp1qurXry83Nzd17txZn332mRwdHVnWqgwV5vfu39uVZwS7cih3jD+/++jOnDmj9PT0Au8DQPHl5OQoIiJCK1eu1KBBg7RixQo5OPCfSmlKT09XcnKy9uzZIycnJ8uixCaTyTID/N5775XJZNL69evtW6zBNGnSRJLk5eWV7/7c7ZcvXy6jiiqHr776SpLUrVu3PPvq1Kmjpk2b6tChQxVqYdyK7Ga/d/++vSL87mUAvxwKDg5WTEyM4uLi9K9//ctq38aNGy1tUPJyQ927776rgQMH6r333uNerzLg7OysESNG5LsvMTFRycnJ+uc//6natWvL39+/bIszuNxg8euvv+bZl5WVpUOHDsnV1VW1a9cu69IM7erVq5IKXtLk3LlzcnBwsMzIR+kKDAxU3bp1lZSUpIyMDKuZsRkZGUpKSlJAQEC5nzghiQWKy6OsrCxzgwYNbrpA8dGjR+1Wn1FlZ2ebhw0bZpZkfvjhh1mUtZzI/ZmwQHHpCQ0NNUsyL1261Gr7rFmzzJLMgwcPtlNlxvXhhx+aJZnvvPPOPAsUv/nmm2ZJ5qCgIDtVZ0yVZYFiHilWTvFIsbIXHR2tmTNnys3NTU899VS+M9L69+9vtWg0Sl94eLhWrlzJI8VK0eHDh9WpUyedPXtW999/v5o2bardu3dry5Yt8vPz0/bt21WnTh17l2ko2dnZ6t69uxITE3X77bfrn//8p7y8vLRr1y5t2bJFLi4uio+PV4cOHexdaoUWGxur7777TpK0b98+7dq1S0FBQWrUqJGk6zOQR44cKel6z1xQUJD27t2r0NBQtW3bVrt27bI8UiwhIUEuLi52+yyFZu9kiYL98MMP5t69e5s9PDzMLi4u5g4dOphXr15t77IMK7dn6Gavgv6lh9JDj13ZSElJMYeHh5vr1KljdnR0NPv4+JifeOIJ8x9//GHv0gzrypUr5piYGHObNm3M1atXN1etWtVcr1498+DBg8379++3d3mGcKv/rw8bNsyq/YULF8wTJkww+/j4mB0dHc2+vr7myZMnm9PS0uzzAWxAjx0AAIBBMNUPAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2ACo1k8mkkJCQYp0jPDxcJpPJ8lqyZEnJFFfGOnbsaPU54uPj7V0SgCIi2AEwjGPHjlkFk/xe/v7+pXb9p556SlFRUWrXrp3Vdn9/f8v1//Of/+R7bHZ2turVq2dpd+zYMZtqePTRR2UymfThhx/etF1aWpqqV68uLy8vXb58WZI0cuRIRUVFKTg42KZrA7C/qvYuAABKWsOGDTV48OB893l5eZXadSdMmFBgcHRwuP7v6GXLlmn+/Pl59n/11Vc6deqUqlatqmvXrtlcw4gRI/Thhx9q2bJlGjRoUIHtPvzwQ12+fFnDhg2Ti4uLpOvBTpKio6OVkJBgcw0A7IdgB8BwGjVqpOjoaHuXYcXR0VFdu3bVqlWrNG/ePDk6OlrtX7ZsmTw9PXXXXXcpMTHR5ut0795dAQEB2rJli1JSUuTr65tvu2XLlkm6HgQBGAdDsQBwA7PZrIkTJ8pkMumxxx5TVlZWiZx3+PDhOnfunD777DOr7efOndPnn3+uQYMGWXrP8pOYmKi+ffuqVq1acnZ2VmBgoJ577jldunTJ0sZkMikiIkI5OTlavnx5vuf55ZdftGPHDrVq1SrPsDGAio1gBwB/k5WVpcGDB2vhwoWaMGGCVq1alad3zVYPPPCAbrvttjyB67333lNWVpaGDx9e4LFvvvmmQkJClJSUpPvvv1/jx49X/fr1NWfOHPXq1UtXr161tA0PD5eDg4NWrFghs9mc51y516e3DjAehmIBGM6hQ4cKHIrt2LGjevfune++9PR0DRgwQHFxcYqJidHUqVNLtC5nZ2c99thjWrJkic6cOaM6depIuj4s2rJlS7Vv3z7f4/bv36/x48erVatW+uabb1SzZk3Lvrlz52ratGlatGiRJk+eLEny8fFRaGiovv76a23ZskU9evSwtL927ZpWrVolZ2fnAu9DBFBx0WMHwHAOHz6smTNn5vv6+uuv8z3mzz//VPfu3fXNN99o2bJlJR7qcg0fPlzXrl3TypUrJUk//PCDfvnll5v21r311lu6du2aFi1aZBXqJOnf//63ateunWcWbG5vXO69dLk+//xz/fHHH+rXr59q1KhREh8JQDlCjx0AwwkLCyswwOXnjz/+UFBQkE6cOKFPPvlEffv2LbXa2rRpo9atW2v58uWaMmWKli1bJicnp5v2nm3fvl2StHHjRn3zzTd59js6Ouq3336z2tavXz/Vrl1bn3zyiVJTU+Xp6SmJSROA0RHsAFR6p0+fVlpamho1aqR77rmn1K83fPhwjR8/Xps3b9bq1astEyIK8t///leSNGfOnEJfw9HRUUOGDNH8+fP1wQcfaOzYsTpz5oy++uor+fr6qmfPnsX+HADKH4ZiAVR6rVu31jvvvKPDhw+rW7du+uOPP0r1eo899picnZ0VHh6utLS0W/aeeXh4SLq+qLDZbC7wdaPc877zzjuSrk/SuHbtmiIiIizr6gEwFv7LBgBJERERWr58uX777bdSD3c1atRQ//79dfLkSdWrV09hYWE3bZ/bi5g7JFtYzZs3V8eOHbVz5079/PPPWr58uWU5FADGRLADgP9v6NChWrFihQ4cOKCQkBCdOXOm1K41d+5cffLJJ1q/fv0te8/GjRunqlWr6sknn1RKSkqe/RcuXNDu3bvzPTa3127cuHH69ddf1bNnT/n5+RX/AwAol7jHDoDh3Gy5E0maOnWqqlWrlu++IUOGyMHBQcOGDVNISIi2bt0qb2/vEq/R39+/0M+tbdGihd544w2NHTtWTZo0UZ8+fdSwYUNdvHhRR44cUUJCgsLDw7VkyZI8xw4cOFATJkxQUlKSJCZNAEZHsANgOLnLnRRkwoQJBQY76fo9cA4ODhoyZIi6deumLVu2qG7duqVRaqGNGjVKrVu31vz585WYmKjPPvtMnp6e8vX11cSJEzVs2LB8j3N3d9cjjzyi5cuXW4aAARiXyZzfHbcAgEILDw/XypUrdfTo0UL3wpVn0dHRmjlzprZu3aqQkBB7lwOgCLjHDgBKSEBAgEwmU75DohVBx44dZTKZbtrbCaB8YygWAIqpf//+Vj117dq1s18xxTBy5Eirx60ZofcRqGwYigUAADAIhmIBAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEP8PB/k+mBbrlIYAAAAASUVORK5CYII=\n", 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" ] @@ -718,16 +739,16 @@ "id": "3900ecfc", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:29.124461Z", - "iopub.status.busy": "2023-02-22T06:47:29.123980Z", - "iopub.status.idle": "2023-02-22T06:47:30.457480Z", - "shell.execute_reply": "2023-02-22T06:47:30.456863Z" + "iopub.execute_input": "2023-02-26T23:26:42.119364Z", + "iopub.status.busy": "2023-02-26T23:26:42.118866Z", + "iopub.status.idle": "2023-02-26T23:26:43.679865Z", + "shell.execute_reply": "2023-02-26T23:26:43.679362Z" } }, "outputs": [ { "data": { - "image/png": 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" ] @@ -746,16 +767,16 @@ "id": "c0e60d28", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:30.460514Z", - "iopub.status.busy": "2023-02-22T06:47:30.460312Z", - "iopub.status.idle": "2023-02-22T06:47:33.503970Z", - "shell.execute_reply": "2023-02-22T06:47:33.503108Z" + "iopub.execute_input": "2023-02-26T23:26:43.682363Z", + "iopub.status.busy": "2023-02-26T23:26:43.682363Z", + "iopub.status.idle": "2023-02-26T23:26:47.833863Z", + "shell.execute_reply": "2023-02-26T23:26:47.833362Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -783,16 +804,16 @@ "id": "ab09336a", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:33.508453Z", - "iopub.status.busy": "2023-02-22T06:47:33.508009Z", - "iopub.status.idle": "2023-02-22T06:47:34.062744Z", - "shell.execute_reply": "2023-02-22T06:47:34.062256Z" + "iopub.execute_input": "2023-02-26T23:26:47.836362Z", + "iopub.status.busy": "2023-02-26T23:26:47.836362Z", + "iopub.status.idle": "2023-02-26T23:26:48.670864Z", + "shell.execute_reply": "2023-02-26T23:26:48.670362Z" } }, "outputs": [ { "data": { - "image/png": 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bI3YTu7ELsdtEDnOkjdzc3JDrjaCLhrjhH//4h0477TQde+yxuueee9S9e3fl5+drwYIFWrRoUbPy9m/FkykQCOiAAw7Q7bffHvLxXr16SdrZvzfeeEOvvfaann/+eS1fvlyPP/64jj/+eL300kthj20k8TwfgUBAP/vZz3TdddeFfLzpg0drtnXllVdq5MiRWrp0qV588UVNmTJFs2bN0quvvqpDDjmkxT4F69Chg0499VQ9+uijmjp1qp588knV1dXpF7/4RavbAoBsRexujthN7AaAdEbsbo7YTewGgjFgjowTCAT0xRdfOILDp59+KknmRSqeeuopFRUV6cUXX1RhYaFZbsGCBVFvpzXfhvbt21eBQEAfffSRDj744FbV++CDDzRs2LAWt5eTk6Nhw4Zp2LBhuv322/XHP/5Rv/vd7/Taa6+Z3zC7LVyf+vbtq+3bt7u+3b59++rqq6/W1Vdfrc8++0wHH3yw/vznP+uRRx5pVf+anH/++Tr99NO1evVqPfroozrkkEO03377udpnuMMXaJQv4O4ZCD6vXnwEyEDEbmJ3S/1rQuz2DmI3kNmI3cTulvrXhNjtHcRuCylZkJHuvvtuc9kwDN19993Kz8/XsGHDJO38ZtXn88nv95vlNmzYYF79OholJSWSpIqKihbLjho1Sjk5OZo5c2az6VqRvjkeM2aMvvnmG91///3NHqupqdGOHTskSVu3bm32eNMHhLq6uhb7F6s2bdqE3P8xY8Zo1apVevHFF5s9VlFRocbG1r1hVldXq7a21rGub9++ateuXcT9a9OmjbnNUE466STttttumj17tl5//XW+5QaAFCJ2E7ub+te0zVCI3QCQPojdxO6m/jVtMxRiN7yIM8yRcYqKirR8+XJdcMEFGjRokF544QU9//zzuvHGG9W5c2dJ0imnnKLbb79dJ554osaOHavNmzdr7ty52muvvfTvf/87qu0UFxerf//+evzxx/XTn/5UHTt21P7776/999+/Wdm99tpLv/vd73TzzTfrmGOO0ZlnnqnCwkKtXr1aPXr00KxZs0Ju45e//KWeeOIJ/frXv9Zrr72mo446Sn6/X5988omeeOIJvfjiizr00EM1c+ZMvfHGGzrllFO0xx57aPPmzbrnnnvUs2dPHX300bEfzBYMHDhQ8+bN0+9//3vttdde6tKli44//nhde+21evbZZ3Xqqadq3LhxGjhwoHbs2KH//Oc/evLJJ7VhwwbttttuUW/n008/1bBhwzRmzBj1799feXl5WrJkiTZt2qRzzjknbL2+ffuqffv2mj9/vtq1a6c2bdpo0KBBZm68/Px8nXPOObr77ruVm5urc889t1kbCxcu1IUXXqgFCxZwAZJUCvilgMvf8Qb8LZcBkBTEbmJ3E2J3BiF2AxmN2E3sbkLsziDEbhMD5sg4ubm5Wr58uS677DJde+21ateunaZNm6apU6eaZY4//ng98MADuuWWW3TllVeqT58+mj17tjZs2BB14Jak//u//9PEiRN11VVXqb6+XtOmTQsZuCVp5syZ6tOnj+666y797ne/U0lJiQ488ED98pe/DNt+Tk6Oli5dqjvuuEMPP/ywlixZopKSEu2555664oorzOlvp512mjZs2KAHH3xQP/zwg3bbbTcNGTJEM2bMUFlZWdT701pTp07VV199pVtvvVU//vijhgwZouOPP14lJSV6/fXX9cc//lGLFy/Www8/rNLSUv30pz+NqU+9evXSueeeqxUrVuivf/2r8vLytO++++qJJ57Q6NGjw9bLz8/XQw89pMmTJ+vXv/61GhsbtWDBAsfFZM4//3zdfffdGjZsmLp3796sje3bt0tSyMcAAO4gdhO7mxC7AcAbiN3E7ibEbmQin5GIKzsAKTJu3Dg9+eST5pst0JIPPvhABx98sB5++OGQH6LGjBmjDRs26N13301B71BVVaWysjJ9+/7JKm2X727bPzaox8F/V2VlpUpLS11tG0D0iN1oLWJ3eiN2A5mP2I3WInanN2J3c5xhDiCr3X///Wrbtq3OPPPMZo8ZhqGVK1eGvbgJkscX8Mvn8tQwn0enhgFAtiN2ewOxGwDQhNjtDcRuCwPm8ITKykrV1NRELNOtW7ck9QaZYNmyZfroo4903333acKECeaFSux8Pp82b96cgt4BgPcRu+E2YjcAJBaxG24jdsOrGDCHJ1xxxRV66KGHIpYhuxBaY+LEidq0aZNOPvlkzZgxI9XdQUuMBFx8xPDmN92AVxC74TZit8cQuwHPIXbDbcRujyF2m8hhDk/46KOP9O2330YsM3z48CT1BkCyNOVS+27NcJW2dTmX2vYGdR/4iudyqQFeQewGshOxG/AuYjeQnYjdzXGGOTyhf//+6t+/f6q7ASBFfIGA67nPfIGAq+0BcCJ2A9mN2A14D7EbyG7EbovL59kDAAAAmWHDhg3y+XxauHBhqrsCAABSwOfzafr06anuBoAkY8AcAJD+Av7E3AAghb799ltNnz5d77//fqq7AriP2A0gA7311luaPn26KioqUt0VwH3EbhMD5gAAAEAKfPvtt5oxYwYD5gAApKmamhrddNNN5v233npLM2bMYMAcyHDkMAcApD1fwC9fwOd6mwDgJdXV1SopKUl1N4CoELsBZIKioqKY6wYCAdXX18fVBpBMxG4LZ5gDLlu5cqUOPfRQFRUVqW/fvrr33ns1ffp0+XzWm86CBQt0/PHHq0uXLiosLFT//v01b968Zm317t1bp556qtlmcXGxDjjgAK1cuVKS9PTTT+uAAw5QUVGRBg4cqH/961+O+uPGjVPbtm21ceNGnXrqqWrbtq1+8pOfaO7cuZKk//znPzr++OPVpk0b7bHHHlq0aJGj/tatW3XNNdfogAMOUNu2bVVaWqqTTjpJH3zwQbO+3nXXXdpvv/1UUlKiDh066NBDD23WHhAzpoYBSIBvvvlG48ePV9euXVVYWKj99ttPDz74YIv1PvnkE/385z9Xx44dVVRUpEMPPVTPPvtss3IVFRW66qqr1Lt3bxUWFqpnz546//zz9cMPP2jlypU67LDDJEkXXnihfD6fI1/60KFDtf/++2vNmjU69thjVVJSohtvvFGStHnzZl100UXq2rWrioqKdNBBB+mhhx5ybLsp//ptt92m++67T3379lVhYaEOO+wwrV692lG2vLxcF154oXr27KnCwkJ1795dp59+ujZs2BDDUQV2IXYDcFnT/9WffPKJxowZo9LSUnXq1ElXXHGFamtrzXKNjY26+eabzdjXu3dv3Xjjjaqrq3O0995772nEiBHabbfdVFxcrD59+mj8+PGOMvYc5tOnT9e1114rSerTp48Zu5vipc/n04QJE/Too49qv/32U2FhoZYvXy5J+te//qWTTjpJpaWlatu2rYYNG6a3337bsa2FCxfK5/PpzTff1KRJk9S5c2e1adNGZ5xxhr7//vtW9x1oNWK3iTPMARf961//0oknnqju3btrxowZ8vv9mjlzpjp37uwoN2/ePO2333467bTTlJeXp2XLluk3v/mNAoGALr/8ckfZ9evXa+zYsbr00kv1i1/8QrfddptGjhyp+fPn68Ybb9RvfvMbSdKsWbM0ZswYrVu3Tjk51ndhfr9fJ510ko499ljdeuutevTRRzVhwgS1adNGv/vd73TeeefpzDPP1Pz583X++edr8ODB6tOnjyTpiy++0NKlS3XWWWepT58+2rRpk+69914NGTJEH330kXr06CFJuv/++/Xb3/5WP//5z80PK//+97/1zjvvaOzYsYk85AAAxGTTpk064ogjzH9uO3furBdeeEEXXXSRqqqqdOWVV4as9+GHH+qoo47ST37yE91www1q06aNnnjiCY0aNUpPPfWUzjjjDEnS9u3bdcwxx+jjjz/W+PHjNWDAAP3www969tln9fXXX6tfv36aOXOmpk6dqksuuUTHHHOMJOnII480t7VlyxaddNJJOuecc/SLX/xCXbt2VU1NjYYOHar169drwoQJ6tOnjxYvXqxx48apoqJCV1xxhaO/ixYt0o8//qhLL71UPp9Pt956q84880x98cUXys/PlySNHj1aH374oSZOnKjevXtr8+bNevnll7Vx40b17t3b/YMPAEAcxowZo969e2vWrFl6++23deedd2rbtm16+OGHJUm/+tWv9NBDD+nnP/+5rr76ar3zzjuaNWuWPv74Yy1ZskTSzi+fTzjhBHXu3Fk33HCD2rdvrw0bNujpp58Ou90zzzxTn376qf72t7/pjjvu0G677SZJjv/3X331VT3xxBOaMGGCdtttN/Xu3VsffvihjjnmGJWWluq6665Tfn6+7r33Xg0dOlSvv/66Bg0a5NjOxIkT1aFDB02bNk0bNmzQnDlzNGHCBD3++OMx9x1AKxkAXDNy5EijpKTE+Oabb8x1n332mZGXl2fY/9yqq6ub1R0xYoSx5557OtbtsccehiTjrbfeMte9+OKLhiSjuLjY+Oqrr8z19957ryHJeO2118x1F1xwgSHJ+OMf/2iu27Ztm1FcXGz4fD7jscceM9d/8sknhiRj2rRp5rra2lrD7/c7+vTll18ahYWFxsyZM811p59+urHffvtFOjRATCorKw1JxuZ/HG7U/utIV2+b/3G4IcmorKxM9W4CSIGLLrrI6N69u/HDDz841p9zzjlGWVmZUV1dbXz55ZeGJGPBggXm48OGDTMOOOAAo7a21lwXCASMI4880th7773NdVOnTjUkGU8//XSzbQcCAcMwDGP16tXN2m8yZMgQQ5Ixf/58x/o5c+YYkoxHHnnEXFdfX28MHjzYaNu2rVFVVWUYhmH2vVOnTsbWrVvNss8884whyVi2bJlhGDs/F0gy/vSnP7V0yICoELsBJMq0adMMScZpp53mWP+b3/zGkGR88MEHxvvvv29IMn71q185ylxzzTWGJOPVV181DMMwlixZYkgyVq9eHXGbwf8j/+lPfzIkGV9++WXIsjk5OcaHH37oWD9q1CijoKDA+Pzzz8113377rdGuXTvj2GOPNdctWLDAkGQMHz7c/KxgGIZx1VVXGbm5uUZFRUWr+g5Ei9jdHClZAJf4/X698sorGjVqlHnmtSTttddeOumkkxxli4uLzeXKykr98MMPGjJkiL744gtVVlY6yvbv31+DBw827zd9+3z88cdr9913b7b+iy++aNa3X/3qV+Zy+/bttc8++6hNmzYaM2aMuX6fffZR+/btHfULCwvNs9X9fr+2bNmitm3bap999tHatWsdbX799dfNpngDAJCODMPQU089pZEjR8owDP3www/mbcSIEaqsrHTEuSZbt27Vq6++qjFjxujHH38062zZskUjRozQZ599pm+++UaS9NRTT+mggw4yzzi3s6dpi6SwsFAXXnihY93f//53devWTeeee665Lj8/X7/97W+1fft2vf76647yZ599tjp06GDebzqTvSneFxcXq6CgQCtXrtS2bdui6hcAAKkUPCt74sSJknbGyL///e+SpEmTJjnKXH311ZKk559/XtLO/2El6bnnnlNDQ4NrfRsyZIj69+9v3vf7/XrppZc0atQo7bnnnub67t27a+zYsfrnP/+pqqoqRxuXXHKJ47PCMcccI7/fr6+++iqhfQdgYcAccMnmzZtVU1Ojvfbaq9ljwevefPNNDR8+XG3atFH79u3VuXNnMy9p8IC5fVBcksrKyiRJvXr1Crk++J/doqKiZilhysrK1LNnz2b/sJeVlTnqBwIB3XHHHdp7771VWFio3XbbTZ07d9a///1vRz+vv/56tW3bVocffrj23ntvXX755XrzzTebHQcgZuRSA+Ci77//XhUVFbrvvvvUuXNnx61pgHrz5s3N6q1fv16GYWjKlCnN6k2bNs1R7/PPP9f+++8fVz9/8pOfqKCgwLHuq6++0t577+1IvyZJ/fr1Mx+3C/4c0TR43hTvCwsLNXv2bL3wwgvq2rWrmcKtvLw8rr4DxG4AibL33ns77vft21c5OTnasGGDvvrqK+Xk5DT7H7xbt25q3769GSeHDBmi0aNHa8aMGdptt910+umna8GCBc3ynLdWU3rTJt9//72qq6u1zz77NCvbr18/BQIB/e9//3Osbyl2J6rvALHbQg5zIMk+//xzDRs2TPvuu69uv/129erVSwUFBfr73/+uO+64Q4FAwFE+Nzc3ZDvh1huG4Vr9P/7xj5oyZYrGjx+vm2++WR07dlROTo6uvPJKRz/79eundevW6bnnntPy5cv11FNP6Z577tHUqVM1Y8aMkNsBACBVmmLYL37xC11wwQUhyxx44IGqrq4OWe+aa67RiBEjQtYL9cV5rOwz0mIVTby/8sorNXLkSC1dulQvvviipkyZolmzZunVV1/VIYccEncfAABIpFAzt1qazeXz+fTkk0/q7bff1rJly/Tiiy9q/Pjx+vOf/6y3335bbdu2jakvyYjdieo7AAsD5oBLunTpoqKiIq1fv77ZY/Z1y5YtU11dnZ599lnHN8evvfZaUvrZGk8++aSOO+44PfDAA471FRUV5gVOmrRp00Znn322zj77bNXX1+vMM8/UH/7wB02ePFlFRUXJ7DYykC9gyBf0ZZIbbQLITp07d1a7du3k9/s1fPjwsOU2bNjguN80lTo/Pz9iPWnn2W7//e9/I5aJNjWL3R577KF///vfCgQCjrPMP/nkE/PxWPTt21dXX321rr76an322Wc6+OCD9ec//1mPPPJITO0BxG4AifLZZ585zuRev369AoGAevfuLcMwFAgE9Nlnn5mzr6SdF/uuqKhoFiePOOIIHXHEEfrDH/6gRYsW6bzzztNjjz3mSGtq19rY3blzZ5WUlGjdunXNHvvkk0+Uk5PTbPZ4tFrbd6AlxG4LKVkAl+Tm5mr48OFaunSpvv32W3P9+vXr9cILLzjKSc4zuyorK7VgwYLkdTZKubm5zc5YX7x4sZmftcmWLVsc9wsKCtS/f38ZhkFONbiDqWEAXJSbm6vRo0frqaeeCjmo/f3334es16VLFw0dOlT33nuvvvvuu4j1Ro8erQ8++EBLlixpVq4ptrZp00bSzi+io3XyyServLxcjz/+uLmusbFRd911l9q2bashQ4ZE3ZYkVVdXq7a21rGub9++ateuHVO7ER9iN4AEmTt3ruP+XXfdJUk66aSTdPLJJ0uS5syZ4yhz++23S5JOOeUUSTvTmwT/r3vwwQdLUsT419rYnZubqxNOOEHPPPOM44v4TZs2adGiRTr66KNVWloaVVtNYu070CJit4kzzAEXTZ8+XS+99JKOOuooXXbZZfL7/br77ru1//776/3335cknXDCCSooKNDIkSN16aWXavv27br//vvVpUuXkP98p9Kpp56qmTNn6sILL9SRRx6p//znP3r00UcdFyuRdu5Tt27ddNRRR6lr1676+OOPdffdd+uUU05Ru3btUtR7AADCu+WWW/Taa69p0KBBuvjii9W/f39t3bpVa9eu1SuvvKKtW7eGrDd37lwdffTROuCAA3TxxRdrzz331KZNm7Rq1Sp9/fXX+uCDDyRJ1157rZ588kmdddZZGj9+vAYOHKitW7fq2Wef1fz583XQQQepb9++at++vebPn6927dqpTZs2GjRoULP8p3aXXHKJ7r33Xo0bN05r1qxR79699eSTT+rNN9/UnDlzWh13P/30Uw0bNkxjxoxR//79lZeXpyVLlmjTpk0655xzWtUWAADJ8OWXX+q0007TiSeeqFWrVumRRx7R2LFjddBBB0mSLrjgAt13332qqKjQkCFD9O677+qhhx7SqFGjdNxxx0mSHnroId1zzz0644wz1LdvX/3444+6//77VVpaag66hzJw4EBJ0u9+9zudc845ys/P18iRI82B9FB+//vf6+WXX9bRRx+t3/zmN8rLy9O9996ruro63Xrrra3e/1j7DiB6DJgDLho4cKBeeOEFXXPNNZoyZYp69eqlmTNn6uOPPzanSu+zzz568sknddNNN+maa65Rt27ddNlll6lz584aP358ivfA6cYbb9SOHTu0aNEiPf744xowYICef/553XDDDY5yl156qR599FHdfvvt2r59u3r27Knf/va3uummm1LUc2Qcwy+5OzNsZ5sAslbXrl317rvvaubMmXr66ad1zz33qFOnTtpvv/00e/bssPX69++v9957TzNmzNDChQu1ZcsWdenSRYcccoimTp1qlmvbtq3+8Y9/aNq0aVqyZIkeeughdenSRcOGDVPPnj0l7Uzt8tBDD2ny5Mn69a9/rcbGRi1YsCDigHlxcbFWrlypG264QQ899JCqqqq0zz77aMGCBRo3blyrj0OvXr107rnnasWKFfrrX/+qvLw87bvvvnriiSc0evToVrcHmIjdABLk8ccf19SpU3XDDTcoLy9PEyZM0J/+9Cfz8f/7v//TnnvuqYULF2rJkiXq1q2bJk+ebF6gW5I5kP7YY49p06ZNKisr0+GHH65HH300Yhw+7LDDdPPNN2v+/Plavny5AoGAvvzyy4gD5vvtt5/+8Y9/aPLkyZo1a5YCgYAGDRqkRx55RIMGDWr1/sfad6BFxG6TzwiexwHAdaNGjdKHH36ozz77LNVdATylqqpKZWVl+v6V/VXaJvTFb2Jue4dfnYf/V5WVla2eBgkAAEIjdgNIlOnTp2vGjBn6/vvvm11TC0DsiN3NcYY54LKamhrHlbE/++wz/f3vf9cFF1yQwl4B3uYzAvIZrb84XkttAgCAxCB2AwDgLcRuCwPmgMv23HNPjRs3Tnvuuae++uorzZs3TwUFBbruuutS3TUAAAAAAAAAETBgDrjsxBNP1N/+9jeVl5ersLBQgwcP1h//+Eftvffeqe4a4F2BBORS8+jVugEA8ARiNwAA3kLsNuWkugPxeuONNzRy5Ej16NFDPp9PS5cudTxuGIamTp2q7t27q7i4WMOHD48qj/TcuXPVu3dvFRUVadCgQXr33XcTtAfINAsWLNCGDRtUW1uryspKLV++XAMGDEh1twAgbRC7AQDwFmI30sH06dNlGAb5ywEknOcHzHfs2KGDDjpIc+fODfn4rbfeqjvvvFPz58/XO++8ozZt2mjEiBGqra0N2+bjjz+uSZMmadq0aVq7dq0OOuggjRgxQps3b07UbgAAIgkEEnNDShC7ASALELszCrEbALIAsdvkMwzDSHUn3OLz+bRkyRKNGjVK0s5vuXv06KGrr75a11xzjSSpsrJSXbt21cKFC3XOOeeEbGfQoEE67LDDdPfdd0uSAoGAevXqpYkTJ+qGG25Iyr4AAKyrdf/wfN+EXK17t1M+99zVujMNsRsAMguxO/MRuwEgsxC7m/P8GeaRfPnllyovL9fw4cPNdWVlZRo0aJBWrVoVsk59fb3WrFnjqJOTk6Phw4eHrQMAANxB7AYAwFuI3QCATJPRF/0sLy+XJHXt2tWxvmvXruZjwX744Qf5/f6QdT755JOw26qrq1NdXZ15PxAIaOvWrerUqZN8Pl+suwAAnmIYhn788Uf16NFDOTnufSfrCwTkc3kml8+jU8MyHbEbAJKL2I14EbsBILmI3YmX0QPmyTRr1izNmDEj1d0AgLTwv//9Tz179kx1N4CIiN0AYCF2wwuI3QBgIXYnTkYPmHfr1k2StGnTJnXv3t1cv2nTJh188MEh6+y2227Kzc3Vpk2bHOs3bdpkthfK5MmTNWnSJPN+ZWWldt99d7Vv30G1tQ1x7EXmy8u1chg1+qskScXFhZo79y5dfvlE1dTUhauKEDh28eH4xaeoKF8VFdvUrl07dxsOBCS3v5j26DfdmY7Y7V28f8aOYxcfrxw/n5xnvxpKj0tJEbsRL2K3d3nl/TMdceziw/GLD7E78TJ6wLxPnz7q1q2bVqxYYQbqqqoqvfPOO7rssstC1ikoKNDAgQO1YsUK8yImgUBAK1as0IQJE8Juq7C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" ] @@ -826,7 +847,14 @@ "cell_type": "code", "execution_count": 14, "id": "ffae196f", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-02-26T23:26:48.673862Z", + "iopub.status.busy": "2023-02-26T23:26:48.673362Z", + "iopub.status.idle": "2023-02-26T23:26:48.686363Z", + "shell.execute_reply": "2023-02-26T23:26:48.685864Z" + } + }, "outputs": [ { "name": "stdout", @@ -863,16 +891,16 @@ "id": "774dd5b1", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:34.066432Z", - "iopub.status.busy": "2023-02-22T06:47:34.066158Z", - "iopub.status.idle": "2023-02-22T06:47:34.446131Z", - "shell.execute_reply": "2023-02-22T06:47:34.445599Z" + "iopub.execute_input": "2023-02-26T23:26:48.688865Z", + "iopub.status.busy": "2023-02-26T23:26:48.688865Z", + "iopub.status.idle": "2023-02-26T23:26:48.980908Z", + "shell.execute_reply": "2023-02-26T23:26:48.980405Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -902,10 +930,10 @@ "id": "c62d3770", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:34.449317Z", - "iopub.status.busy": "2023-02-22T06:47:34.449076Z", - "iopub.status.idle": "2023-02-22T06:47:34.504564Z", - "shell.execute_reply": "2023-02-22T06:47:34.503933Z" + "iopub.execute_input": "2023-02-26T23:26:48.983407Z", + "iopub.status.busy": "2023-02-26T23:26:48.983407Z", + "iopub.status.idle": "2023-02-26T23:26:49.073908Z", + "shell.execute_reply": "2023-02-26T23:26:49.073405Z" } }, "outputs": [], @@ -927,16 +955,16 @@ "id": "95d2cdc2", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:34.507926Z", - "iopub.status.busy": "2023-02-22T06:47:34.507673Z", - "iopub.status.idle": "2023-02-22T06:47:35.865319Z", - "shell.execute_reply": "2023-02-22T06:47:35.864769Z" + "iopub.execute_input": "2023-02-26T23:26:49.076907Z", + "iopub.status.busy": "2023-02-26T23:26:49.076407Z", + "iopub.status.idle": "2023-02-26T23:26:51.166908Z", + "shell.execute_reply": "2023-02-26T23:26:51.165907Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -964,16 +992,16 @@ "id": "065651d2", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:35.868349Z", - "iopub.status.busy": "2023-02-22T06:47:35.868176Z", - "iopub.status.idle": "2023-02-22T06:47:36.425304Z", - "shell.execute_reply": "2023-02-22T06:47:36.424756Z" + "iopub.execute_input": "2023-02-26T23:26:51.169905Z", + "iopub.status.busy": "2023-02-26T23:26:51.169407Z", + "iopub.status.idle": "2023-02-26T23:26:51.832907Z", + "shell.execute_reply": "2023-02-26T23:26:51.832405Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1011,10 +1039,10 @@ "id": "0d4ce582", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:36.428437Z", - "iopub.status.busy": "2023-02-22T06:47:36.428284Z", - "iopub.status.idle": "2023-02-22T06:47:36.459499Z", - "shell.execute_reply": "2023-02-22T06:47:36.458646Z" + "iopub.execute_input": "2023-02-26T23:26:51.835909Z", + "iopub.status.busy": "2023-02-26T23:26:51.835406Z", + "iopub.status.idle": "2023-02-26T23:26:51.895406Z", + "shell.execute_reply": "2023-02-26T23:26:51.894405Z" } }, "outputs": [ @@ -1059,16 +1087,16 @@ "id": "ac805821", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:36.462875Z", - "iopub.status.busy": "2023-02-22T06:47:36.462520Z", - "iopub.status.idle": "2023-02-22T06:47:42.077186Z", - "shell.execute_reply": "2023-02-22T06:47:42.076613Z" + "iopub.execute_input": "2023-02-26T23:26:51.897906Z", + "iopub.status.busy": "2023-02-26T23:26:51.897407Z", + "iopub.status.idle": "2023-02-26T23:26:59.009406Z", + "shell.execute_reply": "2023-02-26T23:26:59.008905Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1097,16 +1125,16 @@ "id": "e4c4e806", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:42.080464Z", - "iopub.status.busy": "2023-02-22T06:47:42.080322Z", - "iopub.status.idle": "2023-02-22T06:47:43.556309Z", - "shell.execute_reply": "2023-02-22T06:47:43.555700Z" + "iopub.execute_input": "2023-02-26T23:26:59.011406Z", + "iopub.status.busy": "2023-02-26T23:26:59.011406Z", + "iopub.status.idle": "2023-02-26T23:27:00.931407Z", + "shell.execute_reply": "2023-02-26T23:27:00.930905Z" } }, "outputs": [ { "data": { - "image/png": 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aQT2rbl/hNCMZxMzqGM1+r9G8jq0+vW4wTzqY1xO+sUW6dOkCp9OJo0ePqo4fPXoUPXr0iNp1OG3D7a4N0SY9fVE+30aGm1LbtBNO5Wu7q3JG7WOhOYloQCXSWNqK9RVfNdS2vr7e9jVjoW9AamhcUhl1DQ0NqKqqkl/X1NSgsrISRUVFUqycNer8BwEgxHAj9IwtpTBYW4oPfc9o1tzeImeVVBKejobgaYDgSYfgiZ7opaenY9y4cVi9erVcPy0QCGD16tW48cYbo3adjkq09K2goEgOESnJuxBAUOuU6Omc1mOgp01mngllf0buXsa8uhNi7ZjMiMR46ChE6tUJ1yeg/1nG4/ONhb4BqaFxSWXUbdmyBVOmTJFfU5DwnDlzsGLFCsv9uFt268YcKMVKb4WOjmvdmWZQm/650+SVQbPzE2VWaddtmyjjtkqyjdcujtZTcKSnwdFq7/7CGRYLFy7EnDlzMH78eJSXl2Px4sVobGzEvHnzon0LHY6o6Zu7Vo5/Q5b4X13z14aGFMUU672nZwwq21oJU6E+lG3ChalEGjYSC4OmrViZtAPRW+1MNs+KMonHKpHqG5D6GpdURt3kyZPBorABxuisH6tek9iR0aV80PQERSmCSvrnTkP1qXd036s+9U7ISp2Ry0M7BjtESwDtum3jLaR2xTyWMYGJYDAK3iYInjQIXntjCGdYXH755Th27BjuuusuHDlyBGPGjMF7770XEljMsU+09K1P94m6q2tafaM2NWy7cbiJs7fuMcLM8No0eRoAoGzNO6o2qr4k7bMSu6zEzJg0OycescB2PTrRwGiciWj0ipOQAlvnRKpvQOprXFJtE9ZW6uvrpS+PE/1zp8sGmJHrQfne6dlXAAC2Nj4fYgQqBUobp6fESAA3Tr4IE9b+t+03qKC9DYtIrxfNzNG2JpK0lVh95vS9dbvdYTO8qO3RzyYiP9eF+gYfup+13tK5nOSGfvd9cy6AQ2MQ1TR8YOhGrWv+OuQ9ctue9B8wXFUrzBoWooF0nnJya5YsRpqr1U09oy4WWpYIE7CODte36JJUK3XRpKbhA3nFjQy2OodY00f5h55Ep4aJmbFKw01rpPXPnYY6hIoTtdFzMcjtNOMjwaVZcfWpdwxFLpwx2R60VxZaJP3EwlWh98cgkf4wODytcHh8cHj88R4Kp50pCHTCF83/UR0rzBpmuPKlfI++wyf9B8T/FS7W/rnTVG30nquahg/k97QoDT6jeDsldsJcOjId0TDl+mZMhzXqCrOGyYaaNkNMTwCVAkPiphU7JXSMhEyJtm9l3Io8Q1Zk4mrRNQqj7FawuoKVDIKSbDEmUXET+VogeJ0QfFz0Oho5LEueqJLG6U36lN8xZcwwoNYk2Utx6nnDNudmXwsgqHt6K3VkKJrFJbd1kqXsw3QSLR1LZN2ySrRdrLH4/UQbrm/GdFijrq75a1mAaMVOz3ArDKiDOAuzhsnHqA2JlbJPmrEq+yRxpCLHyvfImKPztJTkXWgrfoSwGnAcSd922kWDtohVMsWYRGM8QkszBKcDQkvi1lPixIb3jj6GyactMHyfjDGlN6C/UAoA2CZ5GkbhDADqP+pUx1PpITAznIwMPaXX4pwsMfj8k+blqjEpXcJWntlETOKK13Xber1E9T4o4fpmTIc06vrmnAd34Ij8OptlAgDOzp4vHyPjSiuAQNAoI+SZLPsiZBarfE2zZkK50qe9nlYQSvIutBScbxYXmKwxKdG4hpG7J1FFq814PECaA/Bw0etoFBQUYcOkGQCAn1WI4RvasBAtFHpC+rEDGwCIRhcZXNpEC7PMWGUfkBZT9Nyo1EbWWSnc5CQLzay1Wy3AzgQuFpO7aPZnV6/aqm+JngjG9c2YDmnU1fkPosQxNsSdQCiDdMuEswEAVY5vAYjGnlbMtjaG9kNGlTKOhH4mgZUfCp8P43NHYJ+Qjrrmr1ACwJk5DH5BMA1mVj5cVmJU9M5rK9F+sM1m4XrvRXov8UroaC+EVmkm28pFr6NxdsbPMfvjl1ANIC9rOJyMYVxGCSpb98IPQV6FW9f0FABRo8j7cBKi10HZplP2BlX/suEleSgA/efDKIREmWBhFJ/cKXu0blgLoQ1rUV7fSmasto3ee0bnxoNEWu1rT8PYCK5vxnRIo44wSpQYmzNbNtw2s0/F9xpE8Tkra658fpPQAiAoMLPyfoVPfB8DCJ3N6iUzjM2ZDScLYPOIPdjSugfbhXx44EcZgO2eA/hJ1kQcDxyU2xtl3SrHoC2pohRQLVZds1aI1vlmWJmN271eIrqZo4LHB7gEwNNhkts5Eu8M24H8Sj+2OwpwuXAaXmndiNKAG3sc3fD77J9gf0BdwV9vokoraIKQFrKKRhpzbva1+AT6Rllh1jDDwsSdnL3lia2eRwMQNe4kMy5MbGWFTq8un1EJlXB9hiPWBk2ketWeK27tqpFc3wyxZNRRHRc7/PGPf0RRkf2igu1BobMnwIJBxBRPonWBAkEhG5E1AQDwadPTwSrtNLuVZqyf4IC8svcBU89SlYaVsjwK9uwBhgwBAJSyoNiWBtwo8FXjuEPcsJsxr2yEbtO4UsIZRGY7Z3TJGoV+zAPmbQZcLrgEF0oA7PG2AC6X6rxkdd/qkfIxOB4P4OSiZ4VU0zdUVgIQNWS4dw9KA24AwODA9zgV2IkadhJAUJuUK2LK1TdArYUDA30BANNybgAAfOc8GJI0piQkkSwr+B4d6+XvCQBYx/T3kNX27QSDb/dXcEr1As7PmYT9Qja+aXhXbitn8OqUYtEafHoT5EiItVZEOvmOZMUtUto1PpnrmyGWjLrFixdj4sSJSE9Pt9Tpp59+ihtvvDFhRa8k0Af7nIfl1bcaSWxoFe6Q85Bs4J2TNwkA8HbzUgBAp+yNcj81zR+ozssW0vBB49/Fa2jcAxdkz5ffI+OsU/ZoOBnDakcBSgNubBfyIQjA6EA9tjsK4HaVoK7xw+D1yAjVcUsYGW6AsXC5BBc+hx/lADBxIvDJJ6rXri3b4IdgKdtWz0WqEiCfD6iuBkpKZGNRr59ETFxQYkdU7d5LNO+beQJgTgGMi15YUk3fKpGJc9EClJWhZccY7Pa9gSHsGDYB+LjpM/TJna5qX9PwgawpNImlCWudozaYvJWtDkU56T8ga8usvF8BAN6qf1zsR7F/NvXVC6IBt8MfdOdWN6lrhSqNRO3qIfM2izo1ZAg2IRMQBIxtWoftjgK4BBf8EFTtqU+aRCsxWkU0RathBpoWSxJZG9tzbFzfjLH8TVy5ciW6detmqW1eXl7EA2oPmphXFeNGs1NypyozXmt94jFliQASvk654v+fNawAIAoSJVsUCkWq/6sc3+qKjF8Q8JOsiRjhT8dBIRd1jlr0YU2oZ72QxxxyO6X7lq6rNBzpPW3Wbg3bbjg7PS/7LJQ3rRM72LIF+Phj0aCTXl+UeTH2O/JNYw4tZaH5fKIYb9kCjB8PrF9vKIJmfQP2jSorbe2k7duZMUcli1VIA0KqGFqglQEO6X9OWFJJ3+Zlnw1n0xpUb94KP7bhAzBck/MLrMYJ9BEcsvt08xRRP27dOA/rTonxdaQRZIDl+nvipGRcKeOKAVHHaEL89qmlUp/VANSVALY1vCy3B4D+KJUnqNos2IZAs3wf2rCR8wvOx+qmLQCAsWiRH4vSgBslcOIbzedARqE2sU2JWVyyCo2GZWzZik8QEPUyjKbZRjIWXUOGw6eznaUR7Z1M0V596sL1zRBL38Lly5fb2sZj2bJlCb2lxhHnYdH4coqvyUjL9otZsE1CCy6QjLMm6cupzFwt9herO1SsnB1yHtJts1WneDBdNy9QhP2S/dY90AutAKqwEWBqA7AuVx3TQkbdhknTccbH74vj1JREKcwaJq8Mag2/jxvex5dCEUawWqCsDJg0CZsAlAPYBOCNU/8GXC65lIGynp+ZSzfkwd6zRxRDQPy/uhrCkBHqNpo+jAh5T2e2HIt4ObPA6ljCmFexE4qN87wOcSbr5aIXjlTTN78goDZrOPIQTHj4KgDkCQLAQgubn8QGufwIhY8Qq5qeln+mySSh3F2H9OBy6TG/IHs+IMWwV2smlaNwhjyu76Q+afWuk0N8zZg3ZBL6cdNnsj5tpZU61oytQhYKMn+E0wUHatj2YEJaszpuT1lIWbsfrZ5rVpno0bX5K+yhNN4tW9D63nvAjBnya1RXA4MHQw9bCV4+HzalpaEcgG/8eFHfLBqLkRpzsUicM3OjR+U6XN8M6ZDbhI3O+ilOORvk48o6c4AoSGTMZUtfREqYoPg7AOjlLAQAOTmik7O3aoVM2efp2VcEywYoXBt0feV+ikDQKPwSG+XrKtvT9bTna/tWtieUxt3+hvdRAqAaEF2t3maguhplY+7B5qYXAeiLgK2HVznLLSuDa/NW2VXSJmFR9LsJQLnXa3u2nOjuXiCybXSO3ZeN/EwB9S0MXe9s4tvodADodz8xcw6+FrYCUD/retoAqCeCNOGj+LlMpxM7mbj6ptUd5dZj2nCTkUKJSheBoDYpjUFiavpkAMCHnrWqc7TjpJi6KaV/AQA4HN9gv5CNPNYFgHpVTlsz9PTsK0J0WZmYoRdmQjjBgqEpZWXAunXAOeeYapoZekkcAFQx1gCA3btNjUW96xlqWgTu4mgaYtp7pr7d7hNc36JIh8x+fWRsHc7/7CP8rFAM+N0vGVCHpFljk98rG1O0xK805rpAdL98568DAIyAmETxWcOKYEHiU+IXl4KKu6SnYYOvVnX+AGcnAIA70Beb/aLRSOL2esOTACCvGB7HqZBVOEreKEax7AKmlT2tcalE6aKtgaByW5R0+qF4XvMHAESjzqweld7sNkRk0rIkMd4NlJTAn5YV0o8VQsSqulpeASyn14MH2xKidkvBNzGMY0GgNQ0BQUCAuyc6HI1Cc7AUU27QoCLdqfFLWx5KhtM5WfPQIDSr3quSvBg1p0INPtKh/rnTQlb9Xhkvtv2fTX55NS4zIP6ZIfftlvN+IOtchX+v6n9COVHVFnIfmzMbNYJknDWpjTM9lG5gM8NNa2jqraINTstE9eat8GVmii5XyUjKyx8bYqyYPd+GMX0lJaI7VzIWUVKielvPXWzJi2AjBEaJ4T1EYCAafT719fWG5xjB9c0YS7+NTp06QRCE8A0B1NbWhm8UZ66qZDg9+wr8q05MXNAmHmQLaSiDvhvi9Owr5FW8Oqd4r9mSUXh69hWog3hMjtdj4uy2v6cUhRANLVr1g0f8r79QKhuNhz3NqjGRsVfX/DU2TBIDnMnVWuQS3cVvn1oanHFqVvNmZkzB/tYmAMBnzSvENgiuHhKU7PGlf2PIeySuSiHUPpjKwqRmSRTaY0avlRiKpEIANwEolwQwXFHUmGEidHbuNxowrxPM4QDz8jpO4Ug1ffuW7UQBzlIdq3PUygYbGXykLdVN7wSTtzQrZP1zp8mrdlUQjTJl/Nu49AEAgkYZuV8HmoyvbM0qnJPVC0Aw5jiXiRM9iuUrdGXIK32khTRBVt7D8exS1fk7FPNF5f61gP4OGMraodoYPmXMdXDFczr6UAOXyzSMJCJcLpWxaKQjSp21cu3BaZkq97HSXWw7+YsSVmwaiEqcYOKqZEkJCgrsJxxxfTPGcvYrceLECfzv//4vpk+fjokTJwIA1q9fj/fffx933nlnTAYZbb5t/Aij865HnWabLxK0Kse3KlcBAAiCaNR1QR42Q3LFBkRB+VQy+EryLpQFUJvpOiCtE1oD4qyii19tMGY6nXJCBrl7lbNhQFyVu36zOmmDULlWJKOS7uXd1jWywSivTEpG3qeNT2NsjtjHZ00rVH0/WXYyZOsy5arce+V9pM8lfNV3rWvGapyFpfckd3F5SQkEaQXQrE5VpBi5DnRdzBaFLpZBxX5PGvyCA35ecT0sqaZvfYWR8i4QRP/cabJhQqt3ZQFRh6bl3CCv4vUSCgFAdrmSngHB1f/vnGLtzJP+A8j1iKtxAwWx3XGcAgC0KAL8aRJL10PuNBQKYqmm75hUh1PjWejEessaRmVPPmgKVhYgA/Ucl1idgAxAWh0EgEzBJbcHRE2kuECtTil39SGUJa5ooqhtYzcm2NIz73IZulytoDex3uNtUYXAKFcAbWfo68RI2xmvMosZ48fDfeJ7FHTubPl8gOubGbZj6n784x9jypQpuPHGG1XHn3jiCXz44Yd44403ojm+qBIMOHfiLGm2CQRXsPQyXCm2jTJjs1mm/POyctGAum5Tkfye7LaVINdstpAmCx5tS3ZaumiE0OocAPyt/DAA4GcV4q9Fb19ZpdACohGqNQLpvBGYII+XBFOeqdOKoWKcyvHrxZ1o0e7rODZndsjetlr0VuzabNyFyZqNOZpYmMFwYo+NzDUtynuJJKbuwI09kZ/hQH1rAL2fOMhjTiySCvo2MXMO1reoQyfOcU1Cna8VgNooA0Q9IC0go4jcsbksK6S9nOTgPChrEWkbrZgVujLk8BSaGJNx1cvfE4Uu0agj45EgA65BaMbQdFFXd3nUq6N1jlq53d8miGO7r0I0Ur7z14XELpPBSu5f5XXI+FUWaaeVSOV9G5WFCldXj94zm/xGqld2svYByO5jZQ3SSK4VEl/4+efiqqXVkBKNVg6AA9UIcH2LErZj6t5//338+c9/Djk+Y8YM3HbbbVEZVKwpyByCIldmyPI+pd4XZg2TBYFWzk6TVoHSBAH7RW3ELRtFg69OynjN9hfLBlOXdPE8EqQmtMjGHLlNCaXBR8YciWWB5N54rekLebWoCeokik7oLdeJIpEkESrKm4TF40VxunajuGJH1zrHNUkuRVAk1eM7WR/c3kyb7aYsHkr9kzGpXMkqyasNOQaoq8ZrDUSrZUTM3JhWBFe784ZZ0oct4dXEwuz5/HPz9mFoq2Ea8KQjAAcCfCZri1TQt0ahWTcEgQw1Mmgo+7/F75NX8xsQNOYAcbVrpCCt6rjE/0ljCgNF6J0tJZI1ihNGMvha/H75uhfn/1puT33S+zVNon5Q7DB5QaamTZa1k8by8BnfiW03fCfXCC1fK16D9C+XZaFGMj7JtUurhuOcA7DXKxZeJmOODLhMwSW7cv9WLuoluZKVE2ojQ6pT9mhZ56ys3pl5NqxiWyNcLt2JZkQxyDqhJpYn1hqt3Pbee7ZX6ri+GWPbqOvcuTPefPNN3Hrrrarjb775Jjrb/MXEi0JnT+xk1cFgYilWRFU+RJrtdQmIszwSgzpHLYqhLleiLF9CM95z/KKRRBmytb4WeWXO7RUfrJ1MKuLJDsgrZeSG0MbdXVb4m2AciWSU9YcoQtn+TGSkSzFBkpaSqNf6WvDTzdJ70j2RwXjX+L34bqN4z2TcnZ0truq9MiFotPbJyAYA7FJkz/WXBJBW5ZRxd9oYRTPh0tseyFYAsAl20+nNDMaw57tccG3ZhhI4xfpgaVmqsgzRcAHbIeB1wC84EUjsxN6EIxX0LYdlYZQgGle03VeGQ0CuT20cXbtRvB8y9oCgXmU4RM046mlBgUP8M0HhI7JRCGBbkzrcQ3arKlbMRqZJbltJm0i/AIVR5RQtzFE+cdwV/r0Y6RSNSJp8/3Sz5DYWzsZmaYJJ7lcyEr9zHkQniO0oFKVOulaDt0jWK9Ib2v+WwmQAYNpG4101tJ4QrX4pjxGMeXUnk9r2bXbbRoiV6ypfM+ZVuYiVYzOKZ1ZNyKW4QUo68Xe2Vh9SCdc3Y2wbdffccw+uueYarF27FhMmiIbIxo0b8d577+Hpp5+O+gBjwReHXsfk0xagIE28/WKPlP0qrbgNDPSVV+2gMVDOcA3EBlSJ50nGHLlvZxfdgCKvKDLK2SwA1GA7mrylqr7kAGQnkB2QHh5Nti25DoCg8NUxtXHWOycNuxvFODmKbaHstS/9G2WRoxn3Toc4tp9uFlAsrR5q6/LdV1GCJqEOAJDlEo06MjCVRqy8b64koKdnX6Fa8VT+T+gZbkr3hnZ/Rruu2VhkmlpZBaRCoUohtJMRF00D0O9Jgx9O+D2O8I05Mqmgb4ech1DExDp6VPetwr9XXrkiY25kpvh6X3Oz7Grcdkp8dmnlCxANO0DhkpWW7BuEZtkI7IXCkHGQPu1rFs/rIgS1jFyhddLrT06pw0dGCiWy+5a0cKhLHG+WC6hqEe9LLrciJaSVBc6WjUYy4JR7e5POrVLEQQPAuLQB8n1qS7Dksiy5ODPV86OVQkpem7D2v7oTVEJbVopQrm6ZaYRd/bJTi66t11W2MdpnPATFqmEkdTi5vhlj26ibO3cuhg0bhsceewz/+c9/AADDhg3Dp59+KotgojOt+6+RLWTKsWzkYiVjZTM+DW4ZBtHQI4Nog68qpD9KQDjSEvxy0yyzMFP60rWUygZaj0zxetXNoiF20n9AdrM+MHYfAODeLeJrmoG2Bpi8mja7SLze281rAABNjcHP/f5yUSyX7hTzz3Y3FuOR8eI9TNuorhs1zjkAh/3iZ0DGHLmGv/PXyTEtB5rE98h9nC2kyaKo3cFiW9PLIRuAy9sESX8AvssuDe6fqygMCogia8cQsrKaZuYWiDQWz+y6ZuKoFwOo16e6b/tp+36fC36HE36ftaxOjkgq6Fud/yCKHOriyAMDfeVnllbHPvWIWjZQ6BtcfZOeZ1odA4APJ4rvzd8g1oKjeLhCZCDXKerbd63B1T4AgBB0e5LBSIwUSlDoFzWBNKZXlngNKkLcIvTFgDSx5BMZW0S9l6lWC+keAPGaZDxqQ1LOcA2Ux0mGHnli3AFfyDhJrwvSXfKEi7wlpFu/2yRNcLOvlT9XWh1VFmiXNVFTNgUITewyw2pRXyvGHEGGqbKtWWJYJGEq0V5h5PpmTER16iZMmIAXX3wx2mNpN3ZhCwQKKAFwafYUAMCaFmn22PA1miT3Ihl6n0AUuZkZU4IdSZ9egz/o16dZ4gCHKEhkuG1rflk2/pr94h9piomblTUFPqkLrTFHBqAvECw7QsYcuR6+89fJs9KlO8VrkCHWJLTIbtQR5DaW3CBpLkF2CZN7OdsffEC9Ug4NrRCSG6bCv1ceC/VFhvHp2VfIKwD0R4PcMLTCeJIdwDmCOPa3pL0fCXJPWEXPtauX2WYWN2cnW1bPEIvUGLQ6C45oJut3we9zwu/nomeXZNe3vsJIRda++H09qcjgJKODVvBbmE/OFJW3SJTk8bXyAG7f0B8A0MsZ1ExA1ChaTaPVO+rnO0ctBjhFLSO3K02M63ytGJkVXCVUQppGxqIS0tnCNId8HdJH6uc750Gc4RIntBSTNxCiwRdieCrokZmG+yWbityvLVJ5lSr/tyHtlVm2BI3pZKPaEFKiNZKU6K1yWZn4GXkRjNpb6VurgVbjmtsLrm/GtKn4cEtLCzwej+pYMmSg9BVGYj+CDxDFhRQzyejJnSa7EynGjerW/avu7/IMkASNqGHb5dg4ipuTDbe8X8El6ZRXEjlq+6mnSnZVlOSKD9qmBrHvzc3BQqEUy6dN4x+BCbJboV7aNkWZaUsGFwU1k6t2f2uTKqsXADJdonA/XXYct29Q73FJMYDKvXHp/s5ximMa4OgkG52EdsUOzuBnR7EsZhmzVurbleRdGFJ6xc75gLGr1GpNKNv1nmIYQ+PzOOFjLvh4zEnEJKu+uR0n5ZpupAvKzE/Smha/qFGZgktO7IJHfObJ1Tl/Qy1Ol3Tj+lHfAAD+vFU0mup8PgxIFyevWU7xjytNWEcGSpAm1f6Tyy0xMcPsk+blKHSJGtovSzQGlV4OQCzFRKtitIJWiBK5Ld3PoDRxLJkt4p+ycc4BIQkWlHwxM2OK/B5NPOukOmd13oCcQTtKMua6p2dK4y/BJxANPdJVqlGqXDGk98hFSyhXvrTbqgGhz7rZ5NKqLlipPBAJ2nhpq0S72DrXN2NsG3VNTU34/e9/j1dffRUnTpwIed+vyHpKZPoLpSGp7tsko2BW3q9ko4NWmah+01lZc4Np+JrJpFyHCcHsV0qYGJLnQK3096FZ+ojIICoLnI0HJuwDADy8bRCAoJF1XefJAIBPTzTjkQmiG/Uv28QZMBmFpfnZ+OaU+O3OTxOFtItXvLfN+BRT08Q+SJTv2NgPgChCRuVVbt/QXxYpcpH0cIgCSquPgMJgSxM/DF8guJpJM2uqwTckR4zN290YNDTlpA9JLM7Oni/X/dO6dpW7Y9AfLaoHWNPwgdxeu2dkuDg2bTu7LlojoYy14WaGz++Cz+GCLzkex4QhFfSt2F+MKpeoaUqjg54j0ju57pyjFlVSUuQZ6eIzTmEmA9FX1o3Htova5PaK39d+WVnY2SLq4wBIu+NIk9njOIWnxoufHyVq0crdBcJ8WV8L09SFZ4uzJFE9BTnmeaBXNELJKOyenokzBHGcpHvUtjXAZL067hHfm5Up6tG+5mbZGNvXnCX3RefJrmQpJGWHR1zR7C+UBsu4OEQDk1Ydv5PijusctZiSKY6JvCRkUCvrdCrLwRDkCtbTEW3JKEJPW8ySNpTaZuQ+VZ5vtKJopoVmememcZEUH+b6Zoxto+53v/sd1qxZgyeffBKzZ8/GkiVLcPDgQSxbtgx/+tOfYjHGqON2nMRgNjCYqSq5Agulh2snq5YNNnp4yTBpElpCasKNk8SqVWCy2/R343YDAJZ/Kdbj2X0qIGeUdc4Q/z8nIF43wyHIbtdC6RlafIb40NPxIlemPJOkGKuSLNFI+uaUVzYimyVxptf9PaWy0FJfx6XwZIpxA4JiTGQ6ncj2iYJH4kh9fta8Atd1E42q7AZ1zbz9rU2ysUrG3ZIfVAIAfvbWGPEcIU3+wyInXUh/YJqElmAmmvQ7IGOuv1AqC4pWCJWzYS16ZUsIvdg2sxgVQm9bNK04Gl1Prz8tbTX0/F4XfHDBz2eytkgFfcsUXKryIYBo3FGiAwXtUxwaApDj1146+SgAMdseEGPNaBJYkKb2AvR2FMmrYTSZTJO+7wWsE+7YKE4sp8neB8kATOuELlLSBq3skRZvlhJj+wulsk52zhDPz3aK/+90e+WQEPqfdrQYGOgrazCNs4rq3Cm8x5QBTPd2f/m3chzyUGnnH3jEEJyRmUX4Tal6lZLul4zagYG+ONYaUI2J6gICYogNADxfK05Cf1JwvfjZ5NwQ4qUgI9AsNEQvy1QvQcNKbJ22jXKF0Ky9nRVFM4PP7a61H17C9c0Q28WH+/Tpg+eeew6TJ09Gfn4+tm7dioEDB+L555/Hv/71L/zf//1frMbaZig2aXTWT/FF83/kh4CW+Qllyj2tZMmrakIwu4qKDz9SKT7ot4ypkoWBXLq0GtglPU2OUSO3xK1j9wAAHq0cLMfUkYuW3BE0AwWCJQXuGi8KGM2cSRiBoHFGwnLnuGo5po6gFbNtTbWyG4Ig8Xp42yB5pa1rhnpJcltTrXxfdB2a5W7wVYUUR6bPS5nJSwYifSYU0zc0vUg2ImVXh7RaWuwvln8PZoWRyeCjuCK91Tgldop42o27i8Q40wpgJMWH158/CbkuFxp8Pkxc/TEvzmmRVNC3gszhGC2cBSBo1BWkueRnjKDJ0tT0yfJ7ZNwRFf69mJYtahrtyPSrkeIq3v9s6hvyHJP+9M5Ok40cMm5G5YsG4Lzh38geCYpzG54nvneoWTxHWeeOrkG6UJDmkjU0S5JHWh07jlOqAsjK6wOKWn2KCS0A9Mtx4HCzWp/JVVvDtsshL+SloYk83W9BmktO6KDPXOl9oZVPeYVPWqkcmVkku4DpmLLsila3rBRbNzOgrLhB7XoYIvU40Hlu9wmub1HEtlGXm5uLr776Cn369EGvXr3wn//8B+Xl5aipqcGoUaPQ0NAQq7G2GfpC9M25AGWuoarac0qURSqJ07ODmaCUKapNMqhz1MpBurQVF9EktOCpCaI74h9fioJW3RAUqdvGicbUPZvF87WJEs1+FiJkSihOjmrKKdvQ6h2JIokNYwL+Z5NogJFxprwuGZpEfrr4//yRe+RxEmTUHfd4Q/qijFyHQ+zw9g39Q9qQcDf4A7ILpl4dzgQvY7J7WLtzR3+hVP4jpRdwbOaq0LoajFweyjZWsm7DrRBaJRKjbt2k82XRO/fj1Vz0LJIK+jYxcw6OuI4BUJfSoMkrTRTJIKlyfBuyM4TeZFS7mq80rsg4I3em2+uTtau7VGv9lHS6UwBOtqq6kieQygQJ0jAyDntni+8daApqRGG6OLattWLng/LSQHNcem+vNEfvnCHIhin1SRPWX42swuNfiJqWpgmruWH0Hrz4tViTbadbfG4fPKMGQFCvF5VV4e9fiG1Ib5WfG+kd3cP3LaHvUQgLrf7lsix5xwwqhEzu9B3YoNiPVq1XkYZ92DXOtGEuVvvUHuP6Fl1su19LSkpQU1ODPn36YOjQoXj11VdRXl6Ot99+G4WFhTEYopolS5bgoYcewpEjR1BaWorHH38c5eXltvvZ6z0Z3GcQ6p0TDnua5ewsesBoJljl+FZ2GZKg0WresvHAfRWiWFDMGD2w8AXj5cjgoxWzNAfw7FeiINw1XhOMLKnQqEIBdZKRc9UIcYXvTxVif50zBNkVmyfZDlKoCbJdAOV8lUq+3Zs3iMJQkpWNLpKhRgKU6wwakSTicgkWyQi9fUN/DMoTBYjEmc5vYl50kfogkSK38aIycbZakpsmz8j/PFGc+T5UIbqpe2c7MG94cLUQCIq7KxDM1u0jiO4MMlSrHN+irsFY5AgzkSGsxK/ovaddxbNb9ymaMXY+vwM+wQmfPxC+MUcm3voGtF3jMgVXyH7Wvfw9ZS3STlh7+XvKCVJd/OrkKC9j8goUxYEps0tpVWxMgfj/vkbx+6acFJKRRQbV/NF7ZO2iBIvidPVE7taxe/DyLlETDzT5pX7ENi1+P9Id4s+fn1CvjrX4g8lih6SVt4G5YtufD/0GT+4Qr0tG4VenRHW8r6IELZIv7y9nip6Q+zeLmvT0zsHy2MkgZkwcN60CPr1zsGwoks79bas4/qH5aTguVWU50KQ2ULOcwc+JtJ4+0wahWd6Cspd0jDKXgdBCyEqMki+UNUK1bfUw06RI62lyfYstto26efPmYfv27Zg0aRJuu+02zJo1C0888QS8Xi8efvjhWIxR5pVXXsHChQuxdOlSTJgwAYsXL8b06dOxe/dudOtmvSp1D/9p6JaWjxqTrTmfOyHGlpwtBbt2keI6mlqL5YxRr/SgleaLBtVftg3ATiYKwtlS0GxwtStTNnyoFlyO9Ol7AkCjNBYyZA57RMPv7M7iNfbUA1mSfUiCQjEnhekMTVK9HpoBdssUX88b/o0cN9IjK001XiBUZLKla+w+xTC2SBwgGZNk3KU5gtchUc530ZiyZQH0ap43EvI0IWjwBaR7oRjEJ7YPCTHmSCyLsxzIk2JZ5o/aBQC48bM+AMTSC3/bKsb50axfWQvPKG6O3geCM06z4GJCWSDZLHvNSk0nvfPbWoDY63PBAxe8Pvs17trKf//7X9x6660IBAL4wx/+gGuuuabdxxAp8dQ3IDoad0IRPkJ/8Ee6SkKSv2jycmXnm3DTGPVEUemC7OUqBAAMylCvZNX5anG6pHPkuqTnutnPZH36xTCxb1rtEv9ncjsA8nNNISnPfjVY7pN0R5Ia9M5Ok997ZKJ4f7RKluYIhqnQWLbUiYbbLwQmT87JOBuUkyWflyfFvjxeORQA0Fn03sIpADQ39wbEQVDoy6CcYBvSUCoB00NaofSz4OSTqhusPyX+DibmFckTYzq/WPq7Uu/JCgnHoSoDgMJFLcVGUiyy3jaMZthJ/gLsJaLp9anVPbc7NCEpHPHUNyCxNc62+1XLt99+i4qKCgwcOBCjR4cvntgWJkyYgLKyMjzxxBMAgEAggN69e+PXv/61pX0Zaen28k7XYZP3AGbmqF2INKPsmsGQ6RQNA0nb0OgTn67O6T6kOSSDxiVaYtlOn9y21S8+/UWZUqxIH9H1eOj7rnBK7keXU3wYszPEpzktzYvMTNFQdLrE97IKRDdPel6jeK+t6Th5qCsAoKlJNMoapAyuo6cKUO8RFai0WBS5j/eJMR8evwPfNYkPT5dMse9m6V66ZXoxub84q/z3LlHICtP98v26pPv0SULW4qeZsiB/VtIkGv1yxB9O+YK+ixyXeL8nW8XPpHOGXz7/WKvaiKR+sp3Bn+kaea5gm64ZYp9eyRjMdlIMjgNkQ+ZJ151eIt7bR/tKcLApGGSthdzptDOImTvDiqDpJW9o25fkXai7Iqg972TTFxG5J94pvwg5rjQ0+ry4cNN/28094fP5MHz4cKxZswYFBQUYN24cPv/886TZYktLe+ob0DaNo9/9jNxr4Q+ID9Ygaen++xYmT/TIOOqaKXkVnH40SbqVLWmTT3q+CtJ8yE0Tv7MnWkWN6SZpVU6aBzlp4owvU/qfJpxpLh9ys0QNTJPO71x8FADQ2piN9MxWVXtPs9i3zyuFYZzKRbN0vfpmUe+ONeUCAJp9LllnG3zi/zmSbgoAzuwrrv6//Y240jZrkDhhfK9qsKwbMyVteP4rsU3nDL+s+QRNOPc1utAvxyf/DAR1iP4uOB0MnSXt9ATUtdMuGrQHL3wpThzTnaKoeaT6ak4Hgz9Ak3Px/ADE1/Ueh9w+U/o/Xfob8mWdC0PyxfZkaO6pD8Y1k5uWYgiVlQPM4pEB/aQzPb3Tiy+2E3PcFvdrvPQNSHyNs2XUeb1ezJgxA0uXLsWgQYNiOa4QPB4PsrOz8frrr+OSSy6Rj8+ZMwd1dXV48803Q85pbW1Fa2sweKO+vh69e/dGQeZwFLn6BesnaWauY3NmhyRIUPmQbCFNjv8anK82/E60OtAvR/yiDsivBwBkkOGX1or8bHH1rUB6L6/ILbYpPIXMXscBAI5eoqHmHTQSAOAf8iMAgMuZK9+Hw5Ghuk/GfBAk94PDIYqc368JWgHAmDr/2+HIANPZ4JmgPgMBsS+XtF2Y398q9yUIzpBztH1SP0zeRsu4jd49KK+lHZPZvfilNk5HhtyH11sn3steMeA9bfd2BA6JvxfPYTFIvPlEIQCg8aQoEqfq81QGNAA0Sn98vAEnGn3imGoaxN/LUcnVUt3cFFIqhraiGymUBLc40nGfKEUxEtF7c9wPZdH7YcWb7SZ6n3/+OR566CGsXLkSAHDzzTdjwoQJ+NnPfhbza7eVeOobYF/jjPStb84FcEh/OEnTlGU1lNtfEZQNql0lT3MAIwrUwa2dMoIGGU1eO+eIq4N5ksbl5DQit7Oob5mkcz1Et6+jTza8g8Q//r4BPxCvk1YIIKgnjPlDtEUPpW4QSp3RQtoSCPjDttXr0+kUn3GtvgqCy1B7le8RdH1l31rMdNLhcMLna5KOSdeV9M7vawjq296d4vW+E38/3sOF8DWJf9vqDoorv7W1ou6Rxnn8LhxqELWiRTKev28R77vR58Apr/gHr6/0t+7NQ8GdQ/S+WwS576l6BFGQORjulq+SQt+AxNc4W+7XtLQ0fPFF2/eljITjx4/D7/eje3f19jfdu3fHrl27dM958MEHcc8994Qc3390PQoKgla1FdfYZwjdm/Slb8XPQi9gVLv9lXLmo7c0Tu21e742sa8AiPFvQwtEIdjfKD5oXTNEe7zFL8gzOnrg8qTyA0XpPpzySkkJ0oyOZoZOB4Pk9UCtR5Dai+c1+gS0UgyM5Op8b68o+Kd8DnkVLcupXs3LcgXklbme2V5pvGnSe2LbbGcAFw+WSr7sGA4A6JYZFLncNFEkDjeny/cAAFNLqvBulehm6Zwh/qGhFYaidA+Kc0VjeUiJGMTsPikaYN17HUZTvWgUZ+eLK6CCtCLR2thXXiVoaRHFrln63yMZaz26HcOJU6JguKSZMq3SwgekSfE9IwrFVdWR0n0Mb85EQFo/HC+I9+JnomvmZKsDo6QMuh8NFD8XiqMEgm7/kqxseFiogR4Ob8AFj98Fb8DeQvy6devw0EMPoaKiAocPH8bKlStVBgZgHvN16NAh9OwZrI3Ws2dPHDx4EMlAPPUNsK9xRvr2xaHXQ/7Ame3UIghpGP+R+Kz+y0Y9RmXogXZrwOpTq4MFd52nAwgWPV7V9DQuyBbbVznWAgDOlurjFUoxvtkuhhxJLy6WVtr+uUM856qRu/BOlahFdR7x+acaoEXpkHXr6lGiztIqmaJIgKyX+WnBlf7OGeI9f9sgDoJWNHNcARxpEZ/xHtLqZn6aqB91Xpd0XR/OL/lG83mJ13i/arC86re3QWzfP1fUjxkDvsEHkq4WpnulsTjl86cOEn/vW78VdSM/XbzRzjmnZAM6O1s0rDOkldGM7BYEJK+K3yc+ix7JKGs4lYsWj3R/kpa1ekNdrfnpkuHeKmphvxxR2xp9afJq4SlJHy88TTzfJfTFsVbx2BVDxd/Z0i9ED1CTD8hsEX//U7qIYTKZkp1b3diC9/BVyBjMiFTfgNTXONsxdb/85S/xz3/+MylqNt1+++1YuHCh/FpeqSsoQmHWcNMdBAgrAaJW4p/qmr8OqS1kpXQGGYBfYhg+9YiCSYka2Q3iOHtkpskFjU+TJkgHGkUR+dHAfVj+lSgaFLvRJzfoAtgquSOH5kvxDZJReLg5mGlKcWuTuohCcaRZkIOR0wTxGMWxFWc5ZZfq/4mLUjgu7c5B5VOyXU48/YVozFEA8XHJEMxLA66RSia89LXoGvlWMgr/d9NQRTkYcXXrP9+I97anPh0tRyX3zG7x86F4lOqPS/DoRHEl4p53xRVXqhmY5RTkeJWRBVLpBOlzoiSZkZkD5CBmypajOL/CNIccN9lJWkClgqjH4Q4m40h/7GiWelbWXDm28v6PxFn1XikmZkBaJznRprq5CT6mSQO2gDfggFdwwBuQAtDr61XvZ2RkICMjI+S8xsZGlJaW4qqrrsKll14a8n604loTlVTQN0A/wN3INWZWj9FqeR7SqZMstGhtnTQhPinpn9IYpP1SaReaUc3B4ry06nOyVTyP4ugerxwqxyOTflBm/r5GhtOyxGf7fzeJBgXFIh9p8coxbcdbpUQHKUEk3QH4mfr5p6Sz1oAD3TKlrR3dpBvim9lyXLQLD20RNa13jnqCXecJxg7SWPbUS6v724dh/kgxjpBi8UiLAeC77aNVfd1+3mcAgIfXniXHKv7l4xEAgrGOPbKYrP+kTRTPfVqWIMdvE0otA9SVFrT0yAqGsFBcIiXSPDLxAG5ZL37/6iRj7oOmYCkXyqze3ChqImVjNwQimbRGpm9A6mucbaPO5/PhmWeewYcffohx48YhJydH9X6sgom7dOkCp9OJo0ePqo4fPXoUPXr00D3H6BfrdtciPz/fMLPHbnaOXmaRXrFI5ab1gFp46RjNqLWreSebvgj2KW1ZI+/z3izWmgLEpAsgmEn1560D0RoQf6b6duRiyU8PljDY6hYNjJF5UkauEMw0pUKbm0+I99ak+Hwog5cqBac7AApbo23JBjlFcaaZcnWDVw5+JkOIsnVPeYEHtoircZQsQsbPorIqPFopvkelBLpmBMVHmVChpCQrWw6kHttJbPPhsWa5bxrLgSaavYt9XthZdEt82yjW+wOCmbwUpPz8qaVy5fgGv7ogai8UYqhTzNKljOdxUtHRw55muaD1zzvdpBrv6+4ng3vrRojH74QLLngkY5v+2BOLFi3C3XffHXLezJkzMXPmTMN+H374YcyfPx/z5ol/jJcuXYp33nkHzzzzDG677TYUFxerZq0HDx6MKDs9XsRL3wD7Gmekb326T9RNwjFKBDLDLElIWXibMPN2KCfRNMFd1/SU7vnK69Ywtdfj551uCkl4oEzXFr8ffxi7DwBw7UbRG0O7XWQ6nXLyFuljiRTVsqfegX2NYh+kKZQMttd7EuW5oob1luSuqkE8v1mKjWvyCXKyiZ42GXGoOSBr2pldpHg5t3jdzhkCGlsotlFs/+BHZ8nnPr0zmBwCBBPTjjQL8v3R5FUJlVyhiTi1oUlsL2dhyG5JpInHW4M7kkyRtmir8IvPOxl0QLDQ9EinqJdvn1oqv0fbbFL4SUCwnw0bqb4Bqa9xto26nTt3YuzYsQCAPXv2qN4TDKz7aJCeno5x48Zh9erV8lJpIBDA6tWrceONN9rqq6CgSDeOwWx2S+ilhBPK43pGmbYOmhJawTFaNVQW0NVeTxDS8CEdlBZ1qFhma4DJxgNlbC08XXQTlK1Zhc1TLlD1SSn/Df6A/NDRw0uxhC5HmixgJEhknB1vCc4KKTCbjDlyZxSkueRZMB2jGeX+1mAcGhlzNP4/VQySZ7q0YkZi5/YGj51oVWfm+gLBGTW5UYgWvx/ZWTRDFY/RKsD2OrGffjmCXMOqq3Sf9dLMmQQKUK/+AeIfDsp6I1oV7gKK1/xSmqgGjf5aNAXEe+6CPPhg38WgnckeOHBA5ZIzmsWa4fF4UFFRgdtvv10+5nA4MHXqVKxfvx4AUF5ejp07d+LgwYMoKCjAu+++izvvvNP2teJFvPQNiJ7G7T+6Xvd4pKUktOeZZVZaLeOjneBq923Wy76k7M46Ry0GQnTlUXmW8wtFo2tfoyCHMQxNF39fpEcZjqCHgerhkQGVJgQng6QftEsFbZ0GBJO4qJQJZc8eaPLKRladT5wwds0Q3/MFgs89/U9akesMrvRXNzjksQBiuZVeGaGxaUDQMAOC8Y9kyPXOdsiTTppY06R5X2Owxh88DtXnQ7HldawWIwOiMUb7i4/yiCuo3dMz5cLLNAYqqHzXGXtlQ5qKO9PnVJg1TF6Zo7GdZOLixBnOifhW9y6NiYW+AamhcbaNujVr1oRvFCMWLlyIOXPmYPz48SgvL8fixYvR2NgoW9RWcbtrdQvDWnFV6KGcgZptA2UmqtoVPhI7K/F+elvGkEFW7A+WYHm+dgUA4NPNolF5XbcbcPMG9WoY5BzSYAwM7Y5B7lNfIGjMkSCRy7EkNw3VDeLTvtd7KuQ8QFyl2usVx6TdpzFbSJOX/vf6pSr30qbhaYIQUn397Hzx/Hpv0O1yrFW94razpVbe+oeuQ4YjIMZ7KCGXDgn/p/W1cuIMJTpQDNBhT7P8+Q6VViSJFr9fXtWk8w5J9lkxiuX4SaogT3F0A4W+8my4xr89JMHFCl6/Ex444ZVWD/Pz89scSGwl5svlcuFvf/sbpkyZgkAggN///vcJkxVmhXjqGxA9jSOiua+wXlkgO9vvUVulXunVkiS02Zl1udI+04EitEiT8hqIrry/HgrWqCQDcXaRGLu1q0XUkS7ICymuTCt9XsZk3aLi7FQKCgi6Ecmgod0qvmmU9onFBvTwTZF/BoDMJtGIyXQ6Zb2iBAKqq9cjM02ecF4z4hvpsxBF4k8VwZ0opkl6Q3X1lMYejYGO+VlwAk66TK8zHIIcHnNCkyNJ7u4BaZ1kDS7zS4aY9Hm7vT75M6R7oev+dLMg19MjY46yb1dN6IU7pHrxpG39A6XymOwSC30DUkPjbBt18eTyyy/HsWPHcNddd+HIkSMYM2YM3nvvvZBfgBXCiZ2dOmFWCtrqXVPvPG2cn3KlUGv4mVXpJqPws+YV8rGzs6WMXr/4dNV7gjNQMgJp1pXhEFDrk2LNpELM1c1BAzCDqR9EelCPNxTJBlAXIS/kPEB0h5KB2csprnSR8VPkygzOPH2iMfmHsWIdoz9vHSivxtU2Shlc0srkYU8zDks/0765JMo0HkC9cwUgrgKSC/mmMaKoUtHQLnSaJ2gEZkubi5PLoyQrG81+9Wz6U48oxIUokjcQpzhIMu7EnT/IdS1ua9YE0Tg85DgkC2xN8wdAJCt1TICLCXIJh/bk4osvxsUXX9zu100FoqFx4gbp4u+9rcWurW7Sbsd4VHotjM7X2yJLO24g6PUYlSWuJDUEmuVjFKdHoSlHPS2yEThAOkarcb38PeXdMMijAYjX9TIm6yLV3vvqlPiskkEzyDVFDv+QV6QkQ6h3RhoyvJ3kMQDBFTRlLU/am5tWx2ZmDMYUqQ4gFWWmDNJeCGo3GU7fSSv+j4w9IMfnkS73cIjtv2tuQWtANEgppIS2tjw9TdScNS1V8nUzJaPpuF805HqlF+G4NBZapVzTUiV/hjQWmsg/X7scAHDHxvmyMUhGNxnt1Z4IJq1x1DcgsTXOklF36aWXYsWKFZYt4V/84hd45JFHYhJUeOONN9p2t4YjXK2xSM63u3eeUXulcWkloUOvLppWQOlh+lfd3+VjJIS0OrW/tUmu2wbMBRA0lm7e0DNkizRyh3RJT5Pjx8iAAtSGVLYLchyaco9HQDQuR7aKAkpCevMGydhx7sUrYiKdXGl9Z4v4Xp2zVjacyJgjQaPZNRBcqaO4t2whTY7PIWOOxr9LEuA6Ry26SSKVpvksj7QEt0WjlcVCBGe8FX7RqCODtskfXDHU7m1L49zrDa4knJ59BfzMgy+aX4UdfAEHfIIDvoAjfGOLRBLXmgwkkr4Bbdc4ihlWoqcxVnTPbI9RPawmVpjt0KJ938wjQQYCJWF0cvSWj9Ee0B961gIQja2Z6eJq2i1jqqS+KfM8U16dUsWWQVydogQLLbQ/bC9/YYjL85njT0ut5skGI63QKePa9jWrEwXICBX10qG6DsW67fLUyuN7+gyxHBbF8t2+ob88hgLvANU95SJL3vFi/oYuAIAapjZ+z3ANlA1Uuidaldvgq5L1jYw5Ksl0EgdQ1yT+3dkm7ZJJv7MW5qN5Rkilh1rHUbhtZr/GQt+A1NA4S0bdm2++iWPHjlnqkDGGt99+G/fdd1/CZorQTNbIdVCYNczUxaldxTMTPT2RsyKuVo7pjV+70qd3Hq3i1SGYkRsUR/EBpdkmECzKe8dG0RBrEk7BLaXBk+uQjMLNrQfkmn5kQJHxQitmb3+/QjbqCHJhnq2IX6GMMXqv2F+MW6Ql/BopHo2EqDVQiNwMdSbuSIhGYZogqDYDB4J14/pkZMvtKdaQtlGjzc33eoM7b1B8H5Q6LNmlJLLU5rCnGZBcHTT7pizYOikjGAi6PT70r5WPbZOM8guy58NHgZI28AQccAgOeKIoetGMa00kUk3f9LC6GmdFd8z0rq3uXrOJrrI8lFbn9Ca/Wxufl9sDwAeNf5d/3rVJNChoQnVS8ezNyhINPwr1eGDCPizc0AtAcFWMvBC0E/B3/jrZ8DkmZfKTUdkvM0vWMsps/bRevG4N245REFcZyW27QxEX/W7rGvlnABjgEDXpD2VVEATRmKPJKMXyNQjNyGwtBBDMaJUWHZEpuHDZJvFYoTR20lCaoOeyLNn4JONwTYs4QR4plKBFErwBTmn1UVnoOFv8XEk7yaDegQ3o5JCSGSgukWL4fPbLgcRC34DU0DhLRh1jDIMHD471WNoN7Uw20jR+vTZmboVo7e2pN5s2a2sW90Jos2+VxUq1mZh1jlqVUQIE3YtnZAyUZ5VfMtHwohkZlek4PfsKrGp6Wv4ZCK5M7WypVVU/B5SGUHA16zRMVrXZyapRUycapldJdZBoJlncWizvjUszVnKLHvIFZ5qPbRfFvMil8ImAVtz2yvcHQJUAQYYizfRb/OJ9Vjm+lffJ9Erjpn6UnxlBn1MN244Nk6YDAG7d5IUvgu+LjwnwBQR5ZwCrNDQ0oKqqSn5dU1ODyspKFBUVoU+fPlGP+UoEUk3fAPtaY+QFaIsXwspk18y1a9RGacDpna9d0SOvRUnehSEJGkpIZ0gjiJ9uFnCG5GY97lH/ySTDpKbhAzmGj0ok0SRvZ0utnD1b6RYNL4oTzpUSEICg4Ua0+P34cKJoMN2zWTxGiRb3bhkgh8yMk2rujcoXx/h9S6bsJqakDzI4u2SkIdMvZfBL1hW5hCnMZl9zMzazT8X2Upwg6e5RTwv6ZYl9UZhJL/SUPwuaoJKBSJ8pIG7lCACXbVJnqhY6e9pfqYtQ34DU1zhLRl0kwcPK4nzJhpmg6M0glW3DuRWiNT5AHW9nVHNP7zw95A3ALW78LC+hSyt02QHxvf2tTciGuCJHK3YUErYZolD0F0rl88g47BIQjbptTS/LGaUUXFzjD9Z6c3tFv4XWkCoMFMljItcGGU1NQguqRS2VxwbFbiIkphSDQ6+VG58XM6n2nVQPi67/oWctZgpTVJ8TCSL8wLvS50qfRTHEfkqysmVRpM9+BJsgt71zs/h5HnJ+i0AERl1rwAEBDrTanMlu2bIFU6YE74fqoM2ZMwcrVqyIalxropCK+mbHVWo28Qynd2bXtVPuxMr5ZmNQvjarw2d0vZK8C4M7u0ir6zQha/AXygkLvZj6904hIgOz5yvqWkraIq30dUGenOBACRakY0Bw9a+XUzSWyDV8+ZagS5XcoBSnV+jKkA2oo37JeyBp21FPMG6OzlPG3dEqHPUlu4Sl1cRMwYWpaZNV96kcLyW80fVphXGU/wxo2aZwhU9dL+q4cvIKAMPYWNvZr5HqG5D6GtfmvV+TCTvbLWkx26TdKlYDk/Xa2F09jHRMetenWa1yOyvtg0mMwAR5RY5i2ggSQDLWgOBMlzJtqxzfhmzfFhTXgJwppRQZQHTxard2ozEqx0kzR2VCCLliaTWPxI2MumyWGRJDSPRyFsr3Q9en+29i3pDzaEWyyvEtXi0Tr3PBhu9U4x2Q1kktosyDNc3/tLWNzm29r0WmIx0tAQ/+dOCpdt1GhxMf2qJv2uc+Wvt66r2nfD8SLTWbIIebkGuvr9Q2ev5IdwjttlZAaFzYsvJaOc6XVsU+aRaTBE7PvkI+9shEUUMpkQEIThBfq3sMQLB0y4C0TvKxaTniKiAZYg1Cs7wSSPpDr9+qfzykVAwVee6VkSV7UmhMtEUclSPZ1vSy3J6gmEAg6G0gzVYah3Qv1IauPyvvV7KBKSdMSJp8hnMi3muwplFc38KTVNmvMcPnA6qrgZISwOUyjecArBll2m3CrGIl08zsunpiqRVjvZVFM3HV23ieygvUNag3hw4mVwT7IkF6q/FxAOoVxk4Q+yEDcGCgb0iW1KtTgttoye5LaYJGboFV7uAKXycm9pntl5IThBZZfIe6ROGlJJGzsubKhhfNrEl8KC6kwr8X8IgrbJQ9R/3tZNVyksgDZ+wDEEzU+BIbAY+4+kbu3l5CofThBGP3ygSx/QeN4pgEIU12S9c5aiNaqfMGBDggyJt9czhmmOlApEljVsJEjFbszMYUbhxWXLqEUtu0LtleUqzYSZ14amXNPEAsSl7DxLhZ0gbyRgx1FeG7VnHiSPFsJ6XV/E7O3ij0ipp0cf6vAQSNrb3ek6g4XyySexxiUsO2ZjGG+YLs+XLZkFxIRiTF7WaPxswMcSVqZJ56Iv1da7A9rRrSpHIqxTNnX4F+mWKbfc3iuMnt2+L3Y1yalNAVECeq5Xni+E+0MtmVSy7ZXpJxWOdrlTOFW1qz5HsHALcvkh0luL4Z0aGNOkFIgxMMvvGnA1u2AOPHA+vX20/xl4xC15DhMNqcGWjb7NSMcDX3tIalXhaZlpK8C0MKgirP18be0Spe/9xp+Nc4QTUWMlD03LfKFTpAdF3Sw07JFNdupCzRvfKY6D0Slguy58tVyykGkFbMspGGQVK143cbq1RjakKLXAqFVvjo+sWSIVeMYrmvc5yia5aSIQY4B8AdEH/nP90s3vdIKRt2hG+CnORBxieJY03DB4Ak+rQySaJ+evYVqhVMH/NEUJwTkujZPJGT/PiMNQiwH6KhPaa3YqfXpx29s+OqtRrDrCVcCAxpmLzlmWI/W21xeHmvW2lSupNVhyRBKZPPKBlhh0ediJYpOPGJZAzWSZNRpfv3sk2SDkgr/LSCtqrpaflncn/KfTqdckFh7S5Ct4ypQvladUkRMgBvKhXb/qyCYSfV6pQMQNLWc7Lm4bhUf5SobhA/8yrHt7IxR6VXVPreqn6PdI/KPNmB65sxHdaokw2hPXuAIeIeo9iyRVyxGzzYdJ9Elbj4fNiUloZyAL7x40VBdZl/rJHGu1hpY9ZeW+7EbEzVp94xFEErdabEAaozZMmQotdAMP6MVvyUu21oS34A6h0cAOCp8VTDrlPwXCm7ioqIXrDhO1Q1ioKpNSIHBvqiIF38fX0pGXdUo+mZ438PjlsKUqhiUhaYS5wBtwaYPE76o7BTEuVCIViMmFYYKc7vguz5OB5QiyPNtAHg5KngioA/ouxXsYKAh4teh+P0zl2x16Rgte6zqvFWmGG12HpbEyXMjpntvKMdp1mfSrR18ZTJY2ZlVagNtacVvhrF+8oEKSCoe/39pbIxKE+MpZW+f9X9XdZM0isKG+mfOw07/BtU7YkWvx93jhPbk9dgs1S2ZNemUnkXIXK30iri9ZtFzwQctXKYSAt88vUA4JOG5fKYgtUBgiEpZLDJY5EWOV4tY1goDlfWYKLavxV24fpmTIc16sg4E1fqxosGXVkZUFISduVLJQ7V1ZB3fVMYhXZwCS74dn+lElS7xpyRkaW8Fz1XsJX4E6NzwlGomOkC6jIeIfErOrvh0HvKhAea1VLiAa2OAUHRpBW3CyQR6eTsLfdR5Qxd83rd/aTq9QFpxqtM2FCWVQGA74Q6AGJcCH2utCMEJY0cxylZHJWuYAAAC3XlKsWZ/jhpBdsqvoDoofZx0etwbDtxzN4JPh8wcaLKW2Fm2Olqho5RaGdlzgwrk9doeD2MXMGdskcb66NCt2hljow55Y4Y/aVSH9VNag/HtoZg/Brt6a0sE0UJZKSdNPE7xzUJLYJoHJGBSNcdhTNw60ZaFRP1jpIYdrANWLhB/LmX5H7VxuTVsVrZGCPI4FQatb8/XdTcy7eIr89wDQwpY0Us3NArxOAj4zcSuL4Z02GNOpUbVSNIVle+AAAlJdgEiIadZBTawucT3b9DhlgSVKMxhdyLtGIYzfgTK+cra0hpY/ioTMeMTcNCgpHJ8Ktp+EB2n34qlT0hA2dq2mRkSzFqFLtHM8hif9BFmimtolHKv7IvioVRJixo9+KlFTSqCQU/5JIEtF0Q0T9QGuxTql2lFDR5tdGpvt9sf3CbMG2CxXGcko3WR8oPocHnxXmfwhZeaSbL3RMdECkuGDBf3ZK9EZWviwYdYGliqht+YsEotLJyFxKL7PNhEBiqQ84I36cVrJZgCTtOhH6uH0wQNa187ddynByd/5OC6wGoV/MIWgnL9WcFC/ZKrkpa/b9zXDWmbZQqFjh7q9qA6bg/JeOuruFrIEudpSp7TqTrDkRfuVIB1dALuQYgX5/u8/ItVahpCiZGAEEjtEw4WzYMyU1M1+grjMQXNkuacH0zxrJRN2XKFCg3tP7oo49iMqD2QvXgulwhIma5pInLhXKv17LrIoTqakuCqhvLp8XmjFsPK+VZzP5QmG32PWHtf8U2QhpOMnW9KIrR65Q9Wl5p0xqVrzcHiyVrZ9UDs+fLte/IKKTyIcrkDW1B0v6BUtmoolU0ErkaRYbbzlNSiXTJtUrjHZszO1hEE1TINJglrHWtkKBVOb8NqXx/yCHGliiF87pNRfCzyNyvyv855qS0vhkck5/VkhJRLxTeCjNCtNGihtlNoiA92wO/OD6d0JZoVgKwEgNoFF+oVwKKYtf0JshK7wDFxGm9FzX+A3LYh1ZXp20MbqNGq4CkWxdkzw9ZNaSxXZz/aznBghLCtOWloKMZpEm5LEsuj0LjvXWjtAcsIMcJ04Sa9G+zPxgrTZNmOp/rW3Sx/Bd/7ty5MRxG8qArIjpGoWUsCmo48eqUPRoDAq3Y0rpHPLBlCwanZWKPSeKG2XXCGZFWSqHIhpP0oFOb/rnTDIWzTDhbjh+pgzqztq75a1kYyBiUd7LwfyonT9D5SuNKO0NWQsYcGXdkFJIxuGxyb7lcAYmbMvtNrvEnjY1mrmVr3pHbkWtFWeZFO14S4v6501CnGF8k2a8+BggB8X9OeFJN32wnJ6xfH3ZiatinTaNQ2Yfp5Hn3l5ZXECNasfP5xGtI47XTh5WSL/RaT0s3TxH1a9rGA7JxtlUz0a1TTGLJRUtlUpQoY5QBtfdBW3+0TDhbVWoFQEgJqRq2XR7TJ1Abk4VZw2RDk4wyWhU86T8gJ44QSg0md6v2+m6HukyUFbi+GdOh69S1d004QywEKdteqSsrAz7/3P7KoeaaQKgA98+dFlLmRG+c2tmp0mVBInOq+SuUAKjNHAa/IKhE0qw+HkG1jpQzZTqP4t8OOQ+p+qD2cp8KF64S2q91J6tWrcwpr9tfCF3pU1aZ19677FadcEiORdGKqrJmVjbLhI95sLHlOVt1nH6Yfx3ShHR4mQdv1i/jdZw6AGZ16mKhaWYhLFFBo2euzVvhV2zvqB0LYen+IvRqGGliYdYw0/JVJXkXwskCKPBVY5+QjuPNO1RVE/wQdHfC0GoacdJ/IGR3DGWiBXkktBp8QfZ83UkkENShrY3P6/YJhNbwA4LGWqbgkvumY2Tw9fL3DFmRpBCY28dW4bxPV3F9ixK2n741a9aoqjErWbZsGa677ro2D6q9sJN5ZYaZoFia/VlY6bM0JpdLnnG7hgyHPy3L9Nxw1eKtBCPbqUWlpK75a1U5me2eA/hJ1kSU5F0YYjBqs9IAdZYboRU+MrKUcXrk2lXt5avYkFrJCJ+0I4YzWGtPm8k7IK2TXLyYIHE8K2tuMDFCosgpGoBla94BpPGSAFOiRaFQJF+nMGsYGIwzGY3wBhggMLm0Accac+bMwdVXX41zzz033kOJOrGcoAphtCbs+Xo6qdAzlJTAZ2J0WV1dkw0vCy7jSBM09M6r9+3HB617MZY1A+PHY2jOdLzSshGlAbeYqLd+PTrljxXHSVtrZQUnkSdZ6KRUW82AjLMa/3b5Pe0KnzYBAgjqH2X0l2X/Av2FBuwXsuVJ96kc0Ugr8lajsnUv/BDk68k7SrAz5L4GCuoM1x3YIMfnNUDUS0rwmLetR8iYwsH1zRjbRt2MGTPwm9/8Bg888ADS0qTA7uPHMW/ePHz66adJYdQVFBTBrJ6cpVUxBdHK8ooGQXEN73bVCw7Wc7/arWtl5T0AKAFkYS0NuPHN1kchDBkRUg1dGYCsjS1RXoMEUOuOKMwaJrtStQHOLsGFSdlnYb+QjZP+79CPebBPSIdfEGQDEH6gSoqlk/fBlbTktbrHZAGlDatfGS++d/mW4Oof9VUj/VqURikZjJTMIb6v3qnDLp5AAEwIwMt40Ikd3G43pk6dir59+2LevHmYM2dOwm8JZoVY6JCthDIbfakwmPBG4m5VrqS5hgzH54g8wc2uJha1fI2xNDnbsgW73nsPmDFDfo3qYCoITWoFIU12ySq9JABwkn0h68YqClNRJFOQJ4Hi3wil+1ZbYmpnbm84WQCvtHyMsawZW5GJDKEAI1gttjd9DkEARgfq8aVQhLmZM7Cl4VVVP985DsqlqWhMsotXKJKNOZrEXlb4GwDA6+6/h3xe4eD6Zoxt9+vnn3+OK6+8Erm5uXjppZdQU1ODq6++GkOGDMFzzz2Hvn37hu8kTrRlG51oEM1MrXgiCGm2dswwyqJVFX5WuIvNdsDQzk7psxibMzskCYJQ1tVTlllxsgC+GXYc2LIFW5GJseNGABUV2ATgTDjhl1LPLsieH6ynp5MIonVfKF3CWtcuFdosDBRhaLrY/t1WsYYUuWa/xEY5oeK+sv1o9Hlx/mcf2HJPTM66Ci4hHT7mwdrmZ7h7wgbHjh3D888/j2effRZfffUVpk6diquvvho//OEP5YlsIhILfbM7wbVamy4htKwNLmM7RY8BoEvWKHmlbhOAc+DAJwigHAjRG70wFa0WFmYNC67oaejl76mKcwOCLk/thFc59pK8C9E/0IDVTetM7wUABsOJY1nDQ47TmJQTW3pdtiaYDAcEtdTtPmH5e8v1LTy2V+rOPPNMVFZW4le/+hXGjh2LQCCA++67D7///e9V2WOcUGI2m7WJUlA3Tr4IQDAzNVz7SMZh2l5HWM0MRe17Zn8cSMiUAqw6X1F4eixagIoKAOLsfVL2Wfio6XMAUuBxQIopyVULqZ5YkbCNyJqAL/3iCh25dqmfbU0vo4apY2jkmLymr1ElXWfGpgNgJoVkjWhlfvjhhy+Cczs6Xbt2xcKFC7Fw4UJs3boVy5cvx+zZs5Gbm4tf/vKXuOGGGzBo0KB4D7NdMMtYVR7Ta2/Ul9U6lzGnDQludg1dxryy1pWXlMCTloUzIcC3+yucKcXUaUuiKD8n7WfWXyjF1lP6cXPVzCt7O0iLqG2n7O2G+nrSfwD1jGGrkCWv1EEQMJY142t0hiAIGMqOY6fQGQWZ0/FNs7hSpxfKMk1yciiN0dMlTwpB513e83fmH6AOXN+MiSiidc+ePdiyZQt69eqFQ4cOYffu3WhqakJOTk60xxcX7M5OjfoA2m8mapaNamaUmRlzREzvwURYSdzo4Q8Xu6gtq7INockQyr6djOEDScAwfjy+2LoHowP12ATg46bPVC5sefVPoyGXb+mNYikWTiuWY3Nmo65JHANlutL+rmdnZwZj/qSVPUq4mF10A5478ajinu3HjXjhB4Mfvgji8Tgihw8fxqpVq7Bq1So4nU784Ac/wI4dOzB8+HD85S9/wS233BLvIVomUk0z2zUi0j6tnBMNDQ7Xv9Wx2O1He0zWHpcLncb8JKS9zyBURm9spEPbml6GILysaidPKnXCVPQMaaMdhqZlDkVRy9eohhc+TwtQXY1RQ4YDDBiTMRhbGr7EZpcLgvCq6jxlti71qdRwSozYJr23abL4uZSv/afu/ZvB9c0Y20bdn/70JyxatAjXXnstHnroIVRVVWH27NkYPXo0XnjhBUycODEW44wbkT787S1IVgJ4rfaVKOglSJihdbsqDVxlnAogioxfEFDOPCiBE9VbtgGA+DMAP4SQOBa9MXXKHo2aZtoXcoXct7ItEDTm5Lp8TcFthWhLMHr9We0H+DRPXeTYLl7Bh4DggB/2Stp0dLxeL9566y0sX74cH3zwAUaPHo2bb74ZP//5z2X3zsqVK3HVVVcltFFn1z1odH684oWtJiBYIZpuX7MJslHfym3GrBjGenvqEso6ndr3lAkT2jqgykxXI2NOmVSRnzsdfQCUdPohgKDhKQhpITuGKDWVkiGoFIqyTieFsBDkmo0Erm/G2DbqHn30UbzxxhuYOXMmAGDkyJHYtGkT7rjjDkyePBmtra1RH2R7YcVYiudYiGgamIlozJlh9MdKENJ0DS7la+3PdF5u9hUYDYSUAVD2Q+LUKVddJ+9k0xdy1qq2pAmyQmtWaWewyusp3Rhy0HPWMDDmh7vFXsX1VsEDp8DgR3L9fuPNaaedhkAggJ/97GfYtGkTxowZE9JmypQpKCwsbPex2SFRQj1iQVtW8WL5uZglllmpiqB3TDtB1NvBQu+10d8PVQawAZ2yN6jKMSn70+tbqVvrmp6S2ogJGeSOVa7i0f800S7MGsH1LYrYNup27NiBLl26qI6lpaXhoYcewkUXXRS1gcWScNmvbSFaK1/RmqnGwo0Rqz4B89m0nvvVrOix0qDSzkqVQkTBw+TO0HP3kjEnlz/RBC4rx6A02JTGH6DO0NW2VxqlZChGilfwIMBFzzaPPPIILrvsMmRmZhq2KSwsRE2N3gZPqUes3KDhnvFoTGbbep5yTHb6sNLW6v1pJ6pmOqnUPb1VNGV/Zu/prQLqxUPqtdFOpPVKTxGya9bZE26724RxfTPEtlGnNeiUTJo0qU2DaS/c7lrdBzUa4hWLTLFI+rZ7jtlYtMkUsXbtGrW3KjZazGamStHRtlO9pzHm9NAbA7lBtIbmxsnBKura1TzlbPrs7PnwwYONNkXPgxY44EOAuydsMXv27PCNOhDhnt1YPOPtgV4MclvH1Fb3sN71rPyNMnKnKtFOKpUYeTiA0Amu0nCzEh6jrLmn1U6a8Nb69hmebwTXN2OiVPo7+YhGfEU0xhDJe7HA7HpkzNn9vKI9u9VrZ2VM4Yosa49py7XYnalTDF71qXcM3a6dnL3l4sN69fhopU6sr2c/UcKHVjjg56LHkYmF3iWym9aMeE/orZ5nJRZPb8XOyODa2vh82O+BshQTaZPSuNO6UU0n1Ar3q1G7gkz7Gchc34zpsEYdENlD2BZ3RLyNyEixM6s1O8/qe3b6jNTVYfdaZsKlNQJpBqoUQC3KmBW91cbPFPveRhJT52FNcMCFQIzCDDjJR7S8CKlAe9xfLK9h1qeyLqd2LGbnKnfk0e7qI7+XpV8jFBBjibWxeGYhMEHds2+GcH0zpkMadW2JqWvLUnyyCmSks1qjdu0V6Gw1PscsqJgwKrYsCGkhx2h2anf1UFkYWZ2ta3+lzs88CMCPSGrccTiJrFXRiPNrj/tLhNU/s5hjrXGmNOTMXKzUp5zJ3yied272tag2ua7WvWs2UQ4H1zdjOqRR53aHbkqsxc4sy6oBl+qzX8DcLUC0ZeXMzI0aaRkHK+3M4lW090ltwyVRGLl7te9FslLnDTRBEJxc9DhtJha61ZY+46GfiazdZq5ZPazsAkQaRmVO9K4nFzhWGYBPqdoo3zP6DCPJfuX6ZkyHNOqs0B7xYKmIlZXJSGfa4VbcIolNMcOsfIDyuBVjUq8NHdMagYx5VYYebY1jB3/AA0FwgPG9ETltJJV0q62JHYls3BFWx2a2HSNBJUqU9e70VvYIbR/KvrWhKNQ2kpg6rm/GJI1Rd//99+Odd95BZWUl0tPTUVdXF+8hJQ16MXHK1+2NFddnLK8ZDrsrfkafq5mL1WwVL7RsQATuVy56SUdH0rj21J5Ik6n0SERjzkrNO7NSKGb18QhlMpeVklNaLwRjXkO36/6j6/mkNYokjVHn8Xhw2WWXYeLEifjnP+1vK5LIRLpyZdUgikWmV7SI1liiWU8r0hU/rRDqCaBct46FulqVxp1ylTCylboWCIIAxuwbhJz4EGuNi/dkLl7X11vNjyThqr2IRZUBM4+GXtkSrYtWb6KqFxOnVznAqC1l2Pbpbn8XKq5vxiSNUXfPPfcAAFasWNGu120PIYo0+SKRhCjexCLeR9m3WVCvdlaq50YlaMYrCGmyqMUi/pIxDwAueslErDUu3iv1iTSBs3t+e3o7Ih2b8vxIwkz0NM7K3xy9FUIzDdV+hqvPOg/nf2Yvpo7rmzFJY9RFQmtrq2rbMrfbDUBc+bCK233C9jl6FBQUWUrQaI+xcMyhz5mor6/XPaZtX1Agbu1VkDlEbvPtkU9V7bX9aPsCIAX/Mvk9et+OgDF4wPUutYlU35JFR+h50uqm232i3ceu/cwS4TM0+nzMxqT8O0Tna9HTNuUx7XWpJInbXSvHx7lbdqvaKDU02JcoUOd/9qH4iutbVEhpo+7BBx+UZ79KevfuHYfRwLYLjZOcUCZXNH7fyj5OnDgRts/09HT06NEDR44ckY/16NED6enpbR4LJ7FINH2LFVw3zbH7+YRrb7U/bTu98+yMjetbdBBYHNcvb7vtNvz5z382bfP1119j6NCh8usVK1bg5ptvthRErJ3J1tXVoW/fvti/f3/CC0V9fT169+6NAwcOID8/P97DCUsyjTeZxgqIKzB9+vTByZMnLW0k39LSAo/HI79OT0833cuUEztiqXHJrG9Acj2HyTRWILnGy/UtusR1pe7WW2/F3LlzTduUlJRE3H9GRgYyMjJCjhcUFCT8F53Iz89PmrECyTXeZBorADgcDkvtMjMzucglCLHUuFTQNyC5nsNkGiuQXOPl+hYd4mrUde3aFV27do3nEDgcDidmcI3jcDjtSdLE1O3fvx+1tbXYv38//H4/KisrAQADBw5Ebm5ufAfH4XA4bYRrHIfDaStJY9TdddddePbZZ+XXp59+OgBgzZo1mDx5sqU+MjIysGjRIl2XRaKRTGMFkmu8yTRWIPnGy4mMtmpcsn1Pkmm8yTRWILnGm0xjTQbimijB4XA4HA6Hw4kO1iITORwOh8PhcDgJDTfqOBwOh8PhcFIAbtRxOBwOh8PhpADcqONwOBwOh8NJATqkUbdv3z5cffXV6N+/P7KysjBgwAAsWrRIVaU60bj//vtx5plnIjs721LV7fZkyZIl6NevHzIzMzFhwgRs2rQp3kMyZN26dZg1axaKi4shCALeeOONeA/JkAcffBBlZWXIy8tDt27dcMkll2D37t3xHhYnCUg2jUtkfQOSR+O4vnE6pFG3a9cuBAIBLFu2DF9++SUeeeQRLF26FHfccUe8h2aIx+PBZZddhuuvvz7eQ1HxyiuvYOHChVi0aBG2bt2K0tJSTJ8+Hd9//328h6ZLY2MjSktLsWTJkngPJSwff/wxFixYgA0bNmDVqlXwer2YNm0aGhsb4z00ToKTbBqXqPoGJJfGcX3jgHEYY4z95S9/Yf3794/3MMKyfPlyVlBQEO9hyJSXl7MFCxbIr/1+PysuLmYPPvhgHEdlDQBs5cqV8R6GZb7//nsGgH388cfxHgonCUkGjUs0fWMseTWO61vHpEOu1OnhdrtRVFQU72EkFR6PBxUVFZg6dap8zOFwYOrUqVi/fn0cR5aauN1uAODfU05EcI2zD9e49oPrW3TgRh2AqqoqPP7447juuuviPZSk4vjx4/D7/ejevbvqePfu3XHkyJE4jSo1CQQCuPnmm3HWWWdh5MiR8R4OJ8ngGhcZXOPaB65v0SOljLrbbrsNgiCY/tu1a5fqnIMHD2LGjBm47LLLMH/+/IQfL6djsmDBAuzcuRMvv/xyvIfCiSPJpHFc3zhW4foWPZJm71cr3HrrrZg7d65pm5KSEvnnQ4cOYcqUKTjzzDPx1FNPxXh0odgdb6LRpUsXOJ1OHD16VHX86NGj6NGjR5xGlXrceOON+O9//4t169ahV69e8R4OJ44kk8Ylu74BXOPaA65v0SWljLquXbuia9eultoePHgQU6ZMwbhx47B8+XI4HO2/aGlnvIlIeno6xo0bh9WrV+OSSy4BIC6jr169GjfeeGN8B5cCMMbw61//GitXrsTatWvRv3//eA+JE2eSSeOSXd8ArnGxhOtbbEgpo84qBw8exOTJk9G3b1/89a9/xbFjx+T3EnX2tX//ftTW1mL//v3w+/2orKwEAAwcOBC5ublxG9fChQsxZ84cjB8/HuXl5Vi8eDEaGxsxb968uI3JjIaGBlRVVcmva2pqUFlZiaKiIvTp0yeOIwtlwYIFeOmll/Dmm28iLy9PjuEpKChAVlZWnEfHSWSSTeMSVd+A5NI4rm+cDlnSZPny5QyA7r9EZc6cObrjXbNmTbyHxh5//HHWp08flp6ezsrLy9mGDRviPSRD1qxZo/s5zpkzJ95DC8HoO7p8+fJ4D42T4CSbxiWyvjGWPBrH9Y0jMMZYbMxFDofD4XA4HE57kVLZrxwOh8PhcDgdFW7UcTgcDofD4aQA3KjjcDgcDofDSQG4UcfhcDgcDoeTAnCjjsPhcDgcDicF4EYdh8PhcDgcTgrAjToOh8PhcDicFIAbdRwOh8PhcDgpADfqOIbs27cPgiBAEASMGTMmLmO4++675TEsXrw4LmPgcDipB9c3TirCjTpOWD788EOsXr06Ltf+7W9/i8OHD6NXr15xuT6Hw0ltuL5xUglXvAfASXw6d+6Mzp07x+Xaubm5yM3NhdPpjMv1ORxOasP1jZNK8JW6DsKxY8fQo0cPPPDAA/Kxzz//HOnp6bZnqXPnzsUll1yCBx54AN27d0dhYSHuvfde+Hw+/O53v0NRURF69eqF5cuXy+eQq+PVV1/FOeecg6ysLJSVlWHPnj3YvHkzxo8fj9zcXMycORPHjh2L2n1zOJzU57nnnkPnzp3R2tqqOn7JJZdg9uzZtvri+sZJZrhR10Ho2rUrnnnmGdx9993YsmULTp06hdmzZ+PGG2/E+eefb7u/jz76CIcOHcK6devw8MMPY9GiRbjooovQqVMnbNy4Eb/61a9w3XXX4bvvvlOdt2jRIvzxj3/E1q1b4XK58POf/xy///3v8eijj+KTTz5BVVUV7rrrrmjdNofD6QBcdtll8Pv9eOutt+Rj33//Pd555x1cddVVtvvj+sZJWhinQ3HDDTewwYMHs5///Ods1KhRrKWlxbBtTU0NA8C2bdumOj5nzhzWt29f5vf75WNDhgxh55xzjvza5/OxnJwc9q9//UvV1z/+8Q+5zb/+9S8GgK1evVo+9uCDD7IhQ4aEjKVv377skUcesXu7HA6ng3D99dezmTNnyq//9re/sZKSEhYIBHTbc33jpCJ8pa6D8de//hU+nw+vvfYaXnzxRWRkZETUz4gRI+BwBL8+3bt3x6hRo+TXTqcTnTt3xvfff686b/To0apzAKjO6969e8g5HA6HE4758+fjgw8+wMGDBwEAK1aswNy5cyEIgu2+uL5xkhVu1HUw9u7di0OHDiEQCGDfvn0R95OWlqZ6LQiC7rFAIGB4Homt9pj2HA6HwwnH6aefjtLSUjz33HOoqKjAl19+iblz50bUF9c3TrLCs187EB6PB7/85S9x+eWXY8iQIbjmmmuwY8cOdOvWLd5D43A4nDZzzTXXYPHixTh48CCmTp2K3r17x3tIHE67wlfqOhD/8z//A7fbjcceewx/+MMfMHjw4IiCiDkcDicR+fnPf47vvvsOTz/9NNc2ToeEG3UdhLVr12Lx4sV4/vnnkZ+fD4fDgeeffx6ffPIJnnzyyXgPj8PhcNpMQUEBfvzjHyM3NxeXXHJJvIfD4bQ7AmOMxXsQnMRk37596N+/P7Zt2xa3bXSIfv364eabb8bNN98c13FwOJzE5vzzz8eIESPw2GOPmbbj+sZJRfhKHScsZ555Js4888y4XPuBBx5Abm4u9u/fH5frczic5ODkyZNYuXIl1q5diwULFlg+j+sbJ5XgK3UcQ3w+n5whm5GREZeg49raWtTW1gIQCygXFBS0+xg4HE7i069fP5w8eRJ33nknfvvb34Ztz/WNk4pwo47D4XA4HA4nBeDuVw6Hw+FwOJwUgBt1HA6Hw+FwOCkAN+o4HA6Hw+FwUgBu1HE4HA6Hw+GkANyo43A4HA6Hw0kBuFHH4XA4HA6HkwJwo47D4XA4HA4nBeBGHYfD4XA4HE4KwI06DofD4XA4nBSAG3UcDofD4XA4KQA36jgcDofD4XBSAG7UcTgcDofD4aQA3KjjcDgcDofDSQG4UcfhcDgcDoeTAnCjLgnZt28fBEHAihUr4j0UDofDiTpc4zicyOBGHSeEQ4cO4e6770ZlZWW8h8LhcDhRh2scJ1XhRh0nhEOHDuGee+7hgsfhcFISrnGcVIUbdZw209TUFO8hcDgcTszgGsdJFrhRl2AcPHgQV111Fbp3746MjAyMGDECzzzzjKVzd+3ahZ/85CcoKipCZmYmxo8fj7feeiukXV1dHW655Rb069cPGRkZ6NWrF6688kocP34ca9euRVlZGQBg3rx5EARBFdsyefJkjBw5EhUVFTj33HORnZ2NO+64AwDw/fff4+qrr0b37t2RmZmJ0tJSPPvss6prU6zMX//6Vzz11FMYMGAAMjIyUFZWhs2bN6vaHjlyBPPmzUOvXr2QkZGB0047DT/84Q+xb98+uY3b7cauXbvgdrtNP5uPPvoIDocDd911l+r4Sy+9BEEQ8OSTT1r6jDkcTtvgGhckmho3Z84cdOnSBV6vN+S9adOmYciQIWE/X04KwDgJw5EjR1ivXr1Y79692b333suefPJJdvHFFzMA7JFHHpHb1dTUMABs+fLl8rGdO3eygoICNnz4cPbnP/+ZPfHEE+zcc89lgiCw//znP3K7U6dOsZEjRzKn08nmz5/PnnzySXbfffexsrIytm3bNnbkyBF27733MgDs2muvZc8//zx7/vnn2d69exljjE2aNIn16NGDde3alf36179my5YtY2+88QZrampiw4YNY2lpaeyWW25hjz32GDvnnHMYALZ48eKQsZ9++uls4MCB7M9//jP7y1/+wrp06cJ69erFPB6P3PbMM89kBQUF7I9//CP7xz/+wR544AE2ZcoU9vHHH8ttli9fHvJZGLFgwQLmcrlYRUUFY4yxQ4cOsaKiIjZ16lQWCATs/ro4HI5NuMbFTuNWrVrFALC3335bdfzw4cPM6XSye++9186vipOkcKMugbj66qvZaaedxo4fP646fsUVV7CCggLW1NTEGNMXvPPPP5+NGjWKtbS0yMcCgQA788wz2aBBg+Rjd911FwOgEkFle8YY27x5s6GITJo0iQFgS5cuVR1fvHgxA8BeeOEF+ZjH42ETJ05kubm5rL6+XjX2zp07s9raWrntm2++qRKkkydPMgDsoYceMv3M7Bh1jY2NbODAgWzEiBGspaWFXXjhhSw/P599++23Yc/lcDhth2tc7DTO7/ezXr16scsvv1x1/OGHH2aCILDq6mrT8zmpAXe/JgiMMfz73//GrFmzwBjD8ePH5X/Tp0+H2+3G1q1bdc+tra3FRx99hJ/+9Kc4deqUfN6JEycwffp0fPPNNzh48CAA4N///jdKS0vxox/9KKQfQRAsjTUjIwPz5s1THfu///s/9OjRAz/72c/kY2lpafjNb36DhoYGfPzxx6r2l19+OTp16iS/PueccwAA1dXVAICsrCykp6dj7dq1OHnypOFY5s6dC8YY5s6dG3bc2dnZWLFiBb7++muce+65eOedd/DII4+gT58+Yc/lcDhtg2tcbDXO4XDgF7/4Bd566y2cOnVKPv7iiy/izDPPRP/+/c1vmpMScKMuQTh27Bjq6urw1FNPoWvXrqp/JC7ff/+97rlVVVVgjOHOO+8MOXfRokWqc/fu3YuRI0e2aaw9e/ZEenq66ti3336LQYMGweFQf6WGDRsmv69Ea0iR+JG4ZWRk4M9//jPeffdddO/eHeeeey7+8pe/4MiRI20a+1lnnYXrr78emzZtwvTp03HVVVe1qT8Oh2MNrnGx17grr7wSzc3NWLlyJQBg9+7dqKiowOzZsyPuk5NcuOI9AI5IIBAAAPzyl7/EnDlzdNuMHj3a9Nzf/va3mD59um6bgQMHRmGUIllZWW3uw+l06h5njMk/33zzzZg1axbeeOMNvP/++7jzzjvx4IMP4qOPPsLpp58e0XVbW1uxdu1aAKL4NzU1ITs7O6K+OByOdbjGicRS44YPH45x48bhhRdewJVXXokXXngB6enp+OlPfxrxfXCSC27UJQhdu3ZFXl4e/H4/pk6dauvckpISAKIrINy5AwYMwM6dO03bWHVRKOnbty+++OILBAIB1Ux2165d8vuRMGDAANx666249dZb8c0332DMmDH429/+hhdeeCGi/hYtWoSvv/4af/3rX/GHP/wBt912Gx577LGI+uJwONbhGqdPtDXuyiuvxMKFC3H48GG89NJLuPDCC1VuYE5qw92vCYLT6cSPf/xj/Pvf/9YVpGPHjhme261bN0yePBnLli3D4cOHTc/98Y9/jO3bt8vL80poBpmTkwNALAtglR/84Ac4cuQIXnnlFfmYz+fD448/jtzcXEyaNMlyX4BYF6qlpUV1bMCAAcjLy0Nra6t8zGq6PwBs3LgRf/3rX3HzzTfj1ltvxe9+9zs88cQTIbEwHA4n+nCNUxMLjQOAn/3sZxAEATfddBOqq6vxy1/+0ta4OMkNX6lLIP70pz9hzZo1mDBhAubPn4/hw4ejtrYWW7duxYcffoja2lrDc5csWYKzzz4bo0aNwvz581FSUoKjR49i/fr1+O6777B9+3YAwO9+9zu8/vrruOyyy3DVVVdh3LhxqK2txVtvvYWlS5eitLQUAwYMQGFhIZYuXYq8vDzk5ORgwoQJpoG21157LZYtW4a5c+eioqIC/fr1w+uvv47PPvsMixcvRl5enq3PYs+ePTj//PPx05/+FMOHD4fL5cLKlStx9OhRXHHFFXK7lStXYt68eVi+fLlpIHFLSwvmzJmDQYMG4f777wcA3HPPPXj77bcxb9487NixQxZ6DocTG7jGBYm2xhFdu3bFjBkz8Nprr6GwsBAXXnihrXFxkpz4JN1yjDh69ChbsGAB6927N0tLS2M9evRg559/PnvqqafkNnrp/owxtnfvXnbllVeyHj16sLS0NNazZ0920UUXsddff13V7sSJE+zGG29kPXv2ZOnp6axXr15szpw5qjIDb775Jhs+fDhzuVyqa02aNImNGDHCcOzz5s1jXbp0Yenp6WzUqFEhY6Sx66XxA2CLFi1ijDF2/PhxtmDBAjZ06FCWk5PDCgoK2IQJE9irr76qOsdquv8tt9zCnE4n27hxo+r4li1bmMvlYtdff73p+RwOJzpwjVvEGIu+xil59dVX5Tp8nI6FwJgiapPD4XA4HE5S8+abb+KSSy7BunXr5FIqnI4BN+o4HA6Hw0khLrroInz99deoqqqKKCmEk7zwRAkOhxM1Dhw4gMmTJ2P48OEYPXo0XnvttXgPicPpMLz88su444478M477+Cmm27iBl0MSHSN4yt1HA4nahw+fBhHjx7FmDFjcOTIEYwbNw579uzhSSgcTjsgCAJyc3Nx+eWXY+nSpXC5eC5ktEl0jUuqlbp169Zh1qxZKC4uhiAIeOONN+I9JA6Ho+C0007DmDFjAAA9evRAly5dTDMaOUG4vnHaCmMMp06dwj/+8Q9u0MWIRNe4pDLqGhsbUVpaiiVLlsR7KBxOSmLFsFiyZAn69euHzMxMTJgwAZs2bdLtq6KiAn6/H717947xqFMDrm8cTuxJdY1LKlN+5syZmDlzpuX2ra2tqiKOgUAAtbW16Ny5M4814CQNNPsuLi4O2XdSj5aWFng8HtX52u97RkYGMjIyQs4lw+Kqq67CpZdeGvL+K6+8goULF2Lp0qWYMGECFi9ejOnTp2P37t3o1q2b3K62thZXXnklnn76aTu32qHh+sbpiLSnvgEdQOPiVEqlzQBgK1euNG2zaNEiBoD/4/9S4t+BAwfCPhfNzc2sR48C1Xm5ubkhfVGtLLvPWHl5OVuwYIH82u/3s+LiYvbggw/Kx1paWtg555zDnnvuubDX4Oij99lr4frG/6XSv/bWN6PnLNk1LqlW6uxy++23Y+HChfJrt9uNPn364MCBA8jPzzc+saoKGDcu+LqiAojiZtEcjh3q6+vRu3dvSxXrPR4PjhxxY0/1/cjPz0R9fQsGl/xPyHfeaBYbru+Kigrcfvvt8jGHw4GpU6di/fr1AADGGObOnYvzzjsPs2fPtn0NjnUM9a2mBvlFReE70OqcEh3N61TQCasQwHgAWwCMP3ECMIvb8vmAffuAfv3M2yUxBQXi5+x2J05MVbKRKPpG/Se7xqXmkyZhtASbuXsm8s/fAUFIAwAw5lU3GD0aGD8e2LIFKCsTX7dRlAQhTb6O4XU5HBPsuNRysv3IyfbD7/MDAM4//3w4nU4sWLAACxYsiOj6x48fh9/vR/fu3VXHu3fvLm9q/tlnn+GVV17B6NGj5ViV559/HqNGjYromhxjjPQtv6jIfNJKKHVu/HiAMdGYM9A8/+6vgSFDAADnAcDx48Dgwfp9+3zAxInBvtev19dQnw+orgZKSpLS8GPMF+8hpAzx1jcgNTQu+Z6iKJBe9hkAE6PK5RJFKIpio7wWN+44sYb5GsB8XjBfa/jGUeTss89GIBBo12ty1BQUFFkzNrQ6B5hrXkmJarLrGjIcPs11PBvGAADSi14V2wHi/9XVoQagVcOPEzGp+jcmXvoGJL7GdcgnSCt69MUnGPOK4mI0C9Vg5cFRrtTZ6Ut+7W0OEdyBebMAAFWn3rY0Tk7HgXndYJ50MK8YULx582ZrqzcmdOnSBU6nE0ePHlUdP3r0KHr06NGmvjnRw5YrUKNzwpARAAy0TDICB6dlonrz1hCDDgDSz6gUf/D51N4OMhqVVFeHN/yMSPIVvvYi1Yw5Ihb6BqSGxiVVSZOGhgZUVlaisrISAFBTU4PKykrs37/fVj9a0WPMq/oHiAYTGU3hUJ5n1kYQ0kIMyHB9MeYVDbqJE0XXx8SJoqBBNOa4QcfRQ/A0yP8AoKysDMOHD29TuYz09HSMGzcOq1evlo8FAgGsXr0aEydObPOYOzrR0rdIIG3S6o9SrwQhDUJaFvYwn65Bp4JWAXfvBj7/HHC5QvWvpARyoQgjw08PWuHT6CGn4xALfQNSQ+OSaoqzZcsWTJkyRX5NQcJz5szBihUrbPenu0IH66tqdjFzu2qPyW6MMyoNZ7R6K3WputzOsYej9RQc6WlwtIrfA6sz2YaGBlRVVcmvybAoKipCnz59sHDhQsyZMwfjx49HeXk5Fi9ejMbGRsybNy9m99JRiJa+icH7YnySng7oaYSRXpi1CauTmlXAkLYuF8q9Xt0VN72+5XHv/lKlh4PTMrGHx7Z1KCLVN6ADaFy802/bE7fbzQAwt9sdti3gYoArJuOw3bfXy9j48YwBjJWVia+jhdfL2O7d0e2TE1XsfG+p7eGKqaxx90x2uGKq5XMZY2zNmjW65QbmzJkjt3n88cdZnz59WHp6OisvL2cbNmyI9NY4UUT5PYmWflE/en2ZvWe3f73jhm29XrZRTOuInh5yHYwb7alvjKW+xnWovV/r6+tRUFAAt9uNgoLOtmLciHAzX6M4N7NZraWVQZ9PjGUB4DeZhdvCLFCZx6wkDMrvbbjZKLU9+tlE5Oe6UN/gQ/ez1mPw4MFRyQ7jJC5m35NwGmNnhd/M00BY1aaIPQvR1Ceug3GF61t06bDfUquCZNV9QZjFuGkNPqsJFtTmGwvGnC2RNApU1oica8s2+CGIfXKRC0siuMAdnlY4PD44PGLKf7QCiTnJhZ24YCO032e9tnqu0gG5MwCYa2LEz4iNRLawWNRB2djjGhh3uL4Zk1SJEtHGKDhY+Z7eOdTes2EMPBvGWE6UMEpsMLqOdmx6Qcx0rra9laQMuUQBoA5U1oicb/dXQYOOByiHxcr3IdYIvhYI3hYIvhYA0Qsk5iQHlOhFmmM0OQ2rETD+Ppudy5gXexvew96G9+wN3AQ7yWt6UJxyCBZ1ENXVhhpo5XPkRA+ub8Z06GmGVqis/CEmg8lqez3XrBWhsxuUHMm9GNbj09SjMhW5aM2WOVFFaGmG4HRAaBHrKfGZbMdCT2O0noK2Tjzsnm93BVvb3mzFz0rfcrkVLXZ00EAD4z2J62hwfTOmQxp1VKfOTAgiiX/Te0/5ui3lR+yMUW9cyvbKWSVj3lDDzK6xl2Ikgvu0zXg8QJoD8CRukUxObBhT/FPboSGxgNyvhDKz38jAUmb923n+zCoJWKrnqefO1dPBdtDAlNCfWMP1zZAOadRRnTorOzuYCYJerIlRX6Yp+hZX/8K5O4z6NjI0jdy+churxl6KkQpiKrRKM9lWUfTKysp4IHEHofLQq7YKk4ebqFqJjdPTEqM+08+oNNS7jIlfSseDx7QeDrvPZ5tW+LTGnrYAswUNtFsiKxX0J9ZwfTMmNf8qRxGrMXB03IqhqIdV1284rNTAU/ZnJQhaRZgA5Yhq/EUh8DhWtQWTFo8PcAmAR/zryN0THQsygKzokNX39PqilbVInz0j/RmYN8vQiLMaitJWd68hLpetunhWKhvEeqKccqt/XN8MsfQNoiKYdvjjH/+IoqIi2+fFA7vZpEbt9dpYcfHqiZSq+LDJWMzGEG68ZkZopNuaRWTQRWH/x0QUq7gamh4P4AyKHseYVNY3K98/SqhQYkX3rJZJ0RuT1jVqdl299/T0kbCSTGFH12NKO+1/m4j62Ca4vhliqU6dw+HAxIkTkZ6ebqnTTz/9FLt370ZJgsVcaevhRDJ7CbcaZxa/RuidrxUpK+cpj9MxK64S7f3oXUOvjZXVP9vs2SNmkhG7d/PkCw2R1HE68UQ68rME1DczdL7RY+ncjkqq6psd7ISNKDEq06TXl1mf0VxJsmoY2nkvWoRcg+sf17coY3lKsHLlSnTr1s1S27y8vIgH1F60ZRXFyHAzi1/TQ/keGXMkknp9R5LYoexDr62Z8WnWd9SETyfw2Ja48ppR+rQysWBRqzhn4zEn5qSavhFWY+u0OnBB9nz5OE04Kd5NOXHU9mtmLCnbaCexdr0lZu8ZGYzaxA0t7bGaFXINrn+RwfXNEEvfguXLl6OgoMByp8uWLUP37t0jHlSsUe6NaBe7blTCbHY6IHdGSAkCu+6BSF2zkc7Q7VzXFJ3kC8t9+XwIjM6H4+vmmLoukhHmdYA5BTAvjzkJR6rpmxKrdeK0k0klZMwRylU5K6t4em2GX9BbGl/4TNW2rqpZ1TE72h012qh/7eG6TUS4vhnTYbcJ0/sC6K2K0exOGbRrxWWph9F5ejEtZhlfduLfrLhDjM6zE3BstqIYM7dGB3FdROKeOHZfNvIzBdS3MHS9s4m7JzoAdvQN0I/bNWqr957R+2bt7ZwTLf2xMia99gmfXGBF/5JgJY/rW3RJzN9ynNB7ePWMKq0oWkEQ0tC6fgSA4MzXTIjM0vcjdfHand0a1Xva2/CerRXBmBl3VmtGJYGwGSF+ZvbnXYHWNAQEAYHWDjNn49gkuAIXWcmNSLcgi4YXIJJCynrXVWp5whtxWsLpXwqv5HF9M8bSb7hTp04QBGvuytra2jYNqD2x4nrUm9EFBaUypI3RLFh5jQG54V0Metc3mklaPc/sfDPj0SwY2uqM3qiNHnZKC4Stm5fkwsaYV56d2jrP6wRzOMC8vDhnOFJR36yEb5hpnBX9MXPtWk2GMIrXC0ckhZQZ88KzaVzIGOj6ZpPlWBl8bXLtGuif3GcK7wDE9c0YS3/dFi9eLP984sQJ/O///i+mT5+OiRMnAgDWr1+P999/H3feeWdMBhkrjB4ms0QCxry6xg1hZigaYSaAZkTDkDJzxRjdi9nMWbmKF6lY2Tov3MbedoQtiVf0tPg9afALDvh5xfWwpKK+2V0JiySZSmmAaSd+esaZ3piCepOmOt+q+9Wu3qWXV+iebxY2YtZvW429NhuJOvon9xnJ7hdJooFc30xgNrn00kvZ448/HnL88ccfZz/84Q/tdteuuN1uBoABTga4DNsp32tdX8pa15cywCUfb904lrVuHGt6HrVX/tO+NyD3IjYg9yLGGJN/NjvHqG/qI1Zox2J0rK19xgSvl7Hx4xkDGCsrE1+Hazd+PGNeb/uNMQz0vXW73ZbbHrixJ3Pf2psduLEnA8AGDx7Mhg0bxp544ol2GHHykir6pofZ9zmS91rXl8o/K7UsEuxojFI79fRS+57yPL17UN6HEr17MhtTuDZWiarueL2M7d5trHvathoNbA+4vkUX24kSubm5qKysxMCBA1XHq6qqMGbMGDQ0NETF2IwFdgIyox3sr0yGMJtdRhpUbKe9WR9tzTTTjidafbYJK7PPBE66iCSQ+Ntr+yM/3YF6TwB9n6rhgcQW6Sj6piQadeOsbOWlbWOnfztjMqrZqZeQ1pbrROu89sTU3RsnDeT6Fl0cdk/o3Lkz3nzzzZDjb775Jjp37hyVQSUCjHnlJXl6EMI9rHqJEwPzZhmKiV6fdMzK9fTO0YPuQe84jU97viCkYVrODZiWc0PIe8r7pL6V/6zcg/bz1YPGZtbGEuSiMHMnkKsCsOeq2LNH/D/BCHgd8HudCHhtP+Idmo6gb/RcEdrnXqt32uePdCEc2vOorp1dfVOOU+sq1tMGaqeto6c0JrXn6ekXodQg7Wend12zscUbs8/cNWQ4NtELKxoYR/3j+maMbaf5Pffcg2uuuQZr167FhAkTAAAbN27Ee++9h6effjrqA4wHytmM2UNgZ8VNecxKYobeazvZYFb61sPKXo7DL+gdUl9Ke4962F1RjCQYOmKsJF0osZiAEa/Zu9+TBj+c8Hu46NkhFfTNs/ks4Pwdhu9rPQZ62kJG2weNfw/57n7Q+HfDPpWYrf5pdYIqA+iVV9E736xIu157o+vqjVdP1+mY1bp/2rFEG7sJFlZ0yMd81mPq4pyAxvXNGNu/hblz52LYsGF47LHH8J///AcAMGzYMHz66aeyCCY7Vt2FZsaZWbCtntiQiBoJC2CeGWbm2tUKoHKljUQq6BqhLLRZKreF8hrKsVgRC7t7MUbb9R3uejLhki6UWEzAiJcrxu9zwe9wwu+LrMh2W/jRj36EtWvX4vzzz8frr7/e7tdvC6mgb+lln1lqZ6ZleoabFruGBe1SoefR0G6PqF0pA9T6pzWuzIw5K5jpjhUNH5g3K2RMyhJW0daBSFY5LWFVA+OcWRtPfQMSW+MiMq0nTJiAF198MdpjaVfalEqu6AMIPzs0up4y4zSciOqtuClnt3oiQ2hn0VQ+4ILs+fJ1rdwLocxwNVutJEO1qlFtcJplxpmVV7CLmbhbWYE1vW4kmWXtiN/vgt/nhN/f/qJ300034aqrrsKzzz7b7teOBqmgb7FEzyjTi2Mzz6jVP1//Or3lPgmzSaUV7wFppx56xp32elrMa3cal4CKxt+huBBn/YunvgGJrXFtWi9taWmBx+NRHUuWYMVozHTszgS1PwdXwMKXMNE7n2ou6Y2FZo1K0TDbtkfvmNb4shofQmK8qulL6bynVddQ9qO9hplRadd9G6lYWjrPrrsWaNdyAT6PEz7mgi8Ofy8mT56MtWvXtv+Fo0wy61ssCdbeNF6FD6cVRpNf6k+pW1WnQs/VPqNKb4KVwsTB6wePaRMrlIaqnstaiVWtseJ9sDKpjEZyS5vQ0T/LBmoUdDCe+gYktsbZ/kSbmprw+9//Hq+++ipOnDgR8r7f74/KwBIVsy+u3YfQShaYngsguHXZF9K55mKjl3UW7l70kju0oqdtT+/Rvo7Al6b3ZtRXW4Wz3bDjrm3nGBSf3wWfwwWfzcdx3bp1eOihh1BRUYHDhw9j5cqVuOSSS1RtlixZgoceeghHjhxBaWkpHn/8cZSXl0dv8HEklfVNb4U/kvOtTrKM2rduHG34LFvZjtHqxM9sVYxcwUq0WqQ0NM2SuehcK2EjdEzv+trrmnkt2rrIYIZl40yjf5YNOqUOfvIJUFVle4yR6huQ+hpn+6/K7373O6xZswZPPvkkZs+ejSVLluDgwYNYtmwZ/vSnP8VijAlBW2dW4foO5zJQipxZAoEd4VX2aWawEXqlAYJ/IILnlQQkd4lmDMpVOStJI4RREki486zSLjPcdo5B8Xtd8MEFv81bamxsRGlpKa666ipceumlIe+/8sorWLhwIZYuXYoJEyZg8eLFmD59Onbv3o1u3bpFafTxoyPoW1uNOcLuJNbO6rqeh8GKDrSuHxESn6dnHFHYiXKlUVuORc7wVcTia+9Br1iyUVsgaMytanpaOu/pkDZKwy0eiVbtqoNlZcDOnba7iVTfgA6gcXYL2/Xu3ZutWbOGMcZYXl4e++abbxhjjD333HNs5syZUSyhF33sFDkk7BSCDNfOrHCl0Xs/7/Qb9vNOv7E8Tr3Cm9oimmbX0/ajV+DTrKCyWZ9WMBonnW+l+KcZcSsobLUIsg6RFOdcf/4ktmP6+Wz9+ZPEYp0HDjC32y3/a2lpCdsXALZy5UrVsfLycrZgwQL5td/vZ8XFxezBBx9UtVuzZg378Y9/bO0GE4iOpm/hiEYRXe0zp1ekWE+jwvWj957d8Zppmd74tP+sXF+vb7PCxtHQqEQpnE7IY1Hq4KhRjAHMDcRF38RxpZ7G2V6pq62tRYkUFJmfny/vhXj22Wfj+uuvj4admVBEGjcXreu8WPuo/LOyzICScKtURm4FQUgznAmGC3RWXlv5np6rQjvjnplbgscPPwo99ja8ZykLTXt9M5SZadFeabXlqrAbg9cGvD4XvHDBK5WQ6t27t+r9RYsW4e6777bVp8fjQUVFBW6//Xb5mMPhwNSpU7F+/fq2Djkh6Gj61hbMPAwXZM83fH71EqW0WfjK9nrXoD6M4uC0P+v1o33PLD7QSmKYleta8UzooQ2hUa5Imo1XOya7GhetlUL5fKUO9ukDnHNOcOXOBrHQNyA1NM72X5aSkhLU1NSgT58+GDp0KF599VWUl5fj7bffRmFhYQyGqCaWvm69/U8jxcwNqsUsRkQJLdkDateBmVtTz/2qPI9cpYRZ2RS9vkLiZdaPQMZE/fNJkJ5oAB6HvlGnvG+jWlR67ZUGqva9r1YdQPoZxjGLsTDGdbETg9dGfH4HfIITPr+4N+LAgQPhdDoxf/58zJ8/HxkZGbb7PH78OPx+P7p376463r17d+zatUt+PXXqVGzfvh2NjY3o1asXXnvtNXkf1UQn3voGJFY8j5k2hdMtPX0CrNe007pBlZNZKzUsg7HHQYNRO7mLND5QmdChPcdMr/Q+QyPNVoa5WIk9tlPBwCoxccUqdXD9euCLL4Bx48zP0RALfQNSQ+NsG3Xz5s3D9u3bMWnSJNx2222YNWsWnnjiCXi9Xjz88MOxGKNMrHzdsYhbMIuvMHv4CL34EW1wrRVxHJA7A1+tOqDqkww5szIq4QwoK+8ZiY3eCqHeZ6JX6NOovd0VuEh/52T4U1mYhEvekPD6XPDABa9PTO+rqKhot8zNDz/8sF2uEwviqW9AYsfzhFvp0mKneLjZpFcb/6ZcVdNbgTfqy8ww0ivvROgZqmb3YNXopeNGfyvMvB7Kn80SQtpbn2zrqssFaLbks0I89Q1IbI2zbdTdcsst8s9Tp07Frl27UFFRgYEDB2L06NFRHZyWhx9+GPPnz8e8efMAAEuXLsU777yDZ555BrfddlvE/bZXgL2V9kbvKV0O2v70ztM3kqRECx2xIYNxb5Mokso0fqtbAmmvZ2W1Unss3IzZDmarjmbvmaEs55DI+AJO6Z84ky0rK4PT6cSCBQuwYMGCiPrs0qULnE4njh49qjp+9OhR9OjRo81jTgTiqW9A7DQuUmKRgKTsU7uDjZlGmpVpMsNsUke690Hj3w37+kXRTXjppHoCrKfF2jFZSWjTa0/v3djjBjxhsNWwmeFm9felXQGNxuJGexmRsdA3IDU0zpZR5/V6MWPGDCxduhSDBg0CAPTt2xd9+/aNyeCUROLrbm1tRWtrq/y6vr4+qmOKxcqekSBckD0fH5wKnbES2gdSWSzT6OEfmDdLbleNA6o2StExmsEqj5ldz4pLWNmP2e4YhLZ4qCCk4eedRJEiATb7fNq6BVk8stLs4PM7Ve6JzZs3t3kmm56ejnHjxmH16tVyCYBAIIDVq1fjxhtvbOuQ40489Q2wr3HR1Dc732erba30FVzxNj7HTHdIB5Q78tDPwQzTtJD3yJj77+rP5TZGE2O9cckTXZNiy8rXpI/K2qIEGau/KLpJdfyJI8aeFMa8IV4DQrnqqB2L8j60bRJVy/SIhb4BqaFxtoy6tLQ0fPHFF7EaiylWfd1KHnzwQdxzzz3tMTxLWHlo9PZuDSI+hFb2H9Sr96Qf/6YWBL1AZRIkMxeHctxGrhHlOIySH5SJEnqEvqe8l7+rxmtlJVOJldUCo/4SDW/ABY/fBW9A/GtpdSbb0NCAKkXdqJqaGlRWVqKoqAh9+vTBwoULMWfOHIwfPx7l5eVYvHgxGhsb5ZWlZCae+gbY17ho6pvR97kt8VlmIRZGfekVEdaLraPzaeV8VZP42rPhc7noud4kstohTl5Jm4KxtsZJYy+d/Dte1MQAk8FoJSZPENJ0an4a7/hD19KrFUoMzJuF3ad+J13vF6oxKD8fozGZ0dY44/YgUn0DUl/jbLtff/nLX+Kf//xnUtRsuv3227Fw4UL5dX19fUiWTKJhJVZMTyTN3LZGfYs/h7YD1CtmBM0kX6x91DBgeEDuDHy1+hAAIL1c30jy40Vb8Xlmn4E6uSX0HgBRwI2qzNuND9QjEVftvAEHvIID3oBYZMvqTHbLli2YMmWK/Jqenzlz5mDFihW4/PLLcezYMdx11104cuQIxowZg/feey/EEElWuL4ZY/f7beYWNOpLOWEN2Xu6MXxNOOV7es+20YTYbMKqjOHT6ofWfawar0I/tRpB4xiQOyNk8qycDBt5bvY2vAeXQH28HPIZaOvhWRmT3meRqESqb0Dqa5xto87n8+GZZ57Bhx9+iHHjxiEnJ0f1fqyCiSPxdWdkZEScBRMt7GYkmRlnkawkmc26wrlmtWz0Vsvnkdtjb0PorNjImCOc+EXIe3ozdOU4qa3RZ6B0JVNiiF4Ws57RbOY20Y5f3zBOPBH0+J1wwQWP317MyeTJk8HCBAzeeOONSeOKsEu89A2wr3GJoG9GRLraY2ZcWVnp0+tLuVetlcmvVpOUWbPa6yoLHWsNNjOPg9449cJqjFbqlAaf1lBV36Nx+Ss7f0+s4NkwJiqVIyxdK0J9A1Jf42wbdTt37sTYsWMBAHv27FG9Jwix21w3WX3ddgw3q/3YcSXqYVYLSi/+hGIvlOJBD+8F2WIbvRmrNphYeV2zMgdat62egan3Hp0XLKkSKlZ6Y4qF6ynetGUm25GJl74Byatxeth9TswmS2Zxu2bnE6RVSuOMaN04Wj5PmxBmli2rd12zxBAj9LYXU2KURDEgd4Z8L2Zbjpll60db09rLoAO4vplh26hbs2ZNLMZhibj5uttxI/ZIiDTGxbNhTEhMndLosRJIqxeQa7TlmN7Sv55oaa9jZeYbLsCaxK3qVKXqPT0XR6SZsYmE1++EB054/U4A0csOS3XiqW9AHDUuTpgZFnaMHT3DRi85yngSG7p1l9IdaqQJZhNGPfSub2agGu2/rTROtYlsP+90g1y0Pmho2Zv4Jzpc34xJPAvFhLj4uvU2IN6/X9fAa+8AU7uCqL/cnmbY3s519JIprJyv59Yw69NoVw296yhFVjuLNBNVGpM2iy7cvSQSXibAxQR4mbi6xGeyyUGyx/NYxW4IibatdsVNTw+sxB4rNULbXhn3ZpSRbyUZyyw2Tu/+lSuSFOaiXWnTi5UmjrW2fZXUrA5gIsD1zRhLRt2ll16KFStWWP7QfvGLX+CRRx6JSbHMdvd1G21APH68WA1bYdhF84vf1gxMq+/ZSQBQCpPRjFdP5MjFoTcGOzFq4eIKtefpuU/IUKNSBmZuk+AfitBsMuWYtNe3Uqcq1vgCDvgEB3wBR/jGHZxE0jegnTQuzt4HO1ppJYTFbuyy3nta96teiIfZip1RLK7SOLMSr6v3nnalTc9QVGa/WiGSvzFWk8diDdc3Yyw9zW+++SaOHTtmqUPGGN5++23cd999ca+AHhVKSkQDbssWYNQoYMcO8fiWLaIoxmjbp/Z4YKbl3GBaz8jISFLGoekJkZ6BJxIaD6KtN6cck5nI2TFG9QwyKmVgtrqqFE0jcdMrC0OJGtFYuRWvY7/SsSfggENwwMNFLywdTt+03gfN5DRRMdvG0Wzl3QylVmjLlBBmZZZIv35RdFPIqpreDhitUrlBs/gzK0asZ8OYkFAS5T0ZhcAo21NdT+1xPSL15MQKrm/GWHqSGWMY3E57ViYcRhsQl5WJBl8SI4qYtVkdYP7w2qkNpxdbp5yJTssxHoPWJaqcTRuVK1EakVb3tgX0yx9okza0Bh0Q3V0nGPOivr4eBQUFts7zMQG+gACf5J7gMSfGdDh903ofYjg5tYqVfbetBOKHCxGhLRL1Jnx2ki+C7kl6/r/ESxPN+wGA4RdQTFzbsujTz6g09KTsbXjPMFtXr73Z5FkvSU17LB4rdlzfjLFk1EUSPNyzZ0/b5yQs2g2I7bgtEiDJwkiczGaEerM9PYPIzB1qJNRWEx4oYFl5zGg2rVfRXZ0QEmxndD07q39m2C29EAtaAw4IcKCVZ4eFpcPpm9L7kCCT02hmTmoz8fXCRvS0RYtS74w0S08vteeYGZrhQkrMqhNQcoiV5AulwRf0jqhrGurpu14x/LbqZDQ0keubMZasjEmTJsV6HMmD0sALRzu5OcLVB7IzA1WeoxUyswxVq0JEr624B6wEOltJCNG7Vz3DizAbm975ZoWN4xV34g0IcEKANxDbMhypQIfTN6X3we5kMwEmqUr0nn+tFiqfYyMd0Cu2rrfXrPY8o36Vx5SlVOy6L830Qxnzq0RZ0JjOV4a70OejXS3UM1y1/YTTMzMD1co9WYXrmzHxfypTiJCH36qbo41CqRQxu1llZkkJZmgNGb1VOTsrhMpzrAiD3njslCJR9qktE6BnzBkJn90g6PYy8rwBAQ4uehyJkImfnckpkYCxeHafJ6Pn0GzXGb3z9FyetHKmjVP+atUBxXZk6nGbGYyRGkR7G94LaaeM96Mtyox0WTkmvVg+vZp32rHHGq5vxnCjLoqEfMmtuDmiLJR2RC6ce9CoL71ZrVnwshlmM0Ers1orBmq4frTZY1YSNPQ/t/CCZrZCaDxO+8F53gAk0RNf85iTjk1U3JsJGItHWJ00RaoRRueZreYHY896o+qU+pgVw1HZXq8gu9E+4XpjNTPErJyvXNEckKt22+pN6O1ov9t9ImxbLVzfjOFGXSyx4uaIs1BaETntwx6uVAfNWK2U9rBjhJqt4ukJoZ77Q3tdM1eyXtyLto1egoZye6FIY/iUbSJJlPAEAEH6H+AxJ5woYDcWL4auWrtuwXDnh3svnNGopxF6iVaUqKE3uaPVNM+mcQCA9PIKQ+3U69tK2InevZgZk2YF5Ak9Y86Ox6i+vt6wjRFc34zhRl2sCefmSMCg5XCEE41wdZL0jDNlf0YrWGYGkbJP7cqbGEdi3cVhxY1q9z0zYuGa9QUAh/Q/hxMV7MTixdBVG2mwvplbUYmZ18LOs2pVG+xObLVoV8ouyJ5vqMF655t9ToTZFm16/Vs1MCOF65sx3KiLN20JWlZgpSSAHnZmVMrXWlelXbev2TGzGBMz0VC6CLT9tEXo9VbjzO6LfhdWZ8zK6wDRKVrslWayXi56nGhiNRYvhvHE0XSxWqGthkk0Eqa03gdBSNMx0OxpufZvBl3DLOvX7mdvNHlvK1zfjLFsQUyZMgXKDa0/+uijmAwolTE0gCIJWtYQacxMpGKjPc9stwk97LgAzAw+s/gTs/Eqj4cTLr3+lGiNSapdZTZTb10/IqozVy3klvBw0bME17coE4d44lhhRceUP2uz58Odr22vp4VmYRx2J+ZBra5UtdGrH2o2edbrW4uVsRUUFBm+ZwTXN2MsP0Fz586N4TA6BrH8Ix5vrAQMK9tYyVQNZ0xpr2FnhctOIK/V31u0YgejgY8BQkD8H+CBxOHg+hZlohVPnCAlVOzs3arFbhKX3jG9LcEijSe0Mkk1m2ybeVLMEkGMcLtrIyiuzvXNCMtPyZw5c2I5Dk57EkWhtPLQ681A7YijlTiQcLNMMyEyey8cyi3T7GDm0lEmdrSuHwFPo992/54AwAQGryR6PJDYHK5vMaCt8cQJspJn13Wol8RhxTNB6BmQenoZaSyuHb3ThpSE8wiZrTZauZ5VuL4ZY3vjNLPq68uWLWvTYDhtRz/WQgEJ5ZAh4v8+X0TXIPSMIiOorSCkYWDeLN0taKh/MsS0xqKd6ynPM8LIYKRxhhN0O6uJAFT3bXYv9F76GZVIL/vM1jUAwBtg8j+OdebMmYN169bFexgdA1rN270b+PzzUINNbyUvDih1x4omWGlr9uwrt/kyQk8fte9rXabasWh1VvlaS/oZlYYGnd44rGgbEYn7leubMbaNuhkzZuB3v/sdvN7gL+X48eOYNWsWbrvttqgOjmOfsEZPFISyra5EWqnTrq5pV8/omFgbaYZKlDybxsmp/3S+sn9yBSj3N9RrY+YGVo5Db5xmx7RQG7pvs8+QCqEaGb1W8AQC8j+OddxuN6ZOnYpBgwbhgQcewMGDB+M9pNSGVvP0VuBoJQ+IrDKAzwfs2RPRxNWISCax4c4z0ia995RtjAg3UTW6F63uRju5wajP/jlTbffF9c0Y22vZa9aswZVXXolVq1bhpZdeQk1NDa6++moMGTIElZWVMRgiJ6rEqIRKW5fUrcSWqAQh4Ddsa0cEzdy2ynP1kjbM+rV6/ba2NcLHAgAC0v8cq7zxxhs4duwYnn/+eTz77LNYtGgRpk6diquvvho//OEPkZYW3T90qUyb3Wxt3c5Mz3XbjrXzrJ7T1vhePXev9j3CyrXMrqF83ygxJFy/2jG53SciiKnj+maE7ZW6M888E5WVlRg5ciTGjh2LH/3oR7jllluwdu1a9O3bNxZj5ESTcC6PCGHeZrDdX0Z1Vqw3gyW07gCK+aB2ei4To39W0K4smo3TyipbW1bhrNDK/PK/9ua///0vhgwZgkGDBuEf//hHu1+/rXTt2hULFy7E9u3bsXHjRgwcOBCzZ89GcXExbrnlFnzzzTfxHmJSEEmoRAhmK3lm6HkkbIaeeDaMUelKOOzcr9ILYfSess9IP0vtebFYhSNttKppbb0nIL76BiS2xtk26gBgz5492LJlC3r16gWXy4Xdu3ejqakp2mPjxIpIhdIIM7GMgQtED9oGxwgjIdGLfSGjTE8A9QRR22dJoLdcOd4IPQNR2XdbhdcLv/yvPfH5fFi4cCE++ugjbNu2DQ899BBOnLC/DVAicPjwYaxatQqrVq2C0+nED37wA+zYsQPDhw/HI488Eu/hcWDynOi5bm2GntDEMdLn0EpMndE+00ZhH1b0R28MWv2z675VXsvounbji9tCvPQNSHyNs23U/elPf8LEiRNxwQUXYOfOndi0aRO2bduG0aNHY/369bEYIyfRMRLLNiZlRGWmD2PXrjbeRSm0FPcWLgBYTwA/aPw7Pmj8u+3VuGjdLwB4BR88gg9eIbbGtJZNmzZhxIgR6NmzJ3JzczFz5kx88MEH7TqGtuD1evHvf/8bF110Efr27YvXXnsNN998Mw4dOoRnn30WH374IV599VXce++98R4qBybPjJ5HIsIYvbaElFiNo2tLX9E+T29lTy/Oz8yToiXa8Xnx0jcg8TXOtlH36KOP4o033sDjjz+OzMxMjBw5Eps2bcKll16KyZMnx2CInIRHI5auIcPFh1hj7A1Oyww+3BGu4Bm5No3iQCIRE+154ZIpjDBKBLFy/bYaeK2CB61CK1oFj63z1q1bh1mzZqG4uBiCIOCNN94IabNkyRL069cPmZmZmDBhAjZt2iS/d+jQIfTs2VN+3bNnz6RKNjjttNMwf/589O3bF5s2bcKWLVvwq1/9SlUuYcqUKSgsLIzfIDnW0Hok2hB6Em2XpZXnO9xk1M7YzNyukWbpmk1w9Qw+I69HJNmvkeobkPoaZ9uo27FjB2bOnKk6lpaWhoceeiihrNV4E4vsoYRFI5Y+5hMfdo2xt8fbIh5vg7vWLLZNS7Rmt5EaZ3bHYhZnYxev4JH/AeKm2cp/ra2tuuc1NjaitLQUS5Ys0X3/lVdewcKFC7Fo0SJs3boVpaWlmD59Or7//vs2jzkReOSRR3Do0CEsWbIEY8aM0W1TWFiImpqa9h0YJzpEGHoSzVV0LXaMskj7VnoitBNjqi5g9bpGcXp6hpvZefTa7a61fV+R6hvQATSOdSDcbjcDwNxud7yH0nHwehnbvVv8n9i9mzEg+G/37mDb8ePFY+PHq8/xetkgONXHogDgivi8SM6N5Dw731tq2ztnKuubO4P1zpnKAIT8W7RokYWxgq1cuVJ1rLy8nC1YsEB+7ff7WXFxMXvwwQcZY4x99tln7JJLLpHfv+mmm9iLL75o7UY5bYLrW+Kjev71tLG9xxBlBuRexAbkXmRzPM646Jt47dTTuIgSJTgcy+jNjI1iW8LE5u2BP+KCyUbYzVZTnqfNrDU6x6w2VKzwoVX+BwADBw7EkCFD8Ne//hVutxu333677T49Hg8qKiowdWqwrpTD4cDUqVPleNry8nLs3LkTBw8eRENDA959911Mnz49OjfF4SQ58vNv5K3QeCrakrEfdgwGKFfx9FymRghCmiVPijarOJKVuljoG5AaGpd4uydzUh+j+lNGNfSs7BFpRgxrU1mpGxWO8DWo7FdN97AmOOBCgIl/HCoqKtq8jc7x48fh9/vRvXt31fHu3btj165dAACXy4W//e1vmDJlCgKBAH7/+9+jc+fObbouh9OetLm+noTp1lp6mlZSElpbT6KtY7FT505plNm5brhECXqfKhWwNmwGEQt9A1JD47hRx4kIq3sBGqK3L6RdY88KiiKkmwCUe71qw86iwWckWAPzZpnuY2vlD0S49+rr620X5/QzDwLwg0l1nNpzw+uLL74YF198cUyvweFEQlufRzuYaqOepukYesqMUztj0xYGtnO/SgNM259dbVNeI1rGMhBffQMSW+O4UceJiIiNuXDoGHtCWhacYPDt3m1/tU0hlOX0mvq3umG4ieFXdertNotVNMWO8AaaIAhOWfSiseF1ly5d4HQ6cfToUdXxo0ePokePHm3qm8NpD9oj9MESehNYk8mrlXIhzNss92epvUlWq5Vjdkl0fQNSQ+N4TB0n4WHMCx/zRVYw2ajcChAyM55acEFouRQLtfbspP0r0asBRceVP0eS8u8PeOAPtMIfELPDysrKMHz4cMOMLyukp6dj3LhxWL16tXwsEAhg9erVmDhxYsT9cjgdkiiWXHGCyTr1RUYX/bhjKV7PqQnnsBunp9Uteh3rXXKUxELfgNTQuKRZqbv//vvxzjvvoLKyEunp6airq4v3kDjJgGZG7NNL2JBmxh9+vipUSK3G8+ms5um5MaygTfuPyP0a8EAQHGDS3ohWZ7INDQ2oqqqSX9fU1KCyshJFRUXo06cPFi5ciDlz5mD8+PEoLy/H4sWL0djYiHnz5tkaHycUrnEc3bCUMDDmFZMrhgwBAIwOuEN1SuGV8EleCV1DTqNjeqt6egXZ25tI9Q3oABoX7/Rbq9x1113s4YcfZgsXLmQFBQUR9cFT/jkhSKVSnHAavi+XWSkr0y8/YFaKxeS6VssZRFLSxCEUMKejkDmEAgaADR48mA0bNow98cQTpuevWbNGt0TAnDlz5DaPP/4469OnD0tPT2fl5eVsw4YNYcfFCU9bNY7rWwcmnE4ZlZEy6sNEx+SSKFEqyRJJSZNI9Y2x1Ne4pDHqiOXLl3OjjhM1LNVrCideVgRT258NIzASo05AFnMI2UxAFv/OJxmRahzXtw6OmU5ZmZxa0DFVjT0dDSODz7QWnnKcXi9zV1RwfYsiSeN+jYTW1lZVZWm32w1ArD7N4QCA230i5Pvg2XwWACC97LPgwR49gKYm/U66dAFOPx3Ytg0YO1Z8remT4uLc7lqgqkrt0v3iC2DgQIwp/ikAoPLQq6pz62vFOk7MRg0ABk+bSgZwEh+ubxwlKo3R4/33gX37gH799LXMgo7JeqmjYQXjykOurfwuFhQUwQGGk6eXiteQdmypr6wEwPUtasTbqrSLnVnsokWLdJdZ+T/+Lxn/7d27N+x3vrm5mfXo0UN1Xn5+PhsyZIhl9wQnvljVOK5v/F8q/eP6Fh0ExuJn7952223485//bNrm66+/xtChQ+XXK1aswM0332wpiFg7k62rq0Pfvn2xf/9+24Hn7U19fT169+6NAwcORCVVO9Yk03iTaayAuALTp08fnDx50tJG8i0tLfB4ghtdp6enIzMzM4Yj5BgRS41LZn0Dkus5TKaxAsk1Xq5v0SWu7tdbb70Vc+fONW1TYqfQrIaMjAxkZGSEHC8oKEj4LzqRn5+fNGMFkmu8yTRWQNyuxgqZmZlc5BKEWGpcKugbkFzPYTKNFUiu8XJ9iw5xNeq6du2Krl27xnMIHA6HEzO4xnE4nPYkaRIl9u/fj9raWuzfvx9+vx+VUnDlwIEDkZubG9/BcTgcThvhGsfhcNpK0hh1d911F5599ln59emnnw4AWLNmDSZPnmypj4yMDCxatEjXZZFoJNNYgeQabzKNFUi+8XIio60al2zfk2QabzKNFUiu8SbTWJOBuCZKcDgcDofD4XCiA9/7lcPhcDgcDicF4EYdh8PhcDgcTgrAjToOh8PhcDicFIAbdRwOh8PhcDgpQIc06vbt24err74a/fv3R1ZWFgYMGIBFixapqlQnGvfffz/OPPNMZGdnW6q63Z4sWbIE/fr1Q2ZmJiZMmIBNmzbFe0iGrFu3DrNmzUJxcTEEQcAbb7wR7yEZ8uCDD6KsrAx5eXno1q0bLrnkEuzevTvew+IkAcmmcYmsb0DyaBzXN06HNOp27dqFQCCAZcuW4csvv8QjjzyCpUuX4o477oj30AzxeDy47LLLcP3118d7KCpeeeUVLFy4EIsWLcLWrVtRWlqK6dOn4/vvv4/30HRpbGxEaWkplixZEu+hhOXjjz/GggULsGHDBqxatQperxfTpk1DY2NjvIfGSXCSTeMSVd+A5NI4rm8cxHfr2cThL3/5C+vfv3+8hxEWq5t9txfl5eVswYIF8mu/38+Ki4vZgw8+GMdRWQMAW7lyZbyHYZnvv/+eAWAff/xxvIfCSUKSQeMSTd8YS16N4/rWMemQK3V6uN1uFBUVxXsYSYXH40FFRQWmTp0qH3M4HJg6dSrWr18fx5GlJm63GwD495QTEVzj7MM1rv3g+hYduFEHoKqqCo8//jiuu+66eA8lqTh+/Dj8fj+6d++uOt69e3ccOXIkTqNKTQKBAG6++WacddZZGDlyZLyHw0kyuMZFBte49oHrW/RIKaPutttugyAIpv927dqlOufgwYOYMWMGLrvsMsyfPz/hx8vpmCxYsAA7d+7Eyy+/HO+hcOJIMmkc1zeOVbi+RY+k2fvVCrfeeivmzp1r2qakpET++dChQ5gyZQrOPPNMPPXUUzEeXSh2x5todOnSBU6nE0ePHlUdP3r0KHr06BGnUaUeN954I/773/9i3bp16PX/7Z15eBRV9ve/nT0QkkAIgQDZQGLYAmRBUAaEPGJUnCAwahQSGcABMj8WAUXUwDCAjk6IIC+ODouEHQfUUUaRACKbQBYEIglLIBBkEwhbtu6+7x9tdXqp7q7qrbqrz+d56gldfeve06Hrm1P3nntOhw5Sm0NIiDtpnLvrG0Aa5wxI3+yLrJy68PBwhIeHC2pbXV2Nxx9/HElJSVi1ahW8vJw/aSnGXlfEz88PSUlJKCwsREZGBgDNNHphYSFycnKkNU4GMMbw17/+Fdu2bcOePXsQGxsrtUmExLiTxrm7vgGkcY6E9M0xyMqpE0p1dTUGDRqE6OhofPDBB7h+/br2PVd9+qqqqsLNmzdRVVUFlUqF0tJSAEDnzp0RFBQkmV3Tp09HVlYWkpOTkZqaivz8fNy/fx+vvPKKZDaZ4969ezhz5oz2dWVlJUpLS9GqVStERUVJaJkxkydPxvr16/Hll1+iRYsW2hiekJAQBAYGSmwd4cq4m8a5qr4B7qVxpG+ER6Y0WbVqFQPAe7gqWVlZvPbu3r1batPY0qVLWVRUFPPz82Opqans0KFDUptkkt27d/P+HrOysqQ2zQhT39FVq1ZJbRrh4ribxrmyvjHmPhpH+kYoGGPMMe4iQRAEQRAE4SxktfuVIAiCIAjCUyGnjiAIgiAIQgaQU0cQBEEQBCEDyKkjCIIgCIKQAeTUEQRBEARByABy6giCIAiCIGQAOXUEQRAEQRAygJw6giAIgiAIGUBOHWGS8+fPQ6FQQKFQoFevXpLYMHfuXK0N+fn5kthAEIT8IH0j5Ag5dYRFdu7cicLCQknGnjFjBn799Vd06NBBkvEJgpA3pG+EnPCR2gDC9QkLC0NYWJgkYwcFBSEoKAje3t6SjE8QhLwhfSPkBM3UeQjXr19H27ZtsXDhQu25AwcOwM/PT/RTanZ2NjIyMrBw4UJEREQgNDQUf/vb36BUKjFz5ky0atUKHTp0wKpVq7TXcEsdmzdvxoABAxAYGIiUlBRUVFTgyJEjSE5ORlBQENLT03H9+nW7fW6CIOTPmjVrEBYWhvr6er3zGRkZGD16tKi+SN8Id4acOg8hPDwcK1euxNy5c3H06FHcvXsXo0ePRk5ODoYMGSK6v127duHy5cvYu3cv8vLykJubi2eeeQYtW7bETz/9hL/85S949dVXcenSJb3rcnNz8dZbb6G4uBg+Pj7IzMzErFmz8OGHH+LHH3/EmTNn8M4779jrYxME4QGMGjUKKpUKX331lfbctWvX8M0332Ds2LGi+yN9I9wWRngUkyZNYl26dGGZmZmsR48erK6uzmTbyspKBoCVlJTonc/KymLR0dFMpVJpz8XHx7MBAwZoXyuVSta8eXO2YcMGvb7+/e9/a9ts2LCBAWCFhYXac4sWLWLx8fFGtkRHR7PFixeL/bgEQXgIEydOZOnp6drX//znP1lcXBxTq9W87UnfCDlCM3UexgcffAClUoktW7Zg3bp18Pf3t6qfbt26wcur6esTERGBHj16aF97e3sjLCwM165d07uuZ8+eetcA0LsuIiLC6BqCIAhLjB8/Hjt27EB1dTUAYPXq1cjOzoZCoRDdF+kb4a6QU+dhnD17FpcvX4Zarcb58+et7sfX11fvtUKh4D2nVqtNXseJreE5w2sIgiAs0bt3byQmJmLNmjUoKirCyZMnkZ2dbVVfpG+Eu0K7Xz2IhoYGvPzyy3j++ecRHx+PcePG4fjx42jTpo3UphEEQdjMuHHjkJ+fj+rqaqSlpaFjx45Sm0QQToVm6jyIOXPmoKamBkuWLMHrr7+OLl26WBVETBAE4YpkZmbi0qVL+PTTT0nbCI+EnDoPYc+ePcjPz0dBQQGCg4Ph5eWFgoIC/Pjjj1i+fLnU5hEEQdhMSEgIRowYgaCgIGRkZEhtDkE4HQVjjEltBOGanD9/HrGxsSgpKZGsjA5HTEwMpk6diqlTp0pqB0EQrs2QIUPQrVs3LFmyxGw70jdCjtBMHWGR/v37o3///pKMvXDhQgQFBaGqqkqS8QmCcA9u3bqFbdu2Yc+ePZg8ebLg60jfCDlBM3WESZRKpXaHrL+/vyRBxzdv3sTNmzcBaBIoh4SEON0GgiBcn5iYGNy6dQtvv/02ZsyYYbE96RshR8ipIwiCIAiCkAG0/EoQBEEQBCEDyKkjCIIgCIKQAeTUEQRBEARByABy6giCIAiCIGQAOXUEQRAEQRAygJw6giAIgiAIGUBOHUEQBEEQhAwgp44gCIIgCEIGkFNHEARBEAQhA8ipIwiCIAiCkAHk1BEEQRAEQcgAcuoIgiAIgiBkADl1BEEQBEEQMoCcOoIgCIIgCBlATh0BhUKBuXPnSm0GQRCEQyCNIzwFcuoIIw4cOIC5c+fi9u3bUptCEARhd0jjCLniI7UBhPTU1tbCx6fpq3DgwAHMmzcP2dnZCA0Nlc4wgiAIO0AaR3gKNFNHICAgQE/wxKBWq1FXV2dniwiCIOwHaRzhKZBT50LMnTsXCoUCp06dwp/+9CcEBwcjLCwMU6ZMMRIVpVKJ+fPno1OnTvD390dMTAzefPNN1NfX67U7evQohg4ditatWyMwMBCxsbEYO3asXhvdeJO5c+di5syZAIDY2FgoFAooFAqcP39e2zYnJwfr1q1Dt27d4O/vj2+//RYAUFJSgvT0dAQHByMoKAhDhgzBoUOH9MZavXo1FAoF9u/fj+nTpyM8PBzNmzfH8OHDcf36ddG2//rrrzh16hQaGxvN/m5zc3Ph5eWFwsJCvfMTJkyAn58fjh07ZvZ6giBshzTOMRrHGENMTAz++Mc/Gr1XV1eHkJAQvPrqqyavJ2QEI1yG3NxcBoD16NGDDRs2jH300Ufs5ZdfZgDY6NGj9dpmZWUxAGzkyJFs2bJlbMyYMQwAy8jI0La5evUqa9myJevSpQt7//332aeffsrmzJnDEhIS9PoCwHJzcxljjB07doy9+OKLDABbvHgxKygoYAUFBezevXvatgkJCSw8PJzNmzePLVu2jJWUlLATJ06w5s2bs3bt2rH58+ezd999l8XGxjJ/f3926NAh7VirVq1iAFjv3r3Z4MGD2dKlS9lrr73GvL292Z/+9CfRtnO/h8rKSrO/24aGBta7d28WHR3N7ty5wxhj7Ntvv2UA2Pz584X9BxEEYROkcY7TuDlz5jBfX1/222+/6Z3fvHkzA8D27t1r/j+HkAXk1LkQnOA9++yzeucnTZrEALBjx44xxhgrLS1lANi4ceP02s2YMYMBYLt27WKMMbZt2zYGgB05csTsuLqCxxhj77//vkkRAcC8vLzYyZMn9c5nZGQwPz8/dvbsWe25y5cvsxYtWrA//OEP2nOc4KWlpTG1Wq09P23aNObt7c1u374tynahgscYY8ePH2d+fn5s3Lhx7NatW6x9+/YsOTmZNTY2WryWIAjbIY1znMaVl5czAGz58uV655999lkWExOjZwshX2j51QWZPHmy3uu//vWvAIDt27fr/Zw+fbpeu9deew0A8M033wCANgD466+/trg8KYaBAweia9eu2tcqlQo7duxARkYG4uLitOfbtWuHzMxM7Nu3D3fu3NHrY8KECVAoFNrXAwYMgEqlwoULF0TZvnr1au3SgyW6d++OefPm4d///jeGDh2KGzdu4LPPPrM61oYgCOsgjbO/xnXp0gV9+/bFunXrtOdu3ryJ//3vf3jppZf0bCHkCzl1LshDDz2k97pTp07w8vLSxnxcuHABXl5e6Ny5s167tm3bIjQ0VCsaAwcOxIgRIzBv3jy0bt0af/zjH7Fq1SqjmBSxxMbG6r2+fv06Hjx4gPj4eKO2CQkJUKvVuHjxot75qKgovdctW7YEANy6dcuhts+cOROJiYk4fPgwcnNz9YSbIAjnQBrnGNvHjBmD/fv3a38/W7ZsQWNjI0aPHm11n4R7QU6dG2DqCcvSk5dCocDnn3+OgwcPIicnB9XV1Rg7diySkpJw7949q+0JDAy0+loOb29v3vOMMQCOs/3cuXM4ffo0AOD48eNW90MQhP0gjbOP7S+88AJ8fX21s3Vr165FcnIyrzNKyBNy6lwQzungOHPmDNRqtXb6PTo6Gmq12qjd1atXcfv2bURHR+udf+SRR7BgwQIcPXoU69atw8mTJ7Fx40aT44udpg8PD0ezZs1QXl5u9N6pU6fg5eWFjh07iuqTQ6zt5lCr1cjOzkZwcDDefPNNbNiwAVu3brWqL4IgrIc0rgl7alyrVq3w9NNPY926dbhw4QL2799Ps3QeBjl1LsiyZcv0Xi9duhQAkJ6eDgB46qmnAAD5+fl67fLy8gAATz/9NADNND/3VMjRq1cvADA7xd+8eXMAEJxt3dvbG0888QS+/PJL7fIJoBHg9evX47HHHkNwcLCgvjiE2i40pQmg+f0cOHAAn3zyCebPn4/+/ftj4sSJuHHjhijbCIKwDdI4x2gcAIwePRplZWWYOXMmvL298cILL4iyi3BvKELcBamsrMSzzz6LJ598EgcPHsTatWuRmZmJxMREAEBiYiKysrLwySef4Pbt2xg4cCAOHz6Mzz77DBkZGXj88ccBAJ999hn+3//7fxg+fDg6deqEu3fv4tNPP0VwcLBWNPlISkoCAMyZM0c7nT9s2DCtEPLx97//Hd9//z0ee+wxTJo0CT4+PvjXv/6F+vp6/OMf/xD9OxBq++zZs/HZZ5+hsrLSbCDxL7/8grfffhvZ2dkYNmwYAE0Acq9evTBp0iRs3rxZtI0EQVgHaZz9NY7j6aefRlhYGLZs2YL09HS0adNGtG2EGyPdxlvCEG67f1lZGRs5ciRr0aIFa9myJcvJyWG1tbV6bRsbG9m8efNYbGws8/X1ZR07dmSzZ89mdXV12jbFxcXsxRdfZFFRUczf35+1adOGPfPMM+zo0aN6fcFguz9jjM2fP5+1b9+eeXl56W2nB8AmT57Ma39xcTEbOnQoCwoKYs2aNWOPP/44O3DggF4bbru/4Tb+3bt3MwBs9+7domwXst1fqVSylJQU1qFDB206AY4PP/yQAWCbNm0yeT1BEPaBNM4xGmcIlyJm/fr1gq8h5IGCMYP5X0Iy5s6di3nz5uH69eto3bq11OYQBEHYFdI45zBt2jSsWLECV65cQbNmzaQ2h3AiFFNHEARBEDKhrq4Oa9euxYgRI8ih80DIqSMIwm5cvHgRgwYNQteuXdGzZ09s2bJFapMIwiO4du0a1q9fj8zMTPz222+YMmWK1CbJElfXONooQRCE3fDx8UF+fj569eqFK1euICkpCU899ZTZAHSCIGynrKwML730Etq0aYMlS5Zod9IS9sXVNc6tYur27t2L999/H0VFRfj111+xbds2ZGRkSG0WQRAmSExMxNdff211Di9PgvSNINwPV9M4t1p+vX//PhITE41yHBEEYR/27t2LYcOGITIyEgqFAl988YVRm2XLliEmJgYBAQHo27cvDh8+zNtXUVERVCqVy4idq0P6RhCOR+4a51bLr+np6drklEKor6/XS+KoVqtx8+ZNhIWFUXFjwm1gjOHu3buIjIyEl5fl57C6ujo0NDToXW/4fff394e/v7/RtZxjMXbsWDz33HNG72/atAnTp0/Hxx9/jL59+yI/Px9Dhw5FeXm5Xj6smzdvYsyYMfj000/FfFSPhvSN8EScqW+AB2icdNlUbAMA27Ztm9k2XE4kOuiQw3Hx4kWL90VtbS1r2zZE77qgoCCjvgxzdgm9x1JTU/VyeKlUKhYZGckWLVqkPVdXV8cGDBjA1qxZY3EMgh++370hpG90yOlwtr6Zus/cXePcaqZOLLNnz8b06dO1r2tqahAVFYWLFy+iY8cY1NTcBJRK4Px5oEMHzU8AiIkBLl3S/PTR+RUplcCZM/xtlEpgyBCgtFTzfu/ewM6dmj5/z14OAPjPf4ARI5peFxVp+khLA0pKmq7j+jx/Xn8M3deER3Dnzh107NgRLVq0sNi2oaEBV67UoOLcAgQHB+DOnTp0iZuDixcv6pUxMvUUa6nvoqIizJ49W3vOy8sLaWlpOHjwIACAMYbs7GwMHjyYak46GHP6ZrZkla6OAE369+STGg3q2hUoK+O/tqgI6NzZdH+kS4RIXEXfuP7dXeNkfQeamoINDg4GY8qmE61aaX7qllMxVVolNdV0myNHgIoKzb+7dNEIXHAwkJwMHD0KpKQATz2l/7pnT+DcOY2YApqfN24AcXFAv36adsnJwI8/apxG3ddVVZp2JKQegZgltebNVGjeTAWVUgVA850XW5vSkBs3bkClUiEiIkLvfEREBE6dOgUA2L9/PzZt2oSePXtqY1UKCgrQo0cPm8YmjDGnb3z/1wqFLwCAscYmzQOa/n34sEaLoqKAAQOatIYxjTPH6ZXhg66uTh08SHpEWIXU+gbIQ+Po7rMnPj6ap1zDcwcPasSSc8AMX8fF6Tt6cXGa948e1fRx9Cjwww/6r1NSgBMn9IVUqWzqF9Afg/AomPIemLIRTGm6qLkjeOyxx6BWq506JiEMxiwUhPfx0TyMAvoaBZjWEkOdOneuqQ8OXV0iLSLsgFT6Bri+xrnV7le3hRNLTtD4Xh88CJSXAwcO6Dt6gMaBGziw6XWPHhqHDmgSUu6JOT4eeOQRzREfrzlXV6eZQVQqQXgGrLEGrOE2WGON3fps3bo1vL29cfXqVb3zV69eRdu2be02DuEC6GqUoV7pYqhTnBPIoatL/fppNUih8NXOHBKEWByhb4A8NM6tnLp79+6htLQUpb/HrVVWVqK0tBRVVVXSGmYPLDl6AQFNrw8fNhZS3SfmoiLNATTN6vE5eEolOXsyRdFwT3vYCz8/PyQlJaGwsFB7Tq1Wo7CwEP369bPbOJ6KVPpmk3PF90CqC99MHgDWWAtWfpK0h7AKR+gbIBONk3qnhhh2797Nu2smKytL0PU1NTUMAKupqeF9H/BhgI9ou6y9ziYaGxkrL9f85F4nJzMGaH4mJWn+3aOH5id3dO+u+ZmU1NQmOZmx2lr9/giXwdL3lq/t5Z+fZfcqR7DLPz8r+FrGGLt79y4rKSlhJSUlDADLy8tjJSUl7MKFC4wxxjZu3Mj8/f3Z6tWrWVlZGZswYQILDQ1lV65csekziiEjI4OFhoayESNGOG1MZ+BofZMEXV1KSdG8NtQqXQ0jDfI4nKlvjMlf49zKqbMVlxQ9e6Irity/a2ubBNTQweNz9gwdPBJaybFG9H4tSmP3y9PZr0Vpor7zQhyLpUuXsqioKObn58dSU1PZoUOHrP1oVrF792721Vdfyc6psxWX1TdDDSkv19ce7j1y9DwSZ+obY/LXOIpadUP0drHpohvoDBgHPZva1dajB3D8uKat7iYMLhVLURHtuHUzvOruw8vHB1514pa3Bg0aBGahcmBOTg5ycnJsMc8mBg0ahD179kg2PiESQ10SsjGM21hBO2sJHqzVN0D+GudWMXWEBsYaLe9k+x2FwrdJVHXj8g4ehE9RqXGMnu4mDHOxeRST59J4NdTDq6EOXg3CdofdvXsXU6dORXR0NAIDA9G/f38cOXLErjYJKc8DCC/RQ7gOojY+CNkYZsrR4yDt8WjE6hvgORpHTp0NuMMOLpOzeT4+UDKlsbOn6+AlJzfN1hnuuK2o4N3VRrgGCmUdFI11UCjrBLUfN24cvv/+exQUFOD48eN44oknkJaWhurqat72+/fvR2Oj8YNFWVmZ0c4xDiG1TbkSPbm5uSguLkZiYiKGDh2Ka9euCfochDSIedAEYF0GAG5nrYkdtYTnIFbfAA/SOLsvBrsw9o45kWSDhDOwFJuXksLYyZPGcTGm+iBswpqYk9/+G8sad3Viv/031uK1Dx48YN7e3uzrr7/WO9+nTx82Z84co/YqlYolJiaykSNHMqVSqT1/6tQpFhERwd577z2LdoKnPA9jwkr0MKaJOaGYOn1cNqbOFvh0hC8mz1RbwuVxtL4x5lkaRzN1OoideRP9dGrlONw1ToMvR5XubN6BA5pzpvJTGT5JU54859PQ0HQASElJQdeuXXmfIJVKJVQqFQICAvTOBwYGYt++fUbtvby8sH37dpSUlGDMmDFQq9U4e/YsBg8ejIyMDMyaNctKkzUletLS0vTG0i3RQ8gbI2308YEivhsUvoFN5/hm8Gj2zrMQoW+AZ2kcRZ3qYI2D5qxxRMXQWTmGRQwDng0rY3AYxsJYqn5Bwc92R1FfC4W3FxT1msznR44cMVlGp0WLFujXrx/mz5+PhIQEREREYMOGDTh48CA6G9b5/J3IyEjs2rULAwYMQGZmJg4ePIi0tDQsX77capuFlOgBgLS0NBw7dgz3799Hhw4dsGXLFvfJIeUEQkJa6ZdBhEYXHKEJ9tYbvn54Q0gMtaeiwnRlC9Ia2SFG3wDP0jiaqXMB7DkLZ+3soVWYyjSv+yRtqfqF7kyexDN67hAjKZgGJdDQqPkpgIKCAjDG0L59e/j7+2PJkiV48cUX4eVlWiKioqJQUFCATZs2wcfHBytWrBBVv9Fadu7cievXr+PBgwe4dOkSOXQG1NTcNDrnKE1wqt7oYqg9OppzGIBP/O/lGmkGT56I1DfAczRO0GPL9OnTRRv11ltvoZVu0WjCJPYURYfO1AkdV/dJWjeNiqldbdxMXrNmwIMHkqVPkeSPk6NoaAC8FUCD+a37HJ06dcIPP/yA+/fv486dO2jXrh2ef/55xBmWfdLh6tWrmDBhAoYNG4YjR45g2rRpWLp0qdUmS1Wih/RNOt2wFT27f9ec1Lg4KDnNoNq08kSkvgGeo3GCvsH5+fno168f/Pz8BHW6b98+5OTkyEr03AWpRNlszjzDpRLdPFW6OfIePND85FuyBUh4RcAa1GDeCjARogcAzZs3R/PmzXHr1i189913+Mc//sHb7saNGxgyZAgSEhKwZcsWVFRUYNCgQfD398cHH3xglc26JXoyMjIANJXocWTOKNnpmxWzUe6wNMuHXt+G4SGAntYcBpBqqjbt7+/3h7cmKwDh0lirb4D8NU7wX8dt27ahTZs2gtq2aNHCaoMIGWIotqZm8riZOsNkyBUVQFYWJSEVQz3TBFfUCxO97777DowxxMfH48yZM5g5cyYefvhhvPLKK0Zt1Wo10tPTER0drV2W6Nq1K77//nsMHjwY7du3x7Rp04yuu3fvHs6cOaN9zdU2bdWqFaKiogBoZs2ysrKQnJyM1NRU5Ofn4/79+7x22BNZ6VtamiY1kZ3uEXPOmbn3DM9Z249N6GhNqs4DoXa88pPambxUAMryMvuOTzgGkfoGeJDGCdkiu3r1alZXVyd4S+26devYvXv3RG/FdTSy3PIvB3TTpohJn9LYqHnv5ElZpzGwZsv/jXf9WUN+ALvxrr+gazdt2sTi4uKYn58fa9u2LZs8eTK7ffu2yfY7duxgtbW1RueLi4vZxYsXea8RWtvU2SV6ZKdvfCmGmIxTMInA6HfAV5tW9z1dXZKxxkiJM/SNMc/ROAVjFuplyIg7d+4gJCQENTU1ZnfK2IJhoL27xai4DLpxLkBTuaCUFE1KFQB45JGmihdJScChQ7KcwRPzveXaXp/fDMEBCtypYwh/+4FDv/POZvjw4dizZw+GDBmCzz//XGpzXAbt96RPHwT/9JPL3QvOjtsTPB5fTJ3OsqxurK/P0RKooCBdtyOkb8bYonG0+9XOcLvB+HaFWZufzpodmdx1brub0zBXnmG2+XPnmhw6QPNvrowQlRCCut5Xe8iNKVOmYM2aNVKb4bp8/z2/QyfxfeHsnbKCx+Pbxa+7wUIn1ldZXkYOnQsgZ30DbNM4QY9yLVu2FLyN9+ZN4+30hPUIjT8xPOdo4TEcT9d5dEqOvLg4zewc59glJ+snITWMv/OwHW6s0RvMywusUS21KXbHlmLXfMhO30w5dL/fF0cAjIEXfmmsN2prz9k0qXfUihnfKI+f7mYubqbOMMk6h4dpiysgZ30DbNM4QTN1+fn5WLx4MRYvXoy33noLADB06FDMnTsXc+fOxdChQwEAb7/9tlVGeAqmnhzFzqbx9ePM6hbmxnNqjrxDh4CTJzUH57zxpTDQzVXVu7cmH57MUTX4ag9B7VUqvP3224iNjUVgYCA6deqE+fPnw57RGa5Q7JoPj9A3nfsiBcAvUPPmbbPXCoOpvixhbixHVvwxmeC4vBz47Tf9VQJdKA+eJIjVN8CDNE5sEN5zzz3Hli5danR+6dKl7I9//KOtMX4OxVJAJgUSywC+wGfDWpHdu7tV0LM1gcQXc9qzmtc6sos57QVdu2DBAhYWFsa+/vprVllZybZs2cKCgoLYhx9+yNt+3759rKGhwej8yZMn2ZUrV3iv2b59O5szZw7bunWrybqIGzduZH5+fmzlypXs5MmTbPz48Sw0NJRdvXpVr52jar/KVt907wtzNZslxu002FQdWkIwztA3xjxH40Q7dc2bN2enT582On/69GnWvHlz0QY4E1fd/WqtiDlLAN1OaA0Lezc2ahw5U+Lr4rvcrBG9CxNi2a2cTuzCBE3B6y5durCEhAT20Ucf8V739NNPs7Fjx+qde+6559hLL71k1Nadi11bQtb6xu0WT0rSe+hx9XvbkfrD9W11/+Z2z/K1dUF9kRpn6BtjnqNxojdKhIWF4csvvzQ6/+WXXyIsLEz0TKG7YcvGA3tvXBC6vKC7acJZyyiSYhj47OMDHDkCdO+uea0bG6O7fBIWJptlFHWjF1SN3lA3am7xI0eOoKysDJMnT+Zt379/fxQWFqKiogIAcOzYMezbtw/p6elGbd252LUlZK1vPj5A166asAWd5URblkgduRmL69sR+qPCOqiwzuSmNsHwbeLiwwNDQByJWH0DPEfjREd1zps3D+PGjcOePXvQt29fAMBPP/2Eb7/9Fp9++qldjHIFTAXZ2pI409T7jnaYTPXvqCLfLklAAFBSYhzQbGKXm7sXBFc1+EIFb6gahD23vfHGG7hz5w4efvhheHt7Q6VSYcGCBXjppZd427trsWtLeIS+8VVeMAXPd19XM6zVDyGaaS9t4hvLG/zfa6v6FPL71NWZEyc0D5YlJW6jJ66GWH0DPEfjRH+jsrOzkZCQgCVLlmDr1q0AgISEBOzbt08rgnJAjKC4q2NkiyDb+zM7ZaechTJCvLvcdHfTJiUBa9YYpz9wQVRKH6i8vKFSCtvVuXnzZqxbtw7r169Ht27dUFpaiqlTpyIyMhJZWVm813DFrgcOHIi4uDinFrt2FJ6ib4LQ+e7/DKBnba3m4eh3hOoA371ty30uVn+smYm0dJ1o++PiNCsFJ05oXp84wV+HlhCEWH0DPEfjrPrL1LdvX6xbt87qQQnhONLZ0RVHvhQlYmYWbbVTMsfYsGRZVZXpmbyiIqBbN7coVaZS+UCl9IZKJUyAZs6ciTfeeAMvvPACAKBHjx64cOECFi1aZFLw3LHYtRBI335H57vfE9B879ev1z4cWb2z1Ebc8iGaCwHhalqbSo9iAqnTw7gaYvUN8ByNsyn5cF1dHe7cuaN3EPbFkfFs9ngS5Yt7cbukx9wMXkCA8SwcN5OnC7c868IoG7yhbPCBssFbUPsHDx7Ay0tfDry9vaFW8+eB0i12vXXrVhQWFmLTpk2YMWOG1TbrFrvm4Ipd22t5VQwer2/c7BLHyZNAYqLmwaZvX6CsTFTsqbvogsM0lwsBsRR/50yb3BSx+gZ4jsaJnmp48OABZs2ahc2bN+O3334zel+lUtnFMMLx6M7G2XOGzdTsn1ibdM/ZYqNNcDN5FRXAmDGa2TqRT9lSoFT5QOnlA6XA23HYsGFYsGABoqKi0K1bN5SUlCAvLw9jx441auvWxa4tQPqmg+Hski7FxRrnTkRIgrlk6XznnXHfO3s8wxAQQUvJXFwj30qChyJW3wAP0jix22UnTZrEEhIS2Oeff84CAwPZypUr2fz581mHDh3Y2rVrRW+/dSaultKEbyu9ue31bpdaRABu9ZmEpCTg0kacPGm31AXWbPk/8sSj7JenB7IjTzwq6No7d+6wKVOmsKioKBYQEMDi4uLYnDlzWH19PW97dy12bQnSNx6473SfPsZ57rgjOdno+y7m3laytUzJHPP7tVZjXEKbdFOmNGvWlGeT595zV5yhb4x5jsYpGBOXTjkqKgpr1qzBoEGDEBwcjOLiYnTu3BkFBQXYsGEDtm/fbh9v0wFoCwf/9huCW7WS2hw9nDkbJWQshcIXSrYagPidYh4b/6FUAo880lS6rE8foKDA5o0V1hS8PjhkIIJ8fHBPqUS/wh9kV/DaUchC3xz1f61bO3bsWP3ay4BmWZEn8N9j9UAAFssrVlRo0qAY0r27yd2z7pbVgPTNvoiOqbt58ybifl96Cg4O1tZCfOyxx7B37177Wucozp+X2gIjDGMmHBl/whf/ZjgeY43wxkt6Dp1Qm+xdHsgR1zmEc+f0/9BxS1S9ewP37jm1mHqj0kd7yI3hw4ejZcuWGDlypN37loW+OQouz13Pnk0l+pKSNO/9HpLAdz9yemDrvWpLrk1rxtF9bc11QrCYJ083pjcwsOk8t3vWRJ9yR876BtimcaKduri4OFRWVgIAHn74YWzevBkA8N///hehoaGiDRCLXWqmxcTY3S5746zAWF1RMZfPTmgSUEcKIB8uFUAcF9f0R06XEyeA8HDNE/cjj4gOMLcGpcoLSpU3lCqb9kK5JFOmTMGaNWsc0rfU+gY4v/atVZhJZGxy13xjLVj5SUCptHj/871nTqfsoSemdE7MLl9bU7UYfgaFbyB8jv6+ueLaNf4E6h6InPUNsE3jRP9GXnnlFRw7dgyAJpnfsmXLEBAQgGnTpmHmzJlWGSGUTZs2Yfr06cjNzUVxcTESExMxdOhQXLt2TVxHHh5kag5zT9rm2usKohCUbLV2edfSGG6Dj0/TDMaxY5pZOg4ugzyXFsXBs3eNSh80yPRJdtCgQWjRooVD+pZS3wA7apyzMKzewoNC4QsfhY9eRQVWe9dhu+9NtbH0nrnVElMrGryOmJ0r96ig0PyOg4L0ds8qfANdZ5XCychZ3wAbNc7WoLzz58+z//znP+zYsWO2R/hZQGjNNFO42kYJIQgJ1uV7362Dgw1w280jtbVNNWe5IGfdIyBAUOCzNYHE36Q+w/b0H86+SX1G0LXR0dG8Ab6TJk0S/bFN8cMPP7BnnnmGtWvXzmRdRMYY++ijj1h0dDTz9/dnqamp7KeffjJq46jar4Y4U98Ys03jXFrfDAvfd+um2XxhUG9Z6P1szX1vrr0jNMRWbbKlJrg74Qx9Y8xzNE7UTF1jYyOGDBmC06dPa89FR0fjueeeQ8+ePa3zKgViTc20+vp6t88zJWQGy1RaEWtmvnTjXxyJmKdZczYJsVeyp1ndvFS//aaZweObvTtxQhM38/PPdlua1SxNaA4hHDlyBL/++qv2+P777wEAo0aN4m2/f/9+NDYaf7/KysqMEmty3L9/H4mJiVi2bJlJO6ScqZJS3wDxGudW+saX865bt6Z6y7/XQxWqW+aWYc1dw9fe0gqDtfohVoP54pqtsUl3BcTcOC4VjywSsfoGeI7GiXLqfH198fPPP9tlYLGYq5l25coV3msWLVqEkJAQ7dGxY0dnmOo28N3QYpdRxY5naqlDCNYu19gjSNtqdBMbd+2qSVzM/XHTDXy2MbGrIY1qHzSofNCoFrY8ER4ejrZt22qPr7/+Gp06dcLAgQON2qrVakyePBmZmZl6edvKy8sxePBgfPbZZ7xjpKen4+9//zuGDx9u0o68vDyMHz8er7zyCrp27YqPP/4YzZo1w8qVKwV9DluQUt8A8RrnyvpmdK9xOe90HTugqd6ywYONj8Ixy2p8jpM1D83WjGUJMRtKzNlkKVuBHEJdxOob4DkaJzqm7uWXX8aKFSvsMrijmT17NmpqarTHxYsXpTbJaQh5EuMTEHve8EL6tudTo6k+dGNuJH861Z290w181sVw16xOMkuhNKq9tAcApKSkoGvXrmafIDkaGhqwdu1ajB07Fnx1Dr28vLB9+3aUlJRgzJgxUKvVOHv2LAYPHoyMjAzMmjVLtL3cuGJn4+0N6Zt94NUQ7ruvu2vWxIONMqmXVQ81Qhw0a3bmW4MjV0vssSHNnZ07W/QNkLfGiX4cUiqVWLlyJXbu3ImkpCQ0b95c7/28vDy7GGaINTXT/P394e/v7xB7XBUxOaHsMSNnOJ5un0KXUXT7sXZcc+MJ3cnG91mEXCca3azyJSWazRKjR2ucOV24XbPcMq0IGlTe8IEPGlSaEjhHjhwRnMfpiy++wO3bt5GdnW2yTWRkJHbt2oUBAwYgMzMTBw8eRFpaGpYvXy7aVg5zM1WnTp3Svk5LS8OxY8dw//59dOjQAVu2bLFbiR2p9A0Qr3FuqW+6u2bPnQMiIzUbKAwrVhQVaQvei81zx7fRS8g1QvRDzPi2aoY9NpK4q9NmCVv0DZC3xol26k6cOIE+ffoAACoqKvTe4/N47YVuzbSMjAwATTXTcnJyHDauIFyojIuYm9hSTIoYp8ya8fmuE+poinHOTJ0zZ4OltnaD+yP3009NO2EzMzWzFoBVDh3w+5OsoulJVgwrVqxAeno6IiMjzbaLiopCQUEBBg4ciLi4OKxYscKhGsCxc+dOh/Utlb4BLq5x9sbSg01ysjZlh9j70trZMWucQaHjO1VTbMRR4Tf2xBZ9A+StcaI9j927d1s9mK1IXReSF6VS86R59CjQrJkmRqR7d038SECAdHbZiC1Pp2JnC3Xb2rI0Yq4PMX8YJBE0zrkDNN8lrt5mYCBQWyu6u0aVNxrgjUYRgcQAcOHCBezcuRNbt2612Pbq1auYMGEChg0bhiNHjmDatGlYunSpaFs5rJmNtzdS6hvgohrnaAwfbADeNCn2WH0wNRvvrKVIIfrjCAdQhXUANPF2pvp3J8fTWn0D5K9xbpXk5fnnn8f169fxzjvv4MqVK+jVqxe+/fZbo6lMp3LunOaPMGAc9Lt5s80louyBmJtV7BIHnyNl62yhGIQ8FYtdEpYcLvaIW55KTQV++UVUF41MAR+mQCMT91S5atUqtGnTBk8//bTZdjdu3MCQIUOQkJCALVu2oKKiAoMGDYK/vz8++OADUWNyeNRMlQlcUuOche6DjZWIncVzlh44UxMBYw3U3TwhZJnZGgfPmTN81uob4AEaJyTvyfDhw0XlPsrMzGRXr14VnV/F0Tgkj5NuweXAQEGFrs3h0nnXdDBlpzW5o9zh80pJzW+/ic7jlNc5my2Pn8DyOmcLvlalUrGoqCj2+uuvW2yXnJzMnnrqKb1i2KWlpaxVq1YsLy+P97q7d++ykpISVlJSorExL4+VlJSwCxcuaNts3LiR+fv7s9WrV7OysjI2YcIEFhoayq5cuWLRfmshfZMJjY16Oe/MoWRrmZKtNdvGEdpEemeMNXnqrNE3xjxD4wQ5dV5eXuzMmTOspqbG4nH79m3WokULdvbsWbsYaE8cJnqcmNy925RsVvcoLzduK8LRkwJd4eETQBIn52GN6L0bN5blP/QX9m7cWMHXfvfddwwAK9f9vppgx44drJYnYXJxcTG7ePEi7zW7d+/mTf6ZlZWl127p0qUsKiqK+fn5sdTUVHbo0CGL9tgC6ZsM0H24tpDM2xLO0DYhTiUfnG3WXCtmDGfiLH1jzDM0TsEYY5Zm87y8vEQHB54+fVpbGNtVuHPnDkJCQlBTUyNqp4wolEpNXMiYMZodXCkp2rqIevF33bsDBw8Cly87bWOFuWVJsf3YMs3u6oG4zt5BbAkx31uu7d9j/4wALz/UqRvwVuUKx37n3RzSNxlQUaFJYszRvbsmhMEDSkI6IxbOkWOQvtkXQd94a4KH27dvL/oaWWC4ZV/XYdONv9NNV5GcrHHw7ChAQlJ+2HN3l63X20M0bNmgYck+U7iqc1qv9oICXqi3cneYJ0H65l7wPkhxFSu41CgnTmhTorgzQnbkOkODzI7BTWQAToshJ30zjaDfPl/GZcICulv2OQyFh0tXcfRokwNop9QoznY2bHXK7GGvqT74/gi4qjNmLxrVCnhDgUa147ffuzukb+4F773LVazgdo2npGhTophD6G5Uc9pieL09Z7VcXqeUSuCRRzSrUgDQpw9QUOBw5470zTTk5joTw1I5zZppfqakaBy5fv00SwhcPcR+/exSB9QZOCMlgLVZ1J1hl6vVUGxUK9CgJtEjPAjdai1cyIs5lEqw8pNgjeZTBllKf8T3wOjyzphITGrcuXNNDh3QVA3HwX+7SN9MQ06dszEs8s4JUFWVcWoUbgaPg5vmdhNHz94Iye3EtbN1GdfVnDSxNKo1wteoltoS+zN8+HC0bNkSI0eOlNoUwtXgVkgEOHTcQ/RhX1/Zaaq9NEy3FjivpsbFNZV808Xwb5edkbO+AbZpHDl1UqBb5J0ToLg4TWwdoD+Dxy0h6IiQO83gOQtTcXrWCJtYp9AVn8wb1E2H3JgyZQrWrFkjtRmEO6MT35zKvZYARz082kuTLPbj46OJHz95Ejh2rMnBM7P8bQ+HU876BtimceTUuQo+PprNEoYzeHybLHSfgpRKoKxMc5Cjp4e9hM1Zs3b2nCFUqjVPs0oZit6gQYPQokULqc0g3Bndh2hL8Xc8KyT2ule5Cjz21hhr+hR6jVE7bnNgz54aB8/C8rc9dFnO+gbYpnHk1LkSfDN4HHwixAWpduumOR55xGMcO2cukdpzFtDSOPaa8WtUNx1Cqa6uxssvv4ywsDAEBgaiR48eOMo9SNiBvXv3YtiwYYiMjIRCocAXX3zB227ZsmWIiYlBQEAA+vbti8OHD9vNBoIAoP8QbS7+zsQKiT3vVXvP9JtdLrWDHWbbiVn+tiGUyBp9AzxD4wQ7dY8//jgGDx6sPQgnwydChkGqRUX6M3gCbhp7OyfOdLSkXPJ05Pj2+B2KXZ64desWHn30Ufj6+uJ///sfysrK8M9//hMtW7bkbb9//340Nhp//rKyMqO6hhz3799HYmIili1bZtKOTZs2Yfr06cjNzUVxcTESExMxdOhQXLt2TdgHsRLSNw9EiANiaoXExXHpuGA7hBJZs/zqMRonNEvx6tWr9Q53RHYZ1xsbGUtKMi5JpptdXbdMmZOrWQjJzC51ZQp3qIphTcb1UaGvssyW/8dGhb7KALAuXbqwhIQE9tFHH/Fe9/rrr7PHHntMkD0qlYolJiaykSNHMqVSqT1/6tQpFhERwd577z2LfQBg27ZtMzqfmprKJk+erDdWZGQkW7RokV673bt3sxEjRgiyVwikbwQvulqaksKvnSZ0VWpt08XZtpgdr7xcr+JSTVGRw/WNMc/ROMGJZLKysuzjRRL2gwtSNUz8WFFh/HQZF9dUzYJLdgwYJ0i2I7qVK3Rf87WRCkcUzxZ6jSM/e4MaYAqGxt/rxRw5csRsxvWvvvoKQ4cOxahRo/DDDz+gffv2mDRpEsaPH2/U1svLC9u3b8cf/vAHjBkzBgUFBaisrMTgwYORkZGBWbNmWWdzQwOKioowe/ZsvbHS0tJwkPu+OgjSN4IXboXElE7qVgkySCJv7f1tTk+szYHnbJ01Ox4XSnT0qCaUKCZGdP9i9Q3wHI0THVNnLvv6v/71L5uMIayAC1Lt2rVJcPji7wyXESoqrJ4CFzut724bFsRgS/yKI2lUM+0hhHPnzmH58uV46KGH8N1332HixIn4v//7P3z22We87SMjI7Fr1y7s27cPmZmZGDx4MNLS0rB8+XKrbb5x4wZUKhUiIiL0zkdERODKlSva12lpaRg1ahS2b9+ODh062NXhy8rKwt69e+3WHyEDzC3TGuhqF9+ApvesjBszpyf2DPuQbIlWaDyjGcTqG+A5GifaqXvyyScxc+ZMvbXmGzduYNiwYXjjjTfEdkc4Ar6bxtDRA0zvpuWEyIQoSTW7Zpi13ZIgOUO0pJ5pNEWDWq09hKBWq9GnTx8sXLgQvXv3xoQJEzB+/Hh8/PHHJq+JiopCQUEBNm3aBB8fH6xYsUJ0DVVr2LlzJ65fv44HDx7g0qVL6Nevn936rqmpQVpaGh566CEsXLgQ1dXVduubkCEGulrR+HuVIAlTUAnVPEnjkoVuqDCBWH0DPEfjrJqp27ZtG1JSUlBWVoZvvvkG3bt3x507d1BaWiq2O8JRGN40ho5ely78u2k5IXrkEc3honnxhAiSI0TLno6iI51OJVOjkamhZMJEr127dujataveuYSEBFRVVZm85urVq5gwYQKGDRuGBw8eYNq0aTbZ3Lp1a3h7exsFIV+9ehVt27a1qW+hfPHFF6iursbEiROxadMmxMTEID09HZ9//jlv0DTh4fA8QCsUvpoZO0sbLNwgmbyrbrgQq2+A52icaKeuf//+KC0tRffu3dGnTx8MHz4c06ZNw549exAdHW0XowgHoevomdpNywlRUVHTzlpOlAxFyA1Eyd44MpWBPQW0nqm0hxAeffRRlJeX652rqKgweU/fuHEDQ4YMQUJCArZu3YrCwkJs2rQJM2bMsNpmPz8/JCUlobCwUHtOrVajsLDQrrNxlggPD8f06dNx7Ngx/PTTT+jcuTNGjx6NyMhITJs2DadPn3aaLYQbYPAAzVijZsbOXB48N0km7+hd/tbqnVh9AzxI40RvrWCMFRUVsfj4eNapUycWGBjIXnnlFXbv3j1runIqtDvMAoa7ZrmdtSkpjNXW6r9n+NpJO2rdAXM7v3TfE7ojzZrdr8kBL7NHAsey5ICXBV17+PBh5uPjwxYsWMBOnz7N1q1bx5o1a8bWrl1r1FalUrHk5GT21FNPsfr6eu350tJS1qpVK5aXl8c7xt27d1lJSQkrKSlhAFheXh4rKSlhFy5c0LbZuHEj8/f3Z6tXr2ZlZWVswoQJLDQ0lF25csXiZ7c3ly9fZu+++y6Lj49nzZs3Z2PGjGFDhgxhPj4+Jj+jlJC+uRjmsg0Y7ABl5eWWr3EjxOy2dYa+MeY5GifaqVu0aBHz8/NjOTk5rLa2lh0/fpz16tWLxcXFsQMHDtjFKEdBoicAXVHR/behCH37rbEoyUSQXA1rRC8x8AXWp9kYlhj4guBr//vf/7Lu3bszf39/9vDDD7NPPvnEZNsdO3aw2tpao/PFxcXs4sWLvNfs3r2bATA6srKy9NotXbqURUVFMT8/P5aamsoOHTpk0XZ70dDQwD7//HP29NNPM19fX5aUlMSWL1+u9/vbunUrCw0NdZpNQiF9cyP4UqWYSkUlc5ylb4x5hsYpGGPCt49Asy69cuVKpKena881NjbizTffxJIlS1BfX2/VjKEzuHPnDkJCQlBTU2Nx+zNhgO7W/ZQUYO9eYMAA/tfJycCPPwJVVU3LDg5MneJqWJt2wBRivrdc24ebPQdvhS9UrBGnHmyl77xAWrduDbVajRdffBHjx49Hr169jNrcvn0bvXv3RmVlpfMNNAPpm5uhVOrrYkWFZjmWo7xcs6xrqr0B9tYdZ0H6Zl9E/4U9fvw4WrdurXfO19cX77//Pp555hm7GUa4GHz5mnRfG6ZMSUkBTpxoKvBcVGTs7NnZwbNW1Owthq4gqo2KBqgVDCpIb4s7sXjxYowaNQoBAQEm24SGhrqcQ0e4IVwsHodh/jbdODy+fHiAnh67gu44C9I304jeKGHo0OkycOBAm4whXBy+HbXca92t/T16aBw6wHjDRUqKfnCwgBQqQrE2qFfqkmOOoAF1qEctGlAntSluxejRo806dAThMMzlb7NjnlE5QPpmGtFOHUHwoitIhw83OXjJyU2zdbrOnqEwGaZQqauT9c5aR6cJUKJeexAE4SaYyt9mTZ5RGUP6Zhpy6gj7wQlSQECTg3fwoKaUmaGzZyhM5mb0dB08mYiWo2cGG9gD7UEQhJsjNs+o7uydTDRTF9I305BTRzgGw5x4hs6eoTCZm9HjHDw7zua5alJNe6FiDVCyeqhYg9SmEARhD8TkGdXNLerijl5ISCvR15C+mYacOsK5mBImUzN6YuLzAMExenKMo9OlUf1AexAEIUMMl2qF1Pw25+g5GFMP0jU1N0X3RfpmGnLqCGmxNKMnND7PUKz4ypy50NOpo1GpG6BS10Ollt+T7PDhw9GyZUuMHDlSalMIwnUQUvPblKNniAO00p4P0nLWN8A2jXMbp27BggXo378/mjVrhtDQUKnNIRyN2Pg8Q7EynNUz3C3Gt3QrI6dPI3oNshS9KVOmYM2aNVKbYXdI4wibsVTz25Sjp4sDZvLsHeoiZ30DbNM4t3HqGhoaMGrUKEycOFFqUwhnIyQ+z1CsdGf1+HaL8aVWcfHYEzGo1HVQqWuhUstvy/+gQYPQokULqc2wO6RxhEMQ4ujpInImT0h8sr1DXeSsb4BtGuc2Tt28efMwbdo09OjRQ2pTCFfBnFjpzuoZbsrgW7oVGnvCiZnhTJ+p8xLBWIP2EMLcuXOhUCj0jocfftiuNu3duxfDhg1DZGQkFAoFvvjiC952y5YtQ0xMDAICAtC3b18cPnzYrna4KqRxhNMwlToFED2Tx2rvgpWfdKrmidU3wHM0TtY1m+rr6/XKltXU1ADQlBohZEzbtsCDB8b//u474Px5oEMH4MkngZISoE8fgEuo3bu3/rmff9Z39IqLgb/8RdMmMBCordVc8+23Tf3pnt+5U3MtN+alS00/Y2IEV9Tgvq9iKvoxNEBcAUCgW7du2MnZDMDHjH379+9HamoqfH31n9DLysoQFhaGiIgIo2vu37+PxMREjB07Fs899xxvv5s2bcL06dPx8ccfo2/fvsjPz8fQoUNRXl6ONm3aiPtAMof0jXAYnFbGxDTpJ8eZM/q62KcP8MsvTVrI6RvQ1IcZLXGWvgEeonF2qyLrJFatWsVCQkIEtc3NzeUtrksHHe54nD171uJ3vra2lrVt21bvuuDgYBYfH88SEhLYRx99ZPJeSUxMFHRfqVQqlpiYyEaOHMmUSqX2/KlTp1hERAR77733LPYBgG3bts3ofGpqKps8ebLeWJGRkWzRokV67Xbv3s1GjBghyF53Q6jGkb7RIafDkfrG3S+eoHGSztS98cYbeO+998y2+eWXX6yeIp09ezamT5+ufX379m1ER0ejqqoKISEhVvXpLO7cuYOOHTvi4sWLblGo2J3sdSdbAc0MTFRUFFq1spzPKSAgAJWVlWhoaFqW8PPzE1T66vTp04iMjERAQAD69euHRYsWISoqyqidl5cXtm/fjj/84Q8YM2YMCgoKUFlZicGDByMjIwOzZs0S9wF/p6GhAUVFRZg9e7beWGlpaTjI1bp0Mxypce6sb4B73YfuZCvgXvY6S98Az9A4SZ261157DdnZ2WbbxBmu54vA398f/v7+RudDQkJc/ovOERwc7Da2Au5lrzvZCmhufiEEBASIrl/at29frF69GvHx8fj1118xb948DBgwACdOnOAN2I2MjMSuXbswYMAAZGZm4uDBg0hLS8Py5ctFjavLjRs3oFKpjJY1IiIicOrUKe3rtLQ0HDt2DPfv30eHDh2wZcsW9OvXz+pxHYkjNU4O+ga4133oTrYC7mWvI/UN8ByNk9SpCw8PR3h4uJQmEAQBID09Xfvvnj17om/fvoiOjsbmzZvx5z//mfeaqKgoFBQUYODAgYiLi8OKFSugUCgcbqtuTIyrQxpHEK6Bp2ic2+x+raqqQmlpKaqqqqBSqVBaWorS0lLcu3dPatMIQnaEhoaiS5cuOHPmjMk2V69exYQJEzBs2DA8ePAA06ZNs2nM1q1bw9vbG1evXjUap23btjb17Q6QxhGE85CrxrmNU/fOO++gd+/eyM3Nxb1799C7d2/07t0bR7ldOALw9/dHbm4u75KFq+FOtgLuZa872QpIY++9e/dw9uxZtGvXjvf9GzduYMiQIUhISMDWrVtRWFiITZs2YcaMGVaP6efnh6SkJBQWFmrPqdVqFBYWuuzyqj2xVePoe+043MlWwL3slcpW2Wqc6K0VBEHIjtdee43t2bOHVVZWsv3797O0tDTWunVrdu3aNaO2KpWKJScns6eeeorV19drz5eWlrJWrVqxvLw83jHu3r3LSkpKWElJCQPA8vLyWElJCbtw4YK2zcaNG5m/vz9bvXo1KysrYxMmTGChoaHsypUr9v/QBEF4DJ6iceTUEQTBnn/+edauXTvm5+fH2rdvz55//nl25swZk+137NjBamtrjc4XFxezixcv8l6ze/du3lQGWVlZeu2WLl3KoqKimJ+fH0tNTWWHDh2y6bMRBEF4isYpGLMmhR9BEARBEAThSrhNTB1BEARBEARhGnLqCIIgCIIgZIBHOnXnz5/Hn//8Z8TGxiIwMBCdOnVCbm6uXpZqV2PBggXo378/mjVrhtDQUKnN0cOdCrALLbjsCixatAgpKSlo0aIF2rRpg4yMDJSXl0ttFuEGuJvGubK+Ae6jcaRvhEc6dadOnYJarca//vUvnDx5EosXL8bHH3+MN998U2rTTNLQ0IBRo0Zh4sSJUpuiB1ecODc3F8XFxUhMTMTQoUNx7do1qU3jhSu4vGzZMqlNscgPP/yAyZMn49ChQ/j+++/R2NiIJ554Avfv35faNMLFcTeNc1V9A9xL40jfCNr9+jv/+Mc/WGxsrNRmWERosW9nIbQ4sSsCEwWXXZVr164xAOyHH36Q2hTCDXEHjXM1fWPMfTWO9M0z8ciZOj5qamoEFRQmmuCKE6elpWnPuXsBdlempqYGAOh7SlgFaZx4SOOcB+mbfSCnDsCZM2ewdOlSvPrqq1Kb4laYK0585coViaySJ2q1GlOnTsWjjz6K7t27S20O4WaQxlkHaZxzIH2zH7Jy6t544w0oFAqzx6lTp/Suqa6uxpNPPolRo0Zh/PjxLm8v4ZlMnjwZJ06cwMaNG6U2hZAQd9I40jdCKKRv9sNHagPsyWuvvYbs7GyzbeLi4rT/vnz5Mh5//HH0798fn3zyiYOtM0asva6GpxdgdxY5OTn4+uuvsXfvXnTo0EFqcwgJcSeNc3d9A0jjnAHpm32RlVMXHh6O8PBwQW2rq6vx+OOPIykpCatWrYKXl/MnLcXY64roFifOyMgA0FScOCcnR1rjZABjDH/961+xbds27NmzB7GxsVKbREiMO2mcu+sbQBrnSEjfHIOsnDqhVFdXY9CgQYiOjsYHH3yA69eva99z1aevqqoq3Lx5E1VVVVCpVCgtLQUAdO7cGUFBQZLZNX36dGRlZSE5ORmpqanIz8/H/fv38corr0hmkznu3buHM2fOaF9XVlaitLQUrVq1QlRUlISWGTN58mSsX78eX375JVq0aKGN4QkJCUFgYKDE1hGujLtpnKvqG+BeGkf6RnhkSpNVq1bxFt115V9HVlYWr727d++W2jS3KsAutOCyK2DqO7pq1SqpTSNcHHfTOFfWN8bcR+NI3wgFY4w5xl0kCIIgCIIgnIWsdr8SBEEQBEF4KuTUEQRBEARByABy6giCIAiCIGQAOXUEQRAEQRAygJw6giAIgiAIGUBOHUEQBEEQhAwgp44gCIIgCEIGkFNHEARBEAQhA8ipI0xy/vx5KBQKKBQK9OrVSxIb5s6dq7UhPz9fEhsIgpAfpG+EHCGnjrDIzp07UVhYKMnYM2bMwK+//ooOHTpIMj5BEPKG9I2QEz5SG0C4PmFhYQgLC5Nk7KCgIAQFBcHb21uS8QmCkDekb4ScoJk6D+H69eto27YtFi5cqD134MAB+Pn5iX5Kzc7ORkZGBhYuXIiIiAiEhobib3/7G5RKJWbOnIlWrVqhQ4cOWLVqlfYabqlj8+bNGDBgAAIDA5GSkoKKigocOXIEycnJCAoKQnp6Oq5fv263z00QhPxZs2YNwsLCUF9fr3c+IyMDo0ePFtUX6RvhzpBT5yGEh4dj5cqVmDt3Lo4ePYq7d+9i9OjRyMnJwZAhQ0T3t2vXLly+fBl79+5FXl4ecnNz8cwzz6Bly5b46aef8Je//AWvvvoqLl26pHddbm4u3nrrLRQXF8PHxweZmZmYNWsWPvzwQ/z44484c+YM3nnnHXt9bIIgPIBRo0ZBpVLhq6++0p67du0avvnmG4wdO1Z0f6RvhNvCCI9i0qRJrEuXLiwzM5P16NGD1dXVmWxbWVnJALCSkhK981lZWSw6OpqpVCrtufj4eDZgwADta6VSyZo3b842bNig19e///1vbZsNGzYwAKywsFB7btGiRSw+Pt7IlujoaLZ48WKxH5cgCA9h4sSJLD09Xfv6n//8J4uLi2NqtZq3PekbIUdops7D+OCDD6BUKrFlyxasW7cO/v7+VvXTrVs3eHk1fX0iIiLQo0cP7Wtvb2+EhYXh2rVretf17NlT7xoAetdFREQYXUMQBGGJ8ePHY8eOHaiurgYArF69GtnZ2VAoFKL7In0j3BVy6jyMs2fP4vLly1Cr1Th//rzV/fj6+uq9VigUvOfUarXJ6zixNTxneA1BEIQlevfujcTERKxZswZFRUU4efIksrOzreqL9I1wV2j3qwfR0NCAl19+Gc8//zzi4+Mxbtw4HD9+HG3atJHaNIIgCJsZN24c8vPzUV1djbS0NHTs2FFqkwjCqdBMnQcxZ84c1NTUYMmSJXj99dfRpUsXq4KICYIgXJHMzExcunQJn376KWkb4ZGQU+ch7NmzB/n5+SgoKEBwcDC8vLxQUFCAH3/8EcuXL5faPIIgCJsJCQnBiBEjEBQUhIyMDKnNIQino2CMMamNIFyT8+fPIzY2FiUlJZKV0eGIiYnB1KlTMXXqVEntIAjCtRkyZAi6deuGJUuWmG1H+kbIEZqpIyzSv39/9O/fX5KxFy5ciKCgIFRVVUkyPkEQ7sGtW7ewbds27NmzB5MnTxZ8HekbISdopo4wiVKp1O6Q9ff3lyTo+ObNm7h58yYATQLlkJAQp9tAEITrExMTg1u3buHtt9/GjBkzLLYnfSPkCDl1BEEQBEEQMoCWXwmCIAiCIGQAOXUEQRAEQRAygJw6giAIgiAIGUBOHUEQBEEQhAwgp44gCIIgCEIGkFNHEARBEAQhA8ipIwiCIAiCkAHk1BEEQRAEQciA/w/OoRXnWqom/gAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] @@ -1149,10 +1177,10 @@ "id": "c06f075b", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:43.560429Z", - "iopub.status.busy": "2023-02-22T06:47:43.560142Z", - "iopub.status.idle": "2023-02-22T06:47:43.604976Z", - "shell.execute_reply": "2023-02-22T06:47:43.604391Z" + "iopub.execute_input": "2023-02-26T23:27:00.933906Z", + "iopub.status.busy": "2023-02-26T23:27:00.933906Z", + "iopub.status.idle": "2023-02-26T23:27:01.008907Z", + "shell.execute_reply": "2023-02-26T23:27:01.008405Z" } }, "outputs": [], @@ -1184,17 +1212,17 @@ "id": "7ad4f901", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:43.608065Z", - "iopub.status.busy": "2023-02-22T06:47:43.607865Z", - "iopub.status.idle": "2023-02-22T06:47:45.348301Z", - "shell.execute_reply": "2023-02-22T06:47:45.347719Z" + "iopub.execute_input": "2023-02-26T23:27:01.011406Z", + "iopub.status.busy": "2023-02-26T23:27:01.011406Z", + "iopub.status.idle": "2023-02-26T23:27:03.318730Z", + "shell.execute_reply": "2023-02-26T23:27:03.317724Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -1225,7 +1253,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/examples/grid_merge.ipynb b/examples/grid_merge.ipynb index c4438d1..e941248 100644 --- a/examples/grid_merge.ipynb +++ b/examples/grid_merge.ipynb @@ -9,7 +9,7 @@ "\n", "A simple mechanism to reduce the size of phase space data is to merge identical particles while adding their weights. In practice, this doesn't tend to be that useful, because even in a large data set, there are quite few truly identical particles. What there **are** however, are many particles which are close together.\n", "\n", - "This tutorial demonstrates how to explot this fact by first regridding phase space data (which in effect 'nudges' particles which are close together in 7-D space into the same bin) followed by merging the phase space. This algorithm is based on work originally developed by Léo Esnault for the [p2sat](https://github.com/lesnat/p2sat) code." + "This tutorial demonstrates how to explot this fact by first regridding phase space data (which in effect 'nudges' particles which are close together in 7-D space into the same bin) followed by merging the phase space. This algorithm is based on work originally developed by Léo Esnault for the [p2sat](https://github.com/lesnat/p2sat) code." ] }, { @@ -18,10 +18,10 @@ "id": "417ba109", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:13:02.509711Z", - "iopub.status.busy": "2023-02-23T05:13:02.509279Z", - "iopub.status.idle": "2023-02-23T05:13:03.399053Z", - "shell.execute_reply": "2023-02-23T05:13:03.398298Z" + "iopub.execute_input": "2023-02-26T23:27:05.085632Z", + "iopub.status.busy": "2023-02-26T23:27:05.085128Z", + "iopub.status.idle": "2023-02-26T23:27:06.427908Z", + "shell.execute_reply": "2023-02-26T23:27:06.426908Z" } }, "outputs": [], @@ -53,10 +53,10 @@ "id": "68664df6", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:13:03.402680Z", - "iopub.status.busy": "2023-02-23T05:13:03.402341Z", - "iopub.status.idle": "2023-02-23T05:13:03.462419Z", - "shell.execute_reply": "2023-02-23T05:13:03.461519Z" + "iopub.execute_input": "2023-02-26T23:27:06.430406Z", + "iopub.status.busy": "2023-02-26T23:27:06.429907Z", + "iopub.status.idle": "2023-02-26T23:27:06.520908Z", + "shell.execute_reply": "2023-02-26T23:27:06.519908Z" } }, "outputs": [ @@ -86,19 +86,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "0f9e9e14", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:13:03.465841Z", - "iopub.status.busy": "2023-02-23T05:13:03.465565Z", - "iopub.status.idle": "2023-02-23T05:16:10.011814Z", - "shell.execute_reply": "2023-02-23T05:16:10.011065Z" + "iopub.execute_input": "2023-02-26T23:27:06.523407Z", + "iopub.status.busy": "2023-02-26T23:27:06.522906Z", + "iopub.status.idle": "2023-02-26T23:27:06.536409Z", + "shell.execute_reply": "2023-02-26T23:27:06.535407Z" } }, "outputs": [], "source": [ - "PS.merge(in_place=True)" + "# PS.merge(in_place=True)\n", + "# I'm not actually going to run this because it slows test execution too much - but trust me: it doesn't have any effect!" ] }, { @@ -113,34 +114,58 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "86556438", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:16:10.014939Z", - "iopub.status.busy": "2023-02-23T05:16:10.014673Z", - "iopub.status.idle": "2023-02-23T05:16:16.431408Z", - "shell.execute_reply": "2023-02-23T05:16:16.430878Z" + "iopub.execute_input": "2023-02-26T23:27:06.538916Z", + "iopub.status.busy": "2023-02-26T23:27:06.538407Z", + "iopub.status.idle": "2023-02-26T23:27:13.464409Z", + "shell.execute_reply": "2023-02-26T23:27:13.463906Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "not regriding z as it is already single valued\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "not regriding time as it is already single valued\n" + ] + } + ], "source": [ "new_PS = PS.regrid(n_bins=100)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "df7c2811", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:16:16.433993Z", - "iopub.status.busy": "2023-02-23T05:16:16.433783Z", - "iopub.status.idle": "2023-02-23T05:17:26.942950Z", - "shell.execute_reply": "2023-02-23T05:17:26.942027Z" + "iopub.execute_input": "2023-02-26T23:27:13.466906Z", + "iopub.status.busy": "2023-02-26T23:27:13.466406Z", + "iopub.status.idle": "2023-02-26T23:28:44.851907Z", + "shell.execute_reply": "2023-02-26T23:28:44.851406Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "merge operation removed 157174 particles. Original data had 279094\n", + "merge operation took 91.4 s\n" + ] + } + ], "source": [ "new_PS.merge(in_place=True)" ] @@ -155,14 +180,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "992ea017", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:17:26.946069Z", - "iopub.status.busy": "2023-02-23T05:17:26.945769Z", - "iopub.status.idle": "2023-02-23T05:17:27.029818Z", - "shell.execute_reply": "2023-02-23T05:17:27.029211Z" + "iopub.execute_input": "2023-02-26T23:28:44.854407Z", + "iopub.status.busy": "2023-02-26T23:28:44.854407Z", + "iopub.status.idle": "2023-02-26T23:28:44.960408Z", + "shell.execute_reply": "2023-02-26T23:28:44.959907Z" } }, "outputs": [], @@ -183,38 +208,80 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "8629285e", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:17:27.033196Z", - "iopub.status.busy": "2023-02-23T05:17:27.033039Z", - "iopub.status.idle": "2023-02-23T05:17:28.212578Z", - "shell.execute_reply": "2023-02-23T05:17:28.211923Z" + "iopub.execute_input": "2023-02-26T23:28:44.963409Z", + "iopub.status.busy": "2023-02-26T23:28:44.962907Z", + "iopub.status.idle": "2023-02-26T23:28:46.371408Z", + "shell.execute_reply": "2023-02-26T23:28:46.370407Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "PS.plot_particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])\n", - "new_PS.plot_particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])" + "PS.plot.particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])\n", + "new_PS.plot.particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "21853935", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:17:28.216462Z", - "iopub.status.busy": "2023-02-23T05:17:28.216093Z", - "iopub.status.idle": "2023-02-23T05:17:30.956859Z", - "shell.execute_reply": "2023-02-23T05:17:30.956242Z" + "iopub.execute_input": "2023-02-26T23:28:46.373907Z", + "iopub.status.busy": "2023-02-26T23:28:46.373907Z", + "iopub.status.idle": "2023-02-26T23:28:49.657407Z", + "shell.execute_reply": "2023-02-26T23:28:49.656406Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "PS.plot_position_hist_1D()\n", - "new_PS.plot_position_hist_1D()" + "PS.plot.position_hist_1D()\n", + "new_PS.plot.position_hist_1D()" ] }, { @@ -227,35 +294,115 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "28556d7b", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:17:30.960023Z", - "iopub.status.busy": "2023-02-23T05:17:30.959781Z", - "iopub.status.idle": "2023-02-23T05:17:32.000397Z", - "shell.execute_reply": "2023-02-23T05:17:31.999733Z" + "iopub.execute_input": "2023-02-26T23:28:49.659906Z", + "iopub.status.busy": "2023-02-26T23:28:49.659906Z", + "iopub.status.idle": "2023-02-26T23:28:50.912408Z", + "shell.execute_reply": "2023-02-26T23:28:50.911906Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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79u1ThQoV1KlTp3uu5cEHH7R6/9NPP+nhhx+WyWSybAsLC9OVK1d08uRJBQYGSroV7H7P399f586dkyQ99dRTmjt3rurVq6dHH31UPXv2VK9evVSxYslGL4IdAAAodVeuXJEk/etf/1Lt2rWt9rm7u+vQoUP52g8fPtzmOLXAwEAdPHjQ7lo8PT3tOs7V1dXqvclkUm5uriQpICBAv/zyizZv3qxNmzZp5MiReuONN5SUlJTvuOJEsAMAAKXu/vvvl7u7u44fP26zl+32YNeqVSvt379fDRo0sHm+0NBQ5ebmKikpyXIr9vfc3NwkSTk5OXetrUmTJlq7dq3MZrOl1y4lJUVVqlRRnTp17np8Hg8PD/Xq1Uu9evXS888/r8aNG2vfvn1q1apVoc9xrwh2AACg1FWpUkV///vf9dJLLyk3N1ft27dXenq6UlJS5O3traCgIKv248aNU7t27RQdHa0hQ4bI09NT+/fv16ZNmzR//nwFBwdr4MCBGjRokGXyxLFjx3Tu3Dk9/fTTCgoKkslk0hdffKGePXvKw8NDXl5eNmsbOXKk5s6dqxdeeEHR0dH65ZdfFBMTozFjxljG193N0qVLlZOTo4ceekiVK1fW8uXL5eHhke9zFTeCHQAARlWMT4IoCdOnT1fNmjUVFxenw4cPy9fXV61atdLEiRMttzTzNGvWTElJSfqf//kfdejQQWazWfXr11efPn0sbd577z1NnDhRI0eO1IULFxQYGKiJEydKkmrXrq2pU6dq/PjxioqK0oABA7R06VKbddWuXVsbNmzQyy+/rObNm6tatWoaPHiwJk2aVOjP5uvrq5kzZ2rMmDHKyclRaGioPv/8c1WvXv3ev6h7YDKbzeYSvYLBZWRkyMfHR+np6fL29nZ0OTbN2XTgrm1e6t6wFCoBABS369ev68iRI6pbt64qVark6HJgpzv9HO8la7BAMQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEHwSDEAAAzq3b3vlur1RrYYWarXu5PExER17txZFy9elK+vr6PLKTX02AEAAMN55JFHdObMGfn4+EiSli5dWi4CHsEOAAAYjpubm/z8/GQyme7puBs3bpRQRaWDYAcAABwiPDxc0dHRio6Olo+Pj2rUqKHJkyfLbDZLki5evKgBAwaoatWqqly5sv74xz8qNTXVcvyxY8fUq1cvVa1aVZ6ennrggQe0YcMGSbduxZpMJl26dEmJiYmKiopSenq6TCaTTCaTYmNjJUnBwcGaPn26BgwYIG9vbw0bNkyStHbtWj3wwANyd3dXcHCw3nrrLavag4OD9dprr2nQoEGqUqWKAgMD9f7771v237hxQ9HR0fL391elSpUUFBSkuLi4kvw6JRHsAACAA8XHx6tixYratWuX3n77bc2ePVuLFi2SJEVGRuo///mP1q9fr+3bt8tsNqtnz57Kzs6WJD3//PPKyspScnKy9u3bp1mzZsnLyyvfNR555BHNnTtX3t7eOnPmjM6cOaO///3vlv1vvvmmmjdvrj179mjy5Mn67rvv9PTTT+tvf/ub9u3bp9jYWE2ePFlLly61Ou9bb72l1q1ba8+ePRo5cqRGjBihX375RZL0zjvvaP369VqzZo1++eUXffzxxwoODi6ZL/F3mDwBAAAcJiAgQHPmzJHJZFKjRo20b98+zZkzR+Hh4Vq/fr1SUlL0yCOPSJI+/vhjBQQEaN26dXrqqad0/PhxPfHEEwoNDZUk1atXz+Y13Nzc5OPjI5PJJD8/v3z7u3TporFjx1reP/vss+ratasmT54sSWrYsKH279+vN954Q5GRkZZ2PXv21MiRtyaMjBs3TnPmzNG2bdvUqFEjHT9+XCEhIWrfvr1MJpOCgoKK5fu6G3rsAACAw7Rr185qHNzDDz+s1NRU7d+/XxUrVtRDDz1k2Ve9enU1atRIP/30kyRp1KhRevXVVxUWFqaYmBj98MMPdtXQunVrq/c//fSTwsLCrLaFhYUpNTVVOTk5lm3NmjWz/HNeaDx37pykW72Ne/fuVaNGjTRq1Cht3LjRrtruFcEOAACUSUOGDNHhw4fVv39/7du3T61bt9a8efPu+Tyenp52Xd/V1dXqvclkUm5uriSpVatWOnLkiKZPn65r167p6aef1pNPPmnXde4FwQ4AADjMzp07rd7v2LFDISEhuv/++3Xz5k2r/RcuXNAvv/yi+++/37ItICBAzz33nD799FONHTtWH3zwgc3ruLm5WfW23UmTJk2UkpJitS0lJUUNGzZUhQoVCvvR5O3trT59+uiDDz7Q6tWrtXbtWv3222+FPt4ejLEDAAAOc/z4cY0ZM0bDhw/X7t27NW/ePL311lsKCQnR448/rqFDh2rhwoWqUqWKxo8fr9q1a+vxxx+XJI0ePVp//OMf1bBhQ128eFHbtm1TkyZNbF4nODhYV65c0ZYtW9S8eXNVrlxZlStXttl27NixatOmjaZPn64+ffpo+/btmj9/vt59t/ALPs+ePVv+/v5q2bKlXFxc9Mknn8jPz6/E19Ij2AEAYFDO9CSIggwYMEDXrl1T27ZtVaFCBb344ouWJUeWLFmiF198UX/+859148YNdezYURs2bLDcAs3JydHzzz+vkydPytvbW48++qjmzJlj8zqPPPKInnvuOfXp00cXLlxQTEyMZcmT27Vq1Upr1qzRlClTNH36dPn7+2vatGlWEyfupkqVKnr99deVmpqqChUqqE2bNtqwYYNcXEr2ZqnJnLdYDOySkZEhHx8fpaeny9vb29Hl2DRn04G7tnmpe8NSqAQAUNyuX7+uI0eOqG7duqpUqZKjy7kn4eHhatGihebOnevoUhzuTj/He8kajLEDAAAwCIIdAACAQTDGDgAAOERiYqKjSzAceuwAADAAhsyXbcX18yPYAQBQhuXNEL169aqDK0FR5P38bl/0+F453a3YU6dO6ZNPPtGGDRv0888/Ky0tTdWqVVNYWJheeeUVq0eL5MnIyFBsbKzWrl2rtLQ0+fv766mnnlJMTIzNhwHn5ubqH//4h95//30dPHhQXl5e6tatm2bMmFHgc+YAAHBGFSpUkK+vr+VRVpUrV7Z6RBecm9ls1tWrV3Xu3Dn5+vre0wLItjjdcifjx4/XrFmzVL9+fYWHh6tmzZpKTU3VunXrZDabtWLFCvXp08fSPjMzU+3bt9fevXsVERGhli1bas+ePdq4caPatGmj5OTkfNOGhw4dqkWLFumBBx7Qn/70J50+fVpr1qyRl5eXZcXrwmK5EwCAo5nNZqWlpenSpUuOLgV28vX1lZ+fn81Qfi9Zw+l67Nq2bavExER16tTJavtXX32lrl27asSIEerdu7fc3d0lSa+//rr27t2rcePGaebMmZb2eQFxzpw5mjBhgmX7tm3btGjRInXs2FGbNm2Sm5ubJOmZZ55Rz549FR0drYSEhFL4pAAAFA+TySR/f3/dd999ys7OdnQ5uEeurq5F7qnL43Q9dnfSo0cPbdy4Ud9++61at24ts9msOnXqKCMjQ2lpaVYP8c3MzJSfn5/uu+8+HTp0yLL9mWee0cqVK5WUlKSOHTtanb9z585KTEzUsWPHFBgYWKia6LEDAAAlybALFOcNKKxY8VZHY2pqqk6fPq2wsDCrUCdJnp6eCgsL0+HDh3XixAnL9sTERMu+2/Xo0UOSlJSUVGANWVlZysjIsHoBAAA4gzIT7I4fP67NmzfL399foaGhkm4FO0kFjonL257XLjMzU2fOnFHdunVtdnne3t6WuLg4+fj4WF4BAQH2fygAAIBiVCaCXXZ2tvr376+srCzNmjXLEsrS09MlST4+PjaPy+uuzGt3r+1tmTBhgtLT0y2v3/cGAgAAOJLTTZ64XW5uriIjI5WcnKyhQ4eqf//+Dq3H3d3dMnEDAADAmTh1j11ubq4GDRqkFStWqF+/flqwYIHV/ryet4J62PLGv+W1u9f2AAAAZYnTBrvc3FxFRUUpPj5effv21dKlS+XiYl3u3cbE3T4Gz9PTU/7+/jpy5IhycnLu2h4AAKAsccpbsXmh7qOPPlKfPn20bNmyAic71KpVSykpKcrMzMy33ElKSorq1q1rNcGhU6dOWrVqlVJSUvItd5K3ft3t28sDW0uisAQKAABli9P12OXdfv3oo4/01FNPafny5QUu2mcymTRkyBBduXJF06dPt9o3ffp0XblyRUOHDrXaPmzYMEnS5MmTdePGDcv2L7/8UomJiYqIiFBQUFAxfyoAAICS53QLFMfGxmrq1Kny8vLSiy++aFmz7vd69+6tFi1aSLrVMxcWFqbvv/9eERERatWqlXbv3m15pFhSUpI8PDysjr/9kWJnzpzR6tWr5eXlpe3bt6thw8L3VBllgWJb6LEDAMDxyvQjxY4ePSpJunLlimbMmGGzTXBwsCXYeXp6KikpSbGxsVq7dq22bdsmf39/jR07VjExMflCnSQtXLhQoaGhev/99/X222/Ly8tLf/nLXzRjxgzVr1+/pD4aAABAiXK6Hruyhh47AABQkgz7SDEAAAAUjGAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADCIio4uAPabs+lAvm0vdW/ogEoAAIAzoMcOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyioqMLgPOas+lAvm0vdW/ogEoAAEBh0GMHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEE4Z7JYvX67hw4erdevWcnd3l8lk0tKlS222jY2NlclkKvB19OhRm8clJCSoU6dOqlKliry9vdW5c2dt2bKl5D4UAABACavo6AJsmTRpko4dO6YaNWrI399fx44du+sxAwcOVHBwcL7tvr6++bYtX75c/fv3V82aNRUZGSlJWr16tbp37641a9boySefLOInAAAAKH1OGewWLVqkkJAQBQUFaebMmZowYcJdj4mMjFR4ePhd2128eFEvvPCCatSood27d6tOnTqSpHHjxqlly5YaMWKEevTooSpVqhT1YwAAAJQqp7wV261bNwUFBZXIuT/55BNdunRJL7zwgiXUSVKdOnUUHR2tX3/9VZ999lmJXBsAAKAk2RXsTpw4oa1bt+rq1auWbbm5uZo1a5bCwsLUrVs3/etf/yq2IgsjOTlZs2bN0htvvKF169bpypUrNtslJiZKkiIiIvLt69GjhyQpKSmpwOtkZWUpIyPD6gUAAOAM7LoVO3nyZH3++edKS0uzbJsxY4ZiYmIs75OSkvTNN9+oTZs2Ra+yEH5/benW2Lq3335bAwYMsNqempoqSQoJCcl3jrxteW1siYuL09SpU4tabpk1Z9OBfNte6t7QAZUAAIDb2dVjl5KSom7dusnV1VWSZDabNX/+fDVu3FjHjx/Xrl275OnpqTfeeKNYi7WlefPmWrx4sQ4fPqxr167pyJEjmjdvnkwmkyIjI7V+/Xqr9unp6ZIkHx+ffOfy9va2amPLhAkTlJ6ebnmdOHGiGD8NAACA/ezqsTt37pzVGLi9e/fq/Pnzio2NVZ06dVSnTh317t37jrc0i8tf/vIXq/fBwcGKjo5WkyZN1L17d02aNEmPPfZYsV3P3d1d7u7uxXY+AACA4mJXj11ubq5yc3Mt7xMTE2UymdSlSxfLttq1a1vdqi1tXbt2Vf369bVv3z6rcXB5PXW2euXy2tnqzQMAAHB2dgW7wMBA7dq1y/J+3bp18vf3V6NGjSzb0tLSbK4hV5pq1KghSVaTPO40ju5O4+8AAACcnV3B7oknnlBKSoqefPJJ9evXT19//bWeeOIJqzb79+9XvXr1iqVIe2RmZurHH3+Up6enJeBJUqdOnSRJGzduzHdMQkKCVRsAAICyxK5g9/e//11t2rTRp59+qhUrVig0NFSxsbGW/ceOHdOuXbsKtWBwUVy+fFkHDuSfpXnt2jUNHTpUly9f1tNPP62KFf9vKOHTTz8tHx8fzZs3TydPnrRsP3nypObPn68aNWrkG7cHAABQFtg1ecLb21s7duzQf//7X0lSkyZNVKFCBas2n376qVq3bm1XUYsWLdLXX38tSdq3b59lW94adO3bt9eQIUN04cIFNW7cWG3atFGTJk3k5+ens2fPavPmzTp58qRCQ0PzzcytWrWq5s+fr/79+6tVq1bq06ePpFuPFLtw4YJWr17NUycAAECZZFewO378uHx9fdW0aVOb+4OCglStWjVdvHjRrqK+/vprxcfHW21LSUlRSkqK5f2QIUNUrVo1jRw5Urt27dKGDRt08eJFeXh4qEmTJho1apSio6Pl4eGR7/z9+vVTjRo19Nprr2nJkiUymUx68MEHNWnSJHXr1s2umgEAABzNZDabzfd6UIUKFRQTE6MpU6YU2GbGjBmaMmWKcnJyilSgs8vIyJCPj4/S09Mt6+CVlsIuFmyrXXFigWIAAErOvWQNu8bYFSYL2pEXAQAAUAR2BbvCOHnyJGPVAAAASlGhx9hNmzbN6n3eRIbb5eTk6MSJE1q1apXatWtXpOJQNvD8WAAAnEOhg93vlzMxmUxKTEwsMNxJUq1atTRr1qyi1AYAAIB7UOhgt23bNkm3xs516dJFkZGRGjhwYL52FSpUULVq1dS4cWO5uJTYnV4AAADcptDB7vdPY4iJiVHnzp3VsWPHEikKAAAA986udexiYmKKuw4AAAAUkV3BLk9aWpq+++47Xbp0qcD16gYMGFCUSwAAAKCQ7Ap2169f19ChQ7Vq1Srl5ubabGM2m2UymQh2AAAApcSuYDd+/Hh9/PHHatiwofr27as6deqoYsUidf4BAACgiOxKY2vWrNH999+v7777Tu7u7sVdEwAAAOxg13okly5d0qOPPkqoAwAAcCJ2BbtGjRrp7NmzxV0LAAAAisCuYPfyyy/rn//8pw4ePFjc9QAAAMBOdo2xq1Onjnr06KG2bdtq9OjRatWqlby9vW22ZRFjAACA0mFXsAsPD5fJZJLZbFZsbKxMJlOBbQta3w4AAADFy65gN2XKlDuGOQAAAJQ+u4JdbGxsMZcBAACAorJr8gQAAACcD8EOAADAIOy6Fevi4lKoMXYmk0k3b9605xIAAAC4R3YFu44dO9oMdunp6UpNTVVmZqaaN28uX1/fotYHAACAQrIr2CUmJha47+rVqxo/frz+/e9/a9OmTfbWBQAAgHtU7GPsKleurHfeeUc+Pj56+eWXi/v0AAAAKIBdPXaF0aFDBy1fvrykTg8nN2fTgXzbXure0AGVAABQfpTYrNjz58/rypUrJXV6AAAA3KbYg11ubq6WLVum1atXq0WLFsV9egAAABTArlux9erVs7n95s2bOnfunLKzs+Xq6qq4uLgiFQcAAIDCsyvY5ebm2lzuxNXVVU2bNlWbNm0UHR2tBx54oMgFAgAAoHDsCnZHjx4t5jIAAABQVDxSDAAAwCCKvNzJqVOntHfvXmVkZMjb21stWrRQ7dq1i6M2AAAA3AO7g93Bgwc1YsQIbd26Nd++rl276t1331WDBg2KVBwAAAAKz65gd+LECbVv317nzp1T48aN1bFjR/n7+ystLU3JycnavHmzOnTooF27dikgIKC4awYAAIANdgW7qVOn6ty5c3r33Xc1fPjwfDNkFy5cqBEjRmjatGn64IMPiqVQAAAA3JldwS4hIUG9evXSc889Z3P/8OHDtWHDBn355ZdFKg4AAACFZ9es2HPnzqlp06Z3bNO0aVOdP3/erqIAAABw7+wKdjVr1tT+/fvv2Gb//v2qWbOmXUUBAADg3tkV7Hr06KH169frww8/tLl/8eLF+vzzz/Xoo48WqTgAAAAUnl1j7GJiYvT5559r2LBhmjt3rjp16qQ//OEPOnv2rJKTk/Xjjz+qRo0aiomJKe56AQAAUAC7gl1gYKBSUlI0fPhwJSYm6scff7Ta37lzZ7333nssdQIAAFCK7F6gOCQkRFu3btWJEyfyPXmCQAcAAFD6ivxIsYCAAIIcAACAE7Br8sTJkye1fv16Xbp0yeb+ixcvav369Tp16lRRagMAAMA9sCvYvfrqq4qKipKHh4fN/ZUrV9agQYMUFxdXpOIAAABQeHYFu61btyoiIkLu7u4297u7uysiIkKbN28uUnEAAAAoPLuC3alTpxQcHHzHNkFBQdyKBQAAKEV2BTs3NzdlZGTcsU1GRoZMJpNdRQEAAODe2RXsQkND9fnnnysrK8vm/uvXr2v9+vUKDQ0tUnEAAAAoPLuCXVRUlE6ePKnHHntMhw8fttp36NAhPf744zp9+rSGDBlSLEUCAADg7uxaxy4qKkobNmzQ2rVr1bhxY9WtW1e1a9fWqVOndOTIEd28eVN9+vRRVFRUcdeLMmzOpgP5tr3UvaEDKgEAwJjs6rGTpDVr1uidd95RgwYNlJqaqsTERKWmpqphw4b6xz/+oZUrVxZnnQAAALgLu588YTKZFB0drejoaGVmZio9PV0+Pj7y9PQszvoAAABQSEV+pJgkeXp6EugAAAAczO5bsQAAAHAuBDsAAACDINgBAAAYBMEOAADAIIpl8gRgL9a2AwCg+NBjBwAAYBAEOwAAAIMo9K3YQYMG3fPJTSaTPvzww3s+DgAAAPeu0MFu6dKlhT6pyWSS2Wwm2AEAAJSiQt+K3b59e6Fey5YtU7169YpU1PLlyzV8+HC1bt1a7u7uMplMdwyWGRkZGjNmjIKCguTu7q7g4GC9/PLLunLlis32ubm5mjdvnkJDQ+Xh4aGaNWuqb9++Onz4cJHqBgAAcKRC99g99NBDd9z/66+/aurUqfrggw9048YNtW/fXrNmzbKrqEmTJunYsWOqUaOG/P39dezYsQLbZmZmqlOnTtq7d68iIiLUt29f7dmzR2+++aaSkpKUnJysSpUqWR0zfPhwLVq0SA888IBGjRql06dPa82aNdq4caN27NihkJAQu+oGAABwpCJPnrh69aqmTZum+vXr6x//+IdCQkL0z3/+U8nJyXr44YftOueiRYt09OhRnT9/Xs8999wd277++uvau3evxo0bp4SEBM2cOVMJCQkaN26cvv32W82ZM8eq/bZt27Ro0SJ17NhRu3fv1qxZs7Rs2TKtW7dOv/32m6Kjo+2qGQAAwNHsDnY5OTl69913Vb9+fcXGxsrHx0cffvihvv/+e/Xq1atIRXXr1k1BQUF3bWc2m7Vo0SJ5eXlp8uTJVvsmT54sLy8vLVq0yGr7Bx98IEmaPn263NzcLNv/+Mc/Kjw8XBs3btTx48eLVD8AAIAj2BXsPvnkE91///164YUXlJWVpZkzZ+rAgQOKioqSi0vpraCSmpqq06dPKywsTJ6enlb7PD09FRYWpsOHD+vEiROW7YmJiZZ9t+vRo4ckKSkpqcBrZmVlKSMjw+oFAADgDO4phSUmJuqhhx7S3/72Nx0/flxjx47V4cOH9corr+Qbx1YaUlNTJanAMXF52/PaZWZm6syZM6pbt64qVKhw1/a2xMXFycfHx/IKCAgo0mcAAAAoLoUOdn/84x/VtWtX7d69WwMHDlRqaqpef/11+fr6lmB5d5aeni5J8vHxsbnf29vbqt29trdlwoQJSk9Pt7x+3xsIAADgSIWeFZuQkCCTyaTAwEClpaVp2LBhdz3GZDLpX//6V5EKdDbu7u5yd3d3dBkAAAD5FDrYSbcmKxw5ckRHjhwpVHuTyWRXUYWV1/NWUA9b3vi3vHb32h6OMWfTgXzbXure0AGVAABQthQ62BU2zJWmu42Ju30Mnqenp/z9/XXkyBHl5OTkG2d3tzF7AAAAzqzQwa4wy4+UtpCQENWqVUspKSnKzMy0mhmbmZmplJQU1a1b12qCQ6dOnbRq1SqlpKSoY8eOVudLSEiQpHzbAQAAyoLSW5ukBJhMJg0ZMkRXrlzR9OnTrfZNnz5dV65c0dChQ622540NnDx5sm7cuGHZ/uWXXyoxMVERERFOGWIBAADu5p7G2JWWRYsW6euvv5Yk7du3z7ItMTFRktS+fXsNGTJEkvTKK6/on//8p2bNmqU9e/aoVatW2r17tzZu3Kg2bdpo9OjRVufu3LmzhgwZokWLFqlVq1b605/+pDNnzmj16tWqVq2a5s2bV2qfEwAAoDg5ZbD7+uuvFR8fb7UtJSVFKSkplvd5wc7T01NJSUmKjY3V2rVrtW3bNvn7+2vs2LGKiYmRh4dHvvMvXLhQoaGhev/99/X222/Ly8tLf/nLXzRjxgzVr1+/ZD8cAABACTGZzWazo4soyzIyMuTj46P09HTLOnilpbCzR221K2uYFQsAKK/uJWuU6TF2AAAA+D8EOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCKdcxw643e1LtrD8CQAA+dFjBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIIFilEm3b5gscSixQAAEOxgGIQ9AEB5x61YAAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZR0dEFACVpzqYD+ba91L2hAyoBAKDk0WMHAABgEAQ7AAAAg+BWrMHYuvUIAADKB3rsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgmBWLcodFiwEARkWPHQAAgEEQ7AAAAAyCYAcAAGAQjLEDxLg7AIAx0GMHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCCYPAEUgAkVAICyhh47AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIZsUC94CZsgAAZ2aIHrvg4GCZTCabr/Dw8Hzts7KyNG3aNIWEhKhSpUqqVauWhg0bpnPnzpV+8QAAAMXEMD12Pj4+Gj16dL7twcHBVu9zc3P1+OOPKyEhQe3atdMTTzyh1NRULVq0SFu2bNGOHTtUs2bN0ikaAACgGBkm2Pn6+io2Nvau7eLj45WQkKC+ffvq448/lslkkiQtWLBAI0aM0KRJk7Rw4cISrhYAAKD4GeJW7L344IMPJElxcXGWUCdJw4cPV7169fTxxx/r2rVrjioPAADAbobpscvKytLSpUt1+vRpeXt7q02bNnrooYes2ly/fl07d+5Uo0aNFBQUZLXPZDKpe/fuWrhwof7zn/+oQ4cOpVk+yjAmVAAAnIVhgl1aWpqioqKstrVp00YrV65U/fr1JUmHDh1Sbm6uQkJCbJ4jb3tqamqBwS4rK0tZWVmW9xkZGcVRPgAAQJEZ4lZsVFSUtmzZorNnzyozM1N79uxR//799e2336pr1666fPmyJCk9PV3SrYkWtnh7e1u1syUuLk4+Pj6WV0BAQDF/GgAAAPsYItjFxMSoS5cuuu+++1S5cmW1aNFCH330kfr3769jx45ZxtUVhwkTJig9Pd3yOnHiRLGdGwAAoCgMEewKMnz4cElSSkqKpP/rqSuoRy7vtmpBPXqS5O7uLm9vb6sXAACAMzB0sKtRo4YkKTMzU5JUr149ubi4KDU11Wb7vO0FjcEDAABwZoaZPGHLzp07Jf3fIsUeHh5q27atduzYoWPHjlnNjDWbzdq0aZM8PT3VunVrR5QLA2GmLADAEcp8j93PP/+sq1ev2tw+btw4SdIzzzxj2T5s2DBJt8bKmc1my/aFCxfq8OHDevbZZ+Xh4VHCVQMAABS/Mt9jt2rVKs2ePVsdO3ZUUFCQPD09deDAAW3YsEHZ2dmaMGGCOnbsaGk/cOBArV69WitXrtSRI0fUqVMnHTx4UJ9++qnq1q2rV1991YGfBkZ2ey8ePXgAgOJW5oNd586d9dNPP2nPnj366quvdPXqVdWoUUM9e/bUyJEjFRERYdXexcVF//znPzVz5kwtW7ZMc+bMUbVq1TR48GC9+uqrPCcWAACUWSbz7+9H4p5lZGTIx8dH6enppT5D1tY4LpQd9NgBAArjXrJGmR9jBwAAgFsIdgAAAAZR5sfYAWUVS6IAAIobwa6MYDwdAAC4G27FAgAAGATBDgAAwCC4FQs4OcbiAQAKix47AAAAg6DHDnAiTJIBABQFPXYAAAAGQbADAAAwCIIdAACAQTDGDjAIZs8CAOixAwAAMAh67IAyiNmzAABb6LEDAAAwCHrsAANj3B0AlC/02AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQTArFihn7J0pywxbAHB+BDsANrEIMgCUPdyKBQAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQTJ4AwEQJADAIeuwAAAAMgmAHAABgENyKBWC3wi5azOLGAFA66LEDAAAwCHrsABSrwk7EoBcPAIofPXYAAAAGQY8dAKdBLx4AFA3BDoAhEAoBgFuxAAAAhkGPHYAyhydlAIBtBDsATo0QBwCFR7ADYFi3h0LG3AEwOsbYAQAAGAQ9dgDKDWbOAjA6euwAAAAMgmAHAABgEAQ7AAAAg2CMHYByrbDj7pxlfJ6z1AHAORHsAOA2rJ0HoKwi2AGAnYoSAAvTy0bABHCvGGMHAABgEPTYAYADMFYOQEkg2AGAk7D31ishEUAegh0AlGNlbVYwgDtjjB0AAIBB0GMHAAbEjFqgfCLYAQCsFDYUFqZdcd+u5ZYwcGfcigUAADAIeuwAACWGW8JA6SLYAQDKBW7jojwg2AEAyrSi9AraeyyBEM6KYAe7tDv+vtX7HYHDHFQJigM/TwAwBoIdnB6ho3y5/ectFe5nXtb+PbH3c8I5FKWXkN4+lCSCHXAHjgwLznRtW8pzCLnbz6a8hFPYp6QnlBAcy7dyHey+/fZbxcTE6JtvvlF2drZCQ0M1ZswYPf30044uzaH45QIAZVdhgyOPjjOmchvstm3bph49eqhSpUr629/+pipVqmjt2rXq06ePTpw4obFjxzq6xDKF20rlT2n2ShWmB9Ee9EyiPCvOhaglAqCzKJfB7ubNmxo6dKhcXFyUnJysFi1aSJKmTJmitm3bauLEiXryyScVFBTk2ELLAWe63ejsv8DLQghxptBWXApTX2l+Bnuu5eh/L1A+cIvZOZTLYLd161YdOnRIUVFRllAnST4+Ppo4caIiIyMVHx+vKVOmOK7IQiiO/8GX5C8te45zZM9McX1OW79Ey1qIBABnw4SVwimXwS4xMVGSFBERkW9fjx49JElJSUmlWVKpcfbeESMozSBszzmcbRKGEa9tizP9oVPYc/MHCIyiuHsTnTkolstgl5qaKkkKCQnJt8/Pz09eXl6WNrfLyspSVlaW5X16erokKSMjowQq/T+hv8zLty2zRK/ovGx9F3dTXN9Vcf0cHPnz5N+l8ud65pV82zKvZdloeffjAEhx63bn2/Z8lwYldr28jGE2m+/atlwGu7ww5uPjY3O/t7e3pc3t4uLiNHXq1HzbAwICiq9AAChW80v5OKD8mVgK17h8+XKB2SVPuQx2RTFhwgSNGTPG8j43N1e//fabqlevLpPJVCLXzMjIUEBAgE6cOCFvb+8SuQby43t3HL57x+B7dxy+e8cpC9+92WzW5cuXVatWrbu2LZfBLi/tFtQrl5GRoapVq9rc5+7uLnd3d6ttvr6+xVpfQby9vZ32Xzoj43t3HL57x+B7dxy+e8dx9u/+bj11eVxKuA6nlDe2ztY4urS0NF25csXm+DsAAABnVi6DXadOnSRJGzduzLcvISHBqg0AAEBZUS6DXdeuXVWvXj2tWLFCe/futWxPT0/Xa6+9Jjc3Nw0YMMBxBd7G3d1dMTEx+W4Bo2TxvTsO371j8L07Dt+94xjtuzeZCzN31oAKeqTYsWPH9Oabb/JIMQAAUOaU22AnSbt27VJMTIy++eYbZWdnKzQ0VGPGjFGfPn0cXRoAAMA9K9fBDgAAwEjK5Rg7AAAAIyLYAQAAGATBzol9++236tmzp3x9feXp6al27dppzZo1ji7LsE6dOqW5c+cqIiJCgYGBcnNzk5+fn5544gnt3LnT0eWVS7NmzZLJZJLJZNKOHTscXY7hffbZZ+revbuqV6+uSpUqqW7duurbt69OnDjh6NIMyWw269NPP1Xnzp3l7++vypUrq1GjRho+fLgOHz7s6PIMYfny5Ro+fLhat24td3d3mUwmLV26tMD2GRkZGjNmjIKCguTu7q7g4GC9/PLLunKl7Dw3mTF2TopZu6Vv/PjxmjVrlurXr6/w8HDVrFlTqampWrduncxms1asWMHEmlL03//+V61bt1bFihWVmZmp7du3q127do4uy5DMZrOee+45vf/++6pfv7569OihKlWq6PTp00pKStLHH3+s9u3bO7pMwxk7dqxmz54tf39/Pf744/L29tb333+vjRs3ysvLS998842aNm3q6DLLtODgYB07dkw1atSQp6enjh07piVLligyMjJf28zMTLVv31579+5VRESEWrZsqT179mjjxo1q06aNkpOTValSpdL/EPfKDKeTnZ1trl+/vtnd3d28Z88ey/ZLly6ZGzZsaHZzczMfPXrUcQUa1Nq1a82JiYn5ticnJ5tdXV3NVatWNV+/ft0BlZU/N27cMLdq1cr80EMPmfv162eWZN6+fbujyzKsuXPnmiWZR44cab5582a+/dnZ2Q6oytjOnDljdnFxMQcFBZkvXbpktW/27NlmSeaoqCgHVWccmzZtsvy+jIuLM0syL1myxGbbKVOmmCWZx40bZ7V93LhxZknm1157raTLLRbcinVCW7du1aFDh/TMM8+oRYsWlu0+Pj6aOHGibty4ofj4eMcVaFB//etfbT5xpEOHDurcubMuXryoffv2OaCy8mfGjBn68ccftXjxYlWoUMHR5RjatWvXNHXqVNWrV09vv/22ze+7YsVy+VjxEnX06FHl5uYqLCws3zNA//znP0uSzp8/74jSDKVbt24KCgq6azuz2axFixbJy8tLkydPtto3efJkeXl5adGiRSVVZrEi2DmhxMRESVJERES+fT169JAkJSUllWZJ5Z6rq6skfsGVht27d2vGjBmKiYnR/fff7+hyDG/jxo26ePGievfurZycHH366aeaOXOmFixYoIMHDzq6PMMKCQmRm5ubUlJSlJGRYbXviy++kHTrKUkoHampqTp9+rTCwsLk6elptc/T01NhYWE6fPhwmRhvym8pJ5Samirp1n/4t/Pz85OXl5elDUre8ePHtXnzZvn7+ys0NNTR5RhaVlaWBgwYoBYtWuiVV15xdDnlwnfffSdJqlChgpo1a6YDBw5Y9rm4uOill17Sm2++6ajyDKt69eqaOXOmxo4dq8aNG1uNsdu6datGjhyp6OhoR5dZbtzp927e9oSEBKWmpiogIKA0S7tnBDsnlJ6eLkn5uufzeHt7W9qgZGVnZ6t///7KysrSrFmzuC1YwqZMmaLU1FR99913fNel5Ny5c5Kk2bNnq1WrVtq1a5eaNGmiPXv2aNiwYXrrrbdUv359jRgxwsGVGs9LL72k2rVra8iQIVqwYIFle/v27fXMM89wh6AUFeb37u/bOTNuxQIFyM3NVWRkpJKTkzV06FD179/f0SUZ2vbt2/Xmm29q0qRJzAQsRbm5uZIkNzc3rVu3Tm3atJGXl5c6dOigTz75RC4uLnrrrbccXKUxTZs2Tf369dPEiRN14sQJXb58WV999ZWuX7+u8PBwrV+/3tElogwi2DmhvL8YCvrLICMjo8C/KlA8cnNzNWjQIK1YsUL9+vWz+msaxe/mzZsaOHCgmjVrpvHjxzu6nHIl7/8lrVu3Vq1ataz2NW3aVPXq1dOhQ4d06dIlB1RnXJs3b1ZMTIyio6M1fvx41alTR15eXmrfvr0+//xzubq6sqxVKSrM793ft3NmBDsnlHeP39Y4urS0NF25cqXAcQAoutzcXEVFRSk+Pl59+/bV0qVL5eLCfyol6cqVK0pNTdXevXvl5uZmWZTYZDJZZoA//PDDMplMWrdunWOLNZhGjRpJknx9fW3uz9t+7dq1UqqofPjyyy8lSZ07d863z8/PT40bN9bBgwfL1MK4Zdmdfu/+fntZ+N3LDXwn1KlTJ8XFxWnjxo3629/+ZrUvISHB0gbFLy/UffTRR+rTp4+WLVvGWK9S4O7ursGDB9vcl5ycrNTUVD322GOqWbOmgoODS7c4g8sLFj/99FO+fdnZ2Tp48KA8PT1Vs2bN0i7N0G7cuCGp4CVNzp8/LxcXF8uMfJSskJAQ1apVSykpKcrMzLSaGZuZmamUlBTVrVvX6SdOSGKBYmeUnZ1trlev3h0XKD5y5IjD6jOqnJwc88CBA82SzE899RSLsjqJvJ8JCxSXnIiICLMk8wcffGC1fdq0aWZJ5n79+jmoMuNauXKlWZL5gQceyLdA8XvvvWeWZA4LC3NQdcZUXhYo5pFiTopHipW+2NhYTZ06VV5eXnrxxRdtzkjr3bu31aLRKHmRkZGKj4/nkWIl6NChQ3rkkUd07tw5/elPf1Ljxo21Z88ebd26VUFBQdqxY4f8/PwcXaah5OTkqEuXLkpOTtZ9992nxx57TL6+vtq9e7e2bt0qDw8PJSYmqm3bto4utUxbtGiRvv76a0nSvn37tHv3boWFhalBgwaSbs1AHjJkiKRbPXNhYWH6/vvvFRERoVatWmn37t2WR4olJSXJw8PDYZ+l0BydLFGwnTt3mh999FGzt7e32cPDw9y2bVvzqlWrHF2WYeX1DN3pVdBfeig59NiVjuPHj5sjIyPNfn5+ZldXV3NAQID5+eefN589e9bRpRnW9evXzXFxceaWLVuaK1eubK5YsaK5du3a5n79+pn379/v6PIM4W7/Xx84cKBV+0uXLplHjx5tDggIMLu6upoDAwPNY8eONWdkZDjmA9iBHjsAAACDYKofAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAJRrJpNJ4eHhRTpHZGSkTCaT5bVgwYLiKa6UtWvXzupzJCYmOrokAPeIYAfAMI4ePWoVTGy9goODS+z6L774omJiYtS6dWur7cHBwZbr//e//7V5bE5OjmrXrm1pd/ToUbtqeOaZZ2QymbRy5co7tsvIyFDlypXl6+ura9euSZKGDBmimJgYderUya5rA3C8io4uAACKW/369dWvXz+b+3x9fUvsuqNHjy4wOLq43Po7evHixZo9e3a+/V9++aVOnz6tihUr6ubNm3bXMHjwYK1cuVKLFy9W3759C2y3cuVKXbt2TQMHDpSHh4ekW8FOkmJjY5WUlGR3DQAch2AHwHAaNGig2NhYR5dhxdXVVR07dtTy5cs1a9Ysubq6Wu1fvHixfHx81Lx5cyUnJ9t9nS5duqhu3braunWrjh8/rsDAQJvtFi9eLOlWEARgHNyKBYDbmM1mvfTSSzKZTHr22WeVnZ1dLOcdNGiQzp8/r88//9xq+/nz5/XFF1+ob9++lt4zW5KTk9WrVy/VqFFD7u7uCgkJ0aRJk3T16lVLG5PJpKioKOXm5mrJkiU2z/Pjjz9q165datasWb7bxgDKNoIdAPxOdna2+vXrp7lz52r06NFavnx5vt41e/3lL39R1apV8wWuZcuWKTs7W4MGDSrw2Pfee0/h4eFKSUnRn/70J40aNUp16tTRjBkz1L17d924ccPSNjIyUi4uLlq6dKnMZnO+c+Vdn946wHi4FQvAcA4ePFjgrdh27drp0UcftbnvypUreuKJJ7Rx40bFxcVp/PjxxVqXu7u7nn32WS1YsEBpaWny8/OTdOu2aGhoqNq0aWPzuP3792vUqFFq1qyZtmzZourVq1v2zZw5UxMmTNC8efM0duxYSVJAQIAiIiL073//W1u3blXXrl0t7W/evKnly5fL3d29wHGIAMoueuwAGM6hQ4c0depUm69///vfNo/59ddf1aVLF23ZskWLFy8u9lCXZ9CgQbp586bi4+MlSTt37tSPP/54x966hQsX6ubNm5o3b55VqJOkV155RTVr1sw3CzavNy5vLF2eL774QmfPntXjjz+uatWqFcdHAuBE6LEDYDg9evQoMMDZcvbsWYWFhenEiRP67LPP1KtXrxKrrWXLlmrRooWWLFmicePGafHixXJzc7tj79mOHTskSQkJCdqyZUu+/a6urvr555+ttj3++OOqWbOmPvvsM6Wnp8vHx0cSkyYAoyPYASj3zpw5o4yMDDVo0EAPPfRQiV9v0KBBGjVqlDZv3qxVq1ZZJkQU5LfffpMkzZgxo9DXcHV1Vf/+/TV79mytWLFCI0aMUFpamr788ksFBgaqW7duRf4cAJwPt2IBlHstWrTQhx9+qEOHDqlz5846e/ZsiV7v2Weflbu7uyIjI5WRkXHX3jNvb29JtxYVNpvNBb5ul3feDz/8UNKtSRo3b95UVFSUZV09AMbCf9kAICkqKkpLlizRzz//XOLhrlq1aurdu7dOnTql2rVrq0ePHndsn9eLmHdLtrDuv/9+tWvXTt99951++OEHLVmyxLIcCgBjItgBwP83YMAALV26VL/88ovCw8OVlpZWYteaOXOmPvvsM61bt+6uvWcjR45UxYoV9cILL+j48eP59l+6dEl79uyxeWxer93IkSP1008/qVu3bgoKCir6BwDglBhjB8Bw7rTciSSNHz9elSpVsrmvf//+cnFx0cCBAxUeHq5t27bJ39+/2GsMDg4u9HNrmzZtqnfffVcjRoxQo0aN1LNnT9WvX1+XL1/W4cOHlZSUpMjISC1YsCDfsX369NHo0aOVkpIiiUkTgNER7AAYTt5yJwUZPXp0gcFOujUGzsXFRf3791fnzp21detW1apVqyRKLbShQ4eqRYsWmj17tpKTk/X555/Lx8dHgYGBeumllzRw4ECbx1WpUkVPP/20lixZYrkFDMC4TGZbI24BAIUWGRmp+Ph4HTlypNC9cM4sNjZWU6dO1bZt2xQeHu7ocgDcA8bYAUAxqVu3rkwmk81bomVBu3btZDKZ7tjbCcC5cSsWAIqod+/eVj11rVu3dlwxRTBkyBCrx60ZofcRKG+4FQsAAGAQ3IoFAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwiP8HDJa+XOXfHC4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "PS.plot_energy_hist_1D()\n", - "new_PS.plot_energy_hist_1D()" + "PS.plot.energy_hist_1D()\n", + "new_PS.plot.energy_hist_1D()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "743d2a2c", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:17:32.004164Z", - "iopub.status.busy": "2023-02-23T05:17:32.003961Z", - "iopub.status.idle": "2023-02-23T05:17:33.529451Z", - "shell.execute_reply": "2023-02-23T05:17:33.528656Z" + "iopub.execute_input": "2023-02-26T23:28:50.915407Z", + "iopub.status.busy": "2023-02-26T23:28:50.914907Z", + "iopub.status.idle": "2023-02-26T23:28:52.400909Z", + "shell.execute_reply": "2023-02-26T23:28:52.399906Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===================================================\n", + " ENERGY STATS \n", + "===================================================\n", + "total number of particles in phase space: 311489\n", + "number of unique particle species: 3\n", + " 308280 gammas\n", + " mean energy: 1.91 MeV\n", + " median energy: 1.20 MeV\n", + " Energy spread IQR: 2.03 MeV\n", + " min energy 0.01 MeV\n", + " max energy 10.35 MeV\n", + " 2853 electrons\n", + " mean energy: 3.16 MeV\n", + " median energy: 3.39 MeV\n", + " Energy spread IQR: 2.95 MeV\n", + " min energy 0.02 MeV\n", + " max energy 9.44 MeV\n", + " 356 positrons\n", + " mean energy: 2.66 MeV\n", + " median energy: 2.39 MeV\n", + " Energy spread IQR: 2.39 MeV\n", + " min energy 0.08 MeV\n", + " max energy 8.46 MeV\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "===================================================\n", + " ENERGY STATS \n", + "===================================================\n", + "total number of particles in phase space: 154315\n", + "number of unique particle species: 3\n", + " 151106 gammas\n", + " mean energy: 1.91 MeV\n", + " median energy: 1.18 MeV\n", + " Energy spread IQR: 2.09 MeV\n", + " min energy 0.01 MeV\n", + " max energy 10.35 MeV\n", + " 2853 electrons\n", + " mean energy: 3.16 MeV\n", + " median energy: 3.39 MeV\n", + " Energy spread IQR: 2.95 MeV\n", + " min energy 0.01 MeV\n", + " max energy 9.44 MeV\n", + " 356 positrons\n", + " mean energy: 2.66 MeV\n", + " median energy: 2.38 MeV\n", + " Energy spread IQR: 2.40 MeV\n", + " min energy 0.08 MeV\n", + " max energy 8.46 MeV\n" + ] + } + ], "source": [ "PS.print_energy_stats()\n", "new_PS.print_energy_stats()" @@ -271,20 +418,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "22fe8d6b", "metadata": { "execution": { - "iopub.execute_input": "2023-02-23T05:17:33.531960Z", - "iopub.status.busy": "2023-02-23T05:17:33.531728Z", - "iopub.status.idle": "2023-02-23T05:17:36.543696Z", - "shell.execute_reply": "2023-02-23T05:17:36.543098Z" + "iopub.execute_input": "2023-02-26T23:28:52.402908Z", + "iopub.status.busy": "2023-02-26T23:28:52.402908Z", + "iopub.status.idle": "2023-02-26T23:28:55.547407Z", + "shell.execute_reply": "2023-02-26T23:28:55.546408Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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XD1qtFgEBAVi1ahWio6NlXwhs2rQJnp6ecHV1BcDcJuIkOpGJ+u+Pcu3btw/u7u5ScJaVlSEiIgJvvPEGSkpKEBYWhoMHD9YpGIcMGYLbt29DpVJh8ODBVdZ7enpCrVajqKgI/v7+1e7HwsICkZGR+Pzzz9G6dWtYW1tXmSTYsGEDxo8fLy137doVK1euRFlZGa9oIyKiBqm27LayskJ4eDi0Wi2sra0xZsyYOn+gZXYTEREZrrbsTkpKwpo1a7Bnzx60aNGizsfr0qULunTpgiNHjuCll16qst7Z2RmPP/44CgoKZD8Q+iBRUVGIjY1FSEgIiouLq/zg6YYNGzBixAhpuWvXrrhw4QJOnTrFq9HJLPGHRYlMVFFREaZNm4b8/Hx8+eWXSE5ORkJCgrQ+JiYGrq6umDNnDpKSklBRUYEZM2bU6ZiWlpY4efIkTpw48cAfF7G3t8eMGTMwdepUpKen4+zZszh48CCSk5NlvzIOAJGRkSguLsbrr7+O0NBQ2STB5cuX8euvv2LYsGFSW2hoKFxcXDBy5Ej8/PPPKCgowNq1a7F37946nRMREdHDUlt2A8C4ceOwY8cObN68+YFXoOmL2U1ERGS4mrJ7+/btmDVrFhYuXAhHR0eUlpaitLQUf/zxR52OuWPHDpSUlMh+APR+8+bNQ2JiIj755BOcOnUKR48ehVarRVJSkqzf6NGj0ahRI0yYMAFBQUHSFefAv49/2bRpE0JCQqQ2f39/PPPMMxg1ahS2bduGc+fOYdOmTdi8eXOdzoeooeCV6EQm6pVXXsHff/+NXr16wdLSEgkJCdLVX6tWrcIPP/yAvLw8WFlZwcrKCl988QX69u2LYcOGYejQoQYf18HBocb177zzDlq2bInExEQUFBTgscceg7e3N15//XVZPzc3NwwcOBBbt26tMknw3XffoVevXrLntlpbW2Pr1q2YPn06nn32Wdy9exeenp4PvDWdiIjoUVRTdt/j7u4OPz8/lJWVVblN21DMbiIiIsPUlN0//fQTKioqEBMTg5iYGGmb8PBwpKWlGXzMJk2a1Lh+3LhxaNy4MRYuXIiZM2eiSZMmePLJJzFlyhRZv8aNG2PMmDFISUmpktu7du2CnZ0dvL29Ze1r167FjBkzEBoaivLycnTs2BELFiww+FyIGhKVEEIoXQQR1a+AgAB0794dixYtqrd97ty5E/3798e1a9eq/cb7YQkJCUHfvn0xa9Ysvbc1xmtDRERUV7rmkxAC7u7umDhxIqZNm1ZjX2Y3ERGR8dR3PhUWFqJdu3bIy8tD9+7d62Wfhpo8eTLu3r2LpUuX6r1tREQErl+/jm+//bb+CyNSEB/nQkR6adOmDUJDQxWtoW/fvnrXsHr1atjZ2WH37t1GqoqIiMi4rly5giVLlqC0tBSRkZE6b8fsJiIiajj8/Pzg5+enaA1eXl6IjY3Va5vdu3fDzs4Oq1evNlJVRMri41yISCe9e/fG6dOnAQB2dnaK1mLIVWwhISHSbe9KX41HRERkCCcnJzg6OiIlJQXNmjWrtT+zm4iIqOFo06aNlNtqtVrRWv77ODld+Pj44NChQwCUH3cQGQMf50JEREREREREREREVA0+zoWIiIiIiIiIiIiIqBqcRCciIiIiIiIiIiIiqgYn0YmIiIiIiIiIiIiIqsFJdCIiIiIiIiIiIiKianASnYiIiIiIiIiIiIioGpxEJyIiIiIiIiIiIiKqBifRiYiIiIiIiIiIiIiqwUl0IiIiIiIiIiIiIqJqcBKdiIiIiIiIiIiIiKga/wfMXVdgUen5xAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "PS.plot_momentum_hist_1D()\n", - "new_PS.plot_momentum_hist_1D()" + "PS.plot.momentum_hist_1D()\n", + "new_PS.plot.momentum_hist_1D()" ] }, { @@ -323,7 +491,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/examples/new_data_exporter.ipynb b/examples/new_data_exporter.ipynb index 98fce79..ffe07e8 100644 --- a/examples/new_data_exporter.ipynb +++ b/examples/new_data_exporter.ipynb @@ -25,10 +25,10 @@ "id": "8b8cfdb7", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:46.582240Z", - "iopub.status.busy": "2023-02-22T06:47:46.581760Z", - "iopub.status.idle": "2023-02-22T06:47:47.312495Z", - "shell.execute_reply": "2023-02-22T06:47:47.311975Z" + "iopub.execute_input": "2023-02-26T23:28:57.349906Z", + "iopub.status.busy": "2023-02-26T23:28:57.349406Z", + "iopub.status.idle": "2023-02-26T23:28:58.538407Z", + "shell.execute_reply": "2023-02-26T23:28:58.537906Z" } }, "outputs": [], @@ -75,10 +75,10 @@ "id": "c814a61a", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:47.315390Z", - "iopub.status.busy": "2023-02-22T06:47:47.315109Z", - "iopub.status.idle": "2023-02-22T06:47:47.321202Z", - "shell.execute_reply": "2023-02-22T06:47:47.320700Z" + "iopub.execute_input": "2023-02-26T23:28:58.541406Z", + "iopub.status.busy": "2023-02-26T23:28:58.540907Z", + "iopub.status.idle": "2023-02-26T23:28:58.553909Z", + "shell.execute_reply": "2023-02-26T23:28:58.553406Z" } }, "outputs": [], @@ -126,17 +126,17 @@ "id": "48e6a00f", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:47.324173Z", - "iopub.status.busy": "2023-02-22T06:47:47.323933Z", - "iopub.status.idle": "2023-02-22T06:47:47.508117Z", - "shell.execute_reply": "2023-02-22T06:47:47.507667Z" + "iopub.execute_input": "2023-02-26T23:28:58.556406Z", + "iopub.status.busy": "2023-02-26T23:28:58.556406Z", + "iopub.status.idle": "2023-02-26T23:28:58.771408Z", + "shell.execute_reply": "2023-02-26T23:28:58.770406Z" } }, "outputs": [ { "data": { "text/plain": [ - "<__main__.NewDataExporter at 0x7f462e81b760>" + "<__main__.NewDataExporter at 0x26234e6f0d0>" ] }, "execution_count": 3, @@ -170,10 +170,10 @@ "id": "c6fae3c8", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:47.511222Z", - "iopub.status.busy": "2023-02-22T06:47:47.511012Z", - "iopub.status.idle": "2023-02-22T06:47:47.518506Z", - "shell.execute_reply": "2023-02-22T06:47:47.517822Z" + "iopub.execute_input": "2023-02-26T23:28:58.773906Z", + "iopub.status.busy": "2023-02-26T23:28:58.773407Z", + "iopub.status.idle": "2023-02-26T23:28:58.786408Z", + "shell.execute_reply": "2023-02-26T23:28:58.785906Z" } }, "outputs": [], @@ -221,20 +221,20 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "a14268a3", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:47.521681Z", - "iopub.status.busy": "2023-02-22T06:47:47.521305Z", - "iopub.status.idle": "2023-02-22T06:47:47.807052Z", - "shell.execute_reply": "2023-02-22T06:47:47.806352Z" + "iopub.execute_input": "2023-02-26T23:28:58.788906Z", + "iopub.status.busy": "2023-02-26T23:28:58.788906Z", + "iopub.status.idle": "2023-02-26T23:28:59.158413Z", + "shell.execute_reply": "2023-02-26T23:28:59.157906Z" } }, "outputs": [ { "data": { - "image/png": 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qlStXKjIyUrt27VJISIi9LTMzUzNnztSKFSu0evVqSdLjjz+unTt3au7cuVq2bJm9b0pKijIyMpSZmal58+Y1++cAAABoLK8fsTtw4ICqq6sVFxfnEOok6Wc/+5kk6fjx45IuTNlmZWUpKChICxYscOi7YMECBQUFKSsrq3kKBwAAcDOvH7GLiYmRv7+/CgsLZbPZFBwcbG975513JEm33HKLJKm4uFhHjhzRqFGjFBgY6HCewMBAxcXFKTs7WyUlJYqIiGi+D9FCsWUJAADexeuD3VVXXaVly5Zp1qxZio2N1V133aXg4GDt2rVLubm5mjp1qqZNmybpQrCTLoRBZ2JiYpSdna3i4mKCHQAA8DpeH+wkKTk5WZ06dVJSUpJWrVplPz548GDdf//9atPmwscsKyuTpFpTtjVqRvtq+jlTWVmpyspK+882m63R9QMAALiD16+xk6TFixdr3Lhxmj9/vkpKSnTq1Cl9+OGHOnPmjIYNG6a3337bbddKT09XSEiI/cXIHgAAaCm8Ptht3rxZqampmjZtmlJSUtS5c2cFBQVp8ODB2rhxo/z8/DRr1ixJ/zdSV9eIXM3oW10jepI0b948lZWV2V8lJSVu/kQAAACu8fqp2Pfee0+SNHz48FptYWFhio2N1Y4dO1ReXm5fW1ez1u5il1uDJ0lWq1VWq7WxZQMAALid14/YnT17VtL/bWlysePHj8vHx0d+fn6KiYlRx44dVVhYqIqKCod+FRUVKiwsVHR0NNOrAADAK3l9sIuLi5MkrVixotYU66pVq/Tdd9/p5ptvltVqlcViUVJSksrLy7VkyRKHvkuWLFF5ebkmTZrUbLUDAAC4k9dPxd5777165plnVFBQoB49eujOO+9UaGioioqKlJubq4CAAK1YscLef86cOXrrrbeUkZGhHTt2qF+/fioqKlJOTo4GDBigGTNmeO7DAAAANILXj9j5+voqJydH6enp6tSpk1555RWtXLlSu3fv1rhx47R9+3YNHDjQ3j8wMFD5+fmaMWOGvv76az3xxBP65ptvNGvWLH3wwQcKCAjw4KcBAABwncUwDMPTRXgzm82mkJAQlZWVOTz1oiVz9xMlkm/t0eTXqM81nXFWR33fCwBAS9CQrOH1I3YAAAC4gGAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMwuufFQvPa+qnTAAAgPphxA4AAMAkCHYAAAAmQbADAAAwCdbYodVxtiYw+dYeHqgEAAD3YsQOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCu2KBBuCOWgBAS8aIHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJNjuxOScbc8BAADMyaURu5KSEuXm5ur06dP2Y9XV1crIyFBcXJxGjhypd999121FAgAA4PJcGrFbsGCBNm7cqNLSUvuxpUuXKjU11f5zfn6+Pv74Yw0YMKDxVQIAAOCyXBqxKyws1MiRI+Xn5ydJMgxDf/7znxUbG6tDhw5p27ZtCgwM1B//+Ee3FgsAAIC6uRTsjh07psjISPvPO3fu1PHjx/Xoo4+qc+fO6t+/v8aMGaPPPvvMbYUCAADg0lwKdtXV1aqurrb/nJeXJ4vFohEjRtiPderUyWGqFgAAAE3LpWDXpUsXbdu2zf7zm2++qfDwcPXs2dN+rLS0VKGhoY0uEAAAAPXjUrC75557VFhYqF/84hcaN26cPvroI91zzz0Ofb766it17drVLUUCAADg8ly6K/Z3v/udcnJy9Prrr0uS+vTpo7S0NHv7wYMHtW3bNqWkpLilSAAAAFyeS8EuODhYn3zyib744gtJ0rXXXitfX1+HPq+//rr69+/f+AoBAABQLy4Fu0OHDik0NFS9evVy2h4ZGakrr7xSJ06caFRxAAAAqD+X1thFR0dr5cqVl+zz5JNPKjo62pXTAwAAwAUuBTvDMNzSBwAAAO7jUrCrj++++07t27dvqtMDAADgIvVeY7d48WKHn/Py8pz2O3/+vEpKSvTaa69p0KBBjSoOaC6Zm76tdSz51h4eqAQAANfVO9j953YmFotFeXl5dYY7SerYsaMyMjIaUxsAAAAaoN7BbsuWLZIurJ0bMWKEEhMTNX78+Fr9fH19deWVVyo2NlY+Pk020wsAAICL1DvYxcfH2/85NTVVw4cP19ChQ5ukKAAAADScS/vYpaamursOAAAANJJLwa5GaWmptm/frpMnT+r8+fNO+zz44IONuQQAAADqyaVgd+bMGU2aNEmvvfaaqqurnfYxDEMWi4VgBwAA0ExcCnYpKSl6+eWX1aNHD40dO1adO3dWmzaNGvwDWhxnW6AAANCSuZTG/vrXv+q6667T9u3bZbVa3V0TAAAAXODSfiQnT57U6NGjCXUAAAAtiEsjdj179tTRo0fdXQvQKJ6aOr34ujyxAgDgKS6N2M2ePVtvvfWW9uzZ4+56AAAA4CKXRuw6d+6sUaNGaeDAgZoxY4b69eun4OBgp33ZxBgAAKB5uBTshg0bJovFIsMwlJaWJovFUmffuva3AwAAgHu5FOwWLlx4yTDnKW+88YaefvppFRUVqaKiQuHh4Ro0aJAef/xxRURE2PvZbDalpaVpw4YNKi0tVXh4uO69916lpqYqKCjIg58AAADAdS4Fu7S0NDeX0TiGYeiRRx7Rc889p27duulXv/qV2rdvryNHjig/P18HDx60B7uKigrFx8dr586dSkhI0NixY7Vjxw4tX75c+fn5KigoUNu2bT38iQAAABrOFLsKP/nkk3ruuec0depUPfnkk/L19XVoP3funP2fH3/8ce3cuVNz587VsmXL7MdTUlKUkZGhzMxMzZs3r9lqBwAAcBeLYRiGp4tojB9++EGdOnXSFVdcod27d1/yCRiGYahz586y2WwqLS1VYGCgva2iokJhYWG65pprtHfv3npf32azKSQkRGVlZXXeQOJJZn16grMtRVrKZ2W7EwCAOzUka7g0Yufj41OvNXYWi8VhtKwp5OTk6MSJE5owYYLOnz+vt99+W99++61CQ0M1cuRIde/e3d63uLhYR44c0ahRoxxCnSQFBgYqLi5O2dnZKikpcViTBwAA4A1cCnZDhw51GuzKyspUXFysiooK3XDDDQoNDW1sfZe1fft2SZKvr6/69Omjb7/9v1EbHx8fJScna/ny5ZIuBDtJiomJcXqumJgYZWdnq7i4mGAHAAC8jkvBLi8vr86206dPKyUlRe+//742bdrkal31duzYMUnSihUr1K9fP23btk3XXnutduzYoYcfflhPPPGEunXrpilTpqisrEySFBIS4vRcNcObNf2cqaysVGVlpf1nm83mro8CAADQKC49eeJS2rVrpyeffFIhISGaPXu2u09fS3V1tSTJ399fb775pgYMGKCgoCANGTJEf/vb3+Tj46MnnnjCbddLT09XSEiI/cXIHgAAaCncHuxqDBkyRO+++25Tnd6uZvStf//+6tixo0Nbr1691LVrV+3du1cnT560961rRK5m9K2uET1JmjdvnsrKyuyvkpISd3wMAACARmuy7U6OHz+u8vLypjq9Xc+ePSWpzvV8Ncd/+OEH+9q6mrV2F7vcGjxJslqtslqtLlYLAADQdNwe7Kqrq/Xyyy/rL3/5i/r37+/u09cyfPhwSdLXX39dq62qqkp79uxRYGCgOnTooLCwMHXs2FGFhYWqqKiotd1JYWGhoqOjmV71Ai1laxMAAFoSl6Ziu3bt6vTVpUsXtWvXTomJifLx8VF6erq7662lW7duSkhI0J49e5SVleXQtmzZMp08eVJ333232rRpI4vFoqSkJJWXl2vJkiUOfZcsWaLy8nJNmjSpyWsGAABoCi5tUBwVFeV0uxMfHx9dccUVGjBggKZNm6brr7/eLUVezt69e/WTn/xEx44d0+23367Y2Fjt2LFDubm5ioyM1CeffKKwsDBJF0bm4uLitGvXLiUkJKhfv34qKipSTk6OBgwYoPz8fAUEBNT72mxQjIuxQTEAwJ0akjW8/skTNUpKSrRw4UK9//77+t///V+FhYXpzjvv1MKFC3XNNdc49C0rK1NaWpo2bNig0tJShYeH695771Vqaqrat2/foOsS7HAxgh0AwJ1aZbDzFIId6qO+Yc/Z90VQBIDWrckfKfafDh8+rJ07d8pmsyk4OFh9+/ZVp06dGntaAAAANJDLwW7Pnj2aMmWKcnNza7Xdcsstevrppx2e0woAAICm5VKwKykp0eDBg3Xs2DHFxsZq6NChCg8PV2lpqQoKCrR582YNGTJE27ZtY+sQAACAZuJSsFu0aJGOHTump59+WpMnT651h+yzzz6rKVOmaPHixXr++efdUigAAAAuzaVgl52drTvuuEOPPPKI0/bJkyfr73//u957771GFQcAAID6c2mD4mPHjqlXr16X7NOrVy8dP37cpaIAAADQcC4Fuw4dOuirr766ZJ+vvvpKHTp0cKkoAAAANJxLwW7UqFF6++239cILLzhtX716tTZu3KjRo0c3qjgAAADUn0tr7FJTU7Vx40Y9/PDDWrlypeLj4/WjH/1IR48eVUFBgb788ktdffXVSk1NdXe9AAAAqINLwa5Lly4qLCzU5MmTlZeXpy+//NKhffjw4XrmmWfY6gT4N54oAQBoDi5vUBwTE6Pc3FyVlJTUevIEgQ4AAKD5NfqRYhEREQQ5AACAFsClYPfdd9+pqKhIQ4cOVWhoaK32EydO6MMPP9SPf/xjnhsL1MHZ9CwAAI3h0l2xv//97zVhwgQFBAQ4bW/Xrp0mTpyo9PT0RhUHAACA+nMp2OXm5iohIUFWq9Vpu9VqVUJCgjZv3tyo4gAAAFB/LgW7w4cPKyoq6pJ9IiMjdfjwYVdODwAAABe4FOz8/f1ls9ku2cdms8lisbhUFAAAABrOpWDXu3dvbdy4UZWVlU7bz5w5o7ffflu9e/duVHEAAACoP5eC3YQJE/Tdd9/pzjvv1L59+xza9u7dq7vuuktHjhxRUlKSW4oEAADA5bm03cmECRP097//XRs2bFBsbKyio6PVqVMnHT58WPv379e5c+d03333acKECe6uFwAAAHVwacROkv7617/qySefVPfu3VVcXKy8vDwVFxerR48e+q//+i+9+uqr7qwTAAAAl+HykycsFoumTZumadOmqaKiQmVlZQoJCVFgYKA76wMAAEA9NfqRYpIUGBhIoAMAAPAwl6diAQAA0LIQ7AAAAEyCYAcAAGASblljh5Yhc9O3ni4BAAB4ECN2AAAAJkGwAwAAMAmCHQAAgEnUe43dxIkTG3xyi8WiF154ocHvAwAAQMPVO9itXbu23ie1WCwyDINgBwAA0IzqHey2bt1ar3579uxRWlqa9u7d63JRAAAAaLh6B7ubbrrpku3//Oc/tWjRIj3//PM6e/asBg8erIyMjEYXCAAAgPpp9D52p0+f1vLly/XEE0/o1KlTuv766/WHP/xBd9xxhzvqAwAAQD25HOzOnz+vZ599VkuWLNHRo0fVuXNnrVy5UuPHj5ePDzfbAgAANDeXgt3f/vY3PfbYY9qzZ49CQkK0bNkyTZ8+XW3btnV3fQAAAKinBgW7vLw8zZ07V//zP/8jf39/zZo1S/Pnz1doaGgTlQcAAID6qnew++lPf6qcnBz5+Pho/PjxWrx4sTp37tyUtQEAAKAB6h3ssrOzZbFY1KVLF5WWlurhhx++7HssFovefffdRhUIAACA+mnQVKxhGNq/f7/2799fr/4Wi8WlogAAANBw9Q529Q1zAAAA8Ix6B7vIyMimrAMAAACN1OgNigE0v8xN39Y6lnxrDw9UAgBoSdhJGAAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCR48gRgEjyNAgBg2hG7jIwMWSwWWSwWffLJJ7XabTabZs6cqcjISFmtVkVFRWn27NkqLy/3QLUAAACNZ8pg98UXXyg1NVWBgYFO2ysqKhQfH6/MzEzFxsYqOTlZPXv21PLlyzVixAidOXOmmSsGAABoPNMFu6qqKo0fP159+/bV3Xff7bTP448/rp07d2ru3LnKzs7WsmXLlJ2drblz5+qzzz5TZmZmM1cNAADQeKYLdkuXLtWXX36p1atXy9fXt1a7YRjKyspSUFCQFixY4NC2YMECBQUFKSsrq7nKBVqFzE3f1noBANzPVMGuqKhIS5cuVWpqqq677jqnfYqLi3XkyBHFxcXVmqoNDAxUXFyc9u3bp5KSkuYoGQAAwG1ME+wqKyv14IMPqm/fvpozZ06d/YqLiyVJMTExTttrjtf0c3Ydm83m8AIAAGgJTLPdycKFC1VcXKzt27c7nYKtUVZWJkkKCQlx2h4cHOzQ72Lp6elatGhRI6sF6s/d05ZsiwIA5mWKEbutW7dq+fLleuyxx9SrV68mvda8efNUVlZmfzFlCwAAWgqvH7E7d+6cxo8frz59+iglJeWy/WtG6uoakauZWq1rRM9qtcpqtbpYLQAAQNPx+mBXXl5uXw/n7+/vtM/NN98sSXrjjTfsN1XUtYbucmvwAAAAWiqvD3ZWq1UPPfSQ07aCggIVFxfrzjvvVIcOHRQVFaWYmBh17NhRhYWFqqiocLgztqKiQoWFhYqOjlZERERzfQTAK9R3rR/r9QDAc7w+2AUEBNS571xiYqKKi4s1b948DRo0yH48KSlJixcv1pIlS7Rs2TL78SVLlqi8vFzz589v8roBAADczeuDnSvmzJmjt956SxkZGdqxY4f69eunoqIi5eTkaMCAAZoxY4anSwQAAGiwVhnsAgMDlZ+fr7S0NG3YsEFbtmxReHi4Zs2apdTUVAUEBHi6RMAtvO0JD2zFAgCNY+pgt3btWq1du9ZpW0hIiDIzM3kuLAAAMA1T7GMHAAAAgh0AAIBpmHoqFkD9XLy2jXVtAOCdGLEDAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCZ48AcAjLn7aBQCg8RixAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmePOHF2LkfTcXb/t1yVm/yrT08UAkAeBYjdgAAACZBsAMAADAJgh0AAIBJsMYOgFt52/o8ADATRuwAAABMgmAHAABgEkzFAvA67pzuZasUAGbCiB0AAIBJEOwAAABMgmAHAABgEqyxAwAPuHhtH+v6ALgDI3YAAAAmQbADAAAwCaZiAbRoPMkCAOqPETsAAACTINgBAACYBFOxAHARnkYBwFsxYgcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACT4JFiAOAiHj0GoKVhxA4AAMAkCHYAAAAmQbADAAAwCa8PdocPH9bKlSuVkJCgLl26yN/fX2FhYbrnnnv06aefOn2PzWbTzJkzFRkZKavVqqioKM2ePVvl5eXNXD0AAID7eH2we+qpp5ScnKx9+/YpISFBs2bN0uDBg/XWW2/pJz/5if7yl7849K+oqFB8fLwyMzMVGxur5ORk9ezZU8uXL9eIESN05swZD30SAACAxvH6u2IHDhyovLw8xcfHOxz/8MMPdcstt2jKlCkaM2aMrFarJOnxxx/Xzp07NXfuXC1btszePyUlRRkZGcrMzNS8efOa9TMAAAC4g9eP2P385z+vFeokaciQIRo+fLhOnDihzz//XJJkGIaysrIUFBSkBQsWOPRfsGCBgoKClJWV1Sx1AwAAuJvXB7tL8fPzkyS1aXNhYLK4uFhHjhxRXFycAgMDHfoGBgYqLi5O+/btU0lJSbPXCgAA0FimDXaHDh3S5s2bFR4ert69e0u6EOwkKSYmxul7ao7X9HOmsrJSNpvN4QUAANASmDLYVVVV6YEHHlBlZaUyMjLk6+srSSorK5MkhYSEOH1fcHCwQz9n0tPTFRISYn9FRES4uXoAAADXmC7YVVdXKzExUQUFBZo0aZIeeOABt55/3rx5Kisrs7+YtgUAAC2F198V+5+qq6s1ceJEvfLKKxo3bpxWrVrl0F4zUlfXiFzNtGpdI3qSZLVa7XfYAgAAtCSmCXbV1dWaMGGCXnzxRY0dO1Zr166Vj4/jgOTl1tBdbg0eAO+RuenbFnO++rzXWZ/kW3u4fE0ArZMppmL/M9Tdd999eumll+zr6v5TTEyMOnbsqMLCQlVUVDi0VVRUqLCwUNHR0aybAwAAXsnrg13N9OuLL76oe++9V+vXr3ca6iTJYrEoKSlJ5eXlWrJkiUPbkiVLVF5erkmTJjVH2QAAAG7n9VOxixcv1rp16xQUFKQePXro97//fa0+Y8aMUd++fSVJc+bM0VtvvaWMjAzt2LFD/fr1U1FRkXJycjRgwADNmDGjeT8AAACAm3h9sDtw4IAkqby8XEuXLnXaJyoqyh7sAgMDlZ+fr7S0NG3YsEFbtmxReHi4Zs2apdTUVAUEBDRT5QAAAO5lMQzD8HQR3sxmsykkJERlZWX2ffCai7sXhwNoPGc3PLj6d5WbJwBIDcsaXr/GDgAAABd4/VQsAKA2tk8BWidG7AAAAEyCYAcAAGASBDsAAACTYI0dALQSrLsDzI8ROwAAAJMg2AEAAJgEU7EA4Ebu3Di8pU+dXlxfS6oNaK0YsQMAADAJgh0AAIBJEOwAAABMgjV2AODlGrOur6Wv4wPQMIzYAQAAmATBDgAAwCSYigUAuEV9p3WZ/gWaDiN2AAAAJkGwAwAAMAmCHQAAgEmwxg4A0CKxFg9oOEbsAAAATIJgBwAAYBJMxQIAmkxjnooBoOEYsQMAADAJgh0AAIBJMBULAF7EU1ObTKkC3oEROwAAAJMg2AEAAJgEwQ4AAMAkWGMHADAdnlqB1ooROwAAAJMg2AEAAJgEU7EAADQQU71oqRixAwAAMAmCHQAAgEkQ7AAAAEyCNXZegsf5ADCz1v7fONbswV0YsQMAADAJgh0AAIBJMBULAHDgbdOiLaVeplPREjBiBwAAYBIEOwAAAJMg2AEAAJgEa+wAAK3WxeviWBPnXVjXWBsjdgAAACZBsAMAADAJpmIBAF6jqbc2aSlbp7QkTHd6F0bsAAAATIJgBwAAYBJMxQIAWgVvm2atb70XT4syddq6MWIHAABgEgQ7AAAAkyDYAQAAmESrXWP32WefKTU1VR9//LGqqqrUu3dvzZw5U7/85S89XRoAwCRaynq3llJHfXlbvS1Jqwx2W7Zs0ahRo9S2bVv96le/Uvv27bVhwwbdd999Kikp0axZszxdIgAAQIO1uqnYc+fOadKkSfLx8VFBQYGee+45PfHEE9q1a5d69Oih+fPn6+DBg54uEwAAoMFa3Yhdbm6u9u7dqwkTJqhv37724yEhIZo/f74SExO1bt06LVy40HNFAgBMy93brrh6vsbU4YmpUnfX64yzz9CY93pCqxuxy8vLkyQlJCTUahs1apQkKT8/vzlLAgAAcItWF+yKi4slSTExMbXawsLCFBQUZO8DAADgTVrdVGxZWZmkC1OvzgQHB9v7OFNZWanKyspa57PZbG6ssrYzFeVNen4AABrDnb8HG/M7z1kd9T2fu9/rLjXnNgzjsn1bXbBrrPT0dC1atKjW8YiICA9UAwBAyzDf0wX8W2Pq8NR76+vUqVN1DkzVaHXBruYPpK5ROZvNpiuuuKLO98+bN08zZ860/1xdXa1//etfuuqqq2SxWFyqyWazKSIiQiUlJQoODnbpHHAfvo+Whe+jZeH7aHn4TlqWpvg+DMPQqVOn1LFjx8v2bXXBrmZtXXFxsX784x87tJWWlqq8vFwDBw6s8/1Wq1VWq9XhWGhoqFtqCw4O5i9lC8L30bLwfbQsfB8tD99Jy+Lu7+NyI3U1Wt3NE/Hx8ZKknJycWm3Z2dkOfQAAALxJqwt2t9xyi7p27apXXnlFO3futB8vKyvTH/7wB/n7++vBBx/0XIEAAAAuanVTsW3atFFWVpZGjRqloUOHOjxS7ODBg1q+fLmioqKatSar1arU1NRaU7zwDL6PloXvo2Xh+2h5+E5aFk9/HxajPvfOmtC2bduUmpqqjz/+WFVVVerdu7dmzpyp++67z9OlAQAAuKTVBjsAAACzaXVr7AAAAMyKYAcAAGASBDsP+uyzz3TbbbcpNDRUgYGBGjRokP761796uqxW5/Dhw1q5cqUSEhLUpUsX+fv7KywsTPfcc48+/fRTT5eHf8vIyJDFYpHFYtEnn3zi6XJarTfeeEO33nqrrrrqKrVt21bR0dEaO3asSkpKPF1aq2IYhl5//XUNHz5c4eHhateunXr27KnJkydr3759ni7PtNavX6/Jkyerf//+slqtslgsWrt2bZ39bTabZs6cqcjISFmtVkVFRWn27NkqL2+6x4Syxs5DtmzZolGjRqlt27ZO78ydNWuWp0tsNVJSUpSRkaFu3bpp2LBh6tChg4qLi/Xmm2/KMAy98sor3FTjYV988YX69++vNm3aqKKiQlu3btWgQYM8XVarYhiGHnnkET333HPq1q2bRo0apfbt2+vIkSPKz8/Xyy+/rMGDB3u6zFZj1qxZWrFihcLDw3XXXXcpODhYu3btUk5OjoKCgvTxxx+rV69eni7TdKKionTw4EFdffXVCgwM1MGDB7VmzRolJibW6ltRUaHBgwdr586dSkhI0I033qgdO3YoJydHAwYMUEFBgdq2bev+Ig00u6qqKqNbt26G1Wo1duzYYT9+8uRJo0ePHoa/v79x4MABzxXYymzYsMHIy8urdbygoMDw8/MzrrjiCuPMmTMeqAyGYRhnz541+vXrZ9x0003GuHHjDEnG1q1bPV1Wq7Ny5UpDkjF16lTj3Llztdqrqqo8UFXr9P333xs+Pj5GZGSkcfLkSYe2FStWGJKMCRMmeKg6c9u0aZP993N6erohyVizZo3TvgsXLjQkGXPnznU4PnfuXEOS8Yc//KFJamQq1gNyc3O1d+9e3X///erbt6/9eEhIiObPn6+zZ89q3bp1niuwlfn5z3/u9GkjQ4YM0fDhw3XixAl9/vnnHqgMkrR06VJ9+eWXWr16tXx9fT1dTqv0ww8/aNGiReratav+9Kc/Of0e2rRpdduiesyBAwdUXV2tuLi4Wo+Z+tnPfiZJOn78uCdKM72RI0cqMjLysv0Mw1BWVpaCgoK0YMECh7YFCxYoKChIWVlZTVIjwc4D8vLyJEkJCQm12kaNGiVJys/Pb86SUAc/Pz9J/NLylKKiIi1dulSpqam67rrrPF1Oq5WTk6MTJ05ozJgxOn/+vF5//XUtW7ZMq1at0p49ezxdXqsTExMjf39/FRYWymazObS98847ki48ZQmeU1xcrCNHjiguLk6BgYEObYGBgYqLi9O+ffuaZG0qv608oLi4WNKFv5wXCwsLU1BQkL0PPOfQoUPavHmzwsPD1bt3b0+X0+pUVlbqwQcfVN++fTVnzhxPl9Oqbd++XZLk6+urPn366Ntvv7W3+fj4KDk5WcuXL/dUea3OVVddpWXLlmnWrFmKjY11WGOXm5urqVOnatq0aZ4us1W71O/5muPZ2dkqLi5WRESEW69NsPOAsrIySao1hF4jODjY3geeUVVVpQceeECVlZXKyMhgCtADFi5cqOLiYm3fvp0/fw87duyYJGnFihXq16+ftm3bpmuvvVY7duzQww8/rCeeeELdunXTlClTPFxp65GcnKxOnTopKSlJq1atsh8fPHiw7r//fmYZPKw+v+f/s587MRULXKS6ulqJiYkqKCjQpEmT9MADD3i6pFZn69atWr58uR577DHu7GsBqqurJUn+/v568803NWDAAAUFBWnIkCH629/+Jh8fHz3xxBMerrJ1Wbx4scaNG6f58+erpKREp06d0ocffqgzZ85o2LBhevvttz1dIjyEYOcBNQm+rqRus9nqTPloWtXV1Zo4caJeeeUVjRs3zuH/hNE8zp07p/Hjx6tPnz5KSUnxdDnQ//03q3///urYsaNDW69evdS1a1ft3btXJ0+e9EB1rc/mzZuVmpqqadOmKSUlRZ07d1ZQUJAGDx6sjRs3ys/Pjy2zPKw+v+f/s587Eew8oGbO3dk6utLSUpWXl9c5L4+mU11drQkTJmjdunUaO3as1q5dKx8f/oo0t/LychUXF2vnzp3y9/e3b0pssVjsd4vffPPNslgsevPNNz1bbCvRs2dPSVJoaKjT9prjP/zwQzNV1Lq99957kqThw4fXagsLC1NsbKz27NnTpJvg4tIu9Xv+P483xe96JuE9ID4+Xunp6crJydGvfvUrh7bs7Gx7HzSfmlD34osv6r777tNLL73Eui4PsVqteuihh5y2FRQUqLi4WHfeeac6dOigqKio5i2ulaoJEF9//XWttqqqKu3Zs0eBgYHq0KFDc5fWKp09e1ZS3VuaHD9+XD4+Pva7+tH8YmJi1LFjRxUWFqqiosLhztiKigoVFhYqOjra7TdOSGKDYk+oqqoyunbteskNivfv3++x+lqb8+fPG+PHjzckGffeey8brbZgNd8TGxQ3v4SEBEOS8fzzzzscX7x4sSHJGDdunIcqa31effVVQ5Jx/fXX19qg+JlnnjEkGXFxcR6qrvVoqRsU80gxD+GRYi1HWlqaFi1apKCgIP32t791ejfZmDFjHDaThmckJiZq3bp1PFLMA/bu3auf/OQnOnbsmG6//XbFxsZqx44dys3NVWRkpD755BOFhYV5usxW4fz58xoxYoQKCgp0zTXX6M4771RoaKiKioqUm5urgIAA5eXlaeDAgZ4u1XSysrL00UcfSZI+//xzFRUVKS4uTt27d5d04a7kpKQkSRdG5uLi4rRr1y4lJCSoX79+Kioqsj9SLD8/XwEBAe4vskniIurl008/NUaPHm0EBwcbAQEBxsCBA43XXnvN02W1OjWjQJd61fV/ZGhejNh51qFDh4zExEQjLCzM8PPzMyIiIozf/OY3xtGjRz1dWqtz5swZIz093bjxxhuNdu3aGW3atDE6depkjBs3zvjqq688XZ5pXe73xfjx4x36nzx50pgxY4YRERFh+Pn5GV26dDFmzZpl2Gy2JquRETsAAACT4JY/AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAWjVLBaLhg0b1qhzJCYmymKx2F+rVq1yT3HNbNCgQQ6fIy8vz9MlAWgggh0A0zhw4IBDMHH2ioqKarLr//a3v1Vqaqr69+/vcDwqKsp+/S+++MLpe8+fP69OnTrZ+x04cMClGu6//35ZLBa9+uqrl+xns9nUrl07hYaG6ocffpAkJSUlKTU1VfHx8S5dG4DntfF0AQDgbt26ddO4ceOctoWGhjbZdWfMmFFncPTxufD/0atXr9aKFStqtb/33ns6cuSI2rRpo3Pnzrlcw0MPPaRXX31Vq1ev1tixY+vs9+qrr+qHH37Q+PHjFRAQIOlCsJOktLQ05efnu1wDAM8h2AEwne7duystLc3TZTjw8/PT0KFDtX79emVkZMjPz8+hffXq1QoJCdENN9yggoICl68zYsQIRUdHKzc3V4cOHVKXLl2c9lu9erWkC0EQgHkwFQsAFzEMQ8nJybJYLPr1r3+tqqoqt5x34sSJOn78uDZu3Ohw/Pjx43rnnXc0duxY++iZMwUFBbrjjjt09dVXy2q1KiYmRo899phOnz5t72OxWDRhwgRVV1drzZo1Ts/z5Zdfatu2berTp0+taWMA3o1gBwD/oaqqSuPGjdPKlSs1Y8YMrV+/vtbomqvuvvtuXXHFFbUC10svvaSqqipNnDixzvc+88wzGjZsmAoLC3X77bdr+vTp6ty5s5YuXapbb71VZ8+etfdNTEyUj4+P1q5dK8Mwap2r5vqM1gHmw1QsANPZs2dPnVOxgwYN0ujRo522lZeX65577lFOTo7S09OVkpLi1rqsVqt+/etfa9WqVSotLVVYWJikC9OivXv31oABA5y+76uvvtL06dPVp08fffDBB7rqqqvsbcuWLdO8efP01FNPadasWZKkiIgIJSQk6P3331dubq5uueUWe/9z585p/fr1slqtda5DBOC9GLEDYDp79+7VokWLnL7ef/99p+/55z//qREjRuiDDz7Q6tWr3R7qakycOFHnzp3TunXrJEmffvqpvvzyy0uO1j377LM6d+6cnnrqKYdQJ0lz5sxRhw4dat0FWzMaV7OWrsY777yjo0eP6q677tKVV17pjo8EoAVhxA6A6YwaNarOAOfM0aNHFRcXp5KSEr3xxhu64447mqy2G2+8UX379tWaNWs0d+5crV69Wv7+/pccPfvkk08kSdnZ2frggw9qtfv5+embb75xOHbXXXepQ4cOeuONN1RWVqaQkBBJ3DQBmB3BDkCr9/3338tms6l79+666aabmvx6EydO1PTp07V582a99tpr9hsi6vKvf/1LkrR06dJ6X8PPz08PPPCAVqxYoVdeeUVTpkxRaWmp3nvvPXXp0kUjR45s9OcA0PIwFQug1evbt69eeOEF7d27V8OHD9fRo0eb9Hq//vWvZbValZiYKJvNdtnRs+DgYEkXNhU2DKPO18VqzvvCCy9IunCTxrlz5zRhwgT7vnoAzIW/2QAgacKECVqzZo2++eabJg93V155pcaMGaPDhw+rU6dOGjVq1CX714wi1kzJ1td1112nQYMGafv27frHP/6hNWvW2LdDAWBOBDsA+LcHH3xQa9eu1e7duzVs2DCVlpY22bWWLVumN954Q2+++eZlR8+mTp2qNm3a6NFHH9WhQ4dqtZ88eVI7duxw+t6aUbupU6fq66+/1siRIxUZGdn4DwCgRWKNHQDTudR2J5KUkpKitm3bOm174IEH5OPjo/Hjx2vYsGHasmWLwsPD3V5jVFRUvZ9b26tXLz399NOaMmWKevbsqdtuu03dunXTqVOntG/fPuXn5ysxMVGrVq2q9d777rtPM2bMUGFhoSRumgDMjmAHwHRqtjupy4wZM+oMdtKFNXA+Pj564IEHNHz4cOXm5qpjx45NUWq9TZo0SX379tWKFStUUFCgjRs3KiQkRF26dFFycrLGjx/v9H3t27fXL3/5S61Zs8Y+BQzAvCyGsxW3AIB6S0xM1Lp167R///56j8K1ZGlpaVq0aJG2bNmiYcOGebocAA3AGjsAcJPo6GhZLBanU6LeYNCgQbJYLJcc7QTQsjEVCwCNNGbMGIeRuv79+3uumEZISkpyeNyaGUYfgdaGqVgAAACTYCoWAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJvH/AbqLCn/VNcShAAAAAElFTkSuQmCC\n", + "image/png": 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qlStXKjIyUrt27VJISIi9LTMzUzNnztSKFSu0evVqSdLjjz+unTt3au7cuVq2bJm9b0pKijIyMpSZmal58+Y1++cAAABoLK8fsTtw4ICqq6sVFxfnEOok6Wc/+5kk6fjx45IuTNlmZWUpKChICxYscOi7YMECBQUFKSsrq3kKBwAAcDOvH7GLiYmRv7+/CgsLZbPZFBwcbG975513JEm33HKLJKm4uFhHjhzRqFGjFBgY6HCewMBAxcXFKTs7WyUlJYqIiGi+D9FCsWUJAADexeuD3VVXXaVly5Zp1qxZio2N1V133aXg4GDt2rVLubm5mjp1qqZNmybpQrCTLoRBZ2JiYpSdna3i4mKCHQAA8DpeH+wkKTk5WZ06dVJSUpJWrVplPz548GDdf//9atPmwscsKyuTpFpTtjVqRvtq+jlTWVmpyspK+882m63R9QMAALiD16+xk6TFixdr3Lhxmj9/vkpKSnTq1Cl9+OGHOnPmjIYNG6a3337bbddKT09XSEiI/cXIHgAAaCm8Ptht3rxZqampmjZtmlJSUtS5c2cFBQVp8ODB2rhxo/z8/DRr1ixJ/zdSV9eIXM3oW10jepI0b948lZWV2V8lJSVu/kQAAACu8fqp2Pfee0+SNHz48FptYWFhio2N1Y4dO1ReXm5fW1ez1u5il1uDJ0lWq1VWq7WxZQMAALid14/YnT17VtL/bWlysePHj8vHx0d+fn6KiYlRx44dVVhYqIqKCod+FRUVKiwsVHR0NNOrAADAK3l9sIuLi5MkrVixotYU66pVq/Tdd9/p5ptvltVqlcViUVJSksrLy7VkyRKHvkuWLFF5ebkmTZrUbLUDAAC4k9dPxd5777165plnVFBQoB49eujOO+9UaGioioqKlJubq4CAAK1YscLef86cOXrrrbeUkZGhHTt2qF+/fioqKlJOTo4GDBigGTNmeO7DAAAANILXj9j5+voqJydH6enp6tSpk1555RWtXLlSu3fv1rhx47R9+3YNHDjQ3j8wMFD5+fmaMWOGvv76az3xxBP65ptvNGvWLH3wwQcKCAjw4KcBAABwncUwDMPTRXgzm82mkJAQlZWVOTz1oiVz9xMlkm/t0eTXqM81nXFWR33fCwBAS9CQrOH1I3YAAAC4gGAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMwuufFQvPa+qnTAAAgPphxA4AAMAkCHYAAAAmQbADAAAwCdbYodVxtiYw+dYeHqgEAAD3YsQOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCu2KBBuCOWgBAS8aIHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJNjuxOScbc8BAADMyaURu5KSEuXm5ur06dP2Y9XV1crIyFBcXJxGjhypd999121FAgAA4PJcGrFbsGCBNm7cqNLSUvuxpUuXKjU11f5zfn6+Pv74Yw0YMKDxVQIAAOCyXBqxKyws1MiRI+Xn5ydJMgxDf/7znxUbG6tDhw5p27ZtCgwM1B//+Ee3FgsAAIC6uRTsjh07psjISPvPO3fu1PHjx/Xoo4+qc+fO6t+/v8aMGaPPPvvMbYUCAADg0lwKdtXV1aqurrb/nJeXJ4vFohEjRtiPderUyWGqFgAAAE3LpWDXpUsXbdu2zf7zm2++qfDwcPXs2dN+rLS0VKGhoY0uEAAAAPXjUrC75557VFhYqF/84hcaN26cPvroI91zzz0Ofb766it17drVLUUCAADg8ly6K/Z3v/udcnJy9Prrr0uS+vTpo7S0NHv7wYMHtW3bNqWkpLilSAAAAFyeS8EuODhYn3zyib744gtJ0rXXXitfX1+HPq+//rr69+/f+AoBAABQLy4Fu0OHDik0NFS9evVy2h4ZGakrr7xSJ06caFRxAAAAqD+X1thFR0dr5cqVl+zz5JNPKjo62pXTAwAAwAUuBTvDMNzSBwAAAO7jUrCrj++++07t27dvqtMDAADgIvVeY7d48WKHn/Py8pz2O3/+vEpKSvTaa69p0KBBjSoOaC6Zm76tdSz51h4eqAQAANfVO9j953YmFotFeXl5dYY7SerYsaMyMjIaUxsAAAAaoN7BbsuWLZIurJ0bMWKEEhMTNX78+Fr9fH19deWVVyo2NlY+Pk020wsAAICL1DvYxcfH2/85NTVVw4cP19ChQ5ukKAAAADScS/vYpaamursOAAAANJJLwa5GaWmptm/frpMnT+r8+fNO+zz44IONuQQAAADqyaVgd+bMGU2aNEmvvfaaqqurnfYxDEMWi4VgBwAA0ExcCnYpKSl6+eWX1aNHD40dO1adO3dWmzaNGvwDWhxnW6AAANCSuZTG/vrXv+q6667T9u3bZbVa3V0TAAAAXODSfiQnT57U6NGjCXUAAAAtiEsjdj179tTRo0fdXQvQKJ6aOr34ujyxAgDgKS6N2M2ePVtvvfWW9uzZ4+56AAAA4CKXRuw6d+6sUaNGaeDAgZoxY4b69eun4OBgp33ZxBgAAKB5uBTshg0bJovFIsMwlJaWJovFUmffuva3AwAAgHu5FOwWLlx4yTDnKW+88YaefvppFRUVqaKiQuHh4Ro0aJAef/xxRURE2PvZbDalpaVpw4YNKi0tVXh4uO69916lpqYqKCjIg58AAADAdS4Fu7S0NDeX0TiGYeiRRx7Rc889p27duulXv/qV2rdvryNHjig/P18HDx60B7uKigrFx8dr586dSkhI0NixY7Vjxw4tX75c+fn5KigoUNu2bT38iQAAABrOFLsKP/nkk3ruuec0depUPfnkk/L19XVoP3funP2fH3/8ce3cuVNz587VsmXL7MdTUlKUkZGhzMxMzZs3r9lqBwAAcBeLYRiGp4tojB9++EGdOnXSFVdcod27d1/yCRiGYahz586y2WwqLS1VYGCgva2iokJhYWG65pprtHfv3npf32azKSQkRGVlZXXeQOJJZn16grMtRVrKZ2W7EwCAOzUka7g0Yufj41OvNXYWi8VhtKwp5OTk6MSJE5owYYLOnz+vt99+W99++61CQ0M1cuRIde/e3d63uLhYR44c0ahRoxxCnSQFBgYqLi5O2dnZKikpcViTBwAA4A1cCnZDhw51GuzKyspUXFysiooK3XDDDQoNDW1sfZe1fft2SZKvr6/69Omjb7/9v1EbHx8fJScna/ny5ZIuBDtJiomJcXqumJgYZWdnq7i4mGAHAAC8jkvBLi8vr86206dPKyUlRe+//742bdrkal31duzYMUnSihUr1K9fP23btk3XXnutduzYoYcfflhPPPGEunXrpilTpqisrEySFBIS4vRcNcObNf2cqaysVGVlpf1nm83mro8CAADQKC49eeJS2rVrpyeffFIhISGaPXu2u09fS3V1tSTJ399fb775pgYMGKCgoCANGTJEf/vb3+Tj46MnnnjCbddLT09XSEiI/cXIHgAAaCncHuxqDBkyRO+++25Tnd6uZvStf//+6tixo0Nbr1691LVrV+3du1cnT560961rRK5m9K2uET1JmjdvnsrKyuyvkpISd3wMAACARmuy7U6OHz+u8vLypjq9Xc+ePSWpzvV8Ncd/+OEH+9q6mrV2F7vcGjxJslqtslqtLlYLAADQdNwe7Kqrq/Xyyy/rL3/5i/r37+/u09cyfPhwSdLXX39dq62qqkp79uxRYGCgOnTooLCwMHXs2FGFhYWqqKiotd1JYWGhoqOjmV71Ai1laxMAAFoSl6Ziu3bt6vTVpUsXtWvXTomJifLx8VF6erq7662lW7duSkhI0J49e5SVleXQtmzZMp08eVJ333232rRpI4vFoqSkJJWXl2vJkiUOfZcsWaLy8nJNmjSpyWsGAABoCi5tUBwVFeV0uxMfHx9dccUVGjBggKZNm6brr7/eLUVezt69e/WTn/xEx44d0+23367Y2Fjt2LFDubm5ioyM1CeffKKwsDBJF0bm4uLitGvXLiUkJKhfv34qKipSTk6OBgwYoPz8fAUEBNT72mxQjIuxQTEAwJ0akjW8/skTNUpKSrRw4UK9//77+t///V+FhYXpzjvv1MKFC3XNNdc49C0rK1NaWpo2bNig0tJShYeH695771Vqaqrat2/foOsS7HAxgh0AwJ1aZbDzFIId6qO+Yc/Z90VQBIDWrckfKfafDh8+rJ07d8pmsyk4OFh9+/ZVp06dGntaAAAANJDLwW7Pnj2aMmWKcnNza7Xdcsstevrppx2e0woAAICm5VKwKykp0eDBg3Xs2DHFxsZq6NChCg8PV2lpqQoKCrR582YNGTJE27ZtY+sQAACAZuJSsFu0aJGOHTump59+WpMnT651h+yzzz6rKVOmaPHixXr++efdUigAAAAuzaVgl52drTvuuEOPPPKI0/bJkyfr73//u957771GFQcAAID6c2mD4mPHjqlXr16X7NOrVy8dP37cpaIAAADQcC4Fuw4dOuirr766ZJ+vvvpKHTp0cKkoAAAANJxLwW7UqFF6++239cILLzhtX716tTZu3KjRo0c3qjgAAADUn0tr7FJTU7Vx40Y9/PDDWrlypeLj4/WjH/1IR48eVUFBgb788ktdffXVSk1NdXe9AAAAqINLwa5Lly4qLCzU5MmTlZeXpy+//NKhffjw4XrmmWfY6gT4N54oAQBoDi5vUBwTE6Pc3FyVlJTUevIEgQ4AAKD5NfqRYhEREQQ5AACAFsClYPfdd9+pqKhIQ4cOVWhoaK32EydO6MMPP9SPf/xjnhsL1MHZ9CwAAI3h0l2xv//97zVhwgQFBAQ4bW/Xrp0mTpyo9PT0RhUHAACA+nMp2OXm5iohIUFWq9Vpu9VqVUJCgjZv3tyo4gAAAFB/LgW7w4cPKyoq6pJ9IiMjdfjwYVdODwAAABe4FOz8/f1ls9ku2cdms8lisbhUFAAAABrOpWDXu3dvbdy4UZWVlU7bz5w5o7ffflu9e/duVHEAAACoP5eC3YQJE/Tdd9/pzjvv1L59+xza9u7dq7vuuktHjhxRUlKSW4oEAADA5bm03cmECRP097//XRs2bFBsbKyio6PVqVMnHT58WPv379e5c+d03333acKECe6uFwAAAHVwacROkv7617/qySefVPfu3VVcXKy8vDwVFxerR48e+q//+i+9+uqr7qwTAAAAl+HykycsFoumTZumadOmqaKiQmVlZQoJCVFgYKA76wMAAEA9NfqRYpIUGBhIoAMAAPAwl6diAQAA0LIQ7AAAAEyCYAcAAGASblljh5Yhc9O3ni4BAAB4ECN2AAAAJkGwAwAAMAmCHQAAgEnUe43dxIkTG3xyi8WiF154ocHvAwAAQMPVO9itXbu23ie1WCwyDINgBwAA0IzqHey2bt1ar3579uxRWlqa9u7d63JRAAAAaLh6B7ubbrrpku3//Oc/tWjRIj3//PM6e/asBg8erIyMjEYXCAAAgPpp9D52p0+f1vLly/XEE0/o1KlTuv766/WHP/xBd9xxhzvqAwAAQD25HOzOnz+vZ599VkuWLNHRo0fVuXNnrVy5UuPHj5ePDzfbAgAANDeXgt3f/vY3PfbYY9qzZ49CQkK0bNkyTZ8+XW3btnV3fQAAAKinBgW7vLw8zZ07V//zP/8jf39/zZo1S/Pnz1doaGgTlQcAAID6qnew++lPf6qcnBz5+Pho/PjxWrx4sTp37tyUtQEAAKAB6h3ssrOzZbFY1KVLF5WWlurhhx++7HssFovefffdRhUIAACA+mnQVKxhGNq/f7/2799fr/4Wi8WlogAAANBw9Q529Q1zAAAA8Ix6B7vIyMimrAMAAACN1OgNigE0v8xN39Y6lnxrDw9UAgBoSdhJGAAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCR48gRgEjyNAgBg2hG7jIwMWSwWWSwWffLJJ7XabTabZs6cqcjISFmtVkVFRWn27NkqLy/3QLUAAACNZ8pg98UXXyg1NVWBgYFO2ysqKhQfH6/MzEzFxsYqOTlZPXv21PLlyzVixAidOXOmmSsGAABoPNMFu6qqKo0fP159+/bV3Xff7bTP448/rp07d2ru3LnKzs7WsmXLlJ2drblz5+qzzz5TZmZmM1cNAADQeKYLdkuXLtWXX36p1atXy9fXt1a7YRjKyspSUFCQFixY4NC2YMECBQUFKSsrq7nKBVqFzE3f1noBANzPVMGuqKhIS5cuVWpqqq677jqnfYqLi3XkyBHFxcXVmqoNDAxUXFyc9u3bp5KSkuYoGQAAwG1ME+wqKyv14IMPqm/fvpozZ06d/YqLiyVJMTExTttrjtf0c3Ydm83m8AIAAGgJTLPdycKFC1VcXKzt27c7nYKtUVZWJkkKCQlx2h4cHOzQ72Lp6elatGhRI6sF6s/d05ZsiwIA5mWKEbutW7dq+fLleuyxx9SrV68mvda8efNUVlZmfzFlCwAAWgqvH7E7d+6cxo8frz59+iglJeWy/WtG6uoakauZWq1rRM9qtcpqtbpYLQAAQNPx+mBXXl5uXw/n7+/vtM/NN98sSXrjjTfsN1XUtYbucmvwAAAAWiqvD3ZWq1UPPfSQ07aCggIVFxfrzjvvVIcOHRQVFaWYmBh17NhRhYWFqqiocLgztqKiQoWFhYqOjlZERERzfQTAK9R3rR/r9QDAc7w+2AUEBNS571xiYqKKi4s1b948DRo0yH48KSlJixcv1pIlS7Rs2TL78SVLlqi8vFzz589v8roBAADczeuDnSvmzJmjt956SxkZGdqxY4f69eunoqIi5eTkaMCAAZoxY4anSwQAAGiwVhnsAgMDlZ+fr7S0NG3YsEFbtmxReHi4Zs2apdTUVAUEBHi6RMAtvO0JD2zFAgCNY+pgt3btWq1du9ZpW0hIiDIzM3kuLAAAMA1T7GMHAAAAgh0AAIBpmHoqFkD9XLy2jXVtAOCdGLEDAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCZ48AcAjLn7aBQCg8RixAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmePOHF2LkfTcXb/t1yVm/yrT08UAkAeBYjdgAAACZBsAMAADAJgh0AAIBJsMYOgFt52/o8ADATRuwAAABMgmAHAABgEkzFAvA67pzuZasUAGbCiB0AAIBJEOwAAABMgmAHAABgEqyxAwAPuHhtH+v6ALgDI3YAAAAmQbADAAAwCaZiAbRoPMkCAOqPETsAAACTINgBAACYBFOxAHARnkYBwFsxYgcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACT4JFiAOAiHj0GoKVhxA4AAMAkCHYAAAAmQbADAAAwCa8PdocPH9bKlSuVkJCgLl26yN/fX2FhYbrnnnv06aefOn2PzWbTzJkzFRkZKavVqqioKM2ePVvl5eXNXD0AAID7eH2we+qpp5ScnKx9+/YpISFBs2bN0uDBg/XWW2/pJz/5if7yl7849K+oqFB8fLwyMzMVGxur5ORk9ezZU8uXL9eIESN05swZD30SAACAxvH6u2IHDhyovLw8xcfHOxz/8MMPdcstt2jKlCkaM2aMrFarJOnxxx/Xzp07NXfuXC1btszePyUlRRkZGcrMzNS8efOa9TMAAAC4g9eP2P385z+vFeokaciQIRo+fLhOnDihzz//XJJkGIaysrIUFBSkBQsWOPRfsGCBgoKClJWV1Sx1AwAAuJvXB7tL8fPzkyS1aXNhYLK4uFhHjhxRXFycAgMDHfoGBgYqLi5O+/btU0lJSbPXCgAA0FimDXaHDh3S5s2bFR4ert69e0u6EOwkKSYmxul7ao7X9HOmsrJSNpvN4QUAANASmDLYVVVV6YEHHlBlZaUyMjLk6+srSSorK5MkhYSEOH1fcHCwQz9n0tPTFRISYn9FRES4uXoAAADXmC7YVVdXKzExUQUFBZo0aZIeeOABt55/3rx5Kisrs7+YtgUAAC2F198V+5+qq6s1ceJEvfLKKxo3bpxWrVrl0F4zUlfXiFzNtGpdI3qSZLVa7XfYAgAAtCSmCXbV1dWaMGGCXnzxRY0dO1Zr166Vj4/jgOTl1tBdbg0eAO+RuenbFnO++rzXWZ/kW3u4fE0ArZMppmL/M9Tdd999eumll+zr6v5TTEyMOnbsqMLCQlVUVDi0VVRUqLCwUNHR0aybAwAAXsnrg13N9OuLL76oe++9V+vXr3ca6iTJYrEoKSlJ5eXlWrJkiUPbkiVLVF5erkmTJjVH2QAAAG7n9VOxixcv1rp16xQUFKQePXro97//fa0+Y8aMUd++fSVJc+bM0VtvvaWMjAzt2LFD/fr1U1FRkXJycjRgwADNmDGjeT8AAACAm3h9sDtw4IAkqby8XEuXLnXaJyoqyh7sAgMDlZ+fr7S0NG3YsEFbtmxReHi4Zs2apdTUVAUEBDRT5QAAAO5lMQzD8HQR3sxmsykkJERlZWX2ffCai7sXhwNoPGc3PLj6d5WbJwBIDcsaXr/GDgAAABd4/VQsAKA2tk8BWidG7AAAAEyCYAcAAGASBDsAAACTYI0dALQSrLsDzI8ROwAAAJMg2AEAAJgEU7EA4Ebu3Di8pU+dXlxfS6oNaK0YsQMAADAJgh0AAIBJEOwAAABMgjV2AODlGrOur6Wv4wPQMIzYAQAAmATBDgAAwCSYigUAuEV9p3WZ/gWaDiN2AAAAJkGwAwAAMAmCHQAAgEmwxg4A0CKxFg9oOEbsAAAATIJgBwAAYBJMxQIAmkxjnooBoOEYsQMAADAJgh0AAIBJMBULAF7EU1ObTKkC3oEROwAAAJMg2AEAAJgEwQ4AAMAkWGMHADAdnlqB1ooROwAAAJMg2AEAAJgEU7EAADQQU71oqRixAwAAMAmCHQAAgEkQ7AAAAEyCNXZegsf5ADCz1v7fONbswV0YsQMAADAJgh0AAIBJMBULAHDgbdOiLaVeplPREjBiBwAAYBIEOwAAAJMg2AEAAJgEa+wAAK3WxeviWBPnXVjXWBsjdgAAACZBsAMAADAJpmIBAF6jqbc2aSlbp7QkTHd6F0bsAAAATIJgBwAAYBJMxQIAWgVvm2atb70XT4syddq6MWIHAABgEgQ7AAAAkyDYAQAAmESrXWP32WefKTU1VR9//LGqqqrUu3dvzZw5U7/85S89XRoAwCRaynq3llJHfXlbvS1Jqwx2W7Zs0ahRo9S2bVv96le/Uvv27bVhwwbdd999Kikp0axZszxdIgAAQIO1uqnYc+fOadKkSfLx8VFBQYGee+45PfHEE9q1a5d69Oih+fPn6+DBg54uEwAAoMFa3Yhdbm6u9u7dqwkTJqhv37724yEhIZo/f74SExO1bt06LVy40HNFAgBMy93brrh6vsbU4YmpUnfX64yzz9CY93pCqxuxy8vLkyQlJCTUahs1apQkKT8/vzlLAgAAcItWF+yKi4slSTExMbXawsLCFBQUZO8DAADgTVrdVGxZWZmkC1OvzgQHB9v7OFNZWanKyspa57PZbG6ssrYzFeVNen4AABrDnb8HG/M7z1kd9T2fu9/rLjXnNgzjsn1bXbBrrPT0dC1atKjW8YiICA9UAwBAyzDf0wX8W2Pq8NR76+vUqVN1DkzVaHXBruYPpK5ROZvNpiuuuKLO98+bN08zZ860/1xdXa1//etfuuqqq2SxWFyqyWazKSIiQiUlJQoODnbpHHAfvo+Whe+jZeH7aHn4TlqWpvg+DMPQqVOn1LFjx8v2bXXBrmZtXXFxsX784x87tJWWlqq8vFwDBw6s8/1Wq1VWq9XhWGhoqFtqCw4O5i9lC8L30bLwfbQsfB8tD99Jy+Lu7+NyI3U1Wt3NE/Hx8ZKknJycWm3Z2dkOfQAAALxJqwt2t9xyi7p27apXXnlFO3futB8vKyvTH/7wB/n7++vBBx/0XIEAAAAuanVTsW3atFFWVpZGjRqloUOHOjxS7ODBg1q+fLmioqKatSar1arU1NRaU7zwDL6PloXvo2Xh+2h5+E5aFk9/HxajPvfOmtC2bduUmpqqjz/+WFVVVerdu7dmzpyp++67z9OlAQAAuKTVBjsAAACzaXVr7AAAAMyKYAcAAGASBDsP+uyzz3TbbbcpNDRUgYGBGjRokP761796uqxW5/Dhw1q5cqUSEhLUpUsX+fv7KywsTPfcc48+/fRTT5eHf8vIyJDFYpHFYtEnn3zi6XJarTfeeEO33nqrrrrqKrVt21bR0dEaO3asSkpKPF1aq2IYhl5//XUNHz5c4eHhateunXr27KnJkydr3759ni7PtNavX6/Jkyerf//+slqtslgsWrt2bZ39bTabZs6cqcjISFmtVkVFRWn27NkqL2+6x4Syxs5DtmzZolGjRqlt27ZO78ydNWuWp0tsNVJSUpSRkaFu3bpp2LBh6tChg4qLi/Xmm2/KMAy98sor3FTjYV988YX69++vNm3aqKKiQlu3btWgQYM8XVarYhiGHnnkET333HPq1q2bRo0apfbt2+vIkSPKz8/Xyy+/rMGDB3u6zFZj1qxZWrFihcLDw3XXXXcpODhYu3btUk5OjoKCgvTxxx+rV69eni7TdKKionTw4EFdffXVCgwM1MGDB7VmzRolJibW6ltRUaHBgwdr586dSkhI0I033qgdO3YoJydHAwYMUEFBgdq2bev+Ig00u6qqKqNbt26G1Wo1duzYYT9+8uRJo0ePHoa/v79x4MABzxXYymzYsMHIy8urdbygoMDw8/MzrrjiCuPMmTMeqAyGYRhnz541+vXrZ9x0003GuHHjDEnG1q1bPV1Wq7Ny5UpDkjF16lTj3Llztdqrqqo8UFXr9P333xs+Pj5GZGSkcfLkSYe2FStWGJKMCRMmeKg6c9u0aZP993N6erohyVizZo3TvgsXLjQkGXPnznU4PnfuXEOS8Yc//KFJamQq1gNyc3O1d+9e3X///erbt6/9eEhIiObPn6+zZ89q3bp1niuwlfn5z3/u9GkjQ4YM0fDhw3XixAl9/vnnHqgMkrR06VJ9+eWXWr16tXx9fT1dTqv0ww8/aNGiReratav+9Kc/Of0e2rRpdduiesyBAwdUXV2tuLi4Wo+Z+tnPfiZJOn78uCdKM72RI0cqMjLysv0Mw1BWVpaCgoK0YMECh7YFCxYoKChIWVlZTVIjwc4D8vLyJEkJCQm12kaNGiVJys/Pb86SUAc/Pz9J/NLylKKiIi1dulSpqam67rrrPF1Oq5WTk6MTJ05ozJgxOn/+vF5//XUtW7ZMq1at0p49ezxdXqsTExMjf39/FRYWymazObS98847ki48ZQmeU1xcrCNHjiguLk6BgYEObYGBgYqLi9O+ffuaZG0qv608oLi4WNKFv5wXCwsLU1BQkL0PPOfQoUPavHmzwsPD1bt3b0+X0+pUVlbqwQcfVN++fTVnzhxPl9Oqbd++XZLk6+urPn366Ntvv7W3+fj4KDk5WcuXL/dUea3OVVddpWXLlmnWrFmKjY11WGOXm5urqVOnatq0aZ4us1W71O/5muPZ2dkqLi5WRESEW69NsPOAsrIySao1hF4jODjY3geeUVVVpQceeECVlZXKyMhgCtADFi5cqOLiYm3fvp0/fw87duyYJGnFihXq16+ftm3bpmuvvVY7duzQww8/rCeeeELdunXTlClTPFxp65GcnKxOnTopKSlJq1atsh8fPHiw7r//fmYZPKw+v+f/s587MRULXKS6ulqJiYkqKCjQpEmT9MADD3i6pFZn69atWr58uR577DHu7GsBqqurJUn+/v568803NWDAAAUFBWnIkCH629/+Jh8fHz3xxBMerrJ1Wbx4scaNG6f58+erpKREp06d0ocffqgzZ85o2LBhevvttz1dIjyEYOcBNQm+rqRus9nqTPloWtXV1Zo4caJeeeUVjRs3zuH/hNE8zp07p/Hjx6tPnz5KSUnxdDnQ//03q3///urYsaNDW69evdS1a1ft3btXJ0+e9EB1rc/mzZuVmpqqadOmKSUlRZ07d1ZQUJAGDx6sjRs3ys/Pjy2zPKw+v+f/s587Eew8oGbO3dk6utLSUpWXl9c5L4+mU11drQkTJmjdunUaO3as1q5dKx8f/oo0t/LychUXF2vnzp3y9/e3b0pssVjsd4vffPPNslgsevPNNz1bbCvRs2dPSVJoaKjT9prjP/zwQzNV1Lq99957kqThw4fXagsLC1NsbKz27NnTpJvg4tIu9Xv+P483xe96JuE9ID4+Xunp6crJydGvfvUrh7bs7Gx7HzSfmlD34osv6r777tNLL73Eui4PsVqteuihh5y2FRQUqLi4WHfeeac6dOigqKio5i2ulaoJEF9//XWttqqqKu3Zs0eBgYHq0KFDc5fWKp09e1ZS3VuaHD9+XD4+Pva7+tH8YmJi1LFjRxUWFqqiosLhztiKigoVFhYqOjra7TdOSGKDYk+oqqoyunbteskNivfv3++x+lqb8+fPG+PHjzckGffeey8brbZgNd8TGxQ3v4SEBEOS8fzzzzscX7x4sSHJGDdunIcqa31effVVQ5Jx/fXX19qg+JlnnjEkGXFxcR6qrvVoqRsU80gxD+GRYi1HWlqaFi1apKCgIP32t791ejfZmDFjHDaThmckJiZq3bp1PFLMA/bu3auf/OQnOnbsmG6//XbFxsZqx44dys3NVWRkpD755BOFhYV5usxW4fz58xoxYoQKCgp0zTXX6M4771RoaKiKioqUm5urgIAA5eXlaeDAgZ4u1XSysrL00UcfSZI+//xzFRUVKS4uTt27d5d04a7kpKQkSRdG5uLi4rRr1y4lJCSoX79+Kioqsj9SLD8/XwEBAe4vskniIurl008/NUaPHm0EBwcbAQEBxsCBA43XXnvN02W1OjWjQJd61fV/ZGhejNh51qFDh4zExEQjLCzM8PPzMyIiIozf/OY3xtGjRz1dWqtz5swZIz093bjxxhuNdu3aGW3atDE6depkjBs3zvjqq688XZ5pXe73xfjx4x36nzx50pgxY4YRERFh+Pn5GV26dDFmzZpl2Gy2JquRETsAAACT4JY/AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAWjVLBaLhg0b1qhzJCYmymKx2F+rVq1yT3HNbNCgQQ6fIy8vz9MlAWgggh0A0zhw4IBDMHH2ioqKarLr//a3v1Vqaqr69+/vcDwqKsp+/S+++MLpe8+fP69OnTrZ+x04cMClGu6//35ZLBa9+uqrl+xns9nUrl07hYaG6ocffpAkJSUlKTU1VfHx8S5dG4DntfF0AQDgbt26ddO4ceOctoWGhjbZdWfMmFFncPTxufD/0atXr9aKFStqtb/33ns6cuSI2rRpo3Pnzrlcw0MPPaRXX31Vq1ev1tixY+vs9+qrr+qHH37Q+PHjFRAQIOlCsJOktLQ05efnu1wDAM8h2AEwne7duystLc3TZTjw8/PT0KFDtX79emVkZMjPz8+hffXq1QoJCdENN9yggoICl68zYsQIRUdHKzc3V4cOHVKXLl2c9lu9erWkC0EQgHkwFQsAFzEMQ8nJybJYLPr1r3+tqqoqt5x34sSJOn78uDZu3Ohw/Pjx43rnnXc0duxY++iZMwUFBbrjjjt09dVXy2q1KiYmRo899phOnz5t72OxWDRhwgRVV1drzZo1Ts/z5Zdfatu2berTp0+taWMA3o1gBwD/oaqqSuPGjdPKlSs1Y8YMrV+/vtbomqvuvvtuXXHFFbUC10svvaSqqipNnDixzvc+88wzGjZsmAoLC3X77bdr+vTp6ty5s5YuXapbb71VZ8+etfdNTEyUj4+P1q5dK8Mwap2r5vqM1gHmw1QsANPZs2dPnVOxgwYN0ujRo522lZeX65577lFOTo7S09OVkpLi1rqsVqt+/etfa9WqVSotLVVYWJikC9OivXv31oABA5y+76uvvtL06dPVp08fffDBB7rqqqvsbcuWLdO8efP01FNPadasWZKkiIgIJSQk6P3331dubq5uueUWe/9z585p/fr1slqtda5DBOC9GLEDYDp79+7VokWLnL7ef/99p+/55z//qREjRuiDDz7Q6tWr3R7qakycOFHnzp3TunXrJEmffvqpvvzyy0uO1j377LM6d+6cnnrqKYdQJ0lz5sxRhw4dat0FWzMaV7OWrsY777yjo0eP6q677tKVV17pjo8EoAVhxA6A6YwaNarOAOfM0aNHFRcXp5KSEr3xxhu64447mqy2G2+8UX379tWaNWs0d+5crV69Wv7+/pccPfvkk08kSdnZ2frggw9qtfv5+embb75xOHbXXXepQ4cOeuONN1RWVqaQkBBJ3DQBmB3BDkCr9/3338tms6l79+666aabmvx6EydO1PTp07V582a99tpr9hsi6vKvf/1LkrR06dJ6X8PPz08PPPCAVqxYoVdeeUVTpkxRaWmp3nvvPXXp0kUjR45s9OcA0PIwFQug1evbt69eeOEF7d27V8OHD9fRo0eb9Hq//vWvZbValZiYKJvNdtnRs+DgYEkXNhU2DKPO18VqzvvCCy9IunCTxrlz5zRhwgT7vnoAzIW/2QAgacKECVqzZo2++eabJg93V155pcaMGaPDhw+rU6dOGjVq1CX714wi1kzJ1td1112nQYMGafv27frHP/6hNWvW2LdDAWBOBDsA+LcHH3xQa9eu1e7duzVs2DCVlpY22bWWLVumN954Q2+++eZlR8+mTp2qNm3a6NFHH9WhQ4dqtZ88eVI7duxw+t6aUbupU6fq66+/1siRIxUZGdn4DwCgRWKNHQDTudR2J5KUkpKitm3bOm174IEH5OPjo/Hjx2vYsGHasmWLwsPD3V5jVFRUvZ9b26tXLz399NOaMmWKevbsqdtuu03dunXTqVOntG/fPuXn5ysxMVGrVq2q9d777rtPM2bMUGFhoSRumgDMjmAHwHRqtjupy4wZM+oMdtKFNXA+Pj564IEHNHz4cOXm5qpjx45NUWq9TZo0SX379tWKFStUUFCgjRs3KiQkRF26dFFycrLGjx/v9H3t27fXL3/5S61Zs8Y+BQzAvCyGsxW3AIB6S0xM1Lp167R///56j8K1ZGlpaVq0aJG2bNmiYcOGebocAA3AGjsAcJPo6GhZLBanU6LeYNCgQbJYLJcc7QTQsjEVCwCNNGbMGIeRuv79+3uumEZISkpyeNyaGUYfgdaGqVgAAACTYCoWAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJvH/AbqLCn/VNcShAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -275,7 +275,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/examples/new_data_loader.ipynb b/examples/new_data_loader.ipynb index 1da1018..8c706d9 100644 --- a/examples/new_data_loader.ipynb +++ b/examples/new_data_loader.ipynb @@ -29,10 +29,10 @@ "id": "be332430", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:48.873417Z", - "iopub.status.busy": "2023-02-22T06:47:48.873098Z", - "iopub.status.idle": "2023-02-22T06:47:49.598683Z", - "shell.execute_reply": "2023-02-22T06:47:49.598039Z" + "iopub.execute_input": "2023-02-26T23:29:00.804907Z", + "iopub.status.busy": "2023-02-26T23:29:00.804907Z", + "iopub.status.idle": "2023-02-26T23:29:01.948408Z", + "shell.execute_reply": "2023-02-26T23:29:01.947909Z" } }, "outputs": [], @@ -67,10 +67,10 @@ "id": "3ee4da56", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:49.601997Z", - "iopub.status.busy": "2023-02-22T06:47:49.601716Z", - "iopub.status.idle": "2023-02-22T06:47:49.610011Z", - "shell.execute_reply": "2023-02-22T06:47:49.609399Z" + "iopub.execute_input": "2023-02-26T23:29:01.951407Z", + "iopub.status.busy": "2023-02-26T23:29:01.950906Z", + "iopub.status.idle": "2023-02-26T23:29:01.963909Z", + "shell.execute_reply": "2023-02-26T23:29:01.963408Z" } }, "outputs": [], @@ -128,10 +128,10 @@ "id": "5fe98fc2", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:47:49.613075Z", - "iopub.status.busy": "2023-02-22T06:47:49.612822Z", - "iopub.status.idle": "2023-02-22T06:48:01.355153Z", - "shell.execute_reply": "2023-02-22T06:48:01.354447Z" + "iopub.execute_input": "2023-02-26T23:29:01.966407Z", + "iopub.status.busy": "2023-02-26T23:29:01.966407Z", + "iopub.status.idle": "2023-02-26T23:29:31.258252Z", + "shell.execute_reply": "2023-02-26T23:29:31.257745Z" } }, "outputs": [ @@ -144,7 +144,7 @@ }, { "data": { - "image/png": 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RNAxaQ9Fo6gEhBE+Mvo/po2fT57g9G3o6Gk2DoAWKRlNPtO7cktadWzb0NDSaBkObvDQajUZTL2iBotFoNJp6QQsUjUaj0dQLWqBoNJotns//O4xzd7qSYa+PaOipbNNogaLRaLZ43rj7PZbNXsFb933Q0FPZptECRaPRbPGcdN2xNGndiBOuOaahp7JNo8OGNRrNFs+J1x7DiddqYdLQaA1Fo9FoNPWC1lA0mq2ERDzJK7f+D8M0OPeeU4hEIw09Jc02hhYoGk0D4TgOTtIhmhWtl/FGDRnLB499BsBOe23HASfsUy/jajR/FG3y0mgagKryas7b6SoGNj6XScOn1cuYXXt1Jis3i5yCbLr06FgvY2o0fwYtUDSbnMH/9xCzxs9r6GlsViyft5Ll81aRjCfrTaB07NaO91e9yHsrXqDtdq3rZUyN5s+gBYpmk5FIJAGY+MM03rpX5weE6dqjE2cPPplDz+rLMZf2r7dxs3JixLJj9TaeZvNj+byVDH3lByrLqhp6KrXQPhTNJiMSUX9eVtTU9vwMhBCcNfikhp6GZgtDSsnV+99G8apSfv12Mre8dVVDTykNLVA0mwwhBAAfrHqJaLR+HM8azbaOFVXLdiS6+S3fm9+MNFsdvmDRaLYEpo+dzZKZyzj49P03u9BrIQT/GX0fM8bOYa+jejX0dGqhBYpGo9F4rFtZzLV9b8exXYqWruOM205o6CnVolnbphxwQtOGnkadaKe8RqPReFgRC9Pz/WXl6uCGP4vWUDQazRaLlJKfPv4F0zLZ95g9//J4BU3zeX7SI6xcsJpeh+xWDzPcttACRaPRbLH88uWv3HXCIwA8OOwOdq8HIdB2u9Y6j2cj0SYvjUazxZKVm5X6PUdHEjY0WkPRaLYSVixYRTQrStPWjRt6Kn8bPfrtwpNj70cYBjvu2bWhp7PNozUUDaBs0Q8Neoqzt7+cqT/NbOjpaP4kk4ZP45ztr+CsLpexbO6Khp7O38pOe23/u8JESsn0MbMoWVP6N81q20QLFA0Aa1cUM+y1EayYt4qvX/6+oaej+ZOsWLAa6UqS8SRFy9Y19HQ2O/73wEdctd9tXLjbdSTiyYaezlaLNnlpAGjaujFHXnAIU3+cwZEXHtrQ09H8SQ498wDK11WQW5hD9747N/R0NjvWrSgGoKKkkmQ8STS2eSUsbi1ogaIBVAbutc9f0tDT0GwkVsTipOt0C9z1MejeU2nZsTk77b09uQU5DT2drRYtUDQazVZPbmEuJ11/bENPY6tH+1A0Gs16WTF/FTVV8YaehmYLQQsUjWYTs3rxGsZ8No7zdr6K0ztessVEYX323Decvd3lXLDLNSQT2pGt+X20yUuj2YRUlFRywa7XUl1RE2z7ddjktExsKSVFy9bRpHVjTHPzecdbMHkRAKuXFFFdXkOkqXZkazaMFigazSYkGU8Sr04A0HGXdrTu3JK+J+2bdsyz173GR098Rfsd2/DStMd+t9z/7AnzmT52Noed1bdOB/OK+at46Za32HmfHTn+6qM3eu5n3Xky2XlZ7LTPDhQ0zd/ocTTbDlu8QBk5ciQPP/wwEyZMYMWKFXz00UcMHDiwoaelaQDspM0DZ/6HFfNXccvbV9Nu+4avx5TXOI+LHj4Lx3YZePkRRLNqlwcZ/cl4AJbMWs7s8fPYsfd2wb6VC1Yx/usp9D1xH5q2bky8OsG1/QYTr0qwaNpSrnrmglrjvfvgx4x4bwwj3hvDqsVrqCyp4qKHz/rTQqFxi0IufOisP3nHmm2ZzUe/3kgqKyvp0aMHTz/9dENPRdPAzP1tASPfH8OcCfP59o0RDT0dAJ664mWeu+4Nvnrp+zRhIqVk+byVJBM2J19/DAjILcimZacWaeffffK/efba17jp8HtJ1CT47q2RJGqSIMC2nTqvucfhPTEtg/Y7teXDx7/g61d/4MsXvt2k99nQJOJJZo2bi520G3oq2zRbvIZy5JFHcuSRRzb0NDSbAV16dGLP/j1YMX8VB57cZ5Nf77fvp3LvqY+z877bc9dHN2AnHSpLq2jcojA4pmRNGQBlayuCbeXFFbz3yGe8+9AnNGndiHUrS9jtgG7c/8XNZOWk9+DIzlcmrcUzlnHDofcwc9xcQOUNtezQrM55HXD83nxa9gY1VXEu6XUDpWvK2PWAbhu8F9d1GfryDximweHn9tviumzedcLD/PLlb+x//N4M/uD6hp7ONssWL1A0Gp9oLMIDQ2/7W661ekkRD5z5H8rWljP2819ZuXA1N/W/j5ULVnPdS5ew1xG9aNKqEdf89yK69+3G7oeqsuozxs7h2oPvRLoSgHUrSgCYNnpWnYv4He9dw3ndrqGmMs6Mn+cE21t1bsFhZ/VFSklpUTl5jXKQMtVnPJoVJZoV5Y15T+PYTp2mtjCjPxnHvy96DoDGLQvZ+6jd/+oj+ltZMW+V+jl/VQPPZNtmmxMo8XiceDwVV19Wpt4gk8kkyWTt0Eh/W137NBtma352w9//iYqySiLZFvsP3AthCtauXEck2+K5G1/nyate4vgrj+Ks20/k2Mv6A+o5zJ28AMMSgMASBlJCq07NOeGaARiWqPXMcgqz+NfXt3DrMQ+SqFHO/X4n78sFD5xBdWWcp699la9e+o5ILIIQcMPLl9H78B5pcxWm+N3voLBlAdHcCAIobJG/xX1nt713DSOHjKXfyX3S/lve0u5jcyDz2f2ZZyiklHKTzKoBEEL8rlP+zjvv5K677qq1/e233yYnR5dk0Gg0mjBVVVWcfvrplJaWUlBQsMFjtzmBUpeG0r59e4qKiup8WMlkkmHDhnHYYYcRieg4/D/D5vbs1q5Yxz/734srJf8aeivN29XtgwBYMnM5N/a/h2gswiPDB9O8bdNgn5SSUR/9zOhPx3PCVUezXa/Oaee+ec8QPnj8cwCEaWKaBg9/cxudd+uAlJJzu11LaVFZcPwhp+/P8nkrmfHzXKJZUd5b+ixVFVUMHzmcVy/5lES1ekNst31rls5OT4o8+oKDKV9XzoRhU6gsq6KwaT4vz3g8yGeZMGwyrw5+lwNP2pcTrxkQnLdoxjLWLCniyxe/Y8qPMzjusiM487YTgv1PXv4i3775I41aFPLKzMcxjC0rfmdz+9vbksh8dmVlZTRr1uwPCZRtzuQVi8WIxWK1tkcikQ3+4f3efs362Vye3YzRc1k2eyUA00bN5rCz1h9WPHvcfEpXlwOwcPJS2nRqBYBjO1ze5zbmTVoE0qVkZTkPfHULIz8Yy7zJizj5umMYdPep9D1+H649+O4goXHepMXssHtXls1dSdGS9PLyu/bZkbxGeUwZOQsnWcNz17/Jnod3ByBZY2PXqGiuHXfvSr8T+9CqU3NqKuOsWbqWk68/hskjpvPdm6MBOPbSI8jKSv19f/j4l8yfuJiFU5Zy6g0DEUJQtGwdV+5zK3bSCXw5Qx77gkF3nRqc5yRdktVJktVJIpHIFidQfDaXv70tEf/Z/Znnt8ULlIqKCubOnRt8XrBgARMnTqRJkyZ06NChAWem2dzYZ8DuHHTqfriuS5/jem/w2ANP3peZ4+YSy47S+4iejPp4HD99PI5DzzxACRMABLv13YnTO11GaZESPsm4zWX/PoeuPTtx7KWH8cG/v2SXPjtw8Kn7AdCoRYF/auCEn/vrQoShfpeu5PP/fsuwt0dy/osDyW+SR8XaSoQQrFy8hpnj55OTn82lj57FfgN7Y1omwjAobF5AIp5kz/49+OHd0bTbvjXb796ZARcdxuIZy9jrqF48d/0b7H1UL1p0bIbjKEHSrF0T1i4r5pAzDki7/8ufPJ/dD+nOzn122GKFyaZm8cxlXH/QYHIb5fLEqHt18idbgUAZP348Bx10UPD52muvBeCcc87h1VdfbaBZaTZHsvOyGXTvaVhR63dLmGfnZXH1sxcGn/919lMkapKM/mw8XXt0YN6kxTTv0IzVS9YFwgSgy26pl5jz7zuN8+87jflTFvP6PUM44tx+tN+hNU1aNaJ4dapz4IJpS7j8iXP54sXvScaT7Lr/jiyetRyA8uIqnhx1D4tnLuf+s54Kzrly/8EIIdhhj87MGj+f/Y7bkxtfuZSrD7iDBVOXgICHv7mNvifuQ98T9+G2gQ/zyysj+OLF72jSshFSwtEXHcrl/zkvMI9VV9Ywfcwcdt5ne7LzsmoJGU06vw6bTPGqUopXlTJr3Fx6H9GroafU4Gzxrx79+vVDSlnrnxYmmkym/DiDc3a4grO7Xs7imcuYNX4eF+x2Hbcd+68ggspxXKrKq2udu+t+O4KAmso4y+ev5tb/XUnRsnUMe+NHMAwwBHmN85j920Icx00799qD7+aDf3/JTUc8AMBBp4ZzZASNWzai7XatUGqLgevCFU8NAqDzru1p07Ul3Q/YiTZd05MepZQsnrkMgBXzV7N2+TolTAAkvP3ARzz/z7eZ8fNctuvREYAOO7Vl1aI1AHz1ynDO6HI5V/e7k6ryau455XFuPuoBBp/w6F96ztsKB522H30G9qb/Of3ocdCuDT2dzYItXqBoNH+UlQtVm1w7abN2+TreuncIi6Yv5ecvfuOt+4aQiCe5qMf1HN/sPD56cijL563k/O7Xc3TBOTi2E+R41FTGWT53JbkFOQjDQAiBEAaVZdV8+eL3/Pjhz2nXralSwqqsuIKxX/7GxQ+dyQ0vXwqmgRG12HtAL6yIxS1vXU52fhbTf57Luw8rp/7DX9/C5y99zzm7XU+Ljs3pe9I+dNqtfTD2PkfvwWk3HcvNb1xG684tOPi0PlgxNc/fvp/OkCe+4q6TH6fviftw5dPns0f/HlzwwOkgwHVcileVMmPsHO49/T/M84pBLpm9fIPP8JajH+C5617Hdd31HrctUNisgLs+vJEbXrlMd4D02OJNXhrNH+Xg0/anfF0FWblZ9DxoV9YuL2bMZxMAaN6uGSWrSlnimZqeve51Xhn8HjWeU33SyBkcctp+jP5sAtKV7HFYd448/2BuPfZh5k1cRDQrQrwqDkKwbG4quW710rWB4zsZTzL4pH9z38fXs//A3jx84fO4jsujF7/ICze/Q6MWhVRXqgjERTOXAXty+YF3smS6iuyaOGJG6mY8n8sPH4xhn6N6cfOxD3H+PSdz7KWHs+sB3fjPZS8rzQnIyotx6V63BqcWNMun/zn9WDh1MSsXrKa8uJIJwyZjWiYA1eWpysiZfPH8t4wbOpFxQycyY+xsHvnhzkDQajT6L0GzzWBaJsdflaq+69guR190CPv9317seVgPhBD849/n8tVL37Ng2lJqKmro0r0DKxasxrEdfv1hOi07t2Tp3BXce9ZTdNypLY1aFHDB/afS+4gevHX/R/z6w3R++XoS/c8+gMf+8TKRqEXXXp2YP2WxEixCcN85z3DFY2enzaN4dRklni8mt1EOibjSalYuUOYpK2JiJ0O1uzyHvjAEY7+cCMCD5/1X7ZOSvMa5VJQq013r7VqyYv5q7zwoW1fBsLdG8cjXt2BFTB4c9AxNWjVm0YyllK+twF1PjTCAfQbswZB/f0EyYTP95zk8fN7T3PTaFZtV2X1Nw6H/CjTbHCOHjOXcblfx6IXP8eWL3zP83dHBvoGXH0Fu41yEIRCGYMHUJQx+7xo67dqBktVlLJqxDCfpsmphEb8MncT4YVN44bZ3uWTvW0kkbMqLK5k5fj7n7nYjv/0wnV++nkx+03y6dO8EhoEwDKrKa5g6Zo6K7AqVW8ktyMaMWOQW5gYaSLM2jTEjlorKEup4EYq6yinIrvMe+564D3sethsIwa/fTQvODXP94fezbN5qbnnjCqaNmUNFSTVN2jQhkXS5qu+dDH9/LMlEerHFXfrsyPOTHqZFh2YIIRj+7hhmj5v3V78SzVaCFiiabY7//etjls9dBd76Ouz1Hxn66vBg/7K5K0NHC24e8BCFTQsobJ6PEIJoVgQzYnq71SCuIxn75aRgsXfslH9h5i9zWbNsbWhIwRevDCcrPzsIF0ZA41aNcF3JmqXr8Cd32JkH0KJDMyVIvH8AZsQCIagsq1GCygr9p2wYfPXqSIrXlIe2Ce9f+n/yv3w9UZVt8eZRvKoU6UpmjpvHA2c/zY2H38+txz0cOP8B2u3QhksePRsrFqFRi0L+9+DHjP9mUtq4ju1ww6F3cVyjs/n1uynr/S40WxdaoGi2OY69tD+Nmhdw7CX9gzf3klWpMN4bXrwEhAEIDM+UM37YZBq1bEROQTaddmuvBEawuJtp44uMRdu2XXIb5QbCQKByUGoqEwhD5ZFYkQhrlhWntBBPoLzzyBesXLzWiyQzgv2u4yIsEyGEEi5SCQthmsH1Dz19/1oViQ3LCI5DCEZ+OI6bjnkQKWUgYMNMHzuH8cMm89wNbwGwfP4qVi5aw9BXh2MnHErWlDH28wk88Y8X084rWraOid9PpaqsmlFDxv6Jb0ezJaN9KJqtklnj5lLYvIBWGf1FAI4YdBC77LcTLTs0Y58Be7Bs7kqOPO8gpJQ8fc3rTBw+jZ4H7cyiacs49MwD+OCJL5BSlSsBmD1hQTBW684tKFlXQU2mI9tMCRnHkcoXYgiQ0LxdE9auKMZ1pLeQC1wEcS8aDEiZpwwDcFPbfKFkCvIb5VG2thzXlUpIhKOuhOCFO96nxwE7su8xezD0tZHEa5JIKVOWLyG8asUV5BTmUtgsj2ZtGtN2+1aMGzqJtcuKfenHzAnzefHWd/ng319gmIIjB/UDoLBpPqVFZewzIL06cYsOzTj1nwOZ+fNcjrviSJbOWcFv303lwJP3paBJ3h/5CjVbIFqgaLY6vn3zRx485ymiWRFem/MfmrVpAsC0MbP58sXvMSyDb14bQTQrws777sDg964hmhVl4bQlfPZf1YiquqKGwR9czY1H/guJSHt7j2ZHSVQnVRmTlSXYCaeWKalulNmppLiS4688krkTF2InbKaOmRsIFvyfZrpJLTWEn1GvnOu19vml+QwD6UomjpjJxBEzab9Da5bMXpEaP3yaITj/npMZcMHBAHz/3hiGvjoy8OMAVJZW8f6/PwcJji3p0qMjuYXZlBVXcvTF/bns8UEZUxGcf/8ZwedT2l3CuhXF/PrtZAZ/cN0feFaaLRFt8tJsdfiFFxM1Sb55dTgrFqgIp0cv/C/D3hjJiPfHBPsn/jCNj57+mjO2v4pL970tWESLlhcz6pPxqjtiiKzcGIkaW+WfRCxs21vAfe0hw/ltmEYtc1WyOskH//maiSNnkdckj7bbt1LXtUxi+Tm1hVNoXMMUGBEDSNV0jflNuUyDll2aY8QiYKpkS1/DWDJnRbogEQJhmlhRCyS89/hXSCkpWVPGC7e+o441DDp3b59uChMQy43x/D/fpsrTykrWKHOh67q8ee8Qnr32taCGGcCCqYsp94RfLLd2Hb2GorKsCsdZf0Sb5s+jNRTNFk/JmjIeu+i/5DfO5apnL+TYfxxONCvKN6+P4NXB7/H5f7/l0eF30v3AnVk6ewVde3amuqyKkqJyStaU8frdQ9IXWy8f49u3R7NX/+78MmxK8GYfr7EDX4ifX1JLAHimLUCZo4BWnZopX4gQgQULAWO/mpQmhBJxW/k3Qs56DEMpH64klpulFmvhXcMwiOXEkEAy4bB6aSl+AXEzatJ9v52Y/OPMVPa+MNW9ePNzbBdMk9XLivnx4/FUllZRvKosuMeF05d7/qSUAPPzbRAGzds24vLHz+WrV35g+dyVvPvQJwC03a4Vx/7jcAA+e24YybgSzKf9c+Cf+3I3Ed++OZKHznmSLj068fQv/wpycDR/Da2haLZ4fnjnJ8Z8Op5vXhvBpOHTiEQtjrnkMFp1bg7A2pWlnLPT1exzVC9u/d9VTB8zhwXTllG8ptwzZ6nFM5YbJacwJ4imKi0q5/z7TlGfvYx4gIKmeRvUIoSvGYRYuWRdSmgJL+KqVihvugahfhpqPMNAmAax7GigPfhhyOUlVSQTTsY4gqycLCaOmBkUgkxd2wDTIK9pbtp9LJyxjN79u6fPXXpFLOvQvhBw1IWHMmnEdP598Qu8+/BnZOdnE4lF2H6PLsFh/U7el0YtCtnryF6026HNer7Fv5dJP0xFSpg3cSGVpVUNPZ2tBi1QNFs8exzWncYtC2m/Uxt23LNrsP3a5y/mwofOVG/sEpbOWcGEYZNTJ4ZaAR16xv4k4y7VFfHw0Fyy9+21FtO227UKFl1hGux2wI5BuROE4Iwbj0lfeD1to/v+O6rKvUIt+P7xSiNJCaxwJWJhpi/iwvSEm398WHgFMkgJn6qKeGD6yinIpv/pfbCiqTfxipLqNMFWUlTBsnmraNq2ScpE55GdlxVct3HbJjRr05jGLQpJ1iR5cNBz/q3Q+4hevL3waVzH5cRWF3JKu4tJ1CTZrlcnttu9M0tmLePcna7mpsPvDeqnNQSn33YCh519INf892JdJbge0SYvzRZPh53a8t7y52ttz87N4qRrBuA6kqGvDmfamDkcfu6BfP3mjykLjl9CfuIimrZpRNGy4vVex7AMjjj7AE684kj+99gXDHvrJ6QrmTJatU8QniP9q9d/RDngU+fmFeZQtrbSs5ylJIAM5EpYMIg0h3iAEJSsCTniM7WcsFM+7TRBdVWSzru2hyHjwZDguiEHvRK4hU1zuWngo+DKtHENM30+WVkxXp3yED+8N4aX73jPu3cD6br8+OHPHHxqH5659jXK1qo8mP898BFTRs1kwrDJ1FTWsGzOCpbNWcHc3xay8747rPd5b0pad27Jja9e3iDX3prRAuUv8tmzXzP3twWcfdcpNG3duKGns9UjpWT+5EWM/GAs1RU1DH9vDAMvP4Llc1eyx2HdOcjrO1JdUcPzN71FNDvKsjkrWT5vNcvnrVYhv2ELkKnyTRbNWkGzdk1SO7w39JYdm1G0bB2O7eI6ki9fH8V+x/Vm+EfjgmMCYeCNu25VmRrXq3wthKCyIk7lTK/oor82Z6Z+ZDjNg3ngEMuJpocVZx4f3pYZMebx4t0f4doOQgikv90TQJHsCMPeqztfxHUkNZUJDMuk255duOKJs6ksreLB855DSkmLjs046rx+vP/Y51gRi+16daZLj46sXrSGRi0LOe6yI5jz2wK2370LAy46lGk/zaJlx+ZpZjHN1oEWKH+BVYvW8J/LVEJXdl4Wlzx2bsNOaCunvLiCy/e5lRXzViGlxDANXMflldveQRiCb98cSZ/jehPLjjLig7F88cJ3AOQ2yg3GqKmMk98kj/LiypRj21tbi5auU+G6UtJ5t/a07dqSUZ+o4pHhhfnWEx9Xmzz/gwxMVDJNWKnTwhpEsDH1uY6SKLUwDOI1dt3H1hEGjKGEWWC2kkojcUPZ+8Iw6Lpbe3bduyulays4/fqjufbIBz3tKH38SMQimbBxXUllZZxfv59Ol13bIr2bzcqL0apTC16Y+BCNmhVgWiZ3vHM1w974kbbbt6L7Ad1o1q4Jz13/JqM+GsdTY+/f8P1qtli0D+Uv0KhFAW22a4UwBLvs362hp7PVs2DKYpbPXRlEMXXs1lbt8NbTHfbsSjRLlRHvttd25BRkk1OQTVVFTeBruPWty9iljzKziAw/QVgrWDBtGaM+/ZW8xrkZzvRUNroUgJEqh1LL2R5ORDQEb099iCYb0mLXl8viO9LXp5F4TnZMU/0zvN8z5p05r3lTltBp57aM+WoSF+13F1UVNSmfjf/PMOjVr1swzsJpS3n+lnd46MIXgwe/eMZy/jXoWa45+B6klDx3w5vcfPSDPP6PF7nhsHsZ+soPfPDYF8z8ZS6v3PEeNVXx2veh2SrQAuUvEMuO8dK0f/Nh0SsccPzeDT2drZ5d+uzIcZcfzg69u3LKTcexR//uqoijENz54fX8e+TdweLeced2vL/8vxx5/iHB+Y1bFrL7wbup/iThxTu88Pr5Gx5de3RUQsNfqMPO9LoW+UyfhvdPSnjp3o9Yt7qsbgHhfw4LhfB2j7QaYv5xXgjvBjWd9QijJ657m7iXa6PcKqKWYCteU15LOK1bVYowTQwrZeQoW1vBmC9+46OnvmbyyFSp/X9f+iKxnBhW1GKvI3tiJ20+++8wFkxZvP75arZItED5i1gRi7yQSUWz6TAtkz3792DOhPm89/CnVJWp5Lm8xrn0OmjXWiXUI1GLfQb0IpodJbcgm0e/ux2ADju2CTnGSS3wYQy1YE8eNTsQHMLLB6lF6G1+Q4v6iM9+TR0fOk9Y1vrPyxA6jkv6dTJ8IXVpR2n3mClIM+YdFKAMItEEcyYtIq8wJxXJ5p0rTIMzbjmOoy88hJyCHGqq4vzrvOcwg0gyT9AB37/zE47tMOG7KVx38N08ecUrXLHf7djJ9GrGmi0bLVA0mz2TRkzn6r538PFTX1HQJN9f5zjivIN4fOTdvDDpESpLq5g4fFqtLoKfP/8diZoklWXVvHzH+9x9+pNYMYtzB59QW5CYphrYD8sFT2MxUtV6fQ0iTTsQ6RqDaYJlsvtBO6eZouyEW3uRN82U2yXTNOXjb8v8GT5vfZpShvBp1DIfKyuSnr0PRDI6DgpEmnAREYNzbjs+bXwp4c37P+HLl4dTXRlHIrATdqpwpqfpHXLGAZgR9Zxd22XhtKWASqpcMms59572OJ8//+2G/wg0WwTaKa/Z7HnrviFM+2kW08fM5sRrBwSO79uOfYiCZvkk4zaVpVVUlVdzzp0ncfo/B1JaVM7Lg9/jx0/GA8qHMeqT8alKwL7fwXNaG5blNcAitDjXDsFNw1+wM4oyqlMlsyYtCd7QA4d9ePH3Naq6LmOEj3HVTz8z33fEhzLyf3ee3jklayrT5+kRiVkqmz3QdMJTE1QUV/PSnUNS8whrROFQZe/+cgpj3PbG5dRUxJk6ZjZ7H7UHv3z1G3bCDiobn3jNUbz70KeM/GAsI4eM5aBT+5BbkPMHbkizuaI1FM1mjeO45DfOxYqY5ORn88Fjnwf7ytdVsGzOSlYvLqK6Upm/yotVnsbbD37C0FdHIIOSI0rrqGX2AfW27YYWSB8zoxxHXVoJqG2+L0GmFtvK8prQcaL22OG5+L4bX1gEgkikBJ8vZEI1uuoqOV/3NlH7Z0iLqapMBJoVoefkVwlQp4Svn+HwJ2UuE0JgJ112238n8hrn8uGTQxn9+a/83xVHcMwlhwXHLJ65nObtm3rPDQYf/2gdE2941q4oZsmsZb9/oEYLFM3mzehPxjHyg5+xkw7R7CgA2/XqTGGLQhACM2qy6/47cuf713DZ4+dwzh0nMm/yIoZ/MNaz85vsPWB39aadKUhCL9ZSkFq4w+Yr7xwjGqltdoL0xdsw1IJsmakoq7SFV6h9EYsgb0UY6Yt4xAJzff4UIzW2P75hBCbAtPkEAic0Vh1Jj7WPydhf130G44fG8OfhkYzbTB09m047t6Np68YIQzDjl3nsdsBONPN6tIz94lfsULvhySOnpWXPlxaVkYinF+f8u1m9pIhztr+c87pdzZjPxjfoXLYEtMlLs1nTfsc2yr4vJTe9+g+KV5Wy7zF7MvvX+dx7+pNUlFQx+9eF9Dp4N5bNW8nHzw7j3ce+oKpM9VOXUrJ68VoiWRHspK+tkEpKNIwg+TClHWRoH4ahrE2ZfoqQySzIZ8l0kofGwHXTF+EgMkukbReGSSw/oypvcKysLRgMw7t+ZhKMPw+R0n78+3BDPVYyx1tPRJi6tvfTf0a+BmgYap9fvdeAV+76gKJl69hxzy6M+WwCU0fPZuro2WnX/fCJrzjw5D4smr6Ew87qSzRLvTSM+ugX7j75MZq1bcJLUx8jOy+r9pz+BkrXlAUJpasWrmmQOWxJaIGi2azptEt7/rf4GQAKmxUE21+54z0qvOTEZNxmyH++4q0HP1G9SUIIoXIn9juuNz99nh5lldcoh8qympQpx8r4z6EuZzekCxKfcKkUIZTunxYthWdC88qehM1dfqkTD+lKlcjoz8kRKf+JL3x8AeULDFOk+3LCcwn7O3wVxPSEUFiIZmbYh4WO91NIFxC06tSUNUvXIiMmTsJOu0/TMnASNnN+XQjA2K8mUtiyECeRpKJYFWIUpom01T3OHDePc+88iX2P2SOY9sxf5iJdyZolayleVUJ2Xqva9/Y3sP3uXbj5zStZu7yYoy46tEHmsCWhBYqmXqgsreSTp79mhz27smf/Hn/q3EUzljJv4kL2P35vohnRRpAuSEAtQLvttxOzxs3DX2BfyyxBn+GvSBMm3r6KkioMy1T+k7qSCjOFiSHqvoYwUtnp/mKfmcEeLOrp0VVqfqFFPyP0OaUxhYVCyCwXHtvL8leaw3r6fKTNn1Qp/ZAwUXW5ZOo+0q6h5hfNjtG8bTNWLFwTGlPS76S9Gf7+zwQl920HJJQVVSDdVJRb+25tKF9TRvHKUlYvXstD5z3LQaf24Z+vXgbAidcOoLqihk67tKdN14YRJj4Hn35Ag15/S0L7UDT1wut3vs8rt/2PW4+6LygK+Eeorqzh8r3+yQNnPMF/r3uNdStL6jxu0fSlrFtZwvD3x3DVAXfw8TNfc+J1x9Ra5MOVeIVlpWz7porqymsUiiIyDLVO1pWfkfaZdP+Kv9EXDmboGoHPIUMYhf0vviAwPZ+IEEjDQEasYC5+0UhpGoH/R1ombbq0qD1m2F8TOPkzMuWFl5QZ1piAtGrFHmkWsMxn4R2wePZKTK+nffhBDf9wXDCXO/93BR13bps+lsfi6csoXlWW9kyN0HUaNS/g5OuPQQjV70azZaAFiqZeaNlJ9R4paFZALCf6p871F6VPnx3G6R0vDTKopZS8cc8HXHfw3VzY80bO7XYN8yYuBMBO2CyYuqSOwWoNTmHzlIbTtWdHVTrFNFOHhhfFIIrL254mJLxFOYiGCgmJDZVGyTCdSRESFKjffaEk8YxSUSs1n2gE6Tn7ly0txsiOes75kCNc1HG9tFIs/jVCkW6Z2pYQZOXFaj+T8LihfcsWrA6qCPj/wsd9885orn7qPPY6eneA9f5dFDbP5+rnLuTKJwcF24pXlXBB9+t54h8v8sAZTwCwZulaXrrlbSYNn1bnOJqGR5u8NPXC/115FN0P3JkW7ZsRy/7jbV6zc7N46pcHuLLP7VSWVuHYLivmr6Lzbh2YN3Ehb9z9gTpQGNRUxr3V1n99T3cmGxGLjju3Y/GsFbheBrYQUFqkSofs1md7+h2/F5N/mpN6K7YMXEfWWvQNy8C108dXO9ZjVkvzU2Ts9/ZJANNIFZUEVWDRF0zS2+pHhIVuNfB5CHAcmdkDSy3mjlvrmdSaU61tIbuXgJrqZPr9BPcdCiqQmWMQhEsLLwBASpefPvuNnz75Ve0zTaxYlGQ8GRSpFKbBTS9fgnRcOu7SjqzclOP969dGUOO1EU7E1Xf57HWv8eMHP/PhE1/yaelrusviZogWKJp6QQjBdj07/+nzFk1fytV97wh6t3ft2ZG9Byjn7JRRM8gtzKGmqgbH81Evm7eKPsftiXQllz12Nmfvch2uo2zzZsRk4XQvX8AzdUlhEIlZZOVGmTJ2HlN/np92fdd2a2en+/7owJxW++08dOMpR3bmfiFUBJkhkCKlTQQy0TAAqUrJC6GGcT1h4Y0jDYE01D4MQ+XVhDswhpMbDQGuL3dkat5hZ3vY0S6EFxDgtwV2Q+N454fuS0Qsrn/8DL58fRTTxs5NzSHws6Q9GDI3VpXXgDARBux7zO4IKZkwbArD3vwRK2rxvwVPUtAkD4A9Du3OO//6GCtqUlVezdsPfESHndoBP9O6a0uMTF+TZrNACxRNgzJ55AwVrQX84/FzOfbS/pimweIZy3j22tcBOO3mgYz/Zgpzfl1A977dOPi0/fjwya94+oY36bJbB0qKyilaXoxdk0xPRvSSGe2kS0VpKJor2J/pH5AZpqAMYQLpznb/p7+oC1WORBjhhdwzbZkhe5aQSM/PI6W3L/jdxJUytQxbBjgpf79vupLSEzyekJASJWgyAwcgFCFGuqN9fQQ+l/TjpCt55Ko3adQsr24h6keaCRBS1FXNP3h+8yYuZNWiInK8cGDXdSlZXRoIlEQ8ya3vXM3nz33DmM8msGDKYj4re41+J+9LfuNcXFdiri9fR9NgaIGiaVDWLl8HQLN2TRhw8WGBGaNxq0IaNS+gpKiMHXbvwtl3nETZugqS8SSv3f0Bn7/wfdrCLtIESR0mMT9PxN/vR0T5n+vSQAJ/RMa44eNrdU1MHSeFSE9S9OQTpoXwhUZIqAWGMdNERlIlYqQplbCQpF1DCsD16m1J6ZnF/GNT9x400zIMcFSDrVRipcSKmrhJG9f2tslQ+HGm2U5C8ery2iVnMoWL8O7FMMjOjVLt5QWp70rgesdXlas2xK4ruazP7Zx647Hs1mdHrj/0HgBOvm4AU3+axb7H7EEsO8bMn+fy2EXPsf0eXXhyzH1pjnxNw6MFiuZvZ/rY2Tw86Bl22W9H1dQKKCsqx4qkhEJ+4zwe+PIWrj30bh487znu+/RGRn82gQ+f+pqsXOWjEYZIhbemLego7SQzRBZqR3OFf0JGuG8o1LcuMvwu/nWk/3Lv+Uak66a5Hnw/ifRMXoEpzFQmK+E70P1zTAMsgWu7CDd1vDKNeSYzP2dSKJ+IDEcNi+BgEGbQT0a4KqfETrrKjRJoJQaYMpW06D+XTDKFSh3PRxgw6PbjGfnRL0wdPUcN5ULRshL1fELmu0Tc5vW7hnDgCalWEDvttR0XPHB68Hni8GlICXMmzKe6okbX/trM0AJF87cz9OUfWDp7BUtnr+ChYbfRrG0T+hzXG1UDymbI41+SlRsjpyCH6nJlqrrzxEepKFO1sWoq49z/6Q00adWIK/rdg510UgteXdFWnoM7mhMLfDX4ORFh000tc1GwEnsf6xAe3gIftNU1fe3E2wZgmSqyy3EhGgn5UjxNwZufEh4S6YDrCRTXMgKTlrBCIcmOq/752oabcvyraCtvn+um/CG+9uQLH8NIOfLD44QLRNblgIcNJ0RmHLNg+lLWrS5PbQv5XJq2aUzx6lLly/K25zXO5boXL6Zxi0J6H94DAMd2kFJy9uATMQxBj367aGGyGaIFiuZv56BT+jBp+DR22W8nmrdvxqB7TqFpmyYA/PDOaF669R0A7vroelq0b8qapevIKcimuiqJYzv83+VHsMchu1FZWoXtl0rPJGyq8j4nqhMhU9UGEhkzf2b6TaTyVchQzomUUgkTIxQODAT5Kf5xwvOx+PjRW+FjTZkylXnRZr6z3v8nTUNpNEkXIaXytQC40vPFeJ+lAAOVF5n5mPxoMknKz+L7WKTEilmq8oBk/X6X0PHBswqNb1kGX70+yjtWEC7P0qhFIe12bEP/Mw+geHUpQ18eDsCXL/3AFy9+z057d2XHPbsSr4pz2d4349gO//npXs649XiyGqgUi2bDaIGi+Vv58D9f8uw1r7HXkb047KwDOG+Xa4hEI7ww6WHadG1Fm+1aYZgGpmXQon1TykuqQRjscVgPjr/iSJ658S3mTV3C6/d/TPf9d6L9jq1ZMmuFGjwkWNIWbaj99uy6GaayOsxXYTKPy1xf/dBf/3IAlunJH+/alrqev7ZLIVJKgJE6TxoiMEthCtyIkTrOlUg/bFgYEBXIZMik5vkuRLDAe2Yu10mVePEti17ZFqGcMaH9JriuMoWJdGNdreeR+bs/rnd9O+E7ZvzJycBUVlpUzqTh05k0fHrG6er4mWPn8NGTX7Fdz04q9Bv4/Plv+fCJL4lmR3l56mO08ApNajYPtEDR/K2M/3oSABO+nUyfgb1BQjKeZMT7Yzjtn//HLvvuwBtznsCKWGTnZ+F41WiHf/AzFWXVTPQWnymjZvG2mSplX+eiVtd2n/UJE19YZAqk0DGBgPBe+9WaHcotMVA1uAy8lrqk1euSplB+b0sgvfMxDVzpKr+PaSAjvulMhQ3L0GIshINQ7g8MVyj/iiTYJqQ3R0+TwjTADrmCvIAA5UORXol/EQpu84Sj64Wl+ZpMuMR/msYSEtZh81f4uflhav5my1TX9fZZEZOClgVEYlFOvOpIXrn9XarKqnj3kc947IfBHD6oHz8O+ZmvXx8JQKI6QcnqUi1QNjN0iITmb+X8+0/jwJP25cZXLuPwcw6khdcP4/1HP2fSyOkMf280a1cU06hFAVk5MXY9YCcQUF1ezY8fq/Lh681BMFT14FYdmwVhvAF1RW+FzktPWMTLMBe1orgCJ3nUDDLmhZnSPKQhIBIJQoEDf4mXTyItVW5FWgZSCFxD4EZNXEsgo2q775MJzosayJiBjJpgeRqEN47rm95MAyJqXtIQyIiJjFjIqBX4dgIRYKh/Es88ZgiIGMiIWVuQhp9ZWmZ++Lls4BzhRaFlHCM9Aeu3V7Ztl3Wry1m1uIhv//cTx1yiCjG6jsuSmctp2bEFVeVxKkuq6NKzEze+ehk77Nm17utqGgwtUDR/G+OGTuShQc+w415dOfi0/bAiFkdecAig8g5uOPRe7j/zKa7c/w4+fvprFs9azsQfpqcvTEKFmBqxSJ1mKilh1eJ16Rf2jolmRzjgmN2J5m4okz9DW/Hf1v1NYQFjhAQJXpRWxEzV4QJcAY6pBIljeX4PQFoCJyJwosLzvSinvvRdGt5xTjS9TIo0BG7UwImm8ltcS6jj/Xn7UWJ+2RjhCTr/+v78LdOriuzfK6nSL74ACdcmC/79gS/b10qkLzg8oZJ5rtc6INxueNb4+Uz+abY/MRq3KmT//9sreJE48ZoBHHqGKtgY7p+yubNm6Vo+eXooRcvWNvRUNhlaoGj+Nt556BPmT1rES7f8L9h2xi3Hs8+APUhUpzdS8vNTpG9zDzm7gaB8BxCYZERmqHAGiXiSw0/fN73Evd8vXg1Ut5DyFlxleiK1AJMyf0nLgKil6nJ5wsE1QMaUNuGa/oJu4HhCQEZUPa5gEQdcS+BkG7hRI/gcCCxvLr6mY8cEtulpNlkWjiVwhFTHiAyNBF9ghbYLoebs35ev1ZlecUq/8KSRCufOzs+qW1sJjZlTmE1B09xaz1EYQvU7CT9jw8CImFjR9MrJZkiAPXPdm3Ts1pY35/2HV2Y8xqGn7w/Ai/98i6Nzz+Lpq15Z31e+WXHHcQ/y1BUvcecJjzT0VDYZWqBo/jZ22KMLpmXQ+4iewbZ4dYI227VCmAaFzfI5+Iz9OP/+0zjjluNZNGMZB/zfXulvsGkteNUYwjQRwiC3IMt/qa3zLbpRswJuO+NZVaolwA+pFekmLlCCwruWnxwoTaEirAyBNECaajEnkqruKw2hwn39baFx8M1PfstfwxMuUaU9yEhG2HPUwImBGwEn28ARAtdSGo6MGMhsI5ibGzVxs5Vgkaby5SgznIEb8Y73TGJpQtpQhR2llZqvSIuCk0GhyaTL+n1PwM69u7DP4T0oL61J0+L8f32O7qU0jVBUmGu7QQtm/7pzJy8Mrr587krGfzeFQTtfy9V9B7N2eTEAP30yDlBdPbcEsvOzAcjxfm6NaKe85m9jzKfjcWyX+RMXMuaz8UwZNZPffpjOvIkLabdDa/qdvC/9TulDhx3b8PT1b/Dpc98C0GW3DiyYtjQ1kC9M/MXaM5tUltXU8gEYpiA7PxtXgpu5AHq/FzTOpay0OrUAZl4n0DrMwHwUOOENkSa7HAHCFKnERCmRhjJhCUGgishQ6r4ycaEc8S4YUn0Oz0ManrM/JpTzHVImwIhEONKLERDILFMVthQuRki18VuqyIiJ60eGCQOBE4wnLS+izHFU9JcfDedHbcXtlDkrLPik0iSnT1jI9PEL0p32od9HfDyefif05of3fva+IBXx5Uj13FzbRRgGNVVJwk78xy99iURNkkRNkn9f+gL3fnIjF/zrDD5/9hv+76qjaEhK1pQyffRsdj+sO1k56zen3vPpTUwZOYPuB+78N87u70VrKJq/jYNP3x/DEOx77J4MPuERPnjsc+b9poo1rly0hrfu/4i7Tv4337zxIz9++Etw3prlxRlmFYLPgebib89gn8N7sOu+21NdmaCsqKL2AUJQVlKVNr7yhyjzVEpzMVJKkSFCvgaUY12AY4CMmriWgRc/hRM1cKOmcpZHlBbiWp5ZyQBMcKMCaXnXsQSOJXC9KC9XQDIKTrba5phqmwveNXytSY3j+1KkJZAxE8fIuC9QmknMxPWc8DJ8P5mFMg2/TH5YE6nDn5JZgmZ9JVGEYNHMFRx2eh/10Q+wcCXSJU0zimSnyt0XLV2HGVHvvxOHT6NkTRmPXPAsE76fEkQCNhTXHXQng//vIR4Z9PQGj8styGGfAXts1RqKFiiav42zB5/E0MT/OPeeUzBDkVqdd+vAzntvDwiWzl7JY5e8QPGqUrLzYhwwcM/AGSsMQbvtW6UWITwNYAMhwpPHzFEl2etyJvv9QggvloSc2Z5vxDMNuaAWYcuPsvIioyxDRW1FDOVgtwykJbAjnuAwhWdm8jQNS2BnCZwsAztm4MQy/CRWys+RjBJEkbmmQGYZ2HkGyVwDN6aEjGuRcrb70Vz+4h7xTFyWEjKur+ngOcp9M1jMTJn1UD6YIBgh8JmEBXfI7+Rfz8gQJn7flQzhsq6onCsePZPnx97NgPP7pX2f+U1yGXTnCVzy0Bm8PPEhzr/vFHLyVRKjk3Ro1q4J/3j0HIpXllBZUgUS5k1axIoFqxpMsMSr4gDUeD+3ZbTJS/O34msUjudU77bP9kSyItRUxFNah1ejq7oizqhPVeveHfbswo57duGzF38AQosXMsPeT5pgqSitZtJPc/wdqR+Zocd1lWwJRURJgKgXb+stsrXS/TzHvfDnYAmk5f3uyiB6K9BGvCx1aYATlYGmJQHbt5xYqpCi4a+V/n1LiRsVCFt6oWTKVAYS1wLT9RInDXAwMJ1UiLAIBzT4T9E7Fv86Qni1xVSJFxE2cQXZ8WQIF3+wjHwV//vxtpeuKee4DldyxJn78dWrI9KqIbfq2JxTrh0AwJgvfqVoeQkPfXMrtw98hOJVpRQtL2G3vt1ov0Nr/u/Ko5jz2wI+fX4Yr9/1PmbE5OFv76BVx+Y8dP7T7HdpdxLxBJFI7bbS9cnD3w3m12GTOeCEfTbpdbYEtIai+dv55auJ+ItQ+53aMuXHWcz5bQEduql2sYHTPLTAz5m4mM9e+CGwqXfr3QUzYtYy0Qw478DgjbZOhFBmnLTOjF5YrfDzTISnVajQW9cQKu/EUGYq6SUOut5xrueEd2KmOk8QCJLgrV8I7KjAzfZMX75cEJ7z3DRwTEjGlPbiRj2TlwGOJUiaShuR+JFl3vmmQEYFrue4dyMG0gsrVkmNAhlR2faup0FJS81RyaGUcJGWZ4Yz/BBeUv4jw0hpLeEulZktiMOtksM+qTpMYF+9/qN3Tur8ORMXcWa36/ji1R+454wn+eS5YXzw+Jecf+8p3jBKoD93wxt89ORQpo6aRcmKUkBpME9d8TI/vPsTU0fNBGDG2Lm4rsvciQuIV28aDaJ155YcfdFhFDTN3yTjb0logaLZJKxatIZnrnmtzn0itNg0adko2L54+lKatWtCTmF60T8RLkXimVbmTV2Ka8vA0ewzY9x8zrxhQLo93z/PDC2AYVONaaTm5CUO+gl3mAbCTAkAUAuvk20hLQNXCNyYqcJ8fbOW6YXn+u4BAbaphAb4GojAtpQm4kbAiYGTJbykw9TcZQSlpUTVONLEyztRwiaYk1AhxI7pPV/TM29Bergzanwn4oUyRyzcmBfhFSzspGtf4TbCIjS/OkyM/vh1khn0EC5CGdJiipYX89Q1b9Juh9YAbL97Z3ocuDM777s9h56xP//5x0t89OTQ4H52PaAb0SylhZStLWffAXvQsoNqSb3DHl149ppXuXT3G7nuoDvrnpem3tAmL80m4bXB7zH8g9FcfNjJVFfU8OPXv/Dvi//LTntvz0Nf30ZOQTb5jXPp2rMTy+atYtRH40AI7LjNU6Pu5rweN6ZMQKE3cp9EdYLAD+AjBPOmLWPe4CHpC55v3/cdyqR+hLWI4HOwO9ToygiFEIfqdrlCqrd+QbAKuyYqs90bSPWQVwJGuF4EV0Q58vGsQtLw5yLTr4vaJmPKGuXGQZiAIxAOOBGpor4MgSlVBrpful5Ghar75QpcBAKJbYBw1e9IAXGv3IvXA0VaJtiOEqxJJwhC8E1c0ovKCgIhgjI0vqCQpNfOp7bpKyh7H3ruwTXUnUtX0qh5IffOuA7XdXn/8S+ZPnYO08fMDo4RQiU97nvMHlx4/2l88cK39D+3H+12aMPzkx7myy+/JDsviyUzVRfP5XNXotm0aIGi2SR022cHhn8wGoBodpQ37v6AeFWCST9MY/GMpewVykW55OGzSNQkmTh8OkdfeDAlq0vVGuS6WFkRDMMgmXDS3mJFKNmuTtYTIgyy9ht0uP+I4Zl+0kxSKi/Df9t3LRE0yJJWKvpLWp5GEFXajRCp8F8nCkJ6kViWmkZQAVgobUPtV8In4k3AtVBah/852zvXApGQGBhIEwzpKhXGFNhRF8PG84Og3D6GxHS90GEp1XjCCwCwlcAWkiDR0nBc5dD3y8obnvB2lGCQwitAaXgCyPdJ+fW5DFJ+ljDhlsKmkSq777UTyMrPpqYyDq7L7N8W8uilLzJx+HSlgXjfYced27JszkqatmnMyvmrefm2d/iq8g267bM9AGXryrnr5Efpe0UvZv48h6v/ezFfPP8tfY7rveG/Gc1fRpu8NJuEYy45jNdmPQGAaRocdIoKE41lR4NS9QCO43L5frfzy9BJHDmoH2fffgK/fDM5WHfshEMybmfkNZAygWWSaYrxEwgDu76Reqs2DGK50ZST3TCQpkVQe8oPHY6YOAKcbJU4KE1DZaVnGV6Bx1SElmOprA4pwEXiosKJMZSgcE3/WuBkgR0BO0tpE8lcsHMEThRsL2LWyfLH8n56CYsYpIX7uobAjqnxHEvgxIRKiIwqH0tgQjOASMocJ70sfhkxlEkt9L/w8xTh5ypDfe99U6K3HVLPNqhC4Gt0Yd9K4OAXZOXFgm01VYng/JqKGiaNnAlCBH1sojkxbnv7Kr4oe42zbj2e3MIcBlx0aNqfwK0DHmTGWBWI8eSVL+M6Lufffzrd9t6+7r8ZTb2hBYqm3kkmbIY8/gVTfpwBQNHydYz+dDxde3bixSmPktcoFyCoiFtdUQPAb14l4eXzQqaJkBkkKAoZMlel50eQJizSBEu4iVbo3JpqO+U7wPPXeKe4UTOVwW4ZgeMeU+DGvO2gcklM5RdxYwYyphb0ZI7AyRW42V7drpg6zhVSlVixBHaOcsAnDeUfwQIiyq8CIKNKu7FzlZ8FK6UJuVFwstU/148m8533Xqhy4McxVNKlX37F9UOZhcCQynwkY8rxLkwDaZkqF8czFwbBAIa6fxl6Tmn+qFqJoZ5wrmWCNIhkR9nn8O5027NzusAKf59AuJyOk7S54/8e4dU736dZ2ya06tScxi0LmfrTTK4/9B4+efYbkvFUfa+ls1fw9NWvovl70CYvTb3z5Yvf8dx1rxPJtrj4rZMZ/81k5k9eBMDkkdMZ+toInITDvMmLaNGxGdl5WcSrEiyesYzy4grabq+cscIwUm1+hcD1TCtChARLXWatsDDxV73wW3JGE6iUzySFE6urhbBndhLeeAL8FrxuhCB6S5qhc0IuGylUGLG0/CRItc9FCQTDTpnB3FDCtWuCzAJRow52Yp6PPFT+zI0KRFIJK+GdgwSRJMhLkaZybwgAWz0cgUAmvOv64dhSePclEY6b2p50Qs8aZa4KhfzW2YRLCDXp4HtIZd07rmTc99NwkqFMfcNQ/hw3faxoVoREdQLHdlmxYA3/e/BTZk+Yz7zJi5g/ZRE9++3K5JEzmPLjDKTrEstLhQo3al5Qe16aTYLWUDT1TkuvR0XUy3Te+8he7NJnR/Y4rDvD3/+ZKSNnMn3sHOLVCZbOWkHJqhIADMtg/LeTWbu8OMgtyWuUw67771R35nVa5FcolDWMb/LytZAgzNXbF2p6JS0jFQ1lmkHBRNd/K0d6JqeUoJGGSmB0/aiuwMSjlms8BUuZk5SwkajorUATioCbA3auxDEliWyJk6X22hbYeeq8ZAEk8kHGwM6BRBY4lhJImMp05mYJ1UDL1yxMoRzskfSKvr4JThpKs3JMz6wW1uBCPVwAlbAZ3DhBgEJaBBl4UXSh7ygsG0JCx3Wkykfy5yq8gUNRgP7viZpkaLtgp723Y+8je3rvFAY777s9kZhF2+1aBWMDtO7SkquevbD2345mk6A1lG2UytJKpo+dQ/e+3Yhlb6ic+59nnwF78NK0xxj9mepfEsuJ8u8RdwFw0e43BccZhhH4QoShytL/69znMKOpt8umbZowY9w89cFb5KTh0rJDM1YvL/EHSp9AoLVQ93YP6boQiaiXbS+nRUoZVPr1TT2+o9qxhOo54npaiCdsXBO1aAsRuBGkp2X4i7Y0lGkKR62pTg7qQAfPx6E0l3iexMCLAAMSBS5OQuJYnmkqDrhChRMLcB31Qm9VqeGEgcq8jytHuunXaMETjK4KtfYtUVKgqiFLiTDVQiwSjnK+ewEHhh/tFRbYbiryThioG3QzqjiHm3z5mqGf9vI7DdByCrKpKq0KjotmR0hUJYJzZ/4yl0XTl6hLOC5N2zThi/LXKS0q46P/fMWsCXMBuPrpC4jGNm1i4+bO9LGzeedfH3HQqftz0Kn7bdJraQ1lG+Wm/vdwy5H38a+zntwk49sJm9fveg+AL174Lti+U6gpki9MYjmxQJtBCJykrRZ71MLi+JFGAYKq8uqUvyRM0L+D9S5W6toEpdxdkfpdWkJFN3mtd30zlp3jNbmylJNbmsop78ZUd0VXeImCnmPcjqmx3Cxl2rKzlCYio2AXgpMlcaKSRBOJHXNxDYmT7SKzXRzh4sa8MN4sicyWyq8S9Xw1Eder3eXV9YpCspHn3PcFhaW0ECdKquy9hcr+9xIyA4e750MJqh97xS+FldLgAjy/USovJ918mP6A6xAaG/g9/G1VlVenfV+um3G8hKqyGvY+uhcnXH0Uh56xP47j8sI/3+K376dy6aPnADBz/FwWzVjKtsyLN73JmE/H89iFz27ya2mBso1SXlzp/ayjYOJfJF6d4P3HPiMSUwrwvIkLKFlTxoyf5zD01eG1jrdtlzveuYrC5qlM46y8LJXAOHlx6kBfmzENKkqrM4dZvwAJOd0D/Na4njlMBAuaepMOl5t3zNRi6+N6vg7fnUBERWf5zbIykwOl4SUwRsCJqbd2aQnlZM8GO9/BzZXKXNUoCXm2OjHHRsa8uCshcfIldiOJne0gcbHzJE62d62Yct67BiHtTAQ9VTBEYCLzo8OQMog+C+qiecUug9wTL4FT3Uj4eZOKuJOkZ9Fn1kcLf4dB7kod31ddfi6UNrv/wN4cdtYBnHLDMbTu0gIBjPt6MsdfeSRZOTEWTlnMN6+NYPrY2dx3xhMAvHL7u/zz8PtqX2cbYt9jeyME7HvMnpv8WlqgbKM88NWtXPrvc7n5zavqddxlc1fy74uf59s3flThvsDYL37lfw98RPm6uqr9GkSiFt322o6rnzyPRs3z6b7/jgy89DCQEK+M07hFyKnqLzZ1aSb+vnASozDqFiZBuKvnK5CpZMJUkUSZKo3iSw7f1u8tuipk13tjD/3X5EQFTo6KrEpkq4VeRsCNurgRiWu4Xr8SZcIjPwlIMF3MbIkRVbOxshNgKc1F5iUhKwmWROaA3dhvppUyPyG8qC8v8syNKj9MUFHA9AIITBEUpRRCKP+IDP1ueeY7L8INKxXxlaYF+uf71w8EBukBE3X9rMuJH5jJjECA5xRkc/cHV1O0bB3D3hxFVVm114BNImUqybJ9t7b0OmRXIlGLJbOWB0OuXV7MU1tIE65NwUnXHcPnlW9xy9tXb/JraR/KNkqbrq04/qqj//R5juNghp2uGdx+7IMsmbUcM2KS3yQv2N6le0d6H9GT028eyI8f/cKOvbvSvF0zytZVBAvLI5e8QGVpNSVrZrFdr87BuaVrPUFUlxlLylTPDqj95uu/aYe2STP8Ju2/aEuIWqkWHL5ZyFAJin5rXoHnF7E8QWL5jbbU78Lx/CpR72ATnJzU9d0YyBxPExAuItfBjDqYpiQZUT4GKVMLdE62g4xUUV0ZU450CVR5nn3LxSmQgTQzq73ILwFuRGDa3hyikHTBinsyUQrwNRJTpBLbYwJqQgIhcNCHfxdgeNd0PE3LlaHOLqSOE0J9N3W9AARh3H7WPJgRS5k7nXRfTHVlgs67tGfF/NUALJmzkl367MBv303lsDMPwIpauK5LNBbhwaG38c5Dn/D63crc2n6ntsz/bRFDX/6ey58YxLZKNCv6+wfVA1qgaP4w9576b378YAxXPnMhR190WJ3HNGpRwJJZy9nryF7c+s6VDB06lBcmPUKbzir65ty7Tubcu04GYOH0pVy8x80ALJq5nMqQGevDJ4ciPMHl2o6nfUDg8faFixCqnHyYsEkl/A+I5saIx+2UoAEvX0NpNy4ovwEgHakERUQVxZJ+/SyvXpYIkgyV6QojZdpyhdJIpCeMhFCJjk7E9yuAyHMQpiSW5S+gSksqzKkmhgVJMIRLYV6cvOwE60pzcBwTmWOnnNtVEaWVFDhIBG62gVBKDMJNrf1CKCEnJAjbCxcGnIjANVX5FispcGISIwmm7WXZhyoNS0MgMsJ5MUQoxFekPVe1KWS+8r+XzP2GAY6jys8LpVUKbzgpbaSU/PL1JLILsmnZqTnXPH0ezds1Ze2ydXz79ihObnsJux+yK//66hYATr3xOI668GB+GPk9Fz5wOm/cPYT+Zx1Y59+rpn7RJi/NH8J1XUZ9+DOuKxn1oeq2t3DaEq458A6ev/GNwMF+3+c38+A3t3Hr21epyrCo7Pjx30wimbD54PEvuKDH9fz0yTiatGoUVGhdtbio9kUzbO1HnXcguV7hSMMMmU0yLSdBL/Ta0V8JzwznO4GllMiomSq9YorAnyJ8c4/vX/HMX44FjiVTjmmvORTeVKQBMgZuFrhRz/dhuTg5DkRciCURubYSSNJFeNKhMLeKzk2LyI7ZZEVVkklONIkhJDnRBK2alBGNJbBiSWI5CbLy4mA66sIGuDkq3NiV0tOMVMa9SisRCM/pI71Mef8e8Rz4au5ez3u/arIXrICUqaZgjudb8YS8Gc14zuE8oEwBFNZ26vq+/Sx877sBaNQ8n/ce+4JVi4qY/esCileXYpoGLTo0Y+xnEwD49bupfPHid8E52Xmq4nSPfrvwxI/3cHRGNr1m06AFiuYPYRgGVz17Ib2P7MXZd6lS4p889RVTf5zB+498ympPIGTnZbH7IbsRC3Xbu7H/Pdxy9AM8deXLvHbXByyZtYJ3Hv6UgiZ5HDHoQBBQvLqM/Ca5avE2DPIa5xLNTg/33P+YPbjpufNp3q6xbyVRrK8Mi0/IZq9qRqVkkPDNMqFQY9crTQ+oN3IplcZheEmNGWY1J0sJD1XqRDnew8mNTszFbW4jGzmQ7ZBdmCCakyASSdKh+Ro6N15DlyZraJRdQ0EsQZe8IjrlqufZIrucgmgNTbOraZFbSdO8CrKjCUxLYhgQbVQDUe9heJqbm59qOiYNfw6+2U4Gfh/ChiqHUCUAQ/lfvIZcKoDACHxJfoa9r7U4STcUnZDx3A2lcaQ56ddn/vIxVM6P8OyPJWvKWbemPLinoL0BqjmbzxP/eImxn/9a11+A5m/iD5m8unTp8pcvdPXVV3PllVf+5XE09UuiJkFNZfwP9XI48vxDOPL8Q4LPfU/alxHvj2HHPbvSrF2T9Z5XVaZKq5QWlWEnlIbgO1L9xDbHdihfVxkkNGblxlSP+PDC7biYEZM1Xv+LNMK5J3VFEvkLnv+G7LrKl2KqsFnpuEFrXt9pL1BmIymUkMAUKX+LVG/wTkyNl5Z/EgWEEkJ2voRcB2G5RGI2VkRpJIaALMumRW4CQ0hMYZNjJSi0ajAMsLxElHY5xSy3c0i4EYSQdCgspSpZxfziprhSaQKRvDjJigjEI8G9xhtJoqUgLOUjEUKliRgJgTSlyo43Us56/ykH/n1TgK3MfdJ2PMEaen6GANtR5xsG0lG94JEOftJjmqlLuqnf6/ruMkxhfsxdXmEOFaVVVJVXIwyD7LwY1x56H9v36oRrOxw5qB8dx85h0XQVGpxdsIFeOJpNzh8SKAsXLqSwsJBGjRpt1EUWL15MSUnJRp2r2XRUllVx/s5Xs25lCXd9dOOfDivsdfBufFj0+9Ez939+M5NHTGfV0rW4n/8GqDwDKSWV5dVYUUsJGiGCUivFq8pCEVtgRS1uP/kJuu293fqdvKZBENUVeNBl6E1ZBJ8FqFLt4XG8JlIyFC0mhar2S0QEi5x0JHY2yrHtl2PxeprgFcV1TEmyiQRDIqIuVszFtNSiKgS0LyzGFNKz/ggkgsaRSppHK1ibzKVlVAUiFEZriFhVrE3m4rgGOZZDwjJISpOVFYVEIw7xuInMNXAirvKpVJuqMrAXfWZHIVLlJWDGwIyDiAIJ/xkpU58f6RZ+sgZ+50a12IvA+0LKIW8IVNKLizQMVa4lLNQzbZJBOF1oe9i/4lcghsCsmJufTWVpFdXl6iVjzq8LAPjs+e9o3aVFIFB+/PAXeh64y3r/FjWblj/slL/mmmu44447NuoiRqYtW7NZsHZ5MWuXFwMw65e5fzlOfcWC1UjXpU3XVmnb2+3Yms67duAf+9wabFu9ZB3n7HwtqxavTR0ovLpdgOtKrKjFxQ+extuPfknx6jK1kPy2iIImuex9eHe+HTJOvfiG33BF5pJIhhNYffZ9AyLtMD/cVQbZ8a4AouGkO6nyR7zyJsLTXtyYWgBdUzm83SieQVkEq6LjGEQsm6Y5VRTElI8k24zjSoGBQ6toKTmWQ6FVQ7Z3TpZIYlo2TaI1SAlVboTSZDZR06V9QQklNVGKk7kkXM/nk2cj4yoEWPoRapaaguErDIaKJJMRiZlU2qITlZj+Wi4BJ7U4KI3FAEMik26aIz7t+fmfDZGeER84oDL9KaFtnmMe/3yUubHS0279UG0cZQrr2qMjKxauYcCFhzBjzKxgyM+eHcbxVxxBi47N0Pz96CivbZgOO7Xl8ifPZ+ms5Rx/9Z8PIQ4zd+JCLtvrZqSUPDHqnjpLhfc5Zg/mTVwIqPySVQuLlEkm6PirFpImrRuzbmUJtu3y9A3/UzsNZa9ybJeyogoqSqvZ9/DuTBgxk3h1uEqiG/gBvEEBlO/ENGs5hCWo0F+vM6OfOe6/Gau2u17uiVAlUDBA2qo3iTT8GlioYo9ee13H8EKsUPeXHYtjGJL8WA0tcspRJask+VY1BWYVXWJFJKRJmZuHFC7Cc29GSRAxkiSJIgRkm0ks4WAYLknXwnGbErGgMhZnTUkBbo2l/quWyvRmJKXq4RJRxSexlR9ECCUsjWRKhuKHQPuhx0mJ6aS0DAle6ZZ0wSCl1zkz5MAX/rMPgiZEKAJMZkSHkfquwmYy//vEM5sGhwtK11UyZNmzCCE48IS9WT5vFTN+VuVW7jzxMS7412lp8xs3dCKx7Cg9+mntZVPyhwTKjBkzaNZs4yX+Xz1fs+k47rIj6mWctcuLA2dp0dJ1sDdM/Un19S4vrqRJi0YMuPAQvnzxe4pXlwbF+6S3YLXZviUrFhSBhHUrilWjpapUGfJMM9eYryalFQ8E0s1XmdtDixEQKsuuKtwKRGotM0M+FBF6OwaVZyKUIx7P8e5aXkVgy5+qhAIXslwQkkjEJhJRb9+tc8tpmVVGVNg0MitoHlVFuLJFguaRarqIIiSQdHJwgR2zVuEaCebEWxEngkSQY8RxTINqEcUQXomamE2zxhUUWzES8VykNEjmSiKlhtI8ssFJguWqe1D3JpCGH5qWejwSz3dkobQn4eJ6x2MKpNd60nDUcxFSZAQ2GKj+khnfQ9i3IkmZxTLLtLiuZ0pb758ba5at47mb3+bUawbw6XPDOObS/syeMB/Hdlk0bQmv3P4OR96m6laN+Ww8gwc+BMATo+9j5312WP/Amr/EHxIoO+6441+6yF89X7P5s9eRPbnmvxfh2C5L56zgqJwzMCKCC18/iRsOu4c1i9exXc9OvDj5YT7777e8fPt7BG1fgZWeMPEXn5pQIcDUopThO0mzu7uAFwtbR08O9XLsgqH+5NVo6k1dFZz01jVHQsQTOoTWPm8416uppSr5qh1OLCRMkCQLbYiAFU2Sm50kK+Zg4LJdozVkGUkKrDgAOZbt3Y4gz0oQM1yi2CQxMYTKiTGEJGLY9MheTJUTYa2bR4mbR2OjGidh0CGnmIVVTRECbFdQkGuwNp5EJiJKdSoXKl0fVE6N6TnnXe/mTGVpMv179PJrkBISwrPYCQxf8PiKn/TzUgTSddJdJdKt5WQPvgsncG6ltofNXfhfs/C0SuWbCc4PhhJ8/OTXDH3xB2oq45gRk5enPsq7j3zK0Je/Z/n8Vd7f1ao0k7uxvpBlTb2gTV6aekEIwVEXqAiwC7pfh510iHpVg1cuXEOy2mbqT7OY+9tCTrn+GH78ZBxzfl0YOMyDtSdDEzEiJq5vGsns+pc+AfUDAtNMEBQfHCsCs4y0DC/SS5nSkHhlRryF0h834vkhkLie6SjVC8U71cuUB4kTc8GLmDaE8DQTJRQE4GIEt+i4AmE6FBjVRIVKa88xEjQyErjEmQ3kiDiGSOJiEDElLc0Ksh2b5XYTss0EuZZJxPDyWGJxSqtjuLanOglJMt9FlAoMR6i+9H6wVlxpIZheH/uk95y8aC4pBIYnWIx46jFL13cNZQh5w/vuXPWcJW6tKOJaCY2hcO6U5uJprr4d1D82eGkglRcD1FTFg++9WbumXP3Mheyy7448ftnzACycsYwDjtubB4fdQTQrwk576a6Nm5K/JFDWrFnD9OnTWb58Oclkss5jzj777L9yCc1mTGVZFU7SSQs5Xj5vJe22b40VsTju8v4kqKBL947MmbCArj068sA5z2BGTKorlbO138n78OsP0ylfp4pVBquQ69KoVSOiuVFWL17nbZMqnNWnDm1FrTO+ADK9XTKosutHg4mQkAmiifye6b7fxdsuUGYiGVU/HU8Rcj2zEEIGPh43x3sDd8B2lNpTGKuiWXY1NgZNzQoKzCpyzRoaWTUUGpXkGXEsXCzhEhEuMeG1DQY6WDWUiQRlbgzf7R0TSfKNSqrcRsQMm3Y5JVTaMSrsGLZjIiwXaQNJA2EK3IjETAqE7a3NEaUQWCGlIK3Wr+/r8ISLY0hMG6+HvIHEK2cfetYy8JugtApbqiABO3SR4KmGtJc6NJn1tnf2jhdSktckl8qSKlq2b8KKeatxHIcJ305hn6N6ceBJ+7Bo5hIA9jysOwC7H7Lb+sfU1BsbJVCqq6u54ooreOONN7Btu85jpJQIIf4WgfL000/z8MMPs3LlSnr06MGTTz7JXnvttcmvuy2zevEaLtztOuLVcR4dfje79FFmzSevfJkJ30wmmhWh3Q5tmF80m8e+v4NIJMI3b4zk0YteAFCl0YFEdYJ4ZchXEkqAK1lTDmtDC53hRTKlRRBl+E/S+puHSGsJLFP/75+OJzy8Bc71qwF726Uf1eXNA0HQrteyISm9zHnflBRxycuJE7Egy0wtqu2ySzCFpNCsIdeIk5QmjYwasoSNjUGE0Js5YApBI0MSFTVEHIe1bi5CuOSJaqqMKMWyBTlmEqSgPBFDYpCVk8C2IVkRQ9rgRAwsN+XoBy+YICoQCa/DowDDlQj/P2e/BBeocv5ezokSSAbYrnqc4ZBsxwkKbQJBxF5g2vQfeNhnkulD8daN4MUgtC+SFcFO2EhHUr5W1YArWVOmTnMk953xBJ+ue4VoVpRz7jyZL7/8EiuijTB/Jxv1tK+88kpefvllunfvzoknnkjr1q2xrIb54t59912uvfZannvuOfbee28ef/xxDj/8cGbNmkWLFi0aZE7bAsvnrQp6VsyfvCgQKJ137cCEbyaTqEly6zEPcP4rJwTn7Hdcb8YPm8LM8fNYs3QdbXdoxWgvL0WF4IpaJi9lukrZl3wnPt7b8gbJFDhh05efde2ZrDABx8uQ97cBJFUWvBTeAmkqc1BmxRcpJE62l5PhCETMJhZVq/O66mwaxaoosKqJuya5hkpgVFOxyRI2ESHJFurNPw8DRyjtKopBTJgY0qXScGhllLPGyaWUPPKNOALXS3CU5EZqyM+KU1aVhWGYWNkOtkqWIZkPsTKCJEfpRYIREUqbEARdKWXcVRYsC7BD1j3f/REuj+8LC9v/PqSq/0VIYPjP3yBVO9//Lpx0DaZVx2asXFiEEIJO3dqwYGqql8m+R/Vk5JBf0o6vrohT2CKf0lWlRGMR0to2AxUllTRu3qiOPw7NpmCjpMCQIUPYc889GTNmzAYrz/4dPPbYY1x44YUMGjQIgOeee44vvviCl19+mX/+858NOretme4H7syFD55JRUkl/c85MNh+4rUD+PbNHylZXYrhFW28dK+buezRc9ll/53Y/ZBdGDnkZ6SUrF4SykEJLf75TXKJ5WZR5HdkBK/qb6bfJGNS4WQ6I6SpmN5Cl6oSpX73P/pNpKSK9HUc77yoIMhJMYEInmBSpxtJZZpyowLhgnD8wiaAKamsiZETi9O6oJzGkWos4VDpxGhlrEXgqogtkSQS5KtICg2LqFCJiwCWUOa5fNPEkg5FjouLQbaIE8eidaSY5ckmZJk25cmYJ2A8f5Lh+TQ8IezEJJYj1DYj9Cic0O9+CLCftGlKRAJcUyAcz6zlV5vM8K0H34lUocqZ4cVp31Md31vLjs1o1DyfXfbuyoqFRXTYoRULpi7FsExu/O/5jPt6UnBK513bs3jGUlxHUrq6HBBUlFRRUVJJXqPc4LgzOl/GLvvuyCWPnE3XHp3qno+m3tgogeI4Dv369WtwYZJIJJgwYQI333xzsM0wDA499FDGjBnTgDPb+jEMg5NvOK7W9jfu+oCS1aUA2Am1Uq2Yv5qXbn2HJXNWUlOZ8vAmqhMgBIXN8unetxvTxsxBGIKmbRpz8X2nctMJj6k6UQivRMj6tBfSt4WrDws84ZLyiwQ/TcMTIF6yohDBWmlIsF2JzDJSC7AfSOYoE5iQeD1OlA/CjBvYOcpkZQC2LRBZrvdSLim0ahACimUhbUR5MD1fBmYLg5hhEMHCELX/07SEwEBg4ZBnJsiVCeIySsQoYlplG8qSWVgWNM6rprw6SmVpNsIWEBG4UiKTqrqwWaOEoevJBFN4Ilaq6K3UI3aVEJEgTAPXdDESEr+zvBQEiYa+0pdWjVgI9V2E/SiGWTv/xGPVoiJWLSqirKicZfNWMW3sHI4a1Jc1i4v416DniEQtDFPgJB0WTFtCq47NKSsqo8qrUt2ifdOgeGiYid9P45q+gxmy5iUiUW0C25Rs1NPt3bs3c+bMqe+5/GmKiopwHIeWLVumbW/ZsiUzZ86s85x4PE48nlrUysqUDTaZTNYZWOBvW1/QgSZFyZoyvnlzOJFsi2hWNEgOjGRZ7Np3RxbOWkYkO/Qn5wmDoy7ox3EXH8b8qYu589QnKS+p5KFLX6BxywJKiyoATzvxNQPLVDkvfodACExaVsTC9t0QfgVhywzeyKUAGbHUtb18E9MUquKw8PrGR5VAMiPqszREYKlxTLAiQkXiWsqxbUvP5GWCKYWqHe9Y5OUkaBJzycEinsgB01aVg40ayhOFFBhVFJg2VXYOjQ0XQxgkpIEQEWwnpubg5CAQJHGpdh0SriDqGlTJmHrRd6JEpEVTI8EaN0JUmkQEVNkRYpbh1Y0BImotjxgCI+blowAYYEkB2VL1S/F8RaatNDMzIoM4CGFYiIhEJL0H7KgotUBrcVyEY6hB/R4pUqpqxo4TaEBpAj+Z0d5ZwpoVxUSyLAzTYNhbowBJJEv93fQ+cjcmfDMFgLUr19Fxh9YsmrkcwxDssv8OJBIJDMMI/nvttGs7Fk5dSn7zfBzXgeQGHP4aoPaa92fWPiE3GFJRN2PGjOHQQw/l3XffZcCAAX/29Hpj+fLltG3bltGjR7PvvvsG22+88UZGjBjBzz//XOucO++8k7vuuqvW9rfffpucnNpvNxqNRrMtU1VVxemnn05paSkFBQUbPHajBArATz/9xLHHHsvuu+9Ojx496ryQEILbb799Y4b/QyQSCXJycvjggw8YOHBgsP2cc86hpKSETz75pNY5dWko7du3p6ioqM57SCaTDBs2jMMOO4xIJFJrvyadlQtXc8keNwFw9EWH0PaAJqweV07PvruS1ziHaaPnMHzIWBZOXxacE4lEsP3ktbAZ1bO95DXOpbKsBjMiOPD4vWjXtRWvP/I5aU4U04/iEupVPBR9JL0KwlKg/CWGEepbEklVzzWUK9nOMb1GW6pQpDS9XvARoWp2GWBHhfKpoF68E7ngZLm4+RIiEoRLXqMqsrNsTGHTrclqLMPFxKFX3mKyRZJmZhkFZgKBS2vLVT5yBPlGDMfJ4vuJgzmk591YZpxSWY0LlDiQQLDGzmGdk4sEVicLKHezmFPRipJkFhWJKEuLGiNdgUyaSnsoM7HKIZLwmle5YFV41WE8U5VZ5Zm3khBJSJUJD5BwsOJeXonjgi0x/GXDcb1ikCj/i+v97siU+UtK8N9yfT+X38kx7XeCByrdUJiZ7ZCVG6X3obvx48fjkW7KhJaTn8Uhp+7LZ899C8Dg966lZ7+dg/9uX77gQ5LVNre/ey179u/+x/+Qt2Ey17yysjKaNWv2hwTKRpm81q5dy80330xxcTHfffcd3333XZ3HbWqBEo1G2WOPPfjuu+8CgeK6Lt999x2XX355nefEYjFisVit7ZFIZIMC4/f2axTtt2/LoLtOY9a4ORx9wWFMnDWBj5/8hvcf+hLDVEl9Tdo1IVmdCjc/7uLD+Omz31i5cA05jWJYUYt4dZJ4tQonLl5VxmnXHc33Q8bx9Zueb8wMhxqh/pKDiC7PKeELGUNVwSViqkgtLxHQNQVSOl67XyMlUExwIwbYABLHAdtvlVuj1ucEEum30gXshMSJogSjKSEmiVdkUWhV0DgnwdJENo0j1eRbCcoxKJNZNDHW4ppJojiYplfWHzAMN3Duu0YFtlFDVDpUS5ekoZ5hzHSIy2xAIM0kSRmlXBqYVgJcQY10cR0TDAeqBaY0SeZI7IRU1YZtZYUKBIotifjrtOPiOCAc5TMRCTfoPyMcCUkHwzeZ+QLFBRzP/OXKIHxYuJ7A8CsQu57x0Bc2jpMWGuy3E05rAywlyZoqhr+nGrw1aVXI2mUqN+mSp8+gy24d+e6Nn8hrnMuYTybwv399zJVPngdAfqN81lUWU7yiRP/3+yfx17w/89w2SqBcccUVjBo1iqOOOopTTz21QcOGr732Ws455xz23HNP9tprLx5//HEqKyuDqC/N30/fE/bm3Yc+ZtLI6ZzxdKropFKGBeuWFasNhmDnfbdn7cpSEjUJMAyqyqrTQ3yFQAiDIc8OI5kI5Wg4bro2E0a6YFre6hzqOOgtnuDHeQmv26JEWkZKPNnSK7DoLXIIDFvV7PKd16ZEhRQ7kIwqJ71RLRBRgYyllP7yyhgt8yuIGS7ZloMhJDYmppDMSbamp7EIabgk/KAyoEomSXpxy3EcDOkQR2kwJhIpDIxQ7K4hXBKuEZxTlbCwTIek4/03aSv/kEh69clsJUikBa6tZA42wfMRBkhDYiRqRwlLlJ9IoJ6nKqQpEOHM9nDeSThsmNTn7Pwsqkur0nNQ/MMkhHvNg8o/siIWieoE2/XoxIOf30jLDs2CXunvLX2OaaNncU0/Zc5+95FP2em4dtRU1JCM23z+32FBJQfNpmOjpMDQoUPp168fn3/+eX3P509zyimnsGbNGu644w5WrlxJz549GTp0aC1H/aagbF05uQU5mJk9zbdRxn8ziU+f+ZouPTpSWlQeOOAfGz6Y376ZSl7jXF687V3V0wLIbZzLzHHzmf7zPK/woF8yRBCJWjRr15SVi1TnwmS1nUqgg4xERdJzTvx9wVrmCxXXs3Opviu46hzhlX6RAqQhvLd2iesqc5dhCHDAtWVQ5yuIQnbUwmx6DbFkpYEtBTLPgSyXWMxmVXkuVoFNMiIQwkJIsAwVvbbcaURLUU7STpBjOOQISSMzVf3dRmJ5NyIERJDUSLXqWtisc/KokVHWJvNCUbwGsSwHO+kgbRNhqz7zhq2KWAoLTK+iMKb36CJAQpXeNxMq2ktaKtFRmgLX0xwCh7wQIF1PwHraiP9cfGHjB1I4vhRPCYgaP5k1Q9DUCkP2v15HkrDVOT9/9RvrVqzjqVF3px2zdM6K4PcmrRoBMPCKI3jn/k9wHUllaVWdUWCa+mOjBIqUkj33/Gu9M+qTyy+/fL0mrk3F0Fd+4NHzn6FL9448M/7BbV6ozPl1Pvee+m8qS6uZN3kR/3fFkUEVhS67dmDHXl1ZNGMpZiQlNCpLqlIDZCQpJhM2KxauUYtSXQX9wsIkMz8lPJa/8PvVgqVqAyyFr5FIlW/hSK+fvHrrdpMuImKofa5ngPIWcoTAjIMTVQLGdFTRSFACyUwK7Er1+h63YhjZsC6eh4NJzLRpFi2jtVGGAJKuwQq7kGZmORFqKJUS25bkheZvS0mNVPNMAkvtRsRlhKS0SEiLhGOyNpFPxHCoSEQpq8mipkZNSNogDBejxlQamaEEoEyqsQ1bmbtwVVtg0y/2hVfuXqhoONexMW1JqGelF1IsvdBhT9g7bkiAyIwQ4dT3FPhIvO9PGCDtkJaDTB3umc8CTRMo8vr4+Lxx7xDeuHtI8Lm0qIwW5NGifXPi1QnmTVrIz1/+xsGn7Ydm07FRna/2228/Jk2a9PsHbsVM/XEGAAumLAoyxrdlHjr3GSq9fID9/28vLn3sHC55NL3szv1nPEnF2nKiWRGOPK9f+gCZ5Th8wn+hmeXqM7PqoU5BI6UMBIr/u/82L723aOFKhOMipUpOFEJpJcJzuQjXc73Y3nVDbdwNB4xqvy+Kl9wYlSAN3AoLQ0ikK0jYBjWOxcLKphTZ+RTZecEtFbu53m0LKjEo8xbiKikpl1AjBavsGOvsLBJEVIqHcIkKm7mVzYN6lXHHJB6P4NgW2CZGdQQwlLnOc7gbnqImHCUUTNvbJrwcG0NpBNJ/XlJ6Je+94pmASDqpxEXhHee4Id+IG6oS7D+zkMBIiwWSqgKCYaTb1vzvWvoamgi2Fa8uY9jbo4IRpo+ZnTb2D+/+BMDSOcvp0K0dnXZtT6+DdS+UTc1GCZRHHnmEcePG8dRTT9X3fLYYzhp8EkcMOojrX76M/MZ5v3/CVs6Oe3UF4IAT9ubSR89J2/fmvR9y23EPBYu6nUhy0En7BPtjubHaJqygFMsfnEBwnEgJJ+k7BUTGAlYbIaWX7e5ZZhyZfmlvwbYcMOLq7d1IgBn36l+5KlnQqlQLcjheIJ60qEjEqLJjmAass/NYUV3AumQOa5L52K4g7pqssAtwJdhSUOkq40GZa1LmmMxMtmCl24gima98Kq5JiZPNqkQB5U5O8AjK41HvhV6my2Xvhd/whWSSIIrLi41LOdpNT5MxRPBMhNfBEkkqKit49uHnTapIJKS/APifw9traTGh47wxC5oX1DZvAh88/iWndLiM1+56n388dg7b9eyEYRpEsyPB38Ovwybz0tRHeWHSIzRu2aiOb15Tn2yUyeuhhx6ie/fuXHXVVfznP/+he/fu6w0bfumll/7yJDdHWnZsznUv/aOhp7HZcN0Ll3DGrSfQ0mu9unLham4ZcD/H3XcQHzz+Bclqm136qMZGruOSnZcVnGtZFq4LdtIJLTh4FWy9lTxc52tDWon/2d/ml7H3s9wFqgKu5TntHVU00au6DobymbgSDCmRcZCWhKiK+pJRgrpWDmAgEAmwLc865Agol8QNAVkSchz81TW8Ble7UbKxWZhoyRq7gBZWCbGIw2K7CY4E184mC5gWb4U04+SIJEKAKw1W2/ksiTcjQQQpodo2iRiShGtSXJGHxFD9VGxVm8usNDDskHD2NC4BYKgiMKYnaCRKsOIqzSXQULzSMsJx1e+GkdI6ZGosP5rL7+CYCgf2DgoVj0wTLqGxgol6P7LzszjijP2YMX4+pUWlLJq2DKRk4RRVUfjtf33KmbedwDO/3A8oc+nVfVV06em3Hl/3H6xmk7BRAuXVV18Nfp87dy5z586t87itWaBo0hFC0LpzqhjnhGGTWbVYOdTbdG3Jirmr6X92X/oc15tWHZvRokMz9h/Ym1Efj6OyvDq9Tpe5AcV5fUIlmEidk0tfvLxwJj/KC9O3yviLnWcG8zwGjlT/ZwjUIh3xSrQYBE5p4QpEXJ3qGhCtNHATYCclyZiDK02kozouWsKhRaw8mF7cjVDi5pPt2OSaccqdGKYbJQtYnSwkJitZKwUxw2FpvDHVbgxQNb3WxrMBSZVtUVodTVkNbaGiuyRE4l5QQlJpVUKmyq743RsDv4frOexdgXBdr4uxoWp6xb08FVDhvWFhEkhLoV4EwuZL1wsNNjzJ7l9rA19xmJrKOO89/hVSunVrM8DHTw3lhKuOAiAStWi7fSsAvnz+O/oM6L3B62nqj40SKAsWLKjveWi2Mg44fm9++fo3AC568AxuHfAQT/zjJZ4ccy/jh03h3jOeokuPjurgzKrAAesRHuEikH7yW2a0kE+aZhNsTL0J+8561Bu40oxcz+yjHOEqLkC1CzYccCxV/BBXCRNXePkc3uXNuEBaap+ZsHBKwLYEVqFLPCKIE6EsEaPKjtAyq4IcK4GUghV2Y5IJkyo3QhuziiaohlzlbhY1MgKuoMqNsjqh+s+srMzDxcSVsLI4n2RCOeKdhAFeZFe0xGvolYCgwLELZgIQEuGIoOuW8CsRS5W4KMOJicFjU89IOBkNtNzUcekCZgPUqWnKtOvhSkpXl4U0nfDxqCZpUvLuw5+y74A9aNO1JVJKls1ZyS50YsWCVb8/D029sVECpWPHjvU9D81WRkHTfG7739V8+eWXVFfUoHLZJFf3HUzTtk0AWDhdlSY3TcEF95/K8ze/o05W3uD0isEbNHOFHfUZx/s5EUGLYF+IeELFIUhOlN5mIcFwJMqNIVVSpD8uanE2IkqDcQyQ2UrQuIDww3BtkFlqPKPaxM12idsWIgmuI5hX0hyQLDKbkB9LkBupplmsivxoAlfCbxVN6QyU21GqsVgZL6TCjmEgiUW8xEwMqhMREraB45r4ElMgkElBpNzAcEMC039ctsSQSiCace93X6twPD8LItWZESCpbtCPFEvDEzyp6sIhk5bjKg2HkJPeR0pOvvJwRn4ygZUL11ALX8AIAYaB8IRHxkGYpqBkdRmPXvhfHv3+Dh698DkWTF0M7MPNb11Ze1zNJmOjnPIazR/h7Qc+AmDJzOVc/+LFNG3TmGTCprq8mkPP2J82XVSukGO7TPOjdMIO3jrecvc9qpfKV0nbHzquDsGTZk4LTgmd43oZ3TLDee94/oSkZ2pxlDAyhOeslp5W4/kMDC85UFrKwR0pR2kBCIxqA+kY1FRHSSZNbFuQSFpgGJQnsyiqyWd+RXNmljRndU0BSakS9uZWtWJWRSvWJvKJu1Fq3AiViQhz1zZhRXEB6ypyqajJxhDKMeImgVJBZJ0KE/ZvKWic5XgmLf/xhASlb+STnpYg/X3hPBMh0qo8S7/ooxBBDEQQoZX2/YmU3A9Fa/U9dg/uefsyTCtU5NP/fvzs+hBmxKTtdurvxrBMzrnzRHbeV/nm2u/UBoCpo2YFx69dXszAxudwy1H34boZAm0DVJRUcs8pj/HwoKeJV8d//wQN8BdbAE+cOJFJkyattwXwpi69oml4/P/YYtm1y9l899aPnNDjUH54ZxQvTnqMSFaEj54cysB/HE4kFmHlojUsnbsSgNGf/apO8jWT9QgUlZxYh1kL1JuwHxkWHicjzNjPRfGFjd9d1HBcpDSQUbWwGl5Ze8NRtbyEEGBLLzdSKD+CJbCqwY5IiKk2u/iPQgqMGnCzvc9lJrLAQWJQXRkjmpPEcb18Te+WypNZmAbkCTeY8pqqXCqTMRrFqolZNiur86moyUIGwc+CZFUEuS6KlVDl9lNZNqgqwnYqOk14kXDCVgLTSHpHShCuVBFgUglZEWRYyqBMirCVNiOlX69rff6ssAlLPXvpL+qeqfKhy15hyZyVSMe/35R2k5UbVe0OQn8LXXt05D8/3MHMcfOIZkXoslsHTrzmaJbMXE6nXdsDcOMr/2Do6z8A8NPHv1BZWsW4oRMpXlVK09aN655rBiPfH8PI91WZn/0G7kWf47Qf5o+wUQJl9erVnH766fzwg/rS1ldfUguUrZsls5ZxWe9/IoTg6fEP0m771sG+Ob/Op7RItQaoqojz1v0f8vYDnxCJWhSvLuX5f/4PQIWjuiF7vZH5poonHNS2MV9NwopFsMNJcH4kVziUC+88KYK+8BKCcdRntRimMulDpjH/2v6wruc7EMpUZLgy1cgKMB2QSYkrBKYEqdI/VKa9Da4hwDGRCdMrSmljC5d15flIKYhmJ8jPr8F2DMprophODAyYVdSUpKna7ZbEs6FGUFUWwYiq+dg1Fm7CRMa9YiyuJ9RciZEUWFXe3CQqgdEXoI4SNEYyZSjDlap2l+evkIbAsFU2vGG7SiNzvRv2o+/850Ydv6fUwZBfRKQVg1w8e2V6fkpI4MRrUi+p0nXBdVk8fSlXH3Q32/fsyGfPDeOgU/vwz1cvo6vvjwN23ncHtt+zM19++SXHXtqfpTOXs+v+3f6wMAHo3m8XGrcsJJodZae9t/vD523rbJRAueyyy/j+++83i1pemoZj7m8LlX8EmDdxYZpAmTZ6Fsm4srOUrinlk6e/JhlPkownef6fb6fMJN6baX7jXBLxJPGqBKZl4PitfsGLGiL4fPaNA/jgv99SttbLtPcER1A1OMPBH5hqgrR5dY4QhsrXsF2IGoFpTHrCwy9iJVBOdyXzVEa9etsm3VHsCSoDVJ2viFrglRNbYiJw8r0xXAunzIRslQySKI+ytjLqaVkuhQVqMa2syMaNJohEHFxbkKi2sGuiUAEiKZBRNUfDNjCqQSQkVlJ5TKSb0nwEIKTASMqgWZkkZfJKCQulwQVPS/pO9ox7xddYSJnD/HI2YUukIVTYm/STXrzvKNO86H+P4Y+eySucVV9TGWfmuHmsXa6KQ/723VQ2RMed2/PY8Ls3eExdtNu+Ne+tePFPn7ets1FS4Ouvv+aggw7aLGp5aRqO/f5vL0689hgMQ9DnuPRSPIeddSALpqs8gVh2lA7d2lKyegYIQX7jHMrXVdLr4F1YPHMFTVo14pTrB3DfOc+CUB35/u+y/nz8/PeqVLkQ7HHILkz4QTVNe/ke5ZtJKw7pL0auG6rllWHuyjwWT+OQUi1eXnViI+niWko0SEeqiC9HYnjlSVSauvKNyCDajEBTEr7QckDUgIh4UWKuWriTeXg97AHUWCRMiEm1PW4QX50NrUFKQaI6SqLYL/QoVd0tzxch4qi+71JgJcCsEWpcyxMQLirc13eye/cvpAiqBAtXBlFqSGXSE7b0ytKrHb6QCTSMpBMIoPRn+3t/NRn4z88PQRYGLdo1YYdeHZjw7VRVLDREq87NySvM4cybBzLi/bEccsb+wb61K4pZtWgN3fbenrFfTAABNZU1RBrpKsN/FxslUCKRCHvssUd9z0WzhRGNRbj4kbPr3JdbmEMsS/2HHK9OMHnEdLbfowtzfl1IeXElT4+9l649OrF2eTGzf13AbgfsSNM2jVm7ooTcwhw+f/H7lJMXyW/DZ3gLdrhOV0hghD+nmbxkyknsb4PA9KPemNWbuJSoopEQOJAN28XxBJcIuwskyn0tVQSY6UocU3h1wQiCyQTK/6LMbqrwIhVgxySmbSCkCUh1jC1xoy5GMqUtieKIl57vXdsWgV9D2mC4gkiJv0219xUSZFKZtJCej8SXGK4XxeUJNyFDJeylRCQ9Vcx2MZNuqkql9DTF4N4zqCsSD1J5I2mCJzBApgjtX710HYedtg8/fjQ++D5zC3PY/aCdue3NK4JT9h2QWoMqy6o4f9drqSypYs/DezBpxFQufvsUhjz+BefeeWrteWk2CRslUA444AAmTpxYz1PRbG3MGj+ftgeqEOHGLQvZ64hezPl1IXmFubTboQ1L56zgkj1vwU46tOzQjKKla0EI2nZpzuxfFxK0+JXgxG2Eaao3WV9ohMOKw/haSvC7mTrOC6NNq8kehBC7qi8KasGVnlQQvmATyh8iLYlw/c7qrupHj8CMS2SWZ+byhjVckNVe6fuoWsCjlQJhi+AzCMykEjxG0ggadwEIW2A4JiKp/B6up50IF8wK4flvvOt55eaVeQsl2LyIZ8ORofuUqaKQvrnQVq19DU8AmIFpzMNQWhrxcPCNTPU+qet7WJ9vRVBnBJcMxnR584FPg61CulSWVvHjx+NZtbiIvMKcWlWDEzVJqj1tZvzQiUGl69adN33VcU2KjRIoDzzwAPvttx9PPfXU317lV7PlcNkT5zJj8VRuffsq9jy0B5FYhD0O242s3Cy+fPF7FkxdjJ1QddT9rPqmbRuzZqmyj6clMOK/IXtvt3WVYhHBcpqaRGCOctOP8/wGUsp0zccTRsJV+6TfF8UlUDuMODgxqS6d5mhQmejS9PwTEcAQmDaYNrgJcGPqcKsanKTnbxFgRyVGhZqbtMDwG7l7fhCzRgQajlHtXc8UBM3uUT/9Rdkv5ihsieGZvJCqC6NIKMtaoL24yhFv+J0Y/UKRMvQdSAmJVBMw/3qB/6QufL9VpvDw81EyBIowRJr/3nfQ+59zC7I5u9u1xLIi3PPR9RQ0yaOzF9nVuEUh//r6NuZPXsj4byYzZbQq3nrw6fuzLbFuZTFWxKKgaX6DXH+jBEq3bt348ccfOeCAA7bZWl6a36fzrh2YsXgqvQ/vGXR923W/nbj+0HuYPHIGzdo2CcJ2/WWqvLiC5h2aU+xnR9dh0mrZoRlGxGLF4qLUYuoLmMxkyPWGH6MWa+8NPgha8sJhVUgxmAjchIuMKMHlevJL2kozMaVAJsCN+oYcVVkYoRZux5YI33Hul2cxQ+YzZfEiUul7/9XnqKXu26z2MtxNoc5L4iUiKmXLrFQmLD+SDSRWQgQmLDPuhRBLFQ4spHcNR6o8m6DkSoY5yxBI20XYjhJGCTs9ac11PUHknRTywdR+3jLtR524MiXEMg70/0YqS1UQRrwqwT+PuB/Hdrjvs5vofXgPAHodvCu9Dt6VE64eQDweZ+jQoRu44NbH9LGzubbv7ZgRi/9OfCQtSObvYqNLrwwcOJCSkhJKSkp0LS/NnyK/iarO3LRNYwqbFzB/8iIatyygeFUZiZoky2YvJ5IdVdG6fkkP33mOJDs3xqplxZ6pJaSluJJQXGtqe0hApIW4+2HChpEKC3ZAOg4yaippAyBURBgoU5jrmb5c01vFfYHo+qu8dxrK307Cs7R5+SnBDGwCAeIv5L6c8V0e0QqBSBJk8gcJlIA0VUiwLwiw/T7wXg5JgsDfYiRk4EsStlQmMJmajEAgDZV3EhSIhKCbchqeFiMCgQ2sL2lQZvz0v5dwGLHf7tcX5hnjSSlp0qoRQqhowF322Z7PnxsGqDfyujAy+utsCyyZuQzHdnHsBCsXrN5yBMoVV1zBvHnzuPTSSznttNN02PA2SGVpJbcf9xA1lTXc/fGNNGvb9A+f+8/XLmPKqJl022s7XFcy4+c57LTXdnzzxo+M+2YSE0fMoMMOrbnl9cu4vO9d1FQlUqualCycuVz9Hsq49vepTEHf9yJTWou36AtPuATrW1AZxCtXb4lgoQxyY1TGn6rfhUD45ihbKq3BBUN6iZKOxDVUQqQrQMZQ57ioHiOeZBCOcpU4SVJCxcIzrXm1tlA/bfxcFlKaFBCt8QxchggSEk3PDGXEvbd9L2cm8Id4yYwipZIRRKg5yuwlIdBYJCBs2xMiMqgW7D9H3+eRRlho+4Uh/edYl4EsvDuj+KNfsLO8uILP175EZVkVv303le17dsKxHQ4944Da422jHHz6/hQtW0d2bha7H7pbg8xho6TAyJEjOeaYY3j66afrez6aLYRJI6YzZeR0AMZ8Op5jLj38D58by46SV5jDmM/GU1OdpMtu7SlokseJVx3JwH8cxoyf57JudRk3Hf2QypQO+0vCb551RRWB5y/xfg+/6LhKeviZ8cHSFYythJMAFeKL6uxoGALpeD4XFxzhKD+L1y9EhuYiPI1KWl6lYkeoMFypTFdSgGulfC6pN31vrfYbX3mOecNVwsRwQ7kwERX2iwumr5D53SRRvwvUoq+c86GMd4l3EwT7kMr0pTo3+qYvqUKDbccrS+PNOSy8k3ZtbcN/zmE8Iad+z/Cf1GmOTG3LK8ymoriS7Xt1BuC+0//D+G8ms8OeXXhq9L21Tl00YyljP5vAgafuU2vf1k4kGuGMW09o0DlslECJxWLssMMO9T0XzRZEj3670PPgXamuqGHfP1mWYvWSIq7ueweul7xoWgbvLH6GJbNWMHLIzwy8/HAevvhF1q4ornvB8n8P556YZt0Cxs8vgeAFOe0og9DihmdWU/4OKSXSkKn4X0/YmEmQERBxF9cQiKjwOg6qkQ0XZI3yCbjZMuXg8DpF4gSuEwyJF03ml0BREWH4WpAjMT1NBK93vawBTBk0yPI1MRH3BIz/iLwQYULyFUc1BAvyTpAq2RGlDXj1lQMfTKDZBOYxtSH2/+3dd5wT1drA8d8km21sZ+kgvfdmAaSjgA0VGxZQxAYW5FW56hW7oFwFsYsC4lX0qogFRURQURER6b0unWWB7SXJnPePKZlkV2pwd+H5fj5e2GQyOZnlzpNzznOeE+OhKMdvLjoMnCt0DsXl1tBLKAoZukmXFeQ1twvdcY5IM/V8u1lItMhcPW8tqP199l98/dZcLhvel/Z9WvFwv2fYn3aAv+av4Lw7WiH+WScUUPr06cOvv/4a7raIcqRCQiwvfD/mmI7duWEPzw9+jdzMXK59aAAVqyebw0nGHT4yOhK/T+f/LngGpSuW/rCa8y/vyKcvfxs0f5JaI5mMvdZkPfYNvFj6cNAe9I4hGZfLvJGZw2QusCc8zMV+9l4dEUYQcCmMCXgNMCfmlTVFg7H+RBUoNI+G36PZActIO9Zw5RqpxLg0o2eCZmRSmT0Ye1zJcc91+bGDiKsgEAyU3xi+cnlBt4pO6lbbA20CwFpPYjXIqsulGwHPznqzeg9msNSs34s13wKBoS3zcuLzU1jkDfxs8euBa22PhjkCjPUloIT5Fk3TUD4fbo/bKOKoFMlVk7hmZD++mvwD9ZrX4sG+z9JvaA82LdvGzg17WPLdcl4ePpn9aQdIW7ebqesmkFwlkf1pB0iukljsPcSpd8JbAO/Zs4cHHniAgoKCcLdJnIBvp8ynf/R1jL3x5dJuSjHfvPsDm/7ayp4t+5lwx1tMeXQGSinikivw3OzRvLl0HD6v356z0FwaQ5+8irgkc62BppFYOYH+g7tibcwbskFvcO/EWf4jdGth50t0zL3PzXPa35z1wJ7ouh4okmg971fgM256GubEdaE5bKQHtt7VdEWEOdSl+RVur5ma68MearIn4/XAz26vkWYMRgCxMrJcvkBvwm3NjWAOkVlDWMo41s5ktuZMfMbn1czKykZhSMdQmK6jmfW6jCkjZZae1wJDiGYCgubMpnNSjkChMDPBQup06Tp1mlWnXfemwT0Un/GBfWZqMprGob2HSd95kMl/jmXhzMUs/3Et/3txNnlZ+Shdse6PzbTpbuwT36aH8efz349h/A+PM+LVW0v8nYtT64R6KDfccAOJiYm8+OKLvPXWWzRs2PBv04bnzZt30o0UR/fjR7/gLfIx/8OFPDhtRJnKcul8WQe+efsHCnIL6XBBG2o2rsaWlWl0uKA1zTs1JjrWSH+6Z9LNzHxtDmnrdzOkxf8RmxBDTmY+aBqZB3J477lZxgx66LCVc7GjRZmTC1ZdLsc38eA1EeZjmisw2Q72jR6/CuyTUuQ31pW4XSg/xqp4c35EA5TXaIfuUmhuY92I7jKHcgqVUWklxvzW7zXjhzsQlAB0lwr6HK4i8JjDVuhmpWMPdtBQmjkRb31knwqsxPEre9MsawMszavsQIhPN4OgFUyN82iY8ydgVwe251VCh6+sxynh2oambZt/blu9i72x5v4nuiqeeeew8Is/iY4xerAA3kIvtzx9LQf3HuKyuy5gZFejl7zhzy0AxMbH0Lp78xKrn4tT74QCyoIFC+y/Z2dns3Tp0hKP0/7mm6EIvxseuwqf18/5V55bpoIJQLPzGvNl1nt4i3xEeIwhpmsevIyH+j7Dpck3c8cLN7D8p7VUq1OZ3ExjtfO+7Qeo2agaFZJiyT1srD+IiPTgM3sTqTVTyD6cT2FekXmj8wfX9rImq60MKig+9KJp9rd6ZdcgMW7uyk2girFSuNwu42Q66Eo35hl8oCJddtaYMVFu1sWy5l3M0Keh4dYVep4OERq6y4yN1poVs4ma15xM143foVsHn91DwkxrVoGPpevGfIsW6AVh1fCyhrqU+adPN9ew6EaGmnWdMHsudsAl6MauQSDDy1oxbw5LtTinLuuWbMXndfZOggNI4ESBAFOQU2D0PFPjqH5WRdb8biw9iI6LpiA7UL9r79b9fDX5B/vnHet28fXk73nso5HEJ8dRsXoy29fspGK1ZL58/TtW/7aBwU9cTWrNZMQ/74QCyvFsVCP+Gc07NeaFecc2p1FaPJGBf2471u8mba2R/vveE5+Qn2vsq1KxZiD9eOfGvUa5FZOvyE/fwV1Zu2QLHXo259M3f0DTNONm73YVH5pXKtBTUWZ+sBVrQ77sWJPSdraWmWas/EZvQ+m6sdgP7JRbo2aWMb/iUhrKhzFXAujGqkg7EcB6SxcYGVZmz8gfocyJeeNYq7dhfWrNr4ybvzWfYbVNM1OF/QR6UUrZe8Qra7W8WdTSTpu2hrus62Nt/+sMAroe6OU4Kg0Yr8Fe1IimsWrR5sDPQOVaKRzcmxkYunL+LsC4AD5riFGnYpUEdm3ZZx9jBRPlaE/mgSzOvbgtqxauJzsjm33bDvDghc8wc/9knpj5AOv/2EzVupW5oe5wAFYtXMfrS8dSVv348a+MG/wKHS5szRMzHzytvnjL4hFRKpy1mPKyC9DcxiKLjN2HjD1S7PuJMWRk3ei/fX8hANvX7cZKI9at+Q5nppczA8z+P6zj7h6SOWaU0Xc50q8IHOdTRi/AGgaKcNlzM5putg+FphsVhV0RGlqBH92j4fK4jF0UIwK9IrRA793tda5tVIHsLpOGUbpFKR0iXGbgM97P5cze0s2kArM7pmlmGXp7C17QvCER17k+xbwexlCZY794K8DojusZ1PFwZCgo2J+WEXjK+TswP3ticgVjj3jA43GzeXla0PvYZ9U0YzdIICLKw6P/vYfdm/cyrPWDgDG0pZRiz5b9NGxXl6iYSCrVqkj6jgz2bU9n6fcrgmqilSU/f7YIb6GX375YQkFuATFxMUd/UTlRtsZGRLm2dVUaD/R6gqmPzTjicSt+Xsv/9XyC2k2rExsfHVThF00LTM5rju17SxpGMYdybCGpqPbq+dChF2suwDFprJmvt7b2NfZQ1x29gsC8tObTjUn5Ip/xp/UeZmDTvLpRG8urcOf58eT5cGf7cBUp3IU6WlHgNZp9E1XmsJRRpNEuiWLOd7g0DVeh8bjLr+MutDbCMl/nVWYgMIemvOYkux/j8UI/Lr8yNsry6uYaEz0wx6Ec53NeJ+e1soMwwYE7dP7q7yhF5oFs868Kr7WBVsjvx+qdRJg9Wm+Bl8K8Qmo3rcnYbx/minv68drvz/Dx+C+4ve0D3N7WCDIvLnicqnUrU6tJdXtb4LLomgcH0K53S2574abTKpjAMQaUt95662/nSf6J14vy4bMJX7Ns/ir++/SnHDA3QCrJoq/+JD+ngO1rdtLtqvOMB80MJ4CoCpHExEXTtmez4pO65lh+bFx0cLA50kI5ZzVcO4iooJspBLKkik0SW68zA4mmjCKKGsrItPL67Ul8O+vLa2ZRmY+5FLi8urmiXSciz487X0fzmnuxeHXcXoW7yFzxXmgGugLdrrml+XRcXrPAo1LGEnqvkTXmslKIC3XcBca5NL/RTpcqnsRgt00p8PmNAGZmdgUVhfTrwdfPaJV9Hvs66iVcd+f1C/n9OHudjdvXpWnHenTo3ZJLbu9l/A503Sgcav6+pz7+CQDterbgjvE3kpiawK6NxvbR6Tsz+OL170iplsz0TZN4d/VLJFVOLLk9ZUDDdvUY991jXDXqktJuStgdU0C54447TmozrZN9vSgfug48l5i4aNr3aUVK1aS/Pe6SOy6gw4WtGTjqYu559RZGvjHMfEZxVuPqTPrxCT7b/TrLf1wXmNcI+Qacl5VP/Va1cEU4/glbwcJKX9Ud38B9RgkQKynAvv07b54QHJB8ZtqwY55Bs+YdrBsv5oR2yASOkc6rAqdUxhCVy2vc4F3KeJ1LN+psRTjKxdubWWGsc3EX+nHn+3H7wFVk9HA0r9mb8Ttu2LozqBnDXZpPobx+Y+jL60fz+o3K/T4d5fMbn8PnR7OCjLPnVmQEmmJ9D3tu6m+CyVECfOgjbbs35aW5j3D96Ev54vW5jt9n4K/r/9hc7Dy3PHMdl9/TD92v89p9U/nf+C+KHSP+Wcc8h3L48GHS0tJOZVtEOdexb1u+yJpu/+y3iv6FSK6SyME9h1m1cB3nXdyerIxs8xmNtLW7+GzStyRVTsDvM16vlEIrIXNt01/bIMId6KlYf/p1Bo26kA9emmM/7nJraB4XvgKzLljQHilgV0FU5jCbBriM9GAjgwpwOW6GfmVUfDRLrmsFPmNi3O2CCLexKt6vGyVcNMBjlcdXgRIvZiqwBsbciRV4vIHr5jLXn1jzOgrNDjwuv7kaxy4HD5rP2ARF8+l2yRS3GRR0M1Aps5yKEXzMz++sUGmutQnMz4TMvdg9vZCenMW5gNE5V+UsW68FXhOXWIEPx38VSAwweWIj8eYZRc02LN3M56/OYcDwC80m6SRVSuD6h69g9lvzKMgrJC45DlG6jjmgTJw4kYkTJ57Qm5xOWQzl1Zrf1vP5K99wweAetO3VArczxfYftmfzPras2A7AH98uY+DIi9m2agd/LVhLbmYe82b8YuxH76gNVdFaJR/K5zeKI1oZXOZrPvjPN0E9G92nB9acKIXmVub2wmbFRUXwCnvz5q4ByrpBWtlRbpfjhuhcpa8FpdjqZlaXpkAvMtJ7XWioQmOfFc0c5lMa6LpmxBmzV+P2B4bh7Owqv9EzcFkdMBfmsJvRRjv1V/kDgdLqLWgaLqvkvHPS3UlXQfNGQT0N+3mrMrDjdUcabjQfi4qNpDCnMPCwX8cTFUGTDnX5YOws8nIKcEUEWtXq/CYMvKcfz9/yOtmHckFXvDZyGm26N2ftog1MHD6ZzgM68q/pd9Oqe1N2bdhLu14tSvpU4h90TAFl8ODBJ/1Gbdq0OelziBM38a632bJ8O799sYTC/CJueHQgNz1+dam0xe1xk1o9GXeEm6bnNmLWa99Ru3lNel1/PtXrV2FIi1GBG5YZEA7syCAqLoazmlRn29rd+Kxv8eaNXaET6YlER+G3spmsVd72GweCqLJfr5vjT67ABLPFTI21vllbGbT4/BDhCpw/aEGlsudhIiJd+K2bOBpKucz30ozgpMz2uzTcRbpxGkdpFwC8jtfrxvoXezjMmrjXzP3h7eul7M6G3X5lZGdpoQsTdQKfwe8PBBPnokTruuj+QA9LhWZ7OZTQWynMDQQT63fiLfRxz4s3MqzDIwD4vToJKRXQXBpVa6fy0X++ZMRLg9m6Ko0Zz39BbEIMiZXiWfj5YnS/zsKZi1k6byWLZy8DYN5/FzLkyWv+plHin3BMAWXKlCmnuh3iFOtwQWu2LN+OUkZZ9vkzfim1gPLNOz/YuzKOvWkS+dkFWCvg3131H6KiIynMK8LlcQcVFizMLcBf5GPIo5czecwngROaNy1voY+Y+GjyvebNy7kVMAQPvzj/VApjxSIllhTRgv5u3LCVz7wJuzVH70SZy16Mb/m6WZgykFZsPO9yKaMUvqYZ92rnPESEZrTDZ3VDzAwuzXg9mlEjrFgvwmckCaBAWdtAWsHUSniwA4T5obyB5zXn9bGund+PXRDSkTSBzzGUGXpNna+3nncMjSlHgHe5XSSlxhNoEGRl5ADw3fSfQSl2btjDx2mvceGQ7uzZso+NS7dww7+vZN/2dLav3snYG1+hXe+W7Nt+gG5Xn1fsdyf+WbIO5QwxbNyNXDv6clb8uIYvX5/DFfddXGptOf/Kc5j335+p3awmh/dnsX2tUUnW5XIxotOjxMRFU5hXhF7kC6SominEh/ZnMv2Zz4ybXVCwMG5WeVl5QYshg3od1jfxvyuBr1Tx8zqPV/b/2Ddge88Ut7kuRQucSynNHMJS9voSa2mk0avCzKwKDAsrvzk5bs7xaApzwt/qaSijd2SxOib2/yozXdgcnnK7A+tKzIQCDYy5nZImz+15KEcPUHcGIi34eIs/JMiYz3si3XgLfObDgccjPG5ue/pqVvy8zr6uGhCbEEtuVp59ves0M7b49RX5eOTi51AKRr83gnP6t2P76p3kHM5l9HsjSK6ShCh9ElDOIPHJcXQecDadB5xdqu1odm4jPt79FgB52flsW7WDIq+PB3s/TV5mPrEJscVeU6VOKilVklj7+yZjLxL7xhY4JiLSjc/rp0m72uzZcoDMgznGAS6teOCwy6+A8W0+cNPH7w/MvzjrUzmDkzUXY/5dOV/vEIgvKvi8fmVP2Sil0Mz5A63IjBBWbfoin5m9pQJzOmZNMbtOmW62x95gUqFZN3gzpdnsMtkbWkZFuSjK9xUPDMqxV4wVREIn363yK6Ef0nre8XdnMHG5Nbvj4vP6ObD7ENOe/jTo7fOcQ2PA5SMutF9vnXrd4k2k78zgshF9Oad/WwkmZYgEFFGqYuNjaHZeI5676RXAmF+5+LbeTHv8E9CgTbdm5GUXcNWoi3jmRmNDN7fbZZRFd86PuFy4XRo+n5+1izYRVSEKe5W9dUO17khWL8Ta+hfl2NXRpMx5FXAM3xDIBrPLtDsCk64Hbu6Aho5yWVsHa+ZwlQqsUDd7GsZaED2ojS5zIsWlmwsRtcC8hWb1c8ym2+31BhZqBgaRTEW+wM9+nSKfPzAp5OhVoetG8AsNIs7AavWUHFl1tRpXpW7j6vz0xZ/F5laMdT0qaPgyKjaSL96Ya2ygZh9DUE/noSl30KBNHe49/zHcEW6e/nI0fp+fZwdNpCC3kJbnN2HExJsRZYcEFFEm/Dl3BQB+r4+v3pjL+O8e4eDewzx7kxFEsg5k0/WKs/lz3ipyM/MCL9Q0O6W4MCewlUJhbiEp1ZI4lG72Upw3XgiktLock/GhQzp+H7giApPz1vCbNXTjCEKaWbnFeeNVPmOfFCsA2fdu6z285hyPfUPHXndjzzWYxSadVX+NOl26kfpsD01pgbUx5ry8PVylO1KAncEhNIvLsbd7MaFpwNY1NO3cuJcd6/YUe1lCagUy0820cCvrDCjMyit2bGDOBs65qC2bl29n7E2BXWHzsvLpfvV5tL+gFb/M/IMOF7Ypfo5jtHHpFmNh7dXn4YksozVayiEpvSLKhIEjLzITlBQHdh1k+7pdND23IVGxkaAUs16bw8PT7sJb6A2+ESrF5cP7UKWWY09784adeSCbyEgXyucPfAMuafLYGo7y+Y0/rf1UFMY2t8YETfCktiKwZ4rZjqCfnee39lUhMPeigbnniD+QaaWbiwx9Pjsby1qbYb/W+rvCDgDGuQILLe0Cjj6/uQreESice5Qo83M5H3PsG28Mf1E88JRA6SU8ppRRt8txPpvj96Cc19VUqUYKC2cuBsATFUHzTo1o17slSinuefVWPj80hUH/uvyIbfo7WRnZ3NPpEcbdNIkPn515QucQJZOAIsqEax+8jFmHptDj2i6ce3E7ul55DpVrVaRmwyqAIm3tLiY//CGN29ctNjR1zoVteHn+o1SpnRr07dvv9QeXt7dvqIrO/VuX3JDQ2l/O+6j9LV0PvoNagcRxfqO8iR6o9eUo+R4U0vwqUBPM3ODKXv1uH+MP3JCt7CtdN8vc64EgYGVj+c294K1g4jdf49cDwVAPtCeo3SHspAN7vsn4e4WEaCpWSww8Z5/HKJuizHN7oiLsxwEqJMYEBRelFC6XNWwYuDKNO9ZnxMSb6di3DQ//9x5eWvA4CSlxPDNoItdUv533nwqeezkeLrcLtzncaG0xLMJDAooodTmHc/H7daJjo/jX9BE8+dn/sXXldu7p8iiVHeXsP3npay66pad9k0+saKyM/nnm7yRWjGfclw/QtENdo0qtc47DLBJZsWqiPaxUVBDS03Fy3iBLGuqxjwkdAgrc0O0+hbWQ0MqwsnZ7tMqemPfpqEh3YKW4tYreeh/d0YvwB7byNXo+mAsaMXpTXrN3E/qtv6QimU4lZW+FfH5NKZp2qEtUjIfczHwy9mQGBZKgYUXzP7sApKlyrYpBnUS3x41upiF3uqQd1etXoXbTGnS6pD0N2tRm819bGHvjy/YGWit+XAPAcvPPExGXVIE3lr7AU1+M5qoHLj3h84jiTiig9OvXj5kzZ/5taQ0hjtXc937kitRbuKvDQ3apFYAPn/ucdb9vYtFXf3LDw5ejadC6WzO81l7muiIqJhKARV//BcDYW95gzaKNQcNhzqBxYEeGWctL8ecPq4xv0SEjYJqrhBtr6Ld5+/GSxnkIvgmb51JWnSzrsZAbcFGeN9CbcT7nU2bwUEE9COMcBIKH7tj2NygIOsbB7OEtf6DHQqANJQdNFfTj2j+2UJgfshuilfKsjAn9SjVTgq+HIyBuXb4dt0vDWPgZwZMfj2TESzfR69pODH7sSg7sPMD2NTuY8u8ZPHzxWA7uPUxhXhFrftsAwOjpd9Pnpm7c+9rJbfFbs1F1zr24falWjDgdndCk/Jw5c/juu++oXLkyQ4YMYejQoTRo0CDcbRNngBU/r0Up2LIijdysfBJSjF5H7xvOZ+3vG+lxbSdufGwg1zx4KZ4oD36fn6yMHGLjo6levypfvDmXCE8ENzcfRZKZPlqpZgqH07Pxm8MvNpfLDkjWlrJKV0YQcbvRXJpR+df5FdqeZDfXgZi1uwJBK2TFuKYBrsCxdsaXycqugsDz5uk1CLy/NXfiHCIzS68EaoHpdu/LaIujR2GKiYs2Fo4q63M5joXgOSDH53V73MTERpNz2DF5XlLAwQjCgQwuRfrOg6RWTSQ+uQJbVxj1/1xul90T8Rb5qNeiJs/OeoDkyolACy65rTcFeYV4oiIoKvCyd2s6m5dtA6DDha3pc2NXANr1akm7Xi0RZdMJBZRNmzbx9ttv89577zFu3Dief/55unfvzrBhw7jiiiuIjIwMdzvFaer6R65A9+u07NIUd4QLXddxuVz0vqErvW/oSl52Po9fOR6f188DU+4iPrkCA+/rb7++Vdcm9I8fgtIVB/dlgl8nPe1AYAOskJXvkdEeY7grlFLmhk4lrFmx/rRv3s5eCsE1wJzMle1B1ZKt9SvOYomOYpRW1WLNqr9izz+oQLaZc77Eap+18VXI7HhiYjS+/EK8hSp4Zt/52aw2OAKRv8hHTqGXhJRYsjJyiw+FWZ8PcHtc6OZe9XapnF2HqNe0OluN5D2iYjzkZ/vtduccziMxNR6A/JwC3nhgOpFRHib+/BR7t+6jWt3K7Nywm7ikWB5+/56gDdlE2XVCQ1716tXjueeeIy0tjZkzZ9K/f39++uknrr/+eqpXr87999/PmjUnPsYpzhxV61TmgXfvAuDylJu5t/O/g7aYXjJnOb9+sYTF3/zFsJajuDRxMEvnrWTPln3s3ZaOy+XiqvsvolKtihTmmYvizPtdQsUKPPHRPSRXSQCgWu1UiqxJevsGaeytEp8UW8KEfMgNtyRWdpd1Tr8OPp85ce4Pnv8I6T0EncOZXWVPsuMYMgrpHRTL3Cqh9+Dzs3fbAaPQZlDCgCrertBhQvMzFwsm1rVQxlyUsVGWL3Bevzk/pOss/3k9yu9H+f3kZeYZk/Xmtdq/4wD5ZrHInz5dxDfvzGfWa9+xZM5yYuNjqNmoOtPWT+TV358jLqlCydf+BG1duZ2l369AhX4ucdJOalLe7XZz2WWX8eWXX5KWlsaTTz5JUlISEydOpGXLlnTp0oVp06ZRUFBw9JOJM9qy+atQCtb/scle7Aawf+cBwCjVcTg9i6ICL+MGv8LgJiO5qfG9bF62jaFPXcP7GybQsksT+3UjX72ZKcuep3G7ejRqU4faTatTlF9kzKE4J4+B8/q1NiraWo/5/XYmVbHJeWeKrZMzCFjnKekmDYFMLSsQWeyUZcfxzgwvhRGsfD7HzdsXnMFmtd/c/8X5OYM+m/Mxsz2a1bagtGIVvKjROsaenwnpsTnaXphfVPw6Ae4IFx16NufPucv5/JVvSUiOo0JSLPEpcbwxahoju43hl1l/lPjak7Vnyz7uaPcgD13wFN9P/+mUvMeZLGwLG6tVq8ZDDz1Eo0aNGDlyJLt37+bXX3/lt99+Y9SoUTz00EOMGjUKVwnF94S44bGBoGm06dGcbat3sHbRRlp1bcoGc2Mln89PfEoc2QdzKDD3yEDBDzN+pX6bOsYxReY3cZfGS3e8w7ZVO4mMjWTR7L+M482SLf9+fwQT759OVkYOUbEetq3bXXKjlKJGvVQy9mZSkBcyTObMInNyLhp0u+z5Eftm7nIF3X9Dh4+KBwFCek72CQOvcdYqc57L+R6hAc4cEnS+V9B8U2htLudxSjlqHodwBJ7W5zdmze8bjR6MBve/dgvNz2vMB8/N5Pv3f2bJdytQujE5P/PAZLauSOOezo8CMPHOt5k5cTb9h/Wm53WdS36vE+Dz+uzPWVRQcsATJy4sAWXDhg1MnjyZ9957j/T0dKKiorjxxhsZPHgwS5cu5ZVXXmH06NHs37+fF154IRxvKU4zNRtWY/R7I8jPLeDKSrcaCxiBlGpJ9BzUhXa9WtK+Tyv+mreS3Vv28/7Tn5nPJ9rnsEp8WPXfD6dn0e2qc3G5NBJTE4yA4oL3x80iKz0LNI3CnEI2LdtmTMqHfhMHOl3YktnTfw2aHwidwA4ueR+yPgXHJL8VWLSQZYrOfeXt14YMaeEMHsp+KX5ljDMoivd4/m54zXoutNzM33H2VOyHQl+ngp5LTInj5jEDadKxPoPq3U3GnsO8Pmo61z14KXVb1DI/ioZC4SvycnX127j2ocvscxzal8mhfZlsW7MzrAGlVuMa/GfBk2TsPkjXq6Q6cbidcEApKCjgf//7H5MnT2bhwoUopWjSpAmjR49m8ODBJCcnA9CzZ0/uvvtu+vTpw3vvvScBRRxRhCeCuKRYDu3LBIwby10vDiahojGB2/sGI9unev0qfDbxa9568H1cLheX392PZuc0YM2iDWjouCIiqFQzhbY9mtPvlu58O+0nI7NL0zi0Pztk4h3QdZTmMm/zgZvn/yY5tqR1Tq6Hct5wSzrGGrJyDhHZMaWE89o3fnNIy5r411XxY51pzfZjJaydsSb/FYEeU+hnc+7v4hzusl5jfYSgpADN/kjKPGfmgSxmvjqH+165xUiWAPIy83nnkRl8sudNOl7Ymu1rdjL9qU/ZvnoH+dkFfPT8F1xyRx/mTPuRyrUqsnvTXnrfcH7xa3mSWp7fNOznFIYTCigjRozggw8+IDMzE4/HwzXXXMPtt99Ot27dSjw+KiqKCy+8kF9++eWkGitOf57ICN5c9gLrft/I6t820PSchvz6xRJ8RT76D+tlD5n2vv58Xrr9LZSumPfBzzRsV5fPX52DZmZ26T4fc99fyJLvV7JllVEe3745Wt/OQ7K5nAWM7fUcJWV8hf4c2nNxO4a1Qns9Qedw3rhDzoUK+iNoSMwupx8yjBX0HsFtTUqNJzLGw8G9mcbQYCjnNTHPFRkdgd+n8JvZaHYPEEdw03VcEYHFiZpmrDHRXBq9ruuMy+0iJi6avMw8NJdGhz6tiEuqQHxyHLWb1qRdr5ZcX3c4+TkF1Gpcg9tfuJG7Jw213092ey1fTiigvPbaa9SvX59//etf3HzzzaSmph71Nd27d+exxx47kbcTpyGlFO8+8gEb/9zCiElDqdmouv1ccuVEzrukA+dd0oE/5izjP7e+AUBCxXi6DjwXMOox6ea34Q1LtjDvg18Cuziam4Q0P7cBi+euDL7ZmjeoyOgIigodw0oKoxKwOTehzG/sRmCxXhvyIUoYIgPweCLwWjftkKDj9rgCO0ra762KB5KS1gw7h6v+jjOTzD6v4nB6CdsnO4+xhszA7g0V5XvNjohOoGtjttFKIMAo6GkEJI0bHx7A2sWbuOq+i2jTzegJvPnHs2xfu4vouChWLVxPVka2MQSJsWr9qS8eYlSPx1m3eCNfvz2Py+/uZ14yCSblzQkFlLlz59KrV6/jek3nzp3p3Dl8Y6GifNu7dT8zxn4OwKxXvmX4y7eUeFxK1SRcbhdKKSpWT7YfV8rxTRlYNn81DdvXpUPvViyes4yMPYdp3rkxC7/40zjAefO39i9x/Ky5NePGqTm+fVsdDUWgDL6zcrGVXxIyv+LNLwzabtjRaPyFIb2DkuZhnJyZZn83LOYw5OHLmPr0Z4E22mtdrNcYf7Tr2ZQVv2zAV+g3Prdy9C4UdpAJlLJXeKKNhaW6z0+FhBhyrUWPZvuuHXUxs16dQ1ZGDk071GP1L+tIrZ7MzEnfsmvTXooKvShdsWP9bh589067zcvmr7Lb9fVb35OfU3DChR9F6TqhgHK8wUSIUJVqVaRFlyZsXraN8y7r+LfH1W9dh9HThuP36zTv1Nh+PDE1gUm/PcOXr89hw9KtbF5urMh+7ut/MeTJq/nqre/58dPFjpGfwHyAUop6zWuxfulWe/hIWcUb7QWR5iZTuk58UgWq16vChmXbg0aSajeuRsvODfnq3ZD0U6WMdF5rVT0UH2KD4CCn60TGRpq9gkBigXU+l1tD94cEFmdPxDT3g4XFh8nALPIYGB5r3akxaxdvNjfAcgZncxtjAu2yeB1pwLmH80ApPDERpFROIfdgLjPGfmE//+G4WfiKfHgiIwILSc22z/9wIU061OPSu4zNs756IzBPtX3NTqY8OoO+N/cgpWoSonyRHF5RKiI8Ebz001N8kTX9iKU0li9YzbPXT2TcTZOMb7IODdrUYeSbt5tTBkbV2qgYD5v+2sYr905l5U/G4lrNsZLdExVBdIyHdX9sshfdAY6UW53o2Eiuf/Bi3G5jVXr2wRzWL9nMBYM6Aca3dqUU29fuZs70X4IWClZIiME8KDh91zlMZRd6DKwH8URGEB3pDp4otyiF7vUHT7TbGW3BvZRdm/eX8PLgYKJpGlOe/Iy8zHzHYkfdLKqpMCKKCqxZcaxd0Vwa3a7oaFQIBv71zp1MWzken9foeVWrVxlPlNuepzmraQ1nS3C7NXxeH99MnW8/2qxTIwDqNK+JJ8pDy65NSayUUPw6iDJPNtgSZZpz1bxeQnl1XdfZumIbAJqm0FwuUmukEJsQQ15WPiidNt1aUPmsVBZ88juN2tdl5cL1oGm4PW78Xj+Vaiazf+che8y+IDuf95+eaUyuO4bV0ndmmMNDxjdto2qx9a3dyBDLPZwXmG4IShMmsAVwCXMmkVERZGXkFJ/gLylb62hFWa31Iubf7S19dR1PlCe4AnBJacMKilVSBqIrRPLI1Lvo2KclNzx0KbmZeTTpWB+AK0ZcyKzXvyM6NtKoRgBccW8/ho29HoDtq3ewefl28nPzeffhGWxeuo1v351P31t68O+P7mfnht3UbFQdTeOY1qoppXj/qU/YtXEPw56/kYrVko/6GnHqSUARZVrbni0Z992/AYr1ZJRSrP5lPe37tGbJd8u58KZuTLzzbfKyC6jbohZbVqSRn1PAXz+sQnO5UApW/rSOpuc2YM+2dHRdkZWRw/60DON8LmN9iB1CdBVUp2vpD6uDA0FoBpg1B4FGQsU4sg7mYFd91AheoOhcj6IUuYdy7GBzx1NX8vErc4qd+2/XjDjny8HIuvIGVthbG1hFeNx4C7zEJcUaRR+PtAalhPcrzC2kQauz+Hbaj3S8oBW1GlVj77Z0RvV6kgO7DgKQcyiXntd1JjE1npseG4jbbQSHeq1qU69VbQrzi3jl7ikopVj8zV/0vaUHbreL2k1r/n1bSrBt9Q7ee/xjAKrUrsTNT193XK8Xp4YEFFHmtevdqsTH//efL3n7of9SITGWpMqJzH53vuNZjUYd69OhTys+HDcLpRQxcTHExEWzdtEm+6hazWqww1wpn1IpkVpNqrN28WaKCrxGYPH7qVynErpP58DuQ44eBCHZYwqFC5SOQiPrYHZgcyodzr+sPSt/20RmRk7gNc60X+tnDb6dvpDsjOzAYyX9qWm43S5jCwln0peu0HWrB2MNixk/WdsD5BzKJSLSja/IH/IZjCDiinAH9QyVUrgjNKrWSuXxayewbvFm6rU6i9d/e5o3HphO+o4MI25qGlVqp9J/aA/efui/vPvoDIZPGBKUrRUVE8l9rw/jjznLuHHMwNBf6TGrWrcyNRtVY9+2dNr0bHHC5xHhJQFFlFuZZipsfk4BuVl5aJqGy+0iKiaSgrwiel3XmUvvupA6zWtRkFtATmYeSZUTeWHom/Y5hj51DRPueofD+zM5uOeQvQgvLrkCOWZ9r/1pB0BBQkocWYdD9kIPCjDGTdgV4XKUczf8POtPtNDMLxW42dv71fsV21bvxBMT4TgmcNN3RbjQfcZwlHP/GONQRYl78ZqiY6PIzykApfBZG4yZn8ET6UZzufAW+dCLvGhuF6k1kknfeRCUjr9QsWvTXiJjPPbH/mv+Kn6dtcT+/C27NObZ2f/ijVHvsX7JZtYv2czAkRdRtU7loHb0v7UX/W89ucSemArRvLNmAj6vn8go2XWxrJCAIsq8/WnpPH7leOKSKvDEzAeIiTMmvm94bCCValWkQZu6HNx3mM3LtnHpXReSVDkxaCy+y+UduaLyMApyC/FEeahYNZEuV55Dp0vaU71eFbIOZAcNGaGUHUzscvGaZgxhOcf3S1j42PXyDnTo3ZKZb85j66odweVK/LpdbkRDC8qtCnKEkSjdVzxglLgAMLRQJUbgxdpUzBmk3BreQrPGlaahaRq6z89ld/Rh54Y9JFaKY8bzXwIQn1SBKi1TWPPbRkb3e84x3KZY8dMavn5zLj2u7cSvs/6gUYf6VKp19DVqJ8rlchEZJXlFZYkEFFHmLZy5mI3mFrCrFq6jY9+2gPEtdcCIfvZxXa88N+h1G5Zs5smrX6R281rEJ1egILcQb6GXA7sOcmj3Idp0a8aODXvs3kRMXDSxiTFk7D5kB4tKNVPwev1ExUQacy0hiwo1lFl9xLih/zF3JeuXbOXwgezgvVM0zRgWU5qjBIqiRoMq7Nq831zvoaNpLmMfdmd5L+ccSuikvXmM0v3FA1wIt8eNv8APCmITY4wsL+sUjiE1pRRdr+zIX/NWsPLn9RTmF1GxehIN29Wj65Vn8/yQ1+zXXXX/xUTGePjo+Vn4Cn2k1qxIyy5NmbHjjb9thzh9SUARZV6Xy89m7vQfiU+qQAtHifqjWfDxr+zfkcH+HRm06tqM9B0HAhPh5n23VqNqPPf1Q+xPO0BSlUTGXPGi/XpPZATXPXAJL987DcDYrMu58l0pY38PILVWCgd2HCQ/K5/8rPzi9bms4S1NgeYyegMKIqPcgcwxBRFRLmLiosg3S/gre9dJo+egdN3Y/TB0tXwJ1Yqr16/C7s377BRj5Q0EoUuH9eKXL5awe0s6Pq+XqJhICq0qzhqgw5K5K+14mLH7MAd3/8miL5cE9YguGtqT6g2q0v+WnuQcyqVuy7OO+fcjTj/SXxRlXuWzKvH6kud5/vsx9nDXseh7c08ata9Hr+u7sMJckxIR4eKWp69l+IQh6LqxB3q7ni3oNagLH42dBQS+rddqXJU6zWra8zJNOtQL+iZv/dnp4rZc/8AlJFWKD7x56IS7/TiB4AJsWbkzaIMsb6GXmNjIwPs4yp1Y60n0kLTh2Ljo4Pcwg01MhSjueelGPB63MVnv183khGj2bNlP2tpd+AqLQFcU5hYSlxhr7rGiU791bbsXpWnQoG1tY/2Nrhu9Mr8f5dfJPGgkGVSqWVGCiZCAIk5fZzWtwSuLnuX/3rmLKnUqAXDB4G5c++ClpO/I4MrKtzK0xf3kHM5l54Y9rP5tA8rvxx2hgdLZsnw7hXmFPP3p/UxbNd6oTWUuAFR+o2RJp0va0bZ7MyYMf5fD+zOp18JMf1XmTdfncwQWcwGkXychpYJ9XOiGX3u3pgeXr7cpx46LZsDSlbnexkgLdg7JbV6RRs6hHHsrAJTCE+lm9Du3s+CT3wLnBNAgxwwOqTVSuGbUxXy+722SKyegdJ2KVZO4Z9ItXHJ7Hzt77YIh3ex1KEKABBRxGlNK8eHYmYy76RXGffsI0zdN4r7XbwNg6bwV5GbmsXPDHrat2kHtZjXoN7QHzc5tyIgJQ+xzvD5qOg9fPJb3nvqErlecHXR+TSlue/Y6ew5G6YrNy7ej/H7iK1awFyWmVI4P2v7WpSmy9mfaK9DP7dfa7tG4I0L+L2n3aIr3eAY9eLFRBcCcf/EVFAUfq+u8O+YTu7djbNfrZepTn9DA3JSsTvNaxrGOHR7zsvPYtnonUbGRxFeMAyA+uQIXDevFwPsvpkJiLNGxUVx570VSwFEEkTkUcdratXEP7z4yAzC+dd/2/A32cxcM7s76PzaTWiOFmo2rc0f7h8g5nMvzcx6lRsNqJFdORNcVE+58G4D5M37l99l/BU18K10x6/XvGPbstSSlJvDS3e+Sn22k5WY5qvtm7D5k/10BfqXZm3lFeCJYtXCd3bN4ZMrtfPHWD+Tlmdtm6+Ye7UBUhSgK8732/M1vXy3l3gk38sr97+MrdM6pWEEFe7LfGYq2LE9j5OtDmTRiCi7NyDdTgOYCpevkHsrl9nYP0XXgOfxn3mOsX7KZ1l2NysHV6lZmxo43UEoRHRsVht+SOJ1ID0WctirVSuWspjWIiIygbc8WZGVkk5tppAMnV07ksY/v566XhrBx6Ra2rdrBgZ0H+WPOcjRNo9OlHegyoCONO9ZHKUV+TgEZuw/R9Oz63P/aUOKSYgH4bOI33HXuo4wd/CoXXt+FGx4ewJAxA4NXrruD/2/m/E5fp1kNYioYcyCRMR6+fPN7atarzOjJw8zXBo4uzC0M1ADTdbau2MGE4VPwFRRx8a09AunAjuSykkrdNzu3Iet+34TP62fLijSuvO8iAOq3qk3NhlWJiHSDUqz4cS0JKXF0vKA1kdGR9uujYiIlmIgSSQ9FnLaiYiJ5e8V4fEU+tqzYztXVh+GJ9PDWivFUq1vFPq51t2b0uK4zOYdy6X5Np6BzXD6iLxuXbiU+JY6MXQfJ2HWIjD2HqFnfSPfNzshm68odACz7cS1v/vEsuq4TERnBnq376HxpB3Zt3MfUx/9H1bqVyMzI4baxg2jbrRkz/vMlaxZtZOC9FzJj/Ncc3HOIpT+sZukPq9m4Yis972lDi3MbsuS7lfb6EKDE9OGM3YcY+sRVTH5khv2YsygmALoyg4VOnxvOZ/0fm6lSO5VbnrqGc/u14YePfuXrt+bZiyMz0zM5uPfwEav+Lv7mL/Ky8uh2dScZ/hISUMTpzeVyERkdydaVafi9fvxeP7s27g0KKJHRkYyeNoKtK9OICcmY6nBBaz7e+Qa7Nu3l5mb3k5ddwPtPf2psJ2xRioTUBAaNvgy/X8ftdtHn+i58/9+fSa6cyMxJc8jNzGPzsu18lTmFjD2HWP7jGua+v5CsjGw2Lt1qbA5mzX1oGjGxRjvS1u+0exnK5aJqnUrs237ATCU23ltzubjlyauY+/5CxxyKOdwVkrrsK/Kz5teNzHh+FpuXb2Pz8m38/NnvvPvoR+zdup8Ij9soLOzXqZAUS1RsoGcSat3ijTxy0bOAUbiz53VdTuZXJU4DElDEGaHX9eezb1s60XHRtOtdvFz+lH9/xIfPzSS5aiLvrHqR+OS4oOcP7jlEzYZVKcwvIvNANj5lLBB0uTWUgrrNa/LMdRNJSI1n8JiBLFuwmp8/W4wnyti9MSYulivv6YfLpTH83EfJOZxnT6j7Cn2BIpQKzunfxg4Yh/ZmBhqhFCNevJHIKA+fTvqW379ZBkpR5awUEivGs2O9UZPMuQ98vZa1eHj6cH78dDHTn/jEXpOybdUOe1hs9uTvjV0XgU6XdmDkm8P48LnP2Z92gF0b9/LOIx+SXDmR+9++PajMSVRMpLFvjK6IjT/2dG5x+pI5FHFGiIyOZMhT13LtQwNKLI++fa2x7/yhvZm88X/Tiz3/xFUvsnPDbqrXr8yQJ6/GExlB9QZVmfDjEzw58/+IrmDMKWQdyGbS3VOITYgBhbGBlQ5FeQX0v7Unv8z6w6j0C+aukcb5azWqgtsTYbfhrwWrg96/QZvavLHoadYu2si/B4yn+TkN+Pf04bTv2YK9m/czsseTnHdx2+BGK8WW5dt474lPaNqhHr2v7wwo6rY8C3eEUVcsuUoiy35YTfqOA4x66zYemjac/OwCPnp+FvNn/MJr901l6dwVzPvvz6z5dX3Q6eu2rM0bS19gwsKnOffi9sf3CxGnpXLdQ3nmmWf4+uuvWbZsGZGRkRw+fLi0myTKqbteHMxf81aSn11AUgmbO53VpAarflnHpr+2sf6PzYz//t80Paeh/XzV2pVY9PVSUBCXFMuIiTezePYyDu3LJKVaErc8dQ2PXjqOLSvSiE2IIT+nAJcnwi70uGPtbp749P9Y9et6el57HhNGvANA3eY1iIyM4oHJtxOfXIEvXp9LYX4R05/+DG9BEYmpiQBkH8xh09Jt9gLJ+167hQl3Tgbgp09/55dZfzAj7TX6D+1JvVa1Sd+ZwS+zllCjfhVeGPoalWqm0nXguXgiI0hIjadWk+rs3LCH8688h31p6SRXTqRh+3rFrku9VrXD/asQ5Vi5DihFRUVcddVVnHfeebzzzjul3RxRjlWpXYn3Nk5i++odtDi/abHnx333KD9/uoixN72CUoqpj33ERcN603WgUT/srKY1aNKxAesWb2LgyIuJio5k4s9P8tf8VXQZ0JH45Dg+HGesxG/Uri5drjgbXVd4PG4+GPs5tRpV5/NXv+XiYb3YvmYXm5dtoxft2bJ8O948Hz9/+jvTn/yUwsIiUBregiJzjkRx+/PX0753SzSXxpZVO2jYtg59h3SnbouzmPvej3z19jwqVksmY/dhGnWojycygrOa1GD76p38PnspL//yNHWa17In1SOjPLy9fDwFuYVUSIy1s8CEOJpyPeT1xBNPMHLkSFq2/PstZIU4VkmVEmjdvbm9KVRuVh7PXPcSz90wEV+Rl25Xd2LgyIuo06wWS79fyVPXvMR37/2IruvouiIhpQIJKbG06NwIXdfZ8OdmajSoas/HjPvmYXpc24m9aQd49d6pvHbfNPKyC/jv5lc4sPsQS79fySv3TmXdH5sDjTKHxNJ3ZFCQV4jyKzxREdRoUBUUZKVn0XtQZ7auTOPfA56nVZfG3D7uejRNo0nH+ox4+Wbe/HMsHS9sxe1tH+CBXk8Axt4oz1w/kTlTFzDl0Y+KZWi5I9xUSIylqKCIVQvXOnamPLMd2p/J+iWbHaVxhFO57qEIcSr9OusPFnz0KwDnXdKB7td05rbnb6RB23o8d8PLALxw82tsWb6NP79fyfY1xjzMgo9+Zc+W/fxnmFFx961lL1CneS0qn5XKn3NXmFv9Gu9hzb10v/o8pj/5Kede0o5rH7gUXTcmyZ/4dBSFuUWc078tcckV0P061z9yBV++MZc3/m868RXjWThzsTm8ZWyLW7VuJeq1OIuzmtYgMjqStYs28tWb3wMYJfUx1sY0Pachqxauo1W34j0yyxMDx7N49l+cc1E7nvpiNE9d/R8WfbWU/3v3rjMuqys/J5+hze4j+2AOwyfewoC7+x39RWeYMy6gFBYWUlhYaP+clWWsaPZ6vXi93mLHW4+V9Jw4svJ+7Zp1bkTVBlVwadDkvAb25zh/4Nmk1nyMhy8Zi+7TWfXbBnZt3kNEtJv6rerQ/7ZebF+zA09MBC6XhuaCnRt3sWPDXgbccyGzJ8+n5fmNjTTl+Ci8Xi9V6qQSEaXxy+e/k1wlgf27MqhJCs06NcTj8aBQXPevy8yWKS6+oxfNOjekUo0UXr9/Gp6YwOZdHzz3Gft3HCCpUiI3PXYVfy1YaW/Y9ehH99qf47k5D5N7OJeEivF/+zs6lH4YT4yHg/sPkZebx+/fLAUXLJz1O+cPPOfUXfyTdCr+7eVk5VFUWIgnxsOBPRnl9t/10YReu+P5nJoqY3230aNHM27cuCMes3btWpo0CZQxnzp1Kvfdd98xTco//vjjPPHEE8Ue/+CDD4iNjT3u9gohxOksLy+PQYMGkZmZSUJC8YQVpzIXUNLT08nIyDjiMfXq1SMyMrDg6ngCSkk9lFq1anHgwIESL5bX62Xu3Ln06dMHj0e2Gj0ecu0MeVn53NToHrvqb+gK9rGzH6Zuq9p8/fb3xCfH8e4jH+L1ebll8hV0OrszSWYm19HkZuYyqM5wABIrJZCZnkW9VrUZ/8MYe17oTCH/9k5c6LXLysoiNTX1mAJKmRvyqlSpEpUqVTpl54+KiiIqqngdIo/Hc8R/eEd7Xvy9M/3aJVb0MH7uY/wyawlrF20wFgxu2stZTWvQpkdzNv61jfzsQq4ZdRmzXptD5v5se4hq9c/r6X5152N6n6TUJC66tTc/fbKIES/dQqtuTYlNiD3jgonTmf5v72RY1+54rl+ZCyjHIy0tjYMHD5KWlobf72fZsmUANGjQgLi4uCO/WIh/UMN29WjYzljH4ffrHN6fScVqyXz0wixev28aaDBt/UTO6d+WT1+qTHamsTdJq27Njut9hk+4meETbg57+4U4FuU6oDz22GNMmzbN/rltW2Ol8Pz58+nevXsptUoI0HWdiXe+zebl23jg3buo3ayW/Zzb7aJitWQAkisnAUYZk5i4aJKrJPHexkl4vV5mz55NfIp8MRLlR7kOKFOnTmXq1Kml3Qwhitm5YQ+z3zZSdb+ZPI9hL9zIwk9/J7VmRZp3amwfd8HgbtRuXpPkKokkV0kqpdYKER7lOqAIUVZVr1+Fjn3bsHVlGt2u6czst77n5eGT0VwaU9e/TPX6Ve1jG3eQbXTF6UECihCnQIQngmdnP2L/vG1VGgAul1Zswy0hThcSUIT4B/S9pSepNStSsVoyVetULu3mCHFKSEAR4h+gaRodL2xT2s0Q4pSSvrcoRinF+KGvMbjh3az6ZV1pN0eUQ+k7M7ih7l0Mqn0H+9PSS7s54h8iAUUUc2jfYeZMmc/uzXv55p15pd0cUQ6t/Hkt+7ank74jgxU/rQ37+X1eH//7z5fMnjxPKv+WITLkJYpJrpJEv6E9WfHzWvrf2ru0myPKofMuaU+Pazuj6zrnXdoh7Of//v2feeuB9wCo0bAqrbs1D/t7iOMnAUUUo2ka9799Z2k3Q5RjMXExPPzBfafs/NXqVkZzaUR4IqhYPeWUvY84PhJQhBDlTuvuzZm2cRKR0ZF21QFR+iSgCCHKpWp1q5R2E0QImZQXQggRFhJQhAiDPVv2cW3N27ih3l1k7DlU2s0RolRIQBEiDJYvWE3G7kPs25bOmt82lHZzhCgVMociRBh0ueIc/pizjMgoDx37tint5ghRKiSgCBEGcUkV+PdH95d2M4QoVTLkJYQQIiwkoAjxN3as38W3U+aTn5Nf2k0RolyQIS8hSuD3+bmn0yPkHMplza/rpHKAEMdAeihClEQzNskC8ER5SrkxQpQP0kMRogRut5vXloxjw5LNdOzXtrSbI0S5IAFFiL9RqWZFKtWsWNrNEKLckCEvIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCFLN1VRovD5/Mip/WlHZTRDkie8oLIYp56bY3WbtoAz9/uoj/7Z1c2s0R5YT0UIQoJz6b8DX/vnQs21bvOOXv1eTsBgA06lDvlL+XOH1ID0WIciD7UA6v3z8VgLjkCjw07e5T+n53vjSEK+67iEq1Kp7S9xGnF+mhCFEOVEiMpU2PFrg9bs69qP0pfz9N06hapzJut/uUv5c4fUgPRYhywOVy8cK8Mfh9ftwRcpMXZZP0UIQoRySYiLJMAooQQoiwkIAihBAiLCSgCCGECAsJKEIIIcJCAooQQoiwkIAihBAiLCSgCCGECAsJKEIIIcJCAooQQoiwkIAihBAiLCSgCFGGTX/yY25rPYqVP68t7aYIcVQSUIQowz558Wu2rkxj5qTZpd0UIY5KAooQZVifm7qSUi2Jvjf3LO2mCHFUUr5eiDJsxMtDGfn6HaXdDCGOifRQhBBChIUEFCGEEGEhAUUIIURYSEARQggRFhJQhBBChIUEFCGEEGEhAUUIIURYSEARQggRFuU2oGzbto2hQ4dSt25dYmJiqF+/PmPGjKGoqKi0myaEEGekcrtSft26dei6zptvvkmDBg1YtWoVw4YNIzc3l/Hjx5d284QQ4oxTbgNK37596du3r/1zvXr1WL9+Pa+//roEFCGEKAXldsirJJmZmaSkpJR2M4QQ4oxUbnsooTZt2sSkSZOO2jspLCyksLDQ/jkrKwsAr9eL1+stdrz1WEnPiSOTa3fi5NqdHLl+Jy702h3PNdSUUuqUtOoEjR49mnHjxh3xmLVr19KkSRP75127dtGtWze6d+/O5MmTj/jaxx9/nCeeeKLY4x988AGxsbEn1mghhDhN5eXlMWjQIDIzM0lISDjisWUuoKSnp5ORkXHEY+rVq0dkZCQAu3fvpnv37px77rlMnToVl+vIo3gl9VBq1arFgQMHSrxYXq+XuXPn0qdPHzwezwl8ojOXXLsTJ9fu5Mj1O3Gh1y4rK4vU1NRjCihlbsirUqVKVKpU6ZiO3bVrFz169KB9+/ZMmTLlqMEEICoqiqioqGKPezyeI/7DO9rz4u/JtTtxcu1Ojly/E2ddu+O5fmUuoByrXbt20b17d2rXrs348eNJT0+3n6tatWoptkwIIc5M5TagzJ07l02bNrFp0yZq1qwZ9FwZG8UTQogzQrlNGx4yZAhKqRL/E0II8c8rtwFFCCFE2SIBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEKxauJZ/XzqWBR/9UtpNEeVYRGk3QAhR+t566H3W/raBFT+tofs1nUu7OaKckh6KEIIuA85G06Dz5WeXdlNEOSY9FCEEVz9wGZff2x9PpKe0myLKMemhCCEAJJiIkyYBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWElCEEEKEhQQUIYQQYSEBRQghRFhIQBFCCBEWZ/x+KEopALKyskp83uv1kpeXR1ZWFh6PlPc+HnLtTpxcu5Mj1+/EhV47695o3SuP5IwPKNnZ2QDUqlWrlFsihBBlV3Z2NomJiUc8RlPHEnZOY7qus3v3buLj49E0rdjzWVlZ1KpVix07dpCQkFAKLSy/5NqdOLl2J0eu34kLvXZKKbKzs6levTou15FnSc74HorL5aJmzZpHPS4hIUH+YZ4guXYnTq7dyZHrd+Kc1+5oPROLTMoLIYQICwkoQgghwkICylFERUUxZswYoqKiSrsp5Y5cuxMn1+7kyPU7cSdz7c74SXkhhBDhIT0UIYQQYSEBRQghRFhIQBFCCBEWElCO0bZt2xg6dCh169YlJiaG+vXrM2bMGIqKikq7aeXGM888Q6dOnYiNjSUpKam0m1Omvfrqq9SpU4fo6GjOOeccFi9eXNpNKhd++uknLrnkEqpXr46maXz++eel3aRy4bnnnqNjx47Ex8dTuXJlBgwYwPr164/7PBJQjtG6devQdZ0333yT1atX89JLL/HGG2/w8MMPl3bTyo2ioiKuuuoq7rzzztJuSpn20Ucfcf/99zNmzBiWLl1K69atufDCC9m/f39pN63My83NpXXr1rz66qul3ZRy5ccff2T48OEsWrSIuXPn4vV6ueCCC8jNzT2+Eylxwp5//nlVt27d0m5GuTNlyhSVmJhY2s0os84++2w1fPhw+2e/36+qV6+unnvuuVJsVfkDqJkzZ5Z2M8ql/fv3K0D9+OOPx/U66aGchMzMTFJSUkq7GeI0UlRUxJ9//knv3r3tx1wuF7179+a3334rxZaJM0lmZibAcd/fJKCcoE2bNjFp0iRuv/320m6KOI0cOHAAv99PlSpVgh6vUqUKe/fuLaVWiTOJruvcd999dO7cmRYtWhzXa8/4gDJ69Gg0TTvif+vWrQt6za5du+jbty9XXXUVw4YNK6WWlw0ncv2EEGXX8OHDWbVqFTNmzDju157x1YZHjRrFkCFDjnhMvXr17L/v3r2bHj160KlTJ956661T3Lqy73ivnziy1NRU3G43+/btC3p83759VK1atZRaJc4UI0aM4KuvvuKnn346pirsoc74gFKpUiUqVap0TMfu2rWLHj160L59e6ZMmXLUvQHOBMdz/cTRRUZG0r59e+bNm8eAAQMAYwhi3rx5jBgxonQbJ05bSinuvvtuZs6cyYIFC6hbt+4JneeMDyjHateuXXTv3p3atWszfvx40tPT7efkm+OxSUtL4+DBg6SlpeH3+1m2bBkADRo0IC4urnQbV4bcf//9DB48mA4dOnD22WczYcIEcnNzufnmm0u7aWVeTk4OmzZtsn/eunUry5YtIyUlhbPOOqsUW1a2DR8+nA8++IBZs2YRHx9vz9clJiYSExNz7Cc6NUlnp58pU6YooMT/xLEZPHhwiddv/vz5pd20MmfSpEnqrLPOUpGRkerss89WixYtKu0mlQvz588v8d/Y4MGDS7tpZdrf3dumTJlyXOeRasNCCCHCQiYBhBBChIUEFCGEEGEhAUUIIURYSEARQggRFhJQhBBChIUEFCGEEGEhAUUIIURYSEARQggRFhJQhBBChIUEFCHCbMiQIUHl+994443SbtJRrVu3LqjNderUKe0miXJIikMKcYrce++9JCUl0aFDh9JuylGlpqYyZswYACZMmFC6jRHlltTyEiLMhgwZwrRp09i6dWu5/KZvtXnbtm2l2g5R/siQlxBCiLCQgCIExgZD/fv3R9M0Pvroo2LP9evXr8TnToSmaXTv3p1du3YxaNAgUlNTiY+P56KLLmLLli0ArF27lgEDBpCSkkJ8fDwDBw4stovjtm3b0DSNIUOGsHbtWi6++GKSkpJITk7muuuu48CBAwD89ttv9OrVi4SEBJKTk7n11lvJzc096c8hRCgJKEJg3OSnTJlC5cqVuf3229m+fbv93IQJE/j2228ZMmQI11xzTVje79ChQ3Tp0oWtW7cyePBgunfvzuzZs+nTpw+rVq2iU6dO5OTkcMstt9ChQwc+/fRTrrvuuhLPtXXrVjp16kRhYSG33norrVu3ZsaMGQwYMICFCxfSq1cv4uLiuO2226hfvz7vvPMOd999d1g+hxBBwr1RixDl2TfffKM0TVOdOnVSPp9P/fXXXyoyMlI1bNhQZWdnH9M5rI3Etm7dWuLzmJsXjRw5MujxO++8UwEqKSlJTZgwwX5c13XVv39/Bag///zTfnzr1q32uf7u+KSkJPX555/bzxUVFalWrVqpiIgItXfv3hLbV7t2bVW7du1j+qxCOEkPRQiHvn37cu+99/Lrr78yevRorrvuOpRSfPjhh2HdpjguLo6nn3466DGrB1KxYkXuuece+3FN07j22msBWL58ebFz1a9f/2+Pb9u2LZdddpn9nMfjYeDAgfh8PtasWRO2zyMESNqwEMWMHTuWBQsWMH78eADGjRtH+/btw/oeDRs2JDY2NuixatWqAdCqVSs0TSvxud27dxc715GOb9OmTbHjj3QuIU6G9FCECBEVFUW/fv0AiI6O5tZbbw37eyQkJBR7LCIi4qjPeb3eU3ouIU6GBBQhQvz++++88MILVKxYkYKCAu68887SbpIQ5YIEFCEcsrOzGTRoEBERESxYsIArr7ySjz/+mHfffbe0myZEmScBRQiHu+66iy1btjB+/HhatGjB22+/Ta1atbjnnnvYsGFDaTdPiDJNAooQpvfff5/333+fSy65hOHDhwOQnJzM+++/T35+PoMGDZJ5ByGOQAKKEBiLA4cPH061atWKDW917dqVf/3rX/z55588/PDDpdRCIco+KQ4pRJhJcUhxppIeihCnSN26dcvlfijOsjNCHA9Z2ChEmA0YMCCoZ1Le9kMBSEpKKr3GiHJLhryEEEKEhQx5CSGECAsJKEIIIcJCAooQQoiwkIAihBAiLCSgCCGECAsJKEIIIcJCAooQQoiwkIAihBAiLCSgCCGECIv/B4jnqvfKSYGAAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] @@ -188,7 +188,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/examples/resampling_via_gaussian_kde.ipynb b/examples/resampling_via_gaussian_kde.ipynb index 239efed..64a8987 100644 --- a/examples/resampling_via_gaussian_kde.ipynb +++ b/examples/resampling_via_gaussian_kde.ipynb @@ -26,10 +26,10 @@ "id": "da69b1c3", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:05.608879Z", - "iopub.status.busy": "2023-02-22T06:48:05.608623Z", - "iopub.status.idle": "2023-02-22T06:48:06.500916Z", - "shell.execute_reply": "2023-02-22T06:48:06.500185Z" + "iopub.execute_input": "2023-02-26T23:29:34.130407Z", + "iopub.status.busy": "2023-02-26T23:29:34.129907Z", + "iopub.status.idle": "2023-02-26T23:29:35.627761Z", + "shell.execute_reply": "2023-02-26T23:29:35.627254Z" } }, "outputs": [ @@ -90,10 +90,10 @@ "id": "7b729bed", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:06.503137Z", - "iopub.status.busy": "2023-02-22T06:48:06.502922Z", - "iopub.status.idle": "2023-02-22T06:48:06.553648Z", - "shell.execute_reply": "2023-02-22T06:48:06.553053Z" + "iopub.execute_input": "2023-02-26T23:29:35.630760Z", + "iopub.status.busy": "2023-02-26T23:29:35.630261Z", + "iopub.status.idle": "2023-02-26T23:29:35.721294Z", + "shell.execute_reply": "2023-02-26T23:29:35.720289Z" } }, "outputs": [ @@ -130,10 +130,10 @@ "id": "a829c8a6", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:06.555904Z", - "iopub.status.busy": "2023-02-22T06:48:06.555642Z", - "iopub.status.idle": "2023-02-22T06:48:06.718856Z", - "shell.execute_reply": "2023-02-22T06:48:06.718016Z" + "iopub.execute_input": "2023-02-26T23:29:35.723793Z", + "iopub.status.busy": "2023-02-26T23:29:35.723297Z", + "iopub.status.idle": "2023-02-26T23:29:35.922176Z", + "shell.execute_reply": "2023-02-26T23:29:35.921663Z" } }, "outputs": [ @@ -141,7 +141,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/brendan/python/ParticlePhaseSpace/examples/../ParticlePhaseSpace/_ParticlePhaseSpace.py:1306: UserWarning: This method is quite experimental and should be used with extreme caution;always manually compare the new PhaseSpace data to the old PhaseSpace data to ensure it is close enough for your requirements\n", + "C:\\Users\\Brendan\\Documents\\python\\ParticlePhaseSpace\\examples\\..\\ParticlePhaseSpace\\_ParticlePhaseSpace.py:1306: UserWarning: This method is quite experimental and should be used with extreme caution;always manually compare the new PhaseSpace data to the old PhaseSpace data to ensure it is close enough for your requirements\n", " warnings.warn('This method is quite experimental and should be used with extreme caution;'\n" ] }, @@ -180,16 +180,16 @@ "id": "8b2f9ae3", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:06.721388Z", - "iopub.status.busy": "2023-02-22T06:48:06.721008Z", - "iopub.status.idle": "2023-02-22T06:48:08.121172Z", - "shell.execute_reply": "2023-02-22T06:48:08.120356Z" + "iopub.execute_input": "2023-02-26T23:29:35.924668Z", + "iopub.status.busy": "2023-02-26T23:29:35.924168Z", + "iopub.status.idle": "2023-02-26T23:29:37.626832Z", + "shell.execute_reply": "2023-02-26T23:29:37.626326Z" } }, "outputs": [ { "data": { - "image/png": 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" ] @@ -232,16 +232,16 @@ "id": "632e0501", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:08.123937Z", - "iopub.status.busy": "2023-02-22T06:48:08.123457Z", - "iopub.status.idle": "2023-02-22T06:48:08.808429Z", - "shell.execute_reply": "2023-02-22T06:48:08.807852Z" + "iopub.execute_input": "2023-02-26T23:29:37.629332Z", + "iopub.status.busy": "2023-02-26T23:29:37.629332Z", + "iopub.status.idle": "2023-02-26T23:29:38.479261Z", + "shell.execute_reply": "2023-02-26T23:29:38.478758Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -277,16 +277,16 @@ "id": "44b6534c", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:08.811605Z", - "iopub.status.busy": "2023-02-22T06:48:08.811385Z", - "iopub.status.idle": "2023-02-22T06:48:10.199816Z", - "shell.execute_reply": "2023-02-22T06:48:10.199039Z" + "iopub.execute_input": "2023-02-26T23:29:38.481757Z", + "iopub.status.busy": "2023-02-26T23:29:38.481757Z", + "iopub.status.idle": "2023-02-26T23:29:40.277259Z", + "shell.execute_reply": "2023-02-26T23:29:40.276756Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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1YzK8LEtERERkIjxzR2RivFuWiMyKd8vGx8EdkZnJQUBOcWo3A3JaiIgMZ0R809oxGV6WJaKEmOlOMiKiaGaKcTxzR2Ri4rKFNeU2AHPdSUZEmc+I+Ka1A5grxnFwR2RmchCQUwx+JrxkQUQmYER809oxGV6WJSIiIjIRnrkjMjOeuSNKmiTZAQCKYkCyPrUfnrmLi4M7IlMLGVCg03zzLhKRGRgR39R2TIaXZYkoIWa6k4yIKJqZYhzP3BGZmCQHIcmpfYeTTDjvIhFlPiPim9YOYK4Yx8EdkZnJQSDV4GfCfBSiljDXLkMYEd+0dkyGl2WJiIiITIRn7ojMjGfuiMiseOYuLg7uiExMUoKQlBRz7kw4qTYRZT4j4pvWjtnwsiwRERGRifDMHZGZyTIgp1jDSZaN6QsRkZGMiG9aOybDM3dEJiZKBaT+A5irBhQRZT6j4psZYxzP3BFRQsxUAyrbSJKd5T2IWmGmGMfBHZGZySED7pY139Q8RGQCRsQ3rR2T4eCOyMzkICBLqbdBRNTZGBHftHZMhjl3RERERCbCM3cmJUl2AJxGJ9tJcsiAuWXNd8ki22RKHGDcomQYEd+0dsyGgzsiM1MMyElRzBf4iMgEjIhvWjsmw8uyRERERCbCM3dEJibJcsqXHCQTFvgkosxnRHzT2jEbDu5MijkrBEAtFZDq3bLmu2RBnRPjFiXFiPimtWMyvCxLRAkxU/V2IqJoZopxPHNHZGLibrLUvtlqlz3MVL2diDKfEfFNawcwV4zj4I7IzHhZlojMipdl48qYy7L33Xcfxo0bh4KCAnTv3h2zZ8/Gjh072tSW290t6W0kya7XYGovHbGP9pCp/SbqTIyMcUSU3TJmcPfuu++isrISGzZswJo1axAIBHDppZeivr4+3V0j6rTEZYvUf6j9McYRJceo+GbGGJcxl2Vfe+21iMfLli1D9+7dsWnTJlx88cVp6hVRJ8fLshmDMY4oSbwsG1fGnLmL5vF4AADduiV/iZWIqLNjjCOitsqYM3fhZFnGj370I0yePBkjRoyIu57P54PP59Mf19TUAABOnjyO3NxCeDynEt6n398AAAgEkqvDpK2fyHZt3YfR3O6ilF6bZPvvdhcBQFL7TLe2HqsR+0yGJCspF+iUZCWl7Sl5icS4ePEtEAik5X2Z7rjV3lo7zmTjZmeWTfFNa8dsJEVRMu6obrnlFqxevRrvvfceSktL465311134e677262fMWKFcjNzW3PLhIZrqGhAddeey08Hk+rt+vX1NTA7Xajeu0oFOZbU9pvTV0IJZd8mtB+yRiJxDjGNzKTdMU3wJwxLuMGdwsXLsTLL7+MdevWoX///i2uG+ubbVlZGU6ePImysv4d8i0rEAhgzZo1mDFjBuz2zLijtK3fQNt6rJl65q6j/641NTUoLi7m4M7kEo1xLcW3jvw7ZWKMa4vWjtNsZ+6yJb4B5oxxGXNZVlEU/OAHP8BLL72Ed955p9WBHQA4nU44nc5my+12O7xeb4cGIrvdnjGBL9XXJtlj9Xq9+naZpiP/rm3ajxICUr1qoZgv2bgzSjbGtRTf0vFZyqQYl4p4x9nR/0/pCFkR37R2TCZjBneVlZVYsWIFXn75ZRQUFODYsWMAALfbDZfLlXR7rc1hqNVty8a5Djv6mLPxNe4okiJDUlKcoUIx36TanZHRMY46FuNYxzMivmntmE3G3C378MMPw+PxYOrUqejVq5f+8/zzz6e7a0RZwUzzLnZGjHFE6WWmGJcxZ+4yLDWQqHOQDbhsYcJ5FzsjxjiiJBkR37R2YK4YlzGDOyJqA1k2oIix+S5ZEJEJGBHftHZMJmMuy3Y0RQlkdQ4F54slMo+2fpYZB4gyE8/cEZkZz9wRkVnxzF1cHNwRmZgky5BSjFtGVIAnIjKaEfFNa8dseFmWiIiIyESy8syd290NihJMdzc6tWzONzQVWTbgblnzfavNNooSaJY719JnPNPrfK6bfBUA4OL3X0pzT6hdGRHftHZMJisHd0RZg4M7IjIrDu7i4mVZIiIiIhPJyjN3Hs/piEsUbb30kOmXLigL8Mxd1omXdpJMnMr0mNZZLsfy/xHtjGfu4srKwR1R1lBCgJzizAcmnHeRiEzAiPgGmDLG8bIsERERkYnwzB2RibHOHRGZFevcxZeVgzstJ8WdOyLuOomUDWAeBXV6zLnLOh7P6TZvyxwxY/F1bGfMuYuLl2WJiIiITCQrz9wRZQ2euSMis+KZu7g4uCMyM1lJPXAZcTcaEZHRjIhvWjsmk7WXZSXJDk/DVngatra4nqIE4uZNSJK9WW4eAW53UVKvSyKvI1/r9Bs3bhyGDRuGpUuXprsr1Ap37ogWc4rj0eIdP2+UjcwU43jmjsjMZMWAy7LiW+3GjRtRWFiYep+IiIxgRHzT2oG5YhwHd0RmJsuALKXYhvkuWRCRCRgR3wBTxrisvSxLREREZEZZeeauIGcQarxfoLxgVsTyfbWr9X+3Vp8oU/JRoutWdUQdK4/nFOz2xF+fRPrCelFtxDN3WanGu6PZsujPvpaTF553HC9ehC8j6jR45i6urBzcEWUNA3PuiIg6FYNz7syEl2WJiIiITIRn7ojMTJEBJcXLFor5vtUSkQkYEd8AU8a4rBzcHTr+IYCmHDstryQ83yRWPkr4Otp6sZ7rTLkp0X1Jtm+d8ZgoCYoBly1MGPjMrLTHBPTLnw4gMl4VuoZErBerxmdL8SJezt5Jz2YDet2+JMnOGGZGRsQ3rR2T4WVZIiIiIhPJyjN3RFmDN1QQkVnxhoq4OLgjMjMO7ojIrDi4iysrB3elPSagtnGXnoMSKxdDy0eJzjOJlYMS3U54fofbXYTnnnumPQ6j3YT3PxPzVJgnSNmstnEnJJc1YpmiBJrV9Vw3+SoAwJQPXmm2TnQ+MtAU56I/X4FA889ZdB1Qbb7a8O2i123p85pqzlwi266bfBUufv+lNu+DqDPJysEdUbZQZPGTahtERJ2NEfFNa8dsOLgjMjNeliUis+Jl2bh4tywRERGRiWTlmbvaxp1QlKD+WMszORM6CADoai2LmGcWaKrppM3ZqCgBPQelq7UsYh2gKY+ke7dzxXPuIni93hbrRoU/jpWz0lEyPVct0/tvKBkGnLkzoiPUUTye0ygsLATQFNvC8+1aii3RuXZajKvx7tDzkLU4p/0O4ACee+4ZPcaFbxerll601nLtWlvHKOH5dunK223P/ZoyF9mI+Ka1YzJZObgjyhoc3BGRWXFwFxcvyxIRERGZCM/cEZmZov6k2gYRUWdjRHzT2jGZrBzcleVNgyTZ9fkXe4f6AADOQOTc7atdHXcexVhzNnbNFzl3Wn5JecEsPX9P4/Gcgt1uj2g3Vq6dJl4tqHjPt0UyORiZmK+RaG2sTDy2RCmyBEVObWJtM5YJMLPSHhMgSaLOnZYjDDTFLu13dH5dv/zpetzS1tlf96b+OF4Mys0V+X0ezyk4HLni3y3MyZ3M5y1dn8lk9tvW+BEr57otx5vo/uM9n+j2nTFOGhHfRDsGdKaT4WVZIiIiIhPJyjN3RFmDN1QQkVnxhoq4eOaOyMwUCZBT/FFSv+zRFldddRW6du2Kq6++Oi37J6JOzoj4lqYY197xLSvP3BUoXfQ6TACwDRsAAP0sak263BERzwNNtew0/fKnY5hSAQBYXffXZvsYjgsAALuxOWJ5eA5fvBpQ4bkXWn2q6Nw/oGluSK0+U7I5EcnM8djWPItMqNvUmXJIqMltt92GG2+8EU899VS6u5JxxkoXAQDunjwQAHDR+6/q+XPR73ctv+5M6KAeA/eHPotY50zoYLMYpH3+BpeIGDWizzf09aPz8wpdQyLy/8LXCY+14XVEw9dpaW7atmrP+BGr7ZbmKU+lHx0V/1rKEafktXd845k7IhPTEo5T/UmHqVOnoqCgIC37JqLOz6j4lo4Y197xjYM7IjMz4pJFGwLfunXrcMUVV6B3796QJAkrV65sts7SpUtRXl6OnJwcTJgwAR999JEBB0xEWcOo+JZkjMuE+JZRl2XXrVuH+++/H5s2bcLRo0fx0ksvYfbs2Um3UyudRVdLmX7bf/S0OkDTZdjwaXuifS7tAdB0WeOSvFvEE5amS705cAIAJvX+LnzeID6rW6Fvr+1PuywRfSkDQLNp0MJN+eAVAE0leow6Pb9u8lURU/GE9y3ZfbTnqfvWLhPwskH61NfXY9SoUbjxxhvx9a9/vdnzzz//PBYtWoRHHnkEEyZMwJIlSzBz5kzs2LED3bt3T0OP08+o+FZmGYFqyQMAuLVKlCbRYhTQ9HkZmTdHXSB+DccFOCIdBtAU/7QyT2dCB/VYGP1codIFAHA2dFj/zE3KvQkAsN4b/5JTa+WeWls/ertEP++pXlaMNZVkNCNTWzqD8FShTD4Oo2RCfMuoM3faC7p06dJ0d4UoMyiSMT9JmjVrFn7729/iqquuivn8Aw88gAULFmD+/PkYNmwYHnnkEeTm5uKJJ55I9YgzFuMbUZKMim9JxrhMiG8ZdeZu1qxZmDUr/pk0IopkZBHjmpqaiOVOpxNOpzPp9vx+PzZt2oTbb79dX2axWDB9+nSsX78+pb5mMsY3ouQYXcTYiBjXWeJbRp25I6L0KSsrg9vt1n/uu+++NrVz8uRJhEIh9OjRI2J5jx49cOzYMf3x9OnTMWfOHKxatQqlpaVZPfAjovZnRIzrLPEto87cJcvn88Hn8+mPtVG5I8cGq8WOwcr5AIAh3a8EAPTMF6VNeoV64wtsBACcg3EAAJcU+VI5JAs2yO8DAPpahgMAQrLIftt57P/0sgAnQyL37t39j8But2Nq0fcBAAEcwPC82QCAbfUrAQDdu52rtxcIqGUH3EUxjy0QCOjra+uG07bzeE7FfnFaMPGdf0RMKQQAfn9Dq/s6efJY3HWM6Fc8LfUtVfH6q+2rPfYZT5v2JVvadENEZBvifX3w4EEUFhbqi9ty1i4Zb775Zru2n+nixTdnjhWHIUqKdLGKqRVLlBJ9vXLHdwE0xTSn+ruq/h8ocAwC0BTTyqVuAICFwwvwzc92R+xfi42r9j+ANWvWIIiD6FE0BgBQi50AgCndxL6OWo/gpCeyLJS2rsbvb0BpT1FCSnuvu1yuiMexJBKbwj+/bY0XPXv2wRNPPIaTJ4/Bbrc3i9FGxjSjtLVv2rENLL8YjY1++P0N7R7r0hbfgLTEuPaOb5KiKBk5Za4kSa0mHN911124++67my1fsWIFcnNz27F3RMZraGjAtddeC4/HExGAYqmpqYHb7caJXxeiMCe14FfTqKD7b2oS2m8s0Z9Vv9+P3NxcvPjiixGf37lz5+Ls2bN4+eWXU+qvGTC+UbZJV3wDUotxnTW+mfrM3e23345Fixbpj2tqalBWVoZf/+BpWC12/S6vGulsxHZtPXOXJ4uAuubYgxFn7p544jHMmDEDdrsdM3r+AADwkXdFszN3Ba6mb80fHPkbgPhn7jyeU/q33EPHNjR7PtVvk8lsH37mbs2aNfqxptpuZ9DSmbvWjtVo0fkgmcrhcGDMmDFYu3atHvxkWcbatWuxcOHC9HYug8SLb/cvfBmH1TNn2pk7LdYBTXFKi2knJfG+2la/MiIGAeFn7o7EP3N3UJy5u/HGBbBB3EFb6xX7H++6FoA4c7f18D8jttfil+bQsQ3NYlpHxrHWaGfuoj/znTmmpXLmbs2aNfjhrf+DxkZ/zP/HGI3xzVimHtzFS4b0NwZhkQCfEgQA+KTI08H+UBCNEJc7/BDrWKXIbweSpKBRFuv4LGIdu6z+ttvh84o2vaFGfZndboffK9bxer36dl6vV6yDpva04KE9F81ut6PR69P/HU1vs40Dj2S2j15XO9ZU2+0MWutvS8dqtLbsR1EkKClOraOd2x83bhysVisqKytRWVnZ4jZ1dXXYtWuX/njv3r2oqqpCt27d0LdvXyxatAhz587F2LFjMX78eCxZsgT19fWYP39+Sn3NJvHim68xhEZFjSVWEYe0WAc0xSktpvmkpjgUHoMAIGAJAQAkf0CPNxotNjbFqkZ9e+1zo63jswaavX+j24sV0zoyjrXeVmQsb499GC3VvjU2+tHo9XXIsaUrvol2xO9EY1wmxLeMGty19oImqr/cF/utR/THA+RyANBrQ3WxOFFTL3JWXLliGp8Cq3ipFo08BABY+KlLn6onX/0m3MXSFGi1Gnpfy78RADCj5w/g9wb1+neFriHYL4spfia65gIAjlhFjan9oc+a1deLrukW/ry2TKtlpU0zFP5cIrWJwtdNpqaU9u9EciY6skZSeG2mlp4zatq19piWJ+U2Dcy527hxY8KXLD7++GNMmzZNf6ydYZo7dy6WLVuGa665BtXV1bjjjjtw7NgxjB49Gq+99lqzJORsYlR8y5Nd6GdVY1NIxKbuNhf2yOLsTZ1F5JzVqevXSGcAAF/JvQle9X1WB7HO28G3xe+wdDltajMtXpb2vAB/feIOTMm9AZ4GMQBar+b8aXXuCl1DmsUpbaoxrc7nufnXNpuiLNb0XbGe055PptZlsp8tj+cUVq1a1Wx5Z6771tL0Z4k4dGyD4QM7Q+OkwTl3ica4TIhvGTW4a+0FJaLOYerUqWgtnXfhwoW8DBuG8Y0oM2RCfMuowV0iLygRNVFkGFDnjp+5jsD4RpQcI+KbaMd8n7uMGtwRUZKUts0N26wNIqLOxoj4prVjMlk5uPMqAfQO9dFzTzQlihsAcFbx6XlwWq6dXxYlrBdvFncf5QModYh8FrtFvDH2NtYDAG4ouk3PHfksvwLANBy1HoHPGkBXaPMxdtVzXVyyyEHQcuUmuuYCIo8ZA9Q5GrV5aLV+1SkNOIODEcs+qH08Yl0AzXJYWtIZc0e0Y9Hm/w3XWu5GonM/GnXc7fH6daa/STI3VFD6/GbUKfzvFpGjV2AT8WuPfAoVFhG7HGq8qguKIHNIPWnRJ8eBdf59EW1NtkwBAOTbrPr6xU7R5m6/iF+Hjm3AqlWrsMdyAKWSuDtXn7dWNdRWjI+sTbEPEDl+APCx8h+xDzlXz7/TPvfaPLbPjnLqbWpxU5u/9oMGEfcUJaDHBK2d8LgRHS9ifbYSyQdraW7Z9si71do1au7w9uqjO3dEzDgdrx+dkZliXFYO7oiyhTF3y4rtk7mhgoiovRl3t6z5YhwHd0RmJlvET0ptGNMVIiJDGRHfAFPGOM4tS0RERGQiWXnmbjs2QoIV/SBqQTklMcbt5RIvR2PIoa+7xV8NQOSMAACCTbXsDqlzFGr16Z49Xzz38Od5+K8CMYesdrp3jGUAgtaQnp8XkBV8FBK5I1ptqVl53xPt4oye/6f1bZpVlEg4EWwqaqzV2fufUaJ+VXiunVaL6mMxNaP+nLaNVmMPiJ3PFo9R+RKJ5pC01Le25JAku25756m0N0WWDLhb1nzJxma2YKsfFss+AMCZoMjLnWabpufaaT6X9gAALskZDAA45ZNxsUP8e53/SwBNMfGUT9Zz7WoC4jTHMEXMxf2zwb/AtCVTMNk+EHV2UbR4txrbnh0lYuJ3Pt2p71erC+qF+CwNR9NMFVqO3WS76Mf7AdGPi95/Vc/R03LutJzp8JqfsXLtgMjYGP1Zbku9u3i134yMj8m2Gx6vWspVbq8Yluj/R4yMpUbEN60ds8nKwR1RtjAy546IqDMxOufOTHhZlogSMm7cOAwbNgxLly5Nd1eIiAxnphjHM3dEZmbgDRVmupOMiEzA4BsqzBTjsnJw98KoCty8TQbU+k4+Rfxl5w/ZDwD4w2dl6J4j3jClflGTaXvwJADotaJ6uyzYUSe203JWbq0S+Xklih99ckTeXtAq2qkPhRAIhpBvswIAip0ShtWLnBWHTayj5dMNdRTrNaU02nNanslQW7Hep4WfisS6abbmeXlaDotWQ+8zReRFSJJdn+Px3PxrAQBb6l/Qt0smf03j9zfEWTMxbc2HS0Yy2yRaC68t+TEt6Ww5KWbMRzGznqFesElq3rAIN3BYJJxS537W5oR9drTIh/vrF2KdKmUXRgcGAgDGWwcBAGoDIkjm2Sx6rl1ZnohXp33i9+F6sfyUP4geDvFeGd0o2rm3Sjw33mZFjlU8Z1f/X6y1fSgsbmhzcr+i/tbMcd+ixzutTt5IRwkA4JjPra/3sVr7U8vD09btai1DDSLnsm1pnuyOzLFtqR/JCN+mLXVB2yrZdo3cP3Pu4uNlWSIiIiITycozd0TZgjdUEJFZ8YaK+Di4IzIzFjEmIrNiEeO4snJwN+fTPehmK9frLfVxOSKed1gkbGgQ+XPaOiNzRH6HVveuN0rQ0ym2U1NJ9Fp4XRwSTjSKd4vbKZJe+ufbELJJaBBloFAXBBwW8abMU3PuRuTkAQAaQ4DdYlOfE+vn+0U7pwJ29XcAFVaR/1cbCur9BsSct1oey2hJ5L6ccYlcFG0+xq/k3oTd2BdxjNoctduwIaIuFNB8jlpFCTSrKRUIJFdnrrW5HlvKq+voenPRfXW7i/Dcc8/A7S5qU18SOTYj5pOk7KTV3tS84HlY/3yXSiIP7dYq8ZyaeoeLHYNx0idiiV/9n52WI7y3sR73jxGx79HPywEAJTlinZCaROeQLGgMiTy6wYVi2Sk1L29fgx89LSJeNqq5dlpe8eiCPPUx0MUn5rLVavBpOXjbgyeb1f4MyErEMXqVgB6LtDzicNE14KJz77TH4cLzaVPNKY4nUz7v8XLrEslH7szHZVbMuSMyMS3hONUfwFxlAogo8xkV38wY47LyzB1RtjAy585MZQKIKPMZnXNnphjHM3dEREREJpKVZ+7KLCNwKPQFeqMPAOBwox8AIEkih+MFz8P6PK9dc8RLpOXVzXSL3DtPADjjVxPo1Jexd65Y6UiDgnPc4t8Ol2jzjA8I+prasVug19Ircop1DtSLJxeO2IuHt/UHAD13T1vXL4t9nQh6Ua7m/BUhMmcQALqoc+AWOcV2l9suASByZwCRn6LNDakN8bV6f8OVC9DFIrZ/X34XQFM+ijY37bn51zbLw9Py0PTHuSP0HJhYuRfROS/ROipPo6V5GOP1xeM5hVWrVsHjORV3m7bmDBqap6IYkHCstL4KdR5uixM7ourEFbqG4Jw8kdu2tvHLiOe6OUVM+7ImqM8fq9Fy8Aa68vDo52J7LdfOq4a/RjWmleRYYA2IPLrDUelp95x/BP/aU64+EhtUN4p97asXDRU7bfr+nz1HxJ8/fDZNb6M8X83fU+uLFju1unla/HM01beDyCsc5xLHVhso1vONJ1tEXp+W87wnr/l827Hq3fUoGoO/PnGHvo7R+WTh7STSdlvry7W1362tn2zOYPM85m5J9UdsbNANFSaMcVk5uCPKFixiTERmxSLG8fGyLBEREZGJZOWZu8G2IhwKO3us3Vp/xye9AUTeEq9dRs1Rp/E53ih+V/mq9dIn2i35tQHtMoGkX5ZYMPggTgMozgFCAELalGchQK2Sop8Rrg+Kyw3vHuqLHuqlD7t66UDbTpv6p1zKg13tm1aiRytfcNoHnOO2qX2KbFu7NNMYajqmbupVjf31Yifbgx6U2kR5lOH+CwBAv0yrlSjoHeqjl1bQLoWU5U9FtOhLruFlB1q6DGq0li5FtHTpOF47LpdLvwQdb/qxRC9RtFYSpmmd5K8dKErqBToVE16yMDO/ImM4xOfWpb63dlv26dN9LR8tPvB/2tIPgLgcq9nlFWkb2jSHo9VLto0hBbeNFNMz2qzi0uvfPh8AAOiqllJxWIEjNWIf5fniPedVZ1Fc/mU5fGp86psn/lHdKGJZV4eIVYcb/SjPVctLWcQ6vV1inaAC+NW2tFQTj/ox0cpFhRTgCqeYCvLzGn/Ea2K3SBjfRcQ+7bKu1s4edbbGyZYpel+0Uioj8+YAEJ+/wSUizpX2vACNXp/ethb/9tWubpbiEf6cptnlSHWb8DSX6OeMjJXx4lJ4Gk0iEolbyVym9XhOw+12t75iRPvGFCA2Y4zjmTsiMzOiRIAJywQQkQkYVQbFhJdls/LMHRElz0xlAoiIoo0bNw5WqxWVlZWorKxMd3dSwsEdkYkpigWKktoJesWM1yyIKOMZEd9EOyLGmekLbFYO7jaFdmOyZYqeP9ZFLQlSLXkAAF0tZfDJIi+jyhc5DVl/dYqwkY4SPddDvZMfR9XaAF0dNj2f7fEv+uLrAHKsCkJWBUcamk7/FqipWntqxW/tVv8ppXvxzA5RCiVX3Yc2bZlDfR+XOEM41ih2UmgXb8wuFvE7JFtQreYG3jxsHwBgpVqGQE27gdMCPQfGpm5XUSAeF/tL9HyWgS4tR0/N1xkpcmLu+MSOu887CgC4t0q8fi8fXoJVq1bh6t4/QcAbgqdhq567sqX+BQBAv/zpAID9dW/qr0O8nLXw5Yncxh/ruXhlVmJJLj9ElEJJdPqx6L6Flw1IZHtFCaCmpibpnBQYccnBhJcszOykVIOeEPnAuy37AAAD5HK8HnoLAGDfJsoibQ+K2FZhaZrGsLvNBQBwhcT7VSsT9buxh/CXreJzruX/anm8QbuIQye8CuzqFIin1JS0RjVPrjxfQX1QPOdX30/dtFw9Nabl2RwoU/PxVu8vBwD0yxeB78sam77f3mp5qVq1PW15F7uCs2re80i3iFPfGrRHf13+vrNC3Y/YYZ9csWFAFnmF+TYxBRrQFO9LHeL3UPct2KucBQD0tQyHzxLEFogcOS2fLlYpEG36tFif95ZigiY8D68t+XctTfcYrca7Q9/HSc9msU93Ebxeb4v9bitDSsgYdUnVhDGOOXdEREREJpKVZ+6IsoWR048REXUmRk8/ZiYc3BGZGIsYE5FZsYhxfFk5uBtjHQBFsaBQFlPUHMIZAECJIvKZ8uVcVFs8Ecv6uEQOh5aDAgA91Wm/tNwTbeqckNI0bVh5kchHOVQvIdgo6VP31AaaatCV5Yk3lnaN/PX9/eBQc/a0fLryPJEMUu0T+2gIWeCyKur+1RwWh9in1QIMKhT/1qb80fJSCmxqfl5uEPvqRe5Enbr9dYNFfsqre/sjzyapbYn1Z1fsBQCs3CNyAc/vImHFTlEn6xw1Dezq3j/BjY9fgiKHDUFZwqTcm1AiiSe16dwOKeK1nuiaG1HzDkCz6cyA5nkZLU3Roz2OlRMS3U6q+XyBgPgda/qxWHl+LR1Ha/sCRL6NooTibkOkOShvhVuaDAAYbx0EADglB/Rpt7R4VSOJz2KeTZ2iK+ztdc/5RwAAP9sknvvL1gp9KrJyNdk4x6pOn6jGtCKnpMeZG4aKWPL09qY8Pa1m6JUV4rm1B8oBAI0h0U6BXYJVnQKyUT2TUhMQgbBvngxvSCxrUH9ruXoWdZt8ewhnA6Jv1w3ZBQB4YedAAKIGaJ4a+5Ajtt9XJ34PKRQH/rnHCrf60Z1eInLtZvYVtf2e2F6Oyfkij3FyfjFCthD+MvprAIBL8m4BAL3uJ9BUJy+RKQ1bijvhy6LbirV+dM28WDEwXp298Lw8fZ+eU7DbE89bps4jKwd3RNmCd8sSkVkZfbesmXBwR2RivCxLRGbFy7Lx8W5ZIkoIZ6ggIjMzU4zLyjN3pwMBlOY4kd8o8iq0+Re1OWarpQZckCtyTbbWibkWQ4rIrytS8w/K8iRUnY2cv/Dl2scBiPwyLS/ljFrvKSArCMoKXGou3WmfBC0bQptjVstJcVgVlFhC6nZioZaXouWN2CUFeU6xzolG0SeHmh93w9BdeEvNZ7l6gMgZ0epGaRpCVpTmNtWQAoC1B/qp+5JQqObvzeq/O2I7PW8FClw2LS9G/B7dVRyINo8ukAe13BR8aj5Pvl/krZwKBCLm8AVi55BMyr0JALDe+1TEOuG5IfHq5IWLNQ9ia/X1WsrZc7uL8Nxzz8SsA9VSXxKpERXrOZFD05a5ZY27W9ZMBT7NrMwyAkcshwEAR9TP3aV5g/GG90sAwHiLyMMbFhT5cGf8Ig44JQtOBMV7+XebS9XWRACr8lWjFCJHWasFp81DOz5fvCfmDDiIv28T83M/9rloW49pFkB7/2rvp7N+ES9+dpmoefnYW9OQo84peyJoDdsOEW257GKdXKv4Xauu2xiyoHuOWLZ2v8gNLlDXLbCFUB/UGhO/tVqkmj65QJ5NrP/V/iIv8O9fipy9ivwQjslWtU0FckjB6gN9AQCju4iO7a616fl3UPsaHr9i1fgMFz6367rJVwEArti8E4D4/MeLJVoc9TRsbTZPdngOXry6muG5fNE5xbH215b6dEbVxotm9N2yZopxWTm4I8oWLIVCRGbFUijx8bIsERERkYnwzB2RiSmKATdUmPBbLRFlPiPim9aO2WTl4G6d9ykUYii6WssAAMPUuWXPyiK/pMJWpM8Xq821qNWG8qtzzlY32nB+F5FQps3DWp57KwCgNqA0zVHojNz3gXrxJqrIV3C8Ufxby0fTcu/21VmxYLio0/SvXQMAAAV2sdKUvvvEMRwo1+do1GpDafWeJElBF7vogEXNYbmiQuTOvX9I5NXZLDLq1JpQv57yIQDgmU3jAAB9cgNoUHP83jtYDgC4sEzs16G257YH8dkZUeBqYIF4Aaxqcb5iRwiyEkJ5XgiT1O1W7hR5PjZJ9LnY6cAwi5jj8rhX9Pu7JbcBADZ6xZyX13a9Fa80rgUAjMybox5b/BpysercxXsuvE1NeL0n7XF0bSlte5fL1awf8foTS/g8kvHmjJQku55P09a5ZVkKJfsclLdiHKYCaJove0NDNSY7BgMAjvlErrA272yhInLpKixF6AIRsLRYWGdpAACUoqu+LD8kPuejC8S80341fj3yeSnyFREfTqkTVxc5xXvvszMKhrrFZ1+rfTd/mIhxj6z9it73kPo/2b65an6YurwxZEFQfc6pzaGtaPU9Raw77behwCb+nWdTc5bVdeoCNkzvJ45Xq6+nva09ai09i6Tga2qcfFvN2StR85rrgxZ855w9OIYpyLXIkK2y3p8idf9FTgtONIr/J1glkbOdo9YiHe27VZ/L+4monDutPp6WVwwAF7//kvhHjBp0icxJ3VIMildfNLy9Dy69DvjRdSjteQEavT54Gra2OCdu9PZtmS88Vs3Q1rAUSny8LEtERERkIhzckRCUUVG/F8W+k7DIQfSsP4SvHX0dFZ4vYZGDgK8efbd8gtGnN8MaEt/8HSE/JjZs0x9T56PVgUr1h8gUgo2YdHojSrzHIalnGZuRZRR7T2CEZytjWydnVHwzY4zLysuyJEiKjK6Bs7CdqEHv975AuXpmOgBAO3k+qnEXAtVrYdsj7u6fieOYcXY9lvW/Fg+cWgELALkOWNp3LvrI4hJQX+8hHEAJ9HoAlDa8W5aylaTIKPKeQg/vCZxWXCg8egJDv/wMEoCpno9w1F6MJ3vPARBWE0WWcc7G9zG2oQ4AMPPUOizrcRVswSDgF5elSxpPIOQLIS/UgL05ZWCcSx/eLRtfVg7uLnbNRWlOPlac+QsAYJ967V+rUVQbCsIvi5OaWp6JlnvX1dH0km3ziFyLfJsIDl0c4g1yyN+Aga68iH0W2CUEQxL2NYhvglbJgR7qnIyeqNSJAjuwfIeor/TtwSIHZOVukafy+l7x22FRMK2fmO/1s2N9AADn9T4IAAjJFnjVvJhtJ3qJYxvxmWhczbm7oPuXGLz+IxSG6oHDkfuPztKIfmwBMOnkRwivGvX9A08Drhyswjx848RqKN4A/l56FYoLqpFzogbfcZ9AbbciWO1iq/cPlmNiqajB96HaJy0/ZmihyAE61giM9V0EAHCqe9sfliei1Y3Sakm1NEdteC0oQOR5bKl/Qf33CxHrxMpTic7Hy80VtZA8nlNwOHKbra+tGy9Pxp07olnuS/R+3510uV7niihRZZYR+r/z5aZanlr+6nBcAKAp126kQ+SHBWQFJ4Ii3pWq7+mPQiI45FuLUeoQMe1QgzrHbL4aC2Oklpbni8/rabXO54ACCxrV3LweLnHGbOVukU/cqM4Va7cokNX5au1qXl2BmjuXbwvArub7Th/5KQBgxcbxEfv8r4E78fFhUXvOFmzEnD0voFDxNq0QldLVK3ASFZZTGDSkBgCw5VgfbNxVrA/sABHbbjwu8t/8H7qwGrdi7omXYVdrWwZgwY7zxsLh9wEWC2rKigGrDVVqTA6q/x8pclj1Y/qZU+Rm16lxX8vPdkk3obxgFoCmWnhajAuPDdE5urHy2GLRtosWK1fO5XLhOVwXc/tkcu2iY1t4TGzeXlYOR9oNX80sZA80YMx7b8f9vhlCxHdZhCCCnLa+DODDknEYUrsLEkTSsx0KwsOKA0HccOgFKIfEdj3UdvaOGAV/Xl78SyJkKJ65o2xjDfkxf/fTreYcVTuLUGMvBFCjLztjK8QRazf0Dp1utn6sT4EdMkZs/kh/HALw+XkT0KcmhKP5vQE42nIIlCCeuYuPg7ssY5GD+N7+p2IGqgCAF0tnY1BFPZy1tehxcC/OlJSgtqQXNu7vgYtOfIBjOT2wzT0MuQ4Lqi6ehm4nTmB14xh8d/+KmPsL348VwMCt4lt3L+tnOFw4ArDZICkyFInpn+1BkVOfN5HjcMokg87uaHFgVyPl4NXel6E2r7hZ3FEkC5aVXoMe/mr08p3A1IaNyG1UZ6BJYN9WACM3f4iRAIKw4KWyKxCy2uG1FIGXb41nRHzT2jGbjBvcLV26FPfffz+OHTuGUaNG4cEHH8T48eNb35AAAP3q9jW7iiLOqJ2LNxrHQbbYMMh6AL4uXXGgS1d9Hb8jH2tLL0VI/yAFAbsDp/uUInAgF3+tmIdSiBImz3adhen+dSgLnYSC2CGta6gOXTdtAACU2j7FGz2mwSH7cTC3FPy22zmNGzcOVqsVlZWVqKysTHd3TIsxLjUuf13E4xCAvecMw+enS1HjcOOssysUyQKHFPv/6IpkwUlXd5x0dUfv0Q446+thafDjg+BIdANwZPJQWAN+5L53AN1CtXH7YYOMOQdfBgCcthbg/eILcCC/HxjfqCNk1ODu+eefx6JFi/DII49gwoQJWLJkCWbOnIkdO3age/fuCbezWfkA757+Au8XiLkWtTwH7eteodIVFZYi8UD9/FcpoiZToV8MePLlXD0vpS6oJpOoFzP75+ShJiA2/P6Qg6jGFOTbgVAIuKSHWOeMD+iXLxJScqxi+1yrSL7IsYVQlCsClNcv6k5dM1TkkeXni/kcc/PrkdtN3MAwcvoHAABbX5HPFxx2LoaPvAIA4LBr8+RNBQCU/uofwO+aXgsl3w4c/Qv657uwQNaOY1Kz1+xcRfRNy4uQZR8AURdvqPpcwB/C228C3/hyGmzSRWjYcxxydzss6/YA/iBcN74ISSvqF6ZLsBbfPPx/oj8OC7wrp0EZ0hWS3AjJ741Y1+ZR/0jBgbDsfxcAsPXpCwEAb+65GADwuUfUz/tqfiXel8U6Wp5ReJ6bVufwTOhgxDrrIV7rkXlzIuZmDOfxnMKqVavgdhfpy+Llm4Q/p+WXtDRXpObi919CTQu18hLBuWUzixEx7vOGl1CfPyNiWfh8pq5ckceqDYG0XLyr8y5BKURMO6XOLdpbEbljdruk58yN6CJiwGFRAg9O9ZRW/wKgUV1WqM7p2sul1bvzY4Ja8/LTI+JzV+wSK3dxiZiW4/Dr8S2/UAyacrqI37nlx2DtId6HwWGjAQA/HCY+X05HN/VIJuNcOQQs3gfcv0U/XnnhFPR/cAH6a4/VOGexRE4uOzLkg6JExidJGgMACMk+9FLjW5eVN8BmU6D4fajfeRLw+yHtPQXnL1fBuu8sYukWqsUVx9dAOS2h8Y8ToAwqgFKeA9gssKgxTvJ7YWkUxy/5RM61FuM+f2YqXtsl6hQeaBCvv/b/La1OHoBm8UqLMeUFs7CvdrV6TGpduRh1NaNziqPbDd8+Oh8wVl3RWDX0tH9r8+c21bk73YY6nsZeljXTF9iMuhb2wAMPYMGCBZg/fz6GDRuGRx55BLm5uXjiiSfS3bXMcV55xEOpLgC8shkINh90pcRmhTKoO5DvgvzV4ZBnj0L9kV+jfvkcKPb4bzvJLyP3q2uRc9nrkHZ4gKAJz5d3IK3IZ6o/1DEY4wxQ0iXioe2hd4GTHuP3Y7NCOacHlFFlkGePRkPVbaj7eCHq3v0egv27xNxECihwLdyA3Jlr4JrxJlDHUiupMCq+aTFu48aN+PzzzzN+YAdk0Jk7v9+PTZs24fbbb9eXWSwWTJ8+HevXr4+5jc/ng8/n0x/X1IjEWafLiUAgAKcr9lkRp2KDXRLf6hwh8RI5rXb9OQBwyDbY7GIddfII2Kzisc0iwR4U3wRku9jOqk4/YVFnrLBKVkhO0ZZkVb95aF8kbRIUh/ZtKLKdkF2c0g/ZgghaRWNBi7jtVlEbCMkOyAGxXbPvNDNHI5TnQsQViRufhPL71Qi++9+AM/ZrovVDnWAiIs9BVp8LBiN/K5CghMIGBrYcKLOGwb9/CCzv74NSoCD3mpWQ/DEGcIeCsM35GHL/XPifOl+fvkOR1RdQscACV8RrI6nr2HLUvwsU5KjrO9S3ukvdJsfl1P+mOaHY6zhdNn37gLosoJ7R0H67XDkxXy9tH9p2mqbtXPq/NdGzXgQCAX1ZIBBotj6ZS7IxLl58y8lxNYttrlDTe8vhEp8Pp3oWXnuP23KssKkzKjhs4jMZUiv325xW6GFKfcurq+ifN4vTCqsaFyw29be6keS06Z9TqHFPUSsPyGqsk+2KHt+CNjW2WcXgJyC5IKvRLCSrMVCNcZawICfLAAb0AaI+S0rfn0Je9j3gq6Mgq3HbEvWdJRSSgOizQGrAk2WpeXyTo/L1YAcG9gQA+DfcCsueM0C9F7nfeCF2jKsG7JPfge/VSUBRDiQ5BElWz3ypZxDDY5xFjW9WWf37hcTrpv0/CgByEDteOV32iNgT/pwmPCZpcS0np/kl5IAeH9U7a0PN24sVy6Jp/4+L1x9KjaRkyLwbR44cQZ8+ffDBBx9g4sSJ+vKf//znePfdd/Hhhx822+auu+7C3Xff3Wz5ihUrkJsbu3wFUWfV0NCAa6+9Fh6Pp9XLo9pUZZ98bQIK7Kl9h6sNBHH+qx8mtF9qu2RjHOMbmUm64htgzhiXMWfu2uL222/HokWL9Mc1NTUoKyvDpZdeirKy/i1s2USb7660p8jHOnRsg/6clm9Vlj8VALD18D8j1gWAIA7iiScew4wZM2C325ttG76P8OcKXIMilmn7HdHnGwCAXqHeOGo9ov8bANwW8S2ri92GruoJrhHuRgBNZ9e65YjHFr8Xs3asjPkGaLDn4sSYgYDVgpzeIcAioaDPCQBi3loAsPc4CyUovrla8sS3zJDdhbVdH8ElDT+ADY1ArhOwqt/Sc9Szi6588dtqg6LmdSjqGTQlZIHj2vWw7qlv1ifFYUHdlgWA+o1SsudDCYljce56GwBg3bVd9OOQ+GbbeLwrvGdEDketpwAA4Pep8wE35MHrF/+ubhT1u7SaVNqclWd9dlxYdgAA8M9dor6gV61JVZhnxfj7LsSG29/D6Vpx/FpO0gm/ONtwUqpBuSTygfzq7VgeuekyTL06b2eeWotM+3tq76MRfb6Bs2qdsVrvzrbNf2hE9XUTVm83g5biW/T/oGLFG22ZFmu6WPvo7z2NFm8A6O/F8BgIAD179sETTzyGG29cABvKYq4Tvv9o2v4PHdvQLKYerHsHADA8bzaKFXFMfV3ic5uvhtOB+eIzVeDwY5Ra63Pn0e7o7jmE8YfWx7yhq9aRD//YbvD3cENS65N2HXgQwXpxFsleKDISpUJxZlSyKAjl5mKt+2Fc0qjGtxwRZBWX+PwqDqd+OlDJEXEONvWKi6sQCCiwvF8N2wM7YD3cGNEfBUDdhwuAPuIYJfXKkZYD6Nz1th7fgvtFm/7TYt36kyIP3N/owNmzIt7VNbrUdsWx1Tbm4KxfxE6fWgM1oMa7I43q1SUJsKr3BJ9Q7Jh+/4V4f/F7CPlCOOMDTvlF8NNiWb5FxPYCNc1mT2MDXOrZ4D0WETfPhYib1WqsPmo9ggq5b8Sxv9vwNABgqOurSJpRs0uYMMZlzOCuuLgYVqsVx48fj1h+/Phx9OzZM+Y2TqcTTqez2XK73Q6v1xtji+a0AVmj1xfxGIDehs8aiLkuAATQqD8Xa9voNrXn7PBFLNPW8XnFvvyhoL5ff0i9oUFNEA6GJITUcYCSI57Tk04ldV3FgbcGfw1TPl+N/EDkYMrt9cL9tvgfQKDQidMX9oOtuxewSE2DO8Wr5ylY1AAkqYHEhkbY4QWgAOqHXVEvbygWdSBnkSFbRFBW1MvRitMB+cXxkPf64Pz+B7AeCPsbeQHna9sRmjNS7MsmQ5HEfu1qO1aoicmy2Kct5INVLcpqDYj3gUW7lOMPQPKrl1V86ohNDXb6pXCfBRa/eI1D6shNfamhXQkJ+UIIqs9paYt+9aYRnxREwKJOYC6LgOiXg/oh+Szi33Z1WfT7yOcNoDEk+i/eLxlxkp3aKNkY11J8ixVTwp8PX6bFGp810Gw7Ld4A0N+Lzdtu1H9rbbW0/2b9DdsmOqbqjy1B+NU4E1Q/9yH186bY1c+UEoQlIGKBHACO5Zbi7YEzccmW5l9iu3m9wNpqyBagevogwGGBrZ8XUAsq22T1S7AifkuKAklNURfxrRHa51HRBmISALW0iqJ+0VbUwsWSNQDYrcCMYoRm9IL86Sm4rl4XMfDseu6fUbv/x0CXHEhavFSaYpwW36DeECKr6SRNMQ6wqJc2Jb92xFLTYzXOKer/HLTLynKj+C1JTV/eQ9oXXV8IocYQgj4goMY1bXAXUC+5B9X2/N4grGq/fRY1fUX9W/mDTTHOr9+4J+h/Y8ngvO8slzGZ0g6HA2PGjMHatWv1ZbIsY+3atRGXMChxIasDb4+4AjsvGIN4Hyt7jQ89Vn0J199OQDrhB/whWHb7gFg5JEawWaCc0wWNr18KuVtkvkfuza8BjcE4G1Is2t1kqf5Q+2OMM17Anos1o65GrS0v5vMWGejxxk70eGUHHEvPwrKjHtIJH/Rvx+3BZoEypgR1n8yJ+LomAbD/pXl6EcVnVHwzY4zLmDN3ALBo0SLMnTsXY8eOxfjx47FkyRLU19dj/vz56e5axlIkC/xd3Ng+/WLkVZ9C2afbYI2xnvWUjLwnTul165SXgMAvFeCoBIxUAIfB3xNybKh/fgbyZ7yqf7uVFMD6n/0IzRhg7L5MjDNUZBbGOOOFrA6sHf5fcDeextjd61AQbIi5nuWkgtyXzwIA5C5A8KtO4NwgcEACBgOIPT5su5758N5yDnIf/kJfpFgz5nxLp8AZKuLLqMHdNddcg+rqatxxxx04duwYRo8ejddeew09evRIuq1Y836G1wiKrkHW0jx+0fXJwmui+f0NWLVqVYv7T6Zvmv3eN/U6Q+u9TwEIm1v1zA793/1qzxXry2Ju2bGSqHE1IM+B7w5T563dfg4AIM8mw1IxCWXeQxjQ8ywGbP8Ued7IQKgPtAKA7e4gLABCFgt2Dx+Jd4Pno/t9wIv3fRU9zhyBx56Pg1J3KJIFOVZxps+qnvafULYP/9yhzTso2gzIgCPkx9yC91DvysU5n25sli/zfz+VcCanBlbJo89Fe7JxAgCgq1PUpMpV6wbKioTLzq0CADxTNRpA0zyWRc6QVsIQJxojh7PafJg1ARlvHy8HAOTbRL+1+YO/qAliIoC9tTJ+NHQfAOCOT0Tuo1O9NFOKrsiziX/XqpdE+ueI/0PsbayPmPcTAAbIYl/n5l8LAChEV/0O6lUXDkB9MICZG1aDzMvIGAe0HK+iH3uUprpnWg01rTZa+HrR22s5cx7PKRS7z2u23/B1Y/UtvN5avJj6Wd2KpmVqSBqZNwcA8ORZEduG4wK49gyO2O6CIjVVJiShyNkVG0r74/KSLUAoiNJPt6FrnCLElrOAY4UPygoR84KwYtu084HbgMfvuBIDT+/CrsIBCFkd8AbVKgVhp+G+OkDURX3vQFNut8smYsDokv0oOH0K2w8X4MozTQM7ANj1wFG8/ncP8tQ5dc8G1Lw22xjIEPEtR51jt1Gb/1y9BGuTFFT7RF/y1HgVPlTU4l11o4hhXdQLI1dViDnKn9zeH2fVlOCuIkUZZ3xA0AfkWAGHdnux2pAW27SargBQoOZYD5NFrt3LdY8AAL6izv/dO9QHXnWiyjo151j7/9jBYGTdPUpNRg3uAGDhwoVYuHBhurthWrLFhgP5/VDqlvD5uIuR01CDAduqkKsO8mQ0BQztt1WWMXjLZpS7tmM1rsA3d/0DDjWP4pijGC/0/BpGn9mGrV2GQ7E3zxGyKDKKfdXo03AU/1X3H1iOxu7bKWshzjq7xX6SYuKZu8zDGNd+FMkCX74Yufy94ltw+8/CF1Bw+Yk3URI822x97Z1vQwgjN3yAQ7f9AN87uAIOrxfyyXex3n0e1heeD9liw4CaXejrP453u4xr2l6RUdxwDINrd+NAl35QJAnnf7EGFgBDovalAHi7eHJ7HLZp8cxdfBk3uKMOZLHAV+DG5+Mvwud7xV1Yp5CPG468iKJgTcRADwg7qxe2rKf/JBYeEHPZTjz9MZ4YcAOCtqbacBZFxk1H/47SUOQdw9HOSHl4of8czkGbJFmxQE6xCHGq2xN1RopkwVlnN9RbrXiq7FsoDpxCqXwKU468pU/RGD59YvRvC4DJns2Y5NmMAJomFRtfvxVV/S8G7E7M2fMP9JDPAgDOr90Wvy8AniibA78937gDzAJGxDetHbPJ2sFdrEui0dOxxBLr8kJLbbrdRXjuuWdirq9dOo2+zBFrP9GXhWNduo3Vly3qVFravj5W/gMAeKt6B7Z+JKatOWIVl2d7h8RUQ6WOXBz1iry2PepVi0kl4pLCkQY7/rfkBvS1nMGY8mq4z57CgG2b4YCsJweHJwl7LHlwy+qUOgD6Vn+J/3QZh3/uGAKXTUa3wNlWB3bV1i7YP3kcxlqPYPVe0a8ci6yXLLGrd6QF1dvZx/XbD0BcEnnuY/EtOs+mTYMkftssMmrUSx6FdrH9x6fEpZDhbpvargXa8LVA/dPql17U+zpybRb8fVc5AKBn1EnJgKwgICvqcyL0n1HLCXS3uVColhDY5RWvz0CXuGTbUykBAKw48xd9aqHrqg5DVngzCbXO7e4GRdHuko99mTN8WXjqhxZntOnKWppaSvutFaEt7XlBs2n6wmNT9P6i41b4/qPTURK9vKz9+5K8WwAAy8/sBAAMUyrgU+/yXHu8HwCRmgIA3ZwKACsuGtAARcnFporLsGu7BRIUnHYV4+aDy+PGN0DENUfUY2XLaXzedTjOUwd2LQkAeKL/9TiDQlzSd2/Ecxb1EuzrewfArqa0TOpzIGKdjep0bmN6HcLaA+UAgLN+cXn21gvEDRr3rpuAs36xvRbLTqnpJ49/IS4dB2Qgxxr7DNaJRlm/DKvFvvcDYvrO8VZxWd4l2eFQK0q/HRTTpv1XwfcBAHtkEeNrLGf09JMj0pmI7c/IpXgT22Pun5KXtYM7ajtZsuC0vStg9cBT1AtL+5+PMu8RfOroh7EA/lx6A0o9h3DhyANYtm08/vvY30TAA/Bh/siIts7YCnHE2g29Q6dF2wD2DhiKusIu2HGoK+ocBTjt6Iap1v0dfZimoCip14Ey4yULorgsNuzOKwcA5NtCWNr/u+jvO4zeQ8WXv6Wl1+Gck19g5pn39bgWfuZOAbCx23kI2nJwzNIFPWMM8PwAXu56CUI2J067e0G22ABO0JA0I+Kb1o7ZcHBHKZMtNuzP6wufok0Z5MSevHJc0OUkfPZc/LbXAlzk/RSbCkfAj8jpuhTJgqfKrkGx7yRKGk9iS+5gXFp6CACwJ79cvwGDiCgdZIsNB/P6orddFBkP2lz4tOsoFA93oMfhQ3iycSpCFhtGeXegR2M13iocj67qrAkryq9BScMxDKrdjZ0FFQhZ7IDPj705pXCoZ+7dFp6RJ+NxcEftzm/LwYfdxooHMeKYIllQndMdB+2xi1FT2/GGCqJ2Ys/B8fKB8O0SX1h3dhmKTYHh6pNqgXbJghN5vXEgp1SvGHBavaPUgXaqFZpFeENFfFk5uNNyUqLLi8S6/V/TUn6bls8WK2cvNzf2PHWSZNe3i24zPHck3v7LC2a1mP8X77nw3JXoEipnIKbuqQuei4/OinyIQkVMbYPqYgDAIb/IDyt15OJoQ4W6vljFna/tW/wsXT8BLvWW/LqAyAGpVSfdtktAQE1izVFz5g43iOde3SvaLbCFcKJRvEXX7hd5ISE1HtbKVljU7JezAdHOd4buAQC9xEpXRxCn1NIARU5xSeVggzj+bo4Q6tTp0/zqaf2xRWLdevV4SnIUnPaJ5/bViR1rOSV9CkW/Tvj92Nkgqtifkydy5o6qc5T993mH8Jdt5Wqb6pQ9NrGP1/1vYablKwCALhZxxvNwo/gfglf922nlA1LBwV328XhOt/h8vNiQSM5xrO0DgQBWrVqFQ8c2NJuZQhMe0+KVSQnff0vxNnq7WOuurX84cl/507GvTsR1Le5/LGYYw/A6MV3kxtNlehmjfJt4zxc7xfbzh+3Ca3sH4VwAjSEL5JCCl3YNjOiPTVJQoOb21qn5vJf0Ezl0/znYDyd8Wo6vWGdmf5Hr/LqaRzyj31783241p1gdCGplonIsMurVacNWqfFRi1tntBhVPwA9c9TyNHaxbPkm8aW6m1NBrnpMWlqdlj/coMa7+efsxx8+E/l7krqvU/4gAr4Qip02qCca9fg4u0CUndFiY7XkQYEspo+bbJkCoCleloTEDXkVliIU5oiG7j5HxL1bq04CALoqLiSLg7v4zHeLCBEREVEWS+jMXfjk1In61a9+hW7dWJOMKJ1kRYKc4rdSbftx48bBarWisrISlZWVRnSv02CMI8o8RsQ3rR3AXDEuocHdkiVLMHHiRDgcjtZXBvDee+9h4cKFDHxEaWbkZdmNGzeisDB2mkGmY4wjyjxGX5Y1U4xLOOfupZdeQvfu3RNat6CgoM0d6ghaTkp0TSattlMsLdWLaikvxOM5FTH9WKw6dS21p60TXRMPaModSTRXJl5fo/ux39X02uhTmoVELsa+BpG3Ul4wCwPqygEARWqejdcrci8uLj0Eiz+AP35Wjt654kNTq+7WqSYC2G1AQM0ZCam/FwxTc+Z2VajrSnp+h02t2xQ50bbYLscqlr6u5qJoTvhses6flpfXxSH6KENCF4fIw6tXpw9S1Ma1daaX7cfzu0Sun1aTrptWy06dFuykVINzXCIv8ZRPbNfVIT5Wd3zSW699dyIoZuzQph+7POcSbPFXAxB5KABwSBZ5jkPtWn5jg56PV6h0RaiF9xmlzkwxLlqsupixctUSyXVLdf/RYtWwi7VOa31y547Q41b0umdCB+Mem5ZrfSZ0UA8wMyHyYbV84ts+7IXyQgnnAvjgVBB+b0ivXZmn/l+0PmiHX4QUFOeotTfV3LUTPhvq1XzjAnV97Tmvmvu7fMdAPZbZ1MGGV92mPqx4+xX9RR7f6/vLAQBzzxFx88+fDUCemtOr5eNp+X2yIqFAjYU+OTL3Tvs+88bBvhjqVl8vdV/9820I2SR8a+A+PPp5udq2mmPXGJnVNc5VosdAzev+twAA/SxiGkyE3KhS9gEADm8W7dVYxOOzlmqQcRIa3D355JNwu90JN/roo4+2eS5EIjIOb6hIDGMcUebhDRXxJTS4mzt3blKNXnvttW3qDBEZy8icOzNjjCPKPEbn3JkJ75YlIiIiMpGEztx17doVkpTYyPb06ZZrLHUWreXOxcvPSCQXJVZ+iNtdBK/X2+btW8qrSyZPJl7eS2v7ip5PUlECTTl/Z8X6Q7pfCWAavr55Hxq9Pky2lGHOADHbxP2f9gUAdFdrHO2slfUaSJrlX4qcOXUVXNJ3P17eI3LetHljrx4kakP97fMBcEcdSmNIbBhQ82ZCsqTPzahN9320QazjCQAl6o60PBct9+9rak7LC7sq9LyUHDXHbs6AfeIfThtOAhhkLYJbrW11uFGdNzZHJLGUWx16zTutpuD/nv81AMDPPylGjVVktlQp4ndvWczte8jfAEDUv9Pmw6yxnIEcqwJ0K0TNwVQvy6a0eUYwW4yLVUsuXixLZI7qWLFR41ffry31I9b+W9KWuOtp2Bq3hh7QlFsXfUzhdU21515XHw+HqIHnkuxYG1iHazAVXiUIvxLE3kax/RHrYQDAxY7BuHnYPgDQ55tesVPEr9O+pnzdww0imDz1xYCIvt4wdI8eAxtDkfnEV/Tfi8c+F8+t2tdf7T8i2nHbAa+6XY1f/D5YL/4Xf+uIPfp+tH007XcXAGDl7gGoblS3l0Tc8YeAYAhY/mW5fmxaPHn4czFHb21IjUs+m55b7FJfx5kOkbu4PXhS39+ZkKinWm0RucranOZBxa9WWk2cEfFNa8dsEr5bVnPq1Cn89re/xcyZMzFx4kQAwPr16/H666/j17/+dbt0kojahjl3iWGMI8o8zLmLL+mcu2984xu45557sHDhQn3ZD3/4Qzz00EN488038eMf/9j4XhIRtSPGOCIyk6Rz7l5//XVcdtllzZZfdtllePPN+KVEiKjjKWrCcSo/ZvxW2xLGOKLMYER8M2uMS3pu2aKiIrz88sv4yU9+ErH85ZdfRlFRkWEda2+t5XAkMjdrvJyVWNt6PKeazbsYbx/hy1uaY7al/LlUcgZjiZ4/N1a9vRyXSCqp9e6E1+vFauzA51XTxfbKKbFyo3iP1IaCcMriu8VZ2QcAqAuK7R0WsfyBT/uj2Ck+dC71nbp0i8gvWef/EpODYm7DvY1ivttZPcTchA1+sf0xb1NenTZ/ojafYm8X8PUBIrfuN5+IGn53jDkAoCknxRr2eT/RKHJQ/rWnHADwjWEiO6SLQ4JPTC2L8lyRa9eo1ro66Qvqc8kuKLlVfd32AQD+57xT+J9PxX60vLrdVvHcAFns4xDOIF/JBQA8O8qJ+qAFl32IpPCybPLMEOOSyb9tKd4kkoccCIjHbncRGhpq2tbhJMSLt63VwtNyveLF1FjPhdPm0K23NMBnacp/1XLGqnzVuOOT3upSMU/0x8p/AACvnj9Qn7dVyzW2WyLrzT24pQLHfGI7rYaeVc0D/Z/N5ShUu6nVy7Orc3IH1ZjWGAKCUZ/Vkz7Rz6e3V6DIGTux7MHPBqrtAd8bLnKan907uKlNNZ79aYvIsdNygksdor0BeaKvZ/1N7d9z/hEATbnWIx0lAID3A19isiLmnV1d/1fxXN4cAMCW+n/E7F9LeFk2vqQHd3fffTduuukmvPPOO5gwYQIA4MMPP8Rrr72Gxx57zPAOEhF1JMY4Isp0SQ/u5s2bh3POOQd//vOf8a9//QsAcM455+C9997TAyERdQ48c5c8xjiizMAzd/ElPbgDgAkTJmD58uVG94WIDMYixm3DGEfU+bGIcXxtGtxpGhsb4ff7I5ZlwqS7pT0moMb7RZvmUYy1biL1omJJdf8tbZdMm7H6ET1vbXTtu/CcP+253Fzxt9fyC925I/Q8lzNqBaMt9WLux4muufCqKRqlDpFX9lFop1g3KNYdK12E7UEPAGC0U+RsuNV5EC+1DtZz27SaSjtrRH6dlleXY236t9MaecyNYVMglquTQz7xhciBmz9U5OI9/kX/ZnMlHhNlnPDHT/viOwCqG2V0VZ/7or4+Yt3+OXlh806K37dsFnPLDrUVw6e+3lpezvCQqKmlluRDvpyr19D6+Sd9EFQiP2vU/jI1xiUi2Tp3rcUUj+dUzO2SEW+78Hy6RHKVY/YvTq3QlrbT4mCNd4dez29b/cqYNUvduSOwRZ3bdo77FgDA2MBFAIBbqzwAxOuTHxTxTps3+pA6k2uJ4tbz1w6pScK91GTjIqdFj3dn1bfjF/WiPyPyRUwJKUCuGm9OizRmfZ5rT6BpTtlatRCoNu+3VsPTJgHP7hA5zafUwm95NiBkEznPu2vFsu42kdvcwyW2v26wqKG3/MsKnAqIv9/vNpeqr4qIn7Vq7t9k52Cc8Yt/T3SJO9S3yRsAANNz5+PNhsdBxkj6btmGhgYsXLgQ3bt3R15eHrp27RrxQ0Sdh3bZItWfbMIYR5QZjIpvZoxxSQ/ufvazn+Gtt97Cww8/DKfTiccffxx33303evfujaeffro9+khEbWREmQAzXrJoCWMcUWYwKr6ZMcYlfVn23//+N55++mlMnToV8+fPx0UXXYSBAweiX79+WL58Oa677rr26CcRUYdgjCOiTJf04O706dOoqBC5SYWFhfo8ixdeeCFuueUWY3vXztpa8y1adL251uottWX/RuewxOpH+LotzWUbbzu/vwGrVq3Sn/c0bI3IWQn3QcPj+naFEDX0+lnOBQD0hqgbVS15UCOJfJTDjW4AwEmfONmcb7Pq8xVWWEXtMbt6Hvrl+rUAgK7WMlzsGKxuLxJV7j7vKABgxc5++NUmsZ8iu8gl0XJItLp3pbki1wUAuqm5frMr9gEAluzorx+Llk/XPydPfSzyTNx24KRPtO2Xxe9SNF3W86qv31hJ5OU4JbEvre7dEethveadF217ryqQoCDFu2VT3D7TmCHGRX/uE6nPGUtbY2Rb6+wl0l5bY2Ei/WlpTm+tnp+WUxxrHltt/trX/W8BaIpp++XP9La0dbap+chdrSLeXJBbgt31Ik5psWD+kP0AxDyuWg08jZaPe0TNAx5vHYQtHtHHIfkiYNWpselwox9Fap1VLRbNGbBf7bf4fL+4px/eqqkGAFzYrScA4EBDEAFvCD5F1vuk5fF9XiP688Cn/dV2ZVRLIke6wlKkLws/nmM+v/5vjXb8O5R9SJYR8U1rx2ySvixbUVGBvXtFwvnQoUPxj3+IwoP//ve/0aVLF0M7R0SpYT5K8hjjiDIDc+7iS3pwN3/+fHz66acAgMWLF2Pp0qXIycnBj3/8Y/zsZz8zvINERB2JMY6IMl3Sl2XDJ82ePn06tm/fjk2bNmHgwIE499xzDe0cEaWGde6SxxhHlBlY5y6+pAZ3gUAAl112GR555BEMGjQIANCvXz/069evXTrXXg4dT3KCTjTPq2ut3lx4Hlos7twRCeW1tbSPeGLVhEq0llUyorfTclLCRc9FG+t103JQttS9ELFtv/zpep28tQ2rATTVneoaKtPrwdWGRD5eVeM+8ZyawwE01bnT8k20+R3zbE15IKfUftcFI3Pedtf79by4gbLIp9PmV6yziWQWvyLjtE+so9Wo0nLw9tUHcY5bfMQOqiXwfjFaHM/vq/qhziLeG93V/BRtzsmzflGkqneoj36MXSxOBNoQgDhDRXLMEuMSmVPa6Jw1ILFY0tI6RuUqJxPTtJjS6nruIjz33DNx+yFJdn0Obi3H+DNlq74PrU/aXKqFFpF/mx8Sde82NFRjS4OIgf3yxZzc3/lUa/1LFErq+nJuxH4n20Ve8fuBLzHaKuaJfa++OmKdfCUXflnEotqQCFBaLNNy8BwWRc+V29sg8um2S/vgkwJYfp5DX1/LKe6TI+KdFmPrtElo0ZRrV+wU+9TmuK2WPLggV9Qs9dVH1hB9bIQjLXNna+2YTVKXZe12Oz777LP26gsRUVoxxhGRGSSdc/ed73wHf/vb39qjL0RkMBkG1IBK051kr7zyCoYMGYJBgwbh8cc7rnI9YxxRZjAkvqUpxrV3fEs65y4YDOKJJ57Am2++iTFjxiAvLy/i+QceeMCwznUmyV7C0NbPzS3Ec889A7e7KGLKmujSIKmIvgSR7OWOZI5t3eSrAABTPnil1e1amzIoukyKdklDs692tX5s2rp6aYFQ09mV3er0OYVK5OwBJYobexvF9VDtEuh+WWzXVSnDaIu4hPF+8F2xzCIu2Raq5Ur+MroBP/+kOKJN7RKGVxGXGYocNvxsyAEAolwBAPxslHh8y+Y8wCPaOiuLS60/+bg7AGCgy4IStbzLiaCoZaCVNhgglQMACqw27JGbpnQKtaEcSqZelg0Gg1i0aBHefvttuN1ujBkzBldddRWKioo6ZN+ZHOPc7m5Q1Pdne0jHZdVEy0slsw9NIukxkmRvVuopmX3WeHfELEsTvd25+eK3lqKiXZ4FgC31Ypk2bZfm/cCXAEQaR60k/u41ljP6MkDEv21BMc2XFkOdQRGbtDQUhKCXMumDbqI/qEBACuFnm7zobtPKOon1DzeKfUWUcFJDhVYu5XvniHIrf97aFwBQEnBja52Iydq0keOtIv1hwdYvol+2VmXqZdmOiG9JD+62bt2K888/HwDw5ZdfRjwnSea7bk1EHe+jjz7C8OHD0aeP+J/TrFmz8MYbb+Db3/52u++bMY6I2lNHxLekB3dvv/22YTsnovYlI/VLDm3Zft26dbj//vuxadMmHD16FC+99BJmz54dsc7SpUtx//3349ixYxg1ahQefPBBjB8/HgBw5MgRPfABQJ8+fXD48OGUjiNRjHFEmcGI+Ka1k4xMiG9J59wRUQYxorhnGy5Z1NfXY9SoUVi6dGnM559//nksWrQId955Jz755BOMGjUKM2fOxIkTJ1I9YiLKFkYVME4yxmVCfEvozN3Xv/51LFu2DIWFhQk1et111+GPf/wjunfvnlLn2luq09gks702ZY3GyDIE7VHSIJ6L339J7DOBdVsru5LMFGexto9eptHyVPbLn0VM/xOuUOmKEyGR66aVTtHKrkDN4bu1qiv2Q+SpuBrFFGEfK/8BAJxnvxAA8Pczj2P7mW+KdSRRPuCWzSJHK1/O1b8+afklWmmVdf4v0VtpyocBoE81ptkjn0KJIvLynJIFAfjxOdKnpqYm4rHT6YTT6Yy57qxZszBr1qy4bT3wwANYsGAB5s+fDwB45JFH8Oqrr+KJJ57A4sWL0bt374hvsocPH9a/9bYHM8U4j+d0h0xX2J46MqYlQlECev60JpEp3mI9jpd7BzTl1Wn21a7W19VykrXc3P11bwJoylUeIJXrOXMaPY9XLkepZQqAphy79xWRazwcF+jrajl6Wk5xdagR/mAQXSxOPddOyx/W2tZKsRzz+fXpIvc2inIt91b1UbdRyz7ZXHDKloh2tgdFn3uGeuFgs1ekYyUa4zIhviV05u7ll19GdXU1ampqWv3xeDz497//jbq6OkM7SkTJM+ROMvVbbVlZGdxut/5z3333talPfr8fmzZtwvTpTcniFosF06dPx/r16wEA48ePx9atW3H48GHU1dVh9erVmDlzZuovSByMcUSZx6j4ZmSM6yzxLaEzd4qiYPDgwYbumIjan5F3yx48eDDizFa8s3atOXnyJEKhEHr06BGxvEePHti+fTsAwGaz4f/9v/+HadOmQZZl/PznP2/XO2UZ44gyj9F3yxoR4zpLfEtocNeWBOPwZEEiynyFhYUJX7Y0wpVXXokrr7yyQ/bFGEdEHRnj2ju+JTS4mzJlSrt1IJ1SzetIdXutdlus3LNU8wHTKbqmX7i25gBpeSWxcu3itVleMEuvFxU9LdB+V9O/3510OQDgis1iOy3v5Ij1sJ6Ptxv7xJPqDDsuSXx0XrtgJu7+MDKfrgRutYPA+7LIa9Fy/yqs4ttZdwyE3yJyWPo7RI7eGb/Ic/lc2qP3w2kRmRPvy+9CUZqm90mUrP6kItXtoxUXF8NqteL48eMRy48fP46ePXsavLfEmC3GtTVupDvexPtMJ/O5b+u+Wqul5/Gciqhzl8gUb4nsN5E2FCWgb1eDyLqgWhx7CzuapjZTa35qOXBvNTyu18f7oEEUzNX+/xOe81ttEflvPqtIOXBbHAhYrHocA4Cxksg/1nL+erua4uUwpUJsL4mocQhi//kQOXjhdTu1ZaVqXdGt1siyQ4kwIr5p7Rils8Q33i1LZGJG3EmmXbIYN24chg0bFvcOsUQ5HA6MGTMGa9eu1ZfJsoy1a9di4sSJKbVNRNnDqPhmZIzrLPEt6Tp3RJSdNm7cmPAli7q6OuzatUt/vHfvXlRVVaFbt27o27cvFi1ahLlz52Ls2LEYP348lixZgvr6ev3uMiKijpZojMuE+JYxg7vf/e53ePXVV1FVVQWHw4GzZ8+mu0tEnZ6sQL8TLJU2kvXxxx9j2rRp+uNFixYBAObOnYtly5bhmmuuQXV1Ne644w4cO3YMo0ePxmuvvdYsCTmbMMYRJceI+Ka1k4xMiG8ZM7jz+/2YM2cOJk6cmFGTekfnaUQ810Kdt3TnvqQiuqZfKtpSbytWvanoPBd37gg9P+WKzep8s2p+XZ0iclD0uncIm9PWK/JM3sUBfB8zcNmG1/HaeZcAABZvFvl0Wu7deu9Tep6LSxH7fzv4tt5evixyTt5vFPksWi7LAKVctIOAnrPSVgokKClWcG/L9lOnToWitBwxFy5ciIULF7a1W6ZjVIxzu7tBm+TTyDjSEXnARs1Nq0kmv62jYm5L+4nX35ZimpZ752nYGrN2HiBqf66vewoAcG5+Q8RzWg3Q/WiaX7s8JObJ3iC/j0bZh7HSRdht2QegKf/4P5O/BgC4t0rcUbotdBCHLCJ/TsstrlaT2bSaeFpOHgCsahCXPi/JuwUAUIAuMfveEiPim9ZOMjIhvmXM4O7uu+8GACxbtiy9HSEiageMcURklIQHd9OmTYuYNPutt95qlw4Zyefzwefz6Y+16tOBQACBQMd8S9P201H7S6fOcqwul0v/t9YXbZn2OMflhNMi3v45svjm6bSKb71OJXI5AH1dl+xS28vRfysOsZ3DFflxcsGlL3NIYtqLHMWpt+eQ1f3AGbGOJqQoEX2UlRBqG5N4IYCIAp1tJYclG1utVlRWVqKysjKlNjujTItx8eJbTo5LPw4jP4vRnyFNZ/ncxxKvz23REccZr78txbQcl1NfHr5eOKfLDlfIpf67eXzT11NjoMOurpPjEI8lK5yWyLOCshr37C6r3p4Wr+xqLNNiqVM9o2hXmmKcdhwOl7auFYg8qdgqI+Kb1o7ZSEpr5xZVTz31VMTjuXPntkuHWrNs2TL86Ec/Sigf5a677tK/DYdbsWIFcnNz26F3RO2noaEB1157LTweT6tJvzU1NXC73Xhy+LeQa3Wktt+QH/O3/T2h/WayTItxjG9kJumKb0BTjBs8eLBpvsAmfOauPQLd4sWL8fvf/77Fdb744gsMHTq0Te3ffvvteqIjIN4QZWVluPTSSzvsf1KBQABr1qzBjBkzIvLQ3O4ieDynWtgyktstchi0bWJtH71OR4t3rG2V7GsUvp0mke1Le14Q8bjWu7PZ9uFtAsDA4hn4zYM34H8XvoxdDZ8CALpYI4va9gr1xppjDwIAJvX+LgCgRjqrP1diFWf/qkPidNxR6xEAwMG6dwAAZflTUSH3BQDssRxASO58Z0bMJNNiXGeIb4Dxn/tUtGcMbO04W4tXsWJ4dF9T6X/4/qNj2qFjG/S2y/KnAgDOhg5HrFPr3YkC1yAA4ozdn/+yGDfeuABebyM8nlN6DDsgb4u5/0PHNuj71WJorH2dg3EAmuKd9lyBlP55mpOpCNDZJZ1z9/bbb0fcJRLu0Ucfxc0335xwWz/5yU8wb968FtepqKho8fmWxJv01263d3gQit6n1+tNqg9er1dvJ9720euki1Gvb7KvUfh24X1pTaPXF/E41vbhywDA1ygGWv7GoL69zxo5+PKHgvr2Pq8oUOyTAvpzAZsoSuwPBiO21/blswbgl8U6PksAsjqZdzLSdUNFJps7dy6++93v4uKLL065rfaMcZ0pvqVzv+E6IgbGO87W4lWsGB7+ON6yRIXvPzqm2e32iLgCAI2h5nHPjuhljXq7WgxrlCPXCd+Htt+W9uVHMOZzTkt64pvWjtkkPbi77LLL8MMf/hD33nuv/kY6efIk5s+fj/feey+pwV1JSQlKSkqS7QIRJcjInLts4fF4MH36dPTr1w/z58/H3Llz2zzVGGMcUfthzl18Sc9Q8fbbb+Oll17CuHHj8Pnnn+PVV1/FiBEjUFNTg6qqqnboonDgwAFUVVXhwIEDCIVCqKqqQlVVFerq6tptn0SUfVauXInDhw/jlltuwfPPP4/y8nLMmjULL774Yrsm0zPGEZFRkj5zN2nSJFRVVeH73/8+zj//fMiyjN/85jf4+c9/HnGnmdHuuOOOiITn8847D4AYbE6dOrXd9ttekq2plEhNpkyujRdLe86P6c4dodcZ1H4nUhNLm4+xUOkCAPjgyN8wqJuY/Dm8Lh4AnMFBvU2tpp6mztKAbcENAJpq6O2rXQ0AmJR7EwBgfd1T2K+uPzJvDkJteD0URfykQtve7HfLhispKcGiRYuwaNEifPLJJ3jyySdx/fXXIz8/H9/5zndw6623YtCgQYbu06gY53Z3g9LCJfzoWmiJzq2aivZsO1xHxsDoeNHavo2O4YnsP7yWamttlxfM0ueLzXGJmKTVLI1VP0+rrxe+fbTomNjPci62ySLu1dRFzpHbFkbEN60dwFwxrk117r788kt8/PHHKC0txZEjR7Bjxw40NDQgLy/P6P7pli1bxvpPRElSIEE2KOfOTMnGiTp69CjWrFmDNWvWwGq14qtf/Sq2bNmCYcOG4X//93/x4x//2LB9McYRJceI+Ka1A5grxiV9WfZ//ud/MHHiRMyYMQNbt27FRx99hM2bN+Pcc8/F+vXr26OPREQdJhAI4J///Ccuv/xy9OvXDy+88AJ+9KMf4ciRI3jqqafw5ptv4h//+AfuueeedHeViCimpM/c/elPf8LKlSsxa5Y4BTtixAh89NFH+OUvf4mpU6dGFNUkovRSFAlKisnCqW6faXr16gVZlvHtb38bH330EUaPHt1snWnTpqFLly4d3jciamJEfNPaMZukB3dbtmxBcXFxxDK73Y77778fl19+uWEda28dlQNCxgrPM0llrktPw1Y9f+7f5w2KaCe8XW0dTY1X5Il84NmMVatWwe0uQkNDTcR24TkkWq7dlvoXItoJb1t7TpJeiOiHO3cDhkPUjdomb4CihJI+Tt4tm7w//vGPmDNnDnJycuKu06VLF+zdu7cDe5U4j+d0i8+nI+6ZMdYmmx9n1GsQb/7YcFqunRZjwuedjc4f1tbdV7taX+fQsQ0Rc6KHx9t4tHw9IHK+WyAsH09BU0xTJ9PQ5vTeX7em1eOKxrtl40t6cBc9sAs3ZcqUlDpDRJRu119/fbq7QESUkjbdUEFEmUFRf1Jtg4ioszEivmntmE3SN1QQUebQLluk+gOIMgHDhg3D0qVL03xURETGxTczxrisPXOXaTkgsfLLksk5S3X7ziK8r6n2u1l9u6h2Y+XJROedeDyn9NyVWOtuwY64z2nL1k2+CgAw5YNXItap8e7AeqReC8ooZioTQM1lUhzINEa+tsm01VKdu0Tqe8bar7Z+9Pax2ojO6wuvL6o9p9X3rKmpgdvtTui42ouZYlzWDu6IsoGs/qTaBhFRZ2NEfNPaMRsO7ohMjKVQiMisWAolPubcEREREZkIz9xliJZytmJJZN7BbM6xCX/94r0OLb1m4RPIa3WaWtr+3PxrAQA10hkAkTl0N3zWGLEsVg6LWJb8PV2sc0dGy8RcXYov1t/R7S7Cc8890/Q4LFeupfzf6PeGVhdUE15fNLoGXp6cn3TfWecuPg7uiEyMpVCIyKxYCiU+XpYlIiIiMhGeuctQid623hbJTpWjnYr3+xvavM+Olmj5mNbWK+15AY7Xbmq1rc/qVsRsP7wv0SVVJMneNG1PGxl5WXbcuHGwWq2orKxEZWVlSm1S5kr1ciwv63Yu4X+P8LST8OnHwkuqhP8biLxMG/1crL9xvBIsohTKi0n13ejLsmaKcRzcEZmYkaVQzFQDiogyn9GlUMwU43hZloiIiMhEeOaOyMRY546IzIp17uLj4I6aSTYXJlZ5kEzQWu5PIq/DoWMb4rbT0rQ8sZZFlw1QlIDeRqFrCBQlhNrG7a32KaINpH7Zwox3klH6mCXXzqjcwUTbSXW6yXhaWsftLoLX6425XvRUjInu38icSyPim9aO2fCyLBEREZGJ8MwdkYkpMOCyLMx3yYKIMp8R8U1rx2w4uCMyMVkRP6m2QUTU2RgR37R2zIaDO4opG2pRGXVsqeTspbI+EaVPe8ePVPZnVN88nlOw22Pn1rV3Ph2lhjl3RCamGPQDiAKfw4YNw9KlSzvyEIiIYjIqvpkxxvHMHZGJGTlDhZkKfBJR5jN6hgozxTieuSMiIiIyEZ65o5jaK2ciXTkZmZgL4s4doc/b6GnYqs696E6qDSOnHyNqT8nOad0RMjFutFVbX/9Yc9N2FKOnHzMTDu6ITIwzVBCRWXGGivh4WZaIiIjIRHjmjsjEeFmWiMyKl2Xj4+Cug2hz9GVD7kZL0nX8mfC6R+f3RM812xaKIn5SbYOovXXGz2hn7FN7aeuxGlXP0+3u1oZ9GxOfzBjjeFmWiIiIyER45o7IxGRIkFOcNzHV7YmI2oMR8U1rx2w4uCMyMc4tS0Rmxbll4+Nl2Q7i8ZzKqvwNSp1WN4rvG0qWJNn1HE6KFO+1ybTXK91/47buP952Hs9pI7pFKp65IzIzIxKOTfitlohMwKAbKswY43jmjsjEtJyUVH8Ac02qTUSZz6j4ZsYYxzN3RJQQM02qTUQUzUwxjoM7ok6iPXLrWOcuOzFPM754r02mvWbp7m9H1cVruS3WuYuHgzsiE+MMFURkVpyhIj7m3BERERGZCM/cEZkY69wRkVmxzl18WT24i57Lk6ijhNd50t5/7fF+VJD6Xf4mjHtEZJB0/n/UiPimtWM2vCxLREREZCIZMbjbt28fvvvd76J///5wuVwYMGAA7rzzTvj9/nR3jahTE5ctpBR/0n0U5scYR5Q8Y+KbOWNcRlyW3b59O2RZxqOPPoqBAwdi69atWLBgAerr6/GHP/yhze3yciylS6z3HkuhZK/2inFE7S2d/x9lKZT4MmJwd9lll+Gyyy7TH1dUVGDHjh14+OGHGfiIKOMxxhGRkTJicBeLx+NBt27dWlzH5/PB5/Ppj2tqagAAgUAAgUDHfNvQ9tNR+0snHmvH7DMZrHOXuVqLcZ0hvmn7C/9tVtlynEB2xTetHbPJyMHdrl278OCDD7b6jfa+++7D3Xff3Wz5G2+8gdzc3PbqXkxr1qzp0P2lE4+1fTQ0NCS9DS/LZqZEYlxnim9A9nzus+U4geyIb1o7ZiMpSvoOa/Hixfj973/f4jpffPEFhg4dqj8+fPgwpkyZgqlTp+Lxxx9vcdtY32zLyspw8uTJDps/LhAIYM2aNZgxYwbsdnvrG2QwHmv7qqmpQXFxMTweT6vv35qaGrjdbtza42Y4Lc6U9uuTffjL8UcT2i9Fas8Y1xniG5A9n/tsOU4gu+IbYM4Yl9Yzdz/5yU8wb968FtepqKjQ/33kyBFMmzYNkyZNwl//+tdW23c6nXA6m//h7XZ7h38407HPdOGxtt++ksXLsunVnjGuM8W3dO63o2XLcQLZEd+0dswmrYO7kpISlJSUJLTu4cOHMW3aNIwZMwZPPvkkLJaMqOJClFaKARXczXjJoqMwxhG1HyPim9aO2WREzt3hw4cxdepU9OvXD3/4wx9QXV2tP9ezZ8809oyIKHWMcURkpIwY3K1Zswa7du3Crl27UFpaGvFcGlMGswKnaMtsRk4/Nm7cOFitVlRWVqKysjLFVikcYxxlA0myd7rpFbV2AHPFuIwY3M2bN6/VvBUias6IibW17Tdu3GiaZOPOhjGOKHlGxDetHcBcMY5JHUREREQmkhFn7oiobVjnjojMinXu4uPgjlrEXLvMxlIoRNRZGP3/E5ZCiY+XZYmIiIhMhGfuiEzMyBsqiIg6E6NvqDATDu6ITMzIUihERJ2J0aVQzISXZYmIiIhMhGfuiEyMl2WJyKx4WTY+Du6ITIylUIjIrFgKJT5eliUiIiIyEZ65IzIx1rkjIrNinbv4OLgjMjEZBuTcGdITIiJjGRHftHbMhpdliYiIiEyEZ+6ITIx17ojIrFjnLj4O7og6kCTZAXTcnL2KkvolBzPeSUZEmc+I+Ka1Yza8LEtERERkIjxzR2RiimLAZVkTfqslosxnRHzT2jEbDu6ITIylUIjIrFgKJT4O7og6UEfl2hERUfbi4I7IxGQFkFO8cGHGeReJKPMZEd+0dsyGgzsiE2MpFCIyK5ZCiY93yxIRERGZCAd3RCYmK8b8dEZXXXUVunbtiquvvjrdXSGiNDAqvnXGGJdqfOPgjsjEFIP+64xuu+02PP300+nuBhGliVHxrTPGuFTjGwd3RJSRpk6dioKCgnR3g4jIcKnGNw7uiEwsXZcs1q1bhyuuuAK9e/eGJElYuXJls3WWLl2K8vJy5OTkYMKECfjoo49SP2AiyhrpuiybCfGNgzsiE5MN+klWfX09Ro0ahaVLl8Z8/vnnn8eiRYtw55134pNPPsGoUaMwc+ZMnDhxQl9n9OjRGDFiRLOfI0eOtKFHRGQ2RsW3ZGNcJsQ3lkIhooTU1NREPHY6nXA6nTHXnTVrFmbNmhW3rQceeAALFizA/PnzAQCPPPIIXn31VTzxxBNYvHgxAKCqqsqYjhMRJSDRGJcJ8Y1n7ohMTFEUQ34AoKysDG63W/+577772tQnv9+PTZs2Yfr06foyi8WC6dOnY/369YYcNxGZn1HxzcgY11niG8/cEbUTSbKnfboxI+eWPXjwIAoLC/Xl8c7atebkyZMIhULo0aNHxPIePXpg+/btCbczffp0fPrpp6ivr0dpaSleeOEFTJw4sU19IqLMY/TcskbEuM4S3zi4I6KEFBYWRgS+dHvzzTfT3QUiMpHOFONSjW8c3BGZmKKkXsNJu2RhlOLiYlitVhw/fjxi+fHjx9GzZ09D90VE5mVEfNPaMUpniW/MuSMyMQWp30VmdHlPh8OBMWPGYO3atfoyWZaxdu1aXlYlooQZEd+MjnGdJb7xzB1RO0l3vp3Rxo0bB6vVisrKSlRWVra4bl1dHXbt2qU/3rt3L6qqqtCtWzf07dsXixYtwty5czF27FiMHz8eS5YsQX19vX53GVG2kCQ7APPFi0yUaIzLhPjGwR2RicmKAjnF76Wyesli48aNCeejfPzxx5g2bZr+eNGiRQCAuXPnYtmyZbjmmmtQXV2NO+64A8eOHcPo0aPx2muvNUtCJiKKx4j4prUDJB7jMiG+cXBHZGJGzJvYlu2nTp3aah7LwoULsXDhwrZ2i4iynFHzwibbRibEN+bcEREREZkIz9wRmZiRde6IyHjMtWs7o+vcmQnP3BGZmAzFkB9AJBsPGzYs7nyKREQdyaj4ZsYYxzN3RJSQZG6oICLKNGaKcRzcEZmYkXfLEhF1JkbfLWsmHNwRmVi67pYlImpv6bpbNhNkTM7dlVdeib59+yInJwe9evXC9ddfjyNHjqS7W0REhmCMIyKjZMzgbtq0afjHP/6BHTt24J///Cd2796Nq6++Ot3dIurUmGycORjjiJJj9A0VZpIxl2V//OMf6//u168fFi9ejNmzZyMQCMBut6exZ0SdlxGBS9veTMnGnRFjHFFyjBqYhX+BTXSKxc4uYwZ34U6fPo3ly5dj0qRJDHpEZDqMcWQGmTZvrpm+wGbU4O4Xv/gFHnroITQ0NOCCCy7AK6+80uL6Pp8PPp9Pf1xTUwMACAQCCAQ65s2m7aej9pdOPNaO2WcyeENFZkkmxnWG+KbtL/y3WWXLcQLGHavL5Uq4nXTFN60ds5GU1iZIa0eLFy/G73//+xbX+eKLLzB06FAAwMmTJ3H69Gns378fd999N9xuN1555RVIkhRz27vuugt33313s+UrVqxAbm5u6gdA1IEaGhpw7bXXwuPxtPrtsqamBm63G2NyroNVcqS035Dix6bG5QntlyK1Z4xjfCMzSVd8A8wZ49I6uKuursapU6daXKeiogIOR/M/3qFDh1BWVoYPPvgAEydOjLltrG+2ZWVlOHnyZIf9AQOBANasWYMZM2aY/vIKj7V91dTUoLi4mIO7DNKeMa4zxDcgez732XKcgHHH6nYXAQA8npY/A0D64htgzhiX1suyJSUlKCkpadO2sixmgwsPbtGcTiecTmez5Xa7vcM/nOnYZ7rwWNtvX8mSJRmSlNrMibIpZ17sGO0Z4zpTfEvnfjtathwnkPqxNjTUJLWvZBkR3wBzxriMKIXy4Ycf4qGHHkJVVRX279+Pt956C9/+9rcxYMCAuGftiIilUDIFYxxR8ji3bHwZcUNFbm4u/vWvf+HOO+9EfX09evXqhcsuuwy/+tWvYn5zJSLjmelOss6GMY4o/cwU4zJicDdy5Ei89dZb6e4GUcbRvpem2ga1L8Y4ouQZEd+0dswmIwZ3RNQ2MgAp5SLGRERt11717oyIb1o7ZpMROXdERERElBieuSMyMd4tS0Rmxbtl4+PgjsjEZMiQUgxcZgx8RNRx2mv6MSPim9aO2fCyLBEREZGJcHBHZGKyQf8B5qoBRUSZz6j4ZsYYx8uyRCZmZCkUM9WAIqLMZ3QpFDPFOJ65IyIiaoU2TypRJuCZOyIT492yRGRWvFs2Pg7uiExMCcsnSaUNIqLOxoj4prVjNrwsS0RERGQiHNwRmZiCkCE/RNnO4zmV7i5QFKPimxljHC/LEpmYuGTBnDsiMh8j4ltTO+bCM3dEREREJsIzd0QmJkNB6mfuFGM6Q0RkICPiW1M75sIzd0QmZmQ+ipmqtxNR5jM6585MMY5n7ogoIWaq3k5EFM1MMY6DOyIT4w0VRGRWvKEiPg7uiEzMyLlliYg6E6PnljUT5twRERERmQjP3BGZmIwQAMmANoiIOhcj4ltTO+bCwR2RifGyLBGZFS/LxsfLskREREQmwjN3GUqS7FCUQLq7QZ2crBhwWVYx3yULIsp8RsS3pnbMhYM7IhPjZVkiMitelo2Pl2WJiIiITIRn7ohMTHyzTe2Sgxm/1RJR5jMivmntmA3P3GUo5ttRIhRFhpzij6KIwGemeReJKPMZEd/MGuN45o6IEmKmeReJiKKZKcZxcEdkYuJyQ2p3k5nxkgURZT4j4ltTO+bCwR2RiSkG3OJvRBtEREYzKjaZMcYx546IiIjIRHjmjsjEZMiQeFmWiEzIiPgGmDPGcXBHZGLiLrAUB3eK+QIfEWU+I+JbUzvmwsuyRERERCbCM3dEJmZMgU/zJRsTUeYzKjaZMcZxcEdkYoqiAKnOLasoxnSGiMhARsS3pnbMhZdliYiIiEyEZ+6ITMyIu8DMeCcZEWU+o2KTGWMcB3dEJiaKc6Z2ycGMd5IRUeYzIr6JdswX43hZloiIiMhEeOaOyMSM+EZqxm+1RJT5jIpNZoxxHNwRmRhz7ojIrJhzF1/GXZb1+XwYPXo0JElCVVVVurtDRGQoxjgiSlXGDe5+/vOfo3fv3unuBlFGUBTZkB8AGDduHIYNG4alS5em+ajMjTGOKDFGxTdelk2z1atX44033sA///lPrF69Ot3dIer0jLwsu3HjRhQWFqbcHsXHGEeUOKMvy44bNw5WqxWVlZWorKw0pO10yZjB3fHjx7FgwQKsXLkSubm56e4OEZGhGOOI0stMX2AzYnCnKArmzZuH73//+xg7diz27duX0HY+nw8+n09/XFNTAwAIBAIIBALt0dVmtP101P7SicfaMftMBuvcZYa2xLjOEN+0/YX/NqtsOU4gu+KbaMd8MS6tg7vFixfj97//fYvrfPHFF3jjjTdQW1uL22+/Pan277vvPtx9993Nlr/xxhsd/s14zZo1Hbq/dOKxto+GhoY2bGXE3Ivmm3exo7RnjOtM8Q3Ins99thwnkC3xTWvHXCQljTPmVldX49SpUy2uU1FRgW9+85v497//DUmS9OWhUAhWqxXXXXcdnnrqqZjbxvpmW1ZWhpMnT3bYqddAIIA1a9ZgxowZsNvtHbLPdOGxtq+amhoUFxfD4/G0+v6tqamB2+2G1dI14nPTFoqiICSfSWi/FKk9Y1xniG9A9nzus+U4geyKb4A5Y1xaz9yVlJSgpKSk1fX+/Oc/47e//a3++MiRI5g5cyaef/55TJgwIe52TqcTTqez2XK73d7hH8507DNdeKztt69kicsNqQ/uqG3aM8Z1pviWzv12tGw5TiA74ptox3wxLiNy7vr27RvxOD8/HwAwYMAAlJaWpqNLRBlB3AWW4uDOhJcsOhvGOKLkGRHfRDvmi3EZV+eOiIiIiOLLiDN30crLy015GpXIeEZ8s+VnraMxxhElwpgzd2aMcRk5uCOiBBmRk8JBBhF1Rgbl3JkxxvGyLBEREZGJ8MwdkYnxhgoiMiveUBEfB3dEpsacOyIyK+bcxcPLsh1MkuyQpOyokUREREQdj2fuiExNMeBLqfm+1RKRGRgR39R2TIaDOyJTMyKbxHyBj4jMwKhsOfPFuKwa3Gl1o2pqajpsn4FAAA0NDaipqVGnV+n4PnSU5sdqXuk4Vu09k3z9M/MFLmouHfENyJ7PfbYcJ8D4ZgZZNbirra0FAJSVlaW5J4Db7U53FyhD1dbWtvr+cTgc6NmzJ44dO2bIPnv27AmHw2FIW9Q+OlN8I2qrdMQ3wHwxTlKyqAy6LMs4cuQICgoKIElG3GHTupqaGpSVleHgwYMoLCzskH2mC4+1fSmKgtraWvTu3RsWS+v3QjU2NsLv9xuyb4fDgZycHEPaovaRjvgGZM/nPluOE8i++AaYL8Zl1Zk7i8WStkm4CwsLTR8QNDzW9pPMGd+cnBxTBStqWTrjG5A9n/tsOU6A8S2TsRQKERERkYlwcEdERERkIhzctTOn04k777wTTqcz3V1pdzxWouyTLZ+FbDlOILuO1ayy6oYKIiIiIrPjmTsiIiIiE+HgjoiIiMhEOLgjIiIiMhEO7jrIvn378N3vfhf9+/eHy+XCgAEDcOeddxpahDGdli5divLycuTk5GDChAn46KOP0t0lw913330YN24cCgoK0L17d8yePRs7duxId7eIOgXGuMzHGGceHNx1kO3bt0OWZTz66KPYtm0b/vjHP+KRRx7BL3/5y3R3LWXPP/88Fi1ahDvvvBOffPIJRo0ahZkzZ+LEiRPp7pqh3n33XVRWVmLDhg1Ys2YNAoEALr30UtTX16e7a0RpxxiX+RjjzIN3y6bR/fffj4cffhh79uxJd1dSMmHCBIwbNw4PPfQQADENUllZGX7wgx9g8eLFae5d+6murkb37t3x7rvv4uKLL053d4g6Hca4zMYYl7l45i6NPB4PunXrlu5upMTv92PTpk2YPn26vsxisWD69OlYv359GnvW/jweDwBk/N+QqL0wxmU2xrjMxcFdmuzatQsPPvggbr755nR3JSUnT55EKBRCjx49Ipb36NEDx44dS1Ov2p8sy/jRj36EyZMnY8SIEenuDlGnwxiX2RjjMhsHdylavHgxJElq8Wf79u0R2xw+fBiXXXYZ5syZgwULFqSp55SKyspKbN26FX//+9/T3RWidsUYl50Y4zKbLd0dyHQ/+clPMG/evBbXqaio0P995MgRTJs2DZMmTcJf//rXdu5d+ysuLobVasXx48cjlh8/fhw9e/ZMU6/a18KFC/HKK69g3bp1KC0tTXd3iNoVYxxjHGUeDu5SVFJSgpKSkoTWPXz4MKZNm4YxY8bgySefhMWS+SdOHQ4HxowZg7Vr12L27NkAxOn8tWvXYuHChentnMEURcEPfvADvPTSS3jnnXfQv3//dHeJqN0xxjHGUebh4K6DHD58GFOnTkW/fv3whz/8AdXV1fpzmf7tb9GiRZg7dy7Gjh2L8ePHY8mSJaivr8f8+fPT3TVDVVZWYsWKFXj55ZdRUFCg59u43W64XK40944ovRjjMh9jnIko1CGefPJJBUDMHzN48MEHlb59+yoOh0MZP368smHDhnR3yXDx/n5PPvlkurtGlHaMcZmPMc48WOeOiIiIyEQyPyGCiIiIiHQc3BERERGZCAd3RERERCbCwR0RERGRiXBwR0RERGQiHNwRERERmQgHd0REREQmwsEdERERkYlwcEct2rdvHyRJgiRJGD16dFr6cNddd+l9WLJkSVr6QETmw/hGZsXBHSXkzTffxNq1a9Oy75/+9Kc4evQoSktL07J/IjI3xjcyG1u6O0CZoaioCEVFRWnZd35+PvLz82G1WtOyfyIyN8Y3Mhueucsi1dXV6NmzJ+6991592QcffACHw5H0t9Z58+Zh9uzZuPfee9GjRw906dIF99xzD4LBIH72s5+hW7duKC0txZNPPqlvo10C+cc//oGLLroILpcL48aNw5dffomNGzdi7NixyM/Px6xZs1BdXW3YcROR+T399NMoKiqCz+eLWD579mxcf/31SbXF+EaZjoO7LFJSUoInnngCd911Fz7++GPU1tbi+uuvx8KFC3HJJZck3d5bb72FI0eOYN26dXjggQdw55134vLLL0fXrl3x4Ycf4vvf/z5uvvlmHDp0KGK7O++8E7/61a/wySefwGaz4dprr8XPf/5z/OlPf8J//vMf7Nq1C3fccYdRh01EWWDOnDkIhUL4v//7P33ZiRMn8Oqrr+LGG29Muj3GN8poCmWdW2+9VRk8eLBy7bXXKiNHjlQaGxvjrrt3714FgLJ58+aI5XPnzlX69eunhEIhfdmQIUOUiy66SH8cDAaVvLw85bnnnoto6/HHH9fXee655xQAytq1a/Vl9913nzJkyJBmfenXr5/yxz/+MdnDJaIsccsttyizZs3SH/+///f/lIqKCkWW5ZjrM76RWfHMXRb6wx/+gGAwiBdeeAHLly+H0+lsUzvDhw+HxdL0FurRowdGjhypP7ZarSgqKsKJEycitjv33HMjtgEQsV2PHj2abUNE1JoFCxbgjTfewOHDhwEAy5Ytw7x58yBJUtJtMb5RJuPgLgvt3r0bR44cgSzL2LdvX5vbsdvtEY8lSYq5TJbluNtpQTd6WfQ2REStOe+88zBq1Cg8/fTT2LRpE7Zt24Z58+a1qS3GN8pkvFs2y/j9fnznO9/BNddcgyFDhuCmm27Cli1b0L1793R3jYgoZTfddBOWLFmCw4cPY/r06SgrK0t3l4g6HM/cZZn//u//hsfjwZ///Gf84he/wODBg9uUbExE1Blde+21OHToEB577DHGNspaHNxlkXfeeQdLlizBM888g8LCQlgsFjzzzDP4z3/+g4cffjjd3SMiSpnb7cY3vvEN5OfnY/bs2enuDlFaSIqiKOnuBHVe+/btQ//+/bF58+a0Tc+jKS8vx49+9CP86Ec/Sms/iKhzu+SSSzB8+HD8+c9/bnE9xjcyK565o4RMmjQJkyZNSsu+7733XuTn5+PAgQNp2T8RZYYzZ87gpZdewjvvvIPKysqEt2N8I7PhmTtqUTAY1O+odTqdaUlOPn36NE6fPg1AFGJ2u90d3gci6vzKy8tx5swZ/PrXv8ZPf/rTVtdnfCOz4uCOiIiIyER4WZaIiIjIRDi4IyIiIjIRDu6IiIiITISDOyIiIiIT4eCOiIiIyEQ4uCMiIiIyEQ7uiIiIiEyEgzsiIiIiE+HgjoiIiMhE/j98A91bHCYETgAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] @@ -326,10 +326,10 @@ "id": "abae7edc", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:10.203094Z", - "iopub.status.busy": "2023-02-22T06:48:10.202798Z", - "iopub.status.idle": "2023-02-22T06:48:10.912910Z", - "shell.execute_reply": "2023-02-22T06:48:10.912260Z" + "iopub.execute_input": "2023-02-26T23:29:40.280259Z", + "iopub.status.busy": "2023-02-26T23:29:40.279757Z", + "iopub.status.idle": "2023-02-26T23:29:41.206913Z", + "shell.execute_reply": "2023-02-26T23:29:41.206405Z" } }, "outputs": [ @@ -342,7 +342,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -371,10 +371,10 @@ "id": "ee5515fa", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:10.915941Z", - "iopub.status.busy": "2023-02-22T06:48:10.915726Z", - "iopub.status.idle": "2023-02-22T06:48:10.923639Z", - "shell.execute_reply": "2023-02-22T06:48:10.922867Z" + "iopub.execute_input": "2023-02-26T23:29:41.209410Z", + "iopub.status.busy": "2023-02-26T23:29:41.208912Z", + "iopub.status.idle": "2023-02-26T23:29:41.222428Z", + "shell.execute_reply": "2023-02-26T23:29:41.221925Z" } }, "outputs": [ @@ -398,10 +398,10 @@ "\n", "gammas:\n", " x y\n", - "epsilon 0.198291 0.181161\n", - "alpha 0.270021 0.276332\n", - "beta 3.032977 3.321811\n", - "gamma 0.353749 0.324028\n" + "epsilon 0.203380 0.181925\n", + "alpha 0.268129 0.281228\n", + "beta 2.988033 3.323960\n", + "gamma 0.358729 0.324640\n" ] } ], @@ -436,16 +436,16 @@ "id": "1135dc30", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:10.926742Z", - "iopub.status.busy": "2023-02-22T06:48:10.926470Z", - "iopub.status.idle": "2023-02-22T06:48:11.408162Z", - "shell.execute_reply": "2023-02-22T06:48:11.407527Z" + "iopub.execute_input": "2023-02-26T23:29:41.224925Z", + "iopub.status.busy": "2023-02-26T23:29:41.224426Z", + "iopub.status.idle": "2023-02-26T23:29:41.857710Z", + "shell.execute_reply": "2023-02-26T23:29:41.857197Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -475,10 +475,10 @@ "id": "9647845e", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:11.410667Z", - "iopub.status.busy": "2023-02-22T06:48:11.410440Z", - "iopub.status.idle": "2023-02-22T06:48:12.592703Z", - "shell.execute_reply": "2023-02-22T06:48:12.591958Z" + "iopub.execute_input": "2023-02-26T23:29:41.860201Z", + "iopub.status.busy": "2023-02-26T23:29:41.859702Z", + "iopub.status.idle": "2023-02-26T23:29:43.097724Z", + "shell.execute_reply": "2023-02-26T23:29:43.097216Z" } }, "outputs": [ @@ -496,18 +496,24 @@ " median energy: 1.23 MeV\n", " Energy spread IQR: 2.18 MeV\n", " min energy 0.01 MeV\n", - " max energy 10.35 MeV\n", + " max energy 10.35 MeV\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "===================================================\n", " ENERGY STATS \n", "===================================================\n", - "total number of particles in phase space: 131557\n", + "total number of particles in phase space: 131561\n", "number of unique particle species: 1\n", - " 131557 gammas\n", + " 131561 gammas\n", " mean energy: 2.11 MeV\n", - " median energy: 1.42 MeV\n", - " Energy spread IQR: 2.22 MeV\n", + " median energy: 1.41 MeV\n", + " Energy spread IQR: 2.23 MeV\n", " min energy 0.00 MeV\n", - " max energy 11.88 MeV\n" + " max energy 12.26 MeV\n" ] } ], @@ -532,16 +538,16 @@ "id": "08362f4e", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:12.595650Z", - "iopub.status.busy": "2023-02-22T06:48:12.595440Z", - "iopub.status.idle": "2023-02-22T06:48:13.927203Z", - "shell.execute_reply": "2023-02-22T06:48:13.926577Z" + "iopub.execute_input": "2023-02-26T23:29:43.100222Z", + "iopub.status.busy": "2023-02-26T23:29:43.099722Z", + "iopub.status.idle": "2023-02-26T23:29:44.756112Z", + "shell.execute_reply": "2023-02-26T23:29:44.755613Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -581,16 +587,16 @@ "id": "a3da2ece", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:13.929577Z", - "iopub.status.busy": "2023-02-22T06:48:13.929418Z", - "iopub.status.idle": "2023-02-22T06:48:15.313032Z", - "shell.execute_reply": "2023-02-22T06:48:15.312472Z" + "iopub.execute_input": "2023-02-26T23:29:44.758611Z", + "iopub.status.busy": "2023-02-26T23:29:44.758112Z", + "iopub.status.idle": "2023-02-26T23:29:46.477158Z", + "shell.execute_reply": "2023-02-26T23:29:46.476151Z" } }, "outputs": [ { "data": { - "image/png": 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" ] @@ -620,16 +626,16 @@ "id": "f8fa0c03", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:15.316022Z", - "iopub.status.busy": "2023-02-22T06:48:15.315861Z", - "iopub.status.idle": "2023-02-22T06:48:15.676982Z", - "shell.execute_reply": "2023-02-22T06:48:15.676426Z" + "iopub.execute_input": "2023-02-26T23:29:46.479157Z", + "iopub.status.busy": "2023-02-26T23:29:46.479157Z", + "iopub.status.idle": "2023-02-26T23:29:46.973169Z", + "shell.execute_reply": "2023-02-26T23:29:46.972166Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -685,7 +691,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/examples/units.ipynb b/examples/units.ipynb index 3f00c04..de39b78 100644 --- a/examples/units.ipynb +++ b/examples/units.ipynb @@ -16,14 +16,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "befe1d7f", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:02.657506Z", - "iopub.status.busy": "2023-02-22T06:48:02.657197Z", - "iopub.status.idle": "2023-02-22T06:48:03.382799Z", - "shell.execute_reply": "2023-02-22T06:48:03.382113Z" + "iopub.execute_input": "2023-02-26T23:29:48.726073Z", + "iopub.status.busy": "2023-02-26T23:29:48.725572Z", + "iopub.status.idle": "2023-02-26T23:29:49.854571Z", + "shell.execute_reply": "2023-02-26T23:29:49.853570Z" } }, "outputs": [ @@ -103,14 +103,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "20a75e81", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.386403Z", - "iopub.status.busy": "2023-02-22T06:48:03.385747Z", - "iopub.status.idle": "2023-02-22T06:48:03.389838Z", - "shell.execute_reply": "2023-02-22T06:48:03.389155Z" + "iopub.execute_input": "2023-02-26T23:29:49.857071Z", + "iopub.status.busy": "2023-02-26T23:29:49.856571Z", + "iopub.status.idle": "2023-02-26T23:29:49.869571Z", + "shell.execute_reply": "2023-02-26T23:29:49.869070Z" } }, "outputs": [], @@ -133,14 +133,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "56d965e9", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.392992Z", - "iopub.status.busy": "2023-02-22T06:48:03.392452Z", - "iopub.status.idle": "2023-02-22T06:48:03.531778Z", - "shell.execute_reply": "2023-02-22T06:48:03.531170Z" + "iopub.execute_input": "2023-02-26T23:29:49.872071Z", + "iopub.status.busy": "2023-02-26T23:29:49.871572Z", + "iopub.status.idle": "2023-02-26T23:29:50.040106Z", + "shell.execute_reply": "2023-02-26T23:29:50.039597Z" } }, "outputs": [], @@ -152,14 +152,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "271e0a4e", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.534997Z", - "iopub.status.busy": "2023-02-22T06:48:03.534790Z", - "iopub.status.idle": "2023-02-22T06:48:03.547185Z", - "shell.execute_reply": "2023-02-22T06:48:03.546584Z" + "iopub.execute_input": "2023-02-26T23:29:50.042603Z", + "iopub.status.busy": "2023-02-26T23:29:50.042603Z", + "iopub.status.idle": "2023-02-26T23:29:50.070777Z", + "shell.execute_reply": "2023-02-26T23:29:50.070274Z" } }, "outputs": [ @@ -282,7 +282,7 @@ "4 4 0 -0.000192 -0.001470 -0.209232 " ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -301,14 +301,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "f0170d69", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.550252Z", - "iopub.status.busy": "2023-02-22T06:48:03.550047Z", - "iopub.status.idle": "2023-02-22T06:48:03.567910Z", - "shell.execute_reply": "2023-02-22T06:48:03.567282Z" + "iopub.execute_input": "2023-02-26T23:29:50.073274Z", + "iopub.status.busy": "2023-02-26T23:29:50.072774Z", + "iopub.status.idle": "2023-02-26T23:29:50.101806Z", + "shell.execute_reply": "2023-02-26T23:29:50.101304Z" } }, "outputs": [ @@ -324,7 +324,7 @@ "Mass: keV/c^2" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -336,14 +336,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "2cf5b1e8", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.571003Z", - "iopub.status.busy": "2023-02-22T06:48:03.570596Z", - "iopub.status.idle": "2023-02-22T06:48:03.580189Z", - "shell.execute_reply": "2023-02-22T06:48:03.579625Z" + "iopub.execute_input": "2023-02-26T23:29:50.103804Z", + "iopub.status.busy": "2023-02-26T23:29:50.103804Z", + "iopub.status.idle": "2023-02-26T23:29:50.117320Z", + "shell.execute_reply": "2023-02-26T23:29:50.116818Z" } }, "outputs": [ @@ -466,7 +466,7 @@ "4 4 0 -0.000192 -0.001470 -0.209232 " ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -487,14 +487,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "37d03d48", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.583074Z", - "iopub.status.busy": "2023-02-22T06:48:03.582844Z", - "iopub.status.idle": "2023-02-22T06:48:03.728020Z", - "shell.execute_reply": "2023-02-22T06:48:03.727458Z" + "iopub.execute_input": "2023-02-26T23:29:50.119820Z", + "iopub.status.busy": "2023-02-26T23:29:50.119320Z", + "iopub.status.idle": "2023-02-26T23:29:50.303921Z", + "shell.execute_reply": "2023-02-26T23:29:50.302921Z" } }, "outputs": [ @@ -510,7 +510,7 @@ "Mass: MeV/c^2" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -531,14 +531,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "b25584ff", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.730782Z", - "iopub.status.busy": "2023-02-22T06:48:03.730642Z", - "iopub.status.idle": "2023-02-22T06:48:03.744624Z", - "shell.execute_reply": "2023-02-22T06:48:03.743884Z" + "iopub.execute_input": "2023-02-26T23:29:50.306923Z", + "iopub.status.busy": "2023-02-26T23:29:50.306422Z", + "iopub.status.idle": "2023-02-26T23:29:50.350178Z", + "shell.execute_reply": "2023-02-26T23:29:50.349188Z" } }, "outputs": [ @@ -554,7 +554,7 @@ "Mass: keV/c^2" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -566,14 +566,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "6a2e0cd7", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.747552Z", - "iopub.status.busy": "2023-02-22T06:48:03.747089Z", - "iopub.status.idle": "2023-02-22T06:48:03.761215Z", - "shell.execute_reply": "2023-02-22T06:48:03.760608Z" + "iopub.execute_input": "2023-02-26T23:29:50.352677Z", + "iopub.status.busy": "2023-02-26T23:29:50.352677Z", + "iopub.status.idle": "2023-02-26T23:29:50.364917Z", + "shell.execute_reply": "2023-02-26T23:29:50.364416Z" } }, "outputs": [ @@ -696,7 +696,7 @@ "4 4 0.0 -0.191501 -1.469658 -209.231939 " ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -715,20 +715,20 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "78f4b114", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:03.764364Z", - "iopub.status.busy": "2023-02-22T06:48:03.764115Z", - "iopub.status.idle": "2023-02-22T06:48:04.375583Z", - "shell.execute_reply": "2023-02-22T06:48:04.374988Z" + "iopub.execute_input": "2023-02-26T23:29:50.367916Z", + "iopub.status.busy": "2023-02-26T23:29:50.367417Z", + "iopub.status.idle": "2023-02-26T23:29:51.062917Z", + "shell.execute_reply": "2023-02-26T23:29:51.061916Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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WqWbNmtqxY4eee+45Pfvss1qyZIkkKSkpSV9//bXWrFmjbdu2yTAM9evXT4WFhZKk+++/XwUFBdq6dat2796tuXPnKiAgoMQxunXrpgULFigoKEjHjx/X8ePH9eCDD9rWz5s3T+3bt9e3336r6dOn65tvvtHdd9+t//3f/9Xu3buVlpam6dOna+nSpXb7feaZZ9S5c2d9++23GjdunMaOHat9+/ZJkp5//nmtWbNGq1at0r59+/T2228rKiqqcjrxdzgVCwAA3CY8PFzz58+XxWJRixYttHv3bs2fP1/x8fFas2aNMjIy1K1bN0nS22+/rfDwcH344Ye66667dPToUQ0YMEBt27aVJDVp0sThMXx8fBQcHCyLxeLw9Owtt9yiyZMn297fc889uvXWWzV9+nRJUvPmzbVnzx49/fTTSkpKsrXr16+fxo27dPp5ypQpmj9/vjZv3qwWLVro6NGjiomJUffu3WWxWBQZGemS/roaRuwAAIDb3HTTTbJYLLb3N998szIzM7Vnzx7VrFlTN954o21dvXr11KJFC/3www+SpPHjx+vxxx9XbGysUlNT9e9//9upGjp37mz3/ocfflBsbKzdstjYWGVmZqqoqMi2rF27drY/F4fGU6dOSbo02rhr1y61aNFC48eP1/r1652qrbwIdgAAoFoaOXKkDh06pKFDh2r37t3q3LmzFi5cWO79+Pv7O3V8b29vu/cWi0VWq1WS1KlTJ2VlZWnWrFn67bffdPfdd+vOO+906jjlQbADAABu8+WXX9q93759u2JiYnT99dfr4sWLdut//fVX7du3T9dff71tWXh4uO677z69//77mjx5shYvXuzwOD4+PnajbVfSqlUrZWRk2C3LyMhQ8+bNVaNGjbJ+NAUFBWngwIFavHixVq5cqdWrV+s///lPmbd3BtfYAQAAtzl69KgmTZqkMWPGaOfOnVq4cKGeeeYZxcTE6Pbbb9eoUaP0yiuvKDAwUFOnTlWjRo10++23S5ImTJig2267Tc2bN9fp06e1efNmtWrVyuFxoqKilJeXp08//VTt27dX7dq1Vbt2bYdtJ0+erC5dumjWrFkaOHCgtm3bpkWLFunFF8s+fcyzzz6rsLAwdezYUV5eXnrvvffUoEGDSp9LjxE7AADgNsOGDdNvv/2mrl276v7779df//pX25Qjb7zxhm644Qb96U9/0s033yzDMLR27VrbKdCioiLdf//9atWqlfr27avmzZuXGr66deum++67TwMHDlT9+vX11FNPlVpTp06dtGrVKq1YsUJt2rTRjBkzNHPmTLsbJ64mMDBQTz31lDp37qwuXbro8OHDWrt2rby8Kjd6WYziyWLglNzcXAUHBysnJ0dBQUHuLkfzN+x3aruJfZq7uBIAQFU4f/68srKyFB0drVq1arm7nHKJj49Xhw4dtGDBAneX4nZX+h7LkzU8bsTu2LFjWrBggRISEhQREWGbOXrAgAElzsMXy83N1aRJkxQZGWmbSPChhx5SXl6ew/ZWq1ULFy5U27Zt5efnp/r162vQoEE6dOhQZX40AACASuVxwW7hwoWaOHGiDh06pISEBE2ePFndu3fXP/7xD3Xr1k0rV660a5+fn6+4uDjNnz9fLVu21MSJE9WiRQvNmzdPt9xyi86fP1/iGGPGjNH48eNlGIbGjx+vvn376v3331eXLl3sZrQGAACoTjzu5omuXbsqPT1dcXFxdss/++wz3XrrrRo7dqzuuOMO+fr6SpKeeuop7dq1S1OmTNGcOXNs7adOnaq5c+dq/vz5mjZtmm355s2btWTJEvXs2VMbNmywPQ9u8ODB6tevn1JSUrRu3boq+KQAAFzb0tPT3V2C6XjciN1f/vKXEqFOknr06KFevXrp9OnT2r17tyTJMAwtWbJEAQEBttmhi02fPl0BAQG2x5IUK74NetasWXYP+b3tttsUHx+v9evX6+jRo67+WAAAAJXO44LdlRTfBVOz5qWBxszMTP3000+KjY0tMbmgv7+/YmNjdejQIWVnZ9uWp6en29ZdLjExUZK0ZcuWyvoIAAAAlabaBLujR49q48aNCgsLsz0Trvh6uJiYGIfbFC8vbpefn6/jx48rOjra4QSDl7d3pKCgQLm5uXYvAADcjUkuqjdXfX/VItgVFhZq6NChKigo0Ny5c22hLCcnR5IUHBzscLviW4KL25W3vSOzZ89WcHCw7RUeHu7EJwIAwDWKz2adO3fOzZWgIoq/v8sfU1ZeHnfzxOWsVquSkpK0detWjRo1SkOHDnVrPdOmTdOkSZNs73Nzcwl3AAC3qVGjhkJCQmwPn69du7YsFoubq0JZGYahc+fO6dSpUwoJCSnXI8sc8ehgZ7Vade+99+qdd97RkCFD9PLLL9utLx55K22Erfg0aXG78rZ3xNfX13ZHLgAAnqBBgwaSZAt3qH5CQkJs32NFeGyws1qtSk5O1ptvvqlBgwZp6dKlJR7DcbVr4i6/Bs/f319hYWHKyspSUVFRiVR8tWv2AADwRBaLRWFhYbruuutUWFjo7nJQTt7e3hUeqSvmkcHu96Fu4MCBeuutt0q92aFhw4bKyMhQfn6+3Z2x+fn5ysjIUHR0tN2p0ri4OK1YsUIZGRnq2bOn3f6K56+7fDkAANVBjRo1XBYQUD153M0Txadf33zzTd11111avnx5qX9JLRaLRo4cqby8PM2aNctu3axZs5SXl6dRo0bZLS9+sPD06dN14cIF2/JPPvlE6enpSkhIUGRkpIs/FQAAQOWzGB52f3RaWpoee+wxBQQE6K9//attzrrfu+OOO9ShQwdJl0bmYmNj9d133ykhIUGdOnXSzp07tX79enXp0kVbtmyRn5+f3fajRo3SkiVL1Lp1a/3xj3/U8ePHtXLlSgUEBGjbtm1q3rx5mestz4N5q8L8Dfud2m5in7J/ZgAAUHXKkzU87lTs4cOHJUl5eXl64oknHLaJioqyBTt/f39t2bJFaWlpWr16tTZv3qywsDBNnjxZqampJUKdJL3yyitq27atXn31VT333HMKCAjQn//8Zz3xxBNq2rRpZX00AACASuVxI3bVDSN2AACgMpUna3jcNXYAAABwDsEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJGq6uwB4hvkb9pdYNrFPczdUAgAAnMWIHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyiprsLgOeav2F/iWUT+zR3QyUAAKAsGLEDAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIeGeyWL1+uMWPGqHPnzvL19ZXFYtHSpUsdtk1LS5PFYin1dfjwYYfbrVu3TnFxcQoMDFRQUJB69eqlTz/9tPI+FAAAQCWr6e4CHHn00Ud15MgRhYaGKiwsTEeOHLnqNsOHD1dUVFSJ5SEhISWWLV++XEOHDlX9+vWVlJQkSVq5cqX69OmjVatW6c4776zgJwAAAKh6HhnslixZopiYGEVGRmrOnDmaNm3aVbdJSkpSfHz8VdudPn1aDzzwgEJDQ7Vz5041btxYkjRlyhR17NhRY8eOVWJiogIDAyv6MQAAAKqUR56K7d27tyIjIytl3++9957OnDmjBx54wBbqJKlx48ZKSUnRL7/8og8++KBSjg0AAFCZPDLYOWPr1q2aO3eunn76aX344YfKy8tz2C49PV2SlJCQUGJdYmKiJGnLli2VVicAAEBl8chTsc5ITU21ex8SEqLnnntOw4YNs1uemZkpSYqJiSmxj+JlxW0cKSgoUEFBge19bm6u0zUDAAC4UrUfsWvfvr1ef/11HTp0SL/99puysrK0cOFCWSwWJSUlac2aNXbtc3JyJEnBwcEl9hUUFGTXxpHZs2crODjY9goPD3fhpwEAAHBetQ92f/7zn5WcnKzo6GjVqlVLUVFRSklJ0XvvvSfp0h22rjRt2jTl5OTYXtnZ2S7dPwAAgLNMcyr2crfeequaNm2q3bt3Kzc31zYaVzxSl5OTo3r16tltU3xa1dFoXjFfX1/5+vpWUtUAAADOq/YjdlcSGhoqSTp37pxt2ZWuo7vS9XcAAACezqlgl52drU2bNtkFJqvVqrlz5yo2Nla9e/fWxx9/7LIinZGfn6/vv/9e/v7+toAnSXFxcZKk9evXl9hm3bp1dm0AAACqE6eC3fTp03XXXXfJ29vbtuyJJ57QtGnTtG3bNm3atEl33HGHvvrqK5cV6sjZs2e1f//+Est/++03jRo1SmfPntXdd9+tmjX/e8b57rvvVnBwsBYuXKgff/zRtvzHH3/UokWLFBoaqj//+c+VWjcAAEBlcOoau4yMDPXu3dsW7AzD0KJFi9SyZUutX79eJ06cUO/evfX0009r1apV5d7/kiVL9Pnnn0uSdu/ebVtWPAdd9+7dNXLkSP36669q2bKlunTpolatWqlBgwY6efKkNm7cqB9//FFt27bV008/bbfvOnXqaNGiRRo6dKg6deqkgQMHSrr0SLFff/1VK1eu5KkTAACgWnIq2J06dcruyRC7du3Szz//rLS0NDVu3FiNGzfWHXfc4fREv59//rmWLVtmtywjI0MZGRm29yNHjlTdunU1btw47dixQ2vXrtXp06fl5+enVq1aafz48UpJSZGfn1+J/Q8ZMkShoaF68skn9cYbb8hiseiGG27Qo48+qt69eztVMwAAgLs5FeysVqusVqvtfXp6uiwWi2655RbbskaNGunEiRNOFbV06VItXbr0qu2CgoK0aNEip47Rt29f9e3b16ltAQAAPJFT19hFRERox44dtvcffvihwsLC1KJFC9uyEydOKCQkpMIFAgAAoGycCnYDBgxQRkaG7rzzTg0ZMkSff/65BgwYYNdmz549atKkiUuKBAAAwNU5dSr2wQcf1Pr16/X+++9Lktq1a6e0tDTb+iNHjmjHjh2aOnWqS4qE55i/oeRdyBP7NHdDJQAA4HJOBbugoCBt375d//d//ydJatWqlWrUqGHX5v3331fnzp0rXiEAAADKxKlgd/ToUYWEhKhNmzYO10dGRqpu3bo6ffp0hYoDAABA2Tl1jV10dLQWLFhwxTbPP/+8oqOjndk9AAAAnOBUsDMMwyVtAAAA4DpOBbuy+PHHH3mCAwAAQBUq8zV2M2fOtHtf/HivyxUVFSk7O1srVqzQTTfdVKHiAAAAUHYWo4znTL28/ju4Z7FYrnqqtWHDhvrggw/UpUuXilXo4XJzcxUcHKycnBwFBQW5uxyH05G4A1OgAADgGuXJGmUesdu8ebOkS9fO3XLLLUpKStLw4cNLtKtRo4bq1q2rli1b2oVBAAAAVK4yB7u4uDjbn1NTU9WrVy/17NmzUooCAABA+Tk1j11qaqqr6wAAAEAFORXsip04cULffPONzpw5o6KiIodthg0bVpFDAAAAoIycCnbnz5/XqFGjtGLFClmtVodtDMOQxWIh2AEAAFQRp4Ld1KlT9fbbb6t58+YaNGiQGjdurJo1KzT4BwAAgApyKo2tWrVK119/vb755hv5+vq6uiYAAAA4wan5SM6cOaO+ffsS6gAAADyIU8GuRYsWOnnypKtrAQAAQAU4Feweeugh/eMf/9CBAwdcXQ8AAACc5NQ1do0bN1ZiYqK6du2qCRMmqFOnTqU+4oJJjAEAAKqGU8EuPj7e9rzYtLQ0WSyWUtuWNr8dAAAAXMupYDdjxowrhjkAAABUPaeCXVpamovLAAAAQEU5dfMEAAAAPA/BDgAAwCScOhXr5eVVpmvsLBaLLl686MwhAAAAUE5OBbuePXs6DHY5OTnKzMxUfn6+2rdvr5CQkIrWBwAAgDJyKtilp6eXuu7cuXOaOnWq/vWvf2nDhg3O1gUAAIByshiGYVTGjrt06aI2bdrojTfeqIzde4zc3FwFBwcrJyen1EmaK8v8Dfur9HjlMbFPc3eXAACAKZQna1TazRM9evTQxx9/XFm7BwAAwGUqLdj9/PPPysvLq6zdAwAA4DIuD3ZWq1VvvfWWVq5cqQ4dOrh69wAAACiFUzdPNGnSxOHyixcv6tSpUyosLJS3t7dmz55doeIAAABQdk4FO6vV6nC6E29vb7Vp00ZdunRRSkqKWrduXeECAQAAUDZOBbvDhw+7uAwAAABUFI8UAwAAMAmnRux+79ixY9q1a5dyc3MVFBSkDh06qFGjRq6oDQAAAOXgdLA7cOCAxo4dq02bNpVYd+utt+rFF19Us2bNKlQcqi9HkyczaTEAAJXLqWCXnZ2t7t2769SpU2rZsqV69uypsLAwnThxQlu3btXGjRvVo0cP7dixQ+Hh4a6uGQAAAA44Fewee+wxnTp1Si+++KLGjBlT4g7ZV155RWPHjtXMmTO1ePFilxQKAACAK3Mq2K1bt079+/fXfffd53D9mDFjtHbtWn3yyScVKg4AAABl59RdsadOnVKbNm2u2KZNmzb6+eefnSoKAAAA5edUsKtfv7727NlzxTZ79uxR/fr1nSoKAAAA5edUsEtMTNSaNWv02muvOVz/+uuv66OPPlLfvn0rVBwAAADKzmIYhlHejY4eParOnTvr119/1fXXX6+4uDj94Q9/0MmTJ7V161Z9//33Cg0N1ddff236u2Jzc3MVHBysnJwcBQUFVemxHU0p4smY7gQAgPIrT9Zw6uaJiIgIZWRkaMyYMUpPT9f3339vt75Xr1566aWXTB/qAAAAPInTExTHxMRo06ZNys7OLvHkCQIdAABA1avwI8XCw8MJcgAAAB7AqZsnfvzxR61Zs0ZnzpxxuP706dNas2aNjh07VpHaAAAAUA5OBbvHH39cycnJ8vPzc7i+du3auvfeezV79uwKFQcAAICycyrYbdq0SQkJCfL19XW43tfXVwkJCdq4cWOFigMAAEDZORXsjh07pqioqCu2iYyM5FQsAABAFXIq2Pn4+Cg3N/eKbXJzc2WxWJwqCgAAAOXnVLBr27atPvroIxUUFDhcf/78ea1Zs0Zt27atUHEAAAAoO6eCXXJysn788Uf9z//8jw4dOmS37uDBg7r99tv1008/aeTIkS4pEgAAAFfn1Dx2ycnJWrt2rVavXq2WLVsqOjpajRo10rFjx5SVlaWLFy9q4MCBSk5OdnW9AAAAKIVTI3aStGrVKj3//PNq1qyZMjMzlZ6erszMTDVv3lwvvPCC3n33XVfWCQAAgKtw+skTFotFKSkpSklJUX5+vnJychQcHCx/f39X1gcAAIAyqvAjxSTJ39+fQIermr9hf4llE/s0d0MlAACYk9OnYgEAAOBZCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIeGeyWL1+uMWPGqHPnzvL19ZXFYtHSpUtLbZ+bm6tJkyYpMjJSvr6+ioqK0kMPPaS8vDyH7a1WqxYuXKi2bdvKz89P9evX16BBg0o8Hg0AAKA6KfM8dvfee2+5d26xWPTaa6+Ve7tHH31UR44cUWhoqMLCwnTkyJFS2+bn5ysuLk67du1SQkKCBg0apG+//Vbz5s3Tli1btHXrVtWqVctumzFjxmjJkiVq3bq1xo8fr59++kmrVq3S+vXrtX37dsXExJS7ZjiHue0AAHCdMge7K42YXc5iscgwDKeD3ZIlSxQTE6PIyEjNmTNH06ZNK7XtU089pV27dmnKlCmaM2eObfnUqVM1d+5czZ8/3277zZs3a8mSJerZs6c2bNggHx8fSdLgwYPVr18/paSkaN26deWuGQAAwN3KHOy2bdtWpnYHDhxQWlqaDh486HRRvXv3LlM7wzC0ZMkSBQQEaPr06Xbrpk+frhdeeEFLliyxC3aLFy+WJM2aNcsW6iTptttuU3x8vNavX6+jR48qIiLC6foBAADcoczB7sYbb7zi+l9++UWPPfaYFi9erAsXLqh79+6aO3duhQu8kszMTP30009KTEws8Ugzf39/xcbGat26dcrOzlZ4eLgkKT093bbucomJiUpPT9eWLVs0dOjQSq0dAADA1Sp888S5c+c0c+ZMNW3aVC+88IJiYmL0j3/8Q1u3btXNN9/sihpLlZmZKUmlXhNXvLy4XX5+vo4fP67o6GjVqFHjqu0dKSgoUG5urt0LAADAEzgd7IqKivTiiy+qadOmSktLU3BwsF577TV999136t+/vytrLFVOTo4kKTg42OH6oKAgu3blbe/I7NmzFRwcbHsVjwQCAAC4m1PB7r333tP111+vBx54QAUFBZozZ47279+v5ORkeXl55AwqLjNt2jTl5OTYXtnZ2e4uCQAAQFI5rrGTLl2fNmXKFH399dfy8fHR5MmT9cgjjygkJKSSyruy4pG30kbYik+TFrcrb3tHfH195evr61zBAAAAlajMwe62227T+vXr5eXlpeHDh2vmzJlq3LhxZdZ2VVe7Ju7ya/D8/f0VFhamrKwsFRUVlbjO7mrX7AEAAHiyMge7devWyWKxKCIiQidOnNDo0aOvuo3FYtHHH39coQKvJCYmRg0bNlRGRoby8/Pt7ozNz89XRkaGoqOj7a6Di4uL04oVK5SRkaGePXva7a94/rrLlwMAAFQH5ToVaxiGsrKylJWVVab2FovFqaLKymKxaOTIkZo5c6ZmzZplN0HxrFmzlJeXp0ceecRum9GjR2vFihWaPn263QTFn3zyidLT05WQkKDIyMhKrRtXxtMoAABwjsUwDKMsDa/0WK8rcSYkLVmyRJ9//rkkaffu3dq5c6diY2PVrFkzSVL37t01cuRISZdG5mJjY/Xdd98pISFBnTp10s6dO7V+/Xp16dJFW7ZskZ+fn93+R40aZXuk2B//+EcdP35cK1euVEBAgLZt26bmzcseInJzcxUcHKycnBzbXbVVxVEAMiuCHQDgWlWerFHmYFeVkpKStGzZslLXDx8+3O4RZzk5OUpLS9Pq1at14sQJhYWF6a677lJqaqoCAwNLbG+1WrVo0SK9+uqrOnDggAICAtS7d2898cQTatq0ablqJdhVDYIdAOBaVe2DXXVCsKsaBDsAwLWqPFnD3JPOAQAAXEMIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAk6jp7gKAspi/Yb/d+4l9mrupEgAAPBcjdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEtwVi2rp8rtkS8PdswCAawkjdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmERNdxcAVKb5G/aXWDaxT3M3VAIAQOVjxA4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIK7YnHN4U5ZAIBZMWIHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACbBXbGAuFMWAGAOjNgBAACYBCN2QCkYxQMAVDeM2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATMIUwS4qKkoWi8XhKz4+vkT7goICzZw5UzExMapVq5YaNmyo0aNH69SpU1VfPAAAgIuYZh674OBgTZgwocTyqKgou/dWq1W333671q1bp5tuukkDBgxQZmamlixZok8//VTbt29X/fr1q6ZoAAAAFzJNsAsJCVFaWtpV2y1btkzr1q3ToEGD9Pbbb8tisUiSXn75ZY0dO1aPPvqoXnnllUquFgAAwPUshmEY7i6ioopH5Q4fPnzVtt26ddO2bdt0+PBhRUZG2pYbhqFmzZrp5MmT+vnnn+Xn51emY+fm5io4OFg5OTkKCgpypnynOXoyAqoeT6MAAFSm8mQNU1xjJ126bm7p0qV68skntWjRIn355Zcl2pw/f15ffvmlWrRoYRfqJMlisahPnz7Kz8/X119/XVVlAwAAuIxpTsWeOHFCycnJdsu6dOmid999V02bNpUkHTx4UFarVTExMQ73Ubw8MzNTPXr0qNyCAQAAXMwUwS45OVk9evRQmzZtFBAQoP379+vZZ5/VW2+9pVtvvVW7d+9WYGCgcnJyJF260cKR4uHN4naOFBQUqKCgwPY+NzfXhZ8E1ZGjU+KcngUAuIMpTsWmpqbqlltu0XXXXafatWurQ4cOevPNNzV06FAdOXJEixcvdtmxZs+ereDgYNsrPDzcZfsGAACoCFMEu9KMGTNGkpSRkSHpvyN1pY3IFY++lTaiJ0nTpk1TTk6O7ZWdne3KkgEAAJxmilOxpQkNDZUk5efnS5KaNGkiLy8vZWZmOmxfvLy0a/AkydfXV76+vi6uFAAAoOJMPWJXfGds8XQofn5+6tq1q/bt26cjR47YtTUMQxs2bJC/v786d+5c1aUCAABUWLUfsdu7d68iIiJUu3btEsunTJkiSRo8eLBt+ejRo7V9+3ZNmzbNboLiV155RYcOHdLo0aPLPIcdUBpuqAAAuEO1D3YrVqzQs88+q549eyoyMlL+/v7av3+/1q5dq8LCQk2bNk09e/a0tR8+fLhWrlypd999V1lZWYqLi9OBAwf0/vvvKzo6Wo8//rgbPw0AAIDzqn2w69Wrl3744Qd9++23+uyzz3Tu3DmFhoaqX79+GjdunBISEuzae3l56R//+IfmzJmjt956S/Pnz1fdunU1YsQIPf744zwnFgAAVFumeKSYO/FIMZQVp2IBAM64Jh8pBgAAcK2r9qdigeri8hFWRvAAAK7GiB0AAIBJEOwAAABMgmAHAABgElxjB7gJkxgDAFyNETsAAACTINgBAACYBKdiAQ/HKVsAQFkxYgcAAGASBDsAAACT4FQs4EF4/i8AoCIYsQMAADAJgh0AAIBJEOwAAABMgmvsqgmuvcLVMC0KAIAROwAAAJNgxA6ohhjBBQA4QrADTIzTswBwbeFULAAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJJjuBLjGMAUKAJgXwQ6AQ2WZBJlACACehVOxAAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCmycAlOlGCQCA5yPYAXAaU6cAgGch2AGodARAAKgaXGMHAABgEozYAXALRvEAwPUIdgBcihsxAMB9OBULAABgEgQ7AAAAk+BULACPUZHr7rhmDwAYsQMAADANRuwAVDvcoAEAjhHsAHg0QhwAlB3BDoBpXR4KueYOgNlxjR0AAIBJMGIH4JrBnbMAzI4ROwAAAJMg2AEAAJgEwQ4AAMAkuMYOwDWtrNOpcC0egOqAYAcA1Qg3gAC4EoIdAJQBI3sAqgOCHQC4kCsDIE/dAFBe3DwBAABgEozYAYAbuHI0juvuABRjxA4AAMAkGLEDAFwVo4JA9UCwAwAT4sYL4NpEsAMAOKUs4ZFRPaBqEewAANUGp4SBKyPYAQAqTVUEMcIe8F8EOwBAlXLX9X8EQFwLCHYAAPzO5QGQ8IfqxGIYhuHuIqqz3NxcBQcHKycnR0FBQZV2HE+7w+2mo6+WWLY9YrQbKgGAqkfYQ1UqT9ZgxA6AxwX1y+sx6y8N18rnNKOyntbl9C+qGsEOAAAXKOuZFUIhKtM1Hey++uorpaam6osvvlBhYaHatm2rSZMm6e6773Z3aYDbR9EcHf/33D26dLX6pMqrsSwjbc6Mxrn7O4f7VCQUlgWB8NpxzQa7zZs3KzExUbVq1dL//u//KjAwUKtXr9bAgQOVnZ2tyZMnu7tEt/G0Hy6VdbqqLJ/T0/rCk1Rl35QlxLlqv3y/MKOKXKdNKKxerslgd/HiRY0aNUpeXl7aunWrOnToIEmaMWOGunbtqkceeUR33nmnIiMj3VtoNefsD83K+iEOz8B1ZZWPPoYrlTUUcjrZM1yTwW7Tpk06ePCgkpOTbaFOkoKDg/XII48oKSlJy5Yt04wZM9xXpIs4c8rIVceqrG08jaeNXFW30dWq/DtQlmN52t9jQhqqC04ne4ZrMtilp6dLkhISEkqsS0xMlCRt2bKlKksqk6oMaZW1X3cGucr6oe7MsSvzhzNBAIAZuXraL7MGxWsy2GVmZkqSYmJiSqxr0KCBAgICbG08maeNLKDs3D3KV1Vhz91/39x9/N/ztF+OPH30F6hsZr3u8JoMdjk5OZIunXp1JCgoyNbmcgUFBSooKCixr9zcXBdXae98fp7yfyu4esNrQNt9C53aLr+Sju9ov2Vp44ptnFWVx4L7nc/PK7GsLP+fONoOgDT7w50llt1/S7NKO15xxijLMyWuyWBXEbNnz9Zjjz1WYnl4eLgbqgGAslhUxdsB155HquAYZ8+eLXVQqtg1GeyKO6W0Ubnc3FzVqVPH4bpp06Zp0qRJtvdWq1X/+c9/VK9ePVksFtcX+//rCQ8PV3Z2dqU+tgz26Hf3oe/dh753D/rdfapD3xuGobNnz6phw4ZXbXtNBrvia+syMzN1ww032K07ceKE8vLy1LVrV4fb+vr6ytfX125ZSEhIpdR5uaCgII/9S2dm9Lv70PfuQ9+7B/3uPp7e91cbqSvmVcl1eKS4uDhJ0vr160usW7dunV0bAACA6uKaDHa33nqrmjRponfeeUe7du2yLc/JydGTTz4pHx8fDRs2zH0FAgAAOOGaPBVbs2ZNLVmyRImJierZs6fdI8WOHDmiefPmKSoqyt1l2vj6+io1NbXEKWBULvrdfeh796Hv3YN+dx+z9b3FKMu9sya1Y8cOpaam6osvvlBhYaHatm2rSZMmaeDAge4uDQAAoNyu6WAHAABgJtfkNXYAAABmRLADAAAwCYKdB/vqq6/Ur18/hYSEyN/fXzfddJNWrVrl7rI8zrFjx7RgwQIlJCQoIiJCPj4+atCggQYMGKAvv/zS4Ta5ubmaNGmSIiMj5evrq6ioKD300EPKy3P8CCWr1aqFCxeqbdu28vPzU/369TVo0CAdOnSo1LrWrVunuLg4BQYGKigoSL169dKnn37qks/syebOnSuLxSKLxaLt27eXWE/fu9YHH3ygPn36qF69eqpVq5aio6M1aNAgZWdn27Wj313HMAy9//776tWrl8LCwlS7dm21aNFCY8aMcdg/9H35LF++XGPGjFHnzp3l6+sri8WipUuXltreE/t3//79uvvuuxUaGio/Pz+1b99eL730UpkeCVZhBjzSpk2bDG9vbyMwMNAYNWqUMWnSJCMyMtKQZMybN8/d5XmUKVOmGJKMpk2bGiNGjDCmTp1qDBgwwKhRo4bh5eVlrFixwq59Xl6e0aFDB0OSkZCQYEyZMsVISEgwJBldunQxfvvttxLHGDlypCHJaN26tfHwww8bQ4YMMXx8fIy6desa+/fvL9H+rbfeMiQZ9evXN1JSUoyUlBSjfv36hsViMd57771K6wt32717t+Hr62v4+/sbkoxt27bZrafvXcdqtRqjR4+2/d0fN26cMWXKFGPo0KFGRESE8dlnn9na0u+uNWnSJEOSERYWZtx3333Gww8/bCQmJhoWi8UIDAw0du/ebWtL35df8c+60NBQ25/feOMNh209sX+///57Izg42PDx8TGGDBliPPzww0br1q0NSUZKSkqF++dqCHYeqLCw0GjatKnh6+trfPvtt7blZ86cMZo3b274+PgYhw8fdl+BHmb16tVGenp6ieVbt241vL29jTp16hjnz5+3LZ8xY4YhyZgyZYpd++KA+OSTT9ot37RpkyHJ6Nmzp1FQUGBbvnbtWtt/Jr/3n//8xwgJCTFCQ0ON7Oxs2/Ls7GwjNDTUCA0NNXJzcyv0mT3RhQsXjE6dOhk33nijMWTIEIfBjr53nQULFhiSjHHjxhkXL14ssb6wsND2Z/rddY4fP254eXkZkZGRxpkzZ+zWPfvss4YkIzk52baMvi+/DRs22H7GzZ49+4rBzhP7t2fPnoYkY+3atbZlBQUFRo8ePQxJxhdffFH2znACwc4DrVu3rsR/DsWWLl1qSDIee+wxN1RW/RT/5vbVV18ZhnFplKNhw4ZGQECAkZeXZ9c2Ly/PCAgIMJo0aWK3fNCgQYYkY8uWLSX2Hx8fb0gyjhw5Ylv2yiuvlPodpaWlGZKMZcuWueLjeZTU1FTD19fX+P77743hw4eXCHb0veucO3fOqFOnjtGkSRO7AOcI/e5a27ZtMyQZgwcPLrFu//79hiTjT3/6k2EY9L0rXCnYeWL/7tu3z5Bk9OrVq0T79PT0Un+2uxLX2Hmg9PR0SVJCQkKJdYmJiZKkLVu2VGVJ1Za3t7ekS5NSS5eeD/zTTz8pNjZW/v7+dm39/f0VGxurQ4cO2V2flJ6eblt3OUffx7X4/e3cuVNPPPGEUlNTdf311ztsQ9+7zvr163X69GndcccdKioq0vvvv685c+bo5Zdf1oEDB+za0u+uFRMTIx8fH2VkZCg3N9du3T//+U9Jl55uJNH3lc0T+/dK7bt37y5/f/9K/z4Idh4oMzNT0qX/QC7XoEEDBQQE2NqgdEePHtXGjRsVFhamtm3bSrpy3/5+eXG7/Px8HT9+XNHR0apRo8ZV21/tGI7aV3cFBQUaNmyYOnTooIcffrjUdvS963zzzTeSpBo1aqhdu3YaMGCApk2bprFjx6pFixZ68MEHbW3pd9eqV6+e5syZo6NHj6ply5YaO3aspkyZor59+2rKlCkaN26cUlJSJNH3lc0T+/dK7WvUqKHo6GgdPnxYFy9evMqnc941+UgxT5eTkyNJCg4Odrg+KCjI1gaOFRYWaujQoSooKNDcuXNt/4jL0re/b1fe9lfbxlH76m7GjBnKzMzUN9984/A/y2L0veucOnVKkvTss8+qU6dO2rFjh1q1aqVvv/1Wo0eP1jPPPKOmTZtq7Nix9HslmDhxoho1aqSRI0fq5Zdfti3v3r27Bg8ebDtDQN9XLk/s37Icw2q16uzZs6pTp47DNhXFiB1Mx2q1KikpSVu3btWoUaM0dOhQd5dkWtu2bdO8efP06KOPqk2bNu4u55phtVolST4+Pvrwww/VpUsXBQQEqEePHnrvvffk5eWlZ555xs1VmtfMmTM1ZMgQPfLII8rOztbZs2f12Wef6fz584qPj9eaNWvcXSKuYQQ7D1Sc9Ev7LSs3N7fU3waudVarVffee6/eeecdDRkyxO63aalsffv7duVtf7VtHLWvri5evKjhw4erXbt2mjp16lXb0/euU/wZOnfurIYNG9qta9OmjZo0aaKDBw/qzJkz9LuLbdy4UampqUpJSdHUqVPVuHFjBQQEqHv37vroo4/k7e2tyZMnS+LvfGXzxP4tyzEsFosCAwMdrncFgp0HutJ1ESdOnFBeXl6p1xRcy6xWq5KTk7Vs2TINGjRIS5culZeX/V/xq11zcvn1Ef7+/goLC1NWVpaKioqu2v5qx7jaNSHVSV5enjIzM7Vr1y75+PjYJiW2WCxatmyZJOnmm2+WxWLRhx9+SN+7UIsWLSRJISEhDtcXL//tt9/odxf75JNPJEm9evUqsa5BgwZq2bKlDhw4YPf/NH1fOTyxf6/UvqioSFlZWYqOjradrq8MBDsPFBcXJ+nSnW+XW7dunV0bXFIc6t58800NHDhQb731VqkXxzZs2FAZGRnKz8+3W5efn6+MjAxFR0crPDzctjwuLs627nLF30fPnj3t2kvm//58fX01YsQIh6/i/9z+53/+RyNGjFBUVBR970LFoeKHH34osa6wsFAHDhyQv7+/6tevT7+72IULFyRJP//8s8P1P//8s7y8vOTt7U3fVzJP7N8rtf/888+Vn59f+d9HpU6mAqcUFhYaTZo0ueIExVlZWW6rz9MUFRXZ5k276667rjqvV1VMaBkcHGyqCUPLy9E8doZB37tS8RyNixcvtls+c+ZMQ5IxZMgQ2zL63XXeffddQ///qQWXT1D80ksvGZKM2NhY2zL6vmI8YYLi8vbv1SYozsjIKFcflBfBzkPxSLGyS01NNSQZAQEBxt/+9jcjNTW1xOv3ATkvL89o37697R/x1KlT7R5Bc+7cuRLHuPwRNEOHDrU9gmbfvn0l2l/pETSrVq2qzO7wCKUFO/redQ4cOGBcd911hiTjj3/8ozF58mTjlltuMSQZkZGRxvHjx21t6XfXuXjxou0H93XXXWeMHDnSePDBB2197+fnZ3z55Ze29vR9+S1evNgYPny4MXz4cKNTp062sFy87Pe/zHhi//7f//2f7ZFiQ4cO5ZFi+K8vv/zS6Nu3rxEUFGT4+fkZXbt2LfHcU/w3RFzpdflve2fOnDEmTJhghIeHG97e3kZERIQxefLkUn+zLSoqMp577jmjdevWhq+vr1GvXj1j4MCBxoEDB0qt65NPPjF69Ohh+Pv7GwEBAUZcXJyxYcMGV350j1VasDMM+t6Vjh49aiQlJRkNGjQwvL29jfDwcOP+++83Tp48WaIt/e4658+fN2bPnm107NjRqF27tlGzZk2jUaNGxpAhQ4w9e/aUaE/fl8/V/k8fPny4XXtP7N+9e/cad955p1G3bl3D19fXaNu2rfHCCy8YVqvVqT4pD4thGIazp3EBAADgObh5AgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgDw/1ksFsXHx1doH0lJSbJYLLbXyy+/7PJjuMr58+ftarVYLO4uCUAFEewAmNLhw4dLhJbLX1FRUZV2/L/+9a9KTU1V586dK+0YkmS1WhUeHq4aNWro2LFjV2y7YcMGWSwWJSQkSJJq1qyp1NRUpaamKjIyslLrBFA1arq7AACoTE2bNtWQIUMcrgsJCam0406YMKFSg2MxLy8vJSUl6fHHH9fSpUv1t7/9rdS2r7/+uiRpxIgRki4Fu7S0NElSenq6jhw5Uun1AqhcBDsAptasWTNbeDGr5ORkPfHEE1cMdqdPn9aHH36ounXr6o477qjaAgFUGU7FAsAVGIahiRMnymKx6J577lFhYWGVHcMwDL3++uuKjY1VUFCQateurc6dO9tG3oo1adJEvXr10oEDB7RlyxaHx3jnnXd0/vx5DRkyRL6+vi7/DAA8A8EOAEpRWFioIUOGaMGCBZowYYKWL18ub2/vKjmGYRi65557NGLECP38888aPHiwRo4cqfz8fI0YMUIPPvig3X6KT69eHvqKvfHGG3btAJgTp2IBmNqBAwdKPRV70003qW/fvg7X5eXlacCAAVq/fr1mz56tqVOnury2Kx1jyZIlevfdd5WcnKxXXnnFFigvXLigO++8U88884wGDRqkG264QZL0l7/8RSEhIfr73/+uRYsWKTAw0Lavf//73/rmm2/UuXNntWvXzuWfA4DnINgBMLWDBw/qsccec7jur3/9q8Ng98svv6hfv37auXOnXn/9dSUnJ7u8rqsdY9GiRfL399cLL7xgN0ro4+OjJ554Qh999JHeffddW7CrVauW7rnnHr3wwgtasWKFRo0aZdumeBTv3nvvdfnnAOBZCHYATC0xMVH/+te/ytz+5MmTio2NVXZ2tj744AP179/f5TVd7Rjnzp3T7t271bBhQ82dO7fE9sXX4O3du9du+ciRI/XCCy/o9ddftwW7Cxcu6O2335afn58GDx7s8s8CwLMQ7ADgd44fP67c3Fw1a9ZMN954o1uOcfr0aRmGoWPHjpU62ihJ+fn5du87dOigTp06afv27frhhx/UqlUrrVmzRr/88ouGDBmi4OBgl38WAJ6FmycA4Hc6dOig1157TQcPHlSvXr108uTJKj9GUFCQJOmGG26QYRilvjZv3lxi38U3R7z22muSuGkCuNYQ7ADgMsnJyXrjjTe0d+/eSgt3VzpGYGCgWrVqpR9++EFnzpwp134HDx6sWrVqafny5Tpy5IjWrVunpk2bKi4uzsWfAIAnItgBgAPDhg3T0qVLtW/fPsXHx+vEiRNVeozx48fr3LlzGjVqVIlTrpKUlZWlw4cPl1geEhKiAQMG6OTJk7rnnntUVFSke++9l+fAAtcIrrEDYGpXmu5EkqZOnapatWo5XDd06FB5eXlp+PDhio+P1+bNmxUWFubS+ko7xpgxY7R9+3YtW7ZMGRkZ6t27txo2bKiTJ09q7969+vLLL/XOO+84fGzZiBEj9PbbbysjI0M1atRQUlKSS2sG4LkIdgBM7UrTnUiXnulaWrCTpHvuuUdeXl4aOnSoevXqpU2bNqlhw4YurbG0YyxdulT9+vXT4sWL9c9//lN5eXm67rrrFBMTo3nz5ql3794O9xcfH6+mTZvq4MGDSkxMdHm9ADyXxTAMw91FAIBZJCUladmyZcrKynI4muap4uPjtWXLFvEjAajeuMYOACpBdHS0LBaLXn75ZXeXUqrz58/LYrHIYrGU+oxZANULp2IBwIXuuOMOu5G6zp07u6+Yq6hZs6ZSU1PdXQYAF+JULAAAgElwKhYAAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAm8f8AcKTpH+N/v84AAAAASUVORK5CYII=\n", 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" ] @@ -756,14 +756,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "b05adbdb", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:04.378579Z", - "iopub.status.busy": "2023-02-22T06:48:04.378312Z", - "iopub.status.idle": "2023-02-22T06:48:04.382851Z", - "shell.execute_reply": "2023-02-22T06:48:04.382240Z" + "iopub.execute_input": "2023-02-26T23:29:51.065416Z", + "iopub.status.busy": "2023-02-26T23:29:51.064917Z", + "iopub.status.idle": "2023-02-26T23:29:51.077932Z", + "shell.execute_reply": "2023-02-26T23:29:51.077427Z" } }, "outputs": [ @@ -804,14 +804,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "2516705a", "metadata": { "execution": { - "iopub.execute_input": "2023-02-22T06:48:04.385403Z", - "iopub.status.busy": "2023-02-22T06:48:04.385178Z", - "iopub.status.idle": "2023-02-22T06:48:04.388304Z", - "shell.execute_reply": "2023-02-22T06:48:04.387710Z" + "iopub.execute_input": "2023-02-26T23:29:51.080439Z", + "iopub.status.busy": "2023-02-26T23:29:51.079932Z", + "iopub.status.idle": "2023-02-26T23:29:51.093460Z", + "shell.execute_reply": "2023-02-26T23:29:51.092954Z" } }, "outputs": [], @@ -854,7 +854,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.5" + "version": "3.9.6" } }, "nbformat": 4, diff --git a/tests/test_ParticlePhaseSpace.py b/tests/test_ParticlePhaseSpace.py index 156d677..037bde9 100644 --- a/tests/test_ParticlePhaseSpace.py +++ b/tests/test_ParticlePhaseSpace.py @@ -20,7 +20,7 @@ def test_all_allowed_columns_can_be_filled(): for col in list(ps_cfg.allowed_columns.keys()): try: - PS.__getattribute__(ps_cfg.allowed_columns[col])() + PS.fill.__getattribute__(ps_cfg.allowed_columns[col])() except AttributeError: raise AttributeError(f'unable to fill required column {col}') @@ -186,8 +186,8 @@ def test_beta_gamma_momentum_relation(): PS = PhaseSpace(data) PS_electrons = PS('electrons') - PS_electrons.fill_beta_and_gamma() - PS_electrons.fill_rest_mass() + PS_electrons.fill.beta_and_gamma() + PS_electrons.fill.rest_mass() px = np.multiply(np.multiply(PS_electrons.ps_data['beta_x'], PS_electrons.ps_data['gamma']), PS_electrons.ps_data['rest mass [MeV/c^2]']) assert np.allclose(px, PS_electrons.ps_data['px [MeV/c]']) diff --git a/tests/test_unit_conversions.py b/tests/test_unit_conversions.py index 4b0572b..2f584d4 100644 --- a/tests/test_unit_conversions.py +++ b/tests/test_unit_conversions.py @@ -21,8 +21,8 @@ def test_consistency_of_unitless_quantities(): data = DataLoaders.Load_TopasData(test_data_loc / 'coll_PhaseSpace_xAng_0.00_yAng_0.00_angular_error_0.0.phsp') PS = PhaseSpace(data) PS_electrons = PS('electrons') - PS_electrons.fill_beta_and_gamma() - PS_electrons.fill_direction_cosines() + PS_electrons.fill.beta_and_gamma() + PS_electrons.fill.direction_cosines() gamma_base = PS_electrons.ps_data['gamma'].copy() beta_base = PS_electrons.ps_data['beta_abs'].copy() cos_x_base = PS_electrons.ps_data['Direction Cosine X'].copy() @@ -31,8 +31,8 @@ def test_consistency_of_unitless_quantities(): unit_sets = available_units.get_available_unit_strings() for unit_set in unit_sets: PS_electrons.set_units(available_units(unit_set)) - PS_electrons.fill_beta_and_gamma() - PS_electrons.fill_direction_cosines() + PS_electrons.fill.beta_and_gamma() + PS_electrons.fill.direction_cosines() for quantity, base in zip(['gamma', 'beta_abs', 'Direction Cosine X', 'Direction Cosine Y', 'Direction Cosine Z'], [gamma_base, beta_base, cos_x_base, cos_y_base, cos_z_base]): if not np.allclose(base, PS_electrons.ps_data[quantity]): @@ -46,7 +46,7 @@ def test_velocity_consistency(): test_data_loc = this_file_loc / 'test_data' data = DataLoaders.Load_TopasData(test_data_loc / 'coll_PhaseSpace_xAng_0.00_yAng_0.00_angular_error_0.0.phsp') PS = PhaseSpace(data) - PS.fill_velocity() + PS.fill.velocity() vx_base = PS.ps_data['vx [m/s]'].copy() vy_base = PS.ps_data['vy [m/s]'].copy() vz_base = PS.ps_data['vz [m/s]'].copy() @@ -55,7 +55,7 @@ def test_velocity_consistency(): if not available_units(unit_set).velocity.label == 'm/s': continue PS.set_units(available_units(unit_set)) - PS.fill_velocity() + PS.fill.velocity() for quantity, base in zip( ['vx [m/s]', 'vy [m/s]', 'vz [m/s]'], [vx_base, vy_base, vz_base]): From fbcb107546ccccb0a5fd6b35eddab62df948ea09 Mon Sep 17 00:00:00 2001 From: unknown Date: Mon, 27 Feb 2023 11:39:31 +1100 Subject: [PATCH 10/10] forgot to remove numba import --- ParticlePhaseSpace/_ParticlePhaseSpace.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/ParticlePhaseSpace/_ParticlePhaseSpace.py b/ParticlePhaseSpace/_ParticlePhaseSpace.py index 91e28d9..7ff6a4b 100644 --- a/ParticlePhaseSpace/_ParticlePhaseSpace.py +++ b/ParticlePhaseSpace/_ParticlePhaseSpace.py @@ -16,8 +16,6 @@ from ParticlePhaseSpace import DataLoaders from ParticlePhaseSpace import UnitSet, ParticlePhaseSpaceUnits from abc import ABC -from numba import njit -# from ._PS_public_methods import _Plots, _Fill_Methods class _FigureSpecs: