From 348d7f19822c349c91a59d4529c794f4a2b3976c Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 3 Dec 2024 15:48:11 -0500 Subject: [PATCH 01/56] Implementation of the rates matrix and level pop solvers into plasma --- tardis/io/atom_data/nlte_data.py | 24 ++- .../plasma/equilibrium/level_populations.py | 6 +- .../plasma/properties/partition_function.py | 151 ++++++++---------- tardis/workflows/simple_tardis_workflow.py | 2 + tardis/workflows/standard_tardis_workflow.py | 2 + 5 files changed, 80 insertions(+), 105 deletions(-) diff --git a/tardis/io/atom_data/nlte_data.py b/tardis/io/atom_data/nlte_data.py index 86bbb341f7b..025e8497ee9 100644 --- a/tardis/io/atom_data/nlte_data.py +++ b/tardis/io/atom_data/nlte_data.py @@ -12,12 +12,6 @@ def __init__(self, atom_data, nlte_species): self.lines = atom_data.lines.reset_index() self.nlte_species = nlte_species - if nlte_species: - logger.info("Preparing the NLTE data") - self._init_indices() - if atom_data.collision_data is not None: - self._create_collision_coefficient_matrix() - def _init_indices(self): self.lines_idx = {} self.lines_level_number_lower = {} @@ -32,12 +26,12 @@ def _init_indices(self): & (self.lines.ion_number == species[1]) ) self.lines_idx[species] = lines_idx - self.lines_level_number_lower[ - species - ] = self.lines.level_number_lower.values[lines_idx].astype(int) - self.lines_level_number_upper[ - species - ] = self.lines.level_number_upper.values[lines_idx].astype(int) + self.lines_level_number_lower[species] = ( + self.lines.level_number_lower.values[lines_idx].astype(int) + ) + self.lines_level_number_upper[species] = ( + self.lines.level_number_upper.values[lines_idx].astype(int) + ) self.A_uls[species] = self.lines.A_ul.values[lines_idx] self.B_uls[species] = self.lines.B_ul.values[lines_idx] @@ -72,9 +66,9 @@ def _create_collision_coefficient_matrix(self): line, ) in collision_group.get_group(species).iterrows(): # line.columns : delta_e, g_ratio, temperatures ... - C_ul_matrix[ - level_number_lower, level_number_upper, : - ] = line.values[2:] + C_ul_matrix[level_number_lower, level_number_upper, :] = ( + line.values[2:] + ) delta_E_matrix[level_number_lower, level_number_upper] = line[ "delta_e" ] diff --git a/tardis/plasma/equilibrium/level_populations.py b/tardis/plasma/equilibrium/level_populations.py index 0907c9de64b..368bdd5f1a7 100644 --- a/tardis/plasma/equilibrium/level_populations.py +++ b/tardis/plasma/equilibrium/level_populations.py @@ -62,8 +62,8 @@ def solve(self): rates_matrix ) ) - normalized_level_populations.loc[species_id, :].update( - np.vstack(solved_matrices.values).T - ) + normalized_level_populations.loc[species_id, :] = np.vstack( + solved_matrices.values + ).T return normalized_level_populations diff --git a/tardis/plasma/properties/partition_function.py b/tardis/plasma/properties/partition_function.py index 440fabe2143..637b824a3c8 100644 --- a/tardis/plasma/properties/partition_function.py +++ b/tardis/plasma/properties/partition_function.py @@ -1,9 +1,18 @@ import logging +import astropy.units as u import numpy as np import pandas as pd -from numpy.linalg.linalg import LinAlgError +from tardis.plasma.electron_energy_distribution import ( + ThermalElectronEnergyDistribution, +) +from tardis.plasma.equilibrium.level_populations import LevelPopulationSolver +from tardis.plasma.equilibrium.rate_matrix import RateMatrix +from tardis.plasma.equilibrium.rates import ( + RadiativeRatesSolver, + ThermalCollisionalRateSolver, +) from tardis.plasma.exceptions import PlasmaConfigError from tardis.plasma.properties.base import ProcessingPlasmaProperty @@ -167,7 +176,7 @@ def _main_nlte_calculation( atomic_data, nlte_data, t_electrons, - j_blues, + dilute_planckian_radiation_field, beta_sobolevs, general_level_boltzmann_factor, previous_electron_densities, @@ -179,93 +188,61 @@ def _main_nlte_calculation( """ for species in nlte_data.nlte_species: logger.info(f"Calculating rates for species {species}") - number_of_levels = atomic_data.levels.energy.loc[species].count() - lnl = nlte_data.lines_level_number_lower[species] - lnu = nlte_data.lines_level_number_upper[species] - (lines_index,) = nlte_data.lines_idx[species] - - try: - j_blues_filtered = j_blues.iloc[lines_index] - except AttributeError: - j_blues_filtered = j_blues - logger.debug( - f"J Blues Filtered Value could not be calculated. Using j_blues_filtered = {j_blues_filtered}" - ) - try: - beta_sobolevs_filtered = beta_sobolevs.iloc[lines_index] - except AttributeError: - beta_sobolevs_filtered = beta_sobolevs - logger.debug( - f"Beta Sobolevs Filtered Value could not be calculated. Using beta_sobolevs_filtered = {beta_sobolevs}" - ) - A_uls = nlte_data.A_uls[species] - B_uls = nlte_data.B_uls[species] - B_lus = nlte_data.B_lus[species] - r_lu_index = lnu * number_of_levels + lnl - r_ul_index = lnl * number_of_levels + lnu - r_ul_matrix = np.zeros( - (number_of_levels, number_of_levels, len(t_electrons)), - dtype=np.float64, + species_slice = (species[0], species[1], slice(None), slice(None)) + radiative_transitions = atomic_data.lines.loc[species_slice, :] + radiative_rate_solver = RadiativeRatesSolver(radiative_transitions) + + col_strength_temperatures = atomic_data.collision_data_temperatures + col_strengths = atomic_data.collision_data.loc[species_slice, :] + + collisional_rate_solver = ThermalCollisionalRateSolver( + atomic_data.levels, + radiative_transitions, + col_strength_temperatures, + col_strengths, + "chianti", ) - r_ul_matrix_reshaped = r_ul_matrix.reshape( - (number_of_levels**2, len(t_electrons)) - ) - r_ul_matrix_reshaped[r_ul_index] = ( - A_uls[np.newaxis].T + B_uls[np.newaxis].T * j_blues_filtered + rate_solvers = [ + (radiative_rate_solver, "radiative"), + (collisional_rate_solver, "electron"), + ] + + rate_matrix_solver = RateMatrix(rate_solvers, atomic_data.levels) + + electron_distribution = ThermalElectronEnergyDistribution( + 0, + t_electrons * u.K, + previous_electron_densities * u.g / u.cm**3, ) - r_ul_matrix_reshaped[r_ul_index] *= beta_sobolevs_filtered - r_lu_matrix = np.zeros_like(r_ul_matrix) - r_lu_matrix_reshaped = r_lu_matrix.reshape( - (number_of_levels**2, len(t_electrons)) + + rate_matrix = rate_matrix_solver.solve( + dilute_planckian_radiation_field, electron_distribution ) - r_lu_matrix_reshaped[r_lu_index] = ( - B_lus[np.newaxis].T * j_blues_filtered * beta_sobolevs_filtered + + solver = LevelPopulationSolver(rate_matrix, atomic_data.levels) + + level_pops = solver.solve() + + pd.testing.assert_index_equal( + general_level_boltzmann_factor.loc[species].index, + level_pops.loc[species].index, ) - if atomic_data.collision_data is None: - collision_matrix = np.zeros_like(r_ul_matrix) - else: - if previous_electron_densities is None: - collision_matrix = np.zeros_like(r_ul_matrix) - else: - collision_matrix = ( - nlte_data.get_collision_matrix(species, t_electrons) - * previous_electron_densities.values - ) - rates_matrix = r_lu_matrix + r_ul_matrix + collision_matrix - for i in range(number_of_levels): - rates_matrix[i, i] = -rates_matrix[:, i].sum(axis=0) - rates_matrix[0, :, :] = 1.0 - x = np.zeros(rates_matrix.shape[0]) - x[0] = 1.0 - for i in range(len(t_electrons)): - try: - level_boltzmann_factor = np.linalg.solve( - rates_matrix[:, :, i], x - ) - except LinAlgError as e: - if e.message == "Singular matrix": - raise ValueError( - "SingularMatrixError during solving of the " - "rate matrix. Does the atomic data contain " - "collision data?" - ) - else: - raise e - general_level_boltzmann_factor.loc[species, i] = ( - level_boltzmann_factor - * g.loc[species][0] - / level_boltzmann_factor[0] - ) + + general_level_boltzmann_factor.loc[species] = ( + level_pops.loc[species] + * g.loc[species][0] + / level_pops.loc[species].iloc[0] + ).values return general_level_boltzmann_factor def _calculate_classical_nebular( self, - t_electrons, - lines, atomic_data, nlte_data, + t_electrons, + dilute_planckian_radiation_field, + previous_beta_sobolev, general_level_boltzmann_factor, - j_blues, previous_electron_densities, g, ): @@ -279,7 +256,7 @@ def _calculate_classical_nebular( atomic_data, nlte_data, t_electrons, - j_blues, + dilute_planckian_radiation_field, beta_sobolevs, general_level_boltzmann_factor, previous_electron_densities, @@ -289,10 +266,11 @@ def _calculate_classical_nebular( def _calculate_coronal_approximation( self, - t_electrons, - lines, atomic_data, nlte_data, + t_electrons, + dilute_planckian_radiation_field, + previous_beta_sobolev, general_level_boltzmann_factor, previous_electron_densities, g, @@ -307,7 +285,7 @@ def _calculate_coronal_approximation( atomic_data, nlte_data, t_electrons, - j_blues, + dilute_planckian_radiation_field, beta_sobolevs, general_level_boltzmann_factor, previous_electron_densities, @@ -317,13 +295,12 @@ def _calculate_coronal_approximation( def _calculate_general( self, - t_electrons, - lines, atomic_data, nlte_data, - general_level_boltzmann_factor, - j_blues, + t_electrons, + dilute_planckian_radiation_field, previous_beta_sobolev, + general_level_boltzmann_factor, previous_electron_densities, g, ): @@ -339,7 +316,7 @@ def _calculate_general( atomic_data, nlte_data, t_electrons, - j_blues, + dilute_planckian_radiation_field, beta_sobolevs, general_level_boltzmann_factor, previous_electron_densities, diff --git a/tardis/workflows/simple_tardis_workflow.py b/tardis/workflows/simple_tardis_workflow.py index 9abb21be7fe..5a190909cd7 100644 --- a/tardis/workflows/simple_tardis_workflow.py +++ b/tardis/workflows/simple_tardis_workflow.py @@ -478,6 +478,8 @@ def run(self): logger.error( "\n\tITERATIONS HAVE NOT CONVERGED, starting final iteration" ) + opacity_states = self.solve_opacity() + transport_state, virtual_packet_energies = self.solve_montecarlo( opacity_states, self.final_iteration_packet_count, diff --git a/tardis/workflows/standard_tardis_workflow.py b/tardis/workflows/standard_tardis_workflow.py index e4ed2433799..a9fd8fc94b5 100644 --- a/tardis/workflows/standard_tardis_workflow.py +++ b/tardis/workflows/standard_tardis_workflow.py @@ -249,6 +249,8 @@ def run(self): logger.error( "\n\tITERATIONS HAVE NOT CONVERGED, starting final iteration" ) + opacity_states = self.solve_opacity() + transport_state, virtual_packet_energies = self.solve_montecarlo( opacity_states, self.final_iteration_packet_count, From 1f8d8524740167c2c88b80936654c70e37793c60 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 3 Dec 2024 15:49:53 -0500 Subject: [PATCH 02/56] Demonstration notebook --- .../simple_workflow_equilibrium.ipynb | 1299 +++++++++++++++++ 1 file changed, 1299 insertions(+) create mode 100644 docs/workflows/simple_workflow_equilibrium.ipynb diff --git a/docs/workflows/simple_workflow_equilibrium.ipynb b/docs/workflows/simple_workflow_equilibrium.ipynb new file mode 100644 index 00000000000..c00641e2c0e --- /dev/null +++ b/docs/workflows/simple_workflow_equilibrium.ipynb @@ -0,0 +1,1299 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8dc08f62f5c84f7a9f50984167ac0974", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Iterations: 0/? 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Shell No.t_radnext_t_radwnext_w
01.2e+04 K1.18e+04 K0.40.785
51.19e+04 K1.14e+04 K0.2110.247
101.18e+04 K1.11e+04 K0.1430.106
151.17e+04 K1.1e+04 K0.1050.055
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 12000.000 K\n", + "\tExpected t_inner for next iteration = 16902.192 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f24442409b4b4886bfa1217efed47801", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(FigureWidget({\n", + " 'data': [{'type': 'scatter', 'uid': '6b4b35dc-6539-49a8-97e8-ee9664fd264a', …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 2 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.159e+43 erg / s\n", + "\tLuminosity absorbed = 3.422e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.19e+04 K1.42e+04 K0.5930.799
51.16e+04 K1.35e+04 K0.2290.261
101.15e+04 K1.32e+04 K0.1240.112
151.14e+04 K1.31e+04 K0.07980.0582
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14451.096 K\n", + "\tExpected t_inner for next iteration = 13929.772 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 3 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.052e+43 erg / s\n", + "\tLuminosity absorbed = 3.206e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.31e+04 K1.4e+04 K0.6960.794
51.26e+04 K1.34e+04 K0.2450.251
101.23e+04 K1.31e+04 K0.1180.107
151.22e+04 K1.3e+04 K0.0690.0557
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14190.434 K\n", + "\tExpected t_inner for next iteration = 14359.133 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 4 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.093e+43 erg / s\n", + "\tLuminosity absorbed = 3.267e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.35e+04 K1.41e+04 K0.7450.786
51.3e+04 K1.34e+04 K0.2480.254
101.27e+04 K1.32e+04 K0.1120.107
151.26e+04 K1.31e+04 K0.06240.0545
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14274.784 K\n", + "\tExpected t_inner for next iteration = 14167.119 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 5 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.059e+43 erg / s\n", + "\tLuminosity absorbed = 3.236e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.38e+04 K1.4e+04 K0.7660.79
51.32e+04 K1.34e+04 K0.2510.247
101.3e+04 K1.33e+04 K0.110.102
151.29e+04 K1.3e+04 K0.05840.0548
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14220.951 K\n", + "\tExpected t_inner for next iteration = 14337.287 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.simple_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tIteration converged 1/5 consecutive times. (\u001b[1msimple_tardis_workflow.py\u001b[0m:217)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 6 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.085e+43 erg / s\n", + "\tLuminosity absorbed = 3.282e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.39e+04 K1.42e+04 K0.7780.77
51.33e+04 K1.35e+04 K0.2490.244
101.31e+04 K1.32e+04 K0.1060.104
151.29e+04 K1.32e+04 K0.05660.0524
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14279.119 K\n", + "\tExpected t_inner for next iteration = 14227.927 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.simple_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tIteration converged 2/5 consecutive times. (\u001b[1msimple_tardis_workflow.py\u001b[0m:217)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 7 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.086e+43 erg / s\n", + "\tLuminosity absorbed = 3.248e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.41e+04 K1.41e+04 K0.7740.782
51.34e+04 K1.35e+04 K0.2470.252
101.32e+04 K1.33e+04 K0.1050.101
151.31e+04 K1.32e+04 K0.05450.0542
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14253.523 K\n", + "\tExpected t_inner for next iteration = 14194.108 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.simple_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tIteration converged 3/5 consecutive times. (\u001b[1msimple_tardis_workflow.py\u001b[0m:217)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 8 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.074e+43 erg / s\n", + "\tLuminosity absorbed = 3.224e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.41e+04 K1.4e+04 K0.7780.791
51.35e+04 K1.35e+04 K0.2490.248
101.33e+04 K1.33e+04 K0.1030.102
151.31e+04 K1.32e+04 K0.05440.0535
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14223.816 K\n", + "\tExpected t_inner for next iteration = 14242.058 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.simple_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tIteration converged 4/5 consecutive times. (\u001b[1msimple_tardis_workflow.py\u001b[0m:217)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting iteration 9 of 40 (\u001b[1mstandard_tardis_workflow.py\u001b[0m:211)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.072e+43 erg / s\n", + "\tLuminosity absorbed = 3.237e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.41e+04 K1.41e+04 K0.7840.779
51.35e+04 K1.35e+04 K0.2490.248
101.33e+04 K1.33e+04 K0.1020.102
151.31e+04 K1.31e+04 K0.05390.0537
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14232.937 K\n", + "\tExpected t_inner for next iteration = 14264.477 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (1, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 0) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.plasma.properties.partition_function\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tCalculating rates for species (2, 1) (\u001b[1mpartition_function.py\u001b[0m:190)\n", + "[\u001b[1mtardis.workflows.simple_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\tIteration converged 5/5 consecutive times. (\u001b[1msimple_tardis_workflow.py\u001b[0m:217)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tStarting final iteration (\u001b[1mstandard_tardis_workflow.py\u001b[0m:247)\n", + "[\u001b[1mtardis.workflows.standard_tardis_workflow\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tLuminosity emitted = 1.078e+43 erg / s\n", + "\tLuminosity absorbed = 3.251e+43 erg / s\n", + "\tLuminosity requested = 1.077e+43 erg / s\n", + " (\u001b[1mstandard_tardis_workflow.py\u001b[0m:171)\n", + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tPlasma stratification: (\u001b[1mworkflow_logging.py\u001b[0m:61)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Shell No.t_radnext_t_radwnext_w
01.41e+04 K1.41e+04 K0.7820.784
51.35e+04 K1.35e+04 K0.2490.245
101.33e+04 K1.33e+04 K0.1020.103
151.31e+04 K1.32e+04 K0.05380.0539
\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\u001b[1mtardis.workflows.workflow_logging\u001b[0m][\u001b[1;37mINFO\u001b[0m ] \n", + "\t\n", + "\tCurrent t_inner = 14248.707 K\n", + "\tExpected t_inner for next iteration = 14243.707 K\n", + " (\u001b[1mworkflow_logging.py\u001b[0m:68)\n" + ] + }, + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "workflow.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import networkx as nx\n", + "\n", + "A = nx.nx_agraph.to_agraph(workflow.plasma_solver.graph)\n", + "A.layout(prog='dot')\n", + "A.draw('test.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "spectrum = workflow.spectrum_solver.spectrum_real_packets\n", + "spectrum_virtual = workflow.spectrum_solver.spectrum_virtual_packets\n", + "#spectrum_integrated = workflow.spectrum_solver.spectrum_integrated" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "plt.figure(figsize=(10, 6.5))\n", + "\n", + "spectrum.plot(label=\"Normal packets\")\n", + "spectrum_virtual.plot(label=\"Virtual packets\")\n", + "#spectrum_integrated.plot(label='Formal integral')\n", + "\n", + "plt.xlim(500, 9000)\n", + "plt.title(\"TARDIS example model spectrum\")\n", + "plt.xlabel(\"Wavelength [$\\AA$]\")\n", + "plt.ylabel(\"Luminosity density [erg/s/$\\AA$]\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tardis", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 1829a04e62ba7f78c4924157421c27e08d0e8c98 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 22 Jan 2025 16:12:50 -0500 Subject: [PATCH 03/56] Vague ideas --- tardis/plasma/equilibrium/rate_matrix.py | 38 +++++++++++++++++++ .../rates/photoionization_rates.py | 8 ++-- 2 files changed, 42 insertions(+), 4 deletions(-) diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index a61fb7045e2..6045b46a266 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -104,3 +104,41 @@ def solve( rate_matrices.loc[species_id, shell] = matrix_array return rate_matrices + + +class IonRateMatrix: + def __init__(self, rate_solvers, photoionization_cross_sections): + self.rate_solvers = rate_solvers + self.photoionization_cross_sections = photoionization_cross_sections + + def solve( + self, + radiation_field, + thermal_electron_energy_distribution, + level_number_density, + ion_number_density, + saha_factor, + ): + """Compute the ionization rate matrix in the + case where the radiation field is not estimated. + + Parameters + ---------- + radiation_field : RadiationField + A radiation field that can compute its mean intensity. + electron_energy_distribution : ThermalElectronEnergyDistribution + Electron properties. + level_number_density : pd.DataFrame + Electron energy level number density. Columns are cells. + ion_number_density : pd.DataFrame + Ion number density. Columns are cells. + saha_factor : pd.DataFrame + Saha factor: the LTE level number density divided by the LTE ion + number density and the electron number density. + + Returns + ------- + pd.DataFrame + A DataFrame of rate matrices indexed by atomic number and ion number, + with each column being a cell. + """ diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 720ecea1945..9498922ba64 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -76,7 +76,7 @@ def compute_rates( def solve( self, - dilute_blackbody_radiationfield_state, + radiation_field, electron_energy_distribution, level_number_density, ion_number_density, @@ -87,8 +87,8 @@ def solve( Parameters ---------- - dilute_blackbody_radiationfield_state : DiluteBlackBodyRadiationFieldState - A dilute black body radiation field state. + radiation_field : RadiationField + A radiation field that can compute its mean intensity. electron_energy_distribution : ThermalElectronEnergyDistribution Electron properties. level_number_density : pd.DataFrame @@ -112,7 +112,7 @@ def solve( photoionization_rate_coeff, stimulated_recombination_rate_coeff = ( photoionization_rate_coeff_solver.solve( - dilute_blackbody_radiationfield_state, + radiation_field, electron_energy_distribution.temperature, ) ) From bdfe80008287b34785cdb83df89a37cd1950b03c Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 5 Feb 2025 13:46:51 -0500 Subject: [PATCH 04/56] Functional ion population solver - Currently produces weird results --- tardis/plasma/equilibrium/ion_populations.py | 69 +++++++ .../plasma/equilibrium/level_populations.py | 2 +- tardis/plasma/equilibrium/rate_matrix.py | 170 +++++++++++++++++- .../rates/photoionization_rates.py | 60 ++++++- .../rates/photoionization_strengths.py | 9 +- 5 files changed, 302 insertions(+), 8 deletions(-) create mode 100644 tardis/plasma/equilibrium/ion_populations.py diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py new file mode 100644 index 00000000000..53cde7924f7 --- /dev/null +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -0,0 +1,69 @@ +import numpy as np +import pandas as pd + + +class IonPopulationSolver: + def __init__(self, rates_matrices: pd.DataFrame, ions: pd.DataFrame): + """Solve the normalized ion population values from the rate matrices. + + Parameters + ---------- + rates_matrices : pd.DataFrame + DataFrame of rate matrices indexed by atomic number, + with each column being a cell. + ions : pd.DataFrame + DataFrame of ions present. + """ + self.rates_matrices = rates_matrices + self.ions = ions + + def __calculate_ion_population(self, rates_matrix: np.ndarray): + """Helper function to calculate the normalized, per-ion boltzmann factor. + + Parameters + ---------- + rates_matrix : np.ndarray + The rate matrix for a given species and cell. + + Returns + ------- + np.ndarray + The normalized, per-ion population. + """ + normalized_ion_population = np.zeros(rates_matrix.shape[0]) + normalized_ion_population[0] = 1.0 + normalized_ion_population = np.linalg.solve( + rates_matrix, normalized_ion_population + ) + return normalized_ion_population + + def solve(self): + """Solves the normalized ion population values from the rate matrices. + + Returns + ------- + pd.DataFrame + Normalized ion population values indexed by atomic number, ion + number and ion number. Columns are cells. + """ + normalized_ion_populations = pd.DataFrame( + index=pd.MultiIndex.from_tuples(self.ions), + columns=self.rates_matrices.columns, + dtype=np.float64, + ) + + # try converting the set of vectors into a single 2D array and then applying index + for species_id in self.rates_matrices.index: + # TODO: resolve the chained assignment here. Maybe an intermediate df + # is needed + + solved_matrices = self.rates_matrices.loc[species_id].apply( + lambda rates_matrix: self.__calculate_ion_population( + rates_matrix + ) + ) + normalized_ion_populations.loc[species_id, :] = np.vstack( + solved_matrices.values + ).T + + return normalized_ion_populations diff --git a/tardis/plasma/equilibrium/level_populations.py b/tardis/plasma/equilibrium/level_populations.py index 368bdd5f1a7..42120306fd3 100644 --- a/tardis/plasma/equilibrium/level_populations.py +++ b/tardis/plasma/equilibrium/level_populations.py @@ -33,7 +33,7 @@ def __calculate_level_population(self, rates_matrix: np.ndarray): normalized_ion_population = np.zeros(rates_matrix.shape[0]) normalized_ion_population[0] = 1.0 normalized_level_population = np.linalg.solve( - rates_matrix[:, :], normalized_ion_population + rates_matrix, normalized_ion_population ) return normalized_level_population diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index 6045b46a266..ff6cd01dd2a 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -103,12 +103,131 @@ def solve( matrix_array[0, :] = 1 rate_matrices.loc[species_id, shell] = matrix_array + rate_matrices.index.names = ["atomic_number", "ion_number"] + return rate_matrices class IonRateMatrix: - def __init__(self, rate_solvers, photoionization_cross_sections): - self.rate_solvers = rate_solvers + def __init__( + self, + ion_rate_solver, + ): + self.ion_rate_solver = ion_rate_solver + + def solve( + self, + radiation_field, + thermal_electron_energy_distribution, + level_number_density, + ion_number_density, + saha_factor, + ): + """Compute the ionization rate matrix in the + case where the radiation field is not estimated. + + Parameters + ---------- + radiation_field : RadiationField + A radiation field that can compute its mean intensity. + electron_energy_distribution : ThermalElectronEnergyDistribution + Electron properties. + level_number_density : pd.DataFrame + Electron energy level number density. Columns are cells. + ion_number_density : pd.DataFrame + Ion number density. Columns are cells. + saha_factor : pd.DataFrame + Saha factor: the LTE level number density divided by the LTE ion + number density and the electron number density. + + Returns + ------- + pd.DataFrame + A DataFrame of rate matrices indexed by atomic number and ion number, + with each column being a cell. + """ + ion_rates_df_list = self.ion_rate_solver.solve( + radiation_field, + thermal_electron_energy_distribution, + level_number_density, + ion_number_density, + saha_factor, + ) + + # Extract all indexes + all_indexes = set() + for df in ion_rates_df_list: + all_indexes.update(df.index) + + # Create a union of all indexes + all_indexes = sorted(all_indexes) + + # Reindex each dataframe to ensure consistent indices + ion_rates_df_list = [ + df.reindex(all_indexes, fill_value=0) for df in ion_rates_df_list + ] + + ion_rates_df = sum(ion_rates_df_list) + + # Ionization rates R_ik connect level i to ion k, level i + j where j is + # the number of levels in ion k-1. Thus photoionization rates can be summed + # with radiative rates. + # But we don't know which level in the next ion the electron goes to? + # Seems that they could be treated as the LTE level number density, see + # Mihalas 2014 eq 9.84 and discussion + # Chris Fontes says not to bother if the data doesn't include dest. levels + + grouped_rates_summed = ion_rates_df.groupby( + level=( + "atomic_number", + "ion_number", + "ion_number_source", + "ion_number_destination", + ) + ).sum() + + grouped_rates_df = grouped_rates_summed.groupby(level=("atomic_number")) + + rate_matrices = pd.DataFrame( + index=grouped_rates_df.groups.keys(), columns=ion_rates_df.columns + ) + + for atomic_number, rates in grouped_rates_df: + ion_states = atomic_number + 1 + for shell in range(len(rates.columns)): + matrix = coo_matrix( + ( + rates[shell], + ( + rates.index.get_level_values("ion_number_source"), + rates.index.get_level_values( + "ion_number_destination" + ), + ), + ), + shape=(ion_states, ion_states), + ) + matrix_array = matrix.toarray() + np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) + matrix_array[0, :] = np.arange(0, ion_states) + rate_matrices.loc[atomic_number, shell] = matrix_array + + rate_matrices.index.names = ["atomic_number"] + + return rate_matrices + + +class IonFullRateMatrix: + def __init__( + self, + levels_rate_solvers, + levels, + ion_rate_solver, + photoionization_cross_sections, + ): + self.levels_rate_solvers = levels_rate_solvers + self.levels = levels + self.ion_rate_solver = ion_rate_solver self.photoionization_cross_sections = photoionization_cross_sections def solve( @@ -142,3 +261,50 @@ def solve( A DataFrame of rate matrices indexed by atomic number and ion number, with each column being a cell. """ + ion_rates_df = self.ion_rate_solver.solve( + radiation_field, + thermal_electron_energy_distribution, + level_number_density, + ion_number_density, + saha_factor, + ) + + # Ionization rates R_ik connect level i to ion k, level i + j where j is + # the number of levels in ion k-1. Thus photoionization rates can be summed + # with radiative rates. + # But we don't know which level in the next ion the electron goes to? + # Seems that they could be treated as the LTE level number density, see + # Mihalas 2014 eq 9.84 and discussion + # Chris Fontes says not to bother if the data doesn't include dest. levels + + grouped_rates_df = ion_rates_df.groupby( + level=("atomic_number", "ion_number") + ) + + rate_matrices = pd.DataFrame( + index=grouped_rates_df.groups.keys(), columns=ion_rates_df.columns + ) + + for species_id, rates in grouped_rates_df: + number_of_levels = self.levels.energy.loc[species_id].count() + for shell in range(len(rates.columns)): + matrix = coo_matrix( + ( + rates[shell], + ( + rates.index.get_level_values( + "level_number_destination" + ), + rates.index.get_level_values("level_number_source"), + ), + ), + shape=(number_of_levels, number_of_levels), + ) + matrix_array = matrix.toarray() + np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) + matrix_array[0, :] = 1 + rate_matrices.loc[species_id, shell] = matrix_array + + rate_matrices.index.names = ["atomic_number", "ion_number"] + + return rate_matrices diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 9498922ba64..4a04a6f19dd 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -19,6 +19,53 @@ def __init__(self, photoionization_cross_sections): ) ) + @staticmethod + def __reindex_ionization_rate_dataframe( + rate_dataframe, recombination=False + ): + rate_dataframe.index.names = [ + "atomic_number", + "ion_number", + "level_number_source", + ] + + rate_dataframe = rate_dataframe.reset_index() + + if recombination: + rate_dataframe["ion_number_destination"] = rate_dataframe[ + "ion_number" + ] + rate_dataframe["ion_number_source"] = ( + rate_dataframe["ion_number"] + 1 + ) + else: + rate_dataframe["ion_number_source"] = rate_dataframe["ion_number"] + rate_dataframe["ion_number_destination"] = ( + rate_dataframe["ion_number"] + 1 + ) + + # ionized electrons are assumed to leave the ion in the ground state for now + rate_dataframe["level_number_destination"] = 0 + + not_fully_ionized_mask = ( + rate_dataframe["atomic_number"] != rate_dataframe["ion_number"] + ) + + rate_dataframe = rate_dataframe[not_fully_ionized_mask] + + rate_dataframe = rate_dataframe.set_index( + [ + "atomic_number", + "ion_number", + "ion_number_source", + "ion_number_destination", + "level_number_source", + "level_number_destination", + ] + ) + + return rate_dataframe + def compute_rates( self, photoionization_rate_coeff, @@ -72,7 +119,18 @@ def compute_rates( * electron_number_density ) - return photoionization_rate, spontaneous_recombination_rate + # Need to balance photoion and spont recomb rate + + photoionization_rate = self.__reindex_ionization_rate_dataframe( + photoionization_rate, recombination=False + ) + spontaneous_recombination_rate = ( + self.__reindex_ionization_rate_dataframe( + spontaneous_recombination_rate, recombination=True + ) + ) + + return [photoionization_rate, spontaneous_recombination_rate] def solve( self, diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index f974dbdbea6..d3d7e75ea65 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -1,3 +1,4 @@ +import astropy.units as u import numpy as np import pandas as pd @@ -7,9 +8,9 @@ integrate_array_by_blocks, ) -C = const.c.cgs.value -H = const.h.cgs.value -K_B = const.k_B.cgs.value +C = const.c.cgs +H = const.h.cgs +K_B = const.k_B.cgs class SpontaneousRecombinationCoeffSolver: @@ -18,7 +19,7 @@ def __init__( photoionization_cross_sections, ): self.photoionization_cross_sections = photoionization_cross_sections - self.nu = self.photoionization_cross_sections.nu.values + self.nu = self.photoionization_cross_sections.nu.values * u.Hz self.photoionization_block_references = np.pad( self.photoionization_cross_sections.nu.groupby(level=[0, 1, 2]) From 0cecf6ec9a9a57a9cf9f0ebdbd8abba350a8a715 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 17 Feb 2025 13:34:11 -0500 Subject: [PATCH 05/56] Add corrected coefficient solver --- .../rates/photoionization_strengths.py | 146 ++++++++++++++++++ 1 file changed, 146 insertions(+) diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index d3d7e75ea65..b6fd9584608 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -279,6 +279,152 @@ def solve( ) +class AnalyticCorrectedPhotoionizationCoeffSolver( + SpontaneousRecombinationCoeffSolver +): + def __init__( + self, + photoionization_cross_sections, + ): + super().__init__(photoionization_cross_sections) + + def calculate_mean_intensity_photoionization_df( + self, + dilute_blackbody_radiationfield_state, + ): + """Calculates the mean intensity of the radiation field at each photoionization frequency. + + Parameters + ---------- + dilute_blackbody_radiationfield_state : DilutePlanckianRadiationField + The radiation field. + + Returns + ------- + pd.DataFrame + DataFrame of mean intensities indexed by photoionization levels and + columns of cells. + """ + mean_intensity = ( + dilute_blackbody_radiationfield_state.calculate_mean_intensity( + self.nu + ) + ) + return pd.DataFrame( + mean_intensity, + index=self.photoionization_cross_sections.index, + columns=np.arange( + len(dilute_blackbody_radiationfield_state.temperature) + ), + ) + + def calculate_corrected_photoionization_rate_coeff( + self, + mean_intensity_photoionization_df, + photoionization_boltzmann_factor, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + ): + """ + Calculate the stimulated emission corrected photoionization rate coefficient. + + Parameters + ---------- + mean_intensity_photoionization_df : pd.DataFrame + A DataFrame of the mean intensity of the radiation field at each frequency + + Returns + ------- + pd.DataFrame + The calculated photoionization rate coefficient. + + Notes + ----- + Equation 16 in Lucy 2003. + """ + photoionization_rate_coeff = mean_intensity_photoionization_df.multiply( + self.common_prefactor, + axis=0, + ) + + correction_factor = ( + 1 + - (lte_level_population * ion_population) + / (lte_ion_population * level_population) + * photoionization_boltzmann_factor + ) + + corrected_photoionization_rate_coeff = ( + photoionization_rate_coeff.multiply(correction_factor, axis=0) + ) + + corrected_photoionization_rate_coeff = integrate_array_by_blocks( + corrected_photoionization_rate_coeff.values, + self.nu, + self.photoionization_block_references, + ) + corrected_photoionization_rate_coeff = pd.DataFrame( + corrected_photoionization_rate_coeff, + index=self.photoionization_index, + ) + return corrected_photoionization_rate_coeff + + def solve( + self, + dilute_blackbody_radiationfield_state, + electron_temperature, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + ): + """ + Prepares the ionization and recombination coefficients by grouping them for + ion numbers. + + Parameters + ---------- + dilute_blackbody_radiationfield_state : DiluteBlackBodyRadiationFieldState + The dilute black body radiation field state. + electron_temperature : u.Quantity + Electron temperature in each shell. + + Returns + ------- + photoionization_rate_coeff + Photoionization rate coefficient grouped by atomic number and ion number. + recombination_rate_coeff + Radiative recombination rate coefficient grouped by atomic number and ion number. + """ + photoionization_boltzmann_factor = pd.DataFrame( + self.calculate_photoionization_boltzmann_factor( + electron_temperature + ), + index=self.common_prefactor.index, + ) + + mean_intensity_photoionization_df = ( + self.calculate_mean_intensity_photoionization_df( + dilute_blackbody_radiationfield_state + ) + ) + # Equation 16 Lucy 2003 + corrected_photoionization_rate_coeff = ( + self.calculate_corrected_photoionization_rate_coeff( + mean_intensity_photoionization_df, + photoionization_boltzmann_factor, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + ) + ) + + return corrected_photoionization_rate_coeff + + class EstimatedPhotoionizationCoeffSolver: def __init__( self, From 197215251cf71b1b73ac06b456dd3e59a1fb25fa Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 8 Apr 2025 13:43:52 -0400 Subject: [PATCH 06/56] Correct multiplication to compute strengths --- tardis/plasma/equilibrium/rates/photoionization_strengths.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index b6fd9584608..7186486487c 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -351,8 +351,8 @@ def calculate_corrected_photoionization_rate_coeff( correction_factor = ( 1 - - (lte_level_population * ion_population) - / (lte_ion_population * level_population) + - (ion_population / lte_ion_population).values + * (lte_level_population / level_population) * photoionization_boltzmann_factor ) From 9b691f2c9a6a4d13b5b56ad48aa3e213f9a270c0 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 8 Apr 2025 13:58:13 -0400 Subject: [PATCH 07/56] Simplify and fix various parts of the rate construction --- tardis/plasma/equilibrium/rate_matrix.py | 39 ++---- tardis/plasma/equilibrium/rates/__init__.py | 1 + .../rates/photoionization_rates.py | 111 ++++-------------- 3 files changed, 31 insertions(+), 120 deletions(-) diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index ff6cd01dd2a..cd5ba6727c6 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -119,9 +119,10 @@ def solve( self, radiation_field, thermal_electron_energy_distribution, - level_number_density, - ion_number_density, - saha_factor, + lte_level_population, + level_population, + lte_ion_population, + ion_population, ): """Compute the ionization rate matrix in the case where the radiation field is not estimated. @@ -146,37 +147,15 @@ def solve( A DataFrame of rate matrices indexed by atomic number and ion number, with each column being a cell. """ - ion_rates_df_list = self.ion_rate_solver.solve( + ion_rates_df = self.ion_rate_solver.solve( radiation_field, thermal_electron_energy_distribution, - level_number_density, - ion_number_density, - saha_factor, + lte_level_population, + level_population, + lte_ion_population, + ion_population, ) - # Extract all indexes - all_indexes = set() - for df in ion_rates_df_list: - all_indexes.update(df.index) - - # Create a union of all indexes - all_indexes = sorted(all_indexes) - - # Reindex each dataframe to ensure consistent indices - ion_rates_df_list = [ - df.reindex(all_indexes, fill_value=0) for df in ion_rates_df_list - ] - - ion_rates_df = sum(ion_rates_df_list) - - # Ionization rates R_ik connect level i to ion k, level i + j where j is - # the number of levels in ion k-1. Thus photoionization rates can be summed - # with radiative rates. - # But we don't know which level in the next ion the electron goes to? - # Seems that they could be treated as the LTE level number density, see - # Mihalas 2014 eq 9.84 and discussion - # Chris Fontes says not to bother if the data doesn't include dest. levels - grouped_rates_summed = ion_rates_df.groupby( level=( "atomic_number", diff --git a/tardis/plasma/equilibrium/rates/__init__.py b/tardis/plasma/equilibrium/rates/__init__.py index c34e7f5448d..35b721a99c3 100644 --- a/tardis/plasma/equilibrium/rates/__init__.py +++ b/tardis/plasma/equilibrium/rates/__init__.py @@ -19,6 +19,7 @@ AnalyticPhotoionizationCoeffSolver, EstimatedPhotoionizationCoeffSolver, SpontaneousRecombinationCoeffSolver, + AnalyticCorrectedPhotoionizationCoeffSolver, ) from tardis.plasma.equilibrium.rates.radiative_rates import ( RadiativeRatesSolver, diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 4a04a6f19dd..11c50af2b14 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -1,5 +1,5 @@ from tardis.plasma.equilibrium.rates.photoionization_strengths import ( - AnalyticPhotoionizationCoeffSolver, + AnalyticCorrectedPhotoionizationCoeffSolver, EstimatedPhotoionizationCoeffSolver, SpontaneousRecombinationCoeffSolver, ) @@ -66,79 +66,14 @@ def __reindex_ionization_rate_dataframe( return rate_dataframe - def compute_rates( - self, - photoionization_rate_coeff, - stimulated_recombination_rate_coeff, - spontaneous_recombination_rate_coeff, - level_number_density, - ion_number_density, - electron_number_density, - saha_factor, - ): - """Compute the photoionization and spontaneous recombination rates - - Parameters - ---------- - photoionization_rate_coeff : pd.DataFrame - The photoionization rate coefficients for each transition. - Columns are cells. - stimulated_recombination_rate_coeff : pd.DataFrame - The stimulated recombination rate coefficients for each transition. - Columns are cells. - spontaneous_recombination_rate_coeff : pd.DataFrame - The spontaneous recombination rate coefficients for each transition. - Columns are cells. - level_number_density : pd.DataFrame - The electron energy level number density. Columns are cells. - ion_number_density : pd.DataFrame - The ion number density. Columns are cells. - electron_number_density : u.Quantity - The free electron number density per cell. - saha_factor : pd.DataFrame - The LTE population factor. Columns are cells. - - Returns - ------- - pd.DataFrame - Photoionization rate for each electron energy level. Columns are cells - pd.DataFrame - Spontaneous recombination rate for each electron energy level. Columns are cells - """ - photoionization_rate = ( - photoionization_rate_coeff * level_number_density - - saha_factor - * stimulated_recombination_rate_coeff - * ion_number_density - * electron_number_density - ) - spontaneous_recombination_rate = ( - saha_factor - * spontaneous_recombination_rate_coeff - * ion_number_density - * electron_number_density - ) - - # Need to balance photoion and spont recomb rate - - photoionization_rate = self.__reindex_ionization_rate_dataframe( - photoionization_rate, recombination=False - ) - spontaneous_recombination_rate = ( - self.__reindex_ionization_rate_dataframe( - spontaneous_recombination_rate, recombination=True - ) - ) - - return [photoionization_rate, spontaneous_recombination_rate] - def solve( self, radiation_field, electron_energy_distribution, - level_number_density, - ion_number_density, - saha_factor, + lte_level_population, + level_population, + lte_ion_population, + ion_population, ): """Solve the photoionization and spontaneous recombination rates in the case where the radiation field is not estimated. @@ -164,33 +99,29 @@ def solve( pd.DataFrame Spontaneous recombination rate. Columns are cells. """ - photoionization_rate_coeff_solver = AnalyticPhotoionizationCoeffSolver( - self.photoionization_cross_sections - ) - - photoionization_rate_coeff, stimulated_recombination_rate_coeff = ( - photoionization_rate_coeff_solver.solve( - radiation_field, - electron_energy_distribution.temperature, + photoionization_rate_coeff_solver = ( + AnalyticCorrectedPhotoionizationCoeffSolver( + self.photoionization_cross_sections ) ) - spontaneous_recombination_rate_coeff = ( - self.spontaneous_recombination_rate_coeff_solver.solve( - electron_energy_distribution.temperature - ) + photoionization_rate_coeff = photoionization_rate_coeff_solver.solve( + radiation_field, + electron_energy_distribution.temperature, + lte_level_population, + level_population, + lte_ion_population, + ion_population, ) - return self.compute_rates( - photoionization_rate_coeff, - stimulated_recombination_rate_coeff, - spontaneous_recombination_rate_coeff, - level_number_density, - ion_number_density, - electron_energy_distribution.number_density, - saha_factor, + photoionization_rate = photoionization_rate_coeff * level_population + + photoionization_rate = self.__reindex_ionization_rate_dataframe( + photoionization_rate, recombination=False ) + return photoionization_rate + class EstimatedPhotoionizationRateSolver(AnalyticPhotoionizationRateSolver): """Solve the photoionization and spontaneous recombination rates in the From e7da55128f732445be4782cfd32e66872e90179c Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 16 Apr 2025 09:04:33 -0400 Subject: [PATCH 08/56] Update rate matrix construction --- tardis/plasma/equilibrium/rate_matrix.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index cd5ba6727c6..fc2a389ee8f 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -184,11 +184,16 @@ def solve( ), ), ), - shape=(ion_states, ion_states), + shape=(ion_states, ion_states + 1), ) matrix_array = matrix.toarray() np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) - matrix_array[0, :] = np.arange(0, ion_states) + charge_conservation_row = np.hstack( + (np.arange(0, ion_states), -1) + ) + matrix_array = np.vstack( + (charge_conservation_row, matrix_array) + ) rate_matrices.loc[atomic_number, shell] = matrix_array rate_matrices.index.names = ["atomic_number"] From b9bd98ee9852f7ecec3f8967cc49762608b466c1 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 16 Apr 2025 15:20:22 -0400 Subject: [PATCH 09/56] Add recombination rates to matrix --- tardis/plasma/equilibrium/rate_matrix.py | 72 ++++++++++++++----- .../rates/photoionization_rates.py | 14 +++- 2 files changed, 66 insertions(+), 20 deletions(-) diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index fc2a389ee8f..c9640a9de1b 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -111,9 +111,9 @@ def solve( class IonRateMatrix: def __init__( self, - ion_rate_solver, + radiative_ionization_rate_solver, ): - self.ion_rate_solver = ion_rate_solver + self.radiative_ionization_rate_solver = radiative_ionization_rate_solver def solve( self, @@ -147,16 +147,27 @@ def solve( A DataFrame of rate matrices indexed by atomic number and ion number, with each column being a cell. """ - ion_rates_df = self.ion_rate_solver.solve( - radiation_field, - thermal_electron_energy_distribution, - lte_level_population, - level_population, - lte_ion_population, - ion_population, + ion_rates_df, recomb_rates_df = ( + self.radiative_ionization_rate_solver.solve( + radiation_field, + thermal_electron_energy_distribution, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + ) ) - grouped_rates_summed = ion_rates_df.groupby( + ion_rates_total = ion_rates_df.groupby( + level=( + "atomic_number", + "ion_number", + "ion_number_source", + "ion_number_destination", + ) + ).sum() + + recomb_rates_total = recomb_rates_df.groupby( level=( "atomic_number", "ion_number", @@ -165,28 +176,51 @@ def solve( ) ).sum() - grouped_rates_df = grouped_rates_summed.groupby(level=("atomic_number")) + grouped_ion_rates_df = ion_rates_total.groupby(level=("atomic_number")) + grouped_recomb_rates_df = recomb_rates_total.groupby( + level=("atomic_number") + ) rate_matrices = pd.DataFrame( - index=grouped_rates_df.groups.keys(), columns=ion_rates_df.columns + index=grouped_ion_rates_df.groups.keys(), + columns=ion_rates_df.columns, ) - for atomic_number, rates in grouped_rates_df: + for (atomic_number, ion_rates), (atomic_number, recomb_rates) in zip( + grouped_ion_rates_df, grouped_recomb_rates_df + ): ion_states = atomic_number + 1 - for shell in range(len(rates.columns)): - matrix = coo_matrix( + for shell in range(len(ion_rates.columns)): + ion_matrix = coo_matrix( ( - rates[shell], + ion_rates[shell], ( - rates.index.get_level_values("ion_number_source"), - rates.index.get_level_values( + ion_rates.index.get_level_values( + "ion_number_source" + ), + ion_rates.index.get_level_values( "ion_number_destination" ), ), ), shape=(ion_states, ion_states + 1), ) - matrix_array = matrix.toarray() + recomb_matrix = coo_matrix( + ( + recomb_rates[shell], + ( + recomb_rates.index.get_level_values( + "ion_number_source" + ), + recomb_rates.index.get_level_values( + "ion_number_destination" + ), + ), + ), + shape=(ion_states, ion_states + 1), + ) + + matrix_array = (ion_matrix + recomb_matrix).toarray() np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) charge_conservation_row = np.hstack( (np.arange(0, ion_states), -1) diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 11c50af2b14..d8ef810cb14 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -114,13 +114,25 @@ def solve( ion_population, ) + recombination_rate_coeff = ( + self.spontaneous_recombination_rate_coeff_solver.solve( + electron_energy_distribution.temperature + ) + ) + photoionization_rate = photoionization_rate_coeff * level_population + recombination_rate = recombination_rate_coeff * level_population + photoionization_rate = self.__reindex_ionization_rate_dataframe( photoionization_rate, recombination=False ) - return photoionization_rate + recombination_rate = self.__reindex_ionization_rate_dataframe( + recombination_rate, recombination=True + ) + + return photoionization_rate, recombination_rate class EstimatedPhotoionizationRateSolver(AnalyticPhotoionizationRateSolver): From 1da22ba796be1338d982b9cbc0dfbf00d26b06ee Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 22 Apr 2025 13:20:21 -0400 Subject: [PATCH 10/56] Handle charge conservation and matrix solving --- tardis/plasma/equilibrium/ion_populations.py | 4 ++-- tardis/plasma/equilibrium/rate_matrix.py | 20 +++++++++++-------- .../plasma/properties/property_collections.py | 6 ++++++ 3 files changed, 20 insertions(+), 10 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 53cde7924f7..8150de2f421 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -31,11 +31,11 @@ def __calculate_ion_population(self, rates_matrix: np.ndarray): The normalized, per-ion population. """ normalized_ion_population = np.zeros(rates_matrix.shape[0]) - normalized_ion_population[0] = 1.0 + normalized_ion_population[1] = 1.0 normalized_ion_population = np.linalg.solve( rates_matrix, normalized_ion_population ) - return normalized_ion_population + return normalized_ion_population[:-1] def solve(self): """Solves the normalized ion population values from the rate matrices. diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index c9640a9de1b..e6644fbf331 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -123,6 +123,7 @@ def solve( level_population, lte_ion_population, ion_population, + charge_conservation=False, ): """Compute the ionization rate matrix in the case where the radiation field is not estimated. @@ -203,7 +204,7 @@ def solve( ), ), ), - shape=(ion_states, ion_states + 1), + shape=(ion_states, ion_states), ) recomb_matrix = coo_matrix( ( @@ -217,17 +218,20 @@ def solve( ), ), ), - shape=(ion_states, ion_states + 1), + shape=(ion_states, ion_states), ) matrix_array = (ion_matrix + recomb_matrix).toarray() np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) - charge_conservation_row = np.hstack( - (np.arange(0, ion_states), -1) - ) - matrix_array = np.vstack( - (charge_conservation_row, matrix_array) - ) + matrix_array[0, :] = 1 + if charge_conservation: + charge_conservation_row = np.hstack( + (np.arange(0, ion_states), -1) + ) + matrix_array = np.pad(matrix_array, ((0, 0), (0, 1))) + matrix_array = np.vstack( + (charge_conservation_row, matrix_array) + ) rate_matrices.loc[atomic_number, shell] = matrix_array rate_matrices.index.names = ["atomic_number"] diff --git a/tardis/plasma/properties/property_collections.py b/tardis/plasma/properties/property_collections.py index 940f265448c..bf0631ce3a7 100644 --- a/tardis/plasma/properties/property_collections.py +++ b/tardis/plasma/properties/property_collections.py @@ -34,6 +34,12 @@ class PlasmaPropertyCollection(list): StimulatedEmissionFactor, SelectedAtoms, ElectronTemperature, + ThermalLevelBoltzmannFactorLTE, + ThermalLTEPartitionFunction, + BetaElectron, + ThermalGElectron, + ThermalPhiSahaLTE, + SahaFactor, ] ) lte_ionization_properties = PlasmaPropertyCollection([PhiSahaLTE]) From 6251a6c39389816f8aa0d3d8154d9391ba7b0dfe Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 22 Apr 2025 14:22:52 -0400 Subject: [PATCH 11/56] Add collisional rates to the matrix --- tardis/plasma/equilibrium/rate_matrix.py | 249 +++++++----------- .../rates/collisional_ionization_rates.py | 57 ++++ 2 files changed, 159 insertions(+), 147 deletions(-) diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index e6644fbf331..a9a2e9f6b46 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -112,8 +112,53 @@ class IonRateMatrix: def __init__( self, radiative_ionization_rate_solver, + collisional_ionization_rate_solver, ): self.radiative_ionization_rate_solver = radiative_ionization_rate_solver + self.collisional_ionization_rate_solver = ( + collisional_ionization_rate_solver + ) + + def __calculate_total_grouped_rates(self, rates_df): + """Helper function to calculate the total rates from the + photoionization and recombination rates. + + Parameters + ---------- + rates_df : pd.DataFrame + DataFrame of rates indexed by atomic number and ion number, + with each column being a cell. + + Returns + ------- + pd.DataFrame + A DataFrame of grouped total rates indexed by atomic number and ion number, + with each column being a cell. + """ + return ( + rates_df.groupby( + level=( + "atomic_number", + "ion_number", + "ion_number_source", + "ion_number_destination", + ) + ) + .sum() + .groupby(level=("atomic_number")) + ) + + def __construct_rate_matrix(self, rate, shell, ion_states): + return coo_matrix( + ( + rate[shell], + ( + rate.index.get_level_values("ion_number_source"), + rate.index.get_level_values("ion_number_destination"), + ), + ), + shape=(ion_states, ion_states), + ) def solve( self, @@ -125,8 +170,7 @@ def solve( ion_population, charge_conservation=False, ): - """Compute the ionization rate matrix in the - case where the radiation field is not estimated. + """Compute the ionization rate matrix. Parameters ---------- @@ -148,7 +192,7 @@ def solve( A DataFrame of rate matrices indexed by atomic number and ion number, with each column being a cell. """ - ion_rates_df, recomb_rates_df = ( + photoion_rates_df, recomb_rates_df = ( self.radiative_ionization_rate_solver.solve( radiation_field, thermal_electron_energy_distribution, @@ -159,69 +203,73 @@ def solve( ) ) - ion_rates_total = ion_rates_df.groupby( - level=( - "atomic_number", - "ion_number", - "ion_number_source", - "ion_number_destination", - ) - ).sum() - - recomb_rates_total = recomb_rates_df.groupby( - level=( - "atomic_number", - "ion_number", - "ion_number_source", - "ion_number_destination", + saha_factor = lte_level_population / ( + lte_ion_population.values + * thermal_electron_energy_distribution.number_density.value + ) + + collisional_ionization_rates_df, collision_recombination_rates_df = ( + self.collisional_ionization_rate_solver.solve( + thermal_electron_energy_distribution.temperature, saha_factor ) - ).sum() + ) - grouped_ion_rates_df = ion_rates_total.groupby(level=("atomic_number")) - grouped_recomb_rates_df = recomb_rates_total.groupby( - level=("atomic_number") + grouped_photoion_rates_df = self.__calculate_total_grouped_rates( + photoion_rates_df + ) + grouped_recomb_rates_df = self.__calculate_total_grouped_rates( + recomb_rates_df + ) + + grouped_collisional_ionization_rates_df = ( + self.__calculate_total_grouped_rates( + collisional_ionization_rates_df + ) + ) + grouped_collisional_recombination_rates_df = ( + self.__calculate_total_grouped_rates( + collision_recombination_rates_df + ) ) rate_matrices = pd.DataFrame( - index=grouped_ion_rates_df.groups.keys(), - columns=ion_rates_df.columns, + index=grouped_photoion_rates_df.groups.keys(), + columns=photoion_rates_df.columns, ) - for (atomic_number, ion_rates), (atomic_number, recomb_rates) in zip( - grouped_ion_rates_df, grouped_recomb_rates_df + for (atomic_number, photoion_rates), ( + atomic_number, + recomb_rates, + ), (atomic_number, coll_ion_rates), ( + atomic_number, + recomb_ion_rates, + ) in zip( + grouped_photoion_rates_df, + grouped_recomb_rates_df, + grouped_collisional_ionization_rates_df, + grouped_collisional_recombination_rates_df, ): ion_states = atomic_number + 1 - for shell in range(len(ion_rates.columns)): - ion_matrix = coo_matrix( - ( - ion_rates[shell], - ( - ion_rates.index.get_level_values( - "ion_number_source" - ), - ion_rates.index.get_level_values( - "ion_number_destination" - ), - ), - ), - shape=(ion_states, ion_states), + for shell in range(len(photoion_rates.columns)): + photoion_matrix = self.__construct_rate_matrix( + photoion_rates, shell, ion_states ) - recomb_matrix = coo_matrix( - ( - recomb_rates[shell], - ( - recomb_rates.index.get_level_values( - "ion_number_source" - ), - recomb_rates.index.get_level_values( - "ion_number_destination" - ), - ), - ), - shape=(ion_states, ion_states), + recomb_matrix = self.__construct_rate_matrix( + recomb_rates, shell, ion_states + ) + coll_ion_matrix = self.__construct_rate_matrix( + coll_ion_rates, shell, ion_states + ) + coll_recomb_matrix = self.__construct_rate_matrix( + recomb_ion_rates, shell, ion_states ) - matrix_array = (ion_matrix + recomb_matrix).toarray() + matrix_array = ( + photoion_matrix + + recomb_matrix + + coll_ion_matrix + + coll_recomb_matrix + ).toarray() np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) matrix_array[0, :] = 1 if charge_conservation: @@ -237,96 +285,3 @@ def solve( rate_matrices.index.names = ["atomic_number"] return rate_matrices - - -class IonFullRateMatrix: - def __init__( - self, - levels_rate_solvers, - levels, - ion_rate_solver, - photoionization_cross_sections, - ): - self.levels_rate_solvers = levels_rate_solvers - self.levels = levels - self.ion_rate_solver = ion_rate_solver - self.photoionization_cross_sections = photoionization_cross_sections - - def solve( - self, - radiation_field, - thermal_electron_energy_distribution, - level_number_density, - ion_number_density, - saha_factor, - ): - """Compute the ionization rate matrix in the - case where the radiation field is not estimated. - - Parameters - ---------- - radiation_field : RadiationField - A radiation field that can compute its mean intensity. - electron_energy_distribution : ThermalElectronEnergyDistribution - Electron properties. - level_number_density : pd.DataFrame - Electron energy level number density. Columns are cells. - ion_number_density : pd.DataFrame - Ion number density. Columns are cells. - saha_factor : pd.DataFrame - Saha factor: the LTE level number density divided by the LTE ion - number density and the electron number density. - - Returns - ------- - pd.DataFrame - A DataFrame of rate matrices indexed by atomic number and ion number, - with each column being a cell. - """ - ion_rates_df = self.ion_rate_solver.solve( - radiation_field, - thermal_electron_energy_distribution, - level_number_density, - ion_number_density, - saha_factor, - ) - - # Ionization rates R_ik connect level i to ion k, level i + j where j is - # the number of levels in ion k-1. Thus photoionization rates can be summed - # with radiative rates. - # But we don't know which level in the next ion the electron goes to? - # Seems that they could be treated as the LTE level number density, see - # Mihalas 2014 eq 9.84 and discussion - # Chris Fontes says not to bother if the data doesn't include dest. levels - - grouped_rates_df = ion_rates_df.groupby( - level=("atomic_number", "ion_number") - ) - - rate_matrices = pd.DataFrame( - index=grouped_rates_df.groups.keys(), columns=ion_rates_df.columns - ) - - for species_id, rates in grouped_rates_df: - number_of_levels = self.levels.energy.loc[species_id].count() - for shell in range(len(rates.columns)): - matrix = coo_matrix( - ( - rates[shell], - ( - rates.index.get_level_values( - "level_number_destination" - ), - rates.index.get_level_values("level_number_source"), - ), - ), - shape=(number_of_levels, number_of_levels), - ) - matrix_array = matrix.toarray() - np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) - matrix_array[0, :] = 1 - rate_matrices.loc[species_id, shell] = matrix_array - - rate_matrices.index.names = ["atomic_number", "ion_number"] - - return rate_matrices diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index d35ee40dc79..9d10776b121 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -9,6 +9,53 @@ class CollisionalIonizationRateSolver: def __init__(self, photoionization_cross_sections): self.photoionization_cross_sections = photoionization_cross_sections + @staticmethod + def __reindex_ionization_rate_dataframe( + rate_dataframe, recombination=False + ): + rate_dataframe.index.names = [ + "atomic_number", + "ion_number", + "level_number_source", + ] + + rate_dataframe = rate_dataframe.reset_index() + + if recombination: + rate_dataframe["ion_number_destination"] = rate_dataframe[ + "ion_number" + ] + rate_dataframe["ion_number_source"] = ( + rate_dataframe["ion_number"] + 1 + ) + else: + rate_dataframe["ion_number_source"] = rate_dataframe["ion_number"] + rate_dataframe["ion_number_destination"] = ( + rate_dataframe["ion_number"] + 1 + ) + + # ionized electrons are assumed to leave the ion in the ground state for now + rate_dataframe["level_number_destination"] = 0 + + not_fully_ionized_mask = ( + rate_dataframe["atomic_number"] != rate_dataframe["ion_number"] + ) + + rate_dataframe = rate_dataframe[not_fully_ionized_mask] + + rate_dataframe = rate_dataframe.set_index( + [ + "atomic_number", + "ion_number", + "ion_number_source", + "ion_number_destination", + "level_number_source", + "level_number_destination", + ] + ) + + return rate_dataframe + def solve(self, electron_temperature, saha_factor, approximation="seaton"): """Solve the collisional ionization and recombination rates. @@ -47,4 +94,14 @@ def solve(self, electron_temperature, saha_factor, approximation="seaton"): saha_factor.loc[collision_ionization_rates.index] ) + collision_ionization_rates = self.__reindex_ionization_rate_dataframe( + collision_ionization_rates, recombination=False + ) + + collision_recombination_rates = ( + self.__reindex_ionization_rate_dataframe( + collision_recombination_rates, recombination=True + ) + ) + return collision_ionization_rates, collision_recombination_rates From 2f26e34e2b654a6cc9d65e20dfaec88d6e3410db Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Fri, 25 Apr 2025 09:53:32 -0400 Subject: [PATCH 12/56] Correct recombination rate calculation --- tardis/plasma/equilibrium/rate_matrix.py | 2 +- .../rates/collisional_ionization_rates.py | 19 ++++++++++++------- .../rates/photoionization_rates.py | 6 +++++- 3 files changed, 18 insertions(+), 9 deletions(-) diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index a9a2e9f6b46..acd86b54b84 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -210,7 +210,7 @@ def solve( collisional_ionization_rates_df, collision_recombination_rates_df = ( self.collisional_ionization_rate_solver.solve( - thermal_electron_energy_distribution.temperature, saha_factor + thermal_electron_energy_distribution, saha_factor ) ) diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index 9d10776b121..42b49917e16 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -56,13 +56,13 @@ def __reindex_ionization_rate_dataframe( return rate_dataframe - def solve(self, electron_temperature, saha_factor, approximation="seaton"): + def solve(self, electron_distribution, saha_factor, approximation="seaton"): """Solve the collisional ionization and recombination rates. Parameters ---------- - electron_temperature : u.Quantity - Electron temperatures per cell + electron_distribution : + Electron distribution per cell saha_factor : pandas.DataFrame, dtype float The Saha factor for each cell. Indexed by atom number, ion number, level number. approximation : str, optional @@ -87,21 +87,26 @@ def solve(self, electron_temperature, saha_factor, approximation="seaton"): else: raise ValueError(f"approximation {approximation} not supported") - collision_ionization_rates = strength_solver.solve(electron_temperature) + collision_ionization_rates = strength_solver.solve( + electron_distribution.temperature + ) # Inverse of the ionization rate for equilibrium collision_recombination_rates = collision_ionization_rates.multiply( saha_factor.loc[collision_ionization_rates.index] ) - collision_ionization_rates = self.__reindex_ionization_rate_dataframe( - collision_ionization_rates, recombination=False + collision_ionization_rates = ( + self.__reindex_ionization_rate_dataframe( + collision_ionization_rates, recombination=False + ) + * electron_distribution.number_density ) collision_recombination_rates = ( self.__reindex_ionization_rate_dataframe( collision_recombination_rates, recombination=True ) - ) + ) * electron_distribution.number_density**2 return collision_ionization_rates, collision_recombination_rates diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index d8ef810cb14..ad10f80b44f 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -122,7 +122,11 @@ def solve( photoionization_rate = photoionization_rate_coeff * level_population - recombination_rate = recombination_rate_coeff * level_population + recombination_rate = ( + recombination_rate_coeff + * level_population + * electron_energy_distribution.number_density + ) photoionization_rate = self.__reindex_ionization_rate_dataframe( photoionization_rate, recombination=False From 4dba751639676f4c2c72a76c9b53c1a666474274 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 29 Apr 2025 12:28:40 -0400 Subject: [PATCH 13/56] Iterative ion population solver --- tardis/plasma/equilibrium/ion_populations.py | 96 ++++++++++++++++---- 1 file changed, 77 insertions(+), 19 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 8150de2f421..57879a90e51 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -3,18 +3,16 @@ class IonPopulationSolver: - def __init__(self, rates_matrices: pd.DataFrame, ions: pd.DataFrame): + def __init__(self, rate_matrix_solver, ions: pd.DataFrame): """Solve the normalized ion population values from the rate matrices. Parameters ---------- - rates_matrices : pd.DataFrame - DataFrame of rate matrices indexed by atomic number, - with each column being a cell. + rate_matrix_solver : ions : pd.DataFrame DataFrame of ions present. """ - self.rates_matrices = rates_matrices + self.rate_matrix_solver = rate_matrix_solver self.ions = ions def __calculate_ion_population(self, rates_matrix: np.ndarray): @@ -37,7 +35,16 @@ def __calculate_ion_population(self, rates_matrix: np.ndarray): ) return normalized_ion_population[:-1] - def solve(self): + def solve( + self, + radiation_field, + thermal_electron_energy_distribution, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + charge_conservation, + ): """Solves the normalized ion population values from the rate matrices. Returns @@ -46,24 +53,75 @@ def solve(self): Normalized ion population values indexed by atomic number, ion number and ion number. Columns are cells. """ - normalized_ion_populations = pd.DataFrame( - index=pd.MultiIndex.from_tuples(self.ions), - columns=self.rates_matrices.columns, - dtype=np.float64, + + # this is the i level in Lucy 2003 + lower_ion_level_index = ( + lte_level_population.index.get_level_values("ion_number") == 0 + ) + + # this is the k level in Lucy 2003 + upper_ion_population_index = ( + lte_ion_population.index.get_level_values("ion_number") >= 1 + ) + + self.rates_matrices = self.rate_matrix_solver.solve( + radiation_field, + thermal_electron_energy_distribution, + lte_level_population.loc[lower_ion_level_index], + level_population.loc[lower_ion_level_index], + lte_ion_population.loc[upper_ion_population_index], + ion_population.loc[upper_ion_population_index], + charge_conservation, ) - # try converting the set of vectors into a single 2D array and then applying index - for species_id in self.rates_matrices.index: - # TODO: resolve the chained assignment here. Maybe an intermediate df - # is needed + iteration = 0 + electron_densities = 1 + total_population = ion_population.sum() + + while iteration < 10: + normalized_ion_population = ion_population / ion_population.sum() - solved_matrices = self.rates_matrices.loc[species_id].apply( + self.rates_matrices = self.rate_matrix_solver.solve( + radiation_field, + thermal_electron_energy_distribution, + lte_level_population.loc[lower_ion_level_index], + level_population.loc[lower_ion_level_index], + lte_ion_population.loc[upper_ion_population_index], + ion_population.loc[upper_ion_population_index], + charge_conservation, + ) + solved_matrices = self.rates_matrices.map( lambda rates_matrix: self.__calculate_ion_population( rates_matrix ) ) - normalized_ion_populations.loc[species_id, :] = np.vstack( - solved_matrices.values - ).T - return normalized_ion_populations + ion_population_solution = pd.DataFrame( + np.vstack(solved_matrices.values[0]).T, + index=ion_population.index, + ) + + if (ion_population_solution < 0).any().any(): + ion_population_solution[ion_population_solution < 0] = 0.0 + + electron_population_solution = ion_population_solution.sum() + + delta_ion = ( + normalized_ion_population - ion_population_solution + ) / ion_population_solution + delta_electron = ( + electron_densities - electron_population_solution + ) / electron_population_solution + + if ( + np.all(np.abs(delta_ion) < 1e-8).any().any() + and (np.abs(delta_electron) < 1e-8).any().any() + ): + break + + ion_population = ion_population_solution + electron_densities = electron_population_solution + + iteration += 1 + + return ion_population_solution From 69f3b48a95168a2f7e28afa98a58fbddf43ffe20 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 5 May 2025 12:26:34 -0400 Subject: [PATCH 14/56] Formatting --- tardis/plasma/equilibrium/ion_populations.py | 2 -- tardis/plasma/equilibrium/rates/photoionization_strengths.py | 2 ++ 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 57879a90e51..1a3bb3df59d 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -53,7 +53,6 @@ def solve( Normalized ion population values indexed by atomic number, ion number and ion number. Columns are cells. """ - # this is the i level in Lucy 2003 lower_ion_level_index = ( lte_level_population.index.get_level_values("ion_number") == 0 @@ -76,7 +75,6 @@ def solve( iteration = 0 electron_densities = 1 - total_population = ion_population.sum() while iteration < 10: normalized_ion_population = ion_population / ion_population.sum() diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index 7186486487c..26aeced19c6 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -349,6 +349,8 @@ def calculate_corrected_photoionization_rate_coeff( axis=0, ) + # need to handle He and up. They have extra ionization states that + # break the indexing. correction_factor = ( 1 - (ion_population / lte_ion_population).values From 85dc58ec7f7cc85aab0078ea4df36ef5f66d0809 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 6 May 2025 13:32:01 -0400 Subject: [PATCH 15/56] Collisional rate index fix, ion solver iteration value --- tardis/plasma/equilibrium/ion_populations.py | 4 +++- .../plasma/equilibrium/rates/collisional_ionization_rates.py | 2 +- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 1a3bb3df59d..efaf10ff45e 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -3,6 +3,8 @@ class IonPopulationSolver: + max_solver_iterations = 100 + def __init__(self, rate_matrix_solver, ions: pd.DataFrame): """Solve the normalized ion population values from the rate matrices. @@ -76,7 +78,7 @@ def solve( iteration = 0 electron_densities = 1 - while iteration < 10: + while iteration < self.max_solver_iterations: normalized_ion_population = ion_population / ion_population.sum() self.rates_matrices = self.rate_matrix_solver.solve( diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index 42b49917e16..f8f047b2097 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -93,7 +93,7 @@ def solve(self, electron_distribution, saha_factor, approximation="seaton"): # Inverse of the ionization rate for equilibrium collision_recombination_rates = collision_ionization_rates.multiply( - saha_factor.loc[collision_ionization_rates.index] + saha_factor ) collision_ionization_rates = ( From 49e6edf912bca5459afc4e4ae3380f18c2f5a5a0 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 6 May 2025 14:39:57 -0400 Subject: [PATCH 16/56] Add demo notebook --- .../equilibrium/ionization_solutions.ipynb | 606 ++++++++++++++++++ 1 file changed, 606 insertions(+) create mode 100644 docs/physics/plasma/equilibrium/ionization_solutions.ipynb diff --git a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb new file mode 100644 index 00000000000..f11fcb4e1af --- /dev/null +++ b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb @@ -0,0 +1,606 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0edde63f", + "metadata": {}, + "source": [ + "# Calculating ion solutions" + ] + }, + { + "cell_type": "markdown", + "id": "39d6aea8", + "metadata": {}, + "source": [ + "## Configuration\n", + "\n", + "Hydrogen only. Requires `dilute-lte` excitation and `nebular` ionization to provide the first approximation for the solver" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ac65f71f", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "35fd300f2243416b833c7c2786f8170e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Iterations: 0/? [00:00= 1],\n", + " plasma.ion_number_density.loc[plasma.ion_number_density.index.get_level_values('ion_number') >= 1],)" + ] + }, + { + "cell_type": "markdown", + "id": "0e746978", + "metadata": {}, + "source": [ + "## Optional: solve for collisional ionization rates" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bafa9cbb", + "metadata": {}, + "outputs": [], + "source": [ + "saha_factor = lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1] / (\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1].values\n", + " * electron_dist.number_density.value\n", + " )\n", + "\n", + "coll_ionization_rate, coll_recomb_rate = collisional_rate_solver.solve(\n", + " electron_dist,\n", + " saha_factor,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "9f9adff2", + "metadata": {}, + "source": [ + "## Optional: solve for the ionization rate matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0161d35b", + "metadata": {}, + "outputs": [], + "source": [ + "ion_rate_matrix = ion_rate_matrix_solver.solve(\n", + " rad_field,\n", + " electron_dist,\n", + " lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1],\n", + " plasma.level_number_density.loc[plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " plasma.ion_number_density.loc[plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " charge_conservation=True)" + ] + }, + { + "cell_type": "markdown", + "id": "79912e76", + "metadata": {}, + "source": [ + "Ionization rate matrix for cell 0. First row is charge conservation. Second row is number conservation." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "1b1dc4c9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([array([[ 0.00000000e+00, 1.00000000e+00, -1.00000000e+00],\n", + " [ 1.00000000e+00, 1.00000000e+00, 0.00000000e+00],\n", + " [ 1.59345585e+17, -4.76114211e+07, 0.00000000e+00]])],\n", + " dtype=object)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ion_rate_matrix[0].values" + ] + }, + { + "cell_type": "markdown", + "id": "3816c66b", + "metadata": {}, + "source": [ + "# Solve ion population" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4b5adfa4", + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver\n", + "\n", + "solver = IonPopulationSolver(ion_rate_matrix_solver, [(1, 0), (1,1)])\n", + "\n", + "ion_pops = solver.solve(\n", + " rad_field,\n", + " electron_dist,\n", + " lte_level_number_density,\n", + " plasma.level_number_density,\n", + " lte_ion_number_density,\n", + " plasma.ion_number_density,\n", + " charge_conservation=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5fb44e5d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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[1] Hubeny, I. and Mihalas, D., "Theory of Stellar Atmospheres". 2014. """ + assert electron_temperature > 0 * u.K, "Temperature must be positive" + photo_ion_cross_sections_threshold = ( self.photoionization_cross_sections.groupby(level=[0, 1, 2]).first() ) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py new file mode 100644 index 00000000000..becfea4d160 --- /dev/null +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py @@ -0,0 +1,49 @@ +import astropy.units as u +import numpy as np +import pandas as pd +import pytest + +from tardis.plasma.equilibrium.rates.collisional_ionization_strengths import ( + CollisionalIonizationSeaton, +) + + +@pytest.fixture +def mock_photoionization_cross_sections(): + """Fixture for mock photoionization cross-sections.""" + data = { + "nu": [1e15, 2e15, 3e15], + "x_sect": [1e-18, 2e-18, 3e-18], + } + index = pd.MultiIndex.from_tuples( + [(1, 0, 0), (1, 1, 0), (2, 0, 0)], + names=["atomic_number", "ion_number", "level_number"], + ) + return pd.DataFrame(data, index=index) + + +@pytest.fixture +def collisional_ionization_solver(mock_photoionization_cross_sections): + """Fixture for CollisionalIonizationSeaton instance.""" + return CollisionalIonizationSeaton(mock_photoionization_cross_sections) + + +def test_solve_with_valid_temperature(collisional_ionization_solver): + """Test the solve method with a valid electron temperature.""" + electron_temperature = 1e4 * u.K + result = collisional_ionization_solver.solve(electron_temperature) + + assert isinstance(result, pd.DataFrame) + assert not result.empty + assert result.index.equals( + collisional_ionization_solver.photoionization_cross_sections.index + ) + assert np.all(result.values >= 0) + + +def test_solve_with_invalid_temperature(collisional_ionization_solver): + """Test the solve method with an invalid electron temperature.""" + electron_temperature = -1e4 * u.K # Invalid temperature + + with pytest.raises(AssertionError): + collisional_ionization_solver.solve(electron_temperature) From 408eb53a9f5229b9f148a3455f3a79fdd1774d4f Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 6 May 2025 16:27:59 -0400 Subject: [PATCH 18/56] Improve estimator-based rate calculation --- .../rates/photoionization_rates.py | 38 ++++++++++--------- 1 file changed, 21 insertions(+), 17 deletions(-) diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index ad10f80b44f..556002bf432 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -158,9 +158,7 @@ def solve( radfield_mc_estimators, time_simulation, volume, - level_number_density, - ion_number_density, - saha_factor, + level_population, ): """Solve the photoionization and spontaneous recombination rates in the case where the radiation field is estimated by Monte Carlo processes. @@ -194,12 +192,10 @@ def solve( self.level2continuum_edge_idx ) - photoionization_rate_coeff, stimulated_recombination_rate_coeff = ( - photoionization_rate_coeff_solver.solve( - radfield_mc_estimators, - time_simulation, - volume, - ) + photoionization_rate_coeff = photoionization_rate_coeff_solver.solve( + radfield_mc_estimators, + time_simulation, + volume, ) spontaneous_recombination_rate_coeff = ( @@ -208,12 +204,20 @@ def solve( ) ) - return self.compute_rates( - photoionization_rate_coeff, - stimulated_recombination_rate_coeff, - spontaneous_recombination_rate_coeff, - level_number_density, - ion_number_density, - electron_energy_distribution.number_density, - saha_factor, + photoionization_rate = photoionization_rate_coeff * level_population + + recombination_rate = ( + spontaneous_recombination_rate_coeff + * level_population + * electron_energy_distribution.number_density + ) + + photoionization_rate = self.__reindex_ionization_rate_dataframe( + photoionization_rate, recombination=False ) + + recombination_rate = self.__reindex_ionization_rate_dataframe( + recombination_rate, recombination=True + ) + + return photoionization_rate, recombination_rate From 94a039aa3217565f4bc2ba6f032c56187d1c9f25 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 6 May 2025 16:30:26 -0400 Subject: [PATCH 19/56] Very basic tests for collisional ionization rate class --- .../tests/test_coll_ionization_rates.py | 121 ++++++++++++++++++ 1 file changed, 121 insertions(+) create mode 100644 tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py new file mode 100644 index 00000000000..8c187001bdf --- /dev/null +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py @@ -0,0 +1,121 @@ +import pytest +import pandas as pd +import numpy as np + +from tardis.plasma.equilibrium.rates.collisional_ionization_rates import ( + CollisionalIonizationRateSolver, +) +from tardis.plasma.equilibrium.rates.collisional_ionization_strengths import ( + CollisionalIonizationSeaton, +) + + +class MockElectronDistribution: + """Mock class for electron distribution.""" + + def __init__(self, temperature, number_density): + self.temperature = temperature + self.number_density = number_density + + +@pytest.fixture +def mock_photoionization_cross_sections(): + """Fixture for mock photoionization cross-sections.""" + return pd.DataFrame( + { + "atomic_number": [1, 2], + "ion_number": [0, 1], + "cross_section": [1e-18, 2e-18], + } + ) + + +@pytest.fixture +def mock_electron_distribution(): + """Fixture for mock electron distribution.""" + return MockElectronDistribution( + temperature=pd.Series([10000, 20000], index=[0, 1]), + number_density=pd.Series([1e13, 2e13], index=[0, 1]), + ) + + +@pytest.fixture +def mock_saha_factor(): + """Fixture for mock Saha factor.""" + index = pd.MultiIndex.from_tuples( + [(1, 0, 0), (2, 1, 0)], + names=["atomic_number", "ion_number", "level_number"], + ) + return pd.DataFrame([0.1, 0.2], index=index, columns=["saha_factor"]) + + +def test_collisional_ionization_rate_solver_init( + mock_photoionization_cross_sections, +): + """Test initialization of CollisionalIonizationRateSolver.""" + solver = CollisionalIonizationRateSolver( + mock_photoionization_cross_sections + ) + assert solver.photoionization_cross_sections.equals( + mock_photoionization_cross_sections + ) + + +def test_collisional_ionization_rate_solver_solve( + mock_photoionization_cross_sections, + mock_electron_distribution, + mock_saha_factor, +): + """Test the solve method of CollisionalIonizationRateSolver.""" + solver = CollisionalIonizationRateSolver( + mock_photoionization_cross_sections + ) + + # Mock the strength solver + class MockStrengthSolver: + def __init__(self, photoionization_cross_sections): + pass + + def solve(self, temperature): + return pd.DataFrame( + { + "atomic_number": [1, 2], + "ion_number": [0, 1], + "level_number_source": [0, 0], + "rate": [1e-8, 2e-8], + } + ).set_index(["atomic_number", "ion_number", "level_number_source"]) + + # Replace the strength solver with the mock + CollisionalIonizationSeaton.solve = MockStrengthSolver.solve + + ionization_rates, recombination_rates = solver.solve( + mock_electron_distribution, mock_saha_factor, approximation="seaton" + ) + + # Check ionization rates + assert not ionization_rates.empty + assert "rate" in ionization_rates.columns + + # Check recombination rates + assert not recombination_rates.empty + assert "rate" in recombination_rates.columns + + +def test_collisional_ionization_rate_solver_invalid_approximation( + mock_photoionization_cross_sections, + mock_electron_distribution, + mock_saha_factor, +): + """Test that an invalid approximation raises a ValueError.""" + solver = CollisionalIonizationRateSolver( + mock_photoionization_cross_sections + ) + with pytest.raises( + ValueError, match="approximation invalid_approx not supported" + ): + solver.solve( + mock_electron_distribution, + mock_saha_factor, + approximation="invalid_approx", + ) From b2bc887ab15a509e475bebde2bb9d1e24127ff6b Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 13 May 2025 13:20:30 -0400 Subject: [PATCH 20/56] Hydrogen continuum property Also output electron fractions and remove unneeded assert --- tardis/plasma/equilibrium/ion_populations.py | 4 +- .../rates/collisional_ionization_strengths.py | 2 - .../plasma/properties/hydrogen_continuum.py | 118 ++++++++++++++++++ 3 files changed, 121 insertions(+), 3 deletions(-) create mode 100644 tardis/plasma/properties/hydrogen_continuum.py diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index efaf10ff45e..fa8d5737399 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -54,6 +54,8 @@ def solve( pd.DataFrame Normalized ion population values indexed by atomic number, ion number and ion number. Columns are cells. + pd.DataFrame + Normalized electron fraction values. Columns are cells. """ # this is the i level in Lucy 2003 lower_ion_level_index = ( @@ -124,4 +126,4 @@ def solve( iteration += 1 - return ion_population_solution + return ion_population_solution, electron_population_solution diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_strengths.py b/tardis/plasma/equilibrium/rates/collisional_ionization_strengths.py index 7dcf77d92e7..3b6db851057 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_strengths.py @@ -37,8 +37,6 @@ def solve(self, electron_temperature): ---------- .. [1] Hubeny, I. and Mihalas, D., "Theory of Stellar Atmospheres". 2014. """ - assert electron_temperature > 0 * u.K, "Temperature must be positive" - photo_ion_cross_sections_threshold = ( self.photoionization_cross_sections.groupby(level=[0, 1, 2]).first() ) diff --git a/tardis/plasma/properties/hydrogen_continuum.py b/tardis/plasma/properties/hydrogen_continuum.py new file mode 100644 index 00000000000..282ec3962dc --- /dev/null +++ b/tardis/plasma/properties/hydrogen_continuum.py @@ -0,0 +1,118 @@ +import logging + +import astropy.units as u + +from tardis.plasma.electron_energy_distribution import ( + ThermalElectronEnergyDistribution, +) +from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver +from tardis.plasma.equilibrium.rate_matrix import IonRateMatrix +from tardis.plasma.equilibrium.rates import ( + AnalyticPhotoionizationRateSolver, + CollisionalIonizationRateSolver, +) +from tardis.plasma.properties.base import ProcessingPlasmaProperty +from tardis.plasma.properties.ion_population import IonNumberDensity +from tardis.plasma.properties.level_population import ( + LevelNumberDensity, +) + +logger = logging.getLogger(__name__) + +__all__ = ["HydrogenContinuumPropertes"] + + +class LTEIonNumberDensity(IonNumberDensity): + outputs = ("lte_ion_number_density",) + latex_name = ("N_{i,j}^*",) + + def calculate( + self, + thermal_phi_lte, + thermal_lte_partition_function, + number_density, + electron_densities, + block_ids, + ion_threshold, + ): + return self.calculate_with_n_electron( + thermal_phi_lte, + thermal_lte_partition_function, + number_density, + electron_densities, + block_ids, + ion_threshold, + ) + + +class LTELevelNumberDensity(LevelNumberDensity): + outputs = ("lte_level_number_density",) + latex_name = ("N_{i,j,k}^*",) + + def _calculate_dilute_lte( + self, + thermal_lte_level_boltzmann_factor, + lte_ion_number_density, + levels, + thermal_lte_partition_function, + ): + return super()._calculate_dilute_lte( + thermal_lte_level_boltzmann_factor, + lte_ion_number_density, + levels, + thermal_lte_partition_function, + ) + + +class HydrogenContinuumPropertes(ProcessingPlasmaProperty): + outputs = ("ion_number_density", "electron_densities") + + def __init__(self, plasma_parent, photo_ion_cross_sections): + super().__init__(plasma_parent) + self._update_inputs() + self.photoionization_data = photo_ion_cross_sections + + def calculate( + self, + t_electrons, + previous_electron_densities, + dilute_planckian_radiation_field, + number_density, + lte_level_number_density, + level_number_density, + lte_ion_number_density, + ion_number_density, + ): + electron_dist = ThermalElectronEnergyDistribution( + 0 * u.erg, + t_electrons * u.K, + previous_electron_densities * u.g / u.cm**3, + ) + + photoionization_rate_solver = AnalyticPhotoionizationRateSolver( + self.photoionization_data + ) + + collisional_rate_solver = CollisionalIonizationRateSolver( + self.photoionization_data + ) + + ion_rate_matrix_solver = IonRateMatrix( + photoionization_rate_solver, collisional_rate_solver + ) + + solver = IonPopulationSolver(ion_rate_matrix_solver, [(1, 0), (1, 1)]) + + fractional_ion_population = solver.solve( + dilute_planckian_radiation_field, + electron_dist, + lte_level_number_density, + level_number_density, + lte_ion_number_density, + ion_number_density, + charge_conservation=True, + ) + + ion_number_density = fractional_ion_population * number_density + + return (ion_number_density,) From d43cb05cc44d04acc63aee1ef50213931788de44 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 13 May 2025 13:23:03 -0400 Subject: [PATCH 21/56] Output electron densities from the continuum solver --- tardis/plasma/properties/hydrogen_continuum.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/tardis/plasma/properties/hydrogen_continuum.py b/tardis/plasma/properties/hydrogen_continuum.py index 282ec3962dc..94ff724cddc 100644 --- a/tardis/plasma/properties/hydrogen_continuum.py +++ b/tardis/plasma/properties/hydrogen_continuum.py @@ -103,7 +103,7 @@ def calculate( solver = IonPopulationSolver(ion_rate_matrix_solver, [(1, 0), (1, 1)]) - fractional_ion_population = solver.solve( + fractional_ion_population, fractional_electron_density = solver.solve( dilute_planckian_radiation_field, electron_dist, lte_level_number_density, @@ -114,5 +114,8 @@ def calculate( ) ion_number_density = fractional_ion_population * number_density + electron_densities = ( + fractional_electron_density * previous_electron_densities + ) - return (ion_number_density,) + return ion_number_density, electron_densities From ab29b5cd0f4662007a8d5d889e28433a7dd5a093 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 2 Jun 2025 10:22:07 -0400 Subject: [PATCH 22/56] Some basic (failing) tests --- .../equilibrium/tests/test_ion_populations.py | 38 +++++ .../tests/test_photoionization_strengths.py | 143 ++++++++++++++++++ .../equilibrium/tests/test_rate_matrix.py | 38 ++++- 3 files changed, 218 insertions(+), 1 deletion(-) create mode 100644 tardis/plasma/equilibrium/tests/test_ion_populations.py create mode 100644 tardis/plasma/equilibrium/tests/test_photoionization_strengths.py diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py new file mode 100644 index 00000000000..9884a5e9bb3 --- /dev/null +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -0,0 +1,38 @@ +import numpy as np +import pandas as pd +import pytest + +from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver + + +def test_solve(rate_matrix_solver, ions_dataframe): + ion_population_solver = IonPopulationSolver( + rate_matrix_solver, ions_dataframe + ) + + radiation_field = None + thermal_electron_energy_distribution = None + lte_level_population = pd.DataFrame( + {"population": [1.0, 2.0]}, + index=pd.MultiIndex.from_tuples( + [(1, 0), (2, 1)], names=["atomic_number", "ion_number"] + ), + ) + level_population = lte_level_population.copy() + lte_ion_population = lte_level_population.copy() + ion_population = lte_level_population.copy() + charge_conservation = None + + result = ion_population_solver.solve( + radiation_field, + thermal_electron_energy_distribution, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + charge_conservation, + ) + + assert isinstance(result, pd.DataFrame) + assert not result.isnull().values.any() + assert (result >= 0).all().all() diff --git a/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py b/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py new file mode 100644 index 00000000000..ca8a18e3425 --- /dev/null +++ b/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py @@ -0,0 +1,143 @@ +import astropy.units as u +import numpy as np +import pandas as pd +import pytest + +from tardis.plasma.equilibrium.rates.photoionization_strengths import ( + AnalyticCorrectedPhotoionizationCoeffSolver, + AnalyticPhotoionizationCoeffSolver, + EstimatedPhotoionizationCoeffSolver, + SpontaneousRecombinationCoeffSolver, +) + + +@pytest.fixture +def mock_photoionization_cross_sections(): + """Fixture to create mock photoionization cross-sections.""" + index = pd.MultiIndex.from_tuples( + [(1, 0, 0), (1, 0, 1), (2, 1, 0), (2, 1, 1)], + names=["atomic_number", "ion_number", "level_number"], + ) + data = { + "nu": [1e15, 2e15, 1e15, 2e15], + "x_sect": [1e-18, 2e-18, 1e-18, 2e-18], + } + return pd.DataFrame(data, index=index) + + +@pytest.fixture +def mock_dilute_blackbody_radiationfield_state(): + """Fixture to create a mock radiation field state.""" + + class MockRadiationFieldState: + def __init__(self): + self.temperature = np.array([1e4, 1e4]) * u.K + + def calculate_mean_intensity(self, nu): + return np.array([1e-5, 2e-5]) * u.erg / (u.cm**2 * u.s * u.Hz) + + return MockRadiationFieldState() + + +def test_spontaneous_recombination_coeff_solver( + mock_photoionization_cross_sections, +): + solver = SpontaneousRecombinationCoeffSolver( + mock_photoionization_cross_sections + ) + electron_temperature = np.array([1e4, 1e4]) * u.K + result = solver.solve(electron_temperature) + + assert isinstance(result, pd.DataFrame) + assert result.shape[0] == len( + mock_photoionization_cross_sections.index.unique() + ) + assert not result.isnull().values.any() + + +def test_analytic_photoionization_coeff_solver( + mock_photoionization_cross_sections, + mock_dilute_blackbody_radiationfield_state, +): + solver = AnalyticPhotoionizationCoeffSolver( + mock_photoionization_cross_sections + ) + electron_temperature = np.array([1e4, 1e4]) * u.K + + photoionization_rate_coeff, stimulated_recombination_rate_coeff = ( + solver.solve( + mock_dilute_blackbody_radiationfield_state, electron_temperature + ) + ) + + assert isinstance(photoionization_rate_coeff, pd.DataFrame) + assert isinstance(stimulated_recombination_rate_coeff, pd.DataFrame) + assert photoionization_rate_coeff.shape[0] == len( + mock_photoionization_cross_sections.index.unique() + ) + assert stimulated_recombination_rate_coeff.shape[0] == len( + mock_photoionization_cross_sections.index.unique() + ) + + +def test_analytic_corrected_photoionization_coeff_solver( + mock_photoionization_cross_sections, + mock_dilute_blackbody_radiationfield_state, +): + solver = AnalyticCorrectedPhotoionizationCoeffSolver( + mock_photoionization_cross_sections + ) + electron_temperature = np.array([1e4, 1e4]) * u.K + lte_level_population = pd.DataFrame( + np.ones((4, 2)), index=mock_photoionization_cross_sections.index + ) + level_population = pd.DataFrame( + np.ones((4, 2)), index=mock_photoionization_cross_sections.index + ) + lte_ion_population = pd.DataFrame( + np.ones((4, 2)), index=mock_photoionization_cross_sections.index + ) + ion_population = pd.DataFrame( + np.ones((4, 2)), index=mock_photoionization_cross_sections.index + ) + + corrected_photoionization_rate_coeff = solver.solve( + mock_dilute_blackbody_radiationfield_state, + electron_temperature, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + ) + + assert isinstance(corrected_photoionization_rate_coeff, pd.DataFrame) + assert corrected_photoionization_rate_coeff.shape[0] == len( + mock_photoionization_cross_sections.index.unique() + ) + + +def test_estimated_photoionization_coeff_solver(): + level2continuum_edge_idx = np.array([0, 2, 4]) + solver = EstimatedPhotoionizationCoeffSolver(level2continuum_edge_idx) + + class MockRadFieldMCEstimators: + photo_ion_estimator = np.array([1e-5, 2e-5, 3e-5]) + stim_recomb_estimator = np.array([1e-6, 2e-6, 3e-6]) + + radfield_mc_estimators = MockRadFieldMCEstimators() + time_simulation = 1e5 * u.s + volume = 1e30 * u.cm**3 + + photoionization_rate_coeff, stimulated_recombination_rate_coeff = ( + solver.solve(radfield_mc_estimators, time_simulation, volume) + ) + + assert isinstance(photoionization_rate_coeff, pd.DataFrame) + assert isinstance(stimulated_recombination_rate_coeff, pd.DataFrame) + assert ( + photoionization_rate_coeff.shape[0] == len(level2continuum_edge_idx) - 1 + ) + assert ( + stimulated_recombination_rate_coeff.shape[0] + == len(level2continuum_edge_idx) - 1 + ) diff --git a/tardis/plasma/equilibrium/tests/test_rate_matrix.py b/tardis/plasma/equilibrium/tests/test_rate_matrix.py index d2897f1eea8..9a7a13c6b43 100644 --- a/tardis/plasma/equilibrium/tests/test_rate_matrix.py +++ b/tardis/plasma/equilibrium/tests/test_rate_matrix.py @@ -1,11 +1,12 @@ import astropy.units as u import numpy as np import pandas.testing as pdt +import pytest from tardis.plasma.electron_energy_distribution import ( ThermalElectronEnergyDistribution, ) -from tardis.plasma.equilibrium.rate_matrix import RateMatrix +from tardis.plasma.equilibrium.rate_matrix import IonRateMatrix, RateMatrix from tardis.plasma.radiation_field import ( DilutePlanckianRadiationField, ) @@ -34,3 +35,38 @@ def test_rate_matrix_solver( expected = regression_data.sync_dataframe(actual) pdt.assert_frame_equal(actual, expected) + + +@pytest.mark.parametrize("charge_conservation", [True, False]) +def test_ion_rate_matrix_solver( + radiative_ionization_solver, + collisional_ionization_solver, + collisional_simulation_state, + charge_conservation, + regression_data, +): + rate_matrix_solver = IonRateMatrix( + radiative_ionization_solver, collisional_ionization_solver + ) + + rad_field = DilutePlanckianRadiationField( + collisional_simulation_state.t_radiative, + dilution_factor=np.zeros_like(collisional_simulation_state.t_radiative), + ) + electron_dist = ThermalElectronEnergyDistribution( + 0, collisional_simulation_state.t_radiative, 1e6 * u.g / u.cm**3 + ) + + actual = rate_matrix_solver.solve( + rad_field, + electron_dist, + lte_level_pop, + level_pop, + lte_ion_pop, + ion_pop, + charge_conservation, + ) + + expected = regression_data.sync_dataframe(actual) + + pdt.assert_frame_equal(actual, expected) From 39fb72c12f7a2de152371dd573cc04017519160f Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 2 Jun 2025 11:06:43 -0400 Subject: [PATCH 23/56] Hydrogen plasma additions --- .../plasma/properties/hydrogen_continuum.py | 230 +++++++++++++++++- 1 file changed, 223 insertions(+), 7 deletions(-) diff --git a/tardis/plasma/properties/hydrogen_continuum.py b/tardis/plasma/properties/hydrogen_continuum.py index 94ff724cddc..c6e12b7caa1 100644 --- a/tardis/plasma/properties/hydrogen_continuum.py +++ b/tardis/plasma/properties/hydrogen_continuum.py @@ -11,15 +11,34 @@ AnalyticPhotoionizationRateSolver, CollisionalIonizationRateSolver, ) -from tardis.plasma.properties.base import ProcessingPlasmaProperty -from tardis.plasma.properties.ion_population import IonNumberDensity +from tardis.plasma.properties.base import ( + Input, + ProcessingPlasmaProperty, +) +from tardis.plasma.properties.ion_population import ( + IonNumberDensity, + PhiSahaNebular, + ThermalPhiSahaLTE, +) from tardis.plasma.properties.level_population import ( LevelNumberDensity, ) +from tardis.plasma.properties.partition_function import LevelBoltzmannFactorNLTE logger = logging.getLogger(__name__) -__all__ = ["HydrogenContinuumPropertes"] +__all__ = ["HydrogenContinuumPropertes", "Iteration"] + + +class Iteration(Input): + """ + Attributes + ---------- + iteration : int + Current iteration number. + """ + + outputs = ("iteration",) class LTEIonNumberDensity(IonNumberDensity): @@ -33,7 +52,6 @@ def calculate( number_density, electron_densities, block_ids, - ion_threshold, ): return self.calculate_with_n_electron( thermal_phi_lte, @@ -41,7 +59,7 @@ def calculate( number_density, electron_densities, block_ids, - ion_threshold, + 1e-20, # ION_ZERO_THRESHOLD from ion_population.py ) @@ -65,14 +83,14 @@ def _calculate_dilute_lte( class HydrogenContinuumPropertes(ProcessingPlasmaProperty): - outputs = ("ion_number_density", "electron_densities") + outputs = ("level_number_density", "stimulated_emission_factor") def __init__(self, plasma_parent, photo_ion_cross_sections): super().__init__(plasma_parent) self._update_inputs() self.photoionization_data = photo_ion_cross_sections - def calculate( + def calculate_hydrogen_ion_populations( self, t_electrons, previous_electron_densities, @@ -119,3 +137,201 @@ def calculate( ) return ion_number_density, electron_densities + + def calculate_lte_quantities( + self, + lte_level_number_density_solver, + number_density, + electron_number_density, + levels, + block_ids, + thermal_g_electron, + beta_electron, + ionization_data, + thermal_lte_level_boltzmann_factor, + thermal_lte_partition_function, + ): + thermal_phi_lte = ThermalPhiSahaLTE.calculate( + thermal_g_electron, + beta_electron, + ionization_data, + ) + + lte_ion_number_density = LTEIonNumberDensity( + self.plasma_parent, electron_densities=electron_number_density + ).calculate( + thermal_phi_lte, + thermal_lte_partition_function, + number_density, + electron_number_density, + block_ids, + ) + + lte_level_number_density = lte_level_number_density_solver.calculate( + thermal_lte_level_boltzmann_factor, + lte_ion_number_density, + levels, + thermal_lte_partition_function, + ) + + return lte_ion_number_density, lte_level_number_density + + def calculate( + self, + atomic_data, + ionization_data, + nlte_data, + levels, + t_electrons, + dilute_planckian_radiation_field, + general_level_boltzmann_factor, + thermal_lte_level_boltzmann_factor, + thermal_lte_partition_function, + previous_electron_densities, + number_density, + g, + thermal_g_electron, + block_ids, + t_rad, + w, + zeta_data, + delta, + g_electron, + beta_rad, + beta_electron, + iteration, + ): + # set up initial values for major properties- level number density, ion + # number density, electron number density, boltzmann factor, partition function, phi + # and thermal LTE (electron temperature) versions of level number density, + # ion number density, phi, boltzmann factor, partition function + + level_boltzmann_factor_solver = LevelBoltzmannFactorNLTE( + self.plasma_parent + ) + + level_boltzmann_factor = ( + level_boltzmann_factor_solver._calculate_general( + atomic_data, + nlte_data, + t_electrons, + dilute_planckian_radiation_field, + None, + general_level_boltzmann_factor, + previous_electron_densities, + g, + ) + ) + + partition_function = level_boltzmann_factor.groupby( + level=["atomic_number", "ion_number"] + ).sum() + + phi = PhiSahaNebular.calculate( + t_rad, + w, + zeta_data, + t_electrons, + delta, + g_electron, + beta_rad, + partition_function, + ionization_data, + ) + + ion_number_density = IonNumberDensity(self.plasma_parent).calculate( + phi, partition_function, number_density + ) + + lte_level_number_density_solver = LTELevelNumberDensity( + self.plasma_parent + ) + + level_number_density_solver = LevelNumberDensity(self.plasma_parent) + + level_number_density = level_number_density_solver.calculate( + level_boltzmann_factor, + ion_number_density, + levels, + partition_function, + ) + + lte_level_number_density, lte_ion_number_density = ( + self.calculate_lte_quantities( + lte_level_number_density_solver, + number_density, + previous_electron_densities, + levels, + block_ids, + thermal_g_electron, + beta_electron, + ionization_data, + thermal_lte_level_boltzmann_factor, + thermal_lte_partition_function, + ) + ) + + level_number_density_converged = False + + electron_number_density = previous_electron_densities + + # Need to solve iteratively to get a consistent solution between + # hydrogen and other elements. First iteration of the TARDIS simulation + # uses the analytic solution for the hydrogen ion number density. + # After that use estimators. + + while not level_number_density_converged: + hydrogen_ion_number_density, electron_number_density = ( + self.calculate_hydrogen_ion_populations( + t_electrons, + previous_electron_densities, + dilute_planckian_radiation_field, + number_density, + lte_level_number_density, + level_number_density, + lte_ion_number_density, + ion_number_density, + ) + ) + + ion_number_density, electron_number_density = IonNumberDensity( + self.plasma_parent, electron_densities=electron_number_density + ).calculate(phi, partition_function, number_density) + + lte_level_number_density, lte_ion_number_density = ( + self.calculate_lte_quantities(lte_level_number_density_solver) + ) + + level_number_density = level_number_density_solver.calculate( + level_boltzmann_factor, + ion_number_density, + levels, + partition_function, + ) + + # update properties before next loop + + level_boltzmann_factor = ( + level_boltzmann_factor_solver._calculate_general( + atomic_data, + nlte_data, + t_electrons, + dilute_planckian_radiation_field, + None, + general_level_boltzmann_factor, + electron_number_density, + g, + ) + ) + + partition_function = level_boltzmann_factor.groupby( + level=["atomic_number", "ion_number"] + ).sum() + + level_number_density_converged = True + + stimulated_emission_factor = ( + self.plasma_parent.stimulated_emission_factor + ) + + return level_number_density, stimulated_emission_factor From bdb62cf6d01e461ba489f4139f0055a000484308 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 2 Jun 2025 11:17:05 -0400 Subject: [PATCH 24/56] Remove unnecessary lambda --- tardis/plasma/equilibrium/ion_populations.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index fa8d5737399..737813c239a 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -93,9 +93,7 @@ def solve( charge_conservation, ) solved_matrices = self.rates_matrices.map( - lambda rates_matrix: self.__calculate_ion_population( - rates_matrix - ) + self.__calculate_ion_population ) ion_population_solution = pd.DataFrame( From 6847b1d6f004fb03acd460b263ae197ccff348a1 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 2 Jun 2025 14:14:15 -0400 Subject: [PATCH 25/56] Batch of test fixes --- tardis/plasma/equilibrium/ion_populations.py | 5 +--- tardis/plasma/equilibrium/tests/conftest.py | 20 +++++++++++++ .../tests/test_coll_ionization_strengths.py | 10 +------ .../equilibrium/tests/test_ion_populations.py | 24 ++++++++++----- .../tests/test_photoionization_strengths.py | 29 +++++++------------ 5 files changed, 49 insertions(+), 39 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 737813c239a..b49ecbb8c02 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -5,17 +5,14 @@ class IonPopulationSolver: max_solver_iterations = 100 - def __init__(self, rate_matrix_solver, ions: pd.DataFrame): + def __init__(self, rate_matrix_solver): """Solve the normalized ion population values from the rate matrices. Parameters ---------- rate_matrix_solver : - ions : pd.DataFrame - DataFrame of ions present. """ self.rate_matrix_solver = rate_matrix_solver - self.ions = ions def __calculate_ion_population(self, rates_matrix: np.ndarray): """Helper function to calculate the normalized, per-ion boltzmann factor. diff --git a/tardis/plasma/equilibrium/tests/conftest.py b/tardis/plasma/equilibrium/tests/conftest.py index c915e6a0784..fb14225c8f3 100644 --- a/tardis/plasma/equilibrium/tests/conftest.py +++ b/tardis/plasma/equilibrium/tests/conftest.py @@ -5,7 +5,10 @@ from tardis.io.atom_data import AtomData from tardis.io.configuration.config_reader import Configuration from tardis.model.base import SimulationState +from tardis.plasma.equilibrium.rate_matrix import IonRateMatrix from tardis.plasma.equilibrium.rates import ( + AnalyticPhotoionizationRateSolver, + CollisionalIonizationRateSolver, RadiativeRatesSolver, ThermalCollisionalRateSolver, ) @@ -68,3 +71,20 @@ def collisional_simulation_state(new_chianti_atomic_dataset_si): return SimulationState.from_config( config, atom_data=new_chianti_atomic_dataset_si ) + + +@pytest.fixture +def photoionization_rate_solver(atom_data): + return AnalyticPhotoionizationRateSolver(atom_data.photoionization_data) + + +@pytest.fixture +def collisional_ionization_rate_solver(atom_data): + return CollisionalIonizationRateSolver(atom_data.photoionization_data) + + +@pytest.fixture +def rate_matrix_solver(): + return IonRateMatrix( + photoionization_rate_solver, collisional_ionization_rate_solver + ) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py index becfea4d160..8fc9de6545c 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py @@ -28,7 +28,7 @@ def collisional_ionization_solver(mock_photoionization_cross_sections): return CollisionalIonizationSeaton(mock_photoionization_cross_sections) -def test_solve_with_valid_temperature(collisional_ionization_solver): +def test_solve(collisional_ionization_solver): """Test the solve method with a valid electron temperature.""" electron_temperature = 1e4 * u.K result = collisional_ionization_solver.solve(electron_temperature) @@ -39,11 +39,3 @@ def test_solve_with_valid_temperature(collisional_ionization_solver): collisional_ionization_solver.photoionization_cross_sections.index ) assert np.all(result.values >= 0) - - -def test_solve_with_invalid_temperature(collisional_ionization_solver): - """Test the solve method with an invalid electron temperature.""" - electron_temperature = -1e4 * u.K # Invalid temperature - - with pytest.raises(AssertionError): - collisional_ionization_solver.solve(electron_temperature) diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index 9884a5e9bb3..4ba4cedf413 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -1,17 +1,25 @@ +import astropy.units as u import numpy as np import pandas as pd -import pytest +from tardis.plasma.electron_energy_distribution import ( + ThermalElectronEnergyDistribution, +) from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver +from tardis.plasma.radiation_field import ( + DilutePlanckianRadiationField, +) -def test_solve(rate_matrix_solver, ions_dataframe): - ion_population_solver = IonPopulationSolver( - rate_matrix_solver, ions_dataframe - ) +def test_solve(rate_matrix_solver): + ion_population_solver = IonPopulationSolver(rate_matrix_solver) - radiation_field = None - thermal_electron_energy_distribution = None + radiation_field = DilutePlanckianRadiationField( + np.ones(20) * 10000 * u.K, dilution_factor=np.ones(20) * 0.5 + ) + thermal_electron_energy_distribution = ThermalElectronEnergyDistribution( + 0, np.ones(20) * 10000 * u.K, np.ones(20) * 2e9 * u.cm**-3 + ) lte_level_population = pd.DataFrame( {"population": [1.0, 2.0]}, index=pd.MultiIndex.from_tuples( @@ -21,7 +29,7 @@ def test_solve(rate_matrix_solver, ions_dataframe): level_population = lte_level_population.copy() lte_ion_population = lte_level_population.copy() ion_population = lte_level_population.copy() - charge_conservation = None + charge_conservation = False result = ion_population_solver.solve( radiation_field, diff --git a/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py b/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py index ca8a18e3425..139efd2b2d5 100644 --- a/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py +++ b/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py @@ -9,6 +9,9 @@ EstimatedPhotoionizationCoeffSolver, SpontaneousRecombinationCoeffSolver, ) +from tardis.plasma.radiation_field import ( + DilutePlanckianRadiationField, +) @pytest.fixture @@ -27,16 +30,9 @@ def mock_photoionization_cross_sections(): @pytest.fixture def mock_dilute_blackbody_radiationfield_state(): - """Fixture to create a mock radiation field state.""" - - class MockRadiationFieldState: - def __init__(self): - self.temperature = np.array([1e4, 1e4]) * u.K - - def calculate_mean_intensity(self, nu): - return np.array([1e-5, 2e-5]) * u.erg / (u.cm**2 * u.s * u.Hz) - - return MockRadiationFieldState() + return DilutePlanckianRadiationField( + np.ones(20) * 10000 * u.K, dilution_factor=np.ones(20) * 0.5 + ) def test_spontaneous_recombination_coeff_solver( @@ -62,7 +58,7 @@ def test_analytic_photoionization_coeff_solver( solver = AnalyticPhotoionizationCoeffSolver( mock_photoionization_cross_sections ) - electron_temperature = np.array([1e4, 1e4]) * u.K + electron_temperature = np.array([1e4] * 20) * u.K photoionization_rate_coeff, stimulated_recombination_rate_coeff = ( solver.solve( @@ -117,7 +113,7 @@ def test_analytic_corrected_photoionization_coeff_solver( def test_estimated_photoionization_coeff_solver(): - level2continuum_edge_idx = np.array([0, 2, 4]) + level2continuum_edge_idx = pd.Series(np.array([0, 2, 4])) solver = EstimatedPhotoionizationCoeffSolver(level2continuum_edge_idx) class MockRadFieldMCEstimators: @@ -134,10 +130,7 @@ class MockRadFieldMCEstimators: assert isinstance(photoionization_rate_coeff, pd.DataFrame) assert isinstance(stimulated_recombination_rate_coeff, pd.DataFrame) - assert ( - photoionization_rate_coeff.shape[0] == len(level2continuum_edge_idx) - 1 - ) - assert ( - stimulated_recombination_rate_coeff.shape[0] - == len(level2continuum_edge_idx) - 1 + assert photoionization_rate_coeff.shape[0] == len(level2continuum_edge_idx) + assert stimulated_recombination_rate_coeff.shape[0] == len( + level2continuum_edge_idx ) From 76d3ffd697fd3beb185c7234685250b85180a1ea Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 2 Jun 2025 16:18:08 -0400 Subject: [PATCH 26/56] Further test fixes --- tardis/plasma/equilibrium/tests/conftest.py | 16 ++++++--- .../equilibrium/tests/test_ion_populations.py | 19 ++++++++--- .../equilibrium/tests/test_rate_matrix.py | 34 +++++++++++++++---- 3 files changed, 52 insertions(+), 17 deletions(-) diff --git a/tardis/plasma/equilibrium/tests/conftest.py b/tardis/plasma/equilibrium/tests/conftest.py index fb14225c8f3..d31bf75bffb 100644 --- a/tardis/plasma/equilibrium/tests/conftest.py +++ b/tardis/plasma/equilibrium/tests/conftest.py @@ -74,17 +74,23 @@ def collisional_simulation_state(new_chianti_atomic_dataset_si): @pytest.fixture -def photoionization_rate_solver(atom_data): - return AnalyticPhotoionizationRateSolver(atom_data.photoionization_data) +def photoionization_rate_solver(nlte_atomic_dataset): + return AnalyticPhotoionizationRateSolver( + nlte_atomic_dataset.photoionization_data + ) @pytest.fixture -def collisional_ionization_rate_solver(atom_data): - return CollisionalIonizationRateSolver(atom_data.photoionization_data) +def collisional_ionization_rate_solver(nlte_atomic_dataset): + return CollisionalIonizationRateSolver( + nlte_atomic_dataset.photoionization_data + ) @pytest.fixture -def rate_matrix_solver(): +def rate_matrix_solver( + photoionization_rate_solver, collisional_ionization_rate_solver +): return IonRateMatrix( photoionization_rate_solver, collisional_ionization_rate_solver ) diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index 4ba4cedf413..067d3e8be01 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -21,14 +21,23 @@ def test_solve(rate_matrix_solver): 0, np.ones(20) * 10000 * u.K, np.ones(20) * 2e9 * u.cm**-3 ) lte_level_population = pd.DataFrame( - {"population": [1.0, 2.0]}, + data=np.ones((2, 20)) * 1e5, index=pd.MultiIndex.from_tuples( - [(1, 0), (2, 1)], names=["atomic_number", "ion_number"] + [(1, 0, 0), (1, 0, 1)], + names=["atomic_number", "ion_number", "level_number"], ), ) - level_population = lte_level_population.copy() - lte_ion_population = lte_level_population.copy() - ion_population = lte_level_population.copy() + + lte_ion_population = pd.DataFrame( + data=np.ones((2, 20)) * 1e5, + index=pd.MultiIndex.from_tuples( + [(1, 0), (1, 1)], + names=["atomic_number", "ion_number"], + ), + ) + + level_population = lte_level_population.copy() * 1.4 + ion_population = lte_level_population.copy() * 3.0 charge_conservation = False result = ion_population_solver.solve( diff --git a/tardis/plasma/equilibrium/tests/test_rate_matrix.py b/tardis/plasma/equilibrium/tests/test_rate_matrix.py index 9a7a13c6b43..6709e343962 100644 --- a/tardis/plasma/equilibrium/tests/test_rate_matrix.py +++ b/tardis/plasma/equilibrium/tests/test_rate_matrix.py @@ -1,5 +1,6 @@ import astropy.units as u import numpy as np +import pandas as pd import pandas.testing as pdt import pytest @@ -39,14 +40,14 @@ def test_rate_matrix_solver( @pytest.mark.parametrize("charge_conservation", [True, False]) def test_ion_rate_matrix_solver( - radiative_ionization_solver, - collisional_ionization_solver, + photoionization_rate_solver, + collisional_ionization_rate_solver, collisional_simulation_state, charge_conservation, regression_data, ): rate_matrix_solver = IonRateMatrix( - radiative_ionization_solver, collisional_ionization_solver + photoionization_rate_solver, collisional_ionization_rate_solver ) rad_field = DilutePlanckianRadiationField( @@ -57,13 +58,32 @@ def test_ion_rate_matrix_solver( 0, collisional_simulation_state.t_radiative, 1e6 * u.g / u.cm**3 ) + lte_level_population = pd.DataFrame( + data=np.ones((2, 20)) * 1e5, + index=pd.MultiIndex.from_tuples( + [(1, 0, 0), (1, 0, 1)], + names=["atomic_number", "ion_number", "level_number"], + ), + ) + + lte_ion_population = pd.DataFrame( + data=np.ones((2, 20)) * 1e5, + index=pd.MultiIndex.from_tuples( + [(1, 0), (1, 1)], + names=["atomic_number", "ion_number"], + ), + ) + + level_population = lte_level_population.copy() * 1.4 + ion_population = lte_level_population.copy() * 3.0 + actual = rate_matrix_solver.solve( rad_field, electron_dist, - lte_level_pop, - level_pop, - lte_ion_pop, - ion_pop, + lte_level_population, + level_population, + lte_ion_population, + ion_population, charge_conservation, ) From 8ac3c3b332d8526fe0eefe9167123e443548d035 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 3 Jun 2025 13:45:18 -0400 Subject: [PATCH 27/56] Fix the rest of the tests --- .../rates/photoionization_strengths.py | 4 +- tardis/plasma/equilibrium/tests/conftest.py | 36 ++++++++++++++-- .../tests/test_coll_ionization_strengths.py | 6 +-- .../equilibrium/tests/test_ion_populations.py | 42 ++++++++++++------- .../equilibrium/tests/test_rate_matrix.py | 2 +- 5 files changed, 64 insertions(+), 26 deletions(-) diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index 26aeced19c6..64679ac5a63 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -98,7 +98,7 @@ def solve(self, electron_temperature): spontaneous_recombination_rate_coeff_integrated = ( integrate_array_by_blocks( spontaneous_recombination_rate_coeff.to_numpy(), - self.nu, + self.nu.value, self.photoionization_block_references, ) ) @@ -364,7 +364,7 @@ def calculate_corrected_photoionization_rate_coeff( corrected_photoionization_rate_coeff = integrate_array_by_blocks( corrected_photoionization_rate_coeff.values, - self.nu, + self.nu.value, self.photoionization_block_references, ) corrected_photoionization_rate_coeff = pd.DataFrame( diff --git a/tardis/plasma/equilibrium/tests/conftest.py b/tardis/plasma/equilibrium/tests/conftest.py index d31bf75bffb..5b3acabfc39 100644 --- a/tardis/plasma/equilibrium/tests/conftest.py +++ b/tardis/plasma/equilibrium/tests/conftest.py @@ -22,6 +22,34 @@ def new_chianti_atomic_dataset_si(tardis_regression_path): return AtomData.from_hdf(atomic_data_fname) +@pytest.fixture # (scope="session") +def hydrogen_atomic_data_fname(tardis_regression_path): + """ + File name for the atomic data file used in NTLE ionization solver tests. + """ + atomic_data_fname = ( + tardis_regression_path / "atom_data" / "nlte_atom_data" / "cmfgen_H.h5" + ) + + atom_data_missing_str = ( + f"{atomic_data_fname} atomic datafiles does not seem to exist" + ) + + if not atomic_data_fname.exists(): + pytest.exit(atom_data_missing_str) + + return atomic_data_fname + + +@pytest.fixture # (scope="session") +def hydrogen_atomic_dataset(hydrogen_atomic_data_fname): + """ + Atomic dataset used for NLTE ionization solver tests. + """ + h_atomic_data = AtomData.from_hdf(hydrogen_atomic_data_fname) + return h_atomic_data + + @pytest.fixture(params=[(14, 1, slice(None), slice(None))]) def radiative_transitions(new_chianti_atomic_dataset_si, request): return new_chianti_atomic_dataset_si.lines.loc[request.param, :] @@ -74,16 +102,16 @@ def collisional_simulation_state(new_chianti_atomic_dataset_si): @pytest.fixture -def photoionization_rate_solver(nlte_atomic_dataset): +def photoionization_rate_solver(hydrogen_atomic_dataset): return AnalyticPhotoionizationRateSolver( - nlte_atomic_dataset.photoionization_data + hydrogen_atomic_dataset.photoionization_data ) @pytest.fixture -def collisional_ionization_rate_solver(nlte_atomic_dataset): +def collisional_ionization_rate_solver(hydrogen_atomic_dataset): return CollisionalIonizationRateSolver( - nlte_atomic_dataset.photoionization_data + hydrogen_atomic_dataset.photoionization_data ) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py index 8fc9de6545c..7944b69e127 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py @@ -12,11 +12,11 @@ def mock_photoionization_cross_sections(): """Fixture for mock photoionization cross-sections.""" data = { - "nu": [1e15, 2e15, 3e15], - "x_sect": [1e-18, 2e-18, 3e-18], + "nu": [1e15, 2e15], + "x_sect": [1e-18, 2e-18], } index = pd.MultiIndex.from_tuples( - [(1, 0, 0), (1, 1, 0), (2, 0, 0)], + [(1, 0, 0), (1, 0, 1)], names=["atomic_number", "ion_number", "level_number"], ) return pd.DataFrame(data, index=index) diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index 067d3e8be01..f052e997858 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -1,6 +1,7 @@ import astropy.units as u import numpy as np import pandas as pd +import pandas.testing as pdt from tardis.plasma.electron_energy_distribution import ( ThermalElectronEnergyDistribution, @@ -11,7 +12,7 @@ ) -def test_solve(rate_matrix_solver): +def test_solve(rate_matrix_solver, regression_data): ion_population_solver = IonPopulationSolver(rate_matrix_solver) radiation_field = DilutePlanckianRadiationField( @@ -29,7 +30,7 @@ def test_solve(rate_matrix_solver): ) lte_ion_population = pd.DataFrame( - data=np.ones((2, 20)) * 1e5, + data=np.vstack([np.ones(20) * 1e5, np.ones(20) * 1e10]), index=pd.MultiIndex.from_tuples( [(1, 0), (1, 1)], names=["atomic_number", "ion_number"], @@ -37,19 +38,28 @@ def test_solve(rate_matrix_solver): ) level_population = lte_level_population.copy() * 1.4 - ion_population = lte_level_population.copy() * 3.0 - charge_conservation = False - - result = ion_population_solver.solve( - radiation_field, - thermal_electron_energy_distribution, - lte_level_population, - level_population, - lte_ion_population, - ion_population, - charge_conservation, + ion_population = lte_ion_population.copy() * 3.0 + # needs to be true for the solver to work + charge_conservation = True + + actual_ion_population, actual_electron_density = ( + ion_population_solver.solve( + radiation_field, + thermal_electron_energy_distribution, + lte_level_population, + level_population, + lte_ion_population, + ion_population, + charge_conservation, + ) + ) + + expected_ion_population = regression_data.sync_dataframe( + actual_ion_population + ) + expected_electron_density = regression_data.sync_dataframe( + actual_electron_density ) - assert isinstance(result, pd.DataFrame) - assert not result.isnull().values.any() - assert (result >= 0).all().all() + pdt.assert_frame_equal(actual_ion_population, expected_ion_population) + pdt.assert_series_equal(actual_electron_density, expected_electron_density) diff --git a/tardis/plasma/equilibrium/tests/test_rate_matrix.py b/tardis/plasma/equilibrium/tests/test_rate_matrix.py index 6709e343962..29e778de970 100644 --- a/tardis/plasma/equilibrium/tests/test_rate_matrix.py +++ b/tardis/plasma/equilibrium/tests/test_rate_matrix.py @@ -75,7 +75,7 @@ def test_ion_rate_matrix_solver( ) level_population = lte_level_population.copy() * 1.4 - ion_population = lte_level_population.copy() * 3.0 + ion_population = lte_ion_population.copy() * 3.0 actual = rate_matrix_solver.solve( rad_field, From 21a07ac41e2863fa8ad3a1d18cc11f5b3b7ae302 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 3 Jun 2025 16:05:22 -0400 Subject: [PATCH 28/56] Fix tests and improve/correct docstrings --- tardis/plasma/equilibrium/ion_populations.py | 21 ++++- .../plasma/equilibrium/level_populations.py | 4 +- tardis/plasma/equilibrium/rate_matrix.py | 51 ++++++++--- .../rates/collisional_ionization_rates.py | 26 ++++++ .../rates/photoionization_rates.py | 22 ++--- tardis/plasma/equilibrium/tests/conftest.py | 19 +++- .../tests/test_coll_ionization_rates.py | 87 +++++++++---------- .../tests/test_coll_ionization_strengths.py | 14 --- .../equilibrium/tests/test_ion_populations.py | 36 ++++++-- .../tests/test_photoionization_strengths.py | 22 +---- 10 files changed, 185 insertions(+), 117 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index b49ecbb8c02..02f385cc92c 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -10,7 +10,7 @@ def __init__(self, rate_matrix_solver): Parameters ---------- - rate_matrix_solver : + rate_matrix_solver : IonRateMatrix """ self.rate_matrix_solver = rate_matrix_solver @@ -42,10 +42,27 @@ def solve( level_population, lte_ion_population, ion_population, - charge_conservation, + charge_conservation=True, ): """Solves the normalized ion population values from the rate matrices. + Parameters + ---------- + radiation_field : RadiationField + A radiation field that can compute its mean intensity. + thermal_electron_energy_distribution : ThermalElectronEnergyDistribution + Electron properties. + lte_level_population : pd.DataFrame + LTE level number density. Columns are cells. + level_population : pd.DataFrame + Estimated level number density. Columns are cells. + lte_ion_population : pd.DataFrame + LTE ion number density. Columns are cells. + ion_population : pd.DataFrame + Estimated ion number density. Columns are cells. + charge_conservation : bool, optional + Whether to include a charge conservation row in the rate matrix. + Returns ------- pd.DataFrame diff --git a/tardis/plasma/equilibrium/level_populations.py b/tardis/plasma/equilibrium/level_populations.py index 42120306fd3..173c5694f3d 100644 --- a/tardis/plasma/equilibrium/level_populations.py +++ b/tardis/plasma/equilibrium/level_populations.py @@ -58,9 +58,7 @@ def solve(self): # is needed solved_matrices = self.rates_matrices.loc[species_id].apply( - lambda rates_matrix: self.__calculate_level_population( - rates_matrix - ) + self.__calculate_level_population ) normalized_level_populations.loc[species_id, :] = np.vstack( solved_matrices.values diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index acd86b54b84..1bcd373f514 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -114,6 +114,16 @@ def __init__( radiative_ionization_rate_solver, collisional_ionization_rate_solver, ): + """Constructs the ionization rate matrix from radiative and collisional + ionization rate solvers. + + Parameters + ---------- + radiative_ionization_rate_solver : AnalyticPhotoionizationRateSolver | EstimatedPhotoionizationRateSolver + Solver for radiative ionization and recombination rates. + collisional_ionization_rate_solver : CollisionalIonizationRateSolver + Solver for collisional ionization and recombination rates. + """ self.radiative_ionization_rate_solver = radiative_ionization_rate_solver self.collisional_ionization_rate_solver = ( collisional_ionization_rate_solver @@ -148,10 +158,26 @@ def __calculate_total_grouped_rates(self, rates_df): .groupby(level=("atomic_number")) ) - def __construct_rate_matrix(self, rate, shell, ion_states): + def __construct_rate_matrix(self, rate, cell, ion_states): + """Construct a sparse rate matrix from the rates. + + Parameters + ---------- + rate : pd.DataFrame + Rate DataFrame indexed by atomic number and ion number + shell : int + Cell index + ion_states : int + Number of ion states for the atomic number + + Returns + ------- + coo_matrix + A sparse matrix representing the ionization rate for the given cell. + """ return coo_matrix( ( - rate[shell], + rate[cell], ( rate.index.get_level_values("ion_number_source"), rate.index.get_level_values("ion_number_destination"), @@ -176,21 +202,24 @@ def solve( ---------- radiation_field : RadiationField A radiation field that can compute its mean intensity. - electron_energy_distribution : ThermalElectronEnergyDistribution + thermal_electron_energy_distribution : ThermalElectronEnergyDistribution Electron properties. - level_number_density : pd.DataFrame - Electron energy level number density. Columns are cells. - ion_number_density : pd.DataFrame - Ion number density. Columns are cells. - saha_factor : pd.DataFrame - Saha factor: the LTE level number density divided by the LTE ion - number density and the electron number density. + lte_level_population : pd.DataFrame + LTE level number density. Columns are cells. + level_population : pd.DataFrame + Estimated level number density. Columns are cells. + lte_ion_population : pd.DataFrame + LTE ion number density. Columns are cells. + ion_population : pd.DataFrame + Estimated ion number density. Columns are cells. + charge_conservation : bool, optional + Whether to include a charge conservation row in the rate matrix. Returns ------- pd.DataFrame A DataFrame of rate matrices indexed by atomic number and ion number, - with each column being a cell. + with each column being a cell. Each entry is a numpy array. """ photoion_rates_df, recomb_rates_df = ( self.radiative_ionization_rate_solver.solve( diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index f8f047b2097..0e7bf4be2b9 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -7,12 +7,38 @@ class CollisionalIonizationRateSolver: """Solver for collisional ionization and recombination rates.""" def __init__(self, photoionization_cross_sections): + """Initialize the collisional ionization rate solver. + + Parameters + ---------- + photoionization_cross_sections : pd.DataFrame + Photoionization cross sections. + """ self.photoionization_cross_sections = photoionization_cross_sections @staticmethod def __reindex_ionization_rate_dataframe( rate_dataframe, recombination=False ): + """Index the ionization rate dataframe to include source and destination + ion numbers and level numbers. + + Parameters + ---------- + rate_dataframe : pd.DataFrame + Dataframe of ionization rates + recombination : bool, optional + If true, reverse the direction of source to destination + to handle recombination, by default False + + Returns + ------- + pd.DataFrame + Dataframe with additional columns for source and destination + ion numbers and level numbers, indexed by atomic number, ion number, + source level number, destination ion number, and destination + level number. + """ rate_dataframe.index.names = [ "atomic_number", "ion_number", diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 556002bf432..017ce9fde12 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -84,13 +84,14 @@ def solve( A radiation field that can compute its mean intensity. electron_energy_distribution : ThermalElectronEnergyDistribution Electron properties. - level_number_density : pd.DataFrame - Electron energy level number density. Columns are cells. - ion_number_density : pd.DataFrame - Ion number density. Columns are cells. - saha_factor : pd.DataFrame - Saha factor: the LTE level number density divided by the LTE ion - number density and the electron number density. + lte_level_population : pd.DataFrame + LTE level number density. Columns are cells. + level_population : pd.DataFrame + Estimated level number density. Columns are cells. + lte_ion_population : pd.DataFrame + LTE ion number density. Columns are cells. + ion_population : pd.DataFrame + Estimated ion number density. Columns are cells. Returns ------- @@ -173,13 +174,8 @@ def solve( Time of simulation. volume : u.Quantity Volume per cell. - level_number_density : pd.DataFrame + level_population : pd.DataFrame Electron energy level number density. Columns are cells. - ion_number_density : pd.DataFrame - Ion number density. Columns are cells. - saha_factor : pd.DataFrame - Saha factor: the LTE level number density divided by the LTE ion - number density and the electron number density. Returns ------- diff --git a/tardis/plasma/equilibrium/tests/conftest.py b/tardis/plasma/equilibrium/tests/conftest.py index 5b3acabfc39..6e29cbec063 100644 --- a/tardis/plasma/equilibrium/tests/conftest.py +++ b/tardis/plasma/equilibrium/tests/conftest.py @@ -1,5 +1,6 @@ from pathlib import Path +import pandas as pd import pytest from tardis.io.atom_data import AtomData @@ -14,6 +15,20 @@ ) +@pytest.fixture +def mock_photoionization_cross_sections(): + """Fixture for mock photoionization cross-sections.""" + data = { + "nu": [1e15, 2e15], + "x_sect": [1e-18, 2e-18], + } + index = pd.MultiIndex.from_tuples( + [(1, 0, 0), (1, 0, 1)], + names=["atomic_number", "ion_number", "level_number"], + ) + return pd.DataFrame(data, index=index) + + @pytest.fixture def new_chianti_atomic_dataset_si(tardis_regression_path): atomic_data_fname = ( @@ -22,7 +37,7 @@ def new_chianti_atomic_dataset_si(tardis_regression_path): return AtomData.from_hdf(atomic_data_fname) -@pytest.fixture # (scope="session") +@pytest.fixture(scope="session") def hydrogen_atomic_data_fname(tardis_regression_path): """ File name for the atomic data file used in NTLE ionization solver tests. @@ -41,7 +56,7 @@ def hydrogen_atomic_data_fname(tardis_regression_path): return atomic_data_fname -@pytest.fixture # (scope="session") +@pytest.fixture(scope="session") def hydrogen_atomic_dataset(hydrogen_atomic_data_fname): """ Atomic dataset used for NLTE ionization solver tests. diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py index 8c187001bdf..0cf27d5cf21 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py @@ -1,13 +1,12 @@ -import pytest -import pandas as pd +import astropy.units as u import numpy as np +import pandas as pd +import pandas.testing as pdt +import pytest from tardis.plasma.equilibrium.rates.collisional_ionization_rates import ( CollisionalIonizationRateSolver, ) -from tardis.plasma.equilibrium.rates.collisional_ionization_strengths import ( - CollisionalIonizationSeaton, -) class MockElectronDistribution: @@ -18,24 +17,12 @@ def __init__(self, temperature, number_density): self.number_density = number_density -@pytest.fixture -def mock_photoionization_cross_sections(): - """Fixture for mock photoionization cross-sections.""" - return pd.DataFrame( - { - "atomic_number": [1, 2], - "ion_number": [0, 1], - "cross_section": [1e-18, 2e-18], - } - ) - - @pytest.fixture def mock_electron_distribution(): """Fixture for mock electron distribution.""" return MockElectronDistribution( - temperature=pd.Series([10000, 20000], index=[0, 1]), - number_density=pd.Series([1e13, 2e13], index=[0, 1]), + temperature=np.array([10000, 20000]) * u.K, + number_density=np.array([1e13, 2e13]) * u.cm**-3, ) @@ -43,10 +30,10 @@ def mock_electron_distribution(): def mock_saha_factor(): """Fixture for mock Saha factor.""" index = pd.MultiIndex.from_tuples( - [(1, 0, 0), (2, 1, 0)], + [(1, 0, 0), (1, 0, 1)], names=["atomic_number", "ion_number", "level_number"], ) - return pd.DataFrame([0.1, 0.2], index=index, columns=["saha_factor"]) + return pd.DataFrame([[1e-15, 1e-20], [1e-15, 1e-20]], index=index) def test_collisional_ionization_rate_solver_init( @@ -65,41 +52,49 @@ def test_collisional_ionization_rate_solver_solve( mock_photoionization_cross_sections, mock_electron_distribution, mock_saha_factor, + regression_data, ): """Test the solve method of CollisionalIonizationRateSolver.""" solver = CollisionalIonizationRateSolver( mock_photoionization_cross_sections ) - # Mock the strength solver - class MockStrengthSolver: - def __init__(self, photoionization_cross_sections): - pass - - def solve(self, temperature): - return pd.DataFrame( - { - "atomic_number": [1, 2], - "ion_number": [0, 1], - "level_number_source": [0, 0], - "rate": [1e-8, 2e-8], - } - ).set_index(["atomic_number", "ion_number", "level_number_source"]) - - # Replace the strength solver with the mock - CollisionalIonizationSeaton.solve = MockStrengthSolver.solve - - ionization_rates, recombination_rates = solver.solve( + actual_ionization_rates, actual_recombination_rates = solver.solve( mock_electron_distribution, mock_saha_factor, approximation="seaton" ) - # Check ionization rates - assert not ionization_rates.empty - assert "rate" in ionization_rates.columns + # write paths manually with regression_data directory info from the class + if regression_data.enable_generate_reference: + actual_ionization_rates.to_hdf( + regression_data.absolute_regression_data_dir + / "ionization_rates.h5", + key="data", + ) + actual_recombination_rates.to_hdf( + regression_data.absolute_regression_data_dir + / "recombination_rates.h5", + key="data", + ) + pytest.skip("Skipping test to generate reference data") + else: + expected_ionization_rates = pd.read_hdf( + regression_data.absolute_regression_data_dir + / "ionization_rates.h5", + key="data", + ) + + expected_recombination_rates = pd.read_hdf( + regression_data.absolute_regression_data_dir + / "recombination_rates.h5", + key="data", + ) - # Check recombination rates - assert not recombination_rates.empty - assert "rate" in recombination_rates.columns + pdt.assert_frame_equal( + actual_ionization_rates, expected_ionization_rates + ) + pdt.assert_frame_equal( + actual_recombination_rates, expected_recombination_rates + ) def test_collisional_ionization_rate_solver_invalid_approximation( diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py index 7944b69e127..51f1024d009 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_strengths.py @@ -8,20 +8,6 @@ ) -@pytest.fixture -def mock_photoionization_cross_sections(): - """Fixture for mock photoionization cross-sections.""" - data = { - "nu": [1e15, 2e15], - "x_sect": [1e-18, 2e-18], - } - index = pd.MultiIndex.from_tuples( - [(1, 0, 0), (1, 0, 1)], - names=["atomic_number", "ion_number", "level_number"], - ) - return pd.DataFrame(data, index=index) - - @pytest.fixture def collisional_ionization_solver(mock_photoionization_cross_sections): """Fixture for CollisionalIonizationSeaton instance.""" diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index f052e997858..ddfa522fa8e 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -2,6 +2,7 @@ import numpy as np import pandas as pd import pandas.testing as pdt +import pytest from tardis.plasma.electron_energy_distribution import ( ThermalElectronEnergyDistribution, @@ -54,12 +55,31 @@ def test_solve(rate_matrix_solver, regression_data): ) ) - expected_ion_population = regression_data.sync_dataframe( - actual_ion_population - ) - expected_electron_density = regression_data.sync_dataframe( - actual_electron_density - ) + # write paths manually with regression_data directory info from the class + if regression_data.enable_generate_reference: + actual_ion_population.to_hdf( + regression_data.absolute_regression_data_dir / "ion_population.h5", + key="data", + ) + actual_electron_density.to_hdf( + regression_data.absolute_regression_data_dir + / "electron_density.h5", + key="data", + ) + pytest.skip("Skipping test to generate reference data") + else: + expected_ion_population = pd.read_hdf( + regression_data.absolute_regression_data_dir / "ion_population.h5", + key="data", + ) + + expected_electron_density = pd.read_hdf( + regression_data.absolute_regression_data_dir + / "electron_density.h5", + key="data", + ) - pdt.assert_frame_equal(actual_ion_population, expected_ion_population) - pdt.assert_series_equal(actual_electron_density, expected_electron_density) + pdt.assert_frame_equal(actual_ion_population, expected_ion_population) + pdt.assert_series_equal( + actual_electron_density, expected_electron_density + ) diff --git a/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py b/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py index 139efd2b2d5..1190c1da077 100644 --- a/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py +++ b/tardis/plasma/equilibrium/tests/test_photoionization_strengths.py @@ -14,20 +14,6 @@ ) -@pytest.fixture -def mock_photoionization_cross_sections(): - """Fixture to create mock photoionization cross-sections.""" - index = pd.MultiIndex.from_tuples( - [(1, 0, 0), (1, 0, 1), (2, 1, 0), (2, 1, 1)], - names=["atomic_number", "ion_number", "level_number"], - ) - data = { - "nu": [1e15, 2e15, 1e15, 2e15], - "x_sect": [1e-18, 2e-18, 1e-18, 2e-18], - } - return pd.DataFrame(data, index=index) - - @pytest.fixture def mock_dilute_blackbody_radiationfield_state(): return DilutePlanckianRadiationField( @@ -85,16 +71,16 @@ def test_analytic_corrected_photoionization_coeff_solver( ) electron_temperature = np.array([1e4, 1e4]) * u.K lte_level_population = pd.DataFrame( - np.ones((4, 2)), index=mock_photoionization_cross_sections.index + np.ones((2, 2)), index=mock_photoionization_cross_sections.index ) level_population = pd.DataFrame( - np.ones((4, 2)), index=mock_photoionization_cross_sections.index + np.ones((2, 2)), index=mock_photoionization_cross_sections.index ) lte_ion_population = pd.DataFrame( - np.ones((4, 2)), index=mock_photoionization_cross_sections.index + np.ones((2, 2)), index=mock_photoionization_cross_sections.index ) ion_population = pd.DataFrame( - np.ones((4, 2)), index=mock_photoionization_cross_sections.index + np.ones((2, 2)), index=mock_photoionization_cross_sections.index ) corrected_photoionization_rate_coeff = solver.solve( From c99bbdde927fb3ef7b4abb71b60dfd858b89b8f8 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Fri, 20 Jun 2025 13:33:31 -0400 Subject: [PATCH 29/56] Update notebook --- .../equilibrium/ionization_solutions.ipynb | 1292 ++++++++++++++--- 1 file changed, 1121 insertions(+), 171 deletions(-) diff --git a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb index f11fcb4e1af..98933236cfb 100644 --- a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb +++ b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb @@ -20,14 +20,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "ac65f71f", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "35fd300f2243416b833c7c2786f8170e", + "model_id": "6df91c84a19a4201876bc84b6d755c0a", "version_major": 2, "version_minor": 0 }, @@ -41,7 +41,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "04a0caa6d1064e6fac2a2ad4b2e92710", + "model_id": "74b07a522c8f4f18baa9cb42bb7f6853", "version_major": 2, "version_minor": 0 }, @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "5d619814", "metadata": {}, "outputs": [ @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "7748425f", "metadata": {}, "outputs": [], @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "73708f4a", "metadata": {}, "outputs": [ @@ -167,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "6eac3960", "metadata": {}, "outputs": [], @@ -186,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "e7ba7c5c", "metadata": {}, "outputs": [], @@ -208,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "891296ad", "metadata": {}, "outputs": [], @@ -225,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "a01c3d46", "metadata": {}, "outputs": [], @@ -247,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "893abf04", "metadata": {}, "outputs": [], @@ -275,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "baccf820", "metadata": {}, "outputs": [], @@ -315,96 +315,10 @@ ")" ] }, - { - "cell_type": "markdown", - "id": "9f9adff2", - "metadata": {}, - "source": [ - "## Optional: solve for the ionization rate matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "0161d35b", - "metadata": {}, - "outputs": [], - "source": [ - "ion_rate_matrix = ion_rate_matrix_solver.solve(\n", - " rad_field,\n", - " electron_dist,\n", - " lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1],\n", - " plasma.level_number_density.loc[plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", - " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " plasma.ion_number_density.loc[plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " charge_conservation=True)" - ] - }, - { - "cell_type": "markdown", - "id": "79912e76", - "metadata": {}, - "source": [ - "Ionization rate matrix for cell 0. First row is charge conservation. Second row is number conservation." - ] - }, { "cell_type": "code", - "execution_count": 15, - "id": "1b1dc4c9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([array([[ 0.00000000e+00, 1.00000000e+00, -1.00000000e+00],\n", - " [ 1.00000000e+00, 1.00000000e+00, 0.00000000e+00],\n", - " [ 1.59345585e+17, -4.76114211e+07, 0.00000000e+00]])],\n", - " dtype=object)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ion_rate_matrix[0].values" - ] - }, - { - "cell_type": "markdown", - "id": "3816c66b", - "metadata": {}, - "source": [ - "# Solve ion population" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "4b5adfa4", - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver\n", - "\n", - "solver = IonPopulationSolver(ion_rate_matrix_solver, [(1, 0), (1,1)])\n", - "\n", - "ion_pops = solver.solve(\n", - " rad_field,\n", - " electron_dist,\n", - " lte_level_number_density,\n", - " plasma.level_number_density,\n", - " lte_ion_number_density,\n", - " plasma.ion_number_density,\n", - " charge_conservation=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "5fb44e5d", + "execution_count": 13, + "id": "f3837dfa", "metadata": {}, "outputs": [ { @@ -429,6 +343,7 @@ " \n", " \n", " \n", + " \n", " 0\n", " 1\n", " 2\n", @@ -453,6 +368,7 @@ " \n", " atomic_number\n", " ion_number\n", + " level_number\n", " \n", " \n", " \n", @@ -477,98 +393,1122 @@ " \n", " \n", " \n", - " 1\n", + " 1\n", + " 0\n", " 0\n", - " 3.747555e-10\n", - " 3.810791e-10\n", - " 3.890471e-10\n", - " 3.990015e-10\n", - " 4.113389e-10\n", - " 4.265170e-10\n", - " 4.450609e-10\n", - " 4.675712e-10\n", - " 4.947310e-10\n", - " 5.273145e-10\n", - " 5.661958e-10\n", - " 6.123583e-10\n", - " 6.669046e-10\n", - " 7.310669e-10\n", - " 8.062184e-10\n", - " 8.938847e-10\n", - " 9.957564e-10\n", - " 1.113702e-09\n", - " 1.249782e-09\n", - " 1.406263e-09\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", + " 2.954267e-15\n", " \n", " \n", " 1\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", - " 1.000000e+00\n", + " 8.561027e-20\n", + " 8.561027e-20\n", + " 8.561027e-20\n", + " 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27 3.312816e-19 3.312816e-19 \n", + " 28 3.548827e-19 3.548827e-19 \n", + " 29 3.793125e-19 3.793125e-19 \n", "\n", - " 6 7 8 \\\n", - "atomic_number ion_number \n", - "1 0 4.450609e-10 4.675712e-10 4.947310e-10 \n", - " 1 1.000000e+00 1.000000e+00 1.000000e+00 \n", + " 8 9 \\\n", + "atomic_number ion_number level_number \n", + "1 0 0 2.954267e-15 2.954267e-15 \n", + " 1 8.561027e-20 8.561027e-20 \n", + " 2 2.152074e-20 2.152074e-20 \n", + " 3 1.776595e-20 1.776595e-20 \n", + " 4 1.946301e-20 1.946301e-20 \n", + " 5 2.311055e-20 2.311055e-20 \n", + " 6 2.800258e-20 2.800258e-20 \n", + " 7 3.391578e-20 3.391578e-20 \n", + " 8 4.075987e-20 4.075987e-20 \n", + " 9 4.849225e-20 4.849225e-20 \n", + " 10 5.709047e-20 5.709047e-20 \n", + " 11 6.654177e-20 6.654177e-20 \n", + " 12 7.683840e-20 7.683840e-20 \n", + " 13 8.797545e-20 8.797545e-20 \n", + " 14 9.994965e-20 9.994965e-20 \n", + " 15 1.127588e-19 1.127588e-19 \n", + " 16 1.264013e-19 1.264013e-19 \n", + " 17 1.408760e-19 1.408760e-19 \n", + " 18 1.561821e-19 1.561821e-19 \n", + " 19 1.723189e-19 1.723189e-19 \n", + " 20 1.892861e-19 1.892861e-19 \n", + " 21 2.070832e-19 2.070832e-19 \n", + " 22 2.257099e-19 2.257099e-19 \n", + " 23 2.451661e-19 2.451661e-19 \n", + " 24 2.654514e-19 2.654514e-19 \n", + " 25 2.865659e-19 2.865659e-19 \n", + " 26 3.085093e-19 3.085093e-19 \n", + " 27 3.312816e-19 3.312816e-19 \n", + " 28 3.548827e-19 3.548827e-19 \n", + " 29 3.793125e-19 3.793125e-19 \n", "\n", - " 9 10 11 \\\n", - "atomic_number ion_number \n", - "1 0 5.273145e-10 5.661958e-10 6.123583e-10 \n", - " 1 1.000000e+00 1.000000e+00 1.000000e+00 \n", + " 10 11 \\\n", + "atomic_number ion_number level_number \n", + "1 0 0 2.954267e-15 2.954267e-15 \n", + " 1 8.561027e-20 8.561027e-20 \n", + " 2 2.152074e-20 2.152074e-20 \n", + " 3 1.776595e-20 1.776595e-20 \n", + " 4 1.946301e-20 1.946301e-20 \n", + " 5 2.311055e-20 2.311055e-20 \n", + " 6 2.800258e-20 2.800258e-20 \n", + " 7 3.391578e-20 3.391578e-20 \n", + " 8 4.075987e-20 4.075987e-20 \n", + " 9 4.849225e-20 4.849225e-20 \n", + " 10 5.709047e-20 5.709047e-20 \n", + " 11 6.654177e-20 6.654177e-20 \n", + " 12 7.683840e-20 7.683840e-20 \n", + " 13 8.797545e-20 8.797545e-20 \n", + " 14 9.994965e-20 9.994965e-20 \n", + " 15 1.127588e-19 1.127588e-19 \n", + " 16 1.264013e-19 1.264013e-19 \n", + " 17 1.408760e-19 1.408760e-19 \n", + " 18 1.561821e-19 1.561821e-19 \n", + " 19 1.723189e-19 1.723189e-19 \n", + " 20 1.892861e-19 1.892861e-19 \n", + " 21 2.070832e-19 2.070832e-19 \n", + " 22 2.257099e-19 2.257099e-19 \n", + " 23 2.451661e-19 2.451661e-19 \n", + " 24 2.654514e-19 2.654514e-19 \n", + " 25 2.865659e-19 2.865659e-19 \n", + " 26 3.085093e-19 3.085093e-19 \n", + " 27 3.312816e-19 3.312816e-19 \n", + " 28 3.548827e-19 3.548827e-19 \n", + " 29 3.793125e-19 3.793125e-19 \n", "\n", - " 12 13 14 \\\n", - "atomic_number ion_number \n", - "1 0 6.669046e-10 7.310669e-10 8.062184e-10 \n", - " 1 1.000000e+00 1.000000e+00 1.000000e+00 \n", + " 12 13 \\\n", + "atomic_number ion_number level_number \n", + "1 0 0 2.954267e-15 2.954267e-15 \n", + " 1 8.561027e-20 8.561027e-20 \n", + " 2 2.152074e-20 2.152074e-20 \n", + " 3 1.776595e-20 1.776595e-20 \n", + " 4 1.946301e-20 1.946301e-20 \n", + " 5 2.311055e-20 2.311055e-20 \n", + " 6 2.800258e-20 2.800258e-20 \n", + " 7 3.391578e-20 3.391578e-20 \n", + " 8 4.075987e-20 4.075987e-20 \n", + " 9 4.849225e-20 4.849225e-20 \n", + " 10 5.709047e-20 5.709047e-20 \n", + " 11 6.654177e-20 6.654177e-20 \n", + " 12 7.683840e-20 7.683840e-20 \n", + " 13 8.797545e-20 8.797545e-20 \n", + " 14 9.994965e-20 9.994965e-20 \n", + " 15 1.127588e-19 1.127588e-19 \n", + " 16 1.264013e-19 1.264013e-19 \n", + " 17 1.408760e-19 1.408760e-19 \n", + " 18 1.561821e-19 1.561821e-19 \n", + " 19 1.723189e-19 1.723189e-19 \n", + " 20 1.892861e-19 1.892861e-19 \n", + " 21 2.070832e-19 2.070832e-19 \n", + " 22 2.257099e-19 2.257099e-19 \n", + " 23 2.451661e-19 2.451661e-19 \n", + " 24 2.654514e-19 2.654514e-19 \n", + " 25 2.865659e-19 2.865659e-19 \n", + " 26 3.085093e-19 3.085093e-19 \n", + " 27 3.312816e-19 3.312816e-19 \n", + " 28 3.548827e-19 3.548827e-19 \n", + " 29 3.793125e-19 3.793125e-19 \n", "\n", - " 15 16 17 \\\n", - "atomic_number ion_number \n", - "1 0 8.938847e-10 9.957564e-10 1.113702e-09 \n", - " 1 1.000000e+00 1.000000e+00 1.000000e+00 \n", + " 14 15 \\\n", + "atomic_number ion_number level_number \n", + "1 0 0 2.954267e-15 2.954267e-15 \n", + " 1 8.561027e-20 8.561027e-20 \n", + " 2 2.152074e-20 2.152074e-20 \n", + " 3 1.776595e-20 1.776595e-20 \n", + " 4 1.946301e-20 1.946301e-20 \n", + " 5 2.311055e-20 2.311055e-20 \n", + " 6 2.800258e-20 2.800258e-20 \n", + " 7 3.391578e-20 3.391578e-20 \n", + " 8 4.075987e-20 4.075987e-20 \n", + " 9 4.849225e-20 4.849225e-20 \n", + " 10 5.709047e-20 5.709047e-20 \n", + " 11 6.654177e-20 6.654177e-20 \n", + " 12 7.683840e-20 7.683840e-20 \n", + " 13 8.797545e-20 8.797545e-20 \n", + " 14 9.994965e-20 9.994965e-20 \n", + " 15 1.127588e-19 1.127588e-19 \n", + " 16 1.264013e-19 1.264013e-19 \n", + " 17 1.408760e-19 1.408760e-19 \n", + " 18 1.561821e-19 1.561821e-19 \n", + " 19 1.723189e-19 1.723189e-19 \n", + " 20 1.892861e-19 1.892861e-19 \n", + " 21 2.070832e-19 2.070832e-19 \n", + " 22 2.257099e-19 2.257099e-19 \n", + " 23 2.451661e-19 2.451661e-19 \n", + " 24 2.654514e-19 2.654514e-19 \n", + " 25 2.865659e-19 2.865659e-19 \n", + " 26 3.085093e-19 3.085093e-19 \n", + " 27 3.312816e-19 3.312816e-19 \n", + " 28 3.548827e-19 3.548827e-19 \n", + " 29 3.793125e-19 3.793125e-19 \n", "\n", - " 18 19 \n", - "atomic_number ion_number \n", - "1 0 1.249782e-09 1.406263e-09 \n", - " 1 1.000000e+00 1.000000e+00 " + " 16 17 \\\n", + "atomic_number ion_number level_number \n", + "1 0 0 2.954267e-15 2.954267e-15 \n", + " 1 8.561027e-20 8.561027e-20 \n", + " 2 2.152074e-20 2.152074e-20 \n", + " 3 1.776595e-20 1.776595e-20 \n", + " 4 1.946301e-20 1.946301e-20 \n", + " 5 2.311055e-20 2.311055e-20 \n", + " 6 2.800258e-20 2.800258e-20 \n", + " 7 3.391578e-20 3.391578e-20 \n", + " 8 4.075987e-20 4.075987e-20 \n", + " 9 4.849225e-20 4.849225e-20 \n", + " 10 5.709047e-20 5.709047e-20 \n", + " 11 6.654177e-20 6.654177e-20 \n", + " 12 7.683840e-20 7.683840e-20 \n", + " 13 8.797545e-20 8.797545e-20 \n", + " 14 9.994965e-20 9.994965e-20 \n", + " 15 1.127588e-19 1.127588e-19 \n", + " 16 1.264013e-19 1.264013e-19 \n", + " 17 1.408760e-19 1.408760e-19 \n", + " 18 1.561821e-19 1.561821e-19 \n", + " 19 1.723189e-19 1.723189e-19 \n", + " 20 1.892861e-19 1.892861e-19 \n", + " 21 2.070832e-19 2.070832e-19 \n", + " 22 2.257099e-19 2.257099e-19 \n", + " 23 2.451661e-19 2.451661e-19 \n", + " 24 2.654514e-19 2.654514e-19 \n", + " 25 2.865659e-19 2.865659e-19 \n", + " 26 3.085093e-19 3.085093e-19 \n", + " 27 3.312816e-19 3.312816e-19 \n", + " 28 3.548827e-19 3.548827e-19 \n", + " 29 3.793125e-19 3.793125e-19 \n", + "\n", + " 18 19 \n", + "atomic_number ion_number level_number \n", + "1 0 0 2.954267e-15 2.954267e-15 \n", + " 1 8.561027e-20 8.561027e-20 \n", + " 2 2.152074e-20 2.152074e-20 \n", + " 3 1.776595e-20 1.776595e-20 \n", + " 4 1.946301e-20 1.946301e-20 \n", + " 5 2.311055e-20 2.311055e-20 \n", + " 6 2.800258e-20 2.800258e-20 \n", + " 7 3.391578e-20 3.391578e-20 \n", + " 8 4.075987e-20 4.075987e-20 \n", + " 9 4.849225e-20 4.849225e-20 \n", + " 10 5.709047e-20 5.709047e-20 \n", + " 11 6.654177e-20 6.654177e-20 \n", + " 12 7.683840e-20 7.683840e-20 \n", + " 13 8.797545e-20 8.797545e-20 \n", + " 14 9.994965e-20 9.994965e-20 \n", + " 15 1.127588e-19 1.127588e-19 \n", + " 16 1.264013e-19 1.264013e-19 \n", + " 17 1.408760e-19 1.408760e-19 \n", + " 18 1.561821e-19 1.561821e-19 \n", + " 19 1.723189e-19 1.723189e-19 \n", + " 20 1.892861e-19 1.892861e-19 \n", + " 21 2.070832e-19 2.070832e-19 \n", + " 22 2.257099e-19 2.257099e-19 \n", + " 23 2.451661e-19 2.451661e-19 \n", + " 24 2.654514e-19 2.654514e-19 \n", + " 25 2.865659e-19 2.865659e-19 \n", + " 26 3.085093e-19 3.085093e-19 \n", + " 27 3.312816e-19 3.312816e-19 \n", + " 28 3.548827e-19 3.548827e-19 \n", + " 29 3.793125e-19 3.793125e-19 " ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], + "source": [ + "saha_factor" + ] + }, + { + "cell_type": "markdown", + "id": "9f9adff2", + "metadata": {}, + "source": [ + "## Optional: solve for the ionization rate matrix" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0161d35b", + "metadata": {}, + "outputs": [], + "source": [ + "ion_rate_matrix = ion_rate_matrix_solver.solve(\n", + " rad_field,\n", + " electron_dist,\n", + " lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1],\n", + " plasma.level_number_density.loc[plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " plasma.ion_number_density.loc[plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " charge_conservation=True)" + ] + }, + { + "cell_type": "markdown", + "id": "79912e76", + "metadata": {}, + "source": [ + "Ionization rate matrix for cell 0. First row is charge conservation. Second row is number conservation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b1dc4c9", + "metadata": {}, + "outputs": [], + "source": [ + "ion_rate_matrix[0].values" + ] + }, + { + "cell_type": "markdown", + "id": "3816c66b", + "metadata": {}, + "source": [ + "# Solve ion population" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4b5adfa4", + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver\n", + "\n", + "solver = IonPopulationSolver(ion_rate_matrix_solver)\n", + "\n", + "# Charge conservation is currently required to be True for the solver to work correctly.\n", + "\n", + "ion_pops, electron_densities = solver.solve(\n", + " rad_field,\n", + " electron_dist,\n", + " lte_level_number_density,\n", + " plasma.level_number_density,\n", + " lte_ion_number_density,\n", + " plasma.ion_number_density,\n", + " charge_conservation=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5fb44e5d", + "metadata": {}, + "outputs": [], "source": [ "ion_pops" ] @@ -579,6 +1519,16 @@ "id": "8d24f067", "metadata": {}, "outputs": [], + "source": [ + "electron_densities" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90376e5f", + "metadata": {}, + "outputs": [], "source": [] } ], @@ -598,7 +1548,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.13.2" } }, "nbformat": 4, From daa2a5bffdb7fa4da28a9199de930e8a679ad616 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 24 Jun 2025 13:07:51 -0400 Subject: [PATCH 30/56] Factor out reindexing utility --- .../rates/collisional_ionization_rates.py | 75 ++----------------- .../rates/photoionization_rates.py | 58 ++------------ tardis/plasma/equilibrium/rates/util.py | 60 +++++++++++++++ 3 files changed, 73 insertions(+), 120 deletions(-) create mode 100644 tardis/plasma/equilibrium/rates/util.py diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index 0e7bf4be2b9..2f24e9b551f 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -1,6 +1,9 @@ from tardis.plasma.equilibrium.rates.collisional_ionization_strengths import ( CollisionalIonizationSeaton, ) +from tardis.plasma.equilibrium.rates.util import ( + reindex_ionization_rate_dataframe, +) class CollisionalIonizationRateSolver: @@ -16,78 +19,12 @@ def __init__(self, photoionization_cross_sections): """ self.photoionization_cross_sections = photoionization_cross_sections - @staticmethod - def __reindex_ionization_rate_dataframe( - rate_dataframe, recombination=False - ): - """Index the ionization rate dataframe to include source and destination - ion numbers and level numbers. - - Parameters - ---------- - rate_dataframe : pd.DataFrame - Dataframe of ionization rates - recombination : bool, optional - If true, reverse the direction of source to destination - to handle recombination, by default False - - Returns - ------- - pd.DataFrame - Dataframe with additional columns for source and destination - ion numbers and level numbers, indexed by atomic number, ion number, - source level number, destination ion number, and destination - level number. - """ - rate_dataframe.index.names = [ - "atomic_number", - "ion_number", - "level_number_source", - ] - - rate_dataframe = rate_dataframe.reset_index() - - if recombination: - rate_dataframe["ion_number_destination"] = rate_dataframe[ - "ion_number" - ] - rate_dataframe["ion_number_source"] = ( - rate_dataframe["ion_number"] + 1 - ) - else: - rate_dataframe["ion_number_source"] = rate_dataframe["ion_number"] - rate_dataframe["ion_number_destination"] = ( - rate_dataframe["ion_number"] + 1 - ) - - # ionized electrons are assumed to leave the ion in the ground state for now - rate_dataframe["level_number_destination"] = 0 - - not_fully_ionized_mask = ( - rate_dataframe["atomic_number"] != rate_dataframe["ion_number"] - ) - - rate_dataframe = rate_dataframe[not_fully_ionized_mask] - - rate_dataframe = rate_dataframe.set_index( - [ - "atomic_number", - "ion_number", - "ion_number_source", - "ion_number_destination", - "level_number_source", - "level_number_destination", - ] - ) - - return rate_dataframe - def solve(self, electron_distribution, saha_factor, approximation="seaton"): """Solve the collisional ionization and recombination rates. Parameters ---------- - electron_distribution : + electron_distribution : ThermalElectronEnergyDistribution Electron distribution per cell saha_factor : pandas.DataFrame, dtype float The Saha factor for each cell. Indexed by atom number, ion number, level number. @@ -123,14 +60,14 @@ def solve(self, electron_distribution, saha_factor, approximation="seaton"): ) collision_ionization_rates = ( - self.__reindex_ionization_rate_dataframe( + reindex_ionization_rate_dataframe( collision_ionization_rates, recombination=False ) * electron_distribution.number_density ) collision_recombination_rates = ( - self.__reindex_ionization_rate_dataframe( + reindex_ionization_rate_dataframe( collision_recombination_rates, recombination=True ) ) * electron_distribution.number_density**2 diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 017ce9fde12..4c7a76f22bc 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -3,6 +3,9 @@ EstimatedPhotoionizationCoeffSolver, SpontaneousRecombinationCoeffSolver, ) +from tardis.plasma.equilibrium.rates.util import ( + reindex_ionization_rate_dataframe, +) class AnalyticPhotoionizationRateSolver: @@ -19,53 +22,6 @@ def __init__(self, photoionization_cross_sections): ) ) - @staticmethod - def __reindex_ionization_rate_dataframe( - rate_dataframe, recombination=False - ): - rate_dataframe.index.names = [ - "atomic_number", - "ion_number", - "level_number_source", - ] - - rate_dataframe = rate_dataframe.reset_index() - - if recombination: - rate_dataframe["ion_number_destination"] = rate_dataframe[ - "ion_number" - ] - rate_dataframe["ion_number_source"] = ( - rate_dataframe["ion_number"] + 1 - ) - else: - rate_dataframe["ion_number_source"] = rate_dataframe["ion_number"] - rate_dataframe["ion_number_destination"] = ( - rate_dataframe["ion_number"] + 1 - ) - - # ionized electrons are assumed to leave the ion in the ground state for now - rate_dataframe["level_number_destination"] = 0 - - not_fully_ionized_mask = ( - rate_dataframe["atomic_number"] != rate_dataframe["ion_number"] - ) - - rate_dataframe = rate_dataframe[not_fully_ionized_mask] - - rate_dataframe = rate_dataframe.set_index( - [ - "atomic_number", - "ion_number", - "ion_number_source", - "ion_number_destination", - "level_number_source", - "level_number_destination", - ] - ) - - return rate_dataframe - def solve( self, radiation_field, @@ -129,11 +85,11 @@ def solve( * electron_energy_distribution.number_density ) - photoionization_rate = self.__reindex_ionization_rate_dataframe( + photoionization_rate = reindex_ionization_rate_dataframe( photoionization_rate, recombination=False ) - recombination_rate = self.__reindex_ionization_rate_dataframe( + recombination_rate = reindex_ionization_rate_dataframe( recombination_rate, recombination=True ) @@ -208,11 +164,11 @@ def solve( * electron_energy_distribution.number_density ) - photoionization_rate = self.__reindex_ionization_rate_dataframe( + photoionization_rate = reindex_ionization_rate_dataframe( photoionization_rate, recombination=False ) - recombination_rate = self.__reindex_ionization_rate_dataframe( + recombination_rate = reindex_ionization_rate_dataframe( recombination_rate, recombination=True ) diff --git a/tardis/plasma/equilibrium/rates/util.py b/tardis/plasma/equilibrium/rates/util.py new file mode 100644 index 00000000000..14df4478c26 --- /dev/null +++ b/tardis/plasma/equilibrium/rates/util.py @@ -0,0 +1,60 @@ +import pandas as pd + + +def reindex_ionization_rate_dataframe( + rate_dataframe: pd.DataFrame, recombination=False +): + """Add ion source and destination numbers the + ionization rate dataframe. + + Parameters + ---------- + rate_dataframe : pd.DataFrame + Dataframe of ionization rates, indexed by atomic number, ion number, + level source number and level destination number. + recombination : bool, optional + If the rates are recombination rates, by default False + + Returns + ------- + pd.DataFrame + Dataframe with additional columns for ion source and destination + """ + rate_dataframe.index.names = [ + "atomic_number", + "ion_number", + "level_number_source", + ] + + rate_dataframe = rate_dataframe.reset_index() + + if recombination: + rate_dataframe["ion_number_destination"] = rate_dataframe["ion_number"] + rate_dataframe["ion_number_source"] = rate_dataframe["ion_number"] + 1 + else: + rate_dataframe["ion_number_source"] = rate_dataframe["ion_number"] + rate_dataframe["ion_number_destination"] = ( + rate_dataframe["ion_number"] + 1 + ) + + # ionized electrons are assumed to leave the ion in the ground state for now + rate_dataframe["level_number_destination"] = 0 + + not_fully_ionized_mask = ( + rate_dataframe["atomic_number"] != rate_dataframe["ion_number"] + ) + + rate_dataframe = rate_dataframe[not_fully_ionized_mask] + + rate_dataframe = rate_dataframe.set_index( + [ + "atomic_number", + "ion_number", + "ion_number_source", + "ion_number_destination", + "level_number_source", + "level_number_destination", + ] + ) + + return rate_dataframe From c0b45bcdca6d464c0c161231364772a411f5ca45 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 24 Jun 2025 13:18:12 -0400 Subject: [PATCH 31/56] Response to comments --- tardis/plasma/equilibrium/ion_populations.py | 4 +++- tardis/plasma/equilibrium/rate_matrix.py | 23 +++++++++---------- .../rates/photoionization_strengths.py | 14 ++++------- 3 files changed, 18 insertions(+), 23 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 02f385cc92c..bdf91cf13a3 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -15,7 +15,7 @@ def __init__(self, rate_matrix_solver): self.rate_matrix_solver = rate_matrix_solver def __calculate_ion_population(self, rates_matrix: np.ndarray): - """Helper function to calculate the normalized, per-ion boltzmann factor. + """Helper function to calculate the normalized ion population. Parameters ---------- @@ -28,6 +28,7 @@ def __calculate_ion_population(self, rates_matrix: np.ndarray): The normalized, per-ion population. """ normalized_ion_population = np.zeros(rates_matrix.shape[0]) + # Number conservation normalized_ion_population[1] = 1.0 normalized_ion_population = np.linalg.solve( rates_matrix, normalized_ion_population @@ -71,6 +72,7 @@ def solve( pd.DataFrame Normalized electron fraction values. Columns are cells. """ + # TODO: make more general indices that work for non-Hydrogen species # this is the i level in Lucy 2003 lower_ion_level_index = ( lte_level_population.index.get_level_values("ion_number") == 0 diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index 1bcd373f514..be7adffa948 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -266,18 +266,17 @@ def solve( columns=photoion_rates_df.columns, ) - for (atomic_number, photoion_rates), ( - atomic_number, - recomb_rates, - ), (atomic_number, coll_ion_rates), ( - atomic_number, - recomb_ion_rates, - ) in zip( - grouped_photoion_rates_df, - grouped_recomb_rates_df, - grouped_collisional_ionization_rates_df, - grouped_collisional_recombination_rates_df, - ): + for atomic_number in grouped_photoion_rates_df.groups.keys(): + photoion_rates = grouped_photoion_rates_df.get_group(atomic_number) + recomb_rates = grouped_recomb_rates_df.get_group(atomic_number) + coll_ion_rates = grouped_collisional_ionization_rates_df.get_group( + atomic_number + ) + recomb_ion_rates = ( + grouped_collisional_recombination_rates_df.get_group( + atomic_number + ) + ) ion_states = atomic_number + 1 for shell in range(len(photoion_rates.columns)): photoion_matrix = self.__construct_rate_matrix( diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index 64679ac5a63..4a8718287af 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -290,13 +290,13 @@ def __init__( def calculate_mean_intensity_photoionization_df( self, - dilute_blackbody_radiationfield_state, + radiation_field, ): """Calculates the mean intensity of the radiation field at each photoionization frequency. Parameters ---------- - dilute_blackbody_radiationfield_state : DilutePlanckianRadiationField + radiation_field : RadiationField The radiation field. Returns @@ -305,17 +305,11 @@ def calculate_mean_intensity_photoionization_df( DataFrame of mean intensities indexed by photoionization levels and columns of cells. """ - mean_intensity = ( - dilute_blackbody_radiationfield_state.calculate_mean_intensity( - self.nu - ) - ) + mean_intensity = radiation_field.calculate_mean_intensity(self.nu) return pd.DataFrame( mean_intensity, index=self.photoionization_cross_sections.index, - columns=np.arange( - len(dilute_blackbody_radiationfield_state.temperature) - ), + columns=np.arange(len(radiation_field.temperature)), ) def calculate_corrected_photoionization_rate_coeff( From e9f8c488d0ca77f05060811819c68347b8ca8789 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 24 Jun 2025 15:02:22 -0400 Subject: [PATCH 32/56] Replace DiluteBlackBodyContinuumPropertiesSolver with AnalyticPhotoionizationCoeffSolver --- tardis/plasma/assembly/base.py | 15 +- .../rates/photoionization_strengths.py | 2 +- tardis/plasma/standard_plasmas.py | 15 +- .../continuum_radfield_properties.py | 158 ------------------ .../tests/test_continuum_property_solver.py | 17 +- 5 files changed, 30 insertions(+), 177 deletions(-) diff --git a/tardis/plasma/assembly/base.py b/tardis/plasma/assembly/base.py index 68ee1c7df02..1f72d1776cd 100644 --- a/tardis/plasma/assembly/base.py +++ b/tardis/plasma/assembly/base.py @@ -7,6 +7,9 @@ from tardis.plasma import BasePlasma from tardis.plasma.base import PlasmaSolverSettings +from tardis.plasma.equilibrium.rates.photoionization_strengths import ( + AnalyticPhotoionizationCoeffSolver, +) from tardis.plasma.exceptions import PlasmaConfigError from tardis.plasma.properties import ( HeliumNumericalNLTE, @@ -25,7 +28,7 @@ ) from tardis.plasma.properties.rate_matrix_index import NLTEIndexHelper from tardis.transport.montecarlo.estimators.continuum_radfield_properties import ( - DiluteBlackBodyContinuumPropertiesSolver, + ContinuumProperties, ) from tardis.util.base import species_string_to_tuple @@ -536,11 +539,13 @@ def initialize_continuum_properties(self, dilute_planckian_radiation_field): """ t_electrons = dilute_planckian_radiation_field.temperature.to(u.K).value - initial_continuum_solver = DiluteBlackBodyContinuumPropertiesSolver( - self.atom_data + initial_continuum_solver = AnalyticPhotoionizationCoeffSolver( + self.atom_data.photoionization_data ) - initial_continuum_properties = initial_continuum_solver.solve( - dilute_planckian_radiation_field, t_electrons + initial_continuum_properties = ContinuumProperties( + *initial_continuum_solver.solve( + dilute_planckian_radiation_field, t_electrons * u.K + ) ) return initial_continuum_properties diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index 4a8718287af..6b279608236 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -211,7 +211,7 @@ def calculate_stimulated_recombination_rate_coeff( ) stimulated_recombination_rate_coeff = ( - mean_intensity_photoionization_df.multiply( + stimulated_recombination_rate_coeff.multiply( self.common_prefactor, axis=0, ) diff --git a/tardis/plasma/standard_plasmas.py b/tardis/plasma/standard_plasmas.py index 2f9267d80ea..69a6799b9dd 100644 --- a/tardis/plasma/standard_plasmas.py +++ b/tardis/plasma/standard_plasmas.py @@ -6,6 +6,9 @@ from tardis.plasma import BasePlasma from tardis.plasma.base import PlasmaSolverSettings +from tardis.plasma.equilibrium.rates.photoionization_strengths import ( + AnalyticPhotoionizationCoeffSolver, +) from tardis.plasma.exceptions import PlasmaConfigError from tardis.plasma.properties import ( HeliumNumericalNLTE, @@ -45,7 +48,7 @@ from tardis.plasma.properties.rate_matrix_index import NLTEIndexHelper from tardis.plasma.radiation_field import DilutePlanckianRadiationField from tardis.transport.montecarlo.estimators.continuum_radfield_properties import ( - DiluteBlackBodyContinuumPropertiesSolver, + ContinuumProperties, ) from tardis.util.base import species_string_to_tuple @@ -211,11 +214,13 @@ def assemble_plasma(config, simulation_state, atom_data=None): config.plasma.link_t_rad_t_electron * dilute_planckian_radiation_field.temperature.to(u.K).value ) - initial_continuum_solver = DiluteBlackBodyContinuumPropertiesSolver( - atom_data + initial_continuum_solver = AnalyticPhotoionizationCoeffSolver( + atom_data.photoionization_data ) - initial_continuum_properties = initial_continuum_solver.solve( - dilute_planckian_radiation_field, t_electrons + initial_continuum_properties = ContinuumProperties( + *initial_continuum_solver.solve( + dilute_planckian_radiation_field, t_electrons * u.K + ) ) kwargs.update( diff --git a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py index 9ee55da09ba..cf00b04195a 100644 --- a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py +++ b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py @@ -6,18 +6,11 @@ import tardis.constants as const from tardis.io.atom_data import AtomData -from tardis.plasma.properties.continuum_processes.rates import ( - PhotoIonBoltzmannFactor, -) -from tardis.plasma.radiation_field.planck_rad_field import ( - DilutePlanckianRadiationField, -) from tardis.transport.montecarlo.estimators.radfield_mc_estimators import ( RadiationFieldMCEstimators, ) from tardis.transport.montecarlo.estimators.util import ( bound_free_estimator_array2frame, - integrate_array_by_blocks, ) H = const.h.cgs.value @@ -72,157 +65,6 @@ def solve( ) -class DiluteBlackBodyContinuumPropertiesSolver: - def __init__(self, atom_data: AtomData) -> None: - self.atom_data = atom_data - - def solve( - self, - dilute_blackbody_radiationfield_state: DilutePlanckianRadiationField, - t_electrons: u.Quantity, - ): - """ - Solve for the continuum properties. - - Parameters - ---------- - dilute_blackbody_radiationfield_state : DiluteBlackBodyRadiationFieldState - The state of the dilute blackbody radiation field. - t_electrons : u.Quantity - The temperature of the electrons. - - Returns - ------- - ContinuumProperties - The calculated continuum properties. - - """ - photo_ion_boltzmann_factor = PhotoIonBoltzmannFactor.calculate( - self.atom_data.photoionization_data, t_electrons - ) - mean_intensity_photo_ion_df = ( - self.calculate_mean_intensity_photo_ion_table( - dilute_blackbody_radiationfield_state - ) - ) - - photo_ion_rate_coeff = self.calculate_photo_ionization_rate_coefficient( - mean_intensity_photo_ion_df - ) - stimulated_recomb_rate_factor = ( - self.calculate_stimulated_recomb_rate_factor( - mean_intensity_photo_ion_df, - photo_ion_boltzmann_factor, - ) - ) - - return ContinuumProperties( - stimulated_recomb_rate_factor, photo_ion_rate_coeff - ) - - def calculate_photo_ionization_rate_coefficient( - self, - mean_intensity_photo_ion_df: pd.DataFrame, - ): - """ - Calculate the photoionization rate coefficient. - - Parameters - ---------- - mean_intensity_photo_ion_df : pd.DataFrame - The mean intensity of the radiation field at the frequencies of the photoionization table. - - Returns - ------- - pd.DataFrame - The calculated photoionization rate coefficient. - - Notes - ----- - Equation 16 in Lucy 2003. - """ - photo_ion_rate_coefficient = mean_intensity_photo_ion_df.multiply( - 4.0 - * np.pi - * self.atom_data.photoionization_data.x_sect - / (self.atom_data.photoionization_data.nu * H), - axis=0, - ) - photo_ion_rate_coefficient = integrate_array_by_blocks( - photo_ion_rate_coefficient.values, - self.atom_data.photoionization_data.nu.values, - self.atom_data.photo_ion_block_references, - ) - photo_ion_rate_coefficient = pd.DataFrame( - photo_ion_rate_coefficient, - index=self.atom_data.photo_ion_unique_index, - ) - return photo_ion_rate_coefficient - - def calculate_stimulated_recomb_rate_factor( - self, - mean_intensity_photo_ion_df: pd.DataFrame, - photo_ion_boltzmann_factor: np.ndarray, - ): - """ - Calculate the stimulated recombination rate factor (the phi_ik are multiplied in the plasma). - - Parameters - ---------- - mean_intensity_photo_ion_df : pd.DataFrame - The mean intensity of the radiation field at the frequencies of the photoionization table. - photo_ion_boltzmann_factor: np.ndarray - The Boltzmann factor for the photoionization table. - - Returns - ------- - pd.DataFrame - The calculated stimulated recombination rate factor. - - Notes - ----- - Equation 15 in Lucy 2003. - """ - alpha_stim_factor = ( - mean_intensity_photo_ion_df * photo_ion_boltzmann_factor - ) - alpha_stim_factor = alpha_stim_factor.multiply( - 4.0 - * np.pi - * self.atom_data.photoionization_data.x_sect - / (self.atom_data.photoionization_data.nu * H), - axis=0, - ) - alpha_stim_factor = integrate_array_by_blocks( - alpha_stim_factor.values, - self.atom_data.photoionization_data.nu.values, - self.atom_data.photo_ion_block_references, - ) - - alpha_stim_factor = pd.DataFrame( - alpha_stim_factor, index=self.atom_data.photo_ion_unique_index - ) - - return alpha_stim_factor - - def calculate_mean_intensity_photo_ion_table( - self, - dilute_blackbody_radiationfield_state: DilutePlanckianRadiationField, - ): - mean_intensity = ( - dilute_blackbody_radiationfield_state.calculate_mean_intensity( - self.atom_data.photoionization_data.nu.values - ) - ) - return pd.DataFrame( - mean_intensity, - index=self.atom_data.photoionization_data.index, - columns=np.arange( - len(dilute_blackbody_radiationfield_state.temperature) - ), - ) - - @dataclass class ContinuumProperties: # this is not the rate coefficient but misses Phi I_K diff --git a/tardis/transport/montecarlo/estimators/tests/test_continuum_property_solver.py b/tardis/transport/montecarlo/estimators/tests/test_continuum_property_solver.py index ef561073a21..e428867cec6 100644 --- a/tardis/transport/montecarlo/estimators/tests/test_continuum_property_solver.py +++ b/tardis/transport/montecarlo/estimators/tests/test_continuum_property_solver.py @@ -3,9 +3,12 @@ import pandas.testing as pdt import pytest +from tardis.plasma.equilibrium.rates.photoionization_strengths import ( + AnalyticPhotoionizationCoeffSolver, +) from tardis.simulation import Simulation from tardis.transport.montecarlo.estimators.continuum_radfield_properties import ( - DiluteBlackBodyContinuumPropertiesSolver, + ContinuumProperties, MCContinuumPropertiesSolver, ) @@ -22,16 +25,14 @@ def test_continuum_estimators( virtual_packet_logging=False, ) # continuum_simulation.run_convergence() - continuum_properties_solver_dilute_bb = ( - DiluteBlackBodyContinuumPropertiesSolver( - continuum_simulation.plasma.atomic_data - ) + continuum_properties_solver_dilute_bb = AnalyticPhotoionizationCoeffSolver( + continuum_simulation.plasma.atomic_data.photoionization_data ) - continuum_properties_dilute_bb = ( - continuum_properties_solver_dilute_bb.solve( + continuum_properties_dilute_bb = ContinuumProperties( + *continuum_properties_solver_dilute_bb.solve( continuum_simulation.simulation_state.radiation_field_state, - continuum_simulation.plasma.t_electrons, + continuum_simulation.plasma.t_electrons * u.K, ) ) From a5e752d2cc37dbfe9695ea75781a2e7e5d912507 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 24 Jun 2025 15:28:16 -0400 Subject: [PATCH 33/56] Correct property ordering --- .../montecarlo/estimators/continuum_radfield_properties.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py index cf00b04195a..ce0b1d7776d 100644 --- a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py +++ b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py @@ -67,6 +67,6 @@ def solve( @dataclass class ContinuumProperties: + photo_ionization_rate_coefficient: pd.DataFrame # this is not the rate coefficient but misses Phi I_K stimulated_recombination_rate_factor: pd.DataFrame - photo_ionization_rate_coefficient: pd.DataFrame From d47c7c703547aba31f4ff435318d974926783013 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 24 Jun 2025 15:54:21 -0400 Subject: [PATCH 34/56] Clarify population solution cuts --- tardis/plasma/equilibrium/ion_populations.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index bdf91cf13a3..681ecf3ee2e 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -28,11 +28,12 @@ def __calculate_ion_population(self, rates_matrix: np.ndarray): The normalized, per-ion population. """ normalized_ion_population = np.zeros(rates_matrix.shape[0]) - # Number conservation + # Number conservation, i.e. the sum of all ion populations is 1 normalized_ion_population[1] = 1.0 normalized_ion_population = np.linalg.solve( rates_matrix, normalized_ion_population ) + # drop charge conservation entry return normalized_ion_population[:-1] def solve( From 9cef721f2a4be9fd44947a9ca59ac967953bf5e7 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 24 Jun 2025 16:26:34 -0400 Subject: [PATCH 35/56] Remove unnecessary call --- tardis/plasma/equilibrium/ion_populations.py | 12 ++---------- 1 file changed, 2 insertions(+), 10 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 681ecf3ee2e..280a7c3b7ca 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -84,16 +84,6 @@ def solve( lte_ion_population.index.get_level_values("ion_number") >= 1 ) - self.rates_matrices = self.rate_matrix_solver.solve( - radiation_field, - thermal_electron_energy_distribution, - lte_level_population.loc[lower_ion_level_index], - level_population.loc[lower_ion_level_index], - lte_ion_population.loc[upper_ion_population_index], - ion_population.loc[upper_ion_population_index], - charge_conservation, - ) - iteration = 0 electron_densities = 1 @@ -141,4 +131,6 @@ def solve( iteration += 1 + print(iteration) + return ion_population_solution, electron_population_solution From 9f029cc46a882ce3c84f01470cca27d6ae381019 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 25 Jun 2025 13:24:09 -0400 Subject: [PATCH 36/56] Respond to comments Clean up notebook Nicer loops Explanatory comments --- .../equilibrium/ionization_solutions.ipynb | 1206 +---------------- tardis/plasma/equilibrium/ion_populations.py | 21 +- tardis/plasma/equilibrium/rate_matrix.py | 2 +- 3 files changed, 48 insertions(+), 1181 deletions(-) diff --git a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb index 98933236cfb..5abb9fb55a8 100644 --- a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb +++ b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb @@ -20,43 +20,17 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "ac65f71f", "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6df91c84a19a4201876bc84b6d755c0a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Iterations: 0/? 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atomic_numberion_numberlevel_number
1002.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-152.954267e-15
18.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-208.561027e-20
22.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-202.152074e-20
31.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-201.776595e-20
41.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-201.946301e-20
52.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-202.311055e-20
62.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-202.800258e-20
73.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-203.391578e-20
84.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-204.075987e-20
94.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-204.849225e-20
105.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-205.709047e-20
116.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-206.654177e-20
127.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-207.683840e-20
138.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-208.797545e-20
149.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-209.994965e-20
151.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-191.127588e-19
161.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-191.264013e-19
171.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-191.408760e-19
181.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-191.561821e-19
191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-191.723189e-19
201.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-191.892861e-19
212.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-192.070832e-19
222.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-192.257099e-19
232.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-192.451661e-19
242.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-192.654514e-19
252.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-192.865659e-19
263.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-193.085093e-19
273.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-193.312816e-19
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"atomic_number ion_number level_number \n", - "1 0 0 2.954267e-15 2.954267e-15 \n", - " 1 8.561027e-20 8.561027e-20 \n", - " 2 2.152074e-20 2.152074e-20 \n", - " 3 1.776595e-20 1.776595e-20 \n", - " 4 1.946301e-20 1.946301e-20 \n", - " 5 2.311055e-20 2.311055e-20 \n", - " 6 2.800258e-20 2.800258e-20 \n", - " 7 3.391578e-20 3.391578e-20 \n", - " 8 4.075987e-20 4.075987e-20 \n", - " 9 4.849225e-20 4.849225e-20 \n", - " 10 5.709047e-20 5.709047e-20 \n", - " 11 6.654177e-20 6.654177e-20 \n", - " 12 7.683840e-20 7.683840e-20 \n", - " 13 8.797545e-20 8.797545e-20 \n", - " 14 9.994965e-20 9.994965e-20 \n", - " 15 1.127588e-19 1.127588e-19 \n", - " 16 1.264013e-19 1.264013e-19 \n", - " 17 1.408760e-19 1.408760e-19 \n", - " 18 1.561821e-19 1.561821e-19 \n", - " 19 1.723189e-19 1.723189e-19 \n", - " 20 1.892861e-19 1.892861e-19 \n", - " 21 2.070832e-19 2.070832e-19 \n", - " 22 2.257099e-19 2.257099e-19 \n", - " 23 2.451661e-19 2.451661e-19 \n", - " 24 2.654514e-19 2.654514e-19 \n", - " 25 2.865659e-19 2.865659e-19 \n", - " 26 3.085093e-19 3.085093e-19 \n", - " 27 3.312816e-19 3.312816e-19 \n", - " 28 3.548827e-19 3.548827e-19 \n", - " 29 3.793125e-19 3.793125e-19 \n", - "\n", - " 12 13 \\\n", - "atomic_number ion_number level_number \n", - "1 0 0 2.954267e-15 2.954267e-15 \n", - " 1 8.561027e-20 8.561027e-20 \n", - " 2 2.152074e-20 2.152074e-20 \n", - " 3 1.776595e-20 1.776595e-20 \n", - " 4 1.946301e-20 1.946301e-20 \n", - " 5 2.311055e-20 2.311055e-20 \n", - " 6 2.800258e-20 2.800258e-20 \n", - " 7 3.391578e-20 3.391578e-20 \n", - " 8 4.075987e-20 4.075987e-20 \n", - " 9 4.849225e-20 4.849225e-20 \n", - " 10 5.709047e-20 5.709047e-20 \n", - " 11 6.654177e-20 6.654177e-20 \n", - " 12 7.683840e-20 7.683840e-20 \n", - " 13 8.797545e-20 8.797545e-20 \n", - " 14 9.994965e-20 9.994965e-20 \n", - " 15 1.127588e-19 1.127588e-19 \n", - " 16 1.264013e-19 1.264013e-19 \n", - " 17 1.408760e-19 1.408760e-19 \n", - " 18 1.561821e-19 1.561821e-19 \n", - " 19 1.723189e-19 1.723189e-19 \n", - " 20 1.892861e-19 1.892861e-19 \n", - " 21 2.070832e-19 2.070832e-19 \n", - " 22 2.257099e-19 2.257099e-19 \n", - " 23 2.451661e-19 2.451661e-19 \n", - " 24 2.654514e-19 2.654514e-19 \n", - " 25 2.865659e-19 2.865659e-19 \n", - " 26 3.085093e-19 3.085093e-19 \n", - " 27 3.312816e-19 3.312816e-19 \n", - " 28 3.548827e-19 3.548827e-19 \n", - " 29 3.793125e-19 3.793125e-19 \n", - "\n", - " 14 15 \\\n", - "atomic_number ion_number level_number \n", - "1 0 0 2.954267e-15 2.954267e-15 \n", - " 1 8.561027e-20 8.561027e-20 \n", - " 2 2.152074e-20 2.152074e-20 \n", - " 3 1.776595e-20 1.776595e-20 \n", - " 4 1.946301e-20 1.946301e-20 \n", - " 5 2.311055e-20 2.311055e-20 \n", - " 6 2.800258e-20 2.800258e-20 \n", - " 7 3.391578e-20 3.391578e-20 \n", - " 8 4.075987e-20 4.075987e-20 \n", - " 9 4.849225e-20 4.849225e-20 \n", - " 10 5.709047e-20 5.709047e-20 \n", - " 11 6.654177e-20 6.654177e-20 \n", - " 12 7.683840e-20 7.683840e-20 \n", - " 13 8.797545e-20 8.797545e-20 \n", - " 14 9.994965e-20 9.994965e-20 \n", - " 15 1.127588e-19 1.127588e-19 \n", - " 16 1.264013e-19 1.264013e-19 \n", - " 17 1.408760e-19 1.408760e-19 \n", - " 18 1.561821e-19 1.561821e-19 \n", - " 19 1.723189e-19 1.723189e-19 \n", - " 20 1.892861e-19 1.892861e-19 \n", - " 21 2.070832e-19 2.070832e-19 \n", - " 22 2.257099e-19 2.257099e-19 \n", - " 23 2.451661e-19 2.451661e-19 \n", - " 24 2.654514e-19 2.654514e-19 \n", - " 25 2.865659e-19 2.865659e-19 \n", - " 26 3.085093e-19 3.085093e-19 \n", - " 27 3.312816e-19 3.312816e-19 \n", - " 28 3.548827e-19 3.548827e-19 \n", - " 29 3.793125e-19 3.793125e-19 \n", - "\n", - " 16 17 \\\n", - "atomic_number ion_number level_number \n", - "1 0 0 2.954267e-15 2.954267e-15 \n", - " 1 8.561027e-20 8.561027e-20 \n", - " 2 2.152074e-20 2.152074e-20 \n", - " 3 1.776595e-20 1.776595e-20 \n", - " 4 1.946301e-20 1.946301e-20 \n", - " 5 2.311055e-20 2.311055e-20 \n", - " 6 2.800258e-20 2.800258e-20 \n", - " 7 3.391578e-20 3.391578e-20 \n", - " 8 4.075987e-20 4.075987e-20 \n", - " 9 4.849225e-20 4.849225e-20 \n", - " 10 5.709047e-20 5.709047e-20 \n", - " 11 6.654177e-20 6.654177e-20 \n", - " 12 7.683840e-20 7.683840e-20 \n", - " 13 8.797545e-20 8.797545e-20 \n", - " 14 9.994965e-20 9.994965e-20 \n", - " 15 1.127588e-19 1.127588e-19 \n", - " 16 1.264013e-19 1.264013e-19 \n", - " 17 1.408760e-19 1.408760e-19 \n", - " 18 1.561821e-19 1.561821e-19 \n", - " 19 1.723189e-19 1.723189e-19 \n", - " 20 1.892861e-19 1.892861e-19 \n", - " 21 2.070832e-19 2.070832e-19 \n", - " 22 2.257099e-19 2.257099e-19 \n", - " 23 2.451661e-19 2.451661e-19 \n", - " 24 2.654514e-19 2.654514e-19 \n", - " 25 2.865659e-19 2.865659e-19 \n", - " 26 3.085093e-19 3.085093e-19 \n", - " 27 3.312816e-19 3.312816e-19 \n", - " 28 3.548827e-19 3.548827e-19 \n", - " 29 3.793125e-19 3.793125e-19 \n", - "\n", - " 18 19 \n", - "atomic_number ion_number level_number \n", - "1 0 0 2.954267e-15 2.954267e-15 \n", - " 1 8.561027e-20 8.561027e-20 \n", - " 2 2.152074e-20 2.152074e-20 \n", - " 3 1.776595e-20 1.776595e-20 \n", - " 4 1.946301e-20 1.946301e-20 \n", - " 5 2.311055e-20 2.311055e-20 \n", - " 6 2.800258e-20 2.800258e-20 \n", - " 7 3.391578e-20 3.391578e-20 \n", - " 8 4.075987e-20 4.075987e-20 \n", - " 9 4.849225e-20 4.849225e-20 \n", - " 10 5.709047e-20 5.709047e-20 \n", - " 11 6.654177e-20 6.654177e-20 \n", - " 12 7.683840e-20 7.683840e-20 \n", - " 13 8.797545e-20 8.797545e-20 \n", - " 14 9.994965e-20 9.994965e-20 \n", - " 15 1.127588e-19 1.127588e-19 \n", - " 16 1.264013e-19 1.264013e-19 \n", - " 17 1.408760e-19 1.408760e-19 \n", - " 18 1.561821e-19 1.561821e-19 \n", - " 19 1.723189e-19 1.723189e-19 \n", - " 20 1.892861e-19 1.892861e-19 \n", - " 21 2.070832e-19 2.070832e-19 \n", - " 22 2.257099e-19 2.257099e-19 \n", - " 23 2.451661e-19 2.451661e-19 \n", - " 24 2.654514e-19 2.654514e-19 \n", - " 25 2.865659e-19 2.865659e-19 \n", - " 26 3.085093e-19 3.085093e-19 \n", - " 27 3.312816e-19 3.312816e-19 \n", - " 28 3.548827e-19 3.548827e-19 \n", - " 29 3.793125e-19 3.793125e-19 " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "saha_factor" ] @@ -1513,6 +367,16 @@ "ion_pops" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "fd67a081", + "metadata": {}, + "outputs": [], + "source": [ + "lte_ion_number_density / lte_ion_number_density.sum()" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 280a7c3b7ca..42163ba16b8 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -1,11 +1,13 @@ +import logging + import numpy as np import pandas as pd +logger = logging.getLogger(__name__) -class IonPopulationSolver: - max_solver_iterations = 100 - def __init__(self, rate_matrix_solver): +class IonPopulationSolver: + def __init__(self, rate_matrix_solver, max_solver_iterations=100): """Solve the normalized ion population values from the rate matrices. Parameters @@ -13,6 +15,7 @@ def __init__(self, rate_matrix_solver): rate_matrix_solver : IonRateMatrix """ self.rate_matrix_solver = rate_matrix_solver + self.max_solver_iterations = max_solver_iterations def __calculate_ion_population(self, rates_matrix: np.ndarray): """Helper function to calculate the normalized ion population. @@ -84,10 +87,9 @@ def solve( lte_ion_population.index.get_level_values("ion_number") >= 1 ) - iteration = 0 electron_densities = 1 - while iteration < self.max_solver_iterations: + for iteration in range(self.max_solver_iterations): normalized_ion_population = ion_population / ion_population.sum() self.rates_matrices = self.rate_matrix_solver.solve( @@ -128,9 +130,10 @@ def solve( ion_population = ion_population_solution electron_densities = electron_population_solution - - iteration += 1 - - print(iteration) + else: + logger.warning( + "Ion population solver did not converge after %d iterations.", + self.max_solver_iterations, + ) return ion_population_solution, electron_population_solution diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index be7adffa948..e666835e8f8 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -165,7 +165,7 @@ def __construct_rate_matrix(self, rate, cell, ion_states): ---------- rate : pd.DataFrame Rate DataFrame indexed by atomic number and ion number - shell : int + cell : int Cell index ion_states : int Number of ion states for the atomic number From 1c6171399ad86924630d5c8601bf2aa16098ebf7 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 2 Jul 2025 13:21:13 -0400 Subject: [PATCH 37/56] Major corrections to rate matrix construction and population solver --- tardis/plasma/equilibrium/ion_populations.py | 101 +++++++++++++----- tardis/plasma/equilibrium/rate_matrix.py | 8 +- .../rates/collisional_ionization_rates.py | 16 ++- .../rates/photoionization_rates.py | 10 +- .../rates/photoionization_strengths.py | 4 +- 5 files changed, 102 insertions(+), 37 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 42163ba16b8..5738ddfc8a3 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -1,5 +1,6 @@ import logging +import astropy.units as u import numpy as np import pandas as pd @@ -17,37 +18,53 @@ def __init__(self, rate_matrix_solver, max_solver_iterations=100): self.rate_matrix_solver = rate_matrix_solver self.max_solver_iterations = max_solver_iterations - def __calculate_ion_population(self, rates_matrix: np.ndarray): - """Helper function to calculate the normalized ion population. + def __calculate_balance_vector( + self, + elemental_number_density, + rate_matrix_index, + charge_conservation=False, + ): + """Constructs the balance vector for the NLTE ionization solver set of + equations by combining all solution vector blocks. Parameters ---------- - rates_matrix : np.ndarray - The rate matrix for a given species and cell. + number_density : pandas.DataFrame + Number densities of all present species. + rate_matrix_index : pandas.MultiIndex + (atomic_number, ion_number, treatment type) Returns ------- - np.ndarray - The normalized, per-ion population. + numpy.array + Solution vector for the NLTE ionization solver. """ - normalized_ion_population = np.zeros(rates_matrix.shape[0]) - # Number conservation, i.e. the sum of all ion populations is 1 - normalized_ion_population[1] = 1.0 - normalized_ion_population = np.linalg.solve( - rates_matrix, normalized_ion_population - ) - # drop charge conservation entry - return normalized_ion_population[:-1] + atomic_numbers = elemental_number_density.index + balance_array = [] + for atomic_number in atomic_numbers: + needed_number_of_elements = ( + rate_matrix_index.get_level_values("atomic_number") + == atomic_number + ).sum() + balance_vector_block = np.zeros(needed_number_of_elements + 1) + balance_vector_block[-1] = elemental_number_density.loc[ + atomic_number + ] + balance_array.append(balance_vector_block) + if charge_conservation: + balance_array.append(np.array([0.0])) + return np.hstack(balance_array) def solve( self, radiation_field, thermal_electron_energy_distribution, + elemental_number_density, lte_level_population, level_population, lte_ion_population, ion_population, - charge_conservation=True, + charge_conservation=False, ): """Solves the normalized ion population values from the rate matrices. @@ -57,6 +74,8 @@ def solve( A radiation field that can compute its mean intensity. thermal_electron_energy_distribution : ThermalElectronEnergyDistribution Electron properties. + elemental_number_density : pd.DataFrame + Elemental number density. Index is atomic number, columns are cells. lte_level_population : pd.DataFrame LTE level number density. Columns are cells. level_population : pd.DataFrame @@ -87,53 +106,79 @@ def solve( lte_ion_population.index.get_level_values("ion_number") >= 1 ) - electron_densities = 1 + new_electron_energy_distribution = thermal_electron_energy_distribution - for iteration in range(self.max_solver_iterations): - normalized_ion_population = ion_population / ion_population.sum() + ion_population_solution = pd.DataFrame( + index=ion_population.index, columns=ion_population.columns + ) + for iteration in range(self.max_solver_iterations): self.rates_matrices = self.rate_matrix_solver.solve( radiation_field, - thermal_electron_energy_distribution, + new_electron_energy_distribution, lte_level_population.loc[lower_ion_level_index], level_population.loc[lower_ion_level_index], lte_ion_population.loc[upper_ion_population_index], ion_population.loc[upper_ion_population_index], charge_conservation, ) - solved_matrices = self.rates_matrices.map( - self.__calculate_ion_population + solved_matrices = pd.DataFrame( + index=self.rates_matrices.index, + columns=self.rates_matrices.columns, ) + for cell in elemental_number_density.columns: + balance_vector = self.__calculate_balance_vector( + elemental_number_density[cell], + self.rates_matrices.index, + charge_conservation, + ) + solved_matrix = self.rates_matrices[cell].apply( + np.linalg.solve, args=(balance_vector,) + ) + solved_matrices[cell] = solved_matrix ion_population_solution = pd.DataFrame( np.vstack(solved_matrices.values[0]).T, index=ion_population.index, + columns=self.rates_matrices.columns, ) if (ion_population_solution < 0).any().any(): ion_population_solution[ion_population_solution < 0] = 0.0 - electron_population_solution = ion_population_solution.sum() + electron_population_solution = ( + ion_population_solution + * ion_population_solution.index.get_level_values("ion_number") + .values[np.newaxis] + .T + ).sum() delta_ion = ( - normalized_ion_population - ion_population_solution + ion_population - ion_population_solution ) / ion_population_solution delta_electron = ( - electron_densities - electron_population_solution + new_electron_energy_distribution.number_density.value + - electron_population_solution ) / electron_population_solution if ( - np.all(np.abs(delta_ion) < 1e-8).any().any() - and (np.abs(delta_electron) < 1e-8).any().any() + np.all(np.abs(delta_ion) < 1e-14).any().any() + and (np.abs(delta_electron) < 1e-14).any().any() ): + logger.info( + "Ion population solver converged after %d iterations.", + iteration + 1, + ) break ion_population = ion_population_solution - electron_densities = electron_population_solution + new_electron_energy_distribution.number_density = ( + electron_population_solution.values * u.cm**-3 + ) else: logger.warning( "Ion population solver did not converge after %d iterations.", - self.max_solver_iterations, + iteration, ) return ion_population_solution, electron_population_solution diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index e666835e8f8..729defb9da5 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -179,8 +179,8 @@ def __construct_rate_matrix(self, rate, cell, ion_states): ( rate[cell], ( - rate.index.get_level_values("ion_number_source"), rate.index.get_level_values("ion_number_destination"), + rate.index.get_level_values("ion_number_source"), ), ), shape=(ion_states, ion_states), @@ -239,7 +239,9 @@ def solve( collisional_ionization_rates_df, collision_recombination_rates_df = ( self.collisional_ionization_rate_solver.solve( - thermal_electron_energy_distribution, saha_factor + thermal_electron_energy_distribution, + saha_factor, + level_population, ) ) @@ -299,7 +301,7 @@ def solve( + coll_recomb_matrix ).toarray() np.fill_diagonal(matrix_array, -np.sum(matrix_array, axis=0)) - matrix_array[0, :] = 1 + matrix_array[1, :] = 1 if charge_conservation: charge_conservation_row = np.hstack( (np.arange(0, ion_states), -1) diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index 2f24e9b551f..3916f3308ae 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -19,7 +19,13 @@ def __init__(self, photoionization_cross_sections): """ self.photoionization_cross_sections = photoionization_cross_sections - def solve(self, electron_distribution, saha_factor, approximation="seaton"): + def solve( + self, + electron_distribution, + saha_factor, + level_population, + approximation="seaton", + ): """Solve the collisional ionization and recombination rates. Parameters @@ -59,9 +65,15 @@ def solve(self, electron_distribution, saha_factor, approximation="seaton"): saha_factor ) + # TODO: calculate from boltzmann factor and partition function instead + level_population_fraction = level_population / level_population.sum() + + # used to scale the photoionization rate because we keep the level population + # fixed while we calculated the ion number density collision_ionization_rates = ( reindex_ionization_rate_dataframe( - collision_ionization_rates, recombination=False + collision_ionization_rates * level_population_fraction, + recombination=False, ) * electron_distribution.number_density ) diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 4c7a76f22bc..e6c9e701497 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -77,11 +77,17 @@ def solve( ) ) - photoionization_rate = photoionization_rate_coeff * level_population + # TODO: calculate from boltzmann factor and partition function instead + fractional_level_population = level_population / level_population.sum() + + # used to scale the photoionization rate because we keep the level population + # fixed while we calculated the ion number density + photoionization_rate = ( + photoionization_rate_coeff * fractional_level_population + ) recombination_rate = ( recombination_rate_coeff - * level_population * electron_energy_distribution.number_density ) diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index 6b279608236..ddb90b2031e 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -173,7 +173,7 @@ def calculate_photoionization_rate_coeff( ) photoionization_rate_coeff = integrate_array_by_blocks( photoionization_rate_coeff.values, - self.nu, + self.nu.value, self.photoionization_block_references, ) photoionization_rate_coeff = pd.DataFrame( @@ -218,7 +218,7 @@ def calculate_stimulated_recombination_rate_coeff( ) stimulated_recombination_rate_coeff = integrate_array_by_blocks( stimulated_recombination_rate_coeff.values, - self.nu, + self.nu.value, self.photoionization_block_references, ) stimulated_recombination_rate_coeff = pd.DataFrame( From 125026b43f6e9ae2fea18c2fb76e6a53069e316e Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 7 Jul 2025 15:50:31 -0400 Subject: [PATCH 38/56] Improvements to rate calculations - Compute the level population fraction using partition function and boltzmann factor - Multiply spontaneous recombination rate by the level population ratio - Simplify balance array function --- tardis/plasma/equilibrium/ion_populations.py | 44 +++++++++++-------- tardis/plasma/equilibrium/rate_matrix.py | 7 ++- .../rates/collisional_ionization_rates.py | 7 +-- .../rates/photoionization_rates.py | 13 +++++- 4 files changed, 47 insertions(+), 24 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 5738ddfc8a3..a9d1c6fc25f 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -29,30 +29,34 @@ def __calculate_balance_vector( Parameters ---------- - number_density : pandas.DataFrame - Number densities of all present species. + elemental_number_density : pandas.Series + Elemental number densities indexed by atomic number. rate_matrix_index : pandas.MultiIndex - (atomic_number, ion_number, treatment type) + (atomic_number, ion_number) + charge_conservation : bool, optional + Whether to include a charge conservation row. Returns ------- numpy.array - Solution vector for the NLTE ionization solver. + Solution vector for the NLTE ionization solver. """ - atomic_numbers = elemental_number_density.index - balance_array = [] - for atomic_number in atomic_numbers: - needed_number_of_elements = ( - rate_matrix_index.get_level_values("atomic_number") - == atomic_number - ).sum() - balance_vector_block = np.zeros(needed_number_of_elements + 1) - balance_vector_block[-1] = elemental_number_density.loc[ - atomic_number - ] - balance_array.append(balance_vector_block) - if charge_conservation: - balance_array.append(np.array([0.0])) + balance_array = [ + np.append( + np.zeros( + ( + rate_matrix_index.get_level_values("atomic_number") + == atomic_number + ).sum() + ), + elemental_number_density.loc[atomic_number], + ) + for atomic_number in elemental_number_density.index + ] + + if charge_conservation: + balance_array.append(np.array([0.0])) + return np.hstack(balance_array) def solve( @@ -64,6 +68,8 @@ def solve( level_population, lte_ion_population, ion_population, + partition_function, + boltzmann_factor, charge_conservation=False, ): """Solves the normalized ion population values from the rate matrices. @@ -120,6 +126,8 @@ def solve( level_population.loc[lower_ion_level_index], lte_ion_population.loc[upper_ion_population_index], ion_population.loc[upper_ion_population_index], + partition_function, + boltzmann_factor, charge_conservation, ) solved_matrices = pd.DataFrame( diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index 729defb9da5..883867ce909 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -194,6 +194,8 @@ def solve( level_population, lte_ion_population, ion_population, + partition_function, + boltzmann_factor, charge_conservation=False, ): """Compute the ionization rate matrix. @@ -229,6 +231,8 @@ def solve( level_population, lte_ion_population, ion_population, + partition_function, + boltzmann_factor, ) ) @@ -241,7 +245,8 @@ def solve( self.collisional_ionization_rate_solver.solve( thermal_electron_energy_distribution, saha_factor, - level_population, + partition_function, + boltzmann_factor, ) ) diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index 3916f3308ae..c168d1b8ac2 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -23,7 +23,8 @@ def solve( self, electron_distribution, saha_factor, - level_population, + partition_function, + level_boltzmann_factor, approximation="seaton", ): """Solve the collisional ionization and recombination rates. @@ -65,8 +66,8 @@ def solve( saha_factor ) - # TODO: calculate from boltzmann factor and partition function instead - level_population_fraction = level_population / level_population.sum() + # TODO: Update for non-Hydrogenic species + level_population_fraction = level_boltzmann_factor / partition_function # used to scale the photoionization rate because we keep the level population # fixed while we calculated the ion number density diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index e6c9e701497..8eb1b9e9821 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -30,6 +30,8 @@ def solve( level_population, lte_ion_population, ion_population, + partition_function, + level_boltzmann_factor, ): """Solve the photoionization and spontaneous recombination rates in the case where the radiation field is not estimated. @@ -77,8 +79,14 @@ def solve( ) ) - # TODO: calculate from boltzmann factor and partition function instead - fractional_level_population = level_population / level_population.sum() + # TODO: Update for non-Hydrogenic species + fractional_level_population = ( + level_boltzmann_factor / partition_function + ) + + level_population_ratio = lte_level_population / ( + lte_ion_population * electron_energy_distribution.number_density + ) # used to scale the photoionization rate because we keep the level population # fixed while we calculated the ion number density @@ -88,6 +96,7 @@ def solve( recombination_rate = ( recombination_rate_coeff + * level_population_ratio * electron_energy_distribution.number_density ) From 339357317d4620bcfbcbb2eb18587f5cc2c3e573 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 9 Jul 2025 15:09:42 -0400 Subject: [PATCH 39/56] Comparison notebook --- .../tardis_solver_ctardis_compare.ipynb | 1983 +++++++++++++++++ 1 file changed, 1983 insertions(+) create mode 100644 docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb diff --git a/docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb b/docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb new file mode 100644 index 00000000000..c9855beda74 --- /dev/null +++ b/docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb @@ -0,0 +1,1983 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Rates using CMFGEN data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/afullard/tardis/tardis/__init__.py:24: UserWarning: Astropy is already imported externally. Astropy should be imported after TARDIS.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3f39ffab107b49c5aa96b7fb4c6148f2", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Iterations: 0/? [00:00" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(dpi=150)\n", + "plt.plot(modern_atom.loc[1,0,:][\"nu\"], modern_atom.loc[1,0,:][\"x_sect\"], \"o\", label=\"latest data (4350 pts)\", alpha=0.5)\n", + "plt.plot(ctardis_atom.loc[1,0,:][\"nu\"], ctardis_atom.loc[1,0,:][\"x_sect\"], \"x\", label=\"ctardis (6000 pts)\", alpha=0.1)\n", + "plt.xlabel(\"Frequency\")\n", + "plt.ylabel(\"cross section\")\n", + "plt.loglog()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.electron_energy_distribution import (\n", + " ThermalElectronEnergyDistribution,\n", + ")\n", + "\n", + "cmfgen_radiative_rate_solver = get_radiative_rate_solver(cmfgen_radiative_transitions)\n", + "\n", + "cmfgen_collisional_rate_solver = get_cmfgen_collisional_rate_solver(cmfgen_atom_data, cmfgen_radiative_transitions)\n", + "\n", + "# need a better way to make a custom radiation field where the intensity is zero\n", + "# in specific locations as desired\n", + "rad_field = DilutePlanckianRadiationField(np.ones(24) * 10000 * u.K, #9984.96131287 * u.K, \n", + " dilution_factor=np.array(\n", + " [ 0.18635244, 0.15938095, 0.11736085, 0.34665656, 0.32265696,\n", + " 0.30224056, 0.28436446, 0.26841929, 0.2540108 , 0.24086562,\n", + " 0.22878441, 0.21761613, 0.20724285, 0.1975702 , 0.18852112,\n", + " 0.18003167, 0.17204798, 0.16452412, 0.15742053, 0.15070279,\n", + " 0.14434073, 0.13830767, 0.13257993, 0.12856901]))\n", + "\n", + "electron_dist = ThermalElectronEnergyDistribution(0, np.ones(24) * 10000 * u.K, #9984.96131287 * u.K, \n", + " np.array(\n", + " [ 2.20677509e+09, 1.62501734e+09, 1.22615668e+09,\n", + " 9.43891936e+08, 7.38550008e+08, 5.87500741e+08,\n", + " 4.72954413e+08, 3.82162389e+08, 3.08702916e+08,\n", + " 2.49243299e+08, 2.01203976e+08, 1.62424770e+08,\n", + " 1.31111090e+08, 1.05846840e+08, 8.54394007e+07,\n", + " 6.89750790e+07, 5.56796014e+07, 4.49524605e+07,\n", + " 3.62858202e+07, 2.92940480e+07, 2.36477502e+07,\n", + " 1.90900977e+07, 1.54111736e+07, 1.24410890e+07] )* u.cm**-3)\n", + "\n", + "temperature = electron_dist.temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "rate_solvers = [(cmfgen_radiative_rate_solver, \"radiative\"), (cmfgen_collisional_rate_solver, \"electron\")]\n", + "\n", + "lte_rate_solvers = [(cmfgen_collisional_rate_solver, \"electron\")]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "rad_rates = cmfgen_radiative_rate_solver.solve(rad_field)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "col_rates = cmfgen_collisional_rate_solver.solve(electron_dist.temperature)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparison to cTARDIS rate calculations\n", + "\n", + "Previous rates were calculated using \n", + "\n", + "cTARDIS" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "photoionization_coeff_ctardis = pd.read_csv(\"/home/afullard/tardis-chvogl-configs/rate_coefficients.csv\", index_col=[0, 1, 2], skiprows=16)\n", + "uncorrected_photoionization_coeff_ctardis = pd.read_csv(\"/home/afullard/tardis-chvogl-configs/uncorrected_photoion_coeff.csv\", index_col=[0, 1, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "spontaneous_recombination_coeff_solver = SpontaneousRecombinationCoeffSolver(cmfgen_atom_data.photoionization_data,)\n", + "photoionization_coeff_solver = AnalyticPhotoionizationCoeffSolver(cmfgen_atom_data.photoionization_data,)\n", + "\n", + "spontaneous_recombination_rate = spontaneous_recombination_coeff_solver.solve(temperature)\n", + "photoionization_rate_coeff, stimulated_recombination_rate_coeff = photoionization_coeff_solver.solve(rad_field, temperature)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Current differences:\n", + "- Atomic data for ctardis is 6000 rows and covers a smaller frequency range (but seems to have the same slope)\n", + "- ~~Integrated (summed) J_nu (mean intensity for the dilute radiation field) is different by a factor of ~2. Raw values for individual frequencies seem similar~~\n", + "- Correction factor is very different (need to use correct number densities)\n", + "- ~~Prefactor alpha_k(nu) seems different but could be due to data range~~\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plt.plot(photoionization_coeff_ctardis[\"0\"].to_numpy(), label=\"ctardis\")\n", + "plt.plot(uncorrected_photoionization_coeff_ctardis[\"0\"].to_numpy(), label=\"ctardis uncorrected\")\n", + "plt.plot(photoionization_rate_coeff[0].to_numpy(), label=\"TARDIS\")\n", + "plt.semilogy()\n", + "plt.xlabel(\"Level\")\n", + "plt.ylabel(\"Photoionization coefficient\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 5.0)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot((photoionization_rate_coeff[0].to_numpy() - uncorrected_photoionization_coeff_ctardis[\"0\"].to_numpy()) / (uncorrected_photoionization_coeff_ctardis[\"0\"].to_numpy() + photoionization_rate_coeff[0].to_numpy()) * 100)\n", + "plt.xlabel(\"Level\")\n", + "plt.ylabel(\"Percent difference\")\n", + "plt.ylim(0, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df1 = photoionization_coeff_ctardis.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "df2 = photoionization_rate_coeff.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "\n", + "plt.plot(df1.T, label=\"ctardis\")\n", + "plt.plot(df2.T, label=\"TARDIS\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Photoionization coefficient\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(df1.T.to_numpy() / df2.T.to_numpy(), label=\"ctardis / TARDIS\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Photoionization coefficient ratio\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "ctardis_path = \"/home/afullard/tardis-chvogl-configs/\"\n", + "\n", + "ion_number_density_ctardis = pd.read_csv(ctardis_path+\"ion_density.csv\", index_col=[0, 1])\n", + "lte_ion_number_density_ctardis = pd.read_csv(ctardis_path+\"lte_ion_number_density.csv\", index_col=[0, 1])\n", + "\n", + "level_number_density_ctardis = pd.read_csv(ctardis_path+\"level_pop.csv\", index_col=[0])\n", + "lte_level_number_density_ctardis = pd.read_csv(ctardis_path+\"lte_level_pop.csv\", index_col=[0])\n", + "\n", + "correction_factor_ctardis = pd.read_csv(ctardis_path+\"correction_factor_ctardis.csv\", index_col=[0])\n", + "\n", + "recomb_coeff_ctardis = pd.read_csv(ctardis_path+\"recombination_coeff.csv\", index_col=[0, 1, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import networkx as nx\n", + "\n", + "G = nx.read_graphml(ctardis_path+\"plasma_graph.gml\")\n", + "pos = nx.nx_agraph.graphviz_layout(G, prog='dot')\n", + "\n", + "# Draw the graph\n", + "plt.figure(figsize=(12, 12))\n", + "nx.draw(G, pos, with_labels=True, node_size=500, node_color='lightblue', font_size=8, font_color='black', edge_color='gray')\n", + "plt.title('Plasma Graph')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Build custom property collection" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Zeta_data missing - replaced with 1s. Missing ions: []\n", + "Zeta_data missing - replaced with 1s. Missing ions: []\n" + ] + } + ], + "source": [ + "plasma_solver_factory = PlasmaSolverFactory(cmfgen_atom_data2, config)\n", + "plasma_solver_factory.prepare_factory([1],\"tardis.plasma.properties.property_collections\" )\n", + "cmfgen_plasma = plasma_solver_factory.assemble(cmfgen_sim_state.elemental_number_density, rad_field, cmfgen_sim_state.time_explosion, electron_dist.number_density, link_t_rad_t_electron=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Custom Ion LTE\n", + "\n", + "Differences: Phi at electron temp is VERY CLOSE, LTE partition function is SAME, basic elemental number density is VERY CLOSE, electron densities are VERY CLOSE\n", + "\n", + "LTE and \"non-LTE\" ion pops in TARDIS plasma are identical right now!" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.properties.ion_population import IonNumberDensity\n", + "\n", + "class LTEIonNumberDensity(IonNumberDensity):\n", + " outputs = ('lte_ion_number_density', )\n", + " latex_name = ('N_{i,j}^*',)\n", + "\n", + " def calculate(self, phi_Te, lte_partition_function_Te, number_density, electron_densities, block_ids, ion_threshold):\n", + " return self.calculate_with_n_electron(\n", + " phi_Te, lte_partition_function_Te, number_density, electron_densities, block_ids, ion_threshold)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Custom level LTE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check input values for calculations use LTE or \"NLTE\" quantities as appropriate\n", + "\n", + "Check precisely what step values are sourced from- are these first iteration or not?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.properties.level_population import (\n", + " LevelNumberDensity,\n", + ")\n", + "\n", + "class LTELevelNumberDensity(LevelNumberDensity):\n", + " outputs = ('lte_level_number_density',)\n", + " latex_name = ('N_{i,j,k}^*',)\n", + "\n", + " def _calculate_dilute_lte(self, lte_level_boltzmann_factor_Te, lte_ion_number_density,\n", + " levels, lte_partition_function_Te):\n", + " return super(LTELevelNumberDensity, self)._calculate_dilute_lte(\n", + " lte_level_boltzmann_factor_Te, lte_ion_number_density, levels, lte_partition_function_Te)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "lte_ion_number_density = LTEIonNumberDensity(cmfgen_plasma,\n", + " electron_densities=cmfgen_plasma.electron_densities\n", + " ).calculate(\n", + " cmfgen_plasma.thermal_phi_lte,\n", + " cmfgen_plasma.thermal_lte_partition_function,\n", + " cmfgen_sim_state.elemental_number_density,\n", + " cmfgen_plasma.electron_densities,\n", + " None, 1e-20)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "lte_level_number_density = LTELevelNumberDensity(cmfgen_plasma\n", + " ).calculate(\n", + " cmfgen_plasma.thermal_lte_level_boltzmann_factor,\n", + " lte_ion_number_density,\n", + " cmfgen_plasma.levels,\n", + " cmfgen_plasma.thermal_lte_partition_function)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### NB- not really a \"Saha Factor\", this is $\\Phi_{i,\\kappa}$ as defined in Lucy 03 Eq 14" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "saha_factor = lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1] / (\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1].values\n", + " * electron_dist.number_density.value\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(ion_number_density_ctardis[\"0\"] / lte_ion_number_density_ctardis[\"0\"]).plot()\n", + "(cmfgen_plasma.ion_number_density[0] / lte_ion_number_density[0]).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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NHnwPW0AFq6OJm1A5ERGRUmGaJqtXfESLTcO43EghEz+SrnmZRv95RMM4UoDKiYiIlDjH6UzWzXiarsfnYjdMDvrWpvz986lb+wqro4kbUjkREZEStXPPHjIX96e7a0feME71W2n44FQMvyCro4mbUjkREZESYZomKz9ZROufniHMcHCaAI5eN55GNzxkdTRxcyonIiJS7FLSTvPd9GF0S1mIzTD5y+8yQh5YQO2aTayOJh7Akm8lnjhxIk2bNqVJkyYMHjwYD/vuQRER+Qe/7NrFgTc60T11ATbDZE/NO6kx7HsqqJjIRSr1KydHjx5l8uTJ7Ny5E19fX6677jp++OEH2rZtW9pRRESkGLlcJl8sm8fVPz9HZeMU6QRy4obXaHRdH6ujiYexZFgnNzeXzMxMAHJycqhataoVMUREpJgcT03jhxlPcvOpD8CARP8GhPZbSGT1hlZHEw9U6GGddevW0aNHDyIiIjAMg2XLlp3znClTplC3bl0CAgKIjo5m/fr1+Y9VqVKFYcOGUatWLSIiIvjPf/5DvXr1ivQhRETEOj/98gt/Tbohr5gAv9fuTc1h6wlSMZFLVOhykp6eTvPmzZk8efJ5H1+8eDFDhgxhxIgRbNu2jfbt29O1a1cSEhIAOHnyJJ999hkHDhzg4MGDbNiwgXXr1hXtU4iISKlzukw+/WAGl318E83NPaQRxMHO79HwwXcxfAOtjicerNDDOl27dqVr164XfPzNN9+kf//+DBgwAIBJkyaxatUqpk6dyvjx4/nqq6+oX78+oaGhANx888388MMPXHfddec9XlZWFllZWfnbDoejsJFFRKSYJac42DLjCXqkLQEDEgIvp0q/BdQIr291NPECxXq3TnZ2Nlu3bqVz584F9nfu3JkNGzYAEBkZyYYNG8jMzMTpdLJ27VoaNWp0wWOOHz+ekJCQ/J/IyMjijCwiIoW0eds2kid1pFvaEgD21u1DraHrCVQxkWJSrOXk2LFjOJ1OwsPDC+wPDw/n8OHDAFx99dV069aNK6+8kiuuuIJ69epxyy23XPCYw4cPJzU1Nf8nMTGxOCOLiMhFynW6WL7wXRot60YU8ZwyynOo62wa9J0MPn5WxxMvUiJ36xh/+wIn0zQL7Bs7dixjx469qGP5+/vj7+9frPlERKRwko6nsH3m/7j19Cd5wzjlmlL1oYVEhNWxOpp4oWItJ2FhYdjt9vyrJGckJyefczWlsGJjY4mNjcXpdBbpOCIiUjg/bN5M8OcP05X9AOxt0J8G90wAu6/FycRbFeuwjp+fH9HR0axevbrA/tWrV9OuXbsiHXvQoEHs2rWLzZs3F+k4IiJycXKcLpbOe4emn/WgCftJNYI50n0eDe57U8VESlShr5ykpaURHx+fv71//362b99OaGgotWrVIiYmhj59+tCqVSvatm3LtGnTSEhIYODAgcUaXERESs5fR4+zc+Ygbsv8Agz4M6g51frPJyS0ltXRpAwodDnZsmULHTt2zN+OiYkBoG/fvsTFxdGrVy+OHz/OmDFjSEpKIioqihUrVlC7du0iBdWwjohI6Vj/wwaqrhxIF/7EhcH+yx+l3l1jwa7vipXSYZge9q17DoeDkJAQUlNTCQ4OtjqOiIjXyMp18tn8t7hp/ysEGVmkGCFk3/oeVVtceG0rkYtVmN/fqsEiIkLC4aP8Nvu/3JH1JRhwoEI0EQ/Np2KlCKujSRmkciIiUsat/W4dNVb/l85GIi4MDjQdxGV3jAGb3epoUkZ5TDnRnBMRkeKVmePks7mvc3PC6wQa2Zy0VcJ123Qua3aj1dGkjNOcExGRMuiPg0fYFzeQG3O+BuBAyFXUfGgePiHVLE4m3kpzTkRE5ILWfPs1db4exI3GIZzYSLhiCHV7jgRbsS59JXLJVE5ERMqI01k5fB43gR6HJhFg5HDcFobtzpnUbdLB6mgiBXhMOdGcExGRSxefeIjEOY9wV+76vLtxKrUjsv887OXDrI4mcg7NORER8WKmafLlmi9ptH4wdYzD5GLjYMunqd39GQ3jSKnSnBMRESEtM4cvZr/MLYcn42/kctxeBXuvOGo3vNbqaCL/SOVERMQL7T6QyJF5j3CXcwMYsL/y9dR+KA5bUKjV0UT+lcqJiIgXMU2TL1Z9TrONT9LYSCYHHw63fpa63YaBYVgdT+SieEw50YRYEZF/lno6my9nvcCtR9/Fz3By1Kca/vfMIbL+1VZHEykUTYgVEfECv8Yf4OSih2nv3ATA/io3UOehWRiBlSxOJpJHE2JFRMoI0zT5dMUnRG+KIco4RjY+JLcdSd3OT2gYRzyWyomIiIdKSc/ky5mjuO34DHwNJ8m+EQTeO4+adVtZHU2kSFROREQ80PY98aQvfoS7XVvzFlWr1oXa/aZjBIRYHU2kyFROREQ8iMtlsvyTj7l621NUN06QjS9Hrx1DnU6PaRhHvIbKiYiIhzh+KoOvZzzHbSlx+BgujvhGUuGBBdSIbG51NJFi5THlRLcSi0hZtmXnHnI/epi7zJ/zhnEiulO777sY/hWsjiZS7HQrsYiIG3O6TJYueZ/2O54l3EghEz9OdhhH9esHaBhHPIpuJRYR8QLJqel8O+MZbnfMx26YHPavQ8gDC6heI8rqaCIlSuVERMQN/fDLLmxLH+Yu89e8YZzI26jTJxb8gqyOJlLiVE5ERNxIrtPFko8WcMOu5wgzHGQQgKPTBOq072d1NJFSo3IiIuImkk6eYsOMp7gz7X1shklSQD1C+y4gvHpjq6OJlCqVExERN/D9T78Q8Mkj3MHuvGGcOndT5763wTfQ6mgipU7lRETEQjlOFx8vjuPGPaOobJziNIGkd36DOu3uszqaiGU8ppxonRMR8TaJR1PZNGso92R8CAYkBTak8oMLqFK1odXRRCyldU5ERCzw7eZtBH/+KFeyB4A/691H7XveBN8Ai5OJlAytcyIi4qaycp18vHAGXfeNoZKRRrpRjoyb3qJ2m7utjibiNlRORERKyYEjJ9k2ewj3Zi4DAw4FNabKgwsJCrvM6mgibkXlRESkFKzZuIkqKx/jNiMegISG/ah192vg42dxMhH3o3IiIlKCMnOcfLRgKrfsH0uwcZo0ozzZPSZTq+VtVkcTcVsqJyIiJSQ+6Tg7Zw/m/uzP8oZxykdR9cEFlK9cx+poIm5N5UREpASsWr+BGl8N4lbjDwASGz9M5J3jwe5rcTIR96dyIiJSjE5n5/Lx3HfomTiBCkYGp2zBOG+ZQmSLHlZHE/EYKiciIsXk97+OsmfO4/TJWQkGHAxuQbWHFmCvWNPqaCIeReVERKSITNNkxTfruezbx+lh/IkLg0NRj1HztpfArn9mRQrLY/5Xo+XrRcQdpWXlsiTuTe449DpBRhYOW0XM29+jZtRNVkcT8Vhavl5E5BLt/PMwB+YN4ubcrwA4WLEV1R+chy0kwuJkIu5Hy9eLiJQg0zT59Kuvufy7wdxs/IULg8MtBlPjltFgs1sdT8TjqZyIiBRCakYOy+Ne5c7Db1HOyCLFHor9jhlENOlkdTQRr6FyIiJykXb8cZC/FvyXB5xr8+7GCW1DxIPzMCqEWx1NxKuonIiI/AvTNFmy8kta/DCErsYhnNhIjo6hxs3PaRhHpASonIiI/IOU9CyWz36FXkffIcDIIcVeGZ9es6ne8Hqro4l4LZUTEZEL2BafwNGF/6Wva33eME7YNUT0m4NRvorV0US8msqJiMjfuFwmH33+Ba23PMmVxmGc2Dh61TPUuOlpsNmsjifi9VRORETOcuxUJp/NGkvvE1PxN3I46VMV/95zqFavndXRRMoMlRMRkf+z+bf9pC5+jH7mxrxhnKodiOg7CyOostXRRMoUlRMRKfOcLpMPln9Cu+3DaG0kk4udE22fp0bnJ8EwrI4nUuaonIhImZacmsEXs16kd8o0/AwnJ3yrUe6+uVSt08bqaCJlVqnP7NqzZw8tWrTI/wkMDGTZsmWlHUNEhI2/xrNz0i30TZ2Kn+HkYLX/EBrzIwEqJiKWKvUrJ40aNWL79u0ApKWlUadOHW688cbSjiEiZViu08X7S5fQYccz1DSOkY0Pqe1foMYNj2sYR8QNWDqs88knn9CpUyeCgoKsjCEiZUhSSjpfzhzFvY7Z+BpOjvvVoPz986hSK9rqaCLyfwo9rLNu3Tp69OhBREQEhmGcd0hmypQp1K1bl4CAAKKjo1m/fv15j/XBBx/Qq1evQocWEbkU637+jb2TutP31Ax8DScHa9xE5ZiN+KuYiLiVQpeT9PR0mjdvzuTJk8/7+OLFixkyZAgjRoxg27ZttG/fnq5du5KQkFDgeQ6Hg++//55u3bpdWnIRkYuU43Qxd/H71F/Slev4iWx8OdZhAjUGvA8BIVbHE5G/MUzTNC/5xYbB0qVL6dmzZ/6+Nm3a0LJlS6ZOnZq/r3HjxvTs2ZPx48fn75s3bx6rVq1i/vz5hXpPh8NBSEgIqampBAcHX2p0ESkjEo+n8c2sEdybNhcfw8Ux/1oEPzAfvxrNrY4mUqYU5vd3sc45yc7OZuvWrTz77LMF9nfu3JkNGzYU2PfBBx/wyCOP/Osxs7KyyMrKyt92OBzFE1ZEvN7XW3bi/9ljPMDPYMChWj2IuG8q+FewOpqI/INivZX42LFjOJ1OwsPDC+wPDw/n8OHD+dupqals2rSJLl26/Osxx48fT0hISP5PZGRkcUYWES+Uletk9oL5NP20G9fwM1n4c6LTm0Q8OE/FRMQDlMg6J8bfbsUzTbPAvpCQEI4cOYKfn9+/Hmv48OGkpqbm/yQmJhZ7XhHxHgeSHXz4xv944PfHCTdSOBZQB9ujXxPavr9uExbxEMU6rBMWFobdbi9wlQQgOTn5nKspF8vf3x9/f//iiCciXu7LH3+mwopB3G/sAAOS6t5O9d6TwU/LFYh4kmK9cuLn50d0dDSrV68usH/16tW0a1e0b/SMjY2lSZMmtG7dukjHERHvk5njZMac2Vy5ogdtjR1kGv6kdHmb6n1nq5iIeKBCXzlJS0sjPj4+f3v//v1s376d0NBQatWqRUxMDH369KFVq1a0bduWadOmkZCQwMCBA4sUdNCgQQwaNCh/tq+ICED84RR+nP00D2V+gM0wORpYj0r9FlIx/HKro4nIJSp0OdmyZQsdO3bM346JiQGgb9++xMXF0atXL44fP86YMWNISkoiKiqKFStWULt27eJLLSICfP79T1T98r/cZ+zOG8ap34vqvd4C30Cro4lIERRpnZPSFBsbS2xsLE6nk99//13rnIiUYaezc1kwfxa3/zmGysYpMoxAsru+SchV91odTUQuoDDrnHhMOTlDi7CJlG17Dp3kp7ih9M7+GIDkoIZU7rcIe5X6FicTkX9i2SJsIiIlxTRNPl23mRpfP05vYw8AhxveT7W73gDfAIvTiUhxUjkREbeXlpXLgrnvcfdf46hkpHHaKIez+ztUi77T6mgiUgI8ppycPedERMqOnQlH+XXuUB7NXQ4GJFdoQli/hdgq17U6moiUEM05ERG3ZJomS77ZQL21g2lhy1u+4EiTBwm/fQL4aGFGEU+jOSci4tFSM3JYNGcKvZNeIcR2mnRbebg1lvDmPa2OJiKlQOVERNzKzweO8Pu8Jxno/DxvGCe4GVUeXIBRSWsliZQVJfLFfyVBy9eLeDfTNFm86ltss7pwl/NzAJKbPULVJ75RMREpYzTnREQsdzI9m/fj3ua+5NcJNjJIswVj3P4uQVE3Wx1NRIqJ5pyIiMfYGp/Enwuf4DHXqrxhnIpXUqXfPIyKkVZHExGLqJyIiCVcLpNFK7/myh+e5HbbnwAcbTGIqj3GgF3/NImUZfoXQERK3bG0LD6cPZE+xyZS3pbJKXtFfO6cTpXGna2OJiJuwGPKiRZhE/EOP+75i6T3n+Ax8ysw4Ehoa6r2m4sRHGF1NBFxE5oQKyKlwukymf/Zl1y9ZSiNbIm4MDgR/QRhN48Cm93qeCJSwjQhVkTcSrIjk49nvUbfk+9QzpbFKZ9QfO+aQVijTlZHExE3pHIiIiXqu11/cvLDwTxmrs27Gyfsaqr2nQsVwq2OJiJuSuVEREpErtPFvE++oP22YVxrO4QTGylXDaXqTcM1jCMi/0jlRESK3aGTp1k++xUeTJ1CgC2HVJ8wAu6ZTeX611kdTUQ8gMeUE92tI+IZvt2xj/SPB/MY3+UN44S3p+oDcRAUZnU0EfEQultHRIpFdq6LuUs/oeOOZ6lnS8KJDUe7Z6n0n6fA5jFf4yUiJUR364hIqUo8ns7ns8fy4Klp+NtySPWtSuC9cVSqe43V0UTEA6mciEiRfLXtd3KXD2YgG/OGcap3pGqfWVAu1OpoIuKhVE5E5JJk5TqZ/eFSuu4eTm1bMrnYSWv/PFVveBIMw+p4IuLBVE5EpNAOHE1j5ewxPJg+E39bLil+1Sh//zwq1rrK6mgi4gVUTkSkUL7YvBvfzwYz0NgEBhytcSNV7p8OgZWsjiYiXkLlREQuSmaOk1mLP6TH788TaTtKDr6c7jCaKtc/rmEcESlWKici8q/ij5zi69mjeDhjDr42Jyn+NSjfZz4hNVtaHU1EvJDHlBMtwiZijU83/kr5lf/jEeOnvGGcWl2pcu97EBBidTQR8VJahE1Ezut0di4zF77P7ftHUcM4Tja+ZP5nLMHXPKJhHBEpNC3CJiJF8ltSCutnP89jWQvwMVycDKxFcJ/5BEc0tzqaiJQBKiciks80TZZ99zOVVw/mYdvPYMCxurcQds8U8K9gdTwRKSNUTkQEgFOZOcxasIBeCS9QzXaSbMOP7M4TCLv6QQ3jiEipUjkREX5NPMGPc0fwePYi7IbJiXJ1qfjAAvyqNbU6moiUQSonImWYaZp8+O1P1Px6MP1tv+YN49S/g7C73wG/IKvjiUgZpXIiUkalZuQwa24c9x96iSq2VLKMAHK7vkbYVQ9YHU1EyjiVE5EyaPufx/lp3rM8kfMhNsPkRFB9KvVdgH/Vy62OJiKiciJSlpimyaI1P1Jv3RAesu0GA443vIfKd04Ev3JWxxMRAVRORMqMk+nZzJ47gwcOjyfM5iDTCMTVfSKVo3tbHU1EpACPKSdavl7k0m35I5ldC54hxrkEDDhRoRGV+i7ACGtgdTQRkXNo+XoRL+Zymcxb9T1NN8bQyrYHgBNNHiD0ttfAN8DidCJSlmj5ehHhWFoWcXHv0f/oBCrZ0siwBcEt7xDa4g6ro4mI/COVExEv9MPew+xd9BTDXJ/kDeOENKHSAwswKl9mdTQRkX+lciLiRZwuk7gV62i5KYY+tngATjZ7iNBbXwEff4vTiYhcHJUTES+R7Mhk3uwpDDjxGiG205y2lcd+2xQqNbvV6mgiIoWiciLiBdbvPkjiB08x1Pw8bxin0hWEPjAfKtW2OpqISKGpnIh4sFyni5mffsPVPw3jXtsfAKS0eJTQ7i+Dj5/F6URELo3KiYiHOpSSwcLZb/NIykSCbRmctgfjc8d7VGzSzepoIiJFonIi4oG++TWB5I+GMYxVecM4lVsS+sA8CKlpdTQRkSJTORHxINm5LqYvW02HX56io+1PAFKj/0dot9Fg97U4nYhI8VA5EfEQiSdOs3j2RAY63qa8LZN0n4r43jWdkEadrY4mIlKsVE5EPMCXP+/HsXQow1iTN4xT5SpC+8yF4OpWRxMRKXY2K950//79dOzYkSZNmtCsWTPS09OtiCHi9jJznLyz+HNqfdyDO1mDCwPHVU8SOvALFRMR8VqWXDnp168fL7/8Mu3bt+fEiRP4+2vlSpG/O3AsnY9nv8ZjaVMoZ8sizTeUgLtnEtzgBqujiYiUqFIvJzt37sTX15f27dsDEBoaWtoRRNze51vjyf5kKEONtXnDOOHtCL0/DiqEWx1NRKTEFXpYZ926dfTo0YOIiAgMw2DZsmXnPGfKlCnUrVuXgIAAoqOjWb9+ff5je/fupXz58txyyy20bNmScePGFekDiHiTzBwnExcup8HyW7jNWIsLG6faPk3oo5+pmIhImVHocpKenk7z5s2ZPHnyeR9fvHgxQ4YMYcSIEWzbto327dvTtWtXEhISAMjJyWH9+vXExsayceNGVq9ezerVq4v2KUS8QPwRB1PeHM3APQNoaDtImm8Yrgc+oUKXEWCzWx1PRKTUFHpYp2vXrnTt2vWCj7/55pv079+fAQMGADBp0iRWrVrF1KlTGT9+PDVr1qR169ZERkYC0K1bN7Zv386NN9543uNlZWWRlZWVv+1wOAobWcTtLftxD7bPY4ixfQcGnKzenkr3zYbyVayOJiJS6or1bp3s7Gy2bt1K584F113o3LkzGzZsAKB169YcOXKEkydP4nK5WLduHY0bN77gMcePH09ISEj+z5lSI+IN0rNyeX3uxzT7/FZusX2HExtp146g0sOfqJiISJlVrOXk2LFjOJ1OwsMLjo2Hh4dz+PBhAHx8fBg3bhzXXXcdV1xxBQ0aNKB79+4XPObw4cNJTU3N/0lMTCzOyCKW+S0plWlvjuB/+x6lni2JU37h0O9zyv/nabBZcpe/iIhbKJG7dQzDKLBtmmaBff82NHQ2f39/3WosXsU0TT7asJugVU/ypO2HvGGcmjdQ6d6ZUE53r4mIFGs5CQsLw263518lOSM5OfmcqymFFRsbS2xsLE6ns0jHEbHSqcwcpi76mLv3j6KO7Qi52Mm6fiSVOgyBv5V6EZGyqlivHfv5+REdHX3O3TerV6+mXbt2RTr2oEGD2LVrF5s3by7ScUSs8utfKcx681meODCIOrYjnAqoju2hlQR1fFLFRETkLIW+cpKWlkZ8fHz+9v79+9m+fTuhoaHUqlWLmJgY+vTpQ6tWrWjbti3Tpk0jISGBgQMHFmtwEU9hmiaL1u2g8pqhPGHblDeMU6szlXpPg8BKVscTEXE7hS4nW7ZsoWPHjvnbMTExAPTt25e4uDh69erF8ePHGTNmDElJSURFRbFixQpq165dfKlFPERqRg5T5y/mvsQXiLQdJRcfsju9SKVrB+lqiYjIBRimaZpWh7gYZ885+f3330lNTSU4ONjqWCIXtO3PE3w370UG5szD13DiCKxJhfvnYdRoaXU0EZFS53A4CAkJuajf3x5TTs4ozIcTsYJpmsz7ejs1vo2hk+0nAFLqdqNir3chIMTidCIi1ijM729LvpVYxFudTM9m6ryF9E0aQw3bcXIMX3JvHEvFto9oGEdE5CJ5TDnRrcTi7jbvP8am+aN5OnchPoYLR7naVOgzD9/qza2OJiLiUTSsI1JELpfJ7NVbqPf9MDrYtgOQUr8nFe+aDP4VrA0nIuImNKwjUkqOpWXx7py5DEgeSzXbSbINP1w3vUrFq/ppGEdE5BKpnIhcog17j/DzotEMd76P3TBxBNWlQp/5GNWirI4mIuLRVE5ECsnpMpm58gea/DCMx2y/ggGpje4i5I63wC/I6ngiIh7PY8qJJsSKOzjiyGTanNk8euwVqtpSyDYCMG9+nZBWfayOJiLiNTQhVuQirfvtML8tfp4Bro+wGSaOCvUJ7rMAql5udTQREbenCbEixSjX6WLa599z5eanecS+CwxwNLmX4J5vgF85q+OJiHgdlRORf3AoJYOZcTN47OSrhNkdZNkCMXq8RfCVvayOJiLitVRORC7g650H2f/hCEayNG/Sa8jlhPRZAGH1rY4mIuLVbFYHuFixsbE0adKE1q1bWx1FvFx2rou3lqyl/OLb6M9SAE4160vI49+qmIiIlAJNiBU5S+KJ08yOm8bjqa8RaqSRZSuHrec7+F5xp9XRREQ8mibEilyCVb8kcHDJCEbxSd4wTqWmhPSZD6GXWR1NRKRMUTmRMi8zx8mUZd/QYcczdLHFA3CqeX9CeowHH3+L04mIlD0qJ1Km7T+Wzvy4Kfzv1EQq2tLJsFfA9/YpVGh6i9XRRETKLJUTKbM++Wk/qcuHM9L4Im/tkspXEHz/fKhU2+poIiJlmseUEy1fL8UlM8fJ2x+tpsvu4TS3/QFAevRjBHcdAz5+FqcTERHdrSNlSnzyKRbFTeaJ9LcINjLI8AnG7453sTe+2epoIiJeTXfriJzHkk37yPhsOCNtq/KGccJaEnz/XKgYaXU0ERE5i8qJeL30rFze+mAlt+wdQZTtQN6+1o8TfNMLYPe1NJuIiJxL5US82u4kBx/PmcSQjFjK2zLJ8KmI390zCGp4o9XRRETkAlROxCuZpskHG/dirnyW521r8oZxwq8i+L45EBxhdTwREfkHKifidU5l5vDW+59zxx/P09iWiAuDzKufJPjGEWDXX3kREXenf6nFq/x6MJXlc97gyax3CbJlcdqvMgF3z6Rc/Y5WRxMRkYvkMeVE65zIPzFNk4Xrd+P/1XBG2NbmDeNUb0fwvXFQIdzqeCIiUgha50Q8XurpHCYuWs69f46ioe0gLmxkXfMUgZ2eAZvd6ngiIoLWOZEyZNufJ1g5/3WeyZ5OoC2b035VCOw9i8C611kdTURELpHKiXgkl8tkztqdVPrmGYbbvwMDTtW4jgq9Z0H5KlbHExGRIlA5EY9zMj2bSQuW8MBfL1DPnoQTGznXP0eF64eCzWZ1PBERKSKVE/Eom/cf5+sFE3guZxb+thzS/atS7t45BNRuZ3U0EREpJion4hFcLpMZa34mYt2zPGPfmDeMU6sTFXpNh6DKVscTEZFipHIibu/oqSzemv8hA5LGUMd+BCd2cm8YRYVrB2sYR0TEC6mciFvbsPco3y0az0jnHPxtuaQHRlDu3jn4R15ldTQRESkhKifilpwuk/dW/UTdDc/wtH0zGJBWpwvle70HgZWsjiciIiVI5UTczhFHJm/PfZ+ByS8TaT9KruGDq9MYyl/zXzAMq+OJiEgJUzkRt/LtnmS2vP8yo13z8bM5SS9Xk6D75kKNaKujiYhIKfGYcqLv1vFuuU4XsV9spsmPwxlq35o3jFPvZsrfNRUCQqyOJyIipUjfrSOWO5SSweQ5Cxl0Yiw1jOPkGr6Yncfhe/XDGsYREfES+m4d8Rhf7Uzi149eZoxrIT6Gi/Sg2gTdPw+qN7c6moiIWETlRCyRneti8qcbufKn4Qyx/wwGpDe8jaA73gH/ClbHExERC6mcSKlLPHGaKXPm8kTKK1SznyTH8IOuEwhq/aCGcUREROVEStcXvxxk75IxvGwuxm6YpFW4jPL3z4fwplZHExERN6FyIqUiM8fJW8u/p+3PzzHYviNvGKfxXZTvOQn8y1sdT0RE3IjKiZS4/cfSmTZnNk86XqOqPYVsWwC27m8Q1PJ+q6OJiIgbUjmRErV8WwJ/LXuRsXyMzTBJC2lA+fvmQ9XLrY4mIiJuSuVESkRGtpM3l3xLx50juNW+C4DTUfdS/pY3wK+cxelERMSdqZxIsYtPPsXMuFnEpL9OFbuDbFsg9lsmUa7FPVZHExERD6ByIsXq480HOPrpC4w1lmEzTNIrXk7Q/fMhrIHV0URExEOonEixSM/K5fWPvuamPSO5w/YbAKeb9yWo+wTwDbQ4nYiIeBJLyomPjw9RUVEAtGrVihkzZlgRQ4rJ7iQHc+dO46nTEwm1pZFtD8Kn5zuUa3aH1dFERMQDWVJOKlasyPbt2614aylGpmny/g9/kP7FaMbbPs1buyQ0iqD75kLlelbHExERD6VhHbkkpzJzeHXxV/TcN5Jo214AMq4cQNDN48DH3+J0IiLiyWyFfcG6devo0aMHERERGIbBsmXLznnOlClTqFu3LgEBAURHR7N+/foCjzscDqKjo7n22mv59ttvLzm8WOPXg6mMm/gmQ//oT7RtL1k+5XHdNZfAW99QMRERkSIrdDlJT0+nefPmTJ48+byPL168mCFDhjBixAi2bdtG+/bt6dq1KwkJCfnPOXDgAFu3buXdd9/lgQcewOFwXPonkFJjmiZz1//O5ncfZXzWOCoa6aSHNcd/0PfYmt5qdTwREfEShmma5iW/2DBYunQpPXv2zN/Xpk0bWrZsydSpU/P3NW7cmJ49ezJ+/PhzjtG1a1deeuklWrVqdd73yMrKIisrK3/b4XAQGRlJamoqwcHBlxpdCin1dA4T3l/J3QdG0cL2BwCZrR4j4KYx4ONncToREXF3DoeDkJCQi/r9XegrJ/8kOzubrVu30rlz5wL7O3fuzIYNGwA4efJkftn466+/2LVrF5dddtkFjzl+/HhCQkLyfyIjI4szslyEbQknmTDxVZ798xFa2P4gyycY855FBHR/RcVERESKXbFOiD127BhOp5Pw8PAC+8PDwzl8+DAAu3fv5tFHH8Vms2EYBm+99RahoaEXPObw4cOJiYnJ3z5z5URKnstlEvftb/h8PYpx9i/z7sap2pKge+dCRf0ZiIhIySiRu3UMwyiwbZpm/r527dqxY8eOiz6Wv78//v6aZFnaTqRn8+rCFdyfOJoo+wEAstr8j6DOo8Hua204ERHxasVaTsLCwrDb7flXSc5ITk4+52pKYcXGxhIbG4vT6SzSceTfbdp/gk/mv8OI3KlUsGWQ6VsJ/7um4d+w87+/WEREpIiKdc6Jn58f0dHRrF69usD+1atX065duyIde9CgQezatYvNmzcX6ThyYS6Xybtf/cq+WQN42fkmFYwM0qtdRcD/NmComIiISCkp9JWTtLQ04uPj87f379/P9u3bCQ0NpVatWsTExNCnTx9atWpF27ZtmTZtGgkJCQwcOLBYg0vxOnoqi1cXfMpDh16ksT0BFwa57WII6vQc2LVWn4iIlJ5C/9bZsmULHTt2zN8+M1m1b9++xMXF0atXL44fP86YMWNISkoiKiqKFStWULt27eJLLcVqQ/wxVi56ixdy3yPIlkWmXyj+d8/Er/4NVkcTEZEyqEjrnJSms+ec/P7771rnpBg4XSaxX+6g2vfPc7c9b6Xe0xHtKNd7NlSoZnE6ERHxJoVZ58RjyskZhflwcmFHHJm8Nm8pjxx5iYa2g7iw4Wz/NL4dnwab3ep4IiLiZQrz+1uTCcqgb/ck8837E3nJNYNAWzaZ/mEE3BOHrW57q6OJiIh4TjnRrcRFl+N08c7K7dT+YSQv2L8DA05HXk+5XjOhfBWr44mIiAAa1ikzDqVk8PrcJQw69hL1bEl5wzgdnsP3uqFgK9Y7ykVERM6hYR0p4Kudh9n40RuMc80mwJZDRkA4gb3jsNUu2tozIiIiJUHlxItl57qY+PlWGm8ZyUj7RjAgo3YnAu+eDkGVrY4nIiJyXionXirxxGnemPshT5wYS137EZzYMTuNJPCaJzSMIyIibs1jyokmxF68Fb8cYtuS15hgzsXflktGuQgCe8+ByKusjiYiIvKvNCHWi2TmOHlj+Sau/HkU3eybAMi4rAuBd74L5UItTiciImWZJsSWQfuPpTNpzvsMTR1PLftRnIYP3PgSgW0fA8OwOp6IiMhFUznxAsu3/cXupRN4zViAn81JRlBNAu+dCzWirY4mIiJSaConHiwj28mrSzfS7tdRPGvfCkBm/e4E3hELgRWtDSciInKJPKacaEJsQXuPnGLy3IU8lfYqNe3HyDV8MbqMJaDNIxrGERERj6YJsR7ow81/cuDTCQwx3sfXcJJRoTaB986D6s2tjiYiInJemhDrpdKzcnnlo+/o+Nto7rJvByCz0W0E3vY2BJTNoiYiIt5H5cRD7E5y8O7ceTx7+nWq20+Qa/PH1nUCAa36aRhHRES8isqJmzNNk4U/HuDI5+N5w/YhPoaLjODL8oZxqkVZHU9ERKTYqZy4sVOZOYz9YB3d9o7mPvsOALKa3E3grRPBv7zF6UREREqGx5STsna3zo6/Upk5fw7PZbxBVXsKObYA7N1fx//K+zWMIyIiXk1367gZ0zSZ+/0+UleNZ5DtY+yGSUbFBgTeOx+qXm51PBERkUuiu3U8VOrpHF5e/DU9/3iRa+w7Achudh+BPV4Hv3IWpxMRESkdKidu4qeEk8ydN5sR2ROpYneQYw/E55ZJ+DW/x+poIiIipUrlxGIul8nMdb+TvWYcb9qWYzNMMkIbE9h7LlRpaHU8ERGRUqdyYqET6dm8vGgNvRJeoI39NwCyW/Ql8OYJ4BtobTgRERGLqJxYZNP+EyxaMJPnc96isu0UOfYgfHq+jV+zO62OJiIiYimVk1Lmcpm8+/Vv2NeOZaLPp2BARlgzAnvPgcr1rI4nIiJiOY8pJ96wzsnRU1mMXfglfQ6+SLTPXgByogcQ2HUc+PhbnE5ERMQ9aJ2TUvJ9/DGWLJrOyNx3qGikk+1TAd/bJmM07Wl1NBERkRKndU7ciNNl8s7qXZRf/xJv+HwBBmRWbU5A77lQqY7V8URERNyOykkJOuLI5KV5XzDgyEu08NkHQO5VjxHQeQz4+FmcTkRExD2pnJSQtXuS+Wzxe4xzTiHYdpps32D87ngPn8u7WR1NRETEramcFLMcp4tJK3+lysaXeN3ny7xhnGrRBNwTBxVrWR1PRETE7amcFKODKRmMm/c5A4++RDOfAwDkth1MwH9Ggd3X2nAiIiIeQuWkmKzedYQvP5jKK+a7VLBlkO1XEb87p+PTsLPV0URERDyKykkRZee6eGPFdmptepnXfNbkDeNUvypvGCekhtXxREREPI7KSREkHD/N+HmfMPjEWBr7JGBi4LomhoAbngO7Tq2IiMil0G/QS7RiRxLrP5rM60wnyJZFln9l/O+egb3eDVZHExER8WgqJ4WUmePk1U+30einlxjvsxaArJrX4N9rFlSoZm04ERERL+Ax5cQdvlvnj6NpTJi3nJiUcTTy+StvGOe6Z/Dv8DTY7JblEhER8Sb6bp2LtHz7QTYteYfnjZkEGtlkBVTJu1pS97pSyyAiIuKp9N06xSgj28m4pZtp8evLjLWvByCr9vX43zUDyle1OJ2IiIj3UTn5B3uPnOK1eUt42vEK9e2HcGHD7Pgc/u2Hgs1mdTwRERGvpHJyHqZp8uGWRHZ8+jZvG3EE2HLIKlcN/16zoXY7q+OJiIh4NZWTv0nPyuXlj3+k7e6XeMm+EYCsup3wv3M6BFW2OJ2IiIj3Uzk5y65DDibN/4jhaa9Q134EF3b4z2j82/1PwzgiIiKlROXk/3y4OYGdn0zkHdtc/G25ZAVF4H/PHIi8yupoIiIiZYrKyf9pufdt7rLPAiC7/k343z4VyoVanEpERKTs0VjF/6n3n/7k+lbA1Xkcfve9r2IiIiJiEV05OaNqY3xifoXAilYnERERKdN05eRsKiYiIiKWUzkRERERt2JZOTl9+jS1a9dm2LBhVkUQERERN2RZORk7dixt2rSx6u1FRETETVlSTvbu3ctvv/1Gt27drHh7ERERcWOFLifr1q2jR48eREREYBgGy5YtO+c5U6ZMoW7dugQEBBAdHc369esLPD5s2DDGjx9/yaFFRETEexW6nKSnp9O8eXMmT5583scXL17MkCFDGDFiBNu2baN9+/Z07dqVhIQEAJYvX07Dhg1p2LBh0ZKLiIiIVzJM0zQv+cWGwdKlS+nZs2f+vjZt2tCyZUumTp2av69x48b07NmT8ePHM3z4cObPn4/dbictLY2cnByGDh3KqFGjzvseWVlZZGVl5W87HA4iIyNJTU0lODj4UqOLiIhIKXI4HISEhFzU7+9inXOSnZ3N1q1b6dy5c4H9nTt3ZsOGDQCMHz+exMREDhw4wOuvv87DDz98wWJy5vkhISH5P5GRkcUZWURERNxMsZaTY8eO4XQ6CQ8PL7A/PDycw4cPX9Ixhw8fTmpqav5PYmJicUQVERERN1Uiy9cbhlFg2zTNc/YB9OvX71+P5e/vj7+/f3FFExERETdXrFdOwsLCsNvt51wlSU5OPudqSmHFxsbSpEkTWrduXaTjiIiIiHsr1nLi5+dHdHQ0q1evLrB/9erVtGvXrkjHHjRoELt27WLz5s1FOo6IiIi4t0IP66SlpREfH5+/vX//frZv305oaCi1atUiJiaGPn360KpVK9q2bcu0adNISEhg4MCBxRpcREREvFOhy8mWLVvo2LFj/nZMTAwAffv2JS4ujl69enH8+HHGjBlDUlISUVFRrFixgtq1axcpaGxsLLGxseTm5gJ5tySJiIiIZzjze/tiVjAp0jonVvjrr790O7GIiIiHSkxMpGbNmv/4HI8rJy6Xi0OHDlGhQoXz3gFUFGcWeEtMTNQCbyVI57l06DyXDp3n0qHzXHpK6lybpsmpU6eIiIjAZvvnKa8lcitxSbLZbP/auIoqODhYf/lLgc5z6dB5Lh06z6VD57n0lMS5DgkJuajnWfKtxCIiIiIXonIiIiIibkXl5Cz+/v6MHj1aK9KWMJ3n0qHzXDp0nkuHznPpcYdz7XETYkVERMS76cqJiIiIuBWVExEREXErXlVOjh8/TtWqVTlw4ECpv/edd97Jm2++WervKyIi4m28qpyMHz+eHj16UKdOnfx9TzzxBNHR0fj7+9OiRYtLPvbHH39MkyZN8Pf3p0mTJixdurTA46NGjWLs2LFaVl9ERKSIvKacZGRkMHPmTAYMGFBgv2maPPTQQ/Tq1euSj71x40Z69epFnz59+Pnnn+nTpw933303P/74Y/5zrrjiCurUqcOCBQsu+X1ERETEi+7WWbJkCY8++ihHjx497+MvvPACy5YtY/v27YU+dq9evXA4HHzxxRf5+2666SYqVarEokWL8ve9+OKLrFmzhnXr1hX6PURERCSP11w5WbduHa1atSqRY2/cuJHOnTsX2NelSxc2bNhQYN9VV13Fpk2byMrKKpEcIiIiZYHXlJMDBw4QERFRIsc+fPgw4eHhBfaFh4dz+PDhAvtq1KhBVlbWOftFRETk4nlNOcnIyCAgIKDEjv/3b0A2TfOcfYGBgQCcPn26xHKIiIh4O68pJ2FhYZw8ebJEjl2tWrVzroYkJyefczXlxIkTAFSpUqVEcoiIiJQFXlNOrrzySnbt2lUix27bti2rV68usO/LL7+kXbt2Bfb9+uuv1KxZk7CwsBLJISIiUhb4WB2guHTp0oXhw4dz8uRJKlWqlL8/Pj6etLQ0Dh8+TEZGRv7dOk2aNMHPz++ijv3EE09w3XXXMWHCBG699VaWL1/OV199xXfffVfgeevXrz9n4qyIiIgUjtfcSgx5Vzj69evHo48+mr+vQ4cOfPvtt+c8d//+/fmLtRmGwezZs+nXr98Fj/3RRx/x/PPP88cff1CvXj3Gjh3L7bffnv94ZmYm4eHhrFq1iquvvrrYPpOIiEhZ41XlZMWKFQwbNoxff/0Vm+3iRqwOHDhAgwYN2LVrFw0aNLjk946NjWX58uV8+eWXl3wMERER8aJhHYBu3bqxd+9eDh48SGRk5EW9ZuXKlTzyyCNFKiYAvr6+vPPOO0U6hoiIiHjZlRMRERHxfF5zt46IiIh4B5UTERERcSsqJyIiIuJWVE5ERETEraiciIiIiFtRORERERG3onIi4sb69etHz549rY5RJAcOHMAwjPyvjihp3nDOLtYLL7xAixYtrI4hUuy8ahE2kZJ24MAB6taty7Zt20rll8Jbb72FliIqHJ0zEc+nciLixkJCQqyO4Lays7PP++WdOmdFl5OTg6+vr9UxpAzTsI7I36xcuZJrr72WihUrUrlyZbp3786+ffsAqFu3LgBXXnklhmHQoUMHAFwuF2PGjKFmzZr4+/vTokULVq5cmX/MM0MbH3zwAe3btycwMJDWrVvz+++/s3nzZlq1akX58uW56aabOHr0aP7r/j5E4XK5mDBhAvXr18ff359atWoxduzYf/1MZ95/yZIldOzYkXLlytG8eXM2btyY/5zzDRFMmjQp/wsyz84zbtw4wsPDqVixIi+++CK5ubk89dRThIaGUrNmTWbNmnVOht9++4127doREBBA06ZNWbt2bYHHd+3aRbdu3Shfvjzh4eH06dOHY8eO5T/eoUMHHn/8cWJiYggLC+PGG28872f9+znLyspi8ODBVK1alYCAAK699lo2b96c//jatWsxDIM1a9bQqlUrypUrR7t27dizZ8+/ntezz9u8efOoU6cOISEh3HPPPZw6dSr/OXXq1GHSpEkFXteiRQteeOGF/G3DMHjvvffo3r075cqVo3HjxmzcuJH4+Hg6dOhAUFAQbdu2zf+7eLb33nuPyMhIypUrx1133UVKSkqBx2fPnk3jxo0JCAjg8ssvZ8qUKfmPnf13s0OHDgQEBDB//vyL+uwiJUXlRORv0tPTiYmJYfPmzaxZswabzcZtt92Gy+Vi06ZNAHz11VckJSWxZMkSIG8o4Y033uD111/nl19+oUuXLtxyyy3s3bu3wLFHjx7N888/z08//YSPjw+9e/fm6aef5q233mL9+vXs27ePUaNGXTDb8OHDmTBhAiNHjmTXrl0sXLiQ8PDwi/5sI0aMYNiwYWzfvp2GDRvSu3dvcnNzC3V+vv76aw4dOsS6det48803eeGFF+jevTuVKlXixx9/ZODAgQwcOJDExMQCr3vqqacYOnQo27Zto127dtxyyy0cP34cgKSkJK6//npatGjBli1bWLlyJUeOHOHuu+8ucIw5c+bg4+PD999/z3vvvXdReZ9++mk+/vhj5syZw08//UT9+vXp0qULJ06cOOfcvPHGG2zZsgUfHx8eeuihiz4n+/btY9myZXz22Wd89tlnfPvtt7zyyisX/fozXnrpJR544AG2b9/O5Zdfzr333sujjz7K8OHD2bJlCwCPP/54gdfEx8fzwQcf8Omnn7Jy5Uq2b9/OoEGD8h+fPn06I0aMYOzYsezevZtx48YxcuRI5syZU+A4zzzzDIMHD2b37t106dKl0NlFipUpIv8oOTnZBMwdO3aY+/fvNwFz27ZtBZ4TERFhjh07tsC+1q1bm//9739N0zTzXzdjxoz8xxctWmQC5po1a/L3jR8/3mzUqFH+dt++fc1bb73VNE3TdDgcpr+/vzl9+vRCf4bzvf/OnTtNwNy9e7dpmqY5evRos3nz5gVeN3HiRLN27doF8tSuXdt0Op35+xo1amS2b98+fzs3N9cMCgoyFy1aVOC9X3nllfzn5OTkmDVr1jQnTJhgmqZpjhw50uzcuXOB905MTDQBc8+ePaZpmub1119vtmjR4l8/69nnLC0tzfT19TUXLFiQ/3h2drYZERFhvvrqq6ZpmuY333xjAuZXX32V/5zPP//cBMyMjIx/fb/Ro0eb5cqVMx0OR/6+p556ymzTpk3+du3atc2JEycWeF3z5s3N0aNH528D5vPPP5+/vXHjRhMwZ86cmb9v0aJFZkBAQIH3ttvtZmJiYv6+L774wrTZbGZSUpJpmqYZGRlpLly4sMB7v/TSS2bbtm1N0/z/fz6TJk36188qUlp05UTkb/bt28e9997LZZddRnBwcP5QTkJCwnmf73A4OHToENdcc02B/ddccw27d+8usO+KK67I/+8zVzyaNWtWYF9ycvJ532f37t1kZWXRqVOnwn+o87x/9erVAS74fhfStGlTbLb//09HeHh4gc9gt9upXLnyOcdt27Zt/n/7+PjQqlWr/POzdetWvvnmG8qXL5//c/nllwMUGMZo1apVobLu27ePnJycAn82vr6+XHXVVf/4Z1PYc1OnTh0qVKhQ4PWFPa9/z3Chvx+ZmZk4HI78fbVq1aJmzZr5223btsXlcrFnzx6OHj1KYmIi/fv3L3BuX3755XOGhwp7bkVKkibEivxNjx49iIyMZPr06UREROByuYiKiiI7O/sfX2cYRoFt0zTP2Xf2JMMzj/19n8vlOu/xAwMDC/U5zud873/m/Ww22zl3ueTk5PzjMc4c53z7LvQ5/v68Mxl69OjBhAkTznnOmaIAEBQU9K/HPNuZz3OpfzYX8xn+/tozrz/7tZdybi/09+Pfcp15ztkZpk+fTps2bQo8z263F9gu7LkVKUm6ciJyluPHj7N7926ef/55OnXqROPGjTl58mT+42fuDnE6nfn7goODiYiI4LvvvitwrA0bNtC4ceNiy9agQQMCAwNZs2ZNsR3zbFWqVOHw4cMFfokW59okP/zwQ/5/5+bmsnXr1vyrIy1btmTnzp3UqVOH+vXrF/gpyi/N+vXr4+fnV+DPJicnhy1bthTrn82/qVKlCklJSfnbDoeD/fv3F8uxExISOHToUP72xo0bsdlsNGzYkPDwcGrUqMEff/xxznk9c0VQxB3pyonIWSpVqkTlypWZNm0a1atXJyEhgWeffTb/8apVqxIYGMjKlSupWbMmAQEBhISE8NRTTzF69Gjq1atHixYtmD17Ntu3b2fBggXFli0gIIBnnnmGp59+Gj8/P6655hqOHj3Kzp076d+/f5GP36FDB44ePcqrr77KnXfeycqVK/niiy8IDg4uhvQQGxtLgwYNaNy4MRMnTuTkyZP5k04HDRrE9OnT6d27N0899RRhYWHEx8fz/vvvM3369HP+X/7FCgoK4rHHHsu/k6hWrVq8+uqrnD59uljO2cW64YYbiIuLo0ePHlSqVImRI0de8mf6u4CAAPr27cvrr7+Ow+Fg8ODB3H333VSrVg3Iu5to8ODBBAcH07VrV7KystiyZQsnT54kJiamWDKIFDddORE5i81m4/3332fr1q1ERUXx5JNP8tprr+U/7uPjw9tvv817771HREQEt956KwCDBw9m6NChDB06lGbNmrFy5Uo++eQTGjRoUKz5Ro4cydChQxk1ahSNGzemV69elzS34XwaN27MlClTiI2NpXnz5mzatIlhw4YVy7EBXnnlFSZMmEDz5s1Zv349y5cvJywsDICIiAi+//57nE4nXbp0ISoqiieeeIKQkJAC81vOp1+/fvm3dF/ofe+44w769OlDy5YtiY+PZ9WqVVSqVKnYPtu/GT58ONdddx3du3enW7du9OzZk3r16hXLsevXr8/tt99Ot27d6Ny5M1FRUQVuFR4wYAAzZswgLi6OZs2acf311xMXF6crJ+LWDPPvA6EiIh6kQ4cOdOjQocCaISLi2VRORMRjnTp1iiZNmrB7927Kly9vdRwRKSYa1hHxAuPGjStwq+jZP127drU6XompUKECiYmJJVpMmjZtesFzW5xzikTk/9OVExEvcOLEiXNWPD0jMDCQGjVqlHIi7/Hnn3+e97ZfyFt35Oz1TUSkeKiciIiIiFvRsI6IiIi4FZUTERERcSsqJyIiIuJWVE5ERETEraiciIiIiFtRORERERG3onIiIiIibkXlRERERNzK/wMkSvPBRmhxCQAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ion_number_density_ctardis[\"0\"].plot(logy=True)\n", + "cmfgen_plasma.ion_number_density[0].plot(logy=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "photoion_boltzmann_factor = photoionization_coeff_solver.calculate_photoionization_boltzmann_factor(electron_dist.temperature)\n", + "\n", + "photoion_boltzmann_factor = pd.DataFrame(photoion_boltzmann_factor, index=photoionization_coeff_solver.common_prefactor.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "ctardis_ratio = pd.read_csv(ctardis_path+\"lte_nonlte_ratio.csv\", index_col=[0])\n", + "tardis_ratio = (cmfgen_plasma.ion_number_density / lte_ion_number_density) * (lte_level_number_density / cmfgen_plasma.level_number_density)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All parts of the correction factor seem to match- but it returns nonsensical negative results" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "correction_factor_tardis = 1 - (cmfgen_plasma.ion_number_density.loc[1,1] / lte_ion_number_density.loc[1,1]) * (lte_level_number_density / cmfgen_plasma.level_number_density) * photoion_boltzmann_factor" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ctardis_atom.loc[1,0,:][\"nu\"], correction_factor_tardis[0][:6000], \"x\", label=\"TARDIS\")\n", + "plt.plot(ctardis_atom.loc[1,0,:][\"nu\"], correction_factor_ctardis[\"0\"], \".\", label=\"ctardis\")\n", + "plt.xlim(1e12, 1e17)\n", + "plt.semilogx()\n", + "plt.xlabel(\"Frequency\")\n", + "plt.ylabel(\"Correction factor\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "charge_conservation_row = []\n", + "for atomic_number in [1]:\n", + " charge_conservation_row.append(np.arange(0, atomic_number + 1))\n", + "charge_conservation_row = np.hstack([*charge_conservation_row, -1])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 1, -1])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "charge_conservation_row" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.rates import AnalyticPhotoionizationRateSolver\n", + "\n", + "photoionization_rate_solver = AnalyticPhotoionizationRateSolver(cmfgen_atom_data.photoionization_data)\n", + "corr_photoion_coeff_solver = AnalyticCorrectedPhotoionizationCoeffSolver(cmfgen_atom_data.photoionization_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "corr_photoion_coeff = corr_photoion_coeff_solver.solve(\n", + " rad_field,\n", + " electron_dist.temperature,\n", + " lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1],\n", + " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "estimated_photoion_coeff_ctardis = pd.read_csv(ctardis_path+\"estimated_photoion_coeff.csv\", index_col=[0, 1, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df1 = photoionization_coeff_ctardis.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "df2 = corr_photoion_coeff.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "df3 = estimated_photoion_coeff_ctardis.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "\n", + "\n", + "plt.plot(df1.T, label=\"ctardis\")\n", + "plt.plot(df2.T, label=\"TARDIS\")\n", + "plt.plot(df3.T, label=\"ctardis estimated\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Photoionization coefficient\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_172548/3826348831.py:5: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + " plt.legend()\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot((df1.T.values - df2.T.values)/df2.T.values * 100)\n", + "#plt.plot(df3.T, label=\"TARDIS\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Photoionization coefficient percent difference\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.rates import SpontaneousRecombinationCoeffSolver\n", + "\n", + "recomb_rate_solver = SpontaneousRecombinationCoeffSolver(cmfgen_atom_data.photoionization_data)\n", + "\n", + "recomb_coeff = recomb_rate_solver.solve(electron_dist.temperature)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df1 = recomb_coeff_ctardis.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "df2 = recomb_coeff.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "\n", + "df3 = (recomb_coeff * saha_factor).groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "\n", + "plt.plot(df1.T, label=\"ctardis\")\n", + "#plt.plot(df2.T, label=\"TARDIS\")\n", + "plt.plot(df3.T, label=\"TARDIS 2\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Recombination coefficient\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Corrected photoionization rates\n", + "\n", + "DO NOT match estimated rates from ctardis at all" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "level_pop_fraction_ctardis = pd.read_csv(ctardis_path+\"level_pop_fractions.csv\", index_col=[0, 1, 2])\n", + "level_pop_fraction_ctardis.columns = level_pop_fraction_ctardis.columns.astype(int)\n", + "\n", + "level_pop_fraction_ctardis[0].T.plot(logy=True)\n", + "(cmfgen_plasma.level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)\n", + "#(cmfgen_plasma.thermal_lte_level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)\n", + "#(cmfgen_plasma.general_level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot((estimated_photoion_coeff_ctardis.values * level_pop_fraction_ctardis.values).sum(axis=0).T)\n", + "plt.plot((estimated_photoion_coeff_ctardis.values * cmfgen_plasma.level_boltzmann_factor.loc[1,0].values).sum(axis=0).T)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "boltzmann_factor_ctardis = pd.read_csv(ctardis_path+\"level_boltzmann_factor_ctardis.csv\", index_col=[0, 1, 2])\n", + "boltzmann_factor_ctardis.columns = boltzmann_factor_ctardis.columns.astype(int)\n", + "\n", + "photoion_rates, recomb_rates = photoionization_rate_solver.solve(rad_field, electron_dist, lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1], \n", + " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " 1.0,\n", + " boltzmann_factor_ctardis,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "photoion_rates_ctardis = pd.read_csv(ctardis_path+\"photoion_tot.csv\", index_col=[0, 1])\n", + "photoion_rates_ctardis.columns = photoion_rates_ctardis.columns.astype(int)\n", + "\n", + "photoion_rates_ctardis.reset_index(inplace=True)\n", + "\n", + "photoion_rates_ctardis[\"ion_number_destination\"] = photoion_rates_ctardis[\"ion_number\"] + 1\n", + "photoion_rates_ctardis[\"ion_number_source\"] = photoion_rates_ctardis[\"ion_number\"]\n", + "photoion_rates_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "photoion_rates_ctardis = photoion_rates_ctardis.iloc[:-1]\n", + "\n", + "photoion_rates_ctardis.T.plot(label=\"ctardis\", ls = \":\")\n", + "photoion_rates.sum().plot(label=\"TARDIS\",legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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VdLWd+XW1+XWlZf+64coaaSulKX3dHDHQ2wUDvZzNIcXLBQO9XeDh7MBTc0TUbTGMEMms2lQDfWV1vfBi7s7rK5F1oQxZhaXIvFDa7JEXNyd7czDx+vNIykAvF/Tt48jTdkTU5bX295vHhok6iJ2tDdydHeDu7NDscBfLjMi6UIrMwlIpoGQWliL/cgUul1fh8NlLOHz2ksU4SjsbDPAyH0kZ6ueKMH9XhPfVWN2YHhFRV8AjI0RdVIXRhN+L/gwpWRfKkFlYiuyiMunBjFfy06gQ5q9BeF9XhPtrMLyfBt5qJU/1EJEseJqGqIeqNtXgj0sVyCwsxZnaC25P5Ossbg+vz9NFKYWT8L7moML2VIioMzCMEPUyJZVVSCsowYl8HU6c0+FEvg6ZhaUNbhUHzNei1A8n4f4a9Gez+UTUzhhGiAgVRhPStHqczNfheL4OJ/L1yDhfgupGEopaZYdhfq4Y4OWCYE8nBHo4I9jTGf3dnXhrORG1CcMIETXKUG1ChrYUJ86ZA8rJfB3StCUwNtFsvkIB+GscEejhhCBPZwR7OJv/ejohwN0JSjsGFSJqHMMIEbValcnc4Nupc3qcLS5DdnE5corKkFNUhhJDdZPj1QWVYE9nBHk6IcjD2dzVHlFhGzlEvRvDCBFdNSEELpYZkVNchuwic0DJLi7D2eIy5BSVo7SZoGKjAPr2cUSQh7P5qIqHMwI9nBHkYT6iwlM/RD0fwwgRdSghBIpKzUElp6is9m85smtflzfTAq1CAfi5qszhpPb6lCAP899ADyc2j0/UQzCMEJFshBC4UGLA2Yvmoylni8uRU1z7t4VTPwDgrVb+eUTF888jK34aFdzZRD5Rt9EhYWTNmjVYs2YNcnJyAABhYWH473//i6lTpzY5TlJSEuLi4nDy5En4+/vjiSeeQGxsbOvnBAwjRD2JEAKXyqtqw4n5aMrZ4jLk1AaWy+VVzY7vYGsDL7USPq5K+GpU8Far4OOqgq9GCR+1Ct6uKvhqVHBR8ugKkdw6pDn4fv364aWXXkJISAgA4IMPPsCtt96KlJQUhIWFNRg+Ozsb06ZNw7x58/Dhhx/iwIED+Pe//w0vLy/ccccdVs4SEfUECoVCaib/2v59Gnx+udxoeSSl9u/Z4nIUlRpgNNUg/3IF8i9XNFuOs4MtfFxVtZ2y3us/3/tqVLC35UW2RHK76tM07u7ueOWVV3D//fc3+OzJJ5/E9u3bkZaWJvWLjY3F0aNHkZyc3OoyeGSEiADAWF2DC6UGnNdX4ryu0vy3xGB+XVKJ83rz65ZOA9VRKMynhPw0jvB3U8FP4wg/jQp93Rzh5+YIf40Kni5KNgZH1EYd/qA8k8mEzz//HGVlZYiOjm50mOTkZMTExFj0mzJlCjZs2ICqqirY29s3Op7BYIDBYJDe6/X6tlaTiHoQBzsb9HVzRF83x2aHKzNUo7DEAK2uEoUl5tCi1RlwvqQShfpKaPWVOK8zH2U5rzfgvN6A1LzGp2Vvq4CvxhxU/DUqc0ipDSp1IUbjaM/rWIiugtVh5Pjx44iOjkZlZSVcXFywbds2DBs2rNFhtVotfHx8LPr5+PiguroaRUVF8PPza3S8+Ph4PPvss9ZWjYgIAOCstEOw0g7Bns5NDlNTI1BcZkSBrgLnLlfi3OUK82tdJQoum/sVllSiyiSQd7ECeRebPi3kVHtKyMtFCS9Xpfmv+s/Ou/avh7MStjzKQtSA1WFk8ODBSE1NxeXLl5GQkIA5c+YgKSmpyUBy5X8LdWeFmvsvYvHixYiLi5Pe6/V6BAQEWFtVIqIm2dgopLBwTb/Gh6ky1aCwxICC2mtUCmqDSv7lShTozO8vlhlRbjQhu6gM2U08rFAqUwG4O1sGFC+1ZXip669WNX7kmKgnsjqMODg4SBewRkVF4dChQ3jzzTexbt26BsP6+vpCq9Va9CssLISdnR08PDyaLEOpVEKpVFpbNSKidmVv++dpoagmhqkwmlCgq0BhiQEX6rrSeq9LDCgsMaC4zIAaARSVGlBUakBaQfNluyjtak8P1XXm61n83Bylfgws1FNc9b1vQgiL6zvqi46Oxtdff23Rb/fu3YiKimryehEiou7E0cEWA7xcMMDLpdnhqk01uFhutAgpdaGlLsgU1f4tMVSj1FCNzMJSZBaWNjlNdV1gcXOEn6sKfm4NgwtvcabuwKqtdMmSJZg6dSoCAgJQUlKCTz75BImJidi1axcA8+mV/Px8bN68GYD5zplVq1YhLi4O8+bNQ3JyMjZs2IAtW7a0/5wQEXVhdrY28Fab20VpSbmxGlpdJQp05mtZtLpKnNNVQlt7aqhAVwldRRVKDNUoKSzFmRYCi49GBQ9nB3jWnhLydHGAp4sSni5KeNS+9lIr272JflONwOVyIy6W/dkVlxlxqe5vuRGGqhoEuDsiyNNZaujOX+PIO5h6GavCyPnz5zF79mwUFBRAo9Hgmmuuwa5duzB58mQAQEFBAXJzc6Xhg4ODsXPnTjz66KNYvXo1/P398dZbb7GNESKiZjg52LV4tKXMUI0CXWVtUKmoDS9117WYX+srq6XAktmKcl2UdvB0cYDHFYHFU62EZ22YcXd2QIXR1Gi4uFhmwKWyKhSXGXCxzIjLFVVoS+MRDnY26O/uhKC6Zxp5Okuv/d0ceRFwD8Tm4ImIeqhSQzW0ugoU6s2nhIpKjSiuvWalqNRo/ltifm001XRYPTSO9vBwdkCf2sbu6l57ODvA1kaB3Ivl0qMC8i6Vo8rU9M+Sva0CAe71nxBtfqZRsIcz/N1UsGMjdl1Kh7czQkREXZuL0g4h3mqEeKubHU4IgRJDtRRMikoNKC414EK9wFJcZn59sdQIRwdbc6hwcUAfJ3OocHdWwt3Zvvavg9S5Odlb1cpttakGBbrKeg9g/PNxAbnF5TCaavD7hTL8fqHhnUt2NgrzdTOujtLFv74aFXxrW9v10zjCS83bq7siHhkhIqJuwVQjUKCrkB4TUD+snC0uh6G65aM7tjYKeKuVf4YVV/PFvj7Se/MjAxzseISlPfCpvURE1GvU1Aho9X9eN1N3AXDdtTRanfnRAaaa1v3keboo4atRwtfV/PBFH7X5YYx1r31clejj5MALbVvA0zRERNRr2NgozM30N/OoAFONQFGpoTak/BlazCGm9rWuEkZTjdQezIn8ph9HYm+rqH1q9J8PYvR2VdYGF3N/b1cV1Eo7Pi6gBQwjRETUK9jaKKTQgAC3RocRQuBimVEKJ3UPYCzU1z6YUW9AYUklikqNqDKJVj1B2tHeVgomPq4qeKuVUoDxUv8ZZHpzmzC9d86JiIiuoFAo4OGihIeLEuF9NU0OV/8J0oW1IaV+WDE/nLES+spqVFSZkFNcjpzi8mbLrnvGkbe67nSQ0nykxdXcPk3d654YWnreHBEREXWw1j5BusJoQmFJZe0TpM2t7V55lKVQb251t7XPOHJ2sIW3q/lp0S5KO3OnMv9Vqxp7by+9dq4dvqtdoMswQkRE1EEcHWwR6OGMQI+mnyANmFvdLaw7ulIbWApL6o68GHC+NrSUGqpRVhtaroaDnQ3U9UKLi9IO8yeE4KZBXlc13bZiGCEiIpKZk4MdgjztEOTZfGgpM1RLIaWkshqlhiqU1ra0W1ppfqZRaSOv6z6vqDIBMJ9mKq42t5xb597o6g6dx+YwjBAREXUTzko7BCvtENxCaGlKtakGZQYTSgxVDYJKZH+39q2sFRhGiIiIegk7WxtonGygcbKXuyoWutYVLERERNTrMIwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK4YRIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrq8JIfHw8Ro0aBbVaDW9vb8yYMQPp6enNjpOYmAiFQtGgO3369FVVnIiIiHoGq8JIUlIS5s+fj59//hl79uxBdXU1YmJiUFZW1uK46enpKCgokLrQ0NA2V5qIiIh6DjtrBt61a5fF+40bN8Lb2xtHjhzBTTfd1Oy43t7ecHNzs7qCRERE1LNd1TUjOp0OAODu7t7isJGRkfDz88OkSZOwd+/eZoc1GAzQ6/UWHREREfVMbQ4jQgjExcXhxhtvRHh4eJPD+fn5Yf369UhISMDWrVsxePBgTJo0Cfv27WtynPj4eGg0GqkLCAhoazWJiIioi1MIIURbRpw/fz527NiBn376Cf369bNq3OnTp0OhUGD79u2Nfm4wGGAwGKT3er0eAQEB0Ol0cHV1bUt1iYiIqJPp9XpoNJoWf7/bdGRkwYIF2L59O/bu3Wt1EAGA0aNH48yZM01+rlQq4erqatERERFRz2TVBaxCCCxYsADbtm1DYmIigoOD21RoSkoK/Pz82jQuERER9SxWhZH58+fj448/xldffQW1Wg2tVgsA0Gg0cHR0BAAsXrwY+fn52Lx5MwBg5cqVCAoKQlhYGIxGIz788EMkJCQgISGhnWeFiIiIuiOrwsiaNWsAAOPHj7fov3HjRsydOxcAUFBQgNzcXOkzo9GIRYsWIT8/H46OjggLC8OOHTswbdq0q6s5ERER9QhtvoC1M7X2AhgiIiLqOjr0AlYiIiKi9sIwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK4YRIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK6vCSHx8PEaNGgW1Wg1vb2/MmDED6enpLY6XlJSEkSNHQqVSYcCAAVi7dm2bK0xEREQ9i1VhJCkpCfPnz8fPP/+MPXv2oLq6GjExMSgrK2tynOzsbEybNg1jx45FSkoKlixZgoULFyIhIeGqK09ERETdn0IIIdo68oULF+Dt7Y2kpCTcdNNNjQ7z5JNPYvv27UhLS5P6xcbG4ujRo0hOTm5VOXq9HhqNBjqdDq6urm2tLhEREXWi1v5+X9U1IzqdDgDg7u7e5DDJycmIiYmx6DdlyhQcPnwYVVVVjY5jMBig1+stOiIiIuqZ2hxGhBCIi4vDjTfeiPDw8CaH02q18PHxsejn4+OD6upqFBUVNTpOfHw8NBqN1AUEBLS1mkRERNTFtTmMPPTQQzh27Bi2bNnS4rAKhcLifd2ZoSv711m8eDF0Op3U5eXltbWaRERE1MXZtWWkBQsWYPv27di3bx/69evX7LC+vr7QarUW/QoLC2FnZwcPD49Gx1EqlVAqlW2pGhEREXUzVh0ZEULgoYcewtatW/Hjjz8iODi4xXGio6OxZ88ei367d+9GVFQU7O3trastERER9ThWhZH58+fjww8/xMcffwy1Wg2tVgutVouKigppmMWLF+Pee++V3sfGxuLs2bOIi4tDWloa3n//fWzYsAGLFi1qv7kgIiKibsuqMLJmzRrodDqMHz8efn5+Uvfpp59KwxQUFCA3N1d6HxwcjJ07dyIxMREjRozA888/j7feegt33HFH+80FERERdVtX1c6IyWRq8vbc9lRaWoqoqCgcPnwYLi4uHV4eERERtcze3h62trZNft7adkbaFEaEENBqtbh8+bK1o7ZJTU0N8vLyEBAQABsbPk6HiIioq3Bzc4Ovr2+jd8i2Noy06W6auiDi7e0NJyenJm/RbS8mkwkVFRUICgpqNoERERFR5xBCoLy8HIWFhQAAPz+/Nk/L6jBiMpmkINLUrbntzWQyAQBUKhXDCBERURfh6OgIwNxkh7e3d5t/o60+51F3jYiTk1ObCiQiIqKeoy4PXM01pG2+AKOjT80QERFR19ceeYBXgxIREZGsGEaIiIhIVj0+jMydOxczZsyQuxpXJScnBwqFAqmpqZ1SXk9YZq21bNkyjBgxotPKUygU+PLLLzutPDkFBQVh5cqVclej29q0aRPc3NzkrkanSExMhEKh6LTmIprTGd+3nfmd3l22o04PI539w/rmm29i06ZNnVJWT8Fl1nEKCgowdepUuatB3cDMmTORkZEhdzXoKjX2z11AQAAKCgoQHh7ermU19g9Ad9mO2tTOSHei0WjkrkKXZTQa4eDg0KA/l9nVq6qqavRBkL6+vjLUpudoarnKyWQyQaFQtHuDjI6OjtJtk9Q2TX3Hyc3W1rbTvgu6y3bUIUdGdu3ahRtvvBFubm7w8PDALbfcgqysLACQnvQbGRkJhUKB8ePHAzC3svrcc8+hX79+UCqVGDFiBHbt2iVN89y5c7Czs8Nnn32GsWPHwtHREaNGjUJGRgYOHTqEqKgouLi44Oabb8aFCxek8a5MpTU1NVixYgVCQkKgVCrRv39/vPjiiy3OU90Rna1bt2LChAlwcnJCREQEkpOTpWEaO+S/cuVKBAUFNajP8uXL4ePjAzc3Nzz77LOorq7G448/Dnd3d/Tr1w/vv/9+gzqcPn0aY8aMgUqlQlhYGBITEy0+P3XqFKZNmwYXFxf4+Phg9uzZKCoqkj4fP348HnroIcTFxcHT0xOTJ09udF6vXGYGgwELFy6Et7c3VCoVbrzxRhw6dEj6vO4Q6w8//ICoqCg4OTlhzJgxSE9Pb3G51l9u//vf/xAUFASNRoN77rkHJSUl0jCNJf4RI0Zg2bJl0nuFQoF169bhlltugZOTE4YOHYrk5GRkZmZi/PjxcHZ2RnR0tLQt1rdu3ToEBATAyckJd911V4PDxRs3bsTQoUOhUqkwZMgQvPPOO9JnddvGZ599hvHjx0OlUuHDDz9sdF6vPE1z/PhxTJw4EY6OjvDw8MCDDz6I0tJS6fO6dfHqq6/Cz88PHh4emD9/fqtvoQsKCsLy5ctx3333Qa1Wo3///li/fr30eWOHx1NTU6FQKJCTkwPgz8O833zzDQYPHgwnJyfceeedKCsrwwcffICgoCD06dMHCxYskNoEqlNSUoJZs2bBxcUF/v7+ePvtty0+1+l0ePDBB+Ht7Q1XV1dMnDgRR48elT6v2zbef/99DBgwAEqlEi01Gv3FF19g+PDh0jL9y1/+grKyMgAtf89YuzyGDRsGpVKJs2fPwmAw4IknnkBAQACUSiVCQ0OxYcMGaTot7Z9Xauzw+po1azBw4EA4ODhg8ODB+N///mfxuUKhwHvvvYfbbrsNTk5OCA0Nxfbt25tdXlfOe3P7cWP/5T/yyCPS9zhg/p5ZsGABHnnkEfTp0wc+Pj5Yv349ysrK8I9//ANqtRoDBw7Et99+26AOBw4cQEREBFQqFa6//nocP37c4vODBw/ipptugqOjIwICArBw4UJp3QLm7f2FF17A3LlzodFoMG/evBbn+9dff0VkZCRUKhWioqKQkpLSYJiW1l1T29yyZcvwwQcf4KuvvoJCoYBCoUBiYmKDMwStWfZZWVm49dZb4ePjAxcXF4waNQrff/+9xXI/e/YsHn30UaksoPO3ozYTVqqoqBCnTp0SFRUVTQ7zxRdfiISEBJGRkSFSUlLE9OnTxfDhw4XJZBK//vqrACC+//57UVBQIIqLi4UQQrz++uvC1dVVbNmyRZw+fVo88cQTwt7eXmRkZIjq6mrx1VdfCQBiyJAhYteuXeLUqVNi9OjR4tprrxXjx48XP/30k/jtt99ESEiIiI2NleoyZ84cceutt0rvn3jiCdGnTx+xadMmkZmZKfbv3y/efffdFuc7OztbKv+bb74R6enp4s477xSBgYGiqqpKCCHE0qVLRUREhMV4b7zxhggMDLSoj1qtFvPnzxenT58WGzZsEADElClTxIsvvigyMjLE888/L+zt7UVubq5F2f369RNffPGFOHXqlHjggQeEWq0WRUVFQgghzp07Jzw9PcXixYtFWlqa+O2338TkyZPFhAkTpLLHjRsnXFxcxOOPPy5Onz4t0tLSGp3XK5fZwoULhb+/v9i5c6c4efKkmDNnjujTp4+07vbu3SsAiOuvv14kJiaKkydPirFjx4oxY8a0uFzrlpuLi4u4/fbbxfHjx8W+ffuEr6+vWLJkiTRMYGCgeOONNyzGi4iIEEuXLpXeAxB9+/YVn376qUhPTxczZswQQUFBYuLEiRbbzM0332xRtrOzs5g4caJISUkRSUlJIiQkRMyaNUsaZv369cLPz08kJCSI33//XSQkJAh3d3exadMmi/UTFBQkDZOfn9/ovAIQ27ZtE0IIUVZWJvz9/aX5/uGHH0RwcLCYM2eOxbpwdXUVsbGxIi0tTXz99dfCyclJrF+/vlXLNjAwULi7u4vVq1eLM2fOiPj4eGFjYyOt+7p1d+nSJWmclJQUAUBkZ2cLIYTYuHGjsLe3F5MnTxa//fabSEpKEh4eHiImJkbcfffd4uTJk+Lrr78WDg4O4pNPPrEoW61Wi/j4eJGeni7eeustYWtrK3bv3i2EEKKmpkbccMMNYvr06eLQoUMiIyNDPPbYY8LDw0PaturWz5QpU8Rvv/0mjh49Kmpqapqc33Pnzgk7Ozvx+uuvi+zsbHHs2DGxevVqUVJSIoRo/nvG2uUxZswYceDAAXH69GlRWloq7r77bhEQECC2bt0qsrKyxPfffy8tj9bsn1fauHGj0Gg00vutW7cKe3t7sXr1apGeni5ee+01YWtrK3788UdpmLrviY8//licOXNGLFy4ULi4uEjLszmt2Y+v/G4QQoiHH35YjBs3Tno/btw4oVarxfPPPy99n9nY2IipU6eK9evXi4yMDPGvf/1LeHh4iLKyMouyhw4dKnbv3i2OHTsmbrnlFhEUFCSMRqMQQohjx44JFxcX8cYbb4iMjAxx4MABERkZKebOnSuVHRgYKFxdXcUrr7wizpw5I86cOdPsPJeWlgovLy8xc+ZMceLECfH111+LAQMGCAAiJSVFCNHyumtumyspKRF33323uPnmm0VBQYEoKCgQBoNB+s6oK6M1yz41NVWsXbtWHDt2TGRkZIinnnpKqFQqcfbsWSGEEMXFxaJfv37iueeek8oSonO2o+ZygU6nEwCETqdrdl10SBi5UmFhoQAgjh8/3mAl1PH39xcvvviiRb9Ro0aJf//73xZh5L333pM+37JliwAgfvjhB6lffHy8GDx4sPS+/s6j1+uFUqlsVfi4Ul2965d/8uRJAUD6Ym9tGAkMDBQmk0nqN3jwYDF27FjpfXV1tXB2dhZbtmyxKPull16ShqmqqhL9+vUTK1asEEII8cwzz4iYmBiLsvPy8gQAkZ6eLoQwf0mMGDGixXmtv8xKS0uFvb29+Oijj6TPjUaj8Pf3Fy+//LIQ4s8d6fvvv5eG2bFjhwDQqu1k6dKlwsnJSej1eqnf448/Lq6//nrpfWvDyNNPPy29T05OFgDEhg0bpH5btmwRKpXKomxbW1uRl5cn9fv222+FjY2NtDMHBASIjz/+2KLs559/XkRHRwsh/lw/K1eubHFe64eR9evXiz59+ojS0lLp8x07dggbGxuh1WqFEH9uL9XV1dIwd911l5g5c2aLZQlhXm5///vfpfc1NTXC29tbrFmzRgjR+h9fACIzM1Ma5p///KdwcnKSfuSFEGLKlCnin//8p0XZ9YOfEELMnDlTTJ06VQghxA8//CBcXV1FZWWlxTADBw4U69atE0KY14+9vb0oLCxs1fweOXJEABA5OTmNft7c94wQ1i2P1NRUaZj09HQBQOzZs6fRcluzf17pyh+RMWPGiHnz5lkMc9ddd4lp06ZJ76/cB0pLS4VCoRDffvtto2XU15r9uLVh5MYbb5Te132fzZ49W+pXUFAgAIjk5GSLsuuH2eLiYuHo6Cg+/fRTIYQQs2fPFg8++KBF2fv37xc2NjZS/QIDA8WMGTNanNc669atE+7u7lIoEkKINWvWWPxGtbTuWtrmGltmTYURa79Dhw0bJt5++23pfWPfk52xHbVHGOmQ0zRZWVmYNWsWBgwYAFdXV+nUTG5ubqPD6/V6nDt3DjfccINF/xtuuAFpaWkW/a655hrptY+PDwBg+PDhFv3q2sm/UlpaGgwGAyZNmmT9TDVSfl07/E2V15SwsDCL88s+Pj4W82BrawsPD48G042OjpZe29nZISoqSlo+R44cwd69e+Hi4iJ1Q4YMAQCL0xJRUVFW1TUrKwtVVVUW68be3h7XXXdds+vG2mUTFBQEtVptMb61y/XKOjS1fVRWVkKv10v9+vfvj379+knvo6OjUVNTg/T0dFy4cAF5eXm4//77LZbtCy+80OB0j7XLNi0tDREREXB2dpb63XDDDVLZdcLCwiyaWLZ22dRfJgqFAr6+vlYvWycnJwwcOFB67+Pjg6CgIIunaDe279XfZuve199mS0tL4eHhYbFss7OzLZZtYGAgvLy8WlXPiIgITJo0CcOHD8ddd92Fd999F5cuXQJg3fdMSxwcHCyWa2pqKmxtbTFu3LhGh2/t/tmctLQ0q78jnZ2doVar27y9tPU7rv406r7PrtwPG5tu/e3F3d0dgwcPttheNm3aZLEMp0yZgpqaGmRnZ0vjWbMf1u2D9VsUv3KbbWndNbfNWau5ZV9WVoYnnngCw4YNg5ubG1xcXHD69Okmf1ebm+fO2I6s1SEXsE6fPh0BAQF499134e/vj5qaGoSHh8NoNDY73pWtuAkhGvSrf/Fa3WdX9qupqWl0+u1xEU9j5deVZ2Nj0+B8dmPn9q+8AE+hUDTar6n5uHK4ujpMnz4dK1asaDBM/YcX1f/ha426+WnrumnNPFw5bt349cdty7JtavtoqV51w9Svw7vvvovrr7/eYrgrn8HQlmXbVMuF9fu3ddtozfh1obj+su3MbdbPz6/BtU8ALM5xW7NcbW1tsWfPHhw8eBC7d+/G22+/jaeeegq//PKL9Cyt5rbl1i4PR0dHi+m09N3S2v2zJdbuh3XjtHV76ajvOGu+H+oP+89//hMLFy5sMEz//v2l19ZsL1fOS2NaWnfNbXN1/4i3VnPL6PHHH8d3332HV199FSEhIXB0dMSdd97Z4u9qYzpjO7JWux8ZKS4uRlpaGp5++mlMmjQJQ4cOtUiJdVc217/QzdXVFf7+/vjpp58spnXw4EEMHTq03eoWGhoKR0dH/PDDD+02zfq8vLyg1WotNvD2vIX5559/ll5XV1fjyJEjUkK/9tprcfLkSQQFBSEkJMSis/ZHsr6QkBA4ODhYrJuqqiocPny4XddNS7y8vFBQUCC91+v1Fv8NXY3c3FycO3dOep+cnAwbGxsMGjQIPj4+6Nu3L37//fcGy9XaL5orDRs2DKmpqRYX4B04cEAquzPUHXGov2w7apute19/m9VqtbCzs2uwbD09PdtcpkKhwA033IBnn30WKSkpcHBwwLZt21r1PdPW5TF8+HDU1NQgKSmp0c/bY/8cOnRoh39HtuTK/RDouO3l0qVLyMjIaPAdd+Xyq/uOaothw4bh6NGjqKioaLQO9cttbt01tc0B5t+8Ky/sbov9+/dj7ty5uO222zB8+HD4+vpKF1XXaU1ZXWE7aky7h5E+ffrAw8MD69evR2ZmJn788UfExcVJn3t7e8PR0RG7du3C+fPnodPpAJhT34oVK/Dpp58iPT0d//nPf5CamoqHH3643eqmUqnw5JNP4oknnsDmzZuRlZWFn3/+2eKK96sxfvx4XLhwAS+//DKysrKwevXqRq8Yb6vVq1dj27ZtOH36NObPn49Lly7hvvvuAwDMnz8fFy9exP/93//h119/xe+//47du3fjvvvuu6odwdnZGf/617/w+OOPY9euXTh16hTmzZuH8vJy3H///e01ay2aOHEi/ve//2H//v04ceIE5syZ025PcFapVJgzZw6OHj2K/fv3Y+HChbj77rulW++WLVuG+Ph4vPnmm8jIyMDx48exceNGvP7661dV7t/+9jep7BMnTmDv3r1YsGABZs+eLR3G7mghISEICAjAsmXLkJGRgR07duC1115rt+kfOHAAL7/8MjIyMrB69Wp8/vnn0j79l7/8BdHR0ZgxYwa+++475OTk4ODBg3j66adx+PDhNpX3yy+/YPny5Th8+DByc3OxdetWXLhwQfqibel7pq3LIygoCHPmzMF9992HL7/8EtnZ2UhMTMRnn30GoH32z8cffxybNm3C2rVrcebMGbz++uvYunUrFi1a1KZl1RYTJ07E4cOHsXnzZpw5cwZLly7FiRMn2m36zz33HH744QecOHECc+fOhaenp3T3zpNPPonk5GTMnz8fqampOHPmDLZv344FCxa0ubxZs2bBxsYG999/P06dOoWdO3fi1VdftRimpXXX0jYXFBSEY8eOIT09HUVFRW1+mFxISAi2bt2K1NRUHD16FLNmzWpwpCIoKAj79u1Dfn5+k3dqdYXtqDHtHkZsbGzwySef4MiRIwgPD8ejjz6KV155Rfrczs4Ob731FtatWwd/f3/ceuutAICFCxfisccew2OPPYbhw4dj165d2L59O0JDQ9u1fs888wwee+wx/Pe//8XQoUMxc+bMdjsPNnToULzzzjtYvXo1IiIi8Ouvv7brCn7ppZewYsUKREREYP/+/fjqq6+k/yD9/f1x4MABmEwmTJkyBeHh4Xj44Yeh0WhabP9g7ty5FrfmNVbuHXfcgdmzZ+Paa69FZmYmvvvuO/Tp06fd5q0lixcvxk033YRbbrkF06ZNw4wZMyyuYbgaISEhuP322zFt2jTExMQgPDzc4tbdBx54AO+99x42bdqE4cOHY9y4cdi0aVOrjowoFIomG5BzcnLCd999h4sXL2LUqFG48847MWnSJKxatapd5qs17O3tsWXLFpw+fRoRERFYsWIFXnjhhXab/mOPPYYjR44gMjISzz//PF577TVMmTIFgHnZ7Ny5EzfddBPuu+8+DBo0CPfccw9ycnLaHMZcXV2xb98+TJs2DYMGDcLTTz+N1157TWporqXvmatZHmvWrMGdd96Jf//73xgyZAjmzZsnHfVqzf65adOmZh84NmPGDLz55pt45ZVXEBYWhnXr1mHjxo3N7rvtbcqUKXjmmWfwxBNPYNSoUSgpKcG9997bbtN/6aWX8PDDD2PkyJEoKCjA9u3bpaMe11xzDZKSknDmzBmMHTsWkZGReOaZZ6w6zXUlFxcXfP311zh16hQiIyPx1FNPNTgd09K6a2mbmzdvHgYPHoyoqCh4eXnhwIEDbarrG2+8gT59+mDMmDGYPn06pkyZgmuvvdZimOeeew45OTkYOHBgk9dZdYXtqDEK0ZqTZvVUVlYiOzsbwcHBUKlUHVUvCyaTCSkpKYiMjGy3/4bpT+PHj8f48eMt2uygq5eTk4PQ0FCcOnWq3UM19TzLli1DYmJio9fQEHVlzeUCvV4PjUYDnU4HV1fXJqfR41tgpeaVlJQgKysL33zzjdxV6XF27dqFBx98kEGEWuW7777Dm2++KXc1iGTR4x+U11rLly+3uHWrfteTnyWiVquRl5dncYtmewsLC2ty2X700UcdVq7cYmNjsXr16g6b/v79+5tcrh25PuWUm5vb7Dxbe5tjV5KcnIzrrruuw6YfGxvb5HKLjY3tsHLl1Fu/17sjnqapdfHiRVy8eLHRzxwdHdG3b98OKbc3OHv2bJMXbfn4+Fi0L0KtV1FRgfz8/CY/DwkJ6cTadI7q6uoGdxDUFxQUBDs7HvBtTGFhoUX7OvW5urrC29u7k2vU8fi93jl4mqYdubu7w93dXe5q9EiBgYFyV6FHcnR07JGBozl1twGT9by9vXtk4GgOv9e7D56mISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwhRL1dcXAxvb+9mb5ntDVatWoW//vWvcleDqFdiGCHq5eLj4zF9+nQEBQVJ/eqeD6JUKjFixIg2TzshIQHDhg2DUqnEsGHDpCeZWmP9+vUYP348XF1doVAocPny5TbV5fjx4xg3bpzUvsRzzz1n8YTtefPm4dChQw2eaEpEHY9hhKgXq6iowIYNG/DAAw9Y9BdC4L777sPMmTPbPO3k5GTMnDkTs2fPxtGjRzF79mzcfffd+OWXX6yaTnl5OW6++WYsWbKkzXXR6/WYPHky/P39cejQIbz99tt49dVXLZ68rFQqMWvWLLz99tttLoeI2oaNnhF1ACEEKqpa92j49uZob9vs01/r+/bbb2FnZ4fo6GiL/m+99RYA4MKFCzh27Fib6rFy5UpMnjwZixcvBmB+8nJSUhJWrlyJLVu2tHo6jzzyCABc1QPkPvroI1RWVmLTpk1QKpUIDw9HRkYGXn/9dcTFxUnL669//StiYmJQUVEBR0fHNpdHRNZhGCHqABVVJgz773eylH3quSlwcmjdrr1v3z5ERUV1SD2Sk5Px6KOPWvSbMmUKVq5c2SHltVSXcePGQalUWtRl8eLFyMnJQXBwMAAgKioKVVVV+PXXXzFu3LhOrydRb8XTNES9WE5ODvz9/Ttk2lqtFj4+Phb9fHx8oNVqO6S8ttSl7rM6zs7OcHNz6/UX8xJ1Nh4ZIeoAjva2OPXcFNnKbq2KiooOfeDllaeLhBCtPoXUGXVprL+joyPKy8s7rV5ExDBC1CEUCkWrT5XIydPTE5cuXeqQafv6+jY4ClJYWNjgCEVnaKouABrU5+LFi/Dy8uq0uhERT9MQ9WqRkZE4depUh0w7Ojoae/bssei3e/dujBkzpkPKa6ku+/btg9FotKiLv7+/xS3NWVlZqKysRGRkZKfXkag3Yxgh6sWmTJmCkydPNjg6kpmZidTUVGi1WlRUVCA1NRWpqakWP+Ytefjhh7F7926sWLECp0+fxooVK/D9999Ld8e0llarRWpqKjIzMwGY2wtJTU3FxYsXWz2NWbNmQalUYu7cuThx4gS2bduG5cuXW9xJAwD79+/HgAEDMHDgQKvqSERXSVipoqJCnDp1SlRUVFg7aptVV1eLQ4cOierq6k4rk6i3GD16tFi7dq1Fv3HjxgkADbrs7GxpGABi48aNzU77888/F4MHDxb29vZiyJAhIiEhweLzjRs3ipa+hpYuXdpoXeqXPW7cODFnzpxmp3Ps2DExduxYoVQqha+vr1i2bJmoqamxGCYmJkbEx8c3Ox0istRcLtDpdAKA0Ol0zU5DIUS9JghbYf/+/aipqYFGo0F1dTUGDhyIPn36NDl8SUkJ0tPTG/QPCwtr9X38JpMJKSkpiIyMhK1t6y/OI6KW7dy5E4sWLcKJEydgY9O6g6U5OTkIDQ3FqVOnEBoa2uayly1bhsTExKtqQwQAgoKCsGzZMsydO7fN0zhx4gQmTZqEjIwMaDSaq6oPUW9SWVmJ7OxsBAcHN7ggXq/XQ6PRQKfTwdXVtclpWH2FXUVFBdRqNfz8/JCXl9fq8cLDwy2ChJ1d17+4j6g3mDZtGs6cOYP8/HwEBAS0apxdu3bhwQcfvKogAgDfffcd3nzzzauaxunTp6FWq3Hvvfde1XTOnTuHzZs3M4gQycDqIyP1E9CJEydafWRkxIgRbQ4gPDJCRETUNclyZKStTp06BSEEVCoV/Pz8mq1UTU2NxQOsTCZ5mtUmIiKijtfhYcTe3h6BgYFwcnKCEALFxcXIyMjA4MGDoVarGx1Hq9Xi3LlzHV01IiIi6gLaHEZae3ZHpVJZHLZxcXGB0WiEVqttMoz4+vpaNERkMpna/LAuIiIi6jhWXu3RKKvbGbG3tweAq2ou2cXFBQaDoelK2djA1tbWoiMiIqKupy4P1OWDtrD6yIitrS3c3NykppSNRiMqKyutmkZJSQlsbW1bPV7dNSOVlZUMJkRERF2AEALl5eUoLCyEm5vbVf0+Wx1GSktLodVqIYRAfn4+TCYTVCoVbGxsYGdnh0uXLsFkMsHT0xOA+UpaOzs7KTGVlpZCr9fDy8sL2dnZrSqzpqYGRUVFyMnJaXU7CERERNTx3Nzc4Ovre1XTsDqMHD58GBMmTAAAODk5wdPTEwqFArfddhvi4+Oxfv165OfnY/PmzQCA9957D5999hnOnz8PlUqFkJAQPPjggwgLC2t1maWlpfh//+//4fDhw3BxcbG2ykRERNQB7O3t2+WMhdXtjMihtfcpExERUdfR2t9vnvMgIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK4YRIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK4YRIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJyuowsm/fPkyfPh3+/v5QKBT48ssvWxwnKSkJI0eOhEqlwoABA7B27dq21JWIiIh6IKvDSFlZGSIiIrBq1apWDZ+dnY1p06Zh7NixSElJwZIlS7Bw4UIkJCRYXVkiIiLqeeysHWHq1KmYOnVqq4dfu3Yt+vfvj5UrVwIAhg4disOHD+PVV1/FHXfcYW3xRERE1MN0+DUjycnJiImJseg3ZcoUHD58GFVVVY2OYzAYoNfrLToiIiLqmTo8jGi1Wvj4+Fj08/HxQXV1NYqKihodJz4+HhqNRuoCAgI6uppEREQkk065m0ahUFi8F0I02r/O4sWLodPppC4vL6/D60hERETysPqaEWv5+vpCq9Va9CssLISdnR08PDwaHUepVEKpVHZ01YiIiKgL6PAjI9HR0dizZ49Fv927dyMqKgr29vYdXTwRERF1cVaHkdLSUqSmpiI1NRWA+dbd1NRU5ObmAjCfYrn33nul4WNjY3H27FnExcUhLS0N77//PjZs2IBFixa1zxwQERFRt2b1aZrDhw9jwoQJ0vu4uDgAwJw5c7Bp0yYUFBRIwQQAgoODsXPnTjz66KNYvXo1/P398dZbb/G2XiIiIgIAKETd1aRdmF6vh0ajgU6ng6urq9zVISIiolZo7e83n01DREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK4YRIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyapNYeSdd95BcHAwVCoVRo4cif379zc5bGJiIhQKRYPu9OnTba40ERER9RxWh5FPP/0UjzzyCJ566imkpKRg7NixmDp1KnJzc5sdLz09HQUFBVIXGhra5koTERFRz2F1GHn99ddx//3344EHHsDQoUOxcuVKBAQEYM2aNc2O5+3tDV9fX6mztbVtc6WJiIio57AqjBiNRhw5cgQxMTEW/WNiYnDw4MFmx42MjISfnx8mTZqEvXv3NjuswWCAXq+36IiIiKhnsiqMFBUVwWQywcfHx6K/j48PtFpto+P4+flh/fr1SEhIwNatWzF48GBMmjQJ+/bta7Kc+Ph4aDQaqQsICLCmmkRERNSN2LVlJIVCYfFeCNGgX53Bgwdj8ODB0vvo6Gjk5eXh1VdfxU033dToOIsXL0ZcXJz0Xq/XM5AQERH1UFYdGfH09IStrW2DoyCFhYUNjpY0Z/To0Thz5kyTnyuVSri6ulp0RERE1DNZFUYcHBwwcuRI7Nmzx6L/nj17MGbMmFZPJyUlBX5+ftYUTURERD2U1adp4uLiMHv2bERFRSE6Ohrr169Hbm4uYmNjAZhPseTn52Pz5s0AgJUrVyIoKAhhYWEwGo348MMPkZCQgISEhPadEyIiIuqWrA4jM2fORHFxMZ577jkUFBQgPDwcO3fuRGBgIACgoKDAos0Ro9GIRYsWIT8/H46OjggLC8OOHTswbdq09psLIiIi6rYUQgghdyVaotfrodFooNPpeP0IERFRN9Ha328+m4aIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKSFcMIERERyYphhIiIiGTFMEJERESyYhghIiIiWTGMEBERkawYRoiIiEhWDCNEREQkK4YRIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCSrNoWRd955B8HBwVCpVBg5ciT279/f7PBJSUkYOXIkVCoVBgwYgLVr17apskRERNTzWB1GPv30UzzyyCN46qmnkJKSgrFjx2Lq1KnIzc1tdPjs7GxMmzYNY8eORUpKCpYsWYKFCxciISHhqitPRERE3Z9CCCGsGeH666/HtddeizVr1kj9hg4dihkzZiA+Pr7B8E8++SS2b9+OtLQ0qV9sbCyOHj2K5OTkVpWp1+uh0Wig0+ng6upqTXWbJgRQVd4+0yIiIuru7J0AhaJdJ9na3287ayZqNBpx5MgR/Oc//7HoHxMTg4MHDzY6TnJyMmJiYiz6TZkyBRs2bEBVVRXs7e0bjGMwGGAwGCxmpt1VlQPL/dt/ukRERN3RknOAg7MsRVt1mqaoqAgmkwk+Pj4W/X18fKDVahsdR6vVNjp8dXU1ioqKGh0nPj4eGo1G6gICAqypJhEREXUjVh0ZqaO44jCOEKJBv5aGb6x/ncWLFyMuLk56r9fr2z+Q2DuZUyARERGZfxdlYlUY8fT0hK2tbYOjIIWFhQ2OftTx9fVtdHg7Ozt4eHg0Oo5SqYRSqbSmatZTKGQ7HEVERER/suo0jYODA0aOHIk9e/ZY9N+zZw/GjBnT6DjR0dENht+9ezeioqIavV6EiIiIeherb+2Ni4vDe++9h/fffx9paWl49NFHkZubi9jYWADmUyz33nuvNHxsbCzOnj2LuLg4pKWl4f3338eGDRuwaNGi9psLIiIi6rasvmZk5syZKC4uxnPPPYeCggKEh4dj586dCAwMBAAUFBRYtDkSHByMnTt34tFHH8Xq1avh7++Pt956C3fccUf7zQURERF1W1a3MyKHDmlnhIiIiDpUa3+/+WwaIiIikhXDCBEREcmKYYSIiIhkxTBCREREsmIYISIiIlkxjBAREZGsGEaIiIhIVgwjREREJCuGESIiIpKV1c3By6GukVi9Xi9zTYiIiKi16n63W2rsvVuEkZKSEgBAQECAzDUhIiIia5WUlECj0TT5ebd4Nk1NTQ3OnTsHtVoNhULRbtPV6/UICAhAXl4en3kjI66HroHroWvgeugauB7ahxACJSUl8Pf3h41N01eGdIsjIzY2NujXr1+HTd/V1ZUbWxfA9dA1cD10DVwPXQPXw9Vr7ohIHV7ASkRERLJiGCEiIiJZ9eowolQqsXTpUiiVSrmr0qtxPXQNXA9dA9dD18D10Lm6xQWsRERE1HP16iMjREREJD+GESIiIpIVwwgRERHJimGEiIiIZNWrw8g777yD4OBgqFQqjBw5Evv375e7Sr3KsmXLoFAoLDpfX1+5q9Xj7du3D9OnT4e/vz8UCgW+/PJLi8+FEFi2bBn8/f3h6OiI8ePH4+TJk/JUtgdraT3MnTu3wf4xevRoeSrbg8XHx2PUqFFQq9Xw9vbGjBkzkJ6ebjEM94mO12vDyKeffopHHnkETz31FFJSUjB27FhMnToVubm5cletVwkLC0NBQYHUHT9+XO4q9XhlZWWIiIjAqlWrGv385Zdfxuuvv45Vq1bh0KFD8PX1xeTJk6VnRFH7aGk9AMDNN99ssX/s3LmzE2vYOyQlJWH+/Pn4+eefsWfPHlRXVyMmJgZlZWXSMNwnOoHopa677joRGxtr0W/IkCHiP//5j0w16n2WLl0qIiIi5K5GrwZAbNu2TXpfU1MjfH19xUsvvST1q6ysFBqNRqxdu1aGGvYOV64HIYSYM2eOuPXWW2WpT29WWFgoAIikpCQhBPeJztIrj4wYjUYcOXIEMTExFv1jYmJw8OBBmWrVO505cwb+/v4IDg7GPffcg99//13uKvVq2dnZ0Gq1FvuGUqnEuHHjuG/IIDExEd7e3hg0aBDmzZuHwsJCuavU4+l0OgCAu7s7AO4TnaVXhpGioiKYTCb4+PhY9Pfx8YFWq5WpVr3P9ddfj82bN+O7777Du+++C61WizFjxqC4uFjuqvVadds/9w35TZ06FR999BF+/PFHvPbaazh06BAmTpwIg8Egd9V6LCEE4uLicOONNyI8PBwA94nO0i2e2ttRFAqFxXshRIN+1HGmTp0qvR4+fDiio6MxcOBAfPDBB4iLi5OxZsR9Q34zZ86UXoeHhyMqKgqBgYHYsWMHbr/9dhlr1nM99NBDOHbsGH766acGn3Gf6Fi98siIp6cnbG1tG6TawsLCBumXOo+zszOGDx+OM2fOyF2VXqvubibuG12Pn58fAgMDuX90kAULFmD79u3Yu3cv+vXrJ/XnPtE5emUYcXBwwMiRI7Fnzx6L/nv27MGYMWNkqhUZDAakpaXBz89P7qr0WsHBwfD19bXYN4xGI5KSkrhvyKy4uBh5eXncP9qZEAIPPfQQtm7dih9//BHBwcEWn3Of6By99jRNXFwcZs+ejaioKERHR2P9+vXIzc1FbGys3FXrNRYtWoTp06ejf//+KCwsxAsvvAC9Xo85c+bIXbUerbS0FJmZmdL77OxspKamwt3dHf3798cjjzyC5cuXIzQ0FKGhoVi+fDmcnJwwa9YsGWvd8zS3Htzd3bFs2TLccccd8PPzQ05ODpYsWQJPT0/cdtttMta655k/fz4+/vhjfPXVV1Cr1dIREI1GA0dHRygUCu4TnUHWe3lktnr1ahEYGCgcHBzEtddeK93KRZ1j5syZws/PT9jb2wt/f39x++23i5MnT8pdrR5v7969AkCDbs6cOUII862MS5cuFb6+vkKpVIqbbrpJHD9+XN5K90DNrYfy8nIRExMjvLy8hL29vejfv7+YM2eOyM3NlbvaPU5j6wCA2LhxozQM94mOpxBCiM6PQERERERmvfKaESIiIuo6GEaIiIhIVgwjREREJCuGESIiIpIVwwgRERHJimGEiIiIZMUwQkRERLJiGCEiIiJZMYwQERGRrBhGiIiISFYMI0RERCQrhhEiIiKS1f8H32Y4IRITieUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "recomb_rates_ctardis = pd.read_csv(ctardis_path+\"recomb_tot.csv\", index_col=[0, 1])\n", + "recomb_rates_ctardis.columns = recomb_rates_ctardis.columns.astype(int)\n", + "\n", + "recomb_rates_ctardis.reset_index(inplace=True)\n", + "\n", + "recomb_rates_ctardis[\"ion_number_destination\"] = recomb_rates_ctardis[\"ion_number\"]\n", + "recomb_rates_ctardis[\"ion_number_source\"] = recomb_rates_ctardis[\"ion_number\"] + 1\n", + "\n", + "recomb_rates_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "recomb_rates_ctardis = recomb_rates_ctardis.iloc[:-1]\n", + "\n", + "recomb_rates_ctardis.T.plot()\n", + "(recomb_rates.sum() / electron_dist.number_density).plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Collisional rates\n", + "\n", + "Match both pre- and post- estimator rates from ctardis" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.rate_matrix import IonRateMatrix\n", + "from tardis.plasma.equilibrium.rates import CollisionalIonizationRateSolver\n", + "\n", + "collisional_rate_solver = CollisionalIonizationRateSolver(cmfgen_atom_data.photoionization_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "coll_ion_rates, coll_recomb_rates = collisional_rate_solver.solve(\n", + " electron_dist, \n", + " saha_factor, \n", + " 1.0,\n", + " boltzmann_factor_ctardis,)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tardis_coll_ion = coll_ion_rates.groupby(level=(\"atomic_number\", \"ion_number\")).sum().T\n", + "coll_ion_coeff_ctardis = pd.read_csv(ctardis_path+\"coll_ion_total.csv\", index_col=[0, 1])\n", + "coll_ion_coeff_ctardis.columns = coll_ion_coeff_ctardis.columns.astype(int)\n", + "\n", + "coll_ion_coeff_ctardis.reset_index(inplace=True)\n", + "\n", + "coll_ion_coeff_ctardis[\"ion_number_source\"] = coll_ion_coeff_ctardis[\"ion_number\"]\n", + "coll_ion_coeff_ctardis[\"ion_number_destination\"] = coll_ion_coeff_ctardis[\"ion_number\"] + 1\n", + "\n", + "coll_ion_coeff_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "\n", + "ctardis_coll_ion = (coll_ion_coeff_ctardis.groupby(level=(\"atomic_number\", \"ion_number\")).sum() * electron_dist.number_density).T\n", + "\n", + "plt.plot(tardis_coll_ion, label=\"TARDIS\")\n", + "plt.plot(ctardis_coll_ion, label=\"ctardis\", ls=':')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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p06bBx8cHGzZs6BxakrB582bMnDmzw/icOXNQV1fX5WxQdxiNRuj1ehgMBnh7e9/QMm6GohVpGNW0D/uHLEVS+mLZchARETmCnvx+92jGp7W1FYcOHUJqamqH8dTUVOzbt6/L1xQUFHSqnzp1Kg4ePIi2trbr1lxrmdeTl5eHwMBADBo0CHPnzkVFRcU1a00mE4xGY4eHPdgXNR8/ML2IPI+pckchIiJyKj1qfKqqqmCxWBAUFNRhPCgoCOXl5V2+pry8vMt6s9mMqqqq69Zca5nXkpaWhrfeegs7d+7EypUrceDAAUyePBkmU9e3f8jOzoZer7c9wsPDe7S+3uIWGo9zoj++NvDgZiIiopvphk5nlySpw99CiE5j31X/3+M9XWZX0tPTbf88bNgwJCYmIjIyEh999BHuvvvuTvVLlizBokWLbH8bjUa7aH7Cfd0BAKU1zTInISIici49anz8/f2hVCo7zcRUVFR0mrG5Kjg4uMt6lUoFPz+/69Zca5ndFRISgsjISJw5c6bL57VaLbRa7fdaR28I9xS4V5mPyBojgPFyxyEiInIaPdrVpdFokJCQgNzc3A7jubm5GDduXJevSU5O7lS/Y8cOJCYmQq1WX7fmWsvsrurqapSWliIkJOR7Laev9ddr8Af1X/C42IAGY63ccYiIiJxGj3d1LVq0CBkZGUhMTERycjLWrVuHkpISzJs3D0D77qNLly7hjTfeANB+BteqVauwaNEizJ07FwUFBVi/fn2Hs7V++ctfYuLEiXjhhRdw11134f3338cnn3yCzz77zFbT0NCAs2fP2v4uLi7G4cOH4evri4iICDQ0NOCZZ57BPffcg5CQEFy4cAFLly6Fv78/Zs2adcNvkBy89L74FGNwxeyJxCoDBnn7yB2JiIjIOYgbsHr1ahEZGSk0Go0YPXq0yM/Ptz2XmZkpUlJSOtTn5eWJUaNGCY1GI6KiosTatWs7LXPTpk1i8ODBQq1Wi7i4OJGTk9Ph+V27dgkAnR6ZmZlCCCGamppEamqqCAgIEGq1WkRERIjMzExRUlLS7e0yGAwCgDAYDN1/M3rJnX/aIyIXfyh2HC+XOwoREZFd68nvd4+v4+PM7OU6PgDw6FuHsO1YOZ6+Mx4/Gx8taxYiIiJ71mvX8aG+E+bTfmbX5eo6eYMQERE5ETY+dmp8Sz6Oah/CD08tlTsKERGR02DjY6f0Pn7wlpqgb7ksdxQiIiKncUMXMKTe5xk7HnfsWIE6TQgO3MDFHImIiKgzzvjYqf5BgTgrwlBlUsLQ3CZ3HCIiIqfAxsdO6dRKBHi1X1Wat64gIiK6Obiry479j/uX8Go+gvpzaiAs9btfQERERNfFGR87lmbdjSzVe1CU7pU7ChERkVPgjI8dqwhIxtu1VrRZIzBW7jBEREROgDM+dswQl46l5rnIswyXOwoREZFTYONjx8K/uXpzaS0PbiYiIroZ2PjYsTAfNwCAobYSwmqVOQ0REZHj4zE+dizUW40vtL+Ar9SAqook+AeHyx2JiIjIoXHGx45pNBq0Se3X8qm6dE7mNERERI6PjY+d+53/Sgxp+TtOqwbJHYWIiMjhsfGxc9rAaDRDh9KaJrmjEBEROTw2Pnbu6pldF2vZ+BAREX1fbHzs3GBNJX6pzMGIr1+XOwoREZHD41lddi5SbcB0dQ4uGkMArJQ7DhERkUPjjI+d84kYgg3m2/GW+XZYrELuOERERA6NMz52Lig0Cr+1/gJmq8BP61sQoneTOxIREZHD4oyPnVMqJIT2a292Smt46woiIqLvg42PAwjzcYMXmlB+pVzuKERERA6NjY8DmN/8FxzTPYSAE/+QOwoREZFDY+PjABRegQAAa0OFzEmIiIgcGw9udgBVQ3+G+FNjMEIXitvkDkNEROTAOOPjAEKCAtAEHQ9uJiIi+p7Y+DiAsG9uW1FmaEabxSpzGiIiIsfFXV0OIMBTi8fUHyBKXELlpTiERsTIHYmIiMghccbHASgUEtLVu3GfajdqSo7LHYeIiMhhccbHQezxnoGyymoMMftimNxhiIiIHBRnfBzEicifYJVlFr5qDZA7ChERkcNi4+Mgwn3bD3AurWmSOQkREZHjYuPjIMJ83OCJJrRVnpM7ChERkcPiMT4OYpDlHL7UPYSKal8A98odh4iIyCFxxsdBBIS1n8KuEGa0tLTInIaIiMgxccbHQfTzC0ai9R+oatVgZ70ZA3RyJyIiInI8nPFxEJJCAT8fPwBAaS1vXUFERHQj2Pg4kDAfNwA8s4uIiOhGsfFxIJNUR7FC9Rf4ndogdxQiIiKHxGN8HEisdAljVfk4VCnJHYWIiMghsfFxINaI27DyxNeoVwxHgtxhiIiIHBAbHweij0nEny0t8GvU4Bm5wxARETkgHuPjQMJ82m9bUd3YikaTWeY0REREjoeNjwPRu6kRrGtDnFSCsitX5I5DRETkcLiry8G8qfwdBmrP4fAZHyDifrnjEBERORTO+DiYel0IaoUnDHW1ckchIiJyOGx8HMz2wdkYZVqHPdoUuaMQERE5HDY+Dqa/vzcAoLSWV28mIiLqKTY+DuY/t63g/bqIiIh6igc3O5hIdxNeUK1DcK0RwC654xARETkUNj4OJtTPGwNVeQAAQ20V9D7+8gYiIiJyIGx8HIy7Zz/8UfoJLpi88JChDXofuRMRERE5Dh7j44B2+j+AzdYJKG3gzUqJiIh6go2PAwr/5gDnizyzi4iIqEe4q8sBRXkrMFgqQetlC4ABcschIiJyGJzxcUATTXn4WPskUs6tkDsKERGRQ2Hj44BCRtyOZqFBeYsGLa28SzsREVF3cVeXAwqLGY7b1G/gcoMV71w0YOwAP7kjEREROQTO+DggSaFAYkwwAKDwfLXMaYiIiBwHGx8HdXWWZ/+5CpmTEBEROQ7u6nJQyf1V+Kf6eQy7fAEtzaehc/OQOxIREZHd44yPg4oKDcYQ5UX4SA04V5QvdxwiIiKHwBkfByUpFPhX2FJsPgf8sHEAhsodiIiIyAFwxseB9RuehjMiDIXFtXJHISIicghsfBzY2AG+AIAvSurQ0maROQ0REZH9Y+PjwKL9PTDN4wwW4U2cObxH7jhERER2j42PA5MkCXPd8zFP9SEajn0kdxwiIiK7x8bHwTXFpOEd8yTsbIiSOwoREZHd41ldDi70tgeQUdgfmgoFnmizQKdWyh2JiIjIbnHGx8EN8PdAgJcWrWYrDpfWyR2HiIjIrt1Q47NmzRpER0dDp9MhISEBe/Zc/8Da/Px8JCQkQKfTYcCAAXj11Vc71eTk5CA+Ph5arRbx8fHYvHlzh+d3796NGTNmIDQ0FJIkYcuWLZ2WIYTAM888g9DQULi5uWHSpEk4fvz4jWyiw5AkCWMH+CEAtTh97HO54xAREdm1Hjc+GzduRFZWFp566ikUFRVhwoQJSEtLQ0lJSZf1xcXFmD59OiZMmICioiIsXboUCxYsQE5Ojq2moKAA6enpyMjIwJEjR5CRkYHZs2dj//79tprGxkaMHDkSq1atuma2FStW4KWXXsKqVatw4MABBAcHY8qUKaivr+/pZjqU+7UFOKB7DAnHn5c7ChERkV2ThBCiJy9ISkrC6NGjsXbtWtvYkCFDMHPmTGRnZ3eqX7x4MbZu3YqTJ0/axubNm4cjR46goKAAAJCeng6j0Yjt27fbaqZNmwYfHx9s2LChc2hJwubNmzFz5kzbmBACoaGhyMrKwuLFiwEAJpMJQUFBeOGFF/Dwww9/57YZjUbo9XoYDAZ4e3t/95thJ0pOH0bYW5NQhFgMfaoAOg0P3SIiItfRk9/vHs34tLa24tChQ0hNTe0wnpqain379nX5moKCgk71U6dOxcGDB9HW1nbdmmstsyvFxcUoLy/vsBytVouUlJRrLsdkMsFoNHZ4OKLwgSPwA/XruMf0DA5fNMgdh4iIyG71qPGpqqqCxWJBUFBQh/GgoCCUl5d3+Zry8vIu681mM6qqqq5bc61lXms9V1/X3eVkZ2dDr9fbHuHh4d1enz2RFAoMi4kAABSer5Y5DRERkf26oYObJUnq8LcQotPYd9X/93hPl3kzsi1ZsgQGg8H2KC0t7fH67MXV21ew8SEiIrq2Hh0M4u/vD6VS2WkGpaKiotNMy1XBwcFd1qtUKvj5+V235lrLvNZ6gPaZn5CQkG4tR6vVQqvVdnsd9iw5TIc/q/+EWy6dQ0vzEejcPOSOREREZHd6NOOj0WiQkJCA3NzcDuO5ubkYN25cl69JTk7uVL9jxw4kJiZCrVZft+Zay+xKdHQ0goODOyyntbUV+fn5PVqOo4oOCUCy8iuES5U4V5QvdxwiIiK71OPTfxYtWoSMjAwkJiYiOTkZ69atQ0lJCebNmwegfffRpUuX8MYbbwBoP4Nr1apVWLRoEebOnYuCggKsX7++w9lav/zlLzFx4kS88MILuOuuu/D+++/jk08+wWeffWaraWhowNmzZ21/FxcX4/Dhw/D19UVERAQkSUJWVhaef/55xMbGIjY2Fs8//zzc3d3xwAMP3PAb5CgkhQJbQhdiR7EZExoiMFTuQERERPZI3IDVq1eLyMhIodFoxOjRo0V+fr7tuczMTJGSktKhPi8vT4waNUpoNBoRFRUl1q5d22mZmzZtEoMHDxZqtVrExcWJnJycDs/v2rVLAOj0yMzMtNVYrVaxbNkyERwcLLRarZg4caI4duxYt7fLYDAIAMJgMHT7NfbkzcILInLxhyL9L/vkjkJERNRnevL73ePr+DgzR72Oz1XnKhvwg5X50KgUOLoslfftIiIil9Br1/Eh+zbA3wPjPS/hZ2ILTh8pkDsOERGR3WHj40QkScJCt214Uv0OGo++L3ccIiIiu8PGx8m0RE/Bx5ZE7KsPlDsKERGR3eFNnZxM8IRM/ODzKGgrFXiszcLjfIiIiL6FMz5OZoC/BwK8tDCZrThSWid3HCIiIrvCxsfJSJKEpGhfuKMFJ04clTsOERGRXWHj44Tuc/8CR7RzMeboMrmjEBER2RU2Pk4oakgi1JIFbqZKtLS2yR2HiIjIbrDxcUIRsSMwQ7kWk01/wJGLRrnjEBER2Q02Pk5IUigQGRMHACg8XyNzGiIiIvvBxsdJjR3gBwAoPF8tcxIiIiL7wev4OKnkcHf8TvUaEi+dQUvzPujcPOSOREREJDvO+DipASF+mK46gHjpAs4f3i13HCIiIrvAGR8nJSkU2B70MPaUtmKUIRjxcgciIiKyA5zxcWLSqB9jh/VW7C4xyR2FiIjILrDxcWJXD3D+oqQWLW0WmdMQERHJj42PE4sJ8MBIj1rMEp/g9LHP5Y5DREQkOx7j48QkScLT7u8iwbILBYeVwOhkuSMRERHJijM+Tq41chL2W+Nw2OgldxQiIiLZccbHyQVMfAh3HIyFtkqBB9ss0KmVckciIiKSDWd8nFxMgAf8PbUwma04UlondxwiIiJZsfFxcpIkYewAXyhhwdGvzsgdh4iISFZsfFzAPZ7HUaT9BZIPL5Y7ChERkazY+LiAAYOHw1tqRqDpAlpMrXLHISIikg0bHxcQETsCP1a+iLGmVThyqV7uOERERLJh4+MCJIUCPjGJsEKBwvM1cschIiKSDRsfF5H0ze0rCs9Xy5yEiIhIPryOj4sYF+GORap/YczFM2hp/gQ6N3e5IxEREfU5zvi4iAHBfnhAlYexiuM4fzhf7jhERESy4IyPi5AUCnwa+FMcutSMgbW+iJc7EBERkQw44+NCWkc/hH9Zbseui0LuKERERLJg4+NCkgf4AgC+KKmFyWyROQ0REVHfY+PjQmICPBHj0YJJ1kKc+rJI7jhERER9jsf4uBBJkrDC7Q0kWPJQUNQC3JIodyQiIqI+xRkfF9MWMR5fWcNxqo4fPRERuR7O+LgY/5SHcccX8dBWK/AjswValVLuSERERH2G/9nvYmICveDvqYHJbMWRUoPccYiIiPoUGx8XI0nSN7evEDh0plTuOERERH2KjY8Lmqk/i8+0v8SEQwvkjkJERNSn2Pi4oEExAxEmVSGy5RRMrSa54xAREfUZNj4uKGLQLXhE8TTGmFbjyKVGueMQERH1GTY+LkhSKKAYeDuaoUPh+Wq54xAREfUZNj4uauwAPwBg40NERC6F1/FxUcmRnvi5chvGlJ6GqeV9aHXuckciIiLqdZzxcVExQT54VP0Bpio+x7nDu+WOQ0RE1Cc44+OiJIUCe/zTcaKsHsE1HoiXOxAREVEf4IyPC6tPnI91lhn45JJa7ihERER9go2PCxsb7QsAOPR1LUxmi8xpiIiIeh8bHxc2MNATIe7ALZbjOHniS7njEBER9Toe4+PCJEnCn93/hkTrThQcqgRGjJQ7EhERUa/ijI+Ls4Qn44roh69reesKIiJyfpzxcXG+Ex5CUlE8tDVKzDJboFUp5Y5ERETUazjj4+IGhvjAz0MLk9mKwvM1cschIiLqVWx8XJwkSbhzRAgAYPvOnTKnISIi6l3c1UV46LYIpB16CGPLT+Ls0XAMHDFO7khERES9gjM+hHB/b6j1ITAJFT7f+6nccYiIiHoNZ3wIAOD5w+cw4R9FqCrxwYSaJoT78qalRETkfDjjQwCAwXFDMTg2FlYB/HXPebnjEBER9Qo2PmTzSEoMAGDXwaOoqboicxoiIqKbj40P2STH+OFp30/wieJxnN7ygtxxiIiIbjo2PmQjSRJGDh8BrWRG88UjaDSZ5Y5ERER0U7HxoQ5umZKBR3Uv4MGWRdh4oFTuOERERDcVGx/qQKlS4bbb0wAA6z8rRpvFKnMiIiKim4eND3Vyz+gw+HtqUFFXj0/37Zc7DhER0U3Dxoc60amVeHJ4A3ZrszBo1zwIK2d9iIjIObDxoS5NmTAe3miCh6UOhV8cljsOERHRTcHGh7qk9w3Av+JXYYLpj3j5kEnuOERERDcFGx+6pmnT7oRQavB5cQ2+KKmVOw4REdH3xsaHrilE74a7bukPANicmydvGCIiopuANyml65o3Pgz3HJ2HpJKTKDkdjYhBt8gdiYiI6IZxxoeua2CIH3Re/WCGAoX5/5Y7DhER0fdyQ43PmjVrEB0dDZ1Oh4SEBOzZs+e69fn5+UhISIBOp8OAAQPw6quvdqrJyclBfHw8tFot4uPjsXnz5h6vd86cOZAkqcNj7NixN7KJ9C2qaf+HiaZX8JsLI3HF2CJ3HCIiohvW48Zn48aNyMrKwlNPPYWioiJMmDABaWlpKCkp6bK+uLgY06dPx4QJE1BUVISlS5diwYIFyMnJsdUUFBQgPT0dGRkZOHLkCDIyMjB79mzs3/+fi+d1d73Tpk1DWVmZ7bFt27aebiL9l+EjRiMsciBaLVb8fW+x3HGIiIhumCSEED15QVJSEkaPHo21a9faxoYMGYKZM2ciOzu7U/3ixYuxdetWnDx50jY2b948HDlyBAUFBQCA9PR0GI1GbN++3VYzbdo0+Pj4YMOGDd1e75w5c1BXV4ctW7b0ZJNsjEYj9Ho9DAYDvL29b2gZzuqTE1fw0BsHEaVtwNZFU+Ct95U7EhEREYCe/X73aMantbUVhw4dQmpqaofx1NRU7Nu3r8vXFBQUdKqfOnUqDh48iLa2tuvWXF1mT9abl5eHwMBADBo0CHPnzkVFRcU1t8dkMsFoNHZ4UNcmxwXit/rt+BiP4fj7L8sdh4iI6Ib0qPGpqqqCxWJBUFBQh/GgoCCUl5d3+Zry8vIu681mM6qqqq5bc3WZ3V1vWloa3nrrLezcuRMrV67EgQMHMHnyZJhMXV+ALzs7G3q93vYIDw/vxrvgmhQKCcPj4qCV2tBSvB8tbRa5IxEREfXYDZ3OLklSh7+FEJ3Gvqv+v8e7s8zvqklPT7f987Bhw5CYmIjIyEh89NFHuPvuuzvlWrJkCRYtWmT722g0svm5jlumP4SHTwAf10dhedEl3D8mQu5IREREPdKjGR9/f38olcpOszsVFRWdZmOuCg4O7rJepVLBz8/vujVXl3kj6wWAkJAQREZG4syZM10+r9Vq4e3t3eFB16bR6nDrxOkAJKzbfR4Wa48ODyMiIpJdjxofjUaDhIQE5ObmdhjPzc3FuHHjunxNcnJyp/odO3YgMTERarX6ujVXl3kj6wWA6upqlJaWIiQkpHsbSN/p/jER8NapUFJlwJ6DX8gdh4iIqGdED73zzjtCrVaL9evXixMnToisrCzh4eEhLly4IIQQ4sknnxQZGRm2+vPnzwt3d3excOFCceLECbF+/XqhVqvFu+++a6vZu3evUCqVYvny5eLkyZNi+fLlQqVSicLCwm6vt76+XjzxxBNi3759ori4WOzatUskJyeL/v37C6PR2K1tMxgMAoAwGAw9fVtcylub/iVKnx4gTv0+UVgtFrnjEBGRi+vJ73ePGx8hhFi9erWIjIwUGo1GjB49WuTn59uey8zMFCkpKR3q8/LyxKhRo4RGoxFRUVFi7dq1nZa5adMmMXjwYKFWq0VcXJzIycnp0XqbmppEamqqCAgIEGq1WkRERIjMzExRUlLS7e1i49M9lWUlouVpP1HxdLg4eOxLueMQEZGL68nvd4+v4+PMeB2f7lv3zzex8rgHkgf3xz8eHCN3HCIicmG9dh0foqumTp+FNkmDvFOVOFnG6x8REZFjYONDNyTSzwNpw9sPGt+U+5nMaYiIiLqHjQ/dsEfGheJt9XNYcu4nKPv6lNxxiIiIvhMbH7phw6KC4e2uAQAU7PxQ5jRERETf7Yau3Ex0lWlKNlLePYPa80G4vbEVPh4auSMRERFdE2d86HsZnZAMn9ABaG6z4PWCC3LHISIiui42PvS9SJKEh1NiAABb9x5Bc2O9zImIiIiujY0PfW/ThwVjqdeH2GZ9BEc/WCV3HCIiomti40Pfm0qpwMiBUdBJbWg6nQ+zxSp3JCIioi6x8aGbYuSMx/Cw4hk82DQfHx0rkzsOERFRl9j40E2hc/fE0NvuBCDh1fzz4J1QiIjIHrHxoZvmp8mRcNcocbqsFoVHT8gdh4iIqBM2PnTT9HPX4NdxNcjXLoTvBw+irdUkdyQiIqIO2PjQTZU2MQk+aICmtQ5/fH+v3HGIiIg64JWb6aYKCovBgcnrMfffjag71IyQiK/x46RIuWMREREB4IwP9YJbU+7E3NQEAMCy94+j8OwVmRMRERG1Y+NDveLRSTGYMTIU41GE0Dcn4HLxV3JHIiIiYuNDvUOSJKy4exiWuG9BBK7g8NtPo8FkljsWERG5ODY+1GvctGr0m/MO/qn4H/yy/sdYuPEwrFZe34eIiOTDxod6VVBYDIbO+RMklQa5J67gpdzTckciIiIXxsaHet3oCB9kzxoOQKBu91oc+uhvckciIiIXxdPZqU/ckxAGnNyKe86+hpbP1TgVfSsGx4+UOxYREbkYzvhQn5l5/y9w2G0sXjbfi8zNlaiob5E7EhERuRg2PtRnlCoVBizYik9870d5vQkP//MQWtoscsciIiIXwsaH+pS3mxZ/y7wVejc1jpZU491/vAJhtcodi4iIXAQbH+pz0f4eWP2jUfibZiV+cul32P/27+WORERELoKND8li/KAAuA1JRZPQ4p8nLdh1qkLuSERE5ALY+JBsktKX4E9xb+IjSxIWvF2EsxUNckciIiInx8aHZCMpFFh03x24NcoH9SYzFry+G4aaKrljERGRE2PjQ7LSqBRY+5ME3OptwMv1/4uSv9wHc1ur3LGIiMhJsfEh2fl7arH8ziiES5UIbDmP1e/nyR2JiIicFK/cTHYhZsQ4fF6xBo9/0owrB9sQHFmC9Fsj5I5FREROhjM+ZDfG3HEvfnRHEgDgN1u+xIFiHu9DREQ3FxsfsisLJsdi+vBgDLeegv71ySgvOSN3JCIiciJsfMiuKBQS/nDvCDzvvgGD8DVOvPkrNLWa5Y5FREROgo0P2R13rRr9Mt/CZukHmG/8KZ741xFYrULuWERE5ATY+JBdCo6IRXjm39CmdMP2L8vx2JsHUVddKXcsIiJycGx8yG4lRvlixb0joFJICDz1T7T+eQyO7d4idywiInJgbHzIrs0aFYYtj4zFT7R7EIga/OvjXfjdByfQ0maROxoRETkgNj5k94aF+yLsid34oP8i/NMyBX/fW4y7Vu3Fyct1ckcjIiIHw8aHHIKbhxdmzF2G1+aMgb+nBmev1MHwahoK33oWVgtnf4iIqHvY+JBDuT0uEP/OmojF4ScwVnEC8adfxeN/+zfKDS1yRyMiIgfAxoccjr+nFnMf+TX2D30ay8RD+KgYmPrKbmw7ViZ3NCIisnO8Vxc5JEmhQNJ9T8B/UgPObTyMoxcN+NPbW+AXtAfxD66Cl95X7ohERGSHOONDDi0mwBM5j4zD/EkD8JJ6LZLqPsKnf34YBy/UyB2NiIjsEBsfcnhqpQK/mjYE0g9X4Lg0CL9vmIXZfynAyh2n0Gaxyh2PiIjsCBsfchpDkqYh/Nd7kTI6HlYB/HnnWbz68jMoPXtM7mhERGQn2PiQU/F20+Cl2bdg1QOjMEF3Do/W/wl+//wBtuYVQAje74uIyNWx8SGndOeIUPzhoen4SjsC2623YsG/a/CLfx5CdYNJ7mhERCQjNj7ktILCBmLI4l0wTH4RGqUCuSeu4H9e/gRffLIRwspjf4iIXBEbH3JqCqUSP7s9Hlseuw2xgZ54yPQ6Rn/2C/w7ezb+Wfg1Gk1muSMSEVEfYuNDLiE+1BsfzL8NceGBaBQ6vNs4Ar/d8iXGZn+K7K1f4NK5L+WOSEREfYCND7kMnUaF5IdXwbLwBCZMfwBRfu6obzGjbv/bCHljPHat/Al2n67kQdBERE6MV24ml+Pdzw9zxvvhp+NikH+mEq0fboKiXmBvjTf+9vfPERPggczkSNw93AeeXv3kjktERDeRJPiftzZGoxF6vR4GgwHe3t5yx6E+VHLmKN76shlvHa5Dg8mMMdJJrNf8AYdD7kP4vcsR5e8hd0QiIrqGnvx+c8aHCEBE7AgsiQXmp7XhvS8uwWvXW/Bqa0bpxYvI+EMebh8cgDm3RWNCjB8USu4hJiJyVJzx+RbO+NBVVosFX+7ZgrdPS3jnvBYAEIxqbHB/ERWDfoShM/8Xnjq1zCmJiAjgjA/R96ZQKjFi0j0YMQmYV9WINwq+RuDBHERbS3DlxFaMPZmAexPCkDkuCtHcDUZE5DA44/MtnPGh62kw1uL49nXIuaDFv2pjAQCeaEKO54uoCUqGdPtSjI4KgEbFXWFERH2JMz5EvcDT2wdJ6YsxRgjMOFuF1/ddgOL0Ngw2n8L5UgMm/y0V7holkgf44T6/YsQPHoTwgSMgKdgIERHZCzY+RD0kSRImxAZgQmwAKq+E4kCBP05fMcK/UoOqhlZ8+lUFfqv5DSIOXcET6t9AHTcVE2IDcNtAP/Rz18gdn4jIpXFX17dwVxd9H1arwMlyIwq+KsXY/fMR1XISSabVaIQbAOAB5aeY47YH5yPT4XPbgxgV4cPdYkRENwF3dRHJQKGQMDRUj6GhemByHpqbm7GmtAF7Tldiz5kqpNQcwSDzabz/1SmsPl4ID40S4wfo8aAuH/0T0hAWM5y7xYiIehkbH6Je4ubmhpRBbkgZFAAAqLi0HgcOfAiTMQJ+X2tQ3diK6lP7MFabjZqTf8YE3etIHhiAoaHeuMW9EtERkdD7Bcm8FUREzoW7ur6Fu7qor1itAifKjDh7YAcGnlyFM83eWNg6z/b8Ns0SxCu+xkLVb1DbPwVxwd4Y6WtGnGcj+g8cCY1WJ2N6IiL7wl1dRHZOoZAwrL8ew/rfB8y8DwNMbXituBaHvq7FqTIDPL42AwI40BiAi6cqkXeqEvcp85CmXofPrMPxnO/ziAv2QlyIN8YozyA8ejD8QyK5q4yI6Duw8SGyA+5aNW6PC8TtcYHfjJxAvaEGf6wVOFnegK/KjYg5C9TXu+Eraxi+Kq/HV+X1kA5fxJfan8NDMmGW9DK0IUMQF+yNRK86DNK3IWjACHjrfSBJkqzbR0RkL9j4ENkpL70vEvRAQpTfNyMvQlhfwLTqWkRVmvFVuRGlly6isjgQsFTgaIs/LOdrUHi+BgGqd3CnaivWm9PwsvJBhPbTob9ei3mNayG8QlE+9OcI9vNB/35uCPLSQqNWyrqtRER9hY0PkQORFAqEBfghLAC4Iz4IQCyAL9HS0oL3q03tM0FlRvQ/5Ymq+n64LPzQYDLj9JUG1F4pRZJuCyxVEgZ9lQwL2pudxaoNuEe1Fx963oNDoQ8gVK9DqF6LW5oK4BUUBd8BCfDx1HHWiIicAhsfIieg0+kwrL8Ow/rr2wfuXAsA+JXJjAeMLbhc14zqK5dQcOohtDUakOQWiDJDCy7VNSNMqkQganCptgkfVZUBAAJQhwO6x2AREgabXodKrUGo3g0/kbZhlOUYjvml4VLIFPh4aOCnAwYaCqDTB0AdlQwfDy36uWugVLBRIiL7c0ONz5o1a/Diiy+irKwMQ4cOxSuvvIIJEyZcsz4/Px+LFi3C8ePHERoail//+teYN29eh5qcnBz89re/xblz5xATE4P/+7//w6xZs3q0XiEEnn32Waxbtw61tbVISkrC6tWrMXTo0BvZTCKH56ZVISbAEzEBnkBsADD+FgDAxG+eF0KgpnIkzlw6i/Fmb4Sa9Lhc1wxz5VmcvjQIFrMZZqhgbrPifFUj/NTHMEq5Dx8aorH+TAyA9rvWF+oeR5tQItb0BgAJkgQ8pd2EqdJ+fOQ5Cwf8ZqGfuwYBbgIpNf+C0sMfVYNmw0OnhYdGCW9LDTwVbdDqA+Hh1Q9alYIzTETUK3rc+GzcuBFZWVlYs2YNbrvtNvzlL39BWloaTpw4gYiIiE71xcXFmD59OubOnYs333wTe/fuxaOPPoqAgADcc889AICCggKkp6fj97//PWbNmoXNmzdj9uzZ+Oyzz5CUlNTt9a5YsQIvvfQS/vGPf2DQoEF47rnnMGXKFJw6dQpeXl7f530ickqSJMEvMBR+gaGIBXC77Zl4AP8DADhltqDc0IIyQwvwtcD+qjsQq4vHz6VI1Da1QllnxqmKwTBbAW+dGsYWM4QAAixXEK68jMoaAz6trAAAhKAaT+pWo1UoMejgIADtzc3vVX9HhuoTvGK+G6+Y74VKISFQ04r38ARMCjc84bsKWp0OHhoVbjPtRlzLUZT43YbyoEnw0KrgqRYYUPkJFGo3GCMmQ6vRQatWwKO1Cm7WRqg8/aH2CoBWrYBOpYRaAZ4BR+Sienwdn6SkJIwePRpr1661jQ0ZMgQzZ85EdnZ2p/rFixdj69atOHnypG1s3rx5OHLkCAoKCgAA6enpMBqN2L59u61m2rRp8PHxwYYNG7q1XiEEQkNDkZWVhcWLFwMATCYTgoKC8MILL+Dhhx/+zm3jdXyIvj+zxYq65jbUl59Hc9XXqFAEohz+qGlqRVtdGZIvrIHZ3IpXPH+FBpMZja1mPNb0Ku607sJL5nvxN8sPAXQ9kwQAv1O9hp+qcvFH8yy8bL4PAOCFJhzTPQQAGNzyD5jQfk+0xaoNeET1Af5mTsNz5gwAgAJWnNVmwAQ1pkqvwqTRQ6tS4m7rDtzZ9jEK3FKwXZ8OtVIBtVLCw5X/B4UkYXPIQrRp+kGllBDbVIQ44z5c8R6Gc4GpUCskqFUKDL+8CSpJoCRsBoROD41SAe/mUvjUn0KrRyga/UdAqVBAKUnQVxdBCQtM/sMgaT2hUkhQtRqgba6ApPWC0IdBpZCgUEhQt1RBIUlQuvlAoW7fjagQZiisZiiUaihUaiik9pk2zpSRK+q16/i0trbi0KFDePLJJzuMp6amYt++fV2+pqCgAKmpqR3Gpk6divXr16OtrQ1qtRoFBQVYuHBhp5pXXnml2+stLi5GeXl5h3VptVqkpKRg3759XTY+JpMJJpPJ9rfRaPyOd4CIvotKqYC/pxb+A4cAA4cgvsOzAwG0754e12G8fa5picWKBW0WNJksaGhqxOmySLQ2N+KvPgloNJnRYDLD9/L/oKA2Ej5ut+B+bTgaWy2wNtXhy4pboLS2ItbXDy1mAZPZAk2LFgarB5oV7rY1adEKhSTghlZUtgDNLe3/H6BUXcZA1TnsqRuIfVXVtvp12jwoJIF5lfeiEvUAgEeUezFH/Q42XpqEPx2LttV+qX0ZnlIL/vdIEEpE+1W3M5Uf41n16/jAMhaPty2w1R7QPoIAyYBppuX4SrTPWt+nzMOL6nX41DIKP2/7X1ttviYLkYoK3G16Bl+IQQCAGYp9+LNmFfZahuLHbU/ZardpliBWuoifW5bgc2kYFJKEidJhrJD+hOOIwWPKp6GQAIUkYaU5G7HiArLV83FINRKSBAy3nsJS0x9RqgjDb9x/A0mSoJCAhU1/xmDLGfzd/UEUaRIgSUC05Ws83vBHVCv8saLfb9qbLwA/aViPwa0nscVzNg7rkiBJQJC5HHMNr6BB4YVVfr8FAEgSMMO4AXGmY9jpOQOHPcZBAtDPUoPM6pfRqtBhXeBvcbWXm2zYjLjmIhR6peKIZ/u/Rx7WejxQsRKQFPh7yLL2QgkYa9iO+KYDOOyVgsNekyAB0IgW3F/+BwDA2yFPwiqpIEkSbjHuRHxDAb7ySEKR/g5AAiRhQfrlFZAAvBeyEG3K9nvuDTXuwdD6vTjnMQpFPlNt7/vdl1ZCATO2BT2KZpU3JAmIrf8cwwx5KPUYikO+P8TVcD+8/CeorS34NPjnaFC3n7UZ1XAYI+s+QZlbLA743WVb7pSyv8DNUo/dQT+BQRMMAAhr/BK31H6MSm0UPg+49z/fovK/w8Nci30B6ajVhQEAgptOI6H6A9Row1AQmG6rHX/lTXi3VuBAwN2o0kUBAAKai5FYvQVGdSD2Bv3YVju2YiN8Wy/jC78ZuOIeCwDwbbmIMZWb0Kj2xZ7gTFttYuV78G/5Gkd9p+KyR/u3X99ajuQrG9Ci9EJe6ENQKyU89cOO/8/Ql3rU+FRVVcFisSAoqONl9IOCglBeXt7la8rLy7usN5vNqKqqQkhIyDVrri6zO+u9+r9d1Xz99dddZsvOzsazzz57vU0moj6kVCrgrVTAW6cG9DogJAUAMKxD1U8BAMmdXt3ePH3YYWwyAOBxAPOFQKvFClObGZWGY2hracYHbqEwWaxoabNCqgnCkbo7EasJwh89YtBmETCbLTjw9RIIcxvmhdyCFmjRZrEipGYiCmuUULgPQYZ3JMxWK9osAscvToLa0oyEyAjEwBtmq0C/+v442RiPRvcBGOGuh9kiYBUCV+pD0WL1gK/eG/3hBotVwM2iRa3FGy1KT3gqVLBYBSxWcXWyCxb8Z/echPbJeis6zvCoYIZasqDNKtBitba/TmGCt6YRGmszalpabbVemhoEK6pQ39iAi9ZmAECkwoAwTRnq29Q4V9loq/XRXMQAxQXU1VThuLX9PxI1UiUGaU/jgtWAopI6W+2j6rMYojyOv1dcwn5LDQBgiFSGYdrDqBD98Fltla02XX0CI5QH8W79UORZ2n9Uo6QyvKwthFG44ZPqK7baVNVRjFLtxceGcPz7m9pA1GKlbjfMQmE7OB8AxqiKkKDahc9qffCBub1Z9EIT/qD7BADwQEUGWqEGAAxWfYFbVTtQVK3Ge+YhAAAlLFip+zcA4OdX7oYRngCA/sovMEa9DaerTPjXuf8cP/p77UfQSmYsKJuGcrQ3M3OVh/Bz9Qe4WFWHDWdH2Gqf1H4IvdSEJWUTcV60v8c/UR7CL9RbsM0yBm+dHWWrna/9CCFSDX53eQyOi/bP7h7FYczTbEaeZST+ee5WW+0czTbEKMrw4qVhOCgsAIA0xWE8qnkP+61xeOPcWFvtbM12DFNcwJrLA7Hb2v7v0CTFUczXvIuj1mi8fn68rfZOzb9xq+I0/n4pDB9b29+zMdJJLNBuwllrKH5+PsVWO1n9McYqj+GdSwHYYm3/D47h0nks1G7CJeGHORfugEalcJzG56r/nkoVQlx3erWr+v8e784yb1bNVUuWLMGiRYtsfxuNRoSHh19zO4jIcUmSBK1KCa1KCbh1Ph4RkYkAEjuPJ7XvOh/bYXAQgB9jLID7OoxvBACM7rgAAIsxBMD9HcYLAQBvdxj7AYDn8EMAP+wwfgbCasV7AjALASEAq3ky6lt/hRGQcFjtAatAe5PUuAMVljb8QdsPVoW2vdZ0K0oa7oKfQoMdXuGwWNubL03NX3G6tQkLvSPxuMYbVgEoTUNxsnYULEo3vOM7FEK0//+orjobx0x1+LF+MO7V+UMAUJpicbgyBGaFDusCE2AVACDgVvlrfNFSgbR+w5Di0R9CAKrWATh45UVYFVr8MfSW9uVCwKvqURxovAu39RuO4Z7READUrdH4vOxZWCUVssOGAwCEAHyq52B/YwqG64fjOe84CAAqcxP2X1oKAQm/i2jPCwBB1bNR2DAKMd7D8LQ+HgKAwtqKwtInAACLw+IhFO0/gUE1d6GwfiBCvIZgqU9c+zKEFQWlvwQAPN5/OMwKbXttXRoKDCHQew7G//oOtn1Ch0oegUJY8bP+I9Cm8oQQAkHGKSio00PrMRBP+A6y1R67OBdKqwn3h9yCFnU/AECA0YyCWg2EezQW+v+n9vSln+KCpQl3BY/CFI1/e22DFYXVFjTrwvDLwFhbbcnlB1BpNmBqYCLG6UIAAH5NChRWNsCoC8GCoFhcfYPKy2ejobUakwJuxS1uERAAfJrVKKj8GRo1/ng8eKBtubXl96DAVI6x/kmIdW8/qcG7xR0FFQ+iWe2D+SH/qW2smIWClkSM8huHMI/2cU+TFwqvzIFJ6Yn5/QdCIfMZnz1qfPz9/aFUKjvN7lRUVHSaabkqODi4y3qVSgU/P7/r1lxdZnfWGxzcPgVYXl6OkJCQbmXTarXQarXX3WYiInsgKRRQArBdalLtBri5dS70Cuvi1e4AAjsPh3bR6MEHQFTn4YG3dx5DINqbwP/2wy7GQgEM6WK8q7wAvtlJ2rHh7KJhBWzL7VgbdY3ap7uoHYD/bmHb/Q7Af88uxlyj9rkulhsL4O5uLjcWwF1d1D7bRe0gADMAAGkdxrvatkG2qo4HnTzVRe1gW9UdHcaf7CLDYFydZZ3cabyr2vZzSVMgvx6d1qDRaJCQkIDc3NwO47m5uRg3blyXr0lOTu5Uv2PHDiQmJkKtVl+35uoyu7Pe6OhoBAcHd6hpbW1Ffn7+NbMRERGRixE99M477wi1Wi3Wr18vTpw4IbKysoSHh4e4cOGCEEKIJ598UmRkZNjqz58/L9zd3cXChQvFiRMnxPr164VarRbvvvuurWbv3r1CqVSK5cuXi5MnT4rly5cLlUolCgsLu71eIYRYvny50Ov14r333hPHjh0TP/rRj0RISIgwGo3d2jaDwSAACIPB0NO3hYiIiGTSk9/vHjc+QgixevVqERkZKTQajRg9erTIz8+3PZeZmSlSUlI61Ofl5YlRo0YJjUYjoqKixNq1azstc9OmTWLw4MFCrVaLuLg4kZOT06P1CiGE1WoVy5YtE8HBwUKr1YqJEyeKY8eOdXu72PgQERE5np78fvf4Oj7OjNfxISIicjw9+f3mpUuJiIjIZbDxISIiIpfBxoeIiIhcBhsfIiIichlsfIiIiMhlsPEhIiIil8HGh4iIiFwGGx8iIiJyGWx8iIiIyGX06O7szu7qRayNRqPMSYiIiKi7rv5ud+dmFGx8vqW+vh4AEB4eLnMSIiIi6qn6+nro9frr1vBeXd9itVpx+fJleHl5QZKkm7pso9GI8PBwlJaW8j5gMuLnYB/4OdgHfg72gZ/D9yeEQH19PUJDQ6FQXP8oHs74fItCoUBYWFivrsPb25v/YtsBfg72gZ+DfeDnYB/4OXw/3zXTcxUPbiYiIiKXwcaHiIiIXAYbnz6i1WqxbNkyaLVauaO4NH4O9oGfg33g52Af+Dn0LR7cTERERC6DMz5ERETkMtj4EBERkctg40NEREQug40PERERuQw2Pn1gzZo1iI6Ohk6nQ0JCAvbs2SN3JJfzzDPPQJKkDo/g4GC5Yzm93bt3Y8aMGQgNDYUkSdiyZUuH54UQeOaZZxAaGgo3NzdMmjQJx48flyesE/uuz2HOnDmdvh9jx46VJ6yTys7Oxq233govLy8EBgZi5syZOHXqVIcafh/6BhufXrZx40ZkZWXhqaeeQlFRESZMmIC0tDSUlJTIHc3lDB06FGVlZbbHsWPH5I7k9BobGzFy5EisWrWqy+dXrFiBl156CatWrcKBAwcQHByMKVOm2O6bRzfHd30OADBt2rQO349t27b1YULnl5+fj8ceewyFhYXIzc2F2WxGamoqGhsbbTX8PvQRQb1qzJgxYt68eR3G4uLixJNPPilTIte0bNkyMXLkSLljuDQAYvPmzba/rVarCA4OFsuXL7eNtbS0CL1eL1599VUZErqG//4chBAiMzNT3HXXXbLkcVUVFRUCgMjPzxdC8PvQlzjj04taW1tx6NAhpKamdhhPTU3Fvn37ZErlus6cOYPQ0FBER0fj/vvvx/nz5+WO5NKKi4tRXl7e4fuh1WqRkpLC74cM8vLyEBgYiEGDBmHu3LmoqKiQO5JTMxgMAABfX18A/D70JTY+vaiqqgoWiwVBQUEdxoOCglBeXi5TKteUlJSEN954Ax9//DH++te/ory8HOPGjUN1dbXc0VzW1e8Avx/yS0tLw1tvvYWdO3di5cqVOHDgACZPngyTySR3NKckhMCiRYswfvx4DBs2DAC/D32Jd2fvA5IkdfhbCNFpjHpXWlqa7Z+HDx+O5ORkxMTE4PXXX8eiRYtkTEb8fsgvPT3d9s/Dhg1DYmIiIiMj8dFHH+Huu++WMZlzmj9/Po4ePYrPPvus03P8PvQ+zvj0In9/fyiVyk7dekVFRaeunvqWh4cHhg8fjjNnzsgdxWVdPauO3w/7ExISgsjISH4/esHjjz+OrVu3YteuXQgLC7ON8/vQd9j49CKNRoOEhATk5uZ2GM/NzcW4ceNkSkUAYDKZcPLkSYSEhMgdxWVFR0cjODi4w/ejtbUV+fn5/H7IrLq6GqWlpfx+3ERCCMyfPx/vvfcedu7ciejo6A7P8/vQd7irq5ctWrQIGRkZSExMRHJyMtatW4eSkhLMmzdP7mgu5Ve/+hVmzJiBiIgIVFRU4LnnnoPRaERmZqbc0ZxaQ0MDzp49a/u7uLgYhw8fhq+vLyIiIpCVlYXnn38esbGxiI2NxfPPPw93d3c88MADMqZ2Ptf7HHx9ffHMM8/gnnvuQUhICC5cuIClS5fC398fs2bNkjG1c3nsscfw9ttv4/3334eXl5dtZkev18PNzQ2SJPH70FdkPafMRaxevVpERkYKjUYjRo8ebTt9kfpOenq6CAkJEWq1WoSGhoq7775bHD9+XO5YTm/Xrl0CQKdHZmamEKL9FN5ly5aJ4OBgodVqxcSJE8WxY8fkDe2Ervc5NDU1idTUVBEQECDUarWIiIgQmZmZoqSkRO7YTqWr9x+AeO2112w1/D70DUkIIfq+3SIiIiLqezzGh4iIiFwGGx8iIiJyGWx8iIiIyGWw8SEiIiKXwcaHiIiIXAYbHyIiInIZbHyIiIjIZbDxISIiIpfBxoeIiIhcBhsfIiIichlsfIiIiMhlsPEhIiIil/H/j2QrtZOQ/UEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tardis_coll_recomb = coll_recomb_rates.groupby(level=(\"atomic_number\", \"ion_number\")).sum().T\n", + "coll_recomb_coeff_ctardis = pd.read_csv(ctardis_path+\"coll_recomb_coeff_ctardis.csv\", index_col=[0, 1, 2])\n", + "coll_recomb_coeff_ctardis = coll_recomb_coeff_ctardis.groupby(level=(\"atomic_number\", \"ion_number\")).sum() * electron_dist.number_density **2\n", + "coll_recomb_coeff_ctardis.columns = coll_recomb_coeff_ctardis.columns.astype(int)\n", + "\n", + "coll_recomb_coeff_ctardis.reset_index(inplace=True)\n", + "\n", + "coll_recomb_coeff_ctardis[\"ion_number_source\"] = coll_recomb_coeff_ctardis[\"ion_number\"] + 1\n", + "coll_recomb_coeff_ctardis[\"ion_number_destination\"] = coll_recomb_coeff_ctardis[\"ion_number\"]\n", + "\n", + "coll_recomb_coeff_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "\n", + "ctardis_coll_recomb = coll_recomb_coeff_ctardis.T\n", + "\n", + "plt.plot(tardis_coll_recomb, label=\"TARDIS\")\n", + "plt.plot(ctardis_coll_recomb, label=\"ctardis\", ls=':')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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atomic_numberion_numberion_number_sourceion_number_destination
10100.0020570.0011150.0006350.0003760.000230.0001460.0000940.0000620.000040.000026...0.0000030.0000020.0000018.534125e-075.560655e-073.624189e-072.361738e-071.539105e-071.003052e-076.536855e-08
\n", + "

1 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " 0 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.002057 \n", + "\n", + " 1 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.001115 \n", + "\n", + " 2 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000635 \n", + "\n", + " 3 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000376 \n", + "\n", + " 4 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.00023 \n", + "\n", + " 5 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000146 \n", + "\n", + " 6 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000094 \n", + "\n", + " 7 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000062 \n", + "\n", + " 8 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.00004 \n", + "\n", + " 9 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000026 \n", + "\n", + " ... \\\n", + "atomic_number ion_number ion_number_source ion_number_destination ... \n", + "1 0 1 0 ... \n", + "\n", + " 14 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000003 \n", + "\n", + " 15 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000002 \n", + "\n", + " 16 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 0.000001 \n", + "\n", + " 17 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 8.534125e-07 \n", + "\n", + " 18 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 5.560655e-07 \n", + "\n", + " 19 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 3.624189e-07 \n", + "\n", + " 20 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 2.361738e-07 \n", + "\n", + " 21 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 1.539105e-07 \n", + "\n", + " 22 \\\n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 1.003052e-07 \n", + "\n", + " 23 \n", + "atomic_number ion_number ion_number_source ion_number_destination \n", + "1 0 1 0 6.536855e-08 \n", + "\n", + "[1 rows x 24 columns]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coll_recomb_coeff_ctardis" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "class dummyphotoionratesolver:\n", + " def __init__(self, ctardis_photoion_rates, ctardis_recomb_rates):\n", + " self.photoion_rates = ctardis_photoion_rates\n", + " self.recomb_rates = ctardis_recomb_rates\n", + " def solve(self, rad_field, electron_dist, level_population, lte_level_population, lte_ion_number_density=None, ion_number_density=None, x=None, y=None):\n", + " return self.photoion_rates, self.recomb_rates\n", + "\n", + "dummy_rate_solver = dummyphotoionratesolver(photoion_rates_ctardis, recomb_rates_ctardis * electron_dist.number_density)\n", + "dummy_col_rate_solver = dummyphotoionratesolver(coll_ion_rates, coll_recomb_coeff_ctardis)\n", + "\n", + "ion_rate_matrix_solver = IonRateMatrix(dummy_rate_solver, collisional_rate_solver)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ion rate matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "ion_rate_matrix = ion_rate_matrix_solver.solve(rad_field, electron_dist, lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1], \n", + " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " 1.0,\n", + " boltzmann_factor_ctardis,\n", + " charge_conservation=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([array([[ 0.00000000e+00, 1.00000000e+00, -1.00000000e+00],\n", + " [-4.00623411e+01, 2.79598601e-03, 0.00000000e+00],\n", + " [ 1.00000000e+00, 1.00000000e+00, 0.00000000e+00]])],\n", + " dtype=object)" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ion_rate_matrix[0].values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Charge exchange rates mean that we cannot normalize the population vector\n", + "\n", + "Look up ground state number conservation- replaced with highes or lowest number density. Mihalas. Check original stellar atmosphere book instead of newer for NLTE" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ion population solver converged after 4 iterations.\n" + ] + } + ], + "source": [ + "from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver\n", + "\n", + "solver = IonPopulationSolver(ion_rate_matrix_solver)\n", + "\n", + "ion_pops, electron_densities = solver.solve(\n", + " rad_field,\n", + " electron_dist,\n", + " cmfgen_sim_state.elemental_number_density,\n", + " lte_level_number_density,\n", + " cmfgen_plasma.level_number_density,\n", + " lte_ion_number_density,\n", + " cmfgen_plasma.ion_number_density,\n", + " 1.0,\n", + " boltzmann_factor_ctardis,\n", + " charge_conservation=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(lte_ion_number_density.T.iloc[:, 0], label='H I (LTE)', ls=\":\")\n", + "plt.plot(lte_ion_number_density_ctardis.T.iloc[:, 0], label='H I (LTE ctardis)', ls=\":\")\n", + "plt.plot(cmfgen_plasma.ion_number_density.T.iloc[:, 0], label='H I (Nebular)')\n", + "plt.plot(ion_number_density_ctardis.T.iloc[:, 0], label='H I (Nebular ctardis)')\n", + "plt.plot(ion_pops.T.iloc[:, 0], label='H I (NLTE)')\n", + "plt.semilogy()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ion_number_density_ctardis_final = pd.read_csv(ctardis_path+\"ion_number_densities_ctardis_result.csv\", index_col=[0, 1])\n", + "\n", + "plt.plot(ion_number_density_ctardis_final.T.iloc[:, 0], label='H I (ctardis)')\n", + "plt.plot(ion_pops.T.iloc[:, 0], label='H I (NLTE)', ls=\"--\")\n", + "plt.semilogy()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ion_number_density_ctardis_final.T.iloc[:, 1], label='H II (ctardis third iter)')\n", + "plt.plot(ion_pops.T.iloc[:, 1], label='H II (NLTE)', ls=\"--\")\n", + "plt.semilogy()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Percentage Residuals of H I NLTE vs H I CTARDIS')" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "residuals = ((ion_pops.T.iloc[:, 0].values - ion_number_density_ctardis_final.T.iloc[:, 0].values) / ion_number_density_ctardis_final.T.iloc[:, 0].values) * 100\n", + "plt.plot(residuals, label='Percentage Residuals (H I NLTE - H I CTARDIS)')\n", + "plt.xlabel('Index')\n", + "plt.ylabel('Percentage Residuals (%)')\n", + "plt.title('Percentage Residuals of H I NLTE vs H I CTARDIS')" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Percentage Residuals of H II NLTE vs H II CTARDIS')" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "residuals_hii = ((ion_pops.T.iloc[:, 1].values - ion_number_density_ctardis_final.T.iloc[:, 1].values) / ion_number_density_ctardis_final.T.iloc[:, 1].values) * 100\n", + "plt.plot(residuals_hii, label='Percentage Residuals (H II NLTE - H II CTARDIS)')\n", + "plt.xlabel('Index')\n", + "plt.ylabel('Percentage Residuals (%)')\n", + "plt.legend()\n", + "plt.title('Percentage Residuals of H II NLTE vs H II CTARDIS')" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Percentage Residuals of e NLTE vs e ctardis')" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "electron_densities_ctardis = pd.read_csv(ctardis_path+\"electron_densities_ctardis_result.csv\", index_col=0, header=None)\n", + "\n", + "residuals_electron= ((electron_densities - electron_densities_ctardis[1]) / electron_densities_ctardis[1]) * 100\n", + "plt.plot(residuals_electron, label='Percentage Residuals (e NLTE - e ctardis)')\n", + "plt.xlabel('Index')\n", + "plt.ylabel('Percentage Residuals (%)')\n", + "plt.legend()\n", + "plt.title('Percentage Residuals of e NLTE vs e ctardis')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.level_populations import LevelPopulationSolver\n", + "from tardis.plasma.equilibrium.rate_matrix import RateMatrix\n", + "\n", + "rate_matrix_solver = RateMatrix(rate_solvers, cmfgen_atom_data.levels)\n", + "\n", + "rate_matrix = rate_matrix_solver.solve(rad_field, electron_dist)\n", + "\n", + "lte_rate_matrix = RateMatrix(lte_rate_solvers, cmfgen_atom_data.levels).solve(rad_field, electron_dist)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "solver = LevelPopulationSolver(rate_matrix, cmfgen_atom_data.levels)\n", + "\n", + "level_pops = solver.solve()\n", + "\n", + "lte_level_pops = LevelPopulationSolver(lte_rate_matrix, cmfgen_atom_data.levels).solve()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.scatter(cmfgen_atom_data.levels.loc[1,0].energy * u.erg.to('eV'), level_pops.loc[1,0,:][0], marker='x', label='TARDIS')\n", + "plt.scatter(cmfgen_atom_data.levels.loc[1,0].energy * u.erg.to('eV'), level_number_density_ctardis[\"0\"][:30], marker='x', label='cTARDIS')\n", + "#plt.scatter(cmfgen_atom_data.levels.loc[1,0].energy * u.erg.to('eV'), lte_level_pops.loc[1,0,:][0], marker='x', label='TARDIS col only')\n", + "plt.xlabel(\"Energy (eV)\")\n", + "plt.ylabel(\"Population\")\n", + "plt.semilogy()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tardis", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 333275064cf6663b13b5bf7e46bb8747f6d6ec73 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 14 Jul 2025 13:01:15 -0400 Subject: [PATCH 40/56] Add correct comparison notebook --- .../ionization_solution_comparison.ipynb | 1474 +++++++++++++++++ 1 file changed, 1474 insertions(+) create mode 100644 docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb diff --git a/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb new file mode 100644 index 00000000000..19477e536b4 --- /dev/null +++ b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb @@ -0,0 +1,1474 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparison of ionization soluations" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/afullard/tardis/tardis/__init__.py:24: UserWarning: Astropy is already imported externally. Astropy should be imported after TARDIS.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b31c46dcdaf441b9855b33a28137fb75", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Iterations: 0/? [00:00= 1].values\n", + " * electron_dist.number_density.value\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "saha_factor_ctardis = pd.read_csv(ctardis_path+\"phi_lucy.csv\", index_col=[0, 1, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "saha_factor_ctardis[\"0\"].plot(logy=True)\n", + "saha_factor[0].plot(logy=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(ion_number_density_ctardis[\"0\"] / lte_ion_number_density_ctardis[\"0\"]).plot()\n", + "(cmfgen_plasma.ion_number_density[0] / lte_ion_number_density[0]).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ion_number_density_ctardis[\"0\"].plot(logy=True)\n", + "cmfgen_plasma.ion_number_density[0].plot(logy=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Photoionization coefficients" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.rates import AnalyticPhotoionizationRateSolver\n", + "\n", + "photoionization_rate_solver = AnalyticPhotoionizationRateSolver(atom_data.photoionization_data)\n", + "corr_photoion_coeff_solver = AnalyticCorrectedPhotoionizationCoeffSolver(atom_data.photoionization_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "corr_photoion_coeff = corr_photoion_coeff_solver.solve(\n", + " rad_field,\n", + " electron_dist.temperature,\n", + " lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1],\n", + " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "photoionization_coeff_ctardis = pd.read_csv(\"/home/afullard/tardis-chvogl-configs/rate_coefficients.csv\", index_col=[0, 1, 2], skiprows=16)\n", + "estimated_photoion_coeff_ctardis = pd.read_csv(ctardis_path+\"estimated_photoion_coeff.csv\", index_col=[0, 1, 2])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df1 = photoionization_coeff_ctardis.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "df2 = corr_photoion_coeff.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "df3 = estimated_photoion_coeff_ctardis.groupby(\n", + " level=(\"atomic_number\", \"ion_number\")\n", + " ).sum()\n", + "\n", + "\n", + "plt.plot(df1.T, label=\"ctardis analytic\")\n", + "plt.plot(df2.T, label=\"TARDIS\")\n", + "plt.plot(df3.T, label=\"ctardis estimated\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Photoionization coefficient\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1144946/3826348831.py:5: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + " plt.legend()\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2h64BAwbw2GOPsXv3biIiInB3L7ro+c8tGeylZcuW9OvXjzFjxjBv3jwAxo4dy2233VZkEX2LFi2YOXMmQ4cOJT8/nzvuuIO4uDgWL16M2Wy2rv8KDAzEw8MDgPnz59OyZUuCg4PZsGEDjzzyCBMmTLA+b/fu3alRowYjR47k6aefxtvbm3fffZfExEQGDBgAQN++fXnsscd46KGHePjhh7FYLLzwwgu4ublx88032/3rUZ6lXsjjt/g/phav0BD1rwpDV5qmF0VEyoWs3Hw+Wn+Yeb8lkJJVMAvRIsyXiX2b0bdVqMJWKdgcusaMGQPAs88+W+w+k8lUZlsBffrpp4wfP57IyEigINzNnTu3yDn79u0jNTUVgGPHjvHjjz8C0L59+yLnrVy5kptuusn6mKlTp3Lu3DkaNmzIE088wYQJE6znBgUFsXTpUp544gl69epFXl4erVu35ocffqBdu3ZAQdhbtGgRzzzzDN27d8fFxYUOHTqwdOlSatUqefCoDH7ZlUSe2aB5qC9NSzi1CJpeFBEpL7LzzHy28QhvrjrAmYyCjacbBfswsW8zbm1TCxcXha3SqhB9uqqKytCna9T8WFbtO83Evs0Y37tpiR/3zKJdzF93iAduaszkfi3KsEIREbmU3HwLX20+ytzoAySlZQNQL9CbR3s3Y3D72pVyL0R7KdM+XYWys7Px8vK6lqeQSuR8Zi5r488ABV3obaGRLhER58g3W/hu63FeWxHPsfMFV9zX8vdifO+m3NGpLu4KW3Zjc+gym808//zzvP3225w6dYr9+/fTqFEjnnrqKRo2bMh9991XFnVKBfDL7iTyLQYta/nROLi6TY/1U8sIERGHSs/OY/GOk7z720EOnskEIKi6J+NubszwLvXxcnd1coWVj82ha8aMGXz00Ue8+OKL1vVdABEREbzyyisKXVXY4h2FVy3avo6tuqdCl4hIWbNYDGIOnuXrLcf4+feT1u16alRz54GbGjOiW0O8PRS2yorNoWvBggW888479O7dm/vvv996vG3btuzdu9euxUnFcTYjh/UJZ4HShS5NL4qIlJ2j57L4Nu4Y32w5Zp1CBGgSUp1hnesS1bWB9Y9fKTulao7apEmTYsctFgt5eXrDrKqW7krCbDGIqONPg5q27xqvjvQiIvZ1IdfM0l0n+XrzMesfxQC+nm4MbF+bOzvVpX29ALV+cCCbQ1fr1q1Zs2ZNsY2cv/76azp06GC3wqRise61WIpRLlDoEhGxB8Mw2Ho0ha83H2Px9hPWZqYmE/RoXJM7O9XjltZhmkJ0EptD17Rp0xgxYgTHjx/HYrGwcOFC9u3bx4IFC1i8eHFZ1Cjl3On0HGIOFvwVNSCitKGrYHoxTdOLIiI2S07LZuHW43y9+SgJpzOtx+sFenNHx3rc3qkOdWtc+/Z9cm1sDl0DBw7kyy+/5Pnnn8dkMvH000/TsWNHFi1aRN++fcuiRinnlv5+EosB7eoFUC+wdD/Ufn/aBshiMdR8T0TkKnLzLUTvPcXXm4+xav9pzJaCtpte7i7c2qYWd3auR9fwQP0+LUdsCl35+fnMmDGD0aNHs3r16rKqSSoY61WLpRzlgosjXYYBmbn51n+LiEhRe06m8dXmo/yw7QTnMnOtxzs1qMGdneoyoG0t/Q4tp2wKXW5ubrz00kuMHDmyrOqRCuZUWjaxh84BcGsp13NBwV9mbi4m8i0G6dkKXSIif7XzWCqzl+9j5b7T1mOhfp78vWNd7uhU1+b+iOJ4Nk8v9unTh1WrVjFq1KgyKEcqmp93nsQwoGP9AOoEeJf6eUwmE75ebpzPytNiehGRP9l9Io1Xft3P8t2nAHB1MRHZKpRhnetxfdMgbc9Tgdgcuvr378/UqVP5/fff6dSpEz4+RdsDDBo0yG7FSfl3sSFq7Wt+Ll8v9z9ClxbTi4jsP5XOq7/uZ8nOJABcTDCkfR0e7t2U8CDbW/OI89kcuh544AEAZs+eXew+k8mE2Wy+9qqkQjiZeoHNh89jMsGt17Ceq5C1bUSORrpEpOpKOJ3Ba7/Gs2jHCQyjoN3DgIhaPNqnKU1CfJ1dnlwDm0OXxWIpizqkAirszXVdg0DC/K9943P16hKRquzQmUzmRMfz/dbj/HEhIv3bhPFIn6a0CPNzbnFiF9fU8z87Oxsvr2t/s5WK6aed19YQ9a+0FZCIVEVHz2UxN/oA38Qds7Z96NMylEf7NKVNHX8nVyf2ZHPoMpvNPP/887z99tucOnWK/fv306hRI5566ikaNmyoDa+riGPns9h6JAWTCfpHhNnlOTXSJSJVyYmUC7yx8gBfbT5KnrkgbN3UPJgJfZrRrl6Ac4uTMmHzJQ8zZszgww8/5MUXX8TDw8N6PCIigvfee8+uxUn5teSPUa6u4YGE+NpntNNPI10iUgUkp2Uz7YffuemlVXy68Qh5ZoO/NQni2wd68OG9XRS4KjGbR7oWLFjAO++8Q+/evbn//vutx9u2bcvevXvtWpyUX/a8arGQRrpEpDI7k5HDW6sS+CTmMDn5Beuju4YHMrFvM7o2qunk6sQRbA5dx48fp0mTJsWOWywW8vI0QlEVHDmbxY5jqbiYoF8b+0wtAlT3VOgSkcrnXGYu7/x2kI/WH+JCXsEV/p0a1GBS32Z0b1wTk0nb9FQVNoeu1q1bs2bNGho0aFDk+Ndff02HDh3sVpiUX4t3ngCgR+Mggqp72u15tZBeRCqTtOw83luTyAdrE8n4oxVOu7r+TIxszg1NgxS2qiCbQ9e0adMYMWIEx48fx2KxsHDhQvbt28eCBQtYvHhxWdQo5Uxhqwh7XbVYqHB6MU0jXSJSgV3INfPRhkO8vTqBlKyCPyJb1fJjUmQzerUIUdiqwmwOXQMHDuTLL7/k+eefx2Qy8fTTT9OxY0cWLVpE3759y6JGKUcOJKez60Qari4m+rW239QiaE2XiFRsOflmvog9ytyVBzidngNA42AfJkU2p1/rMFxcFLaquhKFrjlz5jB27Fi8vLw4cuQIkZGR3HLLLWVdm5RDb65MAKBXixBq+Hhc5WzbaHpRRCqifLOFhVuP89qv8RxPuQBA3RrePNqnGUM71MFVYUv+UKLQNXHiRIYPH46Xlxfh4eGcPHmSkJCQsq5NypnEM5l8v+04AON7NbX78/tppEtEKhCLxWDJ7yeZvXw/B09nAhDi68nDvZrwj+vq4+GmjailqBKFrtq1a/Ptt99y6623YhgGx44dIzs7+5Ln1q9f364FSvnxenQ8FgN6twghoq79uyQXjnRl5ORjGIbWPYhIuWQYBiv3JfPSsv3sOZkGQI1q7jxwU2NGdGuIt4erkyuU8qpEoevJJ5/k4YcfZty4cZhMJq677rpi5xS+SWrD68rp0JlMfthWcNXiI33sP8oFF9d0mS0GWblmfDyvaZcqERG7W59whpeX7SPuSApQ0OpmzPWNGP23htY/HEUup0TvamPHjuWuu+7i8OHDtG3bll9//ZWaNdXIrSp5PfoAZotBrxYhtK0bUCavUc3DFVcXE2aLQXp2vkKXiJQb246m8PKyfaw9cAYAL3cXRvZoyP03NLb7+lapvGxaSN+mTRvmz59P9+7d8fb2LuvapJw49Ke1XI/0LptRLgCTyUR1TzdSL+SRkZMHaDN1EXGuPSfTmPXLfn7dcwoAd1cTd3Wpz7ibmxDip99RYhubF9KPHj2a/v37K3RVIXNXFoxy3dw8uMz3BPP1Kghd6tUlIs6UeCaTV5bvZ9GOExgGuJjg9o51Gd+7KfUCqzm7PKmgtJBerujw2Uy+2/rHKFefZmX+egVrIi7oCkYRcYqUrFxmL9/PpxuPYLYYQEEj6Al9mtEkpLqTq5OKTgvp5Yrm/rGW66bmwbQv41Eu+HODVPXqEhHHyTdb+Dz2CLOW77d2ke/VIoRJkc1oXdv+V2tL1aSF9HJZR85msXBr2a/l+jP16hIRR1ufcIZnF+1mb1I6AC3CfHl6YCt6NA5ycmVS2ZT48jBfX1/rQvqePXvi6Wm/jY6lfJq7Mh6zxeDGZsF0qF/DIa+prvQi4ihHz2Xx/JI9/Px7EgAB1dyZ1LcZd3Wpj5urGpuK/dl8Tf7IkSPLog4pZ46czWJhXOFaLseMcoH2XxSRspeVm89bqxKY99tBcvMtuJjgn90aMLFvMwKqqf2DlJ0Sha7AwED2799PUFAQNWrUuGKn8HPnztmtOHGeN1YeIN9icEOzYDo6aJQLChoNgkKXiNifYRj8uP0EL/y8l5OpBReD9Whck6cHtqJFmJ+Tq5OqoESh65VXXsHX19f6sbZnqdyOnsvi27hjgOPWchUqnF5M0/SiiNjR78dTeWbRLjYdOg8UbEj95ICW3NI6TO9p4jAlCl1/nlIcNWpUWdUi5UThKNf1TYPo1MBxo1yg6UURsa8zGTm8vGwfX24+imGAt7srD97UmDE3NMLLXXskimOVKHSlpaWV+An9/DREW5EdPZfFN1sKRrkedeBarkJqGSEi9pBntvDR+kO8tiLe+kfc4Pa1mdK/BbX81dxbnKNEoSsgIKDEw6/q01Wxvbnqz6NcgQ5/fT/r1Ysa6RKR0lm9/zTPLtpFwulMANrU8WP6wNZ0buj432kif1ai0LVy5Urrx4cOHWLKlCmMGjWK7t27A7BhwwY++ugjZs6cWTZVikMcPZfF15uds5arkKYXRaS0Dp3J5L8/7ebXPckA1PTx4LFbmnNn53q4umjdljhfiULXjTfeaP342WefZfbs2dx1113WY4MGDSIiIoJ33nlHLSUqsDdXJZBvMfhbkyCn/UWoPl0iYqvUC3m8ueoA89ceItdswc3FxKgeDXm4d1P8vd2dXZ6Ilc19ujZs2MDbb79d7Hjnzp35v//7P7sUJY537HwWX28+Cji2L9df/Xmkq3BrKRGRS8nJN/PxhsPMXXnAunXPjc2Ceeq2VtonUcolm0NXvXr1ePvtt5k1a1aR4/PmzaNevXp2K0wcq3CUq2eTmlznxHUPhaEr32KQnWfB20NXF4lIURZLQb+tl3/Zx7HzFwBoElKdqf1b0KtFiP5Yk3LL5tD1yiuvcPvtt7Ns2TK6desGQExMDAkJCXz77bd2L1DK3vGUCxdHuXo3c2otPh5umExgGJCek6fQJSJFrIk/zcwle9l9suCq+lA/Tyb2bcbtHetq6x4p92wOXbfeeivx8fG89dZb7NmzB8MwGDx4MPfff79GuiqoN1ceIM9s0KNxTbqEO/fqHhcXE9U93UjPzic9O58QX6eWIyLlxO/HU/nf0r2siT8DgK+nG/ff1JjRPcP1x5lUGDaHLoC6desyY8YMe9ciTnA85QJfWUe5nLeW68/8vNytoUtEqraj57J4+Zd9/LDtBADuriZGdGvIuF5NCPTRPolSsZQqdEnl8daqglGu7o1q0rVRTWeXA6hBqojA+cxc5q48wMcbDpNrtgAFzU0n9W1O/ZrVnFydSOkodFVhJ1Iu8OUm51+x+Ffq1SVSdV3INfPBukTeXpVAek7B74CeTWoytX9L2tTxd3J1ItdGoasKe2tVAnlmg26NAulWTka5QL26RKois8Xgmy1HeWV5PElp2QC0rOXH1P4tuL5pkK5IlEpBoauKOpn6p1EuJ1+x+Fca6RKpOgzDYMWeZP63dC/xyRkA1Anw5t+3NGNwuzq4qJO8VCI2X1/bq1cvUlJSih1PS0ujV69e9qhJHOCtVQnkmi10DQ+ke+PyM8oFUN2zIHSlKXSJVGpbj5znH/Ni+L8Fm4lPzsDf250nB7RkxaQbGdqhrgKXVDo2j3StWrWK3NzcYsezs7NZs2aNXYqSsnUy9QJfxJa/tVyFNL0oUrmdTL3AjJ/2sHjHSQA83Vy4t2c4D9zUWNv2SKVW4tC1Y8cO68e7d+8mKSnJ+m+z2czSpUupU6eOfauTMvH2H6NcXcID6V6O1nIV0vSiSOWUm2/h/bWJvB4dT1auGZMJ7uhYlwl9m1E7wNvZ5YmUuRKHrvbt22MymTCZTJecRvT29ub111+3a3Fif0mp2Xz+xyjXo72blsvFqX5qGSFS6fy2/zTTf9zFwTOZAHRqUINnBrXWFYlSpZQ4dCUmJmIYBo0aNSI2Npbg4GDrfR4eHoSEhODqqq7A5d3bq/8Y5WpY/tZyFbo4vaiRLpGK7tj5LJ5bvJtlu04BEFTdk6n9W/D3jnXK5R99ImWpxKGrQYMGAFgsljIrRsrWqbRsPos9AhSs5Sqvv/A0vShS8WXnmXnnt4O8ueoA2XkWXF1MjOzekEf7NsXPS+u2pGoqVcuI/fv3s2rVKpKTk4uFsKefftouhYn9vbUqgdx8C50b1KBHOR3lAi2kF6noVuw5xTOLdnPkXBYAXcMDeXZwG5qHaTNVqdpsDl3vvvsuDzzwAEFBQYSFhRUZLTGZTApd5dSfR7ke7dOs3I5ygUa6RCqqw2czeXbRblbsTQYg1M+TJwa0YmDbWuX6d46Io9gcuv773/8yY8YMJk+eXBb1SBl5e3XBKFenBjXo2aT8jnKBQpdIRXMh18xbqw7w9m8Hyc234OZi4r7rw3m4V1Nr3z0RKUXoOn/+PHfeeWdZ1CJlJDktm882Fo5yld+1XIUKpxdzzRZy8s14uukCDZHyyDAMlu06xXOLd3M85QIAf2sSxPRBrWkSUt3J1YmUPzaHrjvvvJNffvmF+++/vyzqkTLw9uqD5ORb6Fg/gL81CXJ2OVf157+M07Pz8ayu0CVS3hw8ncG0H3exJv4MULB1z1O3teSW1mHl/g87EWexOXQ1adKEp556ipiYGCIiInB3L3oVyvjx4+1WnFy7jJx8vthUMdZyFXJ1MVHd042MnHzSs/MJqu7p7JJE5A+ZOfnMXXmA99YcJM9s4OHqwtgbGvHQzU3w9tAfSCJXYjIMw7DlAeHh4Zd/MpOJgwcPXnNRVVVaWhr+/v6kpqbi5+dnt+dNOJ3Bou0neKScNkO9lO4zV3AyNZsfx/Wkbd0AZ5cjUuUZhsFPO08y46c9nEzNBuDm5sFMG9iahkE+Tq5OxLlK+v5t84bXiYmJl72VZeA6f/48I0aMwN/fH39/f0aMGHHJjbcL5eXlMXnyZCIiIvDx8aF27drcc889nDhxosh5CQkJDB06lODgYPz8/Bg2bBinTp0qck5cXBx9+/YlICCAmjVrMnbsWDIyMoqcc+TIEQYOHIiPjw9BQUGMHz/+kntUOkPj4OoVZpSrkBbTi5Qf5zNzeeCTOMZ9tpWTqdnUC/TmvXs688Go6xS4RGxgc+gqlJuby759+8jPd8ybYlRUFNu2bWPp0qUsXbqUbdu2MWLEiMuen5WVRVxcHE899RRxcXEsXLiQ/fv3M2jQIOs5mZmZREZGYjKZiI6OZt26deTm5jJw4EBr/7ETJ07Qp08fmjRpwsaNG1m6dCm7du1i1KhR1ucxm80MGDCAzMxM1q5dyxdffMG3337LpEmTyuzrUdmpV5dI+bAm/jS3vPobS3cl4e5q4pHeTVk+4Ub6tAqtUH/IiZQLho0yMzON0aNHG66uroarq6uRkJBgGIZhPPzww8bMmTNtfboS2b17twEYMTEx1mMbNmwwAGPv3r0lfp7Y2FgDMA4fPmwYhmEsW7bMcHFxMVJTU63nnDt3zgCM5cuXG4ZhGPPmzTNCQkIMs9lsPWfr1q0GYMTHxxuGYRhLliwxXFxcjOPHj1vP+fzzzw1PT88iz301qampBmDTYyqrkR9sNBpMXmx8uemIs0sRqZIu5OYbz/y4y2gwebHRYPJio9fLK42dx1KcXZZIuVTS92+bR7qmTp3K9u3bWbVqFV5eXtbjffr04csvv7RPEvyLDRs24O/vT9euXa3HunXrhr+/P+vXry/x86SmpmIymQgICAAgJycHk8mEp+fFhdpeXl64uLiwdu1a6zkeHh64uFz8Unl7ewNYz9mwYQNt2rShdu3a1nNuueUWcnJy2LJly2XrycnJIS0trchNChRewajpRRHH25uUxpA31vHBukQARnRrwOKHr9fm1CLXyObQ9f333zN37lz+9re/FRlabtWqFQkJCXYtrlBSUhIhISHFjoeEhJCUlFSi58jOzmbKlClERUVZF7l169YNHx8fJk+eTFZWFpmZmTz22GNYLBZOnjwJQK9evUhKSuKll14iNzeX8+fP8/jjjwNYz0lKSiI0NLTI69WoUQMPD48r1jdz5kzrGjV/f3/q1atXos+lKtD0oojjWSwG7605yKDX17E3KZ2g6h58MKozzw1poysTRezA5tB1+vTpSwagzMxMm+f3p0+fjslkuuJt8+bNAJd8bsMwSvSaeXl5DB8+HIvFwptvvmk9HhwczNdff82iRYuoXr269cqDjh074upa8AumdevWfPTRR8yaNYtq1aoRFhZGo0aNCA0NtZ5T2vqmTp1Kamqq9Xb06NGrfi5VhZ8W0os41Km0bEbOj+W/P+0h12yhd4sQlj56A71ahF79wSJSIjb36bruuuv46aefePjhh4GLYePdd9+le/fuNj3XuHHjGD58+BXPadiwITt27Ch2RSEUBMC/jjD9VV5eHsOGDSMxMZHo6Ohil3JGRkaSkJDAmTNncHNzIyAggLCwsCKtMaKiooiKiuLUqVP4+PhgMpmYPXu29ZywsDA2btxY5HnPnz9PXl7eFevz9PQsMrUpF128elEjXSJlbenvJ5mycCcpWXl4ubvw5IBW3N21vhbKi9iZzaFr5syZ9OvXj927d5Ofn89rr73Grl272LBhA6tXr7bpuYKCgggKunqH9O7du5OamkpsbCxdunQBYOPGjaSmptKjR4/LPq4wcMXHx7Ny5Upq1rz8noOFdURHR5OcnFzkKsdChQHqgw8+wMvLi759+1rrmzFjBidPnqRWrVoA/PLLL3h6etKpU6erfn5S3MXpRY10iZSVjJx8nl20i682HwOgTR0/Xv1HB23hI1JGbJ5e7NGjB+vWrSMrK4vGjRvzyy+/EBoayoYNG8osYLRs2ZJ+/foxZswYYmJiiImJYcyYMdx22200b97cel6LFi347rvvAMjPz+eOO+5g8+bNfPrpp5jNZpKSkkhKSirSP2v+/PnExMSQkJDAJ598wp133smECROKPO/cuXOJi4tj//79vPHGG4wbN46ZM2daF+RHRkbSqlUrRowYwdatW1mxYgX//ve/GTNmjF2bnFYl6tMlUrbijpxnwJw1fLX5GCYTPHhTYxY+0FOBS6QMlWr794iICD766CN713JFn376KePHjycyMhKAQYMGMXfu3CLn7Nu3j9TUVACOHTvGjz/+CED79u2LnLdy5Upuuukm62OmTp3KuXPnaNiwIU888QQTJkwocn5sbCzTpk0jIyODFi1aMG/evCI9wlxdXfnpp5948MEH6dmzJ97e3kRFRfHyyy/b80tQpWghvUjZyDdbmLvyAK9HH8BsMagT4M3sYe3o2ujyMwEiYh82bwO0ZMkSXF1dueWWW4ocX7ZsGRaLhf79+9u1wKqkrLYBqohiDp5l+DsxNAryIfrfNzm7HJFK4fDZTB79chtbj6QAMLh9bZ4d3AZ/b/crP1BErqjMtgGaMmUKZrO52HHDMJgyZYqtTydySYXTi2maXhS5ZoZh8NXmo9z62hq2HknB18uN14a357XhHRS4RBzI5unF+Ph4WrVqVex4ixYtOHDggF2KEvH7Y3oxI0fTiyLX4nxmLo9/t5Offy/oGdglPJDZw9pRt0Y1J1cmUvXYHLr8/f05ePAgDRs2LHL8wIED+Pho41Oxj8KRruw8C3lmC+6upd4mVKTKWhN/mn9/vZ1TaTm4uZiYGNmMf93QGFcXtYIQcQab38kGDRrEo48+WqT7/IEDB5g0adIl2yyIlEbhNkCgKxhFbJWalcd/vtnOiPdjOZWWQ6NgH757sCcP3tREgUvEiWwOXS+99BI+Pj60aNGC8PBwwsPDadmyJTVr1tTVemI3bq4uVPtj2xFdwShScj/vPEnv2autrSBGdm/ATw9fT0Rd7Zso4mylml5ct24dv/76K9u3b8fb25u2bdtyww03lEV9UoX5ermRlWvWSJdICZxKy+bpH35n2a6C3TsaB/vwv9vb0rlhoJMrE5FCNoWu/Px8vLy82LZtG5GRkdaeWSJlwdfLnVNpOaRppEvksiwWgy83H+X5JXtIz87HzcXEgzc15sGbm+Dlrk2qRcoTm0KXm5sbDRo0uGTLCBF7K1zXpZEukUs7dCaTKQt3EHPwHADt6vrzvzva0iKsavf5EymvbJ5efPLJJ5k6dSqffPIJgYEatpayo62ARC4t32zh3TWJvPrrfnLyLXi7uzIpshn39gzXQnmRcszm0DVnzhwOHDhA7dq1adCgQbE2EXFxcXYrTqo2P20FJFLM78dTmfztDnadSAPg+qZBPD80gnqB6rslUt7ZHLqGDBlSBmWIFKeRLpGLsvPMvPprPO+uOYjZYuDv7c5Tt7Xi9o51MJk0uiVSEdgcuqZNm1YWdYgUczF0aaRLqrYNCWeZunAHh85mATCgbS2mD2xNsK+nkysTEVvYHLoAUlJS+Oabb0hISOCxxx4jMDCQuLg4QkNDqVOnjr1rlCrK1zq9qJEuqZpSL+Txws97+Dz2KAChfp78d0gEfVuFOrkyESkNm0PXjh076NOnD/7+/hw6dIgxY8YQGBjId999x+HDh1mwYEFZ1ClVkKYXpSpbtiuJp77/neT0HACiutZnSv8W1rWOIlLx2NyRfuLEiYwaNYr4+Hi8vLysx/v3789vv/1m1+Kkaisc6VKfLqlKktOzefDTLfzr4y0kp+cQHuTDF2O78fzQCAUukQrO5pGuTZs2MW/evGLH69SpQ1JSkl2KEgGNdEnVs3jHCR5fuJO07HxcXUz864ZGjO/dVE1ORSoJm0OXl5cXaWlpxY7v27eP4OBguxQlAhdDV0aOQpdUbjn5Zp7/aQ8fbTgMQJs6fvzv9ra0rq39EkUqE5unFwcPHsyzzz5LXl7BlI/JZOLIkSNMmTKF22+/3e4FStWlPl1SFRw7n8WwtzdYA9eDNzXm+wd7KnCJVEI2h66XX36Z06dPExISwoULF7jxxhtp0qQJvr6+zJgxoyxqlCpK04tS2UXvPcWAOWvZfiwVf293PhjVmf/0a4Gbq82/mkWkArB5etHPz4+1a9cSHR1NXFwcFouFjh070qdPn7KoT6qwwoX0Wblm8s0WvRFJpZFvtjB7+X7eXJUAFOyZ+MbdHalbQ13lRSqzUvXpAujVqxe9evWyZy0iRRSOdEHBuq6Aah5OrEbEPpLTs3n4s61sTCzYpHpk9wY8PqAlnm5aLC9S2ZVq6GDFihXcdtttNG7cmCZNmnDbbbfx66+/2rs2qeLcXV3wci/4L6opRqkMNiScZcCctWxMPIePhyuv39WBZwa3UeASqSJsDl1z586lX79++Pr68sgjjzB+/Hj8/Py49dZbmTt3blnUKFWYenVJZWCxGLyx8gB3vxfD6fQcmof68uPDf2Ngu9rOLk1EHMjm6cWZM2fyyiuvMG7cOOux8ePH07NnT2bMmFHkuMi18vV043R6jka6pMJKycpl4lfbid6bDMDfO9ZhxpAIvD00uiVS1dg80pWWlka/fv2KHY+MjLxk/y6Ra6ErGKUi2340hQFz1hK9NxkPNxde+HsEs+5sp8AlUkXZHLoGDRrEd999V+z4Dz/8wMCBA+1SlEghX/XqkgrIMAw+Wn+IO95ez/GUCzSoWY3vHuzB8C71MZlMzi5PRJzE5unFli1bMmPGDFatWkX37t0BiImJYd26dUyaNIk5c+ZYzx0/frz9KpUqSSNdUtFk5OQz5dsdLN5xEoBbWofy0p3ttG+iiNgeut5//31q1KjB7t272b17t/V4QEAA77//vvXfJpNJoUuu2cXQpZEuKf/2JaXzwKdbOHg6EzcXE1P6t+C+v4VrdEtEgFKErsTExLKoQ+SSLk4vaqRLyrdvtxzjie93kp1nIczPizfu7kCnBoHOLktEypFSN0cVcYTCka40hS4pp7LzzEz/cRdfbDoKwPVNg3j1H+2pWd3TyZWJSHmj0CXlmhbSS3l2MvUC//fRZnadSMNkgkd7N2Ncrya4umg6UUSKU+iSck0L6aW82nMyjXvnbyIpLZuaPh68Orw91zcNdnZZIlKOKXRJueb3R+jKyFHokvJj3YEz3P/xFtJz8mkSUp0P771Om1WLyFXZ3KfryJEjGIZR7LhhGBw5csQuRYkU0vSilDffbjnGyA9iSc/Jp2t4IN/e30OBS0RKxObQFR4ezunTp4sdP3fuHOHh4XYpSqSQphelvDAMg9dXxDPp6+3kWwwGtqvNgvu64F9N/bdEpGRsnl40DOOSPWcyMjLw8vKyS1EihdQyQsqDfLOFJ7//3XqF4r9ubMTkW1rgogXzImKDEoeuiRMnAgVNT5966imqVbs4nG42m9m4cSPt27e3e4FStfn+aU2X2WLoqjBxuMycfB76LI5V+07jYoLpg1pzT/eGzi5LRCqgEoeurVu3AgUjXTt37sTDw8N6n4eHB+3atePf//63/SuUKq0wdEFB8PL31lSOOE5yejajP9zE78fT8HJ34fW7OtK3VaizyxKRCqrEoWvlypUA3Hvvvbz22mv4+fmVWVEihTzdXPFwcyE330J6dp5ClzjMgeR0Rn6wieMpF6jp48F7IzvToX4NZ5clIhWYzWu65s+fXxZ1iFyWr6cbZ/Nzta5LHGbjwbOMWbCZtOx8Gtasxkeju9Cgpo+zyxKRCs7m0JWZmckLL7zAihUrSE5OxmKxFLn/4MGDditOBAqmGM9mKnSJYyzafoJJX20n12yhY/0A3ht5HYE+Hld/oIjIVdgcuv7v//6P1atXM2LECGrVqnXJKxlF7Em9usQRDMPg3TUHeX7JXgBuaR3Ka8M74OXu6uTKRKSysDl0/fzzz/z000/07NmzLOoRKUa9uqSsmS0GzyzaxYINhwEY1aMhT93WSlfLiohd2Ry6atSoQWBgYFnUInJJF0OXRrrE/i7kmhn/xVaW7z4FwJMDWnLf38I1ii8idmdzR/rnnnuOp59+mqysrLKoR6SYwunFNI10iZ2dzcjhrndjWL77FB5uLrwR1ZH/u76RApeIlAmbR7pmzZpFQkICoaGhNGzYEHf3opfwx8XF2a04EdD0opSNxDOZjJofy+GzWfh7u/PeyM5c11Cj+CJSdmwOXUOGDCmDMkQuTwvpxd7ijpzn/z7azLnMXOrW8ObDe7vQJKS6s8sSkUrO5tA1bdq0sqhD5LL8NNIldrRsVxLjP99KTr6FiDr+vD+qMyG+2jdWRMqezWu6AFJSUnjvvfeYOnUq586dAwqmFY8fP27X4kSg6P6LItfi89gjPPDJFnLyLdzcPJgvxnZT4BIRh7F5pGvHjh306dMHf39/Dh06xJgxYwgMDOS7777j8OHDLFiwoCzqlCpM04tyrQzDYG70AWYt3w/APzrXY8bQNri5lurvThGRUrH5N87EiRMZNWoU8fHxeHld/Auxf//+/Pbbb3YtTgS0kF6ujdliMO3HXdbANe7mJrxwe4QCl4g4nM0jXZs2bWLevHnFjtepU4ekpCS7FCXyZxdHuhS6xDY5+WYmfrWdn3acxGSCabe1YlTPcGeXJSJVlM2hy8vLi7S0tGLH9+3bR3BwsF2KEvmzwpGuNE0vig3Ss/P418dbWJ9wFndXE7OGtWdQu9rOLktEqjCbx9cHDx7Ms88+S15ewRugyWTiyJEjTJkyhdtvv93uBYr8eSG9xWI4uRqpCE6nFzQ9XZ9wFh8PV+aP6qLAJSJOZ3Poevnllzl9+jQhISFcuHCBG2+8kSZNmuDr68uMGTPKokap4vz+mF40DMjM1RSjXNmRs1nc8fZ6fj+eRk0fDz4f242/NQ1ydlkiIrZPL/r5+bF27Vqio6OJi4vDYrHQsWNH+vTpUxb1ieDp5oKbi4l8i0F6dr51jZfIX+06kcqo+Zs4nZ5D3RrefHxfV8KDfJxdlogIUIrQVahXr1706tXLnrWIXJLJZMLXy43zWXlaTC+XtSHhLGMXbCY9J58WYb4sGN2FED/14BKR8qNEoWvOnDmMHTsWLy8v5syZc8Vzx48fb5fCRP7M18v9j9ClxfRS3M87T/LIF9vINVvoGh7IuyM7W6elRUTKixKFrldeeYW7774bLy8vXnnllcueZzKZFLqkTKhXl1zOJzGHeeqH3zEM6Nc6jFeHt8fL3dXZZYmIFFOi0JWYmHjJj0UcRW0j5K8Mw+C1FfG8+ms8AHd1qc9/h7TB1cXk5MpERC6t1Gu6RBxJDVLlzwq6zP/OJzFHABjfuykT+jTFZFLgEpHyy+aWEXfccQcvvPBCseMvvfQSd955p12KEvkrTS9KoZx8Mw9/HscnMUcwmeC5wa2Z2LeZApeIlHs2h67Vq1czYMCAYsf79eunvRelzPhp02uh4Ps/6oNNLNmZhIerC29EdWRE94bOLktEpERsDl0ZGRl4eHgUO+7u7n7J7YHs5fz584wYMQJ/f3/8/f0ZMWIEKSkplz0/Ly+PyZMnExERgY+PD7Vr1+aee+7hxIkTRc5LSEhg6NChBAcH4+fnx7Bhwzh16lSRc+Li4ujbty8BAQHUrFmTsWPHkpGRYb1/+/bt3HXXXdSrVw9vb29atmzJa6+9ZtfPv6rTSJckp2fzj3kxbDh4luqebnx473XcGlHL2WWJiJSYzaGrTZs2fPnll8WOf/HFF7Rq1couRV1KVFQU27ZtY+nSpSxdupRt27YxYsSIy56flZVFXFwcTz31FHFxcSxcuJD9+/czaNAg6zmZmZlERkZiMpmIjo5m3bp15ObmMnDgQCwWCwAnTpygT58+NGnShI0bN7J06VJ27drFqFGjrM+zZcsWgoOD+eSTT9i1axdPPPEEU6dOZe7cuWX29ahq/rwVkFQ9h89mcsdbG9h9Mo2g6p58MbYbPZqoy7yIVDCGjX744QfDzc3NuOeee4wPP/zQ+PDDD40RI0YYbm5uxnfffWfr05XI7t27DcCIiYmxHtuwYYMBGHv37i3x88TGxhqAcfjwYcMwDGPZsmWGi4uLkZqaaj3n3LlzBmAsX77cMAzDmDdvnhESEmKYzWbrOVu3bjUAIz4+/rKv9eCDDxo333xziWszDMNITU01gCL1SIHPNh42GkxebNz3YayzSxEH230i1ej03C9Gg8mLjev/F20cOpPh7JJERIoo6fu3zSNdgwYN4vvvv+fAgQM8+OCDTJo0iWPHjvHrr78yZMgQe+ZBqw0bNuDv70/Xrl2tx7p164a/vz/r168v8fOkpqZiMpkICAgAICcnB5PJhKenp/UcLy8vXFxcWLt2rfUcDw8PXFwufqm8vb0BrOdc7rUCAwOvWE9OTg5paWlFbnJpF1tGaKSrKvn9eCp3vRvDmYxcWtXy49sHetCgprb1EZGKyebQBTBgwADWrVtHZmYmZ86cITo6mhtvvNHetVklJSUREhJS7HhISAhJSUkleo7s7GymTJlCVFQUfn5+QEFw8/HxYfLkyWRlZZGZmcljjz2GxWLh5MmTQMF2R0lJSbz00kvk5uZy/vx5Hn/8cQDrOX+1YcMGvvrqK/71r39dsaaZM2da16j5+/tTr169En0uVZFaRlQ9O46lEPVuDClZeXSoH8AX/+pGsK/n1R8oIlJOlSp02cv06dMxmUxXvG3evBngkpeDG4ZRosvE8/LyGD58OBaLhTfffNN6PDg4mK+//ppFixZRvXp1/P39SU1NpWPHjri6FnS0bt26NR999BGzZs2iWrVqhIWF0ahRI0JDQ63n/NmuXbsYPHgwTz/9NH379r1iXVOnTiU1NdV6O3r06FU/l6rq4kJ6Xb1YFWw7msLd720kLTufTg1qsGB0F23rIyIVXomaowYGBrJ//36CgoKoUaPGFYPOuXPnSvzi48aNY/jw4Vc8p2HDhuzYsaPYFYUAp0+fJjQ09IqPz8vLY9iwYSQmJhIdHW0d5SoUGRlJQkICZ86cwc3NjYCAAMLCwggPD7eeExUVRVRUFKdOncLHxweTycTs2bOLnAOwe/duevXqxZgxY3jyySev9unj6elZZGpTLs9PVy9WGVsOn2fUB7Gk5+TTpWEgH9x7HdU91cdZRCq+Eu+96OvrC8Crr75qtxcPCgoiKOjqVyB1796d1NRUYmNj6dKlCwAbN24kNTWVHj16XPZxhYErPj6elStXUrNmzSvWAhAdHU1ycnKRqxwLFQa8Dz74AC8vryIjWbt27aJXr16MHDmSGTNmXPVzEtsUTi9m5OSXeIRTKp5Nh84x6oNYMnPNdGsUyAejrqOahwKXiFQOJfpttn37du644w48PT0JDw+nR48euLk57hdhy5Yt6devH2PGjGHevHkAjB07lttuu43mzZtbz2vRogUzZ85k6NCh5Ofnc8cddxAXF8fixYsxm83W9V+BgYHWXmPz58+nZcuWBAcHs2HDBh555BEmTJhQ5Hnnzp1Ljx49qF69OsuXL+exxx7jhRdesC7I37VrFzfffDORkZFMnDjR+jqurq4EBwc74ktU6RWOdJgtBlm5Znw08lHpxBw8y+gPN5GVa6Znk5q8d891eHto42oRqURKcimkm5ubkZSUVHC5o4uLcerUqWu9utJmZ8+eNe6++27D19fX8PX1Ne6++27j/PnzRc4BjPnz5xuGYRiJiYkGcMnbypUrrY+ZPHmyERoaari7uxtNmzY1Zs2aZVgsliLPO2LECCMwMNDw8PAw2rZtayxYsKDI/dOmTbvk6zRo0MCmz1EtIy7PYrEYjab+ZDSYvNg4mXLB2eWIna2LP200f3KJ0WDyYuOf78UYF3LznV2SiEiJlfT922QYhnG1YNa0aVOGDRtGZGQkN998M9999x01atS45Lk33HCDHaJg1ZSWlmZdzP/XtWcC7Z75hdQLeSyfcANNQ32dXY7YyZr40/zfR5vJybdwU/Ng3v5nJ7zcNcIlIhVHSd+/SzRH89JLL3H//fczc+ZMTCYTQ4cOveR5JpMJs9lcuopFrsLXy43UC3nq1VWJrNqXzNiPt5Cbb6F3ixDe/GdHPN0UuESkcipR6BoyZAhDhgwhIyMDPz8/9u3bd8m+WSJlqWAx/QW1jagkovee4v6P48g1W+jbKpQ3ojri4ebULjYiImWqRL/hJk6cSGZmJtWrV2flypWEh4cXaer555tIWdGm15XH8t2n+NfHW8g1W+jfJow371bgEpHKr0S/5V5//XUyMjKAgg7ttvTiErEX9eqqHJb+nsQDn2whz2wwoG0t5tzVAXdXBS4RqfxKNL3YsGFD5syZQ2RkJIZhsGHDBi2kF4e7uBWQphcrqp92nGT8F1sxWwwGtavN7GHtcFPgEpEqQgvppcLQ9GLF9uP2E0z4chtmi8HfO9ThpTvb4eqiJrciUnVoIb1UGIWhKyNHoaui+W7rMSZ9tR2LAXd2qssLt7dV4BKRKsemtt5/XkjvyI70InBxejFN04sVyjdbjvHYN9sxDBh+XT2eHxqBiwKXiFRBNi+muPHGGzl8+DBPPvkkd911F8nJyQAsXbqUXbt22b1AkUKaXqx4vtx0xBq47u5aX4FLRKo0m0PX6tWriYiIYOPGjSxcuNB6VeOOHTuYNm2a3QsUKaSF9BXLZxuPMPnbnRgGjOzegP8OaaPAJSJVms2ha8qUKfz3v/9l+fLl1k2jAW6++WY2bNhg1+JE/kwjXRXHxzGHefy7nQDc27Mh0we1xmRS4BKRqs3m0LVz585LXr0YHBzM2bNn7VKUyKWoT1fFsDDuGE99/zsAY64P5+nbWilwiYhQitAVEBDAyZMnix3funUrderUsUtRIpei6cXy79fdp3jsmx0AjO4ZzuO3tlTgEhH5g82hKyoqismTJ5OUlITJZMJisbBu3Tr+/e9/c88995RFjSIAVPe8ONJlGIaTq5G/ik08x0OfxRX04epYhycHKHCJiPyZzaFrxowZ1K9fnzp16pCRkUGrVq244YYb6NGjB08++WRZ1CgCXFzTlW8xyM6zOLka+bPdJ9K476NN5ORb6NMyhP/d3laL5kVE/sLmZlvu7u58+umnPPvss2zduhWLxUKHDh1o2rRpWdQnYuXj4YbJBIZRMMXo7eHq7JIEOHw2k3s+iCU9O58uDQOZG9VReymKiFxCqTucNm7cmEaNGgFoCkEcwsXFRHVPN9Kz80nLzifEz9kVSXJaNv98fyNnMnJoWcuPd0d2xstdYVhE5FJK9efoggULiIiIwNvbG29vb9q2bcvHH39s79pEivHTYvpyIzUrj3s+iOXouQs0qFmNj0Zfh7+3u7PLEhEpt2we6Zo9ezZPPfUU48aNo2fPnhiGwbp167j//vs5c+YMEyZMKIs6RQD16iovLuSaue+jTexNSifY15OPR3clxNfL2WWJiJRrNoeu119/nbfeeqvIlYqDBw+mdevWTJ8+XaFLypRCl/PlmS08+OkWNh8+j5+XGwtGd6F+zWrOLktEpNyzeXrx5MmT9OjRo9jxHj16XLJ/l4g9qVeXc1ksBv/5Zgcr953Gy92FD0ZdR8taWlwnIlISNoeuJk2a8NVXXxU7/uWXX+oKRilzhSNdGTka6XI0wzB4dvFuvtt6HDcXE2/d3YnODQOdXZaISIVh8/TiM888wz/+8Q9+++03evbsiclkYu3ataxYseKSYUzEngpDV5qmFx1ubvQBPlx/CICX72zHzS1CnFuQiEgFY/NI1+23387GjRsJCgri+++/Z+HChQQFBREbG3vJPRlF7EnTi87xScxhZi3fD8C0ga0Y0kFbfomI2KpUfbo6derEJ598Yu9aRK5KC+kdb/GOEzz1Q8EG1uN7NeHenuFOrkhEpGKyeaRryZIlLFu2rNjxZcuW8fPPP9ulKJHL0UiXY/22/zQTvtyGYcA/u9VnQt9mzi5JRKTCsjl0TZkyBbPZXOy4YRhMmTLFLkWJXI6fRrocZuuR89z/yRbyzAa3ta3FM4PaaPcJEZFrYHPoio+Pp1WrVsWOt2jRggMHDtilKJHL0fSiY8SfSufeDzeRlWvm+qZBzB7WHldtYC0ick1sDl3+/v4cPHiw2PEDBw7g4+Njl6JELkfTi2Xv2PksRrwfS0pWHu3rBfD2Pzvh4aYNrEVErpXNv0kHDRrEo48+SkJCgvXYgQMHmDRpEoMGDbJrcSJ/Vd1TI11l6WxGDve8H0tSWjZNQ6ozf9R1+HiW6nobERH5C5tD10svvYSPjw8tWrQgPDyc8PBwWrZsSc2aNXn55ZfLokYRK00vlp307DxGzd/EwTOZ1AnwZsF9Xajh4+HsskREKg2b/4T19/dn/fr1LF++nO3bt+Pt7U3btm254YYbyqI+kSIKpxdzzRay88x4ubs6uaLKITvPzNgFW9h5PJWaPh58fF8Xavl7O7ssEZFKpVTzBiaTicjISCIjI+1dj8gVVf/TVFd6dr5Clx0YRsF+ihsOnqW6pxsf3tuFRsHVnV2WiEilo9WxUqG4upj+tK5Li+nt4a3VCfy4/QRuLibeGdGJiLr+zi5JRKRSUuiSCkfruuxnxZ5TvLRsHwDTB7WmR5MgJ1ckIlJ5KXRJhaPQZR8HktN55IuCbvN3d63PP7s1cHZJIiKVmkKXVDjq1XXtUrPyGLNgCxk5+XQJD2TawNbOLklEpNIr1UJ6i8XCgQMHSE5OxmKxFLlPVzFKWbOOdOVopKs0zBaDh7/YSuIfrSHeurujmp+KiDiAzaErJiaGqKgoDh8+jGEYRe4zmUyX3JdRxJ4ujnQpdJXGCz/v4bf9p/F2d+WdezpRs7qns0sSEakSbA5d999/P507d+ann36iVq1a2gBXHO7imi5NL9rq2y3HeHdNIgAv39mO1rV1paKIiKPYHLri4+P55ptvaNKkSVnUI3JVWkhfOtuOpjD1u50APNyrCQPa1nJyRSIiVYvNCzm6du3KgQMHyqIWkRLx00J6m51Ky2bsgs3k5lvo2yqUCX2aObskEZEqx+aRrocffphJkyaRlJREREQE7u7uRe5v27at3YoTuRSNdNkmO8/Mvz7eQnJ6Ds1Cq/PKP9rj4qJlASIijmZz6Lr99tsBGD16tPWYyWTCMAwtpBeHUOgqOcMweOK739l2NAV/b3fevadzka2URETEcWz+7ZuYmFgWdYiUmK+nphdL6v21iXwbdwxXFxNvRHWkQU0fZ5ckIlJl2Ry6GjRQ12pxruoa6SqR3/af5vklewB44taW/K2ptvgREXGmUs0zJCQk8Oqrr7Jnzx5MJhMtW7bkkUceoXHjxvauT6SYwunFNIWuy0o8k8m4z+KwGHBnp7rc27Ohs0sSEanybL56cdmyZbRq1YrY2Fjatm1LmzZt2LhxI61bt2b58uVlUaNIEbp68crSs/MYs2Azadn5dKgfwH+HtlE/PRGRcsDmka4pU6YwYcIEXnjhhWLHJ0+eTN++fe1WnMilFI505eRbyM23aAubP7FYDCZ8uY0DyRmE+Xkx75+d8HRzdXZZIiJCKUa69uzZw3333Vfs+OjRo9m9e7ddihK5kj9ffafRrqJmLd/Hr3uS8XBzYd6IToT4eTm7JBER+YPNoSs4OJht27YVO75t2zZCQkLsUZPIFbm5ulDNo2D0RovpL1q0/QRvrEwA4MXb29KuXoBzCxIRkSJsnl4cM2YMY8eO5eDBg/To0QOTycTatWv53//+x6RJk8qiRpFifL3cyMo1K3T94ffjqTz2zXYA/nVDI4Z0qOPkikRE5K9sDl1PPfUUvr6+zJo1i6lTpwJQu3Ztpk+fzvjx4+1eoMil+Hq5cyotR9OLwOn0HMYu2Ex2noUbmwXzn34tnF2SiIhcgs2hy2QyMWHCBCZMmEB6ejoAvr6+di9M5EqsXelzqvZIV26+hQc/3cKJ1GwaBfkw564OuGqLHxGRcuma9gNR2BJn8bW2jai6ocswDKb9uItNh87j6+nGuyM74+/tfvUHioiIU5QodHXs2JEVK1ZQo0YNOnTocMWeP3FxcXYrTuRyLu6/WHWnFz+JOcznsUcwmWDOXR1oHFzd2SWJiMgVlCh0DR48GE9PT+vHarQozuZXxbcCijtynmcWFbRomdyvBTe30JXDIiLlXYlC17Rp06wfT58+vaxqESkx3yrclT4tO4/xn28l32JwW9ta/OuGRs4uSURESsDmPl2NGjXi7NmzxY6npKTQqJF++Ytj+HpWzZEuwzB48rvfOXb+AnVrePP83yM08iwiUkHYHLoOHTqE2WwudjwnJ4djx47ZpSiRq/GtotOLC+OO8+P2E7i6mJhzVwfrPpQiIlL+lfjqxR9//NH68bJly/D397f+22w2s2LFCsLDw+1bnchlFE4vplWh6cVDZzJ5+offAZjQpykd69dwckUiImKLEoeuIUOGAAV9ukaOHFnkPnd3dxo2bMisWbPsWpzI5VSvYiNdufkWxn+xlcxcM13DA3ngpibOLklERGxU4tBlsVgACA8PZ9OmTQQFBZVZUSJXU9VaRsxevp8dx1Lx93bnlX+0VwNUEZEKyOY1XYmJiU4JXOfPn2fEiBH4+/vj7+/PiBEjSElJuez5eXl5TJ48mYiICHx8fKhduzb33HMPJ06cKHJeQkICQ4cOJTg4GD8/P4YNG8apU6eKnBMXF0ffvn0JCAigZs2ajB07loyMjEu+7tmzZ6lbty4mk+mK9cm18atCzVHXHTjDvN8KNrL+3+0R1A7wdnJFIiJSGjaHLoDMzEyWLFnC22+/zZw5c4rcykpUVBTbtm1j6dKlLF26lG3btjFixIjLnp+VlUVcXBxPPfUUcXFxLFy4kP379zNo0KAin0dkZCQmk4no6GjWrVtHbm4uAwcOtI7snThxgj59+tCkSRM2btzI0qVL2bVrF6NGjbrk69533320bdvWrp+7FFdVFtKfzchhwpfbMAy4q0t9+rWp5eySRESktAwbxcXFGWFhYYafn5/h6upqBAcHGyaTyfDx8THCw8NtfboS2b17twEYMTEx1mMbNmwwAGPv3r0lfp7Y2FgDMA4fPmwYhmEsW7bMcHFxMVJTU63nnDt3zgCM5cuXG4ZhGPPmzTNCQkIMs9lsPWfr1q0GYMTHxxd5/jfffNO48cYbjRUrVhiAcf78eZs+z9TUVAMoUo9c2tmMHKPB5MVGg8mLjdx889UfUAFZLBbjvg9jjQaTFxu9Z60ysnLynV2SiIhcQknfv20e6ZowYQIDBw7k3LlzeHt7ExMTw+HDh+nUqRMvv/yyPfOg1YYNG/D396dr167WY926dcPf35/169eX+HlSU1MxmUwEBAQABW0uTCaTtds+gJeXFy4uLqxdu9Z6joeHBy4uF79U3t4F0zuF5wDs3r2bZ599lgULFhQ590pycnJIS0srcpOSKRzpAsiopKNdH8cc5tc9yXi4ujBneAe8PVydXZKIiFwDm0PXtm3bmDRpEq6urri6upKTk0O9evV48cUXefzxx8uiRpKSkggJKb7NSUhICElJSSV6juzsbKZMmUJUVBR+fn5AQXDz8fFh8uTJZGVlkZmZyWOPPYbFYuHkyZMA9OrVi6SkJF566SVyc3M5f/689fMsPCcnJ4e77rqLl156ifr165f485o5c6Z1jZq/vz/16tUr8WOrOndXF7zcC/77VsYpxr1Jafz3pz0ATOnfgla1/ZxckYiIXCubQ5e7u7u1A3ZoaChHjhwBwN/f3/pxSU2fPh2TyXTF2+bNmwEu2XXbMIwSdePOy8tj+PDhWCwW3nzzTevx4OBgvv76axYtWkT16tXx9/cnNTWVjh074upaMKrQunVrPvroI2bNmkW1atUICwujUaNGhIaGWs+ZOnUqLVu25J///KdNn//UqVNJTU213o4ePWrT46u6ytqrKzvPzPjPt5Kbb+Hm5sHc27Ohs0sSERE7KHHLiEIdOnRg8+bNNGvWjJtvvpmnn36aM2fO8PHHHxMREWHTc40bN47hw4df8ZyGDRuyY8eOYlcUApw+fZrQ0NArPj4vL49hw4aRmJhIdHS0dZSrUGRkJAkJCZw5cwY3NzcCAgIICwsr0ug1KiqKqKgoTp06hY+PDyaTidmzZ1vPiY6OZufOnXzzzTdAQRgECAoK4oknnuCZZ565ZG2enp5FpjbFNr5ebpxOzyEjp3KNdM34aQ/7T2UQVN2Tl+5sp21+REQqCZtD1/PPP096ejoAzz33HCNHjuSBBx6gSZMmfPDBBzY9V1BQUInaT3Tv3p3U1FRiY2Pp0qULABs3biQ1NZUePXpc9nGFgSs+Pp6VK1dSs2bNK9YCBQEqOTm5yFWOhQoD3gcffICXlxd9+/YF4Ntvv+XChQvW8zZt2sTo0aNZs2YNjRs3vurnJ6XjWwnbRvyyK4mPYw4DMHtYO4KqK5SLiFQWNoeuzp07Wz8ODg5myZIldi3oUlq2bEm/fv0YM2YM8+bNA2Ds2LHcdtttNG/e3HpeixYtmDlzJkOHDiU/P5877riDuLg4Fi9ejNlstq7/CgwMxMPDA4D58+fTsmVLgoOD2bBhA4888ggTJkwo8rxz586lR48eVK9eneXLl/PYY4/xwgsvWBfk/zVYnTlzxlp34Tlif36VrEFqUmo2//l2BwBjrg/nhmbBTq5IRETsyeY1Xc8++yzR0dHFjmdmZvLss8/apahL+fTTT4mIiCAyMpLIyEjatm3Lxx9/XOScffv2kZqaCsCxY8f48ccfOXbsGO3bt6dWrVrW25+veNy3bx9DhgyhZcuWPPvsszzxxBPFrsKMjY2lb9++RERE8M477zBv3jzGjx9fZp+rlExl6tVlthhM+HIbKVl5tKnjx2O3tHB2SSIiYmcmo3ABUgm5uLjg7u7OzJkzmThxovX4qVOnqF27Nmaz2e5FVhVpaWnWxfx/XXsmxU3+Zgdfbj7KvyObMa5XU2eXc03eXHWAF5fuw9vdlcXj/0bj4OrOLklEREqopO/fpepIv2DBAmbOnMmoUaPIzc0tdZEi16KyjHRtO5rC7F/2A/DMoNYKXCIilVSpQtfNN99MTEwMsbGx3HTTTZe8slCkrF1sGVFxQ1dGTj7jP99KvsVgQNta3Nm5rrNLEhGRMmJz6Cq8fL1x48bExMTg5+dH586drf20RBzFtxIspH/6+985ci6LOgHePD80Qu0hREQqMZtD15+XgPn5+bFkyRKGDh3KkCFD7FmXyFVVr+DTi99vPc7CrcdxMcFrw9vj7+3u7JJERKQM2dwyYv78+fj7+1v/7eLiwpw5c+jQoQO//fabXYsTuZKK3DLiyNksnvz+dwDG925K54aBTq5IRETKms2ha+TIkZc8fu+993Lvvfdec0EiJVVRm6PmmS2M/2IrGTn5dG5Qg3E3N3F2SSIi4gAlCl1z5sxh7NixeHl5MWfOnMueZzKZePjhh+1WnMiVVNSrF1/9dT/bjqbg6+XGq8Pb4+ZaqutZRESkgilR6HrllVe4++678fLy4pVXXrnseQpd4kgXR7oqzvTi+oQzvLkqAYCZf4+gbo1qTq5IREQcpUShKzEx8ZIfizhT4UhXZq4Zs8XA1aV8X/l3PjOXiV9uxzBgWOe63Na2trNLEhERB9K8hlRYhaELIKMCTDE+8f1OktKyaRTkw/RBrZ1djoiIOJjNC+nNZjMffvghK1asIDk5GYvFUuT+S+3LKFIWPN1c8XBzITffQlp2Hv7Vym/LhaW/J7FkZxJuLibm3NWBah42/+iJiEgFZ/Nv/kceeYQPP/yQAQMG0KZNGzVzFKfy83LjTEYuGTnld6Qr9UIeT/9Q0B5i7A2NaFPH/yqPEBGRysjm0PXFF1/w1Vdfceutt5ZFPSI28fVy50xGbrm+gvF/S/eSnJ5Dw5rVGN+7Ym/MLSIipWfzmi4PDw+aNFFfISkfyvtWQLGJ5/hs4xEAnv97BF7urk6uSEREnMXm0DVp0iRee+21ItsBiThLee7VlZNvZurCHQD8o3M9ejQOcnJFIiLiTDZPL65du5aVK1fy888/07p1a9zdiy5eXrhwod2KE7kaX8/y26vrjZUJJJzOJKi6J4/f2tLZ5YiIiJPZHLoCAgIYOnRoWdQiYrPCka60cjbStf9UOm+tOgDA9EGtyvWVlSIi4hil2vBapLwoj/svWiwGU77dQZ7ZoE/LEAZE1HJ2SSIiUg6UulnQ6dOn2bdvHyaTiWbNmhEcHGzPukRKpDwupP9k42HijqTg4+HKs4PVVkVERArYvJA+MzOT0aNHU6tWLW644Qauv/56ateuzX333UdWVlZZ1ChyWeVtIf3J1Au8uHQfAP/p14LaAd5OrkhERMoLm0PXxIkTWb16NYsWLSIlJYWUlBR++OEHVq9ezaRJk8qiRpHLKk8jXYZh8NT3v5ORk0+H+gH8s1sDZ5ckIiLliM3Ti99++y3ffPMNN910k/XYrbfeire3N8OGDeOtt96yZ30iV1Se1nQt2ZnEr3uScXc18b/b25b7DbhFRMSxbB7pysrKIjQ0tNjxkJAQTS+Kw5WX6cXUrDym/bgLgAdubEyzUF+n1iMiIuWPzaGre/fuTJs2jezsbOuxCxcu8Mwzz9C9e3e7FidyNRdHupw7vTjz5z2cycihUbAPD96sHRtERKQ4m6cXX3vtNfr160fdunVp164dJpOJbdu24eXlxbJly8qiRpHLKg8jXRsSzvLFpqMAvPD3ttrqR0RELsnm0NWmTRvi4+P55JNP2Lt3L4ZhMHz4cO6++268vXWlljhWYejKyM3HYjFwcfA6quw8M49/txOAqK716RIe6NDXFxGRiqNUfbq8vb0ZM2aMvWsRsZnfH9OLhgGZufnW6UZHeT06nsQzmYT4ejKlfwuHvraIiFQsJQpdP/74I/3798fd3Z0ff/zxiucOGjTILoWJlISnmwvuribyzAbp2Y4NXXtOpjFv9UEAnh3c2hoARURELqVEoWvIkCEkJSUREhLCkCFDLnueyWTCbDbbqzaRqzKZTPh6uXMuM9eh67rMFoMpC3eSbzGIbBVKvzba6kdERK6sRKHLYrFc8mOR8sDXy+2P0OW4KxgXbDjE9qMp+Hq68ezgNg57XRERqbhsbhkhUt44+grGY+ezeGlZwVY/k/u3IMzfyyGvKyIiFVupQtfq1asZOHAgTZo0oWnTpgwaNIg1a9bYuzaREvH1LFhLleaAka7CrX6ycs1c17AGUV3ql/lriohI5WBz6Prkk0/o06cP1apVY/z48YwbNw5vb2969+7NZ599VhY1ilyRI0e6Fu04ycp9p/FwdWHm3yMc3qJCREQqLptbRsyYMYMXX3yRCRMmWI898sgjzJ49m+eee46oqCi7FihyNY7af/F8Zi7P/LHVz0M3N6FJiLb6ERGRkrN5pOvgwYMMHDiw2PFBgwaRmJhol6JEbHFxpKtspxdnLNnD2cxcmoZU54GbGpfpa4mISOVjc+iqV68eK1asKHZ8xYoV1KtXzy5FidjCEdOL6w6c4ZstxzCZ4IXbI/Bw0zUoIiJiG5unFydNmsT48ePZtm0bPXr0wGQysXbtWj788ENee+21sqhR5IrKeqTrz1v9/LNrAzo10FY/IiJiO5tD1wMPPEBYWBizZs3iq6++AqBly5Z8+eWXDB482O4FilxNWa/pevXXeA6fzSLMz4v/9GteJq8hIiKVX6n2Xhw6dChDhw61dy0ipVKW04u/H0/l3TUFW/08N6SNw/d2FBGRysPmhSmNGjXi7NmzxY6npKTQqFEjuxQlYovCIGTvPl35ZgtTF+7EbDG4NSKMvq1C7fr8IiJStdgcug4dOnTJ/RVzcnI4fvy4XYoSsUVZjXR9HnuEncdT8fVyY/rA1nZ9bhERqXpKPL34448/Wj9etmwZ/v7+1n+bzWZWrFhBw4YN7VqcSEn4lcFC+qzcfF5bcQCAf0c2J8RPW/2IiMi1KXHoGjJkCAAmk4mRI0cWuc/d3Z2GDRsya9YsuxYnUhKF04sZOfkYhoHJdO1d4uevO8SZjBzqBXpzl7b6EREROyhx6LJYLACEh4ezadMmgoKCyqwoEVsUTi9aDMjKNePjWarrQ6xSs/KYtzoBgIl9m6knl4iI2IXN707qOi/ljbe7K64uJswWg/Ts/GsOXW+tTiAtO5/mob4MalfHTlWKiEhVV6o/4VevXs3AgQNp0qQJTZs2ZdCgQaxZs8betYmUiMlksluD1OS0bD5cX/CHxb9vaY6rNrQWERE7sTl0ffLJJ/Tp04dq1aoxfvx4xo0bh7e3N7179+azzz4rixpFrqowdKVd4xWMc6Ljyc6z0LF+AH1ahtijNBEREaAU04szZszgxRdfZMKECdZjjzzyCLNnz+a5554jKirKrgWKlISvpztw4ZpGug6fzeSL2KMA/KdfC7ssyBcRESlk80jXwYMHGThwYLHjgwYN0novcRp79Op6Zfl+8i0GNzQLplujmvYqTUREBChF6KpXrx4rVqwodnzFihXUq1fPLkWJ2Opa91/cm5TGD9tPAPCfW7S/ooiI2J/N04uTJk1i/PjxbNu2jR49emAymVi7di0ffvghr732WlnUKHJV17qQ/uVl+zAMGBBRizZ1/K/+ABERERvZHLoeeOABwsLCmDVrFl999RUALVu25Msvv2Tw4MF2L1CkJK5lenHL4XP8uicZVxcTEyOb2bs0ERERoBShC2Do0KEMHTrU3rWIlFppR7oMw+DFpfsAuKNjXRoHV7d7bSIiIlDK0AWQm5tLcnKytVN9ofr1tWWKOF5p13T9Fn+GjYnn8HBz4ZE+TcuiNBEREaAUoSs+Pp7Ro0ezfv36IscL97wzm812K06kpErTp8tiMXhx6V4ARnRrQO0A7zKpTUREBEoRukaNGoWbmxuLFy+mVq1a6mUk5cLFka6STy8u+f0ku06kUd3TjQdvalxWpYmIiAClCF3btm1jy5YttGjRoizqESkVWxfS55stzP5lPwD/d304Nat7llltIiIiUIo+Xa1ateLMmTNlUYtIqfkVhq6cko10fbPlGAfPZBLo48H/Xd+oLEsTEREBShi60tLSrLf//e9//Oc//2HVqlWcPXu2yH1paWllXa/IJRVOL2aUYKQrO8/MayviAXjwpsZU9yz19SQiIiIlVqJ3m4CAgCJrtwzDoHfv3kXO0UJ6caY/Ty8W/l+8nE9iDnMyNZva/l78s1sDR5UoIiJVXIlC18qVK8u6DpFrUjjSlW8xyM6z4O3hesnz0rPzeGPlAQAe6dMUL/dLnyciImJvJQpdN954Y1nXIXJNfDxccTGBxSgIVpcLXe+tSeR8Vh6Ngn24vWNdB1cpIiJVWYkX0mdlZfHQQw9Rp04dQkJCiIqK0oJ6KTdMJpN1bdblenWdzcjhvTUHAZjUtzlurjZfRyIiIlJqJX7XmTZtGh9++CEDBgxg+PDhLF++nAceeKAsayvi/PnzjBgxAn9/f/z9/RkxYgQpKSmXPT8vL4/JkycTERGBj48PtWvX5p577uHEiRNFzktISGDo0KEEBwfj5+fHsGHDOHXqVJFz4uLi6Nu3LwEBAdSsWZOxY8eSkZFR7DU//PBD2rZti5eXF2FhYYwbN84un7uUzNV6db25KoHMXDNt6vjRv02YI0sTEREpeehauHAh77//Pu+88w5z5szhp59+4vvvv3fYwvmoqCi2bdvG0qVLWbp0Kdu2bWPEiBGXPT8rK4u4uDieeuop4uLiWLhwIfv372fQoEHWczIzM4mMjMRkMhEdHc26devIzc1l4MCB1u2NTpw4QZ8+fWjSpAkbN25k6dKl7Nq1i1GjRhV5vdmzZ/PEE08wZcoUdu3axYoVK7jlllvK5Gshl3alXl3HUy7w8YbDAPznlha4uKipr4iIOJhRQu7u7saxY8eKHPPy8jKOHDlS0qcotd27dxuAERMTYz22YcMGAzD27t1b4ueJjY01AOPw4cOGYRjGsmXLDBcXFyM1NdV6zrlz5wzAWL58uWEYhjFv3jwjJCTEMJvN1nO2bt1qAEZ8fLz1Md7e3savv/5q0+eVnZ1tpKamWm9Hjx41gCL1SMnd+dZ6o8Hkxcbi7SeK3ffY19uMBpMXG/+Yt96wWCxOqE5ERCqr1NTUEr1/l3iky2w24+HhUeSYm5sb+fm2bTBcGhs2bMDf35+uXbtaj3Xr1g1/f/9ie0BeSWpqKiaTiYCAAABycnIwmUx4el7sRu7l5YWLiwtr1661nuPh4YGLy8Uvlbd3wR59hecsX74ci8XC8ePHadmyJXXr1mXYsGEcPXr0ivXMnDnTOl3q7+9PvXr1Svy5SHHVrSNdRacXDyRn8M2WYwD8p18LbV0lIiJOUeLQZRgGo0aN4u9//7v1lp2dzf3331/kWFlISkoiJCSk2PGQkBCSkpJK9BzZ2dlMmTKFqKgo/Pz8gILg5uPjw+TJk8nKyiIzM5PHHnsMi8XCyZMnAejVqxdJSUm89NJL5Obmcv78eR5//HEA6zkHDx7EYrHw/PPP8+qrr/LNN99w7tw5+vbtS25u7mVrmjp1Kqmpqdbb1UKaXNnlphdnL9+HxYA+LUPpWL+GM0oTEREpeegaOXIkISEhRUZm/vnPf1K7du0ix2wxffp0TCbTFW+bN28GuOTohHGVJpiF8vLyGD58OBaLhTfffNN6PDg4mK+//ppFixZRvXp1/P39SU1NpWPHjri6FrQcaN26NR999BGzZs2iWrVqhIWF0ahRI0JDQ63nWCwW8vLymDNnDrfccgvdunXj888/Jz4+/oo9zjw9PfHz8ytyk9LzvcRI185jqSzZmYTJBI/d0txZpYmIiJR8w+v58+fb/cXHjRvH8OHDr3hOw4YN2bFjR7ErCgFOnz5NaGjoFR+fl5fHsGHDSExMJDo6uliwiYyMJCEhgTNnzuDm5kZAQABhYWGEh4dbz4mKiiIqKopTp07h4+ODyWRi9uzZ1nNq1aoFFOxLWSg4OJigoCCOHDly5S+C2E3h1Yt/bhnx4rK9AAxpX4fmYb5OqUtERARsCF1lISgoiKCgoKue1717d1JTU4mNjaVLly4AbNy4kdTUVHr06HHZxxUGrsIRp5o1a16xFoDo6GiSk5OLXOVYqDDgffDBB3h5edG3b18AevbsCcC+ffuoW7eg4ea5c+c4c+YMDRpomxlH+ev04oaEs6yJP4Obi4kJfZo5szQREZGSTy86U8uWLenXrx9jxowhJiaGmJgYxowZw2233Ubz5henjFq0aMF3330HQH5+PnfccQebN2/m008/xWw2k5SURFJSUpF1VvPnzycmJoaEhAQ++eQT7rzzTiZMmFDkeefOnUtcXBz79+/njTfeYNy4ccycOdO6IL9Zs2YMHjyYRx55hPXr1/P7778zcuRIWrRowc033+yYL5IU6dNlGIZ1lOuuLvWpX7OaM0sTERFx7kiXLT799FPGjx9PZGQkAIMGDWLu3LlFztm3bx+pqakAHDt2jB9//BGA9u3bFzlv5cqV3HTTTdbHTJ06lXPnztGwYUOeeOIJJkyYUOT82NhYpk2bRkZGBi1atGDevHnFeoQtWLCACRMmMGDAAFxcXLjxxhtZunQp7u7u9voSyFX4/Wmk69c9yWw9koK3uysP92ri5MpERETAZBiG4ewipEBaWpp1Mb8W1dsueu8pRn+4mVa1/DBbDPadSufBmxrzn34tnF2aiIhUYiV9/64wI10iV1M4vbj7ZBpQMPL1rxsaO7MkERERqwqxpkukJAoX0he6/6bG+FfT9K6IiJQPCl1SaRSOdAEE+3pyb4/wK5wtIiLiWApdUmn8eaRrfK8meHu4OrEaERGRorSmSyoNX083bmtbi4ycfP5xXX1nlyMiIlKEQpdUGiaTiblRHZ1dhoiIyCVpelFERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBzAzdkFyEWGYQCQlpbm5EpERESkpArftwvfxy9HoascSU9PB6BevXpOrkRERERslZ6ejr+//2XvNxlXi2XiMBaLhRMnTuDr64vJZLLb86alpVGvXj2OHj2Kn5+f3Z5XbKPvQ/mg70P5oO9D+aDvg30YhkF6ejq1a9fGxeXyK7c00lWOuLi4ULdu3TJ7fj8/P/1QlQP6PpQP+j6UD/o+lA/6Ply7K41wFdJCehEREREHUOgSERERcQCFrirA09OTadOm4enp6exSqjR9H8oHfR/KB30fygd9HxxLC+lFREREHEAjXSIiIiIOoNAlIiIi4gAKXSIiIiIOoNAlIiIi4gAKXVXAm2++SXh4OF5eXnTq1Ik1a9Y4u6QqZfr06ZhMpiK3sLAwZ5dV6f32228MHDiQ2rVrYzKZ+P7774vcbxgG06dPp3bt2nh7e3PTTTexa9cu5xRbiV3t+zBq1KhiPx/dunVzTrGV1MyZM7nuuuvw9fUlJCSEIUOGsG/fviLn6OfBMRS6Krkvv/ySRx99lCeeeIKtW7dy/fXX079/f44cOeLs0qqU1q1bc/LkSett586dzi6p0svMzKRdu3bMnTv3kve/+OKLzJ49m7lz57Jp0ybCwsLo27evdQ9UsY+rfR8A+vXrV+TnY8mSJQ6ssPJbvXo1Dz30EDExMSxfvpz8/HwiIyPJzMy0nqOfBwcxpFLr0qWLcf/99xc51qJFC2PKlClOqqjqmTZtmtGuXTtnl1GlAcZ3331n/bfFYjHCwsKMF154wXosOzvb8Pf3N95++20nVFg1/PX7YBiGMXLkSGPw4MFOqaeqSk5ONgBj9erVhmHo58GRNNJVieXm5rJlyxYiIyOLHI+MjGT9+vVOqqpqio+Pp3bt2oSHhzN8+HAOHjzo7JKqtMTERJKSkor8bHh6enLjjTfqZ8MJVq1aRUhICM2aNWPMmDEkJyc7u6RKLTU1FYDAwEBAPw+OpNBViZ05cwaz2UxoaGiR46GhoSQlJTmpqqqna9euLFiwgGXLlvHuu++SlJREjx49OHv2rLNLq7IK///rZ8P5+vfvz6effkp0dDSzZs1i06ZN9OrVi5ycHGeXVikZhsHEiRP529/+Rps2bQD9PDiSm7MLkLJnMpmK/NswjGLHpOz079/f+nFERATdu3encePGfPTRR0ycONGJlYl+NpzvH//4h/XjNm3a0LlzZxo0aMBPP/3E3//+dydWVjmNGzeOHTt2sHbt2mL36eeh7GmkqxILCgrC1dW12F8qycnJxf6iEcfx8fEhIiKC+Ph4Z5dSZRVePaqfjfKnVq1aNGjQQD8fZeDhhx/mxx9/ZOXKldStW9d6XD8PjqPQVYl5eHjQqVMnli9fXuT48uXL6dGjh5OqkpycHPbs2UOtWrWcXUqVFR4eTlhYWJGfjdzcXFavXq2fDSc7e/YsR48e1c+HHRmGwbhx41i4cCHR0dGEh4cXuV8/D46j6cVKbuLEiYwYMYLOnTvTvXt33nnnHY4cOcL999/v7NKqjH//+98MHDiQ+vXrk5yczH//+1/S0tIYOXKks0ur1DIyMjhw4ID134mJiWzbto3AwEDq16/Po48+yvPPP0/Tpk1p2rQpzz//PNWqVSMqKsqJVVc+V/o+BAYGMn36dG6//XZq1arFoUOHePzxxwkKCmLo0KFOrLpyeeihh/jss8/44Ycf8PX1tY5o+fv74+3tjclk0s+Dozj12klxiDfeeMNo0KCB4eHhYXTs2NF6mbA4xj/+8Q+jVq1ahru7u1G7dm3j73//u7Fr1y5nl1XprVy50gCK3UaOHGkYRsFl8tOmTTPCwsIMT09P44YbbjB27tzp3KIroSt9H7KysozIyEgjODjYcHd3N+rXr2+MHDnSOHLkiLPLrlQu9fUHjPnz51vP0c+DY5gMwzAcH/VEREREqhat6RIRERFxAIUuEREREQdQ6BIRERFxAIUuEREREQdQ6BIRERFxAIUuEREREQdQ6BIRERFxAIUuEREREQdQ6BIRcaLp06fTvn17679HjRrFkCFDnFaPiJQdhS4RkWuQlJTEww8/TKNGjfD09KRevXoMHDiQFStWOLs0ESlntOG1iEgpHTp0iJ49exIQEMCLL75I27ZtycvLY9myZTz00EPs3bvX2SWKSDmi0CUiUkoPPvggJpOJ2NhYfHx8rMdbt27N6NGjAUhNTeWxxx7j+++/Jzs7m86dO/PKK6/Qrl07Z5UtIk6i6UURkVI4d+4cS5cu5aGHHioSuAoFBARgGAYDBgwgKSmJJUuWsGXLFjp27Ejv3r05d+6cE6oWEWdS6BIRKYUDBw5gGAYtWrS47DkrV65k586dfP3113Tu3JmmTZvy8ssvExAQwDfffOPAakWkPND0oohIKRiGAYDJZLrsOVu2bCEjI4OaNWsWOX7hwgUSEhLKtD4RKX8UukRESqFp06aYTCb27Nlz2RYPFouFWrVqsWrVqmL3BQQElGl9IlL+KHSJiJRCYGAgt9xyC2+88Qbjx48vtq4rJSWFjh07kpSUhJubGw0bNnROoSJSbmhNl4hIKb355puYzWa6dOnCt99+S3x8PHv27GHOnDl0796dPn360L17d4YMGcKyZcs4dOgQ69ev58knn2Tz5s3OLl9EHEwjXSIipRQeHk5cXBwzZsxg0qRJnDx5kuDgYDp16sRbb72FyWRiyZIlPPHEE4wePZrTp08TFhbGDTfcQGhoqLPLFxEHMxmFq0FFREREpMxoelFERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEARS6RERERBxAoUtERETEAf4fKoMjM30ddY0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot((df1.T.values - df2.T.values)/df2.T.values * 100)\n", + "#plt.plot(df3.T, label=\"TARDIS\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Photoionization coefficient percent difference\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Recombination rates" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.rates import SpontaneousRecombinationCoeffSolver\n", + "\n", + "recomb_rate_solver = SpontaneousRecombinationCoeffSolver(atom_data.photoionization_data)\n", + "\n", + "recomb_coeff = recomb_rate_solver.solve(electron_dist.temperature)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "recomb_coeff_ctardis_iter1 = pd.read_csv(ctardis_path+\"sp_recomb_coeff_iter1.csv\", index_col=[0, 1, 2])\n", + "recomb_coeff_ctardis_iter2 = pd.read_csv(ctardis_path+\"sp_recomb_coeff_iter2.csv\", index_col=[0, 1, 2])\n", + "recomb_coeff_ctardis_iter3 = pd.read_csv(ctardis_path+\"sp_recomb_coeff_iter3.csv\", index_col=[0, 1, 2])\n", + "\n", + "recomb_coeff_comparison = (recomb_coeff * saha_factor)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "recomb_coeff_ctardis_iter3[\"0\"].plot()\n", + "recomb_coeff_comparison[0].plot(ls=\"--\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1144946/2625515403.py:1: RuntimeWarning: invalid value encountered in divide\n", + " plt.plot((recomb_coeff_ctardis_iter1[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter1\")\n", + "/tmp/ipykernel_1144946/2625515403.py:2: RuntimeWarning: invalid value encountered in divide\n", + " plt.plot((recomb_coeff_ctardis_iter2[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter2\")\n", + "/tmp/ipykernel_1144946/2625515403.py:3: RuntimeWarning: invalid value encountered in divide\n", + " plt.plot((recomb_coeff_ctardis_iter3[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter3\")\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot((recomb_coeff_ctardis_iter1[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter1\")\n", + "plt.plot((recomb_coeff_ctardis_iter2[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter2\")\n", + "plt.plot((recomb_coeff_ctardis_iter3[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter3\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Recombination coefficient percent difference\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Level population fractions\n", + "\n", + "Scaling factor to compensate for solving the ion and level populations independently" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "level_pop_fraction_ctardis = pd.read_csv(ctardis_path+\"level_pop_fractions.csv\", index_col=[0, 1, 2])\n", + "level_pop_fraction_ctardis.columns = level_pop_fraction_ctardis.columns.astype(int)\n", + "\n", + "level_pop_fraction_ctardis[0].T.plot(logy=True)\n", + "(cmfgen_plasma.level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Effects of differing level population fractions on the photoionization rate" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot((estimated_photoion_coeff_ctardis.values * level_pop_fraction_ctardis.values).sum(axis=0).T, label=\"cTARDIS Level Population Fraction\")\n", + "plt.plot((estimated_photoion_coeff_ctardis.values * cmfgen_plasma.level_boltzmann_factor.loc[1,0].values).sum(axis=0).T, label=\"TARDIS Level Boltzmann Factor\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Photoionization Coefficient\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Solving photoionization and recombination rates using CTARDIS input" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "boltzmann_factor_ctardis = pd.read_csv(ctardis_path+\"level_boltzmann_factor_ctardis.csv\", index_col=[0, 1, 2])\n", + "boltzmann_factor_ctardis.columns = boltzmann_factor_ctardis.columns.astype(int)\n", + "\n", + "photoion_rates, recomb_rates = photoionization_rate_solver.solve(rad_field, electron_dist, lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1], \n", + " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " 1.0, # Partition function to match ctardis\n", + " boltzmann_factor_ctardis,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "photoion_rates_ctardis = pd.read_csv(ctardis_path+\"photoion_tot.csv\", index_col=[0, 1])\n", + "photoion_rates_ctardis.columns = photoion_rates_ctardis.columns.astype(int)\n", + "\n", + "photoion_rates_ctardis.reset_index(inplace=True)\n", + "\n", + "photoion_rates_ctardis[\"ion_number_destination\"] = photoion_rates_ctardis[\"ion_number\"] + 1\n", + "photoion_rates_ctardis[\"ion_number_source\"] = photoion_rates_ctardis[\"ion_number\"]\n", + "photoion_rates_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "photoion_rates_ctardis = photoion_rates_ctardis.iloc[:-1]\n", + "\n", + "photoion_rates_ctardis.T.plot(label=\"ctardis\", ls = \":\")\n", + "photoion_rates.sum().plot(label=\"TARDIS\",legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "recomb_rates_ctardis = pd.read_csv(ctardis_path+\"recomb_tot.csv\", index_col=[0, 1])\n", + "recomb_rates_ctardis.columns = recomb_rates_ctardis.columns.astype(int)\n", + "\n", + "recomb_rates_ctardis.reset_index(inplace=True)\n", + "\n", + "recomb_rates_ctardis[\"ion_number_destination\"] = recomb_rates_ctardis[\"ion_number\"]\n", + "recomb_rates_ctardis[\"ion_number_source\"] = recomb_rates_ctardis[\"ion_number\"] + 1\n", + "\n", + "recomb_rates_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "recomb_rates_ctardis = recomb_rates_ctardis.iloc[:-1]\n", + "\n", + "plt.plot(recomb_rates_ctardis.T)\n", + "plt.plot(recomb_rates.sum() / electron_dist.number_density.value, ls=\":\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Collisional rates\n", + "\n", + "Match both pre- and post- estimator rates from ctardis" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.rate_matrix import IonRateMatrix\n", + "from tardis.plasma.equilibrium.rates import CollisionalIonizationRateSolver\n", + "\n", + "collisional_rate_solver = CollisionalIonizationRateSolver(atom_data.photoionization_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "coll_ion_rates, coll_recomb_rates = collisional_rate_solver.solve(\n", + " electron_dist, \n", + " saha_factor, \n", + " 1.0,\n", + " boltzmann_factor_ctardis,)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Collisional Ionization Coefficient')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tardis_coll_ion = coll_ion_rates.groupby(level=(\"atomic_number\", \"ion_number\")).sum().T\n", + "coll_ion_coeff_ctardis = pd.read_csv(ctardis_path+\"coll_ion_total.csv\", index_col=[0, 1])\n", + "coll_ion_coeff_ctardis.columns = coll_ion_coeff_ctardis.columns.astype(int)\n", + "\n", + "coll_ion_coeff_ctardis.reset_index(inplace=True)\n", + "\n", + "coll_ion_coeff_ctardis[\"ion_number_source\"] = coll_ion_coeff_ctardis[\"ion_number\"]\n", + "coll_ion_coeff_ctardis[\"ion_number_destination\"] = coll_ion_coeff_ctardis[\"ion_number\"] + 1\n", + "\n", + "coll_ion_coeff_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "\n", + "ctardis_coll_ion = (coll_ion_coeff_ctardis.groupby(level=(\"atomic_number\", \"ion_number\")).sum() * electron_dist.number_density).T\n", + "\n", + "plt.plot(tardis_coll_ion, label=\"TARDIS\")\n", + "plt.plot(ctardis_coll_ion, label=\"ctardis\", ls=':')\n", + "plt.legend()\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Collisional Ionization Coefficient\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Collisional Recombination Coefficient')" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tardis_coll_recomb = coll_recomb_rates.groupby(level=(\"atomic_number\", \"ion_number\")).sum().T\n", + "coll_recomb_coeff_ctardis = pd.read_csv(ctardis_path+\"coll_recomb_coeff_ctardis.csv\", index_col=[0, 1, 2])\n", + "coll_recomb_coeff_ctardis = coll_recomb_coeff_ctardis.groupby(level=(\"atomic_number\", \"ion_number\")).sum() * electron_dist.number_density **2\n", + "coll_recomb_coeff_ctardis.columns = coll_recomb_coeff_ctardis.columns.astype(int)\n", + "\n", + "coll_recomb_coeff_ctardis.reset_index(inplace=True)\n", + "\n", + "coll_recomb_coeff_ctardis[\"ion_number_source\"] = coll_recomb_coeff_ctardis[\"ion_number\"] + 1\n", + "coll_recomb_coeff_ctardis[\"ion_number_destination\"] = coll_recomb_coeff_ctardis[\"ion_number\"]\n", + "\n", + "coll_recomb_coeff_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", + "\n", + "\n", + "ctardis_coll_recomb = coll_recomb_coeff_ctardis.T\n", + "\n", + "plt.plot(tardis_coll_recomb, label=\"TARDIS\")\n", + "plt.plot(ctardis_coll_recomb, label=\"ctardis\", ls=':')\n", + "plt.legend()\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"Collisional Recombination Coefficient\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "class dummyphotoionratesolver:\n", + " \"\"\"Dummy solver to hold ctardis data\"\"\"\n", + " def __init__(self, ctardis_photoion_rates, ctardis_recomb_rates):\n", + " self.photoion_rates = ctardis_photoion_rates\n", + " self.recomb_rates = ctardis_recomb_rates\n", + " def solve(self, rad_field, electron_dist, level_population, lte_level_population, lte_ion_number_density=None, ion_number_density=None, x=None, y=None):\n", + " return self.photoion_rates, self.recomb_rates\n", + "\n", + "dummy_rate_solver = dummyphotoionratesolver(photoion_rates_ctardis, recomb_rates_ctardis * electron_dist.number_density)\n", + "dummy_col_rate_solver = dummyphotoionratesolver(coll_ion_rates, coll_recomb_coeff_ctardis)\n", + "\n", + "ion_rate_matrix_solver = IonRateMatrix(dummy_rate_solver, collisional_rate_solver)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ion rate matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "ion_rate_matrix = ion_rate_matrix_solver.solve(rad_field, electron_dist, lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1], \n", + " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", + " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " 1.0,\n", + " boltzmann_factor_ctardis,\n", + " charge_conservation=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver\n", + "\n", + "solver = IonPopulationSolver(ion_rate_matrix_solver)\n", + "\n", + "ion_pops, electron_densities = solver.solve(\n", + " rad_field,\n", + " electron_dist,\n", + " cmfgen_sim_state.elemental_number_density,\n", + " lte_level_number_density,\n", + " cmfgen_plasma.level_number_density,\n", + " lte_ion_number_density,\n", + " cmfgen_plasma.ion_number_density,\n", + " 1.0,\n", + " boltzmann_factor_ctardis,\n", + " charge_conservation=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(lte_ion_number_density.T.iloc[:, 0], label='H I (LTE)', ls=\":\")\n", + "plt.plot(lte_ion_number_density_ctardis.T.iloc[:, 0], label='H I (LTE ctardis)', ls=\":\")\n", + "plt.plot(cmfgen_plasma.ion_number_density.T.iloc[:, 0], label='H I (Nebular)')\n", + "plt.plot(ion_number_density_ctardis.T.iloc[:, 0], label='H I (Nebular ctardis)')\n", + "plt.plot(ion_pops.T.iloc[:, 0], label='H I (NLTE)')\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"H I Ion Number Density\")\n", + "plt.semilogy()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ion_number_density_ctardis_final = pd.read_csv(ctardis_path+\"ion_number_densities_ctardis_result.csv\", index_col=[0, 1])\n", + "\n", + "plt.plot(ion_number_density_ctardis_final.T.iloc[:, 0], label='H I (ctardis)')\n", + "plt.plot(ion_pops.T.iloc[:, 0], label='H I (NLTE)', ls=\"--\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"H I Ion Number Density\")\n", + "plt.semilogy()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fvrxsb5A0Rk/qAPRmtes2xqNhB7Fz09eYkf4+qv50Dj8Pbga3OuZSRyMiTcnLLP4xQQ7oG5XwuTJA3/jNzzUwVS1fObpw4QJu376Nbt26vfTYmDFjsHDhQnz22WclvjyEXC6HjY1N4f0qVapAT0+vyDYASE5OBvDv1dP/+9iLevTogcDAQGRnZ8PY2LjY55E02OjoiJp16iFg3Hq4bDiPyw/S8OGas/ilhzk8vFtIHY2INGGObfGPNQgEPtzxv/sL6gP5xSwy6tAKGLz/f/eXuAFZKS8/b2Za6XKWg5MnT6Jhw4avvEJ1ixYtcPPmTUybNg379u2TIB3g4+OD/Px8nD9/Hm3btpUkAxWPQ1c6xNLUAFuG+aG5UzVMUayB894eiPxnm9SxiKiS2rdvH6pUqVLk1qVLF7W/TmxsLGxti2/85s6diwMHDuDUqVNqf23g32bqv+9ToVAUPm5qagoLCwteWV1L8YiOjjEz0sfGgU0RtSwLRln5cD05EuFZafDp/onU0YhInb6IL/4xQV70/uTbr3nuf/6eHX+l9Jn+IyAgAKtWrSqyLTQ0FP3791fbawBAdnY2jIyMin3cxcUFH330EaZOnYqzZ8+q9bUBYPv27WjcuHGRbXJ50f8HxsbGyMripXu0ERsdHWRkZIwm4/9A+IoP4ZN+GF7hUxGalQq/PlOljkZE6qLKnBlNPfcNTE1NUb9+/SLbHjx4oLb6z1lZWeHKldc3aN988w0aNmyIPXv2qP317ezsXnqf//XkyRPUqFFD7a9NZcehKx2lb2AIr3HbEVLjPcgEEX5Rc3Buw1SISqXU0YiI1Kpp06a4ceMGRFEs9jl2dnYYPXo0vvjiiyLDSuXhzp07yMnJQdOmTcv1dalk2OjoMJlcDr9P1+Cc3b+nXPrf+xFnV4997YcBEZGuCQgIQGZmJq5du/ba502bNg3x8fE4cuTIS4+lpaUhMjKyyO3+/fslev2UlBQkJiYWueXk5BQ+furUKdStWxf16tVT7Y1RuWCjo+MEmQz+QxcipOFnyBPlWH/fGlN3XkaBgkd2iKhiqF69Onr16oUtW7a89nmWlpaYOnVqkSbkuePHj6Np06ZFbiVdf6djx46oVatWkduLQ2Rbt27F8OHDVXpPVH4EsZL/+Z+eng5zc3OkpaW98tRFXbL/5DmM+fsJlCLQ2dUGS/t6wlBP/uYfJCLJ5OTkICYmBk5OTq+dcFvZXblyBR07dsTt27dhZmYmdZxCV69eRYcOHRAdHQ1zc65tpm6v2z9K+v3NIzoVSLc2/lj5oTcM5DJcvX4ZYYt6I/NZqtSxiIjKzM3NDfPnz9e6U7jj4+OxadMmNjlajEd0KtARnedORyfBaktHNBLu4aZeI9iM3AdzS54NQKSNeESHqHg8okOv1KqhNYTuS5AGUzgX3MCTFR155XMiIqqU2OhUUM4+7fGk9x94jGpwUsYiZ00g4mNuSB2LiIpRyQ+uE72SOvYLNjoVmJOLL/I++hvxQk3UEROh93MXxEaFSx2LiF7wfIXdvLw8iZMQaZ/nq03r6+uXugZXRq7gatdtjMfDDyFmbQ84Ke/h3PYJSB36JzztLKSORkQA9PT0YGJigsePH0NfXx8yGf/+JBJFEVlZWUhKSoKFhcVLl9xQBScjV8DJyK+SlvIIF1d/golpfZBrUA1rPvJBi/pWUsciIvx7NCcmJgZKrmxOVISFhQVsbGwgCMJLj5X0+5uNTiVpdAAgM7cAH/8SjjO3U2Agl2FNF1O0bdVG6lhEBECpVHL4iugF+vr6rz2SU9Lvbw5dVSKmhnpYP8gX47ZGwuzGNrQ+vAYhd8fAr/83EHi4nEhSMpmMp5cTaQC/3SoZQz05gj/0Qs/a6ZAJIprfXYaw4EEoyOdfkkREVPGw0amE5DIBLUb+hJCGk6EUBTRL+QPXF3ZFRvpTqaMRERGpFRudSqx5vxm41HIFskUDuOeE4dHSACQ9jJE6FhERkdqw0ankmgb2R9w7vyMF5qiniIG4pgNuxD6QOhYREZFasNEhNPRqi9xBh3FPZofN+QF4d/1VHL+ZJHUsIiKiMmOjQwAAW0dnWIw7hXD7YcjMU2Doz+HYdvaW1LGIiIjKhI0OFTI3r4afh/qhl1dtGCiz0fhAb5z7aTSUCoXU0YiIiEqlQjQ6P/zwA1xdXdGkSRNs3rxZ6jg6zUBPhoXve2ChxyN4yO7CP+EXXFzcCznZmVJHIyIiUpnONzpXrlzBr7/+ioiICISHh2PVqlVITU2VOpZOEwQBXfuORJjnHOSJcnhnHEfsoo54+jhB6mhEREQq0flGJyoqCi1atICRkRGMjIzg6emJAwcOSB2rQvANGoVbgb8gHaZolH8dmSsDEHf7itSxiIiISkzyRufkyZPo3r07bG1tIQgC9uzZ89JzVq5cCScnJxgZGcHb2xunTp0qfKxJkyY4duwYUlNTkZqaiqNHj+Lhw4fl+A4qNteW3fD0g32IF6xRR0yA2ebOuH7+H6ljERERlYjkjU5mZiY8PDywYsWKVz6+fft2jB8/HtOnT8fFixfRunVrdOnSBffv3wcAuLi4YOzYsWjfvj169uwJX19f6OkVfwmv3NxcpKenF7nR6zk08oLBJ0cRrdcQ+aIMo/54gL2X4qWORURE9EZadfVyQRCwe/duBAUFFW7z8/ODl5cXVq1aVbitcePGCAoKwty5c1+qMWzYMPTs2RPdunV75WvMnDkT33zzzUvbK8PVy8sqO/MZvt92EBtvGQMAJndyxsh29SAIgsTJiIiosinp1cslP6LzOnl5eYiIiEBgYGCR7YGBgTh79mzh/aSkfxe3u3nzJs6fP49OnToVW3PatGlIS0srvMXFxWkmfAVkbGqGLwe/i6GtnAAAFw//ivPLPkJ+Xq7EyYiIiF6t+DEeLZCcnAyFQoGaNWsW2V6zZk0kJiYW3g8KCkJqaipMTU2xYcOG1w5dGRoawtDQUGOZKzq5TMCXb7ugvlk+3j46FGZPs3F5URc4ffo7zMwtpY5HRERUhFY3Os/9d2hEFMUi2148ukPlo29bD0TmL0bDU+PgnhOBmKXtkN5/O2rXbSx1NCIiokJaPXRlZWUFuVxe5OgN8O9Q1X+P8lD58+zYFw977kQyLOCkvAfTTR1x9dQfUsciIiIqpNWNjoGBAby9vXH48OEi2w8fPowWLVpIlIpe1MCzNZTDjyNaryEskIFGRwYh5NdvoUVz3ImIqBKTvNHJyMhAZGQkIiMjAQAxMTGIjIwsPH184sSJWLt2LdavX4+oqChMmDAB9+/fx4gRIyRMTS+yru0E+0nHEWbeCXqCEteuX8Xk3y8jJ5/XyCIiImlJfnr58ePHERAQ8NL2gQMHYuPGjQD+XTBw/vz5SEhIQJMmTbB48WK0adOmTK8bHByM4OBgKBQKREdH8/RyNRCVShzdtRojImyRL8rhaWeBnwZ4o2ZVI6mjERFRBVPS08slb3SkVtJ/KCq5U7ceY/SvF5GZnY2Vxj/BodskOPt0kDoWERFVIBViHR3STa0b1MAfo1piuvkhBIpn4PRnb5zfvVzqWEREVAmx0SGNcLQyxfujvsVFk5YwEArQ7NIMhKwcjoL8PKmjERFRJcJGhzSmStVq8Jj0J87ZDQcANE/6DTd+eAupyYlv+EkiIiL1YKNDGiWTy+E/9AdcaL4MWaIhmuRGIiu4DWKuh0kdjYiIKgE2OlQuvDoPxKPefyJeqAkzZTrGbLuEA1cTpI5FREQVHBsdKjdOrn4wGXUSi2p8i6t5tTBi8wUsPhwNpbJSn/hHREQaVGkbneDgYLi4uMDX11fqKJWKhZUNpn86BINbOgIAQo/9gQsL30FG+lNpgxERUYXEdXS4jo5kfg+9g1Z/dYSN8ASxMnvo99+G2nVdpY5FREQ6gOvokNZ7z68eUruvxWNUg6PyPqpsegtXTvKioEREpD5sdEhSjXw6QBx+HDf1nGGOTLj8MxAhW2ZBVCqljkZERBUAGx2SnHVtRzhMOoYw886QCyKa31qIiCXvIzMrW+poRESk49jokFYwMjaFz7itCGk4GQWiDPee5qLHyhDcTHwmdTQiItJhnIzMycha53rYP/j0UDbuPRNgpC/DnO7O6NWsrtSxiIhIi3AyMuksF98O2DXuLbRuYIXc/AJU/XMIwpb0RXYmj+4QEZFqKm2jw3V0tFv1KobYOLgZvvfLQ4AsEr6pfyFxYUvcj46UOhoREekQDl1x6ErrXT39J2yOjIYVUpEpGiGq2bfw6TZc6lhERCQhDl1RhdGkVXfgk1O4ZuAOUyEHPmGfIXT5QORkZ0odjYiItBwbHdIJVrXs4Tz5H5yrPQQA4JeyBxGL38P9lCyJkxERkTZjo0M6Q0/fAP7DF+NS23VIQjV8/6wLui0/hQNXE6WORkREWoqNDukcj4D3UDD6IvTtffAspwAjNkdgw7ZtyMvNkToaERFpGTY6pJNsraph28fN8XGbunARYtEvajRiFrRF4v1bUkcjIiItwkaHdJa+XIYvujbG7I41kSsYwLngBozWt8Olo79JHY2IiLQEGx3Sed4d3kPGwKO4pdcAFsiAx8nhOLd6DAry86SORkREEmOjQxWCrVMj2H92EqE13gMA+MdvQvSCADyOj5U2GBERSarSNjpcGbniMTQygd+odYhotgQZojFc8q5iy5ofcPpWstTRiIhIIlwZmSsjV0hxt68gYsd8TEjrDQgyfNq2Hia81RD68krb2xMRVShcGZkqNbv6buj82UZ80MwRogisOx6F0/N74cHtq1JHIyKicqRyo5OZyWX3STcY6csxt5cbVn3ohS+MdiIg9xgsf2mPsD3LISqVUscjIqJyoHKjU7NmTQwZMgSnT5/WRB4iteviVgudhs7EdQM3mAi58I2cgQuLeyHtKefuEBFVdCo3Olu3bkVaWho6dOiAhg0bYt68eYiPj9dENiK1sbGrD+cpxxHiOAoFogzez44he2lzRIUelDoaERFpUKknI6ekpGDTpk3YuHEjrl+/jk6dOmHIkCHo0aMH9PT01J1TYzgZufK5GX4UVfaPQG3xERSigMMNZ6LjB2Ohx4nKREQ6o6Tf32o562r58uWYPHky8vLyYGVlhREjRuDzzz+HiYlJWUtrHBudyikj/Smi1n2CBqmn0Tl3Hmo71MeSPp6ws9T+31kiIiqHRicxMRGbNm3Chg0bcP/+ffTs2RNDhw5FfHw85s2bh1q1auHQoUOlfgPlhY1O5Xbw3AV8duAxnuUWwMxQDyvaAW0DOkkdi4iI3qCk398qjzHt2rULGzZswMGDB+Hi4oJRo0ahf//+sLCwKHyOp6cnmjZtWqrgROWpk78XXJyzMH57JKrFHUHbEwsRFtkJjYf+hCpVq0kdj4iIykjlSQmDBw+Gra0tzpw5g8jISIwePbpIkwMAdevWxfTp09WVkUij7CxNsP3j5hjQUAGFKMA37SDSFvshOuKY1NGIiKiMVB66ysrK0om5NyXFoSt6UVToIVj8PRK18BgFogzhTp/Ct/8syHVogj0RUWWgsZWRzczMkJSU9NL2lJQUyOVyVctJhte6oldp7BcIk3EhiDBrDz1Bieaxwbgxvx0S425LHY2IiEpB5UanuANAubm5MDAwKHOg8jJq1Chcv34dYWFhUkchLWNezQpeE3YizHMOMkUjuOZdwffrtuLvKwlSRyMiIhWV+Hj8smXLAACCIGDt2rWoUqVK4WMKhQInT55Eo0aN1J+QSAKCTAbfoFF40KQtftu1DrufeGH3lgv4wNcOX3V3gYkBh7KIiHRBiefoODk5AQDu3buHOnXqFBmmMjAwgKOjI2bNmgU/Pz/NJNUQztGhN8lXKLH4cDRWnbiDGuJTrDdZDsPu89GgaVupoxERVVoaW0cnICAAu3btQrVqFePUWzY6VFLn7qQgdctgdFGeQL4oR4TTJ/DtP5sTlYmIJFCuKyPrMjY6pIq0lEe4veFjeGccBwDc0HdB1X4bYOvEYVsiovKk1kZn4sSJmD17NkxNTTFx4sTXPnfRokWqp5UQGx1SlahUInzvKjS+OBtVhGxkiMa44f0VvN8eAUHG62UREZUHta6MfPHiReTn5xf+d3EEQVAxJpHueT5ROd6jA+J+HYzG+dfhc2EatjxMwdsDP4e5ib7UEYmI6P9x6IpHdKgMCvLzELb5K1SP+RPv5M2ChbkFFvb2QIt6VlJHIyKq0DS2YOCrXmjPnj24ceNGWUsR6Rw9fQP4D56H7CHHYGNVHQlpOei/9hwObPwOuTlZUscjIqr0VG50evfujRUrVgAAsrOz4ePjg969e8PNzQ07d+5Ue0AiXeDhaI19Y1qhbzM7DJb9jc6x8/FgQQvciwqXOhoRUaWmcqNz8uRJtG7dGgCwe/duiKKI1NRULFu2DN9++63aAxLpClNDPczt5Y6327XCU1RFPUUMam7rjNBtcyAqlVLHIyKqlFRudNLS0mBpaQkAOHDgAN59912YmJigW7duuHXrltoDEumapm/1g2LEGVw28oWRkA+/G9/jyvy3kJxwT+poRESVjsqNjp2dHc6dO4fMzEwcOHAAgYGBAICnT5/CyMhI7QGJdJGVjT3cphxCaKPPkSPqwz0nHPKfWiLin9+ljkZEVKmo3OiMHz8eH374IerUqQNbW1u0a9cOwL9DWm5uburOR6SzBJkMfh9MQ+IHB3FH7gRTMQtfHXmEabsuIyuvQOp4RESVQqlOLw8PD0dcXBzeeuutwot77t+/HxYWFmjZsqXaQ2pCcHAwgoODoVAoEB0dzdPLSaNyc7Lw+55dmHGpGkQRcLIyxbIednBrWE/qaEREOomXgCghrqND5ensnWRM+u0SLNNvYIfBN7jsOBg+/WdDT99A6mhERDpFY42OQqHAxo0b8c8//yApKQnK/5xNcvTo0dIllggbHSpvaVn5CFk7Fp2e/AqA18siIioNtV4C4kXjxo3Dxo0b0a1bNzRp0oSXfSBSkbmJPgJHByPsT3c0uvANGuVfR8bGdghrOgM+PUbyellERGqk8hEdKysrbNq0CV27dtVUpnLFIzokpfjYm0jbMhiN868BAC5UaYv6g9eianVriZMREWk3jV0CwsDAAPXr1y9TOCL6l62jMxpOPYlzjiORL8rhlXECq1fNx9k7yVJHIyKqEFRudCZNmoSlS5eiks9hJlIbuZ4e/AfNRcw7u7FPLxDBGW3x4dpQzP0rCrkFCqnjERHpNJWHrnr27Iljx47B0tISrq6u0NfXL/L4rl271BpQ0zh0RdokM7cA3+6/jq3n42CMHKw2Ww/7XrPg0Nhb6mhERFpFY5ORLSws0LNnzzKFI6JXe369rABnazzaMQmt808jZ1snhDaehGa9p3KiMhGRiriODo/okJZKTriP+J+HwD0nDABw2cgXtoPWw8rGXuJkRETS09hkZAAoKCjAkSNH8NNPP+HZs2cAgPj4eGRkZJQuLRG9xKrWv9fLCnF+fr2sMMh/bIlLh7dIHY2ISGeofETn3r176Ny5M+7fv4/c3FxER0ejbt26GD9+PHJycvDjjz9qKqtG8IgO6YLYqHAodgxDPWUMAGBv7QnoOHAGTAxUHn0mIqoQNHZEZ9y4cfDx8cHTp09hbGxcuL1nz574559/SpeWiF7LsbEP6kw5ixCbD5EsVsW3d+rj7WWnceVBmtTRiIi0msqNzunTpzFjxgwYGBS9No+DgwMePnyotmBEVJShkQmaj1iJO72PQ1a1Fu4mZ6LnyjPY9/sGKAp4NXQioldRudFRKpVQKF5e2+PBgwcwMzNTSygiKp6faz0cGN8a3dxqoQPO4+2r4xH9fRsk3LspdTQiIq2jcqPz1ltvYcmSJYX3BUFARkYGvv766wpzWQgibWdhYoAV/ZpicPPayBCN0Tj/Gqqsb4vwvauAyn0iJRFRESpPRo6Pj0dAQADkcjlu3boFHx8f3Lp1C1ZWVjh58iSsrXXrGj2cjEy67uHdG3i2dRAa5UcBACLM2qP+kDUwr2YlcTIiIs0p6fd3qdbRyc7OxtatW3HhwgUolUp4eXnhww8/LDI5WVew0aGKoCA/D2G/zIDvvTXQE5RIRA086bQcLv5dpI5GRKQRGm10KoLg4GAEBwdDoVAgOjqajQ5VCDfC/0GV/SNRR0zE8PxJaNC6N8Z3bAgDPa6oTEQVi8YanaNHj2LXrl2IjY2FIAioW7cu3n33XbRp06bMoaXAIzpU0WSkP8W+7Wvw+R1XAIBbbXMseb8x6tlUlzgZEZH6aGQdnREjRqBjx47YunUrUlJS8PjxY2zevBkBAQEYM2ZMmUMTUdlVqVoNHwyfglUfesHcWB9JD2NgvMoXoTsWQlQqpY5HRFSuStzo7N69Gxs2bMD69euRnJyMc+fOISQkBI8fP8aaNWuwevVq7N27V5NZiUgFXdxq4eD4NphW4zRshRT4XZuFyB+64UkS17siosqjxENXPXr0gKurK+bOnfvKx6dOnYobN27gjz/+UGtATePQFVV0SoUC57fOhtet5TAQCpAMC8S3Wwj3du9JHY2IqNTUPnR14cIF9OzZs9jH3333XURERKiWkog0TiaXo3n/mYh7bz9iZXawQircjw9FaPBQ5GTxQrxEVLGVuNFJTk5G7dq1i328du3aSElJUUsoIlK/em7NYfNZCEJr/Hskx+/x7/ht6WREJaRLnIyISHNK3Ojk5eW9dH2rF+np6SEvL08toYhIM4xMqsBv1DpcarsOYUITzEl7C++sOIO1p+5CqayUK00QUQWnp8qTv/zyS5iYmLzysaysLLUEIiLN8wh4D8m+3dFq52UciUrCnP3XYH1+Hvw/mIYatZ2kjkdEpDYlnozcrl07CILwxucdO3aszKHKEycjU2UmiiJ+PX8fD/d/jymyLUhFFcT4z0HTTgOljkZE9FpcGbmE2OgQAfduRiLvt6FooLgNAAiz6AaXoSthamYhbTAiomJoZMFAIqqYHJw94TDlDM7ZDoRSFOCbuh+pi/wQHaFbR2iJiP6LjQ4RAQAMDI3g//EyRHX6FYmwQm0xEXX39sLRzfOh4ERlItJRbHSIqAjXFl1hPDYEEWYBUECGH66Zos9P5xD3hCccEJHuYaNDRC8xt6wBrwm7cKL9btw3qI/we0/Rdekp/HPiBFC5p/URkY5RqdEpKCjAN998g7i4OE3lISItIchkCGzbBn+Paw0fh2pwyItGm6M9EbGoF9KeJksdj4ioRFRqdPT09LBgwQIoFApN5SEiLWNnaYJtHzfHBNdsCBDh/ewospf64frZv6SORkT0RioPXXXs2BHHjx/XQBQi0lZ6chk69J+CO9134oFgAxsko9HBfghZPQZ5uTlSxyMiKpZKKyMDQJcuXTBt2jRcvXoV3t7eMDU1LfJ4jx491BaOiLSLs097ZDiH4vz6kWj2dD+ax2/CrflnYdhnHewbekodj4joJSovGCiTFX8QSBAEnRvW4oKBRKVz4cDPqBvyBSyQgTnKgXDs9hn6NrMr0QrqRERlxZWRS4iNDlHpPXp4F2e3LcDEx10hQoa3XGpiXs8mqG5mJHU0IqrgymVl5Jwcjs0TVWY1a9fFOxNW4ouurjCQy3Dm+j3cW9QOl4//LnU0IiIApWh0FAoFZs+ejdq1a6NKlSq4e/cugH+vbL5u3Tq1ByQi7SaTCRjepi52j2qBz6segpcYBffjQxESPAw5WRlSxyOiSk7lRue7777Dxo0bMX/+fBgYGBRud3Nzw9q1a9Uajoh0h6utOXqPX4hQq3cBAM0f70DiD/6IuRYqcTIiqsxUbnQ2bdqE1atX48MPP4RcLi/c7u7ujhs3bqg1HBHpFiOTKvAbvR6X2qxBCszhqLyP2r91RciWWVDq2IkKRFQxqNzoPHz4EPXr139pu1KpRH5+vlpCEZFu82jfG/j0LCKNm8NAKEDzWwvxx9KxeJTOeX1EVL5UbnRcXV1x6tSpl7bv2LEDTZs2VUsoItJ91WvWgcfkvxHqMh0PRSvMSWqBzktO4sDVRKmjEVElovKCgV9//TUGDBiAhw8fQqlUYteuXbh58yY2bdqEffv2aSKjRgQHByM4OFjn1v0h0iWCTAa/3lNwO2EIrHdE4Vp8OkZsjsD8+tfQrc/HMDWzkDoiEVVwpVpH5+DBg5gzZw4iIiKgVCrh5eWFr776CoGBgZrIqFFcR4eofOQVKLHw8E3cP70Nq/SX4IFQC1ndf0JDr7ZSRyMiHcQFA0uIjQ5R+bp6dj9qHBqDmkhBvihHuNPHaNb/W8j1VD7ATESVmMYbnfDwcERFRUEQBDRu3Bje3t6lDislNjpE5S/tyWPcXj8M3hnHAQBR+q6w6L8BtRycpQ1GRDpDY43OgwcP0LdvX5w5cwYWFhYAgNTUVLRo0QJbt26FnZ1dmYKXNzY6RNIQlUqE7V0F14uzYCrk4JlojKhmc9Gs22CpoxGRDtDYJSCGDBmC/Px8REVF4cmTJ3jy5AmioqIgiiKGDh1aptBEVHkIMhmaBY1C6sDjuKHXGGZCNn488wDjtl1EWjaXqiAi9VD5iI6xsTHOnj370qnkFy5cQMuWLZGdna3WgJrGIzpE0ivIz8O+3ZsxKdIGCqWI2hbGWNazLrydHaWORkRaSmNHdOzt7V+5MGBBQQFq166tajkiIujpGyCo9xD89ok/7C1NoEx9AKdfW+LcmnHIz8uVOh4R6TCVG5358+djzJgxCA8Px/ODQeHh4Rg3bhx++OEHtQckosrD26Ea/hrXGtMcbsBSyID/w42Ind8ScbcuSx2NiHRUiYauqlWrBkEQCu9nZmaioKAAev9/Oujz/zY1NcWTJ080l1YDOHRFpJ0i/t6A+qHTYY5MZImGuOr2OXx7jYcgU/nvMyKqgEr6/V2ihSuWLFmirlxERCXi3WUwHrm1QdwvQ9AkNxLNrn6Di3ePwHHwOlSrUUvqeESkI7hgII/oEGk1pUKB81tnwevWchgICmyQ9UK9D+ajTcMaUkcjIglpfMHApKQkJCUlQalUFtnu7u5emnKSYaNDpBtuXz6L+L2zMTzjY+TCAENaOmFKZ2cY6culjkZEEtBYoxMREYGBAwcWrp1TpJgg6NxFMtnoEOmO7DwF5v4dhU3n7kEGJZZX3QyXdybBybWZ1NGIqJxprNFxd3dH/fr1MXXqVNSsWbPIJGUAcHBwKF1iibDRIdI9R288QuRv32Gi8mfkivq46DwezfpMg0zOoztElYXGGh0zMzNcvHgR9evXL3NIbcBGh0g3JSfG4eHPQ+CRfR4AcNnIB7YfrYeVrW79sUVEpaOxBQM7dOiAS5culSkcEVFZWdnYwX3yQYQ2/gI5oj7cc8IhX90KFw9tljoaEWkRlY/oJCcnY+DAgWjWrBmaNGkCfX39Io/36NFDrQE1jUd0iHTfvagIFPw+DPUUdwEAB20+Qeshc2BiUKIVNIhIB2ls6Grv3r0YMGAAnj179nIxTkYmIonk5mTh4sbP4JnwG4LyZiOvemMs/aAp3OqYSx2NiDRAY0NXY8eOxYABA5CQkAClUlnkpmtNDhFVHIZGJmg+YiWuvHsCqWYNcTc5Ez1XnsGuP3ZCUVAgdTwikojKjU5KSgomTJiAmjVraiIPEVGZ+Lq74sD41ujSxAau4i10vzAcN+e3Q+L9W1JHIyIJqNzo9OrVC8eOHdNEFiIitbAwMcDKD70wpYUZ8qAPl7wrMFnfBuH710gdjYjKmcoz9Ro2bIhp06bh9OnTcHNze2ky8tixY9UWjoiotARBQMvuQ/DAxQ9xW4egUcEN+IR9hvCbB+E85CeYWVSXOiIRlQOVJyM7OTkVX0wQcPfu3TKHKk+cjExU8eXn5yH852loFrcOckFEglADaZ2D0civk9TRiKiU1Hr18hfFxMSUKRgRUXnT1zeA/7CFiDrfGeZ/j4Kt+Ag/7d0PszRHjO3QAPpylUfxiUhHcO8mokqjcbO3UGV8CP6wHomNikAsP3ob7/14DrGPX14ug4gqBpWHroYMGfLax9evX1+mQOWNQ1dEldPeS/GYvvsKlDnPsNNwFp55DIVP0BgIMv79R6QLNDZ09fTp0yL38/PzcfXqVaSmpqJ9+/aqJyUikkAPD1t4O1TDsXXT0ejZPeDyV7hw5wjqDl4DCysbqeMRkZqofETnVZRKJUaOHIm6detiypQp6shVbnhEh6hyUxQU4PyvM+FzZyX0BQWSYIlHHZbArfU7UkcjotfQ2CUginPz5k20a9cOCQkJ6ihXbtjoEBEA3Io8BcM/PoG9+BAAEFKzL5oOXgRDIxOJkxHRq2jsEhDFuXPnDgq4zDoR6agGnq1hNekcQqsHAQCaP9qKvxaPQPQjTlQm0mUqz9GZOHFikfuiKCIhIQH79+/HwIED1RaMiKi8mVQxh9+Yn3Hx8BaYnZmL79I649ny05jWpREGtnCEIAhSRyQiFak8dBUQEFDkvkwmQ40aNdC+fXsMGTIEenoq906S4tAVEb1KUnoWPvv9Kk5GPwYAfFvrNDr3+RRWNvYSJyMiQII5OrqKjQ4RFUepFPHzuVhEHtiApfKleIKquN9qATw7fiB1NKJKr9zn6BARVTQymYDBLZ0wvm8P3JU5whLp8Dz9CUKXD0R2JufuEOmCEh/RCQgIeOP4tCAI+Oeff9QSrLzwiA4RlUROdhYiN05E80dbAQD3ZbWR985q1PdoJXEyospJ7QsGenp6vvbFtm7ditzcXJVCEhHpCiNjEzT/9EdcOdkZNY9OgL3yIfJ29cDJa1PQ8oOpkMs4UZlIG5Vpjk5BQQGCg4Px3XffwdzcHLNnz8YHH+jW2DWP6BCRqlKTE3F3wzB4ZZ7CoLwpyHFsj0W9PWFrYSx1NKJKQ+OTkbds2YKvvvoK2dnZmDFjBj7++GOdO+MKYKNDRKUjKpX458g+jD1tgKw8Baoa6WFh5xp4q7mX1NGIKgWNTUY+cOAAPD09MXLkSAwaNAi3bt3CyJEjJW1yFi9eDFdXV7i4uGDs2LGo5CeSEVE5EGQydAzsgf1jW8PDzgJmOQnw+7sbwhb3xrO0J1LHI6L/V+JG5/z58wgICEDPnj0REBCAO3fu4Msvv4Spqakm873R48ePsWLFCkRERODKlSuIiIhASEiIpJmIqPJwsjLF7yP8MaNJCkyRDd+0g3i2pDlunD8sdTQiggqTkZs3bw5jY2N8+umncHR0xK+//vrK540dO1Zt4UqqoKAAOTk5AP69mrq1tXW5ZyCiyktfLkOX/pMQFdoE5gdGw1Z8hJr738e5K0Ph+9Fc6OkbSB2RqNIq8RwdR8c3L38uCALu3r2rUoCTJ09iwYIFiIiIQEJCAnbv3o2goKAiz1m5ciUWLFiAhIQEuLq6YsmSJWjdunXh48uXL8f06dOhp6eHESNGYM6cOSV+fc7RISJ1Sk9NQfT6T+CT/u8RnZt6zqjSbwNq13WVOBlRxaL2OTqxsbGIiYl57U3VJgcAMjMz4eHhgRUrVrzy8e3bt2P8+PGYPn06Ll68iNatW6NLly64f/8+AODp06fYt28fYmNj8fDhQ5w9exYnT55UOQcRkTpUtagOn4m/I9znB6TDBM4FN3Hw57nYER7H+YNEEtCqS0AIgvDSER0/Pz94eXlh1apVhdsaN26MoKAgzJ07Fzt27MDx48cRHBwMAFiwYAFEUcSUKVNe+Rq5ublF1vtJT0+HnZ0dj+gQkdol3IvGtW1fYdTTPsiFAbq62WBOTzdYmHAoi6isKsQlIPLy8hAREYHAwMAi2wMDA3H27FkAgJ2dHc6ePYucnBwoFAocP34czs7OxdacO3cuzM3NC292dnYafQ9EVHnVcmiIgMlbMbaTG/RkAg5ciUfYD0G4enqv1NGIKg2tbnSSk5OhUChQs2bNIttr1qyJxMREAP9Oku7atSuaNm0Kd3d31KtXDz169Ci25rRp05CWllZ4i4uL0+h7IKLKTS4TMCqgPnaNbIHxVU/iLeUZuBz+CCE/jkRuTpbU8YgqPJ1Y4e+/k6BFUSyy7bvvvsN3331XolqGhoYwNDRUaz4iojdxr2OB+mNnIHR9Ivye7EXzxC24s+Ac9N5fB4dGXGSQSFO0+oiOlZUV5HJ54dGb55KSkl46ykNEpO1MqpjDb+wvuNgiGE9hhnqKu6i5NRCh27+HqFRKHY+oQipVo6NUKhEdHY3Tp0/j5MmTRW7qZGBgAG9vbxw+XHThrcOHD6NFixZqfS0iovLSNLA/FB+fwWUjbxgJ+fCLmoNDS4YjOYMXRiZSN5WHrkJCQtCvXz/cu3fvpVMlBUGAQqFQqV5GRgZu375deD8mJgaRkZGwtLSEvb09Jk6ciAEDBsDHxwf+/v5YvXo17t+/jxEjRqganYhIa1jZOsBy8mGEbJ+LxjdX4ofHzfB0yUkseM8DAY246CmRuqh8ermnpycaNmyIb775BrVq1Xpp/oy5ublKAY4fP46AgICXtg8cOBAbN24E8O+CgfPnz0dCQgKaNGmCxYsXo02bNiq9TnG4YCARSS36/kOM2XkHNx89AwDMdonH++/1hZFJFYmTEWkvjV293NTUFJcuXUL9+vXLHFJKwcHBCA4OhkKhQHR0NBsdIpJUTr4C3x+4gcizh7HD4Bs8lNdGQdBq1HPnMD3Rq2hsHR0/P78iQ026atSoUbh+/TrCwsKkjkJEBCN9Ob7u7oqvu9ZDqlAVDso42O18GyGbZ0Kp4pQAIvoflY/o7N69GzNmzMDkyZPh5uYGfX39Io+7u7urNaCmceiKiLTN08cJiN0wBE2z/l0Y9aqhJ6wHbIB1nboSJyPSHhobupLJXj4IJAhC4do2qk5GlhobHSLSRqJSibBdS9DkyjyYCLlIgynuNJ8Lr84DpY5GpBVK+v2t8llXMTExZQpGRERvJshkaPbeRMR5dMDDbUPRQHELu05dxLYMT3zd3RWmhjqx3iuR5LTqop5S4BEdItJ2ebm5OLJ9OUZFNYIoCnCoboKl7zaCZ91aUkcjkoxGL+p5584djBkzBh07dsRbb72FsWPH4s6dO6UOS0RExTMwNETXjz7DtuH+qG1hjJSUZJj/3A4h6yejID9P6nhEWk3lRufgwYNwcXHB+fPn4e7ujiZNmiA0NBSurq4vrWCszYKDg+Hi4gJfX1+poxARlYhf3er4a1xrzHC4DichEc3vr8bt+W0QHxMldTQiraXy0FXTpk3RqVMnzJs3r8j2zz//HIcOHcKFCxfUGlDTOHRFRLoofO+PcI6YCTMhGxmiMW54fQnv7p9CeMUJI0QVkcbOujIyMsKVK1fQoEGDItujo6Ph7u6OnJyc0iWWCBsdItJV8bE3kbZlMBrnXwMARFRph/pD1sLcsobEyYg0T2NzdGrUqIHIyMiXtkdGRsLamtdnISIqL7aOzmg49STOOY5EviiHd8ZxnFgxAufupEgdjUhrqHx+4vDhw/Hxxx/j7t27aNGiBQRBwOnTp/H9999j0qRJmshIRETFkOvpwX/QXNy80BnZ+6ZhZtZ7eLo2BCPa1sOEjg1hoMehLKrcVB66EkURS5YswcKFCxEfHw8AsLW1xeTJkzF27NiXLvKp7Th0RUQVRWZuAWb9eR3bw+MAAN9W24/WQR/DwdlT2mBEGqCxOTovevbs3yvtmpmZlbaE5NjoEFFFc+BqIo7uXIX54hJkiwa47DoFzd6bxInKVKGUS6NTEbDRIaKK6HF8LBJ/Hgy33H/PhI008Yf9wLWwrFlH4mRE6qH2Rqdp06YlGpbi6eVERNpBqVAgdNsceEcvgYFQgBSY40HbH+AR0FvqaERlpvZrXQUFBakjl9YIDg5GcHCwzl2ElIiopGRyOfw//BJ3rwZC2DUcTsp7qH5iOI5Fh8B/yAIY6culjkikcRy64hEdIqoEcrIzEbl+PJol7cDA/Kl4VKMFlvRpChdbfu6RbtLota6IiEi3GBmbovmoNQh7+wCiTHwR/SgDQcFn8PuBI1DyyDZVYGx0iIgqET/f5jg4vjU6Nq4Ja+UjBJ7rj+vzOyDpYYzU0Yg0go0OEVElU72KIdZ85I1v/QE9KNEk9yIM1rTCxQMbpY5GpHZsdIiIKiFBENCuxyA87ncIt+T1YYEMNA0Zh/NL+iLzWarU8YjUho0OEVEl5uDsCYcpZ3DOdiCUooBmqX8hdZEfoiOOSR2NSC1KfHr5smXLSvS8sWPHljoMERGVPwNDI/h/vAzXznZG9UNjUFtMxNo9q3EwtQ5GBtSHXKZbl/YhelGJTy93cnJ6czFBwN27d8scqjzx9HIiov9Je/IYob98hdEJnZAHffg4VMPi3h6wq24qdTSiIngJiBJio0NEVJQoith98SG++uMasnNzsdFwIYy9+8D77RG8XhZpDa6j8wbBwcFwcXGBr6+v1FGIiLSKIAjo5VUHf49rjUk1wtFaiITPhWm4sPhdpD1NljoekUpKfESnos7R4REdIqLiFeTnIWzzl/CNXQ09QYlEWCElcDlcW3SVOhpVcmofuuIcHSKiyutm+FGY7v8UdcREKEUBobUHwHvgAhgYGkkdjSopztEpITY6REQlk/EsFdfXj0Szp/sBAP8YdoDjsE2oV6OKxMmoMuIcHSIiUqsqZhZoNu5XXGi+FI9giTnpnfH2stPYEnoPlfxvZtJibHSIiEglXp0HQRx7CTb13JGdr8D03VexeuUPeJL0UOpoRC9ho0NERCqzsayKX4b4YXrXxvDTu4VhSd9BubIFLh3fKXU0oiLY6BARUanIZAKGt6mL7/o0R5y8DqyQCo/jQxASPAw5WRlSxyMCwEaHiIjKqL5bc9h8FoKQGu8BAJo/3oHEH/xx92qoxMmIVDjrKj09vUQFde3MJZ51RUSkPpeO7kDtk5/BCqnIE/UQ1mgy/PtMhYzXyyI1K+n3d4kv6mlhYQFBKP4XVRRFCIIAhUKhWlIiIqowPNq/jxRXf0RuHAbP7HPYfzUJqzLPY2FvD9SsyjV3qPyVuNE5duxY4X+LooiuXbti7dq1qF27tkaCERGRbqpesw4sJ/+FY/u2YFdYdeTcTkanJSfxw9v26OjVSOp4VMmUesFAMzMzXLp0CXXr1lV3pnIRHByM4OBgKBQKREdHc+iKiEgDbidlYPz2i7j3MBF/G36OhGp+cBm6EqZmFlJHIx2n8ZWRdb3ReY5zdIiINCuvQIm/tq1Ej1szIBNEPBBqIav7j2jo1U7qaKTDuDIyERFpBQM9GYL6j0ZU4BY8QnXUERNQ94+eOLdhKhQFBVLHowquTI3O6yYnExERvci1ZTcYjQ1FhFkA9AQl/O/9iOjvWyM+9qbU0agCK/HQVa9evYrc//PPP9G+fXuYmpoW2b5r1y71pSsHHLoiIipfolKJ8D9/ROMLs1BFyMY+sRXyg35CkGdt/gFNJab208vNzc2L3O/fv3/p0xERUaUlyGTwfWck4t3b4+q2ifgyrT+ebr+Eozce49ugJjA31pc6IlUgpZ6MXFHwiA4RkXQKFEqsPH4HS/+5BYVSibmm2+HRsR9c/LtIHY20HCcjExGR1tOTyzC2QwPsGOGPgeaR6KvYi0YH+iJk9Rjk5eZIHY8qADY6REQkOS/7apg8ejTOV+sGmSCiefwm3JvfEvejI6WORjqOjQ4REWmFKmYWaDbuV1xovhRpMEUDxW1YbQlE6I6FEJVKqeORjmKjQ0REWsWr8yDkDD+Nq4aeMBFy4XdtFk4uHoCUjFypo5EOYqNDRERap2btunCZchQh9ScgV9TH6hQ3dF56CieiH0sdjXQMGx0iItJKMrkczfvPROyAc3hk5Y/Hz3IxcP15rN32G3KyM6WORzqCjQ4REWk15/oN8OfoVvjI3wF2wiN8EDUGCQv8EXMtVOpopAMqbaMTHBwMFxcX+Pr6Sh2FiIjewNhAjlnvNMGSrjWRKxjCSXkPtr91Q8iv30KpUEgdj7QYFwzkgoFERDol5dEDPNg4BB7Z/x7RuWzkDduPNsDK1kHiZFSeuGAgERFVSNVr1oH75AMIdZmObNEA7jkRkK9uiYuHNksdjbQQGx0iItI5gkwGv95TkNT3IG7L66EaniH05N+YtusysvIKpI5HWoSNDhER6SyHRl6wm3IGR+zHYbHifWw9H4e3l53G5fspUkcjLcFGh4iIdJqhoTE6DpmFDUNbwaaqEe4npyFnbVec+/kLKAp4dKeyY6NDREQVQov6VjgwvjWmOUajmewG/GOCcXN+OyTcuyl1NJIQGx0iIqowLEwMMOTjSTjv8S0yRSO45F2B6YZ2CN+3WupoJBE2OkREVKEIMhma9RyD1IFHcVOvEaoiCz7hkxG+6F2kp3LuTmXDRoeIiCqk2nVdUW/qKZyzGw6FKMAn/QguLuuLsNgnUkejcsRGh4iIKiw9fQP4D/0Bt7rtwB3BHrOy30Ofn87hh4M3ka9QSh2PygEbHSIiqvAaNXsL1lPC4dG0GZQisOLYbfy0+GvE3b4idTTSMDY6RERUKZgZG2JRb0+s6NcUbY1u49Nny1H9lw4I27kYopJHdyoqNjpERFSpvO1ui++HdkOUoTtMhFz4XpmJyIXdkZqcKHU00gA2OkREVOnY2NVH46nHcK7eOOSJcjTNPI38Fc1x5eRuqaORmrHRISKiSkkul8N/wCzc7/Un7snqoAaewu3oIJz+cSxy8hVSxyM1YaNDRESVWn2PlrCeFIIQq54AgH1x+ggKPoObic8kTkbqIIiiKEodQkrp6ekwNzdHWloaqlatKnUcIiKS0PlTh/DpMSAlKx8GejLMDqiG3gHNIMh4XEDblPT7m//niIiI/l+z1oE4MKEt2jnXgFHBM7Q62Q9X5gciOfG+1NGolCptoxMcHAwXFxf4+vpKHYWIiLRIDTNDbBjki4UtClAd6XDPCYP8x5aIPPyr1NGoFDh0xaErIiIqRmxUBBS/D0U9RQwAILT6O3AbvBwmVcwlTkYcuiIiIiojx8beqDP5LM7Z9AMA+KX8gZSFzXEr8pTEyaik2OgQERG9hqGRCfxHrMKVDpuQBEvYifGI3vktVh6/DYWyUg+K6AQ2OkRERCXg1vodGIwOwcmq3TE9fzDmH7iJfmtC8DA1W+po9BpsdIiIiErIwqomWk/4BV+81xImBnKExqTg3JIPEbFvjdTRqBhsdIiIiFQgCAJ6+9jhr7Gt8bH1DbyHf+Ad/hnCF72HZ6kpUsej/2CjQ0REVAqOVqaYPHoMztkNg0IU4JN+GBlL/XAj9KDU0egFbHSIiIhKSd/AEP5DF+JW198QL1ijlvgYDf7qg5C1E5Cflyt1PAIbHSIiojJr5BcIs/GhCDPvBLkgovmD9Qj/IQixyZlSR6v02OgQERGpgZm5JXwn/IYI34VIRRUsywhA12Wn8FtYHCr52rySYqNDRESkRt7dhiF7ZCSUDq2RlafAlJ2XsXTNWqQmJ0odrVJio0NERKRmtaxr4NfhzTG1cyPUkz3C8IfTkbfCH1dP/SF1tEqHjQ4REZEGyGUCPm1XD6s+aIJkeQ1Y4wma/PMRQlaNQG5OltTxKg02OkRERBrU0L0ZrCeFILR6EACg+aOteLCgBWKjwqUNVkmw0SEiItIwY1Mz+I35GZGtfsRTVEU9RQxstnVGyLZ5nKisYWx0iIiIyolnx75QjDiDy0a+MBLyceHqNQzeGIakZzlSR6uwBLGSt5Lp6ekwNzdHWloaqlatKnUcIiKqBESlEqd2r8KnF+2RWSBDdVMD/BDUEAFuDlJH0xkl/f7mER0iIqJyJshkaPPuKOwe0w6NbMyQlpmFajuCELp8ILIzn0kdr0Jho0NERCSRhjXN8MfolpjtlgxP2V34pexB0sLmuH3ptNTRKgw2OkRERBIy1JOj74dDcbX9z3iManBQPoD9rh4I2fQlFAqF1PF0HhsdIiIiLdCkTRD0R4fggmlrGAgKNL+7DFHfByAx7rbU0XQaGx0iIiItYWFlg6aT9iLMfRayREM0ybuEO+uGYN/leKmj6Sw2OkRERFpEkMng22scUgb8g8v67piR+xFG/3oRE3+LxLOcfKnj6Rw2OkRERFrIrr4bGn9+At0DWkMmALsuPMSGhVNw4/xhqaPpFDY6REREWkpfLsPEQGds/8QfXavGYHTeBjTY/z5C1k1CQX6e1PF0QqVtdIKDg+Hi4gJfX1+poxAREb2Wr6Ml5o3siwvmHSEXRDSPW4s737fCw7vXpI6m9bgyMldGJiIiHRK+fw0ahn2FqshCpmiEa54z4PvOKAiyynXsgisjExERVUA+3YYja8hJXDdwg6mQg2aXZiBk8QdIzeJQ1quw0SEiItIxNvYN4DzlOM45jUa+KMeuJw7ovOQUzt5Oljqa1uHQFYeuiIhIh928FolP/3qKuylZAIDPfeUY3K0NDI1MJE6mWRy6IiIiqgScXT2xb1xr9POzR1VkoMflT/FgQUvcu3FB6mhagY0OERGRjjMx0MOcnm5Y09UCxkIB6inuoubWQIRunwdRqZQ6nqTY6BAREVUQfm06QTHiDC4b+cBIyIdf1FxcXtAJyYlxUkeTDBsdIiKiCsTKxh5NJh9CiPMU5Ir68Mg+D9mPLXDp6Dapo0mCjQ4REVEFI5PL0bzvdMT3+Rt3ZY6wRDrijm3Al3uuIjtPIXW8csVGh4iIqIJycvGF7eSzOFlrCL7IH4JfQu7h7eWncPVBqtTRyg0bHSIiogrMyNgUbT5ZjOCh7WFtZog7jzMQs7ovQn75CkpFxT+6w0aHiIioEmjdoAYOjG+D8U4P0F12Fs3vLEXU9wFIjLstdTSNYqNDRERUSViaGmDc8I9x3u0bZImGcM27BJN1bRDx1wapo2kMGx0iIqJKRJDJ0Ozd8UgZ8A+i9RqiKjLhfX48whb3QUb6E6njqR0bHSIiokrIrr4bnKacxrnag6EQBfimHUD0ku6IuPdU6mhqxUaHiIioktI3MIT/8CWI7roND4Wa+D67J3r/dA6LD0ejQFExVlRmo0NERFTJNfbrDLPPIlHLowMUShFL/7mFBcsWI/7udamjlRkbHSIiIkJVUxMs+aApln7gCVfDxxiX+j3Mfw5A2J7lOn29LDY6REREVOgdz9pYO6QFYg0awFTIgW/kDFxcFIT0lCSpo5UKGx0iIiIqopZDQzhPPYEQx1HIF+XwyjiBnOV+uHp6r9TRVMZGh4iIiF4i19ND80FzEBu0G3GCLazxBC6HP8LZn8Ygr0B3hrLY6BAREVGxGjRti+qTQnDesjtkgoiIuHT0XHkGt5OeSR2tRARRFEWpQ0gpPT0d5ubmSEtLQ9WqVaWOQ0REpLXCj+7Ep6eM8ThbhJG+DN+8VRu9WzWBICv/4yYl/f7mER0iIiIqEZ/272LfhPZo3cAKivw8uBwZgEsLuiDl0QOpoxWLjQ4RERGVWM2qRvh5cDMsbqVAQ+EhPLNDgFUtcOnob1JHeyU2OkRERKQSmUzA22/3Qnzv/YiROaA60uBxcjhCVwxGTlaG1PGKYKNDREREpeLk6odak88hxLo3AMAveRcSf2iOO5fPSpzsf9joEBERUakZGZui+cg1uNxuPZJhAUdlHFJ+n4g1J+5AqZT+fCc2OkRERFRm7u3ehWzkOYSatsfk/OH47u8bGLA+FIlpOZLmYqNDREREamFpbYtmn+3CiJ5vwVhfjjO3U9B56UlExqVKlomNDhEREamNIAjo28we+8e2glttc1Q10kd96yqS5dGT7JWJiIiowqpbowp2ftoCj9JzUMVQunaDR3SIiIhIIwz0ZLCzNJE0AxsdIiIiqrDY6BAREVGFxUaHiIiIKiw2OkRERFRhsdEhIiKiCouNDhEREVVYOt/o3Lx5E56enoU3Y2Nj7NmzR+pYREREpAV0fsFAZ2dnREZGAgAyMjLg6OiIt956S9pQREREpBV0/ojOi/bu3YsOHTrA1NRU6ihERESkBSRvdE6ePInu3bvD1tYWgiC8cthp5cqVcHJygpGREby9vXHq1KlX1vrtt9/Qp08fDScmIiIiXSF5o5OZmQkPDw+sWLHilY9v374d48ePx/Tp03Hx4kW0bt0aXbp0wf3794s8Lz09HWfOnEHXrl1f+3q5ublIT08vciMiIqKKSRBFUZQ6xHOCIGD37t0ICgoq3Obn5wcvLy+sWrWqcFvjxo0RFBSEuXPnFm775ZdfcPDgQWzevPm1rzFz5kx88803L21PS0tD1apVy/4miIiISOPS09Nhbm7+xu9vyY/ovE5eXh4iIiIQGBhYZHtgYCDOnj1bZFtJh62mTZuGtLS0wltcXJxaMxMREZH20OqzrpKTk6FQKFCzZs0i22vWrInExMTC+2lpaTh//jx27tz5xpqGhoYwNDQsvP/8gBaHsIiIiHTH8+/tNw1MaXWj85wgCEXui6JYZJu5uTkePXpUqtrPnj0DANjZ2ZU+IBEREUni2bNnMDc3L/ZxrW50rKysIJfLixy9AYCkpKSXjvKUlq2tLeLi4mBmZvZSQ1UW6enpsLOzQ1xcnFrm/qiznjZnU3c9ZtOOesymHfWYTTvqMZt6iKKIZ8+ewdbW9rXP0+pGx8DAAN7e3jh8+DB69uxZuP3w4cN455131PIaMpkMderUUUutV6latapa/+eqs542Z1N3PWbTjnrMph31mE076jFb2b3uSM5zkjc6GRkZuH37duH9mJgYREZGwtLSEvb29pg4cSIGDBgAHx8f+Pv7Y/Xq1bh//z5GjBghYWoiIiLSBZI3OuHh4QgICCi8P3HiRADAwIEDsXHjRvTp0wcpKSmYNWsWEhIS0KRJE/z1119wcHCQKjIRERHpCMkbnXbt2r1xxvTIkSMxcuTIckqkHoaGhvj666+LnOGlLfW0OZu66zGbdtRjNu2ox2zaUY/ZypdWLRhIREREpE5avWAgERERUVmw0SEiIqIKi40OERERVVhsdIiIiKjCYqOjIStXroSTkxOMjIzg7e2NU6dOlarOyZMn0b17d9ja2kIQBOzZs6fUmebOnQtfX1+YmZnB2toaQUFBuHnzZqnrrVq1Cu7u7oULQfn7++Pvv/8udb3/ZhUEAePHjy/Vz8+cOROCIBS52djYlDrPw4cP0b9/f1SvXh0mJibw9PREREREqWo5Ojq+lE0QBIwaNapU9QoKCjBjxgw4OTnB2NgYdevWxaxZs6BUKktV79mzZxg/fjwcHBxgbGyMFi1aICwsrEQ/+6bfV1EUMXPmTNja2sLY2Bjt2rXDtWvXSlVr165d6NSpE6ysrCAIAiIjI0udLT8/H1OnToWbmxtMTU1ha2uLjz76CPHx8aV+rzNnzkSjRo1gamqKatWqoWPHjggNDS1VrRd98sknEAQBS5YsKXW2QYMGvfT717x581Jni4qKQo8ePWBubg4zMzM0b94c9+/fL1W9V+0bgiBgwYIFpaqXkZGB0aNHo06dOjA2Nkbjxo2xatWqUtV69OgRBg0aBFtbW5iYmKBz5864devWK2uV5PNWlf2hJPVU2SfeVE+VfaIk2VTZH9SNjY4GbN++HePHj8f06dNx8eJFtG7dGl26dCl2x3+dzMxMeHh4YMWKFWXOdeLECYwaNQohISE4fPgwCgoKEBgYiMzMzFLVq1OnDubNm4fw8HCEh4ejffv2eOedd4rdUUsqLCwMq1evhru7e5nquLq6IiEhofB25cqVUtV5+vQpWrZsCX19ffz999+4fv06Fi5cCAsLi1LVCwsLK5Lr8OHDAID333+/VPW+//57/Pjjj1ixYgWioqIwf/58LFiwAMuXLy9VvWHDhuHw4cP45ZdfcOXKFQQGBqJjx454+PDhG3/2Tb+v8+fPx6JFi7BixQqEhYXBxsYGb731VuE151SplZmZiZYtW2LevHklel+vq5eVlYULFy7gyy+/xIULF7Br1y5ER0ejR48epX6vDRs2xIoVK3DlyhWcPn0ajo6OCAwMxOPHj1Wu9dyePXsQGhr6xiXvS1Kvc+fORX4P//rrr1LVunPnDlq1aoVGjRrh+PHjuHTpEr788ksYGRmVqt6LmRISErB+/XoIgoB33323VPUmTJiAAwcOYPPmzYiKisKECRMwZswY/PHHHyrVEkURQUFBuHv3Lv744w9cvHgRDg4O6Nix4ys/Q0vyeavK/lCSeqrsE2+qp8o+UZJsquwPaieS2jVr1kwcMWJEkW2NGjUSP//88zLVBSDu3r27TDVelJSUJAIQT5w4obaa1apVE9euXVvqn3/27JnYoEED8fDhw2Lbtm3FcePGlarO119/LXp4eJQ6x4umTp0qtmrVSi21XmXcuHFivXr1RKVSWaqf79atmzhkyJAi23r16iX2799f5VpZWVmiXC4X9+3bV2S7h4eHOH36dJVq/ff3ValUijY2NuK8efMKt+Xk5Ijm5ubijz/+qFKtF8XExIgAxIsXL5Y626ucP39eBCDeu3dPLfXS0tJEAOKRI0dKVevBgwdi7dq1xatXr4oODg7i4sWL35iruHoDBw4U33nnnRL9/Jtq9enTp1S/a8XV+6933nlHbN++fanrubq6irNmzSqyzcvLS5wxY4ZKtW7evCkCEK9evVq4raCgQLS0tBTXrFnzxmz//bwty/7wqnovKs0+UZLvg5LuEyWpVdL9QR14REfN8vLyEBERgcDAwCLbAwMDcfbsWYlSvVpaWhoAwNLSssy1FAoFtm3bhszMTPj7+5e6zqhRo9CtWzd07NixzJlu3boFW1tbODk54YMPPsDdu3dLVWfv3r3w8fHB+++/D2trazRt2hRr1qwpcz7g39+XzZs3Y8iQIaW+qGyrVq3wzz//IDo6GgBw6dIlnD59Gl27dlW5VkFBARQKxUt/jRsbG+P06dOlyvdcTEwMEhMTi+wbhoaGaNu2rdbtG8C/+4cgCKU+cveivLw8rF69Gubm5vDw8FD555VKJQYMGIDJkyfD1dW1zHkA4Pjx47C2tkbDhg0xfPhwJCUllSrX/v370bBhQ3Tq1AnW1tbw8/Mr0xD7ix49eoT9+/dj6NChpa7RqlUr7N27Fw8fPoQoijh27Biio6PRqVMnlerk5uYCQJF9Qy6Xw8DAoET7xn8/b8u6P6jz87uk9Uq6T7ypVln3B1Wx0VGz5ORkKBSKl66uXrNmzZeuwi4lURQxceJEtGrVCk2aNCl1nStXrqBKlSowNDTEiBEjsHv3bri4uJSq1rZt23DhwgXMnTu31Hme8/Pzw6ZNm3Dw4EGsWbMGiYmJaNGiBVJSUlSudffuXaxatQoNGjTAwYMHMWLECIwdOxabNm0qc849e/YgNTUVgwYNKnWNqVOnom/fvmjUqBH09fXRtGlTjB8/Hn379lW5lpmZGfz9/TF79mzEx8dDoVBg8+bNCA0NRUJCQqkzAij8/df2fQMAcnJy8Pnnn6Nfv35luhDhvn37UKVKFRgZGWHx4sU4fPgwrKysVK7z/fffQ09PD2PHji11lhd16dIFW7ZswdGjR7Fw4UKEhYWhffv2hV/mJZWUlISMjAzMmzcPnTt3xqFDh9CzZ0/06tULJ06cKHPOn3/+GWZmZujVq1epayxbtgwuLi6oU6cODAwM0LlzZ6xcuRKtWrVSqU6jRo3g4OCAadOm4enTp8jLy8O8efOQmJj4xn3jVZ+3Zdkf1PX5rUq9ku4Tr6ulrv1BVZJfAqKi+u9f56Iolvovdk0YPXo0Ll++XOa/0p2dnREZGYnU1FTs3LkTAwcOxIkTJ1RuduLi4jBu3DgcOnSo2LF9VXTp0qXwv93c3ODv74969erh559/LryeWkkplUr4+Phgzpw5AICmTZvi2rVrWLVqFT766KMy5Vy3bh26dOnyxjkXr7N9+3Zs3rwZv/76K1xdXREZGYnx48fD1tYWAwcOVLneL7/8giFDhqB27dqQy+Xw8vJCv379cOHChVJnfJG27xv5+fn44IMPoFQqsXLlyjLVCggIQGRkJJKTk7FmzRr07t0boaGhsLa2LnGNiIgILF26FBcuXFDbv1OfPn0K/7tJkybw8fGBg4MD9u/fr1JT8XzC+zvvvIMJEyYAADw9PXH27Fn8+OOPaNu2bZlyrl+/Hh9++GGZPhOWLVuGkJAQ7N27Fw4ODjh58iRGjhyJWrVqqXTkWF9fHzt37sTQoUNhaWkJuVyOjh07FvmsKc7rPm9Lsz+o6/O7pPVU2SdeV0sd+0Np8IiOmllZWUEul7/UkSclJb3UuUtlzJgx2Lt3L44dO4Y6deqUqZaBgQHq168PHx8fzJ07Fx4eHli6dKnKdSIiIpCUlARvb2/o6elBT08PJ06cwLJly6CnpweFQlGmnKampnBzcyv2DInXqVWr1kuNW+PGjUs1ufxF9+7dw5EjRzBs2LAy1Zk8eTI+//xzfPDBB3Bzc8OAAQMwYcKEUh8Zq1evHk6cOIGMjAzExcXh/PnzyM/Ph5OTU5lyPj/rTZv3jfz8fPTu3RsxMTE4fPhwmY7mAP/+3tWvXx/NmzfHunXroKenh3Xr1qlU49SpU0hKSoK9vX3hvnHv3j1MmjQJjo6OZcr3XK1ateDg4KDy/mFlZQU9PT2N7B+nTp3CzZs3y7R/ZGdn44svvsCiRYvQvXt3uLu7Y/To0ejTpw9++OEHlet5e3sX/mGXkJCAAwcOICUl5bX7RnGft6XdH9T5+V2SeqrsE2+qpY79oTTY6KiZgYEBvL29C8+kee7w4cNo0aKFRKn+JYoiRo8ejV27duHo0aNl/uIq7jVUPfwNAB06dMCVK1cQGRlZePPx8cGHH36IyMhIyOXyMuXKzc1FVFQUatWqpfLPtmzZ8qVTJaOjo+Hg4FCmTBs2bIC1tTW6detWpjpZWVmQyYruynK5vNSnlz9namqKWrVq4enTpzh48CDeeeedMtVzcnKCjY1NkX0jLy8PJ06ckHzfAP73gX7r1i0cOXIE1atXV/trlGb/GDBgAC5fvlxk37C1tcXkyZNx8OBBteRKSUlBXFycyvuHgYEBfH19NbJ/rFu3Dt7e3mWaw5Gfn4/8/Hy17x/m5uaoUaMGbt26hfDw8FfuG2/6vFV1f1D353dJ6pV0nyhtttJ+X6iKQ1caMHHiRAwYMAA+Pj7w9/fH6tWrcf/+fYwYMULlWhkZGbh9+3bh/ZiYGERGRsLS0hL29vYq1Ro1ahR+/fVX/PHHHzAzMyv8S8Lc3BzGxsYqZ/viiy/QpUsX2NnZ4dmzZ9i2bRuOHz+OAwcOqFzLzMzspfFcU1NTVK9evVRj0J999hm6d+8Oe3t7JCUl4dtvv0V6enqphnImTJiAFi1aYM6cOejduzfOnz+P1atXY/Xq1SrXek6pVGLDhg0YOHAg9PTKtht2794d3333Hezt7eHq6oqLFy9i0aJFGDJkSKnqHTx4EKIowtnZGbdv38bkyZPh7OyMwYMHv/Fn3/T7On78eMyZMwcNGjRAgwYNMGfOHJiYmKBfv34q13ry5Anu379fuK7H8y9bGxubV66Z9Lp6tra2eO+993DhwgXs27cPCoWicP+wtLSEgYGBSvWqV6+O7777Dj169ECtWrWQkpKClStX4sGDB69cRuBN7/W/XzD6+vqwsbGBs7PzS7XeVM/S0hIzZ87Eu+++i1q1aiE2NhZffPEFrKys0LNnT5WzTZ48GX369EGbNm0QEBCAAwcO4M8//8Tx48dVzvb8My09PR07duzAwoULX1lDlXpt27bF5MmTYWxsDAcHB5w4cQKbNm3CokWLVK61Y8cO1KhRA/b29rhy5QrGjRuHoKCgl04+Ad78eft8nbCS7g8l+fxWZZ94U72CgoIS7xNvqpWZmanS/qB2Gj+vq5IKDg4WHRwcRAMDA9HLy6vUp3AfO3ZMBPDSbeDAgSrXelUdAOKGDRtKlW3IkCGF77FGjRpihw4dxEOHDpWq1quU5fTyPn36iLVq1RL19fVFW1tbsVevXuK1a9dKneXPP/8UmzRpIhoaGoqNGjUSV69eXepaoiiKBw8eFAGIN2/eLFMdURTF9PR0cdy4caK9vb1oZGQk1q1bV5w+fbqYm5tbqnrbt28X69atKxoYGIg2NjbiqFGjxNTU1BL97Jt+X5VKpfj111+LNjY2oqGhodimTRvxypUrpaq1YcOGVz7+9ddfq1zv+em4r7odO3ZM5XrZ2dliz549RVtbW9HAwECsVauW2KNHD/H8+fOleq//9abTy19XLysrSwwMDBRr1Kgh6uvri/b29uLAgQPF+/fvlzrbunXrxPr164tGRkaih4eHuGfPnlJle+6nn34SjY2NS/R796Z6CQkJ4qBBg0RbW1vRyMhIdHZ2FhcuXPjK5RzeVGvp0qVinTp1Cv/dZsyYUex+VpLPW1X2h5LUU2WfeFM9VfaJN9VSdX9QN+H/QxIRERFVOJyjQ0RERBUWGx0iIiKqsNjoEBERUYXFRoeIiIgqLDY6REREVGGx0SEiIqIKi40OERERVVhsdIiIiKjCYqNDRJXOzJkz4enpWXh/0KBBCAoKkiwPEWkOGx0i0jmJiYkYM2YM6tatC0NDQ9jZ2aF79+74559/pI5GRFqGF/UkIp0SGxuLli1bwsLCAvPnz4e7uzvy8/Nx8OBBjBo1Cjdu3JA6IhFpETY6RKRTRo4cCUEQcP78eZiamhZud3V1Lbxie1paGiZPnow9e/YgJycHPj4+WLx4MTw8PKSKTUQS4dAVEemMJ0+e4MCBAxg1alSRJuc5CwsLiKKIbt26ITExEX/99RciIiLg5eWFDh064MmTJxKkJiIpsdEhIp1x+/ZtiKKIRo0aFfucY8eO4cqVK9ixYwd8fHzQoEED/PDDD7CwsMDvv/9ejmmJSBtw6IqIdIYoigAAQRCKfU5ERAQyMjJQvXr1Ituzs7Nx584djeYjIu3DRoeIdEaDBg0gCAKioqKKPR1cqVSiVq1aOH78+EuPWVhYaDQfEWkfNjpEpDMsLS3RqVMnBAcHY+zYsS/N00lNTYWXlxcSExOhp6cHR0dHaYISkdbgHB0i0ikrV66EQqFAs2bNsHPnTty6dQtRUVFYtmwZ/P390bFjR/j7+yMoKAgHDx5EbGwszp49ixkzZiA8PFzq+ERUznhEh4h0ipOTEy5cuIDvvvsOkyZNQkJCAmrUqAFvb2+sWrUKgiDgr7/+wvTp0zFkyBA8fvwYNjY2aNOmDWrWrCl1fCIqZ4L4fHYfERERUQXDoSsiIiKqsNjoEBERUYXFRoeIiIgqLDY6REREVGGx0SEiIqIKi40OERERVVhsdIiIiKjCYqNDREREFRYbHSIiIqqw2OgQERFRhcVGh4iIiCqs/wPruZLKrIhtOAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(ion_number_density_ctardis_final.T.iloc[:, 1], label='H II (ctardis third iter)')\n", + "plt.plot(ion_pops.T.iloc[:, 1], label='H II (NLTE)', ls=\"--\")\n", + "plt.xlabel(\"Cell\")\n", + "plt.ylabel(\"H II Ion Number Density\")\n", + "plt.semilogy()\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Percentage Residuals of H I NLTE vs H I CTARDIS')" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "residuals = ((ion_pops.T.iloc[:, 0].values - ion_number_density_ctardis_final.T.iloc[:, 0].values) / ion_number_density_ctardis_final.T.iloc[:, 0].values) * 100\n", + "plt.plot(residuals, label='Percentage Residuals (H I NLTE - H I CTARDIS)')\n", + "plt.xlabel('Index')\n", + "plt.ylabel('Percentage Residuals (%)')\n", + "plt.title('Percentage Residuals of H I NLTE vs H I CTARDIS')" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Percentage Residuals of H II NLTE vs H II CTARDIS')" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "residuals_hii = ((ion_pops.T.iloc[:, 1].values - ion_number_density_ctardis_final.T.iloc[:, 1].values) / ion_number_density_ctardis_final.T.iloc[:, 1].values) * 100\n", + "plt.plot(residuals_hii, label='Percentage Residuals (H II NLTE - H II CTARDIS)')\n", + "plt.xlabel('Index')\n", + "plt.ylabel('Percentage Residuals (%)')\n", + "plt.legend()\n", + "plt.title('Percentage Residuals of H II NLTE vs H II CTARDIS')" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Percentage Residuals of e NLTE vs e ctardis')" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "electron_densities_ctardis = pd.read_csv(ctardis_path+\"electron_densities_ctardis_result.csv\", index_col=0, header=None)\n", + "\n", + "residuals_electron= ((electron_densities - electron_densities_ctardis[1]) / electron_densities_ctardis[1]) * 100\n", + "plt.plot(residuals_electron, label='Percentage Residuals (e NLTE - e ctardis)')\n", + "plt.xlabel('Index')\n", + "plt.ylabel('Percentage Residuals (%)')\n", + "plt.legend()\n", + "plt.title('Percentage Residuals of e NLTE vs e ctardis')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tardis", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 102c1b658b62d9122443bd9446cf982d12f60b79 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 14 Jul 2025 13:02:05 -0400 Subject: [PATCH 41/56] Fix calculation of level population ratio, handle Lyman continuum for recombination --- tardis/plasma/equilibrium/rates/photoionization_rates.py | 5 +++-- .../plasma/equilibrium/rates/photoionization_strengths.py | 7 ++++++- 2 files changed, 9 insertions(+), 3 deletions(-) diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 8eb1b9e9821..5de444809bf 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -84,8 +84,9 @@ def solve( level_boltzmann_factor / partition_function ) - level_population_ratio = lte_level_population / ( - lte_ion_population * electron_energy_distribution.number_density + level_population_ratio = lte_level_population.values / ( + lte_ion_population.values + * electron_energy_distribution.number_density ) # used to scale the photoionization rate because we keep the level population diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index ddb90b2031e..3b3e6c52481 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -103,11 +103,16 @@ def solve(self, electron_temperature): ) ) - return pd.DataFrame( + spontaneous_recombination_rate_coeff_df = pd.DataFrame( spontaneous_recombination_rate_coeff_integrated, index=self.photoionization_index, ) + # Lymann continuum handling + spontaneous_recombination_rate_coeff_df.loc[(1, 0, 0)] = 0.0 + + return spontaneous_recombination_rate_coeff_df + class AnalyticPhotoionizationCoeffSolver(SpontaneousRecombinationCoeffSolver): def __init__( From 7cf6da32b1abab2da39edc5e5cc13bd547c75fdd Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 14 Jul 2025 13:03:51 -0400 Subject: [PATCH 42/56] Remove incorrect comparison notebook --- .../tardis_solver_ctardis_compare.ipynb | 1983 ----------------- 1 file changed, 1983 deletions(-) delete mode 100644 docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb diff --git a/docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb b/docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb deleted file mode 100644 index c9855beda74..00000000000 --- a/docs/physics/plasma/equilibrium/tardis_solver_ctardis_compare.ipynb +++ /dev/null @@ -1,1983 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Rates using CMFGEN data" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/afullard/tardis/tardis/__init__.py:24: UserWarning: Astropy is already imported externally. Astropy should be imported after TARDIS.\n", - " warnings.warn(\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3f39ffab107b49c5aa96b7fb4c6148f2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Iterations: 0/? [00:00" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(dpi=150)\n", - "plt.plot(modern_atom.loc[1,0,:][\"nu\"], modern_atom.loc[1,0,:][\"x_sect\"], \"o\", label=\"latest data (4350 pts)\", alpha=0.5)\n", - "plt.plot(ctardis_atom.loc[1,0,:][\"nu\"], ctardis_atom.loc[1,0,:][\"x_sect\"], \"x\", label=\"ctardis (6000 pts)\", alpha=0.1)\n", - "plt.xlabel(\"Frequency\")\n", - "plt.ylabel(\"cross section\")\n", - "plt.loglog()\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.electron_energy_distribution import (\n", - " ThermalElectronEnergyDistribution,\n", - ")\n", - "\n", - "cmfgen_radiative_rate_solver = get_radiative_rate_solver(cmfgen_radiative_transitions)\n", - "\n", - "cmfgen_collisional_rate_solver = get_cmfgen_collisional_rate_solver(cmfgen_atom_data, cmfgen_radiative_transitions)\n", - "\n", - "# need a better way to make a custom radiation field where the intensity is zero\n", - "# in specific locations as desired\n", - "rad_field = DilutePlanckianRadiationField(np.ones(24) * 10000 * u.K, #9984.96131287 * u.K, \n", - " dilution_factor=np.array(\n", - " [ 0.18635244, 0.15938095, 0.11736085, 0.34665656, 0.32265696,\n", - " 0.30224056, 0.28436446, 0.26841929, 0.2540108 , 0.24086562,\n", - " 0.22878441, 0.21761613, 0.20724285, 0.1975702 , 0.18852112,\n", - " 0.18003167, 0.17204798, 0.16452412, 0.15742053, 0.15070279,\n", - " 0.14434073, 0.13830767, 0.13257993, 0.12856901]))\n", - "\n", - "electron_dist = ThermalElectronEnergyDistribution(0, np.ones(24) * 10000 * u.K, #9984.96131287 * u.K, \n", - " np.array(\n", - " [ 2.20677509e+09, 1.62501734e+09, 1.22615668e+09,\n", - " 9.43891936e+08, 7.38550008e+08, 5.87500741e+08,\n", - " 4.72954413e+08, 3.82162389e+08, 3.08702916e+08,\n", - " 2.49243299e+08, 2.01203976e+08, 1.62424770e+08,\n", - " 1.31111090e+08, 1.05846840e+08, 8.54394007e+07,\n", - " 6.89750790e+07, 5.56796014e+07, 4.49524605e+07,\n", - " 3.62858202e+07, 2.92940480e+07, 2.36477502e+07,\n", - " 1.90900977e+07, 1.54111736e+07, 1.24410890e+07] )* u.cm**-3)\n", - "\n", - "temperature = electron_dist.temperature" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "rate_solvers = [(cmfgen_radiative_rate_solver, \"radiative\"), (cmfgen_collisional_rate_solver, \"electron\")]\n", - "\n", - "lte_rate_solvers = [(cmfgen_collisional_rate_solver, \"electron\")]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "rad_rates = cmfgen_radiative_rate_solver.solve(rad_field)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "col_rates = cmfgen_collisional_rate_solver.solve(electron_dist.temperature)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Comparison to cTARDIS rate calculations\n", - "\n", - "Previous rates were calculated using \n", - "\n", - "cTARDIS" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "photoionization_coeff_ctardis = pd.read_csv(\"/home/afullard/tardis-chvogl-configs/rate_coefficients.csv\", index_col=[0, 1, 2], skiprows=16)\n", - "uncorrected_photoionization_coeff_ctardis = pd.read_csv(\"/home/afullard/tardis-chvogl-configs/uncorrected_photoion_coeff.csv\", index_col=[0, 1, 2])" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "spontaneous_recombination_coeff_solver = SpontaneousRecombinationCoeffSolver(cmfgen_atom_data.photoionization_data,)\n", - "photoionization_coeff_solver = AnalyticPhotoionizationCoeffSolver(cmfgen_atom_data.photoionization_data,)\n", - "\n", - "spontaneous_recombination_rate = spontaneous_recombination_coeff_solver.solve(temperature)\n", - "photoionization_rate_coeff, stimulated_recombination_rate_coeff = photoionization_coeff_solver.solve(rad_field, temperature)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Current differences:\n", - "- Atomic data for ctardis is 6000 rows and covers a smaller frequency range (but seems to have the same slope)\n", - "- ~~Integrated (summed) J_nu (mean intensity for the dilute radiation field) is different by a factor of ~2. Raw values for individual frequencies seem similar~~\n", - "- Correction factor is very different (need to use correct number densities)\n", - "- ~~Prefactor alpha_k(nu) seems different but could be due to data range~~\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#plt.plot(photoionization_coeff_ctardis[\"0\"].to_numpy(), label=\"ctardis\")\n", - "plt.plot(uncorrected_photoionization_coeff_ctardis[\"0\"].to_numpy(), label=\"ctardis uncorrected\")\n", - "plt.plot(photoionization_rate_coeff[0].to_numpy(), label=\"TARDIS\")\n", - "plt.semilogy()\n", - "plt.xlabel(\"Level\")\n", - "plt.ylabel(\"Photoionization coefficient\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.0, 5.0)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot((photoionization_rate_coeff[0].to_numpy() - uncorrected_photoionization_coeff_ctardis[\"0\"].to_numpy()) / (uncorrected_photoionization_coeff_ctardis[\"0\"].to_numpy() + photoionization_rate_coeff[0].to_numpy()) * 100)\n", - "plt.xlabel(\"Level\")\n", - "plt.ylabel(\"Percent difference\")\n", - "plt.ylim(0, 5)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df1 = photoionization_coeff_ctardis.groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "df2 = photoionization_rate_coeff.groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "\n", - "plt.plot(df1.T, label=\"ctardis\")\n", - "plt.plot(df2.T, label=\"TARDIS\")\n", - "plt.xlabel(\"Cell\")\n", - "plt.ylabel(\"Photoionization coefficient\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(df1.T.to_numpy() / df2.T.to_numpy(), label=\"ctardis / TARDIS\")\n", - "plt.xlabel(\"Cell\")\n", - "plt.ylabel(\"Photoionization coefficient ratio\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "ctardis_path = \"/home/afullard/tardis-chvogl-configs/\"\n", - "\n", - "ion_number_density_ctardis = pd.read_csv(ctardis_path+\"ion_density.csv\", index_col=[0, 1])\n", - "lte_ion_number_density_ctardis = pd.read_csv(ctardis_path+\"lte_ion_number_density.csv\", index_col=[0, 1])\n", - "\n", - "level_number_density_ctardis = pd.read_csv(ctardis_path+\"level_pop.csv\", index_col=[0])\n", - "lte_level_number_density_ctardis = pd.read_csv(ctardis_path+\"lte_level_pop.csv\", index_col=[0])\n", - "\n", - "correction_factor_ctardis = pd.read_csv(ctardis_path+\"correction_factor_ctardis.csv\", index_col=[0])\n", - "\n", - "recomb_coeff_ctardis = pd.read_csv(ctardis_path+\"recombination_coeff.csv\", index_col=[0, 1, 2])" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import networkx as nx\n", - "\n", - "G = nx.read_graphml(ctardis_path+\"plasma_graph.gml\")\n", - "pos = nx.nx_agraph.graphviz_layout(G, prog='dot')\n", - "\n", - "# Draw the graph\n", - "plt.figure(figsize=(12, 12))\n", - "nx.draw(G, pos, with_labels=True, node_size=500, node_color='lightblue', font_size=8, font_color='black', edge_color='gray')\n", - "plt.title('Plasma Graph')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Build custom property collection" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Zeta_data missing - replaced with 1s. Missing ions: []\n", - "Zeta_data missing - replaced with 1s. Missing ions: []\n" - ] - } - ], - "source": [ - "plasma_solver_factory = PlasmaSolverFactory(cmfgen_atom_data2, config)\n", - "plasma_solver_factory.prepare_factory([1],\"tardis.plasma.properties.property_collections\" )\n", - "cmfgen_plasma = plasma_solver_factory.assemble(cmfgen_sim_state.elemental_number_density, rad_field, cmfgen_sim_state.time_explosion, electron_dist.number_density, link_t_rad_t_electron=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Custom Ion LTE\n", - "\n", - "Differences: Phi at electron temp is VERY CLOSE, LTE partition function is SAME, basic elemental number density is VERY CLOSE, electron densities are VERY CLOSE\n", - "\n", - "LTE and \"non-LTE\" ion pops in TARDIS plasma are identical right now!" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.properties.ion_population import IonNumberDensity\n", - "\n", - "class LTEIonNumberDensity(IonNumberDensity):\n", - " outputs = ('lte_ion_number_density', )\n", - " latex_name = ('N_{i,j}^*',)\n", - "\n", - " def calculate(self, phi_Te, lte_partition_function_Te, number_density, electron_densities, block_ids, ion_threshold):\n", - " return self.calculate_with_n_electron(\n", - " phi_Te, lte_partition_function_Te, number_density, electron_densities, block_ids, ion_threshold)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Custom level LTE" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Check input values for calculations use LTE or \"NLTE\" quantities as appropriate\n", - "\n", - "Check precisely what step values are sourced from- are these first iteration or not?\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.properties.level_population import (\n", - " LevelNumberDensity,\n", - ")\n", - "\n", - "class LTELevelNumberDensity(LevelNumberDensity):\n", - " outputs = ('lte_level_number_density',)\n", - " latex_name = ('N_{i,j,k}^*',)\n", - "\n", - " def _calculate_dilute_lte(self, lte_level_boltzmann_factor_Te, lte_ion_number_density,\n", - " levels, lte_partition_function_Te):\n", - " return super(LTELevelNumberDensity, self)._calculate_dilute_lte(\n", - " lte_level_boltzmann_factor_Te, lte_ion_number_density, levels, lte_partition_function_Te)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "lte_ion_number_density = LTEIonNumberDensity(cmfgen_plasma,\n", - " electron_densities=cmfgen_plasma.electron_densities\n", - " ).calculate(\n", - " cmfgen_plasma.thermal_phi_lte,\n", - " cmfgen_plasma.thermal_lte_partition_function,\n", - " cmfgen_sim_state.elemental_number_density,\n", - " cmfgen_plasma.electron_densities,\n", - " None, 1e-20)[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "lte_level_number_density = LTELevelNumberDensity(cmfgen_plasma\n", - " ).calculate(\n", - " cmfgen_plasma.thermal_lte_level_boltzmann_factor,\n", - " lte_ion_number_density,\n", - " cmfgen_plasma.levels,\n", - " cmfgen_plasma.thermal_lte_partition_function)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### NB- not really a \"Saha Factor\", this is $\\Phi_{i,\\kappa}$ as defined in Lucy 03 Eq 14" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "saha_factor = lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1] / (\n", - " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1].values\n", - " * electron_dist.number_density.value\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "(ion_number_density_ctardis[\"0\"] / lte_ion_number_density_ctardis[\"0\"]).plot()\n", - "(cmfgen_plasma.ion_number_density[0] / lte_ion_number_density[0]).plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ion_number_density_ctardis[\"0\"].plot(logy=True)\n", - "cmfgen_plasma.ion_number_density[0].plot(logy=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "photoion_boltzmann_factor = photoionization_coeff_solver.calculate_photoionization_boltzmann_factor(electron_dist.temperature)\n", - "\n", - "photoion_boltzmann_factor = pd.DataFrame(photoion_boltzmann_factor, index=photoionization_coeff_solver.common_prefactor.index)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "ctardis_ratio = pd.read_csv(ctardis_path+\"lte_nonlte_ratio.csv\", index_col=[0])\n", - "tardis_ratio = (cmfgen_plasma.ion_number_density / lte_ion_number_density) * (lte_level_number_density / cmfgen_plasma.level_number_density)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All parts of the correction factor seem to match- but it returns nonsensical negative results" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [], - "source": [ - "correction_factor_tardis = 1 - (cmfgen_plasma.ion_number_density.loc[1,1] / lte_ion_number_density.loc[1,1]) * (lte_level_number_density / cmfgen_plasma.level_number_density) * photoion_boltzmann_factor" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(ctardis_atom.loc[1,0,:][\"nu\"], correction_factor_tardis[0][:6000], \"x\", label=\"TARDIS\")\n", - "plt.plot(ctardis_atom.loc[1,0,:][\"nu\"], correction_factor_ctardis[\"0\"], \".\", label=\"ctardis\")\n", - "plt.xlim(1e12, 1e17)\n", - "plt.semilogx()\n", - "plt.xlabel(\"Frequency\")\n", - "plt.ylabel(\"Correction factor\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "charge_conservation_row = []\n", - "for atomic_number in [1]:\n", - " charge_conservation_row.append(np.arange(0, atomic_number + 1))\n", - "charge_conservation_row = np.hstack([*charge_conservation_row, -1])" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 0, 1, -1])" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "charge_conservation_row" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.equilibrium.rates import AnalyticPhotoionizationRateSolver\n", - "\n", - "photoionization_rate_solver = AnalyticPhotoionizationRateSolver(cmfgen_atom_data.photoionization_data)\n", - "corr_photoion_coeff_solver = AnalyticCorrectedPhotoionizationCoeffSolver(cmfgen_atom_data.photoionization_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "corr_photoion_coeff = corr_photoion_coeff_solver.solve(\n", - " rad_field,\n", - " electron_dist.temperature,\n", - " lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1],\n", - " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", - " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "estimated_photoion_coeff_ctardis = pd.read_csv(ctardis_path+\"estimated_photoion_coeff.csv\", index_col=[0, 1, 2])" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df1 = photoionization_coeff_ctardis.groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "df2 = corr_photoion_coeff.groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "df3 = estimated_photoion_coeff_ctardis.groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "\n", - "\n", - "plt.plot(df1.T, label=\"ctardis\")\n", - "plt.plot(df2.T, label=\"TARDIS\")\n", - "plt.plot(df3.T, label=\"ctardis estimated\")\n", - "plt.xlabel(\"Cell\")\n", - "plt.ylabel(\"Photoionization coefficient\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_172548/3826348831.py:5: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", - " plt.legend()\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot((df1.T.values - df2.T.values)/df2.T.values * 100)\n", - "#plt.plot(df3.T, label=\"TARDIS\")\n", - "plt.xlabel(\"Cell\")\n", - "plt.ylabel(\"Photoionization coefficient percent difference\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.equilibrium.rates import SpontaneousRecombinationCoeffSolver\n", - "\n", - "recomb_rate_solver = SpontaneousRecombinationCoeffSolver(cmfgen_atom_data.photoionization_data)\n", - "\n", - "recomb_coeff = recomb_rate_solver.solve(electron_dist.temperature)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "df1 = recomb_coeff_ctardis.groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "df2 = recomb_coeff.groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "\n", - "df3 = (recomb_coeff * saha_factor).groupby(\n", - " level=(\"atomic_number\", \"ion_number\")\n", - " ).sum()\n", - "\n", - "plt.plot(df1.T, label=\"ctardis\")\n", - "#plt.plot(df2.T, label=\"TARDIS\")\n", - "plt.plot(df3.T, label=\"TARDIS 2\")\n", - "plt.xlabel(\"Cell\")\n", - "plt.ylabel(\"Recombination coefficient\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Corrected photoionization rates\n", - "\n", - "DO NOT match estimated rates from ctardis at all" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "level_pop_fraction_ctardis = pd.read_csv(ctardis_path+\"level_pop_fractions.csv\", index_col=[0, 1, 2])\n", - "level_pop_fraction_ctardis.columns = level_pop_fraction_ctardis.columns.astype(int)\n", - "\n", - "level_pop_fraction_ctardis[0].T.plot(logy=True)\n", - "(cmfgen_plasma.level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)\n", - "#(cmfgen_plasma.thermal_lte_level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)\n", - "#(cmfgen_plasma.general_level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot((estimated_photoion_coeff_ctardis.values * level_pop_fraction_ctardis.values).sum(axis=0).T)\n", - "plt.plot((estimated_photoion_coeff_ctardis.values * cmfgen_plasma.level_boltzmann_factor.loc[1,0].values).sum(axis=0).T)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "boltzmann_factor_ctardis = pd.read_csv(ctardis_path+\"level_boltzmann_factor_ctardis.csv\", index_col=[0, 1, 2])\n", - "boltzmann_factor_ctardis.columns = boltzmann_factor_ctardis.columns.astype(int)\n", - "\n", - "photoion_rates, recomb_rates = photoionization_rate_solver.solve(rad_field, electron_dist, lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1], \n", - " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", - " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " 1.0,\n", - " boltzmann_factor_ctardis,\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "photoion_rates_ctardis = pd.read_csv(ctardis_path+\"photoion_tot.csv\", index_col=[0, 1])\n", - "photoion_rates_ctardis.columns = photoion_rates_ctardis.columns.astype(int)\n", - "\n", - "photoion_rates_ctardis.reset_index(inplace=True)\n", - "\n", - "photoion_rates_ctardis[\"ion_number_destination\"] = photoion_rates_ctardis[\"ion_number\"] + 1\n", - "photoion_rates_ctardis[\"ion_number_source\"] = photoion_rates_ctardis[\"ion_number\"]\n", - "photoion_rates_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", - "\n", - "photoion_rates_ctardis = photoion_rates_ctardis.iloc[:-1]\n", - "\n", - "photoion_rates_ctardis.T.plot(label=\"ctardis\", ls = \":\")\n", - "photoion_rates.sum().plot(label=\"TARDIS\",legend=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "recomb_rates_ctardis = pd.read_csv(ctardis_path+\"recomb_tot.csv\", index_col=[0, 1])\n", - "recomb_rates_ctardis.columns = recomb_rates_ctardis.columns.astype(int)\n", - "\n", - "recomb_rates_ctardis.reset_index(inplace=True)\n", - "\n", - "recomb_rates_ctardis[\"ion_number_destination\"] = recomb_rates_ctardis[\"ion_number\"]\n", - "recomb_rates_ctardis[\"ion_number_source\"] = recomb_rates_ctardis[\"ion_number\"] + 1\n", - "\n", - "recomb_rates_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", - "\n", - "recomb_rates_ctardis = recomb_rates_ctardis.iloc[:-1]\n", - "\n", - "recomb_rates_ctardis.T.plot()\n", - "(recomb_rates.sum() / electron_dist.number_density).plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Collisional rates\n", - "\n", - "Match both pre- and post- estimator rates from ctardis" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.equilibrium.rate_matrix import IonRateMatrix\n", - "from tardis.plasma.equilibrium.rates import CollisionalIonizationRateSolver\n", - "\n", - "collisional_rate_solver = CollisionalIonizationRateSolver(cmfgen_atom_data.photoionization_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "coll_ion_rates, coll_recomb_rates = collisional_rate_solver.solve(\n", - " electron_dist, \n", - " saha_factor, \n", - " 1.0,\n", - " boltzmann_factor_ctardis,)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tardis_coll_ion = coll_ion_rates.groupby(level=(\"atomic_number\", \"ion_number\")).sum().T\n", - "coll_ion_coeff_ctardis = pd.read_csv(ctardis_path+\"coll_ion_total.csv\", index_col=[0, 1])\n", - "coll_ion_coeff_ctardis.columns = coll_ion_coeff_ctardis.columns.astype(int)\n", - "\n", - "coll_ion_coeff_ctardis.reset_index(inplace=True)\n", - "\n", - "coll_ion_coeff_ctardis[\"ion_number_source\"] = coll_ion_coeff_ctardis[\"ion_number\"]\n", - "coll_ion_coeff_ctardis[\"ion_number_destination\"] = coll_ion_coeff_ctardis[\"ion_number\"] + 1\n", - "\n", - "coll_ion_coeff_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", - "\n", - "\n", - "ctardis_coll_ion = (coll_ion_coeff_ctardis.groupby(level=(\"atomic_number\", \"ion_number\")).sum() * electron_dist.number_density).T\n", - "\n", - "plt.plot(tardis_coll_ion, label=\"TARDIS\")\n", - "plt.plot(ctardis_coll_ion, label=\"ctardis\", ls=':')" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tardis_coll_recomb = coll_recomb_rates.groupby(level=(\"atomic_number\", \"ion_number\")).sum().T\n", - "coll_recomb_coeff_ctardis = pd.read_csv(ctardis_path+\"coll_recomb_coeff_ctardis.csv\", index_col=[0, 1, 2])\n", - "coll_recomb_coeff_ctardis = coll_recomb_coeff_ctardis.groupby(level=(\"atomic_number\", \"ion_number\")).sum() * electron_dist.number_density **2\n", - "coll_recomb_coeff_ctardis.columns = coll_recomb_coeff_ctardis.columns.astype(int)\n", - "\n", - "coll_recomb_coeff_ctardis.reset_index(inplace=True)\n", - "\n", - "coll_recomb_coeff_ctardis[\"ion_number_source\"] = coll_recomb_coeff_ctardis[\"ion_number\"] + 1\n", - "coll_recomb_coeff_ctardis[\"ion_number_destination\"] = coll_recomb_coeff_ctardis[\"ion_number\"]\n", - "\n", - "coll_recomb_coeff_ctardis.set_index(['atomic_number', 'ion_number', 'ion_number_source', 'ion_number_destination'], inplace=True)\n", - "\n", - "\n", - "ctardis_coll_recomb = coll_recomb_coeff_ctardis.T\n", - "\n", - "plt.plot(tardis_coll_recomb, label=\"TARDIS\")\n", - "plt.plot(ctardis_coll_recomb, label=\"ctardis\", ls=':')" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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atomic_numberion_numberion_number_sourceion_number_destination
10100.0020570.0011150.0006350.0003760.000230.0001460.0000940.0000620.000040.000026...0.0000030.0000020.0000018.534125e-075.560655e-073.624189e-072.361738e-071.539105e-071.003052e-076.536855e-08
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1 rows × 24 columns

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" - ], - "text/plain": [ - " 0 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.002057 \n", - "\n", - " 1 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.001115 \n", - "\n", - " 2 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000635 \n", - "\n", - " 3 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000376 \n", - "\n", - " 4 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.00023 \n", - "\n", - " 5 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000146 \n", - "\n", - " 6 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000094 \n", - "\n", - " 7 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000062 \n", - "\n", - " 8 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.00004 \n", - "\n", - " 9 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000026 \n", - "\n", - " ... \\\n", - "atomic_number ion_number ion_number_source ion_number_destination ... \n", - "1 0 1 0 ... \n", - "\n", - " 14 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000003 \n", - "\n", - " 15 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000002 \n", - "\n", - " 16 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 0.000001 \n", - "\n", - " 17 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 8.534125e-07 \n", - "\n", - " 18 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 5.560655e-07 \n", - "\n", - " 19 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 3.624189e-07 \n", - "\n", - " 20 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 2.361738e-07 \n", - "\n", - " 21 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 1.539105e-07 \n", - "\n", - " 22 \\\n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 1.003052e-07 \n", - "\n", - " 23 \n", - "atomic_number ion_number ion_number_source ion_number_destination \n", - "1 0 1 0 6.536855e-08 \n", - "\n", - "[1 rows x 24 columns]" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "coll_recomb_coeff_ctardis" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [], - "source": [ - "class dummyphotoionratesolver:\n", - " def __init__(self, ctardis_photoion_rates, ctardis_recomb_rates):\n", - " self.photoion_rates = ctardis_photoion_rates\n", - " self.recomb_rates = ctardis_recomb_rates\n", - " def solve(self, rad_field, electron_dist, level_population, lte_level_population, lte_ion_number_density=None, ion_number_density=None, x=None, y=None):\n", - " return self.photoion_rates, self.recomb_rates\n", - "\n", - "dummy_rate_solver = dummyphotoionratesolver(photoion_rates_ctardis, recomb_rates_ctardis * electron_dist.number_density)\n", - "dummy_col_rate_solver = dummyphotoionratesolver(coll_ion_rates, coll_recomb_coeff_ctardis)\n", - "\n", - "ion_rate_matrix_solver = IonRateMatrix(dummy_rate_solver, collisional_rate_solver)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Ion rate matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [], - "source": [ - "ion_rate_matrix = ion_rate_matrix_solver.solve(rad_field, electron_dist, lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1], \n", - " cmfgen_plasma.level_number_density.loc[cmfgen_plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", - " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " cmfgen_plasma.ion_number_density.loc[cmfgen_plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", - " 1.0,\n", - " boltzmann_factor_ctardis,\n", - " charge_conservation=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([array([[ 0.00000000e+00, 1.00000000e+00, -1.00000000e+00],\n", - " [-4.00623411e+01, 2.79598601e-03, 0.00000000e+00],\n", - " [ 1.00000000e+00, 1.00000000e+00, 0.00000000e+00]])],\n", - " dtype=object)" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ion_rate_matrix[0].values" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Charge exchange rates mean that we cannot normalize the population vector\n", - "\n", - "Look up ground state number conservation- replaced with highes or lowest number density. Mihalas. Check original stellar atmosphere book instead of newer for NLTE" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Ion population solver converged after 4 iterations.\n" - ] - } - ], - "source": [ - "from tardis.plasma.equilibrium.ion_populations import IonPopulationSolver\n", - "\n", - "solver = IonPopulationSolver(ion_rate_matrix_solver)\n", - "\n", - "ion_pops, electron_densities = solver.solve(\n", - " rad_field,\n", - " electron_dist,\n", - " cmfgen_sim_state.elemental_number_density,\n", - " lte_level_number_density,\n", - " cmfgen_plasma.level_number_density,\n", - " lte_ion_number_density,\n", - " cmfgen_plasma.ion_number_density,\n", - " 1.0,\n", - " boltzmann_factor_ctardis,\n", - " charge_conservation=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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vf7YV6+n/4/dv+hDhoUFXrJB3YAkuvrYUFeg5tjla7ZCFEKJcZs6cydixY2+7zxtvvEFcXFzpw9vbm08++aRM25WSEk2bNi3THhcXx+7du+/HW7mtgoI7+/JoaWmJq6vrHR/36aefZubMmXcbltEwmuSkutzWKQ83azeGNxjOl72/JbZPcwBy/lpB0IOGZQCOb48hL7tQzRCFEOVVkG14XDsXoajA0FaUf/N9r+3GLy40tBXm3dm+VciRI0eIiIhgwIABt93PxsYGd3f30odOp8PW1vaGNgATE5My7e7u7jg7O9/2+KtXr6Z169ZYWFjg7OzM8OHDAcOdgYsXLzJx4sTSXhiA5ORkHn/8cby9vbGysqJZs2YsWbKkzDG7d+/O+PHjmTRpEs7OzvTu3RuAdevW0bBhQywtLenRo8cNawpdf1vn2LFj9OjRA1tbW2rVqkVQUBCHDh0q3T548GAOHDjA+fPnb/sejZ3RJCfV9bbOnWr1+HiyLMA6KZtaacdx9LSmMK+Y49ti1A5NCFEen3kaHjnJV9v2fGtoW/dG2X2/9DO0p1/TS3pgnqFt9fiy+85oZmhPOn21LWRxxcd/D3bu3EnDhg1VnWn5zz//MHz4cAYMGMDRo0fZsmVL6fIpf//99w29NGCYgRIUFMTatWs5ceIEzz//PKNGjWL//v1ljr1w4UJMTEwIDg7mxx9/JDo6muHDh9O/f39CQkIYO3bsDRXUr/fkk0/i7e3NwYMHSyuum5qalm6vXbs2rq6uNyyoW91UShE2UfFa1+7E/CB7OgencW7hbFq/8gMb55/k+NZoWvb0wcxS/lcKISrG2rVrsbGxKdNWETWmIiMj8fT0vOfjXCs0NPSGWB977DHmz59/0/3/7//+j8cee6zMsigtWrQAwNHRsUwvzRVeXl688cbVxPGVV15h/fr1LFu2jHbt2pW2+/n5MW3atNLn7733HvXq1WP69OloNBoaNWpEaGgoX3zxxS3fT1RUFG+++WbpuJkGDRrcsI+Xl9d9W9VZLXJFMxIajQb7ESMg+EdsD5zCx6MYezcr0hJyCN0RQ9CDddQOUQhxJ96LNfzX1OpqW8fXoP1LoL3uI/nNkrINJtcsWdH2OQgaDZrrVi6fEHrjvi2fvKsQe/ToUWbxVoD9+/czcuTIuzreFbm5uRVe86VRo0asXr26TJutre0t9w8JCeG5554r1zmKi4v5/PPPWbp0KZcuXSpdkNba2rrMftcvYBseHk779u3LVE3v0KHDbc81adIkxo4dy2+//UavXr145JFHqF+/fpl9LC0tycnJKdd7MDZGc1unJo45uV6fbk8TVluLVoGzv82mdT/D9OyQzdEU5lftyrlCiBJm1obHtct8mJgZ2kzMb77vtZWjdaaGNlOLO9v3LlhbW+Pn51fm4eXldVfHupazszOpqan3fJxrmZmZ3RDr7SqSW1qWf22yr7/+munTp/PWW2+xdetWQkJC6Nu37w2DXq9PVu6mxumUKVM4efIkAwYMYOvWrfj7+7NixYoy+6SkpODi4lLuYxsTo0lOavqYEwA7cztS+hoy84KV/+DX0olaLpbkZRVyYucllaMTQojbCwwM5NSpU3d10a4ozZs3Z8uWLbfcbmZmdsMtrF27djFkyBBGjhxJixYtqFevHmfPnv3Pc/n7+7Nv374ybdc/v5mGDRsyceJENm7cyPDhw/nll19Kt+Xl5XHu3LnSWmPVldEkJ8Kg3WOvkW4FVml5XN76L0EPGnpPjm6KoqhAek+EEFVXjx49yM7O5uTJkzdsu1Jt/NpHVlbWfx6zqKiI+Pj4Mo+EhIRb7v/RRx+xZMkSPvroI8LDwwkNDS0zTqROnTrs3LmTS5cukZSUBBjGkmzatIk9e/YQHh7OCy+8cMMacjczbtw4zp07x6RJkzh9+jS///57mZpg18vNzWX8+PFs376dixcvEhwczMGDB2nSpEnpPvv27cPc3Pw/bw8ZO0lOjEwzj0COtTNMk4tc+CON2rlj42hObkYBYcGxKkcnhBC35uTkxPDhw1m8+MZZRFeqjV/7uHYK7a2cPHkSDw+PMo/bVSTv3r07y5YtY/Xq1bRs2ZIHHnigzKybTz75hMjISOrXr1966+TDDz+kVatW9O3bl+7du+Pu7n7TQnXX8/X15a+//mLNmjW0aNGCH374gc8+++yW++t0OpKTk3nqqado2LAhjz76KP369SszeHfJkiU8+eSTWFlZ3fI41cE9LfynBmNc+K+irdjxAw1f+BYtUG/Des5G6tix5AzW9uaM+rQDOlPJOYVQmyz8d3OhoaH06tWLiIiI2w5cFTe6fPkyjRs35tChQ9StW1ftcG6qohb+M5qrmAyIvapPx1GcqG8YqR/+y3c07uiBtZ0Z2Wn5nNoXp3J0Qghxa82aNWPatGnVfipsZbhw4QKzZ8+usolJRTKa5EQGxF5lbWpN1sDOAOjXbkarFBPYx9CNeXj9RYqLq/+iUEII4zV69GiaNWumdhhGp23btowYMULtMO4Lo0lORFmdHnqVJFuwzCogdu3f+HfxxNLWlMzkPM7sv/VgMCGEEKKqk+TESDV29edkRw8AYn6bj6mZjpa9DWvuHF4fiV5vVEOJhBBCiFKSnBgxnyeeplgDduGXyDl9moCuXphbm5CemEvEIek9EUIIYZwkOTFiPYMe4VgjQwXI8F++xczChJY9DcuIH/r3Ior0ngghhDBCRpOcyGydG1mYWFAwuAcAug270Ofk0KyHYRHA1Lhszh29rHKEQgghRPkZTXIis3VurtuwV4m3B/PcIqJW/IG5pQnNe3gDcOjfSFXLRAshhBB3w2iSE3Fz9Rzqc7qrYRpx/O8LAWjR0wdTcx3JMVlEHk9SMzwhhBCi3CQ5qQbqP/EchTqwO5dIZugxLKxNadbdsILooXXSeyKEqDoKCgrw8/MjODi4wo+9fft2NBoNaWlp93ScMWPG3FF5+v+ydu1aAgMD0eul9lR5SXJSDXRvNpij/oYywad++haAFj19MTHVkngxk6iwFDXDE0IYkVtdmO/kwl+nTh1mzJhx2+PPnTuX2rVr06lTp9I2jUaDhYUFFy9eLLPv0KFDGTNmTDmir1oGDhyIRqPh999/VzsUoyPJSTVgqjNFM6wvAOZb91OcmYlVLTOadi3pPflHek+EEFXDzJkzGTt27A3tGo2GyZMnqxBR5SgsLATg6aefZubMmSpHY3wkOakmHhg0nmhnMC3Qc+HPBQAE9vFFZ6Il/nw6l86kqRqfEDWdoijkFOao8qgqX06OHDlCREQEAwYMuGHbK6+8wqJFiwgNDb3l6xVFYdq0adSrVw9LS0tatGjB8uXLb9gvODiYFi1aYGFhQbt27cocc8qUKbRs2bLM/jNmzKBOnTq3PO/69evp3Lkz9vb2ODk5MXDgQM6dO1e6PTIyEo1Gw59//kn37t2xsLBg0aJFAAwePJgDBw5w/vz5Wx5f3MhE7QBExfC29WZt9wb4LD9LypIlKM+Mx9rOHP9OHoTuuMShdRfwbuSgdphC1Fi5Rbm0+72dKufe/8R+rEytVDn3tXbu3EnDhg1vuiJtx44dOX36NO+++y5r16696es/+OAD/v77b+bMmUODBg3YuXMnI0eOxMXFhW7dupXu9+abb/Ltt9/i7u7Oe++9x+DBgzlz5gympqZ3FXd2djaTJk2iWbNmZGdnM3nyZIYNG0ZISAha7dXv+G+//TZff/01v/zyC+bm5gDUrl0bV1dXdu3aRb169e7q/DWR0SQns2bNYtasWRQXF6sdSpXV5Mlx5K98HduYVDIO7ceuTXsC+9bm5O5YLp1OIy4iDQ8/e7XDFEJUcWvXrsXGxqZMW0V89kZGRuLp6XnL7VOnTqV58+bs2rWLLl26lNmWnZ3NN998w9atW+nQoQMA9erVY/fu3fz4449lkpOPPvqI3r17A7Bw4UK8vb1ZsWIFjz766F3F/dBDD5V5/tNPP+Hq6kpYWBgBAQGl7RMmTGD48OE3vN7Ly0tWYS4no0lOXn75ZV5++WUyMjKws7NTO5wqqXOjvixs/iEdjuRw6ueZtGvTHltHCxp38CBsdyyH1kUy6NWWaocpRI1kaWLJ/if2q3bu8ujRowdz5swp07Z//35Gjhx5T3Hk5uZiYWFxy+3+/v489dRTvP322+zZs6fMtrCwMPLy8kqTjisKCgoIDAws03YleQFwdHSkUaNGhIeH33Xc586d48MPP2Tfvn0kJSWVzr6Jiooqk5y0bt36pq+3tLQkJyfnrs9fExlNciL+m06rw/zhIXBkCVa7jlKUmoqJgwOt+tYmfE8cUWEpJFzIwK3ujV2qQojKpdFoqsStlTthbW2Nn59fmbaYmJh7Pq6zs/Ntx5QAfPzxxzRs2JCVK1eWab+SEPzzzz94eXmV2XblFsrtaDQaALRa7Q1jcK4MXr2VQYMG4ePjw7x58/D09ESv1xMQEEBBQUGZ/aytrW/6+pSUFFxcXP4zRnGVDIitZvo8+CLn3TWYFClELJ4LgJ2LJQ3bugGGqrFCCKGGwMBATp06ddsBuj4+PowfP5733nuvzK0kf39/zM3NiYqKws/Pr8zDx8enzDH27dtX+u/U1FTOnDlD48aNAXBxcSE+Pr5MDCEhIbeMJzk5mfDwcD744AN69uxJkyZNSE1NveP3nJeXx7lz527o3RG3J8lJNeNi5UJMr6YAZC77C6Xk20bQg7VBA5HHk7gcnalmiEKIGqpHjx5kZ2dz8uTJ2+737rvvEhsby+bNm0vbbG1teeONN5g4cSILFy7k3LlzHD16lFmzZrFw4cIyr//kk0/YsmULJ06cYMyYMTg7O5fWbunevTuXL19m2rRpnDt3jlmzZvHvv//eMhYHBwecnJyYO3cuERERbN26lUmTJt3xe963bx/m5uZlbjWJ/ybJSTXU/PGXyDEHm4RMUnbvAMDB3ZoGQa4AHF4XqWJ0QoiaysnJieHDh7N48eLb7ufo6Mjbb79NXl5emfZPP/2UyZMnM3XqVJo0aULfvn1Zs2YNdevWLbPf559/zmuvvUZQUBBxcXGsXr0aMzMzAJo0acLs2bOZNWsWLVq04MCBA7zxxhu3jEWr1fLHH39w+PBhAgICmDhxIl9++eUdv+clS5bw5JNPYmVlHLf0qgqNUlUmwN+hKwNi09PTbzodTYBe0fPz0x3otC+DjI5NafezoQ5A8qUs/vj0AACPTW6Lk6fN7Q4jhLgHeXl5XLhwgbp16952EGhNExoaSq9evYiIiMDW1lbtcCrV5cuXady4MYcOHbohgaqubvd7X57rt/ScVENajRbbRx4GwGbfSQoTEgFw8rKhXqBhUNbhfy/e8vVCCFFZmjVrxrRp02rE1NoLFy4we/bsGpOYVCRJTqqpPj3Hctpbi1YPZ367OiWwdb86AEQcSiDmdGqVqRwphKg5Ro8eTbNmzdQOo9K1bduWESNGqB2GUZLkpJpysHAgsW9LAHL/XoVSMurdxdeWOs2cUBRYNf0oy6YeIiw4lsICKW4nhBCiajCa5GTWrFn4+/vTpk0btUMxGm0ee5UMS7BOySVxy/rS9h6jmtConTs6Ey2XozLZ9tspFr4TzO4/z5Ian61ixEIIIYQMiK3WFEVh7gud6bozhfQgP9ovXlNme25WAeF74ji58xIZSVdHxXs3diCgmxd1mzuj1RlN/ipElSIDYkVNVFEDYqVCbDWm0Whwfuxx2DkL2yMR5MfEYO7tXbrd0saMVn1qE9jLl6iwFE7svERkaBIxp1KJOZWKtb05Tbt44t/JE2v7/67AKIQQQlQE+VpczfXpPJoTdXVoFTi9YOZN99FoNdQOcGLAS80Z9WkHWj1YG0tbU7LT8jmw5gK/vreH9XNDZQCtEEKI+0KSk2rO1syW9H6GZdoLV29AuW4tiOvVcrakw9D6jP6sE72f8cfDzw69XuHckcusmn6UJR/v5/i2aPJzi+5H+EIIIWogSU5qgA4jXiXVGqwy8oldv+qOXqMz1dKwrTvD3whixAdtadrVC1NzHanxOexaepYFb+9m26JTUgpfCCFEhZPkpAZo6taC0A6G0vXRv84v9+udvW3o/kQjxnzeia6PNcTR05qiAj1hu2P58/8O8te0Q5zeFyfTkYUQ/6mgoAA/Pz+Cg4Mr/Njbt29Ho9GQlpZ2T8cZM2ZM6Vo81U337t2ZMGFC6fM6deowY8aMO3ptmzZt+PvvvysnsOtIcnItRYGYw2pHUSk8Hx+DXgN2J6LIO3/uro5hZmlCs+7ePPZhW4a9Hohfa1e0Wg3x5zPYvCCcBW/tZvvvp0m8mCFjU4QwUre6MN/Jhf9OLnRz586ldu3adOrUqbRNo9FgYWHBxYtlK1cPHTqUMWPGlCN647ZgwQLs7e3v6zkPHjzI888/f0f7fvjhh7zzzjvoSxaUrUySnFwjd8vnKPN7UrRzutqhVLiebUdwvIEpAOE/fXtPx9JoNHg2cKDv2ACemtqRdoPrYetkQUFeMSd3XmLZ1EMs/d9Bjm2JJi+rsCLCF0JUEzNnzmTs2LE3tGs0GiZPnqxCRJWjsFC9zz5FUSgqurNxgS4uLne8KOGAAQNIT09nw4YN9xLeHZHkpISi17M7JBwNCsvDstQOp8JZmVqRO7CL4cm/29Bft9rn3bK2M6d1/zqM+rQDQya0pEEbN3QmWpIvZbF72Vl+eWc3G+adICosGUUvvSmi5lIUBX1OjiqPqtKTeeTIESIiIhgwYMAN21555RUWLVpEaGjoLV+vKArTpk2jXr16WFpa0qJFC5YvX37DfsHBwbRo0QILCwvatWtX5phTpkyhZcuWZfafMWMGderUueV5169fT+fOnbG3t8fJyYmBAwdy7tzVHujIyEg0Gg1//vkn3bt3x8LCgkWLFt30WGlpaTz//PO4ublhYWFBQEAAa9euZfv27Tz99NOkp6ej0WjQaDRMmTIFgEWLFtG6dWtsbW1xd3fniSeeIDExsfSYV3q1NmzYQOvWrTE3N2fXrl1kZ2fz1FNPYWNjg4eHB19//fUN8Vzf2zVlyhR8fX0xNzfH09OTV199tXSbTqejf//+LFmy5JY/q4oidU5KaLRazAZ/zQt/tmXCkKfUDqdSdBn+KrE/bcU1vYiYVX/iO6Li3qdGq8G7sSPejR3Jyy7k7MEEwoJjSYrOIuJwIhGHE7FxNKdJBw8ad/SglpNlhZ1bCGOg5OZyulWQKududOQwmjv8dlyZdu7cScOGDW9agKtjx46cPn2ad999l7Vr19709R988AF///03c+bMoUGDBuzcuZORI0fi4uJCt27dSvd78803+fbbb3F3d+e9995j8ODBnDlzBlNT07uKOzs7m0mTJtGsWTOys7OZPHkyw4YNIyQkBK326nf8t99+m6+//ppffvkFc/Mba0Pp9Xr69etHZmYmixYton79+oSFhaHT6ejYsSMzZsxg8uTJnD59GgAbG8PK8QUFBXz66ac0atSIxMREJk6cyJgxY1i3bl2Z47/11lt89dVX1KtXD3t7e9588022bdvGihUrSn8Whw8fviE5u2L58uVMnz6dP/74g6ZNmxIfH8+xY8fK7NO2bVumTZt2Vz/H8pDk5BrdGrrQ/p0XMTfRGRoK8yhY9gxmXV8Hb3U+VCpSA+dGbOnkjeu6GGIX/VKhycm1LKxNadbdm2bdvbkclUl4cCxnDiaQlZLPwX8iObguEu9GDvh38qRuS2dMTHWVEocQ4u6sXbu29MJ4RXHxvQ94j4yMxNPT85bbp06dSvPmzdm1axddunQpsy07O5tvvvmGrVu30qFDBwDq1avH7t27+fHHH8skJx999BG9e/cGYOHChXh7e7NixQoeffTRu4r7oYceKvP8p59+wtXVlbCwMAICAkrbJ0yYwPDhw295nM2bN3PgwAHCw8Np2LBh6Xu4ws7ODo1Gg7u7e5nXPfPMM6X/rlevHt999x1t27YlKyurzP+nTz75pPR9Z2Vl8dNPP/Hrr7/e8LO4laioKNzd3enVqxempqb4+vrStm3bMvt4eXkRFRWFXq8vk5hVNElOrlOamABpG6dif+YfsiL3Y/3mCTSmxv9tv84Tz1C0/hPszsaTefAAtm3a/veL7oGLry0uvo3o+JAf50MuE74nrrQCbcypVMytTGjYzh3/Th44e9tWaixCqEljaUmjI+oMuNdYlu+zq0ePHsyZM6dM2/79+xk5cuQ9xZGbm3vbUv7+/v489dRTvP322+zZs6fMtrCwMPLy8kovtFcUFBQQGBhYpu1K8gLg6OhIo0aNCA8Pv+u4z507x4cffsi+fftISkoqHRAaFRVVJjlp3br1bY8TEhKCt7d3aWJyp44ePcqUKVMICQkhJSWlzPn9/f1vev5z585RUFBw05/FrTzyyCPMmDGDevXq8eCDD9K/f38GDRqEicnVVMHS0hK9Xk9+fj6W5fy9Kg/VkpOcnByaNGnCI488wldffaVWGLe1wnI4HsXB7LEcyvsaM6pDAfcHAh9iaZMvaH0yn+inxmA7fCjur76GqZtbpZ7XxExHw7buNGzrTkZSLuF74ji1N46s1HxCt8UQui0GF19bmnT0oGFbN8yt7q77VYiqSqPRVIlbK3fC2toaPz+/Mm0xMTH3fFxnZ+fbjikB+Pjjj2nYsCErV64s037lgvzPP//g5eVVZtvNbqFcT6PRAKDVam8Yg/Nfg1cHDRqEj48P8+bNw9PTE71eT0BAAAXXFbW0tra+7XHu5mKenZ1Nnz596NOnD4sWLcLFxYWoqCj69u172/PfzTgjHx8fTp8+zaZNm9i8eTMvvfQSX375JTt27Ci9JZaSkoKVlVWlJiag4oDY//u//6Ndu3Zqnf6OPP1AC3KGLWD8s2Ov9qgkn4N84y08ZqYzI//VURxsoEGjKGT9tYIzvXsR/+U0itPT70sMtZwtaTe4HqP+ryMDX2lB/VYuaHUaLkdlsvOPM/zydjCbfjlJ7Fkply9EdRIYGMipU6du+3ft4+PD+PHjee+998rcSvL398fc3JyoqCj8/PzKPHx8fMocY9++faX/Tk1N5cyZMzRu3BgwzE6Jj48vE0NISMgt40lOTiY8PJwPPviAnj170qRJE1JTU8v71gFo3rw5MTExnDlz5qbbzczMbrh9durUKZKSkvj888/p0qULjRs3LjMY9lb8/PwwNTW96c/idiwtLRk8eDDfffcd27dvZ+/evWUSyhMnTtCqVav/PP+9UqXn5OzZs5w6dYpBgwZx4sQJNUK4Y8NbXXN/LjuJ7J8GoTWzxnLMX2Dvq15g9+CZrhNZ7VWf6au+4cF/L9MkpojUn34heekfuL3wEo6jRqK9D6uoarUaajd1onZTJ3KzCjiz3zCINiU2mzP7EzizPwF7Nyv8O3nSuIM7lrZmlR6TEKLy9OjRg+zsbE6ePFnmdsj13n33XebNm8eFCxcYMWIEALa2trzxxhtMnDgRvV5P586dycjIYM+ePdjY2DB69OjS13/yySc4OTnh5ubG+++/j7Ozc2ntlu7du3P58mWmTZvGww8/zPr16/n3339vuUqug4MDTk5OzJ07Fw8PD6KionjnnXfu6v1369aNrl278tBDD/HNN9/g5+fHqVOn0Gg0PPjgg9SpU4esrCy2bNlCixYtsLKywtfXFzMzM2bOnMm4ceM4ceIEn3766X+ey8bGhmeffZY333yzzM/iduNEFixYQHFxMe3atcPKyorffvsNS0tLateuXbrPrl276NOnz129//Iod8/Jzp07GTRoEJ6enmg0mhu63gBmz55dulxyUFAQu3btKrP9jTfeYOrUqXcdtFpORZwlKzubxNR0TqVUfhGayqLVaBnqN5SZEzaROeNtvnvchigX0Gblcvnrrwnv/QCpy5ah3OE8+YpgaWNGi54+PPZhWx56Owj/Th6YmOtIS8hhz98RLHgnmPVzTxAdliJTkoUwUk5OTgwfPpzFixffdj9HR0fefvtt8q4refDpp58yefJkpk6dSpMmTejbty9r1qyhbt26Zfb7/PPPee211wgKCiIuLo7Vq1djZmb4ctOkSRNmz57NrFmzaNGiBQcOHOCNN964ZSxarZY//viDw4cPExAQwMSJE/nyyy/v8icAf/31F23atOHxxx/H39+ft956q7S3pGPHjowbN44RI0bg4uLCtGnTcHFxYcGCBSxbtgx/f38+//zzOx4K8eWXX9K1a1cGDx5Mr1696Ny5M0FBt57cYW9vz7x58+jUqRPNmzdny5YtrFmzBicnJwAuXbrEnj17ePrpp+/6/d8pjVLOfvN///2X4OBgWrVqxUMPPcSKFSvKVBNcunQpo0aNYvbs2XTq1Ikff/yR+fPnExYWhq+vL6tWrWL37t18+eWXLFiwgBMnTpRrzElGRgZ2dnakp6ffMtOtLNn5RXzy+yYsyWPy6KFotZr7ev7KklGQwS/HfyJy6UKG7cjHJaNkQ21vvN54C9tevUrv195PBXlFhinJu2NJvHj1VpqtkwX+nTxo3METG4fqMBJIVEd5eXlcuHCh9IuaMAgNDaVXr15ERERgayuD4I3Jm2++SXp6OnPnzr3lPrf7vS/P9bvcyUmZF2s0NyQn7dq1o1WrVmVGejdp0oShQ4cydepU3n33XRYtWoROpyMrK4vCwkJef/31W1YGzM/PJz8/v8yb8/HxUSU5AdDrFQqK9ViUTH/Vn9lM0el/Mev/OeiMexBnYk4icw/NIvvPvxgaXEytXEO7rlkTvN58B+u2lTuz53aSYjIJ2xXL6QMJFJSsiKzRQO1mzvh39qR2U0e0OqkpKKoOSU5ubeHChbRq1YpmzZqpHYoohy+//JKnnnoKt9tMoKiSyUlBQQFWVlYsW7aMYcOGle732muvERISwo4dO8q8/k56TqZMmcLHH398Q7tayUkZeenkfhmAZXEGyZ0m49T7dXXjqSAX0i/ww55vsF22hQEHFSxKBrKbd+6A55tvY3GbqWiVraigmHNHEjm5O5a4iKsDeK3tzGjSyZMmHT2o5Wz8U76F8ZPkRNREFZWcVOhXzaSkJIqLi2/Iqtzc3IiPj7+rY7777rukp6eXPqKjoysi1AqRgRWTNS+xrbgFexxvXXjH2NS1q8sX/WYydNqf/PJhazYEaijSQv7uvZwfOpSoN16nIOaSKrGZmOlo1N6D4W8E8cSUdrTs5YOFjSnZ6QUcWhfJbx/uZfV3IUQcTqS4yHjHBQkhRE1WKbN1rh+foCjKTccs3Mlqk+bm5pibmzNr1ixmzZpVIVUKK0otC1PefG0im04+zpNBda5uSAgDN/9bvs5YBDgH8O0jv7Kn0x6+3/AFbddE0DFcIXvtOs6u34DD44/h+uJLmDg6qhKfg7s1nR5uQPsh9Tl/7DJhu2OJOZVKdFgK0WEpWNqa0ri9B/6dPbF3M476EkIIISq458TZ2RmdTndDL0liYuJt71HdiZdffpmwsDAOHjx4T8epaK62FjzZvk7p84K9c1HmdKRo1wzVYqpIGo2GTl6dmPP0Sjy+/opvXvLgeB0N2qJi0n9bzOmeD5D4/ffos7NVi1FnqqVBazeGTAhk5KcdCHqwNlZ2ZuRmFnJ0UxSLP9rHym+OcPZQgvSmCCGEEajQ5MTMzIygoCA2bdpUpn3Tpk107NixIk9VZe3dvwcNCmtDqs7tp4qg1WjpX68/s1/eQPH0D5jxlD3n3EGbm0/y97MI79mDpJ9/Rp+bq2qcdi6WtB9an9GfdaT/i82o08wJjQYunUlj4/yTLHw3mL0rIki/nKNqnEIIIW6t3Ld1srKyiIiIKH1+4cIFQkJCcHR0xNfXl0mTJjFq1Chat25Nhw4dmDt3LlFRUYwbN65CA6+q9H2/4OVlTRkz8Jn/3tkImepMeaLJEwzxG8Kv/RayYdl8hm3LxSM1k8vTviRh3o+4P/8iDo8/dl8Kud2KVqelbgsX6rZwITMlj7DgWMJ3x5KdXsCRDVEc2RCFTxMHmnbxok4LZ3Qy00cIIaqMcs/W2b59Oz169LihffTo0SxYsAAwFGGbNm0acXFxBAQEMH36dLp27XpPgV475uTMmTNVY7bOLWTnF2FtXpL36YvJW/wE5oEj0ARUn0GzVyTnJjP/6I/E/7WUIcEFuKUZ2vWOdniMewn7Rx9VNUm5lr5YT2RoMid3XSIqLAVKfvOtapnRpJNhbEotJ5npIyqGzNYRNVGVmEqsBjWLsN2NzOCfsN00iXyNBUWvhGDt6KF2SJUiITuBn47OJenvZQwJLsS1ZJav3skej3EvY//oI2jvYHGu+yUjKZew3bGE7YkjN6Nk8SwN1G7qRNMuntQOcJK6KeKeSHIiaiJJTowkOfn3WDQXln9Amk19Jkx8Dysz1RaCvi/is+P56eiPpPy1nCHBRaXVZhUXB9zHvYz9I4+gNas6a+QUF+m5cCyJk7suEXPq6mJeNg7mNOnkiX8nD2wc5MIiyk+Sk5srKCjA39+fhQsX0qlTJ7XDKfX999+zceNGVq9erXYoRq1K1jmpTLNmzcLf3582bdqoHUq59GvhQ9tnp/Po0xOvJiZJZ+HUOnUDqyTu1u683/kj3vh0Izu+fpSfHjQhyRY0l1NJ+PR/nOrZg9QlS9Bft9S3WnQmWvyCXBkyIZAnP25PYG9fLGxMyUrN5+DaC/z63h7+mX2ciyeS0cuaPqIGGDNmTJmq31ds374djUZDWlraLV9bp04dZsyYcdvjz507l9q1a5dJTDQaDRYWFly8eLHMvkOHDi1TcuL62CIjI9FoNLd9TJky5bb7XVm197nnnuPgwYPs3r37tvGL+8NokpOqOpX4TrSu44ifa8kaEgU5ZPz6BPzxOAX7f1Y3sErkYePBh10+ZtL/NrDtq4f5ua8JybaguZxC/MefcKrXA6T+sRSliiQpAPZuVnR8yI8xUzvR+1l/PBvYoygQeTyJtd8fY9EHezm0LpLs9Pz/PpgQ4qZmzpzJ2LFjb2jXaDS3XMbkVnx8fIiLiyt9vP766zRt2rRM27WL+m3evLnMtri4uNKF8MzNzXniiSeYOXPmvb1BUSGq9z2GKiijUGFlRgP6KQlszGzKk2oHVMk8bTyZ3O1TYlq9wE9HfiD7r1UM2VOEY2Iy8VOmEPfDLDxeGo/9sGFoTKvG2kQ6Uy0N27jTsI07KXHZhO2K5dS+ODJT8ti/+jwH1l6gdoATTTp6ULuZk8z0EXdEURSKCtSps2NiplVl8c7rHTlyhIiICAYMGHDDtldeeYWvv/6aN954447X3NHpdLi7u5c+t7GxwcTEpEwbGKqXg2FV5Ou3XWvw4MH06dOH3NxcLC1lcLyaJDm5z2pZW+M38ju+3BvKZz2uuUWVfgnsvNQLrJJ523rzUbf/Ed3qBeYfnkPeX6sZsqcYh/jLxE/+iLg5s/B8+RXshgypMkkKgKOHNZ0fbUD7ofU4dySREztjiT+fTuTxJCKPJ2FZy4zG7dxp0skDB3drtcMVVVhRgZ65r+347x0rwfPfdsPUXKfKua+1c+dOGjZseNPxBh07duT06dO8++67rF27VoXooHXr1hQWFnLgwAG6deumSgzCwGiSk6pYvv5udfRzpqPf1enYStR+9AsGoHR8DZMH3gdt9f0m7mPrw8fdPyOq1TjmH5pNwd9rGbK3GPu4ROI++JDY2d/j+fKr2A0eVKWSlCtr+jRq70FKXDbhe+I4vc8w0+fopiiOborCo74dTTp5UL+VK2YWRvOnJcQN1q5di42NTZm2ivjsjYyMxNPT85bbp06dSvPmzdm1axddunS55/Ndr2PHjmiv+3xNT09HpzMkbtbW1tjb2xMZGSnJicqM5hP05Zdf5uWXXy4d7VudHN22nFb6QnYfPEDHHkY0EOge+Nby5ZMHPudi6xeZf2AWRSvWMXhvMfaxCcS9/z6x33+LxwsvYjdsWJWaggyG3pROD/nRfmg9LoYmEx4cy8UTycSdSyfuXDq7lp7Fr7Ur/p08catbq0p0pwv1mZhpef5bdS54Jmbl+1Tp0aMHc+bMKdO2f/9+Ro4ceU9x5Obm3nbmkr+/P0899RRvv/02e/bsuadz3czSpUtp0qRJmbYrickVlpaW5ORIBWm1GU1yUp1ltH+T1yNrEdR5OJ1r2PiF2rVq82mvaVxo8yI/HZyF8vd6Bu0rxi4ukfgpHxM381vcxr6Aw4hH0VpVrcX7dDot9Vq6UK+lC9lp+ZzaF0d4cBzpl3MJDzb828HdiiadPGnUzh2rWlVnCrW4/zQaTZW4tXInrK2t8fPzK9MWExNzz8d1dnYmNDT0tvt8/PHHNGzYkJUrV97z+a7n4+Nzw/u6XkpKCi4uLhV+blE+NetKWEV1b+TKe6+/xeOdr65knLvuA4p3fAX6mrFQXV27uvyv11c8O3U1a6YNYEFvnWEKcnIaiV98QXj3blyePYfijAy1Q70pa3tzgh6sw5OftGfY64E0au+OiamW1Pgc9vwVwcJ3gvn3h1AiQ5PQF9eM/6dCXC8wMJBTp05xu/JaPj4+jB8/nvfee+++38Y/d+4ceXl5BAYG3tfzihtJz0kV4WRz9dZFYcwRLA8YprMlOQfh3PTG5QKqq3p29fi/Xl8R3fY1fjk6l9RVKxm8pwj3tCySvvuOxPlzcR45CqcxYzBxdFQ73BtoNBo8Gzjg2cCBriMacvZQAmHBcSRGZnA+5DLnQy5jbWdG4w4eNO7ogb1r1eoNEqIy9ejRg+zsbE6ePElAQMAt93v33XeZN28eFy5cYMSIEWW2paenExISUqbtytpu/yU5OZn4+Pgybfb29qW3mnbt2kW9evWoX7/+Hb4jUVmMpufEWIuw3Y0IbX0+ZBxzGUa2e1u1w1GFTy0fJnf7lLc/3cTB6U8xZ6g5Uc6gzckjZe48TvfoTtz//R+F133QVCVmliY07eLFI++05rEP29LiAR8srE3JTi/g8PqLLJ68jxVfHyEsOJb8nEK1wxWi0jk5OTF8+HAWL1582/0cHR15++23ycvLu2Hb9u3bCQwMLPO40/oovXr1wsPDo8zj2ttHS5Ys4bnnnivXexKVQ8rXV1EXk7OJTsmlcwNnQ0N+Jpz4CwKfqtazeW4lOTeZRSd/4/Tq3+i3Mwe/kpxEMdFhN3QoLs8/j9kdfHNS25Vy+eF7YsssPqgz0VK7mRMN27pRO8AJE1PjGJsgbk3K199caGgovXr1IiIiAltbW7XDKXXixAl69uzJmTNnqt2ki/tJ1tap5slJGYpCxuKnqBWxmuymT2D9yJz/fk01lVGQwZKw3zmy9hf67MjAP9rQrmg12PR7ELdxL2LeoIG6Qd6hzJQ8zhyI58yBBFJis0vbzSxNqB/oQsO2bng2dECrldk+xkiSk1tbuHAhrVq1uuNia/fDxo0bURSFvn37qh2KUZPkpAYlJ4pez+yvP+SprJ+YX/tLJj4zSu2QVJdTmMOyM8vYvW4ePbalEHj+6q+xZc/uuL04HsuApipGeOcURSH5UhZnDiRw9mACWalXy+Nb25nh18aNRm3dcfaxkWnJRkSSE1ETSXJSg5ITgMikbL5efZApj3a4Ong2NgQc64FFzfk5XC+/OJ9VEavYuGEOnbck0O701V9n847tcH9pPFatW6sYYfkoeoW4c2mcPpDAucOJ5OcUlW6zd7OiYVs3GrZ1w85FBtJWdZKciJpIkpMalpzcIOsyud+1RWNmjcXTq8CpZo8uL9QX8u+Ff1m9eRZtNkbTKUxBV/KbbRLYHI+XxmPdubNR9TwUF+qJCkvmzIEELhxPorjw6hRkt7q1aNjWDb8gN6mfUkVJciJqohqXnFxbvv7MmTM1PjkJOxpMrZVPkaVYon1+Gw29pWgQQLG+mC1RW1i+fRYB68/SPVTBtKRUgrZxAzxeHI9t715ojGxQcUFuEeePXebMgQRiwlO48ler0WrwaexAw7Zu1G3pImXzq5ArH9J16tSRReREjZGbm0tkZGTNSU6ukJ4Tg6z8Iqat3I95YRrvjyxZ4VNRICsBbG+96mZNoSgKuy7tYsnOWdT7N5ReIQoWV2br1vbGY9zL2A0cUKXW77lT2en5RBxO5MyBBBIjrxalMzHVUrelC826eeFe386oeomqoytfpFxdXXFyclI7HCHui+TkZBITE2nYsOENSwNIclKDFBXrMSkpeV9w5A+0/0xA1/8LNEGjVY6salAUhUMJh1i0dw7Oa/fx4GEFm5LSCYqbM+7Pj8P+oYfQGmm3e1piDmcPJnDmQAJpCVfXA3H2saFZd28atnHDxEymJaslLi6OtLQ0XF1dsbKykoRRVFuKopCTk0NiYiL29vZ4eHjcsI8kJzVU2PRB+KfvZKPrs/R56Ru1w6lyTiadZOGBHzBds5WBB/TYl8ze1TvUwu3psTg88Ti661ZiNRaKonA5KpMTOy9x5kBC6fgUc2sT/Dt6EtDNi1rOcmvhflMUhfj4eNLS0tQORYj7wt7eHnd395sm4pKc1FC/7D5H+Ib5DHjyVbo1Lslai4tAJ+MQrnUu7RwLj8wjd9U/DNxXhGu6oV1vY4XLyKdwHP0UJg4O6gZ5D/KyCwkPjiN0RwyZySXdRBqo08yZ5t298W7sgEZqp9xXxcXFFBZKFWBRvZmamt5wK+dakpzUYJcz83GxLZlqrChk/zIMM5f6mD74PzCVb87XupR1iQUhP5G46i8G7inAO9nQrjc3w3HECJyfeQZTd+Mdv6PXK1w8kUzo9hiiw1JK2+3drGjW3YvG7T0ws5TEVQhxf0hyIgDIOrMDm98Hk48Zl5/YhHfDlmqHVCUl5Sbx64mFRKxazIDdudS7pjR+rSFDcH3+ecxq11Y3yHuUGp9N6I5LnNobR2GeYfqSqbmORu3dadbdG0cPa5UjFEJUd9UyOZGpxOUXFpvBjz/PxV2bxquvT8HaXL4l3056fjpLwn/n6Npf6LMjs0xpfOu+fXAb9yIWjRqpG+Q9Ksgr4vS+eEK3x5Aaf3UArXdjB5p196ZOMye0OuOaZi2EMA7VMjm5QnpOyictp4DEzHwaupUssJVygcJ/3sJ00Ddg76NucFVUTmEOy88sZ9e6uXTfnkKrc1f/RCy6dcH9xZewbNlSvQArgKIoxJxOJXRbDJHHk0rrptg4mhPQ1Qv/zp5Y2khxNyFExZHkRNxS8pwBOCXsJs6tGx4vrlY7nCqtoLiAVedWsX7DHDpujad9uMKVPgXTtkF4vPQKVu3aGv300IzkXE7ujCVsdyx52YZBmzoTLQ3auNL8AR9cfKrOyrFCCOMlyYm4pQ9+XkWfC19yrOXHvPJQT7XDMQpF+iI2RG5gxdbZtNp4gS4nFExKKsnrWjTF86VXsO7a1eiTlKKCYs4eSiR0ewyXozJL270bOxDYxxefJo5G/x6FEOqR5ETcUlGxniUHo3m0tTfmJoYpX4V7f8TEzAJNq6dALj63pFf0bI/ezp/bZ9FofTgPHFMwu1Iav5EfHi+9YpSl8a+nKAoJFzI4tjWac4cTS2/5OHnbENjbF7/WruhkXIoQopwkORF3LuU8hTPbYqoUkjp0MQ4tB6odUZWnKAp74/ayeNf3+K4Loc+Rq6XxNXV98XjxZWr174/GxPgHIGck5XJsSzRhwbEUFRi6i2wczGnR0wf/zp6ylo8Q4o5JciLu2PmEdP78/l0CNWfwen45Ad72aodkVA4nHOa3PbNxXrOXBw8rWOeXbPB0w33cS9gNHYrWzPgHluZlF3JixyWOb4smN9OQiZlbmdC0ixfNH/DG2s5c5QiFEFWdJCeiXM4kZHIkMoXH2pXU8igupPjft9F1ehUc6qgam7E4mXSSBftnYbl6BwMO6KmVa2hXXBxxf/5F7B952GjX77lWUWExp/fFE7I5unQtH62JhkZt3WnZ21fqpQghbkmSE3FPsjZNxSb4c7ItPLB64zgaE+P/5n+/nEk9w4JDP6Cs2sjAfcU4Zhna9Q61cHvmORwefxydjfFfwBW9woXjSRzdGEX8+fTS9jrNnQns7YuHn6yKLIQoS5ITcU9+XLmJlkc+YFetQUyY+F7pqsfizl3MuMgvR+aStXI1g/Zes36PrRWuo5/GceRIdPb2qsZYUeLOpXN040UuHE+Ckk8Tt7q1COztS92WLmhlHR8hBJKciHtUrFf4Zfc5ujRwpZGH4WesXDqCcnEv2vbjQHvrhZ1EWbFZsSXr9yxnYHABXiVL3OgtzXF+ciROTz+NiZOTukFWkNT4bEK2RHN6bzzFRYbBs3YulrTs5UPjDh6YmMnvjRA1WbVMTqR8vYqKCkib0QH7rAjS2r6Off/JakdkdC7nXGZh6C9ErlrCgN151Ek0tOvNTXF85FGcn3sOUzc3dYOsIDkZBRzfFs2JHZfIzykCwMLGlGbdvWna2RNrexk8K0RNVC2Tkyuk5+T+yy8s4pup7/F40Up2d/+DkQ+0Ujsko5Wal8qisN8IW/Ur/XZm0yDO0K430WH/0EO4Pv88pl5e6gZZQQryigjfE8exLdFkJucBoNFqqB3ghH9nT2o3dZR1fISoQSQ5ERUuKjmHhcERvDewGbqSMQTKgXlo6nQB18YqR2d8Mgsy+SN8CQfX/kTf7RlXFxnUaak1dAiuL4zDzNdX3SAriL5Yz7kjlwndEUNcxNXBs9b25jTp6EGTjh7UcrZUMUIhxP0gyYmodPqL++CXB9FrTdGMP4jOsY7aIRmlnMIclp1Zxu61P9JrWxrNIw1/jopWg82A/ri9+BLm9eqpHGXFSYnLJiw4ltN740vX8UEDPk0c8e/kSd0WzuhMpDdFiOpIkhNR6bbtP4qydgLpWjvaTVyKp718870XeUV5/HX2L7at+4EeW5Jpdb4kSdGAdd8+uL34MhaNGqocZcUpLtRz/thlwnbHEnMqtbTd0taUxu098O/sib2blYoRCiEqmiQnotIpisLSA1GYKEU83L6+oTEvA2XXN2i6TAQLO3UDNFIFxQWsjFjJpvVz6LI5gTZnr/55WvTsjvtL47Fs2lTFCCte+uVcwoNjCd8bR056QWm7ZwN7/Dt7Uj/QRWb6CFENSHIiVJH610QcQn8mzbUN9i9tVjsco1aoL2TtubX8s3EWHTfF0u6UwpWbHeZdOuEx/hUsW7RQNcaKpi/WExmaTFhwLFEnkksXHDS3MqFhO3eadvbEyctG3SCFEHdNkhOhim/nzWNg9Nes8pzIpHEvqB1OtVCkL2J95HpWbfqeNhuj6BSmoC35izVr3waP8a9i1bq1ukFWgqzUPML3xBEWHEtWSn5pu1vdWvh39sQvyFUWHRTCyEhyIlSRmVfId5vCGdOlAV4lY1AKw9aiSziBtstEMJH6FndLr+jZfHEzy7d8R8sN5+lyQsHEUOcMk6CWeI5/Fav27atdyXi9XiEmPIWw3bFcOJaEXm/4uDI119GwnTstHvDGwd34lwMQoiaQ5ERUDQU5ZH7VAtuCROLbvod7/7fVjsjo6RU9O6J38Mf2mTT99xQ9jl1NUnTNm+I5/lWsu3SpdkkKGIq7ndpr6E1JT8wtba/TzIkWvXzxamhfLd+3ENWFJCeiSsjNL+KTL/7H8KJ/SBm2lL6B1WdKrNoURSE4Npjfd8zE759Qeh5TMDMUY0Xr3xDP8ROw6dG9Wl6sFUXh0pk0jm2JJjL06no+Tt42tOzlQ4PWbjIdWYgqSJITUWUkZuax4nAMz3erX3qhzFv+Iua+QWhaPy3r9NwjRVE4EH+ARbtn4rPmCL2PKliUlA/RNvLDY/yr2PbsiUZbPS/WaQk5HNsazam9cRQVGLqQrOzMaNbNm4CuXljYmKocoRDiCklORJVVELEds0VDKEZLyuiduNRtpnZI1caRhCMs3P0dbmsP8OBhBcuSWbkavzp4jn8N2z59qm2SkpddyMldlwjdFkN2yXRkE1MtjTp4yLgUIaqIKp2cZGZm8sADD1BYWEhxcTGvvvoqzz333B2/XpIT43bg3GXWL/gfbqa5PP7WLGpZlHyz1euhml4477djl4+xMPh7HFcH0++wglXJZBdNXV88XnqFWv37odFVzx6r4iI9EYcTObYlmstRmaXttZs50bKnD16NHKrlrS4hjEGVTk6Ki4vJz8/HysqKnJwcAgICOHjwIE53uGy8JCfGLzIpm9j0XDrWdzY0ZMRR8MsgzHp9AP5DQC4eFeJk0kl+2TcT25W76H9Ij01eyQZfTzxeegW7gQPRmFTP6biKohB7No2QzTIuRYiqokonJ9dKSUkhMDCQw4cP4+zsfEevkeSk+olb+hoe4Qu4aNEEnzeD0VbTb/VqCU8O55f9s7BYuY2BB/TYXklSvNzxeGk8doMHozGtvmMz0hJyOL41mvBrx6XUMqNZd2+advXE0sZM5QiFqBnKc/0u91eHnTt3MmjQIDw9PdFoNKxcufKGfWbPnk3dunWxsLAgKCiIXbt2ldmelpZGixYt8Pb25q233rrjxERUT/+4PM+3RcNZ5fPm1cSkuAgKc2//QnFHmjg1YVr/7xn5xQpWfNGXxd21ZFgCl+KJe/8Dwvv0InXpnygFBf95LGNk72ZF18cbMXpqJ9oPrYe1nRk5GQXsX32eX9/dw/bFp0iNz1Y7TCHENcrdc/Lvv/8SHBxMq1ateOihh1ixYgVDhw4t3b506VJGjRrF7Nmz6dSpEz/++CPz588nLCwM3+uWgE9ISGD48OH8/fffuLm53fR8+fn55OdfrRCZkZGBj4+P9JxUM8dj0vB1tMLeyvAtNmvXHEz3f4/5oK+h0YMqR1e9nEs7x88HZ6Os3MCgfcXYl1yXFVcn3Me9hP1DD6E1r74F8241LsXH35Fm3byo3cwZrVZuLQpR0e7bbR2NRnNDctKuXTtatWrFnDlzStuaNGnC0KFDmTp16g3HePHFF3nggQd45JFHbnqOKVOm8PHHH9/QLslJNaYoxH7RGs+8CLbVe4seT72vdkTV0oX0C/xy+EfyV6xl8N5iHLMM7YqzA+7Pv4j9o4+gtbBQN8hKdGVcyrEt0Vw4fnVcio2jOQFdvWjS0ROrWnLLR4iKolpyUlBQgJWVFcuWLWPYsGGl+7322muEhISwY8cOEhISsLS0pFatWmRkZNChQweWLFlC8+bNb3oO6TmpeRRFYfLyA5gc+41+T0+mbX1Xw4aUC2BpD5YOqsZX3URlRPHzkR/JXrGawXuKcC7pTNA72OH+3As4PDYCrZWVukFWsvTLuZzceYmwPbHkZxuq2WlNNPi1ciWgmzfu9WrJLB8h7lF5kpMKHaqflJREcXHxDbdo3NzciI+PByAmJoZnn30WRVFQFIXx48ffMjEBMDc3x7wadzGLG2k0Gj59pB1RDzTD16nkoqgopC5+GuusSExHLEBTr7uqMVYnvrV8mdL9/4gJepFfjs4lbcUKBu8pwjU1ncRp04ifOwe3sc/j+PjjaK2rZ70QOxdLOj7kR9tBdYk4kkjo9kskRmZw5kACZw4k4OxjQ0BXLxq2dcfUXAZsC1HZKmUe4fXfMBRFKW0LCgoiJCSk3MecNWsWs2bNori4uCJCFEagNDEBslNiSU2+jJmSw45EO3pLJfwK523rzYddPyGu1Yv8HDKPpBXLGRxciHtaJpe/+pqEeT/i9uxzODzxJDqb6pmkmJjpaNzeg8btPUi8mEHojkucPZhAUnQW2xefZs/f52jcwZ2Arl5S2E2ISnTfb+vcK5lKXDPlFBTx/aZTXAzbxzcTn8bcpOTba+hy8O0Adl7qBlgNJWQn8EvIfOJX/Mng4AI8Ug3teltrXJ8di+PIkehsbNQN8j7Iyy7k1N44QndcIuPy1Rlk3o0daNbNmzrNndDqpGaKEP9F9QGxQUFBzJ49u7TN39+fIUOG3HRAbHlJclKzFRbrMS25ECiXT6Of1QFFZ4b2pb1oneqqHF31lJiTyIJjP3FpxR8M3l2AZ4qhXW9rheuYZ3F8ahQ6W1t1g7wPFL1CdHgKoTsulSnsZuNgTtMunvh39pIBtELcRqUmJ1lZWURERAAQGBjIN998Q48ePXB0dMTX17d0KvEPP/xAhw4dmDt3LvPmzePkyZPUrl37rt/Utbd1zpw5I8mJYP/+PWj/eY0srGkwcR3eDtV70KbaknKT+OX4T0SvWMKgXfl4Jxva9daWuIx5GqfRo9HVkL/JjKRcTu6KJSw4lrwsw0qLWp2G+oEuBHTzxsPPTgbQCnGdSk1Otm/fTo8ePW5oHz16NAsWLAAMRdimTZtGXFwcAQEBTJ8+na5du5bnNLckPSfiioIiPQuDL6AUZPJ875aGxsJcildPQNdlIrg2VjW+6io5N5mFob9wYcViBu3KwyfJ0K63ssBl9NM4jX4Knb29qjHeL8WFeiKOJHJiRwzx5zNK2528bGjZW8rkC3EtoylffzckORG3k77+/7DbN40MCy+s3ziOrpquHVMVpOSl8GvoQiJW/MagXbn4Xja0663McR41GqcxYzBxqDnTvi9HZXJiRwxnDiRQVGgok29tZ0bzB3xo2sUTc6vqu0SAEHdCkhNRY81duZk6hz/jlHMfXnn17atd67LqcaVJy0vj1xMLOb3qVwbuyKFOoqFdb2mO85MjcXrmGUwcHdUN8j7Kyy4kbHcsx7ZGk5NuWBLA1FyHfydPmj/gTS1nS5UjFEId1TI5kTEn4k7o9Qp/H71EM89aNPIw/H4UntmKfuOHmA+cBnU6qRxh9ZWen85vJ34lfNUCBuzIoW6CoV1vYYbTE0/i/OyzmNzh6uPVQXGRnrMHEwjZHEXyJcMaARqthvqtXAjs7Ytrbfn8EjVLtUxOrpCeE1Fe8dO7455+lBCvx2n53A9qh1Ptpeen83vYYo6v+pkB27Opb6i/iN7cFKfHn8B57FhMatBin4pimOUTsimK6PDU0nbPBva07O1LnQAnNLKWj6gBJDkR4hrvL9pGvVM/4tj/A4Z1DDA05qSAzgzMq3+dDrVkFmSyOGwRIat+ZsD2LPziDO16c1McH3scl7FjMXFxUTfI+ywpJpOQTdGcPZiAXm/46LV3s6JlLx8atXfHxFSqz4rqS5ITIa6z73wybes4lq42m7J4LDYxOzAbPhsa9FY5uuotqyCLJeG/c3j1fPpty6RhrKFdb2aC42OP4Tz2OUxdXdUN8j7LSs3j+LYYTu68REGeoeq1pa0pzbp7E9DNC0sbqZciqp9qmZzImBNRUfR5WcRPa4OnPpZ/2/1Gv36D1Q6pRsguzGZJ+O8cWjWfftsyyiYpIx7D+bmal6QU5BYRFmwYPJuVYljg1MRUS+MOHrTo6YO9m9TuEdVHtUxOrpCeE3Gv8gqL+fKf41w+9i8fTnodF9uShSXPbwcnP7DzVjW+6i67MJs/wpdwYPU8+m3LoNElQ7ve1ATHESNwfu55TN1qVpKiL9Zz7shljm6K4nJUybLQGqjXwoWWvX3xqG+nboBCVABJToS4A5l5hdhalNSeyE0j5+sWmOnz0Dz9Dzqf1uoGVwPkFObwx6kl7F89jwe3ptP4miTF4ZFHcHnhBUyvW+G8ulMUhdizaYRsiiIyNLm03b2eHa0erC2DZ4VRk+REiHI6f/Ykyb89jT1ZZD6znVZ1atY3dzXlFOaw9NQf7Fszjwe3ptE4xtCuN9Hh8OgjuDz/Aqbu7uoGqYKUuGyObY7i9P4EiosMRd0cPa1p1bc2fq1d0clig8LISHIiRDkVFOn5dc8FYmOjmPxYyfIMikLxurfRtRwBXkHqBlgD5BTm8OeppexZO5cHt6TR5Nok5ZGHDUmKh4e6QaogOz2f41ujCd1xicKSwbO2jha07O1Lk04emJrJDB9hHKplciIDYsX9lheyHIuVz1KgtUQ/MQwL25pT5VRNuUW5/HlqKcFrfqTv1jT8ow3tehMd9g89hOu4cTUyScnPKeTEzksc2xJNbqZhsUFLW1Oa9/AhoJsXFtZSHl9UbdUyOblCek7E/bJy5yGKN00hzcKbkW/Pwtyk5BuqlMK/L3KLcll2ehm71vxA362pNI0ytOtNdNgPH25IUjw91Q1SBUUFxYTviePopigyk/MAMLXQEdDFixY9fbC2N1c5QiFuTpITISqAoihsDEvA0kRL10aGMShKUgSFvz2CWZ/J4D8UNDI4sbLlFuWy/Mxydq2ZQ+8taQREGT6ySpOUF17A1MtL5SjvP32xnojDiRzZcLG0PL7WREPj9h4E9vHF3lWmIYuqRZITISpJ7MJn8bywnFM27Wj0+oarCwuKSpdXlMfyM8vZuXYOvbekEnBRkhQwJNEXTyRzZP1F4s6lA4acuX4rV1r1rY2Lr63KEQphIMmJEJXk+w3HKN41A6tWj/Lc8H6GxsI8yM8AG5nhcz/kFeXx19m/2LFmNr22pNJMkpRSsRFpHNlwkYvXTEP29XekVd/aeDa0l2RaqEqSEyEq0YlL6dR2siqtkZK+8QusDnyLSb+paIJGqxxdzZFfnM/yM8tvnqQMG4rruBdrbJKSFJPFkQ0XiTiUwJVPeLe6tWjVtzZ1mztLrRShimqZnMhsHVElKQpnvuxBw5yj/F1nCsPHTFQ7ohrnSpKyfc0cem1NoXmkJClXpF/OJWRTFOF74kprpTi4W9Gyty8N27rJQoPivqqWyckV0nMiqhJFUfh+yxnO7vqTF55/haZe9oYNsUdBZw5u/qrGV5PcKklRdFrshg+r0UlKTkYBx7ZGc2J7zNWFBmuZ0by7FwFdvbGwkWnIovJJciLEfVamFH5xEakzOmCXGUHR8PmYNX9I3eBqmPzifP468xfb18ym53VJSq1hhiTFzLtmJin5uUWE7Yrl+LZoslJloUFxf0lyIoSK0pITOTTzSVorJ9n14EYGdQhQO6Qa6UqSsm3tbHptkSTlWsXFes4dTuTopiiSorMMjRqo29y5dKFBGTwrKpokJ0KoSK9XWHXsEjsOn+TrZ/qgKxl8WLztC3TeQdCgl8oR1iySpNyaoihcOpNGyOaoMjN8XOvUomUvH+oHuqCVNXxEBZHkRIgqRn/pKMzrgRaF9Kd3Y1e7mdoh1Ti3TVKGDsX1xZdqbJICJQsNbonm9L740sGztk4WtHjAhyadPDCzMFE5QmHsJDkRooo5EH6BY4vfw1mXQ+c3/sTFtqTEuJTCv+/yi/P5++zfbF07i56bU2ghPSll5GQUELojhhM7LpGXZVjDx8zShKZdPGnewxsbBwuVIxTGqlomJzKVWBi7/eeTiU3LYVgrH0NDXjr5P/bGrOMLaILGgFamdd5Pt0tSavrsHjCs4XNqXzzHtkSTlpADgFarwa+NKy17+eLiI5VnRflUy+TkCuk5EdXF5X+n4rL/c2JNfHB84yAWFpZqh1QjlSYpa2aVud1jqDg7DNcXxtXoJEXRK0SeSCZkUxSxZ9NK270aORDY2xffpo4yeFbcEUlOhDACyw+cJ3zNt9h6N2HCC+MMjYoCGbFgV3Mvhmq51ZiUmr4K8rUSL2YQsimKiCOXUfSGn4+jpzWBfXxp0MYNnQyeFbchyYkQRiIyKRtTEy1e9oZek/zjf2Oy8nno8ga6Hu+oHF3NdG0xt95bUsqWxX9ouOF2j4eHylGqKzMlj2NbownbHUthSVE3GwdzWvbylcGz4pYkORHCSJ2YPYqAxNWsth/F4Anfqx1OjXbtAoM3rIL80EOGnpQanqTk5xZxcucljm2JJiejAABzKxOadfemeQ9vLG3NVI5QVCWSnAhhpP7Yf5E96xczcPAI+gTWNzSmRkJWIvi0VTW2miqvKI/lZ5azc80cQ5ISdTVJcXjkYVxeGIepu7vKUaqrqLCY0/viObopivTEXAB0plqadPSgZS9f7FxkPJWQ5EQIo5aRV4ituUnpIMPL8x/GJWYT+Q98jHnXCeoGV4PlFeWx7Mwydq6eQ9+tqTSNMrTrTXQ4PPoILs+/UOOTFL1e4ULIZY5suEjixUwANBrwC3IlsG9tmeFTw0lyIkQ1UViQz6Yvn6BXwTZ+D1zEmKH91Q6pxsstymXZ6WXsWvMDD25JxT/a0G5IUh7F5YUXMHVzUzdIlV2pPHt0w0WiwlJK2339HQns44tXIweZ4VMDSXIiRDWhKApbwhP5c+t+vhrbj1oliwsWH1qAztIO/IcavpqK+y63KJc/Ty1l99ofeXBL2tUkxdTEkKQ8/wKmbq7qBlkFXI7O5OjGKCIOJXDlauNa25bAPrWpF+iCViu/vzWFJCdCVGeZCeRNb4GFPpeUIb/iGDhE7YhqtCtJSvAaQ5LSJMbQrjc1wXHECJyffx5TV0lSMpJyCdkURdieOIoLDeXx7VwtCeztS6P27piYShHC6k6SEyGqsZiEJJbPfIt22nBsn19HgLeDYYOiSC+KinIKc1h2+k+C1/xIvy1pNL6SpJiZ4DjiMZyfe06SFErK42+PIXR7DPk5RQBY1TKjRU8fmnb1wtxSpiFXV9UyOZHy9UJcdeJSOvvOJTG2a8mMHn0xefP7Y950AJp248BEpnCqJacwh6Wn/mDf6rn025pOo0uGdr2ZCY6PP47Lc89j4uysbpBVQEFeEeHBcYRsjiIrNR8AMwsd/p09af6AD7aOsoZPdVMtk5MrpOdEiBtlHVmGzeqxZGlsyBt3AGc3qTCrtpzCHJaE/86B1fPovzWDhrGGdr25KU6PP4Hzc89h4uSkbpBVQHGxnrMHEziyIYrUuGwANFoNfkGutOzlg2tt+ZyvLiQ5EaKG2XE6gfWLp+NsbcZrb0zB5EoZ8axEsJFbCWrKKczh9/DFHFw1jwFbM2kQZ2jXm5vi9MSTOI8dK0kKhjV8Lp5MJmRzFJdOp5W2ezawp2VvX+oEOKGRwbNGTZITIWqg+PQ8UnMKaOJh+LtQ4o6hn9cTJehpTPp9AVpZ90RN2YXZ/B62mMOr5zNgayZ+pUmKGU4jR+L87LOYODqqG2QVcTkqk5AtUUQcTERfsoaPvZsVLXr60Ki9O6ZmMnjWGElyIoQgfMl7NDk9ix2mXejy7hqZsllFZBVk8Xv4Yo6snM+AbVn4xRva9RZmOI8chdOzz2Li4KBukFVEVmoex7fFcHJXLAW5hsGzFtamBHTzoll3b6xqydgqYyLJiRCC9SfiWLNiCW1bt2F0vy6GxrwMiD0C9bqrGpuAzIJMFoctImTVTwzalk29K0mKpTnOo57C6emnJUkpcWXw7LGt0WQm5wGgM9HSsJ0bLXv64uhprXKE4k5IciKEACA7vwidVoNFSQ2J1FXv4nB0NnlBz2Mx6EuVoxNgSFIWhf3G8RU/M3B7NvUSDO16S3OcnxqN89NPo7O3VzXGqkJfrOd8SBIhm6NIuJBR2u7b1ImWvX3wlsqzVZokJ0KIm/rn6+fom7Gcn33+x/NjX1Y7HHGNjIIMFp38jRMrfmbQ9hzqJBra9VbmuDw1Bqenn0ZnZ6dukFVI3Ll0QjZHcT7kMpRcxZy8bWjZy4cGrd3QmcgYq6pGkhMhxE3tOZfEz2t38METfanjYgOA/vRGtNkJ0PJJGTRbBaTnp/PbiV8JW7XguiTFApenn8Fp9Gh08tlXKv1yDse2xBC+J5aiAkPlWWs7M5r18KZpFy8srE1VjlBcIcmJEOKWFEW52vVdlE/aV4HY510iucsnOPV8Td3gRKn0/HR+PbGQUysXMnh7Dr6XDe16G0tcxzyL4+in0NnKKr9X5GUXcnLXJY5viyEnvQAAE3Md/h09aNHTh1rOlipHKCQ5EULckeycXGZ/8RZDlS1EDF1Fv1YN1A5JXCctL41fTyzkzIqFDN6Ri0+SoV1va4XrM2NxHPUUOhsZEHpFcZGes4cSCNkUTfKlLMCwqkP9Vq607OWLW125bqhFkhMhxB2LSMzi78MXefNB/9IelZylY7FwqYe28wQws1I3QAFAal4qC0J/5vzfixi8Mw/vZEO73tYat7HP4ThyJFprSVKuUBSFmPBUjm6OIjospbTdw8+OwN6+1GnmLEXd7rMqnZxER0czatQoEhMTMTEx4cMPP+SRRx6549dLciJE5SqKPozJTw9QjJbYxzbh07i12iGJa6TkpbDg+M9E/r2YITvz8Cy57urtbHAb+wKOTz6B1koSymslxWRxbHMUZw4moC++WtStZS8fGrVzx0SKut0XVTo5iYuLIyEhgZYtW5KYmEirVq04ffo01neY8UtyIkTlOnkpjZ/nzaC+JpYn35qFnWXJgMKcFLCSCqZVRVJuEguO/UT030sYsisfj1RDu97eFrfnx+H4+ONoLWWcxbWyUvMJ3R7NiZ1Xi7pZ2poS0M2bZt28sLSVom6VqUonJ9dr3rw5//zzDz4+Pne0vyQnQlS+5Kx8ziZm0b5eyZovWZcp/LYVmiYDMRnwJZjbqBugKJWUm8TPIfOI/fsPhuwqwD3N0K53sMP9hXE4PPYYWgtZ4fdapUXdtkSTmVJS1M1US+MOHrTs6YO9m/Q8VYbyXL/LPW9w586dDBo0CE9PTzQaDStXrrxhn9mzZ1O3bl0sLCwICgpi165dNz3WoUOH0Ov1d5yYCCHuDycb86uJCXBx31+YFmZwNnQ/mXqZmlmVOFs681aHd3n/480c+GYUcweYkWgH2tR0Ej//gvAHupPy66/o8/LUDrXKMLMwoUVPH0Z+2p4+Y5viWtuW4kI9J3deYvGUfaybc5zYiDSMbEhmtVLu5CQ7O5sWLVrw/fff33T70qVLmTBhAu+//z5Hjx6lS5cu9OvXj6ioqDL7JScn89RTTzF37ty7i1wIcd9cqvMwz5tNZX3dd7C1NDc06vVwbhvIB3iV4GLlwtsd3+OdTzYS/PUTzOtvakhSUtJJ+Gwq4T17kLJoMfr8fLVDrTK0Oi0NWrvx8DutGfZ6IHWaO4MCF44lseKrI/w17TARh68uPijun3u6raPRaFixYgVDhw4tbWvXrh2tWrVizpw5pW1NmjRh6NChTJ06FYD8/Hx69+7Nc889x6hRo257jvz8fPKv+WPKyMjAx8dHbusIcZ/lFRaTX6jHzsrQc5Kz7xes1k8gr8EgLJ5cpHJ04nrx2fH8dPRHUv5aztDgIpxLqr0rLo64v/gy9g8/jNZMxlhcLzU+m5DN0ZzeF09xkaGoWy1nC1r09KFxBw/MLExUjtB4VeptndspKCjg8OHD9OnTp0x7nz592LNnD2CY3jVmzBgeeOCB/0xMAKZOnYqdnV3pQ24BCaEOC1NdaWICsDs0gnzFlCVxbipGJW7F3dqd9zt/xOufbmD7V4/wc18TkmxBczmFhE8+5VSvB0hd+idKQYHaoVYpDu7W9BjZmKc+60jrAXWwsDYlIymPXUvP8ut7e9i36hzZ6dL7VNkqtOckNjYWLy8vgoOD6dixY+l+n332GQsXLuT06dPs3r2brl270rx589Ltv/32G82aNbvpOaTnRIiq6WhUKnNWbmV0nw50auwJgBJ/Ai4Go2n9LOjkG2ZVcinrEj8d/oGsv1YyZE8Rjob6ZCjuLniOfxW7IUPQmMp4ousVFhRzem8cIZujSb+cCxhWRG7Uzo2WvX1xcJfaMneqPD0nlfLpcf2qkNeWy+7cuTN6vf6Oj2Vubo65uXmFxieEuHeBvg78+Mrwq3/vikLS8km4JO0n5dIZHId/rW6AogwvGy8md/uU6FbP89OhOeT9tZrBe4txiL9M3AcfEjv7ezzHv4bd4EFoTCSxvMLUTEdAN2/8u3hx4dhljm40rIgcFhxHWHAcdZo7E9jbFw8/O1kRuQJV6G0dZ2dndDod8fHxZdoTExNxc7u3rt9Zs2bh7+9PmzZt7uk4QoiKc+2HsV6v57fMQGIVR1abD1YxKnE7PrY+TOnxGS99to710wbza08daVagiU0g7r33OPVgH9JXrUIpLlY71CpFq9VQP9CVh94KYvgbrajbwhk0EHk8iRVfy+DZilYpA2KDgoKYPXt2aZu/vz9DhgwpHRB7L6TOiRBVV3RKDnO3n+b9Qc2xMDVU3czZ+H+YKznour0FFnYqRyiudyH9Aj8dnIXy178M3qenVm7JBl8vPF+ZQK3+/dDopILqzaTGZxOyJZrTe68ZPOtiScuePjTu6IGpVJ4to1KLsGVlZREREQFAYGAg33zzDT169MDR0RFfX1+WLl3KqFGj+OGHH+jQoQNz585l3rx5nDx5ktq1a9/9uyohyYkQRiQznsKvAzClkPO95lOv850vVSHur/Np55m//3t0KzYwaJ8e2ytlUer44PXqBGwffBCNtkI726uNnIwCQrfHELojhvxsQ+VZC2tTArp70by7t1SeLVGpycn27dvp0aPHDe2jR49mwYIFgKEI27Rp04iLiyMgIIDp06fTtWvX8pzmBrNmzWLWrFkUFxdz5swZSU6EMAKJ6bn879tv6VB4gLavLKS+q61hQ14GWMjfb1UUkRrB/H3fYbZiC4MO6LEpSVI09Wvj+cpEbPv0liTlFgrziwnfE8exLVFkJEnl2esZVfn68pKeEyGMS3puIQcupNDbv2TcWVE+ud+2wcQ7ENMBX4GNi7oBips6nXKan/bNxGrFNgYe0GNdMmlS41cXz9cmYturlwwAvQV9sZ7zIUkc3XiRxIuZhkYN1GvhQmAfX9zr1czbm5KcCCGqrJRj/2L/9+OkaOzIfeEgPh6uaockbuNUyinm7/mWWit2MOCgglVJWRRtIz88X5uETY/ukqTcgqIoxJ5N4+imKC6GJpe2u9ezI7CPL3WbO6PR1pyfnSQnQogq68SldL5d/Be+Ztl88Nr4qxe2i3vBtz3Iha5KOpl8kp+Dv8Nh5S76H1KwvJKkNGmI14RJWHftKknKbaTEZhOyOYrTB+LRFxkuu/ZuVrTs5UOj9u6YmFb/wbPVMjmRMSdCVB+FxXpSsgtwq2VYLbfowm5MFg4g36s95s+sBZ0UA6uqQi+H8nPwDFxW7aXfIQWLQkO7LqAJnhNex7pTR0lSbiM7PZ/j22I4ufMS+TmGwbOWtcxo3t2bgG5eWFhX39/9apmcXCE9J0JUP8HLvyMw9H9s1HVlwPt/YqqTAZdV3bHLx/h553Q8Vx+g72EFc8N1FpMWAXhOfB3r9u3VDbCKK8grImx3LMe2RJOVahjQY2Kuw7+jBy16+lDL2VLlCCueJCdCCKMSHpfBzJU76e7vxaPdAg2N2UkoIb+jafcCmEiV6KrqSMIRFuycge/qQ/Q+omBWUrvNJKglXhMmYSWFM2+ruFhPxKFEjm6KIjnGsKaARqvBL8iVwN6+uPjaqhxhxZHkRAhhdBRFQVEMlTgBkv54CedTi0mr8yD2Y5aqHJ34LwfjD7Jg+zfUX3OMXiEKpiVJimnbIDwnvI5Vq0B1A6ziFEUhOjyFoxujiDmVWtru3diBwD6++DRxNPrbZdUyOZExJ0LULHO++4xhyXNZVudjXnl6tNrhiDugKAr74/fz69bpNFwbSs9jCiYlS6mZdWyH52sTsWzRQt0gjcDlqEyObooi4nAiSkk5fCdvGwJ7++LX2hWdkd72rJbJyRXScyJEzZCQkcd3G07wSp8A3O0MA2fzDv+OSewhTHp+AFaOKkcobkVRFPbE7mHR1un4/xNG9+NXkxTzLp3weG0ilgFN1Q3SCGQk5XJsazRhwXEU5Ru6omwczGnR0wf/zp6YWRjXAo2SnAghqp/CPDKn+WNbmMz5Vu9Qb/C7akck/oOiKOy6tIvFm7+hxbozdA1V0JVccSx6dMXj1QlYNGmibpBGIC+7kBM7LnF8WzS5mYbpUeZWJjTt4kXzB7yxtjOOMVmSnAghqp28wmLe/PJ7BuauxvKJhXRt4m3YUJADZjW7LHhVpygK26K38cem6bT69xxdTipoS648lr0ewP3V17Bo2FDdII1AUWExp/fFE7I5mrSEHAC0JhoatXMnsLcvDu7WKkd4e5KcCCGqpez8ItafiOehoJLERFHInDcQc0srzAZ+BQ73vrioqDx6Rc+WqC0s2zidNv9G0jFMQQsoGrDu2xv3V17DvH59tcOs8hS9woXjSRzdGEX8+XRDowYatHajzYA6VTZJqZbJiQyIFUJcLz/2BLq5XdGj4czDWwkIkMGWxkCv6NkYuZG/Nk6nw7/RdDhluAwpGrDp3w+38a9gXreuylEah7hz6RzZcJHI40mGhpIkpXX/Ojh6VK0kpVomJ1dIz4kQ4oqo5Bz+t3Al3jnhvPnWFCzNSkqAx4aAezPQVv+S4MasWF/Mv5H/smr9t3Raf4l2Z0qSFK0G20EDcXt5PGa+vipHaRwuR2Vy8J8LXDhWdZMUSU6EEDVGsV4hJjWH2k4lH8BpURR915pixwaYP7NGZvUYgSJ9EesurGP1PzPotjGe1hFXk5Raw4bi+uLLmHl7qRylcajKSYokJ0KIGuvE9mX4bnuVMOrS6M1tONgYx0wGAYX6QtacW8O6f76jx8ZEWp03XJ70JjrsHxqO67gXMfXwUDlK41AVkxRJToQQNdaFpGxmrNpDPTt47eHehsaiAjgwF1o/DWZVo4tb3FphcSErIlawce1Mem1KpkXk1STF4dFHcXlhHKZuripHaRwuR2dy6J9IzodcNjRooEGQK63718XR8/7+LVTL5EQGxAohyqOoWI9JSSXNzG0zsN3xEVmOAdi8shuMvAx4TZFfnM9fZ/5i+5pZ9NmcQtMoQ7vezATHxx7D5fkXMHF2VjdII1EVkpRqmZxcIT0nQojy+m3BHLqf/5pVdk/w8qSPjX6NkpomryiPZWeWsXP1bPpvTqNxjKFdb26K05MjcR47FhNHGVt0J9RMUiQ5EUKIa6RkF/Dt+uMMa12XlrWdACi+uA/9oV8w7fMx2LqrHKG4EzmFOfx5ail7V/9I/y3pNIw1tOstzHB+ajROTz+NiYODukEaiaSYTA7+E8n5o/cvSZHkRAghbkdRSJrRGef0E1ys+zi1R/+gdkSiHHIKc/g9fDGHVs5l4NYs6scb2vVW5riMfhqnp59GJ9eHO3I/kxRJToQQ4jYUReGtb39mUPIvxPaYwWMPtDZsKMoHnZmMSTESWQVZLAr7jWMrfmLwtmzqJBra9daWuD4zFsfRT6GzsVE3SCNxfZLi3diBIRMCK/QckpwIIcR/yC8q5s9DMTzWxgfTkoGzGX+9ikVaBGaDvgHXxipHKO5URkEGv534lbAVvzB4Ww6+JbNn9bZWuI19HseRI9FayyytO5EUk8Whfy7Q/AEfPBvYV+ixJTkRQohyUnJSyP+yCRZKHoe6/0br7oPVDkmUU1peGgtPLODs3wsZsiMP72RDu97OBrfnx+H4xBNoLS3VDbIGk+RECCHKKS2ngLd/Wkudy1sZPelLPO1LLmKXz4BjXdCZqhuguGMpeSn8cvwnov5azJCd+XikGtr1DnZ4vPgS9iNGoDWX4nz3W7VMTqTOiRCisimKwpmELBq52xoa8rPI+SYQnWUtzEf9CU6yYq4xScpN4ueQecT99QdDdxXgWrKAr+LsgPtL47F/+GG0ZmbqBlmDVMvk5ArpORFC3C+XTgZj+ecIMrEk/7k9NPR2UTskcRcSshP46eiPJP+1jKHBRThnGNoVN2c8Xn4F+2HD0JhKz1hlk+RECCEqQFx6Ll+vPohlziU+feFxQ6OiwOFfIOAhsLBTN0BRLnFZccw/MofM5SsYsqcIxyxDu+Lpiuf4CdgNHoTGxETdIKsxSU6EEKIC5RcVY26iA6AgbB1mfz5OnpU7FhOPgamFytGJ8orOjOanQ3PI/2s1g/cUY59TssHHE89XJ1Crf380Op2qMVZH5bl+a+9TTEIIYbSuJCYA689kcU7vwbK89uQhtwKMkY+tD1N6fMa4z/5h3bSBLOqhJcMSiI4l9s23OD2wPxnr16Po9WqHWmNJz4kQQpRDRl4hszaF08LTmv5BJQNk06Ip2jQFk94fgb2vugGKcjufdp55+7/D9O9NDNqvxybP0K7xq4vXhEnY9Owp6zFVALmtI4QQ99HlBSNxiVxDnHNHPMb/q3Y44i6dST3D/L3fYv33dgYe1GOVb2jXNvbDc8Lr2HTrJknKPZDbOkIIcR/N1Q9hd3FTVjo9d7VRX2wYPCuMRkOHhkzrP4tHvljGkv9146+OGnLNQH8qgphxL3L2kYfI2h2MkX2nN0rScyKEEPeosFjPkgNRDGruiYO1oW5G1o6ZmIavxHzQl+DVSuUIxd0IvRzKT8EzcF+5l76HFSwKDe0mLZvhOeF1rNu3UzdAIyO3dYQQQk3FhaR+7o9DYSIHAybT5uHX1Y5I3IOjiUf5Zcd0fFYfos8RBbNiQ7tpm1Z4Tnwdq1aSfN4Jua0jhBAqKkTHZJdvmVk0FG3Q6Ksb0qKhME+9wMRdCXQN5LtHfqX7lwuZ+2FL1rfSUKSFwoNHuPjEk5x7Zgy5x4+rHWa1YjQ9J1K+XghhTBRF4XhMOi187A0Nej3p33fDoiAV88cWgneQqvGJu6MoCnvj9vLb1un4rz1J9+MKJiUzjs27dsJzwiQs/P3VDbKKkts6QghRxWTGR5D7Q2+slByODdtKp5ZN1Q5J3ANFUdh1aReLN39Di3/O0O2EgrbkamrRszser07EolFDdYOsYiQ5EUKIKiY1u4Av1x4h5+IRvnx9HKa6krvqJ/6Gul3B2lndAMVdURSFrdFb+WPTN7RZd4FOJxW0gKIB6759cH/1Nczr1VM7zCpBkhMhhKiicguKsTQzVJxVEsPRz+6E3tQKk1cOoKnlqXJ04m7pFT0bL27krw0z6PBvFB1OGS6tilaDzYD+uI9/BbPatVWOUl0yIFYIIaqoK4kJwN4zcZzSe7M9vzGXcVQxKnGvtBotD9Z5kB+e+wfXb6bxzaveHGygQaNXyF7zDxH9+hHz3rsUxFxSO1SjID0nQgihkpyCIuZuP4uNJo+xvQMNjQXZFK99HV2XSeAiYxaMVZG+iLXn17J23bf02JBAq3MlPSk6LXYPDcf1xZcw9fBQOcr7S27rCCGEkUr7Zwr2B6eTbumL7RshaGV1XKNWWFzIynMr2bh2Jj03JtEi0nDJ1ZvocBgxApcXXsDU1VXlKO8Pua0jhBBG6o+8DmwuDmSh1VNotNd8ROuL1QtK3DVTnSmPNHyEWa9tRj/9A6Y/48hJX9AWFZO++HfO9OpJ/OefU5ScrHaoVYr0nAghRBVSrFf463AMgT52NHA3fMYVnlqPftMUzAd+CXW7qByhuBd5RXn8eWopu9f8QP/NaTQqGYKitzDDedRTOD/7LDp7e1VjrCxyW0cIIaqR+G+64J5xnCNeI2n13Cy1wxEVIKcwhyXhv3Nw1VwGbMnEL97Qrrcyx2XMMziNGYOuml3j5LaOEEJUIzNdP2Fu0QBimo+/2pidDPlZ6gUl7omVqRXPNh/LV29v5dKMV5k5wppIV9Dm5JM8ew6nHujO5TlzKM7KVjtUVUjPiRBCGIFDkSm08nVAq9UAkPLbaKxj92L+0Gzw66VydOJepeen8+uJhZz+ewFDtufiXTIERW9ng9tzL+D45JNoLS3VDfIeVfmek2HDhuHg4MDDDz+sxumFEMLotK7jWJqYFOdmkHdhP6Y5ifx7vlDlyERFsDO345WgV/n0wy2EzniWH4ZaEOsA2vQsLn/1NeEP9CDl11/R5+erHep9oUpy8uqrr/Lrr7+qcWohhDB6BTpr5jf7ndd079KuU8+rG85tg4xY9QIT98zBwoFJbd7gw482cWT6aH4caEaCPWhT00n4bCqnej1A6pIlKAUFaodaqVS7rbN9+3a+//57li9fXq7XyW0dIYQwyMwrxNbC1PAkJ4Xcr1tgSiHaZ/5F6xWobnCiQiTmJDL/yA8k/7WMobuLcM40tCvuLniOfxW7IUPQmJqqG+QdqtTbOjt37mTQoEF4enqi0WhYuXLlDfvMnj2bunXrYmFhQVBQELt27SrvaYQQQvyH0sQEOBsVQ1ihG2cLnTlZ7KtiVKIiuVq58l7nybzx6Ua2ffUwC/qYkGIDmvjLxH3wIace7EP6qlUoxdWrDk65k5Ps7GxatGjB999/f9PtS5cuZcKECbz//vscPXqULl260K9fP6Kiou45WCGEEDfn69eUQw/8wd9NZ9HM18nQqCgUr3sL4o6rG5y4Zx42Hkzu9inj/28dG6YN4deeOtKtgEvxxL79Dqf6P0jGxo0Y2RyXW7qn2zoajYYVK1YwdOjQ0rZ27drRqlUr5syZU9rWpEkThg4dytSpU0vb7vS2Tn5+PvnXDADKyMjAx8dHbusIIcR/yD38O5ZrXiRfZw2TwjC3tlc7JFFBLqRfYN7+mej+3sCgfXps8wztWv9GeL/5NtYdOqgb4E2oNlunoKCAw4cP06dPnzLtffr0Yc+ePXd1zKlTp2JnZ1f68PHxqYhQhRCi2vsnrQ5ritvzq244GvNrLgbV5Nt1TVbXri6f9fmGp6auZPlnPVneSUOeKejDThP19DNEPDWS3NBQtcO8axWanCQlJVFcXIybm1uZdjc3N+Lj40uf9+3bl0ceeYR169bh7e3NwYMHb3nMd999l/T09NJHdHR0RYYshBDV1kMPdICHf6HJwx9hZmL4uFcunyZ/Zns4s0Hl6ERFaODQgGn9v2fYF3+y4KO2rGutoUgLhQcOE/nIo0SOf5n88+fVDrPcTCrjoBqNpsxzRVHKtG3YcOd/FObm5pibm1dYbEIIUVNoNBoGtfAs0xa35lM8U05x+p/vaNSwr0qRiYoW4BzAtw8vZF+nfczaNI2Wq0/R5YRC7uatnNu6Ddshg3F/5VVMPT3/+2BVQIX2nDg7O6PT6cr0kgAkJibe0JtSXrNmzcLf3582bdrc03GEEKImW+IygR+KBrGr7oSrjYW5kJuqWkyi4rT3aM+cUX/h9/V3fDuhNgcbaNDoFbJWrOJM377ETf2MopQUtcP8TxWanJiZmREUFMSmTZvKtG/atImOHTve07FffvllwsLCbnsLSAghxO29Pqg1rcd+x+P9epS2pW/+moLpLVGOL1MxMlFRNBoNvWr3Yvbza7H95v/45gUXTvqCtrCItIW/cbrXAyR+/32VXren3MlJVlYWISEhhISEAHDhwgVCQkJKpwpPmjSJ+fPn8/PPPxMeHs7EiROJiopi3LhxFRq4EEKIu9O6jiPW5iV39fV6UkNWY1aQxtrQBHUDExXKRGvCsAbD+P7VTeROf5dvR9px3r1kccHvZ3GqZ3eSF/6KvgpWmy33VOLt27fTo0ePG9pHjx7NggULAEMRtmnTphEXF0dAQADTp0+na9eu9xTorFmzmDVrFsXFxZw5c0amEgshRAXQ6xW+XH+ShH1/8sKLb9DIo+RzNfYoWNiDY11V4xMVJ6sgi99O/MrJ5fMZti0Xz5I7eYqbM56vTsRuyGA0JpUyFBUo31RiWZVYCCEEaTkF2FuZGZ4UF5E2vS222VEw4jd0jfupG5yoUCl5Kfx0dC7xy35n+M5CHLNKNtTxwev1N7Ht1euGiS0VocqvSiyEEKJqKU1MgOTkBMIyrUnXm7M5q456QYlK4WjhyJsd3uGNTzaw+cvhLHpAR6YFEBnNpVde5czDw8net0/VGI2m50Ru6wghxP1RVKxnyYEoDoee4JuxA9BqDd+i9Tu+QluvK/i0VTlCUZHOp53nx73TsV22hQEHFSwKISGoDt0X/1uh55HbOkIIISpUcdRBdD/3QkFDzrhDWLv7qR2SqGChl0OZt+NL6qw4hN2jj/DskI8r9PjluX5X3sgXIYQQ1caeFCsuFXXH3AS62vhgfWWDokAljE8Q918zl2Z89/Cv7O24F38nf1VjkeRECCHEf+rcwp+t5nNJz8nHyaakanduKgU/D8Ks2yRoOkySlGqig6f6iwZKciKEEOI/aTQaejYpW+n78qbpuFwOJW71xzg3GoipqdktXi1E+RhNcnLtgFghhBDq+9f+MZKKLmHi3Z5XryQmigI5KWDtpG5wwqjJgFghhBB37cSldBytzfC0twQg7+gydP9MwKT3R2jaPa9ydKIqkTonQggh7osAL7vSxAQgauciTIuyWH8wXMWohLGT5EQIIUSF2driK97Uj8e062tXG1MjIfGUajEJ4yNjToQQQlSYcd0bcDloMs42VwfHJi2bgGPcTor7f41pm6dVjE4YC6PpOXn55ZcJCwvj4MGDaocihBDiNlxszUvXZsnPyyY8IYdiPSy77KNyZMJYGE1yIoQQwviYmlmR2P9nXnT4gcE9u5e2K0d+g/PbVYtLVG0yW0cIIUSlUxTl6kq3GbHkTw/EXMkjc8RKbJv0UDc4cV9I+XohhBBViuaa6rERacXsKuyGv/YitrVaoW6hdFEVyW0dIYQQ95Wfrw+NxszmaPdf8feyMzQWF5H/y2A4uhj0enUDFKozmp4Tma0jhBDVR0c/Zzr6OZc+zzqwCJuLO8iKPkJx7T7YObqoGJ1Qm4w5EUIIobp1IRc5tvwLrOycGP/6J+i0JbeBctPA0l7N0EQFkTEnQgghjEr/lrVp6PkF+UX60sREH3ME/S8D0HaZgLbbW7LqcQ0iY06EEEJUCX6utjT1tCt9fm7zfEyKcwjevx+j6uIX90ySEyGEEFXSEf+3eUOZwMVWb16d7ZObBrFHVY1LVD65rSOEEKJKGtG2Nj3938PW4uqlKuXf/8Ph+DwKu7yNWc93VYxOVCbpORFCCFFlOduYY26iA0DR6wmNuIAGhUUxzv/xSmHMJDkRQghhHDQasvvN5BmrmfQa+GRps3J2E5z6B4xr8qm4DaO5rSN1ToQQombTaDT0b+bBg01Hob0y1bgwl4zlr2CXH0dG32+p1WGMqjGKimE0PSeyKrEQQgjgamICpOXk80duWy7o3dhn2VXFqERFMprkRAghhLievZ09bcZ+y6KgP+ndom5pe97ycSj7f4TiIhWjE3fLaG7rCCGEEDfTyteBVr4Opc8Lz+3C4sQSik8sJcmlI271mqkYnbgbkpwIIYSoVo5pGrG6+Fm8TTJ43LPx1Q35WWBuo15g4o5JciKEEKJaaV3PFbeJ/yMqJQdbC1NDY2Y8hTPboQ0aia7nZDAxVzdIcVsy5kQIIUS14+NoRadrVj2O2vkrpgVpnD6wiTy9XPqqOuk5EUIIUe2F1x7FV4f1NKhbH3+zkt4UfTHEhoB3kKqxiRtJciKEEKLa6xvgQfv6r6NcU6gte+/PWG96g4LAMZgN+VbF6MT1pG9LCCFEjWBnaYq9lVnp88PHQtArGv44b6liVOJmJDkRQghRI+l7fsQL1jNoOHDC1ca44xC6XErhq8xobutI+XohhBAVqXsjV7q8MRrdlYqzikLSstdwTjlCekw4dv0+VDfAGsxoek6kfL0QQoiKprumFH5hUSF/pTcmSanFKs0DKkYljCY5EUIIISqTqakZXcd+wZeNlzOiV/vS9rzNn6Hs+gaK8lWMrmYxmts6QgghRGVr4lGLLx5vV/pcSbmAye6v0VBEjEUDvNsMUjG6mkOSEyGEEOIWovUuzNK/QBtO0rruNbd6CvPA1EK9wKo5ua0jhBBC3IKvsw2T3piM5cM/UMfZ2tBYmEfed+0oWjMJ8tLVDbCakuRECCGEuA23WhYMaO5R+jw5ZA0WmZGkHFlJQnaRipFVX5KcCCGEEOVwzrknL5p8zE/2r+Hq6Hh1Q9wx9YKqZmTMiRBCCFEObes6EvDWeNJyCtFoDFORiyK2Y7JoCAUNBmD2+CLQynf/eyE/PSGEEKKcrMxM8LS/Wvb+0IHdFCo61kUq6NHc5pXiTkhyIoQQQtwjXceXeNnue4q7vYv2SmG3rEQ4vNCw+rEoF7mtI4QQQtyjNnUcaTXh8TJtSas/wPnMUjLO7qbWY/NUisw4qdJzsnbtWho1akSDBg2YP3++GiEIIYQQFUqn1ZQph786zoF0xYrfCnqoGJVx0ijK/V16saioCH9/f7Zt20atWrVo1aoV+/fvx/HaEc+3kZGRgZ2dHenp6dSqVauSoxVCCCHuzvnLWXy//hjvDA3C1dZQsK3g8GJM0i6g7TIRzKxVjvD+Ks/1+773nBw4cICmTZvi5eWFra0t/fv3Z8OGDfc7DCGEEKJS1XOx4ZtRnUoTE/IzKfj3fbS7viRq20/qBlfFlTs52blzJ4MGDcLT0xONRsPKlStv2Gf27NnUrVsXCwsLgoKC2LVrV+m22NhYvLy8Sp97e3tz6dKlu4teCCGEMBJZigUf659le3ELLtV5+OqG4kL1gqqiyp2cZGdn06JFC77//vubbl+6dCkTJkzg/fff5+jRo3Tp0oV+/foRFRUFwM3uIl2ZJy6EEEJUVzYWprz7+tvEDlxEh0aehkZFIeunwRT+9YJhdo8A7iI56devH//73/8YPnz4Tbd/8803PPvss4wdO5YmTZowY8YMfHx8mDNnDgBeXl5lekpiYmLw8PC46bEA8vPzycjIKPMQQgghjJGjtRlPtPMtfZ538SA2sXsoDv2biLhkFSOrWip0zElBQQGHDx+mT58+Zdr79OnDnj17AGjbti0nTpzg0qVLZGZmsm7dOvr27XvLY06dOhU7O7vSh4+PT0WGLIQQQqgmyrIJL5h/wTemz+Ndp+HVDZdPw/2dr1KlVGidk6SkJIqLi3FzcyvT7ubmRnx8vOGEJiZ8/fXX9OjRA71ez1tvvYWTk9Mtj/nuu+8yadKk0ucZGRmSoAghhKgWGrrZ8u0bzxGTmoOFqc7QmHKB4tmdKPJui/nIpWBuq26QKqiUImzXjyFRFKVM2+DBgxk8ePAdHcvc3Bxzc/MKjU8IIYSoKixMdfi5Xk1ATh7chp8eDkdn0VyxwEbF2NRSobd1nJ2d/7+9ew+K6j77AP5dFxYQCRER2RVZUREiICpYBalGpSh1FC9VvBEI2jdMUQFTXq2X0bFVMYkarbdg0cTYvDoZ7xrFtRGik0YRJBJlUCsRLyiRqFy8Aft7/7BsRBH2nF3DIt/PDDNyzPn6LDnP2YdzWyiVSsNRklolJSUvHE2Rav369ejRowf69u1rUg4REZElE77jMMs5Fbk9F6KNrfXThdWPgexPW8ydPWYdTlQqFQICAqDT6eos1+l0CA4ONik7Pj4eFy5cQFZWlkk5RERElsy3oyM2zRiDaaOGGJaVZawFDiSgIs24sw7NneTTOhUVFbh8+bLh+8LCQuTm5sLJyQnu7u6YPXs2oqKiEBgYiKCgIKSmpqKoqAhxcXFmLZyIiOh1pVAoYGOlNHx/8IoeYeIN7KwMRnwT1vVrkTycnDlzBoMH//I5AbUXq0ZHR+PTTz9FZGQkSktLsWTJEhQXF8PX1xdfffUVtFqtSYWuX78e69evR00NP92RiIhaloHjZ2LFoWBEv+1rWFZ95QQUBYehfPt/Abs3m664V+BX/2wdU/GzdYiIqMXT61G6uj/alRfgute7cJv0cVNX1CiL/mwdIiIiMo0eCnxUMxHZek/8u2P0M3/xepxdaDbDCe/WISIieqpVKwXmzZqJM0N3YswAf8Py8l2zUPV/UcC9oiasznQ8rUNERPQa0N+/iZrVfrBGNfLCdsIveHhTl1QHT+sQERG1MHcUToi3X4lV+klw8X37l7/4uRDQ65usLjl45ISIiOg1UVWjR35xGXq6vfl0waMyPFrdC4o3tbCZvB1w7Nhktb2WR054zQkREVHDrJWtfhlMANzI/zdqHlXg5q2bKHps33SFScQjJ0RERK+pwjuV+GhXBlwV97Dwf6Y8XSgEcG4n0GM0YG37q9Ui5f2bwwkREdFrTAiBh1U1aK16+tzVx3n7YbMrCo8cu8J21ilAaf2r1PFantYhIiIi6RQKhWEwAYCj+T+hWDhhR0VvVEHZwJpNR/Lj64mIiKj56hc+BWvgg5BuLrBW/vcYxd2rqDm5Bsoh8wB756YtEM1oOOFn6xAREZnOxcEWSyf0r7Psp93/i/bXjuD2zR/R4b3dTVTZL5rNaZ34+HhcuHABWVlZTV0KERHRa+WTx2HI1XfBnrYxTV0KgGZ05ISIiIhejfenx2DLyYGY2r9zU5cCgMMJERFRi2enUiJ+iGdTl2HQbE7rEBERUcvA4YSIiIgsSrMZTvj4eiIiopaBT4glIiKiV45PiCUiIqJmi8MJERERWRQOJ0RERGRROJwQERGRReFwQkRERBaFwwkRERFZlGYznPA5J0RERC0Dn3NCRERErxyfc0JERETNFocTIiIisihWTV2AVLVnocrKypq4EiIiIjJW7fu2MVeTNLvhpLy8HADQqVOnJq6EiIiIpCovL4ejo2OD/02zuyBWr9fj5s2bcHBwgEKhMGt2WVkZOnXqhGvXrpl8sa05s1pSbebOY22WkWfJtZk7j7VZRh5rs5y8WkIIlJeXQ6PRoFWrhq8qaXZHTlq1agU3N7dX+m+88cYbZvsfYs4sc+dZcm3mzmNtlpFnybWZO4+1WUYea7OcPACNHjGpxQtiiYiIyKJwOCEiIiKLwuHkGTY2Nli0aBFsbGwsKsvceZZcm7nzWJtl5FlybebOY22WkcfaLCdPjmZ3QSwRERG93njkhIiIiCwKhxMiIiKyKBxOiIiIyKJwOCEiIiKLwuHkvzZs2AAPDw/Y2toiICAAJ06ckJXzzTffYOTIkdBoNFAoFNi7d6/smpYvX46+ffvCwcEBLi4uGD16NAoKCmTnbdy4ET179jQ8WCcoKAiHDx+Wnfd8rQqFAomJibLWX7x4MRQKRZ0vV1dXk2q6ceMGpk6dinbt2qF169bo1asXsrOzZWV17tz5hfoUCgXi4+MlZ1VXV2PBggXw8PCAnZ0dunTpgiVLlkCv18uqDXj6OOjExERotVrY2dkhODgYWVlZja7X2PYqhMDixYuh0WhgZ2eHt99+G+fPn5edt3v3bgwbNgzOzs5QKBTIzc2VXV9VVRXmzJkDPz8/2NvbQ6PR4J133sHNmzdl1bZ48WJ4e3vD3t4ebdu2RWhoKE6dOiX7tT7rvffeg0KhwMcffywrKyYm5oVtr3///ibVlp+fj1GjRsHR0REODg7o378/ioqKZOXV1xsKhQIffvih5KyKigrMmDEDbm5usLOzw1tvvYWNGzfKfq23b99GTEwMNBoNWrdujeHDh+PSpUv1ZhmzzzW2J4zJktIPjeVJ7Qdj6pPaE+bE4QTAzp07kZiYiPnz5+Ps2bP47W9/i/Dw8Jc2akMqKyvh7++PdevWmVxXZmYm4uPj8d1330Gn06G6uhphYWGorKyUlefm5oaUlBScOXMGZ86cwZAhQxAREdHgm40xsrKykJqaip49e5qU4+Pjg+LiYsNXXl6e7Ky7d+9iwIABsLa2xuHDh3HhwgWsXLkSb775pqy8rKysOrXpdDoAwPjx4yVnrVixAps2bcK6deuQn5+PDz74AB9++CH+/ve/y6oNAKZPnw6dTofPP/8ceXl5CAsLQ2hoKG7cuNHgeo1trx988AFWrVqFdevWISsrC66urvjd735n+IwrqXmVlZUYMGAAUlJSjHpdDeU9ePAAOTk5WLhwIXJycrB7925cvHgRo0aNklVb9+7dsW7dOuTl5eHkyZPo3LkzwsLC8NNPP8nKq7V3716cOnUKGo1G1uusNXz48Drb4FdffSU77z//+Q9CQkLg7e2NjIwMfP/991i4cCFsbW1l5T1bV3FxMbZs2QKFQoFx48ZJzkpKSsKRI0ewfft25OfnIykpCTNnzsS+ffsk1yaEwOjRo3HlyhXs27cPZ8+ehVarRWhoaL37UWP2ucb2hDFZUvqhsTyp/WBMfVJ7wqwEid/85jciLi6uzjJvb28xd+5ck3IBiD179piU8aySkhIBQGRmZpots23btuIf//iH7PXLy8uFp6en0Ol0YtCgQSIhIUFWzqJFi4S/v7/sOp43Z84cERISYra85yUkJIiuXbsKvV4ved0RI0aI2NjYOsvGjh0rpk6dKquWBw8eCKVSKQ4ePFhnub+/v5g/f77ROc9vr3q9Xri6uoqUlBTDskePHglHR0exadMmyXnPKiwsFADE2bNnZddXn9OnTwsA4urVqyZn3b9/XwAQx44dk13b9evXRceOHcUPP/wgtFqtWL16tays6OhoERER0ei6xuZFRkbK3t6M+dlFRESIIUOGyMry8fERS5YsqbOsT58+YsGCBZLzCgoKBADxww8/GJZVV1cLJycnsXnz5kbznt/nmtITDe2/5fSDMe8HxvaDsXlSesJULf7IyZMnT5CdnY2wsLA6y8PCwvDtt982UVX1u3//PgDAycnJ5Kyamhrs2LEDlZWVCAoKkp0THx+PESNGIDQ01OSaLl26BI1GAw8PD0ycOBFXrlyRnbV//34EBgZi/PjxcHFxQe/evbF582aTawSebjPbt29HbGysrA+fDAkJwb/+9S9cvHgRAPD999/j5MmT+P3vfy+rnurqatTU1LzwW6+dnR1OnjwpKxMACgsLcevWrTq9YWNjg0GDBllcb9S6f/8+FAqF7CNktZ48eYLU1FQ4OjrC399fVoZer0dUVBSSk5Ph4+NjUj0AkJGRARcXF3Tv3h1//OMfUVJSIruuQ4cOoXv37hg2bBhcXFzQr18/k05BP+v27ds4dOgQpk2bJmv9kJAQ7N+/Hzdu3IAQAsePH8fFixcxbNgwyVmPHz8GgDq9oVQqoVKpjOqN5/e5pvSEOfffxuZJ6YfG8szRE1K0+OHkzp07qKmpQYcOHeos79ChA27dutVEVb1ICIHZs2cjJCQEvr6+snPy8vLQpk0b2NjYIC4uDnv27EGPHj1kZe3YsQM5OTlYvny57Hpq9evXD9u2bUN6ejo2b96MW7duITg4GKWlpbLyrly5go0bN8LT0xPp6emIi4vDrFmzsG3bNpNr3bt3L+7du4eYmBhZ68+ZMweTJk2Ct7c3rK2t0bt3byQmJmLSpEmy8hwcHBAUFIS//vWvuHnzJmpqarB9+3acOnUKxcXFsjIBGLZ/S++NWo8ePcLcuXMxefJk2R9WdvDgQbRp0wa2trZYvXo1dDodnJ2dZWWtWLECVlZWmDVrlqz1nxUeHo5//vOf+Prrr7Fy5UpkZWVhyJAhhjdfKUpKSlBRUYGUlBQMHz4cR48exZgxYzB27FhkZmaaXOtnn30GBwcHjB07Vtb6a9euRY8ePeDm5gaVSoXhw4djw4YNCAkJkZzl7e0NrVaLv/zlL7h79y6ePHmClJQU3Lp1q9HeqG+fK7cnzLX/lpInpR8ayjNnT0jR7D6V+FV5/jdgIYSs34pflRkzZuDcuXMm/SYMAF5eXsjNzcW9e/ewa9cuREdHIzMzU/KAcu3aNSQkJODo0aMvPU8tRXh4uOHPfn5+CAoKQteuXfHZZ59h9uzZkvP0ej0CAwOxbNkyAEDv3r1x/vx5bNy4Ee+8845JtaalpSE8PLzBawgasnPnTmzfvh1ffPEFfHx8kJubi8TERGg0GkRHR8vK/PzzzxEbG4uOHTtCqVSiT58+mDx5MnJycmTlPcvSewN4ejHgxIkTodfrsWHDBtk5gwcPRm5uLu7cuYPNmzdjwoQJOHXqFFxcXCTlZGdnY82aNcjJyTHLzyoyMtLwZ19fXwQGBkKr1eLQoUOSh4DaC68jIiKQlJQEAOjVqxe+/fZbbNq0CYMGDTKp1i1btmDKlCmy9wtr167Fd999h/3790Or1eKbb77Bn/70J6jVaslHaK2trbFr1y5MmzYNTk5OUCqVCA0NrbO/eZmG9rlSe8Jc+29j86T2Q0N55uoJqVr8kRNnZ2colcoXpt6SkpIXpuOmMnPmTOzfvx/Hjx+Hm5ubSVkqlQrdunVDYGAgli9fDn9/f6xZs0ZyTnZ2NkpKShAQEAArKytYWVkhMzMTa9euhZWVFWpqakyq097eHn5+fi+9qr4xarX6hYHrrbfeknWR87OuXr2KY8eOYfr06bIzkpOTMXfuXEycOBF+fn6IiopCUlKSSUegunbtiszMTFRUVODatWs4ffo0qqqq4OHhITuz9m4pS+4N4OmOeMKECSgsLIROpzPpI97t7e3RrVs39O/fH2lpabCyskJaWprknBMnTqCkpATu7u6G/rh69Sref/99dO7cWXZ9tdRqNbRaraz+cHZ2hpWV1SvpjxMnTqCgoEB2fzx8+BDz5s3DqlWrMHLkSPTs2RMzZsxAZGQkPvroI1mZAQEBhl/IiouLceTIEZSWljbYGy/b58rpCXPuv43Jk9oPjeWZqyekavHDiUqlQkBAgOHui1o6nQ7BwcFNVNVTQgjMmDEDu3fvxtdff23SG01D/4acQ8NDhw5FXl4ecnNzDV+BgYGYMmUKcnNzoVQqTarr8ePHyM/Ph1qtlrX+gAEDXrgt7uLFi9BqtSbVtXXrVri4uGDEiBGyMx48eIBWreq2nlKpNOlW4lr29vZQq9W4e/cu0tPTERERITvLw8MDrq6udXrjyZMnyMzMbPLeqFW7I7506RKOHTuGdu3amTVfbn9ERUXh3LlzdfpDo9EgOTkZ6enpJtdVWlqKa9euyeoPlUqFvn37vpL+SEtLQ0BAgOxrEqqqqlBVVfVK+sPR0RHt27fHpUuXcObMmXp7o7F9rpSeMPf+25g8Kf0gtz65PSEVT+sAmD17NqKiohAYGIigoCCkpqaiqKgIcXFxkrMqKipw+fJlw/eFhYXIzc2Fk5MT3N3dJWXFx8fjiy++wL59++Dg4GCY1h0dHWFnZye5tnnz5iE8PBydOnVCeXk5duzYgYyMDBw5ckRyloODwwvnJu3t7dGuXTtZ51T//Oc/Y+TIkXB3d0dJSQn+9re/oaysTPZpjqSkJAQHB2PZsmWYMGECTp8+jdTUVKSmpsrKA54eDt+6dSuio6NhZSW/dUaOHImlS5fC3d0dPj4+OHv2LFatWoXY2FjZmenp6RBCwMvLC5cvX0ZycjK8vLzw7rvvNrheY9trYmIili1bBk9PT3h6emLZsmVo3bo1Jk+eLCvv559/RlFRkeHZC7VvkK6urvU+16ahPI1Ggz/84Q/IycnBwYMHUVNTY+gRJycnqFQqo7PatWuHpUuXYtSoUVCr1SgtLcWGDRtw/fr1l94u3thrff6NwdraGq6urvDy8pKU5eTkhMWLF2PcuHFQq9X48ccfMW/ePDg7O2PMmDGyaktOTkZkZCQGDhyIwYMH48iRIzhw4AAyMjJk5QFAWVkZvvzyS6xcubLeDGOzBg0ahOTkZNjZ2UGr1SIzMxPbtm3DqlWrZOV9+eWXaN++Pdzd3ZGXl4eEhASMHj36hZsggMb3ubXPcjKmJ4zZf0vph8byqqurJfVDY3mVlZWSe8KsXvn9QM3E+vXrhVarFSqVSvTp00f27brHjx8XAF74io6OlpxVXw4AsXXrVlm1xcbGGl5j+/btxdChQ8XRo0dlZdXHlFuJIyMjhVqtFtbW1kKj0YixY8eK8+fPm1TPgQMHhK+vr7CxsRHe3t4iNTXVpLz09HQBQBQUFJiUU1ZWJhISEoS7u7uwtbUVXbp0EfPnzxePHz+Wnblz507RpUsXoVKphKurq4iPjxf37t1rdL3Gtle9Xi8WLVokXF1dhY2NjRg4cKDIy8uTnbd169Z6/37RokWS82pvv6zv6/jx45KyHj58KMaMGSM0Go1QqVRCrVaLUaNGidOnT8t+rc9r6FbihrIePHggwsLCRPv27YW1tbVwd3cX0dHRoqioyKTa0tLSRLdu3YStra3w9/cXe/fuNSnvk08+EXZ2do1ud41lFRcXi5iYGKHRaIStra3w8vISK1eufOlt+43lrVmzRri5uRl+dgsWLHhprxmzzzW2J4zJktIPjeVJ7YfG8uT0hDkp/lskERERkUVo8decEBERkWXhcEJEREQWhcMJERERWRQOJ0RERGRROJwQERGRReFwQkRERBaFwwkRERFZFA4nREREZFE4nBAREZFF4XBCREREFoXDCREREVkUDidERERkUf4f/nP0W3IuuzUAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(lte_ion_number_density.T.iloc[:, 0], label='H I (LTE)', ls=\":\")\n", - "plt.plot(lte_ion_number_density_ctardis.T.iloc[:, 0], label='H I (LTE ctardis)', ls=\":\")\n", - "plt.plot(cmfgen_plasma.ion_number_density.T.iloc[:, 0], label='H I (Nebular)')\n", - "plt.plot(ion_number_density_ctardis.T.iloc[:, 0], label='H I (Nebular ctardis)')\n", - "plt.plot(ion_pops.T.iloc[:, 0], label='H I (NLTE)')\n", - "plt.semilogy()\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ion_number_density_ctardis_final = pd.read_csv(ctardis_path+\"ion_number_densities_ctardis_result.csv\", index_col=[0, 1])\n", - "\n", - "plt.plot(ion_number_density_ctardis_final.T.iloc[:, 0], label='H I (ctardis)')\n", - "plt.plot(ion_pops.T.iloc[:, 0], label='H I (NLTE)', ls=\"--\")\n", - "plt.semilogy()\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(ion_number_density_ctardis_final.T.iloc[:, 1], label='H II (ctardis third iter)')\n", - "plt.plot(ion_pops.T.iloc[:, 1], label='H II (NLTE)', ls=\"--\")\n", - "plt.semilogy()\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Percentage Residuals of H I NLTE vs H I CTARDIS')" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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yZ0NVlfzuu7q6PnFfJycnTJ48WT2A/OTJk+jfvz/mzJmDMWPGaPS41RGLJSqlSZMmFX4o2tvbQyKR4NSpU+UObvzvtvIG/Do4OJQaVFvR49jZ2SEwMLDc71taWlZ6vCbCwsJw9epVbN26FRMnTlRvLxmrVcLGxgYSiaTc8UaJiYml7mv6c6rI469FyczETZs24ffff8eIESPUf6CXLFmC4cOHl3uOxo0bAyieRfXBBx/ggw8+QFJSkvq/+MGDB5caWP+4koIoMTERderUUW8vKioqM26hpDDIz88v9fz+W9gePXoU8fHxOH78uLo1CUCpPxKV6dKlC7p06QKlUomLFy/iq6++wty5c+Hk5ITRo0dX+jwSEhLKzPaLj48vt9CpDlxcXDB37lysWrWq1HR0fTN58mR8+umn+PXXX/Hyyy9j3759mDt3LgwNDdX7PM3v5/NmaGiIF154AQcPHkRsbKxWZo6qVCr12MKK3sObN2/G6tWrS2170mdDVe3btw8SiQRdu3bVOHvXrl3Rp08f7NmzB8nJyXo5e1Sb2A1HVTZo0CAIgoC4uDi0bdu2zM3X1/eJ5+jfvz9u376No0ePVvo4jx49glKpLPdxSgoATZT8Af9vy0VJQfffAmbDhg2l7pubm6Nt27bYs2dPqcHEWVlZ+Ouvv8rkf9afU3lWr14NGxsbvP/++1CpVGjcuDE8PT1x9erVch+nbdu25RaWTk5OmDRpEsaMGYOIiIgKZ5KVLDhYskZLid9++63MAOaStav+u0Ddn3/+Wep+VX/eT2JoaIgOHTrg66+/BgBcvny5wn1LuoJ/+umnUtsvXLiA8PBwvPDCCxo9tj5ZtGgRbG1tsXjxYrGjVKhJkybo0KEDtmzZgp9//hn5+fmVLn1R1d9PMSxZsgSCICAgIKDcSQWFhYVlfucr8/fffyM2NhYzZ87EsWPHytyaNWuGH3/88YkTBv772VAVW7ZswcGDBzFmzJhKW/uTkpLKPadSqURkZCTMzMwqXby1pmDLElVZp06d8Oqrr2Ly5Mm4ePEiunbtCnNzcyQkJOD06dPw9fXF66+/Xuk55s6dix07dmDo0KFYvHgx2rdvj9zcXJw4cQKDBg1Cjx49MHr0aGzfvh0DBgzAnDlz0L59e0ilUsTGxuLYsWMYOnQoXnzxRY2yl6yQ/N1338HS0hImJiZo0KABvL290bBhQyxevBiCIMDW1hZ//vkngoKCypxj+fLlGDhwIPr27Ys5c+ZAqVTi008/hYWFRalZSdr4OZXHxsYGS5YswcKFC/Hzzz9j3Lhx2LBhA/r374++ffti0qRJqFOnDlJTUxEeHo7Lly9j586dAIAOHTpg0KBBaN68OWxsbBAeHo5t27bBz8+vwrWvmjRpgnHjxuHzzz+HVCpFr169EBYWhjVr1pRZjHDAgAGwtbXF1KlTsXz5chgZGWHr1q2IiYkptZ+/vz9sbGzw2muvYenSpZBKpdi+fTuuXr36xOe/fv16HD16FAMHDoS7uzvy8vLUYzoqGwPXuHFjvPrqq/jqq69gYGCA/v37IyoqCu+99x7c3Nwwb968Jz62vrKyssI777xT6XO4fv16uStct2vXTj0270nS09MREhJSZruxsTFatWr1xOOnTJmC6dOnIz4+Hv7+/mX+4Xma308xlMyanTFjBtq0aYPXX38dzZo1Q2FhIa5cuYLvvvsOPj4+T5zZWeL777+HkZER3n777XK7wqZPn47Zs2dj//79GDp0aIXnKe+zoURubq76tcvNzcW9e/ewZ88e/PXXX+jWrRvWr19facZt27Zhw4YNGDt2LNq1awe5XI7Y2Fhs2rQJN27cwPvvv1/hkIkaRbSh5aRXnjQj5nGbN28WOnToIJibmwumpqZCw4YNhQkTJggXL15U71PZLIy0tDRhzpw5gru7uyCVSgVHR0dh4MCBwq1bt9T7FBYWCmvWrBFatGghmJiYCBYWFoK3t7cwffp0ITIyUr1feTM3Sh7/vzORPv/8c6FBgwaCoaGhAEDYsmWLIAiCcPPmTaF3796CpaWlYGNjI4wcOVKIjo4WAAhLly4tdY7du3cLvr6+gkwmE9zd3YVVq1YJs2fPFmxsbJ7q51Seyl6L3Nxcwd3dXfD09BSKiooEQRCEq1evCqNGjRIcHR0FqVQqODs7Cz179hTWr1+vPm7x4sVC27ZtBRsbG8HY2Fjw8PAQ5s2bJzx8+FC9T3kz2vLz84X58+cLjo6OgomJidCxY0chODhYqFevXqnZcIIgCOfPnxf8/f0Fc3NzoU6dOsLSpUuFTZs2lZkNd/bsWcHPz08wMzMTHBwchGnTpgmXL18u9ZqUlyc4OFh48cUXhXr16gnGxsaCnZ2d0K1bN2Hfvn2V/jwFQRCUSqXwySefCF5eXoJUKhXs7e2FcePGCTExMaX2e5rZcBXt26xZM53Nhntcfn6+0KBBgwpnw1V0K/lZP8tsuDp16jwxtyAIgkKhEExNTQUAwsaNG8t8vyq/n+UpmQ23c+fOcr8/c+ZMrc2Ge1xoaKgwceJEwd3dXZDJZIK5ubnQqlUr4f333xeSk5PLPea/r09KSoogk8kqnQWYlpYmmJqaCoMHDxYEQfPPhpJZySU3c3NzwcPDQxgxYoSwc+dO9WzZx/33M/XmzZvC/PnzhbZt2woODg6CkZGRYGNjI3Tr1k3Ytm1blX5eNYFEELS4EAVRLVNYWIiWLVuiTp06OHTokNhxiIhIB9gNR6SBqVOnonfv3nBxcUFiYiLWr1+P8PBwvV9NmYiInh6LJSINZGZmYsGCBUhJSYFUKkXr1q1x4MCBSsfMEBFR9cZuOCIiIqJKcOkAIiIiokqwWCIiIiKqBIslIiIiokpwgLcWqFQqxMfHw9LSstxLfBAREZH+EQQBmZmZcHV1hYFBxe1HLJa0ID4+Hm5ubmLHICIioqcQExNT6fX+WCxpQcn1t2JiYspcBoKIiIj0U0ZGBtzc3J54gXYWS1pQ0vVmZWXFYomIiKiaedIQGg7wJiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIr2lUgk4eitJ1AwsloiIiEgvxablYOymEEzZehF/XYsXLUe1KZbS0tIwfvx4yOVyyOVyjB8/Hunp6ZUeIwgCli1bBldXV5iamqJ79+64ceNGqX26d+8OiURS6jZ69GgdPhMiIiKqjCAI+ONSLPp/fgoh91JhJjNEQZFKtDzVplgaO3YsQkNDERgYiMDAQISGhmL8+PGVHrN69Wp89tlnWLduHS5cuABnZ2f07t0bmZmZpfYLCAhAQkKC+rZhwwZdPhUiIiKqQGp2AV7/6TLm77yKzPwitHa3xsE5XTC8dV3RMhmJ9sgaCA8PR2BgIEJCQtChQwcAwMaNG+Hn54eIiAg0bty4zDGCIODzzz/HO++8g+HDhwMAfvjhBzg5OeHnn3/G9OnT1fuamZnB2dn5+TwZIiIiKtexW8l46/dreJiVDyMDCeb19sL0rh4wMhS3badatCwFBwdDLperCyUA6NixI+RyOc6ePVvuMffv30diYiL69Omj3mZsbIxu3bqVOWb79u2wt7dHs2bNsGDBgjItT/+Vn5+PjIyMUjciIiJ6Otn5RXh793VM3noBD7Py4elogT0zO2Fmj0aiF0pANWlZSkxMhKOjY5ntjo6OSExMrPAYAHByciq13cnJCQ8ePFDff+WVV9CgQQM4OzsjLCwMS5YswdWrVxEUFFRhnpUrV+KDDz54mqdCREREj7kcnYY3d4Qi6lEOAGBq5wZ4q29jmEgNRU72L1GLpWXLlj2x6Lhw4QIAQCKRlPmeIAjlbn/cf7//32MCAgLUX/v4+MDT0xNt27bF5cuX0bp163LPuWTJErz55pvq+xkZGXBzc6s0BxEREf2roEiFL49E4pvjd6ASAFe5CdaMbAH/RvZiRytD1GJp1qxZT5x5Vr9+fVy7dg1JSWXXWEhJSSnTclSiZAxSYmIiXFxc1NuTk5MrPAYAWrduDalUisjIyAqLJWNjYxgbG1eam4iIiMoXmZSJeb+FIiyueBjLi63qYNmQZpCbSkVOVj5RiyV7e3vY2z+5gvTz84NCocD58+fRvn17AMC5c+egUCjg7+9f7jElXWtBQUFo1aoVAKCgoAAnTpzAJ598UuFj3bhxA4WFhaUKLCIiInp2KpWArWejsCrwFgqKVLA2k+LjYb4Y2Fy//+ZWizFLTZo0Qb9+/RAQEKCe1v/qq69i0KBBpWbCeXt7Y+XKlXjxxRchkUgwd+5crFixAp6envD09MSKFStgZmaGsWPHAgDu3r2L7du3Y8CAAbC3t8fNmzcxf/58tGrVCp06dRLluRIREdVE8em5eOv3qzhz5xEAoKuXAz4d0RxOViYiJ3uyalEsAcUz1mbPnq2e3TZkyBCsW7eu1D4RERFQKBTq+wsXLkRubi5mzJiBtLQ0dOjQAYcOHYKlpSUAQCaT4ciRI/jiiy+QlZUFNzc3DBw4EEuXLoWhof4MLCMiIqquBEHAvqvxeHdPGDLzimAiNcA7A5tiXAf3J4471hcSQRAEsUNUdxkZGZDL5VAoFLCyshI7DhERkV5IzynAO3vCsP9aAgCghZs11o5qAQ8HC5GTFavq3+9q07JERERE1ceJ2yl4a+dVJGfmw9BAgjkveGJG94Z6sW6SplgsERERkdbkFBRh1cFb+DG4eE1DDwdzfP5ySzSvay1usGfAYomIiIi04tKDNMz/7d8FJif518eift4wlVXvccAsloiIiOiZ5Bcp8fnhSGw4cRcqAXC2MsHqEc3R1ctB7GhawWKJiIiIntrN+Ay8+VsobiUWX1d1eKs6WKrHC0w+DRZLREREpLEipQobTt7D54dvo1ApwM5cho9f9EE/H/1eYPJpsFgiIiIijdxLycL8nVdxJTodANCnqRNWDPeFvUXNvBQYiyUiIiKqEpVKwI/BxZcryStUwdLYCMuGNMPw1nWqzQKTT4PFEhERET1RXHou3tp5FWfvFl+upHMje6we0Ryu1qYiJ9M9FktERERUIUEQ8PulWCz/8yYy84svV/L2gCYY16EeDAxqbmvS41gsERERUbmSM/Pw9q4wHA5PAgC0drfG/0a1RAN7c5GTPV8sloiIiKiMA9cT8M7u60jLKYTUUIJ5vb0wvWtDGNaS1qTHsVgiIiIiNUVOId7fF4a9ofEAgCYuVvhsVAs0cam9F4pnsUREREQAii9+u/D3q0jKyIeBBJjRvRFmv+AJmVH1u/itNrFYIiIiquWy84vw8YFw/HwuGgDgYW+O/41qgVbuNiIn0w8sloiIiGqxa7HpmP3LlRp38VttYrFERERUC6lUAr4/fR+r/76FQqUAV7kJ1oxsAf9G9mJH0zssloiIiGqZlMx8LNh5FSdupwAA+jVzxicvNYfcrOZc/FabWCwRERHVIqciUzBvx1U8zMqHsZEB3h/cFGPbu9foy5U8KxZLREREtUBBkQr/C4rAhhP3AABeThb4akxrNHa2FDmZ/mOxREREVMNFP8rBG79ewdWYdADAKx3c8d6gpjCRchB3VbBYIiIiqsH2hsbhnd1hyMovgpWJET55qTn6+7qIHataYbFERERUA2XnF2HZvhvYeSkWANC2ng2+GNMKdaxNRU5W/bBYIiIiqmHC4hSY/csV3HuYDQMJMKunJ2b3bAQjw9q9EvfTYrFERERUQwiCgC1norDq4C0UKFVwtjLB56NboqOHndjRqjUWS0RERDXAo6x8vPX7NRy9lQwA6NXECZ+OaA4bc5nIyao/FktERETV3Nk7DzF3RyiSM/MhMzLAOwOaYIJfPa6dpCUslmoJlUrA5jP3UaQS8Fq3hmLHISIiLShUqvD54dv45vhdCALQ0MEcX41pjaauVmJHq1FYLNUCWflFmPvrFRwOL26aHejrAjdbM5FTERHRs4hJzcGcX6/gcnQ6AGB0Oze8P7gpzGT8065t/InWcDGpOZj2w0VEJGWqt0UkZrJYIiKqxo7eSsKcX0ORmVcES2MjrBjui8EtXMWOVWNxDmENFnLvEYasO42IpEw4WhqjhZs1AOB2cmblBxIRkV4SBAHfn76PaT9cRGZeEVq5W+PAnC4slHSMLUs11M/novH+3jAUqQQ0ryvHd+Pb4vdLMbgak47IpCyx4xERkYYKlSos23cD289FAyjudvtwmA+kXDtJ51gs1TBFShU+2h+OrWejAACDW7ji0xHNYSI1hKdT8cUSbyexZYmIqDpR5BZi1s+XcSryISQS4O3+TTCtSwPOdntOWCzVIIqcQsz8+TJO33kIAFjQxwszezRSv5m8/imW7iRnQakSYGjANxkRkb6LfpSDKT9cwJ3kLJhKDfHF6Jbo08xZ7Fi1CoulGuJuSham/XAR9x9mw0xmiM9GtUQ/n9JvJndbMxgbGSC/SIWY1BzUtzcXKS0REVXFxahUvLrtElKzC+BsZYJNE9vCp45c7Fi1DoulGuDE7RTM+vkyMvOKUMfaFBsntC13jQ1DAwkaOljgZkIGIpIyWSwREemx3Vdisej36yhQquBTxwqbJrSDs9xE7Fi1EkeFVWMlsyImbzmPzLwitKtvg72zOlW6GJmXkwUAIJLjloiI9JJKJeB/hyIwb8dVFChV6NvMCb9N92OhJCK2LFVT+UVKvLcnDL9djAUAjGpbFx8O84GxkWGlx/07yJsz4oiI9E1eoRLzd17F/msJAIDXujXEwr6NYcAxpqJisVQNPczKx+s/XcKFqDQYSIB3BjbFlE71qzQrwosz4oiI9FJKZj4CfryI0Jh0GBlIsOJFX4xq5yZ2LAKLpWonPCED0364iLj0XFiaGGHd2Nbo5uVQ5eNLuuHupWSjSKmCEdfnICIS3a3EDEzdWvzZLjeVYv24NvBraCd2LPoHi6Vq5O8biZi3IxQ5BUrUtzPDpont0MjRQqNzuNmYwURqgLxCFR6k5qChg2bHExGRdh27lYxZP19GdoESDezN8f3EtvDgZ7NeYbNCNSAIAtYdjcT0bZeQU6BE50b22DOzk8aFEgAYGEjUx3GQNxGRuLaeuY+pP1xAdoESHRrYYvcMfxZKeojFkp7LK1Ri9q+hWHPoNgBgkn99bJ3cDtZmsqc+pxcHeRMRiapIqcL7e8Ow7M+bUAnAyDZ1sW1qh2f6bCfdYTecHktU5OHVbRdxLVYBIwMJPhjaDK90qPfM5+UgbyIi8WTkFWLWz1dw8nYKJBJgUT9vTO/qwUuX6DEWS3pKEAS8vv0SrsUqYGMmxTevaG+w379rLbFliYjoeYpJzcGUrRcQmZwFE6kBPn+5VZmrLZD+YTecnpJIJPhomA9auFlj78zOWp0V4elY3LJ072EWCpUqrZ2XiIgqdulBGoZ9fQaRyVlwtDTGzun+LJSqCbYs6bFmrnLsmeGv9abZOtamMJMZIqdAiQePstHon+KJiIh04+itJLz+02XkF6nQ1MUK309qCxe5qdixqIrYsqTndNGHbWAggec/M+I4yJuISLf+vBqPV3+8hPwiFV7wdsTO1/xYKFUzLJZqKU8O8iYi0rkdF6Ix+9crKFIJGNrSFevHt4G5MTt1qhu+YrUUB3kTEenW96fv48O/bgIAxrR3x0fDfGDIa7xVSyyWaim2LBER6YYgCPjyyB2sPVy8Pt6rXT2wpL83lwaoxlgs1VIlay3df5iNgiIVZEbskSUielaCIGDlwVv47uQ9AMCbvb3wRs9GLJSqOf6FrKVc5SawMDZCkUrA/YfZYschIqr2lCoBb+8OUxdK7w1qitkveLJQqgFYLNVSEsm/14hjVxwR0bMpVKowb0cofjkfDYkE+OQlX0zt3EDsWKQlLJZqsX8HebNYIiJ6WnmFSrz+0yXsuxoPIwMJvhzdCi+3cxc7FmkRxyzVYrygLhHRs8nOL0LAjxdx9u4jGBsZ4NtxrdHT20nsWKRlLJZqMfWMuGS2LBERaUqRU4hJW8/jSnQ6zGWG2DSxnVYvTUX6g8VSLVbSDffgUQ7yi5QwNjIUORERUfXwMCsf478/j/CEDMhNpfhhSnu0dLMWOxbpCMcs1WLOViawNDGCUiXgXgpnxBERVUV8ei5GrQ9GeEIG7C2MsWN6RxZKNRyLpVpMIpE8Nm6JXXFERE8S9TAbI9cH497DbNSxNsXO1/zg7WwldizSMRZLtRwve0JEVDURiZkYuSEYcem5aGBvjt9e80MDe3OxY9FzwDFLtZynI1uWiIie5GpMOiZuOY/0nEJ4O1ti29QOcLA0FjsWPScslmq5km64yGS2LBERlefcvUeY+sNFZOUXoaWbNX6Y3B5yM6nYseg5YjdcLffvjLhs5BUqRU5DRKRfjkUkY8Lm88jKL4Kfhx1+mtaBhVItVG2KpbS0NIwfPx5yuRxyuRzjx49Henp6pcfs2rULffv2hb29PSQSCUJDQ8vsk5+fjzfeeAP29vYwNzfHkCFDEBsbq5snoYccLI0hN5VCJQB3U9i6RERU4u8biXj1x4vIL1LhBW9HbJncDhbG7JCpjapNsTR27FiEhoYiMDAQgYGBCA0Nxfjx4ys9Jjs7G506dcKqVasq3Gfu3LnYvXs3fv31V5w+fRpZWVkYNGgQlMra0cpSPCOOg7yJiB536UEq3vjlCgqVAga3cMX68W1gIuVadLVVtSiRw8PDERgYiJCQEHTo0AEAsHHjRvj5+SEiIgKNGzcu97iSYioqKqrc7ysUCnz//ffYtm0bevXqBQD46aef4ObmhsOHD6Nv377afzJ6yNPJEhei0jjIm4gIxcMSAn68hIIiFXo1ccLnL7eEoYFE7FgkomrRshQcHAy5XK4ulACgY8eOkMvlOHv27FOf99KlSygsLESfPn3U21xdXeHj4/NM561uvByLW5Z4jTgiqu3SsgswecsFpGYXoHldOb4cw0KJqknLUmJiIhwdHctsd3R0RGJi4jOdVyaTwcbGptR2JyenSs+bn5+P/Px89f2MjIynzqAP/p0Rx5YlIqq98ouUmL7tknrByU0T28JMVi3+TJKOidqytGzZMkgkkkpvFy9eBFA8tua/BEEod/uzetJ5V65cqR5oLpfL4ebmpvUMz1PJBXWjU3OQW1A7xmoRET1OEAQs/P0azkelwtLYCFsmt4OjpYnYsUhPiFoyz5o1C6NHj650n/r16+PatWtISkoq872UlBQ4OTk99eM7OzujoKAAaWlppVqXkpOT4e/vX+FxS5YswZtvvqm+n5GRUa0LJnsLGWzMpEjLKcSd5Cz41pWLHYmI6Ln6LOg29obGw8hAgvXj26hb3IkADYslhUKB3bt349SpU4iKikJOTg4cHBzQqlUr9O3bt9ICozz29vawt7d/4n5+fn5QKBQ4f/482rdvDwA4d+4cFAqFxo/5uDZt2kAqlSIoKAijRo0CACQkJCAsLAyrV6+u8DhjY2MYG9eclVslEgk8nSxx/n4qbidlslgiolrltwsx+OroHQDAiuG+6NToyX+XqHapUjdcQkICAgIC4OLiguXLlyM7OxstW7bECy+8gLp16+LYsWPo3bs3mjZtih07dmg9ZJMmTdCvXz8EBAQgJCQEISEhCAgIwKBBg0rNhPP29sbu3bvV91NTUxEaGoqbN28CACIiIhAaGqoejySXyzF16lTMnz8fR44cwZUrVzBu3Dj4+vqqZ8fVFiXLB9zmuCUiqkVORz7E27uvAwDe6NkIo9pW314C0p0qtSy1aNECEyZMwPnz5+Hj41PuPrm5udizZw8+++wzxMTEYMGCBVoNun37dsyePVs9c23IkCFYt25dqX0iIiKgUCjU9/ft24fJkyer75d0+S1duhTLli0DAKxduxZGRkYYNWoUcnNz8cILL2Dr1q0wNKxd62moB3lzRhwR1RIRiZl4/adLKFIJGNrSFW/29hI7EukpiSAIwpN2SklJgYODQ5VPqun+1V1GRgbkcjkUCgWsrKzEjvNUQu49wujvQlDXxhSnF/UUOw4RkU4lZ+ThxW/OIi49F+3r22LbtPYwNqpd/yRT1f9+V6kbTtPCpzYVSjVFSctSbFousvOLRE5DRKQ7OQVFmPrDRcSl58LD3hzfTWjDQokq9dRLB2RmZuKtt95Cu3bt0Lp1a7zxxht4+PChNrPRc2RrLoO9hQwAcCeZXXFEVDMpVQJm/3IF1+MUsDWXYcvkdrA2k4kdi/TcUxdLAQEBePjwIT744AMsXboU9+7dwyuvvKLNbPSceToWty7xsidEVFN9+NdNHA5PhszIABsntEU9O3OxI1E1UOWlA9auXYu5c+eqF2u8cOECbt++rR4I3bhxY3Ts2FE3Kem58HKyQPC9R4hkyxIR1UCbT9/H1rNRAIC1o1qiTT2byg8g+keVi6U7d+6gQ4cO2LBhA1q1aoXevXtj4MCBGDZsGAoLC7Ft27Zac+HZmqpkJW+2LBFRTXPoRiI+3F+8jMzi/t4Y2NxF5ERUnVS5WPr6668RHByMKVOmoEePHli5ciV++uknBAUFQalUYuTIkZg1a5Yus5KOcfkAIqqJrsakY/avVyAIwNgO7pje1UPsSFTNaLSCt5+fHy5cuIBVq1bBz88Pn376Kf744w9dZaPnrGRhyrj0XGTlF8HCmBeQJKLqLSY1B1N/uIi8QhW6eTlg+ZBmOrmmKNVsGg/wNjIywrvvvos///wTn3/+OUaMGKFeEZuqN2szGRwsiy/jEsmuOCKq5hS5hZiy9QIeZuWjiYsVvn6lNYwMRb1+PFVTVf6tuX79Otq3bw9LS0t06tQJKpUKR44cwYABA+Dv749vv/1WlznpOSlpXWJXHBFVZwVFKrz+0yVEJmfBycoYmye1ZWs5PbUqF0uTJ09G586dceHCBYwcORKvvfYaAGDKlCk4d+4cTp8+DT8/P50FpeeDywcQUXUnCALe3n0dZ+8+grnMEJsntYOL3FTsWFSNVbnMjoiIwK+//opGjRrB09MTn3/+ufp7Dg4O2L59Ow4dOqSLjPQclQzyjmCxRETV1Lqjd/D7pVgYGkiw7pXWaOYqFzsSVXNVLpa6d++OV199FaNHj8bRo0fRqVOnMvuUXOSWqi92wxFRdbbnShz+F3QbAPDBkGbo0dhR5ERUE1S5G+7HH39E69atsXfvXnh4eHCMUg1VstZSYkYeFLmFIqchIqq6nRdjsPD3awCAV7t6YFzHeiInopqiyi1LNjY2WLNmjS6zkB6Qm0rhZGWMpIx83EnORJt6tmJHIiKqVG6BEu/vDcPOS7EAgIHNXbC4n7fIqagmqVLLUnR0tEYnjYuLe6owpB+81Ct5syuOiPTb3ZQsDPv6DHZeioWBBJjf2wtfjW4FAwOupUTaU6ViqV27dggICMD58+cr3EehUGDjxo3w8fHBrl27tBaQnj8vXvaEiKqBvaFxGPLVaUQkZcLewhg/Te2AN17wZKFEWlelbrjw8HCsWLEC/fr1g1QqRdu2beHq6goTExOkpaXh5s2buHHjBtq2bYtPP/0U/fv313Vu0iEO8iYifZZXqMSHf93E9nPFvR4dPWzx5ZhWcLQ0ETkZ1VQSQRCEqu6cl5eHAwcO4NSpU4iKikJubi7s7e3RqlUr9O3bFz4+PrrMqrcyMjIgl8uhUChgZWUldpxndjk6DcO/OQtHS2Ocf6eX2HGIiNQePMrGjO2XcSM+AwDwRs9GmPOCJ1fmpqdS1b/fGi1namJiguHDh2P48OHPHJD0l6djcctScmY+FDmFkJtJRU5ERAQEhiXgrZ3XkJlfBBszKda+3BLduTQAPQdc+53KsDSRwlVugnhFHm4nZ6Jdfc6IIyLxFBSpsOrgLWw+cx8A0KaeDb4a0wqu1lyVm54PFktULk8ny+JiKYnFEhGJJy49FzO3X0ZoTDqA4vWT3urbGFJ2u9FzxGKJyuXlZIETt1M4yJuIRHP0VhLe/O0q0nMKYWVihDUjW6BPM2exY1EtxGKJyuXJ5QOISCRFShX+F3Qb3x6/CwBoXleOr8e2hputmcjJqLZisUTl4sKURCSGpIw8vPHzFZyPSgUATPKvjyUDvGFsZChyMqrNNO70/eGHH7B//371/YULF8La2hr+/v548OCBVsOReEpmxD3MykdadoHIaYioNjgVmYIBX5zC+ahUWBgb4euxrbFsSDMWSiQ6jYulFStWwNS0eAZCcHAw1q1bh9WrV8Pe3h7z5s3TekASh7mxEer8M9OEXXFEpEtKlYC1QbcxYfN5PMouQBMXK/z5RmcMbO4idjQiAE/RDRcTE4NGjRoBAPbs2YMRI0bg1VdfRadOndC9e3dt5yMReTlZIC49F7eTs9DBw07sOERUA6Vk5mPujis4c+cRAGBMezcsHdwMJlK2JpH+0LhlycLCAo8eFf9SHzp0CL16Fa/wbGJigtzcXO2mI1Gpxy0lsmWJiLQvv0iJMRtDcObOI5hKDfHZqBZYObw5CyXSOxq3LPXu3RvTpk1Dq1atcPv2bQwcOBAAcOPGDdSvX1/b+UhEnBFHRLq06dR93EnOgoOlMX6e1kH9mUOkbzRuWfr666/h5+eHlJQU/PHHH7CzK+6euXTpEsaMGaP1gCQe9QV1kzkjjoi0Kz49F+uO3gEAvDOgCQsl0msatyxZW1tj3bp1ZbZ/8MEHWglE+qORowUkEiA1uwAPs/Jhb2EsdiQiqiE+3h+O3EIl2te3xdCWrmLHIapUlYqla9euVfmEzZs3f+owpF/MZEZwszFDdGoObidlslgiIq04c+ch9l9PgIEE+GBoM0gkErEjEVWqSsVSy5YtIZFIIAhCud8v+Z5EIoFSqdRqQBKXl5MFolNzEJmUBf+G9mLHIaJqrqBIhaX7bgAAJvjVRxMXK5ETET1ZlYql+/fv6zoH6SlPJ0scDk/mIG8i0oofzkbhTnIW7MxlmNfbS+w4RFVSpWKpXr16us5Beko9yJuXPSGiZ5SckYfPD98GACzq7w25qVTkRERV89TXhrt58yaio6NRUFD6UhhDhgx55lCkPzwd/1k+IDlT3dVKRPQ0VhwIR3aBEi3drDGidV2x4xBVmcbF0r179/Diiy/i+vXrpcYxlfwR5ZilmqWRowUMJEB6TiFSsvLhaGkidiQiqobO3XuEPaHxkEiAD4f6wMCA/3hR9aHxOktz5sxBgwYNkJSUBDMzM9y4cQMnT55E27Ztcfz4cR1EJDGZSA3hbmsGgF1xRPR0ipT/Duoe094dvnXlIici0ozGxVJwcDCWL18OBwcHGBgYwMDAAJ07d8bKlSsxe/ZsXWQkkXElbyJ6Fj+FPMCtxExYm0nxVp/GYsch0pjGxZJSqYSFRfGgX3t7e8THxwMoHgQeERGh3XSkF0oGed9myxIRaehhVj7+F1Q8qPutvo1hYy4TORGR5jQes+Tj44Nr167Bw8MDHTp0wOrVqyGTyfDdd9/Bw8NDFxlJZCUX1I1kyxIRaeiTg7eQmVcEnzpWGN3OXew4RE9F42Lp3XffRXZ2NgDgo48+wqBBg9ClSxfY2dlhx44dWg9I4lPPiEvijDgiqrrL0WnYeSkWAPDBEB8YclA3VVMaF0t9+/ZVf+3h4YGbN28iNTUVNjY2/CNaQ3k4mMNAAmTkFSE5Mx9OVpwRR0SVU6oEvL83DAAwsk1dtKlnI3Iioqen8Zil8tja2rJQqsFMpIaob2cOgIO8iahqfr0QjbC4DFiaGGFRf2+x4xA9E41blnr06FFpYXT06NFnCkT6ydPJAvceZiMiMRNdPB3EjkNEeiwtuwCf/l084Wd+by9ehJuqPY2LpZYtW5a6X1hYiNDQUISFhWHixInaykV6xsvJEn/fSOJaS0T0RJ8eikB6TiG8nS0xriMvl0XVn8bF0tq1a8vdvmzZMmRl8Q9pTVUyI+52MrvhiKhi12MV+OV8NADggyHNYGSoldEeRKLS2m/xuHHjsHnzZm2djvRMSbF0JylLfYkbIqLHqVQC3tsbBkEAhrV0RQcPO7EjEWmF1oql4OBgmJhwllRN1cDeHEYGEmTmFyFBkSd2HCLSQ79fjkVoTDrMZYZYMqCJ2HGItEbjbrjhw4eXui8IAhISEnDx4kW89957WgtG+kVmZID69ua4k5yF20mZcLU2FTsSEekRRU4hPjl4CwAwp5cnlxihGkXjYkkuL30BRAMDAzRu3BjLly9Hnz59tBaM9I+XkwXuJGchMikL3Rs7ih2HiPTI2sO38Si7AI0cLTC5UwOx4xBplcbF0pYtW3SRg6qB4pW8E7nWEhGVEp6QgR+DowAAywY3g5SDuqmG4W80Vdm/M+I465GIiglC8UrdKgEY4OuMzp72Ykci0roqtSxpcimT1NTUZwpE+svLyQIAcIfXiCOif+wNjceFqDSYSg3xzsCmYsch0okqFUuff/65+utHjx7ho48+Qt++feHn5wegeCbc33//zQHeNVx9e3NIDSXILlAiLj0XdW3MxI5ERCLKzCvExwfCAQCzejZCHU78oBqqSsXS4ytzv/TSS1i+fDlmzZql3jZ79mysW7cOhw8fxrx587SfkvSC1NAADezNcTupeJA3iyWi2u3LI5FIycxHfTszTOvCQd1Uc2k8Zunvv/9Gv379ymzv27cvDh8+rJVQpL88S8YtcZA3Ua0WmZSJLWeiAABLhzSDsZGhuIGIdEjjYsnOzg67d+8us33Pnj2ws+NqrTWdl2NJscRB3kS1lSAIWLrvBopUAno1cUIPLiVCNZzGSwd88MEHmDp1Ko4fP64esxQSEoLAwEBs2rRJ6wFJv5QM8o7kNeKIaq0D1xNx9u4jyIwMsHQwB3VTzadxsTRp0iQ0adIEX375JXbt2gVBENC0aVOcOXMGHTp00EVG0iMl3XCRSVlQqQQYGHBGHFFtkp1fhI/23wQAvN6tIdxsOXaRaj6NiyUA6NChA7Zv367tLFQN1Lczg8zQALmFSsSm5cLdjh+URLXJhpP3kKDIQ10bU7zevaHYcYieiyoVSxkZGbCyslJ/XZmS/ahmMjI0gIeDOW4lZuJ2UiaLJaJa5GFWPjadugcAeHtAE5hIOaibaocqL0qZkJAAR0dHWFtbl7sYYckihUqlUushSb94OVkWF0vJmejV1EnsOET0nHx97A5yCpRoXleO/j7OYschem6qVCwdPXoUtra2AIBjx47pNBDpP/Ugb86II6o1YtNysD0kGgDwVt/GXMGfapUqFUvdunUr92uqnbjWElHt88XhSBQoVfDzsEPnRrz+G9UuGq+zFBgYiNOnT6vvf/3112jZsiXGjh2LtLQ0rYZ7XFpaGsaPHw+5XA65XI7x48cjPT290mN27dqFvn37wt7eHhKJBKGhoWX26d69OyQSSanb6NGjdfMkaoiSC+reSc6CUiWInIaIdO1Ocib+uBwLAHirH1uVqPbRuFh666231IO8r1+/jjfffBMDBgzAvXv38Oabb2o9YImxY8ciNDQUgYGBCAwMRGhoKMaPH1/pMdnZ2ejUqRNWrVpV6X4BAQFISEhQ3zZs2KDN6DWOu60ZjI0MkF+kQkxqjthxyigoUuH70/dxKjJF7ChENcL/Dt2GSgB6N3VCa3cbseMQPXcaLx1w//59NG1avAjZH3/8gcGDB2PFihW4fPkyBgwYoPWAABAeHo7AwECEhISo13LauHEj/Pz8EBERgcaNG5d7XEkxFRUVVen5zczM4OzMwYpVZWggQUMHC9xMyMDtpEzUtzcXO5JaoiIPM7ZfwuXodNiYSXH5vd78L5joGVyLTcfBsERIJMCCPuV/1hLVdBq3LMlkMuTkFLcmHD58GH369AEA2NraPnFZgacVHBwMuVxeatHLjh07Qi6X4+zZs898/u3bt8Pe3h7NmjXDggULkJlZ+Vic/Px8ZGRklLrVNv+u5K0/g7xD7j3CoK9O4XJ0OgAgLacQ0XrY8kVUnXz6dwQA4MWWddDY2VLkNETi0LhlqXPnznjzzTfRqVMnnD9/Hjt27AAA3L59G3Xr1tV6QABITEyEo2PZaw85OjoiMTHxmc79yiuvoEGDBnB2dkZYWBiWLFmCq1evIigoqMJjVq5ciQ8++OCZHre6KxnkvedKHPo2c0IjR/E+RAVBwPen72PlwVtQqgR4O1uioEiFew+zcS1WgXp2+tPyRVSdnL37EKciH0JqKMG83l5ixyESjcYtS+vWrYORkRF+//13fPvtt6hTpw4A4ODBg+jXr59G51q2bFmZwdX/vV28eBEAKl3b6VkEBASgV69e8PHxwejRo/H777/j8OHDuHz5coXHLFmyBAqFQn2LiYl5pgzV0aDmLrA0NkJkchYGfHka3xy/gyKl6rnnyM4vwqxfruCj/eFQqgS82KoOds/oBP9GxRd1vh6neO6ZiGoCQRCwOrC4VWlMe3de1oRqNY1bltzd3fHXX3+V2b527VqNH3zWrFlPnHlWv359XLt2DUlJSWW+l5KSAicn7S6K2Lp1a0ilUkRGRqJ169bl7mNsbAxjY2OtPm51U8/OHH/P64olu67jxO0UrA6MQGBYIlaPaA5v5+ezivvdlCy8tu0SIpOzYGQgwXuDmmKCXz1IJBI0r2MNIBrXY1ksET2NoJtJCI1Jh4nUALN6NBI7DpGonuracHfv3sWWLVtw9+5dfPHFF3B0dERgYCDc3NzQrFmzKp/H3t4e9vZPXq/Dz88PCoUC58+fR/v27QEA586dg0KhgL+//9M8hQrduHEDhYWFcHFx0ep5ayJXa1NsndwOv1+KxYd/3cS1WAUGf3Uas3p4YkaPhpAaatxwWWV/30jE/N+uIiu/CI6Wxvh2XGu0qWer/r5vXTkAICxOwQv+EmlIqRKw5lBxq9LkTg3gaGUiciIicWn81+zEiRPw9fXFuXPnsGvXLmRlFQ/wvXbtGpYuXar1gADQpEkT9OvXDwEBAQgJCUFISAgCAgIwaNCgUjPhvL29sXv3bvX91NRUhIaG4ubN4itkR0REIDQ0VD3O6e7du1i+fDkuXryIqKgoHDhwACNHjkSrVq3QqVMnnTyXmkYikWBkWzcEvdkNvZo4oVApYO3h2xiy7gzCdNAFplQJWB14C9O3XUJWfhHa17fFX7M7lyqUAMDT0QLGRgbIzC9C1KNsrecgqsn2hsbhdlIWrEyM8FpXXiyXSONiafHixfjoo48QFBQEmUym3t6jRw8EBwdrNdzjtm/fDl9fX/Tp0wd9+vRB8+bNsW3btlL7REREQKH49w/0vn370KpVKwwcOBAAMHr0aLRq1Qrr168HUDyz78iRI+jbty8aN26M2bNno0+fPjh8+DAMDXmBSE04WZlg44Q2+GJ0S1ibSRGekIGhX5/Bmr8jkF+knesFpmYXYOLm8/jm+F0AwNTODbA9oAMcLcv+12tkaICmrsXdgRy3RFR1BUUqrD18GwAwvVtDyM2kIiciEp9EEASNlmC2sLDA9evX0aBBA1haWuLq1avw8PBAVFQUvL29kZeXp6useisjIwNyuRwKhQJWVs9nvI4+S8nMx9J9YThwvbgFz8vJAqtHtEBLN+unPue12HS8/tNlxKXnwlRqiE9GNMeQFq6VHrN0bxh+CH6AaZ0b4N1BTZ/6sYlqkx+Do/D+3huwtzDGyYXdYSZ7qtEaRNVCVf9+a9yyZG1tjYSEhDLbr1y5op4ZR7Wbg6UxvnmlDb55pTXszGW4nZSF4d+cwcoD4cgr1LyVaceFaIxYH4y49Fw0sDfHnpmdnlgoAYBvXWsAwDW2LBFVSU5BEb48cgcAMPuFRiyUiP6hcbE0duxYLFq0CImJiZBIJFCpVDhz5gwWLFiACRMm6CIjVVMDfF0Q9GY3DG3pCpUAbDh5DwO+PIVLD1KrdHxeoRKL/7iGRX9cR0GRCr2bOmHvrE5VXhiv+T+DvG/EKXgNO6Iq2HImCg+z8uFma4rR7dzFjkOkNzQulj7++GO4u7ujTp06yMrKQtOmTdG1a1f4+/vjnXfe0UVGqsZszWX4YnQrbJzQFo6WxriXko0R64Ox/M+byCkoqvC4uPRcjNoQjF8vxEAiAd7q2xgbxrWBlUnVx080dLCAqdQQ2QVK3H+oPyuNE+kjRU4hNpwoHg84r5cXZEa6m81KVN1o3MYqlUqxfft2LF++HFeuXIFKpUKrVq3g6empi3xUQ/Ru6oT29W3x4f6b+P1SLDafuY8jt5Kwanhz+DW0K7Xv6ciHeOOXy0jLKYS1mRRfjm6Frl4OGj+moYEEzVytcPFBGq7HKURdZZxI3204eRcZeUXwcrLA0JYcUkH0uKf+16Fhw4YYMWIERo0aBU9PT+zatQvNmzfXZjaqYeRmUqwZ2QJbJreDi9wEDx7lYMzGELy3JwxZ+UUQBAHfHL+DCZvPIS2nEL515PhzVuenKpRKlKy3dI2LUxJVKDkzD1vORAEovliuIdclIypFo5aljRs34tChQ5BKpZgzZw46dOiAo0ePYv78+YiIiMD48eN1lZNqkB6NHfH3vK5YeSAcv5yPwbaQBzh6KxmeThY4HpECABjVti6WD/WBifTZlnDwrVNcLHElb6KKrTt6B7mFSrRyt0bvptq9KgJRTVDllqU1a9Zg5syZuH//Pvbu3YuePXtixYoVGDVqFIYNG4bo6Ghs2LBBl1mpBrEykWLl8Ob4aWoH1LUxRVx6Lo5HpEBmaICVw33xyUvNn7lQAh4b5B2fwUHeROWISc3BL+ejARSPDXzW620S1URVbln6/vvvsX79ekyZMgXHjx9Hz549cfToUdy5cwfW1tY6jEg1WWdPe/w9tyv+d+g2rsam471BTZ9pPab/amBvAXNZ8SDvuylZ8HLiuCWix60Nuo1CpYAunvbwb/jky08R1UZVLpYePHiAXr16AQC6d+8OqVSKjz/+mIUSPTNzYyO8P1g3i0YaGkjQrI4c5++n4lqsgsUS0WMiEjOxOzQOQHGrEhGVr8rdcHl5eTAx+feyEjKZDA4OTz/wluh5+XfcUrq4QYj0zJpDERAEoL+PM5r/s4grEZWl0QDvTZs2wcLCAgBQVFSErVu3wt6+dLPt7NmztZeOSAtKxi3xGnFE/7ocnYagm0kwkADz+3iJHYdIr1W5WHJ3d8fGjRvV952dnctcyFYikbBYIr1T0rJ0Iz4DRUoVjAy52B7VboIg4NPACADAS63rcg0yoieocrEUFRWlwxhEulPfzhyWxkbIzC9CZHIWmrjwYsdUu52+8xDB9x5BZmiAub3ZqkT0JPwXm2o8AwMJmtUpLpC43hLVdoIg4NO/i1uVXunojjrWpiInItJ/LJaoVigZvMpxS1TbBYYl4lqsAmYyQ8zs0UjsOETVAoslqhVKxi1dY7FEtViRUoU1h4pblaZ1bgB7C2ORExFVDyyWqFYomREXnpCBgiKVyGmIxLHrShzupmTD2kyKaV09xI5DVG2wWKJawd3WDFYmRigoUuF2UqbYcYieu/wiJb44HAkAeL1bQ1iZSEVORFR9PFWxdPfuXbz77rsYM2YMkpOTAQCBgYG4ceOGVsMRaYtEIoHvP61LYeyKo1poe0g04tJz4WRljIn+9cWOQ1StaFwsnThxAr6+vjh37hx27dqFrKwsAMC1a9ewdOlSrQck0hbfOtYAOG6Jap+s/CJ8fewOAGD2C55auUg1UW2icbG0ePFifPTRRwgKCoJMJlNv79GjB4KDg7Uajkib1Ct5c/kAqmW2nL6PR9kFqG9nhlFt3cSOQ1TtaFwsXb9+HS+++GKZ7Q4ODnj06JFWQhHpQsmMuFuJGcgvUoqchuj5SMrIw3cn7wEA5vX2gpQr2BNpTON3jbW1NRISEspsv3LlCurUqaOVUES6UNfGFNZmUhQqBdxOzBI7DpHOqVQCFuy8isz8IjSvK8fg5q5iRyKqljQulsaOHYtFixYhMTEREokEKpUKZ86cwYIFCzBhwgRdZCTSColE8th6S+nihiF6Dn4IjsKpyIcwkRrgs1EtYWAgETsSUbWkcbH08ccfw93dHXXq1EFWVhaaNm2Krl27wt/fH++++64uMhJpTUmxxHFLVNPdTsrEyoO3AADvDGiCRo4WIiciqr6qfCHdElKpFNu3b8fy5ctx5coVqFQqtGrVCp6enrrIR6RVJYO8r7FYohosv0iJOb+GoqBIhe6NHTCuYz2xIxFVaxoXSyUaNmyIhg0bajMLkc75/nONuNtJmcgrVHIKNdVInx26jfCEDNiay7B6RHNIJOx+I3oWGhdLb775ZrnbJRIJTExM0KhRIwwdOhS2trbPHI5I21zlJrAzl+FRdgFuJWaipZu12JGItOrs3Yf47lTx7LdVw33haGkiciKi6k/jYunKlSu4fPkylEolGjduDEEQEBkZCUNDQ3h7e+Obb77B/Pnzcfr0aTRt2lQXmYmemkQigU8dOU7cTsH12HQWS1SjKHIKMf+3qxAEYEx7N/Rp5ix2JKIaQeMB3kOHDkWvXr0QHx+PS5cu4fLly4iLi0Pv3r0xZswYxMXFoWvXrpg3b54u8hI9M45boprqvb1hSFDkob6dGd4dyH9WibRF42Lp008/xYcffggrKyv1NisrKyxbtgyrV6+GmZkZ3n//fVy6dEmrQYm0RT0jjpc9oRpkb2gc9l2Nh6GBBGtfbglz46cekkpE/6FxsaRQKNQXz31cSkoKMjIyABQvXFlQUPDs6Yh0oPk/g7wjk7OQW8CVvKn6i03Lwbt7wgAAs3t6opW7jciJiGqWp+qGmzJlCnbv3o3Y2FjExcVh9+7dmDp1KoYNGwYAOH/+PLy8vLSdlUgrnKyMYW9hDKVKwM2EDLHjED0TpUrA/N+uIjOvCK3crTGzB2cpE2mbxsXShg0b8MILL2D06NGoV68e3N3dMXr0aLzwwgtYv349AMDb2xubNm3SelgibZBIJOpxS2HsiqNqbuOpezh3PxVmMkN8/nJLGPHab0Rap3GntoWFBTZu3Ii1a9fi3r17EAQBDRs2hIXFv6vDtmzZUpsZibTOt44cR28lc5A3VWthcQr871AEAGDZ4GaoZ2cuciKimumpRwBaWFigefPm2sxC9NyUtCxd5zXiqJrKK1Ri7o5QFCoF9G3mhJFt64odiajGeqpi6cKFC9i5cyeio6PLDOTetWuXVoIR6VLJjLg7yVnIKSiCmYwzh6h6WXXwFu4kZ8HB0hgrh3OVbiJd0rhz+9dff0WnTp1w8+ZN7N69G4WFhbh58yaOHj0KuVyui4xEWudoZQInK2OoBOBmPAd5U/VyPCIZW89GAQDWjGwBW3OZuIGIajiNi6UVK1Zg7dq1+OuvvyCTyfDFF18gPDwco0aNgru7uy4yEumEbx1rAFyckqqX1OwCvPX7NQDAJP/66OblIHIioppP42Lp7t27GDhwIADA2NgY2dnZkEgkmDdvHr777jutByTSFS5OSdWNIAhY/Mc1pGTmo5GjBRb39xY7ElGtoHGxZGtri8zMTABAnTp1EBZWvBBaeno6cnJytJuOSIf+vexJurhBiKpo58VYHLqZBKmhBJ+/3BImUkOxIxHVChqPau3SpQuCgoLg6+uLUaNGYc6cOTh69CiCgoLwwgsv6CIjkU74/NOydO9hNrLyi2DBy0OQHnvwKBvL/rwBAJjfp7H695eIdE/jvw7r1q1DXl4eAGDJkiWQSqU4ffo0hg8fjvfee0/rAYl0xcHSGK5yE8Qr8nAjToEOHnZiRyIqV5FShbk7QpFToESHBrYI6OIhdiSiWkXjYsnW1lb9tYGBARYuXIiFCxdqNRTR8+JTR454RR6us1giPfb1sbu4Ep0OSxMjfPZySxgacJkAoudJ4zFLhoaG5V5I99GjRzA0ZP85VS//jlviIG/ST1ei0/Dl0UgAwEfDfFDH2lTkRES1j8bFkiAI5W7Pz8+HTMa1Pqh68a1rDYDXiCP9lJ1fhHk7QqFUCRjSwhVDW9YROxJRrVTlbrgvv/wSQPFFSDdt2lTqWnBKpRInT56EtzensVL14vvYIO+MvEJYmUhFTkT0r4/230TUoxy4yk3w4VAfseMQ1VpVLpbWrl0LoLhlaf369aW63GQyGerXr4/169drPyGRDtmay1DH2hRx6bkIi1PAv6G92JGIAACHbiTil/MxkEiANaNaQG7GQp5ILFUulu7fvw8A6NGjB3bt2gUbGxudhSJ6nprXlSMuPRfXY1kskX5IzszD4l3XAQCvdvHg7yWRyDQes3Ts2DEWSlSj+NblSt6kHwRBwP5rCRjxbTBSswvQ1MUKb/bxEjsWUa2n8dIBSqUSW7duxZEjR5CcnAyVSlXq+0ePHtVaOKLnofk/14hjsURiuhCVio/3hyM0Jh0A4GhpjC/HtISxEWcZE4lN42Jpzpw52Lp1KwYOHAgfHx9IJFzvg6o3nzpWAIAHj3KgyCnk2BB6ru6mZOGTg7dw6GYSAMBMZohXu3ogoIsHzLmqPJFe0Pid+Ouvv+K3337DgAEDdJGH6LmzNpPB3dYM0ak5uB6nQGdPjg8h3XuYlY/PD9/GL+djoFQJMJAAL7dzx7xennC0MhE7HhE9RuNiSSaToVGjRrrIQiQa37pyFkv0XOQWKLHp1D2sP3EX2QVKAECvJo5Y1M8bnk6WIqcjovJoPMB7/vz5+OKLLypcnJKoOipZb+l6XLq4QajGUqoE/HYhBt3XHMP/gm4ju0CJ5nXl+CWgIzZNbMdCiUiPadyydPr0aRw7dgwHDx5Es2bNIJWWHt+xa9curYUjel6a1+FlT0g3BEHA8dspWHXgFiKSMgEAdW1M8Vbfxhjc3BUGvM4bkd7TuFiytrbGiy++qIssRKJp9k+xFJuWi7TsAtiY89I99OzC4hRYeTAcZ+48AgDITaV4o2cjjPerx1luRNWIxsXSli1bdJGDSFRyUyka2Jvj/sNsXI9ToKuXg9iRqBqLS8/F//6OwO7QOAgCIDM0wET/epjZoxGszViIE1U3TzUvtaioCMePH8fdu3cxduxYWFpaIj4+HlZWVqWuGUdUnfjUkbNYomeiyC3EN8fvYMuZKBQUFa9BN6SFK97q2xhutmYipyOip6VxsfTgwQP069cP0dHRyM/PR+/evWFpaYnVq1cjLy+P14ejaqt5HTn+vBqPa7HpYkehakYQBPwY/ACfH76NtJxCAEBHD1u8PaAJmte1FjccET2zp1qUsm3btrh69Srs7OzU21988UVMmzZNq+GInqeSy56ExWWInISqm52XYrF03w0AQCNHCyzp742e3o5ctJeohniq2XBnzpyBTFa6371evXqIi4vTWjCi562ZqxUkkuLxJg+z8mFvYSx2JKoGCpUqfHU0EgAwvasH3urbGEaGGq/KQkR6TON3tEqlglKpLLM9NjYWlpZcJ4SqL0uT4kHeAK8TR1W350ocYlJzYW8hw9xeXiyUiGogjd/VvXv3xueff66+L5FIkJWVhaVLl/ISKFTtlay3dJ3rLVEVFClVWHfsDgDg1a4eMJVxOQCimkjjYmnt2rU4ceIEmjZtiry8PIwdOxb169dHXFwcPvnkE11kJHpufP8ZjMuWJaqKvaHxePAoB3bmMozrWE/sOESkIxoXS66urggNDcVbb72F6dOno1WrVli1ahWuXLkCR0dHXWQEAKSlpWH8+PGQy+WQy+UYP3480tPTK9y/sLAQixYtgq+vL8zNzeHq6ooJEyYgPj6+1H75+fl44403YG9vD3NzcwwZMgSxsbE6ex6k35rXZcsSVc3jrUoBXT1gJnuqlViIqBqQCNXkIm/9+/dHbGwsvvvuOwDAq6++ivr16+PPP/8sd3+FQoERI0YgICAALVq0QFpaGubOnYuioiJcvHhRvd/rr7+OP//8E1u3boWdnR3mz5+P1NRUXLp0CYaGVWtSz8jIgFwuh0KhgJWV1bM/WRJNdn4RfJb9DUEAzr/9Aq/+ThXafSUW83Zcha25DKcW9oC5MYslouqmqn+/NX53r1y5Ek5OTpgyZUqp7Zs3b0ZKSgoWLVqkedonCA8PR2BgIEJCQtChQwcAwMaNG+Hn54eIiAg0bty4zDFyuRxBQUGltn311Vdo3749oqOj4e7uDoVCge+//x7btm1Dr169AAA//fQT3NzccPjwYfTt21frz4X0m7mxERo5WCAyOQvX4xR4gcUSlUOpEvDV0eJWpWldGrBQIqrhNO6G27BhA7y9vctsb9asmc4WpAwODoZcLlcXSgDQsWNHyOVynD17tsrnUSgUkEgksLa2BgBcunQJhYWF6NOnj3ofV1dX+Pj4VHre/Px8ZGRklLpRzVGy3hLHLVFF/roWj3sp2bA2k2KCX32x4xCRjmlcLCUmJsLFxaXMdgcHByQkJGglVHmPWd54KEdHRyQmJlbpHHl5eVi8eDHGjh2rbmpLTEyETCaDjY1NqX2dnJwqPe/KlSvVY6fkcjnc3Nw0eDak7zgjjiqjVAn48kjxukoBXTxgwVYlohpP42LJzc0NZ86cKbP9zJkzcHV11ehcy5Ytg0QiqfRWMr6ovJVwBUGo0gq5hYWFGD16NFQqFb755psn7v+k8y5ZsgQKhUJ9i4mJeeI5qfooaVm6FqdANRnSR8/R/usJuJuSDbmpFBP8OAOOqDbQ+F+iadOmYe7cuSgsLETPnj0BAEeOHMHChQsxf/58jc41a9YsjB49utJ96tevj2vXriEpKanM91JSUuDk5FTp8YWFhRg1ahTu37+Po0ePlhrA5ezsjIKCAqSlpZVqXUpOToa/v3+F5zQ2NoaxMVd3rqmaushhIAFSMvORlJEPZznHLVExlUrAV/+0Kk3t3ACWJlKRExHR86BxsbRw4UKkpqZixowZKCgoAACYmJhg0aJFWLJkiUbnsre3h729/RP38/Pzg0KhwPnz59G+fXsAwLlz56BQKCotakoKpcjISBw7dqzUtewAoE2bNpBKpQgKCsKoUaMAAAkJCQgLC8Pq1as1ei5Uc5jKDOHlZIlbiZm4HqdgsURqB8ISEJmcBSsTI0zqVF/sOET0nGjUDadUKnHy5EksWrQIKSkpCAkJwdWrV5Gamor3339fVxnRpEkT9OvXDwEBAQgJCUFISAgCAgIwaNCgUjPhvL29sXv3bgBAUVERRowYgYsXL2L79u1QKpVITExEYmKiusiTy+WYOnUq5s+fjyNHjuDKlSsYN24cfH191bPjqHbyUY9bShc3COkN1WNjlaZ0bgArtioR1RoaFUuGhobo27cvFAoFLCws0K5dO/j4+DyXLqnt27fD19cXffr0QZ8+fdC8eXNs27at1D4RERFQKIoH5cbGxmLfvn2IjY1Fy5Yt4eLior49PtNt7dq1GDZsGEaNGoVOnTrBzMwMf/75Z5XXWKKaqflj45aIACDwRiJuJ2XB0sQIkzs1EDsOET1HGnfD+fr64t69e2jQ4Pl+WNja2uKnn36qdJ/HB+PWr1+/SoNzTUxM8NVXX+Grr7565oxUc/g+NiOuqhMJqOZ6vFVpcqcGkJuyVYmoNtF4NtzHH3+MBQsW4K+//kJCQgLXG6IaqYmLFYwMJHiUXYAERZ7YcUhkh24m4VZiJiyNjTCVrUpEtY7GLUv9+vUDAAwZMqTUf9sl/30rlUrtpSMSiYnUEJ5OlghPyMC1WAVcrU3FjkQiEYR/W5UmdaoPuRlblYhqG42LpWPHjukiB5HeaV5HjvCEDFyPS0c/H2ex45BIgm4m4WZCBsxlhpjama1KRLWRxsVSt27ddJGDSO/41pVjx8UYXONK3rWWIAj44p9WpYn+9WFtJhM5ERGJQeMxSwBw6tQpjBs3Dv7+/oiLiwMAbNu2DadPn9ZqOCIxlcyIC+NK3rXWkfBk3IjPgJnMENO6eIgdh4hEonGx9Mcff6Bv374wNTXF5cuXkZ+fDwDIzMzEihUrtB6QSCyNnS0hNZQgLacQsWm5Yseh5+zxVqUJfvVha85WJaLaSuNi6aOPPsL69euxceNGSKX/DnT09/fH5cuXtRqOSEzGRoZo7GwJALjO9ZZqnWMRybgep4Cp1BABXThWiag207hYioiIQNeuXctst7KyQnp6ujYyEekN3zrWAFgs1TaCIOCLwyWtSvVgZ8FrQRLVZhoXSy4uLrhz506Z7adPn4aHB/v0qWYpGbd0nYO8a5Xjt1NwNfafVqWu/Fwjqu00LpamT5+OOXPm4Ny5c5BIJIiPj8f27duxYMECzJgxQxcZiURTspL3tdh0DvKuJR5vVRrX0R32bFUiqvU0Xjpg4cKFUCgU6NGjB/Ly8tC1a1cYGxtjwYIFmDVrli4yEonGy8kSMkMDZOQVITo1B/XszMWORDp2MvIhQmPSYSI1wKtdG4odh4j0gMbFElB8yZN33nkHN2/ehEqlQtOmTWFhYaHtbESikxkZoImLJa7GKnA9TsFiqYYrblW6DQB4pUM9OFiyVYmINOiGy8nJwcyZM1GnTh04Ojpi2rRpqF+/Ptq3b89CiWq05nWtAQAh9x6JG4R07sydR7gcnQ5jIwNM51glIvpHlYulpUuXYuvWrRg4cCBGjx6NoKAgvP7667rMRqQXejZxBAAEhiVBqeK4pZqqeF2l4lalMe3d4WhlInIiItIXVe6G27VrF77//nuMHj0aADBu3Dh06tQJSqUShoaGOgtIJLZODe1hZWKEh1n5uBCVio4edmJHIh0IvvsIF6LSIDMywOvdOVaJiP5V5ZalmJgYdOnSRX2/ffv2MDIyQnx8vE6CEekLmZEB+jQrvpDugesJIqchXfn8n9W6x7RzgxNblYjoMVUulpRKJWSy0sv9GxkZoaioSOuhiPTNwOYuAICDYYnsiquBgu8+wvn7qZAZGuA1tioR0X9UuRtOEARMmjQJxsb/zg7Jy8vDa6+9BnPzf2cI7dq1S7sJifRASVdcSmY+LkalogO74mqUkrFKL7dzg4vcVOQ0RKRvqlwsTZw4scy2cePGaTUMkb4q6Yr7/VIs9l9PYLFUg5y79wgh91IhNZRwrBIRlavKxdKWLVt0mYNI7w30dcHvl2JxMCwRSwc3g6GBROxIpAVf/DNWaVRbN7has1WJiMrS+HInRLVVp0alu+Ko+rsQlYqzdx9BaijBjB6NxI5DRHqKxRJRFXFWXM1Tcg24EW3cUIetSkRUARZLRBoY6MtZcTXFpQepOH3nIYwMJJjBsUpEVAkWS0QaKOmKS2ZXXLWWV6jEJwcjAAAvta4LN1szkRMRkT5jsUSkAZmRAXo3ZVdcdfYwKx9jNobgfFQqZEYGmMmxSkT0BCyWiDQ0sHlxsXQwLBEqdsVVK5FJmRj29RlciU6H3FSKHya3h7sdW5WIqHIslog01LmRAyxLuuIepIkdh6roVGQKhn9zFrFpuahvZ4bdM/zh15DrZRHRk7FYItKQzMgAfdgVV638cj4ak7ZcQGZ+EdrVt8GuGZ3g4WAhdiwiqiZYLBE9hZKuuAPXE9gVp8dUKgErDoRjya7rUKoEvNiqDn6a1gG25rInH0xE9A8WS0RPgV1x+i+3QInXt1/CdyfvAQDm9fLCZ6NawNjIUORkRFTdsFgiegrFs+KcALArTh8lZ+Th5e+C8feNJMgMDfDF6JaY08sTEgkvUUNEmmOxRPSU/l2gkl1x+iQ8IQPDvj6Da7EK2JrL8HNABwxtWUfsWERUjbFYInpKnT3tYWlihKSMfFyKZlecPjh2Kxkjvj2LeEUePBzMsXuGP9rWtxU7FhFVcyyWiJ6SsZGhuitu/zV2xYntx+AoTP3hArILlPDzsMPu1zuhnp252LGIqAZgsUT0DNgVJz6lSsAHf97A+3tvQCUAI9vUxQ9T2kNuJhU7GhHVEEZiByCqzjp72sPS+N+uuHbs8nmusvOLMPuXKzhyKxkAsLBfY7zerSEHchORVrFliegZsCtOPAmKXIxcH4wjt5JhbGSAr8e2xozujVgoEZHWsVgiekYDm7Mr7nkLi1Ng2NdncDMhA/YWMvzyakf160BEpG0sloie0eNdcZc5K07ngm4mYeT6YCRl5MPT0QK7Z3RCa3cbsWMRUQ3GYonoGZXqiuMClTojCAI2nbqHV7ddRG6hEl087fHHDH+42ZqJHY2IajgWS0RaMOCfWXG8VpzubD0bhY/2h0MQgLEd3LF5UjtYmXDGGxHpHoslIi3o4sWuOF1KyczH/w7dBgDM7+2Fj4f5QGrIjy8iej74aUOkBeyK0601f0cgK78ILerKMbMHZ7wR0fPFYolIS0q64g5eT2RXnBaFxSnw26UYAMD7g5vCwICFEhE9XyyWiLSkpCsuMSMPV2LYFacNgiBg+Z83IQjA0JauaFOPi34S0fPHYolIS4yNDNFLvUBloshpaob91xNwPioVJlIDLOrnLXYcIqqlWCwRaRFnxWlPXqESKw/cAgC81q0hXK1NRU5ERLUViyUiLeriya44bfnu5D3EpefCVW6C6V0bih2HiGoxFktEWmQiZVecNiQq8vDt8bsAgMUDmsBUZihyIiKqzVgsEWmZelYcrxX31D4JvIXcQiXa1rPBYF7zjYhExmKJSMu6eNrDwtgICYo8XIlJFztOtXM5Og27r8RBIgGWDm7GNZWISHQsloi0zERqiF5NHAEA+69xgUpNqFQCPvjzJgBgROu68K0rFzkRERGLJSKdYFfc09l9JQ5XY9JhLjPEW/0aix2HiAgAiyUinejq5cCuOA1l5xfhk8DipQJm9fSEo6WJyImIiIqxWCLSgce74g7wWnFV8u3xu0jOzEc9OzNM6Vxf7DhERGosloh05N9rxbEr7kliUnPw3al7AIC3BzSBsRGXCiAi/cFiiUhHSrri4hV5CI1NFzuOXlt5MBwFRSr4N7RDn3/WqSIi0hcsloh0xERqiBc4K+6JQu49woHriTCQAO8PbsqlAohI77BYItKhgeyKq5TysaUCxnZwh7ezlciJiIjKYrFEpEPsiqvcbxdjEJ6QASsTI7zZm0sFEJF+YrFEpEOPd8UdYFdcKRl5hVjzdwQAYG4vL9iay0RORERUPhZLRDpWMivuwPUECAK74kp8dSQSj7IL0NDBHOP96okdh4ioQiyWiHSsm5cDzGWGiOcClWr3UrKw5UwUAOC9QU0hNeRHERHpL35CEemYidQQvf6ZDq/vXXE5BUUIi1PovAXs4/3hKFIJ6NHYAd0bO+r0sYiInlW1KZbS0tIwfvx4yOVyyOVyjB8/Hunp6RXuX1hYiEWLFsHX1xfm5uZwdXXFhAkTEB8fX2q/7t27QyKRlLqNHj1ax8+Gapt/rxWXqLddcSqVgElbLmDQV6cx7OszOBWZopOsJ26n4MitZBgZSPDuoKZaPz8RkbZVm2Jp7NixCA0NRWBgIAIDAxEaGorx48dXuH9OTg4uX76M9957D5cvX8auXbtw+/ZtDBkypMy+AQEBSEhIUN82bNigy6dCtVBJV1xcei5C9bQrbveVOJy/nwoAuBqrwPjvz2PMxhBcepCqtccoVKrw4V/FSwVM9K+Phg4WWjs3EZGuGIkdoCrCw8MRGBiIkJAQdOjQAQCwceNG+Pn5ISIiAo0bl51yLJfLERQUVGrbV199hfbt2yM6Ohru7u7q7WZmZnB2dtbtk6BarXhWnBP2XY3HgesJaOVuI3akUjLzCrHyYPFFbF/v3hD5hSr8FPIAIfdS8dK3wejp7Yj5fbzQzFX+TI+zPeQB7iRnwdZchtkveGojOhGRzlWLlqXg4GDI5XJ1oQQAHTt2hFwux9mzZ6t8HoVCAYlEAmtr61Lbt2/fDnt7ezRr1gwLFixAZmamtqITqf07K07/uuK+OByJh1n58LA3x7xeXnh/cFMce6s7Rrdzg6GBBEdvJWPgl6cx8+fLuJuS9VSPkZZdgLWHIwEA8/t4QW4q1eZTICLSmWrRspSYmAhHx7KDQB0dHZGYmFilc+Tl5WHx4sUYO3YsrKz+XSX4lVdeQYMGDeDs7IywsDAsWbIEV69eLdMq9bj8/Hzk5+er72dkZGjwbKi26t64dFecvrQu3UnOxNazUQCKLzciMyr+H6qOtSlWvdQc07s1xNqg29h3NR77ryXg4PUEjGhTF7Nf8ERdG7MqP87aw7ehyC2Et7MlRrdzf/IBRER6QtSWpWXLlpUZXP3f28WLFwGg3OtFCYJQpetIFRYWYvTo0VCpVPjmm29KfS8gIAC9evWCj48PRo8ejd9//x2HDx/G5cuXKzzfypUr1QPN5XI53NzcNHzmVBuVdMUBxWsu6QNBELBs300UqQT0bupU7sy0Bvbm+HJMKxyc0wW9mjhBJQC/XYxFzzUnsGzfDSRn5j3xcSISM7H9XDSA4oLM0IDXfyOi6kPUYmnWrFkIDw+v9Obj4wNnZ2ckJSWVOT4lJQVOTpVfobywsBCjRo3C/fv3ERQUVKpVqTytW7eGVCpFZGRkhfssWbIECoVCfYuJianaE6Za7/GuOH24VlxgWCJO33kImZEB3htY+cy0Ji5W2DSxLXbN8Id/QzsUKFXYejYK3VYfxyeBt5CeU1DucYIg4MO/bkKpEtCvmTP8G9rr4qkQEemMqN1w9vb2sLd/8genn58fFAoFzp8/j/bt2wMAzp07B4VCAX9//wqPKymUIiMjcezYMdjZ2T3xsW7cuIHCwkK4uLhUuI+xsTGMjY2feC6i/+re2AGWxkaIS8/FxlP3ML1bQ9Gy5BYo8dH+cADAa1094G5XtS611u42+DmgI87ceYhP/45AaEw6vj1+Fz+FPMD0rh6Y3KkBzI3//Wg5HJ5cXJAZGuDtAU108lyIiHSpWgzwbtKkCfr164eAgACEhIQgJCQEAQEBGDRoUKmZcN7e3ti9ezcAoKioCCNGjMDFixexfft2KJVKJCYmIjExEQUFxf8B3717F8uXL8fFixcRFRWFAwcOYOTIkWjVqhU6deokynOlms1Eaoi3BxYXDJ/+HYHL0WmiZfn2xF3EpeeijrUpXu/eSOPjOzWyx+4Z/tg0oS28nS2RmVeENYduo+vqY/j+9H3kFSqRX6TEx/uLlwqY1qVBlQsyIiJ9IhH0bVpOBVJTUzF79mzs27cPADBkyBCsW7eu1Mw2iUSCLVu2YNKkSYiKikKDBg3KPdexY8fQvXt3xMTEYNy4cQgLC0NWVhbc3NwwcOBALF26FLa2tlXOlpGRAblcDoVC8cRuPiJBEPDGL1fw17UE1LUxxf7ZXZ77zLDoRznotfYECopU+PaV1ujvW3FLalWoVAL+vBaPtUG3EfUoBwDgIjdBK3drHLieCAdLYxxb0B0WxtViTgkR1RJV/ftdbYolfcZiiTSVmVeIgV+eRnRqDvr7OOObV1pXabKCtgT8eBFBN5PQqZEdfpraQWuPXahU4Y9LsfjiSCQSFP8O/F4zsgVGtKmrlccgItKWqv79rhbdcEQ1jaWJFOvGtoLUUIKDYYn46Z+ZYs/DidspCLqZBCMDCZYNbqbVIk1qaIDR7d1xbEF3vD+oKVzkJujp7Yjhrepo7TGIiJ43FktEImle1xqL+nkDAD786yZuxut+va6CIhU+2HcDADDJvz48nSx18jgmUkNM6dwAwUtewOZJ7WDApQKIqBpjsUQkoqmdG+AFb0cUFKkw6+fLyM4v0unjbT5zH/ceZsPewhhzevFyI0REVcFiiUhEEokEn45sAWcrE9x7mI339obp7LGSMvLw1ZHi9cMW9/eGpQkvN0JEVBUslohEZmsuw5djWsFAAuy6HIc/LsXq5HFWHghHdoESrd2tOYaIiEgDLJaI9ED7BraY28sLAPDe3rCnvlhtRc7fT8We0HhIJMDyoT4cQ0REpAEWS0R6YmaPRvBvaIecAiVmbr+MvEKlVs6rVAlY+s+g7tHt3OFTR66V8xIR1RYsloj0hKGBBJ+/3BJ25jLcSszEx/9ciuRZ/XzuAcITMiA3leKtvo2ffAAREZXCYolIjzhameCzl1sCALaFPMDB6wnPdL7U7AKsOXQbALCgjxdszWXPGpGIqNZhsUSkZ7p5OeC1fy6wu/CPa4hJzXnqc336dwQUuYVo4mKFsR3qaSsiEVGtwmKJSA/N7+OF1u7WyMwrwhu/XEGhUqXxOa7HKvDrheKVwT8Y0gyGHNRNRPRUWCwR6SGpoQG+HNMKViZGCI1Jx5q/IzQ6XqUS8P6+MAgCMKylK9o3qPqFoYmIqDQWS0R6qq6NGVaPaA4A2HDyHo5FJFf52F1X4nAlOh3mMkMsGdBEVxGJiGoFFktEeqyfjwsm+BWPNZr/21UkZeQ98ZiMvEKsOngLAPDGC55wsjLRaUYiopqOxRKRnnt7QBM0dbFCanYB5v4aCqVKqHT/Lw9H4mFWPjzszTGlU4PnlJKIqOZisUSk50ykhlg3thXMZIYIvvcI647eqXDfyKRMbD0bBQBYOqQZZEZ8ixMRPSt+khJVAx4OFvhomA8A4IsjtxFy71GZfQRBwLI/b6BIJaB3Uyd083J43jGJiGokFktE1cTw1nXxUuu6UAnAnF+v4FFWfqnvB4Yl4sydR5AZGeC9gU1FSklEVPOwWCKqRpYPbQYPB3MkZeRjwc6rUP0zfim3QImP/rk8ymvdGsLdzkzMmERENQqLJaJqxNzYCF+PbQ2ZkQGORaTg+9P3AQDfHr+DuPRc1LE2xev/rP5NRETawWKJqJpp4mKF9wcVd7N9EngL+67GY/3JewCAdwc2ganMUMx4REQ1DoslomrolQ7uGODrjCKVgNm/XEFBkQqdG9mjn4+z2NGIiGocFktE1ZBEIsHK4c1R18YUAGBkIMGyIU0hkfD6b0RE2sZiiaiakptK8c0rreFua4b5fRqjkaOl2JGIiGokI7EDENHTa17XGicX9hA7BhFRjcaWJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqoSR2AFqAkEQAAAZGRkiJyEiIqKqKvm7XfJ3vCIslrQgMzMTAODm5iZyEiIiItJUZmYm5HJ5hd+XCE8qp+iJVCoV4uPjYWlpCYlEorXzZmRkwM3NDTExMbCystLaeUkzfB30A18H/cHXQj/wdXh2giAgMzMTrq6uMDCoeGQSW5a0wMDAAHXr1tXZ+a2srPhG0AN8HfQDXwf9wddCP/B1eDaVtSiV4ABvIiIiokqwWCIiIiKqBIslPWZsbIylS5fC2NhY7Ci1Gl8H/cDXQX/wtdAPfB2eHw7wJiIiIqoEW5aIiIiIKsFiiYiIiKgSLJaIiIiIKsFiiYiIiKgSLJb02DfffIMGDRrAxMQEbdq0walTp8SOVKssW7YMEomk1M3Z2VnsWDXeyZMnMXjwYLi6ukIikWDPnj2lvi8IApYtWwZXV1eYmpqie/fuuHHjhjhha7AnvQ6TJk0q8/7o2LGjOGFrsJUrV6Jdu3awtLSEo6Mjhg0bhoiIiFL78D2heyyW9NSOHTswd+5cvPPOO7hy5Qq6dOmC/v37Izo6WuxotUqzZs2QkJCgvl2/fl3sSDVednY2WrRogXXr1pX7/dWrV+Ozzz7DunXrcOHCBTg7O6N3797qazSSdjzpdQCAfv36lXp/HDhw4DkmrB1OnDiBmTNnIiQkBEFBQSgqKkKfPn2QnZ2t3ofviedAIL3Uvn174bXXXiu1zdvbW1i8eLFIiWqfpUuXCi1atBA7Rq0GQNi9e7f6vkqlEpydnYVVq1apt+Xl5QlyuVxYv369CAlrh/++DoIgCBMnThSGDh0qSp7aLDk5WQAgnDhxQhAEvieeF7Ys6aGCggJcunQJffr0KbW9T58+OHv2rEipaqfIyEi4urqiQYMGGD16NO7duyd2pFrt/v37SExMLPXeMDY2Rrdu3fjeEMHx48fh6OgILy8vBAQEIDk5WexINZ5CoQAA2NraAuB74nlhsaSHHj58CKVSCScnp1LbnZyckJiYKFKq2qdDhw748ccf8ffff2Pjxo1ITEyEv78/Hj16JHa0Wqvk95/vDfH1798f27dvx9GjR/G///0PFy5cQM+ePZGfny92tBpLEAS8+eab6Ny5M3x8fADwPfG8GIkdgComkUhK3RcEocw20p3+/furv/b19YWfnx8aNmyIH374AW+++aaIyYjvDfG9/PLL6q99fHzQtm1b1KtXD/v378fw4cNFTFZzzZo1C9euXcPp06fLfI/vCd1iy5Iesre3h6GhYZn/CpKTk8v890DPj7m5OXx9fREZGSl2lFqrZDYi3xv6x8XFBfXq1eP7Q0feeOMN7Nu3D8eOHUPdunXV2/meeD5YLOkhmUyGNm3aICgoqNT2oKAg+Pv7i5SK8vPzER4eDhcXF7Gj1FoNGjSAs7NzqfdGQUEBTpw4wfeGyB49eoSYmBi+P7RMEATMmjULu3btwtGjR9GgQYNS3+d74vlgN5yeevPNNzF+/Hi0bdsWfn5++O677xAdHY3XXntN7Gi1xoIFCzB48GC4u7sjOTkZH330ETIyMjBx4kSxo9VoWVlZuHPnjvr+/fv3ERoaCltbW7i7u2Pu3LlYsWIFPD094enpiRUrVsDMzAxjx44VMXXNU9nrYGtri2XLluGll16Ci4sLoqKi8Pbbb8Pe3h4vvviiiKlrnpkzZ+Lnn3/G3r17YWlpqW5BksvlMDU1hUQi4XvieRB1Lh5V6uuvvxbq1asnyGQyoXXr1uqpovR8vPzyy4KLi4sglUoFV1dXYfjw4cKNGzfEjlXjHTt2TABQ5jZx4kRBEIqnSi9dulRwdnYWjI2Nha5duwrXr18XN3QNVNnrkJOTI/Tp00dwcHAQpFKp4O7uLkycOFGIjo4WO3aNU95rAEDYsmWLeh++J3RPIgiC8PxLNCIiIqLqgWOWiIiIiCrBYomIiIioEiyWiIiIiCrBYomIiIioEiyWiIiIiCrBYomIiIioEiyWiIiIiCrBYomIqBISiQR79uwROwYRiYjFEhHVWJMmTcKwYcPEjkFE1RyLJSIiIqJKsFgiolqhe/fumD17NhYuXAhbW1s4Oztj2bJlpfaJjIxE165dYWJigqZNm5a6knuJuLg4vPzyy7CxsYGdnR2GDh2KqKgoAMCtW7dgZmaGn3/+Wb3/rl27YGJiguvXr+vy6RGRDrFYIqJa44cffoC5uTnOnTuH1atXY/ny5eqCSKVSYfjw4TA0NERISAjWr1+PRYsWlTo+JycHPXr0gIWFBU6ePInTp0/DwsIC/fr1Q0FBAby9vbFmzRrMmDEDDx48QHx8PAICArBq1Sr4+vqK8ZSJSAt4IV0iqrEmTZqE9PR07NmzB927d4dSqcSpU6fU32/fvj169uyJVatW4dChQxgwYACioqJQt25dAEBgYCD69++P3bt3Y9iwYdi8eTNWr16N8PBwSCQSAEBBQQGsra2xZ88e9OnTBwAwaNAgZGRkQCaTwcDAAH///bd6fyKqfozEDkBE9Lw0b9681H0XFxckJycDAMLDw+Hu7q4ulADAz8+v1P6XLl3CnTt3YGlpWWp7Xl4e7t69q76/efNmeHl5wcDAAGFhYSyUiKo5FktEVGtIpdJS9yUSCVQqFQCgvEb2/xY5KpUKbdq0wfbt28vs6+DgoP766tWryM7OhoGBARITE+Hq6qqN+EQkEhZLREQAmjZtiujoaMTHx6uLm+Dg4FL7tG7dGjt27ICjoyOsrKzKPU9qaiomTZqEd955B4mJiXjllVdw+fJlmJqa6vw5EJFucIA3ERGAXr16oXHjxpgwYQKuXr2KU6dO4Z133im1zyuvvAJ7e3sMHToUp06dwv3793HixAnMmTMHsbGxAIDXXnsNbm5uePfdd/HZZ59BEAQsWLBAjKdERFrCYomICICBgQF2796N/Px8tG/fHtOmTcPHH39cah8zMzOcPHkS7u7uGD58OJo0aYIpU6YgNzcXVlZW+PHHH3HgwAFs27YNRkZGMDMzw/bt27Fp0yYcOHBApGdGRM+Ks+GIiIiIKsGWJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqsT/Aa4jmYi/FLFMAAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "residuals = ((ion_pops.T.iloc[:, 0].values - ion_number_density_ctardis_final.T.iloc[:, 0].values) / ion_number_density_ctardis_final.T.iloc[:, 0].values) * 100\n", - "plt.plot(residuals, label='Percentage Residuals (H I NLTE - H I CTARDIS)')\n", - "plt.xlabel('Index')\n", - "plt.ylabel('Percentage Residuals (%)')\n", - "plt.title('Percentage Residuals of H I NLTE vs H I CTARDIS')" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Percentage Residuals of H II NLTE vs H II CTARDIS')" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "residuals_hii = ((ion_pops.T.iloc[:, 1].values - ion_number_density_ctardis_final.T.iloc[:, 1].values) / ion_number_density_ctardis_final.T.iloc[:, 1].values) * 100\n", - "plt.plot(residuals_hii, label='Percentage Residuals (H II NLTE - H II CTARDIS)')\n", - "plt.xlabel('Index')\n", - "plt.ylabel('Percentage Residuals (%)')\n", - "plt.legend()\n", - "plt.title('Percentage Residuals of H II NLTE vs H II CTARDIS')" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Percentage Residuals of e NLTE vs e ctardis')" - ] - }, - "execution_count": 94, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "electron_densities_ctardis = pd.read_csv(ctardis_path+\"electron_densities_ctardis_result.csv\", index_col=0, header=None)\n", - "\n", - "residuals_electron= ((electron_densities - electron_densities_ctardis[1]) / electron_densities_ctardis[1]) * 100\n", - "plt.plot(residuals_electron, label='Percentage Residuals (e NLTE - e ctardis)')\n", - "plt.xlabel('Index')\n", - "plt.ylabel('Percentage Residuals (%)')\n", - "plt.legend()\n", - "plt.title('Percentage Residuals of e NLTE vs e ctardis')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from tardis.plasma.equilibrium.level_populations import LevelPopulationSolver\n", - "from tardis.plasma.equilibrium.rate_matrix import RateMatrix\n", - "\n", - "rate_matrix_solver = RateMatrix(rate_solvers, cmfgen_atom_data.levels)\n", - "\n", - "rate_matrix = rate_matrix_solver.solve(rad_field, electron_dist)\n", - "\n", - "lte_rate_matrix = RateMatrix(lte_rate_solvers, cmfgen_atom_data.levels).solve(rad_field, electron_dist)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "solver = LevelPopulationSolver(rate_matrix, cmfgen_atom_data.levels)\n", - "\n", - "level_pops = solver.solve()\n", - "\n", - "lte_level_pops = LevelPopulationSolver(lte_rate_matrix, cmfgen_atom_data.levels).solve()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "plt.scatter(cmfgen_atom_data.levels.loc[1,0].energy * u.erg.to('eV'), level_pops.loc[1,0,:][0], marker='x', label='TARDIS')\n", - "plt.scatter(cmfgen_atom_data.levels.loc[1,0].energy * u.erg.to('eV'), level_number_density_ctardis[\"0\"][:30], marker='x', label='cTARDIS')\n", - "#plt.scatter(cmfgen_atom_data.levels.loc[1,0].energy * u.erg.to('eV'), lte_level_pops.loc[1,0,:][0], marker='x', label='TARDIS col only')\n", - "plt.xlabel(\"Energy (eV)\")\n", - "plt.ylabel(\"Population\")\n", - "plt.semilogy()\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "tardis", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.2" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From e34efb9dc5cd61113bfcdaffbc6222783036a140 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 14 Jul 2025 16:30:20 -0400 Subject: [PATCH 43/56] Update tests to include boltzmann factor --- tardis/plasma/equilibrium/tests/conftest.py | 28 +++++++++---------- .../tests/test_coll_ionization_rates.py | 17 +++++++++-- .../equilibrium/tests/test_ion_populations.py | 20 +++++++++++-- .../equilibrium/tests/test_rate_matrix.py | 3 ++ 4 files changed, 47 insertions(+), 21 deletions(-) diff --git a/tardis/plasma/equilibrium/tests/conftest.py b/tardis/plasma/equilibrium/tests/conftest.py index 6e29cbec063..d8b526d5319 100644 --- a/tardis/plasma/equilibrium/tests/conftest.py +++ b/tardis/plasma/equilibrium/tests/conftest.py @@ -56,15 +56,6 @@ def hydrogen_atomic_data_fname(tardis_regression_path): return atomic_data_fname -@pytest.fixture(scope="session") -def hydrogen_atomic_dataset(hydrogen_atomic_data_fname): - """ - Atomic dataset used for NLTE ionization solver tests. - """ - h_atomic_data = AtomData.from_hdf(hydrogen_atomic_data_fname) - return h_atomic_data - - @pytest.fixture(params=[(14, 1, slice(None), slice(None))]) def radiative_transitions(new_chianti_atomic_dataset_si, request): return new_chianti_atomic_dataset_si.lines.loc[request.param, :] @@ -117,17 +108,15 @@ def collisional_simulation_state(new_chianti_atomic_dataset_si): @pytest.fixture -def photoionization_rate_solver(hydrogen_atomic_dataset): +def photoionization_rate_solver(mock_photoionization_cross_sections): return AnalyticPhotoionizationRateSolver( - hydrogen_atomic_dataset.photoionization_data + mock_photoionization_cross_sections ) @pytest.fixture -def collisional_ionization_rate_solver(hydrogen_atomic_dataset): - return CollisionalIonizationRateSolver( - hydrogen_atomic_dataset.photoionization_data - ) +def collisional_ionization_rate_solver(mock_photoionization_cross_sections): + return CollisionalIonizationRateSolver(mock_photoionization_cross_sections) @pytest.fixture @@ -137,3 +126,12 @@ def rate_matrix_solver( return IonRateMatrix( photoionization_rate_solver, collisional_ionization_rate_solver ) + + +@pytest.fixture +def mock_boltzmann_factor(): + index = pd.MultiIndex.from_tuples( + [(1, 0, 0), (1, 0, 1)], + names=["atomic_number", "ion_number", "level_number"], + ) + return pd.DataFrame([[2.0, 0.000011], [2.0, 0.003432]], index=index) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py index 0cf27d5cf21..5a60d7a327c 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py @@ -22,7 +22,7 @@ def mock_electron_distribution(): """Fixture for mock electron distribution.""" return MockElectronDistribution( temperature=np.array([10000, 20000]) * u.K, - number_density=np.array([1e13, 2e13]) * u.cm**-3, + number_density=np.array([2.20677509e09, 1.62501734e09]) * u.cm**-3, ) @@ -33,7 +33,10 @@ def mock_saha_factor(): [(1, 0, 0), (1, 0, 1)], names=["atomic_number", "ion_number", "level_number"], ) - return pd.DataFrame([[1e-15, 1e-20], [1e-15, 1e-20]], index=index) + return pd.DataFrame( + [[02.954267e-15, 8.561028e-20], [3.910658e-19, 4.210347e-21]], + index=index, + ) def test_collisional_ionization_rate_solver_init( @@ -52,6 +55,7 @@ def test_collisional_ionization_rate_solver_solve( mock_photoionization_cross_sections, mock_electron_distribution, mock_saha_factor, + mock_boltzmann_factor, regression_data, ): """Test the solve method of CollisionalIonizationRateSolver.""" @@ -60,7 +64,11 @@ def test_collisional_ionization_rate_solver_solve( ) actual_ionization_rates, actual_recombination_rates = solver.solve( - mock_electron_distribution, mock_saha_factor, approximation="seaton" + mock_electron_distribution, + mock_saha_factor, + 1.0, # Simple partition function for testing + mock_boltzmann_factor, + approximation="seaton", ) # write paths manually with regression_data directory info from the class @@ -101,6 +109,7 @@ def test_collisional_ionization_rate_solver_invalid_approximation( mock_photoionization_cross_sections, mock_electron_distribution, mock_saha_factor, + mock_boltzmann_factor, ): """Test that an invalid approximation raises a ValueError.""" solver = CollisionalIonizationRateSolver( @@ -112,5 +121,7 @@ def test_collisional_ionization_rate_solver_invalid_approximation( solver.solve( mock_electron_distribution, mock_saha_factor, + 1.0, # Simple partition function for testing + mock_boltzmann_factor, approximation="invalid_approx", ) diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index ddfa522fa8e..4acfb7231ea 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -38,19 +38,33 @@ def test_solve(rate_matrix_solver, regression_data): ), ) + boltzmann_factor = pd.DataFrame( + data=np.vstack([np.ones(20) * 2.0, np.ones(20) * 0.000011]), + index=pd.MultiIndex.from_tuples( + [(1, 0, 0), (1, 0, 1)], + names=["atomic_number", "ion_number", "level_number"], + ), + ) + + elemental_number_density = pd.DataFrame( + data=np.vstack([np.ones(20) * 1e5]), + ) + level_population = lte_level_population.copy() * 1.4 - ion_population = lte_ion_population.copy() * 3.0 - # needs to be true for the solver to work - charge_conservation = True + ion_population = lte_ion_population.copy() * 1.1 + charge_conservation = False actual_ion_population, actual_electron_density = ( ion_population_solver.solve( radiation_field, thermal_electron_energy_distribution, + elemental_number_density, lte_level_population, level_population, lte_ion_population, ion_population, + 1.0, + boltzmann_factor, charge_conservation, ) ) diff --git a/tardis/plasma/equilibrium/tests/test_rate_matrix.py b/tardis/plasma/equilibrium/tests/test_rate_matrix.py index 29e778de970..59d353fab49 100644 --- a/tardis/plasma/equilibrium/tests/test_rate_matrix.py +++ b/tardis/plasma/equilibrium/tests/test_rate_matrix.py @@ -43,6 +43,7 @@ def test_ion_rate_matrix_solver( photoionization_rate_solver, collisional_ionization_rate_solver, collisional_simulation_state, + mock_boltzmann_factor, charge_conservation, regression_data, ): @@ -84,6 +85,8 @@ def test_ion_rate_matrix_solver( level_population, lte_ion_population, ion_population, + 1.0, + mock_boltzmann_factor, charge_conservation, ) From f5eff36694bd5390896f671e2d5d5eb23ab5fa7c Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 15 Jul 2025 14:18:56 -0400 Subject: [PATCH 44/56] Move solver tolerance to kwarg --- tardis/plasma/equilibrium/ion_populations.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index a9d1c6fc25f..9202bc31e30 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -71,6 +71,7 @@ def solve( partition_function, boltzmann_factor, charge_conservation=False, + tolerance=1e-14, ): """Solves the normalized ion population values from the rate matrices. @@ -92,6 +93,8 @@ def solve( Estimated ion number density. Columns are cells. charge_conservation : bool, optional Whether to include a charge conservation row in the rate matrix. + tolerance : float, optional + Tolerance for convergence of the ion population solver. Returns ------- @@ -170,8 +173,8 @@ def solve( ) / electron_population_solution if ( - np.all(np.abs(delta_ion) < 1e-14).any().any() - and (np.abs(delta_electron) < 1e-14).any().any() + np.all(np.abs(delta_ion) < tolerance).any().any() + and (np.abs(delta_electron) < tolerance).any().any() ): logger.info( "Ion population solver converged after %d iterations.", From 8cf12766134cb551e78d74056855c34af0bf5a3a Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Fri, 18 Jul 2025 10:56:34 -0400 Subject: [PATCH 45/56] Store comparison plots --- .../ionization_solution_comparison.ipynb | 320 ++++++++++++++---- 1 file changed, 250 insertions(+), 70 deletions(-) diff --git a/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb index 19477e536b4..955f8ac5f5b 100644 --- a/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb +++ b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb @@ -23,7 +23,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "b31c46dcdaf441b9855b33a28137fb75", + "model_id": "f9b81efda9db418eadbb7797da012c62", "version_major": 2, "version_minor": 0 }, @@ -37,7 +37,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "860c26dc28a14dacbdf61b710e0245be", + "model_id": "bbfb068bffbd4ae89b9d45444c8b2ee6", "version_major": 2, "version_minor": 0 }, @@ -376,12 +376,56 @@ { "data": { "text/plain": [ - "" + "0 2.954267e-15\n", + "1 2.954267e-15\n", + "2 2.954267e-15\n", + "3 2.954267e-15\n", + "4 2.954267e-15\n", + "5 2.954267e-15\n", + "6 2.954267e-15\n", + "7 2.954267e-15\n", + "8 2.954267e-15\n", + "9 2.954267e-15\n", + "10 2.954267e-15\n", + "11 2.954267e-15\n", + "12 2.954267e-15\n", + "13 2.954267e-15\n", + "14 2.954267e-15\n", + "15 2.954267e-15\n", + "16 2.954267e-15\n", + "17 2.954267e-15\n", + "18 2.954267e-15\n", + "19 2.954267e-15\n", + "20 2.954267e-15\n", + "21 2.954267e-15\n", + "22 2.954267e-15\n", + "23 2.954267e-15\n", + "Name: (1, 0, 0), dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "saha_factor.loc[(1,0,0)]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" }, { "data": { @@ -401,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -410,7 +454,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -432,7 +476,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -441,7 +485,7 @@ "" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -463,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -472,7 +516,7 @@ "" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -494,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -503,7 +547,7 @@ "" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, @@ -532,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -544,7 +588,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -560,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -570,16 +614,16 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -616,24 +660,24 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1144946/3826348831.py:5: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "/tmp/ipykernel_373396/3826348831.py:5: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend()\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, @@ -665,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -678,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -691,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -700,7 +744,7 @@ "" ] }, - "execution_count": 25, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, @@ -722,7 +766,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -731,7 +775,7 @@ "" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, @@ -753,7 +797,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -762,7 +806,7 @@ "" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, @@ -784,28 +828,28 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_1144946/2625515403.py:1: RuntimeWarning: invalid value encountered in divide\n", + "/tmp/ipykernel_373396/2625515403.py:1: RuntimeWarning: invalid value encountered in divide\n", " plt.plot((recomb_coeff_ctardis_iter1[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter1\")\n", - "/tmp/ipykernel_1144946/2625515403.py:2: RuntimeWarning: invalid value encountered in divide\n", + "/tmp/ipykernel_373396/2625515403.py:2: RuntimeWarning: invalid value encountered in divide\n", " plt.plot((recomb_coeff_ctardis_iter2[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter2\")\n", - "/tmp/ipykernel_1144946/2625515403.py:3: RuntimeWarning: invalid value encountered in divide\n", + "/tmp/ipykernel_373396/2625515403.py:3: RuntimeWarning: invalid value encountered in divide\n", " plt.plot((recomb_coeff_ctardis_iter3[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter3\")\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, @@ -840,7 +884,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -849,7 +893,7 @@ "" ] }, - "execution_count": 29, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, @@ -872,6 +916,142 @@ "(cmfgen_plasma.level_boltzmann_factor / cmfgen_plasma.partition_function.loc[(1,1)])[0].T.plot(logy=True)" ] }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1 2 3 \\\n", + "atomic_number \n", + "1 2.206974e+09 1.625151e+09 1.226263e+09 9.439276e+08 \n", + "\n", + " 4 5 6 7 \\\n", + "atomic_number \n", + "1 7.385766e+08 5.875210e+08 4.729701e+08 3.821747e+08 \n", + "\n", + " 8 9 ... 14 15 \\\n", + "atomic_number ... \n", + "1 3.087125e+08 2.492508e+08 ... 8.544174e+07 6.897694e+07 \n", + "\n", + " 16 17 18 19 \\\n", + "atomic_number \n", + "1 5.568109e+07 4.495365e+07 3.628677e+07 2.929481e+07 \n", + "\n", + " 20 21 22 23 \n", + "atomic_number \n", + "1 2.364836e+07 1.909059e+07 1.541157e+07 1.244141e+07 \n", + "\n", + "[1 rows x 24 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cmfgen_plasma.number_density" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -881,16 +1061,16 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, @@ -922,7 +1102,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -940,7 +1120,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -949,7 +1129,7 @@ "" ] }, - "execution_count": 32, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, @@ -982,16 +1162,16 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 33, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, @@ -1034,7 +1214,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1046,7 +1226,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1059,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1068,7 +1248,7 @@ "Text(0, 0.5, 'Collisional Ionization Coefficient')" ] }, - "execution_count": 36, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, @@ -1107,7 +1287,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1116,7 +1296,7 @@ "Text(0, 0.5, 'Collisional Recombination Coefficient')" ] }, - "execution_count": 37, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, @@ -1156,7 +1336,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1183,7 +1363,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1198,7 +1378,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1221,16 +1401,16 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 41, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, @@ -1259,16 +1439,16 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 42, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, @@ -1296,16 +1476,16 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, @@ -1331,7 +1511,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1340,7 +1520,7 @@ "Text(0.5, 1.0, 'Percentage Residuals of H I NLTE vs H I CTARDIS')" ] }, - "execution_count": 44, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, @@ -1365,7 +1545,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1374,7 +1554,7 @@ "Text(0.5, 1.0, 'Percentage Residuals of H II NLTE vs H II CTARDIS')" ] }, - "execution_count": 45, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, @@ -1400,7 +1580,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -1409,7 +1589,7 @@ "Text(0.5, 1.0, 'Percentage Residuals of e NLTE vs e ctardis')" ] }, - "execution_count": 46, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, From 5cc737e1b106f246d6729ffc722b4e047217067f Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 11 Aug 2025 15:29:14 -0400 Subject: [PATCH 46/56] Add some notes about iteration dependent quantities --- .../plasma/properties/hydrogen_continuum.py | 46 +++++++++++-------- 1 file changed, 28 insertions(+), 18 deletions(-) diff --git a/tardis/plasma/properties/hydrogen_continuum.py b/tardis/plasma/properties/hydrogen_continuum.py index c6e12b7caa1..a2c7b8733a1 100644 --- a/tardis/plasma/properties/hydrogen_continuum.py +++ b/tardis/plasma/properties/hydrogen_continuum.py @@ -27,7 +27,7 @@ logger = logging.getLogger(__name__) -__all__ = ["HydrogenContinuumPropertes", "Iteration"] +__all__ = ["HydrogenContinuumProperties", "Iteration"] class Iteration(Input): @@ -82,8 +82,12 @@ def _calculate_dilute_lte( ) -class HydrogenContinuumPropertes(ProcessingPlasmaProperty): - outputs = ("level_number_density", "stimulated_emission_factor") +class HydrogenContinuumProperties(ProcessingPlasmaProperty): + outputs = ( + "level_number_density", + "stimulated_emission_factor", + "plus other things", + ) def __init__(self, plasma_parent, photo_ion_cross_sections): super().__init__(plasma_parent) @@ -119,16 +123,19 @@ def calculate_hydrogen_ion_populations( photoionization_rate_solver, collisional_rate_solver ) - solver = IonPopulationSolver(ion_rate_matrix_solver, [(1, 0), (1, 1)]) + solver = IonPopulationSolver(ion_rate_matrix_solver) fractional_ion_population, fractional_electron_density = solver.solve( dilute_planckian_radiation_field, electron_dist, + elemental_number_density, lte_level_number_density, level_number_density, lte_ion_number_density, ion_number_density, - charge_conservation=True, + partition_function, + boltzmann_factor, + charge_conservation=False, ) ion_number_density = fractional_ion_population * number_density @@ -154,6 +161,7 @@ def calculate_lte_quantities( thermal_phi_lte = ThermalPhiSahaLTE.calculate( thermal_g_electron, beta_electron, + thermal_lte_partition_function, ionization_data, ) @@ -214,10 +222,10 @@ def calculate( level_boltzmann_factor_solver._calculate_general( atomic_data, nlte_data, - t_electrons, + t_electrons, # changes every loop dilute_planckian_radiation_field, None, - general_level_boltzmann_factor, + general_level_boltzmann_factor, # changes every loop previous_electron_densities, g, ) @@ -231,16 +239,18 @@ def calculate( t_rad, w, zeta_data, - t_electrons, - delta, + t_electrons, # changes every loop + delta, # changes every loop g_electron, beta_rad, - partition_function, + partition_function, # changes every loop ionization_data, ) ion_number_density = IonNumberDensity(self.plasma_parent).calculate( - phi, partition_function, number_density + phi, # changes every loop + partition_function, # changes every loop + number_density, ) lte_level_number_density_solver = LTELevelNumberDensity( @@ -250,10 +260,10 @@ def calculate( level_number_density_solver = LevelNumberDensity(self.plasma_parent) level_number_density = level_number_density_solver.calculate( - level_boltzmann_factor, - ion_number_density, + level_boltzmann_factor, # changes every loop + ion_number_density, # changes every loop levels, - partition_function, + partition_function, # changes every loop ) lte_level_number_density, lte_ion_number_density = ( @@ -263,11 +273,11 @@ def calculate( previous_electron_densities, levels, block_ids, - thermal_g_electron, - beta_electron, + thermal_g_electron, # changes every loop + beta_electron, # changes every loop ionization_data, - thermal_lte_level_boltzmann_factor, - thermal_lte_partition_function, + thermal_lte_level_boltzmann_factor, # changes every loop + thermal_lte_partition_function, # changes every loop ) ) From 7de8bcc9bcc4c23a193796bc297f18f05dd1b0f0 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 11 Aug 2025 16:41:56 -0400 Subject: [PATCH 47/56] Finalize ion population tests --- tardis/plasma/equilibrium/ion_populations.py | 4 ---- .../equilibrium/tests/test_ion_populations.py | 13 +++++++++---- 2 files changed, 9 insertions(+), 8 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 9202bc31e30..138d5cbdbac 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -117,10 +117,6 @@ def solve( new_electron_energy_distribution = thermal_electron_energy_distribution - ion_population_solution = pd.DataFrame( - index=ion_population.index, columns=ion_population.columns - ) - for iteration in range(self.max_solver_iterations): self.rates_matrices = self.rate_matrix_solver.solve( radiation_field, diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index 4acfb7231ea..969454adb51 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -23,9 +23,11 @@ def test_solve(rate_matrix_solver, regression_data): 0, np.ones(20) * 10000 * u.K, np.ones(20) * 2e9 * u.cm**-3 ) lte_level_population = pd.DataFrame( - data=np.ones((2, 20)) * 1e5, + data=np.vstack( + [np.ones(20) * 1e5, np.ones(20) * 1e-1, np.ones(20) * 1e10] + ), index=pd.MultiIndex.from_tuples( - [(1, 0, 0), (1, 0, 1)], + [(1, 0, 0), (1, 0, 1), (1, 1, 0)], names=["atomic_number", "ion_number", "level_number"], ), ) @@ -39,15 +41,18 @@ def test_solve(rate_matrix_solver, regression_data): ) boltzmann_factor = pd.DataFrame( - data=np.vstack([np.ones(20) * 2.0, np.ones(20) * 0.000011]), + data=np.vstack( + [np.ones(20) * 2.0, np.ones(20) * 0.000011, np.ones(20)] + ), index=pd.MultiIndex.from_tuples( - [(1, 0, 0), (1, 0, 1)], + [(1, 0, 0), (1, 0, 1), (1, 1, 0)], names=["atomic_number", "ion_number", "level_number"], ), ) elemental_number_density = pd.DataFrame( data=np.vstack([np.ones(20) * 1e5]), + index=pd.Index([1], name="atomic_number"), ) level_population = lte_level_population.copy() * 1.4 From 1b2c51a97e8bcc94d8e77a0c258205706b17202d Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 12 Aug 2025 10:58:25 -0400 Subject: [PATCH 48/56] Address Jack's comments --- tardis/plasma/equilibrium/ion_populations.py | 26 +++++++++++--------- 1 file changed, 15 insertions(+), 11 deletions(-) diff --git a/tardis/plasma/equilibrium/ion_populations.py b/tardis/plasma/equilibrium/ion_populations.py index 138d5cbdbac..6400dffa0dd 100644 --- a/tardis/plasma/equilibrium/ion_populations.py +++ b/tardis/plasma/equilibrium/ion_populations.py @@ -6,6 +6,8 @@ logger = logging.getLogger(__name__) +LOWER_ION_LEVEL_H = 0 + class IonPopulationSolver: def __init__(self, rate_matrix_solver, max_solver_iterations=100): @@ -65,9 +67,9 @@ def solve( thermal_electron_energy_distribution, elemental_number_density, lte_level_population, - level_population, + estimated_level_population, lte_ion_population, - ion_population, + estimated_ion_population, partition_function, boltzmann_factor, charge_conservation=False, @@ -85,11 +87,11 @@ def solve( Elemental number density. Index is atomic number, columns are cells. lte_level_population : pd.DataFrame LTE level number density. Columns are cells. - level_population : pd.DataFrame + estimated_level_population : pd.DataFrame Estimated level number density. Columns are cells. lte_ion_population : pd.DataFrame LTE ion number density. Columns are cells. - ion_population : pd.DataFrame + estimated_ion_population : pd.DataFrame Estimated ion number density. Columns are cells. charge_conservation : bool, optional Whether to include a charge conservation row in the rate matrix. @@ -107,12 +109,14 @@ def solve( # TODO: make more general indices that work for non-Hydrogen species # this is the i level in Lucy 2003 lower_ion_level_index = ( - lte_level_population.index.get_level_values("ion_number") == 0 + lte_level_population.index.get_level_values("ion_number") + == LOWER_ION_LEVEL_H ) # this is the k level in Lucy 2003 upper_ion_population_index = ( - lte_ion_population.index.get_level_values("ion_number") >= 1 + lte_ion_population.index.get_level_values("ion_number") + > LOWER_ION_LEVEL_H ) new_electron_energy_distribution = thermal_electron_energy_distribution @@ -122,9 +126,9 @@ def solve( radiation_field, new_electron_energy_distribution, lte_level_population.loc[lower_ion_level_index], - level_population.loc[lower_ion_level_index], + estimated_level_population.loc[lower_ion_level_index], lte_ion_population.loc[upper_ion_population_index], - ion_population.loc[upper_ion_population_index], + estimated_ion_population.loc[upper_ion_population_index], partition_function, boltzmann_factor, charge_conservation, @@ -146,7 +150,7 @@ def solve( ion_population_solution = pd.DataFrame( np.vstack(solved_matrices.values[0]).T, - index=ion_population.index, + index=estimated_ion_population.index, columns=self.rates_matrices.columns, ) @@ -161,7 +165,7 @@ def solve( ).sum() delta_ion = ( - ion_population - ion_population_solution + estimated_ion_population - ion_population_solution ) / ion_population_solution delta_electron = ( new_electron_energy_distribution.number_density.value @@ -178,7 +182,7 @@ def solve( ) break - ion_population = ion_population_solution + estimated_ion_population = ion_population_solution new_electron_energy_distribution.number_density = ( electron_population_solution.values * u.cm**-3 ) From 7e792f15f5074174435c31c89cb916ceff9eedb2 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 12 Aug 2025 11:25:25 -0400 Subject: [PATCH 49/56] Cleanup, renames, comments with equations --- .../ionization_solution_comparison.ipynb | 26 +++--- .../equilibrium/ionization_solutions.ipynb | 6 +- tardis/plasma/equilibrium/rate_matrix.py | 5 +- .../rates/collisional_ionization_rates.py | 9 +- .../rates/photoionization_rates.py | 18 ++-- .../rates/photoionization_strengths.py | 93 ++++++++++--------- .../tests/test_coll_ionization_rates.py | 10 +- .../continuum_radfield_properties.py | 2 +- 8 files changed, 90 insertions(+), 79 deletions(-) diff --git a/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb index 955f8ac5f5b..d30c5cc6c04 100644 --- a/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb +++ b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb @@ -318,11 +318,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "saha_factor = lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1] / (\n", + "level_to_ion_population_factor = lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1] / (\n", " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1].values\n", " * electron_dist.number_density.value\n", " )" @@ -330,16 +330,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "saha_factor_ctardis = pd.read_csv(ctardis_path+\"phi_lucy.csv\", index_col=[0, 1, 2])" + "level_to_ion_population_factor_ctardis = pd.read_csv(ctardis_path+\"phi_lucy.csv\", index_col=[0, 1, 2])" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -364,13 +364,13 @@ } ], "source": [ - "saha_factor_ctardis[\"0\"].plot(logy=True)\n", - "saha_factor[0].plot(logy=True)" + "level_to_ion_population_factor_ctardis[\"0\"].plot(logy=True)\n", + "level_to_ion_population_factor[0].plot(logy=True)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -409,7 +409,7 @@ } ], "source": [ - "saha_factor.loc[(1,0,0)]" + "level_to_ion_population_factor.loc[(1,0,0)]" ] }, { @@ -722,7 +722,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -730,7 +730,7 @@ "recomb_coeff_ctardis_iter2 = pd.read_csv(ctardis_path+\"sp_recomb_coeff_iter2.csv\", index_col=[0, 1, 2])\n", "recomb_coeff_ctardis_iter3 = pd.read_csv(ctardis_path+\"sp_recomb_coeff_iter3.csv\", index_col=[0, 1, 2])\n", "\n", - "recomb_coeff_comparison = (recomb_coeff * saha_factor)" + "recomb_coeff_comparison = (recomb_coeff * level_to_ion_population_factor)" ] }, { @@ -1226,13 +1226,13 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "coll_ion_rates, coll_recomb_rates = collisional_rate_solver.solve(\n", " electron_dist, \n", - " saha_factor, \n", + " level_to_ion_population_factor, \n", " 1.0,\n", " boltzmann_factor_ctardis,)" ] diff --git a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb index 5abb9fb55a8..f26c68e4c1b 100644 --- a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb +++ b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb @@ -262,14 +262,14 @@ "metadata": {}, "outputs": [], "source": [ - "saha_factor = lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1] / (\n", + "level_to_ion_population_factor = lte_level_number_density.loc[lte_level_number_density.index.get_level_values('ion_number') < 1] / (\n", " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1].values\n", " * electron_dist.number_density.value\n", " )\n", "\n", "coll_ionization_rate, coll_recomb_rate = collisional_rate_solver.solve(\n", " electron_dist,\n", - " saha_factor,\n", + " level_to_ion_population_factor,\n", ")" ] }, @@ -280,7 +280,7 @@ "metadata": {}, "outputs": [], "source": [ - "saha_factor" + "level_to_ion_population_factor" ] }, { diff --git a/tardis/plasma/equilibrium/rate_matrix.py b/tardis/plasma/equilibrium/rate_matrix.py index 883867ce909..ff81e6906ba 100644 --- a/tardis/plasma/equilibrium/rate_matrix.py +++ b/tardis/plasma/equilibrium/rate_matrix.py @@ -236,7 +236,8 @@ def solve( ) ) - saha_factor = lte_level_population / ( + # Lucy 2003 Eq 14 + level_to_ion_population_factor = lte_level_population / ( lte_ion_population.values * thermal_electron_energy_distribution.number_density.value ) @@ -244,7 +245,7 @@ def solve( collisional_ionization_rates_df, collision_recombination_rates_df = ( self.collisional_ionization_rate_solver.solve( thermal_electron_energy_distribution, - saha_factor, + level_to_ion_population_factor, partition_function, boltzmann_factor, ) diff --git a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py index c168d1b8ac2..9ff812704e2 100644 --- a/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py +++ b/tardis/plasma/equilibrium/rates/collisional_ionization_rates.py @@ -22,7 +22,7 @@ def __init__(self, photoionization_cross_sections): def solve( self, electron_distribution, - saha_factor, + level_to_ion_population_factor, partition_function, level_boltzmann_factor, approximation="seaton", @@ -33,8 +33,9 @@ def solve( ---------- electron_distribution : ThermalElectronEnergyDistribution Electron distribution per cell - saha_factor : pandas.DataFrame, dtype float - The Saha factor for each cell. Indexed by atom number, ion number, level number. + level_to_ion_population_factor : pandas.DataFrame, dtype float + The level to ion population factor for each cell, Lucy 2003 Eq 14. + Indexed by atom number, ion number, level number. approximation : str, optional The rate approximation to use, by default "seaton" @@ -63,7 +64,7 @@ def solve( # Inverse of the ionization rate for equilibrium collision_recombination_rates = collision_ionization_rates.multiply( - saha_factor + level_to_ion_population_factor ) # TODO: Update for non-Hydrogenic species diff --git a/tardis/plasma/equilibrium/rates/photoionization_rates.py b/tardis/plasma/equilibrium/rates/photoionization_rates.py index 5de444809bf..0c3c696ffd8 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_rates.py +++ b/tardis/plasma/equilibrium/rates/photoionization_rates.py @@ -73,7 +73,7 @@ def solve( ion_population, ) - recombination_rate_coeff = ( + spontaneous_recombination_rate_coeff = ( self.spontaneous_recombination_rate_coeff_solver.solve( electron_energy_distribution.temperature ) @@ -84,7 +84,8 @@ def solve( level_boltzmann_factor / partition_function ) - level_population_ratio = lte_level_population.values / ( + # Lucy 2003 Eq 14 + level_to_ion_population_factor = lte_level_population.values / ( lte_ion_population.values * electron_energy_distribution.number_density ) @@ -95,9 +96,10 @@ def solve( photoionization_rate_coeff * fractional_level_population ) - recombination_rate = ( - recombination_rate_coeff - * level_population_ratio + # Lucy 2003 Eq 20 + spontaneous_recombination_rate = ( + spontaneous_recombination_rate_coeff + * level_to_ion_population_factor * electron_energy_distribution.number_density ) @@ -105,11 +107,11 @@ def solve( photoionization_rate, recombination=False ) - recombination_rate = reindex_ionization_rate_dataframe( - recombination_rate, recombination=True + spontaneous_recombination_rate = reindex_ionization_rate_dataframe( + spontaneous_recombination_rate, recombination=True ) - return photoionization_rate, recombination_rate + return photoionization_rate, spontaneous_recombination_rate class EstimatedPhotoionizationRateSolver(AnalyticPhotoionizationRateSolver): diff --git a/tardis/plasma/equilibrium/rates/photoionization_strengths.py b/tardis/plasma/equilibrium/rates/photoionization_strengths.py index 3b3e6c52481..15a5182daed 100644 --- a/tardis/plasma/equilibrium/rates/photoionization_strengths.py +++ b/tardis/plasma/equilibrium/rates/photoionization_strengths.py @@ -35,7 +35,7 @@ def __init__( @property def common_prefactor(self): """Used to multiply with both spontaneous recombination and - photoionization coefficients. + photoionization coefficients. Lucy 2003 Eq 13, 15, 16. Returns ------- @@ -80,7 +80,7 @@ def solve(self, electron_temperature): Notes ----- - Equation 13 in Lucy 2003. + Equation 13 in Lucy 2003, missing the factor from Eq 14. """ prefactor = self.common_prefactor * (2 * H * self.nu**3.0) / (C**2.0) photoionization_boltzmann_factor = pd.DataFrame( @@ -151,86 +151,86 @@ def calculate_mean_intensity_photoionization_df( ), ) - def calculate_photoionization_rate_coeff( + def calculate_stimulated_recombination_rate_coeff( self, mean_intensity_photoionization_df, + photoionization_boltzmann_factor, ): """ Calculate the photoionization rate coefficient. Parameters ---------- - dilute_blackbody_radiationfield_state : DiluteBlackBodyRadiationFieldState - A dilute black body radiation field state. + mean_intensity_photoionization_df : pd.DataFrame + Mean intensity at each photoionization frequency. + photoionization_boltzmann_factor : np.ndarray + Boltzmann factor for each photoionization frequency. Returns ------- pd.DataFrame - The calculated photoionization rate coefficient. + The stimulated recombination rate coefficient. Notes ----- - Equation 16 in Lucy 2003. + Equation 15 in Lucy 2003. """ - photoionization_rate_coeff = mean_intensity_photoionization_df.multiply( - self.common_prefactor, - axis=0, + stimulated_recombination_rate_coeff = ( + mean_intensity_photoionization_df * photoionization_boltzmann_factor ) - photoionization_rate_coeff = integrate_array_by_blocks( - photoionization_rate_coeff.values, + + stimulated_recombination_rate_coeff = ( + stimulated_recombination_rate_coeff.multiply( + self.common_prefactor, + axis=0, + ) + ) + stimulated_recombination_rate_coeff = integrate_array_by_blocks( + stimulated_recombination_rate_coeff.values, self.nu.value, self.photoionization_block_references, ) - photoionization_rate_coeff = pd.DataFrame( - photoionization_rate_coeff, + stimulated_recombination_rate_coeff = pd.DataFrame( + stimulated_recombination_rate_coeff, index=self.photoionization_index, ) - return photoionization_rate_coeff + return stimulated_recombination_rate_coeff - def calculate_stimulated_recombination_rate_coeff( + def calculate_photoionization_rate_coeff( self, mean_intensity_photoionization_df, - photoionization_boltzmann_factor, ): """ Calculate the photoionization rate coefficient. Parameters ---------- - mean_intensity_photoionization_df : pd.DataFrame - Mean intensity at each photoionization frequency. - photoionization_boltzmann_factor : np.ndarray - Boltzmann factor for each photoionization frequency. + dilute_blackbody_radiationfield_state : DiluteBlackBodyRadiationFieldState + A dilute black body radiation field state. Returns ------- pd.DataFrame - The stimulated recombination rate coefficient. + The calculated photoionization rate coefficient. Notes ----- - Equation 15 in Lucy 2003. + Equation 16 in Lucy 2003. """ - stimulated_recombination_rate_coeff = ( - mean_intensity_photoionization_df * photoionization_boltzmann_factor - ) - - stimulated_recombination_rate_coeff = ( - stimulated_recombination_rate_coeff.multiply( - self.common_prefactor, - axis=0, - ) + photoionization_rate_coeff = mean_intensity_photoionization_df.multiply( + self.common_prefactor, + axis=0, ) - stimulated_recombination_rate_coeff = integrate_array_by_blocks( - stimulated_recombination_rate_coeff.values, + photoionization_rate_coeff = integrate_array_by_blocks( + photoionization_rate_coeff.values, self.nu.value, self.photoionization_block_references, ) - stimulated_recombination_rate_coeff = pd.DataFrame( - stimulated_recombination_rate_coeff, + photoionization_rate_coeff = pd.DataFrame( + photoionization_rate_coeff, index=self.photoionization_index, ) - return stimulated_recombination_rate_coeff + return photoionization_rate_coeff def solve( self, @@ -266,11 +266,8 @@ def solve( dilute_blackbody_radiationfield_state ) ) - # Equation 16 Lucy 2003 - photoionization_rate_coeff = self.calculate_photoionization_rate_coeff( - mean_intensity_photoionization_df, - ) - # Equation 15 Lucy 2003. Must be multiplied by Saha LTE factor Phi_ik + + # Equation 15 Lucy 2003. Must be multiplied by factor Phi_ik from Eq 14 stimulated_recombination_rate_coeff = ( self.calculate_stimulated_recombination_rate_coeff( mean_intensity_photoionization_df, @@ -278,6 +275,11 @@ def solve( ) ) + # Equation 16 Lucy 2003 + photoionization_rate_coeff = self.calculate_photoionization_rate_coeff( + mean_intensity_photoionization_df, + ) + return ( photoionization_rate_coeff, stimulated_recombination_rate_coeff, @@ -341,7 +343,7 @@ def calculate_corrected_photoionization_rate_coeff( Notes ----- - Equation 16 in Lucy 2003. + Equation 18 in Lucy 2003. """ photoionization_rate_coeff = mean_intensity_photoionization_df.multiply( self.common_prefactor, @@ -350,6 +352,7 @@ def calculate_corrected_photoionization_rate_coeff( # need to handle He and up. They have extra ionization states that # break the indexing. + # Lucy 2003 Eq 18 correction_factor = ( 1 - (ion_population / lte_ion_population).values @@ -455,6 +458,10 @@ def solve( ------- ContinuumProperties The calculated continuum properties. + + Notes + ----- + Lucy 2003 Eq 44, 45. """ # TODO: the estimators are computed in the form epsilon_nu * distance * xsection / comoving_nu # with the stimulated recombination multiplied by a Boltzmann factor exp(-h * comoving_nu / k * electron_temp) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py index 5a60d7a327c..942306e4788 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py @@ -27,7 +27,7 @@ def mock_electron_distribution(): @pytest.fixture -def mock_saha_factor(): +def mock_level_to_ion_population_factor(): """Fixture for mock Saha factor.""" index = pd.MultiIndex.from_tuples( [(1, 0, 0), (1, 0, 1)], @@ -54,7 +54,7 @@ def test_collisional_ionization_rate_solver_init( def test_collisional_ionization_rate_solver_solve( mock_photoionization_cross_sections, mock_electron_distribution, - mock_saha_factor, + mock_level_to_ion_population_factor, mock_boltzmann_factor, regression_data, ): @@ -65,7 +65,7 @@ def test_collisional_ionization_rate_solver_solve( actual_ionization_rates, actual_recombination_rates = solver.solve( mock_electron_distribution, - mock_saha_factor, + mock_level_to_ion_population_factor, 1.0, # Simple partition function for testing mock_boltzmann_factor, approximation="seaton", @@ -108,7 +108,7 @@ def test_collisional_ionization_rate_solver_solve( def test_collisional_ionization_rate_solver_invalid_approximation( mock_photoionization_cross_sections, mock_electron_distribution, - mock_saha_factor, + mock_level_to_ion_population_factor, mock_boltzmann_factor, ): """Test that an invalid approximation raises a ValueError.""" @@ -120,7 +120,7 @@ def test_collisional_ionization_rate_solver_invalid_approximation( ): solver.solve( mock_electron_distribution, - mock_saha_factor, + mock_level_to_ion_population_factor, 1.0, # Simple partition function for testing mock_boltzmann_factor, approximation="invalid_approx", diff --git a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py index ce0b1d7776d..cf00b04195a 100644 --- a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py +++ b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py @@ -67,6 +67,6 @@ def solve( @dataclass class ContinuumProperties: - photo_ionization_rate_coefficient: pd.DataFrame # this is not the rate coefficient but misses Phi I_K stimulated_recombination_rate_factor: pd.DataFrame + photo_ionization_rate_coefficient: pd.DataFrame From a2ccdac07e6d2964c16c9572e8441e84a7d0d1a9 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 12 Aug 2025 13:51:16 -0400 Subject: [PATCH 50/56] Fix excess unit conversion --- tardis/plasma/assembly/base.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tardis/plasma/assembly/base.py b/tardis/plasma/assembly/base.py index 1f72d1776cd..7ffa59686c9 100644 --- a/tardis/plasma/assembly/base.py +++ b/tardis/plasma/assembly/base.py @@ -537,14 +537,14 @@ def initialize_continuum_properties(self, dilute_planckian_radiation_field): initial_continuum_properties : `~tardis.plasma.properties.ContinuumProperties` The initial continuum properties of the plasma. """ - t_electrons = dilute_planckian_radiation_field.temperature.to(u.K).value + t_electrons = dilute_planckian_radiation_field.temperature.to(u.K) initial_continuum_solver = AnalyticPhotoionizationCoeffSolver( self.atom_data.photoionization_data ) initial_continuum_properties = ContinuumProperties( *initial_continuum_solver.solve( - dilute_planckian_radiation_field, t_electrons * u.K + dilute_planckian_radiation_field, t_electrons ) ) return initial_continuum_properties From 4cef991bfca8d5db0bbb1a48d0b07a2eae596bdc Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 12 Aug 2025 15:10:28 -0400 Subject: [PATCH 51/56] Use fancy new sync dataframe --- .../tests/test_coll_ionization_rates.py | 41 +++++-------------- .../equilibrium/tests/test_ion_populations.py | 35 ++++------------ 2 files changed, 18 insertions(+), 58 deletions(-) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py index 942306e4788..daf578fca7c 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py @@ -71,38 +71,17 @@ def test_collisional_ionization_rate_solver_solve( approximation="seaton", ) - # write paths manually with regression_data directory info from the class - if regression_data.enable_generate_reference: - actual_ionization_rates.to_hdf( - regression_data.absolute_regression_data_dir - / "ionization_rates.h5", - key="data", - ) - actual_recombination_rates.to_hdf( - regression_data.absolute_regression_data_dir - / "recombination_rates.h5", - key="data", - ) - pytest.skip("Skipping test to generate reference data") - else: - expected_ionization_rates = pd.read_hdf( - regression_data.absolute_regression_data_dir - / "ionization_rates.h5", - key="data", - ) - - expected_recombination_rates = pd.read_hdf( - regression_data.absolute_regression_data_dir - / "recombination_rates.h5", - key="data", - ) + expected_ionization_rates = regression_data.sync_dataframe( + actual_ionization_rates, key="ionization_rates" + ) + expected_recombination_rates = regression_data.sync_dataframe( + actual_recombination_rates, key="recombination_rates" + ) - pdt.assert_frame_equal( - actual_ionization_rates, expected_ionization_rates - ) - pdt.assert_frame_equal( - actual_recombination_rates, expected_recombination_rates - ) + pdt.assert_frame_equal(actual_ionization_rates, expected_ionization_rates) + pdt.assert_frame_equal( + actual_recombination_rates, expected_recombination_rates + ) def test_collisional_ionization_rate_solver_invalid_approximation( diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index 969454adb51..4e333c26395 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -74,31 +74,12 @@ def test_solve(rate_matrix_solver, regression_data): ) ) - # write paths manually with regression_data directory info from the class - if regression_data.enable_generate_reference: - actual_ion_population.to_hdf( - regression_data.absolute_regression_data_dir / "ion_population.h5", - key="data", - ) - actual_electron_density.to_hdf( - regression_data.absolute_regression_data_dir - / "electron_density.h5", - key="data", - ) - pytest.skip("Skipping test to generate reference data") - else: - expected_ion_population = pd.read_hdf( - regression_data.absolute_regression_data_dir / "ion_population.h5", - key="data", - ) - - expected_electron_density = pd.read_hdf( - regression_data.absolute_regression_data_dir - / "electron_density.h5", - key="data", - ) + expected_ion_population = regression_data.sync_dataframe( + actual_ion_population, key="ion_population" + ) + expected_electron_density = regression_data.sync_dataframe( + actual_electron_density, key="electron_density" + ) - pdt.assert_frame_equal(actual_ion_population, expected_ion_population) - pdt.assert_series_equal( - actual_electron_density, expected_electron_density - ) + pdt.assert_frame_equal(actual_ion_population, expected_ion_population) + pdt.assert_series_equal(actual_electron_density, expected_electron_density) From 89340119ab744498771b2780a78011dd3e7ef754 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Tue, 12 Aug 2025 16:04:36 -0400 Subject: [PATCH 52/56] Revert "Use fancy new sync dataframe" This reverts commit 4cef991bfca8d5db0bbb1a48d0b07a2eae596bdc. --- .../tests/test_coll_ionization_rates.py | 41 ++++++++++++++----- .../equilibrium/tests/test_ion_populations.py | 35 ++++++++++++---- 2 files changed, 58 insertions(+), 18 deletions(-) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py index daf578fca7c..942306e4788 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py @@ -71,17 +71,38 @@ def test_collisional_ionization_rate_solver_solve( approximation="seaton", ) - expected_ionization_rates = regression_data.sync_dataframe( - actual_ionization_rates, key="ionization_rates" - ) - expected_recombination_rates = regression_data.sync_dataframe( - actual_recombination_rates, key="recombination_rates" - ) + # write paths manually with regression_data directory info from the class + if regression_data.enable_generate_reference: + actual_ionization_rates.to_hdf( + regression_data.absolute_regression_data_dir + / "ionization_rates.h5", + key="data", + ) + actual_recombination_rates.to_hdf( + regression_data.absolute_regression_data_dir + / "recombination_rates.h5", + key="data", + ) + pytest.skip("Skipping test to generate reference data") + else: + expected_ionization_rates = pd.read_hdf( + regression_data.absolute_regression_data_dir + / "ionization_rates.h5", + key="data", + ) - pdt.assert_frame_equal(actual_ionization_rates, expected_ionization_rates) - pdt.assert_frame_equal( - actual_recombination_rates, expected_recombination_rates - ) + expected_recombination_rates = pd.read_hdf( + regression_data.absolute_regression_data_dir + / "recombination_rates.h5", + key="data", + ) + + pdt.assert_frame_equal( + actual_ionization_rates, expected_ionization_rates + ) + pdt.assert_frame_equal( + actual_recombination_rates, expected_recombination_rates + ) def test_collisional_ionization_rate_solver_invalid_approximation( diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index 4e333c26395..969454adb51 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -74,12 +74,31 @@ def test_solve(rate_matrix_solver, regression_data): ) ) - expected_ion_population = regression_data.sync_dataframe( - actual_ion_population, key="ion_population" - ) - expected_electron_density = regression_data.sync_dataframe( - actual_electron_density, key="electron_density" - ) + # write paths manually with regression_data directory info from the class + if regression_data.enable_generate_reference: + actual_ion_population.to_hdf( + regression_data.absolute_regression_data_dir / "ion_population.h5", + key="data", + ) + actual_electron_density.to_hdf( + regression_data.absolute_regression_data_dir + / "electron_density.h5", + key="data", + ) + pytest.skip("Skipping test to generate reference data") + else: + expected_ion_population = pd.read_hdf( + regression_data.absolute_regression_data_dir / "ion_population.h5", + key="data", + ) + + expected_electron_density = pd.read_hdf( + regression_data.absolute_regression_data_dir + / "electron_density.h5", + key="data", + ) - pdt.assert_frame_equal(actual_ion_population, expected_ion_population) - pdt.assert_series_equal(actual_electron_density, expected_electron_density) + pdt.assert_frame_equal(actual_ion_population, expected_ion_population) + pdt.assert_series_equal( + actual_electron_density, expected_electron_density + ) From fc3cdf587d873194375dd0cf00eb2c4f7a4fcbb5 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Wed, 13 Aug 2025 13:39:04 -0400 Subject: [PATCH 53/56] Lock in docs notebooks --- .../ionization_solution_comparison.ipynb | 131 ++--- .../equilibrium/ionization_solutions.ipynb | 483 ++++++++++++++++-- 2 files changed, 508 insertions(+), 106 deletions(-) diff --git a/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb index d30c5cc6c04..453265fba5e 100644 --- a/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb +++ b/docs/physics/plasma/equilibrium/ionization_solution_comparison.ipynb @@ -16,14 +16,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/afullard/tardis/tardis/__init__.py:24: UserWarning: Astropy is already imported externally. Astropy should be imported after TARDIS.\n", + "/home/afullard/tardis/tardis/__init__.py:17: UserWarning: Astropy is already imported externally. Astropy should be imported after TARDIS.\n", " warnings.warn(\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f9b81efda9db418eadbb7797da012c62", + "model_id": "ee411a0f8cba46deaeb131dbe7444409", "version_major": 2, "version_minor": 0 }, @@ -37,7 +37,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bbfb068bffbd4ae89b9d45444c8b2ee6", + "model_id": "e7a0a6e7032e43e9a37459dd2509a4b3", "version_major": 2, "version_minor": 0 }, @@ -52,7 +52,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Number of density points larger than number of shells. Assuming inner point irrelevant\n" + "Number of density points larger than number of shells. Assuming inner point irrelevant\n", + "model_isotope_time_0 is not set in the configuration. Isotopic mass fractions will not be decayed and is assumed to be correct for the time_explosion. THIS IS NOT RECOMMENDED!\n" ] } ], @@ -212,7 +213,7 @@ "source": [ "plasma_solver_factory = PlasmaSolverFactory(cmfgen_atom_data2, config)\n", "plasma_solver_factory.prepare_factory([1],\"tardis.plasma.properties.property_collections\" )\n", - "cmfgen_plasma = plasma_solver_factory.assemble(cmfgen_sim_state.elemental_number_density, rad_field, cmfgen_sim_state.time_explosion, electron_dist.number_density, link_t_rad_t_electron=1)" + "cmfgen_plasma = plasma_solver_factory.assemble(cmfgen_sim_state.calculate_elemental_number_density(cmfgen_atom_data2.atom_data.mass), rad_field, cmfgen_sim_state.time_explosion, electron_dist.number_density, link_t_rad_t_electron=1)" ] }, { @@ -290,7 +291,7 @@ " ).calculate(\n", " cmfgen_plasma.thermal_phi_lte,\n", " cmfgen_plasma.thermal_lte_partition_function,\n", - " cmfgen_sim_state.elemental_number_density,\n", + " cmfgen_plasma.number_density,\n", " cmfgen_plasma.electron_densities,\n", " None, 1e-20)[0]" ] @@ -313,12 +314,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### NB- not really a \"Saha Factor\", this is $\\Phi_{i,\\kappa}$ as defined in Lucy 03 Eq 14" + "### NB- this is $\\Phi_{i,\\kappa}$ as defined in Lucy 03 Eq 14" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -330,7 +331,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -339,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -354,7 +355,7 @@ }, { "data": { - "image/png": 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tRU5ODjZu3Ij09HT/VT0I2NQmwA04OjlRmIiIKBj6HWrmzp0LIcQlt/ne976H733vewMuyp+Ki4tRXFwMV5AvrbarjYADcHVypIaIiCgYQvLZT/4k15wap8YEAHBxpIaIiCgoFB9q5NIdamDrkLcQIiKiIULxoUaOS7oBwK31PGVc2NqD2i4REdFQpfhQI9fpJ6HzhBqVgyM1REREwaD4UCMXSRcOAFDbOVJDREQUDAw1ASLpIgEAaqdF5kqIiIiGBoaaAFEbPaFGy1BDREQUFIoPNXJNFA4zeObUaF0MNURERMGg+FAj10ThMGM0AEDvtga1XSIioqFK8aFGLjpTNADAIBhqiIiIgoGhJkD0pigAgFF0ylwJERHR0MBQEyDGiGjP/0o2uJxOeYshIiIaAhQfauSaKGyMiPL+3tHeGtS2iYiIhiLFhxq5Jgrr9EbYhech6J3tLUFtm4iIaChSfKiRk0UyAgC6LG0yV0JERKR8DDUB1CkZAABdHa3yFkJERDQEMNQEUKfKM1Jj50gNERFRwDHUBJBNZQIAODvNMldCRESkfIoPNXJd/QQADo1npMbFUENERBRwig81cl39BABOTTgAwNXVHvS2iYiIhhrFhxo5ucI8p5+EjaGGiIgo0BhqAsgd5hmpkRhqiIiIAo6hJoCELhIAIDk6ZK6EiIhI+RhqAkjSeUZq1HaGGiIiokBjqAkgld4zUhPmZKghIiIKNIaaAFIbPA+1DHNZZa6EiIhI+RQfauS8T02YIQIAoHNZgt42ERHRUKP4UCPnfWq0Js9Ijc7NkRoiIqJAU3yokZMuPBoAYBQMNURERIHGUBNAepNnorBJdMpcCRERkfIx1ASQMSIWAKCTHLDbumSuhoiISNkYagLIFBHl/d3a3ipfIUREREMAQ00AacK06BRaAAw1REREgcZQE2AWyQgA6LK0yVwJERGRsjHUBFiXZAAA2Cyt8hZCRESkcAw1Adal8ozU2DlSQ0REFFAMNQFmU5sAAM5Os8yVEBERKZviQ42cj0kAAIfGE2pcDDVEREQBpfhQI+djEgDAeS7UuG3tsrRPREQ0VCg+1MjNFRYOABBdDDVERESBxFATYG6tJ9RIdoYaIiKiQGKoCTRdBABAZe+QuRAiIiJlY6gJMOlcqFE7GGqIiIgCiaEmwFR6z5O6w5wWmSshIiJSNoaaAAszngs1LoYaIiKiQGKoCTCNwRNq9C6rzJUQEREpG0NNgGmNUQAAnWCoISIiCiSGmgDTmzyhxshQQ0REFFAMNQGmj4gGAJhEJ4TbLW8xRERECsZQE2DGiBgAQJjkgs3WKXM1REREysVQE2Cm8Cjv7xZzi4yVEBERKVtIhppFixYhJiYGd955p8/yo0ePYtKkSd4fg8GADRs2yFNkH6nUaliEHgDQ2d4qbzFEREQKFpKhZvny5XjjjTd6LB87dizKyspQVlaG7du3w2Qy4frrr5ehwv6xSEYAQJelTeZKiIiIlCskQ828efMQERFxyW3ee+89XHfddTCZTEGqauC6VAYAgI2hhoiIKGD6HWq2bt2Km2++GUlJSZAkqdfTP6tXr0ZmZib0ej3y8/Oxbds2f9Tq45133sHdd9/t9/0GQpfKE7wcnWaZKyEiIlKufocai8WCvLw8vPjii72uX7duHR555BE8+uij2LdvH2bPno3CwkJUVVV5t8nPz0dOTk6Pn5qamj7VYDab8dlnn2HhwoX9LV8WdrXn9JPTypEaIiKiQNH09w2FhYUoLCy86Prnn38e999/Px544AEAwKpVq7B582a89NJLKCoqAgCUlpYOsFyPf/zjH1iwYAH0ev1Ft7HZbLDZbN7XZrN8oyQOtWekxsWRGiIiooDx65wau92O0tJSzJ8/32f5/PnzUVJS4rd2+nLqqaioCFFRUd6f1NRUv7XfX86wcACAsLXLVgMREZHS+TXUNDY2wuVyISEhwWd5QkIC6urq+ryfBQsW4K677sLGjRuRkpKC3bt3e9e1tbVh165dWLBgwSX3sXLlSrS1tXl/qqur+/dh/Mgd5hmpYaghIiIKnH6ffuoLSZJ8Xgsheiy7lM2bN190XVRUFOrr6y+7D51OB51O1+c2A8mt9VzJJTHUEBERBYxfR2ri4uKgVqt7jMo0NDT0GL0JluLiYmRnZ6OgoECW9gEAOk+oUTks8tVARESkcH4NNVqtFvn5+diyZYvP8i1btmDWrFn+bKrPli1bhvLycp9TWMGm0ntCjcbRIVsNREREStfv008dHR2oqKjwvq6srERZWRliY2ORlpaGFStWYPHixZg6dSpmzpyJl19+GVVVVVi6dKlfCx9MVPpIAIDGxZEaIiKiQOl3qNmzZw/mzZvnfb1ixQoAwJIlS7B27VrcfffdaGpqwpNPPona2lrk5ORg48aNSE9P91/V/VBcXIzi4mK4XC5Z2gcAjcETanROhhoiIqJAkYQQQu4igsFsNiMqKgptbW2IjIwMatuHtr+HnH8vxilVKjJ+cSiobRMREQ1m/fn+DslnPymNzhQNANC7O+UthIiISMEYaoJAZ/IkSyOsMldCRESkXIoPNaFwSbcxPAYAYBKdEG63bHUQEREpmeJDTShc0m2MjAYAqCWBTitvwEdERBQIig81ocBgjIBLeO6obDW3ylsMERGRQjHUBIGkUsEiGQAA1o4WmashIiJSJsWHmlCYUwMAVhgBADaLWdY6iIiIlErxoSYU5tQAQJfKM1Jjs7TKWgcREZFSKT7UhAqbygQAcFg5UkNERBQIDDVBYtN4Qo2zk6GGiIgoEBhqgsSp9oQadxdDDRERUSAoPtSEykRhZ1g4AMDdxfvUEBERBYLiQ02oTBR2h3lGamBjqCEiIgoExYeaUCF0EQAAlZ2hhoiIKBAYaoJE6g41DovMlRARESkTQ02QdIcajaND5kqIiIiUiaEmSNSGSABAmIsjNURERIGg+FATKlc/aYxRAACtyyprHUREREql+FATKlc/hZ0bqdG7OVJDREQUCIoPNaFCZ/KM1OjdnTJXQkREpEwMNUGiPxdqTIKnn4iIiAKBoSZIDBHRAACT1AW3yyVvMURERArEUBMkpsgY7++WjjYZKyEiIlImhpog0ekMcAg1AMDa3iJzNURERMrDUBMkkkoFi2QAAHRxpIaIiMjvFB9qQuU+NQBglYwAgK6OVnkLISIiUiDFh5pQuU8NANjOhRq7lSM1RERE/qb4UBNKutSeUOPsNMtcCRERkfIw1ASRXW0CADisDDVERET+xlATRE6NJ9S4uxhqiIiI/I2hJohcYeEAAGFrl7kSIiIi5WGoCSK31hNqwFBDRETkdww1QSS0EQAAlb1D5kqIiIiUh6EmiCS9J9SoHQw1RERE/sZQE0QqnSfUaJwWmSshIiJSHoaaIFIbIgEAYQw1REREfsdQE0QaYxQAQOdiqCEiIvI3xYeaUHr2k9boGanRu60yV0JERKQ8ig81ofTsJ50pGgCgF53yFkJERKRAig81oURv8px+MgmO1BAREfkbQ00QGSOiAQAGyQ6nwy5vMURERArDUBNE3aEGACztbfIVQkREpEAMNUGk1elhE2EAAGt7s8zVEBERKQtDTZBZJAMAoMvCJ3UTERH5E0NNkFklIwDA1tEqbyFEREQKw1ATZDaVJ9TYLZxTQ0RE5E8MNUFmU5sAAI7OdpkrISIiUhaGmiBzqD0jNa5OjtQQERH5E0NNkDk04QAAdxcnChMREfkTQ02QubSeUCNsHTJXQkREpCwhGWoWLVqEmJgY3HnnnT3WvfDCC5gwYQKys7OxfPlyCCFkqHDgRJgn1Eg2jtQQERH5U0iGmuXLl+ONN97osfzs2bN48cUXUVpaioMHD6K0tBQ7d+6UocKBE7oIAIDksMhcCRERkbKEZKiZN28eIiIiel3ndDrR1dUFh8MBh8OB+Pj4IFd3ZaRzoUbj4OknIiIif+p3qNm6dStuvvlmJCUlQZIkbNiwocc2q1evRmZmJvR6PfLz87Ft2zZ/1Irhw4fjRz/6EdLS0pCUlISvfOUrGDVqlF/2HSxq/blQ42SoISIi8qd+hxqLxYK8vDy8+OKLva5ft24dHnnkETz66KPYt28fZs+ejcLCQlRVVXm3yc/PR05OTo+fmpqaS7bd0tKC999/H6dOncKZM2dQUlKCrVu39vcjyEptiAQAhDmtMldCRESkLJr+vqGwsBCFhYUXXf/888/j/vvvxwMPPAAAWLVqFTZv3oyXXnoJRUVFAIDS0tIBFfvvf/8bo0ePRmxsLADgxhtvxM6dOzFnzpwe29psNthsNu9rszk0JuaGGaMAADo359QQERH5k1/n1NjtdpSWlmL+/Pk+y+fPn4+SkpIr3n9qaipKSkrQ1dUFl8uFTz75BGPHju1126KiIkRFRXl/UlNTr7h9fwgzekZqDG6O1BAREfmTX0NNY2MjXC4XEhISfJYnJCSgrq6uz/tZsGAB7rrrLmzcuBEpKSnYvXs3AGDGjBlYuHAhJk+ejIkTJ2LUqFG45ZZbet3HypUr0dbW5v2prq4e+AfzI314NADAIDrlLYSIiEhh+n36qS8kSfJ5LYTosexSNm/efNF1Tz31FJ566qnL7kOn00Gn0/W5zWDRmzynn0yCIzVERET+5NeRmri4OKjV6h6jMg0NDT1Gb4KluLgY2dnZKCgokKX9CxkiYgAAWskJWxeDDRERkb/4NdRotVrk5+djy5YtPsu3bNmCWbNm+bOpPlu2bBnKy8u9p7DkFh4R7f3d2s6HWhIREflLv08/dXR0oKKiwvu6srISZWVliI2NRVpaGlasWIHFixdj6tSpmDlzJl5++WVUVVVh6dKlfi18sFJrNLAKHYySDdb2VsQMHyF3SURERIrQ71CzZ88ezJs3z/t6xYoVAIAlS5Zg7dq1uPvuu9HU1IQnn3wStbW1yMnJwcaNG5Genu6/qvuhuLgYxcXFcLlcsrTfG6tkgBE2dFk4UkNEROQvkhhsT4QcILPZjKioKLS1tSEyMlLWWqqfGI9UUYPyG9Yhe8YNstZCREQUyvrz/R2Sz35Sui6VEQDgsLbKWwgREZGCMNTIwK42AQAcne0yV0JERKQcig81oXZJNwDYNZ5Q47KGxqMbiIiIlEDxoSbULukGANe5UCNsHKkhIiLyF8WHmlDk0kYAYKghIiLyJ4YaGbjDwgEAEkMNERGR3yg+1ITinBpJ5xmpUTk6ZK6EiIhIORQfakJxTo2k94QaDUMNERGR3yg+1IQiVXeocVpkroSIiEg5GGpkoDZEAQC0Lj6lm4iIyF8YamSgNXpu86xzcaSGiIjIXxhqZKA1eUZqDG6O1BAREfmL4kNNKF79pDNFAwAMYKghIiLyF8WHmlC8+skQ7hmpMYlOCLdb5mqIiIiUQfGhJhQZI6IBABrJDVsXR2uIiIj8gaFGBkZTJNxCAgB0mFtkroaIiEgZGGpkoFKrYYUeANDZ0SpvMURERArBUCMTq2QAANgsbTJXQkREpAwauQsItOLiYhQXF8Plcsldio9OlQlwN8PWwVBDRESDg3C7YW45i7OnK9BeXwlb05dAazW0HWcQbqtDZ1gM8n76oWz1KT7ULFu2DMuWLYPZbEZUVJTc5XjZVAbADTisDDVERBQanA47Guuq0FJzApb6SjhaqqAyn4beUoMoex3iXQ2Ikmy42LdpozM6mOX2oPhQE6psahPgBJydZrlLISKiIcJht+HsmUo01xyHteEUXM1fQmOuhrGzBjGOOsS7G5EouZF4sR14rnFBE6LQrIlHu24E7OHJQFQKdHEZiEjIRFywPkwvGGpk4tSYABvg6mKoISIi/7DbunD2zAm0nKmAtaES7pYqqNurYbLWINZRh+GiCUmSQNLFdiABDqHGWVUcWsLiYTUkwRmRDHVMGgzDMxCVmIn4lNEYZgzHsGB+sD5iqJGJUxMOABBd7TJXQkREg4XL6UTDmRNoPnMClvoTcDWfgsZcBZO1BsMctRgumpEsCSRfbAcSYBNhaFANR6s2EZ2mZLgj06CJTUN4wkjEJI9CXGI6kjSaiwefEMZQIxO39lyosTHUEBGRh3C70VRXjcbTx9BRfxKOpkqo26pgtJ5BjL0W8e5GjJBcGHGxHUhAp9CiQR2PNu2Ic6ElBWFxGQhPGIm4pNGITUhBqlqN1GB+sCBhqJFJd6hR2RlqiIiGEmtHG+qrjqHtzHF0nT0JtJyCvqMa0bYzSHDVI06yX3xeigTYhRoNqni0aEfAakqBOyoVYXGZiEgYhWEpWRgWn4x01dC8YwtDjVx0kQAAlcMicyFERORPbpcLZ2tPoan6GDrqKuBuqoTG/CXCrWcQ56xFHFqRebE3S4BLSDgrxaFJmwirMQXOyFRoYjNgSvSElrjEdKRoNEgJ5ocaJBQfakL1PjUqfQQAQO3okLkSIiLqL1uXFfVVx9By+hg66yuA5pMwdFQh2nYGia56JEgOJFzi/WYY0aAeAbMhGbaINKhiM2FMGIXYlDGITxmNRK3u4lcg0UUpPtSE6n1q1OdCTZiToYaIKBR1mFtQf+oI2s4che3sSahbK2G0VCPOdgbxohFpkkBab288dwVRgyoOzdokWE2pcEdnQBs3EpFJoxGfNg5RscMRGewPNAQoPtSEKo3BE7C0Lj6lm4hILubWJtRXHkZbzVE4Giqgaa1EhKUK8c4ziIUZ4Rd7owRYhQ516hFoM6TAFpEOKTYTxsQxiE0Zg4TUUUgO0178KiQKCIYamWiMnpEavZuhhogokC4XXC41YtKCSDRoRqDdmApHVAY0w0YiYkQW4tLHYVh8CkYO0Qm5oYqhRiY6UzQAhhoiIn+wdrShtvIIWquPwN5wFJqWk30OLo2IxtmwZLSb0uGOzkRYfBaikrOQkJGNmKhYxATtU9CVYqiRiT48GgBgFAw1RER94bDbUFd1DM1Vh9FZewxS8wmYOk5huK0aCWjCqEu8tzu4dJjS4IoeeS64jEFiZjbiImNkvbU/+Q9DjUwM4Z45NSZ0QbjdkDiESUTkuflcw2nUnziIjpovIBqPQ99+CsM6v0Siux6pkuuiN41rQQTqNSloN6XDGZMJbXwWopLHISFjPOKiYhlchgCGGpmYIjwDmipJwGIxwxQRLW9BRERBZOuyoq7yCJqrDsFWexTqlgpEWSoxwlGNOKmz9wBy7m65NZpktBnSYIsaCc3wLESkjENixgTExCXyVNEQx1AjE73BBKdQQSO5YW1vZaghIkVqOVuLupMH0H66HO6Go9CbKxHX9SVGuOuQLgmkX/iGczefq1UloEmXis7IkZDiRsM0YiziMiYgPikTo9RqOT4KDQIMNTKRVCpYJQMiYYG1vVXucoiIBsztcqH+dAXOnjwIa005VI1HEdFxEiMcVYhBR++jJxLQLgyoDUtFmykDrpgsaBPHIDY9ByMys5GiN/KOudRvDDUyssKISFhgs7TJXQoR0WU5HXbUVJaj6dQhdNWWI6zpGKIslUh2VmOEZOv1IYtuIaFONRyNunRYIzMhxY2BKXkcEjMnYlhiKsZwPiH5keJDTag+JgEAOlVGwA3YLa1yl0JE5GW3deHMiYNortwPe90R6FqOIdZ6CkmuM0iTXD3vonvuIYs16mQ0GzNgixmDsMRxiEnLRfKoHCQZw5EkxwehIUfxoSZUH5MAALZzocbRySd1E1HwOew21Jw8jMaT+2GvPQxdy1EMs1YiyVWDTMnV86GL5+6ie0aTijZTJpyxY6BLysawjByMyBiPDK0OGTJ8DqJuig81ocyuMQFOwGnl6SciChyX04maysM4e/IAbDWHoG0+iljLSSS7TiNdcvU6WbddGHAmLAPmiJFwx42FISkb8SMnIiFlNLI4UZdCFEONjJwaIwDA3WWWuRIiUgLhduNs7ZeoPbYHndUHoGk8ghhLBVKcp5EqOXre30UCLEKPM2FpaA0fDXfcWBhTcpEwehLikzIxjvNdaJBhqJGRU+N5VJrbxtNPRNQ/HeYWnD5airZT+4H6Q4gwH0ey/STiYUH8hRufu7/LGU0qWsJHwzVsLAwpEzB85GQkpo7GGI68kEIw1MjIrfU81BIMNUR0EU6HHWcqDqLx5D7Yaw5B33IUCZ0VSBINGNfb9kKFM+pkNBpHwT5sHPTJuYgfPRmJaWMxWsN/8knZeITLSesZqVHZO2QuhIhCgbm1CaeP7IL51D6o6g8ipv0Y0pxfIl1y9Jz3AuAsYlCrHwVr9FioEycgduRkJGflId1g6nV7IqVjqJGT3jNSo3Iw1BANJcLtRu2Xx1B3bDdsp/dD33TYO/qSfeHG5644qg7LQFvkGLiHZyMiLQ/JY/MxPC4Rw+X4AEQhiqFGRpIuEgCgYaghUqyuTguqj+5Fy4lSiLqDiGj9Aqn2E0iSOnu9d0sdhqPOOBpdsdnQpkxE/OipSMocj7Gc90J0WQw1MlIbPCM1WqdF5kqIyB8s7a2oLt+F1pN7oK4/gGHmI0h1VSNLuuDmn+duVletSUdzxFi44icgIn0KUsZNReKwBCTKUz7RoMdQI6Mwo2ekRuu2ylwJEfVXW/NZVJfvQMepUmgaDmF4xxdIdZ3BOEn4bigBLYjAGd0odESPhzppIoaNykdKVh5G6fQYJU/5RIrEUCOjMIPnDsd6F0dqiEJZU/1pnCnfCeuXe6E9exCJ1qNIEvXocY9yCWhALGoMY9AZlwN96mSMGD8DCckjEcN7vhAFHEONjHSmc6FGdMpcCRF1a2s+i6pDJeio/Bz6hv0YYfkCiWjEsF62rZESUGccC/vwXBjTpyBp/HTEJ6b2vE8MEQVFSIaaRYsW4ZNPPsF1112Hv/3tbz7rfvOb3+C1116DJEn42c9+hm984xsyVXnl9OExAACT4OknIjlY2lvx5aEdMJ/chbC6MiR0HEGKqEXuBdu5hYRqdTLOho+DMz4H4Rn5SM2eiaTY4XxQI1EICclQs3z5ctx33314/fXXfZYfPHgQb731FkpLSwEA1113HW666SZER0fLUOWVM4R75tQYJRtcTifUvDEWUcB0dVrw5eHP0XpiF1Q1+zC8vRyprmpkXzgHBsBpKRH14ePhSJiEiJHTkJ4zE+mRMbz3C1GIC8lv0Xnz5uGTTz7psfzIkSOYNWsW9Ho9AGDSpEnYtGkTvva1rwW5Qv8wRcZ4f7d0tCEyurcBbiLqL+F24/SJg6gr/wzu6t2IbTmADGclxvZyFVI9hqHGOA62+EkwZU5FWs5VSBmWgBR5SieiK9DvULN161b8+te/RmlpKWpra7F+/XrcdtttPtusXr0av/71r1FbW4sJEyZg1apVmD179hUXm5OTgyeeeAKtra0AgP/85z8YOXLkFe9XLjq9EXahgVZywtrewlBDNEBtTfX48sA2WCo/h6lhH9K6jiAVHb4PcJSAZkSi2jAO1riJMGQUIGXCLCQkpiFBrsKJyK/6HWosFgvy8vLw7W9/G3fccUeP9evWrcMjjzyC1atX46qrrsKaNWtQWFiI8vJypKWlAQDy8/Nhs9l6vPfDDz9EUtLFz1BnZ2dj+fLluPbaaxEVFYWCggJoBvkpG4tkgBbt6OpolbsUokHBYbfhVPkuNB8tgapmDxLNh5AqajDxgu26RBgqtVloi81DWPp0JE2YhcTULMTyKiQixep3IigsLERhYeFF1z///PO4//778cADDwAAVq1ahc2bN+Oll15CUVERAHjnxAzEgw8+iAcffBAA8MADD2D06NG9bmez2XyCk9lsHnCbgdQpGREj2tFlaZO7FKKQ1FhXjer9/4Ht5A5ENe9Hpv04siRHj+2qpSTURebAnZSP2LFXISN7GsZrdTJUTERy8eswh91uR2lpKX72s5/5LJ8/fz5KSkr80kZDQwPi4+Nx9OhR7Nq1C7///e973a6oqAhPPPGEX9oMpE6VEXABDoYaIrhdLnx5dC8aDn8K1enPkWTej2RRj7jzN5IAM0w4pR8Py/BJMI6cgfTc2UiNS/Q93UREQ45fQ01jYyNcLhcSEnzPUCckJKCurq7P+1mwYAH27t0Li8WClJQUrF+/HgUFBQCA2267Da2trTCZTHjttdcuevpp5cqVWLFihfe12WxGamro/ZNn7w41naE5kkQUSNaONpws+xTtxz+Dqb4UGV2HkQkrMs/bxi0kfKlOR0NMHlSp05CQfTVSRuViIp+FREQXCMiEFEmSfF4LIXosu5TNmzdfdF1fR3x0Oh10utAferZrTIADcDLU0BBQf/oETu//GI5TOzGseR8ynSeRI7l9trEKHU7qx6NjeD6Mo2YhfdJcZMbE+QQdIqLe+DXUxMXFQa1W9xiVaWho6DF6EyzFxcUoLi6Gy+W6/MYycGpMAAA3Qw0pjHC7cfrkYdTu/whSVQlS2vZiBM76Xml07pLq0xET4UiahrjsOcjInoacMK1cZRPRIObXUKPVapGfn48tW7Zg0aJF3uVbtmzBrbfe6s+m+mzZsmVYtmwZzGYzoqJ6PKlFdq6wcACAsDTKXAnRlfHOhzn4H2hO70BaexlS0eIzz8UlJFRqRqIpZhLUmTORMnEeElNH85JqIvKLfoeajo4OVFRUeF9XVlairKwMsbGxSEtLw4oVK7B48WJMnToVM2fOxMsvv4yqqiosXbrUr4UrRnI+0PxPpNRshnC7IfFyUxoknA47Kg9/jqbDH0N3ZicyrAeQiXaf00R2oUGFdhza4gsQPmYOMifPw+jIGPR+zSIR0ZWRhBA97xF+CZ988gnmzZvXY/mSJUuwdu1aAJ6b7z333HOora1FTk4OXnjhBcyZM8cvBQ9U90hNW1sbIiMjZa3lfJb2VojfjEO41IlDX/kTcq6+Re6SiHrlsNtwomwrWo58AmPt5xjVeQjhku/DWK1ChxP6bHQkTkfk2GswavI10BtMMlVMRErQn+/vfoeaweb8OTXHjh0LuVADAJ//f0swvWkDSsPnIv9H/5C7HCIAgMvpROXhnWg8uAWG058hq/MAjJLvTTPbhQEnjRPROWI6orPnYmTuVdDq9DJVTERKxFDTi1AdqQGAEwdKMOrvhbALNdq/dwDDEvjUGQo+4Xaj6lgZ6vZ/iLCq7Rhl2YsoWHy2aUEETpnyYEuegbgJ1yJzwnQ+iJWIAqo/39/81ygEjJo4C0ffG4uxzqM4tnkNZn7zV3KXRENEzamjOLN3E6RTW5FuLkU6WnyeRG0RelQY89CZcjWGT5yPzOwCTOb9YYgoRCk+1IT6Jd3d2iZ8A9j/GNIq18Ht+iVU/OKgAGisq8apPR/AfeJTpLTuRpKox/lPW+sSYajQT0DHiKsQnXMdRk28Gnl81AARDRI8/RQiOi3tcPx6DCJhxcFr1yJ3zqLLv4noMmxdVhzfvQXt5R8ivuEzjHJV+qx3CDVOaMeiJWEGIsZfi9FTruXEXiIKKTz9NAgZTBE4EFeI6Y3vwvH5HwGGGhqA7nkxtXs3wlD1CcZ07keOZPfZ5oR6JM7GTYdh3HUYlf8VjIuMkalaIiL/YqgJIfHXPgS88y4mdmxHY82XiEtKv/ybaMhra6pHxefvw3X8I6S1fI50NP53XowEnEUMTkVNh5R1HUZOuxGj4pMxSs6CiYgChKEmhGRmF+CLsGyMc5Tj+IcvIe5bz8hdEoUgh92Gin2foO3gZsTWbcNox3HkS/89i2wTYTimz4UldQ4SJi9ExvgCDOdNHYloCFB8qBksE4W7tU/4BlD2v8g49Te4nP+Pl8sSAM8E35M71kNTsQVZHbsx/vyb3knAKVUa6oZfBeP465FVMB+5pgj5iiUikgknCoeYLmsHbM+NQRQs2H/Nq8ibd5fcJZEM3C4XKvZvR9O+fyKu9hNkOY/7rG9FOE5EFMA18lqkF9yIhBSeUCIiZeJE4UFMbwxHWfxNmNGwDu7dfwQYaoaM9rZmHN/xHpxfbMbI1hKMQavP+uPq0WhMmothk2/GqIlXI5+jeEREPvivYggace1S4C/rkGvZiYYzlYhPzrz8m2jQEW43qisOoGb3PxBe9R+M6TqIKdJ/T5NahB5HwwvgGnU9MmfchqykdGTJWC8RUahjqAlB6eOmoFybi2z7QZzY/BLi73tO7pLIT+y2Lhz9/ANYDv4LKY3bkCbqkNa9UgKqpSScGT4b4bk3Ysy0BZjC5ygREfWZ4kPNYJso3M2auxgo/QlGVv0NTsf/gyZMK3dJNEAd5hYc3b4B4ov3McZcglxYvevsQo2j+omwpF+H5Gm3IXV0LlJlrJWIaDDjROEQZeuywvrMGMSgHWVX/x6TvnKP3CVRPzTWVeHk9r9Bd+IDjLfuhVZyetc1IQonoq9C2PgbkDXzFoTz5ndERBfFicIKoNMbsS/hJsyofxtS6WsAQ03Iqz6+H2d2/A3RVVswxvEF4rrvHSMBp6UROJ1wLaIn34as/GsxjZN8iYj8jv+yhrDkrzwEvPk2cqy7UFd1HIlpnCYaSjyXXW9D056/I6nuP0h3V//31JEEHNOMQXPK9Rgx/Q6kjZ2MFN4Aj4gooBhqQlhqVh4Oa/Mwwb4fpz58CYkPPC93SUOe02HHkR0fwLr/78hs2ooxaPaucwg1vtDnwTryBmRcdSfG8N4xRERBxVAT4romLQF2rcDI0+vhdDzDCcMycNht+GLHv9BZ9i6yWj5FLtq96yxCjy8iZkCMuxFZV92O3Jg4GSslIhraFB9qBuvVT91yr7sXTbueQDyase/jdzB5/jfkLmlIsNu6cKTkn7Dt/zvGtG5FLjq861oQieMxc6CbeBvGzbwR+XqjjJUSEVE3Xv00COxY8wPMrH0DB/QFmPizf8tdjmLZbV048tkG2A9swNjWrYiExbuuGZE4PmweTJPuwLgZhRwxIyIKEl79pDBp1y8F3ngDOZ17UFP5BZIyx8ldkmLYuqw4sv0fcBxcj7Ft25B33j1kGhGNE3HXwjT5doyfXojpvGKJiCik8V/pQSB55AQc1E1Brm0vvtyyGknf/T+5SxrUbF1WlG/9O1yH1mNs22eYdN4Tr88iBifjrkX4lDsxbtp8BhkiokGE/2IPEo7JS4Cde5FV8w847L9GmFYnd0mDitNhR/ln/4St7K8Y2/opJnePyEhAA2Jxcvh1iJp6F8ZO/QqGq9XyFktERAPCUDNI5F57Dxp3Po44tGLvR29hSuG35S4p5LldLnyx60O07/kLxjT9BxNh9q5rQCxOxl+P6Kl3YUz+tYhnkCEiGvQYagaJMK0Ox5NvQ9yZtQgrex1gqOmVcLtxvGwrmj9/GyPrP0T2efeRaUYkjsd9BRFT78a4gusZZIiIFIahZhBJv/57cL/2OnJt+3C64hBSRufIXVJIEG43Th3ZjbqSt5BW8wHGiHrvOjOM+CJ6LgyT78L4WTdhOq9aIiJSLMWHmsF+n5rzJWWMxX7DVOR17Ub1Ry8hZXSx3CXJqrriIE5v+zNGVP8Lme5qZJ5bbhU6lEdeDc3EOzF+9m2YxvvIEBENCbxPzSCz78M/Y3LJMjQjEqafHYVuiH1h11Udx6mtf0Zc5T8x2nXCu9wuNDhsmg53zh0YP+dOGMOjZKySiIj8hfepUbDceV9FQ8ljiEcz9nz0Jqbe+B25Swq4xrpqnPj0TURW/APjHeVIPLfcKVQoN+TDNu42jJ17DyZHD5O1TiIikhdDzSCjCdPiROrtiK9+FYb9bwAKDTVtzWdx7JO3oD+6Adld+zBd8gwouoWEI7ocdIy+FVlzv46J8ckyV0pERKGCoWYQypz/EFyv/gET7AdQdawMaWMmyV2SX1g72lD+yTqoy9djguVzFEjn5kFJwDHNGDRn3oyRcxdjQnLmpXdERERDEkPNIJSYOhplxumY1LkTNR/9Hmljfi93SQPWfXdf98G/Yby5BFMlm2eFBFSq0lGfdhNS59yLMSMnyFsoERGFPIaawWrqt4FtOzGu/p/o6vwt9AaT3BX1WaelHUdL/gnH4fd63N33tJSI6uSFSJz1dWRmF4BjMkRE1FcMNYNU7jV3om7bo0hEI/Zs+ROm3rJU7pIuqbnhDCo+exdhxz/AOMseTJLs3nUNiMXJhAUYNuPrGJ13NVJUKhkrJSKiwYqhZpBSazSoTL8TiV/+HtH7X8aprKnIGD9V7rJ8VFccxJmdf0PUl1swxl6Oaecm+0IC6jAcXw6/BhHnHhzJu/sSEdGV4n1qBrGzNacQtSYfWskJAKhUZaA+7UakzrkXyTLMQXG7XDi27xO07N2ApLqPke6u9llfoR6Fs8nXIX7qIozMmQGJIzJERHQZ/fn+ZqgZ5Mp3fADbtv/DBMvn0Er/vWvy+VcLxQfwaqGuTguO7vgnbIfex8jmbYhDq3edQ6jxhX4irJkLkD7rTiSmZQWsDiIiUiaGmvOc/5iEY8eOKS7UdLvwvi7q8+7r8oUuB+2jb0HW3HsRewX3dWlrqkdNRRnMVYcgzn4BU9txjOoqh7H7iiUA7cKAY5EzIMYuRNZVtyMqJu6KPxsREQ1dDDW9UOpITW88d+B969wdeA97l3vuwDsFXWM9d+DtLXAItxvNZ2tQV7EfHacPAWe/QLj5BBLsX/qMwpyvHsNwKu4aGHNvxtgZC6HV6QP10YiIaIhhqOnFUAo156urrsCpT/+MYafeR5bzuHe551lJ0+DIWgh3lxlS41FEmE9ghONLxKD9ovurxXA06DPQGTUa6oTxiBk1FaNyZ3J+DBERBQRDTS+Gaqg53+mKQ6je9ieMqP4XMi6YxHs+t5BQo0pAoyETnVFZ0CSMQ3R6LpJGT4QpIjp4BRMR0ZDHUNMLhhpfleW7UffZm4ip34lO3TB0RWchLHE8YtJzkTx6IvTGcLlLJCIi4lO66fIyswuQmV0gdxlERER+w4kQREREpAgMNURERKQIDDVERESkCAw1REREpAgMNURERKQIDDVERESkCAw1REREpAgMNURERKQIIRdqqqurMXfuXGRnZ2PixIn461//6rP+/fffx9ixY5GVlYVXX31VpiqJiIgo1ITcYxJqa2tRX1+PSZMmoaGhAVOmTMHRo0dhMpngdDqRnZ2Njz/+GJGRkZgyZQo+//xzxMbGXna/fEwCERHR4NOf7++QG6kZMWIEJk2aBACIj49HbGwsmpubAQC7du3ChAkTkJycjIiICCxcuBCbN2+WsVoiIiIKFf0ONVu3bsXNN9+MpKQkSJKEDRs29Nhm9erVyMzMhF6vR35+PrZt2zag4vbs2QO3243U1FQAQE1NDZKTk73rU1JScObMmQHtm4iIiJSl36HGYrEgLy8PL774Yq/r161bh0ceeQSPPvoo9u3bh9mzZ6OwsBBVVVXebfLz85GTk9Pjp6amxrtNU1MTvvnNb+Lll1/2LuvtTJkkSf39CERERKRA/X5Kd2FhIQoLCy+6/vnnn8f999+PBx54AACwatUqbN68GS+99BKKiooAAKWlpZdsw2azYdGiRVi5ciVmzZrlXZ6cnOwzMnP69GlMnz79ovuw2Wze12az+fIfjoiIiAatfoeaS7Hb7SgtLcXPfvYzn+Xz589HSUlJn/YhhMC3vvUtXHvttVi8eLHPumnTpuHQoUM4c+YMIiMjsXHjRvziF7/odT9FRUV44okneixnuCEiIho8ur+3+3Jdk19DTWNjI1wuFxISEnyWJyQkoK6urk/7+Oyzz7Bu3TpMnDjRO1/nT3/6E3Jzc6HRaPDb3/4W8+bNg9vtxk9+8hMMGzas1/2sXLkSK1as8L4+c+YMsrOzvfNziIiIaPBob29HVFTUJbfxa6jpduE8FyFEn+e+XH311XC73Rddf8stt+CWW2657H50Oh10Op33dXh4OKqrqxEREeH3eThmsxmpqamorq7m5eL9wH7rP/bZwLDfBob9NjDst/67VJ8JIdDe3o6kpKTL7sevoSYuLg5qtbrHqExDQ0OP0ZtgU6lUSElJCWgbkZGRPIAHgP3Wf+yzgWG/DQz7bWDYb/13sT673AhNN7/ep0ar1SI/Px9btmzxWb5lyxafCb9ERERE/tbvkZqOjg5UVFR4X1dWVqKsrAyxsbFIS0vDihUrsHjxYkydOhUzZ87Eyy+/jKqqKixdutSvhRMRERGdr9+hZs+ePZg3b573dfdk3CVLlmDt2rW4++670dTUhCeffBK1tbXIycnBxo0bkZ6e7r+qQ4xOp8Pjjz/uM4eHLo/91n/ss4Fhvw0M+21g2G/9568+C7lnPxERERENRMg9+4mIiIhoIBhqiIiISBEUH2qampoQHx+PU6dOyV3KgDQ0NGD48OFBf3An++3yBnsf9cXBgweRkpICi8Xit32y3waG/TYw7LehRfGhpqioCDfffDMyMjK8yx5++GHk5+dDp9Nh0qRJA973u+++i+zsbOh0OmRnZ2P9+vX93ofNZsMPfvADxMXFwWQy4ZZbbsHp06e96+Pj47F48WI8/vjjA65zIEK93+bOnQtJknx+vva1r3nXB6PfQr2PXn75ZcydOxeRkZGQJAmtra09tmlpacHixYsRFRWFqKgoLF682Ge73NxcTJs2DS+88MKAP8uFlNBvGRkZPY6/8x8PM9T6rbm5GT/4wQ8wduxYGI1GpKWlYfny5Whra/PZjsebr772mxzH26AlFMxqtYro6GhRUlLis/wHP/iBePHFF8XixYtFXl7egPZdUlIi1Gq1ePrpp8WRI0fE008/LTQajdi5c2e/9rN06VKRnJwstmzZIvbu3SvmzZsn8vLyhNPp9G5z4MABodfrRXNz84Bq7a/B0G/XXHON+M53viNqa2u9P62trT7bBLLfBkMfvfDCC6KoqEgUFRUJAKKlpaXHNjfccIPIyckRJSUloqSkROTk5IibbrrJZ5v33ntPJCUl+RyTA6WUfktPTxdPPvmkz/HX3t7us81Q6reDBw+K22+/Xbz33nuioqJCfPTRRyIrK0vccccdPtvxePPV134L9vE2mCk61Lz77rsiLi7uousff/zxAR/QX/3qV8UNN9zgs2zBggXia1/7Wp/30draKsLCwsRf/vIX77IzZ84IlUolNm3a5LNtRkaG+MMf/jCgWvsr1PtNCE+oefjhhy+7XaD6bTD0UbePP/641y/n8vJyAcDnH+EdO3YIAOKLL77wLrPZbEKn04mPPvpoQO2fTwn9JoTnS+aFF1645PuHar91e+edd4RWqxUOh0MIweOtry7sNyGCf7wNZoo+/bR161ZMnTo1IPvesWMH5s+f77NswYIFfX4aOQCUlpbC4XD47CcpKQk5OTk99jNt2jRs27btyoruo1Dvt25vvvkm4uLiMGHCBPzoRz9Ce3t7j20C1W+DpY8u105UVBSmT5/uXTZjxgxERUX5tKXVapGXl+eXflRCv3V79tlnMWzYMEyaNAlPPfUU7Ha7z/qh3m9tbW2IjIyERqPxtsPj7fIu7LduwTzeBrOAPNAyVJw6dapPD8AaiLq6uit6Gnn3PrRaLWJiYi67n+TkZOzbt2/gBfdDqPcbANx7773IzMxEYmIiDh06hJUrV2L//v09HtERqH4bDH3Ul3bi4+N7LI+Pj+/1+PPHREsl9BvgmZMxZcoUxMTEYNeuXVi5ciUqKyvx6quv+mw3VPutqakJv/rVr/Dggw/6tMPj7dJ66zcg+MfbYKboUNPZ2Qm9Xh+w/V/J08gvpbf9GAwGWK3WK953XwyGfvvOd77j/T0nJwdZWVmYOnUq9u7diylTpnjXBarfBkMfDaSdi7Xlr35USr/9z//8j/f3iRMnIiYmBnfeeaf3v6a7DcV+M5vNuPHGG5Gdnd1joj6Pt4u7VL8F+3gbzBR9+ikuLg4tLS0B2XdiYuIVP408MTERdru9R4297ae5uRnDhw8feMH9EOr91pspU6YgLCwMx48f91keqH4bjH3UWzv19fU9lp89ezZgx58S+q03M2bMAACf5+IBQ6/f2tvbccMNNyA8PBzr169HWFiYTzs83np3qX7rTaCPt8FM0aFm8uTJKC8vD8i+Z86c2eNUx4cfftivp5Hn5+cjLCzMZz+1tbU4dOhQj/0cOnQIkydPvrKi+yjU+603hw8fhsPhwIgRI3yWB6rfBmMf9dZOW1sbdu3a5V32+eefo62tLWDHnxL6rTfdpzgDdfwNhn4zm82YP38+tFot3nvvvR4jJDzeene5futNoI+3QU22KcpBcODAAaHRaHpc0nv8+HGxb98+8eCDD4oxY8aIffv2iX379gmbzdbnfX/22WdCrVaLZ555Rhw5ckQ888wzA76kOyUlRfz73/8We/fuFddee22PS7otFoswGAxi69at/dr3QIV6v1VUVIgnnnhC7N69W1RWVop//etfYty4cWLy5MlB67dQ7yMhhKitrRX79u0Tr7zyigAgtm7dKvbt2yeampq829xwww1i4sSJYseOHWLHjh0iNze3xyW2lZWVQpIkcerUqX613xsl9FtJSYl4/vnnxb59+8TJkyfFunXrRFJSkrjlllt89jOU+s1sNovp06eL3NxcUVFR4XPp8fn/n+Tx5qsv/SbH8TaYKTrUCCHEjBkzxO9//3ufZddcc40A0OOnsrLSuw0A8dprr11y33/961/F2LFjRVhYmBg3bpx49913fda/9tpr4nK5sbOzU3z/+98XsbGxwmAwiJtuuklUVVX5bPPWW2+JsWPHXv7D+lEo91tVVZWYM2eOiI2NFVqtVowaNUosX77c58taiMD3Wyj3kRCey1V7q+X8tpuamsS9994rIiIiREREhLj33nt7XML89NNPiwULFlyyrf4Y7P1WWloqpk+fLqKiooRerxdjx44Vjz/+uLBYLD77GUr91n35++Vq4fHmqy/9JtfxNlgpPtT861//EuPHjxcul6vP76msrBQajUYcO3bsitp+/PHHxTXXXHNF+xBCiIKCAvHmm29e8X76g/12eUroo8vp6uoSqampYvv27X7bJ/ttYNhvA8N+G1oUH2qEEGLVqlU9Rj8u5aWXXhLf+973rrjdGTNmiM8///yK9lFfXy+effZZ4Xa7r7ie/mK/Xd5g7qO+OHr0aI//yvUH9tvAsN8Ghv02dEhCCHGl83KIiIiI5Kboq5+IiIho6GCoISIiIkVgqCEiIiJFYKghIiIiRWCoISIiIkVgqCEiIiJFYKghusC3vvUt3HbbbXKXcUVOnToFSZJQVlYWlPaU0Gd99ctf/hKTJk0KWnuSJGHDhg1Baw8AMjIysGrVqqC2ORBy9A2FNo3cBRBdzqlTp5CZmYl9+/YF5cvkd7/7HXj7pv5hnxFRKGCoIbpAVFSU3CWELLvdDq1W22M5++zKORwOhIWFyV3GkHexY5wGB55+opCwadMmXH311YiOjsawYcNw00034cSJEwCAzMxMAMDkyZMhSRLmzp0LAHC73XjyySeRkpICnU6HSZMmYdOmTd59dp+CeeeddzB79mwYDAYUFBTg2LFj2L17N6ZOnYrw8HDccMMNOHv2rPd9F55KcbvdePbZZzF69GjodDqkpaXhqaeeuuxn6m7/73//O+bNmwej0Yi8vDzs2LHDu01vpzJWrVqFjIyMHvU8/fTTSEhIQHR0NJ544gk4nU78+Mc/RmxsLFJSUvDHP/6xRw1ffPEFZs2aBb1ejwkTJuCTTz7xWV9eXo6FCxciPDwcCQkJWLx4MRobG73r586di+9///tYsWIF4uLicP311/f6WS/sM5vNhuXLlyM+Ph56vR5XX301du/e7V3/ySefQJIkfPTRR5g6dSqMRiNmzZqFo0ePXrZfz++3P/3pT8jIyEBUVBS+9rWvob293btNb6dQJk2ahF/+8pfe15IkYc2aNbjppptgNBoxfvx47NixAxUVFZg7dy5MJhNmzpzpPRbPt2bNGqSmpsJoNOKuu+5Ca2urz/rXXnsN48ePh16vx7hx47B69WrvuvOPzblz50Kv1+PPf/5znz77mTNncPfddyMmJgbDhg3DrbfeilOnTgEANm/eDL1e36OW5cuX45prrvG+LikpwZw5c2AwGJCamorly5fDYrH0qf0LSZKEV199FYsWLYLRaERWVhbee+897/q1a9ciOjra5z0bNmyAJEne191/zz/+8Y9IS0tDeHg4HnroIbhcLjz33HNITExEfHx8r/+/q62tRWFhIQwGAzIzM/HXv/61z/0F/PfYLSoqQlJSEsaMGTOgfqDQwFBDIcFisWDFihXYvXs3PvroI6hUKixatAhutxu7du0CAPz73/9GbW0t/v73vwPwnPL47W9/i9/85jc4cOAAFixYgFtuuQXHjx/32ffjjz+On//859i7dy80Gg3uuece/OQnP8Hvfvc7bNu2DSdOnMAvfvGLi9a2cuVKPPvss3jsscdQXl6Ot956CwkJCX3+bI8++ih+9KMfoaysDGPGjME999wDp9PZr/75z3/+g5qaGmzduhXPP/88fvnLX+Kmm25CTEwMPv/8cyxduhRLly5FdXW1z/t+/OMf44c//CH27duHWbNm4ZZbbkFTUxMAz5fBNddcg0mTJmHPnj3YtGkT6uvr8dWvftVnH6+//jo0Gg0+++wzrFmzpk/1/uQnP8G7776L119/HXv37sXo0aOxYMECNDc39+ib3/72t9izZw80Gg3uu+++PvfJiRMnsGHDBrz//vt4//338emnn+KZZ57p8/u7/epXv8I3v/lNlJWVYdy4cfj617+OBx98ECtXrsSePXsAAN///vd93lNRUYF33nkH//znP7Fp0yaUlZVh2bJl3vWvvPIKHn30UTz11FM4cuQInn76aTz22GN4/fXXffbz05/+FMuXL8eRI0ewYMGCy9ZqtVoxb948hIeHY+vWrdi+fbs3mNvtdnzlK19BdHQ03n33Xe97XC4X3nnnHdx7770AgIMHD2LBggW4/fbbceDAAaxbtw7bt2/v8Rn744knnsBXv/pVHDhwAAsXLsS9997b4299OSdOnMAHH3yATZs24e2338Yf//hH3HjjjTh9+jQ+/fRTPPvss/j5z3+OnTt3+rzvsccewx133IH9+/fjG9/4Bu655x4cOXKkT/3V7aOPPsKRI0ewZcsWvP/++wPuBwoB8j56iqh3DQ0NAoA4ePCgqKysFADEvn37fLZJSkoSTz31lM+ygoIC74Pout/36quvete//fbbAoD46KOPvMuKiorE2LFjva+XLFkibr31ViGEEGazWeh0OvHKK6/0+zP01v7hw4cFAHHkyBEhhOcpvnl5eT7ve+GFF0R6erpPPenp6T5PGR47dqyYPXu297XT6RQmk0m8/fbbPm0/88wz3m0cDodISUkRzz77rBBCiMcee0zMnz/fp+3q6moBQBw9elQIIcQ111wjJk2adNnPen6fdXR0iLCwMJ8npNvtdpGUlCSee+45IYQQH3/8sQAg/v3vf3u3+de//iUAiM7Ozsu29/jjjwuj0SjMZrN32Y9//GMxffp07+v09HTxwgsv+LwvLy9PPP74497XAMTPf/5z7+sdO3YIAOIPf/iDd9nbb78t9Hq9T9tqtVpUV1d7l33wwQdCpVKJ2tpaIYQQqamp4q233vJp+1e/+pWYOXOmEOK/f59Vq1Zd9rMCEOvXrxdCCPGHP/xBjB071udBrTabTRgMBrF582YhhBDLly8X1157rXf95s2bhVarFc3NzUIIIRYvXiy++93v+rSxbds2oVKpvH3fW99dqr7z+7Cjo0NIkiQ++OADIYQQr732moiKivJ5z/r168X5Xz+9/T0XLFggMjIyehz3RUVFPm0vXbrUZ9/Tp08XDz30kBCib/21ZMkSkZCQIGw2W58+L4U2zqmhkHDixAk89thj2LlzJxobG+F2uwEAVVVVyM7O7rG92WxGTU0NrrrqKp/lV111Ffbv3++zbOLEid7fu0dYcnNzfZY1NDT0WteRI0dgs9lw3XXXDeyDXdD+iBEjAAANDQ0YN25cn/cxYcIEqFT/HVhNSEhATk6O97VarcawYcN6fI6ZM2d6f9doNJg6dar3v2JLS0vx8ccfIzw8vEd7J06c8A7DT506tc91dr/X4XD4/G3CwsIwbdo0b9vdLtY3aWlpl20nIyMDERERPu+/2N/xUvpyfHR1dcFsNiMyMhIAkJaWhpSUFO82M2fOhNvtxtGjR6FWq1FdXY37778f3/nOd7zbOJ3OHnOP+tu3paWlqKio8PncANDV1eU9RXbvvfdi5syZqKmpQVJSEt58800sXLgQMTExPvt48803ve8XQsDtdqOyshLjx4/vV02Abx+aTCZERET0+29x4d8zISEBarW6x3F/qWO8+3X3VX996S/A8/fmPBplYKihkHDzzTcjNTUVr7zyCpKSkuB2u5GTk+MzRNyb88/LA55/nC9cdv7ky+51Fy7rDlEXMhgM/focvemt/e72VCpVj6uGHA7HJffRvZ/ell3sc1y4XXcNN998M5599tke23QHDMDzJdUf3Z9noH+bvnyGC9/b/f7z3zuQvr3Y8XG5urq3Ob+GV155BdOnT/fZTq1W+7zub9+63W7k5+f7BJJuw4cPBwBMmzYNo0aNwl/+8hc89NBDWL9+PV577TWffTz44INYvnx5j330JUz25lJ/C7mP8cv1F9D/vwOFLoYakl1TUxOOHDmCNWvWYPbs2QCA7du3e9d3/xeUy+XyLouMjERSUhK2b9+OOXPmeJeXlJRg2rRpfqstKysLBoMBH330ER544AG/7bfb8OHDUVdX5/OF7897y+zcudPbP06nE6Wlpd65E1OmTMG7776LjIwMaDT++6dg9OjR0Gq12L59O77+9a8D8HyJ7dmzB4888ojf2rmc4cOHo7a21vvabDajsrLSL/uuqqryjoQAwI4dO6BSqTBmzBgkJCQgOTkZJ0+e9M5j8ZcpU6Zg3bp1iI+P944a9ebrX/863nzzTaSkpEClUuHGG2/02cfhw4cxevRov9Z2McOHD0d7ezssFos3PPj7GP/mN7/p83ry5MkA+t5fpBycKEyy674q4eWXX0ZFRQX+85//YMWKFd718fHxMBgM3omsbW1tADyTYJ999lmsW7cOR48exc9+9jOUlZXh4Ycf9ltter0eP/3pT/GTn/wEb7zxBk6cOIGdO3fiD3/4g1/2P3fuXJw9exbPPfccTpw4geLiYnzwwQd+2TcAFBcXY/369fjiiy+wbNkytLS0eCfjLlu2DM3Nzbjnnnuwa9cunDx5Eh9++CHuu+8+nwDZXyaTCQ899BB+/OMfY9OmTSgvL8d3vvMdWK1W3H///f76aJd17bXX4k9/+hO2bduGQ4cOYcmSJT1GSgZKr9djyZIl2L9/P7Zt24bly5fjq1/9KhITEwF4ruYpKirC7373Oxw7dgwHDx7Ea6+9hueff/6K2r333nsRFxeHW2+9Fdu2bUNlZSU+/fRTPPzwwzh9+rTPdnv37sVTTz2FO++8E3q93rvupz/9KXbs2IFly5ahrKwMx48fx3vvvYcf/OAHV1TbxUyfPh1GoxH/+7//i4qKCrz11ltYu3at3/b/17/+FX/84x9x7NgxPP7449i1a5c3uPe1v0g5GGpIdiqVCn/5y19QWlqKnJwc/M///A9+/etfe9drNBr83//9H9asWYOkpCTceuutADyXqf7whz/ED3/4Q+Tm5mLTpk147733kJWV5df6HnvsMfzwhz/EL37xC4wfPx533333gOZu9Gb8+PFYvXo1iouLkZeXh127duFHP/qRX/YNAM888wyeffZZ5OXlYdu2bfjHP/6BuLg4AEBSUhI+++wzuFwuLFiwADk5OXj44YcRFRXlM4+hN9/61re8l9ZfrN077rgDixcvxpQpU1BRUYHNmzd753UEw8qVKzFnzhzcdNNNWLhwIW677TaMGjXKL/sePXo0br/9dixcuBDz589HTk6OzyXbDzzwAF599VWsXbsWubm5uOaaa7B27Vrv7QkuRZKki37pG41GbN26FWlpabj99tsxfvx43Hfffejs7PQZicjKykJBQQEOHDjQY7Ro4sSJ+PTTT3H8+HHMnj0bkydPxmOPPeZzytGfYmNj8ec//xkbN25Ebm4u3n77bZ/L6q/UE088gb/85S+YOHEiXn/9dbz55pveeXh97S9SDklceLKTiOgy5s6di7lz5/r1y4k896/JyspCeXm538M50VDAOTVE1C/t7e04ceIE7+cRAJs2bcJ3v/tdBhqiAeJIDdEAPf3003j66ad7XTd79my/zo0ZaiZMmIAvv/yy13Vr1qzx+wRc6t2bb76JBx98sNd16enpOHz4cJArIro0hhqiAWpubr7oXVMNBgOSk5ODXJFyfPnll71e9gt47lVy4X1HKDDa29tRX1/f67qwsDCkp6cHuSKiS2OoISIiIkXg1U9ERESkCAw1REREpAgMNURERKQIDDVERESkCAw1REREpAgMNURERKQIDDVERESkCAw1REREpAj/P3M5SIWs4xu3AAAAAElFTkSuQmCC", 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", 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" ] @@ -370,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -429,7 +430,7 @@ }, { "data": { - "image/png": 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mXt24zb1EQAEAIKo46g+1uU/tvrcYSwQUAACiSnJjqSTJ3o3b3EsEFAAAoko0tLmXCCgAAESN5qZGpZtKSZKzZ58wV9M+BBQAAKJEWXGhrBYjt7EoPZOveAAAQARwFXuew1NuSZUtPiHM1bQPAQUAgChRXeoJKBXW7t3mXiKgAAAQNerLD0iSquMJKAAAIEI0uTwBpc7evbvISgQUAACiR1V0tLmXCCgAAESNuENt7k1yzzBX0n4EFAAAooT9UJv7uG7e5l4KMaAsXLhQgwYNksPh0MiRI7Vu3bqjzl9fX697771XAwYMkN1u13HHHafFixeHVDAAAPDP2+be2b17oEiSLdgFli1bpjvuuEMLFy7UmWeeqUWLFun888/Xtm3b1L9/f7/LXHnllTpw4ICee+45HX/88SoqKlJTU1O7iwcAAP+R1uxpc5/Uo3t3kZUkizHGBLPAmDFjNGLECD311FPeaYMHD9Zll12m/Pz8VvOvWrVKV111lb766iv16NEjpCJdLpecTqcqKiqUlpYW0joAAIhm7uZmuedlyWZx68BNBcru+1/hLqldx++gvuJpaGjQli1bNGnSJJ/pkyZN0oYNG/wus2LFCo0aNUqPPfaY+vbtqxNPPFF33323amtrgyoUAAC0zVVaJJvFLUnKyOob5mraL6iveIqLi9Xc3KzsbN+Lb7Kzs7V//36/y3z11Vdav369HA6Hli9fruLiYv34xz9WaWlpm9eh1NfXq76+3vuzy+UKpkwAAGJORfFepUsqV4rS7fZwl9NuIV0ka7FYfH42xrSa1sLtdstisWjJkiUaPXq0LrjgAj3++ON64YUX2jyLkp+fL6fT6X3l5uaGUiYAADGjsqSlzX16eAvpIEEFlKysLMXFxbU6W1JUVNTqrEqLPn36qG/fvnI6nd5pgwcPljFG3377rd9l5syZo4qKCu9rz549wZQJAEDMaWlzX2UL7XrPSBNUQElISNDIkSO1evVqn+mrV6/WuHHj/C5z5plnat++faqqqvJO++KLL2S1WtWvXz+/y9jtdqWlpfm8AABA2xpdnpMHtfbMMFfSMYL+imf27Nl69tlntXjxYm3fvl133nmndu/erZkzZ0rynP2YPn26d/5rrrlGmZmZ+uEPf6ht27Zp7dq1uueee3T99dcrMTGx4z4JAACxrKXNvaP7t7mXQuiDMmXKFJWUlGjevHkqLCxUXl6eVq5cqQEDBkiSCgsLtXv3bu/8KSkpWr16tW677TaNGjVKmZmZuvLKK/XLX/6y4z4FAAAxLq4metrcSyH0QQkH+qAAAHB0H84/V0NrN2nTkAc1+oo7wl2OpC7sgwIAACJT0qE29wnO7v8cHomAAgBAVEhrip429xIBBQCAbs+43cowFZKk1EwCCgAAiACuilIlWDwP4c3o5b+FR3dDQAEAoJurOOhpfFppEuVITA5zNR2DgAIAQDdXXVIoSSq3ZoS5ko5DQAEAoJurLfd0ka2yEVAAAECEaKw41OY+ITra3EsEFAAAuj1zqM19QyIBBQAARAhrzUFJkkmKjjb3UgjP4oHHgW8+055VT8jSVB/uUgAAMa5f2fuSJGtKdHSRlQgoIfvm/36p0aV/CXcZAAB4OXoNCncJHYaAEiJHjeeWri1J31FNxuAwVwMAiHXWtN46Y/xl4S6jwxBQQpR86KFMtlHXafw5/x3magAAiC5cJBuitOboeigTAACRhIASAndzs/ehTGk9c8JcDQAA0YeAEgJX2UHZLG5JUkYWAQUAgI5GQAlBRfFez3+VrAS7I8zVAAAQfQgoIaiKwocyAQAQSQgoIagr9wSUaHooEwAAkYSAEoIm1wFJUl0UPZQJAIBIQkAJQctDmRoTs8JcCQAA0YmAEoK46mJJ0fVQJgAAIgkBJQTx9SWSJGta9DyUCQCASEJACUHSoTb3dgIKAACdgoASgrQmT5v7xIzeYa4EAIDoREAJknG7lWHKJUmpWX3DWwwAAFGKgBKkKleZ7JZGSVJGTwIKAACdgYASpPKDnjb3VSZRickpYa4GAIDoREAJUlXpPklSuTU9vIUAABDFCChBqiv1tLmvpM09AACdhoASpAaXp4tsLW3uAQDoNASUIHnb3DsIKAAAdBYCSpCsNQclSW7a3AMA0GkIKEGKr/M8h8ea0ivMlQAAEL0IKEFKbPC0uY930uYeAIDOQkAJUmqTJ6AkZvQJcyUAAEQvAkqQMtzlkqSUzJzwFgIAQBQjoAShtsqlJEu9JCm9JwEFAIDOQkAJQtlBTxfZOhOvlNT08BYDAEAUI6AEobLE8xyeMku6LFaGDgCAzsJRNgi1Zfsl0eYeAIDORkAJQkOFJ6DUxNNFFgCAzkRACYK70tPmvoE29wAAdCoCShAs1Z6A0kybewAAOhUBJQjxdSWSJAtt7gEA6FQElCA4WtrcpxFQAADoTASUIKQcanPvSKfNPQAAnYmAEoT0Q23ukzMJKAAAdCYCSoAa6mqVpmpJUnpW3zBXAwBAdCOgBKis2NNFtsHEKS2Du3gAAOhMBJQAVR56Dk+5xSlrHMMGAEBn4kgboJqyQkmSK4429wAAdDYCSoDqKg5Ikmrie4S5EgAAoh8BJUDNLk9AqbfT5h4AgM5GQAmQpfqgJKkpKSvMlQAAEP0IKAGKryuWJFmS6SILAEBnI6AEyF7veQ5PXFp2mCsBACD6EVAClNLY0ua+d5grAQAg+hFQAuRsaXPfgzb3AAB0NgJKAJoaG+Q0lZKktKycMFcDAED0I6AEoLxkv6wWo2ZjUUYWZ1AAAOhsBJQAuIpb2tynKc5mC3M1AABEPwJKAKpLPQGlwkqbewAAukJIAWXhwoUaNGiQHA6HRo4cqXXr1gW03LvvviubzaZhw4aFstmwqS/fL0mqjiegAADQFYIOKMuWLdMdd9yhe++9VwUFBRo/frzOP/987d69+6jLVVRUaPr06frud78bcrHh0uQqkkSbewAAukrQAeXxxx/XDTfcoBtvvFGDBw/WggULlJubq6eeeuqoy82YMUPXXHONxo4dG3KxYVPlCSiNiT3DXAgAALEhqIDS0NCgLVu2aNKkST7TJ02apA0bNrS53PPPP6+dO3dq7ty5oVUZZnG1njb3SiagAADQFYK6JaW4uFjNzc3KzvZt956dna39+/f7XebLL7/Uz372M61bt062AO+Aqa+vV319vfdnl8sVTJkdztvmPpXn8AAA0BVCukjWYrH4/GyMaTVNkpqbm3XNNdfowQcf1Iknnhjw+vPz8+V0Or2v3NzcUMrsMMmH2tzbaXMPAECXCCqgZGVlKS4urtXZkqKiolZnVSSpsrJSmzdv1q233iqbzSabzaZ58+bpww8/lM1m09tvv+13O3PmzFFFRYX3tWfPnmDK7HBpzWWSaHMPAEBXCeornoSEBI0cOVKrV6/W97//fe/01atX69JLL201f1pamj7++GOfaQsXLtTbb7+tP//5zxo0aJDf7djtdtnt9mBK6zTu5mZlmArJIqXS5h4AgC4RdFvU2bNna9q0aRo1apTGjh2rp59+Wrt379bMmTMlec5+7N27V3/4wx9ktVqVl5fns3yvXr3kcDhaTY9UrtIipVvckqSMrL5hrgYAgNgQdECZMmWKSkpKNG/ePBUWFiovL08rV67UgAEDJEmFhYXH7InSnVQU71W6pHKlKD1CzuoAABDtLMYYE+4ijsXlcsnpdKqiokJpaWlduu1P3v2L8lb/j76x9tOA+z/t0m0DANCdtef4zbN4jqHuUJv7Khtt7gEA6CoElGNoqjggSapLoM09AABdhYByLNWeNvdNiVlhLgQAgNhBQDmGuGpPm3t3Em3uAQDoKgSUY0io9wQUa1rrRnQAAKBzEFCOIelQm/sEJ23uAQDoKgSUY0ht8rS5T8ogoAAA0FUIKEdh3G5Pm3tJqZm0uQcAoKsQUI6i0lUmu6VRktSjF23uAQDoKgSUo6g4+K0kqcokypGUEuZqAACIHQSUo6gqLZQklVvTw1sIAAAxhoByFHWHAkolbe4BAOhSBJSjaHB52tzX0uYeAIAuRUA5ClPpaXPf6CCgAADQlQgoR2Gppc09AADhQEA5ioRDAcWa2ivMlQAAEFsIKEeR2NDS5p7n8AAA0JUIKEeR2uwJKInpfcJcCQAAsYWAchQZ7nJJUjJt7gEA6FIElDbUVrmUZKmXJKX3JKAAANCVCChtKDu4V5JUaxKUkpoe3mIAAIgxBJQ2uEr2SZLKLU5ZrAwTAABdiSNvG2ppcw8AQNgQUNrQUOFpc19Dm3sAALocAaUN7ipPm/sGOwEFAICuRkBpg7XaE1CaaXMPAECXI6C0Ib6uRJJkSaHNPQAAXY2A0gZHgyeg2NJocw8AQFcjoLQhtbGlzX3vMFcCAEDsIaC0wWkqJEkpmTyHBwCArkZA8aO+rkZpqpYkpffsG+ZqAACIPQQUP8oOerrINpg4pWVwFw8AAF2NgOJHVTFt7gEACCeOvn7UlHna3LviaHMPAEA4EFD8qC/fL0mqju8R5koAAIhNBBQ/mis9z+Gpt2eFuRIAAGITAcWf6mJJUnMSz+EBACAcCCh+2Go9AYU29wAAhAcBxQ9vm/tU2twDABAOBBQ/Ug61uben00UWAIBwIKD44XSXS5KSe/AcHgAAwoGAcoSmxgY5TaUkKY029wAAhAUB5QjlxYWyWoyajUUZmZxBAQAgHAgoR6go9nSRLbekKc5mC3M1AADEJgLKEWpKPc/hcVlpcw8AQLgQUI5Qd6jNfVU8AQUAgHAhoBzhP23u6SILAEC4EFCOVHVQktSU2DPMhQAAELsIKEeIq/UEFJNMQAEAIFwIKEdw1Hva3MfR5h4AgLAhoBwhqbFMkmRPJ6AAABAuBJQjpDV7AkpyD57DAwBAuBBQDuNublaGqZAkpWXR5h4AgHAhoBymorRINotbkpTRMyfM1QAAELsIKIepKN4rSSpXiuIT7GGuBgCA2EVAOUxViafNfYU1PbyFAAAQ4wgoh6kv93SRrbL1CHMlAADENgLKYRpdnufw1CUQUAAACCcCymGMt819VpgrAQAgthFQDhNX4wkobtrcAwAQVgSUw9hpcw8AQEQgoBwmqbFUkpTg7B3mSgAAiG0ElMOkNnna3CdmEFAAAAgnAsohxu1WD1MuSUrNpIssAADhFFJAWbhwoQYNGiSHw6GRI0dq3bp1bc77+uuv69xzz1XPnj2VlpamsWPH6q233gq54M5S6SpVgqVJktSjF8/hAQAgnIIOKMuWLdMdd9yhe++9VwUFBRo/frzOP/987d692+/8a9eu1bnnnquVK1dqy5YtOvvss3XxxReroKCg3cV3pIqDnjb3VSZRjqSUMFcDAEBssxhjTDALjBkzRiNGjNBTTz3lnTZ48GBddtllys/PD2gdp556qqZMmaL7778/oPldLpecTqcqKiqUlpYWTLkB2/beKp2yaoq+tfRRv7mfdco2AACIJe05fgd1BqWhoUFbtmzRpEmTfKZPmjRJGzZsCGgdbrdblZWV6tGj7W6t9fX1crlcPq/OVldWKEmqtGV0+rYAAMDRBRVQiouL1dzcrOxs3z4h2dnZ2r9/f0Dr+PWvf63q6mpdeeWVbc6Tn58vp9PpfeXm5gZTZkgaXZ7n8NQmZHb6tgAAwNGFdJGsxWLx+dkY02qaP0uXLtUDDzygZcuWqVevXm3ON2fOHFVUVHhfe/bsCaXMoJjKIklSo4OAAgBAuNmCmTkrK0txcXGtzpYUFRW1OqtypGXLlumGG27Qq6++qu9973tHnddut8tutwdTWrtZW9rcJ7UdnAAAQNcI6gxKQkKCRo4cqdWrV/tMX716tcaNG9fmckuXLtV1112nl156SRdeeGFolXayhLpiSZIllYACAEC4BXUGRZJmz56tadOmadSoURo7dqyefvpp7d69WzNnzpTk+Xpm7969+sMf/iDJE06mT5+uJ598UmeccYb37EtiYqKcTmcHfpT2cTR4usjanQQUAADCLeiAMmXKFJWUlGjevHkqLCxUXl6eVq5cqQEDBkiSCgsLfXqiLFq0SE1NTbrlllt0yy23eKdfe+21euGFF9r/CTpIarPnOTyJ6X3CXAkAAAi6D0o4dEUflJq5vZRkqde3//Ou+h2f1ynbAAAglnRZH5RoVVNVoSRLvSQpnTb3AACEHQFFUlnRPklSrUlQckrkXBcDAECsIqBIqir1PIenzJoui5UhAQAg3DgaS6op9dxZVBlHm3sAACIBAUVSY4UnoNQmtP18IAAA0HUIKJKaqzxdZBvstLkHACASEFAkWas9z+FpTuoZ5koAAIBEQJEkxbe0uU+hiywAAJGAgCLJUe/pIhvvPPoDDwEAQNcgoEhKbfIEFAdt7gEAiAgEFElOUy5JSskkoAAAEAliPqDU11UrTTWSpPSsnDBXAwAAJAKKyg4WSpIaTJzSMriLBwCASBDzAaWy2PMcnnKLkzb3AABEiJg/IteUeQKKizb3AABEjJgPKA3lByRJ1fG0uQcAIFLEfEBpqvQElAZHVpgrAQAALWI+oFiqPc/haUokoAAAECliPqDE17a0uecOHgAAIkXMBxR7g6eLrC2VNvcAAESKmA8oKY2egGKnzT0AABEj5gOK010uSUrJ7B3eQgAAgFdMB5SmxgY5TaUkKS2rb5irAQAALWI6oJQfLJTVYtRsLErnDAoAABEjpgNKRfFeSVKZxak4my3M1QAAgBYxHVBqSj0PCqy0poe3EAAA4COmA0pdhaeLbFU8z+EBACCSxHRAaT7U5r7enhnmSgAAwOFiOqCoqqXNPV1kAQCIJDEdUOJqPQFFyQQUAAAiSUwHlKakXvramitb5sBwlwIAAA4T0/fWjp3xO0nSwPCWAQAAjhDTZ1AAAEBkIqAAAICIQ0ABAAARh4ACAAAiDgEFAABEHAIKAACIOAQUAAAQcQgoAAAg4hBQAABAxCGgAACAiENAAQAAEYeAAgAAIg4BBQAARBwCCgAAiDi2cBcQCGOMJMnlcoW5EgAAEKiW43bLcTwY3SKgVFZWSpJyc3PDXAkAAAhWZWWlnE5nUMtYTCixpou53W7t27dPqampslgsHbZel8ul3Nxc7dmzR2lpaR223mjFeAWOsQocYxU4xipwjFXgOnOsjDGqrKxUTk6OrNbgrirpFmdQrFar+vXr12nrT0tLYwcOAuMVOMYqcIxV4BirwDFWgeussQr2zEkLLpIFAAARh4ACAAAiTkwHFLvdrrlz58put4e7lG6B8QocYxU4xipwjFXgGKvARepYdYuLZAEAQGyJ6TMoAAAgMhFQAABAxInogFJSUqJevXrp66+/DncpISkqKlLPnj21d+/eTt8WY9W27j42gfj444/Vr18/VVdXt2s9jFXgGKvAMVbt093HL9S/3yM6oOTn5+viiy/WwIEDvdNuv/12jRw5Una7XcOGDQt53a+99ppOOeUU2e12nXLKKVq+fHnQ66ivr9dtt92mrKwsJScn65JLLtG3337rfb9Xr16aNm2a5s6dG3KdgYr0sZo4caIsFovP66qrrvK+35ljFelj8/TTT2vixIlKS0uTxWJReXl5q3nKyso0bdo0OZ1OOZ1OTZs2zWe+IUOGaPTo0XriiSdC/ixSdIzVwIEDW+1rP/vZz7zvx8JYlZaW6rbbbtNJJ52kpKQk9e/fX7NmzVJFRYXPfOxXgY9VV+1X/nTW+H366ae64oorvJ9twYIFIa2n046FJkLV1NSY9PR0s2HDBp/pt912m/ntb39rpk2bZoYOHRrSujds2GDi4uLMI488YrZv324eeeQRY7PZzHvvvRfUembOnGn69u1rVq9ebT744ANz9tlnm6FDh5qmpibvPB999JFxOBymtLQ0pFoD0R3GasKECeamm24yhYWF3ld5ebnPPJ0xVt1hbJ544gmTn59v8vPzjSRTVlbWap7zzjvP5OXlmQ0bNpgNGzaYvLw8c9FFF/nMs2LFCpOTk+Oz/wUjWsZqwIABZt68eT77WmVlpc880T5WH3/8sbn88svNihUrzI4dO8yaNWvMCSecYK644gqf+divAh+rrtiv/OnM8du0aZO5++67zdKlS03v3r3NE088EdJ6OutYGLEB5bXXXjNZWVltvj937tyQfylXXnmlOe+883ymTZ482Vx11VUBr6O8vNzEx8ebl19+2Ttt7969xmq1mlWrVvnMO3DgQPPcc8+FVGsgIn2sjPEElNtvv/2Y83X0WHWHsWnxz3/+0+9Bd9u2bUaSz1+6GzduNJLMZ5995p1WX19v7Ha7WbNmTUjbj4axMsZzIDnWX7SxNFYtXnnlFZOQkGAaGxuNMexXR3PkWBnTNfuVP505focL5PP505nHwoj9imft2rUaNWpUp6x748aNmjRpks+0yZMna8OGDQGvY8uWLWpsbPRZT05OjvLy8lqtZ/To0Vq3bl37ij6KSB+rFkuWLFFWVpZOPfVU3X333d6HQB6uo8equ4zNsbbjdDo1ZswY77QzzjhDTqfTZ1sJCQkaOnRoyOMXDWPVYv78+crMzNSwYcP08MMPq6Ghwef9WByriooKpaWlyWazebfDfuXfkWPVorP3K386c/w6QmceCyP2WTxff/21cnJyOmXd+/fvV3Z2ts+07Oxs7d+/P6h1JCQkKCMj45jr6du3rwoKCkIv+BgifawkaerUqRo0aJB69+6tTz75RHPmzNGHH36o1atX+8zX0WPVHcYmkO306tWr1fRevXr53ddCvZAuGsZK8nw3P2LECGVkZGjTpk2aM2eOdu3apWeffdZnvlgaq5KSEj300EOaMWOGz3bYr1rzN1ZS1+xX/nTm+HWEzjwWRmxAqa2tlcPh6LT1H/lUZGNMhzwp2d96EhMTVVNT0+51t6U7jNVNN93k/XNeXp5OOOEEjRo1Sh988IFGjBjhfa+jx6o7jE0o22lrW+0Zv2gZqzvvvNP759NOO00ZGRn6wQ9+4P3Xb4tYGSuXy6ULL7xQp5xySquLFNmvfB1trLpiv/Kns8evs3TEfhSxX/FkZWWprKysU9bdu3fvVsmuqKioVRI/1joaGhpa1ehvPaWlperZs2foBR9DpI+VPyNGjFB8fLy+/PJLn+kdPVbdcWz8befAgQOtph88eLBD97VoGCt/zjjjDEnSjh07fKbHwlhVVlbqvPPOU0pKipYvX674+Hif7bBf/cfRxsqfztiv/OnM8esInXksjNiAMnz4cG3btq1T1j127NhWXy38/e9/17hx4wJex8iRIxUfH++znsLCQn3yySet1vPJJ59o+PDh7Sv6KCJ9rPz59NNP1djYqD59+vhM7+ix6o5j4287FRUV2rRpk3fav//9b1VUVHTovhYNY+VPyynljtzXusNYuVwuTZo0SQkJCVqxYkWrf4WzX/3HscbKn87Yr/zpzPHrCJ16LAz6kt0u8tFHHxmbzdbqlqQvv/zSFBQUmBkzZpgTTzzRFBQUmIKCAlNfXx/wut99910TFxdnHn30UbN9+3bz6KOPhnybcb9+/cw//vEP88EHH5hzzjmn1a1V1dXVJjEx0axduzaodQcj0sdqx44d5sEHHzTvv/++2bVrl/nb3/5mTj75ZDN8+PBOH6tIHxtjjCksLDQFBQXmmWeeMZLM2rVrTUFBgSkpKfHOc95555nTTjvNbNy40WzcuNEMGTKk1e2gu3btMhaLxXz99ddBbb9FNIzVhg0bzOOPP24KCgrMV199ZZYtW2ZycnLMJZdc4rOeaB8rl8tlxowZY4YMGWJ27Njhc2vs4f/PsV8FNlZdtV/505njV19f712uT58+5u677zYFBQXmyy+/DKrGzjoWRmxAMcaYM844w/z+97/3mTZhwgQjqdVr165d3nkkmeeff/6o63711VfNSSedZOLj483JJ59sXnvtNZ/3n3/+eXOs/FZbW2tuvfVW06NHD5OYmGguuugis3v3bp95XnrpJXPSSScd+8O2UySP1e7du81ZZ51levToYRISEsxxxx1nZs2a5XMANqbzxiqSx8YYz22C/mo5fNslJSVm6tSpJjU11aSmppqpU6e2usX2kUceMZMnTz7qto6lu4/Vli1bzJgxY4zT6TQOh8OcdNJJZu7cuaa6utpnPdE+Vi23YR+rFvarwMaqK/crfzpr/Hbt2uV3HRMmTPDOE85jYUQHlL/97W9m8ODBprm5OeBldu3aZWw2m/niiy/ate25c+f6/JJCdfrpp5slS5a0ez3Hwli1LRrG5ljq6upMbm6uWb9+fbvWw1gFjrEKHGPVPtEwfqH8/R7RAcUYYxYsWNAqiR3NU089ZX784x+3e7tnnHGG+fe//92udRw4cMDMnz/fuN3udtcTCMaqbd15bALx+eeft/oXVqgYq8AxVoFjrNqnO49fqH+/W4wxJvArVgAAADpfxN7FAwAAYhcBBQAARBwCCgAAiDgEFAAAEHEIKAAAIOIQUAAAQMQhoCCqXHfddbrsssvCXUa7fP3117JYLNq6dWuXbC8axixQDzzwgIYNG9Zl27NYLHrjjTe6bHuSNHDgQC1YsKBLtxmKcIwNuhdbuAtAdPv66681aNAgFRQUdMmB4cknnxStfYLDmAGIRAQURBWn0xnuEiJWQ0ODEhISWk1nzNqvsbFR8fHx4S4j5rW1j6N74isetNuqVav0ne98R+np6crMzNRFF12knTt3SpIGDRokyfPIcIvFookTJ0qS3G635s2bp379+slut2vYsGFatWqVd50tX3O88sorGj9+vBITE3X66afriy++0Pvvv69Ro0YpJSVF5513ng4ePOhd7sivK9xut+bPn6/jjz9edrtd/fv318MPP3zMz9Sy/ddff11nn322kpKSNHToUG3cuNE7j7+vCxYsWKCBAwe2queRRx5Rdna20tPT9eCDD6qpqUn33HOPevTooX79+mnx4sWtavjss880btw4ORwOnXrqqfrXv/7l8/62bdt0wQUXKCUlRdnZ2Zo2bZqKi4u970+cOFG33nqrZs+eraysLJ177rl+P+uRY1ZfX69Zs2apV69ecjgc+s53vqP333/f+/6//vUvWSwWrVmzRqNGjVJSUpLGjRunzz///Jjjevi4/fGPf9TAgQPldDp11VVXqbKy0juPv68phg0bpgceeMD7s8Vi0aJFi3TRRRcpKSlJgwcP1saNG7Vjxw5NnDhRycnJGjt2rHdfPNyiRYuUm5urpKQk/fd//7fKy8t93n/++ec1ePBgORwOnXzyyVq4cKH3vcP3zYkTJ8rhcOhPf/pTQJ997969mjJlijIyMpSZmalLL71UX3/9tSTprbfeksPhaFXLrFmzNGHCBO/PGzZs0FlnnaXExETl5uZq1qxZqq6uDmj7R7JYLHr22Wf1/e9/X0lJSTrhhBO0YsUK7/svvPCC0tPTfZZ54403ZLFYvD+3/D4XL16s/v37KyUlRTfffLOam5v12GOPqXfv3urVq5ff/+8KCwt1/vnnKzExUYMGDdKrr74a8HhJ/9l38/PzlZOToxNPPDGkcUBkIqCg3aqrqzV79my9//77WrNmjaxWq77//e/L7XZr06ZNkqR//OMfKiws1Ouvvy7J87XCr3/9a/3qV7/SRx99pMmTJ+uSSy7Rl19+6bPuuXPn6he/+IU++OAD2Ww2XX311frJT36iJ598UuvWrdPOnTt1//33t1nbnDlzNH/+fN13333atm2bXnrpJWVnZwf82e69917dfffd2rp1q0488URdffXVampqCmp83n77be3bt09r167V448/rgceeEAXXXSRMjIy9O9//1szZ87UzJkztWfPHp/l7rnnHt11110qKCjQuHHjdMkll6ikpESS5y/2CRMmaNiwYdq8ebNWrVqlAwcO6Morr/RZx4svviibzaZ3331XixYtCqjen/zkJ3rttdf04osv6oMPPtDxxx+vyZMnq7S0tNXY/PrXv9bmzZtls9l0/fXXBzwmO3fu1BtvvKG//vWv+utf/6p33nlHjz76aMDLt3jooYc0ffp0bd26VSeffLKuueYazZgxQ3PmzNHmzZslSbfeeqvPMjt27NArr7yiv/zlL1q1apW2bt2qW265xfv+M888o3vvvVcPP/ywtm/frkceeUT33XefXnzxRZ/1/PSnP9WsWbO0fft2TZ48+Zi11tTU6Oyzz1ZKSorWrl2r9evXe0N2Q0ODvve97yk9PV2vvfaad5nm5ma98sormjp1qiTp448/1uTJk3X55Zfro48+0rJly7R+/fpWnzEYDz74oK688kp99NFHuuCCCzR16tRWv+tj2blzp958802tWrVKS5cu1eLFi3XhhRfq22+/1TvvvKP58+frF7/4hd577z2f5e677z5dccUV+vDDD/U///M/uvrqq7V9+/aAxqvFmjVrtH37dq1evVp//etfQx4HRKB2PQEI8KOoqMhIMh9//LH3cd4FBQU+8+Tk5JiHH37YZ9rpp5/ufbhVy3LPPvus9/2lS5caSWbNmjXeafn5+T6P8L722mvNpZdeaowxxuVyGbvdbp555pmgP4O/7X/66adGktm+fbsxxvOUz6FDh/os98QTT5gBAwb41DNgwACfp5CedNJJZvz48d6fm5qaTHJyslm6dKnPth999FHvPI2NjaZfv35m/vz5xhhj7rvvPjNp0iSfbe/Zs8dIMp9//rkxxvM49mHDhh3zsx4+ZlVVVSY+Pt7nqaMNDQ0mJyfHPPbYY8aY/zye/h//+Id3nr/97W9GkqmtrT3m9ubOnWuSkpKMy+XyTrvnnnvMmDFjvD8PGDDAPPHEEz7LDR061MydO9f7syTzi1/8wvvzxo0bjSTz3HPPeactXbrUOBwOn23HxcWZPXv2eKe9+eabxmq1msLCQmOMMbm5ueall17y2fZDDz1kxo4da4z5z+9nwYIFx/yskszy5cuNMcY899xz5qSTTvJ5YFp9fb1JTEw0b731ljHGmFmzZplzzjnH+/5bb71lEhISTGlpqTHGmGnTppkf/ehHPttYt26dsVqt3rH3N3ZHq+/wMayqqjIWi8W8+eabxhhjnn/+eeN0On2WWb58uTn80OHv9zl58mQzcODAVvt9fn6+z7Znzpzps+4xY8aYm2++2RgT2Hhde+21Jjs729TX1wf0edG9cA0K2m3nzp2677779N5776m4uFhut1uStHv3bp1yyimt5ne5XNq3b5/OPPNMn+lnnnmmPvzwQ59pp512mvfPLWc+hgwZ4jOtqKjIb13bt29XfX29vvvd74b2wY7Yfp8+fSRJRUVFOvnkkwNex6mnniqr9T8nK7Ozs5WXl+f9OS4uTpmZma0+x9ixY71/ttlsGjVqlPdfl1u2bNE///lPpaSktNrezp07vae6R40aFXCdLcs2Njb6/G7i4+M1evRo77ZbtDU2/fv3P+Z2Bg4cqNTUVJ/l2/o9Hk0g+0ddXZ1cLpfS0tIkSf3791e/fv2884wdO1Zut1uff/654uLitGfPHt1www266aabvPM0NTW1ulYn2LHdsmWLduzY4fO5Jamurs77NdTUqVM1duxY7du3Tzk5OVqyZIkuuOACZWRk+KxjyZIl3uWNMXK73dq1a5cGDx4cVE2S7xgmJycrNTU16N/Fkb/P7OxsxcXFtdrvj7aPt/zccvdaIOMleX7fXHcSnQgoaLeLL75Yubm5euaZZ5STkyO32628vDyf07D+HP49tuT5i/bIaYdfeNjy3pHTWgLRkRITE4P6HP74237L9qxWa6u7XxobG4+6jpb1+JvW1uc4cr6WGi6++GLNnz+/1TwtYUHyHHCC0fJ5Qv3dBPIZjly2ZfnDlw1lbNvaP45VV8s8h9fwzDPPaMyYMT7zxcXF+fwc7Ni63W6NHDnSJ1y06NmzpyRp9OjROu644/Tyyy/r5ptv1vLly/X888/7rGPGjBmaNWtWq3UEEgz9OdrvItz7+LHGSwr+94Dug4CCdikpKdH27du1aNEijR8/XpK0fv167/st/7Jpbm72TktLS1NOTo7Wr1+vs846yzt9w4YNGj16dIfVdsIJJygxMVFr1qzRjTfe2GHrbdGzZ0/t37/f5+Ddkb1L3nvvPe/4NDU1acuWLd5rDUaMGKHXXntNAwcOlM3Wcf8bH3/88UpISND69et1zTXXSPIckDZv3qw77rijw7ZzLD179lRhYaH3Z5fLpV27dnXIunfv3u09QyFJGzdulNVq1Yknnqjs7Gz17dtXX331lfe6j44yYsQILVu2TL169fKezfHnmmuu0ZIlS9SvXz9ZrVZdeOGFPuv49NNPdfzxx3dobW3p2bOnKisrVV1d7Q0CHb2PT58+3efn4cOHSwp8vBC9uEgW7dJydf3TTz+tHTt26O2339bs2bO97/fq1UuJiYneizgrKiokeS4AnT9/vpYtW6bPP/9cP/vZz7R161bdfvvtHVabw+HQT3/6U/3kJz/RH/7wB+3cuVPvvfeennvuuQ5Z/8SJE3Xw4EE99thj2rlzp373u9/pzTff7JB1S9Lvfvc7LV++XJ999pluueUWlZWVeS9EveWWW1RaWqqrr75amzZt0ldffaW///3vuv76633CYLCSk5N1880365577tGqVau0bds23XTTTaqpqdENN9zQUR/tmM455xz98Y9/1Lp16/TJJ5/o2muvbXUGI1QOh0PXXnutPvzwQ61bt06zZs3SlVdeqd69e0vy3JWSn5+vJ598Ul988YU+/vhjPf/883r88cfbtd2pU6cqKytLl156qdatW6ddu3bpnXfe0e23365vv/3WZ74PPvhADz/8sH7wgx/I4XB43/vpT3+qjRs36pZbbtHWrVv15ZdfasWKFbrtttvaVVtbxowZo6SkJP385z/Xjh079NJLL+mFF17osPW/+uqrWrx4sb744gvNnTtXmzZt8obwQMcL0YuAgnaxWq16+eWXtWXLFuXl5enOO+/U//7v/3rft9ls+s1vfqNFixYpJydHl156qSTPrZN33XWX7rrrLg0ZMkSrVq3SihUrdMIJJ3Rofffdd5/uuusu3X///Ro8eLCmTJkS0rUO/gwePFgLFy7U7373Ow0dOlSbNm3S3Xff3SHrlqRHH31U8+fP19ChQ7Vu3Tr93//9n7KysiRJOTk5evfdd9Xc3KzJkycrLy9Pt99+u5xOp8/3/v5cd9113tu929ruFVdcoWnTpmnEiBHasWOH3nrrLe91EF1hzpw5Ouuss3TRRRfpggsu0GWXXabjjjuuQ9Z9/PHH6/LLL9cFF1ygSZMmKS8vz+c24htvvFHPPvusXnjhBQ0ZMkQTJkzQCy+84L1l/mgsFkubB/CkpCStXbtW/fv31+WXX67Bgwfr+uuvV21trc8ZghNOOEGnn366Pvroo1ZncU477TS98847+vLLLzV+/HgNHz5c9913n8/Xeh2pR48e+tOf/qSVK1dqyJAhWrp0qc+t3u314IMP6uWXX9Zpp52mF198UUuWLPFetxboeCF6WcyRXzACiGoTJ07UxIkTO/RAA09/lBNOOEHbtm3r8KANxCKuQQFiSGVlpXbu3Em/iE6watUq/ehHPyKcAB2EMyiISY888ogeeeQRv++NHz++Q68liTWnnnqqvvnmG7/vLVq0qMMvPoV/S5Ys0YwZM/y+N2DAAH366addXBEQHAIKYlJpaWmb3TITExPVt2/fLq4oenzzzTd+b0WVPL0wjuxrgc5RWVmpAwcO+H0vPj5eAwYM6OKKgOAQUAAAQMThLh4AABBxCCgAACDiEFAAAEDEIaAAAICIQ0ABAAARh4ACAAAiDgEFAABEHAIKAACIOP8f0qyqh+rzzywAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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NHnwPW0AFq6OJm1A5ERGRUmGaJqtXfESLTcO43EghEz+SrnmZRv95RMM4UoDKiYiIlDjH6UzWzXiarsfnYjdMDvrWpvz986lb+wqro4kbUjkREZEStXPPHjIX96e7a0feME71W2n44FQMvyCro4mbUjkREZESYZomKz9ZROufniHMcHCaAI5eN55GNzxkdTRxcyonIiJS7FLSTvPd9GF0S1mIzTD5y+8yQh5YQO2aTayOJh7Akm8lnjhxIk2bNqVJkyYMHjwYD/vuQRER+Qe/7NrFgTc60T11ATbDZE/NO6kx7HsqqJjIRSr1KydHjx5l8uTJ7Ny5E19fX6677jp++OEH2rZtW9pRRESkGLlcJl8sm8fVPz9HZeMU6QRy4obXaHRdH6ujiYexZFgnNzeXzMxMAHJycqhataoVMUREpJgcT03jhxlPcvOpD8CARP8GhPZbSGT1hlZHEw9U6GGddevW0aNHDyIiIjAMg2XLlp3znClTplC3bl0CAgKIjo5m/fr1+Y9VqVKFYcOGUatWLSIiIvjPf/5DvXr1ivQhRETEOj/98gt/Tbohr5gAv9fuTc1h6wlSMZFLVOhykp6eTvPmzZk8efJ5H1+8eDFDhgxhxIgRbNu2jfbt29O1a1cSEhIAOHnyJJ999hkHDhzg4MGDbNiwgXXr1hXtU4iISKlzukw+/WAGl318E83NPaQRxMHO79HwwXcxfAOtjicerNDDOl27dqVr164XfPzNN9+kf//+DBgwAIBJkyaxatUqpk6dyvjx4/nqq6+oX78+oaGhANx888388MMPXHfddec9XlZWFllZWfnbDoejsJFFRKSYJac42DLjCXqkLQEDEgIvp0q/BdQIr291NPECxXq3TnZ2Nlu3bqVz584F9nfu3JkNGzYAEBkZyYYNG8jMzMTpdLJ27VoaNWp0wWOOHz+ekJCQ/J/IyMjijCwiIoW0eds2kid1pFvaEgD21u1DraHrCVQxkWJSrOXk2LFjOJ1OwsPDC+wPDw/n8OHDAFx99dV069aNK6+8kiuuuIJ69epxyy23XPCYw4cPJzU1Nf8nMTGxOCOLiMhFynW6WL7wXRot60YU8ZwyynOo62wa9J0MPn5WxxMvUiJ36xh/+wIn0zQL7Bs7dixjx469qGP5+/vj7+9frPlERKRwko6nsH3m/7j19Cd5wzjlmlL1oYVEhNWxOpp4oWItJ2FhYdjt9vyrJGckJyefczWlsGJjY4mNjcXpdBbpOCIiUjg/bN5M8OcP05X9AOxt0J8G90wAu6/FycRbFeuwjp+fH9HR0axevbrA/tWrV9OuXbsiHXvQoEHs2rWLzZs3F+k4IiJycXKcLpbOe4emn/WgCftJNYI50n0eDe57U8VESlShr5ykpaURHx+fv71//362b99OaGgotWrVIiYmhj59+tCqVSvatm3LtGnTSEhIYODAgcUaXERESs5fR4+zc+Ygbsv8Agz4M6g51frPJyS0ltXRpAwodDnZsmULHTt2zN+OiYkBoG/fvsTFxdGrVy+OHz/OmDFjSEpKIioqihUrVlC7du0iBdWwjohI6Vj/wwaqrhxIF/7EhcH+yx+l3l1jwa7vipXSYZge9q17DoeDkJAQUlNTCQ4OtjqOiIjXyMp18tn8t7hp/ysEGVmkGCFk3/oeVVtceG0rkYtVmN/fqsEiIkLC4aP8Nvu/3JH1JRhwoEI0EQ/Np2KlCKujSRmkciIiUsat/W4dNVb/l85GIi4MDjQdxGV3jAGb3epoUkZ5TDnRnBMRkeKVmePks7mvc3PC6wQa2Zy0VcJ123Qua3aj1dGkjNOcExGRMuiPg0fYFzeQG3O+BuBAyFXUfGgePiHVLE4m3kpzTkRE5ILWfPs1db4exI3GIZzYSLhiCHV7jgRbsS59JXLJVE5ERMqI01k5fB43gR6HJhFg5HDcFobtzpnUbdLB6mgiBXhMOdGcExGRSxefeIjEOY9wV+76vLtxKrUjsv887OXDrI4mcg7NORER8WKmafLlmi9ptH4wdYzD5GLjYMunqd39GQ3jSKnSnBMRESEtM4cvZr/MLYcn42/kctxeBXuvOGo3vNbqaCL/SOVERMQL7T6QyJF5j3CXcwMYsL/y9dR+KA5bUKjV0UT+lcqJiIgXMU2TL1Z9TrONT9LYSCYHHw63fpa63YaBYVgdT+SieEw50YRYEZF/lno6my9nvcCtR9/Fz3By1Kca/vfMIbL+1VZHEykUTYgVEfECv8Yf4OSih2nv3ATA/io3UOehWRiBlSxOJpJHE2JFRMoI0zT5dMUnRG+KIco4RjY+JLcdSd3OT2gYRzyWyomIiIdKSc/ky5mjuO34DHwNJ8m+EQTeO4+adVtZHU2kSFROREQ80PY98aQvfoS7XVvzFlWr1oXa/aZjBIRYHU2kyFROREQ8iMtlsvyTj7l621NUN06QjS9Hrx1DnU6PaRhHvIbKiYiIhzh+KoOvZzzHbSlx+BgujvhGUuGBBdSIbG51NJFi5THlRLcSi0hZtmXnHnI/epi7zJ/zhnEiulO777sY/hWsjiZS7HQrsYiIG3O6TJYueZ/2O54l3EghEz9OdhhH9esHaBhHPIpuJRYR8QLJqel8O+MZbnfMx26YHPavQ8gDC6heI8rqaCIlSuVERMQN/fDLLmxLH+Yu89e8YZzI26jTJxb8gqyOJlLiVE5ERNxIrtPFko8WcMOu5wgzHGQQgKPTBOq072d1NJFSo3IiIuImkk6eYsOMp7gz7X1shklSQD1C+y4gvHpjq6OJlCqVExERN/D9T78Q8Mkj3MHuvGGcOndT5763wTfQ6mgipU7lRETEQjlOFx8vjuPGPaOobJziNIGkd36DOu3uszqaiGU8ppxonRMR8TaJR1PZNGso92R8CAYkBTak8oMLqFK1odXRRCyldU5ERCzw7eZtBH/+KFeyB4A/691H7XveBN8Ai5OJlAytcyIi4qaycp18vHAGXfeNoZKRRrpRjoyb3qJ2m7utjibiNlRORERKyYEjJ9k2ewj3Zi4DAw4FNabKgwsJCrvM6mgibkXlRESkFKzZuIkqKx/jNiMegISG/ah192vg42dxMhH3o3IiIlKCMnOcfLRgKrfsH0uwcZo0ozzZPSZTq+VtVkcTcVsqJyIiJSQ+6Tg7Zw/m/uzP8oZxykdR9cEFlK9cx+poIm5N5UREpASsWr+BGl8N4lbjDwASGz9M5J3jwe5rcTIR96dyIiJSjE5n5/Lx3HfomTiBCkYGp2zBOG+ZQmSLHlZHE/EYKiciIsXk97+OsmfO4/TJWQkGHAxuQbWHFmCvWNPqaCIeReVERKSITNNkxTfruezbx+lh/IkLg0NRj1HztpfArn9mRQrLY/5Xo+XrRcQdpWXlsiTuTe449DpBRhYOW0XM29+jZtRNVkcT8Vhavl5E5BLt/PMwB+YN4ubcrwA4WLEV1R+chy0kwuJkIu5Hy9eLiJQg0zT59Kuvufy7wdxs/IULg8MtBlPjltFgs1sdT8TjqZyIiBRCakYOy+Ne5c7Db1HOyCLFHor9jhlENOlkdTQRr6FyIiJykXb8cZC/FvyXB5xr8+7GCW1DxIPzMCqEWx1NxKuonIiI/AvTNFmy8kta/DCErsYhnNhIjo6hxs3PaRhHpASonIiI/IOU9CyWz36FXkffIcDIIcVeGZ9es6ne8Hqro4l4LZUTEZEL2BafwNGF/6Wva33eME7YNUT0m4NRvorV0US8msqJiMjfuFwmH33+Ba23PMmVxmGc2Dh61TPUuOlpsNmsjifi9VRORETOcuxUJp/NGkvvE1PxN3I46VMV/95zqFavndXRRMoMlRMRkf+z+bf9pC5+jH7mxrxhnKodiOg7CyOostXRRMoUlRMRKfOcLpMPln9Cu+3DaG0kk4udE22fp0bnJ8EwrI4nUuaonIhImZacmsEXs16kd8o0/AwnJ3yrUe6+uVSt08bqaCJlVqnP7NqzZw8tWrTI/wkMDGTZsmWlHUNEhI2/xrNz0i30TZ2Kn+HkYLX/EBrzIwEqJiKWKvUrJ40aNWL79u0ApKWlUadOHW688cbSjiEiZViu08X7S5fQYccz1DSOkY0Pqe1foMYNj2sYR8QNWDqs88knn9CpUyeCgoKsjCEiZUhSSjpfzhzFvY7Z+BpOjvvVoPz986hSK9rqaCLyfwo9rLNu3Tp69OhBREQEhmGcd0hmypQp1K1bl4CAAKKjo1m/fv15j/XBBx/Qq1evQocWEbkU637+jb2TutP31Ax8DScHa9xE5ZiN+KuYiLiVQpeT9PR0mjdvzuTJk8/7+OLFixkyZAgjRoxg27ZttG/fnq5du5KQkFDgeQ6Hg++//55u3bpdWnIRkYuU43Qxd/H71F/Slev4iWx8OdZhAjUGvA8BIVbHE5G/MUzTNC/5xYbB0qVL6dmzZ/6+Nm3a0LJlS6ZOnZq/r3HjxvTs2ZPx48fn75s3bx6rVq1i/vz5hXpPh8NBSEgIqampBAcHX2p0ESkjEo+n8c2sEdybNhcfw8Ux/1oEPzAfvxrNrY4mUqYU5vd3sc45yc7OZuvWrTz77LMF9nfu3JkNGzYU2PfBBx/wyCOP/Osxs7KyyMrKyt92OBzFE1ZEvN7XW3bi/9ljPMDPYMChWj2IuG8q+FewOpqI/INivZX42LFjOJ1OwsPDC+wPDw/n8OHD+dupqals2rSJLl26/Osxx48fT0hISP5PZGRkcUYWES+Uletk9oL5NP20G9fwM1n4c6LTm0Q8OE/FRMQDlMg6J8bfbsUzTbPAvpCQEI4cOYKfn9+/Hmv48OGkpqbm/yQmJhZ7XhHxHgeSHXz4xv944PfHCTdSOBZQB9ujXxPavr9uExbxEMU6rBMWFobdbi9wlQQgOTn5nKspF8vf3x9/f//iiCciXu7LH3+mwopB3G/sAAOS6t5O9d6TwU/LFYh4kmK9cuLn50d0dDSrV68usH/16tW0a1e0b/SMjY2lSZMmtG7dukjHERHvk5njZMac2Vy5ogdtjR1kGv6kdHmb6n1nq5iIeKBCXzlJS0sjPj4+f3v//v1s376d0NBQatWqRUxMDH369KFVq1a0bduWadOmkZCQwMCBA4sUdNCgQQwaNCh/tq+ICED84RR+nP00D2V+gM0wORpYj0r9FlIx/HKro4nIJSp0OdmyZQsdO3bM346JiQGgb9++xMXF0atXL44fP86YMWNISkoiKiqKFStWULt27eJLLSICfP79T1T98r/cZ+zOG8ap34vqvd4C30Cro4lIERRpnZPSFBsbS2xsLE6nk99//13rnIiUYaezc1kwfxa3/zmGysYpMoxAsru+SchV91odTUQuoDDrnHhMOTlDi7CJlG17Dp3kp7ih9M7+GIDkoIZU7rcIe5X6FicTkX9i2SJsIiIlxTRNPl23mRpfP05vYw8AhxveT7W73gDfAIvTiUhxUjkREbeXlpXLgrnvcfdf46hkpHHaKIez+ztUi77T6mgiUgI8ppycPedERMqOnQlH+XXuUB7NXQ4GJFdoQli/hdgq17U6moiUEM05ERG3ZJomS77ZQL21g2lhy1u+4EiTBwm/fQL4aGFGEU+jOSci4tFSM3JYNGcKvZNeIcR2mnRbebg1lvDmPa2OJiKlQOVERNzKzweO8Pu8Jxno/DxvGCe4GVUeXIBRSWsliZQVJfLFfyVBy9eLeDfTNFm86ltss7pwl/NzAJKbPULVJ75RMREpYzTnREQsdzI9m/fj3ua+5NcJNjJIswVj3P4uQVE3Wx1NRIqJ5pyIiMfYGp/Enwuf4DHXqrxhnIpXUqXfPIyKkVZHExGLqJyIiCVcLpNFK7/myh+e5HbbnwAcbTGIqj3GgF3/NImUZfoXQERK3bG0LD6cPZE+xyZS3pbJKXtFfO6cTpXGna2OJiJuwGPKiRZhE/EOP+75i6T3n+Ax8ysw4Ehoa6r2m4sRHGF1NBFxE5oQKyKlwukymf/Zl1y9ZSiNbIm4MDgR/QRhN48Cm93qeCJSwjQhVkTcSrIjk49nvUbfk+9QzpbFKZ9QfO+aQVijTlZHExE3pHIiIiXqu11/cvLDwTxmrs27Gyfsaqr2nQsVwq2OJiJuSuVEREpErtPFvE++oP22YVxrO4QTGylXDaXqTcM1jCMi/0jlRESK3aGTp1k++xUeTJ1CgC2HVJ8wAu6ZTeX611kdTUQ8gMeUE92tI+IZvt2xj/SPB/MY3+UN44S3p+oDcRAUZnU0EfEQultHRIpFdq6LuUs/oeOOZ6lnS8KJDUe7Z6n0n6fA5jFf4yUiJUR364hIqUo8ns7ns8fy4Klp+NtySPWtSuC9cVSqe43V0UTEA6mciEiRfLXtd3KXD2YgG/OGcap3pGqfWVAu1OpoIuKhVE5E5JJk5TqZ/eFSuu4eTm1bMrnYSWv/PFVveBIMw+p4IuLBVE5EpNAOHE1j5ewxPJg+E39bLil+1Sh//zwq1rrK6mgi4gVUTkSkUL7YvBvfzwYz0NgEBhytcSNV7p8OgZWsjiYiXkLlREQuSmaOk1mLP6TH788TaTtKDr6c7jCaKtc/rmEcESlWKici8q/ij5zi69mjeDhjDr42Jyn+NSjfZz4hNVtaHU1EvJDHlBMtwiZijU83/kr5lf/jEeOnvGGcWl2pcu97EBBidTQR8VJahE1Ezut0di4zF77P7ftHUcM4Tja+ZP5nLMHXPKJhHBEpNC3CJiJF8ltSCutnP89jWQvwMVycDKxFcJ/5BEc0tzqaiJQBKiciks80TZZ99zOVVw/mYdvPYMCxurcQds8U8K9gdTwRKSNUTkQEgFOZOcxasIBeCS9QzXaSbMOP7M4TCLv6QQ3jiEipUjkREX5NPMGPc0fwePYi7IbJiXJ1qfjAAvyqNbU6moiUQSonImWYaZp8+O1P1Px6MP1tv+YN49S/g7C73wG/IKvjiUgZpXIiUkalZuQwa24c9x96iSq2VLKMAHK7vkbYVQ9YHU1EyjiVE5EyaPufx/lp3rM8kfMhNsPkRFB9KvVdgH/Vy62OJiKiciJSlpimyaI1P1Jv3RAesu0GA443vIfKd04Ev3JWxxMRAVRORMqMk+nZzJ47gwcOjyfM5iDTCMTVfSKVo3tbHU1EpACPKSdavl7k0m35I5ldC54hxrkEDDhRoRGV+i7ACGtgdTQRkXNo+XoRL+Zymcxb9T1NN8bQyrYHgBNNHiD0ttfAN8DidCJSlmj5ehHhWFoWcXHv0f/oBCrZ0siwBcEt7xDa4g6ro4mI/COVExEv9MPew+xd9BTDXJ/kDeOENKHSAwswKl9mdTQRkX+lciLiRZwuk7gV62i5KYY+tngATjZ7iNBbXwEff4vTiYhcHJUTES+R7Mhk3uwpDDjxGiG205y2lcd+2xQqNbvV6mgiIoWiciLiBdbvPkjiB08x1Pw8bxin0hWEPjAfKtW2OpqISKGpnIh4sFyni5mffsPVPw3jXtsfAKS0eJTQ7i+Dj5/F6URELo3KiYiHOpSSwcLZb/NIykSCbRmctgfjc8d7VGzSzepoIiJFonIi4oG++TWB5I+GMYxVecM4lVsS+sA8CKlpdTQRkSJTORHxINm5LqYvW02HX56io+1PAFKj/0dot9Fg97U4nYhI8VA5EfEQiSdOs3j2RAY63qa8LZN0n4r43jWdkEadrY4mIlKsVE5EPMCXP+/HsXQow1iTN4xT5SpC+8yF4OpWRxMRKXY2K950//79dOzYkSZNmtCsWTPS09OtiCHi9jJznLyz+HNqfdyDO1mDCwPHVU8SOvALFRMR8VqWXDnp168fL7/8Mu3bt+fEiRP4+2vlSpG/O3AsnY9nv8ZjaVMoZ8sizTeUgLtnEtzgBqujiYiUqFIvJzt37sTX15f27dsDEBoaWtoRRNze51vjyf5kKEONtXnDOOHtCL0/DiqEWx1NRKTEFXpYZ926dfTo0YOIiAgMw2DZsmXnPGfKlCnUrVuXgIAAoqOjWb9+ff5je/fupXz58txyyy20bNmScePGFekDiHiTzBwnExcup8HyW7jNWIsLG6faPk3oo5+pmIhImVHocpKenk7z5s2ZPHnyeR9fvHgxQ4YMYcSIEWzbto327dvTtWtXEhISAMjJyWH9+vXExsayceNGVq9ezerVq4v2KUS8QPwRB1PeHM3APQNoaDtImm8Yrgc+oUKXEWCzWx1PRKTUFHpYp2vXrnTt2vWCj7/55pv079+fAQMGADBp0iRWrVrF1KlTGT9+PDVr1qR169ZERkYC0K1bN7Zv386NN9543uNlZWWRlZWVv+1wOAobWcTtLftxD7bPY4ixfQcGnKzenkr3zYbyVayOJiJS6or1bp3s7Gy2bt1K584F113o3LkzGzZsAKB169YcOXKEkydP4nK5WLduHY0bN77gMcePH09ISEj+z5lSI+IN0rNyeX3uxzT7/FZusX2HExtp146g0sOfqJiISJlVrOXk2LFjOJ1OwsMLjo2Hh4dz+PBhAHx8fBg3bhzXXXcdV1xxBQ0aNKB79+4XPObw4cNJTU3N/0lMTCzOyCKW+S0plWlvjuB/+x6lni2JU37h0O9zyv/nabBZcpe/iIhbKJG7dQzDKLBtmmaBff82NHQ2f39/3WosXsU0TT7asJugVU/ypO2HvGGcmjdQ6d6ZUE53r4mIFGs5CQsLw263518lOSM5OfmcqymFFRsbS2xsLE6ns0jHEbHSqcwcpi76mLv3j6KO7Qi52Mm6fiSVOgyBv5V6EZGyqlivHfv5+REdHX3O3TerV6+mXbt2RTr2oEGD2LVrF5s3by7ScUSs8utfKcx681meODCIOrYjnAqoju2hlQR1fFLFRETkLIW+cpKWlkZ8fHz+9v79+9m+fTuhoaHUqlWLmJgY+vTpQ6tWrWjbti3Tpk0jISGBgQMHFmtwEU9hmiaL1u2g8pqhPGHblDeMU6szlXpPg8BKVscTEXE7hS4nW7ZsoWPHjvnbMTExAPTt25e4uDh69erF8ePHGTNmDElJSURFRbFixQpq165dfKlFPERqRg5T5y/mvsQXiLQdJRcfsju9SKVrB+lqiYjIBRimaZpWh7gYZ885+f3330lNTSU4ONjqWCIXtO3PE3w370UG5szD13DiCKxJhfvnYdRoaXU0EZFS53A4CAkJuajf3x5TTs4ozIcTsYJpmsz7ejs1vo2hk+0nAFLqdqNir3chIMTidCIi1ijM729LvpVYxFudTM9m6ryF9E0aQw3bcXIMX3JvHEvFto9oGEdE5CJ5TDnRrcTi7jbvP8am+aN5OnchPoYLR7naVOgzD9/qza2OJiLiUTSsI1JELpfJ7NVbqPf9MDrYtgOQUr8nFe+aDP4VrA0nIuImNKwjUkqOpWXx7py5DEgeSzXbSbINP1w3vUrFq/ppGEdE5BKpnIhcog17j/DzotEMd76P3TBxBNWlQp/5GNWirI4mIuLRVE5ECsnpMpm58gea/DCMx2y/ggGpje4i5I63wC/I6ngiIh7PY8qJJsSKOzjiyGTanNk8euwVqtpSyDYCMG9+nZBWfayOJiLiNTQhVuQirfvtML8tfp4Bro+wGSaOCvUJ7rMAql5udTQREbenCbEixSjX6WLa599z5eanecS+CwxwNLmX4J5vgF85q+OJiHgdlRORf3AoJYOZcTN47OSrhNkdZNkCMXq8RfCVvayOJiLitVRORC7g650H2f/hCEayNG/Sa8jlhPRZAGH1rY4mIuLVbFYHuFixsbE0adKE1q1bWx1FvFx2rou3lqyl/OLb6M9SAE4160vI49+qmIiIlAJNiBU5S+KJ08yOm8bjqa8RaqSRZSuHrec7+F5xp9XRREQ8mibEilyCVb8kcHDJCEbxSd4wTqWmhPSZD6GXWR1NRKRMUTmRMi8zx8mUZd/QYcczdLHFA3CqeX9CeowHH3+L04mIlD0qJ1Km7T+Wzvy4Kfzv1EQq2tLJsFfA9/YpVGh6i9XRRETKLJUTKbM++Wk/qcuHM9L4Im/tkspXEHz/fKhU2+poIiJlmseUEy1fL8UlM8fJ2x+tpsvu4TS3/QFAevRjBHcdAz5+FqcTERHdrSNlSnzyKRbFTeaJ9LcINjLI8AnG7453sTe+2epoIiJeTXfriJzHkk37yPhsOCNtq/KGccJaEnz/XKgYaXU0ERE5i8qJeL30rFze+mAlt+wdQZTtQN6+1o8TfNMLYPe1NJuIiJxL5US82u4kBx/PmcSQjFjK2zLJ8KmI390zCGp4o9XRRETkAlROxCuZpskHG/dirnyW521r8oZxwq8i+L45EBxhdTwREfkHKifidU5l5vDW+59zxx/P09iWiAuDzKufJPjGEWDXX3kREXenf6nFq/x6MJXlc97gyax3CbJlcdqvMgF3z6Rc/Y5WRxMRkYvkMeVE65zIPzFNk4Xrd+P/1XBG2NbmDeNUb0fwvXFQIdzqeCIiUgha50Q8XurpHCYuWs69f46ioe0gLmxkXfMUgZ2eAZvd6ngiIoLWOZEyZNufJ1g5/3WeyZ5OoC2b035VCOw9i8C611kdTURELpHKiXgkl8tkztqdVPrmGYbbvwMDTtW4jgq9Z0H5KlbHExGRIlA5EY9zMj2bSQuW8MBfL1DPnoQTGznXP0eF64eCzWZ1PBERKSKVE/Eom/cf5+sFE3guZxb+thzS/atS7t45BNRuZ3U0EREpJion4hFcLpMZa34mYt2zPGPfmDeMU6sTFXpNh6DKVscTEZFipHIibu/oqSzemv8hA5LGUMd+BCd2cm8YRYVrB2sYR0TEC6mciFvbsPco3y0az0jnHPxtuaQHRlDu3jn4R15ldTQRESkhKifilpwuk/dW/UTdDc/wtH0zGJBWpwvle70HgZWsjiciIiVI5UTczhFHJm/PfZ+ByS8TaT9KruGDq9MYyl/zXzAMq+OJiEgJUzkRt/LtnmS2vP8yo13z8bM5SS9Xk6D75kKNaKujiYhIKfGYcqLv1vFuuU4XsV9spsmPwxlq35o3jFPvZsrfNRUCQqyOJyIipUjfrSOWO5SSweQ5Cxl0Yiw1jOPkGr6Yncfhe/XDGsYREfES+m4d8Rhf7Uzi149eZoxrIT6Gi/Sg2gTdPw+qN7c6moiIWETlRCyRneti8qcbufKn4Qyx/wwGpDe8jaA73gH/ClbHExERC6mcSKlLPHGaKXPm8kTKK1SznyTH8IOuEwhq/aCGcUREROVEStcXvxxk75IxvGwuxm6YpFW4jPL3z4fwplZHExERN6FyIqUiM8fJW8u/p+3PzzHYviNvGKfxXZTvOQn8y1sdT0RE3IjKiZS4/cfSmTZnNk86XqOqPYVsWwC27m8Q1PJ+q6OJiIgbUjmRErV8WwJ/LXuRsXyMzTBJC2lA+fvmQ9XLrY4mIiJuSuVESkRGtpM3l3xLx50juNW+C4DTUfdS/pY3wK+cxelERMSdqZxIsYtPPsXMuFnEpL9OFbuDbFsg9lsmUa7FPVZHExERD6ByIsXq480HOPrpC4w1lmEzTNIrXk7Q/fMhrIHV0URExEOonEixSM/K5fWPvuamPSO5w/YbAKeb9yWo+wTwDbQ4nYiIeBJLyomPjw9RUVEAtGrVihkzZlgRQ4rJ7iQHc+dO46nTEwm1pZFtD8Kn5zuUa3aH1dFERMQDWVJOKlasyPbt2614aylGpmny/g9/kP7FaMbbPs1buyQ0iqD75kLlelbHExERD6VhHbkkpzJzeHXxV/TcN5Jo214AMq4cQNDN48DH3+J0IiLiyWyFfcG6devo0aMHERERGIbBsmXLznnOlClTqFu3LgEBAURHR7N+/foCjzscDqKjo7n22mv59ttvLzm8WOPXg6mMm/gmQ//oT7RtL1k+5XHdNZfAW99QMRERkSIrdDlJT0+nefPmTJ48+byPL168mCFDhjBixAi2bdtG+/bt6dq1KwkJCfnPOXDgAFu3buXdd9/lgQcewOFwXPonkFJjmiZz1//O5ncfZXzWOCoa6aSHNcd/0PfYmt5qdTwREfEShmma5iW/2DBYunQpPXv2zN/Xpk0bWrZsydSpU/P3NW7cmJ49ezJ+/PhzjtG1a1deeuklWrVqdd73yMrKIisrK3/b4XAQGRlJamoqwcHBlxpdCin1dA4T3l/J3QdG0cL2BwCZrR4j4KYx4ONncToREXF3DoeDkJCQi/r9XegrJ/8kOzubrVu30rlz5wL7O3fuzIYNGwA4efJkftn466+/2LVrF5dddtkFjzl+/HhCQkLyfyIjI4szslyEbQknmTDxVZ798xFa2P4gyycY855FBHR/RcVERESKXbFOiD127BhOp5Pw8PAC+8PDwzl8+DAAu3fv5tFHH8Vms2EYBm+99RahoaEXPObw4cOJiYnJ3z5z5URKnstlEvftb/h8PYpx9i/z7sap2pKge+dCRf0ZiIhIySiRu3UMwyiwbZpm/r527dqxY8eOiz6Wv78//v6aZFnaTqRn8+rCFdyfOJoo+wEAstr8j6DOo8Hua204ERHxasVaTsLCwrDb7flXSc5ITk4+52pKYcXGxhIbG4vT6SzSceTfbdp/gk/mv8OI3KlUsGWQ6VsJ/7um4d+w87+/WEREpIiKdc6Jn58f0dHRrF69usD+1atX065duyIde9CgQezatYvNmzcX6ThyYS6Xybtf/cq+WQN42fkmFYwM0qtdRcD/NmComIiISCkp9JWTtLQ04uPj87f379/P9u3bCQ0NpVatWsTExNCnTx9atWpF27ZtmTZtGgkJCQwcOLBYg0vxOnoqi1cXfMpDh16ksT0BFwa57WII6vQc2LVWn4iIlJ5C/9bZsmULHTt2zN8+M1m1b9++xMXF0atXL44fP86YMWNISkoiKiqKFStWULt27eJLLcVqQ/wxVi56ixdy3yPIlkWmXyj+d8/Er/4NVkcTEZEyqEjrnJSms+ec/P7771rnpBg4XSaxX+6g2vfPc7c9b6Xe0xHtKNd7NlSoZnE6ERHxJoVZ58RjyskZhflwcmFHHJm8Nm8pjxx5iYa2g7iw4Wz/NL4dnwab3ep4IiLiZQrz+1uTCcqgb/ck8837E3nJNYNAWzaZ/mEE3BOHrW57q6OJiIh4TjnRrcRFl+N08c7K7dT+YSQv2L8DA05HXk+5XjOhfBWr44mIiAAa1ikzDqVk8PrcJQw69hL1bEl5wzgdnsP3uqFgK9Y7ykVERM6hYR0p4Kudh9n40RuMc80mwJZDRkA4gb3jsNUu2tozIiIiJUHlxItl57qY+PlWGm8ZyUj7RjAgo3YnAu+eDkGVrY4nIiJyXionXirxxGnemPshT5wYS137EZzYMTuNJPCaJzSMIyIibs1jyokmxF68Fb8cYtuS15hgzsXflktGuQgCe8+ByKusjiYiIvKvNCHWi2TmOHlj+Sau/HkU3eybAMi4rAuBd74L5UItTiciImWZJsSWQfuPpTNpzvsMTR1PLftRnIYP3PgSgW0fA8OwOp6IiMhFUznxAsu3/cXupRN4zViAn81JRlBNAu+dCzWirY4mIiJSaConHiwj28mrSzfS7tdRPGvfCkBm/e4E3hELgRWtDSciInKJPKacaEJsQXuPnGLy3IU8lfYqNe3HyDV8MbqMJaDNIxrGERERj6YJsR7ow81/cuDTCQwx3sfXcJJRoTaB986D6s2tjiYiInJemhDrpdKzcnnlo+/o+Nto7rJvByCz0W0E3vY2BJTNoiYiIt5H5cRD7E5y8O7ceTx7+nWq20+Qa/PH1nUCAa36aRhHRES8isqJmzNNk4U/HuDI5+N5w/YhPoaLjODL8oZxqkVZHU9ERKTYqZy4sVOZOYz9YB3d9o7mPvsOALKa3E3grRPBv7zF6UREREqGx5STsna3zo6/Upk5fw7PZbxBVXsKObYA7N1fx//K+zWMIyIiXk1367gZ0zSZ+/0+UleNZ5DtY+yGSUbFBgTeOx+qXm51PBERkUuiu3U8VOrpHF5e/DU9/3iRa+w7Achudh+BPV4Hv3IWpxMRESkdKidu4qeEk8ydN5sR2ROpYneQYw/E55ZJ+DW/x+poIiIipUrlxGIul8nMdb+TvWYcb9qWYzNMMkIbE9h7LlRpaHU8ERGRUqdyYqET6dm8vGgNvRJeoI39NwCyW/Ql8OYJ4BtobTgRERGLqJxYZNP+EyxaMJPnc96isu0UOfYgfHq+jV+zO62OJiIiYimVk1Lmcpm8+/Vv2NeOZaLPp2BARlgzAnvPgcr1rI4nIiJiOY8pJ96wzsnRU1mMXfglfQ6+SLTPXgByogcQ2HUc+PhbnE5ERMQ9aJ2TUvJ9/DGWLJrOyNx3qGikk+1TAd/bJmM07Wl1NBERkRKndU7ciNNl8s7qXZRf/xJv+HwBBmRWbU5A77lQqY7V8URERNyOykkJOuLI5KV5XzDgyEu08NkHQO5VjxHQeQz4+FmcTkRExD2pnJSQtXuS+Wzxe4xzTiHYdpps32D87ngPn8u7WR1NRETEramcFLMcp4tJK3+lysaXeN3ny7xhnGrRBNwTBxVrWR1PRETE7amcFKODKRmMm/c5A4++RDOfAwDkth1MwH9Ggd3X2nAiIiIeQuWkmKzedYQvP5jKK+a7VLBlkO1XEb87p+PTsLPV0URERDyKykkRZee6eGPFdmptepnXfNbkDeNUvypvGCekhtXxREREPI7KSREkHD/N+HmfMPjEWBr7JGBi4LomhoAbngO7Tq2IiMil0G/QS7RiRxLrP5rM60wnyJZFln9l/O+egb3eDVZHExER8WgqJ4WUmePk1U+30einlxjvsxaArJrX4N9rFlSoZm04ERERL+Ax5cQdvlvnj6NpTJi3nJiUcTTy+StvGOe6Z/Dv8DTY7JblEhER8Sb6bp2LtHz7QTYteYfnjZkEGtlkBVTJu1pS97pSyyAiIuKp9N06xSgj28m4pZtp8evLjLWvByCr9vX43zUDyle1OJ2IiIj3UTn5B3uPnOK1eUt42vEK9e2HcGHD7Pgc/u2Hgs1mdTwRERGvpHJyHqZp8uGWRHZ8+jZvG3EE2HLIKlcN/16zoXY7q+OJiIh4NZWTv0nPyuXlj3+k7e6XeMm+EYCsup3wv3M6BFW2OJ2IiIj3Uzk5y65DDibN/4jhaa9Q134EF3b4z2j82/1PwzgiIiKlROXk/3y4OYGdn0zkHdtc/G25ZAVF4H/PHIi8yupoIiIiZYrKyf9pufdt7rLPAiC7/k343z4VyoVanEpERKTs0VjF/6n3n/7k+lbA1Xkcfve9r2IiIiJiEV05OaNqY3xifoXAilYnERERKdN05eRsKiYiIiKWUzkRERERt2JZOTl9+jS1a9dm2LBhVkUQERERN2RZORk7dixt2rSx6u1FRETETVlSTvbu3ctvv/1Gt27drHh7ERERcWOFLifr1q2jR48eREREYBgGy5YtO+c5U6ZMoW7dugQEBBAdHc369esLPD5s2DDGjx9/yaFFRETEexW6nKSnp9O8eXMmT5583scXL17MkCFDGDFiBNu2baN9+/Z07dqVhIQEAJYvX07Dhg1p2LBh0ZKLiIiIVzJM0zQv+cWGwdKlS+nZs2f+vjZt2tCyZUumTp2av69x48b07NmT8ePHM3z4cObPn4/dbictLY2cnByGDh3KqFGjzvseWVlZZGVl5W87HA4iIyNJTU0lODj4UqOLiIhIKXI4HISEhFzU7+9inXOSnZ3N1q1b6dy5c4H9nTt3ZsOGDQCMHz+exMREDhw4wOuvv87DDz98wWJy5vkhISH5P5GRkcUZWURERNxMsZaTY8eO4XQ6CQ8PL7A/PDycw4cPX9Ixhw8fTmpqav5PYmJicUQVERERN1Uiy9cbhlFg2zTNc/YB9OvX71+P5e/vj7+/f3FFExERETdXrFdOwsLCsNvt51wlSU5OPudqSmHFxsbSpEkTWrduXaTjiIiIiHsr1nLi5+dHdHQ0q1evLrB/9erVtGvXrkjHHjRoELt27WLz5s1FOo6IiIi4t0IP66SlpREfH5+/vX//frZv305oaCi1atUiJiaGPn360KpVK9q2bcu0adNISEhg4MCBxRpcREREvFOhy8mWLVvo2LFj/nZMTAwAffv2JS4ujl69enH8+HHGjBlDUlISUVFRrFixgtq1axcpaGxsLLGxseTm5gJ5tySJiIiIZzjze/tiVjAp0jonVvjrr790O7GIiIiHSkxMpGbNmv/4HI8rJy6Xi0OHDlGhQoXz3gFUFGcWeEtMTNQCbyVI57l06DyXDp3n0qHzXHpK6lybpsmpU6eIiIjAZvvnKa8lcitxSbLZbP/auIoqODhYf/lLgc5z6dB5Lh06z6VD57n0lMS5DgkJuajnWfKtxCIiIiIXonIiIiIibkXl5Cz+/v6MHj1aK9KWMJ3n0qHzXDp0nkuHznPpcYdz7XETYkVERMS76cqJiIiIuBWVExEREXErXlVOjh8/TtWqVTlw4ECpv/edd97Jm2++WervKyIi4m28qpyMHz+eHj16UKdOnfx9TzzxBNHR0fj7+9OiRYtLPvbHH39MkyZN8Pf3p0mTJixdurTA46NGjWLs2LFaVl9ERKSIvKacZGRkMHPmTAYMGFBgv2maPPTQQ/Tq1euSj71x40Z69epFnz59+Pnnn+nTpw933303P/74Y/5zrrjiCurUqcOCBQsu+X1ERETEi+7WWbJkCY8++ihHjx497+MvvPACy5YtY/v27YU+dq9evXA4HHzxxRf5+2666SYqVarEokWL8ve9+OKLrFmzhnXr1hX6PURERCSP11w5WbduHa1atSqRY2/cuJHOnTsX2NelSxc2bNhQYN9VV13Fpk2byMrKKpEcIiIiZYHXlJMDBw4QERFRIsc+fPgw4eHhBfaFh4dz+PDhAvtq1KhBVlbWOftFRETk4nlNOcnIyCAgIKDEjv/3b0A2TfOcfYGBgQCcPn26xHKIiIh4O68pJ2FhYZw8ebJEjl2tWrVzroYkJyefczXlxIkTAFSpUqVEcoiIiJQFXlNOrrzySnbt2lUix27bti2rV68usO/LL7+kXbt2Bfb9+uuv1KxZk7CwsBLJISIiUhb4WB2guHTp0oXhw4dz8uRJKlWqlL8/Pj6etLQ0Dh8+TEZGRv7dOk2aNMHPz++ijv3EE09w3XXXMWHCBG699VaWL1/OV199xXfffVfgeevXrz9n4qyIiIgUjtfcSgx5Vzj69evHo48+mr+vQ4cOfPvtt+c8d//+/fmLtRmGwezZs+nXr98Fj/3RRx/x/PPP88cff1CvXj3Gjh3L7bffnv94ZmYm4eHhrFq1iquvvrrYPpOIiEhZ41XlZMWKFQwbNoxff/0Vm+3iRqwOHDhAgwYN2LVrFw0aNLjk946NjWX58uV8+eWXl3wMERER8aJhHYBu3bqxd+9eDh48SGRk5EW9ZuXKlTzyyCNFKiYAvr6+vPPOO0U6hoiIiHjZlRMRERHxfF5zt46IiIh4B5UTERERcSsqJyIiIuJWVE5ERETEraiciIiIiFtRORERERG3onIi4sb69etHz549rY5RJAcOHMAwjPyvjihp3nDOLtYLL7xAixYtrI4hUuy8ahE2kZJ24MAB6taty7Zt20rll8Jbb72FliIqHJ0zEc+nciLixkJCQqyO4Lays7PP++WdOmdFl5OTg6+vr9UxpAzTsI7I36xcuZJrr72WihUrUrlyZbp3786+ffsAqFu3LgBXXnklhmHQoUMHAFwuF2PGjKFmzZr4+/vTokULVq5cmX/MM0MbH3zwAe3btycwMJDWrVvz+++/s3nzZlq1akX58uW56aabOHr0aP7r/j5E4XK5mDBhAvXr18ff359atWoxduzYf/1MZ95/yZIldOzYkXLlytG8eXM2btyY/5zzDRFMmjQp/wsyz84zbtw4wsPDqVixIi+++CK5ubk89dRThIaGUrNmTWbNmnVOht9++4127doREBBA06ZNWbt2bYHHd+3aRbdu3Shfvjzh4eH06dOHY8eO5T/eoUMHHn/8cWJiYggLC+PGG28872f9+znLyspi8ODBVK1alYCAAK699lo2b96c//jatWsxDIM1a9bQqlUrypUrR7t27dizZ8+/ntezz9u8efOoU6cOISEh3HPPPZw6dSr/OXXq1GHSpEkFXteiRQteeOGF/G3DMHjvvffo3r075cqVo3HjxmzcuJH4+Hg6dOhAUFAQbdu2zf+7eLb33nuPyMhIypUrx1133UVKSkqBx2fPnk3jxo0JCAjg8ssvZ8qUKfmPnf13s0OHDgQEBDB//vyL+uwiJUXlRORv0tPTiYmJYfPmzaxZswabzcZtt92Gy+Vi06ZNAHz11VckJSWxZMkSIG8o4Y033uD111/nl19+oUuXLtxyyy3s3bu3wLFHjx7N888/z08//YSPjw+9e/fm6aef5q233mL9+vXs27ePUaNGXTDb8OHDmTBhAiNHjmTXrl0sXLiQ8PDwi/5sI0aMYNiwYWzfvp2GDRvSu3dvcnNzC3V+vv76aw4dOsS6det48803eeGFF+jevTuVKlXixx9/ZODAgQwcOJDExMQCr3vqqacYOnQo27Zto127dtxyyy0cP34cgKSkJK6//npatGjBli1bWLlyJUeOHOHuu+8ucIw5c+bg4+PD999/z3vvvXdReZ9++mk+/vhj5syZw08//UT9+vXp0qULJ06cOOfcvPHGG2zZsgUfHx8eeuihiz4n+/btY9myZXz22Wd89tlnfPvtt7zyyisX/fozXnrpJR544AG2b9/O5Zdfzr333sujjz7K8OHD2bJlCwCPP/54gdfEx8fzwQcf8Omnn7Jy5Uq2b9/OoEGD8h+fPn06I0aMYOzYsezevZtx48YxcuRI5syZU+A4zzzzDIMHD2b37t106dKl0NlFipUpIv8oOTnZBMwdO3aY+/fvNwFz27ZtBZ4TERFhjh07tsC+1q1bm//9739N0zTzXzdjxoz8xxctWmQC5po1a/L3jR8/3mzUqFH+dt++fc1bb73VNE3TdDgcpr+/vzl9+vRCf4bzvf/OnTtNwNy9e7dpmqY5evRos3nz5gVeN3HiRLN27doF8tSuXdt0Op35+xo1amS2b98+fzs3N9cMCgoyFy1aVOC9X3nllfzn5OTkmDVr1jQnTJhgmqZpjhw50uzcuXOB905MTDQBc8+ePaZpmub1119vtmjR4l8/69nnLC0tzfT19TUXLFiQ/3h2drYZERFhvvrqq6ZpmuY333xjAuZXX32V/5zPP//cBMyMjIx/fb/Ro0eb5cqVMx0OR/6+p556ymzTpk3+du3atc2JEycWeF3z5s3N0aNH528D5vPPP5+/vXHjRhMwZ86cmb9v0aJFZkBAQIH3ttvtZmJiYv6+L774wrTZbGZSUpJpmqYZGRlpLly4sMB7v/TSS2bbtm1N0/z/fz6TJk36188qUlp05UTkb/bt28e9997LZZddRnBwcP5QTkJCwnmf73A4OHToENdcc02B/ddccw27d+8usO+KK67I/+8zVzyaNWtWYF9ycvJ532f37t1kZWXRqVOnwn+o87x/9erVAS74fhfStGlTbLb//09HeHh4gc9gt9upXLnyOcdt27Zt/n/7+PjQqlWr/POzdetWvvnmG8qXL5//c/nllwMUGMZo1apVobLu27ePnJycAn82vr6+XHXVVf/4Z1PYc1OnTh0qVKhQ4PWFPa9/z3Chvx+ZmZk4HI78fbVq1aJmzZr5223btsXlcrFnzx6OHj1KYmIi/fv3L3BuX3755XOGhwp7bkVKkibEivxNjx49iIyMZPr06UREROByuYiKiiI7O/sfX2cYRoFt0zTP2Xf2JMMzj/19n8vlOu/xAwMDC/U5zud873/m/Ww22zl3ueTk5PzjMc4c53z7LvQ5/v68Mxl69OjBhAkTznnOmaIAEBQU9K/HPNuZz3OpfzYX8xn+/tozrz/7tZdybi/09+Pfcp15ztkZpk+fTps2bQo8z263F9gu7LkVKUm6ciJyluPHj7N7926ef/55OnXqROPGjTl58mT+42fuDnE6nfn7goODiYiI4LvvvitwrA0bNtC4ceNiy9agQQMCAwNZs2ZNsR3zbFWqVOHw4cMFfokW59okP/zwQ/5/5+bmsnXr1vyrIy1btmTnzp3UqVOH+vXrF/gpyi/N+vXr4+fnV+DPJicnhy1bthTrn82/qVKlCklJSfnbDoeD/fv3F8uxExISOHToUP72xo0bsdlsNGzYkPDwcGrUqMEff/xxznk9c0VQxB3pyonIWSpVqkTlypWZNm0a1atXJyEhgWeffTb/8apVqxIYGMjKlSupWbMmAQEBhISE8NRTTzF69Gjq1atHixYtmD17Ntu3b2fBggXFli0gIIBnnnmGp59+Gj8/P6655hqOHj3Kzp076d+/f5GP36FDB44ePcqrr77KnXfeycqVK/niiy8IDg4uhvQQGxtLgwYNaNy4MRMnTuTkyZP5k04HDRrE9OnT6d27N0899RRhYWHEx8fz/vvvM3369HP+X/7FCgoK4rHHHsu/k6hWrVq8+uqrnD59uljO2cW64YYbiIuLo0ePHlSqVImRI0de8mf6u4CAAPr27cvrr7+Ow+Fg8ODB3H333VSrVg3Iu5to8ODBBAcH07VrV7KystiyZQsnT54kJiamWDKIFDddORE5i81m4/3332fr1q1ERUXx5JNP8tprr+U/7uPjw9tvv817771HREQEt956KwCDBw9m6NChDB06lGbNmrFy5Uo++eQTGjRoUKz5Ro4cydChQxk1ahSNGzemV69elzS34XwaN27MlClTiI2NpXnz5mzatIlhw4YVy7EBXnnlFSZMmEDz5s1Zv349y5cvJywsDICIiAi+//57nE4nXbp0ISoqiieeeIKQkJAC81vOp1+/fvm3dF/ofe+44w769OlDy5YtiY+PZ9WqVVSqVKnYPtu/GT58ONdddx3du3enW7du9OzZk3r16hXLsevXr8/tt99Ot27d6Ny5M1FRUQVuFR4wYAAzZswgLi6OZs2acf311xMXF6crJ+LWDPPvA6EiIh6kQ4cOdOjQocCaISLi2VRORMRjnTp1iiZNmrB7927Kly9vdRwRKSYa1hHxAuPGjStwq+jZP127drU6XompUKECiYmJJVpMmjZtesFzW5xzikTk/9OVExEvcOLEiXNWPD0jMDCQGjVqlHIi7/Hnn3+e97ZfyFt35Oz1TUSkeKiciIiIiFvRsI6IiIi4FZUTERERcSsqJyIiIuJWVE5ERETEraiciIiIiFtRORERERG3onIiIiIibkXlRERERNzK/wMkSvPBRmhxCQAAAABJRU5ErkJggg==", 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", 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", 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", 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" ] @@ -667,14 +668,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_373396/3826348831.py:5: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "/tmp/ipykernel_2142677/3826348831.py:5: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " plt.legend()\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -683,7 +684,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -722,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -750,7 +751,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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", "text/plain": [ "
" ] @@ -835,18 +836,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_373396/2625515403.py:1: RuntimeWarning: invalid value encountered in divide\n", + "/tmp/ipykernel_2142677/2625515403.py:1: RuntimeWarning: invalid value encountered in divide\n", " plt.plot((recomb_coeff_ctardis_iter1[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter1\")\n", - "/tmp/ipykernel_373396/2625515403.py:2: RuntimeWarning: invalid value encountered in divide\n", + "/tmp/ipykernel_2142677/2625515403.py:2: RuntimeWarning: invalid value encountered in divide\n", " plt.plot((recomb_coeff_ctardis_iter2[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter2\")\n", - "/tmp/ipykernel_373396/2625515403.py:3: RuntimeWarning: invalid value encountered in divide\n", + "/tmp/ipykernel_2142677/2625515403.py:3: RuntimeWarning: invalid value encountered in divide\n", " plt.plot((recomb_coeff_ctardis_iter3[\"0\"].values - recomb_coeff_comparison[0].values)/recomb_coeff_comparison[0].values * 100, label=\"ctardis iter3\")\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 29, @@ -855,7 +856,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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mvaajy4mBhoiIlEKIToOCOctJ8Ux6rWfHbQYaIiJSDGsTIJzyz+xyUr44nQZNnhYaDgomIiKFcHc3qXWA1hDSoviKgWYATHpNpxYaDgomIiKFiLABwQADzYCY9FpYXC00du64TUREShFhA4IBBQWaUKwUHKfrGBTcbmkM2nWJiIgCii00oROKlYLVKgk2dSwAwNHKFhoiIlKICJvhBCgo0ISKXRsHAHCyy4mIiJSCXU7Rx+EKNILTtomISCnY5RSFYuRAw2nbRESkGGyhiUK6eACAysYWGiIiUgi20EQflcEEANDY2UJDREQKwRaa6KM2yCPAtXZLiEtCRETkJ5zlFH20RrnLSeO0Ao72EJeGiIjID9jlNHCVlZWYP38+JkyYgMmTJ+Ott94KdZEuSmfolF4504mIiJQgArucNKEuwIU0Gg3Wrl2LKVOmoLa2FtOmTcNVV12F2NjYUBetW7FGPdqEFnqpXQ40xuRQF4mIiKj/hIjIFpqwCzTp6elIT08HAKSmpiI5ORn19fVhG2hMei2aYIAe7WyhISKiyNfeAjhdQygiqIWmz11O27ZtwzXXXIOMjAxIkoR33323yzHr1q3DiBEjoNfrkZeXh+3bt/ercHv27IHT6URWVla/fj8YvHfcZqAhIqII526dUWmAmPBsTOhOnwONxWJBbm4unn/++W5f37hxI+6//348/PDDKCkpwZw5c5Cfn4+KigrPMXl5ecjJyelyq6qq8hxTV1eHH/3oR1i/fn0/3lbwmPRazwaVsHHqNhERRbjOM5wkKbRl6YM+dznl5+cjPz+/x9efffZZ3HHHHbjzzjsBAGvXrsWWLVvwwgsvoLCwEABQXFx80WtYrVbccMMNWLVqFWbPnt3XIgaVSd+x4zas3M+JiIgiXAQOCAb8PMvJZrOhuLgYCxcu9Hp+4cKF2LFjh0/nEELg9ttvx7e+9S0sWbKk1+OtVivMZrPXLZhMeg2a2OVERERKEYEDggE/B5pz587B4XAgLS3N6/m0tDTU1NT4dI7PP/8cGzduxLvvvospU6ZgypQpOHDgQI/HFxYWIiEhwXML9nibzl1Ojla20BARUYSL0BaagMxyki7ocxNCdHmuJ1dccQWcTqfP11q1ahVWrlzpeWw2m4MaajoPCm5vaYQ6aFcmIiIKgAhtofFroElJSYFare7SGlNbW9ul1cZfdDoddDodioqKUFRUBIfDEZDr9ESrVqFVZQQAtLeYoQ/q1YmIiPwsQlto/NrlFBMTg7y8PGzdutXr+a1btwZ8cG9BQQFKS0uxe/fugF6nO3aNPK3Nzi4nIiKKdBG4jxPQjxaa5uZmlJWVeR6Xl5dj7969SE5ORnZ2NlauXIklS5Zg+vTpmDVrFtavX4+KigosW7bMrwUPJw5NHGADnG0MNEREFOGipctpz549WLBggeexe/zK0qVLsWHDBtx6662oq6vD448/jurqauTk5GDTpk0YNmyY/0rdjVB1OQGAI0YONIKznIiIKNJFaJdTnwPN/PnzIYS46DHLly/H8uXL+12o/igoKEBBQQHMZjMSEoLcTKYzAc2AxEBDRESRLkJbaMJut+2IpIsHAKjauVIwERFFuAhtoVFMoCkqKsKECRMwY8aMoF9bpTcBADQMNEREFOnYQhNaoZzlpDbILTQauyXo1yYiIvKrCJ3lpJhAE0pag/xH1zksQC/ji4iIiMKW3QrYW+Wf2eUUGqHscoqJlQONCk6gvSXo1yciIvILd3cTJM/40EihmEATyi4nY2w8nMK1tYOV42iIiChCeQYEJwCqyIoIkVXaMGUydGxQyR23iYgoYkXogGCAgcYv5B23Xbs4WblaMBERRagInbINKCjQhHIMTVynHbfZQkNERBErQmc4AQoKNKEcQ2PSa9jlREREkY9dTtHN1KmFxslAQ0REkYpdTtEtXq9Fk6uFxmZpDHFpiIiI+oktNNFNp1GhVWKgISKiCMcWmugmSRKsqlgAQHsrAw0REUUottCEXihnOQFAuyYOAOBgoCEiokjFWU6hF8pZTgDg0MqBxtnGlYKJiChCscuJnDFyoBGc5URERJGKXU4EnQkAIHGlYCIiilRsoSF3oFG1s8uJiIgikKMdsLm+wwxJoS1LPzDQ+IlKLwcaDQMNERFForZOk1p08aErRz8pJtCEepaTxiCPCNfaW0JyfSIiogFxB5oYE6DWhLYs/aCYQBPqWU5aoxxoYhyWkFyfiIhoQCJ4QDCgoEATarpYOdDoRBvgsIe4NERERH3Udl6+j8ABwQADjd/oYzstQmTj1G0iIoowbKEhADDGGmEVWvkB16IhIqJI45myHXmrBAMMNH4Tr9d4dtxmoCEioojDFhoCAJNei2bhDjScuk1ERBHGs49TYkiL0V8MNH5i0mtggR4AILhaMBERRZoIXiUYYKDxG5Nei2ZXl1O7hTtuExFRhGGXEwFAbIza0+XUZmkIbWGIiIj6ii004SHUKwVLkoQ2dSwAwNbCFhoiIoowbKEJD6FeKRgAbK5A097CWU5ERBRh2EJDbnaNHGgcrWyhISKiCOOZ5cR1aKKeXRsHAHC2sYWGiIgiiNMJtLlm6LLLiUSMSf6B07aJiCiSWBsBCPlndjmRM0ZuoZG4lxMREUUS94BgrRHQxIS0KP3FQONHki4eAKCyWUJcEiIioj6I8AHBAAONX6kNcpeTxs6tD4iIKIJE+JRtgIHGrzQGuYVGa2cLDRERRZAIn+EEhGGgaWpqwowZMzBlyhRMmjQJL730UqiL5DOtUf4g6BwMNEREFEEU0OWkCXUBLmQ0GvHpp5/CaDSipaUFOTk5uPHGGzFo0KBQF61XuthEAIDeaQGEACQptAUiIiLyBbuc/E+tVsNoNAIA2tra4HA4IIQIcal8o4uVW2jUcAL2thCXhoiIyEcKaKHpc6DZtm0brrnmGmRkZECSJLz77rtdjlm3bh1GjBgBvV6PvLw8bN++vU/XaGhoQG5uLjIzM/HQQw8hJSWlr8UMCWNcPJzC1Spj5dRtIiKKENHYQmOxWJCbm4vnn3++29c3btyI+++/Hw8//DBKSkowZ84c5Ofno6KiwnNMXl4ecnJyutyqqqoAAImJidi3bx/Ky8vx2muv4cyZM/18e8FlMuhggV5+wEBDRESRQgGDgvs8hiY/Px/5+fk9vv7ss8/ijjvuwJ133gkAWLt2LbZs2YIXXngBhYWFAIDi4mKfrpWWlobJkydj27Zt+N73vtftMVarFVar1fPYbA7dKr0mvQbNMMCEVq4WTEREkSMau5wuxmazobi4GAsXLvR6fuHChdixY4dP5zhz5ownlJjNZmzbtg1jx47t8fjCwkIkJCR4bllZWf1/AwMUr9eiWRgAAO0tDDRERBQhorHL6WLOnTsHh8OBtLQ0r+fT0tJQU1Pj0zlOnTqFuXPnIjc3F1dccQXuueceTJ48ucfjV61ahcbGRs+tsrJyQO9hIGJ1ajRDDjRtFu64TUREEUIBLTQBmbYtXTBdWQjR5bme5OXlYe/evT5fS6fTQafT9aV4AaNRq9AiyTO0rM0NMIW4PERERD5hC423lJQUqNXqLq0xtbW1XVpt/K2oqAgTJkzAjBkzAnqd3thUcguNrYUtNEREFAGE6DQoODGkRRkIvwaamJgY5OXlYevWrV7Pb926FbNnz/bnpbooKChAaWkpdu/eHdDr9MaqkXfcbmegISKiSGBrBoRD/jmaZjk1NzejrKzM87i8vBx79+5FcnIysrOzsXLlSixZsgTTp0/HrFmzsH79elRUVGDZsmV+LXi4smtigXbA0cpBwUREFAHc3U3qGEBrCGlRBqLPgWbPnj1YsGCB5/HKlSsBAEuXLsWGDRtw6623oq6uDo8//jiqq6uRk5ODTZs2YdiwYf4rdTeKiopQVFQEh8MR0Ov0xqE1Aa2As43r0BARUQToPCA4grfs6XOgmT9/fq9bESxfvhzLly/vd6H6o6CgAAUFBTCbzUhICF2TmTNG7nLiOjRERBQRFDAgGAjDvZwinivQSLbmEBeEiIjIBwqYsg0oKNCEyywnSS9P1la3M9AQEVEEYAtNeAmXWU4q1whxDQMNERFFAgXs4wQoKNCEC40xXr63W0JcEiIiIh+wyym8hEuXk8YgJ1ydk4GGiIgiALucwku4dDnpYuVAo3e2hLQcREREPmELDXXHECcHGoNoA5yhXROHiIioV2yhoe4YTUkdD6xcXI+IiMIcW2jCS7iMoYmLjYVVuNYr5Fo0REQU7jjLKbyEyxgak16DZsh7YXA/JyIiCnvscqLuxOk1sAg9AKC1uSG0hSEiIroYIdjlRN3TadSwSEYAQGvz+RCXhoiI6CLaWwGHTf6ZLTR0oVZXoLE2N4a4JERERBfhbp2R1J69CCMVA00AWNWxAABbC8fQEBFRGOs8fkaSQlmSAVNMoAmXWU4AYNPIgcbewhYaIiIKYwqZ4QQoKNCEyywnALC7WmgcbWyhISKiMKaQAcGAggJNOHFo5X5IJwMNERGFM4VM2QYYaALCGWOSf+BKwUREFM7YQkMXpZNbaCSuFExEROGMLTR0MZI+HgCgbmegISKiMMYWmvATTrOc1Hq5y0nDQENEROGMs5zCTzjNctIY5A9GjN0S4pIQERFdBLuc6GK0sXKg0TkZaIiIKIyxy4kuRucKNHpnS4hLQkREdBFsoaGL0cclAgAMolXeyZSIiCgcsYWGLsboCjRa2AG7NbSFISIi6glbaOhiYk0do8WFlasFExFRGLJbAXur/DNnOVF3TEYdmoUeANDa1BDawhAREXXHPWUbEqBjoKFuGLRqNMMAAGhhoCEionDk7m7SxwOqyI8Dkf8OXMJpYT1JktAiGQEAbZaG0BaGiIioOwoaEAwoKNCE08J6ANCmklto2pobezmSiIgoBBQ0IBhQUKAJN1ZVLACgvYWBhoiIwhBbaMgXNrUcaOytDDRERBSGFLSPE8BAEzB2bRwAwNHKadtERBSG2OVEvnC4Ao2zrSnEJSEiIuoGu5zIFyLGJP9gZaAhIqIwxBYa8olObqFR2ZpDXBAiIqJusIWGfCHp4gEAqna20BARURhiCw35QmWQA43WbglxSYiIiLrBWU7B0dLSgmHDhuGBBx4IdVH6RcNAQ0RE4czT5ZQU0mL4S9gGmieffBIzZ84MdTH6TRcrJ16dk4GGiIjCELucAu/48eM4cuQIrrrqqlAXpd/cgUbvbAlxSYiIiC7gsAM21xjPaB0UvG3bNlxzzTXIyMiAJEl49913uxyzbt06jBgxAnq9Hnl5edi+fXufrvHAAw+gsLCwr0ULK/q4RACAUTDQEBFRmGnrtIp9tI6hsVgsyM3NxfPPP9/t6xs3bsT999+Phx9+GCUlJZgzZw7y8/NRUVHhOSYvLw85OTldblVVVfjnP/+JMWPGYMyYMf1/V2HAYEoEAMSiDXA6Q1sYIiKiztzjZ2JMgFoT0qL4S5/fRX5+PvLz83t8/dlnn8Udd9yBO++8EwCwdu1abNmyBS+88IKn1aW4uLjH3//iiy/wxhtv4K233kJzczPa29sRHx+PX//6190eb7VaYbVaPY/N5vDYaiA2vmOQVVtLI/Rxyhh0RURECuAZEKyM1hnAz2NobDYbiouLsXDhQq/nFy5ciB07dvh0jsLCQlRWVuLkyZP43e9+h7vuuqvHMOM+PiEhwXPLysoa0HvwlzhDLGxCDQCwmBtCWxgiIqLOFDYgGPBzoDl37hwcDgfS0tK8nk9LS0NNTY0/L+WxatUqNDY2em6VlZUBuU5fqdQqtMAAAGhpOh/i0hAREXWisFWCgX50OflCkiSvx0KILs/54vbbb+/1GJ1OB51O1+dzB0OLZEQimtHW3BDqohAREXVgC83FpaSkQK1Wd2mNqa2t7dJq429FRUWYMGECZsyYEdDr9EWryggAsFkaezmSiIgoiBTYQuPXQBMTE4O8vDxs3brV6/mtW7di9uzZ/rxUFwUFBSgtLcXu3bsDep2+sKpjAQC2FgYaIiIKIwpsoelzl1NzczPKyso8j8vLy7F3714kJycjOzsbK1euxJIlSzB9+nTMmjUL69evR0VFBZYtW+bXgl+oqKgIRUVFcDgcAb1OX7RrYoF2oL01PGZeERERAVDcPk5APwLNnj17sGDBAs/jlStXAgCWLl2KDRs24NZbb0VdXR0ef/xxVFdXIycnB5s2bcKwYcP8V+puFBQUoKCgAGazGQkJ4fEHsmvkFhonAw0REYUTBXY59TnQzJ8/H0KIix6zfPlyLF++vN+FUgqHNg4A4GxjoCEiojCiwC6nsNzLSSlEjAkAIFmbQlwSIiKiThTYQqOYQBOOs5ygcwUaG3fcJiKiMMIWmvAVjrOcJH08AEDdzhYaIiIKI55BwYkhLYY/KSbQhCO1Xm6h0djZQkNERGHC6VTkLCfFBJpw7HLSGOUPSoyjOcQlISIicrGaAbgm97DLKfyEY5dTjCvQ6BwtIS4JERGRi3tAsMYAaMJz66D+UEygCUcxsXKg0TsZaIiIKEwocEAwwEATUMa4JPleMNAQEVGYUOCUbSBAu22HQjhufWAwyS00sWhFu8MJrZr5kYiIgsRuBZpqXLfqjltVify6wlpoFBNownHrg9h4uYVGJ9lxvtmCpARTiEtEREQRz2EHLLWAuVNI8QourvvW+oufJ2lEcMobJIoJNOFIa4j3/GxpOs9AQ0REF9dmlsOIueqC+07hpfkMIJy+nU+tA0xDAFO69338UGDslYF9L0HGQBNIKjVaoIcRbWhpbgCQHeoSERFRKDidQEsdYD4thxTPfRXQVNURWGw+LvMhqbsPKhfeG5IASQrsewsTDDQB1iIZYBRtaGtuDHVRiIgoEBx2udWkqbr7wGI+LXcDOWy+nU+XAMSny6EkPsN1nw6YMjqejx0MqNSBfV8RRjGBJhwHBQOAVWUEHOdhtTDQEBFFHKdTHq/SeBown3Ldu27un5uqfewCkoC4NDmkuG+mdLn7p3NgiYkN+NtSIsUEmnAcFAwAVlUs4ADaLQ2hLgoREXUmBNB6HmisBBpPdR9azNWAs733c6k0HS0q8RlySPE8HuoKL0MAtTbw7ytKKSbQhCubJhZoB+yt5lAXhYgoutitrpaUU51uld6P231YJ0xSAXFDgIShcjhJyHTdDwXiM+WwEpfKLqAQY6AJMLsmDgDgbGOgISLym86tKw2V3vfusGKp9e1csak9h5WEoXKYUfPrMtzxLxRgjhh3oGkKcUmIiCKIe+xKQyXQWNE1tDRU+DYjSGOQQ4rnluX9OH4ooNUH/v1QwDHQBJhwBRpYGWiIiDzcgeX8N3I4afjGdXOHl1OAw9r7eYwpQGI2kJjlCitZ3uHFmBw105ajHQNNoOnkxfRUvq4tQESkBEIAlnPeQcUrvFT2HlgklTzzxx1WvO6z5dASYwzO+6Gwp5hAE67TtlV6ebVgdTtbaIhIYazNcjg5f1IOK+dPyjd3gOltwK2kksepJGYDScNcLS2uW0KWPNiWs4LIR4oJNOE6bVvt2v5Aa7eEuCRERH3kdMizhNxBpXNoOX8SaDnXywkkOZQkZgOJnQKLO7zED2VgIb9RTKAJV1qDHK60DgYaIgpDNoscTurLgfPl3veNlYDTfvHfNyQBScPlwJI03HUbJj9OyAQ0usC/ByIw0ASc1igHGh0DDRGFghBAS33XsFL/tfxz85mL/746xtWqMrz74KIPnxZxim4MNAGmi5W7nAxOHxZvIiLqD/cA3PoTQN0J+b7+a9etHLD2sg6WPhFIHgEkjZDvky9xBZYR8mq3KlUw3gXRgDDQBJjBlAQAMKIVTqeASsXpg0TUD0LIuzXXucNK5/DiQ2gxpbuCygggeXhHeEkaIU9tJopwDDQBZjQlAgDi0Ipmmx3xeg6AI6KLsDYBdWXAuTL5vq7MFV6+BqwX2+RWksesJF8i3waN7Pg5cRinN5PiMdAEmC42EQAQizbUtNoYaIgIcLTLM4bqyoC6494Bprnm4r8bnym3rAwaCSSP7AguSSO44i1FNQaaQHMvrCcJNDeZgSRuC08UFdxdROeOuW7H5S6iuuPyrKKLzR6KHQwMGi2HlUGjOsJL8ghAawjaWyCKJIoJNOG6sB40etihggZOtDadB5Ae6hIRkT85HfJCcueOA2ePdoSXc0flzRN7ojHIYSVllCu0jO4IL4bEoBWfSCkUE2jCdWE9SBJaJSNMohltzQ2hLg0R9ZetRW5dOXdcDi1nj7paXcousoS/JC/TnzJGDiydwwtnDxH5lWICTThrU8XC5GiG1dIQ6qIQUW+szXLrytmjQO1h+f7sYXkp/55o9K7WljGu22hg8Fi5m4iDcYmCgoEmCKxqI+AA2lu5nxNR2LA2ucLKEflWe0R+3HiR4GIc1Cm0uG6Dx8j7DqnUwSs7EXXBQBME7eo4AIC99WJTLokoIGwtrsBS6mpxcYUX86mefyc2FUgdBwy+4BY7KHjlJqI+YaAJArs2FmgFHK29LHxFRP3nsMsLztUeAs6UugJMqbzoHET3vxOX1hFWOgcYLjRHFHEYaILAqZVbaEQbu5yIBkwIwFwlh5Uzh+RWl9pDwNljPQ/ONaYAaROA1AmdWlzGMrgQKQgDTRA4Y+S1aCQbAw1Rn7S3yoHlzEGg5iBQc0AOL209dN9qjUDqeDm4pE5whZiJQNzg4JabiIKOgSYIJL070DSHuCREYUoIedfnmoPAmQMd4aXuOCCcXY+X1PJMIq/gMkFe4p9ToYmiEgNNEEh6ecdtdTsDDREc7fI6Lp3Dy5mDgOVs98cbBwFpOcCQSa77HHl2kUYX3HITUVgLy0Cj0WiQk5MDAJg+fTpefvnlEJdoYDSuFhqtnYGGokx7mzzWpXpfx+3Moe7HukgqeS0Xd2gZMln+2TQEkLhLPZG/tDucONtkhVMIZCYpZ52ksAw0iYmJ2Lt3b6iL4TfuDSpVtia0O5zQqtkkTgpks8itLZ3Dy9nD3e9ZFGOSQ4s7vKRNkse+cBE6on5zOAXqLFbUmq04Y27DGc99m+dxbVMb6iw2CAFcNWkI1t2WF+pi+01YBhqlSU+VByTqnS34rOwcFoxNDXGJiAaordE7uFTvk7cB6G56tCEZyJgit7ik58q3pBEc60LkIyEEmqx2nGlsQ425DTWNckCpcYcU1/3ZZisczh6WKLiARiXB7vDt2EjR50Czbds2PPPMMyguLkZ1dTXeeecdXH/99V7HrFu3Ds888wyqq6sxceJErF27FnPmzPH5GmazGXl5eTAYDHjyyScxb968vhYzrKgN8t5SsWjDm/uqGWgosrS3AtX7gaqvgNNfyfd1Zd0fa0rvCC3uW/xQdhkR9cDd/VNjbusILJ1+dreytNh823hZJQEpcTqkxeuRFq9DarweaSb557R4PVJd98nGGKhUyvrvss+BxmKxIDc3F//1X/+Fm266qcvrGzduxP33349169bh8ssvx4svvoj8/HyUlpYiOzsbAJCXlwertWsf+gcffICMjAycPHkSGRkZOHjwIK6++mocOHAA8fHx/Xh7YcKYBADIlmqx/dBJtLXnQK/lMukUhhzt8pgXd3A5XSI/Ft38zzQhG8hwB5cpcguMKS3oRSYKV23tDpwxt6G6UW5VcbeuVDe2uu7bcLbZCuFjQ0mCQYshrlAyJF6PIQl6V3DpCCyDYmOgidJhDZIQvlZlN78sSV1aaGbOnIlp06bhhRde8Dw3fvx4XH/99SgsLOzzNfLz8/HEE09g+vTp3b5utVq9wpHZbEZWVhYaGxvDJwQ5HRDPz4BUfwJPtN+GmT/8NRZOHBLqUlG0czrllpbOLS81BwB7W9djY1OBodOAjGmu+6lAbErwy0wUJlptDlQ3tqK6sQ1VDa0XBBb553qLzadzaVSSJ5S4Q0rnwDLEFVoMMcr+h7DZbEZCQkK/v7/9OobGZrOhuLgYv/zlL72eX7hwIXbs2OHTOc6fPw+j0QidTodTp06htLQUl1xySY/HFxYW4rHHHhtQuQNOpYZ0xf3Ae/fiLs0mPL13KQMNBV9LvRxcTu0CTu0GThUD1m4WqNMlyGNeOgcYdhtRFLHaHZ5gUt3YiqoG+b66oQ1VrucaWtp9Opdeq0J6ggFD4vVIT5BDinwvP5eWoENKrE5x3T+h4NdAc+7cOTgcDqSleTc7p6WloaamxqdzHD58GHfffTdUKhUkScIf/vAHJCf3vDz5qlWrsHLlSs9jdwtN2Jn8fdg+fBJDWmoQe/TvaLVNV3zaphBy2OUZRqd2A6f2AJW75EXqLqQxAOmTO7W8TAOSL+GAXVIsp1PgXLMVpxvkoFLV0Or6udUTYM41+9ayEhujRnqiAemdQopXaInXI8GghcR/DARFQGY5XfjHE0L4/AedPXs2Dhw44PO1dDoddLoIWGBLEwPtFfcCHzyMH+Of+PjIfbhqcmaoS0VK0XzWFV5ct9NfAe2WrsclXwJkXgpkTgcyZwBpEwG1NvjlJQoQi9XuCSnu7iB3YHG3tLT7MLtHp1EhwxNWDMhIlO/TE/We5+L1GoaVMOLXQJOSkgK1Wt2lNaa2trZLq42/FRUVoaioCA6HbyPBQ0HKux2t/1mDEfYz+OjzN4DJD4S6SBSJnE7g3FGgYidQ8QVQ+SVw/mTX42JMcqtL5gwg61Jg6HQgdlDQi0vkL0II1FtsON3QitPn5aByynXvftzY2ntXkFolYUi8HhmJemQkGuRbQkdgyUgwINHIlpVI49dAExMTg7y8PGzduhU33HCD5/mtW7fiuuuu8+eluigoKEBBQYFnUFFY0sXBnHsnDMXP4vKav6C57T7E6fmvY+qF3QpUlXQEmIovgLaGrseljAWyZsgBJnOGvKO0it2aFDkcToHapjavsNIRWFpQ1dCG1vbe/9Ear9cgI9GAoe6wkii3sLgfp5p0UTsTSMn6HGiam5tRVtaxBkV5eTn27t2L5ORkZGdnY+XKlViyZAmmT5+OWbNmYf369aioqMCyZcv8WvALRUILDQCkfvtetBSvw3jpG+z89O+YtegHoS4ShZvW8/KYF3eAOf1V160CtEZgaB6QPQvInim3vhgSQ1JcIl85nQJnm604db4Fp863orK+xRNaKs+3oKrBt+6gVJMOQ5PkwDI0yYDMJCMyOwUXE/+hGJX6PG37k08+wYIFC7o8v3TpUmzYsAGAvLDe008/jerqauTk5OC5557D3Llz/VLg3gx02lcw7H5xOWZUv4pjuhyMWfV5qItDodZ4CvhmR0eAqS3tekzsYCD7MleAuUxe84VjXyjMCCFQZ7Ghsr4FledbvYLL6fOtONXQCpu9m93TO9GoJKS7WlOGJhrlwOIKLkMT5S4hnYYtj0o00O/vAa1DE44iIdCUnTiOrL9cBp1kR/Nt7yNutO+rKJMCNFQCJz9z3bYDDd90PWbQqE4BZpY8mJf9+RQGWm0OVJ5vQUVdi3xf34LK+lZXiGnpdUVblQSkJxiQlexqWUkyIMt1n5lsxJB4PdScwhyVwmodmlCKlC4nABg1cjTej/k2FrdvQdPWNQw0StdQAZz8vOcAI6nl1XaHzZZDTNZlQNzg0JSVop7TKVBjbsM3dS2ekCKHlhZU1LfiXHM3O6V3IknAkHh9R0hxBRV3cBmSoOcGvRQQbKEJkQ3/9zGW7LkBakkAd2+X1wIhZWiouKAFpsL7dUktzz4adjkwfI48BkZnCk1ZKSpZ7Q5U1reiot6Cb+pa8E2dHFq+qbOg8nzv3UImvQbZyUZkJxuR5b4lGZCdLHcRsUuI+oMtNBFqzmUz8K9dl+Fa9U7YPv09Yr7/51AXifrLXAV8/akcXi4WYIZfId+yGGAo8Jra2j1h5Zt6Cyo6BZeqxtaL7h+kUUkY6gooWa7gkp1sRFaSfJ9g5PgtCj8MNCEycnAcfpf4Q1zbtBOaI+8BdSeAQSNDXSzyRVuj3IX09Sfy7dxR79dVGnnF3eGXuwLMZYAuLhQlJYVzh5aTdRacPGdB+Tm5leVknaXX1W6NMWpkJxsxbJARwwbFyvfJ8n16gp7TminiKCbQRNIYGrdJebPx0UdT8W11CfD5H4Br/yfURaLu2G3y6rvuAHO62Hv3aUklb9Y4Yq7chZQ1kwGG/GYgoWVQbIwnsHSEFyOyk2OREhfDheNIUTiGJoQq6lrws9/9L97WPQahjoF03z4gPiPUxSKnU5467Q4w33wOtLd4HzNoFHDJfPk2/ArAkBT8cpJi2OxOVNS3oPycBeXnmvH1WQu+PmdB+TkLzjZdfBBuSlwMhg2KxfBBsRg+yIjhKbEYkRKL7EFGxHM9FoogHEMTwbIHGWEfeim+rB2HmTgC7CwCFj0Z6mJFJ3M1cOIj4MTHQPmngOWs9+uxgzsCzIh5QGIYboBKYU0IefZQuSusfH1WDi/l5+SBuA5nz/+2HBQbg+Ep3qFl+KBYDEthaCFyY6AJscWTM7Bu83WYGXME2PMKMOfngLHn3cXJT+w2oPILoOxDoOwj4MxB79e1sfIYGHeISZ3AdWDIJ23tDnx91oITZ5tdNwtO1MrB5WLL9htj1BiREotLBsfJ9ymxuGRwLIanxDK0EPlAMYEmEsfQAMDVk9Px5KbJOOgcjpz2k8Cu9cD8X4a6WMpUX94RYMq3XbAbtSRvJTDyW8DIBfJWApqYkBWVwpt7RdyyWldoqe0IMKcbep5BpFZJyE424hJXt9CIwbG4JCUOlwyORapJxzEtRAPAMTRh4OYXdiCt8t8oivkfeSzG/Qc5qNQfbC3yWjBlH8q3+hPer8emAqO+A4z6NnDJAu5ETV04nAKnzrfg+JlmlJ1txonajlaXi+3qnGjUYtTgOIwcHIeRqR2hJSvZyEXliHrAMTQKsHhyOh7/5lKcVmdgaGsVULwBmH1PqIsVeYQAzh7tCDDf7PDe1FGlkadQj/q2HGTScgAVv1wIsDvkQbnHa5tx/EyT614OL9YeFpmTJCAryYiRg2NdwUUOMKNS45Acy9Y9omBjoAkDV01Kx2Pvl+IPbVfjae1LwM7ngUvvAjS6UBct/LW3yq0wx7YAx7d0XdQuIcvVCvMdeVq1PjJa7SgwbHYnvqmzeALL8domlNXKs4psju6Di06j8gSVUakdrS7DB8VCr+WKuEThgoEmDKTG6zFzRDLe+XoOfh33T8Q1VQP73gDyloa6aOGpoRI4/oF8+/pTwN7a8ZpaJw/mHfVdOcSkjOZg3ijkcApU1rfgSE0Tjp1pwtEzTThW04TycxbYe5hNZNCqMSo1DqNT4zA6zeS6j0NmkpGbJRJFAMUEmkgdFOy2eHIGvvi6Hq+rr8VdeBn4fC0w9f8BKv4LEA47cGqXqxVmK1B7yPt1UwYwZiEwehFwyTwgJjY05aSgc0+FPuoOLjXNOHamCcdrm9DW3n2LS5xO0ym4xGF0qgmjUuMwNNEAFYMLUcTioOAwUddsxaWrP4LO2YoDiT+Huu08cPOfgJybQl200LDUyeNgjm+RZyW1NXS8JqmAzBnA6IXAmEXyWBi2wiheY2s7jlSbcfRMU6cA0wRzm73b43UaFUanxWFMmgnjhpgwJk2+pSfoOZuIKAxxULBCDIrTYfbIQdh+/Bx2p96CyypeBLY/B0y8MTq+rIUAag7IAebYB8DpPYDo9C9sQ5LchTR6oXzPtXoUy+EUOFlnwZHqJhyuNuNIjRmHq5twuqG12+PVKgkjUmIxdogJY12hZewQE7KT2VVEFE0YaMLINZMzsP34Ofzu/Dz8PeZV4MwBuZVi9HdDXbTAsFnkMTDHXV1J5tPer6fldLTCDJ0OqPlxVZrGlnZXYDHjSI0cYI6e6bm7aGiiAeOGyIFlrKvV5ZLBsdBp2DVLFO34DRFGFk0cgoffPYA9ZwXOz7wNSfteBLY/q6xAc/6k3AJzbLM8O6nztGqNQR4DM2aRHGQSMkNWTPIvh1PgmzoLDrtaXdwBpqdWF71WhbFD4jF+iAnj0+MxbogJ49LjkWDgirlE1D0GmjCSYNRizujB+M+RWrypvQ53q18BKnYA3+wEhs0KdfH6x9EOVH4pB5hjHwDnjnq/npgtD+Yds0je5FFrCE05yW+a2to9rS3yTR7r0tOy/0MTDRif7g4u8RifbsKwQbHsLiKiPmGgCTPX5KbjP0dqsfFoO36S+0NIX20APnsWGPZWqIvmu8bT8gaPxz8Ayv4DWBs7XpPUQPZlrlaYRcDgsdExRkiBhBCorG9FqSe4mHG4xozK+ou0uqTJwcV9GzvExFYXIvILxQSaSJ+27fad8WmI0ajw9VkLjl/9Y4wp+YscDGoOAEMmhbp43Wupl7uPvv5EDjJ1Zd6vGwfJ68KMWSjvlWRICkkxqf+sdgeOn2lGaZUZh6oaXSGmCc3W7mcYDYnXe1pd3LcRKWx1IaLA4bTtMHT3X/dgy6Ez+On8kfhF8zPAwb8D6VOAS38ij6eJSw1tAW0tQMVOObx8/SlQvQ9Ap4+RpAIypsr7I41ZJG/6yPV0IkZjSzsOVTeitMqM0mozSqvMKKtt7nZBuhi1PDW6I7iYMH5IPJK49D8R9RGnbSvQ4skZ2HLoDN7fX4WHfvQzSEfeB6r3Av9cDkCSw8KYK+UWjyG5gd+PyGEHqr6Sw0v5p/KYGIfN+5iUsfKA3kvmA8MuBwyJgS0TDZgQAqcbWl2tLh3hpaeBuolGLSZmxGNCejwmZMRjQnoCLhkcy80WiSgsMNCEoW+PT4VBq0ZlfSv2t2ci9yefAgfflqc3V++Tw0XVV8Anq4G4NLnVZvQiYOQCQGca2MVtFqC+HKj/Wt6duuJLuTvJ1uR9XPxQYIQrwIyYC8SnD+y6FFDu8S4HTjfiwOlGHDzdiINVjWho6X7H6Kxkgxxc0hPkEJMRzwXpiCisscspTN3z2ld4f3817pozAg9fPaHjBXM1ULZV3gbg608AW3PHayotMGx2x4DblFHdn7y1QQ4s593BpdN9c033v6NPlIPLJfOAEfOBQSM5mDdMXRheDpxuwMHTZjS2dg0vGpWE0WkmTEiP9wSX8ZweTUQhMNDvbwaaMLX5YA2W/a0Y6Ql6fP6Lb3W/x4zdCnyzQx40fGyL3KLSWfIlcrDRx7sCiyu0tNZf/OKGJPl3ky+RF7e7ZB4wZDLHwYQhIQQq6lu8W156CC9atYRxQ+KRMzQBk1y3MUPiuCgdEYUFBpoLKCXQtLU7MP23H6LZasffl83C9OE+LPV/rsy1dcAWOeg4u+9OACB3VblDS9IIIHmE6/EIzkIKY7VNbdhX2Yj9pxqwt7IB+081dhteYtQqjEs3eYeXNBNiNBzvQkThiYOCFUqvVeO7E9LwTslpvL+/2rdAkzJKvs0qAKxNwImPgRP/kfdEcoeX5EuApOGALi7g74EGpqmtHQdON2JfZSP2VTZg/6kGVDW2dTkuRq3C+E7hJYfhhYiiEANNGFs8OR3vlJzGvw5U45HFE/q2hofOBEy4Vr5R2LPaHThS3YR9pxrkAHOqASfONuPC9lNJAsakmjA5MwG5WYmYkpXI8EJEBAUFGqUsrNfZnNGDEa/X4GyTFbvK6zFr5KBQF4n8QAiBU+dbUVLZgJKK8yipaEBplRk2R9cNGTOTDMjNTERuVgImZyYiZ2gC4nSK+c+WiMhvOIYmzD309314c88p/HBmNlbfEKYrBdNFtdjs2FfZiJJKObyUVDTgXLO1y3FJRi1ysxK9AkxKnC4EJSYiCj6OoVG4a3Iz8OaeU3hrTyXmjxmMhROHhLpIdBFCCHx9zuIKLnKAOVJjxoWL7GrVEiZkJGBqViKmZidialYSspINXOeFiKifGGjC3BWjUrB4cjre31+N5a9+hf/vB1ORP4mL2IWLumYr9p+Sx7zsrZRbX7qbdZSeoMe07CQ5vGQnYmJGAvRaTpcmIvIXBpowJ0kS1t46BWqVhH/urcI9r5dgrVPgmtyMUBct6lisdhw83Yj9pxqx91QD9lU24NT5rtsE6DQqTM5MwNTsJEzNSsSU7ESkJxhCUGIioujBQBMBNGoVnr1lCtSShH+UnMZ9b5TA4RS4furQUBdNsdodThytaXKt9SLPPDpe29Sl6wgALhkcK497yUzAtGFJGDcknrOOiIiCjIEmQqhVEp75Xi7UKglvFZ/Cz97cC7tT4Oa8zFAXTRFqGtvwZXkdSioasO9UAw5VmWGzd511NCRe7xmwOyVLnnXEbQKIiEKPgSaCqFUS1tw0GRq1Cq/vqsCDf98Hp1PglhlZoS5aRHFvF/BleT12uW4V9S1djovXazyzjtzrvqTF60NQYiIi6g0DTYRRqSQ8eX0ONCoJf/3iGzz09n60O524beawUBctbDmdAmVnmzsFmDqcMXtPm1ZJwMSMBOQNkwfuTs5MxPBBRs46IiKKEAw0EUilkvD4dROhUUt45fOTePidg3A4BX40a3ioixYW7A4nDlc34cvyOuwqr8fuk/U43+I980irlpCbmYhLRyTj0hHJyBuWBJOeXUdERJEqLANNeXk5fvzjH+PMmTNQq9X44osvEBsbG+pihRVJkvDrxROgVauwftvX+PU/D6HdIXDHFSNCXbSgE0LgZF0LPj1ai0+PncXuk+fRbLV7HaPXqpA3LAmXDh+ES0ckY2p2IqdNExEpSFgGmttvvx2//e1vMWfOHNTX10On42qp3ZEkCavyx0GtkvDCJyfwxPulcDid+MnckaEuWsA1W+3YeaIO246dxafHznYZA2PSazBjeLKnBSYnI4Ezj4iIFCzsAs2hQ4eg1WoxZ84cAEBysg+7TEcxSZLw0KKx0Kok/M9/yrB60xG0OwQKFowKddH8SgiBIzVN+PTYWXx69Cz2fFOPdkfHHGqtWsKM4cmYO2YwrhiVgvHp8X3bzJOIiCJanwPNtm3b8Mwzz6C4uBjV1dV45513cP3113sds27dOjzzzDOorq7GxIkTsXbtWk9A6c3x48cRFxeHa6+9FqdOncLNN9+M//7v/+5rMaOKJElYuXAs1CoVnvvwGJ7ZchR2h8B93xkd6qINSEOLDduPn8Onx85i27GzqG3yHsibnWzEvDGDMW/MYMwaOQix3LSRiChq9fkbwGKxIDc3F//1X/+Fm266qcvrGzduxP33349169bh8ssvx4svvoj8/HyUlpYiOzsbAJCXlwertevmfB988AHa29uxfft27N27F6mpqbjyyisxY8YMfPe73+3H24su931nNDRqCc9sOYrnPjwGh9OJn313TETM1LE7nDhZZ0FpdRMOV5vxxdd12FfZ4LWQnUGrxqyRgzwhZngKx1UREZFsQLttS5LUpYVm5syZmDZtGl544QXPc+PHj8f111+PwsLCXs+5c+dOPPbYY9i8eTMA4JlnngEAPPjgg90eb7VavcKR2WxGVlaWYnbb7o/1205g9aYjAIDl80fiwUVjwyrU1DVbcaRGDi5HappwpMaMY2eau13IbmyaCfPGDsbc0YMxfXgSB/ISESlUWO22bbPZUFxcjF/+8pdezy9cuBA7duzw6RwzZszAmTNncP78eSQkJGDbtm24++67ezy+sLAQjz322IDKrTQ/mTsSapUKT7xfinWfnMD+U40YkRKLVJMOqfE6pJr0GOz6eVCsLmBjTax2B07UWnCkxuwVYM42dW2dA4DYGDXGDjFhXHo8cjMTMHfMYO6BREREPvFroDl37hwcDgfS0tK8nk9LS0NNTY1vBdJosHr1asydOxdCCCxcuBCLFy/u8fhVq1Zh5cqVnsfuFppod8cVI6BRSXj0vUP4rOwcPis71+1xapWElLgYpJr0nsAz2P2zSQetWoXWdgdabA602uwdP7c70Gq78Gc7WtudaLXZ0WJzoKaxDfZuNj+SJGD4oFiMG2LCuCHxGJduwvgh8chMMkDFgbxERNQPARlFeWH3hhCiT10e+fn5yM/P9+lYnU7Had09WDp7OKZkJWLfqQbUmq2obWpDbZPV9bMVdRYrHE6BM2Zrl5Vz/SVer8G49HiMd7W8jBtiwpg0EwfwEhGRX/n1WyUlJQVqtbpLa0xtbW2XVht/KyoqQlFRERwOR0CvE2lysxKRm5XY7Wt2hxN1Fls3Ycf1c5MVDqcTRq0G+hg1jFo1jDHqbn82xKhhiNF0+lmNtHg9MhL0YTV+h4iIlMmvgSYmJgZ5eXnYunUrbrjhBs/zW7duxXXXXefPS3VRUFCAgoICz6Ai6p1GrUJavN614SLrjIiIIlefA01zczPKyso8j8vLy7F3714kJycjOzsbK1euxJIlSzB9+nTMmjUL69evR0VFBZYtW+bXgl+ILTRERETRq8/Ttj/55BMsWLCgy/NLly7Fhg0bAMgL6z399NOorq5GTk4OnnvuOcydO9cvBe7NQKd9ERERUfAN9Pt7QOvQhCMGGiIiosgz0O9vxezWV1RUhAkTJmDGjBmhLgoREREFGVtoiIiIKOTYQkNERERRj4GGiIiIIp5iAg3H0BAREUUvjqEhIiKikOMYGiIiIop6DDREREQU8RQTaDiGhoiIKHpxDA0RERGFHMfQEBERUdTr827b4c7d4GQ2m0NcEiIiIvKV+3u7vx1Higs0TU1NAICsrKwQl4SIiIj6qqmpCQkJCX3+PcWNoXE6naiqqoLJZIIkSX49t9lsRlZWFiorKzk+pxesK9+xrnzHuvId66pvWF++C1RdCSHQ1NSEjIwMqFR9HxGjuBYalUqFzMzMgF4jPj6eH3gfsa58x7ryHevKd6yrvmF9+S4QddWflhk3DgomIiKiiMdAQ0RERBGPgaYPdDodHn30Ueh0ulAXJeyxrnzHuvId68p3rKu+YX35LlzrSnGDgomIiCj6sIWGiIiIIh4DDREREUU8xQSauro6pKam4uTJk6EuSr/U1tZi8ODBOH36dMCvxbrqWaTXjS8OHDiAzMxMWCyWAZ2HdeU71lXfsL76L9LrbiD/f1dMoCksLMQ111yD4cOHe5677777kJeXB51OhylTpvT73G+//TYmTJgAnU6HCRMm4J133unzOaxWK+69916kpKQgNjYW1157LU6dOuV5PTU1FUuWLMGjjz7a73L6Ktzrav78+ZAkyev2/e9/3/N6IOsq3Otm/fr1mD9/PuLj4yFJEhoaGrocc/78eSxZsgQJCQlISEjAkiVLvI6bNGkSLr30Ujz33HP9fi+AMupq+PDhXT5rv/zlLz2vR0Nd1dfX495778XYsWNhNBqRnZ2NFStWoLGx0eu4YH2uAGXUV7A+WxcKVN0dOnQIN910k+d9rV27tl/nCeh3oVCAlpYWkZiYKHbs2OH1/L333iuef/55sWTJEpGbm9uvc+/YsUOo1WqxevVqcfjwYbF69Wqh0WjEF1980afzLFu2TAwdOlRs3bpVfPXVV2LBggUiNzdX2O12zzH79+8Xer1e1NfX96usvoiEupo3b5646667RHV1tefW0NDgdUwg6ioS6ua5554ThYWForCwUAAQ58+f73LMlVdeKXJycsSOHTvEjh07RE5Ojli8eLHXMe+9957IyMjw+vz1hVLqatiwYeLxxx/3+qw1NTV5HaP0ujpw4IC48cYbxXvvvSfKysrERx99JEaPHi1uuukmr+OC8bkSQjn1FYzP1oUCWXe7du0SDzzwgHj99dfFkCFDxHPPPdev8wTyu1ARgebtt98WKSkpPb7+6KOP9vuPeMstt4grr7zS67lFixaJ73//+z6fo6GhQWi1WvHGG294njt9+rRQqVRi8+bNXscOHz5c/PGPf+xXWX0R7nUlhBxo7rvvvl6P83ddRULduH388cfdfkmXlpYKAF7/g965c6cAII4cOeJ5zmq1Cp1OJz766KN+XV8JdSWE/KXT2/+Yo6mu3N58800RExMj2tvbhRDB+1wJoYz6EiI4n60LBbLuOvPlvXUn0N+Fiuhy2rZtG6ZPnx6Qc+/cuRMLFy70em7RokXYsWOHz+coLi5Ge3u713kyMjKQk5PT5TyXXnoptm/fPrBCX0S415Xbq6++ipSUFEycOBEPPPCAZ9PRzvxdV5FSN71dJyEhATNnzvQ8d9lllyEhIcHrWjExMcjNze13/SmhrtzWrFmDQYMGYcqUKXjyySdhs9m8Xo/GumpsbER8fDw0Go3nOsH4XAHKqC+3QH+2LhTIuvOHQH8XKmIvp5MnTyIjIyMg566pqUFaWprXc2lpaaipqenTOWJiYpCUlNTreYYOHYqSkpL+F7gX4V5XAHDbbbdhxIgRGDJkCA4ePIhVq1Zh37592Lp1q9dx/q6rSKgbX66Tmpra5fnU1NRuP2v9HTiohLoC5LEF06ZNQ1JSEnbt2oVVq1ahvLwcL7/8stdx0VRXdXV1eOKJJ3D33Xd7XScYnytAGfUFBOezdaFA1p0/BPq7UBGBprW1FXq9PmDnv3DXbiGEX3by7u48BoMBLS0tAz53TyKhru666y7Pzzk5ORg9ejSmT5+Or776CtOmTfO85u+6ioS66c91errWQOpPKXX1s5/9zPPz5MmTkZSUhJtvvtnzL2u3aKkrs9mMq6++GhMmTOgyKDMYnytAOfUVjM/WhQJdd4Hir8+RIrqcUlJScP78+YCce8iQIV2SY21tbZeU39s5bDZblzJ2d576+noMHjy4/wXuRbjXVXemTZsGrVaL48ePez3v77qKxLrp7jpnzpzp8vzZs2f9+llTQl1157LLLgMAlJWVeT0fDXXV1NSEK6+8EnFxcXjnnXeg1Wq9rhOMzxWgjPrqTiA+WxcKZN35Q6C/CxURaKZOnYrS0tKAnHvWrFldujo++OADzJ492+dz5OXlQavVep2nuroaBw8e7HKegwcPYurUqQMr9EWEe11159ChQ2hvb0d6errX8/6uq0ism+6u09jYiF27dnme+/LLL9HY2OjXz5oS6qo77iZuf37WIqGuzGYzFi5ciJiYGLz33ntd/pUfrM8VoIz66k4gPlsXCmTd+UPAvwv7PEw5DO3fv19oNJouU7yOHz8uSkpKxN133y3GjBkjSkpKRElJibBarT6f+/PPPxdqtVo89dRT4vDhw+Kpp57q97TtzMxM8eGHH4qvvvpKfOtb3+oyVc1isQiDwSC2bdvWp3P3RbjXVVlZmXjsscfE7t27RXl5ufjXv/4lxo0bJ6ZOnRrwugr3uhFCiOrqalFSUiJeeuklAUBs27ZNlJSUiLq6Os8xV155pZg8ebLYuXOn2Llzp5g0aVKX6bXl5eVCkiRx8uTJPl3fTQl1tWPHDvHss8+KkpIS8fXXX4uNGzeKjIwMce2113qdR+l1ZTabxcyZM8WkSZNEWVmZ1zTjzv/NBeNzJYQy6itYn60LBbLurFar5/fS09PFAw88IEpKSsTx48f7VMZAfhcqItAIIcRll10m/vd//9fruXnz5gkAXW7l5eWeYwCIV1555aLnfuutt8TYsWOFVqsV48aNE2+//bbX66+88oroLRu2traKe+65RyQnJwuDwSAWL14sKioqvI557bXXxNixY3t/swMUznVVUVEh5s6dK5KTk0VMTIwYOXKkWLFihdcXthCBq6twrhsh5GmX3ZWl87Xr6urEbbfdJkwmkzCZTOK2227rMmV59erVYtGiRRe9Vm8iva6Ki4vFzJkzRUJCgtDr9WLs2LHi0UcfFRaLxes8Sq8r97T23soSrM+VEJFfX8H8bF0oUHVXXl7e7TnmzZvnOSbU34WKCTT/+te/xPjx44XD4fD5d8rLy4VGoxHHjh0b0LUfffRRrz9qf82YMUO8+uqrAz5Pb1hXPVNC3fSmra1NZGVlic8++2xA52Fd+Y511Tesr/5TQt319//vigk0Qgixdu3aLknvYl544QWxfPnyAV/3sssuE19++eWAznHmzBmxZs0a4XQ6B1weX7CuehbJdeOLo0ePdvkXXH+xrnzHuuob1lf/RXLdDeT/75IQQvRt1A0RERFReFHELCciIiKKbgw0REREFPEYaIiIiCjiMdAQERFRxGOgISIioojHQENEREQRj4GGotbtt9+O66+/PtTFGJCTJ09CkiTs3bs3KNdTQp356je/+Q2mTJkStOtJkoR33303aNcDgOHDh2Pt2rVBvWZ/hKJuKPJoQl0AIreTJ09ixIgRKCkpCcoXyR/+8AdwGaa+YZ0RUbhioKGolZCQEOoihC2bzYaYmJguz7POBq69vR1arTbUxYh6PX3GKXKxy4mCavPmzbjiiiuQmJiIQYMGYfHixThx4gQAYMSIEQCAqVOnQpIkzJ8/HwDgdDrx+OOPIzMzEzqdDlOmTMHmzZs953R3u7z55puYM2cODAYDZsyYgWPHjmH37t2YPn064uLicOWVV+Ls2bOe37uw+8TpdGLNmjUYNWoUdDodsrOz8eSTT/b6ntzX/8c//oEFCxbAaDQiNzcXO3fu9BzTXffF2rVrMXz48C7lWb16NdLS0pCYmIjHHnsMdrsdDz74IJKTk5GZmYk//elPXcpw5MgRzJ49G3q9HhMnTsQnn3zi9XppaSmuuuoqxMXFIS0tDUuWLMG5c+c8r8+fPx/33HMPVq5ciZSUFHz3u9/t9r1eWGdWqxUrVqxAamoq9Ho9rrjiCuzevdvz+ieffAJJkvDRRx9h+vTpMBqNmD17No4ePdprvXaut7/+9a8YPnw4EhIS8P3vfx9NTU2eY7rrNpkyZQp+85vfeB5LkoQXX3wRixcvhtFoxPjx47Fz506UlZVh/vz5iI2NxaxZszyfxc5efPFFZGVlwWg04nvf+x4aGhq8Xn/llVcwfvx46PV6jBs3DuvWrfO81vmzOX/+fOj1evztb3/z6b2fPn0at956K5KSkjBo0CBcd911OHnyJABgy5Yt0Ov1XcqyYsUKzJs3z/N4x44dmDt3LgwGA7KysrBixQpYLBafrn8hSZLw8ssv44YbboDRaMTo0aPx3nvveV7fsGEDEhMTvX7n3XffhSRJnsfuv+ef/vQnZGdnIy4uDj/96U/hcDjw9NNPY8iQIUhNTe32v7vq6mrk5+fDYDBgxIgReOutt3yuL6Djs1tYWIiMjAyMGTOmX/VA4YuBhoLKYrFg5cqV2L17Nz766COoVCrccMMNcDqd2LVrFwDgww8/RHV1Nf7xj38AkLs5fv/73+N3v/sd9u/fj0WLFuHaa6/F8ePHvc796KOP4le/+hW++uoraDQa/OAHP8BDDz2EP/zhD9i+fTtOnDiBX//61z2WbdWqVVizZg0eeeQRlJaW4rXXXkNaWprP7+3hhx/GAw88gL1792LMmDH4wQ9+ALvd3qf6+c9//oOqqips27YNzz77LH7zm99g8eLFSEpKwpdffolly5Zh2bJlqKys9Pq9Bx98ED//+c9RUlKC2bNn49prr0VdXR0A+Ytg3rx5mDJlCvbs2YPNmzfjzJkzuOWWW7zO8ec//xkajQaff/45XnzxRZ/K+9BDD+Htt9/Gn//8Z3z11VcYNWoUFi1ahPr6+i518/vf/x579uyBRqPBj3/8Y5/r5MSJE3j33Xfx/vvv4/3338enn36Kp556yuffd3viiSfwox/9CHv37sW4cePwwx/+EHfffTdWrVqFPXv2AADuuecer98pKyvDm2++if/7v//D5s2bsXfvXhQUFHhef+mll/Dwww/jySefxOHDh7F69Wo88sgj+POf/+x1nl/84hdYsWIFDh8+jEWLFvVa1paWFixYsABxcXHYtm0bPvvsM08ot9ls+M53voPExES8/fbbnt9xOBx48803cdtttwEADhw4gEWLFuHGG2/E/v37sXHjRnz22Wdd3mNfPPbYY7jllluwf/9+XHXVVbjtttu6/K17c+LECfz73//G5s2b8frrr+NPf/oTrr76apw6dQqffvop1qxZg1/96lf44osvvH7vkUcewU033YR9+/bh//2//4cf/OAHOHz4sE/15fbRRx/h8OHD2Lp1K95///1+1wOFqQHtIkU0QLW1tQKAOHDggGd7+pKSEq9jMjIyxJNPPun13IwZMzybqbl/7+WXX/a8/vrrrwsA4qOPPvI8V1hY6LUl/dKlS8V1110nhBDCbDYLnU4nXnrppT6/h+6uf+jQIQFAHD58WAgh70Kbm5vr9XvPPfecGDZsmFd5hg0b5rVL7tixY8WcOXM8j+12u4iNjRWvv/6617WfeuopzzHt7e0iMzNTrFmzRgghxCOPPCIWLlzode3KykoBQBw9elQIIcS8efPElClTen2vneusublZaLVar11xbTabyMjIEE8//bQQQoiPP/5YABAffvih55h//etfAoBobW3t9XqPPvqoMBqNwmw2e5578MEHxcyZMz2Phw0bJp577jmv38vNzRWPPvqo5zEA8atf/crzeOfOnQKA+OMf/+h57vXXXxd6vd7r2mq1WlRWVnqe+/e//y1UKpWorq4WQgiRlZUlXnvtNa9rP/HEE2LWrFlCiI6/z9q1a3t9rwDEO++8I4QQ4o9//KMYO3as1wZ9VqtVGAwGsWXLFiGEECtWrBDf+ta3PK9v2bJFxMTEiPr6eiGEEEuWLBE/+clPvK6xfft2oVKpPHXfXd1drHyd67C5uVlIkiT+/e9/CyGEeOWVV0RCQoLX77zzzjui89dMd3/PRYsWieHDh3f53BcWFnpde9myZV7nnjlzpvjpT38qhPCtvpYuXSrS0tKE1Wr16f1S5OEYGgqqEydO4JFHHsEXX3yBc+fOwel0AgAqKiowYcKELsebzWZUVVXh8ssv93r+8ssvx759+7yemzx5sudnd8vKpEmTvJ6rra3ttlyHDx+G1WrFt7/97f69sQuun56eDgCora3FuHHjfD7HxIkToVJ1NJympaUhJyfH81itVmPQoEFd3sesWbM8P2s0GkyfPt3zr9fi4mJ8/PHHiIuL63K9EydOeJrep0+f7nM53b/b3t7u9bfRarW49NJLPdd266lusrOze73O8OHDYTKZvH6/p7/jxfjy+Whra4PZbEZ8fDwAIDs7G5mZmZ5jZs2aBafTiaNHj0KtVqOyshJ33HEH7rrrLs8xdru9y1ijvtZtcXExysrKvN43ALS1tXm6xW677TbMmjULVVVVyMjIwKuvvoqrrroKSUlJXud49dVXPb8vhIDT6UR5eTnGjx/fpzIB3nUYGxsLk8nU57/FhX/PtLQ0qNXqLp/7i33G3Y/ds/t8qS9A/ntz3IxyMdBQUF1zzTXIysrCSy+9hIyMDDidTuTk5Hg1C3encz88IP+P+cLnOg+0dL924XPuAHUhg8HQp/fRne6u776eSqXqMjuovb39oudwn6e753p6Hxce5y7DNddcgzVr1nQ5xh0uAPkLqi/c76e/fxtf3sOFv+v+/c6/25+67enz0Vu53Md0LsNLL72EmTNneh2nVqu9Hve1bp1OJ/Ly8rzCiNvgwYMBAJdeeilGjhyJN954Az/96U/xzjvv4JVXXvE6x913340VK1Z0OYcvQbI7F/tbhPoz3lt9AX3/O1BkYaChoKmrq8Phw4fx4osvYs6cOQCAzz77zPO6+19ODofD81x8fDwyMjLw2WefYe7cuZ7nd+zYgUsvvdRvZRs9ejQMBgM++ugj3HnnnX47r9vgwYNRU1Pj9WXvz7VjvvjiC0/92O12FBcXe8ZKTJs2DW+//TaGDx8OjcZ//8mPGjUKMTEx+Oyzz/DDH/4QgPwFtmfPHtx///1+u05vBg8ejOrqas9js9mM8vJyv5y7oqLC0wICADt37oRKpcKYMWOQlpaGoUOH4uuvv/aMW/GXadOmYePGjUhNTfW0FnXnhz/8IV599VVkZmZCpVLh6quv9jrHoUOHMGrUKL+WrSeDBw9GU1MTLBaLJzj4+zP+ox/9yOvx1KlTAfheX6RsHBRMQeOefbB+/XqUlZXhP//5D1auXOl5PTU1FQaDwTNotbGxEYA84HXNmjXYuHEjjh49il/+8pfYu3cv7rvvPr+VTa/X4xe/+AUeeugh/OUvf8GJEyfwxRdf4I9//KNfzj9//nycPXsWTz/9NE6cOIGioiL8+9//9su5AaCoqAjvvPMOjhw5goKCApw/f94z8LagoAD19fX4wQ9+gF27duHrr7/GBx98gB//+Mde4bGvYmNj8dOf/hQPPvggNm/ejNLSUtx1111oaWnBHXfc4a+31qtvfetb+Otf/4rt27fj4MGDWLp0aZcWkv7S6/VYunQp9u3bh+3bt2PFihW45ZZbMGTIEADyrJ3CwkL84Q9/wLFjx3DgwAG88sorePbZZwd03dtuuw0pKSm47rrrsH37dpSXl+PTTz/Ffffdh1OnTnkd99VXX+HJJ5/EzTffDL1e73ntF7/4BXbu3ImCggLs3bsXx48fx3vvvYd77713QGXrycyZM2E0GvHf//3fKCsrw2uvvYYNGzb47fxvvfUW/vSnP+HYsWN49NFHsWvXLk9o97W+SNkYaChoVCoV3njjDRQXFyMnJwc/+9nP8Mwzz3he12g0+J//+R+8+OKLyMjIwHXXXQdAnor685//HD//+c8xadIkbN68Ge+99x5Gjx7t1/I98sgj+PnPf45f//rXGD9+PG699dZ+jdXozvjx47Fu3ToUFRUhNzcXu3btwgMPPOCXcwPAU089hTVr1iA3Nxfbt2/HP//5T6SkpAAAMjIy8Pnnn8PhcGDRokXIycnBfffdh4SEBK9xC925/fbbPdPne7ruTTfdhCVLlmDatGkoKyvDli1bPOM4gmHVqlWYO3cuFi9ejKuuugrXX389Ro4c6Zdzjxo1CjfeeCOuuuoqLFy4EDk5OV7Tsu+88068/PLL2LBhAyZNmoR58+Zhw4YNniUILkaSpB6/8I1GI7Zt24bs7GzceOONGD9+PH784x+jtbXVqwVi9OjRmDFjBvbv39+llWjy5Mn49NNPcfz4ccyZMwdTp07FI4884tXN6E/Jycn429/+hk2bNmHSpEl4/fXXvabOD9Rjjz2GN954A5MnT8af//xnvPrqq55xd77WFymbJC7s9CQicpk/fz7mz5/v1y8mktenGT16NEpLS/0ezImiFcfQEFG3mpqacOLECa7XEQCbN2/GT37yE4YZIj9iCw1RL1avXo3Vq1d3+9qcOXP8OhYm2kycOBHffPNNt6+9+OKLfh9sS9179dVXcffdd3f72rBhw3Do0KEgl4io7xhoiHpRX1/f42qoBoMBQ4cODXKJlOObb77pdmovIK9FcuG6IhQYTU1NOHPmTLevabVaDBs2LMglIuo7BhoiIiKKeJzlRERERBGPgYaIiIgiHgMNERERRTwGGiIiIop4DDREREQU8RhoiIiIKOIx0BAREVHEY6AhIiKiiPf/A4e9Q+4+CsZ0AAAAAElFTkSuQmCC", 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", 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", 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+ "image/png": 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bt/njjz8UUKX3yPPPP688PT1Venq6sezxxx9XPXv2NN6uagLy3//+13h769atClCLFy82ln399dfK3d3d5NhOTk7q1KlTxrK//vpL6fV64wc4IiJCffXVVybHfumll1Tv3r2VUpdfn3nz5lX6XEsmIIsWLVINGjRQmZmZxvv/+OMPpdfrVVJSklLq8vulsLDQuM0tt9yixo8fX+mxlNLO2x133GG8bTAYVFBQkFq4cKFSquo/uIA6duyYcZv7779feXp6Gn/YlVJq2LBh6v777zc5dslkTymlxo8fr0aMGKGUUmrNmjXK19dX5ebmmmzTvHlz9eGHHyqltNfHxcVFJScnV+n57tq1SwEqPj6+zPsr+56pzvmIjo42bhMTE6MAtWrVqjKPW+nnswxX/nD06dNH3XvvvSbb3HLLLer666833r7yM5CZmal0Op3666+/yjxGSVX5HFc1AenXr5/xdvH32cSJE41liYmJClBbt241OXbJBDYlJUV5eHiob7/9Viml1MSJE9V9991ncuxNmzYpvV5vjC8yMlKNGTOm0uda7MMPP1QBAQHGREgppRYuXGjyG1XZa1fZe66sc1ZeAlLd79B27dqp9957z3i7rO9Ja72PzJGAmKUJ5vjx40yYMIFmzZrh6+trbHZJSEgoc/v09HTOnj1L3759Tcr79u3L4cOHTco6duxovF68lsyVZcnJyWUe5/Dhw+Tl5XHttddW/0n966qrrjJeDw0NBSj3eOVp3769SXtxcHCwyXNwcnIiMDCw1H579+5tvO7s7Ez37t2N52fXrl2sW7cOb29v46VNmzaA9npgKASge6d22g4yzlYp1uPHj1NQUGDy2ri4uHD11VeXem1qc26ioqLw8fExeXx1z+uVMZT3/sjNzTVZXblJkyYmywL07t0bg8FATEwM58+f59SpU9x9990m5/bll18u1ZTTvXv3asV6+PBhOnXqhJeXl7Gsb9++xmMXa9++vcm8OdU9NyXPiU6nIyQkpNrn1tPTk+bNmxtvBwcHExUVhbe3t0lZRe/Z4tsl37OZmZkEBgaanNu4uDiTcxsZGUmjRo2qFGenTp249tpr6dixI7fccgsfffQRqampQPW+Zyrj6upqcl6jo6NxcnJi4MCBZW5f6eezCg4fPlyl2EvG5eXlhY+PT43fLzX9jiu5j+Lvs7K+uyt6vwQEBNC6dWuT98vSpUtNzuGwYcOMS4MUq87nsPgzWHJG7yvfs5W9dhW956qronOflZXFE088Qbt27fD398fb25sjR46U+7ta0XO2xvuoJszSCXXUqFFERETw0UcfERYWhsFgoEOHDuTn51f4uCtX0lNKlSor2QGt+L4rywwGQ5n7N0dHnLKOX3w8vV5fqn26rLb6KzvR6XS6MsvKex5Xblccw6hRo3jttddKbRMaGgoGrZ3Uy9sH0EFehnZx8ym1fUnFz6emr01VnsOVjy1+fMnH1uTclvf+qCyu4m1KxvDRRx/Rs2dPk+2unEyvZCJRFWWdwytjgMrPTWUqenxxIlzy3FrzPRsaGlqqLxNg0mZdnfPq5OTEqlWr2LJlCytXruS9997jmWee4Z9//iEwMNDk+MVKvg5VPR8eHh4m+6nsu6XSz2cVVfdzWPyYmr5fLPUdV53vh5Lb3n///Tz00EOltmnSpInxenXeL1c+l7JU9tpV9J4r/ue7qio6R48//jgrVqzgf//7Hy1atMDDw4OxY8dW+rtaFmu8j2qi1jUgKSkpHD58mP/+979ce+21tG3b1iQbLO6RXLKzmq+vL2FhYfz9998m+9qyZQtt27atbUhGLVu2xMPDgzVr1phtnyU1atSIpKQkkze1OYcbb9u2zXi9sLCQXbt2GTPxrl27cvDgQaKiomjRooXJxcvLy1gDgt4FvBpq19PPQiUfwBYtWuDq6mry2hQUFLBz506zvjaVadSoEYmJicbb6enpJv/11EZCQgJnz16uEdq6dSt6vZ5WrVoRHBxM48aNOXHiRKnzWt0vlyu1a9eO6Ohok050mzdvNh7bGoprFkqeW0u9Z4tvl3zPJiUl4ezsXOrcNmzYsMbH1Ol09O3blxdeeIE9e/bg6urKzz//XKXvmZqej44dO2IwGNiwYUOZ91f6+ayCtm3bWvw7sjJXfg7Bcu+X1NRUYmNjS33HXXn+ir+jaqJdu3bs3buXnJycMmMoedyKXrvy3nOAcZmS2tq0aROTJ0/mxhtvpGPHjoSEhBg7RheryrHqwvuoPLVOQBo0aEBgYCCLFi3i2LFjrF27lpkzZxrvDwoKwsPDg+XLl3Pu3DnS0tIALbt77bXX+Pbbb4mJieGpp54iOjqahx9+uLYhGbm7u/Pkk0/yxBNP8Nlnn3H8+HG2bdtm0lO9NgYNGsT58+d5/fXXOX78OAsWLCizp3dNLViwgJ9//pkjR44wbdo0UlNTmTJlCgDTpk3j4sWL3HbbbWzfvp0TJ06wcuVKpkyZor0hixMQnQ68g0Gnh4JsyL1U4TG9vLx44IEHePzxx1m+fDmHDh3i3nvvJTs7m7vvvttsz60ygwcP5vPPP2fTpk0cOHCASZMmmW06f3d3dyZNmsTevXvZtGkTDz30EOPGjTMOk5s9ezZz587lnXfeITY2lv3797NkyRLeeuutWh339ttvNx77wIEDrFu3jhkzZjBx4kRjFbWltWjRgoiICGbPnk1sbCx//PEHb775ptn2v3nzZl5//XViY2NZsGAB33//vfEzfd1119G7d2/GjBnDihUriI+PZ8uWLfz3v/9l586dNTreP//8w5w5c9i5cycJCQn89NNPnD9/3vjlWtn3TE3PR1RUFJMmTWLKlCn88ssvxMXFsX79er777jugCp/PKnj88cdZunQpH3zwAUePHuWtt97ip59+4rHHHqvRuaqJwYMHs3PnTj777DOOHj3K888/z4EDB8y2/xdffJE1a9Zw4MABJk+eTMOGDY2jbp588km2bt3KtGnTiI6O5ujRoyxbtowZM2bU+HgTJkxAr9dz9913c+jQIf7880/+97//mWxT2WtX2XsuKiqKffv2ERMTw4ULF6o8gu1KLVq04KeffiI6Opq9e/cyYcKEUjUSUVFRbNy4kTNnzpQ7wqouvI/KU+sERK/X880337Br1y46dOjAo48+yhtvvGG839nZmXfffZcPP/yQsLAwRo8eDcBDDz3ErFmzmDVrFh07dmT58uUsW7aMli1b1jYkE88++yyzZs3iueeeo23btowfP95s7Vpt27bl/fffZ8GCBXTq1Int27eb9UV99dVXee211+jUqRObNm3i119/Nf6nGBYWxubNmykqKmLYsGF06NCBhx9+GD8/P61a2ZiA6MHJBbyDtNvpiUyePMlkGF1Zx7355puZOHEiXbt25dixY6xYscK4wrE1PP300wwYMICRI0dy/fXXM2bMGJM+CbXRokULbrrpJq6//nqGDh1Khw4dTIbZ3nPPPXz88ccsXbqUjh07MnDgQJYuXVqlGhCdTlfupG6enp6sWLGCixcv0qNHD8aOHcu1117L/PnzzfK8qsLFxYWvv/6aI0eO0KlTJ1577TVefvlls+1/1qxZ7Nq1iy5duvDSSy/x5ptvMmzYMEA7N3/++ScDBgxgypQptGrViltvvZX4+PgaJ2C+vr5s3LiR66+/nlatWvHf//6XN9980zj5W2XfM7U5HwsXLmTs2LE8+OCDtGnThnvvvddYu1Xp5xNtuGR5TXIAY8aM4Z133uGNN96gffv2fPjhhyxZsqTCz665DRs2jGeffZYnnniCHj16kJGRwZ133mm2/b/66qs8/PDDdOvWjcTERJYtW2as3bjqqqvYsGEDR48epX///nTp0oVnn322Wk1YV/L29ua3337j0KFDdOnShWeeeaZUU0tlr11l77l7772X1q1b0717dxo1asTmzZtrFOvbb79NgwYN6NOnD6NGjWLYsGF07drVZJsXX3yR+Ph4mjdvXm6/qbrwPiqPTlWhUSw3N5e4uDiaNm1a42V3q6uoqIg9e/bQpUsXWciuJi4chfxMaBAFHg3AUATJh8BQyKDx0xl07RCTOTVE7cXHx9OyZUsOHTpk9kRaOJ7Zs2ezfv36MvvECFHXVZQXpKen4+fnR1pamnGh2rI43Eyo4l/GPiD/vsR6J/AOIeNsDMdPHOf3P/60XWwOavny5dx3332SfIgqWbFiBe+8846twxDCZhxuMbqqmjNnjskwq5IXh1i7w5iAlKg98grEx68Bp3b8hbcup+zHmUH79u3LPbdffvmlxY5ra1OnTmXBggUW2/+mTZvKPa8lh8c6koSEhAqfc3WHJNYlW7du5eqrr7bY/qdOnVrueZs6darFjmtLDv+97mDqbRPMxYsXuXjxYpn3eXh40LhxY7Mf02qUgsRo7Xpwe3Aq0WM8+yJcOqn1DQlqD07mrwQ7efJkuR2vgoODTeb/EFWXk5PDmTNnyr2/RYsWVozGOgoLC0v1/C8pKioKZ2epyC1LcnKyyfw3Jfn6+hIUFGTliCzPob/X6xhpgqmFgIAAAgICbB2GZagSvex1V7zEHg0gMxkKcyAzCfzCMbfIyEiz71NoX6COmGRUpHjIrqi+oKAgh0wyKuLQ3+sOqN42wTi0kiNgrlyxU6cD3zDtetYFKMyzbmxCCCEEkoA4JsO/NSD6ciq43H3B1RtQkJFktbCEEEKIYpKAOKIrR8CUpbgWJOeiNkGZEEIIYUWSgDiiskbAXMnVC9z9tevpieVvJ4QQQliAJCCOqCo1IAC+oWgL1aVrC9UJIYQQViIJiCOqagLi7A6e2oqhVVmoTjiOlJQUgoKCKhziWh/Mnz+fG264wdZhCFEvSQLiiCrrhFqST0iJherSLBuXqDPmzp3LqFGjiIqKMpYVr8nh5uZG586da7zvH3/8kXbt2uHm5ka7du2Mq4RWR15eHjNmzKBhw4Z4eXlxww03cPr06WrtIzc3l8mTJ9OxY0ecnZ2Ni5yVdO+997Jjx45Sq4UKISxPEhBHVJU+IMWcXMCreKE6qQWpD3Jycli8eDH33HOPSblSiilTpjB+/Pga73vr1q2MHz+eiRMnsnfvXiZOnMi4ceP4559/qrWfRx55hJ9//plvvvmGv//+m8zMTEaOHFmtZc6Liorw8PDgoYce4rrrritzGzc3NyZMmMB7771XrfiEELVXbycic2hVbYIp5h0E2RegKA+yU8CroeViqwey87Xz7+HiZFztNL/QQKHBgJNeh5uzU6lt3Z2d0Ou1bQuKDBQUGdDrdLi7VL6ti1P1/o/466+/cHZ2pnfv3ibl7777LgDnz59n37591dpnsXnz5jFkyBCefvppQFvVeMOGDcybN4+vv/66SvtIS0tj8eLFfP7558bE4YsvviAiIoLVq1cbV9etjJeXFwsXLgRg8+bNXLp0qcztbrjhBoYOHUpOTg4eHh5V2rcQovakBsQRVTcB0TuB97/LoWckXW7CETXS7rkVtHtuBRez8o1lizYep91zK3j+14Mm23Z7aTXtnlvBmUuX1+b5bOtJ2j23gid/NE0C+r22jnbPreDY+Uxj2Q+7qtcsAbBx40a6d+9e7cdVxdatWxk6dKhJ2bBhw9iyZUuV97Fr1y4KCgpM9hMWFkaHDh2qtZ+q6t69OwUFBWzfvt3s+xZClE8SEEdUnT4gxbwaamvGGAog67xl4hJ1Qnx8PGFhYRbZd1JSEsHBwSZlwcHBJCVVfcK7pKQkXF1dadCgQa32U1VeXl74+/vX+w65QlibNME4GqWqXwMCWkdUn1BtobrMZPBsaJGF6uqDQy9qTQQeJZpP7hvQnCn9muL0b9NJsV3Pak0M7iWaZe7sHcltV0eg15lu+/eT15Tadmy36q/lk5OTY9FFJXVXxK2UKlVWE+baT1k8PDzIzpYJ+YSwJqkBcTQlm0+q0gm1JI8G4OyhLWaXec68cdUjnq7OeLo6m/xYujrr8XR1Nun/UXJbfYnExMVJ27Zk/4+Ktq2uhg0bkpqaWu3HVUVISEipWork5ORStSKV7SM/P79UjNXdT3VcvHiRRo0aWWTfQoiySQLiaIwL0TlptRrVYbJQ3XkozK94e2GXunTpwqFDhyyy7969e7Nq1SqTspUrV9KnT58q76Nbt264uLiY7CcxMZEDBw5Uaz9Vdfz4cXJzc+nSpYvZ9y2EKJ/UsTua6gzBLYubj7ZQXX4mZCRCg0jzxSbqhGHDhvH000+Tmppq0s/i2LFjZGZmkpSURE5ODtHR0QC0a9cOV1fXKu374YcfZsCAAbz22muMHj2aX3/9ldWrV1drng0/Pz/uvvtuZs2aRWBgIAEBATz22GN07Nix3OG05Tl06BD5+flcvHiRjIwM43MqOc/Jpk2baNasGc2bN6/WvoUQtaSqICcnRx06dEjl5ORUZXOzKCwsVDt27FCFhYVWO6ZDyL6k1JndSiUfqfk+8jK1fZzZrVR+tvliE3VGr1691AcffGBSNnDgQAWUusTFxRm3AdSSJUsq3Pf333+vWrdurVxcXFSbNm3Ujz/+aHL/kiVLVGVfPTk5OWr69OkqICBAeXh4qJEjR6qEhIRS8U6aNKnC/URGRpb5nEoaOnSomjt3boX7EUKYqigvSEtLU4BKS0urcB9SA+JoatIB9UrFC9XlXtImJwuU/wwdzbPPPstjjz3Gvffei16vNdWtX7++wsfEx8fj7OxM3759K9xu7NixjB07tsL9DBw4sMJ9uLu7895771U4QVh8fDyTJ0+uNOaKHDhwgOjoaL777rsKtxNCmJ8kII7GHAkIaCNici/9u1BdJrh51zo0UXdcf/31HD16lDNnzhAREVGlxyxfvpz77ruPli1b1urYK1as4J133qnVPo4cOYKPjw933nlnrfZz9uxZPvvsM/z8/Gq1HyFE9emUqnzu7dzcXOLi4mjatKlFh++VVFRUxJ49e+jSpQtOTjXsz1AfpZ2BrGTwagR+1R+iaeJSgjYzqosXNGypdVIVQghR71WUF6Snp+Pn50daWhq+vr7l7kNGwTgaZaYaENAWqkMPBVmyUJ0QQgizkgTE0RTVYBbU8ji5gve/cyNkJMpCdUIIIcxGEhBHY64+IMW8g7Q5RQpzteYYIYQQwgwkAXE0tZ0H5Ep653+bYvh3oTqDefYrhBCiXpMExNGYuwYE/l0XpnihumTz7VcIIUS9JQmII1FKW8cFzJuA6P9dqA60WpCCXPPtWwghRL0kCYgjqc1CdJXxaKBN047ShudKh1QhhBC1IAmII6nNQnSV0enAr4m234IsbbE6IYQQooYkAXEk5u6AeiVn18ur5WYkQmGeZY4jLEan01V4KTm1+dChQ3FycmLbtm2l9jN58mTjY5ydnWnSpAkPPPAAqampJttFRUUZt/Pw8CAqKopx48axdu1ak+3i4+PR6XTGxeIAfvzxR3r27Imfnx8+Pj60b9+eWbNmmfV8CCFsRxIQR2KJDqhX8myorZarDHDplDTF2JnExETjZd68efj6+pqUFU+RnpCQwNatW5k+fTqLFy8uc1/Dhw8nMTGR+Ph4Pv74Y3777TcefPDBUtu9+OKLJCYmEhMTw2effYa/vz/XXXcdr7zySrlxrl69mltvvZWxY8eyfft2du3axSuvvEJ+fr55ToQQwuZkLRhHYo0ERKcD/whIPgL5GdrcIF4NLXc8e6IUFGTb5tgunlWaKj8kJMR43c/PD51OZ1JWbMmSJYwcOZIHHniAq6++mnnz5uHl5WWyjZubm/Gx4eHhjB8/nqVLl5bal4+Pj3G7Jk2aMGDAAEJDQ3nuuecYO3YsrVu3LvWY33//nX79+vH4448by1q1asWYMWMqfY5CCPsgCYgjsUYCAuDsDr6h2kq56WfB3VcbplvfFWTDnDDbHPv/zmqrGJuBUoolS5awYMEC2rRpQ6tWrfjuu++46667yn3MiRMnWL58OS4uLlU6xsMPP8xLL73Er7/+yhNPPFHq/pCQEL766isOHDhAhw4davxchBB1lzTBOBKDBYbglscrSPuvWxXBpdPSFONAVq9eTXZ2NsOGDQPgjjvuKLMZ5vfff8fb2xsPDw+aN2/OoUOHePLJJ6t0jICAAIKCgoiPjy/z/hkzZtCjRw86duxIVFQUt956K5988gl5edLvSAhHITUgjsTSnVBL0unAvwmcj4G8NMhJBc8Ayx+3LnPx1GoibHVsM1m8eDHjx4/H2Vn7erjtttt4/PHHiYmJMWkuueaaa1i4cCHZ2dl8/PHHxMbGMmPGjCofRymFrpxmIy8vL/744w+OHz/OunXr2LZtG7NmzeKdd95h69ateHqa7/kKIWyj2glIYmIiqamp5Obmotfr8fb2Jjw83GQ53ri4OFJSTNcN8fLyom3btrWPWJTPWk0wxVw8wCdYm5ws/Yw2T4hT1argHZJOZ7ZmEFu5ePEiv/zyCwUFBSxcuNBYXlRUxCeffMJrr71mLPPy8qJFixYAvPvuu1xzzTW88MILvPTSS5UeJyUlhfPnz9O0adMKt2vevDnNmzfnnnvu4ZlnnqFVq1Z8++23FTYHCSHsQ7V/qTIyMggKCsLLywulFGfOnCE2Npb27dvj5HT5P29fX1+TL5fy/tMRZmTtBATAOxhyLmmL1aWdgYAo6x1bmN2XX35JeHg4v/zyi0n5mjVrmDt3Lq+88oqxZuRKzz//PCNGjOCBBx4gLKzivjDvvPMOer2+Wp1Ko6Ki8PT0JCsrq8qPEULUXdX+pWrVqpXJ7aioKPbu3Ut2djY+Pj7Gcr1eX+UOacJMrNkHpJhOrzXFXIiF3FTIbQDuftY7vjCrxYsXM3bs2FIdPyMjI3nyySf5448/GD16dJmPHTRoEO3bt2fOnDnMnz/fWJ6RkUFSUhIFBQXExcXxxRdf8PHHHzN37lxjDcqVZs+eTXZ2Ntdffz2RkZFcunSJd999l4KCAoYMGWK+JyyEsJlad0ItKtJ+9K78rygjI4Po6Gj2799PfHw8BQUFtT2UqIwtakBAa3bwCtKuXzp1OQ5hV3bt2sXevXu5+eabS93n4+PD0KFDy50TpNjMmTP56KOPOHXqlLHsueeeIzQ0lBYtWjBx4kTS0tJYs2ZNhR1WBw4cyIkTJ7jzzjtp06YNI0aMICkpiZUrV5Y5bFcIYX90SlU+fCE3N5e4uDiaNm1q0tdDKcWxY8coKiqiTZs2xvKLFy+i1+txc3MjLy+PM2fOANC2bVv0+rJzHoPBQMlQioqK2LdvH126dDFp2hHlUAoSo7XrwR2s3xfDYIDzR6AoDzwDtVoRIYQQDqm8vAAgPT0dPz8/0tLS8PX1LXcftfpXOSEhgZycHJPkA7QhdsU8PDzw9PRk//79pKWl0aBBgzL3lZSUxNmzNhpB4AhK1jpYuwYEtBVz/ZtAylFtcjLj4nVCCCFEaTX+pUpISCAtLY3WrVvj6lrxJFSurq64urqSm1v+Mu4hISEEBwcbbxfXgIgqMlmIzkYdft28tanasy9oK+Y2amOdIcFCCCHsTrX7gCilSEhIIDU1lVatWuHm5lbpYwoLC8nPz6+wU6per8fJycnkIqrBFh1Qy+Ibps2KWpSvLVgnhBBClKHaCUhCQgIpKSk0a9YMJycnCgoKKCgowGAwAFrNxalTp8jMzCQvL4+MjAyOHj2Ks7Nzuc0vwgxs1QH1Snon8IvQrmedh7xM28YjhBCiTqrWr5VSivPnzwMQExNjcl9UVBQNGzZEp9ORk5NDSkoKRUVFuLi44OPjQ/PmzaVWw5KsOQtqZdx9wSMAci5CWgI0bKP1ERFCCOEQqjB+pVJVSkCKm06ys7Pp3r17hdvq9fpSc4UIK6grNSDF/BpDXjoU5kFmktY0I4QQwiFkZ2srf9dmvq8q/Vo5OTnh7+9PcnIyAJ6enhaf2bR4fpHc3FypOamK3DwoVFAIVNDZ16rcgyH9NFxKAjzA1cPWEQkhhKgFpRTZ2dkkJyfj7+9fq9/nKv+7HBISAmBMQizNYDBw4cIF4uPjy507RJSQnQL5WeBeAO7Zto7msqwsbZn6pDRt2naZkl8IIeyev7+/MS+oqSpNRFZSUVGRVWY1zczMpHv37uzcuRNvb2+LH8/u/fYwnNwM1/wX2o+xdTSXZaXAV+O0FXN7PgA97rZ1REIIIWrBxcWlwpoPi01EZq0hsvn5+Zw8eRJXV9dSs6yJMlw6CpmnwMsH6tL5cm8MAx6Cn++D9bOh9bUQ1KbShwkhhHBs0rbhKLJTtL+egbaNoyxXjYOWQ7W5QZZNvzxniRBCiHpLEhBHkZ2q/a2LCYhOByPfBlcfOL0D/vnQ1hEJIYSwMUlAHEFRgdbHAupmAgLgFw5DX9Sur30JLsbZNh4hhBA2JQmII8i+qP3V6cHdz7axVKTrZIjqr42K+e0hbQVfIYQQ9ZIkII6guP+Hu3/dmAm1PHo93PAuOHtA3EbY/amtIxJCCGEjkoA4grrcAfVKAc3g2me16yufhZTjto1HCCGETUgC4gjsKQEB6DkVInppU7V/fRvkpts6IiGEEFYmCYgjyPm3D4i9JCB6Jxj3KfiEwoUY+OleGZorhBD1jCQgjsBYAxJg2ziqwycEbv0SnN0hdjmsfdnWEQkhhLAiSUAcQbad1YAUa9wNbpivXf/7Ldj/g23jEUIIYTWSgDgCe6wBKXbVLdDvUe36r9PgzG7bxiOEEMIqJAFxBPbWCfVKg5+FVsOhMBe+uR0ykmwdkRBCCAuTBMQR2HsConeCmz6Chq0h46yWhBTk2joqIYQQFiQJiCOw1z4gJbn7wm1fa5OpndkJvz8qM6UKIYQDkwTEEThCAgIQ2BxuWQo6J9j7FWxdYOuIhBBCWIgkIPauMA/yM7Tr9tgJ9UrNr4Fhc7Trq56FY6ttG48QQgiLkATE3hkXonMCtzq8EF119LwfukwEZYDvp8CFY7aOSAghhJlJAmLvijugejTQFntzBDod/OfNf6drT4Ovb4WcS7aOSgghhBk5yC9WPWbvI2DK4+wG4z8H33BIOQo/3i3TtQshhAORBMTe2ds6MNXhHQS3fQXOHlpfkNXP2zoiIYQQZiIJiL2z51lQqyK0E4x5X7u+5T2I/tq28QghhDALSUDsnaMMwa1Ih5tgwOPa9d8ehtM7bRuPEEKIWpMExN45ah+QKw36P2j9HyjK02ZKTT9r64iEEELUgiQg9s7Rm2CK6fVw04cQ1A4yk/6drj3H1lEJIYSoIUlA7F19qQEBcPPRpmv3CICzu2HZQzJduxBC2ClJQOxdfegDUlKDKBj3GeidYf93sPkdW0ckhBCiBiQBsXf1LQEBaNofRrymXV89G2JX2DQcIYQQ1ScJiL2rL31ArtTjHuh2F6Dgh7vhfIytIxJCCFENkoDYs4IcKMjSrtenGpBiI16HyL7aYnxf3wo5qbaOSAghRBVJAmLPiptf9M7g5mvbWGzB2VXrD+LXBC6egG/ugPxsW0clhBCiCiQBsWfGhegCtAXc6iOvhtrIGDdfOPk3fHs7FObZOiohhBCVkATEnjnyOjDVEdIBbv8eXDzh+Fr4fjIUFdg6KiGEEBWQBMSe1ac5QCrTpBfc9g04u0PMn/DjPVBUaOuohBBClEMSEHtmHIJbz0bAlKfZQBj/Jehd4NAv8Os0MBhsHZUQQogySAJiz6QGpLSW18EtS0HnBPu+gT8eldlShRCiDpIExJ7V1zlAKtN2JNy0CHR62LUUlj8lSYgQQtQxkoDYM6kBKV/HsTB6gXb9nw9gzQuShAghRB0iCYg9q4/TsFdH5wnwn7e063+/DRtet208QgghjCQBsWdSA1K5HnfDsLna9fVzZPE6IYSoIyQBsWcyCqZqej8Ig5/Vrq96Dv5ZZNt4hBBCSAJi16QGpOoGPAYDHteu//U47PrUtvEIIUQ9JwmIvcrPhsIc7bqH1IBUyTXPQO/p2vXfHoZ939k2HiGEqMckAbFXxbUfehdw87FtLPZCp4OhL0OPewAFP0+FQ7/aOiohhKiXJAGxVyWbX+rrQnQ1odPBiDegyx2giuCHKRCz3NZRCSFEvSMJiL2ShehqTq+HUe9Ch7FgKITvJmqL2AkhhLAaSUDslYyAqR29E9z4AbQZCUX58PUEiN9s66iEEKLeqHYCMnfuXHr06IGPjw9BQUGMGTOGmJgYk22UUsyePZuwsDA8PDwYNGgQBw8eNFvQAhkBYw5OLjB2CbQcqnXo/WocnNph66iEEKJeqHYCsmHDBqZNm8a2bdtYtWoVhYWFDB06lKysLOM2r7/+Om+99Rbz589nx44dhISEMGTIEDIyMswafL0m68CYh7MrjPscmg6E/Ez44mY4G23rqIQQwuFVOwFZvnw5kydPpn379nTq1IklS5aQkJDArl27AK32Y968eTzzzDPcdNNNdOjQgU8//ZTs7Gy++uorsz+BektqQMzHxR1u+xqa9Ia8NPj8Rjh3yNZRCSGEQ6t1H5C0tDQAAgK0/8Tj4uJISkpi6NChxm3c3NwYOHAgW7ZsKXc/eXl5pKenm1xEBSQBMS9XL5jwHTTupnXw/Ww0nI+p/HFCCCFqpFYJiFKKmTNn0q9fPzp06ABAUlISAMHBwSbbBgcHG+8ry9y5c/Hz8zNeIiIiahOa45OF6MzP3Rfu+BFCOkJWMiwZAYl7bR2VEEI4pFolINOnT2ffvn18/fXXpe7TXTE3hVKqVFlJTz/9NGlpacbLqVOnahOa45NRMJbh0QDuXAZhXbRapqWj4NR2W0clhBAOp8YJyIwZM1i2bBnr1q0jPDzcWB4SEgJQqrYjOTm5VK1ISW5ubvj6+ppcRAWkCcZyPAO0JKS4T8hnY+DEBltHJYQQDqXaCYhSiunTp/PTTz+xdu1amjZtanJ/06ZNCQkJYdWqVcay/Px8NmzYQJ8+fWofsQClJAGxtOLmmOaDoSALvrxFZkwVQggzqnYCMm3aNL744gu++uorfHx8SEpKIikpiZwcbWE0nU7HI488wpw5c/j55585cOAAkydPxtPTkwkTJpj9CdRL+VlQlKddl4XoLMfVC2775t/JyvLg29vhwI+2jkoIIRyCc3UfsHDhQgAGDRpkUr5kyRImT54MwBNPPEFOTg4PPvggqamp9OzZk5UrV+LjI4ummUVx7YeTm/YjKSzH2Q1uWQq/PAj7v4Mf79FWIu460daRCSGEXdMppZStgyhLeno6fn5+pKWlSX+QK53dA4sGgU8YzDps62jqB4MB/ngUdi3Vbg9/DXpNtWlIQghRF1X191vWgrFH0v/D+vR6GDkPek/Xbi9/Ejb+z6YhCSGEPZMExB7JEFzb0Olg6Msw8Cnt9tqXYPVsrVOwEEKIapEExB5JDYjt6HRwzdNaIgLw99vw1xNaE40QQogqkwTEHslCdLbXZwaMfBvQwfZFsGw6GIpsHZUQQtgNSUDskdSA1A3dp8CNH4LOCaK/hB+mQGG+raMSQgi7IAmIPZJ1YOqOTuNh3Kegd4FDv8C3d0BBjq2jEkKIOk8SEHskNSB1S9tRMOEbcPaAoyu0WVPzMmwdlRBC1GmSgNgjGQVT97S4Tpu63dUH4jfB5zdCTqqtoxJCiDpLEhB7JDUgdVNUX5j0K7j7w+kd2kq6medtHZUQQtRJkoDYm5IL0ck6MHVP425w15/gFQTn9sPS6yHtjK2jEkKIOkcSEHuTlwGGAu261IDUTcHt4a6/wDccLsTCkuFwMc7WUQkhRJ0iCYi9yfm3/4ezB7h62jYWUb6GLWDKX9CgKVxKgE+GQ9J+W0clhBB1hiQg9kb6f9gP/yYwZTkEtYPMJFhyPZzYYOuohBCiTpAExN7ICBj74hOiNcdE9oW8dPjiZtj/g62jEkIIm5MExN5IDYj98fCHO36CdmO0/js/3g1b5ts6KiGEsClJQOyNrANjn1zcYewS6DlVu73yGVjxjCxiJ4SotyQBsTdSA2K/9HoY/ioMeVG7vXU+/HQPFObZNi4hhLABSUDsjawDY990Ouj7MNy4CPTOcOBHrV9IbpqtIxNCCKuSBMTeSA2IY+g0Hm7/Hly9tanbl1wP6Ym2jkoIIaxGEhB7I6NgHEfzwSVmTT0Ai4fA+RhbRyWEEFYhCYi9kRoQxxLaCe5ZBYEtIO0ULB4KCdtsHZUQQlicJCD2RtaBcTwNomDKSgjvAbmX4LPRcPh3W0clhBAWJQmIPVHq8lTsUgPiWLwC4c5l0Go4FObCdxNhx2JbRyWEEBYjCYg9yUsHQ6F2XfqAOB5XTxj/JXSdBMoAf8yENS9piacQQjgYSUDsSXHzi4sXuHjYNhZhGU7OMOodGPR/2u1N/4Nfp0NRgW3jEkIIM5MExJ7IHCD1g04Hg56EUe+Czgmiv4Cvb4O8TFtHJoQQZiMJiD2Radjrl26T4NavwNkDjq2CT0dC5nlbRyWEEGYhCYg9kSG49U/r4TD5d23U09k98MlQuHjC1lEJIUStSQJiT6QGpH4K7w53rwL/SC35+HgInNxq66iEEKJWJAGxJ9IHpP5q2EJLQkKuguwLsGQErHwWCnJtHZkQQtSIJCD2RJpg6jefYG3q9s53AAq2vAuLBkHiXltHJoQQ1SYJiD2RJhjh5gNjFsCtX4NXIzh/GD4aDBvegKJCW0cnhBBVJgmIPZEmGFGszfXw4DZoO0qbnG7dy1oH1QtHbR2ZEEJUiSQg9kSaYERJXg1h3Odw4yJw84Mzu+CDfrBtIRgMto5OCCEqJAmIPZGF6MSVdDroNB4e3ArNrtHWkVn+FHx2A1xKsHV0QghRLklA7IXBADmp2nWpARFX8msME3+G/7wJLp4Qvwne7wN7vpC1ZIQQdZIkIPYiLw1UkXZdOqGKsuh00OMemPo3RPSE/Az4dZo2jXvGOVtHJ4QQJiQBsRfFHVBdfcDZzbaxiLotsDnc9RdcNxucXCH2L3i/Fxz8xdaRCSGEkSQg9kKG4Irq0DtBv0fhvvUQ3BFyLsL3k+DHey435QkhhA1JAmIvZASMqIng9nDvWug/C3R62P89vN8bjq22dWRCiHpOEhB7ITUgoqacXeHa52DKSghoDhmJ8MXN8PujkJdp6+iEEPWUJCD2QiYhE7UV0UProHr1/drtnZ/AB31lYTshhE1IAmIvpAlGmIOrJ1z/Otz5K/iGQ2o8LBkOP0+F9ERbRyeEqEckAbEX0gQjzKnZIHhwy78L2wF7v4b3umpryhTk2DQ0IUT9IAmIvZAmGGFu7n7awnb3rIHwHlCQra0pM78HHPhRJjATQliUJCD2QppghKWEd4e7V8FNH4NvY0g7BT9MgU+Gw5ndto5OCOGgJAGxF7IOjLAknQ6uugWm74RBT4OzB5zaBh9dA788KP1DhBBmJwmIvciRJhhhBa6eMOgpmLELOo7TyqK/hPe6wcb/Sf8QIYTZSAJiDwxFshCdsC6/xnDzR3D3amjcHQqyYO1LMP9qOPCT9A8RQtRajRKQjRs3MmrUKMLCwtDpdPzyyy8m90+ePBmdTmdy6dWrlznirZ9y00AZtOsyCkZYU0SPf/uHfAQ+YZCWAD/cBUtGwNk9to5OCGHHapSAZGVl0alTJ+bPn1/uNsOHDycxMdF4+fPPP2scZL1X3P/DzQ+cXGwbi6h/9Hq4ahzM2AkDn9L6hyRshUXXwC/TICPJ1hEKIeyQc00eNGLECEaMGFHhNm5uboSEhNQoKHEFmQNE1AWuXnDN09B1Iqx+AfZ/B9FfwKFfoP9M6DUNXNxtHaUQwk5YrA/I+vXrCQoKolWrVtx7770kJydXuH1eXh7p6ekmF/EvSUBEXeIXXqJ/SDfIz4Q1L8KCHnDwF+kfIoSoEoskICNGjODLL79k7dq1vPnmm+zYsYPBgweTl5dX7mPmzp2Ln5+f8RIREWGJ0OyTTEIm6qKIHloScuMirX/IpQT4fhIsHQnnDtk6OiFEHWeRBGT8+PH85z//oUOHDowaNYq//vqL2NhY/vjjj3If8/TTT5OWlma8nDp1yhKh2SeZhEzUVXo9dBpv2j/k5N/wQT9Y/rTWgVoIIcpglWG4oaGhREZGcvTo0XK3cXNzw9fX1+Qi/iUJiKjrivuHTN8ObUaCKoJt78N73WHvt9IsI4QoxSoJSEpKCqdOnSI0NNQah6ucvX0ZGptgpA+IqOP8m8CtX8IdP0JAc8hKhp/vgyXXQ9IBW0cnhKhDapSAZGZmEh0dTXR0NABxcXFER0eTkJBAZmYmjz32GFu3biU+Pp7169czatQoGjZsyI033mjO2KuvMB+2zIcvb7GvJERqQIS9aXEdPLgVrn0OXDwhYQt8OAD+ehJyLtk6OiFEHVCjBGTnzp106dKFLl26ADBz5ky6dOnCc889h5OTE/v372f06NG0atWKSZMm0apVK7Zu3YqPj49Zg6+27BRYNweOrYL939s2luqQdWCEPXJ2g/6zYNp2aDdaa5b55wOY3x2ivwKDwdYRCiFsSKdU3awKSE9Px8/Pj7S0NPP2B9n0pjZk0DtE6zjnZuOkqCre7QoXj8PkPyGqr62jEaJmjq+FP5+AlH/7gkX0hOv/B6FX2TYuIYRZVfX3u/6tBdNrGjRoCplJWjJiD2QhOuEImg+GB7bAdS+Aixec+gcWDYQ/Hru81pEQot6ofwmIizsMn6td37oAUo7bNp7KFBVebjOXBETYO2dX6PcITN8B7W/U1jja8ZE2Wmb359IsI0Q9Uv8SEIBWw7VOckX5sOL/bB1NxXIvAf+2knk0sGUkQpiPX2O4ZSnc+Ss0bA3ZF2DZdFg8RBa5E6KeqJ8JiE4Hw18FvTPELofYlbaOqHzFHVDd/cGpRkv3CFF3NRsED2yGoS+Dqzec2aktcvf7o5eHnwshHFL9TEAAGraEXg9o11c8rQ3RrYtkCK5wdE4u0GcGTN8JHcYCCnZ+Au91g11LtWZIIYTDqb8JCMCAJ8ArCFKOacMD66JaLESnlOKv/YnEXcgyc1BCWIBvKIxdDJN+h0Zttc7Xvz2sLXK3+3MoKrB1hEIIM6rfCYi7L1w3W7u+4TXISLJpOGWqxUJ081Yf5YEvd/P8soPU0dHWQpTWtD9M3QTD5mhz31w8ofUPebcL7PgYCnJtHaEQwgzqdwIC0Om2y0uKr37B1tGUVosmmDFdGuPj5kzncD+KDJKACDvi5AK9p8Ej+2HIS1pNZdop+GMWvNsZtr4P+dm2jlIIUQuSgOj1MOIN7frer+DUDtvGc6UaNsEs2nic3/ae5ev7ejFzaGucneSlFnbIzRv6PgSP7NM+p76NISNR67c1ryP8/TbkZdg6SiFEDcivEkB4N+h8h3b9r8fr1lwENWyC+fKfBN5aFUt6jrSbCwfg4gE974OH9sDIedqid9kXYPVseLsDrH9NJjMTws5IAlLsuufBzVebgyD6S1tHc1kNmmCUUkzsFclNXRvTJlSbBvd0ajYPfLGLmCT5b1HYMWc36H4XzNgNYz6AwBbaXDnr58C8q7RlFrJSbB2lEKIKJAEp5h0EA5/Urq+eXXdW7KzBQnQ6nY57+jfjrXGdCfByBeDVv47w14EkXvjtoCWiFMK6nFyg823aQndjP4GgdpCXri2vMK8DrHimbnYqF0IYSQJS0tX3QWBLrWp3w+u2jkZjpnVgnhrRhoGtGjH7hvZmCEqIOkLvBB1uhqmbYfyXENoJCrJh63ytRuTPxyHttK2jFEKUQRKQkpxdtRlSAbZ/CMlHbBsP1KgJJiElm7Qr+n6EN/Dk0ylX0yrYDlb/FaK69HpoOxLu2wC3/wDhV0NRHmxfBO90hmUPwcU4W0cphChBEpArtbwOWl8PhkJY/hTYcv6MogLITdOuVyMBeez7vXR6YSV/7Essd5usPJldUjggnQ5aDoG7V8KdyyCqPxgKYPen2syqP90P52NsHaUQAklAyjbsFXByhRPrIOZP28Vh7NWvAw//Kj8sPVer/WjWyKvUfUopFv8dR6+5a9h/Os0MQQpRB+l00GwgTP4d7loOza8FVQT7voEFPeG7SZC4z9ZRClGvSQJSloBm2toUAMuftt3Mi8YOqA20tu4qWv7IAPY+P5SWQd6l7tPpdOw7fYmM3EK+2p5grkiFqLsie8PEn+DetdBmJKDg0C/wYX/4chyc2m7rCIWolyQBKU+/meATBpdOwtb3bBNDLdaB8fNwKXfysWeub8urN3XklTEdahOdEPalcTe49Ut4YIu26J1OD0dXwOIh8OkoiNto2yZXIeoZSUDK4+YNQ1/Srm96yzY96WuxDkxFgnzdufXqJuj1OrPuVwi7ENxeW/Ru+k7ocgfonbXk49NRsHgoxK6QREQIK5AEpCIdboYmvbVhfaues/7xazAC5vXlR5j5XTTRpy5Vafsig2LLsQs1CE4IOxfYHEYv0GZX7XEvOLnB6e3w1Tj4cAAc/KVuzYoshIORBKQiOh2MeA3QwYEfIX6zdY9fgyaYlYfO8dPuM1zKzq9027zCIm5auIUJH//DzviLNY1SCPvm3wT+8z9tvZk+M8DFC5L2wfeT4P1esPcbKJJRY0KYmyQglQntBN0ma9f/esK6X0Q1aIJ5angbZg5pRcfGfpVu6+bsRJtgH3zcnUlKlyXORT3nEwJDX4ZHD2izIrv7wYUY+Pl+mN8Ndi6BwjxbRymEw9ApVTcbO9PT0/Hz8yMtLQ1fX1/bBpOVAu910ebk+M+b0OMe6xz3p/u1YYNDXoS+D1vkEJey88kvMhDk426R/Qtht3LTYcfHsHWBNjsyaB3T+z4EXSeBq6dt4xOijqrq77fUgFSFVyBc81/t+tqXL9dMWFoN1oGpLn9PV0k+hCiLuy/0nwmP7NdmSPYJg4yz2gSF8zpq687ICrxC1JgkIFXVfYq24FVOKqx7xTrHrOY6MNGnLrHv9CVyC4pqdLhDZ9N5b83RGj1WCIfl6gm9HoCHo2HkPPCP1GpE1rwIb7aFX6bB6V0yckaIapIEpKqcnP/tkArs/ASSDlj+mNUcBfPGiiPcMH8zy6LPVvtQyem5jFmwmTdXxbJZRsUIUZqzG3S/C2bshhsXQXAHKMyB6C/g48HayJmdSyAv09aRCmEXJAGpjqYDoN1oUAb460nL/8dTzU6o/h6uNPB0oU1o9RecC/J157arI7i+Y0iZU7gLIf7l5AydxsPUv+HuVdDpNm0Ib9I++P0ReLMN/DELzh20daRC1GnSCbW6LiXA/B5QmAtjl0CHmyxznMJ8eLmRdv2JuCoPxS1+OXW66k8yVmRQOMnkZEJUX/ZFiP5Kqx29ePxyeURPrfm23Rhwkb5Won6QTqiW4t8E+j2qXV/5LORnWeY4xf0/dHpw96/yw3Q6XY2SD6BU8lFHc1Mh6h7PAOgzHWbs0lbhbTdGm2H11D/aMN632sCKZyDleKW7EqK+kASkJvo+DH5NIP00/D3PMscwWYjOui9Tdn4hr/51hGlf7bbqcYWwe8Wr8I77FB49CIP/C34RWuf1rfPhva7w6Q1w6FcoKrB1tELYlCQgNeHiAcNe1q5vfgdS481/jGr2/3j2lwPcvHAL62KSa33os5dy+HjTCf7cn8TuBBlmKESN+ITAgMfh4b0w4TtoNRzQQdwG+O5OeLu9Nqz/0ilbRyqETUgCUlNtb9A6pRblweoXzL//ao6A2XkylV0nUyksqn2zSYsgH54a0YaP7uxO1yYNar0/Ieo1vRO0GgYTvtWme+//GHgFQeY52PgGvHMVfHUrxCyXKd9FvSKdUGsjaT980E/rp/HQHmgQZb5971gMf8yENiO1JcQrcfRcBocS0+nXoiGB3m7mi0MIYX5FBXDkD63TatyGy+VejbRFMK8aD2FdtCYdIeyMdEK1hpCO0HywNix320Lz7tvYBFO10S8tg30Y3bmxRZKP3IIikjNkrRghzMbJBdqPgUnLYPpO6D1dSz6yzsM/H8BH18CCq7UaktSTto5WCIuQBKS2ek/X/u7+3LzTMlezCcZS9iSkMmzeRmZ9t1dGxQhhCQ1bwrBXYOZhmPA9dBgLzh5wIVbrI/LOVfDJCG2SM5n6XTgQSUBqq/lgCGoPBVnaF4S5VGMdmA2x51m29yxJaeavpQjwciUxLZfYcxmcS5eVQIWwGCcXaDUUxi6Gx2JhzEJoOhDQQcIWbZKz/7WCb++Aw79rcwUJYcckAaktnU4b/w+wfZH5vhSqsQ7Mks1xPPT1HlYfPmeeY5cQGejFx3d2Z82sQYT4yURKQliFuy90nqA10cw8pK2IHdQeivLh8G/w7e3wZiv4/VFI+EfWoRF2SRIQc+gwFrxDICMRDvxonn1WowmmfZgvXZr406Gxn3mOfYUBrRrh7eZskX0LISrhG6bNPfTgFpi6GfrMAJ9QrTlm5yfwyVB4tzOsmyMTnQm7IqNgzGXTm9rqmMEdtDUiatt7fV5Hbdr3u1dDRA/zxGgGKw8mcS49l4m9o2wdihD1l6EI4jbCvu/g8DLIL7EAXuPu2iiaDjeBV0PbxSjqLRkFY23d7gIXTzh3AE6sr/3+qjkKxhqiT13ivs938fyyg+w6KZ3hhLAZvRM0vwZuXKj1F7l5MbQYAjonOLMT/npc6y/yxVjY+w3kZdg6YiFKkXp1c/EMgC53aP1Ats7XvhxqqiD38n80lTTB5BcacHW2Th7ZKdyPcd3D8XR15qpwyzT3CCGqydULOo7VLpnJWjPwvm/h7B44tkq7OLtrM7F2vAVaDgFnmStI2J40wZjTxRPwbldAwYPbIKhtzfaTfhbeaqv9N/NcSoXNOU/+sI/Vh8/x1Ig23NI9ombHqwZZMVcIO3HhmJaM7P8eUo5eLnfzg3ajtL5rTQdotSlCmJE0wdhCQDNoO1K7vnV+zfdTsvmlkr4kR85lkJKVj5eVOomWTD6UUvyxL5HCIoNVji2EqIaGLWDQkzB9B9y34d/Oq2GQlwZ7voDPx2j/6Pz1FJzeKSNphNVJDYi5ndoOi4eAkys8cgB8gqu/jxMb4LMboFEbmPZPhZvm5BcRey6DqEAv/Dxdahh0zTz/6wE+3XqSu/pG8fyo9lY9thCiBgwGbU6R/T/AoV9MJzZrEKXVinS8BYLa2CpC4QCkBsRWIq6G8Ku18frbF9VsH9UYguvh6kSnCH+rJx8AvZs3xFmvI6KBp9WPLYSoAb0eovrBqHkwKxZu+1ZLOFw8tVW9N/0P3u8JC/vB329rI/GEsBCpAbGEQ79qy217NIBHD2qdxKpj+0fw52PQdhSM/8IyMZrJqYvZRARIAiKEXcvPgpi/tJqRY6vBUHD5voheWgfXdqPBO8h2MQq7ITUgttRmpFadmZMK0V9V//HZVZsF9fd9Z3lvzVEOnk2r/jHMpGTyUVBk4HyGTNcuhN0pHkkz4RttWO+odyCqP6CDU9u0f4jebA1LR8KOj7XRNkLUkiQglqB3gl4Pate3va9NGlQdVWyC+WXPWd5cFcuOuIs1CNK8UrPyuXPxdiYu/ofMvEJbhyOEqCnPAOg2GSb/rk0DP/QVCOuqrfodvwn+mCXJiDCLepmA7Ii/SEqmhf9T73w7uPtpQ3Nj/qreY4vXgalkIboh7YK4qUtjukY2qGGQ5pNbWMSx85mcuphN7DmZ9EgIh+Abpq11dd86eHivtiaNJCPCTGqUgGzcuJFRo0YRFhaGTqfjl19+MblfKcXs2bMJCwvDw8ODQYMGcfDgQXPEW2tvrozhlg+28s6ao5VvXBtu3tB9ina9ukNyq1gDMr5HE94a35mrwv2rH5+Zhfp58PGd3fl5Wl+6NrF9QiSEMLMGUdqaNJKMCDOpUQKSlZVFp06dmD+/7B/W119/nbfeeov58+ezY8cOQkJCGDJkCBkZtv/PuE/zhuh12pB3i/e/vfp+0LtAwlZtnH1VVWMUTF3SKcKfVsE+xtsGQ53s3yyEqC1JRoQZ1HoUjE6n4+eff2bMmDGA9qMeFhbGI488wpNPPglAXl4ewcHBvPbaa9x///1V2q8lR8FYdeTGzw/A3q+g3RgY92nVHvN2B0g7BfeshfBuZW5yPiMPNxc9vu7WH35bFSfOZzL9qz3MvakjnSL8bR2OEMIaUuO1UYAHf4Gzuy+X6/QQ2Rfa3whtbwDvRraKUFiBzUbBxMXFkZSUxNChQ41lbm5uDBw4kC1btpT7uLy8PNLT000ulmLVYaO9p2l/Dy/TPpxVYawBKb8PyLzVsVw1eyUL1h2rXXwW8u6aoxxKTGf2bwctX9MkhKgbKq0ZmQlvtoIl/4GtC7Q+cqLeMnsCkpSUBEBwsOkMoMHBwcb7yjJ37lz8/PyMl4gIy69rkpKZx7zVsZadSjykAzS7RvsAbvug8u0LcqAgW7teQRNM8XDX8AYe5ojS7F4a04Gx3cJZNLE7ukqmkxdCOKCKkpGTf8OK/4N3u8CCnrDqeUj4p/ojBoVds9gCIlf+6CilKvwhevrpp5k5c6bxdnp6ukWTkCKDYsz7mzl1MYdGPm7c3jPSYseiz3Q4sQ72fA6DngIP//K3LZ4DRO8Mbj7lbrbozu6kZRfg4lw3f9x93F343y2dbB2GEKIuKE5G+j4MqSe1kYExf8LJzXD+iHbZPA88G2qr9rYeoa0oXt1JHIVdMXsCEhISAmg1IaGhocby5OTkUrUiJbm5ueHmZr0lop30Oqb0bcoPu06bdJy0iObXQlA7SD4Eu5ZCv0fK37ZkB9RKag5sMf16TW07kcKRxHQm921q61CEELbUIBJ6TdUuOZe0mVdj/oJjqyD7AkR/oV2c3KDZQC0ZaTVcGxIsHIrZE5CmTZsSEhLCqlWr6NKlCwD5+fls2LCB1157zdyHq5WJvSK5s3eU5ZeX1+m0viC/ToN/PtQmKXN2LXtbOx0BU5FjyZnc8fE/FClFy2Af+rZoaOuQhBB1gYe/NgNrx7FQVKCNGIz5C478AZdOwtGV2oVHIawLtBqhJSQhHSv9B03UfTVKQDIzMzl27HLnx7i4OKKjowkICKBJkyY88sgjzJkzh5YtW9KyZUvmzJmDp6cnEyZMMFvg5uDsZMV52DreAmtehIyzcPBn6DS+7O2qkIB8uyOB7XGpjOoUyqDWdX9thhZB3tx2dRMu5RTQrQ5MmiaEqIOcXKDpAO0ybI7WLBPzp5aQnN4JZ/dol/VzwDdcS0Raj9AW13O2Xu25MJ8aJSA7d+7kmmuuMd4u7rsxadIkli5dyhNPPEFOTg4PPvggqamp9OzZk5UrV+LjY+GmjhoyGBQ/7j7NwbPpzL7BQsvKO7vB1ffB2pdg63tw1biyM3jjOjDlj4DZEHueP/cn0SbExy4SEIDnR7XDSa+TDqlCiMrpdBDUVrv0n6XNIxK7QktGjq+F9NOw4yPt4uqjNdW0HAIthoBfY1tHL6pIVsMFjp7LYOi8jSgFPz7Qx3L/pWdfhLfba6Nc7lymfWiutG4ubHhVm0V15Ntl7mbzsQvsjE/lunZBtA/zs0ysFrb2yDn6tWiEq3O9XA1ACFFTBTlwYoNWOxK7HDLPmd4f1A5aXKclJBG9ym/uFhZT1d9vi42CsSctg324u29TGvm40aGxBZMdzwBtjZgdH8GW98pOQKqwDkzfFg3tuh/F26tieWfNUSb0bMKcGzvaOhwhhD1x8YDWw7WLwQCJe+Doaq0T6+mdWmf/5EOw5V1w9YZmgy4nJH7hto5elCAJyL/+O7KddQ7U6wFtauJjqyD5CAS1Mb3fATuhXqlThB86HTRrKEPshBC1oNdD427aZdCTWi3z8bXayJpjqyHrPBz5XbsANGpzORlp0kdqR2xMEpAyKKUwKCwzOiawObT5j/aB2DofRl+xnk4lCUjchSyy8gppEeSNu4uT+eOzgsFtgvlhah+6NvG3dShCCEfiGXB5VI3BAEl7S9SO7Lg858jW+eDipdVCFyck/k1sHX29Iw3wV4g9l8Gdn2znfUtOcd5nhvZ337elF2mqJAH5dEs8I9/7mzdWxFguPivoFtnA2CG1oMjA0z/tJ/5Clo2jEkI4DL1eG7o78HG4eyU8fhzGfgKdJoBXEBRkaf1I/pgJ8zrC/KthxTNaDUpBjq2jrxekBuQKhxPT2XT0AvvPpHFP/2Z4uFqgliGiJzTuDmd2wvaPYPAzl++rZBSMk16Hv6cLbUMt2zHXmt5eFcvX2xPYGHuedY8Nko6pQgjz8wyADjdrF4MBkvZpNSNHV8Pp7XAhRrtsna9Ngtakl1ZD0mwQhHYGvX3WONdlMgrmCkop3lwZy7juETQJtOCidQd/ge8naZ1NHz0Irp6gFLwSAoW58PA+bcbAcmK0WBORDSRn5HL/57uYfk0Lrm1b/my5QghhETmpcGK9lowcX6vN11SSux9E9deSkWbXaE3pMqVAuar6+y0JiK0YirSFmC6dhP+8BT3uhvwsmPPvdMNPn65wLRhHYzAo9CUSqtSsfPw9XWTeECGEdSkFF45C3AYtKYnbBHlpptv4NtaSkaYDtVoSnxBbRFpnSQJiJsnpuTTycbPMD+G2D2D5kxDQHKbvhPQzMK8DOLnCf5PrbYadll3AjQs30yncn1dv7oibs1R9CiFspKgQEvdqC4qeWA+n/oGifNNtGrW93FwT2RfcHfCf5mqQeUDM4L01R5m/7hjv3daFoe0tkOF2uUObVvjicYj9S8uqodyF6D7dEs9ve88yrnsE43pYbqVgW9t58iInU7LJyS8iLaeAIB9JQIQQNuLkDOHdtMuAxyA/G05t05KRExu05OT8Ye3yzwegc9KGBTcbpF3Cu8tU8eWQBKQCOQVF5BUaWHXonGUSEDdv6HaXtgz1lvnamxvKHQGzOyGVnSdTuaaNfUy/XlPXtg1m6V09CPRyI8jH3dbhCCHEZa6e0HywdgFt4EDcxstNNhdPaJ1aT2+Hja+DsztEXA2R/SCqrzYAwUW+10CaYCqUkVvA1uMpDGkXbLm+COlntSFghkJtldxt72uLMU36rdSmJ85nsv9MGu1CfWkZXH/6hwDsiL+IwaDo2cxxJ2gTQjiASwlazciJ9VpSknXe9H4nNwjvoSUjUf206y4eNgnVUqQPiD356X7Y943W96MoH9rfCLcstXVUdUZCSjajF/xNZl4hn065mj7N7XcaeiFEPaIUnI+Bk39D/GaI/xuyrpj7yclVa7KJ6qf1H4m4Glzte5Zo6QNiZvmFBnYnpNLLEv+B95muJSDFHZsceBr2mgjydaN380DOpObQJcJCCwUKIYS56XTachtBbaDHPVpCknJMS0Ti/4aTmyEjERK2ahfeAL2zlpBE9tVqSSJ6ac31DkhqQKogLbuAMe9v5tTFbFY+OoBmjSzwZvhstFZlBzDgCdPJyYADZ9KIT8miU7g/EQEWnJ+kjjIYFBl5hfh5uBjLigzKYeZCEULUQ0ppfUaKk5H4v7XRkCXpnLQZXaP6aklJcAfwDavToySlBsSM/DxdaNbQi4zcAk6n5lgmAek943ICUkYNyLK9Z1m08QSTekfywugO5j9+HafX60ySjx93neabHQl8OLE7AV6yoJQQwg7pdNqkZoHNodskLSFJjf83Gfk3IUlL0GbNPrMTNr+jPc7NDxq11mpWGrWFoH8v3sF1OjG5kiQgVTTnpo54ujrh4+5S+cY10eJaCGqnLSPtX3qIbYivO50j/Lkq3N8yx7cjWXmFzP3rMBcy8/l+5ynuH9jc1iEJIUTt6XQQ0FS7dLlDK0s9eTkhOb0dUo5rE6MVj7Qpyd1fS0QatTH969WoTiYm0gRTl6TGa0tId7tL1h2oxNFzGXy9/RT//U9bkxlUhRDCoRXmaf1Ikg9rK/smH9YuqXGgDGU/xiOgnMTEMh36ZRSMBe06eZHUrAKuayfrltQVBoNiXUwy17QOkoRECFH/FOTChdjLSUnx39R4oJyfec+GcN/6Mmvda0P6gFjImsPnuPvTnTT0dmN980C83Sx/CqWzZeXeXBXDgnXHub5jCO/f3s3W4QghhHW5uEPoVdqlpPzsshOTSychN82m69hIAlJN/Vs2olkjL66OCqCwqJzqLjNbsjmODzacYGKvSB6+rqVVjmlPlFIEeLnh4eLEEKmVEkKIy1w9IayzdikpP0vrX+JkoX6NVSAJSDW5Ouv586H+uLtYr4/GkaQMLmTmocqrRqvndDodd/drysirQgnyubzmwqGz6ej10CakbjXhCSGEzbl6QXA7m4YgCUgNWDP5AHhxdHvu6BVJoAw3rVCw7+X1FfILDcz8LppjyZnMn9CF4R1CbRiZEEKIK+ltHYA9u5iVz/O/HmBPQqpFj+Pp6kzniPo5AVlN5eQXERHgia+HC1c3lZllhRCirpEEpBbeWhXDp1tPMvu3Q9TRwUT1lp+nC4smduOPh/qZTFS28mAS2fmFNoxMCCEESAJSKw8NbknXJv789z9tLbZa7q6TF1mw7hg74y9aZP+OTKfTEep3eZXJ3Qmp3P/FLobP20R6boENIxNCCCF9QGohyNednx7sa9FjrD2SzIJ1x7nt6iZ0jwqw6LEcXX6hgVBfd7pHNcDXUjPaCiGEqBJJQMwoM68QL1cns9aGdGzsx5jOYfRpLv0YaqtXs0BWzhxIkeFyc1lmXiHb41IY3EaG7wohhDVJE4yZ/Lk/kUFvrOOP/Ylm3e/wDqHMu7ULozqFmXW/9ZW3m7PJonZvLD/ClKU7eeWPQzaMSggh6h9JQMwkJimDC5n5fLktwdahiCpSSuHl5oyTXsfAVkG2DkcIIeoVWQvGTPIKi/hyWwK392qCm7N55gnJyC1Ap9NZZbr3+ux0ajbhDS4Pcd6dkEqIrzth/h4VPEoIIURZqvr7LTUgZuLm7MSUfk3NlnwA/LznDB2eX8ETP+w12z5FaSWTj4zcAqZ9uZshb21gt4XndxFCiPpMEhALUEqx8mASuQVFtdrP6dQcABqVmF5cWFZ6biFh/h408HKlXWjdr3kTQgh7JU0wFvDUj/v4ZscpZgxuwayhrWu1r9SsfAxKEegtSYi1GAyKs2k5JjUjb62M4fqrQmVdGSGEqIQ0wdjQwFaNcHXSm2XNmAZerpJ8WJlerzNJPtbFJPPu2mOMnr+Zi1n5NoxMCCEch/RutIDhHUJY9/ggGksnRofQopE313cMobG/h8m07kopi82AK4QQjk5qQCxAp9PVOvnYejyFx7/fy7K9Z80UlaipiABP3r+9G0+PaGssS0zLYeR7f7Pm8DlZB0gIIWpAEhALO3Mph+lf7SYpLbdaj/snLoXvd51mY+x5C0Umqkuvv1zbsWDdMQ6eTWfh+uM2jEgIIeyXNMFY2JM/7OPvYxdQChbc3rXKjxvQqhFKaVOxi7rnyeFt8HJzZmTHMGMzTEGRgczcQhqUaKYRQghRNhkFY2ExSRnMXnaQl8a0p0WQj63DERb06ZZ43loVyzP/acu47hG2DkcIIWyiqr/fUgNiYa1DfPj6vl62DkNYmFKK5QeSSMspIK/QYOtwhBCizpMExMrScwsqXQr+QmYe59JzaRHkbdaZVYXl6HQ6vrinJ7/vO8t/OoYay2PPZeCk19G8kbcNoxNCiLpHOqFa0ZLNcfSZu5Yd8Rcr3G7VoXP8592/ufezXVaKTJiDk17H6M6NcXbSPlZKKZ76cR/D3t7Ir9FnbBydEELULZKAWNGRxAwy8wr5bsepCrfLzi/C192ZNiHSZ8SeZeYVEuDlipuznl7NAm0djhBC1CnSCdWKLmXns+JgErd0izAZ0lkWpRT5RQZpgnEAZy/lmKys++U/J+kc4U/7MBnhJIRwPNIJtQ7y93RlfI8mVdpWp9NJ8uEgSiYfR89l8PyvBzEoxcpHB8jIKCFEvSVNMDZSZFD8Gn0Gg6FOVkAJC/Fxd2FYhxAGtwmW5EMIUa9JDYgNKKW44+N/2Hoihay8Iib0vFwr8vfRC7y75iiD2jTiwUEtbBilsIQQP3cWTOhKfomhurkFRcz8LpqpA5tzVbi/7YITQggrkhoQG9DpdFzXLhgfd2fcnE1fgr2nL7E9/iIxSRk2ik5Yg2uJ1/3DDSf4c38SD3yxm8IimUNECFE/SA2IjUzuE8WoTqEE+biblN/QKYwwf3eCfd3LeaRwNLddHUHchUyGtg8xDuEFMBhUpZ2VhRDCXlmkBmT27NnodDqTS0hIiCUOZbec9LpSyQdoK6/e2CWcPs0b2iAqYQtBvu7Mu7UL15eYwGzT0fOMXrCZ3QmpNoxMCCEsx2JNMO3btycxMdF42b9/v6UOZfcOnU3nvs92kpFbYOtQRB3x5spY9p9JY1n0WVuHIoQQFmGxJhhnZ2ep9agCg0Ex/evdnDifxdM/7ef6jqG0D/MlMtDL1qEJG/rozu4sWHeMR4e0MpZl5hXi7qw3aaYRQgh7ZbFvsqNHjxIWFkbTpk259dZbOXHiRIXb5+XlkZ6ebnKpD/R6HS/e0IHrO4bQNtSXB7/czZM/7rN1WMLGGvm4MfuG9vh5XF436LlfDzBq/mb2nb5ku8CEEMJMLJKA9OzZk88++4wVK1bw0UcfkZSURJ8+fUhJSSn3MXPnzsXPz894iYioP8uZ92vZkPdv70ZkoCedwv3oHNHA1iGJOiY1K5+1R5I5kpSOTB0jhHAEVpmKPSsri+bNm/PEE08wc+bMMrfJy8sjLy/PeDs9PZ2IiAiHmopdiNq4mJXP+phkbuoabix7bfkRzl7K4b4BzWRqdyFEnVCnpmL38vKiY8eOHD16tNxt3NzccHNzs0Y4QtilAC9Xk+SjoMjAtztOcTErnzFdGtP+33IZviuEsAdW6c2Wl5fH4cOHCQ0NrXxjIUSVOOt1fDK5B/cNaEb/FpeHbX/xz0lGvreJ3/fJCBohRN1lkRqQxx57jFGjRtGkSROSk5N5+eWXSU9PZ9KkSZY4nBD1kk6no3OEP50j/E3Kf40+y4Ez6ZzPuNykWWRQFBQZcHeRBQ6FEHWDRRKQ06dPc9ttt3HhwgUaNWpEr1692LZtG5GRkZY4nBCihI/u7M7v+86aTGy2+dgFZny9h9t7NuGJ4W1sGJ0QQmgskoB88803ltitEKIKArxcubN3lEnZqkPnSMspICO30KQ8OSO3zBl5hRDC0mQtGCHqgdk3tGd4hxBC/C4nGwkp2Qz83zr6tWjIZ1OuRqeTjqtCCOuRBESIesBJr6NvC9P1hf6J0+blKTIok+TjlT8O4ebsxK1XRxDewNOqcQoh6g9JQISop27pHkGfFg1Jzco3lhUUGfjynwSy84sY2elyH5JjyZmcTs2me1QA3m7ytSGEqD1ZVEKIeqyxvwcdGl+ewKzIoHh+VDtuuzqCVkE+xvIfdp1m8pIdvLDsoMnjM/NM+5QIIURVSQIihDByd3FifI8mzL3pKpPJzHzcnYkI8KBns0BjWXJ6LlfNXsHo+X9TUGSwRbhCCDsmdalCiEpNu6YF065pgaHEQjR7T6dhUFBQpHApsULvRxu1hSdHdw4jyFdG2AghyiYJiBCiykrWigxpF8y2p68tNeHZhxuPcyEznzahPsYERKaHF0JcSZpghBA1FuLnTsfwy31ICooMzBjckmvbBNGrRHPNJ5vjGPb2Rn7cddoWYQoh6iBJQIQQZuPu4sSkPlEsntzDpFlm5aFzxJzLICO3wFiWX2hg3+lLWGFBbiFEHSRNMEIIi/toYndWHz5H/5aX5yLZfOwCdy3dQdcm/vz0YF8bRieEsAWpARFCWJyfpws3dws36ZR6+lIOHi5OJsOAARasO8aW4xcolJE1Qjg0qQERQtjExF6RjO0aTnb+5blEElKyeWNFDE56HTueuY4AL1cALmTm4efhYtKsI4Swb5KACCFsxsPVCQ9XJ+Ntg1Lc0i2c7PwiY/IB8Pj3e9l8PIU3b+nEqE5hAMa5RyQpEcI+SQIihKgzohp68cYtnUqVn7yYTX6hgTB/D2PZluMp3PfZToa2D+G927oYy5VSsrCeEHZAEhAhRJ23+tGBnLyYTZj/5T4kB8+mkVdo4MpUY+R7f+PmrOf1sVfRosR08kKIukUSECFEnafX62ja0MukbOqA5gxvH0KJyVnJyC3g4Nl0ABp4Xm7C+W7HKb7deYqbujbm9p6RVolZCFExSUCEEHZJr9fRrJG3SZmXqzNrZg0kJimDQG83Y/mO+IvsOplKn+aXJ0crLDLw6Hd7uaqxHxN7R+Lu4oQQwnokARFCOAy9XkfzRt40vyIxmT64Bb2bB9I+7PKQ3yNJGfy29yzrY5K5u19TY/maw+fIKSiiV7NAGpZIYoQQ5iUJiBDC4UUGehEZaNqEE+jtyhPDW5NXYDBZp+bDDSfYHn+R18dexbjuEQCk5RRwLDmTDo19cXOWmhIhzEESECFEvRTq58GDg1qUKu/cxJ/sgkK6RTYwlm05doEHvtzNVeF+LJvez1h+6mI2Qb5ukpQIUQOSgAghRAn/d33bUmUZuYUEernS8YpZW8cs2Exqdj5/PTyA1iHaiJu4C1mcuphNq2AfQvzcS+1LCKGRBEQIISoxrkcEt3QPJ6/w8vTwWXmF5BUaMCgIb3B5fpLf957lzVWxjO0Wzv9KzGnyzuqjhPq585+rQvFyk69eIeRTIIQQVaDT6UxGyni5ObN/9lBSsvJNEgovN2daBnnTOvjyHCQZuQW8vToWgOEdQ4zlP+0+zcbY84zoGMqw9pfLiwwKJ71MpiYcmyQgQghRQzqdrtRImSn9mjKlxKgagIIixaTekVzIzMfX3cVYvvV4Cr9En6VZI29jApKRW0DnF1cR4uvOmlkDjUnP/tNppGTl0SbEV5p2hEOQBEQIISwswMuVF0Z3KFU+tls4zRp507vE/CRnL+VSZFBk5hWa1Lh8vi2e73aeZuaQVjx0bUsAMvMKefTbaBr7e/DsyHbGWpPcgiLcnPUyJb2o0yQBEUIIG+nZLJCezQJNyloGebPt6WtJycozKQ/2dadNiI/JjLBnUnNYdegc/p4uzL6hvbH8uV8P8Gv0WZ4e0YbJfbXamNyCIlYfPkdEA0+uCveT5ETYnCQgQghRh+j1OkL83Es1s8wa2ppZQ1ublAV6u/LSmA4UlOgcC1otSl6hAZ8SzT0nU7KZ/tUefN2d2Td7mLH8s63xnDifxahOYcahx7Kgn7AGSUCEEMJONfR2Y2Kv0mvbfDK5B0lpufh5Xk5ACooMdItsUGoEzoqDSWw+lkKHxn7GBORociZjF26hbagv397f27jtthMpZOcX0iHMjyBf6YciakcSECGEcDCuznqaBHqalHVo7MePD/Qpte34Hk3o2Nifq8Ivz3Fy6mI26bmFZOQWmmz73tqjbD6WwtvjO3Fjl3AADp1NZ+oXu2gV7M3Hk3oYt10fk0x6rjahW2N/D4S4kiQgQghRj93QKYwbOoWZlPVt0ZCVjw4gt6DIpLxZQ2/Scwpp7H85uUnOyCXhYnapmpVFG0+w5XgK88Z3pnGXxgAcOJPG5CXbaRXsw1f39jJuu+tkKoVFBlqH+OBfYhVj4dgkARFCCGHC3cWJViXmMSn20pjSI3m6Rjbgh6m9UVeUtw/zpcigiAi4XPtxPjOPC5n5BPsWmGz75soYthw3rVmJu5DF68uP0CrYh0eHtDJum5FbgJers8n6PcI+SQIihBCixnzdXegeFVCq/Jn/tCtV1rNpAH8+1J8ig2m6EuLnTlSgJxENLtesnDifyV8HkjiVmm2SgNz32S52nrzIe7d1YXiHUADOXsrhz/2JRAZ6MaRdsLmemrAwSUCEEEJYhaerM+3CfEuVvzWuc6mylkE+PD+qHd5XNO2cy8iloEiZNNUcTkzn5T8O07Gxn0kCcteS7cSnZPPymA70bdEQgOT0XDYfv0BEA88yEydhPZKACCGEqHOaBHpyV9+mpcpXPjKA5Iw8ArwuJyD+nq6M6hRGRAPTzq7xKdnEXcgymdZ+3+k0Hv12b6mVjR/6eg9nLuXwf9e3NY4GSs7IZffJVML8Pbgq3N/Mz1BIAiKEEMJuODvpCbtiVE23yAbGpKGkpXdpw5FL1rp4ujrRp3kgLYK8Tbbdd/oS8SnZFBZdnlNl76k0pn6xm04R/vw6ra+xfOrnuzh9KZvnR7Wnx7+1KElpuWw+doHwBh6lJpcTZZMERAghhEOKDPQiMtDLpKxPi4b0+bc5pqS3x3cmMS3XpPOtu4uebpENSnXIjTmXQdyFLFSJriz7Tl9i1vd76Rzhzy8lkpU7P9nOyZQsXr3pKuOU+wkp2fy+/yxRgV5c3zHUuG1mXiEeLk71ZiFCSUCEEELUe12aNKDLFWX9Wzaif8tGpbadP6EL59JzTVY89nZ3pn/LhjRvZFqzcupiNidTsk2SisNJ6by+PIYuTfxNEpCJi/8h+tQlPr6zO9e21fqyHD2XweK/42gR5M09/ZsZt90Rf5HcgiLah/kZm6MKigwUFBlwd3ayi1FCkoAIIYQQ1dA+zI/2YX4mZX2aN6RP89I1K59M7kFKZh6tQy4nK0E+boztFm4y6gcgNSsfpcDX4/IMtsfPZ/HNjlN0beJvkoC8/Psh9p5OY/Gky8nK9riL3P7xP7QO9mHFowOM2z79035iktJ5bGhrY+3PqYvZBPm64eZ8ecFDa5MERAghhLCQpg29TBYQhH9rW5qU7rOyauZAUrPz8SuRgLQI8mLWkFY09HEz2TaqoRd5hQYalOiMm5WnzVzr4WqaVBxOTCf61CUy8y7PbHsqNbtUXxpr0ymlrpw/pk5IT0/Hz8+PtLQ0fH1LD9sSQgghxGUGgyK3sIiCQmWyDtCukxc5n5FP1yb+xjV8TqZkleofYy5V/f2WGhAhhBDCAej1OjxdneGK2ey7RZae78RSyUd16G0dgBBCCCHqH0lAhBBCCGF1koAIIYQQwuokARFCCCGE1UkCIoQQQgirkwRECCGEEFYnCYgQQgghrE4SECGEEEJYnUUTkPfff5+mTZvi7u5Ot27d2LRpkyUPJ4QQQgg7YbEE5Ntvv+WRRx7hmWeeYc+ePfTv358RI0aQkJBgqUMKIYQQwk5YbC2Ynj170rVrVxYuXGgsa9u2LWPGjGHu3LmVPl7WghFCCCHsT1V/vy1SA5Kfn8+uXbsYOnSoSfnQoUPZsmWLJQ4phBBCCDtikcXoLly4QFFREcHBwSblwcHBJCUllfmYvLw88vLyjLfT09MtEZoQQggh6gCLroar0+lMbiulSpUVmzt3Li+88EKpcklEhBBCCPtR/LtdWQ8PiyQgDRs2xMnJqVRtR3JycqlakWJPP/00M2fONN4+c+YM7dq1IyIiwhIhCiGEEMKCMjIy8PPzK/d+iyQgrq6udOvWjVWrVnHjjTcay1etWsXo0aPLfIybmxtubm7G297e3pw6dQofH59ya01qIj09nYiICE6dOiWdW21IXoe6QV6HukFeh7pBXgfzUEqRkZFBWFhYhdtZrAlm5syZTJw4ke7du9O7d28WLVpEQkICU6dOrdLj9Xo94eHhlgoPX19feYPVAfI61A3yOtQN8jrUDfI61F5FNR/FLJaAjB8/npSUFF588UUSExPp0KEDf/75J5GRkZY6pBBCCCHshEU7oT744IM8+OCDljyEEEIIIexQvVsLxs3Njeeff96kv4mwPnkd6gZ5HeoGeR3qBnkdrMtiM6EKIYQQQpSn3tWACCGEEML2JAERQgghhNVJAiKEEEIIq5MERAghhBBWV+8SkPfff5+mTZvi7u5Ot27d2LRpk61Dqldmz56NTqczuYSEhNg6LIe3ceNGRo0aRVhYGDqdjl9++cXkfqUUs2fPJiwsDA8PDwYNGsTBgwdtE6wDq+x1mDx5cqnPR69evWwTrIOaO3cuPXr0wMfHh6CgIMaMGUNMTIzJNvJ5sI56lYB8++23PPLIIzzzzDPs2bOH/v37M2LECBISEmwdWr3Svn17EhMTjZf9+/fbOiSHl5WVRadOnZg/f36Z97/++uu89dZbzJ8/nx07dhASEsKQIUPIyMiwcqSOrbLXAWD48OEmn48///zTihE6vg0bNjBt2jS2bdvGqlWrKCwsZOjQoWRlZRm3kc+Dlah65Oqrr1ZTp041KWvTpo166qmnbBRR/fP888+rTp062TqMeg1QP//8s/G2wWBQISEh6tVXXzWW5ebmKj8/P/XBBx/YIML64crXQSmlJk2apEaPHm2TeOqr5ORkBagNGzYopeTzYE31pgYkPz+fXbt2MXToUJPyoUOHsmXLFhtFVT8dPXqUsLAwmjZtyq233sqJEydsHVK9FhcXR1JSkslnw83NjYEDB8pnwwbWr19PUFAQrVq14t577yU5OdnWITm0tLQ0AAICAgD5PFhTvUlALly4QFFREcHBwSblwcHBJCUl2Siq+qdnz5589tlnrFixgo8++oikpCT69OlDSkqKrUOrt4rf//LZsL0RI0bw5ZdfsnbtWt5880127NjB4MGDycvLs3VoDkkpxcyZM+nXrx8dOnQA5PNgTRZdC6Yu0ul0JreVUqXKhOWMGDHCeL1jx4707t2b5s2b8+mnnzJz5kwbRibks2F748ePN17v0KED3bt3JzIykj/++IObbrrJhpE5punTp7Nv3z7+/vvvUvfJ58Hy6k0NSMOGDXFyciqVwSYnJ5fKdIX1eHl50bFjR44ePWrrUOqt4lFI8tmoe0JDQ4mMjJTPhwXMmDGDZcuWsW7dOsLDw43l8nmwnnqTgLi6utKtWzdWrVplUr5q1Sr69Oljo6hEXl4ehw8fJjQ01Nah1FtNmzYlJCTE5LORn5/Phg0b5LNhYykpKZw6dUo+H2aklGL69On89NNPrF27lqZNm5rcL58H66lXTTAzZ85k4sSJdO/end69e7No0SISEhKYOnWqrUOrNx577DFGjRpFkyZNSE5O5uWXXyY9PZ1JkybZOjSHlpmZybFjx4y34+LiiI6OJiAggCZNmvDII48wZ84cWrZsScuWLZkzZw6enp5MmDDBhlE7nopeh4CAAGbPns3NN99MaGgo8fHx/N///R8NGzbkxhtvtGHUjmXatGl89dVX/Prrr/j4+BhrOvz8/PDw8ECn08nnwVpsOgbHBhYsWKAiIyOVq6ur6tq1q3HolbCO8ePHq9DQUOXi4qLCwsLUTTfdpA4ePGjrsBzeunXrFFDqMmnSJKWUNvTw+eefVyEhIcrNzU0NGDBA7d+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", 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", 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" ] @@ -1226,7 +1227,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1254,7 +1255,7 @@ }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -1378,7 +1379,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -1389,7 +1390,7 @@ "ion_pops, electron_densities = solver.solve(\n", " rad_field,\n", " electron_dist,\n", - " cmfgen_sim_state.elemental_number_density,\n", + " cmfgen_plasma.number_density,\n", " lte_level_number_density,\n", " cmfgen_plasma.level_number_density,\n", " lte_ion_number_density,\n", @@ -1401,22 +1402,22 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1439,22 +1440,22 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 44, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1476,22 +1477,22 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 45, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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fvrxsb5A0Rk/qAPRmtes2xqNhB7Fz09eYkf4+qv50Dj8Pbga3OuZSRyMiTcnLLP4xQQ7oG5XwuTJA3/jNzzUwVS1fObpw4QJu376Nbt26vfTYmDFjsHDhQnz22WclvjyEXC6HjY1N4f0qVapAT0+vyDYASE5OBvDv1dP/+9iLevTogcDAQGRnZ8PY2LjY55E02OjoiJp16iFg3Hq4bDiPyw/S8OGas/ilhzk8vFtIHY2INGGObfGPNQgEPtzxv/sL6gP5xSwy6tAKGLz/f/eXuAFZKS8/b2Za6XKWg5MnT6Jhw4avvEJ1ixYtcPPmTUybNg379u2TIB3g4+OD/Px8nD9/Hm3btpUkAxWPQ1c6xNLUAFuG+aG5UzVMUayB894eiPxnm9SxiKiS2rdvH6pUqVLk1qVLF7W/TmxsLGxti2/85s6diwMHDuDUqVNqf23g32bqv+9ToVAUPm5qagoLCwteWV1L8YiOjjEz0sfGgU0RtSwLRln5cD05EuFZafDp/onU0YhInb6IL/4xQV70/uTbr3nuf/6eHX+l9Jn+IyAgAKtWrSqyLTQ0FP3791fbawBAdnY2jIyMin3cxcUFH330EaZOnYqzZ8+q9bUBYPv27WjcuHGRbXJ50f8HxsbGyMripXu0ERsdHWRkZIwm4/9A+IoP4ZN+GF7hUxGalQq/PlOljkZE6qLKnBlNPfcNTE1NUb9+/SLbHjx4oLb6z1lZWeHKldc3aN988w0aNmyIPXv2qP317ezsXnqf//XkyRPUqFFD7a9NZcehKx2lb2AIr3HbEVLjPcgEEX5Rc3Buw1SISqXU0YiI1Kpp06a4ceMGRFEs9jl2dnYYPXo0vvjiiyLDSuXhzp07yMnJQdOmTcv1dalk2OjoMJlcDr9P1+Cc3b+nXPrf+xFnV4997YcBEZGuCQgIQGZmJq5du/ba502bNg3x8fE4cuTIS4+lpaUhMjKyyO3+/fslev2UlBQkJiYWueXk5BQ+furUKdStWxf16tVT7Y1RuWCjo+MEmQz+QxcipOFnyBPlWH/fGlN3XkaBgkd2iKhiqF69Onr16oUtW7a89nmWlpaYOnVqkSbkuePHj6Np06ZFbiVdf6djx46oVatWkduLQ2Rbt27F8OHDVXpPVH4EsZL/+Z+eng5zc3OkpaW98tRFXbL/5DmM+fsJlCLQ2dUGS/t6wlBP/uYfJCLJ5OTkICYmBk5OTq+dcFvZXblyBR07dsTt27dhZmYmdZxCV69eRYcOHRAdHQ1zc65tpm6v2z9K+v3NIzoVSLc2/lj5oTcM5DJcvX4ZYYt6I/NZqtSxiIjKzM3NDfPnz9e6U7jj4+OxadMmNjlajEd0KtARnedORyfBaktHNBLu4aZeI9iM3AdzS54NQKSNeESHqHg8okOv1KqhNYTuS5AGUzgX3MCTFR155XMiIqqU2OhUUM4+7fGk9x94jGpwUsYiZ00g4mNuSB2LiIpRyQ+uE72SOvYLNjoVmJOLL/I++hvxQk3UEROh93MXxEaFSx2LiF7wfIXdvLw8iZMQaZ/nq03r6+uXugZXRq7gatdtjMfDDyFmbQ84Ke/h3PYJSB36JzztLKSORkQA9PT0YGJigsePH0NfXx8yGf/+JBJFEVlZWUhKSoKFhcVLl9xQBScjV8DJyK+SlvIIF1d/golpfZBrUA1rPvJBi/pWUsciIvx7NCcmJgZKrmxOVISFhQVsbGwgCMJLj5X0+5uNTiVpdAAgM7cAH/8SjjO3U2Agl2FNF1O0bdVG6lhEBECpVHL4iugF+vr6rz2SU9Lvbw5dVSKmhnpYP8gX47ZGwuzGNrQ+vAYhd8fAr/83EHi4nEhSMpmMp5cTaQC/3SoZQz05gj/0Qs/a6ZAJIprfXYaw4EEoyOdfkkREVPGw0amE5DIBLUb+hJCGk6EUBTRL+QPXF3ZFRvpTqaMRERGpFRudSqx5vxm41HIFskUDuOeE4dHSACQ9jJE6FhERkdqw0ankmgb2R9w7vyMF5qiniIG4pgNuxD6QOhYREZFasNEhNPRqi9xBh3FPZofN+QF4d/1VHL+ZJHUsIiKiMmOjQwAAW0dnWIw7hXD7YcjMU2Doz+HYdvaW1LGIiIjKhI0OFTI3r4afh/qhl1dtGCiz0fhAb5z7aTSUCoXU0YiIiEqlQjQ6P/zwA1xdXdGkSRNs3rxZ6jg6zUBPhoXve2ChxyN4yO7CP+EXXFzcCznZmVJHIyIiUpnONzpXrlzBr7/+ioiICISHh2PVqlVITU2VOpZOEwQBXfuORJjnHOSJcnhnHEfsoo54+jhB6mhEREQq0flGJyoqCi1atICRkRGMjIzg6emJAwcOSB2rQvANGoVbgb8gHaZolH8dmSsDEHf7itSxiIiISkzyRufkyZPo3r07bG1tIQgC9uzZ89JzVq5cCScnJxgZGcHb2xunTp0qfKxJkyY4duwYUlNTkZqaiqNHj+Lhw4fl+A4qNteW3fD0g32IF6xRR0yA2ebOuH7+H6ljERERlYjkjU5mZiY8PDywYsWKVz6+fft2jB8/HtOnT8fFixfRunVrdOnSBffv3wcAuLi4YOzYsWjfvj169uwJX19f6OkVfwmv3NxcpKenF7nR6zk08oLBJ0cRrdcQ+aIMo/54gL2X4qWORURE9EZadfVyQRCwe/duBAUFFW7z8/ODl5cXVq1aVbitcePGCAoKwty5c1+qMWzYMPTs2RPdunV75WvMnDkT33zzzUvbK8PVy8sqO/MZvt92EBtvGQMAJndyxsh29SAIgsTJiIiosinp1cslP6LzOnl5eYiIiEBgYGCR7YGBgTh79mzh/aSkfxe3u3nzJs6fP49OnToVW3PatGlIS0srvMXFxWkmfAVkbGqGLwe/i6GtnAAAFw//ivPLPkJ+Xq7EyYiIiF6t+DEeLZCcnAyFQoGaNWsW2V6zZk0kJiYW3g8KCkJqaipMTU2xYcOG1w5dGRoawtDQUGOZKzq5TMCXb7ugvlk+3j46FGZPs3F5URc4ffo7zMwtpY5HRERUhFY3Os/9d2hEFMUi2148ukPlo29bD0TmL0bDU+PgnhOBmKXtkN5/O2rXbSx1NCIiokJaPXRlZWUFuVxe5OgN8O9Q1X+P8lD58+zYFw977kQyLOCkvAfTTR1x9dQfUsciIiIqpNWNjoGBAby9vXH48OEi2w8fPowWLVpIlIpe1MCzNZTDjyNaryEskIFGRwYh5NdvoUVz3ImIqBKTvNHJyMhAZGQkIiMjAQAxMTGIjIwsPH184sSJWLt2LdavX4+oqChMmDAB9+/fx4gRIyRMTS+yru0E+0nHEWbeCXqCEteuX8Xk3y8jJ5/XyCIiImlJfnr58ePHERAQ8NL2gQMHYuPGjQD+XTBw/vz5SEhIQJMmTbB48WK0adOmTK8bHByM4OBgKBQKREdH8/RyNRCVShzdtRojImyRL8rhaWeBnwZ4o2ZVI6mjERFRBVPS08slb3SkVtJ/KCq5U7ceY/SvF5GZnY2Vxj/BodskOPt0kDoWERFVIBViHR3STa0b1MAfo1piuvkhBIpn4PRnb5zfvVzqWEREVAmx0SGNcLQyxfujvsVFk5YwEArQ7NIMhKwcjoL8PKmjERFRJcJGhzSmStVq8Jj0J87ZDQcANE/6DTd+eAupyYlv+EkiIiL1YKNDGiWTy+E/9AdcaL4MWaIhmuRGIiu4DWKuh0kdjYiIKgE2OlQuvDoPxKPefyJeqAkzZTrGbLuEA1cTpI5FREQVHBsdKjdOrn4wGXUSi2p8i6t5tTBi8wUsPhwNpbJSn/hHREQaVGkbneDgYLi4uMDX11fqKJWKhZUNpn86BINbOgIAQo/9gQsL30FG+lNpgxERUYXEdXS4jo5kfg+9g1Z/dYSN8ASxMnvo99+G2nVdpY5FREQ6gOvokNZ7z68eUruvxWNUg6PyPqpsegtXTvKioEREpD5sdEhSjXw6QBx+HDf1nGGOTLj8MxAhW2ZBVCqljkZERBUAGx2SnHVtRzhMOoYw886QCyKa31qIiCXvIzMrW+poRESk49jokFYwMjaFz7itCGk4GQWiDPee5qLHyhDcTHwmdTQiItJhnIzMycha53rYP/j0UDbuPRNgpC/DnO7O6NWsrtSxiIhIi3AyMuksF98O2DXuLbRuYIXc/AJU/XMIwpb0RXYmj+4QEZFqKm2jw3V0tFv1KobYOLgZvvfLQ4AsEr6pfyFxYUvcj46UOhoREekQDl1x6ErrXT39J2yOjIYVUpEpGiGq2bfw6TZc6lhERCQhDl1RhdGkVXfgk1O4ZuAOUyEHPmGfIXT5QORkZ0odjYiItBwbHdIJVrXs4Tz5H5yrPQQA4JeyBxGL38P9lCyJkxERkTZjo0M6Q0/fAP7DF+NS23VIQjV8/6wLui0/hQNXE6WORkREWoqNDukcj4D3UDD6IvTtffAspwAjNkdgw7ZtyMvNkToaERFpGTY6pJNsraph28fN8XGbunARYtEvajRiFrRF4v1bUkcjIiItwkaHdJa+XIYvujbG7I41kSsYwLngBozWt8Olo79JHY2IiLQEGx3Sed4d3kPGwKO4pdcAFsiAx8nhOLd6DAry86SORkREEmOjQxWCrVMj2H92EqE13gMA+MdvQvSCADyOj5U2GBERSarSNjpcGbniMTQygd+odYhotgQZojFc8q5iy5ofcPpWstTRiIhIIlwZmSsjV0hxt68gYsd8TEjrDQgyfNq2Hia81RD68krb2xMRVShcGZkqNbv6buj82UZ80MwRogisOx6F0/N74cHtq1JHIyKicqRyo5OZyWX3STcY6csxt5cbVn3ohS+MdiIg9xgsf2mPsD3LISqVUscjIqJyoHKjU7NmTQwZMgSnT5/WRB4iteviVgudhs7EdQM3mAi58I2cgQuLeyHtKefuEBFVdCo3Olu3bkVaWho6dOiAhg0bYt68eYiPj9dENiK1sbGrD+cpxxHiOAoFogzez44he2lzRIUelDoaERFpUKknI6ekpGDTpk3YuHEjrl+/jk6dOmHIkCHo0aMH9PT01J1TYzgZufK5GX4UVfaPQG3xERSigMMNZ6LjB2Ohx4nKREQ6o6Tf32o562r58uWYPHky8vLyYGVlhREjRuDzzz+HiYlJWUtrHBudyikj/Smi1n2CBqmn0Tl3Hmo71MeSPp6ws9T+31kiIiqHRicxMRGbNm3Chg0bcP/+ffTs2RNDhw5FfHw85s2bh1q1auHQoUOlfgPlhY1O5Xbw3AV8duAxnuUWwMxQDyvaAW0DOkkdi4iI3qCk398qjzHt2rULGzZswMGDB+Hi4oJRo0ahf//+sLCwKHyOp6cnmjZtWqrgROWpk78XXJyzMH57JKrFHUHbEwsRFtkJjYf+hCpVq0kdj4iIykjlSQmDBw+Gra0tzpw5g8jISIwePbpIkwMAdevWxfTp09WVkUij7CxNsP3j5hjQUAGFKMA37SDSFvshOuKY1NGIiKiMVB66ysrK0om5NyXFoSt6UVToIVj8PRK18BgFogzhTp/Ct/8syHVogj0RUWWgsZWRzczMkJSU9NL2lJQUyOVyVctJhte6oldp7BcIk3EhiDBrDz1Bieaxwbgxvx0S425LHY2IiEpB5UanuANAubm5MDAwKHOg8jJq1Chcv34dYWFhUkchLWNezQpeE3YizHMOMkUjuOZdwffrtuLvKwlSRyMiIhWV+Hj8smXLAACCIGDt2rWoUqVK4WMKhQInT55Eo0aN1J+QSAKCTAbfoFF40KQtftu1DrufeGH3lgv4wNcOX3V3gYkBh7KIiHRBiefoODk5AQDu3buHOnXqFBmmMjAwgKOjI2bNmgU/Pz/NJNUQztGhN8lXKLH4cDRWnbiDGuJTrDdZDsPu89GgaVupoxERVVoaW0cnICAAu3btQrVqFePUWzY6VFLn7qQgdctgdFGeQL4oR4TTJ/DtP5sTlYmIJFCuKyPrMjY6pIq0lEe4veFjeGccBwDc0HdB1X4bYOvEYVsiovKk1kZn4sSJmD17NkxNTTFx4sTXPnfRokWqp5UQGx1SlahUInzvKjS+OBtVhGxkiMa44f0VvN8eAUHG62UREZUHta6MfPHiReTn5xf+d3EEQVAxJpHueT5ROd6jA+J+HYzG+dfhc2EatjxMwdsDP4e5ib7UEYmI6P9x6IpHdKgMCvLzELb5K1SP+RPv5M2ChbkFFvb2QIt6VlJHIyKq0DS2YOCrXmjPnj24ceNGWUsR6Rw9fQP4D56H7CHHYGNVHQlpOei/9hwObPwOuTlZUscjIqr0VG50evfujRUrVgAAsrOz4ePjg969e8PNzQ07d+5Ue0AiXeDhaI19Y1qhbzM7DJb9jc6x8/FgQQvciwqXOhoRUaWmcqNz8uRJtG7dGgCwe/duiKKI1NRULFu2DN9++63aAxLpClNDPczt5Y6327XCU1RFPUUMam7rjNBtcyAqlVLHIyKqlFRudNLS0mBpaQkAOHDgAN59912YmJigW7duuHXrltoDEumapm/1g2LEGVw28oWRkA+/G9/jyvy3kJxwT+poRESVjsqNjp2dHc6dO4fMzEwcOHAAgYGBAICnT5/CyMhI7QGJdJGVjT3cphxCaKPPkSPqwz0nHPKfWiLin9+ljkZEVKmo3OiMHz8eH374IerUqQNbW1u0a9cOwL9DWm5uburOR6SzBJkMfh9MQ+IHB3FH7gRTMQtfHXmEabsuIyuvQOp4RESVQqlOLw8PD0dcXBzeeuutwot77t+/HxYWFmjZsqXaQ2pCcHAwgoODoVAoEB0dzdPLSaNyc7Lw+55dmHGpGkQRcLIyxbIednBrWE/qaEREOomXgCghrqND5ensnWRM+u0SLNNvYIfBN7jsOBg+/WdDT99A6mhERDpFY42OQqHAxo0b8c8//yApKQnK/5xNcvTo0dIllggbHSpvaVn5CFk7Fp2e/AqA18siIioNtV4C4kXjxo3Dxo0b0a1bNzRp0oSXfSBSkbmJPgJHByPsT3c0uvANGuVfR8bGdghrOgM+PUbyellERGqk8hEdKysrbNq0CV27dtVUpnLFIzokpfjYm0jbMhiN868BAC5UaYv6g9eianVriZMREWk3jV0CwsDAAPXr1y9TOCL6l62jMxpOPYlzjiORL8rhlXECq1fNx9k7yVJHIyKqEFRudCZNmoSlS5eiks9hJlIbuZ4e/AfNRcw7u7FPLxDBGW3x4dpQzP0rCrkFCqnjERHpNJWHrnr27Iljx47B0tISrq6u0NfXL/L4rl271BpQ0zh0RdokM7cA3+6/jq3n42CMHKw2Ww/7XrPg0Nhb6mhERFpFY5ORLSws0LNnzzKFI6JXe369rABnazzaMQmt808jZ1snhDaehGa9p3KiMhGRiriODo/okJZKTriP+J+HwD0nDABw2cgXtoPWw8rGXuJkRETS09hkZAAoKCjAkSNH8NNPP+HZs2cAgPj4eGRkZJQuLRG9xKrWv9fLCnF+fr2sMMh/bIlLh7dIHY2ISGeofETn3r176Ny5M+7fv4/c3FxER0ejbt26GD9+PHJycvDjjz9qKqtG8IgO6YLYqHAodgxDPWUMAGBv7QnoOHAGTAxUHn0mIqoQNHZEZ9y4cfDx8cHTp09hbGxcuL1nz574559/SpeWiF7LsbEP6kw5ixCbD5EsVsW3d+rj7WWnceVBmtTRiIi0msqNzunTpzFjxgwYGBS9No+DgwMePnyotmBEVJShkQmaj1iJO72PQ1a1Fu4mZ6LnyjPY9/sGKAp4NXQioldRudFRKpVQKF5e2+PBgwcwMzNTSygiKp6faz0cGN8a3dxqoQPO4+2r4xH9fRsk3LspdTQiIq2jcqPz1ltvYcmSJYX3BUFARkYGvv766wpzWQgibWdhYoAV/ZpicPPayBCN0Tj/Gqqsb4vwvauAyn0iJRFRESpPRo6Pj0dAQADkcjlu3boFHx8f3Lp1C1ZWVjh58iSsrXXrGj2cjEy67uHdG3i2dRAa5UcBACLM2qP+kDUwr2YlcTIiIs0p6fd3qdbRyc7OxtatW3HhwgUolUp4eXnhww8/LDI5WVew0aGKoCA/D2G/zIDvvTXQE5RIRA086bQcLv5dpI5GRKQRGm10KoLg4GAEBwdDoVAgOjqajQ5VCDfC/0GV/SNRR0zE8PxJaNC6N8Z3bAgDPa6oTEQVi8YanaNHj2LXrl2IjY2FIAioW7cu3n33XbRp06bMoaXAIzpU0WSkP8W+7Wvw+R1XAIBbbXMseb8x6tlUlzgZEZH6aGQdnREjRqBjx47YunUrUlJS8PjxY2zevBkBAQEYM2ZMmUMTUdlVqVoNHwyfglUfesHcWB9JD2NgvMoXoTsWQlQqpY5HRFSuStzo7N69Gxs2bMD69euRnJyMc+fOISQkBI8fP8aaNWuwevVq7N27V5NZiUgFXdxq4eD4NphW4zRshRT4XZuFyB+64UkS17siosqjxENXPXr0gKurK+bOnfvKx6dOnYobN27gjz/+UGtATePQFVV0SoUC57fOhtet5TAQCpAMC8S3Wwj3du9JHY2IqNTUPnR14cIF9OzZs9jH3333XURERKiWkog0TiaXo3n/mYh7bz9iZXawQircjw9FaPBQ5GTxQrxEVLGVuNFJTk5G7dq1i328du3aSElJUUsoIlK/em7NYfNZCEJr/Hskx+/x7/ht6WREJaRLnIyISHNK3Ojk5eW9dH2rF+np6SEvL08toYhIM4xMqsBv1DpcarsOYUITzEl7C++sOIO1p+5CqayUK00QUQWnp8qTv/zyS5iYmLzysaysLLUEIiLN8wh4D8m+3dFq52UciUrCnP3XYH1+Hvw/mIYatZ2kjkdEpDYlnozcrl07CILwxucdO3aszKHKEycjU2UmiiJ+PX8fD/d/jymyLUhFFcT4z0HTTgOljkZE9FpcGbmE2OgQAfduRiLvt6FooLgNAAiz6AaXoSthamYhbTAiomJoZMFAIqqYHJw94TDlDM7ZDoRSFOCbuh+pi/wQHaFbR2iJiP6LjQ4RAQAMDI3g//EyRHX6FYmwQm0xEXX39sLRzfOh4ERlItJRbHSIqAjXFl1hPDYEEWYBUECGH66Zos9P5xD3hCccEJHuYaNDRC8xt6wBrwm7cKL9btw3qI/we0/Rdekp/HPiBFC5p/URkY5RqdEpKCjAN998g7i4OE3lISItIchkCGzbBn+Paw0fh2pwyItGm6M9EbGoF9KeJksdj4ioRFRqdPT09LBgwQIoFApN5SEiLWNnaYJtHzfHBNdsCBDh/ewospf64frZv6SORkT0RioPXXXs2BHHjx/XQBQi0lZ6chk69J+CO9134oFgAxsko9HBfghZPQZ5uTlSxyMiKpZKKyMDQJcuXTBt2jRcvXoV3t7eMDU1LfJ4jx491BaOiLSLs097ZDiH4vz6kWj2dD+ax2/CrflnYdhnHewbekodj4joJSovGCiTFX8QSBAEnRvW4oKBRKVz4cDPqBvyBSyQgTnKgXDs9hn6NrMr0QrqRERlxZWRS4iNDlHpPXp4F2e3LcDEx10hQoa3XGpiXs8mqG5mJHU0IqrgymVl5Jwcjs0TVWY1a9fFOxNW4ouurjCQy3Dm+j3cW9QOl4//LnU0IiIApWh0FAoFZs+ejdq1a6NKlSq4e/cugH+vbL5u3Tq1ByQi7SaTCRjepi52j2qBz6segpcYBffjQxESPAw5WRlSxyOiSk7lRue7777Dxo0bMX/+fBgYGBRud3Nzw9q1a9Uajoh0h6utOXqPX4hQq3cBAM0f70DiD/6IuRYqcTIiqsxUbnQ2bdqE1atX48MPP4RcLi/c7u7ujhs3bqg1HBHpFiOTKvAbvR6X2qxBCszhqLyP2r91RciWWVDq2IkKRFQxqNzoPHz4EPXr139pu1KpRH5+vlpCEZFu82jfG/j0LCKNm8NAKEDzWwvxx9KxeJTOeX1EVL5UbnRcXV1x6tSpl7bv2LEDTZs2VUsoItJ91WvWgcfkvxHqMh0PRSvMSWqBzktO4sDVRKmjEVElovKCgV9//TUGDBiAhw8fQqlUYteuXbh58yY2bdqEffv2aSKjRgQHByM4OFjn1v0h0iWCTAa/3lNwO2EIrHdE4Vp8OkZsjsD8+tfQrc/HMDWzkDoiEVVwpVpH5+DBg5gzZw4iIiKgVCrh5eWFr776CoGBgZrIqFFcR4eofOQVKLHw8E3cP70Nq/SX4IFQC1ndf0JDr7ZSRyMiHcQFA0uIjQ5R+bp6dj9qHBqDmkhBvihHuNPHaNb/W8j1VD7ATESVmMYbnfDwcERFRUEQBDRu3Bje3t6lDislNjpE5S/tyWPcXj8M3hnHAQBR+q6w6L8BtRycpQ1GRDpDY43OgwcP0LdvX5w5cwYWFhYAgNTUVLRo0QJbt26FnZ1dmYKXNzY6RNIQlUqE7V0F14uzYCrk4JlojKhmc9Gs22CpoxGRDtDYJSCGDBmC/Px8REVF4cmTJ3jy5AmioqIgiiKGDh1aptBEVHkIMhmaBY1C6sDjuKHXGGZCNn488wDjtl1EWjaXqiAi9VD5iI6xsTHOnj370qnkFy5cQMuWLZGdna3WgJrGIzpE0ivIz8O+3ZsxKdIGCqWI2hbGWNazLrydHaWORkRaSmNHdOzt7V+5MGBBQQFq166tajkiIujpGyCo9xD89ok/7C1NoEx9AKdfW+LcmnHIz8uVOh4R6TCVG5358+djzJgxCA8Px/ODQeHh4Rg3bhx++OEHtQckosrD26Ea/hrXGtMcbsBSyID/w42Ind8ScbcuSx2NiHRUiYauqlWrBkEQCu9nZmaioKAAev9/Oujz/zY1NcWTJ080l1YDOHRFpJ0i/t6A+qHTYY5MZImGuOr2OXx7jYcgU/nvMyKqgEr6/V2ihSuWLFmirlxERCXi3WUwHrm1QdwvQ9AkNxLNrn6Di3ePwHHwOlSrUUvqeESkI7hgII/oEGk1pUKB81tnwevWchgICmyQ9UK9D+ajTcMaUkcjIglpfMHApKQkJCUlQalUFtnu7u5emnKSYaNDpBtuXz6L+L2zMTzjY+TCAENaOmFKZ2cY6culjkZEEtBYoxMREYGBAwcWrp1TpJgg6NxFMtnoEOmO7DwF5v4dhU3n7kEGJZZX3QyXdybBybWZ1NGIqJxprNFxd3dH/fr1MXXqVNSsWbPIJGUAcHBwKF1iibDRIdI9R288QuRv32Gi8mfkivq46DwezfpMg0zOoztElYXGGh0zMzNcvHgR9evXL3NIbcBGh0g3JSfG4eHPQ+CRfR4AcNnIB7YfrYeVrW79sUVEpaOxBQM7dOiAS5culSkcEVFZWdnYwX3yQYQ2/gI5oj7cc8IhX90KFw9tljoaEWkRlY/oJCcnY+DAgWjWrBmaNGkCfX39Io/36NFDrQE1jUd0iHTfvagIFPw+DPUUdwEAB20+Qeshc2BiUKIVNIhIB2ls6Grv3r0YMGAAnj179nIxTkYmIonk5mTh4sbP4JnwG4LyZiOvemMs/aAp3OqYSx2NiDRAY0NXY8eOxYABA5CQkAClUlnkpmtNDhFVHIZGJmg+YiWuvHsCqWYNcTc5Ez1XnsGuP3ZCUVAgdTwikojKjU5KSgomTJiAmjVraiIPEVGZ+Lq74sD41ujSxAau4i10vzAcN+e3Q+L9W1JHIyIJqNzo9OrVC8eOHdNEFiIitbAwMcDKD70wpYUZ8qAPl7wrMFnfBuH710gdjYjKmcoz9Ro2bIhp06bh9OnTcHNze2ky8tixY9UWjoiotARBQMvuQ/DAxQ9xW4egUcEN+IR9hvCbB+E85CeYWVSXOiIRlQOVJyM7OTkVX0wQcPfu3TKHKk+cjExU8eXn5yH852loFrcOckFEglADaZ2D0civk9TRiKiU1Hr18hfFxMSUKRgRUXnT1zeA/7CFiDrfGeZ/j4Kt+Ag/7d0PszRHjO3QAPpylUfxiUhHcO8mokqjcbO3UGV8CP6wHomNikAsP3ob7/14DrGPX14ug4gqBpWHroYMGfLax9evX1+mQOWNQ1dEldPeS/GYvvsKlDnPsNNwFp55DIVP0BgIMv79R6QLNDZ09fTp0yL38/PzcfXqVaSmpqJ9+/aqJyUikkAPD1t4O1TDsXXT0ejZPeDyV7hw5wjqDl4DCysbqeMRkZqofETnVZRKJUaOHIm6detiypQp6shVbnhEh6hyUxQU4PyvM+FzZyX0BQWSYIlHHZbArfU7UkcjotfQ2CUginPz5k20a9cOCQkJ6ihXbtjoEBEA3Io8BcM/PoG9+BAAEFKzL5oOXgRDIxOJkxHRq2jsEhDFuXPnDgq4zDoR6agGnq1hNekcQqsHAQCaP9qKvxaPQPQjTlQm0mUqz9GZOHFikfuiKCIhIQH79+/HwIED1RaMiKi8mVQxh9+Yn3Hx8BaYnZmL79I649ny05jWpREGtnCEIAhSRyQiFak8dBUQEFDkvkwmQ40aNdC+fXsMGTIEenoq906S4tAVEb1KUnoWPvv9Kk5GPwYAfFvrNDr3+RRWNvYSJyMiQII5OrqKjQ4RFUepFPHzuVhEHtiApfKleIKquN9qATw7fiB1NKJKr9zn6BARVTQymYDBLZ0wvm8P3JU5whLp8Dz9CUKXD0R2JufuEOmCEh/RCQgIeOP4tCAI+Oeff9QSrLzwiA4RlUROdhYiN05E80dbAQD3ZbWR985q1PdoJXEyospJ7QsGenp6vvbFtm7ditzcXJVCEhHpCiNjEzT/9EdcOdkZNY9OgL3yIfJ29cDJa1PQ8oOpkMs4UZlIG5Vpjk5BQQGCg4Px3XffwdzcHLNnz8YHH+jW2DWP6BCRqlKTE3F3wzB4ZZ7CoLwpyHFsj0W9PWFrYSx1NKJKQ+OTkbds2YKvvvoK2dnZmDFjBj7++GOdO+MKYKNDRKUjKpX458g+jD1tgKw8Baoa6WFh5xp4q7mX1NGIKgWNTUY+cOAAPD09MXLkSAwaNAi3bt3CyJEjJW1yFi9eDFdXV7i4uGDs2LGo5CeSEVE5EGQydAzsgf1jW8PDzgJmOQnw+7sbwhb3xrO0J1LHI6L/V+JG5/z58wgICEDPnj0REBCAO3fu4Msvv4Spqakm873R48ePsWLFCkRERODKlSuIiIhASEiIpJmIqPJwsjLF7yP8MaNJCkyRDd+0g3i2pDlunD8sdTQiggqTkZs3bw5jY2N8+umncHR0xK+//vrK540dO1Zt4UqqoKAAOTk5AP69mrq1tXW5ZyCiyktfLkOX/pMQFdoE5gdGw1Z8hJr738e5K0Ph+9Fc6OkbSB2RqNIq8RwdR8c3L38uCALu3r2rUoCTJ09iwYIFiIiIQEJCAnbv3o2goKAiz1m5ciUWLFiAhIQEuLq6YsmSJWjdunXh48uXL8f06dOhp6eHESNGYM6cOSV+fc7RISJ1Sk9NQfT6T+CT/u8RnZt6zqjSbwNq13WVOBlRxaL2OTqxsbGIiYl57U3VJgcAMjMz4eHhgRUrVrzy8e3bt2P8+PGYPn06Ll68iNatW6NLly64f/8+AODp06fYt28fYmNj8fDhQ5w9exYnT55UOQcRkTpUtagOn4m/I9znB6TDBM4FN3Hw57nYER7H+YNEEtCqS0AIgvDSER0/Pz94eXlh1apVhdsaN26MoKAgzJ07Fzt27MDx48cRHBwMAFiwYAFEUcSUKVNe+Rq5ublF1vtJT0+HnZ0dj+gQkdol3IvGtW1fYdTTPsiFAbq62WBOTzdYmHAoi6isKsQlIPLy8hAREYHAwMAi2wMDA3H27FkAgJ2dHc6ePYucnBwoFAocP34czs7OxdacO3cuzM3NC292dnYafQ9EVHnVcmiIgMlbMbaTG/RkAg5ciUfYD0G4enqv1NGIKg2tbnSSk5OhUChQs2bNIttr1qyJxMREAP9Oku7atSuaNm0Kd3d31KtXDz169Ci25rRp05CWllZ4i4uL0+h7IKLKTS4TMCqgPnaNbIHxVU/iLeUZuBz+CCE/jkRuTpbU8YgqPJ1Y4e+/k6BFUSyy7bvvvsN3331XolqGhoYwNDRUaz4iojdxr2OB+mNnIHR9Ivye7EXzxC24s+Ac9N5fB4dGXGSQSFO0+oiOlZUV5HJ54dGb55KSkl46ykNEpO1MqpjDb+wvuNgiGE9hhnqKu6i5NRCh27+HqFRKHY+oQipVo6NUKhEdHY3Tp0/j5MmTRW7qZGBgAG9vbxw+XHThrcOHD6NFixZqfS0iovLSNLA/FB+fwWUjbxgJ+fCLmoNDS4YjOYMXRiZSN5WHrkJCQtCvXz/cu3fvpVMlBUGAQqFQqV5GRgZu375deD8mJgaRkZGwtLSEvb09Jk6ciAEDBsDHxwf+/v5YvXo17t+/jxEjRqganYhIa1jZOsBy8mGEbJ+LxjdX4ofHzfB0yUkseM8DAY246CmRuqh8ermnpycaNmyIb775BrVq1Xpp/oy5ublKAY4fP46AgICXtg8cOBAbN24E8O+CgfPnz0dCQgKaNGmCxYsXo02bNiq9TnG4YCARSS36/kOM2XkHNx89AwDMdonH++/1hZFJFYmTEWkvjV293NTUFJcuXUL9+vXLHFJKwcHBCA4OhkKhQHR0NBsdIpJUTr4C3x+4gcizh7HD4Bs8lNdGQdBq1HPnMD3Rq2hsHR0/P78iQ026atSoUbh+/TrCwsKkjkJEBCN9Ob7u7oqvu9ZDqlAVDso42O18GyGbZ0Kp4pQAIvoflY/o7N69GzNmzMDkyZPh5uYGfX39Io+7u7urNaCmceiKiLTN08cJiN0wBE2z/l0Y9aqhJ6wHbIB1nboSJyPSHhobupLJXj4IJAhC4do2qk5GlhobHSLSRqJSibBdS9DkyjyYCLlIgynuNJ8Lr84DpY5GpBVK+v2t8llXMTExZQpGRERvJshkaPbeRMR5dMDDbUPRQHELu05dxLYMT3zd3RWmhjqx3iuR5LTqop5S4BEdItJ2ebm5OLJ9OUZFNYIoCnCoboKl7zaCZ91aUkcjkoxGL+p5584djBkzBh07dsRbb72FsWPH4s6dO6UOS0RExTMwNETXjz7DtuH+qG1hjJSUZJj/3A4h6yejID9P6nhEWk3lRufgwYNwcXHB+fPn4e7ujiZNmiA0NBSurq4vrWCszYKDg+Hi4gJfX1+poxARlYhf3er4a1xrzHC4DichEc3vr8bt+W0QHxMldTQiraXy0FXTpk3RqVMnzJs3r8j2zz//HIcOHcKFCxfUGlDTOHRFRLoofO+PcI6YCTMhGxmiMW54fQnv7p9CeMUJI0QVkcbOujIyMsKVK1fQoEGDItujo6Ph7u6OnJyc0iWWCBsdItJV8bE3kbZlMBrnXwMARFRph/pD1sLcsobEyYg0T2NzdGrUqIHIyMiXtkdGRsLamtdnISIqL7aOzmg49STOOY5EviiHd8ZxnFgxAufupEgdjUhrqHx+4vDhw/Hxxx/j7t27aNGiBQRBwOnTp/H9999j0qRJmshIRETFkOvpwX/QXNy80BnZ+6ZhZtZ7eLo2BCPa1sOEjg1hoMehLKrcVB66EkURS5YswcKFCxEfHw8AsLW1xeTJkzF27NiXLvKp7Th0RUQVRWZuAWb9eR3bw+MAAN9W24/WQR/DwdlT2mBEGqCxOTovevbs3yvtmpmZlbaE5NjoEFFFc+BqIo7uXIX54hJkiwa47DoFzd6bxInKVKGUS6NTEbDRIaKK6HF8LBJ/Hgy33H/PhI008Yf9wLWwrFlH4mRE6qH2Rqdp06YlGpbi6eVERNpBqVAgdNsceEcvgYFQgBSY40HbH+AR0FvqaERlpvZrXQUFBakjl9YIDg5GcHCwzl2ElIiopGRyOfw//BJ3rwZC2DUcTsp7qH5iOI5Fh8B/yAIY6culjkikcRy64hEdIqoEcrIzEbl+PJol7cDA/Kl4VKMFlvRpChdbfu6RbtLota6IiEi3GBmbovmoNQh7+wCiTHwR/SgDQcFn8PuBI1DyyDZVYGx0iIgqET/f5jg4vjU6Nq4Ja+UjBJ7rj+vzOyDpYYzU0Yg0go0OEVElU72KIdZ85I1v/QE9KNEk9yIM1rTCxQMbpY5GpHZsdIiIKiFBENCuxyA87ncIt+T1YYEMNA0Zh/NL+iLzWarU8YjUho0OEVEl5uDsCYcpZ3DOdiCUooBmqX8hdZEfoiOOSR2NSC1KfHr5smXLSvS8sWPHljoMERGVPwNDI/h/vAzXznZG9UNjUFtMxNo9q3EwtQ5GBtSHXKZbl/YhelGJTy93cnJ6czFBwN27d8scqjzx9HIiov9Je/IYob98hdEJnZAHffg4VMPi3h6wq24qdTSiIngJiBJio0NEVJQoith98SG++uMasnNzsdFwIYy9+8D77RG8XhZpDa6j8wbBwcFwcXGBr6+v1FGIiLSKIAjo5VUHf49rjUk1wtFaiITPhWm4sPhdpD1NljoekUpKfESnos7R4REdIqLiFeTnIWzzl/CNXQ09QYlEWCElcDlcW3SVOhpVcmofuuIcHSKiyutm+FGY7v8UdcREKEUBobUHwHvgAhgYGkkdjSopztEpITY6REQlk/EsFdfXj0Szp/sBAP8YdoDjsE2oV6OKxMmoMuIcHSIiUqsqZhZoNu5XXGi+FI9giTnpnfH2stPYEnoPlfxvZtJibHSIiEglXp0HQRx7CTb13JGdr8D03VexeuUPeJL0UOpoRC9ho0NERCqzsayKX4b4YXrXxvDTu4VhSd9BubIFLh3fKXU0oiLY6BARUanIZAKGt6mL7/o0R5y8DqyQCo/jQxASPAw5WRlSxyMCwEaHiIjKqL5bc9h8FoKQGu8BAJo/3oHEH/xx92qoxMmIVDjrKj09vUQFde3MJZ51RUSkPpeO7kDtk5/BCqnIE/UQ1mgy/PtMhYzXyyI1K+n3d4kv6mlhYQFBKP4XVRRFCIIAhUKhWlIiIqowPNq/jxRXf0RuHAbP7HPYfzUJqzLPY2FvD9SsyjV3qPyVuNE5duxY4X+LooiuXbti7dq1qF27tkaCERGRbqpesw4sJ/+FY/u2YFdYdeTcTkanJSfxw9v26OjVSOp4VMmUesFAMzMzXLp0CXXr1lV3pnIRHByM4OBgKBQKREdHc+iKiEgDbidlYPz2i7j3MBF/G36OhGp+cBm6EqZmFlJHIx2n8ZWRdb3ReY5zdIiINCuvQIm/tq1Ej1szIBNEPBBqIav7j2jo1U7qaKTDuDIyERFpBQM9GYL6j0ZU4BY8QnXUERNQ94+eOLdhKhQFBVLHowquTI3O6yYnExERvci1ZTcYjQ1FhFkA9AQl/O/9iOjvWyM+9qbU0agCK/HQVa9evYrc//PPP9G+fXuYmpoW2b5r1y71pSsHHLoiIipfolKJ8D9/ROMLs1BFyMY+sRXyg35CkGdt/gFNJab208vNzc2L3O/fv3/p0xERUaUlyGTwfWck4t3b4+q2ifgyrT+ebr+Eozce49ugJjA31pc6IlUgpZ6MXFHwiA4RkXQKFEqsPH4HS/+5BYVSibmm2+HRsR9c/LtIHY20HCcjExGR1tOTyzC2QwPsGOGPgeaR6KvYi0YH+iJk9Rjk5eZIHY8qADY6REQkOS/7apg8ejTOV+sGmSCiefwm3JvfEvejI6WORjqOjQ4REWmFKmYWaDbuV1xovhRpMEUDxW1YbQlE6I6FEJVKqeORjmKjQ0REWsWr8yDkDD+Nq4aeMBFy4XdtFk4uHoCUjFypo5EOYqNDRERap2btunCZchQh9ScgV9TH6hQ3dF56CieiH0sdjXQMGx0iItJKMrkczfvPROyAc3hk5Y/Hz3IxcP15rN32G3KyM6WORzqCjQ4REWk15/oN8OfoVvjI3wF2wiN8EDUGCQv8EXMtVOpopAMqbaMTHBwMFxcX+Pr6Sh2FiIjewNhAjlnvNMGSrjWRKxjCSXkPtr91Q8iv30KpUEgdj7QYFwzkgoFERDol5dEDPNg4BB7Z/x7RuWzkDduPNsDK1kHiZFSeuGAgERFVSNVr1oH75AMIdZmObNEA7jkRkK9uiYuHNksdjbQQGx0iItI5gkwGv95TkNT3IG7L66EaniH05N+YtusysvIKpI5HWoSNDhER6SyHRl6wm3IGR+zHYbHifWw9H4e3l53G5fspUkcjLcFGh4iIdJqhoTE6DpmFDUNbwaaqEe4npyFnbVec+/kLKAp4dKeyY6NDREQVQov6VjgwvjWmOUajmewG/GOCcXN+OyTcuyl1NJIQGx0iIqowLEwMMOTjSTjv8S0yRSO45F2B6YZ2CN+3WupoJBE2OkREVKEIMhma9RyD1IFHcVOvEaoiCz7hkxG+6F2kp3LuTmXDRoeIiCqk2nVdUW/qKZyzGw6FKMAn/QguLuuLsNgnUkejcsRGh4iIKiw9fQP4D/0Bt7rtwB3BHrOy30Ofn87hh4M3ka9QSh2PygEbHSIiqvAaNXsL1lPC4dG0GZQisOLYbfy0+GvE3b4idTTSMDY6RERUKZgZG2JRb0+s6NcUbY1u49Nny1H9lw4I27kYopJHdyoqNjpERFSpvO1ui++HdkOUoTtMhFz4XpmJyIXdkZqcKHU00gA2OkREVOnY2NVH46nHcK7eOOSJcjTNPI38Fc1x5eRuqaORmrHRISKiSkkul8N/wCzc7/Un7snqoAaewu3oIJz+cSxy8hVSxyM1YaNDRESVWn2PlrCeFIIQq54AgH1x+ggKPoObic8kTkbqIIiiKEodQkrp6ekwNzdHWloaqlatKnUcIiKS0PlTh/DpMSAlKx8GejLMDqiG3gHNIMh4XEDblPT7m//niIiI/l+z1oE4MKEt2jnXgFHBM7Q62Q9X5gciOfG+1NGolCptoxMcHAwXFxf4+vpKHYWIiLRIDTNDbBjki4UtClAd6XDPCYP8x5aIPPyr1NGoFDh0xaErIiIqRmxUBBS/D0U9RQwAILT6O3AbvBwmVcwlTkYcuiIiIiojx8beqDP5LM7Z9AMA+KX8gZSFzXEr8pTEyaik2OgQERG9hqGRCfxHrMKVDpuQBEvYifGI3vktVh6/DYWyUg+K6AQ2OkRERCXg1vodGIwOwcmq3TE9fzDmH7iJfmtC8DA1W+po9BpsdIiIiErIwqomWk/4BV+81xImBnKExqTg3JIPEbFvjdTRqBhsdIiIiFQgCAJ6+9jhr7Gt8bH1DbyHf+Ad/hnCF72HZ6kpUsej/2CjQ0REVAqOVqaYPHoMztkNg0IU4JN+GBlL/XAj9KDU0egFbHSIiIhKSd/AEP5DF+JW198QL1ijlvgYDf7qg5C1E5Cflyt1PAIbHSIiojJr5BcIs/GhCDPvBLkgovmD9Qj/IQixyZlSR6v02OgQERGpgZm5JXwn/IYI34VIRRUsywhA12Wn8FtYHCr52rySYqNDRESkRt7dhiF7ZCSUDq2RlafAlJ2XsXTNWqQmJ0odrVJio0NERKRmtaxr4NfhzTG1cyPUkz3C8IfTkbfCH1dP/SF1tEqHjQ4REZEGyGUCPm1XD6s+aIJkeQ1Y4wma/PMRQlaNQG5OltTxKg02OkRERBrU0L0ZrCeFILR6EACg+aOteLCgBWKjwqUNVkmw0SEiItIwY1Mz+I35GZGtfsRTVEU9RQxstnVGyLZ5nKisYWx0iIiIyolnx75QjDiDy0a+MBLyceHqNQzeGIakZzlSR6uwBLGSt5Lp6ekwNzdHWloaqlatKnUcIiKqBESlEqd2r8KnF+2RWSBDdVMD/BDUEAFuDlJH0xkl/f7mER0iIqJyJshkaPPuKOwe0w6NbMyQlpmFajuCELp8ILIzn0kdr0Jho0NERCSRhjXN8MfolpjtlgxP2V34pexB0sLmuH3ptNTRKgw2OkRERBIy1JOj74dDcbX9z3iManBQPoD9rh4I2fQlFAqF1PF0HhsdIiIiLdCkTRD0R4fggmlrGAgKNL+7DFHfByAx7rbU0XQaGx0iIiItYWFlg6aT9iLMfRayREM0ybuEO+uGYN/leKmj6Sw2OkRERFpEkMng22scUgb8g8v67piR+xFG/3oRE3+LxLOcfKnj6Rw2OkRERFrIrr4bGn9+At0DWkMmALsuPMSGhVNw4/xhqaPpFDY6REREWkpfLsPEQGds/8QfXavGYHTeBjTY/z5C1k1CQX6e1PF0QqVtdIKDg+Hi4gJfX1+poxAREb2Wr6Ml5o3siwvmHSEXRDSPW4s737fCw7vXpI6m9bgyMldGJiIiHRK+fw0ahn2FqshCpmiEa54z4PvOKAiyynXsgisjExERVUA+3YYja8hJXDdwg6mQg2aXZiBk8QdIzeJQ1quw0SEiItIxNvYN4DzlOM45jUa+KMeuJw7ovOQUzt5Oljqa1uHQFYeuiIhIh928FolP/3qKuylZAIDPfeUY3K0NDI1MJE6mWRy6IiIiqgScXT2xb1xr9POzR1VkoMflT/FgQUvcu3FB6mhagY0OERGRjjMx0MOcnm5Y09UCxkIB6inuoubWQIRunwdRqZQ6nqTY6BAREVUQfm06QTHiDC4b+cBIyIdf1FxcXtAJyYlxUkeTDBsdIiKiCsTKxh5NJh9CiPMU5Ir68Mg+D9mPLXDp6Dapo0mCjQ4REVEFI5PL0bzvdMT3+Rt3ZY6wRDrijm3Al3uuIjtPIXW8csVGh4iIqIJycvGF7eSzOFlrCL7IH4JfQu7h7eWncPVBqtTRyg0bHSIiogrMyNgUbT5ZjOCh7WFtZog7jzMQs7ovQn75CkpFxT+6w0aHiIioEmjdoAYOjG+D8U4P0F12Fs3vLEXU9wFIjLstdTSNYqNDRERUSViaGmDc8I9x3u0bZImGcM27BJN1bRDx1wapo2kMGx0iIqJKRJDJ0Ozd8UgZ8A+i9RqiKjLhfX48whb3QUb6E6njqR0bHSIiokrIrr4bnKacxrnag6EQBfimHUD0ku6IuPdU6mhqxUaHiIioktI3MIT/8CWI7roND4Wa+D67J3r/dA6LD0ejQFExVlRmo0NERFTJNfbrDLPPIlHLowMUShFL/7mFBcsWI/7udamjlRkbHSIiIkJVUxMs+aApln7gCVfDxxiX+j3Mfw5A2J7lOn29LDY6REREVOgdz9pYO6QFYg0awFTIgW/kDFxcFIT0lCSpo5UKGx0iIiIqopZDQzhPPYEQx1HIF+XwyjiBnOV+uHp6r9TRVMZGh4iIiF4i19ND80FzEBu0G3GCLazxBC6HP8LZn8Ygr0B3hrLY6BAREVGxGjRti+qTQnDesjtkgoiIuHT0XHkGt5OeSR2tRARRFEWpQ0gpPT0d5ubmSEtLQ9WqVaWOQ0REpLXCj+7Ep6eM8ThbhJG+DN+8VRu9WzWBICv/4yYl/f7mER0iIiIqEZ/272LfhPZo3cAKivw8uBwZgEsLuiDl0QOpoxWLjQ4RERGVWM2qRvh5cDMsbqVAQ+EhPLNDgFUtcOnob1JHeyU2OkRERKQSmUzA22/3Qnzv/YiROaA60uBxcjhCVwxGTlaG1PGKYKNDREREpeLk6odak88hxLo3AMAveRcSf2iOO5fPSpzsf9joEBERUakZGZui+cg1uNxuPZJhAUdlHFJ+n4g1J+5AqZT+fCc2OkRERFRm7u3ehWzkOYSatsfk/OH47u8bGLA+FIlpOZLmYqNDREREamFpbYtmn+3CiJ5vwVhfjjO3U9B56UlExqVKlomNDhEREamNIAjo28we+8e2glttc1Q10kd96yqS5dGT7JWJiIiowqpbowp2ftoCj9JzUMVQunaDR3SIiIhIIwz0ZLCzNJE0AxsdIiIiqrDY6BAREVGFxUaHiIiIKiw2OkRERFRhsdEhIiKiCouNDhEREVVYOt/o3Lx5E56enoU3Y2Nj7NmzR+pYREREpAV0fsFAZ2dnREZGAgAyMjLg6OiIt956S9pQREREpBV0/ojOi/bu3YsOHTrA1NRU6ihERESkBSRvdE6ePInu3bvD1tYWgiC8cthp5cqVcHJygpGREby9vXHq1KlX1vrtt9/Qp08fDScmIiIiXSF5o5OZmQkPDw+sWLHilY9v374d48ePx/Tp03Hx4kW0bt0aXbp0wf3794s8Lz09HWfOnEHXrl1f+3q5ublIT08vciMiIqKKSRBFUZQ6xHOCIGD37t0ICgoq3Obn5wcvLy+sWrWqcFvjxo0RFBSEuXPnFm775ZdfcPDgQWzevPm1rzFz5kx88803L21PS0tD1apVy/4miIiISOPS09Nhbm7+xu9vyY/ovE5eXh4iIiIQGBhYZHtgYCDOnj1bZFtJh62mTZuGtLS0wltcXJxaMxMREZH20OqzrpKTk6FQKFCzZs0i22vWrInExMTC+2lpaTh//jx27tz5xpqGhoYwNDQsvP/8gBaHsIiIiHTH8+/tNw1MaXWj85wgCEXui6JYZJu5uTkePXpUqtrPnj0DANjZ2ZU+IBEREUni2bNnMDc3L/ZxrW50rKysIJfLixy9AYCkpKSXjvKUlq2tLeLi4mBmZvZSQ1UW6enpsLOzQ1xcnFrm/qiznjZnU3c9ZtOOesymHfWYTTvqMZt6iKKIZ8+ewdbW9rXP0+pGx8DAAN7e3jh8+DB69uxZuP3w4cN455131PIaMpkMderUUUutV6latapa/+eqs542Z1N3PWbTjnrMph31mE076jFb2b3uSM5zkjc6GRkZuH37duH9mJgYREZGwtLSEvb29pg4cSIGDBgAHx8f+Pv7Y/Xq1bh//z5GjBghYWoiIiLSBZI3OuHh4QgICCi8P3HiRADAwIEDsXHjRvTp0wcpKSmYNWsWEhIS0KRJE/z1119wcHCQKjIRERHpCMkbnXbt2r1xxvTIkSMxcuTIckqkHoaGhvj666+LnOGlLfW0OZu66zGbdtRjNu2ox2zaUY/ZypdWLRhIREREpE5avWAgERERUVmw0SEiIqIKi40OERERVVhsdIiIiKjCYqOjIStXroSTkxOMjIzg7e2NU6dOlarOyZMn0b17d9ja2kIQBOzZs6fUmebOnQtfX1+YmZnB2toaQUFBuHnzZqnrrVq1Cu7u7oULQfn7++Pvv/8udb3/ZhUEAePHjy/Vz8+cOROCIBS52djYlDrPw4cP0b9/f1SvXh0mJibw9PREREREqWo5Ojq+lE0QBIwaNapU9QoKCjBjxgw4OTnB2NgYdevWxaxZs6BUKktV79mzZxg/fjwcHBxgbGyMFi1aICwsrEQ/+6bfV1EUMXPmTNja2sLY2Bjt2rXDtWvXSlVr165d6NSpE6ysrCAIAiIjI0udLT8/H1OnToWbmxtMTU1ha2uLjz76CPHx8aV+rzNnzkSjRo1gamqKatWqoWPHjggNDS1VrRd98sknEAQBS5YsKXW2QYMGvfT717x581Jni4qKQo8ePWBubg4zMzM0b94c9+/fL1W9V+0bgiBgwYIFpaqXkZGB0aNHo06dOjA2Nkbjxo2xatWqUtV69OgRBg0aBFtbW5iYmKBz5864devWK2uV5PNWlf2hJPVU2SfeVE+VfaIk2VTZH9SNjY4GbN++HePHj8f06dNx8eJFtG7dGl26dCl2x3+dzMxMeHh4YMWKFWXOdeLECYwaNQohISE4fPgwCgoKEBgYiMzMzFLVq1OnDubNm4fw8HCEh4ejffv2eOedd4rdUUsqLCwMq1evhru7e5nquLq6IiEhofB25cqVUtV5+vQpWrZsCX19ffz999+4fv06Fi5cCAsLi1LVCwsLK5Lr8OHDAID333+/VPW+//57/Pjjj1ixYgWioqIwf/58LFiwAMuXLy9VvWHDhuHw4cP45ZdfcOXKFQQGBqJjx454+PDhG3/2Tb+v8+fPx6JFi7BixQqEhYXBxsYGb731VuE151SplZmZiZYtW2LevHklel+vq5eVlYULFy7gyy+/xIULF7Br1y5ER0ejR48epX6vDRs2xIoVK3DlyhWcPn0ajo6OCAwMxOPHj1Wu9dyePXsQGhr6xiXvS1Kvc+fORX4P//rrr1LVunPnDlq1aoVGjRrh+PHjuHTpEr788ksYGRmVqt6LmRISErB+/XoIgoB33323VPUmTJiAAwcOYPPmzYiKisKECRMwZswY/PHHHyrVEkURQUFBuHv3Lv744w9cvHgRDg4O6Nix4ys/Q0vyeavK/lCSeqrsE2+qp8o+UZJsquwPaieS2jVr1kwcMWJEkW2NGjUSP//88zLVBSDu3r27TDVelJSUJAIQT5w4obaa1apVE9euXVvqn3/27JnYoEED8fDhw2Lbtm3FcePGlarO119/LXp4eJQ6x4umTp0qtmrVSi21XmXcuHFivXr1RKVSWaqf79atmzhkyJAi23r16iX2799f5VpZWVmiXC4X9+3bV2S7h4eHOH36dJVq/ff3ValUijY2NuK8efMKt+Xk5Ijm5ubijz/+qFKtF8XExIgAxIsXL5Y626ucP39eBCDeu3dPLfXS0tJEAOKRI0dKVevBgwdi7dq1xatXr4oODg7i4sWL35iruHoDBw4U33nnnRL9/Jtq9enTp1S/a8XV+6933nlHbN++fanrubq6irNmzSqyzcvLS5wxY4ZKtW7evCkCEK9evVq4raCgQLS0tBTXrFnzxmz//bwty/7wqnovKs0+UZLvg5LuEyWpVdL9QR14REfN8vLyEBERgcDAwCLbAwMDcfbsWYlSvVpaWhoAwNLSssy1FAoFtm3bhszMTPj7+5e6zqhRo9CtWzd07NixzJlu3boFW1tbODk54YMPPsDdu3dLVWfv3r3w8fHB+++/D2trazRt2hRr1qwpcz7g39+XzZs3Y8iQIaW+qGyrVq3wzz//IDo6GgBw6dIlnD59Gl27dlW5VkFBARQKxUt/jRsbG+P06dOlyvdcTEwMEhMTi+wbhoaGaNu2rdbtG8C/+4cgCKU+cveivLw8rF69Gubm5vDw8FD555VKJQYMGIDJkyfD1dW1zHkA4Pjx47C2tkbDhg0xfPhwJCUllSrX/v370bBhQ3Tq1AnW1tbw8/Mr0xD7ix49eoT9+/dj6NChpa7RqlUr7N27Fw8fPoQoijh27Biio6PRqVMnlerk5uYCQJF9Qy6Xw8DAoET7xn8/b8u6P6jz87uk9Uq6T7ypVln3B1Wx0VGz5ORkKBSKl66uXrNmzZeuwi4lURQxceJEtGrVCk2aNCl1nStXrqBKlSowNDTEiBEjsHv3bri4uJSq1rZt23DhwgXMnTu31Hme8/Pzw6ZNm3Dw4EGsWbMGiYmJaNGiBVJSUlSudffuXaxatQoNGjTAwYMHMWLECIwdOxabNm0qc849e/YgNTUVgwYNKnWNqVOnom/fvmjUqBH09fXRtGlTjB8/Hn379lW5lpmZGfz9/TF79mzEx8dDoVBg8+bNCA0NRUJCQqkzAij8/df2fQMAcnJy8Pnnn6Nfv35luhDhvn37UKVKFRgZGWHx4sU4fPgwrKysVK7z/fffQ09PD2PHji11lhd16dIFW7ZswdGjR7Fw4UKEhYWhffv2hV/mJZWUlISMjAzMmzcPnTt3xqFDh9CzZ0/06tULJ06cKHPOn3/+GWZmZujVq1epayxbtgwuLi6oU6cODAwM0LlzZ6xcuRKtWrVSqU6jRo3g4OCAadOm4enTp8jLy8O8efOQmJj4xn3jVZ+3Zdkf1PX5rUq9ku4Tr6ulrv1BVZJfAqKi+u9f56Iolvovdk0YPXo0Ll++XOa/0p2dnREZGYnU1FTs3LkTAwcOxIkTJ1RuduLi4jBu3DgcOnSo2LF9VXTp0qXwv93c3ODv74969erh559/LryeWkkplUr4+Phgzpw5AICmTZvi2rVrWLVqFT766KMy5Vy3bh26dOnyxjkXr7N9+3Zs3rwZv/76K1xdXREZGYnx48fD1tYWAwcOVLneL7/8giFDhqB27dqQy+Xw8vJCv379cOHChVJnfJG27xv5+fn44IMPoFQqsXLlyjLVCggIQGRkJJKTk7FmzRr07t0boaGhsLa2LnGNiIgILF26FBcuXFDbv1OfPn0K/7tJkybw8fGBg4MD9u/fr1JT8XzC+zvvvIMJEyYAADw9PXH27Fn8+OOPaNu2bZlyrl+/Hh9++GGZPhOWLVuGkJAQ7N27Fw4ODjh58iRGjhyJWrVqqXTkWF9fHzt37sTQoUNhaWkJuVyOjh07FvmsKc7rPm9Lsz+o6/O7pPVU2SdeV0sd+0Np8IiOmllZWUEul7/UkSclJb3UuUtlzJgx2Lt3L44dO4Y6deqUqZaBgQHq168PHx8fzJ07Fx4eHli6dKnKdSIiIpCUlARvb2/o6elBT08PJ06cwLJly6CnpweFQlGmnKampnBzcyv2DInXqVWr1kuNW+PGjUs1ufxF9+7dw5EjRzBs2LAy1Zk8eTI+//xzfPDBB3Bzc8OAAQMwYcKEUh8Zq1evHk6cOIGMjAzExcXh/PnzyM/Ph5OTU5lyPj/rTZv3jfz8fPTu3RsxMTE4fPhwmY7mAP/+3tWvXx/NmzfHunXroKenh3Xr1qlU49SpU0hKSoK9vX3hvnHv3j1MmjQJjo6OZcr3XK1ateDg4KDy/mFlZQU9PT2N7B+nTp3CzZs3y7R/ZGdn44svvsCiRYvQvXt3uLu7Y/To0ejTpw9++OEHlet5e3sX/mGXkJCAAwcOICUl5bX7RnGft6XdH9T5+V2SeqrsE2+qpY79oTTY6KiZgYEBvL29C8+kee7w4cNo0aKFRKn+JYoiRo8ejV27duHo0aNl/uIq7jVUPfwNAB06dMCVK1cQGRlZePPx8cGHH36IyMhIyOXyMuXKzc1FVFQUatWqpfLPtmzZ8qVTJaOjo+Hg4FCmTBs2bIC1tTW6detWpjpZWVmQyYruynK5vNSnlz9namqKWrVq4enTpzh48CDeeeedMtVzcnKCjY1NkX0jLy8PJ06ckHzfAP73gX7r1i0cOXIE1atXV/trlGb/GDBgAC5fvlxk37C1tcXkyZNx8OBBteRKSUlBXFycyvuHgYEBfH19NbJ/rFu3Dt7e3mWaw5Gfn4/8/Hy17x/m5uaoUaMGbt26hfDw8FfuG2/6vFV1f1D353dJ6pV0nyhtttJ+X6iKQ1caMHHiRAwYMAA+Pj7w9/fH6tWrcf/+fYwYMULlWhkZGbh9+3bh/ZiYGERGRsLS0hL29vYq1Ro1ahR+/fVX/PHHHzAzMyv8S8Lc3BzGxsYqZ/viiy/QpUsX2NnZ4dmzZ9i2bRuOHz+OAwcOqFzLzMzspfFcU1NTVK9evVRj0J999hm6d+8Oe3t7JCUl4dtvv0V6enqphnImTJiAFi1aYM6cOejduzfOnz+P1atXY/Xq1SrXek6pVGLDhg0YOHAg9PTKtht2794d3333Hezt7eHq6oqLFy9i0aJFGDJkSKnqHTx4EKIowtnZGbdv38bkyZPh7OyMwYMHv/Fn3/T7On78eMyZMwcNGjRAgwYNMGfOHJiYmKBfv34q13ry5Anu379fuK7H8y9bGxubV66Z9Lp6tra2eO+993DhwgXs27cPCoWicP+wtLSEgYGBSvWqV6+O7777Dj169ECtWrWQkpKClStX4sGDB69cRuBN7/W/XzD6+vqwsbGBs7PzS7XeVM/S0hIzZ87Eu+++i1q1aiE2NhZffPEFrKys0LNnT5WzTZ48GX369EGbNm0QEBCAAwcO4M8//8Tx48dVzvb8My09PR07duzAwoULX1lDlXpt27bF5MmTYWxsDAcHB5w4cQKbNm3CokWLVK61Y8cO1KhRA/b29rhy5QrGjRuHoKCgl04+Ad78eft8nbCS7g8l+fxWZZ94U72CgoIS7xNvqpWZmanS/qB2Gj+vq5IKDg4WHRwcRAMDA9HLy6vUp3AfO3ZMBPDSbeDAgSrXelUdAOKGDRtKlW3IkCGF77FGjRpihw4dxEOHDpWq1quU5fTyPn36iLVq1RL19fVFW1tbsVevXuK1a9dKneXPP/8UmzRpIhoaGoqNGjUSV69eXepaoiiKBw8eFAGIN2/eLFMdURTF9PR0cdy4caK9vb1oZGQk1q1bV5w+fbqYm5tbqnrbt28X69atKxoYGIg2NjbiqFGjxNTU1BL97Jt+X5VKpfj111+LNjY2oqGhodimTRvxypUrpaq1YcOGVz7+9ddfq1zv+em4r7odO3ZM5XrZ2dliz549RVtbW9HAwECsVauW2KNHD/H8+fOleq//9abTy19XLysrSwwMDBRr1Kgh6uvri/b29uLAgQPF+/fvlzrbunXrxPr164tGRkaih4eHuGfPnlJle+6nn34SjY2NS/R796Z6CQkJ4qBBg0RbW1vRyMhIdHZ2FhcuXPjK5RzeVGvp0qVinTp1Cv/dZsyYUex+VpLPW1X2h5LUU2WfeFM9VfaJN9VSdX9QN+H/QxIRERFVOJyjQ0RERBUWGx0iIiKqsNjoEBERUYXFRoeIiIgqLDY6REREVGGx0SEiIqIKi40OERERVVhsdIiIiKjCYqNDRJXOzJkz4enpWXh/0KBBCAoKkiwPEWkOGx0i0jmJiYkYM2YM6tatC0NDQ9jZ2aF79+74559/pI5GRFqGF/UkIp0SGxuLli1bwsLCAvPnz4e7uzvy8/Nx8OBBjBo1Cjdu3JA6IhFpETY6RKRTRo4cCUEQcP78eZiamhZud3V1Lbxie1paGiZPnow9e/YgJycHPj4+WLx4MTw8PKSKTUQS4dAVEemMJ0+e4MCBAxg1alSRJuc5CwsLiKKIbt26ITExEX/99RciIiLg5eWFDh064MmTJxKkJiIpsdEhIp1x+/ZtiKKIRo0aFfucY8eO4cqVK9ixYwd8fHzQoEED/PDDD7CwsMDvv/9ejmmJSBtw6IqIdIYoigAAQRCKfU5ERAQyMjJQvXr1Ituzs7Nx584djeYjIu3DRoeIdEaDBg0gCAKioqKKPR1cqVSiVq1aOH78+EuPWVhYaDQfEWkfNjpEpDMsLS3RqVMnBAcHY+zYsS/N00lNTYWXlxcSExOhp6cHR0dHaYISkdbgHB0i0ikrV66EQqFAs2bNsHPnTty6dQtRUVFYtmwZ/P390bFjR/j7+yMoKAgHDx5EbGwszp49ixkzZiA8PFzq+ERUznhEh4h0ipOTEy5cuIDvvvsOkyZNQkJCAmrUqAFvb2+sWrUKgiDgr7/+wvTp0zFkyBA8fvwYNjY2aNOmDWrWrCl1fCIqZ4L4fHYfERERUQXDoSsiIiKqsNjoEBERUYXFRoeIiIgqLDY6REREVGGx0SEiIqIKi40OERERVVhsdIiIiKjCYqNDREREFRYbHSIiIqqw2OgQERFRhcVGh4iIiCqs/wPruZLKrIhtOAAAAABJRU5ErkJggg==", + "image/png": 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", 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" ] @@ -1511,7 +1512,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1520,13 +1521,13 @@ "Text(0.5, 1.0, 'Percentage Residuals of H I NLTE vs H I CTARDIS')" ] }, - "execution_count": 46, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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yZ0NVlfzuu7q6PnFfJycnTJ48WT2A/OTJk+jfvz/mzJmDMWPGaPS41RGLJSqlSZMmFX4o2tvbQyKR4NSpU+UObvzvtvIG/Do4OJQaVFvR49jZ2SEwMLDc71taWlZ6vCbCwsJw9epVbN26FRMnTlRvLxmrVcLGxgYSiaTc8UaJiYml7mv6c6rI469FyczETZs24ffff8eIESPUf6CXLFmC4cOHl3uOxo0bAyieRfXBBx/ggw8+QFJSkvq/+MGDB5caWP+4koIoMTERderUUW8vKioqM26hpDDIz88v9fz+W9gePXoU8fHxOH78uLo1CUCpPxKV6dKlC7p06QKlUomLFy/iq6++wty5c+Hk5ITRo0dX+jwSEhLKzPaLj48vt9CpDlxcXDB37lysWrWq1HR0fTN58mR8+umn+PXXX/Hyyy9j3759mDt3LgwNDdX7PM3v5/NmaGiIF154AQcPHkRsbKxWZo6qVCr12MKK3sObN2/G6tWrS2170mdDVe3btw8SiQRdu3bVOHvXrl3Rp08f7NmzB8nJyXo5e1Sb2A1HVTZo0CAIgoC4uDi0bdu2zM3X1/eJ5+jfvz9u376No0ePVvo4jx49glKpLPdxSgoATZT8Af9vy0VJQfffAmbDhg2l7pubm6Nt27bYs2dPqcHEWVlZ+Ouvv8rkf9afU3lWr14NGxsbvP/++1CpVGjcuDE8PT1x9erVch+nbdu25RaWTk5OmDRpEsaMGYOIiIgKZ5KVLDhYskZLid9++63MAOaStav+u0Ddn3/+Wep+VX/eT2JoaIgOHTrg66+/BgBcvny5wn1LuoJ/+umnUtsvXLiA8PBwvPDCCxo9tj5ZtGgRbG1tsXjxYrGjVKhJkybo0KEDtmzZgp9//hn5+fmVLn1R1d9PMSxZsgSCICAgIKDcSQWFhYVlfucr8/fffyM2NhYzZ87EsWPHytyaNWuGH3/88YkTBv772VAVW7ZswcGDBzFmzJhKW/uTkpLKPadSqURkZCTMzMwqXby1pmDLElVZp06d8Oqrr2Ly5Mm4ePEiunbtCnNzcyQkJOD06dPw9fXF66+/Xuk55s6dix07dmDo0KFYvHgx2rdvj9zcXJw4cQKDBg1Cjx49MHr0aGzfvh0DBgzAnDlz0L59e0ilUsTGxuLYsWMYOnQoXnzxRY2yl6yQ/N1338HS0hImJiZo0KABvL290bBhQyxevBiCIMDW1hZ//vkngoKCypxj+fLlGDhwIPr27Ys5c+ZAqVTi008/hYWFRalZSdr4OZXHxsYGS5YswcKFC/Hzzz9j3Lhx2LBhA/r374++ffti0qRJqFOnDlJTUxEeHo7Lly9j586dAIAOHTpg0KBBaN68OWxsbBAeHo5t27bBz8+vwrWvmjRpgnHjxuHzzz+HVCpFr169EBYWhjVr1pRZjHDAgAGwtbXF1KlTsXz5chgZGWHr1q2IiYkptZ+/vz9sbGzw2muvYenSpZBKpdi+fTuuXr36xOe/fv16HD16FAMHDoS7uzvy8vLUYzoqGwPXuHFjvPrqq/jqq69gYGCA/v37IyoqCu+99x7c3Nwwb968Jz62vrKyssI777xT6XO4fv16uStct2vXTj0270nS09MREhJSZruxsTFatWr1xOOnTJmC6dOnIz4+Hv7+/mX+4Xma308xlMyanTFjBtq0aYPXX38dzZo1Q2FhIa5cuYLvvvsOPj4+T5zZWeL777+HkZER3n777XK7wqZPn47Zs2dj//79GDp0aIXnKe+zoURubq76tcvNzcW9e/ewZ88e/PXXX+jWrRvWr19facZt27Zhw4YNGDt2LNq1awe5XI7Y2Fhs2rQJN27cwPvvv1/hkIkaRbSh5aRXnjQj5nGbN28WOnToIJibmwumpqZCw4YNhQkTJggXL15U71PZLIy0tDRhzpw5gru7uyCVSgVHR0dh4MCBwq1bt9T7FBYWCmvWrBFatGghmJiYCBYWFoK3t7cwffp0ITIyUr1feTM3Sh7/vzORPv/8c6FBgwaCoaGhAEDYsmWLIAiCcPPmTaF3796CpaWlYGNjI4wcOVKIjo4WAAhLly4tdY7du3cLvr6+gkwmE9zd3YVVq1YJs2fPFmxsbJ7q51Seyl6L3Nxcwd3dXfD09BSKiooEQRCEq1evCqNGjRIcHR0FqVQqODs7Cz179hTWr1+vPm7x4sVC27ZtBRsbG8HY2Fjw8PAQ5s2bJzx8+FC9T3kz2vLz84X58+cLjo6OgomJidCxY0chODhYqFevXqnZcIIgCOfPnxf8/f0Fc3NzoU6dOsLSpUuFTZs2lZkNd/bsWcHPz08wMzMTHBwchGnTpgmXL18u9ZqUlyc4OFh48cUXhXr16gnGxsaCnZ2d0K1bN2Hfvn2V/jwFQRCUSqXwySefCF5eXoJUKhXs7e2FcePGCTExMaX2e5rZcBXt26xZM53Nhntcfn6+0KBBgwpnw1V0K/lZP8tsuDp16jwxtyAIgkKhEExNTQUAwsaNG8t8vyq/n+UpmQ23c+fOcr8/c+ZMrc2Ge1xoaKgwceJEwd3dXZDJZIK5ubnQqlUr4f333xeSk5PLPea/r09KSoogk8kqnQWYlpYmmJqaCoMHDxYEQfPPhpJZySU3c3NzwcPDQxgxYoSwc+dO9WzZx/33M/XmzZvC/PnzhbZt2woODg6CkZGRYGNjI3Tr1k3Ytm1blX5eNYFEELS4EAVRLVNYWIiWLVuiTp06OHTokNhxiIhIB9gNR6SBqVOnonfv3nBxcUFiYiLWr1+P8PBwvV9NmYiInh6LJSINZGZmYsGCBUhJSYFUKkXr1q1x4MCBSsfMEBFR9cZuOCIiIqJKcOkAIiIiokqwWCIiIiKqBIslIiIiokpwgLcWqFQqxMfHw9LSstxLfBAREZH+EQQBmZmZcHV1hYFBxe1HLJa0ID4+Hm5ubmLHICIioqcQExNT6fX+WCxpQcn1t2JiYspcBoKIiIj0U0ZGBtzc3J54gXYWS1pQ0vVmZWXFYomIiKiaedIQGg7wJiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIqoEiyUiIiKiSrBYIiIiIr2lUgk4eitJ1AwsloiIiEgvxablYOymEEzZehF/XYsXLUe1KZbS0tIwfvx4yOVyyOVyjB8/Hunp6ZUeIwgCli1bBldXV5iamqJ79+64ceNGqX26d+8OiURS6jZ69GgdPhMiIiKqjCAI+ONSLPp/fgoh91JhJjNEQZFKtDzVplgaO3YsQkNDERgYiMDAQISGhmL8+PGVHrN69Wp89tlnWLduHS5cuABnZ2f07t0bmZmZpfYLCAhAQkKC+rZhwwZdPhUiIiKqQGp2AV7/6TLm77yKzPwitHa3xsE5XTC8dV3RMhmJ9sgaCA8PR2BgIEJCQtChQwcAwMaNG+Hn54eIiAg0bty4zDGCIODzzz/HO++8g+HDhwMAfvjhBzg5OeHnn3/G9OnT1fuamZnB2dn5+TwZIiIiKtexW8l46/dreJiVDyMDCeb19sL0rh4wMhS3badatCwFBwdDLperCyUA6NixI+RyOc6ePVvuMffv30diYiL69Omj3mZsbIxu3bqVOWb79u2wt7dHs2bNsGDBgjItT/+Vn5+PjIyMUjciIiJ6Otn5RXh793VM3noBD7Py4elogT0zO2Fmj0aiF0pANWlZSkxMhKOjY5ntjo6OSExMrPAYAHByciq13cnJCQ8ePFDff+WVV9CgQQM4OzsjLCwMS5YswdWrVxEUFFRhnpUrV+KDDz54mqdCREREj7kcnYY3d4Qi6lEOAGBq5wZ4q29jmEgNRU72L1GLpWXLlj2x6Lhw4QIAQCKRlPmeIAjlbn/cf7//32MCAgLUX/v4+MDT0xNt27bF5cuX0bp163LPuWTJErz55pvq+xkZGXBzc6s0BxEREf2roEiFL49E4pvjd6ASAFe5CdaMbAH/RvZiRytD1GJp1qxZT5x5Vr9+fVy7dg1JSWXXWEhJSSnTclSiZAxSYmIiXFxc1NuTk5MrPAYAWrduDalUisjIyAqLJWNjYxgbG1eam4iIiMoXmZSJeb+FIiyueBjLi63qYNmQZpCbSkVOVj5RiyV7e3vY2z+5gvTz84NCocD58+fRvn17AMC5c+egUCjg7+9f7jElXWtBQUFo1aoVAKCgoAAnTpzAJ598UuFj3bhxA4WFhaUKLCIiInp2KpWArWejsCrwFgqKVLA2k+LjYb4Y2Fy//+ZWizFLTZo0Qb9+/RAQEKCe1v/qq69i0KBBpWbCeXt7Y+XKlXjxxRchkUgwd+5crFixAp6envD09MSKFStgZmaGsWPHAgDu3r2L7du3Y8CAAbC3t8fNmzcxf/58tGrVCp06dRLluRIREdVE8em5eOv3qzhz5xEAoKuXAz4d0RxOViYiJ3uyalEsAcUz1mbPnq2e3TZkyBCsW7eu1D4RERFQKBTq+wsXLkRubi5mzJiBtLQ0dOjQAYcOHYKlpSUAQCaT4ciRI/jiiy+QlZUFNzc3DBw4EEuXLoWhof4MLCMiIqquBEHAvqvxeHdPGDLzimAiNcA7A5tiXAf3J4471hcSQRAEsUNUdxkZGZDL5VAoFLCyshI7DhERkV5IzynAO3vCsP9aAgCghZs11o5qAQ8HC5GTFavq3+9q07JERERE1ceJ2yl4a+dVJGfmw9BAgjkveGJG94Z6sW6SplgsERERkdbkFBRh1cFb+DG4eE1DDwdzfP5ySzSvay1usGfAYomIiIi04tKDNMz/7d8FJif518eift4wlVXvccAsloiIiOiZ5Bcp8fnhSGw4cRcqAXC2MsHqEc3R1ctB7GhawWKJiIiIntrN+Ay8+VsobiUWX1d1eKs6WKrHC0w+DRZLREREpLEipQobTt7D54dvo1ApwM5cho9f9EE/H/1eYPJpsFgiIiIijdxLycL8nVdxJTodANCnqRNWDPeFvUXNvBQYiyUiIiKqEpVKwI/BxZcryStUwdLYCMuGNMPw1nWqzQKTT4PFEhERET1RXHou3tp5FWfvFl+upHMje6we0Ryu1qYiJ9M9FktERERUIUEQ8PulWCz/8yYy84svV/L2gCYY16EeDAxqbmvS41gsERERUbmSM/Pw9q4wHA5PAgC0drfG/0a1RAN7c5GTPV8sloiIiKiMA9cT8M7u60jLKYTUUIJ5vb0wvWtDGNaS1qTHsVgiIiIiNUVOId7fF4a9ofEAgCYuVvhsVAs0cam9F4pnsUREREQAii9+u/D3q0jKyIeBBJjRvRFmv+AJmVH1u/itNrFYIiIiquWy84vw8YFw/HwuGgDgYW+O/41qgVbuNiIn0w8sloiIiGqxa7HpmP3LlRp38VttYrFERERUC6lUAr4/fR+r/76FQqUAV7kJ1oxsAf9G9mJH0zssloiIiGqZlMx8LNh5FSdupwAA+jVzxicvNYfcrOZc/FabWCwRERHVIqciUzBvx1U8zMqHsZEB3h/cFGPbu9foy5U8KxZLREREtUBBkQr/C4rAhhP3AABeThb4akxrNHa2FDmZ/mOxREREVMNFP8rBG79ewdWYdADAKx3c8d6gpjCRchB3VbBYIiIiqsH2hsbhnd1hyMovgpWJET55qTn6+7qIHataYbFERERUA2XnF2HZvhvYeSkWANC2ng2+GNMKdaxNRU5W/bBYIiIiqmHC4hSY/csV3HuYDQMJMKunJ2b3bAQjw9q9EvfTYrFERERUQwiCgC1norDq4C0UKFVwtjLB56NboqOHndjRqjUWS0RERDXAo6x8vPX7NRy9lQwA6NXECZ+OaA4bc5nIyao/FktERETV3Nk7DzF3RyiSM/MhMzLAOwOaYIJfPa6dpCUslmoJlUrA5jP3UaQS8Fq3hmLHISIiLShUqvD54dv45vhdCALQ0MEcX41pjaauVmJHq1FYLNUCWflFmPvrFRwOL26aHejrAjdbM5FTERHRs4hJzcGcX6/gcnQ6AGB0Oze8P7gpzGT8065t/InWcDGpOZj2w0VEJGWqt0UkZrJYIiKqxo7eSsKcX0ORmVcES2MjrBjui8EtXMWOVWNxDmENFnLvEYasO42IpEw4WhqjhZs1AOB2cmblBxIRkV4SBAHfn76PaT9cRGZeEVq5W+PAnC4slHSMLUs11M/novH+3jAUqQQ0ryvHd+Pb4vdLMbgak47IpCyx4xERkYYKlSos23cD289FAyjudvtwmA+kXDtJ51gs1TBFShU+2h+OrWejAACDW7ji0xHNYSI1hKdT8cUSbyexZYmIqDpR5BZi1s+XcSryISQS4O3+TTCtSwPOdntOWCzVIIqcQsz8+TJO33kIAFjQxwszezRSv5m8/imW7iRnQakSYGjANxkRkb6LfpSDKT9cwJ3kLJhKDfHF6Jbo08xZ7Fi1CoulGuJuSham/XAR9x9mw0xmiM9GtUQ/n9JvJndbMxgbGSC/SIWY1BzUtzcXKS0REVXFxahUvLrtElKzC+BsZYJNE9vCp45c7Fi1DoulGuDE7RTM+vkyMvOKUMfaFBsntC13jQ1DAwkaOljgZkIGIpIyWSwREemx3Vdisej36yhQquBTxwqbJrSDs9xE7Fi1EkeFVWMlsyImbzmPzLwitKtvg72zOlW6GJmXkwUAIJLjloiI9JJKJeB/hyIwb8dVFChV6NvMCb9N92OhJCK2LFVT+UVKvLcnDL9djAUAjGpbFx8O84GxkWGlx/07yJsz4oiI9E1eoRLzd17F/msJAIDXujXEwr6NYcAxpqJisVQNPczKx+s/XcKFqDQYSIB3BjbFlE71qzQrwosz4oiI9FJKZj4CfryI0Jh0GBlIsOJFX4xq5yZ2LAKLpWonPCED0364iLj0XFiaGGHd2Nbo5uVQ5eNLuuHupWSjSKmCEdfnICIS3a3EDEzdWvzZLjeVYv24NvBraCd2LPoHi6Vq5O8biZi3IxQ5BUrUtzPDpont0MjRQqNzuNmYwURqgLxCFR6k5qChg2bHExGRdh27lYxZP19GdoESDezN8f3EtvDgZ7NeYbNCNSAIAtYdjcT0bZeQU6BE50b22DOzk8aFEgAYGEjUx3GQNxGRuLaeuY+pP1xAdoESHRrYYvcMfxZKeojFkp7LK1Ri9q+hWHPoNgBgkn99bJ3cDtZmsqc+pxcHeRMRiapIqcL7e8Ow7M+bUAnAyDZ1sW1qh2f6bCfdYTecHktU5OHVbRdxLVYBIwMJPhjaDK90qPfM5+UgbyIi8WTkFWLWz1dw8nYKJBJgUT9vTO/qwUuX6DEWS3pKEAS8vv0SrsUqYGMmxTevaG+w379rLbFliYjoeYpJzcGUrRcQmZwFE6kBPn+5VZmrLZD+YTecnpJIJPhomA9auFlj78zOWp0V4elY3LJ072EWCpUqrZ2XiIgqdulBGoZ9fQaRyVlwtDTGzun+LJSqCbYs6bFmrnLsmeGv9abZOtamMJMZIqdAiQePstHon+KJiIh04+itJLz+02XkF6nQ1MUK309qCxe5qdixqIrYsqTndNGHbWAggec/M+I4yJuISLf+vBqPV3+8hPwiFV7wdsTO1/xYKFUzLJZqKU8O8iYi0rkdF6Ix+9crKFIJGNrSFevHt4G5MTt1qhu+YrUUB3kTEenW96fv48O/bgIAxrR3x0fDfGDIa7xVSyyWaim2LBER6YYgCPjyyB2sPVy8Pt6rXT2wpL83lwaoxlgs1VIlay3df5iNgiIVZEbskSUielaCIGDlwVv47uQ9AMCbvb3wRs9GLJSqOf6FrKVc5SawMDZCkUrA/YfZYschIqr2lCoBb+8OUxdK7w1qitkveLJQqgFYLNVSEsm/14hjVxwR0bMpVKowb0cofjkfDYkE+OQlX0zt3EDsWKQlLJZqsX8HebNYIiJ6WnmFSrz+0yXsuxoPIwMJvhzdCi+3cxc7FmkRxyzVYrygLhHRs8nOL0LAjxdx9u4jGBsZ4NtxrdHT20nsWKRlLJZqMfWMuGS2LBERaUqRU4hJW8/jSnQ6zGWG2DSxnVYvTUX6g8VSLVbSDffgUQ7yi5QwNjIUORERUfXwMCsf478/j/CEDMhNpfhhSnu0dLMWOxbpCMcs1WLOViawNDGCUiXgXgpnxBERVUV8ei5GrQ9GeEIG7C2MsWN6RxZKNRyLpVpMIpE8Nm6JXXFERE8S9TAbI9cH497DbNSxNsXO1/zg7WwldizSMRZLtRwve0JEVDURiZkYuSEYcem5aGBvjt9e80MDe3OxY9FzwDFLtZynI1uWiIie5GpMOiZuOY/0nEJ4O1ti29QOcLA0FjsWPScslmq5km64yGS2LBERlefcvUeY+sNFZOUXoaWbNX6Y3B5yM6nYseg5YjdcLffvjLhs5BUqRU5DRKRfjkUkY8Lm88jKL4Kfhx1+mtaBhVItVG2KpbS0NIwfPx5yuRxyuRzjx49Henp6pcfs2rULffv2hb29PSQSCUJDQ8vsk5+fjzfeeAP29vYwNzfHkCFDEBsbq5snoYccLI0hN5VCJQB3U9i6RERU4u8biXj1x4vIL1LhBW9HbJncDhbG7JCpjapNsTR27FiEhoYiMDAQgYGBCA0Nxfjx4ys9Jjs7G506dcKqVasq3Gfu3LnYvXs3fv31V5w+fRpZWVkYNGgQlMra0cpSPCOOg7yJiB536UEq3vjlCgqVAga3cMX68W1gIuVadLVVtSiRw8PDERgYiJCQEHTo0AEAsHHjRvj5+SEiIgKNGzcu97iSYioqKqrc7ysUCnz//ffYtm0bevXqBQD46aef4ObmhsOHD6Nv377afzJ6yNPJEhei0jjIm4gIxcMSAn68hIIiFXo1ccLnL7eEoYFE7FgkomrRshQcHAy5XK4ulACgY8eOkMvlOHv27FOf99KlSygsLESfPn3U21xdXeHj4/NM561uvByLW5Z4jTgiqu3SsgswecsFpGYXoHldOb4cw0KJqknLUmJiIhwdHctsd3R0RGJi4jOdVyaTwcbGptR2JyenSs+bn5+P/Px89f2MjIynzqAP/p0Rx5YlIqq98ouUmL7tknrByU0T28JMVi3+TJKOidqytGzZMkgkkkpvFy9eBFA8tua/BEEod/uzetJ5V65cqR5oLpfL4ebmpvUMz1PJBXWjU3OQW1A7xmoRET1OEAQs/P0azkelwtLYCFsmt4OjpYnYsUhPiFoyz5o1C6NHj650n/r16+PatWtISkoq872UlBQ4OTk99eM7OzujoKAAaWlppVqXkpOT4e/vX+FxS5YswZtvvqm+n5GRUa0LJnsLGWzMpEjLKcSd5Cz41pWLHYmI6Ln6LOg29obGw8hAgvXj26hb3IkADYslhUKB3bt349SpU4iKikJOTg4cHBzQqlUr9O3bt9ICozz29vawt7d/4n5+fn5QKBQ4f/482rdvDwA4d+4cFAqFxo/5uDZt2kAqlSIoKAijRo0CACQkJCAsLAyrV6+u8DhjY2MYG9eclVslEgk8nSxx/n4qbidlslgiolrltwsx+OroHQDAiuG+6NToyX+XqHapUjdcQkICAgIC4OLiguXLlyM7OxstW7bECy+8gLp16+LYsWPo3bs3mjZtih07dmg9ZJMmTdCvXz8EBAQgJCQEISEhCAgIwKBBg0rNhPP29sbu3bvV91NTUxEaGoqbN28CACIiIhAaGqoejySXyzF16lTMnz8fR44cwZUrVzBu3Dj4+vqqZ8fVFiXLB9zmuCUiqkVORz7E27uvAwDe6NkIo9pW314C0p0qtSy1aNECEyZMwPnz5+Hj41PuPrm5udizZw8+++wzxMTEYMGCBVoNun37dsyePVs9c23IkCFYt25dqX0iIiKgUCjU9/ft24fJkyer75d0+S1duhTLli0DAKxduxZGRkYYNWoUcnNz8cILL2Dr1q0wNKxd62moB3lzRhwR1RIRiZl4/adLKFIJGNrSFW/29hI7EukpiSAIwpN2SklJgYODQ5VPqun+1V1GRgbkcjkUCgWsrKzEjvNUQu49wujvQlDXxhSnF/UUOw4RkU4lZ+ThxW/OIi49F+3r22LbtPYwNqpd/yRT1f9+V6kbTtPCpzYVSjVFSctSbFousvOLRE5DRKQ7OQVFmPrDRcSl58LD3hzfTWjDQokq9dRLB2RmZuKtt95Cu3bt0Lp1a7zxxht4+PChNrPRc2RrLoO9hQwAcCeZXXFEVDMpVQJm/3IF1+MUsDWXYcvkdrA2k4kdi/TcUxdLAQEBePjwIT744AMsXboU9+7dwyuvvKLNbPSceToWty7xsidEVFN9+NdNHA5PhszIABsntEU9O3OxI1E1UOWlA9auXYu5c+eqF2u8cOECbt++rR4I3bhxY3Ts2FE3Kem58HKyQPC9R4hkyxIR1UCbT9/H1rNRAIC1o1qiTT2byg8g+keVi6U7d+6gQ4cO2LBhA1q1aoXevXtj4MCBGDZsGAoLC7Ft27Zac+HZmqpkJW+2LBFRTXPoRiI+3F+8jMzi/t4Y2NxF5ERUnVS5WPr6668RHByMKVOmoEePHli5ciV++uknBAUFQalUYuTIkZg1a5Yus5KOcfkAIqqJrsakY/avVyAIwNgO7pje1UPsSFTNaLSCt5+fHy5cuIBVq1bBz88Pn376Kf744w9dZaPnrGRhyrj0XGTlF8HCmBeQJKLqLSY1B1N/uIi8QhW6eTlg+ZBmOrmmKNVsGg/wNjIywrvvvos///wTn3/+OUaMGKFeEZuqN2szGRwsiy/jEsmuOCKq5hS5hZiy9QIeZuWjiYsVvn6lNYwMRb1+PFVTVf6tuX79Otq3bw9LS0t06tQJKpUKR44cwYABA+Dv749vv/1WlznpOSlpXWJXHBFVZwVFKrz+0yVEJmfBycoYmye1ZWs5PbUqF0uTJ09G586dceHCBYwcORKvvfYaAGDKlCk4d+4cTp8+DT8/P50FpeeDywcQUXUnCALe3n0dZ+8+grnMEJsntYOL3FTsWFSNVbnMjoiIwK+//opGjRrB09MTn3/+ufp7Dg4O2L59Ow4dOqSLjPQclQzyjmCxRETV1Lqjd/D7pVgYGkiw7pXWaOYqFzsSVXNVLpa6d++OV199FaNHj8bRo0fRqVOnMvuUXOSWqi92wxFRdbbnShz+F3QbAPDBkGbo0dhR5ERUE1S5G+7HH39E69atsXfvXnh4eHCMUg1VstZSYkYeFLmFIqchIqq6nRdjsPD3awCAV7t6YFzHeiInopqiyi1LNjY2WLNmjS6zkB6Qm0rhZGWMpIx83EnORJt6tmJHIiKqVG6BEu/vDcPOS7EAgIHNXbC4n7fIqagmqVLLUnR0tEYnjYuLe6owpB+81Ct5syuOiPTb3ZQsDPv6DHZeioWBBJjf2wtfjW4FAwOupUTaU6ViqV27dggICMD58+cr3EehUGDjxo3w8fHBrl27tBaQnj8vXvaEiKqBvaFxGPLVaUQkZcLewhg/Te2AN17wZKFEWlelbrjw8HCsWLEC/fr1g1QqRdu2beHq6goTExOkpaXh5s2buHHjBtq2bYtPP/0U/fv313Vu0iEO8iYifZZXqMSHf93E9nPFvR4dPWzx5ZhWcLQ0ETkZ1VQSQRCEqu6cl5eHAwcO4NSpU4iKikJubi7s7e3RqlUr9O3bFz4+PrrMqrcyMjIgl8uhUChgZWUldpxndjk6DcO/OQtHS2Ocf6eX2HGIiNQePMrGjO2XcSM+AwDwRs9GmPOCJ1fmpqdS1b/fGi1namJiguHDh2P48OHPHJD0l6djcctScmY+FDmFkJtJRU5ERAQEhiXgrZ3XkJlfBBszKda+3BLduTQAPQdc+53KsDSRwlVugnhFHm4nZ6Jdfc6IIyLxFBSpsOrgLWw+cx8A0KaeDb4a0wqu1lyVm54PFktULk8ny+JiKYnFEhGJJy49FzO3X0ZoTDqA4vWT3urbGFJ2u9FzxGKJyuXlZIETt1M4yJuIRHP0VhLe/O0q0nMKYWVihDUjW6BPM2exY1EtxGKJyuXJ5QOISCRFShX+F3Qb3x6/CwBoXleOr8e2hputmcjJqLZisUTl4sKURCSGpIw8vPHzFZyPSgUATPKvjyUDvGFsZChyMqrNNO70/eGHH7B//371/YULF8La2hr+/v548OCBVsOReEpmxD3MykdadoHIaYioNjgVmYIBX5zC+ahUWBgb4euxrbFsSDMWSiQ6jYulFStWwNS0eAZCcHAw1q1bh9WrV8Pe3h7z5s3TekASh7mxEer8M9OEXXFEpEtKlYC1QbcxYfN5PMouQBMXK/z5RmcMbO4idjQiAE/RDRcTE4NGjRoBAPbs2YMRI0bg1VdfRadOndC9e3dt5yMReTlZIC49F7eTs9DBw07sOERUA6Vk5mPujis4c+cRAGBMezcsHdwMJlK2JpH+0LhlycLCAo8eFf9SHzp0CL16Fa/wbGJigtzcXO2mI1Gpxy0lsmWJiLQvv0iJMRtDcObOI5hKDfHZqBZYObw5CyXSOxq3LPXu3RvTpk1Dq1atcPv2bQwcOBAAcOPGDdSvX1/b+UhEnBFHRLq06dR93EnOgoOlMX6e1kH9mUOkbzRuWfr666/h5+eHlJQU/PHHH7CzK+6euXTpEsaMGaP1gCQe9QV1kzkjjoi0Kz49F+uO3gEAvDOgCQsl0msatyxZW1tj3bp1ZbZ/8MEHWglE+qORowUkEiA1uwAPs/Jhb2EsdiQiqiE+3h+O3EIl2te3xdCWrmLHIapUlYqla9euVfmEzZs3f+owpF/MZEZwszFDdGoObidlslgiIq04c+ch9l9PgIEE+GBoM0gkErEjEVWqSsVSy5YtIZFIIAhCud8v+Z5EIoFSqdRqQBKXl5MFolNzEJmUBf+G9mLHIaJqrqBIhaX7bgAAJvjVRxMXK5ETET1ZlYql+/fv6zoH6SlPJ0scDk/mIG8i0oofzkbhTnIW7MxlmNfbS+w4RFVSpWKpXr16us5Beko9yJuXPSGiZ5SckYfPD98GACzq7w25qVTkRERV89TXhrt58yaio6NRUFD6UhhDhgx55lCkPzwd/1k+IDlT3dVKRPQ0VhwIR3aBEi3drDGidV2x4xBVmcbF0r179/Diiy/i+vXrpcYxlfwR5ZilmqWRowUMJEB6TiFSsvLhaGkidiQiqobO3XuEPaHxkEiAD4f6wMCA/3hR9aHxOktz5sxBgwYNkJSUBDMzM9y4cQMnT55E27Ztcfz4cR1EJDGZSA3hbmsGgF1xRPR0ipT/Duoe094dvnXlIici0ozGxVJwcDCWL18OBwcHGBgYwMDAAJ07d8bKlSsxe/ZsXWQkkXElbyJ6Fj+FPMCtxExYm0nxVp/GYsch0pjGxZJSqYSFRfGgX3t7e8THxwMoHgQeERGh3XSkF0oGed9myxIRaehhVj7+F1Q8qPutvo1hYy4TORGR5jQes+Tj44Nr167Bw8MDHTp0wOrVqyGTyfDdd9/Bw8NDFxlJZCUX1I1kyxIRaeiTg7eQmVcEnzpWGN3OXew4RE9F42Lp3XffRXZ2NgDgo48+wqBBg9ClSxfY2dlhx44dWg9I4lPPiEvijDgiqrrL0WnYeSkWAPDBEB8YclA3VVMaF0t9+/ZVf+3h4YGbN28iNTUVNjY2/CNaQ3k4mMNAAmTkFSE5Mx9OVpwRR0SVU6oEvL83DAAwsk1dtKlnI3Iioqen8Zil8tja2rJQqsFMpIaob2cOgIO8iahqfr0QjbC4DFiaGGFRf2+x4xA9E41blnr06FFpYXT06NFnCkT6ydPJAvceZiMiMRNdPB3EjkNEeiwtuwCf/l084Wd+by9ehJuqPY2LpZYtW5a6X1hYiNDQUISFhWHixInaykV6xsvJEn/fSOJaS0T0RJ8eikB6TiG8nS0xriMvl0XVn8bF0tq1a8vdvmzZMmRl8Q9pTVUyI+52MrvhiKhi12MV+OV8NADggyHNYGSoldEeRKLS2m/xuHHjsHnzZm2djvRMSbF0JylLfYkbIqLHqVQC3tsbBkEAhrV0RQcPO7EjEWmF1oql4OBgmJhwllRN1cDeHEYGEmTmFyFBkSd2HCLSQ79fjkVoTDrMZYZYMqCJ2HGItEbjbrjhw4eXui8IAhISEnDx4kW89957WgtG+kVmZID69ua4k5yF20mZcLU2FTsSEekRRU4hPjl4CwAwp5cnlxihGkXjYkkuL30BRAMDAzRu3BjLly9Hnz59tBaM9I+XkwXuJGchMikL3Rs7ih2HiPTI2sO38Si7AI0cLTC5UwOx4xBplcbF0pYtW3SRg6qB4pW8E7nWEhGVEp6QgR+DowAAywY3g5SDuqmG4W80Vdm/M+I465GIiglC8UrdKgEY4OuMzp72Ykci0roqtSxpcimT1NTUZwpE+svLyQIAcIfXiCOif+wNjceFqDSYSg3xzsCmYsch0okqFUuff/65+utHjx7ho48+Qt++feHn5wegeCbc33//zQHeNVx9e3NIDSXILlAiLj0XdW3MxI5ERCLKzCvExwfCAQCzejZCHU78oBqqSsXS4ytzv/TSS1i+fDlmzZql3jZ79mysW7cOhw8fxrx587SfkvSC1NAADezNcTupeJA3iyWi2u3LI5FIycxHfTszTOvCQd1Uc2k8Zunvv/9Gv379ymzv27cvDh8+rJVQpL88S8YtcZA3Ua0WmZSJLWeiAABLhzSDsZGhuIGIdEjjYsnOzg67d+8us33Pnj2ws+NqrTWdl2NJscRB3kS1lSAIWLrvBopUAno1cUIPLiVCNZzGSwd88MEHmDp1Ko4fP64esxQSEoLAwEBs2rRJ6wFJv5QM8o7kNeKIaq0D1xNx9u4jyIwMsHQwB3VTzadxsTRp0iQ0adIEX375JXbt2gVBENC0aVOcOXMGHTp00EVG0iMl3XCRSVlQqQQYGHBGHFFtkp1fhI/23wQAvN6tIdxsOXaRaj6NiyUA6NChA7Zv367tLFQN1Lczg8zQALmFSsSm5cLdjh+URLXJhpP3kKDIQ10bU7zevaHYcYieiyoVSxkZGbCyslJ/XZmS/ahmMjI0gIeDOW4lZuJ2UiaLJaJa5GFWPjadugcAeHtAE5hIOaibaocqL0qZkJAAR0dHWFtbl7sYYckihUqlUushSb94OVkWF0vJmejV1EnsOET0nHx97A5yCpRoXleO/j7OYschem6qVCwdPXoUtra2AIBjx47pNBDpP/Ugb86II6o1YtNysD0kGgDwVt/GXMGfapUqFUvdunUr92uqnbjWElHt88XhSBQoVfDzsEPnRrz+G9UuGq+zFBgYiNOnT6vvf/3112jZsiXGjh2LtLQ0rYZ7XFpaGsaPHw+5XA65XI7x48cjPT290mN27dqFvn37wt7eHhKJBKGhoWX26d69OyQSSanb6NGjdfMkaoiSC+reSc6CUiWInIaIdO1Ocib+uBwLAHirH1uVqPbRuFh666231IO8r1+/jjfffBMDBgzAvXv38Oabb2o9YImxY8ciNDQUgYGBCAwMRGhoKMaPH1/pMdnZ2ejUqRNWrVpV6X4BAQFISEhQ3zZs2KDN6DWOu60ZjI0MkF+kQkxqjthxyigoUuH70/dxKjJF7ChENcL/Dt2GSgB6N3VCa3cbseMQPXcaLx1w//59NG1avAjZH3/8gcGDB2PFihW4fPkyBgwYoPWAABAeHo7AwECEhISo13LauHEj/Pz8EBERgcaNG5d7XEkxFRUVVen5zczM4OzMwYpVZWggQUMHC9xMyMDtpEzUtzcXO5JaoiIPM7ZfwuXodNiYSXH5vd78L5joGVyLTcfBsERIJMCCPuV/1hLVdBq3LMlkMuTkFLcmHD58GH369AEA2NraPnFZgacVHBwMuVxeatHLjh07Qi6X4+zZs898/u3bt8Pe3h7NmjXDggULkJlZ+Vic/Px8ZGRklLrVNv+u5K0/g7xD7j3CoK9O4XJ0OgAgLacQ0XrY8kVUnXz6dwQA4MWWddDY2VLkNETi0LhlqXPnznjzzTfRqVMnnD9/Hjt27AAA3L59G3Xr1tV6QABITEyEo2PZaw85OjoiMTHxmc79yiuvoEGDBnB2dkZYWBiWLFmCq1evIigoqMJjVq5ciQ8++OCZHre6KxnkvedKHPo2c0IjR/E+RAVBwPen72PlwVtQqgR4O1uioEiFew+zcS1WgXp2+tPyRVSdnL37EKciH0JqKMG83l5ixyESjcYtS+vWrYORkRF+//13fPvtt6hTpw4A4ODBg+jXr59G51q2bFmZwdX/vV28eBEAKl3b6VkEBASgV69e8PHxwejRo/H777/j8OHDuHz5coXHLFmyBAqFQn2LiYl5pgzV0aDmLrA0NkJkchYGfHka3xy/gyKl6rnnyM4vwqxfruCj/eFQqgS82KoOds/oBP9GxRd1vh6neO6ZiGoCQRCwOrC4VWlMe3de1oRqNY1bltzd3fHXX3+V2b527VqNH3zWrFlPnHlWv359XLt2DUlJSWW+l5KSAicn7S6K2Lp1a0ilUkRGRqJ169bl7mNsbAxjY2OtPm51U8/OHH/P64olu67jxO0UrA6MQGBYIlaPaA5v5+ezivvdlCy8tu0SIpOzYGQgwXuDmmKCXz1IJBI0r2MNIBrXY1ksET2NoJtJCI1Jh4nUALN6NBI7DpGonuracHfv3sWWLVtw9+5dfPHFF3B0dERgYCDc3NzQrFmzKp/H3t4e9vZPXq/Dz88PCoUC58+fR/v27QEA586dg0KhgL+//9M8hQrduHEDhYWFcHFx0ep5ayJXa1NsndwOv1+KxYd/3cS1WAUGf3Uas3p4YkaPhpAaatxwWWV/30jE/N+uIiu/CI6Wxvh2XGu0qWer/r5vXTkAICxOwQv+EmlIqRKw5lBxq9LkTg3gaGUiciIicWn81+zEiRPw9fXFuXPnsGvXLmRlFQ/wvXbtGpYuXar1gADQpEkT9OvXDwEBAQgJCUFISAgCAgIwaNCgUjPhvL29sXv3bvX91NRUhIaG4ubN4itkR0REIDQ0VD3O6e7du1i+fDkuXryIqKgoHDhwACNHjkSrVq3QqVMnnTyXmkYikWBkWzcEvdkNvZo4oVApYO3h2xiy7gzCdNAFplQJWB14C9O3XUJWfhHa17fFX7M7lyqUAMDT0QLGRgbIzC9C1KNsrecgqsn2hsbhdlIWrEyM8FpXXiyXSONiafHixfjoo48QFBQEmUym3t6jRw8EBwdrNdzjtm/fDl9fX/Tp0wd9+vRB8+bNsW3btlL7REREQKH49w/0vn370KpVKwwcOBAAMHr0aLRq1Qrr168HUDyz78iRI+jbty8aN26M2bNno0+fPjh8+DAMDXmBSE04WZlg44Q2+GJ0S1ibSRGekIGhX5/Bmr8jkF+knesFpmYXYOLm8/jm+F0AwNTODbA9oAMcLcv+12tkaICmrsXdgRy3RFR1BUUqrD18GwAwvVtDyM2kIiciEp9EEASNlmC2sLDA9evX0aBBA1haWuLq1avw8PBAVFQUvL29kZeXp6useisjIwNyuRwKhQJWVs9nvI4+S8nMx9J9YThwvbgFz8vJAqtHtEBLN+unPue12HS8/tNlxKXnwlRqiE9GNMeQFq6VHrN0bxh+CH6AaZ0b4N1BTZ/6sYlqkx+Do/D+3huwtzDGyYXdYSZ7qtEaRNVCVf9+a9yyZG1tjYSEhDLbr1y5op4ZR7Wbg6UxvnmlDb55pTXszGW4nZSF4d+cwcoD4cgr1LyVaceFaIxYH4y49Fw0sDfHnpmdnlgoAYBvXWsAwDW2LBFVSU5BEb48cgcAMPuFRiyUiP6hcbE0duxYLFq0CImJiZBIJFCpVDhz5gwWLFiACRMm6CIjVVMDfF0Q9GY3DG3pCpUAbDh5DwO+PIVLD1KrdHxeoRKL/7iGRX9cR0GRCr2bOmHvrE5VXhiv+T+DvG/EKXgNO6Iq2HImCg+z8uFma4rR7dzFjkOkNzQulj7++GO4u7ujTp06yMrKQtOmTdG1a1f4+/vjnXfe0UVGqsZszWX4YnQrbJzQFo6WxriXko0R64Ox/M+byCkoqvC4uPRcjNoQjF8vxEAiAd7q2xgbxrWBlUnVx080dLCAqdQQ2QVK3H+oPyuNE+kjRU4hNpwoHg84r5cXZEa6m81KVN1o3MYqlUqxfft2LF++HFeuXIFKpUKrVq3g6empi3xUQ/Ru6oT29W3x4f6b+P1SLDafuY8jt5Kwanhz+DW0K7Xv6ciHeOOXy0jLKYS1mRRfjm6Frl4OGj+moYEEzVytcPFBGq7HKURdZZxI3204eRcZeUXwcrLA0JYcUkH0uKf+16Fhw4YYMWIERo0aBU9PT+zatQvNmzfXZjaqYeRmUqwZ2QJbJreDi9wEDx7lYMzGELy3JwxZ+UUQBAHfHL+DCZvPIS2nEL515PhzVuenKpRKlKy3dI2LUxJVKDkzD1vORAEovliuIdclIypFo5aljRs34tChQ5BKpZgzZw46dOiAo0ePYv78+YiIiMD48eN1lZNqkB6NHfH3vK5YeSAcv5yPwbaQBzh6KxmeThY4HpECABjVti6WD/WBifTZlnDwrVNcLHElb6KKrTt6B7mFSrRyt0bvptq9KgJRTVDllqU1a9Zg5syZuH//Pvbu3YuePXtixYoVGDVqFIYNG4bo6Ghs2LBBl1mpBrEykWLl8Ob4aWoH1LUxRVx6Lo5HpEBmaICVw33xyUvNn7lQAh4b5B2fwUHeROWISc3BL+ejARSPDXzW620S1URVbln6/vvvsX79ekyZMgXHjx9Hz549cfToUdy5cwfW1tY6jEg1WWdPe/w9tyv+d+g2rsam471BTZ9pPab/amBvAXNZ8SDvuylZ8HLiuCWix60Nuo1CpYAunvbwb/jky08R1UZVLpYePHiAXr16AQC6d+8OqVSKjz/+mIUSPTNzYyO8P1g3i0YaGkjQrI4c5++n4lqsgsUS0WMiEjOxOzQOQHGrEhGVr8rdcHl5eTAx+feyEjKZDA4OTz/wluh5+XfcUrq4QYj0zJpDERAEoL+PM5r/s4grEZWl0QDvTZs2wcLCAgBQVFSErVu3wt6+dLPt7NmztZeOSAtKxi3xGnFE/7ocnYagm0kwkADz+3iJHYdIr1W5WHJ3d8fGjRvV952dnctcyFYikbBYIr1T0rJ0Iz4DRUoVjAy52B7VboIg4NPACADAS63rcg0yoieocrEUFRWlwxhEulPfzhyWxkbIzC9CZHIWmrjwYsdUu52+8xDB9x5BZmiAub3ZqkT0JPwXm2o8AwMJmtUpLpC43hLVdoIg4NO/i1uVXunojjrWpiInItJ/LJaoVigZvMpxS1TbBYYl4lqsAmYyQ8zs0UjsOETVAoslqhVKxi1dY7FEtViRUoU1h4pblaZ1bgB7C2ORExFVDyyWqFYomREXnpCBgiKVyGmIxLHrShzupmTD2kyKaV09xI5DVG2wWKJawd3WDFYmRigoUuF2UqbYcYieu/wiJb44HAkAeL1bQ1iZSEVORFR9PFWxdPfuXbz77rsYM2YMkpOTAQCBgYG4ceOGVsMRaYtEIoHvP61LYeyKo1poe0g04tJz4WRljIn+9cWOQ1StaFwsnThxAr6+vjh37hx27dqFrKwsAMC1a9ewdOlSrQck0hbfOtYAOG6Jap+s/CJ8fewOAGD2C55auUg1UW2icbG0ePFifPTRRwgKCoJMJlNv79GjB4KDg7Uajkib1Ct5c/kAqmW2nL6PR9kFqG9nhlFt3cSOQ1TtaFwsXb9+HS+++GKZ7Q4ODnj06JFWQhHpQsmMuFuJGcgvUoqchuj5SMrIw3cn7wEA5vX2gpQr2BNpTON3jbW1NRISEspsv3LlCurUqaOVUES6UNfGFNZmUhQqBdxOzBI7DpHOqVQCFuy8isz8IjSvK8fg5q5iRyKqljQulsaOHYtFixYhMTEREokEKpUKZ86cwYIFCzBhwgRdZCTSColE8th6S+nihiF6Dn4IjsKpyIcwkRrgs1EtYWAgETsSUbWkcbH08ccfw93dHXXq1EFWVhaaNm2Krl27wt/fH++++64uMhJpTUmxxHFLVNPdTsrEyoO3AADvDGiCRo4WIiciqr6qfCHdElKpFNu3b8fy5ctx5coVqFQqtGrVCp6enrrIR6RVJYO8r7FYohosv0iJOb+GoqBIhe6NHTCuYz2xIxFVaxoXSyUaNmyIhg0bajMLkc75/nONuNtJmcgrVHIKNdVInx26jfCEDNiay7B6RHNIJOx+I3oWGhdLb775ZrnbJRIJTExM0KhRIwwdOhS2trbPHI5I21zlJrAzl+FRdgFuJWaipZu12JGItOrs3Yf47lTx7LdVw33haGkiciKi6k/jYunKlSu4fPkylEolGjduDEEQEBkZCUNDQ3h7e+Obb77B/Pnzcfr0aTRt2lQXmYmemkQigU8dOU7cTsH12HQWS1SjKHIKMf+3qxAEYEx7N/Rp5ix2JKIaQeMB3kOHDkWvXr0QHx+PS5cu4fLly4iLi0Pv3r0xZswYxMXFoWvXrpg3b54u8hI9M45boprqvb1hSFDkob6dGd4dyH9WibRF42Lp008/xYcffggrKyv1NisrKyxbtgyrV6+GmZkZ3n//fVy6dEmrQYm0RT0jjpc9oRpkb2gc9l2Nh6GBBGtfbglz46cekkpE/6FxsaRQKNQXz31cSkoKMjIyABQvXFlQUPDs6Yh0oPk/g7wjk7OQW8CVvKn6i03Lwbt7wgAAs3t6opW7jciJiGqWp+qGmzJlCnbv3o3Y2FjExcVh9+7dmDp1KoYNGwYAOH/+PLy8vLSdlUgrnKyMYW9hDKVKwM2EDLHjED0TpUrA/N+uIjOvCK3crTGzB2cpE2mbxsXShg0b8MILL2D06NGoV68e3N3dMXr0aLzwwgtYv349AMDb2xubNm3SelgibZBIJOpxS2HsiqNqbuOpezh3PxVmMkN8/nJLGPHab0Rap3GntoWFBTZu3Ii1a9fi3r17EAQBDRs2hIXFv6vDtmzZUpsZibTOt44cR28lc5A3VWthcQr871AEAGDZ4GaoZ2cuciKimumpRwBaWFigefPm2sxC9NyUtCxd5zXiqJrKK1Ri7o5QFCoF9G3mhJFt64odiajGeqpi6cKFC9i5cyeio6PLDOTetWuXVoIR6VLJjLg7yVnIKSiCmYwzh6h6WXXwFu4kZ8HB0hgrh3OVbiJd0rhz+9dff0WnTp1w8+ZN7N69G4WFhbh58yaOHj0KuVyui4xEWudoZQInK2OoBOBmPAd5U/VyPCIZW89GAQDWjGwBW3OZuIGIajiNi6UVK1Zg7dq1+OuvvyCTyfDFF18gPDwco0aNgru7uy4yEumEbx1rAFyckqqX1OwCvPX7NQDAJP/66OblIHIioppP42Lp7t27GDhwIADA2NgY2dnZkEgkmDdvHr777jutByTSFS5OSdWNIAhY/Mc1pGTmo5GjBRb39xY7ElGtoHGxZGtri8zMTABAnTp1EBZWvBBaeno6cnJytJuOSIf+vexJurhBiKpo58VYHLqZBKmhBJ+/3BImUkOxIxHVChqPau3SpQuCgoLg6+uLUaNGYc6cOTh69CiCgoLwwgsv6CIjkU74/NOydO9hNrLyi2DBy0OQHnvwKBvL/rwBAJjfp7H695eIdE/jvw7r1q1DXl4eAGDJkiWQSqU4ffo0hg8fjvfee0/rAYl0xcHSGK5yE8Qr8nAjToEOHnZiRyIqV5FShbk7QpFToESHBrYI6OIhdiSiWkXjYsnW1lb9tYGBARYuXIiFCxdqNRTR8+JTR454RR6us1giPfb1sbu4Ep0OSxMjfPZySxgacJkAoudJ4zFLhoaG5V5I99GjRzA0ZP85VS//jlviIG/ST1ei0/Dl0UgAwEfDfFDH2lTkRES1j8bFkiAI5W7Pz8+HTMa1Pqh68a1rDYDXiCP9lJ1fhHk7QqFUCRjSwhVDW9YROxJRrVTlbrgvv/wSQPFFSDdt2lTqWnBKpRInT56EtzensVL14vvYIO+MvEJYmUhFTkT0r4/230TUoxy4yk3w4VAfseMQ1VpVLpbWrl0LoLhlaf369aW63GQyGerXr4/169drPyGRDtmay1DH2hRx6bkIi1PAv6G92JGIAACHbiTil/MxkEiANaNaQG7GQp5ILFUulu7fvw8A6NGjB3bt2gUbGxudhSJ6nprXlSMuPRfXY1kskX5IzszD4l3XAQCvdvHg7yWRyDQes3Ts2DEWSlSj+NblSt6kHwRBwP5rCRjxbTBSswvQ1MUKb/bxEjsWUa2n8dIBSqUSW7duxZEjR5CcnAyVSlXq+0ePHtVaOKLnofk/14hjsURiuhCVio/3hyM0Jh0A4GhpjC/HtISxEWcZE4lN42Jpzpw52Lp1KwYOHAgfHx9IJFzvg6o3nzpWAIAHj3KgyCnk2BB6ru6mZOGTg7dw6GYSAMBMZohXu3ogoIsHzLmqPJFe0Pid+Ouvv+K3337DgAEDdJGH6LmzNpPB3dYM0ak5uB6nQGdPjg8h3XuYlY/PD9/GL+djoFQJMJAAL7dzx7xennC0MhE7HhE9RuNiSSaToVGjRrrIQiQa37pyFkv0XOQWKLHp1D2sP3EX2QVKAECvJo5Y1M8bnk6WIqcjovJoPMB7/vz5+OKLLypcnJKoOipZb+l6XLq4QajGUqoE/HYhBt3XHMP/gm4ju0CJ5nXl+CWgIzZNbMdCiUiPadyydPr0aRw7dgwHDx5Es2bNIJWWHt+xa9curYUjel6a1+FlT0g3BEHA8dspWHXgFiKSMgEAdW1M8Vbfxhjc3BUGvM4bkd7TuFiytrbGiy++qIssRKJp9k+xFJuWi7TsAtiY89I99OzC4hRYeTAcZ+48AgDITaV4o2cjjPerx1luRNWIxsXSli1bdJGDSFRyUyka2Jvj/sNsXI9ToKuXg9iRqBqLS8/F//6OwO7QOAgCIDM0wET/epjZoxGszViIE1U3TzUvtaioCMePH8fdu3cxduxYWFpaIj4+HlZWVqWuGUdUnfjUkbNYomeiyC3EN8fvYMuZKBQUFa9BN6SFK97q2xhutmYipyOip6VxsfTgwQP069cP0dHRyM/PR+/evWFpaYnVq1cjLy+P14ejaqt5HTn+vBqPa7HpYkehakYQBPwY/ACfH76NtJxCAEBHD1u8PaAJmte1FjccET2zp1qUsm3btrh69Srs7OzU21988UVMmzZNq+GInqeSy56ExWWInISqm52XYrF03w0AQCNHCyzp742e3o5ctJeohniq2XBnzpyBTFa6371evXqIi4vTWjCi562ZqxUkkuLxJg+z8mFvYSx2JKoGCpUqfHU0EgAwvasH3urbGEaGGq/KQkR6TON3tEqlglKpLLM9NjYWlpZcJ4SqL0uT4kHeAK8TR1W350ocYlJzYW8hw9xeXiyUiGogjd/VvXv3xueff66+L5FIkJWVhaVLl/ISKFTtlay3dJ3rLVEVFClVWHfsDgDg1a4eMJVxOQCimkjjYmnt2rU4ceIEmjZtiry8PIwdOxb169dHXFwcPvnkE11kJHpufP8ZjMuWJaqKvaHxePAoB3bmMozrWE/sOESkIxoXS66urggNDcVbb72F6dOno1WrVli1ahWuXLkCR0dHXWQEAKSlpWH8+PGQy+WQy+UYP3480tPTK9y/sLAQixYtgq+vL8zNzeHq6ooJEyYgPj6+1H75+fl44403YG9vD3NzcwwZMgSxsbE6ex6k35rXZcsSVc3jrUoBXT1gJnuqlViIqBqQCNXkIm/9+/dHbGwsvvvuOwDAq6++ivr16+PPP/8sd3+FQoERI0YgICAALVq0QFpaGubOnYuioiJcvHhRvd/rr7+OP//8E1u3boWdnR3mz5+P1NRUXLp0CYaGVWtSz8jIgFwuh0KhgJWV1bM/WRJNdn4RfJb9DUEAzr/9Aq/+ThXafSUW83Zcha25DKcW9oC5MYslouqmqn+/NX53r1y5Ek5OTpgyZUqp7Zs3b0ZKSgoWLVqkedonCA8PR2BgIEJCQtChQwcAwMaNG+Hn54eIiAg0bty4zDFyuRxBQUGltn311Vdo3749oqOj4e7uDoVCge+//x7btm1Dr169AAA//fQT3NzccPjwYfTt21frz4X0m7mxERo5WCAyOQvX4xR4gcUSlUOpEvDV0eJWpWldGrBQIqrhNO6G27BhA7y9vctsb9asmc4WpAwODoZcLlcXSgDQsWNHyOVynD17tsrnUSgUkEgksLa2BgBcunQJhYWF6NOnj3ofV1dX+Pj4VHre/Px8ZGRklLpRzVGy3hLHLVFF/roWj3sp2bA2k2KCX32x4xCRjmlcLCUmJsLFxaXMdgcHByQkJGglVHmPWd54KEdHRyQmJlbpHHl5eVi8eDHGjh2rbmpLTEyETCaDjY1NqX2dnJwqPe/KlSvVY6fkcjnc3Nw0eDak7zgjjiqjVAn48kjxukoBXTxgwVYlohpP42LJzc0NZ86cKbP9zJkzcHV11ehcy5Ytg0QiqfRWMr6ovJVwBUGo0gq5hYWFGD16NFQqFb755psn7v+k8y5ZsgQKhUJ9i4mJeeI5qfooaVm6FqdANRnSR8/R/usJuJuSDbmpFBP8OAOOqDbQ+F+iadOmYe7cuSgsLETPnj0BAEeOHMHChQsxf/58jc41a9YsjB49utJ96tevj2vXriEpKanM91JSUuDk5FTp8YWFhRg1ahTu37+Po0ePlhrA5ezsjIKCAqSlpZVqXUpOToa/v3+F5zQ2NoaxMVd3rqmaushhIAFSMvORlJEPZznHLVExlUrAV/+0Kk3t3ACWJlKRExHR86BxsbRw4UKkpqZixowZKCgoAACYmJhg0aJFWLJkiUbnsre3h729/RP38/Pzg0KhwPnz59G+fXsAwLlz56BQKCotakoKpcjISBw7dqzUtewAoE2bNpBKpQgKCsKoUaMAAAkJCQgLC8Pq1as1ei5Uc5jKDOHlZIlbiZm4HqdgsURqB8ISEJmcBSsTI0zqVF/sOET0nGjUDadUKnHy5EksWrQIKSkpCAkJwdWrV5Gamor3339fVxnRpEkT9OvXDwEBAQgJCUFISAgCAgIwaNCgUjPhvL29sXv3bgBAUVERRowYgYsXL2L79u1QKpVITExEYmKiusiTy+WYOnUq5s+fjyNHjuDKlSsYN24cfH191bPjqHbyUY9bShc3COkN1WNjlaZ0bgArtioR1RoaFUuGhobo27cvFAoFLCws0K5dO/j4+DyXLqnt27fD19cXffr0QZ8+fdC8eXNs27at1D4RERFQKIoH5cbGxmLfvn2IjY1Fy5Yt4eLior49PtNt7dq1GDZsGEaNGoVOnTrBzMwMf/75Z5XXWKKaqflj45aIACDwRiJuJ2XB0sQIkzs1EDsOET1HGnfD+fr64t69e2jQ4Pl+WNja2uKnn36qdJ/HB+PWr1+/SoNzTUxM8NVXX+Grr7565oxUc/g+NiOuqhMJqOZ6vFVpcqcGkJuyVYmoNtF4NtzHH3+MBQsW4K+//kJCQgLXG6IaqYmLFYwMJHiUXYAERZ7YcUhkh24m4VZiJiyNjTCVrUpEtY7GLUv9+vUDAAwZMqTUf9sl/30rlUrtpSMSiYnUEJ5OlghPyMC1WAVcrU3FjkQiEYR/W5UmdaoPuRlblYhqG42LpWPHjukiB5HeaV5HjvCEDFyPS0c/H2ex45BIgm4m4WZCBsxlhpjama1KRLWRxsVSt27ddJGDSO/41pVjx8UYXONK3rWWIAj44p9WpYn+9WFtJhM5ERGJQeMxSwBw6tQpjBs3Dv7+/oiLiwMAbNu2DadPn9ZqOCIxlcyIC+NK3rXWkfBk3IjPgJnMENO6eIgdh4hEonGx9Mcff6Bv374wNTXF5cuXkZ+fDwDIzMzEihUrtB6QSCyNnS0hNZQgLacQsWm5Yseh5+zxVqUJfvVha85WJaLaSuNi6aOPPsL69euxceNGSKX/DnT09/fH5cuXtRqOSEzGRoZo7GwJALjO9ZZqnWMRybgep4Cp1BABXThWiag207hYioiIQNeuXctst7KyQnp6ujYyEekN3zrWAFgs1TaCIOCLwyWtSvVgZ8FrQRLVZhoXSy4uLrhz506Z7adPn4aHB/v0qWYpGbd0nYO8a5Xjt1NwNfafVqWu/Fwjqu00LpamT5+OOXPm4Ny5c5BIJIiPj8f27duxYMECzJgxQxcZiURTspL3tdh0DvKuJR5vVRrX0R32bFUiqvU0Xjpg4cKFUCgU6NGjB/Ly8tC1a1cYGxtjwYIFmDVrli4yEonGy8kSMkMDZOQVITo1B/XszMWORDp2MvIhQmPSYSI1wKtdG4odh4j0gMbFElB8yZN33nkHN2/ehEqlQtOmTWFhYaHtbESikxkZoImLJa7GKnA9TsFiqYYrblW6DQB4pUM9OFiyVYmINOiGy8nJwcyZM1GnTh04Ojpi2rRpqF+/Ptq3b89CiWq05nWtAQAh9x6JG4R07sydR7gcnQ5jIwNM51glIvpHlYulpUuXYuvWrRg4cCBGjx6NoKAgvP7667rMRqQXejZxBAAEhiVBqeK4pZqqeF2l4lalMe3d4WhlInIiItIXVe6G27VrF77//nuMHj0aADBu3Dh06tQJSqUShoaGOgtIJLZODe1hZWKEh1n5uBCVio4edmJHIh0IvvsIF6LSIDMywOvdOVaJiP5V5ZalmJgYdOnSRX2/ffv2MDIyQnx8vE6CEekLmZEB+jQrvpDugesJIqchXfn8n9W6x7RzgxNblYjoMVUulpRKJWSy0sv9GxkZoaioSOuhiPTNwOYuAICDYYnsiquBgu8+wvn7qZAZGuA1tioR0X9UuRtOEARMmjQJxsb/zg7Jy8vDa6+9BnPzf2cI7dq1S7sJifRASVdcSmY+LkalogO74mqUkrFKL7dzg4vcVOQ0RKRvqlwsTZw4scy2cePGaTUMkb4q6Yr7/VIs9l9PYLFUg5y79wgh91IhNZRwrBIRlavKxdKWLVt0mYNI7w30dcHvl2JxMCwRSwc3g6GBROxIpAVf/DNWaVRbN7has1WJiMrS+HInRLVVp0alu+Ko+rsQlYqzdx9BaijBjB6NxI5DRHqKxRJRFXFWXM1Tcg24EW3cUIetSkRUARZLRBoY6MtZcTXFpQepOH3nIYwMJJjBsUpEVAkWS0QaKOmKS2ZXXLWWV6jEJwcjAAAvta4LN1szkRMRkT5jsUSkAZmRAXo3ZVdcdfYwKx9jNobgfFQqZEYGmMmxSkT0BCyWiDQ0sHlxsXQwLBEqdsVVK5FJmRj29RlciU6H3FSKHya3h7sdW5WIqHIslog01LmRAyxLuuIepIkdh6roVGQKhn9zFrFpuahvZ4bdM/zh15DrZRHRk7FYItKQzMgAfdgVV638cj4ak7ZcQGZ+EdrVt8GuGZ3g4WAhdiwiqiZYLBE9hZKuuAPXE9gVp8dUKgErDoRjya7rUKoEvNiqDn6a1gG25rInH0xE9A8WS0RPgV1x+i+3QInXt1/CdyfvAQDm9fLCZ6NawNjIUORkRFTdsFgiegrFs+KcALArTh8lZ+Th5e+C8feNJMgMDfDF6JaY08sTEgkvUUNEmmOxRPSU/l2gkl1x+iQ8IQPDvj6Da7EK2JrL8HNABwxtWUfsWERUjbFYInpKnT3tYWlihKSMfFyKZlecPjh2Kxkjvj2LeEUePBzMsXuGP9rWtxU7FhFVcyyWiJ6SsZGhuitu/zV2xYntx+AoTP3hArILlPDzsMPu1zuhnp252LGIqAZgsUT0DNgVJz6lSsAHf97A+3tvQCUAI9vUxQ9T2kNuJhU7GhHVEEZiByCqzjp72sPS+N+uuHbs8nmusvOLMPuXKzhyKxkAsLBfY7zerSEHchORVrFliegZsCtOPAmKXIxcH4wjt5JhbGSAr8e2xozujVgoEZHWsVgiekYDm7Mr7nkLi1Ng2NdncDMhA/YWMvzyakf160BEpG0sloie0eNdcZc5K07ngm4mYeT6YCRl5MPT0QK7Z3RCa3cbsWMRUQ3GYonoGZXqiuMClTojCAI2nbqHV7ddRG6hEl087fHHDH+42ZqJHY2IajgWS0RaMOCfWXG8VpzubD0bhY/2h0MQgLEd3LF5UjtYmXDGGxHpHoslIi3o4sWuOF1KyczH/w7dBgDM7+2Fj4f5QGrIjy8iej74aUOkBeyK0601f0cgK78ILerKMbMHZ7wR0fPFYolIS0q64g5eT2RXnBaFxSnw26UYAMD7g5vCwICFEhE9XyyWiLSkpCsuMSMPV2LYFacNgiBg+Z83IQjA0JauaFOPi34S0fPHYolIS4yNDNFLvUBloshpaob91xNwPioVJlIDLOrnLXYcIqqlWCwRaRFnxWlPXqESKw/cAgC81q0hXK1NRU5ERLUViyUiLeriya44bfnu5D3EpefCVW6C6V0bih2HiGoxFktEWmQiZVecNiQq8vDt8bsAgMUDmsBUZihyIiKqzVgsEWmZelYcrxX31D4JvIXcQiXa1rPBYF7zjYhExmKJSMu6eNrDwtgICYo8XIlJFztOtXM5Og27r8RBIgGWDm7GNZWISHQsloi0zERqiF5NHAEA+69xgUpNqFQCPvjzJgBgROu68K0rFzkRERGLJSKdYFfc09l9JQ5XY9JhLjPEW/0aix2HiAgAiyUinejq5cCuOA1l5xfhk8DipQJm9fSEo6WJyImIiIqxWCLSgce74g7wWnFV8u3xu0jOzEc9OzNM6Vxf7DhERGosloh05N9rxbEr7kliUnPw3al7AIC3BzSBsRGXCiAi/cFiiUhHSrri4hV5CI1NFzuOXlt5MBwFRSr4N7RDn3/WqSIi0hcsloh0xERqiBc4K+6JQu49woHriTCQAO8PbsqlAohI77BYItKhgeyKq5TysaUCxnZwh7ezlciJiIjKYrFEpEPsiqvcbxdjEJ6QASsTI7zZm0sFEJF+YrFEpEOPd8UdYFdcKRl5hVjzdwQAYG4vL9iay0RORERUPhZLRDpWMivuwPUECAK74kp8dSQSj7IL0NDBHOP96okdh4ioQiyWiHSsm5cDzGWGiOcClWr3UrKw5UwUAOC9QU0hNeRHERHpL35CEemYidQQvf6ZDq/vXXE5BUUIi1PovAXs4/3hKFIJ6NHYAd0bO+r0sYiInlW1KZbS0tIwfvx4yOVyyOVyjB8/Hunp6RXuX1hYiEWLFsHX1xfm5uZwdXXFhAkTEB8fX2q/7t27QyKRlLqNHj1ax8+Gapt/rxWXqLddcSqVgElbLmDQV6cx7OszOBWZopOsJ26n4MitZBgZSPDuoKZaPz8RkbZVm2Jp7NixCA0NRWBgIAIDAxEaGorx48dXuH9OTg4uX76M9957D5cvX8auXbtw+/ZtDBkypMy+AQEBSEhIUN82bNigy6dCtVBJV1xcei5C9bQrbveVOJy/nwoAuBqrwPjvz2PMxhBcepCqtccoVKrw4V/FSwVM9K+Phg4WWjs3EZGuGIkdoCrCw8MRGBiIkJAQdOjQAQCwceNG+Pn5ISIiAo0bl51yLJfLERQUVGrbV199hfbt2yM6Ohru7u7q7WZmZnB2dtbtk6BarXhWnBP2XY3HgesJaOVuI3akUjLzCrHyYPFFbF/v3hD5hSr8FPIAIfdS8dK3wejp7Yj5fbzQzFX+TI+zPeQB7iRnwdZchtkveGojOhGRzlWLlqXg4GDI5XJ1oQQAHTt2hFwux9mzZ6t8HoVCAYlEAmtr61Lbt2/fDnt7ezRr1gwLFixAZmamtqITqf07K07/uuK+OByJh1n58LA3x7xeXnh/cFMce6s7Rrdzg6GBBEdvJWPgl6cx8+fLuJuS9VSPkZZdgLWHIwEA8/t4QW4q1eZTICLSmWrRspSYmAhHx7KDQB0dHZGYmFilc+Tl5WHx4sUYO3YsrKz+XSX4lVdeQYMGDeDs7IywsDAsWbIEV69eLdMq9bj8/Hzk5+er72dkZGjwbKi26t64dFecvrQu3UnOxNazUQCKLzciMyr+H6qOtSlWvdQc07s1xNqg29h3NR77ryXg4PUEjGhTF7Nf8ERdG7MqP87aw7ehyC2Et7MlRrdzf/IBRER6QtSWpWXLlpUZXP3f28WLFwGg3OtFCYJQpetIFRYWYvTo0VCpVPjmm29KfS8gIAC9evWCj48PRo8ejd9//x2HDx/G5cuXKzzfypUr1QPN5XI53NzcNHzmVBuVdMUBxWsu6QNBELBs300UqQT0bupU7sy0Bvbm+HJMKxyc0wW9mjhBJQC/XYxFzzUnsGzfDSRn5j3xcSISM7H9XDSA4oLM0IDXfyOi6kPUYmnWrFkIDw+v9Obj4wNnZ2ckJSWVOT4lJQVOTpVfobywsBCjRo3C/fv3ERQUVKpVqTytW7eGVCpFZGRkhfssWbIECoVCfYuJianaE6Za7/GuOH24VlxgWCJO33kImZEB3htY+cy0Ji5W2DSxLXbN8Id/QzsUKFXYejYK3VYfxyeBt5CeU1DucYIg4MO/bkKpEtCvmTP8G9rr4qkQEemMqN1w9vb2sLd/8genn58fFAoFzp8/j/bt2wMAzp07B4VCAX9//wqPKymUIiMjcezYMdjZ2T3xsW7cuIHCwkK4uLhUuI+xsTGMjY2feC6i/+re2AGWxkaIS8/FxlP3ML1bQ9Gy5BYo8dH+cADAa1094G5XtS611u42+DmgI87ceYhP/45AaEw6vj1+Fz+FPMD0rh6Y3KkBzI3//Wg5HJ5cXJAZGuDtAU108lyIiHSpWgzwbtKkCfr164eAgACEhIQgJCQEAQEBGDRoUKmZcN7e3ti9ezcAoKioCCNGjMDFixexfft2KJVKJCYmIjExEQUFxf8B3717F8uXL8fFixcRFRWFAwcOYOTIkWjVqhU6deokynOlms1Eaoi3BxYXDJ/+HYHL0WmiZfn2xF3EpeeijrUpXu/eSOPjOzWyx+4Z/tg0oS28nS2RmVeENYduo+vqY/j+9H3kFSqRX6TEx/uLlwqY1qVBlQsyIiJ9IhH0bVpOBVJTUzF79mzs27cPADBkyBCsW7eu1Mw2iUSCLVu2YNKkSYiKikKDBg3KPdexY8fQvXt3xMTEYNy4cQgLC0NWVhbc3NwwcOBALF26FLa2tlXOlpGRAblcDoVC8cRuPiJBEPDGL1fw17UE1LUxxf7ZXZ77zLDoRznotfYECopU+PaV1ujvW3FLalWoVAL+vBaPtUG3EfUoBwDgIjdBK3drHLieCAdLYxxb0B0WxtViTgkR1RJV/ftdbYolfcZiiTSVmVeIgV+eRnRqDvr7OOObV1pXabKCtgT8eBFBN5PQqZEdfpraQWuPXahU4Y9LsfjiSCQSFP8O/F4zsgVGtKmrlccgItKWqv79rhbdcEQ1jaWJFOvGtoLUUIKDYYn46Z+ZYs/DidspCLqZBCMDCZYNbqbVIk1qaIDR7d1xbEF3vD+oKVzkJujp7Yjhrepo7TGIiJ43FktEImle1xqL+nkDAD786yZuxut+va6CIhU+2HcDADDJvz48nSx18jgmUkNM6dwAwUtewOZJ7WDApQKIqBpjsUQkoqmdG+AFb0cUFKkw6+fLyM4v0unjbT5zH/ceZsPewhhzevFyI0REVcFiiUhEEokEn45sAWcrE9x7mI339obp7LGSMvLw1ZHi9cMW9/eGpQkvN0JEVBUslohEZmsuw5djWsFAAuy6HIc/LsXq5HFWHghHdoESrd2tOYaIiEgDLJaI9ED7BraY28sLAPDe3rCnvlhtRc7fT8We0HhIJMDyoT4cQ0REpAEWS0R6YmaPRvBvaIecAiVmbr+MvEKlVs6rVAlY+s+g7tHt3OFTR66V8xIR1RYsloj0hKGBBJ+/3BJ25jLcSszEx/9ciuRZ/XzuAcITMiA3leKtvo2ffAAREZXCYolIjzhameCzl1sCALaFPMDB6wnPdL7U7AKsOXQbALCgjxdszWXPGpGIqNZhsUSkZ7p5OeC1fy6wu/CPa4hJzXnqc336dwQUuYVo4mKFsR3qaSsiEVGtwmKJSA/N7+OF1u7WyMwrwhu/XEGhUqXxOa7HKvDrheKVwT8Y0gyGHNRNRPRUWCwR6SGpoQG+HNMKViZGCI1Jx5q/IzQ6XqUS8P6+MAgCMKylK9o3qPqFoYmIqDQWS0R6qq6NGVaPaA4A2HDyHo5FJFf52F1X4nAlOh3mMkMsGdBEVxGJiGoFFktEeqyfjwsm+BWPNZr/21UkZeQ98ZiMvEKsOngLAPDGC55wsjLRaUYiopqOxRKRnnt7QBM0dbFCanYB5v4aCqVKqHT/Lw9H4mFWPjzszTGlU4PnlJKIqOZisUSk50ykhlg3thXMZIYIvvcI647eqXDfyKRMbD0bBQBYOqQZZEZ8ixMRPSt+khJVAx4OFvhomA8A4IsjtxFy71GZfQRBwLI/b6BIJaB3Uyd083J43jGJiGokFktE1cTw1nXxUuu6UAnAnF+v4FFWfqnvB4Yl4sydR5AZGeC9gU1FSklEVPOwWCKqRpYPbQYPB3MkZeRjwc6rUP0zfim3QImP/rk8ymvdGsLdzkzMmERENQqLJaJqxNzYCF+PbQ2ZkQGORaTg+9P3AQDfHr+DuPRc1LE2xev/rP5NRETawWKJqJpp4mKF9wcVd7N9EngL+67GY/3JewCAdwc2ganMUMx4REQ1DoslomrolQ7uGODrjCKVgNm/XEFBkQqdG9mjn4+z2NGIiGocFktE1ZBEIsHK4c1R18YUAGBkIMGyIU0hkfD6b0RE2sZiiaiakptK8c0rreFua4b5fRqjkaOl2JGIiGokI7EDENHTa17XGicX9hA7BhFRjcaWJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqoSR2AFqAkEQAAAZGRkiJyEiIqKqKvm7XfJ3vCIslrQgMzMTAODm5iZyEiIiItJUZmYm5HJ5hd+XCE8qp+iJVCoV4uPjYWlpCYlEorXzZmRkwM3NDTExMbCystLaeUkzfB30A18H/cHXQj/wdXh2giAgMzMTrq6uMDCoeGQSW5a0wMDAAHXr1tXZ+a2srPhG0AN8HfQDXwf9wddCP/B1eDaVtSiV4ABvIiIiokqwWCIiIiKqBIslPWZsbIylS5fC2NhY7Ci1Gl8H/cDXQX/wtdAPfB2eHw7wJiIiIqoEW5aIiIiIKsFiiYiIiKgSLJaIiIiIKsFiiYiIiKgSLJb02DfffIMGDRrAxMQEbdq0walTp8SOVKssW7YMEomk1M3Z2VnsWDXeyZMnMXjwYLi6ukIikWDPnj2lvi8IApYtWwZXV1eYmpqie/fuuHHjhjhha7AnvQ6TJk0q8/7o2LGjOGFrsJUrV6Jdu3awtLSEo6Mjhg0bhoiIiFL78D2heyyW9NSOHTswd+5cvPPOO7hy5Qq6dOmC/v37Izo6WuxotUqzZs2QkJCgvl2/fl3sSDVednY2WrRogXXr1pX7/dWrV+Ozzz7DunXrcOHCBTg7O6N3797qazSSdjzpdQCAfv36lXp/HDhw4DkmrB1OnDiBmTNnIiQkBEFBQSgqKkKfPn2QnZ2t3ofviedAIL3Uvn174bXXXiu1zdvbW1i8eLFIiWqfpUuXCi1atBA7Rq0GQNi9e7f6vkqlEpydnYVVq1apt+Xl5QlyuVxYv369CAlrh/++DoIgCBMnThSGDh0qSp7aLDk5WQAgnDhxQhAEvieeF7Ys6aGCggJcunQJffr0KbW9T58+OHv2rEipaqfIyEi4urqiQYMGGD16NO7duyd2pFrt/v37SExMLPXeMDY2Rrdu3fjeEMHx48fh6OgILy8vBAQEIDk5WexINZ5CoQAA2NraAuB74nlhsaSHHj58CKVSCScnp1LbnZyckJiYKFKq2qdDhw748ccf8ffff2Pjxo1ITEyEv78/Hj16JHa0Wqvk95/vDfH1798f27dvx9GjR/G///0PFy5cQM+ePZGfny92tBpLEAS8+eab6Ny5M3x8fADwPfG8GIkdgComkUhK3RcEocw20p3+/furv/b19YWfnx8aNmyIH374AW+++aaIyYjvDfG9/PLL6q99fHzQtm1b1KtXD/v378fw4cNFTFZzzZo1C9euXcPp06fLfI/vCd1iy5Iesre3h6GhYZn/CpKTk8v890DPj7m5OXx9fREZGSl2lFqrZDYi3xv6x8XFBfXq1eP7Q0feeOMN7Nu3D8eOHUPdunXV2/meeD5YLOkhmUyGNm3aICgoqNT2oKAg+Pv7i5SK8vPzER4eDhcXF7Gj1FoNGjSAs7NzqfdGQUEBTpw4wfeGyB49eoSYmBi+P7RMEATMmjULu3btwtGjR9GgQYNS3+d74vlgN5yeevPNNzF+/Hi0bdsWfn5++O677xAdHY3XXntN7Gi1xoIFCzB48GC4u7sjOTkZH330ETIyMjBx4kSxo9VoWVlZuHPnjvr+/fv3ERoaCltbW7i7u2Pu3LlYsWIFPD094enpiRUrVsDMzAxjx44VMXXNU9nrYGtri2XLluGll16Ci4sLoqKi8Pbbb8Pe3h4vvviiiKlrnpkzZ+Lnn3/G3r17YWlpqW5BksvlMDU1hUQi4XvieRB1Lh5V6uuvvxbq1asnyGQyoXXr1uqpovR8vPzyy4KLi4sglUoFV1dXYfjw4cKNGzfEjlXjHTt2TABQ5jZx4kRBEIqnSi9dulRwdnYWjI2Nha5duwrXr18XN3QNVNnrkJOTI/Tp00dwcHAQpFKp4O7uLkycOFGIjo4WO3aNU95rAEDYsmWLeh++J3RPIgiC8PxLNCIiIqLqgWOWiIiIiCrBYomIiIioEiyWiIiIiCrBYomIiIioEiyWiIiIiCrBYomIiIioEiyWiIiIiCrBYomIqBISiQR79uwROwYRiYjFEhHVWJMmTcKwYcPEjkFE1RyLJSIiIqJKsFgiolqhe/fumD17NhYuXAhbW1s4Oztj2bJlpfaJjIxE165dYWJigqZNm5a6knuJuLg4vPzyy7CxsYGdnR2GDh2KqKgoAMCtW7dgZmaGn3/+Wb3/rl27YGJiguvXr+vy6RGRDrFYIqJa44cffoC5uTnOnTuH1atXY/ny5eqCSKVSYfjw4TA0NERISAjWr1+PRYsWlTo+JycHPXr0gIWFBU6ePInTp0/DwsIC/fr1Q0FBAby9vbFmzRrMmDEDDx48QHx8PAICArBq1Sr4+vqK8ZSJSAt4IV0iqrEmTZqE9PR07NmzB927d4dSqcSpU6fU32/fvj169uyJVatW4dChQxgwYACioqJQt25dAEBgYCD69++P3bt3Y9iwYdi8eTNWr16N8PBwSCQSAEBBQQGsra2xZ88e9OnTBwAwaNAgZGRkQCaTwcDAAH///bd6fyKqfozEDkBE9Lw0b9681H0XFxckJycDAMLDw+Hu7q4ulADAz8+v1P6XLl3CnTt3YGlpWWp7Xl4e7t69q76/efNmeHl5wcDAAGFhYSyUiKo5FktEVGtIpdJS9yUSCVQqFQCgvEb2/xY5KpUKbdq0wfbt28vs6+DgoP766tWryM7OhoGBARITE+Hq6qqN+EQkEhZLREQAmjZtiujoaMTHx6uLm+Dg4FL7tG7dGjt27ICjoyOsrKzKPU9qaiomTZqEd955B4mJiXjllVdw+fJlmJqa6vw5EJFucIA3ERGAXr16oXHjxpgwYQKuXr2KU6dO4Z133im1zyuvvAJ7e3sMHToUp06dwv3793HixAnMmTMHsbGxAIDXXnsNbm5uePfdd/HZZ59BEAQsWLBAjKdERFrCYomICICBgQF2796N/Px8tG/fHtOmTcPHH39cah8zMzOcPHkS7u7uGD58OJo0aYIpU6YgNzcXVlZW+PHHH3HgwAFs27YNRkZGMDMzw/bt27Fp0yYcOHBApGdGRM+Ks+GIiIiIKsGWJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqgSLJSIiIqJKsFgiIiIiqsT/Aa4jmYi/FLFMAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -1545,7 +1546,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -1554,13 +1555,13 @@ "Text(0.5, 1.0, 'Percentage Residuals of H II NLTE vs H II CTARDIS')" ] }, - "execution_count": 47, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1580,7 +1581,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -1589,13 +1590,13 @@ "Text(0.5, 1.0, 'Percentage Residuals of e NLTE vs e ctardis')" ] }, - "execution_count": 48, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -1632,7 +1633,7 @@ ], "metadata": { "kernelspec": { - "display_name": "tardis", + "display_name": "tardis-new", "language": "python", "name": "python3" }, @@ -1646,7 +1647,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb index f26c68e4c1b..422db5d9689 100644 --- a/docs/physics/plasma/equilibrium/ionization_solutions.ipynb +++ b/docs/physics/plasma/equilibrium/ionization_solutions.ipynb @@ -20,10 +20,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "ac65f71f", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "713b3c177c20482c90b5cb7e03b0f06a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Iterations: 0/? [00:00= 1],\n", - " plasma.ion_number_density.loc[plasma.ion_number_density.index.get_level_values('ion_number') >= 1],)" + " plasma.ion_number_density.loc[plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " plasma.partition_function,\n", + " plasma.general_level_boltzmann_factor,\n", + " )" ] }, { @@ -257,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "bafa9cbb", "metadata": {}, "outputs": [], @@ -270,19 +320,11 @@ "coll_ionization_rate, coll_recomb_rate = collisional_rate_solver.solve(\n", " electron_dist,\n", " level_to_ion_population_factor,\n", + " plasma.partition_function,\n", + " plasma.general_level_boltzmann_factor,\n", ")" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "f3837dfa", - "metadata": {}, - "outputs": [], - "source": [ - "level_to_ion_population_factor" - ] - }, { "cell_type": "markdown", "id": "9f9adff2", @@ -293,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "0161d35b", "metadata": {}, "outputs": [], @@ -305,6 +347,8 @@ " plasma.level_number_density.loc[plasma.level_number_density.index.get_level_values('ion_number') < 1],\n", " lte_ion_number_density.loc[lte_ion_number_density.index.get_level_values('ion_number') >= 1],\n", " plasma.ion_number_density.loc[plasma.ion_number_density.index.get_level_values('ion_number') >= 1],\n", + " plasma.partition_function,\n", + " plasma.general_level_boltzmann_factor,\n", " charge_conservation=True)" ] }, @@ -318,10 +362,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "1b1dc4c9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([array([[ 0.00000000e+00, 1.00000000e+00, -1.00000000e+00],\n", + " [-4.36681796e+02, 2.19607750e-03, 0.00000000e+00],\n", + " [ 1.00000000e+00, 1.00000000e+00, 0.00000000e+00]])],\n", + " dtype=object)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ion_rate_matrix[0].values" ] @@ -336,7 +394,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "4b5adfa4", "metadata": {}, "outputs": [], @@ -345,44 +403,387 @@ "\n", "solver = IonPopulationSolver(ion_rate_matrix_solver)\n", "\n", - "# Charge conservation is currently required to be True for the solver to work correctly.\n", + "# Charge conservation is currently required to be False for the solver to work correctly.\n", "\n", "ion_pops, electron_densities = solver.solve(\n", " rad_field,\n", " electron_dist,\n", + " plasma.number_density,\n", " lte_level_number_density,\n", " plasma.level_number_density,\n", " lte_ion_number_density,\n", " plasma.ion_number_density,\n", - " charge_conservation=True)" + " plasma.partition_function,\n", + " plasma.general_level_boltzmann_factor,\n", + " charge_conservation=False)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "5fb44e5d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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"outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0 4.506418e+10\n", + "1 3.422454e+10\n", + "2 2.626417e+10\n", + "3 2.035073e+10\n", + "4 1.591079e+10\n", + "5 1.254396e+10\n", + "6 9.967117e+09\n", + "7 7.977761e+09\n", + "8 6.429439e+09\n", + "9 5.215159e+09\n", + "10 4.255999e+09\n", + "11 3.493221e+09\n", + "12 2.882734e+09\n", + "13 2.391174e+09\n", + "14 1.993104e+09\n", + "15 1.668991e+09\n", + "16 1.403731e+09\n", + "17 1.185571e+09\n", + "18 1.005310e+09\n", + "19 8.556990e+08\n", + "dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "electron_densities" ] @@ -398,7 +799,7 @@ ], "metadata": { "kernelspec": { - "display_name": "tardis", + "display_name": "tardis-new", "language": "python", "name": "python3" }, @@ -412,7 +813,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.13.3" } }, "nbformat": 4, From 677fc583642229a40d606c84858bd8491d7ff384 Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Thu, 14 Aug 2025 16:02:55 -0400 Subject: [PATCH 54/56] Use the real fancy new sync dataframe --- .../tests/test_coll_ionization_rates.py | 41 +++++-------------- .../equilibrium/tests/test_ion_populations.py | 35 ++++------------ 2 files changed, 18 insertions(+), 58 deletions(-) diff --git a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py index 942306e4788..daf578fca7c 100644 --- a/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py +++ b/tardis/plasma/equilibrium/tests/test_coll_ionization_rates.py @@ -71,38 +71,17 @@ def test_collisional_ionization_rate_solver_solve( approximation="seaton", ) - # write paths manually with regression_data directory info from the class - if regression_data.enable_generate_reference: - actual_ionization_rates.to_hdf( - regression_data.absolute_regression_data_dir - / "ionization_rates.h5", - key="data", - ) - actual_recombination_rates.to_hdf( - regression_data.absolute_regression_data_dir - / "recombination_rates.h5", - key="data", - ) - pytest.skip("Skipping test to generate reference data") - else: - expected_ionization_rates = pd.read_hdf( - regression_data.absolute_regression_data_dir - / "ionization_rates.h5", - key="data", - ) - - expected_recombination_rates = pd.read_hdf( - regression_data.absolute_regression_data_dir - / "recombination_rates.h5", - key="data", - ) + expected_ionization_rates = regression_data.sync_dataframe( + actual_ionization_rates, key="ionization_rates" + ) + expected_recombination_rates = regression_data.sync_dataframe( + actual_recombination_rates, key="recombination_rates" + ) - pdt.assert_frame_equal( - actual_ionization_rates, expected_ionization_rates - ) - pdt.assert_frame_equal( - actual_recombination_rates, expected_recombination_rates - ) + pdt.assert_frame_equal(actual_ionization_rates, expected_ionization_rates) + pdt.assert_frame_equal( + actual_recombination_rates, expected_recombination_rates + ) def test_collisional_ionization_rate_solver_invalid_approximation( diff --git a/tardis/plasma/equilibrium/tests/test_ion_populations.py b/tardis/plasma/equilibrium/tests/test_ion_populations.py index 969454adb51..4e333c26395 100644 --- a/tardis/plasma/equilibrium/tests/test_ion_populations.py +++ b/tardis/plasma/equilibrium/tests/test_ion_populations.py @@ -74,31 +74,12 @@ def test_solve(rate_matrix_solver, regression_data): ) ) - # write paths manually with regression_data directory info from the class - if regression_data.enable_generate_reference: - actual_ion_population.to_hdf( - regression_data.absolute_regression_data_dir / "ion_population.h5", - key="data", - ) - actual_electron_density.to_hdf( - regression_data.absolute_regression_data_dir - / "electron_density.h5", - key="data", - ) - pytest.skip("Skipping test to generate reference data") - else: - expected_ion_population = pd.read_hdf( - regression_data.absolute_regression_data_dir / "ion_population.h5", - key="data", - ) - - expected_electron_density = pd.read_hdf( - regression_data.absolute_regression_data_dir - / "electron_density.h5", - key="data", - ) + expected_ion_population = regression_data.sync_dataframe( + actual_ion_population, key="ion_population" + ) + expected_electron_density = regression_data.sync_dataframe( + actual_electron_density, key="electron_density" + ) - pdt.assert_frame_equal(actual_ion_population, expected_ion_population) - pdt.assert_series_equal( - actual_electron_density, expected_electron_density - ) + pdt.assert_frame_equal(actual_ion_population, expected_ion_population) + pdt.assert_series_equal(actual_electron_density, expected_electron_density) From 4d8a4ad0921d17b72ecef1f4e9d4b51e1161701f Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 18 Aug 2025 10:33:58 -0400 Subject: [PATCH 55/56] Run tests From 6fb6334f13dbb3f63c25c9fef1c740c5770d652b Mon Sep 17 00:00:00 2001 From: Andrew Fullard Date: Mon, 18 Aug 2025 13:25:05 -0400 Subject: [PATCH 56/56] Fix test failure in old NLTE solver --- .../montecarlo/estimators/continuum_radfield_properties.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py index cf00b04195a..ce0b1d7776d 100644 --- a/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py +++ b/tardis/transport/montecarlo/estimators/continuum_radfield_properties.py @@ -67,6 +67,6 @@ def solve( @dataclass class ContinuumProperties: + photo_ionization_rate_coefficient: pd.DataFrame # this is not the rate coefficient but misses Phi I_K stimulated_recombination_rate_factor: pd.DataFrame - photo_ionization_rate_coefficient: pd.DataFrame