diff --git a/.travis.yml b/.travis.yml index d57f9b89a..32bc3cf08 100644 --- a/.travis.yml +++ b/.travis.yml @@ -5,6 +5,7 @@ python: "3.6" install: - pip3 install . - pip3 install python-libsbml + - pip3 install cython script: python test/run_tests.py -m release diff --git a/README.md b/README.md index 5d2f85a7b..85e6042bb 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# Gillespy2 +# GillesPy2 GillesPy2 is a python library designed to create stochastic simulations for biochemical systems. This package provides an object-oriented approach to creating mathematical models based on these real-world systems and simulates reaction events over time, selecting from a variety of algorithms including ODE solutions, the Gillespie Direct algorithm (SSA), and several variants of the SSA. This library contains multiple versions of solvers to support a variety of user environments with optimized code for C++, Cython, and NumPy. @@ -7,6 +7,10 @@ https://docs.google.com/forms/d/12tAH4f8CJ-3F-lK44Q9uQHFio_mGoK0oY829q5lD7i4/viewform +![PyPI](https://img.shields.io/pypi/v/gillespy2.svg) +![PyPI - License](https://img.shields.io/pypi/l/gillespy2.svg?color=green) +![PyPI - Python Version](https://img.shields.io/pypi/pyversions/gillespy2.svg) + ## Installation You can install gillespy2 through the following methods. @@ -32,7 +36,7 @@ GillesPy2 performs stochastic biochemical simulations utilizing simplified objec 2. call the model's '.run()' method. The run method can be customized using keyword arguments to select different solvers, random seed, data return type and more. -For more detailed examples on how to use GillesPy2, please see the [Getting Started](/examples/Getting-Started.ipynb) notebook contained in the [examples](/examples) subdirectory. +For more detailed examples on how to use GillesPy2, please see the [Getting Started](https://github.com/GillesPy2/GillesPy2/tree/master/examples/Getting-Started.ipynb) notebook contained in the [examples](https://github.com/GillesPy2/GillesPy2/tree/master/examples) subdirectory. ## Built With @@ -42,7 +46,7 @@ For more detailed examples on how to use GillesPy2, please see the [Getting Star ## Contributing -If you have any problems, or want to request a feature, please submit an issue to this repository. If you want to contribute to GillesPy2, please follow the guidelines set forth in [CONTRIBUTING.md](CONTRIBUTING.md). If you have any questions, contact Brian Drawert. +If you have any problems, or want to request a feature, please submit an issue to this repository. If you want to contribute to GillesPy2, please follow the guidelines set forth in [CONTRIBUTING.md](https://github.com/GillesPy2/GillesPy2/tree/master/CONTRIBUTING.md). If you have any questions, contact Brian Drawert. ## Authors diff --git a/coverage.svg b/coverage.svg index d79e240da..dfb99a19b 100644 --- a/coverage.svg +++ b/coverage.svg @@ -15,7 +15,7 @@ coverage coverage - 65% - 65% + 67% + 67% diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle index a544704ee..9ffa3719f 100644 Binary files a/docs/build/doctrees/environment.pickle and b/docs/build/doctrees/environment.pickle differ diff --git a/docs/build/doctrees/gillespy2.core.doctree b/docs/build/doctrees/gillespy2.core.doctree index 4cba95442..e7d5bf70c 100644 Binary files a/docs/build/doctrees/gillespy2.core.doctree and b/docs/build/doctrees/gillespy2.core.doctree differ diff --git a/docs/build/doctrees/gillespy2.solvers.numpy.doctree b/docs/build/doctrees/gillespy2.solvers.numpy.doctree index 4f80fbd16..7492606df 100644 Binary files a/docs/build/doctrees/gillespy2.solvers.numpy.doctree and b/docs/build/doctrees/gillespy2.solvers.numpy.doctree differ diff --git a/docs/build/doctrees/setup.doctree b/docs/build/doctrees/setup.doctree index 66e568fda..e183b475d 100644 Binary files a/docs/build/doctrees/setup.doctree and b/docs/build/doctrees/setup.doctree differ diff --git a/docs/build/html/_modules/gillespy2/core/gillespy2.html b/docs/build/html/_modules/gillespy2/core/gillespy2.html index d731b79d1..a5c4f1e61 100644 --- a/docs/build/html/_modules/gillespy2/core/gillespy2.html +++ b/docs/build/html/_modules/gillespy2/core/gillespy2.html @@ -187,7 +187,7 @@

Source code for gillespy2.core.gillespy2

         later on by GillesPySolvers evaluating reaction propensity functions.
         :return: the dictionary mapping user species names to their internal GillesPy notation.
         """
-        species_name_mapping = {}
+        species_name_mapping = OrderedDict([])
         for i, name in enumerate(self.listOfSpecies.keys()):
             species_name_mapping[name] = 'S[{}]'.format(i)
         return species_name_mapping
@@ -282,7 +282,8 @@

Source code for gillespy2.core.gillespy2

         later on by GillesPySolvers evaluating reaction propensity functions.
         :return: the dictionary mapping user parameter names to their internal GillesPy notation.
         """
-        parameter_name_mapping = {'vol': 'V'}
+        parameter_name_mapping = OrderedDict()
+        parameter_name_mapping['vol'] = 'V'
         for i, name in enumerate(self.listOfParameters.keys()):
             if name not in parameter_name_mapping:
                 parameter_name_mapping[name] = 'P{}'.format(i)
@@ -404,8 +405,6 @@ 

Source code for gillespy2.core.gillespy2

         if isinstance(reactions,list):
             for r in reactions:
                 self.add_reaction(r)
-        elif isinstance(reactions,dict) or isinstance(reactions,OrderedDict):
-                self.add_reaction(list(reactions.values()))
         elif isinstance(reactions,Reaction):
             reactions.verify()
             self.validate_reactants_and_products(reactions)
@@ -432,12 +431,10 @@ 

Source code for gillespy2.core.gillespy2

         if isinstance(rate_rules, list):
             for rr in rate_rules:
                 self.add_rate_rule(rr)
-        elif isinstance(rate_rules, dict) or isinstance(rate_rules, OrderedDict):
-            self.add_rate_rule(rate_rules.expression())
         elif isinstance(rate_rules, RateRule):
             self.listOfRateRules[rate_rules.species.name] = rate_rules
         else:
-            raise ParameterError("Could not resolve Rate Rule0 expression {} to a scalar value.".format(param_type))
+            raise ParameterError("Add_rate_rule accepts a RateRule object or a List of RateRule Objects")
         return rate_rules
[docs] def timespan(self, time_span): @@ -471,8 +468,9 @@

Source code for gillespy2.core.gillespy2

 
[docs] def delete_all_reactions(self): self.listOfReactions.clear()
-
[docs] def run(self, number_of_trajectories=1, seed=None, - solver=None, show_labels=True, max_steps=0): +
[docs] def run(self, number_of_trajectories=1, seed=None, solver=None, show_labels=True, + switch_tol=0.03, tau_tol=0.03, integrator='lsoda', integrator_options={}, + stoch_kit_home=None): """ Function calling simulation of the model. There are a number of parameters to be set here. @@ -489,19 +487,25 @@

Source code for gillespy2.core.gillespy2

             The solver by which to simulate the model. This solver object may
             be initialized separately to specify an algorithm. Optional, 
             defaults to StochKitSolver SSA.
-        show_labels : bool (True)
-            Use names of species as index of result object rather than position numbers.
-        max_steps : int
-            When using deterministic methods, specifies the maximum number of steps permitted for each integration point in t.
+        show_labels: bool (True)
+            If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory.  If false, returns a numpy array with shape [traj_no, time, species]
+        switch_tol: float
+            Relative error tolerance value for deterministic/stochastic switching condition between 0.0 and 1.0
+        tau_tol: float
+            Relative error tolerance value for calculating tau step between 0.0 and 1.0
+        integrator: String
+            integrator to be used form scipy.integrate.ode. Options include 'vode', 'zvode', 'lsoda', 'dopri5', and 'dop835'.  For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html
+        integrator_options: dictionary
+            contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html.
+            Example use: {max_step : 0, rtol : .01}
         """
         if solver is not None:
             if ((isinstance(solver, type)
                     and issubclass(solver, GillesPySolver))) or issubclass(type(solver), GillesPySolver):
-                return solver.run(model=self, t=self.tspan[-1],
-                                  increment=self.tspan[-1] - self.tspan[-2],
-                                  seed=seed,
-                                  number_of_trajectories=number_of_trajectories,
-                                  show_labels=show_labels, max_steps=max_steps)
+                return solver.run(model=self, t=self.tspan[-1], increment=self.tspan[-1] - self.tspan[-2],
+                                  seed=seed, number_of_trajectories=number_of_trajectories, 
+                                  show_labels=show_labels, switch_tol=0.03, tau_tol=0.03, integrator='lsoda', 
+                                  integrator_options={}, stoch_kit_home=None)
             else:
                 raise SimulationError(
                     "argument 'solver' to run() must be a subclass of GillesPySolver")
@@ -592,6 +596,9 @@ 

Source code for gillespy2.core.gillespy2

         self.mode = mode
         self.allow_negative_populations = allow_negative_populations
 
+        mode_list = ['continuous', 'dynamic', 'discrete']
+        if self.mode not in mode_list:
+            raise SpeciesError('Species mode must be either \'continuous\', \'dynamic\', or \'discrete\'.')
         if mode == 'continuous':
             self.initial_value = np.float(initial_value)
         else:
@@ -743,6 +750,8 @@ 

Source code for gillespy2.core.gillespy2

             self.massaction = True
 
         self.propensity_function = propensity_function
+        self.ode_propensity_function = propensity_function
+
         if self.propensity_function is not None and self.massaction:
             errmsg = ("Reaction {} You cannot set the propensity type to mass-action and simultaneously set a "
                       "propensity function.").format(self.name)
@@ -800,6 +809,7 @@ 

Source code for gillespy2.core.gillespy2

         # Case EmptySet -> Y
 
         propensity_function = self.marate.name
+        ode_propensity_function = self.marate.name
 
         # There are only three ways to get 'total_stoch==2':
         for r in self.reactants:
@@ -807,9 +817,11 @@ 

Source code for gillespy2.core.gillespy2

             if self.reactants[r] == 2:
                 propensity_function = ("0.5*" + propensity_function +
                                        "*" + str(r) + "*(" + str(r) + "-1)/vol")
+                ode_propensity_function += '*' + str(r) + '*' + str(r)
             else:
                 # Case 3: X1, X2 -> Y;
                 propensity_function += "*" + str(r)
+                ode_propensity_function += '*' + str(r)
 
         # Set the volume dependency based on order.
         order = len(self.reactants)
@@ -818,7 +830,8 @@ 

Source code for gillespy2.core.gillespy2

         elif order == 0:
             propensity_function += "*vol"
 
-        self.propensity_function = propensity_function
+ self.propensity_function = propensity_function + self.ode_propensity_function = ode_propensity_function
[docs] def setType(self, rxntype): """ diff --git a/docs/build/html/_modules/gillespy2/sbml/SBMLimport.html b/docs/build/html/_modules/gillespy2/sbml/SBMLimport.html index b49f7ee58..c5115bb17 100644 --- a/docs/build/html/_modules/gillespy2/sbml/SBMLimport.html +++ b/docs/build/html/_modules/gillespy2/sbml/SBMLimport.html @@ -86,8 +86,12 @@

Source code for gillespy2.sbml.SBMLimport

             continue
         name = species.getId()
         if species.isSetInitialAmount():
-            value = int(species.getInitialAmount())
-            mode = 'dynamic'
+            int_value = int(species.getInitialAmount())
+            value = species.getInitialAmount()
+            if value == int_value:
+                value = int_value
+                mode = 'dynamic'
+            else: mode = 'continuous'
         elif species.isSetInitialConcentration():
             value = species.getInitialConcentration()
             mode = 'continuous'
diff --git a/docs/build/html/_modules/gillespy2/solvers/cpp/ssa_c_solver.html b/docs/build/html/_modules/gillespy2/solvers/cpp/ssa_c_solver.html
index 1a9e9b851..ee01e279b 100644
--- a/docs/build/html/_modules/gillespy2/solvers/cpp/ssa_c_solver.html
+++ b/docs/build/html/_modules/gillespy2/solvers/cpp/ssa_c_solver.html
@@ -77,8 +77,8 @@ 

Source code for gillespy2.solvers.cpp.ssa_c_solver

outfile.write("};\nunsigned int populations[] = {") #Write initial populations. for i in range(len(species)-1): - outfile.write('{}, '.format(model.listOfSpecies[species[i]].initial_value)) - outfile.write('{}'.format(model.listOfSpecies[species[-1]].initial_value)) + outfile.write('{}, '.format(int(model.listOfSpecies[species[i]].initial_value))) + outfile.write('{}'.format(int(model.listOfSpecies[species[-1]].initial_value))) outfile.write("};\n") if len(reactions) > 0: #Write reaction names @@ -204,7 +204,7 @@

Source code for gillespy2.solvers.cpp.ssa_c_solver

if built.returncode == 0: self.compiled = True else: - raise gillespyError.BuildError("Error encountered while compiling file:\nReturn code: {0}.\nError:\n{1}\n".format(built.returncode, built.stderr))
+ raise gillespyError.BuildError("Error encountered while compiling file:\nReturn code: {0}.\nError:\n{1}\n{2}\n".format(built.returncode, built.stdout.decode('utf-8'),built.stderr.decode('utf-8')))
[docs] def run(self=None, model=None, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, **kwargs): @@ -215,9 +215,18 @@

Source code for gillespy2.solvers.cpp.ssa_c_solver

number_timesteps = int(t//increment + 1) # Execute simulation. args = [os.path.join(self.output_directory, 'UserSimulation'), '-trajectories', str(number_of_trajectories), '-timesteps', str(number_timesteps), '-end', str(t)] - if isinstance(seed, int): - args.append('-seed') - args.append(str(seed)) + if seed is not None: + if isinstance(seed, int): + args.append('-seed') + args.append(str(seed)) + else: + seed_int = int(seed) + if seed_int > 0: + args.append('-seed') + args.append(str(seed_int)) + else: + raise ModelError("seed must be a positive integer") + simulation = subprocess.run(args, stdout=subprocess.PIPE, stderr=subprocess.PIPE) # Parse/return results. if simulation.returncode == 0: diff --git a/docs/build/html/_modules/gillespy2/solvers/numpy/basic_ode_solver.html b/docs/build/html/_modules/gillespy2/solvers/numpy/basic_ode_solver.html index b038eaab5..9144f6371 100644 --- a/docs/build/html/_modules/gillespy2/solvers/numpy/basic_ode_solver.html +++ b/docs/build/html/_modules/gillespy2/solvers/numpy/basic_ode_solver.html @@ -47,7 +47,9 @@

Navigation

Source code for gillespy2.solvers.numpy.basic_ode_solver

 """GillesPy2 Solver for ODE solutions."""
 
+from scipy.integrate import ode
 from scipy.integrate import odeint
+from collections import OrderedDict
 import numpy as np
 from gillespy2.core import GillesPySolver
 from gillespy2.core import log
@@ -59,43 +61,35 @@ 

Source code for gillespy2.solvers.numpy.basic_ode_solver

""" name = "BasicODESolver" -
[docs] @staticmethod - def rhs(start_state, time, model): + @staticmethod + def __f(t, y, curr_state, model, c_prop): """ The right hand side of the differential equation, uses scipy.integrate odeint - :param start_state: state as a list :param t: time as a numpy array + :param y: species pops as a list + :param current_state: dictionary of eval variables :param model: model being simulated + :param c_prop: precompiled reaction propensity function :return: integration step """ - curr_state = {} - state_change = {} - curr_state['vol'] = model.volume - + curr_state['t'] = t + state_change = OrderedDict() for i, species in enumerate(model.listOfSpecies): - curr_state[species] = start_state[i] + curr_state[species] = y[i] state_change[species] = 0 - - for parameter in model.listOfParameters: - curr_state[parameter] = model.listOfParameters[parameter].value - - propensity = {} - for reaction in model.listOfReactions: - propensity[reaction] = eval( - model.listOfReactions[reaction].propensity_function, curr_state) - # assumption that prop is massAction - for react in model.listOfReactions[reaction].reactants: - state_change[str(react)] -= propensity[reaction] - for prod in model.listOfReactions[reaction].products: - state_change[str(prod)] += propensity[reaction] - - results = [state_change[species] for species in model.listOfSpecies] - - return results
+ propensity = OrderedDict() + for r_name, reaction in model.listOfReactions.items(): + propensity[r_name] = eval(c_prop[r_name], curr_state) + for react, stoich in reaction.reactants.items(): + state_change[str(react)] -= propensity[r_name] * stoich + for prod, stoich in reaction.products.items(): + state_change[str(prod)] += propensity[r_name] * stoich + state_change = list(state_change.values()) + return state_change
[docs] @classmethod - def run(cls, model, t=20, number_of_trajectories=1, - increment=0.05, seed=None, debug=False, profile=False, show_labels=True, max_steps=0, **kwargs): + def run(cls, model, t=20, number_of_trajectories=1, increment=0.05, + show_labels=True, integrator='lsoda', integrator_options={}, **kwargs): """ :param model: gillespy2.model class object @@ -103,12 +97,10 @@

Source code for gillespy2.solvers.numpy.basic_ode_solver

:param number_of_trajectories: Should be 1. This is deterministic and will always have same results :param increment: time step increment for plotting - :param seed: random seed, has no effect - :param debug: not implemented - :param profile: not implemented - :param show_labels: not implemented - :param max_steps: Defaults to 0 for odeint - When using deterministic methods, specifies the maximum number of steps permitted for each integration point in t. + :param show_labels: If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species] + :param integrator: integrator to be used form scipy.integrate.ode. Options include 'vode', 'zvode', 'lsoda', 'dopri5', and 'dop835'. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html + :param integrator_options: a dictionary containing options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. + Example use: {max_step : 0, rtol : .01} :param kwargs: :return: """ @@ -116,9 +108,53 @@

Source code for gillespy2.solvers.numpy.basic_ode_solver

log.warning("Generating duplicate trajectories for model with ODE Solver. Consider running with only 1 trajectory.") start_state = [model.listOfSpecies[species].initial_value for species in model.listOfSpecies] + + # create mapping of species dictionary to array indices + species_mappings = model.sanitized_species_names() + species = list(species_mappings.keys()) + parameter_mappings = model.sanitized_parameter_names() + number_species = len(species) + + # create numpy array for timeline timeline = np.linspace(0, t, (t // increment + 1)) - result = odeint(BasicODESolver.rhs, start_state, timeline, args=(model,), mxstep=max_steps) - result = np.hstack((np.expand_dims(timeline, -1), result)) + + # create numpy matrix to mark all state data of time and species + trajectory_base = np.empty((number_of_trajectories, timeline.size, number_species + 1)) + + # copy time values to all trajectory row starts + trajectory_base[:, :, 0] = timeline + + # copy initial populations to base + for i, s in enumerate(species): + trajectory_base[:, 0, i + 1] = model.listOfSpecies[s].initial_value + + # compile reaction propensity functions for eval + c_prop = OrderedDict() + for r_name, reaction in model.listOfReactions.items(): + c_prop[r_name] = compile(reaction.ode_propensity_function, '<string>', 'eval') + + result = trajectory_base[0] + curr_time = 0 + entry_count = 0 + + y0 = [0] * len(model.listOfSpecies) + curr_state = OrderedDict() + for i, s in enumerate(model.listOfSpecies.values()): + curr_state[s.name] = s.initial_value + y0[i] = s.initial_value + for p_name, param in model.listOfParameters.items(): + curr_state[p_name] = param.value + rhs = ode(BasicODESolver.__f).set_integrator(integrator, **integrator_options) + rhs.set_initial_value(y0, curr_time).set_f_params(curr_state, model, c_prop) + + while entry_count < timeline.size - 1: + int_time = curr_time + increment + entry_count += 1 + y0 = rhs.integrate(int_time) + curr_time += increment + for i, spec in enumerate(model.listOfSpecies): + curr_state[spec] = y0[i] + result[entry_count][i+1] = curr_state[spec] if show_labels: results_as_dict = { diff --git a/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_hybrid_solver.html b/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_hybrid_solver.html index d17bbd393..d5a98af3e 100644 --- a/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_hybrid_solver.html +++ b/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_hybrid_solver.html @@ -46,11 +46,13 @@

Navigation

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

 import random, math, sys, warnings
+from collections import OrderedDict
 from scipy.integrate import ode
 import numpy as np
 import gillespy2
 from gillespy2.solvers.numpy import Tau
 from gillespy2.core import GillesPySolver
+from gillespy2.core.gillespyError import *
 
 eval_globals = math.__dict__
 
@@ -77,10 +79,6 @@ 

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

rate_rules = all_compiled['rules'] rxns = all_compiled['rxns'] - #Check if this reaction set is already compiled and in use: - if deterministic_reactions in rate_rules.keys(): - return - #If the set has changed, reactivate non-determinsitic reactions reactivate = [] for r in inactive_reactions: @@ -99,25 +97,33 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

if not r in inactive_reactions: inactive_reactions[r] = rxns.pop(r, None) + #Check if this reaction set is already compiled and in use: + if deterministic_reactions in rate_rules.keys(): + return + #Otherwise, this is a new determinstic reaction set that must be compiled if not deterministic_reactions in rate_rules: rate_rules[deterministic_reactions] = self.create_diff_eqs(deterministic_reactions, model, dependencies)
[docs] def create_diff_eqs(self, comb, model, dependencies): - diff_eqs = {} - reactions = {} - rate_rules = {} + diff_eqs = OrderedDict() + reactions = OrderedDict() + rate_rules = OrderedDict() #Initialize sample dict for reaction in comb: for dep in dependencies[reaction]: - if dep not in diff_eqs and model.listOfSpecies[dep].mode == 'dynamic': + if dep not in diff_eqs: diff_eqs[dep] = '0' # loop through each det reaction and concatenate it's diff eq for each species for reaction in comb: - factor = {} + factor = OrderedDict() + pure_continuous = True + for dep in dependencies[reaction]: + if model.listOfSpecies[dep].mode != 'continuous': + pure_continuous = False for dep in dependencies[reaction]: factor[dep] = 0 for key, value in model.listOfReactions[reaction].reactants.items(): @@ -126,7 +132,10 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

factor[key.name] += value for dep in dependencies[reaction]: if factor[dep] != 0: - diff_eqs[dep] += ' + {0}*({1})'.format(factor[dep], model.listOfReactions[reaction].propensity_function) + if model.listOfSpecies[dep].mode == 'continuous': + diff_eqs[dep] += ' + {0}*({1})'.format(factor[dep], model.listOfReactions[reaction].ode_propensity_function) + else: + diff_eqs[dep] += ' + {0}*({1})'.format(factor[dep], model.listOfReactions[reaction].propensity_function) #create a dictionary of compiled gillespy2 rate rules for spec, rate in diff_eqs.items(): @@ -144,7 +153,10 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

for rxn in model.listOfReactions: det_rxn[rxn] = True for species in dependencies[rxn]: - if det_spec[species] == False: + if model.listOfSpecies[species].mode == 'discrete': + det_rxn[rxn] = False + break + if model.listOfSpecies[species].mode == 'dynamic' and det_spec[species] == False: det_rxn[rxn] = False break @@ -155,13 +167,13 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

deterministic_reactions = frozenset(deterministic_reactions) return deterministic_reactions
-
[docs] def calculate_statistics(self, model, propensities, curr_state, tau_step, det_spec, dependencies, hybrid_tol): +
[docs] def calculate_statistics(self, model, propensities, curr_state, tau_step, det_spec, dependencies, switch_tol): """ Calculates Mean, Standard Deviation, and Coefficient of Variance for each dynamic species, then set if species can be represented determistically """ - sd = {} - CV = {} + sd = OrderedDict() + CV = OrderedDict() mn = {species:curr_state[species] for (species, value) in model.listOfSpecies.items() if value.mode == 'dynamic'} @@ -182,7 +194,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

else: sd[species], CV[species] = (0, 1) # values chosen to guarantee discrete #Set species to deterministic if CV is less than threshhold - det_spec[species] = True if CV[species] < hybrid_tol else False + det_spec[species] = True if CV[species] < switch_tol else False return mn, sd, CV
@@ -194,6 +206,8 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

curr_state['t'] = t state_change = [] + for i, rr in enumerate(compiled_rate_rules): + curr_state[rr] = y[i] for i, rr in enumerate(compiled_rate_rules): state_change.append(eval(compiled_rate_rules[rr], eval_globals, curr_state)) for i, r in enumerate(compiled_reactions): @@ -203,32 +217,20 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

return state_change @staticmethod - def __get_reaction_integrate(step, curr_state, y0, model, curr_time, propensities, compiled_reactions, - compiled_rate_rules): + def __get_reaction_integrate(integrator, integrator_options, step, curr_state, y0, model, curr_time, + propensities, compiled_reactions, compiled_rate_rules): """ Helper function to perform the ODE integration of one step """ - rhs = ode(BasicTauHybridSolver.__f) # set function as ODE object + rhs = ode(BasicTauHybridSolver.__f).set_integrator(integrator, **integrator_options) # set function as ODE object rhs.set_initial_value(y0, curr_time).set_f_params(curr_state, model.listOfReactions, model.listOfRateRules, propensities, compiled_reactions, compiled_rate_rules) - rhs.set_integrator('lsoda', max_step=5000000000, ixpr=True) int_time = step+curr_time current = rhs.integrate(int_time) # current holds integration from current_time to int_time - if rhs.successful(): - return current, curr_time + step - else: - # if step is < 1e-15, take a Forward-Euler step for all species ('propensites' and RateRules) - # TODO The RateRule linked species should still contain the correct value in current, verify this - # step size is too small, take a single forward-euler step - print('*** EULER ***') - current = y0 + np.array(BasicTauHybridSolver.__f(curr_time, y0, - curr_state, model.listOfReactions, - model.listOfRateRules, propensities, compiled_reactions, - compiled_rate_rules)) * step - - return current, curr_time + step - - def __get_reactions(self, step, curr_state, y0, model, curr_time, save_time, - propensities, compiled_reactions, compiled_rate_rules, rxn_offset, debug): + + return current, curr_time + step + + def __get_reactions(self, integrator, integrator_options, step, curr_state, y0, model, curr_time, + save_time, propensities, compiled_reactions, compiled_rate_rules, rxn_offset, debug): """ Function to get reactions fired from t to t+tau. This function solves for root crossings of each reaction channel from over tau step, using poisson random number generation @@ -248,10 +250,9 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

if debug: print("Curr Time: ", curr_time, " Save time: ", save_time, "step: ", step) - current, curr_time = self.__get_reaction_integrate(step, curr_state, y0, model, - curr_time, propensities, compiled_reactions, - compiled_rate_rules) - + current, curr_time = self.__get_reaction_integrate(integrator, integrator_options, step, curr_state, + y0, model, curr_time, propensities, + compiled_reactions, compiled_rate_rules) # UPDATE THE STATE of the continuous species for i, s in enumerate(compiled_rate_rules): curr_state[s] = current[i] @@ -259,7 +260,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

# UPDATE THE STATE of the discrete reactions for i, r in enumerate(compiled_reactions): rxn_offset[r] = current[i+len(compiled_rate_rules)] - rxn_count = {} + rxn_count = OrderedDict() fired = False for i, r in enumerate(compiled_reactions): rxn_count[r] = 0 @@ -281,8 +282,9 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

return rxn_count, current, curr_state, curr_time
[docs] @classmethod - def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, - profile=False, show_labels=True, stochkit_home=None, hybrid_tol=0.03, tau_tol=0.03, **kwargs): + def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, + debug=False, profile=False, show_labels=True, switch_tol=0.03, tau_tol=0.03, + integrator='lsoda', integrator_options={}, **kwargs): """ Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects and will inherit those parameters which are passed with the model as the arguments this run function. @@ -307,11 +309,17 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

simulation. profile : bool (Fasle) Set to True to provide information about step size (tau) taken at each step. - show_labels : bool (True) - Use names of species as index of result object rather than position numbers. - stochkit_home : str - Path to stochkit. This is set automatically upon installation, but - may be overwritten if desired. + show_labels: bool (True) + If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species] + switch_tol: float + Relative error tolerance value for deterministic/stochastic switching condition between 0.0 and 1.0 + tau_tol: float + Relative error tolerance value for calculating tau step between 0.0 and 1.0 + integrator: String + integrator to be used form scipy.integrate.ode. Options include 'vode', 'zvode', 'lsoda', 'dopri5', and 'dop835'. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html + integrator_options: dictionary + contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. + Example use: {max_step : 0, rtol : .01} """ if not sys.warnoptions: @@ -337,42 +345,58 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

# copy time values to all trajectory row starts trajectory_base[:, :, 0] = timeline + spec_modes = ['continuous', 'dynamic', 'discrete'] # copy initial populations to base for i, s in enumerate(species): + if model.listOfSpecies[s].mode not in spec_modes: + raise SpeciesError('Species mode can only be \'continuous\', \'dynamic\', or \'discrete\'.') trajectory_base[:, 0, i + 1] = model.listOfSpecies[s].initial_value det_spec = {species:True for (species, value) in model.listOfSpecies.items() if value.mode == 'dynamic'} det_rxn = {rxn:False for (rxn, value) in model.listOfReactions.items()} - dependencies = {} - + dependencies = OrderedDict() for reaction in model.listOfReactions: dependencies[reaction] = set() [dependencies[reaction].add(reactant.name) for reactant in model.listOfReactions[reaction].reactants] [dependencies[reaction].add(product.name) for product in model.listOfReactions[reaction].products] + pure_ode = True + for reaction in model.listOfReactions.keys(): + for dep in dependencies[reaction]: + if model.listOfSpecies[dep].mode != 'continuous': + pure_ode = False + if debug: print('dependencies') print(dependencies) simulation_data = [] + if seed is not None: + if not isinstance(seed, int): + seed = int(seed) + if seed > 0: + random.seed(seed) + else: + raise ModelError('seed must be a positive integer') for trajectory_num in range(number_of_trajectories): - random.seed(seed) + steps_taken = [] steps_rejected = 0 entry_count = 0 trajectory = trajectory_base[trajectory_num] y0 = [0] * (len(model.listOfReactions) + len(model.listOfRateRules)) - rxn_offset = {} - propensities = {} - curr_state = {} + rxn_offset = OrderedDict() + propensities = OrderedDict() + curr_state = OrderedDict() curr_time = 0 curr_state['vol'] = model.volume save_time = 0 - data = {'time': timeline} + data = OrderedDict() + data['time'] = timeline HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold = Tau.initialize(model, tau_tol) @@ -388,21 +412,24 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

if debug: print("Setting Random number ", rxn_offset[r], " for ", model.listOfReactions[r].name) - compiled_reactions = {} + compiled_reactions = OrderedDict() for i, r in enumerate(model.listOfReactions): compiled_reactions[r] = compile(model.listOfReactions[r].propensity_function, '<string>', 'eval') - compiled_rate_rules = {} + compiled_rate_rules = OrderedDict() for i, rr in enumerate(model.listOfRateRules): compiled_rate_rules[rr] = compile(model.listOfRateRules[rr].expression, '<string>', 'eval') - compiled_inactive_reactions = {} + compiled_inactive_reactions = OrderedDict() - compiled_propensities = {} + compiled_propensities = OrderedDict() for i, r in enumerate(model.listOfReactions): compiled_propensities[r] = compile(model.listOfReactions[r].propensity_function, '<string>', 'eval') - all_compiled = {'rxns': compiled_reactions, 'rules': compiled_rate_rules, 'inactive_rxns': compiled_inactive_reactions} + all_compiled = OrderedDict() + all_compiled['rxns'] = compiled_reactions + all_compiled['rules'] = compiled_rate_rules + all_compiled['inactive_rxns'] = compiled_inactive_reactions timestep = 0 @@ -417,16 +444,16 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

propensities[r] = eval(compiled_propensities[r], curr_state) propensity_sum += propensities[r] - tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold, + tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, tau_tol, critical_threshold, model, propensities, curr_state, curr_time, save_time] - tau_step = Tau.select(*tau_args) + tau_step = save_time-curr_time if pure_ode else Tau.select(*tau_args) if profile: steps_taken.append(tau_step) # END NEW TAU SELECTION METHOD - mn, sd, CV = self.calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, hybrid_tol) + mn, sd, CV = self.calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, switch_tol) deterministic_reactions = self.flag_det_reactions(model, det_spec, det_rxn, dependencies) if debug: @@ -436,7 +463,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

print('CV: {0}'.format(CV)) print('det_spec: {0}'.format(det_spec)) print('det_rxn: {0}'.format(det_rxn)) - + self.toggle_reactions(model, all_compiled, deterministic_reactions, dependencies, curr_state, rxn_offset, det_spec) active_rr = compiled_rate_rules[deterministic_reactions] @@ -456,13 +483,13 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

if loop_cnt > 100: raise Exception("Loop over __get_reactions() exceeded loop count") - reactions, y0, curr_state, curr_time = self.__get_reactions( + reactions, y0, curr_state, curr_time = self.__get_reactions(integrator, integrator_options, tau_step, curr_state, y0, model, curr_time, save_time, propensities, compiled_reactions, active_rr, rxn_offset, debug) # Update curr_state with the result of the SSA reaction that fired - species_modified = {} + species_modified = OrderedDict() for i, r in enumerate(compiled_reactions): if reactions[r] > 0: for reactant in model.listOfReactions[r].reactants: @@ -509,7 +536,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_hybrid_solver

data[species[i]] = trajectory[:, i+1] simulation_data.append(data) else: - simulation_data.append(trajectory) + simulation_data = trajectory_base if profile: print(steps_taken) print("Total Steps Taken: ", len(steps_taken)) diff --git a/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_leaping_solver.html b/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_leaping_solver.html index 009e07d9a..7a814aad8 100644 --- a/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_leaping_solver.html +++ b/docs/build/html/_modules/gillespy2/solvers/numpy/basic_tau_leaping_solver.html @@ -68,7 +68,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

self.profile = profile self.epsilon = 0.03 -
[docs] def get_reactions(self, step, curr_state, curr_time, save_time, propensities, reactions): +
[docs] def get_reactions(self, seed, step, curr_state, curr_time, save_time, propensities, reactions): """ Helper Function to get reactions fired from t to t+tau. Returns three values: rxn_count - dict with key=Raection channel value=number of times fired @@ -89,6 +89,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

rxn_count = {} for rxn in reactions: + np.random.seed(seed) rxn_count[rxn] = np.random.poisson(propensities[rxn] * step) if self.debug: @@ -100,7 +101,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

[docs] @classmethod def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, - debug=False, profile=False, show_labels=True, stochkit_home=None, tau_tol=0.03, **kwargs): + debug=False, profile=False, show_labels=True, tau_tol=0.03, **kwargs): """ Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects @@ -129,9 +130,6 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

Set to True to provide information about step size (tau) taken at each step. show_labels : bool (True) Use names of species as index of result object rather than position numbers. - stochkit_home : str - Path to stochkit. This is set automatically upon installation, but - may be overwritten if desired. """ if not sys.warnoptions: warnings.simplefilter("ignore") @@ -164,7 +162,6 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

simulation_data = [] for trajectory_num in range(number_of_trajectories): - random.seed(seed) start_state = [0] * (len(model.listOfReactions) + len(model.listOfRateRules)) propensities = {} curr_state = {} @@ -177,6 +174,13 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

entry_count = 0 trajectory = trajectory_base[trajectory_num] + if seed is not None: + if not isinstance(seed, int): + seed = int(seed) + if seed > 0: + random.seed(seed) + else: + raise ModelError('seed must be a positive integer') HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold = Tau.initialize(model, tau_tol) @@ -211,7 +215,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

propensities[r] = eval(compiled_propensities[r], curr_state) propensity_sum += propensities[r] - tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold, + tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, tau_tol, critical_threshold, model, propensities, curr_state, curr_time, save_time] tau_step = Tau.select(*tau_args) @@ -226,7 +230,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

if loop_cnt > 100: raise Exception("Loop over get_reactions() exceeded loop count") - reactions, curr_state, curr_time = self.get_reactions( + reactions, curr_state, curr_time = self.get_reactions(seed, tau_step, curr_state, curr_time, save_time, propensities, model.listOfReactions) @@ -281,7 +285,7 @@

Source code for gillespy2.solvers.numpy.basic_tau_leaping_solver

data[species[i]] = trajectory[:, i+1] simulation_data.append(data) else: - simulation_data.append(trajectory) + simulation_data = trajectory_base if profile: print(steps_taken) print("Total Steps Taken: ", len(steps_taken)) diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html index 2bd53f74d..ef25d137f 100644 --- a/docs/build/html/genindex.html +++ b/docs/build/html/genindex.html @@ -579,12 +579,6 @@

R

-
  • rhs() (gillespy2.solvers.numpy.basic_ode_solver.BasicODESolver static method) - -
  • run() (gillespy2.core.gillespy2.Model method) diff --git a/docs/build/html/gillespy2.core.html b/docs/build/html/gillespy2.core.html index d1e609bdc..e63f15ca2 100644 --- a/docs/build/html/gillespy2.core.html +++ b/docs/build/html/gillespy2.core.html @@ -224,7 +224,7 @@

    Submodules
    -run(number_of_trajectories=1, seed=None, solver=None, show_labels=True, max_steps=0)[source]¶
    +run(number_of_trajectories=1, seed=None, solver=None, show_labels=True, switch_tol=0.03, tau_tol=0.03, integrator='lsoda', integrator_options={}, stoch_kit_home=None)[source]¶

    Function calling simulation of the model. There are a number of parameters to be set here.

    @@ -238,10 +238,17 @@

    Submodules: bool (True) -
    Use names of species as index of result object rather than position numbers.
    -
    max_steps : int
    -
    When using deterministic methods, specifies the maximum number of steps permitted for each integration point in t.
    +
    show_labels: bool (True)
    +
    If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species]
    +
    switch_tol: float
    +
    Relative error tolerance value for deterministic/stochastic switching condition between 0.0 and 1.0
    +
    tau_tol: float
    +
    Relative error tolerance value for calculating tau step between 0.0 and 1.0
    +
    integrator: String
    +
    integrator to be used form scipy.integrate.ode. Options include ‘vode’, ‘zvode’, ‘lsoda’, ‘dopri5’, and ‘dop835’. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html
    +
    integrator_options: dictionary
    +
    contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. +Example use: {max_step : 0, rtol : .01}

    @@ -900,7 +907,7 @@

    Submodules
    -run(number_of_trajectories=1, seed=None, solver=None, show_labels=True, max_steps=0)[source]¶
    +run(number_of_trajectories=1, seed=None, solver=None, show_labels=True, switch_tol=0.03, tau_tol=0.03, integrator='lsoda', integrator_options={}, stoch_kit_home=None)[source]¶

    Function calling simulation of the model. There are a number of parameters to be set here.

    @@ -914,10 +921,17 @@

    Submodules: bool (True) -
    Use names of species as index of result object rather than position numbers.
    -
    max_steps : int
    -
    When using deterministic methods, specifies the maximum number of steps permitted for each integration point in t.
    +
    show_labels: bool (True)
    +
    If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species]
    +
    switch_tol: float
    +
    Relative error tolerance value for deterministic/stochastic switching condition between 0.0 and 1.0
    +
    tau_tol: float
    +
    Relative error tolerance value for calculating tau step between 0.0 and 1.0
    +
    integrator: String
    +
    integrator to be used form scipy.integrate.ode. Options include ‘vode’, ‘zvode’, ‘lsoda’, ‘dopri5’, and ‘dop835’. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html
    +
    integrator_options: dictionary
    +
    contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. +Example use: {max_step : 0, rtol : .01}

    diff --git a/docs/build/html/gillespy2.solvers.numpy.html b/docs/build/html/gillespy2.solvers.numpy.html index 594795384..a314d8b3c 100644 --- a/docs/build/html/gillespy2.solvers.numpy.html +++ b/docs/build/html/gillespy2.solvers.numpy.html @@ -71,19 +71,9 @@

    Submodulesname = 'BasicODESolver'¶
    -
    -
    -static rhs(start_state, time, model)[source]¶
    -

    The right hand side of the differential equation, uses scipy.integrate odeint -:param start_state: state as a list -:param t: time as a numpy array -:param model: model being simulated -:return: integration step

    -
    -
    -classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, max_steps=0, **kwargs)[source]¶
    +classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, show_labels=True, integrator='lsoda', integrator_options={}, **kwargs)[source]¶
    @@ -94,12 +84,10 @@

    Submoduleshttps://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html +
  • integrator_options – a dictionary containing options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. +Example use: {max_step : 0, rtol : .01}
  • kwargs –
  • @@ -128,7 +116,7 @@

    Submodules
    -calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, hybrid_tol)[source]¶
    +calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, switch_tol)[source]¶

    Calculates Mean, Standard Deviation, and Coefficient of Variance for each dynamic species, then set if species can be represented determistically

    @@ -150,7 +138,7 @@

    Submodules
    -classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, stochkit_home=None, hybrid_tol=0.03, tau_tol=0.03, **kwargs)[source]¶
    +classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, switch_tol=0.03, tau_tol=0.03, integrator='lsoda', integrator_options={}, **kwargs)[source]¶

    Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects and will inherit those parameters which are passed with the model as the arguments this run function.

    @@ -171,11 +159,17 @@

    Submodules: bool (Fasle)
    Set to True to provide information about step size (tau) taken at each step.
    -
    show_labels : bool (True)
    -
    Use names of species as index of result object rather than position numbers.
    -
    stochkit_home : str
    -
    Path to stochkit. This is set automatically upon installation, but -may be overwritten if desired.
    +
    show_labels: bool (True)
    +
    If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species]
    +
    switch_tol: float
    +
    Relative error tolerance value for deterministic/stochastic switching condition between 0.0 and 1.0
    +
    tau_tol: float
    +
    Relative error tolerance value for calculating tau step between 0.0 and 1.0
    +
    integrator: String
    +
    integrator to be used form scipy.integrate.ode. Options include ‘vode’, ‘zvode’, ‘lsoda’, ‘dopri5’, and ‘dop835’. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html
    +
    integrator_options: dictionary
    +
    contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. +Example use: {max_step : 0, rtol : .01}

    @@ -200,7 +194,7 @@

    Submodules
    -get_reactions(step, curr_state, curr_time, save_time, propensities, reactions)[source]¶
    +get_reactions(seed, step, curr_state, curr_time, save_time, propensities, reactions)[source]¶

    Helper Function to get reactions fired from t to t+tau. Returns three values: rxn_count - dict with key=Raection channel value=number of times fired curr_state - dict containing all state variables for system at current time @@ -214,7 +208,7 @@

    Submodules
    -classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, stochkit_home=None, tau_tol=0.03, **kwargs)[source]¶
    +classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, tau_tol=0.03, **kwargs)[source]¶

    Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects and will inherit those parameters which are passed with the model @@ -240,9 +234,6 @@

    Submodules: bool (True)
    Use names of species as index of result object rather than position numbers.
    -
    stochkit_home : str
    -
    Path to stochkit. This is set automatically upon installation, but -may be overwritten if desired.

    @@ -331,19 +322,9 @@

    gillespy2.solvers.numpy.test_ssa_solver modulename = 'BasicODESolver'¶
    -
    -
    -static rhs(start_state, time, model)[source]¶
    -

    The right hand side of the differential equation, uses scipy.integrate odeint -:param start_state: state as a list -:param t: time as a numpy array -:param model: model being simulated -:return: integration step

    -
    -
    -classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, max_steps=0, **kwargs)[source]¶
    +classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, show_labels=True, integrator='lsoda', integrator_options={}, **kwargs)[source]¶

    @@ -354,12 +335,10 @@

    gillespy2.solvers.numpy.test_ssa_solver modulehttps://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html +
  • integrator_options – a dictionary containing options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. +Example use: {max_step : 0, rtol : .01}
  • kwargs –
  • @@ -383,7 +362,7 @@

    gillespy2.solvers.numpy.test_ssa_solver module
    -get_reactions(step, curr_state, curr_time, save_time, propensities, reactions)[source]¶
    +get_reactions(seed, step, curr_state, curr_time, save_time, propensities, reactions)[source]¶

    Helper Function to get reactions fired from t to t+tau. Returns three values: rxn_count - dict with key=Raection channel value=number of times fired curr_state - dict containing all state variables for system at current time @@ -397,7 +376,7 @@

    gillespy2.solvers.numpy.test_ssa_solver module
    -classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, stochkit_home=None, tau_tol=0.03, **kwargs)[source]¶
    +classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, tau_tol=0.03, **kwargs)[source]¶

    Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects and will inherit those parameters which are passed with the model @@ -423,9 +402,6 @@

    gillespy2.solvers.numpy.test_ssa_solver module: bool (True)
    Use names of species as index of result object rather than position numbers.
    -
    stochkit_home : str
    -
    Path to stochkit. This is set automatically upon installation, but -may be overwritten if desired.

    @@ -444,7 +420,7 @@

    gillespy2.solvers.numpy.test_ssa_solver module
    -calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, hybrid_tol)[source]¶
    +calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, switch_tol)[source]¶

    Calculates Mean, Standard Deviation, and Coefficient of Variance for each dynamic species, then set if species can be represented determistically

    @@ -466,7 +442,7 @@

    gillespy2.solvers.numpy.test_ssa_solver module
    -classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, stochkit_home=None, hybrid_tol=0.03, tau_tol=0.03, **kwargs)[source]¶
    +classmethod run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, switch_tol=0.03, tau_tol=0.03, integrator='lsoda', integrator_options={}, **kwargs)[source]¶

    Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects and will inherit those parameters which are passed with the model as the arguments this run function.

    @@ -487,11 +463,17 @@

    gillespy2.solvers.numpy.test_ssa_solver module: bool (Fasle)
    Set to True to provide information about step size (tau) taken at each step.
    -
    show_labels : bool (True)
    -
    Use names of species as index of result object rather than position numbers.
    -
    stochkit_home : str
    -
    Path to stochkit. This is set automatically upon installation, but -may be overwritten if desired.
    +
    show_labels: bool (True)
    +
    If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species]
    +
    switch_tol: float
    +
    Relative error tolerance value for deterministic/stochastic switching condition between 0.0 and 1.0
    +
    tau_tol: float
    +
    Relative error tolerance value for calculating tau step between 0.0 and 1.0
    +
    integrator: String
    +
    integrator to be used form scipy.integrate.ode. Options include ‘vode’, ‘zvode’, ‘lsoda’, ‘dopri5’, and ‘dop835’. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html
    +
    integrator_options: dictionary
    +
    contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. +Example use: {max_step : 0, rtol : .01}

    diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv index 8e8f22d71..5d4948a4c 100644 Binary files a/docs/build/html/objects.inv and b/docs/build/html/objects.inv differ diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js index b71a60361..2a3473ff4 100644 --- a/docs/build/html/searchindex.js +++ b/docs/build/html/searchindex.js @@ -1 +1 @@ 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a/examples/AdvancedExamples/Hybrid/hybrid_continuous_species.ipynb b/examples/AdvancedExamples/Hybrid/hybrid_continuous_species.ipynb index 1740add24..cecc51b33 100644 --- a/examples/AdvancedExamples/Hybrid/hybrid_continuous_species.ipynb +++ b/examples/AdvancedExamples/Hybrid/hybrid_continuous_species.ipynb @@ -121,8 +121,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 62.5 ms, sys: 15.6 ms, total: 78.1 ms\n", - "Wall time: 66.4 ms\n" + "CPU times: user 93.8 ms, sys: 15.6 ms, total: 109 ms\n", + "Wall time: 113 ms\n" ] } ], @@ -137,7 +137,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
    " ] diff --git a/examples/AdvancedExamples/Hybrid/hybrid_switching_example.ipynb b/examples/AdvancedExamples/Hybrid/hybrid_switching_example.ipynb index f78c80faf..88ed5b732 100644 --- a/examples/AdvancedExamples/Hybrid/hybrid_switching_example.ipynb +++ b/examples/AdvancedExamples/Hybrid/hybrid_switching_example.ipynb @@ -102,8 +102,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4.44 s, sys: 406 ms, total: 4.84 s\n", - "Wall time: 4.46 s\n" + "CPU times: user 5.5 s, sys: 375 ms, total: 5.88 s\n", + "Wall time: 5.64 s\n" ] } ], @@ -119,7 +119,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -128,7 +128,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -148,114 +148,60 @@ "plt.legend(loc='best')" ] }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 93.8 ms, sys: 31.2 ms, total: 125 ms\n", - "Wall time: 60.1 ms\n", - "CPU times: user 16.5 s, sys: 0 ns, total: 16.5 s\n", - "Wall time: 16.5 s\n" - ] - } - ], - "source": [ - "solvers = [BasicODESolver, NumPySSASolver]\n", - "for solver in solvers:\n", - " %time results[solver] = model.run(solver=solver)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15, 10))\n", - "plt.title('Comparison of Hybrid Switching Results to ODE and SSA')\n", - "for species in tau_hybrid_results[0]:\n", - " if species == 'time': continue\n", - " plt.plot(tau_hybrid_results[0]['time'], tau_hybrid_results[0][species], label='Hybrid-{0}'.format(species))\n", - "for solver in solvers:\n", - " for trajectory in results[solver]:\n", - " for species in trajectory:\n", - " if species == 'time': continue\n", - " plt.plot(results[solver][0]['time'], results[solver][0][species], label='{0}-{1}'.format(solver.name, species))\n", - " plt.legend(loc='best')" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "The hybrid switching condition is based on a coefficient of variance for each species. The error threshhold for this condition can be user modified by instantiating the solver, and calling the run function from it, rather than the solver. \n", " \n", - "The default value is .03, and increasing this will result in more of the simulation being carried out deterministically, while decreasing it will result in more stochastic steps. This value can be incredibly sensitive, and a value of 1.0 will result in a purely deterministic result." + "The default value is .03 and is a threshold to the coefficient of variance for each species at the selected forward step (t + tau). " ] }, { - "cell_type": "code", - "execution_count": 9, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "modified_solver = BasicTauHybridSolver()" + "Additionally, both the hybrid_tol and tau_tol can be modified to result in extremely fast simulations." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 3.69 s, sys: 422 ms, total: 4.11 s\n", - "Wall time: 3.67 s\n" + "CPU times: user 3.39 s, sys: 281 ms, total: 3.67 s\n", + "Wall time: 3.4 s\n" ] } ], "source": [ - "%time results2 = modified_solver.run(model, hybrid_tol=.04, t=600, increment=1)" + "%time results2 = model.run(solver=BasicTauHybridSolver, switch_tol=.04, tau_tol=0.04)" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, + "execution_count": 8, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -277,44 +223,12 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15, 10))\n", - "plt.title('Comparison of Hybrid Switching Results (higher tol) to ODE and SSA')\n", - "for species in results2[0]:\n", - " if species == 'time': continue\n", - " plt.plot(results2[0]['time'], results2[0][species], label='Hybrid-{0}'.format(species))\n", - "for solver in solvers:\n", - " for trajectory in results[solver]:\n", - " for species in trajectory:\n", - " if species == 'time': continue\n", - " plt.plot(results[solver][0]['time'], results[solver][0][species], label='{0}-{1}'.format(solver.name, species))\n", - " plt.legend(loc='best')" - ] - }, - { - "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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xBTAMY1h52dDOsptdtDMTs5MYPavnM/SvKkuBKPPYZweMoY5JqzaG1v4ETFdKNVPGzX3aKqXOZ+jrUSDIIklxABwxPifFyrgRiOXjJTYDEUqpGGXcWGXyeSyrPi0COgP/D+NYVdkL5ndJBMZ1iQuqqFOVhcAtynhUjAPGTcZqOi+svD+dz/F5NjDK/EwppVRTpdTNSinXapZ1wd9P5r6yHHhfKeVhxlZ2jev5xiFEoyFJnxCXmdZ6OkYS9DzGF9ohjBP3sruLvYpxErkF2ApsNKddqMUYJ3U5GD1ZfzN7R3ZgXGu3FuPLPApjGFFdNcP4As3BGNJzHGNIGBi9UacxbqqwBuNk8tPzDVxrXYhxEnEjRg/i+8D9Zi9YvdFa/45xQrtRV7y+DYwTm/bm8l8D7tBa13UI1GyMoYebMd7Hb2uom4txY4L1SqnTGMneNowbapT5DSMpWFXN68rrlW/G/Ls5lKmH1vprc9oX5jIXYdxgpN5orZdjXK+1AmOIYFniWqfHT5jv+9v8lSy+DXyHMdQw12yvu1nWAuPk9RTGsM/f+CtxfwEjKcrBuDa2PKmpwtsY1wnmKKXeoeb9u7LhZjzZGDf7KT8x11ofwriZxnP89XmfQPXfv0+b7eWay698Av+IOf9xjJtU/FHDOk0G5prv/V1VVdBar8f4rPphnCiXaQ/8AuRhHCPe11qvqGFZtdJaZ2H0Vk014w/HONbV9bEk92Mkajsw3peFVDNMthpfm/8fV0ptNHs1n8D4kSIHY7t/ZxFvMkYi9AvG9WRWeXC8eY3bNxg3eanqGPIbxufsV2Ca1vqnOra7HSPx/gKj1y+Hc4fbWvoEYyj8CaXUovM5PmutN2Dsu++ay9lDDTeJqofvp/swfgDahXFd9v9dSBxCNCZKy6OBhGi0lFKTMW5wcW9tda92Sqn/YQzH+tjasTQ2SqkOGAmso24Az1QUDYPZ45YGjLjYhLKxU0q9CITIsVwIcaGkp08IcdVTSnXFGD5V12FRohZKqduU8Sw4D+BfwPeS8AlzmKu7eT1d2fWK62qZ7aqmjEfEPATMsnYsQogrlyR9QoirmlJqLsbwrf8ru4mFqBePYQyr2otxPdjomquLq0RPjH0iC2No4K26jo9XuBoppR7BGBK8XBuPAxFCiAsiwzuFEEIIIYQQohGTnj4hhBBCCCGEaMRqekB0g+bl5aWDgoKsHYYQQgghhBBCWEViYmKW1tq7tnpXbNIXFBTEhg0brB2GEEIIIYQQQliFUqryo6aqJMM7hRBCCCGEEKIRk6RPCCGEEEIIIRoxSfqEEEIIIYQQohG7Yq/pE0IIIYQQQlw6RUVFpKWlcfbsWWuHctVr0qQJrVq1wt7e/oLml6RPCCGEEEIIcY60tDRcXV0JCgpCKWXtcK5aWmuOHz9OWloabdq0uaA2ZHinEEIIIYQQ4hxnz57F09NTEj4rU0rh6el5UT2ukvQJIYQQQgghqiQJX8Nwse+DJH1CCCGEEEII0YhJ0ieEEEIIIYRokFxcXCq8njNnDmPHjgXgww8/ZN68eTXOb1m/JjNmzCA/P7/WekFBQWRlZVVbfuutt9KjR49a27ncJOkTQgghhBBCXHFGjRrF/fffXy9t1TXpq8mJEydITEzk5MmT7Nu3r17iqi+S9AkhhBBCCCGuOJMnT2batGkAJCQkEB0dTUxMDBMmTCAyMrK8Xnp6OoMGDaJ9+/Y888wz57TzzjvvkJ6eTlxcHHFxcQDEx8cTFRVFZGQkEydOrFM83377LYMHD+buu+/myy+/rIc1rD/yyAYhhBBCCCFEjV7+fjs70k/Va5vhfs14aXBEjXXOnDlDTExM+evs7GyGDBlyTr0HH3yQ2bNn07NnTyZNmlShLCkpiU2bNuHo6EhoaCjjxo0jICCgvPyJJ57grbfeYsWKFXh5eZGens7EiRNJTEzEw8ODAQMGsGjRIm699dYaY42Pj+fFF1/E19eX22+/neeee64um+GykJ4+IYQQQgghRIPk5OREUlJS+b9XXnnlnDonTpwgNzeXnj17AjB8+PAK5f3798fNzY0mTZoQHh7OgQMHalxmQkICffv2xdvbGzs7O0aMGMGqVatqnOfo0aOkpKTQq1cvQkJCsLe3Z9u2bee5tpeO9PQJIYQQQgghalRbj1xD5ujoWP63ra0txcXFF93me++9x+zZswFYtmwZ33zzDTk5OeUPTz916hTx8fG89tprF72s+iA9fUIIIYQQQogrlru7O66urqxfvx7ggq6nc3V1JTc3F4Bu3brx22+/kZWVRUlJCfHx8fTp06dC/TFjxpT3Pvr5+REfH88PP/xAamoqqampJCYmNqjr+iTpE0IIIYQQQlzRPvnkEx555BFiYmI4ffo0bm5u5zX/o48+yqBBg4iLi6Nly5ZMmTKFuLg4OnbsSJcuXRg6dGi186ampnLgwIEKj2po06YNbm5u5YmotSmttbVjuCCxsbF6w4YN1g5DCCGEEEKIRmnnzp106NDB2mHUSV5eXvkz/aZMmUJGRgZvv/22laOqX1W9H0qpRK11bG3zyjV9QgghhBBCiCva0qVLeeONNyguLiYwMJA5c+ZYO6QGRZI+IYQQQgghxBVt2LBhDBs2zNphNFhyTZ8QQgghhBBCNGK1Jn1KqU+VUplKqW0W05orpX5WSqWY/3uY05VS6h2l1B6l1BalVGeLeR4w66copR6wmN5FKbXVnOcdpZSq75UUQgghhBBCiKtVXXr65gCDKk2bBPyqtW4P/Gq+BrgRaG/+exT4AIwkEXgJ6A50A14qSxTNOo9YzFd5WVeM0sIidGmptcMQQgghhBBCiHK1Jn1a61VAdqXJQ4G55t9zgVstps/ThnWAu1KqJTAQ+Flrna21zgF+BgaZZc201uu0cRvReRZtXVE2/LKIt0aOZMGHb1g7FCGEEEIIIYQod6HX9PlqrTPMv48Avubf/sAhi3pp5rSapqdVMb1KSqlHlVIblFIbjh07doGhXxp+HaJQJSfJ3HxKevuEEEIIIYSoB2WPYSgzZ84cxo4dC8CHH37IvHnzapzfsn5NZsyYQX5+fq31goKCyMrKqnI53t7exMTEEBERwR133FGn9i6Xi76Ri9lDd1ke9qe1nqW1jtVax3p7e1+ORdZZS79giuxsKM1XHF61ytrhCCGEEEII0aiNGjWK+++/v17aqmvSV5Nhw4aRlJTE9u3bcXBwYMGCBfUSW3240KTvqDk0E/P/THP6YSDAol4rc1pN01tVMf2Ko5Qiz62EUp1FwtID0tsnhBBCCCHEJTR58mSmTZsGQEJCAtHR0cTExDBhwgQiIyPL66WnpzNo0CDat2/PM888c04777zzDunp6cTFxREXFwdAfHw8UVFRREZGMnHixPOKq7i4mNOnT+Ph4VF75cvkQp/T9x3wADDF/H+xxfSxSqkvMW7aclJrnaGU+hF43eLmLQOAZ7XW2UqpU0qpHsB64H5g5gXGZHUl7g6UnMoiPTeAw6tW0apvX2uHJIQQQgghxMVbPgmObK3fNltEwY1Taqxy5swZYmJiyl9nZ2czZMiQc+o9+OCDzJ49m549ezJp0qQKZUlJSWzatAlHR0dCQ0MZN24cAQF/9Uc98cQTvPXWW6xYsQIvLy/S09OZOHEiiYmJeHh4MGDAABYtWsStt9Z865EFCxawZs0aMjIyCAkJYfDgwXXZCpdFXR7ZEA+sBUKVUmlKqYcwkr0blFIpwPXma4BlwD5gDzAbeBxAa50N/BNIMP+9Yk7DrPOxOc9eYHn9rNrlZ+fpik1RMc7qmPT2CSGEEEIIcZGcnJxISkoq//fKK6+cU+fEiRPk5ubSs2dPAIYPH16hvH///ri5udGkSRPCw8M5cOBAjctMSEigb9++eHt7Y2dnx4gRI1hVh8u3yoZ3HjlyhKioKN58883zWNNLq9aePq31PdUU9a+irgbGVNPOp8CnVUzfAESeO8eVx8nbE8imfVg2m3eGSm+fEEIIIYRoHGrpkWvIHB0dy/+2tbWluLj4ott87733mD17NgDLli2rUKaUYvDgwcycOfOcXkdruegbuYi/eLT0A8A1Moimtiekt08IIYQQQohLzN3dHVdXV9avXw/Al19+ed5tuLq6kpubC0C3bt347bffyMrKoqSkhPj4ePr06VOh/pgxY8p7H/38/M5pb82aNbRt2/YC1ubSkKSvHvn4BQFwJPMQnWOLyq/tE0IIIYQQQlw6n3zyCY888ggxMTGcPn0aNze385r/0UcfZdCgQcTFxdGyZUumTJlCXFwcHTt2pEuXLgwdOrTWNhYsWEBMTAzR0dFs2rSJF1544UJXp94pY0TmlSc2NlZv2LDB2mFUsObwGv733Ku0jerCsMf/wecTfsDNOZdb/3UfykbyayGEEEIIceXYuXMnHTp0sHYYdZKXl1f+TL8pU6aQkZHB22+/beWo6ldV74dSKlFrHVvbvJKJ1CNvJ2+yXQvJOZSGnbNzhd6+zT8vZ+6EsZSWlFg7TCGEEEIIIRqVpUuXEhMTQ2RkJKtXr+b555+3dkgNyoU+skFUwcvJi2y3Qgr2ZlNUWED4sMFs3PADCUtzOeO4hayDqRzetZ2AiGhrhyqEEEIIIUSjMWzYMIYNG2btMBos6emrRx5NPDjhVgJak3UwFTtnZzp1KeTwSU8yUnYDsCdhnZWjFEIIIYQQQlxNpKevHtkoG5RvMwDeXfY6HrZu2CSkoYrcAXDzacGeDeuI6Hs9Hn7+6NJSjuxJJiA8qsZr/nKPZ7Hu2y/xDw0npEcv7BwcLsv6CCGEEEIIIa58kvTVs+cHvMrKX1+l2frjqOLjnGhahFtxIaimrHU9RvjeEj6b+ATFgc1oYu9E8Z6jOPt44WDnQHTcQLoOuR2AvOzjNPVoDlqz/L23OLR9C1t++YEtv/7IbRNfxNG5qZXXVAghhBBCCHElkKSvnnVt2ZXU9pEc3LaZjgNuIvKu21izYB4Z6yCmwIOcbuvIO30C3+2nKOYUuwNycTt9FoczNuTM/5QPM7/Ax9ELryWHadq5He7NfTi8fQv9H34cxyZO/PDB2yx89XnueP41HJ2drb26QgghhBBCiAZOrum7BMKu7UNw5670vf8RWri25I6HJ9K3VxA2p9vxYMy9/OuFb+jxt2FED7qJ8c9+xKBnn6Xd43eh3Z0IW1GI20+HKbQr5fTGPRz+5Q9S/PN4MP0fPHXsTQ72a0bG/j18+MIovv/zS3Ye30leYR6JSxfz8RMPc3T/3vI4igsLObI3heKiIituDSGEEEIIIS5M2WMYysyZM4exY8cC8OGHHzJv3rwa57esX5MZM2aQn59fa72goCCysrKqLFu+fDmxsbGEh4fTqVMnnnrqqVrbu1ykp+8SiOo3gKh+AypMCx82hI0blrJ+2RlaxWmuHXZfeVmYZxi0hpP/HMyq+f/h4PYt3PH8P9n8+y/k2xcTFNOC8LzDHMo9RJpDGodj8+i0sYRd0z9jSasPKLTXRO5vRqmCeS+Nx+6atrgWO5K/aR9Feaexd2xCv7+PIuya69i3KYHM/fvodusdODRxQmtNSXExdvb2l3szCSGEEEIIccFGjRpVb23NmDGDe++9F+cLHEm3bds2xo4dy9KlSwkLC6OkpIRZs2bVW3wXS5K+y8TWyYmuPWHFan8O/PgzQTcOPKeOm48vg5+chNYapRQDgtpW3dgtkHk8jdUL52P72+/o0lKK23lwsKMtniuO4bYimRylSfM+w4HgfNofduWHD2aw7NN3sC0oBeBA3gFaBYexd+mv5Odkc9eLb+ATFFxhMcfTDuLR0h8bW9t63x5CCCGEEEJcjMmTJ+Pi4sLTTz9NQkICDz30EDY2Ntxwww0sX76cbdu2AZCens6gQYPYu3cvt912G1OnTq3QzjvvvEN6ejpxcXF4eXmxYsUK4uPjef3119Fac/PNN/Ovf/2rxlimTp3KP/7xD8LCwgCwtbVl9OjRl2bFL4AkfZdR6J2DSVy3mPU/FRF4QwnKrupkSilVa1s+nq24/bGJnBmRi52dPfZNmhgFd0H2sQxySk6SWZrDodxDHMo5QP53iRQUnGFrwCkC99lR/OsfpP+8lhOuRTiV2PHpy/+Pov5t8SoL2o3bAAAgAElEQVR2wdvDj9b+7Vn95ttExg1g4KgnKixbaw1a13jHUSGEEEII0Xj8689/sSt7V722GdY8jIndJtZY58yZM8TExJS/zs7OZsiQIefUe/DBB5k9ezY9e/Zk0qRJFcqSkpLYtGkTjo6OhIaGMm7cOAICAsrLn3jiCd566y1WrFiBl5cX6enpTJw4kcTERDw8PBgwYACLFi3i1ltvrTbObdu2NajhnJVJ0ncZ2To40u06B3751Yu9S5fTbugtF92mk4vrOdOae7ekOS1pC/SkpzGxh/Gf1poD+3fwzXOTcArwwe3uWA4f3ovtomScv99DPrBfbWKjayHNcWDbip9YlbOWZhFt8dUeBLbpwL65i/FsGcDQp/6BLi1lw5L/EhgVg29wu/JeSiGEEEIIIS6Wk5MTSUlJ5a/nzJnDhg0bKtQ5ceIEubm59OxpnPcOHz6cJUuWlJf3798fNzc3AMLDwzlw4ECFpK+yhIQE+vbti7e3NwAjRoxg1apVNSZ9DZ0kfZdZ+9tuIXHN1/z5Pwi+uRgbu8v7FiilCAqOYOS092jm5WP0EMZCyc1F7E/aSJFtCT+/+zaep05je01b8o5m0jwpF5KSOA4cZwUazYm0wzw+4zb8M5vgtC+PP5yb4BXWntMH0hk57X0cnZuSnX6Y/JM5tOoQeVnXUQghhBBC1K/aeuQaMkdHx/K/bW1tKS4uvug233vvPWbPng3AsmXLiIiIIDExkY4dO15025eCJH2XmY2dHd36ufLjcmdS/ruE0Dut84uBZ6vWFV7b2tnTLrY7AHaPwbpvFnD7g6/g3MyNzNR9ZKencca2iJ1/rqYk1Iuji1bRbl0+kMe24FzaHSqheOMWFIpH3h4CES2J+j4fm9PFhD42jOM//Um/+x4hIEwSQCGEEEIIUX/c3d1xdXVl/fr1dO/enS+//PK823B1dSU3NxcvLy+6devGE088QVZWFh4eHsTHxzNu3LgK9ceMGcOYMWPKX0+YMIG//e1v9OrVi5CQEEpLS5k1a1a93mzmYkjSZwVtb74Rr5Vf8ucqe9oNLcDWwbH2mS6j9t2uoX23a8pf+wQFl9/kpVP3/gAcC72ZlD/XEtLjWtz8/di5ZyNpOQdI/nwxkRnOHNeF2JwqpERpdn7wBTZaMf2D/+NQfzeC3YIJdgumjXsbgt2CCWoWhIOtQ73FX1JchK2d3I1UCCGEEOJq8cknn/DII49gY2NDnz59yodz1tWjjz7KoEGD8PPzY8WKFUyZMoW4uLjyG7kMHTq0xvmjo6OZMWMG99xzD/n5+SiluOWWi7+Uq74orbW1Y7ggsbGxuvJ43itJ6vIfWbrYnrje2YSPuMPa4dSbjcsWs2Ku0dUd2rM3zj5ebFr8Xxz8PCk4ks3BO1uQnnOI43lZXLO1OQUOpWxpdwr7IG8jASz2xt+xJe1aRxDoFsTpw0dpHRFd4x1ELa8j/P2r+Wz5ZTn3T51JU3ePy7LOQgghhBCN0c6dO+nQoYO1w6iTvLy88mf6TZkyhYyMDN5++20rR1W/qno/lFKJWuvY2uaVnj4rCRx4A76/zCdhrROhfzuDrZOTtUOqF+F9+pOxJ5lWHSKJ6NMfWzs7YvoOoriwgM8mPkGbhZkEltgBLWji4U5xcREtt7txuGNrjqbtJ+CHfRwuVRxmcXmbGdc2o3n3SNq6taWte1vae7THzdH49ebgts388MEMbp3wAqUlJaz/dgFal5Lw3UL63v+IlbaCEEIIIYS4nJYuXcobb7xBcXExgYGBzJkzx9ohNSiS9FmJsrGh+03+fPc1bP/yO6IfHGbtkOpFk6Yu3PzEhArTmvv5AxAQEU1xUSGRfa7nVFYmnQYN5uj+Pfx3yss8ZHcLm3Z9zymXY0TfcweHj+zj2Kmj5G/cQ9O9p/nO6ztOF52m6RlbPE86UBjgQhuPtoQsPoHKOcOyue9SeiofZ3d3/ELCSPppGZ1vHMqxg/s5m5dHRJ/+1tgcQgghhBDiMhg2bBjDhjWO8+lLQZI+K2oV1xe/Hz4jcUMzOtyZi30Vj19oTO568fVzprXp2AX3Fi354f1/AzB4/LOEdL+2vPz3rz5n/bdfMcv3ZRJ//I7sAwcAOGPjw7HDx1E5haR7noEdyWg0ideV4OPvROtNpcx56f8ozskDDd6BbfAJCubUsUwcmzbF0blphTgKz55h5+oVnD5xgq5D/oa9Y5NLuCWEEEIIIYS4fOTp2lakbGzoPrQt+SVubIv/3trhWIWyseGaO4bjHdiG2597pULCBxDSoxdal/LzrJmoEk2f+x6idWQ0XnuK6LCnKQERUTz+4vs4eLrRpE8HAqKiOWRzjF9jjlJw/CTZzmc5Y1fEzDef4KlFY5g9/hFmPzua3Ud3UFRaVL6c//3nI375+H3WLvyCLb/8cLk3gxBCCCGEEJeM9PRZmV+vXrRe8h82bmpOxMkTOLi5Wzuky65D7zg69I6rsswrIJA2nWJxbubG9Q+Pwc7BAY+Wfiya+k8Abhz7FIEtQhn73ucVHgpfVFrE1m1/kGGbw57E9TRZuhXXrw5QRCn6yHE++OdY9gTlE3LaF5eINrj9vh+f7h1ROWfZuPx7Ot04mOKCAjL376NVuDxmQgghhBBCXLkk6WsAut0ezsJPTrPl8++JHXOftcNpUJRS/G3S5ArT2sTE4urpTVMPD1pHdiyvZ8nexp7O0X2MFxG3sj3wV/73n4+47oGHOJx1AJv/LiHgmDNQQsmuFChVfGr7A84utvRL9mHiRw/SIt0Wko/R5eH7ad8mGg+fljg3q/32vyeOHuHAlk1E9OmPnUP9PYpCCCGEEEKICyGPbGgglj3/KYeP+3DfK91o4u1j7XAavJOZR7FzcDivxzLo0lKUjTGiOf/USY7sTcbWzp7//utlXH18CH96JMnHd3Pko6XYHD+DTSkU2pViV6ywQVHYBM7e3Ja2EV0IbR5KiEcIHk0qLr+0pIT5z40nM3Uv7i1acucLr9HMS95PIYQQQlx5GsIjG2xtbYmKiqKoqAg7Ozvuv/9+nnzySWxsar5KbcKECSxbtoybbrqJN99887yX6+LiQl5eHqmpqfzxxx8MHz78nDo1lVlauXIl06ZNY8mSJVWWZ2Vl0bJlS2bOnFnjw9zlkQ2NQPe7Y1nw7lES5y3l2qcetHY4DZ6bj+95z6MsDg7OzdwI7tQVgHteeRP7Jk409/Onp19P8v45hC9fegYbW1s6jXqA9Z9/xmlfe9h8EMfv9/BW3goCjziT51QMfm6EeIYQ4hFCqEcoNglpZKbupdutd7Jx+XesnPcxQ8Y/R0H+aTKSdxEU06XetoEQQgghRGPn5OREUlISAJmZmQwfPpxTp07x8ssv1zjfrFmzyM7OxraGZz3XRWpqKl988UW1SV91Zefj66+/pkePHsTHx9eY9F0MuZFLA+EZGU2o3yG2prQk70CqtcO5qvgGtyt/rASAi0dzHnjzXUa89m86hV7DqH9+wFNj32HE/3sFx0LFxLQbuW6zFzeta8GgZS64rkhnydp45nz2Ktu+XUxai7PMavYzZ2N9SVn/B6vXLOaXTz/gmzdeIjs9zYprKoQQQghx5fLx8WHWrFm8++67aK0pKSlhwoQJdO3alejoaD766CMAhgwZQl5eHl26dGHBggV8//33dO/enU6dOnH99ddz9OhRACZPnsy0adPK24+MjCQ1NbXCMidNmsTq1auJiYnh3//+d41lZ8+e5cEHHyQqKopOnTqxYsWKOq1XfHw806dP5/Dhw6SlXZpzRenpa0C63nsdyVP3kvD5/4j7x9+tHc5VrapHNgREROEVEEj69u34hYbT+cbB7ElYx54/1+K7xxjC6dy+Fb43BpB9KplF7onc0NSd1R9+iEORDQrFhwv/SdsB/XBLyefkpmQ8/Vph38SJwvx8grt0o22Xbpd7VYUQQgghanXk9dcp2LmrXtt07BBGi+eeO695goODKSkpITMzk8WLF+Pm5kZCQgIFBQVce+21DBgwgO+++w4XF5fyHsKcnBzWrVuHUoqPP/6YqVOnMn369Dotb8qUKdUOzaxcNn36dJRSbN26lV27djFgwACSk5NrbP/QoUNkZGTQrVs37rrrLhYsWMBTTz11XtukLiTpa0CaBbcjMng1W/cFELNjOx7hEdYOSVhQStFt6B38NPtdrn/4cbxbBxHaszenT+Swf9MGXL28CQiPwsYcRlCqS9neYwO/vvEvSmxLKGgCp3cc4A2X17hzhdGzuH/PVuxKFAobtv+xgnvenIGvd4A1V1MIIYQQ4orw008/sWXLFhYuXAjAyZMnSUlJoU2bNhXqpaWlMWzYMDIyMigsLDynvL6sWbOGcePGARAWFkZgYGCtSd+CBQu46667ALj77rv5+9//Lknf1aDLfYPY+cpG1sevZ9A/JelraDr0jqN992sr3JWzqbsHkXE3nFPXRtkQFdKNVm/MpKSwkD0b1vP7gs94w/YxdhQux/6eriS7HmPn8Z2cPZbN0NV+vPz6/aT2cqKDZwfCPcOJ9Iok3DMcVwfXy7maQgghhBAVnG+P3KWyb98+bG1t8fHxQWvNzJkzGThwYI3zjBs3jvHjxzNkyBBWrlzJ5MmTAbCzs6O0tLS83tmzZy9l6AAMHDiQo0ePEhsby8cff0x8fDxHjhxh/vz5AKSnp5OSkkL79u3rdbmS9DUwzi1bEhN+nITtQRxNWI9v1+7WDklUcr6PYfBo4QeAjZ096779kh3LluMT1JZ7h75Y/qiJrDNZ/Ow4C9uf/yDgtyZkOe0ksTCRBBs461CCra8bLYLbE9q2E1HeUYQ1D8PJzqne100IIYQQoqE6duwYo0aNYuzYsSilGDhwIB988AH9+vXD3t6e5ORk/P39adq0aYX5Tp48ib+/Mcpq7ty55dODgoLKh2Zu3LiR/fv3n7NMV1dXcnNzq4ynclnv3r2ZP38+/fr1Izk5mYMHDxIaGsratWvL6/z444/lfycnJ5OXl8fhw4fLp7300kvEx8fz4osvns+mqZUkfQ1QzH2D2frcKtYtPMhQSfoajeZ+/oyc9j57E9fTKjyqwrMFvZy8uPuhZ9nW9mf+XPQ1nnmuoKCg8CyFuXmwT8PaFA7b7WZrs3lkuxVh6+eOX9swOrTtTKRXJCEeIdjb2ltxDYUQQggh6teZM2eIiYkpf2TDfffdx/jx4wF4+OGHSU1NpXPnzmit8fb2ZtGiRee0MXnyZO688048PDzo169feXJ3++23M2/ePCIiIujevTshISHnzBsdHY2trS0dO3Zk5MiRPPnkk9WWPf7444wePZqoqCjs7OyYM2cOjo6O1a5bfHw8t912W4Vpt99+O8OGDav3pE+e09dAbf4knjUJvgy5EwL697N2OMKKSoqLOJ52iKP79pCaspXDe3ZxOv0oFBvDEc7al5DlXkiOezFNWvnQKiSciIAYIr0iCXYLxtbm4m5VLIQQQoirU0N4Tp/4izynrxGKuGcoSZuWsW7pGVrFlVZ4xpy4utja2eMTFIxPUDBR/QYAUFJczPG0g2Sk7GbvriTS9+yiYM9xSDkDKxLZ4rSeX90KONm8FNfW/gSHRBPl34mO3h3xdfat0MsohBBCCCEaN0n6Gig7Z2e69bLhfyv92bdkOW2H3GztkEQDYmtnV54IdrzhRgAKz54hc/9eMvYYiaD73j0U78iFHaco/WE1q13+x7fuhRR4O+DTti1hIbFE+3Yk3DMcZ3tnK6+REEIIIYS4VCTpa8BC7xjCprVfs+4XRZtBRdg4yPVaonoOTZxo1SGSVh0i6Tr4dgDyT53kyN5kDifvYt+uJJrv349OK4RNhzhmc4Cv3OLJdi/Czt+TgNAIIoNjifaOJqhZkPQGCiGEEEI0EpL0NWA2dnb0uMGd5Usc2bVwMeHD77B2SOIK49zMjeBOXQnu1JXe3IfWmlPHjpKxJ5nU3Vs4sHsrvocyYH8hrNnEZscEfvEo4JSnwqNtICGhXejYshORXpG4ObpZe3WEEEIIIcQFkKSvgWtz00B8V8wn4Q9nQobmYdfUxdohiSuYUgo3nxa4+bQg7JrrAOP6wKyDqaTt3sGe7Ym47dlN8fY82H6MPJvlfN9sMZ+4F4BfM/xDOhAV3JVOPp1o694WGyXXmgohhBBCNHSS9DVwysaGnkNasyi+hC3zF9P50RHWDkk0MrZ2dvgGt8M3uB1dbhwCwOkTOaSn7OLAji3s35WE98HDkFoKf+xkV5OtrHYv4JSXonlwGzp06Eonvy5EekXKswOFEEIIIRogSfquAP59+hD4439I3ORN+LFMmnj7WDsk0cg1dfegfdeetO/aEzAeG3EsdT+Hk3eyd8dG3FJ2U7wtD7Yd5cSS71nY7Bs+8ijCobU3QR2i6RTcg04+nfBy8rLymgghhBDiSmZra0tUVFT5c/ruv/9+nnzySWxqubP9hAkTWLZsGTfddBNvvvnmeS/XxcWFvLw8UlNT+eOPPxg+fPg5dWoqs7Ry5UqmTZtW/iB4S3379iUjIwMnJycKCgp48sknefTRR8873tpI0neF6Hl3Zxa8n8mGuUvp9fSD1g5HXGVs7exp0S6EFu1C6HLTUADycrLJSN7F/p1J7N+5GZ+DGbD/DPy2njXOa/jWo4DCls60DA0jKqQ7nX07y5BQIYQQQpwXJycnkpKSAMjMzGT48OGcOnWKl19+ucb5Zs2aRXZ2Nra2F/e84tTUVL744otqk77qys7H/PnziY2NJTs7m7Zt2zJy5EgcHBwuqs3KJOm7QnhGdySs1ads3eNP9N4UmrVtb+2QxFXOxaM57btfQ/vu1wBGb+DRfXs5tGsbu7eux23PXvThQtiQzB6Hnfzu8REnvcCjXRAdOnSjc8suRHlF0cSuiZXXRAghhBBXAh8fH2bNmkXXrl2ZPHkypaWlTJo0iZUrV1JQUMCYMWN47LHHGDJkCHl5eXTp0oVnn30WZ2dnXn31VQoLC/H09GT+/Pn4+voyefJkXFxcePrppwGIjIxkyZIlBAUFlS9z0qRJ7Ny5k5iYGB544AGefPLJastGjx7N6NGj2bBhA3Z2drz11lvExcXVef3y8vJo2rTpRSeqVZGk7wrS7YH+pLy+g3WfrWbAZEn6RMNia2ePX0gYfiFhdB9yB1prstPTOLxrO8lbN+C6ewdF20/B9kxOfP8dCzwW8m7zQpoG+RMSEUts6+508ulEU/um1l4VIYQQQlSy+qtksg7l1WubXgEu9L4r5LzmCQ4OpqSkhMzMTBYvXoybmxsJCQkUFBRw7bXXMmDAAL777jtcXFzKewhzcnJYt24dSik+/vhjpk6dyvTp0+u0vClTplQ7NLNy2fTp01FKsXXrVnbt2sWAAQNITk6udRkjRozA0dGRlJQUZsyYIUnf1c4lIJCOYStJ3BlETMKf+HTtZu2QhKiWUgpP/wA8/QOI7j8IMIaEpu/ewb7tm9i/PYmWe45CSi5FP/+Ppc1+YE7zQuxbexMc0YkuwT3p4ttFHhUhhBBCiCr99NNPbNmyhYULFwJw8uRJUlJSaNOmTYV6aWlpDBs2jIyMDAoLC88pry9r1qxh3LhxAISFhREYGFinpK9seOexY8e45pprGDRoEIGBgfUamyR9V5jODwxh+3Or+OPrQwztEouq5SJWIRoSF4/mhPToRUiPXgAUnsknPWU3qTs2k7I1Aa/UQ5B6FlatZWXTVXzZ/CwEuBMY0ZEu7a4h1jdWbg4jhBBCWMH59shdKvv27cPW1hYfHx+01sycOZOBAwfWOM+4ceMYP348Q4YMYeXKlUyePBkAOzs7SktLy+udPXv2UoYOwMCBAzl69CixsbF8/PHHFcq8vb3p3Lkz69evl6Tvaufg7kHXrmdZvT6AAz/9StCgG6wdkhAXzMHJmaDoTgRFd6Lv3SMpKS4mc/9eUndsZvfmdbjt2QeHiuGPjax1Xs9/m5+lxN+VgIhoOrfrSaxvLC1dWlp7NYQQQghxGRw7doxRo0YxduxYlFIMHDiQDz74gH79+mFvb09ycjL+/v40bVrxUpGTJ0/i7+8PwNy5c8unBwUFlQ/N3LhxI/v37z9nma6uruTm5lYZT+Wy3r17M3/+fPr160dycjIHDx4kNDSUtWvXltf58ccfq12//Px8Nm3axDPPPFOHrXF+JOm7AkXcM5Qtmxazdnkpra8vxsZO3kbRONja2dGyfSgt24fSc+hdlJaWcCx1Pwd2bGZX0jrcUvag04pg/RYSnRJZ2ryAAr8mtAqPomtob7q16EaLpi2svRpCCCGEqCdnzpwhJiam/JEN9913H+PHjwfg4YcfJjU1lc6dO6O1xtvbm0WLFp3TxuTJk7nzzjvx8PCgX79+5cnd7bffzrx584iIiKB79+6EhJzbmxkdHY2trS0dO3Zk5MiRFW7kUrns8ccfZ/To0URFRWFnZ8ecOXNwdHSsdR1HjBhR/siGkSNH0qVLlwvdXNVSWut6b/RyiI2N1Rs2bLB2GFazZ/ESflzuTNx1OYQPv93a4QhxWZSWlpB18AAHt29h95b1HN29G32mEIC8JsUc8TxLkV9TWkdEExvam24tu8lwUCGEEOIC7dy5kw4dOlg7DGGq6v1QSiVqrWNrm1e6iK5QbQffhO+q+fz5e1PaD8nF3sXV2iEJccnZ2NjiExSMT1AwsTffii4tJSvtIIe2b2HXlnW47tqNPlwACVvZ0GQTS5qfpTigGUHRnejWvjddW3SVG8MIIYQQ4qojSd8VStnYcM1tbfjv54Vs/mwRsaPvs3ZIQlx2ysYG79ZBeLcOovONQ4zHRBw+xIHtm9mZtBaXXbvQ6YWwPpHVzuv4yvMsKqg57aJi6d62N519OuPi4GLt1RBCCCGEuKQk6buC+fXqRZsfPmXjFl8ijh7ByVeuZRJXN6UUnq1a49mqNZ0HDi7vCdy/ZSM7Nv1Os+S9cKgIVq/lR9ffmOtVgEMbX0KiutE96Bo6+3SWh8ULIYQQotGRa/qucDk7thP/TjqRbQ5x3cS/WzscIRq00pISjuxNYf/Wjezc9Acn9x2EklJKlSbLrYBM7yJc27UmumNvrmndi7DmYdgoeSyKEEKIq5Nc09ewyDV9VzGP8AjCA9ezfX8ronbuwKNDuLVDEqLBsrG1xS8kDL+QMK69fThFhQVkJO9i7+YN7N68Hu896aiUHI7/uIhPPBaQ46vw7RBKl+i+XNPqWvxc/Ky9CkIIIYQQ5016+hqB/IwMPn9lI/4emdz8+oPWDkeIK1ZB/mnSdm5jd9J69m7ZQOGRbGO6XQkZXmc5G9CUoKgYeoTF0bVlV5o5NLNyxEIIIcSlIz19DcvF9PTJuKVGwLllS2JjckjNDuTQihXWDkeIK5ajc1PadunOTQ89wbi35zF61ufc9MQE2ne/huB8L8ISoMmnSfz28lSeen4wj390F++s+zcbjmygqKTI2uELIYQQjY6trS0xMTFERETQsWNHpk+fTmlpaa3zTZgwgYiICCZMmHBBy3VxMW70lpqayhdffFFlnZrKLK1cuZJbbrmlyrKioiImTZpE+/bt6dy5Mz179mT58uUXFHNNZHhnIxF939/Ytm0pvy8u4q7e8sB2IeqDs5s7Ha7tQ4dr+5h3Bk1jX1IC2xJX45ayDw7kU7DiFxZ4LGWmTzGeYe3oHN2HXq16E9gsEKWUtVdBCCGEuKI5OTmRlJQEQGZmJsOHD+fUqVO8/PLLNc43a9YssrOzsbW1vajllyV2w4cPP6+yunrhhRfIyMhg27ZtODo6cvToUX777beLCblKMryzEUn57/f89GNT4q7LJnz4HdYOR4hGrbioiPTdO0lJWsfuTes4k5YJQIF9CemeZznTqgnBHWO5Jqwf3Vt2x9ne2coRCyGEEOenIQzvdHFxIS8vr/z1vn376Nq1K1lZWZSWljJp0iRWrlxJQUEBY8aM4bHHHmPIkCEsXbqUqKgonn32WZydnXn11VcpLCzE09OT+fPn4+vry+TJk3FxceHpp58GIDIykiVLlhAUFFS+3B49erBz507atGnDAw88wJNPPlkeS+Wy0aNHM3r0aDZs2ICdnR1vvfUWcXFxrFy5kmnTprFkyZIK65afn09AQAD79++nWbPaLxmRG7kIANoNvZktv3/O+t9daXfzCRzc3K0dkhCNlp29Pa0jo2kdGU3/ex8l/9RJDm5NYnviGpy3bqZkQz5s2MSKpn/yhXcBTdu1IrpLH3q16UN79/bSCyiEEOKKsmLOLDIP7KvXNn0Cg4kb+eh5zRMcHExJSQmZmZksXrwYNzc3EhISKCgo4Nprr2XAgAF89913uLi4lPcQ5uTksG7dOpRSfPzxx0ydOpXp06fXaXlTpkypMmGrqmz69Okopdi6dSu7du1iwIABJCcnV9v2nj17aN26dZ0SvoslSV8jomxsuPbOEL75Tz4b5yymx/97wNohCXHVcG7mRti1fQgrHwp6iL1JCWzbYA4FTT1B1v8W8WHzLznpZ0vrmE70CO9HT/+eckMYIYQQ4gL89NNPbNmyhYULFwJw8uRJUlJSaNOmTYV6aWlpDBs2jIyMDAoLC88pry9r1qxh3LhxAISFhREYGFhj0nc5SdLXyLTo3oP2yz8laacfEan7cA0KtnZIQlx1LB8S3+2W2ykuKuLwru1sT1hFk41/UrTlBGzZzlqnJL7xKcC+XQuiOvemd1BfOnh2kGcDCiGEaHDOt0fuUtm3bx+2trb4+PigtWbmzJkMHDiwxnnGjRvH+PHjGTJkCCtXrmTy5MkA2NnZVbgpzNmzZy9l6AAMHDiQo0ePEhsbyzvvvMPBgwc5derUJe/tk6SvEeo5si/7piSzds5KBkyWpE8Ia7OztycwKobAqBj4O5zMPMreTQls/XMFrrv3wIE8Tq1YxifNvyXbT+EfFc01Ef3p1aoXbo5u1g5fCCGEaBCOHTvGqFGjGDt2LEopBg4cyEPLSskAACAASURBVAcffEC/fv2wt7cnOTkZf39/mjZtWmG+kydP4u/vD8DcuXPLpwcFBZUPzdy4cSP79+8/Z5murq7k5uZWGU/lst69ezN//nz69etHcnIyBw8eJDQ0lLVr15bX+fH/s3fX4Vnd9//HnyduJBBIICEE1+Cuxd0JFEqhvtpqW7e1ZVuF7tt2q2zd6gq0OMXd3d2Dk4QYcb/1/P6Ab3/rd11LkZzI63FdvRru3Pe5nzf/kHfOOZ/PmjU/OMbDDz/Ms88+y6effoqPjw9Xr15l8+bNjBs37hf+7fw0DX3lUKU69WjddBsHTtWh5Z7d1OjU2eokEfk3IeHVaTtwGG0HDsPpcJB46jin9m/H/+Aeah7NhqNn2BtwgsVhf8O3YSSt2/WiV92+1K9cX/cCiohIhVJUVETr1q1xOBx4eXkxefJkfvvb3wLwyCOPcOnSJdq2bYtpmoSFhbF48eL/OMarr77KuHHjqFKlCn369Pl+uIuNjWXGjBnExMTQqVMnGjVq9B+vbdmyJZ6enrRq1YoHHnjgBwu5/N/vPfnkkzzxxBO0aNECLy8vpk2bhq+v709+vr/85S/86U9/olmzZvj5+REYGMjUqVNv5a/sR2n1znLKnpPNzCmbCPbPY8zfJmF46HIxkbIgJy2FC4f2c3TPJtLjzoLTjdPDTWqojbwoH+q2acddLQbRoUYHfD1/+h8SERGRW1EaVu+U/0+rd8p/8AmpTKduLjZtjeLckhU0HD3c6iQRuQEh4TVoM3AYbQYOw2m3k3jqOMf3bsXv0F6ch3Ph8GHWBu5jeg07Ic3q06ndAHrW7kV4QLjV6SIiIlJKaegrx5rcPYqje+exa6M3dQcW4hWgfcJEyhIvHx/qtGpLnVZtAchOSSZu/06O7t5I8Pl4jPMpnF39NZvCPsJdL5SY9j3o1aAfMdVitBiMiIiIfE9DXznm4eVFt5ERLJ1rcmTGQto9PsnqJBG5BZVrRNBpWCydhsViKyzk0pGDHN69Hr+jRzG32ynesZ7poSvIiIRardvQo8UAukZ2JdA78OcPLiIi8iNM09T95KXArd6Sp6GvnKvVuzd113/F/iM1aJIQT2CtaKuTROQ28A0IoHGX7jTu0h2320Xy2TOc3LOV0/u3E3EsC46dYmvgUeZUtxHcrC6d2w2kT52+hAWEWZ0uIiJlhJ+fHxkZGVStWlWDn4VM0yQjIwM/P7+bPoYWcqkAcs7GMevdSzSMvEK/lx+yOkdE7rDs1BTOHdjNkV0byTp3EcNtUuzt4kpYEUb9MFp17E2fhgO0GqiIiPwkh8NBYmJiiexfJz/Nz8+PqKgovL29f/D4jS7koqGvgtj192kcjIsm9sEAbeEgUoH8+2WgV44exSy04zZMUkKLyavtR6MOXegdM5jWYa3x9PC0OldERER+AQ198gPXtnDYSJBvAWP/NhHDSz/ciVQ0/3sZ6LFdG4nbtwNnei4A6SE2rtY0iWzTmp6tBtO1Zlf8vfwtrhUREZGfo6FP/kPcvMWs3xhMn17ZNJ0wxuocEbFYxpUETu3ZytGdGylKSAUgJ8BBUoSdys0b0LXdYHpG96Sqf1WLS0VEROTHaOiT/2A6XXz3wixyi4OY9D+98KlcxeokESkl8jMzOLNvJ4d2riPrzLX7AAt9nSSEF+HdOJKOHQfQv/5AIoMirU4VERGR6zT0yY9K3bOHBV8X0KZRPF1/+4DVOSJSChUX5HPx0H4O7VhH8vHjYHdh93JzJawIV4NQ2nbuR/+Gg6kTUsfqVBERkQpNQ5/8Vxte/4ozV6K45zfRVG7cxOocESnFnHY78SeOcHjHei4d3I9ZYMNlmCRXK6aobhDNO/ekf9OhNKrSSCuBioiIlDANffJfFVxJZOZfjlCzSipD39AWDiJyY9xuF8ln4jiyawNn9uzAlZWPG5O0UBs5dXxp3Kk7A2KG0bxacw2AIiIiJUBDn/ykg5/NZNfBCIbHuonu38/qHBEpY0zTJD3hMke2r+Pkri040rIBSK1STGa0Jw06dqFf82G0CW+jrSBERETuEA198pNcRUXMfmEpHrgZ/84YPH18rU4SkTIs40oCx3Zu5PiOjdiSMwC4WtlGWpRJnQ4d6NdiOB0iOuDt4f0zRxIREZEbpaFPftalVWtYscSbbu1Taf3IPVbniEg5kZWSxImdmzmyYz3FiWkApAfbSIlyU6d9e/q3HqkBUERE5DbQ0Cc/y3S7WT5lOik5Ydz7clsCIrQUu4jcXjlpqZzctYXD29dRGJ8MQGYlO6lRbqLbtWNA+9G0r94eLw8vi0tFRETKHg19ckOyTp1kzvuJNIpMoO/LD1udIyLlWG76VU7v3srB7WvIv5iEAWQH2UmNMonu0J4B7UbTrno73QMoIiJygzT0yQ3b9fdpHIyLZsx9vkR07WZ1johUAPlZmZzavZUD21aTfyERw4SsIDup0SZ1O3ZiQJtRWgRGRETkZ2jokxtmz8tl9kvr8PMqZtzbd+PhrftsRKTkFGRncWLnJg5sWUXhpWuXgKYH27gabdCgS1cGthxJq7BWeBgeFpeKiIiULhr65Bc5t3gZa1YHclfnq7R4YLzVOSJSQeVlpHN8x0YObl1NccK1RWDSKttIr23QqHN3BrUYSctqLbUPoIiICBr65Bcy3W6WvjSDq3lVmfjn9gRERFidJCIVXHZqCse2b+DItrXYkjMwMUkNtZFZx5sW3fowNGYUDas0tDpTRETEMhr65BfLPHGCuf+6QqOaifT980NW54iIfC8zKZGj29ZzdNt6HFezcRsmyVWLKawfRLvuAxnSbCQ1g2panSkiIlKiNPTJTdn53jQOnYkm9n5/anTpYnWOiMgPmKZJesJlDm9Zw4mdm3Bl5uMyTJLCinA3rkanHsMY1GgoVf2rWp0qIiJyx2nok5tiz81h1pT1BHgXMfbtCXh4ae8sESmdTNMk7eJ59m1ewZld2zFzi3B4ukmsXoxPi1r06j6avnX7E+gdaHWqiIjIHaGhT27a2UVLWbsmiJ5drtL8fi3qIiKln+l2c+XMKXZvWMLlvfug2EGxj4v4yGJC2zSlb5cx3BV1Fz6ePlanioiI3DYa+uSmmW43S16cQXp+Ve59pQP+1WtYnSQicsNcTgcXDx9k14bFpB45juEyyQ1wcCXKSa1O7RnUbgztq7fXHoAiIlLmaeiTW5J54jhz/5VE46hE+vxJi7qISNlkKywkbs929m5cSvbZSxjmtT0A02obNO3Wk+GtxtI4tLHVmSIiIjdFQ5/csh3vfs3hs7WJfSCAGp07W50jInJLCrKzOL5tAwc2r6QoMQ2T6yuANqxEhx5DGdZsJOEB4VZnioiI3DANfXLL7DnZzJqyEX+fQsb9dTwePt5WJ4mI3BaZSVc4vHk1R7etu7YCqIdJQngR3s2j6NUzln51+xPgHWB1poiIyE/S0Ce3xbnFy1izOpDuHVNp9dA9VueIiNxWpmmScu4MezYu5fzuXVBop9jbRWJNO2EdWjK46910rNFR9/+JiEippKFPbgvT7Wb5H6eTnB3OxCnNCapV2+okEZE7wu1ycenoQXas/Y7UIycwXCbZgQ5S60KT7r0Y0XocDao0sDpTRETkeyUy9BmG8RvgEcAEjgEPAhHAHKAqcACYbJqm3TAMX2AG0A7IAMabpnnp+nFeAh4GXMAzpmmu+bn31tBXcnLOxjH73YvUCb/CoKkPW50jInLH2QoLOLFzM3vWL6HwYtL39/8VNQ6hc8/hDGk8nGr+1azOFBGRCu6OD32GYdQEtgPNTNMsMgxjHrASGAIsNE1zjmEYnwBHTNP82DCMJ4GWpmk+bhjGBGC0aZrjDcNoBswGOgKRwHqgkWmarp96fw19JWv/R9+w52hNho12UXtgf6tzRERKTHZqCgc2LufYlvW4svJxeLqJjyjCr1Vd+ncbR586ffD19LU6U0REKqCSGvp2A62AXGAx8C9gJlDDNE2nYRhdgFdN0xxoGMaa61/vMgzDC0gBwoAXAUzTfPP6cb9/3k+9v4a+kuUqKmLui0twuT24580heAUFWZ0kIlKiTNPkStxJdq9bzOW9e8HuIt/PSUK0g7pdOzOywz3EVI3BMAyrU0VEpIK40aHP62bfwDTNK4ZhvAPEA0XAWq5dzpltmqbz+tMSgZrXv64JJFx/rdMwjByuXQL6v8MjP/KaHzAM41HgUYDo6OibTZeb4OnvT88xESye7WL/lwvo/OwDVieJiJQowzCIahLD2CYxOOw2zu3bxc61CwmMu4Bx5gjfLN5LbkN/OvYazvCY0br8U0RESo2bHvoMw6gCjATqAtnAfGDQber6UaZpfgZ8BtfO9N3J95L/VLNnT5ps+YpDp6JodOIYoTEtrE4SEbGEt48vTbv1omm3XuRnZnB4yxoOblxJ+L5srh5YzNTwOfi1rsOAXhPoWbsX3h7a8kZERKzjcQuv7QdcNE3zqmmaDmAh0A2ofP3yTYAo4Mr1r68AtQCufz+Eawu6fP/4j7xGSpmujw3B26OYLdMOYrrdVueIiFguKLQq3UdP5Ol/fsOkt96nUa9e1M4JpvrqVHa+8i5PvTKEv619jTNZZ6xOFRGRCupWhr54oLNhGAHGtRsY+gIngU3A2OvPuR9Ycv3rpdf/zPXvbzSv3VC4FJhgGIavYRh1gYbA3lvokjvIv3oNunazk5RXi7j5i63OEREpNQzDoHrd+ox67Pc898U8hv72RSLrN6bhWV88v9zH5y89ya/fH8PMo9+QY8uxOldERCqQW92y4TVgPOAEDnFt+4aaXNuyIfT6Y5NM07QZhuEHfAO0ATKBCaZpXrh+nD8CD10/znOmaa76uffWQi7WMZ0uFr44k+zCEO59rQt+YeFWJ4mIlFr5mRns37iCwxtW4crMw+Hp5nJkEZU7NGNItwl0jeyqzd9FROSmaHN2uaMyjh5m7kdXaVorgd5/fMjqHBGRUu9/V//csXo+CfsOYjjdZAc6SK4HLXr2Y0zrCdSqVOvnDyQiInKdhj6543a+O41DZ6MZPcmHyO7drc4RESkz7EWFnNixmd1rF1F4ORm3YZIYXoTRIpIBvSfQr+4AfDx9rM4UEZFSTkOf3HGOvFxmv7QGL08n498ahae/v9VJIiJlTsaVBPauW8KprZswC2wU+jpJjHZRv3s3YjtPpn7l+lYniohIKaWhT0rE5bXrWL7Qkw7NE+n41H1W54iIlFkup5MLh/axbfV8Mk+cwTAhtUoxtmah3NV3HIMbDSXAO8DqTBERKUU09EmJWfvKV5xPrcn4p2sSGtPc6hwRkTKvIDuL/RtXcGj9ClwZedi93MRH2ajZrQOju00mpmqM1YkiIlIKaOiTElOYnMys1/cRGpDF6LcmYXhpFToRkdvBNE0STx1ny4o5pBw6iuEyuRpiI69JJbr1Hc2wpiMJ9gm2OlNERCyioU9K1Kk5C9m4uTI9u6XTfPLdVueIiJQ7Rfl5HNq0in1rl+BMy7m29UNUMWGdWzGq22TahLfh2ra5IiJSUWjokxJlut0seXEGV/OqMXFKSwJrRVudJCJSLpmmSVLcKbatmkvi/kMYTjfpwTYyG/vRuc9IRjcbS2W/ylZniohICdDQJyUu+8xp5rx3idphSQx+XXv3iYjcacUF+RzdspY9axZjT8m8vvF7MWGdWzK6x/20Dm+ts38iIuWYhj6xxIFPvmX34UgGD7NRb9hgq3NERCoE0zRJOX+GbSvmEr9vP4bDTWYlO1mN/eneL5YRMWMI8gmyOlNERG4zDX1iCZfdxvw/LKDY6cfEv/TBp3IVq5NERCoUW2EhR7euY/eahdiTMnB6uEmoaSO8axti73qQmGpa+VNEpLzQ0CeWSd23hwVf5tG8Tjw9X9RlniIiVkk5f5YtK+eQsGcfhsNNRrCNvGbB9BowniGNh+Pv5W91ooiI3AINfWKpbX/7mqMXajHmvgAiuna1OkdEpEKzFxVycNMq9qxaiDMt59q+f7XsRN/VhXFd7qdBlQZWJ4qIyE3Q0CeWsufmMHvKOrw9HYx/axSe/vptsoiI1UzT5ErcSTYtm0nqwWMYbpOU0GJsLaoxoN9EBtQfhI+nj9WZIiJygzT0ieUur13P8oUetG+aQKdn77c6R0RE/k1hbg571y3h0NrluLMLKfJxEV/XSeNevbm7w2RqVapldaKIiPwMDX1SKmyY+hVxSbUY92goYW3bWZ0jIiL/h+l2c+HwAbYsn0XmybPXzgaGF+HVtg4j+j5A91rd8TA8rM4UEZEfoaFPSoXiq2nMfnUHAd6FjP3bWDx9fK1OEhGR/yL3ahq7Vn3H8U3roNBOnr+D1IaedOw/ijGtxhPiG2J1ooiI/BsNfVJqXFi+ilXLfenU8grtn5xsdY6IiPwMl9PB6d3b2bp8NoUXk3B5mCREFBPWtQ3jej9M06pNrU4UERE09Ekps/aVrzifWpO7n4qgavOWVueIiMgNykiMZ/OyWVzcuQvD7iIj2EZB8yr0HzSJgQ0G4+3pbXWiiEiFpaFPSpWi1BRmvbaHYL9cYt+agIePfkgQESlLHMXFHNi0kt0rFuC6mkuxt4uEui5i+vbn7g73UT2wutWJIiIVjoY+KXXOLlrK2jVBdG2bTJtH77U6R0REboJpmsSfOMqGJTPIPBaHaZokVi8moGNDRvV5kI4RHTEMw+pMEZEKQUOflDqm282ql6cRnx7JhOdqU7mJ7gkRESnLctOvsn3FXE5t2gBFDrKD7KQ38aPHgHGMbDaGQO9AqxNFRMo1DX1SKhVcSWD2/xwmNCCT0W9NwvDytDpJRERukdNu5/iOjWxfNgfblXTsXm4uR9uo27M7E7s+Qq1g7fknInInaOiTUuv03EVs2BRCj05ptHxwgtU5IiJym5imSfLZODYt/ZbkA0cw3CZXqhXh2a42owc8TJeaXXXpp4jIbaShT0ot0+1m+R+nk5RdnXt+15Dg+g2tThIRkdusIDuL3asXcnjdSsi3kRvgIKOxLz0G382ImFj8vfytThQRKfM09EmplnfpIrP/epLwSlcZ+dZ9GB4eVieJiMgd4HI6ObVnK1uWzqL4UgpODzcJ0Q7q9rmLid0eISIowupEEZEyS0OflHrHv5nPlh1V6dU9g5hJ46zOERGROyz14nnWL55O8r5DGC6TpGrF+HSsT+yAR2hXo70u/RQR+YU09EmpZ7rcLHlpBml5YUz4fWOC6zWwOklEREpAYW4OO1bO4+jaVVBgJyfQQWZMAH0H38vQxiPw8fSxOlFEpEzQ0CdlQu6Fc8x5O+7aZZ5vTNZqniIiFYjL6eDYjk1sXTwTR1IGNq9rG74369efCR0fICwgzOpEEZFSTUOflBknZy1g09ZQreYpIlJBmaZJUtwp1i38ivSjpzExSahRRHDX5ozv/StahLWwOlFEpFTS0Cdlhul2s+KP07mSXYPxz9amcpNmVieJiIhFcq+msXXZLE5v3oRhc3E1xEZByyoMGfQA/esNwMvDy+pEEZFSQ0OflCkFiQnMfuMQlf2zGfPmPXj4eFudJCIiFnIUF3Nw40p2LZ+PKyOPQl8nSQ0NOg+OJbblBIJ8gqxOFBGxnIY+KXPOfLeUdeuC6Nw6iXaPT7I6R0RESgHT7eb84f1sXDSdvDOXcXq4ia9lp26v7tx712Pa8kFEKjQNfVLmmG43a16ZxsWrUdz9ZDhVW7a2OklEREqRjMR41i+cRsKefRhOk+Sqxfh1bsj4QU/QIryl1XkiIiVOQ5+USUWpqcyeuotA7wLGvhWLp5+f1UkiIlLKFOXlsmPVAg6vWY6Rbyc7yE5+yyoMGfoQfer1w9NDK0GLSMWgoU/KrIsrVrNymQ/tmyXQ6Zn7rc4REZFSyuV0cnTberYu/hZnSjZFPi6SGhp0GTKW2FYTCPAOsDpRROSO0tAnZdqGqV8Rl1SL2IeCqd6xk9U5IiJSipmmyaVjh1j33Vfknb507b6/aDv1+/ZiYrdHqBFYw+pEEZE7QkOflGm2zHTmvLwFb087d78xHK9ArdImIiI/LyMxnrULvuTK3oPgcpNYvZhKXWOY0O8xYqrFWJ0nInJbaeiTMi9+/QaWLTBo1eAy3X/3oNU5IiJShhRkZ7Ft+RyOr1+DUeQkPcRGUZswRg5+hJ61e+FheFidKCJyyzT0Sbmw5c2vOH45mtETfYm8q4fVOSIiUsY47DYOblzJziVzcWfmk+/nJLWpN32G3suIZmPw8fSxOlFE5KZp6JNywZ6bw9w/rsE0Dca/3hffKqFWJ4mISBlkut2c2b+LDQunUXQxGbuXm4S6TloPGsb4DvcT4htidaKIyC+moU/KjZRdu1g4PZ9GEfH0e+Vhq3NERKSMSz53hrULvuDq4ZOYmCRE2ojq04XJvZ7UZu8iUqZo6JNyZe+/ZrDvRBQDBubTcPQIq3NERKQcyL2axvpF0zi/dTseDjfJVYsJ6NqEiYOfoknVJlbniYj8LA19Uq647DYWvTSP7KLKTHihOUG161qdJCIi5YStsIAdK+dzcNVSjHw7mZXs2NpVJ3b4E3Su2QXDMKxOFBH5URr6pNzJPnOauX+/QPVKaYx8YzKGl6fVSSIiUo64nA4Obl7F9kWzcafnke/vJD3Gn0EjHmRgwyF4eXhZnSgi8gMa+qRcOjlrAZu2htK1XQptfjXR6hwRESmHTLebuP07Wb/ga2yXUyn2dnGloUGXobHEtrqHAO8AqxNFRAANfVJOmW43q16exuX0mox7PJxqrdtYnSQiIuVY4ukTrJ73GTknzuP0cHO5tp0mA/tzb+dHqOpf1eo8EangNPRJuVWUmsqcqTvx8ypm3BvD8QoMsjpJRETKuYzEBNbM/5ykvQcx3SbxkcWE92rH/b2fIjo42uo8EamgNPRJuRa/bj3LvvOgZb3L9PjDg1bniIhIBZGfmcGmRd8Qt3kjht1NUrVi/Lo05N5BT9OsWjOr80SkgtHQJ+Xe1r9+zbGLtRk+1iS6X1+rc0REpAKxFRawc+UCDq5cAgV2MoJt2NtHcPewX9MhsqNW/BSREqGhT8o9Z0E+86Ysw+b0ZcLL3fCvXt3qJBERqWCcDgcHN61kx+LZuDPyyfN3kNWyEiNGPErv+v3wMDysThSRckxDn1QIVw8dZMGn6dQJS2TQaw9geOgfVxERKXmm282pvdtZP/8rHInpFPu4SG3sTZ+RkxkaMwpvD2+rE0WkHNLQJxXGwc9msutgBL3vyqTZxLFW54iISAVmmibxp46yas6nFMTF4/B0c6W+ScfhYxnbdiL+Xv5WJ4pIOaKhTyoM0+liyZRvSM0LZ9xT0YTGNLc6SUREhLTLF1kx+yMyDp/CbZjERzuIGTyIiV0eJsQ3xOo8ESkHNPRJhVKQEM+cNw8R6FPA2DdG4RWgjXNFRKR0yE5JZtW8T7myaz+m2yShpo3a/XswuecThAeEW50nImWYhj6pcC6tXsuKxV60qHuJu154yOocERGRH8jPzGDdd19zbstWPBxuEqsXU6Vna+7v/zS1g2tbnSciZZCGPqmQtr/9NUfO12bIcDt1hw6yOkdEROQ/FOXnsWXpTI6vWY1R7CQltBjvrg2ZNFh7/YnIL6OhTyokV1ERC6Z8R54tmAkvtCSodh2rk0RERH6UvbiIXasXsn/ZQsi3kR5sw9ExgnuGPUO7iJ/9GU5EREOfVFzZp08x9/2LhAddZeSb9+Lh5WV1koiIyH/ldDg4tGkV2xfOxJ1VQE6gg7w2ocSOepJuUd210buI/Fca+qRCOz13IRs2VaZj80Q6PHWf1TkiIiI/y+12cXzHJjbNn4YzNZt8PyeZLYIYMepR+tTvr+FPRP6Dhj6p0Ey3m/VTp3E2pRajJvkT2b271UkiIiI3xDRNzh7cw9q5n2G7nEaRj4u0pj4MHPUQg5oMw9PD0+pEESklNPRJhWfPyWbun9biNj0Y/8pd+IVpWWwRESlbLp88yqo5n1AQF4/dy01yIw96jrqXES3G4u3hbXWeiFhMQ58IkLpvLwu/zKZOtUQGTX0Aw8PD6iQREZFfLPnCWVbM+pDsY+dwerq5Ut+ky4i7iW07EV9PX6vzRMQiGvpErjv02Ux2HoygZ9erNL9vvNU5IiIiNy09MZ7lsz4k/eAJ3IZJQh0nbYaPYkKH+wnwDrA6T0RKmIY+ketMp4vlf5rBlewIxj1Rg6qtWludJCIickuykpNYMfdjUvYcwjRN4qMdNBs8iHu7PUKwT7DVeSJSQjT0ifybwuQk5v5lDz6eNsa9PgifkMpWJ4mIiNyy3PSrrJr3KfHb94DLTUKUnfoDezP5rscJ9Qu1Ok9E7jANfSL/R+LmLSydY6dBjXj6v/yg7u8TEZFyoyA7izXzv+D85q0YTjeJETYi+3XlgT5PER6ghcxEyisNfSI/Yv9H37DnaE16dU8nZtLdVueIiIjcVoW5OWxcNINT69fhYXeTGF5Mtd5teXDAc0QGRVqdJyK3mYY+kR9hOl0s+9M3JGXXIPbRMMLatrM6SURE5LYrLshny9KZHFu9EqPYRXK1YkJ6tuKBQc9RK7jW98+7EneKoCqhhIRXt7BWRG6Whj6R/6IoNYW5r+/Ay3By9+v98amsex5ERKR8shcXsX3FPA4uX4xR6CC1io3Au5px38BnSN64m10LZlM1KppRv/8zxzatpcOIWPwCg6zOFpEbpKFP5Cck7djB4m8KqRcez8BXdX+fiIiUbw67jV2rv2PvkgUY+XacHm683B5UrV+PjPMX8PEPwF5USFSz5sROeR0vb238LlIW3OjQp590pUKK7NaNzm3TOJ9Wl2PT51udIyIickd5+/hy14iJPPfJXLo88ACeTSPY1DmLvzfegj0yAIfdRvvhY0g8eZxVH76H6XaTnZrCNy88y+w//56EE0et/ggicgt0pk8qLNPpYsXLM0jIrEnswyGEd+hkdZKIiEiJySjKYPrJ6Xx3Es4ghAAAIABJREFUbC4e+Q46t+hLn9SGnPxuKR1HjsVhs3Fk3SoCKlfGMAwe/PsnePv4Wp0tIv9Gl3eK3IDiq2nMfW0rhmFy96u98KsaZnWSiIhIicoqzmLGyRnMOjWLQkch4y61JPB0Ll4+PjTs0IUWfQYwb+oU6rXrSESDxrQdPBwf/wCrs0UEXd4pckP8wsIZOCmKAkcIG99bhul2W50kIiJSoqr4VeHZts+yduxaHmv1GOvqXqTA14HTZiOkUzNqxbSkWY/eXD56iB3zvmXa735N0pnTVmeLyC+gM30iwOEvZrNjf3W6tU+h9SMTrc4RERGxTI4th2/WfsCRvRvZXT+NnrV68nirx2lerTlJZ06x8oN3yc/MYPhvXqJ+u45W54pUaLq8U+QXMN1uVr08jcvpUYy6L4iIrl2tThIREbFUnj2P2adnM+PkDHJsOXSv2Z3HWz1OI7+6zJs6BXtRIQ/941M8vbxJT7hM5eoRePn4WJ0tUqFo6BP5hWyZ6cx7ZSMutxfjpnQksGaU1UkiIiKWK3AUMPv0bKafmE62LZsuEV2426cfRz6eQb9HnsTHP4CV/3qH4LBwqtashZePL0Oe/p0GQJESoKFP5CakHz7Md58mEx6Uxoj/mYCnVikTEREBoNBRyNy4uUw7MY3MokzuPtCAgKtOPDw8qF63AQC2wgIykxJp2qM3g3/9WwzDsLhapHzT0Cdyk+LmL2H9hkq0bnCZbr970OocERGRUqXIWcT8uPnMPPA14XEO6jmqM+jRZ+nS4C4Adn83hx3zvqVBh8406NCFqKYxhITXsLhapHzS0CdyC7b+9WuOXazNgIEFNBw93OocERGRUqfYWcz8M/P58tiXZBRn0CmiE79u/Wtah7Xm4MqlbJ35FW6Xi8DKVXjg3Y/xCwqyOlmk3NGWDSK3oNuz91AjMJGNaz3JPH7U6hwREZFSx8/Lj8nNJrMqdhW/a/87zmad5b5V9/HYusfw7FCbRz+aRuyUqRTm5rDl26+szhWp0DT0ifwITz8/Bj7XC28PO6s+O4k9O8vqJBERkVLJ38uf+2PuZ9WYVTzf7nnisuKYvGoyz+97idxIL9oOGcnxTWvJSUu1OlWkwtLQJ/JfBNWKZuD4UHLsVdnwzkJt3C4iIvITArwDeKD5A6was4rftvstJzNOcu/Ke/mu0m4wDE5s2WB1okiFpaFP5CfUvOsuurZP50J6XQ59PsvqHBERkVIvwDuAB5s/yOrY1TzX9jkOF58mKbSQravncjztGIW5OaReOIfDVmx1qkiFoYVcRH6G6Xaz5tVpXEirxYjxXkT17m11koiISJlR4Chg+oK/UbT4ANtaptMpIQKfLAcYBqGRUQx56nmq12tgdaZImaSFXERuE8PDgz7Px1LZN50183PJu3zR6iQREZEyI9A7kMfG/ZnwevXpcbQaPlkO9jfOIqttCAX5Oaz81zs47fYfvCYvM53i/HyLikXKHw19IjfAJySEwY+3wmV6sfr97bgKC61OEhERKTM8vbwY8Zsp+AeH0Kxvf3rGTmZjrQssa3SWzKRElnz1d0zT5Gr8JbbNmsYXTz3CvKkv4XI6rU4XKRd0eafIL3B+2UpWr/CjSc1L9PnjAxge+r2JiIjIjXLa7Xh6e2MYBrn2XGaenMmRud/R8IIfjlAfvDOvnfGLatacxJPH6TR6PC37DiQ4LNzicpHSSZd3itwB9YcPoX3TRE5fqcOx6fOszhERESlTvHx8MAwDgGCfYJ5o/QRvvbIAj6YROAuK2ds0k+TJdWnz9EPUb9+JPYvm8vlTD3Fk3SqLy0XKNp3pE/mFTKeLla/M4HJGFCPGexPVu5fVSSIiImWaaZrk2HL45tQ3zDw1k0JHIQNq9WOMbx9Stu7j0pFDDH76eZp262l1qkipcqNn+jT0idwEe3YWC15ZTZEjgHG/a0ZwvYZWJ4mIiJQLObYcpp+YzsxTMylyFjGo5gCabXaQcfY8HUeNo93QUQQEh1idKVIqaOgTucOy406z4P2zBPnkEfv6MLwrBVudJCIiUm5kF2cz/eS14c9htzHuYkt847LwCwzinr+8S2hkTasTRSynoU+kBFxet54V35nUC09g4Kta2EVEROR2yyzO5OvjXzPn9ByCsmHIvppUCgrBMA1aDxhKp1HjrE4UsYwWchEpAbX796Nz26ucT6vDwU9nWp0jIiJS7oT6hfJ8++dZOWYlAzqMYVOrVHIy08krymH3ojkU5eXe0HGykq9wascWbQMhFdItDX2GYVQ2DGOBYRinDcM4ZRhGF8MwQg3DWGcYxtnr/69y/bmGYRj/NAzjnGEYRw3DaPtvx7n/+vPPGoZx/61+KJGS1OaRCTSscYndRyK4tGqN1TkiIiLlUlhAGC91eomvHluE7emOLG+fiKO4mA8+eJ7jB7cz//U/cnDV0v8Y6tIuXWD+61P46rnHWPnPt9m7ZL5Fn0DEOrd0eadhGNOBbaZpfmEYhg8QAEwBMk3TfMswjBeBKqZpvmAYxhDgaWAI0Al43zTNToZhhAL7gfaACRwA2pmmmfVT763LO6U0cRTks+hPi8kprszYp+tSpVmM1UkiIiLlWkJeAt+8+0d8T2Vee8DbExwuQmvWou9DjxPdvBUup5Mvnn4Yl9NJ+2GjST57mouH9jP8ty8R3aI13j6+1n4IkVt0xy/vNAwjBLgL+BLANE27aZrZwEhg+vWnTQdGXf96JDDDvGY3UNkwjAhgILDONM3M64PeOmDQzXaJWME7MIjBz3bD03Cy8pNj2DLTrU4SEREp12pVqsVLL0+j+7O/Jq97DWb2vsT2jrlkFWbw3Rsvc+X0Sc7s2UF+ZgaDnnyOjiPH0u+RX+MbGMTiv73ON394mjz9ey0VxE2f6TMMozXwGXASaMW1M3TPAldM06x8/TkGkGWaZmXDMJYDb5mmuf369zYALwC9AD/TNP9y/fE/A0Wmab7zI+/5KPAoQHR0dLvLly/fVLvInZK0fTtLvi2kVpUrDHl9Mh5eXlYniYiIVAjnss7x0ZGP2HJuAyN2RlLJ9CcosDJeXt48+N7H3y+2Ziss5NKRg6z99H38goLpODKWrJRkGrTrRFSz5hZ/CpFfpiQWcvEC2gIfm6bZBigAXvz3J5jXJsrbtjyoaZqfmabZ3jTN9mFhYbfrsCK3TWT37vTolsPlrNrs/Ps3VueIiIhUGA2qNOC9Xu/x7eg55AyNJtkvl5z0VOzta1Dstn3/PN+AABp36U7slNfx9vVl/RcfcWD5ItZ+9k/cbpeFn0DkzrmVoS8RSDRNc8/1Py/g2hCYev2yTa7/P+36968Atf7t9VHXH/tvj4uUSc0nj6NF3cscOV+bkzN1s7iIiEhJalq1Ke/Ffsrkqe9x7qGafOhayJCFQ5h5aiY21/8f/iIbNeH+tz9g0pv/YPBTz5OVnETczm0WlovcOTc99JmmmQIkGIbR+PpDfbl2qedS4H9X4LwfWHL966XAfddX8ewM5JimmQysAQYYhlHl+kqfA64/JlJmdf/NJKIrX2bLthASN2+2OkdERKTCaRnWkk8HfMb0QdOpE1yHt/a+xdCFQ5kXNw+HywGA4eFB9XoNaNqtJ9Wi67Bt9nRyr6b9zJGlonAXF1N0/ITVGbfFre7T9zQw0zCMo0Br4A3gLaC/YRhngX7X/wywErgAnAM+B54EME0zE3gd2Hf9v6nXHxMpszx8vBnwwkhCfDNYPS+X7NOnrE4SERGpkNpWb8tXA7/i8wGfUyOwBq/vfp3hi4ez+NxinO5r2zsYHh4MeuI57IWFzH3tJWyFhRZXS2mQ/uGHXBo7lqx586xOuWW3tGWDlbRlg5QFOefOsOC9U/h5FRH7Sl/8qupeVBEREauYpsn2K9v54PAHnMw4SZ3gOjze6nEG1RmEp4cniadPMPeVF+gx8QE6jhxrda6UMNM0ubYO5TUXRo7CFhcHhkGtTz4mqGdPC+t+XEks5CIiPyOkQSMGT6xKrj2UNX9bgctu+/kXiYiIyB1hGAY9onowZ+gc3u/9Pt6e3ry47UVil8ay7vI6Ihs3pXbLNhxYsZii/Dz2L1vIhq8+xmm3W50ud5DbbifphRe4MHw4rvwCsgvtvDt3F7a4OBY0G0D6wFH4tW5tdeYt0Zk+kRJwas4iNm4OISb6Ej1ffOD7ZaNFRETEOm7TzdrLa/no8EdczLlIk9Am3FdpBGc+nvuD59Vp3Y5Rv/8zntqKqVxxFxdz5bnfUBwXhzM5GQwD71FjmFJUh2opl3j68Hd8MvFllhQG86972jC8VaTVyf/hRs/0aegTKSE735vGoTPRdO+YSquH7rE6R0RERK5zuV2svLiSj498TEJeAt3sTenr3YF2LXuRm36VDV9+xNBnfk+TbqXv8j65eTlLl5L0hxcI6tWLkFEjydu7j9xZs77/vmdICPW3b2fJsRRGtIrEy7P0/dL+Roc+/bpCpIR0eWYy2a/MYMfeKCpHraP2gP5WJ4mIiAjg6eHJ8PrDGVR3EEvPLeWTo5+wo2AGHa+e5qlWvyYkvDpHN6zR0FfOZH+3EO/oaKI+/giAqWmVKWpZxPi+zal3Yg9+zZrh6e3FmLZRFpfeutI3roqUU4aXJ/1eGEOoXxprFtnJOH7U6iQRERH5N94e3sQ2imX56OW82PFFzmWf474193Mx2kbCiaNkJWsr6fLCfukShXv2UHnMaAzD4PNtF1hwMoNmTzzEXY9NJOqf71Pt8ceszrxtNPSJlCCf4BCG/qYr3h52VnwaR2FyktVJIiIi8n/4evpyb9N7WTVmFc+2fZZdVS/i8jD5fMqTrJz5ESnnz1qdKL9Ack4R3+y6hNt97bY2e3w88b96FCMggJDRo8kpcvDBxnP0bhzGk73qWxt7h2joEylhlWrXZcgDkRQ5g1jx9gYc+blWJ4mIiMiPCPAO4JEWj7B40ip8J3Umw6+IU0tX8u2U37B52Sz+79oYbrfLolL5Ka8uPcGfl5xgwYFEXDk5xD/yK9x5edT++iu8q1fny+0XyS128ruBjX+wZUN5ooVcRCxyYcVqVi3zom7VeAa9dh8eWhFMRESkVMsszuTLvZ+QPH8jNdP8MP29aNajD5G1GnBy6wZSL5yj1YAh9Jz0EJ5e3ricDvYvW0TqhXOE1qxF+2Gj8QsKsvpjVCjn0vLo995W/DxMRl/exaSc43hcvkDt6TMIaNuGg/FZTPh0N/2bVefDe9tanfuLafVOkTLgyNdz2L4nnJb1LtPjDw9anSMiIiI3ICknkWnz/0ry8RNEJ/vjgUForWiqRdXmzK5thNasResBQ7h4+AAXD+2nSkQkWSnJ+AUE0mn03bQbOkrbN5WQ5+cdYcWxJGb5ncL/m8+JDwpnVduhOHv1o8juYt+lTCoH+LD0qW5UDvCxOvcX09AnUkZsf3saR85rKwcREZGyJiE3gU+3/IPtFzdTXNWb+2Lu467iGPbOnU1WUiIYBv0efpJW/QeTdukC22ZP59LhA/R58DHaDBpudX654nKbeHoY5NucZKZmELxvO/ndetPnHzt4ISCJrvM/xK93Xw7e/zwrjiVz4Wo+ft6e1A8L4jf9G9EgvGyegdXQJ1JGuJ1O1rw6gwvp0Qwe5qDesMFWJ4mIiMgvcC7rHB8e/pD18esJ8Q3hwZgHGR7WnwDfIIKqhH7/PNM0+e6Nl0k+G8eDf//kB9+Tm7fnQga/mrGfumFBeJ8/w1Obv6B6YSYpDVtSkJZO/ZwkfOrVo/bMb/GqUsXq3NvqRoc+nVcWsZiHlxf9XhxH9cBk1q2A1D17rE4SERGRX6BBlQb8vfffmTNsDs2rNecfB//B+K33szRlNXaX/fvnGYZB34efwOWws2vBrJ84otyo41dyuP/rvVQN8iU0JZ6XNn6IYZrs6jSUGmePEmXPIfLdd6i3bGm5G/h+CQ19IqWAd1AlhvyuHwFe+ayYkUzuuTNWJ4mIiMgvFFM1hk/6fcL0QdOpHVybN/e+yfBFw1l0dhFOtxOAKjUiienZjxNbNlCQnYVpmiScOIrpdltcXza9vSYOfy8Ppged44XlbxMcHMjmx19lakRv3hnwNJELFhIydCiGp6fVqZbS0CdSSgRERDDsyRjcpgfL/3mA4vQ0q5NERETkJrSt3pavB37Np/0+pYpfFV7e+TKjl4xm9cXVuE037UeMwe10cWDFYuJ2bWPe1CnE7dpmdXap9FO3oh24nMWWM1d51Yyj4B/vEti5M3XmzOahcd3p1TiM51+cRHj96BKsLb10T59IKZO0bTtLZhZQo1IKI6bejae/v9VJIiIicpNM02Rj/EY+OPwB57LP0bhKY55q8xQFi/dzdvd2gkKrkpOWSpNuPRn6zO+tzi1VbOfPc3HsODBNfOrUwadZMzKiGtCoVyfOBdfk4en7qJ92gZc3/Iug7t2J+ujDCrcqqu7pEymjInt0p29/G0l5tdjw11mYTm30KiIiUlYZhkHf2n1ZMHwBb/Z4k0JnIU9vfJp5NQ/g4edDTloqgVVCuXT4AIU52Wye8QUzp/yGnLQUq9MtlzltGrjdVJkwAY+qVUlduQaff/6NS2NimfXMa1Sz5fHy/m/wjowk8m9/rXAD3y+hM30ipdSBT2ay+3AErRtcptvvtIefiIhIeeBwO1hybgmfHPkEj/gcOmXVoXu34RyfNg+/oErYCgrw9PEmuGoYbQaPIC/jKkFVQivcFg/OzEzO9eqN//ARvNN8DFvPXCWn0M6vGvoTNe8L2icexatqVcz8fOrMmYNf40ZWJ1tCWzaIlHGm2822t6dz7GJturZLoc2vJlqdJCIiIreJzWVjXtw8vjj2BXl5WUzcEI1vQCBjX5yKy+Fg4V9fw1FcdO3JhsGvPviS4Grh1kaXANM0Sfvb22TNmYNZVMQbd7/MLmcIsW2jGNS8Br2bhOPKy+PSuLsxvL2IeONN/Fs0tzrbMhr6RMoBt9PF2qnTOZ9Wh3798mg8dqTVSSIiInIbFToKmXlqJku3fsNVr1y6N+3Hr1v/mlr+NSnOz8NeXMTXv32CLrH30HVc+f0FsNtuJ3fZcgp27yZ32TIS2/bgX/4xXG3QnHfGtaJbg2o/eL5pt4O3N4ZhWFRcOmjoEyknnEVFLH9lHsm5EQwd60l0v75WJ4mIiMhtlmPLYfqJ6Xx76ltsLhvD6w3nidZPUDOoJgv+589kXknkkQ++wMOjfG094C4qwpWbR+obb5C3Zg0AHhMmMdTWmuGta/L22JZ4eepevf9GC7mIlBNe/v4Mfmk4VfzSWf1dMWn791qdJCIiIrdZiG8Iz7R9hlVjVnFv03tZdXEVwxYN4392/w91enQlL+Mq5w/8/58BbIUF7F2ygNz0qxZW35qCXbs417cf53r2JG/NGsJ//3ui9u7nD9V6EuDrxR+HNtXAd5voTJ9IGVGQmMB3b+3G6fZmzHNNqNyoidVJIiIicoekFKTw6dFPWXR2ET54M357baqHR9Om/1A8vb05v38Pp3dswdvPn06jxtFm0DB8/AOszr4hpttN+iefkP6vD/CpX48q4yfgFVaNgP4DmPzlXvZeyuSTSe3o36y61amlni7vFCmHsk6dZOG/zuLjaSN2SncCIiKtThIREZE7KD43ng8Pf8jFTdvodDL0B99rM3g4OakpXDi4j4hGTbhn6tul7h43t81G3rr1OBITCbqrB37NmpHyxhtkzfiG4OHDiXjtVTwCrg2r/1h/hn+sP8s741oxtl2UxeVlg4Y+kXIqZc9ulkzLpIpfJqNeHYZPSGWrk0REROQOO5F0lEXvTOV4pWR8ff3p5NWcB597A3+fAA6vWcGGrz5m9IuvUK9NB6tTv2eaJld+81vyVq/+/jGP6jVwp6YQev99hL/44vdD6omkHEZ8sIMRrSL5+/jWViWXObqnT6ScqtGpMwNHepNeVJ1VbyzGVVxsdZKIiIjcYTGRLfnTewt46amP8GpXm4+rb2DE0pEsOruIpr37EhxWnV3zZ+F2u6xO/V72nDnkrV5NtWeepuHOHWQ/+Gu2+UUyp1Ef/lSjD5kF9u+f++bK0wT7efHqiBgLi8svDX0iZVCdQf3p3TOPxJxoNrw5C7fTaXWSiIiIlIBWYa34cuCXfD7gc8L8w3h558uMXTGOSn1akHL+LJumfUZpuJLPmZFB2rvvEdi1K9Uef5z92SaTc+qxeNjjVHnmWbaez2TcJ7tIyi5i65mrbD+XzlN9GhLi7211ermkoU+kjGp6zxi6tEnmbGodtr49A9PttjpJRERESkjniM7MHDKTf/T+B14eXvxP3pckNfPi8JoVHNu41pImR2oquWvXYpomV//5L9zFxVT/0x9JL3Dw5MyDRFcNYNavOvNcv0bMfKQTaXk2fjvvMK8uPUF0aACTOkdb0l0ReFkdICI3r+1j91L83jQOnamD7/sz6PKbB6xOEhERkRJiGAZ9o/vSK6oXKy+u5KPAj/BIcbBq2gfk1/Kha6Pet+297IlXyFuzhsDu3Uh5bSo0acaewZNJzinmvi51qJSfzeVJk3EkJFAQ05rAE4cxxk3At149/jr/CHnFDuY+2plgv2tn8trXCeWlIU3446LjAMx4qCO+XuVrD8LSRAu5iJRxptvN5jencTKhDl3aJtP20XutThIRERELOFwO5u2expUPFnMxogBzcBOebvs0MVVv7T65gl27SHz2Ody5ud8/5jQ8eKj/S1wNqEKdqgF8cuAL3HGn2B/ehA6XD7GlZmve73QvfZtHsvxoMo/1rMdLg5v+4Lhut8mzcw8TXsmXPw9rdkuNFZVW7xSpQNxOJ+umzuBcWh1698ig2b3jrE4SERERi2z89nMOLVvCjq755DsLaN62O0+1eZp6lev9ouM4rlzBs3Jlzg8ZihEYyIHhD5Kycg17K9djyv5vMWLvpuhXT/PG3xfxl9Xv8GXLkRzpNJA3mnoS2aktf1kVx8H4LGIiQ/jnPW0I8tVFhrfbjQ59+psXKQc8vLzoN2Ui9tdms2lbLXwCl9Fg1HCrs0RERMQCXUffw6nNm+i2EyCIne79jI4fzfB6w3iizZPUDKr5s8fI37aNhF89imd4OK60NP4y8Dl2XPan15hf8dKAxlT5Zza5S76jUa9uvGk/Qr63H+c69GHOY12pGuQLwMeT2t3ZDyo3TGf6RMoRR14ey15bRGp+DYbGehDdv5/VSSIiImKB8wf2khR3kktHD5FzNZVil40L1XLY1SqLcY3G8WjLR6nmX+1HX+u22bgwbDiFBUW4c3PZXb0pG8Y9w+8HNqFj3WsbxLuys4l/+BGKT5wAoPL99xP2hz/g5al1IkuSLu8UqaBsmeksmrqGHFsVRkyuTETXrlYniYiIiEXSLl1g9p9+h29QEAXZWdi6ROI8eJmz9YpoO3AED7Z+mGDvShimSdKLL+FTpzaX9x8ncPcWXur2GJ5NmvL04Ob0jIn8fiP1/+XKzSVnyVK8wsKo1LcPhre2WyhpGvpEKrDC5CQWvrmNYmcAox6NolrrNlYniYiIiEUcdhuO4mK+eOphHLZifIICsecX4PRw4/YAX19/RnXuh+3/sXffUVbV9/rH3/tM740ZmMpQBmboQ+/SOwgiRVSwExsSNcbE5JfcmNwk10SNMVGxoCJIlyq99w7S6xRmYHrvc87Zvz/gemMSI0rZU57XWiyHwzn7PEddi/Wc73d/vq+/9fVrlnQbT+ILTzO8TSNsNuM/XF2spNInUs8VJV1k6Z+P4jRt3DMjgcCW8VZHEhEREQsdWr2Mc3t3MfalX5KdksTBXev46uoRPM8VElJShV9RJevaT2ZCh0iGTB2jrZq1wI2WPv2XFKmj/Js0Y8yTLTFNG8v/eoKiSxesjiQiIiIWat+tN3ePm4KXnz8xbdqTMPQhMiKfJqDAoMjLk62d7KT1Xk5lbxMMp9Vx5RbSSp9IHZd9+DDLP0jHw6WccT/pim9MrNWRRERExAIpD06l7OBBXJ9+jovrthJx8ThuTgcmcKR/D7LLi8gNrqa4qpiUPt5M7/YMQxoPwWZonaim0vZOEflaxr59rPg4Bx+3Ysa93AfviO8e1SwiIiK1n2m3k/fZZxiubmT+9rdUevniUV5CkbsPWb0GkRgfhaenO+bwIcz56Qxc3T2wV1dS4uvki26pxIXF82zis/SO7P0vg1zEeip9IvINV3buZOXcIvzdCxj784F4NWxodSQRERG5TUyHAxwO8uZ8RtZrrwGQ5+nP8wNm8pxLKgNmTKVRdPg3XnP1wln8ghuQk5rMkt//isBebTlQdJTzPtlExbdmRscZdGr4f2fvndu7k22ffYRPYBD9pj1OWLPmuNp0DPidpNInIv/i8patrF5QQZBXDmN/ORSP4FCrI4mIiMhtkP78CxRv3Yq9qpqjoXEcD2pMoy6J3Dt9PNHB3t/5+rXvvMnJrRsBcPH3ZlX/HDKrs+kV2YsZiTPwTCll2Wuv0iAqhqL8HDI9Szg1xIP3h7xPsGfw7f54cp0GuYjIv4ju34/h97iSVx7Gyt+toaqwwOpIIiIicovl7ztA0ZdfcsEzhBTvBnw18Ukef/c3/PhnD95Q4QPoe//DtOjWi54T7sdRVMav3B7mhU4vcDrjBJNWTmLhrN/j0zCUhGcf4FDjHAKzoSg1nYfXPsyBjANcLbnK81ufZ+DCgTy96WlKq0tv86eW/0QrfSL10KWVa1i72pVwvyuM+tU43Hz9rY4kIiIiN6nK7mTB/hQCX3qKwJI8Pn7yT/x4VDvaRAbc1HVXvv57zu3fTWy7RFKOH4WIAMy0fLZ1yCYpoowmHjEM/NIT/7jGfBH5FTFfOTjerJCSQIMBMQNYm7yWh9s8zPOdnv/GdZ2mk5e3v0wD7wa81OWlm8pYX93oSp823YrUQ01HD2dw9Qo2rI/gy1eXMvJXE3H1vrFv/kRERKRmcThNlh9N542N52h7aBPP5iRT/vwrfPhEn1vpVConAAAgAElEQVRy/WFP/xgPHx9ObttEdOt2pB4/im+DBjw07mEyK7KYHD+ZCz5b2P7ZRww464ejupqm+YH0ff45Orfvh4eLB3NOzeHuZnfTLLDZ19ddfG4xa5LXANA7ojc9I3vekrzyr7TSJ1KPnVmwlE1bAmkcnMzw/zcFF09PqyOJiIjIDTJNk3UnM/nz+rOczyqhj3cFLy/7Pb7t2hAze/Ytn7Zpr67G1c2N8/t24xscQnhcy29k2bVgDqd3bmPgIz9iw/tv4+XnzwN/eJO8ynzuWX4PAR4BzBs5Dz93Pw5nHubJjU/SpkEbssqysDvtLB+7HHcX91uaua7TIBcRuSEn5ixi264QmoQkM/SXKn4iIiI1nWma7LqQy2vrznAsrZCmoT78pGsYcb+ZibOoiNhFC3GPibEsm2EYnN2zg1Vv/pHBTzxLu4FDOZhxkMfXP05cUBz9o/vz4YkPCfcJ5/0h73Op4BLTN07npS4v8WCrBy3JXVtpkIuI3JA2D06gb/dsknJjWffqPBwVFVZHEhERkW9xKCWfKe/v44EP95FTUsX/3NuO9TP70n7NXOyZmUS/965lhQ/4enWxRffeRLRsxY65synKzqJzo8683u918nKuMuvQO/QI78Gnwz+lkU8jekb2pHt4d2Z9NYuiqiLLstdlWukTEQC++ngBO/aGasVPRESkBjp9tYg5n67jiywbAf5ePN01nImD2+Hh6kJVWhoXhw4j6P4pNPr5z62O+rX8jCt89vJM/EPDaJLYmTM7t1Gcm42bjzcP/PZ1giOivn7umbwzTF41meFNhvP7Pr+3MHXtopU+Efle2j00iT5a8RMREalRknJKmfH5EZ5+dQEPzv5/fHbg78zZ/Ve6vPIYXE6l8sIFrv78FQwXF0IefczquN8Q1CiCEc++SHlRIQeWLyawUTj9pz2Oq4sbS3//K/Kvpn/93PjgeKa3m86qS6tYfmG5hanrJq30icg3aMVPRETEelcKyvnr5vMsPJiGu4uNvyQtJ+bkPlz8/DDc3HCUlGDz8sKenY3Nw4Owl35C0OTJVsf+VvaqKlzdrw1puXrhLEt//2ucDjtDn5xJi269rj3HaWf6hukcyjzEG/3eoH9Mfysj1woa5CIiP5iKn4iIiDVySir5+5aLfLYvBdM0ua9rDE+29qNg7CiCptxH2PPPY9hsFG/ZSvrzzxMwbixhL7yAa1CQ1dG/l6KcLFa98UeuXjiLf2gYPoFB3P3iL8DHncfWPUZKcQorx64kxCvE6qg1mkqfiNwUFT8REZE7p7Csmlk7LjJ7VzIV1Q7Gd4xixsA4ooO9yX7rr+S88w7NNmzAPSry69c4Kyqw1eK/nx32avYuXUj+lTQuHt5PUKMIWvbsi0+7Jjy483GGNRnGq71exdWmo8W/jUqfiNw0FT8REZHbq7TSzuxdSby3/RLFFXZGtQvnx4Nb0CzUFwDT4eDCwEF4xMUR8/4si9PePpcOH2DN23+morQE/9AwSu9twYcpcwnzDuN3vX9H9/DuVkeskVT6ROSWUPETERG59SqqHXy2N4V3tl4kt6SSN84toWX39iS89BzY7eTPX0D1lSs4K8op+Hw+kW/9Bf8hQ6yOfdtlXrrAwt/8HHtVJb4tG7OmbSpJJSmMaT6GgTED6RvVF4Bze3fi5ulFkw6dLE5sLZU+Ebll/rf4xQYnM/QXk3H19rY6koiISK1U7XCy6GAab206T2ZhGUPC3fhRx1A8n3gAAP+RIzFcXSlcvhzD0xOzogLXhg1pvmE9xvVBKHVdbtpljq5fxdF1qxnw5DN8bmxm15VdFFUVMT5uPMcPbafHTm8MoE3/IQx54hkMW/08lOBGS582yIrId2r30CRstoVs2x3Ll/+1kOG/HI+br5/VsURERGoNh9NkxbF03tx4npTcMhJjAnn3ymo8Z28msOge8oGgqQ+S//l8qK4m5MkfEfbcc9jz8wHqTeEDCImKZsBD00k5foyT69bxh9/9iYzUS7yx+r9IW7aZLhn+FPlUkxdpgy3rCQgNo/v4mju5tCbQSp+I3LDTny9l8zZ/IvzSGfmLu3EPCLQ6koiISI1mmibrTmbw+oZznMssISHcnxeHtKDr1VOkPfXU18/zSEig6RdLqUpLo/zYMfxHjMAwDAuTW+/o+i/Z9OHfMQwbpukEwMXDnYjm8TQeN4ifnfot7Q+4EZXmzj0//RVNEr9zwavO0fZOEbktzi1ZwcYNXjT0ucqoV0biEaxRyiIiIv/MNE22n8/hz+vP8lVaIU1DfXh+cAtGtAnHcDq4OGIkNg8PPFslULh8xdcre/J/7FVV7PtiAaYJwRGRNGwaR3BE5NdbOY9mHeWhVVOZdrQt7iUOJv76D4TGxJJeks5v9/6WmR1n0jK4pcWf4vbS9k4RuS1ajB+Di/uXrF/diOWvrmHMz4fgGRpmdSwREZEaY39SHn9ad5b9yXlEBnrx2r3tGJcYiavLtbJStHY91ampRP71LTwTEqg8f4GA0aMtTl3zuLq702vSg9/65x3COtA9pidrzVOM2RPJZy/PpPfkB1kefISd6Tu5VHCJz0d9TrBn8B1MXTNppU9EfpDktRtYu8xBoGceY37aD+/wCKsjiYiIWOqrtAL+tP4c289lE+rnwbMDmjOpSzQeri5fP8d0Okm6917M8gqarl5VbweQ3Cqnc08zdc1UIm1hJBy20eCyyaH4AgK7tsJz7SWCm8Ty85nvYbO5fOe1aqMbXenT/2Ui8oPEDhvMyAnuFFYGsez32yi5nGJ1JBEREUucyyxm+pyDjHl7F1+lFfCz4fFs/0l/pvaI/UbhAyj84gsqT52mwY+mq/DdAgkhCbw7+F2yjHxS7vLlSpSdTmcCab2smIgsT7z2ZfDpKzO5eGif1VEtpZU+EbkpV3bsZNW8QrxcS7j7+c74N2lmdSQREZE7IiW3lDc3nmfZ0XR83F15rE8THukVi7F3F6V79mBzdydk+nRc/K5NvK44e47UqVNxj2tO408/Vem7hRxOBy42F4ori9mz9HPObdhElwcf4H92/4EeKY0wCisZ9uJLXAjKZ33KepIKk/By9SLWP5anE5+maUBTqz/CD6JBLiJyx2Ts3cvKT3Jwd6ng7mfbENgy3upIIiIit83VwnLe2nSBzduPM+n8ZtoE2Gj32AOEJMRx5acvU7Z/P4a3N2ZFBZ6tWtHgqScpXr+BwuXLsfn5ETtvLh7Nm1v9Meo00zQxDINXdr7CxovreehwG3LzM9jZNgdigmnXqD3l9nIOZR0iwD2A+aPmE+ARYHXs702lT0TuqOxDB1nxYTqG4WTM47E06JBodSQREZFbKqekkne2XmTf6u08c2gBjYsywNUVm48PzsJCAAxvbxq+9BMCx4+nZMdO0n/8Y8zKSgx3d4IeeIAGTzyOS6COPLpTLhVcYuzysYQVezFoTwPc7AbRrdtx7yuvYnNx4Vj2MR5e+zD9o/vz535/tjru96bSJyJ3XN7Jk6x45wx2pzsjHwgmvGcvqyOJiIjctMLyat7ffoltK7eRePk49ybtwL1BAxpMmoj/iOG4hoZSsnUb5ce/InDsWDzi4r5+raOwkMqLF3GLjMKtoaZdW2HmlplsSt3Erzv/kqaXvdg8+z3aDxnJwEd+hGEY/O3o33j32LssGr2I+ODatVtJpU9ELFGUdJEVbxyktNqf4fe4ETN4kNWRREREfpDSSjsf705m1tbzPLZ7LoMuHwKbDe/OnYn402u4hanE1QYZpRlsvbyViS0nYjNsbPvsIw6uXEqb/oMZMn0GxdXFDFsyjA6hHfjbwL9hGIbVkW+YpneKiCX8mzTjnp/1IcAjj9VLnFxYttLqSCIiIt9LRbWDj3YmcddrW3ht3VnuMTIYdPkQQQ8+SIv9+2j86ScqfLVII59GTI6fjM24Vn363v8wXe++lxNbNpDy1RH83f15ou0T7EjfwQfHP7A47e2h0icit5x3eATj/t9QwnwzWL/Wk1NzF1sdSURE5DtVO5x8vj+V/n/aym9WnaJFQz+WPtWTx4qOYwsIIOzFF3Dx9bU6ptwkwzDoce8UPH18ObF1IwDTWk9jZNORvHXkLTambKQwK4PSgnyLk946Kn0iclt4BDdgzK/GER2YxpYdwRyZNdfqSCIiIv+Ww2my5FAaA/+8jZ8tPU6jAE/mPdaNeY93p52vSfGGjQSMGYPNw8PqqHKLuLq7k9CnPxcO7CHvShqYJk+F3s/kHbFs+e8/8cGMx1nx+u9xmk5WXlyJ3Wm3OvJN0T19InJbOSoq2PDf87iYFUvHlql0f26qziUSEZEawek0WX38Km9uPMfF7FJaR/jzQu8omr/z35QfPYZnq1Y4K8qpOHmKpsu+0DELdUxW8iXm/HQGABEtEqgoLaG0uIArbvmYdichRe6cui+YAwVHeK3vawxrMszixP9K9/SJSI3g4unJkP83lVbRyRw+G8P2P36M0167vy0TEZHazTRN1p3MYMRbO3j28yO42AzefaAjK5/pTfsjmyndsRO/QYOoOHOGilOniXzjdRW+OigstikTfvnf9L3/YTKTLpCXfpmRT73AT99YQIMR3TFMKDqfwq8TX2Fo7FCr494UrfSJyB1hOp3sefNTjpyLoVloMoN+NhlXb2+rY4mISD1imiZbz2bz+oZzHE8vpGkDH54bFMeodhG42AyclZVcGDQIz7gWxHz0Ifb8fBz5+Xg0bWp1dLnNrpw7Q256Km37DwHAYbfz98fuIyQqhty0VEbPfJnYDp0sTvmvbnSlz/VOhBERMWw2ej7/EF7vz2P3oVjKf7WIET8bhUdwiNXRRESkjjNNk10XcvnzhrMcSS0gOtiLP01oz9gOEbi6XNv4ZjqdZP7hDziycwh57U8AuAYF4RoUZGV0uUMiWsQT0eL/zuhzcXUlqlVbLh3aT0hUDA2bxf2HV9d8Kn0ickclPj4F76DlbN4Yzhe/WcvoF/rgEx1jdSwREamj9ifl8ef1Z9mXlEd4gCf/Pa4tEzpH4ebyzbucct5+m4LP5xP86CP4dO9mUVqpSdoPHk5VeRkjnn0RLz9/q+PcFG3vFBFLpG7czNol5Xi6lDH6qVYEtWptdSQREalDjqTm8/qGc+w4n0OonwdP92vG5K4xeLq5/Mtz7Tk5XBg0GL8BA4j4859q1eHcUr9pe6eI1GgxgwYwNvAAqz5KZ+nbFxg5tZhG3btbHUtERGq5E+mFvLHhHKl7DtGlJJVfT7qHScMS8XL/ZtkzTZPS7dspXLkKR14eZlUVDZ59RoVP6iSVPhGxTFjnLtwT4M/Kt46x/JN8hhasJ3bYEKtjiYhILXQ2o5g3Npxj7ckMHkzayovHVgEQ0NjAa8w3F0JMp5OMX/2KgkWLsfn54SwuJuDuu/Fo0sSK6CK3nUqfiFgqMK4l43/ux6r/2cyXyxrSP38JCfeNtzqWiIjUEpeyS3hz43lWfnUFHzcX/uh7mXZfrcZv+DBsHp4UrVpF2Isv4BocDED+/PkULl9B+ZEjhDz+OKHPPoO9oACXwECLP4nI7aN7+kSkRqgqLGDNfy8jrTCGbu3T6TT9fh3iLiIi3yo1t4y5n64l+otPiCnOImvIWDpcPk714UN4dehAzOyPqL56lUsjRhJ0//00fPmnlGzfTtrTz+DevBlBEyYQNHWqtnNKrXaj9/Sp9IlIjeGoqGDTH+ZxPiOWVtFJ3PWTqdjc3ayOJSIiNciVgnL+uvkCS/cn8976PxBgc+AbE4n91ClcgoIIfe45Au8dj+F6bUPblZ/+lMLlK3Bt1AizshLXsDCaLF6E4aa/X6T2U+kTkVrJtDvY+/ZnHD4TTUxQCkNfHod7gLbciIjUd1lFFfxtywUW77nEwOR99G7gStuNC4l65+/49u1L6c6deCUm4uL/zdH6pmlSsm0bBQsWUnHiBFF/exuvdu0s+hQit5ZKn4jUaic/W8S2nYGEeGYx8oXe+EY3tjqSiIhYILekkne3XeTTPSk4nCavp64m7uBmADxbtyZ28SJt0ZR6S0c2iEit1vqBCfiGbWTdF4Es+eNBRj2eT0j7DlbHEhGROyS/tIpZOy7xye5kKqodTItxZcq5jdgPbiZ42jTcIsLx7t5DhU/kBmilT0RqtOwjR1j9QRJVTg+Gj/cketBAqyOJiMhtVFBWxfs7LvHxrmTKqh2MahfBs4H5mL94CdPhIGjSRMJeegnD5V8PWRepb7TSJyJ1QmhiIuNfCmL1G7tZtdiNu7KW0GqKjnQQEalrCsqq+GBHEh/vTqa0ys7ItuE8NzCOiKRTXH58Ju6xjYl+7z3cIiKsjipS66j0iUiN59c4lnt+HcDaPyxny/YYirM/oeuzD+pIBxGROqCwvJqFC7ZwaOtBNoS1YVj7KGYMjCMq+RS5P5tJ2tGjuDWOofGcOTpLT+QH0vZOEak1HFWVbPufuZxOiyWuURIDXroPV29vq2OJiMgPUFhezUc7k1i7Zi+vbngTv+pyCI8geOgQ/EeP4vIT0zFcXPBKTKThyz/FLTzc6sgiNY6md4pInWQ6nRx6dx77voqgkU8aw18chHe4tvqIiNR0pmlSsHgxzlZt+eyqCx/uvERlSSkf7/oLAVQT8ZOfULR6NWUHDmBWVYGLC00WLcSzVSuro4vUWLqnT0TqJMNmo/NTDxC4fDWb1oay+He7GPlEHCHtNNlTRKQmy/x8Afm/+S8yfUP4e7/n6ds2mh+f3olRkE3jTz/Bu0sXAu8ZR3VGBtlvvIlHfLwKn8gtopU+Eam1sg4eYPXsy1Q7PRgyxpXY4UOtjiQiIv+kpNLOghV76fzrp0jzaUCTogwID8elqBBnaSlBDzxAo1+8YnVMkVpJK30iUueFde7ChLAwVr+xky+Xh9EzfR7tH5msAS8iIjVAaaWdT/Yk8/72S4w5uILuTjvR775D2MHtlO7ciUdcfzwT4vEfM8bqqCJ1nlb6RKTWqy4uYuP/LOZSdiytopPo++L9uHh4Wh1LRKReKquy8+meFGZtv0ReaRUD4kJ4cfZL+LZOIOa996yOJ1Kn3OhKn74OF5Faz83Pn2G/mkan+MucutyElb+cT0V2ltWxRETqlbIqO+9tu0ifP27hD2vO0DYygC+e6slbLewYOdkEjrvH6ogi9ZZW+kSkTjm7cBmbN3vh517AyCfbEpSgIQAiIrdTeZWDz/am8N72i+SUVNEnrgEzB7WgU+MgTLudpIkTsWdn03zTJmzu7lbHFalTdE+fiNRLLSeOxS9yF2vmVrD4rYsMGZtO46GDrY4lIlLnVFRfK3vvbrtETkklvZs3YOagODrHBuMoKSXrjTepOHOaylOniXzrLyp8Iha66dJnGIYLcBBIN01zlGEYTYD5QAhwCHjQNM0qwzA8gE+BTkAuMMk0zeTr1/gZ8CjgAGaYprnuZnOJSP0V0asXE8Iv8uVbe1n1hRc9kj4j8YkpGvAiInILlFXZmbcvlXe3XaKwsJTBYQYP3d+brk2CAai+coXUxx6nKjkZl4AAgqZMwX/IEItTi9Rvt2Kl7zngNOB//fd/BN4wTXO+YRjvcq3MvXP9n/mmaTY3DGPy9edNMgyjFTAZaA1EABsNw2hhmqbjFmQTkXrKv2kzxr8axubXFrHnaCw5/zWb/j+ZiJuvn9XRRERqpdJKO3P2pvD+9kvkllbxZMVpRu9cgFFSQmTbNynLD8VZUkLW629gz8oiZvZsfLp1tTq2iHCT9/QZhhEFfAL8DngeGA1kA41M07QbhtED+LVpmkMNw1h3/ec9hmG4AhlAKPAygGmav79+za+f95/eW/f0iciNMJ1ODr83j73HGtHAK4MRz/XAL7aZ1bFERGqN4opqPt2Twgc7LpFfVk2fuAY817Uhfg9PwL1pUzBNKk6dAsf17+ttNqLfexffPn2sDS5SD9ype/reBF4C/ver8xCgwDRN+/XfpwGR13+OBC4DXC+EhdefHwns/Ydr/uNrvsEwjCeAJwBiYmJuMrqI1AeGzUanJx8gZO0GNiwPZNH/HGfY5HQi+va1OpqISI1WVFHNJ7uS+WBnEoXl1fRvGcqzA+PoGBNE9ltvkVNSQvirv8ElKIirP38Fnx7d8UxIwHBzw7tLF6vji8g/+MGlzzCMUUCWaZqHDMPod+sifTvTNGcBs+DaSt+deE8RqRtihw3m3san+PKd4yyfV0GfpAW0fnCC7vMTEfknhWXVfLTjIvO2nyXb4cqghDBmDIyjXVQgAAVLlpDz/gf4DR2KZ8uWAMR88L6VkUXkO9zMSl8vYIxhGCMAT67d0/cXINAwDNfrq31RQPr156cD0UDa9e2dAVwb6PK/j/+vf3yNiMgtE5TQint/3ZANr61g257GZKfNpu8LU3Dx9LI6moiI5fJLq/hoVxIf70rmgf0LeTfzOB4LltEmLoKKM2fIm7uasoMHKV6zFp+ePQn/zX9ZHVlEbtAP/orbNM2fmaYZZZpmLNcGsWw2TfN+YAtw7/WnTQOWX/95xfXfc/3PN5vXbihcAUw2DMPj+uTPOGD/D80lIvKfeASHMOLVB+l4/SD3L15ZRElqstWxREQsk1tSyR/XnqH3Hzfz180XmOSZw5ik3XiXFRN5cBvOsjIuPzGdzFd/S/HGTYQ+N4PoWe/hEhBgdXQRuUG345y+nwLzDcP4LXAE+PD64x8CcwzDuADkca0oYprmScMwFgKnADvwtCZ3isjtZHN1pcfMaYQuW8WmdQ1Y+MejDJ2YTORd/ayOJiJyx2QXV/LBjkvM2ZtCebWDUe0ieLpdIK4zHofISGy+vuTPm0dVWhr2rCyi35+FV4cOuPhpCrJIbXNT0zutpOmdInIr5J08wdpZJyioDKFHxyw6PHaf7vMTkTots6CMj9cdZ/aJPKrsTp5zvcyw6jSav/wiqY88SmVSEo0//YTKc+e4+sovAPAfMZzI11+3OLmI/LMbnd6p0ici9V5VYQGb/7SUi9mxNAtNYsAL9+AeGGR1LBGRW+pqbglr/zqHyNULiC7O5HLz9jR98TkcL83EWVSES2AgjuJiot/5O759+2La7RStWYPh4YHvXXdh8/Cw+iOIyD9R6RMR+R5Mp5OjH85nz6FQAj1yGfZEG4Jbt7E6lojITUvPLmL9m7NpvHYR4aW55DeMJnRgP8zVK3AUFoLNRsDo0RQuX074735H4Ph7rI4sIjdIpU9E5AdI27qN9YvysTvdGDDUSfOxo62OJCLyg6RcyWfLGx/QdONSQssLyIlsStSzTxM7ZhiGzUZVWjpXXnwR727dCPvxTOx5ebgGB1sdW0S+B5U+EZEfqORyCuve3EZGaRQdmqfQY8YD2NzdrI4lInJDziVnsfON92m5dTnBlcVkNW5J4+eeofHwgRiGYXU8EbmFVPpERG6Co6KCXX+Zx/GkWCL8LjNk5kB8IqOsjiUi8q1OnE1n3xvv0Xr3agKqysiKa0uz52cQ2a+Xyp5IHaXSJyJyC5xdtIytmz1wt1UweEIQUf36WR1JROQbDh1P4ugb79Fu/zp87RVktupM/E9m0KhHF6ujichtptInInKL5H51lHUfnqGgMoQubTPoNP0+bK6345hTEZEbY5omew6e59Rf3iXx6Ga87ZVkdehBq5eeI7Rje6vjicgdotInInILVRUVsu2NJZy7GktUQCqDZw7BOzzC6lgiUs+YpsnWnSe49PZ7dDq+DTfTQW6Xu2j38nMEtoq3Op6I3GEqfSIit5jpdHJ6/lK2b/fFw6WcIRODiLyrn9WxRKQecDhNNm4+Qvrf36Xz6d0YmBT0HkSHl2bgF9fM6ngiYhGVPhGR2yTn2FHWfXiWwqpgurbNoKO2e4rIbVLtcLJ21R5y33+fzhcP4DRsFA8YTuJLz+IdE211PBGxmEqfiMhtVFVYyNY3lnA+I5bogBQGzRyq7Z4icstU2h18uXAT5R9/RGLqMSpd3SkfMpqOLz2LR6OGVscTkRpCpU9E5Db75nbPMoZMDNZ2TxG5KaWV1Xz5yUqMeZ/QOuMcZR7e2O+eQMeZT+Cmg9NF5J+o9ImI3CE5R4+y7qNr2z27tLlKpx9N0XZPEfleCkorWTdrId6L59I8N4VinwBsE++nw9MP4+rra3U8EamhVPpERO6gqsJCtr15bbpnhN9lBj3dB7/YplbHEpEaLjO/mA1/nUvYqgVEF2WQHxiK94MP0e6x+7F5eFgdT0RqOJU+EZE7zDRNzi5azvYtbtgMB/2H2mh29yirY4lIDZR8JZdtb86m8calNCzLJzcsiqDHn6DVfeMwtFNARG6QSp+IiEUKzp9lwzsHyCqLoFV0Er1nTMDNz9/qWCJSA5w6f4W9b75P/M7VBFUWkxXTgqinfkTTMUMxbDar44lILaPSJyJiIUdlJfv//jmHz0YR5J7N4IdbEJrYyepYImIB0zQ5ePQSX731Hu0ObMDXXkFmyw40//HTRN7VC8MwrI4oIrWUSp+ISA1wectWNi7Oo8LhQ88uubR7aBKGi4vVsUTkDnA6TbbvPM6lv80i8cR23B12chJ70OqFGYR2bm91PBGpA1T6RERqiPLMTDa/tZrk3FhiglIYOENn+onUZXaHk3Vr9pI96wM6nd8HQH7PgbR/6VkCWsZZnE5E6hKVPhGRGsR0OjkxZzG79vjj7lLOwLt9aTxksNWxROQWqqh2sHr+eirnfExi6ldUubpRMnAkiS8+jXd0lNXxRKQOUukTEamBco9/xfoPT5BX0Yi2scn0eOZe3Hw15EWkNisorWTtB0vwXDyXltmXrh2oPuZeEmc8jntoA6vjiUgdptInIlJD2cvK2Pu3hRy7GEOgexaD7m9Cw27drI4lIt9TZm4xG9/+lNDVi4kuyqDQPwSP+x6g3eMP4KID1UXkDlDpExGp4dK2bmXT4hxK7QF0bn2VTtMn4eKuw5hFaroLyRns+cuHxG5dSYPyQnIaxhD86CO0uu8eDDc3q6TGjIoAACAASURBVOOJSD2i0iciUgtU5uWy4+3lnL0SS5h3OoMe60hQq9ZWxxKRf+PQkfOceGsWrQ5uxLe6goymrYl5ajpNRw7SsQsiYgmVPhGRWuTC8tVsXefAYbrRo2shbR+cgOGqox1ErOZ0mmzZdJD09z6gw6lduDidZHboQcKPnyK8m87eFBFrqfSJiNQypemX2fz2RlLzGxMdkMKAp/vjGxNrdSyReqmi2sG6xZso/WQ27ZOP4XBxIa/3YBJ/8gwBzZtaHU9EBFDpExGplUynk5NzF7Nrty8uhp27BprE3TMGtHVM5I4oKK1i7UdLcV80l4SsC5R5eFMxYhydZj6BZ8Mwq+OJiHyDSp+ISC1WcPYMG2ftJ7M0imahSfR9argOdBe5jS5nF7L57bk0XLuYxoVXKfILxnXSFNr/aBqumsQpIjWUSp+ISC3nrKrm6OwF7DsSirutgr6DDJqPHYVhs1kdTaTOOHkunX1//YjmO1cTWl5IXlg0wY8+QvyU8ZrEKSI1nkqfiEgdkXfiOJs+OkpWWSRNQ5O566lhWvUTuQmmabJ79wnO//1D2h7bire9kqxmrYl96gliRgzWJE4RqTVU+kRE6pBrq34L2XekgVb9RH6gaoeTTcu2kDf7Y9pdPAxAduc+tJn5JKGd2lucTkTk+1PpExGpg/JOnmDTh0eurfo1SOKup3Wvn8h3KSitZMOHS3Bb8jktMy9Q7uZJyeBRdPrxdHyio6yOJyLyg6n0iYjUUc5qO0dnL2D/4RBcbVX0HQhx47TqJ/LPUq/ksv3tT2i0YRmRxdkU+IXAvZPp/OQ03Pz9rI4nInLTVPpEROq4vJMn2fzRYTJLI2nSIJm7nhyMT2S01bFELHfo6AWOv/0h8fvXE1BVRnZEU0IefphW943FcHW1Op6IyC2j0iciUg847XaOzV7IvkPBuBh2evWuIOG+e7TqJ/WO3eFk87p9ZHzwEe3P7MXV6SCzTWfinplO1F09NZxFROoklT4RkXqk4OwZtn64j/SiaCL8LtP/0a4ExidYHUvktisqr2LdnFWYC+bSNv0UVS5u5PcZTIcfP0lgy+ZWxxMRua1U+kRE6hnT6eT0/KXs2uGJw3Slc/tsEh+diIu7h9XRRG65y1mFbH5nHqFrltCkIJ0Sb3/sY8bT6dnHcA8JtjqeiMgdodInIlJPlaansePd9VzMjiXEM4P+9zejYZduVscSuSWOHk/iyN8+Im7vekIqisgLjcT/wam0njYJm4e+4BCR+kWlT0Sknru0ag3b15RT5vCjXbM0uk6/B3f/AKtjiXxvDqfJ1jW7ufLRJ7Q7vQd3p52M+ESaTn+EmKEDdA+riNRbKn0iIkJlfh57313OiZTG+LnmcteYIBoPGWR1LJEbUlRWyaaPvsBcMp+Eq2epdHEjv/dgOsycTlBCC6vjiYhYTqVPRES+dmXnTrYuSiO/Moy4hsn0ekLHO0jNdSk1iz1/+4TwTSsIL8mhwDcI59gJdH5yGh66X09E5GsqfSIi8g2O8nIOfbCYQyfDcDWq6da1lDYPjsemc8ukBjBNk107vuLS+x/T6shWfOwVZETH0WDaVNpMuhvDzc3qiCIiNY5Kn4iI/FsFZ8+w7aO9pBXGEOp1hX5TWhDWpavVsaSeKq2sZsP8dVR8Ppc2yccwDYOsjr2Jf/oxInt2sTqeiEiNptInIiLfynQ6ubBsFTs3OShz+NE2NpVuT4zBI7iB1dGknricWcC2d+cRvPYLmuSnUerhQ9mwMXSa8Rg+kRFWxxMRqRVU+kRE5DtV5uexb9ZyTiRF4elSQu8BLsSNG6VpiHJbmKbJgSMXOfHux8TvW09QZTG5DSLxuf8B2k2biIu3t9URRURqFZU+ERG5YVkHD7Bt3lmyyiKICkjlroe7ERifYHUsqSMqqh1sXLqF/LlzaX/hAG5OBxmtOtF0+qPEDOmHYRhWRxQRqZVU+kRE5Htx2u2cnLuEvXt9sJtuJCZk0OmRcbj5+VsdTWqpjJwitrz3Ob5ffkHz3BQq3DwovmsoHZ59HP+Wza2OJyJS66n0iYjID1Kansbu99dzLiMWX9c8eg3yoNmYkdryKTfENE2OHD7Hqfc+pum+jQRVlpAXHI7HhEl0eGwKrn5+VkcUEakzVPpEROSmXNm5k+2LU8itCCfSP5U+UzsS0qad1bGkhiqvsrNpwTpK5n9Om0tHMEyTq6060/TxaTQZNkBbOEVEbgOVPhERuWnXtnwuZd8+T6qcXrRtmkbXx0Zryqd8LSU9l13vziV4w3IaF1yh1MOb4gEjSHzmUQKbxVodT0SkTlPpExGRW6Y8K4t9H6ziZGoMXi4l9OjtIH7CWAxXF6ujiQWcTpOdO46R/OGnxB/Zil91OdkNY/CZNIUOD03QFE4RkTtEpU9ERG657MOH2D7vJBklUTT0SaPPpJY07NrN6lhyhxSUVLJxzgocSxfS5vLJawepd+hBix89SmTf7trCKSJyh6n0iYjIbWE6nZxbvILd20zKHH4kRKbQ7ZEh+ERGWx1NbpOT59I48N5coratJrIkmxIvfypHjKHjU4/gHRludTwRkXpLpU9ERG6rqsICDnywjK/OR2Az7HRqm0uHaeNw9fG1OprcAlV2J5tXbCN77ue0ObMXT0c12dHNCXnwARImj8Pm7m51RBGRek+lT0RE7oiC82fZ88kuLuVcO+Kh5wB3mo8dpSMeaqkrmXnseG8+PuuW0yw3lUpXd/J79Kftk4/QoKOmt4qI1CQqfSIickelb9vOzmWXySkPp5FPGr0mtKBR9+5Wx5Ib4HSa7Nl6mOSP59DiyHZ8q8vJDYnA7Z576fjY/bgF+FsdUURE/g2VPhERueOcdjtnFi1n304bZY4A4hol0eOh/vjFNrU6mvwbOQUlbJ29FNuKpSRcPYvd5kJG++7EPTaNxgN6azCLiEgNp9InIiKWqSos5PDHyzh6uiEAiQmZJD48Fnf/AIuTiWmaHDhwhrMffEaT/RsJqSiiwC8E+4i76fjkVHwaNbQ6ooiI3CCVPhERsVxR0iX2fryV85mxeLsU0qV7Na0mjdUQEAsUlFSyee4qqr5YRJuU4ximSUZ8IlHT7qfFmKEYLjpzUUSktlHpExGRGiNjz152LznH1ZIogtwz6T4kgCYjhmnYy21mmibHTqVybNYconatI6IkhxJPX8oGjSTxqYfxb9rY6ogiInITVPpERKRGMZ1Okr5cx571hRRUhdHIN42e9zQjvGcvq6PVOSUV1Wyev5biJYtpe/EQbk4HmY3jCb3/PhIma6VVRKSuUOkTEZEayVlVzemFy9i/x5UyRwBNQpLpcX83glq1tjparXf6VDKH359Lox3riCjJpszdm+K+g2g3fSrBbfXvV0SkrlHpExGRGq26uIhjc5Zz+HgwdtOdVjGpdJk2BJ/IaKuj1SqlFVVs/XwNpUsWE3/xCG6mg4yYlgRNmkjbKeNw8fKyOqKIiNwmKn0iIlIrlGVkcPCTNZxMisRm2OmQkE3i1DG4BwZZHa3GMk2T48cvcfyDuUTsWk+j0lxKPXwo6DOY9j+aRmibeKsjiojIHaDSJyIitUrB+bPsm7OLC1mxeNmK6NSpnNb33Y2rt7fV0WqMgtJKts5dReUXS2iVfAxX08mV2FYET5pIu/vuxsXT0+qIIiJyB6n0iYhIrZR5YB97Fp0mvSgGX9d8Ond3Ej9xDC7uHlZHs4Rpmhw8eI4zs+cSs3cjYWX5lHj6UtJvKO1+NJWQ+BZWRxQREYuo9ImISK2WtnUre1deJrM0En+3HLr2dSdu3Chsrq5WR7sjcgrL2DJnBc6VX9A69QQuppOrzdrScMokEiaM1gROERFR6RMRkdrPdDpJWb+RvWuzya0IJ9gjg64DA2g6anidPOPP6TTZvf0ol+bMp+mhrYRUFFHi5U/5wOG0/9FUApo3tTqiiIjUICp9IiJSZ5h2BxdWrWH/5hIKqsII9bpCt+GNiBk0oE6UvysZeez6cCFu61fTMvMCTsMgM74jkfdNoMXY4Rha1RMRkX9DpU9EROocZ1U1Z5eu4sBOO8X2EML9LtN9dFMi+vaxOtr3VlFtZ9fyrWQvXEzcqb142yvJC2yIOWwUiY9PwScywuqIIiJSw6n0iYhIneWoqODUghUc3O9KmSOQ6IBUuoyJI7xXL6ujfacTxy9x/OP5NNixnqiiTCpd3cnq2Ju4aVOIHdATwzCsjigiIrWESp+IiNR51aUlnJi3giNHvCl3+hMVkEqX0c2J6N3b6mjfkFNQyvbPVmBftZyElOO4mk6uRsXhM3YcHadNwM3P1+qIIiJSC6n0iYhIvVFdXMyJ+Ss5ctSbcoc/kf6pdBnVlMi+fS3LZHc42bX5IKnzFtL0yHaCK4op9vKjtN9Q2j76AA3atLQsm4iI1A0qfSIiUu9UlxRzcv4qDh/xpNwRQKT/ZbqMjCXyrrvuWIbzSVc5MHsxPlvW0CI7CYdhI7NVJyLvm0jLu4diuLndsSwiIlK3qfSJiEi9VV1awqn5qzh82IMyRwARfpfpMqIxkXf1vS3TPgtKKtj++WpKVq4k4eJhPB3V5AWHYxs5hg6P3odXo4a3/D1FRERU+kREpN6zl5ZwcuEqDh90p8wRSLjvZboMjyaqf7+bLn8Op8m+zQdInreYmMPbCKkooszdm8Ie/UiYNolGPbpoKIuIiNxWKn0iIiLX2cvKOLVwJYcPulJqDyLMO51OAxrQZNgQDFeX73Wts2cvc/TjhfhvX0ds7mUcho2Mlok0nHgPre4ZgYun5236FCIiIt+k0iciIvJP7OXlnFm8iiP7oag6hGCPDDr29ibu7pHY3L/9Xrvs/BJ2zVlO9ZqVxCdfm76ZGRaDbdgoOj0yCZ9GYXfwU4iIiFyj0iciIvItnFXVnF/xJYd3lJFX2RB/txwSu5jE3zsaV29vAMqr7OxYuZ3sJUtpfmIP/lVlFHkHUNJ7IK0fnkyjxLYWfwoREanvVPpERES+g2l3kLx+I4c2ZZFZGom3SyHRUVlkpV0h9MA2oooyqXJxI6tdN2Im30uLkQMxXF2tji0iIgLceOnT31wiIlJvGa4uNBkxFHv8FU7+fQ6lmf6cTWmJa3UkPjEOirtFkvj4FNoHBlgdVURE5AdT6RMRkXopt6CUXXNXUL7mS1peOkpLp538wFCqug2g2D+KVLcBZFyqoPK9JbQf3xv/5i2sjiwiIvKDqPSJiEi9UVZRze5lm8hdtoImJ/cSV11OsacfuXcNI/6BCcT3/L9jFvJOnuDIkv2cSIri+J9SaBa2g8RRbQjr2s3iTyEiIvL96J4+ERGp06odTvZu2k/awi+IPLyD0LJ8Kl3cyWzfnZiJ44gfORDD7dsnd5ZcTuGrRVs4eb4BVaY3EX6pJA4Ip/HgQd/7uAcREZFbSYNcRESk3nI6TY4cOsPZeUsJ3rOZxgVXcBg2rsa1J/Du0XSYNAY3X5/vdc2qwgJOLVrDsaNulNiDCXLPpEM3V1qMG/n1xE8REZE7SaVPRETqndPn0zj62VK8tm4kLvMCNkyuRsXhOWw4Habei3dY6E2/h6Oqiosr13JkZzE55eF4uRTSrnUJbSYMxTNU5/WJiMido9InIiL1QuqVXPbOW4m5cR0JqcdxczrIDQ7HOXAo7R6aSGCzJrflfU2nk/Tt2zmyLonU/Ma4GhUkNM6g3djuBMa3ui3vKSIi8o9U+kREpM7Kyi1mz/xVlK9bS4uLR/FyVFHkE0BZrwEkTJ1Iw07tvx7IcifkfnWMo8sPcS49EiduNA5Kod3AaKIHDMCw2e5YDhERqV9U+kREpE4pKCpj76K1FK5ZQ7MzB/GxV1Di6UNhlz40mzSO2P69MFysHaxSdvUKJ5Zs4sRpX8odAQR5ZNKuk42W44bj5udvaTYREal7VPpERKTWKyqtYM/SDRSs/pLYUwfwryqlzN2LnMQeNB5/Ny2H9/+Pkzet4iiv4MLKtRzbU0J2eQQethJaNcul7fi++MU2szqeiIjUESp9IiJSKxWXV7F7+WZyV35J7Im9BFUWU+HqTlbbbjQaO5o2Y4fg4uFhdcwbYjqdZOzZw7F1Z7mUFQ1A09BU2g1tSXjPntr6KSIiN0WlT0REao3Symp2rdpB9opVxHy1hwblBVS5uJHZuhNhY0bRZtxwXH1q97EIxcmXOL50O6cuBFPp9CXU6wptu3rRfPQQ3Hz9rI4nIiK1kEqfiIjUaGWVdnav203GslVEHttNo9Jc7DYXMuITCRk1knYTRuHq52t1zFuuuriYs8vWcvygnbzKhnjYSohvkkub0d0JjE+wOp6IiNQiKn0iIlLjlFfZ2bN6BxkrvyTi2G4alubhMGxkxrUlcMRI2k4eg3tggNUx7wjT6eTqzl0c33ieS1lROHElOjCFNr0bETtkEDb3mnevooiI1Cy3vfQZhhENfAo0BExglmmafzEMIxhYAMQCycBE0zTzjWuzs/8CjADKgIdM0zx8/VrTgF9cv/RvTdP85LveX6VPRKR2KK+sZt+qbWSu/JLwr/YSWpaP3bCRGdeOwGFDaTtxNB4NQqyOaanS9DROL9vCydPelNiD8HXNo3WrchLu7o9PZJTV8UREpIa6E6UvHAg3TfOwYRh+wCFgLPAQkGea5h8Mw3gZCDJN86eGYYwAnuVa6esG/MU0zW7XS+JBoDPXyuMhoJNpmvn/6f1V+kREaq7iskr2Lt9M3pdriTyxj5DyQqptLmS06EDg8KG0nzAKj+Agq2PWOM6qapLXb+TEjkwuF8Zgw07TsDTaDoojvHcvDX4REZFvuOPbOw3DWA68ff1XP9M0r14vhltN02xpGMZ713/+/PrzzwL9/veXaZrTrz/+jed9G5U+EZGaJb+ojL1fbKRg7TpiT+0nsLKEKhc3MuITCRo2lPYTR+ERoLPqblTBmdOcWLmXM0kNqHT6EOyRSZtEGy3uHoxHULDV8UREpAa40dLneoveLBZIBPYBDU3TvHr9jzK4tv0TIBK4/A8vS7v+2Lc9/u/e5wngCYCYmJhbEV1ERG5CVl4J+5aso3jDepqdOUhsVRmVru5ktu6Mx8jhtB03jPZ1cBjLnRAYn0Dv+AS6lRRzfsV6ThxwsH1vQ3bv20fz8KskDGihYx9EROSG3HTpMwzDF1gCzDRNs+jarXvXmKZpGoZxyybFmKY5C5gF11b6btV1RUTkxqVn5LF/0VrKN2+m+YXDNK8up9zNk5y2XfEaPZy2dw+hg3ftPl6hJnHz9aPVlPEkTHaSffgQp9Ync+5yQ858VkXQogW0amvScvRAvBo2/O6LiYhIvXRTpc8wDDeuFb65pmkuvf5wpmEY4f+wvTPr+uPpQPQ/vDzq+mPpXNvi+Y+Pb72ZXCIicmslXUznyKLVOLdvoVnKSeId1ZS5e5Of2B2/sSNpP2IgLp6eVses0wybjbDOXQjr3IWeRYVcWLWRU4fs7DoYyZ6Dx2galkaru2KJuusuDFcXq+OKiEgNcjODXAzgE64NbZn5D4+/BuT+wyCXYNM0XzIMYyTwDP83yOUt0zS7Xh/kcgjoeP0Sh7k2yCXvP72/7ukTEbl9TNPk5JFznF26Grfd22l69TwuppNCn0CKO/eiydjhNBvUF8NNxwpYLferY5xae5izySFUOn3xd8shoVUlCWP64RMZ/d0XEBGRWutOTO/sDewAjgPO6w//nGv39S0EYoAUrh3ZkHe9JL4NDOPakQ0Pm6Z58Pq1Hrn+WoDfmaY5+7veX6VPROTWqrI7OLT1EKkr1uB/cBexeddut84KjqCqex9ajB9JTM/O/OM2fqk57GVlXFqzkVP78kkvisbAQeOQy7TqFUnMoH64uHtYHVFERG4xHc4uIiLfqai0gn2rtpOzdj2Nju+jUUkOAFcim2P06UfrCaNp2LqFxSnl+yo4e4bTX+7l9IUAyh0BeLkU0SI2n/jBiTTo0MHqeCIicouo9ImIyL91JbuQg0vWUbJ5M7FnDxNUWYzd5kJGszb4DBhI24mj8YtsZHVM+f/t3Xl83Hd97/vXdxZpNIv2fd8sy2u8x04cg7MntEAgpWnhQAM9nN5SLudxaE8pt7TknFIepfcWCJSUFpIDtNDQFJqwNQmxs2E78b5KlmXL2rfROiONNJqZ7/1DE+MshEBkjzR6Px8PPTS/RdLn5+9orPf8vssCiEdn6frp07Tu7+XicCUJXBRm9dG8zkXT23Zr8hcRkSVOoU9ERID58XmtrZ2c/vefkNj3PA1dp/HGZom4PYys2Uzh7bey5q7bydAaemktMjTEuR/tpfXEHMORchzEqC3soXlHOdW37Fb3TxGRJUihT0RkGYvG4hx9+hCdP3wC7+H91A1fxIFlwpdHaNN2qn/jVhpv340zU3/oL0fB48doffIobR15ROLZZDkmaaobo/mWDRRu2Jjq8kRE5A1S6BMRWWZGxsIcfvRJxp7aS+npQxRPjwHQX1YH23fS/K47KdtyjSZikUtes/unp5+Vaw0rbt+Jr7I61SWKiMjrUOgTEUlzL3XbbPnef5LY9xx1nfPdNmedbgZWrMf31rey/u63kVNZlupSZQmIDA1x7sfJ7p/T5RjiVOT00LQxm4bbd5ORm5/qEkVE5BUU+kRE0lAkGuPQnoP0/OQJAkcOUDfciQPLuC+XyY3bKbv9FlbfuRuXNyvVpcoSNtZyhrYnD9F2zsPkXCFOotQW97Ly2nKqb9qN0+NJdYkiIoJCn4hI2ugbGOXwoz8l9MyzVLQeudRtc6CsHrtjJyvvuoNydduUK8AmEgy+8CJtz7RwriufmUSATEeYxsphmnatpGz7DozLmeoyRUSWLYU+EZElKhZPcPLACc7/8Emchw5Q39tGRiLGjCuDYNN6sm+8kTXvugN/uZZVkKsnHp2le++ztO3vpmOwlJj1EHCNsKJhiqabN1Kw7ppUlygisuwo9ImILCHDwXGOPvoUE08/Q1HLEUrCIwAM5Zcxu+laau64mcabd2q2TVkUopMTdDzxNG2HR+keq8TiJD9zgMYVMRpv3Eze6jWpLlFEZFlQ6BMRWcRi8QTHDpzk4g+fxHX4AHU9Z+fv5jkzGGxci+f6nax71x0UNNamulSR1zXd38/5x5+l/fQMfaEKwEGBp58VKxM03rSVnKbmVJcoIpK2FPpERBaZvsFRjj22h8lnn6Wk5Sil4SAAw3mlRDZuo+K2m2i+dReuLE2SIUtTuLuT80/uo/30HANTlQAUZfXR2GxovOVasusbU1yhiEh6UegTEUmxmbkYR587Stfje3EfeZH63rNkJmLMOt0MNa7Du3Mnq955OwUr6lJdqsiCm+y4wPmfHqC9JcHQdDkAJb4eGle5aLxlB/4aPe9FRN4shT4RkRToPN/LyR88SWTfPsrOnaAgMgHASF4pM5u2UXnbTay4dZemvJdlZaK9jfafHqT9LAQj8+tGlvp6aFjlon73VrIbVqS4QhGRpUmhT0TkKhifmOLoT54j+PQzBE4doSrYjQPLVEYWIyuvIbBzJ2t+82Zy6mtSXarIojDe2sK5pw5x/pyDkZn5AFiY1UfDCkv9WzaQv2ZdiisUEVk6FPpERK6A2bk4J352jK4n9uI4/CK1Pa144nPEjIP+ihWwZRsNd95E3XWbcbhcqS5XZFGbONfGhacPcb41zuBUBQB5mUPU18/QsHMNhRs3YxyOFFcpIrJ4KfSJiCwAay1tbT20/OgpZvfvp7z9BIWRcQCCuSVMrdtM0Y27WHvnbjJzslNcrcjSFe7uouOp/Zw/E6FvsgKLk4BrhPqaMA3XNVF67XYtBC8i8goKfSIiv6bBoTGO/fgZRp/fT3bLMWpH5rtsTmdkEWxaj+/661n99pvJb9BEFCJXQmRwkI49z3Ph5CTdo+UkcON1TlBXOUb91hoqdl6vcbEiIij0iYi8YeFwhGM/3cfAnufIPHmEmoELuG2cmMPJUEUjjm3XUn/HjVTv2IJx6k6DyNU0OzZK557nuXAsSGewlJj14DYRqosGqVuXT81br8NTVJzqMkVEUkKhT0TkF4jMznHi6YP07nkOx7HDVPecJSseJYFhsKSa2DWbKd99A8233IDL70t1uSKSFJsK0/PcPjoO93CxL4/peA6GOGWBPupWuqndtYlcLQYvIsuIQp+ISNLsXJyTB07Q+dNn4chBKjtbyI5OA/MLo4fXbKDghutZe+dufEUFKa5WRN4IG4szdOQQHftbudjhZmSmFIC8zEHqamap3d5EybZtmlBJRNKaQp+ILFuxeIJTx85x4YmnmTt0kIoLpy6tlzfuy2Ni1TXkXH8dq+7cTW5NZYqrFZGFMHm+nY5nD3GxdYa+iXISuPA4QtSWjVC3oZTKt1xPRnZOqssUEVlQCn0ismwkEpaWY2dpf/JZZg8doujCGUqnRgAIe3yMNq3Hd+12mt+2m4KVjRhjUlyxiFxJs6MjdD39MzpOBOkcLCZqvTiYozynn5oVmdRct57c5lVaDkJEljyFPhFJW7F4grNHW+l46jlmDx+m6PxpiqZGAZjK9DLasBrPlm2suHUXpZvW6Q87kWUsHp2lf99+Og9fpLMrk7HZEgCy3UFqKsJUb6iiYud23P5AiisVEfnVKfSJSNqIxuKcOXiGzj3PM3fkECUdZyicnl8rL5TpJ9iwmqwtW1hx6y4qFPJE5HVMXjhP1/OH6WydomeshJj14CRKRV4/NU1Z1OzcSM6KlakuU0TkDVHoE5ElKxKNcerASbr3Pk/82BHKOloomJkfkxfy+BlpXItn6xYabt5F1cY1Cnki8muJTU/Tt28/nUe66OzxMhEtAiAnY5iaymlqNlVTft0OXF5viisVEXltCn0ismSEp2c58ewh+p47gD1xnPLuVvJnQgBMerMZa1yLd1uyu+a6Zo3JE5ErYrytla6fHaOzLULvWBlxMnASpTy3n6qGTKq2rqZg/Xq90SQii4ZCYsH2YgAAH2dJREFUn4gsWqPBCU7t2c/w/hdxnT5BZV873tgsAOP+fCZXrCFw7TaabttFQfMKhTwRuermwiF6nz9A94keuns9l8YCep0TVBWPUbUqn8rrt+Cr0AzAIpI6Cn0isihYa+k430fbU88TOngYX9spKoe7cNs4CQxDhRXMrFxL3vatNN9yA7m1VakuWUTkVcKdF+ned5ju1gm6hwuYScxP/FLgGaCqcpaqDdWU77gWl8+f4kpFZDlR6BORlJiZi3HmcCtdz+wjevQo+RdaqJgcBGDO4WSgvIH4mvUU7djGqpuvx1eYn+KKRUR+NTYWJ3j8KF0HW+m+EKN/sowEbpxEKcsZoKrBTfW21RSsXY9xOVNdroikMYU+EbkqRsenOPn0iwweOIQ5fYLy7jbyZyYBmMrIYqS2GeeGjVTt2kHD9VtwZXlSXLGIyMKaC03St/9Fuo/30N2TyWiyK2iWY5KKwlEqGv1UbltHTtNKjQcUkQWl0CciC85ay4XWi5zbu5/Q4aNktZ+hariLjEQMgLFAPqEVa/Ft3kT9jddTds1q/YEjIstOuLuL7p8dprdtjJ6hHKZieQD4nONUFI9T2ZRDxbXXkF3fmOJKRWSpU+gTkTdtMjTNmWcPMbj/IInTJynsbKNwegyAqMPFcFkd8VVrKNy2hZU3XYe/oizFFYuILC42kWDiXBs9L56k91yI3mA+kUQ2ML9AfEVJiIrmQiqv3YivqjrF1YrIUqPQJyK/knjCcq7lIh1P7yd89Bje9jNUDHWSmbyLN+rLY7xuJRnrr6H6hmtp3LEJpyczxVWLiCwtNpFg9PQpeg+doef8NH2jRcwmfADkZgxRUTZN5aoiKnZsJaukNMXViship9AnIq9reGSSM88dZujFw3D6FMXdbRQn7+LNOZwMldYx17yGvK2badq9g/xaTUsuIrLQErEYIyeO03P4LL0XZukbL2bOZgGQlzlIeUmE8qYCyrauJ1BTl+JqRWSxUegTkUtmozFaXzxJ175DzJw8ib/jLBUjvbhtHIBxfx4Tdc14rrmGyp3bqNuxCWem7uKJiFxt8WiU4SNH6D3aTl/XHP2XhcCAe4TyohDljdmUb1qjiWFERKFPZLmKxxNcaLnAxecPEjp2goz2VsoGOi4tfh5xewhW1EPzagq3bGLFrm0EqitSXLWIiLyW+TuBJ+g71kZfxzT9Iz8fE+h1TlBeMEpZnZ/yjU1aIkJkGVLoE1kGrLV0XRyk/WcvMnb4OM6zZyjuu3BpyYQ5h5PBomqijSsJbLiG+hu2UrF+ld4ZFhFZomwiwfjZVvoOn6bvfIi+4WzCsfn1TjMdYcpyg5TVZFK2rpaiDRtxeb0prlhEriSFPpE01D8wxtmfHSZ4+Di29Qz53e2Uh4YuHR/KLWWqronMdeuovG4L9ds34tZkKyIiaW2y4zz9B0/Sd26UvkEv49FiABzMUewbpLQsTmlTMaWb1+OrqEpxtSKykBT6RBah2MgIM2fO4Fm1Cldh4auOJ6anCe3ZC9YyhYPOwUkGL3QTP3uWnJ7zlE4M4mT+d3bCm8N4TROuNWso3baZhp1byMrPvdqXJCIii8x0fz8DR44xcHaQgT7DULiEOBnA/DIRpQUhSuv8lK5rpGDtehwZ7hRXLCK/LoU+kUUm2tnJhbvehZ2exveWXVR/9auXjg2FZjj73GG8n/1zvMMDr/raMV8uk5X1OFauonjzehqu20Kgqvxqli8iIktUfGaG4ePHGDjZwUBnhP7RXKbj828SuswMJYEhyioMJc3lFK5fj6+0GGNMiqsWkTfijYY+19UoRiSdJGZncfwKM1tGOztJzM4S3rMXOz2N67Y7mHr8Jzzwz3s5GPNzqneC0Ykp/n7P30Fshq/d9kfkNdSxqiCDFWU5rGyuZlV5yRW8IhERSWdOj4fSa7dTeu12YH5cYKizg4EjpxloDzIwkMHhlhJsixO+f5pM50EKsqfIL/VQUF9G1dZV5JQGUnwVIvJmKPSJ/AomfvAD+j/1F9Q+/DCelU0AxIaHCT/7HO7yMrxbt2Jc879WiYTlwtEzzHz4XuIJy7g3h8mCGv7CbOWb5nGyvvZlmmtWcnOmpXJmjKLwEAX3f5kHbr0plZcoIiJpzjgcZNc1kF3XQFNy39zkBMPHjjHS1sFIT4iRsUzaWr1EW8Lwo4PkZQUpL5nBV1yAt6KajLwickq8FFT6cTo1OZjIYqfunSJvkLWWjre/g9lz58jatIn8972X0J69hJ54AhuNAhBat5nH7/kfnBie4Vz3CJ97/G/JnQ3jm5vBgeXIbb+D/Z0PsOHbX8L5xI/mv7ExYC2BW2+l8v4vpvAKRUREkqzFjl5g8swxLh4f5GJnJsGpAmaSy0W8xOWMU1rhYM3uOuq21OJ0KwCKXE0a0yfyJiSmp7GJBE6//9K+qQMv0PV7v4f72u3MvXAAgIg3wNGaDXy3fAsrhzr4bycf5cWKtfzo3R/jt84+xfrHv4P9my+S/bOnCD32GPU//jGZ9XXYWIzY6CjOQADj8WBnZjCZmVpKQUREFq9YlHj/KabbjxPtaWW0a4SBkQAXZ7cyGS/FZaIU545RWJpB5bpyyresJTNb3UJFriSFPpE3KHL6NA6vl8y6OgDmhobofO/7wOVi7n9/jvD/+zk6y1dQtu8pXJEp3n/LJ7m+7yQDvnzGalbSXJFDc1k2q8qyad77H8T/4UsUfPjDjH7rW/hvuIHK+79IPBwmcvQY/ht2pvhqRUREFtDMBImeI3QfaqezbYbhUQ/BmUpiZGKIk+cJUpQ/Q2Glj8IVVRSuX4snR0FQZKEo9Elai/b04vBkvuayB7+ITSQu3UmLjY4SOXECR0YG3X/wf+GorGLoCw/R2j/Oyk//3+QM9eCOx5hyefDEozhtgklvNs/87scp2L6VVWUBVpVmk+fLePnPiMXoeM97mD3TgrummpqHHsJdrlk2RURkmbCW+GgPA4eP09MaZLg/QXAym6l4/qVTAu4xCvOmKSz3UNxUQdH61fgKteSQyK9DoU/Slo3FaL/lVlxFRdQ+/K9vaFrp8e//B4Of+Qz5f/ZnDPUMwT99BUdsDoA5hwt3IsZ/3/VRCmYm+dSL3+Cx3/gDtnQdp/zEfsxffoaKNSvIqqzAlZ//S34SRLu7mdq3n5x3vuNXmuVTREQkLVnLdO9FRk6dYfj8IMGBKMHxAGNzJcD8m7EB9yilBWHyy7zk1VVQsGYVOWV5GIeWjhB5PQp9khastXT/wR/gysun9NN/icPjIbRnLz1/+IcAVD/0IL4dO7DWviz8zcUTdOw7QrvDR+ipvaz/9peIOt0kgIx4jIMlzfxnw/XsjPQwuW0nb3/ofxN7y834g/0wNEjDE4+TiMww23IG79atKbp6ERGRNGUt0eFugidOMXRugP6eBMMT2YRiP+/B43bMUJg9SWGJg6LaAgpXN5LfUIXTpfHvIi/ROn2yZEz84AeMfP1Bij/+8VeNeZttO8fUM88CEDl1ktx330346adxFs3/pzD8D19lqLSO0L3vpWvrjTy+6U7aBkLknjrIp372dUygmJrZEO0lDTz/7j/kfQ/+ObHySq7/+ld5b0UB7uQ0033DR5j43veYA4o/8acYpxOn36fAJyIiciUYQ0ZxNeU3V1N+M2yA+SAY7GX8zEmC53oI9s0wPJpFS1sZJ88aePw8Ds6SkzWB1+/Ek52FvzifgsZKatYVkRVwa1F5kV9Ad/okpWwiwfk77mCuswuAii98gezbb7t0fPj++wn+w1cpve8+hr/9HeItZwA4uuuddCcyefvzD3OssJENwXYSGL5460fw1ddx70N/js3Lwz08iLGWun9/BM+qVcz19uLIzsYZePkg8sT0NBOPPUZsZISCD34QR1bW1ftHEBERkV/IhkeYOHua4bZOgl2TjI1aZiKGSDybcKKAmPUA4DAJPJ4EhWUZlDSVkpnto7DCjz/fgz8/U+sJSlrSnT5ZdDo/8HvYmRly7rqLuf5+8v/L+5g5fZq5zi7KPvtZxv75nxm47z4GJ2cYutjD2Ogkhc8+TrBsBb91KkB45QcprhqlcbyX7op11Jfl8tazz7FhuJ3E1u1kjgb5k6MPk8VGwjZOw798k5m2NuLjE3hWrQLAXVHxmrU5vF7y7rnnav5ziIiIyBtg/AXkbt5F7mZY8dLOWBSCZ7H9pwiePU5vR4TI+BTTUQ8DnSvpupB42fdwuSxF5R6yy3IprApQXJNNYaWfjCz9KSzLg+70yYKKT04ycN//wrt1Czl33YVxu4l2dmJnZ+l4513gckEsBoAtLiEWSxCPxfjaRz5P6Nx5/vh7f407EX/Z9/zxLR8gdMtv0lDsZ2VJgKYSP7ne+Vkzpw4coO+Tn6TqK1/BxuJcfM97IJEg/wMfoOTPPnHVr19ERERSxFqY7IWBUyT6TjLT00awe5Kp8TmCsVqG5+qZiJcxnci79CVenyW32EtueS4l9TlUry7An6dJ2GTp0EQukhKj3/wmg3/9WQCy77yDREUV4X/6R6ZrG/F0X+SfPvTXDAyOMToxxceO/BuTGT4ebr6ZieZraCjyszExRo3fQWVzPbVFftwXzuHdtg3j+sXvxF0+icvw/V9i7OGHqX/sUVwFBVflmkVERGQRi07B8FkYaoGhM0z1XGSoZ5axkJ+xeAUTsXLG4pXMJOaHfuTlRMkp8hAoK6CksYiaNQV4/O4UX4TIa1Pokytq5uxZQk/+lOzbbsXUNdB5vIXegXH8f/dXRHBwunINb3nhB8wZJw4sTptgf/k6/u0dH6Wx2E9jkX/+c7Gf2kIvmS7ngtVmo1FMRsYvP1FERESWr+nRS0HQDp5htHOYzh4f/ZE6QvFiJuPFzFkvAP6sGaqq49SuK6Bi00oy8/XGsiwOCn3ya5t88kmCDzxA9de+his/n5nWVmbOX2DSlcnIE09xccNOyr72eXIGewB4pGk3t3a8gH8uggPLg1vfQ9e23Xz8X/4CX3ic0fv+P4offpCKP/0T/Js3pfjqRERERH4Ba2GyD4ZasIOnGTw3SF+3ZXjMT9fMeqLWB0CWc4I83yS5uZa8Ui+51cXkNTQQqK7AoQlj5CpS6JPXNdvejru8HId3/h0sG40Sfu45Is5Mgn/6J5iJcc7d9lvQ1cWKlhde9rUJDA4s//rW97NlsJXGlheJBXIwm7eS0Xqahh88ijMQIHrxIrFgEO+WX/o8FBEREVm8EnHiwYv0HW9n+EKQsaEZxsddjEXymE34L53mYI4czzh5OVFyizLIrcgnu7qK4tUNuLPURVQWnkKfvCZrLcOnWgn+9t3M1K/kwEfuY7z9Ijd+47PkhMcAiBsHHdll1E/04cCyb8dvMr11JzWOGYpXN5H3uU/hramh8stfgnickYcewnfddWStWfOqRdJFRERE0pa1RAZ6GG87x1jXIOMDIcZGYHzKz+RcIYnkRPkO5ijIGiYQiJOd76a0LpuyNdV4qxshw5vii5ClTKFvmYiPj2Pcbhw+36V90z29DM056I656ByZpndgjOZvfJ5oZJb/qNnB7rbn2Tx0Fnc8Rld2KTmxCC4Dh971YarjYfJKCihuqCb+R/+VnLvfTflf/dXLfqa1FqzFONR9QUREROS1xEMjhNpbmejspqd9mtERQ2gqk8loHnHmZwgNOAfJyxwhN2eW3EI3uWU55NVW4Kupx+TVgGPh5jyQ9KTQt4S9kbtlo31D9H/5K5hH/x0ScbpWb+XH297BHT/4KrXBLmLGweHilTxfsZ5bug+zdvg8M1k+vJEwABO//Xvkrl2F6//8E/HhIWq++Q08zc0v+xmz58+TUVPzujNnioiIiMgbF58OMXyqjd6WAUZ6I4yNzd8ZjCV+Pgmdy0TIdQ2Q550gNzdBTrGHQFkh2VXV+GobMf4iUM8qQaFvSYr29DL0t3/L9AsvUPnQQ/T/8CeMu7ycu+52usYidI5O0z06TenRfXz4he/gic3yRM02pt0e3t3+DHGHk7nMLC7cejdF8WkKnn8Sx/gYJiuL0k99iuy33Un4mWeYaWmh8Pd/H4fPN3/Xbm5Os12KiIiIpIi1lqmxGcY6Bxjv6GG8b4zx4ShjE25CMz7g572rMswUBRk95AWm8Oe48eX5yKvKo3BFJe6SBvAWKBAuIwp9KTT+yCOEfvoUFfd/EcdrhClrLcP3389sKEzo3j+iayxCX1+QNfd9lMzJceYcThzxGN7YLABPVG/hS5vvoTLfy+7Rs9z96JcJ164g/NH/Sek1q6nO9zL33e8w+q1/pvKLX8CzejUAidlZZtvOkbmy6TXrEBEREZHFLRaNMzk8Rai7m1B3P6O9kwSHEoxPeojEfj4e0BAn39VNUWYXAX8cX24m2cV+iury8ZTVQn49BMpBw3PSikJfCnXeey/T+w+Q+7u/i/3o/2Dwy18h6MvnVNNW8n/0CDPjk+w6+jgAP6m5lsrwMP65CDWhAb76zj+m3Ovk7d/+G0Z33oK3rISs736L4k9/Gpc3i75P/j94Vq2i+qEHcfr9v6QSEREREUlX8ViCqZEQI2cvMnR+iKGeCMGgi+lZz8vOy3b2U+xuJ+AaI8vvpLDI4i3KJ6u4jKzyGkxBHeRWg1MzjC41Cn0p8sL5IBl33w6xGJ65WXr8RVSGhwl6svmXVbfxsaP/BkBv0wY8GS4KTh3CVlbjdrvIv/tdFHzoQwDMDQ3hKioCa+m694NMvzC/bELWls1UPfAAzkAgZdcoIiIiIotXPJZgejLK+ECYobM9DHeMMtQ3x/S0g3ji5ZPDuM00+a5ufM4xSgLDZOc5yMjNw1eUT35tKSa/FvJqIStP3UYXIYW+FPnNP/83PvfIX7Dn1vdTnAHNe7+PrarG3Xoad1UVxONUfuXvyaithXicyMmTeLdte92ZMOcGBgg+8A94N28icNttODIzr94FiYiIiEjaiISjjPROEZmcJTIyynjXMGOD04QnE4yHsl52rt8xRL6rG78zSCAjjC/bgT8/i0BxLr7yUtxFNZBTBU4X+IogUzclrrY3Gvo0LeMCSiQsOd0XAPjg77+NrPXrsfYTxEdHObfzBua6u8l7/3952SyZvu3bf+n3dZeWUnbfp69U2SIiIiKyTGT5M6hc+dJcD6UvOzYTnmNqYpZoJMZY7yhdxzOZDBYyPJkgMuGCCaD75+d7zCQ+53MEnEH8jiCezBhunxe3P4C/0E92WT6BygoySusgu0JLUKSQQt8CGp2OUjfWg3U4yGxqAsAYg6uggKz164kcP07gpptTXKWIiIiIyKt5/G48/vlxfWWNuax+S/2lY7G5OFPjs4RHZwmPRggNBgkPOgmPegiFK+kPGWbHXTCe/IKzL31lnExzlGzXEwQ8YbJzHQRKc8kuziFQVkCgspyMwkpwadLBK0mhbwENTc7SONHDXEUNDs/LB9Dm3HUXiUgE7+ZNKapOREREROTX43I7ySnyklPkBfKA8ledYxOWWCxBNBIjHJxisqePUN8woSHD5GguY6F8Onu8xLtfCnhR4CIec4K8zEFq8zvx5zjwZPvJzM0lI68QEygiq6ScjKJyTKbvKl5xelHoW0BDoRnqJvtxXPfqLpt59/w2eff8dgqqEhERERG58ozD4M5w4s5w4svJpKQh/1XnWGuJBEeZ7O4j1D/M5OAkoZEZBoaK2d+3Avpe+RVxoBuXacPvHMeXOY3PO4ffb8gMePAEPOTmO8n0u8nwesgoKMFdsQpHZtarfvZyptC3gIaHJ1gbmSCjvv6XnywiIiIisswYY/AWFeAtKnjFiEKIhKJEwnPMTs0xOxkmOjaCnR5lemSSqfEI4QmYmvLTP5HJ1LCfxGtGmXFgPy7HLBmuBBmZhqyAi9wCN7nFWeSUZZNbVUZOWTaujOUzxlChbwFNXegAIKdJoU9ERERE5FeRFcggK/BS189coPIXnmutJRaJMh0MMjEQIjo1Q3QqQnR8lLmxYaITY0RDYaKzlqnhfC4OlBE5mQdMAwMA+DNCBLKmCfjnKCiIUV4JRRVZOAMFUL4B/MVX+pKvGoW+BRTt7ATA36DQJyIiIiJypRhjcHszyamuIKf6dU6MjMFED0TGiU6MMz4YZmJgkvHBCBMThlDES99ALm29BXACHMyRYabxOx8jJytEINvi8gdYefsOcletvWrXt9AU+haQo3d+Dlt3dU2KKxEREREREbLy5j+ADKA4+fFK0+Mz9Lf0MdQxymxoivCgZWS8gM6+LGI2g/INo+SuupqFLyyFvgWUOdhH2JeD06+ZhURERERElgpvroeGHfU07Hh1jz0bT4C1Kahq4Sj0LaDskQFChWWpLkNERERERBaIcTpSXcKbtvSvYJGw1lI8MUi09BcPOBUREREREbnaFPoWyMjQGLmzYaisSnUpIiIiIiIilyj0LZCpoSD9eWX4mlakuhQREREREZFLNKZvgdSsa6Jm/55UlyEiIiIiIvIyutMnIiIiIiKSxhT6RERERERE0phCn4iIiIiISBpT6BMREREREUljCn0iIiIiIiJpTKFPREREREQkjSn0iYiIiIiIpDGFPhERERERkTSm0CciIiIiIpLGFPpERERERETSmEKfiIiIiIhIGlPoExERERERSWMKfSIiIiIiImlMoU9ERERERCSNKfSJiIiIiIikMYU+ERERERGRNLZoQp8x5nZjzFljTLsx5hOprkdERERERCQdLIrQZ4xxAn8P3AGsBn7HGLM6tVWJiIiIiIgsfYsi9AHbgHZr7QVrbRT4V+AdKa5JRERERERkyVssoa8C6L5suye572WMMR82xhwyxhwaHh6+asWJiIiIiIgsVYsl9L0h1tp/tNZusdZuKSoqSnU5IiIiIiIii95iCX29QNVl25XJfSIiIiIiIvImLJbQdxBYYYypM8ZkAPcAj6W4JhERERERkSXPWGtTXQMAxpg7gS8ATuBBa+1nfsn5w0Dn1ajtV1QIBFNdhFx1avflS22/fKntly+1/fKltl++Fmvb11hrf+m4t0UT+tKFMeaQtXZLquuQq0vtvnyp7Zcvtf3ypbZfvtT2y9dSb/vF0r1TRERERERErgCFPhERERERkTSm0Lfw/jHVBUhKqN2XL7X98qW2X77U9suX2n75WtJtrzF9IiIiIiIiaUx3+kRERERERNKYQp+IiIiIiEgaU+hbIMaY240xZ40x7caYT6S6HllYxpgHjTFDxphTl+3LN8Y8aYw5l/ycl9xvjDH3J58LJ4wxm1JXubxZxpgqY8xeY8wZY8xpY8zHkvvV/mnMGOMxxrxojDmebPf7kvvrjDEvJNv3YWNMRnJ/ZnK7PXm8NpX1y5tnjHEaY44aY36Y3FbbLwPGmIvGmJPGmGPGmEPJfXq9XwaMMbnGmEeMMa3GmBZjzI50anuFvgVgjHECfw/cAawGfscYszq1VckC+z/A7a/Y9wngKWvtCuCp5DbMPw9WJD8+DDxwlWqUKyMGfNxauxrYDnwk+fut9k9vs8CN1tprgA3A7caY7cDfAJ+31jYCY8CHkud/CBhL7v988jxZ2j4GtFy2rbZfPnZbazdctiabXu+Xhy8C/2mtbQauYf73P23aXqFvYWwD2q21F6y1UeBfgXekuCZZQNbaZ4HRV+x+B/CN5ONvAO+8bP837bwDQK4xpuzqVCoLzVrbb609knwcYv4/gQrU/mkt2X7h5KY7+WGBG4FHkvtf2e4vPR8eAW4yxpirVK4sMGNMJfA24GvJbYPafjnT632aM8bkALuArwNYa6PW2nHSqO0V+hZGBdB92XZPcp+ktxJrbX/y8QBQknys50OaSnbb2gi8gNo/7SW79x0DhoAngfPAuLU2ljzl8ra91O7J4xNAwdWtWBbQF4D/CSSS2wWo7ZcLCzxhjDlsjPlwcp9e79NfHTAMPJTs1v01Y4yPNGp7hT6RBWDn1z7R+idpzBjjB/4d+O/W2snLj6n905O1Nm6t3QBUMt+joznFJclVYIz5DWDIWns41bVISuy01m5ivvveR4wxuy4/qNf7tOUCNgEPWGs3AlP8vCsnsPTbXqFvYfQCVZdtVyb3SXobfOlWfvLzUHK/ng9pxhjjZj7w/Yu19nvJ3Wr/ZSLZxWcvsIP5Ljyu5KHL2/ZSuyeP5wAjV7lUWRjXA283xlxkfrjGjcyP9VHbLwPW2t7k5yHg+8y/4aPX+/TXA/RYa19Ibj/CfAhMm7ZX6FsYB4EVyZm9MoB7gMdSXJNceY8BH0g+/gDw6GX735+c2Wk7MHFZ1wBZYpJjc74OtFhr/+6yQ2r/NGaMKTLG5CYfZwG3MD+ecy9wd/K0V7b7S8+Hu4E9yXeFZYmx1v6ZtbbSWlvL/P/ne6y170Vtn/aMMT5jTOClx8CtwCn0ep/2rLUDQLcxZmVy103AGdKo7Y1elxaGMeZO5scAOIEHrbWfSXFJsoCMMd8B3goUAoPAXwL/AXwXqAY6gfdYa0eTIeHLzM/2OQ3ca609lIq65c0zxuwEngNO8vPxPZ9kflyf2j9NGWPWMz9o38n8G6Tftdb+L2NMPfN3f/KBo8D7rLWzxhgP8C3mx3yOAvdYay+kpnpZKMaYtwJ/bK39DbV9+ku28feTmy7g29bazxhjCtDrfdozxmxgfvKmDOACcC/J13/SoO0V+kRERERERNKYuneKiIiIiIikMYU+ERERERGRNKbQJyIiIiIiksYU+kRERERERNKYQp+IiIiIiEgaU+gTERERERFJYwp9IiIiIiIiaez/B2vIF9IVQZp8AAAAAElFTkSuQmCC\n", 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    " ] @@ -327,7 +241,7 @@ ], "source": [ "plt.figure(figsize=(15, 10))\n", - "plt.title('Comparison of Hybrid Switching Results default vs higher tolerance')\n", + "plt.title('Comparison of Hybrid Switching Results default vs higher tau + hybrid tolerance')\n", "for species in results2[0]:\n", " if species == 'time': continue\n", " plt.plot(results2[0]['time'], results2[0][species], label='High tol-{0}'.format(species))\n", @@ -337,49 +251,32 @@ " plt.legend(loc='best')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Additionally, both the hybrid_tol and tau_tol can be modified to result in extremely fast simulations." - ] - }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 328 ms, sys: 46.9 ms, total: 375 ms\n", - "Wall time: 300 ms\n" + "CPU times: user 15.6 ms, sys: 125 ms, total: 141 ms\n", + "Wall time: 4.93 s\n" ] } ], "source": [ - "%time results3 = modified_solver.run(model, hybrid_tol=.04, tau_tol=0.5, t=600, increment=1)" + "%time results3 = model.run()" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
    " ] @@ -392,40 +289,13 @@ ], "source": [ "plt.figure(figsize=(15, 10))\n", - "for species in results3[0]:\n", + "plt.title('Comparison of Hybrid Switching Results SSA vs higher tau + hybrid tolerance')\n", + "for species in results2[0]:\n", " if species == 'time': continue\n", - " plt.plot(results3[0]['time'], results3[0][species], label='{0}'.format(species))\n", - "plt.title('Example Hybrid Switching Model')\n", - "plt.legend(loc='best')" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(15, 10))\n", - "plt.title('Comparison of Hybrid Switching Results default vs higher tau + hybrid tolerance')\n", + " plt.plot(results2[0]['time'], results2[0][species], label='High tol-{0}'.format(species))\n", "for species in results3[0]:\n", " if species == 'time': continue\n", - " plt.plot(results3[0]['time'], results3[0][species], label='High tol-{0}'.format(species))\n", - "for species in tau_hybrid_results[0]:\n", - " if species == 'time': continue\n", - " plt.plot(tau_hybrid_results[0]['time'], tau_hybrid_results[0][species], label='Default tol-{0}'.format(species))\n", + " plt.plot(results3[0]['time'], results3[0][species], label='SSA-{0}'.format(species))\n", " plt.legend(loc='best')" ] }, diff --git a/examples/BasicExamples/GeneticToggleSwitch.ipynb b/examples/BasicExamples/GeneticToggleSwitch.ipynb index 71d4a5ae9..5adbff18e 100644 --- a/examples/BasicExamples/GeneticToggleSwitch.ipynb +++ b/examples/BasicExamples/GeneticToggleSwitch.ipynb @@ -100,7 +100,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -109,7 +109,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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iKB6ES9CNy0U7RRVFUYoIlaBHJ6gPXVEUxYta13IZUyLRJmTQqoKuKIriQqgs9Ehbk3aKKoqieBA6QVcfuqIoijuhE/QhRMADaqEriqI4CZWgRztk6dyhw0N1zomiKMr4I1SCHpkgfbiZw8N1zomiKMr4I2SCLhb64CEVdEVRFCfhEvR2tdAVRVG8CJegWxa6CrqiKEoxoRL0aBsBADIDGoJOURTFSagEPRKR/5kjI/XNiKIoyjgklII+qIKuKIpSRCgFPTPA9c2IoijKOCSkgq4+dEVRFCehEvRoVP5nBtVCVxRFcRIqQc9Z6CroiqIoRYRS0AdV0BVFUYqoWdCJqJmI/khEDwaRIT/yFvpop6QoihI+grDQPwFgdQDnKUlO0HWxRUVRlCJqEnQi6gPwTgC3BJMdf/KdomORmqIoSrio1UK/AcBnAXiOIySiK4hoFRGtSqfTNSWmM0UVRVG8qVrQieivAaSY+Xm/45j5ZmZezszLu7u7q00OgK1T9GAGYO0YVRRFsVOLhX46gPOJaBOAOwGcQ0R3BJIrD/I+dAIOHRrNpBRFUUJH1YLOzF9g5j5mngPgIgCPM/MlgeXMhZygIwKkUqOZlKIoSugI1Tj0FolvIYJeoz9eURSl0WgJ4iTM/CSAJ4M4lx9EQDSSRSajFrqiKIqTUFnogLhdBhFVQVcURXEQPkGPkrpcFEVRXAifoEcImZZ2tdAVRVEchFDQgUzbJBV0RVEUB6ET9GgUyEQmqqAriqI4CJ2gRyLAYKRTfeiKoigOQinomdYOtdAVRVEchFPQmyeIha7ruSiKouQIr6APDQH79tU7O4qiKOOG0Al6NApkqE021O2iKIqSI3SCnpspCqigK4qi2AinoHOrbOhIl7qzbx9w2WV6K5Q68MUvAk8+Gew5/+u/gOuvD/acTz8NnHMOsG5dsOd1IXSCPnEicGDAEnS10OvOY48Bt98O/PKX9c6JclSxbx/wta8BtwQc/fLb3wa++tVgB1w8/zzwxBPA5MnBndOD0Al6Tw+Q2tUMBlTQxwHJZOF/RRkTXnpJ/gdd8ZJJYP9+oL8/2HN2d4t4jTKhFPSBAcLBSb3azh8HJBKF/xVlTDBCvno1MBJQjOFUKq8pQb4okkkgFgvufD6ETtBNWNJ012K10McBaqErdcFYEIODwIYNwZzTXomDslCY5bzxeDDnK0HoBN20WlKTFqig15lMBnj5ZWDCBGDLFmmpKsqYkExKxTOfgzonIOcN6pxbtwIHDqiF7kVO0Cccqy6XOrNuHTA8DLzrXbJt3JqKMuokk8A73ymfg7KmEwlg6lTgjW8M/iWhgu5OzuUS7VMLvc6Yuvq+9xVuK8qosns3sH07cMopwNy5wYpvLCbukWQSyGZrP6d52aigu2MEPdU8E9i5M7gOEaVikkmgqQk477xgW6mK4ovd6o3Fgql4zCK+5pyHDwObN9d+3mQSmDkT6Oqq/VxlEDpBb28HOjuBVHa6vEF37653lo5aEglgwQK5J0uW6EgXZYwwFS0el7+XX5a1nWph+3Zg7978OYFgXhRj2CEKhFDQAbHS08NTZUP96HXDPhorKENJUUqSTMoMw1mzpOINDdU+C9Nu9S9ZIp9rtVCyWelYGiN3CxBSQe/pAVIDk2RD/eh1YWBAniFjfMRiwLZtwJ499c2XchRgLAmivFjWKr52q3/yZHlZ1GqhbNokrhsVdH96eoDUQWvIkgp6XXj5ZTFATF0NspWqKL4YXzcAHHecdOTUWvHMbE7TSReLBfuSGCNCK+jpfRHZUJdLXXCOxjL/VdCVUSWVksEQpsJNmADMn197xbO/JAD5vGZNbYMuTJ6MC2cMCKWgd3cDqZ1NYJBa6HUikQBaWoBFi2R79mzprNaOUWVUMSJpt3prtaaZxddtP2c8Ln7FjRurP28yKQ/GpEnVn6NCQinoPT3A8DBhb9c8FfQ6kUyKmEeshpJxZ6qFrowqbuO643Fg/XpZBqAa3GZzBuGbd1r9Y0DVgk5Es4joCSJ6iYiSRPSJIDPmh5ktmp6yUF0udcJtNJYKujLqJJPAlCkyttsQi4lr5OWXqzun20vi9a/Pp1cNIyPisgmLoAMYBvBpZl4C4A0AriaiMXEW5SYX6XoudeHwYWmJOutqLFa4YJ2iBI6xJIjy+2q1pt2m53d21jYLdcMGaTGMYYcoUIOgM/N2Zn7B+nwAwGoAvUFlzI+C9VxcBP3JJ4Frrw02zT17ZIr7jh2OL44cAS69tDZfmwv/+q/AT34S6CkLeOYZ4KqrqlvHf/Vq+Z2boAP1sdL/4z+A73+/xEH33w9cd13tiW3aBFxyifhYa2B4GPjgB0Pe7/DyyxKyKpMp7/i9e+VBeu0172OGhoALL5Q1VZx/f/hDccVbtAhobnaveN/4BvDjH/vnKZFwn83p5Zt/7DHgjDPyebrkkuJlAsZ4yr8hEB86Ec0BsBTAsy7fXUFEq4hoVTog0y3ncom4r4l+991yH2udPGbnsceAu+4CHn7Y8cVzzwF33AE8+mhgaTGLoH/3u4Gdsoj77wduuqm6dfy3bJH/8+YV7p8/v/D7seTmm+XPl+9/Xwp2eLi2xB59VESixtXINm8GbrsN+NnPastOXfnVryRk1Z/+VN7xjz8uD5JfiKtkErj3XnlhdnYW/q1YIS8QO9GojBt3q3jf+Y78+eG1Xnks5j4L9Y47gBdekPwcPCh1wZm2ebkY180Y0VLrCYioE8C9AD7JzEULqDLzzQBuBoDly5cHEtdp+nT5n2p6nUz9HxoCWltz3xujfefOQldbLXiu+212BOj62bZNImwlkyLu9tZlUJjsJpPyLFTzW2cAlpwrrA5esFSqjLWUkkmxJNevl/HLtSRm/1/jaULd72C/iJNPLn18OQvom+/uuKP8IX/d3e73I5UCdu3yfpDMbM6PfKT4u3hctGX9+kJhTibFMn/0UeB3vxNrPZkE5swpPGbePKCjo7z8B0RNFjoRtULE/MfMfF8wWSpNJCL9Iqmspew7dxZ8H9DzVoBnZB6zI8DEzCn37hVxHw1Mdqtp7ptGkRFww6RJcm/G2ofOLNeTSvm4kPbtk9EMQO0+joAFPdQul0ovopwQV4mEGGgLF5afj56e4op36JB0+Bw4kL/3Tl55RdymXha6M6/ZbPGaF85jzPYYu1uA2ka5EIAfAFjNzN8MLkvl0dMDpDJTZMNxI81mkMJS0kIPMDF7GqNlvdUSaSuVkheqGbJoILLuyxhb6IcOSes8k5Fn1xW7e6TWQg2ogpmfb9hQszu+flRakcq10BctKmh1l8St4tnvj1d6buPaDW6zUDdvLpzOP2UKcMwxhccMDQFr1455hyhQm4V+OoBLAZxDRC9af+8IKF8l6ekB0gMTZcNxI4O20AcH5f50dDgi85glN4NMDFI3TEtttAS9luZ+KlVsnRu8Wr6jiT09z7TNhXZ01F6oAVvo2ayMcAsllVQkE+KqowN49VVpgrpRzQqFpuLZm2j2+1NK0N1cO26zUN1eAGb9dMO6dSLqYbLQmfm3zEzMfAIzn2j9+fR0BEt3N5A6ULyey/CwuMwcu2ti7VoZVnr++bKdM/aMfy7IxCDviFNPlWscrea4/TmsdB3/dNo7gLlby3e0KUvQEwlZ5/ecc8adywUIsdvFXMTWreLW8sOEuDIPkpvIHjrkPia2FD09IqL2OIjlFHAiIZ1IXrM5nSNdzGf7CyAWE1EwywTUaYQLENKZooDVwtprNclsCmL01bG7Jky9e+97C7dzHxYsCCwxMws5yLX7nRjX4oIF1a3jn0r5C/pYW+j2ove8DcmkPITxuAhLucPs/BIMwOUya5Z4FkLbMZpKSUUCSo/68XyQbKxeLf8rtdBzY5ltlc/cnwUL/C10v7RMfTGzUJNJoK9PXC32YwYGxB9vjmlqqq3jvUpCLei7dhNGmloLbmJZ1lqFJBIyzPVtb3NE5jEfVqwILHrSli0yEsoeCauaseJ+mHq+YoX8r1RM/Fwu9RD0sl0uJnjB8LA0u6ohm80XYAAWem+vuItDKehHjkhlLbciGaF761tlyJ/b8dXG4HQTdPN5xQp52TibosPDpWdzOmehunV2OjtGTeSXtrbKriEAQivo3d1ANkvYPX3RqAt6Mikd7hMmOCLzJBIyGeH440V17c2DKrGvuBmLyfMS9LhuUy5nn12YZjlks/Lu8rLQu7vlOT90qKYsVkTJe25iUJpmD1C9j2P37rwwBCDoPT3BrNRaF8yLbflycWeVuohEQnzSfiGuEgkZV24mNZRLLtiwrdWUSklaJ58sTdFNmwp/Y2ZzlhJ0QETAazq/cb/YO3zr4G4BQizouRfy5ML1XMzHY44JzuVifykXuEHMjZsxozDxGnCGS7TvCwqjQwsXSuuxkvMbPfNzudjTGAvSaelnmzTJ4xbYC3Xx4trWzw6wgpm+iHhcWutj+RIMBHOTX/e68vyD5YS4SiZlzHdzc2V58bLQTQGbczvTAvxdLosXy7KiyaT49gcGio+fOBE49lg5ZmBAxq3XYYQL0ACCnp44z9VCj8eDEZUjR+RFbu5PPG5F5tltCyob4IyaZFK0YsqU0RN0+zjySq1Dc4l+Lhf7cWOBeW493T32B7etTd5k1ZrE9gp2+HDVKmw8N+YeADVPPB17KqlIzhBX8biso+GYQ1L1+G23Z9AUsFdIObPtN5szEsnXF7/OTnP9L78slrxa6JWRu38TZhcJuumPCEJU1qwpXLckJ7JP7ZRe/Xg8UBVLJPJ1vqtLZroG3Ry3i3I8Xtk6/uYZ9nO52NMYC0oKeiIh5ntfn2zX0ttsF3T7doXs3SsuXONyAULoR7dPGY7FZH0Wr6DtzhBXbhe9f7+MlqlGDKPR4iaaqRiTJ7s3RZNJWYCr1GxOU1/8hjiaZQLMEggq6JWR09CW3iKXy/Tp4gU5cKD2CRvOKFK51tuTVpqxmK25UFsTfGREOvmdSz2Phsulo0P+YrHK1vH3mvZvCKgoKsIYYt3dPi4XE4MSkELdsEGaX9UkBuRvUpUXan8xzp8vehRqQS8Vg9Dp3nA73jRRqnVXON/o9uFYbg9SuePdTX1ZtUqm93d2uh+TyQA//3lh5JcxJrSCPm2aPJ/pphnyZreU226tAbULSzIpw8rMyKxZs8RllnjeGsYUi4kpTbVHT3KbhWyGuFY6VtwPI4BAvj6X2woo5XIZtxa6s1Crnc2TSsm9NkPSqrxQuxa2tMjpQtcxmk6LC6uzs3RnszPE1THHiOXsNsa7WuvWXgGYCydMxGJiLZmmqJnkVE5asZic7+GHvY83+x96qDDyyxgTWkFvbhZLPJWdJjss5XYKeq3CkkhIv4iZhUwkLa7kxjZJpLvblpnaEvOKrnXkSH6IaxDYDZdK1/E3ejZtmvv3HR0ysGCsBN3+3JpJTQUvv1SqMAYlUJuPI5WSiz/mmPx2FThfjKEMDmLGrxKJS2PSJH8LfeFC/xBXyaRUHvsiV5Vgb6Lt3y+ibS/gwUGxtIH8JKdyBR3wHxHz+tfLNZUaNTPKhFbQAWu26GDhei725rdtd9W4tcricSCZnlH4RQBTJN1cdKVastVgF/RK1/FPp0XPWnzW6RzL2aL79skEQXPPR0YcM8rd3pILF1Y/myegCubsi4jHxX28v2i90nGMvSKVikHo+SDZJlqYyV9NVcqS3UJ3+gadD1I5I1wMCxbkX0Rex7e359eTrtMIFyDkgt7TA6SPWB0a1g0M0kI/eFCGrhbNI1jCSA13IT3v1PzOABYxSSQkpuzEifl9Xh30teCcGFTJSBe/SUWGsZxcZH9uXe+5WzM+EpFmcTWFaipYjU0R8zOzFHQoO0adU4a9KpJfiKtdu/JRY2pdobCnR1pj9slfzqaoffJPubM5W1ulmW7y7IWzw7cOhF7Qd+zPr+cyOCgWm9fD/dxzElyo3BEdpo8mFrNO9KY3AcuWIfadKwEAZ/7iM1i2DDjtNCAZXVa0psy73w0sWyZ/J58sa/sXcc01wAMPAHDMR/infwJ+9CNMmiR+e7cH/cYb8+dftgz44hdLX1PORXFks2Rq2TLE/vBDvJQYwbKlXHC+ZcuAt7xFXmyGomn/6XSuXMxf95rfIPWbNcAb3hBGftRhAAAYsElEQVTIm+iaawrzdMsthfkBfAQ9mQSmTpWx0nZiMYlaYk566aUAJNqVVSzuf8/ehGV/ulXKZfqcmgR96lRG6wcuBl58MXff//ZvJZ3lyyV71XD99cD3vle8/6abvK/rE9VEBLZ3xgBSpjt3AkuXYmPsXTi980Usa1+NZdM24Sx+Ejt6lxX+3lz02WcDS5fmJn9lMsDFUiyVYZpoe/YU+7Q6O8WV861vyQXfeKP0RvvM5rz3XuBzn7Pl1d534oYKem0ceyyw6dVWDKMZSKdzQ1q7u+X+RaOFLeI775Q189etK+/8BbOQn3oKePppYOpUnHHcTlx67FNYdEIbenslnNuD+88qSGzdOokK1NKSHzF1112OBA4fBm64AbjttsJZyMwScskKweM10uWWW8S46euTET033lh6mQDjWuzZ/FxuXYr3dz+Klfg5+qYeRF8fcn8dHcCvfy2d+4aihbls5WJ+2DN5EGmeDjz7LPDgg+UVtgfDwxK56fBhOf22bcCttxbmB/DxgjhHuBiuvFLeVn19IgJ33AGk0/jZz+QdZC+Hgr/sFnRMyOLXvwaem3BWTS6XnkmDUinvuQdz5wIf+5hMOu7rE2Oi2khGN9zgHu3qlltkZKHzmo4cEbGvKMKXWYTeXhne/W4JHTdrFh5pfgf+59CJmNF5GF2dGfwGZ+EJrCg8xxvfCHzgA9JamjULeM97gPe8B8mkFMvdd1d44fY3uttwrC99SdLs6wNOPx34/Od9T/eDHwDf/Ka17M/HPgZ87WvSKvPissuAz3ymbiNcAADMPGZ/J510EgfJbbcxA8xrWuPMn/0sv/CCbN93n3w/axbz5Zfnj3/rW+X7u+8u7/zXXMPc1sY8PMzM/+f/MDc1MR85UnRcby/zJSf8SU4+OMjMzHfdJZvPPy/HnHkm8+mnO364apUctHAhr14tH2+7jZm3bJGNSZOYs1m+9lrmSIR5aCj/0+Fh5miU+dprZfu735WfbNnif01r18pxty/6KvMZZ8hOU3B33VVwbH+/7P73f8/v6+pivuoq20HXXSflcvhwbtfnPsfc2sqc7e1jfv/7/TNUgjVrbOXCkrZVLMzM/L3vyff9/czbt8vn737X+nE2yzxlCvNHP+qfyMMPyw+feILPOMPlPhmGhpgBfvWa6xlg/vaSm5iXLq3qus4+m/nMRa9JuitXFn1/1lnMp51W+Xn37JFTtrYyZzL5/cPDUpevuab4N//5n/KbZLKChPbvlx99/euuX9vv08AAc3Mz85e+VN6pb79dTn3++RXkh5n517+WHz75JPM//7N8Hhio8CR5Zs2SUyQSVZ8iMACs4jI0NtQWem7I3cTTgFSq6KXs9OWWs7a+nWRSWljNzdaGRxMtFgOSe6xYd1YzIZksbKGZ/qICC9pkZMMGJP+YyV+T2b9/P/Dqq7khrqaD3vpJQYd6uT7YnGtx24v5H7kt5I/8yDKze2hI5o0UWOjJpHQGTZiQ22VWMt23+JSancLOtZpiMSkWEwvV3rLOhSY093z7dukhLdUEtr7nRNJ/GQ7r3s6c344pU4DkyOKaXC7dsH7rUkbVLsxmv1fr1+f3v/KKjOz1C8xT0a3yCltly8eSJfIMRKP+Cx66/bbi/ACFY5VTKRl1E41WeBLBzHGqKh91JNSCbkYKJSNLgXS6qI7ZRzHt3Str6gOVVaxch7XPJIR4HFi9owsjaMolaPTftNDiccnD9u2OBAAgm0Xy6V0gsvpuHEO53B44Zyd9uWtO5V56B23rGbgt5A8pW7u7x6w9ViDo9qmtFjnXx5yTC8f+VoF5MZo+LedghXRaXjqRiLi3urpsXpByRzL09gKTJ+O157Zizx6fw60TU0+3lMuhObKviuUw02mgZ8BSDJdJTubFZepsubjVEftnv8A8FXV3+MwwM3Ff/GJA+GGO27hRXG1lY58E4bfGcxnYl2EI0/yAUAt6e7s15A5LSlroppJ0dpZ3g/buFSswFoOYwuvWeZpusRgwkGnGK5ibS9BtLovZnyORyM06S7yQwdy51gvAth+JRFEHvf2z+W7aNOn3K/XQ5CxapIsz6FIwZrdxmQI2o8yjXHKuzBnHF479rYJEonB2trMcnc9tQaus3Ikq1pC7xAsZ/8NtFSwWAxK7ZoIzmYrHGo6MWCtW7lsn95k5vw44CrNcqZgkEvJ+dgq0W1wGg8f73B8fQU+l5OXvrF7r15c3OddUf5di8cfeRPOLwlIGpry8Vvkdr4Ra0AF58yeOzM8JemurWGyAu6CvXFlefIOCWcglFtzJPXyI50bbOHXOtVmbTALnnQe0tiK5sa2wNXDqqXIBySQ6OsSr4bS4nMtQlDM5JdeKcRN0+0L+tt179khnWtEzbEI5eQn6lEUuF10ZThfItGmyrIM5pa+gJ5P5yV+liMVkshjKF/S9R9qwHTMrdruYIPQ9+9ZKhTR5LcyO2+6SmIakW3059lj3WesmvapcLi6i6XSTmc/MpSfnmqHCHsXiT0uLVBDjcqlB0M0cp3PPVUEfU2IxYO2Bmcik9uZGUZkBDfa1uc1b/+1vLy++QUGlLNF0zy2HjBiQTud0zn54d3dOn4UDByRU0NKlyCyMYe2uaZJWNpsPWWRrp7pNqvOap+G3TEAqBUyOHEa0e3JhhY/HJdOOgrG7OIqeYedCN7ZrBYB026z8j6vAzM72uk6geORcwXouvg5xB/E4kofnYnpX1lsHbD69XLlY97wSCl6qF1zgOsnJrEdUraCXU1/sOAPzlMRnDQi3x6XcCXLGIl+5UtxoFVcdMx+knAkTPpg+gBNOkHIJSxDvhhD04Wwz1h3pRWr7cJG1Bsi9NTfo+ONlXzlr8be3i1VTtA6FA1kOmZEksdC9WvoFXg3bIPe1s87FMLdIpd+8Wd5A9qcym0U8LuKWyUiHl9syFLFY6ZByqRTQ3bTL/ccuBWPfXfQMJ5PSY+wol5wrc3+bjP2t0gnpNTvbVizeFjpzZYIeiyGBOGJ9+4pGOOZIpeR6p04tapVVQs7QRwo48USZtOJSRvF4ZUW3c6cMYzW2wNq1ItDVBOYp6yI6Ows6ww2JRPHQfzM5t5znDvAtFn96eqQ56ReFpQyMy9Qs+1N2udSZ0At6bqQL4kht8xZ0c4MWL5ZnstSb32hBUxOK16FwIRYjJJr/CkilcjpnJpfljxEdZ0ZBEyA56TT5OO9IYdMgFhNx37JFXlzDInJeQcXL8bumUoyezKvFP160yLVgenqkFZtMFuhZPqGFC4tGEkSj4vZKpVDTIiVuTXezffiwjNxwPrc9PeLSGNm0VVpBZU7D5iUxvIQliE3yCQ9lrL6mJvT0ANO7RsRCr1bQI/vEb+ZRRqa+lLswm7PqmAbX+vViCJQzybFsAfVxabgN/W9tLS/UXjIpA8nmzauy6vT05F2BVQr6nj3BBbgaa0Iv6BKAhpFEzLX5DUgzLpWSZzsaFQ0qV9BzGyWEIR4HXh5ZgOEdu7x0DvG4aMzWrdY5J0wA5s5FEjE0YQSLh5OFvVe2dqq9Ynl4Osryu6a3DaEnu734x9Go6xNnH+liyje31IZPueRcH6ZpUdGslfzp3WZnmyR/8xsRO+c9ZwZ2PWPNHivTQu8fmoH9mIw4+zy5jgoWj1NtLpfFXfKGjMfFcWyfkouC93lZ2F0d5dQXO/bAPGVfhItLwzSM3NIqZ6RLMpkPWBSPS2vzwIEy8wQULsFRpcvFXo6LFlVYLnUm9ILe1gYs6BtAEjGkdre4WuhPPCH/7WOZ/d64u3ZJqy0Wg5iCGzaUFIZYDMhwBOu3Rj1b+gVv+0QiV3MTe3uxEOvQtj4hNcdEFbf9wD5U3EvovNbxt5PawcUdovYMeox0SSalOZ97RkwoJ49yybk+YjER83Kn59rwirVr+izMUgqurbJVW/KZLyetpJiTsb2/8z7IYZXGjm9CEjHwjsot9CaMoOsEW8ANoChkUaVLG5s4Hr29hS1RM/TTb9a6CcxTtnB5WOjbtnkP/Y/FpFXleG8VXYNzbkVFkZzcKkOF2F2mZtkfFfQxJL4kiz/gFBwaKBR0Iz7mwbdXlA0bvDs6Cjp1TMiiMix0AFi17ZiCkHV2Cixom+onN3ci1rQ6//SZA6dMkdk9yaS8uBbkD/EKKu7nd81mgZ37WsV36/bEeQR+iMdlZN4LL9iekdWrfcslJ+g1LBfpZelNmSIvLvOidhX0RErKLucfKp0WAMQ2/9J7XLlDxOJx4AAmYeumysbZp7YOYjp2ovl4683k0bRyxh4uhd3VYW+JOudEeFGRz95D0P3GD5h9XkMR9+2zDRVGlSN9AhD0ZFL6xWbNyudDXS5jSOyvWtEPKX37PWxvl36b/n6xXnt7ZX887h/fwHWESwlL77jjAEIW9+w+pyBknZ2pUy19/mNGZozE41ZMWUK8OyXhq3xCFpkHzm9RuljMey7Pnj3ASLZJ1hDp6nL/scvYMpNWf7+tfEuUS87l4jELtRQm1q7fdZrZoq6Cvn5f+R2ikOy9btIhTDu42Xs2j9NCN4KzZaL78R6kNh6UVpJROI+QRebFVU7Rubk6jBCVu4hhLFbmZB6zwpvPCBe/FqrX9TgDFs2bJ0ZLRVXHzedaIc4+gHg8PEG8G0PQl+Y7K5330L6+vblBpTo6CkJQJhLS7jIhizxobwfmde3Fr0beUpBGUV5jyE1gQSyGNWusUIsLM7LQlXN+tukZGxlBLCYiV0rovOby5FyLs4tHJhRk2mOkC2Ar30SiMJSTg1ywiegEeTIrNHFKxdp1zZPtc3prZYEGEgkgtiCT33AyOCjNFFtiueLaUZlwpLdlCltJzc3ifvOZ2FWKHTvcJ/Ns2OA7J64orbIm89gDojpIJAoXSrNj3lt+z53JB+BbLN7Y82QmGlWI26TAiic51YmGEHRnnAk7zvXtgdLxDQre0MmkWJl+ER1MPmbvRwZRtLYyFi70zutLG9uQhfQ25iya5RPys52cA3gHBoBXXskNoXKOcXee31yDk9RrMlyiZ9EU9x+bhfwdPzazUAGHhX7ccflQTg56eiSvu3ejqsCoJYb+5/Y7oyd1dUkneWpoStkjXMzQ//jytsLE7bhMpOnqAma270Vyb29Z6RhSO5vQ07JbFr83eJSRX4vLjtfYb2bR3nJDZ9rP5X0B3rNE/cYPGIH2e+46OqyhwrY8VeVyKRWFxQMzybSaMfTjgZoEnYjOI6KXiWg9EfmvRTmKLFwItNAwAG9Bt79xzXr1bm9+sw5F7vgKFt03Ft7i2Ue8dA6xGHBkqAWvtMeB2bNzhu7CM22Ddu3zs21Ws7M57YZfSLn0SyJKPcfPcP+xT8GY9AoE3adcCmK6xmIVzlrJD/33ejGapJ3PbVMT0D1pECn0lH3fNm0SN0Ns+QSZzeNWMTxELDZjJxID8ysK+po62I6eaSOFkXmMD6kg3FL+fV4qiLfb3Aevz154vM+L8ZglWs7Qf78WRyJRHLAoFhMPmKNYvLGv+1EFbi6j+fOrnORUB6oWdCJqBnAjgLcDWALgYiJyWSli9IlEgEUd4vf0c7nY8RrjWrAOxcGDMm6qXEGPWyMler1rX86P2PtWgAjJpBVT9kSr6Jzzs209YwsXinj5BRU36/i7atJfJDJM9/Jji7+0Z9DDUgSs8vQK5WSjIFi0GRRdweyMXLl4DP03xeLWtO+O7kca3e4Ll3ikBSubnhXDY3XB2KwDWI3XI7trT1lpZTLA3uGJ6D7GcWEeQzrK7RhMJqXFMMP2rjYtUbc5EW60tJQ5mcdjWOCWLVI1Sgl6f790gLpdg9tzar4ri6lT5YJrHLJoz0eYgnhX3ibJcwqA9cy8EQCI6E4AKwFUMsgoMOLTd2DjwR50nLIcsE1o6NnxSQB/j/hVZwEtu/LHpz+Cn6U/jljb+oLzDGQjAGYj/m8fBm582jq4vKa7abLH/3gHEPuR6zFLRjoA/AEf6f9HfMHycV5wAUSF29uL05JpqMA3voHIT36Cxc33g0GILF3pnY+dN+KBu05F7P7Czr2dQ7LE7/Q3+izAH49LdAHHkxXfcyGAr6D7U5cALc/mj/XAGEiXXgpMjLwbQAJY3go0rff8jZ2NmT6cP/EJIHat6/edAOa0PoLuzduB2OWFae/6Lh6h8xA7rcSwDovdu+V/LAa5phtvLFYWo0AOoYgvzuDw0x1Y0vsamptKi/oINwGYh+55jo5UU5bve5904FgsybYDeA5X/k0aX2p2UUGLLUMzsaztJVD88ty+VgCLm/4Lw9SM6LLzS+YNAOL9X8d9iTcj1rbV5yJiABLA+xYVKIjpTC21xAAAnHRS4TwNZhkq7LbMAyDFYtZo8qcJQBL4YztQfhdKjh075J0wc2ZxPu69t6JumSJ+8Yt82NHRohZB7wVgv+v9AE51HkREVwC4AgBm232GAfPJz0Vx5s0/Ac0vtMou6X0Jk7b/GD2LZwCUN18uOrgOLyV/i6Fsc9G5zomsxeknDgDNJwJnngmsWFF0jBuxt/bii8sfxSXdm4AOd+twEoCvtNyFv8w4F+iSCnL11ZB25je/6W56f/nLwEMPAQC+MunnYBDQ5219fmLa02jb6LYOdBrHL0ygpcvnei66SMwUx0Sg/zW4BWtffgAnx0eAphOBM84AzjnH8zTHHSdBgdJpABwFKAMcKX9VwhilcPX83wPd3tf5tYl3o7N5ADim8JiPT3kGXYOzZRZmuenFLMH40IfkqXZzWr/udUVP5Ls+Pg+XPvZbHBksrkdeLG/djndc4xgUPmcOcO210vKx0Qngn5ruxJ/3+bSqACxBGh849qmisvjK5J/LS8Snvti5qucZDK+fCmav9Q8s2tuBE4rl421vkxB+XqxYIUXstkDl0qUS8MjOsce6Fos/EyJAZxSowkhfskQi4jmXf7jqKnkkqlgpOUeVS7NXBHGVOSSiCwGcx8x/Z21fCuBUZv6Y12+WL1/Oq+zxzBRFUZSSENHzzLy81HG1dIq+CliDv4U+a5+iKIpSB2oR9OcALCSiuUQUAXARgAeCyZaiKIpSKVX70Jl5mIg+BuARAM0AbmXmEAzsURRFaUxq6RQFM/8SwC8DyouiKIpSAw0xU1RRFEVRQVcURWkYVNAVRVEaBBV0RVGUBqHqiUVVJUaUBuATwtiX6QB2BpidMKDXfHSg19z41Hq9xzJzybmvYyrotUBEq8qZKdVI6DUfHeg1Nz5jdb3qclEURWkQVNAVRVEahDAJ+s31zkAd0Gs+OtBrbnzG5HpD40NXFEVR/AmTha4oiqL4oIKuKIrSIIRC0MdLMOrRgohmEdETRPQSESWJ6BPW/i4i+m8iWmf9n1rvvAYNETUT0R+J6EFrey4RPWvd659ZSzM3DEQ0hYjuIaI1RLSaiE5r9PtMRJ+y6nWCiH5KRG2Ndp+J6FYiShFRwrbP9b6S8G3r2v9MRMuCyse4F/TxFIx6FBkG8GlmXgLgDQCutq7x8wAeY+aFAB6zthuNTwBYbdv+fwD+jZkXANgD4MN1ydXo8S0ADzPzcQD+CnLtDXufiagXwMcBLGfmOGSp7YvQePf5NgDnOfZ53de3A1ho/V0B4KagMjHuBR22YNTMnAFgglE3DMy8nZlfsD4fgDzkvZDrNNGmfwTggvrkcHQgoj4A7wRwi7VNAM4BcI91SENdMxFNBnAWgB8AADNnmHkvGvw+Q5bpnkBELQDaAWxHg91nZn4awG7Hbq/7uhLA7Sw8A2AKETnCUldHGATdLRh1b53yMuoQ0RwASwE8C2AGM2+3vnoNwAyPn4WVGwB8FkDW2p4GYC8zD1vbjXav5wJIA/ih5Wa6hYg60MD3mZlfBXA9gC0QId8H4Hk09n02eN3XUdO0MAj6UQMRdQK4F8AnmbkgLjrL+NKGGWNKRH8NIMXMz9c7L2NIC4BlAG5i5qUADsHhXmnA+zwVYpHOBXAMgA4UuyYanrG6r2EQ9KMiGDURtULE/MfMfJ+1e4dpiln/U/XK3yhwOoDziWgTxI12DsS/PMVqmgONd6/7AfQz87PW9j0QgW/k+/xmAK8wc5qZhwDcB7n3jXyfDV73ddQ0LQyC3vDBqC3f8Q8ArGbmb9q+egDAZdbnywD8fKzzNlow8xeYuY+Z50Du6ePM/H4ATwC40Dqs0a75NQBbiWixtetcAC+hge8zxNXyBiJqt+q5ueaGvc82vO7rAwA+YI12eQOAfTbXTG0w87j/A/AOAGsBbADwpXrnZxSu7wxIc+zPAF60/t4B8Sk/BmAdgF8D6Kp3Xkfp+s8G8KD1eR6APwBYD+BuANF65y/gaz0RwCrrXt8PYGqj32cAXwGwBkACwH8CiDbafQbwU0gfwRCkJfZhr/sKgCAj9zYA+AtkBFAg+dCp/4qiKA1CGFwuiqIoShmooCuKojQIKuiKoigNggq6oihKg6CCriiK0iCooCuKojQIKuiKoigNwv8HOKRY0Ge9dmUAAAAASUVORK5CYII=\n", "text/plain": [ "
    " ] @@ -136,7 +136,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, diff --git a/examples/BasicExamples/Michaelis-Menten_Basic_ODE.ipynb b/examples/BasicExamples/Michaelis-Menten_Basic_ODE.ipynb index 67e6dd62c..3ba83f2c6 100644 --- a/examples/BasicExamples/Michaelis-Menten_Basic_ODE.ipynb +++ b/examples/BasicExamples/Michaelis-Menten_Basic_ODE.ipynb @@ -108,8 +108,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 15.6 ms, sys: 0 ns, total: 15.6 ms\n", - "Wall time: 11.8 ms\n" + "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n", + "Wall time: 7.91 ms\n" ] } ], @@ -125,7 +125,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -134,7 +134,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -168,8 +168,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 15.6 ms, sys: 31.2 ms, total: 46.9 ms\n", - "Wall time: 13.7 ms\n" + "CPU times: user 15.6 ms, sys: 0 ns, total: 15.6 ms\n", + "Wall time: 9.6 ms\n" ] } ], @@ -185,7 +185,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -194,7 +194,7 @@ }, { "data": { - "image/png": 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\n", 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46KKLmDRpEvXq1WPcuHFcffXVPPTQQ9vVeeSRR3LdddfRtGlTjjjiCHr37k3Xrl13+G+wYMECZs6cyddff02rVq045phjeOyxx+jRowdXX301eXl5rF+/ns6dO3PXXXcVBixLly5lyZIljBkzhg4dOgBhK0mdOnXIy8vj8MMPZ8GCBVx88cWMHDmSadOmUbduXVatWsUNN9zA1KlTqVatGrfeeisjR45k6NChhTWtWbOGtWvXcuCBB36n3o0bN9K/f39eeOEFmjZtSt++fbnnnnu49NJLATjggAOYN28ev//97+nfvz+vvvoqGzduJC0tjYEDBwIwe/ZsFi5cSKNGjejZsycTJ07k5JNPLnyORYsWMW7cOF599VUqVqzI+eefzyOPPELfvn0ZNGgQ5513Hu3ataN58+YcuZv/hjWYSMp++0GNGq6YkCRJklTs/NhWjhNPPBGANm3aMHHixMLzq1at4vTTT2f8+PHUqlWLXr16cf3113P77bfz0EMP0b9//8LbHnXUUVSsWJH09HTy8vLo2bMnAOnp6SxdupTFixfz5ptv0r17dwDy8vLYf//9v1NL9erVyc3N5ZVXXmHatGn07t2bW265Zbvn+j7HHXccVapUoUqVKmRnZzN79mzatm3LmWeeyebNmzn++OO3C2a+rVGjRoWhBMD48eO577772LJlCytXrmThwoVkZGRsd5+ZM2eycOFCDj30UAA2bdpEx44df7TGb1u8eDGNGzemadOmAPTr14+//OUvhcHEb37zGyD8+61bt44aNWpQo0YNKleuzFdffQVAu3btCkOPU089lf/85z/bBRMvvPACubm5tG3bFgjh1D777APAgAED+Oc//8m9995bJFt8DCaSEkWhz4TBhCRJkqQfsKOVDUko2DZRvnx5tmzZAoTg4JRTTmHo0KGkpaUBULVqVbp3786kSZMYP348ubm533mMcuXKUbFiRaIoKvx8y5YtxHFMixYtmDFjxnbPvWzZMo499lgABg4cyMCBAylfvjzdunWjW7dupKenM2bMGPr370+FChUKtyts3Lhxu8cpeL5vf96lSxdefvllnnnmGfr3789ll11G3759v/P1V6tWrfDjDz74gBEjRjBnzhxq165N//79v/NcEPpRdO/enccee+wH/11r1qxJ9erVef/997931cSP+fa/Z8HHBZ8X/Df6vq/5f2vs168fN99883cef/369SxfvhygMPjYnewxkaTU1LCVQ5IkSZJKsMGDB5ORkcEpp5yy3fkBAwZw8cUX07ZtW2rXrr3Tj5eamsrnn39eGExs3ryZt956i4YNGzJv3jzmzZvHwIEDWbx4MUuWLCm837x582iUP1wgJSWlMAx5/PHHt3v8SZMmsXHjRlavXs306dNp27YtH374Ifvuuy9nn302AwYMYO7cuQBUrFixsO/F/1qzZg3VqlWjVq1afPrppzz33HOF19WoUYO1a9cC0KFDB1599VXeffddAL7++mve+Z6/BYcMGcIFF1zAmjVrgBACjB07ltTUVJYuXVp4/7/97W87tWXl22bPns0HH3zA1q1bGTduHJ06ddru+sMPP5wJEybw2WefAfDFF1/w4YcfAjBo0CD69OnDddddx9lnn/2TnndnGEwkKTUVPvoINmxIuhJJkiRJKlTQY6LgGDx48I/efsSIEUyZMqXw9k899RQQtnvUrFmTM8444yc9f6VKlZgwYQKDBg2iZcuWZGZm8tprr33nduvWraNfv340b96cjIwMFi5cyPDhwwEYNmwYl1xyCVlZWZQvX367+2VkZJCdnU2HDh245pprqF+/PtOnT6dly5a0atWKcePGcckllwBwzjnnkJGRQZ8+fb7z/AW3P+SQQ/jd735XuFWj4H49e/YkOzubevXqMXr0aE499VQyMjLo2LFjYePQbzvvvPPIzs6mbdu2pKWl0blzZ8qVK8dee+3Fww8/TK9evUhPT6dcuXKFvSN2Vtu2bbnwwgtp1qwZjRs35oQTTtju+ubNm3PDDTdw5JFHkpGRQffu3Vm5ciUvvfQSc+bMKQwnKlWqxMMPP/yTnntHojiOd+sD7klZWVlxTk5O0mXsun/8A049FebPh//ZgyRJkiSpbFq0aBHNmjVLuozdYsWKFXTr1o233377B8dqquhNnz6dESNGMHny5CJ7ju/7vo2iKDeO46wd3dfvjCQ5MlSSJElSKTV27Fjat2/PjTfeaCihH2XzyyQ1aRIu7TMhSZIkqZTp27fv9zaP1J5X0By0uDK2SlL16vDLX7piQpIkSZJUZhlMJC011WBCkiRJklRmGUwkrWBkaAluQipJkiRJ0q4ymEha06bw1Vfw+edJVyJJkiRJ0h5nMJE0J3NIkiRJKmbKly9PZmYmaWlp9OrVi/Xr1+/yY40ePZoLL7xwl++7YsWKXX5ulQwGE0krCCaczCFJkiSpmKhSpQrz5s3jzTffpFKlStx7773bXR/HMVu3bi3yOgwmygaDiaQ1agSVKrliQpIkSVKx1LlzZ959912WLl1Kamoqffv2JS0tjWXLlvHYY4+Rnp5OWloagwYNKrzPww8/TNOmTWnXrh2vvvpq4fn+/fszYcKEws+rV69e+PGtt95Keno6LVu2ZPDgwUyYMIGcnBz69OlDZmYmGzZs2DNfsPa4CkkXUOaVLw8HH2wwIUmSJOk7Lr0U5s3bvY+ZmQmjRu3cbbds2cJzzz1Hz549AViyZAljxoyhQ4cOrFixgkGDBpGbm0vt2rU58sgjefLJJ2nfvj3Dhg0jNzeXWrVqkZ2dTatWrX70eZ577jkmTZrErFmzqFq1Kl988QV16tThrrvuYsSIEWRlZf3cL1vFmMFEcZCaCgsXJl2FJEmSJAGwYcMGMjMzgbBi4qyzzmLFihU0atSIDh06ADBnzhy6detGvXr1AOjTpw8vv/wywHbne/fuzTs72Lo+depUzjjjDKpWrQpAnTp1iuTrUvFkMFEcpKbC00/Dli1Qwf8kkiRJkoKdXdmwuxX0mPhf1apV+1mPW6FChcLeFFu3bmXTpk0/6/FUOthjojho2jSEEh98kHQlkiRJkrRT2rVrx0svvcSqVavIy8vjscceo2vXrrRv356XXnqJ1atXs3nzZv75z38W3iclJYXc3FwAnnrqKTZv3gxA9+7defjhhwunf3zxxRcA1KhRg7Vr1+7hr0x7mm/PFwffHhnapEmytUiSJEnSTth///255ZZbyM7OJo5jjjnmGI477jgAhg8fTseOHdl7770Lt4QAnH322Rx33HG0bNmSnj17Fq7A6NmzJ/PmzSMrK4tKlSpx9NFHc9NNN9G/f38GDhxIlSpVmDFjBlWqVEnka1XRiuI4TrqGXZaVlRXn5OQkXcbPt3o11K0Ld9wBl12WdDWSJEmSErRo0SKaNWuWdBnST/J937dRFOXGcbzDzqVu5SgOfvELqFPHyRySJEmSpDLHYKK4SE01mJAkSZIklTkGE8VFairsYISOJEmSpLKhJG+5V9nzc79fDSaKi9RUWLkS1qxJuhJJkiRJCdprr71YvXq14YRKhDiOWb16NXvttdcuP4ZTOYqLpk3D5TvvQNYOe4NIkiRJKqUaNGjA8uXL+fzzz5MuRdope+21Fw0aNNjl+xtMFBcFI0MNJiRJkqQyrWLFijRu3DjpMqQ9xq0cxcXBB0MU2QBTkiRJklSmGEwUF5UrQ0qKwYQkSZIkqUwxmChOHBkqSZIkSSpjDCaKk4KRoXbflSRJkiSVEQYTxUnTprB+PXz8cdKVSJIkSZK0RxhMFCcFkzncziFJkiRJKiMMJoqTb48MlSRJkiSpDDCYKE7q14eqVV0xIUmSJEkqMwwmipNy5UKfCYMJSZIkSVIZYTBR3BRM5pAkSZIkqQwwmChuUlNh6VL45pukK5EkSZIkqcgZTBQ3TZvC1q3w7rtJVyJJkiRJUpEzmChuHBkqSZIkSSpDKiRdgP5H06bh0j4TkiRJklSmrVoFixZBhQrQsWPS1RQdg4nipmZN2G8/V0xIkiRJUhkQx7ByJSxcGEKIb19+/nm4zVFHwbPPJltnUTKYKI5atoSXXw69Jsq520aSJEmSSro4ho8/hrfeCqFDweXChfDf/2673d57Q/PmcNxx0KxZ+DgtLbm69wSDieLo9NPhtNNg+nQ47LCkq5EkSZIk7aQ4hhUrQvBQcHxfAFGvXggd+vTZFkA0bw777gtRlFz9STCYKI5OPDHEZA88YDAhSZIkScXU55/Dm2+G8OHbl199te029epBixbhvefmzcPHzZuH8woMJoqjKlXCqom//hVWr4Zf/CLpiiRJkiSpzFq7NoQOb7wRgoeCy4IeEAC1a4ctF6eeGsKHgsMAYscMJoqrAQPgz3+Gv/8dLrkk6WokSZIkqdTbvDnMIfh2APHGG7B06bbbVKsWAojf/CZctmgRLvfbr+xtwdhdojiOk65hl2VlZcU5OTlJl1F02reHr78O/yf4HS5JkiRJu0XBJIwFC8LxxhvhctGiEE5AGNGZmgrp6SF4SE8PR6NGzijYWVEU5cZxnLWj27liojgbMADOOQdmzYIOHZKuRpIkSZJKnA0bwuqHghCi4Pjii223adAAMjLCWM709PBxaipUqpRc3WWJwURxdsop8Pvfw/33G0xIkiRJ0o+IY1i+PIQO8+eHY8ECeOcd2Lo13KZ69bD64eSTQ/hQsAqidu1kay/rDCaKsxo1Qjjx2GNw551Qs2bSFUmSJElS4jZtCtsu5s3bdsyfD19+ue02jRtDy5bw29+Gy5Ytwzm3YRQ/BhPF3dlnw4MPwj/+EbZ1SJIkSVIZ8tVX24cP8+aFCRkFvSCqVAmrHk4+eVsAkZ4OtWolW7d2ns0vi7s4Dv9nVa4Mc+YkXY0kSZIkFYk4ho8/htdfD+HD66+H49sTMfbbDzIzw59ImZnhaNIEypdPrGz9CJtflhZRFJpgXnJJ+L8zMzPpiiRJkiTpZ9m6Fd59F+bO3RZAvP46rFoVro+iEDi0bw/nnrsthNhvv2TrVtEwmCgJTjsNrrwSHngA7ror6WokSZIkaadt2QJvvx1CiIJj3jxYuzZcX7FiaEj5m99Aq1bhyMgILfdUNhhMlAR16sBJJ8Hf/w633x42UUmSJElSMbN5MyxcCDk5IYDIzQ19ITZuDNdXrRpWPvTrB61bh6NZM8dylnUGEyXF2WfDo4/ChAlw+ulJVyNJkiSpjNu8OTShzM3ddsyfD998E66vWTMED+efvy2EaNrUfhD6LptflhRxHP4vrl8fXnop6WokSZIklSFbtoTxnDk5247vCyGysqBNm3AcdJCjOcs6m1+WNgVNMAcPhsWLITU16YokSZIklUJbt8I772wfQrz+OqxfH66vUSMEDxddZAih3cNgoiTp1w/++Ed48EG47bakq5EkSZJUwsUxLFsGc+bA7NnhMidnW2PKqlVDM8pzzgmrIbKywrQMQwjtTgYTJcl++8Gxx8Lo0XDDDXaIkSRJkvSTrF69fQgxezZ89lm4rmJFaNkyDAVs2zYchxwCFfyrUUXMb7GSZsAAeOIJePrpMKlDkiRJkr7Hxo1hLOesWduO998P10VRCB2OOioEEO3ahRGdlSsnW7PKpiILJqIoagiMBfYFYuC+OI7/L4qi4cDZwOf5N70qjuNn8+8zBDgLyAMujuP4+aKqr8Tq0QMaNID77zeYkCRJkgSEvhBLloQVEAUhxPz5YXIGwC9/Ce3bhy0Z7dqFvhA1ayZbs1SgKFdMbAEuj+N4bhRFNYDcKIr+nX/dnXEcj/j2jaMoag6cArQA6gNToyhqGsdxXhHWWPKULw9nngnXXw8ffgiNGiVdkSRJkqQ97MsvQwgxc2Y4Zs0K5wCqVw+rIC67LIQR7dqFYEIqroosmIjjeCWwMv/jtVEULQJ+7H+H44B/xHH8DfBBFEXvAu2AGUVVY4lVEEw89BBce23S1UiSJEkqQlu2wJtvbgshZs4Mg/ogbMlIS4OTTw4hRPv20KxZeD9TKin2SI+JKIpSgFbALOBQ4MIoivoCOYRVFV8SQouZ37rbcn48yCi7GjUKWzruvhsGDoT990+6IkmSJEm7yapVMGPGtmP27G2jOvfZBzp0CAP7OnRhY8YjAAAgAElEQVQIUzJq1Ei2XunnKvJgIoqi6sDjwKVxHK+Jouge4HpC34nrgTuAM3/C450DnANwwAEH7P6CS4o77gg/hU47DaZMMRKVJEmSSqC8vLAaoiCEeO01ePfdcF2FCpCZCWedFUKIjh0hJSWskpBKkyINJqIoqkgIJR6J43giQBzHn37r+vuByfmffgw0/NbdG+Sf204cx/cB9wFkZWXFRVN5CdC8OfzlL2Fbx003wTXXJF2RJEmSpB1YsyZsxXjtNXj11fDxunXhun32CeHDgAHhMisLqlZNtl5pTyjKqRwR8CCwKI7jkd86v39+/wmAE4A38z9+Cng0iqKRhOaXTYDZRVVfqdC/P7z4IgwfDl26QNeuSVckSZIkKV8cwwcfbAshXnsN3ngjnC9XDtLToW/fEEJ07AgHHuhqCJVNRbli4lDgdOCNKIrm5Z+7Cjg1iqJMwlaOpcC5AHEcvxVF0XhgIWGixwVO5NiBKIJ77gmbzk49NcwDqlcv6aokSZKkMmnLFpg3D/7znxBE/Oc/8Mkn4boaNUL4cOKJ8KtfhSaVjuuUgiiOS+5uiKysrDgnJyfpMpI3f374yZadDc88E+JXSZIkSUVq7dqwFeM//wnHrFnw9dfhupQUOPTQbUeLFraFU9kTRVFuHMdZO7rdHpnKoSLWsiWMGgXnnQe33w6DBiVdkSRJklTqfPopvPLKtmP+fNi6NbwvmJkZ2r916hSCiF86X1DaaQYTpcW554Z+E1dfDZ07h/VhkiRJknZJHMP7728fRCxZEq6rWjVMybjmmhBCdOjgyE7p5zCYKC2iCO6/H3Jz4ZRTwua2OnWSrkqSJEkqEbZuhbfegpdfDscrr8DK/Jb9deqElRDnnBPeA2zdGipWTLZeqTQxmChNatWCcePCaokzzoAnn7StryRJkvQ9ChpVfjuI+OKLcF2DBqF9W+fO4WjWzDZuUlEymChtsrJCn4lLL4X/+79wKUmSJJVxmzdDTg5Mnx6CiFdfDc0rAQ4+GI4/Hrp0CUdKiu/vSXuSwURpdPHFMG0aXHll2PTWtm3SFUmSJEl71KZN24KI6dNDELF+fbiueXM47bQQQnTubKNKKWkGE6VRFMFDD0GrVtCrV4iEDzgg6aokSZKkIrNpE8yZs30QsWFDuC4tLUzM6NYthBH16iVYqKTvMJgorerUgccfhyOOCD99X3gBDjoo6aokSZKk3WLLlrAiYtq0cHx7RUR6OgwYsC2IqFs30VIl7YDBRGmWlRVGiB555LZw4pBDkq5KkiRJ+sny8kKzyoIg4uWXYd26cF2LFmFFRHa2QYRUEhlMlHatW4e1bEccAV27wtSpIUKWJEmSirE4hoULw3trL74IL70EX30VrktNDT0isrPDqoh99km0VEk/k8FEWZCWFn6SH354+Mk9ZQq0aZN0VZIkSdJ2PvhgWxDx4ovw6afh/IEHwkknwWGHhZez9esnWqak3cxgoqxITQ3r3Q4/PPxEf+45+NWvkq5KkiRJZdinn4YA4oUXwrF0aTi/335hwe9hh4UjJSXJKiUVNYOJsuTAA7eFE0ceCZMnh8hZkiRJ2gPWrQsvR6dODUHEggXh/N57h20Zl18eXqoeckgYNCepbDCYKGsaNgy/DY44Ao46Cp58Enr0SLoqSZIklUKbN4cRnlOnhmPGjDBNo3Jl6NQJbr45vCxt1QrKl0+6WklJMZgoi/bbLzTE7N4dfvMbGD8ejjsu6aokSZJUwsUxLFkC//53aGs2bRqsXRtWP7RpA3/4QwgifvUrqFIl6WolFRcGE2VV3bphQ99RR4VOQnfdBQMHJl2VJEmSSpjVq8O2jIIw4qOPwvnGjeF3v9vWK6JOnWTrlFR8GUyUZbVrh98gp54K550X5jGNHAkV/LaQJEnS99u0KWzJmDIlHLm5YaVErVohgBgyJCzMPeigpCuVVFL4F2hZV6MGTJoEV14ZQonFi2HcuNCBSJIkSQLeew+efz4cL74YmliWLw8dO8Lw4aGvelaW729J2jX+6FD4rXLHHdC8eVg50aFDmNhx8MFJVyZJkqQErF0bAojnnw+rIt57L5xv3BhOOy30Tj/sMKhZM9k6JZUOBhPa5qyzoEkTOPFEaNcOHn88zG2SJElSqRbHYXTnv/4Vjv/8J0zPqFYtvBy89NIQRhx8sGM8Je1+BhPaXpcuMHs2HHtsWJN3111w7rlJVyVJkqTd7MsvQ7uxgjBi5cpwvmVLuPzyEEQceihUqpRsnZJKP4MJfdeBB8Jrr4WmmAMHwqJFMGKEmwYlSZJKsK1b4fXX4dlnQxAxc2Y4t/fe4f2onj1DGFG/ftKVSipr/EtT369WLXj6abjiCrjzTnj7bfjHP2yKKUmSVIIUrIooCCM+/TRsxcjKgquvDpPj27b1/SdJyfJHkH5Y+fJhUkdBU8ysLJg4ETIykq5MkiRJ36OgV8Szz8Jzz4VFsHl5YUp8z54hiOjRA/bZJ+lKJWkbgwnt2IABIZw4+eQwseOBB+B3v0u6KkmSJAFffw1Tp8Izz4RA4uOPw/lWrWDwYDj66NDX3FURkoorfzxp5/zqVzB3Lvz2t9CnD8yaFfpOVKyYdGWSJEllzgcfhCBi8mSYPh2++QZq1Ai9Io45JqyO2H//pKuUpJ1jMKGdt99+8MILoe/E//1fCCrGj/e3niRJUhHbsiVsy5g8OQQSCxeG802bwvnnhzCic2cnaEgqmQwm9NNUrAijRkH79mGLR5s2MGFCWFEhSZKk3ebLL0PDyqefDv0ivvoqvBTr2hXOPjuEEU2aJF2lJP18BhPaNaeeCmlpcMIJ4bfjnXfCBReENs+SJEnaJUuWhCDi6afhlVdC48p69eD44+HXvw5bNWrUSLpKSdq9DCa069LTIScHTj8dLroo9J3461+hatWkK5MkSSoR8vLCFo2nngphxOLF4XxaGlx5JRx7bGhcWb58snVKUlEymNDPs/feMGkS3HADDB8O8+eHrR1NmyZdmSRJUrH09dcwZUp4CTV5MqxevW2LxgUXhJURjRsnXaUk7TkGE/r5ypWDoUND34k+fSArCx58EHr1SroySZKkYmHlyhBCTJoURnt+8014f+eYY+A3vwlTNGrWTLpKSUqGwYR2nx494PXXw0jR3/42bO8YMcL20JIkqUxatAiefDKEEbNmhXMpKTBwIBx3HHTq5OR1SQKDCe1uDRvCSy/BoEFhesfs2WGk6AEHJF2ZJElSkdq6Nbz0efLJcBT0i8jKguuvD2FEWpq9wiXpfxlMaPerVClM6ejUCc44A1q1gr//HY46KunKJEmSdqtNm2DaNHjiibAy4pNPoEIFyM6Giy8O2zQaNEi6Skkq3gwmVHROOgkyMuDkk+Hoo+Hqq+Haa20rLUmSSrR16+C552DiRHj2WVizBqpVC+/BHH98eNlTu3bSVUpSyWEwoaLVpAnMnBn6Tdx4Y5iH9eijsN9+SVcmSZK001avDuM8n3gCnn8+NK+sWzf0+j7hBDj8cNhrr6SrlKSSyWBCRa9KFXjggbC14/zzw9aORx8NaxwlSZKKqRUrQq+IiRNh+nTIywvttAYODGFEp04uBJWk3cFgQntO//7Qpk2Y2HHEETBsWNje4W90SZJUTCxdCo8/Ho4ZM8K5pk3hyivhxBPDSxmbV0rS7mUwoT0rPR3mzIHzzgvBxMsvwyOPwL77Jl2ZJEkqo5YsgQkTQhiRmxvOZWaGSRonngjNmhlGSFJRMpjQnle9OowdG7ZyXHBB+M3v1g5JkrQHLVy4LYxYsCCca9cObrst9O8+8MBk65OkssRgQsmIIjjzTGjb1q0dkiSpyMUxvPkm/POf4Xj77fBy5NBDw5TzE0+EAw5IukpJKpsMJpQst3ZIkqQiUhBGjB8fwojFi6FcOejSJQwMO+EE2H//pKuUJBlMKHnft7XjkUfgsMOSrkySJJUwcQxvvLFtZURBGNG1K1xySVgZ4fsfklS8GEyoePi+rR1//CMMHQoV/DaVJEk/rmBlxPjx28KIbt3g0kvDygjDCEkqvvyLT8VLejrk5MCFF4ZW2C+9FFZPNGiQdGWSJKmYWbwYxo0Lx8KF21ZGXHppWBmxzz5JVyhJ2hkGEyp+qlWDhx+Gww+HgQPD1o7Ro+HXv066MkmSlLD3398WRsyfHxZdduoEd90Vpmnst1/SFUqSfqpySRcg/aDTToO5c6FhQzj2WLj8cti0KemqJEnSHrZ8OdxxR9jxedBBcNVVULUqjBoFy5aF3tkXXGAoIUkllSsmVLw1bQozZsAVV8DIkfDKK/CPfzhcXJKkUu7zz2HCBHjssfDrH6BNG7j9dujVCxo1SrY+SdLuYzCh4m+vveDPfw5TOs48E1q1gvvvD00yJUlSqfHf/8ITT4T3IKZOhbw8aN48tJ3q3RuaNEm6QklSUTCYUMlxwgnQujWcemp4dTJ1aljDWbVq0pVJkqRdtGEDTJ4cVkY8+yx88w2kpMCVV8Ipp4S+2FGUdJWSpKJkMKGSpVGjMKlj6FC49VZ49dXwtkp6etKVSZKknbRlC7z4Ijz6KEycCGvXhv4QAweGMKJ9e8MISSpLbH6pkqdiRbj5Znj+efjiC2jXDu65B+I46cokSdIPiGOYPRsuuSRMAe/RI2zbOPnksAhy+fKwELJDB0MJSSprXDGhkqt79zAnrF8/OP98+Pe/4YEHoE6dpCuTJEn5Fi8OKyMefRTefRcqVQoTwPv0gaOPDq2kJEllm8GESrZ99oFnnglvsQweDC1bhlc+nTsnXZkkSWXWZ5+FnZZ//zvMmRNWQBx2GAwZAieeCHvvnXSFkqTixK0cKvnKlYPLLgtjRffaC7p1g2uvDRtYJUnSHrF+fXhv4OijoX79sGVjyxa4446wTWPq1DBcy1BCkvS/XDGh0qNNG5g7Fy64AIYPhxdegEcegYYNk65MkqRSKS8vNLH8+99DE8t168Kv3SuugNNOgxYtkq5QklQSGEyodKlRA8aODf0nzj8/bO144IGwblSSJO0Wb7wBf/tbCCRWroRatcI0jdNOC7spy7kmV5L0E/hrQ6XT6afD66/DQQfBSSfBOefA118nXZUkSSXWp5/CnXdCq1aQkRE+btsW/vlP+OQTuP9+6NrVUEKS9NP5q0Ol18EHw6uvhqaYDzwQtnq8/nrSVUmSVGJs2ADjx4cpGr/8ZWjpVKEC/OlPsGIFTJoUxn06WUOS9HMYTKh0q1QJbr459JtYtw7at4eRI2Hr1qQrkySpWIrjkOufcw7svz/07h2mc19xBbz1VpiycdFFUK9e0pVKkkoLe0yobMjODq+qBgyAyy+H55+H0aPDKy5JksRHH4W+EWPGwJIlULVq2A3Zr18YeFW+fNIVSpJKK1dMqOz4xS9Cy/C//hVeeSVskJ08OemqJElKzPr1oYFl9+6QkgJ//GMY9fnww6FvxNixcPjhhhKSpKJlMKGyJYrC2tTc3LBZ9thjw3rUDRuSrkySpD0ijuE//wmLCPfbL/SLfu89GDYM3n8fpk+H/v3DoCtJkvYEt3KobGrWDGbNgiFDQlvxadPgkUfCeFFJkkqhjz8OKyAefjhs1ahWDX772xBCdOrkNA1JUnL8FaSyq3Ll0Ajz+edh9Wpo1y6EFDbGlCSVEt98AxMmwNFHwwEHwFVXha0ao0eHrRoPPQRduhhKSJKS5a8h6cgj4Y034Kijwhy0Hj3CDDRJkkqo+fPhkktCCNGrV/g1N2RIWCkxfXpoaFm9etJVSpIUGExIAHXrwhNPwH33wWuvQXp6aJQpSVIJ8dVXcPfd0KYNZGbCvffCEUfAv/4FS5fCDTfAwQcnXaUkSd9lMCEViCI4+2x4/XVo3DjMSBswANatS7oySZK+VxyHFRCnnRYmYF9wQdiR+Oc/w8qVMG5cWAjoVA1JUnFmMCH9r6ZNw6qJIUPC5ttWrWD27KSrkiSp0IoVcPPN0KQJZGeH6ddnnhmGTr3+Olx4IdSpk3SVkiTtHIMJ6ftUqgQ33RSmdXzzDfzqV3D99bBlS9KVSZLKqC1b4Kmn4De/2dbIskED+NvfQlDxl79A69ZJVylJ0k9nMCH9mK5dYcEC6N0bhg6Fzp3DsHdJkvaQDz6AP/4xhBHHHQdz5sAVV8A772zbxlG1atJVSpK06wwmpB3Ze2945BF47DF4+21o2RIeeCBs7JUkqQhs2hTGfPboAQcdFLZttG4NTz4Jy5Zt28YhSVJpUGTBRBRFDaMomhZF0cIoit6KouiS/PN1oij6dxRFS/Iva+efj6Io+lMURe9GUbQgiiIXI6p4OeWUsHqiffvQJPOEE+Dzz5OuSpJUiixZAoMGQcOGYcznokUwbFiYqjF5clgxUaFC0lVKkrR7FeWKiS3A5XEcNwc6ABdEUdQcGAy8EMdxE+CF/M8BjgKa5B/nAPcUYW3SrmnYEP79bxg5MsxfS0+HZ55JuipJUgm2aVOYnnHYYaH/8h13hNZGzz4btnEMGxZ+/UiSVFoVWTARx/HKOI7n5n+8FlgE/BI4DhiTf7MxwPH5Hx8HjI2DmcDeURTtX1T1SbusXDn4/e8hJwf23Rd+/Ws47zz4+uukK5MklSDvvRdWRzRoEBblLV0KN94Ytmo88QQcdZRjPiVJZcMe6TERRVEK0AqYBewbx/HK/Ks+AfbN//iXwLJv3W15/jmpeEpLC2NEr7gC/vrXMFZ01qykq5IkFWObN8Pjj8ORR8LBB4fVEZ06wfPPw7vvhkkb+/u2jCSpjCnyYCKKourA48ClcRyv+fZ1cRzHwE/qIBhF0TlRFOVEUZTzufv7lbTKleG22+DFF8NY0UMPDdM7Nm9OujJJUjHy4YfbJmucfHLopXzddfDRRzBxYggqytmSXJJURhXpr8AoiioSQolH4jiemH/604ItGvmXn+Wf/xj49g7KBvnnthPH8X1xHGfFcZxVr169oite+im6dQuNMfv0geuvhw4dYOHCpKuSJCUoLy80rDzmGGjcOEzSyMoK5z74AK65BurXT7pKSZKSV5RTOSLgQWBRHMcjv3XVU0C//I/7AZO+db5v/nSODsB/v7XlQyr+atWCMWPCGt2PPgpz3UaNgq1bk65MkrQHffZZCCEOOgiOPRbmzg2rJT74AJ5+OgQV9o6QJGmbKOymKIIHjqJOwCvAG0DBX2ZXEfpMjAcOAD4EfhvH8Rf5QcZdQE9gPXBGHMc5P/YcWVlZcU7Oj95ESsYnn8A554RXoNnZMHp0WL8rSSqV4hheeQXuuSfk05s3hykb550XRnxWrJh0hZIk7XlRFOXGcZy1w9sVVTCxJxhMqFiLY3j4YbjkkrBx+E9/gr59IYqSrkyStJusWQN/+1sIJN56Kyye698fBg6EQw5JujpJkpK1s8GEbZakohJFcOaZofdEy5bhlepJJ4FNWyWpxHvrLTj//NAj4sILYa+94IEH4OOPwy4+QwlJknaewYRU1Bo3hmnT4Pbb4ZlnoEULePLJpKuSJP1EmzfDhAmh33FaGjz0UJiwMWsW5OTAWWdBtWpJVylJUsljMCHtCeXLwx/+ALm50KABnHBC2Nbx5ZdJVyZJ2oFPPgmjPVNSoFcvWLoUbr0Vli8PLYTatUu4QEmSSjiDCWlPSkuDmTNh6FB49FFIT4fnn0+6KknS/4hjePVVOPXU0Lt42LDwI/upp+C99+DKK6Fu3aSrlCSpdDCYkPa0SpXg2mtDQFGzJvTsGbqkrV2bdGWSVOZt2BD6FrduDZ06wXPPwQUXwOLF8K9/hfGfjvqUJGn3MpiQkpKVFYbb/+EPcN99oUHmyy8nXZUklUkffQRDhkDDhqFv8ebNcO+9oZnlnXdC06ZJVyhJUullMCElaa+9QlPMl18OUzy6dYPLLgtv2UmSilQcw0svhQaWjRvDbbdBly7w4ovwxhtw7rk2s5QkaU8wmJCKg06dYP58OO+88NZcq1Zhq4ckabfbsCGM9mzZMuTB06aFxWvvvw8TJ0J2dsiKJUnSnmEwIRUX1avDX/4CU6bA+vVw6KEwaBBs3Jh0ZZJUKixfDlddFbZrnH12CB/uvx+WLQtTNho1SrpCSZLKJoMJqbjp3h3efDNscr7tttCBbc6cpKuSpBJr5kw45ZQw7vOWW6BzZ5g+HebNgwEDoGrVpCuUJKlsM5iQiqOaNcPbeP/6V5jW0aFDeJvvm2+SrkySSoRNm8JU5vbtoWPHMF3jkkvCqM8nnoCuXd2uIUlScWEwIRVnPXqE1RP9+8PNN4dJHrm5SVclScXWqlVw441hdUSfPvDll/DnP4dtHHfcEZpcSpKk4sVgQiruatWCBx+EZ56BL74Ib/9dc014O1CSBMCiRWGKRsOG8Mc/Qnp6+LH59ttw4YVQo0bSFUqSpB9iMCGVFEcfHVZP9OkDN9zg6glJZV4cw7//DUcdBc2bw9ixcPrp4Ufl88+HH5vlfKUjSVKx569rqSSpXRvGjIGnn4bVq8PqiauvtveEpDJl48awkCwjA448El5/Ha67Dj76CO67D1q0SLpCSZL0UxhMSCXRr38d3hI8/XS46aYwuWP27KSrkqQi9dlnMHw4HHBAmKZRvjyMHg0ffhh2uNWrl3SFkiRpVxhMSCVV7drw8MPw7LOwZk1oOz9oUHgrUZJKkbffhnPOCYHEtdeGxWIvvhhWSvTrB5UrJ12hJEn6OQwmpJLuqKPC6okzz4TbboPMTJgxI+mqJOlniWOYPj0sEGvWDP72tzCg6O23w2627GzHfUqSVFoYTEilQa1acP/9MGUKbNgAhx4Kl18O69cnXZkk/SSbN8Ojj4b+vtnZYZfatdeG/hH33gupqUlXKEmSdjeDCak06d49rJ4491wYORJatoSXXkq6KknaoTVr4I474KCDwvChr78OjSw//BCGDrV/hCRJpZnBhFTa1KgB99wTNmBv3QrdusH554dX/ZJUzKxYEdrjNGwIf/hDCCaefhoWLoSzz4YqVZKuUJIkFTWDCam0ys6GBQvg978P65/T0uC555KuSpIAeOstOOMMSEmBESOgZ0+YMwemTQt9Jcr5CkWSpDLDX/tSaVatWtjS8dprYSXF0UdD376wenXSlUkqg+I47C779a9DVjpuXNh5tmRJ+DgrK+kKJUlSEgwmpLKgQweYOxeuuQYeewyaN4cJE5KuSlIZkZcXfuR06BB2l82ata2h5Z//DAcemHSFkiQpSQYTUllRuTJcdx3k5ITN3L16wUknwSefJF2ZpFJq48bQwPKQQ8KPnNWr4e67tzW0rFs36QolSVJxYDAhlTUtW8LMmXDrrfDMM9CsGTz0UFhjLUm7wX//G37ENG4ctmrsvTf885+weDGcdx5UrZp0hZIkqTgxmJDKogoV4MorQ3PM9HQ46yw44gh4772kK5NUgn3yCQweDAccEC7T0+GFF2D2bDj5ZChfPukKJUlScWQwIZVlTZvC9OlhakdOTvgrYsQI2LIl6coklSDvvhtWRqSkwO23hwkbubkwZQocdhhEUdIVSpKk4sxgQirrypULf1EsXAhHHglXXAHt28O8eUlXJqmYmzcPeveG1FQYMwb69w/bNcaNg9atk65OkiSVFAYTkoJf/hKeeCJsBP/44zC3b8gQ2LAh6cokFTOvvBKmD7dqBf/6V9gZtnRpWHx18MFJVydJkkoagwlJ20RR2Ai+cCH06we33AIZGWG7h6QyLY7h2Wehc2fo0iXs/rrppjDy8+abYb/9kq5QkiSVVAYTkr6rTh148EGYOhW2boXsbBgwAL74IunKJO1heXlha0arVnDMMWHU55//HFZIDBkCtWolXaEkSSrpDCYk/bDDD4c33gjrtEePDqNF//EPR4tKZcCmTSGfbNYMTjkFvvkGHn44NLq88EJHfkqSpN3HYELSj6taFW69NazbPuAAOPXU8Lbp0qVJVyapCGzYAHfdFXpFDBgANWvC44/DW2+F5paVKiVdoSRJKm0MJiTtnMxMmDkTRo2Cl1+GFi1g5EhHi0qlxNq1YdRn48Zw0UXQqFFobDlnDpx4YhjgI0mSVBR8mSFp55UvD5dcEppjZmfD5ZeH0aJz5yZdmaRd9NVXcP31kJISdm1lZMBLL4XJGz16hJ64kiRJRclgQtJPd8AB8PTTMH58GC3atm0IKdatS7oySTvp88/hqqvC/85Dh8Khh4ZFUVOmhKkbkiRJe4rBhKRdE0XQqxcsWhQ2oo8cGbZ3TJ6cdGWSfsQnn8Af/hBWSNxyCxx1FMybB089FRZASZIk7WkGE5J+ntq14a9/Deu+a9SAY4+Fk04KKykkFRsffxx2YjVuDHfeGf43XbgwjAJt2TLp6iRJUllmMCFp9+jUKfSauOkmePbZMGPwT3+CvLykK5PKtI8+ggsugAMPhLvvht/9DhYvhrFj4ZBDkq5OkiTJYELS7lSpEgwZAm++Cb/6VXh7tkMHm2NKCfjgA/h/9u47PMoye+P495mZdDpIE6R3sCDNLiog9t4b1sWGIqv+7GVta++Ki2JXBLFXFBYB6bZVpIigKL2TUJLM8/vjJGQSEgia5J1M7s91vdfMvAnDwV0xuXOecy65xNZ+PvecrfqcMweGDbN7IiIiIvFCwYSIlL1WreDjj+H11+H332045tVX2z5CESlX8+fDBRdA27YwfDhcfDHMm2cnrlq0CLo6ERERkW0pmBCR8uEcnHYa/PyzfWf06KPQsSOMHg3eB12dSMKJDSReew0uvdTuPfGEbd4QERERiVcKJkSkfNWqBU8/DZMmQZ06cMIJNiDz11+DrkwkIRQNJC6/3O49+ijsumvQ1YmIiIjsmIIJEakYvXrBjBnw4IMwbpytFr37btiyJejKRCqlkgKJRx6BRo2Crk5ERESk9BRMiEjFiURg8GA73nHEEXDjjbancNy4oCsTqTRiA4lXX1UgISIiIpWfggkRqXhNmsDIkfDhh7B5M/TuDeecA8uWBV2ZSL9px2cAACAASURBVNxasAAuukiBhIiIiCQeBRMiEpwjjrDVojfeCG+8Ae3awTPPQDQadGUiceP332HgQAskXnqpYKjlI49A48ZBVyciIiLy9ymYEJFgpafDv/4F338Pe+5p34Hlz6MQqcL+/BOuuAJat4Zhw6xb4pdf4LHHFEiIiIhIYlEwISLxoX17+PJLeOUV+O036N7dfjS8enXQlYlUqCVL4OqroVUrayA67zyYOxeefNJOQYmIiIgkGgUTIhI/nIMzz4TZs+1Hxc8+a8c7hg/X8Q5JeCtWwD//CS1bwuOPwxlnwJw59q9Bs2ZBVyciIiJSfhRMiEj8qVkTHn3UjnO0bg0DBsCBB9pxD5EEs2YN3HwztGgBDz0EJ50Es2bZ8Y0WLYKuTkRERKT8KZgQkfi1554wYYJ9hzZ7NnTtClddBevWBV2ZyN+2YQPcfbeFD//6l82C/fFHG3DZpk3Q1YmIiIhUnFIFE865/Zxznzvn5jjn5jvnfnXOzS/v4kRECIXg/PMtmLjoIpv8166d7Uv0PujqRHbaxo3w8MN2ZOPGG+GAA+Dbb+HNN23UioiIiEhVU9qOiWHAQ8D+QHegW96jiEjFqFMHnn4apkyxCYBnnQUHHaTjHVJpbNli/xdu3RoGD7aGoMmT4b33YI89gq5OREREJDilDSbWeu8/9t4v896vzL/KtTIRkeJ0727fzT37rPW9d+0KgwbZQX2ROJSba8cz2rWzRTMtWsC4cfDZZ9CzZ9DViYiIiASvtMHEWOfc/c65fZxzXfOvcq1MRKQk4TBcfLGtLLj4Ylth0LYtvPCCtndI3PAe3n4bunSBc8+FunXh44/hq6+s2UdERERETGmDiZ7Y8Y27gQfzrgfKqygRkVKpWxeeegqmT4dWrWwWxX772TYPkYB4D59/Dj16wIkn2uuRI2HaNDj8cNuKKyIiIiIFShVMeO97F3MdUt7FiYiUSteuMHGidUzMn2/HPQYOhJU6cSYVa/JkOPRQ6NsXli2D55+HH36wgEKBhIiIiEjxSruVo6Zz7iHn3PS860HnXM3yLk5EpNRCITjvPNveceWV8Nxzdrzj6aftkL9IOfrhBzj2WNhnHxt98uijdtJowACIRIKuTkRERCS+lfYox/PAeuCUvGsd8EJ5FSUi8pfVqgWPPALffAO7727TBvfeG8aPD7oySUC//gpnn21bNcaNg3/9C375xbKxlJSgqxMRERGpHEobTLTy3t/qvZ+fd90OtCzPwkRE/pYuXeDLL2HECFi1yqYNnn46LFoUdGWSAJYts/ChXTubHzFkiIUUN94I1aoFXZ2IiIhI5VLaYGKjc27//BfOuf2AjeVTkohIGXEOTj4Zfv4ZbrkFRo+27yTvvhs2bQq6OqmE1q+H226zWatPPWWnh+bOhX//G+rUCbo6ERERkcqptMHEQOBJ59wC59xC4AngH+VXlohIGUpPh9tvh1mzbC3CjTdCp07w3nu2MkFkBzZvhsces0Di9tuhXz/43/9g6FBo0iTo6kREREQqt9Ju5fjWe78HsDvQxXu/l/f+u/ItTUSkjLVoAaNG2S7HlBSbVti/vwUWIsXIzYWXX4b27WHQIDshNHWqHd9o3z7o6kREREQSw3aDCefcWXmPg51zg4ELgQtjXouIVD6HHQbffQcPP2z7Hbt0gauugtWrg65M4oT38PHHton2nHOgdm349FMYM8a20YqIiIhI2dlRx0RG3mP1Yi6N9xKRyispycKIuXPhwgvh8cehTRtbL5qTE3R1EqDp0+HQQ+GII2DDBnj9dbvXt6+NLRERERGRsuV8Kc5XO+f2895P3NG9itatWzc/ffr0IEsQkUTx3XcWVIwbZx0UjzwChxwSdFVSgebPt/Ejb7wB9erZvNRLLoHk5KArExEREamcnHMzvPfddvR5pR1++Xgp74mIVE577GHrRUeOtNULhx4KJ5xg361KQlu+3OZHtG8P774LN90Ev/wCV1yhUEJERESkIkS290Hn3D7AvsAuRWZK1ADC5VmYiEiFcw5OPBGOPBIeesjWinboAIMHww03QPXqQVcoZSgz0xpj7rsPsrLgggvg1luhceOgKxMRERGpWnbUMZGMzZKIUHi+xDrgpPItTUQkIKmpFkTMng2nngr33mvzJ/7zH1vTIJVabi4MGwZt21p3xKGH2urPZ59VKCEiIiIShNLOmGjmvV9YAfXsFM2YEJEKMXWqzZ/4+ms78vHww9C7d9BVyU7y3jZrXHst/PAD9OoF998P++8fdGUiIiIiiamsZ0xkOefud8595Jz7Mv/6mzWKiFQOPXrAxIk2FXH1ahuKedxxttFDKoVvv7WtGv372xGOESNg0iSFEiIiIiLxoLTBxKvAz0AL4HZgATBte7/AOfe8c26Zc+5/Mfduc8794Zz7Nu86IuZj/+ecm+ecm+2c67fTfxIRkfLknB3r+PlnuOsu+OIL6NQJrrkG1qwJujopwaJFcN550LUrzJxpMyVmzYKTT9bqTxEREZF4Udpgoq73fhiQ7b3/r/f+fGBHe/SGA4cXc/9h7/2eeddHAM65jsBpQKe8X/OUc07DNUUk/qSl2fyJOXPg7LPtWEebNvDUU5CTE3R1kmfdOlv92aYNvP46DBkC8+bZ9g1t2hARERGJL6UNJrLzHhc75450zu0F1NneL/DejwdWlfL9jwXe8N5v9t7/CswDepTy14qIVLxGjWyC4owZ1jlx2WWw++7w4Yc2zEACkZMDzzwDrVvbUpUTTrAZpv/+N9SuHXR1IiIiIlKc0gYT/3LO1QSuAYYA/wGu/ou/5+XOue/zjnrkf5m4K/B7zOcsyrsnIhLf9toLxo6F0aPtu+KjjoI+feC774KurErxHj7+2GaTDhxoW16nToVXX4XmzYOuTkRERES2p1TBhPf+A+/9Wu/9/7z3vb33e3vv3/sLv9/TQCtgT2Ax8ODOvoFz7mLn3HTn3PTly5f/hRJERMqYczYM83//g0cfhW++scDi/PPhzz+Dri7h/fAD9OsHRxwBW7ZYRjRuHHTvHnRlIiIiIlIake190Dn3OFBiT7L3/sqd+c2890tj3vs54IO8l38ATWM+tUneveLeYygwFGxd6M78/iIi5So5Ga680mZP3HUXPPYYvPkm/POfdmVkBF1hQlmyBG65xU7U1Kxp4z4uvVQzJEREREQqmx11TEwHZmzn2inOuUYxL48H8jd2vAec5pxLcc61ANoAU3f2/UVE4kLt2vDAA7bB48gj4fbbbQrj889Dbm7Q1VV6Gzda7tOmDQwfblnQvHlw1VUKJUREREQqo+12THjvX/yrb+ycex04GKjnnFsE3Aoc7JzbE+vCWABckvf7/OicGwH8BOQAl3nv9dW7iFRuLVvCiBEwcaKtFb3gAjvq8e9/29kD2Sne24aN66+H33+H44+H++6zgEJEREREKi/nSzE93jk3lmKOdHjvd7QytFx169bNT58+PcgSRERKx3t46y34v/+D+fNtQOb999u0RtmhyZPh6qvtsWtXeOghOOigoKsSERERke1xzs3w3nfb0eeVdivHEOCfedfNwLfYMQ8RESkN5+CUU+Cnn2wYwowZNiDz3HPtx/9SrN9/h7POgn32gQUL4IUXYNo0hRIiIiIiiaS0WzlmxFwTvfeDsWMaIiKyM1JSbBjCL7/AkCE2HLNtW+ukWLs26OriRmYm3HYbtGsHI0fCjTfC3Llw3nkQKm2kLiIiIiKVQqm+vHPO1Ym56jnn+gE1y7k2EZHEVauWzZqYPRtOOgnuvRdatbJNHlu2BF1dYKJReOUVCyRuvx2OOcb+Ef3rX1CtWtDViYiIiEh5KO3PnWZQsKHja+Aa4ILyKkpEpMpo1gxeftmOduyxBwwaBB07WidFNBp0dRVq8mQ7snH22dCoEUyYAG+8Yf+IRERERCRxlfYoRwvvfcu8xzbe+77e+wnlXZyISJXRtSuMGQMffQTp6XDaadCjB3zxRdCVlbs//rAwYp99bKbEiy/ClCmw335BVyYiIiIiFaG0RzlSnXODnXNvO+dGOeeucs6llndxIiJVinPQvz988419d758ORx2GBx+OHz7bdDVlblNm+Duu+3YxltvwQ03wJw5cM45miMhIiIiUpWU9ku/l4BOwOPAE3nPXy6vokREqrRw2L47nz0bHngApk61joqzz7bVFJWc9zBqFHToYEMt+/WzZSV33aU5EiIiIiJVUWmDic7e+wu892PzrouwcEJERMpLaipccw3Mnw/XXmvrKdq1g6uvhhUrgq7uL/n+ezj0UJv3Wa2anVQZNQpatgy6MhEREREJSmmDiZnOuV75L5xzPbFhmCIiUt5q1bKtHXPnwlln2eaOli3hzjthw4agqyuVlSvh0kthr73gu+/gqafsxMohhwRdmYiIiIgErbTBxN7AJOfcAufcAmwzR3fn3A/Oue/LrToRESnQpAkMG1bQdnDLLbZi9Ikn4nbFaE6OhRBt2sDQoXDZZZavDBwIkUjQ1YmIiIhIPChtMHE40AI4KO9qkXfvKODo8ilNRESK1akTjB4NX39tgxquuALat4dXXomrFaPjx8Pee1sYkd8p8dhjUKdO0JWJiIiISDwp7brQhUAtLIQ4GqjlvV+Yf5VngSIiUoJevWDsWPjkE6hZ04Zj7rUXfPihTZgMyKJFcPrpcNBBsGaNjcYYM8byFBERERGRokq7LnQQ8CpQP+96xTl3RXkWJiIipeCcrbWYMQNefx0yM+Goo+DAA2HChAotJXb95zvvwK23wqxZcOKJVqaIiIiISHFKe5TjAqCn9/4W7/0tQC/govIrS0REdkooBKedZknA00/DvHlwwAFw5JE2ZbIceQ/vvw+dO9v6z8MPtzJuuw3S08v1txYRERGRBFDaYMIBuTGvc/PuiYhIPElKgn/8A375Be67z+ZQdO0Kp5wCP/9c5r/dvHnWoHHMMZCcDJ99Zus/mzcv899KRERERBJUaYOJF4ApzrnbnHO3AZOBYeVWlYiI/D3p6XDttTB/Ptx8M3z0kQ15OP98WPj3RwNlZcFNN9lbfvUVPPigDbfs06cMahcRERGRKqW0wy8fAgYAq/KuAd77R8qzMBERKQO1asEdd1hAMWgQvPYatG0LV14JS5fu9Nt5D2+/bctA7rrLGjFmz4bBg61ZQ0RERERkZ203mHDOpTrnrnLOPQF0B57y3j/mvS/fA8siIlK26teHhx6CuXPh3HPhqaegZUu44QZYtapUbzF7ts2POPFEWwIyfjy8/DI0alTOtYuIiIhIQttRx8SLQDfgB6A/8EC5VyQiIuWnaVMYOtSmUx5zDNx7L7RoAbffDuvWFftLNmyA66+HLl1g8mR49FGYOdNma4qIiIiI/F07CiY6eu/P8t4/C5wEHFgBNYmISHlr08bWi373HRx6qK3QaNHCBmZmZgJ2bOOtt+zYxn33wZlnwpw5dgokEgm2fBERERFJHDsKJrLzn3jvc8q5FhERqWhdutjQiGnToGdPa41o2ZI5NwynX59cTjkF6tWDiRPhhRegQYOgCxYRERGRRLOjn3nt4ZzL7+11QFreawd4732Ncq1OREQqRrdu8NFHZH05mbvPn8f995xMqsvk8VO/Y+ALPQmnJQddoYiIiIgkqO12THjvw977GnlXde99JOa5QgkRkQTy3nvQ8fxe3LXwLE45bDWz9z6Ty988kHDHdjBsGGRn7/hNRERERER2UqnWhYqISOL69Vc4+mg49ljIyIBx4+DlzxvScOp78NFHsMsucOGF0L49DB8OOTrZJyIiIiJlR8GEiEgVtXkz3HkndOwIY8fC/ffDt9/CQQflfYJz0L8/TJkC779vO0IHDLBpmC+/rIBCRERERMqEggkRkSpozBibe3nLLdYt8fPPMGQIJCUV88nOwVFHwYwZ8M471lZxzjnQqRO8+irk5lZ4/SIiIiKSOBRMiIhUIUuWwBlnQJ8+EI3CJ5/AiBHQpEkpfrFzdt5j5kwYNQpSUuCss6BzZ3jjDQUUIiIiIvKXKJgQEakCcnPhySehXTvLFG69Ff73P+jX7y+8WSgEJ5xg5z5GjLDXp59uLRivv66AQkRERER2ioIJEZEEN2MG9OoFl18OPXrADz/AbbdBaurffONQCE4+Gb7/Ht58016fcYZ1ULz2mgIKERERESkVBRMiIglq7Vq44goLI37/3bKCzz6Dtm3L+DcKh+GUUyygGDECIhE480ybQfHKKxqSKSIiIiLbpWBCRCTBeG8NDO3b2/GNgQNtuOXpp9uYiHKT30Hx3XcwciQkJ8PZZ9vaD23xEBEREZESKJgQEUkg8+fbhs/TToPGjW3T5xNPQK1aFVhEKAQnnmgzKEaNgvR02+LRoQMMHw7Z2RVYjIiIiIjEOwUTIiIJIDsb7r3XTk9MnAiPPGKhRPfuARaVPyRz5kwYPRqqV4cBA+wsydChsHlzgMWJiIiISLxQMCEiUsl9/TV07Qr/93/WLTFrFgwaZKMe4kIoBMcdZ1M4338f6teHSy6B1q2tnWPjxqArFBEREZEAKZgQEamkVq+Gf/wD9t3XBl2+8w68/TY0aRJ0ZSVwDo46CiZPhk8/hebNbTpny5bw0EOQmRl0hSIiIiISAAUTIiKVjPfwxhs2suG552DwYPjpJzj22KArKyXnoG9fGD8exo614ZjXXGNBxb33wrp1QVcoIiIiIhVIwYSISCXy669wxBG2YaNpU5g2DR58EKpVC7qyv8A5OPhg+OILG4zRrZudR2nWDG69FVauDLpCEREREakACiZERCqBnBwLIDp3hgkT4NFH7URE165BV1ZG9t0XPv7YkpaDD4Y77rCA4p//hMWLg65ORERERMqRggkRkTg3Ywb06AFDhsChh9qxjSuvhHA46MrKQbdutsHjhx/sbMpDD0GLFnDZZbBwYdDViYiIiEg5UDAhIhKnMjNt9EKPHtY0MHIkvPuuHeFIeJ07w6uvwuzZcPbZNkyjdWtbNzp7dtDViYiIiEgZUjAhIhKHPv4YOnWyhoGLLrIVoCeeaGMZqpTWrS2U+OUXuPRSePNNm/p58skwc2bQ1YmIiIhIGVAwISISR5YuhTPOsAGX6enw1VfwzDNQq1bQlQWsaVMbrLFgAVx/PXz2Gey9N/TrB+PG2aoSEREREamUFEyIiMQB72H4cGsGGDUKbrsNvvkG9t8/6MriTP36cPfd8NtvcM898O230Ls37LOPnXOJRoOuUERERER2koKJCuS95+efL+CPP54JuhQRiSPz50PfvjY+oVMn+1771lshJSXoyuJYzZrWObFgATz1FCxbBscdB126wEsvQXZ20BWKiIiISCkpmKhAzjnWrZvE6tWfBl2KiMSB3FybIdGlC0yZYt9f//e/1jUhpZSWBgMHwpw5NiwzHIZzz4U2beDxx22CqIiIiIjENQUTFSw9vQOZmbOCLkNEAvb993b64Jpr4JBD4Mcf7fvrkP5W/msiERvO8d138P77sOuutlO1WTO4/XZYsSLoCkVERESkBPoSuIKlp3dg48Z5RKNbgi5FRAKwaRPcdJPNbVywAN54A957r4qsAK0IzsFRR8HEiTBhAuy7rw3saNbMgooFC4KuUERERESKUDBRwdLTOwC5bNw4L+hSRKSCffUV7Lkn3HWX/XB/1iw49dQquAK0ouy3n6U+//sfnHIKPP20rR8980zrrBARERGRuKBgooJlZNjh8awsHecQqSrWr4fLLoMDD4TNm+HTT+HFF6Fu3aArqyI6dYIXXoBff4WrrrKwYs894fDDYexYrRoVERERCZiCiQqWnt4eQHMmRKqITz+Fzp3th/WDBtkP7/v2DbqqKqpJE3jgAVs1etddto/1kEOge3c7U5OTE3SFIiIiIlWSgokKFg5nkJKymzomRBLcqlVw3nn2Q/mMDBt58Mgj9lwCVrs23HADLFwIQ4daS8vpp9sxj0cfhQ0bgq5QREREpEpRMBGA9PQOCiZEEtjbb0PHjvDKK3DjjTBzpm3gkDiTmgoXXWTDPt55xyaQXnWVPd5wAyxeHHSFIiIiIlWCgokAZGR0ICvrZ7yPBl2KiJShJUvgpJPgxBOhcWOYPh3+9S/7/lfiWCgExx5r00m//hoOPRTuvReaN4cLLoCffgq6QhEREZGEpmAiAOnpHYhGN7Jp029BlyIiZcB7ePll65L44AO4+26YMsXmK0ol06sXjBwJc+ZYKPHaazY884gjYMwYDcoUERERKQcKJgJgK0O1mUMkESxaBEcdBeecAx06wLffwv/9HyQlBV2Z/C2tW8NTT9mgzDvugBkzoE8fS5tefNHWq4iIiIhImVAwEQAFEyKVn/fw/PP2w/SxY22w5fjx0L590JVJmdplF7j5ZhuUOWwY5ObaVNMWLaw1ZtWqoCsUERERqfQUTAQgObkeSUn1FEyIVFK//Qb9+1un/557wvff2yrQcDjoyqTcpKbC+efDDz/AJ59Aly422bRpU7jsMpg7N+gKRURERCotBRMBSU/vQGamggmRysR72y7ZuTNMmABPPGHdEq1bB12ZVBjnoF8/+PRTS6ROPRX+8x9o1w6OOQa+/FJzKERERKTMJfrihEjQBVRV6ekdWL58JN57nHNBlyMiO7BggW2WHDMGeve2rv4WLYKuSgLVpYud57n7bnj6absOPRR2393Wjp5+ulayiIiIJLhoNJtoNIvc3KxSPG4s8eMFH9tY7L06dY6gS5d3gv7jlhsFEwFJT+9ATs4qsrOXk5xcP+hyRKQE0Sg8+yxce629fvppuPhi2zApAkDDhnD77Tb19LXXbODI+efD9dfDwIF2NWgQdJUiIiJVjve5MQFAJrm5mTHPC+6XfK/w82g0c5tAwfucna7LuSRCoXTC4TRCoTTC4QxCoTRCoXSSkuqSktKUcDh9671wOJ2MjM7l8E8ofiiYCEhGRsEATAUTIvFpwQL7/nLsWDjsMOvYb9Ys6KokbuXPoRgwwP5P8/DDFljcc491T1x1lXbIioiIxPDeE41uzvuGPzMmPCj969jQoehr73d+i1ZBGJCRFw7Y80ikFuFw461BwbafU9xjfuiQHhM0pBEKaX1bUQomApK/mSMzcxa1ah0UcDUiEit/lsSQITZSYOhQuPBCey6yQ87BIYfYNWcOPP44vPCCrRk98EC48ko49liI6D/BIiJSOXgfjfnmfwO5uRvywoENeVdmsY8FAcKGYkIFuwc7NzshFLIwwL7hz8gLBzJISWkcExZkFPt823vpRT6einNqiw2CvioKSEpKU0KhDG3mEIkzv/1m2zbGjLFxAcOGqUtC/oa2bS2YuPNO+z/TE0/ASSfBbrvZNo8LL4Q6dYKuUkREEkg0uiXvm/71McFBaa7MEu9Fo1k7VUNsABAOV8sLEKqRlFSvmPsZMWGB3d/2Xv7zNM3nS1DOV+Lp4d26dfPTp08Puoy/bMaM7kQitdljj8+CLkWkyvPevm8cPNjmSjzwAFxyibokpIzl5sL778Njj9lxj7Q0OPtsuOIKW/ciIiJVinUiFIQIOTnri4QKRR9jP6f4j3ufXerf344aVCvmyij0unBgUPRzMop8Trq6DmQr59wM7323HX2eOiYClJ7egTVrxgZdhkiVt2iR/eD600+1cUPKWTgMxx1n1w8/WEDx0kt2XuiQQ2DQIDjySPs8ERGJOzYTISsvHFhPbu66mOd2lfx6wzb3dqYTwUKE6jHBQHUikdqkpDQlEqm+NRzIf174c4te1fMCBP33RuKDgokApad3YOnSl8nJWU8kUj3ockSqHO/t2P9VV0F2tnXZDxyojRtSQbp0geeeg3vvtcmqTz5psyeaN4dLL7VBmnXrBl2liEil573PO5KQHySsywsH1hUJF4reL+75Bko7E6EgJCi4kpMbb3MvHK4Wc69aMfctTFCIIIlMRzkCtHz5O/z44/F07TqVGjW6B12OSJWyeLGt/fzgAzjgAJtN2KpV0FVJlZaTA++8YwnZf/9rWz7OPNNmUey1V9DViYhUuGg0JyZIKP1jQYhQ0M1QmjDBuQjhcI28ToTqRZ4XXDv+WHXC4QwFCSLoKEelULAy9CcFEyIV6M037QfSWVm20fHKK9UlIXEgErHBmCedBN9/bx0Ur7xiZ4v22w8uvxxOOAGSk4OuVERku7zP3dqBkJOzdutjQViwdmuQEPs8N3dtoZChdMccXF4gUCMmLKhJSkqTvICgRt7Hin5O4cdwuAahUIoGK4oERMFEgFJTW+FcEpmZ2swhUhFWrLAfPo8YAT172jGOdu2CrkqkGLvvDs8+a8c8hg+3kOL006FRI5vKevHF9lxEpIxFo9l5YcHavDBhbczrdSV8bF2h59ahsCOhrUFBJFKTcLg6SUm7kJraikgk/16NmM8pCB1i71tngn66IFLZ6ShHwKZO7URaWmu6dHk36FJEEtr778NFF8GqVXD77fDPf9oPqEUqhWgUPvnEjnl8/LH9n/f4463156CDtD5GRID8ToX8kGBNTICwJiZIWFNC6GCfE41u3OHvEwql5QUENYlEauaFBDVjAoWaRcKFgsf8z7VAQX93iSQ6HeWoJNLTO5CZ+X3QZYgkrLVrbbjl8OGwxx7w2Wf2w2iRSiUUgiOOsGvePHj6aRuM8tZb0LGjBRRnnw01agRdqYj8DdHo5pggIfZaW+zz2EDBXu+4UyEUSs8LCAqChdTU3WJe19r68eLDh5qEQkkV8E9DRKoSdUwE7Ndfb2bhwrs58MAsQqGUoMsRSShffAEDBsAff8D//R/ccouO50sCycqygSlPPgkzZkC1ahZODBxoGz9EpMLZMYjYQGF1MSFDyR+LRjft4HcIxwQH2z4WhAi1igQMtRQqiEgg1DFRSaSndwCiZGXNpVq1zkGXI5IQsrLguuus671dO5g0yWZKiCSU9HRL3s47D6ZNg6eegueft26KAw6wgOKEEyBFobdIvqjyawAAIABJREFUadlayQ0xoYE9ZmfHvl69TbCQ//FoNHO77+9cJCY0sCslpcnW4CApqfY2H8+/dPxBRBJZuQUTzrnngaOAZd77znn36gBvAs2BBcAp3vvVzv6GfRQ4AsgCzvPezyyv2uKJBROQlTVLwYRIGZgyBc45B+bMgUGD4J57IC0t6KpEypFz0KOHXQ8+WBBOnHEG7LILnH++Dcts2TLoSkUqhPfRvDkLq7deFhwUfb2m0L38kMH7nO2+f0GAYCFCWlpbqlfPDxAKBwv5QUP+rwmF0hUsiIgUo9yOcjjnDgQ2AC/FBBP/BlZ57+91zl0P1PbeX+ecOwK4AgsmegKPeu93+PPNRDjKkZubxVdfVaN589to3vyWoMsRqbSys+HOO+Huu6FxY9u40bt30FWJBCQahc8/h2eegffeA++hXz/4xz/gyCM1+VXinnUuZJKTsyovSFhFTs6qmIBhVQlhwypyctYC0RLf27oWasdctWKChtpbA4bY8KHgsQbOhSvuH4SISCUX+FEO7/1451zzIrePBQ7Oe/4iMA64Lu/+S95SksnOuVrOuUbe+8XlVV+8CIfTSU1tRlaWVoaK/FU//WRH62fOtG6Jxx6DmjWDrkokQKGQBRH9+sGiRfCf/8Bzz8Fxx0GTJrai5oILYNddg65UElw0mlMkSFi1NWQoHDjEvrbP237nQpikpDpbw4SkpHqkpbUtEijULva1jkOIiMSfiv6RSYOYsGEJ0CDv+a7A7zGftyjvXsIHE5C/mUPBhMjOikYthLj+eqheHUaNsiP1IhKjSRO47Ta46Sb44AM75nHrrXDHHXD00XDJJdCnD4T1U2ApWTS6uVCIkJ29slDIUDRgyH+em7tuu+9rRxwKAoZq1ZoQidTJCxPqxAQLhZ+Hw9UULoiIJJDAejm99945t9PnSJxzFwMXA+y2225lXlcQ0tM7sGbNWLzPVXugSCn99pvN/Bs71r63GjoUGjYMuiqROBaJWMfEccfBL7/YvzQvvADvvAPNmlkXxYABdhZKElY0uiUvPFhZTMBQ8r1oNKvE97SjEXXyAoY6JCc3IiOjU6F7+YFCwes6hMM1CYV0rEhERCo+mFiaf0TDOdcIWJZ3/w+gacznNcm7tw3v/VBgKNiMifIstqKkp3cgGt3Epk0LSUvTcDKR7fEeXn4ZrrjCOiaGDbPvpfSDM5Gd0KoV3HefdU28+66FFDfdZJ0URx9twzL79lUXRRyzAY9ryM5emRckrIx5vqqY5xYy5OZuKPE9LWCoS1JSHZKS6pKauhtJSXttvVc4WCi4p+4FERH5uyo6mHgPOBe4N+/x3Zj7lzvn3sCGX66tCvMl8mVkFGzmUDAhUrKVK63rfNQo24b44ovQokXQVYlUYikpcMopds2da7MoYrsoLrzQtnqoi6Jc2TGJ/GBhxTZBQ/GvV1PygMdQ3rGHuiQl1SU5uTEZGV3ygoS6MaFCQQihgEFERIJUnls5XscGXdYDlgK3Au8AI4DdgIXYutBVeetCnwAOx9aFDvDe73DdRiJs5QDIzl7FxIl1adnyfnbbbUjQ5YjEpU8/tc6IFSts+8aQIfphrki52LLFgomhQ+GLL+xftCOPtJCif39t9NgO7z3RaNbWcKHoo4ULKwoFDNnZK4hGM0t8z1AonaSkeltDhoJgoe7WQKHoxyKRmjgXqsA/uYiISPFKu5Wj3IKJipAowQTAxIkNqFv3KNq3HxZ0KSJxZeNGuO46ePxx6NgRXnkF9tor6KpEqoh58+y81AsvwNKl1jkxYIBt9EjwdqXCIcOKIiFD0ecFr73fXOJ72lrKejHhQnGBQ+F74XBqBf6pRUREypaCiUrmm28OxvstdO06KehSROLGzJlw1lkwaxYMGgT33ANpaUFXJVIFZWfDhx/aytFPPrEBL4cdZgMzjz3WjoTEudzcTeTkrGTLluVFAoXCV0FXwwqi0U0lvJvL61SoF9O9UC/mdX74EPu6tgY9iohIlVPaYEL/hYwTGRkdWLbsDbz3Ot8pVV5uLvz733DLLVC/Pnz2mW0zFJGAJCUVbPT4/XfroBg2DE49FerWhXPOsS6KTp0qpBzvc8nOXp0XICwv8lj0uV3bG/po8xgsWEhJaUq1anvFhAq7FAoeLHCorS1aIiIiZUgdE3Fi0aLHmDdvEPvss5iUFO08lKrr11/te5wJE+Dkk+GZZ6BOnaCrEpFt5ObaDIrnnrPNHtnZ0KOHBRSnnQY1auzEW22MCRQsVCjobFheTPiwipIGP4ZCGSQl1SM5eZeYLobY5/UKhQ6RSB11MoiIiJQTdUxUMunpBZs5FExIVZS/BvTyy23150sv2TEONRCJxKlw2FaK9u0Ly5fbAJhhw/CXXELuDYPYctrhZJ/Uh+xOu5Kdkx80bBs2bNmyfDvDH0OFgoWMjM5Fgoai4UNdwmGd9xIREalsFEzEidhgonbt3gFXI1KxVq+GgQPhzTdtDehLL0Hz5kFXJSIA3kfJyVlDdvbymHBhed7rZQXP919Ods/VZG9JwrMJW8T1DvxY8F6hUFpegGCBQnp6+0Kvk5J2iel02IVIpJa2S4iIiFQBCibiRErKroTD1cnKmhV0KSIVatw4O7qxeDHcdZdt4NAaUJHy470nJ2f1tsFCic+XA7nFvlc4XH1rsJCa2pTq1btufZ1MTZKmzCZp9FiSv5xJ0npH+KCD4bzz4JhjIFXbJkRERMQomIgTzjnS09uTmalgQqqGLVvg1lvhvvugdWuYNAm6dw+6KpHKx3tPbu66rWGCPS4rFDAUBA3L8lZa5hT7XuFwzbyOhfqkprakRo2eMR0Nu5CcXL9Qh8MOV1nuBpyMrR0dPhxefNEGZtauDaefbqtH995bZ7ZERESqOA2/jCOzZp3L6tVj2HffP4IuRaRczZ4NZ5xh60AvuggeegiqVQu6KpH4YcMgl20NGQo/Lt/mtfdbin2fcLhGTKBQf2voUHBkon7Mx+sRCiWX9x8MvvzStnqMHg2bNtkmjwED4MwzoaFmLImIiCQSDb+shNLTO7B06Uvk5KwlEqkZdDkiZc57GDoUrr4a0tPh7bfh+OODrkqk/Nl6y5UxgcLS7QQPy0pcbWkzGuqTnFyf5OTGVKu2Z6HgoWhXww47GipaOGy7f/v0gTVrbLDM8OEwZIid4+rfH849F44+GlJSgq5WREREKoiCiTiSkZE/APNnatToGXA1ImVrxQrbIvjeezbE/4UXoHHjoKsS+Wvs+EQm2dlLiwkXtr2Xnb0CKK5DMby1cyE5uT41arQgObnB1tdFH8PhjIr+o5afWrXgkkvsmjXLjnm89BJ88IEd9TjtNAspevTQUQ8REZEEp6MccSQraw5Tp7ajXbsXaNTovKDLESkzY8bYgMuVK+Hee2HQIAhp0L7EGetqWFWkm8FChoJ7BY/R6MZi38fmNOSHCQ2KdDM0KBQ0RCK1tXUiVk4OfPGFhRT5Rz3atbOA4qyzoGnToCsUERGRnaCjHJVQampLnEvWZg5JGFu2wE03wf33Q4cO8PHHsMceQVclVUk0unmbYKG4kCF/VgNEt3kP5yJbQ4WkpPqkp7clKalBofAhNnQIhXQE4S+LRKBfP7vWroW33rIuihtugBtvhEMOsZDi+OM1mEZERCSBKJiII6FQhLS0NgomJCHMmWND92fOhH/8Ax580OZKiPxdubmZWwOGbQOHpYU+lpu7ttj3CIUytgYLqaktqFGjV8wRigaFuh3U1RCQmjXhwgvt+uUXePllCynOOQcyMiycOPtsOPRQ7RgWERGp5HSUI878+OPJbNjwLT17zg26FJG/xHt4/nm48kpITYVhw+C444KuSuJZwbrLpcUGDLHBgx2hyCz2fSKR2kVChQZbOxuKPk+oWQ1VSTQKEydaSDFihHVVNGpka37OPlstWSIiInGmtEc5FEzEmV9/vYWFC+/igAMy42+ausgOrF4NF18MI0dax/VLL8GuuwZdlQTBe09Oztq8gGFJiaHDli1LyM5eRjS6qZh3cSQl1YsJFRoUCRzyj1PkH6Eo51WXEl82bbJBmS+/DB99ZPMpunSxgOKMM/SXj4iISBzQjIlKKj29IxBl48Y5VKu2e9DliJTa+PE2m27xYrjvPtv+pwGXiaXksGFJkcBhCVu2LMP7zcW8SyhmHkMD0tPblRg8JCXVIxTSf6akBKmpcNJJdq1YYR0UL78M115rq0d797a/lE44wY6FiIiISNzSV3xxpmBl6CwFE1Ip5OTAHXfAXXdBy5YwaRJ07x50VVJadoxifaGAwboYCr/ODyFKChsKOhcakJ7eoUhnQ8OY13VxTvMApIzVqweXXmrX3Lnwyivw6qtw/vkwcCAcfTSceSb07w8pGk4qIiISbxRMxJm0tLaAIzNTAzAl/i1caF/rT5xo8+ieeAKqVw+6KgHIzc3KCxSKhguxocOS7ay9zO9saKiwQSqXNm3g9tvhtttg6lQLKN58086Y1aoFJ59sf3EdcIDaukREROKEgok4Ew6nkZragqysH4MuRWS7Ro2yYfm5ufbDyTPPDLqixGerL4t2MhR+nh865OZuKOYd8mc2WKhQs+b+RUKGgkeFDVLpOQc9e9r10EMwZoyFFK+9Bs89B02bwmmn2fqgPfe0zxcREZFAaPhlHJo9+yKWLHmJHj1mk5bWPOhyRArJyoKrr4ahQ+3IxuuvQ6tWQVdVeXmfy5Yty2NChqIdDQXhQ07O6mLfIxKpExMsNNza1ZCS0qhQ8JCUtItmNohkZsJ771lI8emndh6tfXsLKE4/3TouREREpExoK0cltmnTIqZObUO9eifQseOrQZcjstUPP9gPGH/6yebL3XknJGsRwjZsSOSaYsKFJdt0OWRnLwei27xHOFy9SNjQMK+TIX9AZKOtWylCIZ2ZF/lLVq60Ix6vv24TfL2Hbt0soDj1VG32EBER+ZsUTFRy8+ffwG+/3UPXrtOoUWOH/zuKlCvv4ZlnYPBgG27/0kvQt2/QVVU8m9uQ382weLuhg/dbtvn1ziVvEzTEdjnEPobDGQH8CUWqsEWLbBbF66/DjBl2tOOggyyNPfFEG7ApIiIiO0XBRCWXk7OWKVNak5HRmT32+BKns68SkFWrbJbE6NFw+OHw4otQv37QVZWdwkcpthc2LCE3d10x7+Bi1l822k7w0JBIpJb+XRapDObMsYDi9ddh9mwIh6FPH+uiOO44G6IpIiIiO6RgIgH88ceTzJ17OZ07v0+9ekcFXY5UQRMmwBlnwJIlcO+9cNVVlWOIva3AXLc1UNi8ueTAoeSjFDXyAoVG2w0dkpLqaW6DSKLyHr77zjop3ngDFiyw82uHH26dFEcfDdWqBV2liIhI3FIwkQCi0WymTeuMc2G6dfte3/xIhYlGLYi45RZo3ty+Hu8WByeKotEteUcpigsaCt+LRjdt8+udSyqhm6Fo6NCAcDg9gD+hiMQt72HaNPsLccQI+OMPSEuDo46yTor+/SFdf2+IiIjEUjCRIJYvH82PP55A27bP0rjxxUGXI1XAkiVw9tm2We+00+DZZ6FGjfL7/WxQ5OpiA4bCnQ6LyclZVex7RCJ1twkb8jdSpKQ0ijlKUUdHKUTk74tGYeJE66R46y1YtgwyMiykOOUUCynS0oKuUkREJHAKJhKE955vvjmAjRvn0bPnPCIRtYxK+fn8czjrLFi/Hh57DC64wOa//RXR6OZC3Q1FQ4bY7obiBkWGQqklHJ8oerSiAaGQVoOISEBycmyjx4gR8PbbsHy5hRRHH20hxeGHK6QQEZEqS8FEAlm7djLffLMPzZrdQosWtwddjiSg7Gy49VY7vtGxo/0QsFOnbT+voLuhcLBQEDoU3C++u8GRlFSvSODQqNguh3C4hrobRKRyycmB//7XQopRo2wdabVqBSFFv34KKUREpEpRMJFgfvzxVFau/ICePeeSktI46HIkgSxcCGecEWXSpBDnnruMO+6YSji8qJjuhsV53Q3Z27xHQXfDtoFDwVGKRiQl7UIolBTAn1JEpILl5MDYsXbU4+23LaTIP+5x8smaSSEiIlWCgokEs3HjfKZObU/DhufSrt1zQZcjlUDh2Q3FzW1YzOefd+SOO+7Ee8fgwRdzyCEjYt4hfw1m8Z0NsffD4erqbhARKUl2NowbByNHWkixYoWFEkccASedBEceqe0eIiKSkBRMJKB5865m0aLH6N79ezIyiumzlyrBNlMsywsbCnczFD1SUdLsBud24+mn7+T110+hc+eFPPnk+7RunaruBhGR8paTA199ZSHFqFGwdCmkploHxYknWkdFzZpBVykiIlImFEwkoOzslUye3IqaNfdj990/DLocKUPW3bC22KMTRYOHnJyVxb6HzW4obvVlo0LHKhYurMFppzmmT4erroL77oNkzY4UEal4ubkwaZKFFCNHwp9/QlISHHYYnHACHHss7LJL0FWKiIj8ZQomEtRvv93P/PnXssceX1C79iFBlyM7EI1mk529rJjhkNuGD9Hopm1+vXMp2xyb2HYzRSOSk+uXajPFqFFw/vkQCsELL8Bxx5XHn1pERHZaNApTpthRj1Gj4Ndf7S/rAw+0kOL446FJk6CrFBER2SkKJhJUbu4mpk5tT1JSHfbeezrOhYIuqcrx3pObu367RyjyH7OzVwDb/jsWidQpdjhk0S6HSKRmmcxu2LwZhgyBJ56AHj1s60bz5n/7bUVEpDx4D999VxBS/PST3e/ZsyCkaNMm2BpFRERKQcFEAlu69DVmzTqT9u1fpmHDs4IuJ2FEozlkZy/b7rDIgu6GrG1+vXNJO9xKYV0ODQmFUirszzVvHpx6KsycCYMHwz336OiGiEil8vPPMHq0hRQzZti9Tp2s7e3446FrV9AAYhERiUMKJhKY91FmzuxJZuZP7LrrFTRtOoTk5HpBlxWXrLthQ4nzGgp3Nyyn+O6G2sUco9h2M0UkUjvuNlOMGAEXXgiRCAwfDsccE3RFIiLytyxcCO++a0HF+PF2BKRp04KQ4oAD7C99ERGROKBgIsFt2vQ78+f/H8uWvUY4nEGTJlfRpMlgkpJqB11ahSjc3VBSh0N+d0PmNr/euhuKDogsPnSoyO6GsrJpk3VHPP009OoFb7wBzZoFXZWIiJSpFSvggw8spPjsM/vLv04dOPpoCyr69IGMjKCrFBGRKkzBRBWRmfkTCxbczvLlIwiHa9C06WCaNLmKSKTyrRqzzRRrCoUKJV077m4obkBkw62hg3U3JOZ8jvnz4eST7ejGkCFw99025F1ERBJYZiZ8+qmFFB98AGvW2BrSPn1su8fRR0P9+kFXKSIiVYyCiSpmw4YfWLDgVlasGE0kUoumTYew665XEolUD7Su/DWY1t2wNKbLYWmRsMFee79lm/dwLrmE7gYLHfK7G5KSGhAOpwbwp4wfo0fDgAF21PjFF3V0Q0SkSsrOtmMe775r12+/2X8Y9tnHQopjj4V27YKuUkREqgAFE1XU+vUzWbDgNlaufJ9IpC6NG19MWlobUlIa531D35ikpLp/eRZCNLqF7OxV5OSsJDu74Cp4vTwvZFhGdrY9Fhc2QIikpF1iwoYGMY8NCh2tiERqxd3shnizZQtcdx088gh0726zJbR1Q0REtm74yA8pvvnG7rdrZ+n1McdYYBEOB1uniIgkJAUTVdy6dVNZsOBWVq36ZJuP5W+PyA8rkpLq4X020eimEq/c3CxyclaTm7u+xN/TOhvqk5TUgOTk+iQnNyApqfCj3W9IUlI9nNMXQWXht9/glFNgyhS48kq4/35t3RARkRL89hu8956FFP/9r3VX1K0LRx5pxz369YPqwXZbiohI4lAwIQDk5m7MGwy5mM2b/2TLlj/zhkP+ufVedvZKQqEUQqHUIlfhe5FIHZKS6m69IpH853WIROoSDmeos6GCffghnHMO5OTAsGFw0klBVyQiIpXG2rU2l+L99+Gjj2DVKhtK1Lu3hRRHH63JySIi8rcomBBJYDk5cPPNcO+9sOee8NZb0Lp10FWJiEillZMDkyZZSPHeezBnjt3v0gWOOsqunj115ENERHaKggmRBLV4MZx2ms01u+QSmyuRWrVnfoqISFmbM8dCig8+gK++gtxcO/LRv7+FFP36Qa1aQVcpIiJxTsGESAIaOxZOPx3Wr4ehQ+HMM4OuSEREEt6aNXbk44MP4OOPYeVK65w44AALKY480oZp6jiniIgUoWBCJIFEo3Zs4+aboW1bGDUKOnYMuioREalycnNt2vIHH9j1ww92v0ULOOIICykOPhjS0gItU0RE4oOCCZEEsWqVDbj88EPrlhg6FKpVC7oqERERYOFC66L48EP44gvYuNHOFx5yiAUVRxxhoYWIiFRJCiZEEsC0aXDyyTZX4pFH4B//UKesiIjEqU2bbAXpRx9ZUPHLL3a/fXsLKPr3t+MfKSnB1ikiIhVGwYRIJeY9PP00XH01NGwII0dC9+5BVyUiIlJK3sPcuQUhxfjxsGULpKdbN0X//napm0JEJKEpmBCppDZssG0br71mP2B66SUbhC4iIlJpbdhgE5w/+cSOfvz6q91v27YgpDjoIK2ZEhFJMAomRCqhn3+GE06A2bPhzjvh+ushFAq6KhERkTLkva0jzQ8pxo2DzZttYOZBB9kq0n797AiIzi+KiFRqCiZEKpm33oLzz7evy15/HQ49NOiKREREKkBWls2m+PhjW0s6Z47db9q0IKQ47DCoVSvYOkVEZKcpmBCpJLKz4brr4OGHYZ99LKDYddegqxIREQnIggUWUHz6qW36WLfO2gd79bKQom9f6NYNIpGgKxURkR1QMCFSCSxeDKecAhMmwBVXwAMPQHJy0FWJiIjEiexsmDy5IKiYMcOOgtSsaa2FfftCnz7QsmXQlYqISDEUTIjEufHjLZRYvx7+8x84/fSgKxIREYlzK1ZYF8Xnn8Nnn8Hvv9v9Vq0spOjbF3r3tuBCREQCp2BCJE55Dw8+aIMtW7WCt9+GTp2CrkpERKSS8d6mReeHFOPG2faPcBh69LC5FIcdZkdA1I4oIhIIBRMicWjdOhtwOWoUnHgiPP881KgRdFUiIiIJYMsWO/bx2WcwZgxMmwbRKKSn27aPww6zYx+dO2vbh4hIBVEwIRJnfvoJjj8efvkF7rsPBg/W10UiIiLlZs0a66IYM8au2bPtfoMGNp8i/2rWLNAyRUQSmYIJkTjy1lswYABUqwZvvmk/uBEREZEK9NtvNp8iP6hYtszut2xZEFL07g316wdbp4hIAlEwIRIHcnJslsSDD9oq0JEjoXHjoKsSERGp4ryHH3+0oOLLL62zYt06+1iXLhZSHHKI/SRBZy5FRP4yBRMiAVu2DE491b7WuewyeOghzd4SERGJSzk5tor0yy8trJg4ETZtglAIunWzTorevWH//SEjI+hqRUQqDQUTIgGaPBlOOglWroShQ+Hss4OuSEREREpt0yaYNAnGjrVryhQLL5KSbONH797WUbHPPpCaGnS1IiJxS8GESAC8h2efhSuvhCZNbBXonnsGXZWIiIj8LRs2WBfF2LHWVTFjhm38SEmxcOLgg+3q2VNBhYhIDAUTIhVs40a49FIYPhz694dXXoE6dYKuSkRERMrc2rXw1VcWUvz3v/DNN/bTiZQU6NWrIKjo1UtBhYhUaQomRCrQwoVwwgkwcybccgvceqsdSxUREZEqYPVqmDDBBkuNG7dtUHHQQXb16gXp6UFXKyJSYRRMiFSQL76wIZc5OdYlcdRRQVckIiIigVqzpiCoGDsWvv3Wjn4kJUH37nDggRZU7LcfVK8edLUiIuVGwYRIOfPe1oBedx20bw/vvANt2gRdlYiIiMSdtWttRsX48Xb0Y/p0+4lGKARdu1pIceCBtvVD50BFJIEomBApR5mZcMEF8Oabtn3jhRegWrWgqxIREZFKITMTvv66IKiYMgU2b7aPdeoEBxxQcDVtGmytIiJ/g4IJkXLyyy9w/PHw449w991w7bXgXNBViYiISKW1aRNMm2YDNcePt1Wl69fbx5o3LxxUtGunLzxEpNJQMCFSDj75BE4/3Tov33gD+vQJuiIRERFJODk58P33FlTkhxXLl9vH6tWz2RT7729X166QnBxsvSIiJVAwIVKGvId77oGbboLdd4fRo6FFi6CrEhERkSrBe5gzx0KKiRNtsOa8efax1FTo0aMgqNhnH6hVK9h6RUTyKJgQKSPr18N558Hbb8OZZ8LQodr0JSIiIgFburQgpJgwwXaW5+baMY9OnayrYt997bFlSx3/EJFAKJgQKQNz58Jxx8Hs2fDAAzBokP67LiIiInEoMxOmTrWQYtIkG665dq19rEEDCynyg4quXSElJdh6RaRKKG0wEamIYkQqo48/tnkSkQh8/jn07h10RSIiIiIlyMiwL1byv2CJRm1S96RJ1lkxcaKdRQULJfbe24595F+NGwdXu4hUeYF0TDjnFgDrgVwgx3vfzTlXB3gTaA4sAE7x3q/e3vuoY0LKg/dw331www2wxx723/DmzYOuSkRERORvWrLEgor8jorp02HLFvtYs2YFIcW++9oXQUlJwdYrIpVeXB/lyAsmunnvV8Tc+zewynt/r3PueqC29/667b2Pggkpa5mZcP75MGKEdUv85z+aJyEiIiIJavNm+OYbCym+/toCiz/+sI+lpUG3btCrV8GlrgoR2UmVMZiYDRzsvV/snGsEjPPet9ve+yiYkLI0f77Nk/jxR+uYuOYazZMQERGRKub33wuCismTbahmfldF06aFg4quXW0riIhICeI9mPgVWA144Fnv/VDn3Brvfa28jztgdf7rIr/2YuBigN12223vhQsXVmDlkqjGjIFTT7VjHG+8AX37Bl2RiIiISBzYvBm+/dZCivxrwQL7WFKSHfno0QN69rSrTRsIhQItWUTiR7wHE7vTV/wmAAAgAElEQVR67/9wztUHPgeuAN6LDSKcc6u997W39z7qmJC/y3t4+GH45z+hY0d45x1o1SroqkRERETi2JIlMGWKhRRTpsC0abBhg32sVi3o3t1CivzAon79YOsVkcDE9VYO7/0feY/LnHOjgR7AUudco5ijHMuCqC0Ree9Zs2kNf67/kz/X/8niDYvtcf1i/tzwJyuzVpIcTiY1klrilRZJo3Zabeqm1aVuet1CjymRyrluauNGuPhieOUVOPFEGD4cqlULuioRERGRONewIRx7rF0Aubnw888WUkyZYmtL77nH7oMN1uzRwwKLHj3sCEj16sHVLyJxp8I7JpxzGUDIe78+7/nnwB3AocDKmOGXdbz3127vvdQxUbJlmcu4b8J9jP55NH+u/5PNuZu3+ZyaKTVpVL0RddPqkhPNYVPOpmKv4n5trIykDOqk1aFeej12ydiFBhkNqJ9Rf+tj/Yz6NKhW8Dw5nFxef+xSW7QIjj/ehlHfeSfceKPmSYiIiIiUmcxMm0+R31ExdWrBERDnoEOHwmHF7rtDcvBfI4pI2YrboxzOuZZA3hJlIsBr3vu7nHN1gRHAbsBCbF3oqu29l4KJba3IWsH9E+/niWlPsClnE8e0O4Y2ddrQuHpjGlVrZI/VG9GoWiMykjNK9Z5RH2VTziZWb1zNyo0rWZm1svjHjStZlrmMZZnLWLphKRtzNhb7frVTa9OwWkMaVmtIg2oNaJjRsPDrvOe7pO9COBQuy388gA2cPuEEyMqyboljjinz30JEREREilq+vCCkyH9ckTcLPznZ5lV062ZX9+4WXkQCafAWkTISt8FEWVIwUWDVxlU89PVDPDrlUTK3ZHJGlzO45aBbaFu3bSD1+P9v776j5Crv+49/npmd2Z2dbdoqoS7UDciyifsBh5LENpgSTHHBMRjziyvBOSaOz3H5JU6Mg3EwGBsdTLATjAMGmxKKbexfnFAl0QQagSoqbO8z23ee3x937sydLdJK2t07M/t+nfOcW+bO3Wf3DBftZ5/n+1irxHBCzfFmNSea02FFc6I5vW2KN6kp3qTmRLPiQ/Fx9wiYgOpK6zS/bL4WlC9wAgtPiOG2BeULVB4ul5nCkIef/ET667+WliyRHnzQqSsBAAAAH1grvfGGE1Bs2eKEFVu3Sr29zuuRiLRxoxNSuIHF6tUU1wTyCMHEHNE90K1/feZfdeMzN6pnsEcXv+VifeP0b2h9XX79xh0fiqcDi8bexqzgoinepMZ4Y3p/JDky7v2Rokg6vFhQtiATWqT2a4vna9M/r9Edt5Xp7LOdlTeqq334RgEAADC5ZFLaudMJKtyw4oUXnKGuklMQbONGJ6R4+9udRlgB5CyCiQIXH4rrpmdu0g1P36CugS5duO5CffP0b+rkhpP97tqMStqkOvs7s4KKpniTGnsb1ZTw7Meb1DnQ6bypr1q6515p3xnSu29U7Yf/RSdU1Y8LL7z7RzMKAwAAADNoZMQprrllizOiYssWZwnTgQHndTescIMKN6wITv+UYABHh2CiwJ1797l6+PWHde7qc/Wt939LGxds9LtLOWdwZFD/79l2XfHRarU2hfSxv/9vLT39jxOOwhgaHRr3fu8ojKzQwhtklC9QfbReRQHmPwIAAMyakREpFssEFVu3ZocVpaXSW9/qrADitvXrpVDI334DcwzBRAF7Ys8TOuvfz9J3zvyOrnvfdX53J2fdf790+eVSRYX0q185y2hPxFqrzoHOrNEW3tCiMd44fhSGh5FRXbRuwvBi7PSS8mKWxgIAAJgRbljxwgvOiiDPP+/sx1O1zMJh6eSTnZBi40annXKKE2IAmBEEEwUqaZM6ddOp6ujv0I7P71BJUYnfXco51jpLgH7jG04Ycf/90gknTM+9B0cGs4ILb5AxdnrJRLUwoqHohIHF2FEYM7UiCQAAwJySTEq7dmWCCrd1pv7YFAhIa9Y4IcVb35oJLGpq/O03UCAIJgrUv7/077r815frrgvv0kdP/qjf3ck5iYT0qU9J994rfeIT0qZNUokP2U3SJtXR35EVXmQFGp5go3uwe9z7Ayag+mj9lEZhTHXZVwAAAMj5K9b+/c5oCm87eDBzzeLFTlDhbcuWUWQTOEoEEwWof7hfa25Zo/povZ676jkFDA9Gr/37pfPPd6YXXn+99Ld/K+VD7cr+4f70aiTjRmMksoONUTs67v3l4fIJA4uxYUZtaS2fGQAAgMm0tWUHFS+9JL32mjPqQpLKy6UNGzJBxYYN0lve4ixrCmBCUw0mqNiXR2569iYd6Dmgn13wM37BHOOpp6QLLnDqHT38sPTBD/rdo6mLhCJaVrVMy6qWHfa6pE2qva89q+bF2FEYLza9qMfij6lnsGfc+4MmqIayhiMW85xfNl+lIeZaAgCAOaa2Vjr7bKe5+vqkV191/vLltjvvzNStcKeCbNjg1KvYsMFpJ5yQH38hA3IEIybyRGuiVStvXqnTl56uBy970O/u5JQ775SuvtoZcffQQ9K6dX73yH+JocSEozDGjshoTjQraZPj3l9RXHHY0RfucU1pDSEZAACYW5JJac8eJ6R46SXp5Zed7RtvZK6pqckEFaec4rT16xldgTmHqRwF5ouPflG3br5V2/56m9bV8Zu35BRe/spXpO9/XzrzTOmee6Tqar97lV9Gk6Nq62ubMLRoSjSl9xvjjYoPxce93x2FcbjRF25jFAYAAChoXV3Stm3ZYcW2bVJ/v/N6ICCtWuWEFCefnAksli6ldgUKFsFEAdnZvlPrb12vKzdeqR+f82O/u5MTurqkSy+VHn9c+sIXpO99j2WpZ1piKDF+9MWYVUma481HHIUx2UgMamEAAICCMzrqjK54+WWnbdvmbHfvzlxTViaddJITVni3dXX+9RuYJgQTBeSiey7SY7se064v7tL8svl+d8d3O3dK557rPM9vvVW66iq/ewQv7yiMsSFGY7wxa4pJ71DvuPcHTVD10frMiIvo+BEYrEgCAADyWjzu1K7wBhbbtkkdHZlrGhrGBxbr1ztBBpAnKH5ZIJ7c/6Tui92nb73/W4QSkn7/e+mii5zRbr/7nXT66X73CGMFA870joayBm3QhsNeO7YWxkT1MF5selHN8eYJVyQpC5eNG3Ux0UiMumidigI87gAAQI4oK5Pe+U6nuayVmpqkV17JBBWvvCLddltmOojkLFt60knOiiDudu1a6lcgrzFiIodZa/XeO96rfV37tPMLO+f8X4dvu036/Oel1audIpcrVvjdI8yWpE1m18LwBBneWhhN8SZ1D3aPe7+RUV20btLgwtsqiytlqKINAAByhTsd5NVXnaDC3b72mjQ87FwTCEgrVzohxfr1me2aNVJJib/9x5zGiIkCcF/sPj198Gndfu7tczqUGBmRrr1WuvlmZxnQu++WKir87hVmU8AEVB+tV320Xqc0nHLYa/uH+8eNwvCGGI29jYq1xtQUb9Jwcnjc+4uDxYcdfeG2hrIGlRTxP3oAADDDgkGnaOaqVdL552fODw87c5y9YcWrr0oPPuiEGZITWJx44sSBBSMskEMYMZGjhkaHtP6H6xUJRfTi1S8qGAj63SVfdHVJl1wi/eY3Tjjx3e86z2bgeFlr1TnQmV42NWs0RiI70Gjra5vwHlUlVdmBRXT8CIz5ZfNVW1o7Z/8bBgAAs2xwUHr9dWn7dieocLc7d2YCC2Oc4cfr1jlBxfr1zv66dVJ5ub/9R0FhxESe+9HmH2l352498tFH5uwvNG6Ryz17pNtvl6680u8eoZAYY1QdqVZ1pFpv0VsOe+3w6LBaEi3jR2B4ppJsPrRZzYnmCZdVDZiA6krrJgwtskZhRBtUVVLFVBIAAHDsioudQpknn5x9fmjICSxefVWKxZy2fbvzF8Chocx1ixdnQoq1azPb+non0ABmACMmclDXQJdO/MGJ2jh/o377id/OyV9SvEUu779fOu00v3sETE18KK7mePOEIYa7KklTvEnN8eZJp5I0lDWkg4qJwgt3fy5P8QIAANNkZMT5S+D27ZmwYvt2p4ZFIpG5bt687KDC3S5bJhXx925MjOVC89hXf/dVXf/k9dr6ma3auGCj392ZdRS5xFzgTiWZKMDwTi1pijepNdEqq/HP6mgomlXzwp1K4gYbbpBBPQwAAHDUkknp4EFpx47MCAt3v6Ulc1047BTeXLvWaWvWZLaVlf71HzmBYCKPrfvhOi2vWq5HPvaI312ZVSMj0pe/LP3gBxS5BLxGkiNZq5K4Iy7cqSTeERqdA50T3qOqpCprtIW7P3Z0Rn20XqFgaJa/QwAAkFc6OpyQYscOZ2SFu921K1PHQpLmz3cCCm9bvVpavpxRFnMENSby1PDosHZ17NIFay/wuyuzqqdHuvRS6dFHpWuukW64gSKXgKsoUJQOFI5kcGQwXQ/DO23Ee/xC0wtqijepZ7BnwnvURGrUUNaQCS88IYZ3v660jhADAIC5qLpaes97nOY1NORMC3HDCjew+OUvnTDDFQo5q4W4QYW7Xb2aWhZzFMFEjtnVsUsjyRGtq13nd1dmzb590jnnOM+tH/9Yuvpqv3sE5K/iomItrlysxZWLj3itu7Tq2OCiOd6cHonx3KHnJi3qKTkhhje0GBtiuCMyCDEAAJgDwuHMlI7zzst+rb3dCSnc9vrrzvbRR7OLb5aXZ0IKt61a5WyZGlKwCCZyTKwtJklaVzc3gomnnnKWYx4elh57TDrrLL97BMwdkVBEy6qWaVnVsiNemxhKpEMMb4CR3k9MLcTwBhbeERne8/XReoWD4Wn+bgEAgK9qaiYeZTE6Ku3f7wQV3vbMM9IvfiF5Sw/U1johxUSNZU7zGsFEjom1OsHE2tq1Pvdk5t11l3TFFdKSJdLDDzsjuADkpmg4qhXhFVox78jVaA8XYrjnt7y5Rc3xZvUO9U54j3kl89JhRX20flx44d1GQpHp/nYBAMBsCQadmhPLl0t//ufZrw0MOFNDXn9d2rkz0554QvrZz7KvbWhwAoqVKzNt1SpnyggjLXIewUSOibXFtLhiscrCZX53ZcYkk9I3vyn9wz9Ip58u3XefE6ACKAxHE2L0DfdlQoux29T+S80vqTnerO7B7gnvUR4uT4+0cKeTjB2B4e6Xh8vn5BLMAADkpZISaf16p42VSDjFNnfuzGx37pQef1y6887sa+vqsgOLE0/MtNpaalrkAFblyDFv3/R21ZbW6vGPP+53V2ZEX5/0V38l3XuvM1riRz9ypqIBwJEMjAyoJdGSDi68+26I0ZJoUXOiWe197RMusVpSVJIOKrK2ZeOPayI1CgaowgsAQN5JJKTdu53AYmw7cCD72oqK7KDC2xYtoiL/cWJVjjyUtEntaNuhq952ld9dmRFNTdKHPyxt2SL9y784S4MSTgKYqpKiEi2pXKIllUuOeO1IckStidZ0UOENLdxQ483eN/Vi04tqSbRoODk87h4BE1Btaa3qo/VTCjOYUgIAQI6IRqVTTnHaWAMD0t69meBi926nvfyy9MADTvE7VygkLVsmrVjhBBUrVmTvlxXuKPfZRjCRQw50H1DfcF9Brsjx8svOyhvt7dKvfjW+SC8ATKeiQJEWlC/QgvIFR7zWWqvOgc70CAw3wBg7OuO5Q8+pJdEyaV2MsnBZVlAxWWuINqg6Us1oDAAA/FBSIq1b57SxRkedERW7dzu1Ldztnj3Ss89KXV3Z19fVOQHF8uXZ2xUrnNEWRfy6PVX8pHJIoa7I8cgj0iWXOKOk/vd/pY0b/e4RAGQYY1QdqVZ1pHpKhYf7hvuyRmN4A42Wvha1JFq0t2uvnj30rFoTrRq1o+PuMXY0Rn20XvWlEwcZddE6amMAADAbgkFnhMSyZdKZZ45/vbMzO7TYu9fZf+45Z676qOf/+UVFTpX/5cud+7kFPt3j+fMZPu5BMJFD3BU5CmnExC23SF/6krRhg/TQQ9LChX73CACOT2moVEurlmpp1dIjXpu0SXX0d6TDi9Y+J9AY27a+uVUtiZZJC3wWB4uzggpvkJE+jtarrrSOaSUAAMyUefOkU0912lgjI9LBg5kRFm5osXev84tQS0v29SUlmcDCDUO8ra5uTgUXBBM5JNYWU02kRnXROr+7ctxGRqRrr5VuvtmpK3HXXUzBAjD3uCMjaktrtb5ugoriYwyODE4aXnjb9tbtakm0aGBkYML7lIXL0iFFXbRuXIjhfa2utE7FRcXT/a0DADC3FBVlQoUzzhj/el+ftG+fE1Ts3Zu9/8wzzmgMr9LS7KDi3e+WPv7xGf4m/EMwkUNibbGCmMbR2ytdeqkzhePaa6XvfpditgAwFcVFxVpUsUiLKhYd8VprreJD8awgw51i0pJoSZ8/2HNQzzc+r5ZEi0aSIxPeq6K4YlxY4QYY7rE31CDIAADgKJWWTr70qSR1d0tvvOEEFmPb0087Iy4IJjAbYq0xXbjuQr+7cVz273eKXG7fLv34x9LVV/vdIwAoTMYYlReXq7y4XCvmrTji9dZadQ92ZwUYbnjRmmhVa5/T9nXt0+ZDm9Xa1zppkFEeLs8KLOpK68aFGN5tNByd7m8fAIDCUlk5+UoiUvZqIQWIYCJHtCZa1d7fntf1JTZvls49V+rvlx59VDr7bL97BABwGWNUVVKlqpIqra5ZfcTrrbXqGuhyAgs3uPAEGu7xge4Der7xebUmWidcdlWSIkUR1UXrVFtaOy7MqC2tHRdkVJZUKmAC0/0jAAAgf4VCfvdgRhFM5Ih8X5Hj/vudkUUNDdLvfz/5CCUAQH4wxmheZJ7mReZNOcjoGexJBxZtfW3ZoYZn/7X219SaaFViODHhvYImmK7N4YYVbqjhnku/njrH9BIAAPIXwUSOyNcVOayVvvc96Stfkd7xDumBB5xwAgAwtxhjVFlSqcqSSq2sXjml9/QP908YZLT1taWP2/ratK1lm9r62tTe1y4rO+G9ysJlWUGFt010rjpSrWCAAkgAAOQCgokcEWuLqTRUqsWVi/3uypSNjEif/7x0223SRz4i/fSnUoQV6gAAUxQJRbSkcomWVC6Z0vWjyVF19HekgwtveOHdd1cuaetrm3RUhpEzIiQrsIjUjgsw3FZTWqOqkiqmmAAAMAMIJnJErC2mtbVr8+YfPD090iWXSI89Jl13nfRP/yQF8qPrAIA8FQwEnakdR7Gsdv9wv9r72zPhhWd0Rntfu9r6nfP7uvZpy5tb1NbXpqHRoQnvFTAB1URqssIKN8yoKXXOu6+7x4QZAAAcGcFEjoi1xnTa0tP87saUHDggfehDzsobmzZJV13ld48AAJhYJBTRotDUlmCVnFoZieFEOsTwhhrtfan9fmd/d8duPdP3jNr72ict/BkwAVVHqlUTqckKL7wBhvuae646Uq1QsLCLnAEA4EUwkQPiQ3Ed6DmQF/Ultm51Vt5IJFh5AwBQeIwxKguXqSxcpmVVy6b0Hmut4kNxJ7yYIMhwz7X3t2tf1z5tfXOr2vvbNTAyMOk9K4orsgKL9HbMOW/oUR4ulzFmmn4SAADMHoKJHLCjbYek3F+R48EHpcsuk2prpSeflE46ye8eAQDgP2OMyovLVV5cruXzlk/5fX3DfekAIx1epPbT29T+zo6dau9rV/dg96T3CwVCTlDhDSwiNePPefarI9WKhCgQBQDwF8FEDsiHFTl+8APpmmukt79deughaf58v3sEAEB+Kw2VHlXxT0kaSY6oo79D7X3tztYbYnjCjI7+Du3p3KMtb2454uiMSFFE1ZHqcQFG+pxn33tdSVHJdPwYAAAgmMgFsbaYigJFU15ebTaNjkp/8zfSzTdL558v3XWXVFrqd68AAJibigJFqo/Wqz5af1Tvc4uAegMNb8DhPbejbUf6tclqZ0jZgcaR2rySeen9snAZU04AAFkIJnJArC2mldUrc67QVSLhTN146CHp2mul735XCrLkOwAAeedoi4BKmUKgbnDhbd6Ao3OgUx39HdrZsTP92uDo4KT3LQoUpYOKeZF544KLyV6bF5mncDA8HT8OAECOIZjIAbHWmNbXrfe7G1kaG50ily+8IN1yi/S5z/ndIwAAMJu8hUCPZrqJ5IzQGBtmuAFGR3+HOvs71THgbJvjzYq1xtTR33HYGhqSFA1FNS8yT/NK5qW3bngx9rw32Kgqqcq5PwABADIIJnw2NDqkXR27dNH6i/zuStorrzjLgba3Sw88IJ1zjt89AgAA+SQSimhhaKEWViw8qveNJkfVPdidCS8mCDTc486BTu3p3KOtjVvV2d+pxHDisPcuC5dNGGBUlVSNP/ZcU1VSRT0NAJhhBBM+29WxS6N2NGcKX/7ud9Jf/qUUjUp//KP0trf53SMAADBXBAPB9JSOozU0OpQOLibbuoFGZ3+ndnfsTu8fKdQoKSpJBxje4MJ7ztvcQKOqpEqVxZUKBpgLCwCHQzDhs/SKHDmwVOi//Zv0mc9I69ZJ//Vf0uLFfvcIAABgasLBsBrKGtRQ1nDU7x0aHVL3QPe4MKNroEtdA13qHOhMb93pJzvadqizv1Pdg91K2uRh718eLs8KK9KtuGr8OTfQKKkk2AAwZxBM+Gx763ZJ0pqaNb71wVrp61+X/vEfpT/7M+nee6WKCt+6AwAAMKvCwbDqonWqi9Yd9Xutteod6k2HGOkwoz8TZnQPdKtrMPPa/u79eqnpJXUNdB2xrobkBBtuUOGGFRPue8IM97iyuFIlRSWshAIgpxFM+CzWFtPSyqWKhqO+fP3BQemKK6Sf/1z69KelW2+VQtSGAgAAmBJjjCqKK1RRXHHURUIlp65G71BvevSFG150D3Rnhx2DmfNv9r6p7a3b09cfacRGOBhWZXFlVnDhhhZZ+xO9XlKpiuIK6mwAmFEEEz6LtcV8m8bR3i5dcIH0P/8j/fM/S9ddJxGmAwAAzJ5gIJge8XAs3GVdvWGGG1h0D3RPvD/Yraa2JnUPdqt7oFu9Q71H/DrecKOiuCIrvPAeH26/LFymgAkc0/cJoLARTPgoaZN6re01/emyP531r71rl/TBD0r790t33y1deumsdwEAAADHybus66KKRcd0j9HkqHoGe9JBxWTb9DWp410du9LnewZ7ZGUP31cZlReXpwMLd6RJZUmlKsIV2cfFnuPi7ONoOErAARQYggkfvdH1hvpH+md9RY6nnpLOO8+pLfHEE9J73zurXx4AAAA5JBgIOiuNROYd8z2SNqnEUELdg6kAY0yg4bb066ltR3+H9nXtU/dgt3oHe4+4QoqUHXC4rTycfTz2nPd693x5cbmKg8XU3wByAMGEj2Jts78ix3/+p/TJT0pLlkiPPCKtXDlrXxoAAAAFKmACKi8uV3lx+XHdZyQ5ot7B3qwwwxtqjHttKLN/qPeQegZ70tccaQSHJIUCoXRo4Q0s0vvh8uzj1L73Pe650lApIQdwjAgmfJReKnQWRkxYK11/vfTVr0rve5/0619LNTUz/mUBAACAKSsKFB336A0pU3vDDS3GBhq9Q71Z59PHQ71q62vT3s696XPxofiUvmbABFQWLssKK8ZuJ3rde87dLwuXEXRgTiGY8FGsLaa60jrVlM5sQjA8LH32s9Ltt0uXXSbdcYdUQmFlAAAAFChv7Y0Tyk84rnu501R6h3rVO9ib3rpBhvdc1ja139bXpt7BXsWH4uod6tXAyMDUvgc538PYwCJ9LpR5bezr3vd5G1NXkKsIJnw0GytydHdLH/mI9NvfSl/7mvR//68UoFYQAAAAMCVZ01SOb6aKJGl4dDgdUsSH4ukgY6J99zo35EgMJ9QYb9Tr7a8rPhRPt6lMW5GkoAmOCyvcFg1HVRaa4Jy7H4pO+Fo0FFUoGDr+HwzmNIIJn1hrFWuN6eK3XDxjX2P/fulDH5J27JB+8hPpiitm7EsBAAAAmIJQMDQt01Vc1lr1DfelQ4zEUCIr+Bjb3IDDe64p3pR9zVCvkjY55T6Eg+F0cOENLNzjaCjVPK+lz4/Zet9TGipVMBCclp8TchvBhE9aEi3qHOicsfoSTz8tXXCB1N8vPfqodNZZM/JlAAAAAPjIGOP8Ih+OqkEN03JPa60GRwfTIYc3yHDPec+Pvc7dNsWbsq5JDCc0NDp0VH0pKSoZF2CUhkqzz01wfqL90lBpVugRCUVYejZHEEz4ZCZX5LjrLunKK6WFC6U//EFaN7urkQIAAADIY8YYlRSVqKSoZNrr4Q2PDisxnEgHFd7QYrJtfCiuvuG+rHMtiRYluhLO+dS5qdbv8IoURdKBRWmoNCvESJ8vKj3sNd4WCUWyj4sijPqYAoIJn8zEihzJpPT1r0vf/rZ0+unSffex8gYAAACA3BEKhlQVrFJVSdW033s0Oar+kf50UOGGFmNDjb7hvnTzvp4+N5xQ50CnDvUeyrouMZw4qikuruJg8WHDCzfA8G7HXresapnet+R90/4zyxUEEz6JtcVUFi7ToopF03K/REK6/HLp/vud0RK33iqFw9NyawAAAADIecFAprjnTLDWajg5nA4q+kf6s8KNsS0xnFD/sHONe63b3OPO/k71j/Snr3Pb2IKmH17zYYIJTL9YW0xra9dOy3I9Bw9K550nvfCCdOON0jXXSKwCBAAAAADTxxijcDCscDA8IyM+XNZaDY0OZYUY4WBh/9WZYMInsdaYzlh+xnHfZ/NmJ5SIx6WHHnJW4QAAAAAA5CdjjIqLilVcVDxtq7fkOkqQ+qBnsEeHeg8dd32Je+6RTjtNKi6WnnqKUAIAAAAAkH8IJnywo22HpGNfkWNkRPra16RLLpFOPVV67jnppJOms4cAAAAAAMwOpnL44HhW5Ni/X/roR6Unn5Q+/WnpllucERMAAAAAAOQjggkfxNpiCgVCOrH6xKN6369+JV1xhTQ6Kv3859Jll81QBwEAAAAAmCVM5fBBrGbBkhoAAAkBSURBVC2mVTWrVBSYWi40MCB97nPShRdKK1c6q28QSgAAAAAACgHBhA9irbEpT+OIxaR3vlO69Vbpy192pnCceHQDLQAAAAAAyFkEE7NscGRQuzt3HzGYsFa64w6nuOWbb0qPPCLdcIMULuzlawEAAAAAcwzBxCzb2bFTSZs87IocPT3Sxz4mXXml9K53SS+9JH3gA7PYSQAAAAAAZgnBxCybbEUOa6XNm6XPflZaulS65x7p29+WfvMb6YQT/OgpAAAAAAAzL+dW5TDG/IWkmyQFJd1urf2Oz12aVrG2mIyM1tSukSQ1Nkr/8R/SnXdK27dLJSVOkctrrpH+5E/87SsAAAAAADMtp4IJY0xQ0g8lnS3poKTNxpgHrbXb/e3Z9Im1xbS0bLX+69eluvNO6bHHpGRSes97pE2bpIsvlior/e4lAAAAAACzI6eCCUnvkLTLWrtHkowxv5B0nqSCCCaGh6Xf3nyeerZs0sUJaeFC6brrpE9+Ulqzxu/eAQAAAAAw+3ItmFgo6YDn+KCkd3ovMMZ8RtJnJGnJkiWz17NpUFRkNdy4TqvfuVc3XneKzjxTCgb97hUAAAAAAP7JtWDiiKy1myRtkqRTTz3V+tydo2KMUWdsgwKUHAUAAAAAQFLurcpxSNJiz/Gi1LmCQSgBAAAAAEBGrv2avFnSKmPMcmNMWNKlkh70uU8AAAAAAGCG5NRUDmvtiDHm85Iel7Nc6B3W2ld97hYAAAAAAJghORVMSJK19hFJj/jdDwAAAAAAMPNybSoHAAAAAACYQwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAbwgmAAAAAACAb4y11u8+HDNjTKukN/zuxzGoldTmdyeAacbnGoWKzzYKFZ9tFCI+1yhU+frZXmqtrTvSRXkdTOQrY8wWa+2pfvcDmE58rlGo+GyjUPHZRiHic41CVeifbaZyAAAAAAAA3xBMAAAAAAAA3xBM+GOT3x0AZgCfaxQqPtsoVHy2UYj4XKNQFfRnmxoTAAAAAADAN4yYAAAAAAAAviGYmEXGmL8wxrxmjNlljPk7v/sDHCtjzGJjzB+MMduNMa8aY76UOl9tjPmtMWZnajvP774CR8sYEzTGvGCMeTh1vNwY82zq2f2fxpiw330EjpYxpsoY80tjzA5jTMwY826e2SgExpi/Sf1b5BVjzN3GmBKe28hHxpg7jDEtxphXPOcmfE4bxw9Sn/GXjTFv86/n04NgYpYYY4KSfijpA5LWS7rMGLPe314Bx2xE0petteslvUvS51Kf57+T9IS1dpWkJ1LHQL75kqSY5/h6Sd+31q6U1CnpSl96BRyfmyQ9Zq1dK2mDnM84z2zkNWPMQklflHSqtfYkSUFJl4rnNvLTnZL+Ysy5yZ7TH5C0KtU+I+lHs9THGUMwMXveIWmXtXaPtXZI0i8knedzn4BjYq1ttNY+n9rvlfMP3IVyPtM/TV32U0nn+9ND4NgYYxZJ+pCk21PHRtIZkn6ZuoTPNfKOMaZS0mmSfiJJ1toha22XeGajMBRJihhjiiSVSmoUz23kIWvtHyV1jDk92XP6PEk/s45nJFUZYxbMTk9nBsHE7Fko6YDn+GDqHJDXjDHLJG2U9KykBmttY+qlJkkNPnULOFb/KukrkpKp4xpJXdbakdQxz27ko+WSWiX9W2qa0u3GmKh4ZiPPWWsPSbpB0n45gUS3pK3iuY3CMdlzuuB+tySYAHDMjDFlku6TdI21tsf7mnWW/GHZH+QNY8w5klqstVv97gswzYokvU3Sj6y1GyUlNGbaBs9s5KPUfPvz5IRvJ0iKavxQeKAgFPpzmmBi9hyStNhzvCh1DshLxpiQnFDiLmvt/anTze4wstS2xa/+AcfgvZI+bIzZJ2e63Rly5uVXpYYISzy7kZ8OSjporX02dfxLOUEFz2zku7Mk7bXWtlprhyXdL+dZznMbhWKy53TB/W5JMDF7NktalaoSHJZTmOdBn/sEHJPUvPufSIpZa2/0vPSgpE+m9j8p6YHZ7htwrKy1X7XWLrLWLpPzjP69tfZjkv4g6aLUZXyukXestU2SDhhj1qROnSlpu3hmI//tl/QuY0xp6t8m7meb5zYKxWTP6QclXZ5aneNdkro9Uz7yknFGhGA2GGM+KGf+clDSHdbab/vcJeCYGGPeJ+l/JG1TZi7+38upM3GPpCWS3pB0sbV2bBEfIOcZY94v6W+ttecYY1bIGUFRLekFSR+31g762T/gaBlj3iqnqGtY0h5Jn5LzByqe2chrxphvSbpEzophL0j6tJy59jy3kVeMMXdLer+kWknNkr4h6dea4DmdCuJukTN1qU/Sp6y1W/zo93QhmAAAAAAAAL5hKgcAAAAAAPANwQQAAAAAAPANwQQAAAAAAPANwQQAAAAAAPANwQQAAAAAAPBNkd8dAAAAhckYUyPpidThfEmjklpTx33W2vf40jEAAJBTWC4UAADMOGPMNyXFrbU3+N0XAACQW5jKAQAAZp0xJp7avt8Y89/GmAeMMXuMMd8xxnzMGPOcMWabMebE1HV1xpj7jDGbU+29/n4HAABguhBMAAAAv22Q9H8krZP0CUmrrbXvkHS7pC+krrlJ0vettX8i6S9TrwEAgAJAjQkAAOC3zdbaRkkyxuyW9JvU+W2S/jS1f5ak9cYY9z0Vxpgya218VnsKAACmHcEEAADw26BnP+k5Tirzb5WApHdZawdms2MAAGDmMZUDAADkg98oM61Dxpi3+tgXAAAwjQgmAABAPviipFONMS8bY7bLqUkBAAAKAMuFAgAAAAAA3zBiAgAAAAAA+IZgAgAAAAAA+IZgAgAAAAAA+IZgAgAAAAAA+IZgAgAAAAAA+IZgAgAAAAAA+IZgAgAAAAAA+IZgAgAAAAAA+Ob/A+tVi06WGvU1AAAAAElFTkSuQmCC\n", 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    " ] diff --git a/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Hybrid.ipynb b/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Hybrid.ipynb index e6410c250..bf0b5b061 100644 --- a/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Hybrid.ipynb +++ b/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Hybrid.ipynb @@ -107,8 +107,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 125 ms, sys: 31.2 ms, total: 156 ms\n", - "Wall time: 143 ms\n" + "CPU times: user 156 ms, sys: 31.2 ms, total: 188 ms\n", + "Wall time: 164 ms\n" ] } ], @@ -124,7 +124,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -133,7 +133,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -158,86 +158,6 @@ "plt.legend(loc='best')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The Hybrid solver uses Tau-Leaping which utilizes the concept that the relative change in propensities is bounded by the relative change in species populations. This calculation allows for a user-defined margin of error (tau_tol) which can be changed by instantiating the solver and calling the run function from the solver, rather than the model. \n", - " \n", - "The default tolerance is set to .03, which should be a good tolerance for most models. Increasing (0.0-1.0) will allow for larger tau steps (faster run times) at lower stochastic accuracy, while decreasing the tolerance will allow for greater accuracy with smaller steps and slower run times." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "modified_solver = BasicTauHybridSolver()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 15.6 ms, sys: 0 ns, total: 15.6 ms\n", - "Wall time: 22.6 ms\n" - ] - } - ], - "source": [ - "%time results2 = modified_solver.run(model, tau_tol=0.5, t=100, increment=1)\n", - "\n", - "# Notice the difference in run-time" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(18,10))\n", - "plt.title(\"Michaelis-Menten: Basic Tau Hybrid Solver - high tolerance\")\n", - "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Population\")\n", - "plt.plot(results2[0]['time'],results2[0]['A'],'r', label='Substrate')\n", - "plt.plot(results2[0]['time'],results2[0]['B'],'y', label='Enzyme')\n", - "plt.plot(results2[0]['time'],results2[0]['C'],'g', label='Enzyme-Substrate Complex')\n", - "plt.plot(results2[0]['time'],results2[0]['D'],'b', label='Product')\n", - "\n", - "plt.plot([0],[11])\n", - "plt.legend(loc='best')" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Leaping.ipynb b/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Leaping.ipynb index 0f86a22c8..93f293a62 100644 --- a/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Leaping.ipynb +++ b/examples/BasicExamples/Michaelis-Menten_Basic_Tau_Leaping.ipynb @@ -108,8 +108,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 15.6 ms, sys: 15.6 ms, total: 31.2 ms\n", - "Wall time: 38 ms\n" + "CPU times: user 46.9 ms, sys: 109 ms, total: 156 ms\n", + "Wall time: 163 ms\n" ] } ], @@ -125,7 +125,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -134,7 +134,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -159,57 +159,6 @@ "plt.legend(loc='best')" ] }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "dresults = model.run(solver=BasicTauLeapingSolver(), show_labels=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
    " - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(18,10))\n", - "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Population\")\n", - "plt.plot(dresults[0][:,0],dresults[0][:,1],'r', label='Substrate')\n", - "plt.plot(dresults[0][:,0],dresults[0][:,2],'y', label='Enzyme')\n", - "plt.plot(dresults[0][:,0],dresults[0][:,3],'g', label='Enzyme-Substrate Complex')\n", - "plt.plot(dresults[0][:,0],dresults[0][:,4],'b', label='Product')\n", - "\n", - "\n", - "plt.plot([0],[11])\n", - "plt.legend(loc='best')" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/examples/BasicExamples/Michaelis-Menten_Cython_SSA.ipynb b/examples/BasicExamples/Michaelis-Menten_Cython_SSA.ipynb index 8f0316b9f..79d55d7a2 100644 --- a/examples/BasicExamples/Michaelis-Menten_Cython_SSA.ipynb +++ b/examples/BasicExamples/Michaelis-Menten_Cython_SSA.ipynb @@ -18,7 +18,16 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/smatthe2/.local/lib/python3.6/site-packages/Cython/Compiler/Main.py:367: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: /home/smatthe2/GillesPy2/gillespy2/solvers/cython/cython_ssa_solver.pyx\n", + " tree = Parsing.p_module(s, pxd, full_module_name)\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -109,7 +118,7 @@ "output_type": "stream", "text": [ "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n", - "Wall time: 6.15 ms\n" + "Wall time: 7.94 ms\n" ] } ], @@ -125,7 +134,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -134,7 +143,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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    " ] diff --git a/examples/BasicExamples/Michaelis-Menten_NumPy_SSA.ipynb b/examples/BasicExamples/Michaelis-Menten_NumPy_SSA.ipynb index b30b64340..84a3b9705 100644 --- a/examples/BasicExamples/Michaelis-Menten_NumPy_SSA.ipynb +++ b/examples/BasicExamples/Michaelis-Menten_NumPy_SSA.ipynb @@ -108,8 +108,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 31.2 ms, sys: 0 ns, total: 31.2 ms\n", - "Wall time: 28.4 ms\n" + "CPU times: user 46.9 ms, sys: 0 ns, total: 46.9 ms\n", + "Wall time: 37.8 ms\n" ] } ], @@ -125,7 +125,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -134,7 +134,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
    " ] diff --git a/examples/BasicExamples/Michaelis-Menten_SSA_C.ipynb b/examples/BasicExamples/Michaelis-Menten_SSA_C.ipynb index f6506240a..853453f02 100644 --- a/examples/BasicExamples/Michaelis-Menten_SSA_C.ipynb +++ b/examples/BasicExamples/Michaelis-Menten_SSA_C.ipynb @@ -21,19 +21,7 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'gillespy2'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mgillespy2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;32mclass\u001b[0m \u001b[0mMichaelisMenten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgillespy2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mModel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparameter_values\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m#initialize Model\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mgillespy2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mModel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Michaelis_Menten\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'gillespy2'" - ] - } - ], + "outputs": [], "source": [ "import gillespy2\n", "class MichaelisMenten(gillespy2.Model):\n", @@ -69,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -80,9 +68,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[301. 263. 249. 236. 232. 233. 222. 220. 218. 215. 209. 205. 205. 203.\n", + " 199. 189. 187. 185. 186. 178. 170. 167. 176. 168. 172. 169. 158. 146.\n", + " 149. 146. 139. 139. 131. 127. 131. 125. 130. 120. 117. 112. 106. 107.\n", + " 108. 106. 113. 108. 99. 97. 90. 89. 83. 80. 86. 80. 90. 85.\n", + " 90. 81. 77. 72. 75. 74. 74. 73. 68. 61. 60. 59. 57. 49.\n", + " 50. 50. 49. 48. 50. 50. 45. 47. 47. 45. 52. 47. 48. 42.\n", + " 39. 40. 36. 30. 36. 36. 38. 37. 35. 30. 31. 28. 27. 24.\n", + " 20. 23. 24.]\n" + ] + } + ], "source": [ "dresults = model.run(solver=csolver, show_labels=True)\n", "print(dresults[0]['A'])" @@ -90,9 +93,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "model = MichaelisMenten()\n", "results = model.run(show_labels=False)\n", @@ -107,9 +133,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ImportError", + "evalue": "cannot import name 'ssa_solvers'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mgillespy2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msolvers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mssa_solver\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mSSASolver\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mssa_solvers\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgillespy2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msolvers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstochkit\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mStochKitSolver\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgillespy2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msolvers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpp\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mSSACSolver\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'ssa_solvers'" + ] + } + ], "source": [ "import time\n", "from gillespy2.solvers.auto.ssa_solver import SSASolver, ssa_solvers\n", diff --git a/examples/Getting-Started.ipynb b/examples/Getting-Started.ipynb index 648a9c714..bdd48080c 100644 --- a/examples/Getting-Started.ipynb +++ b/examples/Getting-Started.ipynb @@ -129,7 +129,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -138,7 +138,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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    " ] @@ -187,7 +187,25 @@ " [int]: Define a custom seed for random number generation\n", "\n", "**show_labels=True** \n", - " [bool]: When set to true (default) returns results in a dictonary with time and species as dictionary keys, and relevant trajectory vectors as value pair. When set to False, results will be returned as a numpy array with dimensions [timestep][species_index]. Either way, the the results of each trajectory are stored in a list.\n" + " [bool]: When set to true (default) returns results in a dictonary with time and species as dictionary keys, and relevant trajectory vectors as value pair. When set to False, results will be returned as a numpy array with dimensions [timestep][species_index]. Either way, the the results of each trajectory are stored in a list.\n", + "\n", + "## Solver Specific Arguments\n", + "\n", + "**BasicODESolver, BasicTauHybridSolver: integrator='lsoda'** \n", + " [String]: \n", + "integrator to be used form scipy.integrate.ode. Options include 'vode', 'zvode', 'lsoda', 'dopri5', and 'dop835'. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html \n", + " \n", + "***BasicODESolver, BasicTauHybridSolver: integrator_options={}** \n", + " [dictionary]: \n", + "contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html \n", + " \n", + "**BasicTauLeapingSolver, BasicTauHybridSolver: tau_tol=0.03** \n", + " [float]: \n", + "Relative error tolerance value for calculating tau_step. value should be between 0.0-1.0 \n", + " \n", + "**BasicTauHybridSolver: switch_tol=0.03** \n", + " [float]: \n", + "Relative error tolerance value for switching between deterministic/stochastic. value should be between 0.0-1.0 " ] }, { @@ -228,7 +246,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/examples/SpeedComparisons/hybrid_switching_decay_model_performance.ipynb b/examples/SpeedComparisons/hybrid_switching_decay_model_performance.ipynb index ab61a6912..f22deadbf 100644 --- a/examples/SpeedComparisons/hybrid_switching_decay_model_performance.ipynb +++ b/examples/SpeedComparisons/hybrid_switching_decay_model_performance.ipynb @@ -103,9 +103,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.001875\n", - "0.02171875\n", - "0.698125\n" + "0.00140625\n", + "0.0253125\n", + "0.71609375\n" ] } ], @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -126,13 +126,13 @@ "text": [ "*** ODE ***\n", "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n", - "Wall time: 1.98 ms\n", + "Wall time: 4.76 ms\n", "*** HYBRID ***\n", - "CPU times: user 0 ns, sys: 15.6 ms, total: 15.6 ms\n", - "Wall time: 23.3 ms\n", + "CPU times: user 31.2 ms, sys: 15.6 ms, total: 46.9 ms\n", + "Wall time: 32.3 ms\n", "*** SSA ***\n", - "CPU times: user 719 ms, sys: 0 ns, total: 719 ms\n", - "Wall time: 708 ms\n" + "CPU times: user 734 ms, sys: 0 ns, total: 734 ms\n", + "Wall time: 726 ms\n" ] } ], @@ -147,22 +147,22 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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rw7YNNLMFZrY++DMr2G5mdo+ZlZnZO2Z2SthrrgmOX29m14Rtn2ZmK4LX3GPB+qlHOwcAAACA+JWWlqbq6uq4L4TOOVVXVystLa3T73HcBWTM7GxJByQ97JybGGz7oaQ9zrnvm9ntkrKcc18xswsl3SzpQkkzJN3tnJthZgMllUoqkeQkLZU0zTm318zelPQFSYsl/VXSPc655452juN9IBaQAQAAAGJXY2OjKioqVF9f7zuKd2lpacrPz1dycvJ7tnfbAjLOuVfMrLDN5nmSPhg8fkjSPyR9Jdj+sAs1zEVmlmlmQ4NjFzjn9gThFkiaY2b/kJTunFsUbH9Y0iWSnjvGOaKKc04fu2+Rpo3I0pfPH+s7DgAAABDVkpOTNXLkSN8xYkJnrxkc7JzbHjzeIWlw8DhPUnnYcRXBtmNtr2hn+7HO8T5m9hkzKzWz0qqqqk58nJ5jZjrc1KLSzXt9RwEAAACAI7q8gEwwCtijE3aPdw7n3K+ccyXOuZLc3NyejNIpxXkZWrWtVi0t8T2vGQAAAEDk6GwZ3BlM/1Tw565ge6WkgrDj8oNtx9qe3872Y50j6kzMy9CBw03aVF3nOwoAAAAASOp8GZwvqXVF0GskPR22/epgVdHTJO0Lpno+L+k8M8sKVgU9T9Lzwb5aMzstWEX06jbv1d45ok5xXoYkaWXlPs9JAAAAACCkI7eWeEzSG5LGmFmFmV0n6fuSzjWz9ZI+FDyXQquBbpRUJuk+SZ+XpGDhmG9LWhL8fKt1MZngmF8Hr9mg0OIxOsY5ok7RoP5KTUrQigrKIAAAAIDI0JHVRD92lF2z2znWSbrxKO/zG0m/aWd7qaSJ7Wyvbu8c0SgpMUHjh6XrHUYGAQAAAESILi8gg44pzsvQahaRAQAAABAhKIO9hEVkAAAAAEQSymAvmZQfWkSG6wYBAAAARALKYC8ZndtfackJWsF1gwAAAAAiAGWwlyQlJmjc0HTKIAAAAICIQBnsRcV5GVpVuY9FZAAAAAB4RxnsRcV5GapraNbG3SwiAwAAAMAvymAvKg4WkVnJVFEAAAAAnlEGexGLyAAAAACIFJTBXsQiMgAAAAAiBWWwl01iERkAAAAAEYAy2MsmsogMAAAAgAhAGexlLCIDAAAAIBJQBnsZi8gAAAAAiASUwV6WlJig8UPTtaKCMggAAADAH8qgB8V5GVq1jUVkAAAAAPhDGfSARWQAAAAA+EYZ9KB1EZkVlTWekwAAAACIV5RBD44sIlNR6zsKAAAAgDhFGfSgdREZbi8BAAAAwBfKoCeti8g0s4gMAAAAAA8og560LiKzafcB31EAAAAAxCHKoCeT8jMliZvPAwAAAPCCMujJqNx+LCIDAAAAwBvKoCcsIgMAAADAJ8qgR8V5GVrJIjIAAAAAPKAMelScn6mDLCIDAAAAwAPKoEfFeRmSWEQGAAAAQO+jDHrEIjIAAAAAfKEMetS6iMyKyhrfUQAAAADEGcqgZ5PyM7VqWy2LyAAAAADoVZRBzybmZehgQ7M2VrGIDAAAAIDeQxn0bHJ+aBGZ5eVMFQUAAADQeyiDno3K7a8BqUmUQQAAAAC9ijLoWUKCaXJBppZtpQwCAAAA6D2UwQgwdXim1u7cr4MNTb6jAAAAAIgTlMEIMKUgU80tTisquPk8AAAAgN5BGYwAUwoyJbGIDAAAAIDeQxmMANn9UzV8YF+uGwQAAADQayiDEWLq8ExGBgEAAAD0GspghJhSkKkdtfXavu+Q7ygAAAAA4gBlMEJMHZ4lSVrOVFEAAAAAvYAyGCHGDR2glMQELWOqKAAAAIBeQBmMEKlJiZqQl87IIAAAAIBeQRmMIFMKMvVOZY0am1t8RwEAAAAQ4yiDEWTq8CzVN7Zo7Y79vqMAAAAAiHGUwQgyNbj5PNcNAgAAAOhplMEIkp/VRzn9U7huEAAAAECPowxGEDPTlIJMLSvf6zsKAAAAgBhHGYwwU4dnaWNVnfYdbPQdBQAAAEAMowxGmCnBdYPLK5gqCgAAAKDnUAYjzKT8DJmJ6wYBAAAA9CjKYIQZkJasokH9uW4QAAAAQI+iDEagqQVZWl5eI+ec7ygAAAAAYhRlMAJNGZ6pmoON2lx90HcUAAAAADGKMhiBpg4PFpFhqigAAACAHkIZjEBFgwaoX0qilrGIDAAAAIAeQhmMQIkJpuL8DC0vpwwCAAAA6BmUwQg1dXiWVm+rVX1js+8oAAAAAGIQZTBCTSnIVFOL06pt+3xHAQAAABCDKIMRampBaBEZrhsEAAAA0BMogxFqUHqa8jL7aBnXDQIAAADoAZTBCDZleKaWMzIIAAAAoAdQBiPY1IJMVdYc0q7aet9RAAAAAMQYymAEa735PFNFAQAAAHQ3ymAEmzAsQ0kJxv0GAQAAAHQ7ymAES0tO1Phh6Vq2da/vKAAAAABiDGUwwp0yPEtvl+9TY3OL7ygAAAAAYghlMMKVFGbpUGOzVm+r9R0FAAAAQAyhDEa46YUDJUlLNu/xnAQAAABALKEMRrjB6WkaPrAvZRAAAABAt6IMRoGSwiyVbt4r55zvKAAAAABiBGUwCkwvHKjqugZt2l3nOwoAAACAGEEZjALTC7MkSaWbucUEAAAAgO5BGYwCo3L7K6tvMtcNAgAAAOg2lMEoYGaaNmKgSrcwMggAAACge1AGo8SpI7O0aXeddu2v9x0FAAAAQAygDEaJkuB+g0u5bhAAAABAN6AMRomJwzKUmpSgJZRBAAAAAN2AMhglUpISNKUgU6VbWEQGAAAAQNdRBqPI9MKBWrWtVnWHm3xHAQAAABDlKINRpKQwS80tTsvLa3xHAQAAABDlKINRZNqILCWYuN8gAAAAgC6jDEaRAWnJGjskXaUsIgMAAACgiyiDUWZ6YZbe2rpXTc0tvqMAAAAAiGKUwShTUjhQBxuatXp7re8oAAAAAKIYZTDKlBRmSRL3GwQAAADQJZTBKDM0o4/ys/qolEVkAAAAAHQBZTAKTS8cqCWb98o55zsKAAAAgChFGYxC0wsHaveBw9pSfdB3FAAAAABRqktl0Mz+w8xWmdlKM3vMzNLMbKSZLTazMjN7wsxSgmNTg+dlwf7CsPf5arB9rZmdH7Z9TrCtzMxu70rWWDL9yHWDTBUFAAAA0DmdLoNmlifpC5JKnHMTJSVKukLSDyTd5ZwbLWmvpOuCl1wnaW+w/a7gOJnZ+OB1EyTNkfRzM0s0s0RJ90q6QNJ4SR8Ljo17o3L7K7NvMmUQAAAAQKd1dZpokqQ+ZpYkqa+k7ZJmSfpDsP8hSZcEj+cFzxXsn21mFmx/3Dl32Dm3SVKZpFODnzLn3EbnXIOkx4Nj415CgqlkRBY3nwcAAADQaZ0ug865Skk/krRVoRK4T9JSSTXOuabgsApJecHjPEnlwWubguOzw7e3ec3Rtr+PmX3GzErNrLSqqqqzHymqlBQO1Mbdddp94LDvKAAAAACiUFemiWYpNFI3UtIwSf0UmubZ65xzv3LOlTjnSnJzc31E6HWt1w0yOggAAACgM7oyTfRDkjY556qcc42S/iTpDEmZwbRRScqXVBk8rpRUIEnB/gxJ1eHb27zmaNshaWJehlKTErjfIAAAAIBO6UoZ3CrpNDPrG1z7N1vSakkvSfpocMw1kp4OHs8PnivYv9CFbpQ3X9IVwWqjIyUVSXpT0hJJRcHqpCkKLTIzvwt5Y0pqUqImF2RqyRZGBgEAAACcuK5cM7hYoYVg3pK0InivX0n6iqRbzaxMoWsC7w9ecr+k7GD7rZJuD95nlaQnFSqSf5N0o3OuObiu8CZJz0taI+nJ4FgEphdmaVXlPh1saDr+wQAAAAAQxkKDc7GjpKTElZaW+o7RK15au0vXPrBEv7t+hk4fneM7DgAAAIAIYGZLnXMlxzuuq7eWgEenDM+SmbR4E9cNAgAAADgxlMEoltEnWROHZeiNjdW+owAAAACIMpTBKDdzVLaWb61RfWOz7ygAAAAAoghlMMrNPClbDc0tWsqqogAAAABOAGUwyk0fOVCJCaY3NjBVFAAAAEDHUQajXP/UJBXncd0gAAAAgBNDGYwBM0dl6+3yGtUd5n6DAAAAADqGMhgDTh+VraYWpyWbucUEAAAAgI6hDMaAkhEDlZxoTBUFAAAA0GGUwRjQJyVRUwoytYhFZAAAAAB0EGUwRsw8KVsrKveptr7RdxQAAAAAUYAyGCNOG5WtFict2cR1gwAAAACOjzIYI04ZnqWUpATuNwgAAACgQyiDMSItOVGnDM9kERkAAAAAHUIZjCGnj8rR6u21qjnY4DsKAAAAgAhHGYwhM0dlyzlp0UauGwQAAABwbJTBGDI5P1N9khO1iKmiAAAAAI6DMhhDUpISVFKYxSIyAAAAAI6LMhhjTjspW2t37lf1gcO+owAAAACIYJTBGDNzVLYkrhsEAAAAcGyUwRgzKS9D/VOT9MbG3b6jAAAAAIhglMEYk5SYoOmFWXqd6wYBAAAAHANlMAbNHJWtjVV12llb7zsKAAAAgAhFGYxBM0/KkSRuMQEAAADgqCiDMWj8sHSlpyVxiwkAAAAAR0UZjEGJCaZTR2brDUYGAQAAABwFZTBGzRyVrS3VB7Wt5pDvKAAAAAAiEGUwRp0e3G+QqaIAAAAA2kMZjFFjBg9QVt9kbjEBAAAAoF2UwRiVkGA67aRsLdpYLeec7zgAAAAAIgxlMIadPipblTWHtKX6oO8oAAAAACIMZTCGnVWUK0l6ZX2V5yQAAAAAIg1lMIaNyO6rgoF99Mq63b6jAAAAAIgwlMEYZmY6uyhXb2zYrYamFt9xAAAAAEQQymCMO/vkXNU1NGvZ1r2+owAAAACIIJTBGDdzVLYSE4zrBgEAAAC8B2UwxqWnJeuU4Zl6dT3XDQIAAAD4F8pgHDirKFcrKvdpT12D7ygAAAAAIgRlMA6cfXKunJNeZaooAAAAgABlMA4U52Uos28yU0UBAAAAHEEZjAOJCaYzRufo1fVVcs75jgMAAAAgAlAG48QHinK1s/aw1u084DsKAAAAgAhAGYwTZ52cI0l6ZR3XDQIAAACgDMaNoRl9VDSoP/cbBAAAACCJMhhXzirK1eJNe1Tf2Ow7CgAAAADPKINx5OyTc9TQ1KLFm/b4jgIAAADAM8pgHJkxMlspSQl6lesGAQAAgLhHGYwjfVISdWrhQK4bBAAAAEAZjDdnn5yjdTsPaPu+Q76jAAAAAPCIMhhnzirKlSS9un635yQAAAAAfKIMxpmxQwZo0IBU7jcIAAAAxDnKYJwxM51VlKvXynarucX5jgMAAADAE8pgHDr75BzVHGzUysp9vqMAAAAA8IQyGIfOHJ0jSXqVVUUBAACAuEUZjEPZ/VM1MS9dr6xjERkAAAAgXlEG49TZRbl6a+te7a9v9B0FAAAAgAeUwTh1VlGumlqc3thQ7TsKAAAAAA8og3Fq2ogs9UtJ1MvcYgIAAACIS5TBOJWSlKDTR+foH2ur5By3mAAAAADiDWUwjs0eO0iVNYf07o79vqMAAAAA6GWUwTg2a+wgSdLCd3d5TgIAAACgt1EG49ig9DRNys/QC2t2+o4CAAAAoJdRBuPc7LGDtby8RrsPHPYdBQAAAEAvogzGudnjBsk56R9rWVUUAAAAiCeUwTg3YVi6Bqen6kWmigIAAABxhTIY58xMs8YO1ivrqtTQ1OI7DgAAAIBeQhmEPjRukOoamrV4U7XvKAAAAAB6CWUQOn1UjlKTEvTiGm4xAQAAAMQLyiDUJyVRZ4zO0Yvv7pRzznccAAAAAL2AMghJoVVFy/ccUtmuA76jAAAAAOgFlEFIkmaNHSRJeoGpogAAAEBcoAxCkjQ0o48mDEvXwne5xQQAAAAQDyiDOGL22EFaumWv9tY1+I4CAAAAoIdRBnHE7HGD1eKkf6xjqigAAAAQ6yiDOKI4L0O5A1K5xQQAAAAQByiDOCIhwTRrzCC9vK5Kjc0tvuMAAAAA6EGUQbzHrHGDtL++SUs27/EdBQAAAEAPogziPc4cnaOUxASmigIAAAAxjjKI9+iXmqSZo7K18F3KIAAAABDLKIN4n9njBmnT7jptqDrgOwoAAACAHkIZxPvMGjtIkrSQqaIAAABAzKIM4n3QYVnqAAAgAElEQVTys/pq7JABemHNTt9RAAAAAPQQyiDaNXvcIJVu2at9Bxt9RwEAAADQAyiDaNfscYPV3OL00lqmigIAAACxiDKIdk3Jz9Tg9FQ9t3K77ygAAAAAegBlEO1KSDCdP2GIXl5XpYMNTb7jAAAAAOhmlEEc1ZyJQ1Tf2KKX11b5jgIAAACgm1EGcVSnFg7UwH4pem7lDt9RAAAAAHQzyiCOKikxQeeOG6yF7+7S4aZm33EAAAAAdCPKII5pTvEQHTjcpNfW7/YdBQAAAEA36lIZNLNMM/uDmb1rZmvMbKaZDTSzBWa2PvgzKzjWzOweMyszs3fM7JSw97kmOH69mV0Ttn2ama0IXnOPmVlX8uLEnTEqRwPSkpgqCgAAAMSYro4M3i3pb865sZImS1oj6XZJLzrniiS9GDyXpAskFQU/n5H0C0kys4GS7pA0Q9Kpku5oLZDBMZ8Oe92cLubFCUpJStCHxg3WC2t2qrG5xXccAAAAAN2k02XQzDIknS3pfklyzjU452okzZP0UHDYQ5IuCR7Pk/SwC1kkKdPMhko6X9IC59we59xeSQskzQn2pTvnFjnnnKSHw94LvWjOxCGqOdioxRv3+I4CAAAAoJt0ZWRwpKQqSQ+Y2TIz+7WZ9ZM02DnXeqfyHZIGB4/zJJWHvb4i2Has7RXtbH8fM/uMmZWaWWlVFbdB6G5nF+WqT3IiN6AHAAAAYkhXymCSpFMk/cI5N1VSnf41JVSSFIzouS6co0Occ79yzpU450pyc3N7+nRxp09Kos4Zm6vnV+1Uc0uP/3UCAAAA6AVdKYMVkiqcc4uD539QqBzuDKZ4KvhzV7C/UlJB2Ovzg23H2p7fznZ4MGfiUO0+cFhLt+z1HQUAAABAN+h0GXTO7ZBUbmZjgk2zJa2WNF9S64qg10h6Ong8X9LVwaqip0naF0wnfV7SeWaWFSwcc56k54N9tWZ2WrCK6NVh74VeNmvsIKUkJTBVFAAAAIgRSV18/c2SHjWzFEkbJV2rUMF80syuk7RF0uXBsX+VdKGkMkkHg2PlnNtjZt+WtCQ47lvOudaVSj4v6UFJfSQ9F/zAg/6pSTq7KEfPr9yh/3fReHGXDwAAACC6dakMOueWSyppZ9fsdo51km48yvv8RtJv2tleKmliVzKi+8yZOFQvrNmldyr2aXJBpu84AAAAALqgq/cZRBz50LhBSkowbkAPAAAAxADKIDoss2+KZo7K1t9WbldooBcAAABAtKIM4oTMmThEm6sP6t0d+31HAQAAANAFlEGckPPGD5GZ9DemigIAAABRjTKIE5I7IFXTCwdSBgEAAIAoRxnECZszYYjW7tyvjVUHfEcBAAAA0EmUQZywOROHSBKrigIAAABRjDKIEzYss48mF2QyVRQAAACIYpRBdMpFxUO1onKfNu2u8x0FAAAAQCdQBtEpF00eKjNp/vJtvqMAAAAA6ATKIDplaEYfnVo4UE+/XckN6AEAAIAoRBlEp82bkqeNVXVata3WdxQAAAAAJ4gyiE67YOIQJSea5r/NVFEAAAAg2lAG0WlZ/VJ0dlGu5i/fppYWpooCAAAA0YQyiC6ZO2WYdtTW683Ne3xHAQAAAHACKIPoknPHD1af5ESmigIAAABRhjKILumbkqTzJgzWX1dsV0NTi+84AAAAADqIMogumzt5mGoONurV9VW+owAAAADoIMoguuysolxl9k1mqigAAAAQRSiD6LKUpARdWDxUf1+1UwcbmnzHAQAAANABlEF0i3mTh+lQY7MWrN7pOwoAAACADqAMoltMLxyooRlpmr+cqaIAAABANKAMolskJJgunjxML6+r0t66Bt9xAAAAABwHZRDdZu7kYWpqcXpu5Q7fUQAAAAAcB2UQ3WbCsHSNyu2np5dX+o4CAAAA4Dgog+g2Zqa5k/P05uY92r7vkO84AAAAAI6BMohuNXfKMDknPfv2dt9RAAAAABwDZRDdamROP03Oz9DTbzNVFAAAAIhklEF0u7lT8rSyslZluw74jgIAAADgKCiD6HYXTxqqBBMLyQAAAAARjDKIbjcoPU1nFuXqT29VqqXF+Y4DAAAAoB2UQfSIy6blq7LmkF7fUO07CgAAAIB2UAbRI84dP1jpaUl6srTcdxQAAAAA7aAMokekJSdq3pQ8Pb9qh/YdavQdBwAAAEAblEH0mMtLCnS4qUXPvL3NdxQAAAAAbVAG0WMm5qVr7JAB+v3SCt9RAAAAALRBGUSPMTN9dFq+3i6v0bqd+33HAQAAABCGMogedenUPCUlmH7PQjIAAABARKEMokdl90/VrLGD9NSySjU2t/iOAwAAACBAGUSPu7ykQLsPNOgfa6t8RwEAAAAQoAyix31wTK5y+qcyVRQAAACIIJRB9LikxAT92yl5WvjuLu0+cNh3HAAAAACiDKKXXDYtX00tTn9eVuk7CgAAAABRBtFLigYP0OSCTP2+tELOOd9xAAAAgLhHGUSvuWxavtbu3K8Vlft8RwEAAADiHmUQvebiycOUmpSg35dW+I4CAAAAxD3KIHpNRp9kzZk4RE8vr1R9Y7PvOAAAAEBcowyiV102rUC19U1asHqn7ygAAABAXKMMoledPipbeZl99CT3HAQAAAC8ogyiVyUkmD4yLV+vle1WZc0h33EAAACAuEUZRK+7vCRfkvTY4q2ekwAAAADxizKIXpef1Vezxw7S40vK1dDU4jsOAAAAEJcog/DiytNGaPeBw3p+1Q7fUQAAAIC4RBmEFx8oylXBwD767aItvqMAAAAAcYkyCC8SEkxXzhihxZv2aP3O/b7jAAAAAHGHMghvLpuWr5TEBEYHAQAAAA8og/Amu3+qLiweoj+9Vam6w02+4wAAAABxhTIIr646bYT2H27S/Le3+Y4CAAAAxBXKILyaNiJLY4cM0CNvbJFzznccAAAAIG5QBuGVmemq00Zo9fZaLSuv8R0HAAAAiBuUQXh3ydQ89UtJZCEZAAAAoBdRBuFd/9Qk/dsp+Xr2ne3aW9fgOw4AAAAQFyiDiAhXnTZCDU0t+v3Sct9RAAAAgLhAGUREGDNkgKYXZunRxVvV0sJCMgAAAEBPowwiYlx12ghtqT6o18p2+44CAAAAxDzKICLGnIlDlN0vRY+wkAwAAADQ4yiDiBipSYm6fHqBXlyzU9tqDvmOAwAAAMQ0yiAiysdPHS4n6bE3t/qOAgAAAMQ0yiAiSsHAvpo1ZpB+t3ir6hubfccBAAAAYhZlEBHnurNGqrquQU8vr/QdBQAAAIhZlEFEnJknZWv80HT9+tVNco7bTAAAAAA9gTKIiGNmuv6skVq/64BeWc9tJgAAAICeQBlERLpo0jANGpCqX7+60XcUAAAAICZRBhGRUpISdM3phXp1/W6t3bHfdxwAAAAg5lAGEbGunDFcfZITdf9rjA4CAAAA3Y0yiIiV2TdFH52Wrz8v26aq/Yd9xwEAAABiCmUQEe3aMwrV2NKiRxZt8R0FAAAAiCmUQUS0k3L7a/bYwfrtoi3chB4AAADoRpRBRLzrzxqpPXUNemoZN6EHAAAAugtlEBFvxsiBmpiXrvtf26SWFm5CDwAAAHQHyiAinpnp+jNPUtmuA3p5fZXvOAAAAEBMoAwiKlxYPFRD0tO4CT0AAADQTSiDiAqtN6H/Z1m1Vm+r9R0HAAAAiHqUQUSNj5/aehP6Tb6jAAAAAFGPMoiokdE3WZeX5Gv+25XaVVvvOw4AAAAQ1SiDiCqfOnOkmlsco4MAAABAF1EGEVVGZPfTRZOG6beLtmhvXYPvOAAAAEDUogwi6tx4zmjVNTTrgdc3+44CAAAARC3KIKLOmCEDdP6EwXrwn5u0v77RdxwAAAAgKlEGEZVuOqdItfVNemTRFt9RAAAAgKjU5TJoZolmtszMng2ejzSzxWZWZmZPmFlKsD01eF4W7C8Me4+vBtvXmtn5YdvnBNvKzOz2rmZF7CjOz9AHTs7V/a9u0qGGZt9xAAAAgKjTHSODt0haE/b8B5Lucs6NlrRX0nXB9usk7Q223xUcJzMbL+kKSRMkzZH086BgJkq6V9IFksZL+lhwLCBJumnWaFXXNeixN7f6jgIAAABEnS6VQTPLl/RhSb8OnpukWZL+EBzykKRLgsfzgucK9s8Ojp8n6XHn3GHn3CZJZZJODX7KnHMbnXMNkh4PjgUkSdMLB2rGyIH65SsbdLiJ0UEAAADgRHR1ZPCnkm6T1BI8z5ZU45xrCp5XSMoLHudJKpekYP++4Pgj29u85mjb38fMPmNmpWZWWlVV1cWPhGhy06zR2ll7WH9cWuk7CgAAABBVOl0GzewiSbucc0u7MU+nOOd+5Zwrcc6V5Obm+o6DXnTm6BxNLsjUL14uU1Nzy/FfAAAAAEBS10YGz5A018w2KzSFc5akuyVlmllScEy+pNYhm0pJBZIU7M+QVB2+vc1rjrYdOMLMdNM5o1W+55Dmv73NdxwAAAAganS6DDrnvuqcy3fOFSq0AMxC59yVkl6S9NHgsGskPR08nh88V7B/oXPOBduvCFYbHSmpSNKbkpZIKgpWJ00JzjG/s3kRu2aPHaSxQwbo3pfK1NzifMcBAAAAokJP3GfwK5JuNbMyha4JvD/Yfr+k7GD7rZJulyTn3CpJT0paLelvkm50zjUH1xXeJOl5hVYrfTI4FniPhATTjeeM1oaqOv1t5Q7fcQAAAICoYKHBudhRUlLiSktLfcdAL2tucTr3Jy8rNTlRf/3CmQotVAsAAADEHzNb6pwrOd5xPTEyCPS6xATTDR8cpTXba7Xw3V2+4wAAAAARjzKImHHJ1DzlZfbR/y4sU6yNeAMAAADdjTKImJGcmKAbzxmt5eU1jA4CAAAAx0EZREy5rCRfwwf21Y/+vk4trCwKAAAAHBVlEDElOTFBt557stZsr9VfVmz3HQcAAACIWJRBxJyLJw/TmMED9JMF69TU3OI7DgAAABCRKIOIOYkJpi+dd7I27a7TH9+q8B0HAAAAiEiUQcSkc8cP1uSCTN39wnrVNzb7jgMAAABEHMogYpKZ6bbzx2jbvnr9bvFW33EAAACAiEMZRMw6Y3SOTh+VrXtfKlPd4SbfcQAAAICIQhlETPvP88eouq5BD76+2XcUAAAAIKJQBhHTThmepQ+NG6T/e3mD9h1s9B0HAAAAiBiUQcS8L503Rvvrm/TLVzb4jgIAAABEDMogYt64oemaO3mYHvjnZu3aX+87DgAAABARKIOIC/9x7slqaG7Rz19idBAAAACQKIOIEyNz+unyknw9uniLKvYe9B0HAAAA8I4yiLhx86wimZl+8vd1vqMAAAAA3lEGETeGZfbRp84YqT8tq9Q7FTW+4wAAAABeUQYRV248Z5Ry+qfo28+ulnPOdxwAAADAG8og4sqAtGTdeu4YLdm8V8+t3OE7DgAAAOANZRBx59+nF2jskAH67+fWqL6x2XccAAAAwAvKIOJOYoLp6x8er/I9h/Tg65t9xwEAAAC8oAwiLp1ZlKPZYwfpZwvLtPvAYd9xAAAAgF5HGUTc+tqHx6m+sVk/WcCtJgAAABB/KIOIW6Ny++uq00bo8Te36t0dtb7jAAAAAL2KMoi49sUPFWlAWrK++5c13GoCAAAAcYUyiLiW2TdFt8wu0qvrd+ultbt8xwEAAAB6DWUQce8TM0fopJx++s5f1qixucV3HAAAAKBXUAYR95ITE/S1C8dpY1WdHl20xXccAAAAoFdQBgFJs8cN0hmjs/XTF9drb12D7zgAAABAj6MMApLMTN+4aLz21zfph8+/6zsOAAAA0OMog0Bg7JB0XXt6oR57s1xLt+z1HQcAAADoUZRBIMwXzz1ZQzPS9PU/r1QTi8kAAAAghlEGgTD9U5N0x8XjtWZ7rR58fbPvOAAAAECPoQwCbZw/YYjOGZOruxas0/Z9h3zHAQAAAHoEZRBow8x059yJampx+tYzq33HAQAAAHoEZRBox/Dsvrp51mg9t3KHXlq7y3ccAAAAoNtRBoGj+PTZJ+mk3H664+lVqm9s9h0HAAAA6FaUQeAoUpMS9Z15E7V1z0Hd+1KZ7zgAAABAt6IMAsdw+ugcXTJlmP7v5Q3aUHXAdxwAAACg21AGgeP4rw+PV1pyor7x55VyzvmOAwAAAHQLyiBwHLkDUnXb+WP0+oZqzX97m+84AAAAQLegDAId8PEZIzQ5P0Pfema1qg8c9h0HAAAA6DLKINABiQmmH3x0kmrrG3XH/FW+4wAAAABdRhkEOmjskHTdMrtIz76zXc+t2O47DgAAANAllEHgBHz2A6M0MS9d33h6pfbUNfiOAwAAAHQaZRA4AcmJCfqfj07WvkNMFwUAAEB0owwCJ2jc0HTdPKtIz7y9TX9byXRRAAAARCfKINAJN3xwlCYMS9fX/7xSe5kuCgAAgChEGQQ6ITkxQT+6bLJqDjbqm88wXRQAAADRhzIIdFLrdNGnl2/T86t2+I4DAAAAnBDKINAFnz9nlMYPTdd/PbVSNQeZLgoAAIDoQRkEuiA5MUH/c9kk1Rxs0J3PrPYdBwAAAOgwyiDQRROGZejGc0brqWWV+ttKposCAAAgOlAGgW5w4zmjVZyXodv/9I527Kv3HQcAAAA4Lsog0A1SkhJ09xVT1NDUov94YrmaW5zvSAAAAMAxUQaBbnJSbn99c+4EvbGxWr98ZYPvOAAAAMAxUQaBbnTZtHx9eNJQ/eTv67S8vMZ3HAAAAOCoKINANzIzfe/SYg1OT9Mtjy/TgcNNviMBAAAA7aIMAt0so0+yfnrFFJXvOaj/9/RK33EAAACAdlEGgR4wvXCgbp5VpD+9Vamnl1f6jgMAAAC8D2UQ6CE3zxqtkhFZ+vpTK1W+56DvOAAAAMB7UAaBHpKUmKCfXjFFMumWx5epqbnFdyQAAADgCMog0IPys/rqu5cW662tNbr7xfW+4wAAAABHUAaBHjZ38jB9dFq+fvZSmV5ZV+U7DgAAACCJMgj0im/Nm6AxgwfoC48vU8Verh8EAACAf5RBoBf0TUnSL66apuZmp88/+pbqG5t9RwIAAECcowwCvWRkTj/9+PLJeqdin+58ZpXvOAAAAIhzlEGgF503YYhuPGeUHnuzXE8s2eo7DgAAAOIYZRDoZbeeO0Znjs7RN55epRUV+3zHAQAAQJyiDAK9LDHBdPcVU5TTL0U3PLpUe+safEcCAABAHKIMAh5k90/Vz6+apl21h3XLE8vV3OJ8RwIAAECcoQwCnkwpyNQdc8frlXVV3JAeAAAAvY4yCHj08VOH6yOn5OueF9frxTU7fccBAABAHKEMAh6Zmb576URNGJauWx5frrU79vuOBAAAgDhBGQQ8S0tO1K+vKVHflER96sElqtp/2HckAAAAxAHKIBABhmb00a+vKVF13WF95pFS1Tc2+44EAACAGEcZBCLEpPxM3XX5FC3bWqMv/+EdOccKowAAAOg5lEEgglxQPFRfPn+Mnnl7GyuMAgAAoEcl+Q4A4L0+/8FR2lhVp5++sF4jc/pp3pQ835EAAAAQgxgZBCKMmel7/zZRpxYO1Jf/8I6WbtnrOxIAAABiEGUQiECpSYn6v09M09CMNH32kVKV7znoOxIAAABiDGUQiFAD+6Xo/mum63BTi657aIlq6xt9RwIAAEAMoQwCEWz0oP76xZXTtLGqTtc/xC0nAAAA0H0og0CEO7MoRz++fLLe3LRHNz+2TE3NLb4jAQAAIAZQBoEoMG9Knr558XgtWL1TX3tqBfcgBAAAQJdxawkgSnzyjJHaU9egexaWKbt/qr4yZ6zvSAAAAIhilEEgivzHuSdrd12DfvGPDcrul6LrzzrJdyQAAABEKcogEEXMTN+eN1E1Bxv0nb+sUVbfFH1kWr7vWAAAAIhCnb5m0MwKzOwlM1ttZqvM7JZg+0AzW2Bm64M/s4LtZmb3mFmZmb1jZqeEvdc1wfHrzeyasO3TzGxF8Jp7zMy68mGBWJCYYLrr36fo9FHZuu2P72jhuzt9RwIAAEAU6soCMk2SvuScGy/pNEk3mtl4SbdLetE5VyTpxeC5JF0gqSj4+YykX0ih8ijpDkkzJJ0q6Y7WAhkc8+mw183pQl4gZqQmJepXV5do/NB0ff7Rt1S6eY/vSAAAAIgynS6Dzrntzrm3gsf7Ja2RlCdpnqSHgsMeknRJ8HiepIddyCJJmWY2VNL5khY45/Y45/ZKWiBpTrAv3Tm3yIWWTnw47L2AuNc/NUkPXjtdwzL66NoHlmh5eY3vSAAAAIgi3XJrCTMrlDRV0mJJg51z24NdOyQNDh7nSSoPe1lFsO1Y2yva2d7e+T9jZqVmVlpVVdWlzwJEk+z+qfrt9TOU1S9Fn7h/sd6poBACAACgY7pcBs2sv6Q/Svqic642fF8wotfjN0Rzzv3KOVfi/n97dx5cV3mnefx576blal8sy5IsL9iAwSYGGWzWNJCUIQsemCZk2DpFA+khJKHS1Z1M11TPdKY7qSTdE6aHLMZA0zRglpBAEhMzIcQ2mMUbsTEGYxtb1mLJtvbl7u/8cY+kK9kYY+vqSPd+P1Wn3ve8Z7m/qzpl+dHZrG2orKxM98cBk8qMkjw9eddSleT7dcuqN7WjqdvtkgAAADAFnFYYNMb4lQyCj1trn3OG25xLPOW07c54s6S6lM1rnbETjdceZxzAGDUleXryzqUqyvPrlofe1DvNBEIAAACc2Ok8TdRIekjSLmvtv6QsekHS0BNBb5f0fMr4bc5TRZdK6nYuJ10r6bPGmFLnwTGflbTWWdZjjFnqfNZtKfsCMEZtab6evHOpCnJ8unkVgRAAAAAndjpnBi+RdKukK40xbzvTtZK+L+kzxpgPJF3tzEvSGkn7JO2R9KCk/ypJ1toOSd+VtMmZ/sEZk7POKmebvZJePI16gYxXV5av1XctVTDg1S0Pval3W3o+fiMAAABkJZO8rS9zNDQ02M2bN7tdBuCqxqMD+tLK1xWKxvXEnUt1dnWR2yUBAABgghhjtlhrGz5uvXF5miiAyWVmefIMYY7Pq5tXcYYQAAAAxyIMAhmqvjzoBEKPblr5urYc4MX0AAAAGEEYBDLYrIqgnvnqMpUX5OiWVW9p3W7ewwkAAIAkwiCQ4WpL8/X03cs0qyKov3x0k367vdXtkgAAADAJEAaBLFBZmKPVdy3VebUluvfJrVr9VqPbJQEAAMBlhEEgSxTn+fXYHRfpsnmV+vZzO7Ry/V63SwIAAICLCINAFskLePXgbQ36/KJq/dOa9/SD372nTHu9DAAAAE6Oz+0CAEysgM+j+29arKI8v37yx73qGozqH754jnxe/jYEAACQTQiDQBbyeoz+ccW5KnEC4aHukP71y4sVzOGfBAAAgGzBqQAgSxlj9DfLz9L/WnGu1u0+rD//2es61B1yuywAAABMEMIgkOVuWVqvh25vUGPHgFY88JrebelxuyQAAABMAMIgAH36zGl65qvLZIz05z/bqFfea3e7JAAAAKQZYRCAJOns6iL96p5LNLsyqDse3aTHXt/vdkkAAABII8IggGFVRbl6+u5luvKsafrvz+/Ud3/zruIJXj0BAACQiQiDAEbJD/j081sb9JVLZumhVz/Unf++Wd2DUbfLAgAAwDgjDAI4htdj9PdfOEffXXGu1u8+rBUPvKbdbb1ulwUAAIBxRBgE8JFuXVqv1XctVV84phUPvKbfbm91uyQAAACME8IggBNqmFWm39x7qc6aXqh7ntiq7724S7F4wu2yAAAAcJoIgwA+VlVRrlbftUw3XzRTP1+3T3/xyCZ19EfcLgsAAACngTAI4KQEfB79439aqB/csEhv7e/QF/71Vb3T3O12WQAAADhFhEEAn8iNS+r0zN3LlLBWN/x0ox5/84Cs5fUTAAAAUw1hEMAndl5diX5976W6cHaZ/u6X7+ieJ7by+gkAAIAphjAI4JRUFOTo0a9cqL9dfpZe2tmma+/foC0HOt0uCwAAACeJMAjglHk8Rn/16bl6+qvLZIx0489f1wOv7FEiwWWjAAAAkx1hEMBpO39mqX779cu0/Jzp+uHa93Xbw2+pvTfkdlkAAAA4AcIggHFRnOfX//0vi/W96xdq0/4OXfPjDXrl/Xa3ywIAAMBHIAwCGDfGGH35wpn69b2XqrwgoK88sknfeW6H+sIxt0sDAADAGIRBAONuflWhXvjapbrzstlavalRy3+8Xq/vPep2WQAAAEhBGASQFrl+r/7ucwv09N3L5PUYffnBN/Q/XtipwUjc7dIAAAAgwiCANFsyq0wvfuMy3b6sXv+2cb+uuX+9thzocLssAACArEcYBJB2+QGf/ud15+qJOy9SNG71n3/2uv5pzS6FopwlBAAAcAthEMCEuXhuhdbed7luWjJTK9fv0zX3b9Bre464XRYAAEBWIgwCmFAFOT597/qF+o87LlLCWt286k3d99TbOtIXdrs0AACArEIYBOCKS+dVaO03L9e9V56h32xv0VX/vE5PbWpUImHdLg0AACArEAYBuCbX79W3Pnum1nz9Mp1ZVai//cUO3bTyDX3Q1ut2aQAAABmPMAjAdfOqCrX6rqX6wQ2L9H5br679Pxv0w7XvaSDCy+oBAADShTAIYFLweIxuXFKnl791hT6/aIYeeGWvrvzROv1qW7Os5dJRAACA8UYYBDCpVBTk6H9/6VN65qvLVFEY0Defels3/HSj/nSwy+3SAAAAMgphEMCktGRWmV6451L94IZFauwY1HUPvKZvPf0ntfeE3C4NAAAgIxAGAUxaQ5eOvvLXV+juK+bo139q0Z/96I964JU9vLAeAADgNBEGAUx6hbl+feeas/XSfZfr4jMq9MO17+uqf16nZ7c0Kc6rKAAAAE4JYRDAlDGrIqgHb2vQE395kcoLAvrrZ/6k5T9er5d2HuIhMwAAAJ8QYRDAlHPxGRV6/p5L9JObz3vTySoAABMWSURBVFc8YXXXY1t0/U836o19R90uDQAAYMogDAKYkowxunZhtV6673J9//qFau0K6aaVb+j2h9/SzpZut8sDAACY9EymXVrV0NBgN2/e7HYZACZYKBrXoxv36yd/3KvuwaiWnzNd9151hs6ZUex2aQAAABPKGLPFWtvwsesRBgFkku7BqB7asE+PbNyv3lBMV589TfdeOU/n1ZW4XRoAAMCEIAwCyGrdg1E9unG/Hnr1Q3UPRnXF/Ep9/ap5uqC+1O3SAAAA0oowCACSekNRPfbGAa3a8KE6+iO65Ixyfe3P5mnpnDIZY9wuDwAAYNwRBgEgxUAkpsffaNTP1+/Tkb6wzqst1p2Xz9Hyc6bL5+VZWgAAIHMQBgHgOAYjcf1ia5NWbdin/UcHVFuapzsuna0bG+oUzPG5XR4AAMBpIwwCwAnEE1a/39WmB9fv0+YDnSrK9emWpfX6i4tnaVpRrtvlAQAAnDLCIACcpC0HOrVqwz79buch+T0efX5RtW5dVq9P1ZVwXyEAAJhyTjYMck0UgKx3QX2pLqi/QPuP9OuR1z7Us1ua9Ny2Zi2sKdaty+r1xfNmKNfvdbtMAACAccWZQQAYoy8c0y+3NunfXz+gD9r7VJLv140NdbrlonrNLM93uzwAAIAT4jJRADhN1lq9sa9Dj72xX2t3tilhrT49v1JfWjJTV509TX6eQgoAACYhwiAAjKPW7kE9+WajVm86qPbesCoKArr+/Frd2FCnM6YVuF0eAADAMMIgAKRBLJ7Qut2H9dSmg/rDe+2KJawuqC/Vlxrq9LlF1byeAgAAuI4wCABpdrg3rOe2NumpzQe173C/ggGvrl1YrRWLa7R0Trm8Hp5ECgAAJh5hEAAmiLVWWxs79dSmg1qz45D6wjFVFeXoC4tmaMXiGp0zo4hXVAAAgAlDGAQAF4Sicb28q12/3NasdbvbFY1bza0MasWnarRicY3qyngaKQAASC/CIAC4rLM/ojXvtOpX25q1aX+nJOm82mJdu7Ba15xbzWsqAABAWhAGAWASOdgxoF9vb9GLOw5pR3O3JOncmiJdu7Ba155brVkVQZcrBAAAmYIwCACT1MGOAb34TqvW7Diktw92SZLOri7SNedO12cWVOms6YXcYwgAAE4ZYRAApoDmrkG9uKNVa3a0amtjMhjWlOTp6rOn6eoFVbpodrkCPl5uDwAATh5hEACmmPbekP6wq12/39WuV/ccViiaUEGOT1fMr9TVC6bpivnTVBYMuF0mAACY5AiDADCFDUbiem3PEf1+V5tefq9dh3vDMkZaVFuiK+ZV6IozK3VebYl8Xs4aAgCA0QiDAJAhEgmr7c3dWvf+Ya3b3a63D3YpYaWiXJ8um1epy+dX6PL5laouznO7VAAAMAkQBgEgQ3UNRPTqniNav/uw1u0+rLaesCRpTmVQF88t1yVzK7R0TrlKuaQUAICsRBgEgCxgrdX7bb3asPuINu49orc+7FB/JC5jpAXVRbp4brkunluhJbPLVJDjc7tcAAAwAQiDAJCFovGEtjd1aeOeo9q496i2NHYqEkvIY6RzZhRryawyXTi7VA2zylRRkON2uQAAIA0IgwAAhaJxbTnQqTf3HdVb+zu0rbFL4VhCUvKy0gtnlWnJrDJdUF+q+vJ83m8IAEAGIAwCAI4RiSW0o7lLb33YqU37O7Rpf4d6QzFJUlkwoMV1JTq/vlSL60q0qK6ES0sBAJiCTjYM8lseALJIwOfRBfVluqC+TH+luYonrHa39WprY6e2NXZpa2OnXn6vXZLkMdL8qkItnlmiRbUlWlhTrDOnF8rP6ywAAMgInBkEAIzSNRDR2we7tLWxS9saO/X2wa7hs4cBn0cLqou0qLZYC2uKtai2RHMrg7zvEACASYTLRAEA48JaqwNHB7S9uVs7mrq0valb7zR3qz8SlyTl+Dw6a3qhFswo1oIZRVpQXaSzphcqyCWmAAC4gjAIAEibRMJq35F+bW/q0rstPXq3tUc7W3rUPRiVJBkjzS4P6uwZRTqzqlDzqwo0r6pQ9WX5nEUEACDNuGcQAJA2Ho/RGdMKdMa0Al1/fnLMWquW7lAyHLb06N3Wbm1v6tJvt7cObxfweTSnIqgzpxdqflWh5lYWaE5lUDPL8pXr97r0bQAAyE6EQQDAuDDGqKYkTzUlefrMgqrh8YFITHva+7S7rU8ftPVqd1uvNu/v1PNvt6RsK80oztOcyqBmVwQ1qzyo2ZVBzakIqqYkj7OJAACkAWEQAJBW+QGfFtUmn0iaqi8c077DffrwSP/wtP9Iv365tVm94djwen6vUV1ZvuZUOEHRaWdXBFVVmCuPh3cjAgBwKgiDAABXFOQcPyRaa3W0PzIqJH54ONlu+OCIwrHE8LoBr0czSnJVV5av2tJ81Zbmqa4sX3WlyTOU5QU58hIWAQA4LsIgAGBSMcaooiBHFQU5WjKrbNSyRMKqtSeUDIdH+9XUOaCmzkE1dQzopZZDOtofGbW+z2NUVZSr6cXJqdrpVxfnaUZJrmpK8lRRkMPZRQBAViIMAgCmDI9n5L7ES+dVHLO8PxxTc9egDnYMqKU7pEPdg2rtDqm1K/lgm5d3tSkUTYzaxu81KeEwXzUluaouyVN1ca5mOG1hrn+iviIAABOGMAgAyBjBHJ/mVyWfVHo81lp1D0bV0hVSa/egWroG1dwVUktXsv/63iM61BNSYsxblwpzfKouSZ5RrHbOMk4rzFVVUY6qinI1rShH5UEuSQUATC2EQQBA1jDGqCQ/oJL8gBbMKDruOrF4Qm29YbV2DaqlO6TWruTZxRan3dnSrSN9kWO283qMKgoCyXBYmKNpQ60TGqcVDoXGAE9HBQBMCoRBAABS+Lye4UtRP0okltCRvrDae8Nq6wmpvSektp6w2ntDOtQTVlPnoLY1dh1zD6OUfI1GaX5A5cGAKgpyVF4QcO6RDKi8IEdlwcDwVB4MqCjXzz2NAIC0IAwCAPAJBXwezSjJ04wTBEZpJDS29YTU3htWe09Ih/siOtoX1pG+sI72RbSzpUdH+sLqDcWOuw+vx6g036+yYECl+c4UDAyPleQHVBb0q2RoWb6fAAkAOCmEQQAA0uRkQ6MkhaJxdfRHRk1H+yPqdNqO/rA6+6Pae7hPnQci6hyIKj725kaHMVJxnl+l+QGV5Dttnl+FuT4V5PpUmOtXQY5PhblDU+p8ss/9jwCQ+QiDAABMArl+70kHRyn5MJzecEyd/clgmGyT/W6n7RyIqGsgqvbekHa39ao3FFNfOPaRITJVMOBNBkMnMBbn+Yenkjy/ilLmi/KSATI/4FXQafMDBEoAmOwIgwAATEHGGBXlJi8JrS8/+e2stRqMxtUXiqnHCYe9oaj6QjH1hmLqCUXV6/R7Q1H1hZNjR/si2ne4X92DUfWEorIfnyeV6/coGPApL+BVnt+rvIBXuX6v8ofm/V7lpvSHlif7nuTy4yzLHZr3eXgYDwCcBsIgAABZxBij/IBP+QGfph3/gaofK5Gw6g3F1D0YVfdgVL2hqPojcQ1EYuoPx9Ufjqk/EtNAJK6+cEyhSFyDUWeKxNXZH1FLNK6BSHI+5Cw7iROWx/B7jXJ9XuX4vcr1e5Q71PqSoTHg8yjH51HA51HA61GO36OAd2Q8x+9Rji9l3pecT447+3Pmk/1km+PzyOsxMoaznwCmrkkfBo0xyyXdL8kraZW19vsulwQAQFbzeIyK8/0qzveP2z6ttYrEEwpFEsPBcSASUyiaUDg6EiZD0eTyoYAZShkLR+MKxZLzIWf7rsGEwtGEIvGEIrGEwrGhNq5o/BTS5xgBr0c+r5Hf65HfaYfmA17PceaNfE7f5zXyeTwK+JJt6j783mSA9XuNcnyp80P942/j8xp5PUZe47QeI5/HyDM05h29zGsMDxsCstikDoPGGK+kByR9RlKTpE3GmBeste+6WxkAABhPxpjkGTmfV8Uav5B5IolEMoCGnXAYjo6ExZAzn2yTATOcEjTDsYRi8YSiCatoLKGYs69YPKFo3CoaTzhTsh+JJQNrTyjZjyWS47H4yHZD/Wg8cUpnSU9HanAcaT0j895jx5NhdmjcI4/HyGM0HDA9RsNnT30pAdXnNfKYkX15PRoOq57UbYf7o/flTe072xkz8h08ZmyrUfvxmJS+s9yY4yz3aHhs7HLjjBklH9hk5IxJUsq8x1nH4ywc2VdyHTnbDxm7L5Py+UA6TOowKOlCSXustfskyRizWtJ1kgiDAADgtHg8Rrme5OWkmqAAerLiCatILDEcDiOx1PbYsJnaT1ireCJlGjvvjCUSVrFEso3bkX7MWSeWsIrHk20skRjeNpawyfCaMj8QiSlhNfzZCZsM2wk7+vNT9x+3I/uPWyubsi2ONRQQU8OoZ0zgPGZ8VMB1Aqw5fuhM7UsaDrrJvhkTWoeirI7Z39C2SgnLI/sb2Unq9kOfITPyuaMC9Ulk4dS6U39mY8dS1/2oWjQmqB8T+lNq/uw5VbruUzUfX+AkNdnDYI2kgynzTZIuGruSMeYuSXdJ0syZMyemMgAAgDTxekzywTvyul2KK1KDZCKRDJkJpx8f7jvLneCZGnKHAuioba1GBU5rh0Joch1r5Syzw8F2aNno/tCy5JiVnHZkXtLw8tRtpZF9KGW7oX7q90/db8KZGf7soWWjvltKXSmfY0f9DDW83Kbux1l/qPih73K8Gu2oWlN/Bs46o9Yb+VKp3++43zn155mQrBKjazuB4VqPMzh2y7G7GlvL2H0Nfy875ufiLFs8s+SEtU12kz0MnhRr7UpJKyWpoaGBvycBAABMYR6PkUcmM/6jCkxik/15zM2S6lLma50xAAAAAMBpmOxhcJOkecaY2caYgKSbJL3gck0AAAAAMOVN6rPv1tqYMeZrktYq+WqJh621O10uCwAAAACmvEkdBiXJWrtG0hq36wAAAACATDLZLxMFAAAAAKQBYRAAAAAAshBhEAAAAACyEGEQAAAAALIQYRAAAAAAshBhEAAAAACyEGEQAAAAALIQYRAAAAAAshBhEAAAAACyEGEQAAAAALIQYRAAAAAAshBhEAAAAACyEGEQAAAAALIQYRAAAAAAshBhEAAAAACyEGEQAAAAALIQYRAAAAAAshBhEAAAAACyEGEQAAAAALKQsda6XcO4MsYclnTA7TqOo0LSEbeLQMbi+EI6cXwhnTi+kG4cY0inyXp81VtrKz9upYwLg5OVMWaztbbB7TqQmTi+kE4cX0gnji+kG8cY0mmqH19cJgoAAAAAWYgwCAAAAABZiDA4cVa6XQAyGscX0onjC+nE8YV04xhDOk3p44t7BgEAAAAgC3FmEAAAAACyEGEQAAAAALIQYTDNjDHLjTHvG2P2GGO+7XY9yCzGmDpjzCvGmHeNMTuNMd9wuyZkHmOM1xizzRjzG7drQWYxxpQYY541xrxnjNlljFnmdk3IHMaY+5zfje8YY540xuS6XROmNmPMw8aYdmPMOyljZcaY/2eM+cBpS92s8ZMiDKaRMcYr6QFJ10haIOnLxpgF7laFDBOT9C1r7QJJSyXdwzGGNPiGpF1uF4GMdL+k31lrz5J0njjOME6MMTWSvi6pwVp7riSvpJvcrQoZ4N8kLR8z9m1JL1tr50l62ZmfMgiD6XWhpD3W2n3W2oik1ZKuc7kmZBBrbau1dqvT71XyP1I17laFTGKMqZX0OUmr3K4FmcUYUyzpckkPSZK1NmKt7XK3KmQYn6Q8Y4xPUr6kFpfrwRRnrV0vqWPM8HWSHnX6j0paMaFFnSbCYHrVSDqYMt8k/qOONDHGzJK0WNKb7laCDPNjSX8jKeF2Icg4syUdlvSIcxnyKmNM0O2ikBmstc2SfiSpUVKrpG5r7UvuVoUMVWWtbXX6hyRVuVnMJ0UYBDKAMaZA0i8kfdNa2+N2PcgMxpjPS2q31m5xuxZkJJ+k8yX91Fq7WFK/ptjlVZi8nPu2rlPyjw4zJAWNMbe4WxUynU2+s29KvbePMJhezZLqUuZrnTFg3Bhj/EoGwcettc+5XQ8yyiWSvmiM2a/kZe5XGmP+w92SkEGaJDVZa4euZnhWyXAIjIerJX1orT1srY1Kek7SxS7XhMzUZoypliSnbXe5nk+EMJhemyTNM8bMNsYElLxx+QWXa0IGMcYYJe+32WWt/Re360FmsdZ+x1pba62dpeS/X3+w1vKXdYwLa+0hSQeNMWc6Q1dJetfFkpBZGiUtNcbkO78rrxIPKEJ6vCDpdqd/u6TnXazlE/O5XUAms9bGjDFfk7RWyadYPWyt3elyWcgsl0i6VdIOY8zbzth/s9aucbEmADhZ90p63PmD6T5JX3G5HmQIa+2bxphnJW1V8snb2yStdLcqTHXGmCclfVpShTGmSdLfS/q+pKeNMXdIOiDpRvcq/ORM8tJWAAAAAEA24TJRAAAAAMhChEEAAAAAyEKEQQAAAADIQoRBAAAAAMhChEEAAAAAyEKEQQAAAADIQoRBAAAAAMhC/x8bIdDO/1XMiQAAAABJRU5ErkJggg==\n", "text/plain": [ "
    " ] @@ -202,9 +202,9 @@ "output_type": "stream", "text": [ "at 10 % through simulation\n", - "ODE: 44932.89767329636\n", - "Hybrid: 44431.95701447289\n", - "SSA: 44846.0\n" + "ODE: 44932.849322677466\n", + "Hybrid: 44932.32359486358\n", + "SSA: 44651.0\n" ] } ], @@ -227,8 +227,8 @@ "text": [ "at 90 % through simulation\n", "ODE: 74.66\n", - "Hybrid: 63.0\n", - "SSA: 63.0\n" + "Hybrid: 72.0\n", + "SSA: 84.0\n" ] } ], @@ -257,7 +257,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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    " ] @@ -276,6 +276,13 @@ "plt.title('Simple Decay Run Times')\n", "plt.bar(x, runtimes)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/gillespy2/core/__init__.py b/gillespy2/core/__init__.py index 2e0e2371e..06a885b24 100644 --- a/gillespy2/core/__init__.py +++ b/gillespy2/core/__init__.py @@ -11,6 +11,6 @@ log = logging.getLogger() log.setLevel(logging.WARN) log.addHandler(_handler) -version = '1.1.1' +version = '1.1.2' __all__ = [s for s in dir() if not s.startswith('_')] diff --git a/gillespy2/core/gillespy2.py b/gillespy2/core/gillespy2.py index 35d3055f1..d0c687e30 100644 --- a/gillespy2/core/gillespy2.py +++ b/gillespy2/core/gillespy2.py @@ -421,8 +421,7 @@ def delete_reaction(self, obj): def delete_all_reactions(self): self.listOfReactions.clear() - def run(self, number_of_trajectories=1, seed=None, - solver=None, show_labels=True, max_steps=0): + def run(self, solver=None, **solver_args): """ Function calling simulation of the model. There are a number of parameters to be set here. @@ -438,29 +437,30 @@ def run(self, number_of_trajectories=1, seed=None, solver : gillespy.GillesPySolver The solver by which to simulate the model. This solver object may be initialized separately to specify an algorithm. Optional, - defaults to StochKitSolver SSA. - show_labels : bool (True) - Use names of species as index of result object rather than position numbers. - max_steps : int - When using deterministic methods, specifies the maximum number of steps permitted for each integration point in t. + defaults to ssa solver. + show_labels: bool (True) + If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species] + switch_tol: float + Tolerance for Continuous/Stochastic representation of species, based on coefficient of variance for each step. + tau_tol: float + Relative error tolerance value for calculating tau step between 0.0 and 1.0 + integrator: String + integrator to be used form scipy.integrate.ode. Options include 'vode', 'zvode', 'lsoda', 'dopri5', and 'dop835'. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html + integrator_options: dictionary + contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. + Example use: {max_step : 0, rtol : .01} """ if solver is not None: if ((isinstance(solver, type) and issubclass(solver, GillesPySolver))) or issubclass(type(solver), GillesPySolver): - return solver.run(model=self, t=self.tspan[-1], - increment=self.tspan[-1] - self.tspan[-2], - seed=seed, - number_of_trajectories=number_of_trajectories, - show_labels=show_labels, max_steps=max_steps) + return solver.run(model=self, t=self.tspan[-1], increment=self.tspan[-1] - self.tspan[-2], **solver_args) else: raise SimulationError( "argument 'solver' to run() must be a subclass of GillesPySolver") else: from gillespy2.solvers.auto import SSASolver return SSASolver.run(model=self, t=self.tspan[-1], - increment=self.tspan[-1] - self.tspan[-2], seed=seed, - number_of_trajectories=number_of_trajectories, - show_labels=show_labels) + increment=self.tspan[-1] - self.tspan[-2], **solver_args) @@ -542,6 +542,9 @@ def __init__(self, name="", initial_value=0, mode='dynamic', allow_negative_popu self.mode = mode self.allow_negative_populations = allow_negative_populations + mode_list = ['continuous', 'dynamic', 'discrete'] + if self.mode not in mode_list: + raise SpeciesError('Species mode must be either \'continuous\', \'dynamic\', or \'discrete\'.') if mode == 'continuous': self.initial_value = np.float(initial_value) else: @@ -693,6 +696,8 @@ def __init__(self, name="", reactants={}, products={}, self.massaction = True self.propensity_function = propensity_function + self.ode_propensity_function = propensity_function + if self.propensity_function is not None and self.massaction: errmsg = ("Reaction {} You cannot set the propensity type to mass-action and simultaneously set a " "propensity function.").format(self.name) @@ -750,6 +755,7 @@ def create_mass_action(self): # Case EmptySet -> Y propensity_function = self.marate.name + ode_propensity_function = self.marate.name # There are only three ways to get 'total_stoch==2': for r in self.reactants: @@ -757,9 +763,11 @@ def create_mass_action(self): if self.reactants[r] == 2: propensity_function = ("0.5*" + propensity_function + "*" + str(r) + "*(" + str(r) + "-1)/vol") + ode_propensity_function += '*' + str(r) + '*' + str(r) else: # Case 3: X1, X2 -> Y; propensity_function += "*" + str(r) + ode_propensity_function += '*' + str(r) # Set the volume dependency based on order. order = len(self.reactants) @@ -769,6 +777,7 @@ def create_mass_action(self): propensity_function += "*vol" self.propensity_function = propensity_function + self.ode_propensity_function = ode_propensity_function def setType(self, rxntype): """ diff --git a/gillespy2/sbml/SBMLimport.py b/gillespy2/sbml/SBMLimport.py index 08a4a9f9c..b691593c9 100644 --- a/gillespy2/sbml/SBMLimport.py +++ b/gillespy2/sbml/SBMLimport.py @@ -39,8 +39,12 @@ def convert(filename, model_name=None, gillespy_model=None): continue name = species.getId() if species.isSetInitialAmount(): - value = int(species.getInitialAmount()) - mode = 'dynamic' + int_value = int(species.getInitialAmount()) + value = species.getInitialAmount() + if value == int_value: + value = int_value + mode = 'dynamic' + else: mode = 'continuous' elif species.isSetInitialConcentration(): value = species.getInitialConcentration() mode = 'continuous' diff --git a/gillespy2/solvers/cpp/ssa_c_solver.py b/gillespy2/solvers/cpp/ssa_c_solver.py index 49f80ec1a..4d54982bd 100644 --- a/gillespy2/solvers/cpp/ssa_c_solver.py +++ b/gillespy2/solvers/cpp/ssa_c_solver.py @@ -1,5 +1,5 @@ import gillespy2 -from gillespy2.core import Model, Reaction, gillespyError, GillesPySolver +from gillespy2.core import Model, Reaction, gillespyError, GillesPySolver, log import os #for getting directories for C++ files import shutil #for deleting/copying files import subprocess #For calling make and executing c solver @@ -163,14 +163,26 @@ def run(self=None, model=None, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, **kwargs): if self is None: self = SSACSolver(model) + if len(kwargs) > 0: + for key in kwargs: + log.warning('Unsupported keyword argument to {0} solver: {1}'.format(self.name, key)) if self.compiled: self.simulation_data = None number_timesteps = int(t//increment + 1) # Execute simulation. args = [os.path.join(self.output_directory, 'UserSimulation'), '-trajectories', str(number_of_trajectories), '-timesteps', str(number_timesteps), '-end', str(t)] - if isinstance(seed, int): - args.append('-seed') - args.append(str(seed)) + if seed is not None: + if isinstance(seed, int): + args.append('-seed') + args.append(str(seed)) + else: + seed_int = int(seed) + if seed_int > 0: + args.append('-seed') + args.append(str(seed_int)) + else: + raise ModelError("seed must be a positive integer") + simulation = subprocess.run(args, stdout=subprocess.PIPE, stderr=subprocess.PIPE) # Parse/return results. if simulation.returncode == 0: diff --git a/gillespy2/solvers/cython/cython_ssa_solver.pyx b/gillespy2/solvers/cython/cython_ssa_solver.pyx index b000fda78..8e8413acc 100644 --- a/gillespy2/solvers/cython/cython_ssa_solver.pyx +++ b/gillespy2/solvers/cython/cython_ssa_solver.pyx @@ -1,5 +1,5 @@ # encoding: utf-8 -from gillespy2.core import GillesPySolver +from gillespy2.core import GillesPySolver, gillespyError, log import numpy as np import random cimport numpy as np @@ -33,7 +33,7 @@ cdef double operand_stack[MAX_STACK_SIZE] cdef int operator_stack[MAX_STACK_SIZE] -cdef void simulate_trajectory(np.ndarray[np.float64_t, ndim=2] trajectory, CythonReaction *reactions, int number_reactions, np.ndarray[np.float64_t, ndim=2] species_changes): +cdef void simulate_trajectory(np.ndarray[np.float64_t, ndim=2] trajectory, CythonReaction *reactions, int number_reactions, np.ndarray[np.float64_t, ndim=2] species_changes, int seed): cdef int i,j cdef double current_time = 0 cdef int number_entries = 0 @@ -50,6 +50,8 @@ cdef void simulate_trajectory(np.ndarray[np.float64_t, ndim=2] trajectory, Cytho if propensity_sum <= 0: trajectory[number_entries:,1:] = current_state break + if seed >= 0: + random.seed(seed) cumulative_sum = random.random() * propensity_sum current_time -= math.log(random.random()) / propensity_sum while number_entries < trajectory.shape[0] and trajectory[number_entries, 0] <= current_time: @@ -135,14 +137,33 @@ def convert_infix_prefix(equation): class CythonSSASolver(GillesPySolver): name = "CythonSSASolver" + def __init__(self): + name = "CythonSSASolver" #@cython.boundscheck(False) @classmethod def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, profile=False, show_labels=True, **kwargs): + + if not isinstance(self, CythonSSASolver): + self = CythonSSASolver() + + if len(kwargs) > 0: + for key in kwargs: + log.warning('Unsupported keyword argument to {0} solver: {1}'.format(self.name, key)) + self.simulation_data = [] #convert dictionary of species to species array species = list(model.listOfSpecies.keys()) cdef int number_species = len(species) + + if seed is not None: + if not isinstance(seed, int): + seed = int(seed) + if seed < 0: + raise gillespyError.ModelError('seed must be a positive integer') + else: + seed = -1 + cdef int seed_arg = seed #set timespan for simulation(s) timeline = np.linspace(0,t, (t//increment+1)) #allocate memory for trajectories @@ -222,7 +243,7 @@ class CythonSSASolver(GillesPySolver): cdef np.ndarray[np.float64_t, ndim=1] current_state = np.zeros((number_species)) cdef int number_threads = 4 for i in range(number_of_trajectories): - simulate_trajectory(trajectories[i], reactions, number_reactions, species_changes) + simulate_trajectory(trajectories[i], reactions, number_reactions, species_changes, seed_arg) #assemble complete simulation data in format specified if show_labels: data = {'time' : timeline} @@ -230,7 +251,7 @@ class CythonSSASolver(GillesPySolver): data[species[j]] = trajectories[i,:,j+1] self.simulation_data.append(data) else: - self.simulation_data.append(trajectories[i]) + self.simulation_data = trajectories #clean up for i in range(number_reactions): free(reactions[i].affected_reactions) diff --git a/gillespy2/solvers/numpy/Tau.py b/gillespy2/solvers/numpy/Tau.py index 8239e02a6..eb293af63 100644 --- a/gillespy2/solvers/numpy/Tau.py +++ b/gillespy2/solvers/numpy/Tau.py @@ -35,9 +35,9 @@ def initialize(model, epsilon): # if this reaction's order is higher than previous, set HOR if reaction_order > HOR[str(reactant)]: HOR[str(reactant)] = reaction_order - if count == 2 and reaction_order == 2: g_i[reactant] = lambda x: 2+(1/(x-1)) - elif count == 2 and reaction_order == 3: g_i[reactant] = lambda x: (3/2)*(2+(1/(x-1))) - elif count == 3: g_i[reactant] = lambda x: (3+(1/(x-1))+(2/(x-2))) + if count == 2 and reaction_order == 2: g_i[str(reactant)] = lambda x: 2+(1/(x-1)) + elif count == 2 and reaction_order == 3: g_i[str(reactant)] = lambda x: (3/2)*(2+(1/(x-1))) + elif count == 3: g_i[str(reactant)] = lambda x: (3+(1/(x-1))+(2/(x-2))) else: g_i[str(reactant)] = HOR[str(reactant)] epsilon_i[str(reactant)] = epsilon / g_i[str(reactant)] @@ -50,7 +50,7 @@ def select(*tau_args): Tau Selection method based on Cao, Y.; Gillespie, D. T.; Petzold, L. R. (2006). "Efficient step size selection for the tau-leaping simulation method" (PDF). The Journal of Chemical Physics. 124 (4): 044109. Bibcode:2006JChPh.124d4109C. doi:10.1063/1.2159468. PMID 16460151 ''' - HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold, model, propensities, curr_state, curr_time, save_time = tau_args + HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, epsilon, critical_threshold, model, propensities, curr_state, curr_time, save_time = tau_args tau_step = None crit_taus = {} critical_reactions = [] @@ -79,7 +79,7 @@ def select(*tau_args): for r in g_i: if callable(g_i[str(r)]): g_i[str(r)] = g_i[str(r)](curr_state[str(r)]) - epsilon_i[str(r)] = self.epsilon / g_i[str(r)] + epsilon_i[str(r)] = epsilon / g_i[str(r)] tau_i = {} # estimated tau for non-critical reactions non_critical_tau = None @@ -96,9 +96,9 @@ def select(*tau_args): if reactant not in sigma_i: sigma_i[str(reactant)] = 0 mu_i[str(reactant)] += model.listOfReactions[r].reactants[reactant] * propensities[ - r] # Cao, Gillespie, Petzold 29a + r] # Cao, Gillespie, Petzold 32a sigma_i[str(reactant)] += model.listOfReactions[r].reactants[reactant] ** 2 * propensities[ - r] # Cao, Gillespie, Petzold 29b + r] # Cao, Gillespie, Petzold 32b for r in reactants: calculated_max = epsilon_i[str(r)] * curr_state[r.name] #print('calculated max: ', calculated_max) diff --git a/gillespy2/solvers/numpy/basic_ode_solver.py b/gillespy2/solvers/numpy/basic_ode_solver.py index a5f770247..e94d1c492 100644 --- a/gillespy2/solvers/numpy/basic_ode_solver.py +++ b/gillespy2/solvers/numpy/basic_ode_solver.py @@ -1,9 +1,10 @@ """GillesPy2 Solver for ODE solutions.""" +from scipy.integrate import ode from scipy.integrate import odeint +from collections import OrderedDict import numpy as np -from gillespy2.core import GillesPySolver -from gillespy2.core import log +from gillespy2.core import GillesPySolver, log class BasicODESolver(GillesPySolver): @@ -11,44 +12,39 @@ class BasicODESolver(GillesPySolver): This Solver produces the deterministic continuous solution via ODE. """ name = "BasicODESolver" + + def __init__(self): + name = "BasicODESolver" @staticmethod - def rhs(start_state, time, model): + def __f(t, y, curr_state, model, c_prop): """ The right hand side of the differential equation, uses scipy.integrate odeint - :param start_state: state as a list :param t: time as a numpy array + :param y: species pops as a list + :param current_state: dictionary of eval variables :param model: model being simulated + :param c_prop: precompiled reaction propensity function :return: integration step """ - curr_state = {} - state_change = {} - curr_state['vol'] = model.volume - + curr_state['t'] = t + state_change = OrderedDict() for i, species in enumerate(model.listOfSpecies): - curr_state[species] = start_state[i] + curr_state[species] = y[i] state_change[species] = 0 - - for parameter in model.listOfParameters: - curr_state[parameter] = model.listOfParameters[parameter].value - - propensity = {} - for reaction in model.listOfReactions: - propensity[reaction] = eval( - model.listOfReactions[reaction].propensity_function, curr_state) - # assumption that prop is massAction - for react in model.listOfReactions[reaction].reactants: - state_change[str(react)] -= propensity[reaction] - for prod in model.listOfReactions[reaction].products: - state_change[str(prod)] += propensity[reaction] - - results = [state_change[species] for species in model.listOfSpecies] - - return results + propensity = OrderedDict() + for r_name, reaction in model.listOfReactions.items(): + propensity[r_name] = eval(c_prop[r_name], curr_state) + for react, stoich in reaction.reactants.items(): + state_change[str(react)] -= propensity[r_name] * stoich + for prod, stoich in reaction.products.items(): + state_change[str(prod)] += propensity[r_name] * stoich + state_change = list(state_change.values()) + return state_change @classmethod - def run(cls, model, t=20, number_of_trajectories=1, - increment=0.05, seed=None, debug=False, profile=False, show_labels=True, max_steps=0, **kwargs): + def run(self, model, t=20, number_of_trajectories=1, increment=0.05, + show_labels=True, integrator='lsoda', integrator_options={}, **kwargs): """ :param model: gillespy2.model class object @@ -56,22 +52,69 @@ def run(cls, model, t=20, number_of_trajectories=1, :param number_of_trajectories: Should be 1. This is deterministic and will always have same results :param increment: time step increment for plotting - :param seed: random seed, has no effect - :param debug: not implemented - :param profile: not implemented - :param show_labels: not implemented - :param max_steps: Defaults to 0 for odeint - When using deterministic methods, specifies the maximum number of steps permitted for each integration point in t. + :param show_labels: If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species] + :param integrator: integrator to be used form scipy.integrate.ode. Options include 'vode', 'zvode', 'lsoda', 'dopri5', and 'dop835'. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html + :param integrator_options: a dictionary containing options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. + Example use: {max_step : 0, rtol : .01} :param kwargs: :return: """ + if not isinstance(self, BasicODESolver): + self = BasicODESolver() + if len(kwargs) > 0: + for key in kwargs: + log.warning('Unsupported keyword argument to {0} solver: {1}'.format(self.name, key)) if number_of_trajectories > 1: log.warning("Generating duplicate trajectories for model with ODE Solver. Consider running with only 1 trajectory.") start_state = [model.listOfSpecies[species].initial_value for species in model.listOfSpecies] + + # create mapping of species dictionary to array indices + species_mappings = model.sanitized_species_names() + species = list(species_mappings.keys()) + parameter_mappings = model.sanitized_parameter_names() + number_species = len(species) + + # create numpy array for timeline timeline = np.linspace(0, t, (t // increment + 1)) - result = odeint(BasicODESolver.rhs, start_state, timeline, args=(model,), mxstep=max_steps) - result = np.hstack((np.expand_dims(timeline, -1), result)) + + # create numpy matrix to mark all state data of time and species + trajectory_base = np.empty((number_of_trajectories, timeline.size, number_species + 1)) + + # copy time values to all trajectory row starts + trajectory_base[:, :, 0] = timeline + + # copy initial populations to base + for i, s in enumerate(species): + trajectory_base[:, 0, i + 1] = model.listOfSpecies[s].initial_value + + # compile reaction propensity functions for eval + c_prop = OrderedDict() + for r_name, reaction in model.listOfReactions.items(): + c_prop[r_name] = compile(reaction.ode_propensity_function, '', 'eval') + + result = trajectory_base[0] + curr_time = 0 + entry_count = 0 + + y0 = [0] * len(model.listOfSpecies) + curr_state = OrderedDict() + for i, s in enumerate(model.listOfSpecies.values()): + curr_state[s.name] = s.initial_value + y0[i] = s.initial_value + for p_name, param in model.listOfParameters.items(): + curr_state[p_name] = param.value + rhs = ode(BasicODESolver.__f).set_integrator(integrator, **integrator_options) + rhs.set_initial_value(y0, curr_time).set_f_params(curr_state, model, c_prop) + + while entry_count < timeline.size - 1: + int_time = curr_time + increment + entry_count += 1 + y0 = rhs.integrate(int_time) + curr_time += increment + for i, spec in enumerate(model.listOfSpecies): + curr_state[spec] = y0[i] + result[entry_count][i+1] = curr_state[spec] if show_labels: results_as_dict = { diff --git a/gillespy2/solvers/numpy/basic_tau_hybrid_solver.py b/gillespy2/solvers/numpy/basic_tau_hybrid_solver.py index 7fd2a9324..dd759f3a8 100644 --- a/gillespy2/solvers/numpy/basic_tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/basic_tau_hybrid_solver.py @@ -1,9 +1,11 @@ import random, math, sys, warnings +from collections import OrderedDict from scipy.integrate import ode import numpy as np import gillespy2 from gillespy2.solvers.numpy import Tau -from gillespy2.core import GillesPySolver +from gillespy2.core import GillesPySolver, log +from gillespy2.core.gillespyError import * eval_globals = math.__dict__ @@ -17,10 +19,10 @@ class BasicTauHybridSolver(GillesPySolver): is bounded by bounding the relative change in the state of the system, resulting in increased run-time performance with little accuracy trade-off. """ - name = "Basic Tau Hybrid Solver" + name = "BasicTauHybridSolver" - def __init__(self, debug=False): - self.debug = debug + def __init__(self): + name = 'BasicTauHybridSolver' def toggle_reactions(self, model, all_compiled, deterministic_reactions, dependencies, curr_state, rxn_offset, det_spec): @@ -30,10 +32,6 @@ def toggle_reactions(self, model, all_compiled, deterministic_reactions, depende rate_rules = all_compiled['rules'] rxns = all_compiled['rxns'] - #Check if this reaction set is already compiled and in use: - if deterministic_reactions in rate_rules.keys(): - return - #If the set has changed, reactivate non-determinsitic reactions reactivate = [] for r in inactive_reactions: @@ -52,25 +50,32 @@ def toggle_reactions(self, model, all_compiled, deterministic_reactions, depende if not r in inactive_reactions: inactive_reactions[r] = rxns.pop(r, None) + #Check if this reaction set is already compiled and in use: + if deterministic_reactions in rate_rules.keys(): + return + #Otherwise, this is a new determinstic reaction set that must be compiled if not deterministic_reactions in rate_rules: rate_rules[deterministic_reactions] = self.create_diff_eqs(deterministic_reactions, model, dependencies) def create_diff_eqs(self, comb, model, dependencies): - diff_eqs = {} - reactions = {} - rate_rules = {} + diff_eqs = OrderedDict() + reactions = OrderedDict() + rate_rules = OrderedDict() #Initialize sample dict for reaction in comb: for dep in dependencies[reaction]: - if dep not in diff_eqs and model.listOfSpecies[dep].mode == 'dynamic': + if dep not in diff_eqs: diff_eqs[dep] = '0' # loop through each det reaction and concatenate it's diff eq for each species for reaction in comb: - factor = {} + factor = OrderedDict() + for dep in dependencies[reaction]: + if model.listOfSpecies[dep].mode != 'continuous': + pure_continuous = False for dep in dependencies[reaction]: factor[dep] = 0 for key, value in model.listOfReactions[reaction].reactants.items(): @@ -79,7 +84,10 @@ def create_diff_eqs(self, comb, model, dependencies): factor[key.name] += value for dep in dependencies[reaction]: if factor[dep] != 0: - diff_eqs[dep] += ' + {0}*({1})'.format(factor[dep], model.listOfReactions[reaction].propensity_function) + if model.listOfSpecies[dep].mode == 'continuous': + diff_eqs[dep] += ' + {0}*({1})'.format(factor[dep], model.listOfReactions[reaction].ode_propensity_function) + else: + diff_eqs[dep] += ' + {0}*({1})'.format(factor[dep], model.listOfReactions[reaction].propensity_function) #create a dictionary of compiled gillespy2 rate rules for spec, rate in diff_eqs.items(): @@ -97,7 +105,10 @@ def flag_det_reactions(self, model, det_spec, det_rxn, dependencies): for rxn in model.listOfReactions: det_rxn[rxn] = True for species in dependencies[rxn]: - if det_spec[species] == False: + if model.listOfSpecies[species].mode == 'discrete': + det_rxn[rxn] = False + break + if model.listOfSpecies[species].mode == 'dynamic' and det_spec[species] == False: det_rxn[rxn] = False break @@ -108,13 +119,13 @@ def flag_det_reactions(self, model, det_spec, det_rxn, dependencies): deterministic_reactions = frozenset(deterministic_reactions) return deterministic_reactions - def calculate_statistics(self, model, propensities, curr_state, tau_step, det_spec, dependencies, hybrid_tol): + def calculate_statistics(self, model, propensities, curr_state, tau_step, det_spec, dependencies, switch_tol): """ Calculates Mean, Standard Deviation, and Coefficient of Variance for each dynamic species, then set if species can be represented determistically """ - sd = {} - CV = {} + sd = OrderedDict() + CV = OrderedDict() mn = {species:curr_state[species] for (species, value) in model.listOfSpecies.items() if value.mode == 'dynamic'} @@ -135,7 +146,7 @@ def calculate_statistics(self, model, propensities, curr_state, tau_step, det_sp else: sd[species], CV[species] = (0, 1) # values chosen to guarantee discrete #Set species to deterministic if CV is less than threshhold - det_spec[species] = True if CV[species] < hybrid_tol else False + det_spec[species] = True if CV[species] < switch_tol else False return mn, sd, CV @@ -146,7 +157,8 @@ def __f(t, y, curr_state, reactions, rate_rules, propensities, compiled_reaction """ curr_state['t'] = t state_change = [] - + for i, rr in enumerate(compiled_rate_rules): + curr_state[rr] = y[i] for i, rr in enumerate(compiled_rate_rules): state_change.append(eval(compiled_rate_rules[rr], eval_globals, curr_state)) for i, r in enumerate(compiled_reactions): @@ -156,32 +168,20 @@ def __f(t, y, curr_state, reactions, rate_rules, propensities, compiled_reaction return state_change @staticmethod - def __get_reaction_integrate(step, curr_state, y0, model, curr_time, propensities, compiled_reactions, - compiled_rate_rules): + def __get_reaction_integrate(integrator, integrator_options, step, curr_state, y0, model, curr_time, + propensities, compiled_reactions, compiled_rate_rules): """ Helper function to perform the ODE integration of one step """ - rhs = ode(BasicTauHybridSolver.__f) # set function as ODE object + rhs = ode(BasicTauHybridSolver.__f).set_integrator(integrator, **integrator_options) # set function as ODE object rhs.set_initial_value(y0, curr_time).set_f_params(curr_state, model.listOfReactions, model.listOfRateRules, propensities, compiled_reactions, compiled_rate_rules) - rhs.set_integrator('lsoda', max_step=5000000000, ixpr=True) int_time = step+curr_time current = rhs.integrate(int_time) # current holds integration from current_time to int_time - if rhs.successful(): - return current, curr_time + step - else: - # if step is < 1e-15, take a Forward-Euler step for all species ('propensites' and RateRules) - # TODO The RateRule linked species should still contain the correct value in current, verify this - # step size is too small, take a single forward-euler step - print('*** EULER ***') - current = y0 + np.array(BasicTauHybridSolver.__f(curr_time, y0, - curr_state, model.listOfReactions, - model.listOfRateRules, propensities, compiled_reactions, - compiled_rate_rules)) * step - - return current, curr_time + step - - def __get_reactions(self, step, curr_state, y0, model, curr_time, save_time, - propensities, compiled_reactions, compiled_rate_rules, rxn_offset, debug): + + return current, curr_time + step + + def __get_reactions(self, integrator, integrator_options, step, curr_state, y0, model, curr_time, + save_time, propensities, compiled_reactions, compiled_rate_rules, rxn_offset, debug): """ Function to get reactions fired from t to t+tau. This function solves for root crossings of each reaction channel from over tau step, using poisson random number generation @@ -201,10 +201,9 @@ def __get_reactions(self, step, curr_state, y0, model, curr_time, save_time, if debug: print("Curr Time: ", curr_time, " Save time: ", save_time, "step: ", step) - current, curr_time = self.__get_reaction_integrate(step, curr_state, y0, model, - curr_time, propensities, compiled_reactions, - compiled_rate_rules) - + current, curr_time = self.__get_reaction_integrate(integrator, integrator_options, step, curr_state, + y0, model, curr_time, propensities, + compiled_reactions, compiled_rate_rules) # UPDATE THE STATE of the continuous species for i, s in enumerate(compiled_rate_rules): curr_state[s] = current[i] @@ -212,7 +211,7 @@ def __get_reactions(self, step, curr_state, y0, model, curr_time, save_time, # UPDATE THE STATE of the discrete reactions for i, r in enumerate(compiled_reactions): rxn_offset[r] = current[i+len(compiled_rate_rules)] - rxn_count = {} + rxn_count = OrderedDict() fired = False for i, r in enumerate(compiled_reactions): rxn_count[r] = 0 @@ -223,7 +222,6 @@ def __get_reactions(self, step, curr_state, y0, model, curr_time, save_time, urn = (math.log(random.uniform(0, 1))) current[i+len(compiled_rate_rules)] += urn rxn_offset[r] += urn - if debug: @@ -234,8 +232,9 @@ def __get_reactions(self, step, curr_state, y0, model, curr_time, save_time, return rxn_count, current, curr_state, curr_time @classmethod - def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, - profile=False, show_labels=True, stochkit_home=None, hybrid_tol=0.03, tau_tol=0.03, **kwargs): + def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, + debug=False, profile=False, show_labels=True, switch_tol=0.03, tau_tol=0.03, + integrator='lsoda', integrator_options={}, **kwargs): """ Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects and will inherit those parameters which are passed with the model as the arguments this run function. @@ -260,17 +259,26 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, simulation. profile : bool (Fasle) Set to True to provide information about step size (tau) taken at each step. - show_labels : bool (True) - Use names of species as index of result object rather than position numbers. - stochkit_home : str - Path to stochkit. This is set automatically upon installation, but - may be overwritten if desired. + show_labels: bool (True) + If true, simulation returns a list of trajectories, where each list entry is a dictionary containing key value pairs of species : trajectory. If false, returns a numpy array with shape [traj_no, time, species] + switch_tol: float + Relative error tolerance value for deterministic/stochastic switching condition between 0.0 and 1.0 + tau_tol: float + Relative error tolerance value for calculating tau step between 0.0 and 1.0 + integrator: String + integrator to be used form scipy.integrate.ode. Options include 'vode', 'zvode', 'lsoda', 'dopri5', and 'dop835'. For more details, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html + integrator_options: dictionary + contains options to the scipy integrator. for a list of options, see https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.ode.html. + Example use: {max_step : 0, rtol : .01} """ - if not sys.warnoptions: - warnings.simplefilter("ignore") if not isinstance(self, BasicTauHybridSolver): self = BasicTauHybridSolver() + + if len(kwargs) > 0: + for key in kwargs: + log.warning('Unsupported keyword argument to {0} solver: {1}'.format(self.name, key)) + if debug: print("t = ", t) print("increment = ", increment) @@ -290,42 +298,58 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, # copy time values to all trajectory row starts trajectory_base[:, :, 0] = timeline + spec_modes = ['continuous', 'dynamic', 'discrete'] # copy initial populations to base for i, s in enumerate(species): + if model.listOfSpecies[s].mode not in spec_modes: + raise SpeciesError('Species mode can only be \'continuous\', \'dynamic\', or \'discrete\'.') trajectory_base[:, 0, i + 1] = model.listOfSpecies[s].initial_value det_spec = {species:True for (species, value) in model.listOfSpecies.items() if value.mode == 'dynamic'} det_rxn = {rxn:False for (rxn, value) in model.listOfReactions.items()} - dependencies = {} - + dependencies = OrderedDict() for reaction in model.listOfReactions: dependencies[reaction] = set() [dependencies[reaction].add(reactant.name) for reactant in model.listOfReactions[reaction].reactants] [dependencies[reaction].add(product.name) for product in model.listOfReactions[reaction].products] + pure_ode = True + for reaction in model.listOfReactions.keys(): + for dep in dependencies[reaction]: + if model.listOfSpecies[dep].mode != 'continuous': + pure_ode = False + if debug: print('dependencies') print(dependencies) simulation_data = [] + if seed is not None: + if not isinstance(seed, int): + seed = int(seed) + if seed > 0: + random.seed(seed) + else: + raise ModelError('seed must be a positive integer') for trajectory_num in range(number_of_trajectories): - random.seed(seed) + steps_taken = [] steps_rejected = 0 entry_count = 0 trajectory = trajectory_base[trajectory_num] y0 = [0] * (len(model.listOfReactions) + len(model.listOfRateRules)) - rxn_offset = {} - propensities = {} - curr_state = {} + rxn_offset = OrderedDict() + propensities = OrderedDict() + curr_state = OrderedDict() curr_time = 0 curr_state['vol'] = model.volume save_time = 0 - data = {'time': timeline} + data = OrderedDict() + data['time'] = timeline HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold = Tau.initialize(model, tau_tol) @@ -341,21 +365,24 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, if debug: print("Setting Random number ", rxn_offset[r], " for ", model.listOfReactions[r].name) - compiled_reactions = {} + compiled_reactions = OrderedDict() for i, r in enumerate(model.listOfReactions): compiled_reactions[r] = compile(model.listOfReactions[r].propensity_function, '', 'eval') - compiled_rate_rules = {} + compiled_rate_rules = OrderedDict() for i, rr in enumerate(model.listOfRateRules): compiled_rate_rules[rr] = compile(model.listOfRateRules[rr].expression, '', 'eval') - compiled_inactive_reactions = {} + compiled_inactive_reactions = OrderedDict() - compiled_propensities = {} + compiled_propensities = OrderedDict() for i, r in enumerate(model.listOfReactions): compiled_propensities[r] = compile(model.listOfReactions[r].propensity_function, '', 'eval') - all_compiled = {'rxns': compiled_reactions, 'rules': compiled_rate_rules, 'inactive_rxns': compiled_inactive_reactions} + all_compiled = OrderedDict() + all_compiled['rxns'] = compiled_reactions + all_compiled['rules'] = compiled_rate_rules + all_compiled['inactive_rxns'] = compiled_inactive_reactions timestep = 0 @@ -370,16 +397,16 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, propensities[r] = eval(compiled_propensities[r], curr_state) propensity_sum += propensities[r] - tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold, + tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, tau_tol, critical_threshold, model, propensities, curr_state, curr_time, save_time] - tau_step = Tau.select(*tau_args) + tau_step = save_time-curr_time if pure_ode else Tau.select(*tau_args) if profile: steps_taken.append(tau_step) # END NEW TAU SELECTION METHOD - mn, sd, CV = self.calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, hybrid_tol) + mn, sd, CV = self.calculate_statistics(model, propensities, curr_state, tau_step, det_spec, dependencies, switch_tol) deterministic_reactions = self.flag_det_reactions(model, det_spec, det_rxn, dependencies) if debug: @@ -389,7 +416,7 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, print('CV: {0}'.format(CV)) print('det_spec: {0}'.format(det_spec)) print('det_rxn: {0}'.format(det_rxn)) - + self.toggle_reactions(model, all_compiled, deterministic_reactions, dependencies, curr_state, rxn_offset, det_spec) active_rr = compiled_rate_rules[deterministic_reactions] @@ -409,13 +436,13 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, if loop_cnt > 100: raise Exception("Loop over __get_reactions() exceeded loop count") - reactions, y0, curr_state, curr_time = self.__get_reactions( + reactions, y0, curr_state, curr_time = self.__get_reactions(integrator, integrator_options, tau_step, curr_state, y0, model, curr_time, save_time, propensities, compiled_reactions, active_rr, rxn_offset, debug) # Update curr_state with the result of the SSA reaction that fired - species_modified = {} + species_modified = OrderedDict() for i, r in enumerate(compiled_reactions): if reactions[r] > 0: for reactant in model.listOfReactions[r].reactants: @@ -462,7 +489,7 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, data[species[i]] = trajectory[:, i+1] simulation_data.append(data) else: - simulation_data.append(trajectory) + simulation_data = trajectory_base if profile: print(steps_taken) print("Total Steps Taken: ", len(steps_taken)) diff --git a/gillespy2/solvers/numpy/basic_tau_leaping_solver.py b/gillespy2/solvers/numpy/basic_tau_leaping_solver.py index ff8314ebe..ef9751eb4 100644 --- a/gillespy2/solvers/numpy/basic_tau_leaping_solver.py +++ b/gillespy2/solvers/numpy/basic_tau_leaping_solver.py @@ -4,7 +4,7 @@ import random, math, sys, warnings import numpy as np from gillespy2.solvers.numpy import Tau -from gillespy2.core import GillesPySolver +from gillespy2.core import GillesPySolver, log class BasicTauLeapingSolver(GillesPySolver): @@ -14,14 +14,14 @@ class BasicTauLeapingSolver(GillesPySolver): over this step are bounded by bounding the relative change in state, yielding greatly improved run-time performance with very little trade-off in accuracy. """ - name = "Basic Tau Leaping Solver" + name = "BasicTauLeapingSolver" def __init__(self, debug=False, profile=False): + name = "BasicTauLeapingSolver" self.debug = debug self.profile = profile - self.epsilon = 0.03 - def get_reactions(self, step, curr_state, curr_time, save_time, propensities, reactions): + def get_reactions(self, seed, step, curr_state, curr_time, save_time, propensities, reactions): """ Helper Function to get reactions fired from t to t+tau. Returns three values: rxn_count - dict with key=Raection channel value=number of times fired @@ -42,6 +42,7 @@ def get_reactions(self, step, curr_state, curr_time, save_time, propensities, re rxn_count = {} for rxn in reactions: + np.random.seed(seed) rxn_count[rxn] = np.random.poisson(propensities[rxn] * step) if self.debug: @@ -53,7 +54,7 @@ def get_reactions(self, step, curr_state, curr_time, save_time, propensities, re @classmethod def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, - debug=False, profile=False, show_labels=True, stochkit_home=None, tau_tol=0.03, **kwargs): + debug=False, profile=False, show_labels=True, tau_tol=0.03, **kwargs): """ Function calling simulation of the model. This is typically called by the run function in GillesPy2 model objects @@ -82,14 +83,14 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, Set to True to provide information about step size (tau) taken at each step. show_labels : bool (True) Use names of species as index of result object rather than position numbers. - stochkit_home : str - Path to stochkit. This is set automatically upon installation, but - may be overwritten if desired. """ - if not sys.warnoptions: - warnings.simplefilter("ignore") + if not isinstance(self, BasicTauLeapingSolver): - self = BasicTauLeapingSolver() + self = BasicTauLeapingSolver(debug=debug, profile=profile) + + if len(kwargs) > 0: + for key in kwargs: + log.warning('Unsupported keyword argument to {0} solver: {1}'.format(self.name, key)) if debug: print("t = ", t) print("increment = ", increment) @@ -117,7 +118,6 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, simulation_data = [] for trajectory_num in range(number_of_trajectories): - random.seed(seed) start_state = [0] * (len(model.listOfReactions) + len(model.listOfRateRules)) propensities = {} curr_state = {} @@ -130,6 +130,13 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, entry_count = 0 trajectory = trajectory_base[trajectory_num] + if seed is not None: + if not isinstance(seed, int): + seed = int(seed) + if seed > 0: + random.seed(seed) + else: + raise ModelError('seed must be a positive integer') HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold = Tau.initialize(model, tau_tol) @@ -164,7 +171,7 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, propensities[r] = eval(compiled_propensities[r], curr_state) propensity_sum += propensities[r] - tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, critical_threshold, + tau_args = [HOR, reactants, mu_i, sigma_i, g_i, epsilon_i, tau_tol, critical_threshold, model, propensities, curr_state, curr_time, save_time] tau_step = Tau.select(*tau_args) @@ -179,7 +186,7 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, if loop_cnt > 100: raise Exception("Loop over get_reactions() exceeded loop count") - reactions, curr_state, curr_time = self.get_reactions( + reactions, curr_state, curr_time = self.get_reactions(seed, tau_step, curr_state, curr_time, save_time, propensities, model.listOfReactions) @@ -234,7 +241,7 @@ def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, data[species[i]] = trajectory[:, i+1] simulation_data.append(data) else: - simulation_data.append(trajectory) + simulation_data = trajectory_base if profile: print(steps_taken) print("Total Steps Taken: ", len(steps_taken)) diff --git a/gillespy2/solvers/numpy/ssa_solver.py b/gillespy2/solvers/numpy/ssa_solver.py index 90fdda68e..569213046 100644 --- a/gillespy2/solvers/numpy/ssa_solver.py +++ b/gillespy2/solvers/numpy/ssa_solver.py @@ -1,4 +1,4 @@ -from gillespy2.core import GillesPySolver, Model, Reaction +from gillespy2.core import GillesPySolver, Model, Reaction, log import random import math import numpy as np @@ -7,8 +7,11 @@ class NumPySSASolver(GillesPySolver): name = "NumPySSASolver" - @staticmethod - def run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, show_labels=True, **kwargs): + def __init__(self): + name = 'NumPySSASolver' + + @classmethod + def run(self, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug=False, show_labels=True, **kwargs): """ Run the SSA algorithm using a NumPy for storing the data in arrays and generating the timeline. :param model: The model on which the solver will operate. @@ -22,6 +25,13 @@ def run(model, t=20, number_of_trajectories=1, increment=0.05, seed=None, debug= :param show_labels: Use names of species as index of result object rather than position numbers. :return: a list of each trajectory simulated. """ + + if not isinstance(self, NumPySSASolver): + self = NumPySSASolver() + + if len(kwargs) > 0: + for key in kwargs: + log.warning('Unsupported keyword argument to {0} solver: {1}'.format(self.name, key)) random.seed(seed) # create mapping of species dictionary to array indices species_mappings = model.sanitized_species_names() diff --git a/gillespy2/solvers/stochkit/stochkit_solvers.py b/gillespy2/solvers/stochkit/stochkit_solvers.py index bfd0d1767..fa43ce8cf 100644 --- a/gillespy2/solvers/stochkit/stochkit_solvers.py +++ b/gillespy2/solvers/stochkit/stochkit_solvers.py @@ -5,7 +5,7 @@ import uuid import subprocess import shutil -from gillespy2.core import GillesPySolver, Model +from gillespy2.core import GillesPySolver, Model, log from gillespy2.core.gillespyError import SimulationError, InvalidModelError @@ -54,6 +54,9 @@ def run(cls, model, t=20, number_of_trajectories=1, increment=0.05, seed=None, """ Call out and run the solver. Collect the results. """ + if len(kwargs) > 0: + for key in kwargs: + log.warning('Unsupported keyword argument to solver: {0}'.format(key)) if algorithm is None: raise SimulationError("No algorithm selected") diff --git a/setup.py b/setup.py index 134093bf4..ce324ceaa 100644 --- a/setup.py +++ b/setup.py @@ -5,6 +5,12 @@ from setuptools.command.easy_install import easy_install import os +########################################################## +### HOW TO DO A PYPI RELEASE ### +# python3 setup.py sdist bdist_wheel +# twine upload dist/* +########################################################## + SETUP_DIR = os.path.dirname(os.path.abspath(__file__)) @@ -48,7 +54,7 @@ class easy_install_new(easy_install): full_description = fh.read() setup(name="gillespy2", - version="1.1.1", + version="1.1.2", packages=find_packages('.'), include_package_data=True, description='Python interface for Gillespie style biochemical simulations', diff --git a/test/run_tests.py b/test/run_tests.py index d4fbbff6c..0f09b9483 100644 --- a/test/run_tests.py +++ b/test/run_tests.py @@ -1,5 +1,8 @@ import unittest, sys, os import argparse +import pyximport + +pyximport.install() parser = argparse.ArgumentParser() parser.add_argument('-m', '--mode', default='develop', choices=['develop', 'release'], help='Run tests in develop mode or release mode.') @@ -12,28 +15,26 @@ sys.path.append(os.path.join(os.path.dirname(__file__), '..')) - import test_basic_tau_hybrid_solver - import test_basic_tau_leaping_solver # import test_cython_ssa_solver import test_empty_model import test_model import test_ode_solver + import test_tau_hybrid_solver import test_simple_model - import test_ssa_solver import test_ssa_c_solver import test_SBML + import test_all_solvers modules = [ - test_basic_tau_hybrid_solver, - test_basic_tau_leaping_solver, # test_cython_ssa_solver, test_empty_model, test_model, test_ode_solver, + test_tau_hybrid_solver, test_simple_model, - test_ssa_solver, test_ssa_c_solver, - test_SBML + test_SBML, + test_all_solvers ] for module in modules: diff --git a/test/sbml_test_runner/README.md b/test/sbml_test_runner/README.md new file mode 100644 index 000000000..65010dd1b --- /dev/null +++ b/test/sbml_test_runner/README.md @@ -0,0 +1,21 @@ +# Running the SBML Compliance Tests + +In order to verify SBML compliance with the GillesPy2 package, follow these steps. + +### 1. Install the [SBML Test Suite](http://sbml.org/Software/SBML_Test_Suite) + +### 2. Configure wrappers. +While running the SBML Test Suite, go to File->Options/Wrappers +The wrappers for gillespy2 solvers are contained [here: /test/sbml_test_runner/wrappers ](/test/sbml_test_runner/wrappers) +Provide the path for the desired wrapper along with a name. +Be sure to configure all arguments to the wrapper. +The 'arguments to wrapper' field should contain: +``` %d %n %o %l %v``` +or for debug to stdout: +``` %d %n %o %l %v -d``` + +You can provide any output directory you desire. + +### 3. In the file for the wrapper you are using, be sure to append your GillesPy2 directory to the system path + +### 4. Save, and begin running test cases. Additional documentation can be found at [the SBML site](http://sbml.org/Software/SBML_Test_Suite) or [the SBML github repo](https://github.com/sbmlteam/sbml-test-suite/) diff --git a/test/sbml_test_runner/wrappers/g2_np_sbml_wrapper.py b/test/sbml_test_runner/wrappers/g2_np_sbml_wrapper.py new file mode 100755 index 000000000..08984d120 --- /dev/null +++ b/test/sbml_test_runner/wrappers/g2_np_sbml_wrapper.py @@ -0,0 +1,87 @@ +#! /usr/bin/python3.6 + +import os, sys, csv +import numpy as np +sys.path.append('/home/smatthe2/GillesPy2') +import gillespy2 +from gillespy2.solvers.numpy.ssa_solver import NumPySSASolver + +# Parse Args: TEST_PATH, CASE_NO, TARG_DIR, SBML_LVL, SBML_VER + +assert len(sys.argv) > 5, 'Did not provide all arguments [5]: TEST_PATH, CASE_NO, TARG_DIR, SBML_LVL, SBML_VER, [-d]' + +#Parse command line arguments and set up paths +TEST_PATH = sys.argv[1] +CASE_NO = sys.argv[2] +TARG_DIR = sys.argv[3] +SBML_LVL = sys.argv[4] +SBML_VER = sys.argv[5] +if len(sys.argv) > 6 and sys.argv[6] == '-d': debug = True +else: debug = False +TEST_DIR = os.path.join(TEST_PATH, CASE_NO) +TEST_FILE = os.path.join(TEST_DIR, '{0}-sbml-l{1}v{2}.xml'.format(CASE_NO, SBML_LVL, SBML_VER)) +SETTINGS_FILE = os.path.join(TEST_DIR, '{0}-settings.txt'.format(CASE_NO)) +TARG_FILE = os.path.join(TARG_DIR, '{0}-results.csv'.format(CASE_NO)) +EXPECTED_RESULTS_FILE = os.path.join(TEST_DIR, '{0}-results.csv'.format(CASE_NO)) + +solver = NumPySSASolver() +model, errors = gillespy2.import_SBML(TEST_FILE) + +# retrieve simulation times from settings file +start, duration, steps = [0]*3 +with open(SETTINGS_FILE, 'r') as settings: + for line in settings: + if 'start' in line: start = float(line.split(': ')[1]) + elif 'duration' in line: duration = float(line.split(': ')[1]) + elif 'steps' in line: steps = int(line.split(': ')[1]) + +# Run simulation and store results +model.tspan = np.linspace(start, duration, steps+1) +results = model.run(solver=solver, show_labels=False) + +# Create headers for csv file +headers = ['time'] +for species in model.listOfSpecies: + headers.append(species) + +# Write results to csv file +with open(TARG_FILE, 'w+') as results_file: + filewriter = csv.writer(results_file, delimiter=',') + filewriter.writerow(headers) + for row in results[0]: + filewriter.writerow(row) + +if debug: + print('Solver: ', solver.name) + print('Model: ', model.name) + + print('\nStart: ', start) + print('Duration: ', duration) + print('Steps: ', steps) + + print('\nParameters:') + for name, param in model.listOfParameters.items(): + print('-- {0}: {1}'.format(name, param.expression)) + print('\nSpecies:') + for name, spec in model.listOfSpecies.items(): + print('-- {0}: {1}'.format(name, spec.initial_value)) + print('\nReactions:') + for name, rxn in model.listOfReactions.items(): + print('-- ', name) + print('---- Reactants:') + for rct, cnt in rxn.reactants.items(): + print('------ {0}: {1}'.format(str(rct), cnt)) + print('---- Products:') + for prd, cnt in rxn.products.items(): + print('------ {0}: {1}'.format(str(prd), cnt)) + + print('Simulation Results:') + with open(TARG_FILE, 'r') as results_file: + for row in results_file: + print(row) + print('Expected Results:') + with open(EXPECTED_RESULTS_FILE, 'r') as expected_file: + for row in expected_file: + print(row) + + diff --git a/test/sbml_test_runner/wrappers/g2_ode_sbml_wrapper.py b/test/sbml_test_runner/wrappers/g2_ode_sbml_wrapper.py new file mode 100755 index 000000000..2fdd9492c --- /dev/null +++ b/test/sbml_test_runner/wrappers/g2_ode_sbml_wrapper.py @@ -0,0 +1,91 @@ +#! /usr/bin/python3.6 + +import os, sys, csv +import numpy as np +sys.path.append('/home/smatthe2/GillesPy2') +import gillespy2 +from gillespy2.solvers.numpy.basic_ode_solver import BasicODESolver + +# Parse Args: TEST_PATH, CASE_NO, TARG_DIR, SBML_LVL, SBML_VER + +assert len(sys.argv) > 5, 'Did not provide all arguments [5]: TEST_PATH, CASE_NO, TARG_DIR, SBML_LVL, SBML_VER, [-d]' + +#Parse command line arguments and set up paths +TEST_PATH = sys.argv[1] +CASE_NO = sys.argv[2] +TARG_DIR = sys.argv[3] +SBML_LVL = sys.argv[4] +SBML_VER = sys.argv[5] +if len(sys.argv) > 6 and sys.argv[6] == '-d': debug = True +else: debug = False +TEST_DIR = os.path.join(TEST_PATH, CASE_NO) +TEST_FILE = os.path.join(TEST_DIR, '{0}-sbml-l{1}v{2}.xml'.format(CASE_NO, SBML_LVL, SBML_VER)) +SETTINGS_FILE = os.path.join(TEST_DIR, '{0}-settings.txt'.format(CASE_NO)) +TARG_FILE = os.path.join(TARG_DIR, '{0}-results.csv'.format(CASE_NO)) +EXPECTED_RESULTS_FILE = os.path.join(TEST_DIR, '{0}-results.csv'.format(CASE_NO)) + +solver = BasicODESolver() +model, errors = gillespy2.import_SBML(TEST_FILE) + +# retrieve simulation times from settings file +start, duration, steps = [0]*3 +with open(SETTINGS_FILE, 'r') as settings: + for line in settings: + if 'start' in line: start = float(line.split(': ')[1]) + elif 'duration' in line: duration = float(line.split(': ')[1]) + elif 'steps' in line: steps = int(line.split(': ')[1]) + +# Run simulation and store results +model.tspan = np.linspace(start, duration, steps+1) +results = model.run(solver=solver, show_labels=False) + +# Create headers for csv file +headers = ['time'] +for species in model.listOfSpecies: + headers.append(species) + +# Write results to csv file +with open(TARG_FILE, 'w+') as results_file: + filewriter = csv.writer(results_file, delimiter=',') + filewriter.writerow(headers) + for row in results[0]: + filewriter.writerow(row) + +if debug: + print('SBML FILE:') + with open(TEST_FILE, 'r') as sbml_file: + print(sbml_file.read()) + + print('Solver: ', solver.name) + print('Model: ', model.name) + + print('\nStart: ', start) + print('Duration: ', duration) + print('Steps: ', steps) + + print('\nParameters:') + for name, param in model.listOfParameters.items(): + print('-- {0}: {1}'.format(name, param.expression)) + print('\nSpecies:') + for name, spec in model.listOfSpecies.items(): + print('-- {0}: {1}'.format(name, spec.initial_value)) + print('\nReactions:') + for name, rxn in model.listOfReactions.items(): + print('-- ', name) + print('---- Reactants:') + for rct, cnt in rxn.reactants.items(): + print('------ {0}: {1}'.format(str(rct), cnt)) + print('---- Products:') + for prd, cnt in rxn.products.items(): + print('------ {0}: {1}'.format(str(prd), cnt)) + + print('Simulation Results:') + with open(TARG_FILE, 'r') as results_file: + for row in results_file: + print(row) + print('Expected Results:') + with open(EXPECTED_RESULTS_FILE, 'r') as expected_file: + for row in expected_file: + print(row) + + diff --git a/test/test_all_solvers.py b/test/test_all_solvers.py new file mode 100644 index 000000000..60de2a68d --- /dev/null +++ b/test/test_all_solvers.py @@ -0,0 +1,52 @@ +import unittest +import numpy as np +from gillespy2.example_models import Example +from gillespy2.solvers.cpp.ssa_c_solver import SSACSolver +from gillespy2.solvers.cython.cython_ssa_solver import CythonSSASolver +from gillespy2.solvers.numpy.basic_ode_solver import BasicODESolver +from gillespy2.solvers.numpy.ssa_solver import NumPySSASolver +from gillespy2.solvers.numpy.basic_tau_leaping_solver import BasicTauLeapingSolver +from gillespy2.solvers.numpy.basic_tau_hybrid_solver import BasicTauHybridSolver + +class TestAllSolvers(unittest.TestCase): + + solvers = [SSACSolver, BasicODESolver, NumPySSASolver, BasicTauLeapingSolver, BasicTauHybridSolver, CythonSSASolver] + model = Example() + results = {} + labeled_results = {} + + for solver in solvers: + results[solver] = model.run(solver=solver, show_labels=False, seed=1) + labeled_results[solver] = model.run(solver=solver, show_labels=True) + + def test_return_type(self): + for solver in self.solvers: + self.assertTrue(isinstance(self.results[solver], np.ndarray)) + self.assertTrue(isinstance(self.results[solver][0], np.ndarray)) + self.assertTrue(isinstance(self.results[solver][0][0], np.ndarray)) + self.assertTrue(isinstance(self.results[solver][0][0][0], np.float)) + + def test_return_type_show_labels(self): + for solver in self.solvers: + self.assertTrue(isinstance(self.labeled_results[solver], list)) + self.assertTrue(isinstance(self.labeled_results[solver][0], dict)) + self.assertTrue(isinstance(self.labeled_results[solver][0]['Sp'], np.ndarray)) + self.assertTrue(isinstance(self.labeled_results[solver][0]['Sp'][0], np.float)) + + def test_random_seed(self): + for solver in self.solvers: + same_results = self.model.run(solver=solver, show_labels=False, seed=1) + self.assertTrue(np.array_equal(same_results, self.results[solver])) + diff_results = self.model.run(solver=solver, show_labels=False, seed=2) + if solver.name != 'BasicODESolver': + self.assertFalse(np.array_equal(diff_results, self.results[solver])) + + def test_extraneous_args(self): + for solver in self.solvers: + print(solver.name) + with self.assertWarns(Warning): + model = Example() + results = model.run(solver=solver, nonsense='ABC') + +if __name__ == '__main__': + unittest.main() diff --git a/test/test_basic_ssa_solver.py b/test/test_basic_ssa_solver.py deleted file mode 100644 index 1b11444a0..000000000 --- a/test/test_basic_ssa_solver.py +++ /dev/null @@ -1,14 +0,0 @@ -import unittest -from gillespy2.example_models import Example -from gillespy2.solvers.python.basic_ssa_solver import BasicSSASolver - - -class TestBasicSSASolver(unittest.TestCase): - - def test_run_example(self): - model = Example() - results = model.run(solver=BasicSSASolver) - - -if __name__ == '__main__': - unittest.main() diff --git a/test/test_basic_tau_hybrid_solver.py b/test/test_basic_tau_hybrid_solver.py index ba0b07468..71399549d 100644 --- a/test/test_basic_tau_hybrid_solver.py +++ b/test/test_basic_tau_hybrid_solver.py @@ -12,7 +12,7 @@ class TestBasicTauHybridSolver(unittest.TestCase): labels_results = model.run(solver=BasicTauHybridSolver, show_labels=True) def test_return_type(self): - assert(isinstance(self.results, list)) + assert(isinstance(self.results, np.ndarray)) assert(isinstance(self.results[0], np.ndarray)) assert(isinstance(self.results[0][0], np.ndarray)) assert(isinstance(self.results[0][0][0], np.float)) diff --git a/test/test_basic_tau_leaping_solver.py b/test/test_basic_tau_leaping_solver.py index 8642cdacf..e43ba7b3e 100644 --- a/test/test_basic_tau_leaping_solver.py +++ b/test/test_basic_tau_leaping_solver.py @@ -11,7 +11,7 @@ class TestBasicTauLeapingSolver(unittest.TestCase): labels_results = model.run(solver=BasicTauLeapingSolver, show_labels=True) def test_return_type(self): - assert(isinstance(self.results, list)) + assert(isinstance(self.results, np.ndarray)) assert(isinstance(self.results[0], np.ndarray)) assert(isinstance(self.results[0][0], np.ndarray)) assert(isinstance(self.results[0][0][0], np.float)) diff --git a/test/test_model.py b/test/test_model.py index 57b30f0b3..f5c1ab8c0 100644 --- a/test/test_model.py +++ b/test/test_model.py @@ -134,6 +134,22 @@ def test_species_parameter_name_substrings(self): self.assertLess(results[species2.name][0], results[species2.name][-1]) self.assertEqual(np.sum(results[species1.name]) + np.sum(results[species2.name]), number_points * species1.initial_value) + def test_ode_propensity(self): + model = Model() + rate = Parameter(name='rate', expression=0.5) + model.add_parameter(rate) + species1 = Species('A', initial_value=10) + species2 = Species('B', initial_value=10) + model.add_species([species1, species2]) + r1 = Reaction(name='r1', reactants={'A':1}, products={}, rate=rate) + r2 = Reaction(name='r2', reactants={'A':2}, products={'B':1}, rate=rate) + r3 = Reaction(name='r3', reactants={'A':1, 'B':1}, products={}, rate=rate) + r4 = Reaction(name='r4', reactants={'A':1}, products={}, propensity_function='t') + model.add_reaction([r1, r2, r3, r4]) + self.assertEqual(model.listOfReactions['r1'].ode_propensity_function, 'rate*A') + self.assertEqual(model.listOfReactions['r2'].ode_propensity_function, 'rate*A*A') + self.assertEqual(model.listOfReactions['r3'].ode_propensity_function, 'rate*A*B') + self.assertEqual(model.listOfReactions['r4'].ode_propensity_function, 't') if __name__ == '__main__': unittest.main() diff --git a/test/test_ssa_solver.py b/test/test_numpy_ssa_solver.py similarity index 66% rename from test/test_ssa_solver.py rename to test/test_numpy_ssa_solver.py index ff84ef9ab..3234f1610 100644 --- a/test/test_ssa_solver.py +++ b/test/test_numpy_ssa_solver.py @@ -1,14 +1,12 @@ import unittest +import numpy as np from gillespy2.example_models import Example from gillespy2.solvers.numpy.ssa_solver import NumPySSASolver class TestNumPySSASolver(unittest.TestCase): - - def test_run_example(self): - model = Example() - results = model.run(solver=NumPySSASolver) - + model = Example() + if __name__ == '__main__': unittest.main() diff --git a/test/test_ode_solver.py b/test/test_ode_solver.py index 645d3baac..72b6bcf68 100644 --- a/test/test_ode_solver.py +++ b/test/test_ode_solver.py @@ -1,5 +1,6 @@ import unittest import numpy as np +import gillespy2 from gillespy2.example_models import Example from gillespy2.solvers.numpy.basic_ode_solver import BasicODESolver @@ -34,6 +35,23 @@ def test_run_example(self): else: self.assertTrue(np.array_equal(results[0], result)) + def test_stoich2(self): + class StoichTestModel(gillespy2.Model): + def __init__(self, parameter_values=None): + gillespy2.Model.__init__(self, name='StochTest1') + A = gillespy2.Species(name='A', initial_value=10) + B = gillespy2.Species(name='B', initial_value=0) + self.add_species([A, B]) + k = gillespy2.Parameter(name='k', expression=10) + self.add_parameter([k]) + r = gillespy2.Reaction(name='r', reactants={A: 2}, products={B:1}, rate=k) + self.add_reaction([r]) + self.timespan(np.linspace(0, 100, 101)) + model = StoichTestModel() + result = model.run(solver=BasicODESolver) + self.assertAlmostEquals(result[0]['B'][-1], 5, places=3) + + if __name__ == '__main__': unittest.main() diff --git a/test/test_tau_hybrid_solver.py b/test/test_tau_hybrid_solver.py new file mode 100644 index 000000000..367eb94a7 --- /dev/null +++ b/test/test_tau_hybrid_solver.py @@ -0,0 +1,31 @@ +import unittest +import numpy as np +import gillespy2 +from gillespy2.core.gillespyError import * +from gillespy2.example_models import Example +from gillespy2.solvers.numpy.basic_tau_hybrid_solver import BasicTauHybridSolver + + +class TestBasicTauHybridSolver(unittest.TestCase): + model = Example() + + def test_add_rate_rule(self): + species = gillespy2.Species('test_species', initial_value=1, mode='continuous') + rule = gillespy2.RateRule(species, 'cos(t)') + self.model.add_species([species]) + self.model.add_rate_rule([rule]) + self.model.run(solver=BasicTauHybridSolver) + + def test_add_rate_rule_dict(self): + species2 = gillespy2.Species('test_species2', initial_value=2, mode='continuous') + species3 = gillespy2.Species('test_species3', initial_value=3, mode='continuous') + rule2 = gillespy2.RateRule(species2, 'cos(t)') + rule3 = gillespy2.RateRule(species3, 'sin(t)') + rate_rule_dict = {'rule2': rule2, 'rule3': rule3} + self.model.add_species([species2, species3]) + with self.assertRaises(ParameterError): + self.model.add_rate_rule(rate_rule_dict) + + +if __name__ == '__main__': + unittest.main() diff --git a/test/test_tau_leaping_solver.py b/test/test_tau_leaping_solver.py new file mode 100644 index 000000000..7bfc77f2b --- /dev/null +++ b/test/test_tau_leaping_solver.py @@ -0,0 +1,12 @@ +import unittest +import numpy as np +from gillespy2.example_models import Example +from gillespy2.solvers.numpy.basic_tau_leaping_solver import BasicTauLeapingSolver + + +class TestBasicTauLeapingSolver(unittest.TestCase): + model = Example() + + +if __name__ == '__main__': + unittest.main()