From 25ce0887ad3d684259b5b3fb91a07ff37d6ec0fa Mon Sep 17 00:00:00 2001 From: "Matthew N. White" Date: Thu, 20 Jun 2024 15:37:14 -0400 Subject: [PATCH 01/29] Significant edits to ARKitecture.md Dominic noticed that ARKitecture.md is way, way out of date. I did an editing pass to take out falsehoods / change names, but didn't add much content. --- Documentation/overview/ARKitecture.md | 112 +++++++++----------------- 1 file changed, 40 insertions(+), 72 deletions(-) diff --git a/Documentation/overview/ARKitecture.md b/Documentation/overview/ARKitecture.md index 0857d4ffb..13d3a5bcf 100644 --- a/Documentation/overview/ARKitecture.md +++ b/Documentation/overview/ARKitecture.md @@ -1,9 +1,7 @@ # ARKitecture of Econ-ARK -This document guides you through the structure of Econ-ARK, -and explains the main ingredients. -Note that it does not explain _how_ to use it---for this, -please follow the example notebooks which you can find on the left. +This document guides you through the structure of Econ-ARK, and explains the main ingredients. +Note that it does not explain _how_ to use it---for this, please follow the example notebooks, which you can find on the left. [Econ-ARK](https://github.com/econ-ark) contains the three main repositories [HARK](https://github.com/econ-ark/HARK), [DemARK](https://github.com/econ-ark/DEMARK), and [REMARK](https://github.com/econ-ark/REMARK). On top of that, the [website](https://econ-ark.org/) combines all of them. Hence, if you want to find a notebook search them in [materials](https://econ-ark.org/materials). @@ -13,10 +11,9 @@ please follow the example notebooks which you can find on the left. Before describing each repository in detail, some preliminary remarks. -HARK is written in Python, an object-oriented programming (OOP) language that has experienced increasing popularity in the scientific community in the past several years. A significant reason for the adoption of Python is the **_numpy_** and **_scipy_** packages, which offer a wide array of mathematical and statistical functions and tools; HARK makes liberal use of these libraries. Python's object-oriented nature allows models in HARK to be easily extended: more complex models can inherit functions and methods from more fundamental ''parent'' models, eliminating the need to reproduce or repurpose code. +HARK is written in Python, an object-oriented programming (OOP) language that is quite popular in the scientific community. A significant reason for the adoption of Python is the **_numpy_** and **_scipy_** packages, which offer a wide array of mathematical and statistical functions and tools; HARK makes liberal use of these libraries. Python's object-oriented nature allows models in HARK to be easily extended: new models can inherit functions and methods existing models, eliminating the need to reproduce or repurpose code. -We strongly encourage HARK users to use the `conda` or `mamba` package managers, -which includes all commonly used mathematical and scientific Python packages. +We encourage HARK users to use the `conda` or `mamba` package managers, which include all commonly used mathematical and scientific Python packages. For users unfamiliar with OOP, we strongly encourage you to review the background material on OOP provided by the good people at [QuantEcon](https://python.quantecon.org/intro.html) (for more on them, see below) at this link: [Object Oriented Programming](https://python-programming.quantecon.org/oop_intro.html). Unlike non-OOP languages, OOP bundles together data and functions into _objects_. These can be accessed via: **_object_name.data_** and **_object_name.method_name()_**, respectively. For organizational purposes, definitions of multiple objects are stored in _modules_, which are simply files with a **_.py_** extension. Modules can be accessed in Python via: @@ -32,24 +29,18 @@ from HARK.rewards import CRRAutility CRRAutility(1, 2) ``` -Python modules in HARK can generally be categorized into three types: tools, models, and applications. **Tool modules** contain functions and classes with general purpose tools that have no inherent ''economic content'', but that can be used in many economic models as building blocks or utilities; they could plausibly be useful in non-economic settings. Tools might include functions for data analysis (e.g. calculating Lorenz shares from data, or constructing a non-parametric kernel regression), functions to create and manipulate discrete approximations to continuous distributions, or classes for constructing interpolated approximations to non-parametric functions. Tool modules generally reside in HARK's root directory and have names like **_HARK.simulation_** and **_HARK.interpolation_**; they do not necessarily do anything when run. +Python modules in HARK can generally be categorized into two types: tools and models. **Tool modules** contain functions and classes with general purpose tools that have no inherent ''economic content'', but that can be used in many economic models as building blocks or utilities; they could plausibly be useful in non-economic settings. Tools might include functions for data analysis (e.g. calculating Lorenz shares from data, or constructing a non-parametric kernel regression), functions to create and manipulate discrete approximations to continuous distributions, or classes for constructing interpolated approximations to non-parametric functions. The most commonly used tool modules reside in HARK's root directory and have names like **_HARK.distribution_** and **_HARK.interpolation_**. -**Model modules** specify particular economic models, including classes to represent agents in the model (and the ''market structure'' in which they interact) and functions for solving the ''one period problem'' of those models. For example, **ConsIndShockModel.py** concerns consumption-saving models in which agents have CRRA utility over consumption and face idiosyncratic shocks to permanent and transitory income. The module includes classes for representing ''types'' of consumers, along with functions for solving (several flavors of) the one period consumption-saving problem. When run, model modules might demonstrate example specifications of their models, filling in the model parameters with arbitrary values. When **_ConsIndShockModel.py_** is run, it specifies an infinite horizon consumer with a particular discount factor, permanent income growth rate, coefficient of relative risk aversion (etc), who faces lognormal shocks to permanent and transitory income each period with a particular standard deviation; it then solves this consumer's problem and graphically displays the results. Model modules generally have **_Model_** in their name. +**Model modules** specify particular economic models, including classes to represent agents in the model (and the ''market structure'' in which they interact) and functions for solving the ''one period problem'' of those models. For example, **ConsIndShockModel.py** concerns consumption-saving models in which agents have CRRA utility over consumption and face idiosyncratic shocks to permanent and transitory income. The module includes classes for representing ''types'' of consumers, along with functions for solving (several flavors of) the one period consumption-saving problem. Model modules generally have **_Model_** in their name, and the classes for representing agents all have **_Type_** at the end of their name (as instances represent a collection of ex ante homogeneous agents who share common model and parameters-- a "type"). For example, **_HARK.ConsumptionSaving.ConsIndShockModel_** includes the class **_IndShockConsumerType_**. - ## HARK -After you [installed](https://docs.econ-ark.org/guides/installation.html) and [cloned the repository of](https://github.com/econ-ark/HARK) HARK, you can explore the content of it. In the subfolder HARK, you can find a range of [general purpose tools](#general-purpose-tools), as well as the next subfolder ConsumptionSaving which has [AgentType Classes](#agenttype-class) and [Market Classes](#market-class). +After you [installed](https://docs.econ-ark.org/guides/installation.html) or [cloned the repository of](https://github.com/econ-ark/HARK) HARK, you can explore the content of it. In the subfolder HARK, you can find a range of [general purpose tools](#general-purpose-tools), as well as the next subfolder ConsumptionSaving which has [AgentType subclasses](#agenttype-class) and [Market subclasses](#market-class). ### General Purpose Tools -HARK's root directory contains six tool modules, [^1] each containing a variety of functions and classes that can be used in many economic models-- or even for mathematical purposes that have nothing to do with economics. Some of the tool modules are very sparely populated at this time, while others are quite large. We expect that all of these modules will grow considerably in the near future, as new tools are ''low hanging fruit'' for contribution to the project. [^2] - -[^1]: The ''taxonomy'' of these modules is in flux; the functions described here could be combined into fewer modules or further divided by purpose. -[^2]: That is, as the foundational, building-block elements of HARK, new tools are not difficult to program and do not require extensive integration with many moving parts. +HARK's root directory contains several tool modules, each containing a variety of functions and classes that can be used in many economic models-- or even for mathematical purposes that have nothing to do with economics. Some of the tool modules are very sparely populated, while others are quite large. These modules are continuously being developed and expanded, as there are many numeric tools that are well known and understood, and programming them is usually independent of other "moving parts" in HARK. #### HARK.core @@ -59,38 +50,38 @@ Microeconomic models in HARK use the **_AgentType_** class to represent agents w Macroeconomic models in HARK use the **_Market_** class to represent a market (or other aggregator) that combines the actions, states, and/or shocks (generally, outcomes) of individual agents in the model into aggregate outcomes that are ''passed back'' to the agents. For example, the market in a consumption-saving model might combine the individual asset holdings of all agents in the market to generate aggregate capital in the economy, yielding the interest rate on assets (as the marginal product of capital); the individual agents then learn the aggregate capital level and interest rate, conditioning their next action on this information. Objects that microeconomic agents treat as exogenous when solving (or simulating) their model are thus endogenous at the macroeconomic level. Like **_AgentType_**, the **_Market_** class also has a **_solve_** method, which seeks out a dynamic general equilibrium: a ''rule'' governing the dynamic evolution of macroeconomic objects such that if agents believe this rule and act accordingly, then their collective actions generate a sequence of macroeconomic outcomes that justify the belief in that rule. For a more complete description, see section [Market Class](#market-class). -Beyond the model frameworks, **_HARK.core_** also defines a ''supersuperclass'' called **_HARKobject_**. When solving a dynamic microeconomic model with an infinite horizon (or searching for a dynamic general equilibrium), it is often required to consider whether two solutions are sufficiently close to each other to warrant stopping the process (i.e. approximate convergence). It is thus necessary to calculate the ''distance'' between two solutions, so HARK specifies that classes should have a **_distance_** method that takes a single input and returns a non-negative value representing the (generally dimensionless) distance between the object in question and the input to the method. As a convenient default, **_HARKobject_** provides a ''universal distance metric'' that should be useful in many contexts. [^3] When defining a new subclass of **_HARKobject_**, the user simply defines the attribute **_distance_criteria_** as a list of strings naming the attributes of the class that should be compared when calculating the distance between two instances of that class. For example, the class **_ConsumerSolution_** has **_distance_criteria = ['cFunc']_**, indicating that only the consumption function attribute of the solution matters when comparing the distance between two instances of **_ConsumerSolution_**. See [here](https://docs.econ-ark.org/reference/tools/core.html) for further documentation. +#### HARK.metric -[^3]: Roughly speaking, the universal distance metric is a recursive supnorm, returning the largest distance between two instances, among attributes named in **_distance_criteria_**. Those attributes might be complex objects themselves rather than real numbers, generating a recursive call to the universal distance metric. +**_HARK.metric_** defines a superclass called **_MetricObject_** that is used throughout HARK's tools and models. When solving a dynamic microeconomic model with an infinite horizon (or searching for a dynamic general equilibrium), it is often required to consider whether two solutions are sufficiently close to each other to warrant stopping the process (i.e. approximate convergence). It is thus necessary to calculate the ''distance'' between two solutions, so HARK specifies that classes should have a **_distance_** method that takes a single input and returns a non-negative value representing the (generally unitless) distance between the object in question and the input to the method. As a convenient default, **_MetricObject_** provides a ''universal distance metric'' that should be useful in many contexts. (Roughly speaking, the universal distance metric is a recursive supnorm, returning the largest distance between two instances, among attributes named in **_distance_criteria_**. Those attributes might be complex objects themselves rather than real numbers, generating a recursive call to the universal distance metric. +) When defining a new subclass of **_MetricObject_**, the user simply defines the attribute **_distance_criteria_** as a list of strings naming the attributes of the class that should be compared when calculating the distance between two instances of that class. For example, the class **_ConsumerSolution_** has **_distance_criteria = ['cFunc']_**, indicating that only the consumption function attribute of the solution matters when comparing the distance between two instances of **_ConsumerSolution_**. See [here](https://docs.econ-ark.org/reference/tools/metric.html) for further documentation. #### HARK.utilities -The **_HARK.utilities_** module carries a double meaning in its name, as it contains both utility functions (and their derivatives, inverses, and combinations thereof) in the economic modeling sense as well as utilities in the sense of general tools. Utility functions included at this time are constant relative risk aversion and constant absolute risk aversion. Other functions in **_HARK.utilities_** include some data manipulation tools (e.g. for calculating an average of data conditional on being within a percentile range of different data), functions for constructing discrete state space grids, convenience functions for retrieving information about functions, and basic plotting tools using **_matplotlib.pyplot_**. +The **_HARK.utilities_** module contains a variety of general purpose tools, including some data manipulation tools (e.g. for calculating an average of data conditional on being within a percentile range of different data), basic kernel regression tools, convenience functions for retrieving information about functions, and basic plotting tools using **_matplotlib.pyplot_**. See [here](https://docs.econ-ark.org/reference/tools/utilities.html) for further documentation. + +#### HARK.distribution -The module also includes functions for constructing discrete approximations to continuous distributions (e.g. **_approxLognormal()_** to approximate a log-normal distribution) as well as manipulating these representations (e.g. appending one outcome to an existing distribution, or combining independent univariate distributions into one multivariate distribution). As a convention in HARK, continuous distributions are approximated as finite discrete distributions when solving models; an _N_-dimensional random variable is formatted as a length _N+1_ list of 1D arrays, with the first element representing event probabilities and all other elements are realizations of the _N_ component RVs. This both simplifies solution methods (reducing numeric integrals to simple dot products) and allows users to easily test whether their chosen degree of discretization yields a sufficient approximation to the full distribution. See [here](https://docs.econ-ark.org/reference/tools/utilities.html) for further documentation. +The **_HARK.distribution_** module includes classes for representing continuous distributions in a relatively consistent framework. Critically for numeric purposes, it also has methods and functions for constructing discrete approximations to those distributions (e.g. **_approx\_lognormal()_** to approximate a log-normal distribution) as well as manipulating these representations (e.g. appending one outcome to an existing distribution, or combining independent univariate distributions into one multivariate distribution). As a convention in HARK, continuous distributions are approximated as finite discrete distributions when solving models. This both simplifies solution methods (reducing numeric integrals to simple dot products) and allows users to easily test whether their chosen degree of discretization yields a sufficient approximation to the full distribution. See [here](https://docs.econ-ark.org/reference/tools/distribution.html) for further documentation. #### HARK.interpolation The **_HARK.interpolation_** module defines classes for representing interpolated function approximations. Interpolation methods in HARK all inherit from a superclass such as **_HARKinterpolator1D_** or **_HARKinterpolator2D_**, wrapper classes that ensures interoperability across interpolation methods. For example, **_HARKinterpolator1D_** specifies the methods **\_**call**\_** and **_derivative_** to accept an arbitrary array as an input and return an identically shaped array with the interpolated function evaluated at the values in the array or its first derivative, respectively. However, these methods do little on their own, merely reshaping arrays and referring to the **_\_evaluate_** and **_\_der_** methods, which are _not actually defined in_ **_HARKinterpolator1D_**. Each subclass of **_HARKinterpolator1D_** specifies their own implementation of **_\_evaluate_** and **_\_der_** particular to that interpolation method, accepting and returning only 1D arrays. In this way, subclasses of **_HARKinterpolator1D_** are easily interchangeable with each other, as all methods that the user interacts with are identical, varying only by ''internal'' methods. -When evaluating a stopping criterion for an infinite horizon problem, it is often necessary to know the ''distance'' between functions generated by successive iterations of a solution procedure. To this end, each interpolator class in HARK must define a **_distance_** method that takes as an input another instance of the same class and returns a non-negative real number representing the ''distance'' between the two. As each of the **_HARKinterpolatorXD_** classes inherits from **_HARKobject_**, all interpolator classes have the default ''universal'' distance method; the user must simply list the names of the relevant attributes in the attribute **_distance_criteria_** of the class. - -Interpolation methods currently implemented in HARK include (multi)linear interpolation up to 4D, 1D cubic spline interpolation, (multi)linear interpolation over 1D interpolations (up to 4D total), (multi)linear interpolation over 2D interpolations (up to 4D total), linear interpolation over 3D interpolations, 2D curvilinear interpolation over irregular grids, and a 1D ''lower envelope'' interpolator. See [here](https://docs.econ-ark.org/reference/tools/interpolation.html) for further documentation. - -#### HARK.simulation +When evaluating a stopping criterion for an infinite horizon problem, it is often necessary to know the ''distance'' between functions generated by successive iterations of a solution procedure. To this end, each interpolator class in HARK must define a **_distance_** method that takes as an input another instance of the same class and returns a non-negative real number representing the ''distance'' between the two. As each of the **_HARKinterpolatorXD_** classes inherits from **_MetricObject_**, all interpolator classes have the default ''universal'' distance method; the user must simply list the names of the relevant attributes in the attribute **_distance_criteria_** of the class. -The **_HARK.simulation_** module provides tools for generating simulated data or shocks for post-solution use of models. Currently implemented distributions include normal, lognormal, Weibull (including exponential), uniform, Bernoulli, and discrete. As an example of their use, these tools are used in the consumption-saving models of **_ConsIndShockModel.py_** to simulate permanent and transitory income shocks as well as unemployment events. See [here](https://docs.econ-ark.org/reference/tools/simulation.html) for further documentation. +Interpolation methods currently implemented in HARK include (multi)linear interpolation up to 4D, 1D cubic spline interpolation, (multi)linear interpolation over 1D interpolations (up to 4D total), (multi)linear interpolation over 2D interpolations (up to 4D total), linear interpolation over 3D interpolations, 2D curvilinear interpolation over irregular grids, interpolors for representing functions whose domain lower bound in one dimension depends on the other domain values, and 1D lower/upper envelope interpolators. See [here](https://docs.econ-ark.org/reference/tools/interpolation.html) for further documentation. #### HARK.estimation -Methods for optimizing an objective function for the purposes of estimating a model can be found in **_HARK.estimation_**. As of this writing, the implementation includes only minimization by the Nelder-Mead simplex method, minimization by a derivative-free Powell method variant, and two small tools for resampling data (i.e. for a bootstrap); the minimizers are merely convenience wrappers (with result reporting) for optimizers included in **_scipy.optimize_**. Future functionality will include more robust global search methods, including genetic algorithms, simulated annealing, and differential evolution. See [here](https://docs.econ-ark.org/reference/tools/estimation.html) for full documentation. +Functions for optimizing an objective function for the purposes of estimating a model can be found in **_HARK.estimation_**. As of this writing, the implementation includes only minimization by the Nelder-Mead simplex method, minimization by a derivative-free Powell method variant, and two small tools for resampling data (i.e. for a bootstrap); the minimizers are merely convenience wrappers (with result reporting) for optimizers included in **_scipy.optimize_**. The module also has functions for a parallel implementation of the Nelder-Mead simplex algorithm, as described in Wiswall and Lee (2011). Future functionality will include more robust global search methods, including genetic algorithms, simulated annealing, and differential evolution. See [here](https://docs.econ-ark.org/reference/tools/estimation.html) for full documentation. #### HARK.parallel -By default, processes in Python are single-threaded, using only a single CPU core. The **_HARK.parallel_** module provides basic tools for using multiple CPU cores simultaneously, with minimal effort. [^4] In particular, it provides the function **_multiThreadCommands_**, which takes two arguments: a list of **_AgentType_**s and a list of commands as strings; each command should be a method of the **_AgentType_**s. The function simply distributes the **_AgentType_**s across threads on different cores and executes each command in order, returning no output (the **_AgentType_**s themselves are changed by running the commands). Equivalent results would be achieved by simply looping over each type and running each method in the list. Indeed, **_HARK.parallel_** also has a function called **_multiThreadCommandsFake_** that does just that, with identical syntax to **_multiThreadCommands_**; multithreading in HARK can thus be easily turned on and off. [^5] The module also has functions for a parallel implementation of the Nelder-Mead simplex algorithm, as described in Wiswall and Lee (2011). See [here](https://docs.econ-ark.org/reference/tools/parallel.html) for full documentation. +By default, processes in Python are single-threaded, using only a single CPU core. The **_HARK.parallel_** module provides basic tools for using multiple CPU cores simultaneously, with minimal effort. In particular, it provides the function **_multi\_thread\_commands_**, which takes two arguments: a list of **_AgentType_** s and a list of commands as strings; each command should be a method of the **_AgentType_** s. The function simply distributes the **_AgentType_** s across threads on different cores and executes each command in order, returning no output (the **_AgentType_** s themselves are changed by running the commands). Equivalent results would be achieved by simply looping over each type and running each method in the list. Indeed, **_HARK.parallel_** also has a function called **_multi\_thread\_commands\_fake_** that does just that, with identical syntax to **_multi\_thread_\commands_**. Multithreading in HARK can thus be easily turned on and off. See [here](https://docs.econ-ark.org/reference/tools/parallel.html) for full documentation. -[^4]: **_HARK.parallel_** uses two packages that aren't included in the default distribution of Anaconda: **_joblib_** and **_dill_**; see [here](https://docs.econ-ark.org/guides/quick_start.html#using-hark-with-anaconda) for instructions on how to install them. -[^5]: In the future, **_HARK.parallel_** might be absorbed into **_HARK.core_** and **_HARK.estimation_**, particularly if **_joblib_** and **_dill_** become part of the standard Anaconda distribution. +#### HARK.rewards + +The **_HARK.rewards_** module has a variety of functions and classes for representing commonly used utility (or reward) functions, along with their derivatives and inverses. ### AgentType Class @@ -100,61 +91,40 @@ The core of our microeconomic dynamic optimization framework is a flexible objec A discrete time model in our framework is characterized by a sequence of ''periods'' that the agent will experience. A well-formed instance of **_AgentType_** includes the following attributes: -- **_solveOnePeriod_**: A function, or a list of functions, representing the solution method for a single period of the agent's problem. The inputs passed to a **_solveOnePeriod_** function include all data that characterize the agent's problem in that period, including the solution to the subsequent period's problem (designated as **_solution_next_**). The output of these functions is a single **_Solution_** object, which can be passed to the solver for the previous period. +- **_solve\_one\_period_**: A function representing the solution method for a single period of the agent's problem. The inputs passed to a **_solveOnePeriod_** function include all data that characterize the agent's problem in that period, including the solution to the subsequent period's problem (designated as **_solution_next_**). The output of these functions is a single **_Solution_** object, which can be passed to the solver for the previous period. - **_time_inv_**: A list of strings containing all of the variable names that are passed to at least one function in **_solveOnePeriod_** but do _not_ vary across periods. Each of these variables resides in a correspondingly named attribute of the **_AgentType_** instance. -- **_time_vary_**: A list of strings naming the attributes of this instance that vary across periods. Each of these attributes is a list of period-specific values, which should be of the same length. If the solution method varies across periods, then **_'solveOnePeriod'_** is an element of **_time_vary_**. [^6] +- **_time_vary_**: A list of strings naming the attributes of this instance that vary across periods. Each of these attributes is a list of period-specific values, which should be of the same length. - **_solution_terminal_**: An object representing the solution to the ''terminal'' period of the model. This might represent a known trivial solution that does not require numeric methods, the solution to some previously solved ''next phase'' of the model, a scrap value function, or an initial guess of the solution to an infinite horizon model. - **_pseudo_terminal_**: A Boolean flag indicating that **_solution_terminal_** is not a proper terminal period solution (rather an initial guess, ''next phase'' solution, or scrap value) and should not be reported as part of the model's solution. -- **_cycles_**: A non-negative integer indicating the number of times the agent will experience the sequence of periods in the problem. For example, **_cycles = 1_** means that the sequence of periods is analogous to a lifecycle model, experienced once from beginning to end; **_cycles = 2_** means that the agent experiences the sequence twice, with the first period in the sequence following the last. An infinite horizon problem in which the sequence of periods repeats indefinitely is indicated with **_cycles = 0_**. +- **_cycles_**: A non-negative integer indicating the number of times the agent will experience the sequence of periods in the problem. For example, **_cycles = 1_** means that the sequence of periods is analogous to a lifecycle model, experienced once from beginning to end. An infinite horizon problem in which the sequence of periods repeats indefinitely is indicated with **_cycles = 0_**. For any **_cycles > 1_**, the agent experiences the sequence N times, with the first period in the sequence following the last; this structure is uncommon, and almost all applications with use a lifecycle or infinite horizon format. - **_tolerance_**: A positive real number indicating convergence tolerance, representing the maximum acceptable ''distance'' between successive cycle solutions in an infinite horizon model; it is irrelevant when **_cycles > 0_**. As the distance metric on the space of solutions is model-specific, the value of **_tolerance_** is generally dimensionless. -- **_time_flow_**: A Boolean flag indicating the direction that time is ''flowing.'' When **_True_**, the variables listed in **_time_vary_** are listed in ordinary chronological order, with index 0 being the first period; when **_False_**, these lists are in reverse chronological order, with index 0 holding the last period. - -An instance of **_AgentType_** also has the attributes named in **_time_vary_** and **_time_inv_**, and may have other attributes that are not included in either (e.g. values not used in the model solution, but instead to construct objects used in the solution). +An instance of **_AgentType_** also has the attributes named in **_time_vary_** and **_time_inv_**, and may have other attributes that are not included in either (e.g. values not used in the model solution, but instead to construct objects used in the solution). Note that **_time_vary_** may include attributes that are never used by a function in **_solveOnePeriod_**. Most saliently, the attribute **_solution_** is time-varying but is not used to solve individual periods. -[^6]: **_time_vary_** may include attributes that are never used by a function in **_solveOnePeriod_**. Most saliently, the attribute **_solution_** is time-varying but is not used to solve individual periods. #### A Universal Solver -When an instance of **_AgentType_** invokes its **_solve_** method, the solution to the agent's problem is stored in the attribute **_solution_**. The solution is computed by recursively solving the sequence of periods defined by the variables listed in **_time_vary_** and **_time_inv_** using the functions in **_solveOnePeriod_**. The time-varying inputs are updated each period, including the successive period's solution as **_solution_next_**; the same values of time invariant inputs in **_time_inv_** are passed to the solver in every period. The first call to **_solveOnePeriod_** uses **_solution_terminal_** as **_solution_next_**. In a finite horizon problem, the sequence of periods is solved **_cycles_** times over; in an infinite horizon problem, the sequence of periods is solved until the solutions of successive cycles have a ''distance'' of less than **_tolerance_**. +When an instance of **_AgentType_** invokes its **_solve_** method, the solution to the agent's problem is stored in the attribute **_solution_**. The solution is computed by recursively solving the sequence of periods defined by the variables listed in **_time_vary_** and **_time_inv_** using the functions in **_solve\_one_period_**. The time-varying inputs are updated each period, including the successive period's solution as **_solution_next_**; the same values of time invariant inputs in **_time_inv_** are passed to the solver in every period. The first call to **_solve\_one\_period_** uses **_solution_terminal_** as **_solution_next_**. In an infinite horizon problem (**_cycles_=0**), the sequence of periods is solved until the solutions of successive cycles have a ''distance'' of less than **_tolerance_**. Usually, the "sequence" of periods in such models is just *one* period long. -The output from a function in **_solveOnePeriod_** is an instance of a model-specific solution class. The attributes of a solution to one period of a problem might include behavioral functions, (marginal) value functions, and other variables characterizing the result. Each solution class must have a method called **_distance()_**, which returns the ''distance'' between itself and another instance of the same solution class, so as to define convergence as a stopping criterion; for many models, this will be the ''distance'' between a policy or value function in the solutions. If the solution class is defined as a subclass of **_HARKobject_**, it automatically inherits the default **_distance_** method, so that the user must only list the relevant object attributes in **_distance_criteria_**. +The output from a function in **_solve\_one\_period_** is an instance of a model-specific solution class. The attributes of a solution to one period of a problem might include behavioral functions, (marginal) value functions, and other variables characterizing the result. Each solution class must have a method called **_distance()_**, which returns the ''distance'' between itself and another instance of the same solution class, so as to define convergence as a stopping criterion; for many models, this will be the ''distance'' between a policy or value function in the solutions. If the solution class is defined as a subclass of **_MetricObject_**, it automatically inherits the default **_distance_** method, so that the user must only list the relevant object attributes in **_distance_criteria_**. -The **_AgentType_** also has methods named **_preSolve_** and **_postSolve_**, both of which take no arguments and do absolutely nothing. A subclass of **_AgentType_** can overwrite these blank methods with its own model specific methods. **_preSolve_** is automatically called near the beginning of the **_solve_** method, before solving the sequence of periods. It is used for specifying tasks that should be done before solving the sequence of periods, such as pre-constructing some objects repeatedly used by the solution method or finding an analytical terminal period solution. For example, the **_IndShockConsumerType_** class in **_ConsIndShockModel_** has a **_preSolve_** method that calls its **_updateSolutionTerminal_** method to ensure that **_solution_terminal_** is consistent with the model parameters. The **_postSolve_** method is called shortly after the sequence of periods is fully solved; it can be used for ''post-processing'' of the solution or performing a step that is only useful after solution convergence. For example, the **_TractableConsumerType_** in **_TractableBufferStockModel_** has a **_postSolve_** method that constructs an interpolated consumption function from the list of stable arm points found during solution. +The **_AgentType_** also has methods named **_pre\_solve_** and **_post\_solve_**, both of which take no arguments and do absolutely nothing. A subclass of **_AgentType_** can overwrite these blank methods with its own model specific methods. **_pre\_solve_** is automatically called near the beginning of the **_solve_** method, before solving the sequence of periods. It is used for specifying tasks that should be done before solving the sequence of periods, such as pre-constructing some objects repeatedly used by the solution method or finding an analytical terminal period solution. For example, the **_IndShockConsumerType_** class in **_ConsIndShockModel_** has a **_pre\_solve_** method that calls its **_update\_solution\_terminal_** method to ensure that **_solution_terminal_** is consistent with the model parameters. The **_post\_solve_** method is called shortly after the sequence of periods is fully solved; it can be used for ''post-processing'' of the solution or performing a step that is only useful after solution convergence. For example, the **_TractableConsumerType_** in **_TractableBufferStockModel_** has a **_post\_solve_** method that constructs an interpolated consumption function from the list of stable arm points found during solution. Our universal solver is written in a very general way that should be applicable to any discrete time optimization problem-- because Python is so flexible in defining objects, the time-varying inputs for each period can take any form. Indeed, the solver does no ''real work'' itself, but merely provides a structure for describing models in the HARK framework, allowing interoperability among current and future modules. -#### The Flow of Time and Other Methods - -Because dynamic optimization problems are solved recursively in our framework, it is natural to list time-varying values in reverse chronological order-- the **_solve()_** method loops over the values in each time-varying list in the same direction that a human would read them. When simulating agents after the solution has been obtained, however, it is much more convenient for time-varying parameters to be listed in ordinary chronological order-- the direction in which they will be experienced by simulated agents. To allow the user to set the order in which ''time is flowing'' for an instance of \*\*\*AgentType, the HARK framework includes functionality to easily change ordering of time-varying values. - -The attribute **_time_flow_** is **_True_** if variables are listed in ordinary chronological order and **_False_** otherwise. **_AgentType_** has the following methods for manipulating time: - -- **_timeReport()_**: Prints to screen a description of the direction that time is flowing, for interactive convenience and as a reminder of the functionality. - -- **_timeFlip()_**: Flips the direction of time. Each attribute listed in **_time_vary_** is reversed in place, and the value of **_time_flow_** is toggled. - -- **_timeFwd()_**: Sets the direction of time to ordinary chronological order. - -- **_timeRev()_**: Sets the direction of time to reverse chronological order. - -These methods are invoked to more conveniently access time-varying objects. When a new time-varying attribute is added, its name should be appended to **_time_vary_**, particularly if its values are used in the solution of the model (or is part of the solution itself). For example, the **_solve()_** method automatically adds the string **_'solution'_** to **_time_vary_** if it is not already present. Note that attributes listed in **_time_vary_** _must_ be lists if **_solve()_** or **_timeFlip()_** are used. Some values that could be considered ''time varying'' but are never used to solve the model are more conveniently represented as a **_numpy.array_** object (e.g. the history of a state or control variable from a simulation); because the **_numpy.array_** class does not have a **_reverse()_** method, these attributes should not be listed in **_time_vary_**. - -The base **_AgentType_** is sparsely defined, as most ''real'' methods will be application-specific. Two final methods bear mentioning. First, the **\_**call**\_** method points to **_assignParameters()_**, a convenience method for adding or adjusting attributes (inherited from **_HARKobject_**). This method takes any number of keyword arguments, so that code can be parsimoniously written as, for example, **_AgentInstance(attribute1 = value1, attribute2 = value2)_**. Using Python's dictionary capabilities, many attributes can be conveniently set with minimal code. Second, the **_resetRNG_** method simply resets the **_AgentType_**'s random number generator (as the attribute **_RNG_**) using the value in the attribute **_seed_**. [^7] This method is useful for (_inter alia_) ensuring that the same underlying sequence of shocks is used for every simulation run when a model is solved or estimated. - -[^7]: Every instance of **_AgentType_** is created with a random number generator as an instance of the class **_numpy.random.RandomState_**, with a default **_seed_** of zero. +The base **_AgentType_** is sparsely defined, as most ''real'' methods will be application-specific. One method of note, however, is **_reset\_rng_**, which simply resets the **_AgentType_**'s random number generator (as the attribute **_RNG_**) using the value in the attribute **_seed_**. (Every instance of **_AgentType_** is created with a random number generator as an instance of the class **_numpy.random.RandomState_**, with a default **_seed_** of zero.) This method is useful for (_inter alia_) ensuring that the same underlying sequence of shocks is used for every simulation run when a model is solved or estimated. ### Market Class The modeling framework of **_AgentType_** is deemed ''microeconomic'' because it pertains only to the dynamic optimization problem of agents, treating all inputs of the problem as exogenously fixed. In what we label as ''macroeconomic'' models, some of the inputs for the microeconomic models are endogenously determined by the collective states and controls of agents in the model. In a dynamic general equilibrium, there must be consistency between agents' beliefs about these macroeconomic objects, their individual behavior, and the realizations of the macroeconomic objects that result from individual choices. -The **_Market_** class in **_HARK.core_** provides a framework for such macroeconomic models, with a **_solve_** method that searches for a dynamic general equilibrium. An instance of **_Market_** includes a list of **_AgentType_**s that compose the economy, a method for transforming microeconomic outcomes (states, controls, and/or shocks) into macroeconomic outcomes, and a method for interpreting a history or sequence of macroeconomic outcomes into a new ''dynamic rule'' for agents to believe. Agents treat the dynamic rule as an input to their microeconomic problem, conditioning their optimal policy functions on it. A dynamic general equilibrium is a fixed point dynamic rule: when agents act optimally while believing the equilibrium rule, their individual actions generate a macroeconomic history consistent with the equilibrium rule. +The **_Market_** class in **_HARK.core_** provides a framework for such macroeconomic models, with a **_solve_** method that searches for a dynamic general equilibrium. An instance of **_Market_** includes a list of **_AgentType_** s that compose the economy, a method for transforming microeconomic outcomes (states, controls, and/or shocks) into macroeconomic outcomes, and a method for interpreting a history or sequence of macroeconomic outcomes into a new ''dynamic rule'' for agents to believe. Agents treat the dynamic rule as an input to their microeconomic problem, conditioning their optimal policy functions on it. A dynamic general equilibrium is a fixed point dynamic rule: when agents act optimally while believing the equilibrium rule, their individual actions generate a macroeconomic history consistent with the equilibrium rule. #### Down on the Farm @@ -162,9 +132,9 @@ The **_Market_** class uses a farming metaphor to conceptualize the process for To generate a history of macroeconomic outcomes, the **_Market_** repeatedly loops over the following steps a set number of times: -- **_sow_**: Distribute the macroeconomic state variables to all **_AgentType_**s in the market. +- **_sow_**: Distribute the macroeconomic state variables to all **_AgentType_** s in the market. -- **_cultivate_**: Each **_AgentType_** executes their **_marketAction_** method, likely corresponding to simulating one period of the microeconomic model. +- **_cultivate_**: Each **_AgentType_** executes their **_market\_action_** method, likely corresponding to simulating one period of the microeconomic model. - **_reap_**: Microeconomic outcomes are gathered from each **_AgentType_** in the market. @@ -172,7 +142,7 @@ To generate a history of macroeconomic outcomes, the **_Market_** repeatedly loo - **_store_**: Relevant macroeconomic states are added to a running history of outcomes. -This procedure is conducted by the **_makeHistory_** method of **_Market_** as a subroutine of its **_solve_** method. After making histories of the relevant macroeconomic variables, the market then executes its **_calcDynamics_** function with the macroeconomic history as inputs, generating a new dynamic rule to distribute to the **_AgentType_**s in the market. The process then begins again, with the agents solving their updated microeconomic models given the new dynamic rule; the **_solve_** loop continues until the ''distance'' between successive dynamic rules is sufficiently small. +This procedure is conducted by the **_make\_history_** method of **_Market_** as a subroutine of its **_solve_** method. After making histories of the relevant macroeconomic variables, the market then executes its **_calc\_dynamics_** function with the macroeconomic history as inputs, generating a new dynamic rule to distribute to the **_AgentType_**s in the market. The process then begins again, with the agents solving their updated microeconomic models given the new dynamic rule; the **_solve_** loop continues until the ''distance'' between successive dynamic rules is sufficiently small. #### Attributes of a Market @@ -190,23 +160,21 @@ To specify a complete instance of **_Market_**, the user should give it the foll - **_dyn_vars_**: A list of strings naming the variables that constitute a dynamic rule. These will be stored as attributes of the **_agents_** whenever a new rule is calculated. -- **_millRule_**: A function for the ''aggregate market process'', transforming microeconomic outcomes into macroeconomic outcomes. Its inputs are named in **_reap_vars_** and **_const_vars_**, and it returns a single object with attributes named in **_sow_vars_** and/or **_track_vars_**. Can be defined as a method of a subclass of **_Market_**. +- **_mill\_rule_**: A function for the ''aggregate market process'', transforming microeconomic outcomes into macroeconomic outcomes. Its inputs are named in **_reap_vars_** and **_const_vars_**, and it returns a single object with attributes named in **_sow_vars_** and/or **_track_vars_**. Can be defined as a method of a subclass of **_Market_**. -- **_calcDynamics_**: A function that generates a new dynamic rule from a history of macroeconomic outcomes. Its inputs are named in **_track_vars_**, and it returns a single object with attributes named in **_dyn_vars_**. +- **_calc\_dynamics_**: A function that generates a new dynamic rule from a history of macroeconomic outcomes. Its inputs are named in **_track_vars_**, and it returns a single object with attributes named in **_dyn_vars_**. -- **_act_T_**: The number of times that the **_makeHistory_** method should execute the ''farming loop'' when generating a new macroeconomic history. +- **_act_T_**: The number of times that the **_make\_history_** method should execute the ''farming loop'' when generating a new macroeconomic history. -- **_tolerance_**: The minimum acceptable ''distance'' between successive dynamic rules produced by **_calcDynamics_** to constitute a sufficiently converged solution. +- **_tolerance_**: The minimum acceptable ''distance'' between successive dynamic rules produced by **_calc\_dynamics_** to constitute a sufficiently converged solution. Further, each **_AgentType_** in **_agents_** must have two methods not necessary for microeconomic models; neither takes any input (except **_self_**): -- **_marketAction_**: The microeconomic process to be run in the **_cultivate_** step. Likely uses the new macroeconomic outcomes named in **_sow_vars_**; should store new values of relevant microeconomic outcomes in the attributes (of **_self_**) named in **_reap_vars_**. +- **_market\_action_**: The microeconomic process to be run in the **_cultivate_** step. Likely uses the new macroeconomic outcomes named in **_sow_vars_**; should store new values of relevant microeconomic outcomes in the attributes (of **_self_**) named in **_reap_vars_**. - **_reset_**: Reset, initialize, or prepare for a new ''farming loop'' to generate a macroeconomic history. Might reset its internal random number generator, set initial state variables, clear personal histories, etc. -When solving macroeconomic models in HARK, the user should also define classes to represent the output from the aggregate market process in **_millRule_** and for the model-specific dynamic rule. The latter should have a **_distance_** method to test for solution convergence; if the class inherits from **_HARKobject_**, the user need only list relevant attributes in **_distance_criteria_**. - -[^8]: For some purposes, it might be useful to specify a subclass of **_Market_**, defining **_millRule_** and/or **_calcDynamics_** as methods rather than functions. +When solving macroeconomic models in HARK, the user should also define classes to represent the output from the aggregate market process in **_mill\_rule_** and for the model-specific dynamic rule. The latter should have a **_distance_** method to test for solution convergence; if the class inherits from **_MetricObject_**, the user need only list relevant attributes in **_distance_criteria_**. For some purposes, it might be useful to specify a subclass of **_Market_**, defining **_millRule_** and/or **_calcDynamics_** as methods rather than functions. ## DemARK From 9ba0ec068b767774f8666e4a7bc054c53235f8b2 Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 10:58:07 -0400 Subject: [PATCH 02/29] shock configuration now refers to calibration variables by name; tests don't pass --- HARK/models/consumer.py | 25 ++++++++++++------------- 1 file changed, 12 insertions(+), 13 deletions(-) diff --git a/HARK/models/consumer.py b/HARK/models/consumer.py index 148c81457..61d2afb5a 100644 --- a/HARK/models/consumer.py +++ b/HARK/models/consumer.py @@ -7,28 +7,26 @@ Microeconomic Dynamic Stochastic Optimization Problems" """ -# TODO: Include these in calibration, then construct shocks -LivPrb = 0.98 -TranShkStd = 0.1 -RiskyStd = 0.1 - calibration = { "DiscFac": 0.96, "CRRA": 2.0, "R": 1.03, # note: this can be overriden by the portfolio dynamics "Rfree": 1.03, "EqP": 0.02, - "LivPrb": LivPrb, + "LivPrb": 0.98, "PermGroFac": 1.01, "BoroCnstArt": None, + "TranShkStd" : 0.1, + "LivPrb" : 0.98, + "RiskyStd" : 0.1 } consumption_block = DBlock( **{ "name": "consumption", "shocks": { - "live": Bernoulli(p=LivPrb), # Move to tick or mortality block? - "theta": MeanOneLogNormal(sigma=TranShkStd), + "live": (Bernoulli, {'p' : 'LivPrb'}), # Move to tick or mortality block? + "theta": (MeanOneLogNormal, {'sigma' : 'TranShkStd'}), }, "dynamics": { "b": lambda k, R: k * R, @@ -46,8 +44,8 @@ **{ "name": "consumption normalized", "shocks": { - "live": Bernoulli(p=LivPrb), # Move to tick or mortality block? - "theta": MeanOneLogNormal(sigma=TranShkStd), + "live": (Bernoulli, {"p" : "LivPrb"}), # Move to tick or mortality block? + "theta": (MeanOneLogNormal, {"sigma" : "TranShkStd"}), }, "dynamics": { "b": lambda k, R, PermGroFac: k * R / PermGroFac, @@ -63,9 +61,10 @@ **{ "name": "portfolio", "shocks": { - "risky_return": Lognormal.from_mean_std( - calibration["Rfree"] + calibration["EqP"], RiskyStd - ) + "risky_return": (Lognormal,{ + "mean" : "Rfree + EqP", + "std" : "RiskyStd" + }) }, "dynamics": { "stigma": Control(["a"]), From 7b1eddf0f715b5ca82b75980a08b9382e56c81e8 Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 12:04:54 -0400 Subject: [PATCH 03/29] optional mean/std initialization of Lognormal distribution, from constructor --- HARK/distribution.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/HARK/distribution.py b/HARK/distribution.py index d26ecec88..455c0c705 100644 --- a/HARK/distribution.py +++ b/HARK/distribution.py @@ -311,6 +311,8 @@ def __new__( mu: Union[float, np.ndarray] = 0.0, sigma: Union[float, np.ndarray] = 1.0, seed: Optional[int] = 0, + mean = None, + std = None ): """ Create a new Lognormal distribution. If sigma is zero, return a @@ -324,6 +326,10 @@ def __new__( Standard deviation of underlying normal distribution, by default 1.0 seed : Optional[int], optional Seed for random number generator, by default None + mean: optional + For alternative mean/std parameterization, the mean of the lognormal distribution + std: optional + For alternative mean/std parameterization, the standard deviation of the lognormal distribution Returns ------- @@ -342,7 +348,15 @@ def __init__( mu: Union[float, np.ndarray] = 0.0, sigma: Union[float, np.ndarray] = 1.0, seed: Optional[int] = 0, + mean = None, + std = None ): + if mean is not None and sigma is not None: + mean_squared = mean**2 + variance = std**2 + mu = np.log(mean / (np.sqrt(1.0 + variance / mean_squared))) + sigma = np.sqrt(np.log(1.0 + variance / mean_squared)) + self.mu = np.asarray(mu) self.sigma = np.asarray(sigma) From 214edad2d608fcdd0c409c3a6e70bd407d80f53a Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 12:06:35 -0400 Subject: [PATCH 04/29] construct_shocks method can construct shocks with mathematical expressions for arguments --- HARK/model.py | 59 ++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 58 insertions(+), 1 deletion(-) diff --git a/HARK/model.py b/HARK/model.py index 19c8df296..38e166e28 100644 --- a/HARK/model.py +++ b/HARK/model.py @@ -77,6 +77,56 @@ def discretized_shock_dstn(shocks, disc_params): return all_shock_dstn +def construct_shocks(shock_data, scope): + """ + Returns a dictionary from shock labels to Distributions. + + When the corresponding value in shock_data contains + a distribution constructor and input information, + any symbolic expressions used in the inputs are + evaluated in the provided scope. + + Parameters + ------------ + + shock_data: Mapping(str, Distribution or tuple) + A mapping from variable names to Distribution objects, + representing exogenous shocks. + + Optionally, the mapping can be to tuples of Distribution + constructors and dictionary of input arguments. + In this case, the dictionary can map argument names to + numbers, or to strings. The strings are parsed as + mathematical expressions and evaluated in the scope + of a calibration dictionary. + + scope: dict(str, values) + Variables assigned to numerical values. + The scope in which expressions will be evaluated + """ + sd = deepcopy(shock_data) + + for v in sd: + if isinstance(sd[v], tuple): + dist_class = sd[v][0] + + dist_args = sd[v][1] # should be a dictionary + + for a in dist_args: + if isinstance(dist_args[a], str): + arg_lambda = math_text_to_lambda(dist_args[a]) + arg_value = arg_lambda(*[scope[var] for var in signature(arg_lambda).parameters]) + + dist_args[a] = arg_value + + print(v) + print(dist_class) + print(dist_args) + dist = dist_class(**dist_args) + + sd[v] = dist + + return sd def simulate_dynamics( dynamics: Mapping[str, Union[Callable, Control]], @@ -149,10 +199,17 @@ class DBlock(Block): Parameters ---------- - shocks: Mapping(str, Distribution) + shocks: Mapping(str, Distribution or tuple) A mapping from variable names to Distribution objects, representing exogenous shocks. + Optionally, the mapping can be to tuples of Distribution + constructors and dictionary of input arguments. + In this case, the dictionary can map argument names to + numbers, or to strings. The strings are parsed as + mathematical expressions and evaluated in the scope + of a calibration dictionary. + dynamics: Mapping(str, str or callable) A dictionary mapping variable names to mathematical expressions. These expressions can be simple functions, in which case the From e92e2497d0ebcfbe3b2c30fe5f51f5fac2d8f2d3 Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 12:07:39 -0400 Subject: [PATCH 05/29] monte carlo simulator now constructs shocks in calibration scope at initialization --- HARK/simulation/monte_carlo.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/HARK/simulation/monte_carlo.py b/HARK/simulation/monte_carlo.py index fcae5f31a..2aa887710 100644 --- a/HARK/simulation/monte_carlo.py +++ b/HARK/simulation/monte_carlo.py @@ -14,7 +14,7 @@ ) from HARK.model import Aggregate from HARK.model import DBlock -from HARK.model import simulate_dynamics +from HARK.model import construct_shocks, simulate_dynamics def draw_shocks(shocks: Mapping[str, Distribution], conditions: Sequence[int]): @@ -139,7 +139,11 @@ def __init__( self.calibration = calibration self.block = block - self.shocks = block.get_shocks() + + # shocks are exogenous (but for age) but can depend on calibration + raw_shocks = block.get_shocks() + self.shocks = construct_shocks(raw_shocks, calibration) + self.dynamics = block.get_dynamics() self.dr = dr self.initial = initial From 6d62587fd9232de9726446a677579dfa98565efb Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 12:08:31 -0400 Subject: [PATCH 06/29] ruff fixes --- HARK/distribution.py | 8 ++++---- HARK/model.py | 8 ++++++-- HARK/models/consumer.py | 19 ++++++++----------- 3 files changed, 18 insertions(+), 17 deletions(-) diff --git a/HARK/distribution.py b/HARK/distribution.py index 455c0c705..c53ea166d 100644 --- a/HARK/distribution.py +++ b/HARK/distribution.py @@ -311,8 +311,8 @@ def __new__( mu: Union[float, np.ndarray] = 0.0, sigma: Union[float, np.ndarray] = 1.0, seed: Optional[int] = 0, - mean = None, - std = None + mean=None, + std=None, ): """ Create a new Lognormal distribution. If sigma is zero, return a @@ -348,8 +348,8 @@ def __init__( mu: Union[float, np.ndarray] = 0.0, sigma: Union[float, np.ndarray] = 1.0, seed: Optional[int] = 0, - mean = None, - std = None + mean=None, + std=None, ): if mean is not None and sigma is not None: mean_squared = mean**2 diff --git a/HARK/model.py b/HARK/model.py index 38e166e28..8105889d7 100644 --- a/HARK/model.py +++ b/HARK/model.py @@ -77,6 +77,7 @@ def discretized_shock_dstn(shocks, disc_params): return all_shock_dstn + def construct_shocks(shock_data, scope): """ Returns a dictionary from shock labels to Distributions. @@ -110,12 +111,14 @@ def construct_shocks(shock_data, scope): if isinstance(sd[v], tuple): dist_class = sd[v][0] - dist_args = sd[v][1] # should be a dictionary + dist_args = sd[v][1] # should be a dictionary for a in dist_args: if isinstance(dist_args[a], str): arg_lambda = math_text_to_lambda(dist_args[a]) - arg_value = arg_lambda(*[scope[var] for var in signature(arg_lambda).parameters]) + arg_value = arg_lambda( + *[scope[var] for var in signature(arg_lambda).parameters] + ) dist_args[a] = arg_value @@ -128,6 +131,7 @@ def construct_shocks(shock_data, scope): return sd + def simulate_dynamics( dynamics: Mapping[str, Union[Callable, Control]], pre: Mapping[str, Any], diff --git a/HARK/models/consumer.py b/HARK/models/consumer.py index 61d2afb5a..d629173cc 100644 --- a/HARK/models/consumer.py +++ b/HARK/models/consumer.py @@ -16,17 +16,17 @@ "LivPrb": 0.98, "PermGroFac": 1.01, "BoroCnstArt": None, - "TranShkStd" : 0.1, - "LivPrb" : 0.98, - "RiskyStd" : 0.1 + "TranShkStd": 0.1, + "LivPrb": 0.98, + "RiskyStd": 0.1, } consumption_block = DBlock( **{ "name": "consumption", "shocks": { - "live": (Bernoulli, {'p' : 'LivPrb'}), # Move to tick or mortality block? - "theta": (MeanOneLogNormal, {'sigma' : 'TranShkStd'}), + "live": (Bernoulli, {"p": "LivPrb"}), # Move to tick or mortality block? + "theta": (MeanOneLogNormal, {"sigma": "TranShkStd"}), }, "dynamics": { "b": lambda k, R: k * R, @@ -44,8 +44,8 @@ **{ "name": "consumption normalized", "shocks": { - "live": (Bernoulli, {"p" : "LivPrb"}), # Move to tick or mortality block? - "theta": (MeanOneLogNormal, {"sigma" : "TranShkStd"}), + "live": (Bernoulli, {"p": "LivPrb"}), # Move to tick or mortality block? + "theta": (MeanOneLogNormal, {"sigma": "TranShkStd"}), }, "dynamics": { "b": lambda k, R, PermGroFac: k * R / PermGroFac, @@ -61,10 +61,7 @@ **{ "name": "portfolio", "shocks": { - "risky_return": (Lognormal,{ - "mean" : "Rfree + EqP", - "std" : "RiskyStd" - }) + "risky_return": (Lognormal, {"mean": "Rfree + EqP", "std": "RiskyStd"}) }, "dynamics": { "stigma": Control(["a"]), From 084d0d5dbd6dea5700d16d0fda9fe7e74de9c121 Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 12:16:04 -0400 Subject: [PATCH 07/29] changelog update for new shock constructor #1464 --- Documentation/CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/Documentation/CHANGELOG.md b/Documentation/CHANGELOG.md index 978d117bf..a9d7f959f 100644 --- a/Documentation/CHANGELOG.md +++ b/Documentation/CHANGELOG.md @@ -17,6 +17,7 @@ Release Date: TBD - Adds a discretize method to DBlocks and RBlocks (#1460)[https://github.com/econ-ark/HARK/pull/1460] - Allows structural equations in model files to be provided in string form [#1427](https://github.com/econ-ark/HARK/pull/1427) - Introduces `HARK.parser' module for parsing configuration files into models [#1427](https://github.com/econ-ark/HARK/pull/1427) +- Allows construction of shocks with arguments based on mathematical expressions [#1464](https://github.com/econ-ark/HARK/pull/1464) #### Minor Changes From a1f01f6cb922ec9dc759d5b14ef23489d1324235 Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 14:28:24 -0400 Subject: [PATCH 08/29] adding construct_shock method to blocks, fixing tests --- HARK/model.py | 14 ++++++++++++++ HARK/tests/test_model.py | 2 ++ 2 files changed, 16 insertions(+) diff --git a/HARK/model.py b/HARK/model.py index 8105889d7..1fdf35bb4 100644 --- a/HARK/model.py +++ b/HARK/model.py @@ -228,6 +228,13 @@ class DBlock(Block): dynamics: dict = field(default_factory=dict) reward: dict = field(default_factory=dict) + def construct_shocks(self, calibration): + """ + Constructs all shocks given calibration. + This method mutates the DBlock. + """ + self.shocks = construct_shocks(self.shocks, calibration) + def discretize(self, disc_params): """ Returns a new DBlock which is a copy of this one, but with shock discretized. @@ -360,6 +367,13 @@ class RBlock(Block): description: str = "" blocks: List[Block] = field(default_factory=list) + def construct_shocks(self, calibration): + """ + Construct all shocks given a calibration dictionary. + """ + for b in self.blocks: + b.construct_shocks(calibration) + def discretize(self, disc_params): """ Recursively discretizes all the blocks. diff --git a/HARK/tests/test_model.py b/HARK/tests/test_model.py index ad14fe27e..0632a6a7f 100644 --- a/HARK/tests/test_model.py +++ b/HARK/tests/test_model.py @@ -34,6 +34,7 @@ class test_DBlock(unittest.TestCase): def setUp(self): self.test_block_A = model.DBlock(**test_block_A_data) self.cblock = cons.consumption_block_normalized + self.cblock.construct_shocks(cons.calibration) # prior states relative to the decision, so with realized shocks. self.dpre = {"k": 2, "R": 1.05, "PermGroFac": 1.1, "theta": 1, "CRRA": 2} @@ -98,6 +99,7 @@ def test_init(self): self.assertEqual(len(r_block_tree.get_shocks()), 3) def test_discretize(self): + self.cpp.construct_shocks(cons.calibration) cppd = self.cpp.discretize({"theta": {"N": 5}, "risky_return": {"N": 6}}) self.assertEqual(len(cppd.get_shocks()["theta"].pmv), 5) From 7e93ece349c722515d01883197708f98cce5a6bc Mon Sep 17 00:00:00 2001 From: sb Date: Tue, 2 Jul 2024 14:51:39 -0400 Subject: [PATCH 09/29] remove repeated key literal --- HARK/models/consumer.py | 1 - 1 file changed, 1 deletion(-) diff --git a/HARK/models/consumer.py b/HARK/models/consumer.py index d629173cc..5a990b4e8 100644 --- a/HARK/models/consumer.py +++ b/HARK/models/consumer.py @@ -17,7 +17,6 @@ "PermGroFac": 1.01, "BoroCnstArt": None, "TranShkStd": 0.1, - "LivPrb": 0.98, "RiskyStd": 0.1, } From a5814851b68973e232a084b98a11d4dd66429821 Mon Sep 17 00:00:00 2001 From: sb Date: Wed, 3 Jul 2024 11:59:13 -0400 Subject: [PATCH 10/29] removing stray print statements --- HARK/model.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/HARK/model.py b/HARK/model.py index 1fdf35bb4..7f92bb2e6 100644 --- a/HARK/model.py +++ b/HARK/model.py @@ -122,9 +122,6 @@ def construct_shocks(shock_data, scope): dist_args[a] = arg_value - print(v) - print(dist_class) - print(dist_args) dist = dist_class(**dist_args) sd[v] = dist From 3871b270f8a700c33a49955ccf160e3efbb3c743 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Thu, 11 Jul 2024 10:28:14 -0400 Subject: [PATCH 11/29] move examples --- .../KS-HARK-presentation.ipynb | 0 .../KS_DAG.jpeg | Bin .../SSJ_example.ipynb | 0 .../SSJ_explanation.ipynb | 0 .../estimation/__init__.py | 0 .../estimation/create_data.py | 0 .../estimation/model.py | 0 .../estimation/plots.py | 0 .../estimation/routines.py | 0 .../estimation/us_data.csv | 0 10 files changed, 0 insertions(+), 0 deletions(-) rename examples/{SSJ-Example => ConsNewKeynesianModel}/KS-HARK-presentation.ipynb (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/KS_DAG.jpeg (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/SSJ_example.ipynb (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/SSJ_explanation.ipynb (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/estimation/__init__.py (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/estimation/create_data.py (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/estimation/model.py (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/estimation/plots.py (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/estimation/routines.py (100%) rename examples/{SSJ-Example => ConsNewKeynesianModel}/estimation/us_data.csv (100%) diff --git a/examples/SSJ-Example/KS-HARK-presentation.ipynb b/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb similarity index 100% rename from examples/SSJ-Example/KS-HARK-presentation.ipynb rename to examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb diff --git a/examples/SSJ-Example/KS_DAG.jpeg b/examples/ConsNewKeynesianModel/KS_DAG.jpeg similarity index 100% rename from examples/SSJ-Example/KS_DAG.jpeg rename to examples/ConsNewKeynesianModel/KS_DAG.jpeg diff --git a/examples/SSJ-Example/SSJ_example.ipynb b/examples/ConsNewKeynesianModel/SSJ_example.ipynb similarity index 100% rename from examples/SSJ-Example/SSJ_example.ipynb rename to examples/ConsNewKeynesianModel/SSJ_example.ipynb diff --git a/examples/SSJ-Example/SSJ_explanation.ipynb b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb similarity index 100% rename from examples/SSJ-Example/SSJ_explanation.ipynb rename to examples/ConsNewKeynesianModel/SSJ_explanation.ipynb diff --git a/examples/SSJ-Example/estimation/__init__.py b/examples/ConsNewKeynesianModel/estimation/__init__.py similarity index 100% rename from examples/SSJ-Example/estimation/__init__.py rename to examples/ConsNewKeynesianModel/estimation/__init__.py diff --git a/examples/SSJ-Example/estimation/create_data.py b/examples/ConsNewKeynesianModel/estimation/create_data.py similarity index 100% rename from examples/SSJ-Example/estimation/create_data.py rename to examples/ConsNewKeynesianModel/estimation/create_data.py diff --git a/examples/SSJ-Example/estimation/model.py b/examples/ConsNewKeynesianModel/estimation/model.py similarity index 100% rename from examples/SSJ-Example/estimation/model.py rename to examples/ConsNewKeynesianModel/estimation/model.py diff --git a/examples/SSJ-Example/estimation/plots.py b/examples/ConsNewKeynesianModel/estimation/plots.py similarity index 100% rename from examples/SSJ-Example/estimation/plots.py rename to examples/ConsNewKeynesianModel/estimation/plots.py diff --git a/examples/SSJ-Example/estimation/routines.py b/examples/ConsNewKeynesianModel/estimation/routines.py similarity index 100% rename from examples/SSJ-Example/estimation/routines.py rename to examples/ConsNewKeynesianModel/estimation/routines.py diff --git a/examples/SSJ-Example/estimation/us_data.csv b/examples/ConsNewKeynesianModel/estimation/us_data.csv similarity index 100% rename from examples/SSJ-Example/estimation/us_data.csv rename to examples/ConsNewKeynesianModel/estimation/us_data.csv From 1b68bf64ea8b90491005bf0a8881825a7370637e Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Thu, 11 Jul 2024 10:37:41 -0400 Subject: [PATCH 12/29] delete unnecessary files --- Documentation/example_notebooks/GenIncProcessModel.py | 1 - Documentation/example_notebooks/HARK-struct-2.png | 1 - Documentation/example_notebooks/HARK-struct-3.png | 1 - Documentation/example_notebooks/HARK-struct-4.png | 1 - Documentation/example_notebooks/JourneyPhDparam.py | 1 - 5 files changed, 5 deletions(-) delete mode 100644 Documentation/example_notebooks/GenIncProcessModel.py delete mode 120000 Documentation/example_notebooks/HARK-struct-2.png delete mode 120000 Documentation/example_notebooks/HARK-struct-3.png delete mode 120000 Documentation/example_notebooks/HARK-struct-4.png delete mode 120000 Documentation/example_notebooks/JourneyPhDparam.py diff --git a/Documentation/example_notebooks/GenIncProcessModel.py b/Documentation/example_notebooks/GenIncProcessModel.py deleted file mode 100644 index 230e183a7..000000000 --- a/Documentation/example_notebooks/GenIncProcessModel.py +++ /dev/null @@ -1 +0,0 @@ -../../examples/GenIncProcessModel/GenIncProcessModel.py \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-2.png b/Documentation/example_notebooks/HARK-struct-2.png deleted file mode 120000 index e17a1e20a..000000000 --- a/Documentation/example_notebooks/HARK-struct-2.png +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/HARK-struct-2.png \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-3.png b/Documentation/example_notebooks/HARK-struct-3.png deleted file mode 120000 index cf5661e64..000000000 --- a/Documentation/example_notebooks/HARK-struct-3.png +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/HARK-struct-3.png \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-4.png b/Documentation/example_notebooks/HARK-struct-4.png deleted file mode 120000 index a607c7d0c..000000000 --- a/Documentation/example_notebooks/HARK-struct-4.png +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/HARK-struct-4.png \ No newline at end of file diff --git a/Documentation/example_notebooks/JourneyPhDparam.py b/Documentation/example_notebooks/JourneyPhDparam.py deleted file mode 120000 index 44f05c3fe..000000000 --- a/Documentation/example_notebooks/JourneyPhDparam.py +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/JourneyPhDparam.py \ No newline at end of file From 31baea5cfb291a317de1c07125364b75deb80210 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Thu, 11 Jul 2024 10:43:00 -0400 Subject: [PATCH 13/29] clean up notebooks --- .../Calibration/Income_calibrations.ipynb | 24 +- examples/Calibration/Life_Cycle_example.ipynb | 31 +- examples/Calibration/SCF_distributions.ipynb | 13 +- .../Sabelhaus_Song_var_profiles.ipynb | 10 +- examples/Calibration/US_SSA_life_tables.ipynb | 397 +++++++++--------- .../example_TerminalBequest.ipynb | 8 +- .../example_TerminalBequestPort.ipynb | 8 +- .../example_WarmGlowBequest.ipynb | 8 +- .../example_WarmGlowBequestPort.ipynb | 8 +- .../example_WealthPortfolio.ipynb | 8 +- .../Finite Cyclical Test.ipynb | 2 +- .../IndShockConsumerType.ipynb | 11 +- .../KinkedRconsumerType.ipynb | 4 +- .../PerfForesightConsumerType.ipynb | 2 +- .../Jacobian_Example.ipynb | 9 +- .../KS-HARK-presentation.ipynb | 17 +- .../ConsNewKeynesianModel/SSJ_example.ipynb | 95 +++-- .../Transition_Matrix_Example.ipynb | 82 ++-- .../example_ConsPortfolioModel.ipynb | 40 +- .../example_ConsRiskyAssetModel.ipynb | 24 +- ...example_ConsSequentialPortfolioModel.ipynb | 15 +- .../example_ConsAggShockModel.ipynb | 61 +-- .../example_ConsGenIncProcessModel.ipynb | 24 +- .../example_ConsIndShock.ipynb | 17 +- .../example_ConsLaborModel.ipynb | 36 +- .../example_ConsMarkovModel.ipynb | 40 +- .../example_ConsMedModel.ipynb | 13 +- .../example_ConsPrefShockModel.ipynb | 10 +- .../example_ConsRepAgentModel.ipynb | 15 +- .../example_ConsRiskyContribModel.ipynb | 20 +- .../example_TractableBufferStockModel.ipynb | 35 +- .../DiscreteDistributionLabeled.ipynb | 3 +- examples/Distributions/ExpectedValue.ipynb | 1 + .../FrameAgentType/FrameAgentType Demo.ipynb | 7 +- examples/FrameAgentType/FrameModels.ipynb | 72 ++-- .../GenIncProcessModel.ipynb | 17 +- .../Gentle-Intro/Gentle-Intro-To-HARK.ipynb | 14 +- .../HowWeSolveIndShockConsumerType.ipynb | 11 +- examples/Interpolation/CubicInterp.ipynb | 2 +- examples/Interpolation/DecayInterp.ipynb | 5 +- examples/Journeys/AzureMachineLearning.ipynb | 8 +- examples/Journeys/Journey-PhD.ipynb | 18 +- examples/Journeys/Journey-Policymaker.ipynb | 24 +- .../Quick_start_with_solution.ipynb | 14 +- examples/LabeledModels/LabeledModels.ipynb | 55 +-- examples/LifecycleModel/Cycles_tutorial.ipynb | 6 +- examples/LifecycleModel/LifecycleModel.ipynb | 15 +- ...eneric Monte Carlo Perfect Foresight.ipynb | 19 +- 48 files changed, 768 insertions(+), 610 deletions(-) diff --git a/examples/Calibration/Income_calibrations.ipynb b/examples/Calibration/Income_calibrations.ipynb index 719948309..1149a1374 100644 --- a/examples/Calibration/Income_calibrations.ipynb +++ b/examples/Calibration/Income_calibrations.ipynb @@ -7,22 +7,21 @@ "metadata": {}, "outputs": [], "source": [ - "\"\"\"\n", - "Created on Sun Jan 3 10:50:02 2021\n", + "\"\"\"Created on Sun Jan 3 10:50:02 2021\n", "\n", "@author: Mateo\n", "\"\"\"\n", "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", "from HARK.Calibration.Income.IncomeTools import (\n", - " parse_income_spec,\n", - " find_profile,\n", " Cagetti_income,\n", " CGM_income,\n", + " find_profile,\n", + " parse_income_spec,\n", ")\n", "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", "# What year to use as the base monetary year?\n", "# (pick 1992 as it is used by both of the papers we are comparing)\n", "adjust_infl_to = 1992" @@ -58,7 +57,10 @@ " label = spec[0]\n", "\n", " params = parse_income_spec(\n", - " age_min=age_min, age_max=age_max, adjust_infl_to=adjust_infl_to, **spec[1]\n", + " age_min=age_min,\n", + " age_max=age_max,\n", + " adjust_infl_to=adjust_infl_to,\n", + " **spec[1],\n", " )\n", " MeanY = find_profile(params[\"PermGroFac\"], params[\"P0\"])\n", "\n", @@ -66,11 +68,11 @@ "\n", "plt.title(\n", " \"Mean paths of permanent income calibrations in\\n\"\n", - " + \"Cocco, Gomes & Maenhout (2005)\"\n", + " + \"Cocco, Gomes & Maenhout (2005)\",\n", ")\n", "plt.xlabel(\"Age\")\n", "plt.ylabel(\n", - " \"Mean Permanent Income,\\n\" + \"Thousands of {} U.S. dollars\".format(adjust_infl_to)\n", + " \"Mean Permanent Income,\\n\" + f\"Thousands of {adjust_infl_to} U.S. dollars\",\n", ")\n", "plt.legend()\n", "plt.show()" @@ -122,7 +124,7 @@ "plt.title(\"Mean paths of permanent income calibrations in\\n\" + \"Cagetti (2003)\")\n", "plt.xlabel(\"Age\")\n", "plt.ylabel(\n", - " \"Mean Permanent Income,\\n\" + \"Thousands of {} U.S. dollars\".format(adjust_infl_to)\n", + " \"Mean Permanent Income,\\n\" + f\"Thousands of {adjust_infl_to} U.S. dollars\",\n", ")\n", "plt.legend()\n", "plt.show()" diff --git a/examples/Calibration/Life_Cycle_example.ipynb b/examples/Calibration/Life_Cycle_example.ipynb index f57123dc3..b83ff212b 100644 --- a/examples/Calibration/Life_Cycle_example.ipynb +++ b/examples/Calibration/Life_Cycle_example.ipynb @@ -7,24 +7,24 @@ "metadata": {}, "outputs": [], "source": [ - "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", - " IndShockConsumerType,\n", - " init_lifecycle,\n", - ")\n", + "from copy import copy\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", "\n", "from HARK.Calibration.Income.IncomeTools import (\n", + " CGM_income,\n", " parse_income_spec,\n", " parse_time_params,\n", - " CGM_income,\n", ")\n", - "\n", "from HARK.Calibration.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.Calibration.SCF.WealthIncomeDist.SCFDistTools import (\n", " income_wealth_dists_from_scf,\n", ")\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "from copy import copy\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", + " IndShockConsumerType,\n", + " init_lifecycle,\n", + ")\n", "from HARK.utilities import plot_funcs" ] }, @@ -54,13 +54,20 @@ "\n", "# Initial distribution of wealth and permanent income\n", "dist_params = income_wealth_dists_from_scf(\n", - " base_year=adjust_infl_to, age=birth_age, education=education, wave=1995\n", + " base_year=adjust_infl_to,\n", + " age=birth_age,\n", + " education=education,\n", + " wave=1995,\n", ")\n", "\n", "# We need survival probabilities only up to death_age-1, because survival\n", "# probability at death_age is 1.\n", "liv_prb = parse_ssa_life_table(\n", - " female=True, cross_sec=True, year=2004, min_age=birth_age, max_age=death_age - 1\n", + " female=True,\n", + " cross_sec=True,\n", + " year=2004,\n", + " min_age=birth_age,\n", + " max_age=death_age - 1,\n", ")\n", "\n", "# Parameters related to the number of periods implied by the calibration\n", @@ -258,7 +265,7 @@ "plt.plot(AgeMeans.Age, AgeMeans.Cons, label=\"Consumption\")\n", "plt.legend()\n", "plt.xlabel(\"Age\")\n", - "plt.ylabel(\"Thousands of {} USD\".format(adjust_infl_to))\n", + "plt.ylabel(f\"Thousands of {adjust_infl_to} USD\")\n", "plt.title(\"Variable Medians Conditional on Survival\")\n", "plt.grid()" ] diff --git a/examples/Calibration/SCF_distributions.ipynb b/examples/Calibration/SCF_distributions.ipynb index 904262789..f175de6cd 100644 --- a/examples/Calibration/SCF_distributions.ipynb +++ b/examples/Calibration/SCF_distributions.ipynb @@ -7,18 +7,19 @@ "metadata": {}, "outputs": [], "source": [ - "\"\"\"\n", - "Created on Mon Jan 18 13:57:50 2021\n", + "\"\"\"Created on Mon Jan 18 13:57:50 2021\n", "\n", "@author: Mateo\n", "\"\"\"\n", "\n", + "from itertools import product, starmap\n", + "\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", "from HARK.Calibration.SCF.WealthIncomeDist.SCFDistTools import (\n", " income_wealth_dists_from_scf,\n", ")\n", - "import seaborn as sns\n", - "from itertools import product, starmap\n", - "import pandas as pd\n", "\n", "# List the education levels and years\n", "educ_lvls = [\"NoHS\", \"HS\", \"College\"]\n", @@ -41,7 +42,7 @@ "base_year, age, education, year = list(zip(*params))\n", "\n", "frame = pd.DataFrame(\n", - " {\"base_year\": base_year, \"age\": age, \"education\": education, \"wave\": year}\n", + " {\"base_year\": base_year, \"age\": age, \"education\": education, \"wave\": year},\n", ")\n", "\n", "results = list(starmap(income_wealth_dists_from_scf, params))\n", diff --git a/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb b/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb index f005f7028..f220893c9 100644 --- a/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb +++ b/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb @@ -7,8 +7,7 @@ "metadata": {}, "outputs": [], "source": [ - "\"\"\"\n", - "Created on Thu Jan 14 16:44:09 2021\n", + "\"\"\"Created on Thu Jan 14 16:44:09 2021\n", "\n", "@author: Mateo\n", "\n", @@ -22,9 +21,10 @@ "\"\"\"\n", "\n", "import matplotlib.pyplot as plt\n", - "from HARK.Calibration.Income.IncomeTools import sabelhaus_song_var_profile\n", "import numpy as np\n", "\n", + "from HARK.Calibration.Income.IncomeTools import sabelhaus_song_var_profile\n", + "\n", "# Set up ages and cohorts at which we will get the variances\n", "age_min = 27\n", "age_max = 54\n", @@ -84,7 +84,7 @@ " plt.plot(\n", " variances[i][\"Age\"],\n", " np.power(variances[i][\"TranShkStd\"], 2),\n", - " label=\"Tran. {} cohort\".format(coh_label),\n", + " label=f\"Tran. {coh_label} cohort\",\n", " )\n", "\n", "plt.legend()\n", @@ -96,7 +96,7 @@ " plt.plot(\n", " variances[i][\"Age\"],\n", " np.power(variances[i][\"PermShkStd\"], 2),\n", - " label=\"Perm. {} cohort\".format(coh_label),\n", + " label=f\"Perm. {coh_label} cohort\",\n", " )\n", "\n", "plt.legend()" diff --git a/examples/Calibration/US_SSA_life_tables.ipynb b/examples/Calibration/US_SSA_life_tables.ipynb index 24a54c4de..0915ffb17 100644 --- a/examples/Calibration/US_SSA_life_tables.ipynb +++ b/examples/Calibration/US_SSA_life_tables.ipynb @@ -1,198 +1,205 @@ { - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "1c047f75", - "metadata": {}, - "outputs": [], - "source": [ - "from HARK.Calibration.life_tables.us_ssa.SSATools import (\n", - " parse_ssa_life_table,\n", - " get_ssa_life_tables,\n", - ")\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "b56693d8", - "metadata": { - "title": "Inspect lifetables" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "tables = get_ssa_life_tables()\n", - "print(tables.head)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "c1d658a7", - "metadata": { - "title": "Survival probabilities from the SSA" - }, - "outputs": [], - "source": [ - "# We will find 1-year survival probabilities from ages 21 to 100\n", - "min_age = 21\n", - "max_age = 100\n", - "ages = np.arange(min_age, max_age + 1)\n", - "\n", - "# In the years 1900 and 1950\n", - "years = [1900, 1950]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "1922e95b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Longitudinal survival probabilities')" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# First, the \"longitudinal method\", which gives us the probabilities\n", - "# experienced by agents born in \"year\" throughout their lived\n", - "plt.figure()\n", - "for cohort in years:\n", - " for s in [\"male\", \"female\"]:\n", - " fem = s == \"female\"\n", - " LivPrb = parse_ssa_life_table(\n", - " female=fem, cohort=cohort, min_age=min_age, max_age=max_age\n", - " )\n", - "\n", - " plt.plot(ages, LivPrb, label=s + \" born in \" + str(cohort))\n", - "\n", - "plt.legend()\n", - "plt.title(\"Longitudinal survival probabilities\")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "84551443", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Cross-sectional survival probabilities')" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Second, the \"cross-sectional method\", which gives us the probabilities of\n", - "# survivals of individuals of differnet ages that are alive in the given year.\n", - "plt.figure()\n", - "for year in years:\n", - " for s in [\"male\", \"female\"]:\n", - " fem = s == \"female\"\n", - " LivPrb = parse_ssa_life_table(\n", - " female=fem, year=year, cross_sec=True, min_age=min_age, max_age=max_age\n", - " )\n", - "\n", - " plt.plot(ages, LivPrb, label=s + \"s in \" + str(year))\n", - "\n", - "plt.legend()\n", - "plt.title(\"Cross-sectional survival probabilities\")" - ] - } - ], - "metadata": { - "jupytext": { - "cell_metadata_filter": "title,-all", - "formats": "ipynb,py:percent" - }, - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - } + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "1c047f75", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from HARK.Calibration.life_tables.us_ssa.SSATools import (\n", + " get_ssa_life_tables,\n", + " parse_ssa_life_table,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b56693d8", + "metadata": { + "title": "Inspect lifetables" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "tables = get_ssa_life_tables()\n", + "print(tables.head)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c1d658a7", + "metadata": { + "title": "Survival probabilities from the SSA" + }, + "outputs": [], + "source": [ + "# We will find 1-year survival probabilities from ages 21 to 100\n", + "min_age = 21\n", + "max_age = 100\n", + "ages = np.arange(min_age, max_age + 1)\n", + "\n", + "# In the years 1900 and 1950\n", + "years = [1900, 1950]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1922e95b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Longitudinal survival probabilities')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" }, - "nbformat": 4, - "nbformat_minor": 5 + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# First, the \"longitudinal method\", which gives us the probabilities\n", + "# experienced by agents born in \"year\" throughout their lived\n", + "plt.figure()\n", + "for cohort in years:\n", + " for s in [\"male\", \"female\"]:\n", + " fem = s == \"female\"\n", + " LivPrb = parse_ssa_life_table(\n", + " female=fem,\n", + " cohort=cohort,\n", + " min_age=min_age,\n", + " max_age=max_age,\n", + " )\n", + "\n", + " plt.plot(ages, LivPrb, label=s + \" born in \" + str(cohort))\n", + "\n", + "plt.legend()\n", + "plt.title(\"Longitudinal survival probabilities\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "84551443", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Cross-sectional survival probabilities')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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jxozh/vvvd6UNCAhw7Ws0Grp06UKXLl2YPHkyb7/9Ni+//DIrV66ka9euxMTEsH37drp06VLi45aYmBgcDgd79uyhcePGxaYr7SObqlWrAs4OnWcfCZ21f/9+1/my+OmnnzCZTCxdurTQ8MkZM2aUOa+zDAYDffr0oU+fPjgcDkaNGsW0adN49dVXiY2NdX3W6enphTrcXtiycynVqlWjefPmzJkzhyeeeIIFCxbQv3//Ug0DHTRoELNmzWLFihXs3bsXVVULBSNpaWmsWLGCN954g9dee811vLhHg6XlcDg4cuRIoRaYAwcOAJTYsRoK//wvtG/fPoKDg/Hy8ip0/ODBg4VaWA4dOoTD4XDd67fffsNsNvPrr79SpUoVV7qzjxovdOjQIVRVLfSdLW35L6Usjy5jYmLIzs52tYSU5FLfR3F9k5YRUWpjxozBy8uLESNGkJSUdNH5w4cPX3IonVarpVu3bvzyyy+FmnuTkpL44YcfaNu2reuR0IVDK729vYmNjXUNq83Nzb1o+GJMTAw+Pj6uNHXr1qVr166urUmTJgCuxzXnOxtInL327rvv5tSpU3z55ZcXpc3Ly3M1lffv3x+NRsP48eMv+hfm+a0OXl5epZp1smnTpoSGhvL5558XGkL8xx9/sHfv3jKPfAHn564oSqFWiWPHjhUaEVQWF/5sNBoNDRs2BM59fjExMQCu5/oAOTk5zJo1q8z3GzRoEOvXr2f69OmkpKRc8hHNWV27diUwMJA5c+YwZ84cmjdvXuiP9tlWpQtbh86O0rgcn3zyiWtfVVU++eQT9Ho9Xbp0KfG6SpUq0bhxY2bNmlXo+7Jr1y6WLVvG7bffftE1n376aaH3H3/8MQA9e/YEiq5nRkZGscFofHw8P//8s+t9ZmYm33zzDY0bNy40qqk8zgZSpflduPvuu1m3bh1Lly696Fx6ejo2mw0o3fdRXN+kZUSUWkxMDD/88AODBg2iTp06hWZgXbt2LfPmzSvVuhJvvfWWa46PUaNGodPpmDZtGmazmXfffdeVrm7dunTs2JEmTZoQGBjIpk2bmD9/vqtj4IEDB+jSpQt33303devWRafT8fPPP5OUlFTskM+zxo8fzz///EOvXr2oWrUqycnJfPbZZ1SuXJm2bdsCMGTIEObOnctjjz3GypUradOmDXa7nX379jF37lzXnBixsbG8/PLLvPnmm7Rr14477rgDo9HIxo0biYiIYMKECQA0adKEqVOn8tZbbxEbG0toaOhFLR8Aer2eiRMnMnz4cDp06MC9997rGtobHR3talovi169ejF58mR69OjB4MGDSU5O5tNPPyU2NrZQP5zSGjFiBKmpqXTu3JnKlStz/PhxPv74Yxo3bkydOnUA6NatG1WqVOGhhx7i+eefR6vVMn36dEJCQoiLiyvT/e6++26ee+45nnvuOQIDA0v1L2VwfpZ33HEHs2fPJicnh0mTJhU67+vr6+prZLVaiYyMZNmyZRw9erRM5buQyWRiyZIlDB06lBYtWvDHH3+wePFiXnrppWKHsZ7vvffeo2fPnrRq1YqHHnrINbTXz8+vyHVejh49St++fenRowfr1q3ju+++Y/DgwTRq1Ahw/izOthw8+uijZGdn8+WXXxIaGkpCQsJF+dWsWZOHHnqIjRs3EhYWxvTp00lKSrqslrSzzv6D4OWXX+aee+5Br9fTp0+fi1p7AJ5//nl+/fVXevfuzbBhw2jSpAk5OTns3LmT+fPnc+zYMYKDg0v1fRTXuWs3kEfcqA4cOKA+/PDDanR0tGowGFQfHx+1TZs26scff6zm5+e70gHq448/XmQeW7ZsUbt37656e3urnp6eaqdOndS1a9cWSvPWW2+pzZs3V/39/VUPDw+1du3a6v/+9z/VYrGoqqqqKSkp6uOPP67Wrl1b9fLyUv38/NQWLVqoc+fOvWQdVqxYofbr10+NiIhQDQaDGhERod57770XDSG0WCzqxIkT1Xr16qlGo1ENCAhQmzRpor7xxhtqRkZGobTTp09Xb7nlFle6Dh06qMuXL3edT0xMVHv16qX6+PiogGuYb1FDJFVVVefMmePKLzAwUL3vvvvUkydPFkozdOhQ1cvL66L6FTWs9uuvv1Zr1KihGo1GtXbt2uqMGTOKTFeaob3z589Xu3XrpoaGhqoGg0GtUqWK+uijj6oJCQmF0m3evFlt0aKFK83kyZOLHdpb0jBuVVXVNm3aqIA6YsSIIs9zwRDSs5YvX64CqqIo6okTJy46f/LkSXXAgAGqv7+/6ufnpw4cOFCNj4+/KL+yDO318vJSDx8+rHbr1k319PRUw8LC1HHjxhUa+n12aG9xQ9P//PNPtU2bNqqHh4fq6+ur9unTR92zZ0+hNGd/fnv27FHvuusu1cfHRw0ICFCfeOKJQsPCVVVVf/31V7Vhw4aqyWRSo6Oj1YkTJ6rTp08v9mexdOlStWHDhq7vy7x58wrlV96hvarqHLIbGRmpajSaQvcv6ruXlZWljh07Vo2NjVUNBoMaHBystm7dWp00aZLrvwWl/T6K65eiquXovSaEEKJIw4YNY/78+WRnZ1/roghxw5A+I0IIIYS4piQYEUIIIcQ1JcGIEEIIIa4p6TMihBBCiGtKWkaEEEIIcU1JMCKEEEKIa+qGmPTM4XAQHx+Pj49PuVZBFUIIIcTVp6oqWVlZREREXLSq+fluiGAkPj6+0HolQgghhLhxnDhxgsqVKxd7/oYIRnx8fABnZc6uWyKEEEKI61tmZiZRUVGuv+PFuSGCkbOPZnx9fSUYEUIIIW4wl+piIR1YhRBCCHFNSTAihBBCiGtKghEhhBBCXFMSjAghhBDimpJgRAghhBDXlAQjQgghhLimJBgRQgghxDUlwYgQQgghrikJRoQQQghxTZU5GPnnn3/o06cPERERKIrCwoULL3nN33//za233orRaCQ2NpaZM2eWo6hCCCGEqIjKHIzk5OTQqFEjPv3001KlP3r0KL169aJTp05s27aNp59+mhEjRrB06dIyF1YIIYQQFU+Z16bp2bMnPXv2LHX6zz//nGrVqvH+++8DUKdOHVavXs2UKVPo3r17WW8vhBBCiArmii+Ut27dOrp27VroWPfu3Xn66aeLvcZsNmM2m13vMzMzr0jZzsycifVUPIpGARTQaEBRnO+V84+BotE43ysFm0ZxLvxTUjpXGk3h84rm3Pnz3iuas/loCu2jUVC02oI0BXlpNAX7WhTt+e/PP3bBq1brzOf89zqd8zqdznlOq73kgkZCCCGEO13xYCQxMZGwsLBCx8LCwsjMzCQvLw8PD4+LrpkwYQJvvPHGlS4aO+dMI+xo+hW/z41G1SioWi1oNagFQQtaZ8CCToui1TmDF50ORa9Do9Oj0etRdHq0BiMavQGtwYCiNxSk0Z/bDHrncderwXncaHQeMxjQGAqOG40oBiMak/HcvtGAYjI5z2uk/7UQQlQEVzwYKY+xY8cyevRo1/vMzEyioqLcfp/NTXzIr5SBouLc4Nx+wXtU0KjO9BrV+b6gLcSVDigxj/Nfz+Zxfp7KhZvruIrGce66s+c152+OC445inm94JhWLf5zURwqisMG1tJ9jo6CDUp9iVu4AhaTEY3RdN6rCY3p/FcjGpOH61XjYUJxvZrQeHie2/f0QuPpgcbDA42npzPwkaBHCCGuqCsejISHh5OUlFToWFJSEr6+vkW2igAYjUaMRuOVLhp9nv2EHGsODtVx0aaioqoqKuf+aquqWugRhoLieq8U/M/5f+dx1zG45KOPs/dSUXGoDlBx7Z8ty9my2VU7Dhw4VBWrancec9jPnSt4PXvMptpcaWyqDbvDjl21Y7NZcNhtOKxW7DYrqs2G3WbBYbMWbLaC41YcVitqQVrVbkO1OtOoVhuqzblhs6Gzg84BWjuufZ0dtHYVfcGxs69n9/W28/dV1zG97dx5Q8GmOS+IUi0WVIsFsrKwu/F7cSHF0xNNcZu3NxovLzRengWvXmi9vdF4+6DxPrvv3LTe3igGwxUsqRBC3JiueDDSqlUrfv/990LHli9fTqtWra70rS+pcmoKeocZvacvGP3B6ANGX9B7FPQFEWXhUB1YHVbMdjMWuwWz3YzZZibfno/Zbibf5nzNs+WRb8sn15ZLvi2fTFseebY8cm255FpzybXlkmd1vs+x5pBtzSbX6tzX2B2uIMVgPRekODf13LGCV6PrVXUdN9kUvOw6vOw6PGwaTDYFo03BYHGgtzjQmm1o8y2ueqm5udhzc90S8ChGIxofH2eQ4uOD1scHjZ8vWl8/tL4+aHwL9v380PqfffVH6+eH4uEh/XmEEBVSmYOR7OxsDh065Hp/9OhRtm3bRmBgIFWqVGHs2LGcOnWKb775BoDHHnuMTz75hDFjxvDggw/y119/MXfuXBYvXuy+WpRT3OxnqW3dc9FxOxrMigmbxoBVMWLTGLFrDNg0BhxocSgF29l9NAWbggMF9bx91zlFix2N81zB9WrB5lC0oGhRNXrQ6VE0etAZ0Gj1KDoDWr0Rrd6E3mBAZzChN5jQGz0wGo0YjB6YTCZMJk9MJhMGgxG0hoJNf1WDKo2iwag1YtRemVYtVVXJs+WRbc0m25JNljWLHEsOWdYssixZZFuyybRkkmXJch1LtWSRac4k0+LczPazHaMdgKXYeymqFoPVGcyYLOBhVQhWvQlRfAhSPQlwmPC3G/G1G/Cx6vCyajBZVIz5drR5Vhw5OTiys89tubnOOpjN2M1m7CkpZa6/otc7AxN/P7R+/mgD/Ave+6P1D3C+Bpz3PqAgiJHHTEKI61yZg5FNmzbRqVMn1/uzfTuGDh3KzJkzSUhIIC4uznW+WrVqLF68mGeeeYYPP/yQypUr89VXX10Xw3pPKuHgyMJbycOHXLzJQ6uoaHHgqeaCPfdaF/Gy2dBiQ4ddObc5FB0OjQ5V0aNqdKgaLSg6ZzCk0YJWBxodSsGGVo+i1aHR6lC0ejQF+1qdHo1Oj1anR6szoNXpUbR60OidgZArv/OPac/b1513zlBw3/P2XUGVc1O0Bjz1nnjqPQn1DC3X52G2m8kwZ5BpziTdnE6GJYMMs3NLN6eTYc4gNT+VdHM6aflppJvTOW3OQEXlONlA9iXvodPoCPEIIdQzlFDPWoR6hhJmDCFC8SdM9SHY7omfTQfZeTiyMrFnZGLPzMSemYEjMwt7RobzfUa6cz89A6xWVKsV2+nT2E6fLn2FNZqCICUAXUAA2oAAtEGB6AKDnK9BweiCAtEGBaELCUHj7S2tL0KIq05RVbWErozXh8zMTPz8/MjIyMDX19dt+drsDnLMdrLMVrLNNrLzrOTmZJKfnY4tPwfVlodqNaNa81Ft+WDNR6Paz23YUQr2tYp6tt0DzXn7impHW9BeoqgONKodcKA4bM5OomrBvmpDtdtQ7FZwWFEcBa92577GbkGjWtE6LGgdVrSqFZ1qRYcVvWrDgA2jcjW7j14bqqLFoTWgao2gNYLOuWn0JhSdCUVvAp0JXK8eoPe84NUD9F5g8ASDFxi8na96T+ejOoN3oUd1NoeNdHM6qfmpzi0vlTP5ZziTd4bTeadJyUtxban5qaWqh0bREOwRTIRXBBHe57ZIr0jXvkHr7F+iqqrzUVH62eAkHXt6OraCV9eWdv5+Go7sSwdOF1JMJnQhIee20FD0lSqhrxSOLjwcfaVK6EJCnMPAhRDiEkr79/umDkYqEovNQZ7ZRr7VQn5eHvlmMxZzPmZLPhZzPlaLBYvFgt1qxmo1Y7NasVkt2O3Wgg6szn3VZsVudwZGqsOGareet28HhxUcNigIphSHDS12dNjRY0OLA71iR+dsj0GHAx029AVpdIoznTN9wTFs6C847tpXrmTX1OKpigbF4ANGb2dwYvJ19ic6/9XkDx4BhTar0YczCiTZskjOO01ybjLJuckk5SaRmJNIYk4iSblJ2By2Eu+voBDqGUpln8pU9q5MlE8UlX0qU8WnClV8q+Bn9Lt0HSwWZ8CSlubcUlOxpZ59PYP9TCq21FTsZ85gS0kpffCi1ToDlKjKGCpHoY+KwhBVGX3lKAzVotF6e5cuHyFEhSfBiLgqVFXFalfJt9kxWx2YbXbyrQ4sNgcWuwOz1Y7Z5nyfb7M7j7vOnZfG7jh3zuZwXWOxWrHbLdgtFhw2Cw5rPqrNgt2WDzYz2Mxo7RaMigUjVkxYMBXsG7HgUfDeAwsemDEpFjwx44EZD8WMF/l4ko+na9+MRnHDr4TOA7yCnZtnMHiFgE8YeIfh8ArmjMGLBA0kYCXBnMap7FPE58QTnx3PqexT5NnySsze1+BLVd+qRPlEUdW3KlV9qxLtF020bzReeq9yFdmRl+d8DJSSgi3Z+TjIlpSINSERa2IitoQErMnJYCs5kNKGBGOsGo2hWjUM0dEYqlfDVLMmuoL1rIQQNw8JRsRNw+5QybfaybPaybPYybXYybXYyLPYySnYzzbbyDHbyDHbnY/k8m1kma1k5dvIzLeRlW8lM89GVr4ZrS0fL/LwUfLwIh9vJQ9fcvFRcvEhFx/y8FFy8SUXfyUbfyUbP3LwV7IJILvsj8uMvuBTCXwjwDcC1TucNO9ATuqNnNSonFTzOZmXQlxWHCeyTpCcm1xidiEeIVT1rUo1v2pU96vu3PyrE+YZdtnBgGq3Y0tJwXryJJYTJ7CeOIn15AksJ05iiYsrsWOuxssLY40aGGvWxFijBqbatTDWro3Wx+eyyiSEuH5JMCJEOeVb7WTkWV1beq6VtFwLGQWvablW0nMtzv0cK6m5FtJyLNgczhntPDETpGQQRBZBSgaBShYhZBCipBOiFLySTqiSjreSX7pCGXzArzL4VSbXL4KTnr6cMBg5jp04ey5H85I4nnmcM/lnis3CU+dJNb9qxPjHUMO/BrEBscT6x7olSDnLnpWF5dhxLMeOYjl6DMuxo5gPHcZ89ChYiw7S9JGRGOvUxlS7DqY6tTHWqoU+MlJaUYSoACQYEeIqUlWVLLON1GwLqbkWzmRbSM0xcybHQmq2hTM5FlKyzZzOMpNScM6hghd5hCuphClpVCKVMCWVSkoq4UoqkcoZKilnCFBK0ZdDawC/ymT6RRLnE8RRkydHNXDEkcuR/BROZMdjU4t+vOKj9yE2IJaaATWpFViLWgG1iPWPxVPv6b7Px2rFcuwY5oMHyT9wAPOBg5j37cMaH19keo2Xl7MFpVZNjDVrYqpZE2NsLFp/f7eVSQhx5UkwIsR1zO5QScu1cDrLTHKWmeTMfJKzzAXv80nMcG5JWWYMjjwilDNEKGeIVFKIUFKIVFKoXPAaTio6xVHi/ax6T+ICojjiG8QhkyeHNA4O2bI4nn8au3rxtQoKVX2rUiuwFnUC61AnqA51AusQYApw7+eQkUH+/v2Y9+0jf+8+8vftw3LoEGoxrSja4GCMMTEYY2IwxMZgjInFGFMdbVCQtKQIcR2SYESICsDuUDmdZSYhI4/49HxOpuVyMi2PE2m5nEh17ttsVsJJpbKSQmXltGuL0pymiuY04ZxBQ9G/5hbgmMmLAwGVOODlx36dhv32bM7YcopMX8mrEnUC61AvuB71g+tTL6heqUb2lMXZVpT8/Qcw799P/oH9mA8cxJaQUOw1Wj8/DAVBijE2xtk3pXZtdIGBbi2bEKJsJBgR4iagqipJmWaOpuQUbNkcTcnhyOkcjqfmYneo6LERoaRQRUmmipJMtJJILX0ysdokwuwJaIt4fJOi0XDAaGCfbyh7vXzZo7ETZy86QKnqW5V6QfVoENyAhiENqRNYB71W7/a62rNzsBw9gvnwYSyHD2M+eAjzkSNYT5yAYv4zpg0JxlSzFsbatTDVro1Hw4boq1SRVhQhrhIJRoS4yZltdo6m5HAwKZuDSVkcSMrmQFIWR8/kuP52a3AQoaQQoyRQR59IE69kamoSCLccx2hJK5RflqKwz2hgj9HIbp9Adhl0nFAvnlLfoDFQN6gujUIa0Si0EY1DGhPiGXLF6unIz3f2Rzl0GPPhQ1gOHSL/wAGscUUHKdrAQDwaNcKjcWM8bmmMR4MGaIpZtFMIcXkkGBFCFCnXYmNfYhZ74jPZk5DJnvhM9iZkYrYV7jsSSCb1DQm090+hkTGBao4TBOQcQpt/LkhJ12jYbTSwy2hgp8mT7SYj6UXM01LFpwpNwprQNLwpTcKaEOkdecXr6cjJcXaYPfu4Z/du8vfsuag/iqLX49G0Cd5t2+HVti3GmjWk5UQIN5FgRAhRaja7g0Ons9l5MoNdpzLYeSqDPQmZ5Fsv7NyqUtWQTdegMzT3SqC2EkdY3hGMaQdQ7GZUIE6nY7vJyHajge0mEwf1ehwX/G2v5FWJZuHNaB7enBaVWhDuFX5V6umwWDDv2UPutm3kbdtO3tat2JKSCqXRhYbi1a4tPp0749WuHRqD4aqUTYiKSIIRIcRlsdkdHD6dw85TGew8mV5CgAJeepUuIVm090mggfY4lc2H8EzdjZKXRpaisNVkZLPJyCaTiT1GA7YLWh6q+FSheaXmtAhvQbPwZgR5BF2VOqqqiuXYMXL+XU32mtXk/rcBNf/c3C8aX198u3fDt1dvPJs1lTV5hCgjCUaEEG53tgVl16lMdp3KYHd8BrvjM8m1XLyGkEmv0D7UTBffeG7VHSYqZzfG0zvIs+Wx3Whgo4eJ/0wmdhsN2C8ITmoE1KBFeAtaVGpB07CmeBuuzno3DrOZ3E2byF61iqwlS7Eln5vtVhcaim/PnvjfdSfGGjWuSnmEuNFJMCKEuCrsDpVjZ3Kcj3dOZrDjVAa7T2WQU0SAEual4/bwdDp6HaO+bQ+BZzaTnXmSLSYj/xUEJweMhR+LaBUt9YLq0bxSc5qHN6dxaGM8dFe+w6lqt5O7aTOZixaRuXQpjsxM1znPZs0IGHwvPl27oujdP3JIiIpCghEhxDXjcKgcSXEGKNtOpLM1Lo3d8ZkFU+af46HX0r2yhV5+x2js2EPwmU2kpR1mg4eJ/0xGNniYiLvgj71eo6dRSCPXY50GIQ3Qa65sQOCwWMhZvZqMn38m66+VYHcGWtqQYAIG3o3/3QPRh1+dfi9C3EgkGBFCXFfyrXZ2ncpga1w6m4+nseFYKqk5hYcGexm09KiqMsD/CI3tO/E+tYb4nFP8ZzKx0WTiPw8jyTpdoWs8dZ40CWtCy0otaRnRkhr+V3Y0jDUxkfS5c0mbO+/cwoBaLb69bifooYcw1ap1xe4txI1GghEhxHXN4VA5mJzNusMprD+SyvqjZ0jPLTzstnqIF/2qWunpuY/YrI0oR//muC2nUMtJ+gWdSgNNgbSOaE3byLa0jmjt9insz1ItFrJWrCDt+x/I3bTJddyrfTuCHhqBZ/NmMkRY3PQkGBFC3FAcDpU9CZmsOnCaVftPszkuDft5j3V8TDpuqx3MwEopNLVvRX90JY6TG9iv1/KfycR6DxObPUzknxcAKCg0CG5A28i2tKvcjrpBddEoGreXPW/nLs5M/5qspcvA4RxtZGrQgKCHRzj7lWjcf08hbgQSjAghbmiZ+VbWHEzh7/2nWbEvmZRss+ucSa+hY81Q+tUy0UW3E8PhpXBoBRZzBttMRlZ7eLDa05ODhsKPdEI9Q+lapStdq3blltBb0Gl0F972slji4kidOZP0nxagmp3lNdasSfCoUfh0u02CEnHTkWBECFFh2B0qW+LSWLIrkSW7EjmVnuc652XQ0r1+OHc0CqWV7iDag0tg72+QcYJErZY1HiZWe3mx1tOTXM7NkRJgDKBTlU7cVvU2WlZq6dbAxJaaSuq335L27Xc4srMBMNaoQfDjo/Dp1k2CEnHTkGBECFEhqarK7vhM/tiVwK/b4zmRei4wCfUx0qdRBHfdGkkd9RDs+RX2/gqpRzArsN5k4k9ff1Z6eZJx3gKBgaZAbq92O71jelM3sK7b+nrYMzJI/eZbUr/5BkdWFgDGGrEEP/Gks6VE+pSICk6CESFEhaeqzhaTn7eeYtGOhEIdYBtF+XNvsyj6NKyEV/p+2PUT7JgLmSexAZtMRv4MDGeZh4E0x7lHQNX9qtO7em/6xPRx2zT19sxMZ1Aya5YrKDE1akjos8/i1by5W+4hxPVIghEhxE3FYnPwz4HT/LTlJMv3JLnmNPEyaOnbOIJ7mlWhUaQvHPsXdsyBPb+AJRsrsM7Lh98iarDSkYHZ4QxoNIqG9pXbM6jWIFpHtHZLx1d7ZiapM2dyZuYs1NxcZ/k6tCd09GgZEiwqJAlGhBA3rZRsMz9tPsnsjSc4mpLjOt4oyp/hraO5vUElDI48Z9+SjV/ByY0AZCsKy6Ma8KufP5uyj7mui/SOZGDNgQyoMYBAU+Bll892+jQpU6eSNnce2GygKPj17UvIM0/L5GmiQpFgRAhx01NVlf+OpjJ7Qxy/70zEYnd2YA3xMXJ/i6oMblGFEB8jnNwM/30Ou3+GgpaRI4FVmBfTlF8y95NlcT5a0Wv03F7tdobVG0ZsQOxll89y7BjJH35I1h9LAFA8PAh+5GEChw9HYzJddv5CXGsSjAghxHlSss38+F8c364/TnKWs4+IQauhT6MIRnasTmyoD2QlwsavYdN0yHXOrpoXWJ0lDXoyL+coO8/scuXXNrItw+sNp1n45U9ulrdzJ0kT3iFvyxYA9JGRhI4ZI51cxQ1PghEhhCiCxebgj10JzFx7jK1x6QAoCnSvG87jnWJpUNkPLDnOxzerP4C8VOeFwbXY0ex+ZuYeY8WJFThUZytLncA6DK8/nG5Vu6HVaIu+aSmoqkrm4t9JnjQJW2IiAJ7NmxP28kvSn0TcsCQYEUKIS9gal8a0VUdYsjvRdaxdjWCe6BRL82qBKJZs+G8arP0Y8tOdCSJu5USH0cxK284vh34h354PQLRvNI82epSe0T0vKyhx5OZy5quvOfP1186J07RaAocMIeTJJ9B4eV1OdYW46iQYEUKIUjqYlMXUvw/zy/Z41xT0zaMDeb5HLZpFB0J+Bqz/3BmUFPQfocFA0tqNZnb8Kr7f9z0Z5gzAGZQ80vARelbreVkTqVlOniL53XfJWrYMAF2lSoS/+go+nTtfXmWFuIokGBFCiDI6kZrLtH8OM3fTSSw252OYTrVCeK57LepF+EF2MqwYD1u/A1TQeUDbZ8huNpwfD//CrD2zXEFJVd+qPNrwUW6vdvtltZRkr1pF4vg3sZ46BYB31y6Ev/wy+kqVLru+QlxpEowIIUQ5JWTk8dGKQ8zddMLVUtK7YSWe7VaLasFeEL8NlrwIceucF/hFQa/J5FRrw4/7fmTW7lmkm9MBqBFQg6dvfZp2ke3K3RnVkZdHymefcWbGTLDZ0Hh6EvLMMwTcN1imlhfXNQlGhBDiMh1NyWHy8gP8tj0eAK1GYXDzKjxzW00CPfXOocDLX4OME84LGt4DPSaQozfy474fmb5zOllW52OdJmFNeKbJMzQKaVTu8uTvP0Di66+Tt3UrAJ6tWhLx9tvSSiKuWxKMCCGEm+yOz+D9ZQf4a18yAL4mHU93rcmQVlXR2/Nh5f9g3aeACl6h0GsS1O1HhjmDr3d+zfd7v8fisADQpUoXnrr1Kar5VStXWVSHg7QffyT5vUmo+flofHwIf/UVfPv0kWHA4rojwYgQQrjZ2sMpjP9tD/sSna0dMSFevNK7Lp1qhcKJjfDL45Cy35m4Tl/o9T54h5KYk8hn2z7jl8O/4FAd6BQd99W5j0cbPYqPwadcZTEfPUr8iy+Sv30HAD7duhH+xuvoAgLcUlch3EGCESGEuALsDpXZG+N4f9kBUnOcrR2daoUwvl99ony1sOpdWD0FVDt4BEKfD6BuPwAOpx9m8ubJ/HPyH8C5WvDTtz5Nv9h+5Vr7RrXZOPPVV5z+5FOw2dAGBxMxYQLe7dq6rb5CXA4JRoQQ4grKyLPy8YqDzFx7DJtDxUOv5dluNRnephrapB2w8HFI2ulM3Ohe6DkRTH4A/HvyX97d+C7HMo8BUC+oHi82f5HGoY3LVZb8PXuIf+EFzAcPARD08MOEPPV/KLryDy0Wwh0kGBFCiKvg8OlsXlqwk/+OOmdqbRzlz8Q7G1Ir2Ah/T4A1H4DqcI646T8VqrUDwGq38sO+H/h8++dkW7MBuKPGHYxuMho/o1+Zy+Ewm0meOJG0H34EwOPWW4l8f5J0bhXXlAQjQghxlTgcKrM3nmDC73vJMtvQaxVGdozl8U4xGOM3ws+PQtoxZ+JWT0DnV0HvXAgvJS+Fj7Z8xM+Hfgacj26eb/Y8var1KleH1MwlS0l45RUc2dlo/fyo9M4EfDp1cldVhSgTCUaEEOIqS8zI59VfdrF8TxIANcO8mTKoMfWCtLD0Jdgyy5kwpLazlSTyVte1W5O38sbaNziccRiAVpVa8WrLV4nyjSpzOSwnTnDqmdHk73Iu7Bc4bBihz45G0esvs4ZClI0EI0IIcQ2oqsrvOxMZ9+suUrIt6LUKo2+rxSPtq6M9uBR+fRJykkHRQrvR0H4M6AyA89HNzN0z+Xz751gcFoxaI481eoxh9YaVeWp5h8XC6fffJ3XWNwB43HILkR9MQR8W5vY6C1EcCUaEEOIaOpNtZuyCnSwraCVpFh3A5LsbE2XKh9+fg10/OROGNYABUyG8gevauMw4xq8fz38J/wFQP6g+/2v7P6r7Vy9zObL+/JP4sS/hyMpCGxhI5PuT8GrV6vIrKEQpSDAihBDXmKqqzN98kjd+20O22Ya3Uce4PnW5q0lllD0LYdFoyEsFjR46vABtnwat3nXtb0d+450N75BlycKgMfDkLU8ypO6QMq91Y4mL4+T/PYV53z7QaAj5vycJeuQRmUpeXHESjAghxHXiRGouo+duY+OxNAB61Atnwh0NCFDTYdEzsG+RM2FYA+j7UaG+JEk5Sby+7nVWn1oNQOOQxrzV9i2q+lYtUxkc+fkkvvkmGT8tAMCrQ3siJ05E6+9/2fUTojgSjAghxHXE7lD54p8jTF6+H6tdJczXyPsDG9M2Ngh2zIUlL0BeGigaaDESOr0ERm/A2Ury86GfeXfju+RYczBpTTzb9FkG1RpU5hE36T/9ROL4N1HNZvSRkUR+9CEe9epdiSoLIcGIEEJcj3adyuCp2Vs5fDoHgIfaVuP57rUwmVNh6VjYOc+Z0K8K9J4MNW5zXRufHc9ra19z9SXpUqULb7R+o8zzkuTv3cvJp57GGheHYjQS/vrr+A/o75b6CXE+CUaEEOI6lWex8/bve/l2/XEAaof78NG9t1AzzAcOLnf2JcmIcyaufxf0eAe8QwBwqA6+3/s9kzdPxuawEeEVwbsd3i3zasD2jAxOjRlDzirn1PQBg+8l7MUXUQwG91VU3PQkGBFCiOvcir1JjJm/gzM5Fgw6DWN71mZoq2g0tlxY+Tas/8w5e6tHAHR/2zmtfMFjmd0pu3lu1XOczD6JTtHxf7f+H0PrDS3TGjeqw0HKZ1NJ+eQTADwaNybyww9k+K9wGwlGhBDiBnA6y8yY+dtZuf80AO1rhjDproaE+prg1Bb47f8gsWCNm+odofcUCHQO8c2yZPHGujdYemwpAG0j2/J227cJMJVt5d6slSuJH/OCc/hvcDCVP5iCZ9OmbqujuHlJMCKEEDcIVVX5dv1x/rd4L2abgwBPPe/c2ZDu9cLBboV1nzrXubHlg84DOr7onFZeq3MOHz44n4kbJmK2m4nwimBKpynUDapbpjJYjh/n5JP/h/nAAdDrCX/tVQIGDrxCNRY3CwlGhBDiBnMwKYunZm9jT0ImAPc0i+LV3nXxMurgzGFY9DQcdfbxILwh9PsUKjUE4EDaAZ5Z+QxxWXEYtUbGtRpHn5g+Zbq/IzeX+JdeJmvJEgAChgwh7IUxsvqvKDcJRoQQ4gZkttmZvPwAX/xzBFWFasFefHzvLdSP9ANVhW0/ONe5yU8HjQ7ajob2z4HOSKYlkxf/eZF/T/0LwP117md009HoNaVfk0ZVVVI++4yUj539SLxatyZyymS0fmVfSVgICUaEEOIGtvZwCs/O3U5CRj4GrYaxt9dmWOto57wiWUnOKeX3/upMHFLb2UpSuSkO1cFn2z5j2o5pADQNa8qkDpMI8ggq0/0zly4j/sUXUfPyMFStSuWpUzFWr+buaooKToIRIYS4waXnWhgzf4drfZuudcJ4766GBHgVDL/dvdAZlOScdk6W1nIUdH4F9B6siFvBy6tfJseaQ5hnGB91/qjM/Ujy9+7lxOOPY4tPQOPjQ+WPP8KrZUs311JUZBKMCCFEBaCqKt+sc3ZutdgdVPIz8eE9t9C8WqAzQW4qLHkRdsxxvg9rAHfPgqAYjqQf4amVT3Es8xgmrYn/tf0f3aK7len+tjNnOPnk/5G3ZQvo9URMmIBf715urqWoqCQYEUKICmR3fAZP/rCVIyk5aBQYfVtNRnWMRaMpmA7+wFJYOApyU8DoC/2nQp3eZFoyGbNqDGvi1wAwqvEoHmv4WJmmkXeYzcS/8KKrY2vomDEEPTjc7XUUFY8EI0IIUcHkmG28+ssuFmw5BUDn2qFMubsxfp4FHVQz42HecDix3vm+9ZPQZRw2RWHy5sl8u+dbALpHd+fNNm/iofMo9b1Vh4Okd94h7RtnHoFDHyD0hRdk5V9RIglGhBCigpq76QSvLtyF2eYgKtCDqfc1cY62Aee8JH++Duuco2Go0hrumg6+lVhwcAFvrn8Tm8NGncA6fNT5I8K9wkt9X1VVSZ0+g+T33gPAp2cPIt55B43R6OYaiopCghEhhKjAdp3KYOT3mzmRmodBp+GtfvW5u1nUuQR7foVfHgdzJniFwpAFEN6AzUmbeWblM6SZ0wjxCOHjLh9TL6hsq/Zm/LaI+JdeAqsVz+bNiZr6GRovLzfXUFQEpf37Le1rQghxA6of6ceiJ9rRuXYoFpuDMT/t4IX5O8i32p0J6vaFR/6G0HqQkwyz+kD8NpqENeHH3j8S6x/L6bzTDF8ynL/i/irTvf369KbKl1+g8fIid8MG4h5+BHt2jvsrKW4aEowIIcQNys9Tz1cPNOW5bjVRFJiz6QT3f/UfaTkWZ4KgGBj+O0Q2hbw0+KYvnNpMpHck3/b8ljaRbciz5fH0yqeZtXsWZWko92rZkiozZ6Dx9SVvyxZOjBiBPTv7CtVUVHQSjAghxA1Mo1F4onMNvnmwOT4mHZuOp3Hn52s5kZrrTODhD0N+hqiWkJ8B3/SHExvxNnjzSedPGFRrECoqkzZNcvUnKS2PBg2oMn06Gj8/8rZtI+6hh7BnZV2ReoqKTYIRIYSoANrVCOGnka2J8DNx5HQOAz5by86TGc6TJl+4/yeo2sbZh+TbARC3Hp1Gx8stXmZMszEoKMw7MI/HVzxOlqX0AYVH/XpUnTEdrZ8f+dt3EPfgQ9gzM69QLUVFJcGIEEJUEDXDfFgwqg21w31IyTYz6It1rNyf7Dxp9Ib75kF0O7Bkwbd3wLHVKIrCkLpD+LDTh3joPFgbv5ZhS4aRnJtc6vua6talyqyZaP39yd+5k7jhD2JPT78ylRQVkgQjQghRgYT7mZj3WCvaxgaTa7EzYtYm5myMc540eMHguVC9E1hz4Id74PQBADpV6cTMHjMJ9gjmQNoBhvw+hCMZR0p9X1Pt2lSZNQttYCD5u3cTN+Jh6dQqSq1cwcinn35KdHQ0JpOJFi1asGHDhmLTWq1Wxo8fT0xMDCaTiUaNGrGkYBY/IYQQ7udj0jN9WDPuuDUSu0PlhZ928t36486TBk+4d7Zz/hFLFsy5D/Kdj1XqBtXl257fUtW3KvE58TzwxwNsS95W6vuaatWk6qyZaAMCyN+1i1P/9yQOi+UK1FBUNGUORubMmcPo0aMZN24cW7ZsoVGjRnTv3p3k5KKb9F555RWmTZvGxx9/zJ49e3jssccYMGAAW7duvezCCyGEKJpBp+H9gY14tH11AF79ZRcLtzpnbkVvcq5f4xsJKQfg50fB4QCgsk9lvun5DQ2CG5BhzuDhZQ+z6sSqUt/XWKMGUV9MQ/H0JGftOhJefBHVbnd7/UTFUuZJz1q0aEGzZs345BPn7H4Oh4OoqCiefPJJXnzxxYvSR0RE8PLLL/P444+7jt155514eHjw3XffleqeMumZEEKUj6qqvP7rbmatO45WozD1vlvpVq9g1tVTm2F6T7CboeNY6Hjuv+G51lyeW/Uc/576F62i5bVWr3FHjTtKfd/sNWs48dhIsFoJGDyYsFdfKdN6OKJiuCKTnlksFjZv3kzXrl3PZaDR0LVrV9atW1fkNWazGZPJVOiYh4cHq1evLvY+ZrOZzMzMQpsQQoiyUxSFcX3quR7ZPPHDVlYfTHGejGwCvac49/+eAPt+d13nqffkw84f0i+mH3bVzri145i+a3qp7+vdpg2R704ERSHthx9I+ewzd1ZLVDBlCkZSUlKw2+2EhYUVOh4WFkZiYmKR13Tv3p3Jkydz8OBBHA4Hy5cvZ8GCBSQkJBR7nwkTJuDn5+faoqKiik0rhBCiZBqNwrt3NqRHvXAsdgcPf7OJzcfTnCdvuQ+aP+LcX/CIq0MrgF6j5802bzKiwQgApmyewidbPyn15Gi+PXsS9uorAKR8/Alps2e7r1KiQrnio2k+/PBDatSoQe3atTEYDDzxxBMMHz4cTQkrPY4dO5aMjAzXduLEiStdTCGEqNB0Wg0f3tuYdjWCybPaGT5jA7vjC+Yh6f62cw4SSxbMHuycHK2Aoig8detTPHXrUwBM2zGN9za9V+qAJHDwYIJHjQIg8Y3xZP35p3srJiqEMgUjwcHBaLVakpKSCh1PSkoiPLzolR9DQkJYuHAhOTk5HD9+nH379uHt7U316tWLvY/RaMTX17fQJoQQ4vIYdVqmDWlC06oBZObbGDZjI8mZ+aDVw8CCDq1nDsKv/wcXBBsjGozgxebOPiXf7vmW8evH41Adpbpv8JNP4H/PIFBVTo15gfz9+91eN3FjK1MwYjAYaNKkCStWrHAdczgcrFixglatWpV4rclkIjIyEpvNxk8//US/fv3KV2IhhBDl5mnQMX14M2qF+XA6y8zjP2zBaneAdwjc/S1odLBnIeycd9G199W5j/Gtx6OgMP/AfF5e/XKppo9XFIXwV17Bq3Ur1NxcTo4chS019QrUTtyoyvyYZvTo0Xz55ZfMmjWLvXv3MnLkSHJychg+fDgADzzwAGPHjnWl/++//1iwYAFHjhzh33//pUePHjgcDsaMGeO+WgghhCg1X5Oez4c0wceoY+OxNN7+fa/zROUm0OEF5/7i5yDj5EXXDqgxgIntJ6JTdCw6sojnVz2P1WG95D0VnY7IyZPRV62CNT6eU//3FKrMQSIKlDkYGTRoEJMmTeK1116jcePGbNu2jSVLlrg6tcbFxRXqnJqfn88rr7xC3bp1GTBgAJGRkaxevRp/f3+3VUIIIUTZVAv2YvKgxgDMWHOMX7YVzEHSdrRzlI05AxaOcs0/cr6e1XoyueNk9Bo9f8b9yUv/voTdcem5RLT+/kR99hkab29yN20i8a3/lWmlYFFxlXmekWtB5hkRQogrY9LS/Xyy8hAeei0/P96a2uG+kHIIPm8LtjzoMRFaPlbktf+c/IenVj6FzWGjf2x/3mj9Bhrl0v/GzV61yjkHiaoS9uorBN53n7urJa4TV2SeESGEEBXLM7fVdI2weezbzWTkWSE4Frq96Uzw5zg4XXSH0/aV2zOx3UQ0ioaFhxYy4b8JpWrp8O7QgdDnngUg6e0J5Kxf77b6iBuTBCNCCHET02oUPrrnFiL9PTh2Jpdn527D4VCh2QiI6Qy2fOf8I/ai+4V0i+7GW23eQkFh9v7ZTNkypVQBSeCDD+LXry/Y7Zx66mksJ0+5u2riBiLBiBBC3OQCvAx8fn8TDDoNf+5N5vN/DoOiQL9PweQPCdvgn0nFXt8npg+vtHRObjZj1ww+3/H5Je+pKArh48djatgQe0YGp54dLR1ab2ISjAghhKBBZT/e7FcPgMnLDrDrVAb4RkCv950J/nkPTm0p9vq7a93N802fB+CzbZ/xze5vLnlPjdFI5SmT0fj6kr99B8mTp1x+RcQNSYIRIYQQANzdNIoe9cKxOVSembONfKsdGtwF9e4A1Q6LngZ78fOKPFDvAZ5o/AQAkzZNYsXxFcWmPUsfGUnEOxMASJ05k6wVl75GVDwSjAghhACcj07evqMBwd5GDiZnM2lpQcfVnhPB6AcJ22HjVyXm8UjDRxhUaxAqKi/++yK7U3Zf8r4+nTsTOGwYAPFjX5L+IzchCUaEEEK4BHoZePeuBgB8veYo6w6fAe9Q6DrOmeCvtyAzvtjrFUXhxeYv0iayDfn2fJ746wkSsotfGPWs0NHPYGrUEEdmpvQfuQlJMCKEEKKQzrXDuLd5FKoKz83bTma+FZoMh8rNnIvp/fFCidfrNDomtZ9ErH8sKXkpPP7X42Rbsku8RjEYqDxZ+o/crCQYEUIIcZFXetWlSqAnp9LzeOPXPaDRQO8poGhh769wYGmJ13sbvPm0y6cEmYI4mHaQ5/95/pLr2OgjI4mY8DYg/UduNhKMCCGEuIiXUcfkuxuhUeCnLSdZsisRwhtAy5HOBL8/B5bcEvOI8I7gky6fYNKaWH1qNe9ufPeS9/Xp0oXAoUMBiH/pZawXrBIvKiYJRoQQQhSpaXQgj3aIAeCln3dyOssMHceCb2VIj4NVEy+ZR/3g+rzdztna8eO+H5m7f+4lrwl9djSmevVwZGSQ8PIrsn7NTUCCESGEEMV6umsN6lTyJTXHwuu/7QajN9z+nvPkuk8gac8l87it6m08detTALyz4R12nyl5hI1iMBDx7kQUo5Gc1atJ+/HHy66HuL5JMCKEEKJYRp2W9+5qiFajsHhHAsv3JEHt26FWL3DYYNEzRa7se6GH6j9Ep6hOWB1Wnv37WTItmSXfNyaG0Ged69ckv/se5iNH3VIfcX2SYEQIIUSJ6kf68XC76gC8snCnc3TN7e+C3gtOrIdt310yD0VReLPNm0R6R3Iq+xSvrn71ko9fAu6/D6/WrVDz84l/4QVUa9Hr44gbnwQjQgghLunprjWoGuRJUqaZd5fsA7/K0Gms8+Ty1yDnzCXz8DP68X6H99Fr9Px14i++2VPylPGKRkOlt992DvfduZOUz6e5oyriOiTBiBBCiEsy6bVMuMM5Gdp36+PYeCwVWjwGYfUhL80ZkJRCveB6jGk2BoAPNn/AtuRtJabXh4cTPs6Zd8rnn5O3fXv5KyGuWxKMCCGEKJXWMcHc0ywKgBd+2kG+o2DuEXA+qjm+tlT5DKo1iJ7RPbGpNp5b9Rxp+Wklpvfr1QvfXr3Abid+zAs4ckseUixuPBKMCCGEKLWxPesQ4mPkyOkcPl15CKKaw63OeUFYNBpsl57GXVEUxrUeR7RvNEm5SYz9dywOteROsOGvvYouLAzL8eMkvz/ZHVUR1xEJRoQQQpSan6ee8X3rATD178PsS8yErq+DZxCc3gvrPy1VPl56L97v+D4mrYk18Wv4bk/JnWC1fn5U+t//AEj7/ntyN2++rHqI64sEI0IIIcqkZ4NKdK8Xhs2h8sJPO7GbAqCbM1Dg74mQdrxU+dQMqMnzzZ4H4MMtH3Io7VCJ6b3btsHvzjsASHj5FRz5+eWvhLiuSDAihBCizMb3q4+PScf2E+l8u+4YNLoHqrYFWx78MQZKOWvqwJoDaRfZDovDwtjVY7HaSx6+G/bCC+hCQrAcO0bKp5+5oSbieiDBiBBCiDIL8zXxQo/aALy3dD8JmfnQezJo9HBgCexbVKp8FEXhjdZv4G/0Z1/qPj7bXnKAofX1dY2uOTN9Onm7S57NVdwYJBgRQghRLoObV+HWKv7kWOyM+2U3hNSCNv/nPPn7884hv6UQ4hnCuFbjAJi+azpbk7eWmN6na1d8evYAu925do1MhnbDk2BECCFEuWg0ChPuaIhOo7BsTxJLdydC++chqAZkJcAfL5Q6r65Vu9I3pi8O1cFL/75EjjWnxPThr7yC1t8f8759nPn668utirjGJBgRQghRbrXCfXikvXOq+HG/7CbLroMBn4OigR1zYO9vpc7rxeYvUsmrEiezT/LexvdKTKsLCiLs5ZcASPn0M8yHSu78Kq5vEowIIYS4LP/XpQZVAj1JzMzn/WUHoHJTaONcpZffnoaclFLl42Pw4X9t/4eCwk8Hf2Jl3MoS0/v27o1Xh/aoVqvzcY3dfpk1EdeKBCNCCCEui0mv5X8D6gMwa90xtp9Ih45jIbQu5KbA4tGlHl3TLLwZD9R9AIDX171Oen56sWkVRaHS66+j8fIib/t20n6cfblVEdeIBCNCCCEuW7saIfRvHIGqwtgFO7Epeug/FTQ62PML7Pqp1Hk9eeuTVPerTmp+Ku9ufLfEtPpKlQh5djQApz/4AGty8mXVQ1wbEowIIYRwi1d618XfU8+ehEymrzkKEY2dHVoBfn8OspJKlY9Ra+SN1m+goPDbkd/45+Q/JaYPGDQIU/36OLKzSZ5YcvAirk8SjAghhHCLYG8jL/WsA8CU5Qc5kZoL7Z6FSo2cw3x/e6rUj2sahzbm/rr3AzB+3XiyLdnFplW0WsJffx00GjIXLyZnbekW7BPXDwlGhBBCuM3AppVpUS2QPKudV3/ZharRQf/PQWuAA3/A5pmlzuvJW56ksndlknKTmLJ5SolpPerXI2DwYAAS3xiPw2y+nGqIq0yCESGEEG6jKApv39EAg1bD3/tPs2hHAoTVhc6vOBP8MQZObipVXh46D95o/QYAcw/MZWPixhLThzz1f2hDgrEcP86Zr766rHqIq0uCESGEEG4VE+LNqE4xALzx2x4ycq3Q6kmo3RvsFpgzpNT9R5pXas5dNe8CYNzaceTZ8opNq/XxIezFFwE4M+0LLMdLt2CfuPYkGBFCCOF2IzvGEBPiRUq2mXeW7AONxjkZWnAtyIqHecPgEovinTW6yWhCPUM5kXWCT7d+WmJa39tvx6t1K1SLhcQ330ItZR8VcW1JMCKEEMLtjDotbw9oAMCPG+LYeCwVjD5wz/dg9IW4tbD05VLl5WPwca1d8+3eb9l5emexaRVFIfy111AMBnJWryZr6dLLr4y44iQYEUIIcUW0qB7EoKZRALy0YCcWmwOCa8CAac4EG6bBth9KlVf7yu3pVb0XDtXBuHXjsDqKb1UxREcT9PDDACS9PQFHTsnr3IhrT4IRIYQQV8zY22sT7G3gYHI201Yddh6sfTt0cPbt4LenIb7kVXrPeqHZC/gb/TmYdpBv93xbYtqgRx5GX6UKtuRkUqZ9cRk1EFeDBCNCCCGuGH9PA6/2rgvAxysPceR0wXwhHV6Amj3AbobZ95eqQ2uAKYDnmj4HwNRtUzmZdbLYtBqjkbAXnasGp86YgSUu7jJrIq4kCUaEEEJcUX0bRdC+ZggWm4OxC3bicKjODq13fAFBsZB5En4cBJZLP07pG9OX5uHNybfn89b6kjuoenfqhFfr1qhWK0kyM+t1TYIRIYQQV5SiKPyvf3089Fr+O5rK7I0nnCdMfjB4LngEOh/VzH8IHCWvvKsoCq+2fBWDxsCa+DUsObakxLRhL40FrZbsFSvIXrPGndUSbiTBiBBCiCsuKtCT57rXAmDC73tJysx3ngiKgXtng9bonKF1yYuXnDI+2i+ahxs6O6i+s+EdMswZxaY1xsYScJ9zZtakCRNQraUbTiyuLglGhBBCXBXDWkfTKMqfLLONVxfuOveIpUoLuPNLQIENX8C6kucSAXiw/oOulX0vNVV8yOOPo/X3x3LoMGk/znZDTYS7STAihBDiqtBqFCbe2QCdRmHZniT+2JV47mTdftDtLef+sldgzy8l5mXQGnit1WsA/HTwJzYnbS7+vn5+hDz9NACnP/kEW2rqZdVDuJ8EI0IIIa6a2uG+jOronCr+tV92O6eKP6vV49D8EUCFBY/AiQ0l5tUkrAl31rgTcK7say1hRlf/gXdhrF0bR2Ympz/66LLrIdxLghEhhBBX1eOdY11Txf/v9z3nTigK9HgHat0Otnz48R5IK3l9mWeaPEOgKZAjGUeYtWdWsekUrZbwl18CIH3uPPL37XNLXYR7SDAihBDiqjLqtEy8syGKAnM3nWTNoZRzJzVauPMrqNQIcs/A7MFgzi42Lz+jn2vukWnbp3Eq+1SxaT2bNcOnZw9wOEh6e4KsW3MdkWBECCHEVdc0OpAhLasCMHbBTvIs5w3pNXjBPT+AVygk7YKfHwWHo9i8elfvTbPwZuTb83lnwzsl3jfsuedQDAZyN2wge9Uqt9RFXD4JRoQQQlwTY3rUJsLPRFxqLpOX7y980q+yc1E9rQH2LYJVxQcZiqLwSotX0Ck6/j7xNyvjVhabVh8ZSeADQwBInjQJ1WZzR1XEZZJgRAghxDXhbdTx1oD6AHy9+ijbT6QXThDVHPp86NxfNRF2/1xsXtX9qzO03lDAOfdIni2v2LRBjzyC1s8Py6HDpC9YcFl1EO4hwYgQQohrpnPtMPo2isChwgs/7cBqv+BxTOPB0OoJ5/7PIyFhe7F5PdLwESp5VSI+J54vd3xZbDqtry/Bo0YCcPrjj3Hk5l52PcTlkWBECCHENTWuT10CPPXsS8w6t7Lv+W4bD7FdwZYHPw6G7OQi8/HUe/Jic+dqwDN2z+BIxpFi7+l/773oK1fGfjqFMzNmuKUeovwkGBFCCHFNBXkbGdenHgAfrTjEoeQLRs9otHDn1xBUw7mo3oKHi+3Q2imqEx0qd8DmsPH2+reLHTGjMRgIHf0MAGe+no7t9Gn3VUiUmQQjQgghrrl+jSPoWCsEi93Biz/tcK7sez4Pf+cIG50HHPkbNkwrMh9FUXix+YuYtCb+S/yPP47+Uew9fXr2xNSgAWpuLqc/ufQU9OLKkWBECCHENacoCv8b0AAvg5ZNx9P47r8iJjsLqQndC6aMXz4OkvZcnAao7FOZRxo+AsB7m94j21L0PCWKohA25nkA0ufPx3y4iEdE4qqQYEQIIcR1IdLfgzE9agMw8Y99nEovYkRM04egRjewm51TxtvMReY1tN5Qon2jSclLYer2qcXe07NZM7w7dwa7neT3J7ulHqLsJBgRQghx3RjSsipNqgaQY7Hzys87L+7zoSjQ9xPwDIKknbDyf0XmY9AaXJ1Zv9/7PYfSDhV7z9DnngWtluy//iJ340a31UWUngQjQgghrhuagpV99VqFlftP8/vOxIsT+YRBn4LF7tZ8BMdWF5lXm8g2dKnSBbtqZ8KG4qd/N1avjv9ddwGQPOUDmSb+GpBgRAghxHUlNtSHkR1jAXjjt91k5hexGm+d3nDLEECFnx+D/Iwi83q+2fMYtUY2JG5g6fGlxd4zeNRIFKORvC1byPn3X3dUQ5SBBCNCCCGuO6M6xlAt2IvkLDOTlu4vOlGPCRAQDRkn4Pfni0wS6R3JQw0eAmDSxknkWoue4EwfFkbAvfcCcPqDD6V15CqTYEQIIcR1x6TX8r/+zqniv11/nK1xaRcnMvrAHV+CooEdc2Df70XmNbzecCK9I0nKTeLLncXPzBr0yMNoPD3J37OHrGXL3VIPUToSjAghhLgutY4N5o5bI1FV58q+F00VD871a1o/6dxf+lKRo2tMOhMvNHsBgJm7Z3Is41iR99MFBhIw9AEATn/0EardXmQ64X4SjAghhLhuvXx7HfwLpoqfseZo0YnaPw/e4ZB2FNYXPYy3Y1RH2ka2xeaw8c6Gd4p9DBM0fDgaPz8shw+TuWiRu6ohLkGCESGEENetIG8jL91eB4Apyw9yIrWIPh9GH+j6unP/n/cg6+IROGdnZtVr9KyJX8NfJ/4q8n5aX1+CHnL2MTn9yaeo1iI6zwq3k2BECCHEdW1gk8o0rxZIntXOa7/sKrpVo+EgiGwKlmxYMb7IfKr6VmVYvWEAvLfxPcz2oidMC7z/PrTBwVhPnCD9pwXuqoYoQbmCkU8//ZTo6GhMJhMtWrRgw4YNJab/4IMPqFWrFh4eHkRFRfHMM8+Qn59frgILIYS4uSiKwtsDzs098seuIuYe0Wig50Tn/rbv4dTmIvMa0WAEoZ6hnMo+xbd7vi0yjcbTk+BHnNPJp0ydisNcdNAi3KfMwcicOXMYPXo048aNY8uWLTRq1Iju3buTnFz0ks4//PADL774IuPGjWPv3r18/fXXzJkzh5deeumyCy+EEOLmEBvqzcgOMQC8uWgPuRbbxYkqN4VGzuG5/PFCkSv7euo9efrWpwH4YscXJOcW/bfL/55B6CpVwpaURNqPP7qlDqJ4ZQ5GJk+ezMMPP8zw4cOpW7cun3/+OZ6enkyfPr3I9GvXrqVNmzYMHjyY6OhounXrxr333ltia4rZbCYzM7PQJoQQ4uY2qlMslQM8SMjI57OVxSxq1/V1MHjDyY2wc16RSXpV70XDkIbk2fL4cMuHRabRGAwEjxoJwJkvvsSRk+OOKohilCkYsVgsbN68ma5du57LQKOha9eurFu3rshrWrduzebNm13Bx5EjR/j999+5/fbbi73PhAkT8PPzc21RUVFlKaYQQogKyKTX8kqvugB88c8Rjp8pIkDwCYd2zzr3/xwH5otX7NUoGl5s5ly35tfDv7Lz9M4i7+ffvz/6qlWwp6aSNnuOeyohilSmYCQlJQW73U5YWFih42FhYSQmFvEMDxg8eDDjx4+nbdu26PV6YmJi6NixY4mPacaOHUtGRoZrO3HiRFmKKYQQooLqXi+MdjWCsdgdvLloT9GJWj0OAdUgKwFWTykySYOQBvSN6QvAOxvewaFe/EhH0esJfvQxAM5Mn44jr4hVhIVbXPHRNH///Tdvv/02n332GVu2bGHBggUsXryYN998s9hrjEYjvr6+hTYhhBBCURTG9amHTqPw595kVu4ros+HzgjdC1bzXfsxZCYUmdfTtz6Np86THSk7WHxkcZFp/Pr0Rh8Zif3MGdLnznVXNcQFyhSMBAcHo9VqSUpKKnQ8KSmJ8PDwIq959dVXGTJkCCNGjKBBgwYMGDCAt99+mwkTJuAoonOREEIIUZLYUG+Gt4kGnAvpmW1FzJRa63ao0grsZmdAUoQQzxAebvgwAB9s/qDIdWsUvZ6gR50ja8589bWMrLlCyhSMGAwGmjRpwooVK1zHHA4HK1asoFWrVkVek5ubi0ZT+DZarRZAFiISQghRLv/XpQYhPkaOncnl69VFzMyqKM6ZWQE2TYfs00XmM6TuECK9I0nOS+brXV8Xmca/f3/nyJrTp0mfP99dVRDnKfNjmtGjR/Pll18ya9Ys9u7dy8iRI8nJyWH48OEAPPDAA4wdO9aVvk+fPkydOpXZs2dz9OhRli9fzquvvkqfPn1cQYkQQghRFj4mPS/2qA3AJ38dIjGjiLmrYjo7J0Kz5cG6oltHjFojzzd1Bi0zd83kZNbJi9IoBgPBjzhbUM58+RUOi8VNtRBnlTkYGTRoEJMmTeK1116jcePGbNu2jSVLlrg6tcbFxZGQcO753CuvvMKzzz7LK6+8Qt26dXnooYfo3r0706ZNc18thBBC3HQG3BJJk6oB5FrsvP373osTKAp0GOPc3/AV5JwpMp/OVTrTIrwFFoel2KG+fnfcgS40FFtiIhkLfnZXFUQBRb0BnpVkZmbi5+dHRkaGdGYVQgjhsutUBn0+WY2qwrzHWtEsOrBwAlWFLzpAwnZo9xx0ebXIfPan7mfgbwNRUfnu9u9oFNLoojSp33xL0ttvo4+IIGbpEhS9/kpUqUIp7d9vWZtGCCHEDat+pB/3NHPORfXW4r0X90VUFGhf0Dry3zTISysyn1qBtegX2w9wrltT1L/T/e8e6FyzJj6ejF9/dV8lhAQjQgghbmzP3FYTT4OW7SfSWbSjiGG8tW6HsPpgyXIGJMV48pYn8dB5sP30dpYdX3bReY3JRNCDDwKQ8vk0VFsRU9KLcpFgRAghxA0t1MfEYwXr1kxcsu/iob4aDbR/zrm//jPIL3qJkVDPUNeqvlM2T8Fiv7ijasA9g9AGBGA9cYLMxUXPTSLKToIRIYQQN7wR7aoR5mvkZFoe3647fnGCOv0guBbkZ8CGL4rNZ1i9YYR4hHAq+xQ/7rt4gTyNpyeBDzpHj6Z8Pg1V5styCwlGhBBC3PA8DTqeva0WAB+tOEh67gWtGhrNuXlH1n1a5Jo14FzV98lbngRg2o5ppOenX5Qm4N7BaHx9sRw9StZ5826J8pNgRAghRIVwZ5PK1A73ITPfxsd/Hbo4Qf07IDAG8lJhU9ETnAH0jelLzYCaZFmymLbj4j4mWm8vAu69F4AzX30lE3i6gQQjQgghKgStRuGl2+sA8M26Yxev6qvRnlvRd/3nYLcWk4+W55o6+5jM3jeb45kXP/YJHHI/isFA/vYd5G7c6L5K3KQkGBFCCFFhtK8ZQrsawVjtKu8u3X9xggYDwTsMsuJhzy/F5tMqohXtItthU21M2Xzxyr+64GD87hgAOFtHxOWRYEQIIUSF8tLtdVAUWLwjgc3HL5hXRGeAps7huSUN8wV4tumzaBUtK+JWsDV560Xngx58EDQacv75l/z9RQQ+otQkGBFCCFGh1Knky8AmlQF4+/ciJkJr+iBo9HByA5zaXGw+Mf4xDKjhbP2YsnnKRfkYqlTBp3s3wLmiryg/CUaEEEJUOM92q4VJr2Hz8TT+2pdc+KR3KNS/07m//vMS8xnZaCQmrYmtyVv5+8TfF50PGjECgMzff8dy8pQbSn5zkmBECCFEhRPma2Jo62gAJi07gMNxQetIy8ecr7t/hqzEYvMJ9Qzl/rr3A/Dhlg+xOwpPqOZRrx5erVuD3U7qjBluK//NRoIRIYQQFdJj7WPwMerYm5DJ4p0XTBMfcQtEtQSHFTZNLzGf4fWH42vw5XDGYX49fPGaNEEPO1tH0n/6CVtqqtvKfzORYEQIIUSFFOBlYES76gBMWX4Am/2C2VJbPOp83TQdbOZi8/E1+PJIw0cA+HTbp+Tb8gud92zZElO9eqj5+aR99737KnATkWBECCFEhfVg22gCPPUcSclhwdYL+nTU6QO+kZBzGnYtKDGfe2rfQ7hXOEm5SczeN7vQOUVRXK0jad9/jyM31611uBlIMCKEEKLC8jHpGdnRuYjeh38eLLyInlYPzZxBBP9NhRJmUjVqjTze+HEAvtz5JZmWwovt+dx2G/qqVbBnZJA+f757K3ETkGBECCFEhfZAq2jCfI2cSs9j9oYThU82GQY6EyRshxP/lZhPn+p9iPWPJdOSyfSdhfuZKFotQcOdC+ilfvMtqt1eVBaiGBKMCCGEqNBMei1PdK4BwMd/HSLXYjt30jMQGt7t3F8/tcR8tBotT936FADf7/2epJykQuf9+vVD6+eH9eRJsv76y30VuAlIMCKEEKLCG9Q0isoBHqRkm5m19oK1ZloUDPPd+xtknCwxnw6VO3BL6C3k2/OZur1w8KLx8MB/0CAAUmfNclvZbwYSjAghhKjwDDoNT3etCcDnqw6TmX/eInlh9SC6Hah22FTyXCGKovBMk2cAWHhoIXGZcYXOB9w3GHQ68jZtJm/XbvdWogKTYEQIIcRNYcAtkcSGepORZ+Wrf48WPtnsIefrtu/Bbrv44vPcEnoL7SLbYVftF7WO6MPC8O3ZE4DUb6R1pLQkGBFCCHFT0GoURt/mbB2ZsfooGbnntY7U6gWewZCVAAeXXTKvx29xjqxZfGQxh9MPFzoXOHQoAJm//4E1Kfmia8XFJBgRQghx0+hRL5xaYT5kmW18vea81hGdARrf69zfcukWjXpB9ehSpQsqKp9t+6zQOY/69fBo0gRsNtJ++MGdxa+wJBgRQghx09BoFP6vi3NkzYw1R8nIO6915FZniwYHl0HGpRe9G9V4FAoKy44vY1/qvkLnAoc+AED67Nk48vLcU/gKTIIRIYQQN5We9cOpGeZNVr6NGee3jgTXgKptQHU4+45cQs2AmvSI7gE4p4k/n0+XLugrV8aekUHGr7+5tfwVkQQjQgghbioajcKTBfOOTF99tPDImrOtI1u+BYejiKsLG9l4JBpFw98n/mbn6Z2u44pWS+AQ52q/qd98g1rC7K5CghEhhBA3odsbVCI21JvMfBuz1hw7d6JuXzD5Q0YcHLn0xGXV/KrRp3of4OLWEb8770Tj5YXl8GFyVq92Y+krHglGhBBC3HS0GoUnO8cC8NXqo2SdbR3Re0Cje5z7m0s3NPexRo+hU3SsiV/D5qTN5+7h7Y3/XXcCkDpThvmWRIIRIYQQN6XeDSOICfEiI8/KN+vOm5X17KOa/b9D9qWH5lb2qcyAGgMA+GTrJ4UeyQQMGQIaDTlr1mA+dMit5a9IJBgRQghxU9Ke13fky3+PkG0umOwsrC5UbgYOW6k6sgI80vARDBoDm5I2sT5hveu4oXJlfLp0BpBhviWQYEQIIcRNq0+jCKoHe5Gea+WbdcfOnXB1ZP0GStH5NNwrnIG1BgIwdfvUwq0jgwcDkLHwF+zZ2W4re0UiwYgQQoibllaj8GQXZ9+RL/85Qs7Z1pH6d4DBB1KPwLF/S5XXg/UfxKAxsDV5KxsTN7qOe7ZsiaF6dRy5uWT88ovb61ARSDAihBDiptanYQTVgr1Iy7Xy3fqCviMGL2hwl3O/lB1ZQz1DubOms8Pq5zs+dx1XFMXVOpL2w48yzLcIEowIIYS4qem0GkZ1jAHgy3+Pkm+1O080KXhUs/dXyE0tVV4P1n8QvUbPxsSNhUbW+PXvh8bTE8vhw+T+959by18RSDAihBDiptf/lkgi/T1IyTYzb9MJ58GIWyC8AdgtsOunUuUT7hVO/9j+AEzbPs11XOvtjW+/vgCkfS8dWS8kwYgQQoibnl6r4bEO1QH4fNURrPaC2Vcb3+d83Vb6AOKhBg+hU3SsS1jHtuRtruOBBY9qsv76C2tiolvKXVFIMCKEEEIAA5tGEext5FR6Hgu3FiyU12AgaHQQvwWS95WcQYFI70j6xjpbQabtONc6YqxRA89mzcBuJ23OHLeX/0YmwYgQQggBmPRaHm5XDYCpqw5jd6jgFQw1ujsTbC9968iI+iPQKlpWn1rNrpRdruMB9zlbR9LnzUe1WNxX+BucBCNCCCFEgftaVsXPQ8+R0zks2VXwKKXxvc7XHXPBYS9VPlG+UfSq3gso3HfEp0sXdKGh2FNSyFy23K1lv5FJMCKEEEIU8DbqGNY6GoBPVh5yDsOt0R08AiErAQ6vLHVeDzd42Lmi78m/2XtmLwCKXo//oLsBSPu+dLO73gwkGBFCCCHOM7xNNJ4GLXsTMvl7/2nQGZx9R6BMj2qi/aLpEd0DgC92fOE67j9wIOh05G3dSv7evW4t+41KghEhhBDiPP6eBu5vWRU4r3Xk7KOavYsgL73UeT3S8BEUFP6M+5MDaQcA0IeG4tvtNkDWqzlLghEhhBDiAiPaVsOg07D5eBrrj6RCpcYQWhfsZtj9c6nzifGP4baqzsBjxq4ZruOu9Wp+W4Q9M9OtZb8RSTAihBBCXCDU18SgplEAfPb3IVAUaFTQOlKGOUfAOe8IwB9H/+BUtnPIsEeTJhhr1EDNzyfj19/cV/AblAQjQgghRBEeaV8drUbh34MpbD+RDg3vBkUDJzdAyqFS51M3qC6tI1pjV+3M2u1c50ZRFPwHDQIgfc7sm369GglGhBBCiCJEBXrSr3EEAJ+vOgw+4RDb1Xly+49lyuuh+s7WkQUHF3Am7wwAfv36onh4YD54iLytW91X8BuQBCNCCCFEMR7r4FxAb8nuRA6fzj73qGb7bHA4Sp1Ps/BmNAhugNlu5od9zsc8Wh8ffG/vCUDa7NnuLfgNRoIRIYQQohg1w3zoWicMVYUvVh2BWreDyQ8yT8Kxf0qdj6IortaRH/f9SLYlG4CAe+4BIGvJUmxpae6vwA1CghEhhBCiBCM7OltHFmw9SWIuUP9O54kydmTtVKUT0b7RZFmymH9gPgCm+vUx1q2DarGQsfAXdxb7hiLBiBBCCFGCJlUDaB4diNWuMn3NUWjkHJbL3t/AnF3qfDSKhgfrPwjAN3u+wWK3oCgKAYOcrSPpc+bctB1ZJRgRQgghLuFs68j364+TEdgIAmPAmgv7FpUpn97VexPqGcrpvNP8dtg5pNe3Vy80Xl5Yjh0j978Nbi/7jUCCESGEEOISOtYKoXa4DzkWO9/+dxwaOoflsmNOmfLRa/UMrTsUgBm7Z2B32NF6e+HbpzcAaXNuzo6sEowIIYQQl6Aoiqt1ZMaaY+TXKeg3cuRvyEosU1531bwLX4MvxzOPsyJuBXBeR9Y/V2BLSXFbuW8UEowIIYQQpdCrQSUqB3hwJsfC3CM6iGoBqgN2zi9TPp56TwbXcfY7+WrnV6iqiql2bUyNGoLVSvqC0k83X1FIMCKEEEKUgk6r4dH21QGYtuoI9voFK/nuKPujlcG1B2PSmtibupcNic5+Iq6OrHPnopZhDpOKQIIRIYQQopQGNo0iyMvAqfQ8ltAaNHpI3AlJe8qUT4ApgP6x/YFzC+j59uyBxscH68mT5KxZ6+6iX9ckGBFCCCFKyaTX8mDbagB8tPYMag3nirxl7cgK8EC9B9AoGtbEr2F/6n40Hh749e8PQPrcsud3I5NgRAghhCiD+1tWxcugZX9SFruDndO5s3NemaaHB4jyieK2qs5gZubumQAE3O189JO18m9sp0+7rczXOwlGhBBCiDLw89AzuEUVACYcrgpGP8g8BcfXlDmv4fWGA7Dk6BISshMw1qiBR+PGYLORvnChG0t9fZNgRAghhCijB9tWQ69VWHMsm5SqBa0j5ejIWi+4Hs3Dm2NTbXy791sA/AfeBUD6/Pk3zYysEowIIYQQZVTJz4N+jSMBmJndwnlwz69gzStzXsPrO1tHfjrwE5mWTHx79EDj5YX1eBy5Gza6rczXMwlGhBBCiHJ4rINzmO9nR0OwekeCORP2/1HmfNpEtKFGQA1ybbnM3T8XjZcXvr16AZA+b55by3y9kmBECCGEKIfYUB+61gnDoWr416Oz8+COuWXOR1EUV9+R7/d+j8VuwX9gQUfWZcuwp6e7q8jXrXIFI59++inR0dGYTCZatGjBhg3FL+zTsWNHFEW5aOtVEPUJIYQQN6qRHZ2tI+/FN3YeOLQccso+nXuPaj0I8wwjJS+FRUcWYapfD2Pt2qgWCxm//ubGEl+fyhyMzJkzh9GjRzNu3Di2bNlCo0aN6N69O8nJyUWmX7BgAQkJCa5t165daLVaBhZEfUIIIcSNqknVQJpFB7DXXokEz9rgsMGuBWXOR6/RM6TuEMA5CZqKeq4j67x5Fb4ja5mDkcmTJ/Pwww8zfPhw6taty+eff46npyfTp08vMn1gYCDh4eGubfny5Xh6ekowIoQQokJ4rINzAb1ZOQUdWXeW/VENOBfQ89H7cCzzGKtOrMKvd28UoxHzwYPk79jhruJel8oUjFgsFjZv3kzXrl3PZaDR0LVrV9atW1eqPL7++mvuuecevLy8ik1jNpvJzMwstAkhhBDXo061QqkR6s1P5hY40MDJjZB6pMz5eOm9uLvW3YBzEjStnx++PboDzmG+FVmZgpGUlBTsdjthYWGFjoeFhZGYeOkllDds2MCuXbsYMWJEiekmTJiAn5+fa4uKiipLMYUQQoirRqNReLRDDKfx5z+lgfPgjvKNghlcZzA6jY4tyVvYeXon/nc5H9VkLP4de3aOu4p83bmqo2m+/vprGjRoQPPmzUtMN3bsWDIyMlzbiRMnrlIJhRBCiLLr2yiCSn4m5plbOQ/snAvl6OcR6hnK7dVuB2DWnll4NG2KIToaNTeXzD9+d2eRrytlCkaCg4PRarUkJSUVOp6UlER4eHiJ1+bk5DB79mweeuihS97HaDTi6+tbaBNCCCGuVwadhofaVmOpoxn5GODMIYjfWq68Hqj7AADLjy/nVPap8zqyVtxHNWUKRgwGA02aNGHFihWuYw6HgxUrVtCqVasSr503bx5ms5n777+/fCUVQgghrmP3Nq+CzsOXZfYmzgPlmHMEoFZgLVpHtMahOvh+7/fOlXx1OvJ37CB//373Ffg6UubHNKNHj+bLL79k1qxZ7N27l5EjR5KTk8Pw4c4JWx544AHGjh170XVff/01/fv3Jygo6PJLLYQQQlxnvIw6hrSsykJ7GwDUXT+B3VauvIbWHQrAgoMLyPXR49PZOala+k8/uaew15kyByODBg1i0qRJvPbaazRu3Jht27axZMkSV6fWuLg4EhISCl2zf/9+Vq9eXapHNEIIIcSNalibaP7TNCZV9UbJSYajf5crn1YRrVxTxM8/MB//u+4EIPPX33BYLG4s8fVBUW+AmVQyMzPx8/MjIyND+o8IIYS4rr2ycCc1N73BA7rl0PAeuGNaufJZeGghr655lVCPUP7ov5jjt/XAlpRE5AcfuIb8Xu9K+/db1qYRQggh3OiRdjH84nA+qrHv/Q0s5RuSe3u12wn2CCY5L5mlJ5Y7+44A6T+XfYbX650EI0IIIYQbVQnypFK99hx3hKK15pRrJV8Ag9bAfXXuA2DW7ln49e8HQM6/q7FeMKr1RifBiBBCCOFmj3WMZWFB60je5h/Lnc/AmgPx0HmwP20/W4yJeDRtAg4HGQt/cVdRrwsSjAghhBBuVj/Sj5OVewNgOLayXCv5AvgZ/egf2x9wToLmf4ezI2v6gp8q1OJ5EowIIYQQV0C/Lh3Z4aiGFjvZW8o35wjAkDpDUFBYc2oNyS1i0Hh6Yj0eR97mzW4s7bUlwYgQQghxBbSJDWK9t3Nh2cwNP5Q7nyjfKLpU6QLA98d/wuf2ngCk/1RxOrJKMCKEEEJcAYqiUK3jEOyqQkTWTvISyz976gP1nFPELzq8CE2vggBnyZIKs3ieBCNCCCHEFdK5aUM26G4F4OiiyeXOp3FIYxoEN8DisPCzaQ+GatVQ8/LIWlK+kTrXGwlGhBBCiCtEq1HIufVRAKqd/BlLZvk6siqKwpC6QwCYfWAO3gP6AhXnUY0EI0IIIcQV1Pa2O9lHNTwwc3DxlHLn07VqV8K9wknNT+W/Rh6g1ZK3dSvmI0fcWNprQ4IRIYQQ4goyGXScqPMwABEHvsVhzi1XPnqNnvtqOydBm5G4EO/27QHIWHDjt45IMCKEEEJcYS36PEi8GkyAmsG+pV+UO587at6Bh86DQ+mHSOxUF4D0hb+g2sq3OvD1QoIRIYQQ4grz9fRgb/T9APhtn4bqsJcvH4Mvd9S4A4AZfjvQBgZiT0khe/Vqt5X1WpBgRAghhLgKGvb9PzJULyLt8Rz4p/yToN1X+z4UFP5NXIfarR0AGT8vdFMprw0JRoQQQoirICQoiG1hzlYNzdqPyp1PlG8Unat0BuCP2nkAZP/1F7a0tMsv5DUiwYgQQghxlcT0fhazqqOGZQ9Htqwodz5nh/l+Z1uDrlYNVKuVzN9/d1cxrzoJRoQQQoirpHKVamzx7wZA1l/lnwTt1tBbqRdUD7PdzL6WlQBu6JV8JRgRQgghrqKQbs8B0CBrDacO7ShXHudPgjYtbC/odOTv3In54EG3lfNqkmBECCGEuIpi6zVhq0dLNIrKqd/fK3c+3aK7EeoZynFtGtnNagGQvnChm0p5dUkwIoQQQlxlxvZPA9DozB+kJJ0sVx56jZ57a98LwK81swDI+PXXG3LOEQlGhBBCiKusTovuHNDVxKhYObjog3LnM7DmQExaE7+FnUL188F+OoWcNWvcV9CrRIIRIYQQ4ipTNBqyChbQq31iDvm52eXKx8/oR9+Yvti1CjtvDQAg/Qacc0SCESGEEOIaaHTbAyQQQgCZbP+9/FPE31fHuV7Nd9XiAchesQJ7ero7injVSDAihBBCXAM6vYHjNR4AIHzP1zjs5Zsivrp/ddpEtuFYGGRUCXDOOfLHH+4s6hUnwYgQQghxjdTr/QRZqgdVHSfZuWpeufN5oI4zqFlcMCPrjfaoRoIRIYQQ4hrx8Qtkd3h/ALTrp5Y7n1YRrajuV52/altxaDXk79iB+dAhN5XyytNd6wK4i8PhwGKxXOtiiJuQwWBAo5G4XghRPtG9nsX29RzqW7ZxaMdaYhu2LnMeiqJwf937GZ8xnt01DDTYl0fGwoWEPvfcFSix+1WIYMRisXD06FEcDse1Loq4CWk0GqpVq4bBYLjWRRFC3IDCq9Rgs29HmmT9Rfqfk6EcwQhA7+q9+XDLhyypm0aDfZDxy6+EPPMMilbr5hK73w0fjKiqSkJCAlqtlqioKPkXqriqHA4H8fHxJCQkUKVKFRRFudZFEkLcgHw7PwO//EWjjL9IOnmYsMoxZc7DQ+fB3TXvZnruF+R56vA4fZqcdevxbtvmCpTYvW74YMRms5Gbm0tERASenp7XujjiJhQSEkJ8fDw2mw29Xn+tiyOEuAHVuKU9e/5oQF3LTo4s/oCwRz8uVz6Dag1ixq4ZrKptpscWyPjllxsiGLnhmxHsBUOhpIlcXCtnv3v2cg7LE0IIAEuzkQDUS/iJnKz0cuUR5hVGt+hurGrg/POetXw59uwcdxXxirnhg5GzpHlcXCvy3RNCuEPDzvdwQonAlxx2Lvq03PkMqTuEw5UgPkhBzc8na+lSN5byyqgwwYgQQghxI9NotcTXGQ5A5QPflHsStPrB9Wkcegur6jv/oZTxyy9uK+OVIsGIEEIIcZ1ocPujZOJJZTXxsiZBu6/uffxTT8GhQO6GDVhPnXJjKd1PgpEKZtiwYfTv3/+K5d+xY0eefvrpK5a/EELczDy9/dgT1g8AZcOX5c6nS5Uu6CqFs7tKQevIb7+5pXxXigQjokwWLFjAm2++eVl5/PPPP/Tp04eIiAgURWHhwoUXpUlKSmLYsGGuUVI9evTg4MGDhdLk5+fz+OOPExQUhLe3N3feeSdJSUmF0sTFxdGrVy88PT0JDQ3l+eefx2azXVb5hRDiSorq/hQOVaFh/ibiDmwrVx56jZ57a9/LP2cf1Sz8BVVV3VhK95JgRJRJYGAgPj4+l5VHTk4OjRo14tNPi+6gpaoq/fv358iRI/zyyy9s3bqVqlWr0rVrV3JyzvUKf+aZZ/jtt9+YN28eq1atIj4+njvuuMN13m6306tXLywWC2vXrmXWrFnMnDmT11577bLKL4QQV1Jk9Tps92oFQMKyj8qdz10172J7XQ/y9WA5doz8HTvcVUS3q3DBiKqq5Fps12QrS9TZsWNHnnzySZ5++mkCAgIICwvjyy+/JCcnh+HDh+Pj40NsbCx/nLfyot1u56GHHqJatWp4eHhQq1YtPvzwwxLv43A4mDBhguuaRo0aMX/+fNf5tLQ07rvvPkJCQvDw8KBGjRrMmDGjxHKf/5gmOjqat99+mwcffBAfHx+qVKnCF1+UvBR2z549eeuttxgwYECR5w8ePMj69euZOnUqzZo1o1atWkydOpW8vDx+/PFHADIyMvj666+ZPHkynTt3pkmTJsyYMYO1a9eyfv16AJYtW8aePXv47rvvaNy4MT179uTNN9/k008/laUDhBDXNV3LxwCof3oxmelnypWHn9GPrnX7sKGms3UkvYhW6OvFDT/p2YXyrHbqvnZthjHtGd8dT0PpP9JZs2YxZswYNmzYwJw5cxg5ciQ///wzAwYM4KWXXmLKlCkMGTKEuLg4PD09cTgcVK5cmXnz5hEUFMTatWt55JFHqFSpEnfffXeR95gwYQLfffcdn3/+OTVq1OCff/7h/vvvJyQkhA4dOvDqq6+yZ88e/vjjD4KDgzl06BB5eXllqvf777/Pm2++yUsvvcT8+fMZOXIkHTp0oFatWmXK5yyz2QyAyWRyHdNoNBiNRlavXs2IESPYvHkzVquVrl27utLUrl2bKlWqsG7dOlq2bMm6deto0KABYWFhrjTdu3dn5MiR7N69m1tuuaVc5RNCiCutfts+HP87iqqOE6z/fSotB79Srnzur3M/rzaYS/vdKumLFxM2diya63BergrXMnIjadSoEa+88go1atRg7NixmEwmgoODefjhh6lRowavvfYaZ86cYUdB05per+eNN96gadOmVKtWjfvuu4/hw4czd+7cIvM3m828/fbbTJ8+ne7du1O9enWGDRvG/fffz7Rp0wBnn4pbbrmFpk2bEh0dTdeuXenTp0+Z6nH77bczatQoYmNjeeGFFwgODmblypXl/lzOBhVjx44lLS0Ni8XCxIkTOXnyJAkJCQAkJiZiMBjw9/cvdG1YWBiJiYmuNOcHImfPnz0nhBDXK0WjIbH2UAAqH/yu3MN8Y/xj8GnZmlRvIDOL7L//dl8h3ajCtYx46LXsGd/9mt27LBo2bOja12q1BAUF0aBBA9exs384k5OTXcc+/fRTpk+fTlxcHHl5eVgsFho3blxk/ocOHSI3N5fbbrut0HGLxeJqFRg5ciR33nknW7ZsoVu3bvTv35/Wrcu2SNP59VAUhfDw8EJlLiu9Xs+CBQt46KGHCAwMRKvV0rVrV3r27Hldd8ASQgh3qt/zYTL3TKaymsD2VT/RqHPRLeCXcl/9Ifxbfw391quk/rwA327d3FzSy1fhghFFUcr0qORaunAdE0VRCh07O7Pn2dWIZ8+ezXPPPcf7779Pq1at8PHx4b333uO///4rMv/s7GwAFi9eTGRkZKFzRqMRcPbfOH78OL///jvLly+nS5cuPP7440yaNOmy6nG5Kyg3adKEbdu2kZGRgcViISQkhBYtWtC0aVMAwsPDsVgspKenF2odSUpKIjw83JVmw4YNhfI9O9rmbBohhLheefn4sz6sHy2TfkTZMA3KGYy0jWzLrJaVYf0Jcv/5F1taGrqAADeX9vLIY5obyJo1a2jdujWjRo3illtuITY2lsOHDxebvm7duhiNRuLi4oiNjS20RUVFudKFhIQwdOhQvvvuOz744INLdkC9mvz8/AgJCeHgwYNs2rSJfv2c4++bNGmCXq9nxYoVrrT79+8nLi6OVq2cvdBbtWrFzp07C7XSLF++HF9fX+rWrXt1KyKEEOXgjmG+GkVDlw7DOBwOit1BxqJF7i2kG9wYTQgCgBo1avDNN9+wdOlSqlWrxrfffsvGjRupVq1akel9fHx47rnneOaZZ3A4HLRt25aMjAzWrFmDr68vQ4cO5bXXXqNJkybUq1cPs9nMokWLqFOnzhWtR3Z2NocOHXK9P3r0KNu2bSMwMJAqVaoAMG/ePEJCQqhSpQo7d+7kqaeeon///nQraF708/PjoYceYvTo0QQGBuLr68uTTz5Jq1ataNmyJQDdunWjbt26DBkyhHfffZfExEReeeUVHn/8cVfLkBBCXM8iq9dhm1dLGueuI2HZR1SpOb1c+fSP7c+ERpOISczj1NzvCBoyxM0lvTwSjNxAHn30UbZu3cqgQYNQFIV7772XUaNGFRr+e6E333yTkJAQJkyYwJEjR/D39+fWW2/lpZdeApwrzo4dO5Zjx47h4eFBu3btmD179hWtx6ZNm+jUqZPr/ejRowEYOnQoM2fOBCAhIYHRo0eTlJREpUqVeOCBB3j11VcL5TNlyhQ0Gg133nknZrOZ7t2789lnn7nOa7VaFi1axMiRI2nVqhVeXl4MHTqU8ePHX9H6CSGEO2lbjoS/1lH/9GKyMlLx8Qsscx6eek+C+g3AtvwH9AfjyN+/H1M5RzxeCYp6A/QIzMzMxM/Pj4yMDHx9fQudy8/P5+jRo1SrVq3QUFAhrhb5DgohriTV4SDurYbOYb61XqDlvS+VK5+4zDhWDOlBy/0q+nsGEPv6224u6cVK+vt9PukzIoQQQlzHFI2GxJr3ARB+8AfUcg4QqOJbhaSO9QDIWfwH6nU0+aMEI0IIIcR1rk6PR8hVjUQ7TrD3v/JP7Nmi/6OkeYEhK5/Uv/50YwkvjwQjQgghxHXO1z+IXUHODvx5a8s/4rF91U5sucW5vtiRH75yS9ncQYIRIYQQ4gYQ2MG5Xk2DzFWcSTpZrjy0Gi3+BQuKem7ai+30abeV73JIMCKEEELcAGIbteWAriYGxc6BJVPLnU+PTiM4GKGgccD+OddH64gEI0IIIcQNIr3eAwBUPTa33OvVBHsEc7pTfQAyf154XSyzIcGIEEIIcYNo0G0YmXgRoSaz858F5c7n1vuewqID/1OZpGxZ78YSlo8EI0IIIcQNwsPLh/9v787DqqrWB45/DwjIiUmR4YCMagqCCFoE2s8JRTPv1QbN1ItDdjWc4FpOqZUFmZlalqRe02ww9Wr10xRnTfPiiOaEgCZaDJoiAgrKWb8//HnqKBqTHTm9n+fZzwN7rb32+7qPz3nZw9rHXJ8EQO39d5XHaekXyfGgm/N+HPt0bo3EVh1SjAghhBC1iEfUSwAEF/2XnKz0Ko2h0Wiw79UTALvtqdy4drWmwqsSKUZMRCnFiy++SP369dFoNKSmpposlp9++um+xrBt2zY0Gg35+fn3ZXwhhPgr8X64JUetQ7DUKE5v+OiPN7iL9j1HcsFRg/aantSVH9dghJUnxYiJrF+/nsWLF7NmzRqys7MJCgoydUj3TWRkJNnZ2Tg6OlZrnFGjRtGqVStsbGxo2bJluX2WL19Oy5Yt0Wq1+Pj4MGPGjDv6bNu2jbCwMGxsbGjcuLHhfTi/9+GHH+Lr60vdunUJDw9nz5491YpdCCFq0rWWgwBocm4V10tLqjTGQzZ2XGh/87vn4n9W1lhsVSHFiIlkZmai0+mIjIzE3d2dOnXM952F1tbWuLu7o9Foqj3W4MGD6dOnT7lt69ato1+/fgwbNowjR47w0UcfMWvWLObO/e166OnTp+nevTsdOnQgNTWVMWPG8MILL5Cc/NuMhl999RXx8fFMnTqVAwcOEBISQnR0NHl5edWOXwghakKLqOe5gBMNyOfHzV9UeZzgAaMA8Dz+K7+c+rGmwqs08ytGlILSItMsFXw8auDAgYwcOZKsrCw0Gg2+vr4A6PV6EhMT8fPzw9bWlpCQEFau/K1avXW5Izk5mdDQUGxtbenYsSN5eXmsW7eOgIAAHBwceP755ykuLjZst379etq2bYuTkxPOzs48+eSTZGZm3jPGI0eO0K1bN+zs7HBzc2PAgAFcuHDB0L5y5UqCg4OxtbXF2dmZqKgoioqKyh3r9ss0ixcvxsnJieTkZAICArCzs6Nr165kZ2ffM6b333+f2NhY/P39y21funQpPXv2ZNiwYfj7+9O9e3cmTJjA9OnTDY+uJSUl4efnx8yZMwkICGDEiBE888wzzJo1yzDOe++9x9ChQxk0aBCBgYEkJSWh1WpZtKhqr+4WQoiaZmVtQ7pnLwCsUxdXeZzGQW0528ieUis4s39bzQRXBeb35/j1YkjwMM2+J/4C1g/9Ybc5c+bQqFEj5s+fz969e7G0tAQgMTGRzz77jKSkJJo0acKOHTvo378/Li4utGvXzrD9a6+9xty5c9FqtfTu3ZvevXtjY2PDF198QWFhIb169eKDDz5g3LhxABQVFREfH0+LFi0oLCxkypQp9OrVi9TUVCws7qxH8/Pz6dixIy+88AKzZs3i6tWrjBs3jt69e7Nlyxays7Pp27cv77zzDr169eLKlSt8//33lXpWvbi4mHfffZelS5diYWFB//79GTt2LJ9//nmFx7hdSUkJWq3WaJ2trS3nzp3jzJkz+Pr6snv3bqKiooz6REdHM2bMGABKS0vZv38/EyZMMLRbWFgQFRXF7t27qxybEELUNL/oWMr+vZigklTOph/Cq0lIlcZpOuMD6nv6Y+/oUsMRVpz5FSO1gKOjI/b29lhaWuLu7g7c/CJNSEhg06ZNREREAODv78/OnTv5+OOPjYqRN998kzZt2gAwZMgQJkyYQGZmpuGMwTPPPMPWrVsNxcjTTz9ttP9Fixbh4uLCsWPHyr1XZe7cuYSGhpKQkGC0jZeXFydPnqSwsJAbN27w1FNP4ePjA0BwcHCl/g2uX79OUlISjRo1AmDEiBG88cYblRrjdtHR0cTFxTFw4EA6dOhARkYGM2fOBCA7OxtfX19ycnJwc3Mz2s7NzY2CggKuXr3KpUuXKCsrK7fPiRMnqhWfEELUJHfvJhzSPkLI1T2c27IQryYfVGkcn8DwGo6s8syvGLHS3jxDYap9V1FGRgbFxcV07tzZaH1paSmhoaFG61q0aGH42c3NDa1Wa3Tpws3NzeiGy/T0dKZMmUJKSgoXLlxA//+vn87Kyiq3GDl06BBbt27Fzs7ujrbMzEy6dOlCp06dCA4OJjo6mi5duvDMM89Qr169Cuer1WoNhQiATqer9j0ZQ4cOJTMzkyeffJLr16/j4ODA6NGjee2118o9AySEELWdPjQGfthDk+xvuV76LlbWNqYOqUrMrxjRaCp0qeRBU1hYCMDatWvx9PQ0arOxMf5wWVlZGX7WaDRGv99ad6vgAOjRowc+Pj4sWLAADw8P9Ho9QUFBlJaW3jWWHj16MH369DvadDodlpaWbNy4kR9++IENGzbwwQcfMGnSJFJSUvDz86tQvuXFXN0piTUaDdOnTychIYGcnBxcXFzYvHkzgKFYc3d3Jzc312i73NxcHBwcsLW1xdLSEktLy3L73DqLJYQQD4qg9s9y4YdJNCCfg9tWENqlv6lDqhL5c/EBERgYiI2NDVlZWTRu3Nho8fLyqvK4v/76K2lpabz66qt06tSJgIAALl26dM9twsLCOHr0KL6+vnfE8tBDNws9jUZDmzZteP311zl48CDW1tasXr26ynHWJEtLSzw9PbG2tubLL78kIiICF5eb10IjIiIMBcotGzduNFwas7a2plWrVkZ99Ho9mzdvNvQRQogHhZW1Dem6vwFgcfBTE0dTdVUqRio7B0N+fj6xsbHodDpsbGx4+OGH+e6776oUsLmyt7dn7NixxMXFsWTJEjIzMzlw4AAffPABS5YsqfK49erVw9nZmfnz55ORkcGWLVuIj4+/5zaxsbFcvHiRvn37snfvXjIzM0lOTmbQoEGUlZWRkpJCQkIC+/btIysri1WrVnH+/HkCAgKqHGdFZGRkkJqaSk5ODlevXiU1NZXU1FTDGZ4LFy6QlJTEiRMnSE1NZfTo0axYsYLZs2cbxhg2bBinTp3ilVde4cSJE3z00UcsX76cuLg4Q5/4+HgWLFjAkiVLOH78OMOHD6eoqIhBgwbd1/yEEKIqGnZ6EYCg4j3knrv3k5IPqkpfprk1B0NSUhLh4eHMnj2b6Oho0tLScHV1vaN/aWkpnTt3xtXVlZUrV+Lp6cmZM2dwcnKqifjNyrRp03BxcSExMZFTp07h5OREWFgYEydOrPKYFhYWLFu2jFGjRhEUFETTpk15//33ad++/V238fDwYNeuXYwbN44uXbpQUlKCj48PXbt2xcLCAgcHB3bs2MHs2bMpKCjAx8eHmTNn0q1btyrHWREvvPAC27dvN/x+616a06dPGx6PXrJkCWPHjkUpRUREBNu2bePRRx81bOPn58fatWuJi4tjzpw5NGzYkIULFxIdHW3o06dPH86fP8+UKVPIycmhZcuWrF+//o6bWoUQ4kHg1TiYo9bBNC/9kVMb5+M26M5L7A86jarkhfrw8HAeeeQRw0RSer0eLy8vRo4cyfjx4+/on5SUxIwZMzhx4sQd9wlUVEFBAY6Ojly+fBkHBwejtmvXrnH69Gn8/PyoW7dulcYXojrkMyiEMLV9386j9YHxZOOC2+Q0LP5/yghTu9f39+9V6jLNrTkYfj9Pwx/NwfDtt98SERFBbGwsbm5uBAUFkZCQQFlZ2V33U1JSQkFBgdEihBBCiPIFRQ2gAC06znN017emDqfSKlWMXLhw4a5zMOTk5JS7zalTp1i5ciVlZWV89913TJ48mZkzZ/Lmm2/edT+JiYk4OjoalurcwCmEEEKYu7paO4436ApA6Z7Fpg2mCu770zR6vR5XV1fmz59Pq1at6NOnD5MmTSIpKemu20yYMIHLly8blrNnz97vMIUQQoharUG7fwIQfOV7Lp2/9+s1HjSVKkYaNGhQ6TkYdDodDz/8sGHKc4CAgABycnLuOs+FjY0NDg4ORosQQggh7q5R8GOk12mCtaaMtA0LTB1OpVSqGKnKHAxt2rQhIyPDaBKukydPotPpsLa2rmLYQgghhLjdxabPAeCeuRz1u+/dB12lL9P80RwM//jHP4xeMjZ8+HAuXrzI6NGjOXnyJGvXriUhIYHY2Niay0IIIYQQBHYZTLGywVd/lrT9W0wdToVVep6RP5qDISsry+g9IF5eXiQnJxMXF0eLFi3w9PRk9OjRhpe4CSGEEKJm2DvWZ2+9jjySv46CXf+GR6L+eKMHQKXnGTEFmWdEPMjkMyiEeJAcT0kmYF1vipUNauxJHrJ3Mlks92WeEfHgGzhwID179rxv47dv354xY8bct/GFEEJUT7NHOnNOo0OrKeHY5s9NHU6FSDEiKmXVqlVMmzatWmPs2LGDHj164OHhgUaj4euvv76jT25uLgMHDsTDwwOtVkvXrl1JT0836tO+fXs0Go3RMmzYMKM+WVlZdO/eHa1Wi6urKy+//DI3btyoVvxCCPEg01hYcNanJwDaY1+ZNpgKkmJEVEr9+vWxt7ev1hhFRUWEhITw4YcfltuulKJnz56cOnWKb775hoMHD+Lj40NUVBRFRUVGfYcOHUp2drZheeeddwxtZWVldO/endLSUn744QeWLFnC4sWLmTJlSrXiF0KIB51fxyHolYbmpYf45ac0U4fzh6QYMZH27dszcuRIxowZQ7169XBzc2PBggWGJ5Ps7e1p3Lgx69atM2xTVlbGkCFD8PPzw9bWlqZNmzJnzpx77kev15OYmGjYJiQkhJUrVxraL126RL9+/XBxccHW1pYmTZrwySef3DPu31+m8fX1JSEhgcGDB2Nvb4+3tzfz58+/Z0zdunXjzTffpFevXuW2p6en89///pd58+bxyCOP0LRpU+bNm8fVq1f58ssvjfpqtVrc3d0Ny++vSW7YsIFjx47x2Wef0bJlS7p168a0adP48MMP7zrHjRBCmAN37yYcqxsCwJmti0wczR8zu2JEKUXx9WKTLJW9F3jJkiU0aNCAPXv2MHLkSIYPH86zzz5LZGQkBw4coEuXLgwYMIDi4mLgZmHRsGFDVqxYwbFjx5gyZQoTJ05k+fLld91HYmIin376KUlJSRw9epS4uDj69+9vePvt5MmTOXbsGOvWreP48ePMmzePBg0aVCqPmTNn0rp1aw4ePMhLL73E8OHDSUureiVeUlICYHQzqIWFBTY2NuzcudOo7+eff06DBg0ICgpiwoQJhn8rgN27dxMcHGz0+oLo6GgKCgo4evRoleMTQoja4Frzm3OOeGetfuDnHKn0o70Puqs3rhL+RbhJ9p3yfApaK22F+4eEhPDqq68CN6fAf/vtt2nQoAFDhw4FYMqUKcybN4/Dhw/z2GOPYWVlxeuvv27Y3s/Pj927d7N8+XJ69+59x/glJSUkJCSwadMmw6R0/v7+7Ny5k48//ph27dqRlZVFaGgorVu3Bm6e6aisJ554gpdeegmAcePGMWvWLLZu3UrTpk0rPRZAs2bN8Pb2ZsKECXz88cc89NBDzJo1i3PnzpGd/dsUx88//zw+Pj54eHhw+PBhxo0bR1paGqtWrQIgJyen3Pco3WoTQghzFtjxeYr2v4YnuRzbs4HAx7qaOqS7MrtipDZp0aKF4WdLS0ucnZ0JDg42rLv1xZmXl2dY9+GHH7Jo0SKysrK4evUqpaWltGzZstzxMzIyKC4upnPnzkbrS0tLCQ0NBW5OSvf0008bzsT07NmTyMjIKueh0Whwd3c3irmyrKysWLVqFUOGDKF+/fpYWloSFRVFt27djM4+vfjii4afg4OD0el0dOrUiczMTBo1alTl/QshhDnQ2jmyp15HHs3/jsL/LgEpRv48tnVsSXk+xWT7rgwrKyuj3zUajdE6jUYDYJhKf9myZYwdO5aZM2cSERGBvb09M2bMICWl/HwLCwsBWLt2LZ6enkZtNjY2wM37N86cOcN3333Hxo0b6dSpE7Gxsbz77rvVykNfzVOCrVq1IjU1lcuXL1NaWoqLiwvh4eGGMzjlCQ+/eUYsIyODRo0a4e7uzp49e4z63Hqv0t3epSSEEObE7rEYWP8dgZe2Ulx4Ga2do6lDKpfZFSMajaZSl0pqk127dhEZGWm4JAKQmZl51/6BgYHY2NiQlZVFu3bt7trPxcWFmJgYYmJiePzxx3n55ZcrVYzcT46ON//jpKens2/fvns+VpyamgrcfDkjQEREBG+99RZ5eXm4uroCsHHjRhwcHAgMDLy/gQshxAMg4NEu/Jzshie57NvyBa3/NtzUIZXL7IoRc9akSRM+/fRTkpOT8fPzY+nSpezduxc/P79y+9vb2zN27Fji4uLQ6/W0bduWy5cvs2vXLhwcHIiJiWHKlCm0atWK5s2bU1JSwpo1awgICLiveRQWFpKRkWH4/fTp06SmplK/fn28vb0BWLFiBS4uLnh7e/Pjjz8yevRoevbsSZcuXYCbRdgXX3zBE088gbOzM4cPHyYuLo7/+Z//MVw26tKlC4GBgQwYMIB33nmHnJwcXn31VWJjYw1nhoQQwpxpLCzI8uqJZ9bH1D26DKQYEdX1z3/+k4MHD9KnTx80Gg19+/blpZdeMnr893bTpk3DxcWFxMRETp06hZOTE2FhYUycOBG4+SbmCRMm8NNPP2Fra8vjjz/OsmXL7mse+/bto0OHDobf4+PjAYiJiWHx4sUAZGdnEx8fT25uLjqdjn/84x9MnjzZsI21tTWbNm1i9uzZFBUV4eXlxdNPP224IRhu3oezZs0ahg8fTkREBA899BAxMTG88cYb9zU/IYR4kPh0HAKLPybw2iFystJx925i6pDuIO+mEaKa5DMohHjQHU14nOalh9ntO5yIgW//afuVd9MIIYQQAoDiwD4AeJ35+oGcc0SKESGEEMLMBXbqT7GyoaHKJm3vJlOHcwcpRoQQQggz95C9E0edbt6rdzllqYmjuZMUI0IIIcRfgG3r5wFodnEzpSXXTByNMSlGhBBCiL+AgIjunKcejhRxdPvKP97gTyTFiBBCCPEXYFmnDpluN6eEV4fv/oJVU5BiRAghhPiLaBDZH4DAKz9w5fJFE0fzGylGhBBCiL+IRsGRnLFoSF3NdY5v+dzU4RhIMSKEEEL8RWgsLPjF60kAbE/8x8TR/EaKERNRSvHiiy9Sv359NBqN4SVvpvDTTz/d1xi2bduGRqMhPz//vowvhBCi4rzbDQQg8Foq53/5yaSx3CLFiImsX7+exYsXs2bNGrKzswkKCjJ1SPdNZGQk2dnZhjfwVtWoUaNo1aoVNjY2tGzZstw+y5cvp2XLlmi1Wnx8fJgxY4ZR+63C6PYlJyfHqN+HH36Ir68vdevWJTw8nD179lQrdiGEeFB4+gdwok4AlhpF5tYlpg4HkGLEZDIzM9HpdERGRuLu7k6dOub7zkJra2vc3d3RaDTVHmvw4MH06dOn3LZ169bRr18/hg0bxpEjR/joo4+YNWsWc+fOvaNvWloa2dnZhsXV1dXQ9tVXXxEfH8/UqVM5cOAAISEhREdHk5eXV+34hRDiQXC5SU8AGpz6xrSB/D8pRkxg4MCBjBw5kqysLDQaDb6+vgDo9XoSExPx8/PD1taWkJAQVq787VnwW3/VJycnExoaiq2tLR07diQvL49169YREBCAg4MDzz//PMXFxYbt1q9fT9u2bXFycsLZ2Zknn3ySzMzMe8Z45MgRunXrhp2dHW5ubgwYMIALFy4Y2leuXElwcDC2trY4OzsTFRVFUVFRuWPdfplm8eLFODk5kZycTEBAAHZ2dnTt2pXs7Ox7xvT+++8TGxuLv79/ue1Lly6lZ8+eDBs2DH9/f7p3786ECROYPn06t78P0tXVFXd3d8NiYfHbf4X33nuPoUOHMmjQIAIDA0lKSkKr1bJo0aJ7xieEELVFkw4DuKEsaFyWyZm0VFOHY37FiFIKfXGxSZaKvgB5zpw5vPHGGzRs2JDs7Gz27t0LQGJiIp9++ilJSUkcPXqUuLg4+vfvz/bt2422f+2115g7dy4//PADZ8+epXfv3syePZsvvviCtWvXsmHDBj744AND/6KiIuLj49m3bx+bN2/GwsKCXr16ob/Ly5Ly8/Pp2LEjoaGh7Nu3j/Xr15Obm0vv3r0ByM7Opm/fvgwePJjjx4+zbds2nnrqqQrnD1BcXMy7777L0qVL2bFjB1lZWYwdO7bC25enpKTkjrfm2tracu7cOc6cOWO0vmXLluh0Ojp37syuXbsM60tLS9m/fz9RUVGGdRYWFkRFRbF79+5qxSeEEA+K+q6eHNW2BuCX701/qcbsrg2oq1dJC2tlkn03PbAfjVb7h/0cHR2xt7fH0tISd3d34OYXaUJCAps2bSIiIgIAf39/du7cyccff0y7du0M27/55pu0adMGgCFDhjBhwgQyMzMNZwyeeeYZtm7dyrhx4wB4+umnjfa/aNEiXFxcOHbsWLn3qsydO5fQ0FASEhKMtvHy8uLkyZMUFhZy48YNnnrqKXx8fAAIDg6u8L8TwPXr10lKSqJRo0YAjBgxgjfeeKNSY9wuOjqauLg4Bg4cSIcOHcjIyGDmzJnAzQLK19cXnU5HUlISrVu3pqSkhIULF9K+fXtSUlIICwvjwoULlJWV4ebmZjS2m5sbJ06cqFZ8QgjxILne/FnYtwfvn9ei9DPRWJju/ITZnRmprTIyMiguLqZz587Y2dkZlk8//fSOSyotWrQw/Ozm5oZWqzW6dOHm5mZ0f0N6ejp9+/bF398fBwcHw2WhrKyscmM5dOgQW7duNYqjWbNmwM17XUJCQujUqRPBwcE8++yzLFiwgEuXLlUqX61WayhEAHQ6XbXvyRg6dCgjRozgySefxNramscee4znnnsOwHAZpmnTpvzzn/+kVatWREZGsmjRIiIjI5k1a1a19i2EELVNYPs+FCsbPFUuafu3mDQWszszorG1pemB/Sbbd1UVFhYCsHbtWjw9PY3abGxsjH63srL6bZ8ajdHvt9b9/hJMjx498PHxYcGCBXh4eKDX6wkKCqK0tPSusfTo0YPp06ff0abT6bC0tGTjxo388MMPhktCkyZNIiUlBT8/vwrlW17MlbnMUx6NRsP06dNJSEggJycHFxcXNm/eDHDX+0wAHn30UXbu3AlAgwYNsLS0JDc316hPbm6u4SyWEEKYA62dI/sc/4fWBRu5nPI5PBL1xxvdJ+ZXjGg0FbpU8qAJDAzExsaGrKwso0sy1fXrr7+SlpbGggULePzxxwEMX7x3ExYWxn/+8x98fX3v+pSPRqOhTZs2tGnThilTpuDj48Pq1auJj4+vsdirytLS0lDQffnll0RERODi4nLX/qmpqeh0OuDmkz+tWrVi8+bN9OzZE7h5Y/HmzZsZMWLEfY9dCCH+TNahz8H2jTx8YRPXS0uwsrb5443uA7MrRmore3t7xo4dS1xcHHq9nrZt23L58mV27dqFg4MDMTExVRq3Xr16ODs7M3/+fHQ6HVlZWYwfP/6e28TGxrJgwQL69u3LK6+8Qv369cnIyGDZsmUsXLjQcCNsly5dcHV1JSUlhfPnzxMQEFClGCsqIyODwsJCcnJyuHr1qmGStsDAQKytrblw4QIrV66kffv2XLt2jU8++YQVK1YY3QA8e/Zs/Pz8aN68OdeuXWPhwoVs2bKFDRs2GPrEx8cTExND69atefTRR5k9ezZFRUUMGjTovuYnhBB/tsC2f+PX7Y44c5lDO78hpGNvk8QhxcgDZNq0abi4uJCYmMipU6dwcnIiLCyMiRMnVnlMCwsLli1bxqhRowgKCqJp06a8//77tG/f/q7beHh4sGvXLsaNG0eXLl0oKSnBx8eHrl27YmFhgYODAzt27GD27NkUFBTg4+PDzJkz6datW5XjrIgXXnjBqLAIDQ0F4PTp04b7YJYsWcLYsWNRShEREcG2bdt49NFHDduUlpbyr3/9i59//hmtVkuLFi3YtGkTHTp0MPTp06cP58+fZ8qUKeTk5NCyZUvWr19/x02tQghR29Wxsia98WBOll2ncbNH/3iD+0Sjqnuh/k9QUFCAo6Mjly9fxsHBwajt2rVrnD59Gj8/vzse6xTizyCfQSGEKN+9vr9/T56mEUIIIYRJSTEihBBCCJOSYkQIIYQQJiXFiBBCCCFMSooRIYQQQpiU2RQjteChIGGm5LMnhBDVU+vnGbGyskKj0XD+/HlcXFzQaDSmDkn8hSilOH/+fLnT8gshhKiYWl+MWFpa0rBhQ86dO8dPP/1k6nDEX5BGo6Fhw4ZYWlqaOhQhhKiVan0xAmBnZ0eTJk24fv26qUMRf0FWVlZSiAghRDWYRTECN8+QyBeCEEIIUfuYzQ2sQgghhKidpBgRQgghhElJMSKEEEIIk6oV94zcmsehoKDAxJEIIYQQoqJufW//0XxMtaIYuXLlCgBeXl4mjkQIIYQQlXXlyhUcHR3v2q5RtWD6SL1ezy+//IK9vX2VJzUrKCjAy8uLs2fP4uDgUMMRPhgkR/MgOZoHydE8SI7Vo5TiypUreHh4YGFx9ztDasWZEQsLCxo2bFgjYzk4OJjtB+oWydE8SI7mQXI0D5Jj1d3rjMgtcgOrEEIIIUxKihEhhBBCmNRfphixsbFh6tSp2NjYmDqU+0ZyNA+So3mQHM2D5PjnqBU3sAohhBDCfP1lzowIIYQQ4sEkxYgQQgghTEqKESGEEEKYlBQjQgghhDApKUaEEEIIYVJmVYwkJibyyCOPYG9vj6urKz179iQtLc2oz7Vr14iNjcXZ2Rk7OzuefvppcnNzTRRx5c2bN48WLVoYZsqLiIhg3bp1hvbanl953n77bTQaDWPGjDGsq+15vvbaa2g0GqOlWbNmhvbant8tP//8M/3798fZ2RlbW1uCg4PZt2+foV0pxZQpU9DpdNja2hIVFUV6eroJI64cX1/fO46jRqMhNjYWMI/jWFZWxuTJk/Hz88PW1pZGjRoxbdo0oxef1fbjCDffnTJmzBh8fHywtbUlMjKSvXv3GtprY447duygR48eeHh4oNFo+Prrr43aK5LTxYsX6devHw4ODjg5OTFkyBAKCwtrPlhlRqKjo9Unn3yijhw5olJTU9UTTzyhvL29VWFhoaHPsGHDlJeXl9q8ebPat2+feuyxx1RkZKQJo66cb7/9Vq1du1adPHlSpaWlqYkTJyorKyt15MgRpVTtz+92e/bsUb6+vqpFixZq9OjRhvW1Pc+pU6eq5s2bq+zsbMNy/vx5Q3ttz08ppS5evKh8fHzUwIEDVUpKijp16pRKTk5WGRkZhj5vv/22cnR0VF9//bU6dOiQ+tvf/qb8/PzU1atXTRh5xeXl5Rkdw40bNypAbd26VSllHsfxrbfeUs7OzmrNmjXq9OnTasWKFcrOzk7NmTPH0Ke2H0ellOrdu7cKDAxU27dvV+np6Wrq1KnKwcFBnTt3TilVO3P87rvv1KRJk9SqVasUoFavXm3UXpGcunbtqkJCQtR///tf9f3336vGjRurvn371nisZlWM3C4vL08Bavv27UoppfLz85WVlZVasWKFoc/x48cVoHbv3m2qMKutXr16auHChWaX35UrV1STJk3Uxo0bVbt27QzFiDnkOXXqVBUSElJumznkp5RS48aNU23btr1ru16vV+7u7mrGjBmGdfn5+crGxkZ9+eWXf0aINW706NGqUaNGSq/Xm81x7N69uxo8eLDRuqeeekr169dPKWUex7G4uFhZWlqqNWvWGK0PCwtTkyZNMoscby9GKpLTsWPHFKD27t1r6LNu3Tql0WjUzz//XKPxmdVlmttdvnwZgPr16wOwf/9+rl+/TlRUlKFPs2bN8Pb2Zvfu3SaJsTrKyspYtmwZRUVFREREmF1+sbGxdO/e3SgfMJ/jmJ6ejoeHB/7+/vTr14+srCzAfPL79ttvad26Nc8++yyurq6EhoayYMECQ/vp06fJyckxytPR0ZHw8PBalectpaWlfPbZZwwePBiNRmM2xzEyMpLNmzdz8uRJAA4dOsTOnTvp1q0bYB7H8caNG5SVlVG3bl2j9ba2tuzcudMscrxdRXLavXs3Tk5OtG7d2tAnKioKCwsLUlJSajSeWvHW3qrQ6/WMGTOGNm3aEBQUBEBOTg7W1tY4OTkZ9XVzcyMnJ8cEUVbNjz/+SEREBNeuXcPOzo7Vq1cTGBhIamqqWeQHsGzZMg4cOGB0zfYWcziO4eHhLF68mKZNm5Kdnc3rr7/O448/zpEjR8wiP4BTp04xb9484uPjmThxInv37mXUqFFYW1sTExNjyMXNzc1ou9qW5y1ff/01+fn5DBw4EDCPzynA+PHjKSgooFmzZlhaWlJWVsZbb71Fv379AMziONrb2xMREcG0adMICAjAzc2NL7/8kt27d9O4cWOzyPF2FckpJycHV1dXo/Y6depQv379Gs/bbIuR2NhYjhw5ws6dO00dSo1r2rQpqampXL58mZUrVxITE8P27dtNHVaNOXv2LKNHj2bjxo13/KViLm79VQnQokULwsPD8fHxYfny5dja2powspqj1+tp3bo1CQkJAISGhnLkyBGSkpKIiYkxcXQ179///jfdunXDw8PD1KHUqOXLl/P555/zxRdf0Lx5c1JTUxkzZgweHh5mdRyXLl3K4MGD8fT0xNLSkrCwMPr27cv+/ftNHdpfgllephkxYgRr1qxh69atNGzY0LDe3d2d0tJS8vPzjfrn5ubi7u7+J0dZddbW1jRu3JhWrVqRmJhISEgIc+bMMZv89u/fT15eHmFhYdSpU4c6deqwfft23n//ferUqYObm5tZ5Pl7Tk5OPPzww2RkZJjNcdTpdAQGBhqtCwgIMFyOupXL7U+X1LY8Ac6cOcOmTZt44YUXDOvM5Ti+/PLLjB8/nueee47g4GAGDBhAXFwciYmJgPkcx0aNGrF9+3YKCws5e/Yse/bs4fr16/j7+5tNjr9XkZzc3d3Jy8szar9x4wYXL16s8bzNqhhRSjFixAhWr17Nli1b8PPzM2pv1aoVVlZWbN682bAuLS2NrKwsIiIi/uxwa4xer6ekpMRs8uvUqRM//vgjqamphqV169b069fP8LM55Pl7hYWFZGZmotPpzOY4tmnT5o5H60+ePImPjw8Afn5+uLu7G+VZUFBASkpKrcoT4JNPPsHV1ZXu3bsb1pnLcSwuLsbCwvirwtLSEr1eD5jXcQR46KGH0Ol0XLp0ieTkZP7+97+bXY5QseMWERFBfn6+0dmhLVu2oNfrCQ8Pr9mAavR2WBMbPny4cnR0VNu2bTN63K64uNjQZ9iwYcrb21tt2bJF7du3T0VERKiIiAgTRl0548ePV9u3b1enT59Whw8fVuPHj1cajUZt2LBBKVX787ub3z9No1Ttz/Nf//qX2rZtmzp9+rTatWuXioqKUg0aNFB5eXlKqdqfn1I3H8uuU6eOeuutt1R6err6/PPPlVarVZ999pmhz9tvv62cnJzUN998ow4fPqz+/ve/P/CPS96urKxMeXt7q3Hjxt3RZg7HMSYmRnl6ehoe7V21apVq0KCBeuWVVwx9zOE4rl+/Xq1bt06dOnVKbdiwQYWEhKjw8HBVWlqqlKqdOV65ckUdPHhQHTx4UAHqvffeUwcPHlRnzpxRSlUsp65du6rQ0FCVkpKidu7cqZo0aSKP9v4RoNzlk08+MfS5evWqeumll1S9evWUVqtVvXr1UtnZ2aYLupIGDx6sfHx8lLW1tXJxcVGdOnUyFCJK1f787ub2YqS259mnTx+l0+mUtbW18vT0VH369DGaf6O253fL//7v/6qgoCBlY2OjmjVrpubPn2/Urtfr1eTJk5Wbm5uysbFRnTp1UmlpaSaKtmqSk5MVUG7c5nAcCwoK1OjRo5W3t7eqW7eu8vf3V5MmTVIlJSWGPuZwHL/66ivl7++vrK2tlbu7u4qNjVX5+fmG9tqY49atW8v9ToyJiVFKVSynX3/9VfXt21fZ2dkpBwcHNWjQIHXlypUaj1Wj1O+m0RNCCCGE+JOZ1T0jQgghhKh9pBgRQgghhElJMSKEEEIIk5JiRAghhBAmJcWIEEIIIUxKihEhhBBCmJQUI0IIIYQwKSlGhBBCCGFSUowIIYQQwqSkGBFCCCGESUkxIoQQQgiT+j80rXimKcSg1gAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Second, the \"cross-sectional method\", which gives us the probabilities of\n", + "# survivals of individuals of differnet ages that are alive in the given year.\n", + "plt.figure()\n", + "for year in years:\n", + " for s in [\"male\", \"female\"]:\n", + " fem = s == \"female\"\n", + " LivPrb = parse_ssa_life_table(\n", + " female=fem,\n", + " year=year,\n", + " cross_sec=True,\n", + " min_age=min_age,\n", + " max_age=max_age,\n", + " )\n", + "\n", + " plt.plot(ages, LivPrb, label=s + \"s in \" + str(year))\n", + "\n", + "plt.legend()\n", + "plt.title(\"Cross-sectional survival probabilities\")" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "title,-all", + "formats": "ipynb,py:percent" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 } diff --git a/examples/ConsBequestModel/example_TerminalBequest.ipynb b/examples/ConsBequestModel/example_TerminalBequest.ipynb index 449f54059..7d4e7c29b 100644 --- a/examples/ConsBequestModel/example_TerminalBequest.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequest.ipynb @@ -18,14 +18,14 @@ " parse_income_spec,\n", " parse_time_params,\n", ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import (\n", - " BequestWarmGlowConsumerType,\n", - " init_warm_glow_terminal_only,\n", - ")\n", "from HARK.Calibration.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.Calibration.SCF.WealthIncomeDist.SCFDistTools import (\n", " income_wealth_dists_from_scf,\n", ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowConsumerType,\n", + " init_warm_glow_terminal_only,\n", + ")\n", "from HARK.utilities import plot_funcs" ] }, diff --git a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb index d23960f57..a8fd43a87 100644 --- a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb @@ -18,14 +18,14 @@ " parse_income_spec,\n", " parse_time_params,\n", ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import (\n", - " BequestWarmGlowPortfolioType,\n", - " init_portfolio_bequest,\n", - ")\n", "from HARK.Calibration.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.Calibration.SCF.WealthIncomeDist.SCFDistTools import (\n", " income_wealth_dists_from_scf,\n", ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowPortfolioType,\n", + " init_portfolio_bequest,\n", + ")\n", "from HARK.utilities import plot_funcs" ] }, diff --git a/examples/ConsBequestModel/example_WarmGlowBequest.ipynb b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb index a624549a7..003693468 100644 --- a/examples/ConsBequestModel/example_WarmGlowBequest.ipynb +++ b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb @@ -18,14 +18,14 @@ " parse_income_spec,\n", " parse_time_params,\n", ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import (\n", - " BequestWarmGlowConsumerType,\n", - " init_warm_glow,\n", - ")\n", "from HARK.Calibration.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.Calibration.SCF.WealthIncomeDist.SCFDistTools import (\n", " income_wealth_dists_from_scf,\n", ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowConsumerType,\n", + " init_warm_glow,\n", + ")\n", "from HARK.utilities import plot_funcs" ] }, diff --git a/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb index b5f20136f..43541f55e 100644 --- a/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb +++ b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb @@ -18,14 +18,14 @@ " parse_income_spec,\n", " parse_time_params,\n", ")\n", - "from HARK.ConsumptionSaving.ConsBequestModel import (\n", - " BequestWarmGlowPortfolioType,\n", - " init_portfolio_bequest,\n", - ")\n", "from HARK.Calibration.life_tables.us_ssa.SSATools import parse_ssa_life_table\n", "from HARK.Calibration.SCF.WealthIncomeDist.SCFDistTools import (\n", " income_wealth_dists_from_scf,\n", ")\n", + "from HARK.ConsumptionSaving.ConsBequestModel import (\n", + " BequestWarmGlowPortfolioType,\n", + " init_portfolio_bequest,\n", + ")\n", "from HARK.utilities import plot_funcs" ] }, diff --git a/examples/ConsBequestModel/example_WealthPortfolio.ipynb b/examples/ConsBequestModel/example_WealthPortfolio.ipynb index b15907d25..5863ecef0 100644 --- a/examples/ConsBequestModel/example_WealthPortfolio.ipynb +++ b/examples/ConsBequestModel/example_WealthPortfolio.ipynb @@ -20,7 +20,9 @@ "cycles = 0\n", "port_agent = PortfolioConsumerType(cycles=cycles)\n", "wealth_agent = WealthPortfolioConsumerType(\n", - " cycles=cycles, WealthShare=0.5, WealthShift=0.0\n", + " cycles=cycles,\n", + " WealthShare=0.5,\n", + " WealthShift=0.0,\n", ")" ] }, @@ -152,7 +154,9 @@ ], "source": [ "plot_funcs(\n", - " [wealth_agent.solution[0].ShareFuncAdj, port_agent.solution[0].ShareFuncAdj], 0, 100\n", + " [wealth_agent.solution[0].ShareFuncAdj, port_agent.solution[0].ShareFuncAdj],\n", + " 0,\n", + " 100,\n", ")" ] }, diff --git a/examples/ConsIndShockModel/Finite Cyclical Test.ipynb b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb index 310d4ca31..e27943aaa 100644 --- a/examples/ConsIndShockModel/Finite Cyclical Test.ipynb +++ b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb @@ -10,7 +10,7 @@ "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", "from HARK.utilities import plot_funcs\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { diff --git a/examples/ConsIndShockModel/IndShockConsumerType.ipynb b/examples/ConsIndShockModel/IndShockConsumerType.ipynb index 555d2a27b..c3d65d783 100644 --- a/examples/ConsIndShockModel/IndShockConsumerType.ipynb +++ b/examples/ConsIndShockModel/IndShockConsumerType.ipynb @@ -20,12 +20,13 @@ "outputs": [], "source": [ "# Initial imports and notebook setup, click arrow to show\n", - "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", - "from HARK.utilities import plot_funcs_der, plot_funcs\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)" + "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", + "from HARK.utilities import plot_funcs, plot_funcs_der\n", + "\n", + "mystr = lambda number: f\"{number:.4f}\"" ] }, { @@ -318,7 +319,9 @@ "plot_funcs(IndShockExample.solution[0].cFunc, IndShockExample.solution[0].mNrmMin, 5)\n", "print(\"Marginal propensity to consume for an idiosyncratic shocks consumer type:\")\n", "plot_funcs_der(\n", - " IndShockExample.solution[0].cFunc, IndShockExample.solution[0].mNrmMin, 5\n", + " IndShockExample.solution[0].cFunc,\n", + " IndShockExample.solution[0].mNrmMin,\n", + " 5,\n", ")" ] }, diff --git a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb index f2bf1ca94..4923c2577 100644 --- a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb +++ b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb @@ -27,9 +27,9 @@ "import numpy as np\n", "\n", "from HARK.ConsumptionSaving.ConsIndShockModel import KinkedRconsumerType\n", - "from HARK.utilities import plot_funcs_der, plot_funcs\n", + "from HARK.utilities import plot_funcs, plot_funcs_der\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { diff --git a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb index 19090cd69..8f8c24d42 100644 --- a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb +++ b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb @@ -31,7 +31,7 @@ "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType\n", "from HARK.utilities import plot_funcs\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { diff --git a/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb b/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb index 4ec88e720..72f5fa0ca 100644 --- a/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb +++ b/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb @@ -26,12 +26,13 @@ }, "outputs": [], "source": [ + "import time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", "from HARK.ConsumptionSaving.ConsNewKeynesianModel import (\n", " NewKeynesianConsumerType,\n", - ")\n", - "\n", - "import time\n", - "import matplotlib.pyplot as plt" + ")" ] }, { diff --git a/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb b/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb index 442618d6f..0e04050ed 100644 --- a/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb +++ b/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb @@ -152,7 +152,11 @@ "outputs": [], "source": [ "def firm(\n", - " K, Z, L=calibration[\"L\"], alpha=calibration[\"alpha\"], delta=calibration[\"delta\"]\n", + " K,\n", + " Z,\n", + " L=calibration[\"L\"],\n", + " alpha=calibration[\"alpha\"],\n", + " delta=calibration[\"delta\"],\n", "):\n", " r = alpha * Z * (K / L) ** (alpha - 1) - delta\n", " w = (1 - alpha) * Z * (K / L) ** alpha\n", @@ -204,7 +208,7 @@ " \"TranShkCount\": 5,\n", " # HANK params\n", " \"tax_rate\": [\n", - " 0\n", + " 0,\n", " ], # set to 0.0 because we are going to assume that labor here is actually after tax income\n", " \"labor\": [L_ss],\n", " \"wage\": [w_ss],\n", @@ -456,7 +460,7 @@ " \"w\": AJACW,\n", " \"r\": AJACR,\n", " },\n", - " }\n", + " },\n", ")\n", "\n", "# Construct SteadyStateDict object\n", @@ -474,7 +478,7 @@ " \"L\": L_ss,\n", " \"K\": K_ss,\n", " \"w\": w_ss,\n", - " }\n", + " },\n", ")" ] }, @@ -624,7 +628,10 @@ "for i in inputs:\n", " own_shock = {i: sigmas[i] * rhos[i] ** np.arange(T)}\n", " impulses[i] = ks.solve_impulse_linear(\n", - " SteadyState_Dict, unknowns, targets, own_shock\n", + " SteadyState_Dict,\n", + " unknowns,\n", + " targets,\n", + " own_shock,\n", " )\n", "\n", "\n", diff --git a/examples/ConsNewKeynesianModel/SSJ_example.ipynb b/examples/ConsNewKeynesianModel/SSJ_example.ipynb index 083cd86bc..b60c87c60 100644 --- a/examples/ConsNewKeynesianModel/SSJ_example.ipynb +++ b/examples/ConsNewKeynesianModel/SSJ_example.ipynb @@ -70,17 +70,18 @@ "outputs": [], "source": [ "# Basic scientific tools\n", + "import time\n", + "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import time\n", + "import sequence_jacobian as sj # SSJ will allow us to define blocks, models, compute IRFs, etc\n", "from scipy import optimize\n", "\n", - "# HARK agents\n", - "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType\n", - "\n", "# Sequence space Jacobian toolkit\n", "from sequence_jacobian.classes import JacobianDict, SteadyStateDict\n", - "import sequence_jacobian as sj # SSJ will allow us to define blocks, models, compute IRFs, etc" + "\n", + "# HARK agents\n", + "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType" ] }, { @@ -161,7 +162,8 @@ "def calc_SS_assets_from_discfac(beta):\n", " HANK_dict[\"DiscFac\"] = beta # set the proposed discount factor\n", " TempAgent = NewKeynesianConsumerType(\n", - " **HANK_dict, verbose=False\n", + " **HANK_dict,\n", + " verbose=False,\n", " ) # make an AgentType instance\n", " A_ss = TempAgent.compute_steady_state()[0] # compute steady state assets\n", " return A_ss\n", @@ -246,15 +248,17 @@ "\n", "# Derivatives of consumption and assets wrt R\n", "dCdR, dAdR = Agent_GE.calc_jacobian(\n", - " \"Rfree\", 300\n", + " \"Rfree\",\n", + " 300,\n", ") # Jacobians of consumption and assets w.r.t. interest factor changes up to 300 periods ahead\n", "\n", "# Derivatives with respect to after-tax labor income\n", "dCdZ, dAdZ = Agent_GE.calc_jacobian(\n", - " \"labor\", 300\n", + " \"labor\",\n", + " 300,\n", ") # Jacobians of consumption and assets w.r.t. labor supply changes up to 300 periods ahead\n", "\n", - "print(\"Time to compute Jacobians: {:.3f} seconds.\".format(time.time() - start))" + "print(f\"Time to compute Jacobians: {time.time() - start:.3f} seconds.\")" ] }, { @@ -293,7 +297,7 @@ " r\"Change in $R$ right now\",\n", " r\"Change in $R$ 30 periods ahead\",\n", " r\"Change in $R$ 50 periods ahead\",\n", - " ]\n", + " ],\n", ")\n", "plt.xlim(-2, 120)\n", "plt.title(\"Consumption Response to Change in Interest Factor\")\n", @@ -329,7 +333,7 @@ " r\"Change in $Z$ right now\",\n", " r\"Change in $Z$ 30 periods ahead\",\n", " r\"Change in $Z$ 50 periods ahead\",\n", - " ]\n", + " ],\n", ")\n", "plt.xlim(-2, 120)\n", "plt.title(\"Consumption Response to Change in Labor Income\")\n", @@ -410,7 +414,7 @@ " \"C\": C_ss, # Consumption\n", " \"Z\": Y_ss - T_ss, # Income (post-tax)\n", " \"T\": T_ss, # Lump Sum Taxes\n", - " }\n", + " },\n", ")" ] }, @@ -435,11 +439,14 @@ "\n", "# Obtain impulse responses\n", "unknowns_td = [\"Y\"] # unknowns to solve for to clear target condition below\n", - "targets_td = [\"asset_mkt\"] #\n", + "targets_td = [\"asset_mkt\"]\n", "\n", "# Solve for impulse responses to gov. spending shock (balanced budget)\n", "irfs_G_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks\n", + " SteadyState_dict,\n", + " unknowns_td,\n", + " targets_td,\n", + " shocks,\n", ")" ] }, @@ -539,7 +546,10 @@ "\n", "# Solve for impulse responses\n", "irfs_B_lin = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, shocks_B\n", + " SteadyState_dict,\n", + " unknowns_td,\n", + " targets_td,\n", + " shocks_B,\n", ")" ] }, @@ -633,7 +643,8 @@ "outputs": [], "source": [ "@sj.solved(\n", - " unknowns={\"C\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", + " unknowns={\"C\": 1, \"A\": 1},\n", + " targets=[\"euler\", \"budget_constraint\"],\n", ") # solver=\"broyden_custom\")\n", "def hh_ra(C, A, Z, eis, beta, r):\n", " euler = (beta * (1 + r(+1))) ** (-eis) * C(+1) - C # RA euler equation\n", @@ -665,10 +676,9 @@ "source": [ "# Deep in SSJ weeds, we need this object:\n", "@sj.solved(\n", - " unknowns={\"C_RA\": 1, \"A\": 1}, targets=[\"euler\", \"budget_constraint\"]\n", + " unknowns={\"C_RA\": 1, \"A\": 1},\n", + " targets=[\"euler\", \"budget_constraint\"],\n", ") # , solver=\"broyden_custom\")\n", - "\n", - "#\n", "def hh_ta(C_RA, A, Z, eis, beta, r, lam):\n", " # consumption of infinitely lived household\n", " euler = (beta * (1 + r(+1))) ** (-eis) * C_RA(+1) - C_RA\n", @@ -733,7 +743,10 @@ "\n", "# solve for steady state for RANK model\n", "ss_RANK = RANK.solve_steady_state(\n", - " calibration_ra, unknowns_ra_ss, targets_ra_ss, dissolve=[\"hh_ra\"]\n", + " calibration_ra,\n", + " unknowns_ra_ss,\n", + " targets_ra_ss,\n", + " dissolve=[\"hh_ra\"],\n", ") # solve steady state for RANK model" ] }, @@ -754,7 +767,10 @@ "\n", "# solve for steady state for TANK model\n", "ss_TANK = TANK.solve_steady_state(\n", - " calibration_ta, unknowns_ta_ss, targets_ra_ss, dissolve=[\"hh_ta\"]\n", + " calibration_ta,\n", + " unknowns_ta_ss,\n", + " targets_ra_ss,\n", + " dissolve=[\"hh_ta\"],\n", ") # solve steady state for TANK model" ] }, @@ -785,10 +801,16 @@ ], "source": [ "irfs_RANK = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, shocks_B\n", + " ss_RANK,\n", + " unknowns_td,\n", + " targets_td,\n", + " shocks_B,\n", ") # solve for impulse responses in RANK model\n", "irfs_TANK = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, shocks_B\n", + " ss_TANK,\n", + " unknowns_td,\n", + " targets_td,\n", + " shocks_B,\n", ") # solve for impulse responses in TANK model\n", "\n", "# Plot irfs of HANK, RANK, and TANK\n", @@ -840,24 +862,39 @@ "# own_shock captures AR shock process to deficit financed G spending\n", "own_shock = {\"G\": shk_std * rho_G ** np.arange(T), \"B\": dB}\n", "impulses_ha[\"ha\"] = HANK.solve_impulse_linear(\n", - " SteadyState_dict, unknowns_td, targets_td, own_shock\n", + " SteadyState_dict,\n", + " unknowns_td,\n", + " targets_td,\n", + " own_shock,\n", ") # solve impulse responses to HANK\n", "impulses_ta[\"ta\"] = TANK.solve_impulse_linear(\n", - " ss_TANK, unknowns_td, targets_td, own_shock\n", + " ss_TANK,\n", + " unknowns_td,\n", + " targets_td,\n", + " own_shock,\n", ") # solve impulse responses to TANK\n", "impulses_ra[\"ra\"] = RANK.solve_impulse_linear(\n", - " ss_RANK, unknowns_td, targets_td, own_shock\n", + " ss_RANK,\n", + " unknowns_td,\n", + " targets_td,\n", + " own_shock,\n", ") # solve impulse responses to RANK\n", "\n", "T_sim = 80 # simulate for 80 quarters\n", "data_simul_ha = simulate(\n", - " list(impulses_ha.values()), outputs, T_sim\n", + " list(impulses_ha.values()),\n", + " outputs,\n", + " T_sim,\n", ") # Simulate aggregate variables in 'outputs' in HANK\n", "data_simul_ta = simulate(\n", - " list(impulses_ta.values()), outputs, T_sim\n", + " list(impulses_ta.values()),\n", + " outputs,\n", + " T_sim,\n", ") # Simulate aggregate variables in 'outputs' in TANK\n", "data_simul_ra = simulate(\n", - " list(impulses_ra.values()), outputs, T_sim\n", + " list(impulses_ra.values()),\n", + " outputs,\n", + " T_sim,\n", ") # Simulate aggregate variables in 'outputs' in RANK" ] }, diff --git a/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb b/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb index 995183868..3f998ac3a 100644 --- a/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb +++ b/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb @@ -47,13 +47,13 @@ }, "outputs": [], "source": [ - "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType\n", - "\n", - "\n", "import time\n", "from copy import deepcopy\n", + "\n", + "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import matplotlib.pyplot as plt" + "\n", + "from HARK.ConsumptionSaving.ConsNewKeynesianModel import NewKeynesianConsumerType" ] }, { @@ -181,10 +181,10 @@ "# Compute Aggregate Consumption and Aggregate Assets\n", "Monte_Carlo_Consumption = np.mean(\n", " (example1.state_now[\"mNrm\"] - example1.state_now[\"aNrm\"])\n", - " * example1.state_now[\"pLvl\"]\n", + " * example1.state_now[\"pLvl\"],\n", ") # Aggregate Consumption\n", "Monte_Carlo_Assets = np.mean(\n", - " example1.state_now[\"aNrm\"] * example1.state_now[\"pLvl\"]\n", + " example1.state_now[\"aNrm\"] * example1.state_now[\"pLvl\"],\n", ") # Aggregate Assets" ] }, @@ -293,7 +293,7 @@ "\n", "for i in range(example1.T_sim):\n", " aLvls.append(\n", - " np.mean(example1.history[\"aLvl\"][i])\n", + " np.mean(example1.history[\"aLvl\"][i]),\n", " ) # compute mean of aggregate assets across all agents for each period of the simulation\n", "aLvls = np.array(aLvls)\n", "\n", @@ -317,10 +317,12 @@ "source": [ "plt.rcParams[\"figure.figsize\"] = (20, 10)\n", "plt.plot(\n", - " aLvls[400:], label=\"Monte Carlo\"\n", + " aLvls[400:],\n", + " label=\"Monte Carlo\",\n", ") # Plot time series path of aggregate assets using Monte Carlo simulation methods\n", "plt.plot(\n", - " aLvl_tran_mat, label=\"Transition matrix\"\n", + " aLvl_tran_mat,\n", + " label=\"Transition matrix\",\n", ") # Plot time series path of aggregate assets computed using transition matrix\n", "plt.legend(prop={\"size\": 15})\n", "plt.ylim([0.37, 0.46])\n", @@ -359,11 +361,11 @@ "\n", "for i in range(num_pts):\n", " mdstn[i] = np.sum(\n", - " example1.erg_dstn[i]\n", + " example1.erg_dstn[i],\n", " ) # distribution of normalized market resources\n", "\n", "h = np.histogram(example1.state_now[\"mNrm\"], bins=example1.dist_mGrid)[0] / np.sum(\n", - " np.histogram(example1.state_now[\"mNrm\"], bins=example1.dist_mGrid)[0]\n", + " np.histogram(example1.state_now[\"mNrm\"], bins=example1.dist_mGrid)[0],\n", ") # Form Monte Carlo wealth data and put into histogram/bins\n", "\n", "\n", @@ -408,10 +410,13 @@ " pdstn[i] = np.sum(dstn[:, i])\n", "\n", "h = np.histogram(example1.state_now[\"pLvl\"], bins=example1.dist_pGrid)[0] / np.sum(\n", - " np.histogram(example1.state_now[\"pLvl\"], bins=example1.dist_pGrid)[0]\n", + " np.histogram(example1.state_now[\"pLvl\"], bins=example1.dist_pGrid)[0],\n", ") # Form Monte Carlo wealth data and put into histogram/bins\n", "plt.plot(\n", - " example1.dist_pGrid[:-1], h, label=\"Monte Carlo\", linewidth=3.0\n", + " example1.dist_pGrid[:-1],\n", + " h,\n", + " label=\"Monte Carlo\",\n", + " linewidth=3.0,\n", ") # distribution using Monte Carlo\n", "plt.plot(example1.dist_pGrid, pdstn, label=\"transition matrix\", linewidth=3.0)\n", "plt.ylabel(\"Probability\")\n", @@ -465,9 +470,7 @@ "outputs": [], "source": [ "def jump_to_grid_fast(m_vals, probs, Dist_mGrid):\n", - " \"\"\"\n", - " Distributes values onto a predefined grid, maintaining the means.\n", - "\n", + " \"\"\"Distributes values onto a predefined grid, maintaining the means.\n", "\n", " Parameters\n", " ----------\n", @@ -487,7 +490,6 @@ " Probabilities of each gridpoint on the combined grid of market resources\n", "\n", " \"\"\"\n", - "\n", " probGrid = np.zeros(len(Dist_mGrid))\n", " mIndex = np.digitize(m_vals, Dist_mGrid) - 1\n", " mIndex[m_vals <= Dist_mGrid[0]] = -1\n", @@ -531,10 +533,12 @@ " example1.state_now[\"mNrm\"] * example1.state_now[\"pLvl\"]\n", ") # market resources from Monte Carlo Simulations\n", "pmf = jump_to_grid_fast(\n", - " mLvl_vals, vecDstn, example1.dist_mGrid\n", + " mLvl_vals,\n", + " vecDstn,\n", + " example1.dist_mGrid,\n", ") # probabilities/distribution from transition matrix methods\n", "h = np.histogram(mLvl, bins=example1.dist_mGrid)[0] / np.sum(\n", - " np.histogram(mLvl, bins=example1.dist_mGrid)[0]\n", + " np.histogram(mLvl, bins=example1.dist_mGrid)[0],\n", ") # Form Monte Carlo wealth data and put into histogram/bins\n", "\n", "plt.plot(\n", @@ -573,10 +577,12 @@ "source": [ "asset_Lvl = example1.state_now[\"aLvl\"] # market resources from Monte Carlo Simulations\n", "pmf = jump_to_grid_fast(\n", - " aLvl_vals, vecDstn, example1.aPol_Grid\n", + " aLvl_vals,\n", + " vecDstn,\n", + " example1.aPol_Grid,\n", ") # probabilities/distribution from transition matrix methods\n", "h = np.histogram(asset_Lvl, bins=example1.aPol_Grid)[0] / np.sum(\n", - " np.histogram(asset_Lvl, bins=example1.aPol_Grid)[0]\n", + " np.histogram(asset_Lvl, bins=example1.aPol_Grid)[0],\n", ") # Form Monte Carlo wealth data and put into histogram/bins\n", "\n", "plt.plot(\n", @@ -712,10 +718,14 @@ "outputs": [], "source": [ "plt.plot(\n", - " aLvls[100:], label=\"Monte Carlo\", linewidth=2.0\n", + " aLvls[100:],\n", + " label=\"Monte Carlo\",\n", + " linewidth=2.0,\n", ") # Plot time series path of aggregate assets using Monte Carlo simulation methods\n", "plt.plot(\n", - " np.ones(example1.T_sim - 100) * AggA, label=\"transition matrix\", linewidth=3.0\n", + " np.ones(example1.T_sim - 100) * AggA,\n", + " label=\"transition matrix\",\n", + " linewidth=3.0,\n", ") # Plot time series path of aggregate assets computed using transition matrix\n", "plt.plot(\n", " np.ones(example1.T_sim - 100) * AggA_fast,\n", @@ -778,7 +788,9 @@ " )\n", "\n", "plt.plot(\n", - " aLvls[100:], label=\"Monte Carlo\", linewidth=2.0\n", + " aLvls[100:],\n", + " label=\"Monte Carlo\",\n", + " linewidth=2.0,\n", ") # Plot time series path of aggregate assets using Monte Carlo simulation methods\n", "plt.ylabel(\"Aggregate Assets\")\n", "plt.legend(prop={\"size\": 15})\n", @@ -855,18 +867,18 @@ "FinHorizonAgent.cycles = 1\n", "\n", "FinHorizonAgent.del_from_time_inv(\n", - " \"Rfree\"\n", + " \"Rfree\",\n", ") # delete Rfree from time invariant list since it varies overtime\n", "FinHorizonAgent.add_to_time_vary(\"Rfree\")\n", "\n", "FinHorizonAgent.del_from_time_inv(\n", - " \"DiscFac\"\n", + " \"DiscFac\",\n", ") # delete Rfree from time invariant list since it varies overtime\n", "FinHorizonAgent.add_to_time_vary(\"DiscFac\")\n", "\n", "FinHorizonAgent.IncShkDstn = params[\"T_cycle\"] * [ss.IncShkDstn[0]]\n", "FinHorizonAgent.cFunc_terminal_ = deepcopy(\n", - " ss.solution[0].cFunc\n", + " ss.solution[0].cFunc,\n", ") # Set Terminal Solution as Steady State Consumption Function\n", "FinHorizonAgent.track_vars = [\"cNrm\", \"pLvl\", \"aNrm\"]\n", "FinHorizonAgent.T_sim = params[\"T_cycle\"]\n", @@ -965,14 +977,14 @@ " # C = np.mean(FinHorizonAgent.history['pLvl'][i,:]*(FinHorizonAgent.history['cNrm'][i,:] )) #Aggregate Consumption for period i\n", "\n", " C = np.mean(\n", - " (FinHorizonAgent.history[\"cNrm\"][i, :])\n", + " FinHorizonAgent.history[\"cNrm\"][i, :],\n", " ) # Aggregate Consumption for period i\n", "\n", " clvl.append(C)\n", "\n", " # A = np.mean(FinHorizonAgent.history['pLvl'][i,:]*FinHorizonAgent.history['aNrm'][i,:]) #Aggregate Consumption for period i\n", " A = np.mean(\n", - " FinHorizonAgent.history[\"aNrm\"][i, :]\n", + " FinHorizonAgent.history[\"aNrm\"][i, :],\n", " ) # Aggregate Consumption for period i\n", "\n", " alvl.append(A)" @@ -1073,10 +1085,14 @@ "source": [ "# plt.plot(AggC, label = 'without Harmenberg') #Without Neutral Measure\n", "plt.plot(\n", - " AggC_fast, label=\" Transition Matrices\", linewidth=3.0\n", + " AggC_fast,\n", + " label=\" Transition Matrices\",\n", + " linewidth=3.0,\n", ") # With Harmenberg Improvement\n", "plt.plot(\n", - " clvl, label=\"Monte Carlo\", linewidth=3.0\n", + " clvl,\n", + " label=\"Monte Carlo\",\n", + " linewidth=3.0,\n", ") # Monte Carlo with Hamenberg Improvement\n", "plt.legend(prop={\"size\": 15})\n", "plt.ylim([0.95, 1.08])\n", @@ -1101,7 +1117,9 @@ "outputs": [], "source": [ "plt.plot(\n", - " AggA_fast, label=\" Transition Matrices\", linewidth=3.0\n", + " AggA_fast,\n", + " label=\" Transition Matrices\",\n", + " linewidth=3.0,\n", ") # With Harmenberg Improvement\n", "plt.plot(alvl, label=\"Monte Carlo\", linewidth=3.0)\n", "plt.legend(prop={\"size\": 15})\n", diff --git a/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb b/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb index c73241e36..4875717ed 100644 --- a/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb @@ -28,11 +28,11 @@ "import numpy as np\n", "\n", "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", - " init_lifecycle,\n", - " time_params,\n", " dist_params,\n", " income_params,\n", + " init_lifecycle,\n", " liv_prb,\n", + " time_params,\n", ")\n", "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", " PortfolioConsumerType,\n", @@ -137,7 +137,7 @@ "print(\n", " \"Solving an infinite horizon portfolio choice problem took \"\n", " + str(t1 - t0)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -297,7 +297,7 @@ "print(\"For derivation of the numerical limiting portfolio share\")\n", "print(\"as market resources approach infinity, see\")\n", "print(\n", - " \"https://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/\"\n", + " \"https://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/\",\n", ")" ] }, @@ -364,7 +364,7 @@ "print(\n", " \"Solving an infinite horizon discrete portfolio choice problem took \"\n", " + str(t1 - t0)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -498,7 +498,7 @@ "source": [ "# Make and solve a discrete portfolio choice consumer type\n", "print(\n", - " 'Now solving a portfolio choice problem with \"sticky\" portfolio shares; this might take a moment...'\n", + " 'Now solving a portfolio choice problem with \"sticky\" portfolio shares; this might take a moment...',\n", ")\n", "StickyType = PortfolioConsumerType(**StickyConsPortfolioDict)\n", "StickyType.cycles = 0\n", @@ -517,7 +517,7 @@ "print(\n", " \"Solving an infinite horizon sticky portfolio choice problem took \"\n", " + str(t1 - t0)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -549,7 +549,7 @@ "source": [ "# Plot the consumption and risky-share functions\n", "print(\n", - " \"Consumption function over market resources when the agent can adjust his portfolio:\"\n", + " \"Consumption function over market resources when the agent can adjust his portfolio:\",\n", ")\n", "plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0)" ] @@ -581,7 +581,7 @@ ], "source": [ "print(\n", - " \"Consumption function over market resources when the agent CAN'T adjust, by current share:\"\n", + " \"Consumption function over market resources when the agent CAN'T adjust, by current share:\",\n", ")\n", "M = np.linspace(0.0, 50.0, 200)\n", "for s in np.linspace(0.0, 1.0, 21):\n", @@ -662,7 +662,7 @@ "\n", "LC_ConsPortfolioDict[\"RiskyAvg\"] = [1.08] * init_lifecycle[\"T_cycle\"]\n", "LC_ConsPortfolioDict[\"RiskyStd\"] = list(\n", - " np.linspace(0.20, 0.30, init_lifecycle[\"T_cycle\"])\n", + " np.linspace(0.20, 0.30, init_lifecycle[\"T_cycle\"]),\n", ")\n", "LC_ConsPortfolioDict[\"RiskyAvgTrue\"] = 1.08\n", "LC_ConsPortfolioDict[\"RiskyStdTrue\"] = 0.20\n", @@ -704,7 +704,7 @@ " + str(AgeVaryingRiskPercType.T_cycle)\n", " + \" period portfolio choice problem with age-varying risk perceptions took \"\n", " + str(t1 - t0)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -875,14 +875,22 @@ " plt.figure()\n", " for a in ages:\n", " plt.plot(\n", - " eevalgrid, agent.solution[a].ShareFuncAdj(eevalgrid), label=\"t = %i\" % (a)\n", + " eevalgrid,\n", + " agent.solution[a].ShareFuncAdj(eevalgrid),\n", + " label=\"t = %i\" % (a),\n", " )\n", "\n", " plt.axhline(\n", - " NU_limit, c=\"k\", ls=\"-.\", label=\"Exact limit as $m\\\\rightarrow \\\\infty$.\"\n", + " NU_limit,\n", + " c=\"k\",\n", + " ls=\"-.\",\n", + " label=\"Exact limit as $m\\\\rightarrow \\\\infty$.\",\n", " )\n", " plt.axhline(\n", - " MS_limit, c=\"k\", ls=\"--\", label=\"M&S Limit without returns discretization.\"\n", + " MS_limit,\n", + " c=\"k\",\n", + " ls=\"--\",\n", + " label=\"M&S Limit without returns discretization.\",\n", " )\n", "\n", " plt.ylim(0, 1.05)\n", @@ -890,9 +898,7 @@ " plt.xscale(\"log\")\n", " plt.legend()\n", " plt.title(\n", - " \"Risky Portfolio Share by Age\\n Risky distribution with {points} equiprobable points\".format(\n", - " points=rcount\n", - " )\n", + " f\"Risky Portfolio Share by Age\\n Risky distribution with {rcount} equiprobable points\",\n", " )\n", " plt.xlabel(\"Wealth (m)\")\n", "\n", diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 71dd2b69b..9a9cc0f1d 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -24,15 +24,15 @@ " indshk_constructor_dict,\n", ")\n", "from HARK.ConsumptionSaving.ConsPortfolioModel import (\n", - " init_portfolio,\n", " PortfolioConsumerType,\n", + " init_portfolio,\n", ")\n", "from HARK.ConsumptionSaving.ConsRiskyAssetModel import (\n", - " RiskyAssetConsumerType,\n", " FixedPortfolioShareRiskyAssetConsumerType,\n", + " RiskyAssetConsumerType,\n", " risky_constructor_dict,\n", ")\n", - "from HARK.utilities import plot_funcs_der, plot_funcs" + "from HARK.utilities import plot_funcs, plot_funcs_der" ] }, { @@ -44,7 +44,7 @@ }, "outputs": [], "source": [ - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { @@ -101,7 +101,7 @@ "print(\n", " \"Solving a consumer with idiosyncratic shocks took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "IndShockExample.unpack(\"cFunc\")" ] @@ -164,7 +164,7 @@ "print(\n", " \"Solving a consumer with risky returns took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "RiskyReturnExample.unpack(\"cFunc\")" ] @@ -258,7 +258,7 @@ "print(\n", " \"Solving a consumer with risky returns and portfolio choice took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "PortfolioChoiceExample.unpack(\"cFunc\")\n", "PortfolioChoiceExample.unpack(\"ShareFunc\")" @@ -301,7 +301,7 @@ "source": [ "# Compare the consumption functions for the various agents in this notebook.\n", "print(\n", - " \"Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\"\n", + " \"Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\",\n", ")\n", "plot_funcs(\n", " [\n", @@ -355,7 +355,7 @@ "print(\n", " \"Solving a consumer with portfolio choice took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "PortfolioTypeExample.unpack(\"cFuncAdj\")\n", "PortfolioTypeExample.unpack(\"ShareFuncAdj\")" @@ -400,7 +400,7 @@ "source": [ "# Compare the consumption functions for the various portfolio choice types.\n", "print(\n", - " \"Consumption functions for portfolio choice type vs risky asset with portfolio choice:\"\n", + " \"Consumption functions for portfolio choice type vs risky asset with portfolio choice:\",\n", ")\n", "plot_funcs(\n", " [\n", @@ -473,7 +473,7 @@ "print(\n", " \"Solving a consumer with fixed portfolio share took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "FixedShareExample.unpack(\"cFunc\")" ] @@ -575,7 +575,7 @@ "print(\n", " \"Solving a consumer with share fixed at 1.0 took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "RiskyFixedExample.unpack(\"cFunc\")" ] diff --git a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb index b889ede7b..1616b05bc 100644 --- a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb @@ -6,8 +6,7 @@ "metadata": {}, "outputs": [], "source": [ - "\"\"\"\n", - "Example implementations of SequentialPortfolioConsumerType\n", + "\"\"\"Example implementations of SequentialPortfolioConsumerType\n", "\"\"\"\n", "from time import time\n", "\n", @@ -57,7 +56,7 @@ "print(\n", " \"Solving an infinite horizon portfolio choice problem took \"\n", " + str(t1 - t0)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -167,7 +166,7 @@ "print(\"For derivation of the numerical limiting portfolio share\")\n", "print(\"as market resources approach infinity, see\")\n", "print(\n", - " \"https://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/\"\n", + " \"https://www.econ2.jhu.edu/people/ccarroll/public/lecturenotes/AssetPricing/Portfolio-CRRA/\",\n", ")" ] }, @@ -227,7 +226,7 @@ "source": [ "# Make and solve a discrete portfolio choice consumer type\n", "print(\n", - " 'Now solving a portfolio choice problem with \"sticky\" portfolio shares; this might take a moment...'\n", + " 'Now solving a portfolio choice problem with \"sticky\" portfolio shares; this might take a moment...',\n", ")\n", "StickyType = SequentialPortfolioConsumerType(**init_sticky_share)\n", "StickyType.cycles = 0\n", @@ -249,7 +248,7 @@ "print(\n", " \"Solving an infinite horizon sticky portfolio choice problem took \"\n", " + str(t1 - t0)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -279,7 +278,7 @@ "source": [ "# Plot the consumption and risky-share functions\n", "print(\n", - " \"Consumption function over market resources when the agent can adjust his portfolio:\"\n", + " \"Consumption function over market resources when the agent can adjust his portfolio:\",\n", ")\n", "plot_funcs(StickyType.cFuncAdj[0], 0.0, 50.0)" ] @@ -309,7 +308,7 @@ ], "source": [ "print(\n", - " \"Consumption function over market resources when the agent CAN'T adjust, by current share:\"\n", + " \"Consumption function over market resources when the agent CAN'T adjust, by current share:\",\n", ")\n", "M = np.linspace(0.0, 50.0, 100)\n", "for s in np.linspace(0.0, 1.0, 5):\n", diff --git a/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb b/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb index 2fa0ce28e..74230b2b8 100644 --- a/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb @@ -15,22 +15,24 @@ "metadata": {}, "outputs": [], "source": [ + "from copy import deepcopy\n", "from time import process_time\n", - "import numpy as np\n", + "\n", "import matplotlib.pyplot as plt\n", - "from HARK.utilities import plot_funcs\n", - "from HARK.distribution import DiscreteDistribution\n", + "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsAggShockModel import (\n", " AggShockConsumerType,\n", - " CobbDouglasEconomy,\n", " AggShockMarkovConsumerType,\n", + " CobbDouglasEconomy,\n", " CobbDouglasMarkovEconomy,\n", ")\n", - "from copy import deepcopy\n", + "from HARK.distribution import DiscreteDistribution\n", + "from HARK.utilities import plot_funcs\n", "\n", "\n", "def mystr(number):\n", - " return \"{:.4f}\".format(number)" + " return f\"{number:.4f}\"" ] }, { @@ -93,10 +95,10 @@ " print(\n", " \"Solving an aggregate shocks consumer took \"\n", " + mystr(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", " )\n", " print(\n", - " \"Consumption function at each aggregate market resources-to-labor ratio gridpoint:\"\n", + " \"Consumption function at each aggregate market resources-to-labor ratio gridpoint:\",\n", " )\n", " m_grid = np.linspace(0, 10, 200)\n", " AggShockExample.unpack(\"cFunc\")\n", @@ -247,20 +249,20 @@ " # Solve the \"macroeconomic\" model by searching for a \"fixed point dynamic rule\"\n", " t_start = process_time()\n", " print(\n", - " \"Now solving for the equilibrium of a Cobb-Douglas economy. This might take a few minutes...\"\n", + " \"Now solving for the equilibrium of a Cobb-Douglas economy. This might take a few minutes...\",\n", " )\n", " EconomyExample.solve()\n", " t_end = process_time()\n", " print(\n", " 'Solving the \"macroeconomic\" aggregate shocks model took '\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", " )\n", "\n", " print(\"Aggregate savings as a function of aggregate market resources:\")\n", " plot_funcs(EconomyExample.AFunc, 0, 2 * EconomyExample.kSS)\n", " print(\n", - " \"Consumption function at each aggregate market resources gridpoint (in general equilibrium):\"\n", + " \"Consumption function at each aggregate market resources gridpoint (in general equilibrium):\",\n", " )\n", " AggShockExample.unpack(\"cFunc\")\n", " m_grid = np.linspace(0, 10, 200)\n", @@ -297,7 +299,7 @@ " MrkvEconomyExample.DampingFac = 0.2 # Turn down damping\n", " MrkvEconomyExample.make_AggShkHist() # Simulate a history of aggregate shocks\n", " AggShockMrkvExample.get_economy_data(\n", - " MrkvEconomyExample\n", + " MrkvEconomyExample,\n", " ) # Have the consumers inherit relevant objects from the economy" ] }, @@ -315,12 +317,12 @@ " print(\n", " \"Solving an aggregate shocks Markov consumer took \"\n", " + mystr(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", " )\n", "\n", " print(\n", " \"Consumption function at each aggregate market \\\n", - " resources-to-labor ratio gridpoint (for each macro state):\"\n", + " resources-to-labor ratio gridpoint (for each macro state):\",\n", " )\n", " m_grid = np.linspace(0, 10, 200)\n", " AggShockMrkvExample.unpack(\"cFunc\")\n", @@ -328,7 +330,8 @@ " for M in AggShockMrkvExample.Mgrid.tolist():\n", " mMin = AggShockMrkvExample.solution[0].mNrmMin[i](M)\n", " c_at_this_M = AggShockMrkvExample.cFunc[0][i](\n", - " m_grid + mMin, M * np.ones_like(m_grid)\n", + " m_grid + mMin,\n", + " M * np.ones_like(m_grid),\n", " )\n", " plt.plot(m_grid + mMin, c_at_this_M)\n", " plt.ylim(0.0, None)\n", @@ -350,12 +353,12 @@ " print(\n", " 'Solving the \"macroeconomic\" aggregate shocks model took '\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", " )\n", "\n", " print(\n", " \"Consumption function at each aggregate market \\\n", - " resources-to-labor ratio gridpoint (for each macro state):\"\n", + " resources-to-labor ratio gridpoint (for each macro state):\",\n", " )\n", " m_grid = np.linspace(0, 10, 200)\n", " AggShockMrkvExample.unpack(\"cFunc\")\n", @@ -363,7 +366,8 @@ " for M in AggShockMrkvExample.Mgrid.tolist():\n", " mMin = AggShockMrkvExample.solution[0].mNrmMin[i](M)\n", " c_at_this_M = AggShockMrkvExample.cFunc[0][i](\n", - " m_grid + mMin, M * np.ones_like(m_grid)\n", + " m_grid + mMin,\n", + " M * np.ones_like(m_grid),\n", " )\n", " plt.plot(m_grid + mMin, c_at_this_M)\n", " plt.ylim(0.0, None)\n", @@ -433,10 +437,12 @@ " KSexampleType = deepcopy(AggShockMrkvExample)\n", " KSexampleType.IncShkDstn[0] = [\n", " DiscreteDistribution(\n", - " np.array([0.96, 0.04]), np.array([[1.0, 1.0], [1.0 / 0.96, 0.0]])\n", + " np.array([0.96, 0.04]),\n", + " np.array([[1.0, 1.0], [1.0 / 0.96, 0.0]]),\n", " ),\n", " DiscreteDistribution(\n", - " np.array([0.90, 0.10]), np.array([[1.0, 1.0], [1.0 / 0.90, 0.0]])\n", + " np.array([0.90, 0.10]),\n", + " np.array([[1.0, 1.0], [1.0 / 0.90, 0.0]]),\n", " ),\n", " ]\n", "\n", @@ -460,7 +466,7 @@ " # Solve the K-S model\n", " t_start = process_time()\n", " print(\n", - " \"Now solving a Krusell-Smith-style economy. This should take about a minute...\"\n", + " \"Now solving a Krusell-Smith-style economy. This should take about a minute...\",\n", " )\n", " KSeconomy.solve()\n", " t_end = process_time()\n", @@ -479,7 +485,9 @@ " GrowthWidth = 0.02 # PermGroFacAgg deviates from PermGroFacAgg in this range\n", " Persistence = 0.90 # Probability of staying in the same Markov state\n", " PermGroFacAgg = np.linspace(\n", - " GrowthAvg - GrowthWidth, GrowthAvg + GrowthWidth, num=StateCount\n", + " GrowthAvg - GrowthWidth,\n", + " GrowthAvg + GrowthWidth,\n", + " num=StateCount,\n", " )\n", "\n", " # Make the Markov array with chosen states and persistence\n", @@ -503,7 +511,8 @@ " # Make a Cobb-Douglas economy for the agents\n", " # Use verbose=False to remove printing of intercept\n", " PolyStateEconomy = CobbDouglasMarkovEconomy(\n", - " agents=[PolyStateExample], verbose=False\n", + " agents=[PolyStateExample],\n", + " verbose=False,\n", " )\n", " PolyStateEconomy.MrkvArray = PolyMrkvArray\n", " PolyStateEconomy.PermGroFacAgg = PermGroFacAgg\n", @@ -515,7 +524,7 @@ " PolyStateEconomy.makeAggShkDstn()\n", " PolyStateEconomy.make_AggShkHist() # Simulate a history of aggregate shocks\n", " PolyStateExample.get_economy_data(\n", - " PolyStateEconomy\n", + " PolyStateEconomy,\n", " ) # Have the consumers inherit relevant objects from the economy\n", "\n", " # Solve the many state model\n", @@ -523,7 +532,7 @@ " print(\n", " \"Now solving an economy with \"\n", " + str(StateCount)\n", - " + \" Markov states. This might take a while...\"\n", + " + \" Markov states. This might take a while...\",\n", " )\n", " PolyStateEconomy.solve()\n", " t_end = process_time()\n", @@ -532,7 +541,7 @@ " + str(StateCount)\n", " + \" states took \"\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", " )" ] } diff --git a/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb b/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb index 02fc41c42..2219b2e66 100644 --- a/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb @@ -6,21 +6,23 @@ "metadata": {}, "outputs": [], "source": [ - "from HARK.utilities import plot_funcs\n", "from time import process_time\n", + "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsGenIncProcessModel import (\n", - " IndShockExplicitPermIncConsumerType,\n", " IndShockConsumerType,\n", + " IndShockExplicitPermIncConsumerType,\n", " PersistentShockConsumerType,\n", " init_explicit_perm_inc,\n", ")\n", "from HARK.ConsumptionSaving.ConsIndShockModel import indshk_constructor_dict\n", + "from HARK.utilities import plot_funcs\n", "\n", "\n", "def mystr(number):\n", - " return \"{:.4f}\".format(number)" + " return f\"{number:.4f}\"" ] }, { @@ -48,7 +50,7 @@ "print(\n", " \"Solving an explicit permanent income consumer took \"\n", " + mystr(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -60,15 +62,15 @@ "source": [ "# Display information about the pLvlGrid used in these examples\n", "print(\n", - " \"The infinite horizon examples presented here use a grid of persistent income levels (pLvlGrid)\"\n", + " \"The infinite horizon examples presented here use a grid of persistent income levels (pLvlGrid)\",\n", ")\n", "print(\n", - " \"based on percentiles of the long run distribution of pLvl for the given parameters. These percentiles\"\n", + " \"based on percentiles of the long run distribution of pLvl for the given parameters. These percentiles\",\n", ")\n", "print(\n", " \"are specified in the attribute pLvlPctiles. Here, the lowest percentile is \"\n", " + mystr(ExplicitExample.pLvlPctiles[0] * 100)\n", - " + \" and the highest\"\n", + " + \" and the highest\",\n", ")\n", "print(\"percentile is \" + mystr(ExplicitExample.pLvlPctiles[-1] * 100) + \".\\n\")" ] @@ -111,7 +113,7 @@ "print(\n", " \"Solving the equivalent problem with permanent income normalized out took \"\n", " + mystr(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -137,7 +139,7 @@ "plt.ylabel(\"Normalized consumption cNrm\")\n", "plt.show()\n", "print(\n", - " \"Consumption function for normalized problem (without explicit permanent income):\"\n", + " \"Consumption function for normalized problem (without explicit permanent income):\",\n", ")\n", "mNrmMin = NormalizedExample.solution[0].mNrmMin\n", "plot_funcs(NormalizedExample.solution[0].cFunc, mNrmMin, mNrmMin + 20)" @@ -208,7 +210,7 @@ "print(\n", " \"Solving a persistent income shocks consumer took \"\n", " + mystr(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -222,7 +224,7 @@ "print(\n", " \"Consumption function by persistent income level pLvl for a consumer with AR1 coefficient of \"\n", " + str(PersistentExample.PrstIncCorr)\n", - " + \":\"\n", + " + \":\",\n", ")\n", "pLvlGrid = PersistentExample.pLvlGrid[0]\n", "mLvlGrid = np.linspace(0, 20, 300)\n", diff --git a/examples/ConsumptionSaving/example_ConsIndShock.ipynb b/examples/ConsumptionSaving/example_ConsIndShock.ipynb index 2a5824673..0e18764bb 100644 --- a/examples/ConsumptionSaving/example_ConsIndShock.ipynb +++ b/examples/ConsumptionSaving/example_ConsIndShock.ipynb @@ -6,15 +6,16 @@ "metadata": {}, "outputs": [], "source": [ + "from time import time\n", + "\n", "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", - " PerfForesightConsumerType,\n", " IndShockConsumerType,\n", " KinkedRconsumerType,\n", - " init_lifecycle,\n", + " PerfForesightConsumerType,\n", " init_cyclical,\n", + " init_lifecycle,\n", ")\n", - "from HARK.utilities import plot_funcs_der, plot_funcs\n", - "from time import time" + "from HARK.utilities import plot_funcs, plot_funcs_der" ] }, { @@ -25,7 +26,7 @@ }, "outputs": [], "source": [ - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { @@ -69,7 +70,7 @@ "print(\n", " \"Solving a perfect foresight consumer took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "PFexample.unpack(\"cFunc\")" ] @@ -218,7 +219,7 @@ "print(\n", " \"Solving a consumer with idiosyncratic shocks took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "IndShockExample.unpack(\"cFunc\")" ] @@ -397,7 +398,7 @@ "# Plot the consumption functions during working life\n", "print(\"Consumption functions while working:\")\n", "mMin = min(\n", - " [LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)]\n", + " [LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)],\n", ")\n", "plot_funcs(LifecycleExample.cFunc[: LifecycleExample.T_retire], mMin, 5)" ] diff --git a/examples/ConsumptionSaving/example_ConsLaborModel.ipynb b/examples/ConsumptionSaving/example_ConsLaborModel.ipynb index 5454bb307..1ce30d733 100644 --- a/examples/ConsumptionSaving/example_ConsLaborModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsLaborModel.ipynb @@ -6,13 +6,15 @@ "metadata": {}, "outputs": [], "source": [ + "from time import process_time\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsLaborModel import (\n", " LaborIntMargConsumerType,\n", " init_labor_lifecycle,\n", - ")\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from time import process_time" + ")" ] }, { @@ -21,7 +23,7 @@ "metadata": {}, "outputs": [], "source": [ - "mystr = lambda number: \"{:.4f}\".format(number) # Format numbers as strings" + "mystr = lambda number: f\"{number:.4f}\" # Format numbers as strings" ] }, { @@ -64,7 +66,7 @@ "print(\n", " \"Solving a labor intensive margin consumer took \"\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -137,7 +139,8 @@ "for Shk in TranShkSet:\n", " B_temp = B + LaborIntMargExample.solution[t].bNrmMin(Shk)\n", " C = LaborIntMargExample.solution[t].cFunc.derivativeX(\n", - " B_temp, Shk * np.ones_like(B_temp)\n", + " B_temp,\n", + " Shk * np.ones_like(B_temp),\n", " )\n", " plt.plot(B_temp, C)\n", " bMin = np.minimum(bMin, B_temp[0])\n", @@ -207,7 +210,8 @@ " B_temp = B + LaborIntMargExample.solution[t].bNrmMin(Shk)\n", " if pseudo_inverse:\n", " vP = LaborIntMargExample.solution[t].vPfunc.cFunc(\n", - " B_temp, Shk * np.ones_like(B_temp)\n", + " B_temp,\n", + " Shk * np.ones_like(B_temp),\n", " )\n", " else:\n", " vP = LaborIntMargExample.solution[t].vPfunc(B_temp, Shk * np.ones_like(B_temp))\n", @@ -281,7 +285,7 @@ " + str(LaborIntMargExample.T_sim)\n", " + \" periods took \"\n", " + mystr(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", " )\n", "\n", " N = LaborIntMargExample.AgentCount\n", @@ -289,7 +293,7 @@ "\n", " plt.plot(np.sort(LaborIntMargExample.controls[\"cNrm\"]), CDF)\n", " plt.xlabel(\n", - " \"Consumption cNrm in \" + str(LaborIntMargExample.T_sim) + \"th simulated period\"\n", + " \"Consumption cNrm in \" + str(LaborIntMargExample.T_sim) + \"th simulated period\",\n", " )\n", " plt.ylabel(\"Cumulative distribution\")\n", " plt.xlim(0.0, None)\n", @@ -298,7 +302,7 @@ "\n", " plt.plot(np.sort(LaborIntMargExample.controls[\"Lbr\"]), CDF)\n", " plt.xlabel(\n", - " \"Labor supply Lbr in \" + str(LaborIntMargExample.T_sim) + \"th simulated period\"\n", + " \"Labor supply Lbr in \" + str(LaborIntMargExample.T_sim) + \"th simulated period\",\n", " )\n", " plt.ylabel(\"Cumulative distribution\")\n", " plt.xlim(0.0, 1.0)\n", @@ -309,7 +313,7 @@ " plt.xlabel(\n", " \"End-of-period assets aNrm in \"\n", " + str(LaborIntMargExample.T_sim)\n", - " + \"th simulated period\"\n", + " + \"th simulated period\",\n", " )\n", " plt.ylabel(\"Cumulative distribution\")\n", " plt.xlim(0.0, 20.0)\n", @@ -350,7 +354,7 @@ "print(\n", " \"Solving a lifecycle labor intensive margin consumer took \"\n", " + str(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "LifecycleExample.unpack(\"cFunc\")" ] @@ -427,7 +431,8 @@ " Shk = TranShkSet[int(len(TranShkSet) // 2)] # Use the median shock, more or less\n", " B_temp = B + LifecycleExample.solution[t].bNrmMin(Shk)\n", " MPC = LifecycleExample.solution[t].cFunc.derivativeX(\n", - " B_temp, Shk * np.ones_like(B_temp)\n", + " B_temp,\n", + " Shk * np.ones_like(B_temp),\n", " )\n", " plt.plot(B_temp, MPC)\n", " b_min = np.minimum(b_min, B_temp[0])\n", @@ -506,7 +511,8 @@ " B_temp = B + LifecycleExample.solution[t].bNrmMin(Shk)\n", " if pseudo_inverse:\n", " vP = LifecycleExample.solution[t].vPfunc.cFunc(\n", - " B_temp, Shk * np.ones_like(B_temp)\n", + " B_temp,\n", + " Shk * np.ones_like(B_temp),\n", " )\n", " else:\n", " vP = LifecycleExample.solution[t].vPfunc(B_temp, Shk * np.ones_like(B_temp))\n", diff --git a/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb b/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb index 60cd050a6..41a53391b 100644 --- a/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb @@ -6,17 +6,19 @@ "metadata": {}, "outputs": [], "source": [ - "from HARK.utilities import plot_funcs\n", + "from copy import copy, deepcopy\n", "from time import process_time\n", - "from copy import deepcopy, copy\n", + "\n", "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsMarkovModel import (\n", " MarkovConsumerType,\n", " init_indshk_markov,\n", ")\n", "from HARK.distribution import DiscreteDistributionLabeled\n", + "from HARK.utilities import plot_funcs\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)\n", + "mystr = lambda number: f\"{number:.4f}\"\n", "do_simulation = True" ] }, @@ -129,7 +131,7 @@ " p_reemploy * (1 - boom_prob),\n", " (1 - p_reemploy) * (1 - boom_prob),\n", " ],\n", - " ]\n", + " ],\n", ")" ] }, @@ -172,10 +174,14 @@ "source": [ "# Replace the default (lognormal) income distribution with a custom one\n", "employed_income_dist = DiscreteDistributionLabeled(\n", - " pmv=np.ones(1), atoms=np.array([[1.0], [1.0]]), var_names=[\"PermShk\", \"TranShk\"]\n", + " pmv=np.ones(1),\n", + " atoms=np.array([[1.0], [1.0]]),\n", + " var_names=[\"PermShk\", \"TranShk\"],\n", ") # Definitely get income\n", "unemployed_income_dist = DiscreteDistributionLabeled(\n", - " pmv=np.ones(1), atoms=np.array([[1.0], [0.0]]), var_names=[\"PermShk\", \"TranShk\"]\n", + " pmv=np.ones(1),\n", + " atoms=np.array([[1.0], [0.0]]),\n", + " var_names=[\"PermShk\", \"TranShk\"],\n", ") # Definitely don't\n", "SerialUnemploymentExample.IncShkDstn = [\n", " [\n", @@ -183,7 +189,7 @@ " unemployed_income_dist,\n", " employed_income_dist,\n", " unemployed_income_dist,\n", - " ]\n", + " ],\n", "]\n", "SerialUnemploymentExample.assign_parameters(MrkvArray=[MrkvArray])" ] @@ -220,7 +226,7 @@ "print(\n", " \"Solving a Markov consumer with serially correlated unemployment took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "print(\"Consumption functions for each discrete state:\")\n", "plot_funcs(SerialUnemploymentExample.solution[0].cFunc, 0, 50)\n", @@ -284,7 +290,7 @@ " var_names=[\"PermShk\", \"TranShk\"],\n", ")\n", "IncomeDstn = [IncomeDstnReg] + ImmunityT * [\n", - " IncomeDstnImm\n", + " IncomeDstnImm,\n", "] # Income distribution for each Markov state, in a list" ] }, @@ -322,7 +328,7 @@ "ImmunityExample.assign_parameters(\n", " Rfree=np.array(np.array(StateCount * [1.03])), # Interest factor same in all states\n", " PermGroFac=[\n", - " np.array(StateCount * [1.01])\n", + " np.array(StateCount * [1.01]),\n", " ], # Permanent growth factor same in all states\n", " LivPrb=[np.array(StateCount * [0.98])], # Same survival probability in all states\n", " BoroCnstArt=None, # No artificial borrowing constraint\n", @@ -344,7 +350,7 @@ "print(\n", " 'Solving an \"unemployment immunity\" consumer took '\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "print(\"Consumption functions for each discrete state:\")\n", "mNrmMin = np.min([ImmunityExample.solution[0].mNrmMin[j] for j in range(StateCount)])\n", @@ -386,7 +392,7 @@ " var_names=[\"PermShk\", \"TranShk\"],\n", ")\n", "IncomeDstn = StateCount * [\n", - " IncomeDstnReg\n", + " IncomeDstnReg,\n", "] # Same simple income distribution in each state" ] }, @@ -416,10 +422,10 @@ "SerialGroExample.assign_parameters(MrkvArray=[MrkvArray])\n", "SerialGroExample.assign_parameters(\n", " Rfree=np.array(\n", - " np.array(StateCount * [1.03])\n", + " np.array(StateCount * [1.03]),\n", " ), # Same interest factor in each Markov state\n", " PermGroFac=[\n", - " np.array([0.97, 0.99, 1.01, 1.03, 1.05])\n", + " np.array([0.97, 0.99, 1.01, 1.03, 1.05]),\n", " ], # Different permanent growth factor in each Markov state\n", " LivPrb=[np.array(StateCount * [0.98])], # Same survival probability in all states\n", " cycles=0,\n", @@ -449,7 +455,7 @@ "print(\n", " \"Solving a serially correlated growth consumer took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "print(\"Consumption functions for each discrete state:\")\n", "plot_funcs(SerialGroExample.solution[0].cFunc, 0, 10)" @@ -465,7 +471,7 @@ "SerialRExample = deepcopy(SerialGroExample) # Same as the last problem...\n", "SerialRExample.assign_parameters(\n", " PermGroFac=[\n", - " np.array(StateCount * [1.01])\n", + " np.array(StateCount * [1.01]),\n", " ], # ...but now the permanent growth factor is constant...\n", " Rfree=np.array([1.01, 1.02, 1.03, 1.04, 1.05]),\n", ") # ...and the interest factor is what varies across states" @@ -484,7 +490,7 @@ "print(\n", " \"Solving a serially correlated interest consumer took \"\n", " + mystr(end_time - start_time)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "print(\"Consumption functions for each discrete state:\")\n", "plot_funcs(SerialRExample.solution[0].cFunc, 0, 10)" diff --git a/examples/ConsumptionSaving/example_ConsMedModel.ipynb b/examples/ConsumptionSaving/example_ConsMedModel.ipynb index 4c1add49f..bcb87e6b6 100644 --- a/examples/ConsumptionSaving/example_ConsMedModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsMedModel.ipynb @@ -6,11 +6,13 @@ "metadata": {}, "outputs": [], "source": [ - "from HARK.rewards import CRRAutility_inv\n", "from time import time\n", + "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "from HARK.ConsumptionSaving.ConsMedModel import MedShockConsumerType" + "\n", + "from HARK.ConsumptionSaving.ConsMedModel import MedShockConsumerType\n", + "from HARK.rewards import CRRAutility_inv" ] }, { @@ -19,7 +21,7 @@ "metadata": {}, "outputs": [], "source": [ - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { @@ -268,7 +270,8 @@ " M_temp = pLvl * M + MedicalExample.solution[0].mLvlMin(pLvl)\n", " P = pLvl * np.ones_like(M)\n", " v = CRRAutility_inv(\n", - " MedicalExample.solution[0].vFunc(M_temp, P), gam=MedicalExample.CRRA\n", + " MedicalExample.solution[0].vFunc(M_temp, P),\n", + " gam=MedicalExample.CRRA,\n", " )\n", " plt.plot(M_temp, v)\n", " print(\"Value function (pseudo inverse)\")\n", @@ -314,7 +317,7 @@ " + str(MedicalExample.T_sim)\n", " + \" periods took \"\n", " + mystr(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", " )" ] }, diff --git a/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb b/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb index 54bbd6cd7..db73ba6b0 100644 --- a/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb @@ -6,16 +6,18 @@ "metadata": {}, "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", - "from HARK.utilities import plot_funcs\n", "from time import process_time\n", + "\n", + "import matplotlib.pyplot as plt\n", "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsPrefShockModel import (\n", - " PrefShockConsumerType,\n", " KinkyPrefConsumerType,\n", + " PrefShockConsumerType,\n", ")\n", + "from HARK.utilities import plot_funcs\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)\n", + "mystr = lambda number: f\"{number:.4f}\"\n", "do_simulation = True" ] }, diff --git a/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb b/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb index 291d54c04..a7fb8d212 100644 --- a/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb @@ -8,14 +8,15 @@ "source": [ "from copy import deepcopy\n", "from time import time\n", + "\n", "import numpy as np\n", - "from HARK.utilities import plot_funcs\n", - "from HARK.ConsumptionSaving.ConsIndShockModel import init_idiosyncratic_shocks\n", "\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import init_idiosyncratic_shocks\n", "from HARK.ConsumptionSaving.ConsRepAgentModel import (\n", " RepAgentConsumerType,\n", " RepAgentMarkovConsumerType,\n", - ")" + ")\n", + "from HARK.utilities import plot_funcs" ] }, { @@ -107,7 +108,7 @@ "RAexample.solve()\n", "t_end = time()\n", "print(\n", - " \"Solving a representative agent problem took \" + str(t_end - t_start) + \" seconds.\"\n", + " \"Solving a representative agent problem took \" + str(t_end - t_start) + \" seconds.\",\n", ")\n", "plot_funcs(RAexample.solution[0].cFunc, 0, 20)" ] @@ -138,7 +139,7 @@ " + str(RAexample.T_sim)\n", " + \" periods took \"\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -179,7 +180,7 @@ "print(\n", " \"Solving a two state representative agent problem took \"\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")\n", "plot_funcs(RAmarkovExample.solution[0].cFunc, 0, 10)" ] @@ -210,7 +211,7 @@ " + str(RAexample.T_sim)\n", " + \" periods took \"\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, diff --git a/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb b/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb index a5b8d42ba..b731a94c6 100644 --- a/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb @@ -7,15 +7,16 @@ "metadata": {}, "outputs": [], "source": [ + "\"\"\"Example implementations of HARK.ConsumptionSaving.ConsPortfolioModel\n", "\"\"\"\n", - "Example implementations of HARK.ConsumptionSaving.ConsPortfolioModel\n", - "\"\"\"\n", + "from time import time\n", + "\n", + "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsRiskyContribModel import (\n", " RiskyContribConsumerType,\n", " init_risky_contrib,\n", - ")\n", - "from time import time\n", - "import numpy as np" + ")" ] }, { @@ -28,7 +29,14 @@ "outputs": [], "source": [ "def plot_slices_3d(\n", - " functions, bot_x, top_x, y_slices, N=300, y_name=None, titles=None, ax_labs=None\n", + " functions,\n", + " bot_x,\n", + " top_x,\n", + " y_slices,\n", + " N=300,\n", + " y_name=None,\n", + " titles=None,\n", + " ax_labs=None,\n", "):\n", " import matplotlib.pyplot as plt\n", "\n", diff --git a/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb b/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb index 2d684d0ae..227d822db 100644 --- a/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb +++ b/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb @@ -13,14 +13,17 @@ "metadata": {}, "outputs": [], "source": [ + "# An alternative, much longer way to solve the TBS model\n", + "from time import process_time # timing utility\n", + "\n", "import numpy as np # numeric Python\n", - "from HARK.utilities import plot_funcs # basic plotting tools\n", + "\n", "from HARK.ConsumptionSaving.ConsMarkovModel import (\n", " MarkovConsumerType,\n", - ") # An alternative, much longer way to solve the TBS model\n", - "from time import process_time # timing utility\n", - "from HARK.distribution import DiscreteDistributionLabeled\n", + ")\n", "from HARK.ConsumptionSaving.TractableBufferStockModel import TractableConsumerType\n", + "from HARK.distribution import DiscreteDistributionLabeled\n", + "from HARK.utilities import plot_funcs # basic plotting tools\n", "\n", "do_simulation = True" ] @@ -80,7 +83,7 @@ "print(\n", " \"Solving a tractable consumption-savings model took \"\n", " + str(t_end - t_start)\n", - " + \" seconds.\"\n", + " + \" seconds.\",\n", ")" ] }, @@ -118,7 +121,7 @@ "source": [ "if do_simulation:\n", " ExampleType.assign_parameters(\n", - " **simulation_values\n", + " **simulation_values,\n", " ) # Set attributes needed for simulation\n", " ExampleType.track_vars = [\"mLvl\"]\n", " ExampleType.make_shock_history()\n", @@ -155,17 +158,17 @@ "# Now solve the same model using backward induction rather than the analytic method of TBS.\n", "# The TBS model is equivalent to a Markov model with two states, one of them absorbing (permanent unemployment).\n", "MrkvArray = np.array(\n", - " [[1.0 - base_primitives[\"UnempPrb\"], base_primitives[\"UnempPrb\"]], [0.0, 1.0]]\n", + " [[1.0 - base_primitives[\"UnempPrb\"], base_primitives[\"UnempPrb\"]], [0.0, 1.0]],\n", ") # Define the two state, absorbing unemployment Markov array\n", "init_consumer_objects = {\n", " \"CRRA\": base_primitives[\"CRRA\"],\n", " \"Rfree\": np.array(\n", - " 2 * [base_primitives[\"Rfree\"]]\n", + " 2 * [base_primitives[\"Rfree\"]],\n", " ), # Interest factor (same in both states)\n", " \"PermGroFac\": [\n", " np.array(\n", - " 2 * [base_primitives[\"PermGroFac\"] / (1.0 - base_primitives[\"UnempPrb\"])]\n", - " )\n", + " 2 * [base_primitives[\"PermGroFac\"] / (1.0 - base_primitives[\"UnempPrb\"])],\n", + " ),\n", " ], # Unemployment-compensated permanent growth factor\n", " \"BoroCnstArt\": None, # Artificial borrowing constraint\n", " \"PermShkStd\": [0.0], # Permanent shock standard deviation\n", @@ -201,10 +204,14 @@ "outputs": [], "source": [ "employed_income_dist = DiscreteDistributionLabeled(\n", - " pmv=np.ones(1), atoms=np.array([[1.0], [1.0]]), var_names=[\"PermShk\", \"TranShk\"]\n", + " pmv=np.ones(1),\n", + " atoms=np.array([[1.0], [1.0]]),\n", + " var_names=[\"PermShk\", \"TranShk\"],\n", ") # Income distribution when employed\n", "unemployed_income_dist = DiscreteDistributionLabeled(\n", - " pmv=np.ones(1), atoms=np.array([[1.0], [0.0]]), var_names=[\"PermShk\", \"TranShk\"]\n", + " pmv=np.ones(1),\n", + " atoms=np.array([[1.0], [0.0]]),\n", + " var_names=[\"PermShk\", \"TranShk\"],\n", ") # Income distribution when permanently unemployed" ] }, @@ -215,7 +222,7 @@ "outputs": [], "source": [ "MarkovType.IncShkDstn = [\n", - " [employed_income_dist, unemployed_income_dist]\n", + " [employed_income_dist, unemployed_income_dist],\n", "] # set the income distribution in each state\n", "MarkovType.cycles = 0" ] @@ -240,7 +247,7 @@ "outputs": [], "source": [ "print(\n", - " 'Solving the same model \"the long way\" took ' + str(t_end - t_start) + \" seconds.\"\n", + " 'Solving the same model \"the long way\" took ' + str(t_end - t_start) + \" seconds.\",\n", ")\n", "# plot_funcs([ExampleType.solution[0].cFunc,ExampleType.solution[0].cFunc_U],0,m_upper)\n", "plot_funcs(MarkovType.cFunc[0], 0, m_upper)\n", diff --git a/examples/Distributions/DiscreteDistributionLabeled.ipynb b/examples/Distributions/DiscreteDistributionLabeled.ipynb index 72cf032b6..837af8086 100644 --- a/examples/Distributions/DiscreteDistributionLabeled.ipynb +++ b/examples/Distributions/DiscreteDistributionLabeled.ipynb @@ -21,9 +21,10 @@ "outputs": [], "source": [ "import numpy as np\n", + "\n", "from HARK.distribution import (\n", - " MeanOneLogNormal,\n", " DiscreteDistributionLabeled,\n", + " MeanOneLogNormal,\n", " calc_expectation,\n", " combine_indep_dstns,\n", ")" diff --git a/examples/Distributions/ExpectedValue.ipynb b/examples/Distributions/ExpectedValue.ipynb index 6597ade76..124829d12 100644 --- a/examples/Distributions/ExpectedValue.ipynb +++ b/examples/Distributions/ExpectedValue.ipynb @@ -25,6 +25,7 @@ "from time import time\n", "\n", "import numpy as np\n", + "\n", "from HARK.distribution import (\n", " MeanOneLogNormal,\n", " Normal,\n", diff --git a/examples/FrameAgentType/FrameAgentType Demo.ipynb b/examples/FrameAgentType/FrameAgentType Demo.ipynb index 0a74a4f16..2dab35c51 100644 --- a/examples/FrameAgentType/FrameAgentType Demo.ipynb +++ b/examples/FrameAgentType/FrameAgentType Demo.ipynb @@ -8,9 +8,7 @@ "source": [ "import HARK.ConsumptionSaving.ConsPortfolioFrameModel as cpfm\n", "import HARK.ConsumptionSaving.ConsPortfolioModel as cpm\n", - "\n", "from HARK.frame import Frame, draw_frame_model\n", - "\n", "from HARK.rewards import (\n", " CRRAutility,\n", ")" @@ -957,7 +955,10 @@ ], "source": [ "plt.plot(\n", - " range(5000), pcft.history[\"cNrm\"].mean(axis=1), label=\"frames - cNrm\", alpha=0.5\n", + " range(5000),\n", + " pcft.history[\"cNrm\"].mean(axis=1),\n", + " label=\"frames - cNrm\",\n", + " alpha=0.5,\n", ")\n", "plt.plot(range(5000), pcft.history[\"U\"].mean(axis=1), label=\"frames - U\", alpha=0.5)\n", "plt.legend()" diff --git a/examples/FrameAgentType/FrameModels.ipynb b/examples/FrameAgentType/FrameModels.ipynb index 40e1fc54a..e0924b63b 100644 --- a/examples/FrameAgentType/FrameModels.ipynb +++ b/examples/FrameAgentType/FrameModels.ipynb @@ -7,6 +7,11 @@ "metadata": {}, "outputs": [], "source": [ + "from HARK.distribution import (\n", + " IndexDistribution,\n", + " Lognormal,\n", + " MeanOneLogNormal, # Random draws for simulating agents\n", + ")\n", "from HARK.frame import (\n", " BackwardFrameReference,\n", " Frame,\n", @@ -14,13 +19,6 @@ " FrameModel,\n", " draw_frame_model,\n", ")\n", - "\n", - "from HARK.distribution import (\n", - " IndexDistribution,\n", - " Lognormal,\n", - " MeanOneLogNormal, # Random draws for simulating agents\n", - ")\n", - "\n", "from HARK.rewards import (\n", " CRRAutility,\n", ")" @@ -103,9 +101,7 @@ "source": [ "# TODO: streamline this so it can draw the parameters from context\n", "def birth_aNrmNow(N, **context):\n", - " \"\"\"\n", - " Birth value for aNrmNow\n", - " \"\"\"\n", + " \"\"\"Birth value for aNrmNow\"\"\"\n", " return Lognormal(\n", " mu=context[\"aNrmInitMean\"],\n", " sigma=context[\"aNrmInitStd\"],\n", @@ -177,7 +173,8 @@ ], "source": [ "isinstance(\n", - " list(frame_model_A.frames.var(\"bNrm\").parents.values())[0], BackwardFrameReference\n", + " list(frame_model_A.frames.var(\"bNrm\").parents.values())[0],\n", + " BackwardFrameReference,\n", ")" ] }, @@ -453,9 +450,7 @@ "\n", " # get optimal action for each scope point given objective\n", "\n", - " # interpolate from (s, a*) into decision rule\n", - "\n", - " pass" + " # interpolate from (s, a*) into decision rule" ] }, { @@ -487,7 +482,8 @@ "\n", " if frame.reward:\n", " frame.value = create_value_function_from_reward_transition(\n", - " frame.transition, frame.context\n", + " frame.transition,\n", + " frame.context,\n", " )\n", "\n", " elif frame.control:\n", @@ -542,7 +538,7 @@ } ], "source": [ - "model.frames.iloc(3).value(**{\"cNrm\": 2})" + "model.frames.iloc(3).value(cNrm=2)" ] }, { @@ -677,7 +673,11 @@ "outputs": [], "source": [ "frame_agent_A = FrameAgentType(\n", - " frame_model_A, T_sim=5000, AgentCount=200, read_shocks=True, cycles=0\n", + " frame_model_A,\n", + " T_sim=5000,\n", + " AgentCount=200,\n", + " read_shocks=True,\n", + " cycles=0,\n", ")\n", "\n", "# frame_agent_A.solve()\n", @@ -722,12 +722,12 @@ "# maybe replace reference to init_portfolio to self.parameters?\n", "frame_model_B = FrameModel(\n", " [\n", - " # todo : make an aggegrate value\n", + " # TODO : make an aggegrate value\n", " Frame(\n", " (\"PermShk\"),\n", " None,\n", " default={\n", - " \"PermShk\": 1.0\n", + " \"PermShk\": 1.0,\n", " }, # maybe this is unnecessary because the shock gets sampled at t = 0\n", " # this is discretized before it's sampled\n", " transition=IndexDistribution(\n", @@ -737,19 +737,24 @@ " \"std\": init_parameters[\"PermShkStd\"],\n", " },\n", " ).discretize(\n", - " init_parameters[\"PermShkCount\"], method=\"equiprobable\", tail_N=0\n", + " init_parameters[\"PermShkCount\"],\n", + " method=\"equiprobable\",\n", + " tail_N=0,\n", " ),\n", " ),\n", " Frame(\n", " (\"TranShk\"),\n", " None,\n", " default={\n", - " \"TranShk\": 1.0\n", + " \"TranShk\": 1.0,\n", " }, # maybe this is unnecessary because the shock gets sampled at t = 0\n", " transition=IndexDistribution(\n", - " MeanOneLogNormal, {\"sigma\": init_parameters[\"TranShkStd\"]}\n", + " MeanOneLogNormal,\n", + " {\"sigma\": init_parameters[\"TranShkStd\"]},\n", " ).discretize(\n", - " init_parameters[\"TranShkCount\"], method=\"equiprobable\", tail_N=0\n", + " init_parameters[\"TranShkCount\"],\n", + " method=\"equiprobable\",\n", + " tail_N=0,\n", " ),\n", " ),\n", " Frame(\n", @@ -819,9 +824,7 @@ "source": [ "# TODO: streamline this so it can draw the parameters from context\n", "def birth_aNrmNow(self, N):\n", - " \"\"\"\n", - " Birth value for aNrmNow\n", - " \"\"\"\n", + " \"\"\"Birth value for aNrmNow\"\"\"\n", " return Lognormal(\n", " mu=self.aNrmInitMean,\n", " sigma=self.aNrmInitStd,\n", @@ -833,12 +836,12 @@ "\n", "frame_model_C = FrameModel(\n", " [\n", - " # todo : make an aggegrate value\n", + " # TODO : make an aggegrate value\n", " Frame(\n", " (\"PermShk\"),\n", " None,\n", " default={\n", - " \"PermShk\": 1.0\n", + " \"PermShk\": 1.0,\n", " }, # maybe this is unnecessary because the shock gets sampled at t = 0\n", " # this is discretized before it's sampled\n", " transition=IndexDistribution(\n", @@ -848,19 +851,24 @@ " \"std\": init_parameters[\"PermShkStd\"],\n", " },\n", " ).discretize(\n", - " init_parameters[\"PermShkCount\"], method=\"equiprobable\", tail_N=0\n", + " init_parameters[\"PermShkCount\"],\n", + " method=\"equiprobable\",\n", + " tail_N=0,\n", " ),\n", " ),\n", " Frame(\n", " (\"TranShk\"),\n", " None,\n", " default={\n", - " \"TranShk\": 1.0\n", + " \"TranShk\": 1.0,\n", " }, # maybe this is unnecessary because the shock gets sampled at t = 0\n", " transition=IndexDistribution(\n", - " MeanOneLogNormal, {\"sigma\": init_parameters[\"TranShkStd\"]}\n", + " MeanOneLogNormal,\n", + " {\"sigma\": init_parameters[\"TranShkStd\"]},\n", " ).discretize(\n", - " init_parameters[\"TranShkCount\"], method=\"equiprobable\", tail_N=0\n", + " init_parameters[\"TranShkCount\"],\n", + " method=\"equiprobable\",\n", + " tail_N=0,\n", " ),\n", " ),\n", " Frame( ## TODO: Handle Risky as an Aggregate value\n", diff --git a/examples/GenIncProcessModel/GenIncProcessModel.ipynb b/examples/GenIncProcessModel/GenIncProcessModel.ipynb index 8d65cc8bd..5d5e8eee7 100644 --- a/examples/GenIncProcessModel/GenIncProcessModel.ipynb +++ b/examples/GenIncProcessModel/GenIncProcessModel.ipynb @@ -16,11 +16,12 @@ "outputs": [], "source": [ "# Initial imports and notebook setup\n", + "from copy import copy\n", + "\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", - "from copy import copy\n", - "from HARK.utilities import plot_funcs\n", - "import numpy as np" + "from HARK.utilities import plot_funcs" ] }, { @@ -212,10 +213,10 @@ " [0.001, 0.005, 0.01, 0.03],\n", " np.linspace(0.05, 0.95, num=19),\n", " [0.97, 0.99, 0.995, 0.999],\n", - " )\n", + " ),\n", " ),\n", " \"PermGroFac\": [\n", - " 1.0\n", + " 1.0,\n", " ], # Permanent income growth factor - long run permanent income growth doesn't work yet\n", "}" ] @@ -252,7 +253,7 @@ "print(\n", " \"and the highest percentile is \"\n", " + str(GenIncDictionary[\"pLvlPctiles\"][-1] * 100)\n", - " + \".\\n\"\n", + " + \".\\n\",\n", ")\n", "\n", "ExplicitExample.solve()" @@ -381,7 +382,7 @@ "plt.show()\n", "\n", "print(\n", - " \"Consumption function for normalized problem (without explicit permanent income):\"\n", + " \"Consumption function for normalized problem (without explicit permanent income):\",\n", ")\n", "mNrmMin = NormalizedExample.solution[0].mNrmMin\n", "plot_funcs(NormalizedExample.solution[0].cFunc, mNrmMin, mNrmMin + 20.0)" @@ -552,7 +553,7 @@ "print(\n", " \"Consumption function by persistent income level pLvl for a consumer with AR1 coefficient of \"\n", " + str(PersistentExample.PrstIncCorr)\n", - " + \":\"\n", + " + \":\",\n", ")\n", "pLvlGrid = PersistentExample.pLvlGrid[0]\n", "mLvlGrid = np.linspace(0, 20, 300)\n", diff --git a/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb b/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb index d81aa22a5..fab73c538 100644 --- a/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb +++ b/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb @@ -30,7 +30,7 @@ "\n", "from copy import deepcopy\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)\n", + "mystr = lambda number: f\"{number:.4f}\"\n", "from HARK.utilities import plot_funcs" ] }, @@ -248,11 +248,11 @@ "print(\n", " \"This agent's human wealth is \"\n", " + str(humanWealth)\n", - " + \" times his current income level.\"\n", + " + \" times his current income level.\",\n", ")\n", "print(\n", " \"This agent's consumption function is defined (consumption is positive) down to m_t = \"\n", - " + str(mMinimum)\n", + " + str(mMinimum),\n", ")" ] }, @@ -331,7 +331,9 @@ "NewExample.solve()\n", "mPlotBottom = mMinimum\n", "plot_funcs(\n", - " [PFexample.solution[0].cFunc, NewExample.solution[0].cFunc], mPlotBottom, mPlotTop\n", + " [PFexample.solution[0].cFunc, NewExample.solution[0].cFunc],\n", + " mPlotBottom,\n", + " mPlotTop,\n", ")" ] }, @@ -531,10 +533,10 @@ "outputs": [], "source": [ "OtherExample = deepcopy(\n", - " IndShockExample\n", + " IndShockExample,\n", ") # Make a copy so we can compare consumption functions\n", "OtherExample.assign_parameters(\n", - " PermShkStd=[0.2]\n", + " PermShkStd=[0.2],\n", ") # Double permanent income risk (note that it's a one element list)\n", "OtherExample.update_income_process() # Call the method to reconstruct the representation of F_t\n", "OtherExample.solve()" diff --git a/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb b/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb index 5bf5a471d..a38798813 100644 --- a/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb +++ b/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb @@ -104,11 +104,12 @@ "metadata": {}, "outputs": [], "source": [ + "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", " IndShockConsumerType,\n", " init_lifecycle,\n", ")\n", - "import numpy as np\n", "\n", "LifecycleExample = IndShockConsumerType(**init_lifecycle)\n", "LifecycleExample.cycles = (\n", @@ -144,7 +145,9 @@ "from HARK.utilities import plot_funcs\n", "\n", "plot_funcs(\n", - " [LifecycleExample.solution[0].cFunc], LifecycleExample.solution[0].mNrmMin, 10\n", + " [LifecycleExample.solution[0].cFunc],\n", + " LifecycleExample.solution[0].mNrmMin,\n", + " 10,\n", ")" ] }, @@ -331,7 +334,9 @@ "outputs": [], "source": [ "solution = solver.make_basic_solution(\n", - " EndOfPrdvP, solver.aNrmNow, solver.make_linear_cFunc\n", + " EndOfPrdvP,\n", + " solver.aNrmNow,\n", + " solver.make_linear_cFunc,\n", ")" ] }, diff --git a/examples/Interpolation/CubicInterp.ipynb b/examples/Interpolation/CubicInterp.ipynb index 434f51f4f..41a498857 100644 --- a/examples/Interpolation/CubicInterp.ipynb +++ b/examples/Interpolation/CubicInterp.ipynb @@ -21,7 +21,7 @@ "import numpy as np\n", "from scipy.interpolate import CubicHermiteSpline\n", "\n", - "from HARK.interpolation import CubicInterp, CubicHermiteInterp" + "from HARK.interpolation import CubicHermiteInterp, CubicInterp" ] }, { diff --git a/examples/Interpolation/DecayInterp.ipynb b/examples/Interpolation/DecayInterp.ipynb index acdf7c94c..5bc680957 100644 --- a/examples/Interpolation/DecayInterp.ipynb +++ b/examples/Interpolation/DecayInterp.ipynb @@ -35,9 +35,10 @@ ], "source": [ "# Setup\n", - "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "from HARK.econforgeinterp import LinearFast, DecayInterp\n", + "import numpy as np\n", + "\n", + "from HARK.econforgeinterp import DecayInterp, LinearFast\n", "from HARK.interpolation import LinearInterp" ] }, diff --git a/examples/Journeys/AzureMachineLearning.ipynb b/examples/Journeys/AzureMachineLearning.ipynb index efa7d2b5e..a8b457be4 100644 --- a/examples/Journeys/AzureMachineLearning.ipynb +++ b/examples/Journeys/AzureMachineLearning.ipynb @@ -70,9 +70,9 @@ "source": [ "# Initial imports and notebook setup, click arrow to show\n", "from HARK.ConsumptionSaving.ConsIndShockModelFast import IndShockConsumerTypeFast\n", - "from HARK.utilities import plot_funcs_der, plot_funcs\n", + "from HARK.utilities import plot_funcs, plot_funcs_der\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { @@ -411,7 +411,9 @@ "plot_funcs(IndShockExample.solution[0].cFunc, IndShockExample.solution[0].mNrmMin, 5)\n", "print(\"Marginal propensity to consume for an idiosyncratic shocks consumer type:\")\n", "plot_funcs_der(\n", - " IndShockExample.solution[0].cFunc, IndShockExample.solution[0].mNrmMin, 5\n", + " IndShockExample.solution[0].cFunc,\n", + " IndShockExample.solution[0].mNrmMin,\n", + " 5,\n", ")" ] }, diff --git a/examples/Journeys/Journey-PhD.ipynb b/examples/Journeys/Journey-PhD.ipynb index 32698e0c1..cde7f448f 100644 --- a/examples/Journeys/Journey-PhD.ipynb +++ b/examples/Journeys/Journey-PhD.ipynb @@ -137,14 +137,14 @@ "metadata": {}, "outputs": [], "source": [ - "import sys # set path of the notebook\n", "import os\n", + "import sys # set path of the notebook\n", "\n", "sys.path.insert(0, os.path.abspath(\"../../.\"))\n", - "from HARK.ConsumptionSaving.ConsIndShockModel import * # import the module for the idiosyncratic shocks\n", - "\n", "# we previously defined the paramters to not bother you about it now\n", "import JourneyPhDparam as Params # imported paramters\n", + "\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import * # import the module for the idiosyncratic shocks\n", "from HARK.utilities import plot_funcs # useful function\n", "\n", "Example = IndShockConsumerType()" @@ -293,12 +293,13 @@ "from HARK.ConsumptionSaving.ConsAggShockModel import * # module with the economy classes\n", "\n", "AggShockExample = AggShockConsumerType(\n", - " **Params.init_agg_shocks\n", + " **Params.init_agg_shocks,\n", ") # declare the consumer, using the previously prepared parameters\n", "\n", "# Make a Cobb-Douglas economy for the agents\n", "EconomyExample = CobbDouglasEconomy(\n", - " agents=[AggShockExample], **Params.init_cobb_douglas\n", + " agents=[AggShockExample],\n", + " **Params.init_cobb_douglas,\n", ")" ] }, @@ -341,11 +342,14 @@ "AggShockExample.solve() # solve the model\n", "\n", "print(\n", - " \"capital-level steady state: \", EconomyExample.kSS\n", + " \"capital-level steady state: \",\n", + " EconomyExample.kSS,\n", ") # print the capital-level steady stae\n", "\n", "plot_funcs(\n", - " AggShockExample.AFunc, 0.1, 2 * EconomyExample.kSS\n", + " AggShockExample.AFunc,\n", + " 0.1,\n", + " 2 * EconomyExample.kSS,\n", ") # plot the aggregate savings function" ] }, diff --git a/examples/Journeys/Journey-Policymaker.ipynb b/examples/Journeys/Journey-Policymaker.ipynb index df7c10eba..fb1f28057 100644 --- a/examples/Journeys/Journey-Policymaker.ipynb +++ b/examples/Journeys/Journey-Policymaker.ipynb @@ -89,13 +89,14 @@ "metadata": {}, "outputs": [], "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", "from HARK.ConsumptionSaving.ConsIndShockModel import (\n", " IndShockConsumerType,\n", " init_idiosyncratic_shocks,\n", ")\n", - "from HARK.utilities import plot_funcs_der, plot_funcs\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np" + "from HARK.utilities import plot_funcs, plot_funcs_der" ] }, { @@ -174,11 +175,15 @@ "# Show\n", "print(\"Consumption function for an idiosyncratic shocks consumer type:\")\n", "plot_funcs(\n", - " IndShockExample_inf.solution[0].cFunc, IndShockExample_inf.solution[0].mNrmMin, 5\n", + " IndShockExample_inf.solution[0].cFunc,\n", + " IndShockExample_inf.solution[0].mNrmMin,\n", + " 5,\n", ")\n", "print(\"Marginal propensity to consume for an idiosyncratic shocks consumer type:\")\n", "plot_funcs_der(\n", - " IndShockExample_inf.solution[0].cFunc, IndShockExample_inf.solution[0].mNrmMin, 5\n", + " IndShockExample_inf.solution[0].cFunc,\n", + " IndShockExample_inf.solution[0].mNrmMin,\n", + " 5,\n", ")" ] }, @@ -264,10 +269,10 @@ "source": [ "print(\"Consumption functions across the lifecycle:\")\n", "mMin = np.min(\n", - " [LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)]\n", + " [LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)],\n", ")\n", "LifecycleExample.unpack(\n", - " \"cFunc\"\n", + " \"cFunc\",\n", ") # This makes all of the cFuncs accessible in the attribute cFunc\n", "plot_funcs(LifecycleExample.cFunc, mMin, 5)" ] @@ -375,7 +380,7 @@ "IndShockExample_inf.AgentCount = 5000 # Number of agents of this type\n", "IndShockExample_inf.T_sim = 1000 # Number of periods to simulate\n", "IndShockExample_inf.aNrmInitMean = np.log(\n", - " 0.0\n", + " 0.0,\n", ") # Mean of log initial assets. The value of np.log(0.0) causes the code to ensure\n", "# newborns have have exactly 1.0 in market resources.\n", "# i) Specify the variables you are interested in\n", @@ -408,7 +413,8 @@ "\n", "pctiles = np.linspace(0.001, 0.999, 200)\n", "sim_Lorenz_points = get_lorenz_shares(\n", - " IndShockExample_inf.state_now[\"aLvl\"], percentiles=pctiles\n", + " IndShockExample_inf.state_now[\"aLvl\"],\n", + " percentiles=pctiles,\n", ")\n", "plt.plot(pctiles, pctiles, \"--\")\n", "plt.plot(pctiles, sim_Lorenz_points, \"-b\")\n", diff --git a/examples/Journeys/Quickstart_tutorial/Quick_start_with_solution.ipynb b/examples/Journeys/Quickstart_tutorial/Quick_start_with_solution.ipynb index 3d86c7612..27da4f9cc 100644 --- a/examples/Journeys/Quickstart_tutorial/Quick_start_with_solution.ipynb +++ b/examples/Journeys/Quickstart_tutorial/Quick_start_with_solution.ipynb @@ -102,10 +102,11 @@ "# import sys\n", "# import os\n", "# sys.path.insert(0, os.path.abspath('../../../.'))\n", + "from copy import deepcopy\n", + "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", - "from copy import deepcopy\n", "from HARK.ConsumptionSaving.ConsIndShockModel import *\n", "from HARK.utilities import plot_funcs" ] @@ -140,7 +141,12 @@ "outputs": [], "source": [ "Example_agent_1 = PerfForesightConsumerType(\n", - " cycles=0, CRRA=2.0, Rfree=1.03, DiscFac=0.99, LivPrb=1.0, PermGroFac=1.0\n", + " cycles=0,\n", + " CRRA=2.0,\n", + " Rfree=1.03,\n", + " DiscFac=0.99,\n", + " LivPrb=1.0,\n", + " PermGroFac=1.0,\n", ")" ] }, @@ -3353,8 +3359,8 @@ "# Write your solution here\n", "\n", "# Firstly import data, you can use this part of code (however, there are other ways to do this)\n", - "import sys\n", "import os\n", + "import sys\n", "\n", "sys.path.insert(0, os.path.abspath(\"..\"))\n", "\n", @@ -3434,8 +3440,8 @@ } ], "source": [ - "import sys\n", "import os\n", + "import sys\n", "\n", "sys.path.insert(0, os.path.abspath(\"..\"))\n", "\n", diff --git a/examples/LabeledModels/LabeledModels.ipynb b/examples/LabeledModels/LabeledModels.ipynb index da73a7fff..4b258b8e3 100644 --- a/examples/LabeledModels/LabeledModels.ipynb +++ b/examples/LabeledModels/LabeledModels.ipynb @@ -25,11 +25,11 @@ "import estimagic as em\n", "import numpy as np\n", "import xarray as xr\n", + "from xarray import DataArray, Dataset\n", + "\n", "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType\n", "from HARK.rewards import UtilityFuncCRRA\n", - "from HARK.utilities import plot_funcs\n", - "\n", - "from xarray import DataArray, Dataset" + "from HARK.utilities import plot_funcs" ] }, { @@ -1815,7 +1815,7 @@ " \"v_der\": v_der,\n", " \"v_inv\": v_inv,\n", " \"v_der_inv\": v_der_inv,\n", - " }\n", + " },\n", ")\n", "dataset" ] @@ -1834,7 +1834,7 @@ "outputs": [], "source": [ "value_function = Dataset(\n", - " {\"v\": v, \"v_der\": v_der, \"v_inv\": v_inv, \"v_der_inv\": v_der_inv}\n", + " {\"v\": v, \"v_der\": v_der, \"v_inv\": v_inv, \"v_der_inv\": v_der_inv},\n", ")\n", "policy_function = Dataset({\"cNrm\": cNrm})" ] @@ -2278,23 +2278,20 @@ "metadata": {}, "outputs": [], "source": [ - "class ValueFunctionCRRA(object):\n", + "class ValueFunctionCRRA:\n", " def __init__(self, dataset: xr.Dataset, CRRA: float):\n", " self.dataset = dataset\n", " self.CRRA = CRRA\n", " self.u = UtilityFuncCRRA(CRRA)\n", "\n", " def __call__(self, state):\n", - " \"\"\"\n", - " Interpolate inverse falue function then invert to get value function at given state.\n", - " \"\"\"\n", - "\n", + " \"\"\"Interpolate inverse falue function then invert to get value function at given state.\"\"\"\n", " result = self.u(\n", " self.dataset[\"v_inv\"].interp(\n", " state,\n", " assume_sorted=True,\n", " kwargs={\"fill_value\": \"extrapolate\"},\n", - " )\n", + " ),\n", " )\n", "\n", " result.name = \"v\"\n", @@ -2303,15 +2300,13 @@ " return result\n", "\n", " def derivative(self, state):\n", - " \"\"\"\n", - " Interpolate inverse marginal value function then invert to get marginal value function at given state.\n", - " \"\"\"\n", + " \"\"\"Interpolate inverse marginal value function then invert to get marginal value function at given state.\"\"\"\n", " result = self.u.der(\n", " self.dataset[\"v_der_inv\"].interp(\n", " state,\n", " assume_sorted=True,\n", " kwargs={\"fill_value\": \"extrapolate\"},\n", - " )\n", + " ),\n", " )\n", "\n", " result.name = \"v_der\"\n", @@ -2320,10 +2315,7 @@ " return result\n", "\n", " def evaluate(self, state):\n", - " \"\"\"\n", - " Interpolate all data variables in the dataset.\n", - " \"\"\"\n", - "\n", + " \"\"\"Interpolate all data variables in the dataset.\"\"\"\n", " result = self.dataset.interp(state, kwargs={\"fill_value\": \"extrapolate\"})\n", " result.attrs = self.dataset[\"v\"].attrs\n", "\n", @@ -3813,18 +3805,14 @@ "outputs": [], "source": [ "def state_transition(state=None, action=None, params=None):\n", - " \"\"\"\n", - " state to post_state transition\n", - " \"\"\"\n", + " \"\"\"State to post_state transition\"\"\"\n", " post_state = {} # pytree\n", " post_state[\"aNrm\"] = state[\"mNrm\"] - action[\"cNrm\"]\n", " return post_state\n", "\n", "\n", "def post_state_transition(post_state=None, params=None):\n", - " \"\"\"\n", - " post_state to next_state transition\n", - " \"\"\"\n", + " \"\"\"post_state to next_state transition\"\"\"\n", " next_state = {} # pytree\n", " next_state[\"mNrm\"] = params.Rfree * post_state[\"aNrm\"] + 1\n", " return next_state" @@ -5195,9 +5183,7 @@ "outputs": [], "source": [ "def value_transition(action=None, state=None, continuation=None, params=None):\n", - " \"\"\"\n", - " value of action given state and continuation\n", - " \"\"\"\n", + " \"\"\"Value of action given state and continuation\"\"\"\n", " variables = {} # pytree\n", " post_state = state_transition(state, action, params)\n", " variables.update(post_state)\n", @@ -5218,9 +5204,7 @@ "\n", "\n", "def continuation_transition(post_state=None, value_next=None, params=None):\n", - " \"\"\"\n", - " continuation value function of post_states\n", - " \"\"\"\n", + " \"\"\"Continuation value function of post_states\"\"\"\n", " variables = {} # pytree\n", " next_state = post_state_transition(post_state, params)\n", " variables.update(next_state)\n", @@ -7635,8 +7619,7 @@ "\n", "\n", "def egm_transition(post_state=None, continuation=None, params=None):\n", - " \"\"\"actions from post_states\"\"\"\n", - "\n", + " \"\"\"Actions from post_states\"\"\"\n", " actions = {} # pytree\n", " actions[\"cNrm\"] = util.derinv(params.DiscFac * continuation.derivative(post_state))\n", "\n", @@ -9934,8 +9917,8 @@ "np.max(\n", " np.abs(\n", " hark_agent.solution[0].cFunc(mVec)\n", - " - agent.solution[0].policy[\"cNrm\"].interp({\"mNrm\": mVec})\n", - " )\n", + " - agent.solution[0].policy[\"cNrm\"].interp({\"mNrm\": mVec}),\n", + " ),\n", ")" ] }, @@ -10552,7 +10535,7 @@ "np.max(\n", " np.abs(\n", " hark_agent.solution[0].cFunc(mgrid)\n", - " - agent.solution[0].policy[\"cNrm\"].interp({\"mNrm\": mgrid})\n", + " - agent.solution[0].policy[\"cNrm\"].interp({\"mNrm\": mgrid}),\n", " ),\n", ")" ] diff --git a/examples/LifecycleModel/Cycles_tutorial.ipynb b/examples/LifecycleModel/Cycles_tutorial.ipynb index 87f310df4..542c51094 100644 --- a/examples/LifecycleModel/Cycles_tutorial.ipynb +++ b/examples/LifecycleModel/Cycles_tutorial.ipynb @@ -23,7 +23,7 @@ "from HARK.ConsumptionSaving.ConsIndShockModel import *\n", "from HARK.utilities import plot_funcs\n", "\n", - "mystr = lambda number: \"{:.4f}\".format(number)" + "mystr = lambda number: f\"{number:.4f}\"" ] }, { @@ -324,10 +324,10 @@ "source": [ "print(\"Consumption functions across the lifecycle:\")\n", "mMin = np.min(\n", - " [LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)]\n", + " [LifecycleExample.solution[t].mNrmMin for t in range(LifecycleExample.T_cycle)],\n", ")\n", "LifecycleExample.unpack(\n", - " \"cFunc\"\n", + " \"cFunc\",\n", ") # This makes all of the cFuncs accessible in the attribute cFunc\n", "plot_funcs(LifecycleExample.cFunc, mMin, 5)" ] diff --git a/examples/LifecycleModel/LifecycleModel.ipynb b/examples/LifecycleModel/LifecycleModel.ipynb index c0d7e3d00..060877f6e 100644 --- a/examples/LifecycleModel/LifecycleModel.ipynb +++ b/examples/LifecycleModel/LifecycleModel.ipynb @@ -40,11 +40,11 @@ "source": [ "# Initial imports and notebook setup, click arrow to show\n", "\n", - "import HARK.ConsumptionSaving.ConsIndShockModel as Model # The consumption-saving micro model\n", "import EstimationParameters as Params # Parameters for the consumer type and the estimation\n", - "from HARK.utilities import plot_funcs # Some tools\n", + "import numpy as np\n", "\n", - "import numpy as np" + "import HARK.ConsumptionSaving.ConsIndShockModel as Model # The consumption-saving micro model\n", + "from HARK.utilities import plot_funcs # Some tools" ] }, { @@ -163,15 +163,14 @@ "source": [ "# Define the saving rate function\n", "def savingRateFunc(SomeType, m):\n", - " \"\"\"\n", - " Parameters:\n", + " \"\"\"Parameters\n", " ----------\n", " SomeType:\n", " Agent type that has been solved and simulated.\n", "\n", "\n", - " Returns:\n", - " --------\n", + " Returns\n", + " -------\n", " SavingRate: float\n", "\n", " \"\"\"\n", @@ -207,7 +206,7 @@ "for t in range(1, LifeCyclePop.T_cycle + 1):\n", " # aLvlGro_hist[0] = 0 # set the first growth rate to 0, since there is no data for period 0\n", " aLvlGroNow = np.log(\n", - " LifeCyclePop.history[\"aNrm\"][t] / LifeCyclePop.history[\"aNrm\"][t - 1]\n", + " LifeCyclePop.history[\"aNrm\"][t] / LifeCyclePop.history[\"aNrm\"][t - 1],\n", " ) # (10000,)\n", "\n", " # Call the saving rate function with test value for\n", diff --git a/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb b/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb index 348c7df77..a9e31c660 100644 --- a/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb +++ b/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb @@ -7,10 +7,10 @@ "metadata": {}, "outputs": [], "source": [ - "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType\n", - "\n", "import matplotlib.pyplot as plt\n", - "import numpy as np" + "import numpy as np\n", + "\n", + "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType" ] }, { @@ -664,8 +664,8 @@ "plt.plot(\n", " np.log(\n", " np.mean(PFexample.history[\"mNrm\"], axis=1)\n", - " - np.min(np.mean(PFexample.history[\"mNrm\"], axis=1))\n", - " )\n", + " - np.min(np.mean(PFexample.history[\"mNrm\"], axis=1)),\n", + " ),\n", ")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean normalized market resources\")\n", @@ -729,8 +729,8 @@ "metadata": {}, "outputs": [], "source": [ - "from HARK.distribution import Lognormal\n", "import HARK.models.perfect_foresight_normalized as pfn\n", + "from HARK.distribution import Lognormal\n", "from HARK.simulation.monte_carlo import AgentTypeMonteCarloSimulator" ] }, @@ -1720,8 +1720,8 @@ "plt.plot(\n", " np.log(\n", " np.mean(pfn_simulator.history[\"m_nrm\"], axis=1)\n", - " - np.min(np.mean(pfn_simulator.history[\"m_nrm\"], axis=1))\n", - " )\n", + " - np.min(np.mean(pfn_simulator.history[\"m_nrm\"], axis=1)),\n", + " ),\n", ")\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"Mean normalized market resources\")\n", @@ -1818,7 +1818,8 @@ ], "source": [ "np.mean(pfn_simulator.history[\"a_nrm\"], axis=1) - np.mean(\n", - " PFexample.history[\"aNrm\"], axis=1\n", + " PFexample.history[\"aNrm\"],\n", + " axis=1,\n", ")" ] }, From d132c3d27c22109ad6dd2949b791e30c0ad92232 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Thu, 11 Jul 2024 10:57:20 -0400 Subject: [PATCH 14/29] put back images? --- Documentation/example_notebooks/HARK-struct-2.png | 1 + Documentation/example_notebooks/HARK-struct-3.png | 1 + Documentation/example_notebooks/HARK-struct-4.png | 1 + 3 files changed, 3 insertions(+) create mode 100644 Documentation/example_notebooks/HARK-struct-2.png create mode 100644 Documentation/example_notebooks/HARK-struct-3.png create mode 100644 Documentation/example_notebooks/HARK-struct-4.png diff --git a/Documentation/example_notebooks/HARK-struct-2.png b/Documentation/example_notebooks/HARK-struct-2.png new file mode 100644 index 000000000..e17a1e20a --- /dev/null +++ b/Documentation/example_notebooks/HARK-struct-2.png @@ -0,0 +1 @@ +../../examples/Journeys/HARK-struct-2.png \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-3.png b/Documentation/example_notebooks/HARK-struct-3.png new file mode 100644 index 000000000..cf5661e64 --- /dev/null +++ b/Documentation/example_notebooks/HARK-struct-3.png @@ -0,0 +1 @@ +../../examples/Journeys/HARK-struct-3.png \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-4.png b/Documentation/example_notebooks/HARK-struct-4.png new file mode 100644 index 000000000..a607c7d0c --- /dev/null +++ b/Documentation/example_notebooks/HARK-struct-4.png @@ -0,0 +1 @@ +../../examples/Journeys/HARK-struct-4.png \ No newline at end of file From ac797aeaf1f733d43ef077f79cad3f8b1452aae9 Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Thu, 11 Jul 2024 11:35:41 -0400 Subject: [PATCH 15/29] run notebooks --- examples/Blocks/Model Setup Demo.ipynb | 116 +- .../Calibration/Income_calibrations.ipynb | 27 +- examples/Calibration/Life_Cycle_example.ipynb | 150 +- examples/Calibration/SCF_distributions.ipynb | 35 +- .../Sabelhaus_Song_var_profiles.ipynb | 23 +- examples/Calibration/US_SSA_life_tables.ipynb | 45 +- .../example_AccidentalBequestComp.ipynb | 42 +- .../example_AccidentalBequestPortComp.ipynb | 83 +- .../example_TerminalBequest.ipynb | 189 +- .../example_TerminalBequestPort.ipynb | 210 +- .../example_WarmGlowBequest.ipynb | 189 +- .../example_WarmGlowBequestPort.ipynb | 210 +- .../example_WealthPortfolio.ipynb | 92 +- .../Finite Cyclical Test.ipynb | 42 +- .../IndShockConsumerType.ipynb | 216 +- .../KinkedRconsumerType.ipynb | 153 +- .../PerfForesightConsumerType.ipynb | 123 +- .../Jacobian_Example.ipynb | 216 +- .../KS-HARK-presentation.ipynb | 319 ++- .../ConsNewKeynesianModel/SSJ_example.ipynb | 224 +- .../SSJ_explanation.ipynb | 11 +- .../Transition_Matrix_Example.ipynb | 457 +++- .../example_ConsPortfolioModel.ipynb | 244 +- .../example_ConsRiskyAssetModel.ipynb | 632 +++++- ...example_ConsSequentialPortfolioModel.ipynb | 115 +- .../example_ConsAggShockModel.ipynb | 138 +- .../example_ConsGenIncProcessModel.ipynb | 316 ++- .../example_ConsIndShock.ipynb | 327 ++- .../example_ConsLaborModel.ipynb | 207 +- .../example_ConsMarkovModel.ipynb | 328 ++- .../example_ConsMedModel.ipynb | 130 +- .../example_ConsPrefShockModel.ipynb | 145 +- .../example_ConsRepAgentModel.ipynb | 68 +- .../example_ConsRiskyContribModel.ipynb | 1072 ++++++++- .../example_TractableBufferStockModel.ipynb | 175 +- .../DiscreteDistributionLabeled.ipynb | 143 +- examples/Distributions/ExpectedValue.ipynb | 118 +- .../FrameAgentType/FrameAgentType Demo.ipynb | 845 ++++--- examples/FrameAgentType/FrameModels.ipynb | 277 ++- .../GenIncProcessModel.ipynb | 149 +- .../Gentle-Intro/Gentle-Intro-To-HARK.ipynb | 159 +- .../HowWeSolveIndShockConsumerType.ipynb | 129 +- examples/Interpolation/CubicInterp.ipynb | 60 +- examples/Interpolation/DecayInterp.ipynb | 62 +- examples/Journeys/AzureMachineLearning.ipynb | 205 +- .../Journey-Engineering-Background.ipynb | 2 +- examples/Journeys/Journey-PhD.ipynb | 42 +- examples/Journeys/Journey-Policymaker.ipynb | 194 +- examples/Journeys/Journeys-into-HARK.ipynb | 2 +- examples/LabeledModels/LabeledModels.ipynb | 2002 +++++++++-------- examples/LifecycleModel/Cycles_tutorial.ipynb | 100 +- examples/LifecycleModel/LifecycleModel.ipynb | 205 +- ...eneric Monte Carlo Perfect Foresight.ipynb | 279 ++- 53 files changed, 9224 insertions(+), 2818 deletions(-) diff --git a/examples/Blocks/Model Setup Demo.ipynb b/examples/Blocks/Model Setup Demo.ipynb index ef723aa0b..018b64e89 100644 --- a/examples/Blocks/Model Setup Demo.ipynb +++ b/examples/Blocks/Model Setup Demo.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "78e88e29", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:48.976018Z", + "iopub.status.busy": "2024-07-11T15:16:48.975763Z", + "iopub.status.idle": "2024-07-11T15:16:49.798632Z", + "shell.execute_reply": "2024-07-11T15:16:49.798098Z" + } + }, "outputs": [], "source": [ "from HARK.model import RBlock" @@ -14,7 +21,14 @@ "cell_type": "code", "execution_count": 2, "id": "530a91d0", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.800729Z", + "iopub.status.busy": "2024-07-11T15:16:49.800389Z", + "iopub.status.idle": "2024-07-11T15:16:49.803565Z", + "shell.execute_reply": "2024-07-11T15:16:49.803116Z" + } + }, "outputs": [], "source": [ "def rblock_arrival_value(states):\n", @@ -36,12 +50,19 @@ "cell_type": "code", "execution_count": 3, "id": "035c6056", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.805189Z", + "iopub.status.busy": "2024-07-11T15:16:49.804945Z", + "iopub.status.idle": "2024-07-11T15:16:49.849345Z", + "shell.execute_reply": "2024-07-11T15:16:49.848800Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "DBlock(name='tick', description='', shocks={}, dynamics={'k': at 0x715bbbf2dbd0>}, reward={})" + "DBlock(name='tick', description='', shocks={}, dynamics={'k': at 0x7f1a02b2cc20>}, reward={})" ] }, "execution_count": 3, @@ -63,7 +84,14 @@ "cell_type": "code", "execution_count": 4, "id": "b6eadbc6", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.851035Z", + "iopub.status.busy": "2024-07-11T15:16:49.850750Z", + "iopub.status.idle": "2024-07-11T15:16:49.853452Z", + "shell.execute_reply": "2024-07-11T15:16:49.852959Z" + } + }, "outputs": [], "source": [ "## create empty two-period-model object\n", @@ -77,7 +105,14 @@ "cell_type": "code", "execution_count": 5, "id": "e53584e1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.854996Z", + "iopub.status.busy": "2024-07-11T15:16:49.854726Z", + "iopub.status.idle": "2024-07-11T15:16:49.857973Z", + "shell.execute_reply": "2024-07-11T15:16:49.857496Z" + } + }, "outputs": [ { "data": { @@ -104,7 +139,14 @@ "cell_type": "code", "execution_count": 6, "id": "6a95729a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.859504Z", + "iopub.status.busy": "2024-07-11T15:16:49.859274Z", + "iopub.status.idle": "2024-07-11T15:16:49.861738Z", + "shell.execute_reply": "2024-07-11T15:16:49.861215Z" + } + }, "outputs": [], "source": [ "def terminal_value_function(k):\n", @@ -115,7 +157,14 @@ "cell_type": "code", "execution_count": 7, "id": "50f1d15e", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.863249Z", + "iopub.status.busy": "2024-07-11T15:16:49.863016Z", + "iopub.status.idle": "2024-07-11T15:16:49.866215Z", + "shell.execute_reply": "2024-07-11T15:16:49.865749Z" + } + }, "outputs": [ { "data": { @@ -138,7 +187,14 @@ "cell_type": "code", "execution_count": 8, "id": "7cf6da6b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.867674Z", + "iopub.status.busy": "2024-07-11T15:16:49.867435Z", + "iopub.status.idle": "2024-07-11T15:16:49.870636Z", + "shell.execute_reply": "2024-07-11T15:16:49.870182Z" + } + }, "outputs": [ { "data": { @@ -159,7 +215,14 @@ "cell_type": "code", "execution_count": 9, "id": "cbe7a0c1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.872109Z", + "iopub.status.busy": "2024-07-11T15:16:49.871888Z", + "iopub.status.idle": "2024-07-11T15:16:49.874244Z", + "shell.execute_reply": "2024-07-11T15:16:49.873784Z" + } + }, "outputs": [], "source": [ "# probably we need to put the stages in a sublist ...\n", @@ -172,7 +235,14 @@ "cell_type": "code", "execution_count": 10, "id": "0cb8c7c7", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.875681Z", + "iopub.status.busy": "2024-07-11T15:16:49.875439Z", + "iopub.status.idle": "2024-07-11T15:16:49.878705Z", + "shell.execute_reply": "2024-07-11T15:16:49.878248Z" + } + }, "outputs": [ { "data": { @@ -196,7 +266,14 @@ "cell_type": "code", "execution_count": 11, "id": "614e2e3b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.880213Z", + "iopub.status.busy": "2024-07-11T15:16:49.879844Z", + "iopub.status.idle": "2024-07-11T15:16:49.883406Z", + "shell.execute_reply": "2024-07-11T15:16:49.882923Z" + } + }, "outputs": [ { "data": { @@ -233,7 +310,14 @@ "cell_type": "code", "execution_count": 12, "id": "a0e05c58", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:49.884943Z", + "iopub.status.busy": "2024-07-11T15:16:49.884686Z", + "iopub.status.idle": "2024-07-11T15:16:49.887006Z", + "shell.execute_reply": "2024-07-11T15:16:49.886565Z" + } + }, "outputs": [], "source": [ "# This doesn't need to be explicit because the existence of arrival value functions are implied already.\n", @@ -248,9 +332,9 @@ ], "metadata": { "kernelspec": { - "display_name": "hark-env", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "hark-env" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -262,7 +346,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/Calibration/Income_calibrations.ipynb b/examples/Calibration/Income_calibrations.ipynb index 1149a1374..106bdc640 100644 --- a/examples/Calibration/Income_calibrations.ipynb +++ b/examples/Calibration/Income_calibrations.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "1cf57cc2", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:50.950462Z", + "iopub.status.busy": "2024-07-11T15:16:50.950201Z", + "iopub.status.idle": "2024-07-11T15:16:51.781464Z", + "shell.execute_reply": "2024-07-11T15:16:51.780860Z" + } + }, "outputs": [], "source": [ "\"\"\"Created on Sun Jan 3 10:50:02 2021\n", @@ -32,12 +39,18 @@ "execution_count": 2, "id": "8a2b66ca", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:51.783668Z", + "iopub.status.busy": "2024-07-11T15:16:51.783282Z", + "iopub.status.idle": "2024-07-11T15:16:51.900236Z", + "shell.execute_reply": "2024-07-11T15:16:51.899759Z" + }, "title": "Cocco, Gomes, Maenhout (2005) calibration" }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -83,12 +96,18 @@ "execution_count": 3, "id": "934dda85", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:51.901922Z", + "iopub.status.busy": "2024-07-11T15:16:51.901662Z", + "iopub.status.idle": "2024-07-11T15:16:52.002805Z", + "shell.execute_reply": "2024-07-11T15:16:52.002315Z" + }, "title": "Cagetti (2003) calibration" }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -152,7 +171,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/Calibration/Life_Cycle_example.ipynb b/examples/Calibration/Life_Cycle_example.ipynb index b83ff212b..a42903095 100644 --- a/examples/Calibration/Life_Cycle_example.ipynb +++ b/examples/Calibration/Life_Cycle_example.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "19c5f531", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:53.006638Z", + "iopub.status.busy": "2024-07-11T15:16:53.006393Z", + "iopub.status.idle": "2024-07-11T15:16:53.938536Z", + "shell.execute_reply": "2024-07-11T15:16:53.937985Z" + } + }, "outputs": [], "source": [ "from copy import copy\n", @@ -33,6 +40,12 @@ "execution_count": 2, "id": "8a2d828c", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:53.940668Z", + "iopub.status.busy": "2024-07-11T15:16:53.940404Z", + "iopub.status.idle": "2024-07-11T15:16:53.985193Z", + "shell.execute_reply": "2024-07-11T15:16:53.984612Z" + }, "title": "Alter calibration" }, "outputs": [], @@ -86,6 +99,12 @@ "execution_count": 3, "id": "fbfff075", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:53.987073Z", + "iopub.status.busy": "2024-07-11T15:16:53.986814Z", + "iopub.status.idle": "2024-07-11T15:16:54.114533Z", + "shell.execute_reply": "2024-07-11T15:16:54.114030Z" + }, "title": "Create and solve agent" }, "outputs": [], @@ -98,7 +117,14 @@ "cell_type": "code", "execution_count": 4, "id": "17ba6fbf", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:54.116220Z", + "iopub.status.busy": "2024-07-11T15:16:54.116037Z", + "iopub.status.idle": "2024-07-11T15:16:54.217456Z", + "shell.execute_reply": "2024-07-11T15:16:54.216936Z" + } + }, "outputs": [ { "name": "stdout", @@ -109,7 +135,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -130,51 +156,57 @@ "execution_count": 5, "id": "a16b7032", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:54.219140Z", + "iopub.status.busy": "2024-07-11T15:16:54.218896Z", + "iopub.status.idle": "2024-07-11T15:16:55.640801Z", + "shell.execute_reply": "2024-07-11T15:16:55.640287Z" + }, "title": "Simulation" }, "outputs": [ { "data": { "text/plain": [ - "{'aNrm': array([[ 0.28209054, 0.95160955, 0.34891832, ..., 1.7643852 ,\n", - " 2.84032528, 0.23631086],\n", - " [ 0.22529731, 0.9272609 , 0.61835261, ..., 1.69427636,\n", - " 1.81036404, 0.13468547],\n", - " [ 0.58441403, 1.83244217, 0.58516438, ..., 1.36486706,\n", - " 2.54674396, 0.93770108],\n", + "{'aNrm': array([[ 0.31364439, 0.68328755, 0.33216606, ..., 1.46260686,\n", + " 3.4195494 , 0.21984699],\n", + " [ 0.11248137, 0.53046953, 1.15777054, ..., 1.16308543,\n", + " 3.04617131, 1.08561761],\n", + " [ 0.08764637, 0.767089 , 1.149847 , ..., 0.46648523,\n", + " 2.08618626, 0.93244693],\n", " 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0.81734291],\n", + " [0.75655825, 0.88833506, 0.9595059 , ..., 0.95997564, 1.09306043,\n", + " 0.953129 ],\n", + " [0.73798245, 0.91223536, 0.94815242, ..., 0.87032859, 1.01569239,\n", + " 0.92915141],\n", " ...,\n", - " [ 1.13540735, 11.83873802, 0.90513052, ..., 1.04364805,\n", - " 1.26635881, 1.84822107],\n", - " [ 1.16006955, 11.61846794, 0.95318681, ..., 0.98699543,\n", - " 1.32728983, 2.16766889],\n", - " [ 1.27614667, 11.38768433, 0.98900443, ..., 1.00034894,\n", - " 1.24552433, 2.06185143]]),\n", - " 'pLvl': array([[ 44.17755524, 20.35577683, 9.62156414, ..., 22.58783801,\n", - " 8.69202078, 11.39484156],\n", - " [ 42.69570423, 17.65771873, 15.2555234 , ..., 29.27932939,\n", - " 13.78168087, 8.1685812 ],\n", - " [ 54.99138173, 15.21967918, 13.14916017, ..., 37.71130629,\n", - " 9.81667739, 7.84428065],\n", + " [1.00775503, 5.78035487, 1.02374688, ..., 1.09581806, 0.87314726,\n", + " 1.20506559],\n", + " [1.00053645, 5.67438623, 1.06059757, ..., 1.08825386, 0.85790028,\n", + " 1.29315233],\n", + " [0.99363973, 5.56336456, 0.99767118, ..., 1.15441435, 0.8941024 ,\n", + " 1.36851323]]),\n", + " 'pLvl': array([[ 32.95524294, 30.41775995, 10.71966635, ..., 27.60319592,\n", + " 7.18310446, 18.48391768],\n", + " [ 34.93462894, 48.22904486, 9.2988273 , ..., 26.67729987,\n", + " 8.35288028, 13.25050302],\n", + " [ 44.99524133, 46.31430523, 8.92965488, ..., 30.82406664,\n", + " 13.15956943, 11.42097732],\n", " ...,\n", - " [168.67772028, 332.10427744, 629.7416812 , ..., 121.36453854,\n", - " 264.89759274, 915.62596279],\n", - " [146.1438155 , 332.10427744, 498.99941378, ..., 155.10185875,\n", - " 242.88199398, 676.9427477 ],\n", - " [106.82942396, 332.10427744, 442.15292568, ..., 172.65416349,\n", - " 309.43504077, 754.08506963]]),\n", + " [ 455.76963893, 789.08391721, 145.10373655, ..., 70.93733888,\n", + " 978.91843042, 133.64358289],\n", + " [ 394.88270242, 789.08391721, 145.11513823, ..., 79.0007559 ,\n", + " 1241.89709256, 112.80446244],\n", + " [ 379.50719585, 789.08391721, 183.0391237 , ..., 71.83164114,\n", + " 1055.20521815, 102.6405975 ]]),\n", " 't_age': array([[ 1., 1., 1., ..., 1., 1., 1.],\n", " [ 2., 2., 2., ..., 2., 2., 2.],\n", " [ 3., 3., 3., ..., 3., 3., 3.],\n", @@ -182,19 +214,19 @@ " [ 3., 50., 17., ..., 31., 27., 36.],\n", " [ 4., 51., 18., ..., 32., 28., 37.],\n", " [ 5., 52., 19., ..., 33., 29., 38.]]),\n", - " 'mNrm': array([[ 1.12281987, 1.90686072, 1.2099236 , ..., 2.78836738,\n", - " 3.93981893, 1.06032685],\n", - " [ 1.0363151 , 1.86560119, 1.5202431 , ..., 2.69556824,\n", - " 2.82004784, 0.90382347],\n", - " [ 1.47375078, 2.83094133, 1.47460621, ..., 2.32984281,\n", - " 3.5927572 , 1.86732988],\n", + " 'mNrm': array([[ 1.16464396, 1.60687751, 1.18841943, ..., 2.46343028,\n", + " 4.55737096, 1.03718989],\n", + " [ 0.86903963, 1.41880459, 2.11727644, ..., 2.12306107,\n", + " 4.13923174, 2.0387466 ],\n", + " [ 0.82562882, 1.67932435, 2.09799943, ..., 1.33681382,\n", + " 3.10187865, 1.86159834],\n", " ...,\n", - " [ 5.10541474, 118.92216171, 4.34303511, ..., 5.46224327,\n", - " 10.42502932, 15.80693829],\n", - " [ 5.83001075, 111.33276851, 5.34228102, ..., 4.2711659 ,\n", - " 11.20735361, 20.15680021],\n", - " [ 8.31257789, 103.74257169, 6.08811971, ..., 4.13767556,\n", - " 9.46119676, 17.64418495]])}" + " [ 2.97643278, 51.65354263, 6.55336713, ..., 6.28734349,\n", + " 3.7267752 , 5.85633218],\n", + " [ 3.07396389, 48.2862255 , 7.35489029, ..., 5.81235029,\n", + " 3.32297916, 6.60581998],\n", + " [ 3.19563484, 44.92703656, 6.24882285, ..., 6.45031991,\n", + " 3.68554666, 7.11278113]])}" ] }, "execution_count": 5, @@ -220,6 +252,12 @@ "execution_count": 6, "id": "7c7979ec", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:55.642425Z", + "iopub.status.busy": "2024-07-11T15:16:55.642172Z", + "iopub.status.idle": "2024-07-11T15:16:55.650329Z", + "shell.execute_reply": "2024-07-11T15:16:55.649875Z" + }, "title": "Extract and format simulation results" }, "outputs": [], @@ -241,12 +279,18 @@ "execution_count": 7, "id": "1d8269db", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:55.651820Z", + "iopub.status.busy": "2024-07-11T15:16:55.651591Z", + "iopub.status.idle": "2024-07-11T15:16:55.775084Z", + "shell.execute_reply": "2024-07-11T15:16:55.774568Z" + }, "title": "Plots" }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -290,7 +334,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/Calibration/SCF_distributions.ipynb b/examples/Calibration/SCF_distributions.ipynb index f175de6cd..4292399b1 100644 --- a/examples/Calibration/SCF_distributions.ipynb +++ b/examples/Calibration/SCF_distributions.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "6ed24ac4", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:56.966010Z", + "iopub.status.busy": "2024-07-11T15:16:56.965615Z", + "iopub.status.idle": "2024-07-11T15:16:57.837286Z", + "shell.execute_reply": "2024-07-11T15:16:57.836757Z" + } + }, "outputs": [], "source": [ "\"\"\"Created on Mon Jan 18 13:57:50 2021\n", @@ -34,6 +41,12 @@ "execution_count": 2, "id": "126e70de", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:57.839332Z", + "iopub.status.busy": "2024-07-11T15:16:57.838970Z", + "iopub.status.idle": "2024-07-11T15:16:58.070629Z", + "shell.execute_reply": "2024-07-11T15:16:58.070109Z" + }, "title": "Get the distribution of aNrm and pLvl at each year x education" }, "outputs": [], @@ -54,21 +67,19 @@ "execution_count": 3, "id": "f9a37ca2", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:58.072579Z", + "iopub.status.busy": "2024-07-11T15:16:58.072311Z", + "iopub.status.idle": "2024-07-11T15:16:58.832125Z", + "shell.execute_reply": "2024-07-11T15:16:58.831571Z" + }, "title": "Plot time trends at different education levels." }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", - " self._figure.tight_layout(*args, **kwargs)\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 3, @@ -77,7 +88,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -121,7 +132,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb b/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb index f220893c9..647d228ed 100644 --- a/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb +++ b/examples/Calibration/Sabelhaus_Song_var_profiles.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "f6d16a7c", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:16:59.931951Z", + "iopub.status.busy": "2024-07-11T15:16:59.931681Z", + "iopub.status.idle": "2024-07-11T15:17:00.740617Z", + "shell.execute_reply": "2024-07-11T15:17:00.740096Z" + } + }, "outputs": [], "source": [ "\"\"\"Created on Thu Jan 14 16:44:09 2021\n", @@ -42,13 +49,19 @@ "execution_count": 2, "id": "2a399fc2", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:00.742632Z", + "iopub.status.busy": "2024-07-11T15:17:00.742241Z", + "iopub.status.idle": "2024-07-11T15:17:00.937540Z", + "shell.execute_reply": "2024-07-11T15:17:00.936941Z" + }, "title": "Plots" }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -57,7 +70,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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" ] @@ -124,7 +137,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/Calibration/US_SSA_life_tables.ipynb b/examples/Calibration/US_SSA_life_tables.ipynb index 0915ffb17..e63dbd1eb 100644 --- a/examples/Calibration/US_SSA_life_tables.ipynb +++ b/examples/Calibration/US_SSA_life_tables.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "1c047f75", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:02.029280Z", + "iopub.status.busy": "2024-07-11T15:17:02.029050Z", + "iopub.status.idle": "2024-07-11T15:17:02.808565Z", + "shell.execute_reply": "2024-07-11T15:17:02.808036Z" + } + }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -21,6 +28,12 @@ "execution_count": 2, "id": "b56693d8", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:02.810650Z", + "iopub.status.busy": "2024-07-11T15:17:02.810175Z", + "iopub.status.idle": "2024-07-11T15:17:02.876914Z", + "shell.execute_reply": "2024-07-11T15:17:02.876419Z" + }, "title": "Inspect lifetables" }, "outputs": [ @@ -68,6 +81,12 @@ "execution_count": 3, "id": "c1d658a7", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:02.878593Z", + "iopub.status.busy": "2024-07-11T15:17:02.878353Z", + "iopub.status.idle": "2024-07-11T15:17:02.880913Z", + "shell.execute_reply": "2024-07-11T15:17:02.880474Z" + }, "title": "Survival probabilities from the SSA" }, "outputs": [], @@ -85,7 +104,14 @@ "cell_type": "code", "execution_count": 4, "id": "1922e95b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:02.882376Z", + "iopub.status.busy": "2024-07-11T15:17:02.882138Z", + "iopub.status.idle": "2024-07-11T15:17:03.118716Z", + "shell.execute_reply": "2024-07-11T15:17:03.118230Z" + } + }, "outputs": [ { "data": { @@ -99,7 +125,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -132,7 +158,14 @@ "cell_type": "code", "execution_count": 5, "id": "84551443", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:03.120444Z", + "iopub.status.busy": "2024-07-11T15:17:03.120171Z", + "iopub.status.idle": "2024-07-11T15:17:03.341999Z", + "shell.execute_reply": "2024-07-11T15:17:03.341528Z" + } + }, "outputs": [ { "data": { @@ -146,7 +179,7 @@ }, { "data": { - "image/png": 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", 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jxozh/vvvd6UNCAhw7Ws0Grp06UKXLl2YPHkyb7/9Ni+//DIrV66ka9euxMTEsH37drp06VLi45aYmBgcDgd79uyhcePGxaYr7SObqlWrAs4OnWcfCZ21f/9+1/my+OmnnzCZTCxdurTQ8MkZM2aUOa+zDAYDffr0oU+fPjgcDkaNGsW0adN49dVXiY2NdX3W6enphTrcXtiycynVqlWjefPmzJkzhyeeeIIFCxbQv3//Ug0DHTRoELNmzWLFihXs3bsXVVULBSNpaWmsWLGCN954g9dee811vLhHg6XlcDg4cuRIoRaYAwcOAJTYsRoK//wvtG/fPoKDg/Hy8ip0/ODBg4VaWA4dOoTD4XDd67fffsNsNvPrr79SpUoVV7qzjxovdOjQIVRVLfSdLW35L6Usjy5jYmLIzs52tYSU5FLfR3F9k5YRUWpjxozBy8uLESNGkJSUdNH5w4cPX3IonVarpVu3bvzyyy+FmnuTkpL44YcfaNu2reuR0IVDK729vYmNjXUNq83Nzb1o+GJMTAw+Pj6uNHXr1qVr166urUmTJgCuxzXnOxtInL327rvv5tSpU3z55ZcXpc3Ly3M1lffv3x+NRsP48eMv+hfm+a0OXl5epZp1smnTpoSGhvL5558XGkL8xx9/sHfv3jKPfAHn564oSqFWiWPHjhUaEVQWF/5sNBoNDRs2BM59fjExMQCu5/oAOTk5zJo1q8z3GzRoEOvXr2f69OmkpKRc8hHNWV27diUwMJA5c+YwZ84cmjdvXuiP9tlWpQtbh86O0rgcn3zyiWtfVVU++eQT9Ho9Xbp0KfG6SpUq0bhxY2bNmlXo+7Jr1y6WLVvG7bffftE1n376aaH3H3/8MQA9e/YEiq5nRkZGscFofHw8P//8s+t9ZmYm33zzDY0bNy40qqk8zgZSpflduPvuu1m3bh1Lly696Fx6ejo2mw0o3fdRXN+kZUSUWkxMDD/88AODBg2iTp06hWZgXbt2LfPmzSvVuhJvvfWWa46PUaNGodPpmDZtGmazmXfffdeVrm7dunTs2JEmTZoQGBjIpk2bmD9/vqtj4IEDB+jSpQt33303devWRafT8fPPP5OUlFTskM+zxo8fzz///EOvXr2oWrUqycnJfPbZZ1SuXJm2bdsCMGTIEObOnctjjz3GypUradOmDXa7nX379jF37lzXnBixsbG8/PLLvPnmm7Rr14477rgDo9HIxo0biYiIYMKECQA0adKEqVOn8tZbbxEbG0toaOhFLR8Aer2eiRMnMnz4cDp06MC9997rGtobHR3talovi169ejF58mR69OjB4MGDSU5O5tNPPyU2NrZQP5zSGjFiBKmpqXTu3JnKlStz/PhxPv74Yxo3bkydOnUA6NatG1WqVOGhhx7i+eefR6vVMn36dEJCQoiLiyvT/e6++26ee+45nnvuOQIDA0v1L2VwfpZ33HEHs2fPJicnh0mTJhU67+vr6+prZLVaiYyMZNmyZRw9erRM5buQyWRiyZIlDB06lBYtWvDHH3+wePFiXnrppWKHsZ7vvffeo2fPnrRq1YqHHnrINbTXz8+vyHVejh49St++fenRowfr1q3ju+++Y/DgwTRq1Ahw/izOthw8+uijZGdn8+WXXxIaGkpCQsJF+dWsWZOHHnqIjRs3EhYWxvTp00lKSrqslrSzzv6D4OWXX+aee+5Br9fTp0+fi1p7AJ5//nl+/fVXevfuzbBhw2jSpAk5OTns3LmT+fPnc+zYMYKDg0v1fRTXuWs3kEfcqA4cOKA+/PDDanR0tGowGFQfHx+1TZs26scff6zm5+e70gHq448/XmQeW7ZsUbt37656e3urnp6eaqdOndS1a9cWSvPWW2+pzZs3V/39/VUPDw+1du3a6v/+9z/VYrGoqqqqKSkp6uOPP67Wrl1b9fLyUv38/NQWLVqoc+fOvWQdVqxYofbr10+NiIhQDQaDGhERod57770XDSG0WCzqxIkT1Xr16qlGo1ENCAhQmzRpor7xxhtqRkZGobTTp09Xb7nlFle6Dh06qMuXL3edT0xMVHv16qX6+PiogGuYb1FDJFVVVefMmePKLzAwUL3vvvvUkydPFkozdOhQ1cvL66L6FTWs9uuvv1Zr1KihGo1GtXbt2uqMGTOKTFeaob3z589Xu3XrpoaGhqoGg0GtUqWK+uijj6oJCQmF0m3evFlt0aKFK83kyZOLHdpb0jBuVVXVNm3aqIA6YsSIIs9zwRDSs5YvX64CqqIo6okTJy46f/LkSXXAgAGqv7+/6ufnpw4cOFCNj4+/KL+yDO318vJSDx8+rHbr1k319PRUw8LC1HHjxhUa+n12aG9xQ9P//PNPtU2bNqqHh4fq6+ur9unTR92zZ0+hNGd/fnv27FHvuusu1cfHRw0ICFCfeOKJQsPCVVVVf/31V7Vhw4aqyWRSo6Oj1YkTJ6rTp08v9mexdOlStWHDhq7vy7x58wrlV96hvarqHLIbGRmpajSaQvcv6ruXlZWljh07Vo2NjVUNBoMaHBystm7dWp00aZLrvwWl/T6K65eiquXovSaEEKJIw4YNY/78+WRnZ1/roghxw5A+I0IIIYS4piQYEUIIIcQ1JcGIEEIIIa4p6TMihBBCiGtKWkaEEEIIcU1JMCKEEEKIa+qGmPTM4XAQHx+Pj49PuVZBFUIIIcTVp6oqWVlZREREXLSq+fluiGAkPj6+0HolQgghhLhxnDhxgsqVKxd7/oYIRnx8fABnZc6uWyKEEEKI61tmZiZRUVGuv+PFuSGCkbOPZnx9fSUYEUIIIW4wl+piIR1YhRBCCHFNSTAihBBCiGtKghEhhBBCXFMSjAghhBDimpJgRAghhBDXlAQjQgghhLimJBgRQgghxDUlwYgQQgghrikJRoQQQghxTZU5GPnnn3/o06cPERERKIrCwoULL3nN33//za233orRaCQ2NpaZM2eWo6hCCCGEqIjKHIzk5OTQqFEjPv3001KlP3r0KL169aJTp05s27aNp59+mhEjRrB06dIyF1YIIYQQFU+Z16bp2bMnPXv2LHX6zz//nGrVqvH+++8DUKdOHVavXs2UKVPo3r17WW8vhBBCiArmii+Ut27dOrp27VroWPfu3Xn66aeLvcZsNmM2m13vMzMzr0jZzsycifVUPIpGARTQaEBRnO+V84+BotE43ysFm0ZxLvxTUjpXGk3h84rm3Pnz3iuas/loCu2jUVC02oI0BXlpNAX7WhTt+e/PP3bBq1brzOf89zqd8zqdznlOq73kgkZCCCGEO13xYCQxMZGwsLBCx8LCwsjMzCQvLw8PD4+LrpkwYQJvvPHGlS4aO+dMI+xo+hW/z41G1SioWi1oNagFQQtaZ8CCToui1TmDF50ORa9Do9Oj0etRdHq0BiMavQGtwYCiNxSk0Z/bDHrncderwXncaHQeMxjQGAqOG40oBiMak/HcvtGAYjI5z2uk/7UQQlQEVzwYKY+xY8cyevRo1/vMzEyioqLcfp/NTXzIr5SBouLc4Nx+wXtU0KjO9BrV+b6gLcSVDigxj/Nfz+Zxfp7KhZvruIrGce66s+c152+OC445inm94JhWLf5zURwqisMG1tJ9jo6CDUp9iVu4AhaTEY3RdN6rCY3p/FcjGpOH61XjYUJxvZrQeHie2/f0QuPpgcbDA42npzPwkaBHCCGuqCsejISHh5OUlFToWFJSEr6+vkW2igAYjUaMRuOVLhp9nv2EHGsODtVx0aaioqoqKuf+aquqWugRhoLieq8U/M/5f+dx1zG45KOPs/dSUXGoDlBx7Z8ty9my2VU7Dhw4VBWrancec9jPnSt4PXvMptpcaWyqDbvDjl21Y7NZcNhtOKxW7DYrqs2G3WbBYbMWbLaC41YcVitqQVrVbkO1OtOoVhuqzblhs6Gzg84BWjuufZ0dtHYVfcGxs69n9/W28/dV1zG97dx5Q8GmOS+IUi0WVIsFsrKwu/F7cSHF0xNNcZu3NxovLzRengWvXmi9vdF4+6DxPrvv3LTe3igGwxUsqRBC3JiueDDSqlUrfv/990LHli9fTqtWra70rS+pcmoKeocZvacvGP3B6ANGX9B7FPQFEWXhUB1YHVbMdjMWuwWz3YzZZibfno/Zbibf5nzNs+WRb8sn15ZLvi2fTFseebY8cm255FpzybXlkmd1vs+x5pBtzSbX6tzX2B2uIMVgPRekODf13LGCV6PrVXUdN9kUvOw6vOw6PGwaTDYFo03BYHGgtzjQmm1o8y2ueqm5udhzc90S8ChGIxofH2eQ4uOD1scHjZ8vWl8/tL4+aHwL9v380PqfffVH6+eH4uEh/XmEEBVSmYOR7OxsDh065Hp/9OhRtm3bRmBgIFWqVGHs2LGcOnWKb775BoDHHnuMTz75hDFjxvDggw/y119/MXfuXBYvXuy+WpRT3OxnqW3dc9FxOxrMigmbxoBVMWLTGLFrDNg0BhxocSgF29l9NAWbggMF9bx91zlFix2N81zB9WrB5lC0oGhRNXrQ6VE0etAZ0Gj1KDoDWr0Rrd6E3mBAZzChN5jQGz0wGo0YjB6YTCZMJk9MJhMGgxG0hoJNf1WDKo2iwag1YtRemVYtVVXJs+WRbc0m25JNljWLHEsOWdYssixZZFuyybRkkmXJch1LtWSRac4k0+LczPazHaMdgKXYeymqFoPVGcyYLOBhVQhWvQlRfAhSPQlwmPC3G/G1G/Cx6vCyajBZVIz5drR5Vhw5OTiys89tubnOOpjN2M1m7CkpZa6/otc7AxN/P7R+/mgD/Ave+6P1D3C+Bpz3PqAgiJHHTEKI61yZg5FNmzbRqVMn1/uzfTuGDh3KzJkzSUhIIC4uznW+WrVqLF68mGeeeYYPP/yQypUr89VXX10Xw3pPKuHgyMJbycOHXLzJQ6uoaHHgqeaCPfdaF/Gy2dBiQ4ddObc5FB0OjQ5V0aNqdKgaLSg6ZzCk0YJWBxodSsGGVo+i1aHR6lC0ejQF+1qdHo1Oj1anR6szoNXpUbR60OidgZArv/OPac/b1513zlBw3/P2XUGVc1O0Bjz1nnjqPQn1DC3X52G2m8kwZ5BpziTdnE6GJYMMs3NLN6eTYc4gNT+VdHM6aflppJvTOW3OQEXlONlA9iXvodPoCPEIIdQzlFDPWoR6hhJmDCFC8SdM9SHY7omfTQfZeTiyMrFnZGLPzMSemYEjMwt7RobzfUa6cz89A6xWVKsV2+nT2E6fLn2FNZqCICUAXUAA2oAAtEGB6AKDnK9BweiCAtEGBaELCUHj7S2tL0KIq05RVbWErozXh8zMTPz8/MjIyMDX19dt+drsDnLMdrLMVrLNNrLzrOTmZJKfnY4tPwfVlodqNaNa81Ft+WDNR6Paz23YUQr2tYp6tt0DzXn7impHW9BeoqgONKodcKA4bM5OomrBvmpDtdtQ7FZwWFEcBa92577GbkGjWtE6LGgdVrSqFZ1qRYcVvWrDgA2jcjW7j14bqqLFoTWgao2gNYLOuWn0JhSdCUVvAp0JXK8eoPe84NUD9F5g8ASDFxi8na96T+ejOoN3oUd1NoeNdHM6qfmpzi0vlTP5ZziTd4bTeadJyUtxban5qaWqh0bREOwRTIRXBBHe57ZIr0jXvkHr7F+iqqrzUVH62eAkHXt6OraCV9eWdv5+Go7sSwdOF1JMJnQhIee20FD0lSqhrxSOLjwcfaVK6EJCnMPAhRDiEkr79/umDkYqEovNQZ7ZRr7VQn5eHvlmMxZzPmZLPhZzPlaLBYvFgt1qxmo1Y7NasVkt2O3Wgg6szn3VZsVudwZGqsOGareet28HhxUcNigIphSHDS12dNjRY0OLA71iR+dsj0GHAx029AVpdIoznTN9wTFs6C847tpXrmTX1OKpigbF4ANGb2dwYvJ19ic6/9XkDx4BhTar0YczCiTZskjOO01ybjLJuckk5SaRmJNIYk4iSblJ2By2Eu+voBDqGUpln8pU9q5MlE8UlX0qU8WnClV8q+Bn9Lt0HSwWZ8CSlubcUlOxpZ59PYP9TCq21FTsZ85gS0kpffCi1ToDlKjKGCpHoY+KwhBVGX3lKAzVotF6e5cuHyFEhSfBiLgqVFXFalfJt9kxWx2YbXbyrQ4sNgcWuwOz1Y7Z5nyfb7M7j7vOnZfG7jh3zuZwXWOxWrHbLdgtFhw2Cw5rPqrNgt2WDzYz2Mxo7RaMigUjVkxYMBXsG7HgUfDeAwsemDEpFjwx44EZD8WMF/l4ko+na9+MRnHDr4TOA7yCnZtnMHiFgE8YeIfh8ArmjMGLBA0kYCXBnMap7FPE58QTnx3PqexT5NnySsze1+BLVd+qRPlEUdW3KlV9qxLtF020bzReeq9yFdmRl+d8DJSSgi3Z+TjIlpSINSERa2IitoQErMnJYCs5kNKGBGOsGo2hWjUM0dEYqlfDVLMmuoL1rIQQNw8JRsRNw+5QybfaybPaybPYybXYybXYyLPYySnYzzbbyDHbyDHbnY/k8m1kma1k5dvIzLeRlW8lM89GVr4ZrS0fL/LwUfLwIh9vJQ9fcvFRcvEhFx/y8FFy8SUXfyUbfyUbP3LwV7IJILvsj8uMvuBTCXwjwDcC1TucNO9ATuqNnNSonFTzOZmXQlxWHCeyTpCcm1xidiEeIVT1rUo1v2pU96vu3PyrE+YZdtnBgGq3Y0tJwXryJJYTJ7CeOIn15AksJ05iiYsrsWOuxssLY40aGGvWxFijBqbatTDWro3Wx+eyyiSEuH5JMCJEOeVb7WTkWV1beq6VtFwLGQWvablW0nMtzv0cK6m5FtJyLNgczhntPDETpGQQRBZBSgaBShYhZBCipBOiFLySTqiSjreSX7pCGXzArzL4VSbXL4KTnr6cMBg5jp04ey5H85I4nnmcM/lnis3CU+dJNb9qxPjHUMO/BrEBscT6x7olSDnLnpWF5dhxLMeOYjl6DMuxo5gPHcZ89ChYiw7S9JGRGOvUxlS7DqY6tTHWqoU+MlJaUYSoACQYEeIqUlWVLLON1GwLqbkWzmRbSM0xcybHQmq2hTM5FlKyzZzOMpNScM6hghd5hCuphClpVCKVMCWVSkoq4UoqkcoZKilnCFBK0ZdDawC/ymT6RRLnE8RRkydHNXDEkcuR/BROZMdjU4t+vOKj9yE2IJaaATWpFViLWgG1iPWPxVPv6b7Px2rFcuwY5oMHyT9wAPOBg5j37cMaH19keo2Xl7MFpVZNjDVrYqpZE2NsLFp/f7eVSQhx5UkwIsR1zO5QScu1cDrLTHKWmeTMfJKzzAXv80nMcG5JWWYMjjwilDNEKGeIVFKIUFKIVFKoXPAaTio6xVHi/ax6T+ICojjiG8QhkyeHNA4O2bI4nn8au3rxtQoKVX2rUiuwFnUC61AnqA51AusQYApw7+eQkUH+/v2Y9+0jf+8+8vftw3LoEGoxrSja4GCMMTEYY2IwxMZgjInFGFMdbVCQtKQIcR2SYESICsDuUDmdZSYhI4/49HxOpuVyMi2PE2m5nEh17ttsVsJJpbKSQmXltGuL0pymiuY04ZxBQ9G/5hbgmMmLAwGVOODlx36dhv32bM7YcopMX8mrEnUC61AvuB71g+tTL6heqUb2lMXZVpT8/Qcw799P/oH9mA8cxJaQUOw1Wj8/DAVBijE2xtk3pXZtdIGBbi2bEKJsJBgR4iagqipJmWaOpuQUbNkcTcnhyOkcjqfmYneo6LERoaRQRUmmipJMtJJILX0ysdokwuwJaIt4fJOi0XDAaGCfbyh7vXzZo7ETZy86QKnqW5V6QfVoENyAhiENqRNYB71W7/a62rNzsBw9gvnwYSyHD2M+eAjzkSNYT5yAYv4zpg0JxlSzFsbatTDVro1Hw4boq1SRVhQhrhIJRoS4yZltdo6m5HAwKZuDSVkcSMrmQFIWR8/kuP52a3AQoaQQoyRQR59IE69kamoSCLccx2hJK5RflqKwz2hgj9HIbp9Adhl0nFAvnlLfoDFQN6gujUIa0Si0EY1DGhPiGXLF6unIz3f2Rzl0GPPhQ1gOHSL/wAGscUUHKdrAQDwaNcKjcWM8bmmMR4MGaIpZtFMIcXkkGBFCFCnXYmNfYhZ74jPZk5DJnvhM9iZkYrYV7jsSSCb1DQm090+hkTGBao4TBOQcQpt/LkhJ12jYbTSwy2hgp8mT7SYj6UXM01LFpwpNwprQNLwpTcKaEOkdecXr6cjJcXaYPfu4Z/du8vfsuag/iqLX49G0Cd5t2+HVti3GmjWk5UQIN5FgRAhRaja7g0Ons9l5MoNdpzLYeSqDPQmZ5Fsv7NyqUtWQTdegMzT3SqC2EkdY3hGMaQdQ7GZUIE6nY7vJyHajge0mEwf1ehwX/G2v5FWJZuHNaB7enBaVWhDuFX5V6umwWDDv2UPutm3kbdtO3tat2JKSCqXRhYbi1a4tPp0749WuHRqD4aqUTYiKSIIRIcRlsdkdHD6dw85TGew8mV5CgAJeepUuIVm090mggfY4lc2H8EzdjZKXRpaisNVkZLPJyCaTiT1GA7YLWh6q+FSheaXmtAhvQbPwZgR5BF2VOqqqiuXYMXL+XU32mtXk/rcBNf/c3C8aX198u3fDt1dvPJs1lTV5hCgjCUaEEG53tgVl16lMdp3KYHd8BrvjM8m1XLyGkEmv0D7UTBffeG7VHSYqZzfG0zvIs+Wx3Whgo4eJ/0wmdhsN2C8ITmoE1KBFeAtaVGpB07CmeBuuzno3DrOZ3E2byF61iqwlS7Eln5vtVhcaim/PnvjfdSfGGjWuSnmEuNFJMCKEuCrsDpVjZ3Kcj3dOZrDjVAa7T2WQU0SAEual4/bwdDp6HaO+bQ+BZzaTnXmSLSYj/xUEJweMhR+LaBUt9YLq0bxSc5qHN6dxaGM8dFe+w6lqt5O7aTOZixaRuXQpjsxM1znPZs0IGHwvPl27oujdP3JIiIpCghEhxDXjcKgcSXEGKNtOpLM1Lo3d8ZkFU+af46HX0r2yhV5+x2js2EPwmU2kpR1mg4eJ/0xGNniYiLvgj71eo6dRSCPXY50GIQ3Qa65sQOCwWMhZvZqMn38m66+VYHcGWtqQYAIG3o3/3QPRh1+dfi9C3EgkGBFCXFfyrXZ2ncpga1w6m4+nseFYKqk5hYcGexm09KiqMsD/CI3tO/E+tYb4nFP8ZzKx0WTiPw8jyTpdoWs8dZ40CWtCy0otaRnRkhr+V3Y0jDUxkfS5c0mbO+/cwoBaLb69bifooYcw1ap1xe4txI1GghEhxHXN4VA5mJzNusMprD+SyvqjZ0jPLTzstnqIF/2qWunpuY/YrI0oR//muC2nUMtJ+gWdSgNNgbSOaE3byLa0jmjt9insz1ItFrJWrCDt+x/I3bTJddyrfTuCHhqBZ/NmMkRY3PQkGBFC3FAcDpU9CZmsOnCaVftPszkuDft5j3V8TDpuqx3MwEopNLVvRX90JY6TG9iv1/KfycR6DxObPUzknxcAKCg0CG5A28i2tKvcjrpBddEoGreXPW/nLs5M/5qspcvA4RxtZGrQgKCHRzj7lWjcf08hbgQSjAghbmiZ+VbWHEzh7/2nWbEvmZRss+ucSa+hY81Q+tUy0UW3E8PhpXBoBRZzBttMRlZ7eLDa05ODhsKPdEI9Q+lapStdq3blltBb0Gl0F972slji4kidOZP0nxagmp3lNdasSfCoUfh0u02CEnHTkWBECFFh2B0qW+LSWLIrkSW7EjmVnuc652XQ0r1+OHc0CqWV7iDag0tg72+QcYJErZY1HiZWe3mx1tOTXM7NkRJgDKBTlU7cVvU2WlZq6dbAxJaaSuq335L27Xc4srMBMNaoQfDjo/Dp1k2CEnHTkGBECFEhqarK7vhM/tiVwK/b4zmRei4wCfUx0qdRBHfdGkkd9RDs+RX2/gqpRzArsN5k4k9ff1Z6eZJx3gKBgaZAbq92O71jelM3sK7b+nrYMzJI/eZbUr/5BkdWFgDGGrEEP/Gks6VE+pSICk6CESFEhaeqzhaTn7eeYtGOhEIdYBtF+XNvsyj6NKyEV/p+2PUT7JgLmSexAZtMRv4MDGeZh4E0x7lHQNX9qtO7em/6xPRx2zT19sxMZ1Aya5YrKDE1akjos8/i1by5W+4hxPVIghEhxE3FYnPwz4HT/LTlJMv3JLnmNPEyaOnbOIJ7mlWhUaQvHPsXdsyBPb+AJRsrsM7Lh98iarDSkYHZ4QxoNIqG9pXbM6jWIFpHtHZLx1d7ZiapM2dyZuYs1NxcZ/k6tCd09GgZEiwqJAlGhBA3rZRsMz9tPsnsjSc4mpLjOt4oyp/hraO5vUElDI48Z9+SjV/ByY0AZCsKy6Ma8KufP5uyj7mui/SOZGDNgQyoMYBAU+Bll892+jQpU6eSNnce2GygKPj17UvIM0/L5GmiQpFgRAhx01NVlf+OpjJ7Qxy/70zEYnd2YA3xMXJ/i6oMblGFEB8jnNwM/30Ou3+GgpaRI4FVmBfTlF8y95NlcT5a0Wv03F7tdobVG0ZsQOxll89y7BjJH35I1h9LAFA8PAh+5GEChw9HYzJddv5CXGsSjAghxHlSss38+F8c364/TnKWs4+IQauhT6MIRnasTmyoD2QlwsavYdN0yHXOrpoXWJ0lDXoyL+coO8/scuXXNrItw+sNp1n45U9ulrdzJ0kT3iFvyxYA9JGRhI4ZI51cxQ1PghEhhCiCxebgj10JzFx7jK1x6QAoCnSvG87jnWJpUNkPLDnOxzerP4C8VOeFwbXY0ex+ZuYeY8WJFThUZytLncA6DK8/nG5Vu6HVaIu+aSmoqkrm4t9JnjQJW2IiAJ7NmxP28kvSn0TcsCQYEUKIS9gal8a0VUdYsjvRdaxdjWCe6BRL82qBKJZs+G8arP0Y8tOdCSJu5USH0cxK284vh34h354PQLRvNI82epSe0T0vKyhx5OZy5quvOfP1186J07RaAocMIeTJJ9B4eV1OdYW46iQYEUKIUjqYlMXUvw/zy/Z41xT0zaMDeb5HLZpFB0J+Bqz/3BmUFPQfocFA0tqNZnb8Kr7f9z0Z5gzAGZQ80vARelbreVkTqVlOniL53XfJWrYMAF2lSoS/+go+nTtfXmWFuIokGBFCiDI6kZrLtH8OM3fTSSw252OYTrVCeK57LepF+EF2MqwYD1u/A1TQeUDbZ8huNpwfD//CrD2zXEFJVd+qPNrwUW6vdvtltZRkr1pF4vg3sZ46BYB31y6Ev/wy+kqVLru+QlxpEowIIUQ5JWTk8dGKQ8zddMLVUtK7YSWe7VaLasFeEL8NlrwIceucF/hFQa/J5FRrw4/7fmTW7lmkm9MBqBFQg6dvfZp2ke3K3RnVkZdHymefcWbGTLDZ0Hh6EvLMMwTcN1imlhfXNQlGhBDiMh1NyWHy8gP8tj0eAK1GYXDzKjxzW00CPfXOocDLX4OME84LGt4DPSaQozfy474fmb5zOllW52OdJmFNeKbJMzQKaVTu8uTvP0Di66+Tt3UrAJ6tWhLx9tvSSiKuWxKMCCGEm+yOz+D9ZQf4a18yAL4mHU93rcmQVlXR2/Nh5f9g3aeACl6h0GsS1O1HhjmDr3d+zfd7v8fisADQpUoXnrr1Kar5VStXWVSHg7QffyT5vUmo+flofHwIf/UVfPv0kWHA4rojwYgQQrjZ2sMpjP9tD/sSna0dMSFevNK7Lp1qhcKJjfDL45Cy35m4Tl/o9T54h5KYk8hn2z7jl8O/4FAd6BQd99W5j0cbPYqPwadcZTEfPUr8iy+Sv30HAD7duhH+xuvoAgLcUlch3EGCESGEuALsDpXZG+N4f9kBUnOcrR2daoUwvl99ony1sOpdWD0FVDt4BEKfD6BuPwAOpx9m8ubJ/HPyH8C5WvDTtz5Nv9h+5Vr7RrXZOPPVV5z+5FOw2dAGBxMxYQLe7dq6rb5CXA4JRoQQ4grKyLPy8YqDzFx7DJtDxUOv5dluNRnephrapB2w8HFI2ulM3Ohe6DkRTH4A/HvyX97d+C7HMo8BUC+oHi82f5HGoY3LVZb8PXuIf+EFzAcPARD08MOEPPV/KLryDy0Wwh0kGBFCiKvg8OlsXlqwk/+OOmdqbRzlz8Q7G1Ir2Ah/T4A1H4DqcI646T8VqrUDwGq38sO+H/h8++dkW7MBuKPGHYxuMho/o1+Zy+Ewm0meOJG0H34EwOPWW4l8f5J0bhXXlAQjQghxlTgcKrM3nmDC73vJMtvQaxVGdozl8U4xGOM3ws+PQtoxZ+JWT0DnV0HvXAgvJS+Fj7Z8xM+Hfgacj26eb/Y8var1KleH1MwlS0l45RUc2dlo/fyo9M4EfDp1cldVhSgTCUaEEOIqS8zI59VfdrF8TxIANcO8mTKoMfWCtLD0Jdgyy5kwpLazlSTyVte1W5O38sbaNziccRiAVpVa8WrLV4nyjSpzOSwnTnDqmdHk73Iu7Bc4bBihz45G0esvs4ZClI0EI0IIcQ2oqsrvOxMZ9+suUrIt6LUKo2+rxSPtq6M9uBR+fRJykkHRQrvR0H4M6AyA89HNzN0z+Xz751gcFoxaI481eoxh9YaVeWp5h8XC6fffJ3XWNwB43HILkR9MQR8W5vY6C1EcCUaEEOIaOpNtZuyCnSwraCVpFh3A5LsbE2XKh9+fg10/OROGNYABUyG8gevauMw4xq8fz38J/wFQP6g+/2v7P6r7Vy9zObL+/JP4sS/hyMpCGxhI5PuT8GrV6vIrKEQpSDAihBDXmKqqzN98kjd+20O22Ya3Uce4PnW5q0lllD0LYdFoyEsFjR46vABtnwat3nXtb0d+450N75BlycKgMfDkLU8ypO6QMq91Y4mL4+T/PYV53z7QaAj5vycJeuQRmUpeXHESjAghxHXiRGouo+duY+OxNAB61Atnwh0NCFDTYdEzsG+RM2FYA+j7UaG+JEk5Sby+7nVWn1oNQOOQxrzV9i2q+lYtUxkc+fkkvvkmGT8tAMCrQ3siJ05E6+9/2fUTojgSjAghxHXE7lD54p8jTF6+H6tdJczXyPsDG9M2Ngh2zIUlL0BeGigaaDESOr0ERm/A2Ury86GfeXfju+RYczBpTTzb9FkG1RpU5hE36T/9ROL4N1HNZvSRkUR+9CEe9epdiSoLIcGIEEJcj3adyuCp2Vs5fDoHgIfaVuP57rUwmVNh6VjYOc+Z0K8K9J4MNW5zXRufHc9ra19z9SXpUqULb7R+o8zzkuTv3cvJp57GGheHYjQS/vrr+A/o75b6CXE+CUaEEOI6lWex8/bve/l2/XEAaof78NG9t1AzzAcOLnf2JcmIcyaufxf0eAe8QwBwqA6+3/s9kzdPxuawEeEVwbsd3i3zasD2jAxOjRlDzirn1PQBg+8l7MUXUQwG91VU3PQkGBFCiOvcir1JjJm/gzM5Fgw6DWN71mZoq2g0tlxY+Tas/8w5e6tHAHR/2zmtfMFjmd0pu3lu1XOczD6JTtHxf7f+H0PrDS3TGjeqw0HKZ1NJ+eQTADwaNybyww9k+K9wGwlGhBDiBnA6y8yY+dtZuf80AO1rhjDproaE+prg1Bb47f8gsWCNm+odofcUCHQO8c2yZPHGujdYemwpAG0j2/J227cJMJVt5d6slSuJH/OCc/hvcDCVP5iCZ9OmbqujuHlJMCKEEDcIVVX5dv1x/rd4L2abgwBPPe/c2ZDu9cLBboV1nzrXubHlg84DOr7onFZeq3MOHz44n4kbJmK2m4nwimBKpynUDapbpjJYjh/n5JP/h/nAAdDrCX/tVQIGDrxCNRY3CwlGhBDiBnMwKYunZm9jT0ImAPc0i+LV3nXxMurgzGFY9DQcdfbxILwh9PsUKjUE4EDaAZ5Z+QxxWXEYtUbGtRpHn5g+Zbq/IzeX+JdeJmvJEgAChgwh7IUxsvqvKDcJRoQQ4gZkttmZvPwAX/xzBFWFasFefHzvLdSP9ANVhW0/ONe5yU8HjQ7ajob2z4HOSKYlkxf/eZF/T/0LwP117md009HoNaVfk0ZVVVI++4yUj539SLxatyZyymS0fmVfSVgICUaEEOIGtvZwCs/O3U5CRj4GrYaxt9dmWOto57wiWUnOKeX3/upMHFLb2UpSuSkO1cFn2z5j2o5pADQNa8qkDpMI8ggq0/0zly4j/sUXUfPyMFStSuWpUzFWr+buaooKToIRIYS4waXnWhgzf4drfZuudcJ4766GBHgVDL/dvdAZlOScdk6W1nIUdH4F9B6siFvBy6tfJseaQ5hnGB91/qjM/Ujy9+7lxOOPY4tPQOPjQ+WPP8KrZUs311JUZBKMCCFEBaCqKt+sc3ZutdgdVPIz8eE9t9C8WqAzQW4qLHkRdsxxvg9rAHfPgqAYjqQf4amVT3Es8xgmrYn/tf0f3aK7len+tjNnOPnk/5G3ZQvo9URMmIBf715urqWoqCQYEUKICmR3fAZP/rCVIyk5aBQYfVtNRnWMRaMpmA7+wFJYOApyU8DoC/2nQp3eZFoyGbNqDGvi1wAwqvEoHmv4WJmmkXeYzcS/8KKrY2vomDEEPTjc7XUUFY8EI0IIUcHkmG28+ssuFmw5BUDn2qFMubsxfp4FHVQz42HecDix3vm+9ZPQZRw2RWHy5sl8u+dbALpHd+fNNm/iofMo9b1Vh4Okd94h7RtnHoFDHyD0hRdk5V9RIglGhBCigpq76QSvLtyF2eYgKtCDqfc1cY62Aee8JH++Duuco2Go0hrumg6+lVhwcAFvrn8Tm8NGncA6fNT5I8K9wkt9X1VVSZ0+g+T33gPAp2cPIt55B43R6OYaiopCghEhhKjAdp3KYOT3mzmRmodBp+GtfvW5u1nUuQR7foVfHgdzJniFwpAFEN6AzUmbeWblM6SZ0wjxCOHjLh9TL6hsq/Zm/LaI+JdeAqsVz+bNiZr6GRovLzfXUFQEpf37Le1rQghxA6of6ceiJ9rRuXYoFpuDMT/t4IX5O8i32p0J6vaFR/6G0HqQkwyz+kD8NpqENeHH3j8S6x/L6bzTDF8ynL/i/irTvf369KbKl1+g8fIid8MG4h5+BHt2jvsrKW4aEowIIcQNys9Tz1cPNOW5bjVRFJiz6QT3f/UfaTkWZ4KgGBj+O0Q2hbw0+KYvnNpMpHck3/b8ljaRbciz5fH0yqeZtXsWZWko92rZkiozZ6Dx9SVvyxZOjBiBPTv7CtVUVHQSjAghxA1Mo1F4onMNvnmwOT4mHZuOp3Hn52s5kZrrTODhD0N+hqiWkJ8B3/SHExvxNnjzSedPGFRrECoqkzZNcvUnKS2PBg2oMn06Gj8/8rZtI+6hh7BnZV2ReoqKTYIRIYSoANrVCOGnka2J8DNx5HQOAz5by86TGc6TJl+4/yeo2sbZh+TbARC3Hp1Gx8stXmZMszEoKMw7MI/HVzxOlqX0AYVH/XpUnTEdrZ8f+dt3EPfgQ9gzM69QLUVFJcGIEEJUEDXDfFgwqg21w31IyTYz6It1rNyf7Dxp9Ib75kF0O7Bkwbd3wLHVKIrCkLpD+LDTh3joPFgbv5ZhS4aRnJtc6vua6talyqyZaP39yd+5k7jhD2JPT78ylRQVkgQjQghRgYT7mZj3WCvaxgaTa7EzYtYm5myMc540eMHguVC9E1hz4Id74PQBADpV6cTMHjMJ9gjmQNoBhvw+hCMZR0p9X1Pt2lSZNQttYCD5u3cTN+Jh6dQqSq1cwcinn35KdHQ0JpOJFi1asGHDhmLTWq1Wxo8fT0xMDCaTiUaNGrGkYBY/IYQQ7udj0jN9WDPuuDUSu0PlhZ928t36486TBk+4d7Zz/hFLFsy5D/Kdj1XqBtXl257fUtW3KvE58TzwxwNsS95W6vuaatWk6qyZaAMCyN+1i1P/9yQOi+UK1FBUNGUORubMmcPo0aMZN24cW7ZsoVGjRnTv3p3k5KKb9F555RWmTZvGxx9/zJ49e3jssccYMGAAW7duvezCCyGEKJpBp+H9gY14tH11AF79ZRcLtzpnbkVvcq5f4xsJKQfg50fB4QCgsk9lvun5DQ2CG5BhzuDhZQ+z6sSqUt/XWKMGUV9MQ/H0JGftOhJefBHVbnd7/UTFUuZJz1q0aEGzZs345BPn7H4Oh4OoqCiefPJJXnzxxYvSR0RE8PLLL/P444+7jt155514eHjw3XffleqeMumZEEKUj6qqvP7rbmatO45WozD1vlvpVq9g1tVTm2F6T7CboeNY6Hjuv+G51lyeW/Uc/576F62i5bVWr3FHjTtKfd/sNWs48dhIsFoJGDyYsFdfKdN6OKJiuCKTnlksFjZv3kzXrl3PZaDR0LVrV9atW1fkNWazGZPJVOiYh4cHq1evLvY+ZrOZzMzMQpsQQoiyUxSFcX3quR7ZPPHDVlYfTHGejGwCvac49/+eAPt+d13nqffkw84f0i+mH3bVzri145i+a3qp7+vdpg2R704ERSHthx9I+ewzd1ZLVDBlCkZSUlKw2+2EhYUVOh4WFkZiYmKR13Tv3p3Jkydz8OBBHA4Hy5cvZ8GCBSQkJBR7nwkTJuDn5+faoqKiik0rhBCiZBqNwrt3NqRHvXAsdgcPf7OJzcfTnCdvuQ+aP+LcX/CIq0MrgF6j5802bzKiwQgApmyewidbPyn15Gi+PXsS9uorAKR8/Alps2e7r1KiQrnio2k+/PBDatSoQe3atTEYDDzxxBMMHz4cTQkrPY4dO5aMjAzXduLEiStdTCGEqNB0Wg0f3tuYdjWCybPaGT5jA7vjC+Yh6f62cw4SSxbMHuycHK2Aoig8detTPHXrUwBM2zGN9za9V+qAJHDwYIJHjQIg8Y3xZP35p3srJiqEMgUjwcHBaLVakpKSCh1PSkoiPLzolR9DQkJYuHAhOTk5HD9+nH379uHt7U316tWLvY/RaMTX17fQJoQQ4vIYdVqmDWlC06oBZObbGDZjI8mZ+aDVw8CCDq1nDsKv/wcXBBsjGozgxebOPiXf7vmW8evH41Adpbpv8JNP4H/PIFBVTo15gfz9+91eN3FjK1MwYjAYaNKkCStWrHAdczgcrFixglatWpV4rclkIjIyEpvNxk8//US/fv3KV2IhhBDl5mnQMX14M2qF+XA6y8zjP2zBaneAdwjc/S1odLBnIeycd9G199W5j/Gtx6OgMP/AfF5e/XKppo9XFIXwV17Bq3Ur1NxcTo4chS019QrUTtyoyvyYZvTo0Xz55ZfMmjWLvXv3MnLkSHJychg+fDgADzzwAGPHjnWl/++//1iwYAFHjhzh33//pUePHjgcDsaMGeO+WgghhCg1X5Oez4c0wceoY+OxNN7+fa/zROUm0OEF5/7i5yDj5EXXDqgxgIntJ6JTdCw6sojnVz2P1WG95D0VnY7IyZPRV62CNT6eU//3FKrMQSIKlDkYGTRoEJMmTeK1116jcePGbNu2jSVLlrg6tcbFxRXqnJqfn88rr7xC3bp1GTBgAJGRkaxevRp/f3+3VUIIIUTZVAv2YvKgxgDMWHOMX7YVzEHSdrRzlI05AxaOcs0/cr6e1XoyueNk9Bo9f8b9yUv/voTdcem5RLT+/kR99hkab29yN20i8a3/lWmlYFFxlXmekWtB5hkRQogrY9LS/Xyy8hAeei0/P96a2uG+kHIIPm8LtjzoMRFaPlbktf+c/IenVj6FzWGjf2x/3mj9Bhrl0v/GzV61yjkHiaoS9uorBN53n7urJa4TV2SeESGEEBXLM7fVdI2weezbzWTkWSE4Frq96Uzw5zg4XXSH0/aV2zOx3UQ0ioaFhxYy4b8JpWrp8O7QgdDnngUg6e0J5Kxf77b6iBuTBCNCCHET02oUPrrnFiL9PTh2Jpdn527D4VCh2QiI6Qy2fOf8I/ai+4V0i+7GW23eQkFh9v7ZTNkypVQBSeCDD+LXry/Y7Zx66mksJ0+5u2riBiLBiBBC3OQCvAx8fn8TDDoNf+5N5vN/DoOiQL9PweQPCdvgn0nFXt8npg+vtHRObjZj1ww+3/H5Je+pKArh48djatgQe0YGp54dLR1ab2ISjAghhKBBZT/e7FcPgMnLDrDrVAb4RkCv950J/nkPTm0p9vq7a93N802fB+CzbZ/xze5vLnlPjdFI5SmT0fj6kr99B8mTp1x+RcQNSYIRIYQQANzdNIoe9cKxOVSembONfKsdGtwF9e4A1Q6LngZ78fOKPFDvAZ5o/AQAkzZNYsXxFcWmPUsfGUnEOxMASJ05k6wVl75GVDwSjAghhACcj07evqMBwd5GDiZnM2lpQcfVnhPB6AcJ22HjVyXm8UjDRxhUaxAqKi/++yK7U3Zf8r4+nTsTOGwYAPFjX5L+IzchCUaEEEK4BHoZePeuBgB8veYo6w6fAe9Q6DrOmeCvtyAzvtjrFUXhxeYv0iayDfn2fJ746wkSsotfGPWs0NHPYGrUEEdmpvQfuQlJMCKEEKKQzrXDuLd5FKoKz83bTma+FZoMh8rNnIvp/fFCidfrNDomtZ9ErH8sKXkpPP7X42Rbsku8RjEYqDxZ+o/crCQYEUIIcZFXetWlSqAnp9LzeOPXPaDRQO8poGhh769wYGmJ13sbvPm0y6cEmYI4mHaQ5/95/pLr2OgjI4mY8DYg/UduNhKMCCGEuIiXUcfkuxuhUeCnLSdZsisRwhtAy5HOBL8/B5bcEvOI8I7gky6fYNKaWH1qNe9ufPeS9/Xp0oXAoUMBiH/pZawXrBIvKiYJRoQQQhSpaXQgj3aIAeCln3dyOssMHceCb2VIj4NVEy+ZR/3g+rzdztna8eO+H5m7f+4lrwl9djSmevVwZGSQ8PIrsn7NTUCCESGEEMV6umsN6lTyJTXHwuu/7QajN9z+nvPkuk8gac8l87it6m08detTALyz4R12nyl5hI1iMBDx7kQUo5Gc1atJ+/HHy66HuL5JMCKEEKJYRp2W9+5qiFajsHhHAsv3JEHt26FWL3DYYNEzRa7se6GH6j9Ep6hOWB1Wnv37WTItmSXfNyaG0Ged69ckv/se5iNH3VIfcX2SYEQIIUSJ6kf68XC76gC8snCnc3TN7e+C3gtOrIdt310yD0VReLPNm0R6R3Iq+xSvrn71ko9fAu6/D6/WrVDz84l/4QVUa9Hr44gbnwQjQgghLunprjWoGuRJUqaZd5fsA7/K0Gms8+Ty1yDnzCXz8DP68X6H99Fr9Px14i++2VPylPGKRkOlt992DvfduZOUz6e5oyriOiTBiBBCiEsy6bVMuMM5Gdp36+PYeCwVWjwGYfUhL80ZkJRCveB6jGk2BoAPNn/AtuRtJabXh4cTPs6Zd8rnn5O3fXv5KyGuWxKMCCGEKJXWMcHc0ywKgBd+2kG+o2DuEXA+qjm+tlT5DKo1iJ7RPbGpNp5b9Rxp+Wklpvfr1QvfXr3Abid+zAs4ckseUixuPBKMCCGEKLWxPesQ4mPkyOkcPl15CKKaw63OeUFYNBpsl57GXVEUxrUeR7RvNEm5SYz9dywOteROsOGvvYouLAzL8eMkvz/ZHVUR1xEJRoQQQpSan6ee8X3rATD178PsS8yErq+DZxCc3gvrPy1VPl56L97v+D4mrYk18Wv4bk/JnWC1fn5U+t//AEj7/ntyN2++rHqI64sEI0IIIcqkZ4NKdK8Xhs2h8sJPO7GbAqCbM1Dg74mQdrxU+dQMqMnzzZ4H4MMtH3Io7VCJ6b3btsHvzjsASHj5FRz5+eWvhLiuSDAihBCizMb3q4+PScf2E+l8u+4YNLoHqrYFWx78MQZKOWvqwJoDaRfZDovDwtjVY7HaSx6+G/bCC+hCQrAcO0bKp5+5oSbieiDBiBBCiDIL8zXxQo/aALy3dD8JmfnQezJo9HBgCexbVKp8FEXhjdZv4G/0Z1/qPj7bXnKAofX1dY2uOTN9Onm7S57NVdwYJBgRQghRLoObV+HWKv7kWOyM+2U3hNSCNv/nPPn7884hv6UQ4hnCuFbjAJi+azpbk7eWmN6na1d8evYAu925do1MhnbDk2BECCFEuWg0ChPuaIhOo7BsTxJLdydC++chqAZkJcAfL5Q6r65Vu9I3pi8O1cFL/75EjjWnxPThr7yC1t8f8759nPn668utirjGJBgRQghRbrXCfXikvXOq+HG/7CbLroMBn4OigR1zYO9vpc7rxeYvUsmrEiezT/LexvdKTKsLCiLs5ZcASPn0M8yHSu78Kq5vEowIIYS4LP/XpQZVAj1JzMzn/WUHoHJTaONcpZffnoaclFLl42Pw4X9t/4eCwk8Hf2Jl3MoS0/v27o1Xh/aoVqvzcY3dfpk1EdeKBCNCCCEui0mv5X8D6gMwa90xtp9Ih45jIbQu5KbA4tGlHl3TLLwZD9R9AIDX171Oen56sWkVRaHS66+j8fIib/t20n6cfblVEdeIBCNCCCEuW7saIfRvHIGqwtgFO7Epeug/FTQ62PML7Pqp1Hk9eeuTVPerTmp+Ku9ufLfEtPpKlQh5djQApz/4AGty8mXVQ1wbEowIIYRwi1d618XfU8+ehEymrzkKEY2dHVoBfn8OspJKlY9Ra+SN1m+goPDbkd/45+Q/JaYPGDQIU/36OLKzSZ5YcvAirk8SjAghhHCLYG8jL/WsA8CU5Qc5kZoL7Z6FSo2cw3x/e6rUj2sahzbm/rr3AzB+3XiyLdnFplW0WsJffx00GjIXLyZnbekW7BPXDwlGhBBCuM3AppVpUS2QPKudV3/ZharRQf/PQWuAA3/A5pmlzuvJW56ksndlknKTmLJ5SolpPerXI2DwYAAS3xiPw2y+nGqIq0yCESGEEG6jKApv39EAg1bD3/tPs2hHAoTVhc6vOBP8MQZObipVXh46D95o/QYAcw/MZWPixhLThzz1f2hDgrEcP86Zr766rHqIq0uCESGEEG4VE+LNqE4xALzx2x4ycq3Q6kmo3RvsFpgzpNT9R5pXas5dNe8CYNzaceTZ8opNq/XxIezFFwE4M+0LLMdLt2CfuPYkGBFCCOF2IzvGEBPiRUq2mXeW7AONxjkZWnAtyIqHecPgEovinTW6yWhCPUM5kXWCT7d+WmJa39tvx6t1K1SLhcQ330ItZR8VcW1JMCKEEMLtjDotbw9oAMCPG+LYeCwVjD5wz/dg9IW4tbD05VLl5WPwca1d8+3eb9l5emexaRVFIfy111AMBnJWryZr6dLLr4y44iQYEUIIcUW0qB7EoKZRALy0YCcWmwOCa8CAac4EG6bBth9KlVf7yu3pVb0XDtXBuHXjsDqKb1UxREcT9PDDACS9PQFHTsnr3IhrT4IRIYQQV8zY22sT7G3gYHI201Yddh6sfTt0cPbt4LenIb7kVXrPeqHZC/gb/TmYdpBv93xbYtqgRx5GX6UKtuRkUqZ9cRk1EFeDBCNCCCGuGH9PA6/2rgvAxysPceR0wXwhHV6Amj3AbobZ95eqQ2uAKYDnmj4HwNRtUzmZdbLYtBqjkbAXnasGp86YgSUu7jJrIq4kCUaEEEJcUX0bRdC+ZggWm4OxC3bicKjODq13fAFBsZB5En4cBJZLP07pG9OX5uHNybfn89b6kjuoenfqhFfr1qhWK0kyM+t1TYIRIYQQV5SiKPyvf3089Fr+O5rK7I0nnCdMfjB4LngEOh/VzH8IHCWvvKsoCq+2fBWDxsCa+DUsObakxLRhL40FrZbsFSvIXrPGndUSbiTBiBBCiCsuKtCT57rXAmDC73tJysx3ngiKgXtng9bonKF1yYuXnDI+2i+ahxs6O6i+s+EdMswZxaY1xsYScJ9zZtakCRNQraUbTiyuLglGhBBCXBXDWkfTKMqfLLONVxfuOveIpUoLuPNLQIENX8C6kucSAXiw/oOulX0vNVV8yOOPo/X3x3LoMGk/znZDTYS7STAihBDiqtBqFCbe2QCdRmHZniT+2JV47mTdftDtLef+sldgzy8l5mXQGnit1WsA/HTwJzYnbS7+vn5+hDz9NACnP/kEW2rqZdVDuJ8EI0IIIa6a2uG+jOronCr+tV92O6eKP6vV49D8EUCFBY/AiQ0l5tUkrAl31rgTcK7say1hRlf/gXdhrF0bR2Ympz/66LLrIdxLghEhhBBX1eOdY11Txf/v9z3nTigK9HgHat0Otnz48R5IK3l9mWeaPEOgKZAjGUeYtWdWsekUrZbwl18CIH3uPPL37XNLXYR7SDAihBDiqjLqtEy8syGKAnM3nWTNoZRzJzVauPMrqNQIcs/A7MFgzi42Lz+jn2vukWnbp3Eq+1SxaT2bNcOnZw9wOEh6e4KsW3MdkWBECCHEVdc0OpAhLasCMHbBTvIs5w3pNXjBPT+AVygk7YKfHwWHo9i8elfvTbPwZuTb83lnwzsl3jfsuedQDAZyN2wge9Uqt9RFXD4JRoQQQlwTY3rUJsLPRFxqLpOX7y980q+yc1E9rQH2LYJVxQcZiqLwSotX0Ck6/j7xNyvjVhabVh8ZSeADQwBInjQJ1WZzR1XEZZJgRAghxDXhbdTx1oD6AHy9+ijbT6QXThDVHPp86NxfNRF2/1xsXtX9qzO03lDAOfdIni2v2LRBjzyC1s8Py6HDpC9YcFl1EO4hwYgQQohrpnPtMPo2isChwgs/7cBqv+BxTOPB0OoJ5/7PIyFhe7F5PdLwESp5VSI+J54vd3xZbDqtry/Bo0YCcPrjj3Hk5l52PcTlkWBECCHENTWuT10CPPXsS8w6t7Lv+W4bD7FdwZYHPw6G7OQi8/HUe/Jic+dqwDN2z+BIxpFi7+l/773oK1fGfjqFMzNmuKUeovwkGBFCCHFNBXkbGdenHgAfrTjEoeQLRs9otHDn1xBUw7mo3oKHi+3Q2imqEx0qd8DmsPH2+reLHTGjMRgIHf0MAGe+no7t9Gn3VUiUmQQjQgghrrl+jSPoWCsEi93Biz/tcK7sez4Pf+cIG50HHPkbNkwrMh9FUXix+YuYtCb+S/yPP47+Uew9fXr2xNSgAWpuLqc/ufQU9OLKkWBECCHENacoCv8b0AAvg5ZNx9P47r8iJjsLqQndC6aMXz4OkvZcnAao7FOZRxo+AsB7m94j21L0PCWKohA25nkA0ufPx3y4iEdE4qqQYEQIIcR1IdLfgzE9agMw8Y99nEovYkRM04egRjewm51TxtvMReY1tN5Qon2jSclLYer2qcXe07NZM7w7dwa7neT3J7ulHqLsJBgRQghx3RjSsipNqgaQY7Hzys87L+7zoSjQ9xPwDIKknbDyf0XmY9AaXJ1Zv9/7PYfSDhV7z9DnngWtluy//iJ340a31UWUngQjQgghrhuagpV99VqFlftP8/vOxIsT+YRBn4LF7tZ8BMdWF5lXm8g2dKnSBbtqZ8KG4qd/N1avjv9ddwGQPOUDmSb+GpBgRAghxHUlNtSHkR1jAXjjt91k5hexGm+d3nDLEECFnx+D/Iwi83q+2fMYtUY2JG5g6fGlxd4zeNRIFKORvC1byPn3X3dUQ5SBBCNCCCGuO6M6xlAt2IvkLDOTlu4vOlGPCRAQDRkn4Pfni0wS6R3JQw0eAmDSxknkWoue4EwfFkbAvfcCcPqDD6V15CqTYEQIIcR1x6TX8r/+zqniv11/nK1xaRcnMvrAHV+CooEdc2Df70XmNbzecCK9I0nKTeLLncXPzBr0yMNoPD3J37OHrGXL3VIPUToSjAghhLgutY4N5o5bI1FV58q+F00VD871a1o/6dxf+lKRo2tMOhMvNHsBgJm7Z3Is41iR99MFBhIw9AEATn/0EardXmQ64X4SjAghhLhuvXx7HfwLpoqfseZo0YnaPw/e4ZB2FNYXPYy3Y1RH2ka2xeaw8c6Gd4p9DBM0fDgaPz8shw+TuWiRu6ohLkGCESGEENetIG8jL91eB4Apyw9yIrWIPh9GH+j6unP/n/cg6+IROGdnZtVr9KyJX8NfJ/4q8n5aX1+CHnL2MTn9yaeo1iI6zwq3k2BECCHEdW1gk8o0rxZIntXOa7/sKrpVo+EgiGwKlmxYMb7IfKr6VmVYvWEAvLfxPcz2oidMC7z/PrTBwVhPnCD9pwXuqoYoQbmCkU8//ZTo6GhMJhMtWrRgw4YNJab/4IMPqFWrFh4eHkRFRfHMM8+Qn59frgILIYS4uSiKwtsDzs098seuIuYe0Wig50Tn/rbv4dTmIvMa0WAEoZ6hnMo+xbd7vi0yjcbTk+BHnNPJp0ydisNcdNAi3KfMwcicOXMYPXo048aNY8uWLTRq1Iju3buTnFz0ks4//PADL774IuPGjWPv3r18/fXXzJkzh5deeumyCy+EEOLmEBvqzcgOMQC8uWgPuRbbxYkqN4VGzuG5/PFCkSv7euo9efrWpwH4YscXJOcW/bfL/55B6CpVwpaURNqPP7qlDqJ4ZQ5GJk+ezMMPP8zw4cOpW7cun3/+OZ6enkyfPr3I9GvXrqVNmzYMHjyY6OhounXrxr333ltia4rZbCYzM7PQJoQQ4uY2qlMslQM8SMjI57OVxSxq1/V1MHjDyY2wc16RSXpV70XDkIbk2fL4cMuHRabRGAwEjxoJwJkvvsSRk+OOKohilCkYsVgsbN68ma5du57LQKOha9eurFu3rshrWrduzebNm13Bx5EjR/j999+5/fbbi73PhAkT8PPzc21RUVFlKaYQQogKyKTX8kqvugB88c8Rjp8pIkDwCYd2zzr3/xwH5otX7NUoGl5s5ly35tfDv7Lz9M4i7+ffvz/6qlWwp6aSNnuOeyohilSmYCQlJQW73U5YWFih42FhYSQmFvEMDxg8eDDjx4+nbdu26PV6YmJi6NixY4mPacaOHUtGRoZrO3HiRFmKKYQQooLqXi+MdjWCsdgdvLloT9GJWj0OAdUgKwFWTykySYOQBvSN6QvAOxvewaFe/EhH0esJfvQxAM5Mn44jr4hVhIVbXPHRNH///Tdvv/02n332GVu2bGHBggUsXryYN998s9hrjEYjvr6+hTYhhBBCURTG9amHTqPw595kVu4ros+HzgjdC1bzXfsxZCYUmdfTtz6Np86THSk7WHxkcZFp/Pr0Rh8Zif3MGdLnznVXNcQFyhSMBAcHo9VqSUpKKnQ8KSmJ8PDwIq959dVXGTJkCCNGjKBBgwYMGDCAt99+mwkTJuAoonOREEIIUZLYUG+Gt4kGnAvpmW1FzJRa63ao0grsZmdAUoQQzxAebvgwAB9s/qDIdWsUvZ6gR50ja8589bWMrLlCyhSMGAwGmjRpwooVK1zHHA4HK1asoFWrVkVek5ubi0ZT+DZarRZAFiISQghRLv/XpQYhPkaOncnl69VFzMyqKM6ZWQE2TYfs00XmM6TuECK9I0nOS+brXV8Xmca/f3/nyJrTp0mfP99dVRDnKfNjmtGjR/Pll18ya9Ys9u7dy8iRI8nJyWH48OEAPPDAA4wdO9aVvk+fPkydOpXZs2dz9OhRli9fzquvvkqfPn1cQYkQQghRFj4mPS/2qA3AJ38dIjGjiLmrYjo7J0Kz5cG6oltHjFojzzd1Bi0zd83kZNbJi9IoBgPBjzhbUM58+RUOi8VNtRBnlTkYGTRoEJMmTeK1116jcePGbNu2jSVLlrg6tcbFxZGQcO753CuvvMKzzz7LK6+8Qt26dXnooYfo3r0706ZNc18thBBC3HQG3BJJk6oB5FrsvP373osTKAp0GOPc3/AV5JwpMp/OVTrTIrwFFoel2KG+fnfcgS40FFtiIhkLfnZXFUQBRb0BnpVkZmbi5+dHRkaGdGYVQgjhsutUBn0+WY2qwrzHWtEsOrBwAlWFLzpAwnZo9xx0ebXIfPan7mfgbwNRUfnu9u9oFNLoojSp33xL0ttvo4+IIGbpEhS9/kpUqUIp7d9vWZtGCCHEDat+pB/3NHPORfXW4r0X90VUFGhf0Dry3zTISysyn1qBtegX2w9wrltT1L/T/e8e6FyzJj6ejF9/dV8lhAQjQgghbmzP3FYTT4OW7SfSWbSjiGG8tW6HsPpgyXIGJMV48pYn8dB5sP30dpYdX3bReY3JRNCDDwKQ8vk0VFsRU9KLcpFgRAghxA0t1MfEYwXr1kxcsu/iob4aDbR/zrm//jPIL3qJkVDPUNeqvlM2T8Fiv7ijasA9g9AGBGA9cYLMxUXPTSLKToIRIYQQN7wR7aoR5mvkZFoe3647fnGCOv0guBbkZ8CGL4rNZ1i9YYR4hHAq+xQ/7rt4gTyNpyeBDzpHj6Z8Pg1V5styCwlGhBBC3PA8DTqeva0WAB+tOEh67gWtGhrNuXlH1n1a5Jo14FzV98lbngRg2o5ppOenX5Qm4N7BaHx9sRw9StZ5826J8pNgRAghRIVwZ5PK1A73ITPfxsd/Hbo4Qf07IDAG8lJhU9ETnAH0jelLzYCaZFmymLbj4j4mWm8vAu69F4AzX30lE3i6gQQjQgghKgStRuGl2+sA8M26Yxev6qvRnlvRd/3nYLcWk4+W55o6+5jM3jeb45kXP/YJHHI/isFA/vYd5G7c6L5K3KQkGBFCCFFhtK8ZQrsawVjtKu8u3X9xggYDwTsMsuJhzy/F5tMqohXtItthU21M2Xzxyr+64GD87hgAOFtHxOWRYEQIIUSF8tLtdVAUWLwjgc3HL5hXRGeAps7huSUN8wV4tumzaBUtK+JWsDV560Xngx58EDQacv75l/z9RQQ+otQkGBFCCFGh1Knky8AmlQF4+/ciJkJr+iBo9HByA5zaXGw+Mf4xDKjhbP2YsnnKRfkYqlTBp3s3wLmiryg/CUaEEEJUOM92q4VJr2Hz8TT+2pdc+KR3KNS/07m//vMS8xnZaCQmrYmtyVv5+8TfF50PGjECgMzff8dy8pQbSn5zkmBECCFEhRPma2Jo62gAJi07gMNxQetIy8ecr7t/hqzEYvMJ9Qzl/rr3A/Dhlg+xOwpPqOZRrx5erVuD3U7qjBluK//NRoIRIYQQFdJj7WPwMerYm5DJ4p0XTBMfcQtEtQSHFTZNLzGf4fWH42vw5XDGYX49fPGaNEEPO1tH0n/6CVtqqtvKfzORYEQIIUSFFOBlYES76gBMWX4Am/2C2VJbPOp83TQdbOZi8/E1+PJIw0cA+HTbp+Tb8gud92zZElO9eqj5+aR99737KnATkWBECCFEhfVg22gCPPUcSclhwdYL+nTU6QO+kZBzGnYtKDGfe2rfQ7hXOEm5SczeN7vQOUVRXK0jad9/jyM31611uBlIMCKEEKLC8jHpGdnRuYjeh38eLLyInlYPzZxBBP9NhRJmUjVqjTze+HEAvtz5JZmWwovt+dx2G/qqVbBnZJA+f757K3ETkGBECCFEhfZAq2jCfI2cSs9j9oYThU82GQY6EyRshxP/lZhPn+p9iPWPJdOSyfSdhfuZKFotQcOdC+ilfvMtqt1eVBaiGBKMCCGEqNBMei1PdK4BwMd/HSLXYjt30jMQGt7t3F8/tcR8tBotT936FADf7/2epJykQuf9+vVD6+eH9eRJsv76y30VuAlIMCKEEKLCG9Q0isoBHqRkm5m19oK1ZloUDPPd+xtknCwxnw6VO3BL6C3k2/OZur1w8KLx8MB/0CAAUmfNclvZbwYSjAghhKjwDDoNT3etCcDnqw6TmX/eInlh9SC6Hah22FTyXCGKovBMk2cAWHhoIXGZcYXOB9w3GHQ68jZtJm/XbvdWogKTYEQIIcRNYcAtkcSGepORZ+Wrf48WPtnsIefrtu/Bbrv44vPcEnoL7SLbYVftF7WO6MPC8O3ZE4DUb6R1pLQkGBFCCHFT0GoURt/mbB2ZsfooGbnntY7U6gWewZCVAAeXXTKvx29xjqxZfGQxh9MPFzoXOHQoAJm//4E1Kfmia8XFJBgRQghx0+hRL5xaYT5kmW18vea81hGdARrf69zfcukWjXpB9ehSpQsqKp9t+6zQOY/69fBo0gRsNtJ++MGdxa+wJBgRQghx09BoFP6vi3NkzYw1R8nIO6915FZniwYHl0HGpRe9G9V4FAoKy44vY1/qvkLnAoc+AED67Nk48vLcU/gKTIIRIYQQN5We9cOpGeZNVr6NGee3jgTXgKptQHU4+45cQs2AmvSI7gE4p4k/n0+XLugrV8aekUHGr7+5tfwVkQQjQgghbioajcKTBfOOTF99tPDImrOtI1u+BYejiKsLG9l4JBpFw98n/mbn6Z2u44pWS+AQ52q/qd98g1rC7K5CghEhhBA3odsbVCI21JvMfBuz1hw7d6JuXzD5Q0YcHLn0xGXV/KrRp3of4OLWEb8770Tj5YXl8GFyVq92Y+krHglGhBBC3HS0GoUnO8cC8NXqo2SdbR3Re0Cje5z7m0s3NPexRo+hU3SsiV/D5qTN5+7h7Y3/XXcCkDpThvmWRIIRIYQQN6XeDSOICfEiI8/KN+vOm5X17KOa/b9D9qWH5lb2qcyAGgMA+GTrJ4UeyQQMGQIaDTlr1mA+dMit5a9IJBgRQghxU9Ke13fky3+PkG0umOwsrC5UbgYOW6k6sgI80vARDBoDm5I2sT5hveu4oXJlfLp0BpBhviWQYEQIIcRNq0+jCKoHe5Gea+WbdcfOnXB1ZP0GStH5NNwrnIG1BgIwdfvUwq0jgwcDkLHwF+zZ2W4re0UiwYgQQoibllaj8GQXZ9+RL/85Qs7Z1pH6d4DBB1KPwLF/S5XXg/UfxKAxsDV5KxsTN7qOe7ZsiaF6dRy5uWT88ovb61ARSDAihBDiptanYQTVgr1Iy7Xy3fqCviMGL2hwl3O/lB1ZQz1DubOms8Pq5zs+dx1XFMXVOpL2w48yzLcIEowIIYS4qem0GkZ1jAHgy3+Pkm+1O080KXhUs/dXyE0tVV4P1n8QvUbPxsSNhUbW+PXvh8bTE8vhw+T+959by18RSDAihBDiptf/lkgi/T1IyTYzb9MJ58GIWyC8AdgtsOunUuUT7hVO/9j+AEzbPs11XOvtjW+/vgCkfS8dWS8kwYgQQoibnl6r4bEO1QH4fNURrPaC2Vcb3+d83Vb6AOKhBg+hU3SsS1jHtuRtruOBBY9qsv76C2tiolvKXVFIMCKEEEIAA5tGEext5FR6Hgu3FiyU12AgaHQQvwWS95WcQYFI70j6xjpbQabtONc6YqxRA89mzcBuJ23OHLeX/0YmwYgQQggBmPRaHm5XDYCpqw5jd6jgFQw1ujsTbC9968iI+iPQKlpWn1rNrpRdruMB9zlbR9LnzUe1WNxX+BucBCNCCCFEgftaVsXPQ8+R0zks2VXwKKXxvc7XHXPBYS9VPlG+UfSq3gso3HfEp0sXdKGh2FNSyFy23K1lv5FJMCKEEEIU8DbqGNY6GoBPVh5yDsOt0R08AiErAQ6vLHVeDzd42Lmi78m/2XtmLwCKXo//oLsBSPu+dLO73gwkGBFCCCHOM7xNNJ4GLXsTMvl7/2nQGZx9R6BMj2qi/aLpEd0DgC92fOE67j9wIOh05G3dSv7evW4t+41KghEhhBDiPP6eBu5vWRU4r3Xk7KOavYsgL73UeT3S8BEUFP6M+5MDaQcA0IeG4tvtNkDWqzlLghEhhBDiAiPaVsOg07D5eBrrj6RCpcYQWhfsZtj9c6nzifGP4baqzsBjxq4ZruOu9Wp+W4Q9M9OtZb8RSTAihBBCXCDU18SgplEAfPb3IVAUaFTQOlKGOUfAOe8IwB9H/+BUtnPIsEeTJhhr1EDNzyfj19/cV/AblAQjQgghRBEeaV8drUbh34MpbD+RDg3vBkUDJzdAyqFS51M3qC6tI1pjV+3M2u1c50ZRFPwHDQIgfc7sm369GglGhBBCiCJEBXrSr3EEAJ+vOgw+4RDb1Xly+49lyuuh+s7WkQUHF3Am7wwAfv36onh4YD54iLytW91X8BuQBCNCCCFEMR7r4FxAb8nuRA6fzj73qGb7bHA4Sp1Ps/BmNAhugNlu5od9zsc8Wh8ffG/vCUDa7NnuLfgNRoIRIYQQohg1w3zoWicMVYUvVh2BWreDyQ8yT8Kxf0qdj6IortaRH/f9SLYlG4CAe+4BIGvJUmxpae6vwA1CghEhhBCiBCM7OltHFmw9SWIuUP9O54kydmTtVKUT0b7RZFmymH9gPgCm+vUx1q2DarGQsfAXdxb7hiLBiBBCCFGCJlUDaB4diNWuMn3NUWjkHJbL3t/AnF3qfDSKhgfrPwjAN3u+wWK3oCgKAYOcrSPpc+bctB1ZJRgRQgghLuFs68j364+TEdgIAmPAmgv7FpUpn97VexPqGcrpvNP8dtg5pNe3Vy80Xl5Yjh0j978Nbi/7jUCCESGEEOISOtYKoXa4DzkWO9/+dxwaOoflsmNOmfLRa/UMrTsUgBm7Z2B32NF6e+HbpzcAaXNuzo6sEowIIYQQl6Aoiqt1ZMaaY+TXKeg3cuRvyEosU1531bwLX4MvxzOPsyJuBXBeR9Y/V2BLSXFbuW8UEowIIYQQpdCrQSUqB3hwJsfC3CM6iGoBqgN2zi9TPp56TwbXcfY7+WrnV6iqiql2bUyNGoLVSvqC0k83X1FIMCKEEEKUgk6r4dH21QGYtuoI9voFK/nuKPujlcG1B2PSmtibupcNic5+Iq6OrHPnopZhDpOKQIIRIYQQopQGNo0iyMvAqfQ8ltAaNHpI3AlJe8qUT4ApgP6x/YFzC+j59uyBxscH68mT5KxZ6+6iX9ckGBFCCCFKyaTX8mDbagB8tPYMag3nirxl7cgK8EC9B9AoGtbEr2F/6n40Hh749e8PQPrcsud3I5NgRAghhCiD+1tWxcugZX9SFruDndO5s3NemaaHB4jyieK2qs5gZubumQAE3O189JO18m9sp0+7rczXOwlGhBBCiDLw89AzuEUVACYcrgpGP8g8BcfXlDmv4fWGA7Dk6BISshMw1qiBR+PGYLORvnChG0t9fZNgRAghhCijB9tWQ69VWHMsm5SqBa0j5ejIWi+4Hs3Dm2NTbXy791sA/AfeBUD6/Pk3zYysEowIIYQQZVTJz4N+jSMBmJndwnlwz69gzStzXsPrO1tHfjrwE5mWTHx79EDj5YX1eBy5Gza6rczXMwlGhBBCiHJ4rINzmO9nR0OwekeCORP2/1HmfNpEtKFGQA1ybbnM3T8XjZcXvr16AZA+b55by3y9kmBECCGEKIfYUB+61gnDoWr416Oz8+COuWXOR1EUV9+R7/d+j8VuwX9gQUfWZcuwp6e7q8jXrXIFI59++inR0dGYTCZatGjBhg3FL+zTsWNHFEW5aOtVEPUJIYQQN6qRHZ2tI+/FN3YeOLQccso+nXuPaj0I8wwjJS+FRUcWYapfD2Pt2qgWCxm//ubGEl+fyhyMzJkzh9GjRzNu3Di2bNlCo0aN6N69O8nJyUWmX7BgAQkJCa5t165daLVaBhZEfUIIIcSNqknVQJpFB7DXXokEz9rgsMGuBWXOR6/RM6TuEMA5CZqKeq4j67x5Fb4ja5mDkcmTJ/Pwww8zfPhw6taty+eff46npyfTp08vMn1gYCDh4eGubfny5Xh6ekowIoQQokJ4rINzAb1ZOQUdWXeW/VENOBfQ89H7cCzzGKtOrMKvd28UoxHzwYPk79jhruJel8oUjFgsFjZv3kzXrl3PZaDR0LVrV9atW1eqPL7++mvuuecevLy8ik1jNpvJzMwstAkhhBDXo061QqkR6s1P5hY40MDJjZB6pMz5eOm9uLvW3YBzEjStnx++PboDzmG+FVmZgpGUlBTsdjthYWGFjoeFhZGYeOkllDds2MCuXbsYMWJEiekmTJiAn5+fa4uKiipLMYUQQoirRqNReLRDDKfx5z+lgfPgjvKNghlcZzA6jY4tyVvYeXon/nc5H9VkLP4de3aOu4p83bmqo2m+/vprGjRoQPPmzUtMN3bsWDIyMlzbiRMnrlIJhRBCiLLr2yiCSn4m5plbOQ/snAvl6OcR6hnK7dVuB2DWnll4NG2KIToaNTeXzD9+d2eRrytlCkaCg4PRarUkJSUVOp6UlER4eHiJ1+bk5DB79mweeuihS97HaDTi6+tbaBNCCCGuVwadhofaVmOpoxn5GODMIYjfWq68Hqj7AADLjy/nVPap8zqyVtxHNWUKRgwGA02aNGHFihWuYw6HgxUrVtCqVasSr503bx5ms5n777+/fCUVQgghrmP3Nq+CzsOXZfYmzgPlmHMEoFZgLVpHtMahOvh+7/fOlXx1OvJ37CB//373Ffg6UubHNKNHj+bLL79k1qxZ7N27l5EjR5KTk8Pw4c4JWx544AHGjh170XVff/01/fv3Jygo6PJLLYQQQlxnvIw6hrSsykJ7GwDUXT+B3VauvIbWHQrAgoMLyPXR49PZOala+k8/uaew15kyByODBg1i0qRJvPbaazRu3Jht27axZMkSV6fWuLg4EhISCl2zf/9+Vq9eXapHNEIIIcSNalibaP7TNCZV9UbJSYajf5crn1YRrVxTxM8/MB//u+4EIPPX33BYLG4s8fVBUW+AmVQyMzPx8/MjIyND+o8IIYS4rr2ycCc1N73BA7rl0PAeuGNaufJZeGghr655lVCPUP7ov5jjt/XAlpRE5AcfuIb8Xu9K+/db1qYRQggh3OiRdjH84nA+qrHv/Q0s5RuSe3u12wn2CCY5L5mlJ5Y7+44A6T+XfYbX650EI0IIIYQbVQnypFK99hx3hKK15pRrJV8Ag9bAfXXuA2DW7ln49e8HQM6/q7FeMKr1RifBiBBCCOFmj3WMZWFB60je5h/Lnc/AmgPx0HmwP20/W4yJeDRtAg4HGQt/cVdRrwsSjAghhBBuVj/Sj5OVewNgOLayXCv5AvgZ/egf2x9wToLmf4ezI2v6gp8q1OJ5EowIIYQQV0C/Lh3Z4aiGFjvZW8o35wjAkDpDUFBYc2oNyS1i0Hh6Yj0eR97mzW4s7bUlwYgQQghxBbSJDWK9t3Nh2cwNP5Q7nyjfKLpU6QLA98d/wuf2ngCk/1RxOrJKMCKEEEJcAYqiUK3jEOyqQkTWTvISyz976gP1nFPELzq8CE2vggBnyZIKs3ieBCNCCCHEFdK5aUM26G4F4OiiyeXOp3FIYxoEN8DisPCzaQ+GatVQ8/LIWlK+kTrXGwlGhBBCiCtEq1HIufVRAKqd/BlLZvk6siqKwpC6QwCYfWAO3gP6AhXnUY0EI0IIIcQV1Pa2O9lHNTwwc3DxlHLn07VqV8K9wknNT+W/Rh6g1ZK3dSvmI0fcWNprQ4IRIYQQ4goyGXScqPMwABEHvsVhzi1XPnqNnvtqOydBm5G4EO/27QHIWHDjt45IMCKEEEJcYS36PEi8GkyAmsG+pV+UO587at6Bh86DQ+mHSOxUF4D0hb+g2sq3OvD1QoIRIYQQ4grz9fRgb/T9APhtn4bqsJcvH4Mvd9S4A4AZfjvQBgZiT0khe/Vqt5X1WpBgRAghhLgKGvb9PzJULyLt8Rz4p/yToN1X+z4UFP5NXIfarR0AGT8vdFMprw0JRoQQQoirICQoiG1hzlYNzdqPyp1PlG8Unat0BuCP2nkAZP/1F7a0tMsv5DUiwYgQQghxlcT0fhazqqOGZQ9Htqwodz5nh/l+Z1uDrlYNVKuVzN9/d1cxrzoJRoQQQoirpHKVamzx7wZA1l/lnwTt1tBbqRdUD7PdzL6WlQBu6JV8JRgRQgghrqKQbs8B0CBrDacO7ShXHudPgjYtbC/odOTv3In54EG3lfNqkmBECCGEuIpi6zVhq0dLNIrKqd/fK3c+3aK7EeoZynFtGtnNagGQvnChm0p5dUkwIoQQQlxlxvZPA9DozB+kJJ0sVx56jZ57a98LwK81swDI+PXXG3LOEQlGhBBCiKusTovuHNDVxKhYObjog3LnM7DmQExaE7+FnUL188F+OoWcNWvcV9CrRIIRIYQQ4ipTNBqyChbQq31iDvm52eXKx8/oR9+Yvti1CjtvDQAg/Qacc0SCESGEEOIaaHTbAyQQQgCZbP+9/FPE31fHuV7Nd9XiAchesQJ7ero7injVSDAihBBCXAM6vYHjNR4AIHzP1zjs5Zsivrp/ddpEtuFYGGRUCXDOOfLHH+4s6hUnwYgQQghxjdTr/QRZqgdVHSfZuWpeufN5oI4zqFlcMCPrjfaoRoIRIYQQ4hrx8Qtkd3h/ALTrp5Y7n1YRrajuV52/altxaDXk79iB+dAhN5XyytNd6wK4i8PhwGKxXOtiiJuQwWBAo5G4XghRPtG9nsX29RzqW7ZxaMdaYhu2LnMeiqJwf937GZ8xnt01DDTYl0fGwoWEPvfcFSix+1WIYMRisXD06FEcDse1Loq4CWk0GqpVq4bBYLjWRRFC3IDCq9Rgs29HmmT9Rfqfk6EcwQhA7+q9+XDLhyypm0aDfZDxy6+EPPMMilbr5hK73w0fjKiqSkJCAlqtlqioKPkXqriqHA4H8fHxJCQkUKVKFRRFudZFEkLcgHw7PwO//EWjjL9IOnmYsMoxZc7DQ+fB3TXvZnruF+R56vA4fZqcdevxbtvmCpTYvW74YMRms5Gbm0tERASenp7XujjiJhQSEkJ8fDw2mw29Xn+tiyOEuAHVuKU9e/5oQF3LTo4s/oCwRz8uVz6Dag1ixq4ZrKptpscWyPjllxsiGLnhmxHsBUOhpIlcXCtnv3v2cg7LE0IIAEuzkQDUS/iJnKz0cuUR5hVGt+hurGrg/POetXw59uwcdxXxirnhg5GzpHlcXCvy3RNCuEPDzvdwQonAlxx2Lvq03PkMqTuEw5UgPkhBzc8na+lSN5byyqgwwYgQQghxI9NotcTXGQ5A5QPflHsStPrB9Wkcegur6jv/oZTxyy9uK+OVIsGIEEIIcZ1ocPujZOJJZTXxsiZBu6/uffxTT8GhQO6GDVhPnXJjKd1PgpEKZtiwYfTv3/+K5d+xY0eefvrpK5a/EELczDy9/dgT1g8AZcOX5c6nS5Uu6CqFs7tKQevIb7+5pXxXigQjokwWLFjAm2++eVl5/PPPP/Tp04eIiAgURWHhwoUXpUlKSmLYsGGuUVI9evTg4MGDhdLk5+fz+OOPExQUhLe3N3feeSdJSUmF0sTFxdGrVy88PT0JDQ3l+eefx2azXVb5hRDiSorq/hQOVaFh/ibiDmwrVx56jZ57a9/LP2cf1Sz8BVVV3VhK95JgRJRJYGAgPj4+l5VHTk4OjRo14tNPi+6gpaoq/fv358iRI/zyyy9s3bqVqlWr0rVrV3JyzvUKf+aZZ/jtt9+YN28eq1atIj4+njvuuMN13m6306tXLywWC2vXrmXWrFnMnDmT11577bLKL4QQV1Jk9Tps92oFQMKyj8qdz10172J7XQ/y9WA5doz8HTvcVUS3q3DBiKqq5Fps12QrS9TZsWNHnnzySZ5++mkCAgIICwvjyy+/JCcnh+HDh+Pj40NsbCx/nLfyot1u56GHHqJatWp4eHhQq1YtPvzwwxLv43A4mDBhguuaRo0aMX/+fNf5tLQ07rvvPkJCQvDw8KBGjRrMmDGjxHKf/5gmOjqat99+mwcffBAfHx+qVKnCF1+UvBR2z549eeuttxgwYECR5w8ePMj69euZOnUqzZo1o1atWkydOpW8vDx+/PFHADIyMvj666+ZPHkynTt3pkmTJsyYMYO1a9eyfv16AJYtW8aePXv47rvvaNy4MT179uTNN9/k008/laUDhBDXNV3LxwCof3oxmelnypWHn9GPrnX7sKGms3UkvYhW6OvFDT/p2YXyrHbqvnZthjHtGd8dT0PpP9JZs2YxZswYNmzYwJw5cxg5ciQ///wzAwYM4KWXXmLKlCkMGTKEuLg4PD09cTgcVK5cmXnz5hEUFMTatWt55JFHqFSpEnfffXeR95gwYQLfffcdn3/+OTVq1OCff/7h/vvvJyQkhA4dOvDqq6+yZ88e/vjjD4KDgzl06BB5eXllqvf777/Pm2++yUsvvcT8+fMZOXIkHTp0oFatWmXK5yyz2QyAyWRyHdNoNBiNRlavXs2IESPYvHkzVquVrl27utLUrl2bKlWqsG7dOlq2bMm6deto0KABYWFhrjTdu3dn5MiR7N69m1tuuaVc5RNCiCutfts+HP87iqqOE6z/fSotB79Srnzur3M/rzaYS/vdKumLFxM2diya63BergrXMnIjadSoEa+88go1atRg7NixmEwmgoODefjhh6lRowavvfYaZ86cYUdB05per+eNN96gadOmVKtWjfvuu4/hw4czd+7cIvM3m828/fbbTJ8+ne7du1O9enWGDRvG/fffz7Rp0wBnn4pbbrmFpk2bEh0dTdeuXenTp0+Z6nH77bczatQoYmNjeeGFFwgODmblypXl/lzOBhVjx44lLS0Ni8XCxIkTOXnyJAkJCQAkJiZiMBjw9/cvdG1YWBiJiYmuNOcHImfPnz0nhBDXK0WjIbH2UAAqH/yu3MN8Y/xj8GnZmlRvIDOL7L//dl8h3ajCtYx46LXsGd/9mt27LBo2bOja12q1BAUF0aBBA9exs384k5OTXcc+/fRTpk+fTlxcHHl5eVgsFho3blxk/ocOHSI3N5fbbrut0HGLxeJqFRg5ciR33nknW7ZsoVu3bvTv35/Wrcu2SNP59VAUhfDw8EJlLiu9Xs+CBQt46KGHCAwMRKvV0rVrV3r27Hldd8ASQgh3qt/zYTL3TKaymsD2VT/RqHPRLeCXcl/9Ifxbfw391quk/rwA327d3FzSy1fhghFFUcr0qORaunAdE0VRCh07O7Pn2dWIZ8+ezXPPPcf7779Pq1at8PHx4b333uO///4rMv/s7GwAFi9eTGRkZKFzRqMRcPbfOH78OL///jvLly+nS5cuPP7440yaNOmy6nG5Kyg3adKEbdu2kZGRgcViISQkhBYtWtC0aVMAwsPDsVgspKenF2odSUpKIjw83JVmw4YNhfI9O9rmbBohhLheefn4sz6sHy2TfkTZMA3KGYy0jWzLrJaVYf0Jcv/5F1taGrqAADeX9vLIY5obyJo1a2jdujWjRo3illtuITY2lsOHDxebvm7duhiNRuLi4oiNjS20RUVFudKFhIQwdOhQvvvuOz744INLdkC9mvz8/AgJCeHgwYNs2rSJfv2c4++bNGmCXq9nxYoVrrT79+8nLi6OVq2cvdBbtWrFzp07C7XSLF++HF9fX+rWrXt1KyKEEOXgjmG+GkVDlw7DOBwOit1BxqJF7i2kG9wYTQgCgBo1avDNN9+wdOlSqlWrxrfffsvGjRupVq1akel9fHx47rnneOaZZ3A4HLRt25aMjAzWrFmDr68vQ4cO5bXXXqNJkybUq1cPs9nMokWLqFOnzhWtR3Z2NocOHXK9P3r0KNu2bSMwMJAqVaoAMG/ePEJCQqhSpQo7d+7kqaeeon///nQraF708/PjoYceYvTo0QQGBuLr68uTTz5Jq1ataNmyJQDdunWjbt26DBkyhHfffZfExEReeeUVHn/8cVfLkBBCXM8iq9dhm1dLGueuI2HZR1SpOb1c+fSP7c+ERpOISczj1NzvCBoyxM0lvTwSjNxAHn30UbZu3cqgQYNQFIV7772XUaNGFRr+e6E333yTkJAQJkyYwJEjR/D39+fWW2/lpZdeApwrzo4dO5Zjx47h4eFBu3btmD179hWtx6ZNm+jUqZPr/ejRowEYOnQoM2fOBCAhIYHRo0eTlJREpUqVeOCBB3j11VcL5TNlyhQ0Gg133nknZrOZ7t2789lnn7nOa7VaFi1axMiRI2nVqhVeXl4MHTqU8ePHX9H6CSGEO2lbjoS/1lH/9GKyMlLx8Qsscx6eek+C+g3AtvwH9AfjyN+/H1M5RzxeCYp6A/QIzMzMxM/Pj4yMDHx9fQudy8/P5+jRo1SrVq3QUFAhrhb5DgohriTV4SDurYbOYb61XqDlvS+VK5+4zDhWDOlBy/0q+nsGEPv6224u6cVK+vt9PukzIoQQQlzHFI2GxJr3ARB+8AfUcg4QqOJbhaSO9QDIWfwH6nU0+aMEI0IIIcR1rk6PR8hVjUQ7TrD3v/JP7Nmi/6OkeYEhK5/Uv/50YwkvjwQjQgghxHXO1z+IXUHODvx5a8s/4rF91U5sucW5vtiRH75yS9ncQYIRIYQQ4gYQ2MG5Xk2DzFWcSTpZrjy0Gi3+BQuKem7ai+30abeV73JIMCKEEELcAGIbteWAriYGxc6BJVPLnU+PTiM4GKGgccD+OddH64gEI0IIIcQNIr3eAwBUPTa33OvVBHsEc7pTfQAyf154XSyzIcGIEEIIcYNo0G0YmXgRoSaz858F5c7n1vuewqID/1OZpGxZ78YSlo8EI0IIIcQNwsPLh/9v787DqqrWB45/DwjIiUmR4YCMagqCCFoE2s8JRTPv1QbN1ItDdjWc4FpOqZUFmZlalqRe02ww9Wr10xRnTfPiiOaEgCZaDJoiAgrKWb8//HnqKBqTHTm9n+fZzwN7rb32+7qPz3nZw9rHXJ8EQO39d5XHaekXyfGgm/N+HPt0bo3EVh1SjAghhBC1iEfUSwAEF/2XnKz0Ko2h0Wiw79UTALvtqdy4drWmwqsSKUZMRCnFiy++SP369dFoNKSmpposlp9++um+xrBt2zY0Gg35+fn3ZXwhhPgr8X64JUetQ7DUKE5v+OiPN7iL9j1HcsFRg/aantSVH9dghJUnxYiJrF+/nsWLF7NmzRqys7MJCgoydUj3TWRkJNnZ2Tg6OlZrnFGjRtGqVStsbGxo2bJluX2WL19Oy5Yt0Wq1+Pj4MGPGjDv6bNu2jbCwMGxsbGjcuLHhfTi/9+GHH+Lr60vdunUJDw9nz5491YpdCCFq0rWWgwBocm4V10tLqjTGQzZ2XGh/87vn4n9W1lhsVSHFiIlkZmai0+mIjIzE3d2dOnXM952F1tbWuLu7o9Foqj3W4MGD6dOnT7lt69ato1+/fgwbNowjR47w0UcfMWvWLObO/e166OnTp+nevTsdOnQgNTWVMWPG8MILL5Cc/NuMhl999RXx8fFMnTqVAwcOEBISQnR0NHl5edWOXwghakKLqOe5gBMNyOfHzV9UeZzgAaMA8Dz+K7+c+rGmwqs08ytGlILSItMsFXw8auDAgYwcOZKsrCw0Gg2+vr4A6PV6EhMT8fPzw9bWlpCQEFau/K1avXW5Izk5mdDQUGxtbenYsSN5eXmsW7eOgIAAHBwceP755ykuLjZst379etq2bYuTkxPOzs48+eSTZGZm3jPGI0eO0K1bN+zs7HBzc2PAgAFcuHDB0L5y5UqCg4OxtbXF2dmZqKgoioqKyh3r9ss0ixcvxsnJieTkZAICArCzs6Nr165kZ2ffM6b333+f2NhY/P39y21funQpPXv2ZNiwYfj7+9O9e3cmTJjA9OnTDY+uJSUl4efnx8yZMwkICGDEiBE888wzzJo1yzDOe++9x9ChQxk0aBCBgYEkJSWh1WpZtKhqr+4WQoiaZmVtQ7pnLwCsUxdXeZzGQW0528ieUis4s39bzQRXBeb35/j1YkjwMM2+J/4C1g/9Ybc5c+bQqFEj5s+fz969e7G0tAQgMTGRzz77jKSkJJo0acKOHTvo378/Li4utGvXzrD9a6+9xty5c9FqtfTu3ZvevXtjY2PDF198QWFhIb169eKDDz5g3LhxABQVFREfH0+LFi0oLCxkypQp9OrVi9TUVCws7qxH8/Pz6dixIy+88AKzZs3i6tWrjBs3jt69e7Nlyxays7Pp27cv77zzDr169eLKlSt8//33lXpWvbi4mHfffZelS5diYWFB//79GTt2LJ9//nmFx7hdSUkJWq3WaJ2trS3nzp3jzJkz+Pr6snv3bqKiooz6REdHM2bMGABKS0vZv38/EyZMMLRbWFgQFRXF7t27qxybEELUNL/oWMr+vZigklTOph/Cq0lIlcZpOuMD6nv6Y+/oUsMRVpz5FSO1gKOjI/b29lhaWuLu7g7c/CJNSEhg06ZNREREAODv78/OnTv5+OOPjYqRN998kzZt2gAwZMgQJkyYQGZmpuGMwTPPPMPWrVsNxcjTTz9ttP9Fixbh4uLCsWPHyr1XZe7cuYSGhpKQkGC0jZeXFydPnqSwsJAbN27w1FNP4ePjA0BwcHCl/g2uX79OUlISjRo1AmDEiBG88cYblRrjdtHR0cTFxTFw4EA6dOhARkYGM2fOBCA7OxtfX19ycnJwc3Mz2s7NzY2CggKuXr3KpUuXKCsrK7fPiRMnqhWfEELUJHfvJhzSPkLI1T2c27IQryYfVGkcn8DwGo6s8syvGLHS3jxDYap9V1FGRgbFxcV07tzZaH1paSmhoaFG61q0aGH42c3NDa1Wa3Tpws3NzeiGy/T0dKZMmUJKSgoXLlxA//+vn87Kyiq3GDl06BBbt27Fzs7ujrbMzEy6dOlCp06dCA4OJjo6mi5duvDMM89Qr169Cuer1WoNhQiATqer9j0ZQ4cOJTMzkyeffJLr16/j4ODA6NGjee2118o9AySEELWdPjQGfthDk+xvuV76LlbWNqYOqUrMrxjRaCp0qeRBU1hYCMDatWvx9PQ0arOxMf5wWVlZGX7WaDRGv99ad6vgAOjRowc+Pj4sWLAADw8P9Ho9QUFBlJaW3jWWHj16MH369DvadDodlpaWbNy4kR9++IENGzbwwQcfMGnSJFJSUvDz86tQvuXFXN0piTUaDdOnTychIYGcnBxcXFzYvHkzgKFYc3d3Jzc312i73NxcHBwcsLW1xdLSEktLy3L73DqLJYQQD4qg9s9y4YdJNCCfg9tWENqlv6lDqhL5c/EBERgYiI2NDVlZWTRu3Nho8fLyqvK4v/76K2lpabz66qt06tSJgIAALl26dM9twsLCOHr0KL6+vnfE8tBDNws9jUZDmzZteP311zl48CDW1tasXr26ynHWJEtLSzw9PbG2tubLL78kIiICF5eb10IjIiIMBcotGzduNFwas7a2plWrVkZ99Ho9mzdvNvQRQogHhZW1Dem6vwFgcfBTE0dTdVUqRio7B0N+fj6xsbHodDpsbGx4+OGH+e6776oUsLmyt7dn7NixxMXFsWTJEjIzMzlw4AAffPABS5YsqfK49erVw9nZmfnz55ORkcGWLVuIj4+/5zaxsbFcvHiRvn37snfvXjIzM0lOTmbQoEGUlZWRkpJCQkIC+/btIysri1WrVnH+/HkCAgKqHGdFZGRkkJqaSk5ODlevXiU1NZXU1FTDGZ4LFy6QlJTEiRMnSE1NZfTo0axYsYLZs2cbxhg2bBinTp3ilVde4cSJE3z00UcsX76cuLg4Q5/4+HgWLFjAkiVLOH78OMOHD6eoqIhBgwbd1/yEEKIqGnZ6EYCg4j3knrv3k5IPqkpfprk1B0NSUhLh4eHMnj2b6Oho0tLScHV1vaN/aWkpnTt3xtXVlZUrV+Lp6cmZM2dwcnKqifjNyrRp03BxcSExMZFTp07h5OREWFgYEydOrPKYFhYWLFu2jFGjRhEUFETTpk15//33ad++/V238fDwYNeuXYwbN44uXbpQUlKCj48PXbt2xcLCAgcHB3bs2MHs2bMpKCjAx8eHmTNn0q1btyrHWREvvPAC27dvN/x+616a06dPGx6PXrJkCWPHjkUpRUREBNu2bePRRx81bOPn58fatWuJi4tjzpw5NGzYkIULFxIdHW3o06dPH86fP8+UKVPIycmhZcuWrF+//o6bWoUQ4kHg1TiYo9bBNC/9kVMb5+M26M5L7A86jarkhfrw8HAeeeQRw0RSer0eLy8vRo4cyfjx4+/on5SUxIwZMzhx4sQd9wlUVEFBAY6Ojly+fBkHBwejtmvXrnH69Gn8/PyoW7dulcYXojrkMyiEMLV9386j9YHxZOOC2+Q0LP5/yghTu9f39+9V6jLNrTkYfj9Pwx/NwfDtt98SERFBbGwsbm5uBAUFkZCQQFlZ2V33U1JSQkFBgdEihBBCiPIFRQ2gAC06znN017emDqfSKlWMXLhw4a5zMOTk5JS7zalTp1i5ciVlZWV89913TJ48mZkzZ/Lmm2/edT+JiYk4OjoalurcwCmEEEKYu7paO4436ApA6Z7Fpg2mCu770zR6vR5XV1fmz59Pq1at6NOnD5MmTSIpKemu20yYMIHLly8blrNnz97vMIUQQoharUG7fwIQfOV7Lp2/9+s1HjSVKkYaNGhQ6TkYdDodDz/8sGHKc4CAgABycnLuOs+FjY0NDg4ORosQQggh7q5R8GOk12mCtaaMtA0LTB1OpVSqGKnKHAxt2rQhIyPDaBKukydPotPpsLa2rmLYQgghhLjdxabPAeCeuRz1u+/dB12lL9P80RwM//jHP4xeMjZ8+HAuXrzI6NGjOXnyJGvXriUhIYHY2Niay0IIIYQQBHYZTLGywVd/lrT9W0wdToVVep6RP5qDISsry+g9IF5eXiQnJxMXF0eLFi3w9PRk9OjRhpe4CSGEEKJm2DvWZ2+9jjySv46CXf+GR6L+eKMHQKXnGTEFmWdEPMjkMyiEeJAcT0kmYF1vipUNauxJHrJ3Mlks92WeEfHgGzhwID179rxv47dv354xY8bct/GFEEJUT7NHOnNOo0OrKeHY5s9NHU6FSDEiKmXVqlVMmzatWmPs2LGDHj164OHhgUaj4euvv76jT25uLgMHDsTDwwOtVkvXrl1JT0836tO+fXs0Go3RMmzYMKM+WVlZdO/eHa1Wi6urKy+//DI3btyoVvxCCPEg01hYcNanJwDaY1+ZNpgKkmJEVEr9+vWxt7ev1hhFRUWEhITw4YcfltuulKJnz56cOnWKb775hoMHD+Lj40NUVBRFRUVGfYcOHUp2drZheeeddwxtZWVldO/endLSUn744QeWLFnC4sWLmTJlSrXiF0KIB51fxyHolYbmpYf45ac0U4fzh6QYMZH27dszcuRIxowZQ7169XBzc2PBggWGJ5Ps7e1p3Lgx69atM2xTVlbGkCFD8PPzw9bWlqZNmzJnzpx77kev15OYmGjYJiQkhJUrVxraL126RL9+/XBxccHW1pYmTZrwySef3DPu31+m8fX1JSEhgcGDB2Nvb4+3tzfz58+/Z0zdunXjzTffpFevXuW2p6en89///pd58+bxyCOP0LRpU+bNm8fVq1f58ssvjfpqtVrc3d0Ny++vSW7YsIFjx47x2Wef0bJlS7p168a0adP48MMP7zrHjRBCmAN37yYcqxsCwJmti0wczR8zu2JEKUXx9WKTLJW9F3jJkiU0aNCAPXv2MHLkSIYPH86zzz5LZGQkBw4coEuXLgwYMIDi4mLgZmHRsGFDVqxYwbFjx5gyZQoTJ05k+fLld91HYmIin376KUlJSRw9epS4uDj69+9vePvt5MmTOXbsGOvWreP48ePMmzePBg0aVCqPmTNn0rp1aw4ePMhLL73E8OHDSUureiVeUlICYHQzqIWFBTY2NuzcudOo7+eff06DBg0ICgpiwoQJhn8rgN27dxMcHGz0+oLo6GgKCgo4evRoleMTQoja4Frzm3OOeGetfuDnHKn0o70Puqs3rhL+RbhJ9p3yfApaK22F+4eEhPDqq68CN6fAf/vtt2nQoAFDhw4FYMqUKcybN4/Dhw/z2GOPYWVlxeuvv27Y3s/Pj927d7N8+XJ69+59x/glJSUkJCSwadMmw6R0/v7+7Ny5k48//ph27dqRlZVFaGgorVu3Bm6e6aisJ554gpdeegmAcePGMWvWLLZu3UrTpk0rPRZAs2bN8Pb2ZsKECXz88cc89NBDzJo1i3PnzpGd/dsUx88//zw+Pj54eHhw+PBhxo0bR1paGqtWrQIgJyen3Pco3WoTQghzFtjxeYr2v4YnuRzbs4HAx7qaOqS7MrtipDZp0aKF4WdLS0ucnZ0JDg42rLv1xZmXl2dY9+GHH7Jo0SKysrK4evUqpaWltGzZstzxMzIyKC4upnPnzkbrS0tLCQ0NBW5OSvf0008bzsT07NmTyMjIKueh0Whwd3c3irmyrKysWLVqFUOGDKF+/fpYWloSFRVFt27djM4+vfjii4afg4OD0el0dOrUiczMTBo1alTl/QshhDnQ2jmyp15HHs3/jsL/LgEpRv48tnVsSXk+xWT7rgwrKyuj3zUajdE6jUYDYJhKf9myZYwdO5aZM2cSERGBvb09M2bMICWl/HwLCwsBWLt2LZ6enkZtNjY2wM37N86cOcN3333Hxo0b6dSpE7Gxsbz77rvVykNfzVOCrVq1IjU1lcuXL1NaWoqLiwvh4eGGMzjlCQ+/eUYsIyODRo0a4e7uzp49e4z63Hqv0t3epSSEEObE7rEYWP8dgZe2Ulx4Ga2do6lDKpfZFSMajaZSl0pqk127dhEZGWm4JAKQmZl51/6BgYHY2NiQlZVFu3bt7trPxcWFmJgYYmJiePzxx3n55ZcrVYzcT46ON//jpKens2/fvns+VpyamgrcfDkjQEREBG+99RZ5eXm4uroCsHHjRhwcHAgMDLy/gQshxAMg4NEu/Jzshie57NvyBa3/NtzUIZXL7IoRc9akSRM+/fRTkpOT8fPzY+nSpezduxc/P79y+9vb2zN27Fji4uLQ6/W0bduWy5cvs2vXLhwcHIiJiWHKlCm0atWK5s2bU1JSwpo1awgICLiveRQWFpKRkWH4/fTp06SmplK/fn28vb0BWLFiBS4uLnh7e/Pjjz8yevRoevbsSZcuXYCbRdgXX3zBE088gbOzM4cPHyYuLo7/+Z//MVw26tKlC4GBgQwYMIB33nmHnJwcXn31VWJjYw1nhoQQwpxpLCzI8uqJZ9bH1D26DKQYEdX1z3/+k4MHD9KnTx80Gg19+/blpZdeMnr893bTpk3DxcWFxMRETp06hZOTE2FhYUycOBG4+SbmCRMm8NNPP2Fra8vjjz/OsmXL7mse+/bto0OHDobf4+PjAYiJiWHx4sUAZGdnEx8fT25uLjqdjn/84x9MnjzZsI21tTWbNm1i9uzZFBUV4eXlxdNPP224IRhu3oezZs0ahg8fTkREBA899BAxMTG88cYb9zU/IYR4kPh0HAKLPybw2iFystJx925i6pDuIO+mEaKa5DMohHjQHU14nOalh9ntO5yIgW//afuVd9MIIYQQAoDiwD4AeJ35+oGcc0SKESGEEMLMBXbqT7GyoaHKJm3vJlOHcwcpRoQQQggz95C9E0edbt6rdzllqYmjuZMUI0IIIcRfgG3r5wFodnEzpSXXTByNMSlGhBBCiL+AgIjunKcejhRxdPvKP97gTyTFiBBCCPEXYFmnDpluN6eEV4fv/oJVU5BiRAghhPiLaBDZH4DAKz9w5fJFE0fzGylGhBBCiL+IRsGRnLFoSF3NdY5v+dzU4RhIMSKEEEL8RWgsLPjF60kAbE/8x8TR/EaKERNRSvHiiy9Sv359NBqN4SVvpvDTTz/d1xi2bduGRqMhPz//vowvhBCi4rzbDQQg8Foq53/5yaSx3CLFiImsX7+exYsXs2bNGrKzswkKCjJ1SPdNZGQk2dnZhjfwVtWoUaNo1aoVNjY2tGzZstw+y5cvp2XLlmi1Wnx8fJgxY4ZR+63C6PYlJyfHqN+HH36Ir68vdevWJTw8nD179lQrdiGEeFB4+gdwok4AlhpF5tYlpg4HkGLEZDIzM9HpdERGRuLu7k6dOub7zkJra2vc3d3RaDTVHmvw4MH06dOn3LZ169bRr18/hg0bxpEjR/joo4+YNWsWc+fOvaNvWloa2dnZhsXV1dXQ9tVXXxEfH8/UqVM5cOAAISEhREdHk5eXV+34hRDiQXC5SU8AGpz6xrSB/D8pRkxg4MCBjBw5kqysLDQaDb6+vgDo9XoSExPx8/PD1taWkJAQVq787VnwW3/VJycnExoaiq2tLR07diQvL49169YREBCAg4MDzz//PMXFxYbt1q9fT9u2bXFycsLZ2Zknn3ySzMzMe8Z45MgRunXrhp2dHW5ubgwYMIALFy4Y2leuXElwcDC2trY4OzsTFRVFUVFRuWPdfplm8eLFODk5kZycTEBAAHZ2dnTt2pXs7Ox7xvT+++8TGxuLv79/ue1Lly6lZ8+eDBs2DH9/f7p3786ECROYPn06t78P0tXVFXd3d8NiYfHbf4X33nuPoUOHMmjQIAIDA0lKSkKr1bJo0aJ7xieEELVFkw4DuKEsaFyWyZm0VFOHY37FiFIKfXGxSZaKvgB5zpw5vPHGGzRs2JDs7Gz27t0LQGJiIp9++ilJSUkcPXqUuLg4+vfvz/bt2422f+2115g7dy4//PADZ8+epXfv3syePZsvvviCtWvXsmHDBj744AND/6KiIuLj49m3bx+bN2/GwsKCXr16ob/Ly5Ly8/Pp2LEjoaGh7Nu3j/Xr15Obm0vv3r0ByM7Opm/fvgwePJjjx4+zbds2nnrqqQrnD1BcXMy7777L0qVL2bFjB1lZWYwdO7bC25enpKTkjrfm2tracu7cOc6cOWO0vmXLluh0Ojp37syuXbsM60tLS9m/fz9RUVGGdRYWFkRFRbF79+5qxSeEEA+K+q6eHNW2BuCX701/qcbsrg2oq1dJC2tlkn03PbAfjVb7h/0cHR2xt7fH0tISd3d34OYXaUJCAps2bSIiIgIAf39/du7cyccff0y7du0M27/55pu0adMGgCFDhjBhwgQyMzMNZwyeeeYZtm7dyrhx4wB4+umnjfa/aNEiXFxcOHbsWLn3qsydO5fQ0FASEhKMtvHy8uLkyZMUFhZy48YNnnrqKXx8fAAIDg6u8L8TwPXr10lKSqJRo0YAjBgxgjfeeKNSY9wuOjqauLg4Bg4cSIcOHcjIyGDmzJnAzQLK19cXnU5HUlISrVu3pqSkhIULF9K+fXtSUlIICwvjwoULlJWV4ebmZjS2m5sbJ06cqFZ8QgjxILne/FnYtwfvn9ei9DPRWJju/ITZnRmprTIyMiguLqZz587Y2dkZlk8//fSOSyotWrQw/Ozm5oZWqzW6dOHm5mZ0f0N6ejp9+/bF398fBwcHw2WhrKyscmM5dOgQW7duNYqjWbNmwM17XUJCQujUqRPBwcE8++yzLFiwgEuXLlUqX61WayhEAHQ6XbXvyRg6dCgjRozgySefxNramscee4znnnsOwHAZpmnTpvzzn/+kVatWREZGsmjRIiIjI5k1a1a19i2EELVNYPs+FCsbPFUuafu3mDQWszszorG1pemB/Sbbd1UVFhYCsHbtWjw9PY3abGxsjH63srL6bZ8ajdHvt9b9/hJMjx498PHxYcGCBXh4eKDX6wkKCqK0tPSusfTo0YPp06ff0abT6bC0tGTjxo388MMPhktCkyZNIiUlBT8/vwrlW17MlbnMUx6NRsP06dNJSEggJycHFxcXNm/eDHDX+0wAHn30UXbu3AlAgwYNsLS0JDc316hPbm6u4SyWEEKYA62dI/sc/4fWBRu5nPI5PBL1xxvdJ+ZXjGg0FbpU8qAJDAzExsaGrKwso0sy1fXrr7+SlpbGggULePzxxwEMX7x3ExYWxn/+8x98fX3v+pSPRqOhTZs2tGnThilTpuDj48Pq1auJj4+vsdirytLS0lDQffnll0RERODi4nLX/qmpqeh0OuDmkz+tWrVi8+bN9OzZE7h5Y/HmzZsZMWLEfY9dCCH+TNahz8H2jTx8YRPXS0uwsrb5443uA7MrRmore3t7xo4dS1xcHHq9nrZt23L58mV27dqFg4MDMTExVRq3Xr16ODs7M3/+fHQ6HVlZWYwfP/6e28TGxrJgwQL69u3LK6+8Qv369cnIyGDZsmUsXLjQcCNsly5dcHV1JSUlhfPnzxMQEFClGCsqIyODwsJCcnJyuHr1qmGStsDAQKytrblw4QIrV66kffv2XLt2jU8++YQVK1YY3QA8e/Zs/Pz8aN68OdeuXWPhwoVs2bKFDRs2GPrEx8cTExND69atefTRR5k9ezZFRUUMGjTovuYnhBB/tsC2f+PX7Y44c5lDO78hpGNvk8QhxcgDZNq0abi4uJCYmMipU6dwcnIiLCyMiRMnVnlMCwsLli1bxqhRowgKCqJp06a8//77tG/f/q7beHh4sGvXLsaNG0eXLl0oKSnBx8eHrl27YmFhgYODAzt27GD27NkUFBTg4+PDzJkz6datW5XjrIgXXnjBqLAIDQ0F4PTp04b7YJYsWcLYsWNRShEREcG2bdt49NFHDduUlpbyr3/9i59//hmtVkuLFi3YtGkTHTp0MPTp06cP58+fZ8qUKeTk5NCyZUvWr19/x02tQghR29Wxsia98WBOll2ncbNH/3iD+0Sjqnuh/k9QUFCAo6Mjly9fxsHBwajt2rVrnD59Gj8/vzse6xTizyCfQSGEKN+9vr9/T56mEUIIIYRJSTEihBBCCJOSYkQIIYQQJiXFiBBCCCFMSooRIYQQQpiU2RQjteChIGGm5LMnhBDVU+vnGbGyskKj0XD+/HlcXFzQaDSmDkn8hSilOH/+fLnT8gshhKiYWl+MWFpa0rBhQ86dO8dPP/1k6nDEX5BGo6Fhw4ZYWlqaOhQhhKiVan0xAmBnZ0eTJk24fv26qUMRf0FWVlZSiAghRDWYRTECN8+QyBeCEEIIUfuYzQ2sQgghhKidpBgRQgghhElJMSKEEEIIk6oV94zcmsehoKDAxJEIIYQQoqJufW//0XxMtaIYuXLlCgBeXl4mjkQIIYQQlXXlyhUcHR3v2q5RtWD6SL1ezy+//IK9vX2VJzUrKCjAy8uLs2fP4uDgUMMRPhgkR/MgOZoHydE8SI7Vo5TiypUreHh4YGFx9ztDasWZEQsLCxo2bFgjYzk4OJjtB+oWydE8SI7mQXI0D5Jj1d3rjMgtcgOrEEIIIUxKihEhhBBCmNRfphixsbFh6tSp2NjYmDqU+0ZyNA+So3mQHM2D5PjnqBU3sAohhBDCfP1lzowIIYQQ4sEkxYgQQgghTEqKESGEEEKYlBQjQgghhDApKUaEEEIIYVJmVYwkJibyyCOPYG9vj6urKz179iQtLc2oz7Vr14iNjcXZ2Rk7OzuefvppcnNzTRRx5c2bN48WLVoYZsqLiIhg3bp1hvbanl953n77bTQaDWPGjDGsq+15vvbaa2g0GqOlWbNmhvbant8tP//8M/3798fZ2RlbW1uCg4PZt2+foV0pxZQpU9DpdNja2hIVFUV6eroJI64cX1/fO46jRqMhNjYWMI/jWFZWxuTJk/Hz88PW1pZGjRoxbdo0oxef1fbjCDffnTJmzBh8fHywtbUlMjKSvXv3GtprY447duygR48eeHh4oNFo+Prrr43aK5LTxYsX6devHw4ODjg5OTFkyBAKCwtrPlhlRqKjo9Unn3yijhw5olJTU9UTTzyhvL29VWFhoaHPsGHDlJeXl9q8ebPat2+feuyxx1RkZKQJo66cb7/9Vq1du1adPHlSpaWlqYkTJyorKyt15MgRpVTtz+92e/bsUb6+vqpFixZq9OjRhvW1Pc+pU6eq5s2bq+zsbMNy/vx5Q3ttz08ppS5evKh8fHzUwIEDVUpKijp16pRKTk5WGRkZhj5vv/22cnR0VF9//bU6dOiQ+tvf/qb8/PzU1atXTRh5xeXl5Rkdw40bNypAbd26VSllHsfxrbfeUs7OzmrNmjXq9OnTasWKFcrOzk7NmTPH0Ke2H0ellOrdu7cKDAxU27dvV+np6Wrq1KnKwcFBnTt3TilVO3P87rvv1KRJk9SqVasUoFavXm3UXpGcunbtqkJCQtR///tf9f3336vGjRurvn371nisZlWM3C4vL08Bavv27UoppfLz85WVlZVasWKFoc/x48cVoHbv3m2qMKutXr16auHChWaX35UrV1STJk3Uxo0bVbt27QzFiDnkOXXqVBUSElJumznkp5RS48aNU23btr1ru16vV+7u7mrGjBmGdfn5+crGxkZ9+eWXf0aINW706NGqUaNGSq/Xm81x7N69uxo8eLDRuqeeekr169dPKWUex7G4uFhZWlqqNWvWGK0PCwtTkyZNMoscby9GKpLTsWPHFKD27t1r6LNu3Tql0WjUzz//XKPxmdVlmttdvnwZgPr16wOwf/9+rl+/TlRUlKFPs2bN8Pb2Zvfu3SaJsTrKyspYtmwZRUVFREREmF1+sbGxdO/e3SgfMJ/jmJ6ejoeHB/7+/vTr14+srCzAfPL79ttvad26Nc8++yyurq6EhoayYMECQ/vp06fJyckxytPR0ZHw8PBalectpaWlfPbZZwwePBiNRmM2xzEyMpLNmzdz8uRJAA4dOsTOnTvp1q0bYB7H8caNG5SVlVG3bl2j9ba2tuzcudMscrxdRXLavXs3Tk5OtG7d2tAnKioKCwsLUlJSajSeWvHW3qrQ6/WMGTOGNm3aEBQUBEBOTg7W1tY4OTkZ9XVzcyMnJ8cEUVbNjz/+SEREBNeuXcPOzo7Vq1cTGBhIamqqWeQHsGzZMg4cOGB0zfYWcziO4eHhLF68mKZNm5Kdnc3rr7/O448/zpEjR8wiP4BTp04xb9484uPjmThxInv37mXUqFFYW1sTExNjyMXNzc1ou9qW5y1ff/01+fn5DBw4EDCPzynA+PHjKSgooFmzZlhaWlJWVsZbb71Fv379AMziONrb2xMREcG0adMICAjAzc2NL7/8kt27d9O4cWOzyPF2FckpJycHV1dXo/Y6depQv379Gs/bbIuR2NhYjhw5ws6dO00dSo1r2rQpqampXL58mZUrVxITE8P27dtNHVaNOXv2LKNHj2bjxo13/KViLm79VQnQokULwsPD8fHxYfny5dja2powspqj1+tp3bo1CQkJAISGhnLkyBGSkpKIiYkxcXQ179///jfdunXDw8PD1KHUqOXLl/P555/zxRdf0Lx5c1JTUxkzZgweHh5mdRyXLl3K4MGD8fT0xNLSkrCwMPr27cv+/ftNHdpfgllephkxYgRr1qxh69atNGzY0LDe3d2d0tJS8vPzjfrn5ubi7u7+J0dZddbW1jRu3JhWrVqRmJhISEgIc+bMMZv89u/fT15eHmFhYdSpU4c6deqwfft23n//ferUqYObm5tZ5Pl7Tk5OPPzww2RkZJjNcdTpdAQGBhqtCwgIMFyOupXL7U+X1LY8Ac6cOcOmTZt44YUXDOvM5Ti+/PLLjB8/nueee47g4GAGDBhAXFwciYmJgPkcx0aNGrF9+3YKCws5e/Yse/bs4fr16/j7+5tNjr9XkZzc3d3Jy8szar9x4wYXL16s8bzNqhhRSjFixAhWr17Nli1b8PPzM2pv1aoVVlZWbN682bAuLS2NrKwsIiIi/uxwa4xer6ekpMRs8uvUqRM//vgjqamphqV169b069fP8LM55Pl7hYWFZGZmotPpzOY4tmnT5o5H60+ePImPjw8Afn5+uLu7G+VZUFBASkpKrcoT4JNPPsHV1ZXu3bsb1pnLcSwuLsbCwvirwtLSEr1eD5jXcQR46KGH0Ol0XLp0ieTkZP7+97+bXY5QseMWERFBfn6+0dmhLVu2oNfrCQ8Pr9mAavR2WBMbPny4cnR0VNu2bTN63K64uNjQZ9iwYcrb21tt2bJF7du3T0VERKiIiAgTRl0548ePV9u3b1enT59Whw8fVuPHj1cajUZt2LBBKVX787ub3z9No1Ttz/Nf//qX2rZtmzp9+rTatWuXioqKUg0aNFB5eXlKqdqfn1I3H8uuU6eOeuutt1R6err6/PPPlVarVZ999pmhz9tvv62cnJzUN998ow4fPqz+/ve/P/CPS96urKxMeXt7q3Hjxt3RZg7HMSYmRnl6ehoe7V21apVq0KCBeuWVVwx9zOE4rl+/Xq1bt06dOnVKbdiwQYWEhKjw8HBVWlqqlKqdOV65ckUdPHhQHTx4UAHqvffeUwcPHlRnzpxRSlUsp65du6rQ0FCVkpKidu7cqZo0aSKP9v4RoNzlk08+MfS5evWqeumll1S9evWUVqtVvXr1UtnZ2aYLupIGDx6sfHx8lLW1tXJxcVGdOnUyFCJK1f787ub2YqS259mnTx+l0+mUtbW18vT0VH369DGaf6O253fL//7v/6qgoCBlY2OjmjVrpubPn2/Urtfr1eTJk5Wbm5uysbFRnTp1UmlpaSaKtmqSk5MVUG7c5nAcCwoK1OjRo5W3t7eqW7eu8vf3V5MmTVIlJSWGPuZwHL/66ivl7++vrK2tlbu7u4qNjVX5+fmG9tqY49atW8v9ToyJiVFKVSynX3/9VfXt21fZ2dkpBwcHNWjQIHXlypUaj1Wj1O+m0RNCCCGE+JOZ1T0jQgghhKh9pBgRQgghhElJMSKEEEIIk5JiRAghhBAmJcWIEEIIIUxKihEhhBBCmJQUI0IIIYQwKSlGhBBCCGFSUowIIYQQwqSkGBFCCCGESUkxIoQQQgiT+j80rXimKcSg1gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -197,7 +230,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_AccidentalBequestComp.ipynb b/examples/ConsBequestModel/example_AccidentalBequestComp.ipynb index 19dd61b5e..e7111bedb 100644 --- a/examples/ConsBequestModel/example_AccidentalBequestComp.ipynb +++ b/examples/ConsBequestModel/example_AccidentalBequestComp.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:04.319852Z", + "iopub.status.busy": "2024-07-11T15:17:04.319612Z", + "iopub.status.idle": "2024-07-11T15:17:05.056933Z", + "shell.execute_reply": "2024-07-11T15:17:05.056395Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowConsumerType\n", @@ -14,7 +21,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:05.058978Z", + "iopub.status.busy": "2024-07-11T15:17:05.058707Z", + "iopub.status.idle": "2024-07-11T15:17:05.118121Z", + "shell.execute_reply": "2024-07-11T15:17:05.117626Z" + } + }, "outputs": [], "source": [ "beq_agent = BequestWarmGlowConsumerType()\n", @@ -25,7 +39,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:05.119768Z", + "iopub.status.busy": "2024-07-11T15:17:05.119539Z", + "iopub.status.idle": "2024-07-11T15:17:05.177023Z", + "shell.execute_reply": "2024-07-11T15:17:05.176568Z" + } + }, "outputs": [], "source": [ "ind_agent = IndShockConsumerType()\n", @@ -36,11 +57,18 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:05.178555Z", + "iopub.status.busy": "2024-07-11T15:17:05.178321Z", + "iopub.status.idle": "2024-07-11T15:17:05.462786Z", + "shell.execute_reply": "2024-07-11T15:17:05.462252Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -66,7 +94,7 @@ "formats": "ipynb,py:percent" }, "kernelspec": { - "display_name": "hark-dev", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -80,7 +108,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb b/examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb index 2d0b50e1b..a5d502082 100644 --- a/examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb +++ b/examples/ConsBequestModel/example_AccidentalBequestPortComp.ipynb @@ -2,8 +2,15 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:06.554460Z", + "iopub.status.busy": "2024-07-11T15:17:06.554210Z", + "iopub.status.idle": "2024-07-11T15:17:07.287177Z", + "shell.execute_reply": "2024-07-11T15:17:07.286643Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsBequestModel import BequestWarmGlowPortfolioType\n", @@ -13,8 +20,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:07.289128Z", + "iopub.status.busy": "2024-07-11T15:17:07.288885Z", + "iopub.status.idle": "2024-07-11T15:17:10.779105Z", + "shell.execute_reply": "2024-07-11T15:17:10.778559Z" + } + }, "outputs": [], "source": [ "port_type = PortfolioConsumerType()\n", @@ -24,8 +38,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:10.780976Z", + "iopub.status.busy": "2024-07-11T15:17:10.780725Z", + "iopub.status.idle": "2024-07-11T15:17:14.696711Z", + "shell.execute_reply": "2024-07-11T15:17:14.696157Z" + } + }, "outputs": [], "source": [ "beq_type = BequestWarmGlowPortfolioType(BeqFac=0.0, BeqFacTerm=0.0)\n", @@ -35,18 +56,54 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:14.698602Z", + "iopub.status.busy": "2024-07-11T15:17:14.698360Z", + "iopub.status.idle": "2024-07-11T15:17:14.977565Z", + "shell.execute_reply": "2024-07-11T15:17:14.977048Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_funcs([beq_type.solution[0].cFuncAdj, port_type.solution[0].cFuncAdj], 0, 10)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:14.979299Z", + "iopub.status.busy": "2024-07-11T15:17:14.978970Z", + "iopub.status.idle": "2024-07-11T15:17:15.036824Z", + "shell.execute_reply": "2024-07-11T15:17:15.036352Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_funcs(\n", " [beq_type.solution[0].ShareFuncAdj, port_type.solution[0].ShareFuncAdj],\n", @@ -79,7 +136,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_TerminalBequest.ipynb b/examples/ConsBequestModel/example_TerminalBequest.ipynb index 7d4e7c29b..1a731ec93 100644 --- a/examples/ConsBequestModel/example_TerminalBequest.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequest.ipynb @@ -2,9 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "19c5f531", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:15.882791Z", + "iopub.status.busy": "2024-07-11T15:17:15.882375Z", + "iopub.status.idle": "2024-07-11T15:17:16.855906Z", + "shell.execute_reply": "2024-07-11T15:17:16.855378Z" + } + }, "outputs": [], "source": [ "from copy import copy\n", @@ -31,9 +38,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "8a2d828c", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:16.857808Z", + "iopub.status.busy": "2024-07-11T15:17:16.857550Z", + "iopub.status.idle": "2024-07-11T15:17:16.901114Z", + "shell.execute_reply": "2024-07-11T15:17:16.900632Z" + }, "title": "Alter calibration" }, "outputs": [], @@ -84,9 +97,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "fbfff075", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:16.903011Z", + "iopub.status.busy": "2024-07-11T15:17:16.902818Z", + "iopub.status.idle": "2024-07-11T15:17:17.043745Z", + "shell.execute_reply": "2024-07-11T15:17:17.043228Z" + }, "title": "Create and solve agent" }, "outputs": [], @@ -99,10 +118,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "5f41049a", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:17.045612Z", + "iopub.status.busy": "2024-07-11T15:17:17.045360Z", + "iopub.status.idle": "2024-07-11T15:17:17.079286Z", + "shell.execute_reply": "2024-07-11T15:17:17.078824Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 0.0311739444732666 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "TerminalExample.solve()\n", @@ -113,10 +147,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "27d1663e", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:17.080824Z", + "iopub.status.busy": "2024-07-11T15:17:17.080585Z", + "iopub.status.idle": "2024-07-11T15:17:17.204693Z", + "shell.execute_reply": "2024-07-11T15:17:17.204149Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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Kr0CSWsv9XkIKkqAgKeuzfF0pIbQCiaLgysvyCx62ZBMYIyJjnGU/NhbQ2EhZ6AUmcmPtfIyW7scwbF12P9xl+NSLKbsL9sIBu2LI3gZ8ZMHTIbI8Y6gKzpeh03NFoSsvj5KE7Mo0NzpeNo+NucCIK1nWY5n58FfZD72Oq9eIFOlG12N1lIkvch8r90O+uG4qJXwR3woftvAIpABNc5buh3UJRFauSCTJa2C76TKmSZJIF6FdN750PZ3NOfnU/yoHlFy5cuXK9ZugKFi348bjp/SH73AyfcqJfc6pNWFmQ2DJYMmUZxpNu0HVa2JELUKtgW2UcXQdTxXEuKTJbAkgUJBVikqVolJFW5VfFHmj/OLiqDNCYwTGdA0fxir7YWrM1TIj0Vo7IENaDOM2Y69O4CsI73LwVHECtv0Be+mF47G74YJUpTGWGqwdj/MN56MrK8wjifqq9DK/XHppzaHiGERa/YbySwNfr+Fp5Svux3yd+1hvyCcby8Dp1fxHdlRkYw0a1qrkwiaA+KSyj647GBvQZmzAh6a5uMK4FT5GtJmKOkTJReuyG12/HiToBOyJzE3aFwP2xYA9MaQW9PjO/9uv54CSK1euXLm+QYXe0gV5ijt4j+PhWxzPnnHi9BnObGxbIVnIqAuZ5qJGzW1SDJsI0cQ2qzi6gavKhHJImszRUp+ilJVgiko5AxC1vAQQZQkgLgvh4moTInOIZMyys/llKSE2YhZ6kalSv3A+aGfuR9Bi7pXASy+33boRVX/OfjhYDxrbLMF0xAhJmdFX5EuzPlYgMhAymi1dcz2aywxIcyEhU91wP66UX/QakXyb+5Fdl/BfCB+mXCaWeGH41BU+ihJcKrsY+iaI2Ciqz4LKLQCSPZc2JYjSm8FjdT1MMfDZE0MONuAjA5EMSjpiSgIMZJkzReZUUThTFJ5FEp/6Px3lgJIrV65cuV6gOITJ4RJC3uF4kEHI0aLLaOLgWgqpJVOcFWhZbSp+Ey1p4ul1LGM5gl1OSFILFZeClFIQMiW1uHRAKhmAqAqOFK4BxNPHhMYQ2ZytF1LNsIkMwVwvMJY3MwwdBkmbodfA9/Q1eLAswaiux64/YC/dzHysRq4PKcljFmqUAYd8BUBkGT+QaGwETzcnnzbnUPJMwo1yy9Xyi6eVSVNnnfW4CUQ0Sb0RPArLNlxdKeLir4OmawdkA0BCEaJp7o3h09VRyAkTai90QHx0CJJLnUPXQCROKeKuoeOqC7IvhrTE/EYAOVMVThU5u64oREKghimdGbRnKZV+zH/1t9/LASVXrly5ftcrjrLx7KOneMP3OB68ydHsKUezc8ZjB8+SYS5TXFRo2G3KfguZJo5RxTYMXFUQCQ85sZYOiERRNikpVVS1jKQZRKqKK0UshMdCOHj6aOmAzJflBAvNcPANhYVeYCw1GdDJgqe0GcRtxm6d0FOunbGvNptbnZlvXrbEEJQ5XXWj9LIRPh2mEkVL2oCOyy5IfSGBXLtWetlsvY1kiTS+7nqs3Y/UWe8CXNyAjlWbckEpgyTf7n6QlV+QoovulyvhU8Ow0DSHRJKz3YFvBZAmMQr4yQsckBiRpJRxboGPzAWpC+vrBhAlSmkvAWQFIp3pxdc1e/lWlDQGapX/6Vf+TQ4ouXLlyvW7QkkC81MYPbmAkOlTTqZnjEc23kIiXSiU5nUaTptS0EKIJpZZwtGznXDj1MIQAUUBRVmhpJYxlSpCz7pgPDllIVwWwsY1LgOIodsohoNnasy1IiPpIkTZTzsMoxZjt0bii8tn7W5Ew5uyH/XXZ+abANKQhriqx5mirAHkbHWUFbxAojHP3I/2Ej7aG+5HMSgsnY7r4OEZDXy1BLg3l1+WUKJK4ta5HwWlgiEX8UW0brW92nZrCQ9PhMhycKnscgEg1jL/4eGh3wofw2X+I00Ewl9maFbPpXfleppSxWb/FvjYEwOqwvm6AUSOM6i7Ch7taXZsWMu3oVCyMf9GA89o4ZpNPCO7uGaLUC3hBjZ/9se/JweUXLly5fodpcCB8VPiwbucdb/E89E7HE6OGPaneHMJsdAoLlrUnRaFsAVSg4VZwNUUPCVBSm0KUkJREhRlPZsDomVlmFCVsUXAQjhY2oSwMCA1xhimhWFYqIaDY2rMtPISQDoMaTFI2/SDNjO3Quqnlzo3ZCdk2xuyn/Q3ApMX+Y+iPGKqJpxtZD5WMNKTJCRHXoPHyv1Yfd2cC4RUzRbAdemlkQHJ0g3Jsh83l13SZIFILAy5eEP55QJAFEnFFv612R+bl1jEqJq7HlV/UxuurIQ4FNfO0U35j4WoQpJe63zZvI6fAUidxfr5vAlCysL9mgByriiEQiAlGdBdBY/V140FSCkkQspCvUYTdwUeRgvPbOKZTXy1CkKQpimk1hL0ZqTJjDSZkyQzvGDE//mf/JMcUHLlypXrt53SFKw+DB9j9b7K8/5XeDZ5n/Nej8XYI5op6IsmDXuLUtAhFQ2sQgFHk/GlCE14FEVKUZYpKYVLLoivkLkg8gLf7BOZQ1TzogwTmDJzo8hYbtCnw4At+mmHftBm6lZJvfSSA2I4Dnt+nz2GlwBkTwzZZohQZwyWG86dLxfIFYSME4myJdGeXZydr7If7TlUbW25780mdDSzUozRwNOqpPjcFDq9CJ+GG+5HdQ0iFw5ImUSwdj4s4d4w+8MHKb6YFHtD662u2yClzKi+0AHxRAHiZAM8bsiA+AmQ0mCxBo/N7Mfq66LwSYDhFQA5VRTO1AsHJBQCkaQ0LGjPoDNNLx9nKc0FyAmkCAKtksGHuQkhTTyzha/XSYW0BJDVxNkLAEnjGWmafY80BkBCpqBUKKk1ikoVkRh874//hRxQcuXKletDqziE8bOlG/LrPB++zdHwkHF3jD8FsahQsbaoeh2UpIljlLB1FV9JUYVHUUopyQolpYiuVUErEKkythSykGwcY0hoDsGcYBoLdMMiMWMWRoGpVmNAhz4d+ukW/bDDyK0Re/Kl8ovueOx5XQ4YciD667PzfTGgLQ2IVWu5EF4GkHNZwfMvyi9XAaQ1AyMuXSq/XHZAGgSKcc314BKIWKhC3gCPq8cKhlLEJ7o0oO0qgHgiRJLCjfDp9e4XTXNIhHRlANnV/EeLUGgQJre333pZCy6ktJjfACAXXTCF3wiApCm1qwAyuzi25qDEkAKhWrxwPjZLMWYLT2+QSNmWfGkaXgBIPLu4ns6WgWB//VY25BIlpUpRrVFSMhApqTVKWgNDKiAQ2VuehG4w4vf99T+aA0quXLly/ZYrsGHwHlb3yzzrfoHnw/fpnZ9jDV3iuYGx2KbmttGjNqFawTY0XAUUKaQoJZRkhaJioKk1hF7ISjFyyFxa4BV6ROYApTDFNBbIpotlGsz0MkOpzWDpgvSiDgO3ie9pCOdiwdQcj12vz0GawcfBxoLZkQbEisW5uloc5fUCeS7JJJ5Ma2MhbC/Boz1PaSwkUvly58vKCfGNOq5WJ5GSG12P9f4vqYMhFy85HqvN51Zfq7KOQ3ArfGTdLxGq6q8HtV3vfrFQ1YAA7dLU06uXiWiQpFIGIFfBY/PrKEWQ0GK2fD4vzwJZwYghQhJgJEuX4OMmACFNqTqs8x+XQSR7ztUoe7tFsnHNAVllQDyzSSzpAKRpsny+NxyQZAbJDNI5SWyv38KK0CipVYpKjaJSW18v6w0KcgUZOfuZpHiELITLfNmxlTl2HgvJxUo9fN/nU5/6VA4ouXLlyvVNU+jB6H3s8y/z9PxX+aD3Lv3jM+xhgDRvU7Z2KAVtUlFbd8cIJaEoEkqyRFE20LUqqW4SqSq2HLKQZ3iFLlFhgGbOMMwFqRkxNwtMtCp9sUWfbbrJNj2vw8wpXyyYboTq+BmAxP1LC+S+GNKWBiTLDphscbxYFLuSTOLK64WwNb8AkdYs23QuUpfgYTTXrkeWB2ngaSXS1LnB9djIf5BQWHe/VC/lP1YggiRl+Y8VfNyQA0lEjK67VyafXh5CJssxDoUXzv+YiXpWXgsSbm2/9bIWXEFCh+m1LpiVu7QnRug3AMjm83yqKJyrCsESQMrubQCS0pkLtDBbmmNJXQZRWxvwsTwW2kSyCbAswzgXABJflGNgThItgAQAgZSVYZYuSFGpUlIyB6Sk1tCEvn6bR8TLNugrEKL4zHGIlqUdAEmKshC1sVhmmRbAnO//j38pB5RcuXLl+veuOITRU5zul/jg7PM8PX+LwfEZ9iBAmm9RsrcpBB0iuYJtqAQqFGUoS4KioqNrFdBNQlXFkUMW6gS/0CU2B6iFWZYFKUgsjCIjrU6fLXps0w236LttXNdAOFG2aNoRDXfCXf+cu6LPgehzV/S5I/p05D6JMqenStcA5FzICEemvQydtqdZ7mO1ONYsnWCj3HIZRJr4auFK7mPjEs8htZCFsoaOm0owhlwiFumNzsdiI/8hydG69LKaGHu5DOOASFlQYfCC/IcjShmAXNo9eLMLZnlMQCJhiwl7G9CxCSO7YoQuohcDiJqFUFcAUvRYB09XAJJ9nX3fCLKlNxFy5jqtHZCsFOOaLbxCm0Aprd+KaepfCqGuASRdvR7h+ra6VFjnQFYuSEmtU9YbGKK4LsOkpLgElwFE8tYuiJ14G38MKarqZRBiLjCXx2LRxTAWKIp16U/Hpsih3eT/8D2fzgElV65cub5hpSlMD3FOv8izs8/x9OwtBkcn2P0Aab5DwdnCDNtESglbU0g1ibIMJVmmqBYQeplY1/AUmKtDvOI5cWGAZs7RTAu7oDE3SoyUJj226aXbnPtbjJ0GkStlC6YTo9su+16Xu3GPgyV83BF99kUPQxkx1SJOlmfkJ6rCyRJAUke+yCFML7pfOjMoO+YSQJpXICT7XqBol4Djwv2YLcsvNppkbDgf1x0QTTaX+Q/3RviwhIcvgmz66WbJ5UoZRtM8EiQm1G8PoIo2AXrWAbO5h86q82UFH16MSEEmZovJDc7HBYCoIiblegnm7BKAqPjZuo7pp9cckM4SPjqz7N8hC6L6eu0igLrRiusVO3hKGYS0fAtGy+d9eqkjBlavjbt+u8pCXTofG1kQtUZlXYZR1reNiJfOh7cBIZkLskgvuyBCxOi6jWku1iBSKDgUizaaOkdIwfq2CYIJdfps02ObPtv0pX0GYp9u2sRKDRLbYvDd/0EOKLly5cr1dSlwSHtvcXr8Szw++TwnH7zP4syG2Q6mvYsRNQmUrF1X1WVKEpRkBV0vg14gUBVsxcUunBEWe0iFEXphgVtUmZolBkqbLrucxjv03C2mTgXc5ThxO6TpTrnrnXGX/hpC7ko96nKfSFlwpsqcqEsIURROZQUrkGnMxMVCOM0WyM4spWYb+MsSwGomxQpAXL1OJMs3ux/Li0h9DLl0Q9fLxXVFUnHwb4UPS3hEIkJRgnWX0Lr1dqMEoyghETJjWmsH5Gor7lgsB5DF6a3tt+sWXDIA2RHjy7kPLrpgdsQIRSS/IQDRg4sW3HXpZZaVZTpzQdHNyiVZELWMu+GAuCsQLHbwtBqpWGY20gRSmzSeklxxQEjnJJG1/IkgEJhKeR1CzSCkSllvZmUYjPXbOSXFWbogC+Eyl7KjpfjMhYtzyQUBRfE3SjGZE1IquRimhSzPEeICC0KUZcB6mx5ZiXEg3aUnduglNcINEMr+tpZD45zswnjO2Z/77hxQcuXKleuS0hTmpzinX+Dx8b/lg2dfZnjYJRyUURd7FIItYrmMq6sYmkJZliioGrJeJNYMfBUsY4BfPCcpDNAKU8IizAtZOaYrdjhLdjlzdxjbdRI3RdgRih1w4J7zIDjjjuitXZBd0UdRR0y0mJMlfKxckHEsYSzkSwCyNc2OjYVKqjSud2IsW0LDNYDMrhwzR0Ra7nx7LfexBpAyqRCXRq0vrmRAbOGRiARV9S4PILsCIrIcEaIs983ZmB67ASFj0SRFygDkpuzHxiZ0AAoRO2K0UX65XIbZZnwBIJLEmXo9/3GqqpwryhpA1HBZ5lo7HytHBLZngpKTrN9GoWJugMeGC1Ls4Op1EqEu326rdtzZxWXZiiuYE0fzdTsusHSlautSTJYDuSjDSEjr265ckMs5EI+F7DNPHOKNnwtJtkngqgxjLCgUHYpFB02bIUmXgcWhsIaPHtv0xR49cUCPDuO0TLosB63/poIE4URITub6rWBEOFlo+JJ8i8O/8SdyQMmVK9fvYsUR6eBdzo4+w3vPP8vZk8csTiPEbBfD20FOaniajmzolBRBSdWQjAxEXC3EKZ4SlM6QiiMoBCwKBSZmhZ60xXmyy4m3y9BuEroywolQLJ8D55z7wRn3RJf7ostd0aMjdUm1KWeq4FhVOVIVjhWFrlBIbSnrhJleLIidaUprJqGl9SsL4MWC6GvmhuV/HUSkNMpgQ62udwbevJhKiXCj/faq87Ge/yHS9QCy1Q64myCyCqAGqIxoLaHjOoRMRT0DkOhr7AGzBBCNcAkgl9tvNwFEFukLAeRMVTnbABA5TtddR53Z5S6YrZmgal0ASCxpN88CKXbwjCaRdBEazdpxZxtZkOw1EGJOEs1Ik4sSiCTkiwzIygVRa1SMFgWpjIJ68XNJcfCXEJLlP9ZlGK67IJIUYpgWppGVYkxzQansLV2qGULEGz8bptQulWK60l267NJPW9gbbszyl8xep5sAZLl3z6ZkYvbEkHvLv4FX9SGvKH0O6KItTml8apIDSq5cuX6XKPKJe29yePhp3nv/s3Tff0ZwXkK2DtDCNoFiIBkFiqpMQVWRDYNEN/G0CLeUgQjFEUEJpsUyA63JKXucePv0nA6uo2cQYvsc2F3u+6eXIKQpd0m0KWeqtAQQlWNVoZ/I6DOZ7WnK1gS2Jylb05TORFDyK/iXFsHWelH0tBJJat88h2JZgiksdwQuri3/DQCRS0QiXoPHYpkDuTh6+CIEkosN6K6VYLKjJCX4aGu34yqEDOkwFfXl63ADgGy24oYZBOgE6039rnYX7YkhW0yQvg4AOVcUvCWArKahXs3ddKawPZeoLbL8CSyDqEbjSgi1iVfo4JktArmwfmulaXylHTfriBEiez2SyLn0VjTl0qVW3JJSo2K2KCpVdMxLtw1Z7V+04YSofgYiiUOcJhu3Tpev1WINIoWiQ6nooulzJOlyIDVCZkiH3jJk3RO7dMUdemwzTGuEGzCUPSnpBXBsAsiqLf0KGahE7IsBd0WX+1KP1/URL6l99pJzGmEXKY0u/3igq8i8E0n8oR8d5YCSK1eu34EKHMLzL/Hk+S/w9N3P0X96TthvoTh7KHGNWC+imyYlRUbVdRLDxNdjnPIpYfGMtDjGLctMimUGaouT9IAje5+B3SKyBbIVsGv3eOQe84Az7osud0SXutIjUWecaRJHirJ2Qqa+THEhszVJMwCZkEHIVEFNG7hmO+vAMFq4ZgvXbOPodWLhX5tBsWoFFcsN6G5yP4pqFVMurztgFssZIFdhxFsCiK47l4BjE0R03UGSEjyMDeC4gJDV13NRy5776AUtuFcA5KrzsemGbIkpkJ3JjyVpnfk4u8EBWQGISFLqFpdGsa9cp+25RH0eIy3X80tBVPPCefIKrQxC5BKIZddKmmY5kEsuyBzIciBxOGeVAwFQhbZsxV0FUatU9CYlvY5J6VIZJiXFXrogC2kJIbKXZUFwcOOLYWeQBVIvOmIWGKZNueximjaKMkWI8NLtXQz6y1JMl23OxR3O2adHmznlzLXaVJRcAMcGgEhOFiK+Kp2AfTHgnujyUO7zujHikdxjNzmnGnSRSC7dPgF6ssyRqnComxyVmxzqJsdSynHsEKQxsRvzzp95JweUXLly/TZX6OGffpH3nv4sH7z5K4yfzQiHW6j+DqRlJLNMQdcxNQVhmkS6jFvp4ZeOiUpD7IrGpFimr7Y5Cu9wbO8ytuukdopp2Tywj3jkn/BInPFQOmNLPkNoQ7oaPFcVnqsqJ5KC7clUp4KtKUsQySCkNTdJlNYaQlyzhWssgUQzN868pxuL35Q0WWDI5iWrfxNCLkawXzgei41umIVw8USIEMkNw8c2SzAOQqQ4mEsHpHMt/zEQHSyWn6NXAeRqG+5yFoeBz54Ybgx2G15qyW2LGfAbAxDSlKq9Ue7a2BV3ey7RnCXIcbr+uYFWubInzBJAilt4SoVUbIBCciUHkswhnQELknBGunG2Ly1ngqxCqEWlRllrUDGaFOQKSnrZeQiILsKoSxCx1CBzQeLrLoiq+pkLsgSRUtGlWHLRtRmSPL/0s1NgTjVzQJaXU3GPM3YYps1sdP6lO6TZILlVGcbNciHy0hVJ/ctAsXot74g+90SXl5QBrxtDHsg9duJzKkEPwWUkSID+CkKMIkelBoe6wbEEx7GDf8U5AVCjDNz3JxJ3xwX+wv/zczmg5MqV67eR4oiw+xWePP3vef/Nf8vw/QnRYAvZ30aSKmiFMgVVRTFUEkMnLLm45WOi8hlOJWFUrDAwmjwP73Fo7TOxaqRWTMce8JJ9xKP4lIfijHviFFPr4WoLjlSF55rKM0Vh6iuYU4ndMeyMU3bGsD2Gqlcl1Nu4awckgxDHaBApkMTTDev/4rpMuDFz4vII8KJSRZIUrM02zyulmAxA4ov9XgxrnfswlgCiaS5CpNgUbiy9rADEZjk7Yz0F9Xr5RXIjWAYaTbxbNqHLIKQlsoU0BSbSxpwVdXMa6nUA2RxGtumE7MxlmrMYNbwAkEgpbOwDszq28UodXLVGIi66RW4ay046Q4gFSTQjiS/nNbINAqtrB6Sk1qkYrawbJjXWM0EAkmUWZNUJsyrDWLLHPL3JBUkyt2q5yWLBtCiXPUzTQlGnCHH59jESI9rrUsw5+xxzhx5bTKkTiSulmDQFP1nDh+TEKG6E7MQkTkQSXoeQAh53RY97ostr+oDX9CH3RI/t+Jxy0L92+xWEHKsKh0aJo3KDI93kUCScxA7eDRAixxlM7k0lXrWr3Jtr7IxTqn0HdThHLNHCimO+/cn7OaDkypXrQ6okIR495vnTf83jr/4P9N4dEPRbyP4WslRDL1QoaCrC1IlMgV/tE1ZOcMpzJpUiQ7POcbrPM+suA6tFZMHOos8r9jNeiY94WZyyoxwjaQMGWswzVeWZqtBNVJKFzNYGhOyMU1qLCrHawS10cMw2jrm8btSIsS+7HxtlAFM2N6DjYvZESaliKCXc5Rj2S50Wy8FXNh6pSC46XzYv6xKMSwrYlNbQMbgKIaKNQzFbuKL0FvfjMoCsMiDZ/jrZPjubY+43AWQmSUvokDlVlYuWXFXjTJEvAAQoeOklAOlcApAE3b8SRN3oPFqNY/dLW7h6g0ho69veNpZdEtn34vBy/kJZzgTZ3BumYrYpa3UMUURO5Uu3X7kg69dJ9rDUrCV3ETsk6eVFX5aDSx0xpdLSBdHnSNL0UlsugIe+LsX02OKIe5yxx5AOC8qX3J7s72MjlOrGqG6E6iZITkRkh8Tx9WW6jMNd0eWe6PGGOeIVbcA90aMTnVIMRtdun5LtdHyoKhyZZQ5LTY51g0Mp4Tiyb4QQkWRThfemEq/ZVe7NdXYmUOu76L0pIrkORykCT68zLu/Tq93jXG/yZ//Zn8sBJVeuXB8SOWP6H/w8b37pZzj96jO8bgPhdlClGnqhimHoCF0lKsX49XP88gmTGoxKVU7VHT6w73FubeEuNNqLEa/Yz3g1POQlccy2eoKk9elqMU81lQ9klYWtUJ5KawDZHaW0ZwVU0cngw+zgFDIQcYwGkeQu3Y8paTwhWR5l/A3oqF26XlSqJJLAutTq6V0CkUjEF5M2r1xWYdSsBFNY7h6c7Z0zWF9vMxQdPMylfZ/e6H4IN0Ly4jWArNpwV9Bx9bgtJuuXxhJi2XZ7MQfkRFE41XTOFBl7A0AMf2MGyPQCRHbmMu1pirGRY0iEgmfULwLAq1bc8hae3iSQLgKjl8eyXwwkE9ICkhlROIcNSLg8EyQLpJb1VlaGkcqo6QXcACQk2MK/BCGWFrCQPeaJg3fFBcmyO6tA6gLTtKmUfcyChapOEeJyMDYFFlTWrbln7HHEXbrsMOaGUgxchFKXLojhx6huDE6MbwUkN6zEFSzuiy735T4fNUe8og64Q5d2eIoZTq7dPgWGssShqnJUqHFUqnOkGxyKhOPYxk3C6/9JmmV99iYSrzlV7i8M9saC2sDF6E4R4XVwWW1COC3ucV57wKSyj2N2SLUammQibwCYG9j82R//nhxQcuXK9VugOMLvfpl33v7vePKFX2H6VCWdb6PSwihWMUwdDIWoEhBUT7GrPUZVlUGxwfPkgGeLewwXDcrzBa9ZT3nFe87L4pht9RhZ69HTIz5QVZ5JKs5CoTqR2Bum7I9gdyRTc9v45jZ2YSsDEbONbTYI5egShKTJlCSeoOBTUuuUlDoltUZ5fb2OqZSwr9r7GzDiimC5E+4GfJiXQUSWIwLUdfi0zxYDti6ARGxdKcF8bQCRSNhmfBk+pAsHZIcR8vIs3hWC8xV0rN0PhRNV40xRmG2cvKvh5ezHCkB25zLtWUrB3mxVFVdGsq8AZDvrRJKKsFEqSdPgWkeSEKsg6vTSWHa4PhOkrNWpmp2sGyY1L5VhAPzlJnXrtlw1c0EWuCwim+TK0rZ+3ZYdMaWyR+mSC3K1C0ViRHPdlnvEHU64w4DOzaUYWIZSsyCq5kaYforixsR2iGuHXF9sUxosslCq0uej5piX1T4HaZdWeIoezm64RzZs7lBROSo1OCrVOdQMjqSYo8i6FULKLuxNBK/aNR5ZBXbHgsbQwzyfIryrwJYpljQWxS1O6w8Zle9gF7aI9TqqXEQVyo33yZDCwihZ6MYCz+/xn/znfykHlFy5cv3mK7UGnD75Wd7+/M/QfXtIMGgjhW1Mo4VeMBGmQlx1CeonTGoTRrUCPaPBE+8hJ4s9FnODe4tTXree8lrynHvyczT9jJnu8FhTOULFnSvUxhJ7o5T9IWxPDIrhFm5hG6ewjVPYwjK3cHSNNF0CSDzOICSZoKR+Bh5L+Miu1ygpdXSlsDHy22EuXGbL6wvhEYsI3bCXdr61zoKsgo6a5q8Xr8GGC3LhiHSYiGb2ZG0OIrtylNwYwtXmbQltZksAuSjDrIBkNYodIATOl0PezpY7D2dj71VOVY3xBoAoUWbRrwBk3QWzkNmaQWlxsSjfGEQ1m/ilLbxCG1e+3CVyUzuuSOcIaUESTYnDy66DhLxujV45U7VCh5JWx6SInF5e8FYuyMoBmUsulh6wkDzmsY0fB1xWNsNlPZisYFOu+FlHjDpFlhbX3ssB2nLvoy3O2eWQe5yzx4j2zaWYK6HUop9gegmym7kgjnvdbYCUNjPuii6vaEM+ao54pPTZS89p+qdo0fXHtWq3PlYVDsutLJiq6RyLmMPIwkmu/u6ZTC9lb5pByEuLIntTQWMYUDifIlnOjfdJhIRjtjirPWRQucOiuENoNJCVMobQbrxP9lT4qGb2PMvyjDga41sDrEmPOLx4fF4Y8ud/8udyQMmVK9e/Z8UhzukXeOsrP8WzL/w6i8MCid2hoG5hFMpIpkJcDYga50zqQ3q1Amd6m/fdRxzPd1FnAa/Pn/Ka94xXeEZdPyLShxzqgqdCZWZrmGOJO4OUgwHsTCsYyTb2EkLswja22cRXYtJkTLIGkTFSsqCkVCirDSpag7LSyIBEraHIxtrezy7O+rolPIQcXpovYZgXw6503UJIKRblZY5gBR8XpZihaGej2Df3grkGIBGsMxjZmfJN8LEKourLltIY6CkX4LEuw6gqJ6rGQBKkN8wCWTsg06wLZmsuqMwv5lmsgqirVtz1XJDiVhZEVaokXGQ1LpVhVjmcdI4kZVAS+TO44gkYcnENH0WlStVsL8swFdREu9UFWZfM9ABL8ZinLovQJr3y89dtucuOmHLZo1jK5oIo8gTpSltudi5fWg8oO+bOMpC6w4QG7k2lmFUo1YlQ3IiKn2L4CakdYS8C/OB6e+5qt+N7osdHjCFvmEMeyn12kzMa3gnKxh46m49tImVzdA4rHQ5LdY41nUMRcxxZWNfKUJm0MGVnIviIU+OlRYn9mURzEFDszpCm12Fn9X8FWpXz+gO6lXvMSrsERguhVjAkHenK63LxVCTImkWhZKNpc9Jkgu/0saddfMu68T4AkiSo14rUKzVUUeCP/F//eg4ouXLl+ndU5DN4+q/50i//E06/OCActdHSDgWzgVzUSMsxUbPPrN7nvK5xbrZ5333I8XwXY+rxsfljPuo/4YH8FM04Zqo7PFZVhq5GMlXYGcKdQcreuEAp2MEzd7GLuywK21iFGqHkrgEkjTMgKUhQVpuU1TpltUFZbVJRG+hKiYWUuR8z4TATDnMpAxFHeNmeMOv5EhcAYhgLdN1dd1OszqAzK38JJGIbl8Klsd5XIURazgVZraEVLA7EkP2NAOpmELW47OZIgKEsX2Q/lkPJsrH3Oj1ZEK9mgaQpteUskPXeO9OUrbnEzkxQncdIG+GFSNbXGwC6q715ih38ZSdMdOWMONsdd37JBZHkBaRzIv96GUYR2no2S0mpUdYbVAsdSkoNPTWR0suOQ0JyOTSs+FianzlYt7ggm6+bWbCpVAJ000LVZihidi2QmiAxprFuy33OfU45YECHGdVrv3N2p4tQquElVIIU1Y2J7BBrERBG18OfgoQdxtyVenzMHGXtuVKPneSMmneKfKVzKPttYCpJHGoax5UOh8U6R5q2hpDFDfeBrENmeyr4iF3jJbvEwVShPQwo9hbIg+vZk5Ui2aBff8BZ9R6T0h6u2Qathi6ZqFdnpKweY5oiZA+jlG0QmKYDQq+Pt+jjTGekN4VjljKLCs1qhXqxTllrUJJaFKIOmt9GLIPJC9/mI3/jP8wBJVeuXL9BBQ7n7/8rvvJv/hnnX1kQTrYpKjvo5QoUBXF7gNXocVqXOSu0eOLd53i+R2Hq8rH5Y97w3+eO8hTJPGOgezxGw55pVEYS93opeyOdhrNNpO9iFXeyS6GOLwWk8Yg0HpEkI6RkSlkpUlGbVNTmEkQalNQanpQwkxzmSwhZXSzhomg+hjnHNBeY5nwNI6a5QFHCS4OtVgDSW2ZC1i7IZhlmc5y3m4UZV+nFIu6NAdTVsbIMUq4WpdVuw2dLN+REUThWdbqKRLhxwmp6yz13lu7H1jRlayayTphpjLLRRpoICV+vL1ugl2HUYhu/vI2rNQjE5ZHlWRlmzmZLriQvsn1hwutlmM0w6roMU9yirNUxRQkluZy7SEnxNztiVmUY2WOROixC55oLAsm6bTpzQXzMpQuiKRNkcX3RDlAZ0MnmgrDPIfc5Z5cxrZtLMXDxujoRlSCl5CdIboy/CFlYAckNC2+26eCIB1KPTxZHvKoNuS/12IrOqHinyLeUVqaSxJGqcVjb5qhYuyjHhAsWN7gnkLlf7Rl8xKnzil3OIGQUUeotUHpjuKFDBrIw8ri6z2n9IcPiPk5hi0Svo8oFjKsb920oJUIrWpjmBCF6RGGfwB7izhZE/nVXaP045ZR6vUCjXKNi1inLTUpsYwRbyEHx1vuBQygO6YbP+AP/+adyQMmVK9eLlXoLjt/9F7z5mX9B962QZL5FWdtGKZdJ6h5h65zzjsNxucbj8D7PZ3cozlw+tnjMG9777GhPEcYZ53rIYajhTVVaA4m7fdgbNzGSfezSHlZpn0Whjqskl0BETuZUlCIVrbWGkYrWQlNKzCSHqWRfgpC5cEHxMvgwF5iF+RpEzMIcWQmxKNNlmy6767PoFZTMRfXCBXEv9hWRVm6IEyOWH84SCTuMuCNd7DC8vkh9GlzY5wsh1l0wm2WYQ1XnXJHxruRA2hstuJ1pyvYUdhcKrWmC6VzeMyVUS8vZK831NFq/upt9LRWv5ECuTkWdI6Q50nIeSHhDGUaTjMtlmEKHqtGkIFfRYv1aGSZeuiArCLFUn4W27JCJbIL4eihTloM1gBQKDqWKj27aqNoUTZoiieuLr01x+fpt8ZwHnKxngzRwhQk3lSGiVSkmphaA6cdgR3hWBiE3LW4KEXtiyEtKj08UJ7yqDbI9lMJTyt4Z0k0hU2AmCY40k8NqBiFHmsaRiDmMFsyjm/MdIk1pLDIIedWqcGeu0h5FlLsWancE0U2ZlSyQvChvc9Z4RLe4z6KwTWQ0UOQSplBfUJJJkQ0LvTBAkbvEUY/QG+IvLAI7YV0bvEFmWdCsVagVGtSMHSryDmbURrbLiORm9wVA0MOVjlhIfaZizkSEjIXKiDKuMPF9n099KgeUXLlyXVUSM/rg0/zaz/19Tn/dQdh7lMwtRFkjbc1YtPsctSSeads8th9iT4p8dPKYT7rvsqu+R2qecaLFdB2NaKKyM4C7fY3OYgch72OV9pkXt1kUTOJ0RhIPSeMBcjqjopSoLgGkojYpaw0kxWQq2UyFw1TY2UVycCUH05xTWAGIOV86IXM0zceiRJed9aXH9vq6I0oXlr0dXYz1di9ghOUciTLOBnxc7DJ8VxqwK4aoZAvGOoi63Gl4tevwoaJxqijYG2M1RJpSXyw3oZukaydkb67SmaWU5+GlfU1W80DWJRiziVfZzYKoSjVzdTaUlWEuSjCkc2TZIk1mhP6ENLm8yF3doK6sN6kVO5TUGnpaQE4uzwTJXJDwIowqe9jGMoyaOFg3uiApmu5czAWp+Jglb+2CqJJ9/a2IYEKdPtucssfhshSTjdavEnJDKWYjlGp6GYRoXkxiR9gLH/vGUGq2+eCB6POqNuTjxTGvqAMOlu25JfcMkd7sGMwlwZFe4LC2k0GIqnEkIg7DObNbIIQ0perAa06N16wqd+c6W+OYSs9CPRuCf7PrkgK+UeO8/RLn5btMzG0CvYWkljGFjnILhAAgu2iFLop6ShKfEQVDQscmtARJdDtMSGpMo1GmVd2iXtyjqu1QSFqoTgmc2+8HPkIcY0mnzMSQqeQwEQljDEaiRvQC58YwDH7kR34kB5RcuXJBOD3iS5/5f/H4F9/GP+9QMg4QdZV0e8D51oLDapHH8T2OZ3tsjUd86+IdXkrfRi0cMtItTh2daKxycA53hhXq7j6Bsc+itMui2MRWE9JkRBIPIRpSlgVVrUVVa1PT2lS0NomqXQDIEkKmwiZRbQqFGWZhRsGcZ8fCHMOwcIXBObt02aXLNr0NILFFOYOQDRdk8yK5WRZk0wW5CUJqSxdkNZJ9BSCrcsyRonKkaAyViyAqaUrRuxjJvjXNXJC9ucLWXKI+CZGjq2WY2gaAtPBKW3jlbVytTsBtZZgLCJFla92Oe7UMA2DIpYvdcZU6tVKHst6kIEqo8fWFPr6SBbH0gIXqseB2F0SSonX3UqGYuSCaaaNpM3R5giSuw0GIsmyt3uaQuxxxjy67TESTBWWSm3IQG6HUapBS9lMUNyKyIxZzH++GUCpkw+fuiD4fNYd8tDDmZaXP/rI9t+CeI9KbSyQLITgyShzVdjgsVjMnhIijaMEkvD34WXRTPmLXeNWtcX+uszVKqPZttLMR2LfACxAqJv3Oy5xX7zMwtnGNFqgVTMlEvyUXApCKENU8Q1aPSDkhjcZEvktop0SOfOv9ECmlmkG7uUursk/d3KMk2mh+KZv2f8Pk2ZUkRsTSEXPpnJmYMRU+YyEYUWIiqtzoYgGyLNNsNul0CjQaAaXSHFUbkiRnDIfv8b/4rl/NASVXrt+VikOOvvxP+MLP/BTjxyYFcRelViLdGXG+O+dxpcpbwUs4gwIfmz3ho95b1Iz3cfQBp5GMPdZo9wX3+2Va1h0C8y7z8j7TQolAckiXroiOS02tUNXay0sLRS0zk10mwmYiLCZSdpTNDEDWMFKYY5ozFC1kSJszdjlnlzP2OF9epqJ+aZjVVRCR3GyhUonYE9nUzLsbl/tSj33RR1u6IJ4Q6yDq8YYTcqTonKoy/g3zQC6VYWYSewuF5iRGdy+344ZqaQ0frtHENdv41d1sRoi4qQxjXRtIJokFcTQl8i9vTgcXYdTSZhnGbFOUK2iJcS2MmpLibXbEKD624TOXPBaJzSK4aQFNs6FyywBxueJjrFwQdYouzW+4DzgU1m25z3jAKXfoiy3m1LG5pRSzdLgUN6IeQNHPXJHADpnN/RtDqZCN4L8r+nyiOL7SnnuC6XZvvA9kw+iOChWOatscFmoXEBLOGYc3d7oA6EHKa06Nj9g1HswNtifZ6Hb9bASz2+8XC5lJ+xHnjYf0zB3meptUraLJBYovcBcAZKOLrH2AEGekyZg4tIiciMCSSOPbAUYrKLQ7u3Qa92iU7lBRtjCiEmKeEM9udm0yhcjiFF+cMJP6zKQFExEzQmUkqtjcnisxDINWq0mnY1CruxQLcxSlTxSfYNtPCMPrE2xtO+E/+p7nOaDkyvW7RbE95Eu/8F/x9s+9hZjeRa90SLenDPZmvFcv8lbwEv7Q4Fsmb/Na/CVU8wP6ksdkolHsy9zrF9meH5BoGYzMiiU8ySWN+hAPqMiCup45IlWtQ0GtYykRE8liImzGksVEWGBMKRRmFIpTioUphWL2tS/rGwByceyxk2377idIdoSwwwxA7OyygpDV2fE90b0GIbtiiLzcVXUmCU4UlWNV4WgJIkeKynNVY6xcLJQiybIAWxsA0pnC7lxhawbl+WUHIZbUSwDiGS286g5esYMrV69Z2hdlmOl6XxhpWYbJumEuuw0CkW1Qt5wJUjaa1IpblNQaBkWU+PqiFhFfzoIYQTaePXWZhxZhcsOochEvA6krFyRALaxckDGKuL6QpcCU+rot9zn3OWOfiWizoIrHDQPKYB1KNbyEepBiegm4Ee4iYLYIiG/pBinhcF/u8y2lCa8bo0vtubp3fd+YlWwhOCrUOKxtc1ysZdNTiTgMZy+EEDVKecWp8brb4MFsObp94GKcj2F4e4dMCiyad+m1XqJb3GOktgjVOqpSpMTtuRAASZ2hGB8g5FNgQBLOiTyfwBLE3u1uiCRL1Doddjov0a7dp6K3MZMisiORjALSW9wlAIkZQhxjS6fMpDFT4TARMMJkKBrZ3+EtqlQqtFpN2m2Fas3GNGfIcg/ff47jPCWKboZXACvV6IaCZ77Ck/QOh06HX/tf/3gOKLly/U7W4uzL/Mo//1ucfN6jID1EtGXmdwe83dH5anifaGTwick7PEp+HcV8Tj8McQc6u2cad8Z30LjPrLzPtFjGU3zSqIdIxlRlibrWpq5vUdM6CL3IWHIYSQvGwmIiLQj16TUIKRRm+IrGCfuccsApB+vrE9HMAowr8NiAEOFEiDhFJeJA9LkvzrkvujwQ59wTXR5IXbbFGLgY3X2sqBypCsdLCDlUNY4UFWvjs10Ns/LL1nS5+/AkZXsqsTOTaE4jlI39TC5PRW1dTERdlmH8a2WYBBIrG4m/LsMsgDlxMLmxDLMZRi2pNWqlbSr6cjR7dH0mSEqKS3ABILqfjWdfDiazbnRBQFH8dSC1Ug0xii6qsUBTJ+ji+j4xABEKQ9p02eYZDzniLgOxw1Q0WaQlottKD8tQatVPqYYpmpuQOCHWPGB+SygVoILNS0qfby1PeE0fLXfPPaPmHaN518+6V3KE4LjU4LC6w1GxuoSQkKNwzjC4PmV1JTlOecmr8rrT4OGiwO5EUB+4GOcTRG+YlZVukVttM+i8Srd8h6HWxlaqaGoBExMlfUFpRfJQC8dI6iFC9EjiKbHvENoJwUJ5YUC1WK+ztfOQTuMedXObolRFCzWYxcQT/6rBtqEYRZyTiGPmUpeZmDORfMbIjESNMZVLbt6lhytJNBoN2u0GrRaUKzaGMQa6eN4HOM4HxPEtw91SmCYKp0HKSWjwQXqHU/YZSQcE6j6RukuitLPb2haD7/4PckDJlet3lNKU83d/ll/+b/8h1gc1zPI+yd6ED+74fFHfZzhp8NHhE15OPofQD5k4CeFA5c55hZ3ZfSL9AePKNgtdkCRd5HhETVHWMFLROoSaxli2GIkFI8liKk/QSyOKpQml4jiDkuIUV9E5IfsQOt0Akik1CBIkK0JY4RJCwuzrIFnPjrgvXUDIfXHOA6nLvhggk5BysZ3781UORFU4UjWOVQX/yu64W5MNCJmmbE1kdqZQsy47CKFiLttx2xfzQKo72feulGGyHx9suCDZWHZJWpDGU0J/SppcPlsVSBSU8nJMfpVacTsrwyg1jMREuqHzISK+2L9HdrGMkIWSteTOApvoBhck2yfGwTQXFEsupUqAVrBRtRmaPEYVN7exuhj02OaEfZ7ziFP2GYttZqKGlRqkN53xL0OpihvTCKAcZNcDK2QxD7DcmztcIKWGxUf0Id9SHvOaNuKe1GU7OqPiHqP6tzsTrhAclVtZJqRQ5VhVOSTkKJgxCKa33k+kKQ+8Km94TV5aQkhj4GN2p4jzPkS3uwtRocJw51V61buMjRaWWkaoJbS0iBIbt94PkaCYXWTtOUI+y7JYgUXkRQRzhTi4HUIUXae5c8BW5wHN8j5VrYmxdEPikUfq3v54BRaKOMYXp8zlATNhMRYJY3SGUotFat56X03TaLVatNt1Gs2YcmmBpo9IklNc5ym284w0vbkkFKfQjwS9UOI4NHiW3uFUHDCR9gmvgMhNqkuwbc/49B/5jhxQcuX6ba8k4ehL/5TP/n//O8LuPmq7zOzBiC+3irzj3mWnP+Fj7ucwjHewbI/kXOPu+TYt9z528R6Tcg1XdkijcypSREtv0NR3KesdPF1mJCxG0oKRmOMYQ4pLGCkWs4swA87EAUfLgOPxEkrmVLOuGPsCRKQVkEQpBTweiDMeijMeSmc8EmeZIyL1MAjWodRDVc12U1WV5XWNI1VZ75Ar0pTGHHYmmwACW2OZrWlCYSPgl2VByjhmOyvFmG288g5uZRdXrRGgX3pq11mQeEqSzIA5iryAdEYUTImC6wFJVWjrIGpZa1Av71AxGpiUUSP1RhdkMwtiGcG6JXcW29i3uCDyarKtYVGthZglD9VYoKpTNDFGEtcXrxSYUaPHFs94wCEP6IpdpqLNggpueouFvwylGm5MM4KilyCWo9pnMx/31rJBSpM5Hy+O+ERhzKvakLuiSyc6o+wcoQS32/6uEBxXtjmqbnNUrHCkKBmEhDP6L4AX0pS7YZWPek0eLYrsT2WaA59Cd4Y464N/87RVgEQ3mO2+wrB+wLjYxNIqRHIJmQoiKCFeEFCV9AmqeYhQjiEdQOyQBAnBIsVbxLc7GkJQaXVo79y97IYEGkxjorELt2ZUE2TRRxbH2OJsWZbxGQsYSXWG1PDT2/MspVJpCSJV6nWfYnGOqg4JoyMc5ymOc0g2p/i6whS6YQYiJ6HJMw4444CpvE+k7pNo+0Ry89b/u5LEtAOHmjWnMB6hzFxSO8aONAZeyuf+i/8kB5RcuX5bKo548rl/wK/+419AzO4h7QmOH9h8ztzBHxl8bPJVWvIXCeMhbldj93ybLetlrNJ9xiWTMB2jpROaik5T36Zu7JIaRUayzUCa05cmxKXztStSLE0wi1Nmam0JItnlmLv00i1SP0VahAhrCSHWsjSTJLSY80g65aE445FYHqUzdkVm09tC8FxVebYGkOx4pGlYmxCygO1xys4Eticp22PYGUtsTRO0G0oxKwBxzRZe7QCv2MG5MQsSbswEmSIrWRg1iacE7vgGF0RgyqWLbphih1pxa+2CyPF1S//SdFTZwzIDForPPHWYB9aNHTGrQKppLiiVXKq1EL1oo6gzFHmMKm7OTETIjGhxxh5PecQxdxiKHWaiySIt3l6KWYZSK35CPQTDy0a1u1bA5AWh1GzfmCnfVh7zsUvtuWeU7CPkF3S5eEJwXNvNIKRQ5lBRluWYGT1vfOv9AHbiEh/3OrxklTiYyLRGIcXzGdJpj9S5vUMmVRTc7buM2geMyy1svYqvlIEqqV+H5PachaS4qMUThHqIJE2RhUcSBIR2iD3xiF+Q79CLRRrb+2xtZW5IRWtiJAVkWyIeOCTOi9wQF0WcgDhmLvWZSnOmImQs6QzlNqO4SHJLOUgIQb1ep91u02oVqdXci3xI8BzbfoLnnXIbQXkJdEOJXig4jkyepweciwPm8j6pdodEO8CXarc+9kLoU7fm1J0FNWuOvvDAjrBCjWlqMk1N5lfcucR3OP4bfywHlFy5ftsoSXj/c/8fPv+PfgHJvU981+O9+ylfTPdp9Oa87v0yivQ+3iCldtpkb/4ygf6AUbmELyaUhUVbK9PU99DNFpaaMJBm9KUZTuGUQmVIuTyiXBohlRxO5X2OubcBI3fwQgNhhUsYCS/KNFHCLiNelo55WZzwSJwtoeScqrBJgJ4s80zLQOSZqmZQomn05eWCuYSQlROyPU7ZGcP2EkL0DQhJhIxnNC+ckEIHv36QfS1Kl1pTrw4mS5IpimIhxJwomBD51xd6Wajrltyy1qBR2qFitDClMlqkIW5YDIKN6ahrF0RymccZhNz0sSlEgq5nu+XWayGVio9qWsjKFFkaInPz2b6/3LDuOfd5xsNlKWaLxYtKMQBxiuRGNEOoBim6lxDZIfY8YDz3r+3mu36cJOxLU761MuFjhTEvrdpzgxOK9hFSdHPJCMAXgpPaAYe1DkdmJSvFEXIYTOl54xvmpVyonWYQ8rJd5s5UoTUKKXXnyKd90tnt7guSRNjpMNnaZ1ptYZk1fLVCRI3Yb5GEL5hmKkWohR6ycY6sTlEkDykJCF0fe7zAnb1gPxlZprq1Q3P7gK36PWrmFiWpihpopJOQaOTeZkgAINNHlo4JxRlzMWIq2UyklJHSZEiNWXT7RnyKoizdkDbNpk61amOYEwRdHPcDFtZjonBw6/2tGHqhRDeSOA0NnqUHdKUDPPkeiv4IX9nClku33t8MPBr2Yg0ipuWCFWFHKtOkwJQCs8QgvuW9WQpd7s3OuTvvsjU54v/yr/9BDii5cn2olaYcf+mf82///v8PrAOClzx+bd/gA7fDy4Nn7CafRbhd4rMid/ovo6WvMKhU8eQFZWHT1kq0jH3kQoOR4tKVJoyNc/RKl3J5SKk8QisvOFX2+YCHPOMhH/CQ82QX7BixWDoiizA7+jEt5msQeVkc84p0wivihJJw8QU8V1U+UFWeLV2R56rKc01bl2QMPwOP3XHK7ihldwy7Y4ntcYIZXny0ZMPJMhfEWV7c6h5+oY0rimy2pmZzQWak8ZQ0mS4Hky1I0xmRPyG5waFYzQUpqTWqha3lYLI6RlpAia7b4ikpDv6GCxKu54LMQgs3vHmPFEkKMZfTUeuNiHLZQ9VnCHmMzBhxi3+fDZrb5gMe8YwHnLPHRLSwqODdNKBspSjB8GJaoaAcJMhOTGiHzOc+08XtoVSJhPvqmN9TmfJRc8xDucd+2qXhn2Bax0i37AEDEAiJk8ZBNjG1UM7KMWnAUTCl641eCCF1UeLjwRavWGXuzFQ6o4hyz0I57ZMMbw/DAiTNKovdHWa1FotiDV+vElAnCLaI3MYL7yubU6TCEEWfoikumhSS+C7OZM6sPyCJbx7oBlCo1qhv77HVuUejssyGxEUkC6KhQ7K4/b7go4ozJHGEI7rMpQlTETDWCgzlFsOoiPuCVuFCobAEkRaNpkylbKHrY+LklLn1Hrb9hDS+Hd6mkaAXrUozBqfJfabpS6C/QqjtMFfrLJQbNkRc6iqIlCwHrJBILrOQyowTg74r8JObQcSIfO7Oe9xZdLk373J3fs4r8TFbxhSjFmJ0JIJCRPuvn+eAkivXh1Hdd3+eX/w7P0Ey3cN7yeNX94v0ZhVem3yZRvoF4oFD6Xyf7cVrzIt7zIyUopizpRVoGPuIQnUJJGMW5UOK1S6Vap9CdUJPb2/AyCNO4j2wEqR5gJiHSPPMHammNi+JE16RliAiTnhZOqYpFhmIKCpPNZUnmspTVeWppnGsKCQia9Ftz1YQkh33xoLdkaBuXZxCxpKyBJAOTqGDXdjGKu3imy0i+fKH5MVwsglpPEUwRZLnJNGE0J9e67LIpqNmk1FLWp1GeZeK0aIgldFiA+mGD9BVW+5cuCw0P3NCZI95YjP3LaLkptPfi1JMpRpQqwYUig6aNgMxRHDzYpEgmFLnlH2e8BJH3KVH1hXjUCLkBd0fQUI5SGiFUPAzCPGtgMnMZ+7cFkrN9o15WZ/wbZUJr5vL9tz4nLp/gmEdI65txHehUFI4btzhuLrFoVnOMkFpwHEw5dwbktwy5AygIhX4aLjNa06VuzONrVFMpW+hnA5Iuv0XdsikVQNnu8W81cQu13CNGp7Ywg87BHYbXpCxQHURpQWKPkPXXUw1REl83NmEafcMz7q9tVhRNWo7uzS3D+jU71ErdCiKCqqvkU4CooFD+gIOkRijSicgTliIbHbIWBaMtQZDUWcUaNxaNQNqtdoSRJrUG1AqztG0EY7/lOniXQL3OSK9HRpHkaAfSox8jYFfpxc/wpZexdMOsLQGE63CQv/6QKTl2WwjKCYaASajSKdrpxzPIm5jMSWOOLD63J0vQWTR5ZF7yr42oLivYW4r6OUg21E6vewUzv2U6qcWOaDkyvVhkdV7zH//t/863kkL95WIX9kuMZvpvDL7AtXwK6RnElu9j6DHjxhVSqTSnLYq0TF2UYothprHudLHqzyjXO1RqfZJKgHPlIe8x6u8zys8i+6RWCCtQGQeIOyQ/XTI69JzXpcOeV084yPSIbtiTEDmiDzVVJ4sj09VlSNVJRFZa+bOGPaHKftD2Bul3BllbogaZR8TKQLPqOOYHdzCFo7ZYVbcwSluE6sVEJtOSLJsyZ2SxhMkeY4kMggJvAlcWQQVoVJSa5SUBlWzTaO8S1lrYKYFlOh6lmC1Ud1cONkmdYWQhboMpEY2ln993DqsSjE2pmlRr0dUqj6maaGqE9J0CNy8UETIDGnznHt8wEuccMCALWaihkvh5imp2RMBQUIzSGmEXJoPMp752N7tK6NKxBuFKd9SnvC6MeS+1F+35+rWCeLGrp9Moaxx2rjD0QaEHKU+h8GUc3fwQggpyiYfTXZ5zalxb6axNU6o9my0syHxWffWPWQA0oJCsF1m3qljVeq4ZgdX7uDHWwT2Fkl0e5dMKkUkpotccNAMj4IeUpA8YmfErH/GrN/LWr5vUbnZpr69S3vrHs3yHhW1gZEUkRYQ9S3i+YvckBBFnKGIU2JxylQaMRMuY73ESG0xjEtM/NvdkNU01awsU6dejygWZyCdM168je28T+KfIXHzY0hSGIcyY99g7hWYui1GyatMxEPmaouJUWZcrGAZLwaRtu+wm0TcleGOolJGwwlVzmYhRwObp5OAQXizIyKlCbvWMAORRZe78y73rVMeNX1K9wqYLYFWcFDSAVJwS65IUqH9CnQ+AlsfYV64R/Vbvy8HlFy5fisVulP+zd/7FOe/lhA8kPnsfhl3Lngw/xxl9z2k0xI7w48SqneZmVBXfDp6jWJxl4UhOJX72LUnlOunlGs9ZuUCT6SXecyrPE5fZui2ENMAaRYiTQPkhc9DccbrYgUjz3ldek5V2HRlmfc0jXd1lceaxvtqNswsFgI1zEoxGYik7I/gYCTYHidIy8/+SNZxClvYhW2cwjZWYZt5aZtQb4J0cZabQcj8AkLEDElZZE6IO762mGxCSMVs0SztUtabmGnxxlJMQoq9ckHUzAWxFI9Z6jALLILoZpdgVYoplTzq9ZBS2cXQF0jyeAkhNy9yHjo9tnnKI57xkDP2GdJiQRVf6Nw26ps0RfZjOqGgFoDuxSR2iG0FjKY+XviCwCUBnyzP+WRpzEf0IfekHtvRKVX3GNU6vXVkO0CoGJw17nJY7XC8CqamPof+hHN3QHzLnjMApmzwutjjNWc5NXWcUus5aOcjkpMz0hd0yKSaRLilsujUsOttnGIHV+ngJ1v4zjaxf/vndEpKqAckhQjV8CmZAUV1gRqNcUY9Jt1TAvf2HIxqmDR292hs79Np3KVqblESVVRfJR66REOHW7pmgWyAmSJOkKUTPHHOVMyYKoKx2WAoGgwDHft242o5TXWVD6lSq3noxhgrfMLUegfffY4cDZFueY9FiWAW6MzdIo5TxXZ26MWP6Em7jAtVJoWvDSLlOGQ3jbmvSrxkarxULFATOtORy+NnPR535zyZx5zFt4eEt+wxdxdd7s2zrMgDJeCVHUF1X8WoxWjaHDk8QyyOb927iOod2Hodtj6yBJLX8ar7PF0c8d74Pd7svs2bx2/yj/83/20OKLlyfdOVJHzlZ/8WX/nnj0m3y/zaA42RrfFg/ivUZ++inGzTmb3BorBFqAdsqRLNwi5hsUxXmTKpvI9ZP6ZS7zGrGLwnf4S3eYN3otfw50oGJNMAaeazHw74hPSUT0hP+IT0hNfFIarweaqpGYxoGYy8q2nMZQklStkbwd1+unZFDkaCzjRBpBcj2+3CNk5xG7uwzaK4y6K4Q6Jd/J2laXoJQkiz7pg0niw3q7v84SULlfIKQowWzZUTQukWCEmwhJ85IbrPwgiYy1lb7sxb3HKmfzGmvVYLqdVCCssJqUIMSdObh3ilZHmQrBTzMofLvWLGNLEoE4nbP9BJUgw/phMJKkGK6sZEdoQ19xnOPML49o/SgvD5PdUZ31Kc8IqWjenvRKdUnGMU6wzxglxHpBY4a97jqNLJnBBF4jD1OQ6mnDq9F0OIYvKyvMsbTp37c5PdCdT6Dvr5mPTolORFHTIyRG2BvVXFbnZwSh0crYOXbhF4W4ROE9LbHQVPjggMgVQIKJo2FW2ByZzUGTDpnmGNhrfeVwiJameL+s4e7a07NEp7lNUmZmzCIiXqLYhn4QuGn8UooosiThDiBEsMspCqWWKktRgmFYae/MLXLJumugKREpWKQygdMXXfxrKfkASn6Mns1vmxUSyx8Eo4dhXfbjD32pykdziXt5gUvz4QqZFyX5N5uaDzRq3Mq+UixmDKyeNT3j0a8v7I5YkrOMEkETe/Fg13tgSRLveFy0sVhVd2NJo7ElrJQ5XGyO4xYvge3NBqD4BRy0Bk6YrQeZ20/Spnoc2Xj97kre47PJ485rn7lF5yRroxHDB2Y975M+/kgJIr1zdL46Nf41//3/8OodTiqx+ROPYN7k6+QHv6JtrpHq3ZRxmX6hh6xJZmUCjtMjcE54VnpM3HVBvnWDWVx8orvMMbvB2+hjdRkSY+0jigvJjxcekDPiGe8MkllNTEjMeaylu6zld1jXc0jadatv9u3cpA5G7/4rg7TpGTjbJMIYMQu7DNorSLXdgmVS4GPKVpSBpPSJMxSTxGiAmCKZE/ujaq/QJC6lSMVpYJ0ZpfA0IyJ2Sue1hGwFzymCUWM8+6BUKyAWXFok2jEVGueJimhaJMgT7pLTX71a65h9znKS9xxB36bDOljkORRLwgDxKnVIKEVgRlP0VeDimbz3xGC//Wce0AVdnn26ozPlkc84ra5w492tEpZfsIxb593xiASCtz3rp7ASGyxFHqcxRMOLV7RC8ISBiywUNtlzfcJg8WJntjQX3oYZ5NSI5PSWa3T1xNBUSNFG+7gNXq4FQ6uHoHV2wR+FsEdof0hs0HVwpEwkIVpIWYgmlRNhaU5AV6NMEZ9ZienxGFt9sZRqlMfemGtBt3qJlby2yISjxwCPs26e1GDgILVZygiBNi6Yy5mDDVUsZmnaHUYhiZjN301ljMxTTVNq1Wi0bDRDb7WPFj5s57eO4z5GhAgRdsBhipuHYNx63g2DWmXouT9IC+2mFcrDAplJkUyizM27uNmorEK0WTV0smLxd0HkQ+5uEZZ0/OeO98xvuziKeRxrFaIZRuzumUAieDkHjOQyPh5YbBq3cqdDqgmQ5q0kOMHkP/bVic3/xAZA1ar1xyRKLGq/RtkzdP3+Xt/js8nT/hMPiAc3GEJ9/8vBhhkaazy5a7x663xaf+0l/45gDKZz7zGX7sx36ML3zhC5yfn/OTP/mTfO/3fu8L7/PpT3+aH/7hH+att97i4OCAP//n/zw/8AM/8HX/nzmg5PowKPIsfvHv/BV6bwpO3xD8ulbmzvjLdMZfRj/dpT7/KLNSlbKesGXWEaUWPX3GvPE2hcYhUtPmffMhX+ETvBm8gTPRl0Dis2UN+L3Su3yb9C7fLr3HS+KYI03mTV3nTU3jLV3jXV0jSmFvBA/OU+73Uu704d4ASm72ZxyoJaziLnZxF6u0i1U+wCpsk0rZIpO16bqk8ZgkGZPGY2LGiGRCGl7etE5CoqTWKatNKnqLZnmHst6iQPHGTEhCwmJVjtG9zAmRMidk7r8AQgybYsGh2YypVFwMc4GijEmSPnCz1x4hM6DDc/EyT3jISbrPgA5zqngYpLecTWZ3zgKpq1CqcCI8K2S6hJAXqal6/L5qNqzsZXXAQXpOKzjNZoQ4t+8bAxAbVc4bmRNyZJY4VJYQ4o85cbq3TJHNpMs69409Xvda2dTUqURz4GN2J6RHZ8TD290IgLiW4m+pWO0WTrWDY27hSVt44TIXEty+eMakTOWUQE9RCy5l06KiWhSYki6GzHtnOLPprfeXZIXa9g6N3T2anTuZo6Y2MWIzG17WmxNNXuSGZAPMlCWI+KLLTLaYFIqMtDZDagx9hYV3u5N0MU21TbPZpFxLcaQPWESPse33SbxTjGRKQb4dpoJAx3FquE4Vx6ky9Zqcpgf0tTbjYoVZqcq0WGGq3Z6xaakKrxQNXinqPEoi7k9HlJ6fcP68z+OBzRMHPqDAUbGNp+g3/gwj8rnnjXkgeTwqy7yyVea1B232dlVUZYY0eQL9t6D3NoyewG0OW+0OdLLyTFR/jbn8gJG/xbPBOe+NHvPUesJJ/JyecszM7F9yRVYSqUTb2+Ig2udhcodHyQEvh/u03TJiYZNMT5kO3+cT//yvfHMA5V/+y3/JL/3SL/Gt3/qtfN/3fd/XBJRnz57xxhtv8Kf/9J/mT/2pP8XP//zP80M/9EP89E//NN/1Xd/1df2fOaDk+q3U4Rd/hl/6b34O+6DAL29XqI6O2R//MoWTBrXZx5mXqtR0aBUahKUq3eIxYestis0uvXqdN6WP8eXoE5xPt5BGHtLQ46FzsoaRbxPv0pQHfMXQ+aKu8yVD5y1dw0awO4aH5ykPumkGJX3Qw2wzO7u4g1XcW8LIHlZln1DOFprV1NQkHpLGI+J4RJRkICIll50HXTIzCFEb1Ivb1Is7lOQaWqRfm5R6ASEb5RjJZRZbzH37VggxDJtC0c4gpOxhmPMNCLl5YQ5R6LHHkfwRPkgf8CzdYZC2WFAhQLsUyL2kNEUKE1qRoB2C6S+HlC0CRjOP2Qs6YwC2jYDfV53yscKIl5QB+0sIKVrPkZyvAQKFJt3GXY4q7QxCZImj1OPIn3BinxMmt//fmqRxt7DP62GLlxYl9qcSzUFAoTeDozOibveFHTJxKSXqCOytBlatg1PcwpM7ePEWgb1N5NZf+NhnImGupGAGFAs2Fd2iIs3RgjHeqMe83yWJb4eAYr1BY2eP+s4erfoBtULmhiiOQtS3iAY2ye3RkuUAs9N1PsQSA6a6YFKoM1Sylt2hC/4L8jwX01Tb1Bo1EmOElTxm5rxH5ByjJkNK8gJDuR0Gfb+A41Rx7CqOW2XqNjnlgFl5G7vWZlIs09dMhi9w4lYg8pKU8sCec3/QpfbBId2jAe9PAz4IFJ6bLZ5XtrG0m0s8ahJxN7Z4qMe81NB59aDBay/vc/dOBWX+NAOQFYgM3n1heSbdep248Sq2/ogp9xn4+/TGEU8nT3juPeVcOmZUOGNcPMNXbnZFSnGRe8EB98M9Hjl7PHD2uBNsoyYKqTcjmR0Tz47Xx9QeAClWHPPtT97/5pd4hBBfE1D+3J/7c/z0T/80b7755vp7f+JP/Amm0yn/6l/9q6/r/8kBJdc3W5Fn8fP/5V9meCbxhdcLONaCu+N/S+UkpTr6FpxCi7opUy82cYsm/dpjROs90pbN49JLfDH9Ft6bv0w8TpGGHgfTU/6g9BZ/UHqTPyC9Taws+KKh8+uGzpd0nfc1ldoCXj5Nefk05eF5yv0eGCFEssGitI9VPmBeuoNVuYNtdmDpEqSJswSRIUk8IkyGiHiEtJEUFEiU1BpltUFFbdIs71E12hQoX5uWupoRMpUc5qrL3MwyIdPYYu7fPKRsBSHFkkNzVY4x5sjKiCQZcBuEBKgMxB7nyusc8pDDdJeTpME4KWe7rb4AQpQgm5LaDLNyTOJkQ8qGUw/Lf1G3BtwthHx7dcJHzTGPlD776TkN/4SCdfg1ISQptOg173FYaXNklDhUBEeJz1Ew5tg6eyGEqJLKneI+r8UdXrbKHEwvpqaKk3PC09MX7iGTGClhJ8XdKmM3tnBKHVw1y4X4zi6h1czCI7fIESkTKcHVEgzTpmwsqGo2xWQK8wFW/wzfvrn7CUDRdOo7u9R392lu7WchZ7WJEZmk04Cwu3RD4tv3pJEZoEgnKOKUVJwyV+ZMCiXGRmsZUtUY2SHJLeW0zWmqjWYDqQBWfIgVvE/gH6LEAwryjLJuoco3P5dpCp5XykDEqeI4NRy2mZVewa3tMy1W6akGJ6nE+QtyKi1V4WVN4lHgcX864u7pMa3336d/MuKJnfJcb3BY2eZ5ZZuJcfPaJacJ+5LPo6LEK1slXrnX5iOv3eV+20BZlWR6by2Pb4N1c7kwlTWSxsv4xZdZqA8Yx3fpOQf0RgVOp+d05WNGxVNGhTNGhbNbXREplTgItrjv7XHf3+e+t8cDf49GVIU0JbF6GYRMj0isU5LpMal3c/u93G7j7O/xyZ/4iW9o/X5B0/m/H332s5/lD/2hP3Tpe9/1Xd/FD/3QD916H9/38TcS5PP5C6YM5sr171EnX/15/s3f/hf0H5b4crnEXvNXePD5LuXBJwiV76RcNKjdqeGUdYbNN7Fbv8K8pfGW/ga/Fnw/58M28gcezVGf745/dgkkb6EUh3zeMPgV0+D/YRQYijL3evDKuyn/4VnK//EkprXINrhblO+wKB3w5KUDFpW7uEa2GVeaRllpJu6Tum8TLd0RKb04LZWQaah1KoWH1PQ2rfI+FbWJHpvX3JAwjpkIh5lsMzd95prPNLWZBnPCzcFWS8NlNSm1VHJoNLMhZaY5R5ZXTsj1xSBJIEBjIB4w1t7gRGQQchw36CdFnFQBxHV+EWSdMV5MJUipBSllP0V1IxbzgP7UxQsTFsBt0y9eqsR8W3nMG+aYh0qPveSchneCsXiO5I5gQna5QUmxTb+xhBCzlAVTE48jP4OQIOmD0+emaIIiKRyU9nk13eZlu8zdqUJrFFHqzpFOuoTHh6T++5fus/nrJ2pK3EnxOgZ2q41d7uDqW3hsEXh7+Is2aaSBDzcNpw1JmUgpEylGmB5l06KqWVSkBS13RGXcwzofrN0YjyuN1UJQabWp7+zR2Nmn2dynZmxREGUUWyLqW4R9m6Sb3T9hhsNmzkUAAerKDREnhFKXqQnTYp2h2mYYlxm6VWbOMgPlsPFcZmC9mqbabDZRDAUnXeBGh4TxMXL8RSJ5huMtKIoFFTmmIgNXzIg0FbhuGcep4oZ1ErGF0B8S1D/Oor1FV9U5SQRPg4hj7wpYRrAqebYUiZfSmAfOgnuDLneff0DnnbcYn054plZ5Xtnmf1iCSL/wP4J7118XgD015qWaxst7NV59uMOre3UetEwM63jpiHwpg5GffAvGT6+14q8fWvEAx3zETNxnGNzhbL7HWb+Bcx4xNrvMiqdMi59jVPxJettnuPs3uyKVqHgJQu57+9wJttFSlTTxIBqQuqck83+NPzgk6j4nDW5400kSbG8RdtrY5QITRaYXeYwXMzz/xdscvEi/6YDS7XbZ2tq69L2trS3m8zmu62Ka13dh/Kt/9a/yoz/6o7/ZDy1XLgDSOOLT//Vf5vh5wOdfLiA/cLl7+ov8/pNXkJOPYZR/H83dCm7ZZNT6Km7ns5y1G3xJ/gRfXHwP7qmK1rf5lsXb/G/lf8p3SF+mpR3zeVPnVw2D/7dhMEl2efU45SNvpvzvTlIedGOUWMIu7jKv3KO/d58nlXs4he3sMaU+adQniY9J7C8QxwOIR+tJpRIyNbVOpXCPqtqiUdqlpncwkssgkpJiJR5DacxMcZmbPjPZZRotsDY3rotYfyBrmkutvKDZjKjWMghRlNHXASH3GGtvMFRe4pxdnscNTkKTWSIDYrXuXHnyU/BjDDemFCSUvBTDi4nskOHUwwsTXMAFrsb6JAGv1GK+vTzhdXPIw+WMkLp/gjF/jnDH8ILhpUmxQ795j+NKm0NjA0KCCcfWKX7cA6d3M4QIhf3yPi/JO7xqlbk702gvp6bKJ12Cw0NS58ml+2xCSCqnRC0IOxJ2u4ld7eAaHTx5lyA4wJu3iL1CFsG54fM9IWUmZSCykHx0w6JmWNRUi1I8pTgf0Bh2iQYXi8nVAoBeKFLfzUoyzc4+jcouZbWBHpkkIz/Lhnzgkz4WgIuPe42HJCYo4gRVOkESxzjKnGmpyLjQYig1GQYGQ3sP1+9kr//6PXABA4VCgWq1imEahCLEjebE6Rly2kdVfpUkWSAzo1OYI0k3uxlJIuF4FbwogxDDuE+l/kni+seYqEUOo5T3HJ/3bI9jb/kg7JSrM2+aAh6FHvdnY+6dnXDnyXtsffXLWItw7YT8SmWbnyhvc37wOsmdm7NObV3wcqvAq3eavLJb4+XtMi91ShSj6dIN+XU4+wfwpbeh/y6EN7tWkVLFUh8ySe/Sc+5wNt1lFB4gC4PImDEtnDEqnNKrfomz7VO6+gtcEX+L+/6FK/IwuUO70kGtGVBySOYnxN5zwtEv4z1/Qnh8dGNJMVVV/EaNRdFkJFJGUsLC0EgkCVIb5j5CbiMpd1HMLTSjDPzcjb/f19JvOqB8I/qRH/kRfviHf3j99Xw+5+Dg4LfwEeX6nSh7fMS//NR/wfF2mbdNuGt+lo/8W5nC/GNQ/qO0W0XCaolR+01Otz7LSbPN56Vv4yujP0r8OGF70OV7o5/lO6Qv8y3yV3mnnvDLpsF/ahoM4l1eO075yFHK//4o5UEvJlLKTKsPmFfu89U37rMo3yGRNdLUJ4l6pPExifV50qRPGl+ckepSgbbeoabdp6rvUDd3qEgVpM0NuUhYpB59achUc5jpHlPJYezPL4cvlyuMLIcUS3NqNZ96PaBUstC0MVl3zPWgQJJke8YMxH0mSwjpiT3OkgbHoUk/Wn5QX1qEllpCiHAiNDem6CWYXgxOjLXw8Zc7FFtcX0QlAa/VYr6tMuENY8gDuc/ualDZ/DnCnWT0covS0haDDSfkUJE4TnwO/THH1ile3AW7CzesD4pQ2Cvv8VDNBpbdmanLqak28kmX8PCQZHYdQlbPdipS4gaEWyluu4pdyybsesoeYXIXf9HGX5QgEbc6ObZIGUsJEynGE3Mqhk1dt6hLC1reiPqkjze7fOfN51BIErWtbeo7e9SXbkjd7FCgjLAgGjhZy+5Jsnz84ytmliAbYHaegYg4JZVOWOgp00qNob7FMK0y9GqMFiZRHG+8kCmbL06xWMQ0TVIpxY98wshClYYU9Bm6PsM0ZzQLMwzDQtywyAJEsYwb1YhFB8O8R6v+Mba3/wBj/S7vuyGPbY/3bI/HtseRHYBtc9OL20xjHjgW94c97h4+4+CdN9l//z28VF2DyJfK2/xU5VWOf8//mEi+eams6RIvb1d4ZafKy9tlXtkq8/JWiZoaZ7mQ3ley0sw7yxKN1bvx58RCYyHuMgzvMHD2seO7uMk9JBrIcsi00KVXOOX83lscGT/HM+MU65YOmpUr8jC5w0P1Hi+XHnG/9oBivYJUVkjsPtH5B/hP38F/6ydZvPvurSHrQNeY6SozQ2Vu6ixMDVvbKL0KHUnuoBfvoJr7pDQIfYPNeUFhcHvJ8GvpNx1Qtre36fUuvyi9Xo9KpXKjewKg6zq6fnOCOVeuf1c9//zP8Et//xf48ker+NsOj55/lt/f/Tho/xNapQLiUZ3x1nucbf8qx+02v5p+O28N/yjpWyEfG73LD/PjfKf0RVTjjF+qmfxT0+AvS3VePoaPfjXlzxyl3O3FBEaTafUh09ojfvXOI5zCVjbiPR6QRF0S7xcg6ZFE2Wm+QFBRm9SMParaJynrO9T1DkXpoisgIWUuHA5Fn4nmZiAibKb+nHjTDvYBUnTDolpc0GxFVCoOhjFDkoak6fXT8jSFBIkBO4y1jzJUX6Mr7nCWtjgKC3TDrwUhCZITIZxs92Pdi7NZIVZItFHHv+TmA7IEH6lFfFt5wuvGiAdyL5uW6p6gz58h3OnXgJBtxstMyKpF9zD11hDiRudgn98IIbKQ2Svtcc/c4zWnzr25xvY4pdqzUc4GhM+fEQ+fXrrPJoRA1iETrUoy9Q52aQtP3SUS9wjsLdxphSSSYQbc0PEbkDKWs2zIHJdETGmYFk3FohLP2LeGbI37JBvTWxMu/zpmpUpjN4OQxvZeNoVXbaAFOsnIJ+wtiN53Sd8GsHCuoSBIzFHEMYp0iipOCKU+01KBSbnFUO4wjIsMnX0mi0b2BKzfQhe+iiRJGIaBJEuEcUjgB8jCo1CYUSjMMJfHQmGKYbygdTdRCWihGgc0am9w0Pl2jOJHOIqrPHaCNYS8Z3scvxWQ8vTGn9OIQh7MJ9w7P+HO08ccPHnMvbMTolhwWN7msLLNu5Vtfrb6Bzj8zu/DV25uqS5qMi9tLQFkA0TaJRUxeX6RD/n8W5lDMv7g1vLMItlmGt7Biu/iJfcIk7vAHqYkYWszzuunfKCf8kz/Ks+ME061Psktrsgddnmo3OPl4iNeqr3Mq1uvsd3ZRakZpKGP//gx3jvv4v3qT9B76y2C9x+Df93KTAFbzyBkbmrZ0dAI1AwRJFmm3DygXH1IXd8hjmt4to67SNf336z8FCoa7Ttl2nfK6PUUfvzWl/qF+qaEZH/mZ36Gr371q+vv/ck/+ScZj8d5SDbXN01pHPOZ/+ZTvH9s8/kDne3uZ9n+QGDab1CoNSlUK8xafbzdr3C6VeOz/F7eHLyG0nP5/eMv8T8Xv8YfUL7As4LDLxYK/LKhUx3KfPxZykefpbxykhIYW0xrLzGtPmJafYRv1LMAa3RGEp2SRKekyWDd9ldWGzS0bRr6DhVjj6bWRhUX5wweAWPJYixZTA2PsWwxDufX9pARIs6mppYtWq2QcjlzQwQ90htCCikwp8pAeZWR+jp9+QFn6RYncYWTQCG47RMhTSFMEHaUgYi9vDgRshuTviBMKEsic0LKEz5qDLgvdzMnxD1Bmz9DeLfP6sierB1mjXscVjocFsocKTKHicdhMOFocYIVvmBXWiGxW9zlfvGAV/zGcmpqQq3vop4NCZ8/J+r2vmaHTNxJCToydrOFXe7gGXtE8n0CZxd3WiV0bx/yFi9LMmMpZSqFuMkURZrR0m1a0pySN4H5gNi5/feQVZX69u7SDdmj2dqnarQpigrME6K+Q9ibE8+irzHArLds2T1GESc4msu0WmNsbjEQTYaBztCKsN3b94aRJAlZkUnihDiOWQ3OW4FIoThdX9e0239OiAnaLqXSI9rVj9GqfgzZeMjzqMRjx19DyKo0c9srVA887o8G3Dt6xsEHT7h3fsK98xNEEK9B5HllO7te3cFSbz451hSJR+0Sr2yXeWmrtASRMns1MwtPr7pm+m+R9rLyjIhuBi0/KS+dkLuE6T3S9D6COyiigC8CDvVznuknPDOWQPICV6Qq/f/Z+/MgWfbsrhP8+O4e+x6REZF75l3fVvXqVb0qSYiSBA2NJKQ2thEj0GgYmhkY2rAxpqFB0HTT3RIt0cx0N0w3O8MgVrG0kARoKW1Vr5ZXb79brpEZ+76Hh6/zR+TNe/NmxK3C2hCSuMfMzdOu5fX08Ihw//y+55zvibAf2OVm/AY3Mre4lbvDbnwXTVos5J12m9m9ewzfeYfpB+9jHx5Bo4mw5DPtiAIjXX0CI7rGWFcRg0Fi2RzRzBqBeAFJzuHYYaYjmX7DYtJf3oIdTugXMBIitb6AkmB0cV6+79OvdUgU0r8yXTzj8ZjDw4Ws+bGPfYy/+Bf/Ip/97GdJJBJsbGzwJ//kn6RSqfB3/s7fAZ60Gf/hP/yH+f7v/35+9md/lj/6R//oizbjF/ErEo4148f//J/hXjxIReqxU/oS0fJtVHWLeDSCmfIZFr9IM6/yZfnjfLX1GlLd5Dd2v8RvE7/IS8q7fDUIPxcwuO9rvHwMHz9aQInqRenGb9KL36Qbv8VcjeJ7/QWIOBU8p4rvLeT3gBQmqRdIqDmiep6EmkMTFw80D5+BMKUtDOkqE/rajK43YvLM2HtBcAkEBoTDI1Jpi1BohKp28P0my6zbLRQawgZt9TVa8g1qFKh4Cc5sjdFzxsSLjod8oXwIUwdx8kQVEZznQ8heTOSNaJ9X9Ba7FxASn50tlJDp86fZEs4zSW5TimQ4C0Q4lUXOfIvSvMfZuEx/3l/5XwUE1oJrbITWue2k2BkFyHch1pqhVTvYpTPsSvlrdsg4GR87A7NU/KIuJIut7GDP15kPE8wGz7G7B0aCT1fy6AkeYybYXpeANCSjjEm6A/RpF2/UWeTMVkQokbyihsQjeSJKHHmu4rbMJy27q5/7CEwuUjJlZLGMKFQYhmR64TRtdY22F6VtSrRHM2x7dceTIAjPdG35aNr0Qgl5AiGBwABFWe0h4opRZH2DWPgW6egrhEM3EPUdTmz9CoQ8mpicPQ9EZlO2GlU2SsdsVcuXIKKYFmfh7CWInCXWOQ3n6MnLQUQSBbZTQW5kQ9x4ShnZTASQXXORnmnew298hFddpGcks7X0WJ6vYHrr2N4WLlu4/ha2t4VHHB9oy70nEKJVnquKSILEVniLG8kb3Izf5Eb8BjcTN0kbaQRBwLHmdN95l+HbX2F27yPc4xOkWh15BUzOZekSQoaGhp1No25uEVtbI5ZdI5rJImtp7HmIQdulXR7TOhthjpd0ogkQywRIr4dIXagj6fUwmiZhdaeMTuv0z6u0z0o0ysf0+jUmsx4Dc8if+qc/9SsDKJ/73Of47Gc/e+3ff//v//38rb/1t/i+7/s+Tk9P+dznPnfl//yxP/bHuHfvHsVikR/4gR94YdT2Iv6dhj2f8C/+3H/JV4shnOE9Ng86GKNXCUUyaIkw/fxDeut13onc5Zc6n8areXxz58t8u/AW+9o7fD4k8rNGgPFQ4fVDn48feuzWVAbxG3Tjt+nFby4M0Lw+nnOOZ5/jO+f4/hQRkZiaJaUXSGoFksY6wQt/Eg/vAkZGNKUhbXVC3x9hXzHp8tH1MYFgn1TSJBqboOsdoMGyItURIRriPm31FerSHlXWKNkRKra08kYveD4x20eeusxHFrORdamGCPPVD09BgI2owidjI14LtNmXGxS8KgnzHH14jDCsPv+NCa9hJrY5i+UoGRFKinI5wK40OqdjPh9iMkaGjfA6N/0se+MghZ5AojVHr3Vxz86xzs6fO0PmcYeMkwEzHWAcyzAzMsyVDRxnC2uUYTYI4jmrjd7mT6Vk+qKF6fXB7RIRR6xJI6JWH2XcxrdWE4Si6QsH1XxxoYikCsQu2r7pO9gXtSFO1/q6DMwed8w4cpthNEonmKMtZRfeIVOf7nCyoj185ZVafAYv4EMP9jCCfYLGaHXrLoCcxgjskIy+RDR0k2BwH0Hb4sSSr0DIw68BIrHJmM3K2QJAngIRYzrjPJyhFMlRSm1yntrgNJCmLqw2R1tPGJdKyM3cYr+TDqKJQO8Uv/Eh9tkHuJUPENv3UWdnK0cP2N4ajr9QRGxvC9vfxPHzgHSpihzrZU5DdU4CFU6kc0bLcotATIstICRxYwEi8ZvsxHYQLJd+o07v7JTR++9jPXiIVyqhNFsERhPkJe3XT6dorHQSYX0d9eYNIju7RHMLGIkks4wHLu2zEa2zMa3zEe3zEdYSgztBFEisBRcwsh4mnlQQzT6Tep1Btcaw2WTUazMctRnPupje9PEn4FqYts2f/qf/+oXV/Yt4EdZsyL/4r/8cXymGUVpfZf3AwBDuEI1FmWVMBuvvcJRP83PTb6ZeSfBN9a/wnf4vcUNfQMnPGAZqXeaTj3xeP/QJzVN0knfpJF+iH9vHxcSzz3CdczznHLwRsqCS1ouk9XVSepGEtoYkSIsOGsGkKQyoiwMq0pCxMMZ7Su0QRZtQqEckOiCVmhEM9hHFOs/2j/pAnxg16SZN5ePUpR3KXoaSE6TrrPYKibiQswXkqcNsaDEazpkMLbyp8xwdACKGxCcTMz4Z7nJLabLhV0lZZQKjU8R+abU7JYAew07uch4rUArFOVMVSjicWQNOx2Ua0+WFgo8joSfYCG+wL65xYxyk0JdItS0C9QHu2Tn2aelrzJBZdMi4GZ95WmaSWAyzM5U8jr+NPc5jDqLY5uoSPPeyVdenK7pM/RGu30N0uqTFMVmGhMwu4qS/8hiCIBLJZC7adS8UkcgaISWOMpNxWjPs5gSnOcabrr4NC5iXLqqKuGjbNQ2HXjRFVy/QIkFrrtIaWc9Nyyw/x0V6UA/0UEJt9GCfUGBIRJshr+iY8RGRtTzh4A1i4TsEQ3sEA3sI2ibHc65AyNcCkehoeAkfm7Uy2xcwEppMqITSnKU3KRf2KcULnCgxyq6Ct+KTm41oV9SQm9kwe5kQQU3GHzWZHb2DdfweVD9EGTxEt0+QlvVpA64fuQQQ29/C8baw/Q18DDzBpx0ZU4o3OQtXOVHKHHolzuflK9/txyEJEtvRbfbj+9yM32Q/vs+mnEfqWwybdfqNGsPTE+yDA4TzCnpvQGQ2JzS3l75SVxCYRcM4uQzi1hb67TtEXnuV+OY24VQaSZZxbY9ubULrbLTYzkd0ymMce8n5ySLxnE444qOIE4R5B3tcYdJrMx51GM96zN3V37dloSgaoViSRGGdyPoG3/q93/cCUF7Ef7jhOQ4/9mf/C75YMAjVvkj+MENIu4meCTHcuE913eQt9XXeqb/MfuWI32H+HG9on+eLYYd/owWIVCU+9dDn9QMBT92hnXqFTvIlJkZyUUNin+DZp/he5ykg2SBrbBDXcggI2Li0hSFNcUBFHNAQB7jCE6lUlueEQt0FjCSnBAJtBLHJsyuPMSEqwjZN9eNUpZuc+2sc2yEG7opVveeTtSFjQ9D0mI8sOj2Tbs/EcVarIaIMO5E5nwz3+FSgzW1pMcAuPC4h9U/Aec7DTgngJHeoxoqUQknONJ2S6FKyR5QmVWqT2gpX2UWE1TBbkS12tDw3xxHWexLpjk2wPsQ/r2CflnCfO0Nm0SHjZH3sNMySCSahhV/I3CvgzraYj1LMR8sl/scxFLwLNcRnIJjYXg/cHprTY00Yk3IH6LMOgrPafE0Phq6oIYlMgaiewfCDeF0LpzVbeIe0zWUC2GVItC8MzBapGVGsMooE6IXXaCl56k6YxhT64zmO83wjumdDEG3EYAs50sII9AgGRkT1KTHVQlpFqoKCZmwSDd0iFNwnGNwnGNwFdZ0j072Wmil9HSCyWauwVTtnu1pms14hOhrRTKxR3r7LeXaH03CWEzHEiSmyKpsYCyjcfEoNuXFRsBrWZEanLeb3v4pX+RCl9xBtfojunaAI/aXH8n0V21+/UEQ2sf1t5mzh6GnEmIaflKgn2pxoZY78EgfmMQfDA4bWcm+ux6rIfnyfDXmNrB0hMpSYNFoMGnX69SrW2RlGf0hkNicys4jM5ugrUo+uoePl88i7OxgvvUTsjTeIvvQyovKk3smeu3Qq4ysw0q1O8JbUhImSj6HPkRjgzRtYs3Om0xLO8/KFXyMCkRjZnT3yN2+T27tBdnsXI/zkOf2/5/n9AlBexK/5+OX/71/hxwdVQpUvkj3eJBLZQ8rKtPfe5b21Aj/X+2aUssl3936O36T8AufhFj9hBBGrCt9wz+e1ExkzcJtW6hU6qZeZi+4CSJxTPPsMEY+kXiBnbJE1tklcAImJTUPsUxf7nIk9BsLosjxBFJ0FjEQ6pNNjgsEmgni1c8ZFpEaeivwqFeU1ztjk1InRcpY7gYqOR8EWSFk+6tTFHtn0+iaN/oxVM+x8AQK6zc1Ak48F2nxcbXFHbFCcl1EHJwjz55ggigp+Yot2YovTUJJTPcCp6FNyx5SmdcqjynOH2BmywVZki81gkZuzGFtDjWzHJVwfIZzXsE5PcRrPV1PcmI+T9rGzPmYytKgLuTAtc2brCzVkFMVfBW/AXISO4F226878IZ7XQ3Z7ROw+WX9A3B6gzldZvi26GKLZtYvakIWBWTy2RliOI06EBYRcgIg7fB48PDYwW6RkZLGMr/QZxJM0jQ3KXorGXKM/c5nM5v9WaRlXcJlrfYRwAz3YIxhYtCUntTkx2UNcASKCaBAM7hEO3iAY3L0AkT18ZY2jmf0EQqYmD4ZTzixnJYhExqOnUjLnbNUqbNXKxK05w51bnG/c4iy5zqme5MgzOB57zFZAdFCVLpWQ/WyYG5kQO5qC1pkzLQ/wqofIvQcLCHFP0IVTZKG2tEXZ9wVcP4ftbzJnG1PawQ7u46d20XNhAvkg3dCIY0o8mhxy0DvgYe8hpWFpKWhLgsRWZJMtfZ0CKVKzINGeiNcYMGzUGTSbYFuETYvwBYREZhYRc740RQNANoO6v0/w1VcJvfoq2q1byOlF7cnjmE9t2ueL9MxjIOk3pkvruwUs8NrYVvXCxqB5WRO3LGRBQZJkPN/DdpcrS+FkmuzOLtmdfXI7e2R29ghEokuut4/bmzM/G1D/8Jy9733jBaC8iP+won7wLn/vH/xjOt5Dth+miId38Yomlb2H/HLkNd4+f4VvrXyB7+LnIPSInwrqtDs6n77v88ZDhXnoZRrpj9OJ38ali2sf4VlH+F6HsJIkZ2yRM7bIGJvIgsKUOTWxR13scy72GYuPc8s+hjEkEmkRSwxIxPvIcp2nC1dNdM7YpKp8nIr0Eqd+gSM7xHxZfYHjLRSROehTF2to0e3NaA2fM8hO8skFB+xqDXakOq/KNV7ya2zMzgg8N6UiQGydSWKH0+hiku6pJHLqzzidtSgNS0xXdCnAYojdenidzfAG+16a3aFBruMSa06Ryk2s01Os83N4zorfCwk4GRcn4zNPq0xiaWZGlpmYxZpmcSbrzEdpXGv1VF1PgJECDd+lK3oMMXG8LqLbI+j0idt9Uu6AiN1H9FbLGFfadfMF4tkCMSOD7gUX5mWtKXZrhtOa4K9sd3rawKxymZ6xAjb1yDrn0jp1J0p3LjAynecWqT4bruwyUSaMlTpauEsgMCBiTEhoc9KKS1x+ThGzHL1QQvYWW2Cx9+QMR7P5JYg8HE54OJpw5vj4K0YNXAWRi61RIxOLMNu+wXlhj1Isz4kS42guc9CbMzSXv87HnTM3siH2owY7qkLB9In2LJyuiTBooM8PMfxTVOEURSwhC2eIwur0jMk2c3kXO7SPn7mNsv0qoe0MSsLAkmyO+kc87D3kUe8RD7uL/SpVJCKH2VDWWHPjJMYa4baHfD7G7Dx52CuOe0URiZhzgqbNUmxWVbQb+xi376DdvoV+6zbajRtIoasDG6dDi/b5iNpRl/pxl05letnW+2z43njhMO00F3u3ie89eT0CIgE5TECNoOg6gixiYzObDxkPu/hLICwUT5Dd3Se7s7fYtvcIxq7Pc5rP5/SqbUZHbazzEULTRh8KqBcjNEbzCXf+0m99ASgv4j+M8F2Xv/fn/gu+Eh1w870uSeMTuHs9Dvda/LTwjfROo3xP+1/y8cDP8YthjwdTg4/fh0/flxCUuzQyr9NK3MHxa3jWIa59jIRFVt8kH9hjLbBDQI5g4VATe1TFLmWpx0BYAIkguITCHaKRFpF4l1i0iSQ+eYhbqJTY5Ex6jZL8MY78dUq2gf9sRtnzCcw9ihYEpx7eYxAZrAYRXXPZMJrsqjV2xRp7foVdu8L+/BzdfY5MG8xgp/aoxPKUAlFOFYVTLE7nXUqjc1qz5R0KsGjTLYQKbEY22VPy7I8WxanxpolaaWGflrBOT59fF6KKeFkJKz3HSgtME8nFHBk5izXPYo2zWKM8zmz199sHbF2kL/pUPJsODnNvAN4iJRO7AJGEPcB4Ts5ckmViF+26iXyBRH6dWHyNiJxAGPsXasgUuzXF7T5vurGLLFQv1ZBFWqZMKxjjLLBFjQwdW2c4B9Ny8L6eW60AnuoxU2a0xRYzvUEwOCBsTIhrJjnFI6t4hFeP20FV009ByP6FKrKHI8Y5mi1adx+MJjzoDHg4nXOO+LVBpP6kWHXXs8mmkjib25zndjgNZTkWQhxP4WFzQnu8/JpJosBW3GA/YrCjq2w4sD7zyY4dpImDYk9RhDMU8RRFKKFcwIi0Ij3joTKXtrAC+3jpBYQYdz+BFF+Di+6jxrRxBUKep4qIiGSFBJl5iPhAJlC3CTUdjLn0xJ3Z9wlYDpHZnPDMImY5RE0L1VzxmmMx9Du30W7dRr99C/32bdStLQRZvjicz2w0pHFco3rQonU2YtB0mI4UPG+5F5jvDvDc5hUgkbEIyBGCSpRQMEEoliSUTCIEROaYjCYdWrVTOpWzpQMfA9EYuUsYWexD8cTiOnsew+GQXq9Hr9dj0O5jV8eILRtjJBG3A0T866lUF4+OMKJkN/hPfuQPvACUF/HrPx587p/zd997i8yD90mbn0bZ9Xj/pRr/fPYfUTyp83vN/w0x8j4/IQcoPpT55g8g6N2ikXmdZvIlbJq41iM8+4iApJE3dlkL7JI1NhEEkaYwoCx1qYo9WuIQHx9RtIlEW0SjDYKRDrFIE0lcfMk9BKoUOBRe4kx5g2N2OLHDXCtBtT1SM5/03EedOMz6c+qdKdYKeTupe9wMNclL52wKZfa9MjfnJTbnNcRVArso4yd26CV3OI6kONEDlESfkjPmdFyhPCo/NyWT0BOLupDgOvuzKJt9hXTLJlDr45bOmJdOcVvPGaQnCpAJ4mTBTEyZJg2mkQwzNYPp5rDGWexxFmucfu5AOzSRmS7SFlzOLJu+O8H1u8hOn6jTJ2b3ids9ovYQaUlR4uO4nK77uD4klydmZNG8AG7bvAIi/my1qiIwXrTrXqRkJKHCWBxxHlyjqq7TdKMMbJmZ7eG4q8/nyXUCFJirc3pSj4pUxg92CBtjUppNVvbIKT45xcNYnblC1wtXlJBAcJdgYA9HDHM0NXkwmnK/2eFBf8SB7VKWVLzngchjJaRaZns84IYmk8tm8De2KKc2KAWSHLk6B50ZjxpjKv3V7nnrQY1dQ2XTF9m0Ycv02bR8NAQWYFe/AJBT5AsYWZmeQcDWirjxW4jrL6NuvoqQuwuJHRAXnyPTMf+tVJGAp5KaGES6AtG+RGKkEh0ryN6T6yN6HiHTJi1IJDyB8GSG1u0hLDE6A1A2N9AvQES7tYARKZViOhwwbDUZtpsMmk3aZ136VZPxQMSyQwhiCkG8PtHY9318r4fvNhHcLhpTQqJLRA8SiqWIpDJE17LEimtomShDq0WrcUbz5JD68QHtsxKee/37bkSi5Hb2LtSRfbI7u8hGkH6/fwkhj7d+t4fQc0g6IdJ+hLQXIe6HrrhYP46xMmca9vDSMkoxRHgrSTAUZdydsffSxgtAeRG/fsNzbP76f/WnKYmn7B9uEtpMcPDKMf/E/VZeOTzgu4V/yr1Im4/6QT7zHrxUWaeZ/QyN1CtYQucSSsJykGLgBsXgTRJajglzylKHstihInWxcBBFh0ikRTRWJxRtEgu3EcXFg2eGzhH7HEmvcSx9nIdunpH3TDeI5RGbumRNH3lkM+jMaK9QRSKKz29I9rijlcn5JVLzEzbNEuvz+koQ8fUYfvoG1fg6x6EEJ4rMiT/n2GxzPDxhMF9dXGrIBpuRTTZDG9xwk+wMdHIdn0hzDOdVrJNT7HL5uT4dQiIM+TBuFqZxi35QY6pnmAlZrMlCDbFHWTxndeunqAj4IYWxCnXP5WQ2ZWx3EdweoQslZAEifYznFPDJino5XTeRLxDPF4kn84TlOMLQfyolM8XpzJbZxVzEomX3MYhIQoW52KEp+pwb6zTELD3XYGwL2F8HhAiiADI4qsNIHVERKzSVGkpgSFq1ySk+WcUjq/hkZW/R8rr8SmEYG9fSMoHADo5gcDAxud9ocb/R5tF4xoEvUtZ0PGH5Aa+ASKfJPh43Azq5fBZxY4tassCJEuVw6PKwMeJRY0ypM1lZ45RRJLZFmW1XYMuBXSQ2EQlcPMBEeijihRoinCKLpyjCGaKw/CHvaknI3EHM30XI3oXMXcjcAnWR/vi3VUUEH6JjhcRQIT5SiQ9VEiPliioiiCKJaJysrBN3XALDCUqrDdUaLFEbBFVF299Hu30L7cZNvEIeMxpmNB0zbDUZtBoMGw36jRaToYsvJBGlDKKUQZAzCMISZcT3EPwBqj8hKFpEAxKZdIhEPku0kMfIxZCTOnJCx5ehUz6jcXxI4/iAxvEhrdIJ7pI0qh6OkNvZI721QzhXQIklMD3/GozMZjPwIewblyCS9iKk/DAy1xcTjg5+WkHMBhGSYSxDYzS0GXXNxdZZ7K2Zw8ya8Mf/5ne+AJQX8esz3vvJv8//79FX2H73jFT4DWqvH/PPgm+Qfjjgd/J3+MXgCPVI41veU5HlN6isfQMjHVzrHq59SFSOUAzeZD14g4iaoi2MKEktzsQ2XXEM+ARDXeLxKtF4nWikdamQ9InxgDscSG9wIL7MiRO72uboeOgjhzXTRx85DDszOktrRXxei075bKzFa1qFrH1MdHxAenyCvKJld6InmCRv0E1vcBqMcaKInLgzjidVToenzFcUsgkI5EN5tqJb7Gnr7I+CFHsCicYM5ayxqAsplfBnq1fAYiCAvJHHzwexMwLDCHQln4kYYW7msEY5rFEWZ3Y9J315HiLoMQ0vKDNUoOranAw79CdNdOcJgMTsPlFnuFoZAkLJFIm1AolC8cLALE8snEWzDZy2eQVEvGUmU5fX5knLriyWsYU2Q2FMRdapaut0/BhDR8F8jiHdleukiHiqx1Sd0pSbnIln9PU2Sc29ooRkZY+M4iOvKlQVFAKBrUWBamDvsljVMLawUXjY6nD/vMqD7oCHM4tDSaUSCC0GtC2JxyCy2aixa025IQnciobIFfOom5vUYzmObJWDxoiHjTGP6iOO22PsFW7AUUFgxxfZRmQHiW1EtpGIPH7IYyILZ8jCKYJwiiycooslVHE5LPuSDplbFxByB7J3IPsShDKXv/OsKvKgfZ9HvUeMnOVuu5olkhiqxEfKBYg8UUVkVSOayRLLrpHQA8RMG6M/QKo3cI9PcOr15e9vNIq8u4uXX2OejDMOGfR8j0GnxbDZZNzv4HseICFICxARpAyinEGQ0gjCdXdhwffQxTkRQyCVDJDfSJHdiaNlA8gJAymqIVy0VnmuS6dyTuPogMbJIY2jQ5qlY1z7+mdcCwaJFTYIpLPIkRiOFmBk2fT7ffr9/rWCa91XLkEk7UfI+FE0//r5+oqAG9MxdZmhINCZu3T7FuOuubRt2cfHE+fY6hBHGTGmyZ//4T/9AlBexK+v8FyX/89/86fpT++zWX8N7yWTn9yLMXgU43vnf5u3A03iH2p848Mt2ulvoJa6ieMc4FofEpU1NoK3KQZvEFRi1MQ+JbFFSWoxEeYo6pR4vLaAklgd7cKOu0OSB9zhvvA6B9IrlN2nKtR9H2HikJy4xMce855Ju3u9g0bC5ZviXT4brfOafMaWdUho8BBphRNqXw7xILzLcbJIL5pgZMiUvSnH4zKVcWVlu64iKmxGNtmJbHNTXGOvr7PW8YjUhrin51hHR9jV5xinyTLq+jrq1iZCIcYsJdPToOu7DMYu82FyASLjDL67ukDVCMsEUgZuUKYv+5TnM867VVrdOmG7dwVEdG+12+iz5mWJfIFYOk9ETsDQxW5OL7tl7PYMntNC/XTLriu0mAgDOuKUcyVJS8zR8wJMnech0ZMQJAFBFbBUi77a50w4o6bWcJXZQgG5qAvJyQsYScn+yo4ZUdQX8HElLbOPYWxgzm0eHJe4X23wYDDhwPU50gwq4dhKEAlPxmzVyuwMe+y5NjcNlZuJGPn1Iur2Jp1ggketCY8aIx41RjysjjhsjVd2zhjADhI7PIGRHUTiCAgIeL6D7dcvIUQTTwlKJYJSfam5mY+AkNi+gJDHMPISJLYv0zNPqyIfNT7gXv1DDoYHVK0m/pJjCh5EJ9dVkagYWhQ159YWWzJNxHLRul04KzN/8ADzwQO88XLA8ZNJrHSSSThIT5Vouha92TKTNfliWu8FjEhZRCkJwnWlQRIgHlFIZYKk1kNkdqOkbsRQwtdVFM9z6VUr1I8Wqkj9+IDW6QmOdX0hImkaRjKNEIpiKTpjX8D0/CdD/J49Y18iI0TZ0LJkiBIzDdT59c+UJ8BUEum5Pu2pQ9f2GD9PMBRAC/sI4R6O2mHm95nYM+yn1lzz+Zwf/MEffAEoL+LXT1Q+/DL/07/6u+y+OyFa3OGd11v8Qut1/s/Nv81J+AjlQ51PH96mWvit9A0Hd/4hitdiM3Sb7dDLBLUkZbFDSWpxLraZCzbBYI9kskwiWSYcXjiWTghwj5d43/8498TXqZN4chKOhziwyU5c9IFNrz3DtK6qHTIO3xhp8ZtjFV6TS6zPFzAiLPEQcZB4GCjyS+EiHwQTDIMGpmLRs+rUJ6tBIqyE2Y5tsxva4vY8wWZPIdO0MCod7JNT5icneM/xDJGiUdTdXbTdHaTNLSaxAB3RoTubMWjPGXdUrGEax4ytPIYo+URSMpFsFDek0BU9KpMu5+0K3WYVY9q5hJCIM1ptAicIhJNpkoXiAkbWisTX8sSiOVRLx23ProCI+5yC4cWU3cVgO0GoYoqLQua64FFR1miTYOgqeCudWJ95jYqIr/tMtYUaciwcM1SHyJK9AJCLdExW8VhTfOKSv+p5gCSFLn1Dnk7NaOoak1qDBydn3G91eDg2OUTkKBCmGk8+F0S22w12Z2P2RJ9boQC3cynymxuoGxv0LJ9HjTEPy30enA941Bhx0JsyWgEiKrB1oYLsIF4AiUTah5knMPN8bL+HJJyiiiVC8ilR7ZwoZyvNzQikFkpI5u6FInIX0k/SMwAze8a92vu8d/Y2D1r3OBqfcO7Wma1I+Tyriqw5MbYim6QyxUWhc26NaHaNSCCIUK0xv3+f+f0FiMyPjpZ2j3miyCwSYqDJ9CSRoaEyMlQcaUldlKAhy2toyjqinMUXEzhCkGXjDlRVJJkNkN4Mk92Lkd6KEMsEFum+Z8L3PLq1ykWaZpGqaZ4cY8+v3zcEScYPhrBkDVcP4hoBfEVbCiOhUIhELE5eS5NyIoTGKtoA5LF77Yx932fsQc/16Tk+fddn6PpXsqCiKBCIiQSiLlp4ghzoYEtVxnaT0WzKaKozmcTgmX4lQfAIBrtEIj0Mw+T3/b4fewEoL+LXR/yTH/mv+Kj7IfvNV+h9ssk/Cr3Gb3z0RaLBf0P/QOcb79+ikv/N9PU+nvkueSPPVuglsoFtalKfQ6nOqdjCE21isTqJZJlksoKmTXCQOOAm7/Mq77hvUJbW8R/n6y0XqWeRmXhIfYtuZ4Z3RR7xuam0+Y+TVT6jl9izHxLr30dY0j0zkQx+ObTDL4ZzfKAHqEgurjDEtWp4/vIURNpIsxvb5Ya6zs1xiGJXINk0kc7qzI+PsEpnsETaBUAQUIpF1J1ttO0d2NhhFttgIEq0ux26tSGjtoA5CON7q4faqUGLSEoklosgx+N0fIfzbpVqs8ygUUMcti4VEXXF6wAQNYPYWp7s+gaJi/qQWKZAWInh9x2c5uyptMwM31pdpCrSv0zJuEKTsTCmI8yoCAoNOU/Xj2B6zym6vXKZBERdxNEdBuqAM+mMulBnokwwJPdCCfEua0TWFIhIq5eQipJ4qj5kkZYJBHeRTYPxyQkPz6vc6/Q5MB0OJYXjSJxqKrMaRKYTdvpddh2TG6rErXiEO/kc+e0t5HCI4XjOg6MuD0p9HtZHHHQnHI7ndFcYfUnA+gWA7CCx7Qus+RJRD0xXYOr5zD0TRTwjKJdIhcqk1DMi3gmqu8IzQ9YX4JG9+5QqcvcyPeP7PpN+j4OzD/ig8i4Puw85nZ1R9lv01OlS5/6nVZGMHWVTLbAf22MjvUNsLU88u0Y0t4YeDGFXqswf3Gd2/z7TDz5k/uABXrO59FStxwByMYtmaKiMdfVK15IiagTlKLqcQpbzIKVwhAgmBuaKYu5AWCG1ESazGSG9Hia1ESKc0K94ljwO3/Po1Ws0Tg6pHTykevCQzvkpzpKRDL4g4uoBPCOIqwdw9SC++gRGZFkmHo8Ti8WJhuIEpAiGaaD3BZS+izKy0OfukqoRmHkLEOm5CxjpOz4oIsG4fAkgSqiHrNcRtFM8+RG2f8Z4kmA0TDMapRgOUzhLass03SaVglw2TKGQZ319n3B4C03LMhqNXxi1vYhf++HYc37oR/4MyUcV4oV9fvI1ifmBxm/hb/B+D771y1u0M99BTx8iWR9xM/IK2+FXGMkOh1KNI6mBJc1IJCqk06fEEzUkyWZAhPf4OG/7b/A+r2GJF18w20PszUkMHaSuxaB3FTRCTPm28Bn/UaTEK8IB2dE95CVpmpka5hfiN/hXeoJ7ikpdnGO7DURvuaoRkAPsxfe4rW1xdxxlqyOSrE7g+Iz58fHKfDiAoOuo29toOzvI29s4uR2moTxjwvRaI9rVDsOmzXyyGkIE0UGPDgmnfOK5MJFsho4jct6sUKmeM6pX8QctIvMeEXf1dF1fEFBiKeJrRQqbG6SL6ws1JL6GYio47dkVEHF75qpxHSw6O2rIwmKw3UzoMxCnNAWLqhChJWYYeAG85c4S10KURQRdwDRMWkqLM/+MntRjKk+Iyj7Zi3TM4yLVvCoQEFdDkqZmL1IyT4pVA+oG1CeMTk95WKnzcDDmke1xpBmcJjNU0rnVIGLO2BkP2PMdbhoqt9NJ7mwWyaVT+BOHSWPCo7M+D6tDHrUnHI5MjkyLxop0nwDkEdhBYt0XyXsCGU8k6grYHkw9mHoOqtSgEKuRC5VJyqeEnWPU2fmK2TPCIhXzOC3zWB1JbOMjMOp26NdrNOsl7tc/5KB/SGleoSZ16QTnWOryc9UskfQsSIEUW4ENbsZvcHvtZTL5TWLZHKqx6GhxTZP+u+8y/OrbmPc+wjk6QaxWEVd00UxVeQEhT03qNRUZTQouWnDlKEE5giFFUeU4rhhnLgQZizIDx2e2pJ4CIJzUSa8vn9b7bHieR+30mNOPPqB2+IjueYlJs4a3ZGFxCSN6ANcI4ukBPFUnHIksACSQIKBEUQkiuhquKeL0bcTuHHVsE8EnLgmoSxQa21/AyEgUmAck7JiHHJuhBHtIRgNRK+Epj3D8A2Bxbr4P02mU0SjFaJhmOEwxncZ4Vi0SRchkIhSLBTY3b7KxsU0kElkKZ/DCSfZF/DqIsw++xF/53/4aLx1k6X56zI/Jr/J7qn+XE6/Ea29lELXvoBaVke0PuBV5lWL4LgdKkwOpxlAaEYvXyKRPSabKiJLNKdu8y+t8xf8kp8LOYgXi+Yi9OYGeTbBvM+zOnnJg9CkKLb49WuI3Bk+4bd8nMnx07cbtSypH2Tv8TCjLz4kSD9wxjltD8K+vhgQEtqJb3Ant8fI0yU5HJlM3UUo1rIND7Epl5fWQUim07W3UnR3k7R1miS0mapqBqdBvzOg1pvSbE7zneHxJeh8t3CSYnBPLGiSyKVwxxHlrTvn0jF6tgterE5h1UZ/TfuypBkoiRyJfYGN7i8LWBvFskbAWw+vaCwB5CkT82fOm405QOEcWyiDWmApDusKMqgBVIU1HSDHxnz8x+Mpr1CQ8w2Osj6mLdc79c0bKCFuaE5f8SyUkJ3vkVMgpPpqwWhHR9fWn0jL7BAI7aNMo3lmb0ekpB40WDy66ZU6CEU7XCs8HkbnJrjlhX/S5EQ5wJ5fm9toaqRm4vTmz1ozj6oBHzTEHgxlH0znHeFTwVrJcyhfYRCTviWQ9gZQrEnEEHA9mHrgCpJMzCvEaWf2MuFgiOD9EHR8uTT0CT9Iz2Zcui1a9xD7D4ZR+vUq/XqNXr1BqHXM0WqRlOkGTXsRiGHSWqyI+pJww61KOneAmt9N3eWX94+ys30HVdDzXZdRpM2w1GJROmX74EfbhIZTLqK0OgfGEZeOAPAFGmsroAkLmwRhuOIuuJwjKUQIXILKAkQiWrDLSZIaiQN/y6I1szPkSGF0xrVcPXoV927bp9Xp0u13qpRMaJ0f0y2dMWw3cUR9hSeePLwgLENGDCKEIoWyeWGKDoJZAExYA4pkS1thn3Jsz6pkIjk9MEojLwuU+sARGPGCmClghFzs+xk7V8aKH+OoBtneI4yx3SLZtdQEjowyTcYHBIIqzxMU6FotRLBYvt1wuhyyvnmM1sB3OTIuzfpth6ecZV36ZP/h7/pcXgPIifm3Gj//lH+be4ZfYlF/ip9/wEQ9c9qUfRXsnxObg2yhlNxHtd7gdeYm18G3uqVUeSOcEYjXSmRNSqXNkZc4h+3yRz/AF/xvoi0kAhKmD2DaJ9mys9tOzaXy2hTrfHjnmW41H3DTfxzCvO67W4xt8mLvB20aIz9tjTqcVPO964Zws6mxHd3lT3uKlfpiNpke41ME5OMQ6OV3argggpVPo+/to+/tIO/tM45tMlCT9gU+vNqFbnTBsz5ZaWcNixooablxsdUIpl2g8gqbF6HQMKmWTbqWK3W2gTnsrO2U8ROxgHC2ZI1kosrGzxf7+DvHkGoopP/EMaT5u2TVZ2XuKjyS2kSmhCGU8ocFIGNMW51QxqAlpuiQxWV14e/VFgmRIOIZDT+1RoUJDaDBWxviiQ0r2L4tUs4pHQRVJyy7yChARBAnD2LySltGFPHJTxD2tMS6VOGh1eWBaHEkqp6ksp/ni80HEmrNnm+yrMjdjYW4l0uyjkujbuL05VmfGWXPCo+6EY9PiGJcTPM7wWIVzYR+KvkTOE0i5AglXJGQLiL4AAoTjOom0QD5aJ6WWiPonBMyF/bswXeFXc5meWSgibvImQzFFb2jTr1fp1Wv0GzU6zTKlWYV2cEYvbNONWPTC9kpVJOjrbKp59qJ73Mm+xGsbn2Anvos9mCwApNlYtOA26sxKp3ilM5RGk/B04boasJZfBVsSmQQCzIMxnHAaIZJHiWwQVBMLAJEjSIKEoMtICY2pITNAoG+6dIcW3dbs+dN6n1JFUsUQqi7jeR7j8fhKG26326VbqzKolrH6HSRzimROVsKIEAijRTMEYkWCsU10vQC2gjWBad9i0p9f+U4LQESCmCQSv4CRsMg1VcLHxwla2IkOduKQSeQ9Rtp7ID7fjViW0zj2HuNJgcEgQqctMBhcV6IURSGfz1MsFllfX6dQKBAOh6/8jul6nJsW5/0hjdIZw/Nz5uUKcueEiHRAPFzHyA7w8w5IMJl4/PbvPH0BKC/i11j4Pj/83/7nxA47eK9m+MeRHX579e9S7TX49Aef4nztM1jOu+wHi2zFPsZHapWH8jmp3AGF4j2MwOgCSr6Bt/gMPSG5UEm6c6SmidG1sCZPpNV1ocFvDTzgtwSPuD1/D2N+1T3VERUe5u/wbiLPO7LA27M6bfP6jd5HxtC2+LS7zm8aRrnRdNBP6swfPsTtLc/bi9Eo2v7eBYjcwExuM9ZSDIbQrU7o1iYMO6tTIKI6QYtU0SJV1HAdJVxDVifoUg53mqXTUOjUZpjtFqK5eqaMJSjMAinkZJZEfp2t3S1eur1PPpHF61qLAtXmExB5bsuuYCGLVWT/FEUs4woNBsKEhuBSEVLUSNMnjs3q1daV40kCYkBcpGXkFufeOT25x0SeIAk+GcUnd1GkmlN8CppEUrQRl5h7Lc5PJRjYfpKW0bZRx2HEsoVTqjI+LXHQG3BgexyHIpyuFZ8oIssKJoGwY7PnOdzQVW4Gw+zLQXbGLomehdudY7dn1HszjhznEkKOcTnFW1Vaiu7DmieS9gTirkjMEUi6IgF/ASHRjEE0rZENd0jKp0TcY7TJAWLrHnRPWP6huUjPZO/iJm8yUdfoulFaI4F+o06/XqPfqDNsN5loNt2wRS/yeL9aFRERKepr3Izf5E72JTb1Ilkrgty3FmZkT8HIqNUkMJle2r+HzYUVvLrCR8bWAtihJETyyLEN9Pg+emgd6aLbR4qqSAkDOakjxDTGCPRmDt3+nHZ18txpvclCcAEhFzASSimMJ8NrxmS9Xo9+r4drzpDMCeJsASKiOUVcYnqGIKIEU2ihPKqRRxLXsK045nNbXyAoQkIVyQRkYpJAwPGWqkWOMWAWOcSMHDGLHjOPnOLJ11UwSQpg6OvoxjqGsQ7+Gv1+mHYbGo0R1Wode0maKZlMXlFHMpkMiCLVuc15q0OjdMbg7Jx5pYpfq6E3akTbLTLdFuHQAGvXX2w7Hm76+vmLfYHZscZv++P3XgDKi/i1E5Neix/6Kz/AzZM0H3yzS7cisev+fbJfWkPSvouOUmVL19iLvcmB3uG+ckSmcJ9C8T59NcJP81v4At9IV0iC6yG250j1GXLbxL/wsIgw4Rule3xX9BGf8t4lal5NqQxljfcKd3knluU9weaD8RmzZwpefUR8qUBukOGNXohv7MGNShvv0QH+Mmt3UUTd2kK/dRNp/zZmdp9xIMdgItGrTenWJow6zzEe0y20SAUlXEKN1FBDVaCJPbXxJhnsUZJRR2LanuCvKpgFxlKQgZZAimeIrhVZ39nizo09bidSSP35AkCaCxdVp/k1ilTl8WKmjHuAIpTxhToDcUIdmXNhjTppesSxWF338nRIqoRv+EyMySIt450zVIbMpTmq+LhTZlEjsqYIFDSRqDhfmfSRpACBwM5lWkb3syhtFbE0xjo+Y1wqcTSccCDInGbXOF0rcLpWfD6IuA77gs++qrMvG+yaAttdm3h7jtc1cQcWPbwLAPGuwMiyxlQAxYe0t4CPuCuQdkVSrkA2ohHPBIlmDGKZAInIhIR4StA6ROo8gMZH0HoIzgrfmmAaL3WLWWCdoZimYwWpD0Q6zQ79Ro1xd9Gx5oge/fAFhHwdqkhUibAf3WNDzZNzY6QmAYJdl1mru4CQdvPSj0N23YuheE9m0YRMC2nJ08UXRPxQGim6jhLbRopuIEWLCEYIObEwI5OTBlJCR07qEFbpTx3a1Qmt8xHt8zGdynjptF5Zk0gXFymaSEZBCtnY4oTBsE+3272EkMnkybsk2BbihSIimVPE2WQ5jCAia2kEMYsvLNqLBSmJICwHcEWTCCd14lGVhCoQck30mYU89BHt60qcK08woyeYkWNm0WPM6AmutqhjEwQJTctjGEUMfQEhurGOoa+jqnk6HYtyuXy59fv9a8fXNI1CoUCxWCSczeHKGr16g8F5mVmlArUqar1BtN0k22kRmj25v3mKj731BEasHR//WfNbH+R5mqh8k0T8DRLFbyaQvct4/KJI9kX8GorDtz7H3/vnf509YZd/+lKEN0/+DbNqiZePv41SpkiCKq8kv4kzY8qH6hHJwkesFz+ipG7wE3wnX+JNfAfElolUnyK15xeLSJ+bwjnfob/Hd+gfsDG7h/BU01xTUflS/g5vRxK86004mtav+Sz4GMRnG+w0IuxXPV6v9lg/KyEtqbgXDAP99mLOhrt1m0lskyFROvU5ncqYQXP5lFEAPSgSTE1RI1UE/QNQH4HXwZ44zPsq84GONQgz6/srVRUXkYESpafEmAaSRHIFClub3N3b5aVwhJTl4baeApGOCSuMuBB8ZG2ILJZR7AfInCIKFfrClKoQpUSBBmn6xJh/nakZWZfxAh5DfUhVqFL2y4yUEY7oYAhPnFRzikdRlVhTIbRiAByALEeeFKgaO6iTCEpDhJMB1vEJ49MzjsZTjsNRTnMFTvPFrw0inse+ILAva+zaEjsDl62ORbxh4l+oR2N8TnA5vgSSBYz0Vrwxog/xi9qQlCuQ8kSKusJ2OkQ8GyCaCRDLBIjGfWKcovQfQuMeND9a7FekZ3xZx45sM9Xy9P04zalOpQf1xoDpoP/k9/CZ6u4VVaQfdRgErJWqSEHNUSBJygwS60sE6zZOrYf7bEGq76Pb7iWERGYWUdPBWPL9WLxpOlJ0HTG6jhRdR8psom7voqTDF86oBlJyASJSRMOau7QvJvU+ntrbq02Wfo+0gEwsp2MkBMSghS2PGNs9er0FiDhLWowFx0acTZBmJqo1RzTH+PYy8BMQpNSF+2vuAkZSV2BEDyqEkzrhhE4ooRGIOqj6AM3sIQ/GCG0fsR1GmoavHd0TbebhEmb0GDNywix6DFEHI1C8ooQ8hhFNW0MUF397MBhcgZFqtYq7JNUUicUI6AFkx0UaDFHqTbRGnXCrSabTwljir/I43MgCRqa3ZKw98LNznpV4RNEgGnmNaOx1YtHXiUY/hixffa2e53NUaXFjI/sCUF7Er/748b/5lzj+0leRbhf5GSnNN/f+VxJf2WAe+I+xpUNejb2MGYnyFeURsfxHrK9/yKG2w4/xu7jPXcSehVQaIzZNBEDB4VPifb7LeI9vld4hbtUu/9ZAFPlyeosvJvJ8STA5nl1vRYwJWdYaaXYqMvvlCbdKFRKj6/M7xEAA7c5ttDt3mW+8zChUpDfTaVcmdCoTrBWFoXpIIZkPEsl4KOFzPPlthoNfwhwOMLsaZk9n1tWwx6vVB0tQ6KpxekqMnhLHDqfJbmzw8sY6r4WC7IgSwbGzqBNpTnH7q288guQhG8OFpbt9H8V9hCycYwoDzoQMJ2xQI0uXGDN0vlaxqiAKyLqME3Do633KlKn4lUV9iOARErkccJeVfdY1iaziE1jhewGgKMnL1l1DLKD1A0hlD++4jXVywrh0xvHc4TSdXaRl8kVKuSLlzHNAxPfZR2LXk9gZe2z3HDZrJqnhk6lJJj6neNdgpLmKEH2IeQKpCxhZkxV2EgH2c2GS2QsIyRhEUxra7GyhhDTvPdmvSM/4CFiBNcZShq4ToT5SKLUcmn332sDJp1WRUUpgEPdo6ZOVviJBXydrR4gPFUItl0hHIDZWkLzr77Pg+wRNm7QnETc9wpMZ+miA5Cw/tmAkLiBkC2VzF33/FuruBkrKQL5IzYiBJ5/z2diifbaAkNbZYhu0lqtESkBEj/lgmFjSkJHTYjBpL/94+iB4CrItEnBBsWb4sz7OpIm31IVWQBATiHIOQcpeusAGo8EFgFxASDAuoIZGKEYTUa9gO2dYtQl+XUJqR9EHG6jjAsIznWY+HlawxjxWwk0NEHIuSi6EESpi6EUMYwNdLyLLwWtnZts2tVrtEkbOz88Zja6ncCXAmNuE+n3S1SqbpVOC5nOGh17EMBZnksng3Qwj7flIuRF+qI4jXIdkTcsRjX78AkZeJxS6jSBIdCcW570Z590p5d6M89708udKb4Y5HXP+l37XC0B5Eb+64y//4J/AOJzx4BvDUGsS7vwCtx/8FsrxEHuGRibxEl9SjxDX3mVz6z2OtO0FmPh3kWpTpNMx4tghzpDPiu/yXYH3+ZT/Hpq7kGtd4INAiF/M7fNLmsR9s3VFIREQeEnbY7+RInxgsXXU4sZZCeXZ1Ycso9+6hfbyq8y3X2UU2aA70WiXx7TLY9wleW5REojngiSLQZKFEOH0nNnsC7QqX6B1dsi4ZWH2NOYDlaXLWBZpmZ4Su4CRBZD44TSfKOb5ZDTATVkh54A6sHCaU7zp6sI4UfOQA0MUobIAEfN9ZPEcny7nwhpHbFIlS4cEYwJ4S50Tnn594mWhalfvUqJElSozaQaCT1TyL51Us8oCRDKyhyasTkNpWm5hZmbsolkJ1I6KWLLxDusLEDk7oySrnKwVv24QCfk+e57Ergk7A4fNpsVO3yE9f/Jot/E5fwpAjgSfY1xq/urOmfBFoWoGic2wzl4qyK1ClGw+dAkiekCGcfOJEvIYRloPYEX3jCWHGQop2vMg1b5IdSDSmQdwnvHfeKyKTNc0JlmFfsSmrg5oeN3lbqu+QGyqEu9LK2fQPA4jECEih0mYPpHhnMBwhDrpIY3bLG0TE0SkWAE5v426tY926xbGK3fQtrLICR1BeebcfZ/pwFpAyFMwMu4tB2lRd/G1GabQx6SPo4zxpKeg6AJAJFdHFYKE1DiyK8F0gD1uY0/quE4dvOW1WIKYRJAz6KECkfQGycI20WyEUFxBj0xQAm1ErYLlnjObnWPOzpnNyjCU0Qc76IMdjME22mgT0buuJrqBEV56jJjzUYphAptZjNgmqpJc2Yr7+Dr1er0FiJRKnJyc0ul1r1nUC55HdDAg2e6Q7HRItduExuNrrOYKAsNEkkk6i7u2hpzPEyoWiG9mCWXHzLVzBuN3GQ7fXdLpIxIK3SQafR0t8Coj7w61UZTz3mwBIU/ByHRFetiXBLyYiheYU/0j3/4CUF7Er87wXJf/5gf/M3ZqMX7yU2E+Vvpxgh8KqPw2ZL3J3eSbPAh0aCbeZWf3K5yH1vgn/G7ue3eRKhPkkzGC6fAbxPf5fvlf8RvE9xEvUjd9UeSXYhl+MV3kl70xA+dqXchrwibf0s+TO3ExPiqTPj9HfOYj76YzRF9/Hefm6wxiu/TsMO3KlHZljLdkJouiSwtfhM0wqWIQPWgyn5SpHn+exsl9+rU2046P7y3v+LBlhaacoqMk6agJOmqCoZJgXQvyjfEQrxgaW4JEfOYi9ub4K/wZAKQwKIExslhBth+gTL6M7B0hCCPaJDhgizPytEgxIoyNxPNUEVESEQ0Rx3Do6B2OOaYu1LEkCwH/auuu4rGuyaQlB0VYVcMiYOjrCzVE3UAbh5HrIuKJiXtYwTo5YVIucx5PXoJI6WL/fBCBPVtgZ+Kx1bHZ6TvsjL0rIOLiU8PnCJcj2efI9zj2HKqeh7viEhgepD2RgqayGTG4kQ1xdyNKsRghlg0QiKiLh4w1geaDp2DkowWMTDtLj+si0/djNKcG9bFC2wzQmgeZLRkhoCVjWIUg44xEJzCjIrQpOw0m/nJ14Wm31cVevaKK6IEw4WCCoBojKIQJTgWC/TH6ZIg0auEPy/iT1tJjC6qBUtxB3b2Bfvs2xsdfwnj1NpKxfBCk7/uMOuYlhDwGktloOai60gxbGeHIYxxlsfmCcwkgkqtjyBF0MYLs6/iWgj0ycawmvlvHcxr4bhN/heeQrKUIJdaJ57ZIb++S3V3DiI0QtSqWe445KzObnTEzy5hmlcfTJKV5ZAEjwwWM6INtJCe05OJ7iGsiajFCYDuHth5HinztFKg7nVI/PuH+vftUy+d0BwPGnocjXb9n6LMZyU7nEkgS3S6y62JLEv1Eikk2h5PNIRfyBIsFkhsb5Lc2iBXyCIqCOa8z6L9Nf/A2g8HbjMf38Z+Z/yWIBr5yl5F7m8p0nwedDU66cN6dMZitXmQACNKcdHRKNGHixmVGhkFPiTOWUiCIeJMxre/4pheA8iJ+9cVs1Ocv/ND/g02pyL9cC/Opyt9g8503acQ3uBUKM09kuB96n/XdL2Om4Ef5Xt51P4ZUXoCJbpn8DukX+H75p9gVqnjAA1XhF9Nb/GIoxPvW1RVk3g7yXd1tPnYuE7lfQyhf9xppruXxXvsUsZtvMgtt0Gr7NE+HS9sRtYB8WfmfzOtIUpfpoELz9JjGyX065TLOfLmSIcg+XkSnISU49jZoKml6SoK4FGJPlHkjaHBHkck7YIwdVjSjgCQgx2WU0AxZrqM4j5AnX0EefglfsOgSpUKOEgVqZOgTxeT5XiKiJCLqIrZu01W7HEqH1KU6jugg4JOU/cthd2uKz7ouk5Qs5BXjgAVBxjC2CAZ20L0c6iCAXPURDoY4R2Ws42Nm3S7l7BqnueJlfcjXBBEPdk3YHjps9x12xx7bY4/MUyDi49PE51CGA8Hj0HU4cR2qeNgrLoHqQ1aQWDc0duIBbq5FeHk7zvZmlHBCQ3z8oPBc6B5fTc80PoLeKUvTMz4M3CDNqU57HqQ1D9I2gwxs/Up6JhCNEVtbg1yEXsiiKvWoeE3O3QZNv4e/5MOwagZNTIwQiaQI6fGFD4gfRreCBF0D3Zwjjuq4g3O8i823lpvvSYk02v5N9JfuoL9yB+P2bZRiEWFFa7Xn+QyaU5qlEdWjDo3SkH7NxLWWpa18XHl6ASIjXHGOJzpInorsGxhSBMUPINgqjiny+Pnp+/MLCGngOQsoWQUjgViGZHGb1GaG1I5BKOfg+vULAFmoIa57vYRZcDT04dZCGRnuYQx3kWex639AFlDzIdRiGHU9jLIeXihGS7xJ3NGI4fk59dIZvdI5k0qFSbPJdDZlJomMImEG0Sj+M9dWdF1ivT7JTodov4/ggxOJ4+ZyyPk8wWKRxEaRte1NMms5xGf8SHzfZTx+xGDwBEhM8/o9cOYmKU/2uN/Z4p36BuVxHm+pa64P4ox4ZEIyNiYUHKNofTypy4AZTSHGUN7E1m7iquvX/rfoNJG671L+Pf/5C0B5Eb+6onH8gL/1P/8g8tYGj+Yzds7/FYXyd+OEp9xMfZx3wicEt75AoFDnx8Tfxefcb0E8nyKfjAnbY/6P0k/zB+SfICUMqUsS/ySW4MdicZreE7lccn2+dbjOt9TibN3vIT46vXIOniBwWNjgcP9TBDc/RjpYYNZyGDSvr0ZlTSK7GSazFSGekxFoM+mVaZ4e0zw5olM5v5hcejUE0UeLzVHiMNASPHTW+cC6A+TYEWR2ELklydySFTK2zyrndEGTkNMGStRFVlso7iHy5G3k7i/hzLq0SdAmQZUMFXK0STDF4HkgIggCkibhGi4DfcCJdMKxeIwneYj4TzxEHoOIJpOQLKSVIKISDO4Q0HfQ5gnUjoZ0ZsODLvbx2WJSsm1TzqxdpmUWqkiBciaHKy3veAi5sD312BkslJDH29MgAtBRBR6KPo9ch0Pb4dR1qIke8xWXQPYhJ8tshBZpmduFKK/sxLmxHUPRnjoX31+SnvkQv7V8rhLAxFEWEGIGac8DtOfBK+mZQDRGLJcnkkojhgxa8pCy36TsNDh369SkPnN5Odw+rYpkZiGKQpZNqUBMSREQwgTcELppECCCKmr4jok3qFyCiDs4xxtWwFuy+hUl1O1t9Lu30W/dRr99C+3WLeT46snU87nF+UGT8kGL1tmYYWOO2QeWqIQ+Hq48xZVMPMEGwUOWFFQhhOhoeHMRf0nNi+9b+E4Tz23gu3XwW7h2d+n5hFNx4utxIjmFQGaOEuvg+OfM53WeY1cMnkx4/gqhySvogx3kXhqxp19PuwogpwOo62HU9QWUKLkggizi+z5uv8+sXKF5WqJ7ds60UsGtVJEbdYLNBrJt0U0m6CSTtJMpuskElnbdfVY15xiWjaaohOIJEuvrpDY3WdveJJ/LoixRVJ4Ox5nQH7xLtflFuv23cWYfIDzTR+b5AuejAof9HQ772xz0dujNH7/XPoI0JRQYkohPCQWHqFofT+ox81sM7CZTZ4IPeFIaW7+Jrd1aAImSu3Y+Ea/DplvlZafCm7MDXhmdE2yU2fgT918Ayov41RMf/NxP8ov/8B9z9okiwfpXyXw4xRe/lfUg+OkiJ5lfpHjjHf6N9m38S/87cWo+8uGIpNnj++Sf4vukf01YmPIFQ+fvJ9L8vCpeemuujzV+e2uD104h8kEJJlfTOo+K27x36xtoJ2+RljMkOx7+EnUknguQ3Y6QWg+gal2m/XMaxwfUjx7Rqy0f3ifpDoGUiZE00ZI2bWWNg/HLjLsvEzNTl8PXdgUJY0WtiaCIyNkASjaAEp6hiGco5ruInS8xr92nbcm0SNAiSZMkDdKMWD6g7OkQZREMmBkzykqZB8IDTMVEugCR3AWIPE7NJCRrpXGbKGoEA3sY2ib6LI7SUpBO5/j321hHJ9jnZWxBuAIipYvOmeeBSND1F/Axctkee+wuARFfEemqAg9dlwe2w+Hc5hyXhugxXXG/FoGcqrAVMdhPL9Iyr+0n2c1HkJ5d4T6TnvFq70PjI8QV06Ztb1EX8lgNac+fpGeMSJRoNkc4nkQLBBFkiZ435MyuUppXKPst2sZktdvqhSqSnUco+Gm2/Dy7/iZrbo6AHUKfGqi+dlm74Ps+vjl4CkLO8UZlvGGTZQ9mMRBAu3VrUVN1+xb6rdto+3uI+vUUzWw2o9fr0Wp2qJ906ZQnjFo21lBCMPVrxZ+wgBFPtPAFd6HKIYMtr6yzeuqqohl9ZLmN5zQwxxVmK15DIKYRyokYqSlqvImW6CPrz0l7PvYE0dcJODfQ+9vI3SQ0dNy6DUvStlJUW4DIehilGEIMujitGp3SGZ3SOZPzc5xqFblWI9hsoD011M8TBIaRCJ1kkk4qSSeZZBiNXvsbAhAwAiSyOTb393n59i2yidVQ+Dh8378sRC23TukN3sY138PgIxLqGeIzhoQzR+O4v8Vhf4eD/jYn4xSoM5LRCeHQCFUf4EldZn6HgdVg7l0HcB9w5fwlkLj6bRzp6rkKvs+eXeUbBh/yTa3P88n+u6Tt/rVjDec+0R8cvQCUF/GrI37mR/8apZ9/jy++meXm6T9n7Z279KPr3E1ucz/eILz/s9SyUf6G/3+h144gHwyJjQf8QfnH+X7pp1CEOT8VDPA3k2kOLowU1ps+/4ejDK8eOCiVq/nyWSTGW7e/gdLax0HKkRuA+szCVNEkcrtRstthguEpjlWlfX5M/fARrdIJ3hLfAy0CWmJEIGlipEwCCRtnfoNe/RMI/X1isxSbyMRXzYeRBJS0gZwNLmAkOEJxHyENvoRZ/ZBWrUrTMWiSpE2CFglGXG9JXBaCKuAYDm29zaFwSEft4EsW6Qszs8fFqgVVICm5K83MRNFYzJiRN9AmEeSmhHQ8x7/fxDo8xmk0sCWJcmaN0oV/yGMgKWfWcFekZoLOAkS2xy47FyCyPfHImgsQ8QVwDZmeIPDQtrk/szh2HSqCR0vyGS1zrWJxk89oCjuxADfXwry0GeOlrTg76RCq/Mz78FR6xq2+j3P+VYT2A5RpfensGd+HnmVcqiGPgWSuZ4hkcgQjMRTDQBBFXNtmPB1wOjnn3K3RCZhf01fEcBTW7DjrXpYdb509a5O9yTahaQDRX/Lw9z28cQNvdI5v1vBGZdxWCW/cX3p8OZNZQMjtJ8qIsr5+maLxPI/hcHjFHbXT6tGrzZi0XZhqyE4IyQleK6SFRZpGEPwL+Pja3V2huEYkqROMSghCG3teZ9o/Z9Ao0a+XrxV/AqghDyM1IZCeYaRNAikT2Xh2cSGgaVkMY+OyDdcwNtG8AnI7gVcTsMojrPJ46dgFQZdQcjpS0GHu9egNzxlVT3AqVcR6nWCjjrpkqvDjMDWNbjLBeb5AO51mEg5dS9UARONxNi4M0NbX18lms0grvi8j0+a8+2wHzBhz9oig8BHroWP2Y8ckjetGkB0zyvEoR81O0fIjDEQBT+ph0qZvtXD81R1zjyNlZAgH7+IrewzEIlUxx1i4anQiew6vjR7w5uA93hy8xxuDj4g+PatLlCFahNgmxDYW+/gmQylJ9KVvewEoL+Lff/yjv/rDTD6o8zOvJHj16O+Re/DbEOIyucwdHuR+icTN9/iH2vfw1vhTKPf7BHtDvk/61/wh+V+giDN+LBzi7ySS1AQPzfL55kcK/8m9EImjp9reJAnzlTd5e/NNDqQiybFGcH71Y6wFZfJ7MdLrCqJUZ9ItXagjB1iz6wZrejhINK+hJuoo8TqhhE/QyqONNrE6d1EG2yStKMoyGBFAThpPVJFcECViIZsfYpe/Qvv0Hs1Gnaa9gJEmKYZfJ4gAIMMkMKEiV2gqTcZ6l5g2v2zfzck+ayoXILL8EJIUIhjcxRAKaKMwckNEPJzh3atjHx3j9vs4okQ5k7tSH3K6VqScfT6IbI89di5AZGeyUEQeg4inSliqSN/zeTizuW9alHCpiR5t0acv+iufdSldYTcR5FY+wktbMW7lIuxlQhjqM+dykZ5xqu9iHn0Rr/IeUvcAfVZBWmEkP3EU2uYFhMwDDMU0TmQbJZJAuZge61hzzPGIQbtJx+p+/W6rvkDWTbDlrrFjb3BjusXuoEjCiS598AMg2OA38c0qXr+M0zzBrpzgL/MXEUXUne0r6Rn91i3kZBLLsq45oz42KBt0xwimgWyHUOwIsh1C9LTV5/ScEEWBUEK7aMM1iFy04gYiIpbZYNg8oXb4wWJOTa2Nv2QsghKwFxCSNi+BRLmAkavOqBsX2zqGvoGuFxAcCbsyxjofL2DkfLS8vV7wcZUZptXC7J1gV++hnt1HWeXb8lS0ozHqqTTtfJFpOoUTCmDj4yzxD1FV9dIErVgsUigUCIWeFNWatku5N12oIN3pZVvuAkgWhai6ZLITPWUvfsxe7ITd6Cm6fPVveb5A0w5TdgxOLZ97syldZ7WaBCAKIhkjQz6QJq+EWUMh6/jMnDDnXoJ7Yo6vGLuMnmlz1t05rw8/4s3Be3x68B4fGz0iGE5eBZDYxmKLb0J4DUQJPA8mTeifQf+MYeUR0d/6p14Ayov49xt//Uf+DGLd4Rc2ZF568BNEO99BIRagnw4y3/8JTosZ/rbzf8I+9tBLfb5H/Bn+iPzPCItD/mE4xF+Px+mJkBz6fPe7Gt/yjos8XXxBXdXA/A2/g9P8xykNDPTBM1XoqsjGzTipoo8o1BnUD6k8vEenfHbtPGVVI7u9S3wjjpZogXQfda5gjDbRRptow03UaXbpjdtTRbRCCK0QRlkLouSCyHERv/U+nYdv0Tw7oNlq05wrNEnSJcbXO/gOwBM9hsaQulxnrHdQQh3i+uyyTiSneCQln1XdirIcJhjYQ/dyaKMQclVEPBjh3qthH5/gTac4okQls/AQOcmv/+8GEQBXl5lJAn3L5eHU4sBxOBM8WqJPW/Loij5Lyg4AiGnyoj6kGOV2PsrNXIj9bJiIft0bxhn3GD/6ZeYnX4bGhyj9YwJWFZ3lK17bEy8Vkb4XZ2oUmOpFXCWC7/vYc5PpcMCo3cZznX9rt9WQF2DHLbI7W2d7XGDbLLBh5VD96+cu6BJy0kDQZvjTKm73DKd+glU6xD4rscyNTAgE0G/cQL9zG+3WAkbcQoH+dHoFPh7vx+PFila0DVQrvgARJ4Do6oj+1zdyAEAQIZx4Cj6S+sXeIJzUCUQULKtN9fDLVA8+pHl6Sveszahpsmzgsmw4T1SRC2UklEhdU0GMC4My5amWXN/1sOtTrPMFiFjlEU7j+iLD930cs4XXOcZvH+H2ThZ1OP7yDrNWNE4jmaaXzjDP5WAtj5rJIAd1BM9h3mnTqdeWGr6lUqkrFvHxZIrG0LqigDz++bw3ozW6DjUJvcte/JD9+EP2YicUg51rSqfpwelc5MSSOJ6LlCwR6xkqlgSJXDBHPpAlr4TJo5B3PfLmhPykT3ZQxRnU+aq2zluxV3kr+gpfidxlJhlXjhNyJrwxPeTTTo1Py1NeiQTQYk8pIpE8SMpCmRzVoH++gJDBGV7vlHnnEAbnqKMGc1fiK94NvuDd4ednu/zk//AnXgDKi/j3F/+vH/zjBCca78T6vPTOA0Thm7iRLPAgd0Tkzuf50eDv4aut11AeDPiN1lf5s/LfJi81+EfhEH8tFqMrCWzXfH73V3U+9uEMwfPwERjf+Aztl7+d0iiK91R3gCfANKOxuyOR05sMmweU73/IqHO9XTKeL1K4eZvc7g3CaR+nf8j0tIrWzaAPdlDmyaWvaaaKkDVI7MQximHUQggxpjKsn1C/93maZ49otrs0pyJtYiu9RERhYb617Ks2VscM9DpEamihLlF9elkrkpBXfzVlObZo3fXXUPsBpLKL+GCI+1EZ+7SEb9u4gkAtleUkX+T0AkROCuucZ9dwVtWIXIDIoj7EvQoiooClSkyAnulwNLU4xqN8kZZpix4dycdZASJBRWI/E+J2IcLNbJgbuTA3smFSoavFg67jMKhXmRx/Bav0NkLzI7TRKSG3SUScLIUzz4e+ZdB1IoykDCMly1BKM3IDzKczJv0+5viJ18Myt9VexGYYtFeoIiLrdo7tWYHteYEdc7F/VhURQ8oTq/a4AnYXp32KXT3BOnqE+eABbnu5U6ycTqPdvoV28xb+1iaTTIa+rtMbDBbD6i4gZD6fgycu2nAdHckJodghJDeA6KkI/nWvk2WhhxSiaYN4NrAAkJRBJLWAkGBMAyxmswoz84zJuESr9IjmyRm9cpdhzWLWUZa20su6g5E2CWUdYvkIyc08scwWgcDmFRVEkq4Xjfq+j9OeYT6oMT9oY9dnuCMBlqTAvGl3ASG9U9z+CW6/BM4CBDxBoBONU0+maSdTmNkc/loevVggurFOZr1IPmig9bu0a9VLI7TB4HqHkK7rFAoF4uk1xHCSsRShNvauwEhtMFs+O1OwEZUektJlL3HKrWSZ7VCdotYjKl0vYO46AsdzkRNL5GQuUbMFZFFlLbhGPpgjL4fJCyp51yU/n5If90kPq8i9M5g9KSgeSwZfjrzEF2Kv8Vb0Fd4J38YWr0Jz3Ld4U5nxZkjhzXSau9kNZEUD14Fh5QI+FhDi9UtYlwDSRHwG+ua+zDv+Hp937/KWd4d3/P3LGVzefPrCqO1F/PuLH/mv/zNUKUpZOOT220Bol0J2j9Otn2awb/JX7T/E9D5stUr8Gfnv8lnpbX4sHOIvx2J0ZJGbZZ/veUvh9sFiFTxXozTf+N3UYq8yfqogvR8QOcvYFCNdbnt1hocfXStmFUSR7PYuhVt3F1CS3ceuNRk8eoBbcdBGWYQlK8m66DGJaYQ3o2zdSRHdikJAot1qUT94h/rxR9RbHeoTgZm/3OdAFjwMVcITZKZz5xqQuNIMN3aOFGlgBLvEjCkZxSX+HBB57KpqCAW0QRCp4iM+HOJ8dIZ1dIxvmniCQD2ZvlRCTvLrnBbWOcvlseTlDrWG47M9WdSG7I7cy5+zpo8vCpiKyMj16U4dyrbLCS5lYaGGtKXF3lrxDNRkkf1MiJu5CDdzIW5kFyCyFtWfrIo9j1G3Q69aZnR2H6f8DlL7Afr0jIjXJqFOUcTlqsXEUen7cYZimqGYpOfGaE41Br0B1pL5SFfcVpMC/bhHW58wE5fn5iNOkO158QJCitdUkaeH1skpAzmhIwYF3O4Z1tEB5oP7zO8/wHz0CH+2xLtEEFC2thB3drCKRcbpNJ1ImI7jXEKI63iIrnbpBSK5OqKjI7mBxc9fhxoiiKAZCqG4RjwfJLsZJrEWIpxapGNEScC2u4s23Nn5ZTvuZHJGr1KhX5kwa2lM2wazjobvLoMRj3BOIVGMk9oqsrZ7h2T+FoHAxhUV5OnwfR+33cauVDBPqsxPB5gtC3+mIUkJRNm4/n+sCW7vFLd/its7xemf0tYl6sk09WSKSSaHt7aGUigQ2VgnUyywEQ2zaaiklOUW8bVa7bpFvCBgROIQSDKSI1TtACcjkUrfxFo25FCwEJUegtJD1ftEQiM0Y4iqtMiqdfLykG3NY1P10J+5fK4PFVvkzFIYiGk8dZOEmr0AEI+8OSU/6ZEa1hB7ZzCur3yvu3KEL0Vf5gvJT/FW/GN8oBXxhKt/MKtKfDoW5s2wzpvyiBuzCuIlgJxid4+hf4YyaSMuk8Geipkv8vPiPp/z7/K2e4cTew/nmREYkYDL3aLMa1mdP/Ht3/oCUF7Er3z8hf/y/44fTWIP3mLj/V0CiSz+WprpnX/Bz2S/iZ9ufpbwvQZ/2Pun/KfSv+QrAYn/PhHnSFW4febze78gc+N4jg8MY3vUP/F7qHprlzKxKcNJoontH7M7Okeql69I4YIgkt3dY+OlV9nYf4Wknserm5ilDvOzIcL8uqoxlSccSibVUJLEfopXXs9TTGs0Gg3qtRr10wfUq2WaIxt3yXJaxCUpTQkGdDw1wtCW6A+fFIsJgothDFHCLcRInUCwR1SfEFdW14ioauZJseowhFTxEB6NcO+XmR8c4A2H+EAznuQ0/1RqprBOaa2IqSyHJs19nJpZpGX2RosUTc5c1H7MJJGh49GduTRdj2PhKRC5SM/MVtQAy6LAbjrEjVyYm9lFWuZmNsx6IoAkLhSj2WhIr1qhV6swqJ7gVt9H7h5gzMoklREpbUJgRaut7UsM/DgDIUnPi9GaBah0fQaTFc6VF6rILK8zzsj0whYNeUBD6C11WxV9kfV5dgEhT6sibhQ5fgEgSeNyZoycWgyyc4d9zPsPMO/fW4DIgwdYp6eL3Puzoev4GxvM19YYJpO0QiGqskRvOkNw1QVsPFZCHv/s6gsl5OtNDQpghBQiKYPUeoi13Sjrt5MEIiqeN79UQZ64oj7xBXHsCfOByrRlMG3pTFs6s46O7yyDEYnEeorM9iZre3cp3niDeG79GoQ8DSBWpYJdqTI9P2dcqUPfR3HDyJENpPgWYuC6eum7Nu7gnPG0RtPvc6JanCcMnNwCQILrRdLrRdbDQTYNlaKuoj1TpGpZFtVq9QqQPE5/PR2uqDIQI1Qsg4oToO0FcZ5WQp8CEFnrEw6N0PU+KD3mtDG9IVwYGG5rHtuqx47msqb4177rli8zFVMgZAmTJjcPUJiMSAyqCP1zGJZZmh97OtQQxDZpJO/wVuw13jJ2eUtIcd+5vhDZkFzeFAe8OT/jU8MPKLa/itA/Q5l0lhaJXzlXoCrLF5tEWVZ4xC4VPk5zfpP2MIvtXr23pkIqn95N8ZndJJ/ZTbIeN/D6fToPH5L7zGdeAMqL+JWN/+7P/mHm6QzB2r8m/fAbyGbzVIs9/Je/yP+q/EFqD2N8qvYO/73yv+BqXX44EeOXAwb7ZZ/f9wsCN0sOPgKt7MepvPw76DmL99b3faqRLn3pEZnmPcKTq7JrsrixAJIbr5DW1/Erc+bHfez69dWzJ9qY4VPKap/3CTIvvMbLNzKsa3O67Qb1ep165YzecPkMWo05OTqkwzJKNMdMTVEe27RbPfA9dH1MMNgnEOyjhtoEgj3C+hRpxbNFUZKEQjcIajto4yhyFcRHY5wHZ8wPDnBaLXygE40vUjOPvUTy65zm15lqyx08Fc9na+KxO3riIbI7cclPfUS4qA/x6FseXXdh834mPFFD2s/rnBFgKxm8UEUWasjNXJitZBBVFrFmU3q1Kr1aZbGvnuM0HqD0j4jRIaVPSWkTYoq5Ij0jMCZCz4vRsULUhjL1kXLN3Ozp0FMJ7GKIYcKno82oCV3OaTBmyYRpIOKE2JkvakS250W2rQI7gS0CqcglhEgpY/FzTFv4XXgeVqnE/MGDBZBcKCNOa7nrqhsOM8vl6MfjNAIBmnqYqZFG8gKX4HGphrja0rbdrxWiLBDPBshsRchtR0mthwin5lhO+YoK8vjnp31BfB/mfZVpW2fW0pm2DGZtHW8JjCi6RmZ7m9zubXK7++R29olmcwiCgO95OBcAYleq2JUK83KZSbmMVakg1OuItosYKSDFt5Di24jxLcTwGsIzq3rf9xk6A6rimFrYp5kLYu5liW0UWY8E2dQ1Ng2VmCyttIn3fZ9ut0vp7JxHxyUqlTKjXvtaTY/nC3R9g5YXWmx+kBECotJHUHqIao9wcIRuDBCUHpbwGECeeQ/wKSjeAkg0jx3NJ7rE3Ejyg0SdCOmRQKwzJNisIrhfo6NG0p4UnT7VCXMe3OQLQoq3pvDWYMzx7Ppx9qwGn+q/y2c6X+LNwXsU5ss/pwAzQaAmS1RlmYosU5Ml6oqGE1lDiG8RjO2geVv0+hnOGhr3yjbDZ6waoobCm+th3oj4vC4MWO9VcaoVRpUa5daIytCiIQc5UwL8v3/8L78AlBfxKxc/+AP/V0a5DKnTnyJ2/lsorOU53Xmb1q0Zf3X8B1DeG/D/dH6U36n8FP9TIso/CofIduH3fs7nk488PEGkufYm53e+m5GzaGfzhDnlwEPU4bvEhk/y9KoRYO8Tn2LrzsfJhbYRGi7z4wF2fXLNNsEyGpixI2bRYw7FKV91tomHPs1eWINJl0qlQq93vVUPIMKQHC1y4oBsOoGYuUVZzHGv0WPYaRMweoSCPYKhLsFgj2CwjyQtX82LUpBw8CbB0A10O4NSF5EeTXDulZk/eoRdXihBvXDkSqHqSb7IaWGDsfHsLPNFyL7PxsRnd/SkPmR35FKc+cg+mAIMbJ+B49FzPU59jzPBpyV5tMQFiPSlZXrCIvJRnf1smFtPgchuOoQieAwaNbq1Cr1qhX59ASTzxjGBeZWUNiGlTUhrUxLa6vTMzNfp2hEaU53mVKM1D9JdMnsGQSCcTBHN5iAVph+waUojqn6bklejQg1vSev0FVXEKrCvbHMjsk8msbYYWncBIVJcQ3jKBMszTeYHB5j372PefypFsyRl5AsCs1iMbiRGL5xgGF5jHCrgKMkrICIsdeZ85nwlAW/FhOnHIxVS60FiOYdQuosUOmc+P7uSlnHd68qA74M1VJi2DMx2iFknwqQpLnV5VTSdzPYuud09sjv7ZLf3CCsqTrW6UEDKFexKmWm5glmuQL2GaF19QArBzAWMbCHFthFj6wjSdVVvILs0EzLD9SjSZpT4RoRi1KCgqcir5MXL1+TTmVgc1XscnJxRrVQYdRr4kw7yEkO6qa/Q9AK0BYG2PKevjlADAwKBIaLaw6LD3L8OIM9GUg3wsUiUfUNgTRwT8tqIz3SHCT6EJy7RvkV0aBMb2mhLrjWCtGjFjW9eFJ9uPvk5vgnBDL5rcdQ85612k7dGc75g6VSeafkVfI+746PLlt9PDd6/4kEyFYRL9eMxhDRUlXk4hxjbJBrfJR8ukA/lKYaKrAXXmEwDvHXc4/NHbd467tAeX32Pg6LHawy5O66Sa58htpq0pCCNQIJmIH6xj9HTrz6jX9SgvIhf0fihH/hDdAtZsvd+mkT3N5NbK1K58xP8wsZr/PTZZ3n14D3+R/l/5CzU588n41imxO/8JY9vfQ/wRar5b+T85ncy8xZqgC+2qCsfEGp9hOIubjSiorD3sU9y58ZvIO5nsE9H2LXrQDINtJgn32cav8809pCaGeao9Uk0bqI7Lv1OC2+J9J6kS4EGOZrkpBG5jV3swpt8xU3woHGOOzolaCxAJBTqYRjLB4/5goJubBGPvERQ20Hth5BLFu5HNeYPHzJ/8BBvPGYQDF2qIU+nZwbB5e3Gkg/rc5/tgcPeU6rIxtRD8cEBho7HwPUZuj5nnseJ4FEXH6siPl3JW9FkC/GAws1c+LJY9WY2zF46AOM+/VqF7qUislBFzE6dhDoifaGGPN6el57pzIO0TOPCaXXRzntl9owgEElliGXXiCYz6MEoPWlOnT4Vp8GRU+JYPGcsPV8V2RU22dN3uBG9wV5mj0A6uhRCHofT7S4g5LEycv8+1snJ0hSNK0kMIgmGkSzDcJ5xaJ1pYAP8KOKSTp1nQw8pKNoCVGzTxZwsn2uiB2XiBYlodkYg2UKLn4L6ENM8wzQr+P7qwZC+D8zz2L0Ms3aIccOnXx1jL1lly6pGZnuHTGGdZCROXFQIjCa41SrzcpnZeRmvWkF4ThuuoEUgvs187TZicodgYA1VvF7wamki81wAZT1MYitKdDOKFH7+nJqp5XDenXHWXRSgnnUm1JtNxt0mwqRLghExYXZNiXOBrujTlU3GwSGjYJOxUmfO1waQkBKiEFo8rAt6mnXBJuvUCToVPLfKTBhea8STbY/oyCE6sIkNHSIj+8IhWli0214CyMZVAAnnF11Fg/JlG67XP+P+aMLnLZUvSGt8KXSTtpq48vck3+HV0UPeHLzPm/33eGX4IWPBvAIgdUVlHs4ixLeIxLYohItPXleoQNpII4lPoLncm/L5D8745ft13qpOaDzzliueQ3bSJTofI3suE0WnGYgz1JbMJHomgjIUIxrFdJi07vND3/PpF4DyIv7dx1/4U/83GhspNt79eeKzbyFUTNF59Sf525HfS+mDNH+g98/4T9V/wI+kwvyMHuC3f8Hnt3/RR7Whnn2D0u3fwZQgvu8jKhW67pcxuieXxzfym3zzJ7+TrLiO9XBwbWKvGxOpBw6x4z/DPPERg7lKb5Cl3tnFmUXxlxSyBZhRpEaBGgXqFGhhFO4y3/om3pI0TvqnYJYJa32CoS6KslyGdcUIRnCfbPwTRLR9lLoC9zvMP7qPee8e8+NjTFHiNF/kqLDBcWHjwlNknW40tvSYgg9Fh0Whas9h90IV2Zx4aI/rcDyfgbvYKq7H4UXBakvy6Co+LdFnvkITCajSRW3Iolj1Vi7CZkREGjTp1Sp0q2V61cW+36jh2RZxdfYEQr5membRPfPYXbV9YW7Wt3VAQBBEIun0BYTkCAeShJQYMzyqVpuj2QlH7iknapmK2lypimy4a+xKW+wHdrkRu8HttTtkc4XFLJQVduC+52Gfn2Pef8Dkww8Yf/gh9qMDhO5y+/S5ajCMrDEK5RkHN5gEtjGNLL64WgnRQzKRVIBAVEWSRFzXYz62GXXNldN69bBHODMmkKyjRo+RQu/hy4crW8dhMWLAMIro+jpYOWatAKO6S688oF2qMp9cV1EkWSaZSJM0gsQ8iIwmyPUmXrmCMFme0nwcniDQjsVppgtY2ZvI0U0ieoYiYeLOkgJdSUDJh9DWn5pTk9SvpWUc16M2MC89QBYgsgCScm/KcDwlLY5JixPSwpi0OEYVrn+np9Kcnt6jrTXo6B0G6gBvye/BMwASyJGXDPIeFKw5uVkfcXxI3zllIPXoB1ws7fr7bcxcokOb6NAhNg8RNDYQYlvPpGK2FuoIXAEQ+mf4/TPc3jF+r4Q/7fFhaI+3oq/yVvRVvhh9hYFydaGiehZ3RvfZHX9IZnoPdX5IR3KZh7II8U3CSwAkE8ggi0/eG9/38QYDrHIFu1KhVqrxxfKIz48k3hbitNRnFke+j+R7uM/5vD+OiCKQj2isp8MUk0EKMYNsQCWORNgBb2gx7s4Zdkx65WO+97/77heA8iL+3cZf+DN/hPpalJ23v0TC/Sb8XZnua1/mf3b/EPo7A37E/ctoofv86VSSbEXgD/6kx1oP2qlXOLn9OxlLCXzfQ5aPGTtfQegvOnBcUSRz97N8S/4zSGfuFVt6MSgj7ce4Jz3k3PtHBKQSg0GWwSDDaJTGf6b9UBZhTepRsI8pUqdAnRhD/GiB4f4bPIzoVMwqolMjqA4Ql6QiPF/AJIYe2qeQ/BSZ4MsoFRH3Xhnzo48w733E7PiEejzJcWHjEkaOCxtU0tmlrpIARV9kx/TZ7trsdGx2xx5bE4/Hrt2+7zP2YOD6NFyPR77LKR51yaOrCbREj/GyQkyeFKzezC3SMvvpIGvyDH3cYnABIt2LYtXpoA/4BGX7ihqS1qYktQnyilqUq+ZmQVrzwGV6JhCNEV9btGJGQhkiWoIgMURL5mRwyqF5zIlyzrFW4USvrFRFon6YPWWb/eAuN1O3uLV2h/31W2jq8tqbx+GaJoMPPqD/1XeY3vsI9/AI6fwcyVoOm5NAknGoyDi4wSi0zjhUxFIjPEsJoiQQTupEUwaR9MIDRDNkHMtlOrTo1qa0zkZMlpmEAXpkjJGookQeoUYP0eNnyPpyNU6Woxc+IBsLTxB9Hc+MMao7dM87NI4PqR8fYo6W1EUIAjFZJTp3CHUHRDs9Qqb13CqXbiRKLZmhnkxRT2ZoJDMYkSLbgQw7XpDtvku8b1+vAhJAzgQuh+apxdCVOTWPbdkfqyBPw0i1b+Je9OMK+MTFIRm5RVoakcImuqQo3REcelqPrtalq3XpaB3mTxmYXQGQ4Bp5OUjeEyjYFvnZiMigBv0S9ErY0zqDiMQgqtCPyAzDCt4zBWOC5xOeq0T9JDF1l2j4VbTE3ScwIsrXAIT+2UXLcwl50rpShGoKKu9GbvFW9BXeir7Kl6IvMZWupmwUd0Zq9pCEUyKljtgMaWxE1iiECpevLRvMojzTKuyORotaoHJ5UZRcrtCrNCi3Rzya+LwbXucwVqQeTDJTnv8dejqiikAxqlFIR1h/CkBiiIRt8EY2o47JsGMy6piMOrPLYasiNjn1IRvquxS0d9HdI+I/NHwBKC/i31388J/9I9RyMfa++C4J5TOY+yOOX2vyN1u/n0/c+yr/g/KX+NEE/DM1xPf+rMe3vO8zDG9wcPt7GATW8X0PkYfYzpdwxouR9I6sk7/9HXxz4DZi88kNRwwrGHdT1FIu//r0HyCODrEmEcbjBDxzyw0ZKpvGjI3pe6yb98nSRsRjGpAZbt6glo7ToIfst6/NrABwHIXhPIqnFcjlPsHtwm8i1DKYf3Cf2XvvYb73Pp1qjeO1whUQOcmvM9Ovt0MCpEWJG57I3shlsz5np2OxM/YIPFWu8hhGWq7HQ9fjAJczwaNnCAs/kWfbHy9CEGAjEVjUh2TDbMdkMv6Y0KTBqF5ZQEi1TL9Rv7TvVwSXpDa5kp5J61OMJT4McNXc7On0jCUEiOXyxNJrRCMZIkaKsJgg5EYQBj6NYY1j6TGElDnRKitVEQmRTXWd/fA+N9M3uZW/y63kLVJG6rnFkOPxmM7JCYP33mN27x7e0TFquYLR6yIuuZW5osIkmGcUKv7/2fvvKNfy674T/Zx8kDOqgELle6tu7JyYuimRCqZNiR7JfhrLSl7Ptt5YYWzJHnk8GkuyaNlPtoZWGNnjsS1bsmw9WdESJYrdEtlshs7dt2+sHFAFoAo5n/z+AC4q4XaTEkmv93z3WmcV7kUVDnAAnN/n7L2/3007mKMVzNEJZHHko5O15peJpH0DCBmCSCQ5gBHHdqnsdTjcaXG42+Jwp0m/Pa7c4qGGiuixHbTYNnp0Fz22g6QeBzEBTZscOaP6Rw6pAyAxWjalzTWK62uU1lYorq/Qa5+FGcHzCPVMIr0+ka5BpGcQ6puc5spGIEgpnqKQTFFIpCklUhSTKZxMFt9Ulkuin6sNh9mqTfywj1rqfhFzakK4aT/5rjEowQwzICNTsmqXjnnss3tMBeNXaqSEDikckq5MzPQjj5FLt+QWVf0IRtyASzaUHQJIlqwaJuuKRwDSPAIQmnvg2sN3BPq6SD2s0AjL1CMKHb90BkJlNCLaItHwQ0RS7yccexSpXTkDIG59C7e2hdQ+fFsVTEfUeSFyhT+OPcxLkQdYDV7AFk+WtlRMZuUWV/we746FeG8iQy6YQZFOAojb6RzrAxps9b0CO8Mm1CI6JX+Moj9OwZ+gGIjT/yJAJCjDdERjdiJyDEA0oogELXCa5j0B5HgYMtQDIrp/nxn1dS4Kb3DZuIbuHRkn3p/Fcz++ovHPf+wH2U+HOPfSNdL6e2hc3OVzl2L84doH+O78b/Ptvl/lf52I4c/L/E+/7xI0AmzMfxP72fcMvEDcFXBfxmgPusodf5z0wp/nGSeH0h9CgyTgu5LEvODjjzbfYGfjZdyOgHeq0TAUDrKQDjNrbzB78Eni3TUMVaQZkmlGfdRSCZpqDzi7+FqWSquVpNGPgn+G+flneHLyPbjXb9K/do32tbdYKx2ympxgIzs9gpFSIjX2uGiCwHlNZckSmK9azO/3OVc0SJ5qjvM8j4brseK43PEc1nEpalCWPQ5s+x5zgyEd0gaqmXSAnO6QcluEO0W6pWFZprB34mpawDtRnkn5+qR9XcLS+HT+3fLMXbv3u+UZK5Ahmp4iEkkT8ScJyQkCbgS9q+PVTPp2n22twKaWZ1Pfe8esSFSOsBRZYjm1zHLiAkuxJRaji6hjmihd16XVag2MycplGqurGLfvwPo2+n6RcK2Cv3+2nAFgygHaoWlawakhjEzT86VBlgjFdSJp/8iMLJIawkjSh+aTcV2PerHLwU6T0tYhBzs1qns29rgxyYKNFimgR3fQYjvosW30SB5RMRBFFV0/Dh93HVJn0PXcyJysXa2w/9orFG68xcH2BoeHJXpjLNQFzyPYN0cgEukahPoGkgddTaeQTFFMpCkmUhQSKYrJNM1UGj2XI52IMatrzPhUFmyB6apF5KCHk2+/zZwaGWU6iJnUOQwpbCkeGz3zqCek2qPcPvY8jwGIqNZGt3WtSdSziRo6cSNOwkgQsANn9mcJFg1fAzfs4kv6SE0mmQrGyXoiU7ZFttsi3CodAUhjF+4xXdoVoBWUaUQ06okQjSCY0tnX6NNniPqWiQgZImaAQKuLUN/FrW8PAeTgHWW4x5tQ17QIr4Svcit8lULwKg11Dk84ed6KywLvigZ5dyzMu6JBLgR0REHA7fWw9vexhgooa2+PRr7I7mGTfMOg4Kkc+OMjCCn547TV8Q304yKoSswmA1zJhnliOkZOUwmaYH1JACLRCIjUAyKdqEIrKuMpTS52XuXJxis8U3v5jGLoQInz6fhjfCr2OF8QF3nt//Gt9wHlfnz54+c++nfZjqosvnSdTPAZylfe4vcWHuHGmwv8k9YvooZf5Z9GYnzLp+AbXoO97HvZWPxmLFHHtTYQhc9jtA8AkAMZ0rMf4l1GEvkul0Q0rIcC3HTzvHrzLaxTtXRV65LKpHj83GXmm68SXvk12tY+jbBCPTI4GfW1s4uI40i02wlarQStdgJDybCw8DhPJRfwra7TeO0NbuT3uCnrrE3PsTo9x3pulv49ZLxTmsJFv855A2aKfWZ3uswWDbRTCgwPjz3X5ZrjsILLtuRRVD1KjoN5j69aWJcHapmEj5xqkbRrhFr7mKUdaoU96qUi3qnSjk8ySWkdUnqHTNghqXeICnUkxmde2sPyTHlYnqk6YZzIIqF4jnAwRVhJECRCoB9CbHh4pouHR1muHYOQd8iKCBJz4TmW48ssxZZYji+zHFs+kxW5O7TurjtqpVKhWjrAvL2Fsl0gUq0RqZeJNA+RnfGlk64vNcqItIM5jOQMvlyGSDpAOOkbAsjAHTUY0xCP9alYpkFxa5vCZoHDnSa1fZfWoQ93TG+FIFpo0Tx6dAAiWmyHQKJDMJg9lv042jRtAkEYlDqcSgUrn6extkZp5TYH+W3K9QpVy6A/TrFyF0aGIBIwHTr+yCjzURiCyGEqhTCVI5GIM+vXmdFVZn0DOe6MrhJ2PKy9Dlb+rjV8e+ycGk8S6EZVSkGJdQnesC3eaPfYq/ewR7aoNoJSR1SrRyCiVFG0OqJawxUHGR6f7SNuxIn348SNODEzhnTq4sLDQwyKBBN+JhM+zoVlluU+0VbxCEDqO2COL4Ede1MgnMOKTdFIhmj4Xepyg6azh3tqMJ6ASMiLEzV8RBomodIhev3tMyAwXgWzr8hUtABG7CL9yOP01PMckKZgn5XDT2kK74oGeTKo8Vi/Ta5YxN4fAshegd2DIYDYMqWhAqYUGIBISz0LcqdDFgZGb6dfxURQ46FkiMtBH/PIiE37HQGkEZConwKQul+kokJ7+LVRXIvHm9d5pvoy76+9wtX2yolJ6H1B4Zp2jreYZdWcoNGWibQahFt1vG6b/+23/ug+oNyPL2/8h3/xE1wX+8y/cpOp8PspPvYiv5z8CzivuvyC8//mvyZbvNIN8oO/4xDtJrl94a9Sj57HtQ8R3BcwOoPmV82fITvz53nUSIwskMQpP4WFPq8X75DfPT4vxyUcPiQYN3jo0tM8bDdpr/9n6uYGjcggVWufmlrretDuROi0UrRaSVqtJN1ehEQuySPpGSZKNe7s5Hmr2eVOIs3a9Byb2Wls+eyC5BPgUtDH5ZCfBRMmd7rkNjpEDvvopnPiNNTHY81zeMsdwMiuArs4dO7RJ6LJIksTIRbjGlnVJOXUCbf2cYrb1PZ3aVcrZ/5GElwSWpfJgEk25pFU20Qpo3njsxWD8swgI3LYD9AUk7iRJXzRecJ6kpAQJWCF0doa9I6epyGY7GhFNrQ8m3qeDX2PLX2fljg++xLTYizFlwYgEls+kxVxHIfGMYv2arVKpVylVmpjFBtEyw0itTrRRplwq0SgczDWvdIRZDqBLO1QDjM1izh/Hm15mfBU4gSIaP6TqXHbbtPr7dJq7HCwU6S826VWEGgdhOjVU+COgRG5PyrNhFINolmIT4YJBGdO9IYoyuAc5LQ7WHt5rN1dzHweazdPe2ebw1KBSrtBXZFo+jV66hi1j+cRMCxUV8BW/DRDcYqpDIVUhmIiRW9ykmg6zUxAZ9anDSFkACDZY5LcsXNqDrpnVi4PONQEVkSP1yyTN+zBmAIbF0FuIKrVIXwMAERSB8ZkrtgYdHIfC9EViZmxEZAkzSS6fRbsVVVkKqIw5zfJCSWmjDX05gZ07u3PMYrg5AkFjBedoR/0U5dqNIx16o1X6PS3Of1CZRsiDZNo0yLStAi3bMZYlNwTQA4UHTeaIxSdIxeaJhvMouvTHHqTrJs+XmtbrHXPwt684PJor8XDB/ssr61gbRfZa/TZN8UBfNyFEH+cpvbOABJVIBtSCYd8OIJIpT2Y82OduiCKShILgky2B9kuRE715I0AxC/SCIi0YwrtYwDSuleTkudxvrvNM7VX+NrqSzzVeAO/e/J1F6wI2+0o+VaIvW4Y25OQZJlwKk04nSSc8RFISFhim6/58E/dB5T78eWL3/3ln+el6h651+6QjTzN7rte5P/S/woLr2/wj5Sf4R+lNXI3FL7zOY/S5DOsL34zDjaO+Tns/lvgeYT0CTIzf4EHreSoc8Q7H2AtWeHV1Wu0R/V1j1hsn3R6k0AyzQOpC7h7n6FmrtAISXinrjZNV+SgE6Bbn8Ko5Wg2k7iugiALZLMZFCnIXqPNLRtWJqfYnciMbVwN43E15ONqNMSSKJPZN4jdbiDud/B1LHzD3bp4FPFYx+GW67AiumyLHkXXGXsdJokCcwk/izGNnGaStBuE2/uIpU1q+7tjmxzBI6wY5BIiuZhHQmkRdg/xO5UTVyqj3/agdkw90/ASWMFF5MB5InqKMDGCRgSlo5zIXnh4VOQGm3czIsECm3qevFjEGVNskgSJ+cg8S7GlM1kR13Wp1+snIKR8WKFW6tCpWYimSrBtEq1ViTTLhJtFQu08ujHeh8ZSAvRiM7hTC8iLS/guXyJ8eYlIJkQofjIL4nkeplmm19seeoLs0KrvU97r0yhIdCpJ+rUZzFZm7BwXUe0QSBwSnugRnxJJzURIZjPDeTFTiKKGZ9tYxRJWfhdzdxdrNz9IxecHUNJvNGj4NRo+bfSzp91DeizI9H0hqtEU+ckZtuaW0aanyQV8g+zHEEDuwkhQPquk8DwPu9LH2m3R32nS3W7ilboIY3xUirjcwuEWNrfENivqAYZaQVSqCMNsiKLV8aQa3EP9MtgpxIkz782TttIEOgG85tlLdwGPCbVHjiI5c41p9ohTv7cXrh4ZqF5O+IAM/x1M43ZKtA5eoFF/hXrvDg2vgDlmNIGv5xBtWCOFTaA7uIi4F4AUZRU7kiUYmR2pYKZCU+SCObLBLAk9wU7f5vONNl+oD7ad/tly8Uy1Qm53j/j2Pmq5QwvfCEIaX4QMNyxDLqwOVDCpMLmYj5RPoVk3WS+0eLPQ4Hq1Q//UxY7fhRlbYsYWmbFF/KJAIyB/6QBy/DEtg2i7wVRlk/fWXuXJ3k0ecDaIn7o46dgK2904h9IcrehF1GySQEJCC9lIchePGpZTwnAKWFRGYNvpuHzzN23dB5T78eWJz/7+f+HZ22+QvnaLbOx9bL7nZX7B+W7+3PVP8ZcD/44fj0b4Hz8h8OBWglsXvoN6ZAHHeBPX/ByuY+CXQszNfhOXvSnE4Smqe17mhm+P6+u3RvMvFKVPJnOHyckVFF+auCDQtnawpZMfSdNV2TBUSvUQHJ5DrM/AcNluBEK4qUkaosaGrLOezuCOmcibsk0u6woPTaa46PeRqdrIdxqYGw3kap+I6+ETBXp4rOGwhsua57AqDFxXe/dICScCKkspH9O6Q9ptEGntoZTWae1vY46bwwKoksPchEouIZBQ2oSdAwJWEcUbX87o2fJIOVNzYpj6POjnCSgZQk6UoBFGFwJnmktNwWJXLbIVLrAZKbKp5Vlnh8YYd0yAqBYdZEOOZUZmg7N0mp2TmZDDGrVSm27dHsyHsXVkSyHSaBBuHhBq7xFs5wm188jOPaYMRybwcgvI55YJXLlE9IkHCJ+bPgEhrmvR7x9zSO3t0B0CSatepVdJ06/N0K/P0K/NYLUnxu5L8feJThrEp1TSszGyC9PEJ7MIgohTrw8UEPk85u4APKy94e39fRh+Vi1RoHkMRBp+ja423tOj6wtykMhwOL2IMLNAbG6e6Wh0ACC6ypxPY1JTkN5GV+x5HrXDDgd3anS2GgilLuGaiT4GRlq43BK73JZr3FYLrPi2aOj7SOrAIRVhfDP03ZBFmWxgIFXN+rIkrSR6Q8Epd6mX2/SMs6WBAB2mKZAbbllKqMdddyT1LHzEhj+Dk2C2TzSgWo11Gv016pRo6AbNkDxeXdO2iTYs9JZDt+tR8sQTALInS5jBSYLRYwBydwtNMeGfOCHFdWybW/kCn90/4MVWn5cFhcNTYyME1yVUaaJVulgNl15HQrDe3pI+JEMupDCdCjGdCpOL+5nwqaMmVLdl0Sz3WCm1uVZpc6fXY1tw6J8CCs2DNBJRVUEPKHhJjXZM+ZIBJNJuEKyXCTdrRFo1Iq068VaFi/YW57VDZgM1JvT2if5hB4lmaJp2aoZ2coJeUMByDzCc4gkAuVcIjorSS2JWw3zwez5+H1Dux5897rzxef7LJz5O7PZbZGPPsPbe1/g/G9/F96//R7KxP+I/OlH+9m+6oD7KnaX/EUvoYvc+iWvto4gaF3PfwKJ8AXUoFywteNxRd1nZWh3twx+oMj39FsnkLqKoAycXctH2aNhhXrQ01g59RKqLZLtTmLJGKRznIByjGY6zFwjTHSM/TXQ7POgYPJyK8fD8DNOmjLPbobxSw9pq4GtZpGQBU/RYYaCgWWFYpsEdiyKqJLKY8jMbgIzQIdYrEahs0s+Pl30CSJLATCbITEom7esRtEv4+3l0a7wPh+MJVIbNqlU7Ql+ewVHOoTFN0I4SFhP4pOBYlUtdb7OdOmArXGRDzbPubbFl7uKMGTUvCuKgV2QII4uhRdJiGrEjUqvVBpmQgyr1UoduwxnOifEh2T4kx4dmOATb+RGEBNt5At3imQmnAJ4kQ24edWmZ4AOXCT10Gf3CBaTQwINhUIq564y6TXd0e4d+fx/Pc7F7Ufr1GYzazAhI7O74CdT+qEcyp5OeTTIxlyAxoaG2y0dZkPze8PYAStwx81nsuzDi06gFdKpBP6Y8fiVoh+MY2RmU6Xni84vMLp5nIRFjVleJKG8/0K9vOezVB3LcQqlNd7eFctAj2rCY7rukx4iETRzWlCq3tT1WfJusBm+yr+2dMRI7HqIgMuGfOLFQT/knyaIQrLbo7VfIl8rk6yYHfeVMP4WIQ4aDEYzkKBKlhRDOnoSPu7dDmYGSZjiI7qQfyDZeq4ihC++orhFtF6/t0up6FHoC67bMriTR8ScJRmaYCudGTqh3X1smmEE7NiXZc13sw7u2/Hl6e3u8Xu/yKdnPq7E065MZev5TajzXQ2iYiFUTsWYg1s0zWaqgNASQZJDpiQi5mJ/JoEYMkaANbtOiVe7TrPRGjahGz6IueuzI7nBz6J56i0VBwBdWERMavZRGO6KcOS6n414AEm7ViLTraKPma4+kz2Q5bTEbqJJiH9k7Ca+dQIBqVKUcd6iHz0qwj8ddAFF6SRQziSZkUOUMjpLAFCNUHI9qv0mhUuQH/ucfvA8o9+PPFo3DIv/qF3+WwPZ1MpGnuf30Df5t6dv4x/l/wUr6Jtt7Af7mH8jszP0l9iefxOm/hG28hOjBhcSTnIu+G58r4eFxLdHlILLP9v5Rf4k/csDSwosEg/WT3znPI9y0qVlB/kSZ4FOVLrOtBeL2ZSqhKQqRBMVwnKb/bOpUNU0ulIs8JMPjuUkev7CMVvcorDUortSwtppEXQdkgYLkngCS0j2yIumQxrmYwpTcJ2lVCNV2EPZX6FYOxv6+IIhMZmLMTWpkwjYRr4yvs43WzSPewwG0ZanDrEiInjSFLS4ieosEnQQRNYlPCp0FEVGAuMx+ssZmqMCGusu6u81qb52qMR56QmqI5dgy5yLnmFKmSHgJAr0A7XqbSmXQE9JvOAP4sP1DEPEjuRp4Hnq/egJEgu08vnvsSwiGUZeX8V+5hH7xAvrFi2gLC9h0BpmP7vYQQrZHpRnTPBpp4HlgdZInYaQ2i2OM/85H0j5S00HicZGY0iZsFBFKd8swg5KMXSqN/du74QgC26kkxXiUhk/DEj0kuz92vXejCfTpOZLz55hfWubS0jLhSOSej33Xmv2uAma7MpDl7lU6iOU+qbbNRSQuIjKHNMo2jvaHx45aYsW3wR3fNnf0Lbb1fWzhLAimfKmRYddUcIpccIqsHGTKtpnst1Hqu/QOt9k7qJBv2OT7fvJM0ucs4IdpkqPItFwjF5GYTCVQ4jNHGZBwDkQJWoVhY+uwubW2jVffhlbxRBPqSF0TlodQomBqZ+GrY8JeX2DT8VFVp/EHFpkK5sidMiQLKEc9HKNm5L29Qeltb592fp+9Ym3gxdKHm9NzrM/NUZyapJ0K4ymnMqyOi1g3EWsmYtVAaJgEBY9cUCGXCDIzGSEXD5ANaUQFkZAt4DXv+oD0Bj/L/bEuwRXZZcUP24rLgWdjuCfPOZ4IblTDTWi4cRUvrHJ6yqDfMoh0GoRqZUJvCyAgSjLhVIpwOkkkoxOOGqSsTaL1dULVHVTj5MWgoQhUYyrVmEI1qp54X04AiJEaAIgyiaMkBwBiu1T7Teq9Bs12i16vh2WdPQZVu8rPffTn7gPK/fjTh2Wa/PxP/G/Ih7eY8j/DW++/w6/ufoR/cfBP+O3JArlXVL7x9RRvXfkbtHUNq/MHeE6JtD7LE9kPE/AGJ43XAk3Wwrs0a4PR4B6gRA55ePnT6PrJL0egY+M7tHhOneU3cBGNRfzCk3T8C+xHk3S1sz4j06V9Lua3eViGx+emeeCxR2m2NfZW6xRWa7S3mriiR112KUgea4LDKi71e8DITMzHQlggJ7aJdYr4D1Ywdldx7PFgEUnEmJ8KMhXzSCotfP08WnMT2WqM/X3TFUfmZnU7hinM4DrnCEgzRNU0YSWOeEqSKIYUlJSfdsJiK1RgXdll3dlitbvOemMd2x0jD0VgJjTDbGCWrJwlZscIdANYVZt6uUW/4SIPMyBHIOIbDawTXJtAt3gmM6LY48tUSi6HfvEC2oXBJp2bxAx36fePyjC97gBGbPvssfFcAbM9MSjNNJcx6gv0qmls42zZRBAhGpOJBS0i1Al38vgOVyC/jZXP472NLTvcleOm2UumOIyEaekKrmej91qE27Wx/ilaLEF6fpHpc0tMLp5nYuEc/vBZGDFsh3ztuDX7AELubl3TIYfHJcngkgAXPY3zThCVs2XIklxhxbfNHd8WK/o2a/oOPWnw2qJadLRA380YZPU4Uw5kjS56cx9qWyNgcKs7HNoaeTLkybBLhjJns04yDlm9Ty6qkEvHyc3MEc4uguyHfu1IWVPfOgKQxh7CmGzZ3bBkgYOwwn5UpRVWcIMiwqlF1/GgTgRDyaEGLhGLPMZU7CK5YI6wGh7Bued5wzLcIANi7e3Rye+zW6iSr/XY6ziUlNCo/6MQilOZTOLGNLyYhhtV4LTTsOWi1A0SXZt5QeRyJMRcIkg2rBMXJcK2gNsyaVUNWuVBBqRZ6dNrnu2BMSWGEtyBFLcaFDkUXOp9k27dhFNSbk8AL6LiJjScuIYXUfG5FtHO3QxI9Qg+mu8EID4Cybs9ID08qthWAa22SaReJl6zCLXtE9jrCFCPKAMgiQQwhQxKPzUEkMkhgCQwxAjVYQak3m3Q6rTpdrtjAeR0uLiU9TJFf5GSv0DNbnDr/3XrPqDcjz99fOxHfgC3s8Gs9AxvvX+V39r8Rn62+Y/4vxMdvv4PZeZql7l+4bsw3XXs3qfQRZVH0l/PtL4EwJrW5rnQFlJ7eMUqiPQDHd53+ffQtaM+BMH1SJcNWhWP/zv+KJ+Vl5Hlh2n7F+irJ4FEcmwubq7x0OotHiwXeeLcHFPvf4bOxAX21lrs3KywvlmnKTpUZY8dyWVFcBi3pEoCLCb8LIQFJr0G0cYuyt4N+sXdscdD9enMzaYG5Rl/n7BXRm1sIDd3EMY0k95tWr3bK9J2JrCdORTpHFF1gqiaPlmeEQXkpI6c8iMkNQrhCuvqLuvuFiutVVaqKxz2xqsdAnKAGd8ME+IEMTuGv+NHLEsYVZAc3wBEjkHI6Zkxkt0bAUiokyfS28fX3ENwxyw6ioJ27hz6hWWkc1m8uRB2DvrSwbFMyDaOM15VBOC5El7vCnb7KkZ9nm45SfPQh2OezVOIokdE6xOxKwSb2/gLN/DlbyKNGQZ3NxxRpBRLUkym2E+mKSTTFGMJOroCjkG8WSVX2SdSKSGMUVgFojEmFgdD8u7CSCAaGzz3oTPqCDqOAchutUuh2cfzXAS5hajUSEhtLgkCFzydC3aUZXOCkHvWt6IldlnxbXFH32LFt00+dEggFj5Rssj6J5hCYso0CLYOBgByV45b24LuUfapgz6CkTwZ9pjA5Ox8nFhAITeRJJedJBcPMKk0kRo7J2S+Xn0H4R7y7rthAnvKcAaMX6EVliEoEvQLxNSzVQlP9KMGLpKIPUEm8T4i4QeRpEH2xmk0BhmQoSFZJ7/PXqFCvtol33EoyicH0lV8R6DoSQJuTMWNabgxFS9yNgOhu7Agyjzo13lc83FVkBFb9tCK/SgD0mkYZ4ePngKQZlimE5VpBCUq2mAellgzEKvD7ZSJnwcIYRkt4BKWWiStMrFObQAgrTrhVh3dPDo/jgAklRoASEpCDzlIcheXGrZzQN/Zx6I86AHxPPw9h3jNIlEzidatkYXD6LOhBWnpU/T9lzBDj+CoGQwpQtVxqfUb1LpNmu0W3W4X+x4XZuPDQ9NcfLoFWoeCXGJLLLMu1zCEo8fxuh43/qcb9wHlfvzp4v/4X/4WfS/P+f57uf416/z+5tfwM51/yM+F4Tt/S0TU/hwbcx/E6vwRrrXKTOAij6W/EQWVJn1+M7KJZewPSF0Q6AYFHlv6ryQCR6UAxXTJ7vd4qRPh53N/kT3tMQzfuRPPQ3Ic5kp7PH79DZ648SYPWj2SX/M1yO/5WkreJHeuV3hlrcy+bVGRPXYll9qYRi1NEFiK+FiMiUzKDcKNXZTdGzQLu2dGsAOEEnEWZqLMxD1SapOgsYdUuY14Dz+Gu02rh0aAihGm7+QQhHOElCmiapqImkIZOkcKPhkl5UNO+VHSPjoxm001z5qzxUp9hTvVO6zX1zHd8ZbsaSVNWkwTtaL4mj6Usp9QP4lyvBxj+5DcMf4tnodm1Ai188SdAtF+AV9tB6k+vuwhhkMoS/OICym8OT9mzqWfrNOz8vR627j3eI6DEND1KVRlHrdzEaM+R6ecoFHUqBVt3HEOpdiEzAOCtU2CtQ1Crd179rI0AkEKyTT7yYmBM2oyTSE5QSGRohyJMNeps1QrMVXeJ1TcRSztjRpcj4cvHBlCyABEJhfOoYSj7B3PghwrxwycUW0EqTPyABHVGoJSJSC1WXb9LNtxLvRnWOrNkbbjZ/ZpChYbep79SIVmwsDJKIQn4kyFskxJfqYsm0i7jDDMUgxgYQsae4PBcqfCQaREcgAj0ix5MlSdsxCkKhJTMT+5oENOrjHl7BJsbeDVtxDMt5/F4wBFWWJv2IC6J8vsKTL7sojrl8lFgpz3iUxKHTTONkL7fLNEI48SiTxKWL+CUlWx9vax8nt0d/fYK5TZrXTIt22Kov+YDDdGVQ/jCfeYr6SIuDEVMa4iJHT6AfkMDSVFkQdRWO4LzFUcQkWDVmUwG8k7VWKxJKj7RerBIYCEJNoxhUZQoqpC83Siy3ZHpSCxaiA0z44C8Is9Uk6Z6V6exfo6YePoPCJKMuFkinAqSTgTIJiS0MIusjJUwdgHGM4+Jof3VFfJlku8bpGoDMBEP5XVsKUQzdBDFAMPsKHMUTSFPzOABFQLv2ATcD1CboCgHeHQcXlTLvGqb41V386Jv4zYQR5rX+aJ9hWWqjM8/jPf8tUDlF/4hV/gp3/6pykWizz44IP83M/9HE888cQ9f/9jH/sYv/iLv8jOzg7JZJJv/dZv5ad+6qfQ9S9uNsB9QPnKxb/433+AKkUulx/m5gd2+MOtp/mJ/o/xbxSRv/lbGodT38VBbAqr/buoGDyW+kZy/iVsHP44kGfT20QaXnnLyQCZzB8wG90enTNUw2V2s8Ovilf5pdxfpOF7Au+u7bPnkWlUOLe/zbtff4WnX/4CoVCQ8If+PNa7voGXD328cOuAO40uJWkwpfd0SMCCJHEl5mMhbBN1d2H3OpWttbFlmmgyzvnZCNNxl6TSwN/bRSzfRhjjTnm3afWu3XvVDGO78+jyHHEtS0ydIKjEEEURKaaPQERO+xCTGgVfmdX+Biu1Fe7U7nCneodSdzwcqIJKihQRM4Le1Il2k8S7WXQzimz7kWw/suNH8M6WBgAE1yHiHpLmgKixh6+2i1TYgM54yBIn4wgLcZwZDWvKojtZoxso4d1z/jEIgoyu54ZS3FkUcRajPkP7ME6jJHO43aZW7I5jdrN5VgAA+VZJREFUQGS7S7C1S6i9S2j40989cux0BYHDaJz91AT7yQn2U+nR7b3UBD1/gCldZV6VWGxXmTjcI1jYxctv0c5v4455r/VQmMmFc4OMSHaOfjRLydFHJZm7Nu37jR4eQ0dUtTqAkGNyXFGtoggOc/0sy/05lnqzLPXnmDEmEU81snp41EIdOikbIasRmAowEXFJGg3E+s7JDEh9G6x7Z54GB06nFT5PXj3PLhnyfT/7LQd7jJonqZrkpAo5e5OctU6a8RL1u3EgSewNIWRflskrRzBiBlNMhnLMBlIs6jAhtgk6RTxjE++UH4YgKAS18wTtOXy1ONK2RnG7S77cJt+2KLjKAD58dzMg9waQ0Xsnekz5JZKpAGI2TDuosCe57I+BzpThMVdxyO4ZTJcsoh13BA13AeSuGVkjJNGJKTSDElUNGu80F8/x0CsdtFILr2pi9iVOdyTHzBq5/h653h7TVomJeHiQBckECSYltIiDIvdOyHANDmBML9GJ4+rIyP0kajdOrCES63UI9Qro/b0TPT42MnvSDKveNKvuNAckzzQ6j48BgOi6RUCx8Is2Ac8l7AQI21HC/RSakUI2BtnEttjltcAtXg7e4JXgDeryyXPLbG+Ki60FzlUnSFXAtOp07AaVXpn/5Tf+61cHUH7t136N7/zO7+Rf/st/yZNPPsnHPvYxfv3Xf507d+6QTqfP/P6v/uqv8tf+2l/j3/7bf8u73/1uVlZW+O7v/m6+7du+jZ/5mZ/5ovZ5H1C+MvGffvEfc616hwe2lln5+j0+uf0ufsT6cX7NVPje3wuztvS9NLQOVueTZP1zPJH6EJroY0M65Dl9FcEZFFOSk37c2MtcSr42AhPZ9sis2/yc/xv43clvwlCnR/uNtxtcKO7w1PXXeOKN15hoNPF94Ou48eA38pm6n9f3G+y4Nr0x57AMApeQuBTUmAsZ6MYKe1uv0aqcLYdEIn6W5iNMxz2Scp1Adwehuja2fm46EgdGgIN+kIN+kLIRwfHmiGpZ4mqGuDZJSImjJPwoE36UyQDKhB857acfsVltr3OnemcAI9U7rNXX6N9DYhtyQ4SNMOF+mFgvTbybIdqbRLYDIxgR7jHmTZQEYlFIi4dE+nv4aztIhU2cnQ0YVx+WRJgOYc/IGNk+vckGVs7Fu4dbtihqI0Myv28AIj7/LKKbo1nyc7hW5WC1TLnQp9URGCcfUcwWodYOoXZ+CCQ76P0KlqxQSKaGAHIEInupCYqJFIquMzeU4c76VGZUmclGGV9hB2t3i8PNNQ63NrGts5kczR8gMrOAmJqmG8lyqCbZNjR2aoPJuW3DRJCbx8CjOrRmH/77+MnWg6yVYrk3x1JvjuX+LIv9aVTvrMeJHQI5LRBKWGi+EqqwhtjeOOoHOVaGGR8ChKdGDah2eIaCMEm+q5Ivt8gfVGl0zpZbdPpMUSRHgenhlG4fJ3+vJopD+JBOwMeeLNPyRUlFpgfy4tBQ3ROYYkKV8Nt7dNtv0Wi8SqezembfkqMhVpN08mGK22E29+IU1CTFwMCIrOyL4L4TgAgeWb9ILuZjeiLKdDpMNqKDIrJpmFzr9nndNNgfk0VINmxmD21mDm2myhaOJBzZsQclOrFBCaaqC2czIOOei20SbTcI1csEGzXEhonRlWk4QSpSHPdUj1jM7XBebXM1bvBwrkcmZSKfAhCTEp7wDtkKV0LpJ1B6KRRjoIJR5ElsMYZg95CbNwg1XiXZu4N6yoKgRJJ1Zlhnlh2msBjnv+OhqoMMiF+1CIgWAc8j5PgHAGKk0PopZCM69nzj4bGjFng5eIMvhN7ilm/jxMRo1ZaYqYSZOtCYKMn4zTEHWwhiuD7+wa//0lcHUJ588kkef/xxfv7nfx4Y2FZPT0/z/d///fzIj/zImd//vu/7Pm7dusVzzz03+r8f+qEf4sUXX+SFF174ovZ5H1C+/HHt83/Mr77wGzxwK83m1x/wyd0n+J+df8QfVVX+6qey3Lj4N+l41/CMN3kw/jUsRR6ji8GzvlUOvEEWIBCWSS9skgk+j3R3KrAHvn0f/1r6Jv4o/SEcaaC8kRyHxcM9Lu9t8NiNN5m/s0555hLXHvpGXrNDrLb7Z6bnaMAlJB5A4rIgsRDxMOxtbm9/lnrzZCbCJzkszQaYS4uktRaBfh6pucO46NoKB/0BjJSGQGJ5EyS0KRLaFEk9SyKVQ50MD2BkIoAy6UdM6ewbhVE25E7tDivVFfY7+2P3I3kSYSNMxIwSH4JIspPDZ8ZGPSLCPa50ZEUkOuEjGTSI20UCjR3k0ibu5irW7vi+Gc8nYk8LGFkTa9rDynnYkx6nz12SFDgCEP/scHDdAEZUNU1ro0jx2g4HaxUqJZNqR6XHeKLR+tUBiLR2CbV3EKwKh1GdwghABhmQ/eQE5WiMCV0bGpKpzOoac74BkOQ0Cal8wMHGGsWNVUrraxxsb2CPaYAVNR0S07RCkxSVFKtulPWeiisaiErlyBX1eDZEqSGI469YY3aYpd4sV80lLpvnmOtk0K0xzbqqixpuomp7qNxCNV9Bat8aW4Y5Eb7YSVOy2BxEpvEUP41mm/zuNvlCiXy1T6Er4ZxaLARc0lSOyXwLJKjRE4RR6SUvDzxA9of/rmgBIuHpI1VPKHdC5RPRIriuRat9k3r9FerlL9Bovo7lnjXR69X9lEoTbFZnud6+wA37HNaYOUrHQxM8sj6BXNTH9ERkJMWd8ClEPBG549Cs9rhd7/GaaXBDslkLCjT9pxZKzyPVdEg0HQJ9F9kFM6zQCA0ApP72Sm4AdNsi2q4TGspww8dUMKFWgyYh9nxZ8voU+3oG+9TE4Lhm8UCywdVEiYvRVSLaGgZFPOHtSp6AK6IY8RGAqEIGRZrEkeMYQoyGK1HtN6l1m1itAyY6t5lzN1hkmygnsxMdfKwzyzqzbDBDiyBHAGKOAMTnQdj1E7YihI0Uen+QAbnXBc/dMASXGj2qbpXr2nVu+m9xO5anoZ+8yIq0ZXIHfnKHOumqjkQIQQwjSGEEMTK4PfoZQkDAbe3zA//pu/5U6/cX8fYehWmavPrqq/z9v//3R/8niiIf/OAH+fznPz/2b9797nfzK7/yK7z00ks88cQTbGxs8PGPf5zv+I7vuOd+DMPAOHZiajbH+0zcjz9ddGpVfuOFj3P5epT81x3wx3uP8re8H+fTJZ1ve/Eib179q/T7z6JT493ZbyeuZViR9nleXQPPwhNdrjzaxq/+Ebp01JJa6uX43f438+mpp/GEwUcr3G1zZX+D5eIOs+tbdKoCzy1/DS9PfiuWB9SBYQ076MGDgsyDQyhZQqSvNVivvMFm5U12h6llWXCYCRucz+nkwgYRu4DS2Rs8iVOCkaalDUHkKDvSdXzE1AxJfYp0bIYHZs4Rmc0gT/hHQNKTDVZrq9ypvjwAkmt3WK2t0ruHqsVn+4gYUWL9JIluhmQ7R6Q7heoEkZx7lzJVXSKWCRCb0EmIdYKdPNrhJu7WGsbHb+FUBwuGM9zuhh3zsHPeEERcrJyHk2CU0JDl6KgUMwIQ/wBKZDmOUy5jbm1Re3OPg/Uq5dLr1Lo3aYhxTPXuScQ/3IavsXdIqLWLYJfpql3KIYGNdJT9SxPsp97NfuovYgRDzByDj6eGADLjU5nRNfySiOe61IoFShu3KW2ssrq+xme3NrD6Z4+tK6k0AhPsSQnycozDgEYrYA37QHYR1TcRlSp+tYogjX9v7oYsyMz75njUvcIlY5GZdppYNYDaHnPyFmxUdQ/Vu4nqXUcVVpCEAkIbOG2dIutjHFFnBm6pMMii1LYxqzsUNjfYfe02+Z5GngnaHJfOK8Oj3iVHgQwFNOkQU6lQVDxWZZlPKTJ5WaWgTOMLZpkK50ZNtVdDOb5xCCMJPXFy/lG3S3fnFrX1T7LbfJ23WMPwH4B8Eq4cV2S7kWO1cY7V+jzr9Xma5qlFRQIJj0kNchGNmXSYmUyMmUSACf/AjEzpuXSqg+bTVqVPc61KobLPS6rHTkpmO6Wwk5LpJsSjB2UwHNFveqgIOJJASxI4jMgcRu69VKmOTWwoww03K0RadSLHQOR4E6ogSfRSi5Qi89wOPMJqLEDPOXnlH1a6LMdXuBC/zYX4KhP+wxNtLqNH8wTkfvzIB4RBBsSR4hhijIYjc9BvUes0aXXu9oDUgBoiDjkKLLLDU2wzRfHEpYqNxA5ZtqQZ9vQsHT1EQLLxey5XXZGIpRI2kwMAacbfEUBMXGpCj5bTomvWsPplDLNKx2pQlA/ZSNbIp3sUEn2cY6V00RHIVMNMVzJMV+eJmNkjAImEEBDRjAZ6v4Ler+Lr7yJbb2JKVSxfEzfm0Jv80ycVvqQMyv7+PlNTU3zuc5/jXe961+j//97f+3t8+tOf5sUXXxz7dz/7sz/LD//wDw+smm2b7/3e7+UXf/EX77mfH/uxH+PHf/zHz/z//QzKlyf+yY/9MJPrBvVnJH6n/TB/3fwJ3trS+Lobj3Pz/IcxO7/LpBblqfSHMUX4tHaLglAFPEIzVS7PvoIiHHmCbHiL/H7/L/IF/9FnIls74IG9DabKJfoHNltuijdjCxwXvUVdgStIPCkOoGRu6ARR8QqslV9jv7uG4/ZI6h2mgn3m0yITWgOfUUAYM7elaQfZ7/iGWZEAB0aQvqPgk0Ik9SzpxByT80tMXlhCn46iZAJIQZVyr8ytyi1uVW9xu3qbm+Wb7N0FnlMhuiJhK0zUiBPvTpDoTpFszxAwksPSzPiMiC+kEJsMDGAkLhIxiujlbZytW/RvvYW5ugXG2RKNJ3rYE94oI3J384KgqskzpRj/EEhkOYJ9eIi1s4O5vY2xtUNtq0z50KLW02jpGVrBaWxlzFwQz0U1yrjUaWkGpajI5kSA3ck0hUQazacz79OY9WnM+45KMnM+jYymIB631vc86qUCpY01iuur7K2tcri1jjMGRixB5lCLc+jzcxiSqYRsGuH2USlGaSC8g3tlXI+PfDOmfdMs2bNMNZNEDyTkfQu75nK2LOUiC7uo4gqqsIIqrqAIWwjHewRC2aEh2bEtkBxooI3WwJRs1OC6jVvboWbLJ5Q1RVJ4Z7IjDiGhgiIfYChlKnqVXbXPviJh+xNkQ0c+IKPXFZxmMjCJIh1d6XumiVUoDLxA8ns0d/Ps1LcpK3uY8TLaZINQ4uyFXtv0s9aYZ622wFp9ga3mNJarIuCRUjxyIZVcMshsNs50Mkg2pBETJPS+R682AJDmcBhds9Kn3z76DDsCFGISaxmFrQmFYkzGkk/Le8a8HadCdh1i3RaheoVQo0ykVSParBFu1Ym0avj63dFDCIJIMJEgkpogMhklkFKoqQo3GyrXKhpvlSO0rJPqJp/cZTm2xsX4Chfiq0wFCwMg8QRkIzryAVGFSVQpgysnsMQYNUeh1m9T7TZotVt0Op23aUL1iFNnkW0W2WaePBonMzA1KUJZzdCU53GEC4TMDHo/PciA3KP37G5YuNSE/hBA6pj9QwyzQsdu0LEaGO5Rr5MreBzEDPKpHvm0QT10MksZMILMVJeZqT9IrrFEsN9H71eHEFJBMaqYcgVLb+HGbcRMAn12kfDCJVKLl8nmLhLSQqPH+7NUQL7igPKpT32Kb/u2b+Mnf/InefLJJ1lbW+MHf/AH+et//a/zoz/6o2P3My6DMj09fR9Qvgzxz/7+9xMsNeDhSf4Tl/ne7k+ytqLw5Pb7uTP3bsz2b3Mh/AAPxN7PtlTm09otLM9C8bdZfPAmKeUOMBDDrAlL/Lb7rbwhPTp4cM9l4WCHR/KbqM0+2+0gK2KGlnwkH046Au/2ZL5JVllGHC3odfuQjcablHtvkNRLZH1NZmMGCak2VtXR90Ic9MLstBWK/SDFXhDDHZywg0qMyfgC2fkL5K5cJXFhFnnCj6CI7Hf2RzBy4/AGtyq3qJrjjcd0WydqRIn1U8PyzDTJ7gyKHQJn/AlD88skpoIksgHiU0GifgO9so659gq9W9ex7mzi7dUYo1TG1TzsqWMgMu0hzCbwRxfw++YGMOKfG2ZFppGkwCATsr2Nub0z/LlNf2eX+kGfppyiFZqmFZymHczhyOOUPg4OLZo+k2JUYj0T4vZMgkDINyq/zB0DkTmfRlyRxrrZep5HpVjgzvWbbN1Zobq1jlHaQTDPwogtiJT9OuWgSDliUom2aMWqIL192lyTNHLBk4t2LphjSk+RqVhIW1XMfBvzUMRsBcE7e+UtcTCAEfEujKwjquJZAAllBpbtrjU0Jds6OXW3Xx89Zh+VfSZGniN5MvQ46+PjiV16SpkDvUoh0EZPBsiGs6PXlAvmRj0hIfXoJO85DvbBwdCEbo/ebp78fpndwza7LYuCK2BNufim2yQmy8wkdolqZ4Gk1EmxVp9nrb5AqTWHImSZToSYycSYToWZigy8QIIW9GvG0IxsCCDlPt0xXiA9RaAeFKkERXZSCqWkTC0o0ZUFvC+iV1P0XKK9NuFGlVC9PDIiizSrRFo1At3OiabQQCxOJDVBeCJKaELDF/VQNQOEJo57wG6rzZuVEDfrs9yunqduRE/sT5MMzkfXuRhf4VKowDnJQjeTqEyiyhlcOYklRWk6OpVem1q3QaPV/KJ9QO6GTp9z0jbnxS3mnR3C7snUm02APlcwrCcwnEdxSd7zsSxc6kKfptuma9Yw+2VMYwggdoO+cw9VluBHEMP0NZ29VIfdVIW9+B6mfPQ+Cp7AVC3DciHNlZ0guUMDS6pj+Rp4URshk0SfXSCycJHkXQDRv/h1+KsGKKZp4vf7+S//5b/wkY98ZPT/3/Vd30W9Xud3fud3zvzN+973Pp566il++qd/evR/v/Irv8Lf+Bt/g3a7jThmiNvpuN+D8uWJX/ixH8Is54nPnOOXIuf5G7WfYmNF4sHCn2cju4zb+UMeS36QXPACL8lr3JTzCIJD/Nway5nXkbBwPYF9Icev8Vd4TRgqtzyHhdIaj2/v0u2IrJhJdojjDRexgAtP2DIfUTQeEaTR1U7PaXLQ+xSO+xIJdZ9coEVEObuYOWKQhpNhv+ljo+Wx3/PRsY+ugkJ6gkzmPLnly8w+/gixC9O4osd2c5tb1VtcP7zO9dJ1VpurdMZ9kT0IWSFi/QTx3iTJTo5sf5Ggkcbtj08ti6JAdNI/gJGpALFJBZ+1gr35Cv1bN7BXtvE2Kgi18Sc0J3wsGzLnR16awTe7hC80j983NwIRWQ7itNuYm5uYm5sYm5uYW1uYWwMYsfsmnUB2CCHTtELTtANZ3DE9Ai4OTZ9FISazORnEyvgJZwLMBrUTIDLr0wiNGVZ3NzqGzXalw9pmnt2VO9S2N7AOdtDr+6hjGoNtAapBqET6VGJtKhGTetAaN8MPAYG0P31isc4Fc0wHc+QkP4luHaG+jVPcw8x3McsSZiuGac3gcdZpWKB9lBkJVlCTLlIqdVSG0cKDD0CvNnRD3Tra2sWxr98FysTJk2GdDLtClqYX53QqwMGh4+vgRTwCqQCTmUlm0jOD1xbKkfQlEYfNpJ7n4dRqo7lA/d09CvkSuwdNdhsGe4ZASY8OG1FjdEMq87FtzkU3ORfdYD6yjSadkpu6EqXONE1zCbQHCcWfIBvNEJNkwo6A0zQH8FE+ckRt18d4gchQH6pg6kMvkHZMphqQKKtgvNMp3PMGjaitGrHDAtFWjWhrmAFp1gh1micmWftCYSLpCcITccKTGv44KJqJIDRx3DKGXcDwCjjioE+j1g9zp7bE7ep5blXPU+6dXOgVwWYpUOaBYIdHIyLnwwFQozQdH5V+l1qnQbPdpNPpYJrv0FdyKhTFQdct/KpJQOyTsw6YMSpMmAWCzklHXc+TMdxLGO7D9N2HsbwFGGbUbFxqgkHLbY8yIKZRoT0CkLMjGQAQfKf6Pgb9IIhhKqEWO/E77EauUQqdHIfg74ucO1A535Q5L6eJTS8RWbhAcuES2ZnLXxKAvFP8WdbvL6kHRVVVHn30UZ577rkRoLiuy3PPPcf3fd/3jf2bbrd7BkKk4TC3/x+wYPn/m/jj3/wPlI0Sy8mL/F/pGf6fxX/G+qrE1YP/gY3JCcTuJ3lm8i+h63F+X32NQ7FJMFRm7vLLxNSBEiFvZfm48hGe5/14ggSeS7b8Bu9bOaDYD/Mn9hxNfKMvwoIl8g2Owkd0lYAqAC6KsIrlPIfIG0zrRc4HThsbCTi+RWrGFDsVnTsNk0LP4vi3S1eDnDt3kZkHH2LhfU8SnEix3dzmrfJb/Nbev+H6b19nu7uN6Z092QieQMSMjGAk218k01tC7gRxrdNW44MIRFQSuSDxbIDIhIMeLCAdvoKxch3rrW28367S2zUx+qeGmwGe4OGkwJ6REOYTKMuz6BcvE5i6NISQORQljGdZmPk85uYW5uYW7c0XqW5u0t/cxK1UALAljXZginZomlbwUVqXPkLHn8ETz8KEKXmUYjLttI44qRPNBZmaCvJ4QB/0hOgq+mmHzbvvgedx2DLYqXbYrnTZKnfY2y/R2FnHOdgl1C6QMg/wD828fMMNwBE8aiGTSsSkHDWpRAxqp2AkqARZDi2ezYToKbKWjdrcO4KE3c/gVvYxKzKWNUPVXcJ0z+Pw2JhnbqJqBdRQAzXtoeaCSBNxBOk82NPQ3DuS+O6++EUZkrUFgQ05wB0xy76Xoe5O4DgpRO8YAA5PY4JPIJgKkpnKcH72PJfnL+PXjnp4nHZn4IZ6PY+5+xZ3dovslOrs1Xrkex5FJUTRH6cUiFPypbGlLMSAmEfKV+ZcdJOHoi9zPrbJVLBw5rk6hEC5ik9/iLD0AKpxnrjh0Wz0aeV7NF/ss1q7fcYLxBYZwodEY0GjccwLpKJ/cQPp7oZkW0SaNdKVAjP7G0zvbRJuN5CPmQBq/gDh9ASRXJJwZgp/XET1mYhiC8erYNoFDPc2ttjABprAcfV72/Jzu3ae29UlbleWKXRPqkdFPJZCHsthiWndJCrU6XTadDodrtdNrlMGtr+o1yPLLj6fiU81CUgWfs8h5PoI2xEiVpJQzyVY3cYn3kAT30QUTl5gWe4Mffchuu7DlLxzNFybrlnHMA4x+7eGGZAmfaeNN04SLugIYgRRyRwDkGMwIqioZhO9X0Ewi+xG3mRtYpdbuSot38nM87Sc4omJx/n6C9/Mk9knkcacN76c4fb7dD73eQof//0/9WN8SYAC8Hf+zt/hu77ru3jsscd44okn+NjHPkan0+F7vud7APjO7/xOpqam+Kmf+ikAPvzhD/MzP/MzPPzww6MSz4/+6I/y4Q9/eAQq9+MrG/XDEn9y53NcNs/zS1cn+I7tX2Bz3eVK6VvYSgbRzZd4OvvtdFT4Q+1l+kKfqbkbzOauIQkuFTPKs9I38ofKN2EKg8xFoPUaX/fGNiUzyx/aFzCGDX6qBw+aEt+Mynt8CqrbQxO/gCp8Hk18CU06eSXgyT6c0AO0jQW2CworDYu9bhHHs4FB3VQSFTLTS8w99AhzTz2OmVR56/Atfjf/Mtc/+ytsdDfGwojkSkTNKNF+gklrmmlriXRnAaelcnpdcgFRFkhkgyRyPsIpAz1+iCLcxNl8E3NlE+/VMu6ug1kQENwBjBx9gQQ8GdxpDWEhibI0i+/SFYKXnyCQvIiiDLwEnGp1kA15YYve5idobG7R39jA2t1FOObxYMk+2sEcreBDtC5OU4/MYmipsYPDDE2kn1ZRMn5iuSAz8xGWsiFyPg1ZHJ9jtx2XnUqX7SGEDMzJBrfLB4cE23km7B3S5iHpXpOsbZM99RjucRiJDH7WgiauBGl/munQPJeCOaZD08Mtx7SgE+lUEe6ake2uQe3Zwe3WPp4nY3qzmO4SpreE6X4I25uGM02AHnKwNwCRFKgJG0UvIzS3jiS+L29Bb3z5bvCODda9wlABk1dkdiWFgpCk6U7g2ilCZpKQFTrxdyIgyRKZbIbZ6VlyuRy5XI6Apg2G0uX3sN5Yp/i7n2G7UBs6otoUBd8AQPxxioE4fTkJQTid+JEEh5lQnqXYOpfjG8xHt/ArZ8s1spBDdC5jNZfoHJ6jsRejVTWPmeJtAINekKZ/kP2ozyojL5BGSKaiQ/2LOA0Lnjvw1jj1+Qu2G0zvbzKzv8l0YYtoo4KiaYMekIkk4fddxJ8Q0YMWgtjG86qDDIj7eWyxisuw5/h0F/jw7RYtP1Yry1rlErda57jRmWCjd7J0NuiXMZkUmqS9GhNiC8VyoTJ47HvkHgbHUB74gPg1E79kDgDE8xG2w0TMBP5+GrmSRByWjwXaaOI1dPE1dPF1ZLF0QiVneUHK1nmK/SkK7Shlw6FtNeg7f4LHH485sNog+6FMIJ7KggwAREMxW+j9Cr5uBb1/iGrcwRKrmHqdwymDO8sy6ymXTamOc6x27JN9vCvzLp7OPc37cu8j7T9rA/LlDqfZpP3pT9P65LO0X3gBr9ulPca75ouNP5VR28///M+PjNoeeughfvZnf5Ynn3wSgPe///3Mzc3xS7/0SwDYts1HP/pRfvmXf5m9vT1SqRQf/vCH+ehHP0o0Gv2i9ne/xPNni5/8yb/NfD7Eb78/zNet/y6lrQpXit/Kdlwk6u3x3olvYUOt8nllBZ+/xsLFLxALHOIB/7XzYZ4LfIiyMPhw+41bPHD9RezqZW67E9jD7vuII/CkKfMRQeGyzyMgvIZf+hS6+CLiMTmeK/vwJt+HITxIeT/B6n6T3c46FeOkVDcYijP/0KNEHl2mnvJ48+At3ii+wXp7na531tzqLowkjBQz7nlmnAvE2jnMmojVP9vwIcoC8YxONGMRSFXQo5tI3dew1tbwNqooeQElLyBXxi/wXkBGXEyiLM/ju/QAoavvIrD0MKKq4prmoAyzsYm5tYm5uUV3WKIRWmeN00wlRCs0TS0yx2HiHD1/FsTQmL2CG5TRsn6S00Hm5qOcm48Qiutje0K6pn3kinoKRvZqXRyhhV8sMGHlSZuHpLotUh2LwJgstyt41IPWEEYMGlEXfzbFVHRmBCC5UI5pX4opy0ZvFk6WS+5ux1RQnidgexksb2kAJO4SprcAnC1PSQEHNW6iBg5RpXUU603E5ipeI/+2c2EAqqJIfiTFlU/crgl+pplnyp4i0osgtsSTC+Uw4vE407kcmXCYCSDSaA5mwuyX2S13yLcs9h2F4tCSvRiI01LHNCAfi7uNqIsRi8uZAvOpXRLaCop7G075XniejN2ap3OwQLu0QK98bjRE0QNaPuGoDBOU6MQVmiGJqk+gKg0G9r1dqI5NuNNCMvvYokDXF6TnO1syi9cOmS7tsNypcRWD+YSIPyWhB20kqY3rVTGdIoZTwBIqAzv2tzsGtj5oQu0n0ZxJVDGDKaa51kvwWsPHm3WXnS64p8pnUaFLRmwxKTaZFFto9zA9kyQXn8/Cp5kERgCiE7bDhM0EfiON0ksiuveSTTuowgqa9Bqy+Cp+YfVEo7bjiRR7UTbaYbY6UQ76QU7UUgTtCDqOA4gYGUDICEAGTai+fhXVKGOJAxWMFzERM3G02QXC88tE5s5T9Fm8cvgqz+efZ7d10nJgJjQzApLHJh5DfQc5+JcjrNIB7T9+jtYnn6Xz0ktwrFFYnpyE97yHpX/80ftW9/fjbPyzH/0BkrsiL35DhIvrr1De3+Sh/F9mJ+oyITV5MvVhXlW3uCHvkk5vsLj0IrJok3dm+FfO97KhLQMQccv48r/NzI1z3BQXRmCScuCpvsKfE2Su+mtE5E8SkD6BJBxduRr6BELuG+nbj1NYCbFVuU2+u0LdPDkdOLawgPDoFJWEw832Gncad2g6Z68cRU8kYkZIWknmpHPMe5dJduboH4p0G2d7PkRJIDLhEUo38cV3kIPXEZovIe90UHcElN0BjIid8WdxYSI8zIhcJXj1SXyXriBnMnj9/qAvZH0dY32dzuoa3bU1hHz+RDbkbnhAT4+xN3mJUnKZTnAKxDjKPU6OWlwjPRMiOxsmNRMiNR3CHz763bvTcgfQ0TkGIgMoKbd7gxkxahlRreDjYAAivTapjk2iIRMc02Pj4tEIWjRjHkyGCExnmJhbZCY+x3Qwx7Sok+q3kU73bFQ379m3AeB4UUzvAqby6OCnMYXnjPEbkU1UXxFVXEU1X0V1ryEJ9Xs+bl8QRo6o40AENTgoJfmnyHgZwt0wYlOkc9ih3Tx7fa3KMpOBACnXQ2l26R60KTRM9gwo6NHBULpAgtoXUaePSi65gMR03M9MNj5oRA1VCFg3oP8mvf6b2N7m2WNlBOhVFumWz9EtL1LpzFP36dQCEvWgOHBDDcvU/AIVedDn83Yhuw6xTnOghGlWCLdqKLZNxxekHklQmMjRDMVOvg+ex7TZ4gp1HlKrPCDvE6WINQQQUzh4RzOyo4m4KVQnjSZmEOU0tpygL4SpWhYH7Sa3qn1WWyI7ho9DN4B7KmMWEvpkhjCSEZv4hvsVRRefz8avG/jFgR170NWJOGHCZpxA/y6AnJ1LdDxcPBqCScNr41rrRHiVpHSTlJ5HFU+eUyqGj+1OjK1OjHwniS3Gx3iA3N10FKs9kuHq/Qpav4otVrH0Bm7ERMzG0GYGAJJcuER29jIhf3S0v1KnxPN7z/OZ/Gf4QuELJ6wOZFHmsYnHeDr3NE/nnmY2PPu2r/PLFcbmJq1nn6X17LP037x24j51cZHQBz9I6IMfRL9ymVar9dVpkv1vFfcB5U8X//kX/ynVN25y8O4M4u4+3erLPLn6l9iOOeQUm4eTX8+n1VvsyiUWF18mk13FReA/G9/JJ9WvxxR1ZM/iSuf36L3ssW8+ijUsaky4Fu/p+nlGEHk89BYx6RPo4osIQ6dBQwhg5T6Eo/4FKqsBtss32GrfoGoMauceHq2gg30pRWNKZoMCeWP/bB3Wg7AVJmEmmFXnOa9cIWct49Z0qns9LOMkCAgChNIWwfQhWmQN0f8KemcFdd9D2REG266A2B9zRpdE5Pkp9IuX8V9+CP3iRfQLyyDJmBvrGGvrtFdXaayuYW+soxQKCPf4+rR0H1u5ixRTF2iGpvHkBEHLj2qN2a8AsQk/yenQEESCJKdD6AEF23EpNPpsDzMgO5Xu8Hb3yCFVqQ8NygaboFbQqQxApCWRaKgkGhqh3lkY8fAwIzJCJkJ4ZorJhfOcW7jAnKwQaZfHZEG2T2RBxoYWxo0sY6qPYHnLmL1JzHoApzuulmChCmtHqpq7fiOnDlNJksgfg468LLOnDP6vJqtMBrOjhtq7DbYxYggNgVqpRj6fZ39/H2cMOPodD7Fr0WnalPsKe3KcUiBByR/DFt++Ch4QXKb8ItNRnenJKDOZONNxH0lFIeyA3ehSq16n038dy7uO6LuNpJ2d7my001Qb5yn0ltiyl8nr07SiKnW/SEUF4x0A5EgJUyFUH3qBtGpDJUwdf7dDJZ5iNzNHPjvHXnaBtu9khkfE5TxVLrPJknONRb6AX7x3iQw44YaqWmlUIYOsTGBLCfpChIYjUOnWqXUatFoter0etuNS8QIU3BBFN0zJDeKcmu7sxyQjNslITeb8VdL+FgHZxI9NyFMJOyEiVoJAL4XSTyE5ZxVTJ57mEECaXoeO2cAwylj9Mh27juWWSap5ZoJVZgM1YurJRu+eo7DTnWKnv8Bu/zJtb3oEIwgait0dZT8GAFIZAkgTN2wiZSKocwuE54YAMnflBICcDsd1eKv8Fs/nn+f5/PPcqd05cX/Kl+J9uffx9NTTPJV9isA4q4Avc3ieR//6jRGUmOvrJ+73PfggwQ9+gNAHPoi2MH/ivq+aiue/VdwHlC89Dva2+Fc//w+JTk1xp20TrP8O77r2ETYTEnOayKXk+/mE+iYtvcTFy58iHKqwR5Z/bv2vlNQMAIvubdTVz1HafB9dYdDsl6DLe3o6T1kyz0Q+TVr5PRTxKM1Y1xYRZ/4a7b2H2N69zVbrLQq9TRzBoRI2KSYNmjMqe74m3TFzh/2Wn7gRJ0OGi6GrnJceQumEaRZtqoXOGYWBrNoE0wdo8VuokTcIWhvoBXsEIsqugDju7K4q6MvL6JcvD7aLl5DTKax8ntbKKpU7K/TW1hG2NvEdHpz9+2E0AkE2M9PsZpaoRRcQfJOEvDCBBkjmmNKSKBDLBkYgkpoOEZjwU+gYbFc6o5LMdrXLTqVDvtbDdu0BhAwBRFTKIxARlSqq45JoDiAk2VBJNFTC3XHW1yDFQ0Rmc2RnZljKpMgGHbTu3lEGpLY5kNS+XQgSRHIjOa4XmceypzDrfsyyjFkWsVs64/1GdoYgsnrCb6QtCKfg4+j2viwT9CdGhmQnGmtDOSb8E3iOR6FQYHd3l/zmJvm9PVq9s58vz/boGhKHrp9tKUlejI2ge1zIeGQ0j+mIxmw6zMxUgtlkkEm/SsQToGWPpuE2Kz1a9TI2N1Ajq/iTa+jxLUT5ZM3McSUOjXl2vAusyJd4Q1mmIEbf/pB7HuF+l0izSnAoxX07JYwei9NeuMBeboGNeILbapS2cPIzoXgWi6xwgZtc4CbnWUE/Pfhv5AWSQjHTaMIksjSBIyUxpSh1Wx24obbrtIYD6U5DoOdBzfNRcMMUhkBy+pj7RZM5rcJ5/ZCrWoMFJKJOjFA/hdpPI1lny02nY5AB6dCxGvT7Zaz+Id2hCqZrt3CHtTsBj0lfi9lAjblAg4yviXiqbFMwF9k1HmbXfJR6L4vWr40gRDMq2EIFSxtmQCYjgxLMwgWSCxfJzl4lFHj79/PMczcafHbvszy/9zyf3fssdaM+uk9A4GrqKk9PDbIkF+IXxpZ0v9zh2TbdV16h9clnaT33HHbxWHZUlgk8+SShD36A4Nd+AGXi3v0t9wHlfpyJH/vo9zFnJvhENMD56r/m8Zc/xHo6wjldZiHxFH+gvI4bznP58qdQtS6/xzfz//G+HVeU0Lw+T1c+zhtvTdMyB62RIaHPu+wO7+oE+NrwH5DTPjlKu9uuSiX0HuTo91Bd01ivv8566w32AjWKiT6FeJ+DpIkpnTxxia5IzIwR78eZ0+Z4OP4oWfk8dkOnvNmhfnB2gdFCdfT4bfTYKhHnDoHaIcqugLojIO8JiObZL66g6+gXLgxA5NIltAvLIIoc3lmhfOMW/ZU7qOvrBMpn5/ncjUo4ynZmiq1Mjmb6PGpkhoCcINASkA4MvDEwIskiiakAyZkQ4YwfMyRTllx2Gn22ykOFTKXDQcsAnOGMmLuZkPJRRkSpjTJTsi0MYKSukmxoJBoqkXvASCARJZtNk4mrTAQM0uIBemfo42G8gzuzFhk4o8bnj2za9QieB3bVxNprY5Y8zEYI05hgbN/IMb8RSVyhomyxp1gnQOTubUPxkxtas48A5JjM2K8cU8N0u5Tv3GH7zh3y+wV2my3qnjOStd8Nd7gwHrrBweYFaXoap8EpKblMBWVmEgHmpuIDW/awPjQkc+nUDJrl3tAVtUej3MPo2ICHEjjEl1zDl1xHS63hD58de9DxgtwRllnhAitcYINFLOFsySFg9ok2a4Tqh0SataEfyMATJNSqn1DC6KHwoBE1lSQ0GUBNSmypOm8Jfq65YW54afqn9qF5Pc5zZwgkt1hkFRUL0QwMMiBGCo0MsjSJKyUwpRhtx0e53xlIcVsDKe64LNTx8DxoeDpFN0TBDVP0Qhin5hj5BYvLSpfHRYHHnQDnrOg9TQ7vRluwqHtd2naDfr+CZRzSHQ6k69gN3LG9SDKCGCaiCswF68z6C0z7ttHEkyDWMNOUWnNUq2laZT+m28TUmrjhPuJkEHVmntD8BVILl8guPEAkcHZq9ZcSnuexUlvhM3uf4fn887x5+CbuMcAMqSHek30PT+ee5j1T7yGu/9n298WG2+vR+exnB02un/oUTuMo2yf4/QTf974BlDzzDNIXuRbfB5T7cSJ+6n//QWaqIX7zgQSPlP5Prr7wfjYmpzmnwUzicf5AfR1/co3lC5+lJ+n8LD/EDeEBAC4abxK8tc9bpcG/FWweEgs83VX4evXTnPd9AlEYfLn7ToRy6BtQ9O+guFnkVuNFXvZdYyPTYneih6GeXLQVRyHZT5Lqp5gWp3k4+wgTvnmcho/DzQ6VvVMeJYKLHtvGn7hDWLxFuLWNvt9H3RJQ9kSEMRYjgt8/KM1cvoR+6RJkpyjUm5TvrGDcuYO6vkY0v4NyD8OlUizBdmaKYnaa/uwcanKRoG+SYEdCLPXpFbo41lkYkVWRaDaAktTpByUOZY9ty2SrNsiIVDom4A4G1qnlMVv1zHh12RaINwcZkXTTx0TLh6853ngzHPYxEZWY8PeYlEqk7U184vhhhaMIZYcAMg/xOQjnBrbtngudQ6ht4RyUMA/AbIYxnQVMd+kefiMtBHGVjrJGUd1gQ9tiQ++O+kFKskwyOHmiBHM8E3Lcmt1zHOxSaeCKupuntL3LzVKNXcOkJgk4PhnxtCMp0PNkDt0gB26QQzdAxQtgI+ETXHLDuTCzkxFmpxJMx3ykFJmQLWA2zEEGpNyjWX4bPxDFxsrmUdPrhGJrpEKrBKSz5ZoCmRGMrHCBAlk8QURxbGLDmTCRZm1kRBYdwoh6bAii6vMTSU8QSacJTYQJJkU0v40ktnG9Cg27zFuuxnUxwy0usMb5M9Dj9zosc4uL7m2u9IssdQ0CbhpFmsSVkthijI4bpGoYVDp1mu0W7Xb7bdxQx4csu5iKwIEXYM+Mst1P0HRPmgL6gAeReQSJR5E5h4h06pPcExzqdGnbLXpGBbN/SM+q0bHqdOwm9hilHkhnG0/FCKqkMO3LM63dYlZ9g4hysjfKtBQOWmGKpp9D3wR2bpnQ/AWSi5fJLFwhHkx/2bMUXavLS8WXeD7/PJ/Z+wzFzsnndC56blS6eSj9EPI7lBe/XOHU67Q+9Slazz5L54XP4vWPzhtSLEbwa7+G0Ac/SOBd70LU7z22415xH1Duxyj+/f/xUaybe3z6mRke3PkPnPv0VbYnH2BBtckmH+UT6hskc9dYXHyVLeb4p/woTSGK5Fo8tffH3FyZp2cHAI9l6ZBnvDwfsm9y1fcs0lCN03OmKahfj6b8D5QK23y+/yd8PnWbtVybzjHtvezKAyDppUgbaa5MXGUhu4xmJqhuG+yt1HCskx8/LbJLOPgmMfMtQvU9tF0HdUdC7J79mIrBIPqlIYgsL7OvaBQPyvTWVlHX10lsbRBt1Mcep66mszE1w+HsPMbiIsriEpH4HLGegnTQp5XvUNlr444Zay+pIlJCoxuQOJRdNhyLm60e9f4QeqTOGAA5RFIrII4HI8kRyHSCzPdTTDb9BKouVLqDy9FTEdI9JvQOE0qZSb1FWm/jl8csKpI2HE43zILE5yGQAlEC24BGflDSqW1DdROnUcVyFzG9JayR38jZ1K2HSUveoqBtsKpv8bp/hzd8VTwtMFDyBKdH5ZfcUGacDWZPKAqcZhNzdxdrN083n2d354DdgyY7TZMCEq1ICDeoousuYdHgtFra8QSqnn8AIm4QT/aTCgaYToeZnUoymwoO5sK4AmLbOXJELQ8s2ZuV3jE57vAxRWj4RWpDJUw/2ieS3CAZWCEr3WZWWDtjT24js8kCK1xglWWKvRxC3SLSqB7rAakRbVbx9zqjJVlWtSGATBBORwmmZPSgiyR18KhiWgX6zj6mUMQV+3Txc4cL3OYSt7nEJos4wskFLOK2uWIWechuc8V1mPJUTC9EzfCodBs0Wg3a7faX5IYKg0ZUXTcHjaiSQQAPx4qw25tirZfiLStA8ZTrngpcReKRIZRcRMLDG9qxNwduqL0y/bt27HYd0x0H1MJg6NzpJlQpMuwBCSC5Jv7+IRnhGtPaW0wEN4iGD0+UbVwEmv5pejNPoT38LUTPfQBRGp95/HJGvpUf9JLsPc/LhZcx3aPPjyZpPJl5kqenBqqbbPC0kP8rF1axSOu552g9+yzdl16GY1kxJZsd9JN88IP4H3kEQf6zgdJ9QLkfAOxtrvArP/9RKlfmmCw8R+ZzYQ7jzzCndckM4WR64WVy0zf5PO/hF/kBHEEm2SkQv7HDTi0HQFzo8H5llY/Yr/Mu+TMowytxw11k1/k6tOCHKRTX+D3p47yU2WQv1R9d1qu2wlQ3x3RnmklnknML55mKLeLVg+xcr9AsnzzBq0qRlPwCsf4tgtUS2q6HNKYvT9A09EuXUK9epXF+iR3dz0HpEPfmTSKrK8xsb+Azz5puuYJAITVJeXYOY/Ec6vISsfMXiKkplEODWr7N4U6baqFzxsAKwFMEOgGJA8ll3TbZcm3qogeieQI+7pZlJL0M4lkZ9N2QBZkZ/xSLVoZMK0Co6sF+je5BbaxxYVA2mNDbg83XYkJvE5CPLTB69FgWZH5QilGDg/ej3xpas29CdROvtonQH1zxe56MdcJvZGms34iHy4Gyz6q+xRv+bUrxFiQVpiK5MxAS1+NHWRDTxNrfx8zvYe7uUtrZZ7vQIF/rstt1KUoBioEEh8EIgl8hIXZJi22SYht9jGS06yn0xSBKIEYim2N2fo5cNEgMEb/p0q2aNCs9moe9EYiY/VO9EEBbH8hxa0GRxlCO2whLVHWQpRLnuM3ScJvm7NTothdkx5qj0JqgVonSP1AJ1ltEWjXC7TqSO8iCCaJIOJkaAEgqRWhSxRcBRe4BNUy7hGHvYVDEkc6W25qEucPFEZBsM4cnnHxvkq7JJdtgzjCYaFZQagd02u0TY0K+mBAED1238Gk9/LKBX3AHUlwnRMRMEOyn6PRSXHNlXsXmNRx2Ts1qkBhMHr+Ix6JnMGVWcYduqB27MSjL3NMNNXAi+3ESRkKInjMcRFcZzYNx3QpysEBi4oCJeIcJrYV6eh56fBEWv3awzb0XvozuqPcKy7V4vfT6CEo2GycVWtlAdpAlyT3NE5NPoI8bP/EVCmNjY9BP8uyz9N9668R92tISoSGUaBcvflmzR/cB5X4A8BP/8HuJRdIUjQ3mX9ul7/tmptUa2dTj/JH2GvPLL5Ca2ObX+Cv8nvAXwfOYzd+mfkfDcDQUz+YRZZdvF5/jA7xMYGglbbqLFI2P4ATfR6mxx3/Sf52Xszu0jrnApjoJ5juLTPWmWJpfZiZxAauisXXtgP5d6w/PQzcPSLmfJ969QbBcQi06Z60SBAF1cRH3yhUOzi2xHYxwUGsgrtwhtb7K+Z1NAmOGzfU0nYP5RYxz51CWlohfukRucQmaUN5tc7jT4nCnRa3UPZO+BzAlKEoue4LDgeRSlFxaagNRO0DUDhHVwU9FL+ONSe0fj8nAJLPhWeYCM2TbfsKFFuJehXahQqXcYgwL4ZdMJocQcncLKtaJhlTi8xCeGsyI8RxoH44AhNrm0B31JATe9Ru5mxnpeEu47gLCmL6RA6XKXqhMPdHDnpTwTUfIxo/KMZqkDR/Tw6lUBlmQfJ72bp7t3Qo7hy12OzZ5WzllSqYBHlGhT0pskxLapMQOUaF3RrHjCSJaOEEinSGbyjIdm0Q11RN9IPeaC2PIUAtKI2fUdkymGZWp+UXKCtxtUZI8izk2RzCyxB2ig9HaJ6LRC1OtRukWdJxtAbcscJfG/ZHoURZk0o8vCrpugtDAdg4x7H0Mr4AlvrMfSN3MsWo/zm3xMjeVeXbk6JnfiRs9Mo0y6eoBmXqFkNF9h66N0RFF02x8eh+/YuDHIohG2A0SseKjRlT5WCNqG483hjDyKjbrp4BE8DxyrsE5o8x0f59EdxPHqr2tG+rJ7MexbAgiulFD71WGjagVBKeCqVSxAh28pIA8lSU8N8902CVjFQkWXkOonFSSoEdg/pkhlHzN4PvyVYhyr8wLey/wfP55Pr//edrWEYhJgsTD6YdHpZvF6OJXpcEVwHNd+tevj6DE3DwGS4KA76GHhnLgD6DOfuXkyfcB5X7w7/7lTyNutXh+wuWBNz+BZn87SbXIzOS7eFZ7lfOX/wRfvMrP8kNcEx4BwyF3/Rbl8sD7YJI636l+hm8RPsmEMLC2t91J6vZ3UJUe4cCu8O9Cv8ZrEzvY8uAjo9gSc81ZFjrnmYvMcXHhYbyqztYbNYyOiOA6BNu7xNp3iBtvEqrsobTPliLkzCTupSuUzi9xJ5Vhp9VBWl1hcX2FpZ1Nwt2z83NMVaW2cA7n4kXCV68y++jDhDIzlPe6AxDZbXGw3aJ5OF4S2xI8SpI72GSbQ71C11cYgIh2gO6r4CkHuMK9+zhiWozZ8Cwz4Rnm9CQzjkysWEfKl6jmDygdtim3B6qA0+GTLCb0FpN6m4mgwcRknODEDEJiYXBiDU4OSjFWDxo7UN0YQEh14x1VNn0vRkm4QItlPGeJgL2I6p2VIvYVk2bCwMko+GdjpBdzJJMToxOo2+2OpuOau7sc7BTYLjXYrffY7UFBjVAIDDxBKr7omcdXsQcwInZIC21SYhtFONu/EwiESUbSBJUEqh3CafnoVA1aVeNMVutuGeYugDSjEq2YQj0gUdHubcvu99oscWfQk+HcZFbcQD3VxOQ6Ar2yTqfoo1P0Y9RjhMI5wukJwpNhgkkJ3e8giS0ctzIAEGcfUzzAE784PxDVTKOQ4VCZ501lljflJG+JAQ7GlBvi7QaZRmW0Bcx7fxYVxcHn6+NX+vgEiyAKYddP2I4SMdJo/TTKqaF5x6OHx1s4fAGTV7HY8DjTdJwwq+R6eXL9PbL9ffRRuUIZlVyOwONYRkRQUY36sSxIGdmsYChVbF8LN+EiTU3in1siunCB9OIVpjJLaIIM+2/A+h8PtvxL4B47zoIE008MgGThayD7MEhf+b4N13O5Wbk5kgHfqNw4cX9cj/Peqffyvtz7eHf23YTVr96a5VkW3ZdfHsiBn/tj7FLp6E5FIfDUUwMo+dqvQU6lvirP6T6g3A/+zff/HZ59YJLHr/17ooffg67vcy7zDJ/UX2H5yh/jxUx+mn/AjjCHWOkSvlagb+pI2HydeIO/pfwWV4UVABwvRNP+K9Ss97Prr/Pvgr/Ga4mN0TyVSEdnsXWe6f4CF2Yvk1bnKN1u0S44xOqrRBrrRFurhJs7iKc7/mUZ+cJFqpcvc3N+iRuan872Dgtrt7myfoe5wt6Z1+bIMu3F84iXLpF48CrZhx9Cmp6jvN/jYKtJfr1BcbOBUR8/6KshuJRkj5JscqBXKAf26Pv28fnLyHoZSzzEG2cfyuAKaDo0zXx4nnlfigVRZ852mGk3sHe3KeWLFA87lDoah0ZwLIzoksWE32AioTGZSTIxv0BoehkhNDH4hX5jkAWpbEB1A6+6gdC5t7QZoCkKgwZUKUyb83jOeYL2IhPmAgn7bMe/K3kwqeKfieGfjaHmQohRBefgAHM3j5XfpbubZzdfYafcYqftsO9pFIcAUvAn6Cn3TkcLeEyKHc5rHSbUPgGvC+bZlL4oSATkGIoVxmv5EXvBEy6eHtDRhZEhWSMk0Y4rNEMyFV2gKnnv6IrqN3sstFe4aF5jUVoj59slFjib8bL7EmY9CkYOXV7AH57CHxJRlC6uV8WyS/SdvVEfyNuGK6H04yhGCtWdRBEn8aQklhSn4wa5YUq86XmsyDo7/jAd7ZRdu+eRbNcHMFIvk2lU0O0jgBo4ohr4VAO/aBBAHAJIhKiZRO9PoBgxBO/tfev7gkPN61Kzm9y0O9xyXe7IPnaUCO6pElLUqpPr7ZHrF8gZLQLoZ7MfYgQEHdXuDMovvUEGRDErmFIVW2/ixizEbAJ99hyRhQukF6+SzV0gMM5pt757BCQbnzoxMRqA+MKpsk3k7d+XL1O0zBaf3/88z+ef54W9F6j0Kyfuv5S4xPumBqWbK8kroyGQX41wu13aL7xA+7nnaH3q07jHlDei30/gmacJfeCDBJ95Gik03qH6KxmHpSrpycR9QPnvNdqtFn/3Nz/GhVv/ifSdv4wZbnA5834+6X+V5SufpBVV+Sf879SIo2w0kNdaeIhklAJ/W/gE3yz+CRoWnifQcT5Ew/6rrOgVfin2W7wWXR3tJ1MNcL51kUlxgauLjyDUFIpvmiQObpA6fINE9QaSe/KqVAyH8R54kJ3li7wyd45rtkfkzm0eWrnJA2u3iTfPLhz9XA71wYdIP/YooQcfQJ5foFa22F6psbFSpbrTxq6bY7PmNdGlJDkcaA0O/UXqkU2kyD6uUsCkds9j6JN9zIfnWfBPMC8FWHBhvtdhpnmIVN2iVihQbCuU+kGK/RCH/QD2mMVAk2Ei6WMim2ZiYZHJhfOEoyGEzuEwC7IB1XW8yjrC28yJAaiIIruKzI4isysr7MoatjdHyFrkvH2R5f4c6W7srDxTADntR50OIadURKmF0y5g7+1S2dlnu9hgp94jb4gU9ChFf5xCIMmhP3pmkTodE4rLdEhhNq6RCbr4nSZ2o0yjUsJxzmYRJNuHbIVQzDCKFUayA5jyUR/IwBVVpRkZlGEOFY8xSvETITs20XaD8FCOG2+XmWWLnG+XVKRMKN1G8Y8BTieKKmTR5BSK6Mdz+oMsCIWxfSBnXks/emTJLmRATmGLcXpeiLopUem0qDfrNFotSpqf/UiSQiRBIZKgr55U2IiuS7pVI9Mok6lXyLYrhJUuPq2PX+rjB8Kej7ATJmom8ffTKP2jmTD3CguXutCn6bToGlXM/iF9s0rLbrIhymxqSfK+KQraJLZ48rGCdo8Zo8G0ZTJjCYSFIIIYBiGA7Bij8oveLw/dUCuYWn3gBZKJoM0uEl5YJrV4hezsZcJfDDwYbdh64QhKKqsn79cisPD0UZYkPj/+cb7M4Xkem81NPpMfyIBfK72G7R19vv2yn3dn383Tuad579R7Sfm/OtmIu2HXarQ/9emB8uazp5Q38fhJ5Y329i66X4mwDIett8qsvlzi9us7/NC//vB9QPnvNf7hT/1DwtYnmX3xIWoJnUcnn+GTwddYuvoJKpEg/4R/SNsJoF2rIBwOsgx/wfcn/JD7ceaFQcai55ynaX8/q7LGf0z9Pi9E3hg8uAezpQBLjQvE9UUuzlzByAtwbZ/J0oukD99AOtaZLmXSCI8/xcbSRT4zs8jnejZzb73B4zff5MGVW8TaJxcCV1ERLl8i9tijBB95BP3BBym0ZW5cL5Nfq9MpdhHrFtKYT2lbcCkofUq+Cq1YgU5ynb62Tcct4XG2lACQ0BMsBLLMKyEWPJl5w2ChXSNd20GsbePZBnVLp9gLUeoHKfVDlPoBLPds6lhVZSayE6RnppmcSjMREYh6Bwi1TbzqBl5lDbH/9r0qZUlkW1ZGILIjy+wqCiXFzzn9AR62L7PUmyHbTBCqaYjO2dVbDMlIYRdBaGJ39iiWdtgsNwbzYdAHGZDh1lb9Y57FUWiCR84vMBPzM5uJMjcZZSKgoDTrdA+KHJYKHNZL9K2z2RHBlZCtELIVxhIjNLQotaBGMyrTjinUQhIVFZrvcHEpeB7hXotwvTJQwTQHpmR3FTFhu0Fwsktgskcwa+BLdhGl0++3iEwEwVPwXBNbbJ6RcZ85jlZgUIaxJtCYRJTS2FICQ4jQsnTK3Q61Vn3kiHo3HEHgMBSlMASSYiSBKZ9c/GXHJtOuMNsrcL63y1K/SNyVho6ogz4QpT+BbL/9++PgUReMAYBYdYx+GdMon2lE9YCymiCvT5H3TbGnZ7HEkz1Hftdl2vKYtTXmLI/JbhVfrzJqRnUYAki4B+kA2uwcoYWLJOcvkl14gGgg8aX3U7gOFN4cAsmfwO6LcPyiRpAg99hRliT7yFelbANgOAYvF18eyIDznyHfzp+4fy48N2pwfTT9KMpXQQV0PKxCgdazQ+XNK6+cVN5MTQ1KN1/3QXwPP4zw32AQr2057NyosvpKia1rZeyhN1TP7PB3/9033QeU/17jR/75d3D1+S71yDmeTD/Gp0K3WHjg4xQjCX6af0Cvr6K9VkZoOyiiwT/z/wIfsl5HERwsT6FlfTc74nv596nf47nIS3jD1MTcvp/LpXl8ofNcmr+MedshfP06U/sv4OuXR/uXcpN0PvDneP7hJ/gNX5TQjWs8ceNNHr95jfnCyS+5p2loDz1E5Kkn0R99jHx0luu36uxtNOgWu2gtG21MDr8vuJTUDvVQhVZsl2r0FiVlBccbL5mMqCHO+yY5LwU4Z7uc77RYqOWJ1LZHdWzPg6alUeqHKPaDlIZQYoyBEVlVmJiaZCIZYCJoM6lWiJrbUNtANM4OADweJUkaAIg8hBBFYUeWaQWSJKNz5EI5FuU5zvdmyDTihMoq7Bt4/TFZANHBpUGte8huvcSdRoVNZQAhxS/Snj0he0yHFWbTYWYzMWYSAVKqQtQVUDo2h4Ua+4U9Ko0SLaOCIbbGLu6e68eQIjT1GLVEkoNklKp/4AHzTrNh/GafcKNKpFkZeoLURnLccLuBNDQlk2SJ+GyY6Dz4U03EQBFPKp99QI/xBjHHQnDlwVwYI43mZZDFSRwpgSnG6DhBan2TSqtGo9mg2+3iuuOBxhZFSqE4hWiCQiRJKRzDPrWI6o7BYrfElU6FRxs9Hq6rBHspFOOdDbeagknd7dCx6hhGGXNoyX7XEXUcfHuCTl3NkffNkNdT5LUIffHkIqW7Hgu9HsutCldqeSY7O1hqDSfYhZSCNjNLYGGZ+MJFsosPkIxkvzwNnY38AEbulm1OZw5jc8fKNu+DMf1MX6kodoojIHmx+OKJOTeKqPD45OOj0s1MeOar9rxgkMUx19cH/SSffJb+jZO9Ltry8ghKtOXlr1rz7fFwHJf87RprL5fYeOPwhHIunNQ5/9gEE8s+Fi5N3QeU/x5j9eab/Mk//kFM4f08nlzkc5EdZq5+nN1Ymp/hR7AaAurrFQTTZUHd5d+qP82cPTjBF+1Fuu4P8+vxa/x64pMY4iATMl308eBWGl/oAvNzS+g3uiSuv0H64FWku2lOv07r676B5556P7/pj7L8xiu87/WXeOLGm+jHDKc8UUS/epXge99D++LDvG6n2Fxt0drr4G/aBMfAiI1HVe/RjlSox7bZC7zJnrI6VgmhiyqLepLzgo9zlsX5do3z1TzJXuPEeuV50LbVQYnGiFKyUxQ7Gn1zjM+JJJFOBpgIe6TVGml3i5RXOOPFcTwKkjQoxSgyO7LCtiKTVxSsyBSpyNxo4u90aJppdYrJZhypaGPttjDzLZzG2f4Z13Oo96vs9uqseCavSxLX9BB1/e3ryDIeU36B2WEWZHYiQjaoExNEQpaHVbNGpmT1Spdq4xBTbGArLSy1iSudlak6gkzbH6ccjbMTi7MZiWLK956UKrkOkXaDcL1MtFUj2jjyA4k0a2jWcB+CQDCeIJKaIDoxQTDtQ4se4MlbWN42hlfAY3xv0dj9GhGUXgrNzaAIGTwpiS3E6RGiYUiUOw3qjfqXZEhmSjLFcJxiNEExHqfoj+OeWvzDlsVDDYNHyyKPVj3Ot1zudQ17tw+kZTfpG1XMfmnoiDqAEMcb97zUYzLcwc+mHGdXj7Cr+NhRPDqnMlOaY7HYKXDO2OKcnmdmUiW0sExs4QKZcw+STswgiV+BK22jDdufPcqSlE/OkkELw/zTR2qb+MKX/zncI2zXPjHnZqW2cuL+tC89ypI8lXnqhIPxVyM816V/7drAo+STz2JubR3dKQj4HnnkSHkzPf1VfW53w3U99lfrrL5SYuO1Q/qdo4vEYEzj3KNpzj02QXo2hCAI95tk/3uOX/jhv4xYeIjLsTjXE21SV36X7cQEH+Pv4R7YKNeqCC78Jf+z/IT3y/g8C8uTuW18M9dDD/CvJn6DilIHIF3VeOxWjKg0Q3RxmamVNsk3XyfWWBvtz16c5bUPfSv/em6ZxTdf45nXXuTR22+hHjvZi+k0/ve8h/z8w7zGNPsFC7FikjBBOXWZ6+LR0g3akSr16A47/jfZVW/jiqdkjQjMKhGWBY1zpsH5ZoXzjRI522ZcxaDjaJTEeYruJKWun1LNpNM5u/CKokAy5JHWGmSkAyb1FgmtizQGhg4kiW1FZluR2RpmQfY1H8RmmTgNIaGBbbviyVjFDsZmjf7qIdZ+B7c9eEXHw/M8SnaXO67J67LEm5LIxmh6yNmISh65kMxsKsRsNs5M3E9KUYi4AlrPpV0ZOqMeDiS5/Y6Fh4crGlhqC1tpYqpNHLl9Bvw8oBYIUwjHOQjHKIbjNHxBTuuBfUaPSKNKdJgFiTarIwAJdRqIw1OLHgwN5biThNNxgkkZXbMQpRaWs0/HujPoAxGb7yjHxZEHfSBmFpUMgpjGEePDMoyPSrdLtTEow3ypfiAw8APxAi4H4Sj7gUm2/FPs6MkzipZU///L3puHx7Hn5b2fqup9b7XUrdXavcm7Je+2dI5lBgjbkNxwA2HmAiGEZeAyYZkBMmQmhEmYLEMYkgmEG0IeIJBhy0IAyz6S92PLy7Elb9plra2Wet+7q+4f1epF0tlmzrFaPnqfpx/b/euWf5K6qt76ft/v+8oc9mc5spLliD9LU7SQv5vNGZKFshFiqRWSCR/JlI9oWjUkS8obTZaJG0zAOEqEqMlshDmiTGtlxoxGVnSlomUtGdpMMQ7VG+g+2MzZ/bsx616Cz4Ysw0JR22b61pq2jQh1RW2buqMvrW0DEEgEuDanjgHfmLtBMFlk347AgaoD+TTgXc6XX4lQUimiucmbyKXLZLwFgbyg1WI6dRLr+fNYX38dTWXlS91bfo+ywsJEiNHBRUbvektG/I1WLW1H3LR1eahpsSOsuZPbJigfYfz29/1j6i1VeN1WtHv/jAWPnX/DZ1BmU2iGA0jI/Kr1P/B/p68DsKBUcVf+fr5W/ZhBy2MALDGJo0+d7FhxQn0TB5fSuO4+xBxXDxRFFFk5c5r/+tq3MxaJ8q03+um5e6vEGE1sbmb+0AWGrXuZD+kxhjI45PXUISVlCTkCBJzTTJgeMGV4TEYqvUMWEWiRTOzJKOwN+9kTCbA7lcK80UfV5CJubWORerVVE8iyuBgg7A+se6mAgssQo1ofxmOMUG0IU6mPohELXzciCExptUzmSMiUVoPXaEOuaKHK0byOhLhNbiRRQlEUMisrJIenVCKyECcTlkCxIgjr71IXlCyPBZknZHlClmdkS6ITBRSq9QKNTgON1Xaaqp3UWvRUIGLNgBxME8wTkPiGI7kyWcKmKFGzSki0hNDI6y/aca2ORVsFi1Yni7YKlqwO0hotoixjiwaxB0sJyCoJMeTGXjVaHbacH4jd7cHqNmI0y2g16jRMKjVHIjtLQpgnq3l7oXIeioCYMaFLu9HKzYhKG2mhiljWjD8BK6EAgaDahnm/0GiyGI1xjLoYJjGNFS1Z0cULQzMjhjoeWpyMW9ZXhupiMkf8WQ6vZDjiz2JNpAjJkVwujBpMF80EiGQCxDPht/EDMZe4oK4+RMkOggVJTmOM+/JC1FQmzBObjqdOFyPWOpY0pe0hjShweIeDky0uTrZWcniHA4P2JWkPgrMwXtS2iZVOteDYAa3nVULSfO6ltm1Wc25WqyQPfQ9Lcm5sOhun605ztu4sZ+rO4DQ4X9reViHHYkSuXlNJSX8/crjQJhbNZizd51SR67lzSJZ3D0r8MKAoCr4XEUbuLDJyd5HISuHcoTdpaD1cRVunh7qdDkTp7YVl2wTlI4o/+e3fgFs+hJomQm1/RmCHxL/ms8gTSbQjIexE+D3rr3AwPQ3ATeUAf2M5wv+ovEpKTCPJAvvGbOwfsyOYKzggSHjuPMWQE3ZmdHomL3yMr5y+QNPDe3y8/69pXFDD0BQg3nKIsZ2vMyY2oIlrMSlrqgIoRE1JIhWLLNie8VR3h4DBW1I80CDQpmjYk4izJxpibyrFzlQaY8nHUlD71O69JO2tLKYrWAwKLHhDLE5OEFzaKORPoUIXzxufVRvCVBmiaEWZNPBCq8kTkSmNFr/FhVzRgq2ijQbbjhIS4tA7EARBdUednyc1/YL0zAuSkwvEF5OE42YUyYXF5EavWa+YD6HwhCyPc2TkCVn8KGhQqDVJNLpMNNU6aXSZceu0OBURc0IhsZILqctVQ5Kx9aX/jEjOE0QkYk2BMYIkBzHE/dhihSrGKrKCwLLZjtemkhG/yYwYj6si1FwrxhFewRFcwRoN5p1RLc4K7J7qXBXEiaVCQqdNIggBdRw3NUNSmSelWUR5Gzv/t4Mo2xCzDWQzrUTibfiCBgJB1Zb97XQgbwdBUDAakxj0UUxiArOowaoYsGfs2NMVmOPVLOHmgUPPfafEfaeGafP6k2tTJMtuf4I2X5CmhTks/lni6ZW8GHVj7ZN2HflQqyFqW0ZERJ/w5wmIMb6MrPhI6wLItgSJaifT1YeYNLTyLGFnwl/6vYsC7Kuzc7LVxanWSjobnZj1L6kSkYrC1I3CtM3S09J1nTXXtnlNJSUVLesqbh8mYukYt+Zv5XNuvLHSMf12Z3s+DfhA1YGXlnNTjIzfT+TyG+rkzY0bKEUVPsnlwvr661gv9GI6cQJR9/bt0w8by3MRRge9jAwuEiwKbNXqJZoPVdLe6aFhTwWS5r2NUm8TlI8ofu8f/mM8lUeYbPxfpNsj/Et+CXksiXYsTLswwx+avkBlNkIaDb8rneV/V6UYM6r23XXLZo4N2bHH9DQJAq1P59DH1QmAlN7C42/5Nn6j8yTdNwb4zoG/wR6NoCCw4t7PRPsFlnQN6NcklGYEhbAjSqRilknLfUZ090lpSv0j6rNwIB7lQDLJgUSKnekU+uJPoKMR3HugajdZ1y58aTvzyynmnz9mfuQpft/Gd+AObREZMYZx66NEtQrjWi3jOi0TWi1BqxulogVT5R7q7Y002FQCUpyWK0ejpF68IDU9TXp6mtT0C4IvZpnxJQhJbkRHExZrLR6DE6e0/iSSROFZEREZJYtklWjyWGn02KmzGqgUNTizAvp4lmi+FZMg4k+si95RgLhOwG8R8Vskoi4tYaeWkElBTvoxRFbwhNSHMb1eqxHV6VkxWYlIGjLZLFI8ii1cqIYYknEEQKPX43BXY/dUY3O7sVYZMJmySFIUWfaRTM2SyM6RFOfJat5lJFcBQdaq5mVr20eKRDpVQyjsYdnnwO93kk4b3+YLbQydLo3BEMOkiWESwYoem2zGkVZt2fVxD5qMOf/zmzIJ3K/QcM8pcd8psWAsPbEKikJ9IEzrwhx18xO4Z56hiW0gxEVY4wHiKLFnRzCiS0dUApKrhEhpHymtH9kUhioN2h31mJt3UdG6h4od+xkLGrg1vsLNMR+PZoPrHIZ3V1vzhORYcwV240uaHJFlWHxUICTTt6DYoVgQ1Qmb1bZNfSe85KmWF6EXXJlVqyR3Fu6QLmorGSQDJ2pOcLb+LGfrzlJjqXmpe1tFenY2ryeJ3b2r/lxz0DY05PUkxkOHNmXyZhUBbyxPSlbmCsaYklakaX8l7V1uGjtcaHTvf4/bBOUjiv/1j/8jE41vYu6Y5J/xBdJjMprxMCfFYf4//a9hVNIsY+OfWI9yq2KKtJjBlNVzdMhKy4wRTyJLx4IfY0gtLyb0dp6e+yb+3bmzfOvlv+Q7rl5Cl0mT0DuZarnAtPs4klDoaWdRCFrjRNyzjNtu8Vx3H1ksCgtUYG8ySWciwaFkiv2JJJWrB6i1Fqr3QdVucO9BqdxFWHQxPzbK/KM3mXn+FJ/Xz0bJ7jZtgmpDzhLeGAFzjFmDyLhOg9fsJOFsQnLvodK1myZbEztyFRGDxqBatAcCefKRmp4iPf2CwMw8k74o0xkN8+YqZGcTFmsNbkMFrRoDTYiIG+hnJpAZEbIsmQSSbjOGOiseox6XKGJLgSacUYPqfHGCS3HSG0zmZAUImtWQupBdQ7RKR9CmYcUo4NVADBl7PIIn5M+TkYpoaJ32RgZikoZ0NouUiGIM+rAGltHKWRAErBWV2D0e7FXV2Nx2LE4RrTYB+NUqSHq1CuIF8e3ULyqElAlt2oUo6lGkDGlNAFkMrHtdOq0jFHITClYRCrkJh10o72ImJopyrg0TxSRmsQgabLIJe9aBPVmJIVGNNrGB/0vuZzBmEblbIXHHKfLAKRHUl/5/opyl2jtH/fwE9fOT1C1M59tVCKaiZNy11RArkpzBmPDlDMl86JLLZMRlMsYQijODpq4KY3M7jpbdeNoOUFO7Mz+OmsxkuT8d4MbYMjfHfDx4ESC9JoyypdKcJyQnWipwWV6ih0VornTaZi1Js++AtteL2jYvtzWSzqa5572Xb91MhiZL1ussdXktSVd1Vz6W4WVCURSSIyOqadrFPhKPH5es6/fsUfUkF3rR79y5KZM3qwivJBgd9DJ6dxHvVFGLSRLY0eGivdNN04FKdIbtsMB3xDZBWY/f+szPk6xKUHFgkC+IXyA6pkEzHuHj4lW+pPuPaJB5KFXzs5V1zJnUFsieYAP77srUrmTY6/XjDKo9/JTGzNihXv79t32Mkzf+io/3/zWGVAqfaz/jLReImJrzB1JckPG5l/DVPeSh7g3iQoFtaxSF/ckknQn1cSiRxKQoamhXzQGoOQjV6p8pwcjcw+tM3LvMwtgoy94YydQGLqxiWq2MGMNozDFC9iReq4GIvZZsZTtGzwFqXbvylvNmrRlFlsksLeVISIGIRF/MMr0U4YVgYtZSxaylkllLFVmLh1qDgz251NVdSOg3uPgtiwo+q4ZYhZ5shQGNRY85KyAE04SWEwSX4kSWE8gbBO2kJTUjZsUiEq3SEa7Q4beILOlhSSwdHNVl0rhXyUjYjzu0UuIqugo5m0WMR9FFg2hiEfSCgnNVjOrxYKs0YjRlkYQwWXlJrYLIsyTFObKadx6NVp1RK9FnqtFSA2IFSU2WhLBCWpgDaRJJWh9BEItZVUISqiIUdBOP21g//6tgMKQw6GMYpTgWUcKKAVvGhiPlwpzwoEtUIb2LKVkKGa8Q45E5xSObwlOngZEqJ/E1xlRSJk2td4b6uUka5qepXQqhV8wbtmEENLlcGLUCYoz7kJVl0nq1DSNUmzE0tWJv2UVVyz5qW/ZjfpupqkxW5uFskJtjy9wY8zE46SeZKW3b1DmMnGp1cTL3qLG/v2rSN4RUbE3b5knpus5SNG3z8ts2oObcrJql3Zy/STRddL4RNBz2HM63bprtzZtywVdkmfhbb6njwH19pKemC4uiiOnIkXw6sK6+/qXvrxjRYJKxe0uMDi4yP1YkFhYF6nc7ae9003ywCoP5g6uGbROUjyB+73OfwXD6Db6o/RzeMSvasRA/Jv0FP6f9YwC+Zmri11w64poEOlnLt04eompojl3zfnasqCX6rKhjuqmHP/qu78QydYv/5y//BH1aYb76JJM7zpPROfL/35I1xGzjXe6Y/xfZotyRunSGs/E4Z2NxOhNJTAYH1HcVHnVHkDUmJu7/DeN3L7I8Pk5oKUE4pmXthUtEpsoQxWmMkLXGiVdJpGprEar3YavrYodrN832Zux6u1oJ8flITU6SnJwkNTlJanKKxPQ0M74Is1orM5YqZi1VzJlVIuI1ObEJEruRcsmrInuQcGwwB5SSBCI2LSmrjqxBQzQLfn+KoC9OfIOQOoCEVm3FBOwaYm4dQYeWFbOIV6uw/HbTKYqCMxam1r9E3coi7kgAczq1nh7JMlIihhEZh9mIu7IKd40bi0NEp0mg4CeVniORniWpzJHSLryrFkRKWdEmPeiVaiTBQ1Z0kRKcxDJW/PE48fRjBHECs2kOi3UZSSqtqsiySCTsUslI7rHarlHFqDEM2ihmUcaCDptsxp5xYEt40Ceq0aXeeVxazpmSBbMRYmk/ycQSkfQKz5wGnlU5maiuZ666gbS2lJBoUynqFxdpWFxhhzdOrV9Gy+o0jAldOpJzRVV1IGLaR1rrJ2uJIlRKaBsbsDbvxNWyl9q2Qzgd1e/pwifLCo/nQ3lCcmfSTyRZqhuqsuo52eLiVK5K0lBhfHkXVVmGxaGits3N0rYNAtQVt226XnrbRlZkhn3D+dbN4+XSCkSFoYKzdWfzOTdW3cu3bofc5M2bt1VScvkS2aVCtUnQajGfOoX1Qi+W115D43Jtyh5XkYikGbvvZWTQy9xzf6GNLEBtm4P2Tjcth92YbB+O7mWboHwE8cd/1sOX7T/O1HQN2qcBPqP5Q/6R5n+hAP+soo2v2VIoAjQkq/n2od1UDj9g18IK2qx6BzfvOc6bp7+T+5Vhfugv/gtVwSTTDeeZqz6JktNWJMQsM7XPuFf156wYCqFTBxNJvika42w8TpO+EqGlW73T2nES2dHI5MR1xq79KYHnz4kuJQhFDKTl9WV9qzaBxRRFcMpQ60Dftgtb0wnqa47QZGvCoDGQDYVITU2pBGRilYhMsjKzwJRk4YXVwwuLmxlrFbPmKubNrrxplh7YmauK7M39WbcBGZEFSBo1RCWR5VSW+WCa4AatGAWI6QX8FomQS0u0SrVo9xkFFjQKoY0mN4qgTyZwryzQsLyAO+THnkpgQEHYwF5eJ4DTbMJdaafGpafClgbFRyI5o+bDiHOktSvvPJYri2iTLnSZarRUg+gmI7iIyzZCKSMroTgrAT/hcAi9PoTNvoTN5sVmW8K8QXZNcbsmHK4inTaj18cxSUnMglRizW5M1KCLVyJtYHpXjKiQwa9EiaQDJJLLpBJLxNJ+IpkgsUyIpEbDXHUDMzVNvKhpYt5dT3aNS6shmabBG2XHUpbGJZG6lSTmeEGIqkv6cm2YMIozi7ahCmNTO85cG6a6ph3N1zH2qigKo95IrmWzzK2JZQKxUlJoN2pVQtKmkpLWKsvLvcsPLxS1bd6A6BpBua2+qG3TDaZ3N5L7oBFKhbgxd4OrM1e5NnuNlUSpkVuHqyPfutnr2vtSc26KIUejRK5eJXyxj8jAAHKk4KYsWixYuruxXujFfOYskmWDnKGXiFQ8w8RbS4wMennxeKWkqutpttHe6aH1iBuL88Nvg20TlI8Y/tPnfpw/7ulkaH4X+kfLfF7zX/iE5iIJQeDHq1u4bVBPkr2BE5x6E2qfDVIRVXvsYUsDT3f9Hf6qq4Xz1/4/DkwsMrXjAovuo6rNNODXRxlvuMr9ij4ykvq1didTfEs0ysfiGeoaz0FbL7R0s6gz8eTOH7Ly4CbJFz5ifg2BpIm11RGtmMFmjqOvkDDuqKZy/wnq930T9c42JEUg/eIFybExkmPjeRKSnJxkMZblhdWtPiye/N/9htLPgQg0IrIXiQ5B4qCkpSEjbOyRAqykZPwZBX9WIZQttFgUIGwU8Fsloh49EZeOgFViySCwIMrE3oWEmGJhHKEVnMEVHAEfVeEAjmQMoyKDzoiiX+9LoRFFXDY9lXYBhymM2TAL2hmSmnlkzTuP0goZPbqUB71cgyC4kakkhYNY1oo/pmE5ECQQCJBKFe6UBSGLxbKCzbakPuxedLr1YXjxuJV4zEEqYUZI2DCkHVizVhwZJ5aEB13cgz71zsdjFoUACULZELGUn2TCSzy1kh/JTa8Ze07oDMxWNzNTt5MXNY0sVlYii6W/RXNcpnkhSvuMj72TL2ienUBQltVpGHsSsagN427dR23zfoz6b/yCoSgK0yuxXIVEffgipfs36ySO5yokJ1td7Km2Ib6Tw98HjXS8qG3zBnhL3UfRmqH5bKFK4mp76W0bRVEYD47ntSQPvA9Kcm7MWjOnak/lKyWVxs3x/gDIrKwQuXyZcN8ldfKm6DiSqiqxvn4ea+95zMePI2zi5A1AOpVl8qGP0UEvU0PLZIvaiZUNFto7PbQddWOrfIltRLYJykcOP/7H/5I/U86hfbDMr0j/me/X9LEgSfyD2gamNDKiIvIjcx9n5xt3qZ4ZQ1IUMpKesebvYGjvOfzCW3y8/2+Yq/8mlqoO57/urNnH48Y/Z8z2CAQwyjLfFonyPfEMu5p7UXZ/G1OVbTy+/ecEHt4mMxciFjISzaxn4WZ9EotLxNZcT+3B0+zu+jhmnZXU9DTJ0VFSY2MkR8dIjo6SmJhkXmNh0l7NtNXDjMWd+7PqbRN03QicNBjo1Olozwh4EjLaDSZSE7JKQvwZhUBW/XsKCJhEQg4NsWo9IacWv0ViSQ8LyCTfiYQoCtZIEGdoBUdwWZ2GWf0zGkTS6MDmBKudpKjdMBHIYshiN4exWOcxOyYxWZcR3qESIiXt6DPVaKgGKsmILhKyg1DCwHIojT+gjuS+3aGs0SSx5siI3ebdsF2jKAKZuA0h7sIQqcMR2I0x0oI+XvmuWpAYGfxKhGg6SCLpI5lcIppWCUgsE3obTxArgmQjbvIwU9PIi+oapj1OvE7DugumKxhl5/QL2mZHaFl+TrVuBf2OHZhbdlLZupe6tkPYbe4PpTIxH4znCcnNsWVmA6Uma3qNSFdTRV5Dsr/OjvYdPCE+cCgKLA4X2jZTNyBbTJoEqD1U1LY5Bu/gAPxhIZFJFHJuZq8yGylNLW+2N+e1JIfdh196zk0xUjOzRC6p9vKxe/dKJ2927MhN3vRiPHQQQdycas4qsmmZ6cfLjAx6mXjoI5MsHNfOahNtnR7aO904qzevorNNUD5CePbwLb79mZfk/SS/IP4BP6L53wzrtPzD2hpCApgzRn752ffgeuNPsIbVkVyfcw/Pdn0vQ40WTg/+PoJuX65iIqKgMGmdZ6jpj5i1TALQkE7z94Nhvt2+C/3B7+OWrGPyjf9BcnyJeNiwLjhPQMZuzWCvdVC7/yh7z/xdjHGF5PMRkqOjJMdGSY2OkZycJChombTV5B7VTNhqmbJ5SGzgHwIgCbDbYeK4Ts+ejEhDQqYyLmPYQIiaUQpEZCWrMKUT8FZqidQYCDq0+MwCi1rwKlneyeRczGaxRfxqFSRHQFb/bg/70aFgrXSjr6pGsdpJCBLBeIJoYr0JmiSlsVqXsNp82GxLWK0+tNo1GhZZQpeqQifXIFCFLFSSUpzE0hYCcT2+lTDBYJB0+r34iygYDOF8u8Zu92IyrR8LFjJ6dOEdmPy7sfj2Ywg1IcobX7gKVZAwsZSakBtLLb9tFUT9D/QbiFDthC0VTHucvKjU8qJKYsmx/vfuDi6xK7rAPl2aY5UODu7ah6e69cOxZV8DXyTJrfECIZnwlQqBtZLA4QYnJ1rVKsnhHQ70mpc8HhpeLJikjb0B0VLPD2x1BULS0rMpbRuA+ci8WiWZvcLt+dsksoUqnU7UqTk3OVv5Buvm2LZDbvLm+QjhvouE+y6RfFIqFtbv3ZMnJfr29k2dvAE1/2b2qV+1mn/gIxUvnM1slYYcKfHgqjNv+l7hG7t+v3y3mm18Q/itvr8kuXyQnxb/hB/R/G9uGAz8VHUVCQGqk5X8y+vd6AZ/FymbISNKPG/7v5mtO8Gyfpxz94dZqP8ESq6VM25ZYKj195kzqarz9lSKHw4n6Gn/ODead/C1q30kr/0+0fhqHoXqaKgTMzgcMq6mOtoO91LtbCM7NkniyRMSX7vHwj//byRTGaatbiZtNUzYapis7GGypZoV48YR7DpJpNlpotGoZU9apCmuUB3L4kzJWPwCkM09VMiKQigLXkFh3qZhyqNn3KPDZ5GY1yjMyRlKL+e5u6Acr9Fk0jnyoVq1O3IExBlcxhYJotfrcXiqcXhqsDfVoLPtIZ6KsRxawRsMMRdKI2cFCBSn+iqYTEG1WmH1YbUtYTKFEAQl54zqQZM+CplK0oqLpGwnnDLhC8j4/UGi0eKLYSj3eGcIQoaKigWcjjms1hWMpiCSZr2IVxv1YAy0qw9/O7pYTcmYbpwMfiVIOB0gmVwmlfQSSQeLqiBra0GrniAeJM0qAXEUCImgQ5cMEtOFmHaJTNaYedZQhc+x/vffppE5XVXB6QoHJ+xm3PqXd/ccjKd5c3yZm+MqIXm6UDrdJAqwv87OydZKTrW66GxyYtK95NNmOq4KWlcJyeJQ6brWpIbsrZKSyvaX3rYBNefmraW38q2b0cBoybrH5OFc/TnO1p3leM3xl55zUwxFlok/eED4Yh/hS5dIT6+ZvDl6FOuFXqznz6Otq9u0fa5ClhXmc/k3Y/eXSEQKZzezQ82/ae/04G6ylgUpAZDlLNMPH3D7r//31/01tisoWwzHv/JHfNf8G3xW+4f8H7OJz1a5yAoCbaF6fvV/18DkTQCC1ioe7/kxlhxVVC2/Rcq4i6xG7T2+0PoY3v0HTFrGAGhKpflUXKGh/bu4/WyC5JCXcLhgryygUGWN4Wn1sOtAL7ZUBclHw8TfeovEs2ckFIEJWy0jjnpGHfWMOOqYtnrWBaqtotaqZ4dJjweJHXGFhlAWd1LGJQnYJAFpgwMsJMK8WWKqQstjt5Z7TolxUSbxDh9fKZPGGVrBGfDhDC7nH47QCpZoGLPdjsNTg8NTjd1dg6OiCqM+g5xdYXFllnn/MkvhFP6YjmRqfd9Wo0liteYqIzYfTr2MSahUqyBUklIcxNJWAjEdyysJAoEg2Y2MXd4FopjFaIxg0MWwalM4TBHMxggaYwjZ5AOxtB4kyBr0oSaMgTaM/naMwXbElJUACYLZMLGUn1TCSzy9QiQXUpeS12tQ1IA6x5oqiCPvCaKRMxjjS/mRXDHlY7pa4nmrh9HmZkaqWwnqSkvLkgD7LSZOOMycdFg4Zjfj1L68C34sleHOpJ8bYz5uji0z9DbmaKdyhKTrZZqjrUJRwPu4tG2TKf79COrI/iohaTgGb1OB/LDhT/i5NnuNqzNXuT53nVCqQKpFQeRg1cE8Kdnp3FzfDzmVInbrFuG+S4QvXybrK5q80ekwnz6NtbcXy2s9aCo2p+pUDEVRWJwIMbKafxMszb9pPaKSkprW9fk3m4mVuVmGB/p4fOUykZVlEuk0v/Rnf7Pd4nnV8Qf/6d/zdOYZX+B3+Z9mE79U5UIWBI7N7eBn/yKDEphGASbqO5lq+QRhfRpXKEIyJzKLZQPc2fM/eeIaBMCTyfCPYgrGyjPM3x8nOaMhkV0t8yt4bHEadzbR7jpAdmia6K03yayssGiq4HFFI48rmnniamTSVoO8gbLeptPQYNJTLUpUJMEWzNAYV/BoRJySQIVGwLDBgRXXCEzbNTyp0PCmXeC2VSCo27jXK8hZ7GE/FYFlnMEcEQmoRMQeC2OvqiolIRYnOm0a5GUSiRfEEtMEUl588RT+hJ5wuJJIpGIDMzEZszmIwxylwizgsBjR6e35KshyQGB5OUQ8vlEQ3LtDp0ti0IcxadOYRUF1R81asApaRF2crGmRpGOMlGVu3XullAVDoA1toJWUv57Yio1EPEQq4VUTctMBohtWQQDRiigWEY8iEoJgwJAM5IzJfBgSPhRlmYwxiGxPIdQ58O3uZKq+g1FrDW8lRfyZUgKmEwSO2EyccFg44TDTaTNjeYktkURaNUe7OebjxtgyD14EyKxhJC1VZlXU2rIJ5miriHhVc7RVUhJZLF231hbSf1t6wLxJoXGKwtOVp/nWzaOlRyUaI7vezuna05yrP8fp2tM4DI5N2ecqspEo0atXCpM3RVVK0WrF0tOD9fx5LGfPIJo3d/IGivJvBhcZHfQSXikQU71JQ8vhKtqPeqjb9c75Ny8byViMZzevMtzfx9zzQovMYLHScOQY3/kTn94mKK86Pv9vfo5fDv1H/qfZxC9WuVAEgW9+UscP/qUPUlFSksjQzu8k4Oklq0SRBPWAE9MR3nLf4ubO/4UsKuhlme+PZnBrDxF+sEBkxYKSK/ebtSma6w3s0jeSvTNOcnycGUsV99y7eORq4YmriRXD+t+BQ6dhh16HOy3gCGapTEAV4NKIODUCFZKAXRIQ19xBZQWYtEncs4s8cEgM2SVmjcK6ErUtHMARXKYiT0LUP13JGC63RyUgnhqcrhqsRhtaKU424yURnyaenibBLCntAkltkEi0gnCoklC4knCoilRqfalZp8lgt8hYzTr0RjNZjKwEFPz+wNdVBREEGYMhhlEXwaxRMAsabIoRe9qBLVWNIV6NPmUiaZsm7nhO3DFK3DFCVr+BfiRSRXa5hrTXTmzeQHg5TSQTfJsqSHE+zFoSYkWSs7mAOh/GuA9NapmMdoWsOYpYJaJrasDSsovK1n1UtRxgAhO3AhFuBCLcCUaJZEtJj1EU6bLnCIndwmGbCeNLPJGmszIPZ4LcHPNxc3z5Hc3RTrWppKTa/hISf9dtNAEvbhUIycKj0nWtCZrOQEsu26Zq16a0bUDNubk5f5OrM1e5OnMVb7xU87LLuSs/Bry/cv9L0Qq9EzLLy4QvXybc10fsxk2UIu2WpqoKy/nXsfZewHysa9Mnb1axMhdl5K5KSgKLhck9rV6i+WAu/2bve8+/eRlQZJnp4YcMD1xi5M0bZHLhsYIg0nToCPt6emk5epxYPL4tkv0o4Gu/+h3otXf4xapKFAH+7puV/J03lkDJEjTqeWvvJ8hYD4GcAVEDikwyPsRfnvpjFo1qb/31aII90TbkJ0ni0cKFucYaZafThe3+CpH5ZQY9u7nn3sk99y68plJLa40g0KDTUpMSqIwo1GZEbAo4pQIZebvqyLJO4KFD4pFD5KFD4olNIimpr5MyaZV0+JeoCCzhCvio8HupScVxu904qmtxeGpxOqqx6C2IYohMcp54fIp4ZoakMEtKv0DGoIqDFQUSCQvhUFWejESjThRlTRaLAEaDiEarI5VSSGwgdn0v0GjSGAwhTNokZknAig5b1oot48Icr8WYqEJXNPGU1URyREQlIwn7OIpUqpxRsiLpZRvRBRPBeYnIgoFMYk1LRLAgSHbEEgKikhAEI4ZUIG/Nboj7kFkmawig2NNIdQ7MzW04WvdQ3X4QT93OvCdIPCtzLxTlZiDKrUCEu6Eo8TXVB5tG5Jjdwgm7mVMOC/utJrQvsdyclRWeFJmj3Z5YIZoqJZBVVn3OGG3VHG0TtA+KAt4na9o2a6ptJW2b45vWtgGYCk2pEzczVxlcHCzJuTFqjByvOZ5v3VSbqzdtn6tIzcyoepK+PuL37lEcaqVrbFT1JL29GA4c2PTJm1UEl2KMDHoZHVxkeXZt/o2L9k4Pjfu+vvybDxOBxQWGBy7x+MolQksFslpRW09HTy97z72OxVlokW1P8XwE8K8///M0mP6IX6lStSE/+jdWeu4FAJhzWHiy+0fA0JwXPpoiMzyt/D/85WFVUFeXzHDBV4PumUQqoZ74JEGm2RGlLaojdc/LHc9uBuoOcad6D6miMT+NINCIhrqYQl1GxJMVMQkqEXFpBFxGCbsCaw+jjADPrCKPHBKPHBIPHRLzBgFjIlZEQJZwBZaoigZpMptw1dTirKnD6azFqrchCWFS8RfEEpMksi9IivOkDItkDYF1P6NsVkM47CIcqiIcrCYUriSd+SD1Awp6fRyDIYxZm8EsiHlzMmuqGlO8BmPcibRB1oyCQtroJe4cIeh4SsI+gmJdXPe6TFwiumgkumAkumgitmRAyerWa0Dyf7chyXK+AmJI+NCmfKQ1K8jmKEKVBn1TPdZcFaS+/RAWy8b99Ugmy51glFvBKDcDEe6HYqTXnB4qtBInc9WRkw4zeyzGDTVDHxaKzdFujPm4Nb5CMF5K6hwmbd6t9WRrJa1VmzTNEFla07ZZKF231hQISXM3WKpe/h5zSGfTDC4O5seAp0JTJev1lvp8laSzunNTcm6KoSgKyWfP8iLX5NPSdGVDR0de5Kpraysb4WjEn2D0rpeROxvk3+ytoK3TQ/PBbzz/5oNGKhHn+a3rDA/0MfO4INLWm8zsPn2Oju5eqts21hhtT/F8BDDnnOW/2CwICvzsn+k5+jwAwIjHyWTrjyHq1KkMQc7gWHyD/979V4y6MoiywjdPW6gZt5FN6EgBejHN7ooIDeMJnky6+PXmE1z5lkMlo74uRJoSAs0ZifqMiE1QqyIuhxanRsCRLCqb565hPp2QIyNqdWTEJGMJLlG1skDVxCJnVhZpExV2VLpwVtdRsaMe+65D6IQU6dQssdgk8cwkSfEWvuw8C3LOKVWP+iiCokAqUkMk1EQwXEUgbCYal1if+/L+IAgyen0Uoz6KWZvFmguqs2WcWJK1GBMejEHrhkF1q8ggs0KYkPkJKdsTFMcEQuUiknF9ZSYR0OXIiIOYt4ZUpAZBdKjVEMmOzmIHwYw+FVSzYSJLGOJzyDwkYwiCPY2mzoGppQ1Hy25qdn4Md+17c0YNpDPcDka5EYhwKxDlUSTGmuw6PDoNJx0WlZQ4LOw06V/qyX7VHO1GkRfJWnM0i17D8eaCF8lLN0dbRSappv7m2zYPS9c1Rmg6XSAlVbs3rW0D4I15uTZ7Tc25mbtJLFNoLWgEDUc9R/NjwE22pk2/yCvZLPH791WRa18f6ZmZwqIkYersVIP4es+jra3dvI2uQSyUYuyemhQ8P1qUfyNA/W4nbZ0eWg59sPk3HwQURWH2yTBD/X08v3WNdHI1UFOgcf8hOnp6aes6gVb34ZHVbYKyRfDMMIwmC7/0pyJ7xmIogsCjhhq8jT+KJKl3xJbIDFLoa/zbbxsjoRPZP6fj8IgLMaojCxilFPscfqqexbnoO8yvtp5l/GBhhM6uCOxKSuxOS7QqIhVaEUeVDpesYFslJFmF1avYpFnkvkPigVNgXAqTiS5S5V/EPerldVHhHzntuGt34Gpsw9J+CLJLxKLjxJOTJIRLhDLz+ORFFCkFOtTHGohZCxq5hnTKw0q4iuWgkWBYQyz29Rf+BDGrClL1CSySgkXQYpMt2NIuLIk6jNFKDIF3dltMkCUgRwinAySSSySYJe2YgsoF9O4AJnccUaOUVJXkrEDcZye2VE1sqYm4rx05U4sg2pFkBVNiGVdOD6JJDZPR+JEtUcRKCf1eNR+msu0E9W2HMVvef5LsUirNrVy75lYwwuNIYp2FWoNBx0mHmRMOC6ccFhoNupd+YZoPxrkxqhKSW+PrzdEMWtUc7USuSrK/zo5mMwSDigJLzwqEZPLa+rZN9f6its0JeBvjwZeBrJxlaHko37p5slLq9+EyuPKE5GTNSSw6y9t8pZcHOZUidvNmLvPmDbLLy/k1Qa8vnbxxvtx05XdCIppm/MESI3cWmX3mL+44UdvuoO2om9YjH17+zTeCkM/L8MAlhgcuEVwsVP0c1TXs67nAnrOvYat8OdW+bYKyBfALv/ajLDjTfOaPs+yZyoKo4X7rbvw1n0QU1X56/Uw/k5X/i9/57hQVIQN/664Ta0A9GerFNIecXirGk3wtdI6/2HeO5ZwfiaTArrTEsaTEUUmD06rBAxhX2/hx9S+r7ZoHTpFRbZSl5CxW/ww7gxm+VTZR72nAVbMD8449yGkvsego0fQ4SeEei/IsM8ISaBVwbPANKhKarAdkD+lsJbGkjSW/Ea9XIJlU2CgN990gSWkMhggmXRKLqOpB7LIVc8qDNVGLOViB5l1yYsKkCGTDRFN+kkkv8dQykUyASNqPYgliro5hboxj9sSwVaz3HskkDMR9O4j72okt70VZqMAQC2KIL+NO+FCUB2QMV8CRQlNnx9TcRkXrXqrbP4a7rv0bFhvOJVLcCqqE5GYgwkhsfQWnzaTPt2uOOyzUG17+CdMXSebdWm+Nv7052smcjuTQZpijrSK6nDNJyxmlhddMVVk8pSZpFvembHMVoVSIG7M3uDJzhWuz1/An/fk1AYF9lftUUlJ3jj2uPZuWc1OMbCRCZGCAcF8f0YEryLFCZUe02bD0dKuk5MwZRNPmeamsRSqeYeKhj5HBRTX/pqgc6W6y0d7ppu2oG4tz80jq2yGdTDB6+yZD/X1MDz/Ma3i0BiO7Tp5lX08vtbv2vPSblW2CsgWwpBnhn/xhlp1zgKTn3p7T+F3fgSBokTIJdj37Pf73sYcM7NJy5pGLlhkLAgIaIcsh5xz1SzF+b/ab+FrHa0S1amXALMPRpIbXZC0NDi2tepU/rHqhJUR46JAYssrMZbzEY5O0ajIc1Tj5DkczNl0HSp2bWGyMWGacJG8yJ8+RlrygUWCDAoSYtSLINWSyVcRTdoJRE0tekWBQCxum5sA7tWwkKYnJGMGkTWMRRayKAVvWgSVVizXuwbxiQ1Te/oQroxBQcjkxyWWSSS/RtJ9oxk8kHSSjqKRDEBWMlQnMDXGs1SmqPVG0pvWEJBVyk1qsR5lxIk4akRZTCBo/Bsskpqpp9Lt3YG3eSVXbceraDn1dVZC3g6IoTCdS+XbNrUCEqcT6Pe4xG/LtmpMOM1W6l19WDsbS3JpQ2zU3x5Z5triBOVq9Iy9sPdq4CeZoq8gk4cXtQpVk/i1KCLLGAI2n1fHf1tfBvXdT2zaKojAaGM1rSR54H5BVCqJhi9bCqdpTnKs/x5m6M7iMm5u0u4qMz0f4kjp5E711C4onb9xurL3nsfb2YurqQtCWTyskncoy9WiZ0cFFJoeWyaYLrW9XvSVHSjzYq15u/s17gaIozI88Zai/j2c3rpKKF4hgQ8cB9vX00n7sFFrD5hGqbYJS5hgZfsi3/PUcO+cgoRcZ3v9/ETAfRxBEjLFF9j7+93zlb60Q09r57gEHuox6Z7nH5mW/7OOPF7v5iaZvIZwzzHJlBc4lNBw369jpkHAnYdVy9ZlV5I1KgZnMHNrULMdNFr7b2oBDV0smnSGaeEpMc51lzR8wZ5oFMQsbaJ4E2QyZGlKZKiIJO8vLenw+Len0+z9IBSGDwRDDoo/j0IBVNmLJurAka7HHqzH73rkMnUImoEQJp4PEkj7VITUTIJIOEMsEkdd5g0hoDGbMTVrM1WnM7gDGSi+iptQMTcmKyAsO5BkzmQUNmagWyeXE0tKGs3s3NT98GHf9zg9t5FJRFEZiyXx15FYwynyyVCwqAvutxny75mWboq0imsxwZ3IlXyUZmguyVpq/p8aWJyRdzRXYDJt0EVIU8D0vbduk1wQ2evYXCMmOk5vatgGIZ+KFnJuZq8xFS6s6LfaWvMD1kPsQWrE8LvCp6em8yDV+/37p5E1zc85e/jyG/fvLZvIGcvk3T1YYubO4Lv/G4TGppKTTQ0XN5vuqbITwio/HV95geOAS/rmCjsdW5aGj+zwd3eexuz2buMMCtglKmeNr//Wf8V1TCmlR4OrJH0TiMAJQsfKY5rHf5t98h0DjQg3VK+pJ0q2PcM41wdBsOx+v+Sl8VQ4AKrIC35nW0mnTsVcjqtWSJMQk6KuCh8okrXqZ/0tfi8NsJJpMENM+wG8ZZdE8r4pV10I2oWSqSaUrCUWtLC1pCYUspNMG3q9YVRCy6DUpLLo0Lo1IpeLElq7DHvdg9pvfUZQaJ4NfjhBO+0kklkimfEQyfiLpAPFsZIN35BxStW1Ikg2dTcTs8WN2ezFWTWOwD617hxyXkJdNKBk3Bss+qhq6qf+249idL2fEUlYUnkQT3FwlJIEoy+lS0qQVBA5ZTXkNSZfdjHUTWiGJdJZ70/48IXlrA3O01iozp1orOdnq4kSLiwrzJvbio8sw0V+wkg+VBtlhdpe2baybf/Kei8zlLeVvL9wmWRQQqBN1HKs5lh8DrrfWb+JOC1AUheSTJ3mRa/L585J1w/79qsj1Qi/61tZN2uXGkLMyM8/8aijfgyWSscKxZ3UZaO/00N7lxlVn2XQx8UbIpFKMDt5ieOASU2/dR1HUGzONXs+uE2fo6D5P/Z59ZUUEYZuglD0aRkeRBQ13ur4fCTV5uHr+BrUzv8/vvO6k86kTSVbbOaerpnDFk/x07Ce517IbALss8L1ZPccsGtqTIuSq/o+tAreMK1Tq07yuk+hmioj1ASuO5/h00fUbydpJpaoJR514lwyEQ06SSTOlRGQjvch6CCiYNFkckg637GJHup7KuPNdSUggGyacWiGZ9BJLLxNO+4mk/STlDdxbBZM6DaPbUXBKlRwIkhWjcwGb8xGmimF01bOI5vXvF7JOzOb91NSdx1V5EpOp5aWeeDKywsNILN+ueTMYJbjGpdUgChy1mfO28UdsZkybIBZVzdECeWHr3Wk/qTXmaA0Vxtzor0pKPLZNrDpkUjBT1LaZe0BJ20bSQ+OpAinxdGxq2wYgLad54H2gmqXNXl2Xc1Ntrs6nAR+rOYZRUx4tBSWbJX7vnipy7btEeraI/EkSpq4utVJy/nW0NTWbt9ENoMgK82MBRu54GbvvJR4uyr+x62g76qGty42nyVaWpERRFBbHRhjq7+PpjQGSRS66dbs76Og5z64TZ9AZy0fHsxbbBKWM8Ttf/lX2jQs8OPBjJIy7UBSF+tkr2H1/wv84UsvuafUk1GReocc1zp/4e/ii6++jCAIGBX5QMXBer8GTFiGpCl37XTKL2hVe10X4Nv0tolUPmDWX+jMosoZUspaVQAUryw7C4co17Zm3IyIbH6RGQaJKsVOfrsIj23EqZsQNNCcJMvizYSKpFRJJL7H0So6ErGxAQgQE0YogViFpHEW+IOrfJVnBGPdhysxgrniOVDON0OBDqo4iaEvv5gVBi9W6D4f9CA5HJ3b7EXS6l2slnpRlHoRUQnIzEOFOKEp0jUurWRI5ZjfnfEjMHLSZ0G/CHc+qOdqNnH387YkVYmvM0dx5czSVkGyKOdoqFAWWRwuEZOIqpNeQcHdHoW3TeAq0m3+BX0ms5MeAb8zeIJwu8s0QRA5VHcpP3bQ7Nj9ldxVyMkn0xg3CfX1ELr9B1l8kzDUYMJ9RJ2+sPT1IDsfmbXQDKIrC4mSI0TteRu8uEi3KvzFYtLQdcdPe5aam1VFW+TfFiAb8PL76BsP9fSzPFEIQra4qOrpfZ2/3eZzV5TOG/U7YJihlDP/Emzzb/SnCtkZkJUPD7FWE6P/hVksDlSEJScjymmcct5Dg72c+x5PKRrTA/5PV87d0WiqzIqQhpIFLFSmsBj8HDNeJVL1JyFwwCVMUkVi0mqUlN/5ADdFIRc5t9Z2IiJz7s3RdUkSqFBse2Y5HduCWbRiK5ocTZFjMhoikcyQktUwk7Sec9pOU1/T6EXOJudVIWkehCpIzKNOlY6pBWcSHIbGEzBNk9zKapgi65iyayjiK1s/aqR+Nxo7dfgSH/Sh2Ryc2634k6eXe0ceyMneDUW4G1XbNvVCUxJo2iEMjcdxh5oRdFbXutxjRbMJJUVEURrwRboz68pM2oURpe8lp0uZ8SNSQvZbKTY56j63AxEChbRN8Ubpursq1bF5TiYl1891QZUXmycoTdeJm5hqPfKU5Nw69gzN1ZzhXf45Ttaew6zdOBt8MZMNhIv0DhC9dInplzeSN3Y61pwfrhV7Mp08jGjef/BVDURSWZyOM5EhJyFeIjNAZNbQerqKt0039LmdZ5d8UI5tJM373DkP9F5l4cBdFzrVwtDrajp1kX88FGvbtR9zkGIL3i22CUsZwrpwmbGtEkCPULtwlmnmDBXc1uiy4jGG+s/Ypt6L7+G7DT6Eg8XFZyyc0eqoQIasap/2NK0GDeYJO2/8kVjnM6r2MLGtY9tXh8zXi99eQza4K54ovKjkLejENiGRlsWhdPVD1ipbqHBmplh24FCsSIkE5RiDjZyIxTDTlJZxeIZReJpFd2z4SciSkKkdCnDkS4kQQbRiSQYzxJYxhH7rUFFnpAbIlhsatwbCrBkubE2ONgqCLEY6MkEwWqkGrp3ajcQd2+9E8ITGbWhFe8jhlOJPlds6h9VYgwoNwjMwaWU+lVpNv15x0WNhtNqzLLnoZUBSFqeVYkVvrMr5I6USQVa/heEsFJ1srOdniYne1dXPM0VaRScHMnaK2zX3Wt21OFto27g4og357NB3l5tzN/NSNL+4rWd9dsZuzdWfLJuemGGmvl8jlN9TJmzffLJ28qa7Om6aZOjvLavJmFf6FaN5q3r9QZFKnl2g+UEl7l4cdeyqQtJv/OXk7eCfHGeq/yJNrAyTChdyumvZd7Ou5wK5TZ9GbylOs+16wTVDKFP/ys5/Cavx2ABKmv2SZEcJ2BwD7XLP0VEzxheT/w+8bz3NC0fApUU+jKIEMXr3A/3GnaTU94Lj7D8kYl4mhVrr9/lq8iy0sL9ciyzrWVkA0UhoJgYysybuKZuXCycUmG1UyojhwyVaymSyR1Arx5CzjqYc8SC8TTq+QUUonShCsiFIFkq61QEAklYToUxFMcS/G8BK65BRZ7X0USxSpRo95fwuO1j3U7D6Lq7aBcPQRwcAggeBdQqFLxLIxYkVTqoKgwWrZi93RqRIS+1H0+pdvIb6SzvBmTsx6MxhhKBxfNy9Uq9fmRn7VKknbS3ZpLcZcIJ53ar055mMuWBo8uGqOdjLXttlXa9scc7RVKAosjxVN21yF1BpBtHtvIQF4xynQlUevfTI4mU8Dvrt4l4xcqEYZNUZO1pzMjwF7zJsvyC1GampK1ZNc7CP+1lulkzctLWrr5kIvhn37yqblVIyQL65azQ8u4ntR+LxIGjX/pq3TQ+N+F9oyy78pRiwU5Om1fob6+1iamsg/b3ZWsPfc63R0n8dV17CJO/zgsE1QyhSmFR2KqEETHSK7OEHYaCSjyfJtNc+o1SX425nPE5Ta+LcY6BI0oEBYA39aI+O23+Fk1X9B0cbIAOmUgfmFNhYXWkgkbBSTEo2UQUKLnBVJkyWT1bJ6uhQUAZdiwS3bMWf0aONJsgkvwdQzxtI+3kr7S0rQ6nRMBaJ2JxrJWURC7OhTMYzxJUyRJXTJWbKaR8iWGNpaHab9zTha91C75xzuhl2IknpySCTmCATvEgzeZXrpv/N44imsucxrNFbstsN5QmKzHUSSXn4J2ZtM59s1NwMRnkbXJws3GXW5do1aJdmxCS6tq1gKJ7k1vmof72NyubS9ppNEDu1w5HUkBxvsm2eOtoq4H8aL2zbTpeumyoKOpOU1sJWH6DKVTTG4MMiVWXUMeDpcuu8d1h3qxE39WTo9neik8nEXVRSFxOPHqp6kr4/kSKk413DgQH4cWN/Sskm7fGdEA8k8KVmcKFQZRFGgoaOC9k4PzQcq0RnL93KYzWSYeHCX4f4+xu/dQc6qZ2lJo6G16yT7us/TeOBw/tz5qqB8fyMfcRgTe4hpxkmk+kCnJWFM8cnaRyRw8h3yr/DtuPm76NAgkBbgT+ol0s5hjrt+A0EbRQFiMRuzM7vxeptz1RIVGhGQJTJkyWQ1ZFAd2kRFoFK2YsvoMcbiyNFlQskpZtPLyEVmTwhGlYjo6hGkCgTJpVZHshrM8UXM4QV0iQWymsco1hjaGj2m/Y1UtO2lZs93U1W/c92BpChZIpFnzM7/AcHgXQKBQZLJ+XU/F4OhPl8ZcTg6MZvbX3q7BmAmkcq3a24FoozF17u0tpv0+XbNcbuZ2k1waV1FsTnajTEfzxdLqw2iAAfqC4TkaKMT42bfRWYzMDtYqJLM3gWliKBKOthxomjaZn9ZtG0AFqOLXJ29ypWZK9yav0W8yAJfI2ro9HTmWzdN9qbN2+gGUDIZYndzkzeX+sjMFR2HGg3mY11YetUgPq2nvCo8q4iHU4zdV63m50YD+W6fIEDdLiftq/k3lvJrPRXDNz3JUH8fT671EwsG8s97Wtrp6DnP7tPdGC3Wzdvgh4xtglKG+Bc/9xMYhSYykQFAIeSI8Sn3Q57Ju/hq9jP8G2zU5DQgV6ok7tQu0e38Naw6VX8RiTh58aID31ITeR2JIIAikEVGnQBVCUmFbMaSVBCjQRKhOSKpJeL5o9mIKFUh6A6gkSoQRReCVIEuk8EcW8AcWkTMjpE13EVyK5jaa6nYs5+6ju+kasfud2TzmUyUUOgBgeA9gsG7BIP3ya7xLBEECYtlT5F+5CgG/csXMyqKwkQ8pZqiBVUfkplEaQtLADosxny75vgmubSuIlJijuZjeC60zhxt76o5WpuLrqYKrJtljlaMlYmiaZsrkAyVrlftLlRImk6Drjz661k5yyPfo7yW5OlKabpulbEqbyl/ovYEZm157HsVciKRm7y5ROTyZbKBQH5NMBqxnDmDtfc8lp4eJHv5iHOLkYylGX/gY3RwkRdP/ShFovOaVjttnR5aj1Rhtm9uEvO7IR4J8/T6AMP9l1gcH8k/b7I72HP2NTq6z1O1o2nzNvgS8XURlN/8zd/kS1/6EgsLCxw8eJDf+I3f4NixY2/7+kAgwC/+4i/yp3/6p6ysrNDY2MiXv/xlvvVbv/Xr3virDPNCllSyHwBvbZDP2Ie4kn4dX/ZH+WIu1nfOIPBb7XDY+Z/4NsMAANGonRfT+1kqIiY6NKTIkFUUQMGk6KhOGCCyQiQ4QTwdJAkgWhElN5KhFUHyIGqq0KUyWGPzmILzKDxGMUfQ1Gmw7Wyhcs8hGvd9HIvrvd1BJZOLBHKVkWDwLpHIExSldDRVkizYbYdy7Zoj2GyH0Ghe/olcVhSexxL5ds2tQITFVOnUiiTAAYsp3645Zjfj2ASX1lW8F3O0NreFU60uTra4OL7Z5mirSIRU/cjYZRi9BP6J0nWjMzdpk6uS2Os2/jqbgGAyyPXZ61yZvcL12esEkoH8moDA/sr9+THg3RW7yyLnphjZUEjNvLnYR+TaNZSiyRvJbsfy2mvq5M2pU2U3ebOKdDLLZC7/Zmp4GblIeV61w0p7p4e2TjfWivLLvymGnM0y9fA+Q/19jA3eIptRzzeiJNFy5Bj7Xuul6eBRJM1Hq6bwvr/bP/qjP+LTn/40X/3qVzl+/Dhf/vKX+djHPsazZ89wu9cHY6VSKS5cuIDb7eZrX/sadXV1TE1N4Siz+fdywfC9O2RSAQA0BhufdVznevL7qZf/NkcRkYH/1qhlrG6Ij1v+LQYSpFIGpqf2Mz+/ExAREZAUibSQIUUGQRGoSunQBpaJ+MdYUtIIkhtR04LWXIckeTDHI1gis2jSsyjmx+gatNj376b2wAnq9/4gOsN7Fxgqikw0OqLqRwJ3CQQHSSRm1r1Or6/JT9Y47EexWHYhCC+/rZBVFIYj8Xy75lYwwkq6lDzpBIHDNlNe1NplM2PeRE2Gao4W5GbOi2Rwar052o4Kk2qO1qaSEvdmmqOtQs6qxmhjl2HskppzU0xURQ00HM9pSc5DzUEok8kVRVEYCYzkLeUfLD1ALmo5WXVWTtee5mz9Wc7UnaHCULGJu90Y6UUvkcuXCF/sI3r7NmQKxFtTU5ObvOnF1HkUoUwvhpl0lunhFUYGF5l86COTKvwOnDVmdnap+TcOT3mIot8Jy7MvGB64xJMrl4n4V/LPVzU2s6+nl91nejDZyrNi9TIgKMrawu874/jx43R1dfGVr3wFAFmWaWho4FOf+hSf+cxn1r3+q1/9Kl/60pd4+vQp2q9z1CwUCmG32wkGg9hsG4S/vEL4tZ/4YaSleUBDqs7KWf0RdihHERGYNgr8WofIafu/54h0E1kWmZvdxfT0AbJZnWp+pijIOVt6nSzhCKdILj1DTmcQtY2I2ma0Qg0V4Xn0iQmwLmHe48R9pIumoz04qne87z1ns3FCobfygtZg8B6ZTHjNq0Qslt05/YhqiGYwbI5ZUFpWeBiO5Wzjo9wORgivMUUzigKddnMu6dfCYZsJ4yZOrciywuP5UL5lc3tihegaczSPTa8ao7W4Nt8crRjBmUKFZLwfEoHS9YpWtTrSdh6azoC+fHrq8UycN+ffzLduFqKlpoZtjrZ86+aQ+xAasfwu6smJiZzI9ZI6eVMEXVtrTuR6AUPH3rKcvAHIZmVmnvoZvbPI+IMlUonCZ99WZaS90017pwdX3Ttnc5UDkrEoz25cZaj/IvMjz/LPG6w29pzpZl/PBdxN5Sk4/nrwjVy/39fRlEqluHv3Lp/97Gfzz4miSG9vLzdv3tzwPf/jf/wPTp48yY//+I/zF3/xF1RVVfG93/u9/PzP/zzS22gUkskkyWRBdBgKhTZ83asIw4pMGrBoajmp66ZCUS/if1an4f+0zvMDhi9SwQqhUCUjz08SizkQEXLERAYBzBkNBr+P5PIkSU0zku48DkWPPfQUwTGI63Q7u3q/C3fLp76uE1IyuaQKWXOEJBweRlHWtEAkEzbbobyg1W4/hEazOReeRFbmXijGraDarrkTjBGXSwmJpcil9aTDwgGrEd0mCi4VRWFsKZqvkNwcXyYQK9W9lJ052ipSUZi8rlZIxi6r4XvF0NuhpbswAuxs2pRtvh1mwjP5MeA783dIyQUPGL2k51j1sfzUTZ2lfFpOq1AUhcTQcF7kmhodK1k3HjyI9UIvlvPn0Tc3b9Iu3x2yrDA/EmBkcJGxe0skooXPv8Wpp+2om/YuD1U7rOXxuX8HyHKW6aGHDPf3MXr7Jpn0alK6SPPhTvZ199JytAtJUwY6sDLC+yIoPp+PbDaLZ41y2+Px8PTp0w3fMz4+zuXLl/m+7/s+/vIv/5LR0VF+7Md+jHQ6zS//8i9v+J4vfvGLfP7zn38/W3sl8Fv/6vOkswFc+lpOV38HRsxERfinBwwYKi/y/4r/GbIiI+PHWJjfiVBcMRHAkZRgaZJsNIGsP4BDewhn8CG61kHaP/7t7Dz1K4jvs2yrKAqx2BiBwCCBoKoficen171Or/NgdxzNExKLZQ/iJt1NRjNZBkOxfNLvvVCM1JpCoVMjccJRGPntsBhVIfEm4sVKLF8huTG2jDdcOhlk1kkcb1ETf0+2uthTbdtcc7RVyDIsPlIrJGOXYfoWyEVkShChvqugI6k9AlL5VBpWc25Ww/fGg+Ml67Xm2ryW5Fj1MQyaMmiVrYGSyRAbHFSD+C5dIjO/dvLmmEpKXj+P1rO+FV8uUBSFxYkQI4OLjN71EiuymjdaVav5ti4PNS32srWaL4Z/YY7HA5cYHrhMeHkp/7yrfgcdPb3sPfsaZodzE3dY3vjQzxKyLON2u/mt3/otJEni6NGjzM7O8qUvfeltCcpnP/tZPv3pT+f/HQqFaGh4NYxn3gnh5y9ote7hsKsXSZAY18NnO/VcMP8HzjJAKFTJ0ydnSSYtoICSIybOhEh2cQQlZUGj66I6FURnfM7uT+5kd/e/QnwflQBFkYlEnxPwv4k/cJtA4Dbp9MqaVwlYzDtzhKQTu/0oBkPdpt3FBNOZnEurqh95uIFLq1un4USuOnLCbmbXJrm0FsMbTqiEZHSZG+M+XqyU5g3pNSKdTc58ns3+OjvacrHaDi8Upm3G3oBYqQMqjh2qhqT1dWg+B0bHpmzz7eCL+/I5NzfnbhJJF5l2CRKH3Ic4V3+Oc3XnaHW0luUduhyPq5M3F/uIvPEG2WAwvyYYjVjOnlVJSXc3Uhm3xhVFwTcTYXRwkZE7XsIrBQ8hvWnVat5D3U5H2VrNFyMVj/Hs1jWG+y8x+3Q4/7zebGb36R72dZ/H01o+2UnljPdFUCorK5EkicXFxZLnFxcXqa7eePyzpqYGrVZb0s7Zs2cPCwsLpFIpdLr1kwR6vR69vrxHwT4M7BP30VFxFIBLDoF/fVjhx7Sfo00ZYXziELMzHaCI+QiciqQGef45cqYSo9RNZewZzkPTnPzhn8bseG/uqbKcIRJ5TCBwJ0dI7pDJBEteI4r6fLvG4ejEZjuMVrt5JzxfKsObuXbNzUCU4UictUKqupxL6+qj2bh5pmirCMRS3BpfybdtRrylY9UaUeBgQ8GL5PAOBwZteQhEScdh6kaBkHiHS9d1FpWIrFZJKlo2PQG4GLIi82T5Sb5KMrQ8VLJeYajgTN0Zztad5WTtybLKuSlGNhgk0t+vakquXUeJF0it5HBgef11rL29mE+dRDSUX6WnGCvzUZWUDHoJLBYmiLR6ieZDlbR3emjYU4GkKX9SosgyM0+GGOrv4/mb18nkJAqCINJ48DD7enppPXoczQbXu228Pd4XQdHpdBw9epRLly7xXd/1XYBaIbl06RI/8RM/seF7Tp8+zR/8wR8gy3L+Tv758+fU1NRsSE4+qvi1n/kJ/o71OwF4lLrLv+ray88LX8CVXOHe0N8iFqnIExN7Roe0ME42YcYsnMaZekjT38ly9G//i3d1EpTlNOHwI/z+2wSCtwkE7q7zH5EkE3b7UZyOYzgcx7DZ9iOKm0cYF5JpbgUi3MhN2TyPrXdpbTHq8+2aEw4LDZtoiraKaDLD7XfwIhEE6Ki15SskXU0VWPRl0vpQFPA+LlRJpm5ApvjnLkDt4QIhqe8Czeb/zIsRSUW4OX8zP3WznFguWd9TsUetktSfo8PVUVY5N8VILy6qhOTSJaK375RO3tTW5ESuvZiOHCnbyZtVBJfijN5VKyXLs0VVK61qNd/e6aFxnwvNZpsEvkcEvYsMD1zi8ZVLBL2FG3dnTZ3awjn3GtaKl5uM/irhfX+aP/3pT/PJT36Szs5Ojh07xpe//GWi0Sg/8AM/AMAnPvEJ6urq+OIXvwjAj/7oj/KVr3yFn/qpn+JTn/oUIyMj/Oqv/io/+ZM/+cF+J1scTZEqdA4DsUyEf3rYwD8VPkvGZ+H2k+9GUTQggEnWYl1eJhaIYRKPUpF9RMc/rGbvaz/ytl9XlpMEg28RCKgtm2DwPrJc2krQaKzY7Z0qIXEex2rZiyhujlhLURSmE6n8uO/NQITJeGrd63aZDfl2zQmHhWr95ovLEuks96cD+QrJgw28SNpXvUhaKznRUoHDVEYX9ciSOmWzSkoipRMrWGuhLUdImnvA7NqETb49FEVhMjSZr5LcW7xHpki8bdKYOFlbyLlxm8pXi5EcHyd8sY/wpUskHj4sWdO3t+dFroa95Tt5s4qIP6mSkkEv3skiq3lJYMfeCto6PTQfrERnKG9ytYp0IsHI7RsM9ffxYrjwu9EZjew6dY59Pb3UtO8u+9/LVsD7/kR8z/d8D0tLS3zuc59jYWGBQ4cO8Vd/9Vd54ez09HSJ5qGhoYG//uu/5qd/+qc5cOAAdXV1/NRP/RQ///M//8F9F68AGrXqWNlMfJxfrP0PzD47xOJiKyAgKgK1UQ2R+efImiPUZ0Y58GMN7On+0XVfR1EUwpFhVlau41+5QSA4iCyXVhy0WicORxcOxzGcjmNYLLs3xX9kdb9j8WSJKdpssnRaRQT2WYw5DYmZY3YLLt3mn8wyWZmHs8F8hWRw0k9yjRdJQ4WRUy2V5eVFsopMEl68WRgBXii9EKIxqmO/q1WSql1l1baB0pybKzNXeBF+UbLeZGvibP1Zztad5ajnaFnl3BRDURQSjx6pIte+PlLjRUJdQchP3lh7e9E1Nm7eRt8j4uEUY/e8jAx6N7aa78pZzZs3/8bivUBRFGafPWa4/xLPb10ltdpaEwR2dBxgX08vbcdOotWX0fH9CuB9+6BsBl51H5R/++lP8d3av40kSPxF5s8IVwokEupIbmXGjHZunESmGnc8RevfaaTr7/7wOnaeyURYWPgLZuf+gEikdKJKq3XhdB7H6TiOw9G1afk1oLq0Posm8u2aW8EIS2tcWjUCHLSa8u2aY3Yzts0OqkMde3y6EM5P2dyeWCGSLN17lVXP6ZyGpKy8SEBt2/hGCiZpk9cgXRoSSPX+AiFpOAHa8jvhemNers6oOTc3529umHPTXd/N2fqzNNrK92KupNPq5E2uUpIp1vZptZiPH8fa24vl9dfQbmCCWW5QreaXGBn0MrPWar7NTnunh9Yjbky28iSJGyHkW+LJ1TcYHujDPz+Xf97uqaaj+zwd585jqyr/381m4qX5oGzjw0FbrAHJIfFYHsdnNaMkJCRFpDmix7cwiklup2G3j4/9wheQtKUHdzjylNnZ32dh4S/IZqOAKmqtqDhLhfMkTudJzOadm1ZuzMgKQzmX1pvBCG8GogQypQZjelHgiM3ECbuFUw4LR+wmzGWQyqkoCuO+aD7x9+bYMv41XiR2ozbv1nqq1UVrlaW8SruxFZgYyI0AvwGhNY6+ZneBkLS+BpbyO9nKisyQbyjfunmy8qRkvdJYmZ+4Kcecm2LI8TiRa9eI9PUR7h9ALp68MZmwnDunkpLuc0jW8jGsezukEhkmH/kYueNl+nGp1by70Upbp4e2o+VvNV+MdCrJ6J1bDPf3MfXoAavCMa3ewM6TZ9jX3Uvdno7yOs5fUWwTlE3Go8FBag2N3NA847FmBhQJp2zCOe9lJWGlWtDz+he/DXfT7vx7FCXLkq+P6enfIRi8m3/eZGqhru57qan+brTazZlCSMkyb4XjOZfWCHeCUSJrXFpNkkiXzcxJh6ofOWQ1YSiT8cEZfyxHSNS2zWJovRfJseaKfIVkb02ZeJGsIpuGmcGCSdrsPSiecZL00HgyR0jOg6ej7No2AOFUmBtzN7gyc4Vrs9dYSRRG3QUE9lXuy3uT7KnYU3Y5N8XIBgKE3+gnfKmP6LXrKIlCy1WqqMDy+mtYz59XM2+2wPRiJp1leqjIaj5dOL4ras35/BuHu4yqh+8CRVFYGH3OUP9Fnt24SjIWza/V791HR3cvO0+cRmcoz0yiVxXbBGWTMfB7f4jiqGFZVBXtO1NuojPDpNI7OHBGoOfH/13+tdlskoWFP2P6xX8iFlND1QRBQ1XlBerqvhen8+RLZ/WxrMy9UDSvIbkXihJfIwy1aUSO29V2zUm7mf1WE9oyuagvhZPcHF/OC1unlktbHjqNyNEdzlzqbyUH6svIi2QVK+OFCsnEFUitiRmo2qPayLe+BjtOga78LhyKojARmuDKC9XB9f7i/RKBq0Vr4WTtSbrruzlTdwaXsbwEumuRnp8nfOky4b4+YnfuQLZQNdTW1ub1JMYjRxDKoFr4bshmZWae+BkZVK3m00VW8/YqI+1dKilx1Za/1XwxIv4VHl+5zPDAJVZmC/ola2UVHd29dJx7HUd1zSbu8KONbYKyyTDoqpgRI2hlkUPRKia8z6lIG+j9F9+Fu2kXoBKTubk/ZHLqq6RSqhuhRmOjvu77qK//BHr9yyvLRzJZ7gRzgtZglPuhGOk1MqYKrZSbsFFFrXvKwKV1FcF4mlvjhQrJ88U1I9aiwMF6O6dy9vFHGp3l40WyikRQJSKr0zb+ydJ1k6soAfg1sG1O5tG7IZlNqgLXXOtmJlLafmqyNdFd3825+nMc9hxGu0mTZe8VybExVU/S10diqNRnRb9zpzoOfKEX/e6tMeEhywpzeat5L8loEWF06mnv9NDe5aGyoczamu+CTDrN+N03GervY/LBPZRc4KNGp6f9+Cn29fTSsHc/wiZGXWxDxTZB2UR85Ve/QMSkHgS1ERj3ztNQLfId//LXECUJWU4zP/81Jia/QjKpjnzq9TXs2PFD1Nb8X2g0H/7dij/v0qq2bIYicbJrZNXVOm2+XXPCYWGnSV82J6xYKsOdST83chqSodkg8hovkr01trw5WldzGXmRrELOqq2aVUIyc2dNArAWdpzIJQC/DtUHoUxProvRRa7OqgLXW/O3SgSuWlFLV3VXXk/SYCtv9+j85E2OlKQmJgqLgoDx8OGcR8l5dDvefwjnZkCRFRZyVvNjd73EQkVW8zadmn/T6aG62bYlrOZXoSgK3okxhvr7eHp9gESkUGWs3bmHjp5edp08g95UvvqljyLK7Ez80YLoTZJwaDEoWqaik3zLtx7n+Pf+AxRFZn7hz5kY/3XiCTX3Rq+vprnpJ6ip+TsfqkfJUipdMvL7JJpY59K6w6DjRI6QnHJYaDRsvkvrKpIZ1YtkVdj64EWA9BpG1VplzldITrS4cJrLcKogMF0gJOP9atWkGK72gri16XRZJQAXIytnGVoeypulrRW4Vhmr8sF7J2tOYtKWX/upGO86eXPihEpKXn8NTdV7c3PebCiKgu9FhJE7i4zcXSSyUtBd6U0aWo+4ae90U7vTWV56q/eAWDDAk2v9DPX34ZuezD9vqXCx99zrdHT3UlFbfoGP21CxTVA2EYLBBsRxJwx880//JLW79xMMPuD5yBcIhdRYdK3WRVPTj1JX+71I0gcvoJtLpPLtmpuBCKOx5LrXtJn0+XbNCYeFujJwaV1FJiszNBdSR39HlxmcWiGRLhXl1jmMnG4rjP56ysmLZBXJiDr2u0pKlkdK1w12aOlRCUnLa+As3/HZUCrEjbkbXJ25ytWZq/iT/vyagMD+yv0lAtdyIbdvBzmRIHr9+saZN1tw8mYVK3NRRgYXGRlcJOgtqmQZJFoOVtHW6d4yVvPFyGYyjN+/w3D/JSbu30HO6X8krZa2zhPs6+llx4FDiGXqHLyNArYJyibhiz/7Y2RMan6RnF7B1VLD48c/y/zCnwIgSWaaGv8R9fWfRKP5YMqOqy6tN3LtmluBKNOJ9S6te82GfLvmpMNMla58ev+yrPBsMZyvkLw5vkJ4jRdJpUWfa9m4ON1WWV5eJKuQZVh4q5Btsy4BWCpNAK47AmV6QlUUhYngBFdmrjAwM8B9732yRS0oi9bCqdpTeQfXche4AmRDITXz5mIfkWvXSjNvnE518qa3d8tM3qwiuBRjZNDL6OAiy7OFSRXVar6S9i43jR1bx2q+GEtTEwz19/HkWj/xUIFEVrftpKO7l92nzmGwbC0R70cd2wRlk+BKu5kTZGyynh2vp7l162NkMgEAaqq/m9bWn/1AxK8ziRTX/RGuB8Jc92/s0rrfasy3a47ZzTi15fOxUBSFibwXyTI3x5dZiZaSKptBw8mchuRUq4s2d5mK9kJzKhkZuwzjb0CsNBsGR2Nu2iaXAGwoz8A6KAhcB2YGuDJzhdnIbMl6s705L3A95D5U9gJXgLTXS+TSJcIX+4jevr2lM2+KEfEnGL3rZeTOIt6pgvZClAR2dLho73TTdGDrWM0XIx4O8eTaAMMDfXgnxvLPmx1O9px9jY7u81Q2lG+1cRvvjK33iXxFkDQZ0eqW2dl8Fck0SSYDVksHu3Z9Abv90Nf9deeTq4Qkwg1/hKk1FRKNAIetBQ+SLrsZaxm4tBZjLhDnRm7K5ubYMvPBUqt+k06iq6kiXyHZU2NDKsfeeCoG0zdUUjJ6CZZK9RforLkE4NdUYlLRsjn7fI9YjC7mLeXfnH9zncD1WPWxfOumwVreAtdVpKamCPf1Eb7YR/yttyhOc9S1tWK9cAFrb++WyLwpRiy0ajW/yPxoUUtKgPrdTto6t5bVfDHkbJbJt+4x1H+RscHbyFmVSIqShtbOY3R099J86Oi7Bqduo/yxTVA2Af/qH/8UxhY/R9vuoNWmEAQtzc2fonHHP3zfAtilVDpPSK77I4zHSzUkUs42/rTDwmmnSkjKwaW1GL5IMjf2q7ZtJtd6kUgiRxod+QrJgXoHunLsiysKLA4XrOSnbkK2+PchqK2aVZO0+k6QyvcCkZWzPPI9UgWus1d5ulIaoeA2uvOE5ETNibIXuIJakUs+eZInJcmRUq2P4eCBfKVE39y8Sbv8+pCIqlbzo4OLqtV8kTa8tt1B21H3lrOaL8byzLTawrn6BtFAQdfkbmqlo6eX3afPYbKVb9VxG+8f2wRlE1DrieLZcx1QqyZ7934Ji2XXe3qvrCjcC8X4a1+Qv1kO8SxaWl0QgX1WY46QWDlehhWSYDzN7YmVvLD12WKpsZgowIF6R17YerQcvUhWEfGqUzajl9S2TWSxdN1WV9CRtPSAqWIzdvmeEUqFuDF7g4GZAa7PXl8vcK3az7m6c5yrP8fuiq3h56Fks8Tv3yd88SLhvkukZ4vaURoN5mNdWHp7sZ4/jzYXerpVkEpkmHzoY2TQy/TwMnLRxJq7yUZ7p5u2o24szjIUhr8HJKIRnt24wlB/Hwujz/PPG622fAvH3VTelcdtfP3YJigvGQ8HB7HtfgBAZGoPr33yTxHFd/41KIrCrWCUry2s8DfLoZJwPQHosKiE5JTTwgm7GXsZaUhA9SIZnPTnKySP1niRAOzJe5G46GquwGYo08pCJqkKWlet5Bcela5rTbkE4JyWpLK9LK3kV6EoCuPB8byW5IH3QYnA1aq1cqquIHCtMJQ3wVqFnEoRu3lTrZRcukx2pcgq32DAfOY0tgsXsPT0INm31l13JpVlamiZkUEvU49KreZddRbau9y0HfVgr9qatuyynGX64QOGBi4xeucm2bSqmxNEkZYjXXT09NJyuBNJU6bniG18YCivK9lHADf/51dp6/YjyyITz2rekZykZJm/8Ab4rRdLPIoU+v1WSeS8y8Y3V9o5V2GloswISSoj8+BFIF8huf/Cv86LpKXKnDdHO9HioqIcvUhAbdssPSuM/05egyLtBQDVBwri1objoCnvqY5kNsnt+dv51s1agWuLvUU1S9tCAleAbCRK9MoA4b4+IgNXkKOFKRXRZsP6Wg+W3l4sZ84gGrfWxTubkXnxRM2/mXjgI50sspp3q1bz7Uc9VNRuXaOxlblZHl+5xPCVy0SWffnnKxsa6ejpZc+ZHswO5ybucBsvG+V1ZfsIoLJBndyI+Zr4f//Fb2/4muVUhv865+M/z/pYzFVLDKLAd3ucfIfbwSmHBV0ZOYVmZYWh2WBe2Hpncr0XSa3dwKm2yjwpqbaXcck5tqK2a1ZHgEOlF3As1aVtG0v5G3ItRBfyZmlvLpQKXHWiruDgWn+Oemv9Ju70/SGzskLk8mVCFy8Su3ETJV2YUtO43Vh7z6uTN11dCNqtQbRWIcsKs8/9jN5ZZOz+EslYkdV8Rc5qvnPrWc0XIxmL8ezmVYYHLjH37HH+eYPZwu4z3ezruYC7uXXLfn/b+MawTVBeIn7rX36RhgOjACSm1o++LSbT/LupRX5/fplErgfi0Wn4wboq/n6tC5euPH5diqLwfDHC9VE1YO/NiWXCibVeJDpOtlbm2zY7Kkzle5LJpFT7+NUqydx9ShKANQZoPFUgJe69Zd22gVKB65WZKzzzPytZd5vceUv54zXHt4TAdRXp2dm8yDV2757qKZODrrFRDeK7cAHD/q2Xp6LICgvjQdWr5J6XeJHVvGnVar7Lg6fZVr7H07tAkWVePH7EUH8fI2/eIJNSheSCINJ06Agd3b20dh5Hs8UI5TY+eJTHFe8jAn1mBJ0+RiatZzpQOPiWUmm+Mu3lv8z68sTkgNXIj9RX8e1ux6ZXSxRFYWo5VjL6u7zGi8Rq0HCixcXpXOpve7l6kYDatlkZLxCSiSuQKg0NxN1RyLZpPAXa8m8JBJNBbszd4MrMFa7NXiOQDOTXBAQOVB3IV0l2OXeV7+9nDRRFITkyopKSvj6Sj0vHtQ179+bTgXVtbVvm+1qFoigsTYfzBmoRf5HVvHnVat5Dbbtjy1nNFyOwuMDwwCUeX7lEaMmbf76itp6Onl72nn0NS0X5m/ht4+Vhm6C8RNga5wCILbTxs1/8D6ykM/z7aS+/M+MjnrsLPGY383PN1Zx2bO4Ffj4Y58ZoYfR3bo0XiVEr0dVcka+QdNTay9OLZBXxQFEC8CU166YYpsoCIWl5DWzlH7GuKApjgTGuzF5h4MUAby29VSpw1Vk5XXuac/XnOF13essIXEG9y048fEi4r4/QxYukp4p+X6KI6ehRlZScP4+2bmtmqSzPRRgdVA3UgktrrOYPVdHe6aF+jxNJ2lpVoGKkEnFG3rzBUP9FZh4XEp71JjO7Tp2lo7uXmvatQ5a38XKxTVBeEv7Fz/8IR3rVtNPgizp+64WXL00sEM6qxOSQ1cTPN1fTU2HdlIN1OZLk1nhu9HdsmQlftGRdKwkc3uHkdGslp9pcHCxXL5JVZDMwl0sAHr0Es4OgFOli8gnAubZN9YGyTQAuRiKT4M7CHQZmBrg6c5W56FzJequ9tUTgqnmXCbFygpJOE719WxW59l0is7SUXxO0WsynTmH9pgtYXnsNTcXWIVvFCHhjKikZXGRlrnCMabQiTQcqae/0sGNfBZpyHat/D1AUhdmnwwz19/H81nXSiRz5EgQa9x+io6eXtq4TaHXlLSbfxuZj65y9tjh2VMWRpAwPk13812OfYG5UvbDssxj5ueZqLrhebk85lEhze3wl37Z5urDei2R/vSNfIelsrMBY7vkc/qlChWT8CiTXJABX7iwQksbToN8auRyrAtdVB9dEtlDN0ok6jtUcy5OSOsvWqibIsRiRa9dUUtI/gBwK5ddEsxlLdzfWC72Yz55DsmzNCZXwimo1Pzq4xmpeI9DY4aKt003T/q1pNV+MkM/L44HLDA9cIrA4n3/eUV1DR3cve8+9jq2y/AXl2ygfbO0jYgsh3eTnK/y/3DScBaBCK/ELLbV8b00F4ksgJvFUlsGpVUKyzKOZwDovkt3V1rxb67GWMvYiWUUyrI79juY8SVbGStcNDnXKpu282rZxbA379ayc5aHvYZ6UPPc/L1n3mDx5QnKs+tiWErgCZAMBwrkgvuj16yiJAuGSXC6sr7+O9UIvphMnEHVlOn7+Lnhbq3lRoCFvNV+J3lTmx9i7IJ1MMHr7JkMDl5geKkQFaA1Gdp08Q0dPL3W7tlZMwDbKB9sE5SXgV//pT/K7536GkGBHUBQ+UVfJZ1pqPtRQvlRG5q2ZQE5H4uP+dIBUtnT0t7nSnAvZc3GyxYXLUuYlVzkL82/lTNLegBdvglw0PSRI0HCsYJJWe6hsE4DXIpgMcn32OldmVYFrsKj6IwoiByoLAtedzp1b7oSfXlzMi1xjt+9AtqCV0dbXq/byF3oxHjqEUGZRDO8Vq1bzI3cWmX1WZDUvQG2bg/YuD62HqzBatybpWoWiKMyPPGW4/xJPb1whFS9EUzR0HKCj+zw7j59GayhjK4FtbAlsE5SXgBc7dxAS7FRlvfzuoWMcrXR84P9HVlZ4PBfixpiP62PL3JlYIZ7Olrymxm7IV0hOtrqodZT/ZArB2cK0zXg/xFdK153NBZO0prNgsG3KNt8vFEVhNDCa15I8WHqAXKSRseqsnKk9w9n6s5ypO4PTsPUMqpLjE3lSknj4sGRNv3OnSkq+6QL6XVtXJJlKZJh4y8fI4CIvHq+UWM17mm20d3poPeLG4ixz8v8eEF7x8fjKGwwPXMI/N5N/3lbloaP7PB3dr2N3V2/iDrfxqmGboHzImJ6Y4K67HYCehUccrfymD+TrKorC2FKEG2PLXB/1cWt8hWA8XfIal1nHiVyF5HRrJY2uMvYiWUU6DlPXYTSnJVkqDahDb8slAL+uTt2UeQJwMRKZBLcXbudbN/PR+ZL1NkcbZ+vP0l3fzcGqg1tK4ArqZzIx/Jhw30XCF/tIjRW13AQB46FD+UqJbseOzdvoN4hMKsvko2VGBxeZHFomW2w1X2/J5d9sXav5YmRSKcbuvslQfx9Tb91HyZFojV7PzuOn6ejupWHvvi3nN7ONrYGtdQbcgvjdP/73TB/7PiQlQ83z6Xd/wztgNhDn+qgvl/zrYzFUmlxs1Ws43lKRN0jb5bGWv2+CooD3iUpGRi/B1I3SBGBBhNojhSpJ3dGyTgBei/nIvEpIZq9we/52icBVL+npqu6iu76bs/Vnt5zAFUDJZIjdvZfLvOkjM1dEurRazMePq6Tk/OtoqrauQDKbkXnxOGc1/1ap1bzDY1JJSaeHipqtKeQthqIoLI6PMtTfx7PrAySiBY+gut176ejpZdeJM+iMW0v7tI2th22C8iFjpF11jN2XfMovfOHX39d7fZFkjoyohGRqOVayrtOIdDU5822b/XV2NFvBMyG6XGQlfxnCpZWEfAJw23lo7i77BOBiZOQMD5ce5knJiH+kZL3aXJ1PAz5WcwyjZuvdZcvJJNHrN9TJm8uXyQYC+TXBaMRy9izWC71YuruRbFuj5bYR5KzM7PMAI4OLjK+xmrdWGNRQvk4PlfVlbEr4PhAN+Hly9Q2G+vtYnincTFlclXScO09Hz3mc1bWbuMNtfNSwTVA+RPzWr/9r7u4/CMCRmXevniTSWW6M+bg2svHoryQKHKi3q14krS6ONDoxbAW/hGxatZIfvaRWSuYeUGolb4Sm06q4te28Og68hU74wWSQa7PX8g6uoVTRqKwgcrDqIOfqz3G27uyWFLgCZMNhIgNXVFJy5QpKrECWJbsdS27yxnzqFOIWFkcqssL8eJDRO4uq1Xy40DY12XNW851b22q+GNlMmvG7dxga6GPi/iBKzjBSo9XRduwkHT297Nh3AHGLiM238Wphm6B8iHghBlkRKjEpUUyTsxu+JhhP88ZTL389vMDA8yViqVJh6+5qK6dzIXvHmiuwlvvo7ypWJnJtm1Ur+VKyhbsD2l5XScmOk6DdOhc1RVEYCYzktSRvLb1VInC16WycrlMdXM/UnsFhcGzeZr8BZHw+wpcuE+7rI3rrFhQH8VVXq62b3l5MnUcRNFv3VJK3mr+zyOhdb4nVvMGspfWom/ZONzVtW9tqvhjeyXGG+/t4cq2feLhAqGvad9HR3cuuU2cxmLeGT9A2Xl1s3bPKFsBws+q7cTj6hH/yz3+zZG3CF+W3r47zJ3dnSGYKF7cau4GeXW5Ot7k40eKistxHf1eRDMPE1YKWxD9Rum5yqV4kq54kW8BKvhjxTJzb87fzrZuF6ELJepujjXP15+iu7+ZA1YEtJ3BdRerFC8IX1cmb+P37FGZlQdfSkhe5Gvbt2/IVhOXZCCODi4wMegkVWc3rDBIth1Wr+brdW9tqvhixUJCn1/oZGrjE0uR4/nmzs4K9Z1+jo7sXV/3W8AraxkcDW/MsugXwK5/9Ee5f+CQAByZe5J+/O7XCb10Z528eL+bP/W1uC9/cUc3HOqrZV7dFSseyDAtvFUzS1nqSiBpoOF7QklQf3BJW8sWYi8zlqyS3F26TLBLv6iU9x6qP5QWutZat2ZtXFIXk8+d5UpJ8Wjo1Zdi/P09K9C1bZ2Lq7RBYjOVJiX++yGpeJ9J8oJK2Tg87Ora21XwxspkMk2/dZeiNPsbv3UHOqseopNHQ2nmCjp7zNB04grhFvWe28Wpjm6B8SAi2NhAXTLjkJfbY6nnjmZevXB7l7pQ//5rzu938w3MtHGuu2BqkJLxQyLYZfwNiy6XreU+S89B0Zst4kqwiI2d4a+mtPCkZDYyWrFebq+mu7+Zc/Tm6qru2pMAV1CC++IMHeVKSflEg0EgSpq6u/OSNtmZrVbo2QnglwcjgIqODXpam11vNt3d5aNpfiVb/6lykfS+mGOrv48nVN4gFA/nnPS1tdPT0svvUOYzWrXV8buOjh22C8iHhQX0zADtfTPK1xD5u/+c7AOgkkY8fruOHzzXT5rZu5hbfHekETN8sOLcuDpWu66yqJ0lbLt9mC3mSrCKQCHBtThW4Xp+9vk7geqjqEGfrz3Ku/hztjvatQSQ3gJJKEX3zTZWUXL5M1ufLrwl6PebTp7H29mJ5rQeNc+uZwq1FNJhUrebveFkYX2M1v8dJe6eH5kNV6I2vzikwHgnz7PoVhvr7WBwvTI+Z7A72nOmho6eXqh1Nm7fBbWzjfeLVOTrLCP/sl3+Kx0f+HtphH/eXaoEVdBqRT55s5IfPtuC2lakgVFHA97wwbTN5HTLxohcIqn38qpV8w7Et5UkCpQ6uGwlc7Xo7p2tVgevp2tNbVuAKIEejRK7mgvgGBpDDRdUDqxVLT49KSs6eQTRtfU+LRCTN2H0vI4Ne5p6XWs3XtTto6/TQeqQKo2VrW80XQ5azTD18wFB/H2N3bpLNqC0cUZJoOdJFR88Fmg8dRdrCIuZtfHSx/an9EPCodheaW8sICkgC/N2uBn7yfDs19jJsCcT9qoX82GV14iY0U7puqS6YpLW8BmbXpmzzG0Eym+T2/O28rfxcdK5kvc3Rlm/dbGWBK0DG7ydy+Q118ub6dZRUKr8mVVViPX8ea+8FzMe6ELZoEF8xUvEME28tMTLoVa3m5fVW821H3ZgdW0Rs/h6xMjfDcH8fj69cJuIvxD9U7Wiio+cCe872YLLZN3GH29jGN46teyYuY9xfbkBQoNIS5Y9/5FtpqSqjcb1sBmbv5kzSLql/L6ogIOmh8VSBlLj3bilPklUsRhe5OnuVgZkB3px/k3hRJUgn6jheczxPSmosW1tnkZ6bI9x3SQ3iGxxUBcw5aHfswHpBHQc2Hjz4SliSr1rNjwwuMvVomWzRFFxlgyVPSmyVZXhD8A0gGYvy7MZVhgb6mH9eEDMbLNZ8C8fT3LqJO9zGNj5YbBOUDxg/8yufIx05jiLAx1KDtFT93c3eEgSmC9M2EwOQCJauV+3OZducV8mJbuuV+2VFZtg3nG/dPFl5UrLuNrnzhORY9TFM2q33PRYjOTZG+KKaeZMYHi5Z0+/Zg7VXrZTod25d3UwxshmZF09WGLmz3mreWW2irdNDe6cbZ/XWt5ovhiLLTA89ZHigj5HbN8mk1EkyQRRpPnSUjp5eWo4cQ6PdWq3WbWzjvWCboHzAuG3bCREwO9P885/7tc3ZRCoKk9cKEzfLpXbrGBxq0F5rTtxqr9+UbX6jiKQi3Jy/ycCLAa7OXmUlUSh1Cwjsr9rPubpzdDd0s8u5dRNzQb1QJYaG8pM3qYkinxlBwHj0SN44TVe/NX+fayHLCnPP/YzcWWRsrdW8y6BWSjrdr4zVfDECC/MMD/QxPHCZ8PJS/nlX/Q46enrZc6YHi3PrREBsYxtfD7YJygeIP/ztr/LCrxodHdDOv8urP0AoCiw8KrRtpm9BtqA9QJCgvqvgSVJ7GLaodfV0aDpfJRlcHCRT5L1i1po5VXuK7vpuztSdwWXcenqZYijpNLHBQZWUXLpEZnExvyZotZhOnVRJyeuvo3Ft7e91FYqisDgRyru6xkKFz7HJpqOt89Wymi9GKhHn+c1rDPX3Mfu0UBXTm83sPtXNvp5ePK2vRkVsG9t4L9gmKB8g+gMhlDggwW7v8Lu+/htCZEn1Illt3US9pev2HQUr+eZzYHR8uPv5kJCW0zzwPmDgxQADMwNMhiZL1ndYd9DdoLZujrqPot1iU0VrIcfjRK9fV0lJfz9ysNCOE00mzN3n1Mmb7m4kSxlpm74BKIqCbybC6OAiI3e8hFeKEp/NGloPu2nv8lDb/upYza9CkWVmng4z3N/H81vXSSdz37sg0HTgMB09vbR1nkDzCgiat7GN94ttgvIB4q6mCYAKV4x/+umvfLBfPJNS3VpXreQXHpaua03QdLZglOZq3ZLiVgB/ws+12WsMzAxwY/YG4XRhPFYjaDjqOcrZ+rN013fTZG/avI1+QMiGQkT6+wlf7CNy7RpKvCDolZxOLOdfx9rbi/nkSUT9qzON4l+IMjLoZXRwEf9CIXxQq5doPlRJe6eHhj0VSJqtL+xdi6B3kcdXLjM80EfQW6iMOWvq6Og+z95zr2N1VW7iDrexjc3HNkH5gPC5z/wkPs03Awpd2XdPLn5XKAqsjBc8SSauQjpa+prq/YUE4IbjoNmaFy9FUXjuf14SvqcUpR079c68Wdqp2lNYdWVucPcekPZ6iVy6RPhiH9HbtyFTaFVpamuwXbigTt4cOYLwCtmQh5bjjA56GRlcxPcikn9e0og07XfR1umhab8Lje7V+Z5XkU4mGHnzBsMDfUwPFW4wdEYju06epaPnArU7d2+3cLaxjRy2CcoHhFFPOywqCHo45fg62wyJoJr8u0pKAmuIjrmqMG3T+hpY3N/4xjcJiUyC2wtq+N7AzMC68L1dzl1q+F5DN/tc+5C2qGamGKnpabV1c/Ei8bfeKgni07e3YcmJXA17975SF6m3c3UVRYGGvRW0d7ppPliF7hVydV2FoijMPXvC8EAfz25eJVVUHdux7yAdPb20HzuJVl+m5o3b2MYm4tU7I2wSHmbVyYm6iiCf/OGffG9vkrMw96DQtpm5A0phfBJRCztOFNo2nn1bLnCvGAvRhXyV5M35N0lki7QGkp4TNSc4V3+Oc/XnqDZXb+JOPxioQXwj6jjwRkF8Bw/kKyW6pqbN2eSHhEQ0zfj9JUYGF5l9tsbVdaeD9k4PLYdfLVfXYoSXffkWjn++YAxo91TT0X2ejnPnsVVt3RuMbWzjZWCboHwA+Cef+xnC6dcQgBPRsXd+cXC2MG0z3q86uRbD1VZo2zSeBv3WFUJm5SxDy0P5MeCnK6UX6GpzdX4MeCuH7xVDkWUSDx8SypGS9FRRFUySMB3rwnrhAtbz59F6PJu30Q8BqUSGyYc+Ru4sMv14BTn70XB1XUUmlWL0zk2G+vuYevQgXyHT6g3sPHGGjp7z1O/ueCXM8raxjZeBr4ug/OZv/iZf+tKXWFhY4ODBg/zGb/wGx44de9f3/bf/9t/4e3/v7/Gd3/md/Pmf//nX81+XJe67diPMg8ai8E9+5MdKF9NxmLqu2siPXYalUgMx9HZoOVfIt3E2vryNfwgIp8LcmLvBlZkrXJu9ts6b5EDVgbxh2k7nzleilVEyDtzXR8ZbmKgSdDrMZ85gvXABS0/3KxHEV4xMOsv00ArP7ywy9chHJl1wdXXVWWjvUseCXzVX11UoisLC2HOG+/t4euMKyWhBJ1a/Zx8dPb3sPHEaneHV/P63sY0PE++boPzRH/0Rn/70p/nqV7/K8ePH+fKXv8zHPvYxnj17htv99iXLyclJfuZnfoazZ89+QxsuRzyLqXfC7dYl7C4XBF7A87+CZ/9HJSeZQisDQYTaI4W2Td1RkLZ2IWsqNMXAC9Wb5O7iXTJKQfBp0Vo4XXea7vpuTtedpsLwaphLyYkE0Rs31Mmby5fJFo8Dm81qEN+FXixnzyKaXy1302xWZuapn9E7i4w/WCKVKLQl7VVG2rs8tHd6qKh9tb7vYkT8Kzy5+gbDA5dYnilUyayVVfkWjqN6a0cobGMbmw1BUYqUeu8Bx48fp6uri698RR2jlWWZhoYGPvWpT/GZz3xmw/dks1nOnTvHD/7gD3L16lUCgcD7qqCEQiHsdjvBYBCbzfZ+tvuh42d/5Z/w3yMnqCDIrxn+P3o9CVh8VPoiW13BJK25G0xb+yKdzqa5572XN0ybCk2VrDfZmuiu76a7oZtD7kNoxa3tTbKKbCRCZGBAJSVXrqDECqOxktOZs5fvxXTyJOIr5luhyApzowFGBr2M3fOSiKTzaxannrZODzu7PFQ2vHqurqvIpNOM332T4YFLTDy4i5LLPNJodbQfP0VHTy87Og5st3C2sY0ifCPX7/d1655Kpbh79y6f/exn88+Jokhvby83b9582/d94QtfwO1280M/9ENcvXr1Xf+fZDJJMpnM/zsUCr2fbb5UPDfX8quJ/8Tf1lxFTxoWUaskDcdh17dA+8egateW9SRZxXJ8mWuz17gyc4UbczeIpAsjohpR9SZZbd002rZ2m6oYmZUVIpcvE7p4kdiNmyjpwoVZU1OjOrle6MV05AjCKxZprygK3skwI4OLjA4uEg0WXF2NVi1tR1QDteoWO8IrZqC2CkVR8E6MMTxwiSfX+klECp48tTv30NFznl0nz6I3vbrVom1sY7Pwvs6oPp+PbDaLZ424z+Px8HTNhMIqrl27xu/8zu/w4MGD9/z/fPGLX+Tzn//8+9napuBPf+93+bngf+W0JucaW3sEuv4B7PxmMG9t6/FVb5KBGdXB9dHSoxJvkgpDBWfrztLd0M3JmpNYdFtXzLsW6fn5/Dhw7O7dknRgXXOzKnK9cAHDvo5XslqwPBth5M4iI4OLhHyF9qTOqKH1cBXtnR7qdjkQpVe3UhALBnhyrZ/h/j6Wpifzz1sqXOw99zod3eepqH01Mo+2sY1yxYd6yxcOh/n+7/9+fvu3f5vKyvfuivjZz36WT3/60/l/h0IhGhoaPowtfkN4PnuP72aYpKLhv6fP8fd/+E+3dKUknolze/52vnWzGFssWd9TsUf1JqnvpqOyA1F4dS5QyfGJXDrwRRJDQyVrhr17sX6TSkr0ra9mnH3AG1Ot5ge9rMwVhJ4anUjzwSraO93s2OtC0r46v/O1yGYyTNwfZKi/j4n7d5CzqrZG0mpp6zxBR08vjQcOIb4Cnjzb2MZWwPsiKJWVlUiSxOJi6YVrcXGR6ur1vhVjY2NMTk7y7d/+7fnn5NW+rUbDs2fPaN3ghK/X69FvAUvvZkUVx13SHuXvf/7PNnk3Xx/mI/N5s7TbC7dJZgutNYNk4ERtzpuk7hwe86szFqsoConHj3OkpI/UWNF4eC4d2HbhApbzvejq6zZvox8iIv5E3mreO1VoXYgagcYOF+1dHpr2V6LVv9oX5KXpSYb7L/L4aj/xUEHsXN3aTkfPBXafOofhFck92sY2thLeF0HR6XQcPXqUS5cu8V3f9V2ASjguXbrET/zET6x7/e7du3n0qFQw+ku/9EuEw2F+/dd/vSyrIu8Vv/KZH+NH9YMgwDOpjW/d7A29R2TlLI98j/Kk5Ln/ecl6jbkmXyXpqu7CoHl1HC6VbJb4/ft5UpKeKxhoodViPnEC64VcOvD7qPhtJcTDKcbueXl+Z5H50cLFWBAF6nc7VQO1Q5XoTa+GsPntEA+HeHp9gKH+PrwTBXJqsjvyLZzKhldHS7WNbWxFvO8Wz6c//Wk++clP0tnZybFjx/jyl79MNBrlB37gBwD4xCc+QV1dHV/84hcxGAzs27ev5P0OhwNg3fNbDYYKcMXCLCl2DKbyJlqhVEj1JnmhepP4kwVzOFEQOVh1ME9K2hxtr5SuQkmliL75JuG/uUj48mWyy8v5NcFoxHL2rDoO3N2NVGYTYh8UkrE04w98jAwuMvPUjyIXtEQ1bXZ2dnloOezGZHu1Jo/WQs5mmXx4j+E3+hi7+ybZXP6RKGloPXqMjp5emg8dRXyFso+2sY2tjPdNUL7ne76HpaUlPve5z7GwsMChQ4f4q7/6q7xwdnp6GvEjMGa3L6VWHi4ZOvnRn/rsu7z65WPVm2RgZoB7i/dKvEmsOitnas9wruEcZ2rP4DA4Nm+jHwLkWIzI1WuE+/qI9Pcjh4vaFzYb1tdew3qhF/Pp04jGV9NAK53MMvlIdXWdGl5GzhRIibvRSlvO1dVa8epUyN4OyzMvGB7o4/HVN4j6C8aB7qZWOnrOs/t0NyabfRN3uI1tbGMjvG8flM1AufmgfPGX/hE/LX0Ng5Dm32g+wad/6Tc2e0tk5Az3vfe5MnOF/hf9TIYmS9Zb7C35nJtXyZtkFdlgkPAbbxDu6yN69RpK0Zi6VFWJ9fx5rBcuYD52DEH7an3vq8imZaYfLzMy6GXioY9MsmCg5qwxs7PLTdtRDw6PaRN3+XKQiEZ4duMKw/2XmB99ln/eaLWx5+xrdHSfx93Usok73MY2Php4aT4o21BhsWUwxNI8p45P/tAvbNo+gskg12evMzAzwLXZa4RSBb8YjaDhaLXqTdJT30ODrbzbUF8P0l4vkcuXCf/NRaK3b0OmUCXS1tfnx4GNhw6+suZZclZm9lmAkUHV1TUZK/wMbJUG2js9tHd5cNW9+iJPWc4y/egthvr7GL1zk2zOs0YQRVqOdNHRfZ6WI11ImleToG5jG68atgnK14FjcVX4e9V4mB+qebl21pPBybw3yb3Fe2SL0o8dekfem+RU7SmsOutL3dvLQOrFi7xHSfzBAygqAOrb21VS8k0X0O/a9UppaYqhyArz40FG7ywyes9LPFwwjzPbdbR1qlbz7ibrK/szKIZ/fpbhgUsMX7lMZNmXf76yoZGOnl72nOnB7Hi1MpC2sY2PArYJyvvEr/6zT/ELylNkRWA5/uGf9NJymgfeB/S/6OfKzJV1rZtWeyvdDd1013dzsOog0ivm0aAoCsmRkfzkTXKNIaDh4AFsFy5g7e1F19S0OZt8CVAUBd+LCM/vqK6uEX/ROLhZS+tRN+2dbmraHIivqKtrMZKxGM9vXWOov4+5Z4/zzxvMFnaf6WZfzwXcza0fCYK2jW28qtgmKO8Tbt0KxOG2tJuf+9xXPpT/I5gMcm32Wr51E04VRJ4aUUOnp5Oehh7O1Z+jwfrqtW4UWSbx6BHhixcJXbxIeqoQxoYkYerqUseBe3vRel4db5aNsDIfzbu6Br3x/PNag0TLoSrauzzU73YivcKurqtQZJkXj4cY7r/I89s3yOR0RoIg0nTwMB09F2g9egzNK5aDtI1tfFSxTVDeB/7nf/sjeuL3ALir38eJD/BrTwQn8lM39733S1o3Tr2Ts/Vn6a5XWzevkq38KpRMhtjgoDoO3NdHxuvNrwk6HebTp7FeuIDltR40zle7XB/yxRkZXGTkjpfl2ULmkaQVadpfyc4uDzv2VaDRvlrVsrdD0LugtnAGLhNaKphEOmvr2dfTy96zr2Gp2NrREtvYxjbWY5ugvA8MT1zn25kjoWgJBL6xi0NaTnN/8T79M/0bJgK3OdpUgWtDD/sr979yrRsAOZkkev0G4YsXiVy+TDZYMA4TTSYsPd3q5M3Zc0iWVzuMLRpIMnrXy8jgIosTBbGzKAns2FtBW6eH5oOV6AwfjUM2nUjw/M3rDPf38eJxwexRZzSx+/Q5Orp7qWl/dXVG29jGNrYJyvtCk/ICgDe0h/nFz//H9/3+YDLI1dmrDLwY4PrsdcLp0tZNl6crryept76aQWTZSJTolQFCFy8SHbiCHIvl1ySHA8v511VScvIk4haIO/hGkIikGbvvZeTOIrMjAVazGAUB6nblXF0PV2EwfzSmThRFYfbpMEP9fTy/dZ10ItfSEgQa9x+io/s8bcdOotW92p+LbWxjGyq2Ccp7xL/47E/yD3Q5a3tNO9/yHt6jKAoTIbV10/+inwdLD5CVQjLuauump6GHU7WnMGtfzSpBNhAgfPn/b+/Ow9q+7wSPvyUB4hI3iNs25jLC+OAyPpBsZLtJmmlmtzN5MpknadrptLtOtnk8nTZOm6tN6hztrmfqNGlnZ9rt7HqTmdlJutPZ+ABH+LYBh9gIcxoMNiAuc4MASfuHbGHXdmx8IIE+r+fx88Sfn34/fUCY3ye/7/f7+X7K8P79jB49imNqZtWJT2wsGqMRzebNBOauRuGzsH8kJ8enafm8h8bKbtpr+7Ff09U1NiWUtPwYlq6OISjUe27CQ73d1JYfxFxexoCl0xUPi41DpzeSVbyRkKgYN2YohHCHhX03uI98wqeJGhui1xECvreemDlln+K05bRr1U3bcNt1x1PDUjEkGdAn6hfs0A3AdE8Pw2VlzqLk5Cmwzcyp8Vu0CM2WLWi2bMY/O3vBP6afnrTReraPpkoLrTV92KZmitSopGDSrnR1DYlamF1tb2Zq0krTqePUmEppq/nctVzc1z+AjKL16AxGEjKyFvzPhhDi1qRAuUNZk00AlKlzef6vXrnu2MDEgHPo5qJz6GZkamZio6/Sl/zYfPSJevRJehKCF+bOuABTHR3OlTf7DzB++vT1PUoyMmZ6lKSlLfgbj81mp722n8ZKCy3VvUxd09U1TBtIWr6WtLwYwmMX5lOzm3E4HHQ21mM2lVJ37BCT4zPDe0lZy9EZjKQXrsPXf+G33xdC3J4UKHfgjRef5a98T4MCLjmSnEM3gy2YLpooby+/Yegmwj+CDQnOoZui+KIFO3QDMNnaytD+Awzv389ETc11x/xzctBsNhKyefOC7lFylcPuoLN5gIZTFppP9zAxOjOUFRyhdnV1jUoMXvAF2rVG+vuoPfwpZlMp/R0XXfGQ6Bh0+hJ0+hJCY2LdmKEQwhNJgXIHNKFWVONT/Kt/ApfzQnj4Xx/m4sjF616THp7uekqyPGo5SsXC7EvhcDiwNjQyvH8/wwcOYG1omDmoUBCYm4tmi7PFvO8cd9l1B4fDQU/bMI0VFpqquq9roBag8SU111mUxKaEeFVRMj05SXPVScymUlo//wzHlQLex09NeuFadIbNJGVlL9gtCIQQ904KlDsw7XMafXIiwyolXPq/gHPopiCuwFmUJOqJD453c5YPjsPhYKKmxtmjZP9+Ji9csyTax4egwkLn8I2xBJ+oKPclOocud11toNbNgGVmqMIvwIeUVdGk52lJyAhD6QUN1K5yOBxYzjdhLi+l7kg5E6MzQ50JmVno9EbS16xHHbjwNysUQtw7KVBu46XXv8XvE61MK5T423z5UsYjGBKdQzeBvgv3F63DZmP8s89c3VynO2ZWV7gap23ZgmajAVVYmNvynEvD/RNXGqhZ6G2XBmpXjQ5c5tzhTzGXl9HbPlO8BkdGoSsuQaffRHjcwp17JYR4MKRAuY3e0BamFQoWWZX87i8qFuyqGwDH1BSjp045970pLcPWO7PxmiIwkODiYkK2bCaoWL/gG6ddNT48SfPpbhoqLHQ2XdNITqkgKSuCtHzvaqB2lW16ivOnK6gxldLyWSUO+5UhHF8/UguK0OlLSF6+AuUC/vcihHiwvOu36iyV/du/c1HdAShYNJG8IIuTL+zmqtGg2bQRzZYtBK1bh9JLVldMTkzTUt1DQ4WF9nOXcVzTqyQ+LYy0fC1LV0cTEOx9e750t57HbCrl3BET48MzHW/jUjPQGYxkrN2Af9DC24pBCDH3pED5Avvr/g+tMQp8HQ4iuhdOoyj72Bgjhw4zvH8/I+Xl2EdHXcdUERFoSkqcRUlhAQov2XhtesrGhZo+GisstJ69vldJdLLG2askLwZNhHcUadcaGxqk7mg5NaZSelrPu+JBYeFkFW9CpzcSmbjwNq0UQriXFChfoD/Q2fskY9yfH7/+927O5t7YhoYYMZkY2r+f0cNHcFhnVpv4aLWuHiWBubkoVAvvSdHN2G12LtZfprHCwvnPepicuLFXSXq+ljDtwp1rdCt2m42W6krMpjKaq05ht00DoPLxYWluIbqNRhbnrEbpJT8rQoi5JwXKLbzx8vM0LuoDlGitS9ydzl2Z7u+/0s31AKMnTsA1LeZ9k5LQbNlMyJYt+C9f7jXLPR0OB13nh2g81UXT6W7Gh6/pVRKuJjXPWZREJXlXr5KretsvYC4vo/bQQcYGB1xxbUoqOn0Jmev0BGhC3JegEMJrSIFyC73h3fT5KNHY7MQPJbs7nTs2ZbEwfKCU4f37GausBPvMUIVf6lJCtmxBs3kz6sxMr7kBOxwO+i6NOJcFV3Qz3D/hOuYf5Etqbgxp+VriloaiUHrH9+RaEyMj1B0tx1xeSldzoyseEBJK1gYDOr2R6EXzs0gXQsxfUqDcQr/aObyTPh7K917+mZuz+WKTFy8yvM/ZOG28uvq6Y/5ZWa59b9QpKe5J0E0Ge8ZorLDQUNHN5c6ZeTa+ahUpK6NJy9eSuCwclRf1KrnKbrdx4Uw1NaZSmitPYLvydE2pUpGyOh+d3siSVXmoFvjmjUIIzyW/fW7itR98m3Opo4AS7fhSd6dzU5OtrQzt28/wvn1M1NZedyxg1SpnUbLZiF9iopsydI/RAaurV0n3hWFXXOWjZFF2JGn5WhYvj8THzzvnTvR3XMRsKqX20EFGLve74tHJi9EZNrNsvZ7A0DD3JSiEEFdIgXITfVoL40olsVMO/qTgm+5Ox8V6/jzD+/YxtHcf1vr6mQNKJYEFBWg2G9EYN+OrXTgrju7ExOgUzae7aay0cKlhAK6sClYoIHFZBGl5WlJWRaMO8M4fd+vYKPXHD1NjKqWzoc4V9w/WsGy9AZ2+hJglS71myE8IMT9452/s27D4tQCweEJLXnGx2/JwOBxMNjUxtHcfw/v3YW1smjmoUhG0Zg2aL21FU1KCT0SE2/J0hymrjZYzPTSestBW24/dNtOrJDYllLR8Lam5MQSGeMcy6T/ksNtpM5/BbCql8dRxpiedq7YUSiVLVuaiMxhJWV2Aj6+vmzMVQoibkwLlD7z0429RlzQNKIgdWDzn7+/cjK+Bob17Gd63n8nzM30n8PUlaG0RIVu2ErxpIz7h4XOenzvZpu20mZ29SlrO9DI9OTMBODIxmPR8Z6+SkMgAN2bpXgNdnZgPlWEuL2O4t8cVj0hIIttgZNmGjQSHe1cxK4SYn6RA+QO9Ya3YFQqWTij48Q/npveJw+FgorbWOdF1377rNuNT+PoStH49mq1b0GzciCo0dE5y8hR2u4OOBmevkubPerCOTbuOhUQHkJ6vJS1PS0S8d7Tev5nJiXEajh/BXF7GxXM1rrg6MIjMdcXoDEZil6bLEI4QYl6RAuUah/cf4KL6EqAg3vpglxa7dgjet4+hffuZam93HVP4+RFUvIGQrVsJNhhQaTQPNBdP43A46G4dpqGii6aqbsYGJ13HAkP9SMvTkpavJWaRxmtvug67nYt1ZsymMhpOHGHKemXptELB4pxV6PQlpOYX4eMlnYCFEAuPFCjX+PfqD2jVKvBxOIjsib3v13fY7UycOeNafTPV0eE6pvD3J7i4GM3WLQTrDV6zGd+1+jqu9Cqp7GaoZ9wVVwf6sHS1s1dJfFoYSi/sVXLVUE835vIyzIfKGLR0ueLhcfHo9EayijehiYxyY4ZCCHF/SIFyjb5AZ5OqzHE1P/7xf78v13TY7YxXV7uelEx3zdxUFAEBBBv0ziclxcUoA72vpfpQ37irgVrfpRFX3MdPyZIVzl4lyVkRqHy8r1fJVVPWCRpPHcdsOkBbzRlX3C8ggIyiDej0RuIzlnnt0yQhxMIkBcoVb7/21zQnOlvbx1jvraGZw2Zj/PRp55OS/fuZ7u52HVMGBhK8cSOaL20leP16lAHeN6FzfGSS5qpuGiosdDZds3uySkGyLpL0fC2Lc6LwVXtnrxJwDnN1NNRhNh2g/vhhJsdnniglZ+egM2wmLb8IXy/ZYVoI4X2kQLnCEnKJHh8lwTY7sZdnvzOrw2ZjrKqK4b17GTpwAFtPr+uYMjgYTckmNFu3ErRuHUq1+n6mPi9cXRbccMpCu7kfu/1qsxJISA8jPT+WlFXR+Ad597LX4b5eag8dxFxexuXOS654aIzWNYQTGqN1Y4ZCCDE3pEC5ok/dDED6RCg7Xvuvd3TO1eGboU/2Mrx3L9M9M8s6lSEhaEpK0GzdQtDatSi9cLKizWanvbbfuVvw571MW2d2C45O1pB2ZQVOcLj3FWzXmp6cpKnyBGZTKRfOVONwOJdP+6jVZKxZj85gJDFT5zUbOgohBEiBAsArP/gW51JHACWxt2lt73A4nBNdP9nL0N69180pUYaEoDEaCfnSVoLWrEHhhUXJ1d2CG045V+BMjMzsFhwS5U96QSxp+Voi4rxvEvC1HA4HXc0NmE1l1B0rxzo6s1dQQqaObIOR9DXr8AvwvnlJQggBUqAAcFnbw5hSiXbKgSHxsRuOOxwOJsy1DO/9hKFP9jJ1aebRuzIoiOCSTYQ89BDB69Z5ZVEC0N8xSsOpLhoqLAz3zewWHKDxJTVPS3qBFu3iEK+fyDk6cNk1hNN3sc0V10RGo9NvIktfQnhsvBszFEIIzyAFCtB9pbX9kokYHvqL/whc6ehaX3/lScknTF2YuZkoAgPRGAyEPPwQQRs2eOWcEoDh/gkaKy00nLLQd3FmBY6vWkXKqmjS87UkZoaj9MLdgq9lm56iueoUZlMpLdVVOOxXhnB8/UgrXItObyQ5O0eGcIQQ4hpeX6C8/KNvU5c8BSiIHVyCtamJof/3CUOffMJkS4vrdQp/f4L1eueTEn2xV66+gZmN+RpOWehoGnBtzOdagVNwZQWOl+4WfJWz2dx5zKZSzh0tZ2J4yHUsLj2TbIORjKINqAO9e6hLCCFuxesLlJ7wVmL64ZEaO4/2dHP+Hx91HXN1dH3oITQGA8og77yZTE3aaD3TS8MpC23mvus25otPCyO9QMvS1TFevwIHYGxokHOHTZhNB+hpa3XFg8MjyCp2DuFEJsx+lZgQQngbry5QTnxaTs7JNv5LpfOGa6UJfH0JXreOkIcfInjTJlTBwW7O0j3sNjsX6y7TUGHh/Gc9TF2zAufqxnxp+Vo0EdKHwzY9TUt1FWbTAc6frsBuc36vVD4+LM0vIttgZFHOSpRK736qJIQQs+HVBcrB0l/xx1eKk87YUFY/9z00xhKv25DvKofDgaV1iIZTFpoqLYwPz6zA0UT6O4uSAi2R8d5ZtP2hnrZW5xDOERNjgwOuuDYlzTmEs66YgGDv2kdJCCHuF68uUGLb6gBoTlby5f0n3JyN+wz2jNFwykL9yS4Gu2c6lvoH+5KaG0N6QSyxKbICB2B8ZJi6IybM5WVYzje54oGhYSzbsJFsfQlRyYvdl6AQQiwQXlug/O2PX2Rl4xgAranet6xzYmTqygqcLrrOz0zgvLoHTnqBlqSsCFRevgIHwG6z0XrmNGZTGc2VJ7BNTwOgVPmwNLcAnaGExStyUfl47T8nIYS477z2N+r4iJnoAZjwheGwNHenMyemJ220nu2j/mQXbTV9rnbzCgUkLosgozCWJSui8PP32h+L6/RdasdsKqX28KeMXu53xaMXp5BtMJK5Tk9giHcOBwohxIPmtXeipPPOJcSNS33Z8ZNfuDmbB8dhd9DROED9qS6aq7qZnJiZ7BqVFExGobOza1Cod/Zy+UMToyPUHzuMubyUzsZ6VzxAE8Ky9QZ0BiMxi+9tM0khhBC3d1cFyrvvvss777xDV1cXK1as4Oc//zkFBQU3fe3f/d3f8dvf/paamhoAcnNz+clPfnLL18+F1773dR5udE4AvbRksdvyeJD6OkZoONlFwykLI5etrnhwhJr0gljSZbKri91uo63mDGZTKU2njjM9NQmAQqlkyao8sg1GUlbno/KRZdRCCDFXZl2gfPjhh2zfvp3333+fwsJCdu3axdatW6mvrycmJuaG15tMJp544gnWrl2Lv78/b731Flu2bMFsNpOQkHBfvojZCrG2EzwBA8GQmv9nbsnhQRgdsNJQ4ZxX0ts+09nVL8CH1NXRpBfGEp8ahkIpk10BLndewlx+EPOhMkb6ZnafjkxMJttgZNmGjQSFhbsxQyGE8F4Kh8PhuP3LZhQWFpKfn8/u3bsBsNvtJCUl8dxzz/HCCy/c9nybzUZ4eDi7d+/mqaeeuqP3HBoaIjQ0lMHBQUJCQmaT7k396yM6ljXbqVgVxFP/u/Ker+dOkxPTnK/uoeFkFxfrLuO4prProuxIMgpjWbQ8Eh9f6cEBMDk+Rv2JI5hNpVyqq3XF1UFBZK4zkG0wok1JlRVLQghxH9zL/XtWT1AmJyepqqpix44drphSqcRoNHL8+PE7usbY2BhTU1NERETMKtH75Y0ffJ0/anHuhWJJTHVLDvfKbrPTXneZ+hNdtFT3MD1ldx2LTQklY00sqatj8A+WIQkAh91Oe20N5vJSGk4eZdrqHPJSKJQsXrEKncHI0txCfLx0o0chhPBEsypQent7sdlsaLXa6+JarZa6uro7usb3v/994uPjMRqNt3yN1WrFap2ZNzE0NHTL185WWG89PnboiIa/fueD+3bdudB3aYS6E100nOpibHDSFQ/TBpJeoCW9IJbQaO/cI+hmBru7MJeXYS4/yFCPxRUPj09Epy8hq3gjmogoN2YohBDiVuZ0Fc+bb77JBx98gMlkwt//1i3Sd+7cyWuvvXbf37+9tZWURudy0ea0CEru+zvcf+PDkzRUWKg/0UVP27Ar7h/kS1q+lozCWGIWa2RI4oqpiQkaTh7FXF5Gu/mMK+4XEEjm2mJ0hhLi0jLl+yWEEB5uVgVKVFQUKpUKi8VyXdxisRAbG/uF5/70pz/lzTffpLS0lJycnC987Y4dO9i+fbvr70NDQyQl3fsGa//4qx/wxx1gV0Bv1NJ7vt6DYpu2c+FsH3UnOrlwdqZfiVKpYNHySDKL4liUHYnKR5qogbNF/6X6WsymUuqPH2Fq4ko3XIWC5OwVZBuMpOavwVct+wYJIcR8MasCxc/Pj9zcXMrKynjssccA5yTZsrIynn322Vue9/bbb/PGG2+wb98+8vLybvs+arUatfr+9+XQXnT2tTifpOTFt397369/LxwOB90Xhqk/3klDpQXr6LTrWHSyhswiZ7+SgGCZJ3HVUG8PtYcOYi4vZaCr0xUP08Y5h3D0mwiJunFlmRBCCM836yGe7du38/TTT5OXl0dBQQG7du1idHSUZ555BoCnnnqKhIQEdu7cCcBbb73Fyy+/zJ49e1i8eDFdXV0ABAcHEzyHOwXv/tmPyGkYBeBCWtycve/tjFy20nCqi7rjnVzuGnPFg0L9SC+MJWNNrPQrucbUpJWmihOYTaVcOFvN1WVLvmp/0ovWk20wkpCpkyEcIYSY52ZdoDz++OP09PTw8ssv09XVxcqVK9m7d69r4mxbWxtK5czQw3vvvcfk5CRf/epXr7vOK6+8wquvvnpv2c/CaPdpV2v7oaDFc/a+NzM1aeP8Zz3Un+zi4rl+19Jgla+SlJXRZK6JJXFZBErpVwI4ny51NtZjLi+l/thhrGOjrmNJWcvRGYykFa7Fz18mCAshxEIx6z4o7nA/+qDs+ZMVrDo7SU2mL3/y8Znbn3CfORwOuluHqT3WQVOF5bqW83GpoWSuiWNpbgzqAK/dfeAGI/191B7+FLOplP6Oi654SHQMWcUl6PQlhGm/eO6TEEII95mzPijz1Y9e+DoPNTqX5bbPcWv78ZFJ6k90ce5YJ/0dM//nr4n0J2NNLJlrYgmNDpzTnDzZ9NQUzZUnMZeX0lp9GofD2ePFx09NeuFadAYjSVnLUShlgrAQQixkXlGgaMZnWtsvzf3q7U+4R3a7g/Zz/Zw72kHL573Ybc6HVCpfJUtXRbNsXTwJadJy/iqHw0F3SzM1pgPUHSlnYnSmTX98RhbZBiPpa9ajDpRCTgghvIVXFCiLmjoAaEwP5Kk/v7P2+ndjqHecc8c6qTveed0GfdHJGrLWxZGWr0UdKN1drxobHHAN4fS2X3DFgyMi0emdQzjhce7Zr0kIIYR7LfgC5fUXv8ZXrra2T7j/re2np5wTXmuPdnKp/rIrrg70Ib0wlqx1cUQlau77+85Xtukpzn9WidlUSstnldhtzrk4Kl9fUvOLyDYYSV6+AqVS9g4SQghvtuALlPC+pmta2394367b3zmK+dAl6k92YR270rNEAUmZ4SxbG8+SlVGyQd81ulvPYy4v49zhTxkfntm6IC41A52hhIy1xfgHyXJqIYQQTgu+QElp7AOgOS38nlvb26bsnK/uoebQJToaB1zx4Ag1y4riyCyKIyRKlrpeNTY0SN3RcsymMrpbm13xoLBwlm3YSLbBSGRishszFEII4akWdIHykxefdLW274tKu+vrDPWOYz58iXPHOhkfngJAoYDFOVHoihNIkp4lLnabjZbqKszlpTRXnsJucz5dUqp8SM0rRGcwsnjFapQqebokhBDi1hZ0gRJ7TWv7HW//j1mda7fZaT3bh/nwJdpq++FKt5igMDVZ6+PJWhdHcLjs7XJV38U2akyl1B46yNjggCses2Qp2QYjmev0BGjuroeNEEII77NgC5S//8XPSLvS2r417c6beY0OWqk90kHtkY7rVuIkZ0WgK05g8fJIlCrpwQEwMTJC3bFDmE0H6GpudMUDQkLJ2mBApzcSvWiJGzMUQggxXy3YAqXvwmHWDjhb2w8ELbrt63vahvn8YDuNFRZX3xL/YF+WrY1DtyFemqldYbfbaDtTTY2plKbKE9imnENeSpWKJavyyTYYWbIqF5WPLKcWQghx9xZsgZJwvgWApqW+vPT2P9z0NXa7g5bPe/i8rJ3OpkFXPDYllOUbE1i6MgaVrzwtAejvuIS53DmEM9Lf54pHJS8m22Bk2XoDgaFh7ktQCCHEgrIgC5Qfff8b17S2v/HpiXV8mnNHOzjz6UWG+yYAUCoVpObFkLMpCe1imSsBYB0bo/74IcymMjoazrni/sEaMtfpyTYYiVmyVHYOFkIIcd8tyAJFMzHT2j4+5xFXfKh3nOqyduqOdTJldTYI8w/yRVccz3J9IkFhanel7DEcdjtt5jOYy8toPHmM6UnnPByFQsmSVbno9CWk5Bbi4ytDOEIIIR6cBVmgLGq6BEBjWiBPPfNt+jpGOL3vAo0V3TjszvklEfFBrNiURHqBFh8/WfI6YOnCXF6KubyM4d4eVzwiIck5hLNhI8HhEW7MUAghhDdZcAXK6z/4On/U6mxt3xO3ln//xRlaz/S6jidlRbDKmEzisnCvH5qYnBin4cRRzKZSLp6rccXVgUFkritGpzcSm5ru9d8nIYQQc2/BFSjhvQ2MBKdSn/Yw/mMZzuJEAUtXRbN66yJiFnn3/BKHw8Glc2ZqTKU0nDjClNU5BweFgkXLV5JtMLI0fw2+fjLcJYQQwn0WXIES1r+Oz1ZtBZwTX9PXxLJ6SzLhsUFuzsy9hnq6MR8qw1xexqClyxUPj4tHpzeSVbwJTWSUGzMUQgghZiyoAuXNF7+JJuJxACb96vmLV59BE+G93V6nrBM0nTpOjamUNvMZcDjn3/j6B5BRtIFsg5H4jGUyhCOEEMLjLKgCJbxLw7SfEvXEeba9/5/cnY5bOBwOOhrqMJeXUn/sMJPjY65jydk56PRG0grW4uvvvYWbEEIIz7dgCpT/+Q/v4TO9gmk/GA+od3c6c264v5fa8oOYy8u43HnJFQ+N0bqGcEJjtG7MUAghhLhzC6ZA6TRXERj4Zyjs0wyFDLk7nTkxPTlJU+UJzKZSLpypxuFwrl7yUavJWLMenb6ExGXZKJTSDVcIIcT8smAKlPDeWKwB4Dtp5gc//aW703lgHA4HluZGakyl1B0rxzo66jqWkKkj22Akfc06/AJk7yAhhBDz14IoUH70/W8Sq3oIgNGQVvcm84CMDlym9vCnmE2l9F1sc8U1kdHo9JvI0pcQHhvvxgyFEEKI+2dBFCghY0qm/MJQTY/gv3Kpu9O5b2zTU5yvqqDGdICW6ioc9itDOL5+pBYUkW3YTFL2cpRK6YQrhBBiYVkYBcrAEsaDQGk7wze+/UN3p3PPLC3NmMtLOXeknInhmfk0cemZZOuNZKzdgDrQu/u6CCGEWNjmfYHy+o5vEun/HwAYjLC4OZu7NzY0yLnDJszlpfRcaHHFg8MjyCp2DuFEJiS5L0EhhBBiDs37AiW83w+7So2v1cJ33/tbd6czK7bpaVqqqzCbDnD+dAV2m3OHZZWPD0vzi8jWl7AoZxVKlQzhCCGE8C7zvkAJGNMxHgQ21VkUiifcnc4d6W1rpcZUyrkjJsYGB1xxbUoa2QYjGeuKCQjWuC9BIYQQws3mdYHy1gt/SXDgnwIwGDHg3mRuY3xkmLqj5ZhNpVjON7nigaFhLNuwkWx9CVHJi92XoBBCCOFB5nWBEtYd4mxtP97Etvd/4e50bmC32bhw5jNqTKU0V57ANj0NgFKlImV1AdkbjSxekYvKZ15/DEIIIcR9N2/vjP/2vz5AZVvJNDARWOfudK7Td6kdc3kZ5w4dZORyvysevWgJ2QYjmesNBIaEujFDIYQQwrPN2wKl/nQZAQFPoLBPMaAZvf0JD5h1bJS6o4cwl5fS2TizF5C/JoRl6/VkGzYTszjFjRkKIYQQ88e8LVDCeuOwBoCftYYf/Mo9re3tdhttNWcwm0ppOnWc6alJABRKJUtW5ZGtN5KSm4/Kx9ct+QkhhBDz1bwsUN743l8SrXoYgJGw1jl//8tdHZhNZdQeOshwX48rHpmYjM5gJGvDRoLCwuc8LyGEEGKhmJcFStC4iim/EHymhiE1ck7ec3J8jPoTRzCbSrlUV+uKq4OCyFxnIFtfgnZpGgqFYk7yEUIIIRayeVmgaAZTmAgEhb2abd999YG9j8Nu5+K5GmpMpTScPMq01QqAQqFk0YpVZBuMLM0txMfP74HlIIQQQnijeVegvPH9vyRC7WxtPxzR/UDeY7Dbgrm8jNpDZQx2z7TPD49LcA7hFG9EExH1QN5bCCGEEPOwQAkbDMCu8sNvopP//N7u+3bdqYkJGk4exVxeRrv5jCvuFxBAxtpisg1G4tIyZQhHCCGEmAPzrkDxH1vGRCDYfM6gUDx5T9dyOBxcqq/FbCqj4cRhJsfHnQcUCpJ1OWQbjKQWFOGr9r8PmQshhBDiTs2rAuW/vfQ8UYF/DsBA5NBdX2eot4faQwcxl5cy0NXpiodqY9HpS9AVlxASHXPP+QohhBDi7syrAiW0TwPBoB6vZ9v7783q3KlJK00VJzCbSrlwthocDgB81f6kF60nW28kYZlOhnCEEEIIDzCvChSVfTkA44ENd/R6h8NBV1MDNaYD1B87jHVspuNsYlY2Or2R9DXr8PMPeCD5CiGEEOLuzKsCxeqvJcg2SX/YF7e2H7ncf2UIp4z+S+2ueEh0DFnFJeiKNxEWG/eg0xVCCCHEXZpXBQqA7+RZXnrnVzfEp6emOF91khpTKa3Vp3E47AD4+KlJK1xLtsFIUtZyFErlXKcshBBCiFm6qwLl3Xff5Z133qGrq4sVK1bw85//nIKCglu+/p//+Z956aWXaG1tJS0tjbfeeouHH374rhIevqa1vcPhoLulmRpTKXVHy5kYGXYdi09fhs5gJKNoPerAoLt6LyGEEEK4x6wLlA8//JDt27fz/vvvU1hYyK5du9i6dSv19fXExNy48uXYsWM88cQT7Ny5ky9/+cvs2bOHxx57jNOnT5OdnT27ZKeGUSVGMDY4wLkjJmpMpfS2tbqOB0dEklW8CZ3eSER8wmy/NCGEEEJ4CIXDcWU5yx0qLCwkPz+f3budTdLsdjtJSUk899xzvPDCCze8/vHHH2d0dJTf//73rtiaNWtYuXIl77///h2959DQEKGhobzzp98iNS+Rls8qsNtsAKh8fUnNLyJbX0JyzkqUStVsvhwhhBBCPCBX79+Dg4OEhITM6txZPUGZnJykqqqKHTt2uGJKpRKj0cjx48dves7x48fZvn37dbGtW7fy8ccf3/J9rFYr1iv73oDzCwSwTrXQXHkRgNjUdHR6I5lri/EPDp7NlyGEEEIIDzerAqW3txebzYZWq70urtVqqauru+k5XV1dN319V1fXLd9n586dvPbaazcm6xdA3pf/CJ2+hKikRbNJXQghhBDziEeu4tmxY8d1T12GhoZISkriW+/9mrDwcDdmJoQQQoi5MKsCJSoqCpVKhcViuS5usViIjY296TmxsbGzej2AWq1GrVbfEFeqZH6JEEII4Q1m1RTEz8+P3NxcysrKXDG73U5ZWRlFRUU3PaeoqOi61wMcOHDglq8XQgghhJj1EM/27dt5+umnycvLo6CggF27djE6OsozzzwDwFNPPUVCQgI7d+4E4Dvf+Q56vZ6f/exnPPLII3zwwQdUVlbyq1/d2GxNCCGEEALuokB5/PHH6enp4eWXX6arq4uVK1eyd+9e10TYtrY2lNd0a127di179uzhhz/8IS+++CJpaWl8/PHHs+6BIoQQQgjvMes+KO5wL+uohRBCCOEe93L/lo1phBBCCOFxpEARQgghhMeRAkUIIYQQHkcKFCGEEEJ4HClQhBBCCOFxpEARQgghhMeRAkUIIYQQHkcKFCGEEEJ4HClQhBBCCOFxZt3q3h2uNrsdGhpycyZCCCGEuFNX79t307R+XhQofX19ACQlJbk5EyGEEELMVl9fH6GhobM6Z14UKBEREYBzI8LZfoHi/hoaGiIpKYn29nbZF8nN5LPwHPJZeBb5PDzH4OAgycnJrvv4bMyLAuXq7sihoaHyw+YhQkJC5LPwEPJZeA75LDyLfB6e4+p9fFbnPIA8hBBCCCHuiRQoQgghhPA486JAUavVvPLKK6jVanen4vXks/Ac8ll4DvksPIt8Hp7jXj4LheNu1v4IIYQQQjxA8+IJihBCCCG8ixQoQgghhPA4UqAIIYQQwuNIgSKEEEIIj+PxBcq7777L4sWL8ff3p7CwkFOnTrk7Ja906NAhHn30UeLj41EoFHz88cfuTslr7dy5k/z8fDQaDTExMTz22GPU19e7Oy2v9N5775GTk+NqCFZUVMQnn3zi7rQE8Oabb6JQKHj++efdnYrXefXVV1EoFNf9yczMnPV1PLpA+fDDD9m+fTuvvPIKp0+fZsWKFWzdupXu7m53p+Z1RkdHWbFiBe+++667U/F65eXlbNu2jRMnTnDgwAGmpqbYsmULo6Oj7k7N6yQmJvLmm29SVVVFZWUlmzZt4itf+Qpms9ndqXm1iooKfvnLX5KTk+PuVLyWTqejs7PT9efIkSOzvoZHLzMuLCwkPz+f3bt3A2C320lKSuK5557jhRdecHN23kuhUPDRRx/x2GOPuTsVAfT09BATE0N5eTnFxcXuTsfrRURE8M477/CNb3zD3al4pZGREVavXs0vfvELXn/9dVauXMmuXbvcnZZXefXVV/n444+prq6+p+t47BOUyclJqqqqMBqNrphSqcRoNHL8+HE3ZiaEZxkcHAS4q824xP1js9n44IMPGB0dpaioyN3peK1t27bxyCOPXHfvEHOvsbGR+Ph4UlJSePLJJ2lra5v1NTx2s8De3l5sNhtarfa6uFarpa6uzk1ZCeFZ7HY7zz//POvWrSM7O9vd6Xils2fPUlRUxMTEBMHBwXz00UdkZWW5Oy2v9MEHH3D69GkqKircnYpXKyws5De/+Q0ZGRl0dnby2muvsWHDBmpqatBoNHd8HY8tUIQQt7dt2zZqamruanxX3B8ZGRlUV1czODjIv/zLv/D0009TXl4uRcoca29v5zvf+Q4HDhzA39/f3el4tYceesj13zk5ORQWFrJo0SL+6Z/+aVZDnx5boERFRaFSqbBYLNfFLRYLsbGxbspKCM/x7LPP8vvf/55Dhw6RmJjo7nS8lp+fH6mpqQDk5uZSUVHB3/zN3/DLX/7SzZl5l6qqKrq7u1m9erUrZrPZOHToELt378ZqtaJSqdyYofcKCwsjPT2dpqamWZ3nsXNQ/Pz8yM3NpayszBWz2+2UlZXJ+K7wag6Hg2effZaPPvqIgwcPsmTJEnenJK5ht9uxWq3uTsPrlJSUcPbsWaqrq11/8vLyePLJJ6murpbixI1GRkZobm4mLi5uVud57BMUgO3bt/P000+Tl5dHQUEBu3btYnR0lGeeecbdqXmdkZGR66rflpYWqquriYiIIDk52Y2ZeZ9t27axZ88efve736HRaOjq6gIgNDSUgIAAN2fnXXbs2MFDDz1EcnIyw8PD7NmzB5PJxL59+9ydmtfRaDQ3zMMKCgoiMjJS5mfNse9+97s8+uijLFq0iI6ODl555RVUKhVPPPHErK7j0QXK448/Tk9PDy+//DJdXV2sXLmSvXv33jBxVjx4lZWVbNy40fX37du3A/D000/zm9/8xk1Zeaf33nsPAIPBcF3817/+NV/72tfmPiEv1t3dzVNPPUVnZyehoaHk5OSwb98+Nm/e7O7UhHCbixcv8sQTT9DX10d0dDTr16/nxIkTREdHz+o6Ht0HRQghhBDeyWPnoAghhBDCe0mBIoQQQgiPIwWKEEIIITyOFChCCCGE8DhSoAghhBDC40iBIoQQQgiPIwWKEEIIITyOFChCCCGE8DhSoAghhBDC40iBIoQQQgiPIwWKEEIIITyOFChCCCGE8Dj/H/uaGIyTpdn4AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption functions\n", "print(\"Consumption functions\")\n", @@ -125,13 +184,88 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "a16b7032", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:17.206357Z", + "iopub.status.busy": "2024-07-11T15:17:17.206106Z", + "iopub.status.idle": "2024-07-11T15:17:18.832402Z", + "shell.execute_reply": "2024-07-11T15:17:18.831879Z" + }, "lines_to_next_cell": 2, "title": "Simulation" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[0.33386471, 0.71852669, 0.35327539, ..., 1.51257139, 3.484325 ,\n", + " 0.23503188],\n", + " [0.13657108, 0.58359862, 1.2296514 , ..., 1.26143662, 3.16498471,\n", + " 1.15321505],\n", + " [0.11079181, 0.86317209, 1.27319077, ..., 0.5775085 , 2.21986488,\n", + " 1.05511851],\n", + " ...,\n", + " [0.55915875, 5.37003255, 1.60411592, ..., 2.06170209, 0.97604733,\n", + " 0.96890483],\n", + " [0.64259993, 5.28548064, 2.36252365, ..., 2.3100777 , 0.45308923,\n", + " 1.20976177],\n", + " [0.69839313, 7.70171719, 1.78762151, ..., 2.59545818, 0.26639908,\n", + " 1.47227082]]),\n", + " 'cNrm': array([[0.83077926, 0.88835082, 0.83514404, ..., 0.95085889, 1.07304597,\n", + " 0.80215801],\n", + " [0.75211542, 0.85809784, 0.91268987, ..., 0.91487407, 1.03162228,\n", + " 0.90734934],\n", + " [0.73410154, 0.87313759, 0.90190682, ..., 0.8469789 , 0.95969162,\n", + " 0.88725847],\n", + " ...,\n", + " [0.77849066, 1.0309477 , 0.84004202, ..., 0.86434132, 0.80550054,\n", + " 0.80509009],\n", + " [0.76954395, 1.00753329, 0.86268343, ..., 0.85999305, 0.75514 ,\n", + " 0.80225838],\n", + " [0.75790596, 1.10227306, 0.81637337, ..., 0.85754353, 0.71929782,\n", + " 0.80000115]]),\n", + " 'pLvl': array([[32.95524294, 30.41775995, 10.71966635, ..., 27.60319592,\n", + " 7.18310446, 18.48391768],\n", + " [34.93462894, 48.22904486, 9.2988273 , ..., 26.67729987,\n", + " 8.35288028, 13.25050302],\n", + " [44.99524133, 46.31430523, 8.92965488, ..., 30.82406664,\n", + " 13.15956943, 11.42097732],\n", + " ...,\n", + " [37.14455399, 59.23434236, 29.02806787, ..., 35.65737075,\n", + " 8.90864182, 4.11009441],\n", + " [38.29731391, 65.56713384, 32.1314821 , ..., 36.76397679,\n", + " 9.86107193, 4.54950793],\n", + " [42.12015799, 50.45304356, 38.27857812, ..., 50.74232621,\n", + " 10.84540573, 4.36647445]]),\n", + " 't_age': array([[ 1., 1., 1., ..., 1., 1., 1.],\n", + " [ 2., 2., 2., ..., 2., 2., 2.],\n", + " [ 3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [ 8., 8., 8., ..., 8., 8., 8.],\n", + " [ 9., 9., 9., ..., 9., 9., 9.],\n", + " [10., 10., 10., ..., 10., 10., 10.]]),\n", + " 'mNrm': array([[1.16464396, 1.60687751, 1.18841943, ..., 2.46343028, 4.55737096,\n", + " 1.03718989],\n", + " [0.8886865 , 1.44169645, 2.14234128, ..., 2.17631069, 4.19660699,\n", + " 2.06056439],\n", + " [0.84489335, 1.73630969, 2.17509759, ..., 1.4244874 , 3.17955651,\n", + " 1.94237699],\n", + " ...,\n", + " [1.33764941, 6.40098025, 2.44415794, ..., 2.92604341, 1.78154788,\n", + " 1.77399493],\n", + " [1.41214388, 6.29301393, 3.22520708, ..., 3.17007074, 1.20822923,\n", + " 2.01202014],\n", + " [1.45629909, 8.80399025, 2.60399488, ..., 3.45300171, 0.9856969 ,\n", + " 2.27227197]])}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Number of LifecycleExamples and periods in the simulation.\n", "TerminalExample.AgentCount = 500\n", @@ -147,9 +281,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "7c7979ec", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:18.834166Z", + "iopub.status.busy": "2024-07-11T15:17:18.833891Z", + "iopub.status.idle": "2024-07-11T15:17:18.840694Z", + "shell.execute_reply": "2024-07-11T15:17:18.840217Z" + }, "title": "Extract and format simulation results" }, "outputs": [], @@ -168,12 +308,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "1d8269db", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:18.842357Z", + "iopub.status.busy": "2024-07-11T15:17:18.842029Z", + "iopub.status.idle": "2024-07-11T15:17:18.963416Z", + "shell.execute_reply": "2024-07-11T15:17:18.962911Z" + }, "title": "Plots" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Find the mean of each variable at every age\n", "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", @@ -217,7 +374,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb index a8fd43a87..72b8c6c0e 100644 --- a/examples/ConsBequestModel/example_TerminalBequestPort.ipynb +++ b/examples/ConsBequestModel/example_TerminalBequestPort.ipynb @@ -2,9 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "19c5f531", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:20.226898Z", + "iopub.status.busy": "2024-07-11T15:17:20.226651Z", + "iopub.status.idle": "2024-07-11T15:17:21.314344Z", + "shell.execute_reply": "2024-07-11T15:17:21.313692Z" + } + }, "outputs": [], "source": [ "from copy import copy\n", @@ -31,9 +38,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "509ad629", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:21.316415Z", + "iopub.status.busy": "2024-07-11T15:17:21.316156Z", + "iopub.status.idle": "2024-07-11T15:17:21.320524Z", + "shell.execute_reply": "2024-07-11T15:17:21.320054Z" + } + }, "outputs": [], "source": [ "# First define the portfolio params similar to the notebook solution for that agent type\n", @@ -103,9 +117,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "8a2d828c", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:21.321986Z", + "iopub.status.busy": "2024-07-11T15:17:21.321742Z", + "iopub.status.idle": "2024-07-11T15:17:21.367989Z", + "shell.execute_reply": "2024-07-11T15:17:21.367414Z" + }, "title": "Alter calibration" }, "outputs": [], @@ -167,12 +187,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "fbfff075", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:21.370009Z", + "iopub.status.busy": "2024-07-11T15:17:21.369700Z", + "iopub.status.idle": "2024-07-11T15:17:21.498422Z", + "shell.execute_reply": "2024-07-11T15:17:21.497821Z" + }, "title": "Create and solve agent" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "40.0\n" + ] + } + ], "source": [ "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", "TerminalExample = BequestWarmGlowPortfolioType(**params)\n", @@ -183,10 +217,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "5f41049a", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:21.500468Z", + "iopub.status.busy": "2024-07-11T15:17:21.500061Z", + "iopub.status.idle": "2024-07-11T15:17:22.532291Z", + "shell.execute_reply": "2024-07-11T15:17:22.531749Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 1.0289592742919922 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "TerminalExample.solve()\n", @@ -197,10 +246,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "27d1663e", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:22.534122Z", + "iopub.status.busy": "2024-07-11T15:17:22.533791Z", + "iopub.status.idle": "2024-07-11T15:17:22.640175Z", + "shell.execute_reply": "2024-07-11T15:17:22.639682Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption functions\n", "print(\"Consumption functions\")\n", @@ -209,13 +283,88 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "a16b7032", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:22.641999Z", + "iopub.status.busy": "2024-07-11T15:17:22.641670Z", + "iopub.status.idle": "2024-07-11T15:17:23.529575Z", + "shell.execute_reply": "2024-07-11T15:17:23.529085Z" + }, "lines_to_next_cell": 2, "title": "Simulation" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[ 0.51719173, 0.96492986, 0.54100972, ..., 1.84552602,\n", + " 4.0305877 , 0.39068732],\n", + " [ 0.32439489, 0.77296907, 1.4582039 , ..., 1.36869907,\n", + " 3.03986834, 1.39943488],\n", + " [ 0.2988583 , 1.03441456, 1.33651618, ..., 0.58844784,\n", + " 1.87616204, 1.15062435],\n", + " ...,\n", + " [ 2.59362901, 1.34127279, 2.29523216, ..., 0.747331 ,\n", + " 5.36260632, 0.87886429],\n", + " [ 2.75971077, 1.01893586, 1.55560164, ..., 1.50809301,\n", + " 8.19571624, 1.95500161],\n", + " [ 3.82254098, 1.92644476, 2.33714016, ..., 1.17625194,\n", + " 11.11645364, 2.99164584]]),\n", + " 'cNrm': array([[0.67006459, 0.72529677, 0.67328741, ..., 0.81889314, 1.01535592,\n", + " 0.65161027],\n", + " [0.6419953 , 0.70352853, 0.77867573, ..., 0.76939972, 0.92714388,\n", + " 0.77259804],\n", + " [0.64439556, 0.73932894, 0.77116491, ..., 0.68783172, 0.8244335 ,\n", + " 0.75178882],\n", + " ...,\n", + " [0.89020796, 0.77165313, 0.86343195, ..., 0.70708401, 1.11350541,\n", + " 0.72216321],\n", + " [0.90515609, 0.74158708, 0.79594833, ..., 0.79131959, 1.31030329,\n", + " 0.83375428],\n", + " [0.98932727, 0.83108776, 0.86755468, ..., 0.75963674, 1.49232827,\n", + " 0.92286724]]),\n", + " 'pLvl': array([[ 32.95524294, 30.41775995, 10.71966635, ..., 27.60319592,\n", + " 7.18310446, 18.48391768],\n", + " [ 34.93462894, 48.22904486, 9.2988273 , ..., 26.67729987,\n", + " 8.35288028, 13.25050302],\n", + " [ 44.99524133, 46.31430523, 8.92965488, ..., 30.82406664,\n", + " 13.15956943, 11.42097732],\n", + " ...,\n", + " [ 35.8232454 , 30.81124198, 5.2076101 , ..., 30.65785909,\n", + " 107.02486285, 63.79305209],\n", + " [ 45.57522522, 47.51694049, 8.03114978, ..., 26.56223059,\n", + " 92.72725399, 46.04758938],\n", + " [ 43.80066743, 45.66677834, 7.71844173, ..., 40.12817744,\n", + " 89.11674258, 44.2546392 ]]),\n", + " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " [4., 4., 4., ..., 4., 4., 4.],\n", + " [5., 5., 5., ..., 5., 5., 5.]]),\n", + " 'mNrm': array([[ 1.18725632, 1.69022663, 1.21429713, ..., 2.66441916,\n", + " 5.04594361, 1.04229759],\n", + " [ 0.96639019, 1.4764976 , 2.23687963, ..., 2.1380988 ,\n", + " 3.96701222, 2.17203292],\n", + " [ 0.94325387, 1.7737435 , 2.10768109, ..., 1.27627956,\n", + " 2.70059553, 1.90241316],\n", + " ...,\n", + " [ 3.48383697, 2.11292592, 3.15866412, ..., 1.45441501,\n", + " 6.47611174, 1.60102749],\n", + " [ 3.66486686, 1.76052294, 2.35154998, ..., 2.29941259,\n", + " 9.50601953, 2.78875589],\n", + " [ 4.81186825, 2.75753251, 3.20469483, ..., 1.93588868,\n", + " 12.60878191, 3.91451307]])}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Number of LifecycleExamples and periods in the simulation.\n", "TerminalExample.AgentCount = 500\n", @@ -231,9 +380,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "7c7979ec", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:23.531811Z", + "iopub.status.busy": "2024-07-11T15:17:23.531213Z", + "iopub.status.idle": "2024-07-11T15:17:23.538951Z", + "shell.execute_reply": "2024-07-11T15:17:23.538416Z" + }, "title": "Extract and format simulation results" }, "outputs": [], @@ -252,12 +407,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "1d8269db", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:23.540594Z", + "iopub.status.busy": "2024-07-11T15:17:23.540344Z", + "iopub.status.idle": "2024-07-11T15:17:23.663841Z", + "shell.execute_reply": "2024-07-11T15:17:23.663355Z" + }, "title": "Plots" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Find the mean of each variable at every age\n", "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", @@ -301,7 +473,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_WarmGlowBequest.ipynb b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb index 003693468..95e36f1c2 100644 --- a/examples/ConsBequestModel/example_WarmGlowBequest.ipynb +++ b/examples/ConsBequestModel/example_WarmGlowBequest.ipynb @@ -2,9 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "19c5f531", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:24.848634Z", + "iopub.status.busy": "2024-07-11T15:17:24.848350Z", + "iopub.status.idle": "2024-07-11T15:17:25.871575Z", + "shell.execute_reply": "2024-07-11T15:17:25.871010Z" + } + }, "outputs": [], "source": [ "from copy import copy\n", @@ -31,9 +38,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "8a2d828c", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:25.873524Z", + "iopub.status.busy": "2024-07-11T15:17:25.873246Z", + "iopub.status.idle": "2024-07-11T15:17:25.919351Z", + "shell.execute_reply": "2024-07-11T15:17:25.918831Z" + }, "title": "Alter calibration" }, "outputs": [], @@ -84,9 +97,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "fbfff075", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:25.921254Z", + "iopub.status.busy": "2024-07-11T15:17:25.921013Z", + "iopub.status.idle": "2024-07-11T15:17:26.061966Z", + "shell.execute_reply": "2024-07-11T15:17:26.061437Z" + }, "title": "Create and solve agent" }, "outputs": [], @@ -99,10 +118,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "5f41049a", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:26.063846Z", + "iopub.status.busy": "2024-07-11T15:17:26.063591Z", + "iopub.status.idle": "2024-07-11T15:17:26.098624Z", + "shell.execute_reply": "2024-07-11T15:17:26.098076Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 0.031905412673950195 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "Agent.solve()\n", @@ -113,10 +147,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "27d1663e", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:26.100504Z", + "iopub.status.busy": "2024-07-11T15:17:26.100086Z", + "iopub.status.idle": "2024-07-11T15:17:26.230399Z", + "shell.execute_reply": "2024-07-11T15:17:26.229882Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption functions\n", "print(\"Consumption functions\")\n", @@ -125,13 +184,88 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "a16b7032", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:26.232056Z", + "iopub.status.busy": "2024-07-11T15:17:26.231791Z", + "iopub.status.idle": "2024-07-11T15:17:28.031234Z", + "shell.execute_reply": "2024-07-11T15:17:28.030661Z" + }, "lines_to_next_cell": 2, "title": "Simulation" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[ 1.79412644, 1.66743155, 0.57564762, ..., 3.15046858,\n", + " 1.19036934, 0.34459373],\n", + " [ 1.39124841, 1.16566103, 1.48145047, ..., 2.88779527,\n", + " 1.26166512, 1.3099449 ],\n", + " [ 0.98829161, 1.45107179, 1.52854256, ..., 1.92487178,\n", + " 1.06565007, 1.24057602],\n", + " ...,\n", + " [ 7.49051719, 7.75136436, 10.67806008, ..., 12.80044104,\n", + " 6.24639526, 1.91446752],\n", + " [ 7.52532185, 7.74273045, 10.39431939, ..., 13.03795022,\n", + " 6.8443646 , 1.91820761],\n", + " [ 7.55945773, 7.73639185, 9.98542757, ..., 13.26628713,\n", + " 6.73471769, 1.99094224]]),\n", + " 'cNrm': array([[0.97047847, 0.95938038, 0.80968597, ..., 1.07298204, 0.91098692,\n", + " 0.72948666],\n", + " [0.91628752, 0.89245789, 0.9249315 , ..., 1.03410186, 0.90306134,\n", + " 0.90803888],\n", + " [0.85996645, 0.9095479 , 0.91663031, ..., 0.94940691, 0.86955367,\n", + " 0.88909245],\n", + " ...,\n", + " [1.2251448 , 1.28073342, 1.22037629, ..., 1.3752171 , 0.95867032,\n", + " 0.72897603],\n", + " [1.22675296, 1.27801695, 1.19810318, ..., 1.40435278, 0.99894878,\n", + " 0.71971309],\n", + " [1.22846589, 1.27546262, 1.17054247, ..., 1.43459917, 0.99947441,\n", + " 0.7161747 ]]),\n", + " 'pLvl': array([[22.13230761, 60.78918 , 22.61979167, ..., 12.11806452,\n", + " 6.39789764, 10.57841847],\n", + " [23.4616372 , 96.38461526, 19.62164953, ..., 11.71158739,\n", + " 7.43980174, 7.58331477],\n", + " [30.21821213, 92.558053 , 18.84265111, ..., 13.53205729,\n", + " 11.72105719, 6.53627004],\n", + " ...,\n", + " [24.7358559 , 22.99033085, 2.81600477, ..., 18.76397611,\n", + " 73.71814942, 30.83889795],\n", + " [24.7358559 , 22.99033085, 2.81622604, ..., 18.19234716,\n", + " 67.5914452 , 32.4651915 ],\n", + " [24.7358559 , 22.99033085, 2.96474011, ..., 17.63016178,\n", + " 69.97207456, 30.56681738]]),\n", + " 't_age': array([[ 1., 1., 1., ..., 1., 1., 1.],\n", + " [ 2., 2., 2., ..., 2., 2., 2.],\n", + " [ 3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [62., 48., 17., ..., 31., 27., 18.],\n", + " [63., 49., 18., ..., 32., 28., 19.],\n", + " [64., 50., 19., ..., 33., 29., 20.]]),\n", + " 'mNrm': array([[ 2.76460491, 2.62681193, 1.3853336 , ..., 4.22345062,\n", + " 2.10135626, 1.07408039],\n", + " [ 2.30753593, 2.05811893, 2.40638197, ..., 3.92189713,\n", + " 2.16472646, 2.21798378],\n", + " [ 1.84825806, 2.36061969, 2.44517287, ..., 2.87427868,\n", + " 1.93520373, 2.12966847],\n", + " ...,\n", + " [ 8.71566199, 9.03209778, 11.89843637, ..., 14.17565814,\n", + " 7.20506558, 2.64344355],\n", + " [ 8.75207481, 9.0207474 , 11.59242257, ..., 14.442303 ,\n", + " 7.84331338, 2.6379207 ],\n", + " [ 8.78792361, 9.01185447, 11.15597004, ..., 14.7008863 ,\n", + " 7.7341921 , 2.70711694]])}" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Number of LifecycleExamples and periods in the simulation.\n", "Agent.AgentCount = 500\n", @@ -147,9 +281,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "7c7979ec", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:28.032903Z", + "iopub.status.busy": "2024-07-11T15:17:28.032653Z", + "iopub.status.idle": "2024-07-11T15:17:28.039239Z", + "shell.execute_reply": "2024-07-11T15:17:28.038748Z" + }, "title": "Extract and format simulation results" }, "outputs": [], @@ -168,12 +308,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "1d8269db", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:28.040768Z", + "iopub.status.busy": "2024-07-11T15:17:28.040536Z", + "iopub.status.idle": "2024-07-11T15:17:28.162681Z", + "shell.execute_reply": "2024-07-11T15:17:28.162154Z" + }, "title": "Plots" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Find the mean of each variable at every age\n", "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", @@ -217,7 +374,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb index 43541f55e..b58060350 100644 --- a/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb +++ b/examples/ConsBequestModel/example_WarmGlowBequestPort.ipynb @@ -2,9 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "19c5f531", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:29.378035Z", + "iopub.status.busy": "2024-07-11T15:17:29.377752Z", + "iopub.status.idle": "2024-07-11T15:17:30.436104Z", + "shell.execute_reply": "2024-07-11T15:17:30.435554Z" + } + }, "outputs": [], "source": [ "from copy import copy\n", @@ -31,9 +38,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "509ad629", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:30.438217Z", + "iopub.status.busy": "2024-07-11T15:17:30.437958Z", + "iopub.status.idle": "2024-07-11T15:17:30.442091Z", + "shell.execute_reply": "2024-07-11T15:17:30.441617Z" + } + }, "outputs": [], "source": [ "# First define the portfolio params similar to the notebook solution for that agent type\n", @@ -95,9 +109,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "8a2d828c", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:30.443597Z", + "iopub.status.busy": "2024-07-11T15:17:30.443339Z", + "iopub.status.idle": "2024-07-11T15:17:30.492836Z", + "shell.execute_reply": "2024-07-11T15:17:30.492284Z" + }, "title": "Alter calibration" }, "outputs": [], @@ -159,12 +179,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "fbfff075", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:30.494739Z", + "iopub.status.busy": "2024-07-11T15:17:30.494471Z", + "iopub.status.idle": "2024-07-11T15:17:30.629911Z", + "shell.execute_reply": "2024-07-11T15:17:30.629399Z" + }, "title": "Create and solve agent" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "40.0\n" + ] + } + ], "source": [ "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", "Agent = BequestWarmGlowPortfolioType(**params)\n", @@ -175,10 +209,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "5f41049a", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:30.631872Z", + "iopub.status.busy": "2024-07-11T15:17:30.631270Z", + "iopub.status.idle": "2024-07-11T15:17:31.684027Z", + "shell.execute_reply": "2024-07-11T15:17:31.683441Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a lifecycle consumer took 1.04909348487854 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "Agent.solve()\n", @@ -189,10 +238,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "27d1663e", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:31.685795Z", + "iopub.status.busy": "2024-07-11T15:17:31.685523Z", + "iopub.status.idle": "2024-07-11T15:17:31.787601Z", + "shell.execute_reply": "2024-07-11T15:17:31.786666Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption functions\n", "print(\"Consumption functions\")\n", @@ -201,13 +275,88 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "a16b7032", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:31.789669Z", + "iopub.status.busy": "2024-07-11T15:17:31.789274Z", + "iopub.status.idle": "2024-07-11T15:17:32.677261Z", + "shell.execute_reply": "2024-07-11T15:17:32.676748Z" + }, "lines_to_next_cell": 2, "title": "Simulation" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[ 0.51719173, 0.96492986, 0.54100972, ..., 1.84552602,\n", + " 4.0305877 , 0.39068732],\n", + " [ 0.32439489, 0.77296907, 1.4582039 , ..., 1.36869907,\n", + " 3.03986834, 1.39943488],\n", + " [ 0.2988583 , 1.03441456, 1.33651618, ..., 0.58844784,\n", + " 1.87616204, 1.15062435],\n", + " ...,\n", + " [ 2.59362901, 1.34127279, 2.29523216, ..., 0.747331 ,\n", + " 5.36260632, 0.87886429],\n", + " [ 2.75971077, 1.01893586, 1.55560164, ..., 1.50809301,\n", + " 8.19571624, 1.95500161],\n", + " [ 3.82254098, 1.92644476, 2.33714016, ..., 1.17625194,\n", + " 11.11645364, 2.99164584]]),\n", + " 'cNrm': array([[0.67006459, 0.72529677, 0.67328741, ..., 0.81889314, 1.01535592,\n", + " 0.65161027],\n", + " [0.6419953 , 0.70352853, 0.77867573, ..., 0.76939972, 0.92714388,\n", + " 0.77259804],\n", + " [0.64439556, 0.73932894, 0.77116491, ..., 0.68783172, 0.8244335 ,\n", + " 0.75178882],\n", + " ...,\n", + " [0.89020796, 0.77165313, 0.86343195, ..., 0.70708401, 1.11350541,\n", + " 0.72216321],\n", + " [0.90515609, 0.74158708, 0.79594833, ..., 0.79131959, 1.31030329,\n", + " 0.83375428],\n", + " [0.98932727, 0.83108776, 0.86755468, ..., 0.75963674, 1.49232827,\n", + " 0.92286724]]),\n", + " 'pLvl': array([[ 32.95524294, 30.41775995, 10.71966635, ..., 27.60319592,\n", + " 7.18310446, 18.48391768],\n", + " [ 34.93462894, 48.22904486, 9.2988273 , ..., 26.67729987,\n", + " 8.35288028, 13.25050302],\n", + " [ 44.99524133, 46.31430523, 8.92965488, ..., 30.82406664,\n", + " 13.15956943, 11.42097732],\n", + " ...,\n", + " [ 35.8232454 , 30.81124198, 5.2076101 , ..., 30.65785909,\n", + " 107.02486285, 63.79305209],\n", + " [ 45.57522522, 47.51694049, 8.03114978, ..., 26.56223059,\n", + " 92.72725399, 46.04758938],\n", + " [ 43.80066743, 45.66677834, 7.71844173, ..., 40.12817744,\n", + " 89.11674258, 44.2546392 ]]),\n", + " 't_age': array([[1., 1., 1., ..., 1., 1., 1.],\n", + " [2., 2., 2., ..., 2., 2., 2.],\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " ...,\n", + " [3., 3., 3., ..., 3., 3., 3.],\n", + " [4., 4., 4., ..., 4., 4., 4.],\n", + " [5., 5., 5., ..., 5., 5., 5.]]),\n", + " 'mNrm': array([[ 1.18725632, 1.69022663, 1.21429713, ..., 2.66441916,\n", + " 5.04594361, 1.04229759],\n", + " [ 0.96639019, 1.4764976 , 2.23687963, ..., 2.1380988 ,\n", + " 3.96701222, 2.17203292],\n", + " [ 0.94325387, 1.7737435 , 2.10768109, ..., 1.27627956,\n", + " 2.70059553, 1.90241316],\n", + " ...,\n", + " [ 3.48383697, 2.11292592, 3.15866412, ..., 1.45441501,\n", + " 6.47611174, 1.60102749],\n", + " [ 3.66486686, 1.76052294, 2.35154998, ..., 2.29941259,\n", + " 9.50601953, 2.78875589],\n", + " [ 4.81186825, 2.75753251, 3.20469483, ..., 1.93588868,\n", + " 12.60878191, 3.91451307]])}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Number of LifecycleExamples and periods in the simulation.\n", "Agent.AgentCount = 500\n", @@ -223,9 +372,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "7c7979ec", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:32.679393Z", + "iopub.status.busy": "2024-07-11T15:17:32.679059Z", + "iopub.status.idle": "2024-07-11T15:17:32.686528Z", + "shell.execute_reply": "2024-07-11T15:17:32.685975Z" + }, "title": "Extract and format simulation results" }, "outputs": [], @@ -244,12 +399,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "1d8269db", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:32.688351Z", + "iopub.status.busy": "2024-07-11T15:17:32.688085Z", + "iopub.status.idle": "2024-07-11T15:17:32.814092Z", + "shell.execute_reply": "2024-07-11T15:17:32.813563Z" + }, "title": "Plots" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Find the mean of each variable at every age\n", "AgeMeans = Data.groupby([\"Age\"]).median().reset_index()\n", @@ -293,7 +465,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsBequestModel/example_WealthPortfolio.ipynb b/examples/ConsBequestModel/example_WealthPortfolio.ipynb index 5863ecef0..6e7370adb 100644 --- a/examples/ConsBequestModel/example_WealthPortfolio.ipynb +++ b/examples/ConsBequestModel/example_WealthPortfolio.ipynb @@ -2,8 +2,15 @@ "cells": [ { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:34.131884Z", + "iopub.status.busy": "2024-07-11T15:17:34.131627Z", + "iopub.status.idle": "2024-07-11T15:17:34.920461Z", + "shell.execute_reply": "2024-07-11T15:17:34.919845Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsPortfolioModel import PortfolioConsumerType\n", @@ -13,8 +20,15 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:34.922598Z", + "iopub.status.busy": "2024-07-11T15:17:34.922295Z", + "iopub.status.idle": "2024-07-11T15:17:34.937772Z", + "shell.execute_reply": "2024-07-11T15:17:34.937215Z" + } + }, "outputs": [], "source": [ "cycles = 0\n", @@ -28,8 +42,15 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:34.939509Z", + "iopub.status.busy": "2024-07-11T15:17:34.939238Z", + "iopub.status.idle": "2024-07-11T15:17:38.882998Z", + "shell.execute_reply": "2024-07-11T15:17:38.882277Z" + } + }, "outputs": [], "source": [ "port_agent.solve()\n", @@ -38,8 +59,15 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:38.885427Z", + "iopub.status.busy": "2024-07-11T15:17:38.884935Z", + "iopub.status.idle": "2024-07-11T15:17:39.375668Z", + "shell.execute_reply": "2024-07-11T15:17:39.375236Z" + } + }, "outputs": [], "source": [ "wealth_agent.solve()\n", @@ -48,8 +76,15 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:39.379711Z", + "iopub.status.busy": "2024-07-11T15:17:39.379003Z", + "iopub.status.idle": "2024-07-11T15:17:39.723582Z", + "shell.execute_reply": "2024-07-11T15:17:39.723020Z" + } + }, "outputs": [ { "data": { @@ -68,8 +103,15 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:39.725463Z", + "iopub.status.busy": "2024-07-11T15:17:39.725071Z", + "iopub.status.idle": "2024-07-11T15:17:39.729880Z", + "shell.execute_reply": "2024-07-11T15:17:39.729324Z" + } + }, "outputs": [ { "data": { @@ -127,7 +169,7 @@ " 5.62859109e+00])" ] }, - "execution_count": 22, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -138,8 +180,15 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:39.731616Z", + "iopub.status.busy": "2024-07-11T15:17:39.731219Z", + "iopub.status.idle": "2024-07-11T15:17:39.802975Z", + "shell.execute_reply": "2024-07-11T15:17:39.802345Z" + } + }, "outputs": [ { "data": { @@ -162,8 +211,15 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:39.804906Z", + "iopub.status.busy": "2024-07-11T15:17:39.804713Z", + "iopub.status.idle": "2024-07-11T15:17:39.873413Z", + "shell.execute_reply": "2024-07-11T15:17:39.872871Z" + } + }, "outputs": [ { "data": { @@ -187,7 +243,7 @@ ], "metadata": { "kernelspec": { - "display_name": "hark-dev", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, diff --git a/examples/ConsIndShockModel/Finite Cyclical Test.ipynb b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb index e27943aaa..1e09c6bee 100644 --- a/examples/ConsIndShockModel/Finite Cyclical Test.ipynb +++ b/examples/ConsIndShockModel/Finite Cyclical Test.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:41.045690Z", + "iopub.status.busy": "2024-07-11T15:17:41.045415Z", + "iopub.status.idle": "2024-07-11T15:17:41.848539Z", + "shell.execute_reply": "2024-07-11T15:17:41.847963Z" + } + }, "outputs": [], "source": [ "# Initial imports and notebook setup, click arrow to show\n", @@ -16,7 +23,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:41.850561Z", + "iopub.status.busy": "2024-07-11T15:17:41.850278Z", + "iopub.status.idle": "2024-07-11T15:17:41.854378Z", + "shell.execute_reply": "2024-07-11T15:17:41.853876Z" + } + }, "outputs": [], "source": [ "CyclicalDict = { # Click the arrow to expand this parameter dictionary\n", @@ -63,7 +77,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:41.855846Z", + "iopub.status.busy": "2024-07-11T15:17:41.855608Z", + "iopub.status.idle": "2024-07-11T15:17:42.340798Z", + "shell.execute_reply": "2024-07-11T15:17:42.340146Z" + } + }, "outputs": [ { "name": "stderr", @@ -81,7 +102,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -104,7 +125,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:42.343076Z", + "iopub.status.busy": "2024-07-11T15:17:42.342652Z", + "iopub.status.idle": "2024-07-11T15:17:42.417499Z", + "shell.execute_reply": "2024-07-11T15:17:42.416910Z" + } + }, "outputs": [ { "name": "stdout", @@ -115,7 +143,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -186,7 +214,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/ConsIndShockModel/IndShockConsumerType.ipynb b/examples/ConsIndShockModel/IndShockConsumerType.ipynb index c3d65d783..69b302ce3 100644 --- a/examples/ConsIndShockModel/IndShockConsumerType.ipynb +++ b/examples/ConsIndShockModel/IndShockConsumerType.ipynb @@ -15,7 +15,13 @@ "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:17:43.457358Z", + "iopub.status.busy": "2024-07-11T15:17:43.457117Z", + "iopub.status.idle": "2024-07-11T15:17:44.414447Z", + "shell.execute_reply": "2024-07-11T15:17:44.413864Z" + } }, "outputs": [], "source": [ @@ -140,7 +146,13 @@ "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:17:44.416482Z", + "iopub.status.busy": "2024-07-11T15:17:44.416229Z", + "iopub.status.idle": "2024-07-11T15:17:44.420096Z", + "shell.execute_reply": "2024-07-11T15:17:44.419511Z" + } }, "outputs": [], "source": [ @@ -213,26 +225,15 @@ "cell_type": "code", "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:44.421651Z", + "iopub.status.busy": "2024-07-11T15:17:44.421422Z", + "iopub.status.idle": "2024-07-11T15:17:44.532299Z", + "shell.execute_reply": "2024-07-11T15:17:44.531709Z" + }, "lines_to_next_cell": 2 }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFRaw = 0.984539 \n", - "GPFNrm = 0.993777 \n", - "GPFAggLivPrb = 0.964848 \n", - "Thorn = APF = 0.994384 \n", - "PermGroFacAdj = 1.000611 \n", - "uInvEpShkuInv = 0.990704 \n", - "VAF = 0.932054 \n", - "WRPF = 0.213705 \n", - "DiscFacGPFNrmMax = 0.972061 \n", - "DiscFacGPFAggLivPrbMax = 1.010600 \n" - ] - } - ], + "outputs": [], "source": [ "IndShockExample = IndShockConsumerType(**IdiosyncDict)\n", "IndShockExample.cycles = 0 # Make this type have an infinite horizon\n", @@ -249,13 +250,20 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:44.534393Z", + "iopub.status.busy": "2024-07-11T15:17:44.534012Z", + "iopub.status.idle": "2024-07-11T15:17:44.537034Z", + "shell.execute_reply": "2024-07-11T15:17:44.536517Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0, 'mNrmStE': 1.548816570507704, 'mNrmTrg': 1.5799173260214134}\n" + "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0, 'mNrmStE': 1.5488165705077037, 'mNrmTrg': 1.5799173260214134}\n" ] } ], @@ -277,7 +285,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:44.538562Z", + "iopub.status.busy": "2024-07-11T15:17:44.538317Z", + "iopub.status.idle": "2024-07-11T15:17:44.669050Z", + "shell.execute_reply": "2024-07-11T15:17:44.668556Z" + } + }, "outputs": [ { "name": "stdout", @@ -288,7 +303,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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", + "image/png": 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", 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" ] @@ -339,7 +354,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:44.670717Z", + "iopub.status.busy": "2024-07-11T15:17:44.670451Z", + "iopub.status.idle": "2024-07-11T15:17:44.674501Z", + "shell.execute_reply": "2024-07-11T15:17:44.673928Z" + } + }, "outputs": [ { "name": "stdout", @@ -399,11 +421,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:44.675974Z", + "iopub.status.busy": "2024-07-11T15:17:44.675726Z", + "iopub.status.idle": "2024-07-11T15:17:44.731804Z", + "shell.execute_reply": "2024-07-11T15:17:44.731334Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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0.92148505,\n", + " 1.06134308],\n", + " [1.01844311, 0.91217925, 0.85492676, ..., 1.01342905, 1.03053229,\n", + " 1.08376904],\n", + " [0.96706799, 0.85907682, 1.01065377, ..., 0.99833131, 1.03725425,\n", + " 1.11932391]]),\n", + " 'pLvl': array([[0.85893446, 1.08875607, 1.08875607, ..., 1.17807023, 1.17807023,\n", + " 0.85893446],\n", + " [1.01188512, 1.01015813, 0.93517011, ..., 1.09302465, 1.14116783,\n", + " 0.86324343],\n", + " [0.869143 , 0.86765963, 0.93986152, ..., 1.05878626, 1.18993864,\n", + " 0.90013641],\n", " ...,\n", - " [0.80314355, 1.5679065 , 1.80721232, ..., 1.17807023, 0.71824341,\n", - " 0.80868784],\n", - " [0.74516415, 1.63491511, 1.08875607, ..., 1.14116783, 0.69574483,\n", - " 0.69460985],\n", - " [0.64004717, 1.58370229, 0.93517011, ..., 1.34437584, 0.64551861,\n", - " 0.59662434]])}" + " [1.22431225, 0.70948837, 1.78342293, ..., 0.96867555, 1.05861408,\n", + " 4.7408147 ],\n", + " [1.23045419, 0.60940401, 1.08875607, ..., 0.8987463 , 1.1525725 ,\n", + " 4.76459769],\n", + " [1.19191089, 0.59031477, 1.09421797, ..., 0.93715659, 0.98998424,\n", + " 5.18748464]])}" ] }, "execution_count": 8, @@ -523,11 +559,18 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:45.060937Z", + "iopub.status.busy": "2024-07-11T15:17:45.060657Z", + "iopub.status.idle": "2024-07-11T15:17:45.187079Z", + "shell.execute_reply": "2024-07-11T15:17:45.186571Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -568,11 +611,18 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:45.188728Z", + "iopub.status.busy": "2024-07-11T15:17:45.188484Z", + "iopub.status.idle": "2024-07-11T15:17:45.261210Z", + "shell.execute_reply": "2024-07-11T15:17:45.260726Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -610,7 +660,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb index 4923c2577..58746531c 100644 --- a/examples/ConsIndShockModel/KinkedRconsumerType.ipynb +++ b/examples/ConsIndShockModel/KinkedRconsumerType.ipynb @@ -17,7 +17,13 @@ "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:17:46.227176Z", + "iopub.status.busy": "2024-07-11T15:17:46.226915Z", + "iopub.status.idle": "2024-07-11T15:17:47.184555Z", + "shell.execute_reply": "2024-07-11T15:17:47.184003Z" + } }, "outputs": [], "source": [ @@ -138,7 +144,13 @@ "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:17:47.186651Z", + "iopub.status.busy": "2024-07-11T15:17:47.186376Z", + "iopub.status.idle": "2024-07-11T15:17:47.190290Z", + "shell.execute_reply": "2024-07-11T15:17:47.189806Z" + } }, "outputs": [], "source": [ @@ -197,8 +209,23 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:47.191806Z", + "iopub.status.busy": "2024-07-11T15:17:47.191566Z", + "iopub.status.idle": "2024-07-11T15:17:47.271661Z", + "shell.execute_reply": "2024-07-11T15:17:47.271178Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + } + ], "source": [ "KinkyExample = KinkedRconsumerType(**KinkedRdict)\n", "KinkyExample.cycles = 0 # Make the example infinite horizon\n", @@ -217,7 +244,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:47.273417Z", + "iopub.status.busy": "2024-07-11T15:17:47.273164Z", + "iopub.status.idle": "2024-07-11T15:17:47.395412Z", + "shell.execute_reply": "2024-07-11T15:17:47.394870Z" + } + }, "outputs": [ { "name": "stdout", @@ -228,7 +262,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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AkmCukz0ofqYZW8pBFwoAGIWAkmCZ4Vs8BJREC8/isXgcAIDeI6AkWHuTLD0oVqIHBQDMQkBJMBZqS57oelCSMxYAQO8QUBKMpe7tgQIKAJiFgJJgVFCSL1JDLLsZA4AZCCgJlnFyFk8LK8laixIKABiFgJJgVFCShx4UAEgdBJQEczHN2BZYBwUAzEJASbAMNgtMmmjWQSEmAoAZCCgJxlL39sA6KABgFgJKgrnoQUma9h4U0ggAmI6AkmCZJ9dBaWUdFEuFIgubBQKAGQgoCcZS98lD9ACA1EFASbBMFz0odhC67cNvAQDMQEBJsPA0Y27xJFzo9g0tKABgPgJKgrFQmz2EQwu/BgAwAgElwUIBpYUelIQLZQ8qKABgvgyrB5DqQgu1HWrwasFv/h4+7nA4dP3E4Zo6eqBVQ0srFFAAwCwElAQb0DdLktTkbdV/bazq8Njf9x/TH+6YZsWwUlJ4HRSWtQcA4xFQEmzM4Bwtu+l87a5tCh87UH9C/7WxSk3NrRaOLL2EbvuwDgoAmIGAkgTXjh/a4fvKqmP6r41VamFmT5wxiwcAUkWPmmSXLVumUaNGKTs7WyUlJdq4cWPE848dO6a5c+dq6NChcrvdOuuss/TKK6/0aMCpINw4ywaCScQ6KABgkpgrKKtXr1Z5ebmWL1+ukpISLV26VNOnT9fOnTtVWFjY6Xyfz6errrpKhYWFeuGFFzR8+HB98skn6t+/fzzGb6Tw8vdMPY6r9h4UAIDpYg4oS5Ys0W233aY5c+ZIkpYvX66XX35Zzz77rObPn9/p/GeffVZHjhzR22+/rczMTEnSqFGjejdqw4VWl6WCkjztPSjWjgMAEJ2YbvH4fD5t2bJFZWVl7U/gdKqsrEwbNmzo8prf/e53Ki0t1dy5c1VUVKTzzjtPDz/8sPx+f7ev4/V61dDQ0OErlbCBYGK0r4NCDQUATBdTQKmrq5Pf71dRUVGH40VFRaquru7ymt27d+uFF16Q3+/XK6+8ovvuu0+PPfaYvv/973f7OosXL1Z+fn74q7i4OJZh2l6Giw0Ek619HRRCIQCYIOEryQYCARUWFupnP/uZJk+erJkzZ+qee+7R8uXLu71mwYIFqq+vD39VVVV1e66JMk7uz9PiDzLtNY7oQQGA1BFTD0pBQYFcLpdqamo6HK+pqdGQIUO6vGbo0KHKzMyUy+UKHzv33HNVXV0tn8+nrKysTte43W653e5YhmaUUA+K1LZHT4aLj9REC+9mTB4EACPEVEHJysrS5MmTVVFRET4WCARUUVGh0tLSLq+5+OKLtWvXLgVOuZ3x4YcfaujQoV2Gk3SQ4Wp/25nJEz9BSigAkDJivsVTXl6up59+Wr/85S/1wQcf6Fvf+pY8Hk94Vs+sWbO0YMGC8Pnf+ta3dOTIEd1555368MMP9fLLL+vhhx/W3Llz4/dTGCa0Dook+ZjJkxThHhTyIAAYIeZpxjNnzlRtba0WLlyo6upqTZw4UWvWrAk3zu7bt09OZ3vuKS4u1muvvaa7775b48eP1/Dhw3XnnXfqu9/9bvx+CsNknlpBYSZP3IRn8Vg6CgBAPPRoqft58+Zp3rx5XT62bt26TsdKS0v1zjvv9OSlUpLL6ZDD0fav+VYqKEnBzGMAMEvCZ/Gga6EqSgs9KHETbkEhjQCA8QgoFsk82YdCBSW5mNYNAGYgoFgkNJOHHY3jJ7QIW1f1EwedKQBgFAKKRTJZTdYSxEEAMAMBxSKh1WSZxRNH4R6Uzg/RlgIAZiGgWCSDHY0tQQsKAJiBgGKR8I7GzOKJm/Z1UCiXAIDpCCgWCa0m29JKBSWZ2M0YAMxAQLFIBuugxF2QHhQASBkEFIuEZ/HQg5JU9KAAgBl6tNQ9ei/Ug/Kff9qlVZuqJEkuh0M3lYzUpWcNtnJoxop0+4a+FAAwCwHFIkV5bknSu1XHOhyvbmgmoCQQBRQAMAMBxSIPfvk8XXZ2ofwne1A+PtSkn7+1Ryd8fotHZq5Ie/HQgwIAZiGgWKQgx62vTikOf79xzxH9/K09rIuSYPSgAIAZaJK1iVDTrI+A0mPt66B0RgUFAMxCQLGJrIzQ5oEElMSihAIAJiCg2EQWuxv3WvDk/Zsu10FhFg8AGIWAYhOhacc+VpZNKHpQAMAMBBSbyDx5i4celJ4L96CwkiwAGI+AYhOZp+xuHOSf+QnDOwsAZiCg2ESoByUYVHhtFMQotA5KF/0mFFAAwCwEFJsI9aBINMomEtUpADADAcUmQtOMJfpQeiq0Fw89KABgPgKKTWQ42z9BWQslcaifAIAZCCg24XA4wn0oTDXumfBePF0+SgkFAExCQLGRU2fyIDFoQQEAMxBQbCST5e57JRhhIRR6UADALAQUG2lfTZZ/5icKs3gAwAwEFBtp34+HCkpPRNzNOJkDAQD0GgHFRtjROPGonwCAGTKsHgDahZpk9x05rkE5bklt049HDOgjB00UpxVxN2PePwAwCgHFRkI9KOXPv9vh+NcvGqX7v/R5K4YEAIAlCCg2csOk4fr02InwXjyt/qBOtPi17dN6i0dmhqh6ULjHAwBGIKDYyK3TxujWaWPC3/955yHN+cUmeVv9Fo4KAIDko0nWxtysLBuT8EqyEdZBoYACAGYgoNhYaFYPAQUAkG4IKDZGQInVyVk8XTziOHmUhdoAwAwEFBtzZ7gkST7WRQEApBkCio2FKijeFgJKNNp7UDo/Rg8KAJiFgGJj4YBCBQUAkGYIKDaWdcosHnonTq99HZTuV43lbQQAMxBQbCxUQZGkFj+frACA9EFAsTH3KQGFRtnTC0ZYSra9B4WgBwAmIKDYWOgWjyR5W1hNFgCQPggoNuZ0OsI7HFNBOb1ghHVQwudQQAEAIxBQbC6L5e7joqvl7wEA9kVAsTlWk41epHVQwuckZygAgF4ioNhceC0UAkqvUD8BALNkWD0ARBYKKC9s2a93dh+WJJ0xqJ+uGldk5bBsKZp1UCihAIAZCCg2l+vOlHRCK97e2+H46+X/oLGFOZaMyUS0oACAWQgoNnfvtefqha37w/0Vr39Qo8bmVh1qbCagfEZotd3IPSiUUADABAQUm7tobIEuGlsQ/v66n76p7Z82sIFgjCLe9gEA2A5NsobJznBJkppZuK1bESsoFFAAwAgEFMNkZ54MKK0ElFjQgwIAZiGgGCY7s+1X1swtnk7C66BE2s04SWMBAPQOAcUw4QoKt3hiQgEFAMxCQDFMKKCcIKB0Et6LJ2IPCjUUADABAcUw3OLpIUooAGAUAophQrN4vFRQOommOEL9BADMQEAxDD0oPcM6KABgFgKKYbjF07323YwjzOKhhAIARiCgGIZ1UHqGdVAAwCw9CijLli3TqFGjlJ2drZKSEm3cuDGq61atWiWHw6Hrr7++Jy8LtQeUd6uO6cHfv68Hf/++Fr/6gfbUeSwemfXadzMGAJgu5r14Vq9erfLyci1fvlwlJSVaunSppk+frp07d6qwsLDb6/bu3atvf/vbmjZtWq8GnO4G9cuSJO09fFzP/mVP+PjBY836zxsnWTUs2yO0AIBZYq6gLFmyRLfddpvmzJmjcePGafny5erbt6+effbZbq/x+/26+eab9cADD2jMmDG9GnC6u+LcQi28bpz+9bIz9a+XnamrxhVJko54fBaPzHrR7GZ86nkAAPuKqYLi8/m0ZcsWLViwIHzM6XSqrKxMGzZs6Pa6Bx98UIWFhbrlllv05ptvnvZ1vF6vvF5v+PuGhoZYhpnS3BkufeOS0eHv//hetda+XyOPr9XCUdlfpMZZAID9xFRBqaurk9/vV1FRUYfjRUVFqq6u7vKat956S88884yefvrpqF9n8eLFys/PD38VFxfHMsy00s/dljGPe2majbYHhQIKANhfQmfxNDY26mtf+5qefvppFRQURH3dggULVF9fH/6qqqpK4CjN1jerrWmWCkpk1E8AwCwx3eIpKCiQy+VSTU1Nh+M1NTUaMmRIp/M//vhj7d27VzNmzAgfCwTa1u/IyMjQzp07deaZZ3a6zu12y+12xzK0tNU3q+1XeMJHBUVRrINyymkAABuLqYKSlZWlyZMnq6KiInwsEAiooqJCpaWlnc4/55xztG3bNlVWVoa/vvSlL+nyyy9XZWUlt27igApKdGhBAQCzxDzNuLy8XLNnz9aUKVM0depULV26VB6PR3PmzJEkzZo1S8OHD9fixYuVnZ2t8847r8P1/fv3l6ROx9EzoR6U5paA/IGgXM70/SQO72Z8uvOCwSjOAgBYKeaAMnPmTNXW1mrhwoWqrq7WxIkTtWbNmnDj7L59++R0skBtsoQqKJJ03Neq3OxMC0djX+zFAwBmiTmgSNK8efM0b968Lh9bt25dxGtXrFjRk5dEN9wZTrmcDvkDQR33+dM6oLTvxXOa8xI/FABAL/UooMA+HA6H+ma61Oht1Vef2qBMV1v16tyhefrJzIlypvEtnw54GwDAKNyLSQFji3IkSZ8cPq5dh5q061CTfv/uAe2ua7J4ZMnVXhk5zSweSigAYHtUUFLAr24p0fZP68Mf0Heu+ptqGrxqaGZmTwizeADALASUFNDPnaGSMYPC3w/s51ZNg1eNaRZQou9BoYQCAHbHLZ4UlJvdljub0iygREIBBQDMQkBJQbkn10Zp8rZYPJLkin4dlMSPBQDQOwSUFJRzsoKSbrd4ImE3YwAwCwElBeWmaUCJtgcFAGB/BJQUlONuW6ytyZteASUSMgsAmIVZPCkoVEF55q09+sVf9oSPTyjur//+P6XKcKVmLg21lpxuWXt6UADA/lLzkyrNTT5jgDJdbR/SgWD719/2HdO+I8ctHp01uO0DAGahgpKCLhwzSFvvu0onfP7wsX968m3tP3pChz0+jRls4eAS6WRphDACAOYjoKSo3OzMDhsHFua62wJKk9fCUVnn1Ns+LNQGAPbHLZ40MSjHLUmqa/JZPJLECfegUEEBAONRQUkTg/plSZJ2HWrShzWN4eMjBvRR36z0+mNAkywA2F96fTKlsUE5bQFlxdt7teLtveHjQ/Oz9cb/vVxZGeYX08LroHQxi4eqCgCYxfxPJUTlHz8/VKMG9dXAflnhL0k6WN+sA8dOWDy65KKAAgD2RwUlTXxhRL7W/d/LOxy7/EfrtKfOo+qGZo0q6GfRyOIn2F5CAQAYjgpKGhuSly1Jqq5vtngkyRWkCQUAbI8KShobkt8WUJ7fXKUPqhvCx3OyMvQvF56hASdvA5mifSXZzuhBAQCzEFDS2MiBfSVJb398WG9/fLjDY0FJ/3bl5ywYVeJRPwEA+yOgpLHZF42SJHlO2VTw3f3HtGnvUSMbZ9t3M+5iFg+NKQBgFAJKGhvYL0t3X3VWh2O/eucTbdp7VEc8KbygGyUUALA9mmTRQWj68dHj5gUUelAAIHVQQUEHoYBy2KIKisfbqgd//77qIuwZ5HI6dOu0MZo6emDPXoQKCgDYHgEFHYQCSm2jV3/eeajDY+cNy9fgXHdCX//Fv32q1ZurTnvegfoT+tUtJR2OnfC19dJ0VS2hgAIAZiGgoINQQGlsbtWcX2zq8NiIAX301nev6PVrrPjLHj35xsfyBzo/1uRtkSR9acIwXTK2oNPjPn9A9/12u7Z/2qCJD67t0euzmzEA2B8BBR0U5Lh1yyWj9dc97dOOAwHp/YMN2n/0hE74/OqT5Trt8xz1+PSnHYfkD3QOAz+p+EhHj7d0e22G06F/u3Ksxhbmdvn41n1H9Zutn3b5WJbLqUs/N7jT8a5m9gAA7IuAgk7uu25ch++DwaA+d8+rag0EdfS4T32y+pz2Oe55aZte2Vbd7eMD+mZq5W0Xdnk7piDHrYKc7m8lLfnqRD36lQldPuaQ5HRGDiPM4gEA+yOg4LQcDocG9MtSbaNXR4/7NKx/e0D51TufaGd1Y6dr/ryjVpJ0ydiCTjslOyT985QROndoXo/H5DpNCPks6icAYBYCCqIyoG9mW0DxtN+a2XWoUfe+tL3ba4ry3HruG1NPW9FINgooAGB/BBREpX/fzuujvHegbf+ekQP76oZJwzuc73BIV5xTaJtwcuqtpFWb9ulfLxtr3WAAAKdFQEFUBvTNlCQ9tf5jvbLtoCRpd61HknTx2IJOK9LaUV52hhqaW/XDNTt189QzlH/yZwIA2A8rySIqZwzqJ0na/mmDXt1erVe3V2tnTVvvyYQR+VYOLSoOh0O//MbU8Pf1J7qfRQQAsB4VFERl3hVjNbYwR94Wf4fjeX0ydc15Qy0aVWwmjRygwblu1TZ61egloACAnRFQEJW87Ex9dUqx1cPotRx3hmobvWpqbj39yQAAy3CLB2klx92WyT0+AgoA2BkBBWklFFAaqaAAgK0RUJBW+p0MKE1eAgoA2BkBBWklN/vkLR4CCgDYGk2ySCuhWzzbP23Qn3bUdHtedqZLJaMHxbykPgAgPggoSCuhCsrv3j2g3717IOK5X5k8QrdNGxPxnPw+mRqSnx238QEA2hBQkFZumDRclVXHIvag7DjYKJ8/oBe27NcLW/af9jlX3lqii8YWxHOYAJD2CChIK58rytXK2y6MeE6LP6Dbntus7Z/WRzyvoblVvtaAdlQ3ElAAIM4IKMBnZLqcWjFn6mnP+/fn39X/bN0vnz+QhFEBQHphFg/QQ1kZbX99WloJKAAQbwQUoIeyXG0zfKigAED8EVCAHsp0tf31IaAAQPwRUIAeCt3i8XGLBwDijoAC9FCogtJCBQUA4o6AAvQQFRQASBwCCtBDWeEKStDikQBA6iGgAD1EBQUAEoeAAvQQs3gAIHEIKEAPUUEBgMQhoAA9lHlyoTZm8QBA/BFQgB5yU0EBgIQhoAA9xDooAJA4BBSgh0I9KF4qKAAQdwQUoIeooABA4hBQgB5imjEAJE6G1QMATBVqkj3c5NM9L26LeK7T4dCXJw7TlFEDkzE0ADBejwLKsmXL9Oijj6q6uloTJkzQT3/6U02dOrXLc59++mk999xz2r59uyRp8uTJevjhh7s9HzDFgH5ZkqTjPr9+/dd9pz1/yydH9cqd0xI9LABICTEHlNWrV6u8vFzLly9XSUmJli5dqunTp2vnzp0qLCzsdP66det044036qKLLlJ2drZ+8IMf6Oqrr9Z7772n4cOHx+WHAKwwvH8fPXnz+fqwpiniebVNzfrVO/tU1+RN0sgAwHyOYDAY005nJSUluuCCC/T4449LkgKBgIqLi3XHHXdo/vz5p73e7/drwIABevzxxzVr1qyoXrOhoUH5+fmqr69XXl5eLMMFLPfJYY/+4dF16pvl0vsP/qPVwwGApOnN53dMTbI+n09btmxRWVlZ+xM4nSorK9OGDRuieo7jx4+rpaVFAwd2fy/e6/WqoaGhwxdgqtzsTEltt4JaaagFgKjEFFDq6urk9/tVVFTU4XhRUZGqq6ujeo7vfve7GjZsWIeQ81mLFy9Wfn5++Ku4uDiWYQK2kuNuv5Pq8fotHAkAmCOp04wfeeQRrVq1Si+++KKys7O7PW/BggWqr68Pf1VVVSVxlEB8ZWU4wzN+GppbLB4NAJghpibZgoICuVwu1dTUdDheU1OjIUOGRLz2Rz/6kR555BG9/vrrGj9+fMRz3W633G53LEMDbC03O1PeJq8am1utHgoAGCGmCkpWVpYmT56sioqK8LFAIKCKigqVlpZ2e90Pf/hDPfTQQ1qzZo2mTJnS89EChsrNbvu3QJOXgAIA0Yh5mnF5eblmz56tKVOmaOrUqVq6dKk8Ho/mzJkjSZo1a5aGDx+uxYsXS5J+8IMfaOHChVq5cqVGjRoV7lXJyclRTk5OHH8UwL5CAeW25zaH9/DpTobToX+78nO6cerIZAwNAGwp5oAyc+ZM1dbWauHChaqurtbEiRO1Zs2acOPsvn375HS2/wf4ySeflM/n01e+8pUOz7No0SLdf//9vRs9YIjzhufr7/vrVX8iuh6U/7fhk6gDyrHjPr1/MPaZbmcV5aogh1upAOwp5nVQrMA6KDBdIBDUrtomtfoj/3U7cOyEbn1us3LcGdp2/9VyOBwRzw8Gg7pyyRvaXeuJeUwFOW5tWHBFeE8hAIi33nx+sxcPkAROp0NnFeWe9rwzC/vJ4WjrVVm9qUp9slwRzz92vEW7az1yOR06c3C/qMfzYU2T6pq8OuLxqSiv+xl1AGAVAgpgI+4Ml4b376P9R09o/m8ib0B4qgvHDNSvb70w6vPPf2itjnh8Ona8hYACwJYIKIDNzL/mHK3eVKVAlHdfM11O3XHF2Jheo3/fTB3x+HT0uK8nQwSAhCOgADZz3fhhum78sIS+Rv8+bcvvHzvOwnEA7InuOCANDeibJaltBhAA2BEVFCAN9T8ZUF7ZXq1Djd4Yr83UV6cUKzszcgMvAPQGAQVIQ0V5beufrP+wVus/rI35+uwMl756AZt4AkgcAgqQhmZfNEot/oA8vth2V96y96h21jRq/7ETCRoZALQhoABpqCgvW/dcOy7m65b8cad21jTqqIfeFQCJRZMsgKgN6NfWu3KE5loACUZAARC1gScDChUUAInGLR4AUQtNT65paNaeutj3/5GkgX2zlN83M57DApCCCCgAohaqoHxc69HlP1rXo+fIdDm05q5LdebgnDiODECqIaAAiNpZRbm6YNQA7ahu7NH1J3x+tfiD2vrJUQIKgIgIKACilpXh1H/fflGPr5//P3/Xqk1VOnCsOY6jApCKaJIFkDTD+veRJB1gHRUAp0EFBUDSDM3PliS9VPmp3vwo9hVsQzIznPreF8/V9M8PidfQANgMAQVA0kwa2V9Oh+RtDehAfe9u8/z6r/sIKEAKI6AASJqxhbnasOBKHWqIbYPCU713oF7zf7NN+w73bJozADMQUAAkVVFetorysnt8fUFu21Tn/UdPaM32g5IcvR7TecPzNGJA314/D4D4IaAAMEpRbrayM51qbgno9l9tjctzFuRk6a/fK5PL2fuwAyA+CCgAjOJ0OjT/H8/R7/9+MC7P927VMdU1+fTJYY/GsDYLYBsEFADG+frFo/X1i0fH5bmu++mb2v5pg1ZtqtK5Q3Pj8pyS5HQ4VDpmkAp7cTsLSGcEFABp7ayiXG3/tEE/W7877s895YwBeuFbPV/YDkhnBBQAae22aWPU2Nyq5hZ/3J6z1R/Uht2H9e7+Y2rxB5TpYk1MIFaOYDAYtHoQp9PQ0KD8/HzV19crLy/P6uEAQESBQFDjH/ijmrytuvYLQ9U3y5WQ1xk3LE9z4nSrC0iE3nx+U0EBgDhzOh2aUJyvv+w6rJe3xaeZt0tbpGmfK9DYwvj1zgB2QUABgARYfMN4vbr9oPwJKlK/sHm/dtd59PoHhxRIQh08LztTQ/Jp+EXycIsHAAz00B/e1zNv7Unqaz73jam69KzBSX1NmI1bPACQZm6YNFwVH9Sosbk14a91osWv4z6/Xv+ghoCCpKGCAgCI6OW/H9TclW2r9ma6kr/abqbLqYXXjdP/njoy6a+N3qGCAgBImIvOHKSB/bJ0xONTiz/5/6Zt8fv1q79+QkBJM1RQAACn1dzi17HjLUl/3SMen774n28m/XUjuXFqsRb/03irh2EEKigAgITKznRpSH5i1nOJZEh+tqZ9rkBvflSX9NfuzvOb9+uGSSOUlWHfBfhGDeqr/n2zrB5Gr1BBAQDYWjAY1BGPz+phSJL+efkG7a7zWD2M0xqc69ab37lc2ZnJD5WnooICAEhZDodDg3LcVg9DknTHlWO19PWP1GpBL060ahu9qm306tv//a4G51r7vjUfb+rxtQQUAACidMOkEbph0girhxHRwt9u13MbPtEf/p7AVYyjFPAe7/G1BBQAAFLIXWVnqTDXrRNx3ACzp5o9TVq4tGfX0oMCAAASojef3/ZtQQYAAGmLgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGwnw+oBRCO04XJDQ4PFIwEAANEKfW6HPsdjYURAaWxslCQVFxdbPBIAABCrw4cPKz8/P6ZrHMGexJokCwQCOnDggHJzc+VwOKwejiUaGhpUXFysqqoq5eXlWT2clMH7mhi8r4nB+5o4vLeJUV9fr5EjR+ro0aPq379/TNcaUUFxOp0aMWKE1cOwhby8PP7yJADva2LwviYG72vi8N4mhtMZe8srTbIAAMB2CCgAAMB2CCiGcLvdWrRokdxut9VDSSm8r4nB+5oYvK+Jw3ubGL15X41okgUAAOmFCgoAALAdAgoAALAdAgoAALAdAgoAALAdAooBli1bplGjRik7O1slJSXauHGj1UMy3vr16zVjxgwNGzZMDodDL730ktVDSgmLFy/WBRdcoNzcXBUWFur666/Xzp07rR6W8Z588kmNHz8+vIhYaWmpXn31VauHlXIeeeQRORwO3XXXXVYPxWj333+/HA5Hh69zzjkn5uchoNjc6tWrVV5erkWLFmnr1q2aMGGCpk+frkOHDlk9NKN5PB5NmDBBy5Yts3ooKeWNN97Q3Llz9c4772jt2rVqaWnR1VdfLY/HY/XQjDZixAg98sgj2rJlizZv3qwrrrhCX/7yl/Xee+9ZPbSUsWnTJj311FMaP3681UNJCZ///Od18ODB8Ndbb70V83MwzdjmSkpKdMEFF+jxxx+X1LYvUXFxse644w7Nnz/f4tGlBofDoRdffFHXX3+91UNJObW1tSosLNQbb7yhSy+91OrhpJSBAwfq0Ucf1S233GL1UIzX1NSk888/X0888YS+//3va+LEiVq6dKnVwzLW/fffr5deekmVlZW9eh4qKDbm8/m0ZcsWlZWVhY85nU6VlZVpw4YNFo4MiE59fb2ktg9TxIff79eqVavk8XhUWlpq9XBSwty5c3Xttdd2+G8teuejjz7SsGHDNGbMGN18883at29fzM9hxGaB6aqurk5+v19FRUUdjhcVFWnHjh0WjQqITiAQ0F133aWLL75Y5513ntXDMd62bdtUWlqq5uZm5eTk6MUXX9S4ceOsHpbxVq1apa1bt2rTpk1WDyVllJSUaMWKFTr77LN18OBBPfDAA5o2bZq2b9+u3NzcqJ+HgAIgIebOnavt27f36N4zOjv77LNVWVmp+vp6vfDCC5o9e7beeOMNQkovVFVV6c4779TatWuVnZ1t9XBSxjXXXBP+/+PHj1dJSYnOOOMMPf/88zHdkiSg2FhBQYFcLpdqamo6HK+pqdGQIUMsGhVwevPmzdMf/vAHrV+/XiNGjLB6OCkhKytLY8eOlSRNnjxZmzZt0k9+8hM99dRTFo/MXFu2bNGhQ4d0/vnnh4/5/X6tX79ejz/+uLxer1wul4UjTA39+/fXWWedpV27dsV0HT0oNpaVlaXJkyeroqIifCwQCKiiooJ7z7ClYDCoefPm6cUXX9Sf/vQnjR492uohpaxAICCv12v1MIx25ZVXatu2baqsrAx/TZkyRTfffLMqKysJJ3HS1NSkjz/+WEOHDo3pOiooNldeXq7Zs2drypQpmjp1qpYuXSqPx6M5c+ZYPTSjNTU1dUjze/bsUWVlpQYOHKiRI0daODKzzZ07VytXrtRvf/tb5ebmqrq6WpKUn5+vPn36WDw6cy1YsEDXXHONRo4cqcbGRq1cuVLr1q3Ta6+9ZvXQjJabm9upP6pfv34aNGgQfVO98O1vf1szZszQGWecoQMHDmjRokVyuVy68cYbY3oeAorNzZw5U7W1tVq4cKGqq6s1ceJErVmzplPjLGKzefNmXX755eHvy8vLJUmzZ8/WihUrLBqV+Z588klJ0mWXXdbh+C9+8Qt9/etfT/6AUsShQ4c0a9YsHTx4UPn5+Ro/frxee+01XXXVVVYPDehk//79uvHGG3X48GENHjxYl1xyid555x0NHjw4pudhHRQAAGA79KAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADb+f/FULmcWcOYDAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -289,50 +323,57 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:47.397070Z", + "iopub.status.busy": "2024-07-11T15:17:47.396815Z", + "iopub.status.idle": "2024-07-11T15:17:48.753172Z", + "shell.execute_reply": "2024-07-11T15:17:48.752597Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "{'mNrm': array([[1.00087317, 1.00256882, 1.00119482, ..., 1.00169123, 1.0003737 ,\n", - " 1.00441586],\n", - " [1.13302033, 0.79429517, 0.99000089, ..., 1.44926553, 1.1327061 ,\n", - " 0.34432404],\n", - " [1.22634734, 1.13318775, 0.90522013, ..., 1.80965641, 1.22613254,\n", - " 0.69730725],\n", + "{'mNrm': array([[ 1.0011068 , 1.00256882, 1.00101819, ..., 1.00156301,\n", + " 1.0003737 , 1.00516688],\n", + " [ 1.05541172, 1.24364019, 0.35325187, ..., 1.44916311,\n", + " 1.14101133, 0.79232874],\n", + " [ 1.04454599, 1.01089495, -0.12266971, ..., 1.15389701,\n", + " 1.08795268, 0.81155032],\n", " ...,\n", - " [1.26119232, 1.83660642, 1.34165692, ..., 0.87710388, 1.32535358,\n", - " 2.00912226],\n", - " [1.64167997, 2.14315942, 1.27855146, ..., 0.94435908, 1.22752974,\n", - " 1.67972355],\n", - " [1.54481246, 2.17309355, 1.16278819, ..., 1.02002071, 1.26869299,\n", - " 1.82746211]]),\n", - " 'cNrm': array([[0.95569259, 0.95614394, 0.95577821, ..., 0.95591034, 0.95555964,\n", - " 0.95663559],\n", - " [0.99066076, 0.8406199 , 0.95279859, ..., 1.05582281, 0.99057808,\n", - " 0.70450109],\n", - " [1.01283485, 0.99070482, 0.90522013, ..., 1.11891917, 1.01278984,\n", - " 0.81052359],\n", + " [ 0.94584825, 1.27766769, 1.81605935, ..., 0.70862776,\n", + " 0.57715925, 1.51861495],\n", + " [ 1.19825465, 1.32998498, 2.09897862, ..., 0.80801571,\n", + " 0.96687507, 1.61109117],\n", + " [ 0.52495288, 1.36898553, 1.81975329, ..., 1.05192278,\n", + " 1.1163099 , 1.71343907]]),\n", + " 'cNrm': array([[0.95575478, 0.95614394, 0.95573119, ..., 0.95587621, 0.95555964,\n", + " 0.9568355 ],\n", + " [0.97020975, 1.01645863, 0.70724361, ..., 1.05580478, 0.99276336,\n", + " 0.84001699],\n", + " [0.96731749, 0.9583602 , 0.51853659, ..., 0.99615385, 0.97880253,\n", + " 0.84591041],\n", " ...,\n", - " [1.02013673, 1.12330606, 1.03603333, ..., 0.87710388, 1.03300437,\n", - " 1.14932235],\n", - " [1.09008958, 1.16800389, 1.0237744 , ..., 0.94028736, 1.01308263,\n", - " 1.09698631],\n", - " [1.07264597, 1.17200813, 0.99849331, ..., 0.96078931, 1.02170853,\n", - " 1.12181756]]),\n", - " 'pLvl': array([[1.08875607, 1.08875607, 0.92780942, ..., 1.08875607, 1.17807023,\n", - " 1.00501665],\n", - " [1.28263111, 1.01015813, 0.93246391, ..., 1.01015813, 1.38784946,\n", - " 1.09421797],\n", - " [1.3964724 , 0.93723423, 0.90325499, ..., 0.97851549, 1.51102952,\n", - " 1.19133645],\n", + " [0.94072175, 1.0235892 , 1.11996143, ..., 0.81404498, 0.77373932,\n", + " 1.06803332],\n", + " [1.00694793, 1.03386482, 1.16209389, ..., 0.84482668, 0.94664292,\n", + " 1.08454428],\n", + " [0.75797377, 1.04111067, 1.12056273, ..., 0.96928106, 0.9862639 ,\n", + " 1.10309844]]),\n", + " 'pLvl': array([[0.85893446, 1.08875607, 1.08875607, ..., 1.17807023, 1.17807023,\n", + " 0.85893446],\n", + " [1.01188512, 1.01015813, 0.93517011, ..., 1.09302465, 1.14116783,\n", + " 0.86324343],\n", + " [0.869143 , 0.86765963, 0.93986152, ..., 1.05878626, 1.18993864,\n", + " 0.90013641],\n", " ...,\n", - " [0.97203001, 3.11901254, 0.31172034, ..., 0.88846645, 0.52675374,\n", - " 0.27083222],\n", - " [0.97690634, 3.02131119, 0.36722845, ..., 0.82432754, 0.54926595,\n", - " 0.25128068],\n", - " [0.9063829 , 3.03646804, 0.43262091, ..., 0.97111573, 0.47178345,\n", - " 0.23314058]])}" + " [0.96746751, 0.91267336, 0.48656521, ..., 0.58611995, 0.63318207,\n", + " 2.49213392],\n", + " [0.97232095, 0.99367866, 0.48900614, ..., 0.54380761, 0.66024277,\n", + " 2.71332592],\n", + " [0.83515997, 1.08187367, 0.57608357, ..., 0.56704866, 0.61257946,\n", + " 2.33056914]])}" ] }, "execution_count": 5, @@ -356,11 +397,18 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:48.755189Z", + "iopub.status.busy": "2024-07-11T15:17:48.754910Z", + "iopub.status.idle": "2024-07-11T15:17:48.820827Z", + "shell.execute_reply": "2024-07-11T15:17:48.820267Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -386,11 +434,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:48.822742Z", + "iopub.status.busy": "2024-07-11T15:17:48.822474Z", + "iopub.status.idle": "2024-07-11T15:17:48.883621Z", + "shell.execute_reply": "2024-07-11T15:17:48.883117Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -441,7 +496,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb index 8f8c24d42..9413e9465 100644 --- a/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb +++ b/examples/ConsIndShockModel/PerfForesightConsumerType.ipynb @@ -17,7 +17,13 @@ "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:17:49.808650Z", + "iopub.status.busy": "2024-07-11T15:17:49.808466Z", + "iopub.status.idle": "2024-07-11T15:17:50.758863Z", + "shell.execute_reply": "2024-07-11T15:17:50.758275Z" + } }, "outputs": [], "source": [ @@ -140,7 +146,13 @@ "cell_type": "code", "execution_count": 2, "metadata": { - "code_folding": [] + "code_folding": [], + "execution": { + "iopub.execute_input": "2024-07-11T15:17:50.761090Z", + "iopub.status.busy": "2024-07-11T15:17:50.760820Z", + "iopub.status.idle": "2024-07-11T15:17:50.763736Z", + "shell.execute_reply": "2024-07-11T15:17:50.763261Z" + } }, "outputs": [], "source": [ @@ -171,7 +183,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:50.765404Z", + "iopub.status.busy": "2024-07-11T15:17:50.765147Z", + "iopub.status.idle": "2024-07-11T15:17:50.830987Z", + "shell.execute_reply": "2024-07-11T15:17:50.830436Z" + } + }, "outputs": [], "source": [ "PFexample = PerfForesightConsumerType(**PerfForesightDict)\n", @@ -189,13 +208,20 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:50.832840Z", + "iopub.status.busy": "2024-07-11T15:17:50.832582Z", + "iopub.status.idle": "2024-07-11T15:17:50.835447Z", + "shell.execute_reply": "2024-07-11T15:17:50.834980Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[]\n" + "[]\n" ] } ], @@ -215,13 +241,20 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:50.837032Z", + "iopub.status.busy": "2024-07-11T15:17:50.836764Z", + "iopub.status.idle": "2024-07-11T15:17:50.839497Z", + "shell.execute_reply": "2024-07-11T15:17:50.839037Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': -50.49994992551661, 'hNrm': 50.49994992551661, 'MPCmin': 0.04428139169919579, 'MPCmax': 0.04428139169919579}\n" + "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': -50.49994992551661, 'hNrm': 50.49994992551661, 'MPCmin': 0.04428139169919579, 'MPCmax': 0.04428139169919579, 'mNrmStE': -50.499910819847685, 'mNrmTrg': nan}\n" ] } ], @@ -239,7 +272,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:50.841103Z", + "iopub.status.busy": "2024-07-11T15:17:50.840774Z", + "iopub.status.idle": "2024-07-11T15:17:50.912555Z", + "shell.execute_reply": "2024-07-11T15:17:50.912015Z" + } + }, "outputs": [ { "name": "stdout", @@ -250,7 +290,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -268,7 +308,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:50.914432Z", + "iopub.status.busy": "2024-07-11T15:17:50.914155Z", + "iopub.status.idle": "2024-07-11T15:17:50.972804Z", + "shell.execute_reply": "2024-07-11T15:17:50.972322Z" + } + }, "outputs": [ { "name": "stdout", @@ -279,7 +326,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -308,6 +355,12 @@ "cell_type": "code", "execution_count": 8, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:50.974445Z", + "iopub.status.busy": "2024-07-11T15:17:50.974185Z", + "iopub.status.idle": "2024-07-11T15:17:51.074452Z", + "shell.execute_reply": "2024-07-11T15:17:51.073888Z" + }, "pycharm": { "name": "#%%\n" } @@ -320,9 +373,17 @@ "Liquidity constrained perfect foresight consumption function:\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/metric.py:52: UserWarning: Arrays of different shapes. Returning differences in size.\n", + " warn(\"Arrays of different shapes. Returning differences in size.\")\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -388,6 +449,12 @@ "cell_type": "code", "execution_count": 9, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:51.076131Z", + "iopub.status.busy": "2024-07-11T15:17:51.075877Z", + "iopub.status.idle": "2024-07-11T15:17:51.078678Z", + "shell.execute_reply": "2024-07-11T15:17:51.078235Z" + }, "pycharm": { "name": "#%%\n" } @@ -429,6 +496,12 @@ "cell_type": "code", "execution_count": 10, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:51.080021Z", + "iopub.status.busy": "2024-07-11T15:17:51.079853Z", + "iopub.status.idle": "2024-07-11T15:17:51.254005Z", + "shell.execute_reply": "2024-07-11T15:17:51.253505Z" + }, "pycharm": { "name": "#%%\n" } @@ -476,6 +549,12 @@ "cell_type": "code", "execution_count": 11, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:51.255786Z", + "iopub.status.busy": "2024-07-11T15:17:51.255515Z", + "iopub.status.idle": "2024-07-11T15:17:51.319076Z", + "shell.execute_reply": "2024-07-11T15:17:51.318602Z" + }, "pycharm": { "name": "#%%\n" } @@ -483,7 +562,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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dCIKAoVE1ZWfr6SyZ0xAREdkuycVn+vTpGDZsGK5cuYINGzZgw4YNSE1NxSOPPIJp06ZZISLVxSMda+b2/HYhF2X6apnTEBER2aZ6jfjMmjULSuX/rpIplUrMnDkTx48ft2g4qrvIQHe09HaGvtqE3Rdy5Y5DRERkkyQXH3d3d6Slpd10PD09HW5ubhYJRdIJgoChv4/6bD2dKXMaIiIi2yS5+IwaNQoTJkzA+vXrkZ6ejvT0dKxbtw4TJ07E008/bY2MVEc35vnEJuWhpLJK5jRERES2R/Kqrvfffx+CIODZZ59FdXXNXBKVSoVJkybhvffes3hAqrt2zdwQ5uuClLwy7E7MxYho7qRNRET0R5JHfNRqNZYuXYrr168jISEBCQkJKCwsxIcffgiNRmONjFRHgiDgkd83MNzCy11EREQ3qfe9upydnREVFYUWLVpg586d5j19SF6PdKq53LX3Yh6Ky3m5i4iI6I8kF5+nnnoKy5cvB1Bzc9Ju3brhqaeeQseOHfHjjz9aPCBJ09rfDW383VBlFLHjfLbccYiIiGyK5OKzb98+9O3bFwDw008/QRRFFBUVYdmyZXjnnXcsHpCke7RTzeWuzad4uYuIiOiPJBef4uJieHl5AQC2b9+OJ554As7Ozhg6dCguXbpk8YAk3Y1bVhy6XICCUr3MaYiIiGyH5OITHByMuLg4lJWVYfv27Rg0aBAA4Pr163B0dLR4QJKupY8LooK0MJpEbDvLy11EREQ3SC4+06ZNw+jRo9G8eXM0a9YM/fv3B1BzCSwqKsrS+aieeLmLiIjoZpKLz4svvoi4uDisXr0aBw8ehEJR8xFhYWGc42NDhv5+uevolUJkF1fKnIaIiMg21Gs5e7du3TB06FBkZGSYNzEcOnQoevfubdFwVH9BHk7o2sIToghsPcM7thMREQH1KD7l5eWYMGECnJ2dERkZab5v15QpU7hzs415tCM3MyQiIvojycXn9ddfx6lTp7Bnz55ak5kHDhyI9evXWzQc3Zu/dGwGhQDEpxUhvbBc7jhERESyk1x8Nm7ciOXLl6NPnz4QBMF8PDIyEpcvX7ZoOLo3fm6O6BnmDQDYxEnORERE0otPXl4e/Pz8bjpeVlZWqwiRbRjeuWaS80/xGRBFUeY0RERE8pJcfLp164atW7eaf75RdlatWoWYmBjLJSOLGBLVDBqlAsm5pTiboZM7DhERkayUUt8wf/58DBkyBOfPn0d1dTWWLl2K8+fP49ChQ9i7d681MtI9cHdU4aH2/thyOgsb4q8hqrlW7khERESykTzi06dPH5w6dQrV1dWIiorCzp074efnh7i4OHTt2tUaGekePd4lCEDNZoZVRpPMaYiIiOQjacSnqqoKL7zwAubMmYPPP//cWpnIwvpG+MLbRY38UgP2X8rDA2395Y5EREQkC0kjPiqVCj/++KO1spCVqBwUeLRTzSTnDSczZE5DREQkH8mXukaMGIGNGzdaIQpZ0xNdmgMAdp3Pga6ySuY0RERE8pA8uTkiIgJvvfUWDh48iK5du8LFxaXW81OnTrVYOLKcDkHuaOXniuTcUmw/k42n7guWOxIREVGDE0SJm7uEhobe/sMEASkpKfccSk46nQ5arRbFxcVwd3eXO45FrYhNxuIdSegZ5oV1f+fWA0RE1HTU9ftb8ohPamrqPQUj+YyIDsLiHUk4nFKIa9fL0dzTWe5IREREDaped2enxinIwwkxv9/CYmM8JzkTEZH9YfGxM092rZnk/MOJa7yFBRER2R0WHzvzcIcAOKsdcKWgHCeuXpc7DhERUYNi8bEzLhol/hLVDADw48lrMqchIiJqWJKLT1pa2i0vkYiiiLS0NIuEIuu6safPllNZqKwyypyGiIio4UguPqGhocjLy7vpeGFh4R2XupPt6BHqheaeTijRV2PHuWy54xARETUYycVHFEUIgnDT8dLSUjg6OlokFFmXQiHg8S7/m+RMRERkL+q8j8+MGTMA1GxSOGfOHDg7/28PGKPRiCNHjqBz584WD0jW8USXICzbfQkHk/ORXVyJAC1LKxERNX11Lj7x8fEAakZ8zpw5A7VabX5OrVajU6dOePXVVy2fkKyihbcLuod64WhqITbEX8OL/VvJHYmIiMjq6lx8YmNjAQDjxo3D0qVLm9ztHOzRk12a42hqIX44cQ2T+oXf8hImERFRUyJ5js+XX34Jd3d3JCcnY8eOHaioqAAAbobXCP2lYzM4qRyQkleGk2nc04eIiJo+ycWnsLAQDz74IFq3bo2//OUvyMrKAgBMmDABr7zyisUDkvW4apR4pGPNnj7rjqbLnIaIiMj6JBefadOmQaVSIS0trdYE51GjRmH79u0WDfdH7777Lnr16gVnZ2d4eHjc8jVpaWkYOnQonJ2d4efnh9deew3V1dVWy9QUjLovGACw5XQWSiqrZE5DRERkXZKLz86dO7Fw4UI0b9681vGIiAhcvXrVYsH+zGAwYOTIkZg0adItnzcajRg6dCgMBgMOHTqEtWvXYs2aNZg7d67VMjUFXVt4ItzXBRVVRmw+lSV3HCIiIquSXHzKyspqjfTcUFhYCI1GY5FQt/Lmm29i+vTpiIqKuuXzO3fuxPnz5/HNN9+gc+fOGDJkCN5++22sWLECBoPBarkaO0EQ8Nf7QgAA649x520iImraJBefvn374quvvjL/LAgCTCYTFi1ahAEDBlg0nBRxcXGIioqCv7+/+djgwYOh0+lw7ty5275Pr9dDp9PVetibx7oEQeUg4NS1YiRm2d/vT0RE9kNy8Vm0aBE+++wzDBkyBAaDATNnzkSHDh2wb98+LFy40BoZ6yQ7O7tW6QFg/jk7+/a3ZViwYAG0Wq35ERwcbNWctsjHVYOB7WrO1fpjnORMRERNl+Ti06FDB1y8eBF9+vTB8OHDUVZWhscffxzx8fEIDw+X9FmzZ8+GIAh3fFy4cEFqRElef/11FBcXmx/p6fb5xX9jkvNP8Rm8cSkRETVZdd7A8IbY2FgMGDAAb7zxxk3PrVixApMnT67zZ73yyit47rnn7viasLCwOn1WQEAAjh49WutYTk6O+bnb0Wg0Vp2b1Fj0jfBFoNYRmcWV2HEuG8M7B8kdiYiIyOIkj/g8/vjjOHHixE3Hly5ditdff13SZ/n6+qJt27Z3fPzx1hh3EhMTgzNnziA3N9d8bNeuXXB3d0f79u0l5bJHDgoBI7vVjPpwTx8iImqqJBefxYsXY8iQIbUuQX3wwQeYO3cutm7datFwf5SWloaEhASkpaXBaDQiISEBCQkJKC0tBQAMGjQI7du3x5gxY3Dq1Cns2LED//d//4fJkydzRKeOnrovGAoBiEspwOW8UrnjEBERWZzkS10TJ05EYWEhBg4ciAMHDmD9+vWYP38+fvnlF/Tu3dsaGQEAc+fOxdq1a80/R0dHA6i59Na/f384ODhgy5YtmDRpEmJiYuDi4oKxY8firbfeslqmpibIwwkD2vhh94VcfHs4DXMf5UgZERE1LYJYz5tszZo1C1988QWMRiO2bduGnj17WjqbLHQ6HbRaLYqLi+3yRqyxF3Ixbs0xuDsqceSfA+GkdpA7EhER0V3V9fu7TiM+y5Ytu+lYUFAQnJ2dcf/99+Po0aPmicVTp06tZ2SyBfe39kVzTydcu16Bzacz8VQ3+1veT0RETVedRnxCQ0Pr9mGCgJSUlHsOJSd7H/EBgI/3JGPR9iR0aq7Fzy/1kTsOERHRXVl0xCc1NdViwcj2PdUtGB/uuohT14px5loxoppr5Y5ERERkEZJWdVVVVSE8PByJiYnWykM2wMdVg4c7NAMAfHvEejeeJSIiamiSio9KpUJlZaW1spANeaZHzY1Lf07IhK6ySuY0REREliF5H5/Jkydj4cKFqK6utkYeshHdQ73Q2t8VFVVG/HjimtxxiIiILELyPj7Hjh3D7t27sXPnTkRFRcHFxaXW8xs2bLBYOJKPIAh4pmcLzP35HL6Ku4qxMS2hUAhyxyIiIronkouPh4cHnnjiCWtkIRvzRJfmWLwjCan5ZYhNysWDv9/BnYiIqLGSXHy+/PJLa+QgG+SiUeKv9wXj8/2pWH0wlcWHiIgaPclzfMi+jO3VEgoBOJhcgAvZOrnjEBER3RPJIz4A8MMPP+D7779HWloaDAZDredOnjxpkWBkG5p7OuPhDgH45Uw2Vh9IxaInO8kdiYiIqN4kj/gsW7YM48aNg7+/P+Lj49G9e3d4e3sjJSUFQ4YMsUZGktn43jU7d29MyER+qV7mNERERPUnufh8/PHH+Oyzz/DRRx9BrVZj5syZ2LVrF6ZOnYri4mJrZCSZdW3hiU7NtTBUm/CfI2lyxyEiIqo3ycUnLS0NvXr1AgA4OTmhpKQEADBmzBh89913lk1HNkEQBIzvUzPq8/Xhq9BXG2VOREREVD+Si09AQAAKCwsBACEhITh8+DCAmvt51eF+p9RIDenQDP7uGuSV6LH5VJbccYiIiOpFcvF54IEHsGnTJgDAuHHjMH36dDz00EMYNWoUHnvsMYsHJNugVirwbExLAMCq/SksuURE1CgJosRvMJPJBJPJBKWyZkHYunXrcOjQIUREROCFF16AWq22StCGUtfb2tujonIDYhb8hooqI76e0B19I3zljkRERASg7t/fkotPU8fic2f/2nQOaw5dwf2tffHV+O5yxyEiIgJQ9+/veu3jU1lZidOnTyM3Nxcmk6nWc8OGDavPR1IjMb53KL6Ku4J9F/OQlF2CNgFuckciIiKqM8nFZ/v27Xj22WeRn59/03OCIMBo5IqfpizE2xmDIwOw7Ww2Vu1PweKR3NCQiIgaD8mTm6dMmYKRI0ciKyvLPN/nxoOlxz5M7BsGAPg5IRO5JZUypyEiIqo7ycUnJycHM2bMgL8/b1hpr7q28ESXEA8YjCZ8deiq3HGIiIjqTHLxefLJJ7Fnzx4rRKHG5O/314z6fHPkKsoN1TKnISIiqhvJc3yWL1+OkSNHYv/+/YiKioJKpar1/NSpUy0WjmzXQ+0D0MLbGVcLyvH9sXQ89/v9vIiIiGyZ5OLz3XffYefOnXB0dMSePXsgCIL5OUEQWHzshINCwMS+YZiz8Sw+35+K0T1bQOUgeQCRiIioQUn+pnrjjTfw5ptvori4GFeuXEFqaqr5kZKSYo2MZKNGdm0OH1c1MooqsPU0b2NBRES2T3LxMRgMGDVqFBQK/te9vXNUOeC5Xi0BACv3XuZtLIiIyOZJbi9jx47F+vXrrZGFGqExPVvCWe2AC9kl2HsxT+44REREdyR5jo/RaMSiRYuwY8cOdOzY8abJzUuWLLFYOLJ9WmcVnu4egi8OpGLl3svo38ZP7khERES3Jbn4nDlzBtHR0QCAs2fP1nrujxOdyX5M6BOKtYeu4HBKIRLSi9A52EPuSERERLckufjExsZaIwc1YoEeThjeOQg/nryGlXsuY+WYrnJHIiIiuiXOUCaL+Ee/mg0Nt5/LxvlMncxpiIiIbo3Fhywiwt8Nj3YKBAB8sDNJ5jRERES3xuJDFjN9YAQcFAJ2X8jFiauFcschIiK6CYsPWUyYrytGdm0OAFi0PYn7+hARkc1h8SGLmvpgBNQOChxJLcT+S/lyxyEiIqqlTqu6Nm3aVOcPHDZsWL3DUOMX6OGEZ3q2wOqDqVi8Iwl9I3y4zQEREdmMOhWfESNG1PpZEIRalzH++MVmNBotk4warRcHhGPdsTScySjGjnPZeLhDM7kjERERAajjpS6TyWR+7Ny5E507d8a2bdtQVFSEoqIi/PLLL+jSpQu2b99u7bzUCPi4ajCxTygAYPGOJFQbTTInIiIiqiF5A8Np06Zh5cqV6NOnj/nY4MGD4ezsjL///e9ITEy0aEBqnCbeH4avD1/F5bwy/HDiGv7aPUTuSERERNInN1++fBkeHh43Hddqtbhy5YoFIlFT4O6owksPRAAAPvz1IioMvARKRETyk1x87rvvPsyYMQM5OTnmYzk5OXjttdfQvXt3i4ajxu2ZniEI8nBCjk6P1QdT5Y5DREQkvfisXr0aWVlZCAkJQatWrdCqVSuEhIQgIyMDX3zxhTUyUiOlUTrg1cGtAQAr91zG9TKDzImIiMjeCWI9dpkTRRG7du3ChQsXAADt2rXDwIEDm8SyZZ1OB61Wi+LiYri7u8sdp9EzmUQM/egAErN0mNgnFP/3SHu5IxERURNU1+/vehWfGyorK6HRaJpE4bmBxcfy9iTl4rkvj0HtoMBvr/ZDc09nuSMREVETU9fvb8mXukwmE95++20EBQXB1dUVqak1czfmzJnDS110S/1a+6JXuDcMRhM+3HVJ7jhERGTHJBefd955B2vWrMGiRYugVqvNxzt06IBVq1ZZNBw1DYIgYObDbQEAP8Vfw+W8UpkTERGRvZJcfL766it89tlnGD16NBwcHMzHO3XqZJ7zQ/RnnYM9MLCdP0wi8OGui3LHISIiOyW5+GRkZKBVq1Y3HTeZTKiqqrJIqFt599130atXLzg7O99yHyGgZmThz49169ZZLRNJM+OhmhVeW05nITFLJ3MaIiKyR5KLT/v27bF///6bjv/www+Ijo62SKhbMRgMGDlyJCZNmnTH13355ZfIysoyP/58nzGST/tAdzzSsea+XUs46kNERDKQfMuKuXPnYuzYscjIyIDJZMKGDRuQlJSEr776Clu2bLFGRgDAm2++CQBYs2bNHV/n4eGBgIAAq+WgezNtYGv8ciYLu87nICG9CJ2DPeSOREREdkTyiM/w4cOxefNm/Prrr3BxccHcuXORmJiIzZs346GHHrJGRkkmT54MHx8fdO/eHatXr8bdVuvr9XrodLpaD7KeVn6ueCy6OQDgg51JMqchIiJ7I3nEBwD69u2LXbt2WTrLPXvrrbfwwAMPwNnZGTt37sSLL76I0tJSTJ069bbvWbBggXk0iRrGtIER+DkhA/sv5SPucgFiwr3ljkRERHZC8ojP+PHjsXbt2puO63Q6jB8/XtJnzZ49+5YTkv/4kLJSbM6cOejduzeio6Mxa9YszJw5E4sXL77je15//XUUFxebH+np6ZJ+B5Iu2MsZT/9+t/YF2xJhMtV7D00iIiJJJO/crFAo4OTkhAkTJuDf//43FIqa7pSTk4PAwEAYjXW/C3deXh4KCgru+JqwsLBa+wWtWbMG06ZNQ1FR0V0/f+vWrXjkkUfMO0zXBXdubhj5pXr0X7wHpfpqLP1rZwzvHCR3JCIiasTq+v1dr0tdW7duxcSJE5GYmIjvv/8enp6e9Qrp6+sLX1/fer23LhISEuDp6Vnn0kMNx8dVg0n9w7F4RxIWbU/C4MgAOKoc7v5GIiKieyD5UhdQs6T9yJEjqKqqQvfu3ZGYmGjpXDdJS0tDQkIC0tLSYDQakZCQgISEBJSW1uwCvHnzZqxatQpnz55FcnIyPvnkE8yfPx9Tpkyxejaqn/G9QxHg7oiMogqsPXRF7jhERGQHJBefGzck9fb2xq+//op+/fohJiYGmzZtsni4P5o7dy6io6Mxb948lJaWIjo6GtHR0Th+/DgAQKVSYcWKFYiJiUHnzp3x6aefYsmSJZg3b55Vc1H9Oakd8OrgNgCA5bHJKCwzyJyIiIiaunrN8cnOzoafn5/52JIlSzBr1iyYTCZJc3xsEef4NCyjScSjHx3A+SwdnuvVEv8aFil3JCIiaoSsdnf22NhYeHl51To2Y8YMbNu2DXPnzpWelOyag0LAP//SDgDwzeGrSOENTImIyIokj/g0dRzxkce4L48iNikPA9v5Y9XYbnLHISKiRsaiq7pmzJiBt99+Gy4uLpgxY8YdX7tkyRJpSYkAvDG0PfZd2odfE3Nw4FI++kT4yB2JiIiaoDoVn/j4ePOd1+Pj42/7uhsTn4mkauXnijE9W2DNoSt4e8t5bJ3aB0qHei06JCIiui1e6voTXuqST1G5Af0W70FxRRXefawDRvdoIXckIiJqJKw2uZnIWjyc1Zg2MAIA8MHOi9BVVsmciIiImpo6Xep6/PHH6/yBGzZsqHcYomd6tsDXh68iJa8MH+2+hDeGtpc7EhERNSF1Kj5ardbaOYgAACoHBeYMbY9xa45h9cErGN45CB2C+P8/IiKyDM7x+RPO8bENk745gW1ns9GumTt+ntwbaiWvyhIR0e1xjg81am8N7wBPZxUSs3T4ZM9lueMQEVETUa+7s//www/4/vvvkZaWBoOh9v2VTp48aZFgZN983TT417BIvLwuActjL2FwB3+0DeAIHBER3RvJIz7Lli3DuHHj4O/vj/j4eHTv3h3e3t5ISUnBkCFDrJGR7NSwToF4qL0/qowiXvvvaVQbTXJHIiKiRk5y8fn444/x2Wef4aOPPoJarcbMmTOxa9cuTJ06FcXFxdbISHZKEAS8O6IDtE4qnMkoxmf7U+SOREREjZzk4pOWloZevXoBAJycnFBSUgIAGDNmDL777jvLpiO75+fuiLmP1CxpX7b7EtILy2VOREREjZnk4hMQEIDCwkIAQEhICA4fPgwASE1NBReIkTU83iUIMWHeqKwy4c3N5+WOQ0REjZjk4vPAAw9g06ZNAIBx48Zh+vTpeOihhzBq1Cg89thjFg9IJAgC3h4RCaVCwK+JOdh1PkfuSERE1EhJ3sfHZDLBZDJBqaxZELZu3TocOnQIEREReOGFF6BWq60StKFwHx/b9d62C1i59zKCPJzw64x+cFI7yB2JiIhsRF2/v7mB4Z+w+NiuckM1Bn6wF5nFlXhpQCu8OriN3JGIiMhG1PX7u177+FRWVuL06dPIzc2FyVR7ifGwYcPq85FEd+WsVmLuo5H4xzcn8Om+yxgRHYRWfq5yxyIiokZEcvHZvn07nn32WeTn59/0nCAIMBqNFglGdCuDI/0xoI0vYpPy8NoPp/DfF2KgdOAG5EREVDeSvzGmTJmCkSNHIisryzzf58aDpYesTRAEvPNYFNw0SsSnFWHlXt7OgoiI6k5y8cnJycGMGTPg7+9vjTxEdxXk4YQ3h0cCAP796yWczeDGmUREVDeSi8+TTz6JPXv2WCEKUd09Fh2EhyMDUG0SMX19AiqrONpIRER3J3lVV3l5OUaOHAlfX19ERUVBpVLVen7q1KkWDdjQuKqr8Sgo1WPwv/cjv1SP5/uG4o2h7eWOREREMrHacvYvvvgC//jHP+Do6Ahvb28IgvC/DxMEpKQ07vspsfg0LrsTczBh7XEIArB2XHfc39pX7khERCQDqxWfgIAATJ06FbNnz4ZC0fRW07D4ND7//OkM/nMkDZ7OKmye0gfNPZ3ljkRERA2srt/fkpuLwWDAqFGjmmTpocZp7iPt0bG5FtfLqzDpm5Oc70NERLclub2MHTsW69evt0YWonpxVDng49Fd4OmswpmMYvxr0zm5IxERkY2SvIGh0WjEokWLsGPHDnTs2PGmyc1LliyxWDiiumru6YxlT0fj2dVHse5YOjoHe+Cv3UPkjkVERDZGcvE5c+YMoqOjAQBnz56t9dwfJzoTNbS+Eb54dVAbLN6RhLk/n0OEvxu6tvCUOxYREdkQSZObjUYjDh48iKioKHh6Ns0vFE5ubtxMJhGTvj2BHedy4OOqxsbJvTnZmYjIDlhlcrODgwMGDRqEoqKie81HZBUKhYAlT3VGu2buyC81YOLa4yjTV8sdi4iIbITkyc0dOnRo9Hv1UNPmolFi1dhu8HHV4EJ2CaavT4DJJGnXBiIiaqIkF5933nkHr776KrZs2YKsrCzodLpaDyJbEOThhE/HdIVaqcDO8zlYtCNJ7khERGQDJG9g+Mf9e/44mVkURQiC0Ojv0M45Pk3LxvgMTFufAAB4Z0QHPNOzhbyBiIjIKur6/S15VVdsbOw9BSNqSCOig3C1oBwf/noRc38+iwB3Rwxs7y93LCIikonkEZ+mjiM+TY8oipj94xmsP54OR5UC3z3fE9EhTXNVIhGRvbLaiA8AFBUV4YsvvkBiYiIAIDIyEuPHj4dWq61fWiIrEgQB7zzWATklldiTlIcJa49jw6ReaOnjInc0IiJqYJInNx8/fhzh4eH48MMPUVhYiMLCQixZsgTh4eE4efKkNTIS3TOVgwIr/tYFHYLcUVhmwPNfcZk7EZE9knypq2/fvmjVqhU+//xzKJU1A0bV1dWYOHEiUlJSsG/fPqsEbSi81NW05eoq8ejyA8jR6TE0qhmW/y2aO44TETUBVrs7+/HjxzFr1ixz6QEApVKJmTNn4vjx4/VLS9RA/Nwd8fHoLlA5CNh6Jgur9qfKHYmIiBqQ5OLj7u6OtLS0m46np6fDzc3NIqGIrKlrCy/MeaQ9AGDBtkQcupwvcyIiImookovPqFGjMGHCBKxfvx7p6elIT0/HunXrMHHiRDz99NPWyEhkcWN6tsDjXYJgEoEp/4lHZlGF3JGIiKgBSF7V9f7770MQBDz77LOorq6ZHKpSqTBp0iS89957Fg9IZA2CIGD+Y1G4kFWC81k6TPrmBNa/EANHlYPc0YiIyIrqvY9PeXk5Ll++DAAIDw+Hs3PTuAM2Jzfbl/TCcjy6/ACKyqswsmtzLHqyIyc7ExE1Qlab3HyDs7MzoqKiEBUV1WRKD9mfYC9nfPR0NBQC8N8T1/DNkZvnrxERUdMh+VJXWVkZ3nvvPezevRu5ubkwmUy1nued26mx6Rvhi5kPt8V72y7gzU3n0C7ADd1aeskdi4iIrEBy8Zk4cSL27t2LMWPGoFmzZrwsQE3CC/eH4cy1Ymw9k4VJ357Ez5N7I9DDSe5YRERkYZLn+Hh4eGDr1q3o3bu3tTLd5MqVK3j77bfx22+/ITs7G4GBgXjmmWfwxhtvQK1Wm193+vRpTJ48GceOHYOvry+mTJmCmTNnSvqzOMfHfpXpq/H4x4eQlFOC1v6u+O8/ekHrpJI7FhER1YHV5vh4enrCy6thLwNcuHABJpMJn376Kc6dO4cPP/wQK1euxD//+U/za3Q6HQYNGoQWLVrgxIkTWLx4Mf71r3/hs88+a9Cs1Hi5aJRYPe4++LlpcDGnFC98fRz6aqPcsYiIyIIkj/h88803+Pnnn7F27VpZJzUvXrwYn3zyiXlO0SeffII33ngD2dnZ5lGg2bNnY+PGjbhw4UKdP5cjPnQusxhPrYxDmcGI4Z0D8eFTnaFQ8JIuEZEts9rd2T/44ANcvnwZ/v7+aNmyJVSq2pcCGupGpcXFxbVGnuLi4nD//ffXuvQ1ePBgLFy4ENevX4enp+ctP0ev10Ov15t/1ul01gtNjUJkoBafPNMV49ccw88JmWimdcLsIW3ljkVERBYgufiMGDHCCjGkSU5OxkcffYT333/ffCw7OxuhoaG1Xufv729+7nbFZ8GCBXjzzTetF5Yapftb+2LB41F47YfTWLn3MnzdNJjQJ/TubyQiIpsmufjMmzfPYn/47NmzsXDhwju+JjExEW3b/u+/tjMyMvDwww9j5MiReP755+85w+uvv44ZM2aYf9bpdAgODr7nz6XGb2S3YOSW6LF4RxLe3nIens4qPN6ludyxiIjoHkguPpb0yiuv4Lnnnrvja8LCwsz/nJmZiQEDBqBXr143TVoOCAhATk5OrWM3fg4ICLjt52s0Gmg0GonJyV682D8cBaUGrD6Yitd+OA2tkwoPtvOXOxYREdWTrMXH19cXvr6+dXptRkYGBgwYgK5du+LLL7+EQlF7QVpMTAzeeOMNVFVVmecd7dq1C23atLntZS6iuxEEAf83tB2Kyg3YEJ+BF789iW8m9sB93OCQiKhRqvctKxpSRkYG+vfvj5CQELz//vvIy8tDdnY2srOzza/529/+BrVajQkTJuDcuXNYv349li5dWusyFlF9KBQCFj7ZEQ+29YO+2oQJa47hYk6J3LGIiKge6n2T0oa0Zs0ajBs37pbP/TH+Hzcw9PHxwZQpUzBr1ixJfxaXs9PtVFYZMXrVEZy4eh3NtI7Y8GIvNNNyd2ciIltQ1+/vRlF8GhKLD93J9TIDnlx5CJfzytDG3w3f/yOGuzsTEdkAqxUfo9GINWvW3PYmpb/99lv9EtsIFh+6m2vXy/H4x4eQW6JHj1AvfDWhOzRKB7ljERHZNavdsuLll1/Gyy+/DKPRiA4dOqBTp061HkRNXXNPZ6wZ1x2uGiWOpBZizBdHkVeiv/sbiYhIdpJHfHx8fPDVV1/hL3/5i7UyyYojPlRXhy7n4+9fnUCpvhrNtI5Y+UxXdAr2kDsWEZFdstqIj1qtRqtWre4pHFFT0CvcBxsn90KYrwuyiisx8tM4fH88Xe5YRER0B5KLzyuvvIKlS5eCc6KJgFZ+bvh5cm881N4fhmoTZv5wGv/adA7VRtPd30xERA1O8qWuxx57DLGxsfDy8kJkZORNNyndsGGDRQM2NF7qovowmUQsj03Gkl0XAQB9Wvlg+d+i4eGsvss7iYjIEqx2d3YPDw889thj9xSOqKlRKARMfTACbQLcMH19Ag4k52PEioNYNfY+tPJzlTseERH9jvv4/AlHfOheJWbpMHHtcWQUVcBVo8T8x6MwrFOg3LGIiJo0q01uJqI7a9fMHZte6o3uoV4o1Vdj6nfxmPnDKZQbquWORkRk9+o14vPDDz/g+++/R1paGgwGQ63nTp48abFwcuCID1lKtdGEZbsv4aPYZIgiEO7rgo+e7oL2gfz/FRGRpVltxGfZsmUYN24c/P39ER8fj+7du8Pb2xspKSkYMmTIPYUmakqUDgrMGNQG307sAX93DS7nlWHEioP4bN9lmEy8wkxEJAfJxefjjz/GZ599ho8++ghqtRozZ87Erl27MHXqVBQXF1sjI1Gj1ivcB9tevh8D2/nBYDRh/i8XMHrVEWQWVcgdjYjI7kguPmlpaejVqxcAwMnJCSUlJQCAMWPG4LvvvrNsOqImwstFjc+f7YYFj0fBSeWAuJQCDP73Pmw+lSl3NCIiuyK5+AQEBKCwsBAAEBISgsOHDwMAUlNTuakh0R0IgoCnu4fgl5f7onOwB0oqqzHlu3jM/vE0KgxGueMREdkFycXngQcewKZNmwAA48aNw/Tp0/HQQw9h1KhR3N+HqA5CfVzwwz9iMOWBVhAEYN2xdAxfcQAXc0rkjkZE1ORJXtVlMplgMpmgVNbsfbhu3TocOnQIEREReOGFF6BWN+6darmqixrSweR8TFufgLwSPRxVCrw5LBJPdQuGIAhyRyMialTq+v3NDQz/hMWHGlpeiR4zvk/A/kv5AIBhnQLx7mMd4Oaouss7iYjoBqtuYLh//34888wziImJQUZGBgDg66+/xoEDB+qXlsiO+bppsHZcd8x8uA0cFAI2ncrEox8dwNkMrpIkIrI0ycXnxx9/xODBg+Hk5IT4+Hjo9XoAQHFxMebPn2/xgET2QKEQ8GL/Vvj+hZ4I8nDClYJyPPbxQSzecYETn4mILEhy8XnnnXewcuVKfP7557XuzN67d+9Gv2szkdy6tvDC1ql9MKi9P6qMIlbEXsbAJXux81w2V00SEVmA5OKTlJSE+++//6bjWq0WRUVFlshEZNc8nNX4dExXrHymKwK1jsgoqsDfvz6B5786joJSvdzxiIgatXrt45OcnHzT8QMHDiAsLMwioYjsnSAIeLhDAH59pR9e7B8OlYOAXxNz8Zdl+3EkpUDueEREjZbk4vP888/j5ZdfxpEjRyAIAjIzM/Htt9/i1VdfxaRJk6yRkchuOauVmPlwW2ye0gfhvi7I0enx9OeHsSI2mff7IiKqB8nL2UVRxPz587FgwQKUl5cDADQaDV599VW8/fbbVgnZkLicnWxVmb4aczaexYb4mpWUA9r44t9/jYbWicveiYisvo+PwWBAcnIySktL0b59e7i6utY7rC1h8SFbJooi/nviGub+fBaVVSaE+rjg82e7opWfm9zRiIhkxQ0M64nFhxqDsxnFeOHrE8goqoCrRol/j+qMge395Y5FRCQbixef8ePH1+kPXr16dd0S2igWH2os8kv1ePHbkziaWghBACb2CcXUByO44zMR2SWLFx+FQoEWLVogOjr6jvuJ/PTTT9LT2hAWH2pMqowmvLX5PL4+fBVAzS7Qsx9ui8eig6BQ8H5fRGQ/LF58Jk+ejO+++w4tWrTAuHHj8Mwzz8DLy8tigW0Fiw81RrFJuXhr83mk5pcBAKJDPDBtYGvcH+HDG54SkV2wyhwfvV6PDRs2YPXq1Th06BCGDh2KCRMmYNCgQU3mL1cWH2qsDNUmfHkwFct2X0LZ77e5aBvghgl9QjGscyA0SgeZExIRWY/VJzdfvXoVa9aswVdffYXq6mqcO3euSazsYvGhxi5XV4mVe1Ow/liauQA10zrig6c6oVe4j8zpiIisw6p3Zwdq5vwIggBRFGE08iaKRLbCz90Rcx9tj0OvP4jZQ9rC312DrOJKPLPqCDc+JCK7J6n46PV6fPfdd3jooYfQunVrnDlzBsuXL0daWlqTGO0hakq0Tir8o1849rw6AE92bQ6TCCzekYQJa4/heplB7nhERLKo86WuF198EevWrUNwcDDGjx+P0aNHw8en6Q2b81IXNVXfH0vHnJ/PQl9tgo+rBpP6h2N0jxA4qjj3h4gaP6ssZw8JCUF0dPQdJzJv2LBBelobwuJDTdn5TB1e+s9JpPy++svHVYN/9AvD6B4t4KRmASKixsvixee5556r08qtL7/8su4pbRCLDzV1hmoTNpy8huWxybh2vQIAEOThhLdHROKBttz9mYgaJ96yop5YfMheVBlrCtCy3cnIKKopQEOjmmHeo+3h5+4oczoiImlYfOqJxYfsTbmhGkt/vYRVB1JhNIlw0yjxQr8wjOnZElpn3v6CiBoHFp96YvEhe3Uusxj/3HAGp64VAwCc1Q54unsIxvcJRZCHk8zpiIjujMWnnlh8yJ4ZTSI2n8rEyr2XcSG7BACgVAgY26slXh4YAXfeAJWIbBSLTz2x+BABoihi36V8rNxzGXEpBQAAH1c1Zg5uiye7NucNUInI5rD41BOLD1Fte5Jy8daW80jJq1kC376ZO0b3DMEjHQOhdeIIEBHZBhafemLxIbqZodqEtYeuYOnuSyjVVwMA1EoFBrX3x9heLXFfSy+ZExKRvWPxqScWH6LbKyjV48eT1/DjiQwk5ZSYjz/XqyVmPdyWmyASkWxYfOqJxYfo7kRRxLlMHdYeuoL/nrgGAAjzccGSUZ3ROdhD3nBEZJdYfOqJxYdImr0X8zDzh1PI0enhoBDwt+4hGNurJVr58cbFRNRwWHzqicWHSLqicgPm/HwOm09lmo/1jfDBmJ4tMKCtH1QOChnTEZE9YPGpJxYfovo7mJyPLw9ewe4LObjxN4uboxID2vhhYHt/9G/jy72AiMgq6vr93Sj+M+zKlSuYMGECQkND4eTkhPDwcMybNw8Gg6HWawRBuOlx+PBhGZMT2ZferXywamw37HttAF7oFwYfVzVKKqux6VQmpn4Xj25v/4qX/nMSh5LzYTLxv7mIqOEp5Q5QFxcuXIDJZMKnn36KVq1a4ezZs3j++edRVlaG999/v9Zrf/31V0RGRpp/9vb2bui4RHYv2MsZrw9ph5mD2yIh/Tp2nc/FrvPZuJxXhi2ns7DldBZaejtj1H0heLJrc/i6aeSOTER2otFe6lq8eDE++eQTpKSkAKgZ8QkNDUV8fDw6d+5c58/R6/XQ6/Xmn3U6HYKDg3mpi8gKzmYU47ujafg5IdO8H5BSIWBgO3+M6h6M+yN84cBdoYmoHprUpa5bKS4uhpfXzZumDRs2DH5+fujTpw82bdp0189ZsGABtFqt+REcHGyNuEQEoEOQFu8+FoWjbzyIRU90RHSIB6pNIrafy8a4L4+h78LfsGTXRaQXlssdlYiaqEY54pOcnIyuXbvi/fffx/PPPw8AyM/Px1dffYXevXtDoVDgxx9/xKJFi7Bx40YMGzbstp/FER8ieSVll2DdsTRsOJmB4ooqAIAgAL3DffDX7sEY1D4AamWj/W80ImogjWJV1+zZs7Fw4cI7viYxMRFt27Y1/5yRkYF+/fqhf//+WLVq1R3f++yzzyI1NRX79++vcyau6iKSR2WVETvP5+D7Y+k4kJxvPu7tosaTXZtj1H3BCPPl3kBEdGuNovjk5eWhoKDgjq8JCwuDWq0GAGRmZqJ///7o2bMn1qxZA4Xizv8VuGLFCrzzzjvIysqqcyYWHyL5pReW47/H0/H98WvI1lWaj3dqrsWQqGb4S4dmCPF2ljEhEdmaRlF8pMjIyMCAAQPQtWtXfPPNN3BwuPs9gZ5//nmcOHECJ0+erPOfw+JDZDuqjSbsScrDd0fTEJuUiz+ugI8K0uKZniEY3jkIjireI4zI3jWp4pORkYH+/fujRYsWWLt2ba3SExAQAABYu3Yt1Go1oqOjAQAbNmzAnDlzsGrVKowbN67OfxaLD5FtyivRY+f5bGw7k424lAIYf29BHs4q/PW+EIyJaYEgDyeZUxKRXJpU8VmzZs1ty8uN+GvXrsXChQtx9epVKJVKtG3bFq+99hqefPJJSX8Wiw+R7SssM+DHE9ewNu4Krl2vAACoHASMui8YLw2IQIDWUeaERNTQmlTxaUgsPkSNh9EkYndiDlYfTMXhlEIAgFqpwJieLfBCvzD4ubEAEdkLFp96YvEhapwOpxTgg51JOHblOgDAQSGgf2tfPNG1OR5s5weNkvOAiJoyFp96YvEharxEUcT+S/lYuvsSTly9bj6udVKhX2tfxIR7IybMGy28nSEI3CGaqClh8aknFh+ipiE5txQ/nryGn05m1FoSDwAB7o7o2FyLDkFaRAa6o0OQFn5uGpYhokaMxaeeWHyImhajScSxK4U4dLkAhy8XID79OqqMN/+15+WiRvtm7mgf6I5gL2e4ahzgolbC1VGJVr6u8HPnfCEiW8biU08sPkRNW4XBiFPXinA2oxjnM3U4m1mM5NzSWnsE3UqwlxO6tfBClxAPuDmqzMfVSgVaeDsjzMcVTmrOIyKSC4tPPbH4ENmfyiojLuaU4HymDolZOuTo9CjVV6NUXw1dRRWuFJTdtRgBQJCHE9o1c0P/Nn54sJ0fmmm5rxBRQ2HxqScWHyL6s5LKKsSnFeH41es4m1GMKqMJN/7mLDdUIyW/DEXlVTe9r30zdwyK9MfwzkEI9XFp4NRE9oXFp55YfIioPgrLDEjOLcWxK4X47UIuTqZdxx//du3YXIthnQLRv40fwnxcoFBwIjWRJbH41BOLDxFZQkGpHr9dyMXWM1nYfynffIsNoGZ5fedgD0QFaWEURegqqqCrrIYA4IG2fniovT9cNEr5whM1Qiw+9cTiQ0SWVlCqxy9nsrD1TBYS0otQWWW64+sdVQo82NYfgyL9ERmoRaiPCxw4QkR0Ryw+9cTiQ0TWVGU04UJWCU6mXceF7BI4qhRwd1RB66TC9XIDtpzOQmp+Wa33OKoUaBvgjq4tPPFgOz/c19ILKgeFTL8BkW1i8aknFh8ikpMoijiXqcPm05k4mlqIC1klqKgy1nqNu6MS/dv4oU+ED3qGeiPYy4mbL5LdY/GpJxYfIrIlRpOIKwVlOJtRjH0X8xGblIvCMkOt1wS4O6JrS0/4uWng5qiCu6MS7k4q+Lpq4OOqgY+bGlonFTRKh9teMtNXG1FcUYXi8pr5RoBonpzt5qhChJ8rJ2STTWPxqScWHyKyZUaTiPi06/jtQi6OpBbi9LWiW+5EfTsqBwFqBwUUggARgEkUYTSJ0Fffed6Rj6safSN8cX9rH0QFecDdSQl3RxUcVdy0kWwDi089sfgQUWNSYTAiPu06zmQUo6iiCiWVVSiprMb18ioUlOqRV6JHQZmh1qqy2xEEwN1RBTdHJRwUAgQAgiAgR1eJcoPxlu9RKxXwcFLBy0UNb1c1PJ1vPFTwcFbD102Dds3cuYSfrK6u399cL0lE1Ig5qR3Qq5UPerXyue1rTCYRFVVG6KtN0FcbUVllgiiKUAgCBAFQCALcHJVwc1Td8lKYodqEE1evY9+lPOy/lIerBeUo1VdDFGueyy3RI7dEf8ecLmoHRAZqEeTphJLKaugqq6CrqIK/uyMGtvPDg+38Eehx+52uKwxG6Cqr4OFcc8kOqJkofuLqdcQm5WL/xXwoFDWbRrb7/RHi5Qw/Nw2UnAhOf8ARnz/hiA8R0d2ZTCJKDTW39Cgqr0JBmQHXywwoKDOgqNyA6+UGXC+vQmZRBRKzdHddwg8AHYLcEah1wo0vpWqjCTk6PTKLK2rtjO3mqISPqwb5JXqU6Kvv+JmCAPi4atBM64iW3i4I83VBqI8LWnq7wNetZg6UWsli1BTwUlc9sfgQEVlWtdGEy3llOJNRjPxSvXn5vqujEolZOuw6n3PTTte3Igi46TVeLmr0b+2Lfm18oVEqcD5Th/NZJbiQrUN2cSWq63CJT+ukQktvZ3QP9UL3UG90b+kFrbPqru8j28LiU08sPkREDS+/VI+Dyfko09fMJaq5BAf4umkQ6OGEZlonuDsqoauoRn6ZHgWlBjipHBAZ6H7buUMmk4iCMgNydJXIKKpAan4ZUvJKkZJXhvTr5SgoNdyyGAkC0NLbBa38XBHh54oIf1c00zrB100DXzcN3DTKJrV9QGZRBc5kFMNJ5QB3p5pVgRqVAyoM1SjTG1Gmr0aZwYhyQ82Ne8v1Rvi4qdHG3x3hfi7mS49/JooiygxG6KuMcFI7wFHpYNV5Xiw+9cTiQ0RkH0wmEcUVVcgr1SMxS4fDKYU4mlqAy3lld3yfs9oBXUI80TPMCz3DvNGxuUedL5eJoohqkwhDtQn6ahMM1SZUVhlRWW2EvsqErOKaEnI2Q4dzmTq4OyrRr40vHmjrh+6hXrctGXdjqDbhernh99ujVCGvRI/DKYXYfynvrr/vnSgVAlr6uMBRpUC1UYRJFFFlrDmvuoqqm4qlk8oBzmoH7J81AM5qy04zZvGpJxYfIiL7ll+qR1J2CS7llOBSbiku55UiV1ezQu5Wc4rUDgqE+bqgtb8bWvu7wtdNg2pTzTYBhmoTsoorcSW/DKn5NSNNUrYf+CMXtQNa+bshUOuIAK0j/NwcoRAAk1izLYGDQoCPa82olK+rBkXlBhxOLcSRlALEpxfBcJstCxQC0DbAHSJQU4wqqlBZbYSzWglXjRLOagc4a5Rw1TjAWa2Ek8oBWcUVuJBdgpLKO8+xup3L8/9i8duwsPjUE4sPERHdToXBiKuFZTiaWojDKQU4nFJ404aSUigVAhxVDnBUKaBROsDTRYXIZlp0aK5Fh0B35Oj0iL2Qi9+ScpF3l5Vzd6MQ8PulrJo5Vh2CtOjX2gcx4T7QOkmf0ySKIrKKK5GcWwqjKEKpEOAgCFA6KODupISH042NMxWoqDKi3GBEhcGIiioj2gS43dPvcissPvXE4kNERHUliiKuXa/AxZwSXMwpxcWcEhRXVEGpEKB0EOCgUMDPTYOWPi4I83FBiJcz3B1VUCsVUCsVdR71MJlEJOWUIL2wHNm6SmQVVyJXp4eImm0JFAJQZRSR//veTbklemiUCnQP9UKPUG/0CPNCmI9Lk5qb9GcsPvXE4kNERNT41PX7m5sXEBERkd1g8SEiIiK7weJDREREdoPFh4iIiOwGiw8RERHZDRYfIiIishssPkRERGQ3WHyIiIjIbrD4EBERkd1g8SEiIiK7weJDREREdoPFh4iIiOwGiw8RERHZDRYfIiIishtKuQPYGlEUAdTc3p6IiIgahxvf2ze+x2+HxedPSkpKAADBwcEyJyEiIiKpSkpKoNVqb/u8IN6tGtkZk8mEzMxMuLm5QRAEi32uTqdDcHAw0tPT4e7ubrHPbap4vqTh+ao7nitpeL6k4fmSxpLnSxRFlJSUIDAwEArF7WfycMTnTxQKBZo3b261z3d3d+e/DBLwfEnD81V3PFfS8HxJw/MljaXO151Gem7g5GYiIiKyGyw+REREZDdYfBqIRqPBvHnzoNFo5I7SKPB8ScPzVXc8V9LwfEnD8yWNHOeLk5uJiIjIbnDEh4iIiOwGiw8RERHZDRYfIiIishssPkRERGQ3WHwayIoVK9CyZUs4OjqiR48eOHr0qNyRZLdgwQLcd999cHNzg5+fH0aMGIGkpKRar6msrMTkyZPh7e0NV1dXPPHEE8jJyZEpsW157733IAgCpk2bZj7G81VbRkYGnnnmGXh7e8PJyQlRUVE4fvy4+XlRFDF37lw0a9YMTk5OGDhwIC5duiRjYnkYjUbMmTMHoaGhcHJyQnh4ON5+++1a9zyy53O1b98+PProowgMDIQgCNi4cWOt5+tybgoLCzF69Gi4u7vDw8MDEyZMQGlpaQP+Fg3nTuerqqoKs2bNQlRUFFxcXBAYGIhnn30WmZmZtT7DmueLxacBrF+/HjNmzMC8efNw8uRJdOrUCYMHD0Zubq7c0WS1d+9eTJ48GYcPH8auXbtQVVWFQYMGoayszPya6dOnY/Pmzfjvf/+LvXv3IjMzE48//riMqW3DsWPH8Omnn6Jjx461jvN8/c/169fRu3dvqFQqbNu2DefPn8cHH3wAT09P82sWLVqEZcuWYeXKlThy5AhcXFwwePBgVFZWypi84S1cuBCffPIJli9fjsTERCxcuBCLFi3CRx99ZH6NPZ+rsrIydOrUCStWrLjl83U5N6NHj8a5c+ewa9cubNmyBfv27cPf//73hvoVGtSdzld5eTlOnjyJOXPm4OTJk9iwYQOSkpIwbNiwWq+z6vkSyeq6d+8uTp482fyz0WgUAwMDxQULFsiYyvbk5uaKAMS9e/eKoiiKRUVFokqlEv/73/+aX5OYmCgCEOPi4uSKKbuSkhIxIiJC3LVrl9ivXz/x5ZdfFkWR5+vPZs2aJfbp0+e2z5tMJjEgIEBcvHix+VhRUZGo0WjE7777riEi2oyhQ4eK48ePr3Xs8ccfF0ePHi2KIs/VHwEQf/rpJ/PPdTk358+fFwGIx44dM79m27ZtoiAIYkZGRoNll8Ofz9etHD16VAQgXr16VRRF658vjvhYmcFgwIkTJzBw4EDzMYVCgYEDByIuLk7GZLanuLgYAODl5QUAOHHiBKqqqmqdu7Zt2yIkJMSuz93kyZMxdOjQWucF4Pn6s02bNqFbt24YOXIk/Pz8EB0djc8//9z8fGpqKrKzs2udL61Wix49etjd+erVqxd2796NixcvAgBOnTqFAwcOYMiQIQB4ru6kLucmLi4OHh4e6Natm/k1AwcOhEKhwJEjRxo8s60pLi6GIAjw8PAAYP3zxZuUWll+fj6MRiP8/f1rHff398eFCxdkSmV7TCYTpk2bht69e6NDhw4AgOzsbKjVavO/DDf4+/sjOztbhpTyW7duHU6ePIljx47d9BzPV20pKSn45JNPMGPGDPzzn//EsWPHMHXqVKjVaowdO9Z8Tm7176a9na/Zs2dDp9Ohbdu2cHBwgNFoxLvvvovRo0cDAM/VHdTl3GRnZ8PPz6/W80qlEl5eXnZ//iorKzFr1iw8/fTT5puUWvt8sfiQTZg8eTLOnj2LAwcOyB3FZqWnp+Pll1/Grl274OjoKHccm2cymdCtWzfMnz8fABAdHY2zZ89i5cqVGDt2rMzpbMv333+Pb7/9Fv/5z38QGRmJhIQETJs2DYGBgTxXZDVVVVV46qmnIIoiPvnkkwb7c3mpy8p8fHzg4OBw08qanJwcBAQEyJTKtrz00kvYsmULYmNj0bx5c/PxgIAAGAwGFBUV1Xq9vZ67EydOIDc3F126dIFSqYRSqcTevXuxbNkyKJVK+Pv783z9QbNmzdC+fftax9q1a4e0tDQAMJ8T/rsJvPbaa5g9ezb++te/IioqCmPGjMH06dOxYMECADxXd1KXcxMQEHDTYpbq6moUFhba7fm7UXquXr2KXbt2mUd7AOufLxYfK1Or1ejatSt2795tPmYymbB7927ExMTImEx+oijipZdewk8//YTffvsNoaGhtZ7v2rUrVCpVrXOXlJSEtLQ0uzx3Dz74IM6cOYOEhATzo1u3bhg9erT5n3m+/qd37943bY9w8eJFtGjRAgAQGhqKgICAWudLp9PhyJEjdne+ysvLoVDU/jpwcHCAyWQCwHN1J3U5NzExMSgqKsKJEyfMr/ntt99gMpnQo0ePBs8stxul59KlS/j111/h7e1d63mrn697nh5Nd7Vu3TpRo9GIa9asEc+fPy/+/e9/Fz08PMTs7Gy5o8lq0qRJolarFffs2SNmZWWZH+Xl5ebX/OMf/xBDQkLE3377TTx+/LgYExMjxsTEyJjatvxxVZco8nz90dGjR0WlUim+++674qVLl8Rvv/1WdHZ2Fr/55hvza9577z3Rw8ND/Pnnn8XTp0+Lw4cPF0NDQ8WKigoZkze8sWPHikFBQeKWLVvE1NRUccOGDaKPj484c+ZM82vs+VyVlJSI8fHxYnx8vAhAXLJkiRgfH29ehVSXc/Pwww+L0dHR4pEjR8QDBw6IERER4tNPPy3Xr2RVdzpfBoNBHDZsmNi8eXMxISGh1t/9er3e/BnWPF8sPg3ko48+EkNCQkS1Wi12795dPHz4sNyRZAfglo8vv/zS/JqKigrxxRdfFD09PUVnZ2fxscceE7OysuQLbWP+XHx4vmrbvHmz2KFDB1Gj0Yht27YVP/vss1rPm0wmcc6cOaK/v7+o0WjEBx98UExKSpIprXx0Op348ssviyEhIaKjo6MYFhYmvvHGG7W+iOz5XMXGxt7y76qxY8eKoli3c1NQUCA+/fTToqurq+ju7i6OGzdOLCkpkeG3sb47na/U1NTb/t0fGxtr/gxrni9BFP+wNScRERFRE8Y5PkRERGQ3WHyIiIjIbrD4EBERkd1g8SEiIiK7weJDREREdoPFh4iIiOwGiw8RERHZDRYfIiIishssPkTUpDz33HMYMWKE3DGIyEYp5Q5ARFRXgiDc8fl58+Zh6dKl4Ib0RHQ7LD5E1GhkZWWZ/3n9+vWYO3durTuwu7q6wtXVVY5oRNRI8FIXETUaAQEB5odWq4UgCLWOubq63nSpq3///pgyZQqmTZsGT09P+Pv74/PPP0dZWRnGjRsHNzc3tGrVCtu2bav1Z509exZDhgyBq6sr/P39MWbMGOTn5zfwb0xElsbiQ0RN3tq1a+Hj44OjR49iypQpmDRpEkaOHIlevXrh5MmTGDRoEMaMGYPy8nIAQFFRER544AFER0fj+PHj2L59O3JycvDUU0/J/JsQ0b1i8SGiJq9Tp074v//7P0REROD111+Ho6MjfHx88PzzzyMiIgJz585FQUEBTp8+DQBYvnw5oqOjMX/+fLRt2xbR0dFYvXo1YmNjcfHiRZl/GyK6F5zjQ0RNXseOHc3/7ODgAG9vb0RFRZmP+fv7AwByc3MBAKdOnUJsbOwt5wtdvnwZrVu3tnJiIrIWFh8iavJUKlWtnwVBqHXsxmoxk8kEACgtLcWjjz6KhQsX3vRZzZo1s2JSIrI2Fh8ioj/p0qULfvzxR7Rs2RJKJf+aJGpKOMeHiOhPJk+ejMLCQjz99NM4duwYLl++jB07dmDcuHEwGo1yxyOie8DiQ0T0J4GBgTh48CCMRiMGDRqEqKgoTJs2DR4eHlAo+NcmUWMmiNzilIiIiOwE/9OFiIiI7AaLDxEREdkNFh8iIiKyGyw+REREZDdYfIiIiMhusPgQERGR3WDxISIiIrvB4kNERER2g8WHiIiI7AaLDxEREdkNFh8iIiKyG/8PmR+tt2ab8/UAAAAASUVORK5CYII=", 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" ] @@ -514,6 +593,12 @@ "cell_type": "code", "execution_count": 12, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:51.320718Z", + "iopub.status.busy": "2024-07-11T15:17:51.320457Z", + "iopub.status.idle": "2024-07-11T15:17:51.382420Z", + "shell.execute_reply": "2024-07-11T15:17:51.381937Z" + }, "pycharm": { "name": "#%%\n" } @@ -521,7 +606,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -560,6 +645,12 @@ "cell_type": "code", "execution_count": 13, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:51.384202Z", + "iopub.status.busy": "2024-07-11T15:17:51.383884Z", + "iopub.status.idle": "2024-07-11T15:17:51.618625Z", + "shell.execute_reply": "2024-07-11T15:17:51.618088Z" + }, "pycharm": { "name": "#%%\n" } @@ -567,7 +658,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -612,7 +703,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.18" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb b/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb index 72f5fa0ca..dfccd4166 100644 --- a/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb +++ b/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb @@ -19,9 +19,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "37ca5c3e", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:52.679774Z", + "iopub.status.busy": "2024-07-11T15:17:52.679546Z", + "iopub.status.idle": "2024-07-11T15:17:53.601649Z", + "shell.execute_reply": "2024-07-11T15:17:53.601111Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -45,9 +51,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "c49cf2b0", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:53.603624Z", + "iopub.status.busy": "2024-07-11T15:17:53.603363Z", + "iopub.status.idle": "2024-07-11T15:17:53.606233Z", + "shell.execute_reply": "2024-07-11T15:17:53.605749Z" + } + }, "outputs": [], "source": [ "# Dictionary for Agent\n", @@ -65,9 +78,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "aff29a01", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:53.607702Z", + "iopub.status.busy": "2024-07-11T15:17:53.607459Z", + "iopub.status.idle": "2024-07-11T15:17:53.613432Z", + "shell.execute_reply": "2024-07-11T15:17:53.612977Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -85,12 +104,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "70f04d67", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:17:53.614853Z", + "iopub.status.busy": "2024-07-11T15:17:53.614617Z", + "iopub.status.idle": "2024-07-11T15:18:03.456509Z", + "shell.execute_reply": "2024-07-11T15:18:03.456093Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Seconds to compute steady state 9.832530975341797\n" + ] + } + ], "source": [ "start = time.time()\n", "Agent.compute_steady_state()\n", @@ -117,12 +150,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "e8ec958b", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:03.462310Z", + "iopub.status.busy": "2024-07-11T15:18:03.462070Z", + "iopub.status.idle": "2024-07-11T15:18:06.042341Z", + "shell.execute_reply": "2024-07-11T15:18:06.040879Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Seconds to calculate Jacobian 2.5753915309906006\n" + ] + } + ], "source": [ "start = time.time()\n", "\n", @@ -141,12 +188,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "979e3529", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:06.044697Z", + "iopub.status.busy": "2024-07-11T15:18:06.044260Z", + "iopub.status.idle": "2024-07-11T15:18:06.125115Z", + "shell.execute_reply": "2024-07-11T15:18:06.124572Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(CJAC_Perm.T[0])\n", "plt.plot(CJAC_Perm.T[10])\n", @@ -164,12 +228,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "201fbc06", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:06.126805Z", + "iopub.status.busy": "2024-07-11T15:18:06.126553Z", + "iopub.status.idle": "2024-07-11T15:18:06.188327Z", + "shell.execute_reply": "2024-07-11T15:18:06.187852Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(AJAC_Perm.T[0])\n", "plt.plot(AJAC_Perm.T[10])\n", @@ -188,9 +269,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "318efe19", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:06.189928Z", + "iopub.status.busy": "2024-07-11T15:18:06.189680Z", + "iopub.status.idle": "2024-07-11T15:18:08.856965Z", + "shell.execute_reply": "2024-07-11T15:18:08.856271Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -208,12 +295,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "20ae8342", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:08.859410Z", + "iopub.status.busy": "2024-07-11T15:18:08.859095Z", + "iopub.status.idle": "2024-07-11T15:18:08.936151Z", + "shell.execute_reply": "2024-07-11T15:18:08.935592Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(CJAC_Rfree.T[0])\n", "plt.plot(CJAC_Rfree.T[10])\n", @@ -232,10 +336,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "344473d0", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:08.937975Z", + "iopub.status.busy": "2024-07-11T15:18:08.937680Z", + "iopub.status.idle": "2024-07-11T15:18:09.002639Z", + "shell.execute_reply": "2024-07-11T15:18:09.002151Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(AJAC_Rfree.T[0])\n", "plt.plot(AJAC_Rfree.T[10])\n", @@ -254,9 +376,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "943bb3c2", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:09.004331Z", + "iopub.status.busy": "2024-07-11T15:18:09.004085Z", + "iopub.status.idle": "2024-07-11T15:18:11.493009Z", + "shell.execute_reply": "2024-07-11T15:18:11.492439Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -266,10 +394,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "b423bcb7", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:11.495181Z", + "iopub.status.busy": "2024-07-11T15:18:11.495006Z", + "iopub.status.idle": "2024-07-11T15:18:11.575022Z", + "shell.execute_reply": "2024-07-11T15:18:11.574368Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(CJAC_UnempPrb.T[0])\n", "plt.plot(CJAC_UnempPrb.T[10])\n", @@ -280,10 +426,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "d5399ce7", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:11.577138Z", + "iopub.status.busy": "2024-07-11T15:18:11.576826Z", + "iopub.status.idle": "2024-07-11T15:18:11.665322Z", + "shell.execute_reply": "2024-07-11T15:18:11.664737Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(AJAC_UnempPrb.T[0])\n", "plt.plot(AJAC_UnempPrb.T[10])\n", @@ -320,7 +484,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb b/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb index 0e04050ed..c9de4c1a8 100644 --- a/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb +++ b/examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb @@ -12,19 +12,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "46e98a1e", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:12.929098Z", + "iopub.status.busy": "2024-07-11T15:18:12.928854Z", + "iopub.status.idle": "2024-07-11T15:18:14.164584Z", + "shell.execute_reply": "2024-07-11T15:18:14.163965Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], "source": [ "%pip install sequence_jacobian -q" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "58617d0d", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:14.166757Z", + "iopub.status.busy": "2024-07-11T15:18:14.166473Z", + "iopub.status.idle": "2024-07-11T15:18:16.170398Z", + "shell.execute_reply": "2024-07-11T15:18:16.169836Z" + } + }, "outputs": [], "source": [ "import time\n", @@ -40,9 +62,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "50a586f7", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.172346Z", + "iopub.status.busy": "2024-07-11T15:18:16.172089Z", + "iopub.status.idle": "2024-07-11T15:18:16.174791Z", + "shell.execute_reply": "2024-07-11T15:18:16.174317Z" + } + }, "outputs": [], "source": [ "calibration = {\n", @@ -58,9 +87,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "2a97701f", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.176291Z", + "iopub.status.busy": "2024-07-11T15:18:16.176051Z", + "iopub.status.idle": "2024-07-11T15:18:16.178499Z", + "shell.execute_reply": "2024-07-11T15:18:16.178018Z" + } + }, "outputs": [], "source": [ "L_ss = 1.0 # Steady state labor\n", @@ -80,9 +116,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "2e8a59d1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.180292Z", + "iopub.status.busy": "2024-07-11T15:18:16.179795Z", + "iopub.status.idle": "2024-07-11T15:18:16.183175Z", + "shell.execute_reply": "2024-07-11T15:18:16.182718Z" + } + }, "outputs": [], "source": [ "from scipy.optimize import root\n", @@ -110,9 +153,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "3e580acc", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.184528Z", + "iopub.status.busy": "2024-07-11T15:18:16.184359Z", + "iopub.status.idle": "2024-07-11T15:18:16.187376Z", + "shell.execute_reply": "2024-07-11T15:18:16.186916Z" + } + }, "outputs": [ { "name": "stdout", @@ -146,9 +196,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "9b15804e", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.188916Z", + "iopub.status.busy": "2024-07-11T15:18:16.188517Z", + "iopub.status.idle": "2024-07-11T15:18:16.191540Z", + "shell.execute_reply": "2024-07-11T15:18:16.191068Z" + } + }, "outputs": [], "source": [ "def firm(\n", @@ -169,9 +226,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "08aa3eeb", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.192874Z", + "iopub.status.busy": "2024-07-11T15:18:16.192650Z", + "iopub.status.idle": "2024-07-11T15:18:16.195321Z", + "shell.execute_reply": "2024-07-11T15:18:16.194826Z" + } + }, "outputs": [ { "name": "stdout", @@ -187,9 +251,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "89a3c40a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.197198Z", + "iopub.status.busy": "2024-07-11T15:18:16.196854Z", + "iopub.status.idle": "2024-07-11T15:18:16.200538Z", + "shell.execute_reply": "2024-07-11T15:18:16.200060Z" + } + }, "outputs": [], "source": [ "HANK_Dict = {\n", @@ -243,9 +314,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "2754eb05", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.202234Z", + "iopub.status.busy": "2024-07-11T15:18:16.201828Z", + "iopub.status.idle": "2024-07-11T15:18:16.208012Z", + "shell.execute_reply": "2024-07-11T15:18:16.207551Z" + } + }, "outputs": [], "source": [ "Agent = NewKeynesianConsumerType(**HANK_Dict)" @@ -264,15 +342,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "5b97b7a8", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:16.209629Z", + "iopub.status.busy": "2024-07-11T15:18:16.209213Z", + "iopub.status.idle": "2024-07-11T15:18:32.136890Z", + "shell.execute_reply": "2024-07-11T15:18:32.136181Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Time taken to solve for steady state 20.58302927017212\n" + "Time taken to solve for steady state 15.923938751220703\n" ] } ], @@ -300,9 +385,16 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "d2dfab8c", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:32.139544Z", + "iopub.status.busy": "2024-07-11T15:18:32.139072Z", + "iopub.status.idle": "2024-07-11T15:18:32.768954Z", + "shell.execute_reply": "2024-07-11T15:18:32.768359Z" + } + }, "outputs": [], "source": [ "# Create a new agent\n", @@ -313,16 +405,23 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "8f59e006", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:32.771479Z", + "iopub.status.busy": "2024-07-11T15:18:32.770893Z", + "iopub.status.idle": "2024-07-11T15:18:32.774523Z", + "shell.execute_reply": "2024-07-11T15:18:32.773928Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "goods_clearing 0.019151809710616127\n", - "asset_clearing -4.168736467136114e-10\n" + "goods_clearing 0.01915180971061768\n", + "asset_clearing -4.0967496062194186e-10\n" ] } ], @@ -342,15 +441,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "c05c0391", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:32.776399Z", + "iopub.status.busy": "2024-07-11T15:18:32.775945Z", + "iopub.status.idle": "2024-07-11T15:18:34.861341Z", + "shell.execute_reply": "2024-07-11T15:18:34.860704Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Time taken to compute jacobians 4.696365118026733\n" + "Time taken to compute jacobians 2.081505060195923\n" ] } ], @@ -364,9 +470,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "39f4d57e", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:34.863729Z", + "iopub.status.busy": "2024-07-11T15:18:34.863456Z", + "iopub.status.idle": "2024-07-11T15:18:34.961699Z", + "shell.execute_reply": "2024-07-11T15:18:34.961204Z" + } + }, "outputs": [ { "data": { @@ -394,15 +507,22 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "e072e75a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:34.963363Z", + "iopub.status.busy": "2024-07-11T15:18:34.963127Z", + "iopub.status.idle": "2024-07-11T15:18:36.934421Z", + "shell.execute_reply": "2024-07-11T15:18:36.933827Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Time taken to compute jacobians 4.930043697357178\n" + "Time taken to compute jacobians 1.9681644439697266\n" ] } ], @@ -416,9 +536,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "72b5f7b6", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:36.936521Z", + "iopub.status.busy": "2024-07-11T15:18:36.936352Z", + "iopub.status.idle": "2024-07-11T15:18:37.030368Z", + "shell.execute_reply": "2024-07-11T15:18:37.029894Z" + } + }, "outputs": [ { "data": { @@ -446,7 +573,14 @@ "cell_type": "code", "execution_count": 18, "id": "03d2d6a1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:37.031973Z", + "iopub.status.busy": "2024-07-11T15:18:37.031719Z", + "iopub.status.idle": "2024-07-11T15:18:37.034897Z", + "shell.execute_reply": "2024-07-11T15:18:37.034428Z" + } + }, "outputs": [], "source": [ "# Store Jacobians in JacobianDict Object\n", @@ -494,7 +628,14 @@ "cell_type": "code", "execution_count": 19, "id": "87abc1e4", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:37.036298Z", + "iopub.status.busy": "2024-07-11T15:18:37.036133Z", + "iopub.status.idle": "2024-07-11T15:18:37.039725Z", + "shell.execute_reply": "2024-07-11T15:18:37.039275Z" + } + }, "outputs": [], "source": [ "@simple\n", @@ -514,9 +655,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "f95cd93a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:37.041046Z", + "iopub.status.busy": "2024-07-11T15:18:37.040862Z", + "iopub.status.idle": "2024-07-11T15:18:37.043470Z", + "shell.execute_reply": "2024-07-11T15:18:37.043027Z" + } + }, "outputs": [], "source": [ "ks = create_model([Jacobian_Dict, firm, mkt_clearing], name=\"Krusell-Smith\")" @@ -532,9 +680,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "48330acf", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:37.044970Z", + "iopub.status.busy": "2024-07-11T15:18:37.044736Z", + "iopub.status.idle": "2024-07-11T15:18:37.540207Z", + "shell.execute_reply": "2024-07-11T15:18:37.539636Z" + } + }, "outputs": [], "source": [ "T = 300 # <-- the length of the IRF\n", @@ -552,9 +707,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "2f5a085f", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:37.543608Z", + "iopub.status.busy": "2024-07-11T15:18:37.542367Z", + "iopub.status.idle": "2024-07-11T15:18:37.548991Z", + "shell.execute_reply": "2024-07-11T15:18:37.547940Z" + } + }, "outputs": [], "source": [ "def show_irfs(\n", @@ -583,10 +745,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "71cceab3", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:37.551795Z", + "iopub.status.busy": "2024-07-11T15:18:37.551168Z", + "iopub.status.idle": "2024-07-11T15:18:38.115947Z", + "shell.execute_reply": "2024-07-11T15:18:38.115339Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Impulse Responses to Productivity Shock\n", "show_irfs([irfs_Z], [\"Y\", \"C\", \"Z\", \"K\", \"r\"])" @@ -602,9 +782,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "d9887a17", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:38.117826Z", + "iopub.status.busy": "2024-07-11T15:18:38.117548Z", + "iopub.status.idle": "2024-07-11T15:18:38.151869Z", + "shell.execute_reply": "2024-07-11T15:18:38.151347Z" + } + }, "outputs": [], "source": [ "from estimation.plots import plot_timeseries\n", @@ -613,10 +800,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "74dbf468", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:38.153873Z", + "iopub.status.busy": "2024-07-11T15:18:38.153408Z", + "iopub.status.idle": "2024-07-11T15:18:38.927145Z", + "shell.execute_reply": "2024-07-11T15:18:38.926592Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "outputs = [\"Y\", \"K\", \"r\"]\n", "\n", @@ -665,7 +870,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsNewKeynesianModel/SSJ_example.ipynb b/examples/ConsNewKeynesianModel/SSJ_example.ipynb index b60c87c60..974f2c1a0 100644 --- a/examples/ConsNewKeynesianModel/SSJ_example.ipynb +++ b/examples/ConsNewKeynesianModel/SSJ_example.ipynb @@ -66,7 +66,14 @@ "cell_type": "code", "execution_count": 1, "id": "49d75e2d", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:40.101540Z", + "iopub.status.busy": "2024-07-11T15:18:40.101273Z", + "iopub.status.idle": "2024-07-11T15:18:42.038784Z", + "shell.execute_reply": "2024-07-11T15:18:42.038231Z" + } + }, "outputs": [], "source": [ "# Basic scientific tools\n", @@ -98,7 +105,14 @@ "cell_type": "code", "execution_count": 2, "id": "3fa9a283", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:42.040794Z", + "iopub.status.busy": "2024-07-11T15:18:42.040531Z", + "iopub.status.idle": "2024-07-11T15:18:42.043439Z", + "shell.execute_reply": "2024-07-11T15:18:42.042922Z" + } + }, "outputs": [], "source": [ "# Steady state calibration\n", @@ -128,6 +142,12 @@ "execution_count": 3, "id": "e4a84511", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:42.045340Z", + "iopub.status.busy": "2024-07-11T15:18:42.045007Z", + "iopub.status.idle": "2024-07-11T15:18:42.047991Z", + "shell.execute_reply": "2024-07-11T15:18:42.047487Z" + }, "tags": [] }, "outputs": [], @@ -155,7 +175,14 @@ "cell_type": "code", "execution_count": 4, "id": "ac7ec69c", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:42.049630Z", + "iopub.status.busy": "2024-07-11T15:18:42.049348Z", + "iopub.status.idle": "2024-07-11T15:18:53.785162Z", + "shell.execute_reply": "2024-07-11T15:18:53.784395Z" + } + }, "outputs": [], "source": [ "# Define a function that computes steady state aggregate assets as a function of the discount factor\n", @@ -193,14 +220,21 @@ "cell_type": "code", "execution_count": 5, "id": "dc28006a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:53.787571Z", + "iopub.status.busy": "2024-07-11T15:18:53.787235Z", + "iopub.status.idle": "2024-07-11T15:18:53.956841Z", + "shell.execute_reply": "2024-07-11T15:18:53.956249Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Goods clearing condition: 1.3156142841808105e-14\n", - "Asset clearing condition: -3.6684544291176735e-13\n" + "Goods clearing condition: -5.717648576819556e-15\n", + "Asset clearing condition: 9.786615962070755e-14\n" ] } ], @@ -233,13 +267,20 @@ "cell_type": "code", "execution_count": 6, "id": "ea09fc75", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:53.964534Z", + "iopub.status.busy": "2024-07-11T15:18:53.960783Z", + "iopub.status.idle": "2024-07-11T15:18:58.057830Z", + "shell.execute_reply": "2024-07-11T15:18:58.051045Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Time to compute Jacobians: 9.221 seconds.\n" + "Time to compute Jacobians: 4.083 seconds.\n" ] } ], @@ -275,7 +316,14 @@ "cell_type": "code", "execution_count": 7, "id": "ce169ef9", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.060877Z", + "iopub.status.busy": "2024-07-11T15:18:58.060423Z", + "iopub.status.idle": "2024-07-11T15:18:58.179239Z", + "shell.execute_reply": "2024-07-11T15:18:58.178734Z" + } + }, "outputs": [ { "data": { @@ -310,7 +358,14 @@ "cell_type": "code", "execution_count": 8, "id": "6eff21bb", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.180887Z", + "iopub.status.busy": "2024-07-11T15:18:58.180631Z", + "iopub.status.idle": "2024-07-11T15:18:58.252879Z", + "shell.execute_reply": "2024-07-11T15:18:58.252380Z" + } + }, "outputs": [ { "data": { @@ -358,7 +413,14 @@ "cell_type": "code", "execution_count": 9, "id": "b35ed9e0", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.254493Z", + "iopub.status.busy": "2024-07-11T15:18:58.254241Z", + "iopub.status.idle": "2024-07-11T15:18:58.257844Z", + "shell.execute_reply": "2024-07-11T15:18:58.257371Z" + } + }, "outputs": [], "source": [ "# Government Budget Constraint\n", @@ -382,7 +444,14 @@ "cell_type": "code", "execution_count": 10, "id": "f5710651", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.259285Z", + "iopub.status.busy": "2024-07-11T15:18:58.259041Z", + "iopub.status.idle": "2024-07-11T15:18:58.261500Z", + "shell.execute_reply": "2024-07-11T15:18:58.261053Z" + } + }, "outputs": [], "source": [ "# Store Jacobians in JacobianDict Object.\n", @@ -395,6 +464,12 @@ "execution_count": 11, "id": "ffe65da0-7cea-4d60-9afe-f89adae896f8", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.262806Z", + "iopub.status.busy": "2024-07-11T15:18:58.262641Z", + "iopub.status.idle": "2024-07-11T15:18:58.265325Z", + "shell.execute_reply": "2024-07-11T15:18:58.264872Z" + }, "tags": [] }, "outputs": [], @@ -422,7 +497,14 @@ "cell_type": "code", "execution_count": 12, "id": "dbce1742", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.266883Z", + "iopub.status.busy": "2024-07-11T15:18:58.266458Z", + "iopub.status.idle": "2024-07-11T15:18:58.874848Z", + "shell.execute_reply": "2024-07-11T15:18:58.874281Z" + } + }, "outputs": [], "source": [ "# Create the model by combining three blocks:\n", @@ -455,6 +537,12 @@ "execution_count": 13, "id": "93a0c5fc", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.877152Z", + "iopub.status.busy": "2024-07-11T15:18:58.876714Z", + "iopub.status.idle": "2024-07-11T15:18:58.881898Z", + "shell.execute_reply": "2024-07-11T15:18:58.881399Z" + }, "jupyter": { "source_hidden": true }, @@ -501,7 +589,14 @@ "cell_type": "code", "execution_count": 14, "id": "d287b37c", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:58.886034Z", + "iopub.status.busy": "2024-07-11T15:18:58.885538Z", + "iopub.status.idle": "2024-07-11T15:18:59.122664Z", + "shell.execute_reply": "2024-07-11T15:18:59.122162Z" + } + }, "outputs": [ { "data": { @@ -535,7 +630,14 @@ "cell_type": "code", "execution_count": 15, "id": "603c9385", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.124527Z", + "iopub.status.busy": "2024-07-11T15:18:59.124077Z", + "iopub.status.idle": "2024-07-11T15:18:59.132277Z", + "shell.execute_reply": "2024-07-11T15:18:59.131598Z" + } + }, "outputs": [], "source": [ "# Define a 'fiscal rule' to this government spending shock\n", @@ -558,6 +660,12 @@ "execution_count": 16, "id": "332b34b6", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.134438Z", + "iopub.status.busy": "2024-07-11T15:18:59.133905Z", + "iopub.status.idle": "2024-07-11T15:18:59.435694Z", + "shell.execute_reply": "2024-07-11T15:18:59.435153Z" + }, "jupyter": { "source_hidden": true } @@ -588,6 +696,12 @@ "execution_count": 17, "id": "b0560df9-6428-4a31-921b-8637ef57107e", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.437479Z", + "iopub.status.busy": "2024-07-11T15:18:59.437215Z", + "iopub.status.idle": "2024-07-11T15:18:59.611736Z", + "shell.execute_reply": "2024-07-11T15:18:59.611234Z" + }, "jupyter": { "source_hidden": true } @@ -639,7 +753,14 @@ "cell_type": "code", "execution_count": 18, "id": "d6743a5c-797d-4ba6-b6ba-ba6a4bf471a7", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.613380Z", + "iopub.status.busy": "2024-07-11T15:18:59.613123Z", + "iopub.status.idle": "2024-07-11T15:18:59.617291Z", + "shell.execute_reply": "2024-07-11T15:18:59.616827Z" + } + }, "outputs": [], "source": [ "@sj.solved(\n", @@ -671,7 +792,14 @@ "cell_type": "code", "execution_count": 19, "id": "91f14ad6-9b3a-45a1-ab1a-e2d9fe989240", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.618714Z", + "iopub.status.busy": "2024-07-11T15:18:59.618540Z", + "iopub.status.idle": "2024-07-11T15:18:59.622587Z", + "shell.execute_reply": "2024-07-11T15:18:59.622143Z" + } + }, "outputs": [], "source": [ "# Deep in SSJ weeds, we need this object:\n", @@ -710,7 +838,14 @@ "cell_type": "code", "execution_count": 20, "id": "79c5ab27-ab2e-442c-812b-383df409bfdc", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.624198Z", + "iopub.status.busy": "2024-07-11T15:18:59.623757Z", + "iopub.status.idle": "2024-07-11T15:18:59.626403Z", + "shell.execute_reply": "2024-07-11T15:18:59.625818Z" + } + }, "outputs": [], "source": [ "# base dictionary for calibrating representative agent and two agent household.\n", @@ -727,7 +862,14 @@ "cell_type": "code", "execution_count": 21, "id": "ad591df6-2229-4a26-bbf3-1cc5328048d4", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.627699Z", + "iopub.status.busy": "2024-07-11T15:18:59.627534Z", + "iopub.status.idle": "2024-07-11T15:18:59.632305Z", + "shell.execute_reply": "2024-07-11T15:18:59.631753Z" + } + }, "outputs": [], "source": [ "# Rep Agent calibration\n", @@ -754,7 +896,14 @@ "cell_type": "code", "execution_count": 22, "id": "51819b72-9ba9-4a36-b240-72745a1c2579", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.633723Z", + "iopub.status.busy": "2024-07-11T15:18:59.633551Z", + "iopub.status.idle": "2024-07-11T15:18:59.637965Z", + "shell.execute_reply": "2024-07-11T15:18:59.637536Z" + } + }, "outputs": [], "source": [ "# Two Agent calibration\n", @@ -786,7 +935,14 @@ "cell_type": "code", "execution_count": 23, "id": "7238b86f-2033-40a6-a9f9-9fa31a4c02a1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:18:59.639386Z", + "iopub.status.busy": "2024-07-11T15:18:59.639141Z", + "iopub.status.idle": "2024-07-11T15:19:00.076544Z", + "shell.execute_reply": "2024-07-11T15:19:00.075938Z" + } + }, "outputs": [ { "data": { @@ -839,9 +995,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "id": "b5c0769c-7cd4-4050-9a8e-8e303f5e80de", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:00.078219Z", + "iopub.status.busy": "2024-07-11T15:19:00.077977Z", + "iopub.status.idle": "2024-07-11T15:19:00.913663Z", + "shell.execute_reply": "2024-07-11T15:19:00.912950Z" + } + }, "outputs": [], "source": [ "from estimation.routines import simulate\n", @@ -908,13 +1071,20 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "id": "e3d57079-04c4-4567-80a0-10ac88c006ed", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:00.916022Z", + "iopub.status.busy": "2024-07-11T15:19:00.915659Z", + "iopub.status.idle": "2024-07-11T15:19:01.211050Z", + "shell.execute_reply": "2024-07-11T15:19:01.210428Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -960,7 +1130,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb index 4babde2c8..7380978f7 100644 --- a/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb +++ b/examples/ConsNewKeynesianModel/SSJ_explanation.ipynb @@ -297,7 +297,14 @@ "cell_type": "code", "execution_count": 1, "id": "0b15d547", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:02.685944Z", + "iopub.status.busy": "2024-07-11T15:19:02.685696Z", + "iopub.status.idle": "2024-07-11T15:19:02.695888Z", + "shell.execute_reply": "2024-07-11T15:19:02.695336Z" + } + }, "outputs": [ { "data": { @@ -342,7 +349,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb b/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb index 3f998ac3a..0dc432fac 100644 --- a/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb +++ b/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb @@ -40,9 +40,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "1f08d05f", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:03.635119Z", + "iopub.status.busy": "2024-07-11T15:19:03.634881Z", + "iopub.status.idle": "2024-07-11T15:19:04.560302Z", + "shell.execute_reply": "2024-07-11T15:19:04.559707Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -66,9 +72,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "0dc82f9b", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:04.562378Z", + "iopub.status.busy": "2024-07-11T15:19:04.562123Z", + "iopub.status.idle": "2024-07-11T15:19:04.566200Z", + "shell.execute_reply": "2024-07-11T15:19:04.565679Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -128,9 +140,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "fae48368", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:04.567813Z", + "iopub.status.busy": "2024-07-11T15:19:04.567578Z", + "iopub.status.idle": "2024-07-11T15:19:04.908665Z", + "shell.execute_reply": "2024-07-11T15:19:04.908095Z" + } + }, "outputs": [], "source": [ "example1 = NewKeynesianConsumerType(**Dict)\n", @@ -164,9 +183,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "749d88aa", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:04.910621Z", + "iopub.status.busy": "2024-07-11T15:19:04.910368Z", + "iopub.status.idle": "2024-07-11T15:19:50.587253Z", + "shell.execute_reply": "2024-07-11T15:19:50.586737Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -198,12 +223,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "74c568e6", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:19:50.589572Z", + "iopub.status.busy": "2024-07-11T15:19:50.589244Z", + "iopub.status.idle": "2024-07-11T15:20:39.815236Z", + "shell.execute_reply": "2024-07-11T15:20:39.814798Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Seconds to calculate both the transition matrix and the steady state distribution 49.21401596069336\n" + ] + } + ], "source": [ "example1.define_distribution_grid(num_pointsP=110, timestonest=3)\n", "p = example1.dist_pGrid # Grid of permanent income levels\n", @@ -227,9 +266,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "cf241bb0", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:20:39.817210Z", + "iopub.status.busy": "2024-07-11T15:20:39.817069Z", + "iopub.status.idle": "2024-07-11T15:20:39.852950Z", + "shell.execute_reply": "2024-07-11T15:20:39.852628Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -256,12 +301,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "4508692e", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:20:39.854867Z", + "iopub.status.busy": "2024-07-11T15:20:39.854711Z", + "iopub.status.idle": "2024-07-11T15:20:39.859095Z", + "shell.execute_reply": "2024-07-11T15:20:39.858712Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TranMatrix Assets = [0.4171459]\n", + "Simulated Assets = 0.41176409927674273\n", + "TranMatrix Consumption = [1.00150435]\n", + "Simulated Consumption = 1.0010436523456714\n" + ] + } + ], "source": [ "print(\"TranMatrix Assets = \" + str(AggA))\n", "print(\"Simulated Assets = \" + str(Monte_Carlo_Assets))\n", @@ -282,9 +344,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "4caa59e3", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:20:39.860926Z", + "iopub.status.busy": "2024-07-11T15:20:39.860780Z", + "iopub.status.idle": "2024-07-11T15:21:47.977014Z", + "shell.execute_reply": "2024-07-11T15:21:47.976522Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -308,12 +376,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ae083acc", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:47.979980Z", + "iopub.status.busy": "2024-07-11T15:21:47.979258Z", + "iopub.status.idle": "2024-07-11T15:21:48.113255Z", + "shell.execute_reply": "2024-07-11T15:21:48.112653Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.rcParams[\"figure.figsize\"] = (20, 10)\n", "plt.plot(\n", @@ -349,12 +434,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "32250b58", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:48.115176Z", + "iopub.status.busy": "2024-07-11T15:21:48.114905Z", + "iopub.status.idle": "2024-07-11T15:21:48.250653Z", + "shell.execute_reply": "2024-07-11T15:21:48.250154Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "num_pts = len(example1.dist_mGrid)\n", "mdstn = np.zeros(num_pts)\n", @@ -396,12 +498,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "f5c5a54f", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:48.252589Z", + "iopub.status.busy": "2024-07-11T15:21:48.252145Z", + "iopub.status.idle": "2024-07-11T15:21:48.404448Z", + "shell.execute_reply": "2024-07-11T15:21:48.403926Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "dstn = example1.erg_dstn\n", "\n", @@ -437,9 +556,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "3f93f08e", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:48.406096Z", + "iopub.status.busy": "2024-07-11T15:21:48.405854Z", + "iopub.status.idle": "2024-07-11T15:21:48.414206Z", + "shell.execute_reply": "2024-07-11T15:21:48.413689Z" + } + }, "outputs": [], "source": [ "# Compute all possible mLvl values given permanent income grid and normalized market resources grid\n", @@ -464,9 +590,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "f591cffb", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:48.415811Z", + "iopub.status.busy": "2024-07-11T15:21:48.415511Z", + "iopub.status.idle": "2024-07-11T15:21:48.419569Z", + "shell.execute_reply": "2024-07-11T15:21:48.419116Z" + } + }, "outputs": [], "source": [ "def jump_to_grid_fast(m_vals, probs, Dist_mGrid):\n", @@ -522,12 +655,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "9c6867ee", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:48.421162Z", + "iopub.status.busy": "2024-07-11T15:21:48.420717Z", + "iopub.status.idle": "2024-07-11T15:21:48.684974Z", + "shell.execute_reply": "2024-07-11T15:21:48.684449Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_159424/3173883360.py:46: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " probGrid[mlowerIndex] += probs[i] * mlowerWeight\n", + "/tmp/ipykernel_159424/3173883360.py:47: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " probGrid[mupperIndex] += probs[i] * mupperWeight\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "mLvl = (\n", " example1.state_now[\"mNrm\"] * example1.state_now[\"pLvl\"]\n", @@ -570,10 +730,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "5d31a147", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:48.686659Z", + "iopub.status.busy": "2024-07-11T15:21:48.686411Z", + "iopub.status.idle": "2024-07-11T15:21:48.939414Z", + "shell.execute_reply": "2024-07-11T15:21:48.938914Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_159424/3173883360.py:46: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " probGrid[mlowerIndex] += probs[i] * mlowerWeight\n", + "/tmp/ipykernel_159424/3173883360.py:47: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " probGrid[mupperIndex] += probs[i] * mupperWeight\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "asset_Lvl = example1.state_now[\"aLvl\"] # market resources from Monte Carlo Simulations\n", "pmf = jump_to_grid_fast(\n", @@ -627,9 +815,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "582ea2c9", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:48.941087Z", + "iopub.status.busy": "2024-07-11T15:21:48.940846Z", + "iopub.status.idle": "2024-07-11T15:21:49.296032Z", + "shell.execute_reply": "2024-07-11T15:21:49.295502Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -654,9 +848,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "68d37656", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:49.297867Z", + "iopub.status.busy": "2024-07-11T15:21:49.297631Z", + "iopub.status.idle": "2024-07-11T15:21:49.303164Z", + "shell.execute_reply": "2024-07-11T15:21:49.302713Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -671,12 +871,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "357c1baf", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:49.304514Z", + "iopub.status.busy": "2024-07-11T15:21:49.304345Z", + "iopub.status.idle": "2024-07-11T15:21:57.076556Z", + "shell.execute_reply": "2024-07-11T15:21:57.075987Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Seconds to calculate both the transition matrix and the steady state distribution with Harmenberg 7.7690629959106445\n" + ] + } + ], "source": [ "# Set up grid and calculate steady state transition Matrices\n", "\n", @@ -710,12 +924,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "bfc3fe24", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:57.078470Z", + "iopub.status.busy": "2024-07-11T15:21:57.078316Z", + "iopub.status.idle": "2024-07-11T15:21:57.233393Z", + "shell.execute_reply": "2024-07-11T15:21:57.232854Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(\n", " aLvls[100:],\n", @@ -748,9 +979,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "bb5383de", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:57.236305Z", + "iopub.status.busy": "2024-07-11T15:21:57.235852Z", + "iopub.status.idle": "2024-07-11T15:21:57.797154Z", + "shell.execute_reply": "2024-07-11T15:21:57.793057Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -773,12 +1010,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "90ff7aad", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:57.799515Z", + "iopub.status.busy": "2024-07-11T15:21:57.799352Z", + "iopub.status.idle": "2024-07-11T15:21:57.958191Z", + "shell.execute_reply": "2024-07-11T15:21:57.957678Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "for i in range(len(Agg_AVals)):\n", " plt.plot(\n", @@ -816,12 +1070,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "52420de0", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:21:57.959971Z", + "iopub.status.busy": "2024-07-11T15:21:57.959705Z", + "iopub.status.idle": "2024-07-11T15:22:00.917053Z", + "shell.execute_reply": "2024-07-11T15:22:00.916541Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ss.AgentCount = 25000\n", "ss.T_sim = 700\n", @@ -841,9 +1112,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "2b898628", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:00.918728Z", + "iopub.status.busy": "2024-07-11T15:22:00.918471Z", + "iopub.status.idle": "2024-07-11T15:22:00.958056Z", + "shell.execute_reply": "2024-07-11T15:22:00.957567Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -895,9 +1172,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "16caa27d", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:00.959706Z", + "iopub.status.busy": "2024-07-11T15:22:00.959463Z", + "iopub.status.idle": "2024-07-11T15:22:00.962212Z", + "shell.execute_reply": "2024-07-11T15:22:00.961748Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -922,9 +1205,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "2c19a5c4", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:00.963652Z", + "iopub.status.busy": "2024-07-11T15:22:00.963420Z", + "iopub.status.idle": "2024-07-11T15:22:00.974970Z", + "shell.execute_reply": "2024-07-11T15:22:00.974500Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -942,12 +1231,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "cd713927", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:00.976427Z", + "iopub.status.busy": "2024-07-11T15:22:00.976188Z", + "iopub.status.idle": "2024-07-11T15:22:01.135254Z", + "shell.execute_reply": "2024-07-11T15:22:01.134760Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "seconds past : 0.1545109748840332\n" + ] + } + ], "source": [ "# Simulate with Monte Carlo\n", "\n", @@ -1003,12 +1306,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "0b054e97", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:01.136859Z", + "iopub.status.busy": "2024-07-11T15:22:01.136622Z", + "iopub.status.idle": "2024-07-11T15:22:01.496759Z", + "shell.execute_reply": "2024-07-11T15:22:01.496346Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Seconds to calc_transition_matrix 0.35512876510620117\n" + ] + } + ], "source": [ "# Change Income Process to allow permanent income shocks to be drawn from neutral measure\n", "FinHorizonAgent.mCount = ss.mCount\n", @@ -1032,9 +1349,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "b93cddbd", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:01.499301Z", + "iopub.status.busy": "2024-07-11T15:22:01.498688Z", + "iopub.status.idle": "2024-07-11T15:22:01.556983Z", + "shell.execute_reply": "2024-07-11T15:22:01.556542Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -1076,12 +1399,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "67c68171", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:01.560078Z", + "iopub.status.busy": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# plt.plot(AggC, label = 'without Harmenberg') #Without Neutral Measure\n", "plt.plot(\n", @@ -1109,12 +1449,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "00d8dc82", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:01.691287Z", + "iopub.status.busy": "2024-07-11T15:22:01.691021Z", + "iopub.status.idle": "2024-07-11T15:22:01.814938Z", + "shell.execute_reply": "2024-07-11T15:22:01.814408Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(\n", " AggA_fast,\n", @@ -1154,7 +1511,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb b/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb index 4875717ed..313aa12f8 100644 --- a/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb @@ -17,6 +17,12 @@ "cell_type": "code", "execution_count": 1, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:03.151436Z", + "iopub.status.busy": "2024-07-11T15:22:03.150891Z", + "iopub.status.idle": "2024-07-11T15:22:04.094525Z", + "shell.execute_reply": "2024-07-11T15:22:04.093909Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -50,7 +56,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:04.096537Z", + "iopub.status.busy": "2024-07-11T15:22:04.096263Z", + "iopub.status.idle": "2024-07-11T15:22:04.100669Z", + "shell.execute_reply": "2024-07-11T15:22:04.100038Z" + } + }, "outputs": [], "source": [ "# Initial attempt for defining a dictionary for the Portfolio consumer type -- needs to be tested!\n", @@ -107,7 +120,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:04.102362Z", + "iopub.status.busy": "2024-07-11T15:22:04.102100Z", + "iopub.status.idle": "2024-07-11T15:22:07.793328Z", + "shell.execute_reply": "2024-07-11T15:22:07.792760Z" + } + }, "outputs": [ { "name": "stdout", @@ -120,7 +140,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving an infinite horizon portfolio choice problem took 7.2448813915252686 seconds.\n" + "Solving an infinite horizon portfolio choice problem took 3.679520845413208 seconds.\n" ] } ], @@ -145,6 +165,12 @@ "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:07.795107Z", + "iopub.status.busy": "2024-07-11T15:22:07.794849Z", + "iopub.status.idle": "2024-07-11T15:22:07.928534Z", + "shell.execute_reply": "2024-07-11T15:22:07.928015Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -157,7 +183,7 @@ }, { "data": { - "image/png": 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787Q1+7Rs57tU9wjw1d3nR+YdmxhOl2qgCxFmAOAK5JypcXSpPl3V4Fg+vm8vzZ2QqDtGxaqHlZ9YoDvwTQOATqprtOm9g8Vasy9fey6aHymyZ4Bmj0vQ3PGJGhjV04UVAt6JMAMAl2AYhg4VVmr13jz9a3+RqhqaJUk+Fmnq4D6aNyFJtwyLkr+vj4srBbwXYQYA2lFe26iNWYVas69AR4orHcuTIoI1d3yC5qQmKDaM+ZEAd0CYAYDz7HZDu06e1eq9+frgcIkaz3epDvDz0YyRLV2qJ/fvLR+6VANuhTADwOudrmrQGxkFWr03T7kXdakeFhuq+yYkaubYOIUH06UacFeEGQBeyW439MnxM3p9d542Hyl1zFLd0+qnmWPjdN+EJI2MD6VLNWAChBkAXqWkol5r9+Vrzd58FZbXOZaPSwrXfROTdOfoWAUH8NMImAnfWAAer9lm1/YvT+v1PXn6+GiZzt+EUViQv+5Jidf8iUnMUg2YGGEGgMcq+KpWa/fma+2+ApVU1juWT0yO0PyJiZoxMlaB/sxSDZgdYQaAR2my2bXlSKle35OvHcdOyzh/FyaiR4DmjIvXvAlJDGwHeBjCDACPkHu2Rqv35mvdvgKdqb4wvcB1A3vrvglJum1EtKx+3IUBPBFhBoBpNTTb9NHhUq3em6fPjp91LI/sadW94xN034RE9e3dw4UVAugOhBkApnPidLVW78nTm5mFOlfTKEmyWKQbBvXR/IlMLwB4G8IMAFOob7Lp/UPFen13vvacujDJY0xooOZOSNTc8QlK6BXswgoBuAphBoBbyy6p0ut78rQ+s0CV9Rcmebx5aJTmT0zS1MF95MddGMCrEWYAuJ36JpveO1isVbvztC/3K8fy+PAg3TchUfeOT1RMWKALKwTgTggzANzG8bJqvb4nT29kFKiirkmS5Otj0a3DojV/UpK+NTBSvkzyCOBrCDMAXKqh2aYPD5dq1e5c7Tp5oS1MfHiQ5k9M1NzxiYoK5S4MgI4RZgC4RO7ZGq3ak6c39hXo7PkeSa1tYe6f1Fc3DO7DXRgAnUKYAdBtWkfn/efuPH1y7IxjeXSoVfMmJOm+CYmKCw9yYYUAzIgwA6DLFZbXafWePK3Zm6+yqpbReVvHhfnupCTdMjSKHkkArhhhBkCXsNkNbcsu0z9352lb9oWZqiN7Bmju+ETNn5ikxAjGhQFw9QgzAK6p0sp6rdmbr9V78lRUcWGm6ikDeuv+SX116/BoBfhxFwbAtUOYAXDV7HZDnxw/o1W7c7X5SJls52/DhAf7697UBM2fmKT+fZipGkDXIMwAuGKnqxq0LiNfr+/JU/65OsfyCf166f5JfXX7yBgF+jNTNYCuRZgB4BTDMLQn55z+sStXHx4uUZOt5S5MSKCf5oxL0HcnJWlwdIiLqwTgTQgzADqlqr5JG7MK9Y9dufqytNqxfGxiuL47KUl3jY5TUAB3YQB0P8IMgEs6WlKp13blakNmoWoabZKkIH9fzUqJ0/2T+mpkfJiLKwTg7QgzAL6hsdmuDw6X6LX0XO05dWGKgf59euiByX01e1yCwoL8XVghAFxAmAHgUFhep9d352n13jydqW6ZYsDXx6Lbhkfrgcl9lTagtywWphgA4F4IM4CXs9sNfXbijP6RnqvNR0odg9tFhVg1f2KS5k9MUkwYEz0CcF+EGcBLVdQ2aV1Gvv65O085Z2ocy9P699YDaS2D2/kzxQAAEyDMAF7mYEGF/rHrlP51oEj1TXZJUojVT3NSE3T/pCQNols1AJMhzABeoL7Jpnc+L9Y/duXqQH65Y/nQmBAtSOunmWPj1MPKzwEAc+LXC/BguWdr9M/deVq7L1/ltU2SpABfH317VIweSOurcUm9aNALwPQIM4CHaZ2t+tX0XG3/8rRjeXx4kO6fnKS54xMV2dPqwgoB4NoizAAeorVB76vpuco7V+tYPnVwHz0wua9uGholXx/uwgDwPIQZwOSyS6q0cucpbcwqVF1Tywi9oYF+mjchUfdP6qt+kT1cXCEAdC3CDGBCzTa7Nh8p1cqdp7Tr5IUReodEh2jhlH6alRKn4AC+3gC8A792gImcq2nU6r15ei09V0UV9ZIujNC7cEo/TUqOoEEvAK9DmAFM4FBhhVbubBkbprG5ZWyYiB4Bum9Cov7P5L6KCw9ycYUA4DqEGcBNNdnsev9Qif6+85Qycr9yLB8ZH6qFaf1015g4Bfr7urBCAHAPhBnAzZRV1ev13fn65+5clVU1SJL8fCz69qhYLZzST+OSwnmUBAAXcTrM7NixQ88++6wyMjJUXFysDRs2aNasWR2uv23bNt10003fWF5cXKyYmBhnPx7wWFl5X2nlzlN672Cxmmwtsz32CbHquxOTdP+kJEWFMtkjALTH6TBTU1OjMWPG6OGHH9bs2bM7vV12drZCQ0Mdf0dFRTn70YDHaX2UtOLTHO2/aJqBlKRwPTiln2aMjFWAH5M9AsClOB1mZsyYoRkzZjj9QVFRUQoPD3d6O8ATldc2atWePL26M1cllS29kgJ8fXTXmDgtnNJXoxPCXVsgAJhIt7WZGTt2rBoaGjRy5Ej96le/0nXXXdddHw24jeNlVXrls1N6M7PAMWN1ZE+rHpjcV/dPTmKaAQC4Al0eZmJjY7V8+XKNHz9eDQ0Nevnll3XjjTdq9+7dGjduXLvbNDQ0qKGhwfF3ZWVlV5cJdBnDMLTj2Bmt+DSnzVxJw2ND9ci3knXnmFhZ/eiVBABXqsvDzJAhQzRkyBDH31OmTNGJEyf0hz/8Qf/4xz/a3WbZsmX69a9/3dWlAV2qrtGmDVmFWvFZjo6XVUuSLBbp1mHRevhbyQxwBwDXiEu6Zk+cOFGffvpph+8/9dRTWrJkiePvyspKJSYmdkdpwFUrqajXq+mntGpPnsprmyRJPa1+mjs+UQ9O6aek3sEurhAAPItLwsz+/fsVGxvb4ftWq1VWK20HYC4H8su14rMcvft5sZrtLV2rEyOC9OCUZM0dn6CQQH8XVwgAnsnpMFNdXa3jx487/s7JydH+/fsVERGhpKQkPfXUUyosLNSrr74qSfrjH/+o5ORkjRgxQvX19Xr55Zf18ccf66OPPrp2RwG4SLPNrg8Pl2rFZzltRumdlByhh7+VrGnDouXrw6MkAOhKToeZffv2tRkEr/Vx0MKFC7Vy5UoVFxcrLy/P8X5jY6N+8pOfqLCwUMHBwRo9erQ2b97c7kB6gFlU1Tdpzd58vfLZKRWW10mS/H0tumtMnB6+Llkj48NcXCEAeA+LYRiGq4u4nMrKSoWFhamioqLNwHtAdyuuqNPKz05p1e48VTU0S5J69wjQ/ZP76v9MTlJUCKP0AkCr7rp+MzcT0AmHiyr08ic5evtAkaM9zIA+PfTo9f11T0o8Ez4CgAsRZoAOtI4P89cdJ/Xp8TOO5ZP7R+ix6/vrpiFR8qE9DAC4HGEG+JrGZrv+daBIf91xUtmlVZIk3/OzVj92fTJTDQCAmyHMAOdV1Dbpn3ty9fedp1Ra2TICdXCAr+6bkKSHruunxAjGhwEAd0SYgdfLP1erFZ/laM3efNU22iRJ0aFWPTglWd+dmKSwYMaHAQB3RpiB1zqQX66/fnJS7x0s1vk2vRoaE6LHru+vu8bEKcDPx7UFAgA6hTADr2IYhrZln9YL209oT845x/LrB0Xqsev76/pBkcyXBAAmQ5iBV2i22fXuwWK9sO2Ejpa0NOr187Ho7jFxevT6/hoex/hFAGBWhBl4tLpGm9Zl5OulHSdV8FXLSL09Anz13UlJevhbyYoNC3JxhQCAq0WYgUeqqG3Sq+mntHLnKZ2taZTUMlLvQ9f10wOT+9GoFwA8CGEGHqWkol5/+/SkVu3OU835nkkJvYL0vRv6697URAUFMFIvAHgawgw8wonT1Xpp+0mtzypQk62la9LQmBA9fuMA3TEqVn6+9EwCAE9FmIGp7c8v1/JtJ/ThFyVqnTJ1YnKEHr9xgG4c3IeeSQDgBQgzMB3DMPTJsTN6YdsJpZ8861h+6/Bo/WDqAKX27eXC6gAA3Y0wA9Ow2w199EWpnt96XAcLKyS1dK+elRKv79/QX4OiQ1xcIQDAFQgzcHutY8Q8v/W4viytliQF+ftq/sQkPXp9suLC6V4NAN6MMAO31dhs18asQv1l23GdOlsrSQqx+unB6/rpoeuSFdEjwMUVAgDcAWEGbqe+yaa1+/L14vaTKixvGeiuV7C/Hr2+vx5I66vQQMaIAQBcQJiB26hpaNaq3Xl66ZOTOl3VIEnqE2LV92/or/kTk9TDyv9dAQDfxNUBLldR16RXd57Sis9y9FVtkyQpPjxIP7hxgO5NTVCgPwPdAQA6RpiBy5yradSKT3P0952nVNXQLEnq1ztYP7xpoO5JiZc/A90BADqBMINud7a6QX/9JEevpp9S7fkpB4ZEh+iHNw3QnaPj5OvDQHcAgM4jzKDbtBdiRsWH6YmbB+rWYdHyIcQAAK4AYQZdrr0QMzohTIunDdJNQ6KYcgAAcFUIM+gyhBgAQHcgzOCa6+hx0uJpg3TzUEIMAODaIszgmiHEAABcgTCDq/ZVTaNe3HGSEAMAcAnCDK5YVX2TXv4kR3/7NEfV58eJGRkfqsW3DNYtwwgxAIDuQZiB0+oabfp7+ikt335C5edH7B0eG6oltxJiAADdjzCDTmtotmn1nnz979bjjrmTBvTpoSW3DtGMkTGMEwMAcAnCDC6r2WbX+qxC/c/mY45ZrBN6BWnxtMGaNTZOfkw7AABwIcIMOmS3G3r3YLH+sPlLnTxdI0mKCrHqR7cM0rzxiQrwI8QAAFyPMINvMAxDHx8t0+8++lJHiislSb2C/fXDGwfqgbS+zGINAHArhBm0sffUOS1774gy88olSSFWPz16fX89/K1+Cgn0d21xAAC0gzADSdLxsir99oNsbfqiVJIU6O+jB6ck6/s39FevHgEurg4AgI4RZrxcaWW9/rj5S63Zmy+7Ifn6WDR3fKJ+PG2QokIDXV0eAACXRZjxUlX1TXpx+0m9/OlJ1TfZJUm3DY/WT28fqoFRPV1cHQAAnUeY8TKNzXat2p2rP318XOdqGiVJ45LC9fS3h2l8vwgXVwcAgPMIM17CMAy983mxfvdRtnLP1kqS+kf20E9vH6rpI6IZtRcAYFqEGS+QkfuVfvPOFzqQXy5Jiuxp1eJpgzRvQqL8GfAOAGByhBkPVlRep/96/6j+daBIkhQc4Kvv3zBAj16frB5WTj0AwDNwRfNAtY3NWr79pF7acUL1TXZZLNLc1ET9ZPpgRYXQQwkA4FkIMx7Ebje0cX+hfvvBUZVWtkwEOTE5Qs/cOVwj48NcXB0AAF2DMOMhMnLP6Tdvf6EDBRWSpMSIID09Y5huHxlD414AgEcjzJjc6aoGLXv/iNZnFkqSegT46ombB+mh6/oxhxIAwCsQZkyq2WbXP3fn6XcfZauqvpl2MQAAr0WYMaGM3HP65cbD+uL8jNaj4sP077NGamxiuGsLAwDABQgzJnKmukG/ff+o1mUUSJLCgvz1/00fovkTk+TrQ7sYAIB3IsyYgN1u6PW9efrt+0dVWd8sSZo3PlE/vX2Ieve0urg6AABcizDj5o6XVeup9Z9r76mvJEkj4kL1m5kjldq3l4srAwDAPRBm3FRjs13Lt5/Q/358XI02u4IDfPVvtw3Rwin9eKQEAMBFCDNuKDPvK/38zc/1ZWm1JOnGIX30H7NGKqFXsIsrAwDA/RBm3Eh9k01/2PSlXvrkpAxD6t0jQM/cNVx3j4lj4DsAADpAmHEThwortGTtfsfdmNkp8frlncPVq0eAiysDAMC9EWZcrMlm11+2ntCfPz6mZruhyJ4BWjZ7tG4dHu3q0gAAMAXCjAudOlOjJ1dnOeZT+vaoGP3HrFGK4G4MAACdRphxkbf2F+r/33BI1Q3NCg3007/PGknbGAAArgBhppvVNjbrV/86rLX7WkbxndgvQv8zf6xiw4JcXBkAAOZEmOlGX5ZW6Yf/zNTxsmpZLNKPbhqo/3vLIPn5+ri6NAAATIsw000+OFSsJWsPqLbRpj4hVv3PvLGaMjDS1WUBAGB6Tt8S2LFjh+666y7FxbW079i4ceNlt9m2bZvGjRsnq9WqgQMHauXKlVdQqjnZ7YZ+v+lL/eC1TNU22pTWv7fef/J6ggwAANeI02GmpqZGY8aM0fPPP9+p9XNycnTHHXfopptu0v79+7V48WI9+uij+vDDD50u1myq6pv0vX9k6E9bjkmSHrqun/7xyERFMjkkAADXjNOPmWbMmKEZM2Z0ev3ly5crOTlZzz33nCRp2LBh+vTTT/WHP/xB06dPd/bjTaO0sl4PvrJXR4orFeDno/+8Z5S+k5rg6rIAAPA4Xd5mJj09XdOmTWuzbPr06Vq8eHGH2zQ0NKihocHxd2VlZVeV1yWOl1Vr4Yo9KiyvU2RPq/66IFUpScxyDQBAV+jybjQlJSWKjm47mm10dLQqKytVV1fX7jbLli1TWFiY45WYmNjVZV4zmXlf6TvLd6qwvE7JkT20/vEpBBkAALqQW/YJfuqpp1RRUeF45efnu7qkTtmTc04PvLxb5bVNGpsYrjcfn6Kk3sx0DQBAV+ryx0wxMTEqLS1ts6y0tFShoaEKCmp/oDir1Sqr1VyNZNNPnNXDK/eqrsmm6wb21l8XjFdwAD3fAQDoal1+ZyYtLU1btmxps2zTpk1KS0vr6o/uNvtOndNDK/eorsmmGwb30d8WTiDIAADQTZwOM9XV1dq/f7/2798vqaXr9f79+5WXlyep5RHRggULHOv/4Ac/0MmTJ/XTn/5UR48e1V/+8hetXbtWP/7xj6/NEbjYF0WVemjlXtU32TV1cB+99ECqAv19XV0WAABew+kws2/fPqWkpCglJUWStGTJEqWkpOiZZ56RJBUXFzuCjSQlJyfr3Xff1aZNmzRmzBg999xzevnllz2iW3bu2RotWLFHVfXNGt+3l5b/H4IMAADdzWIYhuHqIi6nsrJSYWFhqqioUGhoqKvLkSRV1DXpnr98ppOnazQ0JkRrvp+msCB/V5cFAIDb6K7rt1v2ZnJ3Nruh//t6lk6erlFsWKBefXgiQQYAABchzFyBZe8d0fYvTyvQ30d/XTBeUaGBri4JAACvRZhx0nsHi/XypzmSpOfuHauR8WEurggAAO9GmHFC3tla/eyNzyVJj984QHeMjnVxRQAAgDDTSU02u554PVNVDS09l35y62BXlwQAAESY6bQXtp3Q5wUVCgvy15/mp8jPl386AADcAVfkTjhSXKk/f3xMkvSbmSMUF97+NAwAAKD7EWYuo8lm17+tO6Amm6Hbhkfr7jFxri4JAABchDBzGS/tOKnDRZUKD/bXf9wzUhaLxdUlAQCAixBmLqHgq1rH46Vn7hyuqBDGkwEAwN0QZi7hP945ovomuyYlR+ielHhXlwMAANpBmOnAji9P64PDJfL1seg3M3m8BACAuyLMtMNmN/Sf7x2RJC1I66shMSEurggAAHSEMNOODVmFOlpSpdBAPz15yyBXlwMAAC6BMPM19U02/f6jbEnSD28aqPDgABdXBAAALoUw8zWv7cpVUUW9YsMC9eCUfq4uBwAAXAZh5iL1TTa9uOOkJGnxtEEK9Pd1cUUAAOByCDMXWZdRoNNVDYoLC9Q9KQmuLgcAAHQCYea8JptdL24/IUn63g39FeDHPw0AAGbAFfu8tw8UqeCrOkX2DNB9E5NcXQ4AAOgkwsx5f995SpL04JR+tJUBAMBECDOSDuSX60BBhQJ8fTSfuzIAAJgKYUbSq+m5kqQ7R8eqd0+ri6sBAADO8PowU1HXpLc/L5IkPZDW18XVAAAAZ3l9mHnvYLEam+0aEh2isYnhri4HAAA4yevDzPrMAknS7HHxzIwNAIAJeXWYyT1bo72nvpKPRZqVEu/qcgAAwBXw6jCzIatQkvStQX0UHRro4moAAMCV8NowYxiG1me2hJk547grAwCAWXltmDlUWKm8c7UK8vfVrcOjXV0OAAC4Ql4bZt4/VCxJumloHwUH+Lm4GgAAcKW8MswYhqH3D5VIkm4fGeviagAAwNXwyjCTXVqlnDM1CvDz0c1Do1xdDgAAuApeGWbeP9hyV+aGQX3U08ojJgAAzMwrw8wH5x8xzRgZ4+JKAADA1fK6MHPidLWyS6vk52PRtGH0YgIAwOy8Lsx8eLjlrsyUgZEKC/Z3cTUAAOBqeV2Y2fxFqSTpNsaWAQDAI3hVmDlT3aCs/HJJ0i3D6MUEAIAn8Kows/VomQxDGhEXqtiwIFeXAwAArgGvCjNbjpRJkm6h4S8AAB7Da8JMQ7NNnxw7LUmaxiMmAAA8hteEmV0nz6mm0aaoEKtGxoW5uhwAAHCNeE2Yae3FdMuwKPn4WFxcDQAAuFa8IswYhqGPj55vLzOU9jIAAHgSrwgzx8uqVVhepwA/H103MNLV5QAAgGvIK8LM9i9bGv5OSo5QUICvi6sBAADXkleFmamD+7i4EgAAcK15fJipa7Rpd845SdKNQwgzAAB4Go8PM7tyzqqx2a748CAN6NPT1eUAAIBrzOPDzPbslkdMNwyOlMVCl2wAADyNx4eZHbSXAQDAo3l0mMk7W6uTZ2rk62PRFLpkAwDgkTw6zGw/PxdTalIvhQb6u7gaAADQFTw7zJxvLzOVXkwAAHgsjw0zjc127TxxRhLtZQAA8GQeG2b25Z5TbaNNkT0DNDw21NXlAACALuKxYWbn8bOSpG8NjGSWbAAAPJjHhpldJ1vCTNqA3i6uBAAAdCWPDDN1jTYdKCiXJE3uT5gBAMCTXVGYef7559WvXz8FBgZq0qRJ2rNnT4frrly5UhaLpc0rMDDwigvujMy8r9RkMxQTGqikiOAu/SwAAOBaToeZNWvWaMmSJVq6dKkyMzM1ZswYTZ8+XWVlZR1uExoaquLiYscrNzf3qoq+nP355ZKkCckRTGEAAICHczrM/P73v9djjz2mhx56SMOHD9fy5csVHBysFStWdLiNxWJRTEyM4xUdHX1VRV9OdkmVJGlYbEiXfg4AAHA9p8JMY2OjMjIyNG3atAs78PHRtGnTlJ6e3uF21dXV6tu3rxITEzVz5kwdPnz4kp/T0NCgysrKNi9ntIaZIdGEGQAAPJ1TYebMmTOy2WzfuLMSHR2tkpKSdrcZMmSIVqxYobfeekuvvfaa7Ha7pkyZooKCgg4/Z9myZQoLC3O8EhMTO11jY7NdJ05Xt3x2DGEGAABP1+W9mdLS0rRgwQKNHTtWU6dO1fr169WnTx+9+OKLHW7z1FNPqaKiwvHKz8/v9OflnKlRs91QT6uf4sODrsUhAAAAN+bnzMqRkZHy9fVVaWlpm+WlpaWKiYnp1D78/f2VkpKi48ePd7iO1WqV1Wp1pjSH7NKWR0yDo3vS+BcAAC/g1J2ZgIAApaamasuWLY5ldrtdW7ZsUVpaWqf2YbPZdPDgQcXGxjpXaSdll7S0r+EREwAA3sGpOzOStGTJEi1cuFDjx4/XxIkT9cc//lE1NTV66KGHJEkLFixQfHy8li1bJkn6zW9+o8mTJ2vgwIEqLy/Xs88+q9zcXD366KPX9kjOyy45316Gxr8AAHgFp8PMvHnzdPr0aT3zzDMqKSnR2LFj9cEHHzgaBefl5cnH58INn6+++kqPPfaYSkpK1KtXL6Wmpmrnzp0aPnz4tTuKi2SXttyZGcydGQAAvILFMAzD1UVcTmVlpcLCwlRRUaHQ0I5nwK5paNaIpR9KkjJ+MU29e15ZuxsAAHD1Onv9vloeNTfTl+cb/0b2tBJkAADwEh4ZZobyiAkAAK/hUWHmaElrt2zCDAAA3sKjwgx3ZgAA8D4eFWZa52SiJxMAAN7DY8LMmeoGnalulNQy+i8AAPAOHhNmvjx/VyYpIljBAU4PnwMAAEzKY8JM65xMTGMAAIB38Zwwc/7ODNMYAADgXTwnzHBnBgAAr+QRYcZuNxxtZuiWDQCAd/GIMFNYXqeaRpv8fS3qF9nD1eUAAIBu5BFhprW9zIA+PeXv6xGHBAAAOskjrvy0lwEAwHt5RpgpIcwAAOCtPCvM0C0bAACvY/ow09hs14nT1ZK4MwMAgDcyfZjJOVOjZruhnlY/xYcHubocAADQzUwfZlob/w6O7imLxeLiagAAQHczf5gpqZTEIyYAALyVB4SZ8+1laPwLAIBXMn+YKW25MzOYOzMAAHglU4eZmoZm5Z+rk8SdGQAAvJWpw8yX5xv/Rva0qndPq4urAQAAruARYYaZsgEA8F6mDjNHS1q7ZRNmAADwVqYOM9yZAQAApg4zrXMy0ZMJAADvZdowc6a6QWeqGyW1jP4LAAC8k2nDzJfn78okRQQrOMDPxdUAAABXMW2YaZ2TiWkMAADwbuYNM+fvzDBYHgAA3s28YYY7MwAAQCYNM3a74WgzQ5gBAMC7mTLMFJbXqabRJn9fi5Ije7i6HAAA4EKmDDOt7WUG9Okpf19THgIAALhGTJkEaC8DAABamTPM0F4GAACcZ8ow0zonE92yAQCA6cJMk82uE6erJXFnBgAAmDDM5JypUZPNUE+rn+LDg1xdDgAAcDHThZmjrTNlR/eUxWJxcTUAAMDVTBdmGCwPAABczHRh5ihzMgEAgIuYLsy09mQazJ0ZAAAgk4WZmoZm5Z2rlcSdGQAA0MJUYaa1S3ZkT6t697S6uBoAAOAOTBVmjp1/xDSUR0wAAOA8c4WZshpJ0mAeMQEAgPNMFWaOl3FnBgAAtGWqMHOstKXNDD2ZAABAK1OFmbM1jZJaRv8FAACQTBZmJCkpIljBAX6uLgMAALgJ04UZpjEAAAAXM1+YoScTAAC4iPnCDHdmAADARQgzAADA1EwVZvx9LUqO7OHqMgAAgBsxVZhJjuwhf19TlQwAALqYqZLBwCjGlwEAAG1dUZh5/vnn1a9fPwUGBmrSpEnas2fPJddft26dhg4dqsDAQI0aNUrvvffeFRVLmAEAAF/ndJhZs2aNlixZoqVLlyozM1NjxozR9OnTVVZW1u76O3fu1Pz58/XII48oKytLs2bN0qxZs3To0CGni2WCSQAA8HUWwzAMZzaYNGmSJkyYoP/93/+VJNntdiUmJupHP/qRfv7zn39j/Xnz5qmmpkbvvPOOY9nkyZM1duxYLV++vFOfWVlZqbCwMH1xqljD+sY4Uy4AAHCR1ut3RUWFQkNDu+xznLoz09jYqIyMDE2bNu3CDnx8NG3aNKWnp7e7TXp6epv1JWn69Okdri9JDQ0NqqysbPOSpLjwIGfKBQAAXsCpMHPmzBnZbDZFR0e3WR4dHa2SkpJ2tykpKXFqfUlatmyZwsLCHK/ExERJksVicaZcAADgBdyyN9NTTz2liooKxys/P9/VJQEAADfl1PTTkZGR8vX1VWlpaZvlpaWliolpvy1LTEyMU+tLktVqldVqdaY0AADgpZy6MxMQEKDU1FRt2bLFscxut2vLli1KS0trd5u0tLQ260vSpk2bOlwfAADAGU7dmZGkJUuWaOHChRo/frwmTpyoP/7xj6qpqdFDDz0kSVqwYIHi4+O1bNkySdKTTz6pqVOn6rnnntMdd9yh1atXa9++fXrppZeu7ZEAAACv5HSYmTdvnk6fPq1nnnlGJSUlGjt2rD744ANHI9+8vDz5+Fy44TNlyhStWrVKv/jFL/T0009r0KBB2rhxo0aOHHntjgIAAHgtp8eZcYXu6qcOAACuHbccZwYAAMDdEGYAAICpEWYAAICpEWYAAICpEWYAAICpEWYAAICpEWYAAICpEWYAAICpEWYAAICpOT2dgSu0DlJcWVnp4koAAEBntV63u3qyAVOEmbNnz0qSEhMTXVwJAABw1tmzZxUWFtZl+zdFmImIiJDUMollV/5juJvKykolJiYqPz/fq+ak4rg5bm/AcXPc3qCiokJJSUmO63hXMUWYaZ2FOywszKv+T9AqNDSU4/YiHLd34bi9i7ced+t1vMv236V7BwAA6GKEGQAAYGqmCDNWq1VLly6V1Wp1dSndiuPmuL0Bx81xewOOu2uP22J0dX8pAACALmSKOzMAAAAdIcwAAABTI8wAAABTI8wAAABTc5sw8/zzz6tfv34KDAzUpEmTtGfPnkuuv27dOg0dOlSBgYEaNWqU3nvvvW6q9NpYtmyZJkyYoJCQEEVFRWnWrFnKzs6+5DYrV66UxWJp8woMDOymiq+NX/3qV984hqFDh15yG7Ofa0nq16/fN47bYrFo0aJF7a5v1nO9Y8cO3XXXXYqLi5PFYtHGjRvbvG8Yhp555hnFxsYqKChI06ZN07Fjxy67X2d/H7rbpY67qalJP/vZzzRq1Cj16NFDcXFxWrBggYqKii65zyv5rnS3y53vBx988BvHcPvtt192v2Y+35La/a5bLBY9++yzHe7T3c93Z65Z9fX1WrRokXr37q2ePXtqzpw5Ki0tveR+r/Q34evcIsysWbNGS5Ys0dKlS5WZmakxY8Zo+vTpKisra3f9nTt3av78+XrkkUeUlZWlWbNmadasWTp06FA3V37ltm/frkWLFmnXrl3atGmTmpqadNttt6mmpuaS24WGhqq4uNjxys3N7aaKr50RI0a0OYZPP/20w3U94VxL0t69e9sc86ZNmyRJ9957b4fbmPFc19TUaMyYMXr++efbff+///u/9ac//UnLly/X7t271aNHD02fPl319fUd7tPZ3wdXuNRx19bWKjMzU7/85S+VmZmp9evXKzs7W3ffffdl9+vMd8UVLne+Jen2229vcwyvv/76Jfdp9vMtqc3xFhcXa8WKFbJYLJozZ84l9+vO57sz16wf//jHevvtt7Vu3Tpt375dRUVFmj179iX3eyW/Ce0y3MDEiRONRYsWOf622WxGXFycsWzZsnbXnzt3rnHHHXe0WTZp0iTj+9//fpfW2ZXKysoMScb27ds7XOeVV14xwsLCuq+oLrB06VJjzJgxnV7fE8+1YRjGk08+aQwYMMCw2+3tvu8J51qSsWHDBsffdrvdiImJMZ599lnHsvLycsNqtRqvv/56h/tx9vfB1b5+3O3Zs2ePIcnIzc3tcB1nvyuu1t5xL1y40Jg5c6ZT+/HE8z1z5kzj5ptvvuQ6ZjvfX79mlZeXG/7+/sa6desc6xw5csSQZKSnp7e7jyv9TWiPy+/MNDY2KiMjQ9OmTXMs8/Hx0bRp05Sent7uNunp6W3Wl6Tp06d3uL4ZVFRUSNJlJ+Oqrq5W3759lZiYqJkzZ+rw4cPdUd41dezYMcXFxal///66//77lZeX1+G6nniuGxsb9dprr+nhhx+WxWLpcD1PONcXy8nJUUlJSZvzGRYWpkmTJnV4Pq/k98EMKioqZLFYFB4efsn1nPmuuKtt27YpKipKQ4YM0eOPP66zZ892uK4nnu/S0lK9++67euSRRy67rpnO99evWRkZGWpqampz7oYOHaqkpKQOz92V/CZ0xOVh5syZM7LZbIqOjm6zPDo6WiUlJe1uU1JS4tT67s5ut2vx4sW67rrrNHLkyA7XGzJkiFasWKG33npLr732mux2u6ZMmaKCgoJurPbqTJo0SStXrtQHH3ygF154QTk5Obr++utVVVXV7vqedq4laePGjSovL9eDDz7Y4TqecK6/rvWcOXM+r+T3wd3V19frZz/7mebPn3/JCQed/a64o9tvv12vvvqqtmzZot/+9rfavn27ZsyYIZvN1u76nni+//73vyskJOSyj1vMdL7bu2aVlJQoICDgGwH9ctfy1nU6u01HTDFrtqdbtGiRDh06dNnno2lpaUpLS3P8PWXKFA0bNkwvvvii/v3f/72ry7wmZsyY4fjfo0eP1qRJk9S3b1+tXbu2U//l4gn+9re/acaMGYqLi+twHU841/impqYmzZ07V4Zh6IUXXrjkup7wXbnvvvsc/3vUqFEaPXq0BgwYoG3btumWW25xYWXdZ8WKFbr//vsv24DfTOe7s9es7uTyOzORkZHy9fX9Rovn0tJSxcTEtLtNTEyMU+u7syeeeELvvPOOtm7dqoSEBKe29ff3V0pKio4fP95F1XW98PBwDR48uMNj8KRzLUm5ubnavHmzHn30Uae284Rz3XrOnDmfV/L74K5ag0xubq42bdp0ybsy7bncd8UM+vfvr8jIyA6PwZPOtyR98sknys7Odvr7Lrnv+e7omhUTE6PGxkaVl5e3Wf9y1/LWdTq7TUdcHmYCAgKUmpqqLVu2OJbZ7XZt2bKlzX+ZXiwtLa3N+pK0adOmDtd3R4Zh6IknntCGDRv08ccfKzk52el92Gw2HTx4ULGxsV1QYfeorq7WiRMnOjwGTzjXF3vllVcUFRWlO+64w6ntPOFcJycnKyYmps35rKys1O7duzs8n1fy++COWoPMsWPHtHnzZvXu3dvpfVzuu2IGBQUFOnv2bIfH4Cnnu9Xf/vY3paamasyYMU5v627n+3LXrNTUVPn7+7c5d9nZ2crLy+vw3F3Jb8KlCnS51atXG1ar1Vi5cqXxxRdfGN/73veM8PBwo6SkxDAMw3jggQeMn//85471P/vsM8PPz8/43e9+Zxw5csRYunSp4e/vbxw8eNBVh+C0xx9/3AgLCzO2bdtmFBcXO161tbWOdb5+3L/+9a+NDz/80Dhx4oSRkZFh3HfffUZgYKBx+PBhVxzCFfnJT35ibNu2zcjJyTE+++wzY9q0aUZkZKRRVlZmGIZnnutWNpvNSEpKMn72s5994z1POddVVVVGVlaWkZWVZUgyfv/73xtZWVmOXjv/9V//ZYSHhxtvvfWW8fnnnxszZ840kpOTjbq6Osc+br75ZuPPf/6z4+/L/T64g0sdd2Njo3H33XcbCQkJxv79+9t83xsaGhz7+PpxX+674g4uddxVVVXGv/3bvxnp6elGTk6OsXnzZmPcuHHGoEGDjPr6esc+PO18t6qoqDCCg4ONF154od19mO18d+aa9YMf/MBISkoyPv74Y2Pfvn1GWlqakZaW1mY/Q4YMMdavX+/4uzO/CZ3hFmHGMAzjz3/+s5GUlGQEBAQYEydONHbt2uV4b+rUqcbChQvbrL927Vpj8ODBRkBAgDFixAjj3Xff7eaKr46kdl+vvPKKY52vH/fixYsd/0bR0dHGt7/9bSMzM7P7i78K8+bNM2JjY42AgAAjPj7emDdvnnH8+HHH+554rlt9+OGHhiQjOzv7G+95yrneunVru/+/bj02u91u/PKXvzSio6MNq9Vq3HLLLd/49+jbt6+xdOnSNssu9fvgDi513Dk5OR1+37du3erYx9eP+3LfFXdwqeOura01brvtNqNPnz6Gv7+/0bdvX+Oxxx77RijxtPPd6sUXXzSCgoKM8vLydvdhtvPdmWtWXV2d8cMf/tDo1auXERwcbNxzzz1GcXHxN/Zz8Tad+U3oDMv5nQMAAJiSy9vMAAAAXA3CDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMDXCDAAAMLX/B8opN5xqMVYHAAAAAElFTkSuQmCC", + "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -210,45 +236,57 @@ "cell_type": "code", "execution_count": 5, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:07.930206Z", + "iopub.status.busy": "2024-07-11T15:22:07.929945Z", + "iopub.status.idle": "2024-07-11T15:22:08.228360Z", + "shell.execute_reply": "2024-07-11T15:22:08.227873Z" + }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { "text/plain": [ - "{'cNrm': array([[0.90817813, 1.03234821, 0.93895877, ..., 0.97818197, 0.84936023,\n", - " 1.12020242],\n", - " [0.91474163, 0.99404945, 0.92925541, ..., 1.00258044, 0.88811106,\n", - " 0.95785348],\n", - " [0.92452554, 0.99946726, 0.91657271, ..., 1.0145365 , 0.91073661,\n", - " 0.95003374],\n", + "{'cNrm': array([[0.94449375, 1.05100456, 0.9356256 , ..., 0.98425683, 0.85612338,\n", + " 1.17989959],\n", + " [0.92584352, 1.04320533, 0.70324769, ..., 1.00654201, 0.9036357 ,\n", + " 1.10969382],\n", + " [0.93661413, 1.01547995, 0.39485473, ..., 0.96439858, 0.90337007,\n", + " 1.05355431],\n", " ...,\n", - " [1.05525904, 1.30859317, 1.08580425, ..., 1.07313982, 1.10496708,\n", - " 1.10367467],\n", - " [0.99155135, 1.27986199, 1.02756805, ..., 0.91256189, 1.08057739,\n", - " 1.05870027],\n", - " [1.01262128, 1.25321369, 0.93162567, ..., 0.98424266, 1.09826349,\n", - " 1.05456893]]),\n", - " 'Share': array([[1., 1., 1., ..., 1., 1., 1.],\n", - " [1., 1., 1., ..., 1., 1., 1.],\n", - " [1., 1., 1., ..., 1., 1., 1.],\n", + " [0.93032901, 1.66761254, 1.15575218, ..., 1.32799353, 1.05324817,\n", + " 1.13988003],\n", + " [0.93197068, 1.49486035, 1.08335149, ..., 1.24391658, 1.00136163,\n", + " 1.08439969],\n", + " [0.9545978 , 1.53367694, 1.08795946, ..., 1.31940141, 1.03070202,\n", + " 1.10826285]]),\n", + " 'Share': array([[1. , 1. , 1. , ..., 1. , 1. ,\n", + " 1. ],\n", + " [1. , 1. , 1. , ..., 1. , 1. ,\n", + " 1. ],\n", + " [1. , 1. , 1. , ..., 1. , 1. ,\n", + " 1. ],\n", " ...,\n", - " [1., 1., 1., ..., 1., 1., 1.],\n", - " [1., 1., 1., ..., 1., 1., 1.],\n", - " [1., 1., 1., ..., 1., 1., 1.]]),\n", - " 'aNrm': array([[0.45105775, 1.02451044, 0.55260976, ..., 0.71761922, 0.30438465,\n", - " 1.69655849],\n", - " [0.47126329, 0.79777627, 0.51833236, ..., 0.84425365, 0.39528295,\n", - " 0.62640529],\n", - " [0.50266055, 0.82688186, 0.47690025, ..., 0.91314754, 0.45893397,\n", - " 0.59459155],\n", + " [1. , 0.86978448, 1. , ..., 1. , 1. ,\n", + " 1. ],\n", + " [1. , 1. , 1. , ..., 1. , 1. ,\n", + " 1. ],\n", + " [1. , 0.96980028, 1. , ..., 1. , 1. ,\n", + " 1. ]]),\n", + " 'aNrm': array([[0.57340032, 1.15100405, 0.5408086 , ..., 0.74710998, 0.31873697,\n", + " 2.23779631],\n", + " [0.50702748, 1.09691301, 0.11566926, ..., 0.86648847, 0.43800078,\n", + " 1.60717581],\n", + " [0.54430854, 0.91879238, 0. , ..., 0.65458599, 0.43723903,\n", + " 1.16920216],\n", " ...,\n", - " [1.18137778, 3.54572822, 1.41193215, ..., 1.31347257, 1.56764985,\n", - " 1.55691688],\n", - " [0.78448834, 3.24002816, 0.99370181, ..., 0.46455303, 1.37089633,\n", - " 1.20605758],\n", - " [0.90190887, 2.96305707, 0.52664676, ..., 0.74703738, 1.51231658,\n", - " 1.17644888]]),\n", + " [0.52205593, 7.87694693, 2.01268514, ..., 3.75606929, 1.16701567,\n", + " 1.8690813 ],\n", + " [0.52786829, 5.68343548, 1.39267564, ..., 2.86797932, 0.83741291,\n", + " 1.40090496],\n", + " [0.61315991, 6.16146305, 1.42910594, ..., 3.6625533 , 1.01374387,\n", + " 1.59510094]]),\n", " 't_age': array([[ 1., 1., 1., ..., 1., 1., 1.],\n", " [ 2., 2., 2., ..., 2., 2., 2.],\n", " [ 3., 3., 3., ..., 3., 3., 3.],\n", @@ -275,6 +313,12 @@ "cell_type": "code", "execution_count": 6, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:08.229922Z", + "iopub.status.busy": "2024-07-11T15:22:08.229723Z", + "iopub.status.idle": "2024-07-11T15:22:08.232640Z", + "shell.execute_reply": "2024-07-11T15:22:08.232166Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -311,7 +355,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:08.234696Z", + "iopub.status.busy": "2024-07-11T15:22:08.234280Z", + "iopub.status.idle": "2024-07-11T15:22:08.237634Z", + "shell.execute_reply": "2024-07-11T15:22:08.237022Z" + } + }, "outputs": [], "source": [ "# Make another example type, but this one optimizes risky portfolio share only\n", @@ -327,6 +378,12 @@ "cell_type": "code", "execution_count": 8, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:08.239655Z", + "iopub.status.busy": "2024-07-11T15:22:08.239376Z", + "iopub.status.idle": "2024-07-11T15:22:14.942715Z", + "shell.execute_reply": "2024-07-11T15:22:14.942197Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -341,7 +398,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving an infinite horizon discrete portfolio choice problem took 12.47995638847351 seconds.\n" + "Solving an infinite horizon discrete portfolio choice problem took 6.693212270736694 seconds.\n" ] } ], @@ -372,6 +429,12 @@ "cell_type": "code", "execution_count": 9, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:14.944343Z", + "iopub.status.busy": "2024-07-11T15:22:14.944083Z", + "iopub.status.idle": "2024-07-11T15:22:15.060894Z", + "shell.execute_reply": "2024-07-11T15:22:15.060405Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -384,7 +447,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -434,6 +497,12 @@ "cell_type": "code", "execution_count": 10, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:15.062517Z", + "iopub.status.busy": "2024-07-11T15:22:15.062244Z", + "iopub.status.idle": "2024-07-11T15:22:15.064903Z", + "shell.execute_reply": "2024-07-11T15:22:15.064443Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -463,6 +532,12 @@ "cell_type": "code", "execution_count": 11, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:15.066252Z", + "iopub.status.busy": "2024-07-11T15:22:15.066083Z", + "iopub.status.idle": "2024-07-11T15:22:15.068509Z", + "shell.execute_reply": "2024-07-11T15:22:15.068065Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -477,6 +552,12 @@ "cell_type": "code", "execution_count": 12, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:15.069948Z", + "iopub.status.busy": "2024-07-11T15:22:15.069705Z", + "iopub.status.idle": "2024-07-11T15:22:25.962286Z", + "shell.execute_reply": "2024-07-11T15:22:25.961730Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -491,7 +572,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving an infinite horizon sticky portfolio choice problem took 18.66243577003479 seconds.\n" + "Solving an infinite horizon sticky portfolio choice problem took 10.882011890411377 seconds.\n" ] } ], @@ -525,6 +606,12 @@ "cell_type": "code", "execution_count": 13, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:25.963953Z", + "iopub.status.busy": "2024-07-11T15:22:25.963686Z", + "iopub.status.idle": "2024-07-11T15:22:26.020717Z", + "shell.execute_reply": "2024-07-11T15:22:26.020190Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -537,7 +624,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -558,6 +645,12 @@ "cell_type": "code", "execution_count": 14, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:26.022387Z", + "iopub.status.busy": "2024-07-11T15:22:26.022131Z", + "iopub.status.idle": "2024-07-11T15:22:26.098331Z", + "shell.execute_reply": "2024-07-11T15:22:26.097745Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -570,7 +663,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -596,6 +689,12 @@ "cell_type": "code", "execution_count": 15, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:26.100114Z", + "iopub.status.busy": "2024-07-11T15:22:26.099790Z", + "iopub.status.idle": "2024-07-11T15:22:26.176937Z", + "shell.execute_reply": "2024-07-11T15:22:26.176357Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -609,7 +708,7 @@ }, { "data": { - "image/png": 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EZk5pJcekB9oAAP71+yVodbwEn4iIyNgYiCzAqN4BcLa1RmpOCf53NsPU5RAREbU4DEQWwF5lhbER1VecLf/tIm/USEREZGQMRBZi3P2BUFnJcfJaAeIu5Zq6HCIiohaFgchCeDio8GzP6oe+Lt6dzLNERERERsRAZEFeGdgOSoUcR1LzcCCFZ4mIiIiMhYHIgvi52Oof+rpoVxLPEhERERkJA5GF+duD7WBjLceJtHzsScoydTlEREQtAgORhfFytNHfvXrR/y7wLBEREZER/OVApNFokJSUhKqqKmPWQ/UwZUA72CsVOHujEL+c4X2JiIiIGqvBgai0tBSTJk2CnZ0dunTpgrS0NADA9OnTsWDBAqMXSLW52SsxqV9bAMDHO86joorPOCMiImqMBgeimJgYnDx5Env37oWNjY2+PTIyEuvXrzdqcXRnU/q3hZejCldyS/HNwSumLoeIiMiiNTgQbdq0CUuWLMEDDzwAmUymb+/SpQsuXrxo1OLozuxVVngjKggA8MWvycgtrjBxRURERJarwYEoOzsbXl5etdpLSkoMAhI1vad7+KOLnxOKyqvw2e4Lpi6HiIjIYjU4EPXs2RPbtm3Tf18Tgv79738jIiLCeJXRPcnlMrz/eGcAwPeH03D6WoGJKyIiIrJMVg1d4aOPPsLgwYNx7tw5VFVV4fPPP8e5c+dw8OBB/Pbbb01RI91Fn7buGN7ND5sTbiBm4yls+ltfWCl4NwUiIqKGaPAn5wMPPICTJ0+iqqoKISEh+N///gcvLy/ExcUhLCysKWqke3hvSGc42VjhzPVCrInjBGsiIqKGalAgqqysxMSJEyGTyfD111/jyJEjOHfuHP7zn/8gJCSkqWqke/B0VCHmsWAAwKL/JeFGfpmJKyIiIrIsDQpE1tbW+PHHH41awNKlSxEYGAgbGxuEh4fjyJEjd+2fn5+PqVOnwtfXFyqVCh07dsT27duNWpMlGtlTjZ6tXVGq0WL25jO8gzUREVEDNHjIbMSIEdi0aZNR3nz9+vWIjo7GnDlzcPz4cYSGhiIqKgpZWXU/o0uj0eDhhx/G5cuXsWHDBiQlJeHrr79Gq1atjFKPJZPLZfjoyRBYK2TYnZiFH49fN3VJREREFkMmGngq4f/+7/+waNEiDBo0CGFhYbC3tzdYPmPGjHpvKzw8HL169cKSJUsAADqdDmq1GtOnT8fbb79dq//y5cuxcOFCnD9/HtbW1g0pW6+wsBDOzs4oKCiAk5PTX9qGOfvn3hR8siMJjior/PJqP/i72pm6JCIiokZr6s/vBgeiNm3a3HljMhkuXbpUr+1oNBrY2dlhw4YNGDFihL593LhxyM/Px+bNm2ut89hjj8HNzQ12dnbYvHkzPD09MXr0aMyaNQsKhaLO96moqEBFxR83LSwsLIRarW6xgUirE3j2qzjEX7mJiLbu+O7FcMjlvD8UERFZtqYORA2+7D41NdUob5yTkwOtVgtvb2+Ddm9vb5w/f77OdS5duoRff/0VY8aMwfbt25GSkoK//e1vqKysxJw5c+pcZ/78+Zg7d65RarYECrkMi54JxeDP9yHuUi5WH7yMiQ/cOcQSERFRI552bwo6nQ5eXl7417/+hbCwMIwcORLvvvsuli9ffsd1YmJiUFBQoH9dvXq1GSs2jUAPe7w7pPqqs493nEdyZpGJKyIiIjJvDT5DBADXrl3Dli1bkJaWBo1GY7Ds008/rdc2PDw8oFAokJmZadCemZkJHx+fOtfx9fWFtbW1wfBYcHAwMjIyoNFooFQqa62jUqmgUqnqVVNLMiY8ALvOZeK3C9mY+v1xbJ76AGyVdQ8rEhERSV2DzxDFxsYiKCgIy5Ytw6JFi7Bnzx6sWrUKK1euREJCQr23o1QqERYWhtjYWH2bTqdDbGzsHR8B0rdvX6SkpECn0+nbLly4AF9f3zrDkJTJZDL845lQeDqqcCGzGLM3nzF1SURERGarwYEoJiYGb7zxBk6fPg0bGxv8+OOPuHr1KgYMGIBnnnmmQduKjo7G119/jTVr1iAxMRGvvPIKSkpKMGHCBADA2LFjERMTo+//yiuvIC8vDzNnzsSFCxewbds2fPTRR5g6dWpDd0MSPB1V+Py5bpDLgB/ir2FD/DVTl0RERGSWGjxklpiYiLVr11avbGWFsrIyODg44MMPP8Tw4cPxyiuv1HtbI0eORHZ2NmbPno2MjAx069YNO3bs0E+0TktLg1z+R2ZTq9XYuXMnXnvtNXTt2hWtWrXCzJkzMWvWrIbuhmTc384Dr0Z2xKe7LuD9TWdwXysndPJpeVfXERERNUaDL7v38fHBnj17EBwcjM6dO2PBggUYNmwYTp48ib59+6K4uLipajWKln4forpodQLjVx3BvuQc+LvaYvPUvnB3kN68KiIislxN/fnd4CGzPn36YP/+/QCq7wv0+uuv4+9//zsmTpyIPn36GL1AajyFXIYvnuuO1u52uHazDK/85zg0Vbp7r0hERCQRDQ5En376KcLDwwEAc+fOxaBBg7B+/XoEBgZixYoVRi+QjMPVXokV43rCUWWFI5fz8N6m03zeGRER0S0NHjKzdFIcMrvd3qQsTFx9FDoBvBkVhKkPtjd1SURERPdkdkNmNTQaDa5du4a0tDSDF5m3gUFemDO0CwBg4c4krD/KY0ZERNTgq8wuXLiASZMm4eDBgwbtQgjIZDJotVqjFUdNY9z9gcgsLMc/915EzE+n4W6vQmRn73uvSERE1EI1OBBNmDABVlZW2Lp1K3x9fSGT8cGhlujNqCDkFFfgv8euYer3x/Hdi+HoGehm6rKIiIhMosFziOzt7REfH49OnTo1VU1NSupziG5XpdVhyrfxiD2fBUeVFb59MRzd1C6mLouIiKgWs5tD1LlzZ+Tk5Bi9EGp+Vgo5lozugfA2biiqqMILKw7j1LV8U5dFRETU7OoViAoLC/Wvjz/+GG+99Rb27t2L3Nxcg2WFhYVNXS8Zma1SgZXje6F3oBuKyqvw/L8P48z1AlOXRURE1KzqNWQml8sN5grVTKC+naVMquaQWd2KK6owfuURHLtyE8621vjuxXDc18rZ1GUREREBaPrP73pNqt6zZ4/R35jMi4PKCqsm9MK4lUdwPC0fo74+hFXje3GiNRERSQJvzEgGisorMWHVURy7chM21nIsfz4MA4O8TF0WERFJnNlMqs7JycGVK1cM2s6ePYsJEybg2Wefxffff2/04qj5OdpY49tJ4RgY5InySh1e+uYYfj55w9RlERERNal6B6Lp06fjiy++0H+flZWFfv364ejRo6ioqMD48ePx7bffNkmR1LxslQr864WeeLyrLyq1AjPWncC/913is8+IiKjFqncgOnToEIYNG6b//ptvvoGbmxsSEhKwefNmfPTRR1i6dGmTFEnNT2klx+fPdccLfVpDCOD/tiXivU1nUKXVmbo0IiIio6t3IMrIyEBgYKD++19//RVPPvkkrKyq52UPGzYMycnJRi+QTEchl+HD4V3w3pBgyGTAd4fTMG7VEeQWV5i6NCIiIqOqdyBycnJCfn6+/vsjR44gPDxc/71MJkNFBT8oWxqZTIYX+7XFV8+HwdZagQMpuRj65X4kXM03dWlERERGU+9A1KdPH3zxxRfQ6XTYsGEDioqK8NBDD+mXX7hwAWq1ukmKJNN7pIsPNk/ri7Ye9rhRUI5nl8fh+8NpnFdEREQtQr0D0bx587BlyxbY2tpi5MiReOutt+Dq6qpfvm7dOgwYMKBJiiTz0NHbEZun9UVUF29otDq8s/E03tpwCuWV5n0zTiIiontp0H2IcnJycODAAfj4+BgMlwHAtm3b0LlzZ7Rp08boRRoT70PUeEIIfPX7JXyy4zx0Aujk44jPn+uOIB9HU5dGREQtVFN/fvPGjPSXHUzJwYx1J5BTrIHSSo53HwvG2IjWtR7rQkRE1Fhmc2NGoj+7v70HfpnZHw8GeUJTpcOcLWcxcfVRZBdxcj0REVkWBiJqFE9HFVaO74UPhnaG0kqOPUnZeOSz3/DzyRuccE1ERBaDgYgaTSaTYXzfNtgyrS+CfZ1ws7QS09eewMv/iUdWUbmpyyMiIronBiIymk4+Ttg8tS9ei+wIK7kMO89m4pHPfseG+Gs8W0RERGbtL02q1mq12LRpExITEwEAXbp0wbBhw6BQKIxeoLFxUnXzOHejEG9uOImzNwoBAL3buOHvI+5DB29eiUZERA1ndleZpaSkYMiQIbh27RqCgoIAAElJSVCr1di2bRvatWtn9CKNiYGo+VRqdVixPxWf705GWaUWVnIZXurfFjMe6gBbpfmHZyIiMh9mF4gee+wxCCHw3Xffwc3NDQCQm5uL559/HnK5HNu2bTN6kcbEQNT8rt0sxdyfz2HXuUwAQCsXW8wa3AlDu/ryEn0iIqoXswtE9vb2OHToEEJCQgzaT548ib59+6K4uNioBRobA5Hp7D6XiTlbzuJ6fhkAoHuAC95/vDN6BLjeY00iIpI6s7sPkUqlQlFRUa324uJiKJVKoxRFLVNkZ2/sjh6A6Ic7wtZagRNp+Xjynwcxfe0JpOaUmLo8IiKSsAYHoscffxyTJ0/G4cOHIYSAEAKHDh3Cyy+/jGHDhjVFjdSC2CoVmDGoA/a+ORBPh/lDJgN+PnkDkZ/+hlkbTuHazVJTl0hERBLU4CGz/Px8jBs3Dj///DOsra0BAFVVVRg2bBhWr14NZ2fnJinUWDhkZl7OXC/Ap7su4NfzWQAAa4UMo3oHYOqD7eHtZGPi6oiIyFyY3RyiGsnJyTh//jwAIDg4GO3btzdqYU2Fgcg8xV+5iU93JeFASi4AQGklxzNh/pjSvx0C3O1MXB0REZma2QYiS8VAZN7iLubi011JOHr5JgBAIZdhaFdfvDKwPYJ8eA8jIiKpMotAFB0djXnz5sHe3h7R0dF37fvpp58arbimwEBk/oQQOJKah6V7L+L3C9n69shgb0zu3xa9Al15uT4RkcQ09ee3VX06nThxApWVlfqv74QfUmQMMpkM4W3dEd7WHWeuF+Cfe1Pwy5kM7E7MxO7ETNzXygkT+7bB4139oLTi02eIiKjxOGRGFuFidjH+ve8Sfjp+HRVVOgCAp6MKL/Rpjed6q+HlyAnYREQtmVkMmbUkDESWLa9Eg7VH0vBN3GVkFlYAAKzkMjzSxRtjwlsjoq075HKeqSQiamnMIhA9+eST9d7gTz/91KiCmhoDUcugqdLhlzPpWH3wMk6k5evbA93tMDo8AE+HqeFmzxuFEhG1FGYxh8jc7y1E0qO0kmN4t1YY3q0VEtML8f3hNGw8cR2Xc0vx0fbz+MfOC4js7IWnevijf0dPWCs414iIiO6MQ2bUYpRUVGHLyRv47vAVnLleqG/3cFBieLdWeKqHPzr78ZgTEVkisxgyq0t2djaSkpIAAEFBQfD09DRqYU2FgUgazt4owI/x17E54TpySzT69mBfJzzR3Q+PhfjC35U3fCQishRmF4hKSkowffp0fPPNN9Dpqq/2USgUGDt2LL788kvY2Zn3hwwDkbRUanX4LSkbP524ht3nsqDR6vTLuqld8HhXXzwW4gs/F1sTVklERPdidoFoypQp2L17N5YsWYK+ffsCAPbv348ZM2bg4YcfxrJly4xepDExEElXfqkGW0+lY+upGzicmofbf/J7BLhgSFc/PBbiA19nhiMiInNjdoHIw8MDGzZswMCBAw3a9+zZg2effRbZ2dl1r2gmGIgIALKKyrHjTAa2nkrH0cuG4SistSse7uyNQZ280N7LgTccJSIyA2YXiOzs7BAfH4/g4GCD9rNnz6J3794oKSkxaoHGxkBEf5ZZWI5fTqdj2+l0/TPUagS42eGhTl6IDPZG7zZuvDM2EZGJmF0gGjRoENzd3fHNN9/Axqb67sBlZWUYN24c8vLysHv3bqMXaUwMRHQ36QVl2HUuE7GJWYi7mGsw58hBZYW+7d3Rv6Mn+nfwhNrNvOfLERG1JGYXiE6fPo1HH30UFRUVCA0NBQCcPHkSNjY22LlzJ7p06WL0Io2JgYjqq6SiCvuSc/Dr+Uz8ej4bOcUVBsvbeNijXwcP9OvgiYh27nBQ1eu2XkRE9BeYXSACgNLSUnz33Xc4f/48ACA4OBhjxoyBra35T0ZlIKK/QqcTOHW9APsuZGNfcg6Op91Ele6PXx0ruQw9WruibzsP9Gnrhm4BLlBZKUxYMRFRy2IWgahHjx6IjY2Fq6srPvzwQ7zxxhtmf3n9nTAQkTEUlVci7mIu9iXnYF9yNi7nlhosV1nJ0SPAFX3aujMgEREZgVkEIltbWyQnJ8Pf3x8KhQLp6enw8vIyejHNgYGImkJabil+T87GoUu5OHQpr9bwmspKjrDWNQHJHV39nWFjzYBERFRfZhGIIiIi4ODggAceeABz587FG2+8AQcHhzr7zp492+hFGhMDETU1IQQuZpfcCkd1ByRrhQxd/JwR1toVYa1d0SPAFT7ONiaqmIjI/JlFIEpKSsKcOXNw8eJFHD9+HJ07d4aVVe0JpDKZDMePHzd6kcbEQETNrT4BCQBaudiie4CLPiQF+zrxobRERLeYRSC6nVwuR0ZGBofMiP4iIQSu5pXheNpNxF+pfp3PKITuT7+JNtZydPWvDkjd1S7o6u/Cs0hEJFlmF4h+++039O3bt9YZoqqqKhw8eBD9+/c3aoHGxkBE5qikogonr+brQ9LxtHwUlFXW6uflqEJXf2eEtHKp/q+/MzwcVCaomIioeZldILrTpOrc3Fx4eXlBq9UatUBjYyAiS6DTCVzKKcHxW2eQTl7LR3JWMbR/Po2E6qG2kFbV4ag6LDnDxU5pgqqJiJpOU39+N/hOckKIOp/tlJubC3t7e6MURSR1crkM7b0c0N7LAc/2UgMAyjRanEsvwKlrBTh9rQCnrhfgYnYxrueX4Xp+GXaczdCv39rdDiGtnNHFzxmd/ZzQxc+JZ5KIiO6i3oHoySefBFA9cXr8+PFQqf7446rVanHq1Cncf//9xq+QiAAAtkoFwlq7Iay1m76tqLwSZ28U6gPSqWv5uJJbqn9tPZWu7+vlqEIXPyd09nNCZ19ndPFzQoCbHeRyPryWiKjegcjZ2RlA9RkiR0dHg7tSK5VK9OnTBy+99JLxKySiO3K0sdbf26hGQWklTl8vwKnr+Th3oxDn0guRmlOCrKIKZCVlY09Str6vg8oKwb6O6OzrpD+b1MHbgTeRJCLJadAcIiEEJk6ciC+//PKO9yEyd5xDRFJUUlGF8xlFOJdeiHM3CnDuRiHOZxShokpXq6/VreG66qE2Z31g4rwkIjIls5pUrdPpYGNjg7Nnz6JDhw5GL6Y5MBARVavS6nAppwRnbwWks7fOJuWX1r66DQD8nG0Q7Fs95Bbs64TOvhxyI6LmY1aTquVyOTp06IDc3FyLDUREVM1KIUdHb0d09HbEE92r24QQSC8orw5HNwpx9kYBEjMKcTWvDDcKynGjoByx57P027BXKtDJ1+nWWaTqs0mdfJxgq+SQGxFZlgZfdv/zzz/jk08+wbJly3Dfffc1VV1NhmeIiBqusLwS59OLkJheHZQSM6qH3DR1DLnJZUCghz06+zrpzyh19nWCl6OqzitUiYjqw6yGzADA1dUVpaWlqKqqglKpNJhcDQB5eXkNLmLp0qVYuHAhMjIyEBoaii+//BK9e/e+53rr1q3DqFGjMHz4cGzatKle78VARGQcVVodUnNKquclpRciMb0I524U1vlYEgBws1feCkmO+mG3dp4OfDwJEdWLWQ2ZAcDixYuNWsD69esRHR2N5cuXIzw8HIsXL0ZUVBSSkpLu+niQy5cv44033kC/fv2MWg8R1Y+VQo4O3o7o4O2I4d1a6duzisqRePvZpPRCXMwuRl6JBvtTcrA/JUffV6mQo4O3A7r4OSFU7YJuahcEeTvCiiGJiJpZg88QGVt4eDh69eqFJUuWAKieuK1WqzF9+nS8/fbbda6j1WrRv39/TJw4Efv27UN+fj7PEBGZsfJKLS5kFukDUs0ZpeKKqlp9bazlCGnljFB/F3QLcEGovwv8XW053EYkcWZ3hgioDiSbNm1CYmIiAKBLly4YNmwYFIqGTaTUaDSIj49HTEyMvk0ulyMyMhJxcXF3XO/DDz+El5cXJk2ahH379t31PSoqKlBR8ccp/MLCwgbVSESNZ2OtQFf/6gfU1tDpBK7dLMO59EKcuV6AhKv5OHk1H0UVVTh6+SaOXr6p7+vhoEQ3tSv6tHVDn7buCPZ1goJXtxGRETU4EKWkpOCxxx7D9evXERQUBACYP38+1Go1tm3bhnbt2tV7Wzk5OdBqtfD29jZo9/b2xvnz5+tcZ//+/VixYgUSEhLq9R7z58/H3Llz610TETUPuVyGAHc7BLjb4dH7fAD88Qy3mnCUcDUfiemFyCnWYHdiJnYnZgIAnGys0LuNOwMSERlNgwPRjBkz0K5dOxw6dAhubtWPEMjNzcXzzz+PGTNmYNu2bUYvskZRURFeeOEFfP311/Dw8KjXOjExMYiOjtZ/X1hYCLVa3VQlElEj3P4Mt6fD/AFUD7edvVGIY5fzcOhSLo5evonC8iqDgORsa43ebdzQv4MHHuzkBX9XO1PuBhFZoAbPIbK3t8ehQ4cQEhJi0H7y5En07dsXxcXF9d6WRqOBnZ0dNmzYgBEjRujbx40bh/z8fGzevNmgf0JCArp3724wNKfTVV/2K5fLkZSUdM8zVJxDRGTZqrQ6nL1RiEOXcvUB6c9zkTp4OeChTl4YGOSFXoGunKRN1AKY3RwilUqFoqKiWu3FxcVQKht2a3+lUomwsDDExsbqA5FOp0NsbCymTZtWq3+nTp1w+vRpg7b33nsPRUVF+Pzzz3nmh0gCrBRyhKpdEKp2wZQB7fQBaX9KDn5LykZ82k0kZxUjOasYX/1+CW72SkR18cZjIb6IaOvOcEREdWpwIHr88ccxefJkrFixQn+voMOHD+Pll1/GsGHDGlxAdHQ0xo0bh549e6J3795YvHgxSkpKMGHCBADA2LFj0apVK8yfPx82Nja1bgbp4uICABZ5k0giarzbA9LUB9ujoLQSvydnY09SFvacz0JeiQZrj1zF2iNX4WpnjaguPngqzB89W7vyyjUi0mtwIPriiy8wbtw4REREwNraGgBQVVWFYcOG4fPPP29wASNHjkR2djZmz56NjIwMdOvWDTt27NBPtE5LS4Nczv+jI6L6cbazxtBQPwwN9UOVVodDl/Kw7XQ6dp7NQF6JBuuOXsW6o1fR1tMez/VS48ke/vBwUJm6bCIysb98H6KUlBT9ZffBwcFo3769UQtrKpxDRCRNVVodDqfmYdOJ69h6Kh1llVoAgJVchshgb4wKD0C/9h58WC2RmTKbR3fodDosXLgQW7ZsgUajwaBBgzBnzpxaj+4wdwxERFRcUYWtJ29g3dGrSLiar29v52mP8X3b4KkerWCn/Eu3aSOiJmI2gWjevHn44IMPEBkZCVtbW+zcuROjRo3CypUrjV5UU2IgIqLbJWUUYe2RNGyIv6a/Ws3JxgrP9Q7A2IjWvISfyEyYTSDq0KED3njjDUyZMgUAsHv3bgwZMgRlZWUWNceHgYiI6lJUXokN8dew+uBlXMktBQDIZUBUFx9M6NsGvQI5CZvIlMwmEKlUKqSkpBhc2m5jY4OUlBT4+/sbvbCmwkBERHej0wnsScrCqgOXDR5E28XPCRP6tsHQUF+orBr2mCIiajyzCUQKhQIZGRnw9PTUtzk6OuLUqVNo06aN0QtrKgxERFRfSRlFWH0wFT8dv46KquqbwLraWWNE91Z4JkyNzn78G0LUXMwmEMnlcgwePBgq1R+Xp/7888946KGHYG9vr2/76aefjF6kMTEQEVFD3SzRYO3RNHwbdwXpBeX69vtaOeHZnmoMD20FZztrE1ZI1PKZTSCquVHivaxatapRBTU1BiIi+qu0OoHfk7Pxw7Gr2HUuE5Xa6j+fSoUcA4I8MTTUD5HBXrxCjagJmE0gaikYiIjIGPJKNNh04jr+e+wqzmf88TgjW2sFBgV7YWioHwZ09ISNNecbERkDA5GRMRARkTEJIXA+owhbT93AzyfTkZZXql/moLLCgCBPPBzsjYFBnnCxa9jzHonoDwxERsZARERNRQiBU9cKsPXUDWw9lW4w30ghl6FXoCsig73xcGdvtHa3v8uWiOjPGIiMjIGIiJqDTidw8lo+didmYve5LCRlFhksb+Nhjwfae+CBDh6IaOcOJxtOyia6GwYiI2MgIiJTSMstrQ5HiZk4kpqHKt0ff3rlMiBU7YJ+7T3Qt70HQtUunHtE9CcMREbGQEREplZYXolDF3OxPyUH+5NzcCmnxGC5UiFHV39n9Ax0Q+82rggLcONl/SR5DERGxkBERObmen4ZDiTnYF9KDuIu5iKnuMJguUwGBHk7Iqy1K0L9XdBV7Yz2ng6wUljOY5OIGouByMgYiIjInAkhcCW3FEcv59163UTqn84gAdWX99/XygkhrVwQqnZGV38XtHazg1zO561Ry8RAZGQMRERkabKLKnDsch5OXM3Hyav5OHO9ACUaba1+dkoFOno7ItjXEUHejujk64ROPo683J9aBAYiI2MgIiJLp9UJpOYU4+TVApy6lo+T1wpwLr0QmlvPW/szHycbBPk4op2nA9p62qOtpz3aeTrAy1EFmYxnlMgyMBAZGQMREbVEVVodLueWIDG9CEkZRTifUYjE9CJczy+74zr2SgXaeNqjrUd1UGrjYY8ANzv4u9rBw0HJsERmhYHIyBiIiEhKCssrcSGjCEmZRbiUXYJL2cVIzSlBWl4pdHf5629jLYe/qx3UrrbV/3Wr/q+/qy38XGzhZqfkfCVqVgxERsZAREQEaKp0SMsrwcXsEqTmVAelyzmluHqzFBmF5bjXJ4O1QgYvRxv4ONvAx8kGXk4q+DhVf+/tVN3m7WQDWyXvp0TG0dSf33wkMxGRBCmt5Gjv5Yj2Xo61lmmqdLiRX4ZrN8tw9WYprt0sxdW8sur/3ixDTnEFKrUC1/PL7jokB1QPy7k7qOBmr4SHgxLu9iq4OyhvfW/4tYudNVRWDFBkGgxERERkQGklR6CHPQI96n7eWqVWh6yiCmQUlCOzsPyP/976umZZWaUWJRotSvJKDR56ezc21nI421rDxVYJZ1trONlaw8XOGs62f7xc7KrbnW2t4aiygoONFexVVrBXWkHBYTz6ixiIiIioQawVcrRysUUrF9s79hFCoKiiCnnFGuSWVCCnWIPcYg3yar4u0SC3uAJ5JRrk3GrXCaC8UofyygpkFlbccdt3Y2utgIONFRxUVrBXKWCvtIJjTWBSVbc73Pra1loBW6UcttYKqKwV1d9bK2BT899by2ysFbDmTTBbPAYiIiIyOplMBicbazjZWN/xTNPtdLrqAFVYVon80koUlP3xyi/ToKCsEoU139+2vLiiCiUVVajUVk96KqvUoqxSi+yivxao7sRKLrsVkhSwsf4jKCkVciitbr3q+vr2tlvfq259bV1HH2uFHFZyGazkclgpZLCSy6CQy2CtkEMhl91q+2OZlby6Pye4N550A5GmBNBwrJqIyBzIATgrAGcHQO1gheqPpzufgfqziiotisurUKrRobiiCqWaKhRrqlBSXh2YSjRalFRoUaqpQlFFFUorqlBeqb310qGsSouKSh3KNLfaqqqDlX5yuQ6oqgCKK4DiJtj/xpLJAGv5H6FJIZPB6la4uj1QKeQyyGW3/iuXQS4DFDIZ5JBBLset5dWBtuZruazudWSyP9aRofo95TJALr/19a33qmmr2U7N9wD038tuvY9BG6offAyZDDIZUF5a+47txiTdQLQoCFAxURMRtQSqWy93Y21QfmuDlkoAqDJ1EcZVWCEwoQm3z0FRIiIikjzpniF6PQngfYiIiIgsQ2EhsMCvyTYv3UCktK9+ERERkflT1n6gsTFxyIyIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkzywC0dKlSxEYGAgbGxuEh4fjyJEjd+z79ddfo1+/fnB1dYWrqysiIyPv2p+IiIjoXkweiNavX4/o6GjMmTMHx48fR2hoKKKiopCVlVVn/71792LUqFHYs2cP4uLioFar8cgjj+D69evNXDkRERG1FDIhhDBlAeHh4ejVqxeWLFkCANDpdFCr1Zg+fTrefvvte66v1Wrh6uqKJUuWYOzYsffsX1hYCGdnZxQUFMDJyanR9RMREVHTa+rPb5OeIdJoNIiPj0dkZKS+TS6XIzIyEnFxcfXaRmlpKSorK+Hm5lbn8oqKChQWFhq8iIiIiG5n0kCUk5MDrVYLb29vg3Zvb29kZGTUaxuzZs2Cn5+fQai63fz58+Hs7Kx/qdXqRtdNRERELYvJ5xA1xoIFC7Bu3Tps3LgRNjY2dfaJiYlBQUGB/nX16tVmrpKIiIjMnZUp39zDwwMKhQKZmZkG7ZmZmfDx8bnruv/4xz+wYMEC7N69G127dr1jP5VKBZVKZZR6iYiIqGUy6RkipVKJsLAwxMbG6tt0Oh1iY2MRERFxx/U++eQTzJs3Dzt27EDPnj2bo1QiIiJqwUx6hggAoqOjMW7cOPTs2RO9e/fG4sWLUVJSggkTJgAAxo4di1atWmH+/PkAgI8//hizZ8/G999/j8DAQP1cIwcHBzg4OJhsP4iIiMhymTwQjRw5EtnZ2Zg9ezYyMjLQrVs37NixQz/ROi0tDXL5Hyeyli1bBo1Gg6efftpgO3PmzMEHH3zQnKUTERFRC2Hy+xA1N96HiIiIyPK06PsQEREREZkDBiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjyzCERLly5FYGAgbGxsEB4ejiNHjty1/w8//IBOnTrBxsYGISEh2L59ezNVSkRERC2RyQPR+vXrER0djTlz5uD48eMIDQ1FVFQUsrKy6ux/8OBBjBo1CpMmTcKJEycwYsQIjBgxAmfOnGnmyomIiKilkAkhhCkLCA8PR69evbBkyRIAgE6ng1qtxvTp0/H222/X6j9y5EiUlJRg69at+rY+ffqgW7duWL58+T3fr7CwEM7OzigoKICTk5PxdoSIiIiaTFN/flsZfYsNoNFoEB8fj5iYGH2bXC5HZGQk4uLi6lwnLi4O0dHRBm1RUVHYtGlTnf0rKipQUVGh/76goABA9T8sERERWYaaz+2mOo9j0kCUk5MDrVYLb29vg3Zvb2+cP3++znUyMjLq7J+RkVFn//nz52Pu3Lm12tVq9V+smoiIiEwlNzcXzs7ORt+uSQNRc4iJiTE4o5Sfn4/WrVsjLS2tSf5BzVVhYSHUajWuXr0qqaFC7jf3Wwq439xvKSgoKEBAQADc3NyaZPsmDUQeHh5QKBTIzMw0aM/MzISPj0+d6/j4+DSov0qlgkqlqtXu7OwsqR+kGk5OTtxvCeF+Swv3W1qkut9yedNcD2bSq8yUSiXCwsIQGxurb9PpdIiNjUVERESd60RERBj0B4Bdu3bdsT8RERHRvZh8yCw6Ohrjxo1Dz5490bt3byxevBglJSWYMGECAGDs2LFo1aoV5s+fDwCYOXMmBgwYgEWLFmHIkCFYt24djh07hn/961+m3A0iIiKyYCYPRCNHjkR2djZmz56NjIwMdOvWDTt27NBPnE5LSzM4PXb//ffj+++/x3vvvYd33nkHHTp0wKZNm3DffffV6/1UKhXmzJlT5zBaS8b95n5LAfeb+y0F3O+m2W+T34eIiIiIyNRMfqdqIiIiIlNjICIiIiLJYyAiIiIiyWMgIiIiIsmTXCBaunQpAgMDYWNjg/DwcBw5csTUJRnV/Pnz0atXLzg6OsLLywsjRoxAUlKSQZ+BAwdCJpMZvF5++WUTVWwcH3zwQa196tSpk355eXk5pk6dCnd3dzg4OOCpp56qdYNPSxQYGFhrv2UyGaZOnQqg5Rzr33//HUOHDoWfnx9kMlmtZxcKITB79mz4+vrC1tYWkZGRSE5ONuiTl5eHMWPGwMnJCS4uLpg0aRKKi4ubcS8a7m77XVlZiVmzZiEkJAT29vbw8/PD2LFjcePGDYNt1PUzsmDBgmbek4a51/EeP358rX169NFHDfq0tOMNoM7fdZlMhoULF+r7WNrxrs9nVn3+fqelpWHIkCGws7ODl5cX3nzzTVRVVTWoFkkFovXr1yM6Ohpz5szB8ePHERoaiqioKGRlZZm6NKP57bffMHXqVBw6dAi7du1CZWUlHnnkEZSUlBj0e+mll5Cenq5/ffLJJyaq2Hi6dOlisE/79+/XL3vttdfw888/44cffsBvv/2GGzdu4MknnzRhtcZx9OhRg33etWsXAOCZZ57R92kJx7qkpAShoaFYunRpncs/+eQTfPHFF1i+fDkOHz4Me3t7REVFoby8XN9nzJgxOHv2LHbt2oWtW7fi999/x+TJk5trF/6Su+13aWkpjh8/jvfffx/Hjx/HTz/9hKSkJAwbNqxW3w8//NDgZ2D69OnNUf5fdq/jDQCPPvqowT6tXbvWYHlLO94ADPY3PT0dK1euhEwmw1NPPWXQz5KOd30+s+7191ur1WLIkCHQaDQ4ePAg1qxZg9WrV2P27NkNK0ZISO/evcXUqVP132u1WuHn5yfmz59vwqqaVlZWlgAgfvvtN33bgAEDxMyZM01XVBOYM2eOCA0NrXNZfn6+sLa2Fj/88IO+LTExUQAQcXFxzVRh85g5c6Zo166d0Ol0QoiWeawBiI0bN+q/1+l0wsfHRyxcuFDflp+fL1QqlVi7dq0QQohz584JAOLo0aP6Pr/88ouQyWTi+vXrzVZ7Y/x5v+ty5MgRAUBcuXJF39a6dWvx2WefNW1xTaiu/R43bpwYPnz4HdeRyvEePny4eOihhwzaLP14//kzqz5/v7dv3y7kcrnIyMjQ91m2bJlwcnISFRUV9X5vyZwh0mg0iI+PR2RkpL5NLpcjMjIScXFxJqysaRUUFABArYfhfffdd/Dw8MB9992HmJgYlJaWmqI8o0pOToafnx/atm2LMWPGIC0tDQAQHx+PyspKg2PfqVMnBAQEtKhjr9Fo8J///AcTJ06ETCbTt7fEY3271NRUZGRkGBxfZ2dnhIeH649vXFwcXFxc0LNnT32fyMhIyOVyHD58uNlrbioFBQWQyWRwcXExaF+wYAHc3d3RvXt3LFy4sMFDCeZo79698PLyQlBQEF555RXk5ubql0nheGdmZmLbtm2YNGlSrWWWfLz//JlVn7/fcXFxCAkJ0d/QGQCioqJQWFiIs2fP1vu9TX6n6uaSk5MDrVZr8A8GAN7e3jh//ryJqmpaOp0Or776Kvr27WtwJ+/Ro0ejdevW8PPzw6lTpzBr1iwkJSXhp59+MmG1jRMeHo7Vq1cjKCgI6enpmDt3Lvr164czZ84gIyMDSqWy1oeEt7c3MjIyTFNwE9i0aRPy8/Mxfvx4fVtLPNZ/VnMM6/rdrlmWkZEBLy8vg+VWVlZwc3NrMT8D5eXlmDVrFkaNGmXwwM8ZM2agR48ecHNzw8GDBxETE4P09HR8+umnJqy2cR599FE8+eSTaNOmDS5evIh33nkHgwcPRlxcHBQKhSSO95o1a+Do6Fhr6N+Sj3ddn1n1+fudkZFR5+9/zbL6kkwgkqKpU6fizJkzBnNpABiMo4eEhMDX1xeDBg3CxYsX0a5du+Yu0ygGDx6s/7pr164IDw9H69at8d///he2trYmrKz5rFixAoMHD4afn5++rSUea6qtsrISzz77LIQQWLZsmcGy6Oho/dddu3aFUqnElClTMH/+fIt99MNzzz2n/zokJARdu3ZFu3btsHfvXgwaNMiElTWflStXYsyYMbCxsTFot+TjfafPrOYimSEzDw8PKBSKWjPTMzMz4ePjY6Kqms60adOwdetW7NmzB/7+/nftGx4eDgBISUlpjtKahYuLCzp27IiUlBT4+PhAo9EgPz/foE9LOvZXrlzB7t278eKLL961X0s81jXH8G6/2z4+PrUunqiqqkJeXp7F/wzUhKErV65g165dBmeH6hIeHo6qqipcvny5eQpsBm3btoWHh4f+57olH28A2LdvH5KSku75+w5YzvG+02dWff5++/j41Pn7X7OsviQTiJRKJcLCwhAbG6tv0+l0iI2NRUREhAkrMy4hBKZNm4aNGzfi119/RZs2be65TkJCAgDA19e3iatrPsXFxbh48SJ8fX0RFhYGa2trg2OflJSEtLS0FnPsV61aBS8vLwwZMuSu/VrisW7Tpg18fHwMjm9hYSEOHz6sP74RERHIz89HfHy8vs+vv/4KnU6nD4mWqCYMJScnY/fu3XB3d7/nOgkJCZDL5bWGlCzZtWvXkJubq/+5bqnHu8aKFSsQFhaG0NDQe/Y19+N9r8+s+vz9joiIwOnTpw1CcM3/HHTu3LlBxUjGunXrhEqlEqtXrxbnzp0TkydPFi4uLgYz0y3dK6+8IpydncXevXtFenq6/lVaWiqEECIlJUV8+OGH4tixYyI1NVVs3rxZtG3bVvTv39/ElTfO66+/Lvbu3StSU1PFgQMHRGRkpPDw8BBZWVlCCCFefvllERAQIH799Vdx7NgxERERISIiIkxctXFotVoREBAgZs2aZdDeko51UVGROHHihDhx4oQAID799FNx4sQJ/dVUCxYsEC4uLmLz5s3i1KlTYvjw4aJNmzairKxMv41HH31UdO/eXRw+fFjs379fdOjQQYwaNcpUu1Qvd9tvjUYjhg0bJvz9/UVCQoLB73vNlTUHDx4Un332mUhISBAXL14U//nPf4Snp6cYO3asiffs7u6230VFReKNN94QcXFxIjU1VezevVv06NFDdOjQQZSXl+u30dKOd42CggJhZ2cnli1bVmt9Szze9/rMEuLef7+rqqrEfffdJx555BGRkJAgduzYITw9PUVMTEyDapFUIBJCiC+//FIEBAQIpVIpevfuLQ4dOmTqkowKQJ2vVatWCSGESEtLE/379xdubm5CpVKJ9u3bizfffFMUFBSYtvBGGjlypPD19RVKpVK0atVKjBw5UqSkpOiXl5WVib/97W/C1dVV2NnZiSeeeEKkp6ebsGLj2blzpwAgkpKSDNpb0rHes2dPnT/X48aNE0JUX3r//vvvC29vb6FSqcSgQYNq/Xvk5uaKUaNGCQcHB+Hk5CQmTJggioqKTLA39Xe3/U5NTb3j7/uePXuEEELEx8eL8PBw4ezsLGxsbERwcLD46KOPDIKDObrbfpeWlopHHnlEeHp6Cmtra9G6dWvx0ksv1fof25Z2vGt89dVXwtbWVuTn59da3xKP970+s4So39/vy5cvi8GDBwtbW1vh4eEhXn/9dVFZWdmgWmS3CiIiIiKSLMnMISIiIiK6EwYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIonZu3cvZDKZ/tlAq1evrvUkaWMbP348RowY0aTvUV8ymQybNm0ydRlEZGYYiIj+ovHjx0Mmk2HBggUG7Zs2bYJMJjNRVQ03cuRIXLhwwaQ11IQ0V1dXlJeXGyw7evQoZDKZ2fybBgYGYvHixfXqV1O3nZ0dQkJC8O9//7vpCySiv4SBiKgRbGxs8PHHH+PmzZtG3a5GozHq9u7G1tbWbB786OjoiI0bNxq0rVixAgEBAY3ednP+m9b48MMPkZ6ejjNnzuD555/HSy+9hF9++aXZ62iIyspKU5dAZBIMRESNEBkZCR8fH8yfP/+u/X788Ud06dIFKpUKgYGBWLRokcHywMBAzJs3D2PHjoWTkxMmT56sH8raunUrgoKCYGdnh6effhqlpaVYs2YNAgMD4erqihkzZkCr1eq39e2336Jnz55wdHSEj48PRo8ebfAU6D/785DZ7Wc2bn/VuHr1Kp599lm4uLjAzc0Nw4cPx+XLl/XLtVotoqOj4eLiAnd3d7z11luo7xOCxo0bh5UrV+q/Lysrw7p16zBu3DiDfrm5uRg1ahRatWqlP/uydu1agz4DBw7EtGnT8Oqrr8LDwwNRUVF1vuecOXPg6+uLU6dOAQD279+Pfv36wdbWFmq1GjNmzEBJSYl+m1euXMFrr71Wr7NWNcegbdu2mDVrFtzc3LBr1y798vz8fLz44ovw9PSEk5MTHnroIZw8eVK//OTJk3jwwQfh6OgIJycnhIWF4dixY/rl9/q5qmt40MXFBatXrwYAXL58GTKZDOvXr8eAAQNgY2OD7777DgCwcuVK/bZ9fX0xbdo0o9VNZI4YiIgaQaFQ4KOPPsKXX36Ja9eu1dknPj4ezz77LJ577jmcPn0aH3zwAd5//339h1KNf/zjHwgNDcWJEyfw/vvvAwBKS0vxxRdfYN26ddixYwf27t2LJ554Atu3b8f27dvx7bff4quvvsKGDRv026msrMS8efNw8uRJbNq0CZcvX8b48ePrvU9Hjx5Feno60tPTce3aNfTp0wf9+vXTbzsqKgqOjo7Yt28fDhw4AAcHBzz66KP6MzCLFi3C6tWrsXLlSuzfvx95eXm1zvrcyQsvvIB9+/YhLS0NQPUHfmBgIHr06GHQr7y8HGFhYdi2bRvOnDmDyZMn44UXXsCRI0cM+q1ZswZKpRIHDhzA8uXLDZYJITB9+nR888032LdvH7p27YqLFy/i0UcfxVNPPYVTp05h/fr12L9/vz4M/PTTT/D399ef+UlPT6/Xful0Ovz444+4efMmlEqlvv2ZZ55BVlYWfvnlF8THx6NHjx4YNGgQ8vLyAABjxoyBv78/jh49ivj4eLz99tuwtrYGUP+fq/p4++23MXPmTCQmJiIqKgrLli3D1KlTMXnyZJw+fRpbtmxB+/btjVI3kdlq7JNqiaRq3LhxYvjw4UIIIfr06SMmTpwohBBi48aN4vZfrdGjR4uHH37YYN0333xTdO7cWf9969atxYgRIwz6rFq1SgAQKSkp+rYpU6YIOzs7g6d2R0VFiSlTptyxzqNHjwoA+nVqnqh98+ZN/fs4OzvXue6MGTNE69atRVZWlhBCiG+//VYEBQUJnU6n71NRUSFsbW3Fzp07hRBC+Pr6ik8++US/vLKyUvj7++v/repye00jRowQc+fOFUII8eCDD4rPP/+81r9pXYYMGSJef/11/fcDBgwQ3bt3r9UPgPjhhx/E6NGjRXBwsLh27Zp+2aRJk8TkyZMN+u/bt0/I5XJRVlYmhKg+Vp999tlda6npp1Qqhb29vbCyshIAhJubm0hOTtZv18nJqdaTyNu1aye++uorIYQQjo6OYvXq1XVuvz4/VwDExo0bDfo4OzvrnySempoqAIjFixcb9PHz8xPvvvtune/b2LqJzBXPEBEZwccff4w1a9YgMTGx1rLExET07dvXoK1v375ITk42GOrq2bNnrXXt7OzQrl07/ffe3t4IDAyEg4ODQdvtQ2Lx8fEYOnQoAgIC4OjoiAEDBgCA/qxLff3rX//CihUrsGXLFnh6egKoHgpJSUmBo6MjHBwc4ODgADc3N5SXl+PixYsoKChAeno6wsPD9duxsrKqc9/uZOLEiVi9ejUuXbqEuLg4jBkzplYfrVaLefPmISQkBG5ubnBwcMDOnTtr7WNYWFid7/Haa6/h8OHD+P3339GqVSt9+8mTJ7F69Wr9vjk4OCAqKgo6nQ6pqan13ocab775JhISEvDrr78iPDwcn332mf5My8mTJ1FcXAx3d3eD90tNTcXFixcBANHR0XjxxRcRGRmJBQsW6NuB+v9c1cftxycrKws3btzAoEGD6uzb2LqJzJWVqQsgagn69++PqKgoxMTENGh46nb29va12v48zCCTyeps0+l0AICSkhJERUUhKioK3333HTw9PZGWloaoqKgGTSres2cPpk+fjrVr16Jr16769uLiYoSFhennmdyuJjQ11uDBgzF58mRMmjQJQ4cOhbu7e60+CxcuxOeff47FixcjJCQE9vb2ePXVV2vtY13/pgDw8MMPY+3atdi5c6dB4CouLsaUKVMwY8aMWuv8lYndHh4eaN++Pdq3b48ffvgBISEh6NmzJzp37ozi4mL4+vpi7969tdarmdP1wQcfYPTo0di2bRt++eUXzJkzB+vWrcMTTzxRr/eXyWS15m/VNWn69n8nW1vbu26zOeomMgUGIiIjWbBgAbp164agoCCD9uDgYBw4cMCg7cCBA+jYsSMUCoVRazh//jxyc3OxYMECqNVqAGjwZNaUlBQ8/fTTeOedd/Dkk08aLOvRowfWr18PLy8vODk51bm+r68vDh8+jP79+wMAqqqq9PNM6sPKygpjx47FJ598cscrsg4cOIDhw4fj+eefB1A9R+fChQvo3Llzvd5j2LBhGDp0KEaPHg2FQoHnnntOv3/nzp0zmC/zZ0qlssFnYABArVZj5MiRiImJwebNm9GjRw9kZGTAysoKgYGBd1yvY8eO6NixI1577TWMGjUKq1atwhNPPFGvnytPT0+DeU7JyckoLS29a52Ojo4IDAxEbGwsHnzwwVrLG1s3kbnikBmRkYSEhGDMmDH44osvDNpff/11xMbGYt68ebhw4QLWrFmDJUuW4I033jB6DQEBAVAqlfjyyy9x6dIlbNmyBfPmzav3+mVlZRg6dCi6d++OyZMnIyMjQ/8CqifLenh4YPjw4di3bx9SU1Oxd+9ezJgxQz+pfObMmViwYAE2bdqE8+fP429/+5v+JpD1NW/ePGRnZ9/xyrAOHTpg165dOHjwIBITEzFlyhRkZmY26D2eeOIJfPvtt5gwYYJ+UvqsWbNw8OBBTJs2DQkJCUhOTsbmzZsNrrAKDAzE77//juvXryMnJ6dB7zlz5kz8/PPPOHbsGCIjIxEREYERI0bgf//7Hy5fvoyDBw/i3XffxbFjx1BWVoZp06Zh7969uHLlCg4cOICjR48iODgYQP1+rh566CEsWbIEJ06cwLFjx/Dyyy/Xa3LzBx98gEWLFuGLL75AcnIyjh8/ji+//BIAGl03kdky9SQmIkt1+6TqGqmpqUKpVNaaALxhwwbRuXNnYW1tLQICAsTChQsNltc1Ubeuyc5z5swRoaGhd63j+++/F4GBgUKlUomIiAixZcsWAUCcOHFCCHH3SdU1k2zretVIT08XY8eOFR4eHkKlUom2bduKl156SRQUFAghqidRz5w5Uzg5OQkXFxcRHR0txo4dW+9J1XX586Tq3NxcMXz4cOHg4CC8vLzEe++9V+s9BgwYIGbOnFlrW/jTROP169cLGxsb8eOPPwohhDhy5Ih4+OGHhYODg7C3txddu3YVf//73/X94+LiRNeuXYVKpbrrRO87Tb6OiooSgwcPFkIIUVhYKKZPny78/PyEtbW1UKvVYsyYMSItLU1UVFSI5557TqjVaqFUKoWfn5+YNm2afnK3EPf+ubp+/bp45JFHhL29vejQoYPYvn17nZOqa342brd8+XIRFBQkrK2tha+vr5g+fbp+WWPrJjJHMiHqeYMQIiIiohaKQ2ZEREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5/w8ON9SvwAchYwAAAABJRU5ErkJggg==", + "image/png": 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", "text/plain": [ "
" ] @@ -650,7 +749,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:26.178978Z", + "iopub.status.busy": "2024-07-11T15:22:26.178685Z", + "iopub.status.idle": "2024-07-11T15:22:26.357545Z", + "shell.execute_reply": "2024-07-11T15:22:26.356952Z" + } + }, "outputs": [], "source": [ "LC_ConsPortfolioDict = copy(ConsPortfolioDict)\n", @@ -674,6 +780,12 @@ "cell_type": "code", "execution_count": 17, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:26.359396Z", + "iopub.status.busy": "2024-07-11T15:22:26.359139Z", + "iopub.status.idle": "2024-07-11T15:22:27.102807Z", + "shell.execute_reply": "2024-07-11T15:22:27.102298Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -681,7 +793,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving a 65 period portfolio choice problem with age-varying risk perceptions took 1.3309855461120605 seconds.\n" + "Solving a 65 period portfolio choice problem with age-varying risk perceptions took 0.7399895191192627 seconds.\n" ] } ], @@ -712,6 +824,12 @@ "cell_type": "code", "execution_count": 18, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:27.104507Z", + "iopub.status.busy": "2024-07-11T15:22:27.104254Z", + "iopub.status.idle": "2024-07-11T15:22:27.375621Z", + "shell.execute_reply": "2024-07-11T15:22:27.374904Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -724,7 +842,7 @@ }, { "data": { - "image/png": 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5xS9+kf0+GAxSX18/1dsSCAQCwTXS9u0gB945RzQg7PoFs48p/y/8N//m3/Dv//2/57nnngNg1apVdHR08Ktf/WpC4WIymTCZTFO9DYFAIBBcJ5FAgoO/Oc+l43l2/S8tp2ZJSXE3JpgTJLu7Z+R2ply4RKNRtNrCLmudTocsy1N9UwKBQCCYAiay67/7iQbuEXb9gmsgevwbfDt2cHn37hm5vSkXLk899RR/+7d/S0NDAytXruSbb77hv/7X/8rPf/7zqb4pgUAgENwkY+36y+rtbHplhbDrF1wRJZ0m9Mkn+HbsJHbiRGZxZvzaNMoUO8OFQiH+8i//kj/84Q8MDAxQU1PD888/z1/91V9hNF69Cj0YDOJyuQgEAjidzqncmkAgEAgyZO36/9RGOiEJu37BNSGFIwTe/z2+198glUkNaQwGnD94CsNPfkLF6tXTfv2ecuFyswjhIhAIBNOLsOsXXC+pvj5G3nyTkd/8FjkUAkBXUkLpC89T+vzz6MvLZ+z6LUrEBQKB4BZBSssc393B0dZ25LSCwazj/h8tZuWDNWi0wkhOMJ746dMM79hJsLUV0mkAjAsX4t72Kq6nn0Zrscz4noRwEQgEgluA/vYge1/P2fUvWOXhEWHXL5gARZYJf/YZvh07iR45kl233nMP7u3bsT+yAY22eOlEIVwEAoFgHpNKSnz1pzZO5Nn1P/TsEpasrRR2/YIC5HicwB//hO+110i2tamLOh3OJ5/EvW0bllW3F3eDGYRwEQgEgnnKOLv+eyt58GfCrl9QSHp4mJG332HknXeQfD4AtHY7JT/9Ke6XX8JQU1PkHRYihItAIBDMMxLRFF/+/iKnhV2/4AokLl3Ct3MngT/+CSWpuiTra6pxv/IKJT/5CTq7vcg7nBghXAQCgWAeMdau//YNtdz3zCKMFvFyL1DNBqNHjjC8YweRA59l182rVuHZvg3HE0+g0c/u/5XZvTuBQCAQXBPRYJLP3j3PpeMDgLDrFxSiJJMEd+1ieMdOEmfOqIsaDfZHN+HZvh3L6tVzpuZJCBeBQCCYwyiKwrnDfXz+nrDrF4xHCgQY+e1vGXnzLdL9/QBozGZKfvRD3K+8gnHhwuJu8AYQwkUgEAjmKMGhGPvfPkfXabWgsqzezqaXV1DeIOz6b3WS3d34Xnsd/+9/jxKNAqArL8P94kuUPPsz9KWlRd7hjSOEi0AgEMwxZFnh+/3dHP5jxq5fr+Xepxq587F6dMKu/5Ym+s03+HbsJPTJJ5AZbmxauhT3tm04/2wr2msYvTPbEcJFIBAI5hC+3gj73jxDX5tq11+92MWml1cIu/5bGEWSCH3yKb4dO4h9+2123fbgg7i3b8N2//1zpn7lWhDCRSAQCOYAwq5fMBY5EsH/+/fxvf564cDDp57Cve1VzEuXFnmH04MQLgKBQDDL6W8Psu+NMwz35Oz6Nzy/DIdb2PXfiqT6+3MDD4Nq5E3nclHy/HO4X3wRfXl5kXc4vQjhIhAIBLOUCe36f7aEJfcIu/5bkfiZM6ph3EctuYGHCxaoAw+feaYoAw+LgRAuAoFAMAvpPjfCvjfOZO36l9xTyUM/W4LFMfeLKwXXjiLLRA4eZHjHTqKHD2fXLWvX4Nm+HfvGjUUdeFgMhHARCASCWYSw6xcAyIkEgT/9Cd/O10heuqQu6nQ4N2/GvX0bllWrirvBIiKEi0AgEMwSxtn1P1zLfT8Udv23EmmfTx14+PbbuYGHNltu4GFtbZF3WHzEs0EgEAiKTDSY5OBvznPxmGrX76qwsOnl5dQsmbsmYYLrI9HWhm/nawT++EeURALIDDx8+RVKfjp7Bx4WAyFcBAKBoEgoisK5I318/ts8u/7HM3b9RmHXP99RBx5+hW/nTsL792fXzbffjnv7NpybN8/6gYfFQDwiAoFAUASCwzEOvHWOTmHXf8uhpFIEd+3Ct2Mn8dOn1UWNBvumTXi2b8OyZo3oGrsCQrgIBALBDCLLCicPdHPog5xd/z1/tpC7Hm8Qdv3zHCkYxP/ee/jeeJN0Xx+gDjx0/fAZ3K+8gqmxscg7nBsI4SIQCAQzhO9yhH1vFNr1b3xpOaVVtiLvTDCdJLu78b3+OoHf/R55dOBhWRnul16k5Nln5/TAw2IghItAIBBMM1Ja5ps9HXzdkrHrN+m4/0eLWPlQrbDrn8fEvv2W4Z2vEdqzJzfwcMkSdeDhU382LwYeFgMhXAQCgWAaGegIsvf1swz3hAFYcLuHDS8Iu/75iiJJhD79FN+OncS++Sa7bnvgAdzbtmF78AFRv3KTCOEiEAgE00AqKfHVh15OfNKp2vXbDDz0rLDrn6/I0Sj+9/+gDjzs7FQXDQZcf/ZnuLdtw7xsfg48LAZCuAgEAsEU031uhH1vniU4GAOEXf98JtU/wMhbbzHym98gBwIAaF0uSp97jtIXX8BQUVHkHc4/hHARCASCKSIRTfHl+5c4/XkvALYSE4+8sIyFdwi7/vlG/OxZfDt2EmhpgVQKAMOCBtyvvkrJM8+gtVqLvMP5ixAuAoFAMAV4Twxy4O1zRDJ2/SsfruV+Ydc/r1AUhcjBg/h27iTy5aHsumXtGjzbtqkDD3XCOHC6Ec8ogUAguAkmsuvf+NJyapeKFtf5gpxIEPzwQ4Z37iR5MX/g4RO4t23Dcscdxd3gLYYQLgKBQHADKIrC+SN9HHzvAonIqF1/PfdsbRR2/fOE9MgII2+/zcjb7yANDwOZgYc/+QnuV14WAw+LhBAuAoFAcJ0Iu/75TaLNi++11wh88EFu4GF1Ne6XX1YHHjrE37mYCOEiEAgE14giK3x/oIdDH1wSdv3zDEVRiH79Nb4dOwnv25ddN69ciXv7dpybn0BjMBRxh4JRhHARCASCa0C16z9LX5va8irs+ucH6sDD3fh27iR+6pS6qNFg37hRHXi4dq3w3ZllCOEiEAgEV0CSZL7ZXWjXf98PF3H7w8Kufy4jhUL4f/sevjffJH35MgAak0kdePjqq2Lg4SxGCBeBQCCYhLF2/Q0rPTzyorDrn8sku3sYeeN1/O/9Ljfw0OOh9MUXKH3+eTHwcA4ghItAIBCMIZWU+PpDL9/m2fU/+LMlLL1X2PXPVWLffcfwjh2EducPPFysDjz8sz9DazIVeYeCa0UIF4FAIMij59wIe4Vd/7xAkSRCe/fi2/kasWPHsuu2++/HvX0btgcfFEJ0DiKEi0AgEACJWJov37/I6YM5u/4NLyyjUdj1zznkaBT/HzIDDzvyBh5u3Yp7+zbMy5YVd4OCm0IIF4FAcMszkV3/fT9chEnY9c8pUgMDjLz1NiPvvjt+4OELL2CoFAMP5wPiWSkQCG5ZosEkB397notHM3b95RY2vizs+uca8XPn1IGHH32UG3jY0ID71Vco+eEPxcDDeYYQLgKB4JZD2PXPfRRFIfL5F/h27CDy5ZfZdcuaNbi3vYpj0yYx8HCeIoSLQCC4pQgOxzjw9jk6T6l2/Z46O5teXk7FAmeRdya4FuRkkuCHH+LbuZPEhYvqolaLY/MTeLZvFwMPbwGEcBEIBLcEiqxw8rMeDv3hEilh1z/nSI+M4H/3XXxvvY00NASA1mql5Kc/pfTllzHWiYGHxUKSJb7u/5oPTn4wI7cnhItAIJj3jPSpdv2XL2Xs+he52PiysOufCyS8owMP/4gSjwOgr6pSBx7+7Kdi4GGRUBSF74e+p8Xbwu723QzFhpBi0ozcthAuAoFg3qLa9XfydYtX2PXPIRRFIXb0KMOjAw8VBQDzbbepAw+f3CwGHhaJiyMXafG20OptpTvcnV13Gp08XPMwZzgz7XsQwkUgEMxLhF3/3ENJpQju2YNvx07iJ09m1+0bN+Letg3rvfcIw7gi0B3qZlf7Llq8LVwYuZBdt+gtbKzfSHNjM/fX3E8sEuM/85+nfT9CuAgEgnmFsOufe0ihEP73fofvzTdI9+YNPHwmM/CwSQw8nGmGYkPsbt9Nq7eVE4Mnsut6rZ4Hax+kubGZDXUbsBpyreYxYjOyNyFcBALBvKHn3Aj73jxLYNSuf20FD/5sKVansOufjaR6e/G9/gb+995DjkSAvIGHzz2H3u0u8g5vLYLJIJ92fEqrt5UjfUeQFXWmkwYN91bdy5bGLTy24DFcJldR9ymEi0AgmPMkYmkOvX+RU6N2/S6jatd/Z3mRdyaYiNj33+PbsYPg7j0gqQWdxsWL8GzbhvOpp8TAwxkkno5zoPsALW0tHOw5SEpOZY+tKltFc2Mzmxduptw6e55LQrgIBII5jfe7IdWu358AYOVDNdz3o8XCrn+WoUgS4f37Gd6xg9jR/IGH9+Hetg3bQw+JVN4MkZJTHO49TIu3hb2de4mmo9lji1yLaG5qZsvCLdQ764u4y8kRz2yBQDAniYWSHPztBS583Q9k7PpfWk7tMmHXP5uQYzF14OFrrxUOPGxuVgceLl9e3A3eIsiKzPH+47R6W9nTsQd/wp89VmOrYUvjFrY0bmFp6dJZLyCnRbj09PTw7/7dv6O1tZVoNMrixYvZsWMHa9eunY6bEwgEtxCKonDh634O/uYC8UgKjQbueqyBe55qxCDs+mcN6cFBfG+9hf+dd5HyBx4++yylL74oBh7OAIqicMZ3hlZvK63eVvqj/dljbrObzQs309zYzJ3ld856sZLPlAuXkZERHnjgATZu3Ehrayvl5eVcuHCB0lLxLkggENwcIV+cA++co+P7YQA8tTY2vbJC2PXPIuLnz+Pb+RrBDz9EGR14WF+P+9VXKfnhM2htwvRvumkPtNPqbaXF20J7sD27bjfYebThUZqbmrm36l702rmZdJnyXf/d3/0d9fX17NixI7vW2Cha2QQCwY2jyAqnPu/ly/cvkopLaPUa7mleyN1PLECnF3b9xUZRFCJffolvx04in3+eXbfcfTfu7dtwPPqoGHg4zfRF+tjdvpuP2j7ijC9nAmfSmdhQt4HmxmYerHsQk27uFz5PuXD505/+xObNm/npT3/KgQMHqK2t5Z//83/OP/kn/2TC8xOJBIlEIvt9MBic6i0JBII5jL8/yr43z9J7wQ9AVZOTjS+twF0j3rkXGyWZJPBRizrw8Nw5dVGrxfH443i2b8Ny111F3d98xx/3s6djDy3eFo73H0dBdRjWaXTcV3MfzY3NbKzfiN1oL/JOp5YpFy5tbW38j//xP/jFL37B//1//998/fXX/MVf/AVGo5FXX3113Pm/+tWv+Ou//uup3oZAIJjjyJLMt5908dU/epFSMnqjlvXPLGLVI3VohV1/UZH8fkZ+81tG3nyT9OAgABqrlZIf/xj3Ky9jrJ+d3SjzgUgqwt7OvbR6WznUe4i0ks4eW12xmubGZh5f+Dhu8/z1wNEoSmYIxBRhNBpZu3YtX375ZXbtL/7iL/j66685dOjQuPMnirjU19cTCARwOkXeWiC4FRnqDrH39bMMdoYAqF9RyiMvLsdZZinyzm5tkp2d+F57Hf/776PEVJM/fUUFpS+/ROnPfobOVVxjsvlKUkpysOcgrd5WDnQdIC7Fs8dWuFewpXELTy58kmp7dRF3qV6/XS7XtF+/pzziUl1dzW233VawtmLFCn7/+99PeL7JZMIkzIYEAgEgpWSOtrZzfFcHsqxgsup54CdLWH5f1ZzqephvRI9/g2/HDkKffJIdeGhavhzP9m04t2xBYxTOxFONJEt81fcVrd5WPun4hFAqlD22wLkg277c5Goq4i6Lw5QLlwceeIBzo7nODOfPn2fBggVTfVMCgWAecflSgH1vnGGkTzXDarq7nIefW4rNJd7YFANFkgh9/Am+HTuIncjNqrE9/BCe7duxrl8vxOQUoygK3w19R0tbC7vbdzMcH84eq7BWsGXhFrY0beE292239GM/5cLlX//rf83999/Pf/pP/4mf/exnfPXVV/zDP/wD//AP/zDVNyUQCOYByXiaw39s4/v93aCAxWlkw3NLWbRa+HwUAzkSwf/79/G9/jqp7m4ANAYDzqd/gGfbNkyLFxd5h/OPCyMXaPG20OptpSfck113mVw8seAJtjRuYU3lGrQa0UEH01DjAvCP//iP/PKXv+TChQs0Njbyi1/8YtKuorHMVI5MIBAUn87Tw+x/8xwhn5qzX35/NQ/8eDFmm6HIO7v1SPX3M/Lmm4z85rfIme5OXUkJpS88T+kLL6AvKyvyDucX3aHurNfKRf/F7LpFb2FTwyaaG5u5r+Y+DNq581yYqev3tAiXm0EIF4Fg/hOPpPjidxc4e6gPAIfbzCMvLaPhNk+Rd3brET97Ft+OHQRaWiFjGGdcsAD39m24nn4arUUURE8VQ7EhdrfvpsXbwneD32XXDVoDD9Y+SHNTMxvqNmDRz83HfM4W5woEAsGVuHR8gAPvnicWTIIG7nikjnVPN2E0i5ejmUJRFCIHDzK8YwfRQ4ez69a1a3H/fDv2Rx5BoxVpiakgmAzyacentHhb+KrvK2RFBkCr0XJv1b00Nzbz6IJHcRrFG/VrRbxSCASCGSESSPDZu+dp+0b1/SitsrLx5RVULxIttDOFnEgQ/PBDhnfuJHnxkrqo0+HcvBn39u1YVt1e3A3OE2LpGAe6D9DS1sLnPZ+TklPZY3eU30FzYzObF26mzCLSbzeCEC4CgWBaURSFs4cu88XvLpKIptFqNax+cgFrtyxEZxDv6meC9MgII++8w8hbbyMNq50qWpuNkp/+FPfLL2GorS3yDuc+KTnFod5DtHhb2Ne5j2g6mj22uGQxzY3NPNn4JPUOYc53swjhIhAIpo3gUIz9b52l68wIAOUNDja9spyyOkeRd3ZrkPB68b32GoEP/ogSVwug9dXVuF9+mZKf/gSdQ/wdbgZZkTnWf4xWbysfd3yMP+HPHqu112a9VpaWLi3eJuchQrgIBIIpR5YVvt/XzeE/XiKdlNEZtNz7VCN3PVqPVieiLNOJoijEjh5leMdOwvv2ZQ3jzCtX4t6+HefmJ9AY5k6nymxDURRO+07T2tbKrvZd9Ef7s8c8Zg+bF26muamZO8ruuKW9VqYTIVwEAsGU4uuNsO/NM/S1qS21NUtK2PjSckoqrUXe2fxGSacJ7t6Nb8dO4idPZtftGzfi3r4N6z33iAvpTeANeGn1ttLqbaU92J5ddxgcPLrgUZobm7mn6h70WnFZnW7EIywQCKYEKS3zzZ4Ovm5pR04rGMw67v/RYlY+WINGDEWcNqRwGP97v8P3xuukey8DoDGZcD3zDO5XX8XU1FjkHc5d+iJ97PLuosXbwhnfmey6WWdmQ/0GtjRu4aHahzDqxMiDmUQIF4FAcNMMdATZ+/pZhnvCACxY5eGRF5ZhLzUXeWfzl9Tly/hefwP/e+8hh9XHXed2U/riC5Q+/zx69/ydDjydjMRH+LjjYz5q+4jjA8ez63qNnvtq7mNL4xY2NWzCZrAVcZe3NkK4CASCGyaVlPj6Qy/fftKJooDZZuChZ5ew5J5KkZaYJmInT+HbsYPgrl0gSQAYm5pwb3sV1w9+gNYsxOL1EklF2Nu5lxZvC4d7D5NW0tljayrX0NzYzOMLHqfUXFrEXc5i/J1w4WM40TIjNyeEi0AguCF6zo2w782zBAZjACy5p5KHfrYEi0OEzacaRZYJHziAb8dOol99lV23rluHe/s27A8/LAzjrpOklORgz0Fa2lo40H2AhJTIHlvhXsHWpq1sXriZKltVEXc5S5FS0HkYLuxRBctgJo2WmBkjfiFcBALBdZGIpTn0/kVOHewFwFZiYsMLy2i8Q5hpTTVyPE7gj3/Ct3MnSa9XXdTrcTZvwbNtG+bbbivuBucYkizxVd9XtHhb+LTjU0KpUPbYQudCmhub2dK4hYWuhcXb5GwleBkufqKKlbb9kAjmjmm0UL8Oqh+E//yX074VIVwEAsE10/7dEPvfPkfEr747XflQDff9aDEmi3gpmUrSw8OMvPU2I++8gzSieuBoHQ5Kn/0ZpS+9hKFKRAGuFUVR+G7oO1q9rezy7mI4Ppw9VmGtyIqVFe4VIr2Zj5SGnqOZqMoe6Pu+8Li1DJY8rn40bQSrG4JBQAgXgUAwC4iFkhz87QUufK16VrjKLWx8aTm1y0TOfypJXLqEb+dOAn/8E0oyCYChpkatX/nRj9HZRUHotXJx5CIt3hZava10h7uz6y6TiycWPEFzYzOrK1ej1YgUW5bIUC6qcvFTiPvzDmqgdjUseUIVK9V3Q5HSk0K4CASCSVEUhQtf93PwNxeIR1JoNHDXYw3c81QjBqOu2NubFyiKQvTIV/h27CB84EB23XzHHXi2b8Px+ONo9OKl+lroCffQ6m2lxdvChZEL2XWL3sKmhk00NzZzX/V9GHTCgA8AWYbL36h1Khf2QM9xIK9OxVwCix9VxcqiR8FeXqydFiCeDQKBYELCI3EOvH2O9u/V0Lqn1samV1ZQsUBMsZ0KlFSK4K5dDO/YQeJ0prhRo8H+6CY827djWb1apC6ugaHYEHva99DibeHE4Insul6r56Hah2hubGZD/QYseksRdzmLiI3Apb0ZsfIxRIcKj1fdkYmqPAG1a0A3+2TC7NuRQCAoKoqscOrzXr58/yKpuIRWr+Ge5oXc/cQCdHoRVr9ZpGAQ/3vv4XvjTdJ9fQBozGZKfvRD3K+8gnHhwuJucA4QSob4tPNTWtpaONJ3BFmRAdCg4d7qe2lubObRhkdxmcTkcRRFrU8Z7QDq/goyjxcARgcs2qgKlcWPgbO6eHu9RoRwEQgEWfz9Ufa9eZbeC34AKhudbHp5Be4aUVtxsyS7exh543X87/0OOapODtaVl+F+8UVKnn0WfamoF7oS8XScz7o/o9Xbymfdn5GUk9ljq8pW0dzYzOaFmym3zo50RlGJB9XOnwt71JqV0OXC4+UrMoW1T0DDephjqTMhXAQCAbIk8+2nXXz1oRcpJaM3aln/zCJWPVKHVtj13xSx775jeMcOQrv3qDUFgGnJEtzbtuF86s/QGoXvzWSk5TRHLh9R25c7PyWSimSPNbmaaG5sprmxmXpnfRF3OQtQFBg8l+sA6jwEcs5ED4MVmh5Rxcrix6Fkbj9eQrgIBLc4Q90h9r5+lsFO1dOibnkpG19ajrNM1ATcKIokEd63j+EdO4kdO5Zdt91/P+7t27E9+ICoX5kEWZE5MXiCj9o+4uOOj/HFfdlj1bZqtjRuobmxmaWlS2/txzAZAe9nuRRQoKvwuGdxrgOo4X4wzB9HZSFcBIJbFCklc7S1neO7OpBlBZNVzwM/Wczy+6pv7QvCTSDHYvj/8Ad8r71GqqNTXTQYcG3dinv7NszLlhV3g7MURVE4P3I+2758OZJLbbjNbrV9uamZO8vvvLXbl4cv5aIq7Z+DlEuXoTNB40O5WhXPouLtc5oRwkUguAXpawuw9/UzjPSptRZNd5fz8HNLsblMRd7Z3CQ9OIjvrbfwv/MuUiAAgNblovTZZyl98UUMlRVF3uHspCvYlRUrlwKXsus2g41HGx6lubGZddXr0Gtv0UtVKg4dn+falX1thcdLGnIdQAsfAqO1OPucYW7R/waB4NYkGU9z5E9tfLevGxSwOI1seG4pi1aLC+uNED9/Ht/O1wh++CFKKgWAob4e96uvUvKjH6K13hoXkuthMDrIrvZdtHpb+X4o58Zq1Bp5uO5hmpuaeaj2Icz6+ZPauC5GOnJFtW0HIB3LHdMaYMH9uRRQ2VK4BaOjQrgIBLcInaeH2f/mOUK+OADL76vigZ8swWybWx0FxUZRFCJffolvx04in3+eXbfcfTfu7dtwPPooGp0w58snkAhk25e/7v86276s1WhZX72eLY1beLThURxGR5F3WgTSSbWYdrRWZehc4XFHTa4DqGkDmG7Bx2gMQrgIBPOceCTFF7+7wNlDqmeIw23mkZeW0XCbp8g7m1soySSBj1rw7dxJ4lzm4qLV4nj8cTzbt2G5666i7m+2EUvHONB1gBZvCwd7DpLO63K5q/wutjRu4YmFT1BmuQWHcwZ7c+mftv2QDOeOaXTqwMJRsVK58paMqlwJIVwEgnnMpW8G+Oyd80SDSdDAHY/Use7pJoxm8dS/ViS/n5Hf/JaRN98kPTgIgMZqpeTHP8b9yssY6+d2a+lUkpJTHOo9RIu3hb2de4nlpTmWlC7JDjSstdcWcZdFQEqrxm+jbrX9YwYW2ioyrcqPqWZwFuHpcyXEq5dAMA+JBBIcfPc8l75RL7SlVVY2vryC6kXCSfRaSXZ24nvtdfzvv48SUy/A+ooKSl9+idKf/QydSzyWoLYvH+s/Rqu3lY87Psaf8GeP1dprs2JlSemS4m2yGIQHcgMLL+2FeCDvoAbq1uZqVaruLNrAwrmIEC4CwTxCURTOHurji99dIBFNo9VqWP3kAtZsWYDeIOouroXo8W/w7dhB6JNPVGMvwLR8OZ7t23Bu2YJGGMahKApnfGdoaWthV/su+qP92WMes4cnG5+kubGZVWWrbp3WelmC3m9y7cq93xQet5SqEZXRgYW2+Zeq9UWSVz9pChDCRSCYJwSHYux/6yxdZ0YAKG9wsOmV5ZTViWK+q6FIEqGPP8G3YwexE7lBfbaHH8KzfTvW9etvnQvwFWgPtGenL7cH27PrDoODxxY8xpbGLdxTdc+t074c9WUGFma6gKLDhcer7ywcWKidX28ehsIJvvL6ONw2zOG2Yc52DszI7d4i/10CwfxFlhW+39/N4T+2kU5I6Axa7n2qkbserUerE+HnKyFHIvh//z6+118n1d0NgMZgwPn0D/Bs24Zp8eIi77D49EX62N2+mxZvC6eHT2fXTToTG+o2ZNuXjbpbIBIly9D3Xa6wtudo4cBCkxMWbcrVqziqirfXaWAwlOCIVxUpR9p8XBgIX/2HpgEhXASCOYzvcoR9b5yhry0IQM2SEja+tJySSuEfciVS/f2MvPkmI7/5LXJQfex0JSWUvvA8pS+8gL7sFux0ycMf97OnYw+t3laO9R9DQU2Z6TQ67qu5j+bGZjY1bMJmuAWGb8YDcGmfKlYufgzh/sLjFStzHUD19865gYVXYiAY57DXx5FMROXSYGTcOcurHKxv8rCu0c0Kj57Gv5/+fQnhIhDMQSRJ5pvdHXzd0o6cVjCYddz/o8WsfLAGjRiKOCnxs2fx7dhB4KMWSKvtucYFC3Bv34br6afRWm7d+UzRVJR9Xfto8bbwZc+XpJVc+/LqitU0Nzbz+MLHcZvdRdzlDKAoMHAm56vSdXjMwEJbbmDhksfBVVe0rU41/cF4Ju3j44h3mLYJhMqKaifrGt2sb/Jwb6Mbty0XaQtm3gRMN0K4CARzjIGOIHtfP8twjxqmXbDKw4bnl+Fw36JOo1dBURQiBw8yvGMH0UOHs+vWtWtx/3w79kceQXOLdnSkpBSf93xOq7eV/d37C9qXV7hXsKVxC08ufJJqe3URdzkDJMLgPZBrVw52Fx4vW6pOVV7yuOpcq58fozEuB2IcaVNrVI54fXiHCoWKRgMrqpxqRKXJzb0L3ZTaip8SFMJFIJgjpJMSX/2jl28/7kRRwGwz8NCzS1hyT6UoHJ0AOZEg+OGHDO/cSfJiZg6OTodz82bc27djWXV7cTdYJCRZ4mj/UVq9rezp2EMoGcoea3A00Nykti83uZqKuMtpRlFg+GKuA6jjy8KBhXozND6cG1jobizeXqeQXn8sW59y2DtMx3C04LhGAytrnKxv9LCuycO9C924rLMv9SWEi0AwB+g5P8K+N84SGFTfES+5p5KHfrYEi6P4735mG+mREUbeeYeRt95GGla7PLQ2GyU//Snul1/CUHuLmZ+hRp1ODp2kxdvC7vbdDMYGs8cqLBVsbtzM1sat3Oa5bf6K4FRMnag8KlZG2guPlyyApZszAwsfBMPcTxt2j0SzEZXD3mG6fLGC41oN3F7ryqZ+1i5047LMPqEyFiFcBIJZTDKW5ss/XOLUZz0A2EpMbHhhGY133NrFoxOR8HrxvfYagQ/+iBJX5zHpq6txv/wyJT/9CTrHrdcW3uZv4yPvR7R6W+kKdWXXnUYnjy94nK1NW1ldsRrdPGvTzeLz5kzgvJ9BOp47pjXAwgdy7cqexXPeWr/LFy2oUekeKRQqOq2G22vU1M/6Jg9rFpbiNM9+oTIWIVwEgllK+/dDHHj7HOGRBAArH6rhvh8txmQRT9tRFEUhdvQowzt2Et63L2sYZ165Evf27Tg3P4HGMPdemG+Gy+HLtLa30tLWwrmR3MA+i97CI/WP0NzYzAM1D2CYR90vWdIJNe0z2q48fKHwuLM21wHUuAFM9uLscwpQFIUuXywbTTnS5qPHP16orKp1ZWtU1i4oxTEHhcpYxCugQDDLiIWSHPztBS58rbZdOsstbHppObXLxPySUZR0muDu3fh27CR+8mR23b5xI+7t27Dec8/8TXlMgC/uY0+72r58fOB4dl2v0fNg7YNsadzCI/WPYDXMwzb5QHeuqLZtP6TyCkw1Omi4LydWKlbM2aiKoih0DEezhbSH24a5HIgXnKPXarijzsW60YjKglLspvl3mZ9/90ggmKMoisKFo/0c/M0F4uEUGg3c9VgD9zzViME4T0P514kUDuN/73f43niddO9lADQmE65nnsH96quYmuZHEeW1EE6G2du1lxZvC4d7DyMpEgAaNKytWqu2Ly94HJdpns1UklLQ9VWuXXngVOFxe2WuA6jpEbCUFGOXN42iKHiHIlmRcqTNR1+wUKgYdBruqCthfZNao7K6oRTbPBQqY5n/91AgmAOER+IcePsc7d+rxaSeWhubXllBxQJnkXc2O0hdvozv9Tfwv/ceclhtA9e53ZS++AKlzz+P3j3PvUUyJKQEn3d/zkfej/is+zMSUiJ7bKVnZbZ9udJWWcRdTgOhvryBhfshkTewUKOF2vyBhXfMyYGFiqLQNhTJdf20DTMQShScY9BpuKu+JGP45mH1ghKsxlvvMn7r3WOBYBahyAqnPu/ly/cvkopLaHUa1jYvZPXmBej0c+/Fd6qJnTyFb8cOgrt2gaRGFIxNTbi3vYrrBz9Aa57/3jVpOc1XfV/R0tbCp52fEk7lbNYXOhfS3NRMc2MzC5wLirjLKUaWoOdYrgPo8onC4xZ3Lv2zaBNY555wVRSFS4NhDrWpzrRHvD4GxwgVo07LXQ0lrM90/dzdUIpFRF+FcBEIioV/IMr+N8/Sc94PQGWjk00vr8BdcwvYqF8BRZYJ7z+Ab8cOol9/nV23rluHe/s27A8/PO8N4xRF4cTgCVq9rexq34Uv7sseq7RW0tyoeq0sdy+fP7U8kWG49GluYGFspPB4zd25DqCau+fcwEJFUbgwEM7Y56tdP0PhwmnKRr2WuzMRFVWolGCe5VPdBxIpjgejHAtGONzbf/UfmAKEcBEIZhhZkjnxaTdHPmxDSsnojVrWP72IVRvr0N7Cdv1yPE7ggz/ie+01kl6vuqjX42zegmfbNsy33VbcDc4AF0Yu0OJtodXbSk+4J7teYiph88LNbGncwt0Vd6PVzAPhJstw+dvcDKDuo5CZiQSAyQWLN+VM4OwVxdrpDSHLqlAZnZz8ldfHcKRQqJj0WlY3lGa7fu6qn91CJSHLnArFOJYRKseCUbriufskR8aPCJgOhHARCGaQoe4w+944w0CH6lZat7yUjS8tx1k2982ubpT08DAjb73NyDvvII2o77K1Dgelz/6M0pdewlA1vybsjqU71E2rt5UWbwsX/Rez61a9lU0Nm2hubGZ9zXoM2rnfxkrMD5f25sRKZLDweOWqXAqo7h7QzZ1LlCwrnOsPZWtUjniHGYmmCs4xG7SsWVDKukY1onJnvQuTfnYKFUVR6EmkOBaMcDwQ5WgwwvehGElFKThPAyyzmVnjtLJCU8I/mYG9zZ3/CoFgDiOlZI62tnN8VweyrGCy6nngJ4tZfl/1/An1XyeJS5fw7dxJ4I9/Qkmq79oMNTVq/cqPfozOPn9TZkOxIXa376bF28J3g99l1w1aAw/VPsSWpi1sqNuART/HBa2iQP+pvIGFRyDT/QSA0Z4ZWJiJqrjmjquxLCuc6QtmC2m/avfhHyNULAYdaxeWZp1p76grwThLa9eiksx3oagaTQlEOBaM0J9MjzvPbdCxxmljjdPKGqeNu5xWHBnxFQwGhXARCOYDfW0B9r5+hpE+dS5I013lPPz8Umyu+TGo7XpQFIXokSMM79hB5MBn2XXzHXfg2b4Nx+OPo9HPz5elUDLEJx2f0Opt5UjfEWRFBkCr0XJv1b00Nzbz6IJHcRrneCdZIgRtB3JiJdRbeLxsWS6q0nAf6OfG2ApJVjhzOZh1pv263UcgVihUrEYdaxaUZmpU3KyqnZ1CRVEU2mNJjgUjHA1GOR6IcCoSQyoMpqDXwG12S1aorHXZWGA2Fv3N1vx8hRAIZgHJeJojf2rju33doIDFaWTDc0tZtHpu5eqnAiWVItjayvDOnSROn1EXNRrsj27Cs307ltWri/5iOB3E03EOdB+g1dvKwe6DJOVcPcAdZXfQ3NTM5oWbKbPM4REOigJD53NCpeNLkPMu6HpLZmBhxluldGHRtno9SLLC6d5gxvBN7foJxQsjEDajjrUL3dkalVW1Lgy62SdUQmmJbzN1KUeDUY4HI/hS0rjzKo161rpsrHbaWOu0ssphxToL748QLgLBNNB12se+t84SGlYNo5avr+KBny7BbJsHdQrXgRQM4n/vPXyvv0G6X+040JjNlPzoh7hfeQXjwoXF3eA0kJJTHLl8hJa2FvZ27SWS5+S6yLVInb68cAv1zvoi7vImSUah/WCuXdnfWXi8tDEzsPBxWPDAnBhYmJZkTvUGOeLNRFS8PkKJQqFiN+m5Z2Fp1pn29hon+ll2YZcVhQvRhFo8G1ALaM9F4owJpmDUaLjDoUZTVrusrHXaqDEZ5sQbCCFcBIIpJB5J8cXvL3L2S9XV1eE288iLy2hY6SnyzmaWZHcPI2+8jv+93yFH1RSZrrwM94svUvLss+hL59f4AlmR+XbgW1q8Lexp38NIItfKW2OrYUvjFrY0bmFp6dI5cWGYEF9bbgaQ9yDkmd+hM6oTlbMDCxcVb5/XSFqS+b4nkHWmPdo+QniMUHGY9NzT6GZ9k5t1jR5WzkKhMpJKZ9uRjwXUaEpIksedV282ZutS1risrLRbMM1RWwEhXASCKaLtm0EOvHOOaDAJGrjjkTrWPd2E0XzrPM1i333H8I4dhHbvUdtdAdOSJbi3bcP51J+hNc6NeoZrQVEUzo2cy7Yv90X6ssfcZjebF26mubGZO8vvnJtiJRWHji9yjrXDFwuPu+rzBhY+DMbZXUydygiV0a6fo+0+IsnCdInDrM8W0q5r9HBbjRPdLLIoSMsKZyN57ciBKJdiiXHnWbRa7nJaCopoK0zzJ9p767yiCgTTRDSY5LN3z3HpuNraWVplZeNLy6leXFLcjc0QiiQR3reP4R07iR07ll233X8/7u3bsT34wNy8cE9CZ7AzK1baAm3ZdbvBzqMNj9Lc2My91fei187Bl1d/Z25gofcApKK5Y1p94cDC8uWzemBhMi3zfY+fw5mun2MdI0THCBWnWc+6Jk9WrKyonl1CZTCZ4lhgtDYlwrfBGDF5fDRlkcXEapcqUNY6rSy3WdDPovsx1Uz7M+s//+f/zC9/+Uv+5b/8l/z93//9dN+cQDBjKIrC+SN9HHzvAolIGo1Ww+onGli7dSH6WWwiNVXIsRiBDz5geOdOUh2ZGgeDAdfWrbi3b8O8bFlxNziFDEQH2OXdRau3lZPDuWnURq2RDfUbaG5s5qG6hzDp5linmJSCzsO5wtrBM4XH7VU5odL0CJhnb8dTMi1zotufdaY91jFCbEwBaonVwL15xbTLq2aPUEnKMifDMTXtE1CLaPPN3UZx6LSsdtpY7bSyxqV+dhuKI5IVRSEW6yAUOkUodJLLl7+Zkdud1nv79ddf87/+1//ijjvumM6bEQhmnJAvzv63ztF5Sh2KWFZvZ9MrKyivdxR5Z9NPemiIkbffZuTtd5D8fgC0Lhelzz5L6YsvYqicH11TgUSATzo+ocXbwtd9X6Nkyht1Gh3rq9ezpXELmxo24TDOsb95qC9Xq9K2HxLB3DGNFuruzYmVqlWzNqqSSEuc6Apku36OdYwQTxVGI0qthozZm5t1TR6WVTpmhTu1oij0JlJ5KZ8I34djJOTJzd3U2hQbS6wmtEX4myiKTDTaTih0klDoJMHQScLh06TToew5kcj4aNB0MG3CJRwO8+KLL/K///f/5m/+5m+m62YEghlFkRVOHezhy/cvkUpI6PRa7vmzhdz1eAO6WVa0N9VMaBhXV4d72zZKfvRDtFZrkXd480RTUQ50H6ClrYXPez8nLeeKNe+uuJstjVt4YsETeCxzqNh6dGDh+d2qWOn7rvC41QOLM63Ks3hgYTwl8W2XP1ujcrxzhES68ELpthmzhbTrmzwsqbDPCqESyzd3y9Sm9CVT485zG3SszqtLuTvP3G0mURSJSLSNUPBkRqicIhQ+jSSNt/TXao3YbctxOFYCTcCfT/v+pk24/It/8S/YunUrjz322BWFSyKRIJHIFRcFg8FJzxUIiom/P8q+N8/Se8EPQPUiFxtfXk5p1ewuSrwZFEUh+tXX+H79a8IHDmTXLXfeifvnP8fx2KNodHM7LZaSUnzZ+yUt3hb2de0jlo5ljy0tXZodaFhjryniLq+Tqw4sXJ3pAHpc/XoWdpfEUxLHO0eyzrTfdPlJjhEqZXZjNqKyvsnD4gp70eupFEWhI57MtiIfC0Y4FY6RHtOPrNPASpuF1a6cUGm0zLy5myyniUQvZiMpatrnDLIcG3euVmvGbl+B03E7DsdKHI7bsdkWo82Mo1Cv33NUuLz77rscP36cr/Mmu07Gr371K/76r/96OrYhEEwJ44YimnTc90wTqzbUoZkF7+amAyWVIrh7D75f/5r46dPqokaD47FHcW//OdbVdxd3gzeJrMgc6z9Gi7eFjzs+JpAIZI/V2etobmqmubGZRSWzv60XUDu4+r7LpYC6v6ZgYKHZBYsezVjrPzorBxbGUxLHO0ZUZ1qvj287/SSlsULFlBUp65vcLCovvlAJpyW+DUWzRbTHglGGU+Ot8iuMetbm1abc4bBgm2HRL8tJIpELBLMC5STh8FlkeXxnkk5nxW6/DYdjZVaoWK2L0M6CovMp30FXVxf/8l/+Sz7++GPMZvNVz//lL3/JL37xi+z3wWCQ+vo5bMwkmFcM94TZ+/qtMxRRCofxv/c7fK+/Tvqy6kUzXwzjFEXhtO80rW2ttLa3MhAdyB4rs5Tx5MInaW5s5vay24t+Mbwm4gG1RuX8HnVgYbi/8Hjl7XkDC++ddQMLY0k1ojI6PfnbLj+pMZ7zFQ5TtpB2fZOHpjJbUf82sqJwMWPudjwY5WggwrlInLGVHUaNhlWj5m4ZoVI3w+ZukpQgEjk3RqScR1HGF/zqdPYCgeJw3I7VuhCNZnZGUzWKoow11LspPvjgA374wx+iy1OSkiSh0WjQarUkEomCY2MJBoO4XC4CgQBO5+ytYBfMb6S0zLHWdo7t6kCWFIwWdSjiivvn51DE1OXL+N54E/9vf4scDgOg83hwv/QiJc89N6cN47wBb3b6ckewI7vuMDh4fOHjbGncwj2V96DTzs4X6SyKAoNncx1AnYcgrwYHgy0zsDAjVmbZwMJYUuJYR06onOgeL1QqnaZMNEX9WOixFvX55s8zdzsejHI8GCWQHm+VX2c2FHim3O6YWXM3SYoTDp/NFs2GQqeIRM6jKOMjP3q9MytORsWKxbIAjebm9ztT1+8pl+CPPvoo33//fcHa9u3bWb58Of/u3/27K4oWgWA20N8eZO/rZ/D1qoVojXeWseH5ZdhK5lir6zUQP32a4R07Cba2Qlp9kTMuWoRn+zacTz2F1jQ373NfpI9d3l20eFs448u1+Jp1Zh6pf4QtjVt4sPZBjLpZboiXjKgutaNiJTDGWt+zJFersuB+0M+ev1c0meZYR65GZSKhUuU0c9+inI/KgiIKlbSscC4aL6hNuRidyNxNw50ONYqyxmlltdNG1Qyau0lSlFDodDaKEgqdIhK9iKKMF1QGQ2lWoDgct+N0rMRsrp+2x3iK4yCTMuXCxeFwcPvttxes2Ww2PB7PuHWBYDaRSkp89aGXE590oihgcRh46NmlLF5TMa+iLIqiEDl4kOFf7yB6+HB23bpuHe7t27A//DCaWViseTVG4iN83PExLd4WjvXnjPD0Gj331dxHc1MzG+s3YjPM8mLqUWv987uh/fMx1vomaHwoU6vy2Kyy1h8VKqPTk090+UmPae+tdpmz9Snrmzw0uIsnVAaTqaxnyrFglG9CUaITWOU3WUzZdM8ap5UVNguGGaptS6fDGZGiCpRg6CTR6CUYN3kIDAYPTuftOOwrcThvx2G/HbO5Ztoe31QqxeDgIP39/dmP9vb2abmtscyupKdAUCR6zo+w742zBAbVSvql91by4M+WYLHP8nfk14GcTBL88EOGd+wgefGSuqjT4dyyBff2bVhWrizuBm+AaCrK3q69tLS1cKj3EOm80PiayjU0Nzbz+ILHKTXP4lRXOqFa648W1k5orf9EnrX+7Gg7jyTSBamf77oD44RKTVaoqB/1bktRhEpSljkVjmdTPscCETomMHez67SqSMnUpqx22vAYZ+YymUoFCYVP5XX2nCQabWcikWIyVhakexzO2zEZK6flsVUUhWAwSF9fX4FIGR4eHhdhye8Qnk6mvMblZhE1LoKZJBlLc+gPlzj5WQ8AthITj7y4jIWryoq8s6kjPTKC/ze/wffmW0hDQwBobTZKfvYz3C+/hKFmDrX5AkkpyRc9X9DibWF/137iUjx7bIV7Bc2NzTzZ+CRVtqribfJqBLpz1vpt+yFvgnTOWj8jVsqXzQoTuEgizdGOkYwz7RWEyiJVpNzX5KGutDhCpTeezKZ7jgejfBeKEp/A3G1pnrnbaqeVpTYzuhnYbyo1QjB0Ki/dc5JYrHPCc02m6rzCWfXDZCqfln0lk0kGBgYKBEp/fz/xeHzC8y0WC1VVVVRWVlJZWYnVamX58uVzr8ZFIJgrdJwcZv9bZwmPqO8Sbnuohvt/tBiTZX48LZKdnfh2vob/D39AiamRJH1VFe5XXqHkpz9B55g7jq+SLGXbl/d07CGUzLl1LnAuyHqtNLoai7jLKyClofsrNaJyfg8MnCo8bq8cY63vKso28xkVKqMRle8nECq1JZZsx0+xhEpMkvk+z9zteDBKb2K8uVupPmPu5sqZuzlnwNwtmRwuSPWEQieJx3smPNdsrsvWoqgi5TaMxql/EyXLMoFAgP7+/oJIis/nm/B8rVZLWVlZVqCMfjgcjoK/90z5sM2PV2iB4DqIh1N8/t4Fzh1Rp/k6y8xsfHkFdctmcTrhOoh+8w2+X+8g9MknaicKYLptBZ7tP8f55GY0hrkxJXa0fbmlrYVd3l0MxHLtyxWWCp5sfJLmpmZuc982O2uQwgO5ycqX9qrty1k0UHePKlSWPgGVq4puAhdOpDna7ssOJfy+J4A0gVDJr1Gpd89s2kpRFDpHoymZ2pRT4RipMYkDnQZus1kKalOaLKZp/z9JJAYKBEoodJJEom/Ccy2WBWMiKSsxGEqmfE/xeHzCKEoyOT5VBmpNamVlZUEkpaysDL1+9siF2bMTgWAGuHhsgM/ePUcslAIN3LmpnnU/aMJgmtvdbookEfr0U3y/3kHs22+z67YND+PZvh3runWz8+I+Ae2B9mz7cnuwPbvuMDp4YsETbG3ayuqK1bOvfVmWofebTAfQHug9Xnjc4lYLapc8oVrr24o7NiCcSPN1uy9bTHtyAqFSV2rJ1qesa3TPuFCJpCW+CUWzLcnHAlGGJjB3K883d3PauNM5veZuiqKQSPRlUz2jLcjJ5MAEZ2uwWhsLa1LsKzEYpjaVIssyIyMjWWEyGknxZ+aJjUWn01FeXj4uimK326d0X9OBEC6CW4JIIMFn756n7ZtBAEqrbWx6eTlVTcUPyd8McjSK/w9/wPfa66Q61Ry5xmDA+fQP8Gzbhmnx4iLv8Nroj/Szq11tXz49fDq7Ptq+3NzYzAO1D8y+9uXYiBpNOZ+x1o8OFR6vvjNXq1K7BoootkLxFEfbRzjsnVyo1LstrG/0sK4IQkVWFC7lmbsdC0Y4Ex5v7mbImrvlalPqzdNnla8oCvF4b54l/kmCoVOkUsMTnK3FZluUJ1Jux2FfgV4/tWIgFouNi6AMDAyQSo1PkYHa7ZsvTqqqqvB4PDdtT6LICpIvTqo/Smoggs87kXCbeoRwEcxrFEXh3OE+Pn/vAoloGq1Ww+onF7B2y0J0hrnX8jtKenAQ31tv4X/nXaSAmoLQuVyUvPA87hdeQF8+PcV7U8mVpi/fV3MfzY3NbGrYNLvalxUF+k/mfFW6joCSd2k1OmDRRli6WY2uOIpXIJwVKqM1Kj0BxugUGtzWrIfKuiY3daUzJ1QCWXM3VaR8E4zin8DcrdZkyKZ71jht3G63YJ6mgaaqSOnOpXqCJwmFT5FKjYw7V6PRYbMuLujscdhXoNNN3WMoSRI+n2+cSAkEAhOer9frqaioGBdFsd7kANSxAiXdH1W/HoxB3vyoWGL8EMbpQAgXwbwlOBzjwFvn6DytFpyVNzjY9MpyyurmTlHqWBIXLjC8cyfBP32Iknl3ZWhowL3tVUqeeWbWT2iOpWPZ6csHew6Om77c3NjMEwufwG2eRROKEyFoO5ATK6HewuPlK3KFtQ3rQVecGqJgPFVQo3JyEqEyWp+yrslDbcnMjK6QFIVzkXg23XMsGOHCBOZu5lFzt0wR7WqnlWrT9ETZFEUhFusYl+5Jp8eLAo1Gj822tKAexW5fjk539bE210okEhknUAYHB0mnx6fGAFwu1ziB4vF40N5ErdS1CpQC9FoMFRYMlTawS/D3N3zz14wQLoJ5hyIrnPysh0N/uEQqIaHTa7n3qUbueqwe7TS9U5tOFEUheuQIw7/+NZHPDmbXLXffjfvn23Fs2jSrJzSn5BSHew/T6m3l085Piaaj2WOzcvqyoqheKhf2qCZwHV+CnBeC11ugaYMqVhY/DqULirLNYDzF115VpBzx+iYUKgs8VtY3eli/yM26Rg81MyRUhpJpjmcGDh4LRPgmFCUygbnbQouxYPDgbdNk7qYoMrFYB8Hg96pXSiaSkk6Hxp2r0Rix25cWWOLb7cvQaqfGlViSJIaGhsaJlFBo/F4ADAbDOIFSUVGBxXLjf8ubFSj6SiuGCiuGSiu6UnN22KxedBUJBNePvz/K3jfOcPmi+q6perGLjS8tp7RqFqUbrhEllSK4axfDv95B4kzGtl6jwfH447i3b8N69+yd0CwrMicGT/BR20fsad/DSCIXaq+112bFypLSJUXcZR6pmOpSO1pYO9JeeLx0ISzZrHYALXgQDFP3TvtaCcRUoXIkU6Nyqne8UFnosWbTPjMlVFKywqlwrKA2pT02vmPFptNyt8PKWlfO3K1sGszdFEUmGvUWRFFCoVNIUnjcuVqtEbttuZrmGY2k2Jai1U5NlCccDo8rlh0cHESWJxYHpaWl40RKaWnpDUdRpkugFBshXATzAlmS+faTLr76Ry9SSkZv0nH/Dxdx+8O1s+bJdq1IoRD+376H7403SPeprZQai4WSH/0I96uvYGxoKPIOJ+f8yHla2lpo9bbSG8mlVNxmN5sXbqa5sZk7y++cHR1OIx259I/3M0jHcsd0RljwQK6w1rNoxk3gRoXK4bZhDnuHOdUbZKxdaGOZraBGpdo1/ULlciKZTfccD0Y5MYG5G8ASq4m1Llt2+OB0mLspikQk2qZGUDJCJRw+gySNr7XQak3Y7SsyPimqULHZFqPV3nxqL51Oj7O/7+/vJxKZuObDaDQWFMqORlFMNzgbrJgCJZVM4L/ci6+3m64L529o/9eLEC6COc9Qd5i9r59hsFMNtdbf5uaRF5fh9MxMWHyqSPX24nv9DfzvvYececHTlZWpE5qffXbWTmjuCffQ6m3lo7aPuOjP2dVb9VYeW/AYzY3NrKteh15b5JebdBK6DudM4IbOFR531uZqVRo3gGlm20ID0RRfZduThzl9eWKhkq1RafRQ5ZreyE9ckvk+HMt6phwPRuiZwNzNpdex2mllbaY25W6HFZdhav/espwmGr2UF0k5SSh0BlmOjTtXq7XgcKzIGy64Cqt1Edqb/B9UFIVQKFQgTvr6+hgaGpp0wKDH4xkXRSkpKbkh8V4sgaIoCtGAH19PF77eHny93epHTzfBoYGsX1R8kq6mqUYIF8GcRUrJHN3VzvHWDmRZwWTV88BPlrD8vqrZ8Y7+GomdOoXv1zsI7toFktpVYVy8CM/27eqEZuMsawEGhmPD7OnYQ0tbC98OfptdN2gNPFz3MFsat7ChbgNm/cynVAoIXoaLmRlAl/ZDnuMuGh3Ur1PTP0uegIrbZjSq4o8m+cqrFtMe8U4sVJrKbKzLM3yrdE7f46koCl15VvnHAlFOTmDupgVW2M2ZSIoqVJosJrRT+NjJcopI5GKB42w4fAZZHm89r9NZsdtvy0RRVmYiKYvQaG6u7iuVSk1o3BaLjRdKAGazeVzLcXl5OcYbeP4WS6BI6RT+vj58vV34eroZudyDr0cVKYno5B1DJpsNd209ppIy+MOe676/14sQLoI5SZ83wL43zuLrVZ9MTXeV8/DzS7G5pqaAbrpRZJnwZ5/h27GT6JEj2XXrfevxbN+O7aGHZp34CifD2YGGhy8fRlJUkaVBw73V97K1cSuPLngUp7GIM8ZkCbqP5mpV+r4rPG4rVwtqlzyuti1bZi6K5Y8mOeL1cSTT9XOmbwKhUm7Lmr1Nt1CJSBLfBvPM3YJRBpPjO1jKDHrWuKzZItq7HFZsU2iVL8tJIpELeVGUUxmRMr5ORqez43DclpfuWYnV2nhTIkVRlKz9/dWGCAJoNJoJ7e+dTud1P2eLJVBioWAmctKVFSYjvd34+/tQJqm/0Wi0OCsqcNfUqR+1ddmvLU4XGo1Gtfz///7yuh6DG0EIF8GcIpWUOPKnNr77tAtFAYvDwMPPLWPR6vJZd6GfCDmRIPCnP+Hb+RrJS5kJzXo9zuYteLZvx7xiRXE3OIaklORgz0Fa2lo40H2AhJRrYb3dczvNTc1sXriZCmtF8TYZGYZLn6odQJc+VU3hsmigdnWmVuVxqL57xqz1R4XKqDPt2QmEyqLy0YiKh/WNbiqmSagoikJbLMHRvNqU0+HYOHM3vQZut1tZ48wV0TZMobmbLCcIh88XpHvC4fMoymQiJWeJ73SuwmJZgEZz43+/0SGCYycdTzbV2Gq1jhMo5eXlGK5zbEYxBIosSQQG+wuEyWh6JxaavPvHYLZkBEltgUApqapBf4XoUTKeZqhr4s6oqUYIF8GcoefcCHvfPEtwUA3VLl1XyUM/XYrZPvtn76RHRhh55x1G3nobaVh13NTa7ZQ8+zPcL7+MoWr2TDKWZImj/Udp8bbwcfvHhFK5F6OFzoU0NzXT3NjMAmdx2oCRZTWSMhpV6T4K5CkCsyvPWv9RsM+MGd9IJCdUjngnFypZC/0mNxWO6REqwbSktiMHcuZuIxOYu9WYDHm1Kaq5m2WKLAMkKUE4clbt6gl+r0ZSIudRlPF1EHq9s6D92OG4HYul4YZFiizL+P3+cVGUqw0RzJ/PM2p/fz2i7aYFSkacXI9ASUSjOVGSESa+3m78fb1Ik3jAADg85QVRk9KaWty1ddhLPZPe53RKIjAYI9Afwz8QxT8QJTCgfh0NJIklhQGdQABAMpbmy/cvcuqg2qViLzWx4YVlLFw19VNTp5pkezvDr71G4A8foGRGw+trqtUJzT/5CbpZMhdEURRODZ+ixasONByMDWaPVVgraG5Uxcpy9/LiRLbiAbi0T+0AuvgxhPsLj1euyhXW1t0Duul/afNFknyVaU0+3DbM2b7x7zYXV9hZn2lNni6hIikK5yPxgtqUC9E4Y5McZq2GOxzWrFBZ7bRSY56a+ilJihMOn8lrPz5JJHIBRRl/4dTrS1Rx4swJFbO5/ob/r/KHCI5GUgYGBiYdImi328dFUa53iOBMCxRFlgkND6nFsXl1J77ebiIjE4sxAL3BSGlNLaVj0zvVtRjME/8vSpJMaCgjTPpzwsQ/ECU8kmDcP1YeZtvMvIkUwkUwq2n/fogDb59TnzDAyodruf+HizBaZu+/rqIoxL75huFf/5rwp3uzFffm227D/fOf49z8xKyZ0OwNeGnxttDS1kJnqDO77jQ6eWLhEzQ3NrOmcg3amwjP3xCKAoNncx1AXYchz2UXg02tURk1gXPVTvuWrkWoLKmwsy6v66fcMfU1V8PJdIFnyjfBKOEJzN0WmI2syaR71jpt3GY3Y5yCNJkkRQmFz2RbkEOhU0SiF1GU8REdg8GdF0VZhcOxErO59oZEiizLE9rfX+sQwaqqKioqKq5riOBMC5RUIs7I5d5M904menK5h5HeHtLJidNZALaS0gJhMipUnGXlaCb4m8uyQjAjTrLCpD9GYCBKcDiOMkF7+yhGi56SCguuCmvuc6X6dSId4//z/1zxLk4Js/fVX3BLEw+nOPjb85z/Sn1n7Sy3sOml5dQum50twZCZ0PzxJ/h27CB24kR23f7II7i3b8d67z2zog6nL9LH7vbdfNT2EWd8Z7LrZp2ZjfUbaW5q5oGaBzDMtHV9MqL6qYx6qwS6Co97lqgzgJY8Dg33gX56C7GHw4lM148qVs71TyxURlM/9za6p1yopGSFM5EYRwM5oeKdwNzNmjF3G61Nudtppdw4Ff4kkUwk5fucSIlcgnHVMWAweHBmjNxG0z0mU/UN/c9f7xBBp9M5of39tQ4RnEmBoigKkRFfJmJSWCAbGhqc9Oe0Oj2l1TWUVtfmIieZzybreINNRVGI+JMEMtES/0As83WMwGAUOT25ONEbtYXCJO9ri8OQ/Zsq6TSpy5dJdn5P9HAXw+cvTPo7pxIhXASzCkVRuHhsgIO/OU8slEKjgTsfrefeHzRhMM5OW3s5EsH//h/wvf46qS71YqsxGnE9/QPc27ZhWrSoyDtUBxp+3PExLd4WjvYdLRhoeH/N/TQ3NbOpfhNWwwzPOhq+pIqUC3tU59q84l/0Zlj4UKaw9jFwN03vVsKJXI3KJEJlaWWhUCmzT61Q6U+kOBaMcDSgeqacCEWJTWLuttppY61LneuzbArM3dLpEKHQ6YLZPdFoGxPlBozGioL2Y4fzdkzGyusWKbIsMzw8PM4XJTiJdfzNDhGcSYGSTqXw9/VmIyf5dSjJSVqqAcx2B+7a+lyBbEacuCqq0I4RYoqiEA+nuHwpkEnrqMLEPxAlMBgjnRgfBRtFq9fgKiuMmIyKFFtJriBbjsdJdXWR7DxD7PNOgp1dJDs7SXZ1kurphbw6mrA0+e1NJUK4CGYNkUCCA2+fw3tiCAB3jY1NL6+gsrGI7bVXIDUwwMhbbzPy7rvIoxOaS0oofeF5Sl94AX1ZcWtwoqlodqDh572fFww0XF2xmubGZh5f+PjMDjRMJ6Dji5xYGb5YeNzVkPFV2QwLHwTj9AmpoXCCI22jFvrDnO8fbwm/rNKh1qhMg1BJyjInQzGOBaMcDUY4FozQHZ/c3G005XO300rJTZq7pdOhgvbjUOgk0ah3wnNNpqpM4eztODNCxWS6/i6yaDQ6YRTlWoYIjhbNut3ua7K/V2QFaSQjUPqjpPsj0yJQFEXJtBZ3j+veCfT3oyiTtxa7KiszUZP6ggJZq9M17vxENMVgVyQnTDIiJTAYIxGdvABXo9Xg8JgLIiYllRZKKqzY3Wa0mfslBQIkO7tIXTpBfF8Xwc5OUp2dJLu6SPf3T/r7ATQGA4b6eoz19egrKuBv/uMVz58KhHARFB1FUTh76DJf/O4iiWgarVbD6i0LWPvkQnSG2TcUMX7+PL6drxH8MDeh2bhgAe5tr+J65hm0NzH87GZJySkO9R6ixdvC3s69xPJs7JeVLqO5qZktC7dQba+euU0FunPpn7YDkMrrPNDq1bTP0s1qZKVs6bSZwI0KlVFn2gsD44XK8ipH1kPl3kY3nikUKpcTSY4GVJFyPBDlu3CUhDze3G25zczqjLHbWqeNRdabM3dLpQIZgZKb3ROLdUx4rslUnZuAnEn7mIzXJ8AlScLn841rOZ4simIwGLJRlHz7+2sZIlggUAaimQhKhPRgDCU1dQJFliT8/X0ZgdJVYMwWD0/eAmy0WAs6d0bTO67KavRj6txSCYnAYJTeCwOZ2pNc/UksdGVHWrvbREmFNZveUb+24CyzoNNrURSF9MAgqa5Okme7iH/cSahDFSapzk6kwPiJ2Plo7XYMDfUYGxZgrK9Xv65vwLigAbmslMvRPjrC3Vy4fAH+5oq/akoQwkVQVILDMfa/dY6u02plfHmDg02vrKCsbnZ024yiKArRw4cZ/vUOIgfzJjSvWYNn+zbsGzcWbUKzrMh8O/AtLd4Wdrfvxp/wZ4+NDjRsbmxmcenimdmQlIauIzmxMnCq8Li9KtcB1PQImKcnojYYSmSjKYfbfFycRKiszzjT3tvowW2bmi6bhCzzfUitTRnt9umdwCrfbdCpKR+nmvK522nFfhPmbqnUCMHQqYLZPfF414Tnms11Be3HDsdKjEbPdd1efhQlf4jgZFGUkpKSce6y1zJEUJEVJH+CVCZykh4VKgPRKwgUDYZyVZToK205HxT35AIlHgkzMmppP1og29uDv+8ysjR5ZMNZXmjMVlqtfraVlBakz6SUTGAoRtdpP/7+GP7BKIF+NYoS8U9efAtgdRpxVVgyaR1VmJRUWHGVW9AbdWq9SW+vGjk51UmypZPejDBJdnejXCE9Bep4EWNDQ06YNDRgbGhAV1/HiClNT7iHnnAP3aFuusPf0j3yj/R09TAQHcimnqWYSBUJ5jGKrHDqYA9fvn+JVEJCZ9By71ON3PVoPdop8pGYCtQJzbsZ3vFrEqczhaxaLY4nnsCzfRuWO+8szr4URR1o6FUHGl6OXM4ec5vdPLnwSZqbmrmj7I6ZKQiODMHFT3ImcPG8d3AardqivORxNQVUtWpaoioDoXg2onLEezWhokZUpkKoKIpCT6Y25VgmonIyFCM5gVX+bXYLa5xW1rhsrHXaaLTcuLlbMjlcYIkfCp0kHu+Z8FyLuUGNoNhX4nCqKR+D4doL3SVJKqhFGRUpodDE0QaDwTCuDqWyshLzJC24o2QFykBeemdUoCQnESg6VaDoK3PRE32lDf0kAkWWJYIDg5mISaY4NpPqiQb8k+5NbzLhrs74neR38FTXYDDl7pcsyYR8cYZ7Ylz6plsVJoNqYWxoOD7O2ycfk02fSetYC0VKuQWjRY8ci6lRkq6LJL9R60x6O7vUtZ6e7MiQCdFqMdTUYGyox1DfoH7OiJNEZQmX5REuhXroDndnxMlJerw99HzXQ3ICF+N8LHoLtfZaKkorOMOZK547FQjhIphxAoNR9r1xlp7zfgCqF7vY9PIKSipnuDD0CkjhCP7fvYfv9ddJ96qiQGOxUPLjH6sTmuvri7Kv7lA3rd5WWrwtBQMNbQYbjzY8ytamrdxbde/0DzRUFLh8ItOuvBt6jlFQxGlxqyZwSzfDok1gnfo6moFgnMNeH0cyqZ9Lg+PNr1ZUO3M+Ko1uSqdAqMQkme9DUY7m+ab0JcdHUzwGfbZ4ds1NWuUnkkMZE7ecUEkkLk94rsWyoMAS3+G4HYNhfN3EZEQikQlrUaRJLoolJSXjjNuuFkVRlHyBkimQ7Y9cg0CxFERP9JVW9G4LGt14gZKMx3LRk7wC2ZHLvaRTk1+I7aVuNWpSU1gg63CXZVuLFVkh7E/gH4hy7vBQQcdOcCiGLE2uTgwmHSWVuYhJflGs2W5A8vtJdnWR7DxN6utOkp1d9HZ1kursIj0wMOnvBdCYTBjq69Q0Tp4w0dRWM+TS0JPopzvUnYmcnKYn/DHd33QTSFw5VaTT6KiyVVFnr6PWUat+NpVSp+ioTSVxh4fRBLoI9l7iH674m6YGIVwEM4YsK3y/r5vDH1winZLRG7Xc98NFrNpQd11j1KeTVP8AI2++wci7v0HOvJvUeTy4X36paBOah2JD7G7fTYu3he8Gc7N3DFoDG+o20NzUzEO1D03/QMNEKGMCtxsufALhvsLjVavUiMrSzVC7BrRTmzobFSqjNSptY4SKRgMrqpxZH5V7F968UMkfPDia9jk1weBBnQZW2iyZSIoaUVlwg1b5icTAmAnIp0gk+iY812ptzCucvR27/TYMhmtLvUmSxNDQ0DiRMlkUxWg0UlFRUSBSKioqrhhFURQFKZDMRU/yalGU5CTRAZ0GfZklEz2xXVGgKIpC2Dec8TvpLjBmCw8PTbovnV5PaXVtJnpSnxc9qcWU6VBSFIVoUG0n7j4XIzDQpqZ3MkWx0mQpKkBn0OIqt4zr1nFVWLDY9UhDQ2oKp/McyUNdpLo6uZzp1pEnqQUaRet05qVzFqgCpa6ecKWdy+Y4F6O9WXHSE/6U7v5u+r39yJMUCo9SaiqlzlFHrb1W/WxyU4ee2lSKqlgQQ6AHRjrB+yn4OwujqqMkrhBOmkKEcBHMCCN9Efa+fpa+NvWfvXZZKRtfWo6rvHiFrPkkLlxgeMdOAh9+CKMFt42NuH++HdcPfoDWNLPDG8PJMJ92fkqLVx1oOPqio9VoubfqXpobm6d/oKGiqF0/o1GVji9Bzoss5JvALXkCnDVTevP9wXi2PuVI2zBtQxMLlVyNipsS680JlagkcyIU5VhebcrABIMHy4161SY/I1LudFixXmeKU1EUEom+gvbjUOgkyeREXh4arNZF2a4e9WMFer3jmm5rNIqSXzA7ODg4aRSltLS0oFi2srKSkpKSSaMoiqIgBZPZ4tj8OhRlspZcrQZ9eUagVIymemzoPWY0Yx7LdDLJUE9HRph05UVSekjFJ6/dsDhd4wYCumvqcFZUoM0I63gkle3S6TjVV2DKlopfoZ1Yq8FZbikwYRuNothsWtJ9l0l2dpHs/I7UZ2o6p79LjaAok8xGGkVfXp6NloymdqSaMgbcOnq0wVzUJHyBntB+ei70ED87fnJ2PmadmVp7bV7ExE2d1khtWqIuHsEW7FMFSdehyYXJWKweKGkg7awnZKqmPekC/sPVf+4mEcJFMK3Iksy3n3Tx1YdepLSMwazjgR8v5rYHa4puxqYoCtEjXzG849dEDnyWXbesXYPn5z/H/sgjE7pOThcJKcHn3Z/zkfcjDnQdKMgrrypbRXOjOtCw3DqNs3dS8Uy7ckasjIxpkXU3ZaIqT8CCB6bUBG40onLo0vCkQuW2ameuRmWhG5f1xk3WFEWhI57kWCCipn0CEU5FYoyN8o8OHsxP+9RfZzRFFSmXM0ZuGaESPEkqNTzB2VpstkV5s3tWYbevQK8fbzI2lvwoSr5ICYfH1/uAGkUZWyxbUVGBaRKhrigKcjCZazMeyAiVgSjKZBd5bS6Ckt/Foy+zFAgURVGIBvz0n2vLiJKcMVtgcIDJikM0Wi0lVTW5oYCjBbI1dVjsqrBLxtOqGOmPcuFYlMDAuayNfSIyedEtGnB6zAURk5JMS7HNrJDu7SHZ2UGqs4vkKTWd09/ZSery5SvXm+h0ar1JfT2GBQ0Y6xvQ1dUQKLdyuUSmOzWYLYTtCR+kO9TNyPcjk/8+1CntVbaqvIiJhzqtibq0TF0ihic0iCbQpaZ4/R/CVdJDAFg9KCUNJO11BEzVDOoq6VbKuZh0cyZWgjcIPX0x/G3qGxo5Eb3675wChHARTBvDPWH2vn6GgQ419Nxwm5tHXlqOwz3NKY2roKTThPbsYfj//Jr4qUzHi0aD4/HH8fz5z2e04FaSJb7u/5qWthY+6fikYKBho6sx2xHU4GyYvk0EenIDC9v2QyrvxUdrgIUP5FJAnqkz08svpp2oRkWjgZU1TtY1To1QiaQlvg1FC2b6DKXGX7SqjAbWZETKWqeVVQ7rdQ0eVBSFeLxnXLonlRo/U0aj0WGzLs5rP16Jw74Cne7q9V7hcHiccdvg4CCyPHFKwO12jxMpLpdrwiiKoijIobECRRUpkwsU0HssuS6eUYHisaDR525DSqfx91/Gd3y07iRXIJuITD6kz2S1ZSIn9dmBgO6aOkoqq9DpDaST6gBA/0CUPm+Ms4e7s9GTaPDKxaW2EpMaOam0UlKuChNXhRW7IYF0uYdkR6faSnxCTecMdHaSHpzc5RZAYzZnUjqZTp36epLVbgbdOrptCXrifZki2C66Q4fo6+tDunzlrhyXyaVGS+y11FnKqdWYqJOhLhGnOjKCIdAN3gvg//QahUkZckkDMWstfmMV/bpKuqQyLiXdnIq6VGHSGSMxofdNYUrLYdZT6rQxcQ/b1CKEi2DKkSSZ47s6ONrSjiwpmKx6HvjJEpbfV1XUKIscieD//fv4XntNrcBHfXEp+dEPcW/bhrFhGsVBHoqicHr4NB95Pxo30LDSWqmKlaZmlpUum57HS5ag+2s1onLhY+j/vvC4o7qwXdl0bemIqzHqo3KobWjC9uSpjKgoioI3llSN3TJpn9Ph2DijeqNGwyqHRY2kZMRKrclwzY+7KlK6VIGSbUE+RTrtH3euRqPHZltSYIlvty9Hp7uykE+n0+NqUfr6+ohMcpE3mUzjunkmi6IoioIUShamd0ZTPLFJIhGjAiUvvZONoOQJlHgkzGBPF74zhVOLA/2XkSeLRmg0uEZbi/NFSk0dVlcJsqTO2BlN5fRciBIYOIm/P5qdZzYZFoehoFvHVa5+bSMC/d0kO9pVN9hjqjgZ7Oqi/2r+Ji5XQQuxpq6GQJmZvhLoNIbojvTQE+qhO/wV3aH3iXZFudKV3ag1UuuoVVM65jLqdVbqZA21ySS10QCO4GXo6gT/l9csTCRXPRFLLSPGKvo0FXTIZZyPl3Iq6qItoDDgTUwSzMr9f2k0UGY3UeI0YbMZMNgMSCYtcZOWoB4GdTCoUeiPTBzZm2o0inKl5qyZJxgM4nK5CAQCOJ2z0zFVMDmDnSE+ff0Mw93qP/DCO8p45IVl2EpmtkYkn/TgIL433yp0uHW7KX3xBdXhdoYKbjuDnXzk/YiWthbag+3Z9dGBhlsbt7K6cvX0DDSM+uDip2ph7cVPIJYfdtZk2pWfUFNAVXdMSbtyvoX+oUsTG76Ndv3cl2lPvtEalXBa4ptMJOVoULXL96XGXxxrTAY1kpIRKbfbLZivMZqiKDKxWEdB+3EodIp0enwxpUZjwG5fmmk/XoXTcTs22zJ0uis/D8Lh8DjjtqtFUcZ29JSUlIwTXoqiIIdTORfZgVwkRZ7MeVWjCpRsm3FFJpJSnhMoiiwTHBrMEybX1lpsMJnzBgLmCmRLqqrR6Y2EffGCwX+js3ZC1zMAcLQw1mPCJgdgoEe1ru/I2NV3XJu/ib6iImu4ZmioJ1bpYsitp6dEohNfRpioLcT5b0Imo8JaQZ29jjpLBbU6K3XoqEulqI0GKQ/2ow10qTUmiSsX6QIotnLSjjrClhqGDVVcpoL2tJtzcTffR5y0BRRC8SukwjKY9Fo8ThNOhwmzTQ9mPUmzlrBew4hBYUgLyjU0UFhjIbxbH57267cQLoIpQUrJfN3i5fjuThRZwWwz8NBzS1iy9vrnl0wViUuXGN6xg+Af/1TocLt9O65nnkZ7FU+JqSDbEdTWwndDuY4gk87EI/WPsLVxKw/WPjj1Aw0VBfpPZqIqe9QIS35Xgdmltisv2ax+tl2f8dhEjE5PPnRp8qGE+T4qN9qeLCsKbbFEztwtEOFsJD4ummLSarjDbs1GUtY4rdSYr+32FEUmGm0f5zgrSePFl0ZjxG5fVtB+bLcvRaudXKTkR1HyhcrVoihjO3qMxvH3Rwon86InkWwXz1UFSn79SYUVQ7kVTca5Oju1eNSYbdTe/nLvFacW292eMcWxagTF7vYQDaSyDrH+/twQwMBQ7BoHAGZcYiutOEv1WFMjaAe6SXePipMutf5kzDydcWT9TVRhotRWESiz0O/W0GlP0JnqpzvcTU9INWBLyVd2sbUZbKowsVZSq7dRh4G6dJraWITa0BCmQHdGmFw9YqLYykna6wiZqxnSV9GjlONNezgbL+X7sANvAJITTAYfi9NioMRhxGo3orfqkc06YkYNAb2GIZ1C0qC56psVo0ahQp+iQhelTOPHo/RTIvfgSnsplbpwM4QSifD0D9qn/fotUkWCm6bfG+TT188wcll90V20uoKHn1uK1Tk1LqTXg6IoxI4eZfj//Jrw/v3Zdcvdd+P585/PiMNtJBVhb+dePmr7iMOXDyMp6jt/rUbL+ur1bG3ayqMNj2IzXL3Y8rpIhMF7IJcCCvUWHq9YmZsDVHcP6G7u6T8SSWYjKofbhjnbN16oLKt0cN+im3OmDWaiKapQUack+9Pjoyl1ZkOm00dN+9xut2C8lrk2ikQ06h0zu+f0hCJFqzVit68o8Emx2Zag1U58vxRFKahFGRUpQ0NDk0ZRPB7PuBk9Lpdr3BsAKZwk3uXPqz+Jkh6IIE9WbKoBnduc8UDJtRkbyi1oDLpscexwbze+U90F/ifBocmLY0enFo+mdvKN2aS0oSBicuZwFH+/l8DgKdKT+bWQGQBYnt9KbMHh0GBLDqMf7iHVdUEVJZ+raZ1Afz+BK7wH1xiN6jydhgZ09bXEKksY9ujpLZFpt0TpivVmunQ+UT1Ngowt4cii0+iotlVTZ6ui1uCgTjNaABulLuzDFehG0/nVNXXlyNZyEvZaAqZqhjKFr20pN2fipXwbdNLtA2Wi+m31p9XHSgOldhMOhxGTzYDGoidp0hAyaPHpFSIGDXG9lskdYDRoUSjTpyjXxSjX+HErg7jlHlxSOyVSNx4GcSpBNFcsFbIQkiuB9qve75tFCBfBDZNOSnz1oZdvP+lEUdQc8obnl7Fo9fUPYLtZFEki9PHHasHt95maDY0Gx2OP4t7+c6yr757W209JKb7o/YKP2j5if9d+4lKuNXG0I+jJxicps0zx4MXhS7nC2vbPQcp7ZTFYoXGDKlYWPw4lN2eaF4imOOId5lCmRflsX3DctWx0evJ9NzjrR1YULkQTmboUNe1zPhIfN5/YrNVwp8NakPapNF09aqUoEpHIpYLC2XD4DJI0vhtCqzVjt68omN1jsy5Cq534dtLpNIODg+NESjQ6caeF2WweVyxbXl4+LooiRVIkvUFSA4V1KHJkknf+GtCVmgtcZA0VVgwVqkCR0mkCA30M9rTh+7owxXOl4tiCqcW1ue4ds81NcCiZjZ50n49x6nM//oHLJCerk0EdAJjt2Km04Cq34LRKWBJDGH09pLtOkWzrJLW/k2RnJ5GRESbfXf48nQak6nKCFVYGSrV0OdO0Gfz0RHvpDl2iL/qFai8QQP2YALfZTZ21ilqjizqtmToJapMx6iJ+KgO96HtPQfzLK+xGRbZ4iNnUjpx+XSXdstqRczpWwrdBB4M+HYyv2S7AqNdma0t0Fj2SRUfMqMWvB78BMOmIXiWNU6KTKNdGKdcG8TBIqXwZZ7odt9yNm2FK8aFPSTBpMMmKJFWRStmJxyxEIkYiESOJhJVEwkYyaUWSDCQSCeDIVR+Xm0UIF8ENcfmin71vnMXfr74oL723kod+thSzfYpTHldBjkbxv/8HfDt3kuruBlT3SNcPn8H96quYGhun77YzM4I+avuI3R27C9wnFzgXsLVxK81NzSxwLpi6G00n86Yr7x4/XblkQWZgYWa6suHG02GBaIqv2nM1KmcmECqLK+zcN5r6abr+6cn+VFqNpmS6fI6HIgQn6GBoMBtZ68r4pjhtrLRbMFzlxXq8SPmeUOgMsjy+pkGrteBw3FYwu8dqXYR2AgdiRVEIhULjjNsmi6JoNJqCKMqoSHE6nQVRFDmaItUTJdw/rLrIZopk5fDkqYlcBCUTPalQ0zxao45ENJIRJW34zuRqT/xXK46tqCxoK3bX1OEsryUR02dbigMDUTrPxPAPXCIePjv5H0ED9lJTzsa+3IzDkMCSGMY00oXU00XyQifJvV2kOjqIRaNcqeJE5/FgrK9HW19LrNLFSJmJyyUK7fY4bZpBusM99IS/zA0XnUScmHQm6mzVqvur1kKdrKU2maAu6qcuOID1cjvEv73CTlQki4eotRa/sZp+bQWdchkXEm5OxUo4EXQQiBvhyl3M2C167HY1WoJZR9KkI2SAEQNIZh1xg5bgFdI4Zo1MhS6WESVDuOXLuKQOSuUe9XuGMacnT+cpigVJKieWtBGLWQiHDcTjZhIJW0aYWJHliV/XDVo9Nq0ZN2asigEmiIROB0K4CK6LVELi8AeX+G5/NyhgcxnZ8OJyGu+Y4kjCVUgPDeF76y38b7+TnWyqKymh9IUXKH3xBfSem6/ZmIwLIxf4qO0jWr2t9EZy6ZgySxlPLnySrU1bWelZOXW1PcHLcPFjNQXUth+SeSmMgunKm6FsyQ0X1gbjKb4abU/2DnOqd7xQWVRuUyMqizysa/RQ7rh2oSIpCucj8TwX2ggXouNfUC1aLXc5LQVpn3LjlQXx9YgUnc6K3X4bTueq7Owem7UJjWZ8CjGVSjE0NDSuYPZKUZSxxbJjoyhyNEVqIErkbF9WnKT6I8hXmACsKzWNm2asr7Ci0WsI+YYyAuV7tcU4U4cS8U9+xdSbTGPEST0llTVodKWER9LZNuJL30Y5vsdPJHBlq3mry5jr2PGYsOmiWBPDmHxdyL2dpM50ktzTRaq7m2QyyaQZB40GfXUVhvp6pJpyQuU2htw6ulwSl+xh2lOqZf1w/GTuZyYQJxo0VForVJM1vS1rTV8fC1EbHKTM340mduGK9wkgbXYTsdQwYqzOdOR4OB93czLq4vuwi2jcfEVhotWA027EYjOis+qRzNpstCRh0qKYdcT1Wibz+NWhUK6LU64N4WGYUqWPUqmTUrkXN0OUMYRNCaOZJOumKFbS6VIiSSuxqJlwxKBGSDKC5EqixKI1YdOYKVeMWCUjNtmEDRNWxYRNMWFTzBjHSIhQ+koxsalDCBfBNdN9boR9b5whOKSmQVbcX80DP1mM6Sa8Na6XRJsX386dBD74ACWpvvwZGhpwb3uVkh/+EK1lepx4L4cv0+JtocXbwvmR89n1aZkRJEvQc1yNqJzfDX3fFR63VeQ6gJoeUQttb4BgPMXRdl+2mPZUb4CxDRtNGaGyvsnD+kY3Fc5rj+CMpNLZ4tnR2pTwBIWEjRZjRqCovikrbBb0V4imXK9IGRUno3UpVmvjOJGiKArBYHBcsezQ0BAT9S/kR1HyhUp+FEWOpUn1R0h+M0w0rw5FDk1eKKArMeVFT2xZgSJp0vgv99Lf243P243vi+6szX36Ci6sY+fulFbXYLSWk0pYCAzGCfRHGeyOcuF4jJCvHZT2SX+X2WbItRKX6rFpIlgTQ5hHulB6OkmeVI3YUpcvI8syYWDC5liDAWNtLZq6auJVpfjLTPSVaOh0JjhvDtAR76U38h1pOS/NNEHNicNgp85SRp3eQR0GatMp6mJhasPD1Iz0YIx1THpfRkmbSgs7cqQyzidK+S7s4nyiVBUm/sl/3qjXYncYMVoNYNGRNGkJ6TWETRoUs+6qaRy3NkG5NoxH48Mt91Eid1EqX8bDIB6GKcGPdkIPFVBkK+m0g0iinGjURDRqJpG0ZkSJjUTCMqEo0aLFpjXjUkxYJCM22YhNMecESUac6CisD5ORSchRoqkg4fQgg+kwMSlELB0mJqkfI7GrhJemCCFcBFclGUvz5R8uceoz1fvE7jax8aXlNNw2fVGNfBRFIXb8OMO/3kF4795skaD5zjvw/PzPcTz26LQU3AYSAfZ07OGjto841n8su67X6nmo9iG2Nm1lQ92GqZkRFBvJtCvvUduVo/kVeRqoXa1GVJY8DtV3wQ04+oYTab7OK6b9vme8UGkss7E+M+tnfZOHymsUKpKicDYSz7jQqmmfS7HxF1SbTsvdDtUmf43TymqnjTLj5C9DE9WkhEKnb0qkpFIpBgf7x4mU2CRtsRaLZVyxbHl5OQaDelGQ42m19uRclED/ULbVWL6C6ZnOZSqYZmyotKErN5NIjKZ3zuM73YXv46s7x2p1ekqqqgtSOxZnFRptKZGAkh3+d+ZwlOBQEFmavGjUYNZlu3WcTi02TRhrfAjTSCfa3g6S36mdOtKgGiOIZT7GorFYMlGTMsIVDoY9BnpdMpfsEc4ZhumK9hBKdhf+UCjzkUGv1VNjLqPO4KROk7GmT8SoDfuo8/fiinZOej9GSZlKsx05veR35LjokDxE4pZJ61wArGY9FrtBjZaYMp04Bg2yWYdiuXIax6pJU6EN4NGMqB04UidupQ83w5QxSCk+jFIKJsiuyLKVdMpOONFANGIiHreoEZKklWQmhSPL4583Bo0eu8aMWzJilcZGSNSvLRjRULjnhBIjlg4RTQ0xkCdEYulQ9nNizHNOozGDxoZGawOtHY2uEkw64B+v+ne5WYRwEVyRjlPD7H/zbNbc6faHa7nvh4swWqb/X0eRJEKffIrv178mduJEdt2+aZPqcLt69ZS3WsfTcfZ37+ejto/4vOfzgnd9ayvX0tzUzBMLnsBlurEoRxZFgYHTGWv9PdB1BJS8VzCTU52qvHSzWlhrv36b/3AizdF2H4fbfBxqG+ZkTwBpjFJZ6LHmIipNHqpc1yZUhpNp1X02k/b5NhQlMkE0ZbHVxGqnVU37uGwst5nRTfI3u16Rkk33TCJS8qMo+QWzw8PDk0ZRysrKxokUh8OBRqNRBcpAlHRPlMjxrmwdinRFgWIcN81Y5zERCg5lUjrnGP5arT8Z6ekmfgUDL5PNliuOranD4alGZ/CQTtkyxbExei5FOX0oSjrZD/RPvCe9Nmtd77Ar2DVhrLFBzCNdaHvbSB0vHPaXzHyMRetyoa2rIVFdSqDMwoBbS6cjyQVbiHOafvqjXhTaCn9oTCbBY3RRZyyhTmumVlaoS8Spi/ipC/RRER5CN/bnx5A0lhAyVTOor6RHKact7eFMrIRT0RJ6lDLCceukwkSrAYfNiNGqB4tejZYYIGnWoWQ+4vqJ3yDokSnXRSjDj4d+SqQe3MplPAxnoyVWJcq4Hn1UUZJK2onGaxiKmvIiJGrqJpmcWJRYNKr4cEnGrAixKWZs5ETJ2NRNWkkRk0JqlETqz0RJCgVJXIog529UY0KTL0g0bjQmOwatDY3WnhUrGo0q3DVyGlMygDERQIpcOaU4VQjhIpiQeCTFF7+7wNlD6lRaZ5mZjS+voG7Z9Ju1ybEY/j/8Ad/O10h1qu+qNEYjrqefxr19G6ampim9vbSc5qvLX/GR9yM+7fyUSCr36rq0dClbm7bS3NhMla3q5m4oGQXvZ5npyh9DYIyFZvnyTApoM9Svg+v0dokk0hztGMlGVL7rHi9UGtxW1fAtU6NSU3L11FpaVjgTiWXn+RwLRvDGxl/K7DotqzPFs2tcNlY7rbgNE7/ETLVISaVS9Pb2jSuYvVIUZaJaFIPBgJxI57p3zg0xNNCpCpTA5CkZndOYc5HNOMrKDg0B32UGR9uKz+W8T2RpspblQudYZ3kNRks5aEqJhnQEB1Vjtu4LURLRBNA78a/JduxYcNpkbEoYW0IVJ7qei6S/Vn1OlLia9pUYpynU+1VRjlRTTrTSxYjHSG+JjNce54x5hEtyH3FpgjqRvIfcojNRayylTmehTtZQl1IdYOsC/dSEh7EqV46aJA0uAqZqBnQVdCvlXEq6OR0r5ULSnRMmk6DXa3HaM504Zh1Ro4aoUYti0V01jePWxijTDOFWBiiVe/EofdmaEjdDuAigncBrRpJUURKLleGPm1UhchVRokWLTWPCKpvwjE3bZASJlcLUjazIxOUw0VSImDTIwKgQKRAlYdJK3vNUYxwjSKrRGJeg09rRa2yQESajgkSXjmNMBjAlg+rnRA/GZABjMpgRKupnfTqKBghaoMc8M8W5woBOMA7viUH2v32OaCAJGrhjYx3rn16EwTS9/idpn4+Rt95m5O23kUbUXKnW5aL0hedxv/gi+rKpKwBWFIVTw6eyRbbD8VxqptpWTXNjM1ubtrKkdMnN3dBIuxpRubAbvAdByrv46c3Q+LAqVpY8AaXX130UTaY51jGSqVFRhUp6jFCpd1tYn5n1s36Rh9prECqDyRTHAqMutBG+DcaITdAts8RqynT6qGmfpZNEU25IpDhuzzrO5ouU0SjK2GLZK0VRysvLx1ngOxwOlKRcMCRwtM1Y8k8uULROY0H0RF9hJaGPMeK7nDNlywwHDI9M3ueqN5qy4qSkqhazrQKtwU067SA8nMafsbSPBq48Y8deasJVZsZhlbATxhIfwDLShaH3AumuazBf0+nQVFWQqnYTKrcx6NbR5Upz0RrmpGmIfvnKNQtatFSZXNTpbNQqWtUBNhaiLjREXWgItyxzpZhoUu/Ab6qmT1tJl1zGxaSH0zEXHVI5PUoZISYXJmazPhMt0ZEw6YgYcykcxawDg3bCQnWrJkm5JoCHIbXIVenHw1D2w80wBsY/ZpKkRkZiMTOJhCUbJckXJopS+BppRI8VEzYpI0LIFbaOihMzhoLUjVpHMpEQyQmShJxfHK5XIyFae0aY2NWISDY6kvleoxaI61NhVYwk8kRJ5vusKEkG0UsJknoYsYPfBn6bBr8993nEBn67Br8NAjYwaBRc4RSf/sUF4ZwrmDnikRQHf3ue80fUEHNJpZVNLy+nenHJtN5usrMT386d+H//fnbcu6G2Fve2bZT8+EdorVcfOHetdAQ7+KjtI1q8LXQEc8V7LpOLzQs2s7VpK3dV3HXjtvtSCjoP5Uzghs4VHnfV56IqCx8C47Xft1hS4lgmonKobZgTXf5xQqW2xJIxfFNN3+pKr/z707LC6Ugs60J7NBChIz7+YunUa1ntUDt81jpt3O20UjJBNGUqRYpaizJYUIvS19dHPB4f97sArFbruGLZ8vJytLKm0KQtM5fnigLFYSiInmjdRsJKgJHh3oKpxSO9PaQSE+8HwFZSmrG1r8PqqkRvKgNNCfGIWS2OHYiqNvZXeBW2OAw43Sac1rRacxIdxOzvxNRzHqmrnXRf3+Q/DGAyolRXZNqHzfSXgtcR55zFzxnDEAntVQb76a3U6e3UjjrAxiPUhYapDw9TlU5zpbhgQu/IzMippFNWC1/PxUvpVlRhEmRiE0aNBsxWA3qrnnTG5TVlyokSxaKDCUY16JHwaEKUMUSpchmPMpBN3WRTOIzvCEunVeERi5lzQiR5ZVFiwZQpbM1L2yiFdSWGvKRGWkkRTQXzBMnY4tYQ8XQEOVv0os+LjuQLEHsuOqK1AUY0KBhT4QIxokZJRoXIaIQkiFZJE7SMCpKMGMl8PSpSRjKCJGVUcMsyZZJEmSTjkST167SU+Tp3zGopJaR14/o3x4RwEcwM3hOD7H/rHNFgEo0G7nqsgXufakRvnL4oS+zkKYb/z/9LaPceyLyjN99+O54//zmOxx9Ho5+aTOZQbIhd3l181PYRJ4dzbZRmnZmN9RvZ2rSV+2vuv3Hb/fBgpl15F1zaVzhjRKODhvU5sVK+/JrbleMpieMdIxnDt2G+7fKTkgqfrjUuM+szQuW+Jg/17isLldHalKMB1dztm2B0XDRFAyy1mVnrHC2itbHEakI7bv7N1IiUUXfZfHFypY4erVabrUXJFylWowVpMJYdEjhqeS9dYfie1m7IFsfqK61IdoVQehjfUG9GmHQz3NNFYKD/CsWxOkoqqymtrcPpqcZoKUejc5NOOwmPcE029gazDpfbiMOSLqg5MfaehY5L2QjkpNispGvKCJXbGfYY6HalabNHOWUeptscQbnC/5xBo6PW4KRWY6ROkqmLx6iL+KgLD1ObSuO4wiUiobPjM1RxWVNBu+ThfMJNW8pNt1JOt1I+qTDR67UYMzNxEplhfUp+tMSkU4tQxlCiCVPGsFrkqgxkUzcFKZwxdoXplJV4wko8bslrA7aRSGbSN2NEiQ7tuFRN7mtzJnJiRJtJ3ciKREyKEE+HiUqh3GcpTDSvpiSXttGNj4ZkBcmoOLGBxoRWkTHmR0UyYkT9PhMhSQQwpEKktXJGgKiRkGxEZIwYCdjARU6EeCSZsvTo11JWiJRJMk5zKVp7BdjKwV4J2a8r1O5Ge+bDWgY6/Yxdv4VwucUZG2UprbKy6dUVVDXeZPHpJCiKQuSLLxn+P/8v0UOHs+u2hx7C83/9X1jvvWdKCm7DyTCfdn7KR20fcaTviOqUiWrXPWq7v6lh043Z7isK9H2vRlXO74KeY5D/Ymkty01XXrQRLNdWFxRPSRzvHOFwm4/Dl1ShMnYOSbXLnDV8W9/kod5tmfTxkhSFc5E4X+d1+rRN0Onj1Gsz6R7VhXa104ZTP7ZdWCISbSMU/P6qjrMFIsVxO07nqqxImWhGT19f36S+KPm1KKOfy0o8KCPJ3CTj0QjKSJxxFrsZtHZDNnqiL7eQMMYJJIfwDfdkoye+3m7iockH25msNty1dbgqajE7KtAZPShKCYmIlcBQAv9AjHRi8uiFTq/BWWrAYZGwEcIWH8Ts68TYex5N+1mUSR6D7N+g1Em8qjQ7R6fDkeCcNchZywghC1cUxBV6G7VjHGDrwiPUptNUSBKTxRcTOhvD+ip6NeW0pcu4kCilQyq7qjAxmnToMtGSuFGDbNEXCpMJ0jgWEpRpfLiVPjzKYEH6ZqIUjqKokZJsx82YtM1oa3C+KDGixybniRHM48SJKS91E5ei44RIXAplPoeJpkN5aRvthNGRbNQkK0jM6JR0QWrGlPk6P21jSgYwpCKEzYoaCckID789J0L8eekajVEujIpkoiGeMYKk1FSCwV6ZEyAFX+cJkowYuR6EcBHCZdrxfjfE/rfOEg3kRVl+0IjeMPVRFiWdJrhrN8P/5/+QOHNGXdTpcG5txvPnf4552bKbvo2UlOJgz0FavC3s79pPIq+e5I6yO2huambzws03ZrufjObmAJ3fPX4OUPWdarvy0s1Qs/qa2pXjKYlvu/zZGpVvuvwkx3g2VDpN3JcxfFvf5KHBbZ1UqPgzvilHM0Llm0l8U0ZrU9Y6bax1jY+mTJVIiUQiBbUofX19k046ntAXpawCS1JPeiBGqi+SFSrp4djkAsWmR5/xP9G49cS0EfyJAYYHu7MpHn9fL9IV6j6c5RWUVNViK6nEYC5Hoy0llXIRHtESGIyRmGwWEOq12OHS47CksTEaOenE1HMOXccZSF2hZkWjIV1eQqTSic9toLdEps0e5YzZT7crRdw0uTCxag3Uaa3UKRpqk0nqogHqIiPUpdPUpCXMk7zMJ7RWBvVV9FBOW8rDxWQuWtKVTeUU3q5GAwbrqMurlrS5MIWjmPWgK/wZPRIe/Ljpx60MjouUlDFUkMJRFEilrCTilkxkxJaNjmS/TloKRIlFMWbFx1hfktHvDajnp+XkJOkaNToSLUjbaHOdNJOkazQaO2jM6KXE5NGRvLQNcoxAfp3ImKjI6OeYRaFEI08QDSkUJB6DC4u9Uu0+tGXEyNiv7ZU3JEauByFchHCZNuKRFJ+/d4Fzh9XceEmllUdfXUFV09RHWeRoFP/v31ct+XtUHxiNxULJT3+C59VXMdTW3tzvz9ju/2PbP7K7fTfBZO4d80LnwmxHUIOz4fp/ub8rZwLn/QzSebUMBqtq/rZ0sxpZcdZc9dcl0zInuv18eXGYQ21DHO8cL1QqHKasSLmvycMCz8RCRVYUzkfjHAuodvlHAxO70Np02qxN/tpMp09pXm1KTqScJBj6/rpEyqjjrCzD8PDwuChKODxxa6/JZCqIolSUV+DWOdD4UqT6IlkflPRgjHFGMxk0Fn3WnE12KkSUICOxPoaHcvUnYd+k0+nQG4yUVNfi8FRhslWg03uQZBeJqI3gUJrIVYpirXatmtbJFyfdZ9F3n0MrTe6Aq+h1JCtLCJbbMnN0UlywhbhkjzDggrR+YnGiQ0OVzkqdoqMunaIuGqIu6qc2laYunaZkkiLYhNbCgK5K7chJufGmPVlh0q2UE5hAmGj1GvQWA2mztqA1OBstMevGRUtKCOJhALcyNK6mxMNgQQqnQJSMSdlMJEq0ikYVIRSmawpESiZ1Iysy8XxBkv26sMg1pSTV+10gSNRoSa67JhMt0VgwpKO52pE8AZIfHTEmg8QNiTGpmvyiVlWQBG0KJoOMR86PjhQKElWMOHDYKtBkUzITRUkqwVZ23R2I04UQLkK4TAvt3w2xLy/KcudjDaybhlqW9MgII2++xchbbyH5/QDo3G7cL79EyXPPoS+9ubbqtkAb/3jpH2nxttAT7smul1vKebJRtd2/zX3b9aWdZAm6j6rpn/O7YeBU4XFXgypUlj55TXOA0pLMdz2BbETlaPsIsVRhKqHcYcqKlPVNbhrLbBPuOZiWOB6McDTT7XMsOPFMnyaLiTUuK/dkhMqyvE6fqRAp8XhywihKepIIhtvtzkVRKiopM5dgjeqzxbLp/iipwShMUv+hMekwVFrRlZtJWVKElQC+yGWGBjuz6Z1UfPLpNlZXCa6KGizOTGEsJaSSTsJ+I2Ff4opFsWazBrs5U3MSHcA80omx9xym3gvo5MmFjWw2Eqt04isz0+dS8DpinLeGuFwiM+QEZZIW3FKtMeMAK1EXj1AX8VObVoVJVVqa0LsiobHQr1M7ci6l3HTK5XRdRZjoM0WuKZMW2awfHy0xaAqEiYU4HgbHRUomS+Ekk7nUTXYI3ySixKDoCtI21gJBooqS0a6bhBQrjI5koyW5DpzE/7+9/w6T7K7v/NHXyaFy6DA905OTRgkUkcggIwmEkI0N2GCCccKw115278/e/a2N/ex9Lutlr39eezGwmGAb22uwAaGAhDIoIFAAJI00mqRJnbsr18nne/841dXd0z2jGaGRZkbn9Tz1dHX1qdPn9Lerzrs+4f2Juok8kuwV0jXLBYkedPoeJEd32MyLETls0rYCahloZJcXsM6namIr6kVHYsorCZIwoqplKdoDKIuFx7EiI+rJT1J/uUmFSypcXlReqiiLf/gwc1/+CvVvfrPvEaGNjlL5jY9Q+MVfRDZfuMvsfJHtzftu5qnZBVFhqzZXrbuK6zZex2XDl6HIJyHCnDrsvWuhC8hZ1MIqyYmfyvwcoMFzjltHEMWCnWNNHto3w0N7Z/nxczXa3tILeiWj85pNlX76Z+MKQkUIwV7H48eNTj+ismuFCcmWLPPqvM0lebvfllzpudCejEhJBgyeu0SkWOZ6arXGsihKs7lyDYiu60s9UTJlSlEGeS5Y6OaZ6iKCle3LJU3ude9oeLpHK6ox1xljamo/c+OHaUxOIsQxnivL5AeGyZaGMexBJKVEFBZwullac+K4RbGqBjkziZxYzhRWr+bEnNmPFh675iTMWUn7cEXlSD5kT6bNwULARDEpflzp/8RAZrWkszoSrPG6rOk2E2HSi5pkVngrdiWTCTnpyNkXLI6WJHUmdbIsFiaSBLKVzMSJzESIHC+NoxJSZo6KmOo5uh4/heP75lH1JMeuKTGFdtyOm/lZN1Ec9rtqFqduuouiJG7UJhLhMkGyIEYWpW0wFgmSRdGRo4paQ6lJ046Xdtcc1Vnj2TGmHlOJl3bVVKKIatjrqFFtyvYAemaR8FgxMjJwRoqRkyEVLqlwedF47okZ7v3aM0n4W4JXvXWUy6/f+KJGWdydO5n92y/RvO22hQ6hc8+l8lu/mXQIvUBL/m7Q5Z5D93Dzvpt5aOwhop67rCIpvHb1a7lu43W8afRNWOoJzigSAmZ2L6SADjy41LHWLMDmq5KoyuarwC4fc1dxLNg12eKhvUl78sP7Zmm6S4VKwdISw7eNFa7YVGXrUHaZUOmEEY+3ktqUHze6PNbsUFthyupaU+fSnlX+JYUMO3ozfRaLlKTD54mTEimKPML09OwSgTI1NUUQrJzyKBaLfYEymK9SkXJkOkktynwdivCPUaSqSmgDNqIg42kOzXCOmfZhJif3Mjd2GOc4xbG6ZZOrrsLK9gpjKeI5OToNi/A4mR1ZTsRJpi9ODqCPPYvVOIzuN4/pM+KWMzSqJhMliQNZj73ZDhMlickSdM3lz5KAQUlndUziAOu0krROELK617VxdOWTJ5mMSYMciKociJamcQ6LKjVyLBEmqgSmSmjKiPmC13lRYqlgLC16LVDvFbrOPm8Kx/eNpdER/+iISSJKJCFhs0Ib8Pz3mNhCR0XBjTpL/Ee6SyImLZyohR+7PUGS6QuQFQWJ0DGXtfwmXTXzYkTzG3T0No2sWCJC6otqR9oZgWzGFOSjoiGLu2wUm6pVwX6+yEhmANSTm4h+NpMKl1S4/Nx43STKMu9+WxyyecsHz2HVphcnyiKEoPvQQ8z+7ZfoPPhg//HM615H5Tc/in355S+oQyiKIx4ef5ib993MnQfvXBhRT1Jk+46N7+Dq9VdTsU5wVlLow4EHFrqAavuX/ry6bSEFNHr5MYvXhBDsnW73hcoP980x11l6xcwZKpdtKPfrVHasyiMvSg0IIXjO8ft1KY80Ozzddpc5g5uyxIU5u1dEm9SoDBraCxApO8jnEsfZXO5cPK/E1NTMEpFS76XyjkZVVQYHBxORUhqgohYo+TbKXNiPogj3GIWqioRaMYnz4KoODX+GmdYhJib3MDd2mPA4RaqZUhW7MJS0FUslgjCP08riOfox/58kCTLGUQWx489itcYx3TmkFap5hSzRrWSYreocKUTsyzocKYRMlCSmiuBry39XFoU1QmKN7ycD/XqpnNVhyEgYYhz1a1zJ6A3vq3AoXoiUHBKDKwsTvRcp6QmRxbUlR6dxLBwqYnpZhGR+Fs7iFE7gG0uKXFdK4QihoAh5QYSwtJZkXqRY6MRxgNPrqlle5NqLkoRtYsk4SpDMi5GFuhI5VjD99iLzs8XRkeRrLBq0jS71LDT6gmRBmDQyIOwYQ4+piIVoyJIaEsWialbIZwaR+tGQwUUiZL6rZuB508ApK5MKl1S4/FwcHWW58K2jvOZFirKIMKR5e69DaOeiDqFrr6Xymx/F3L795PcpBM/MPcPN+5K6lRlnYdD7muwartt0He/Y8A7WF9af2A7bU705QLfB3nvBXzS9TdGTGpWt1ySFteUNxzymA7NdHto32xcr062lBbCWpnDphnI/9XPeSB51kTFWN4r5SXPBhfaRRpfZYPnFfrWhLen0OTdroknQ7e5PUj3NJ05KpJjWNtqtDJOTSw3cfH9lwZDP55MISmWAAb1IKc6SbalEUy7hVIf4WJ00MsglgzgrcJQOjWCG6cYBxid2U5+aOGZ6R1ZUsuVhjOwAilYhjot43Rxud8FyfCUsLak5sXo+J8bkHuzOBJYziyyWH2OsyjSrduIImw/Yn3OZKMFESWKmANFR3S8KMCyUJH3jdljTEyZrgpDRMCR/VBGsh8ERBniu3yJcXRI1mVssTCTAVIhMBazjp3EUQspidllL8PxtcQonCIwV2oGX28zrQl3accNyUaIJGS/q9lt9j3Zsna8pCZCPHx2RsqixhOF3+umZeTEyL0g0r4GnNmnYLo3Myp01oRWjmDF5ZanhWV+QyCZVs0wpM4jaj4Yc5TvSFyOnZnJ8ygKpcEmFywvi6ChLYdDirR8850Vxv40dh/o3v8ncV75KcDiZ7CpZFsVf/mXKH/oQ+pqT7xAaa49x6/5buXnvzext7O0/XjAKXLP+Gq7beB0XDlz4/JEbIWD8p71aldt73iqLyA4tmMBtfBMYuRV3c7jW7YuUh/bOMt5Y6opqqDIXryv1hcoFa4rovUFsQggOuT6PLGpJ3tl2ltWd6pLEBTmLi/tCxWZY13CcA4tEypO0Wk8RRcs7c+ZFSq6X7pFYT6Nh9kXKvAX+SiiKkljgDwxStcpUpCwlx0adiwgmO8StY3TESCAVNKJMTFdu0/CmmKofYGxiF+3Gsa3tNcPG7rUVI5UI/DxuJwtSAekY7sS6EiUFse5MIk6m92J3p7CcadRoeedUqCvUqyYTJXgu5zFWjPviZDa3vBg2L+TEaM3rsiYI+sJkvgh2sWxy0TkiBjgYV5elcQ6LAWbJ0xcmikTcFyJHRUuOSuMURK2Xrjl+F04Q6Mtbgf2lIiWOVCyWtgIvpG0WhIqIwxXs45eKEjcOF038XShs7bu0Sln0MMYIuksM0BYXtUpRg47epJkJFkVFFoRJJyNQTIFuREl0ZFGKphJFVCWdqlmmYg9iHi8ykh1MxchpRipcUuFy0hx4cpZ7vvYMnbqXRFneMsrl79qI9nNGWcJajdo//RO1r/1j38FTKZUofeD9lH7t1066Q6jpN7njuTu4ed/NPDL5SP9xXdZ50+ibuG7jdbxu9eue38nW78C++5Koyu7vQWt86c9XvSqJqmy9Orm/grfKZNPlob2zPLh3hof2zXJobmmHiqZIvHq01C+offXaImbP58aNYn7W6vLj3vDBR5odpvzln/qHdY1Lelb5lxQynJc1Ef74kkhKq/UkYbi8vkOWzZ5IOZ+MfQ5BMMLcnL4k3XMsC/xsNsvQwBAD2RIVJU8pyJBtaogph+h47b45hciO6Eotau4kk/XnODL+DJ670hi+BDNbwsgMIqvlfvREUEpqF1YQnaock5E62O40Zv0Q5sxz2M4UdncaLVz+e3xTZbaqcaQQc7DgM1mUmChJTJQS6/LFdR0qsCqCNb7HmsBfIkxWhyGFRS3WPipHxACH4movfZOIkvn7M4uEidDkpRESS10qTNQkjWMKp5eqOX4KJwj0RIwsSeFkFrm72hDpR0VHzCXFrRlhYAoFL+ouqx2Z/74btnAjn6iXtlkQJItm2mBhhDFm0D2q5XdhoJ6v1GnrLRqZRQ6tPWHSyoCwYjQzJqtEVOOjBAkaVbNE1R4gaw8i5YaPERkZPKkxGCmnF2escPn0pz/NN7/5TZ555hksy+LKK6/kz//8z9l2ggZjqXA5eTwn5IFv7ObpB5MLd2HA4i0fOoeRnzPKEhw5wuxXvkr93/4N0Zuyq61ZQ/k3PkLxF38R2TrxTztBFPD9I9/nln23cO+hewni5JO9hMSlw5dy3cbruGrdVeT0lSMhfWoHFlJARw8t1DKJU+28t0pu+TTnmbbHD/fN8uDeWX64d5Z9M0svkoosccGaQj+icsm6MlZP+B1x/b4D7Y8bHZ5sOwRHvXxUCc7L2n2hcnHepsoMrfaTSzp8gmC5hbss62SzO8jlzkXTtuA6Q8zNGf1IyvNZ4A/mq1T0AuU4S6ljos1Ex7W7x5YJrICOlHigTM7tZ2zyWYIVohoAkqxg5gbQjCqCIoGXJ45LSEqpP8BtyXFJAlvqYLszWPVDmLVDPXEyhe43lhXFOhmVqd6Qv/FizMS8OCmzzBm2GJNES44SJmvCkKFFrcMhCkdEhcOL2oQXvg4yTQHRK5kVhrw0UnK026sqo4iQMsdO4VR6KZwo1Jama46qLfE8GyUyF4pbWZyyWRAlUhQu8iVZECULzq0O/kqOrfNtv5gYYYQZOOhefVnLrxw2cbQGLbNFY5HvyHztSGgnqRrTiCmxuMU3SsSIUaRqDVDMDCHnjhMZ0V+AQ3XKGccZK1yuueYa3ve+93HppZcShiH/+T//Z5588kl27txJJvP8/7ypcDk5Dj6VRFnatV6U5c2jXH7Dzxdl8fbsYfaLf0vjllv6k2WNHedQ/c3fJPe2t53wDCEhBD+Z/gk3772Z2w/cTsNr9H+2ubiZ6zZexzs2voPhzHKB0SeO4NCPFrqApnYu/XlxLWy9Fra+DdYt91apdXwe3r9Qo/Ls5NLUiyTBeSMFruhFVC7dUCZrqHhxzJMtp1+X8kizw7i3PI0yoKt9gXJJIcM5ege/+2Q/ktJsPkEQLE/bSJJGNruNbPZcJNbT6QwwO2swMZGIlONZ4A+WBhiwSpTJUXIt8jUFUQuO6SYrTInA9JMhgd1xJmb3MVnbTxCvLFAUzcTIDCCrFaKwQBgUkJQyklzoD0BctHdsqYvtzmLWD2E1j2A709jdSQyvhnxUjUsrpzJRgsOFqN+hM1GSmCxCx1oUNRGwOoqSItijhMni+TkRMuOizJF+lKTKoXiwL1AmKRGhICQWUjjzQuSoOhNk6agUztG3JIUTh+oK0ZFeCsfN4Ps2WmgvN0tb1ApsRipR5B6nBbiDKyDGXDBHWzTPRhE6Rhhh+A6G3+wJknq/jiSQmjh6g6bp0MgstYx3bIFkxehmRFadb/VNBudVUakaBSpWlYo9hLZSZGT+vpFd+R8u5awmCALatSkmJw7yzNgYe2tNDnVCxlyJ6WbIvf/3x8484XI009PTDA4Oct999/GGN7zhebdPhcuJ4bshD/7bHp76QWI9XxiweMsHz2FkS/EF79P56U+Z+eIXad95V/+xzJVXJDOErrjihDuE9jf2c/O+m7ll3y1LzOEGrUHevvHtXLfxOraWth57f24z8VbZ1UsBLfFWWTy08BoY2Lbkk3jTDfjRvrl+jcrTE81lJmPbh3N9oXL5hgoFW2PaD/rtyI80O/y01cU7yrVVkWBHxup3+lxgBxT9p2m3ejUpzSfw/MllpyNJCpnMVmzrHOJ4lFa7wvSUzsTEzPEt8ItlqpkyFSVP2bcpNHWMmkCKV/67CR18w6MV15nrjDMxu5fZ9hH8FYYeAmhmAc2sIigRBnmQyshKOalxOGptDFxsbxazcRi7NYbtTGF1p7HcaZR4aXqsVlAYKwrGS6IvSubTOp6+sN9SFDMaBP3OnNFgoRB2MIqYl0iTorggSsTgksjJhKgQoCIU6ZiRkvn6Eh2/L0CqSwpdp/tGanIolkwHPjqF47sZjCi7QtpmoRNHCUP8sEO311nTXSJOOjhxRIC6pKB1vsBVjTWMMMTwPUy/uSRVo4R1XKVJx2jQtLwl0ZFWBrBiVCvC1CNKLCpiRaGqF5K6kcwQdm7V0mjIkshI9oSHgKac+fi+T7M2ztzUYQ7PjnGgXmNf2+eQozDraXR9hSCQiAKJMJTxYxUvVvFjjTBensqPvS6H/vI9p/z6feqGFvRoNJJP2eXyyn4YnufheQuf/I5lcJWywNjuOnf93U6aM0ltw/lvXsMVv7jpBUVZhBB0HnyQ2f/9RboPP5w8KEnkrrqKym//Ftb555/QfmadWW577jZu3nvzkgnMJ2wOVzuQpH923QrPPQDxouiGWUyGFm69Bja9ZYm3SscL+fFziVD54d5ZnjjSWOYSv3kwyxUbK1y5qcLlGysUba0/fPC/HBjjkUaH/c7ymo+ypiRW+fkMr87EbGAvUeehJN2z9wkOemMcXPYsmYy9CcPYShiuodkqMTGuMzEx2/vfnuvdFjB0g8F8hYpepBxlKLZN8nUVdXyl4lUJoQo83aUV1ZjtjDE5u4+aO7lo2NvizWV0ewBZLROFBaCcpHaUMpJk9NuwFT3pZMn4s5iNZ7E7E720ziSWM422qCU9lmCmKLNnSPQiJnK/GHaqAIEmARKaEKwOkrqS14Qho62lUZNsT1HOiHy/6PURMcC3F6VzjogqHjpCk47qwlnakSOpUJTqK3bfzAsVK3KWRkj6EZNBjnjrOeDmMMNsL3WTiJLqotSNEUuI0MddkraZpBW2mYpaOFGAJyREz5OEvo38AIpYhRlFmIFH0W8vKmg9CHEDR2nQNpo0Mj61LNTKiWV8YMdJdMSKyapJ7chAGFERMtv0PANmmao9SD67Cik3tLIgMXKpGDnLEULgeQ6t2XGmZg5zZG6C8XaNI12PIw5M+RqOJxP6EAcScZAE0z2h4AgDLzbwY4NInFyDhZAATUYYCkKXV/wQdio4pRGXOI65/vrrqdfr3H///Stu86d/+qf82Z/92bLH04jLcsIg4uHv7Ocndx4EAdmywVs/eA5rth/bJO1YiCiidcedzH7xi7hP9VxoVZXCO99J5Tc/irFp0/Puw4s87jt0HzftvYn7j9xP2GtHPSFzuDhOOn923ZoIlqNTQJXNiVDZdi2MvqbvreIGEY8frPPg3hke3DvLTw/VCY9SKusr9pJ5P7at8Xizy4+bncSN9hh2+dsyJpfmM1yck9kmH6Ls/YxW+wlazSdx3OUSBcCyNqCpm/GDERqNIhPjGhMTtWO2HRezeQascj/NU6jpZEO9P412yZ9IEXiaQyucY6Z1mOnGQRr+NM5KnUaKgWpUgBJxXEyEiVJGkotL0juSiLGCOlZrDLs7id2dwnYml9WdhApMFSTGS/RFyXxaZ3pRG3E5ihbSOIvSOaNByEAvalIXmSV1JYuLXw+LKg5mUl9ydDfOovuG4i0RIUdHSwpRncgzV07heDbCzWOGuV6UxFzSCmzFOkoYEUVd3LCzQreNixsLQslY1mmjCA0jiDEDD9Nv91I1dQyvQSgl9SNtfZEgyUq0bYGwBYoVYRgRRWW+bkRQ1bJUjaSItZIdQc8NLypeXSRMzEIqRs5ShBC4bofG7BGmZ45waG6SsVadMcdnOhTUAonAg9ADfEEUxIRhTBiDF6t0MXFjCze28WOzX8N1wr9fBnQleU3qiSChd1/SwDIccnqHgt6gpNUpSA0KNMiJJkqjyZ+9++tndqroYx/7GN/97ne5//77WbNmzYrbrBRxGR0dTYXLUUwdaHLnV5+mNp4Uk26/chWv+5UtGNbJBc2E79O46SZm//ZL+PsTIzbJNCm+51eofPjDaCPHHxYohOCn0z/lO3u/w23P3UZrkT/KuZVzeeemd3LN+mtWNofz2rDvnl4K6HboTC/8bD4FtO3apGaluhlI5v08OdbkgT3zNvpzeEeJjtVFiys29SIqG8pEpsIjzaSA9seNpCX5aJliKzIX5Wwuzumcq0+xMXoKuj+h1XqCbvcog7oehjGKomzE84ap1wqMj2tMTbVWLJhVZIVqtkxVzVMOMhSbBiXPRl8hyCkkgat2aYSzzDQPMdcZoxHM0F2hy0jRsshq4nsiyYk4SdI7Sx15jbCJ1Z5IhMkicWK6M/26E0+lL0YmFn2dLEr9mTp6LPqpnMXCZP6+LQRtYfaEyWJRsiBOmpLdH84nFteVzHuXGFBS6ksiJIvvl6IaiicIjpHCwS1gBrleQeuCtXxGmOiRhBz4BJGzQgtwF1cIXHH09N8saqyihzFmEGD6nX6ERPMbBHKDrtakbTapZ/z+hF+/Fx1RrQjbSIzQKj3jswGjSNWqUMkMk8+OJNGRfs1IT5TYZTiZcRUppz2JCGnTmD7M+OwYh2uTHGk2GHd9pgOJdigg8JH9EOHHxEFEHIYEkcAXEl6s4kYWXZGjK7K4wiIQJ2+OJ1QJYSigywh9sSBR0LSAjNElr7co6g2KyoIYyUQd7MDF8j1M30f1BFFgEPk2kp9F8fOofh7dK2CEWXzH5b3/z++ducLlE5/4BDfeeCPf//732bBhZYOvlUhrXJYSRTGPfvcAj976HHEssPI6b/7AdjZcUD2p/cTdLvVvfIPZr3yVcCLxeJHzecofeD+lX//1521pPtw6zM37buamvTdxsLUQfRiyh3jnpnfyzo3vZGNx4/InNo7As99NxMr+7y/tAjLyia3+tmv79vpCCJ6dbPPAniSi8vC+WVpHzfsZyBlc2RMql2wo09Clvkh5pNFlwl9eRLvG1LgkZ3Ke0WAbuxnyf0y3/SSdzh5WqmrVtFXI0gYcd4jaXI4jR1QajZU9TmzdpGqUqIgcxa5J2bEoCBv5qE86AoGrdPsusnVvioY/TSdsIJYcg4Sil4ASSCUkpYKslBKhIi+8aamRi9WZ7Kd05jt2LGeq73fS1ZOIyeQScZLcr2dBSBLVMFomSOa/DkQRntCP6sZZ+rUmZxGWtsRIbUGYKJiGR1VaPJhvIWpSjmewfW8hWuJmlogSyS1iBvklomS+rkQNI6TQxws7S4pcu2EHJ4pwhSCSzCWD9RShogcCKwwxvA5mr4ZEDht4SoOu1qBlNKlnA+pZiVYvOiJbUVLMqvdafdGo6nkGzAqVzACV7OpeIevQK24+zSsJx2lSnznE+MwYh2tTHGq2GHcDpn2BF0YQBmiBjxZ4yIFLFPlEUYwvBF6k4IcaTmTTEQU65HHI4QqLlUdoHhsBCyKkL0h6YkQHS/fIGh0KeouSPkdRbpCnQS5ukQkdrJ4YMbwQyVcIfQuCLIqfQ/HyaEEB3c+jhxpKHCNHEVIYQOgTBz6BiPDiGE/E+LFEGMVEYUjguvz+tz5z5gkXIQT/7t/9O771rW9x7733smXLlpN6fipcFpgb63DnV3cyfTCJamy6aJA3/tpWrOyJvxFG9TpzX/tHav/wD0S9eiN1YIDyhz9M8b3vRckeu9Or5be448AdfGfvd3h0csHQzVItfmHdL3D9puu5dPhS5MVGYnEM4z9ZqFeZeGLpTkvrk4jKtmtg7ZWg6hyc7fLg3hke2DvLQ3tnmGkvTbPkTZXX9GpUzl1XYs6gH1H5SauLGy9vST4/a3KB5XKOfJAN0WOYnR/R6e5BiOUzdFR1AFhPtzvA7EyWw4cVXHflN5KSmacqFyj5FqWuRSXOYbE81eNKXer+NHOdIzT8GRr+NK2gRszC75dkDUkpg1RC7kVPFtI7ye+X4hDLme6Lkr5I6U6hBS0koGWyJGIyL04mS9C0wRCiJ0yWp3VGwhAlVjiyyPH16IjJtFroiZHlNSaSAUW9zoC0vK6kImbI+W0UT16StvG9DJ5rI3sldK9IRlhLfUliFTkMIXDxow7dxVOA4xAnFnhC7g/cQ86gxhp6KDDDANNzMXstv3HcwFd6hmhGg0Y2oJaVCOy45zsSYZoReSVmAImqlqNqFKnYAwxkVpHNLY6OLBqel7b3nvF4Xoe5qUMcmU1EyMFmk3EnESFBEEAYYAQeZuihRy2UsEUkfIJYEIQSfqDgRTbdyKYb52lKFbpSAUeyk7qsF5qi0RdqRujdV7UIW++S09sUjSYlbY6i1CQv6mSiLnboYPkeluej+jGxbxD7WeR+VKQnRAILNQYpipLXWOgThwFRFOLFEb4AT0AYRkRhgBoJtDBCESEIj0h2CZQOkdYi0loIo0lkdIkMmdDQaMUa//XTj5x5wuX3fu/3+Kd/+iduvPHGJd4thUIB6wR8P1LhAiIW/PTuQ/zw2/uIwhjDVnnDr25lyyVDJ9zZE0xOMveVr1L7+tcRvdZabd1aKh/9KIUbbkDWVxY/YRzyw/Ef8p293+Hug3fj9T65S0hcvupyrt90PW9d+1ZsbZFJVOAkRnC7bk1altsTi/YowehlvXqVt8PANqbaHg/tne1HVQ7Xlna9mJrMpeuTeT+jq/PULZlHW4lQ2essb+EtqQqvzsTs0CbZHD/JavcBgu6TiBUs4GW5hBBr6bSrTE9nGB/XCYLl/5eqrFLVC5SjLCXHpBLlKIksGktD+T4udX+amjNBw5+m4c/QDGYIxUJ0RlLspGNnkThJ0ju5/noa7twSUZJ07UxhenPIIqZu98RJWVqS0pkoJW3E1TBiNAxYE/S+LhInhRAmRKUvRI6OmEzqZWJTW96RY6mYhsuANrtCN840haCJ5fmEnrUkWuJ7GRS3hOqVyMT2kiF886mbOHTx5gfwhS26sYcbxTgCQvS+L4kqFgSJ5bkYfgvdaxCR2MW39QZNK4mQtG2Ie+kaoydIypKgqtoM6EmLbzUzRDm3Gi23Kq0bOYvwfYfZuSOMTY9xsDbNwXqdccdnxhe4fogSeuiBhxG46FELPW6giRZCdIgCicBX8EIDN8zgRFnaokJbqtCWC3TlDK5s4KPACrVox0OoEkLvRUQW14zoEpbuk9E75I0WJb3eT9Hk4iaZ0MEMPGzfw/ACJF9B+Db4WWQ/h+rn0bwiepBFjWSUKEIKQwgDROATx0lExBcxfgxBFBEFAUoU94WIIBEiodIhVFvERhOht4gMl8iQCXQDz8zg6jlCOU8o5/DlPIGaIVANIlVDkyVKRAxKgmEteY3/0gc/fuYJl2NdWL/yla/w4Q9/+Hmf/0oXLo1ph7v//mnGdtcBWHtuhbf8+nYyxRObQOo/9xwzf/u3NG78DvSm+xrbt1P97d8id/XVx5zSvGtuFzftvYlb9t+yZE7QxsJGrt90/XK/ldZEL6pyG+y7FxZ1naBnEyO4bW+HLW+jIRf4Ya89+YE9M+yeWlpcqsoSr15b5JINZSqrMtQzCo+3XR5tdqivMCV5syknKR9pDxuCh8h37keI5YJGkvJE0RrarQpTUxazszl83+LoN5+MalGRcpS8DJUwQ0XkyAkLedF2AT4Nf5q6O5lEUIJEpPjxgmutJOd7dSeVvjhJ0juJMFKDzpKUzuKuHSUOEnFSTiIm4/PRk3LyNdBJak2CheLX0d7XVUFEQ5SWWNLPi5KD8QAT5gChqS8TJpIJJbPOgLI8WlIM62Q9B8lTlhio+W4WxS2ieRXsKNs3ULNjHTWKkAIfEbqL2oC7uHGEEwscIfc6brIosYoRgREEWL6P6bf69SOumkRIGlaTeibAzwiEFaOaSbomZ0RUVJOqnu+5sQ5RzY6QyY0sOLLOC5K0buSMIwx9avUxDk+Ocbg+xcFGgyMdl2k3xvUD5NBPREjooEUt9LiJJpootND9FrEvCHwDN7RxgjydeAAnLtGRi7SVAm01Q1cxcCSN5fO6j8/KKZpEkCh6jK07ZPUOBaNBWa9TlOsURAN7cVTE99HcGBEYSH62XyuieQVUL48W6ihRjBQlqVDCgDiMCOIITwj8WBD0IiJyFKGFMTJBIkQkl0htE2othNYkNjpEhkdoqASGgaNncY08kZQjVPIEcp5AswkUDVSVjAwDRKzSNIbNAqvLgwyt3kx5ZB1W7vkdjc9YA7qfl1eqcBFCsPP+Me7/1z2EXoRmKLz2lzez43UjJxRl8XbvZuYL/5vmrbcm6RrAvuQSKr/z22Re97oV9zHjzHDrvlv5zt7vsKu2q/940Sjy9g1v5/pN17OjsiN5rhBJ2ufZ22DXd2HssaU7K4z2oirX4IxcySNHOjywJ7HSf/KoFmVJgh2r8lywvkRu0KaeU/iJ4/JU2yE66r/RlOF802O7coTN8eOsce7GjCZYjpW0HzdLTE3ZNBulpHBz8eRdJEpqjnKQodwTKOU4i8VC9CkSIY1ghoY3nURQgpmjOnmkJJWjJAJFXiRUJElDjgOsvihZLE6m0IPOssjJ+Pz9IqiaWNSVE/SFyZowRAtsxnoFsAd7XiaHxCAHxQBjxhC+ZRxlQ69imS5Vc5aqfHRdySw5v4vhBgSLum8CN4viltCcMlZUWNQGLKMGEVLoEQZd3KjTM0vzcUWMG0t4qEhS0mWjR2AEIbbvY3pt5KhFIDcWOmysJu1MQGTHyFaMasVYRkjBUKnqWSpGkao9wEBmmFJ+DWpu1dJC1rRu5IwhikIajQnGZsc4PDvFgUaNI22HKSfC9QOkwEcLXfTAQY+aaHETlRZq3ML022i+gxyE+J5JNyjTjQZwRAVHFHGkPC01T0uzaasmXVnDlRTEyUZFlqRo5IUIia5g6B4ZPSlcLegNKnqNgtQgG7XIRL1aEc/D8ANkT0YKekLEy6H6heTmmqixhBwlNTCEASKKCMIIX4heRCQkCgKkMECNY2QR9CMikdpO0jJai9hoExo+oaHjGhaekcPTcwRygUjOESpZAtUkUnU0RaYkwbAmM2JmWF2osnp4PdXVG7GKBeQVRqD8vKTC5RUkXLpNn3v+4WmeeyJxWB3ZUuStHzqHfPX5U2vOU08x+/kv0Lrjjv5j2Te+kcrv/A72Ra9etr0butx76F6+s/c7PDj2IFGv5kOVVd605k28c9M7ef3q1ydzgkIfDtwPz9ySRFaah5fubPXFsPVags1v46f+Gh7YO8eDe2d4/GAdP1rax7OxmmH7uiLWgMVcXuGnrsfYCk60w1rMudosW3mGdd4PWBX+BJWjoy4aQbCKRqPEzEyWdquC4ywadgfokkpZ5PoCpRJnKYoMai/VE4uYVjC7JHqytFBW6dWb9CIn8+JELiEhYXq1JWkduzvZS+3UaNqC8V5B7Hh5vqU4iZzk1GhJtGQ+elINJJrRvMFaktI5KAY5yCCH9GHaVnZBlFgKwpTIWx0GjBkG5Ol+W3BVzJD3m2RcF8lT+9GSvihxK5h+kQxJ+kaLQA5CpMAlDOfn3SyNkkSSiYKJHkroYYTl+9iegxw1kw4btUHHaFC3G3QzAcKKkewY3YzJmDEl22ZQL1C1qgxkhqjm1pDJr16oG0ln1JwRRFFEqzXNZG2Mw7MTHKjVOdTqMuUEOJ4PfRHSRYtbaHELRTTRojaG30b3HVTfR/EiQt/GCYdwogFcUcGRCjhyjo5iUzcytDSTtqrhSGoy0uAFpWjkZTUjsi6SwlW9TV5vUTbqFJUaRRpkwl5UJPAwfQ/djZF8E8nPIgdZVC+P6hdR3QxKoCbpmShEhAEiCIniGD9OIiJhFBGGPgQBahwhiQAh+cSyQ6R2iLUmsd4i0jtEeohvGXi6jWPl8NQ8kZwnlPNEqk2oGqBoZGSZQU1itWGyOltmzeBqhtZsJlcdRFFPj6hiKlxeIcLluZ/NcPc/PI3TCpBVide8axOveusoknz8F2r38ceZ+fzn6dz3/f5jube9jerv/g7mjh1Ltp233r9xz43c/tzttIOFVM0FAxdw/cbruXr91RTNIrgN2H1HUq+y+w7wFrXkqhZsejPx1mt4Nn8l3x+XeXDvLD/aP0fXXyouhgsmW0YLmAMWMzmFn4U+naPEjIJgq9Fhm3yAjcGPWR88SIWl9vhCyATBAPV6iUa9SKtVodstIsTCp4WsZFEJM5R7AqUicmSF2S+YbQc1Gv4M9Z5AafrTtII5YmJA76V1Kn2hIikVJDmPGnmLWoknyXQn+6mdthn0C2HHe+mc8ZLEXFFQVqKjhEnAqiBGCQpMxgO9iEkSNTnIIAf1YabNMsLW+sJEMQUlq8GAMd0TJolnSSFokPO62K6X1Ja4GUIvSd+obgXTK5MRNnasoYYxchhA4OGH7Z5HSYATR7hCStqAsdBjJakj8X1s30ON2gRSHUdNXFrrVgPPdhC9CIlhRtgZhXImy4BRSgRJdoRqfhRjsSDJDSfmgafgk13Kz0ccxzhOjam5ngipz3Kg3mWi6+P6HrHvoQUeWtBBjdtocQNVtFHjngjxHFQ/QPFCZE8HP0sYVHBFFZcyrpSnq2RoqRYN3aJumLRUA0fRcFEIT1aIwJK0TOIrktzX9BBbd8jpbQp6g7Jeo6TUycZtMmEXy3exAh/TC9A8EiHiJx00qldIoiOeiRzFyFEIYUgchsRhRBgLPBH3a0QIAqQ4SiIispcIEaWT1IbobSK9S2iE+IaJa2VwjByBWiCS80RKllCxEZqOqmiUVIURTWM0l2O0sopVIxsoDa1FM8/caGIqXM5y4RJ4EQ/86+6+ZX9ldYZf+I1zqaw+9vwPIQTdh3/EzOc/T/eHP0welGXy73gH1d/+LYyjOrgmOhPctPcmbtx7IweaB/qPr8qs4rqN13H9putZX1iftCzvujW57f/BUtfazCBsu5apkbdwt38O9+1r89C+WerdpdGSoq2xYU0eY8BiMifzrAiJjnpzysoRO9QJtognWe8/yEZ2Y7K0NsX3yzQaRZqNMq12hU67TBwnHTYyEsU4QyXOURHZvlAxSKynu2GrVxy7EEFpBrNJoaxkJQJFriykeZQyYGN5c2S6U9jdiSVCxVGbi3xOJMbLiThx8hHVXuRksVV91jfphlWOzIsSMZR81Yc5Yg0S2Ga/I8c0PcpWjUFjhmovYlKOauS9NlnXQXMFvmcTuFkkt4jmVjC8Cpk4gxWpqFGMFPgQOPhBGzfycOKgHyUJhIYWq+iR1PMi8dHCLpGU1JC0jSZNs0FgtxFWlJihWTGZnEE5m2fASBxZB/JrKOfXLqRr5jtstBMfsJly6vH9DrP1MQ7NjHGgNstztSbjbY+u6xL7LmrgoQcOStxCjZuoooUiWuh+B913ULwAxQ+RXRXJzyH7eZQgSxCX8aQCXSVHW7VpaiZNzaBhWLR0k46i4UgKrpCJT1aMSEAvErK4ZgRdwtD9foqmqNep6HPkaZLt+YrYvovhB1heiOontSKyl0MN8qhuDtnLoAZyr04kQEQhcRATxlE/NROGISLwkKIQmZBY8olll1hpIfR2LxrSITAjPNPENTM4Zp5QyRPLOWIlR6xaoOiYqs6QrrI2m2FdcYA1q9ZSHdmEmX1lzXNKhctZLFwmn2tyx5efojGVFLReeNUor3nXRlRt5XCfEILO/fcz87nP4zzWqy1RVQrvup7qb/82+rp1/W29yOOeg/fw7T3f5qHxh4h7ZmPzLcw3bL6BiwcvQp5+Bp65FXbdAmOPL/2FlS24m67hEesKbp1bzQ/2znFobmnnj6UrrB3JoVZNJnIyRzSWdWQMKR22S3vZGP6YreJJ1nAIeZFfSRDkaDRKtFoV2q0KrVaFKEo+bagoSfQkzvVSPTlKIoOCjB+5S9I7SwplpexC9GRRDYoWib4gWbhNETLNZClcIk6miiByMVV1oXV4NAioBjIEZeai+RqTJGJyQBvmkLWKjp1FWAqYMhnLoWLNMWRMMyBNUxFJF07Oc8i4DpKj4rtZcIuoXgXdqWCHBcxYQQtjpCCAwCEIOri9KEkiShRELKNHUjL11w/QA5dYavaLWjtmjcBqIuwQ1YwwMjLZgkU5W2TArFDNDjOQG6WYX4uUn/ceGU4LWU8T4jik0Z7i8MwRnpuZ4rlancNNl6bTRbgOSpDUhChRC60nQBTRwgjaaJ6DGgTIPRGCl0MOsihBDi3IIEcZHDlHW83S1EwamkFXt+hoBg09Sc90ZJUuCq5IRjecDEKREMbSFA26jKwJLMMlq7cp6E1Kep2SWiMvWokQCR0sz8f0fSwXZD+DHOR6tSJ5FDeD4hlIUS+KGEXEQUTYS8+EPSESBx5EAYgQIXkgu0RKB/Q2od4m0h18I8K3DFwzQ9csECs5IiWPkLOgWiiaQU4zGLVN1pVKrB8YZXBkA7nywCmpCzmbSIXLWShc4ijmsdsP8OObEzO5TNHgrR8+h9FjWPaLOKZ9993MfO7zfVt+Sdcp/vK7qXz0o2irk7kSQgh2zu7kW3u+xXf3f5emv5DeuWjwIm7YfANXj74Ve+JnC2Kl9tyi3yQRr76EAwNv5o74Er5zxOapsaXDCRVZYtVwBrVqMp5TaNjJNN2FPQjWy1NsiX/KVvEkW3lmSdonDE2azXJPoFRptSr9NmRTaIsESpaqyJMXFkLENIO5XpvxNHU/MWzrRu1kUrFSRpIr/RoUWS5guU3s7lSS1ukJlSieZCbXXtJKPFMEJRcxqCStw2uDkFVBjB7k8P0K42IoKX5lgIPaMAesEWatEsJWUUzIWy0qVo0hY5IBaZpyNEfeb5NxHSwnIHZNYq+A6pbQnCqmV8UMNdQoRgkCROAQBg5eFOHESRuwG4EciSRtE4TogYugja826WpNukaN0G6A5aFYEVZWJ1PMUMmVGLAHqGZGGMivJVNY0+uuGUqn+J4GuF6bI7UxDkwfYf9snYONDjPtLr7bRfG6qIGLHrVR40bSHSNaGGGrl47xkf0A2VOSDhQviYQoYQY9slFiE18yaWk2Nd3A0W26mkFX1WlrBk1Vo6lotGWFrlAIxMm3ewtN7heuLhYkuhYkKRqjTVGvU9JrlORG4isSONiB2xMiEYanIvu5xFPEy6F4WWTXQgllpChECkNEGBGFceKTEoeEQUgUJq3zkogQkg+yS6y0EXqnJ0S6+EaMZxm4ZjYRImqeWM4iKXlQLXTNpmqbbMxnWT+wijXD6ykNrkY3TqxTM+XESYXLWSZcGtMOd35lJxP7EhO4zRcP8sZf24aZWT5hU0QRzdtuY/bzX8DbvRsAybIovfe9lD/yEbShQSAZbHjzvpv59p5vs6e+p//8IXuI6zddzw3r3sbaqd2JWHn2tiVTloVi0Bp5LY/Zr+XrzfO465BYZqVfKpmoAyZTOQWvqIO68GnDIGCztI8t8c/YyjNs4VlsEr+YKNJotcr9KEqrXcFzs4BEVpiJSOnVolTjHDYGTtheIk7qPcM2Ied7hbE9gSJX0GONjDO7JHKiBJPUrRkmyjHjJRgrS8yVBGo2YkBL0jlrw4CiryH5JVrhEIfFUFIAqw1z0FjFmD1EYOvoVkTBajJgzTBsTFJlhkLYIOd1yLouWlcg3FziVeJWMJwqRpBJIiVhAL5DHHi9AtcYJ5YIwhAlEJhhhB54SMIhUFp09SauXiO0akhmFzUDVs4gW8pTKZQZsIeoZldTLa7DzK9ZaoSmnPIZqSlHEccR9fY0h2pj7JucYn+tyVirQ7vTQXhdFN9BCzroUQOVFkrcRI9aGF4X1XdR/RDZlZH9DPg55CCHGtqoUQY1NgCDSFLpaBpt3aarW7iajqskkZCGblJXNZqyRgcFR0hEJylGhMRSp9V+J42EpXvYeoe83qJkNChpcxREGzvqkvHdZCaT55NxQfOtvqeI7OZRPAvF03vdM1FSKxLFhJHAjyLCMCAOPcLAAwIgQMguKB1ivUOkdQgNB88M8UwLx8rimgUiNQdyDknJomgZTCvL6myWzZUyG1eNMjS4HjuXP2GPq5RTRypczhLhIoTgmYfG+cG/7CbwInRT4Q2/uo2tly03kxNRRPPWW5n5m8/15wjJmQylD3yA8oc+iFouE8QBPzj8A76959v84PAP+oMNdVnnrWvfyg1r3sTl9SmUXbclc4HCBZ+RyChysPp67ogv4asTGxhzll74LFtFrlrUCipxxQBjIW2Qp81W8RRbeZptPMN69qMSEscSnU6pF0Wp0m5V6HbzSEKmIDKLoig5ynEOJRaLIigLaZ4Ac5FAqSDLJWwvIuNM9wWK4U7S1aaYKnQZK8N4WaJWFCi5iJIRsDYKWe1H2EGG2C9TD4c4JIY5IA9zwFjFc5nVNO08qjkvTGYZsSYSYeK3yLsdso6L5mhIbhHFLaM7VXS3gBqAHIZIgUPkB3g9UeJFgjAIUcIIMwhRIg8hdfHUXoTEqCGsBkomxijo5Io5yqUKg5lVDOZHqRY2YBTWQG5VUj9iFlMTtJcQ3+8y0RjjuZkx9k7PcajZZabZJui2kAMX1e+gxE3UqIVKCy1sYnidfoeM7Ekovg1ePuk8CbOokYUamYBBLGmEikygyvi6hauZuIqOq6h0FY2GqlHTDBqKTktS6CDjxhLiZMXIMQbjKVqMpbs9+/cmRb1OWa2RjbpJ4WrgY/oeGTfCdGXUoGdw5uWR3QyKayGHIEchIogQUUwUzXfNhIShTxQ4xMJHSAFILkLtIrSkPiTUHTwzwrMsHDOLYxaItTxIOWQti25kKWTyrCsW2Do0zNrhdZQqq1DV5R/oUk5/UuFyFggXtx1wzz8+w77Hk2GCqzYXuOrDO5a1OSeC5bvM/M3fLAiWQoHyB3+d8gc+gFIosLu2m2/v+TY377uZOXchcnJe5TxuWP0Grum4FJ79Hhx8iMWzd7r2ah63r+Qb7Qu4qb6eaJHzq6LKyBWDbkknrhiIjNq/aK5ijK3iabbyDNt4mmHGkQDHSdqPmz2h0mmXkSKdkshQXVSPUoxt3KDZFydJJGWGbiwtESgKObKu3xcomc4EvjzBrD3DRClivCzRKMYo+YicFTIahwwFoPkFQr/KTDTMQWmYA9owB6zVHLKHwZYpWC0q1iyrrEkGmKXgt8m6XbIdF8sxkd0SultF7ZTQPR05CpF8jyjw8cMIV4AXRoSBjxZE6GGAJDxCpY2nNQj0GpE9h2J20Qs6mVKWYqXCQH4Vg7nVDBQ2YhfXJp018901qSA5pQghaHVnOVQ7wr6pKfbN1hlvdui0m8RuF8XvIkdN1KiJQhstbGL6SUpG8z0UL0bxDPBzKEEvJRNlUCMTCRMhaUSyQqAoyJoGioanaXiyiqOqtFWdlqJRVw1qqk5DlmlLCk4s4UUvXkuvofsLXTRGk7I+R4EW2aiLFbrYfhIVyboCwzMSIRLkkdwsimOj+ApSFEEYQxQjwkSIBFFIGPhEoUsYuSD5yU3tJl4iRpdQd/HMCNcyce0cjlFAqHlkOYdi5LDMPAPFEpsHq2wZXs1wdRTbLqTRkFcIqXA5w4XL4WfmuPMrO+k0fGRZ4rLrN/Dqt61DXlQXIqKI5ndvSwTLvn0AKIUC5Y98hNIH3o+jw637b+Vbu7/Fk7NP9p9XNsu8c9XreJcPW/ben8wGWsREZjt3iUv4x/p57IxHmX/DlCSQigZ+WSeqGIiCDrKETMR6sY9tPM02ErFSoEkYakkkpVnt16XgL6R45utSzFDQ9GcXpXpmaEUBsVxEUqrIShktssi5Lhlnhkx3AsIJmsYkU/k6E2VoFWOkXEQ2EzAihRR9HTko4vmDTEerOKCu4jlzhAP2CHUrT87uULHmGLYmGZRnKARtck6XfNfH6lqoThItUbp5VE9KHF2DkCiMcKMYLwwJfQ81CFBiH4GDr7YItQaROQdWHT0PdjFLoVqmUhpmMD/KQHE9ucI6pPxIkrKxSqkgOUXEccBsa5J9s2PsmZzmubkWtWYDv9tCuF3UoIkUN1FFG1m0ML0WutfB8DwUP0B1lZ4raVKgqkYZtDCDhAnoRIqKr8jImoakqmhKItwdRaWr6X0h0lR0ZlWVuirTlBQ6QsGJZMLo5AqZBcAK9SKSDqbuLZnQW9JqFGgnk3l7A/GSCKSE6mdQ/aRwVXJtFNdEDgVSFEMYE4dxkqKZj4iELn7kAAHILkLpEqtdYqOLb3j4RiJEHCuHZ+URSgFVzaOZBTLZImsqVbYODbFhaA3V8giKkkZDUlYmFS5nqHCJopgf37SfR28/AAKKQzZv++i5DKzN9beZr2GZ+ZvP4e/dCyQRlspHPkzx/e/nSWcv//rsv/K9A9/D6Vnpq5LKGwYu5IbY4nXPPYo2veB0K5DYbZ7PvzkXcZN3EWMsTI6WMipBxSCuGMRlA1QZTfhsYjfb2cl2drKFZ9Fjb0nKp9WsEnZLVESegThPNU5cZiXf6QmUyV40xcWT7H4HjxGq5F2HTHcG05mgq04wm5livNShVhLIuYhsNmBAicn4NpJfwg2GmGA1B/RVHLBHOGwPomYiyladIWuSIWWaYtAm73QpdEPsroXmVFG7RZR2BjmIkYKIOIjxwwg/DAg9FwIXKfaIFIdAbRIbdTDnUHIOdtEiXylRqo4wWFzNQHEDxcI65PzqJEKSCpIXHT9wmGiN8+zkBHunZzgy16DbqhM6LRSvixQ2UeIGimijRq2+X4ji+ahejOKZ4OcT/40gixZlkWMDGZ1I0gkUGaFpyKqOqiposowqCQJFo61qtDWdlqzTVFRqmsScKtOQFVpCoRuruKFKHJ+kBfwx6kVUPUpSNHqHvN6kZNQpKXVy8YL1u+kFZDyB7ai9qbxJG6/sZpA9BTmaj4jExEFMFEVEgU8YeQRRl4heVETpEmtdIt0hMDx8I8SxLVw7h2cUQc2h6kUsq0CxUGX94CDbVg0zOrCWjF1KoyEpLxqpcDkDhUtzxuF7X3qKyf1JV8+O167ide/ZitarFRFxTOu225j+m7/B39MTLPk8lY98GOlX3sktk3fzzd3fZG9jb3+fG+1V/JJS4rpDO6nUDvYfjySVR+QL+JZ7EXdGFzNDIfmBJhNVDOKqQVQ2wFIxhMMWdvWEytNsYjexq9NqVmm2qrRbVdzWAOWo1Bcphcgk9po0vCSKUguatGIJIZeS+pNAJue4ZLvTSOEETWOC6dw0U6WAsBChF0KKRkQ2spD8Mq43zIS8lv3Gap6zR5jL5Mln2gxa0wxr0wzENfJOl1InItexUN0SSjuP3LGRghiCiNCP8cOQMPCIvC7ELpHSJVJbxMYcUqaOmg/IVnLkBwcYrK5jqLCOgdIWzNJayI0kLb/pG/WLguM7HG6OsWtqgj1TNSZrNdxmjbjbRvVbSFEDNW6iiCZ60LNw91xUL0TxVPAzSF4eNcyhBDZqZKMIAyHpRLJKqKrImo6qqKiKgi5LaBIIVaar6jRVnaai01QlmmrMrCpTlxXqKLRjHSfSCAL1xakX0SUMPcA2khRNXm/27N+bSYom8HpRkZCsC7pnJZEeL4fs2siOiRRI/ahIIkZCojAkiFyCyCEUXZA8UFxitUtkugS91Ixj9YSIVUBWCxh6iUymzEBlgC2rVrF11RoGiqvQNPPULHZKygmQCpczTLjsfmSSe/9xF74Tolsqb3r/NrZcMgT0BMvttzPzN3+Dtzvp/pHzeUof+iB7f2E73xy/jbsO3kXQM34zZY2rtQF+eeIAF9bH+5lxTzK4L7qAW8NLuTt+NU0yCEAUdaKqQVw1EXkNmy7beJpzeIrt7GRNdBCnVaLZHKDVrOI2h8j7g32RYvsSoVdP3GX9GRphiIOJLJcxQ4Wc45HrzhIwTsOcYKowRbcYIucj7FyIJZvIfgk/GGZaWstzxhoO2sM0sxalTIMBfZZheYay36bUCam0VPRuEbmdQ26bSEFMFMREfkgQeIS+QxQ5CNkhVpsIo46UbWAUArIDBYqDqxgcXMdgYSOVymbUwmhS3Jqaov1ceKHDwdoYu6bG2TNdY2puDq9ZJ3KbyF4TJWqgiCZK1ML0WxhuB833UD2B7FlIfgbZzyMHGdQ4ixoZgI7oFaiiGSiqhqaqaLKELkkoioykKoSKQlMxaaoyDS2mqUY0FMGMrFCTdJrCpBvqeKFGGLw49SKyLpIUjd4l1++iqZEXbTKRg90biJdxY7Ku3BMiGSQvi+JYSK6GFNETIgIRJI6rQegRRC5h3EVI7oIQMRx800tqRGwDxyrgWwU0tYRllsnmqqweHGb76hE2Do+Sz1TTaEjKGUUqXM4Q4RJ4Efd//Vl2PjAOwNCGPG/76LnkqxZCCNp33830X/7PfluznMth/Novc9cVFt84cgtH2kf6+9qh5Hh3bYZr56bI9Zaljc2d0av4bnQZ348vwCFxX02iKiZxxSCvttjGzr5QGXBnaTerNJsDdBtDWO21DEQlynEW0wsJ3FpSixI4NCKJSM5hhho5N8B2arjKBDV7gkZ+krjgY+ZCZMtAjgoE4RA1aT0HjDWMZyq0swYlu8GwNsNgXKPseFRbEtm2jdzOI7UzSJ6M8GNi1yMMHNygSSR1EUobjAZKro1ZCsgNFCkNr2ZwaCNDxc0UypuQ8quT1t/U+OmkmRciz0yOs2emxtzsDG67RtxtIfw6ctxEiZtoYQvL7RWpuh6KryYpiyBp11UCGy3OIMV6r0BVJVYVpH5KRkGXQZUTESIrCqgqrqJR1wUtLaShhjTlmDlJYka2qAubTmTihjp+oBKHL2BKr3b0UDwZTQ+xDI/MfEuvXqOkNMjTxg48LN/F9iOyTozl6Sh+HsnNILsWOCayryKFMXEoIIyIg4AwDJKoSOwgcED2EKpDqHcJTC9p37UUnEwB3yygGWWydpVSYYg1q9awbWQ16wdHMVI/nZSznFS4nAHCZeZwi+/97VPUJrogwcXXrOPS6zagKDKdhx5i6v/5S9yf/QxIBEvn3W/hn89r8r25B/qOtjlJ5e0dl3fXpjnHTyIucyLL96JLuC2+jAfjc/FkjbjUEypVA9t22CE9xbk8wfZ4J/m2Q6s5QKsxgNxYR8kdoRpnsbyIwK3T8Oeohz7NUEGLdXJuRMZt4imTzFkTtAsTUPRQ8hLoWaJgiIZYz2F9PePZCk5Oo2zWGVGnGQ6bVNsxlaaM2s5DKwddDeHFCM/D9x28uEFEG8loImebmEWX7Koc5ZG1DA9vZbiyjVx5C+RXgZE75t83ZSlB5HK4McHTUxPsnpxmdmYar1UndOpIfg0pbiHHDUyvieF2MTwH1Q1QfT2JEswLkSiDGtsgdISkEyoyQlX7tSG6LKHJJNEQRQFVAUUlUqFj+jS1kKYa0pAjarLCLBZzZGhFNk5o4gUaoa8g4p/fX4ReF421qIumpCVGZ9k4GYhnex4ZPybnSOie3bN/t5EcG8nRIZSTDpogSc/EYUAQefhRlzDugpKkZ0KtS2R4eGaAZ8s4dgY/U0I1K2StKtXKataMrGXHmlHWlFejphOqU1KWkAqX01i4CCF44t4jPPhve4jCGLug8wsf2cGa7WW6jz/O9F/+T7oPPwwkxnFHrn01nz9vjGeChenKF/kx727U+IVOF0sI6iLDbdGl3BxfwUPxDgJLJx4wiasmeiliu/I05/IkW8NnyNdd2s0BwsZq7OZGKkERy4+g26QZNKmHIZ1Awgog4zrETNO0xnByh5EKLnFex9dL+PEIs/Imxu1h5rIZLNtjWJ1hddBmsC2o1BTkVg7RspFcgXBcvLCDGzZAbSOZTfRCl8yAoDAyxODoFoYHtlOpbkcpjKYFrs9DEAVMdKbZOTHG3slpZmYmcBtzRE6N2K8jxU3kqJkIEa+T1Ie4YTIQzs+geDmUsFekGlmAgZBVfFVBUjUUVUNVVHRFQpVAVueFiIpQFSI9JDIcWrpPU/FpKDGzssYcJnUyNOIc7cDCCQwCXyUOpJ66OHGEPG8BvyBIFrpoEjFS0usUtTpFqUk2cjB9j6wXkHUFGU9G9XJIXqYnRiwkR4NIIEIBQUQc+ARRQBB2CeIuseQgFA+hOQS6S2D6eJbAydj42RKyVSGfHaZaWcPaNWs5Z/U6RgrDKKmhX0rKz0UqXE5T4eJ2Au7++6fZ/9MZANafX+EtHzoH6ch+pv/yf9K+5x4AhKby7Bs38NfnHWHK8gHIxILrW23e22qxKQhpCpvbo0u4JX4NPxDnERRtogETuSqzNbOHc6Un2OLvplTv4tQHUGubKLTXk/ElcJp0vQ61MMb3AmwvRI6bdMwJvOxhyM/h5ywcY4COtI6avpbZXAHPlhnUGoxGDYZaMeWagtwoIJoWkhMS+G3caI5IqaNm2ljlgPwqi8radQyt3sHwwLmY5Q3J8MU0fbMEIQSzbpNnpsd5ZmKSyckjdOszhO0awp9FjhrIcR3Da2EuEiKKZyL72V59SLbnomoBOrGkEqgKiqYjqxqaovbSMhKSqiApMqgqsaIQGwGx2SXQOzRVj5oSM6tozEkmDWFTj3I0whxd38ILNKJARgTwc9WL9FI1si6wdDcZjGckg/FKaoO8aJENnaRWxAvJuYKMq6P4WSQ320vRGMi+iuhFRUQQEIUBfuQRRh182onVu+YR9oSIa8Z4to6fKyJlqxRyI1Qra1m3ZgM71qxlKDeAnM5dSkl5SUmFy2koXCb3N7n9i0/SmnORVYnXvnszW9cFzP6vz9K89VYAhCzzk0tK/O9L6swWkgvCVs/nva0217U7RLHJHfHF3By9hh8oF+JWs0QDJqOVMV6l/ZQt3rMM1JqE9WGM2hZyrQF01yPodmiEIa7TxfRcQnkO1z5MmB8nKMq0MkO05PXMGmupZYtols966qztulTnQGnkoW4Qdz2CsIknZpDsNmbZobjaYnDjJlaNXsjw0AWo5fWgZ17Gv/Tpgx+FHGhM8eTYEQ5MjtGYncBrzBJ5s4igjhQ3MN0Gppe07mpOhOKbKH4GaZEQkWMTSdKJJAWhasiagaL2umUk0BQZVBlJURGKglAVYtMjNhwis42ntqmpETOqxoxk0xQW9ShLLcjTDjK4vpF00CTz5TgZMXKsehFVj7AMr9fS26Kk1SkqDfKikxideR5ZPyLfBdMzUbwMkptBck0kx4RQQgqTjrDY9wkjHz9yCOI2oeQgVJdYd/HNAM8I8TIKQa4A+Sq5/GqGqutZN7qBHWs2ULXL6YC7lJTTnFS4nEbCRQjBz+45zIP/toc4EuSrJle9ezV882+pf/NbEEUA/Pg8g69dGTJekVCF4G2dLu9rtjjHjbk7vohvR6/lHv0inOEC1kDABcUn2RE+zZq5KczZAcy5rZhNG6nr0vV8HKcDfotQmyPMHsLLzdIqlmjY6+loo9SzeXRDsDFqsLoekZs1YC6D6Lr4QQ1fncEqOuRHNKobVjOy6dWMrLoQrbzxFStMhBDU3Q47p4/w7PhhpibH6NYmcbvTCL8OYR3Db2C6LXTXwXDDZAaLn0H2c0hBFiXuCRE0Ykkhmq8P0TS0nhBRFQVZVUCRQdWJVaknRLqERptIb9LRXaZUg1nJpC5laUYZan6ehp+jG1j4vkYcSIkYiU4yKgKJADGW+otoeoCt96b0Gk1KaoOC3CQXd7ECl4wXkPVicg6Yro3sZ3rpGQvJ0yEUEMRIQa8DLHIJRBc/bhGrLrHuEegegRXj2uDncpAfIFdcw/DABtav28yOkXWUU/+QlJSzjlS4nCbCxXNC7vn7p9nbs+3feH6JC7z7af39lxFuMgfo8c0y//QGiQNDEkNhyHubbX6x1WZ/uJlvRa/nJut11IYqrBs8wqusn7KxdZiBaR1reiv6XAbRDeg4HbzuLJE6S5g/QrfQZKY8SsPcSCMzjGbC5qDJmrkAe8oirimEfgNPncKquFTW24ycs4O1Gy+nMHh+4lfyCiGMIw42ptk5OcbBsedoTI/TbU3hezMIv4biN7GcFpbbRXM8NM9A8W3kIJ9MrI2zyHHiphpLGpGqIGs6iqr2OmYEiiIjq3KvUFVDqBKR5RIbDrHRJtSaOKZPXYdZ2aIhZanH2USIeDnavo3rG8SBjAgk4vAFiBGJXmRksRiRMfQgKV41OhT1BkWtQVFq9lt67V6KJufI6J6N7Nrg9sRIoEIYIfkxIvQJw6RoNYjbhHK3l57x8K0Qz4YgYxGVBsiXR1k1sIH167awY2QjRSsdcpeS8konFS6ngXCZPtjiti8+SXPaQVYkXrW+QflbnyGeS2YFPbMa/vEtCrvWSOzwPD7UaLGtleU70ev5ZuZNHBpezTmDu3mV2Mmm6Ra5iVGU6RKiE+F0arjxFJE9RqdcZ2pghLa9Ds8uM0jI+rpLYUwnrseE8TRKsUl1vcXqc3cwuuVKCkPnwVncXumEIXvmZnhm/CBjY/tozo7htSaJghkI6phOA91tY3gumiOQvZ4NepBHDrMokYUkzJ6HiIKk6Si9iIgmJxERSUnqRISqIlSILBdhdInMDqHWxDU8WpZES9WoSVnqcZ5Zv0DDy9L0Mrie1YuISMShRBxBHP0czqs9G/jE7MzDNhzyepuC3qCoNRMxErpYvkvWj8i5gmxXQfNscO1+ZIRQTkz7/JA48AljFz/u4sdNYtUlNDwCw8e3BV5WQxSrWJU1rBrcxIb129gxsplypnBqFjYlJeWsJRUuL6NwEULw1A/GuP/ru4nCmIwtOG/3P5DZnXQKjZXgH98s88gWeLPj8quNLuPdC/kn7Wp+smo7Fww+zYXBHjaNaRhH1sCcoN2ZwleO4BYnmBzKUituIzSrrPdd1o4HyBMSoZjFGOiy+txBNl30BobXXYmUqbwsf4NTgR9G7G/O8fSR5zh8ZC+NmSN022NE/hyyN4fpNDGcDobrobkmiteLivSG3c1HRSJZ6ZmZ6aiqiq7IaBJJakadL1aVic2kWDXuCRHP6NI2BR1Toq2a1ESOGa/IXFCg6WTpuBaRr0AgEUcSIoIwlH8+G/h+8SqYhtcbjteiaDQoKk1KchM7dLB9n6wXkXMg4yi9ehEbHBMcCwKQgggRRMSBSxC5+KJDILURqktg+IRWhJuRiPIZ5OpqBoY2sn7NDnasP4eRfFojkpKScmpJhcvLJFx8N+Tef9zF7h9PAjAYHGDbw/8LLezSsOEbr5N58ALBO7td3lA3uSe6ihuH3sjqoTEud/ez8TkTeayK35ilreyjPthgYtUa4sxqhn1YeyREmnNRSw3WXjTCtsvfRnn1JXCGWnVHccyBRo1dEwc5fPhZZqcP0m6P4bszaN1aIka6DoYrUD0b1c8g+TmUKIsUWchCR0gqqDqyZqCqWt/eXVHlfteMUFQiI0IYXUKzQ6Q3CfU2bSuibUo4ukpLMZkJysx4BRpujpabxXdV8CWIII4SQRJEMnF8kgPy5sWIseC8qugxpu73nVeLRiOpGaFFJnTJzIsRF2xHR3YzSK4FXQtcEykAEUSIwCcKPYKogy+SFE2k+wSmT5AR+FkNqVwlu2odo6t2sG3DeWweGEVX0/bdlJSU04dUuLwMwmVuvMNtX3iC2kQXiZhNe7/N6KG78FW4+TKJey4V3OB1Gaht5VuZt1NbbfN6aTdb9hhIBy2a4R5q5SnG1o6i6mvYNumRmXTIjLhsfcOFbL74XWi5oZf0nF4oNTfg6akxnjv0DFPje6nXDxA4kyjdWYxOA6PbRXclVNdG9XPIfg45yiIJEwmDSFKRNANZn2/hldAUGUmRkFUVofbqREyX2OwSGU0CvYVj+rRN6Bgyjm7Qkm1m/CKzbpGGk6PrmEgOSIFARBJxLBHGEkGkEkYndyEXEjAvRJbYwPuJ86rRm9TbEyPZ0CHreWS9mIIjYboGkmsjORlwLejqSCEQhL0umiRF49EkVB0iPSCwQoKsRFS0MQZHGVy9la1rL2Trmi2U7FdmwXRKSsrZQSpcXmLhsvexKe76u50EXozu1TnvqS+Rb+7jngsl7rhScHXk4bWv5Pah17M9O8mle3w4EDOr7ebIBhvJ3sT2Qx2ySpftbz2P7a97D6pVesmO/0SZczyeGj/IgQM7mZjcRbN1mKg9idGaxei2MZwIzbVQ/WwyIK4XGZHQQdKQdBNF1dE0FU2SkFUJWU3ad1EVYj0ktrpERiJGPKNLyxK0dRnH0HFUnYaUY87PM+cUaHZyxI6M4sZJXUYMUSzhCwU/0ggiFSFOPMWxJDLSS9Mkhmc+ttElr7cpag1KWoMCSc1I1vfIujF5F2xHSyIjTlIzIhwDKRAQBsR+0kXjizY+bQLNJTQCQjsmzGso1SqF0Y2sX3shO9ZfwKo0PZOSkvIKIhUuL5FwiaOYH964j8e/l0xeLtae5bydX2bvUIub3gIX6RJjwS+wd2Q9b65Nkd8J4/Y+JjeMsHlWZ7UuuOIDv0xl3aUvq0vsVMth19he9h96kvGpZ2k3DiE3ptA7dcyuh9410Dwb2csih1kkYSHFiRhRdBtF09EUDV2RF8SIohCrCsL0iKwOkTnfPePQtiQ6hkLXMOgoFnNxnlpQoO4U6HRM1I5A83yUICaOwUfGi1U8oROEOtHJpmpUqS9G5o3PDN1PpvUaiRgpak1KUhM7dMl6HjkvIu+APV8z4tjgWEiOjhSKXmTEJYwdfNHGpUmg+4RWTJiVoGRjrRpl1fodbF//ajYPb8DQtFO0gikpKSlnNi/V9fsVnSR3Wj63f+GnHNnTAmD00J2Upm7kH66OGRjSMZV3srtoc9mTHapjP+LQujWcV5H51V/7GKvPe+NLIlS8MOLZySn2PPczDo09wVxtH1JtDL01h9n20V0TzU2iI1KcREcG0BnUBlG0tahqIkYUVULOyFBQky4a0+9FRtoE+jQdK6BlCjqmQlczaEpZ6iJHI8xTd6t4nRG0bojRCdBqHnEs8FBw0HFjAz82CEKNkzI+k0EYyqIIiYKuB1i6S85IfEaKajMxPYs62L5Pzo0ouJDpyihtG5wMUtdGcnUIdfALiMAkiLqJGJFbzBkegT1NmFdQRkoURrewadPFnLf+1VRzL3/LfUpKSkrKifOKFS6TzzW55X/+CMeRUSKPbbu+xk/WPUbnDQaOdS2hpHPxzmkOrK2RGyzx7o/9BVZh1Yt6DA3H45kDe3n20KMcmdiJP3MAtT6F0XIxehESxc8hhRmITbIYFLUKijaSFLGqCrIqQUFGqDLCStI0sdkl1Ot0LI+mJdE2NLq6QVPOUI9y1MM8TX+QsKtgdnzMro9Zc5AiH1eW6WLQFRZubOFFJmF04lGG5cZnCkrPgTWjdygYrSQ6ojYoihYZ3yPnheRcyHdllKbVj4yIroEUyOBnEYFGECWREU9uM2f4BPYccUFFWVumtHY727dcwo6155OzrBd1nVJSUlJSTh9ekcLlybv28/2v70ZIKlZ3klUHv8jDr5vi0Mh1bK0ZKLUjDGeHed//91NYpRdWTNv1fXY+t4+dzz3M+JGfEk7uR6/PobclDMdGdXMQ5pBEMhxvlWqjajvQtAvRVDUZiGcqxJqCsNxeqqaJb0xStyNapkLHVGkrNrOiQD3MU/crRO4wVtfF6vpYrS6a7+Ah6MgGbWy6sY0b2ycvSOYLWY2F6IhhBP26kUKviLUkN8gHDlk/oOD27OAdE2o2dG2EYyK7CgQZokAl6okRR2oyqweE2TqiYKCPVhjYeA7bt1zO1tXbMPV0Em9KSkpKyitMuERBzC1/dTeHdssgqVRmfkpL/3vuece5DHevYNXUHO+87u1svOzNx92PEIKJuVl+sudR9jz3Q7qHn0GamcZoSehdC6VXR4IwUeUMa7QiinY5qqYhaxJSTkaUJYTlIuwukdmia04xY8c0TYW2rtOQs8xFBepBgZY3jOrE5FyXQruJNdeEqIuPoCllaAmbTmzTFQZuZBFGxRP+mxwtSDAkTMMnY3QpGC0KepOy3KAgtcj7LjkvpOAIch0JdS6xg6ebAUdFClSEnyOMVPy4gyu3qGsuYaYDpSbm6ADDm9ezY+tr2Dy8EUVNh+ClpKSkpJwcrxjh0px1+Of/8m1CMQQiZnjsZnaf8zBB5VoGW20+8Z/+M7q10I4aRRE79z3Fo0/dyezex5AmZjFaClo3ixRkIbLR1RwV1WJYexWqriFrMqIoE5shcaZDbDXxzDnmMjFNW6alG9TlHLNRkVpQpO0OYHZDCm6HcqNGbmYO4g6ecGlKMh2h4woDXxjURZYjYZE4Hjmh8+0LEjNJ2SiGwDQ8skavzVdrUlIaFOMW+SAg70bkuxKZjopUT+pGRNdA9iVEoBAHBn4c4koOntZlKiOg5GKvGWJk2zrO33Ilo9URZCUVIykpKSkpp45XhHDZ+/Bevve3TxIrQ6hBm1ztqzzy+iID9Yv55O//F57e9xO+8g//BW/3AbQ5FcXJosQFTK1ARjPJ6hch6RKSLREPeAi7Q2S1aNlzTGUELVOlrmaYjfPUwiJNr4jqVCg4XSqdGpXGOHY0jYyHHao4ooorBvCkIRpSkfF4GD8YRYgTK2ztd9iYCpIpJYLE7FDQW5T0BhWlTlm0yHs+RScm3wHDMWDORnQtaBsQxIhAJgo1PDxctU3HimkWVcwRlZHLt3DuOW9gw9C6NDKSkpKSknLacNa3Q//Lp7/MzHOjIClkWwfpWH9HY/QCrOkj2I0iGYYxjDzYGhgCsm3ibJtups1sNqZhqcxpWaajMrNBiW7XIut4FJ0Wg940hXgMS5pGFnV8T2VaDDEt1lJTVtOUS3TI4EY6oS9zIh03YpEHiW5GWGYyPK+gtygrDSpyk0roUnRDih2B3daSYtaODW0NEQTEoYsfdXCkJr7hEOcUlIEMpQ0b2HreFZy34SKstIA1JSUlJeVFJG2H/jmJwpgvfPz/h5AuBgkKcz/muc0PknHPYVNYIdykMl0MOZjtMK6qTEZVGk4Oq52n4rSo1icozh3BZpJNUZ3tXofQEUxF2xnTtzFjjfC4vp0WF+H4OoEn91pqeoTLj0lIICwFTAXdCsiYDnmjTUlrUFEaDNGm7AcU2oJ8W0aZySSCxFEQfkAcdPHp4shtAtOnVTEQowVWX3Eh522/kpHqiaWRUlJSUlJSzlTOSuEye3iKf/2TGxH6xSBico3vcOBclyfXXkyTAbJNh0G3QWVijGw0wQV+A8XxoZsh7lZoGes4PLCWJ/JvYFrJ0whNHKEShRLMN+J4vdsihATCVlGtGNPyyBoORa1FWW2xihbDgUOlHZNtSkgTFqJlghcngkS06WotopwgHsqjbtnIuee/nq3rzkVNTc9SUlJSUlKAs1C4fOerX2X8BxlCfRNK6CDF/8yRzRam+yivf/wRaA2iuFV0NUtrwxYOjlzKPq3IWFCg3rXxWirCiZECYHb5/oUiIdtgWAE5q0tJbzEkt1kdNxl1HYp1CW3aJm6qxIFPGLVxlCaBHSAPZshuWc95v/BGtm24EC1t8U1JSUlJSTkpzirh8tf//o9Q228k1gwMZ4pa5Sas6Tyjssn06BvYXS6zXx7kQGeQWi2HqEfIz0VH7SVGAiQNzExA3uwyoHUYkdqs9zqsmXPRJ1UiJ8SLW7h6B1HWyG8cYdNrfoFX77gCy0qH5aWkpKSkpJwKzhrh8tnf/c/IvI1YAbv9NBNrH2P6tWt4xtzErtpmvCkZeaeL7CRCRcLvl8rqZkjZclgltdnotdg00yAz08bVW0Rlhcq2jVzwmrewbeOFabtvSkpKSkrKy8hZIVz+4g/+AwbvAMBq38PYhhn+12W/i3KggzLhIPlO/0QlBGXdZb0/y/ponHM2G1z22tdx3jlXICtnxZ8jJSUlJSXlrOWMv1L/9z/6fXKdq4kVsDr3cdO5BR6V34DxwFR/G0OJufq8VVx3wRpeu7lKxjjjTzslJSUlJeUVyRl9Bf/Mf/oExcnXERgmVmcX/7rGZGfjHGR8FEniF3YM8b7LRnnt5iqaIr/ch5uSkpKSkpLyc3LGCpc7bvwGpfFz8MxBdG+WA0M/Y6e4DktT+Mhr1/PBK9YzXDBf7sNMSUlJSUlJeRE5Y4XL3pueJDLfiBz5NAu38XfqL/HeS0b5j1dvYyBnvNyHl5KSkpKSknIKOCOFy1/+u0+iqdcBEMs38u2R9/OPv3QBr91cfZmPLCUlJSUlJeVUcsYJl//+f/07cu47iBUwnLt4/Krf4LvveTXZtOA2JSUlJSXlrOeMutp/+o8+TmXmTQS6jtXZye6tBf7XBy5Bkk5sqnJKSkpKSkrKmc0ZI1z++W//ioHx8/GsCro7zfjwz/j0H//vl/uwUlJSUlJSUl5Czpge4dYDNTxrK3LoUi/fyf/9mVS0pKSkpKSkvNI4I4TLX3383xMYrwcg0G/m//0XX3yZjyglJSUlJSXl5eC0Fy7/4z98AjW4BgDN+x7/r7/5m5f5iFJSUlJSUlJeLk5r4fLpP/xd8rU3I2QNs/szBt5+7st9SCkpKSkpKSkvI6dMuHz2s59l/fr1mKbJ5Zdfzo9+9KOTev4X/+r/w8DExQR6CcMdZ2LVTn7xV379FB1tSkpKSkpKypnAKREu//Iv/8InP/lJPvWpT/HYY49x4YUXcvXVVzM1NfX8T+6h7dTxrE0oYZe5gR/wf/95WoybkpKSkpLySueUCJe/+Iu/4Ld+67f4yEc+wo4dO/j85z+Pbdt8+ctfPuF9+OblIGJc+1b+r898/lQcZkpKSkpKSsoZxosuXHzf59FHH+Wqq65a+CWyzFVXXcVDDz20bHvP82g2m0tu8yjh9/iDv0qLcVNSUlJSUlISXnThMjMzQxRFDA0NLXl8aGiIiYmJZdt/+tOfplAo9G+jo6MAmN2fcdEH3vFiH15KSkpKSkrKGczL3lX0n/7Tf6LRaPRvhw4dAmBm9X4ue/MbX+ajS0lJSUlJSTmdeNEt/6vVKoqiMDk5ueTxyclJhoeHl21vGAaGYSx7/JOf+osX+9BSUlJSUlJSznBe9IiLrutcfPHF3HXXXf3H4jjmrrvu4oorrnixf11KSkpKSkrKK4hTMmTxk5/8JB/60Ie45JJLuOyyy/jLv/xLOp0OH/nIR07Fr0tJSUlJSUl5hXBKhMt73/tepqen+ZM/+RMmJiZ41atexW233basYDclJSUlJSUl5WSQhBDi5T6IxTSbTQqFAo1Gg3w+/3IfTkpKSkpKSsoJ8FJdv1/2rqKUlJSUlJSUlBMlFS4pKSkpKSkpZwypcElJSUlJSUk5Y0iFS0pKSkpKSsoZQypcUlJSUlJSUs4YUuGSkpKSkpKScsaQCpeUlJSUlJSUM4ZUuKSkpKSkpKScMaTCJSUlJSUlJeWM4ZRY/v88zBv5NpvNl/lIUlJSUlJSUk6U+ev2qTbkP+2Ey+zsLACjo6Mv85GkpKSkpKSknCyzs7MUCoVTtv/TTriUy2UADh48eEpP/HSj2WwyOjrKoUOHXlEzmtLzTs/7lUB63ul5vxJoNBqsXbu2fx0/VZx2wkWWk7KbQqHwilrwefL5fHreryDS835lkZ73K4tX6nnPX8dP2f5P6d5TUlJSUlJSUl5EUuGSkpKSkpKScsZw2gkXwzD41Kc+hWEYL/ehvKSk552e9yuB9LzT834lkJ73qT1vSZzqvqWUlJSUlJSUlBeJ0y7ikpKSkpKSkpJyLFLhkpKSkpKSknLGkAqXlJSUlJSUlDOGVLikpKSkpKSknDG8LMLls5/9LOvXr8c0TS6//HJ+9KMfHXf7b3zjG2zfvh3TNDn//PO59dZbX6IjfXH49Kc/zaWXXkoul2NwcJAbbriBXbt2Hfc5X/3qV5EkacnNNM2X6IhfHP70T/902Tls3779uM8509d6nvXr1y87d0mS+PjHP77i9mfqen//+9/nne98JyMjI0iSxLe//e0lPxdC8Cd/8iesWrUKy7K46qqr2L179/Pu92TfI15qjnfeQRDwh3/4h5x//vlkMhlGRkb44Ac/yNjY2HH3+UJeLy81z7feH/7wh5edwzXXXPO8+z2T1xtY8bUuSRKf+cxnjrnP0329T+S65bouH//4x6lUKmSzWd797nczOTl53P2+0PeExbzkwuVf/uVf+OQnP8mnPvUpHnvsMS688EKuvvpqpqamVtz+wQcf5Fd/9Vf56Ec/yuOPP84NN9zADTfcwJNPPvkSH/kL57777uPjH/84P/zhD7njjjsIgoC3ve1tdDqd4z4vn88zPj7evx04cOAlOuIXj3PPPXfJOdx///3H3PZsWOt5fvzjHy857zvuuAOAX/mVXznmc87E9e50Olx44YV89rOfXfHn//2//3f+6q/+is9//vM8/PDDZDIZrr76alzXPeY+T/Y94uXgeOfd7XZ57LHH+OM//mMee+wxvvnNb7Jr1y6uv/76593vybxeXg6eb70BrrnmmiXn8M///M/H3eeZvt7AkvMdHx/ny1/+MpIk8e53v/u4+z2d1/tErlv//t//e2666Sa+8Y1vcN999zE2NsYv/dIvHXe/L+Q9YRniJeayyy4TH//4x/vfR1EkRkZGxKc//ekVt3/Pe94j3vGOdyx57PLLLxe/8zu/c0qP81QyNTUlAHHfffcdc5uvfOUrolAovHQHdQr41Kc+JS688MIT3v5sXOt5fv/3f19s2rRJxHG84s/PhvUGxLe+9a3+93Eci+HhYfGZz3ym/1i9XheGYYh//ud/PuZ+TvY94uXm6PNeiR/96EcCEAcOHDjmNif7enm5Wem8P/ShD4l3vetdJ7Wfs3G93/Wud4m3vOUtx93mTFvvo69b9XpdaJomvvGNb/S3efrppwUgHnrooRX38ULfE47mJY24+L7Po48+ylVXXdV/TJZlrrrqKh566KEVn/PQQw8t2R7g6quvPub2ZwKNRgPgeQdRtdtt1q1bx+joKO9617t46qmnXorDe1HZvXs3IyMjbNy4kfe///0cPHjwmNuejWsNyf/91772NX7jN34DSZKOud3ZsN6L2b9/PxMTE0vWtFAocPnllx9zTV/Ie8SZQKPRQJIkisXicbc7mdfL6cq9997L4OAg27Zt42Mf+xizs7PH3PZsXO/JyUluueUWPvrRjz7vtmfSeh993Xr00UcJgmDJ2m3fvp21a9cec+1eyHvCSrykwmVmZoYoihgaGlry+NDQEBMTEys+Z2Ji4qS2P92J45g/+IM/4LWvfS3nnXfeMbfbtm0bX/7yl7nxxhv52te+RhzHXHnllRw+fPglPNqfj8svv5yvfvWr3HbbbXzuc59j//79vP71r6fVaq24/dm21vN8+9vfpl6v8+EPf/iY25wN63008+t2Mmv6Qt4jTndc1+UP//AP+dVf/dXjDtw72dfL6cg111zD3//933PXXXfx53/+59x3331ce+21RFG04vZn43r/3d/9Hblc7nlTJmfSeq903ZqYmEDX9WVi/Pmu5/PbnOhzVuK0mw59tvPxj3+cJ5988nlzmVdccQVXXHFF//srr7ySc845hy984Qv81//6X0/1Yb4oXHvttf37F1xwAZdffjnr1q3j61//+gl9Gjlb+NKXvsS1117LyMjIMbc5G9Y7ZTlBEPCe97wHIQSf+9znjrvt2fB6ed/73te/f/7553PBBRewadMm7r33Xt761re+jEf20vHlL3+Z97///c9bXH8mrfeJXrdeKl7SiEu1WkVRlGVVx5OTkwwPD6/4nOHh4ZPa/nTmE5/4BDfffDP33HMPa9asOannaprGq1/9avbs2XOKju7UUywW2bp16zHP4Wxa63kOHDjAnXfeyW/+5m+e1PPOhvWeX7eTWdMX8h5xujIvWg4cOMAdd9xx3GjLSjzf6+VMYOPGjVSr1WOew9m03gA/+MEP2LVr10m/3uH0Xe9jXbeGh4fxfZ96vb5k++e7ns9vc6LPWYmXVLjous7FF1/MXXfd1X8sjmPuuuuuJZ82F3PFFVcs2R7gjjvuOOb2pyNCCD7xiU/wrW99i7vvvpsNGzac9D6iKOKJJ55g1apVp+AIXxra7TZ79+495jmcDWt9NF/5ylcYHBzkHe94x0k972xY7w0bNjA8PLxkTZvNJg8//PAx1/SFvEecjsyLlt27d3PnnXdSqVROeh/P93o5Ezh8+DCzs7PHPIezZb3n+dKXvsTFF1/MhRdeeNLPPd3W+/muWxdffDGapi1Zu127dnHw4MFjrt0LeU841sG9pPyf//N/hGEY4qtf/arYuXOn+O3f/m1RLBbFxMSEEEKIX//1Xxd/9Ed/1N/+gQceEKqqiv/xP/6HePrpp8WnPvUpoWmaeOKJJ17qQ3/BfOxjHxOFQkHce++9Ynx8vH/rdrv9bY4+7z/7sz8Tt99+u9i7d6949NFHxfve9z5hmqZ46qmnXo5TeEH8h//wH8S9994r9u/fLx544AFx1VVXiWq1KqampoQQZ+daLyaKIrF27Vrxh3/4h8t+drasd6vVEo8//rh4/PHHBSD+4i/+Qjz++OP97pn/9t/+mygWi+LGG28UP/vZz8S73vUusWHDBuE4Tn8fb3nLW8Rf//Vf979/vveI04Hjnbfv++L6668Xa9asET/5yU+WvOY9z+vv4+jzfr7Xy+nA8c671WqJ//gf/6N46KGHxP79+8Wdd94pLrroIrFlyxbhum5/H2fbes/TaDSEbdvic5/73Ir7ONPW+0SuW7/7u78r1q5dK+6++27xyCOPiCuuuEJcccUVS/azbds28c1vfrP//Ym8JzwfL7lwEUKIv/7rvxZr164Vuq6Lyy67TPzwhz/s/+yNb3yj+NCHPrRk+69//eti69atQtd1ce6554pbbrnlJT7inw9gxdtXvvKV/jZHn/cf/MEf9P9GQ0ND4u1vf7t47LHHXvqD/zl473vfK1atWiV0XRerV68W733ve8WePXv6Pz8b13oxt99+uwDErl27lv3sbFnve+65Z8X/7flzi+NY/PEf/7EYGhoShmGIt771rcv+HuvWrROf+tSnljx2vPeI04Hjnff+/fuP+Zq/5557+vs4+ryf7/VyOnC88+52u+Jtb3ubGBgYEJqmiXXr1onf+q3fWiZAzrb1nucLX/iCsCxL1Ov1Ffdxpq33iVy3HMcRv/d7vydKpZKwbVv84i/+ohgfH1+2n8XPOZH3hOdD6u04JSUlJSUlJeW0J51VlJKSkpKSknLGkAqXlJSUlJSUlDOGVLikpKSkpKSknDGkwiUlJSUlJSXljCEVLikpKSkpKSlnDKlwSUlJSUlJSTljSIVLSkpKSkpKyhlDKlxSUlJSUlJSzhhS4ZKSkpKSkpJyxpAKl5SUlJSUlJQzhlS4pKSkpKSkpJwxpMIlJSUlJSUl5Yzh/w8YFFTxNAFOSgAAAABJRU5ErkJggg==", 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", 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", 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", 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" ] @@ -770,7 +888,14 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:27.377468Z", + "iopub.status.busy": "2024-07-11T15:22:27.377176Z", + "iopub.status.idle": "2024-07-11T15:22:27.380500Z", + "shell.execute_reply": "2024-07-11T15:22:27.379848Z" + } + }, "outputs": [], "source": [ "# Create a grid of market resources for the plots\n", @@ -791,7 +916,14 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:27.381912Z", + "iopub.status.busy": "2024-07-11T15:22:27.381736Z", + "iopub.status.idle": "2024-07-11T15:22:27.384758Z", + "shell.execute_reply": "2024-07-11T15:22:27.384281Z" + } + }, "outputs": [], "source": [ "# Creating the dictionary for the Merton-Samuelson consumer type\n", @@ -815,13 +947,19 @@ "cell_type": "code", "execution_count": 21, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:27.386821Z", + "iopub.status.busy": "2024-07-11T15:22:27.386495Z", + "iopub.status.idle": "2024-07-11T15:22:50.366738Z", + "shell.execute_reply": "2024-07-11T15:22:50.366241Z" + }, "lines_to_next_cell": 2, "title": "Calibration and solution" }, "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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", + "image/png": 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", "text/plain": [ "
" ] @@ -934,7 +1072,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" }, "vscode": { "interpreter": { diff --git a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb index 9a9cc0f1d..a7f0abd55 100644 --- a/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsRiskyAssetModel.ipynb @@ -10,9 +10,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "6b9b3abd", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:51.473037Z", + "iopub.status.busy": "2024-07-11T15:22:51.472781Z", + "iopub.status.idle": "2024-07-11T15:22:52.271777Z", + "shell.execute_reply": "2024-07-11T15:22:52.271203Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -37,9 +43,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "1fb52af2", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:52.273631Z", + "iopub.status.busy": "2024-07-11T15:22:52.273475Z", + "iopub.status.idle": "2024-07-11T15:22:52.276207Z", + "shell.execute_reply": "2024-07-11T15:22:52.275721Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -61,9 +73,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "55a8c575-82d7-4779-b8c1-4f6b5f35c30f", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:52.277981Z", + "iopub.status.busy": "2024-07-11T15:22:52.277524Z", + "iopub.status.idle": "2024-07-11T15:22:52.280457Z", + "shell.execute_reply": "2024-07-11T15:22:52.279961Z" + } + }, "outputs": [], "source": [ "# Make a dictionary for the idiosyncratic shocks type that uses common values from the portfolio type\n", @@ -73,9 +92,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "2f6a4e78", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:52.281971Z", + "iopub.status.busy": "2024-07-11T15:22:52.281798Z", + "iopub.status.idle": "2024-07-11T15:22:52.288448Z", + "shell.execute_reply": "2024-07-11T15:22:52.287970Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -88,12 +113,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "59c23ceb", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:52.290257Z", + "iopub.status.busy": "2024-07-11T15:22:52.290077Z", + "iopub.status.idle": "2024-07-11T15:22:52.655957Z", + "shell.execute_reply": "2024-07-11T15:22:52.655565Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with idiosyncratic shocks took 0.3630 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "IndShockExample.solve()\n", @@ -108,10 +147,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "15eb3021", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:52.658603Z", + "iopub.status.busy": "2024-07-11T15:22:52.657947Z", + "iopub.status.idle": "2024-07-11T15:22:53.009159Z", + "shell.execute_reply": "2024-07-11T15:22:53.008629Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function and MPC for the infinite horizon consumer\n", "print(\"Concave consumption function:\")\n", @@ -134,9 +215,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "d35df1d4", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:53.011115Z", + "iopub.status.busy": "2024-07-11T15:22:53.010767Z", + "iopub.status.idle": "2024-07-11T15:22:53.019490Z", + "shell.execute_reply": "2024-07-11T15:22:53.019014Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -151,12 +238,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "85425d79", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:53.021130Z", + "iopub.status.busy": "2024-07-11T15:22:53.020886Z", + "iopub.status.idle": "2024-07-11T15:22:53.347360Z", + "shell.execute_reply": "2024-07-11T15:22:53.344532Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with risky returns took 0.3209 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "RiskyReturnExample.solve()\n", @@ -171,10 +272,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "778d3aec", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:53.355907Z", + "iopub.status.busy": "2024-07-11T15:22:53.355388Z", + "iopub.status.idle": "2024-07-11T15:22:53.506177Z", + "shell.execute_reply": "2024-07-11T15:22:53.505618Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function and MPC for the risky asset consumer\n", "print(\"Concave consumption function:\")\n", @@ -197,12 +340,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "fcce0156", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:53.507806Z", + "iopub.status.busy": "2024-07-11T15:22:53.507562Z", + "iopub.status.idle": "2024-07-11T15:22:53.573675Z", + "shell.execute_reply": "2024-07-11T15:22:53.572916Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for idiosyncratic shocks vs risky returns:\n" + ] + }, + { + "data": { + "image/png": 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hNT6CG9KdzEyLZ1isVqL2RZ0KM8888wwAV111VZv2l156ifvuuw+AgoIC7PbW4WhTp07l1Vdf5Ve/+hW//OUvGT58OEuXLtUcMyIiPcUwoGAz5PzDfIzUUNW6bfA08zHS6Bsh+Nzzhfmqkso6VucVsyrfxZeHT3L2RCTpiZHMSndyQ1o8g6L967x7o0uaZ6anaJ4ZEZGLUFlk9oPJ+Yc5wd0Z/QaZASbzTohKsay87lBUXsvqfBer84rZeuRUm21ZyVGeTrzJ/f2v/4838ol5ZkRExMs0NcDeVeZjpAPrwGgZkRMU1jIa6W4YONWvHiMdPVnDmnwXK/OKyTla3mbb+IH9mJXmZFZ6PIlR/jkPjijMiIj4h5KdZoDJfQNqylrbU6aa/WBS54DDf/qDHCmrZlWei9X5xeQeq/C022xw2cD+zGq5A+OM9N/1oKSVwoyIiK+qLYf8t80QU7S9tb2v07wDk3UPRA+zrLyudvB4FavzXazKK2ZnUevM8HYbTBo8gBvSncwY4yQ2QgGmt1GYERHxJWeWFsh+xVxaoKnObLcHwshZMPbb5krVAf7x8b6/9DSr8swAs8d12tMeYLcxZcgAZqU7uT7VSUy45ibrzfzjX7uIiL+rOGZ25s1+BcqPtLbHjDIDTMZ86BtjXX1dxDAM9paYAWZ1XjH7SltHXgXabUwdFs3sdCfXpTrpHxZsYaXiTRRmRES8VVM97FnZ0pn3I6Bl8KkjAtJuM0NM4jif78xrGAa7iitZnediVX4xB49Xe7YFBdi4YngMs9KcXJcaR1QfBRj5JoUZERFv48pr7cxbe9bw4kFXmJ15R9/s80sLGIZBfmElK/OKWZ1fzJGyGs+24EA7Vw6P4YZ0J9eOjiMyNMjCSsUXKMyIiHiD2lOQ95YZYopzWtvDE8zOvGPvMZcZ8GGGYZBztNzTiffYqVrPNkegnatHxjIr3ck1o2IJD1GAkY5TmBERsYrbDYc/ge1/N5cYaK432+1B5sKOY78NQ68Ge4C1dV4Ct9sg++gpTx+Yooo6z7bQoACuGWUGmKtHxhLm0FeSXBz9yxER6WnlBS2def8BFQWt7bFjYNy3IX0ehA2wrr5L1Ow22HbkFKvyilmT78JV2RpgwoIDuGZ0HDekOblqZCyhwb4b1MR7KMyIiPSEM515t78MB9fT2pk3EtJvN0NMfJbPduZtdhtsPXySVS1rIR0/Xe/ZFu4IZHpqHLPSnFw5IoaQIAUY6VoKMyIi3en4XjPA7Hit7cy8g6eZj5FG3whBvjnNvtttsPXIKVbmFrE630XpWQEmIiSQ61Kd3JDu5FvDo3EEKsBI91GYERHpag3V5urU21+Go5+3tofHm6ORsu6B/oMtK+9SnAkwq/KKWZVX3CbAhIcEMmOMk9np8Vw+LJrgQLuFlUpvojAjItJVirLNAJP3FtS3TLdvC4ARM2HcAhg23Sdn5nW7DbYVnGJlrjmMuqSybYC5PtXJjRkKMGId3/utEhHxJrXlkLfEDDGu3Nb2foPMAJN1D4Q7raruonUkwMzOcHL5MD1CEuspzIiIdJZhQMFmM8DsXApNLfOlBASbE9qNW2BOcGf3rbsUbrfB9oJTrGgnwFyXGue5A6MAI95EYUZEpKOqjpsdebe/DGX7WttjRsP4e831kfr0t66+i3AmwKzMK2Z1Xtth1OGOQK4bE8fs9Hh14hWvpjAjInI+7mY4+DFs+xvsXQXuJrM9KAzSboXx90HieJ8aUn1mIrsVue0EmNQ4ZmcowIjvUJgRETmXimPm0gLZr0DF0db2xPEw7l4zyDjCrauvk84EmJW55lIC5wowN6THc8UIBRjxPQozIiJnNDfC3tXmY6T9H+KZ2C4kEjLuNPvCONMsLbEzzABT7unEW1zRNsBMTzUfISnAiK9TmBERKTsA2/9mLjFQfby1fdAV5l0YH5rY7kyAOTMPzNkBpu/Zd2CGR2smXvEbCjMi0js1NcCe5bBtMRz6pLU9LNZcpXrcAhgw1LLyOsMwzroD87XFHPs6Apk+OpbZGQkKMOK3FGZEpHcpO2AGmJxXoeZES6PNnNBu/H0wYgYEBFlYYMecCTCrcs07MGcHmLDgAM8dGK2FJL2BwoyI+L+mBtizAra91PYuTHi8uT7SuG9DVIp19XWQYRjkePrAuCgsr/VsCwsO8PSBUYCR3kZhRkT815m+MNn/+OZdmAnfgeEzvH55gTMBxuwDc+4Ac0N6PNMUYKQX8+7fYhGRzvLchVkMhza0tvd1mndgxi3w+rswhmGQe6yClXnFrMwt/kaAuXa0OQ+MAoyISWFGRPzD+e7CjL/PXOzRi+/CGIbBzqJKVuQWszKviKMnWwNMn+AApo8278BcNVIBRuTrvPc3W0TkQpoaYO9K8y7MwfWt7Wfuwoz9NvQbaFV1HbLXdZoVuUWsyC3m0IlqT3uf4ACuGRXLjRkJCjAiF6AwIyK+5+RBc3mBnH+cNS+MDYZdC+O/4/UjkvaXVrEit4iVucXsK63ytDsC7Z4Ac82oWEKDFWBEOkJhRkR8Q7t3YeJaRiQt8Oq7MIdPVLMyr5jlO4rY4zrtaQ8OsDNtZAw3ZsRz7eg4+jr0sSzSWfqtERHvduqwGWCyX2l7F2boNeaIpBEzvfYuzNGTNazMK2ZFbhH5hZWe9kC7jSuGR3NjRgLXjYkjIsQ76xfxFQozIuJ93M2w7wP48oW2ayT1jYOx/9RyF2aQlRW2q7iilpW5xazILSbnaLmnPcBuY+rQAdyUkcD1Y+KI6hNsXZEifkZhRkS8x+kSyH7Z7A9z9krVQ66GCd+FkbO88i5MaWUdq/LMALP1yClPu90GkwYP4MbMeGaOcTKgr8PCKkX8l8KMiFjLMODwRtj6AuxeDu4msz20H2TdY4YYL1wjqayqntX5LlbkFrHl0EmMlptHNhtcNrC/GWDSnMSGh1hbqEgvoDAjItaoLYcdr8HWF+HEV63tSZfBhPthzFyvW6m6vKaBNfkuVuYVs+lAGc1uw7NtbEoUN2YkMDs9HmekAoxIT1KYEZGeVbjdvAuT9zY0tUwMFxQGGXeYISY+w9r6vqayrpEPdpawIreIjftO0HRWgMlIimR2ejyzM+JJ6tfHwipFejeFGRHpfg01kP+2GWKKslvbY1PNx0gZ8yEkwrr6vqaqvokPd5kB5pOvTtDQ7PZsGx0fwY0Z8dyYEc/AAWEWVikiZyjMiEj3Of6V+Rhpx6tQV2G2BQRD6hzzLkzKZLOTiReoaWjioz2lrNhRzMd7S6lvag0ww2P7cmNGAjdmxjM0pq+FVYrIuSjMiEjXam40F3r88gU4/Glre9RAc16Ysd+GsGjr6jtLXWMz6/eWsiK3mHW7S6ltbPZsGxIdZt6ByUxgRFy4hVWKyIUozIhI1yg/2jK53d+hqsRss9lh+Ay47H4Yei3Y7ZaWCNDQ5Gbj/uMs31HMBztdVDe0BpiU/n2Y3fIIKTU+ApuX3DUSkfNTmBGRi+d2w8GPzLswX60Bo+XRTN84c2K7cfdCVLK1NQLNboPPD5axfEcRq/NdVNQ2erYlRoV6Akx6YqQCjIgPUpgRkc6rLYecV+HL5+Hkgdb2QVeYd2FG3Wj55HZut0H20VMs32FOZneiqt6zLSbc0dKJN4GxyVHY7QowIr5MYUZEOs6VD1/+L+S+CY01ZpsjArLuNjv0xoywtDzDMNhZVMny3CJW7CimsLzWsy2qTxCz0uK5KTOeSYMHEKAAI+I3FGZE5PyaG82Zeb/4XyjY1NoemwqXPWAOq3ZYO8Jnf2kVy3cUsTy3iIPHqz3tYcEBzBjj5KbMBC4fFk1woPV9dkSk6ynMiMi5VRabHXq3LYYql9lmC4DRN8HEB2Hg5ZYOqz56soYVucW8t6OI3cWtK1I7Au1cOzqWmzISuHpULCFBAZbVKCI9Q2FGRFoZBhRsNu/C7H6vdZ2kvnEw/j7zJyLBsvJKK+tYkVvM8twisgvKPe2BdhtXjojhpsx4rkt10tehjzaR3kS/8SICDdVmP5gvn4eS/Nb2lCnmo6TRN0NgsCWlnapuYHW+i+U7ivj8UFmbBR2nDBnAzZkJzExzEtXHmvpExHoKMyK9WdkBM8Bk/wPqW2boDQyFjHnmoyRnuiVlna5rZO2uEpbvKOLTr62HNC4lipszE7ghPZ7YCC3oKCIKMyK9j7sZ9q2FL/4KB9a1tvcbbAaYrLshtF+Pl1XX2MxHe0pZvqOIj/a0XU4gNT6Cm7PMFamT+2tBRxFpS2FGpLeoOWnOzvvl81Be0NJogxEz4LIHYeg1PT5D75nZeN/LKWLtrpI2s/EOiQnj5swEbsxIYFis1kMSkfYpzIj4O1c+bHkW8pZAU53ZFtrPXCNpwneh/+AeLedCs/HelJnATZlaTkBEOk5hRsQfuZth7yrY8lzbxR7jM2HiP0PabRAU2mPlGIbB9oL2Z+OdnR7PTZkJjEuJUoARkU5TmBHxJ7WnYPvfzaHVFS2PkmwBkHozTPo+JE/s0blh9rgqWZZTxPIdRRw71Tobb2RoEDekO7kpI4FJQzQbr4hcGoUZEX9Qusd8lJT7RusyA6H9YcJ3zGUGIhN7rJSjJ2t4b0cR7+UUsbfktKc9LDiA68c4uSkznm8Ni9FsvCLSZRRmRHyV2w37PoAtz8DB9a3tcWkw6XuQfnuPPUo6UVXPypbZeLcdOeVpDw6wc9XIGG7OSuDaUXGEBms2XhHpegozIr6mrsJcsXrLc3DqkNlms8Oo2WaI6aFlBk7XNfLBzhKW7Sjis/0naG6ZC+bMZHZzshKYOSaeyD7Wrp4tIv5PYUbEV5zYD188ZwaZhiqzLSQSxt1rztLbb2C3l1DX2Mz6vcdZvqOID3eXtJkLJjMpsmUkUgJxmsxORHqQwoyIN3O74cBHZn+Y/Wtb22NGwaR/MVesDg7r1hLODKVellPI6nwXp+uaPNuGxIQxJzORm7MSGBzdvXWIiLRHYUbEG9Wfhh2vm4+Syva1NNpgxEwzxAy5qlsfJRmGwY5jFbyXU8Ty3CKOn24dSu2MCOGmzHjmZCUyJkFzwYiI9RRmRLzJqcOw5a/mTL31lWabIwLG/pP5KGnA0G59+/2lp3kvp4hlO4o4UlbjaTeHUsczJyuBiYP6Y9dQahHxIp0OM5988glPPPEE27Zto7i4mHfffZe5c+e2u//69eu5+uqrv9FeXFyM0+ns7NuL+B/DgKNbYPP/wJ6VYLT0Q+k/1OzQm3UXOMK77e2LymtZkVvEspwidhZVetpDgwKYnhrHnMwErhyhodQi4r06HWaqq6vJzMzku9/9LrfeemuHj9u7dy8RERGeP8fGxnb2rUX8S3Mj7FoGm5+Gou2t7UOvgck/gKHXdttaSaeqG1iVX8yynCK+OHTS0x5ot3HliBjmZCUwfXQcYQ7dvBUR79fpT6pZs2Yxa9asTr9RbGwsUVFRnT5OxO/UlsP2v5n9YSoLzbYAB2TON0NM7OhueduahibW7irhvZwiNnx1nKaWodQAEwf15+asBG5Ij6d/WHC3vL+ISHfpsf/tysrKor6+nrS0NH7zm99w+eWXt7tvfX099fWtHQ4rKyvb3VfEZ5w8CJ8/C9mvQGO12RYWY/aFmXA/9I3p8rdsanbz6f4TLMsu5P2dJdQ2tq5KnRofwZysBG7MTCAxqufWaRIR6WrdHmbi4+N59tlnmTBhAvX19Tz//PNcddVVbNmyhXHjxp3zmEWLFvHb3/62u0sT6X6GAQWbzUdJe1YCLXdDYlPNuzDpd0BQ187JcmYk0tLsQlbkFnGiqsGzLaV/H+ZkJXBzZgLD47qvH46ISE+yGYZhXHi3dg622S7YAfhcpk2bRkpKCn//+9/Puf1cd2aSk5OpqKho0+9GxGs1N8LOpfD501CU3do+bDpMWQhDru7yodVHyqpZml3E0pxCDp2o9rT3Dwvmpox45oxNZGyyVqUWkZ5TWVlJZGRkt39/W9K7b+LEiWzcuLHd7Q6HA4fD0YMViXSR2lOwbbE5vPp0kdkWGGJObjf5BxA7qkvfrqyqnhW5xSzNKSS7oNzTHhJk5/pUJ7eMTeRbw6MJCtBIJBHxX5aEmZycHOLj4614a5HuUXYAPn8Gcv7Rump1WCxMfBAmfBfCorvsrWobmvlgl4tlLR15z6yJZLfB5cOiuWVsItePcdJXI5FEpJfo9KddVVUV+/fv9/z50KFD5OTk0L9/f1JSUnjkkUcoLCzk5ZdfBuCpp55i8ODBjBkzhrq6Op5//nk++ugjPvjgg647CxErGAYc2WT2h9m7itb+MGPMR0npt0Ng19xhbGp2s+lAGUtzCnk/30V1Q2tH3oykSOZkJXJTZjyx4VoTSUR6n06Hma1bt7aZBO/hhx8G4N5772Xx4sUUFxdTUFDg2d7Q0MBPf/pTCgsL6dOnDxkZGXz44YfnnEhPxCe4m2H3e/DZn9rODzP8ejPEDJ7WJf1hDMMgv7CSpTmFvLej7ZICyf1DmZuVyJysRIbF9r3k9xIR8WWX1AG4p/RUByKR82qoMR8jbf4fc9kBMOeHyboLJi+EmBFd8jZHT9awNLuQpTmFHDje2pG3X58gbsxIYO7YBMal9FNHXhHxen7dAVjEp1SfgC/+Cl/8L9S2zJYb2g8uexAm/nOXzA9zqrqBFXnFLM0uZNuRU552R6Cd61LjmJuVqCUFRETaoTAj0p6yA+ZdmJxXoanObIsaCFN+CGPvgeCwS3r5usZmPtxdwtLsQtbvbZ2R126DqUOjmTs2kRlj4ggPCbrUMxER8WsKMyJfd/RL2PTfsHsFnk69CWNh6v+B0TdDwMX/2rjdBp8fKuPd7YWszndRVd/k2TYmIYJbxiZyU2YCcRHqyCsi0lEKMyIAbjd8tQY2/cmcsfeM4debIWbQty6pU+/+0irezT7G0uwiCstrPe2JUaHMHZvA3KxEzcgrInKRFGakd2usg9w3zMdJJ74y2+xBkDEPpv7okhZ9PFndwPIdRbyz/Rg7jlV42sNDArkxI4FbxiYyYWA/7HZ15BURuRQKM9I71Z6CL18wV66uLjXbHJEw4Tsw6V8gIuGiXra+qZmPdpfy9vZC1u8t9fSDCbTbuGpkDLeMTeLa0bGEBAV01ZmIiPR6CjPSu1QWm3dhti2GhiqzLSLRXGpg3AII6fzQQcMw2F5wire3F7Iyt5iK2kbPtvTESG4dZ/aDie6rJTpERLqDwoz0DmUH4LOnYMfr0NyyinRcmtkfJu1WCOj8iKGCshrezS7knexjHCmr8bTHR4Ywd2wit45VPxgRkZ6gMCP+rSgHNv4X7FqGZ2RSylT41k9g+HWd7tRbUdvIqrxi3tl+jC8Pt84H0yc4gFlp8dw6LpHJQwYQoH4wIiI9RmFG/I9hwOGNsPGPcOCj1vYRM80QkzK5Uy/X2Ozmk6+O8872QtbuLqGhyQ2YOehbw6K5dVwiM8Y46ROsXycRESvo01f8h9sNX62GT/8IhVvNNlsApN0Gl/8YnGkdfqkz6yK9vf0Yy3cUUVbd4Nk2Iq4vt41LYk5WIs5IzQcjImI1hRnxfc2NkPeW2Sfm+B6zLcAB475tztbbf3CHX6q4opal2eZw6n2lVZ726L7BzMlK5JaxiYxJiNC6SCIiXkRhRnxXQw1k/x02/Rkqjpptjgi47AGY/H3oG9uhl6lrbOb9nS7e2naMjftPcGbp1TPrIt02LokrhkcTGKB1kUREvJHCjPie2nJz0cctz0BNmdkWFgtTfgATvgshkRd8CXM4dTlvbTvGih1FnD5rWYGJg/tz27hEZqXHE6F1kUREvJ7CjPiO6jL4/C/mCtb1lWZb1EC4/P9A1j0QFHrBl3BV1PH29mO8ve0YB09Ue9oTo0K5fXwSt41LImVAn+46AxER6QYKM+L9TpfA5j/Dly9CY0sAiRkNV/wUxtxywYUf6xqb+WBXifkYad9xWiblJTQogFnpTm4fn8TkwQO0rICIiI9SmBHvVXEMPvsTbP8bNNWZbc4MmPYzGDkb7O33YTEMg5yj5mOk93YUcbrurMdIg/pz+4QkbkiPp69DvwIiIr5On+TifU4eMie6y3kV3C1LAyRdBlf+7IIT3ZVU1vFudiFvbTvG/rNGIyVGhXLbuERuHZfEoOiw7j4DERHpQQoz4j2Of2VOdJf7JhjNZtugK+DKf4XB09oNMXWNzXy423yM9MlXrY+RQoLszEqL5/bxSUwZosdIIiL+SmFGrFeyEz75A+x8F8+SA0OvhSv/DQZOOechhmGQe6zC8xjp7MUdJwzsx+3jk5idEU+4RiOJiPg9hRmxTlE2bHgC9q5sbRs5G678KSSOP+chZVX1vJtdyJtbj/JVSetjpPjIEG4bl8Rt45MYrMdIIiK9isKM9LyibFj/e/hqTUuDDcbMNUcnOdO/sXuz22Dj/hO88WUBa3eV0Nhs3r1xBNqZmWaORpo6NFqLO4qI9FIKM9JzinJgw+Owd5X5Z5sd0u8wQ0zMyG/sfvRkDUu2HeOtrUcpqqjztGckRTJvQjI3ZSYQGarHSCIivZ3CjHS/4lzzTsyZx0lnQsyVP4PoYW12rW9q5oOdJby59WibpQUiQ4O4ZWwi8yYkk5oQ0cMnICIi3kxhRrqPK88MMXtWtDTYzBAz7WcQPbzNrntclbzx5VHezS6kvKa1M+/lwwYwb0IyM8Y4CQkK6MHiRUTEVyjMSNcr2QnrF8Hu5S0NNki7Dab9HGJGeHY7XdfI8h3FvLH1KDuOlnvanREh3DEhiTvGJ2tpARERuSCFGek6Jbtgw+9h17KWBhuk3Wo+ToodBZhDqrcdOcXrXx5lZW4xtY3mfDKBdhvXpcYx77Jkrhweo868IiLSYQozcumO7zXvxOxcijlPjM1cM2nazyB2NAAVNY28k32MV7cUsO+smXmHxoRx52Up3DIukei+DkvKFxER36YwIxfv1GFY/zjkvg6G22xLnWs+TopLxTAMsgtO8eqWAlbkFlHXaO4TGhTAjRnx3DkxmXEp/bCdZ3kCERGRC1GYkc477YJPnoBtf2tdO2nUjXD1LyFuDKfrGlm6+TD/2FLAHtdpz2GjnOHcPSmFuWMTidDMvCIi0kUUZqTjak6aC0B+8b/QVGu2Db0GrvkVJI4n91g5r76dy3s7iqhpMPvCOALtzM6I555JKboLIyIi3UJhRi6srhI+/wts+h9oaLnTkjwJrvk11QlTeG9HEa++s5G8wgrPIcNi+3L3xBRuHZdIVJ9giwoXEZHeQGFG2tdYC18+D5/+EWpPmm3OdLjmUXaFTeIfXxSwbPE6quqbAAgOsDMr3cndE1OYOLi/7sKIiEiPUJiRb2pqgOy/m/1iThebbQOG0TTtl6x2T+Lljwr48vBGz+6Do8O4e2IKt41Pon+Y7sKIiEjPUpiRVoYBO9+Fdb+DU4fMtshkKif/lMVVk3lleSGlp3cA5rwwM8Y4uWdSClOGDtBdGBERsYzCjJgOb4QPfg1F2wEwwmI4mvYDnjp5OctXlNHYfBCAmHAHd09M4e5JKcRFhFhZsYiICKAwI6W74cPfwFdrADCCwtg56F4eO3E12zY0AicAGD+wHwumDGRWWjzBgXbr6hUREfkahZneqrIIPv7/IecfYLgxbAFkx8zlX4/P5GBeGNCII9DOnKwEFkwZRFpipNUVi4iInJPCTG9TVwmf/TdsftozV8yOvlfyryfnsK8gHoCkfqF8e/JA5k1Ipp869IqIiJdTmOktmhpg20uw4XGoKQNgT1Aqv6yax/Y6cyXryUP6893LB3Pt6Dgt9CgiIj5DYcbfGQbsXQ0f/DucNDvxFtgS+b/18/igbgKBdjtzM+O5/1tDSE/SoyQREfE9CjP+rGQnvP9LOLgegBNE8sfG23mj+SrCQhx8b9JA7p06kPjIUGvrFBERuQQKM/6o+gR8/P9hbFuMzXBTbwTxfPMs/tI0h+gBA3j08sHcPj6JMIcuv4iI+D59m/mTpgb44q80r3+cgIZKbMDK5oksarqbmOQRPHnlUK5LVX8YERHxLwoz/sAw4Ks11K18hJDKQwQAO90D+V3jAoKHXcETVw1j8hCtlSQiIv5JYcbXnTxI5TsPE3HsY0KA40Ykf2iax+lR8/j3q0eQkRRldYUiIiLdSmHGVzXWUrp6Ef2y/0KE0UiDEcCL7tkUpH6fB6/NYFhsX6srFBER6REKMz7o2JZ3cax9hNgmc0XrT93pbBz+M+6+4VoGDgizuDoREZGepTDjQwoP7ubk2w+TXr0JgCKjP2sS/w/T5j7AI7HhFlcnIiJiDYUZH3Cqspptb/xfvnXsf0m0NdJoBPBx/3kMvu03fDfJaXV5IiIillKY8WL1Tc2sWrOK0Vv/nekcARvsdGThuPmPXD9mvNXliYiIeAWFGS9kGAZrcw5ycuVvuKNxOQE2g0pbOEWTHmXMjAdBQ6xFREQ8FGa8zOET1Sx5YzF3lvwXyfbjYIMjCbNJuuspRoXHWl2eiIiI11GY8RJ1jc28sC6XmE2/49/sH4EdKoOdBN/y3wwcPdPq8kRERLyWwowX2LjvBG++/Rr/VvPfJNuP48bG6YzvEjn7d+DQfDEiIiLnozBjoer6Jp5YmUPS9j/wVMAa7HaDmj6JhN7xHJGDr7C6PBEREZ+gMGORLw6d5C9vLOPfa55geGAhAA2Z/0SfG34PDs0ZIyIi0lEKMz2svqmZP6zZQ83m53ku8O847I00hMQQfOvTBI+YYXV5IiIiPkdhpgcdPVnDz175hH86/iSzg74AoHHodIJvfQ7Coi2uTkRExDcpzPSQD3a6eGnJ2/yn+79IDjiO2xaI/brfEDR5IdjtVpcnIiLisxRmulmz2+CJ9/dS+ulLLA56AYe9kaaIFALnLYYkzeIrIiJyqTp9S+CTTz7hpptuIiEhAZvNxtKlSy94zPr16xk3bhwOh4Nhw4axePHiiyjV91TXN/H9l78g5rPf8MfgZ3HYGnEPn0ng9z9VkBEREekinQ4z1dXVZGZm8vTTT3do/0OHDjF79myuvvpqcnJyeOihh3jggQd4//33O12sLzl2qob7nl7DggM/4f7A1WbjlT/DftdrEBplaW0iIiL+pNOPmWbNmsWsWbM6vP+zzz7L4MGDefLJJwEYPXo0Gzdu5L/+67+YMcM/R+/sKqrk5y+s4KnG3zE0oJjmwD4E3PocpN5sdWkiIiJ+p9v7zGzevJnp06e3aZsxYwYPPfRQu8fU19dTX1/v+XNlZWV3ldflth4+yeOL3+QFYxGx9nKawhMJ/KclEDfG6tJERET8UrcPo3G5XMTFxbVpi4uLo7Kyktra2nMes2jRIiIjIz0/ycnJ3V1ml9jw1XH+/MKLvGj8hlhbOc0xYwh88EMFGRERkW7klWOCH3nkESoqKjw/R48etbqkC/p033H+9vILPGf/PeG2WppTvkXA/ashIsHq0kRERPxatz9mcjqdlJSUtGkrKSkhIiKC0NDQcx7jcDhwOBzdXVqX2Xr4JK+8/DzPBPwBh60J9/CZBMx/GQJ95xxERER8VbffmZkyZQrr1q1r07Z27VqmTJnS3W/dI3YVVfLc4hf4k90MMs0jb8Q+/+8KMiIiIj2k02GmqqqKnJwccnJyAHPodU5ODgUFBYD5iGjBggWe/b/3ve9x8OBBfvazn7Fnzx7+8pe/8Oabb/KTn/yka87AQsdP1/PkS6/ylPGEGWRG3EjAvMUQGGx1aSIiIr1Gp8PM1q1bGTt2LGPHjgXg4YcfZuzYsTz66KMAFBcXe4INwODBg1m5ciVr164lMzOTJ598kueff97nh2XXNzXzu5fe4Q8N/0GYrZ7GgdMImPciBARZXZqIiEivYjMMw7C6iAuprKwkMjKSiooKIiIirC4HwzB47PVPuH/3Awy0l1IXO5aQ+1eAo6/VpYmIiHiNnvr+9srRTN7u75/tZ9auXzDQXkpt32RC7n1bQUZERMQiCjOdtLu4ksD3f8GUgF00BIQRumAJhA2wuiwREZFeS2GmE2obmnnvb3/k7oAPcWMjaN4LEDva6rJERER6NYWZTnjundX8sPYvANRN/TdsIzu+RpWIiIh0D4WZDvpsTyEzdj1CmK2e8rgp9Jn+C6tLEhERERRmOqSmoYkDb/2a0fYCqgKjiPqnxWAPsLosERERQWGmQ15fuoy7G98FIODmpyDcaW1BIiIi4qEwcwF5R0q4PP9RAm1uSlJmE5pxi9UliYiIyFkUZs7D7TbY+cZvGGk/RmVAP+Lm/9nqkkRERORrFGbO48NNm7mlegkA7ln/qflkREREvJDCTDtqGpros+5XOGyNFPSbRNT4O6wuSURERM5BYaYd77/7N75lbKORQOLm/TfYbFaXJCIiIuegMHMOhSdPk7HrDwAUjLgXR7xm+RUREfFWCjPnsGnJfzPUVkSlLYIhtzxqdTkiIiJyHgozX3OoqJQri/4XgMqJP8YWGmVtQSIiInJeCjNfk/fuE8TZyjke6CTpuh9ZXY6IiIhcgMLMWfYfK2Vq6esA1F/+Mwh0WFyRiIiIXIjCzFlyV/yZaFslJwKdJF15r9XliIiISAcozLQoPVXJlOJXAKib+CMICLS4IhEREekIhZkW21f8lXjbSU7a+5N09QNWlyMiIiIdpDAD1DU0MejA3wEoTf0uBIVYXJGIiIh0lMIMsHH9KkZxmHqCGTbzB1aXIyIiIp2gMAMEb38RgIPOmQT21WKSIiIivqTXh5nCokIm1X4KQPQ1Cy2uRkRERDqr14eZr9a9jMPWxOGgocSMmGx1OSIiItJJvTrMGIZB7KF3AagYfpvF1YiIiMjF6NVhZnf+dsa499Jk2Bl+7X1WlyMiIiIXoVeHmROfvQzA3r4T6TMg0eJqRERE5GL02jDjbnYz3LUSgOb0+RZXIyIiIher14aZfTkbiOc4NYaDEVfOs7ocERERuUi9Nsyc3PoWALsjphLSp6/F1YiIiMjF6pVhxnC7SXGtBcCeOsfiakRERORS9MowcyD/cxKNEuqMIEZecYvV5YiIiMgl6JVhpnTLmwDs6TuRPn2jrC1GRERELkmvCzOG201S0QcANI+62eJqRERE5FL1ujBzaM82UoxCGowARlxxh9XliIiIyCXqdWHG9bk5imlPn/GER2mFbBEREV/X68JMdOFHANQPm2VxJSIiItIVelWYOV50hBHNXwEweKoWlhQREfEHvSrMHNxsrpC9L3A40fEDLa5GREREukKvCjPBB94H4GTC1RZXIiIiIl2l14SZutpqRlZvAyB6gmb9FRER8Re9Jszs3byCPrZ6SunPkLSpVpcjIiIiXaTXhJm6nasAODzgCmz2XnPaIiIifq9XfKsbbjeDyj4FIGTMbIurERERka7UK8LM/p1biaOMOiOIEZMVZkRERPxJrwgzJdtXALCvTxYhffpaXI2IiIh0pV4RZiIKNwDQMOgaiysRERGRrub3YaaivJyR9fkAJF12k8XViIiISFfz+zDz1ZbVOGxNFNtiiRucZnU5IiIi0sX8PszU7/0AgKLoy8Fms7gaERER6Wp+HWYMwyDl5CYAQkfPsLgaERER6Q5+HWYO7M0lBReNRgBDJs60uhwRERHpBn4dZoq2rQTgQMgYQvr2s7gaERER6Q5+HWbCCtYDUJNylaV1iIiISPfx2zBTVV3N6LocAJzjb7S2GBEREek2fhtmdm/5gD62esps/UgYOdHqckRERKSb+G2Yqd6zDoCjUZM0JFtERMSP+W2YGXDiCwAcw6dZXImIiIh0J78MMxUV5Yxq3g9A4tjrLa5GREREutNFhZmnn36aQYMGERISwqRJk/jiiy/a3Xfx4sXYbLY2PyEhIRddcEe4dm4gyNaMi2ginEO79b1ERETEWp0OM2+88QYPP/wwjz32GNu3byczM5MZM2ZQWlra7jEREREUFxd7fo4cOXJJRV9I7SEzXB3qk67+MiIiIn6u02Hmj3/8Iw8++CDf+c53SE1N5dlnn6VPnz68+OKL7R5js9lwOp2en7i4uEsq+kLsx/cAUDdgdLe+j4iIiFivU2GmoaGBbdu2MX369NYXsNuZPn06mzdvbve4qqoqBg4cSHJyMnPmzGHnzp3nfZ/6+noqKyvb/HRGVNU+ABwJWiVbRETE33UqzJw4cYLm5uZv3FmJi4vD5XKd85iRI0fy4osvsmzZMl555RXcbjdTp07l2LFj7b7PokWLiIyM9PwkJyd3uEajqZ74JvO1o4eO7fBxIiIi4pu6fTTTlClTWLBgAVlZWUybNo133nmHmJgYnnvuuXaPeeSRR6ioqPD8HD16tMPvV3ZkJ0E0c9oIZeDgEV1xCiIiIuLFAjuzc3R0NAEBAZSUlLRpLykpwel0dug1goKCGDt2LPv37293H4fDgcPh6ExpHqX7s4kGjgQOJC2oU6cnIiIiPqhTd2aCg4MZP34869at87S53W7WrVvHlClTOvQazc3N5OXlER8f37lKO6i+MA+A8r7DuuX1RURExLt0+tbFww8/zL333suECROYOHEiTz31FNXV1XznO98BYMGCBSQmJrJo0SIAfve73zF58mSGDRtGeXk5TzzxBEeOHOGBBx7o2jNpEXRyLwBN0RrJJCIi0ht0OszMnz+f48eP8+ijj+JyucjKymLNmjWeTsEFBQXY7a03fE6dOsWDDz6Iy+WiX79+jB8/nk2bNpGamtp1Z3GW6JoDAPRJSu+W1xcRERHvYjMMw7C6iAuprKwkMjKSiooKIiIi2t2vqaaCwP9MAeDoA3kkJ6X0VIkiIiLyNR39/r5UfrU2U/H+HACOG1EkJnR8OLeIiIj4Lr8KM6cO7QDgWPBg7HYtYyAiItIb+FWYaXLlA3A6YrjFlYiIiEhP8asw06f8K/M/4rqnc7GIiIh4H78KM3G1BwGITMm0uBIRERHpKX4TZmpOFdOPCtyGjYQRWVaXIyIiIj3Eb8KM66ttABTa4ojp39/iakRERKSn+E2YqTiSC4ArZIjFlYiIiEhP8pswQ+kuAGqjtFK2iIhIb+I3YSa8ch8AAfFjLK5EREREepJ/hBm3m4SGwwD0H5RlaSkiIiLSs/wizJQXH6APddQbgaQM1wKTIiIivYlfhJnifeZIpqP2JML6hFpcjYiIiPQkvwgzNcfyADjRZ6jFlYiIiEhP84swE3h8NwANA0ZZXImIiIj0NL8IM1FV+wFwJKZZXImIiIj0NJ8PM+7GehKajgEQM3SsxdWIiIhIT/P5MFN6eCdBtmaqjFCSB2nCPBERkd7G58PM8QPZABQEDiQoMMDiakRERKSn+XyYqS/KB6A8fLjFlYiIiIgVfD7MOMr2ANAcrZFMIiIivZHPh5nomgMAhCVnWFyJiIiIWMGnw0xDdQXxRgkA8SPGWVyNiIiIWMGnw0zR/hwAjhtROJ2J1hYjIiIilvDpMHPqUA4ARY7B2Gw2a4sRERERS/h0mGl27QTgdITmlxEREemtfDrMhJV/BYA9brTFlYiIiIhVfDrMxNUdBCBiYKbFlYiIiIhVfDbMVJUV0Z8K3IaNpBFak0lERKS38tkwU/TVdgAKbXFERfWzuBoRERGxis+GmdMFuQCUhg6xuBIRERGxks+GGUp3AVDbb6TFhYiIiIiVfDbMRFTuAyDQOcbiSkRERMRKPhlmDHczCY2HARgwJMvSWkRERMRaPhlmygr3E0YdDUYAycPSrS5HRERELOSTYca1LxuAowHJhISEWFyNiIiIWMknw0ztsTwATvQZZnElIiIiYjWfDDMBZXsAaBygkUwiIiK9nU+Gmf5V5kim0CT1lxEREentfC7MNDfWk9h0DIDYoeMsrkZERESs5nNhpuhAHkG2ZqqMUBIGDre6HBEREbGYz4WZskM5ABwNGkhAgM+VLyIiIl3M59JAQ2E+AOXhuisjIiIiPhhmHKf2AmDEjLa4EhEREfEGPhdmYmoOABCWnGFxJSIiIuINfCrM1FVXkGCUAJAwQiOZRERExMfCTNH+XACOE0V0bILF1YiIiIg38KkwU15gdv4tDh6MzWazuBoRERHxBj4VZtwluwCoihxhcSUiIiLiLXwqzIRVmJ1/7XFjLK5EREREvIVPhZm4hsMARA7KtLYQERER8Ro+FWb6U4nbsJE0IsvqUkRERMRL+FSYASiyxxEeEWV1GSIiIuIlfC7MHA8ZYnUJIiIi4kV8LszU9h9pdQkiIiLiRXwuzATFp1ldgoiIiHgRnwszA4ZkWV2CiIiIeBGfCjMNRgBJQ9OtLkNERES8iE+FmUJ7IsEOh9VliIiIiBfxqTBzMkwjmURERKStiwozTz/9NIMGDSIkJIRJkybxxRdfnHf/JUuWMGrUKEJCQkhPT2fVqlUXVWzzAK3JJCIiIm11Osy88cYbPPzwwzz22GNs376dzMxMZsyYQWlp6Tn337RpE3fddRf3338/2dnZzJ07l7lz55Kfn9/pYkPiUzt9jIiIiPg3m2EYRmcOmDRpEpdddhn/8z//A4Db7SY5OZkf/ehH/OIXv/jG/vPnz6e6upoVK1Z42iZPnkxWVhbPPvtsh96zsrKSyMhI9uRuZWT6+M6UKyIiIhY58/1dUVFBREREt71Pp+7MNDQ0sG3bNqZPn976AnY706dPZ/Pmzec8ZvPmzW32B5gxY0a7+wPU19dTWVnZ5gcgLmloZ8oVERGRXqBTYebEiRM0NzcTFxfXpj0uLg6Xy3XOY1wuV6f2B1i0aBGRkZGen+TkZLPYAJ/qrywiIiI9wCvTwSOPPEJFRYXn5+jRo1aXJCIiIl4qsDM7R0dHExAQQElJSZv2kpISnE7nOY9xOp2d2h/A4XDg0HwyIiIi0gGdujMTHBzM+PHjWbdunafN7Xazbt06pkyZcs5jpkyZ0mZ/gLVr17a7v4iIiEhndOrODMDDDz/Mvffey4QJE5g4cSJPPfUU1dXVfOc73wFgwYIFJCYmsmjRIgB+/OMfM23aNJ588klmz57N66+/ztatW/nrX//atWciIiIivVKnw8z8+fM5fvw4jz76KC6Xi6ysLNasWePp5FtQUIDd3nrDZ+rUqbz66qv86le/4pe//CXDhw9n6dKlpKVp9WsRERG5dJ2eZ8YKPTVOXURERLqOV84zIyIiIuJtFGZERETEpynMiIiIiE9TmBERERGfpjAjIiIiPk1hRkRERHyawoyIiIj4NIUZERER8WkKMyIiIuLTOr2cgRXOTFJcWVlpcSUiIiLSUWe+t7t7sQGfCDNlZWUAJCcnW1yJiIiIdFZZWRmRkZHd9vo+EWb69+8PmItYdudfhreprKwkOTmZo0eP9qo1qXTeOu/eQOet8+4NKioqSElJ8XyPdxefCDNnVuGOjIzsVf8IzoiIiNB59yI6795F59279NbzPvM93m2v362vLiIiItLNFGZERETEp/lEmHE4HDz22GM4HA6rS+lROm+dd2+g89Z59wY67+49b5vR3eOlRERERLqRT9yZEREREWmPwoyIiIj4NIUZERER8WkKMyIiIuLTvCbMPP300wwaNIiQkBAmTZrEF198cd79lyxZwqhRowgJCSE9PZ1Vq1b1UKVdY9GiRVx22WWEh4cTGxvL3Llz2bt373mPWbx4MTabrc1PSEhID1XcNX7zm9984xxGjRp13mN8/VoDDBo06BvnbbPZWLhw4Tn399Vr/cknn3DTTTeRkJCAzWZj6dKlbbYbhsGjjz5KfHw8oaGhTJ8+nX379l3wdTv7+dDTznfejY2N/PznPyc9PZ2wsDASEhJYsGABRUVF533Ni/ld6WkXut733XffN85h5syZF3xdX77ewDl/1202G0888US7r+nt17sj31l1dXUsXLiQAQMG0LdvX2677TZKSkrO+7oX+5nwdV4RZt544w0efvhhHnvsMbZv305mZiYzZsygtLT0nPtv2rSJu+66i/vvv5/s7Gzmzp3L3Llzyc/P7+HKL96GDRtYuHAhn3/+OWvXrqWxsZHrr7+e6urq8x4XERFBcXGx5+fIkSM9VHHXGTNmTJtz2LhxY7v7+sO1Bvjyyy/bnPPatWsBuOOOO9o9xhevdXV1NZmZmTz99NPn3P6f//mf/OlPf+LZZ59ly5YthIWFMWPGDOrq6tp9zc5+PljhfOddU1PD9u3b+fWvf8327dt555132Lt3LzfffPMFX7czvytWuND1Bpg5c2abc3jttdfO+5q+fr2BNudbXFzMiy++iM1m47bbbjvv63rz9e7Id9ZPfvITli9fzpIlS9iwYQNFRUXceuut533di/lMOCfDC0ycONFYuHCh58/Nzc1GQkKCsWjRonPuP2/ePGP27Nlt2iZNmmT8y7/8S7fW2Z1KS0sNwNiwYUO7+7z00ktGZGRkzxXVDR577DEjMzOzw/v747U2DMP48Y9/bAwdOtRwu93n3O4P1xow3n33Xc+f3W634XQ6jSeeeMLTVl5ebjgcDuO1115r93U6+/lgta+f97l88cUXBmAcOXKk3X06+7titXOd97333mvMmTOnU6/jj9d7zpw5xjXXXHPefXzten/9O6u8vNwICgoylixZ4tln9+7dBmBs3rz5nK9xsZ8J52L5nZmGhga2bdvG9OnTPW12u53p06ezefPmcx6zefPmNvsDzJgxo939fUFFRQXABRfjqqqqYuDAgSQnJzNnzhx27tzZE+V1qX379pGQkMCQIUO45557KCgoaHdff7zWDQ0NvPLKK3z3u9/FZrO1u58/XOuzHTp0CJfL1eZ6RkZGMmnSpHav58V8PviCiooKbDYbUVFR592vM78r3mr9+vXExsYycuRIvv/971NWVtbuvv54vUtKSli5ciX333//Bff1pev99e+sbdu20djY2ObajRo1ipSUlHav3cV8JrTH8jBz4sQJmpubiYuLa9MeFxeHy+U65zEul6tT+3s7t9vNQw89xOWXX05aWlq7+40cOZIXX3yRZcuW8corr+B2u5k6dSrHjh3rwWovzaRJk1i8eDFr1qzhmWee4dChQ1xxxRWcPn36nPv727UGWLp0KeXl5dx3333t7uMP1/rrzlyzzlzPi/l88HZ1dXX8/Oc/56677jrvgoOd/V3xRjNnzuTll19m3bp1PP7442zYsIFZs2bR3Nx8zv398Xr/7W9/Izw8/IKPW3zpep/rO8vlchEcHPyNgH6h7/Iz+3T0mPb4xKrZ/m7hwoXk5+df8PnolClTmDJliufPU6dOZfTo0Tz33HP8x3/8R3eX2SVmzZrl+e+MjAwmTZrEwIEDefPNNzv0fy7+4IUXXmDWrFkkJCS0u48/XGv5psbGRubNm4dhGDzzzDPn3dcfflfuvPNOz3+np6eTkZHB0KFDWb9+Pddee62FlfWcF198kXvuueeCHfh96Xp39DurJ1l+ZyY6OpqAgIBv9HguKSnB6XSe8xin09mp/b3ZD3/4Q1asWMHHH39MUlJSp44NCgpi7Nix7N+/v5uq635RUVGMGDGi3XPwp2sNcOTIET788EMeeOCBTh3nD9f6zDXrzPW8mM8Hb3UmyBw5coS1a9ee967MuVzod8UXDBkyhOjo6HbPwZ+uN8Cnn37K3r17O/37Dt57vdv7znI6nTQ0NFBeXt5m/wt9l5/Zp6PHtMfyMBMcHMz48eNZt26dp83tdrNu3bo2/2d6tilTprTZH2Dt2rXt7u+NDMPghz/8Ie+++y4fffQRgwcP7vRrNDc3k5eXR3x8fDdU2DOqqqo4cOBAu+fgD9f6bC+99BKxsbHMnj27U8f5w7UePHgwTqezzfWsrKxky5Yt7V7Pi/l88EZngsy+ffv48MMPGTBgQKdf40K/K77g2LFjlJWVtXsO/nK9z3jhhRcYP348mZmZnT7W2673hb6zxo8fT1BQUJtrt3fvXgoKCtq9dhfzmXC+Ai33+uuvGw6Hw1i8eLGxa9cu45//+Z+NqKgow+VyGYZhGN/+9reNX/ziF579P/vsMyMwMND4wx/+YOzevdt47LHHjKCgICMvL8+qU+i073//+0ZkZKSxfv16o7i42PNTU1Pj2efr5/3b3/7WeP/9940DBw4Y27ZtM+68804jJCTE2LlzpxWncFF++tOfGuvXrzcOHTpkfPbZZ8b06dON6Ohoo7S01DAM/7zWZzQ3NxspKSnGz3/+829s85drffr0aSM7O9vIzs42AOOPf/yjkZ2d7Rm18/vf/96Iiooyli1bZuTm5hpz5swxBg8ebNTW1npe45prrjH+/Oc/e/58oc8Hb3C+825oaDBuvvlmIykpycjJyWnz+15fX+95ja+f94V+V7zB+c779OnTxr/+678amzdvNg4dOmR8+OGHxrhx44zhw4cbdXV1ntfwt+t9RkVFhdGnTx/jmWeeOedr+Nr17sh31ve+9z0jJSXF+Oijj4ytW7caU6ZMMaZMmdLmdUaOHGm88847nj935DOhI7wizBiGYfz5z382UlJSjODgYGPixInG559/7tk2bdo04957722z/5tvvmmMGDHCCA4ONsaMGWOsXLmyhyu+NMA5f1566SXPPl8/74ceesjzdxQXF2fccMMNxvbt23u++Eswf/58Iz4+3ggODjYSExON+fPnG/v37/ds98drfcb7779vAMbevXu/sc1frvXHH398zn/XZ87N7XYbv/71r424uDjD4XAY11577Tf+PgYOHGg89thjbdrO9/ngDc533ocOHWr39/3jjz/2vMbXz/tCvyve4HznXVNTY1x//fVGTEyMERQUZAwcONB48MEHvxFK/O16n/Hcc88ZoaGhRnl5+Tlfw9eud0e+s2pra40f/OAHRr9+/Yw+ffoYt9xyi1FcXPyN1zn7mI58JnSEreXFRURERHyS5X1mRERERC6FwoyIiIj4NIUZERER8WkKMyIiIuLTFGZERETEpynMiIiIiE9TmBERERGfpjAjIiIiPk1hRkRERHyawoyIiIj4NIUZERER8WkKMyIiIuLT/h/wNEzukMjk6wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Compare the consumption functions for the various agents in this notebook.\n", "print(\"Consumption functions for idiosyncratic shocks vs risky returns:\")\n", @@ -230,9 +397,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "5b9b7475", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:53.575627Z", + "iopub.status.busy": "2024-07-11T15:22:53.575358Z", + "iopub.status.idle": "2024-07-11T15:22:53.585139Z", + "shell.execute_reply": "2024-07-11T15:22:53.584549Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -245,12 +418,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "1bbf5743", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:53.588342Z", + "iopub.status.busy": "2024-07-11T15:22:53.588064Z", + "iopub.status.idle": "2024-07-11T15:22:56.496838Z", + "shell.execute_reply": "2024-07-11T15:22:56.496108Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with risky returns and portfolio choice took 2.9033 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "PortfolioChoiceExample.solve()\n", @@ -266,10 +453,52 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "7985f73b", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:56.500408Z", + "iopub.status.busy": "2024-07-11T15:22:56.499680Z", + "iopub.status.idle": "2024-07-11T15:22:56.627679Z", + "shell.execute_reply": "2024-07-11T15:22:56.627028Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function and MPC for the portfolio choice consumer\n", "print(\"Concave consumption function:\")\n", @@ -292,12 +521,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "7867d7d7", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:56.629574Z", + "iopub.status.busy": "2024-07-11T15:22:56.629356Z", + "iopub.status.idle": "2024-07-11T15:22:56.716748Z", + "shell.execute_reply": "2024-07-11T15:22:56.716005Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for idiosyncratic shocks vs risky returns vs portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Compare the consumption functions for the various agents in this notebook.\n", "print(\n", @@ -328,9 +581,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "5c2b0c00", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:56.718726Z", + "iopub.status.busy": "2024-07-11T15:22:56.718421Z", + "iopub.status.idle": "2024-07-11T15:22:56.728624Z", + "shell.execute_reply": "2024-07-11T15:22:56.728098Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -342,12 +601,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "07e6f360", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:22:56.730348Z", + "iopub.status.busy": "2024-07-11T15:22:56.730077Z", + "iopub.status.idle": "2024-07-11T15:23:00.444795Z", + "shell.execute_reply": "2024-07-11T15:23:00.444282Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with portfolio choice took 3.7116 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "PortfolioTypeExample.solve()\n", @@ -363,12 +636,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "f74f4c4f", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:00.446519Z", + "iopub.status.busy": "2024-07-11T15:23:00.446269Z", + "iopub.status.idle": "2024-07-11T15:23:00.556881Z", + "shell.execute_reply": "2024-07-11T15:23:00.556318Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function and MPC for the portfolio choice consumer\n", "print(\"Concave consumption function:\")\n", @@ -391,12 +705,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "02217a1b", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:00.558582Z", + "iopub.status.busy": "2024-07-11T15:23:00.558322Z", + "iopub.status.idle": "2024-07-11T15:23:00.621459Z", + "shell.execute_reply": "2024-07-11T15:23:00.620967Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for portfolio choice type vs risky asset with portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Compare the consumption functions for the various portfolio choice types.\n", "print(\n", @@ -414,12 +752,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "1aac4980", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:00.623067Z", + "iopub.status.busy": "2024-07-11T15:23:00.622826Z", + "iopub.status.idle": "2024-07-11T15:23:00.688971Z", + "shell.execute_reply": "2024-07-11T15:23:00.688478Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Share functions for portfolio choice type vs risky asset with portfolio choice:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Compare the share functions for the various portfolio choice types.\n", "print(\"Share functions for portfolio choice type vs risky asset with portfolio choice:\")\n", @@ -447,9 +809,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "id": "125b700a", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:00.690513Z", + "iopub.status.busy": "2024-07-11T15:23:00.690278Z", + "iopub.status.idle": "2024-07-11T15:23:00.698125Z", + "shell.execute_reply": "2024-07-11T15:23:00.697511Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -460,12 +828,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "id": "05b2d26f", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:00.699615Z", + "iopub.status.busy": "2024-07-11T15:23:00.699373Z", + "iopub.status.idle": "2024-07-11T15:23:01.162708Z", + "shell.execute_reply": "2024-07-11T15:23:01.162346Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with fixed portfolio share took 0.4606 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "FixedShareExample.solve()\n", @@ -480,10 +862,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "id": "79b9e1ee", "metadata": { "collapsed": false, + "execution": { + "iopub.execute_input": "2024-07-11T15:23:01.165391Z", + "iopub.status.busy": "2024-07-11T15:23:01.164789Z", + "iopub.status.idle": "2024-07-11T15:23:01.294113Z", + "shell.execute_reply": "2024-07-11T15:23:01.293614Z" + }, "jupyter": { "outputs_hidden": false }, @@ -492,7 +880,42 @@ "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function and MPC for the infinite horizon consumer\n", "print(\"Concave consumption function:\")\n", @@ -515,12 +938,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "id": "aebd5429", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:01.295820Z", + "iopub.status.busy": "2024-07-11T15:23:01.295570Z", + "iopub.status.idle": "2024-07-11T15:23:01.357736Z", + "shell.execute_reply": "2024-07-11T15:23:01.357028Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for idiosyncratic shocks vs fixed share at 0.0:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Compare the consumption functions for the various idiosyncratic shocks\n", "print(\"Consumption functions for idiosyncratic shocks vs fixed share at 0.0:\")\n", @@ -548,9 +995,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "e6d724f5", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:01.359689Z", + "iopub.status.busy": "2024-07-11T15:23:01.359350Z", + "iopub.status.idle": "2024-07-11T15:23:01.370197Z", + "shell.execute_reply": "2024-07-11T15:23:01.369638Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -562,12 +1015,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "bd5c721a", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:01.371855Z", + "iopub.status.busy": "2024-07-11T15:23:01.371581Z", + "iopub.status.idle": "2024-07-11T15:23:01.850461Z", + "shell.execute_reply": "2024-07-11T15:23:01.850071Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a consumer with share fixed at 1.0 took 0.4760 seconds.\n" + ] + } + ], "source": [ "start_time = time()\n", "RiskyFixedExample.solve()\n", @@ -582,10 +1049,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "d8db09af", "metadata": { "collapsed": false, + "execution": { + "iopub.execute_input": "2024-07-11T15:23:01.854976Z", + "iopub.status.busy": "2024-07-11T15:23:01.854762Z", + "iopub.status.idle": "2024-07-11T15:23:02.009124Z", + "shell.execute_reply": "2024-07-11T15:23:02.008472Z" + }, "jupyter": { "outputs_hidden": false }, @@ -594,7 +1067,42 @@ "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concave consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marginal consumption function:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function and MPC for the portfolio choice consumer\n", "print(\"Concave consumption function:\")\n", @@ -617,12 +1125,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "id": "fd400df3", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:02.011253Z", + "iopub.status.busy": "2024-07-11T15:23:02.010762Z", + "iopub.status.idle": "2024-07-11T15:23:02.077947Z", + "shell.execute_reply": "2024-07-11T15:23:02.077296Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption functions for risky asset vs fixed share at 1.0:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Compare the consumption functions for the various risky shocks\n", "print(\"Consumption functions for risky asset vs fixed share at 1.0:\")\n", @@ -668,7 +1200,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb index 1616b05bc..764c85bb0 100644 --- a/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb +++ b/examples/ConsPortfolioModel/example_ConsSequentialPortfolioModel.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:03.274622Z", + "iopub.status.busy": "2024-07-11T15:23:03.274352Z", + "iopub.status.idle": "2024-07-11T15:23:04.483453Z", + "shell.execute_reply": "2024-07-11T15:23:04.482752Z" + } + }, "outputs": [], "source": [ "\"\"\"Example implementations of SequentialPortfolioConsumerType\n", @@ -23,7 +30,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:04.485633Z", + "iopub.status.busy": "2024-07-11T15:23:04.485297Z", + "iopub.status.idle": "2024-07-11T15:23:08.356270Z", + "shell.execute_reply": "2024-07-11T15:23:08.355717Z" + } + }, "outputs": [ { "name": "stdout", @@ -36,7 +50,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving an infinite horizon portfolio choice problem took 10.525117874145508 seconds.\n" + "Solving an infinite horizon portfolio choice problem took 3.8593380451202393 seconds.\n" ] } ], @@ -63,7 +77,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:08.357965Z", + "iopub.status.busy": "2024-07-11T15:23:08.357709Z", + "iopub.status.idle": "2024-07-11T15:23:08.426870Z", + "shell.execute_reply": "2024-07-11T15:23:08.426336Z" + } + }, "outputs": [ { "name": "stdout", @@ -74,7 +95,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -92,7 +113,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:08.428631Z", + "iopub.status.busy": "2024-07-11T15:23:08.428362Z", + "iopub.status.idle": "2024-07-11T15:23:08.507503Z", + "shell.execute_reply": "2024-07-11T15:23:08.506940Z" + } + }, "outputs": [ { "name": "stdout", @@ -104,7 +132,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -145,7 +173,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:08.509248Z", + "iopub.status.busy": "2024-07-11T15:23:08.508965Z", + "iopub.status.idle": "2024-07-11T15:23:08.512042Z", + "shell.execute_reply": "2024-07-11T15:23:08.511529Z" + } + }, "outputs": [ { "name": "stdout", @@ -173,7 +208,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:08.513686Z", + "iopub.status.busy": "2024-07-11T15:23:08.513382Z", + "iopub.status.idle": "2024-07-11T15:23:08.516088Z", + "shell.execute_reply": "2024-07-11T15:23:08.515587Z" + } + }, "outputs": [ { "name": "stdout", @@ -193,7 +235,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:08.517511Z", + "iopub.status.busy": "2024-07-11T15:23:08.517259Z", + "iopub.status.idle": "2024-07-11T15:23:08.519839Z", + "shell.execute_reply": "2024-07-11T15:23:08.519313Z" + } + }, "outputs": [], "source": [ "\"\"\n", @@ -206,7 +255,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:08.521316Z", + "iopub.status.busy": "2024-07-11T15:23:08.521076Z", + "iopub.status.idle": "2024-07-11T15:23:21.172497Z", + "shell.execute_reply": "2024-07-11T15:23:21.172008Z" + } + }, "outputs": [ { "name": "stdout", @@ -219,7 +275,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Solving an infinite horizon sticky portfolio choice problem took 38.260748863220215 seconds.\n" + "Solving an infinite horizon sticky portfolio choice problem took 12.639843702316284 seconds.\n" ] } ], @@ -255,7 +311,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:21.174107Z", + "iopub.status.busy": "2024-07-11T15:23:21.173853Z", + "iopub.status.idle": "2024-07-11T15:23:21.229788Z", + "shell.execute_reply": "2024-07-11T15:23:21.229258Z" + } + }, "outputs": [ { "name": "stdout", @@ -266,7 +329,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -286,7 +349,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:21.231428Z", + "iopub.status.busy": "2024-07-11T15:23:21.231166Z", + "iopub.status.idle": "2024-07-11T15:23:21.307335Z", + "shell.execute_reply": "2024-07-11T15:23:21.306774Z" + } + }, "outputs": [ { "name": "stdout", @@ -297,7 +367,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -322,7 +392,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:21.309099Z", + "iopub.status.busy": "2024-07-11T15:23:21.308829Z", + "iopub.status.idle": "2024-07-11T15:23:21.378474Z", + "shell.execute_reply": "2024-07-11T15:23:21.377954Z" + } + }, "outputs": [ { "name": "stdout", @@ -334,7 +411,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -392,7 +469,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb b/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb index 74230b2b8..61ca9abc0 100644 --- a/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsAggShockModel.ipynb @@ -12,7 +12,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:22.349452Z", + "iopub.status.busy": "2024-07-11T15:23:22.349156Z", + "iopub.status.idle": "2024-07-11T15:23:23.282879Z", + "shell.execute_reply": "2024-07-11T15:23:23.282351Z" + } + }, "outputs": [], "source": [ "from copy import deepcopy\n", @@ -38,7 +45,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:23.284817Z", + "iopub.status.busy": "2024-07-11T15:23:23.284556Z", + "iopub.status.idle": "2024-07-11T15:23:23.287378Z", + "shell.execute_reply": "2024-07-11T15:23:23.286915Z" + } + }, "outputs": [], "source": [ "# Solve an AggShockConsumerType's microeconomic problem\n", @@ -65,7 +79,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:23.288851Z", + "iopub.status.busy": "2024-07-11T15:23:23.288677Z", + "iopub.status.idle": "2024-07-11T15:23:23.297131Z", + "shell.execute_reply": "2024-07-11T15:23:23.296662Z" + } + }, "outputs": [], "source": [ "if solve_agg_shocks_micro or solve_agg_shocks_market:\n", @@ -84,7 +105,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:23.298622Z", + "iopub.status.busy": "2024-07-11T15:23:23.298385Z", + "iopub.status.idle": "2024-07-11T15:23:23.301612Z", + "shell.execute_reply": "2024-07-11T15:23:23.301166Z" + } + }, "outputs": [], "source": [ "if solve_agg_shocks_micro:\n", @@ -113,7 +141,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:23:23.302965Z", + "iopub.status.busy": "2024-07-11T15:23:23.302762Z", + "iopub.status.idle": "2024-07-11T15:25:57.519420Z", + "shell.execute_reply": "2024-07-11T15:25:57.518916Z" + } + }, "outputs": [ { "name": "stdout", @@ -126,85 +161,85 @@ "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.3396638405160346, slope=1.1026243487357141, r-sq=0.9966224603747346\n" + "intercept=-0.33966384051602827, slope=1.102624348735711, r-sq=0.9966224603747361\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.49599237141652786, slope=1.147900950651246, r-sq=0.99473669162057\n" + "intercept=-0.4959923714165125, slope=1.1479009506512385, r-sq=0.99473669162057\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.45166864478062035, slope=1.1124057973784187, r-sq=0.9821113562470145\n" + "intercept=-0.45166864478060786, slope=1.1124057973784134, r-sq=0.9821113562470477\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.3840154156210839, slope=1.0841395602960588, r-sq=0.9875705261040012\n" + "intercept=-0.3840154156210827, slope=1.0841395602960584, r-sq=0.9875705261040257\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.3619812815502947, slope=1.0753681485578612, r-sq=0.9905843996749981\n" + "intercept=-0.36198128155029563, slope=1.0753681485578617, r-sq=0.9905843996750162\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.35230900299981593, slope=1.0715656485158433, r-sq=0.990896109331186\n" + "intercept=-0.3523090029998188, slope=1.0715656485158445, r-sq=0.9908961093312041\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.3480566606673794, slope=1.0699082913395113, r-sq=0.9910154806768707\n" + "intercept=-0.34805666066738283, slope=1.0699082913395124, r-sq=0.9910154806768872\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.34619529937521276, slope=1.0691876132809144, r-sq=0.9910650108743446\n" + "intercept=-0.3461952993752169, slope=1.0691876132809157, r-sq=0.991065010874361\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.3453850118498351, slope=1.0688755589956185, r-sq=0.9910860802384863\n" + "intercept=-0.3453850118498396, slope=1.0688755589956198, r-sq=0.9910860802385022\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.3450341442894451, slope=1.0687410334253147, r-sq=0.9910951040898919\n" + "intercept=-0.3450341442894489, slope=1.068741033425316, r-sq=0.9910951040899086\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.3448829558954344, slope=1.0686832829276525, r-sq=0.991098970036354\n" + "intercept=-0.3448829558954367, slope=1.0686832829276534, r-sq=0.9910989700363684\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=-0.34481809006361436, slope=1.0686585844571495, r-sq=0.9911006230018207\n", - "Solving the \"macroeconomic\" aggregate shocks model took 276.78609739999996 seconds.\n", + "intercept=-0.3448180900636173, slope=1.0686585844571508, r-sq=0.991100623001836\n", + "Solving the \"macroeconomic\" aggregate shocks model took 154.01046979999998 seconds.\n", "Aggregate savings as a function of aggregate market resources:\n" ] }, @@ -212,13 +247,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/ConsumptionSaving/ConsAggShockModel.py:3192: RuntimeWarning: divide by zero encountered in log\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/ConsumptionSaving/ConsAggShockModel.py:3207: RuntimeWarning: divide by zero encountered in log\n", " Aagg = np.exp(self.intercept + self.slope * np.log(Mnow))\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -235,7 +270,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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X4uFIVDliVQ/P1Cp3UEFuVXqVw9mkVD90xk299M1AiBGB4BIiyzKvzLzCg10PcmTsSGLpXEt+C3fV3MXtFbcL/4dAsJsJeWOiY8UEi+vc6vdxVEBhY4qZtFExl+qvnIwgIUYEgktAVIry5OiTfKfrO5yeO514+60Vt3Jfy30cdB4UFRCBYDcRDigjsisnWBZHYMXm6wS2khWio0kRHUYxni/EiEBwEfjCPn7W/zO+2/3dxB4YvVrPm+rfxL3N91LjqNniKxQIBBdFJATz/ZkTLAuDIEvZ72MuSK9yOJsVb4dJ7IFaDSFGBIINMOef4/s93+eHZ36YSETNMeTwW42/xW81/Bb5pvwtvkKBQLAuohFYHEoaSOOiY74fpEj2+xhzkkIj1dthEZuv14sQIwLBOhhYGuC73d/lfwf+l7AUBqDSVsm9zffypvo3YdKatvgKBQLBeZEkWB5LFxwz3TC7SiopgN6WmdPhbAZrEYj26yVBiBGB4ALIsszx6eM82PUgz557NvH2/YX7ua/lPm6tuBWNWrOFVygQCDJICwiLCY+ZWCppyJP9PlpTZpXD2QT2MiE6LjNCjAgE56FjtoOvnfgaJ6ZPAKBCxWsqX8O7Wt7Ffuf+rb04gUCg4FtIio3UNsuqAWE6xTiaMJM2K3/mVG2rVNIrCSFGBIIsLAWW+MrLX+F/B/8XUEyp/2fP/+F3m3+XKnvVFl+dQHCFEnClB4PFBYh3Jvt5lVoJA0sIjnhAWC2IgMFthRAjAsEKnhx5ks+/+HnmA/OoUPGmujfxgQMfoNhSvNWXJhBcGYT9yayO1Cj05bHV75NTldJaad7VAWG7ESFGBIIYC4EFHnjpAR4bfgyAOkcdn7/h87QVtm3xlQkEu5S0sdmUasfCEOfN6ogLjvjYbGEDGMQup52MECMCAfDL4V/ypZe+xEJgAY1Kw7tb3817970XvWbn7noQCLYNUhQWhzN9HfN9q4/NmvKSFY7UNovI6tiVCDEiuKKZ98/zxZe+yBMjTwBQn1PPF278Ai35LVt8ZQLBDkSWY2OzvSnCo1tJKo0Est9Hb0ufXIkLD0uhmGC5ghBiRHBFIssyjw0/xpde+hJLwSW0Ki3vaX8Pf9j2h2JzrkBwIWQZPDMp47LxakcvhNzZ76M1Ku2URLUj1mZxlAvRIRBiRHDlMeef4/PHPs9TY08B0JDbwOdv+DxN+U1bfGUCwTYkseJ+RYvFv5D9vFoLBXtTAsJit9xqEHk824aoJDM87+XMlJveKTdnp9z81W+0kWPemta0ECOCKwZZlvnF4C/4q1//Fa6QC61Kyx/u+0Pe0/oeUQ0RCILu5Ir71DbLaivuVWrIrUmfXnE2KaO0WuG12i7IssysO0jvlDshPM5Mu+ib9hCMpO/Wue+Gaq6t3ZpVFkKMCK4IZnwzfO7Y53jm3DMANOU18fkbPk9DXsMWX5lAsMnEt82mpZL2wNLo6vdxVMbERmNSeBTsBZ1Yf7Cd8AYjnJlWRIciPFycmXKz6AtnPW/UqdlbZKOhyEZDsY2KPPMmX3ESIUYEu55nxp7h40c/jjvkRqvW8v597+e+1vvQqUU1RLCLiYZhfiB9/8pMz/m3zVqL0isdYsX9tiQclRie82ZUO8YW/FnPq1VQXWChsdhGQ5GdhmIbjTHxoVFvD7+OECOCXYssyzzY9SB/e+JvkZFpyW/h8zd8nj25e7b60gSCS4ckwdJweqVjplepfkjZXxFjzIGilsw4dHPeZl654ALIsszkciApOKZcnJn2MDDjIRTNLiidNkNCbDQU22kstlHvtGLUbW+/jhAjgl1JKBric8c+x88Hfg7Ab+79TT5+zcdFNUSwc5FlcE8qgmM6ZWx29gxEsr8iRm9dITjEttntiisQThcdsaqHK5A9h8Wi17A3LjqKksIj17Iz/TpCjAh2HfP+eT565KOcnDmJWqXmzw7/Ge9sfCcq8eAr2Cn4F5NiI1V4rLb4TWOIjc2uiEO3l4vFb9uMUERiYNaTITwmlrPnsGjUKmoLLBnVjrIcE+pt0mK5FAgxIthVnF08ywef/CAT3glsOht/fctfc33Z9Vt9WQJBdsL+5N6V6a7k2Kx7Ivt5lQby62JiI17paIG8GjE2u82QZZlzi36lwjGdFB6Ds14iUvao+1KHkYYUwbG3yEad04JBu/v/b4UYEewajowd4c+f/XN8ER+Vtkr+/jV/T62jdqsvSyCAaAQWBpKejrjwWBhk1R0sjor0gLCiZrH4bZuy6A2leDqU9srZaQ+eYPYWi82ojVU50oWHw3TltpGFGBHseGRZ5ttd3+brJ76OjMw1xdfwtVu/hsPg2OpLE1xpyDIsn4uJjrjw6Ia5MxANZb+PKU8xk6YKD2cjGMXP73YjEI7SP+NJCI/4NMuMO5j1vE6joq7QmtZeaSi2UeIwirbxCoQYEexoQtEQnz32Wf5n4H8AeNvet/Gxaz4mjKqCy493PkV0pHg7VotD11lScjpiwqOoRexg2YZIkszYoo/eKTe9k8rYbO+Um+E5L6t0WCjPNWVUO2oKLOg0wrOzFoQYEexY5v3zfOTIR3hl5hU0Kg1/dvjPeEfjO8QrDsGlJeiJJZN2pZtKvTPZz6fGoceFR1GzEhwmzKTbjniLJR4Q1jvl5uy0G18omvV8jllHQ1HSTNoQEyBWg3g6vRjEd0+wIzmzcIYPPfWhpFH11r/m+lJhVBVcBJEQzPevaLF0wdLI6vfJrU6vdDibIb9exKFvQ+ItllRDae+ka9UWi16rZo/TmphiaYxVOwptBvGC5zIgxIhgx/H06NN87LmPCaOqYGNIkiIwZnpSqh09MNe3ekhYWjJp7FbYAAbr5l674IJIksz4kj/h6+iJ+TqG5rxEV+mxVOSZEmIjLj6q8y1oRYtl0xBiRLCjeLDzQf7mxN8Io6rgwqxcc58QHr0Q9ma/j8GektXRkvy7pWBzr12wJpZ9YXpjRtLUzA7vKi0Wh0kXq3LEfB0lyhSLaLFsPeJ/QLBj+NfT/8o3XvkGAG9veDt/fvWfC6OqQCHgWhGHHmu1+Oazn9foYyFhzenCw1EuzKTbkHhQWG/KBEvvpJspV/agML1GTZ3TmlbpaCy2U2QXLZbtihAjgh3Bg50PJoTIHx/8Y97T9p4tviLBlhAJKjtXprvTvR3LY6vcQQV5tYqBNLXFklcLGvHwt92QZaXFEjeSriUorCxHmWJpLBFTLDuZdf02PvDAA/z0pz+lt7cXk8nE9ddfz5e//GUaGs6/hv3HP/4xn/zkJxkeHmbPnj18+ctf5u67776oCxdcOfxn93/ytRNfA+D+/fcLIXIlIMvgmlAMpNOdsZCw7tjyt+xBUthKY6KjKd3XIdbcb0tSd7H0TiZ3sbjPExTWlDK90hRrsdiMojq6G1iXGHnmmWe4//77OXz4MJFIhL/4i7/gda97Hd3d3Vgslqz3eeGFF3jHO97BAw88wBve8Aa+//3v85a3vIWTJ0/S2tp6Sb4Iwe7lB70/4MsvfxmAP2r/I967771bfEWCS07Qk/R0THclBUhgOft5o0Npq6QJjyYw5W7udQvWRDgqMTjrXdFica26i0WrVlEfm2JpKLYlBIgICtvdqGRZXiXC5cLMzs7idDp55plnuPnmm7Oeefvb347X6+UXv/hF4m3XXnst+/fv51vf+taaPo/L5cLhcLC8vIzdbt/o5Qp2GD85+xM+e+yzALy79d18+OCHxYPRTkaKwuJwstIRvy0OZT+v1irx50UtsVurIkDsZcLXsQ1Zue4+ntsxMOshHD3/LpbGkuQkS22BFb1WtFh2C2t9/r6opunysvLKJS8vb9Uzx44d46Mf/Wja2+68805+9rOfXcynFuxyftb/Mz537HMA3Nt8rxAiOw3fQkx0dKe0WXpWX3VvLY4JjuaY6GhRgsO0hs29bsGacAfCnE1kdcSqHVOuVdfdWw3aFCNpMizsSt7Fst2I1yW26nF2w2JEkiQ+/OEPc8MNN5y33TI1NUVRUVHa24qKipiamlr1PsFgkGAwGUTjcrk2epmCHcj/Dvwvn3r+U8jIvLPxnfzpoT8VQmS7EgnFDKWx1spMt/J392T281qTEoker3Q4m2OR6GJ0djsSiUoMzXljWR3JhNJzi9lFpUatoq7QkjCSxqsdZTkm8Tu8jQhKEme8Abo8fro9fro8Abo9fp6+uoESw9YE9m1YjNx///10dnZy9OjRS3k9gGKU/exnP3vJP65g+/PY0GN84vlPICMre2au/ph4ENsOpBpKU70d5zOU5lanC46iVrHqfpsiyzIz7iA9KUbSnik3AzMeQlEp632K7fEWS0x0FNmvmHX3O4nZUJiuFMHR5fHT7wsQydI563T7d5YY+cAHPsAvfvELnn32WcrLy897tri4mOnp6bS3TU9PU1xcvOp9Pv7xj6e1dlwuFxUVFRu5VMEO4lcjv+Jjz30MSZZ465638pfX/qUQIltB0AOzvSnejlirJbCU/bzBkeLriN2cTWCwbeplC9aGNxhJrLk/M+VWBMi0myVf9vRZi17D3pQ49Hi7JccsIu+3ExFJpt8foNsToNMdq3h4/cyGsr9YyNFqaLaaaLEaY3+aaLAYN/mqk6xLjMiyzAc/+EEeeughjhw5Qk1NzQXvc9111/Hkk0/y4Q9/OPG2J554guuuu27V+xgMBgwG0Su+knh69Gn+7zP/l6gc5U11b+LT130atUqY2C4rkqSYR1MnWKa7FJMpWV42qTSKj2Olt0MYSrclUUlmZN6bqHL0TirTLKMLvqzn1SqoLYztYimKj8/aKcsxoVaL/9/txFI4EmuxJFstZ3wBglmyWFRAjclAs9VIS0x0tFhNlBp02+rF3rrEyP3338/3v/99fv7zn2Oz2RK+D4fDgcmkzPLfe++9lJWV8cADDwDwx3/8x9xyyy187Wtf45577uEHP/gBx48f51/+5V8u8Zci2Kk8e+5ZPvrMR4nIEe6uuZvPXf85IUQuNdEIzPfB5KnY7TRMnYbgKn4sa1H6FEs8s0MYSrcli94QPVOuNDPpmWk3gXD2FovTZkhLJm0otlHvtGLUiRbLdkKSZYb9oRRvh3IbD2avYpk1alospjTh0WgxYtkBrbN1iZFvfvObANx6661pb//2t7/NfffdB8Do6CjqlDXZ119/Pd///vf5xCc+wV/8xV+wZ88efvazn4mMEQEAv578NR95+iNEpAivq3odX7zxi2iEp+DiiASVyZWE8DilVDyyTbJoDEpLJV7liN+EoXRbkhaLPpkcoZ12Zd88a9Sp2VuUsnW2RPkzzyJaLNsNbyRKjzdAZ4rw6PEG8K3i2Sk36mixmmi2JKsdVSY96nVUOyQpjM83iNvTg8fTQ23NH6PRmC/Vl7QuLipnZLMQOSO7k575Hn7vl7+HN+zltorb+NqtXxO7ZtZLyAtTnUqVY/JVRXjM9GbfPqu3QnE7lLRDyT7lVrAXNOJ7vt2QZZlpVzBR7YhndvTPeFaNRa/MMycmWOK5HVX5FjSixbKtkGWZc8FwWqWj2+Nn2B/K1hzFoFbRYElvsTRbjDh067N8RiJu3J5ePO5uPJ5e3J5uvN6zSFIocebQVT/B4ThwkV9hOpuSMyIQbJQx9xjv+9X78Ia9HC4+zFdv+aoQIhfCvxQTHbE2y+QppfUiZ3nlZMpVxEZxXHjsV/axqEX7a7vhC0USZtLemKG0d8rNsj97KT4eix6vcsSTSsXm2e1HICpxxpf0dXS6lWrHciT7VuEivTZhJm2xmmi2mqgzGdCuQ1DKskwwOInb3Z2oeHjcPfgDo1nPazRWrNZGbLYmtNqtM52Ln17BpuMJefjAkx9gPjBPQ24Df3fb32HQCC9CGp7ZmOh4NSlAFoezn7UWJysd8aqHo0KYSrcZkiQzuuCjd8pFT4q3Y2TBR7b6tEatorbAkqhyNMUWwZWKWPRtyUwwTGdKpaPLE2DAHyBb+KxWBXvMxoTgUP40Uqhf3wsySQrh9Q7g8XQnqh5uTw+RSPZVCgZDCTZbM1ZrEzZrM1ZrIyZTBapt4NETYkSwqUiyxMef+ziDy4M4TU7+6Y5/wqa/wkdA/Ytw7jicezlZ9XBPZD+bU5kiPPYrlQ9bUfazgi1jyRdKLIBLbp914w9nf0VcaDMkWyyxqkddoTCUbkfCkkx/rNqROtEyF84+Qpun0yR8HfFR2j0WI4Z1VinD4WU8nh6l2uFW/vR6+5DlzAqaSqXFYqlPEx02WxM6Xfb9TdFolLm5OQoLC9M8n5uJECOCTeUfXvkHjpw7gl6t5+9u/zucZudWX9LmIsuwMAhjL8HoizD2a5jtyXJQBfn1KcJjHxS3gXn11QuCzSd1CVxPzNvRO+lmypV9CZxBmzSUxkdnG4ptFFhFZXA7spgYofXHjKUBznoDhLKUslRAndmgCI6UiZaSdY7QyrJMIHAOt6c7ITo8nh4CgfGs57VaG1ZrMzZrkyI+bE1YLPWo1dl/pkKhENPT00xOTjI1NcXU1BTT09NEo1Huv/9+CgsL13ytlxIhRgSbxmPDj/GvHf8KwGeu/wytBVfARFU4oFQ7xmLCY+wl8M5mnsurhYproPSAIjyKWsFg3fzrFWRlZUJp3NtxviVw5bkmGovtsfaKUvGozjej1Wx9SVyQTlSWGfIHM7I7JlYZobVq1Cu8HUYaLSbM6/y/laQgHm9fmujweHqIRNxZzxuN5Wmiw2ptxmgsW1XseDyehOCYmppicnKS+fn5rGd1sobFc3NCjAh2Nz3zPXzy6CcBuK/lPt5Y98YtvqLLhGdWERxx8THxCkRD6Wc0ekV0VFyTvFm35gFAkIk/FI0tgUv3diyuklBqiy+BixlKm0ps7C2yYTMKQ/Z2xBuJ0u1Ntlm6PH56PAH8UvYR2kqjPiE44uKjwri+EVqAcHgxw1Tq9Q0gy5ntHZVKh9WyF6utSWmxWBWfh06XfRpFlmUWFxcTgiMuPtzu7KLGLOvJk2zkyzYKJCt5sg27bMISMa3ra7qUCDEiuOzM++f50NMfIhANcEPpDXz44Ie3+pIuDZKkxKaPvZS8LQxmnrMUpguP0v0iPGwbIEky5xb9GeOzQ/PerIbS1ITSphRvh1gCtz2RZZnJYDghOOJtliF/MOsIrUmtosGSjEdvtZpospqwrzMwTJYl/P7RNNHh9nQTDGZfDqvVOlJMpU1Ybc1YzLWo1dmzYCKRCLOzs2nVjunp6bTlssmLAYdsJl+2kh8TH3mSFaOsxRWaZzE0zVJomKHQNEuhGe5R/xl5VK/r671UCDEiuKyEo2E+euSjTHmnqLJX8eWbv7xzQ81kGeYHYOBJGHgKRo9BYKVrXaWEiFVcDRXXKn/m1YrJli1m2RdOpJL2pAgPXyi7oTTfok/4ORpj3g6RULp9CUsyfTFTaafHT5fbT7fXz8IqhuEivTYtt6PFaqLWbECzzt/TaDSA13sWd0p2h8fTSzTqzXreZKpMEx02axMGQ8mqYjYQCDA9PZ1W8ZiZmUHKUsVRyyryZCt5ko2CmPjIk60gSSyHZlgMTTMZ7KE7NM1yeA692YSzppbC6jrqqm/BWV1LXun5d81dToQYEVw2ZFnmS7/+EidnTmLVWfnG7d/AYXBs9WWtj8AyDD0L/U8qImRpxay+zgLlV8WqHtdC+SEw5WzJpQoUQ+nQnDfN29E76WJiObuhVK9Rs6fImuHtKLSJytV2Jb6XJb6JtsvjX9VUqlFBvdlIa2ySpXWDI7QAodAcbndPcozW04PXOwBkEQZqPRbLXqW9YotPtDSsmuMhyzIejyetxTI5Ocni4mLW83pZS75kJV+2JSoeObKZUNTPYnCGpdA4A6EZToSm8YQXseTn46yuxVndQmvNGymqrsNWULitKnpCjAguGz8++2N+cvYnqFDx5Zu/TK2jdqsv6cJIUZh4VREe/U8q47ZyyqsrjR4qr4W626H2VihqA434NdoKFrwheiZdsZtiKO0/z8r7shxTLJ00uYG2psAiDKXbFEmWGQuEEtkdXbHQsNX2stg06vRqh81Eg9mIcZ3/v7IcxecbSREd3bjdPYRCM1nP63R5sUpHU8LbYTbXolZnf1yQJImFhYUMf4fXm72aYpENCcERFyBW2Yg3vBxrs/TRGZxhKTSNX/KSW1KGs6mW6uprcNbU4ayuxWxf/UWgzxVidszN7Kib/XdUoN2i6p94FBVcFl6deZUHfq0sS/zQwQ9xc/nNW3xF58E1Eat8PAWDTyu5H6nk71HER/1roPpG0Fu25jqvUFLHZ7snFX9Hz6SLGXf2fSwWvSZmKLUr3o4SO3uLbDhMwlC6XfFHJc6sMJV2efx4zrOXpXVFm6XSqF/3K/1o1IfHcybh71AqH71IUpY9Tqgwmaqw2VLHaJvR652rft5wOMzs7Gya6JiamiIczpINkvB32NLEh17W4grPsRicZjE0xGDM3yGpo+RXVOFsqaOpZh/O6joKq6rRG7ObUGVZxrMYZHZUER5zMQHiXU4a7Cua8iiq3pqVK0KMCC45s75ZPnrko0SkCK+tei2/3/r7W31J6UhRGD8JZx+Ds7+E6Y709xscUHsz1L1GESG5VVtznVcg855gYmx2LdWOqnxzIhq9qcROU7Gd8lyx8n47MxsKJ6oc3d4AnW4//b5AlmYH6FXJvSytNmUpXLPVSM4697IABENzeNxduGOGUo+nB59vCLLYWdVqA1ZrYyI0TMnuaECrXf2FiN/vT2uxTE1NMTc3l9XfoZHV5CVMpUl/hyxFY/6OGSaC3XTF/B1aoyHWZqmltuYmxd9RVoFGm/37IEsyy7N+RXjERMfsmJugN0swmwpyi8wUVNjQaLfu90aIEcElJRwN8yfP/Amz/lnqHHV8/obPb5++5PhJOPFt6H0EfHPJt6vUUHpQqXzUvQbKrhKtl8tMvNrRM+miJx4Ydp5qh9WgTbRYmkrsiTaLRexj2bZEZZlBXzBpKo3dZkKrJ5WmejtarCbqzUZ06xSWyjTLCG53VyytVBmnDYWy5PsAOl1+rNoR93c0YTJVr9pmkWUZl8uV0WZZWlrKet4g69JER75sxZHm7zhHf0hps3jCi5hzchThUdNIS/XdOKvrcDiLUK2SjBqNSixN+RIVj9kxN3NjHsLBTPOuWq0ir8xCQYWNwgobhZU28sss6I1b/3u09Vcg2FV85eWv8MrMK1h1Vr5+29ex6La4pREOQPfP4Nf/AuMnkm83OBTxsff1UH8HWPK37BJ3O+utdlTnm2OGUqXi0VxipyxHVDu2M55IlB5vIDHJ0uXx0+v148+yYVgF1JoMtNiUpNIWmzJOW6xfX1IppE+zKIml3Xi8Z4hGfVlOqzCba9KqHVZrMwbD6hk/kiQxNzeXUfHw+7O1ccAqGdO8HfmSDQuGFH/HWTri/o6oh5yiEpx7a6mqOczh6lqcNXVYcrJHtgNEwlHmx71pbZb5cS/RSObvklanJr/cmhAdBRVW8kutaHTb0yMlxIjgkvHz/p/zgzM/AOCvbvorqh3VW3cxS2Nw/D/g5HfAF0scVOug5f/Agd+GqhtAIzwElxJR7dj9yLLMREZ2h58hfyjreZNanRYW1mo10Wg1YtGs3yQZCi3EdrN0J7I7Vp9myWyzWK2NaDTm83z8EDMzMxkx6ZFIllAyWUWObKEgNkobFyA6WZPwdyyEhhiI+Tuiqgj55ZU4m+porHkNzqpaCqtrMJhXf7EWCkSYG/MolY5YxWNh0oecReDpjRql2lFpo7DCSkGljdwiM+odZM4Wv/WCS8Lg8iBfePELALxv3/u4peKWzb8IWYbBI/Drf4Wzj4Ice5Cyl8Gh34OD7wLrFbYL5zIx7wkm8jriplJR7dhdhCSJvlibpcudFB6LkezZHcV6XUx0GGmxKcKj2rT+7A5lN8tYzNvRdcHQMGWaJWWE1taE2VSzapsFwOfzZYzRzs/PI2cZD9bKmpi/wxpLLLWRI1vS/B3jwS46Y/4OjV5HYVUNzppaqquvx1ldS35FFVrd6i9+Ap5wmrdjbszD0owvm50Fk01HYYUtKT4qrdjzTajW286KRAgODBLo7ibQ1UWgq4uKb/4TmpycdX2cS4UQI4KLJhwN87FnP0YgGuDakmt57773bu4FhLxw6v/BS/8Mc2eTb6+5GQ7/ATTcLTwgGyRbtaNn0sXsBaodcdHRVGKnoUhUO7Y7KxfCKdkdQcKrZHfsycjuMFGgX///sSQF8Xr7k6bSmL8jGvVkPa+EhjWneTwM+qJV2zuyLLO0tJTh73C5XFnPG2UdBYmkUhsFsg2bbCIU9cX8HWOcTfF3GG222PjsHpqq78RZU0dOcQnqVYIdZVnGtxzKMJZ6Flb5fco1pIgOpephyTGsu50lh8MEBwZioiMmPs6cQQ6k5+8EuruxXH/9uj72pUI8Qggumn869U/0LPTgMDj44o1fRK3apNLg0pjiBTn5nWQSqt4G+98Bh98DhQ2bcx27hPVUO1QqqMozJ9orTTHhUZ4rotG3M5IsMxoI0elOH6FdLbvDrlXTbFEmWeKtlr0byO4ACIeXY22WuKm0G6+3f5XdLHqs1j2JbbQ2W8t5Q8MAotEoc3NzGWO0gUD2wDu7ZEoZo1XMpSb0Kf6OM5xK8XfYC4tw1tdQUX2Qq2pqcVbXYc3LP68Qcs0Fkv6OmPjwu7N/rx2FpoToKKhQvB4mW/ZI+PMhh0IE+/vxx6odga5ugmfOIIcyW2lqsxlDcxOmlhaMzc0Y9u5d9+e7VAgxIrgohpaH+PeOfwfg09d9Gqd5E9og3nn41afh1e8nA8nyauGa98L+d4Jh9QcsAUQlmaE5L10Ty3RPXrjaYTNoU5bAKRUPUe3Y/vijEr0rsju6z5PdEV8Il2i1xBbCrftVuCwTDE6mmUrdnh4CgXNZz2u19liVozllN0sdavXqbY1gMJg1Jj0azTJBIqvIlS1p2R15sg2trE74O+ZCA/TF/B0ROUxeWTnOhjr2Vt+Ks1oJDjNaV9+iLUmyMtESEx2Kx8NDyJ9NaEFuiSVhLC2stJJfbsNg2kBlKRQieOasIjpi7Zbg2bPIWXJM1FYrxuZm5dbSgrGlBX111apTOpuNeDQRXBSPDD2CjMwNZTfw2qrXXt5PJknw6n/BE58C/4Lytppb4Nr3w57XwTb5pdpOBMJReqfcdE+4EuKjd9KNP8vOjtRqh1LxENWOncJsKExniq+j0+NnwBfMmt1hUCezO+K3ZosRxwayOyQpjM83mCE8IpGVO5sUjMayWFhYSyw4rBmjsfS8P18rY9KnpqaYn5/PelYnazKmWRR/R4SlmL9jLNjJ6Zi/Q63VUFBVjbO6ln3V1+CsqaWgshqdfvV1ANGIxMKEN1HpmBtzM3fOQySUxUirVZFfak2reOSXWdHp12/glQIBgmcV4eGPVzz6+iCLwVZtt8dEhyI+TC0t6Cort43wyIYQI4INI8syjw49CsAbat9weT/ZdBf84qMw9qLyb2cLvOFvlGh2AQCL3hDdkzHRMeGia8LFwKyHLOZ7TDoNTSU2mkvtCfEhqh3bn6gsMxA3laZMtMyukt2Rr9Mm9rHEvR0bye4AiETcsbTS+DRLFx5PH7KcWf5XqbRYLPUrhEcTOt3qseSSJLG4uJgxRuvxZPePmGXDiv0sVmyyiWDC3zHKmRR/h95iTlQ5Gmpem1gMpz7PZE84GGV+3JPm8ViY8CJFsxhdDRoKy5VJlsIKRYDklljQbKClJfn9BHp7Y9WOWMWjvx+yVH40DociOmLVDmNLC7ry8h33AkI88gg2TM9CDyOuEYwaI7dX3H55PknQA898GY79o9KS0Vngto8rLZkrdDRXlmXOLfrpmlC8Hd0x8bHaMrh8i57mUjstpY7Yn3aq8y1oxCTLtsYTiSaqHN0eJcOj1+snsEp2R53ZkLGJtkiv3VCbJRSaSal2KOZSv38k63mNxpq2m8Vma8ZiqUetXr26EIlEssakh7L4GgAckjklNMyW8Hd4wksxf0cvYyn+Dmt+Ac7aWsqq93OgphZnVS32wtVj2wGCvjCzY55EfsfsqJulaR9ZPLwYzNpYpUNpsxRW2HA4zRuaDpN8PkV4dHYl2i3BgQGlErwCTW5uUnTE2i26svNXlnYKQowINsxjQ48BcHP5zZh1q8/vb5jeh+GRPwNXrNfc9EZ4/V+BY+vWXG824ahE/4wnUenonlSEhyuQ/ZVwVb6ZllI7zSVJ8eG0rd99L9g8ZFlmPBhOm2Tp8vgZXiW7w6xR02xJz+5o2GB2h7IUbihDeITDC1nPGwzFKzbRNmEyVaA6j2k9EAikCY7JyUlmZ2dXjUlP93fYyJMtaFL8HbOhAc7G/B1hOaQshquvpb76pjUthoP05XDxDA/XXHYxb3bok/6OCqXVYss3buh3KurxEuztSWu1hAYHyaZ4NPn5iYpH3GCqLSnZtb/LQowINoQkSzw6rLRo7qq569J+8MURePTPlawQgJxKuPuvYe+dl/bzbDM8wQi9kzHRMeGia3KZs1PZp1l0GhV7i2wx0WGnudRBU4kNm/HKrBbtFEKSxFlvgC5PurF0aZXsjhKDLiE44mO01SY96o08EaYuhYuLD88ZJCnbk7Aai6UusQxOER6N6PWrJxXLsozb7c4Yo11cXMx6Xi9rM7bR5shmJCka83dMMxrs4FTM36HSqJTFcNV1tNUcuuBiuPg1XWg5XCq2fGOa6CistGFxrF7hOR9Rt5tAd0+auTQ0PJxVeGgLC5PVjlal8qF1nr+Ss9sQYkSwIU7NnmLKO4VFZ+Gm8psuzQeNhODYP8AzX4GIX0lMveFDcNOfgv4yVF62kFl3kM5Ye6U71m4ZnvdmLQnbDFqaYu2VeMWj3mlFr92+ZjQBLIQjdK9IKl0tu0Mby+6IC4+WmPjI30B2B0AoNBerdiR3syhL4bKllZqwWRsT0yw2WwsWy140GuOqH1+SJObn5zMqHj5fthh2sMiGtGpHvmTFijHF3zFCb4q/Q2cy4axWUkr3VN+uBIeVV666GA5SlsOltFnmxjwEvFlGaVOWwxXGWi0FFTaMlo2J+ejyMoGenkR4WKCrm9BI9raWtqgo1mppTggQnVOEMQoxItgQcePqaypfg0GzsVcOacz1wY/eBTNdyr+rblQMqrsgK8QbjNAxvsypsSVOnVvi1Ngy40vZd1sU242xSkdcfDioyBPTLNsZSZYZ8YcyItJXy+5waDUJQ2kiu8NixLCBSYfEUjhPD253Nx5PN253D6HQTNbzen1hYnw2LjxMpkpUqvOYOMNhZmZm0ioe09PThLOMj6oAh2TJmGgxokvxd/QwmuLvsOTk4qyupbSmjf3Vb77gYjjY2uVwkcXFpLE0VvEIj41lPastLUm0WOLCQ1tQsKHPu9sRYkSwbiJShF8O/xKA11e//uI/YO/D8NB7IegCcwHc+UVof7sya7rDiEQlzky7OTWWFB9np90ZEy0qFdQWWGgpdSTER3OJnXzrJRB2gsuGLyrR600aSrvcfrq9fryrZHdUpWR3tNqUake5Yf0L4QCi0SBeb7zNEp9m6T3PUrjqWGjY2pbCgRKTnlrtmJqaYnZ2NmtMukZWx2LSlaTSPMlKnmxFLasS/o6ZUD9n4v4OKagshmuopa7mhthm2vMvhoOtXQ4XWVxMGktj7Zbw+HjWs7qyshXm0ma0eXkb+rxbgSRLmxdYmQUhRgTr5uWpl1kILJBjyOHa0osYrZWicOQBeParyr8rr4fffBBsRZfkOi838amWV8eWEsKjY3yZQDjzQbLEYWR/RQ77KnLYV55DW7kDqxij3dbMBMNphtKuC2R3NK4wlTZbTdi06zeVAoTDiyltFsVU6vMNIMvZXvkbsFoaYqbSFmy2JiyWBrTa1ZewybLM8vJyxhjt8nL2fBCDrEuMzxZINvJkGw7ZjJTI75hmJHiaV2P+DtSQX1aBs6WO1uoDir/jAovhYIPL4eJtlotcDheZm0sIjri5NDI5mfWsrrIyLcPD2Ny8ZTtdNoIsy0x5p+iY66BzvpPOuU6657v5n7f8z+YEV2ZBPBoK1s1jw8oUzWurXovuPCmJ58W3AD/9A+j/lfLva94Lr/vCth7XXfSGEm2WV8cWOXVumQVvphHOZtAqoqPCwb5yRYAU2Vfvvwu2logkM+BPye6IhYfNhbNPLBUksjuSMel1JgPaDYx1KkvhzuH2dMfaLEq7JRhc5UlQl5syzdKypqVwcX/H5ORkmrHU78/eKrRJxpTsDqXdYsaQ4u8YpifF36E1GBKL4eqrb13TYjhY33I4o1WXMJbGKx6OgvUvh4sTnplJ7mmJtVoi09NZz+qrqlIyPBQBorHbN/R5t4rFwCKdc50J4dE518lCIHNiqnOuk9srL1NMwwUQYkSwLsLRME+MPAFcxBTNVAf88HdgcRi0Jnjj38G+t1+6i7xEjC34eHFwnpeGFnh5eIGR+cxyuE6jornEnqh47KvIobbAIrbRblO8kSg9XqXFEk8sXS27Q01mdker1YTTsDHBLEkhZSlcygitx9NDJOLOej6xFC420WK1NZ93KRwo+R0zMzMJ0TE5OXkef4eK3FR/h2QjT7ZiSPN3dDOc4u8w2ew4a+oorm6mvfoNF1wMB1u3HC7+uSPT04rgiLVb/N1dRGfnMg+rVOhralLi0psxNjWhse2s9RK+sI/u+W665rvonOukY66DcU9ma0mr0rIndw+tBa2JW62jdguuOHY9W/aZBTuS5yeexx1yU2gq5KDz4Po/wOkfwf98SJmWyamCt/8nlLRf+gtdJ7IsM7rg46XBhYQAyWYyrS2wxISHg30VOTSX2jFssBQvuLyktlk6U9osWV54Y9aoabGYaLEl97I0WkyYN1ryj3jweHqTFQ93Nx7vammleqyWPWm7WWzWxvMuhQNlP0tqm+V8+R1aWU2ebEtspM2XrOTIljR/x1Soj54Uf4e90IlzTy011dfiXMNiONj4crj4GO1Gl8PFP3dkcjK5IC5mMo1mi45Xq9HX1qSZSw2NTWis528jbTfCUpi+xb5EtaNjroPB5UEkOfNnoNpenSY8GnIbMGq3T8VWiBHBuohP0dxZfSea87wayiAahsc/CS99U/l33WvgN/4NzFtj8JJlmeH5WOVjcJ4XBxeYcqXnLWjVKtrLHVxTm881NXkcqMjFYd6+baQrFUmWGfIH6XCnC4+ZVSLSi/RaWqwm2mzmRLVjo9kdAMHQHB53VyI4zO2Op5VmGeHV2pRqRzy7w9aMxVyLWn3+J2Cv15tW7ZicnGRhYZVgMlmXmGSJiw+7bEaSIywFZ1gMTTEUnGYx5u+QkZXFcE11NFfvi43U1mKynl8MZVsON3fOQ9B3eZfDgfL7Gx4fT0Slx8VHNFumiUaDoa4ubUGcsbEBtXlnxQVIssSIayQhPDrnOuld6CUkZQpcp9lJW0EbrQWttOS30FLQgl2/vVtLQowI1ow/4ufpsaeBdbZo3NPw4/tg9AXl3zf/X7j147AeMXORyLLMwKyXl4YU4fHS4DwzK7bU6jQq9pXncG1tPtfU5nFVVS7mDeY8CC4PqZtoO9w+ZROtN4AvyzSLCqhPabO0xfwdhfqNCUpljHYs1mbpigmP1cdok2mlzYmYdKPx/DtDUo2lqR4Pl8uV9bxZNqRUO5L5HWEpyGJwmsXQKL3BaRZC03jCC2h0Ogoqq3DW1FFbfdOaFsPB1i2Hi39PwmNjaeFhga5uotnMtlothvr6NHOpoaEBtWn1YLTtiCzLTPum04RH13wXnnDmnh6b3kZbQRst+S2JqsdWmVAvBvFIK1gzz5x7Bn/ET5m1jLaCtrXdaezX8KN7wT0Jehu89Z+h8Z7Le6HxT73g48iZGV4cWuClwQXmPOniQ69Rs78yh2tr8ri2Np8DlbmYNviAKbj0zIciaZWODreffl8g6zSLSa2iKSUwrNVqonGDEekQ93cM4PZ0Jdosbk8P0Wi2pW0qzOaahOCwxhbDnS+tVPkcEgsLC2miY3JyclVjqV0ypVU74vtZ/BEPi6FpFkN9nAtOsxSaxhtZRm8yKYvhavbQVH0nRTV15JVVnHcxHGzdcjgAWZIIj44mplkC3cpNyibGdDoMe+qVVkvsZti7F7Vh543HLweX04RH53wnc/5MX4tRY6QxrzEhOtoK2qiwVeyKHCIhRgRrJr6L5q6au9b2w9/1M/jv94AUhoIG+K3/goI9l/Ua+2fcPNY5xWNdU3SOpz+AGbRqDlbmck1tHtfU5HOgMgejToiPrUaSZUYDITpXtFkmVgkNy9NpaLOaabUlxUed2YBmgw/I6/Z3WPfGhEdLbCnc+cdolc+RXAyXOtFyXmNpTHQUSFbyZBt6tAlj6UJwlIGQIjwCUW/CWFpa086BmjrFWOosvuDK+KAvnBilVcSHh6Wp7EnAl3I5HCjCIzQ8nN5q6elByrKlV6XTYWhoSFsQZ9i7B7V+Y/6SrcQf8dMz35M23TLmzgxN06g01OfUpwmPupw6tOeZnNrJ7M6vSnDJcYfcPHfuOWCNQWddD8FPfl/ZtNv0RnjLN8Fw6V3psizTNeHisc4pHu2cZGDWm3ifWgWHq/O4ob6Aa2vz2VfhEGbTLSYY283SERuhjY/TulcJDasx6ROVjlabmdYNbqJNfP6Ev6MnUfVYq7/DZmvBbK5FfYFx9mAwyPT0dFq1Y2ZmJvtiONSJSZZ41SNHtqCRVbjCCyyGppkMKsbSxdA0YSmobKStr6Wm5hqcNfU4q2ux5Rdc8HuSthwu9udmLIcDkKNRQkNDyQVx3d0Eu3uQssTHq/R6DI2NGFuSGR6G+npUO1B4hKUwA0sDdMx10DXXRcdcBwNLA0Sz5MVU2irThEdDXgMm7c5qL10MQowI1sRTo08RkkLUOmrZm7v3/Ic7f6pUROQo7P9teNPfX1J/iCTJnBxd5NHOKR7rnEqbetFpVNxYX8DrW4u5o6lIJJpuIUvhSEJsxMXHWV+ASJZX3XqVisaUiPT4n9YNikdZlvH7R1P8HUp+x4X9HfHgsAv7O0BJLF1pLJ3PNr1BcjFcQSLDw4pDtiDLEsuh2VhwWBevxiZaonKEnOISnM117K25jaJYxeNCG2llWca7FBMeIy5mx5SWi3cp+yjtpVwOByBHIgQHBlP8HV0EenuRs7SfVEYjxsbGpLm0tQVDbS2qC2SUbEdkWWbUPZomPHoXeglGM7/vhaZCWgpaFJNpfistBS04DOf/f93tCDEiWBOpG3rP+wDd+d/w339wyYVIOCrx4uA8j3VO8Xj3NLMp5lOTTsOtDYW8vrWY2xqd2MXm2k1FlmXOBcOJsDBFfPg4F8jeZsnRahSxEWuztFpN1JuN6DZY7pekcCy/oystOOxC/o6ksbQJvf78+0JkWcblcmUYS1dLLDXLhoyJFqtsJCqFWQzNsBg8R19ImWxxheaRVZBXVk5RU2wjbU0tzuraCyaWyrKMeyHA3KiHmVEXs6NKy8XvyrKV9hIvhwOQw2GCAwPJALGuLgJnziAHMisuKpMJY1NTWniYobYW1XmW321nZnwzCeERb7m4Q5mZMTadjeaC5oTwaC1opciyM1KmN5Od+VMg2FQWA4u8OPEicIEWTcdPlFRVWYL9vwNv+sZFCxFfKMJ3XhjhX58bTEs7tRm13NFUxJ0txdyyt1AYTzeJsCTT70u2WeLiYymSWXYGqDDqE4IjnlZatsHdLHBx/g6rrQmrpfGC/o64sXSl8FhtI61dNsUmWVYklkp+ZaIlOERHzN/hCS+i1mooqKxOTLQU1dRRUFmFznD+zAclw8OvCI5RV2xJXPattCq1irwSs1LtqLThrLSRX27d8HI4ADkUItjfn8zx6OomeOYMcijze682mxP7WeLmUn11NaoNGoq3muXgMl3zXUnhMdfJjD+zyqZX62nMb0xMt7QVtFFpr9zSnS87BSFGBBfkiZEniMpRmvKaqHZUZz+UIUT+HjawhTROIBzlP18c4VvPDDDnUR7sCqx6XttczOtbi7muNh+9VvyCX068kWiixRJfCtfrDRDK4m7UqqAhtptFER9mmq1GcnQbf4i5GH+Hkt9Rd0F/RzQazWosDWV5glWhIkeyUBBbDhcXH3q0+CJuFoNTLIZ6GQlNsxicwhd1ozMYKayupaimnubq1+GsqSO/vBLNBaoBsiSzNBPL8BiJT7V4CPkzMzzUGhV5pZZkXHqV7aJGaQGkUIjgmbNp47TBs2eRsxhu1VZr2lZaRXhUXdA8u10JRAL0LvSmGUxHXCMZ59QqNXU5dWnCoz63fuMrMq5whBgRXJB40Nmq2SKnfwwP/aEiRA78Drxx40IkGInyg1+P8Y9P9ydyQCrzzHzoNXt4y/5StBscGRScn7lQhE6Pj45YtaPT7WfQnz2t1KZRJ7bQxsXHXosRwwb/z9P9HcngsPP5O6yxiPT1+DtCoVBWY2k0mlnV0aAmT7KmeTxyZQtaNLjDi7GNtIOcDc2wGJwmKPkwWqw4a+ooqWljX81bKFpDVDqAFJVYnPYxN+pmZjRuMPUQDma5Lq2a/DJLMiq90nZRW2kBpECA4Nmz6ebSvn7IJjzs9vQFcS0t6CoqdqzwiEgRBpYG0oRH/2I/ETlT9JVby9MSTJvymjDrdlZw2nZGiBHBeZn2TnNi+gSwSovm9I/goT+KCZHfhTd+Y0NCJByV+PHxc/zDU31MLCv95rIcEx+8vZ7fuKocnRAhl4S4v6PT7VMqHjHxsdoYbbFeR6vNRFtMfLRaTVQYN55WmurviO9nuZC/QxEeLWv2dwD4/f6sxlI5S1VHMZZaE9kdBbGNtMjgCs+zGJziXKiXjtAUS8EZwnIIS24eRXV1VFdfzdU1dRTV1GMrKLygIIpGJRYnvUqLZSS5IC6SZdOzVqdWDKWxasfFZngASH4/gd7eRFR6oKuLYH8/ZBNkDkf6griWFnTlFxZ92xVZljnnPpe2qbZnvodANNPfkm/MTxMeLfkt5Bpzt+CqrxyEGBGcl8dHHkdG5oDzACXWkvR3nvoh/Oy9ihA5eC+84e/WLUQiUYmHXhnnG0/1MbaguO2L7Ubuv72etx0qF6O4F0FUlhnwBemMpZXG49IXV/F31JoMSeEREx8bTSsFiES8ipk0sZG2G4/nwv4Oqy0WHrYGf4csy7jd7gzhsZqx1CTrV0y02LDJRiQ5ylJohqXgNAOhUywGZ1gOzxKVIzicRTgb0ydaLDkXfmKKhiXmJ2LhYbHb/LiXaCRTeOgMmsQki7NS8XnkFplRX4zw8PkU4dGZjEsPDgxAthHj3NwVm2lb0JWV7ljhATDnn6NjVhEeXXNddM53shzM/Lmw6Cxp6aVtBW0Umc+/kHC3MTLv5ciZWe69rmrLvm4hRgTnJd6iyaiKdP40RYi8C97w9XUJkagk87+nJvi7J/sYmlOyQQqsBt5/ax3vvKZShJGtk6CkxKR3uBXh0enx0+0J4M+2NC3m72i1mmlLCQ6zXYTwC4XmlN0s7u51+juasNpa1uTvkCSJxcXFDGOp1+vNet4mmxIZHnHxYcZAWAqxGJxiKTRKT2iKxeA0rvACskomr6QMZ2MdbTVX4aypw1ldh9FqveDXHwlFmRv3pPg7Vk8t1Zu0idCwwirF55HjNKO6iE3Pkt9PoKdXER2dnQS6uwgODGYXHgUFaRkexpYWtMXFO/rJ1x1y0z3fnTZWO+2bzjinU+vSEkxbC1qptldfkQbToTkvj3RM8kjHJF0TSkDkVVW5tJZtzYixECOCVRlzj9Ex14FapeZ11a9LvmPouWRr5uC96xYiw3Ne/vTHpzg+oiy1yrPoee8ttfzutdViKmYNuCPRhK+jw+Oj8zz5HSa1mharkVabOdFqabxIf0cgMBYTHl0X9nfoixKVjuR+lgvHV0ejUebm5jKi0rMbSyFHsiT3s8QmWgzoCER9sR0tfYyFZlgMTuGJLKHWaMmvqKSopo7a6htx1tRTWFWN3njhkKlQIML8OQ8zo8pyuNkxNwuTPmQp8z/AYNHiTPg77BRWWrEXmC7qiT/RaunqVoRHV9eqFQ9tYWFKxUOpemidzh0tPELREGcXzyrtlthky9DyEPIK4atCRV1OnSI6YiO1e3P3otNcuQbTgVkPj3ZM8nDHFD2TigApZY7f0PZyj2OYaPgQIMSIYJvxy+FfAnB18dUUmGJ9+ulu+MFvQzSkJKuuQ4jIssx/vjTKlx7uwR+OYjVoed+tdbzr+mqsBvGjmI3ZUDhhKlX+9DHkz5IhAeRqNQlfR1tMfNReREy6LEfx+YYU0RG/ebqJRLItbVNhNlfHKh7r83eEw+EMY+n09PQFjKVJj0eebEWLBm/ExWJwioXQKAPBKRZDM/ijbrR6A4VV1Thr6mmsfi1FNXXkV1ShXUOwVtAfSaSVxm+L075sBR9MNl1CcDgr7RRUWrHlbTy1FGLm0t5exVgaa7cEBwayezwKCzC1tKaJD13RzluYlkrqptq4+Ohd6CUsZXqcyqxliamWloIWmvObsejO3+a7Euif8SQqIL1TLqpVU1yt7uUPdL3cpD9LYTRWQfICqg8CW5OBIp4BBKvyyNAjQMoUjWcWvv82CC5D5XXw1n9dc47IxJKfP//v0zzXpyx/uq42n6/8f+1U5Ak3OsTSGwOhRMXjdEx4TIcyXf0ApQZdwtfRHtvTcjH5HcpiuL6Y6OjG7e7E7elFkrKkZqr0WK17sFlb1uXvAMVYGhcc8T/n5uayGkt1KMbSgpQx2hzZjEpW4Y4sshicYjLUR3dwmsXQDCHJj8FswVldG5toqaOopo7ckrILLocDCHjD6aO0I26WZ7MvrbPkGGKjtFYKq+wUVtiw5OgvXnicOZMuPFYzlxYUJBfEtbZgbGnd8cIDYNY3mxAd8ZaLO5wZJOYwOBL+jvhobb7p/IsJryT6pt083DHJI6cnkGfPcI26h/vVPVxt6KVItZQ8GAVUGijZB9U3gKVwqy5ZiBFBdvoX++lb7EOr1vKaytdAJAg//B1YHoO8Ovit74PuwiVtWZb56clxPvO/XbgDEYw6NR97fSP3Xle94QVbO52oLNPnCyhtFncsKt3jZzmLsVRFurG0zWamxWqiQL/xX91o1KcEh8VbLe4uPN6zyHKWUU61CZstPs3SGlsMV49afeE9IdmMpUtLS1nPxo2l+XLS42GTTciyzHJolqXQDMOhThaD0yyFZonIIUx2B0W19VTFJlqcNfU4nGszHvrdoeQYbWyk1j2ffU+LLc+YNkpbWGnDbL+4PSlSMEjwzBllnLazUwkQ6+vLLjzy8zG2tijio1WpfOz0VguAJ+Sha74rrd2Szedh0Bhozm9OiI/W/FbKbTt3qudyIMsyZ6c9PHL6HGdOHaNk6STXqHv5XXUv+YYVYk6tg/JDUHW9cqu45rLsDVsvQowIsvLYsLKh98bSG3Ho7fDzD8DYi2BwwDt/COa8C36MWXeQv3yog8e7lQeY/RU5/M3b9lFbeGFD4G5Bik20nHL7OOX2cTomPnxZFsPpVCoaLMaEqbQtZiy1XISxNBx24fF0p7VZvN4BIIu/QGtPabG0xhbDVaNSnf/zy7Kc1VjqybJ9FcAqGxXBkfB32DCjR5KjMbExzpmgshhuOTSHRBRbQSHOvXXsrblVMZbW1GLNzV/TE5J3OZhmLJ0ddeNZzL6nxV5oorDChjNmLC2otGKyXgLhcfYsgc7OWHppTHhEMqtemry8WKWjBVNceBTt/MmOcDSc8HnExUc2n0dqkFjqploRJJaJLMv0ji9w8qUjeM4+Q73vNL+vPoNd5YOUb5esNaGqOAxVNyi38kNreiG52QgxIshAluXkFE3N6+HFf4JX/xNUavjN/4CCPRf8GI92TPKXP+tkwRtCp1Hx4Tv28kc31+7q0DJJlhnyBznt9vOq28cpl5Ll4c0iPExqdczbYUpUPRosRvQXER6VTCztSlQ9/IHRrGf1+gJFcKQID6Ox7IJPepIkMT8/nxAd8VswmPnkrgIcCWOplQLZRp5kw4iOsBRkITjFUmiQjpjwcIcXkJHJLSnDubeW1pqDsYmW2gsuhwPl59azGEz6O2KtFt8qe1pynOb0ikeFFYP54p70ksmlnYkQseDZ8wiPmKk0ITx2+FQLpPs84reehZ6sPo9SS2my4lHQSnN+swgSOw9yOMDw6Wc59+qTmCZepCnSQ5Mq9rsXe80Q1phRVV2HtuYGqLoRVekB0G7/jcdCjAgy6F7oZtQ9ilFj5LaQDI9/QnnHnV+C+jvOe19fKMKnft7FT06cA6CpxM7fvG0fTSX2y33Zm4osy4wEQrzqSlY8Trt9uLMKDxWtVjPtNhP77Gb22czUX5SxVCYYnFR8HSmtlmAos8QNYDSWp6SVKjeD4cL+gpVR6fGKRzhbMidq8iRLwttRkGIsDUS9MeHRy1BMeHgjy6jUavLLKylqq6O25kac1bUUVtViMF/4yUiWZdzzAWbiwWGxVkvAk2VPiwpySyyx5XDKraDi4va0QEx4nO1LTLQEuroI9PVlTS5Ny/GItVy0JSU7XniA8HlcVkJe5LGXme18ikD/cxS7O6ghTE38/Srwqm24nIfIbb4NY91N6IrbQbPzntp33hULLjuPDSktmlucBzE/9L5kuuo17z3v/fqm3bz/v07SN+NBrYL331rPh16zZ8fvkImbS0/FBEdcfGTzeBjVKlqsJtptZvbZTOyzmdljNqLdoD9GliX8/hFc7k4lKt3dhcvdRSSylOV0bCNtTHDEF8TpdDkX/DyRSISZmZmE6JiYmFh1okWLJiO/I1e2oEaNN7LMQnCK6dAgvTHhEYh60eh0FMaWwyUmWiqr0OkvvKpelmSWZ/2JisfMqJu5MTdBX5Y9LWoVubE9LfGR2vwyKzrDxY2My6EQgb6+ZIBYVxeBs2ezC4+cnJjoaE3keWhLd3aAWBxPyJPI84iLj9V8Hk15TWniQ/g81kDABWMvIQ8fxdf3LMbZU2jkKKkvHeZkByPWfejqbqL+8J1Yytqw7NA4/lSEGBGkIclSchdN/4sQdEHl9XDP3ygvMVfhub5Z3vefJ/EEIzhtBr7xjgNcW7szX/WMB0KJNktcgGRLLdWr4sJDqXjsjwkP3QaFhySF8fkGcbs7ccWNpZ4eotHMUC+VSovFsidNeFitTWuaaEnd0RK/zczMIGXJqdChpSBqJV+2JzweDtmMSgZ3ZIHF4DRjwV5Oh6ZZCs0QkgLojKbYREsr+2rejLOmjrzS8gsuh1O+BzJL0760UdrZMTfhQOb3X61VkV9qTd/TUmZBe5GBeYnttDFjaaCrS9lOm014xCPTW5MjtTs9uTROqs8j3m4ZXB5c1ecRz/IQC+PWgW8BRl6AkReQR47CVAcqWUIFxH+TJ+Q8jsvNuIuupnTfa7j60DVcZdx931shRgRpvDrzKtO+aayouHF2GByV8Pbvnbfn+JMT5/jYf58mIslcXZPHP77zIIW2C7/i3Q6EJZlOj5/jy15ednk5vuzNuqdFp1LRbDWyz6a0WdptF+fxkKQQHu9Z3K6OlImWXiQpyzp2tWHFfpYWrNa9qNUX/h4Hg0GmpqaYmJhICI/VRmkN6CiIJtss+bINu2wCWWY5tqNlKNQZSy+dISKHMVptsYmWwxyOjdLmFJWsaXGaFJVYnPIlWi2zI27mzrmJhLKkhurUFJSnp5bmlVrQXGTVTQ6HU4SHMlK7mvBQOxyYWpoxxrM8WlvQlV3YZ7MTkGSJUddomvAQPo/LgHsaRp6PCZDnYaY78a74T9GI5OQlqYlX1M3oam/imgMHuKPJifkiJuh2Arv7qxOsm3hV5Ha3G4POCu/8AViyB1fJsszfP9XP3zxxFoA37Svlq7/Zvq33ycyHIpxweXl5Wbmdcvvwr0jO1Kig2aK0WPbZlZbLxaSWKsvh+nC5O3C7OpSWi+dM1h0tGo01Vu1IbqQ1m+tQqy/8qxpfDpd6m5+fz3rWJOsTgiOe42HFiCxLLIfmWAxN0R88xUJoiuWQsqPF7MihqLaOupobKapd+3I4gGhEYmHCm9ZqmR/3EM22IM6gobA8veKRW3xxe1ogJjwGBpJTLXHhkSXVNb6dNm4sNba27hrhAYrPIzVIrHO+E3co0+dh19vTJltaClqSAYiCC7N8DoafjwmQ52G+P+NIn1TGr6VGXpIa6dC20NLYxD1tJXyqwXlFJVKvW4w8++yzfPWrX+XEiRNMTk7y0EMP8Za3vGXV80eOHOG2227LePvk5CTFxcXr/fSCy0hEivD44MMA3OX1wVv+BYpasp+NSnziZ5384OUxAN57Sx1/dmfDtsoOkWSZM94Ax2Pi4/iyj0F/5tRHrlbDIYeFww4Lh+wW9tlNWNYQkpX1c8a30ro7FfHh7sTj6cla8dBqHdhtbYr4sCuTLSZTJao17MnweDwZwmO1DA+LbKQg4fFQ2i1mDETlKEuhaRaD4/SGplkMTiVGaa25eTj31tNQcytFtfU4a+rWPEobCUeZP+dNG6WdH/dk39Ni1FCQUu0orLSRU2S+6J+jhPCI+Tv8nV0Ee3vPLzwSBtPWHb2ddiUb9Xm0FrRSYbtwdL8ghizDwmCy6jHyPCylT7PJqOhTVfF8uIGXpCZelhoI6PN4TUsRd7eV8JWGwit2L9e6xYjX62Xfvn28+93v5q1vfeua73fmzBns9uREhdO589MCdxu/Hj3CQthNTjTKNQ1vheY3Zz3nC0X4wPdf4aneGdQq+OybWvjd66o392Kz4IlEOenyKcLD5eWEy4sry4bUvWYjhx3mhACpMxk29IArSRF8voFYxUMRH4rwyBQ8Wq0Nm60Nu60Vm135cy07WlK30qaaS93uzFexoCyHi1c64uZSE3oicpil4DSLwRE6Q9MsBKdwheeRkbAVFFLUWEdzzWtxxioea9lKCxAORZU9LSmtloVJb/Y9LWbtilFaG45C00UtiAOQI5FYxSMmPLo6CfaeQc4ybqy22ZLjtHHhUbF7nnDD0TBnl87SOZusemTzecT3tqRWPYTPY53IMsyeSQqPkRfAPZl+RKVhwrSXI4E9PBXYw8tSAy6sWA1a7mh18qW2Em7Ze+UKkFTWLUbuuusu7rrrrnV/IqfTSU5OzrrvJ9g8Hjv2FQBeF9Ggu+srWc8seEO8+8GXeXVsCYNWzd+/4wCva9maCldYkjnp8vLMopvnFjycdHtZ+eLbrFFzld3MIbuFQw4LV9nN5OjW352U5She70Cy4uHqwO3pQZIyUzs1GmtMdLTGKh+tmEwXXs0tyzJLS0sZFY/VttI6ZHOG8DCgIyyHWAxMsRga5FxwKi3Dw1FUTNGeOtpqD1JUU4ezpm5NGR6gCI+5MQ+zoy5mR5RWy+JU9gVxRqsuZUGccrPlX9yeFogLj8HkREtnJ4EzZ5ADmf8Paqs1YSo1xYLEdBUVa/Kz7ARSfR7xJNPe+V5CWapwJZaSDJ+H2NuyTqQoTHfFKh9HlT996W1QWa3Dnd/OK+oWfjJXyVPeGrx+JWDMZtDy2uYi7mor4aY9BUKArGDTPCP79+8nGAzS2trKZz7zGW644YZVzwaDwbQQJZcr22IuwaUk5FvgV4FxUKt5/aEPZY0HHlvw8a5v/5rBWS8Ok47/uO8QV1VdOIn1UiHLMmd9QZ5dcPPsopsXljwZgWIVRj1XOxThcdhuptFiWvdYbXxBnMvVkdJu6c66p0WjsWCztSriw9aK3d4WEx7nf8KLp5ZOTEykmUsDWZ5U41tp44JDyfCwoUdLSAqwEJxiMdjHcGiKxeA0noiyDTm3pAxnYx37a65RWi3VdRita0u/zSo8Jr1k8b1ituvT2izOKhuWnI1Vm1KRo9FYq6U7KTx6e7MLD4slI8dDV1m5a4QHwJx/jo7ZDuHz2CyiEZg8lax8jB6DwHL6Ga0Rqfww5+wHecJbx38MFzA+lny3zajlrc1F3NNWwo17Cra1n26ruexipKSkhG9961scOnSIYDDIv/3bv3Hrrbfy0ksvcfDgwaz3eeCBB/jsZz97uS9NkMLzJ76JW63GKcHBfb+X8f7uCRf3ffvXzLiDlDqMfPf3r6beefn3GUwHwzy7qIiP5xY8TIXS3f15Og0359q4OdfGTXk2KozrTxoMBCZZdr3C8vIrsYpHd9ZxWo3GrJhKExWPtlhc+oWFx9LSUprwmJiYyCo81KjITcnwSA0PC0p+FgKTLIR6GEgJD0OlIq+0nKLWesVcWlNPYfXawsMAwsEoc2PuxK6W2bUIj1iOh7PKjiXn4ien5GiU0OBgIi49ITz8mQJQbbFgbG5Oy/LQV1XtKuHhDXszfB5T3qmMc3q1nqb8pjTxIXweGyQShPGTyarH6EsQXvE4oLdCxTVEK6+nU9vKT6acPNI9z7w3WY2yG7W8rqWYe9pKuKG+YMfnLG0WKjnbjN9a76xSXdDAmo1bbrmFyspKvve972V9f7bKSEVFBcvLy2m+E8Gl48++eyOPysv8rnUvf/Yb/532vjNTbt72z8dY9odpKLLxnXdfTbHDeFmuQ5Jlji15+OWci2cW3Zzxpj9hG9UqrnVYuSnPxi25VpqtJtTreOCVpBBud3dMfJxkefkkwWDmg7yyIK45VvVow25vw2yuWdOeFpfLlRAe8Zs/25Mq6rTwsALJRq5sRYMaf9QTq3hMsxirePij7mRqaY1iKi2qqaOwuga9cW27JhLCYyQ51bI0tYrwcOiTrZYqO85K26URHpJEaHhEiUzv7MTf2UWgpwfZ58s4qzabVwiPFvTVu0t4bNTn0VrQyp7cPcLnsVFCPjj3ctLvce5liKx4gWDMSSyUi1RczwveUh7tnuWXXdMspAiQHLOO1zUrJtTr64QAScXlcuFwOC74/L0lo71XX301R48eXfX9BoMBg2Fn5FTsBnzuCY5EF0Gt5q62+9LeN7bg497/eIllf5gDlTk8eN/VOC5yf0c2Bn1Bfjy1wI+nFzgXSFY/VEC7zcTNuTZuybNxyG7BuI4Rz2BwhuXlV1h2nVQqH+6OLJMtamzWJuyOAzjs7dhsbVgsdRcUHkBW4eHL9qQaq3gUpky0pAqP+cAEk6FBumMej0DUi1qjpaCiCmdNHU21r6Oopo6Cquo1pZYChAIR5s55lCVxFxAeFoeewip7Mrm0yobFcQmEhywTHhtLio5YnoeUxQejNpsxNDdhamlNLIvTV1fvKuEhyzKj7tG0iofweWwSAReM/TpZ+Rg/CStzVCyFMfGhLJULFzTywuAij5ye5Je/mmLJl3zhkmvWcWdLMXe3lXBdXT66Xbx3azPYEjHy6quvUlJSshWfWpCFZ1/+B/xqNeWSitY9b0i8fc4T5N7/+DXTriB7i6x8+77Dl1SILIcj/HxmiR9NLXDclXwCt2nUvMGZw+15dm7ItZK3RsOpJIXxeHpi4kNpuwQC5zLO6XS5OOwHcDgOYHccwG5rX1NyaXyqJVV4ZNtMq0JFrmShQLJTKNsokOzkyhZlT4vkYz4wwVRwiO7gZDIuXauloLKGotq9tNbeTVFNPfkVVWh1a/t+hwKRmMfDzUzM57E47YPNFh7jEym7WhQBImXxfKmMRoxNTRhbWxVzaWurIjw2OFK9XZnzz6Xnecx14gplfj9seltaq6W1oFX4PC4W34Li8xh5AYaPwtRpZbVFKrZSqL4hudG2YA9hSeb5/jkeOTrJ491PseRLCpY8i547Yy2Ya2rzhAC5hKxbjHg8Hvr7k8EtQ0NDvPrqq+Tl5VFZWcnHP/5xxsfH+e53vwvA17/+dWpqamhpaSEQCPBv//ZvPPXUUzz++OOX7qsQXBSPjj0FwF25rYlesycY4fe+/TJDc17Kckx8993XkGO++M2PEUnmyKKbH00t8Mu5ZYKxSQw1cEuejbcX53FngQPTGn7JZTmK293N4uIxFhePsbR8nGh0ZVVChdWyF4fjIA7HARyOg5hM1RfsqXu93oyKR7ZxWhWQI1soiCaFR6rHYz4wwUywg97QFIvBKfxRD2qNhoKKaorq9ijCo7aegsoqNNoNCI8Rl+LxWE145BgSptL4VMulEh6R6elYxaNTGavt7CSaJetEpddjaGqM5Xi0YmxtxVBXi2oN8fA7iY34PFoKWmgraKPSVil8HheLZybZchl+Hma6Ms/kVieFR9X1yr9VKkIRiecH5njkyGke755m2Z8UIAVWfcIDck1N3q7ePL6VrPvR4Pjx42khZh/96EcBeNe73sWDDz7I5OQko6PJoJdQKMSf/MmfMD4+jtlspr29nV/96ldZg9AEm497cZDnZA+oVLx+/3sACEai/OF3j9MxvkyeRc/3fv/iPSK9Xj//b3KBn04vMhtKLjhrtBh5W3Eev1GUS5Hh/E/Gsizj9fYlxMfi0ktEIumvMrVaOw77fuyOg+Q4DmK3t6PVnt9oGwwGmZiY4Ny5cwnhsby8nPVsjmyhQFJER2FsqkWHhpAUYD4wyVyoi7NBRXj4Yh6PgvJKiur20FT7Oopr6ymorEarX5uwU4RH0uNxPuFhzTWkjdI6q+yY7ZdmdXhkdjZNdPi7uojOzWUe1Okw7t2r+DtaWzC1tmKor0e1xgrPTiEshelb7EuregwsDazq80iteOzJ2YNOs7u+H1vC8nhy0mX4eZjvyzxTsDfWdrlR+dNRlnhXKCLx/JlZHu6Y5PGuKVyB5ONSgTVWAWkv4ZqafDTbKMxxt3JRBtbNYq0GGMH6+dnjH+GTk7+iTtLw0H2vIMvwwR+8wsOnJ7HoNfzgD6+jrXxtORTZmAiEeGBokp9MLSYepvN1Wt5alMPbivNotZpWfUUoyzJ+/2hCfCwsHiMcTp/r12is5OZeQ27udeTmXofVsve80y2yLDM/P8+5c+c4d+4cY2NjzMzMZN3VEs/xSBUeerSE5SDzgUkWg1MsBKdYCE3ii7hApSK/rIKi2nqKavdQXFdPYVUNOsPahFy84jEz4kqIj6WZLRAeCwuJUdq4zyMynZnYiUaDYc+ehOgwtrRiaNiLeo1Ca6ew0ufROddJz3zPeX0ecfEhfB6XCFmGpZFktPrwUeXfaaiUxOh41aPqerCmh2uGIhJH+2d5+PQUT3SvFCAGXt+qmFCFALl0bGsDq2D78NjEc6CC1xccQKVS8YWHu3n49CQ6jYp/uffQhoWINxLlH8dm+OboTGL3y+sL7LyjJJ/b8+yrbrYNBKdYXDiWECCB4ETa+9VqIzmOQ4r4yLsOm7XlvHtbAoEA4+PjCfFx7ty5rJMtFtmIU7JTKNkTBlNFeIRYCEyyGDzLYEgRH97IEgC5peUUt9RTX3szRXX1OKtr1zzVEglFmYsnl464mB5xszjlPa/wUFotitfjUgmP6PJyIi490KlMt4QnJjIPqtUY6moTbRZTawuGxkbUxsszVbWVCJ/HNiAerT58NFn5cK3wf6nUULIv2XapvBbMmblHwUiUo31zPNwxyRPd07hXCJC7WhUT6tU1eUKAbCFCjFzBLMx08iIBQMVdB9/Hvz47yL8fHQLgr39zHzfUr/+BNSrL/HBqgS8PTjIda8dc7bDwmfpSDtqzv0L0+YaYnv4F0zMP4/Wml1pVKh0O+/5E5cPh2LfqtlpJkpibm0sTHjMzMxnnNKgpkGw4JUfsZseCkagcYT44yWKwn5HgJAvBqUSAWE5xCUVNe6itvT62q6V+zTke8SVx08MuZkdczIy6WRj3ImVJLk0KD3siSOySCQ+PJ5nhETOXhlNaqqnoa2rSzKXGxkbUlt33Cj/u80gVH5PeyYxzerWexvzGNPEhfB6XkES0+tFY9eMF8Kzw26i1UHowZji9ESquBmP2V9oJAXJ6kid60gVIoS0pQA5XCwGyXRBi5ArmV8f/gahKRbOs49XZMr74yKsA/OXdTbx5f9n575yF5xbcfLp/nO5YNkiVUc8n60q5p9CR8aAdCEwwPfMw09O/wO3uTHmPGrutNSE+cnKuQqPJ/qQfDoc5d+4cw8PDCfERzLKPxCabcEr2hPjIi43UuiMLzPnH6Qm+wnxwguXQLDIy9sIiilvrOVCnJJcW1dSvOblUikosTvmUVsuwYjCdG/cgRTKFh8mmw1mt5Hc4q+2XzFwKIHm9BHp60nweoeHhrGd1lZWxuHSl6mFsbkJju/yBdptNRIrQv9RPx1xHIsl0cHkQacWERdzn0ZKvmEtbC1vZm7NX+DwuJZIEM93JlsvIC+Bb4UHS6KHsUHLapeJq0K8uiIORKM+dneOReAUkmBQgzhQBckgIkG2JECNXMI9MvwRquNp6gD/98SkA3n1DDe+5qWZdH6fPG+BzAxM8Ma+Usu1aNR+pKubd5QUYUjIiwuElpqcfZmr6f1hePp54u0qlITf3eoqL3khBwR3odNlbQ5FIhPHxcYaHhxkaGmJsbIxoNJp2RouaghTh4ZTsmDEQlkPMB8aZCXTQHZxgIThBSApgMFsort9L097XUFLfQHH9Xky2tfmSZElmacbHzEhsqiW2LC4SylzOZzBrcVYpFY941cOae/GR6QCS30+gtzfFXNpJaGCQbIEiutLSmLk0VvVobkazC3dGybLMlHeK03OnE8KjZ6EHfySzRVdsKU6reAifx2VAisJUR7LlMvoC+BfTz2iNUH4Yqm9UxEf5IdCdv+0ZCEd5rk8RIL/KIkDubitRBEhV7rbaKC7IRIiRK5Spcy9xUhUGVDzUfS3hqMw97SV84p6mNT9BBiWJrw9P8/ej00Rk0KrgXaUFfLS6mHy98qMlSSHm548wOfUQc3NPI8vJkbmcnKspcr4Bp/P16PX5GR8/Go0yOTnJ0NAQw8PDjI6OEg6nhxSZZD2lUi5FUg7O2FitChWu8DzzgXE6A8eZD07gCs+BSkVBRRUlexrYt+eNlOxpJK+0bE2hWrIs45oLJM2lsXZLOBDNOKszamL5HfaEALEXXPySOAApFCJ45kzaSG2wvx+imdehLSpKb7W0tKDN27xdQpuJO+RO+DviAmQ+MJ9xzqqzJsZp47dCc+EWXPEuJxpO7nUZfh5GX4Tgigk1nQUqr1GER/WNUHoAtBeuDAbCUZ49O6sIkJ4ZPCkCpMhu4K7WEu5pL+GqSiFAdhJCjFyhPH7yW8gqFXuDWk74SjlUlcvXfnPfmn95O90+7u8ZTcS1vzbfzqfrS6k3K4bGaDTAuXPfZWT0XwiHk6+ArNYmiovfQpHzHozG9OA7SZKYmppKVD5GRkYIhdInFoyyjhIplxIpl1IpF4dsJiyFmAucYzJ4is6AUvUIyyFMNjslexto33s3JXsaKK7bg950YZ+HLMt4FoPMjriZHon5PEbcBH2RjLNanToWlx6vetjIcZpRXYIHQTkUItjfn9ZqCfT1wQpBBqApKFByPFqT6aU6pzPLR935xMdqO2Y7OD13ms65ToaWhzLGarUqLXty9yiio7CN9oJ2qh3VqC+wS0iwASIhmDiZNJxm2+tisCsm07j4KNkHa2x9BcJRnokJkCdXCJBiu5G72pQckINCgOxYhBi5EpFlHp07CRrQLO0l36LnH955cE0rrWVZ5jsT83y6f5ygJJOv0/LA3nLeGPOFSFKEqamHGBz6emLni17vpLj4TRQX/x9s1sa0jxcOhxkaGqKnp4czZ85kRKnr0VISTYqPXNlCRA4x4xtlKHCWmcAIy6FZVBo1hVU1lOxp4ao9v0HJnkYcRcVrqkYEvGGmh11MDy4zM+pmZtiF3535hK/Wqigosyqio1oRH7nFZtSXIARJliRlUVxHJ4GODvydnQR7e5FDmeOjmpwcjG1tie20xtZWtEVFu9JMKcsy455xxecR83r0LPQQjGZ6g8qsZcmKR2EbTXlNGLW7b9pnWxAOwPjxmNn0KIy9DCtbYIm9Ljcovo/idlCvPWE3EI5y5ExcgEzjDSWrf3EB8ob2Eg5UCAGyGxBi5ApkbPgpOjUSalmmx/V6vnXfgTWFmrkiUf70zBj/M7MEKNWQrzdWkq/XIssys7NPMDD4tcREjMFQQl3tRygqenPa+G0gEKCvr4/e3l76+vrSqh86NBRHcxLiI0+2EZXDzPrHGPW/zPHAKEuhadQ6LaV7GmlqvoOK5laK6/euKc8jGpVYGPcyNbisCJAhF0vTmbtkVGoV+WWWtHZLfpkVzSVYgJWMTe/Af7qDQEeHsq8l204buz3NXGpqbUFbWrorhQfAcnA5MdkSn25ZCCxknEsdq20vaKe1oJV8U2arT3CJCPng3K+TOR/njsNKQWjOT47ZVt8AzhZY514hRYDM8HDHFE+tECAlDmOsBVMsBMguRIiRK5BHXvlXAOr9eq6+8bo1jfCecvv4o65hhv0htCr4y9pS3ltRiEqlYmnpOP0DX2Z5+SQAWm0ONdXvp6zsd9BolB6wx+PhzJkz9Pb2Mjg4mGY8NcsGqqOFVEmFlEg5SHKUWf8Y44GTvBIYZTE4hVqroWRvI43Nt1HR3EbJnsY1pZh6FoNMDy0zNeRiemiZ2RE3kXCmwdThNFFUY6eo2oGzykZBuRWt/tLsSYnMzeHv6CDQ0Ym/U/kzuriYcU5lNGJsbsbU1oqxtQ1TWyu6qqpdKzzC0TBnFs9wevZ0QngMu4YzzmnVWhpyG2graKO9UBEeVfYq0W65nATdSqvlfEvlrEVJ4VF1IxQ2wAZ+VuMC5BenJ3mqdwZfigApdRi5K2ZCPVCRIwTILkaIkSsNWeaRhU7QqTD72/nAbfUXOC7zH+NzfLZ/gpAsU27U8c/N1VzlsODxnGFg8GvMzT0JKIFklRW/R1XVH6HV2ggEArz88ot0d3czNjaWlnLqkMxUSYVURwsplO24QvOM+3rp8Q2yEJxErVVTsqeRvc23KuJjb8MFt9WGQ1FmR91MD7oSAsS7lFnON5i1OKvtFNXYKa5xUFRtx2i9NGObUbdbMZemtFsik5m5FWi1Smx6myI6jG1tGOrqdt2+ljiyLDPmHkt4POLtlvDKJzigwlaR1m5pzGvEoBFbvC8r/iXFZBrP+Zg8BfIKU7S9LF185NdtSHwA+EPxCkimACnLMSljuO0l7C8XAuRKYXc+8glW5ZVT/82gToVWlrnzmg9hMaz+I+CJRPnj3lEenlVc8K8vUNoydk2U/v4vMzL6b4CESqWhtORt1NR8EIOhCL/fz9GjR3jxxRcJBAKJj1cg2aiKFlItFeKQzMwHJxj3nuRlXx+eyCLOmjr23HYjFS3tlOxpuGDbxbscZOLsEhP9S0wPuZg750FeESSmUkF+uZWiajtFNQ6Ka+2XzGAqBQIEunuUdktMfGTN8lCp0NfWKpHpMfFhaGxEbdi9T7CLgcVEuyUuQJZXTlMADoMjbbKlraCNHGPO5l/wlYZvQal4xHM+pjrIiP/NqVRERzznI7ZUbqP4Q1GejguQnhn84XQBcnebkgOyvyJn11YDBasjxMgVxo+O/zvooClg5p3XHVj13GQwxO+eHqLT40enUvGpulLeU16A19vHy90fxePpAaCw8PXU1f4JFkstPp+Pp556ipdeeikRPpYjmWmMllEVLcQs65jyD9PnfY4JXz9hVYjK1nauOfQOag8exl5w/hFL90KAibOLjPctMdG3xPJMZmaE2a6nuNahtFxqlCAxvfHif8zlcJhgX58iOmLiI9jXl3WkVldWlqx4tLZhbGlGs8bQtJ1IMBqkd6E3kefRMdfBmHss45xOraMpr4m2wqTwqLBViCeezcAzm75ULttG27y6ZNWj6nrIqbjoT+sLRXi6VzGhPtWbKUDuaVdaMPvKM4MRBVcWQoxcQUQjEU4yCqi5oeSOVcuf3R4/v316kMlgmAKdlu+01XDQbubc+H/S3/8AkhREp8ujqfGLFBa+Dp/Px5NPPslLL72UMKPmShYORGooj+Qw4e3jlO8E0/4htBYjtQcO8bpDd1PVfnDVSHUl18PPRN8SE2eXGO9bwj0fSD+kgoJyK6V7ciipy6Goxn5JgsRkSSI0PKy0WWIVj0BvL3KWdFdNQUGs4tGKqa1NmWzZpVkeAJIsMeIaSUsxPbN4hoiUOfZcba9OmkwL22nIbRApppuFazI93XTuTOaZgoZk1aPqBrCXZJ7ZAL5QhKd6Z3ikY5Kne2fTBEh5rol7Yh6QdiFABCkIMXIF8chz/8GETo1Bknnn7R/Neuaky8s7Tw2yFImyx2zgP9trKdF4OH36w8zNPwVAft7NNDV9hUjEzBNPPMHLL7+cECF5kpUDkRryg1r6XSd4xd2J1ZlP3W3XcMOh36OsoRm1JtMYKssyS9M+JvqWGD+rVD5W+j1UahWFlTZK9+RQtieHknoHBvPFP7mFZ2bwnzpF4PRpZbqlqwvJ48k4p7bZYhtq2xLiQ1u8tvHhncq8fz4tSKxzvhN3yJ1xLteQm6h4tBe001LQgsOw8W3PgnWyNJYiPp5XlsytxNmSLj6sly7szRtMESBnZgikmMQr8kzc3VbCPW0ltJUJASLIjhAjVxBH+n4IBmiP5JBry5ygObbk4XdOD+KNSlxlN/Nf7bVEXS/wUs//JRSaQ63WU1/35xQVvZNjx45x9OjRRCJqvmTjQKSGvKCanqVjvBoepOHGm3n77X9FUd2erA9AfneIka55RjrnGT+7hN+Vnqmh1qhwVtkp3auIj+I6x0W3XOI+D/+pU8rt9CkiE5kGU5XBgLG5Oa3ioa+qWlNa604lEAnQs9DD6dnTCb/HuGc845xBY8hot5RZy8STzGYhy7A4nGy5jByFpZULD1VQ3JaMVq+6PutG24vBG4zwZO8Mj5ye5MjZ7ALkDW2ltJbZxc+G4IIIMXKFEAz6eUUzBai5sfyujPc/Pe/i3Z1D+CWZ63OsPNhSytTwlxkb+w8ALJY9tLR8nekpLd/85jdZjI2mFsRESG5chESHOXDXG7j77r/M2PEiyzLz416GO+YY6ZhjasiV5pnTaNUU1STFR1GtA91FjNfKskx4dDQmPE4r1Y/eXoisaCmo1Rjq6zHta8fY3o6prQ1Dff2unWwBpd0ytDyU1m45u3iW6MoJCqDWUZs23bIndw86tWi3bBqyDPP9KeLjeXCtEIkqDZTuT6abVlwDppxLfimpAuTpMzMEI0kBUplnTlRAhAARrJfd+2grSOPnT3+TWa0aiyTz9ts+lPa+R2eX+KOuEUKyzGvy7Px9nYqeV9+WMKmWl/0uFRUf4cknn+XEiROAkg1yTbiewqBOESHyCAfvfjP33PVJjJakWTMSjjJ+Zonh03MMd8zhWUxvvRRUWKluK6CiKRdntR3tGlJgVyPqcuHv6EhUPQKnThNdWso4pykowLRvH6b2dkz79mFsbUVj3d2L0WZ9s2kppl3zXXjCma2ofGN+Ijq9rbCNlvwWbPrdt8F3WyPLMNubbLmMvACe6fQzah2UHUyO2lZcA4bL8//kCUZ4smeaRzomOXJmNk2AVOUnBUhLqRAggo0jxMgVwtGRn4ER9kUKsBiTD1r/PbXAh3pHicrwhkIHf1XhofOV3yccnkeny6O56ct4PLX8yz//B0vLymhmS6Sc1mAJZxZfoCPSz8F73swb7vkUBrPyhB7whhk4OcNwxzznehfStthqdGoqGnOpaiugui0fa+7G4rrlaFSZbnn1FP7TStUjNDCQcU6l0ylBYvv3KcKjfR+6st2bYArgC/vonu9Oio+5Dqa8UxnnTFoTTXlNiSCx9oJ2ii272wOzLZEkZbol3nIZeQF8K5b8aQzKFtu4+Ci/GvQX3rO0UeIC5OHTkxw5O0soRYBUxwTI3UKACC4hQoxcAXh9y7yimwfU3FL7fxJv/8+Jef7vmTFk4DeLc/lk0QSdr76XaNSDzdpCc/M/cfRoJy+++CAAVtnIzeEmvItDPO37L9pefyd3vvFjmKyKuHHN+Tn15BjdL0wSCSbL/dZcQ0J8lDXkbqj1IodC+Du78B0/ju/4y/hPvpLVZKqrqEhWPfbvU/I81pDUulOJSlEGlgcUk2ksybR/qR9JTk+ZVaGiLqcubWlcXU4dWrV4CNh0pChMnU62XEZegMBS+hmtCSoOJ3M+yg6B7vLu2XEHwjzZo+SAPLNCgNQUWBI5IM0lQoAILj3ikegK4L+f/AZLGjWOqMxv3PxHAPx4aoE/PaNkQbyrNJ+P5HTReeojyHKI3Jxryc//FN/+j4eYX1BeoTVESmn1O3ll7jGKr2/ivt/6J8yOHACmhpZ59YkxBl+ZIR6yml9mof6qIqrb88kvs677wUvy+fCfOoXv+Al8x4/jf/XVjNFatcWCsb1NER+x224eqwWY8c3QMdvBqblTdM510jXXhS+SudPGaXKmGUxbClqw6HZ3K2rbEg3DxKvJqsfoixB0pZ/RW5VWSzzno/QAaC+/iHYHwvyqZ5qHT0/xbF+6AKktsCQqIE0lNiFABJcVIUauAF6ceBSMcEAqwaAzcmzJw0d7FSHyh+WF/IHpGbq6PgXIFBbeidv1Nh588AfIsoxZ1nNTuIng0hi/Vj3Ma/7k/VS3H0CWZAZfneXVX40y2Z9M1qxszmP/ayspb8xd14NX1OXCd/Ik/uPH8b18HH9XV4bRVJObi/nQIcyHD2E+dAhDQwOqLGPCuwV/xE/PvDLdcnruNKdnTzPtm844Z9KaaC1oTUsxLbIUbcEVCwCIBJVdLvFo9bFfQ9ibfsZgh8rrkuKjZB9oNufh2BUI86tuxQPy7Nk5QtEUAVJoSeSANBYLASLYPIQY2eUsLc/yim4ZUPOaht9i0Bfk3R1DhGWZNxQ6eJfmp5w9+3UASkp+i76zh3jllSMA1EWL2Ocv5fTsExTd2Mjv/PbfodEa6Hx2nFNPjiW23ao1KvZeXcT+OyrJL1tb0qgUDOI/cQLP88/jfeEYwd5ekNPjqLXFxZgPH04IEH1Nza59cIyHicVbLadnT2edblGr1NTl1NFe0E57YTttBW3UOmrRrGM1u+ASE/YrW2zjOR/nXobIioA+Y07KXpcblLHbTfw/W/YnBchzfekCpC4uQNpLaCgSAkSwNQgxssv58ZNfw6NRkx+RueHwb/PmVwdZjEQ5YDPxId33GB7+DgDlZe/lxRcKGBo5hUqGayJ7MC0tckL1CLf/yfuobNvH0Kk5jv741UQSqsGspeWmMtpvK8eSc/49K7IsE+rvV8TH8y/ge/ll5ED6A7a+uhrz4UOYrroK86HDu9pouhRYUoLEYtMtp+dOZw0TKzAVJCZb9hXuoyW/BbPu8hkXBWsg5FWqHfFR2/HjEE3PyMFckB4w5myGTc6oSRUgz/bNEo4mxX5cgNzTXsreovW3UQWCS40QI7ucX88+pbRoVFX8QfcYg/4gZQYdnzD9kNnx7wAqysv+hMcfCzO/OIJW1nBLsJHpmZfRXl/Fb//23xLwqXj4H08z0qn4Ryw5Bg68rpKm60vOG0Im+f14j72I58gRPM88Q2Q6vcWgdTqx3HADluuvx3LtNWgLL10i5HYiHA1zdvEsp2ZPJaoeo+6VIVVKmFhzfrOSYlrYLqZbtgsBF4y9lIxWnzgJK+PvrcVJ8VF9IxTsvailchtl2R/miUQFJF2A1DutiTFcIUAE2w0hRnYxUzOjvKr3AmqCzjfx4rIXq0bNFxy/JDD9HUBNSclf8LOHZvAH/FhkAzf56zi78DTX/dHvUHf4OjqePseL/zNIJBhFrVGx/7WVHLqrGp0he4k5PD6O+5ln8Bw5gu/Fl5BDyVeMKqMR8+HDWG64HusNN6Cvr991D4iyLDPpnUzzefTM9xCSQhln47tb2guVysfe3L0iTGw74F+C0WPJnI/JU7BiOgl7ebr4yKvdEvEBsOwL83j3FI90THK0fy5NgOyJC5D2EvYWibwYwfZFiJFdzE+OfI2AWk1RWOan5qvRqOBzeSfQT/8jAHl5H+Ghn4wTjkbIl2xc4ymhX/Uib/zCJ5Cidv77KyeYGVZc/yX1Dm77nUZyizMnMiSfD9ejj7L4gx8S6OhIe5+utBTrrbdive1WzFdfjdpw/nbOTsMb9iai00/PKuJjPjCfcc6utyutloJ9iSkXsbtlm+Cdh9EXkjkfU52kRQMD5FQlo9Wrb1D+vYVCetkX5pcxAfL8CgGytyhZAdkjBIhghyDEyC7m+MJRMEFhWHng/L+FUxRNfwEAi+WP+N+fzyLJMmXRPFqXbYwVnuHNH/oMHUdmeeWXZ5AkGb1Rw/W/UU/zDaWoVmz5Dfb1sfjDH7H8858juWN+B7Ua04EDWG+9Bdutt+6q6kc80yMen35q9hQDSwPIK564tCote/P2Jkym7YXtVNoqd833YcfjmUlPN53pzjyTX5+selRdD47yzb/OFSz5QjzeNc3DMQESkZI/dw1FtlgFpJh6pxAggp2HECO7lOFzvZw2BgEVA/lv5t6CIO0zH0IGNOo389ijyiRMXbSYioUwrlY3193xIX72N92JKZnaA4Xc/Pa9aeZUORzG/eRTLP7Xf+F7+eXE23WVleS+/W043vIWtPn5m/mlXjbm/HNp0y2dc51ZMz1KLCWJyZb2wnaa8powai9vQJVgHbgmklWP4edhvi/zTGFj+rSLrXjzrzMLi94Qj3dP8XDHFC+sECCNxbZEDki9c21TbALBdkWIkV3KT5/5G8IqFeUhMLVcw+vn70WWoyBfy5EjyiuntkglptlJTHfuodB5Az//+mmkqIzZoefm39pL3QFn4uNF5uZY/NGPWPrBD4nMzChv1Giw3X4bOW//LSzXX7ejN9qGpZjJdOYUp2aVW7aNtSatKW1pXHtBO4Xm3Wm83bEsj8cqH0eVPxcGVxxQQVFLuviwZG6x3ioWvSF+2TXFwx2THBuYFwJEcEUgxMgu5bj712CCnGgtb/V/ClnyoFG38MwztYCKw+FaQjO9VN/7WuYnyzjyn2cAqDvo5LbfacBgVoyUcijEwve+x9w//hOST6kKaPLzyXnbb5L79rejK94eryDXy5x/LiE6Ts2conu+m0A0fdQ4HqGeWvWoc9SJTI/txvI5RXQMP6dUPhaH0t+vUiu5HvFo9crrwLy9knoXvCEejwmQFwbmia4QIPEckLpCIUAEuxMhRnYhr5x9mW5jBFCRX7KXvPBP0Wgqee7ZVmRZw4FQNd6FTg7f/9t0PCsz1n0OgKvfWMOhu6sT3gbvCy8w9YUvEhpUXlkaW1vJe9e7sN35uh2172WtVQ+b3kZ7YTv7Cvexr3AfbQVtYmPtdmRpVBEdcQGyNJL+fpUaSvYrwqP6Jqi8Fozbzyy8EKuAPJJFgDSV2LkntgumVggQwRWAECO7kO8/97dEtSqqg2rusf0vGk0eLx07TDSqpzFSRtTVzzX3/yFHfzLH0rQPrV7NHfc1U3dQacuEJyaY/qsv4378cUCphDj/9E9xvPlNO6IVs56qR1x47CvcR7WjGrVq+399VxyLI0nD6fBzihhJRaWB0v0xs+mNMfFh35JLvRDzniC/7FJyQI4NpguQ5hI797QrLZiaArFHSHBlIcTILmQ40glaKJPzMahmePXEjfgDZmqiTkzz49S87Td44tsTBH0RrLkG7n5/O4UVNqRQiIX/+DZz//zPyH4/aDTk/vY7KfzAB9DYt+eDe1gKc3bhbFJ8iKrHzkaWlUrHcMzvMfw8LGcTHwcU8VF9o7JgbpuKD1AEyGOxCsiLgwtpAqSl1J4Yw60WAkRwBSPEyC7j8VeepNeoPNhdVeTlbM8tLLkclERzKZhbwnHrbRz90SKyDMW1Du56bxtmux5/ZxcTH/tzQv0DAJgOXUXxJz+JsaFhK7+cDOb987w6+6qoeuwWZBkWh1PEx1FwnUs/o9ZC6cFY2yUmPgzbW0jOeYI81hkXIPOk6A9ayxQBcnerECACQRwhRnYZjx3/R9BDfUCDWV1P30wh+ZKV6oUo2qsPcOppZfFa43XF3PrORtQamPvWt5j9h3+ESARNQQFFf/5n2N/whi3PxZBlmXPuc5yYOcErM69wcvokw67hjHOi6rGDkGVluiXRdjkKrhWVLLUWyq5KhoxVXAOG7e+bmHXHKiCnJ3lpKF2AtJU5YlMwxVTlCwEiEKxEiJFdxqB8FlBRipOBoRpskpHmBSPh1mJ6X1LyQg68tpLr3lpHdGmJsT/7c7zPPQeA7c47Kf7Mp9Hm5m7JtUelKP1L/ZyYPsHJmZOcnD7JrH827YyoeuwwEuLjuWTbxT2RfkatS4qP6huh4mrQ74wn7Bl3gF92KlMwvx5aSBMg7eWORAWkMl8sNxQIzocQI7uInzz/IwYMKjSyTFm0EHXUxEFXPt49BkZOKaOMh+6u5uo31hDo7mb8gx8iPDGBymik+NOfxvGWN29qNSQUDdE518nJmZOcmD7BqZlTuMPpm2u1ai2t+a0cKDrAVc6r2O/cL2LUtzOyDPMDKeLjKHim0s+odVB+ONl2Kb8a9DvnyTpVgLw0tIAsBIhAcNEIMbKLOHL638AMewI6ojP1XOspxVMeYrRHibK+6q4qrnlTLcs//zmTn/o0cjCIrrKS8r//xqZ4QwKRACdnTvLy1MucnD5J51xnxgI5s9bMfud+DjoPcrDoIG0FbSLNdDsjyzDXlwwYGz4KnvTtzGj0MfERa7uUH95R4gMUAfJY5xQPn57k18PpAmRfXIC0lVCRt7O+LoFguyDEyC4hGokwrB0H1ORFqtgfrMKdu8y5/jYA9t1ewdV3VTD1xS+x+L3vAWC55WbKvvrVyzYpI8kSvQu9HJs4xrHJY7wy/UqG+Mgz5nFV0VUJ8bE3dy9atfix3LbIMsydTQaMDR8F70z6GY0hKT6qb4TyQ6Azbc31XgQzrgCPxiogL68UIBU53NNWzF2tQoAIBJcC8ai/S/j2r77BiF6NTpZpmb+acGScqfHrABXNN5Zyze25jL379/EdPw5AwfvfR8EHPnDJc0MmPZMcmzzGsYljvDT5EovBxbT3O81Ori25NiFAquxVW26UFZwHWYbZM8m2y8jz4E338aAxKD6PuPgoOwS6nVnNmnYFeLRjkkc6pnh5JF2A7K/I4Z62Eu5qK6Y8VwgQgeBSIsTILuH44P+ABfb6jVTNqxmP7EOW1ey9uojrb7Mz8o53Eh4bQ22xUPrlv8J2xx2X5PMGIgFenHyR58ef58XJFzOmXcxaM4eLD3Nd6XVcV3IdNY4aIT62M5IEs73JgLHh58E3l35Ga4yJj5uUtkvZVTtWfABMLQd4tHOSRzomOT6ymCZADlTGBUgJZTk7r7ojEOwUhBjZBYRCQYb0s4CawnAtk9FqZMlE7f5Cbn5dDmP33Ud4bAxdeTkV//wtDHV1F/X5vGEvz517jidGnuC58efwR/yJ96lValoLWrmu5DquK72O9sJ2dGrdRX6FgsuGJMFsT9LvMfI8+ObTz2hNSfFRfSOUHQStIfvH2yFMLQd4pCMpQFI5WJnD3UKACASbihAju4B//J8vMKFTY5Rk2kf3EYo6KalzcOtdMSFy7hy6ykqqvvMgupKSDX2OpcASR84d4Vcjv+LYxLE070expZhbym/hupLrOFxyGLt++6ZhXvFIEsx0J/e6jLwA/oX0Mzqzku0R3+1SehC0O2cX0WpMLvt5tGMqqwC5qipXESCtxZQKASIQbDpCjOwCuqefBivsDZgJufaRU2LmtW8pZPzdv0d4fFwRIt/9zro37PrCPn4x+AseH3mc41PHicrRxPuq7FXcUXkHd1TdQUt+i2i9bFckCaY7kwFjI8+DP/2JGJ0FKq9J7nYpPbArxAckKyAPd0xyYoUAORQXIG3FlDiEABEIthIhRnY4S8vz9BsXATWFgT0YrHbu/I0ipt/7bkWIVFVS9Z31CZGlwBL/78z/4/s932cpuJR4e0NuA6+peg2vrXwtdTl1QoBsR6SoIj7iAWMjz0NgKf2MzqIsk6u+MVb52A+a3dNKi3tAHj6dWQERAkQg2J4IMbLD+dsf/iVzBjWWqERV31u59W1FLH34PYQnJhQh8t3voisqWtPHmvZO853u7/CTsz9J+EDKreW8reFt3FF5BxX2isv5pQg2ghSFqY6k52P0BQgsp5/RW6HyuuS0S8m+XSU+IDkF83AWE+qhqlzuaS/hrtYSih0712grEOxmhBjZ4ZwLvwoG2BOwc+0N9fC59xOemEBfVUXld7+zJiEy55/j3zr+jR+f+XHCC9KY18jvt/4+d1TdIXI/thOSBNMx8TEU83wEV4oPG1SliI/ifaDZff+HiRyQ05MZY7hXVeUmxnBFBUQg2P7svkeoK4jxiVHOmtyAmqJQC4Xf/8t1CZGFwALf7vw2P+j9QWLz7UHnQf6w/Q+5vvR60YbZDkgSzHSliI8sbReDPb3yUdy+K8UHJJNQf3E6M4jsYGUO97SXChOqQLAD2Z2PWFcI//DzT7FkVuOIStzdW0F44Hm0TucFhYgsy/z47I/52vGv4Yv4AGgvbOcD+z/AtSXXChGylaSO2g49m91wmqh83JRsu6g1W3O9m0B8F8wvskSxx3NA7m4rEQJEINjBCDGyg5mSuwGoC+RSfOSHqPR6yv/h788rRCY9k3zqhU/x4uSLADTlNfGBAx/gprKbhAjZClITTuPiY2XOh86SIj5uink+dvev7qw7yGOdk1mX0YkgMoFg97G7H9F2MV09p+kxeQE1FQvVqJin+HOfxdTenvW8LMv8rP9nfOXlr+AJezBqjPzxwT/mnU3vRK26tJHwgvMQXyw3/GzSdLoyXl1nTpl2uXnXTbusxqw7yGNdUzxyepKXhuaRRBS7QHDFIMTIDuXbTz6A16YmPyLz1v86Qd5995HzlrdkPTvjm+EzL3yG58afA2Bf4T6+cMMXqHZUb94FX6nIMswPpIuPlVtttaZkzkf1zbsq5+NCzHmCPNapBJG9OJguQMQyOoHgykGIkR3KjPosADWBfAquq8f5p3+S9dwjg4/wxZe+iCvkQq/W84EDH+De5nvR7GKPwZYiy7AwmEw4HT4K7sn0M6m7Xapv2hXx6uth3qNUQB4+nUWAlDu4O+YBEQJEILhyEGJkB/Lir5+hxxQA1OyZK6fsb76GSpv+XynJEt84+Q3+vfPfAWjJb+GLN36RupyL20sjWIEsw+Jwuvhwjaef0eih/GqouWnHb7XdKPOeIL/smubhjgmODaQLkPZyR8KEKgSIQHBlsm4x8uyzz/LVr36VEydOMDk5yUMPPcRbVmkPxDly5Agf/ehH6erqoqKigk984hPcd999G7xkwQ9f+nsCdjXFYZn37fv/0OTkpL0/FA3xyec/ySNDjwDwB21/wPv3v1/khVwqFkfSxcfyWPr71TooP5wUH+WHQXflGS0XvCF+GauAHBucJ5qiQNrKHNzTXsLdrSVU5gsBIhBc6az72cnr9bJv3z7e/e5389a3vvWC54eGhrjnnnt473vfy3/913/x5JNP8p73vIeSkhLuvPPODV30lc6MdgCAyoCTnDe8Me19rpCLDz/9YV6eehmtSsunr/80b6l/yxZc5S5i+ZyS8TF8VPF+LI2mv1+tVaod1TcqAqT8atBfmU+wi3EB0jHJCwPpAqS1zM49baXc3VZMVb5lC69SIBBsN9YtRu666y7uuuuuNZ//1re+RU1NDV/72tcAaGpq4ujRo/zt3/6tECMb4LHH/5tuUxhQsV++Kq09M+mZ5P1Pvp/+pX4sOgt/c8vfcH3Z9Vt3sTsV10RMfMRui8Pp71drlU22cfFRcQ3or9wn10VviMe7lRyQlQKkpdTOPe0l3NNWIgSIQCBYlctetz927Bh33HFH2tvuvPNOPvzhD696n2AwSDAYTPzb5XJdrsvbcTxy5jtE7CoqQvCBP/pi4u29C73c/6v7mfHP4DQ5+ac7/omGvIYtvNIdhGsype3ynGJATUWlUcZrq2+KiY9rwWDdkkvdLiz5QjzeNc0vOiZ5oX+OSIoAaS5JCpDqAiFABALBhbnsYmRqaoqiFSFcRUVFuFwu/H4/JlNmL/2BBx7gs5/97OW+tB3JtG4EgPJgCSq9Mv75wsQLfOTpj+CL+KjPqeebd3yTYsvat/Recbink36P4edgvj/9/Sq1EiwWn3apvBaM9q251m3Esi/ML7sVD8jzKwTI/9/enYdHVR/6H3/PZJkJIQlLSDIJCQQIe0KQzYAWFQq1gCL3tmq5lYLan7e4xlZFqz7dxKUqLlwRW7W2UtHWjYAoBkUtaNgTtrCFLXsEkhCYLDPn98fAhCgogSRnMvN5PU/+mHPOzHxyxJzPc5bvd4AjkslpnptQk1VARKSZfPKOxjlz5pCZmel9XVVVRWKiZox9a/ECdthdgIVLuk4CYH3pem7Lvo06dx0j40by9OVPExmqA2cTx8ph/xeN931U5H9jAws40hrLR48MsEeZEtXXnCogy/KK+WLXtwvIpNQ4fpzqoFe3wD5TJCIXptXLSFxcHKWlTQd5Ki0tJTIy8oxnRQBsNhs2W+CMu3CuVpW+jzvKQnKthRtm3MGuI7u4baWniFzW/TKeuuwpQgJgpM7vVfN10/JRvv0bG1ggbvBp5WM0hHUyI6lPqjxez0enCsjuCupdjQWkf1yE5zHcNAe9VUBEpIW0ehnJyMhg2bJlTZatWLGCjIyM1v5qv1Ns8zxCGl/XnZKaEm75+Baq66pJ75bOE2OfCNwicvywZ06XU+WjbOu3t4kdfHKE05Plo0OXts/pwypP1LNiWynL8or5fFf5twrIqYHI+sSogIhIy2t2GTl27Bi7dzdeYy8oKGDTpk106dKFpKQk5syZQ2FhIa+99hoAt9xyC88//zz33HMPs2bNYuXKlbz55pssXbq05X6LAPDy359gpx0shsEVidP434//l7LjZfSK6sXz457HHhxAg2jVVsP+NVCwyjO5XEkeYDTdptuAxnE+elwC4V1NierLKk/U8/G2UpaeoYD0i43wjAOiAiIibaDZZWTdunVcfvnl3ten7u2YMWMGr776KsXFxRw40DgOQ3JyMkuXLuWuu+7imWeeoXv37vzlL3/RY73NtP7oCoiEPrXBfGD7D7tLd9MtrBsLxi8gyubn9zfUn4CDOZ7iUfAZFK4Hw9V0m+h+TctHx27mZPVxVc6TBSS3mM93VVDncnvX9Y3tyKTUeCalxdEnJsLElCISaCyGYRjfv5m5qqqqiIqKorKyksjIwLw5c+rCweyxWbikuidfROwjPCScv/3ob/75+K6rHgo3nCwfqzxFxFXbdJvOPSH5B5A81nPpJSL2jB8lUO2s5+PtngLy2c6mBSQlpqP3MdyUWBUQEWlZ53r89smnaaSpZ156kD02C0GGQUV9LcGWYJ6+7Gn/KSJuN5TkNp752L8a6muabhPhOFk+fuApH517mJO1nah21pO9vYys3GI+21VOXUNjAekT05FJqQ4mpTnoqwIiIj5AZaQd2F67GkIhxRnKji7FPDLmETLi2/ENwIYBFTsbz3wUfA7Oo023Ceviuexy6uxH1z5gsZgSt704VttA9vZSsnKLWbWzaQHp3S2cSWnxTEp10De2IxbtSxHxISojPs554gQHbSWAlW51SUwYPYkpvad87/t8TlUR7PkE9n7qKSDHmj7uTWhH6DGm8exH7GCwWk2J2p6cKiBLc4v59BsFpFe3cCaffAy3X2yECoiI+CyVER8379XfcqCDlRDDwB0VxU2pN5kd6dzUVnses937qaeEfHOgsWC7Z06XU2c+4tMhUB9Nbqaa2gayd5SxNLeIT/PLqT29gESHe+4BUQERkXZEZcTHFbjWAdDvhJ3M6x7w3YOLq8HzlMvek2c/Dq0Fd8NpG1ggfij0vhx6XeaZ2TYkgB5HvkDH6xpYuaOMpbnFrNxR1qSAJEeHe+8B6R+nAiIi7Y/KiA+rrjxKgb0CsNKtIZm+nfuaHamRYXjmdDl16WXf51D7jQkNO/eEXpd7CkjPSzXQWDM56118sqOMrLxiVm4v40R94+PMPbt24MepDianxTPAoQIiIu2byogPe+Jv91AcZcXuNrjp8l+bHQeclbBnJez+GPZ8ClWHmq63d4JeYz0FpNdl0CXZhJDtm7Pexaqd5SzNLebj7aUcr2ssIIldwph88ibUQfGRKiAi4jdURnxYUdA2APo6O5A2eFTbBzj11MvOD2HXR3BgTdNLL0Ghnvs+el/uKSCOIWANavuc7Vxtg4vPd1awNK+YFdtKOVbbuI8TOoUx+eQ9IKkJUSogIuKXVEZ8VGlpIXvsRwArcQ192u6L652eSeZ2fuj5Obq/6fquKZAyAfpcAUmjIbRD22XzI3UNbv6zu4Ks3GI+2lZCtbOxgDii7N57QNITO6mAiIjfUxnxUfPeeICKTlbCXW5uu/r3rftlVcWwc7nn7MfeT6H+eOO6oFDPEOspE6HvBOjSq3Wz+LF6l5s1e74mK7eID7eWUnmi3rsuNtJ28h4QB0MTO2O1qoCISOBQGfFRZcE7AEhxRtIzqRXOjFSXwrb3YOs7nssvp080F+GAlB9C3x95Hru1aaK089XgcvNVwWGycotYvqWEI8cbC0h0RxuTUuOYlBbP8B4qICISuFRGfNDuXVvZGVYNWElwteCQ7yeOegpI3luw/z9gND4eSsJwT/noOwHi0jTa6QVwuQ1yTisgX9fUedd1DQ/lytQ4JqXGMzK5C0EqICIiKiO+6MUPHuFolJVOLjf3/OyxC/uwhjrYvQJyF0P+8qYTziUMh8HTYODVENX9wr4nwLndBuv2HyErt4hleSVUHGvcz507hPCjwZ5LMKOSuxAcpJFlRUROpzLig8qDdwHQy9mZLl3PczbaY2Ww9i+w9q9wvKJxebcBMORaGDRNk81dILfbYOPBIyzZXMwHW4oprWosIFFhIUwcFMvktHgyenclRAVEROSsVEZ8zPq1n7MjrAawkmQMbv4HlOTBmv+DLf8C18nLAx1jIfUnkHYtxKXqEswFMAyDTQePkpVbzLK8Yoornd51EfZgJgyMY/IQB2N6RxMarAIiInIuVEZ8zKLVz1HTyUp0g5v7fvHnc39j6Vb4+Hew68PGZd1HwMW/ggFXQZD+U58vwzDIK6wkK7eYpbnFFB494V3X0RbMDwfGMjnNwSUp0diCNc6KiEhz6QjlY8pC9gCQ7IwmPPwcnmI5fhhWPAgbXwcMsAR57gG5+FeQOKJ1w/oxwzDYWlTlKSB5RRw83FhAOoQGMX6Ap4D8oG837CEqICIiF0JlxId8uiqL7WFOwErvoIu+e2PD8DyW+8E9UFPuWTZwKlzxIES34SBpfsQwDLYXV7M0r4ilucXs+7pxvJWwkCCuGBDDlDQHl/WLUQEREWlBKiM+5N3NL1MbZSWu3uDuGY+cfcOqIlh6N+Qv87yO7gdXPQdJJgwZ7wfyS6pZmltEVl4xe8trvMttwVau6B/D5LR4Lu/fjQ6h+t9FRKQ16K+rDykLKQCgR20M9rCwM2+07T1471bPDLnWELg0Ey69G4JtbZi0/dtddoysXM8ZkF1lx7zLQ4OtXNa3G5OHxDOufwzhNv0vIiLS2vSX1ke8u+RvbA+rBywMsI/+9gZuN3w6Fz573PM6YRhc9TzEDmzTnO3Z3vJjLM0tZmleMTtKqr3LQ4Os/KBvNJPT4hk3IIYIe4iJKUVEAo/KiI/ILvg3DVEWEuvg7pv/2HRlbTW8cwvsyPK8vvhX8MM/6AmZc3Dw8HGW5BaRtbmYbcVV3uXBVguXpngKyPiBsUSFqYCIiJhFRzMfURbqmR23e62j6YrDe+GfP4Py7Z5J6ybPg6HT2z5gO1JceYKlucUsyS1m88Gj3uXBVgtj+kQzKc3BxIFxRHVQARER8QUqIz7g7288ww67C7AwotO4xhWH1sPr/w0nDkPHOLjudeg+3LScvqy8upYPthSzZHMRa/cd8S63WiCjd1cmp8Xzo0FxdA4PNTGliIicicqID/iy/EPckRZ61Vq4+Zf3ehbu+hje/DnUHwdHOlz/BkQ6vvNzAs2RmjqWby1hyeYivtz7Ne7TJh4e0bMzU4bEc+VgB90idHOviIgvUxnxASWhhwBw1J2crC5/OSyeDu4G6H0F/PTvYDuHAdACQJWzno+2lpKVW8QXuypoOK2BDEnsxJQ0B5PSHDiizvI0koiI+ByVEZO98Mof2Wk3sBgGlyVcDfu+gLdmeIrIoGlwzYsQHNiXFmpqG/h4eylZucWsyi+nzuX2rhvoiGTyEAeTU+NJ6trBxJQiInK+VEZMlnfsM4iEPrXBXDdyBPztKmhwQt8rYdpCCArMmyyd9S4+zS9jyeZisneU4qxvLCB9YjoyJS2eyUMc9O6mM0YiIu2dyojJCm1FgAVHXSL847+grhp6Xgo/eTXgikhdg5vPd5WTlVvMR1tLqKlzedf16NrBW0D6xUZg0czDIiJ+Q2XERH9+8T722i0EGQaTj9VC7WGIHwrXLYIQu9nx2kSDy83qPV+TlVvE8i0lVDkbvOsSOoUxOc3B5LR4BidEqoCIiPgplRET7a7PATv0dYZyZe1Xnjlmpv8b7JFmR2tVLrdBTsFhbwH5uqbOuy4mwsaPUx1MGRLP0MROWK0qICIi/k5lxCTHa2o4YCsFrMTWJUHHY/DzdyC8q9nRWoVhGGw4cJQlm4tYlldMWXWtd12X8FCuHBzH5LR4RiZ3IUgFREQkoKiMmOTJV+dwsKOVULfBzw7vhxl/hagEs2O1KMMw2FJYRVZuEVm5xRQePeFdF2kP5kcnC8jo3l0JDrKamFRERMykMmKSg8ZmAPo67WSMux6SLzU5UcswDIP80mqyNheTlVvEvq+Pe9eFhwYxYVAck9McXJrSjdBgFRAREVEZMUV15VEK7BWAlZi6njDmLrMjXbA95ce8BWRX2THvcnuIlXH9Y5kyxMFl/WKwhwSZmFJERHyRyogJHn/tXkoirYS5DW7qOxas7fMMwcHDx8nK9cwHc/qMuKFBVsb268bkNAfjB8QSbtM/MxEROTsdJUxQbN0CQIqzA6kTbjE5TfOUVTtZmlvM+5uL2HjgqHd5sNXCJSnRTE6LZ8KgWCLtgTVGioiInD+VkTZWUnKQ3fajgJW4ul7tYmCzyhP1fLi1hPc3FbF6T4V3QjrNiCsiIi1BZaSNPbP4Ab7uZKWjy81tP55jdpyzcta7yN5exvubC/lkR9P5YNITO3F1ejyT0hzERATG4GwiItJ6VEbaWGnwLgBSnJH0TBlicpqm6l1u/rO7gvc3FfHhN4Zj7xvbkavTE5iSpgnpRESkZamMtKHdOzayM6wKsBJfn2J2HADcboP1B47w3qZCluWVcPi00VATOoVxVXo8V6fH0z/Ov0eFFRER86iMtKEXP3ycyk5WOjW4ybzuUVOz7Cip4p2NhSzZVERRpdO7vGt4KJPTHFyVHs9FSZ01H4yIiLQ6lZE2VBayB4DetZ2JiY1v+++vdvL+piLe3lDY5FHcjrZgJg6K4+p0jYYqIiJtT2WkjWxc+yk7wmoAK4kN/dvse0/UufhoWwlvbyjk813l3idhQoIsXNE/hqnpCVzeX4ORiYiIeVRG2shrq+dzvJOVbg1u7pv1dKt+l9tt8OXer3l7YyEf5BU3uRH1oqROXHNRdyanOvQoroiI+ASVkTZSHlIAQE9nNOEdI1rlO/aUH+Nf6w/x7sZCik+7DySxSxjXDO3ONUMTSI4Ob5XvFhEROV8qI23g05X/YkeYE7DQy0ht0c921rtYllfMGzkHydl32Ls8wh7M5LR4pl2UwPAeuhFVRER8l8pIG3hny+vURllw1Btk/qJlnqLZXlzFGzkHeGdjIVXOBsAzIupl/WL472HduUL3gYiISDuhMtIGykP2AZBUG0OHjh3P+3PqGtwsyyvmldX72HzwqHd5Qqcwrh2RyE+Gd8cRFXaBaUVERNqWykgre//dl9geVg9YGBh80Xl9xtHjdSzKOcBrq/dTUuW5FyTYamHCoFiuG5HEJX2isVp1GUZERNonlZFWtuLA+zREWUiqhcz/9+dmvbegooZX/lPAW+sOcaLe80RMtwgbN1zcg+tHJRHd0dYakUVERNqUykgrKw09AEBCneOc37O1qJJ5H+/i4+2lGCfHBRngiOSmS5KZPMSBLVj3goiIiP9QGWlFf//H4+TbXYCF4R3HfO/2e8uP8dSKnWTlFnuXjesfw42XJJPRu6ueiBEREb+kMtKKvjzyCe5IC71qLfzylw+fdbvSKidPr9jJW+sP4To5ROpVQ+K5fVwKfWLO/4ZXERGR9kBlpBWVhBYCEF+bcMb1hmHw3qYiHnxvC9UnH8+9on8Mv57Qj4HxmiVXREQCw3nNiDZ//nx69uyJ3W5n1KhR5OTknHXbV199FYvF0uTHbrefd+D24oWXHmKn3cBiGIyNmfCt9Ydr6pi9aAN3Lt5EtbOBtO5R/OuWDF7+xQgVERERCSjNPjOyePFiMjMzWbBgAaNGjWLevHlMnDiR/Px8YmJizvieyMhI8vPzva8D4d6HXOcaCIWU2mCu+8VdTdat3FHKvf/Oo7y6lmCrhdvHpfCry3prtlwREQlIzT76PfXUU9x8883MnDmTgQMHsmDBAjp06MDLL7981vdYLBbi4uK8P7GxsRcUuj0otJUAEFeX6F1mGAZPr9jJrFfXUV5dS0pMR96dPYbbx6WoiIiISMBq1hGwrq6O9evXM378+MYPsFoZP348a9asOev7jh07Ro8ePUhMTOTqq69m69at3/k9tbW1VFVVNflpT56cn0mBDYIMgx/3/C/AM3rq3W9t5pnsXQDMHNOTJbddwuCEKDOjioiImK5ZZaSiogKXy/WtMxuxsbGUlJSc8T39+vXj5Zdf5r333uMf//gHbreb0aNHc+jQobN+z9y5c4mKivL+JCYmnnVbX7TT2ARAP2cok6b8guN1Ddz02jre3lBIkNXC3GmpPDxlkOaOERER4TxvYG2OjIwMbrjhBtLT0xk7dixvv/023bp148UXXzzre+bMmUNlZaX35+DBg60ds8UcP3aMA7YyAGLqelDlrOeGv+bw2c5ywkKC+OuM4Vw/MsnklCIiIr6jWTewRkdHExQURGlpaZPlpaWlxMXFndNnhISEMHToUHbv3n3WbWw2GzZb+xzq/KlX7uVQpIVQt8G09Jn8/K85bD54lEh7MK/MHMmwHp3NjigiIuJTmnVmJDQ0lGHDhpGdne1d5na7yc7OJiMj45w+w+VykZeXh8Nx7sOjtyf7LVsA6Ou083qBg80Hj9KpQwhv/DJDRUREROQMmv1ob2ZmJjNmzGD48OGMHDmSefPmUVNTw8yZMwG44YYbSEhIYO7cuQD8/ve/5+KLL6ZPnz4cPXqUJ554gv3793PTTTe17G/iA6qPHqbAXgFYialL5r39ZYQGW/nrjOEaO0REROQsml1Grr32WsrLy3nooYcoKSkhPT2d5cuXe29qPXDgAFZr4wmXI0eOcPPNN1NSUkLnzp0ZNmwYq1evZuDAgS33W/iIJ/52D6WdrIS5DTaVXIrFAs9cm86wHl3MjiYiIuKzLIZxal5Y31VVVUVUVBSVlZVERvruGYYb519CTsdKhhwP44v9D3Pflf25ZWxvs2OJiIiY4lyP3xppq4WUFO1jj/0IANHO3kwbmsD/+0Evk1OJiIj4Pk2U10LmvfUQX3ey0tHlpqj+Gl6blhoQw96LiIhcKJWRFlIa7BlZta8zkrt/NkEDmomIiJwjXaZpAQW7t7IzzDNkfbSzD2ndO5kbSEREpB1RGWkB85f+kaogK50b3Pz0hw+YHUdERKRdURlpAWUhewDo7ezMqNT+JqcRERFpX1RGLlDOV5+QH1YDQHxDP5PTiIiItD8qIxdo0Zf/x3GrlW4NbubMetrsOCIiIu2OysgFqggpACDZGU3HCN8dkE1ERMRXqYxcgA+Xv8mOMCcAiQ2DTE4jIiLSPqmMXIClO/9JrdVCfJ3Bb2Y9ZnYcERGRdkll5AKUh+wDIKk2lvCICHPDiIiItFMqI+fprX8vZEdYPQB9rOnmhhEREWnHVEbO06qiJTRYLPSohXt/9aTZcURERNotlZHzVBZyAICEOofJSURERNo3lZHz8PJrj5NvdwEwyHaxyWlERETaN5WR87Cu8hPcFgu9nRZuv/n3ZscRERFp11RGzkNJaCEAjroEk5OIiIi0fyojzfTsi79ll93AYhiM7DLe7DgiIiLtnspIM22rzwGgb20wM6ffbXIaERGR9k9lpJkKQ4sBiK1LMjmJiIiIf1AZaYZH52eyzwbBhsG4HlPNjiMiIuIXVEaaYa+xCYC+zhCmXTXL3DAiIiJ+QmXkHNVUV3PQVgZATF1Pc8OIiIj4EZWRc/Tnl+/lUKiFULfBNYNuMDuOiIiI31AZOUeHgrYC0M9p54px15icRkRExH+ojJyDyiNfs9deAUBMXbLJaURERPyLysg5ePy1eygLsdLB7Wb6JbeaHUdERMSvqIycg5LgfAD6nghnxLCxJqcRERHxLyoj36OwcB+77UcAiKnvbXIaERER/6My8j2efeshDgdbiXC5+d9JD5gdR0RExO+ojHyP0pBdAKQ4I+nTZ7DJaURERPyPysh3yM/PY1dYFQCxdX1MTiMiIuKfVEa+w0vLH6EqyErnBjeZ1z1qdhwRERG/pDLyHcpC9gDQx9mZuLgEk9OIiIj4J5WRs8j56hPyw2oAcNT3MzmNiIiI/1IZOYtFX/4fx61WYurd3H/jPLPjiIiI+C2VkbOoCN0LQLIzmvCICJPTiIiI+C+VkTP4aMVb7LDXApDoHmhyGhEREf+mMnIGWdsXUWu1kFBn8OuZj5sdR0RExK+pjJxBWch+ABJrY3SJRkREpJWpjHzDv955ifywOgD6WNLNDSMiIhIAVEa+4dND79NgsdCzFu6d/ZTZcURERPyeysg3lIYcACC+zmFyEhERkcCgMnKaV/7+BPl2FwCDQi82OY2IiEhgUBk5zdqjKzEsFvo4Ldz+y9+bHUdERCQgqIycpji0EIC4Os1DIyIi0lZURk56duFv2W03sBgGo7qMNzuOiIhIwFAZOWlbXQ4AfWuD+cX0u01OIyIiEjhURk4qDC0GILYu0eQkIiIigUVlBHh0fib7bBBsGIzrfrXZcURERAKKygiw19gEQN8TIUy75iZzw4iIiASYgC8jNdXVHLCVARBb39PcMCIiIgEo4MvIn1++l8JQCza3wdWDppsdR0REJOCcVxmZP38+PXv2xG63M2rUKHJycr5z+7feeov+/ftjt9tJTU1l2bJl5xW2NRwM2gpAP6edceP+2+Q0IiIigafZZWTx4sVkZmby8MMPs2HDBoYMGcLEiRMpKys74/arV6/m+uuv58Ybb2Tjxo1MnTqVqVOnsmXLlgsOf6FqqqspCKsAoFtdsslpREREApPFMAyjOW8YNWoUI0aM4PnnnwfA7XaTmJjIbbfdxn333fet7a+99lpqamrIysryLrv44otJT09nwYIF5/SdVVVVREVFUVlZSWRkZHPifqcH5t3I+51z6OB2Mz/tBYYP+0GLfbaIiEigO9fjd3BzPrSuro7169czZ84c7zKr1cr48eNZs2bNGd+zZs0aMjMzmyybOHEi77777lm/p7a2ltraWu/ryspKwPNLtaT9DVtxnXDRsyaMvinpLf75IiIigezUcfX7zns0q4xUVFTgcrmIjY1tsjw2NpYdO3ac8T0lJSVn3L6kpOSs3zN37lx+97vffWt5YmLrDEi2HXjz11Gt8tkiIiKBrrq6mqiosx9nm1VG2sqcOXOanE1xu90cPnyYrl27YrFYWux7qqqqSExM5ODBgy16+Uea0n5uO9rXbUP7uW1oP7eN1tzPhmFQXV1NfHz8d27XrDISHR1NUFAQpaWlTZaXlpYSFxd3xvfExcU1a3sAm82GzWZrsqxTp07NidoskZGR+ofeBrSf2472ddvQfm4b2s9to7X283edETmlWU/ThIaGMmzYMLKzs73L3G432dnZZGRknPE9GRkZTbYHWLFixVm3FxERkcDS7Ms0mZmZzJgxg+HDhzNy5EjmzZtHTU0NM2fOBOCGG24gISGBuXPnAnDHHXcwduxYnnzySSZNmsQbb7zBunXrWLhwYcv+JiIiItIuNbuMXHvttZSXl/PQQw9RUlJCeno6y5cv996keuDAAazWxhMuo0ePZtGiRfz2t7/l/vvvJyUlhXfffZfBgwe33G9xnmw2Gw8//PC3LglJy9J+bjva121D+7ltaD+3DV/Yz80eZ0RERESkJQX83DQiIiJiLpURERERMZXKiIiIiJhKZURERERMFdBlZP78+fTs2RO73c6oUaPIyckxO5JfmTt3LiNGjCAiIoKYmBimTp1Kfn6+2bH83qOPPorFYuHOO+80O4rfKSws5H/+53/o2rUrYWFhpKamsm7dOrNj+R2Xy8WDDz5IcnIyYWFh9O7dmz/84Q/fO7+JfLfPPvuMKVOmEB8fj8Vi+dYccYZh8NBDD+FwOAgLC2P8+PHs2rWrTbIFbBlZvHgxmZmZPPzww2zYsIEhQ4YwceJEysrKzI7mN1atWsXs2bP58ssvWbFiBfX19UyYMIGamhqzo/mttWvX8uKLL5KWlmZ2FL9z5MgRxowZQ0hICB988AHbtm3jySefpHPnzmZH8zuPPfYYL7zwAs8//zzbt2/nscce4/HHH+e5554zO1q7VlNTw5AhQ5g/f/4Z1z/++OM8++yzLFiwgK+++orw8HAmTpyI0+ls/XBGgBo5cqQxe/Zs72uXy2XEx8cbc+fONTGVfysrKzMAY9WqVWZH8UvV1dVGSkqKsWLFCmPs2LHGHXfcYXYkv3Lvvfcal1xyidkxAsKkSZOMWbNmNVk2bdo0Y/r06SYl8j+A8c4773hfu91uIy4uznjiiSe8y44ePWrYbDbjn//8Z6vnCcgzI3V1daxfv57x48d7l1mtVsaPH8+aNWtMTObfKisrAejSpYvJSfzT7NmzmTRpUpN/19Jy3n//fYYPH85PfvITYmJiGDp0KC+99JLZsfzS6NGjyc7OZufOnQBs3ryZL774giuvvNLkZP6roKCAkpKSJn8/oqKiGDVqVJscF31y1t7WVlFRgcvl8o4ae0psbCw7duwwKZV/c7vd3HnnnYwZM8YnRt/1N2+88QYbNmxg7dq1ZkfxW3v37uWFF14gMzOT+++/n7Vr13L77bcTGhrKjBkzzI7nV+677z6qqqro378/QUFBuFwu/vSnPzF9+nSzo/mtkpISgDMeF0+ta00BWUak7c2ePZstW7bwxRdfmB3F7xw8eJA77riDFStWYLfbzY7jt9xuN8OHD+eRRx4BYOjQoWzZsoUFCxaojLSwN998k9dff51FixYxaNAgNm3axJ133kl8fLz2tZ8KyMs00dHRBAUFUVpa2mR5aWkpcXFxJqXyX7feeitZWVl88skndO/e3ew4fmf9+vWUlZVx0UUXERwcTHBwMKtWreLZZ58lODgYl8tldkS/4HA4GDhwYJNlAwYM4MCBAyYl8l+/+c1vuO+++7juuutITU3l5z//OXfddZd3AlZpeaeOfWYdFwOyjISGhjJs2DCys7O9y9xuN9nZ2WRkZJiYzL8YhsGtt97KO++8w8qVK0lOTjY7kl8aN24ceXl5bNq0yfszfPhwpk+fzqZNmwgKCjI7ol8YM2bMtx5N37lzJz169DApkf86fvx4kwlXAYKCgnC73SYl8n/JycnExcU1OS5WVVXx1VdftclxMWAv02RmZjJjxgyGDx/OyJEjmTdvHjU1NcycOdPsaH5j9uzZLFq0iPfee4+IiAjvdceoqCjCwsJMTuc/IiIivnUfTnh4OF27dtX9OS3orrvuYvTo0TzyyCP89Kc/JScnh4ULF7Jw4UKzo/mdKVOm8Kc//YmkpCQGDRrExo0beeqpp5g1a5bZ0dq1Y8eOsXv3bu/rgoICNm3aRJcuXUhKSuLOO+/kj3/8IykpKSQnJ/Pggw8SHx/P1KlTWz9cqz+v48Oee+45IykpyQgNDTVGjhxpfPnll2ZH8ivAGX9eeeUVs6P5PT3a2zqWLFliDB482LDZbEb//v2NhQsXmh3JL1VVVRl33HGHkZSUZNjtdqNXr17GAw88YNTW1podrV375JNPzvg3ecaMGYZheB7vffDBB43Y2FjDZrMZ48aNM/Lz89skm8UwNKSdiIiImCcg7xkRERER36EyIiIiIqZSGRERERFTqYyIiIiIqVRGRERExFQqIyIiImIqlRERERExlcqIiIiImEplREREREylMiIiIiKmUhkRERERU6mMiIiIiKn+P4Vs2nd6DqrAAAAAAElFTkSuQmCC", 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" ] @@ -285,7 +320,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:25:57.521152Z", + "iopub.status.busy": "2024-07-11T15:25:57.520884Z", + "iopub.status.idle": "2024-07-11T15:25:57.550165Z", + "shell.execute_reply": "2024-07-11T15:25:57.549432Z" + } + }, "outputs": [], "source": [ "if solve_markov_micro or solve_markov_market or solve_krusell_smith:\n", @@ -306,7 +348,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:25:57.552124Z", + "iopub.status.busy": "2024-07-11T15:25:57.551838Z", + "iopub.status.idle": "2024-07-11T15:25:57.556201Z", + "shell.execute_reply": "2024-07-11T15:25:57.555663Z" + } + }, "outputs": [], "source": [ "if solve_markov_micro:\n", @@ -341,7 +390,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:25:57.557710Z", + "iopub.status.busy": "2024-07-11T15:25:57.557447Z", + "iopub.status.idle": "2024-07-11T15:25:57.561222Z", + "shell.execute_reply": "2024-07-11T15:25:57.560704Z" + } + }, "outputs": [], "source": [ "if solve_markov_market:\n", @@ -377,7 +433,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:25:57.562719Z", + "iopub.status.busy": "2024-07-11T15:25:57.562451Z", + "iopub.status.idle": "2024-07-11T15:26:38.867366Z", + "shell.execute_reply": "2024-07-11T15:26:38.866872Z" + } + }, "outputs": [ { "name": "stdout", @@ -390,43 +453,43 @@ "name": "stdout", "output_type": "stream", "text": [ - "intercept=[-0.5817183825422859, -0.5703319414353519], slope=[1.1803079148353932, 1.1824082067172506], r-sq=[0.9975542198241377, 0.9980320884474997]\n" + "intercept=[-0.5817183825422839, -0.5703319414353534], slope=[1.180307914835392, 1.182408206717251], r-sq=[0.9975542198241366, 0.9980320884475001]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=[-0.41802605634968387, -0.4131653956481466], slope=[1.0834273589110293, 1.0852799171504517], r-sq=[0.9997337760398896, 0.999322550714814]\n" + "intercept=[-0.4180260563496857, -0.41316539564814475], slope=[1.08342735891103, 1.0852799171504508], r-sq=[0.99973377603989, 0.9993225507148125]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=[-0.3600899736514923, -0.3551201645233739], slope=[1.0714753213364985, 1.071225690543441], r-sq=[0.999998671416645, 0.9999961301697304]\n" + "intercept=[-0.3600899736514895, -0.35512016452337497], slope=[1.0714753213364976, 1.0712256905434414], r-sq=[0.9999986714166439, 0.9999961301697309]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=[-0.37883953200059256, -0.3715109817321036], slope=[1.0786573434429654, 1.077488774189492], r-sq=[0.9999982037027986, 0.9999942754223822]\n" + "intercept=[-0.3788395320005977, -0.3715109817321105], slope=[1.0786573434429672, 1.0774887741894947], r-sq=[0.9999982037028008, 0.9999942754223826]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=[-0.37896012954317876, -0.3715648681909491], slope=[1.0787111353569725, 1.0775241504232795], r-sq=[0.9999982049718295, 0.9999940788572941]\n" + "intercept=[-0.37896012954317376, -0.37156486819095047], slope=[1.0787111353569707, 1.0775241504232804], r-sq=[0.9999982049718272, 0.9999940788572959]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "intercept=[-0.37899550407019544, -0.37159566602844646], slope=[1.0787232463104637, 1.077535747387944], r-sq=[0.9999982037318691, 0.9999940713848701]\n", - "Solving the Krusell-Smith model took 76.55176410000001 seconds.\n" + "intercept=[-0.37899550407019866, -0.3715956660284524], slope=[1.0787232463104646, 1.0775357473879463], r-sq=[0.9999982037318698, 0.9999940713848707]\n", + "Solving the Krusell-Smith model took 41.253191999999984 seconds.\n" ] } ], @@ -476,7 +539,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:38.869121Z", + "iopub.status.busy": "2024-07-11T15:26:38.868870Z", + "iopub.status.idle": "2024-07-11T15:26:38.873890Z", + "shell.execute_reply": "2024-07-11T15:26:38.873386Z" + } + }, "outputs": [], "source": [ "if solve_poly_state:\n", @@ -566,7 +636,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb b/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb index 2219b2e66..70d37e8a9 100644 --- a/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsGenIncProcessModel.ipynb @@ -2,8 +2,15 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:39.784946Z", + "iopub.status.busy": "2024-07-11T15:26:39.784694Z", + "iopub.status.idle": "2024-07-11T15:26:40.718562Z", + "shell.execute_reply": "2024-07-11T15:26:40.718001Z" + } + }, "outputs": [], "source": [ "from time import process_time\n", @@ -27,8 +34,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:40.720551Z", + "iopub.status.busy": "2024-07-11T15:26:40.720263Z", + "iopub.status.idle": "2024-07-11T15:26:40.722795Z", + "shell.execute_reply": "2024-07-11T15:26:40.722334Z" + } + }, "outputs": [], "source": [ "do_simulation = True" @@ -36,9 +50,31 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:40.724269Z", + "iopub.status.busy": "2024-07-11T15:26:40.724019Z", + "iopub.status.idle": "2024-07-11T15:26:53.066353Z", + "shell.execute_reply": "2024-07-11T15:26:53.065872Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving an explicit permanent income consumer took 6.2306 seconds.\n" + ] + } + ], "source": [ "# Make and solve an example \"explicit permanent income\" consumer with idiosyncratic shocks\n", "ExplicitExample = IndShockExplicitPermIncConsumerType()\n", @@ -56,9 +92,28 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:53.067978Z", + "iopub.status.busy": "2024-07-11T15:26:53.067736Z", + "iopub.status.idle": "2024-07-11T15:26:53.070885Z", + "shell.execute_reply": "2024-07-11T15:26:53.070414Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The infinite horizon examples presented here use a grid of persistent income levels (pLvlGrid)\n", + "based on percentiles of the long run distribution of pLvl for the given parameters. These percentiles\n", + "are specified in the attribute pLvlPctiles. Here, the lowest percentile is 0.0916 and the highest\n", + "percentile is 99.9084.\n", + "\n" + ] + } + ], "source": [ "# Display information about the pLvlGrid used in these examples\n", "print(\n", @@ -77,9 +132,34 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:53.072373Z", + "iopub.status.busy": "2024-07-11T15:26:53.072135Z", + "iopub.status.idle": "2024-07-11T15:26:53.172413Z", + "shell.execute_reply": "2024-07-11T15:26:53.171825Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption function by pLvl for explicit permanent income consumer:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function at various permanent income levels\n", "print(\"Consumption function by pLvl for explicit permanent income consumer:\")\n", @@ -98,9 +178,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:53.174119Z", + "iopub.status.busy": "2024-07-11T15:26:53.173817Z", + "iopub.status.idle": "2024-07-11T15:26:53.277901Z", + "shell.execute_reply": "2024-07-11T15:26:53.277377Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving the equivalent problem with permanent income normalized out took 0.0972 seconds.\n" + ] + } + ], "source": [ "# Now solve the *exact same* problem, but with the permanent income normalization\n", "temp_dict = init_explicit_perm_inc.copy()\n", @@ -119,9 +214,51 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:53.279581Z", + "iopub.status.busy": "2024-07-11T15:26:53.279331Z", + "iopub.status.idle": "2024-07-11T15:26:53.444237Z", + "shell.execute_reply": "2024-07-11T15:26:53.443692Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Normalized consumption function by pLvl for explicit permanent income consumer:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption function for normalized problem (without explicit permanent income):\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Show that the normalized consumption function for the \"explicit permanent income\" consumer\n", "# is almost identical for every permanent income level (and the same as the normalized problem's\n", @@ -157,8 +294,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:53.445923Z", + "iopub.status.busy": "2024-07-11T15:26:53.445666Z", + "iopub.status.idle": "2024-07-11T15:26:53.448934Z", + "shell.execute_reply": "2024-07-11T15:26:53.448479Z" + } + }, "outputs": [], "source": [ "# Plot the value function at various permanent income levels\n", @@ -177,9 +321,37 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:26:53.450300Z", + "iopub.status.busy": "2024-07-11T15:26:53.450110Z", + "iopub.status.idle": "2024-07-11T15:27:01.247569Z", + "shell.execute_reply": "2024-07-11T15:27:01.246997Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:881: UserWarning: The option for reading shocks was activated but the model requires state PlvlAgg, not contained in newborn_init_history.\n", + " warn(\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:1068: UserWarning: The option for reading shocks was activated but the model requires state PlvlAgg, not contained in newborn_init_history.\n", + " warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Simulate some data\n", "if do_simulation:\n", @@ -196,9 +368,31 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:01.249530Z", + "iopub.status.busy": "2024-07-11T15:27:01.249260Z", + "iopub.status.idle": "2024-07-11T15:27:11.665498Z", + "shell.execute_reply": "2024-07-11T15:27:11.664994Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a persistent income shocks consumer took 5.7411 seconds.\n" + ] + } + ], "source": [ "# Make and solve an example \"persistent idisyncratic shocks\" consumer\n", "PersistentExample = PersistentShockConsumerType()\n", @@ -216,9 +410,34 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:11.667173Z", + "iopub.status.busy": "2024-07-11T15:27:11.666926Z", + "iopub.status.idle": "2024-07-11T15:27:11.760768Z", + "shell.execute_reply": "2024-07-11T15:27:11.760267Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption function by persistent income level pLvl for a consumer with AR1 coefficient of 0.98:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption function at various levels of persistent income pLvl\n", "print(\n", @@ -241,8 +460,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:11.762407Z", + "iopub.status.busy": "2024-07-11T15:27:11.762164Z", + "iopub.status.idle": "2024-07-11T15:27:11.765430Z", + "shell.execute_reply": "2024-07-11T15:27:11.764930Z" + } + }, "outputs": [], "source": [ "# Plot the value function at various persistent income levels\n", @@ -261,9 +487,27 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:11.766819Z", + "iopub.status.busy": "2024-07-11T15:27:11.766590Z", + "iopub.status.idle": "2024-07-11T15:27:19.458349Z", + "shell.execute_reply": "2024-07-11T15:27:19.457853Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Simulate some data\n", "if do_simulation:\n", @@ -305,7 +549,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsIndShock.ipynb b/examples/ConsumptionSaving/example_ConsIndShock.ipynb index 0e18764bb..822c00d68 100644 --- a/examples/ConsumptionSaving/example_ConsIndShock.ipynb +++ b/examples/ConsumptionSaving/example_ConsIndShock.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:20.512339Z", + "iopub.status.busy": "2024-07-11T15:27:20.512090Z", + "iopub.status.idle": "2024-07-11T15:27:21.252266Z", + "shell.execute_reply": "2024-07-11T15:27:21.251636Z" + } + }, "outputs": [], "source": [ "from time import time\n", @@ -22,6 +29,12 @@ "cell_type": "code", "execution_count": 2, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.254316Z", + "iopub.status.busy": "2024-07-11T15:27:21.254001Z", + "iopub.status.idle": "2024-07-11T15:27:21.256743Z", + "shell.execute_reply": "2024-07-11T15:27:21.256260Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -32,7 +45,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.258271Z", + "iopub.status.busy": "2024-07-11T15:27:21.258014Z", + "iopub.status.idle": "2024-07-11T15:27:21.260395Z", + "shell.execute_reply": "2024-07-11T15:27:21.259934Z" + } + }, "outputs": [], "source": [ "do_simulation = True" @@ -41,7 +61,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.262194Z", + "iopub.status.busy": "2024-07-11T15:27:21.261738Z", + "iopub.status.idle": "2024-07-11T15:27:21.264729Z", + "shell.execute_reply": "2024-07-11T15:27:21.264099Z" + } + }, "outputs": [], "source": [ "# Make and solve an example perfect foresight consumer\n", @@ -53,13 +80,20 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.266260Z", + "iopub.status.busy": "2024-07-11T15:27:21.265986Z", + "iopub.status.idle": "2024-07-11T15:27:21.331753Z", + "shell.execute_reply": "2024-07-11T15:27:21.331282Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a perfect foresight consumer took 0.1000 seconds.\n" + "Solving a perfect foresight consumer took 0.0630 seconds.\n" ] } ], @@ -78,7 +112,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.333247Z", + "iopub.status.busy": "2024-07-11T15:27:21.332991Z", + "iopub.status.idle": "2024-07-11T15:27:21.618450Z", + "shell.execute_reply": "2024-07-11T15:27:21.617868Z" + } + }, "outputs": [ { "name": "stdout", @@ -89,7 +130,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -108,7 +149,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.620397Z", + "iopub.status.busy": "2024-07-11T15:27:21.620056Z", + "iopub.status.idle": "2024-07-11T15:27:21.794387Z", + "shell.execute_reply": "2024-07-11T15:27:21.793823Z" + } + }, "outputs": [], "source": [ "if do_simulation:\n", @@ -121,7 +169,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.796449Z", + "iopub.status.busy": "2024-07-11T15:27:21.796157Z", + "iopub.status.idle": "2024-07-11T15:27:21.802497Z", + "shell.execute_reply": "2024-07-11T15:27:21.801971Z" + } + }, "outputs": [], "source": [ "# Make and solve an example consumer with idiosyncratic income shocks\n", @@ -132,83 +187,20 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.803952Z", + "iopub.status.busy": "2024-07-11T15:27:21.803709Z", + "iopub.status.idle": "2024-07-11T15:27:21.860672Z", + "shell.execute_reply": "2024-07-11T15:27:21.860194Z" + } + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFRaw = 0.984539 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFNrm = 0.993777 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFAggLivPrb = 0.964848 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Thorn = APF = 0.994384 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PermGroFacAdj = 1.000611 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "uInvEpShkuInv = 0.990704 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "VAF = 0.932054 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WRPF = 0.213705 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFNrmMax = 0.972061 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFAggLivPrbMax = 1.010600 \n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a consumer with idiosyncratic shocks took 0.2799 seconds.\n" + "Solving a consumer with idiosyncratic shocks took 0.0540 seconds.\n" ] } ], @@ -227,7 +219,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.862287Z", + "iopub.status.busy": "2024-07-11T15:27:21.861890Z", + "iopub.status.idle": "2024-07-11T15:27:21.978981Z", + "shell.execute_reply": "2024-07-11T15:27:21.978476Z" + } + }, "outputs": [ { "name": "stdout", @@ -238,7 +237,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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BQDEI+6AAAExBQDFQI8t4AAAOR0AxEPEEAOB0BBSDcFggAMAUBBSDMAUFAGAKAoqB6EABADgdAcUgTat4Tp49b20hAAB0EQHFIO6LCWX3F1/plc2HLa4GAIDOI6AYZPLVVwX/+eOis9YVAgBAFxFQDHJtUqx+9r0xkqTq+gaLqwEAoPMIKIbxRXokSdV1BBQAgHMRUAzji7jwkVbXBSyuBACAziOgGCY6ih4UAIDzEVAM0zTEU1NPDwoAwLkIKIbxRdCDAgBwPgKKYXyRTXNQCCgAAOcioBimaYjnPAEFAOBgBBTDeCObV/E0cqwxAMChCCiGaepBkZgoCwBwLgKKYZomyUpSDXuhAAAcKsLqAtC9Ij0uuV1SoFH69GS5rurjbfHz6EiPhl0VY1F1AAB0DAHFMC6XS9GRHlXWNuje1X9p854lM0Zp7pQRvVwZAAAdR0Ax0L3pw7T+o+OtrlfVNqiqtkGfnfBbUBUAAB1HQDHQE3eP0hN3j2p1/dd/Oqql/+8zliADAGyPSbJhJJqTjgEADkFACSNNBwnSgwIAsDsCShjxXlyCfL6WgAIAsDcCShhp6kGpZn8UAIDNEVDCCHNQAABOQUAJI9EcJAgAcAgCShiJjrrwcRNQAAB2R0AJI0ySBQA4BQEljDRNkq2pDygQaLS4GgAA2sdOsmGkaQ6KJOUXfiVvRMt8GhMVoasH9pHL5ert0gAAaIGAEkZ8lwSUf1q1vc17lv3jzfqXScN6qyQAANpEQAkjHrdLc6ek6g+flrT6mf98nc7V1Gt/8TkLKgMAoCUCSphZMuMmLZlxU6vrKz78XC/84SB7pAAAbIFJspDUPPxTxQofAIANEFAgiYMEAQD2QkCBJCkmim3wAQD2QUCBpEu2wWeIBwBgAwQUSGIOCgDAXggokHRhkzaJIR4AgD0QUCCJk44BAPZCQIGk5pOOGeIBANgBAQWSpOiLQzz0oAAA7ICdZCGpeYintj6g23/+x1Y/j/VF6oV/GqvrB8X2dmkAgDBEQIEkKc4XocRYr06dq9Gx01Vt3vPeJycJKACAXkFAgSQpwuPWpke/rkOlrQ8L/PftX+j3BSeYnwIA6DUEFATFx0QqbfiAVte3HiyTJFXW1Pd2SQCAMNWpSbIrV65UamqqfD6f0tPTtXPnzg61W7t2rVwul+65557OvC0s0rQNPrvMAgB6S8gBZd26dcrKytKSJUu0Z88ejR07VtOmTdOpU6cu2+7YsWN67LHHNHXq1E4XC2vEeC90tDHEAwDoLSEHlOXLl2vevHmaO3euRo0apVWrVikmJkZr1qxpt01DQ4Puu+8+LV26VCNHjuxSweh9MRdX+FTWMsQDAOgdIQWU2tpa5efnKzMzs/kBbrcyMzO1ffv2dtv95Cc/UWJiou6///4OvU9NTY38fn+LF6zDEA8AoLeFFFDKysrU0NCgpKSkFteTkpJUXFzcZptt27bptdde0+rVqzv8Pjk5OYqPjw++UlJSQikT3YwhHgBAb+vRnWTPnTun73//+1q9erUSEhI63C47O1vl5eXBV1FRUQ9WiStp6kGpYogHANBLQlpmnJCQII/Ho5KSkhbXS0pKNGjQoFb3Hz58WMeOHdOMGTOC1wKBwIU3jojQgQMHdPXVV7dq5/V65fV6QykNPag5oNCDAgDoHSEFlKioKKWlpSkvLy+4VDgQCCgvL08LFixodf8NN9ygvXv3trj25JNP6ty5c3rppZcYunGImIvn9JyprNXcX7e9pPzbY4bou2lDe7MsAIDBQt6oLSsrS3PmzNGECRM0adIk5ebmqrKyUnPnzpUkzZ49W8nJycrJyZHP59Po0aNbtO/Xr58ktboO+0roG6WoCLdq6wP644HSNu/5+MtyAgoAoNuEHFBmzpyp0tJSLV68WMXFxRo3bpw2btwYnDhbWFgot5tDkk0S64vUWw9N1r6TrVdT+avr9cw7n+lcdZ0FlQEATOVqbGxstLqIK/H7/YqPj1d5ebni4uKsLgeXKD9fp7FL/yBJOvjsdEVFEE4BABd05fubbxN0SdMEWolVPgCA7kNAQZdEetzBXpNKVvkAALoJAQVd1rzTLD0oAIDuQUBBl/W5uAy5soYeFABA9yCgoMuaelA4TBAA0F0IKOiy4Fk99KAAALpJyPugAH+rz8UelLPn61Rd1zqkRHrc8rhdvV0WAMDBCCjosqat8B/73cd67Hcft/p5fHSk/uuhybomsW9vlwYAcCiGeNBlt12XoMt1kJSfr9PuY2d6ryAAgOPRg4Ium52Rqn9KS1H9xZOqL7Xov/Zqw96TqqhhAi0AoOMIKOgW0VEeSZ5W1+OiIyVJVWziBgAIAUM86FFNE2gr6UEBAISAgIIe1efiEmSGeAAAoSCgoEf19TbtMktAAQB0HAEFPaqpB4WDBAEAoSCgoEf18TIHBQAQOlbxoEc1HST4VVWdTpafb/Vzt8ulxFivXC52mgUANCOgoEc1DfHsO+lXRs6Hbd5zb/owPfcPN/dmWQAAm2OIBz1qdHKcrk3sqyiPu9Ur4uL2s7uOssssAKAlelDQo2J9kdqU9fU2f/bXL8/q71f8ifkpAIBW6EGBZZqGf84RUAAAf4OAAsvEXrJHSmNjo8XVAADshIACyzT1oAQapeq61gcNAgDCFwEFlomJ8qhpdTFb4QMALkVAgWVcLldwnxQCCgDgUgQUWIqzegAAbWGZMSzVtBX+mj8d1ZD46FY/97hdumd8skYk9Ont0gAAFiKgwFJX9fXqcGml3tpzvN17Pj1Rrl/NmdiLVQEArEZAgaUWf3uU3tpzXIE2lhl/+dV5fbCvRKfO1VhQGQDASgQUWGp0crxGJ8e3+bMdR07rg30lTKAFgDDEJFnYFhNoASB8EVBgW00BpaKagAIA4YaAAttq2mm2srZBgQBb4QNAOCGgwLZifc1TpKrqGiysBADQ2wgosC1vhFse94W98BnmAYDwQkCBbV3YCv/CRm7+6jo1BBrbfHESMgCYh2XGsLW+3gj5q+t11y+2tnvP1QP7aMO/TZUv0tOLlQEAehI9KLC1qdcOvOI9h0srdehURS9UAwDoLfSgwNae/94YZX/rBrU3ivP3K7ep6Mx51dQziRYATEJAge31i4lq92d9oi78FT5fG+itcgAAvYAhHjha07yT8yxDBgCjEFDgaL7IC3+FqwkoAGAUAgocLZoeFAAwEgEFjhZ9cZ8UelAAwCwEFDiaL4KAAgAmIqDA0XwXe1BYxQMAZiGgwNGYgwIAZiKgwNFYxQMAZiKgwNGaelAIKABgFnaShaM1bdT21kfH9cG+kjbv8UZ49NN/GK3br0/szdIAAF1AQIGjjRocJ0mqrQ+orKK23fs2/PUkAQUAHISAAkebfE2C/vLjb+psVV2bP3+74Lhe2XxY1fWs8gEAJyGgwPGS4nxKivO1+bOU/jGSmKMCAE7DJFkYLTqKVT4A4EQEFBiNnWYBwJkIKDCaj43cAMCRCCgwmi+4TwqTZAHASQgoMBo7zQKAMxFQYDQfO80CgCMRUGC0aIZ4AMCRCCgwGj0oAOBMnQooK1euVGpqqnw+n9LT07Vz58527129erWmTp2q/v37q3///srMzLzs/UB3apqDUh9oVF0DvSgA4BQh7yS7bt06ZWVladWqVUpPT1dubq6mTZumAwcOKDGx9Vknmzdv1qxZszR58mT5fD49//zzuuuuu/Tpp58qOTm5W34JoD1NPSiS9M5fTwT3RflbfbwRyrj6KkV66FQEADtwNTY2NobSID09XRMnTtSKFSskSYFAQCkpKXr44Ye1aNGiK7ZvaGhQ//79tWLFCs2ePbtD7+n3+xUfH6/y8nLFxcWFUi7CXGNjo6594j3VB6781/ypb4/S/beO6IWqACA8dOX7O6QelNraWuXn5ys7Ozt4ze12KzMzU9u3b+/QM6qqqlRXV6cBAwa0e09NTY1qamqCf/b7/aGUCQS5XC49/nc3aNNnJe3ec/zseR0/e17Hyip7sTIAwOWEFFDKysrU0NCgpKSkFteTkpK0f//+Dj3j8ccf15AhQ5SZmdnuPTk5OVq6dGkopQHtmnfbSM27bWS7P1+99Yh++u4+natu+0RkAEDv69UB92XLlmnt2rVav369fL62T5+VpOzsbJWXlwdfRUVFvVglwk2s70JO91fXW1wJAKBJSD0oCQkJ8ng8Kilp2V1eUlKiQYMGXbbtCy+8oGXLlumDDz7QmDFjLnuv1+uV1+sNpTSg02J9kZJEDwoA2EhIPShRUVFKS0tTXl5e8FogEFBeXp4yMjLabfezn/1MzzzzjDZu3KgJEyZ0vlqgB8RFX8jp5+hBAQDbCHmZcVZWlubMmaMJEyZo0qRJys3NVWVlpebOnStJmj17tpKTk5WTkyNJev7557V48WK98cYbSk1NVXFxsSSpb9++6tu3bzf+KkDnNPWg+M/TgwIAdhFyQJk5c6ZKS0u1ePFiFRcXa9y4cdq4cWNw4mxhYaHc7uaOmVdeeUW1tbX63ve+1+I5S5Ys0dNPP9216oFuEHfJHJQzlbWXvbd/TKRcLldvlAUAYS3kfVCswD4o6Eml52o08acfdOjeqdcm6P/en97DFQGAGbry/c22mQh7V/WJUvqI9vfludT/fF7GlvkA0AtCHuIBTON2u7T2h1/T5foSGyXd8NR7qmtoVOm5Gg3pF91r9QFAOKIHBdCFHWfd7vZfHrdLibEX9u4p8VdbXC0AmI8eFKCDEuO8On72vD4qPNviEMK29I+J0qD49jcjBABcHgEF6KCkiz0oP3nnsw7d/18PZShteMfmtgAAWiKgAB303bSh2nu8XDX1l58ke666TjX1AeV/8RUBBQA6iYACdNCdo5J056ikK973/Mb9emXzYR3/6nwvVAUAZiKgAN0s+eIKny/OVHXofB9fpEeRHuarA8ClCChAN0vufyGgbD5Qqpuf/sMV7+8XE6l3/20qS5cB4BL8ZxvQzW5J6R/sRemIs1V12nHkdA9WBADOQw8K0M3iYyL1Pz+6Q3WBK+84++T6T/S7/C/1xemqXqgMAJyDgAL0ALfbJa/78nulSFJqQh9J0p8OlSkxztuhZ0d63LrzxiT17xPVpRoBwM4IKICFRl4MKLu/+Eq7v/iqw+2+e8tQvfjPY3uqLACwHAEFsNAdNyRqdsbwDm+ff6ayVruOfaXPTvp7uDIAsBYBBbCQL9Kjn3xndIfvP1xaoW++uEVfnK5UY2OjXC5XD1YHANYhoAAOMrR/tFwuqaq2Qd94cYs6mk98ER4t/c5NmpjKzrYAnIGAAjiIN8KjMcnx+vjLch0tqwyp7X/+pZCAAsAxCCiAw/zHvK/psxMdn4Oy8+hpvfCHgzp2OrRAAwBWIqAADtPXG6FJIzreExIT5dELfziow6WVevuj4yG/3/hh/TT8qj4htwOAriCgAIZLTegjl0sqP1+nhesKQm4/KM6n7dnfYEIugF5FQAEM19cboSe+daO2HCwNue2fDpWp2F+t0ooaJcb6eqA6AGgbAQUIAw9MHakHpo4Mud1tP/ujCs9U6VBJhfrHdG7nWk5qBtAZBBQA7RqR0EeFZ6p076/+0uln/GByqp7++5u6sSoA4YD/tAHQrrtuSpK7i1NP3trzpRobG7unIABhgx4UAO26L324/mF8suoaQg8Y9Q0BTXouT/7qem0/cloDunC4YYTbrasH9mGiLhBGCCgALismqvP/NzEyoY8+P1Whe1d3foioyQO3jtCT3x7V5ecAcAYCCoAeM2dyqv7Ph5+rIdD5Z9QHAjpbVac/HjhFQAHCiKvRAYPDfr9f8fHxKi8vV1xcnNXlAOhFZRU1mvDsB3K5pClXJ3TLM782coAWfOPabnkWgPZ15fubHhQAtpbQ16trEvvq0KkKbTtU1i3P3HaoTN9NG6rB8dHd8jwA3Y+AAsD2/v1fJ2nXsTPd8qyX8j7XkdJKZb+1V4Pju2/zuf4xUfq3b14rX6Sn254JhDMCCgDbG9IvWt8Zl9wtz/rkeLmOlB7V5gOh76x7JUP6Ret/fW14tz8XCEcEFABhZcEd1yopzqfztQ3d9syPis7qw/2n9OrWw9r2efcMQ/2tCI9L86aO1NiUfj3yfMBuCCgAwkp8TGSntv2/nL1fluvD/adUdOa8is6c79ZnX6r0XI3W/e+MHns+YCes4gGAbrDlYKmKzlT1yLOrauv13Lv7JUkxUb0zx+XvRg/S8n8e1yvvBXOxigcALPb16wb26PM3fVaiXce+UlU3Dk1dzlt7jmv0kPheC0SXGnZVjCZ305JyOBc9KADgAPUNAZ04W90r7/XY7z7Wzm5aNdVZ7zx8q0Ynx1taA7quK9/fBBQAQAt//fKsVm05rNr6LmwB3Emfn6rQF6cvDJXZ4eilOF+k/v1fJzE5uZMIKAAAI+w6dkazfrlD9QH7fDWlDIjWiIS+VpfRpiiPWwszr7VtbxNzUAAARpiYOkAfL7lLlbX1VpeiY2VVmvnL7T2+OqurjpZV6LYengPVWdVVFZ1uS0ABANhKH2+E+nit/3pKjPXpzQczdKysZ1ZndVVdQ0BPvv2JDpdW6nBppdXltClQ0/l/d9b/DQAAwKbShg9Q2vABVpfRrsH9orXz6Gmry2hXdWWFFud2ri1zUAAAQI/oyve3u4dqAgAA6DQCCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsJ0IqwvoiKYDl/1+v8WVAACAjmr63m76Hg+FIwLK6dOnJUkpKSkWVwIAAEJ1+vRpxcfHh9TGEQFlwIABkqTCwsKQf0F0L7/fr5SUFBUVFSkuLs7qcsIan4V98FnYC5+HfZSXl2vYsGHB7/FQOCKguN0XpsrEx8fzl80m4uLi+Cxsgs/CPvgs7IXPwz6avsdDatMDdQAAAHQJAQUAANiOIwKK1+vVkiVL5PV6rS4l7PFZ2AefhX3wWdgLn4d9dOWzcDV2Zu0PAABAD3JEDwoAAAgvBBQAAGA7BBQAAGA7BBQAAGA7tg8oK1euVGpqqnw+n9LT07Vz506rSwpLW7du1YwZMzRkyBC5XC69/fbbVpcUtnJycjRx4kTFxsYqMTFR99xzjw4cOGB1WWHplVde0ZgxY4IbgmVkZOi9996zuixIWrZsmVwulxYuXGh1KWHn6aeflsvlavG64YYbQn6OrQPKunXrlJWVpSVLlmjPnj0aO3aspk2bplOnTlldWtiprKzU2LFjtXLlSqtLCXtbtmzR/PnztWPHDm3atEl1dXW66667VFlZaXVpYWfo0KFatmyZ8vPztXv3bn3jG9/Qd77zHX366adWlxbWdu3apVdffVVjxoyxupSwddNNN+nkyZPB17Zt20J+hq2XGaenp2vixIlasWKFJCkQCCglJUUPP/ywFi1aZHF14cvlcmn9+vW65557rC4FkkpLS5WYmKgtW7botttus7qcsDdgwAD9/Oc/1/333291KWGpoqJCt9xyi15++WU9++yzGjdunHJzc60uK6w8/fTTevvtt1VQUNCl59i2B6W2tlb5+fnKzMwMXnO73crMzNT27dstrAywl/Lycknq1GFc6D4NDQ1au3atKisrlZGRYXU5YWv+/Pm6++67W3x3oPd9/vnnGjJkiEaOHKn77rtPhYWFIT/DtocFlpWVqaGhQUlJSS2uJyUlaf/+/RZVBdhLIBDQwoULNWXKFI0ePdrqcsLS3r17lZGRoerqavXt21fr16/XqFGjrC4rLK1du1Z79uzRrl27rC4lrKWnp+v111/X9ddfr5MnT2rp0qWaOnWqPvnkE8XGxnb4ObYNKACubP78+frkk086Nb6L7nH99deroKBA5eXlevPNNzVnzhxt2bKFkNLLioqK9Mgjj2jTpk3y+XxWlxPWpk+fHvznMWPGKD09XcOHD9dvf/vbkIY+bRtQEhIS5PF4VFJS0uJ6SUmJBg0aZFFVgH0sWLBA77zzjrZu3aqhQ4daXU7YioqK0jXXXCNJSktL065du/TSSy/p1Vdftbiy8JKfn69Tp07plltuCV5raGjQ1q1btWLFCtXU1Mjj8VhYYfjq16+frrvuOh06dCikdradgxIVFaW0tDTl5eUFrwUCAeXl5TG+i7DW2NioBQsWaP369frwww81YsQIq0vCJQKBgGpqaqwuI+x885vf1N69e1VQUBB8TZgwQffdd58KCgoIJxaqqKjQ4cOHNXjw4JDa2bYHRZKysrI0Z84cTZgwQZMmTVJubq4qKys1d+5cq0sLOxUVFS3S79GjR1VQUKABAwZo2LBhFlYWfubPn6833nhDv//97xUbG6vi4mJJUnx8vKKjoy2uLrxkZ2dr+vTpGjZsmM6dO6c33nhDmzdv1vvvv291aWEnNja21TysPn366KqrrmJ+Vi977LHHNGPGDA0fPlwnTpzQkiVL5PF4NGvWrJCeY+uAMnPmTJWWlmrx4sUqLi7WuHHjtHHjxlYTZ9Hzdu/erTvuuCP456ysLEnSnDlz9Prrr1tUVXh65ZVXJEm33357i+u//vWv9YMf/KD3Cwpjp06d0uzZs3Xy5EnFx8drzJgxev/993XnnXdaXRpgmS+//FKzZs3S6dOnNXDgQN16663asWOHBg4cGNJzbL0PCgAACE+2nYMCAADCFwEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYzv8H+FcNlbnWaiEAAAAASUVORK5CYII=", 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" ] @@ -275,7 +274,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:21.980690Z", + "iopub.status.busy": "2024-07-11T15:27:21.980443Z", + "iopub.status.idle": "2024-07-11T15:27:22.039170Z", + "shell.execute_reply": "2024-07-11T15:27:22.038653Z" + } + }, "outputs": [ { "name": "stdout", @@ -286,7 +292,7 @@ }, { "data": { - "image/png": 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", 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5J0tYuGI/b6/L9d2SMoDyc7DxNVjxByjIM2utO8LY+81bMqFh9s4nDaYwIiLiI+oqKesd1ZbpyQlc7yslZQDlZyFzkQkhRYfNWtsoc2XM8KkQ4iNHfPyIwoiIiBdzVJeUZbN2/8nq9XGXdCRlvI+UlDmVnYH1C00IOXPUrIV3g6SH4NK7oEUrW8eTplMYERHxQn5RUuZUWgzrF8CKP0LJcbMWEQvJD8PQyRAcau98ctEURkREvMixolJeW7Wf1+ooKZuS2IPoCB8oKXMqLYK1qbDqz1BywqxFxpk76A6+HYJ95NwXURgREfEG1SVlmw5SVlFTUnZPUjy3+kpJmdO5Alg7D1a9BGer7o/TPsHcQXfwrRDUwt75pNn50N9eERHfYlkWq6pKypaeV1I2NCaSe8cn8J3+UQQHBdo4YTM7exrW/BVW/8UEEoAOl8D4R2HgDyBIL1m+SntWRMTDlFc6+NeWw8xLy7qgpCwlOYHhce1856RUgJKTsPplE0RKzZ+Xjn1gwmMw4EYI9JGrgKReCiMiIh6i8Fw5b63JZdHK/RwuMCVlLVsEcuuIGN8qKXM6cwJWvwRr5kFZkVnr1M+EkP7XK4T4EYURERGb1VVS1rFtKFPHxjF5dBzt2vjYiZpnjsPKP5mTU8vNlUBEDTQhpO91EOhDbz1JgyiMiIjYZLOzpGxbPpVVLWW9o9oyfVwC1w/zoZIyp+KjsPKPsG4BlJeYtejBMOFx6PNdhRA/pjAiIuJGDofFkl1HSU3LuqCkbHpyPBN6d/Kt80EAivJNR8j6V6DirFnrOsyEkN5XmxNixK8pjIiIuMHZskr+WVVSllVVUhYcGMD3h/pgSZlT4SHTlpq5CCrMOTB0Gw4TnoBeVyqESDWFERERF6qrpCysZTCTR8cxdayPlZQ5FRyAjN/Bhr9DZZlZ6z4KLnscek5UCJELNCqM/N///R+zZ8+utdanTx927drVrEOJiHi7fUdNSdl7G2tKyrq3qyopGxlDW18qKXM6nVsVQl4DhwlexCaat2MSLlMIkXo1+r+GAQMG8MUXX9R8g2Af/A9KRKQJLMtiVdYJUtMuLClLSU7gqgE+VlLmdGo/pP8WNr0Jjgqz1iPZXB3TI1khRL5Vo5NEcHAw0dHRrphFRMQrOUvKUtOz2H6opqTsyn5R3DveB0vKnE5mQdpvYfNbYJlLkomfYI6E9EiydzbxKo0OI3v37qVr1660bNmSxMRE5syZQ2xsbL2PLy0tpbS0tHq7sLCwaZOKiHiY+krKbhkewz3j4on3tZIyp+P7IP0F2PJOTQjpeYUJIbFj7J1NvFKAZVlWQx/86aefUlxcTJ8+fTh8+DCzZ8/m4MGDbNu2jbCwsDq/pq7zTAAKCgoID/fBs8dFxOcdOOUsKcujuNS8LdGxbShTEuO4c4wPlpQ5HdsDac/Dtn+AZc6D4ZIrTQiJGWnvbOJyhYWFREREuOT1u1Fh5OtOnz5NXFwcL774ItOmTavzMXUdGYmJiVEYERGvs+XAaeal1S4p69W5LSnJCXx/aFdatvCxkjKnozurQsh7QNVLRu+rzTkh3YbbOpq4jyvDyEWdfRoZGUnv3r3Zt29fvY8JDQ0lNDT0Yp5GRMQ21SVl6Vmsza4pKUu6pAMpyQm+WVLmdGQ7LP8N7PiQ6hDS51oTQroOtXMy8TEXFUaKi4v56quvuOuuu5prHhERj3Cu3JSULUj/WknZkK5MS45nQNcImyd0ocNbIO03sPPjmrV+18H4x6DLYPvmEp/VqDDyyCOPcN111xEXF8ehQ4d45plnCAoK4o477nDVfCIibnW8uJS/r8rh9dU5nDxjCrvCWgbzw9GxTB3bgy4RrWye0IUObYTlz8Puf1UtBMCAG2D8oxA1wM7JxMc1KowcOHCAO+64gxMnTtCpUyfGjRvH6tWr6dSpk6vmExFxi31Hi1mQkcU/N/hRSZnTgUxzJGTPf6oWAmDgzTD+Eejcz9bRxD806r+uxYsXu2oOERG3c5aUzU/P5stdR6vXh8REcq8vl5Q55a2D5XNhX1WRZUAgDLoFkh+BTr3tnU38ig9HfRGRupVXOvj3VlNStu1g7ZKylPEJjPDVkjKn3NWwbC5kLTXbAUEw+DZI/hl0vMTe2cQvKYyIiN8oPFfO4rW5LFxRu6TsB8O7M21cgu+WlDnlrDJHQrKWme3AYBhyuwkh7RNsHU38m8KIiPi8g6fPsjAjm8V1lJRNHhNHe18tKXOqK4QM/aEJIe162DmZCKAwIiI+bMuB06SmZ/PvrYdrlZRNT47n+qHdfLekzClnFSybA9nLzXZgMAy7E8bNhHZx9s4mch6FERHxKQ6HxZe7jjKvjpKy6ckJTOjVicBAHz4fBCBnpTknRCFEvITCiIj4hOqSsoxsso7VlJRdN6Qr0329pMwpZ2XVkZA0sx3YwoSQ5JkQWf8NTUXspjAiIl7teHEpr63K4TV/LClz2r/CnBOiECJeSmFERLxSXSVl3SJbcc+4eG7z9ZIyp/0rzJGQ/elmWyFEvJQf/NcqIr7CsixWZ50kNT2rdklZ9whSxidw9YBo3y4pc9qfYc4JOT+EXHqXOSckMsbe2USaQGFERDxefSVlk/pFkZKcwMgePl5S5qQQIj5KYUREPFbhuXLeXpvHwhXZHPpaSdk9SfEkdGpr84RuUmcI+RGMe1ghRHyCwoiIeJy6S8pC+FFiD+70h5Iyp+x0WP5rhRDxeQojIuIxth4oIDU9i3+dV1J2See2pPhLSZlTdro5EpKTYbaDQmpCSER3e2cTcQGFERGxlbOkLDU9izXnlZSN7dmBlOQEJvT2g5IyJ4UQ8VMKIyJii3Pllby34SDzM7IuKCmbNi6egd38oKQMwLLM2zDL5kLOCrMWFAKXTqkKId3snU/EDRRGRMStnCVlr6/O4YSzpCy0qqQsyU9KykAhROQ8CiMi4hampCybf2444L8lZWBCSHaaCSG5K81aUAgMnwpJDymEiF/yk//6RcQOlmWxJvskqWlZLPlaSdn05ASuGegnJWWgECLyDRRGRKTZOUvK5qdns/VgAeCnJWXwzSFk3MMQ3tXW8UQ8gcKIiDSbonPlLP5aSVlosCkpmzbOj0rKoCqELK8KIavMWlBoVQh5SCFE5DwKIyJy0Q6ePsuiFdm8tdbPS8pAIUSkCRRGRKTJ6ispmz4unhuG+VFJGZgQkrXMhJC81WYtKBRG3G3OCQnvYud0Ih5NYUREGsXhsFi625SUrc6qKSlLTOjAveP9rKQMFEJEmoHCiIg0iLOkbEFGFl+dV1L2vcFdmJ6c4D8lZU71hpB7IOlBhRCRRlAYEZFvdKK4lNdW5/DaqgtLyqaM7UHXSD8pKXNynhOydE5NCAluCcPvVggRaSKFERGp01fHipmfns17Gw5Qel5J2d1JPbhtZAxhLVvYPKENstNh6XPnXaJbdSRk3EMQFm3raCLeTGFERKo5S8rmp2fxxc6akrLB3SNI8beSsvPtXwHL5pj6djjv6piHdSREpBkojIhIvSVlE/tGkZIcz6j49v5TUna+nFWw7DlTWgY1945JnqlLdEWakcKIiB8rOlfO2+vyWLhiPwdPnwVMSdnNVSVlPf2ppOx8uWtMCMlaZrYDW8Cld0HyzyCiu62jifgihRERP3To9FkWrshm8do8iqpKyjq0cZaUxdKhbajNE9rkwHpzTshXS8x2YDAMu9OEkMhYe2cT8WEKIyJ+ZNvBqpKyLYepqCop69mpDSnJCf5XUna+g5nm6ph9n5vtwGAY+kNIfgTaxdk7m4gfUBgR8XHfVFKWMj6ey3p39q+SsvMd2mhCyN7PzHZAEAy9w4SQ9vH2zibiRxRGRHzUufJK3t94kPnpNSVlQVUlZSn+WFJ2vsObTVnZ7n+b7YBAGHw7jH8EOvS0dzYRP6QwIuJj6ispu2N0LFP9saTsfPlbTQjZ9YnZDgiEQbfChMcUQkRspDAi4iO+OlbMgoxs/pmpkrILHNluekJ2fly1EACDbjEhpGMvW0cTEYUREa/2TSVl05MT+K6/lpQ5Hd1pjoTs+KBqIQAG3gQTHodOfeycTETOozAi4oUqKh38e1s+89Oz2HKgoHp9Ur/OpCQn+G9JmdOx3SaEbH8fMFcNMeBGE0I697N1NBG5kMKIiBdRSdm3OLYHlv8atv2T6hDS7/tw2RMQNcDW0USkfgojIl7g0OmzLFq5n7fW5KqkrC7H90Hab2Dru2CZ82Xo+z0TQqIH2TubiHwrhRERD1ZfSdn05ARu9OeSMqcTX0Ha87Dl7ZoQ0udaE0K6DLZ3NhFpsIsKI3PnzmXWrFk8+OCD/P73v2+mkUT8m8NhsWzPUVLTslmVdaJ6fUxCe+4dn+DfJWVOJ7NNCNm8GKxKs9b7ahNCug6zdzYRabQmh5F169bxt7/9jcGD9X8fIs3hXHklH2w8yPyMbPYdLQZUUnaBUzkmhGx6syaE9PqOCSHdhts7m4g0WZPCSHFxMZMnTyY1NZVf/epXzT2TiF85eaaM11bl8Nrq/RwvNiVlbUODuWNUDFOT4unmzyVlTqdzIe0F2PQGOMw5M1wyCS6bBd1H2DubiFy0JoWRGTNmcO211zJp0qRvDSOlpaWUlpZWbxcWFjblKUV8jkrKGuB0HqT/Fja+Do5ys5ZwOVz+JMSMsnc2EWk2jQ4jixcvZsOGDaxbt65Bj58zZw6zZ89u9GAivsiyLNZmnyQ1PZslu45gVV19OqhbBNOT4/nuoC608OeSMqeCg5DxImS+WhNC4ieYEBI7xt7ZRKTZNSqM5OXl8eCDD/L555/TsmXLBn3NrFmzmDlzZvV2YWEhMTExjZtSxMtVVDr4tKqkbPPXSsqmJycw2t9LypwKD1eFkEVQad6yokeyCSFxY20dTURcJ8CynP9v9u0++OADbrzxRoKCai4nrKysJCAggMDAQEpLS2t9ri6FhYVERERQUFBAeHh40ycX8QLFpRUsXpt7QUnZTZeakrJLOvt5SZlT8VHI+B2sfwUqzpm1uCRzTkh8sr2ziQjg2tfvRh0ZmThxIlu3bq21dvfdd9O3b18ef/zxbw0iIv6ivpKyuxLjuGtMnErKnM6cgJV/gLWpUF5i1mLGmCMh8eNBR4tE/EKjwkhYWBgDBw6stdamTRs6dOhwwbqIP9p2sID56Vl8cl5JWUKnNkwfl8BNl6qkrNrZU7Dyz7Dmr1BmLmOm2wgTQnpeoRAi4mfUwCpykRwOi+V7jpGansXKr2qXlKUkJ3B5H5WUVTtXAKtfhlUvQWnVlXVdhsDlPzd9IQohIn7posPIsmXLmmEMEe9TX0nZtYNMSdmg7iopq1ZabI6CrPwTnDtt1joPMEdC+l6rECLi53RkRKSRVFLWCGUlsG4+rPg9lFQdNerYxzSm9r8BAnUZs4gojIg0WJazpGzDAc6Vm5KyrhEtuTspnttGxRCukrIa5ecgcyGkvwhnjpq19j1NCBl4MwTq3BkRqaEwIvINLMti3f5TpKZn8cXOmpKygd3CSUlOUEnZ11WUwoa/m9bUosNmLTIOJjwOg2+DIP2TIyIX0r8MInWor6RsYl9TUjYmQSVltVSWm/vGpL0ABXlmLbw7jH8Ehk6G4BB75xMRj6YwInKe4tIK3l6XxysZ2dUlZSHBgdyskrK6VVbA1ndg+a/h1H6z1jbahJBLfwTB6lMRkW+nMCICHC44y6IV+3lzbS5F50xJWfs2Idw1Jo67EuPoqJKy2hyVsO09WD4XTuwza206wbiZMOJuaKGTeEWk4RRGxK9tP1TA/PRsPt58qKakrGMbpierpKxODgfs/BCWzYVju8xaq/aQ9CCMSoGQNvbOJyJeSWFE/E59JWWj401J2RV9VVJ2AcuC3f+GpXPgSNUtIVpGwNifwugfQ2iYvfOJiFdTGBG/ca68kg83HSQ1/cKSsunJ8QzuHmnvgJ7IsmDv57D0WTi8yayFhsOY+2DMT6BVpJ3TiYiPUBgRn3fyTBmvr87h76tql5TdPjKGu8eppKxOlgVZS2Hpc3BgnVlr0QZG/485GtK6vb3ziYhPURgRn5V9/AwLMrL4R2ZNSVmXiJbco5Kyb7Y/A758FnJXmu3gVjBqOiQ9BG062jqaiPgmhRHxKSopuwi5a2DpryA7zWwHhcKIe2DcwxAWZe9sIuLTFEbEJ1RUOvjP9nxS01RS1mgHMs05IV8tMduBLUxHSPLPIKKbvbOJiF9QGBGvVn9JWbeqkjJd5VGvw5vN1TF7PjXbAUEwbDKMfxQiY+2dTUT8isKIeKXDBWdZtHI/b65RSVmjHdkOy+bAzo/NdkAgDL4dJjwK7RPsnU1E/JLCiHiV+krKpiXHc/Ol3VVS9k2O7TEhZPv7gAUEmDvoXvYEdOxl93Qi4scURsTjWZbFsj3HSE1TSVmTnMyC5b+BLW+DZa4qov/1cNks6NzP3tlERFAYEQ/mLCmbn57N3vNKyr47qAspKin7dgUHIO152Pg6OMxbWfT5rgkhXQbbO5uIyHkURsTjnKoqKXt1VQ7Hi0uBmpKyqUk96N6utc0TeriiI5DxIqx/BSpNyRs9J8IVP4duw+2dTUSkDgoj4jHqKym7O6kHt4+KVUnZtyk5CSv+AGvnQXmJWYtLgiv+F+LG2jubiMg3UBgRW1mWxfqcU6SmZfH5eSVlA7qGc+94lZQ1yLkCWPUXWPUSlBWZtW7D4YqnIOEyUL+KiHg4hRGxRUWlg8+2H2Feehab805Xr1/RtzPTk+NJTOigkrJvU3bGHAVZ8Qc4e8qsRQ0yb8f0vlohRES8hsKIuFVxaQXvrMvjlRXZHDilkrImKT8HmQsh/bdw5phZ69gbLn8S+l0PgTqSJCLeRWFE3CK/4BwLV2ZfUFJ255g47hoTR6cwlZR9q8py2PgaLH8eig6Ztcg4c3XM4FshUB0rIuKdFEbEpXYcKmR+ehYfqaSs6RyVsOUdWD4XTu03a+HdTG37sDshSCf2ioh3UxiRZmdZFsv3HCM1PYsV+2pKykZVlZRNVElZwzgcsOMD05p6fI9Za9PJ3MBu+N3QoqWt44mINBeFEWk2pRWVfLjxEPMzsthzRCVlTWZZsOc/8OWzcGSrWWsZCeMeglH3QkgbO6cTEWl2CiNy0eoqKWsTEsTto2K5WyVlDWdZkLUUvvwVHMw0ayFhMPZ+GPMTaBlh73wiIi6iMCJNtv/4GRZkZPNuZp5Kyi5WzkoTQnJWmO3gVjD6fyDpQWjd3t7ZRERcTGFEGsWyLDJzTjGvjpKylOQErh2skrJGOZhp3o75aonZDgqBEdNg3MMQFmXvbCIibqIwIg3iLClLTc9i03klZZf36URKcgKJPVVS1ihHtpsQsvtfZjsw2FwZM/5RiOhu72wiIm6mMCLfqL6SspuGmZKyXlEqKWuU43vN1THb3gMsCAiEwbfBhMegfYLd04mI2EJhROqUX3CORSv38+aaHAqrSsratW7BXYk9VFLWFKf2w/LfwOa3wDLn1zDgRlNY1qmPraOJiNhNYURqcZaUfbzlEOWV5oSQ+I5tmDbOlJS1ClFJWaMUHoK0F2DD38FRbtZ6X2Oq27sMtnc2EREPoTAi1SVl89Ozydh3vHp9VI/2TE+OZ1K/KJWUNVbxMcj4HaybD5XmcmcSLocr/he6j7B3NhERD6Mw4sfqKym7ZmA0KckJDImJtHdAb3T2FKz4I6z5G5SfMWuxiSaE9Bhn72wiIh5KYcQPnTpTxhtrTEnZsaKakrLbRpqSspj2KilrtNIiWP0yrPwzlBaYta7DTAjpORF0pZGISL0URvzI/uNneGVFNu+uP8DZ8koAosNrSsoiWqmkrNHKz8K6BZDxIpRU3Yenc3+4/OfQ91qFEBGRBlAY8XHOkrLU9Cz+u6OmpKx/l3BSxsdz7aCuhASrpKzRKsth4+vmCpmiQ2atfU9zYuqAmyBQP1MRkYZqVBh5+eWXefnll9m/fz8AAwYM4Omnn+aaa65xxWxyEVRS5iIOB2z7Jyx9Fk5lm7Xw7nDZ4zDkhxCkfC8i0liN+peze/fuzJ07l169emFZFq+++irXX389GzduZMCAAa6aURrhTGkF76w3JWV5J6tKyoICuXFYN6Ynq6SsySwLdn9q7h9zdLtZa90Rxj8Cw++GFi3tnU9ExIsFWJbzwH3TtG/fnueff55p06Y16PGFhYVERERQUFBAeHj4xTy1nOdIoSkpe2P110rKxsRxV2IPlZRdjKzlsOQXcHC92Q6NgKSfwuifQGhbe2cTEXETV75+N/mYcmVlJe+++y5nzpwhMTGx3seVlpZSWlpavV1YWNjUp5Q67DxcSGp6Fh9vrl1Sds+4eH6gkrKLk7cOvvwFZKeZ7RatYfSPYexPdSddEZFm1OgwsnXrVhITEzl37hxt27bl/fffp3///vU+fs6cOcyePfuihpTaVFLmYvnbzDkhu/9ttgNbwIh7IPlnupOuiIgLNPptmrKyMnJzcykoKOAf//gH8+fPZ/ny5fUGkrqOjMTExOhtmiYorajkw02HWJCeze4jRQAEBsA1g7qQkpzAUJWUXZwTX5mb2G39B9U3sRvyQ3NyamSs3dOJiNjKlW/TXPQ5I5MmTaJnz5787W9/a9Djdc5I450uKeONNbksWrlfJWWuUHDAXKK78XWwTP+KuYndk9Cpt72ziYh4CI88Z8TJ4XDUOvIhzSfnxBkWZFxYUjY1qQd3qKTs4p05Dukv1r5/TK/vmNbULkPsnU1ExI80KozMmjWLa665htjYWIqKinjzzTdZtmwZn332mavm80uZOSdJTcvmsx35KilzhXMFprZ99V+gzNyTh9ixMPFpiKv/ZGwREXGNRoWRo0eP8qMf/YjDhw8TERHB4MGD+eyzz7jyyitdNZ/fqHRYfLY9n9T0LDbmnq5ev6xPJ+5VSVnzKCuBtfPM3XTPnTZrXYbCxKd0/xgRERs1KowsWLDAVXP4rTOlFby7Po8FKilznYoy2PAqpD0PxUfMWsc+5u2YftcphIiI2Ezd1Tapq6QssrqkLI7OYWr0vGiOStjytrlC5nSuWYuMNSemDr4VAtXBIiLiCRRG3Gzn4ULmp2fz0eaDKilzFcuCnR/Bl8/C8d1mrW20qW6/dAoEh9g7n4iI1KIw4gaWZZG29zjz07NI31tTUjayRzumJycwqV8UQSopu3iWBV8tgSW/hMObzFqrdjDuYRiZAiG6BFpExBMpjLhQaUUlH206xIKMbHblq6TMpXJWwZe/hJwVZjukLSTOML9aRtg7m4iIfCOFEReoq6SsdUgQt42M4Z6keJWUNadDm8yddPd9braDQmFUijka0qajraOJiEjDKIw0o5wTZ3glI5t3VFLmesf2mPvH7PjAbAcEwaU/gvGPQkQ3W0cTEZHGURhpBnWVlPXrEk5KcjzfG6ySsmZ1Og+WzYXNb4LlAAJg0C1w2RPQoafd04mISBMojDRRpcPiv1UlZRu+VlKWkpzAWJWUNa8zxyH9t1XV7WVmrc+1cMXPIWqAvbOJiMhFURhpJGdJ2Ssr9pN7sgQwJWU3DOvK9OQEequkrHmdK4RVL8GqP9dUt/dIhonPQMxIe2cTEZFmoTDSQEedJWVrcik4Ww6opMylys/B+lcg/QUoOWHWugyFSc9AwuVqTRUR8SEKI99iV34hqWm1S8p6dGjNtHHx3Dy8O61D9CNsVpUVsGUxLJ0DhQfMWodL4IqnoP/1CiEiIj5Ir6R1sCyL9L3HSf1aSdmIuHakjFdJmUtYFuz82Fym62xNDetqTkwdOhmC9FdVRMRX6V/489RbUjawC9OT4xkW287mCX1U1nJYMhsOZprtVu0g+Wcwcjq0aGXvbCIi4nIKI9SUlL26cj9HVVLmPgczYckvIGuZ2W7RxjSmjr1frakiIn7Er8NIXSVlUeGhTB0bzw9HxRLRWiVlLnFsj6lu3/mR2Q5sASOnmaMhbTvbO5uIiLidX4aRzJxTzE/P4rPt+TiqSsr6Rodx7/gElZS5UsEBU1i26Y2awrIht8Nls6BdnN3TiYiITfwmjNRXUjahtykpS7pEJWUuc+YEZLwIa1Oh0rwNZgrL/hei+ts7m4iI2M7nw0hJWQXvrj/AgoxslZS5W2kRrPoLrPwTlJkTgokbZ7pCYkbZO5uIiHgMnw0j9ZWU3Tk6jh+NVUmZS1WUmsKytBegpOrS6OjBJoT0nKiuEBERqcXnwsiu/ELmp2fz4aaakrK4qpKyH6ikzLUclbB5MSybAwV5Zq19T/N2TP8bIFDn4oiIyIV84pX5m0rKpicncGV/lZS5lGXBrn+ZK2SO7TJrYV3OKyzTVUkiIlI/rw4jZRUOPtp8iPnpWSops0t2GnwxGw6uN9stIyF5Joy6V4VlIiLSIF4ZRgpKynl9Tc4FJWW3johh2jiVlLnFoY2msOyrL812i9Yw5j4Y+1NoFWnraCIi4l28KozknijhlRXZvLM+j5KympKyKWN7MHlUnErK3OH4XnP/mB0fmO3AFjB8Kox/FMKi7JxMRES8lFeEkfpKylKSE7huiErK3KLgICyfCxvfAKsSCIDBt5rCsvbxdk8nIiJezGPDSKXD4vMd+aSmZ5OZc6p6XSVlblZyEtJ/W7uwrPc1MPEpiBpg72wiIuITPC6MOEvKXlmRTc6JmpKy64eakrI+0Sopc4vSYlj9Mqz8I5QWmrXYsTDp/yB2tK2jiYiIb/GYMHK08ByvrtrP66trSsoiWrXgzjGxTEnsQedwlZS5RUUZbHgVlv8Gzhw1a9GDYOIzcMkkFZaJiEizsz2M7M4vIjU9i482HaKs0gGopMwWDgdsf890hZzab9baxZvCsgE3qbBMRERcxrZX+pVfHefNjbtI23Osem14XDtSVFLmXpYFXy0xXSH5W8xam84w4TG4dAoEh9g7n4iI+Dzbwsi9f88kMLQ1gQFw9cBopicncKlKytzrwHr44v9gf7rZDg2HpAdg9E8gtK2to4mIiP+wLYy0CgnkjrE9uCcpntgOKilzq2N74MtfwM6PzXZQiGlMHTcT2nSwdzYREfE7toWRLx6+jJhovfC5VXVXyOtgOSAgEIbcYbpCImPsnk5ERPyUbWFEbaluVHISMn4Ha+dBxTmz1uda0xXSuZ+9s4mIiN/TpSq+rKwE1vwVVvwezhWYNXWFiIiIh1EY8UWV5eatmOW/hqLDZi1qoOkK6XWlukJERMSjKIz4EsuCHR+arpAT+8xaZCxc/r8w6BZ1hYiIiEdSGPEV+1fA50/DwfVmu3VH0xUyfCoEh9o6moiIyDdRGPF2R3earpA9/zHbLdrA2Pth7E8hVPfxERERz9eo4/Zz5sxh5MiRhIWF0blzZ2644QZ2797tqtnkmxQchA9nwMtjTRAJCIIR0+CBjXD5kwoiIiLiNRp1ZGT58uXMmDGDkSNHUlFRwZNPPsl3vvMdduzYQZs2bVw1o5zv7Glzdczql2su0+33fZj4NHTsZedkIiIiTRJgWZbV1C8+duwYnTt3Zvny5YwfP75BX1NYWEhERAQFBQWEh4c39an9T0UprJsPac/D2VNmLTYRrvwFxIyydzYREfF5rnz9vqhzRgoKTHdF+/btm2UYqYPDAdv+Ya6QOZ1r1jr2MV0hfa7RZboiIuL1mhxGHA4HDz30EElJSQwcOLDex5WWllJaWlq9XVhY2NSn9D9Zy+C/T9XcTTesi6luHzoZgnTusYiI+IYmv6LNmDGDbdu2kZGR8Y2PmzNnDrNnz27q0/inozvNZbp7/2u2Q8Mh6UEYcx+E6KaCIiLiW5p0zsj999/Phx9+SFpaGvHx8d/42LqOjMTExOickboUH4Wlz8KGv5sb2QUGmytkJjyuu+mKiIitPOacEcuy+OlPf8r777/PsmXLvjWIAISGhhIaqtKtb1RWAqteMlfJlBWbtb7fg0mzoeMlto4mIiLiao0KIzNmzODNN9/kww8/JCwsjPz8fAAiIiJo1aqVSwb0aQ4HbFkMS34JRYfMWtdL4apnIW6svbOJiIi4SaPepgmo58qNhQsXMnXq1AZ9D13aWyVrGfz3fyF/q9mOiIVJz8CAm3QPGRER8Tge9TaNXKSju+Dzp847OTUCxv8MRv0PtGhp72wiIiI20PWh7nLmBCx7DtYvBKtSJ6eKiIhUURhxtcpy05y6bA6cMyVxOjlVRESkhsKIK+39Aj6bBcf3mO2ogXD1HIhvWHW+iIiIP1AYcYXje+GzJ2vOC2ndAa54Ci79EQQG2TubiIiIh1EYaU5nT8Py38Dav4GjwpwXMvrHMP5RaBVp93QiIiIeSWGkOTgqIXORaU8tOWHWel8N33lW54WIiIh8C4WRi5W1HP4zC45uN9ud+sJVz8ElE+2dS0RExEsojDTVySxzR91dn5jtlpFw+ZMw4h4IamHraCIiIt5EYaSxys9C+ovmPjKVZRAQBCOnwWWzoHV7u6cTERHxOgojjbH7P/DpY3A6x2wnXG4u1e3cz965REREvJjCSEOczoVPn4Dd/zLb4d1MCOn3fajnfj0iIiLSMAoj36SiFFb+CdJegIqz5lLdMfeZCvfQtnZPJyIi4hMURuqTtQz+9Qic2Gu248bBtS/oLRkREZFmpjDydYWHTXvq9vfMdpvOcNWzMOgWvSUjIiLiAgojTo5KWJsKX/4KyoogIBBGppjLddWeKiIi4jIKIwBHd8JHP4UD68x2txHwvRehyxB75xIREfED/h1GKkpNZ0j6b8FRDiFhcOVsGH43BAbaPZ2IiIhf8N8wkrfWHA05tsts974Grv0tRHSzdy4RERE/439hpLQYlvwC1s4DLGjdEb77Gxhwk05QFRERsYF/hZGvvoSPHoCCPLM95A5zUzvVuIuIiNjGP8JIWQl8/jSsSzXbEbFw3e/gkkn2ziUiIiJ+EEYOZsJ798KJfWZ75HSYNFsNqiIiIh7Cd8NIZbmpcU97HqxKCOsC1/9ZR0NEREQ8jG+GkeP74L3pcGij2R54M3z3BZ0bIiIi4oF8L4xseQc+fgjKz0DLSHO57qAf2D2ViIiI1MN3wkhZCXz6GGx8zWz3SIab5kF4V3vnEhERkW/kG2Hk2G54dyoc3QEEwITHYcJjEBhk92QiIiLyLbw/jOz4CN7/sXlbpk1nuHk+JEyweyoRERFpIO8NIw4HLJ8Ly39ttnskw80LICzK3rlERESkUbwzjJSVwHspsOsTsz3mPrjylxDknX8cERERf+Z9r95nTsBbt8GBdRAUAt/7PQybbPdUIiIi0kTeFUZO7YfXbzZtqi0j4Y7FEJdo91QiIiJyEbwnjBzfC4u+B8X5EBEDd/4TOvWxeyoRERG5SN4RRo7vhUXXQvER6Nwf7nwPwrvYPZWIiIg0A88PIye+qjoicgQ6D4ApH0ObDnZPJSIiIs0k0O4BvlHJSXjjB+atmc4DYMpHCiIiIiI+xnPDSEUpvH0nnMyCiFj40QfQpqPdU4mIiEgz89ww8tnPIWcFhIbD5HegbWe7JxIREREX8MwwsvtTWJdqfn/zAujcz955RERExGU8L4yUnIQPZ5jfJ94Pvb9j7zwiIiLiUo0OI2lpaVx33XV07dqVgIAAPvjgg+adaMlsKDkBnfrBxKeb93uLiIiIx2l0GDlz5gxDhgzhpZdeav5pDmZC5qvm99f+FoJDm/85RERExKM0umfkmmuu4ZprrnHFLLD0OcCCwbdBjyTXPIeIiIh4FJeXnpWWllJaWlq9XVhYWPcDD2+BfV9AQCBc9oSrxxIREREP4fITWOfMmUNERET1r5iYmLofuH6B+dj/Bmif4OqxRERExEO4PIzMmjWLgoKC6l95eXkXPqiiDHZ8aH5/6V2uHklEREQ8iMvfpgkNDSU09FtORM1aCmdPQZvO0GO8q0cSERERD+IZPSO7/mU+9r8egjz/3n0iIiLSfBr9yl9cXMy+ffuqt7Ozs9m0aRPt27cnNja28RNYFnz1pfl9LxWciYiI+JtGh5H169dz+eWXV2/PnDkTgClTprBo0aLGT3BiHxTkQVCILucVERHxQ40OI5dddhmWZTXfBM6jIrFjIKRN831fERER8Qr2nzOSu9p81ImrIiIifsn+MJK31nyMGWXvHCIiImILe8NI4SEoPGBaV7sNt3UUERERsYe9YcR5VCRqAIS2tXUUERERsYe9YSR/q/nY9VJbxxARERH72BtGTueaj+3jbR1DRERE7GNzGMkxHyPjbB1DRERE7OMZR0baKYyIiIj4K/vCSGU5FOWb30fE2DaGiIiI2Mu+MFJ8DLAgMBhad7RtDBEREbGXfWHkzBHzsU1nCLS/e01ERETsYfORESAs2rYRRERExH72hRHn+SIKIyIiIn7NxrdpjpqPbaNsG0FERETsZ+PbNFVhREdGRERE/Jr9YURHRkRERPyajWGk6mqasC62jSAiIiL284AwoiMjIiIi/szGE1iPm49tdc6IiIiIP7OxbcwBBECbTvaNICIiIrazt/q0TScICrZ1BBEREbGXvWFEl/WKiIj4PYURERERsZW9YUQdIyIiIn5PR0ZERETEVjoyIiIiIray+ciI2ldFRET8nd6mEREREVvpbRoRERGxlcKIiIiI2Mq+MNKyHQSH2Pb0IiIi4hnsCyM6KiIiIiLYGUbCOtv21CIiIuI57AsjbXRkRERERGx9m0ZHRkRERERhRERERGymE1hFRETEVgojIiIiYisbT2DtZNtTi4iIiOdoUhh56aWX6NGjBy1btmT06NGsXbu28d8kTEdGREREpAlh5O2332bmzJk888wzbNiwgSFDhnDVVVdx9OjRxn2jFq0a+9QiIiLigxodRl588UVSUlK4++676d+/P3/9619p3bo1r7zyiivmExERER/XqDBSVlZGZmYmkyZNqvkGgYFMmjSJVatW1fk1paWlFBYW1volIiIi4tSoMHL8+HEqKyuJiqp9vkdUVBT5+fl1fs2cOXOIiIio/hUTE9P0aUVERMTnuPxqmlmzZlFQUFD9Ky8vz9VPKSIiIl4kuDEP7tixI0FBQRw5cqTW+pEjR4iOjq7za0JDQwkNDW36hCIiIuLTGnVkJCQkhOHDh7NkyZLqNYfDwZIlS0hMTGz24URERMT3NerICMDMmTOZMmUKI0aMYNSoUfz+97/nzJkz3H333a6YT0RERHxco8PIbbfdxrFjx3j66afJz89n6NCh/Oc//7ngpFYRERGRhgiwLMty5xMWFhYSERFBQUEB4eHh7nxqERERaSJXvn7bd28aERERERRGRERExGYKIyIiImIrhRERERGxlcKIiIiI2EphRERERGylMCIiIiK2UhgRERERWymMiIiIiK0aXQd/sZyFr4WFhe5+ahEREWki5+u2K4rb3R5GTpw4AUBMTIy7n1pEREQu0okTJ4iIiGjW7+n2MNK+fXsAcnNzm/0PI41TWFhITEwMeXl5uk+QzbQvPIf2hefQvvAsBQUFxMbGVr+ONye3h5HAQHOaSkREhP5yeYjw8HDtCw+hfeE5tC88h/aFZ3G+jjfr92z27ygiIiLSCAojIiIiYiu3h5HQ0FCeeeYZQkND3f3U8jXaF55D+8JzaF94Du0Lz+LK/RFgueIaHREREZEG0ts0IiIiYiuFEREREbGVwoiIiIjYSmFEREREbOXWMPLSSy/Ro0cPWrZsyejRo1m7dq07n94vzZkzh5EjRxIWFkbnzp254YYb2L17d63HnDt3jhkzZtChQwfatm3LzTffzJEjR2ya2H/MnTuXgIAAHnrooeo17Qv3OXjwIHfeeScdOnSgVatWDBo0iPXr11d/3rIsnn76abp06UKrVq2YNGkSe/futXFi31VZWclTTz1FfHw8rVq1omfPnvzyl7+sdQ8U7Q/XSEtL47rrrqNr164EBATwwQcf1Pp8Q37uJ0+eZPLkyYSHhxMZGcm0adMoLi5u3CCWmyxevNgKCQmxXnnlFWv79u1WSkqKFRkZaR05csRdI/ilq666ylq4cKG1bds2a9OmTdZ3v/tdKzY21iouLq5+zI9//GMrJibGWrJkibV+/XprzJgx1tixY22c2vetXbvW6tGjhzV48GDrwQcfrF7XvnCPkydPWnFxcdbUqVOtNWvWWFlZWdZnn31m7du3r/oxc+fOtSIiIqwPPvjA2rx5s/X973/fio+Pt86ePWvj5L7p2WeftTp06GB98sknVnZ2tvXuu+9abdu2tf7whz9UP0b7wzX+/e9/Wz//+c+t9957zwKs999/v9bnG/Jzv/rqq60hQ4ZYq1evttLT061LLrnEuuOOOxo1h9vCyKhRo6wZM2ZUb1dWVlpdu3a15syZ464RxLKso0ePWoC1fPlyy7Is6/Tp01aLFi2sd999t/oxO3futABr1apVdo3p04qKiqxevXpZn3/+uTVhwoTqMKJ94T6PP/64NW7cuHo/73A4rOjoaOv555+vXjt9+rQVGhpqvfXWW+4Y0a9ce+211j333FNr7aabbrImT55sWZb2h7t8PYw05Oe+Y8cOC7DWrVtX/ZhPP/3UCggIsA4ePNjg53bL2zRlZWVkZmYyadKk6rXAwEAmTZrEqlWr3DGCVCkoKABqbliYmZlJeXl5rX3Tt29fYmNjtW9cZMaMGVx77bW1fuagfeFOH330ESNGjOCWW26hc+fODBs2jNTU1OrPZ2dnk5+fX2tfREREMHr0aO0LFxg7dixLlixhz549AGzevJmMjAyuueYaQPvDLg35ua9atYrIyEhGjBhR/ZhJkyYRGBjImjVrGvxcbrlR3vHjx6msrCQqKqrWelRUFLt27XLHCAI4HA4eeughkpKSGDhwIAD5+fmEhIQQGRlZ67FRUVHk5+fbMKVvW7x4MRs2bGDdunUXfE77wn2ysrJ4+eWXmTlzJk8++STr1q3jgQceICQkhClTplT/vOv6N0v7ovk98cQTFBYW0rdvX4KCgqisrOTZZ59l8uTJANofNmnIzz0/P5/OnTvX+nxwcDDt27dv1L5x+117xT4zZsxg27ZtZGRk2D2KX8rLy+PBBx/k888/p2XLlnaP49ccDgcjRozgueeeA2DYsGFs27aNv/71r0yZMsXm6fzPO++8wxtvvMGbb77JgAED2LRpEw899BBdu3bV/vATbnmbpmPHjgQFBV1wVcCRI0eIjo52xwh+7/777+eTTz5h6dKldO/evXo9OjqasrIyTp8+Xevx2jfNLzMzk6NHj3LppZcSHBxMcHAwy5cv549//CPBwcFERUVpX7hJly5d6N+/f621fv36kZubC1D989a/We7x6KOP8sQTT3D77bczaNAg7rrrLh5++GHmzJkDaH/YpSE/9+joaI4ePVrr8xUVFZw8ebJR+8YtYSQkJIThw4ezZMmS6jWHw8GSJUtITEx0xwh+y7Is7r//ft5//32+/PJL4uPja31++PDhtGjRota+2b17N7m5udo3zWzixIls3bqVTZs2Vf8aMWIEkydPrv699oV7JCUlXXCJ+549e4iLiwMgPj6e6OjoWvuisLCQNWvWaF+4QElJCYGBtV+OgoKCcDgcgPaHXRryc09MTOT06dNkZmZWP+bLL7/E4XAwevTohj/ZRZ9+20CLFy+2QkNDrUWLFlk7duyw7r33XisyMtLKz8931wh+6Sc/+YkVERFhLVu2zDp8+HD1r5KSkurH/PjHP7ZiY2OtL7/80lq/fr2VmJhoJSYm2ji1/zj/ahrL0r5wl7Vr11rBwcHWs88+a+3du9d64403rNatW1uvv/569WPmzp1rRUZGWh9++KG1ZcsW6/rrr9elpC4yZcoUq1u3btWX9r733ntWx44drccee6z6MdofrlFUVGRt3LjR2rhxowVYL774orVx40YrJyfHsqyG/dyvvvpqa9iwYdaaNWusjIwMq1evXp57aa9lWdaf/vQnKzY21goJCbFGjRplrV692p1P75eAOn8tXLiw+jFnz5617rvvPqtdu3ZW69atrRtvvNE6fPiwfUP7ka+HEe0L9/n444+tgQMHWqGhoVbfvn2tefPm1fq8w+GwnnrqKSsqKsoKDQ21Jk6caO3evdumaX1bYWGh9eCDD1qxsbFWy5YtrYSEBOvnP/+5VVpaWv0Y7Q/XWLp0aZ2vEVOmTLEsq2E/9xMnTlh33HGH1bZtWys8PNy6++67raKiokbNEWBZ51XciYiIiLiZ7k0jIiIitlIYEREREVspjIiIiIitFEZERETEVgojIiIiYiuFEREREbGVwoiIiIjYSmFEREREbKUwIiIiIrZSGBERERFbKYyIiIiIrRRGRERExFb/D4+g51hxOHjaAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -309,7 +315,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:22.040774Z", + "iopub.status.busy": "2024-07-11T15:27:22.040535Z", + "iopub.status.idle": "2024-07-11T15:27:22.043279Z", + "shell.execute_reply": "2024-07-11T15:27:22.042813Z" + } + }, "outputs": [], "source": [ "# Compare the value functions for the two types\n", @@ -325,7 +338,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:22.044711Z", + "iopub.status.busy": "2024-07-11T15:27:22.044479Z", + "iopub.status.idle": "2024-07-11T15:27:22.445199Z", + "shell.execute_reply": "2024-07-11T15:27:22.444558Z" + } + }, "outputs": [], "source": [ "# Simulate some data; results stored in mNrm_hist, cNrm_hist, and pLvl_hist\n", @@ -340,7 +360,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:22.447263Z", + "iopub.status.busy": "2024-07-11T15:27:22.447004Z", + "iopub.status.idle": "2024-07-11T15:27:22.550522Z", + "shell.execute_reply": "2024-07-11T15:27:22.549987Z" + } + }, "outputs": [], "source": [ "# Make and solve an idiosyncratic shocks consumer with a finite lifecycle\n", @@ -353,13 +380,20 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:22.552358Z", + "iopub.status.busy": "2024-07-11T15:27:22.552084Z", + "iopub.status.idle": "2024-07-11T15:27:22.578300Z", + "shell.execute_reply": "2024-07-11T15:27:22.577823Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle consumer took 0.2046 seconds.\n" + "Solving a lifecycle consumer took 0.0235 seconds.\n" ] } ], @@ -374,7 +408,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:22.579821Z", + "iopub.status.busy": "2024-07-11T15:27:22.579599Z", + "iopub.status.idle": "2024-07-11T15:27:22.634125Z", + "shell.execute_reply": "2024-07-11T15:27:22.633624Z" + } + }, "outputs": [ { "name": "stdout", @@ -385,7 +426,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -406,7 +447,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:22.635726Z", + "iopub.status.busy": "2024-07-11T15:27:22.635480Z", + "iopub.status.idle": "2024-07-11T15:27:22.726396Z", + "shell.execute_reply": "2024-07-11T15:27:22.725887Z" + } + }, "outputs": [ { "name": "stdout", @@ -417,7 +465,7 @@ }, { "data": { - "image/png": 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", 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naxCGIAiCcKujaxp7fvNPfPLmb7Esk0BtHQ8/9RxL79xc7dCE64hkNARBEITrzuDpk+z60Q8Y6T0DwOr7tvPgN5/CFwxVOTLheiOiIQiCIFw3DF1n7z//hvbf/grTMPCFIzz05LOs2LKt2qEJNwgRDUEQBOG6MNJ7hl0vv8jgqRMArNiyjS88+Sz+cKTKkQk3EhENQRAE4Zpimgb7fvcGH//65xi6jjcQ5M+/9TSt9z6AoijVDk+4wYhoCIIgCNeMsb7z7Nr5Iv3dnQAsuXMTD3/7OYJ19VWOTKgWIhqCIAjCVWOZJgd2/54Pf/FT9HwOt8/H9r9+knXbH5Isxm2OiIYgCIJwVcSGBtm984f0HrUnRy9ct4EdTz9PuLGpypEJswERDUEQBOGKsCyLQ+/u5k8/ew0tm8Hp8fDA17/FhoceQVHVaocnzBJENARBEITLJjE6wh9eeYmeg/sBmNe6hh3feYHalrlVjkyYbYhoCIIgCJeMZVkc/eCPvPf6j8mlUzhcLu772hPc9RdfQlVlY01hKiIagiAIwiWRGo/y9qs/4uS+dgBalq3gi898j/r5C6ocmTCbEdEQBEEQLkrXno9457WXySbiqA4n2x57nM1f+gqqQ7IYwoUR0RAEQRBmJJOI8+5P/oGujz8AoHHREr74zHdpWry0ypEJNwsiGoIgCMK0nPy0g7d//PekxqMoqkrbXz7G1q98DYfTVe3QhJsIEQ1BEAShglw6xXuvv8qR998BoG7eAh555ru0LF9Z5ciEmxERDUEQBKFIz8H97H7lJZKjI6AobHr0y9z71b/C6XZXOzThJkVEQxAEQSCfzfDBz3/CwbffAqCmeQ47nnmB+a1rqxyZcLMjoiEIgnCb03v0ELt3/pDY0CAAG3c8yv2PfwOX11vlyIRbARENQRCE2xQtn+OjX/4j+996EyyLUEMjO55+nkXrN1Y7NOEWQkRDEAThNqSvu5NdL79ItP88AOsefJjtT/wNHr+/ypEJtxoiGoIgCLcRuqax5zf/xCdv/hbLMgnU1vHwU8+x9M7N1Q5NuEUR0RAEQbhNGDx9kl0/+gEjvWcAWH3fdh785lP4gqEqRybcyohoCIIg3OIYus7ef/4N7b/9FaZh4AtHeOjJZ1mxZVu1QxNuA0Q0BEEQbmFGes+w6+UXGTx1AoAVW7bxhSefxR+OVDky4XZBREMQBOEWxDQN9v3uDT7+9c8xdB1vIMiff+tpWu99AEVRqh2ecBshoiEIgnCLMdZ3nl07X6S/uxOAJXdu4uFvP0ewrr7KkQm3IyIagiAItwiWaXJg9+/58Bc/Rc/ncPt8bP/rJ1m3/SHJYghVQ0RDEAThFiA2NMjunT+k9+ghABau28COp58n3NhU5ciE2x0RDUEQhJsYy7I49O5u/vSz19CyGZweDw98/VtseOgRFFWtdniCIKIhCIJws5IYHeEPr7xEz8H9AMxrXcOO77xAbcvcKkcmCCVENARBEG4yLMvi6Ad/5L3Xf0wuncLhcnHf157grr/4EqrqqHZ4glCBiIYgCMJNRGo8ytuv/oiT+9oBaFm2gi8+8z3q5y+ocmSCMD0iGoIgCDcJXXs+4p3XXiabiKM6nGx77HE2f+krqA7JYgizFxENQRCEWU4mEefdn/wDXR9/AEDjoiV88Znv0rR4aZUjE4SLI6IhCIIwizn5aQdv//jvSY1HUVSVtr98jK1f+RoOp6vaoQnCJSGiIQiCMAvJpVO89/qrHHn/HQDq5i3gkWe+S8vylVWOTBAuDxENQRCEWUbPwf3sfuUlkqMjoChsevTL3PvVv8Lpdlc7NEG4bEQ0BEEQZgn5bIYPfv4TDr79FgA1zXPY8cwLzG9dW+XIBOHKEdEQBEGYBfQePcTunT8kNjQIwMYdj3L/49/A5fVWOTJBuDpENARBEKqIls/x0S//kf1vvQmWRaihkR1PP8+i9RurHZogXBNENARBEKpEX3cnu15+kWj/eQDWPfgw25/4Gzx+f5UjE4Rrh4iGIAjCDUbXNPb85p/45M3fYlkmgdo6Hn7qOZbeubnaoQnCNUdEQxAE4QYyeOoEu15+kZHeMwCsvm87D37zKXzBUJUjE4Trg4iGIAjCDcDQdfb+829o/+2vMA0DXzjCQ08+y4ot26odmiBcV0Q0BEEQrjMjvWfY9fKLDJ46AcCKLdv4wpPP4g9HqhyZIFx/RDQEQRCuE6ZpsO93b/Dxr3+Ooet4A0H+/FtP03rvAyiKUu3wBOGGIKIhCIJwHRjrO8+unS/S390JwJI7N/Hwt58jWFdf5cgE4cYioiEIgnANsUyTA7t/z4e/+Cl6Pofb52P7Xz/Juu0PSRZDuC0R0RAEQbhGxIYG2b3zh/QePQTAwnUb2PH084Qbm6ocmSBcOalYjhP7hjjw/okr+nwRDUEQhKvEsiwOvbubP/3sNbRsBqfHwwNf/xYbHnoERVWrHZ4gXDZazuD0wWG6OgboPRbFMi0y+dQVvZaIhiAIwlWQGB3hD6+8RM/B/QDMa13Dju+8QG3L3CpHJgiXh2lanO+M0rV3gFMHhtFyRvG55iVh5q2bA//t8l9XREMQBOEKsCyLox/8kfde/zG5dAqHy8V9X3uCu/7iS6iqo9rhCcIlYVkWo+eTdLUP0P3JIOlYvvhcuMHLyrYWVm1poabZTzwev6L3ENEQBEG4TFLjUd5+9Uec3NcOQMuyFXzxme9RP39BlSMThEsjGc3SvXeQro4BxvpKJRFPwMmKu5tZ2dZCy9LwNWlgFtEQBEG4DLr2fMQ7r71MNhFHdTjZ9tjjbP7SV1AdksUQZjf5jM7JA0N0dQxyvjsKlv246lRYsr6BlW0tLFpXj8N5bfuKRDQEQRAugUwizrs/+Qe6Pv4AgMZFS/jiM9+lafHSKkcmCDNjGCa9R8fo7hjg1MERDM0sPjdneYRVbS0su6sJb8B13WIQ0RAEQbgIJz/t4O0f/z2p8SiKqtL2l4+x9Stfw+G8fr+cBeFKsSyLoTMJujoGOLFvkExCKz5X0+xnVVsLK7c0E27w3ZB4Lks0du7cyc6dO+np6QFg7dq1/Kf/9J945JFHrkdsgiAIVSWXTvHe669y5P13AKibt4BHnvkuLctXVjkyQZhKfCRD994BujoGGR9MFx/3hVys2NzMqrYWGheGbvjguMsSjfnz5/N3f/d3rFixAsuy+OlPf8q//tf/mgMHDrB27drrFaMgCMINp+fgfna/8hLJ0RFQFDY9+mXu/epf4XS7qx2aIBTJpjROfDpE994B+k/Eio87XSpLNjayckszC9bU4XBUb56LYlmWdTUvUFdXx//5f/6f/Lt/9+8u6fx4PE4kEiEWixEOh6/mrQVBEK45+WyGD37+Ew6+/RYANc1z2PHMC8xvlT+mhNmBoZmcOTxKV8cAPYdHMPXCZVyB+atqWdXWwtKNjbh917Y74kqv31cchWEY/OY3vyGVSnHPPffMeF4ulyOXy1UEKgiCMBvpPXqI3Tt/SGxoEICNOx7l/se/gcvrrXJkwu2OZVkMnIzRtXeQE/sGyaX14nP18wKsbGth5eYWgrWeKkY5PZctGocOHeKee+4hm80SDAZ54403WLNmzYznf//73+dv//ZvrypIQRCE64mWz/HRL/+R/W+9CZZFqKGRHU8/z6L1G6sdmnCbMz6YpmvvAN0dA8RHssXHAxE3K7a0sKqthYb5wSpGeHEuu3SSz+c5e/YssViM//E//gf/9//9f/P+++/PKBvTZTQWLFggpRNBEGYFfd2d7Hr5RaL95wFY9+DDbH/ib/D4/VWOTLhdySTznNg3RFfHAIOnS1UAp8fBsjsbWdXWwrxVtajqjW3qvNLSyVX3aHzhC19g2bJlvPLKK5d0vvRoCIIwG9A1jT2/+Sc+efO3WJZJoLaOh596jqV3bq52aMJtiK4Z9Hxu912cPTyKadqXZkWBBavrWFnou3B5qjcY7ob3aExgmmZFxkIQBGG2M3jqBLtefpGR3jMArL5vOw9+8yl8wVCVIxNuJyzTov/kOF3tA5zYP0w+U+q7aFgQZFVbCys2NxOIzL6+i8vhskTjP/yH/8AjjzzCwoULSSQS/OIXv+BPf/oTu3fvvl7xCYIgXDMMXWfvP/+G9t/+CtMw8IUjPPTks6zYsq3aoQm3EdGBFF0dA3R3DJIYK/VdBGs9rNxi7zNSP3d2911cDpclGkNDQzzxxBP09/cTiUS444472L17Nw899ND1ik8QBOGaMNJ7hl0vv8jgqRMArNiyjS88+Sz+cKTKkQm3A+l4nuP7BunuGGDoTKL4uMvrYNldTXbfxYoalBvcd3EjuCzReO21165XHIIgCNcF0zTY97s3+PjXP8fQdbyBIH/+radpvfeBGz4hUbi90PMGpz8fsfsujoxhTfRdqAoL19axaksLizc04HLf2hvyyV4ngiDcsoz1nWfXzhfp7+4EYMmdm3j4288RrKuvcmTCrYplWpw/Pk5XxwAn9w+hZY3ic02LQqxsa2HFpmb84dtnwqyIhiAItxyWaXJg9+/58Bc/Rc/ncPt8bP/rJ1m3/SHJYgjXhdG+JN0dg3TvHSAZLS2QCNV5Wdlm7zNS2xKoYoTVQ0RDEIRbitjQILt3/pDeo4cAWLhuAzuefp5wY1OVIxNuNVKxHMc/GaSrY4CR3mTxcbfPyfK7Glm1tYU5y27NvovLQURDEIRbAsuyOPTubv70s9fQshmcHg8PfP1bbHjoERS1ehtKCbcWWs7g9MFhujoG6D06xsQkKlVVWLiunlVtLSy+ox6n69buu7gcRDQEQbjpSYyO8IdXXqLn4H4A5rWuYcd3XqC2ZW6VIxNuBUzT4nxXlK6OAU4dGEbLlfoumpeEWdXWwvJNTfiCt0/fxeUgoiEIwk2LZVkc/eCPvPf6j8mlUzhcLu772hPc9RdfQlXlL0rh6hg5l6S7Y4DuvQOkYvni4+EGLyvbWli1pYWaZhlVfzFENARBuClJjUd5+9UfcXJfOwAty1bwxWe+R/38BVWOTLiZSY3n6N5r912Mni/1XXj8Tpbfbc+7aFkWkabiy0BEQxCEm46uPR/xzmsvk03EUR1Otj32OJu/9BVUh2QxhMsnn9U59dkw3R0DnOuMlvouHAqL1zewqq2FRevqcbik1+dKENEQBOGmIZOI8+5rO+na8yEAjYuW8MVnvkvT4qVVjky42TANk3Odhb6Lz4bR82bxuTnLIqxsa2H53U14A64qRnlrIKIhCMJNwclPO3j7x39PajyKoqq0/eVjbP3K13A45UIgXBqWZTHSm6SrY4DjnwySjpf6LiKNPlZtbWHllhYijb4qRnnrIaIhCMKsJpdO8d7rr3Lk/XcAqJu3gEee+S4ty1dWOTLhZiEZzRb7Lsb6UsXHvQEXyzfZfRfNS8LSd3GdENEQBGHW0nNwP7tfeYnk6AgoCpse/TL3fvWvcLplGaFwYfIZnZMHhujqGOR8dxQKfRcOp8riO+x5FwvX1uNwSt/F9UZEQxCEWUc+m+GDn/+Eg2+/BUBN8xx2PPMC81vXVjkyYTZjGiZnj47R3THA6YMj6Fqp72LuihpWtbWw7K5GPH4pt91IRDQEQZhV9B49xO6dPyQ2NAjAxh2Pcv/j38Dl9VY5MmE2YlkWw2cTdLUPcHzfIJmEVnyuptnPqrYWVm5pJtwgfRfVQkRDEIRZgZbP8dEv/5H9b70JlkWooZEdTz/PovUbqx2aMAuJj2bo3jtId8cA0YF08XFfyMWKTc2s2tpC48KQ9F3MAkQ0BEGoOn3dnex6+UWi/ecBWPfgw2x/4m/w+GXqolAil9Y4ud/eZ6Tv+HjxcYdLZckGe97FgjV1OBzSdzGbENEQBKFq6JrGnt/8E5+8+VssyyRQW8fDTz3H0js3Vzs0YZZg6HbfRVf7AD2fj2Dohb4LBeattPsult7ZhMcnl7PZivzLCIJQFQZPnWDXyy8y0nsGgNX3befBbz6FLxiqcmRCtbEsi8GeON3tAxzfN0Q2Veq7qJ0TYFVbMyu3tBCqk76dmwERDUEQbiiGrrP3n39D+29/hWkY+MIRHnryWVZs2Vbt0IQqEx/J0NUxQPfeQcYHy/ouwm5Wbm5mVVsLDQuC0ndxkyGiIQjCDWOk9wy7Xn6RwVMnAFixZRtfePJZ/OFIlSMTqkU2pXHi0yG6OwboPxkrPu50qSzZ2MiqrS0saK1Flb6LmxYRDUEQrjumabDvd2/w8a9/jqHreANB/vxbT9N67wPy1+ltiKGbnDk8SlfHAD2HRjD1wjQtBeavqmXV1haWbmzE7ZVL1K2A/CsKgnBdGes7z66dL9Lf3QnAkjs38fC3nyNYV1/lyIQbiWVZDJyK09UxwIlPB8ml9OJz9fOCrGprYcXmZoK1nipGKUyHNjREumMvgx9+cEWfL6IhCMJ1wTJNDuz+PR/+4qfo+Rxun4/tf/0k67Y/JFmM24jxobTdd9ExQHwkW3w8EHGzYkuL3XcxP1jFCIXJ6NEo6Y69pPd2kGrvIH/qFABJw7ii1xPREAThmhMbGmT3zh/Se/QQAAvXbWDH088TbmyqcmTCjSCb1Di+z97EbPB0vPi40+Ng2Z2NrGprYd6qWlRVhHM2YMTjpPftI9XeTrpjL7mursoTFAXP6lZcd2yAv/0vl/36IhqCIFwzLMvi0Lu7+dPPXkPLZnB6PDzw9W+x4aFHUFRp5ruV0TWDns9H6d47wJnDo5iG3XehKLBgdR0r2+y+C5fHUeVIBTOVIr1/f1EsskePgmlWnONZsQJ/WxuBrW34N23CUVNDPB4X0RAEoXokRkf4wysv0XNwPwDzWtew4zsvUNsyt8qRCdcLy7ToPxmjq2OAk/uHyKVLfRcNC0p9F4GI9F1UEzObJfPZZ6Q6Oki3d5A5dAh0veIc95Il+Nu2EGhrw79lC876a9dDJaIhCMJVYVkWRz/4I++9/mNy6RQOl4v7vvYEd/3Fl1BV+ev1ViQ6kKJ7r10aSYyW+i6CtR5WbmlmZVsL9XOl76JaWPk8mcOH7YxFeweZzz7DyucrznHNn18Si7atuJqvX1lTREMQhCsmNR7l7Vd/xMl97QC0LFvBF5/5HvXzF1Q5MuFak0nk7b6L9gGGziSKj7u8Dpbd1WT3XayoQZG+ixuOZRhkjx4tlkLSn36KlclUnONsasK/tY1A21b8bW2458+7YfGJaAiCcEV07fmId157mWwijupwsu2xx9n8pa+gOiSLcaug5w1Ofz5CV8cAZ4+MYZmFvgtVYeHaOlZtaWHxhgZcbvk3v5FYpkmuu5t0h70qJL1vH2YiUXGOo66uLGPRhnvx4qqt9hLREAThssgk4rz72k669nwIQOOiJXzxme/StHhplSMTrgWWadF3fLzYd5HPlpY0Ni0KsbKthRWbmvGH3VWM8vbCsizyp0+XMhYdHRjj4xXnqOEw/s2bi2LhWbF81jRgi2gIgnDJnPy0g7d//PekxqMoqkrbXz7G1q98DYfTVe3QhKtkrC9V2GdkgGQ0V3w8VOdlZZu9z0htS6CKEd4+WJaFdu5cKWPR0YE+PFxxjuL34990d7HHwru6FWWWZhNFNARBuCi5dIr3Xn+VI++/A0DdvAU88sx3aVm+ssqRCVdDOp7n+Cd2U+fw2VLq3e1zsvwue5+ROcuk7+JGoA0MVIiF1tdX8bzi8eC78057uWlbG75161BcN4fgi2gIgnBBeg7uZ/crL5EcHQFFYdOjX+ber/4VTrekzm9GtLzB6c+G6eoYoPdYtNh3oaoKC9fVs6qthcV31ON0zc6/jm8V9NFRWyw69pJubyd/5kzlCU4nvg0biqUQ38YNqJ6bc5mwiIYgCNOSz2b44Oc/4eDbbwFQ0zyHHc+8wPzWtVWOTLhcTNPifHeU7vYBTh4YRsuV+i6al4RZ1dbC8k1N+IIij9cLIxYj/cknhYxFO7njJypPUFW869YRaNuCv20r/rvuRPX7qxPsNUZEQxCEKfQePcTunT8kNjQIwMYdj3L/49/A5fVWOTLhchg9n6SrfYDuTwZJjZf6LsINXla2tbBqSws1zbfGxWy2YSRTZD7dVyyFZI8dA8uqOMfT2lrMWPg3b8IRClUp2uuLiIYgCEW0fI6PfvmP7H/rTbAsQg2N7Hj6eRat31jt0IRLJDWeo7vQdzF6Lll83ON3svxue95Fy7KIbGx3jTEzGTIHDhRLIZnDh2HSJmTuZctKGYstm3HW1lYp2huLiIYgCAD0dXey6+UXifafB2Ddgw+z/Ym/wXOLpG9vZfJZvdh3ca4zWvzDWXUoLF7fwKq2Fhatq8fhmh3LHW8FrHyezOefFzMWmc8+w9K0inNcCxYUmjdtsXA13Z6bCopoCMJtjq5p7PnNP/HJm7/FskwCtXU8/NRzLL1zc7VDEy6AaVqc6xyjq2OAUweG0fOlTbHmLIuwsq2F5Xc34Q3cHCsTZjuWrpM9cqQoFun9+7Gy2YpznC0txVJIoG0Lrnk3bvrmbEZEQxBuYwZPnWDXyy8y0mt3vK++bzsPfvMpfMFbs1Z8KzByLklXxwDH9w6QipX2r4g0+li1tYWVW1qINPqqGOGtgWWa5Do7i6WQ9L59mKlUxTmO+vpiKSTQtgXXokVSkpoGEQ1BuA0xdJ2ON35Nxxv/HdMw8IUjPPTks6zYsq3aoQnTkIrlipuYVfRdBJys2GQP02peEpaL3FVgWRb5kydLGYu9ezFisYpz1EiEwJbN+LfY26e7ly+X7/klIKIhCLcZI71neOtHP2Do9EkAVmzZxheefBZ/OFLlyIRyivMu2gfoPTZW6rtwTuq7cErfxZVgWRba2bPFrdNTe/dijIxUnKP6/fg2byLQtpXA1jY8q1bN2umbN4Kx7NgVfZ6IhiDcJpimwb7fvcHHv/45hq7jDQT58289Teu9D8hfZbMEqzDvwt5npHLeRcvSCKu2St/F1aD19RVLIam9e9H7+yueVzwe/HffVSyFeNeuvWmmb15rxrPjHB09ypHRI8X7cyPnrui1RDQE4TZgrO88u3a+SH93JwBL7tzEw99+jmBdfZUjE2DmfUbCDV5WtbWwsq2FmiZZ/XO56MPDtlh0dJDq6EA7e7byBJcL/4YNdvPm1ja8Gzag3oYTb2O5GEdHj1aIxfnk+Wv2+iIagnALY5kmB3b/ng9/8VP0fA63z8f2v36SddsfkixGlZlpnxGP38myu5tolXkXl40ejZL+5BO7FNLRQf7kycoTHA6869YSaNuKv20L/rvuQvXdXo2ziXyCY6PHKjIVvYneac9dFF7Emro1rG1Yy5r6NcxzzmPedy5/JY2IhiDcosSGBtm984f0Hj0EwMJ1G9jx9POEG2/PtfyzAT1vcPrzEbo6Bjh7ZEz2GblKjGSyJBZ795Lr7KycvqkoeFa3EtjShn9rG/5Nm3AEg9UL+AaT0lJFqTgyeoRjo8foifdMe+784HzWNqxlbb0tFavrVxN2hyvOicfjVxSHiIYg3GJYlsWhd3fzp5+9hpbN4PR4eODr32LDQ4+gqNI4eKOxTIv+k+N0tQ9w4tMh8tlS30XTYnufkRWbmvCFbr+U/eViptOk9x8olkKyR45Mnb65fJmdsdjaRmDzZhw1NdUJ9gaT1tJ0jnVWZCp6Yj1YWFPOnRecx5r6NaypX1MUi4jn+jWDi2gIwi1EYnSEP7zyEj0H9wMwr3UNO77zArUtc6sc2e3H+GCaro4ButoHSIyVBjsF6zysamthVVsLtS2BKkY4+zHzeTKffVbIWHSQOfg5TJ6+uWhhsRQS2LIFZ2NjlaK9cWT0DF1jXUWpODp6lFOxU5iWOeXclkALa+tLmYo19Wuo9d7Y0eciGoJwC2BZFkc/+CPvvf5jcukUDpeL+772BHf9xZdQVUnD3yiySY3j++y+i8HTpTSzy+tg+V1NrNrawtzlNSiq9F1Mh6VpZA4fJt2xl1RHO5n9B7ByuYpznHPm2NM3t7YRaGvDNWdOlaK9MeSMXIVUHBk9wqnxUxiWMeXcJl8TaxrWVIhFva/6Dd8iGoJwk5Maj/L2qz/i5L52AFqWreCLz3yP+vkLqhzZ7YGhmfQcsvsuzhwexTTsVLWiKixcU2f3XWxowOUW4ZuMZRhkj3UWSiHtZPZ9iplOV5zjaGgojPXeQmDrVlwLFtyyDbJ5I8/x6PFiT8XR0aOciJ5At/Qp59Z761nXsK6i/NHon53ZHBENQbiJ6drzEe+89jLZRBzV4WTbY4+z+UtfQb2NhwrdCCzLYuBUnK72fk58OkQuXboQNC4M2X0Xm5vxh6XvohzLssgdP14shaT3foI5qcHQEYng37LFzlhs3Yp76dJbUiw0Q+P4+PFiluLIyBGOjx9HN6dKRZ23rkIo1tavpcnfdNN8X0Q0BOEmJJOI8+5rO+na8yEAjYuW8MVnvkvT4qVVjuzWJjacpqvDLo3EhzPFxwM1Hla1NbOyrYX6ubfPqoaLYVkW+Z6eYikk3bEXY6xyuqQaCODfvLlYCvGsWnXLNS1rpsap8VNFoTg6epSuaBeaqU05t8ZTU5SJtfVrWduwlmZ/800jFdMhoiEINxknP+3g7R//PanxKIqq0vaXj7H1K1/D4bw9Jxheb7IpjROfDtHdMUD/ydLeF06Pg2V3NrJqawvzVtaiSt8FANr586TaO4pioQ8OVjyveL347767NCRrzRoU561zKdJNnVOxU3amokwqckZuyrkhd6iin2Jtw1rmBube1FIxHbfOv64g3OLk0inee/1Vjrz/DgB18xbwyDPfpWX5yipHduth6CZnDo/S3THA6UMjmHqh70KB+avtvoulGxtxeaREpQ0Okd7bUdwzRDtXOaZacbnwbdxYzFh477jjlpm+aZgGPfGeikxF51gnWSM75dygK1gqfzSsYW3dWuaH5s9uqTBNGD8DQ8dg+Bj0fH5FLyOiIQg3AT0H97P7lZdIjo6AorDp0S9z71f/Cuct8gt7NmBZFkM9Cbra+zm+b4hsqpTWrp8XYFXbHFZuaSZQ46lilNVHj0YrSiH5U6cqT3A48K1fX8xY+O68E9XrrU6w1xDTMjkTP1MhFcfGjpHRM1PO9Tv9FXMq1jasZUFoAaoyS0tClgWxcyWhGOqEoaMw0g1aWXNubupMjktBREMQZjH5bIYPfv4TDr79FgA1zXPY8cwLzG9dW+XIbh3ioxm6C30X44OlX6r+sJuVW5pZtbWFhvmhKkZYXYx4nPS+ffbKkPYOcl1dlScoCt7Vq/FvtTci8929CUfw5p4PYlkW5xLniqs/JlaApLTUlHN9Th+r61aXxKJhLYvDi2enVFgWJAZsiRjutMVi6BgMd0E+Mf3nODzQsBKaWsG/GP7u/3nZbyuiIQizlN6jh9i984fEhuwa98Ydj3L/49/AdQv8dVhtchmdk/uH6GofoO/4ePFxp0tlycZGWre2ML+1FtUxCy8W1xkzkyG9f7+9MqS93Z6+aVYOgvKsWFHMWPg3b8YRuX5TJa83lmXRn+ovZiomxCIxzYXX6/Cyqm5VMUuxtt6WCsdsnFWTHJ5GKI5BNjb9+aoT6lfYQtG0BhpboWk11C4BR0EV4nHgOovG97//fX7729/S2dmJz+dj27Zt/B//x//BqlWrLvuNBUGYHi2f46Nf/iP733oTLItQQyM7nn6eRes3Vju0mxrDMOk9OkZXxwCnD45gaIWLpwLzVtayqq2FZXc14vbeXn9/Wfk8mUOHSO1pJ93eTvrgwemnb269xxaLLVtw1ld/CNSVYFkWQ+mhykzFyFGiueiUc12qi9a61oryx9LIUpzqLPv5SI8VZOKoXfKYOE6PTn++okLdMlsoGlfbMtG02n7MeX1KsZf1HXv//fd59tln2bx5M7qu8x//43/k4Ycf5ujRowQCN3eqTBBmA33dnex6+UWi/fYWzesefJjtT/wNHr9sEX4lWJbFSG+SzvZ+jn8ySCZRuoDWtvhZtbWFlVtaCNXdPlkiyzDIHj1GuqOdVHsH6U8/xcpU9hk4W1oIbN1600/fHMmMFFd/TIjFSGZkynlOxcmK2hXFLMXa+rUsr1mOyzGLVnJlYwWROFZ2fwySgzN8ggK1i22JaCxkKZpa7ayF68b+vCuWZV1ZdwcwPDxMU1MT77//Pvfff/8lfU48HicSiRCLxQiHwxf/BEG4DdA1jT2/+Sc+efO3WJZJoLaOh596jqV3bq52aDclyWiW7r2DdLYPEO0v1dV9IRcrNjezqq2FxoWh2d3xf42wLIv8iROlJafTDcmqrS1IxVYCW9twLVp0031votloxfCrI6NHGExPvQg7FAfLapZVzKlYUbsCj2OWNPnmkjDSVSp3DB2zsxTx8zN/TmRhoeSxupClaIWGVeC+tn+gXOn1+6pyQLGYXeupq6ub8ZxcLkeubFb9lW4zKwi3KoOnTrDr5RcZ6T0DwOr7tvPgN5/CF7x9GxCvhHxW59SBYbo6BjjXFWVi00qHU2XJhgZWbW1hwZo6HLdB30W+t5dUe7vdZ9HRgTFS+Ve8Ggzi37zZLoVs3YpnxYqbakhWLBfj2NixolAcHT3K+eTUC7GCwtLIUtY2lCZqrqpbhc/pq0LUk9Ay9qqOcpkYOgrjZ2f+nNDcqSWPxlXguf6/KyzLYjgxddnupXDFomGaJi+88AL33nsv69atm/G873//+/zt3/7tlb6NINyyGLpOxxu/puON/45pGPjCER568llWbNlW7dBuGkzT4twxu+/i1GfD6PlS0+LcFTXFvguPfxalwK8DxVkWBbnQzldedBWPB//dd+Fv20rgnq031ZCsZD7JsbFjFSWQs4npL8aLw4sreipW163G76py2VHPweiJqUIR7YFpdlsFINA0jVC0gq/muocby2icHknRM5Li1EiqeHx6JHXFiYIrLp185zvf4a233uKjjz5i/vz5M543XUZjwYIFUjoRbmtGes/w1o9+wNDpkwCs2LKNLzz5LP7wzdu9fyMZOZekq72f7k8GScfyxcdrmv32KPAtLYQbZsFfrdcJY3yc1N69pNvtPospsyycTnx33FHMWPg2brwphmSltTRd0a6KnoqeWA8WUy9T84PzK3oqVtevJuSuYhbQ0GDsVFlTZkEsRk/CNDutAuCrrVzhMVH6CFzfZtusZtAzmuL08FSZGE3lZ/w8K5/m7ItfvTGlk//tf/vf+P3vf88HH3xwQckA8Hg8eDyzpPYlCFXGNA32/e4NPv71zzF0HW8gyJ9/62la733gpquJ32hSsRzdewfpah9g9Hyy+Lgn4GTlpmZWbm2heXH4lvw+mqkU6U8/JbWnnVRHO7ljnfZMhAkmZlncs9Vu4rzrLtRZ3qBfvv35hFicip3CnOav/DmBOcUsxUTGIuKpkpSbhp2NKK70KAjFyHGYZu8SADyRQoairCmzcTUEm+xxs9cBzTA5F81weiTJqeGCTBTkoi924RJIU8jDkoYASxsDLK4PFI8jTp2mFy8/lssSDcuyeO6553jjjTf405/+xJIlSy7/HQXhNmWs7zy7dr5If3cnAEvu3MTD336OYN3NuVTwRqDlDE59Nkx3xwC9x8aK11bVqbB4fQOr2lpYtK4eh/Pm6S+4FMxcjsxnB0m17yHd3kHm0CHQK3f1dC9fRqCtsDJk82YcNTXVCfYS0AyN7vHu4kTNI6NHZtz+vMnXZI/oLtsDpN5Xhf8jlmU3YA4dK2Upho7aw62mmQYKgDto90wUSx4FoQjPvS5CYZoWA/EspwtljomsxOmRFL1jaXRz5oJFxOeyBaIhwOIGWyaWFI6DnunV4EpLJ5clGs8++yy/+MUv+J//838SCoUYGBiwA45E8Plu3TSlIFwNlmlyYPfv+fAXP0XP53D7fGz/6ydZt/2hW/Kv76vFNC3Od0fpbh/g5IFhtFwp7dyyNMKqrS0sv7sJb+DW6buwdJ3s4cPFlSGZ/QewykrOAK558+yMRdtW/G1bcDU1VSnaCzN5p9Ijo0fojnZPu1NpnbeuYvjVmvo1NPmr8HVNDLeakIqJIVe5GS6sDo8tFOXZiabVEFkA17ip1rIsxlL5aWWiZzRFVpuhzwPwuRwsLsqEnyUNwaJc1AZuXCntsno0Zvql+N/+23/jG9/4xiW9hixvFW4nYkOD7N75Q3qPHgJg4boN7Hj6ecKNs/MiUU1G+5J0dwzQvXeQZLR0kQ03eFnV1sLKthZqmm6NeSKWaZLr7i42b6Y/+QQzVTne2tHYUFxu6t+6FfdFytTVwDANTsdOVwzA6hqbfqfSiCdSWlJare3PM9HK/okJsZhpuJXqhPrlhezEmlIPRd0SuMbTQJM5vdSAOZzi9EiyKBTx7NTMzwROVWFhvd+WifoASxoLpY6GIM1hzxV/fw3Loi+ncSaT42wmz5lsnuPDI/y3rXdc3x6Nqxi5IQi3FZZlcejd3fzpZ6+hZTM4PR4e+Pq32PDQIzfVMsLrTTqe5/gn9j4jw2dLI589fifL725iVVsLLcsiN33mx7Is8j09xf1C0h0dGNHKaZRqOEygbYu9MmRrG+5ly2bV1305m4qFXCF774+yEsi84Lwb9/XkU5Wjtyduib4ZPkGx5aGiMXONLRnXcFpmXjfpjaYLImFLxalhWyiGElPlrBidAnMjvoqeiSWNdmZiXo0P5xUu2R7XdM5k85zJ5DmbyXG2cHwmm+NcNo8+6ZJvppLTv9BFuDnWNwnCTURidIQ/vPISPQf3AzCvdQ07vvMCtS1zqxzZ7EDXDHo+H6WzvZ+zR8awCnVkVVVYuK6e1q0tLFpfj9M1C/ePuAy0/n5bKtrbSXV0oBdKzRMoPh/+TZvsjEXbVryrW1Ecs+NrvpxNxfxOP6vrV1dkKm7YTqV6zm7CLPZRFPbziPbM/Dnh+aUVHhOlj2s43MqyCn0TZSs6JmSiN5rBuEDfREPQXeyVKJY5GgMsrPPjvYL/D3nT5HxW40w2ZwtEJs/ZbClDEdNnWA1TwK0oLPC6Wehzs8jnoVEL8e8vOwoRDUG4ZliWxdEP/sh7r/+YXDqFw+Xivq89wV1/8SXU2bjp0g3EsiwGTsXpau/nxKdD5NKlVHDTohCrts5hxaYmfKHZvwRzJvTRUdJ79xZXhmhnKmc9KC4Xvo0b7ebNe+7Bt24dyixYcnq5m4q11rVWLCtdFF50/TcVM3R76ejwsUqpuNDS0UBTmVAUpKJxFXivzWqVWFrjVFl5w85O2D0UGW3mC7jf7SgIRKlfYqIJM+K7vL4jy7IY0XR6C+JwJpMrZSiyOfqyGjN3cNg0up0s8toisdDrZpGvdNziceEoy0LF43ERDUGoFqnxKG+/+iNO7msHoGXZCr74zPeon7+gypFVl/hIhq6OAbraB4gNl1LswVoPK9taaN3aQm3L7F6GORNGIkH6k0+KfRa57u7KE1QV77p1BLbapRDfnXeizoKm+eH0MIdHDnNk9AiHRw/PuKmYW3XTWtdaylbciE3FTBNiZyet9Dhmj+Q2Zpjv4I1U9k9MiEWg4arDyWoGZ0bT9hLRYu+ELRVjF5g34VQVFtb5ixmJ8uxEU+jy+iYyhklvmUT0FkobZwpykTYurBI+VWGhz8OiicyE18Min328wOsmcIEsmmVZ5PNjZLPnyWb7GB4+cclxlyOiIQhXSdeej3jntZfJJuKoDifbHnuczV/6CuosSYPfaPIZnRPTbcHucbDsTnsL9nkra1HU2dN/cClUbJ/e0UH28OGp26evXEngnq3427bi37wJR6i6Y+THs+PFDMXhkcMcGTnCUGZoynlO1cmKmhWsa1hXlIplNctwqddpZY9lQWKgcg7FxNLRacozALgCZSs9yoQiNOeqlo4apkXfeKYgEsmiSJweSXF+PMOFWhNbwt6KfokJqZhf68N1iX0TpmUxlNfLshG2RPQWMhMD+RlmcxRQgDkeVyEbUZCIiWOvm0a3c0axsSyDbLa/KBL2vX3LFD42zdIfCKnUxfIj0yOiIQhXSCYR593XdtK150MAGhct4YvPfJemxUurHNmNxzQtznWO0blngNOfDaOXbcE+f1Utq7a2sHTjzbUFe3H79ELGIvPZZ1iTtk93L1qEv5CxqPb26SktVRzTfXjUlopzyXNTzlMVlaWRpaxrWMe6+nWsqV/DyrqV129TsdRo2ZLRsiWk2dj05zvcds/ExByKCbGILLzipaMTS0QnshK2SCQLS0TT5PWZL6Ahr5OljcFiiaN8kFVghnkTk0nqBmez+UJvxKR+iWye3AX6NgCCDtUuaXg9xX6JiQzFfI8b7wxSY5o5MpkzU0QiU/g4l+vHmmaWyWTc7ia83nn4/Q3AK5f0NZdz8/yvF4RZxMlPO/jDK/8X6dg4iqrS9pePsfUrX8PhvHVmO1wKo31JutoH6O4YIDVpFHjrPTfXFuyWYZA91lm5fXo6XXGOs7m5sH36VgJtW3DNrU6Db1bP0hXtKmYpjowe4XTs9LSjuheFFxX7KdY1rKO1rvX67P+RjZfJRJlUpKZmUABQHFC/rKx/oiAVdUvBcWWXpnReLzRfpip6J04PJy+4RNTtUAtzJuyMxNKyLEVdwH3RUsfkpaBnJ/VLjGoXvpg7FJjncVdkI8ozFLVOx7Qx6HqSbOYMI9NIRDZ7nnx+hu99GYrixONpweudh9c7F693Hj7v/OKx1zsHVbUldHx8HBENQbjO5NIp3nv9VY68/w4AdfMW8Mgz36Vl+coqR3bjyCTydH9ijwKfvCR1xeZmWrfOoWnx7N+C3bIs8idP2kOy2vfMvH16W1thZUgb7sWLb/jXpZkaJ6InilmKC03VnBOYw7oGO0sxcR92X+N5RVrGLnFUrPTohFjvzJ9Tu7isf6KQoWhYAc7Lz6JMHq1d3jsxEJ95tLaiwLwaX0UD5pJCpmJujQ/HRUp5sbKloGcKS0HPFpeCamgXGf9Q63RMyUZM9EvM9bhxTXp/y7LQtDGymRMMF8QhUyxt2B/r+gxZoTJU1TtJIuYVPrYf83iaURQHpmmSStkbp8VicXp748Ri3cTj+wqPxRgeHr7o+02HiIYgXCI9B/ez+5WXSI6OgKKw6dEvc+9X/wrnLFg5cL0xNJOeQyN0tg9w9vAoZtmS1EXr61m1tYXF6xpwuGb3jJD8uXP2ctM97dNvnx4I4N+8ubgy5EZvn26YBj3xnoqeis6xTvLm1MbDOm9dsfwxsQdIg+/qGyCL6Hl719HJw63GTsM0mROgsI356spbwyrwBC/rrS3LYiiRK2YmJpaHnh5JcfYio7XrA2VLRBsnpCLIovoLLxE1LIv+nEZPJleUiZ6ynonxiywFdRWWglb0SBSOF3rdRFyVl1vLMsjlBslm+xiNnZ9GJPoq+iNmwumMzCAS9scuVx1AUSLi8TiDgzHi8Sjx+BlisRjxeJxEIoFhXPhrvNJZWle8e+uVIpNBhZuNfDbDBz//CQfffguAmuY57HjmBea3rq1yZNcXy7IY7InTtWeA4/sGp1mS2sKKTc2zekmqNjRUGJI18/bpvrvutCdw3rMV79q1N2z79PJZFROrQI6OHiWtp6ecG3KHiqWPiftrNlVzYpOwisbMYzB6HMwZUv7++klNmYWlo77ay3rreFabdnjV6ZEU6fzMFz2fyzFJJEq3Gv/MP49pwyxmI3oyOXoylc2X+YtcDieWgk63imPyUlDTzBWFYbpsRC43cFn9EV7v3CnZCK93Hg5HgHQ6Xcw6TMhE+XE8Hr+oREwQCoUIh8NEIhHC4XDFMYbFwiWLbszurYJwu9B79BC7d/6Q2NAgABt3PMr9j38Dl/fm6Du4EhJj2eKS1PHB0kUvEHGzaqs9Crx+7uX9hXqjMGIxUh0dxZUh+ZMnK09wOvGtX19cGeLbuAH1BuwubVkWQ+mhivLHkdEjxHJTU98+p4/VdatZ27CWdfXrWNewjgWhBVcvFcWVHkdskRg8ah8Pd4E+Q8nBEy4sGy1rymxaA8HGS37bnG5wdjRdXMlhN2PaQjGSnHmJqENVWFDrK86bKJY8GgM0h7yo05Q6LMtiOK9xJlMmEtlShmIwf+ELe3lWYqLEsdjnZnGhZyLgLGVEdD1RkoiR85yaJBL5/MXLDHZ/xJwZJcLjaSGXM4vSEI1OSISdjZiQCF2/uLAABIPB6SUiFCbo8uEz3JDUMeJ5jFjOvu/LY8azGPE4sejFSzXTIaIhCNOg5XN89Mt/ZP9bb4JlEWpoZMfTz7No/cZqh3ZdyGd1Th0YprO9n/Pd48XMuNOlsvSuRlrb5jCvtXbaX+7VxMxmSX/6abEckj1yZPrt0ydmWdx1N47g9Z/bEc1Gi1mKiVUgI5mRKee5VBeralfZUlHIViyNLL36AVjZWEEmjpT1Uhy19/qYDqdv+qWj4XmXtHTUNC36YplSA2bZyo7z0QwXWlRR2pK8bGVHY4AFtX7c0+zKq5kWZwoZieJ9ptR8mbrIXImwU2Wx11MsbSz2eVhcKHHM87pxKEqhP2KUbLbPzkSMnefcpJUbun7xnUxV1VcoZ8wtk4iSSECEeDxZFImBgVjh+ASx2KeXJRGBQGDaLETIHySg+PDrLpSUgREvCMRYHuN0DiOexkiMkzYspubSrg0iGoIwib7uTna9/CLRfjvNvu7Bh9n+xN/g8d8aG3pNYJoW57uidLUPcPLAEHq+9At63soaVm2dw7K7ZteS1NIup7ZYZA4cwMpX/lXsXrLEzlhs3Yp/82actZeXzr9cEvlEcevzib6KvtTUPTUcioNlNcsqZlWsrFmJy3EVK5X0XFljZlmmIj51WStQttJjDTSvLWUoahdf0iZh0VSeU4UmzHKp6BlNkbvQElGPs2Kzr4mSx0xbksd1g85MtpiZmNh/oyeT53w2f8Fplwow1+Ni4YREFEobiwpCUVPISuS1UbKZc2Sz58jEz5MeOsehzLliicM0Z24sncDprClkIqaKhMvVTDrtKJYxhoZK5YxYbC+xWIzcpB16Z8Lv90+RiFAoRMgVIKh48WlulFQhExHPY/TnMDrzGPEEVnacHHDRd1JADbhwRDw4wm4cYTcEHOgOjZyVJm0kGRkbv6R4p3yfruizBOEWRNc09vzmn/jkzd9iWSaB2joefuo5lt65udqhXVOiAyk69wzQvXegYpfUSJOP1kJpJFxf/QmWUFgZcuKE3bzZ3k56717MZOXGTsUlp/dsJXDPPbiam69bPBk9Q9eYvax0ogzSE++Z9tzF4cUVPRWr6lbhc17h93VyH8VEpmL0xMwjuCf29GheA00FqWhYCa4Ll/00w+TsWNrOSgwnOTlcWt1xoWmYLofCovpSiaN8ImZDsHKJqGlZDOQ0Pk9n6Rmzl4ROlDrOZnOMXWCEN4BXVVjo9ZTKGmWZifkeNx5VqRSJ7Hmy4+c4kzlH5yWLhILH3TStRHg8c9H1MMmkXpSH8+cnshFniMU+J5WaYfDY5K/F6y3KQ1Em/EGCDj8BPPh1N0rKLJUyevKY8RxGIg5mnDww879K4StxqzjCBYGIeMCvojk08kqGjJEkmRsnkR4lNT5GMjpG6tQYqfEouXTl15DVLjw8bCZENAQBGDx1gl0vv8hI7xkAVt+3nQe/+RS+YHUnO14rskmN4/sG6dzTz9CZSbukbmqmdWsLzUvCs2JJqtbXVxSLVPsejOFJK0MmdjndaouFe8mS6xK3Zmh0j3cXeyoOjxzm5PhJjGku7POC84pLStfVr2N1/WpC7iv42bEsSA7aQjF4tCxT0QnT7JIKgLemMjvRvNbuqfDVXPCtxlJ5ThUk4uRIkpNDdu/E2dELr+qYG/EWMhLBYpljWUOQuTXeil1EM4bJ2WyeA5ksZ8bjFSJxKUOq6l3Oiv6IxWWljkaXA10fqxSJkXMkM+c4cDki4WnG651vz43w2fMjPJ55oNSTzfhIJDLE43H6+2Nl2YjPSCQ+xDQvPiXT6XQW5aEoEZ4AQdVPwPIQ0N040hZGLG+XNAbsjISVSwEpDGDqjjMVXwJqyD0lA5FXcmTNJKl8jHh6hERslFRsjNS5MZLRKFr24qtZil+D20Owtg5/TS2mwwNv/OGSP7f4Gpf9GYJwC2HoOh1v/JqON/47pmHgC0d46MlnWbFlW7VDu2oM3eTM4VG62gfoOTSCadi/2BVVYdG6ela1tbD4jurvkqpHo6Q79pLas4dU+56pm5F5PPjvvgv/1nsI3HMP3jWrr/kup4ZpcDp2mkMjh4p9FV3RLjRz6l9wDb6G4pLSiRJInbfu8t80G6/sn5jIVGTGpj/f6S30UaytzFSEWmbso9AMkzOjaVsoRlKcHEoWV3dE0zP/depzOVjaaPdNLGss9U8sbQzgd9uXDcuyGNUMzmZy7Mvm6OmNl5aFXsLobIeC3XjpLQnExP1Cjwu3NV4QiW5bJOLnyA6e43T2PMcuWSRaihIxIRQORxOaHiGT9hCP26s1zvVOSMQgsVj3JfVFKIoypaEy5A4QVH0ELQ9+3YM7DeZEOaMvh5HIg1nKQVyoJ0LxOHBE3DjCHvCp6C4dTc2RNVOktBiJ9Bix5DCp8VFS3VGS42Pol1iKAXB5fQRr6/CFanD7w7i9EVRXEEUNYBHA0H1oOS/ZlEI2oTE2pJHJX1qWZjIiGsJty0jvGd760Q8YOm2vTFixZRtfePJZ/OFrs7tjNbAsi6EzCbraBzj+ySDZVOmXfcOCIK1b57BiczP+cPWWpJrpNOlPPy1kLfaQO9ZZ2cCpqnjXryNQEAvfnRuv6cqQid1KD48c5vDIYQ6NHJpxWWnYHa7oqVhXv44mf9PlZVCKW5kfLctUHJ15wJWiQl1hYmYxU7EW6pZM20dhWRZjyVxRIE4WSh6nhlOcGUtfcFvyeTU+ljYGWNYYtMWiIciypgAtYS+KoqCbFudzeXoyefZncvz27FBxFUdPJkfyIo2XQYdaFIhF5aUOr4tGRwI9e55s9pQtEplzZMfOEc+eZ1/2HKZ5sYvmVJFwu+dgmXXkckFSKTeJRGZSNuIk2eyRi7yuTSAQKElEMEzI5Sfo8BGwvAR0N96MipXQ7ZJGXx4zpQEmYGcjNGBa1VLBEfKght3gVzDdJnk1R9ZKk87HSWTHiCeHSMRGSZ4aIzU+hnEZJQuPP4C/phZfsAa3L4zTE0Z1BEEJYJo+DN1HPuslk7TIJDQywzP9fFhAZeZDucKRMiIawm2HaRrs+90bfPzrn2PoOt5AkD//1tO03vvArCgdXAnJaI7uvQN07uknOlC6YPrD7uIuqfXzqrMk1dI0e8+QPXtI72knffAgTN4zZPkyWyy23YN/8+ZruhnZeHacw6O2UBwZOcKhkUOMZadmDXxOn13+KCwpXVu/lvmh+Zf+M2GaMN5TtnS0cBs9MfM8itDcQmaiIBPNawp9FFN7OfK6ydmRREEkUoXeCTtDMX6B7ITf7SjJREOweLykIYDP7SBn2ruDnk7nOJbJ8/8bHOV0T46eTI7ebB79IpOW5nhcxW3Gy0VirjOFT+snlzteaLA8R3bYLnOczp7j5GWKhMczD1VpRNMjZDMBUik38XiK8+dixYbLZLLzIq9p4/F4ShLhDxF0+wk5CuUMzY0v60JJ6nZJoy+HlZsol9nZiKmX4AJOFUfYjRJ0YHosdEeeLBnSeoJkLko8Ocx4bIDkuTHS41GMS1xRAuAJBAlEavFMCIQrhOIIAgEMw4ee95LPesgkTDIZg8wFqyNl33sFfH4HXq+C12XgVXN4jDTufBxXJoorMYwzOoBj5BzpwQtMf70AIhrCbcVY33l27XyR/m77F9KSOzfx8LefI1hXvc2wrhQ9b3D64Aid7f30Hh0rJgUcLpWlGxtZtbWFBa21qJe4i+S1wrIsct3dJbH45BPMyXuGzJlD4J57CvMs2nA1NV2T987oGY6NHqvIVky3sZhTcbKidgXrG9bbfRUN6y5vWWlyqGzp6MR958w7j3oiBaFYU8pUNLaCv7LkYlkWo6k8p86NTWnEPHuB7ISiwNyIj2VNdoljWTFLEaQ57CFjWoWSRo7TmTwfJmKcHhq6pFUcHlUpTrpcPDGgyutmritNozUI+dMlkRg/R2bgPPHsOcYvRyS883A4m7HMOvJaiGwmQCLhZHAgVTF8yjQvvqTU4XBUNFWG3EGCqreYifBnXTiSlt0T0Z+H4moZE1sfMtM2VyoeB2rYheVTMFw6eTVHxkgWyhijROMDxMYHSPZcXgbCFwrjC9XgCdTg8oZxOIMojiCW5cfQveh5H9m0m2zSJJ2xSF9QIErv63Aq+PwKPreJV83jMdO4tQTuCXkY78c5fA7H6HlU69J2ZVXMSxv6NRkRDeG2wDJNDuz+PR/+4qfo+Rxun4/tf/0k67Y/dFNlMSzLYvB0nM49/RzfN0Q+U/qLaM7yCK1b57Ds7iY8vhv7Xzt/7lxRLFIdHRijoxXPOyKRQvPmVgJbt+JatOiqv++6qXNy/CSHRg4VxeLE+IlpmzUnVoBM3FrrWi9tt9JcorBB2JHK1R7pqTMx7C/UU5pHURSLNRCeW9FHMTHE6uSpgTKZSHJy6MKbfwXcjqJM2P0TwcLqjgC6QlEkejI5/kcmzelTUXoyefpzF77w+R0qSwrZiCU+D4u9bua7srQow4SNXvLZ82Rz58mmzpEZtaVi0MwxeMFXLYmE2z0HRWlAN2rIZYOk037icZXz50oioWlpLty1YPdFTEyuDPtChNxl5QzNjT/nwp0EM65hDOSoNCi7mGEAk39C1IATAnYWQnPmyVmFLER2jFhqiOh4P7GBIfKZS5804Q2G8YVr8PhrcHnCdv+DEsC0Ahiax+5/SLvJF+ThwgJRitjrVfB6LFseyODRkriz47iSwzjHB3GOnsM11ofDyHKp/8MsVcGKhMhH/GTDHpIhJ7GAwpjPZNibp9+T4bwryYCSg//HJX8LiohoCLc8saFBdu/8Ib1HDwGwcN0Gdjz9POHGa/NX9I0gGbWndXbuqZzWGazz0Lp1Dqu2tlDTdOPmfOhjY6U9Q9rb0XorU6qKz4f/7ruL8yy8q1df1Z4hE+O6D40c4vCoLRXHRo+RNaY2BDb6GlnXsK6YrVhTv4aI5yJ9N4YOYydh8LAtExNTM8fPzvAJir3LaLlMTNp5dCI7cXIoyamu3opGzLNj6RmHWCkKzK/1FcscEw2ZyxqDuL0OerJaQShy7Mrk6OlLcvpkjpGL7BAadqq2RBREYoE7zxw1SjN9BPK95HLnyGTPkR22V20YZo7zwPkZX1Ep7Po5H5erBaw6dD1CJhMgmfQSiymMj9vDqNLpNPaFfrhwmx6/3084VFjeOdFYSUkivCkVK65hDk0WJwsK0yIqnlFACTrBp6C7DPJq1m6mzMeIZ0YZjw8wFj1P6vQMg8ymweX12RkIfw1Oj52BQA1imn4MzUc+6yGbdmOZDjIZLlLCsH8IHA5seXDqeK0sbiOBJxvDlRrFGRvANdqHMz6IOx+/5OyD5XCg1wTIhX2kQ24SQZXxAIz4dAY9WfrcaYa8eWIBSPjAUi8uekbmyv44ENEQblksy+LQu7v5089eQ8tmcHo8PPD1b7HhoUdu6EZZV4qWNzj92TCd7QP0HhsrTet0qyy7s4nWe1qYt7IW5QZM6zRTKdL79tlisWcPua6uyhMcDnx33FEUC9/GjahXsdncSGak2E8xIRbTjesOuoKsbVhrS0Wht6I5cJE5GukxWygGJqTisL376ExjuIMtlULRvMbeKMxti51pWpyLZjgxnODksbOcGEpyYjjJiaEksczMmYSQx1kUiaUNAZY1BVnS4CcY9jCgG0WZ2JPJ84voGD19/UQvsrFXncvBkkJWYqFHYa4zwRwGaTR7cedP20tBE71kh88VV23MnJVQC8s/5+F0NGNadWhauFDWcDM+XhIJTZtohIwWblNxu91EQmFCPlsiQmWNlf6sE2/agRo3sMam+xrtPETFMw4FJeDA9JpoDo0cGdJ6nGQ2Siw1zFisn2i0D9O4tD4I1eEsrMCI4PJEUJ12A6VlBtA0H/msGy3nQ1Hc5HXIX7yKg9tl4XXpeJUcHj2FOx/DnRrFGR/CGe3HnRjCnY/j1DOXlH2wXE60SIhsxEsq6CIeVIj6LIZ9eQY8WfrcKaIBiPkh5QNLuZg8KLgVB80OH3WKi1oU6g2LOl2jVstSl01Sl0lQZxjUmQaOlEHLJX03KxHREG5JEqMj/OGVl+g5uB+Aea1r2PGdF6htmVvlyC6MZVkMnIzR2T7AiX2D5LOlX61zV9TQek8Ly+5quu7TOq18nsznnxfFIvP55zCpcc2zcmXFBE5H8MqaTVNaiqOjR4s9FYdHDtOf6p9ynkt10VrXWpGtWBRehDpTK7yh2as9JmRiIluRmPra9hsEbIloXltqzGxaU+yjyOkGp0dSnBxKceLo+aJMnBpOzjgVcyI7MdGIuazJHmYViniJOyx6snl60jk+z+R5MxPn9PHhi67kaHY7WeLzsMjnYoErxxwlSjP91JtncOZO2TIx2oumlRpep88h2CLh8czDoTZimrXktTCZjJ943M14VGF8PEE8Hi/btTNeuE0l4A8QCYQIeQKEHAGCeAnqHvx5F4GUEzVuosRn6iy1RaL4rFsFH1OzEOlRYolBRsfPk85e2r4biqLgCURw+8JFgbAIYJl+dM1egWGaflC8GIpywSyEooCqWHgn+h6MVKFpcgxXfAhXtB93ahR3Po47n0C9hE3TTI+LfF2NXbIIOokFYMxvMOSxSxZD3jzjAYgFIO2xQLFXtcwQIQpQ6/DSoript1TqTJN6XaMuXxCHfJpaw6DeMKkzDPyWdUmSk3WGGfCEmOnf/0KIaAi3FJZlcfSDP/Le6z8ml07hcLm472tPcNdffAn1avePuI4kxrJ0tQ/Q2d5PbKj0Wy5U76V1awurts4h0nj9pnVapkmuq4vUx3vsCZyffoo1qYHTNW9ecfpmoK0NZ8Plb0k+MQTr8PDh4syKk+MnsSZtO66gsDSytEIqVtZeYFx3crhSJgYP26O5jRlmJtYuhuZ1hdta+1a7BFSVeFbjxJDdL3Hi2CAnh05yYujC5Q63Uy1mJZY3BlnaFCAc8WL6nZzXNHoKfRPvZTL0nIuROTuzTEyM0LbnSVjMc6SYowzTxHnqtZN282Wml1ysH6usH2W66RsuVy1u91wcajOmWUdei5BJ+4nF3EQLIpGu+Hee/iKmqirhQIiwL0jQGSCk+AiaHgJ5N760A19cxTmmTh8EUNEV4VUKvRB2FiKjJ+wlnYUsRCwxhG5dbNZl4evzBnD7IpVLOA1bILScF0UNgBIARbWzEDNc9xUV3E4LjyOPlwwePYk7G8WVHMU53o8rPoQ7F8eTj+PUUxe9MJteN/mmIJmQm0TQwXgARv06g54c/e4MYwGTcb8tD1m3CUoSSM7wanbWoV71sBQHdSbUGRr1+Rx12RT1+TR1ZeJQa5pc7DedqThJOyPEPRF6CTNGmCEjyIAepD/vZ8QKM0aIUSvMmBVmnAA6TsxcGvjqRV59KiIawi1DajzK26/+iJP72gFoWbaCLz7zPernL6hyZNOj5Q17I7M9/ZzripZKIx4Hy+9qpHXrHOauqLkupRHLstDOni2N9u7owIhWprwdtbXFjEXgnntwL7i876NpmZyJnyk2ah4eOUznWCd5c+pFZE5gTrFRc33DetbUryHgmmbzMz0PI10lmZgof6SGpg/CHSqJRPNaaFkPTaux3EGGEjlbJoaTnDie5MTQXk4MJRlKzLxaIuR1snxCJhqDRGo9OAIuEm6FszmN05kcv83kOBMdIT8287pQFXtY1WKfk/muPHMdMVoYpNE4Q61+HCN7mmz8HIZRKXuTixKq4sbtmYtaEAktHyGd8ROPeYhGVaLRLPmKvWCmH1jtdrkI+yemVvoIWl4CmodA1okv6cSXdaKmL/5zaHnBcBv2XIjCYKl4epTxxCDReD8ZPYE508j0Mhwut90D4Q6hOkNYFAQi78Uw/KAEUNQgiuK0cyHT/JOpTlAUy16yqWTxmCncuTiu9Ggp+5CL2eWMfALHNMPZyjGdDvK1fuKhehIhB9EAjPg0Brw5BrxZxv0KsULmIec2mVkcABRCiosWxUWdpVBvGNTpeepzaftmGBXyELhI1sFQnKScNcRcNZwnwqgZYsAI0qcFGDbDjFm2NEQJMWqFiBOAi+iSy63i8jhR3Spel4ruUslq0qMh3MZ07fmId157mWwijupwsu2xx9n8pa+gXuMJkleLZVn0n4jRuaefE/uH0MpKI/NW1tB6zxyW3nl9NjLTx8bs6Zt79pD+eA9aX+XGX4rfj3/zpsKgrK14Vq68rF6WwdRgcQ+QQyOHODpylIQ2dYByxBMp9lOsb1jP2oa1NPgmZUcmtjQfKM9SHLElY9qZFBPNmQWZKIiFEV7A2Wi2JBTtSU4Mfc7J4SSJC6zuaA57WN5kr+poqPXhDrnRAg6GMDmVyfNRJssvswn0scSMf8W7lMKyUI/FPGeaOeoYTfTRoJ8iku9Ez50hPzZ19UplYlrB5WpEVZswzXo0LUwmHSQedzE25mBszMCckmaZOirK7/UT9gbtoVP4CBoeAjkX/rQTf8aFJ+tESVz4ImK5QXfp5NUsaSNJMjdGLDVMNNZPMh8lqycxL7hQFhTVgTdQV2iiDBWGSNkZCF3zoai2QIAbU1HsDET5P5NiC4RDtfA583hJ4Sks2XQmR3CN9+NKjeLJx+2ShpZCYWbhsxTIh3zEG/y2PPgthv06g94cIz6d8SCMBxSiQUh7AMVe/joVFQcKdaqbJZZKnWkVyhUZ6nMTGQdbHuoMk3rD4EJb6Zk4SDkjxNQIp9Uww2aYfj1IvxZkFDvLMGKFi8dx/FxIHJxOFZfHgepxgEvF41LQnAo5pwJuB5ZLBbeK5VKx3Cq4VLLT/IFjpq7s96mIhnBTk0nEefe1nXTt+RCAxkVL+OIz36Vp8dIqR1ZJfDRTKI0MEB8u/aIKN3hpvWcOq9paCDdc29JIcQv1PXtIfvwxuaPHKk9wufBtuKMoFr7161EusYEzraU5MnqEg8MHOTRs91UMZaZmFbwOL6vrVxf3AFnfsH7qECwtC32flWRi8JB9nx6d8nqAPZOipazk0byObO1KTsUo9k2c/DTJiaGznB45Rn6GngdVgUX19syJefUBAhE3VtBJxuug19A5lc7xL5kcWSMB49i3yV+fqrDQ62SBS2OeI0GLOkKTeZYG7QSB/BG0TB/WNMO0yvMUqhrE4SjPSASIx91ExxxEoyqWNd0vd4uJK7CqqIR8AULuIKGJ8deah0DGRSDjJGB6cGYvfIGwHBaa25aIjJEgmRu3l3XGB0nrMdJ6HOOC/QYKbl/IngPhChWWcfrRNT+65kVRgrZAKD5QFHTTTk6V43CBQzHxOvJ4zShuLY47PYo7PoQrPog7F8OTj+HJxS66dFPzukjXuhkKhSrkIRqE8YAtD+NBiPvBVGea4aniVxzU4WSFCXWGTp2WK4iDTn1BGOoL8hA2TWbScguFlCNMTK1hWAlzRA0xqAcZNEKMEmbUKtwKxzECWDO+Grg9DhweB7hVDJeK4lTQCpJQlAa3iuW2xQLHzN8tFZOQkiOkJAkSJ2jFCFpj9j0JQiQK93Gc1jhPXeD7PhMiGsJNy8lPO/jDK/8X6dg4iqrS9pePsfUrX8PhvIptt68hWs7g5IEhOvf0c75rvPi4y+Ng+d1NtN4zhznLI9dsjodlmuQ6O0l9/DGpjz8m/el+rEl7H3hWriSwbZs9gfPuu1ED05QnJmFaJj3xHj4f/rx4Oz5+HHPSMjuH4mB5zfKKEsiymmU41bJfM6kROPUnGDhUKH0csnsppkunKyrULy/KBM3riEVWciIb4cRwyl7d8XmSE8NxzkU/rJhiXo7XpbK0IcjixgA1NV7cIRdawMmYC3pyGh9mcsT0vH3lG5/6+U4FFnpUFrpyzHOMM4cBmswe6rRO/NkjWKnpt72auI4qOFEdTVhWPZoWKcyQ8DA2ppJMeND1C8/zcDldhD1BQk4/QcVHQHcXshEuQoYHHx7UCyw7tBQL3a2TU7OFnTqjxFJDxJJDpPU4aSOBdoHhWoqq4vbX4HWHUB3hwj4YfnTdXxCIECh+FMVhlzEmXbMdLlAV0155YYziycVwJ0dwxgfxZKNFeXDnYxdcfWE6FNIhN0P1DqIBP8N+zc46FKRhPKAUmyZz7onlruWoKEANTupRWGmY1OfzdtZB10ulCtOWh1rDxD/TDxWQUkPE1DrGrDA9ll2qGC70NJRLw0TJYiYNUVQFl8eB4lYxXSqaS0V3KXZmoZBtsI/Lsg0z/M6wpSFLmHhBGsYJWFFCVpIQ8aI4lB/7SaHO8HWaphPT8KHpHrS8m+j4lSmDiIZw05FLp3jv9Vc58v47ANTNW8Ajz3yXluUrqxwZWKZF34lxOvf0c3L/MNrE6GIF5q+qtUsjGxtxea5NSUfr6yuKRWpP+5Q+C2dTky0W924jsHUrzsbGi75mLBezhWLkcw4NH+Lzkc9J5KdeTOcE5nBH4x2sb1jP+ob1tNa14ncVZnmYJoydgqNvloRi4NDMKz58tUWZsJrXMB5aRZcxj85RjeNDSU4cS3LygyQjyWPTfz5Q43fZkzDrfPZeLkEXKa/KgMPkdCbP/rwOFIRimgULc91KmUz002Scok47QiR/GDWjTZsxn/j1rKq1QCO6XlNY/uklGnUQi7vJ53xwgb9O/W4vIVeAoMNfbLAMZFwEdA9By4sHJ0py+guLhYXhMsiqWTLmhEQME0+PkNYTpPU4OXPm5Y2qw4XLF8HvnAtqCNPwY+g+UEJ2D0RRIhRbIiZ8ULEFQsHESxaPMYo7G8WdHCmsurDlYUIiLtRAmQm6SUQcnA/AiM/FiF8vSkO5QNjLNSeP23LgQqEeB/WmxSpdpz6fpS6dL/Y3TJQq6k2DGsOc8aKXUQKMqzWMWWG6zRADeqiiTDFWEIeRgjjoM7yS6lRRPbYY6IXehqIkFMsTjtJjDoXMNOKgYhJW0oSIFbIM0WJmIWhNFYYQCXykp5UGy1IwDa8tDJqbfN6NrvkY12sY0Txougdd86AVj93ougfTrPwac7kc8OEM38GZEdEQbip6Du5n9ysvkRwdAUVh06Nf5t6v/hXOq5jZcC2IDWfoau+nq2OA+EhpHkOk0UfrPS2sbGshXH/1pREjkSC9dy+pf7HlIt/TU/G84vcT2LzZFott23AvW3bBjIlu6hyPHi+KxefDn9MT75lyntfhZW3DWu5ovIMNDRtY37ieJn9h4Fk+ZU/LPPirklAMHp15HHfd0kIfxXriNa0cV5ZwJBmgeyhJ99kkxz9JEE2PANNP35wT8TK/wU9NjRdXyE3e52Dcq3DW0GnPaYUuAQ10bUo/Xr0TFkySiXrtCHXaUdy5/NQ/gie+r4oHRWnEMOrJZUMkk17Gx13EYk6y2eCUX8jl+Fxewq4AoWJvhJtg3kPI8hK0vBcsaxhOg4ySJmsmSeSixFPDJHJjRYnIGskpK3YmUB0enN4wXkcLlhUsNFEGC02UoUIpw948rZibctjDoxSswtTJBO5ML+7kMO7ceFEeJsoYM/VAaG4HybCLkUaFUZ/BsE9hPFiQhwDF41gADIdJ5QhPBx4UGiyFesNkpZajQctTP15ZqpjoeQjO0CiZU7yMKxFGrTD9ZoiDRogxCr0NBXEYKWQgxgiRY/rfIWohs2C6FIxidsFxWWUKJwZhJUWI8UKWIU6IOCGSM4qDjzTKNP+0pulC170FYXDZgqCHGdUay0TBg6670TQ7Y6brbqbr4XDjxIMLj+nEY7kI48JjFR6z7Ju37DEtm+fvpv0uXRgRDeGmIJ/N8MHPf8LBt98CoKZ5DjueeYH5rWurGJPOyf32qpG+4+PFx11eBysKpZGWZVdXGrE0zZ5nURCLzKFDZX9WAqqKb/36olj47rjjgn0Ww+lhPh/+nIMjB/l8+HOOjh4lo0/9U31xeDF3NN7BHQ13cEfjHSyvXY5LcUJy0BaJT39mN2oOHLI3DZvuYuf0Fsse6bo1nHYu5XN9PsdGTboHExzvSjKaygNnpnyqosC8Wh8t9X4CEQ9WITsx6IJeXeN0sQFSA1OraHoIqBYL3TnmqTHm0EeTcZo67QiNRjcBLT3DlpqgKAEsq4F8voZMOkAs5iE67iKbCZHP+5ip2c7tcNmNloqPkO7Bn3UTMjyELHv1hjs7/a9ZQzXIO3LETbsnIp4aJqWNFyUibcy8QsPh8uNwh3ApTZhmALCnUyrqRCYiiKKUSjIKYFcULTxkbYFIncWdHMaTtcsW5SUMdz4xRSBMBdIhN/GQSn+9xbBfIxqA8YBa6H0oZSFyboXKLk4HDqC+IA/ztBwbdJ2GhFGQB5MGw6BBN2iYYZVFHldRHIbMEKetUmlijBAjVqQoEKNWiAzeqf/GKqhuB2aht2GiLHGhMgWT/v860QmTJMg4QStW0cMQJEHIqhSGIAl8ZKZIg2Wp6LoXXXOT19xohSxCXqtnUJtbJgx2FmLi4+l6dtw4C2JQLgwuPMXHXSV5mHgMJ+qkTJtpGeStHHk9Q97MkDdT5I0sMTNL3swyfomzSyYjoiHMenqPHmL3zh8SG7JnGG7c8Sj3P/4NXN6pv0iuN5Zl0X8yxrGP+znx6RB6WWlkQatdGlmysRGX+8pKI5ZlkT91yhaLPXtI792LmarMDLgXLSqKhX/LFhzh8LSvlTNyHBs9VpGtmG4QVsgVYn3j+qJYrG9YT40rCKPHbZn49BelTMVMe3wEm+2mzIa1nPcs56i1kAPJOjqHMnR/nmQkmcO+wp+e8qktNV4a63x4Ix70gINxr8o5p8kJC04Uz9Jtlyk0PrgUqywzMUCjcYr6/BGarR4ixri9OGBaIhh6HdlsiGTSR3TcTSYTJJsJzdgr4VSd1Ln99uwI3Usg5yJk+ghZPkKWF8806wcsLDQ1T4Y4I/kosbQtESk9bkuEnphhVoSCwx1EdQVxuBpRTL8tD0oQKiSi9J4Tlwo3WTxaEk96DFeyC09uvCL74MnFcGmJKSOsTQVSIRfRoEJvncFIwCQaVAo37PuQPW3SUsuzD/Y71xaWZzZoOVYYBg1pg/qCQDQYBg0FiYhM0yyZxscoNQyaYYatMMesCCNWhBEK91a4eJzCy2TZU5wKiseB6VIxXEop01CQhGKmYSL74FSmiEOQlJ1dsMYLWYUYYeLFDEPIihc+th/zMLUR1TDs7IGmTWQR7PuM1kJcX1TIOhTKE7obXfNgGK4pX4+Hkix4LCdByiXBWZZhKD3mnkYYNDNHzsigmVlyZpa8EUMzsyTNDHkzi2bYj2tmlryZIWfYx7o12cKdoHhQFC8oHnLGlU1UVizrAt0u14F4PE4kEiEWixGe4RekIABo+Rwf/fIf2f/Wm2BZhBoa2fH08yxav/GGx5KM5ujq6OfYx5UDtSJNvuKqkVDdlYmPPjJiz7Mo9Frog5VDoR01NXbz5j33ENy2Dde8edO+zmBqkM+GP+Ozoc/sbMXYUfRJS0FVRWV5zfKiVGxo3MDiwBzU4U7oPwj9n9v3g4enH8mtqFC/Aq1pLYP+lZxQFrMvN4/Pxjx0DyYuOIOiMeKhrtaHO2wvFR3zqPQ5TfQZdpdVsJjjzDPfMU5LoczRoHfSbPXSwAjqtEspFUyzFi0fIZUOEI97SacCZLIhspkgpjlVChyKSsjpJ4SfgOEmlPMQLEhEyPLhxVWYt1jCwiSnZEkbcRLZMRK5MVKF1RkpPWbPi5gcn6IWtvYOAQFMM1Dsg5goZ6AGUJRKSVUw8RpJPNlx3KlhWyByUTy5GN5ctCgS6qTsh6lAIuRgLACjAbMkDUHsW8g+tgVi0sXXggbDpF7LF2VhQhzKBaJ2mmWascKgpyErzIgVYbhCHsIFgbA/nlyuUAqlCKMi06BiuRwVmQa7ZOGYUqawsw32yomSLFQeh0gUPo4RJImj7N/JshR0zUNe8xTlQCs71if1M+i6nYWwrMqf4WJ2YbIoFEsSzknC4CoIQ+nrMSyDvGGLQd7MVh6bWfJGtpB1yNn3hv24ZmYnldPKZEH12pkuxVsoB3rLRMKLopaes+9LuQjVyKGlR3n+F//2sq/fIhrCrKSvu5NdL79ItN/e0mndgw+z/Ym/weO/cRuHGZrJ6c9H6NzTz9kjo8VVDU6PXRpZve3KSiOWppE+cIDUBx+Q/PCjKfuGKG43vrvvKqwO2TbthmS6qdMV7eKzoc84OHSQz4Y/mzZbUeets/sqGjdwR8MdrA0tIjB2uiQU/Qdh+Nj0syncQYymtYwFV3LGtYyD+gL2JJo4MqzRH5thXxCgLuShptaLM+Qi63cw4lEY8yjgnF4o/IrBAmeMufTTYp6iSe9kLudpph8XU+OyLCeGUUs2GyKR8JFO+clkQmSzIbLZwJTUsoJC0Om3eyR0DyHNbrKcyEj48UwRCQODLClS+XHi2dGiQNgZiRhZIzWlN0J1BlAdISxCQBBFDZeVMsKFpsrK74HDzOPVYrjTYwV5GC/evAWhmNwHYSoQC6qMTWQeQhANTNzPLBCeCXnQtYIolEoWJXmwH/OWXRZMFKLYsxyGrQijVMpCuUyMEUYrT5Sr2P0N5dJQzDoUMg2e0jGThMdPmpAVI0R5VqGUbQiXiUOQuF2iKP6cUCg7lG665i32MWiaXbbQCo9N18swWRi85RmHmSQCZ8XP04QA5AvZhNLH5bJQLhO2OFQuJ54sCyVBKBeHyc/Z94V/D8vEqadx6RmcehqnlsapZ3Dp9r1Tn/Sxli6cn8apZ1EtnaRhsOXEcREN4eZG1zT2/Oaf+OTN32JZJoHaOh5+6jmW3rn5hsUwci7BsY/76e4YJJsqpRLnLI+wetucK9prRBsaIvXhhyTf/4DUxx9jJiu7FD2rVxPYdo9dDrn7btRJZaFYLsbB4YN8NvQZnw1/xuGRw1N6K1RFZWXtSjY0bmBj00Y2hJYwPz6MMlCQioHP7b0/pumnsHy1pOvW0edfyTFrMXsyC/hwJMS52MwZikjATbjWgxpyk/apDLshG3DOKBSNaoZ56jAt5hmajW7m0stczlPL2JRUtGV50PVa0ukgibiXTCZIJhskmwmTm2YVR8DhI4SXoO4lZFRmJAKWZ2pqmTwZM0kiO1ZW0ogVZSJvVn5vFcWJ4gwDoUIjZahQyiiTCaXyb3uXnsKTHauQh5JA2Ddn2e6ztkAojAYsxmcQiLHC7IcJgXBYUG+a1Ot6mShUSsR0fQ86Dkat8KRsQ1nGofhxhLFJSzMr+ho8jsoeh0nH5aUKBzohK0FwkjTMnHlI4iwTzWJZQvNWZhoqxGFCKrzouqv4c6JaCl7ctiwUpMBrufDgtu/LShLeaYTBsPRiRiFXKD2UsguZGeVBM3NlQuqcUQguVRZUIzdJBCaLwswiMTF7JOeElNceQJbyQsqjkPZCyoN971VKxx7744lzE6bBoec6RTSEm5fBUyfY9fKLjPTazYGr79vOg998Cl8wdN3fO5vSOP7JIMc+7mf4bGkpZyDiZtU9c1h9zxxqmi89m2IZBpmDn5P84H2SH3wwZViWo7aW4P1/RuC+PyOw7R6c9fXF50zLpCfWUyyDfDb8GadjU3sbQq4QdzTdwcbGjWwMLmJ9XiMw1AUDhUzFDFucG4EWopHVnHYt46C+iPcTc2kf9aHNMBk66HcRrPFA0EXSpzLqUbCCLrtRbhIuTOY6xplLH83GceZYZ5nLeeZwHh+VWRDL8pDP15FOBYknfGQzoYJMhNC0ynq8ikJY9RMyfIQML2HLR9jyF7MSzkm7O+SsDCk9RjIXLZOI0v3k/gjFEQQmxKE8GxEuLPH0FjNXimXizsdLEpG35cFdJhHufAxHIUtkqBAPVArEWNCe/TAWtFdgTBYIj2XRqOs0FkoUTQVZaCqIQ2NBJsr7HnK4CuIwNeMwUshETIhF+UAoy6FMyTZUHHvKjl2lrIOXDCErPiXbMFOZwk+6JDq6qzLLoE+fddDLshET0uCyHNOKgbeQXai4LzzvxIGCgmHq5MxMUQ5yxSxDptirkK943i5FlLILU2VhqhR4QS0rRyieoiwollGQgvKMQUkSpmYUJj62j1XLuCpRSHtAdyoETJOQaRI07UFjQdOa9LH9fKjs8ZBpQtpg2f87JqIh3HwYuk7HG7+m443/jmkY+MIRHnryWVZs2XZd39c0Lc51jtH5cT+nPhvBKOzAqToUlmxoYPW2uSxYU4d6iXuN6GNjpD76yM5afPQRRqyyQ9u7fj3B++8n+MD9eNetK5ZD0lqawyOHi2JxcPgg8Wn2oF4cXmxLRWghG3SFpeP9qAOf22WQ5MC0MWVDCxn0r6RbXcre7ALejjbTk51+l1W3SyVQ44WQk7hPJe132kLhnioUISXHfHWIFvM0c8zTzOE8czlPI0OTat4ONK2GVCpIMhkgkwnbt3R4iky4FCdhy0/YsDMR4cItZPoI4C3Wry0ssmaKZD5KSqsUiJQeI23EK1Zr2BeFUiaiJBGhUoNloS9CNTW7hJEdr5CI8r4Idz5eLGUkvQpjIYvRkMJYiMLNFoeJfohygfCZFg2GLRCNBWEo3so+Dpl29iFvORmihmGrhmErwrBVwwhlfQ+FZslRK0KCwsoYhWJpoqKvoWx2g+V22ALhUosZqKCVIEysWI4oZRimFwh3YfmOrjsLJQpvmSxMl2WYyDS47fKWxYxicCGBcKDaqyMK2YOcmSnLNmSmlYaJY1sY1IIATPQleIsfX1gWvCiKA4eRu4LSg/28w8iRv0pRwEGFDARNa9LHtiyETKtMGErPBU1weMLgDcNF7yMVH8dzCpFFa0U0hJuLkd4zvPWjHzB0+iQAK7Zs4wtPPos/HLlu7xkbztC5p5/OPf0ko6XSQP28IKvvncPKLc34ghefy2GZJtkjR4tZi+znhygfT6mGwwTvu5fA/fcTvO++4m6n/cl+DgwdKIpFd7QbY1Ijn9fhZV3DOjZGVrBR8XBHIkbt4BHoOzDtaG5LUUkGF3PWs5LDxmI+Ss7l/UQLcaZKhaqCP+TBCrlI+FT0oBMz5AKvo6IjX8WiWR1njnWeFvMkcwsyMZfzhKgc4KVpIVKpIOl0iEw6XBSKbDZAeZnDr3iKGYmQaWclwpZvStOlZuVI5KN2VkIbJ6WPF4/TehyzOLRJtedBVAjEpKxEYZmnamp4smO2OGTH8OaieHLRylKGbv/VbSr2vIexEGUSoRQ+Lh3nXRMCYRazDU2FbENFFqIgEhMzH2KWnyGrlmErUhSJIatwT+k4Vtj8ynIqlaLgqZSG8iwELrtc4bZyRBgvyEO8KBGRwn35LUQCJwaG4SjJwXRZhopMg/2YZTkKpYnpxcB+zD1FINw4USwqyg9Tsg1TBCJLzsgUMlKOkjBUZBe8KIqvrARR9pzqBVw4jawtAFqqmFFwaanK8sMMIqE5jKsSBY86WQAuLZtg38DjDqJMiIA3csmSULx3h+xfAlfAlV6/RTSEqmCaBvt+9wYf//rnGLqONxDkz7/1NK33PnDNRnKXo+UNTu0f4tjH/ZzvHi8+7vE7WbmlhdXb5tCwIHjR9zZiMVIff0zy/Q9IfvghxmjlRd/T2lrMWvg2bMBUFY6PH2f/4H4+G/qMA8MHGEhNzT60BFrYWLeGja5aNuZyrBw+g6v/M4ifn3KuqTgZCy7npGMpn+YW8qfEXA7p86edG+DxO+0eCr+KFnRhBV1YQWdF050HjXnKIHOs08yxeosy0cxA8a9WAEP3kEqHyWRKMpHOhMlmQsWBVQoKQbyEDV9lVqJw7yo0CpqWURCHGCl9nKQ+XshO2MfFkdiKC0UJ29LgKNyXCUWxwbJQzvDmonizUTy5MbzZqC0TBalwaUk7S+CgmH2YLBFjIYXRkD0LwlTtFHNjWamiaXImonAcsCw0y8EIkYIkFO6L2Yiaso/t1RbFksVEn4PHgeUp9DdMlCs8pdUVqmVUCEP5LTLN415yRXHQ8t6yjIOXvFb5sf28B9N0XXFpQjPzxWzChBBMV6LIFXsaMoUeBtf0ZYgZRGHiMYdplTIGWrpYYpgQBld5RqH4fApVz5D2miS9tgwkvYotDMXbzKKQd1v4VKssQzB9NmGiFFGeSQiZFkFXcGo2YVpZuPaScC0Q0RBuGsb6zrNr54v0d3cCsOTOTTz87ecI1tVf5DMvD8uyGDwd59iefo5/MljaKVWBBavrWL1tDks2NOB0zTzzwrIscl1dtlh88AGZzz6rGJilBgIEtm0j+MD9BP7sz9DrwxwcPsiBoQMcGDzA5yOfk5o0IdOhOGitXcmd/rlsMFQ2xoZp6T8CYyenvj8KI77FdKrL2ZNZxL9kFtJpLZyyLNDhUgurPJzoISdmQSrKyx4e8syjj3nWaeZxjnn0Mp9eGhhGLZQCTNNZEIkQ6YkyRyZEJh0pzplwohayET5ChYzEhEyELG+x8TKjJ22Z0McLDZf2cVIbL5to6SyThzCKI1L2cQQUH4qi4NAzeMuzENko3twYngmZyI2jWgZJb0EiglOzDxMSkfRByLSmZBumK2P4LYu45bNlgQmBqK0QiYnsQ5Qgpjq9KFiegkiUiQVOFb+VLMswxCfJQ6U4BEhhGQ40zUO+KA5lslAmDBMfY9gi4LXspsdpj8se8+DCMvUyUZiYs1Dey1DKMOTKHrMUV4UYVJYlfNOXKnDi0nNlkpCeml2YIgwpFCNN2qMX5WCyLCR9thwky+Qh6YW8x8LtMAlbJREIF0sN08tD8XFXEK87jDJjqSEyqyXhWiCiIcx6LNPkwO7f8+Evfoqez+H2+dj+10+ybvtD1zSLkY7n6Wof4NjHfUQHSiMjww1eVm+bw6qtcy4488JIpkjt+dhefvrBh1PmWriXLyN4/wME778f54Z1fB47yt6Bvezt38vnI59PmV0RcAbYGFnKRjXInekU64dP4x/qnHYjsTH3HI6wnH/JLOSAvpTD1mJSVI4udwXtTcG0oBMrXMhS+EplDzd5WySss8ynd1qhyOWCpFMh0plIITsRIpMJk8vZqXoFhZDpJWL5K2+mv7gcVDfzxUxEsqy0MVHmsOvhjkqRUCNlmYkIKH5UyyyUMKIFcRirPM5GUY1ssXlyLGz3QIwW7sfCJbHQXNBgGDTrBs2F8kWzoRfu7ccbDQO3CaMV2YdahosfV2Yf0oq3sAzTUVm28JSEYqJh0uXQCCvxacsTYSofDxFH0bkkYZh43mF4psjBxLGvkHnwWW482PeYejF7kDMy5My0fW9kyJvpYu9CzkgXV1SYuKaXgmkem7h3GgYufeZyhKvY01A6tkiRceUK5YaSDKTKMgm2NJSOUx4L1W3iUSFsTZWEsFGShwqJwEXIHcLrjRSEYPKtTBYqpOHWkYRrgYiGMKuJDQ2ye+cP6T16CICF6zaw4+nnCTc2XZPXNwyTM4dGOfZxP2cOj2IVRlQ7XSrL7m5i9T1zmLuiBmWGxk6tr4/Ee++R/ON7pPbuBa1UMlC8XgJbtxJ84H48991Dt2fcFouBvXw29Bk5o3IJaLO3nru8zdylWdw5PsDy/k4cxtRlojFnPUdZzp7sQj4zl3LIXEKU0v8J1alCyEU+6MQKuTBDhbJHoXnPjcZcq5f5TAjFuYJQDKFiYZoqmUyIdDpCJh0hnY7YWYp0uDi4KmB5iJh+wpOEYiIzkdGTJPUoSW287N6WC3uzLnUGkYgUShsB3FqyKAwV2YjCsTsfJ+GzGA3DSFhhpOx+NKwwGrb7JZyKRVNBFpqKMqFXfFyrm4wTYcCqZbBwG7DqGKS2og9ihDCm21kSh7IMRFEcCmLhdeaIKDEijBNhnBrGiRAtlCvGK+TBqRtl/QsFWZgm+5DXvOg5Hx7La8uC5cKLu/K+4tiN07TQzTx5I01uQhwKxxMliZyRLpYscqaBpbjL+hh8ZZkFH4rqq8g2qJaCS9dwTfQlFIUhNW1WwalnMEiTdaZJe61S2WGaLEOy7DnDbaK6LfxqqWlxsiBMzjSEFTchd4iAJ4zqrakUhGnFoewcTxhcN36K8K2IiIYwK7Esi0Pv7uZPP3sNLZvB6fHwwNe/xYaHHpkyhOpKiA6kOPov/XS195NJlOSgZWmY1nvmsGJTM27f1JkXdiPnEZLvvUfij++R6+yseN61cCHBBx7A/2f30bs8xCdjB+kY6GD/4H7SeuVumA3uMJtdDbRls2wZPMH8xMiUuRApNcQxZRkduUUcNJdy0FzGIHXF5xW3ih5yYYVdmGE3VsiF5bezFComzVY/8znLAs6wgF4WcIZmBlEx0XWXLRFFoQiTTkfIZoOAisdyFQUibPpKx5YfFw4yeoKEPk5Si5LUoiS0aFEqdEsr9ENESiJRVuJACeDW03gzo3izo/iyY3izE8ejeLNjmEqe0RCMRCYkokwoInY5w+2wpkhDU+HjiUyEYngYsuoYtGoYpK5MJuoKQlHLkFqL7rEbW8szDpanshfC6TSIqDFqiBYEIlYUiJqCUEQYJ2QmcGjYpYq8z+5tyJf3OJRkgrwfj+krE4byrEOlPLhMBcvQylZIZIrykC/LOkxkIPKWhYmrkFGwhWHiuKI0ofpwmA5cuoHbyNqyoKVwFWRh4rj8cU3NkHWmyXh0Up5JJYhpZCFXyCo43BYBKsWgdG+VRMEwCTs8hFwhQp4wrhmzCmU3z6Rsg3P68fDCjUVEQ5h1JEZH+MMrL9FzcD8A81rXsOM7L1DbMveqXlfLG5zcP8TRj/roP1FaQuoLu2lta6F12xzq5gSmfJ6ZzZJqbyf5x/dIvvce+vBw6UlVxXfnnQQf3M7o3UvZ5+mjY2Av+wb3TdkiPeLwscURZksqwZahHpbkK/c+0BQXncoyOvJL+NxcxkFrKWesZopLOb0OjKJU2GKBx968qdYarZCJ+ZxlHudxkyef95BO19hSkaopyoWmeXFajsqshFmSCS8u0nrClgg9WiEUKX0c3bIKmYgaFLWm7NiWCZeerRCH0rH9cdKTs7MPkcpsxEhYYTRs4fKYNJlGRfmiWM7QDWp1SFg1JVkoZCEGrFqGKBwrtaQ8AVsWvAVhKMjERPYBN4SdCWqU8sxDbKo8GAlcmlHINPhK/Q75iWP73soHcGtBvHjwWW58RWGwjyfKE25TRTEMdDNXKEGUxCFflnXITfQ0mGDgKGQYJlZIlGUaJmTCcuMyTVyahlvPVMiCU09WiINDT5FXU2RdadIejaRPIeGz5SDpUwr3pY+tQlbB5TIJMnM2wc40WIQcXsLuICF3GJ83glKRVYhMKjlMziyE7T3lhZseEQ1h1mBZFkc/+CPvvf5jcukUDpeL+772BHf9xZdQ1SvbbAxg+GyCo//SR/feQfIZuw9CUWDR+gbW3DuHhevqcUzaN0MfGSH5/vsk/vgeqY8/xsqUJj6qfj+B++4je896Di538HHqMPsG9zGWHat4jaDqYhM+NsfHaIsNsyKvVcyZHFHq6NCXs99cyX5zBUesxeQLO0BYPkdRJqyQLRZ4HDgtjfn0sojTLORM8T5AahqhsI+1vD1fosbyE7ECRCxfRd/EhExMFoqkPo6By5YIRwRFrUEtHkdwGCr+3BjezEhZRmIMX3YERR9jPJC15SFSLhH2sR4waMSkRdeZqxvM0XVaDIMW3c5GqLqfUass+0BZOcOqZUCpZdRdg+V1lRomCze89sd+d4aIM0atEi3KQkkk7PuQEced1zGKjZI+8nlfKftQOFbzYdx6AJ/lwVcQBZ/lxou7eOw0QdF1DCNL1kwXyhGF20S2wcyQM/LkTdAVR1k5okwWJgQCD04T3LqJS8/jLpYlClmFsiyDaqTIO1J2OcKTtfsWJglDwmdLQ86DnVnwmHicJTmIFG5ho3BvmkQUN2FXkIgnQtBbg9NXewE5mEYgHLL/piCiIcwSUuNR3n71R5zc1w5Ay7IVfPGZ71E/f8EVvV4uo3P8k0GOftRXMbEz3OBl9b1zad06h2BtKa1qWRb5EydI/PE9kn/8I5nPP6+YbeFsaUH9sy2cXFfH+42jtI98ylBmqOI9fYqDuwwHm2OjtKVTtObzxd0bdBwcMRez31zOpwWx6KMeUDB9DqyIGzPswgrb97hUwlaMhZxmEWdYSA+LOM0c+rA0B6lUbVl2wr4383Y2YkIoaswANYWyR95I2aUNzS5tJPSxQgNmDFPxTZORqMFpefHlEmVZiFKJQ9VGiQYzDNUoDEdgqEZhKAJDEYXxsIXfZTLH0JmjG7QYOnN1+7hJM3DoIaJmPf1WPX1WfTELMWjVMkAdg5568l7vJIGwSxiKxyLiSVDnHKNWGaeWsSkSEdST+LQcZt41qWxREggzF8CZD+MxAoVMgxtfWdbBhxu34UAxdDBy5I0sWSNVlIZsUSIyZE3TLlEobnvZrOorSEPp2GGquEwLt6bjLjQ/TsiCs0wcFDNNzpEi50yRdqdJlwlCskweUl6wPHZ2wekx8aomkbImx4hRkoew4iLiChLxhAl7avH6au2Mga+mcF9bdlx+H5HSg3BNENEQqk7Xno9457WXySbiqA4n2x57nM1f+gqq4/KyGJZlMXAyxtF/6bO3Ys///9v78zDLrvK+F/+stfZ0pjo1V3X1pAENaDYSEjKDAWMwP187JHHs60tiwAbHMWBj2bk2vvcHduIED0xxwBhP4Sa5Dva1g5342mBJGCQMAiEhEAIJzeqxuuY6wx7XWvePvc+pU9UtoRbqbkm9Ps+zn7PPrlNVq7uqzvvd33dY1cROT3D+VTM8/yUL7LlwYljYafOc/h130Pn0p+l++u/JDx7c9vX8S57P6jXn8cXzDZ/y7+PRzvbR3AGSq7TghZsrXBcnXJYO/AhYsWPcYS7gTnMBd5gLudueS0KIDSSmXTkV7QDT9hE+7OII+3lkKCj28QhjZpO436bXm6DXGx+KC5G2aNsm46bOuG1UR51AS3r5Kp1slc18lU6+SidfoVt0MaJxfIpDjBHlhnqyQi1ZphZXR7KMl62wVu+xNCIkliohkbQ0zcAwXwmJgaDYVRTU8pCkmGTRTnPYTnLYTleCYpJD3gyLwRR5PSzFQ6SGNREEgmbYY8JfY1KsMcEq46wyySoTrNE26zSzPn6mKdLSdchG0xZZhMhaeFmbSNe3OQ1R5UCExkNqjShytElGxEJ5JFU3xUA4aIKRQsj68Fzi4xeWoNAERUY4cBfyLn7eJci7oLulw+B3ib2Yfq0YSUNsCYYsshBYZGjwfUNDGsbsDqEwFAsNxoIx2uE4zWgCWZ88gTg4waP37YfIORynEic0HGeMuLPJzX/0Ee77wq0AzOw/l+//mZ9n9pzzTvLrZNz3xaN843Pb21IndjW49CULXHjd1sROvbFB99bP0f30p+neeiums+V2iCCguPpSHrh0nL/bvcrn83u3Td5UCC7Xgms317guSbgyTQmrv4L7zW6+ZC7my+ZC7rAX8pidxapSVNixAFOJChnCHnGQc3iIc3mIc3mQfTyCiQP6lZgYiIqiP86EHWPCNJiwDSZsk7auYYp+VSsxKijWSa2PUBNVqmMCKSeQNKgnferpyjYh4afLdINVVsY0x8ZhqV0KiZU20DDUo4JdWldiohQS47nE5uOsmdKJOGKnOEx5fkjOcDicIa7VyxqIgYiIFGGYMhFuMumtMEEpIgbHQEDU0hydhWRZjTSrkWV1sqyGSFuoZIIwb1EnpGZD6pWACK2H1AapNRTJlutQpS1KIZGRWkNqoMDbEg6yVg3tivA1+Lp0G8IiIRgRDX7eQ+gumeqSel36QY9OlNGrwWYNOvWypiGPLCK0yFDjB4amHElFjDoLXp12MMZYNM5YOEHgxILjLMAJDccZ4cE7vsjfffQ/0t9YR0jJda/7Z7zon/6vKO/JFX9ZYzl47xr3fO4wD391CaOrttRAcsE1c1zykgXmzh1DCEF+5Aidm26mc9NN9L/85W2Ds8REm5Wrz+P28y1/OfEIK2L77qj7NVzf63B9nHBtnNCsfu3vNXv5ormYL5rn8yXzfJZoY5seZrxyKsYDZB12i4NDQXEuD7FbHyDvNel2J+l1J+j1Jkh7U7SLcSZM6U5M2CZjOkRn3UpMLLORrbCZr9DXBivHKkExgVAT+CainsQ0kmVq8RK1eIkoWSJWy6w1OluuRLusl7BNQzMqWDAFe4qC3XnBfG5ReZNET3J06EJUh5zmUDjLejSGrXlDESFDy1jUYTJcY9orHYiJyoVom3UaeZ96kiIyrxIPpYDI0zoyHcNLKwFho1I8EFAzAZ7WiKLAFimZ7pPo3tZhclKtSS3kqJGCyHrpNliFryEoNFFREAwKHyunQehuVfzYJfZ7dMM+3ZqlU4mGXs1iQguhxQs1QSUaxo2hbTTj2jCuItp+g/GwzXg4Qbs2jV+fgvpklYaYPHE6wokFx1mKExqO00ra7/H3H/sD7vnsTQBM7t7La3/m55l/3oVP6vO7awnf/PwRvvn5I3RWtnb1nN3f4pKXLAzbUtOHHqZz0010bryR5O67t32N4pwFHrxsgk/tWeUf2seGG1cBjFl4Ua/H9UnC9XHC7kJjrOBeu4/bzPMrYXERq14bM14KCjsewJhir3dgKCjO5UHm80WybpNed5Jud5J+d5Kwt4vJoUvRpKkDTNap0h0rbGbLbBRdYuOVYqISFL4NaSQp9WSVWrxEvb+EypfohEssj/VZHIejE4KjE5C0DPWaZpct2F2UYmI+t3hZiyyf4rCd5aCd4aCd4YCc4bFwF8eiSXQtKNMYNYUIYSzqMhWuMO2tMMUyU6wwYVYYy7s00pgg1eSV85ClNUzWRCZtvGycqBIQAwfC06B0AUWOKeLKceiS6B6xzkmNJbWW1CqEbCBkHajhG0mgyzRFlGeVcOgSjDoNqhQNvaBHt1bQqUOnJkgji4nKlsqhaFCmFAvG0BY+436Dcb/FeDROuzZFqzaNqE+VQmGncBi4D67A0eE4KZzQcJw2HvnqnXzqo79Dd2UZhOCa/+Uf8+If+ed4wRPf6RltePSeVe659RCPfX1lWKM52G/kkpfsYmp3k+Qb3xiKi+yBkbHcQtC5eDd3XOTzlwuHOdzecjQ8C1dVouK744TnZxnCCr5h9/MFc8lQWGyEY5iJEDMRYCZCphornC8e5Hncz/l8i/nkGHm3MRQVRXeWZjzPlG0xaUqHQqR9OpWY2MxX6BQpsQ0QahKhJlGM0cgKmvEG9f4i9f4xrFlkI1xmuR0PxcTauEU1NWOhLh2JomA+14R5E51NsWxmOGBnOWinOaDmOBDNcSSaQdcDbM2DSNKMekzW1pj2lpkWpZCYMKu08i7NNCZMCvK0TpbWKZImMh3HTyYJs3EatkbNhkRGobRGFjkmTyl0POI+5KTGkFhLaiRW1hCyjiCqHAdDVBREWUqQ9wiyTaztkslNEr9DL+jSiXps1g2bdchrpcsgQ4MfGgJf06pEQxvFuFdnPGjRDtuMRxOM16YJGzPHC4Xh83FX6OhwnCac0HCccrIk5pb/+sd89ca/BWB8bhev+Zl3sOfiS5/w87prCd/4hyN88x8Ob9stdeGCcS55yQLnXTFJfs/X6Nx4I50bbyI/fHj4Guspjl48w2fPT7h5f4eNxpZrsZAXvDSOeXGVDmlYy7fMbj5vLuUL5lJuM89nrTFeOhYTIWpccG7tYS4S93EB97InOYTq+HS6U3Q3p1CdPYzn00yaJhOmQZAVpOkaG9kS69kym0VOTIhQk0g1SVgomklKI16h3l/EyxbphMc41lrnyKTl6CRkY5awVTDtFezJC3blmrBoQD7BRjHDwcqVOKBmORDNc7g2R1ELsDVFLUpp1zaYiVaY9ZaYZJlJu0or69FIY2pxhk4j0rSBrWogvGSSWiUiIuPhaYssMshT8qJHUnTpm5REa1JrSaxEEyBkA2k9Ag1BboiKnCgr6xxU0SGTHVLVIQ66dMJNOvWEzRoUdQtR2WLph5paaBhHMylCJvwGE2GbyWiSidoM7cYcqj55YoehNgH+9lHrDofjmYO1lo3VdSamJ53QcJwaDnzjbj71kQ+ycazc9+Oq1/wvvOx/eyN+dOLRvsZYDnxjla/fcohH714euhdR0+fi63dxyYtmCR67h81PfYrOjTdt2wVVhz4PXNzkpv1dbj/f0I+qPTys5YVxwovjhJfEMefkBY+aOT5vLuE2cymfN5dwrDVTuhWTIY12wkXht7iQezlff4upTod4c4Luxixqcz8T6SxTtsVY4SGSPt1smfVsiY2iT0dLrJpAiknquWAs7tPoLxLFi/S9RVYbSxyZyIZiwh/LmfEL9hYFk7mHzCZIsjkO2bnSlfDnOBDOc7g2Q1avQSRo1bpMRWvMR4vMqkWmzApjWelE1JMUkwZkSQORtlHpBEElIuo2ItCgigKKDJslpLpLrBMSrUmsJbaCnBBFiF8IwsIQ5Rn1NMHPu2jRIVMdYq9LL+jQqXXo1AuKyGIjg4pK4RCFhjFlmfRqTPgtJsM2E9EUk41Zxhq7kI1paExBfQrq09CYLgWEq2NwOE4bRhvyOCXrpWRJShanJL2YpLtBHG+QxZtkWY8871EUPQoTo02CsQk5Oak0JMqQScgVZEqQS0GuJLmSZFJRSEk31fzBD3/ACQ3H00uepXzuv/1n7vzb/wHW0pqe4TU//XPsv/yqE76+t5HyzX84wjc+d5jO6lbtxcIF41z63XPM5Q/Tv/Hv6Nx0E3ptbfjxrB7w1Yt8PnNezFfPFWR+KS725zkv6Se8OI65Jknpmhb/YC4rD30pB8cWhsJienyN5/vf5CK+yTnpo0Qbhs7mDHp9D63uucwU4zQzAUmHjewY69k6G9qQiSZSTlLLFa0kptVbQmVH6IRHWBxb4vCkJp6weGM57VrBPl3QzCNENkk/m+eQmecRNc+j4S4eqe1ho9mGWiUkamvMh0eZlceY1Gu0sw6tuE8YF+ikDsk4KpkijKepZRNExscrDLLIIU/QeZ9EJ8SmIDGG2ApSo5AE+FoQFpYoy6hlCdJ0yeU6fb9DL9hgo7ZBWk8wNYOoGbzIEIWaVqiY8OtMBi0mwnEmazNMNGYZa8wjmjPbRcOgnuFp3PTO4ThbMNpQpDlZPyWLE7IkI+0npN0O/XiNLN4kTbvkWY+86KF1H20StE1IycmkIZGGXEJWCYBMCnJPkktJrhS5UOUjHik+qQ1JbEBuAlIdkpqATAfk2ic3Prn2KLSiMB5aS6wRoC2i0EQmo1Yk1HRCzaTUdErNJEQmpWZSVLzJH7z3vU5oOJ4+Dn/rXj75ux9g7cghAC57xat5+Y+/mbBe3/Y6aywH7l3lnlsP88hXlzHVhmZh3eOia2c5t3kMedvf0b3xJvTG1sjwuOHzxQss/3CR4ev7BVoJfGu5Nk54aRzzsn7CTC74krmYW83l3Gou55vN89BTNcxEwPz4MS7xv8HF9pvs6R1BrIf0NubwN85lKtnNRBGi+j26ySKreZc1DUaMU9MBrThjrLcC+gib4VEWx45xdKrAtjXRWM68nzOeR4h0kl62m4N2gUeDXTwSLfBYfYGkXqNZ7zFVW2e+dpQ5b5GJfIOxrEMrjgnjApImIpnAj6eJ4hmivIlfGGRRQB6jsz6xyYi1JjaQWIk1ikALAm2IspxaGmPpkasN+t4m3WiDbrRBUU+hXoqHMNI0myFTtRbT4TjT9Vmmm7uYGNuL35wvBUNjuhIQUy5F4TjrsdZick3WS8jijCxJSfspWdwl6a0R9zfI0g5Z1iEvYoqijzYxhY1JKUiEJpOWVFpyCakS5GrLAcilIpOKXJYCILFlwE8JyKrAn5qQTJeBPzM+hfYrAaDQWkIlALwiL4P+UABkRAMhYCsxYBNqNiUio0ZGJFIicmqk1ERGREZAgi8yhMyQMgORIWSBFQVW5hhpSITYOmT5GAtJWj1fTyy/868fdULD8Z1T5Dlf+H/+b27/H/8daw2NiUle/S/fznnf9cJtr+tvZtz7hSPcc+shNpe33Iv588Z43lyPyW/eSP/vb8KMiIteQ/H5Cwy3XSz4xr5SXMwWBS/tJ7wsjrm2n/Kw2cfnKmFxe3gJ8XQLO+mzZ+IIlwTf5EJzLwudY5j1BtnGHhrrFzCdTRGlBbq/ykq2ylphSW2dRiaZ6PXxsyNshIc40j7MxmSGaBc0WznTUhBkbfJsjpV8Dw/7e3igtpeHm3swDY/J+hrz9WPsjg4xWawzlvZoxn2ivkYmY6hkkiCeIYynCXMPVRSIPMVkMVmRERtNbCyJERhtCQuI8rJ4EtshUxv0/U264QZpbQNTT5E1gx9p6k2PVrPBdG2cmdo0041dTI/tod7aDc05aM6Wj/Up10HheM5gjEFnBVk/IY0z0l5MFvdI4g3S3gZJXIqAPO+SFzFa98lNQkJBKjSpMKQKMmlLB0CJ8u5fSjKlyKVHLhSZ8EmGwd8vhYAOyCoBUGi/EgBbd//aKNAWCkPNpERFSqTTLQfAVOc2HboANbJKAGwF/WibAEhRMq2Cf44QGahSABhRUEg7EvjlcUJg63n5scwItBYYIzCFwGqwhUBoSZCX70FBzvAxKCDMbfU4eq18DKqP+YVHlil+8MtfdULD8Z2x+NADfPJ3P8DygUcBeP5LXs4r3vQvqTVbQHkncOi+Ne659TAP3bU19yKoKc4/V7Jw7DbkzZ/YlhbpNCSfv9By28WCb+4TWAGXpxkvjWO+px8zk0bcaq7gM/pKbvGvYnlyBjMVMj95jMujr3NRcS8Lm8tka2OwsZ/2xgWM5zW8fo9uvMRqkdHRPlHuMd7rI8wRVqNHWZw8ip3IaYxnNFQNlU3Tz3ZzSO7lwWgvDzb30WtETDQ22FVfZHdwiKl8k3bSpdlNiPp1vHiaoD9PGLfxconMM8hiijwjqUREbAQ61wSFpZbn+EWCpUvibdAL1olra5jaBqJREDagOVZjYrzNbG2aqfoc063djI/tRbXmt8RDY8Z1UziecRhjyNOsTAX0E9J+n6S/SRqvE/fWSZNN8qxb1QJUO9FSkKBJhKkcAEsqZZkKGNj/snIBRGn/JzYgs35512+CEfvfIzNBZf976MoBMEaCtsiioG5SoiKhplPqpnyMTEpkkvJjJiudACoHQJSBf+AG1ERKSIpHhlIZUqQg8/IQOVZojNCkkmFwf6LAnwhBgiC3ZeA3WmALUaYsCoE6QYDfEgG2fD4M+oNzS5CDX0h8E+BrH2UDlAkQwkfLAKMCjCzPtfIxI4/mBNe09DGqfCwPhZGCQgqMADDE2Sa/9F/+5akXGrfccgu//du/zR133MGRI0f4xCc+wete97on/flOaDwz0UXBFz/xZ3zxE3+K0ZraWJvve8tbueDa7wYg6eWVe3GY9cWtqZ0zcx77i/tp/8N/wx49NLzeqQs+fxF84fmCb+4V+MD1ScIren1e1k84WJzLZ/SV/L24iq+OX0wxXWd6cp3LGndzsb6PhfVlzFoLb+18xjvn0chA9DZYTzdZ1WBzSbufoYpjrNUeY2PyAGIyJhhXeHqSONvLAXUB9zbO59DYDM1Gj/nGUXb7i0zlG4z1e4z3CsJ+m6A/i9+bwo9DZJ5j05SiyEsRoQ15lqMKTS0rUCbBiC6Jv0k/WCOPVrH1Dl5dE44FjE22mB6bYbYxz9zYXqYmzsMf2w2tBWjNl/tOuHoHx9OMtRatNVmalbUA/Yys3yftb5AmmyRxeWRZhyLvUuR9chMTk5NQ1gGUqQDIpNiqBVCV/S8VCR4pIakJSW3pAGRVHcCgBmDoAGivFAC6FABC69Lir+z/epX7L12ApLL/UyKbUicd2v+1bU5AJQC22f85QmYgCrTU6Mr+T4UgroJ/Wtn/x4kBKUgR5Eaii9IBoCjv/ikEvt4SAOFxYsAOg/9ACPgjzkBQKHwd4OkAz/pIE2BlgFFbImArsAdoFVQCwEdX10702kL4GCnQUqKlwAoLNgcKrM3BFjvOc6wthufYonxOAbb6WHVdYPGERSFQQuBJDyV8lCgfPemT5pof/68fPOn4fdJ+a6/X48orr+QnfuIn+Cf/5J+c7Kc7noEsH3iUv/3w+zn2cDmz4oJrv5tXveWt1MfaLD3W4e7PHOT+2xcp8nLPET8Q7KsvMfv1/0HtM3cAYIF+CF+8UPD5SwR3nyNoWcP39Pu8ZSnmor7P7bp0Lf5N4wWszM/Qmoy5fPzrvNH+GbvXl5BHGgRrFzCx+T2EcUbeX2M9zzicH6SRaBrJGpvRQbrjDyHmu/THIjTzrOuL+Fb0/Tw2Nk84nrI7OsweFlnoL3HV5iLR5gT+kWlUt4WX7YFsFpOVQiIpNJtZip8dJSgyrOgRe+uk4Sp5fRnR2CRoSaKJOo3JSWabc8yN7Wa2fRXN9jmIsV0wtlA6EN/BzrSO5zbGmEoEbDkBabxJGncqIbBBlgzSAX1SkxCbjESWTkAmbJkOEFupgEyWRYCZUGURIOWdf2LL4J9XTkCu/aoWYJzCTFdOgCxdgMIQ6bIAMDIDEZBsSwEMUgKTdIZ3/MNUQPXcJ0WJFKkypMgQIseqHCr730q9Ffh9SRLsFAJl8O9JyYoQxAgKXd7168r+p7L/t9n8hUeYe8M7/bC60x8VAPUc5guLn0OgtwRA6QD42JE7/+2B3x8KgK27/x2vVQEmCMiEIlGKdVGmgy2mDO42x1LsCPoDYbB1XgqAHIhHzsuPS0ABSoMnJcp6hKYSANIvRUAlBpTy8Cpx4AkfJcOhWPDklmhQwkNIBUKVgw6FpBAGjaEQmgJDQfUoNAUajSHPuo//S/4EfEepEyGEczSexRij+fL//ASf/7P/ii4KokaTV/7ET/O8a1/CQ3cucfdnD7H48Obw9eO1lN2Hb2Xq63+Dp8t5GKkHX75A8A+XCL56nmDWal7R7/PKfkzQn+cz5mpuVi/gK5OX4E0LLp56gCu8r7Fv/Qi1lZBg7ULaG/sJ4pikv85qrkmTgnacUIijrLUeQU8exk4GJP5uVuylPNC4gNXxJnPNJfarw8z1e8ytK+qdadT6ODIWkOakuSYtNHmWorIMpVOM7JF46+TRCqa+hNdKqU/UmJiZYnZyN7va+5mfvIho4pxSQLR2ueLJs4ChG9BPSXs9kt5mKQSSDllanmdphyzvEhcJsS1IRE48EAGDdIBk2A6YSUUqFKkNtg6zVQ+w3QXwqkOhjcQW4OvRIsDROoAqBVAVAdZtuq0GYCslMHAAyvy/kClCVCmAqghQD1MAW/n/eMedf7wzBWBG7P/qUWmxTQAcnwqwW2JgNA0wEACFh2/8oQDwzeid/WgK4HFs/+H16nOGDoBCK4kRkkIKEKYM7raoBMDgvHIARs93uASjDoCwuhQAwqKEQAk5DPZbAX0Q7EdcgaE42BIESvrDcykUUnpDAWClHAb5JxIA2z4mTHV967xAo2WGUSmoHCtThNIoVSBlgVQaJQukKpBSo6SuzovhuZIFSZrypjd+/tQ7GidLmqak6daQps3NzSd4teN0sXr4EJ/8yAc48q17ATj3u67h+h9+C4/cHfOff+ULJN0cACks8/nD7Lr7E4xtPIQACgm3V+LijucJ9pLzfb2Ynz+acSy5iJvN1by1eS1H9u9iz/QRvqvxFV7W+wLjyznh3RfSXruKoHcRcb/DWq5ZjB+knnbpRo/RH38QdiesN6bp2It5qP6DLE+2mWsscZ5e5OL1gutXDyEOjyP6HibbRZrm5EmPft7BiCOk/iq6tgSNFcJxaEyNMT27i10T+5ifuJzJyQuR7b3Q3l2mMhzPeIwx5HlOmqQkvQ5Jd5003ijFQLpJnnZJsw69rEdP5/RNRoomoRIBAlJZpQNk6QKUqYCA1FZFgaasC8hG2wG1R65raNOi0BKtFVLr0vrf5gKk1XlK3ZZioGH6zIwU/tVGUgJR+Z1RKkOIUgAImYEcOAAFmWQrwPuCOBwEf0kit1yAY7IUAFpLikKgjShjox4pABwGfUmQh4RFWAqDHXf/QQGtvCwA9IvtAsAzpQjYafsPn+8I/NtEwuC576PDgEx6xFKMCAB9vAPwbc8zoL/NARC2QAKeEChTCoDAVsHdDAL89uBeigMPJQKUqI88HxEAUiGEh6gEgJHiSQuA9IQCIKcgGREAGVSPUhVVYNdloK+CvxwJ+McLg/JaKAsiadBKUEiJVh65VBTKIyOsSk/D6jwsC2FpDa+lBOQjr0kJSW1AUqXH+t0c+Mcn/fd7yoXGe97zHn7t137tVH8bx5PEGsNXPvXX3Pon/xdFlhLUalz+qv+N7vq5/Pf33VfmQICaiNn16KdZOHArQV7ujHrPPrj1UskXLxLskznf1+vzU4uK+5KruElczQemroFzFFdO380P6JvYtbxG9NA+misXEHX3kvY6rGYFK72H8PU6G42HKaYeJju3xoHgPA75V3B44vuot3pcaBc5b7Xgu5a68LDAJD66P0WarLMhlsj9+7D1RbzxTZqzdfYs7GHP7AXsmbma5vRF0N5bpTPkGfzfPrsY1AmkaUrS7ZTFgb310g1IylbBftalm/Xp6YS+yelbTSosiSjrA0pXQJJIRWICYhuQDOoB7KAmIKhSAYOiwAkKM43WEr/IqBcpdR0TVQKgbpLKBdjqDGhVxYCD3P9oLUBAgicypEyRMseKbFgMaERZBzC861eSxBPE2woBSyGwIQSLCIqq+l9rORQAVgu8HQE+zAOCIhgKgO1FgTCZb3UABIWHZ8rg71WFgOYJcvv6RLb/qFjYJgDK/L8WAwGQb8vrH+8G7HQGMrB9RlMFgsoBsKAMeFaVAkZ6lQDwjxcAw/MATzS2OwHD+oFSACAVVgiM5EkLgOSEAiCjIC6fixzjpViZYVWOVHkZ1EdcgK0gvyUMhucjjkCoNJEsQFkK6VFISa68qgMmHAb2nGAY4DMalRAIR66Fw2tlvUxApkNS42+blSFyC9qAsQhty06Z6hDaghk51xali6FrVtdJ2S5bxLTselU4W/59yKzD+57Ce8MpT52cyNHYu3evS52cATaOLfKpj3yQA98oNyeb3H0RIvg+eutbUxwnN+9n96OfZmr160hrODgFt1wm+dylgoUw41X9Ppd0anw1eyGfDK/jjpnL2DW7xDXNOzl38xDTi3Uay5cSbfjoXo+1NMN2u8Ay/daD6Kkj9MYnWfUv5WDjIvqTPuerRS7YTJharMPSOHQKkv4aqV3GRMfwJ1dp7wmYP/cC9s0/n/mZy/Cnzi/FhHpyu8Q6tjMQBHG8TtxbI+mukvQ3SeJ1enmPTprQ0wm9IqdvcxJbvjGnQpBKSSzEUAQkNiAxfiUEfFJTioBSDGwNCDIFhCanXlRvZnrksRICkamEAVlZFCjSkVqAGJ+sagUsRYCoRIAVOUZqCmmHd/qjcwC2Py/PMyPLNsBhJwBVHYAgGi0CzAbFgMcLgJ0tgEHh4ekAvxIBktHgvt3+3/n8+Or/YFgAqJW3VQQoGDoAdiTH/7gpgKEDcLwwKF0AgxKVCyDUSBHgzuDvb//Yjrv+7SLBKwWAkCBlufZhYD9eAJzwY0MBsCUShgJApViVY2WG8IoTBPtKAOxwAXY6BAPRIIYugKJQikJ6ZCLYEeBPHOx3OgUpIYkNyUxYtctuiQBjxAkD/eMJALTG13npoOmEqBLOQ9E8Uiezs25mcB6KUjgrkZRiSZQzNKwqyr8boSmk2ZY+68vRVJmk0IK8EHS7Hh/99fueeamTMAwJQ9emdyax1nL3zZ/iM//lj8iTGKkC/MbL6PUuR/QFnknYdejz7D58K/X4GOsN+JtrBLdepqiPZ7y21+HV6+Pckb2Y/9Z8MQ/u2ctlc/dyhf0mr1n+Iu0HzqO2tA+6M2wmOd3OUTpimXjsAfLZZTYu3M0x/wqOjP8QtWbKZdkq33VE8sKHDNzZJ05SUnWU3sQSE+dIdl9wCefvv5bJhWtg4hwnJiiFQZL0iON1kt4qcXeduLtGJ+mymfXo5AmdPKFvc3rWkAhLH+ij6BufGJ+46haIzWBo0MhdUKHQhU9YjFPXEXWdUC9iGiYeTgccvsHZlGmbDrsC6qRVOiBBigylUkRVF2BkgRAZRmq01FtvYkoQe1spgLhyAfpCsCbKboBSAEhMVQhIIUo7P4coHQR6rzpqhIUdioKBCJjKS4FQdgT4lQtQPgoRoFV4gjTAjpz/yPlAEGgvxIQBqfDoK4kR4gQ1APkT3PWPnidgu9tEQtkJoFGaUgTYMqgHOwsA5WjefzT4R8O7/mFxYPUaKRRCKqyQWCnRwpZ382jy0Zy+2C4GcjTxtry/GUkBGAoK9DAFsMMBGAT7x7H/dzoAgSqIKlFgpUUrWToBSp1AAAT0h89rIyIgOoEjEJQiQB8vAshGAvwOJ0AYs10QVLM0osH0TF3WzdRMwqTZJDIpDZJh++xo2mzgDtRFusM9G+miqdwzIwtyZcu/FbHdOYuRZIgyXaYFHS3YKGTZNaNF+SumfXQRIYsQoZsIHWBsk1y0yWSbTDXJVJ1U1UhVROYFpNInF155ICmsRBuJMWDSGPiRk37/clN+nuN0Vpb51O/9Do9+7U4AhLcbr/5qhJqg0TvMnoOfZX7xS2iZ8cULBbdcLukvFLwm7vOvOjN85eBL+cP2i1k7b4yrp77KK3uf518cDanfdiHexkXEvZSks07ffpVk7AGymRWWLzyXY7UrWB6/jH3BOpes97j4YAv7rYQkXiZXhzCzG0xeNs0Fl72Uvef+U+TU+c/Jro2iyOn31+j3l+ltLrPeXWO1v8lG1mMjT+jonK4p2NSWrlH0jUffeCQ2IB4UDRqfzHhlqiBXCA1hkRMWGXVtaBRQ15a6sTRMXooEmzBlEvaK8g2vRlre2ch4pDsgBZGDysrCwEoIxFKSKEHf36oDGBQErlcioNBVS6AWpRDIJXLQDphAlEFQSMI8qI6tOoHyY9DMt1wCv/AJqkLAgROgjwv+g/x/+PhFgCpAewE6DEilR19KjJQUQxdge0vfiQP/oPAvB7rHdQFYmyOtxStACYnSHoH0qYkdQX8gBLY9r+9wAEbEQOUCiEoADOoABnf3AzFQYMiPSwNsTw+U5wkF/erzC8ygFkBlW3f1JxQA2wsAh05AJRqCQepAaozi27gAQVWaGpLSfEIXYNg6qwcpstIZ04WqgvuTTwUM22kr16xuU6Kiw7hNqdutdFldpNuKZwciIBIZEQm+SKtW2kEhbYYdLaRVlPUzI67ZQDinCHItyApBrCvRPBABBYhMIEfdsxyCXCCKCTBNrG1iaJCLBrE3Ruy3iL06sVen74ckQUDieSTKIxXVKHIkhRWlMBCUKlUBT/Ze3wL6277qpDlpodHtdnnggQeGzx9++GHuuusuJicn2bdv39O6OMdTx1rLV2+8kc/+lz+gyGJA4dVeggquZHbl6+w59H8xvn4/9y/AH71a8vDz4JW6y490pvjKoZfzR5Pfg7jQ8MLmXfzTtZvZdXgX4Vfm0N1L6HU7bGT3k9YfIpldZOl557LYuJzu+MVcyDoXHcm57KE6en2ZPo9Rn19j7ooFnv+C72f2nO8p9894FmCMpt9fodtdYqO/ynJ3nbXeJutJn808YTPPWcstG1rQ1R4969PXZWFhYnxSHUAu8IucMM+pFRkN3adV9GnqmIbu0zR9WqbPNAl1UuoixhMpnozLLoFqVDAqx4gCLQtSCXHlDPR9ST8s39j6lSOwPJgLUJQdAYM3N69KAwQ55ZtbdZdfOgJbnQJRXoqAqcIS5GKYDvBG0wGjgf2J3IBBikCF5bnno4MdtQBSstXjv7P/f3uA31793zlOBGA1yoKnQRmJJ3yCKogfZ//LnfZ/bVvw33Y+2g4oJFpu2fr5SHDXo4EeTb6tGHBwPacQ6YiIKLAqxcgM4eXHWf9PxhGQssCvigGV1KA0pkoF5FKhlX+c9Z+c0AXYnirIRl2AE6UC8pNMBRiDKooqZbbVSdM068xUKbMTpQPqIt0xXTOpBmqVbbVW5giZD8dpa2nK2hl/EPzltm6aGEluBf1C0Km6Z4yu3IACyAWygKAQw7+N8u8jIsoDfB0SFj6eDlE2QNoGvqyDqCNkHRO2SMM6SVhjMwzpBT5JoIi9sg028xV5IMntwDGo0nfmJGfs2PJX/9u+TAlQAusJUBK8UoAoz6CUxvM0gcoJvJxA5YQyI1RV4bIshVmDDK/f4XdOboXAU6jR+MxnPsMrXvGK466/4Q1v4GMf+9i3/XzX3nrqWT+6zF/8xntZP/J1AISaoxa+jD2L32T3oVtJvFVuuUzwlcss3xXGPK8zzr3p9fzN1MsIFxKuib7GhYs9Jg6fg1qqkXT6JN0lsvAA6czDHJtZYLF1Jf3xNpfodc45KFAHGyT9o8jxw+y6osXFL3wVe85/FaI1d4b/N8CYgjheYmVzkaMbSyxurrLc77EYJyynltUcNguPjvbp6YC8kPiZJsozwiKnXqQ0dExTlwKhZXo0TEzD9glEjK/6SBmDKmsHqN74jCzIpa0EgCSuhEAsJYkp5wQUhSxdgUoUiFwM7/qjwRtcZokqARBmW4+lSyAJigDfhGVXgAmxg2CvwirYP44DcAI3YLQeoKjuqo8P/DvnAeQjdv/xd/+Dc2ENSgo8qGoBtnL/JxIC3nHBfufHthcEWlnexW3P82/l//Pqun6cWoBR92CrJTDHyLIeQKh86AQc1xY4Igh2tgTu7BBAmREBoMil/zjFfhE7awFOnAqIqqFZ/nBuRm78HQH+SaQCRooCy1kaowW0yXCQVl0kJxQA9ZHi2oAUqVKkyEGkoAoQOUbkFFU7bbytlbaq+6mEQGoEhSkdAF2lBhj8jWiBKMArxNAdGzhmYe4TFGVRra8DAu2jTIhvAqQtHTNJgCWk60f0vZBNP2KjFrEZRXSCkF7g0Q8UcSBJpSKr2pVzZOkYGIm2ZXGv0Zy8OHgS2IEb4clSHHgSFEhl8DyD5xX4qijFgcoJVFaKA5lRk1mV0sxoklE3BTVtqeW2fC/JyvcPL/Og8LBZgMh9bOZBLhHGYqv6EEyO0Rpjc7TJ6OYdfubPPupGkJ/tfP7P/5bb/uKPsSYGJHV5CRccPcb00pe56/yCWy8TTM7HXNVr8Ej/ev526nsIdiW80L+bS45oWgf2Y9cE/c46sT5EPvEtVuZDjravYrM9y8Wmw3mPgTzkExeP0dzb4YIXX8klV/8wwfSFp2XqpdYpq5tHeGzjCIfWlziwvsnBbspSYlnNJJuZxOYWP8up5Sn1PKVRxLSKPm3ToaW7hHQIVJdA9lAqRsoUK8sK80JqulLSleUAoR6SvBDkRekU2FxicwF5+UZXq46o+iOOslFRYAlyRaADPB1WRYLhSH3AIOiHlSMQDkXA0AVQW9cKEaCVVxWulePcyzv50YK/nXf/pTjYcgxOLBYU1Y1OFfS3Av0gyA+q/oMTv2Y0FVClC5TwsFKBkBhhhymAfGdAH8n750JvpQl21AlsiQGNFhlWlemAxxUAO4P9QADsEASDzzEStJLk0kNX9QBb1v+Jg/6JigUHaYHUVi6ALrtlcu2jzbdJBRh7vAgwFlEYQl3WBDSqroCaTcvagJHiv9F0QF2MuASiFAODvTWUTKuagDIlUHbU6G2pstHgP6ijSW2ZEijbfQf7aYhhHQ1a4I0UzZZ1M5YwE6UI0AFhUf49DOplBq2z0gYIQhA+hQqquoyyNiORisT36Ho+nSCgEwR0A0USeiSBIvUVqRJk1TCzDEluVekamNI10Lp0DjBP//uSFWwJg7K6FqksyjN4nsZTBYGX46ucUJYCIZJVDYfIqJPTsNWhNdFAGKTle4qXK8h9yMrDZAqhRfl7pAusLjC2wJiM3GYYkZaPMsN4GqsMxjcY30IksZFC1UNUq0EwNkGtPUt7Yp7J9gJz7Xmm2lOMNZootdW591TjtxMazxHWHzvEn/+b32Sj8xAAUkxwyeEOQt/Hp6+SbJyf8UIDm91r+OT4Kyl2wwvVPVxyUFA7sIBes/Q7R8iih9mcO8aBuUtZHT+Pc0TCxQc08qAk51FmL5Nc/vLvZ/dFr0VET9/Pz1rDWu8Y9y89yreWj/HA8iYHugVrsUbECX6eUs8TmnlMO+/R0h0arBKwiS+7SK8HMqFQGanUdJSgaxRpLslzSZHJ0ubNBSoXlTCAemq3i4VUEBQRoY7wdYhvQiQhWkUUKqzqAyK0Cim8Hc9VRCH9slhQqapFUGIHtQHbugBG6gKGQmC0fiAfEQUFWI2HLR2BkcK+JxIDxzsD24sCVTUYCKFAymEg3ykCBoWA+rgagJ3nA4dgez3Aky8I3F4PsLNmwFZOQFHNBsjE4N452hbotwL/6MeDqjRvSwQkNqq6ZMLh9Mzhltk7UwCjTkBxAodA22FKoG7i4VTNURFQr3L/pTMwOltj4AyUhydTpNgqDhxtrR2kzUaHaI0KgViUA7UGLsCgLqAUAiDysi5gmD7LGSmi9QjyUghsdwN8pA1RVdpMiNIBK5RPrhR6IAakGPm9F2gJuZQkUhIHPnEQEvuKNJAkfnUoSaIUqVQkSHJUKQ6qTgdtKtegEMPW+6cTKynFwYgwkJ6thIHGVzm+VxDInEDmRLISB+TURE7T5tRtQUvn1LUu3YIUosTi5R4i8zC5B6kPmQRjQGuMybGmFAUFGQUpuUwxssD6BuuDDUFEClkPkM2IsN2mNj5Na2IXU5O7mZmYY3ZshmZjDKlOTxu/ExpnMTf9zkf52udvxNoEELSLeRJ5O9+8LOGiVkbQfT5/X3sVy3uavMi7h0sOKcLHFihWYjrpo6TtBzi6u8GxqSto1OpcdSQmeFSRiwPs/q46L3j1/8rEOd/9lIs1jdEc3jzMXUce4WuHl3hkuUPW2UTFPRpZj2beoWbWiOwagVxHqC5axeQyo9C6EguKIpPYTCIygcoEjcTSSKCeQCMNqOURYVEj1DU8XQNZo/DqFF5E4dUrURCOiILSHSg8Dy0HDoGtAnxWBfuM8u4/G3ELymvD80oweMLiVXsEeNvu6v0qTVAOBRoVACcWDKUYkMMBQYOUwPbgv7MwcKftn+9IIWxdLwtAjUqr4UBlsB/e5asTOAEnKhQceb2QBabaHlsrb0eQPz73P/o8eTxhYEPSqjsg18Fw58zHcwNOXCRYCgOpNaHOKiGQbHXSjNj/dZKh9V9/HCHgkeKpFFHttzForbVVmmznNM1RRyARksSWKTNTCQFbyHK6pi5FAHp7TcBWSkAQ5D6BCfDzkGDECShTZgM3IMCqgEIGlRNQbo5VFmtKtNqakWEkGCEwwiClQgqLqm71MylJgoCeH9APJP1A0QsUsSfpex6xUKRCklI6BplRFKZ0DoapQM0pEgelKLCeQCqQnkEpMyIOqrSCLJ2DmsyJRE6d6jAFTZPTLArquSFKS3HgpRKy0jWwicIWFozG6gJ0TkGGJqOQKYXMsJ4BH4gU1Dy8Rkgw1iQaH2dsao7xyQWmp+aZm9xFqzmB8p793XNOaJyFLB94mI//yr8lzY4BIEWbzXYPe+HXmE928xX1Kr61sJcX1L7FCw4YwkdnyVe7bNr76c4e5LE9F9IbO5dL+33m7peY/Ah7XtjgBa/554ztvvpJp0GMMSx2l7j1kW/x1UcPs3nsKLK3TpSuE5klAruKkusgOtUW6posVZhUIhKBnwjG+pJmUqeRNqjlDQLdwLMRWtUpvNq2I/eictiNV95FFVJiRQE2rQL/4z3mCJujsJRpTzl0BzwRoISPL4MtYSCDSgwEwzTB6LWyS6B0BIwSW3f3Iy7ATss/r2oG8h3BfyAQ8sGkQFmmBQYBfZsI2OkQfBsRIKVGKE0hZeUG+CNBfrBRdfSEYuB4ERCV22qbsJqZ4T05N+BE17XFL7JqqubxKYFBbcD2mRpbsza2WgbLLoFBh4BQWTVfowBZDIN+PFIPEFcCYHCe2q2OmqIarGXzsi6Aqn5mIAKinUIg8wl1WSjoa3+kbmaQFtiqnxk4AqUTUI7JLpRCi2rmhKQSAxaDRQiBQqOkLZ0tyvHXnhAIwChBIn06QUgn8OkGil4o6QaSvpLEUtEXihRFahW5GbgGstz+fPBvPVXioHIMhALhWZSyqG3CoCxGDEVOKAoimVMjp25z6lbT1DlNXdAqCmoZhInFTyRkHjatUpnaYEw+IgpSCpWjVYENQEYesu7jNevU2y3q09OMT84wPbPA5MwepsZmCMK62/TwCXBC4yzj4//mVzj8jQewttxJNVC7EBfdxWHvRXxx/koubj/KtYdj6g/NkS6v01P3sbJ7nQO7rmAsnODyhzNY2mDiwpRr/8mPMXPey77tFM21eJObvnUPd9//TZKlA8j4KL4+hscyYbqBl8TYvsEkEtn3qMdjtJIWjbxFWIwhaVH4LTK/QeZHZJ5P5ilyKdCK0pExSfk4IhKwOR4aJQS+sPhS4ckAX4T4MsCXYflchvgi2DqvXqOkP9w/QCtBXnb8k1diIK/s/vwJrm2lCAq0yMsuAS97nHbA7YH+2zkDspoVMEgJ5DJ4giD/xO7A4DyxUVkcWBUJFqPFgaZ0BJ7QDaheU269vdUq2DAJUdUp0Kju8k8kBOqjHxs6Bim+SBAyKx0BVQ3aEgWFKgdt9UfdgBMIgXiktVabUgQM5gaIvOysiU7gCEQ5BJlHqAeFgj6eCavdNcOt+gCxVSdTCgF/6NIMBjrpagS1Lr9t2UYoDFIYPCwehuqmuxIE5SGlACkRAoRSWKmIlWIzkmzWBJsRbHiSrlJ0pU/flqIgMx6ZUZVr4JHvFAcFT7s4sDCsMygHb9qtDoUR1yCUBaHMiURBRE6DgpotaJiMVlHQLAqamaaWWoLYQuZBJjE52MJgbYaxGVoWaJWjA40IPVQjJGo3aUyMMzY1ycTsLqbmFpicWqBZn0So514r/LMBJzTOEh568D7++l3/nrxYAUCIFn4r4OarXsjYzCYvXVlh/IFZssVNNsN7OLTPsDx7Jftzyb77MoLWMi943cs47+ofQfgnbq7eSHr8zTfu5L577iBZvR+ZHSbKjlHrbuB3c0S3hh9P0UonqGfjeHacNGiRBBGp55F5kkIarI3B9LG2jy80AbYSCpJAhgQyxJcRweBQEb6M8ISPlAFWDeYJSDJRDO/4B2JgKARGBcLwdQVapWiVYFWKrKYHqkHngNoSAcddU/k2waBUgVAFufTJlUcmwmFrYBlaS2dgK+g/Xs3A1sdT65PqiLQammW1fPzgbyxCP74bQGEITVYO1NJxNUI4HaYFaiMBf/R8q1Zg67U+CUqWQ5cGUzeNLEoXQI6mArZ3CcRS0h/ZdKsY1AYUW8WCshgpEhy6ApUjkFWthEUwrBPwTLDNFZA2QIpBAe2go8YjV4OCQYmWctgtU9YJWIwAIywKW4oBUboC5Z4Y5aZYstoeW3gCISRCloeVqlQLvgZfY/2CvmdYjhRroWLN8+niExtFahSZ9cisR1o95pVIKLdOH3QqiOFcrqf73tmOigPPolQpDnxP4w9aYEVOJAtCUZSuATkNndMwmobOaaUFzTQv6wwSsFk1/MkYDDlGFVjPYmsCrxZSm2zSmhxnfHaW6fl5Jmb2MDa1QBDUn+Z/neNM44TGWcDv/so7SB46grU9AAK1wFe+exeXRz12f2uC/GjChn8PB84RdGYv57LlgrEDPXa/IOK6H30bUXv3cV/z3mNH+Lsv3sjRA1/B9B9mbPMIjbUufmecsD9LLZvCN5Okfo1+GJJ6Ak2KsjGRNNQkhEISqohQ1QlljVDVUSpCKB/r+WX9g9BkQpNRkImy/GnbuSgoRIr2YrQXI70M5eV4Ki8D/+Dcy1BqcL0UBXIoBnTpWFTFaamIhoE9GToDUSUMtkTCdqEQDV+fmJBUR5Uj4G0F92I00B8vAIY1BCPXvCKv3IBSCDTsVu5/tA5gZ/Cv7RALgUjKnThFtQ+HLFsGMwmxlCcUAoMBQrEsHYF8JD1gq6FbVPUB/sgsjePrBEbaB3XlCugQ3wZIs+UKGDUqBAa1At5wk6dCiuH8DC0o0wPCggCFwcNUu2LarU4YBiOywcotISCkBFXOthiKAa9A+zlZAEloiZWl51tWlSXGI9WSQnvlPAh8SnkVkOKTWo/UeGVqQavtqYWiGrSkn963TAvbxIFUg2JEU7UwFgRCE8kyrVAnL12DKp3QKHJaWUEzyQjTAhnbsvgTQFlETeLVPaLxFu3ZCabm5phYWGBybi+11gxKubmNjieHExrPYR76xj389b/7rREXo4loN1mYW0A/JlhXX+ex8wTx1KVc+VhOI13n6n/6Ep73oh/dVsD5zcUj3Pj5v+LwwduprzxEe6VDtDmOl8wRZjMY2aAfeGgfImmoS6hLRd1rEnpNpB9hvQDjKTJp6IuMmIxU5KSk5H6Pwu9i/B7CT/G9FM/L8EZFw4hQkF5eCoOq3iKVETE1EmrERMRled5xz2Oi6rFejtXWEVlR7rp5fNB/PCeg6h6orosqPdAw/a29N2xWBfxkxBEY7MFRFRJuu54QigRZTRMctA1aUVBIsyUExNYQocGeAoNOglgIsmrGhq4KBXXVNii0QA3aBUe6BqIRIRDkkrAo6wSCoiwY9HWAGqYHRuZsVM5AmSIoJztqpapaAUphIMviO00pBgTFVopAbK8V2BIDEiEFQqryUVXbXisFEmy5LShW5RRBQeJb0tAQK0vHg66QpNKiixyvSPAzMNYnFwGpCIllSCwCYhGQUI5Xz6xHqgfugTcUCKYQmALQp0AgCBBeeahBG2OVWgikJqhcg0joUhyYgrqp3IM8p5nltLKMeqbxjUQqD7/uU59o0JoZZ2Jhnunde2nP7yGst5Fug0DHGeapxm8nZZ/hfOCGfwmHNzC2C4Avd6EmG8j+Ue4K7iV70SVc/sgFfHeR8PIf+meMLVwGQJIX/Pltn+Jrd/1Page+QWsNws0ZxrJ5WsyQhQsEQUDTh0bk4QdNRNDABAGpNPREQj9YYzNapQgWIegR+Al+kOD7CX4QY3zIfEXmBWQqoC8a9GnQo0mPSfo06dEYEQ81+qZGUkQkRdlNYNNqsmCxI/gXprpWpgYG10ShaeiEhu5TK5aZIaFOQmNEENRFQoOE+lAM7Px4OX1zMHnTihyjNH1vK9j3dxQNjg7cWhGStOrJL10BWQazokwPRFm5B0eUlXtwRJnd0UngExQhbeMzrQd1AmXB4GDglhmZsVFUu27mlQgYFA1qNegeqFIEkSWuGfo2L52BKl2wJQjAExJPgESgVOkIKKnwhAeqmnkhBdbT4BdYX2O8lNzXJIEh9Q0937KuBH1KwaSNxpgU4oxmX9PMDAESoXwK3yP2Q3peSE+F9KVPXwTENEqRUI1Xz7RHnlcCoSiPcs+v6nfjKf8FneBzJcO6A+mZyjnQ+LIUCKEoiCiPmilrDupFRrPIaemCli6YQDBeq9GaGmNs1yyTexYY37Wf5uQUnh+caCEOx1mLExrPUL522y185kN/hMlXAYsQdWRzjOW5Y8S7r+TShyNeUYeX/dhbiNq7ObCyyB/e+Md0v/VLjC+m1NZnkfk058hJ/PqraShJbSKEsBQTsV8Q1xbZrB1jrbZCUOugwoQ08uiFET2/xoYcp8MYm+yjQ5tN02IjH6OTN4nzGiaV0DVboqAwkJsytVAYRG4Ii5SW7tMo+rTNEntsTFP0aRLTFAORUO7FUYqDwWZElTtQ7dQpqpkCxi+IA0H/BIJgeF5t0R2zNYp7a4dOgcwFYSYI84gwj6oBW1XRYDYQA5IgD5kc1AroEK9KDygTYncM2xo6A9XGT8VgnsBwy23QISSRJakGZEmr8USVJqg6YQaugCcEUoiyfkBKlPLwpV+6AkKVTpWyWF9j/Ry8Au3lZIEmDQx9TxN70JWSnpSkgLEWY1NMkeGlCUEvoxlDPfWpGYEvwYY+ReSRhR5x6NNTAV3l05V1+tIntgExfjVifbAHi1dtyibRttxgTBQGUvsduAjmeIEg2FGYWAqEUhxsCYSaLQVC0xY0TUFbwJTns9BssGdhlrlz9zO5ew+19phzCRyO04BLnTwDed/Pvxl5pI+xm0DpYmyc67FbtznveREvef07WEpy/vT//Y/kX7udsWMtZDJNoCaJak1qYYCMQorQJ22ukjQOoxvH0I2YXiOkE9bZ8NssMcNiMctSMsN6Nkac1RCpRqQGkWlUmtPOO4znm0wUHcZNh3F6jIsuLfo0RUyLmKaIaRITiRhPxkiZIGQKMiWV0B9M2BSlQOhJQU9Uj1LSR1DkA1FQDtaSRVkvMJomiLKRLoKsbCkMC79KEwTDqZuqEgSCcKtWQA3SBFvTBof1AiOzBQY1AxYznKDpUaYKpNhyBwZiQCFQUlT1Al6ZJpDV7phSYYUYFhFar8D6OUblxIEhDQyxX6UMpCwDORJjDdYYrNXYPCVM+wRxQtjXNFJBPVVEOsATHr4v8TwwkSSNPJJIkkaKfqDYlAEdFdAjpEdA3wTDfViyakBVrr3q/36wz8OIm2SexrcGORAIZYGiLzW+NASyTC1EFNSFpiEs455gMgqYb41x7u5dXHjuPubnpqgFCuFaDx2OM4ar0XgO8MDXb+dvfutD5OkaYEBEePVxLr5qgZf+xA38xc3/mWOfvYnm0hhBMU+zNoXXqEHkUYz1SMcOkbSOsTmm2KjXWQkmOFTs5nB/F8v9SZIkwI9T5vrLLKRL7MqW2GVXmRKbTLFJS65TU5so1QWVoFXOhpRsVseGKh+71UjuohIFtijbDL1CEKXHj+QuzwVRHlaFhFtTN5WNKkEwOm0zKgXBSDdBIUfEgBQYURUQkh/nDniMFBDKUhB4SKQAqRRClmkCUSbXsVJihSgr6f1sKAasnxH7BUlgSCqHoOcJelLRL/szsBas1ghtEDrFyxOCOCZKUsJEEyQFjcwnLEICG+LhI5WPCkEGBhkYskiQ1iRJKIkjMdx8qSMCuoT0COmb8kh0QFoEZEVAVngUuUdRyGojqMpNys3TWo8gZDUtUZVphkAaAqnLYmBlaXmC8ShgutVgYWaSvfOzLIw1ma6HjNV8WpFH6Ll2RIfj2Y4TGs9y3veLP4U62EPbDQB8OUe+P0LWukQPwZjdR1Qfh4bETG2QjB9mcTJntVVn0ZvmkXgfR7rz9LoRu3uL7O8fYV96mH0sMuEdJfKXUV6HXCUse5JlqdjUijhT5KnEJpJaLCor3VJPoJ4qanmNKI8Iiwjf1PB1DUmE9koxsCUKSmGQD9MGsuouoGovNAwmbJadBbpyBuygXb88kCghkUoiVYCQfrlrpiw3zUKqcma/V4BfYLwM62XkXkYcFCS+IfYtiUfpokiPGJ/UKqyxSFNuFiR0htApQdonTPqEaUEt0QRpuWNplAf4JsInRNoaUvkI5SFCiww1BBqCgrRmiUNBEglSX5IEkthXxMqjR0DX1ujbgL6OiHVEokPSvBQKeeFR5KqsQ9iRcvrO6hK2ELJ0EXxl8JUl8iw1X9AMJeP1kKmxOtNjDWabLWYadWYbAZP1gLGoFAiN0MM/TeONHQ7HMxsnNJ6lHHjkAf77u/8NRbJOudNPiF+fQKYBc+PnwUyfZPYYhydzjjTHeEjv5UB3N2ZDcX73AM+LH2OveYxmcAjlL5N4fVaMpBd75D0P0ZOMdwRjcZ1m0qSeN4iKJr5pYFSLzK+T+iGpH5B7HvkwjWAxwmBtikLjo6sR2xYPgS8EnpT4ohQGQvkI6YPyhu2GVsmydTEoxYDxM4yfkvkZsa9JfEviW2Ilq1TKoINAIkzZJSArUSB1ipfHBFmfKEkIU0OQavwc/Fzg517plBChTIRUEUIECOWXqYzQIAZjHYMcEZTrycJSKMQDgeArYs8nUT6xDOjaOr2iQU9H9PMacRGR5iFZ4ZPn3khtymiNSiUUnoa/LCEtvgeBD7VQ0gg9WnWf8XrAZL3GZKPGdD1krhkyU/cZrwWM1XzGIo9W5BN4TiQ4HI6nB9d18izkA//7TyMe66LtOgCenCWZ92hfEnH/pM/NeBzcuIjpjV1c/MCD7Nf3c3H4WQp/lTgz9DoedlORbLZo9aZoJPuY0G1mvBb9sEYSBKSepJAWWdfkDUOMpZCUQkEplPJoqICG8rHKAynL1EFQYD2N8aCo3II4sHQDQ19ZetX0whif2CooNMIUeFojixRhSmEQpj2itE+QJtS6Bj+zeLnAKzxU7tEyEZO2hhJ1lCi3Ed8SLQqrJAQaEebYMIUgg1oKYynWT0kDTT+QJIGg45d7MaTKkniGVFpiKekR0cmb9PIG/bxOnEckeUCe+2XKITGITiUS8q1HUTyeUjBQ7Xvx7RACgkBQCyX1UNGMfMZqARP1kMl6yFQ9YLruM12vBELNp13zh45C5LuUg8PheHbjhMYZ4NjBA/y3//P/xMQblJHOx4+m+MTVF9IUY1y0dD/zx+5hl/dJbD8m2fDxNsYZ68wzllyBoE0/rBGHPjLwCQMIQ4NUCuN5KN+n5SuatQxb69OvJazXCpbDgk3ls6l8ugTkRiELgyj6eEWK1DGqiAmzUhyEaUy0aQhygcopXYPCI9Q+MybCszU8InwRIWSA9HysChGqDkpWkz0tRBnWz2A8hSDFehn4CdZPsV5MGmRs+l0SX5F4IYkXkHghsawRqxo9GvQZo2fqdCqxkGSlWCCnFAb9EaFQGERut0TDcfUKBkjwSJ7Uz8v3RSkSaqVIGK8HjNd8pmqlQJhsBENxMFbzqsfyeeRLV8DocDjOapzQOM287xfejHcopbBrACg5QzavsDN38LrDn6FYG6OxsY92fA5GXEFcqzER1ah5An9WIgIBrYJaq0fcijlUTzgqaqRWIvMMka+iih6N/gb13gbN1YIwlgS5x1gW0NYBQgd41PHEYOR3iJIRwh/DKlnuw6BEeUiJDQvsWIINUkwQg59ggj7W2wR/kcKLwStIfY/M94dioRQKET2adGnSY4YuLbo06doGvaJBP6thc0oHYSAWsq1HkRvIdHk+dBgM0Menf1L/9/XIoxl5tGuD1IPPdCNkqlEKh/F6ebRrPu1aMDx3NQoOh8Px1HFC4zRx5OBB/vRd/wf0NinIAY8gnKafLrH7kb3oQ/8/ZKNJFPrI3Rrb7rM6oXm0KThGjkhjvGyNsfVlxrt9GiuCoB+ykNc5R4wTyHECVUN5c+CrMu3gCawUmLrAeAbjp9gwxvgxxu9j/C6Zd4zMj5FegueXUzzxChK/dBX6Xo2ebNKhRYex6thDhxZdWvRo0KVJLBrlUK1MQ2oQ3VIcULXKiswgUg1D8WAQ9AjonfT/ZTPySqHQKMXCVGPLZRiv+7RHz2tl3UIr8spNrRwOh8NxWnFC4zTwW//6zYQHUvTAxRBT5HM+81yImV7g4Aw8HPjk6RqtjcNMrm7SPKTwH2hwgZ3iCjmBH0wgghms/3yMJzBjFj2bUEQ9inCTfnCYnt/FqyZ3DqZ4Bn6K8HP6Xp0O46wzzgbjlWDYPRQQm4zRrc77orG1eGNLsZDq4YwN0i3hIDIDWYcw3XhKLZXNyGNyIBoapYswWQ+YqJ5PDD/mM1EvUxSecxgcDofjWYMTGqeQ1cVF/vP/8UuoziYFGaAIglnuvUDQ8LqIo5+n8VDE9Lfm2OtN4dXmseEetC/Rszl5Y42itkKndh9+1CGKukRRl3rYQ/k5PZqsM84mE5WAWBgKiY1RUSHaxy/OVi2VyZaIINGINMNPE0SqUanGpuak/s2Bkkw3A6ZbIdPNsDxvVuetkOlGwFQzZKJROg2uK8LhcDie2zihcYp4779+M/7BHG3KjdCUmKSYCZjr7WXhWAsTeRTtFL1nlaK5SL/+MLVahzDqUot6dP0GG0yzwjQrzLHKpdX5NGtMsEkbLR7nx2er/SESjYgLVNJFJZowM6jEYOKCPNHYbzP5cfBRJQWzrZDZsYjZSkDMbBMTpaCYaoaMRZ4rfnQ4HA7HECc0TgEf+Kk3IDe6FKSAJPDnKHb7zJwTkzZvo95YR9YKNsIpDrObI+xhme9ihalKSExixLdpa8w0op/RSg31zOJXjkTeL+h3M7L8eCcir45RppsBs62IubGQ+XZUnZfP58YiZsdCphohytU3OBwOh+Mp4ITG08h7//VPEhwsMJWLIcUEZiak8bqHeFScw108j8f4Xo6wm3Ux8YRfSwFzgcccinpfIzs56WZGZyNlaS2mmxQAZNVxIiYbAQvjEQvtGgvjNXaPl4+7xiPmxyKmm6FLXTgcDofjlOKExtPE+3/6jci1LjkJIAi8ee68eo6brvohcnHibaPnA8WFjRrPq0fsDX38xNBdiVlc7vPQ0Q73He3wzf5OD2KLXe2I/VN19kzUKyERsVCJiYV2jVrghj05HA6H48zihMZ3yHt/+acJHkuwehkAKdqYqYh/98NvHb6mpQSXNetc0apzSbPGhY2ISQP3HdrkzsfW+cpjB/ifhzfppMVxX19JwTlTdS6eH+Oi+RYXzDY5Z7rBOVMNJyQcDofD8YzHCY3vgPf9qzch13rkthwcFXi7uPOyPfRf+3re3qpzeavO5c0a+yKfB5d6fPHhVW678zF+97E1Hl05fthU6Emev2uMy3e3uXx3m0sWxnjebNONoXY4HA7HsxYnNJ4C7/+Vf4X3SAx6GQsI0YKJOj/0/g/xtijAWrj/WJfbHljhtx9+kC8+tMpK7/hKigtmm7xg3wQv2D/OFXvGuWC26WZEOBwOh+M5hRMaJ8n73vYmxHKf3JYTLQO1i85uwZvf9Tvc+o0l3n//Ep+7f/k4YRH5kqv3T3DN/klesH+Cq/aO0675Z+Kf4HA4HA7HacMJjSfJh/7tDZh7V6EYuBgNRLtJ54d+ns89sMLv/7ubt72+5iuuOWeC686d5EXnTXHFnnHX4eFwOByOsw4nNJ4E7/3Zn0AdizG2A4Av5zmwq8H/E7wabn14+LrLd7d52YXTvOyCGb5r34QTFg6Hw+E463FC4wn4w9/6VfpfewSRr2CwCFFHtFq8f+ofAZKJus/LL5rley6c4SUXTDPdDM/0kh0Oh8PheEbhhMbj8Fs/+xP4xxKM3QRKF2NxIeLT0/+YN146z6svnePacyZd8abD4XA4HE+AExo7+PgffIBjt3wVla1iMCAivEabY9/zL/iRV1zJr+9pu708HA6Hw+F4kjihMcJv/tybCRdjtN0AwJezdHd7/MJ7f/8Mr8zhcDgcjmcnTmgA/+9f/N88+Fc34qWraAwQ4jfGufb1/5wXfe8rzvTyHA6Hw+F41nLWC43ffMdPEB7N0HYdAE/OEO/y+IX3/8GZXZjD4XA4HM8Bzlqh8blP/jV3fPwv8OI1NAXg49UmueLH/hmveM33n+nlORwOh8PxnOCsFBq/dcObCQ9nFHYVACWnSXb5zsVwOBwOh+Np5qwSGnfe+jlu/eM/RPU3KMgBDz+a4pwfeCU/9COvP9PLczgcDofjOcdZIzR+8xffTHQwp7ArACgxRTbv8wsf/MMzvDKHw+FwOJ67POeFxoEHH+Qv/v2/xetuUpABiiCYpvXSK3jjT/3cmV6ew+FwOBzPaZ7TQuM3fvHN1A7laDNwMSbI50Le/h+ci+FwOBwOx+ngOSs0PvCWN+JvdihIAUngzyKv2sc7fvFdZ3ppDofD4XCcNTznhMZ7fvHNNA4VGLMMgBTj6JmIt/9H52I4HA6Hw3G6eU4Jjff/1BsJN3vkNgYEgTdLfuEkv/ju3z7TS3M4HA6H46zkOSE03vO//xSNgzlWD1yMMcx0jbd/6I/O8MocDofD4Ti7edYLjff/qzcRrvXIbR+AwJujv3+MX/r3HzjDK3M4HA6Hw/GsFRq/8c6fpv5oitVLAAjRgskab/9d52I4HA6Hw/FM4VkpNN73M28iWI3JbRcAX83R3ePzK7/1e2d4ZQ6Hw+FwOEZ5VgmN9///fxb/oS4US1hAiAZ2vMHP/p5zMRwOh8PheCbyrBEa733bT6CWYzLbASoXY8HjV9770TO8MofD4XA4HI/HM15o/M57fglxzzFEvozBIkQdMdbkZ3/fuRgOh8PhcDzTeUYLjff+7E+ijiUYuwGAL2fpLXi8832/f4ZX5nA4HA6H48nwjBQaf/ihf0f8xQcQ2QoGgxARsjXG23//jxBCnOnlORwOh8PheJI844TGb/3cT+Ivphi7DoAvZ+jt9nnne52L4XA4HA7Hs41njND48//yhxz+u39AVS4GhKhGmxf98x/n2le+/Ewvz+FwOBwOx1PgGSE0fvPn30x4JEXbNQA8OU1/weed7/uDM7wyh8PhcDgc3wnyqXzShz/8Yc455xyiKOK6667jS1/60lP65p/8nx/nd97wJrzDy5XI8PHqs1z/ljc6keFwOBwOx3OAk3Y0/vRP/5QbbriB3/u93+O6667jgx/8IK95zWu47777mJ2dfdJf54Pv/Fnaq4bCrJYLEVPECz6/8H63nbvD4XA4HM8VTtrReP/7389b3vIW3vSmN3HJJZfwe7/3e9Trdf74j//4pL6OOrJciQwPP5rlote/ll92IsPhcDgcjucUJ+VoZFnGHXfcwTvf+c7hNSklr3rVq/jCF75wws9J05Q0TYfPNzc3q7McJeZIdwX8wgecwHA4HA6H47nISTkay8vLaK2Zm5vbdn1ubo6jR4+e8HPe85730G63h8fevXsB8IMZ9vzAy/glJzIcDofD4XjO8pSKQU+Gd77znWxsbAyPAwcOAPDTv/+7/PC/ePOp/vYOh8PhcDjOICeVOpmenkYpxeLi4rbri4uLzM/Pn/BzwjAkDMOnvkKHw+FwOBzPWk7K0QiCgKuvvpqbb755eM0Yw80338z111//tC/O4XA4HA7Hs5uTbm+94YYbeMMb3sA111zDtddeywc/+EF6vR5vetObTsX6HA6Hw+FwPIs5aaHxoz/6oywtLfGud72Lo0ePctVVV/HJT37yuAJRh8PhcDgcDmGttafzG25ubtJut9nY2GBsbOx0fmuHw+FwOBxPkacav09514nD4XA4HI6zFyc0HA6Hw+FwnDKc0HA4HA6Hw3HKcELD4XA4HA7HKcMJDYfD4XA4HKcMJzQcDofD4XCcMpzQcDgcDofDccpwQsPhcDgcDscpwwkNh8PhcDgcp4yTHkH+nTIYRLq5uXm6v7XD4XA4HI6nyCBun+xA8dMuNFZWVgDYu3fv6f7WDofD4XA4vkNWVlZot9tP+vWnXWhMTk4C8Nhjj53UQh1PP5ubm+zdu5cDBw64fWfOMO5n8czB/SyeObifxTOLjY0N9u3bN4zjT5bTLjSkLMtC2u22+8V5hjA2NuZ+Fs8Q3M/imYP7WTxzcD+LZxaDOP6kX3+K1uFwOBwOh8PhhIbD4XA4HI5Tx2kXGmEY8u53v5swDE/3t3bswP0snjm4n8UzB/ezeObgfhbPLJ7qz0PYk+1TcTgcDofD4XiSuNSJw+FwOByOU4YTGg6Hw+FwOE4ZTmg4HA6Hw+E4ZTih4XA4HA6H45RxWoXGhz/8Yc455xyiKOK6667jS1/60un89o6KW265hR/8wR9kYWEBIQR/+Zd/eaaXdNbynve8hxe+8IW0Wi1mZ2d53etex3333Xeml3VW8pGPfIQrrrhiOBzq+uuv52//9m/P9LIcwG/8xm8ghOAd73jHmV7KWcev/uqvIoTYdlx88cUn9TVOm9D40z/9U2644Qbe/e53c+edd3LllVfymte8hmPHjp2uJTgqer0eV155JR/+8IfP9FLOej772c/y1re+ldtuu40bb7yRPM959atfTa/XO9NLO+vYs2cPv/Ebv8Edd9zBl7/8ZV75ylfyj/7RP+Kee+4500s7q7n99tv56Ec/yhVXXHGml3LWcumll3LkyJHh8bnPfe6kPv+0tbded911vPCFL+RDH/oQAMYY9u7dy9vf/nZ++Zd/+XQswXEChBB84hOf4HWve92ZXooDWFpaYnZ2ls9+9rO87GUvO9PLOeuZnJzkt3/7t/nJn/zJM72Us5Jut8sLXvACfvd3f5df//Vf56qrruKDH/zgmV7WWcWv/uqv8pd/+ZfcddddT/lrnBZHI8sy7rjjDl71qldtfWMpedWrXsUXvvCF07EEh+NZwcbGBsBJb1rkeHrRWvPxj3+cXq/H9ddff6aXc9by1re+lR/4gR/YFjscp5/777+fhYUFzjvvPF7/+tfz2GOPndTnn5ZN1ZaXl9FaMzc3t+363Nwc99577+lYgsPxjMcYwzve8Q5e/OIXc9lll53p5ZyV3H333Vx//fUkSUKz2eQTn/gEl1xyyZle1lnJxz/+ce68805uv/32M72Us5rrrruOj33sY1x00UUcOXKEX/u1X+OlL30pX//612m1Wk/qa5z23VsdDseJeetb38rXv/71k85/Op4+LrroIu666y42Njb48z//c97whjfw2c9+1omN08yBAwf4uZ/7OW688UaiKDrTyzmree1rXzs8v+KKK7juuuvYv38/f/Znf/akU4qnRWhMT0+jlGJxcXHb9cXFRebn50/HEhyOZzRve9vb+Ou//mtuueUW9uzZc6aXc9YSBAHPe97zALj66qu5/fbb+Q//4T/w0Y9+9Ayv7Ozijjvu4NixY7zgBS8YXtNac8stt/ChD32INE1RSp3BFZ69jI+Pc+GFF/LAAw886c85LTUaQRBw9dVXc/PNNw+vGWO4+eabXf7TcVZjreVtb3sbn/jEJ/j0pz/Nueeee6aX5BjBGEOapmd6GWcd3/u938vdd9/NXXfdNTyuueYaXv/613PXXXc5kXEG6Xa7PPjgg+zatetJf85pS53ccMMNvOENb+Caa67h2muv5YMf/CC9Xo83velNp2sJjoput7tNjT788MPcddddTE5Osm/fvjO4srOPt771rfzJn/wJf/VXf0Wr1eLo0aMAtNttarXaGV7d2cU73/lOXvva17Jv3z46nQ5/8id/wmc+8xk+9alPnemlnXW0Wq3j6pQajQZTU1Oufuk084u/+Iv84A/+IPv37+fw4cO8+93vRinFj/3Yjz3pr3HahMaP/uiPsrS0xLve9S6OHj3KVVddxSc/+cnjCkQdp54vf/nLvOIVrxg+v+GGGwB4wxvewMc+9rEztKqzk4985CMAvPzlL992/T/9p//EG9/4xtO/oLOYY8eO8eM//uMcOXKEdrvNFVdcwac+9Sm+7/u+70wvzeE4Yxw8eJAf+7EfY2VlhZmZGV7ykpdw2223MTMz86S/htsm3uFwOBwOxynD7XXicDgcDofjlOGEhsPhcDgcjlOGExoOh8PhcDhOGU5oOBwOh8PhOGU4oeFwOBwOh+OU4YSGw+FwOByOU4YTGg6Hw+FwOE4ZTmg4HA6Hw+E4ZTih4XA4HA6H45ThhIbD4XA4HI5ThhMaDofD4XA4ThlOaDgcDofD4Thl/H8lxr6SIL58HAAAAABJRU5ErkJggg==", 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" ] @@ -435,7 +483,14 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:22.727937Z", + "iopub.status.busy": "2024-07-11T15:27:22.727698Z", + "iopub.status.idle": "2024-07-11T15:27:23.887514Z", + "shell.execute_reply": "2024-07-11T15:27:23.886971Z" + } + }, "outputs": [], "source": [ "# Simulate some data; results stored in mNrm_hist, cNrm_hist, pLvl_hist, and t_age_hist\n", @@ -449,7 +504,14 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:23.889345Z", + "iopub.status.busy": "2024-07-11T15:27:23.889083Z", + "iopub.status.idle": "2024-07-11T15:27:23.900694Z", + "shell.execute_reply": "2024-07-11T15:27:23.900230Z" + } + }, "outputs": [], "source": [ "# Make and solve a \"cyclical\" consumer type who lives the same four quarters repeatedly.\n", @@ -461,13 +523,20 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:23.902204Z", + "iopub.status.busy": "2024-07-11T15:27:23.901968Z", + "iopub.status.idle": "2024-07-11T15:27:23.983743Z", + "shell.execute_reply": "2024-07-11T15:27:23.983222Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a cyclical consumer took 0.2914 seconds.\n" + "Solving a cyclical consumer took 0.0788 seconds.\n" ] } ], @@ -482,7 +551,14 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:23.985429Z", + "iopub.status.busy": "2024-07-11T15:27:23.985154Z", + "iopub.status.idle": "2024-07-11T15:27:24.047351Z", + "shell.execute_reply": "2024-07-11T15:27:24.046895Z" + } + }, "outputs": [ { "name": "stdout", @@ -493,7 +569,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -512,7 +588,14 @@ { "cell_type": "code", "execution_count": 22, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:24.048931Z", + "iopub.status.busy": "2024-07-11T15:27:24.048667Z", + "iopub.status.idle": "2024-07-11T15:27:25.789788Z", + "shell.execute_reply": "2024-07-11T15:27:25.789298Z" + } + }, "outputs": [], "source": [ "# Simulate some data; results stored in cHist, mHist, bHist, aHist, MPChist, and pHist\n", @@ -526,7 +609,14 @@ { "cell_type": "code", "execution_count": 23, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:25.791737Z", + "iopub.status.busy": "2024-07-11T15:27:25.791473Z", + "iopub.status.idle": "2024-07-11T15:27:25.797774Z", + "shell.execute_reply": "2024-07-11T15:27:25.797324Z" + } + }, "outputs": [], "source": [ "# Make and solve an agent with a kinky interest rate\n", @@ -537,19 +627,33 @@ { "cell_type": "code", "execution_count": 24, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:25.799268Z", + "iopub.status.busy": "2024-07-11T15:27:25.799028Z", + "iopub.status.idle": "2024-07-11T15:27:25.909820Z", + "shell.execute_reply": "2024-07-11T15:27:25.909260Z" + } + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a kinky consumer took 0.1601 seconds.\n", + "Solving a kinky consumer took 0.0462 seconds.\n", "Kinky consumption function:\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -571,7 +675,14 @@ { "cell_type": "code", "execution_count": 25, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:25.911715Z", + "iopub.status.busy": "2024-07-11T15:27:25.911525Z", + "iopub.status.idle": "2024-07-11T15:27:26.236679Z", + "shell.execute_reply": "2024-07-11T15:27:26.236144Z" + } + }, "outputs": [], "source": [ "if do_simulation:\n", @@ -602,7 +713,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsLaborModel.ipynb b/examples/ConsumptionSaving/example_ConsLaborModel.ipynb index 1ce30d733..df36076e3 100644 --- a/examples/ConsumptionSaving/example_ConsLaborModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsLaborModel.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:27.239341Z", + "iopub.status.busy": "2024-07-11T15:27:27.239084Z", + "iopub.status.idle": "2024-07-11T15:27:28.219186Z", + "shell.execute_reply": "2024-07-11T15:27:28.218647Z" + } + }, "outputs": [], "source": [ "from time import process_time\n", @@ -20,7 +27,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.221171Z", + "iopub.status.busy": "2024-07-11T15:27:28.220914Z", + "iopub.status.idle": "2024-07-11T15:27:28.223674Z", + "shell.execute_reply": "2024-07-11T15:27:28.223087Z" + } + }, "outputs": [], "source": [ "mystr = lambda number: f\"{number:.4f}\" # Format numbers as strings" @@ -29,7 +43,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.225271Z", + "iopub.status.busy": "2024-07-11T15:27:28.225032Z", + "iopub.status.idle": "2024-07-11T15:27:28.227376Z", + "shell.execute_reply": "2024-07-11T15:27:28.226921Z" + } + }, "outputs": [], "source": [ "do_simulation = True" @@ -38,8 +59,28 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.228819Z", + "iopub.status.busy": "2024-07-11T15:27:28.228572Z", + "iopub.status.idle": "2024-07-11T15:27:28.243562Z", + "shell.execute_reply": "2024-07-11T15:27:28.243086Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/ConsumptionSaving/ConsLaborModel.py:141: RuntimeWarning: divide by zero encountered in divide\n", + " * (bNrmGridTerm / (WageRte_T * TranShkGridTerm) + 1.0),\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/ConsumptionSaving/ConsLaborModel.py:141: RuntimeWarning: invalid value encountered in divide\n", + " * (bNrmGridTerm / (WageRte_T * TranShkGridTerm) + 1.0),\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/rewards.py:66: RuntimeWarning: divide by zero encountered in power\n", + " return c**-rho\n" + ] + } + ], "source": [ "# Make and solve a labor intensive margin consumer i.e. a consumer with utility for leisure\n", "LaborIntMargExample = LaborIntMargConsumerType(verbose=0)\n", @@ -49,13 +90,20 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.245085Z", + "iopub.status.busy": "2024-07-11T15:27:28.244844Z", + "iopub.status.idle": "2024-07-11T15:27:28.662809Z", + "shell.execute_reply": "2024-07-11T15:27:28.662303Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a labor intensive margin consumer took 0.7446098000000001 seconds.\n" + "Solving a labor intensive margin consumer took 0.4153348999999995 seconds.\n" ] } ], @@ -73,7 +121,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.664582Z", + "iopub.status.busy": "2024-07-11T15:27:28.664308Z", + "iopub.status.idle": "2024-07-11T15:27:28.666921Z", + "shell.execute_reply": "2024-07-11T15:27:28.666444Z" + } + }, "outputs": [], "source": [ "t = 0\n", @@ -84,11 +139,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.668361Z", + "iopub.status.busy": "2024-07-11T15:27:28.668185Z", + "iopub.status.idle": "2024-07-11T15:27:28.744538Z", + "shell.execute_reply": "2024-07-11T15:27:28.744074Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -118,11 +180,18 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.746128Z", + "iopub.status.busy": "2024-07-11T15:27:28.745873Z", + "iopub.status.idle": "2024-07-11T15:27:28.817283Z", + "shell.execute_reply": "2024-07-11T15:27:28.816761Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -154,11 +223,18 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.818923Z", + "iopub.status.busy": "2024-07-11T15:27:28.818667Z", + "iopub.status.idle": "2024-07-11T15:27:28.891682Z", + "shell.execute_reply": "2024-07-11T15:27:28.891155Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -187,11 +263,18 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.893341Z", + "iopub.status.busy": "2024-07-11T15:27:28.893101Z", + "iopub.status.idle": "2024-07-11T15:27:28.959644Z", + "shell.execute_reply": "2024-07-11T15:27:28.959145Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -230,18 +313,25 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:28.961343Z", + "iopub.status.busy": "2024-07-11T15:27:28.961094Z", + "iopub.status.idle": "2024-07-11T15:27:30.297700Z", + "shell.execute_reply": "2024-07-11T15:27:30.297197Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Simulating 10000 intensive-margin labor supply consumers for 120 periods took 2.2573 seconds.\n" + "Simulating 10000 intensive-margin labor supply consumers for 120 periods took 1.1722 seconds.\n" ] }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -324,7 +414,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:30.299330Z", + "iopub.status.busy": "2024-07-11T15:27:30.299093Z", + "iopub.status.idle": "2024-07-11T15:27:30.344911Z", + "shell.execute_reply": "2024-07-11T15:27:30.344412Z" + } + }, "outputs": [], "source": [ "# Make and solve a labor intensive margin consumer with a finite lifecycle\n", @@ -337,13 +434,20 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:30.346417Z", + "iopub.status.busy": "2024-07-11T15:27:30.346171Z", + "iopub.status.idle": "2024-07-11T15:27:30.366669Z", + "shell.execute_reply": "2024-07-11T15:27:30.366176Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a lifecycle labor intensive margin consumer took 0.03212309999999974 seconds.\n" + "Solving a lifecycle labor intensive margin consumer took 0.017988100000000173 seconds.\n" ] } ], @@ -362,7 +466,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:30.368489Z", + "iopub.status.busy": "2024-07-11T15:27:30.368257Z", + "iopub.status.idle": "2024-07-11T15:27:30.370614Z", + "shell.execute_reply": "2024-07-11T15:27:30.370164Z" + } + }, "outputs": [], "source": [ "bMax = 20.0" @@ -371,11 +482,18 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:30.372022Z", + "iopub.status.busy": "2024-07-11T15:27:30.371765Z", + "iopub.status.idle": "2024-07-11T15:27:30.468887Z", + "shell.execute_reply": "2024-07-11T15:27:30.468379Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -408,11 +526,18 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:30.470514Z", + "iopub.status.busy": "2024-07-11T15:27:30.470262Z", + "iopub.status.idle": "2024-07-11T15:27:30.563209Z", + "shell.execute_reply": "2024-07-11T15:27:30.562721Z" + } + }, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -448,11 +573,18 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:30.564769Z", + "iopub.status.busy": "2024-07-11T15:27:30.564532Z", + "iopub.status.idle": "2024-07-11T15:27:30.657854Z", + "shell.execute_reply": "2024-07-11T15:27:30.657387Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -485,11 +617,18 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:30.659388Z", + "iopub.status.busy": "2024-07-11T15:27:30.659143Z", + "iopub.status.idle": "2024-07-11T15:27:30.753096Z", + "shell.execute_reply": "2024-07-11T15:27:30.752616Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -559,7 +698,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb b/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb index 41a53391b..0f593d80d 100644 --- a/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsMarkovModel.ipynb @@ -2,8 +2,15 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:31.723046Z", + "iopub.status.busy": "2024-07-11T15:27:31.722813Z", + "iopub.status.idle": "2024-07-11T15:27:32.481049Z", + "shell.execute_reply": "2024-07-11T15:27:32.480477Z" + } + }, "outputs": [], "source": [ "from copy import copy, deepcopy\n", @@ -91,8 +98,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:32.483030Z", + "iopub.status.busy": "2024-07-11T15:27:32.482767Z", + "iopub.status.idle": "2024-07-11T15:27:32.486741Z", + "shell.execute_reply": "2024-07-11T15:27:32.486279Z" + } + }, "outputs": [], "source": [ "# Define the Markov transition matrix for serially correlated unemployment\n", @@ -152,8 +166,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:32.488109Z", + "iopub.status.busy": "2024-07-11T15:27:32.487941Z", + "iopub.status.idle": "2024-07-11T15:27:32.494743Z", + "shell.execute_reply": "2024-07-11T15:27:32.494254Z" + } + }, "outputs": [], "source": [ "# Make a consumer with serially correlated unemployment, subject to boom and bust cycles\n", @@ -168,8 +189,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:32.496369Z", + "iopub.status.busy": "2024-07-11T15:27:32.496131Z", + "iopub.status.idle": "2024-07-11T15:27:32.500052Z", + "shell.execute_reply": "2024-07-11T15:27:32.499597Z" + } + }, "outputs": [], "source": [ "# Replace the default (lognormal) income distribution with a custom one\n", @@ -203,8 +231,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:32.501627Z", + "iopub.status.busy": "2024-07-11T15:27:32.501247Z", + "iopub.status.idle": "2024-07-11T15:27:32.503891Z", + "shell.execute_reply": "2024-07-11T15:27:32.503445Z" + } + }, "outputs": [], "source": [ "# Interest factor, permanent growth rates, and survival probabilities are constant arrays\n", @@ -215,9 +250,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:32.505321Z", + "iopub.status.busy": "2024-07-11T15:27:32.505080Z", + "iopub.status.idle": "2024-07-11T15:27:32.951132Z", + "shell.execute_reply": "2024-07-11T15:27:32.950636Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a Markov consumer with serially correlated unemployment took 0.1601 seconds.\n", + "Consumption functions for each discrete state:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Solve the serial unemployment consumer's problem and display solution\n", "start_time = process_time()\n", @@ -237,8 +305,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:32.952916Z", + "iopub.status.busy": "2024-07-11T15:27:32.952560Z", + "iopub.status.idle": "2024-07-11T15:27:46.174749Z", + "shell.execute_reply": "2024-07-11T15:27:46.174185Z" + } + }, "outputs": [], "source": [ "# Simulate some data; results stored in cHist, mNrm_hist, cNrm_hist, and Mrkv_hist\n", @@ -262,8 +337,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.176759Z", + "iopub.status.busy": "2024-07-11T15:27:46.176483Z", + "iopub.status.idle": "2024-07-11T15:27:46.179195Z", + "shell.execute_reply": "2024-07-11T15:27:46.178722Z" + } + }, "outputs": [], "source": [ "# Make a consumer who occasionally gets \"unemployment immunity\" for a fixed period\n", @@ -274,8 +356,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.180645Z", + "iopub.status.busy": "2024-07-11T15:27:46.180431Z", + "iopub.status.idle": "2024-07-11T15:27:46.184495Z", + "shell.execute_reply": "2024-07-11T15:27:46.184006Z" + } + }, "outputs": [], "source": [ "StateCount = ImmunityT + 1 # Total number of Markov states\n", @@ -296,8 +385,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.185937Z", + "iopub.status.busy": "2024-07-11T15:27:46.185707Z", + "iopub.status.idle": "2024-07-11T15:27:46.188578Z", + "shell.execute_reply": "2024-07-11T15:27:46.188134Z" + } + }, "outputs": [], "source": [ "# Make the Markov transition array. MrkvArray[i,j] is the probability of transitioning\n", @@ -317,8 +413,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.190198Z", + "iopub.status.busy": "2024-07-11T15:27:46.189723Z", + "iopub.status.idle": "2024-07-11T15:27:46.196479Z", + "shell.execute_reply": "2024-07-11T15:27:46.196022Z" + } + }, "outputs": [], "source": [ "init_unemployment_immunity = copy(init_indshk_markov)\n", @@ -339,9 +442,50 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.197916Z", + "iopub.status.busy": "2024-07-11T15:27:46.197696Z", + "iopub.status.idle": "2024-07-11T15:27:46.422573Z", + "shell.execute_reply": "2024-07-11T15:27:46.422017Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving an \"unemployment immunity\" consumer took 0.1454 seconds.\n", + "Consumption functions for each discrete state:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/interpolation.py:2188: RuntimeWarning: All-NaN slice encountered\n", + " y = self.compare(fx, axis=1)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Solve the unemployment immunity problem and display the consumption functions\n", "start_time = process_time()\n", @@ -368,8 +512,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.424362Z", + "iopub.status.busy": "2024-07-11T15:27:46.424094Z", + "iopub.status.idle": "2024-07-11T15:27:46.426783Z", + "shell.execute_reply": "2024-07-11T15:27:46.426289Z" + } + }, "outputs": [], "source": [ "# Make a consumer with serially correlated permanent income growth\n", @@ -382,8 +533,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.428386Z", + "iopub.status.busy": "2024-07-11T15:27:46.428064Z", + "iopub.status.idle": "2024-07-11T15:27:46.431463Z", + "shell.execute_reply": "2024-07-11T15:27:46.430939Z" + } + }, "outputs": [], "source": [ "IncomeDstnReg = DiscreteDistributionLabeled(\n", @@ -398,8 +556,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.433208Z", + "iopub.status.busy": "2024-07-11T15:27:46.432749Z", + "iopub.status.idle": "2024-07-11T15:27:46.435478Z", + "shell.execute_reply": "2024-07-11T15:27:46.434951Z" + } + }, "outputs": [], "source": [ "# Make the state transition array for this type: Persistence probability of remaining in the same state, equiprobable otherwise\n", @@ -410,8 +575,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.436956Z", + "iopub.status.busy": "2024-07-11T15:27:46.436724Z", + "iopub.status.idle": "2024-07-11T15:27:46.444107Z", + "shell.execute_reply": "2024-07-11T15:27:46.443535Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -444,9 +615,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.445698Z", + "iopub.status.busy": "2024-07-11T15:27:46.445437Z", + "iopub.status.idle": "2024-07-11T15:27:46.642321Z", + "shell.execute_reply": "2024-07-11T15:27:46.641785Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a serially correlated growth consumer took 0.1337 seconds.\n", + "Consumption functions for each discrete state:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Solve the serially correlated permanent growth shock problem and display the consumption functions\n", "start_time = process_time()\n", @@ -463,8 +667,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 18, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.643965Z", + "iopub.status.busy": "2024-07-11T15:27:46.643712Z", + "iopub.status.idle": "2024-07-11T15:27:46.648979Z", + "shell.execute_reply": "2024-07-11T15:27:46.648525Z" + } + }, "outputs": [], "source": [ "# Make a consumer with serially correlated interest factors\n", @@ -479,9 +690,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:46.650470Z", + "iopub.status.busy": "2024-07-11T15:27:46.650246Z", + "iopub.status.idle": "2024-07-11T15:27:46.822371Z", + "shell.execute_reply": "2024-07-11T15:27:46.821851Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving a serially correlated interest consumer took 0.1082 seconds.\n", + "Consumption functions for each discrete state:\n" + ] + }, + { + "data": { + "image/png": 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e7uty+EkfEUPm+EOrW9ud+jmSE6c/RSIicsz21TTx3pZytm5cS/i+d0l1rCPSWc6Beie1xREMPDiZEc4cqqOHUZscRm1HT4O4OBuZE1LJGB1PbEqYzsZIt1OoERGRo2rz+Vm3t4b3NxdTu/k90hreJzR0MyF+Lw21Ttr2pZDeciqRkTnURWSyP/zwLdXBNj9pQyPInJhGWk40rjD7N7yTyIlTqBERkU6qGlpZuq2Soo0bse9ZwkDbaiJc+6itD6amJJTYilyGB42gOjqHxoQoGr/UN9JtkDk2mYwxSSRmRmC1ad4YOXkUakRE+jm/32DTgTqWbimldNMykg8uJyZ0AxG2Rmo9LppK4kiun0ZERA41kUMoSzt8y7XN4ic5w0XmxHQyRsYSHu008Uikv1OoERHph+pb2lixo4pVm7Zj7FzCYP9KwkM/o7LJRk2Zi/jSwWQZIzgYk0NTTCLFMYf7hrn8pI+OJ3PsAAYMjSTIrjWVpHdQqBER6SeKq5tYsrmMXRs+ILbsXZJCioi0H6S8wUltcSTpNWcRGjqCg1HZVKUcXjfJgp+EJDuZealk5MYTlahbrqV3UqgREQlQX8zk++6mYqo3FpLesAxX+Kc4vD5qq13EfZLGoLZziI7Ood6dTon7cF9HsJ/04VFkTkgldbgmwJO+QX9KRUQCSEubjw93VbHik534tr3JIP8HhIft5mBDMAeLQxlaPpYRjlFURw/HkxyB50t9Y6ItZE5IIWN0AvFpWo5A+h6FGhGRPu5go5d3t1bw8Yb1hO15m3THKiLtFZQ2OPHsjSat5lzCI0ZSE5VFafrhQb5BVj8pg8PIzEsjfUSMFoeUPq/LoWb58uU88MADrFu3jtLSUl555RVmzJhx1PZLly7l7LPP/tr20tJSEhMTO57Pnz+fBx54gLKyMnJzc/nLX/7ChAkTulqeiEi/8FllA+9sLmX3hvdJqiwkJrSIMEsT9XVOWosHkNk8mcjoUdRHZnSayTcsxE/mmEQGjksmaXAktiDdci2Bo8uhprGxkdzcXK6++mouvvjiY+63bds2IiIiOp7Hx8d3/Pvzzz9PQUEBCxYsIC8vj3nz5jFlyhS2bdvWqZ2ISH/l8xsUldTw7qa91G56h8ym5ThDt2D3GhyscBG/fxDDGEV1zCiaEmIp/lLf2FgLgyamkTkmgeikUA3ylYBlMQzDOO7OFssxn6mpqakhMjLyiG3y8vIYP348Dz/8MAB+v5/U1FRuuukmbrvttm+tw+Px4Ha7qaur6xScRET6smavj/d3VLJy4zbYvpiBfEhTyF6K64KJ3BvO4Iph+FwjqY4eQXtwSEc/q8XPgAwXg07NIGNUrC4rSa/V3b/fJ21MzejRo2ltbWXEiBHceeedTJ48GQCv18u6deuYPXt2R1ur1Up+fj4rV6484r5aW1tpbW3teO7xeI7YTkSkr6msb+XdreV8UrSW8OIlpLlW47ZXUd7gon5vNKl1U4iIGElN5FAOZBz+CncE+0nPiWLQxDRSh0UT7NDcMdL/9HioSUpKYsGCBYwbN47W1lb++te/ctZZZ7Fq1SrGjBlDVVUVPp+PhISETv0SEhLYunXrEfc5d+5c7rrrrp4uXUSkxxmGwc6KBt7ZfICSDctIrn6PqNAiXJYW6mudtG1MZVDrWURFj6QhKo3iqMN9I8IMMsclMXBcMokD3Vh1t5L0cz0earKyssjKyup4fuqpp7Jr1y7+9Kc/8fe///249jl79mwKCgo6nns8HlJTU0+4VhGRk6H980Uil27cQ/3mtxnUspyQsG0EtVg5WOYi/kA2I6yjqIoZSUNiNA0dPQ3i420MOjWdzNHxRCWGmngUIr2PKbd0T5gwgRUrVgAQGxuLzWajvLy8U5vy8vJOd0d9mcPhwOHQNWIR6Tta2nx8sLOK94s2Y9n+BgOtK3G7SqhrdFC9J5zBVZMZGTKS6ugcKlMPz+Zrs/pJGRjKwEmH1lYKidBK1yJHY0qoKSoqIikpCQC73c7YsWMpLCzsGHDs9/spLCzkxhtvNKM8EZFu0djaztJtlXz0cRGuXW+Q7lhJhL2SynoXTXvjGFB/PhHuUdS6B7M/4/AYGKfdT8bIGAblpZKSHaW1lUSOUZdDTUNDAzt37ux4vnv3boqKioiOjiYtLY3Zs2ezf/9+nn76aQDmzZtHZmYmOTk5tLS08Ne//pV3332Xt99+u2MfBQUFzJw5k3HjxjFhwgTmzZtHY2Mjs2bN6oZDFBE5eeqa2nhnSznri9bi3vMmA0I+IjyojlqPi/a9KQxuOYvomFwaYwZ0WiTSHWEwcPwABo5NIiEjQrP5ihyHLoeatWvXdppM74uxLTNnzmThwoWUlpZSXHx4hgSv18tPf/pT9u/fT0hICKNGjeKdd97ptI9LL72UyspK7rjjDsrKyhg9ejSLFy/+2uBhEZHeqKqhlbc3lbHp4w+JO/AW8aFrCbU04qlxkbwhnSzf+VTHjqYhIa7T+JjEpKBDt13nxhEZH/IN7yAix+KE5qnpLTRPjYicbAdqm1m8sZQdRcsZUPEWUWEfs8vvpX1vCMP3D8RpjKYqLpdWx+HblawWPykDQxh8WiaZI2NxhgV/wzuIBL4+O0+NiEhft7uqkbc27qe4qJDUmncIC/8Ee6ufg2UhJBzIYYRtNFWxo6geEN7RJ8jqJz0rgsGnZZCWE43dqa9dkZ6iv10iIkdhGAbbyut5+5MSyje8TWbDuzjDNmNrslCzL5SE0rGMdI6mKmYkFV+6Y8ke5CdjRDRDTk0jZVgUQcEa6CtyMijUiIh8iWEYbNhXxzsb9lC7aTGDWt4jNGw71AdRsyecIRWnMjJ0NNXROZSmH7692mX3k3lKPIMnpZA8JBKbTQtFipxsCjUi0u/5/AZr9xzk3Q27aPn0DQb5lhEeupuaejt1e9wMrD6b0PDRHIzKYn/G4XEwoS4/g8YlMXhiComZumNJxGwKNSLSL/n8Bmv2HKRw/VbaNr/GYMsKIlwl1Dc4qd8dTVrtVMIic6mNHEJJ+OGzLhHhBoPzUhg8IZnY1DCteC3SiyjUiEi/4fcbfFxSw9vrd9Cy6d8MYSkRzn2U1rto3h1HWsN0IqJG44ka2GmNpegoGHxqOoPGJRKdpKUJRHorhRoRCWhfjJF5e/0OGjf+hyH+9wgPKaa+3knTZwmkN15MRPRoGmJTKY493C8+3srgyRkMGptARKzr6G8gIr2GQo2IBBzDMPj0gIe3Pv6Muk/+w+D2dwkL2U1tg4PGXfGkN1xIePRYGmJTKfk8yFgwSBwQzJDTMhl4SjyhkVpfTqSvUagRkYCxrayeN4t2U130OoNb3yE0ZBfV9Q4aPoslte67hEWPoT4mo2N5Agt+ktMcDD1zEJm5sbjCtFikSF+mUCMifdrOigbeLNpDxcdvMrBlCa7QHfjrg6nfFUN67fmERo35yhgZg+QBwQw9cyCDxiRoVl+RAKJQIyJ9zt7qRt4oKmbf+sUMbHgbV9jWQ0HmsygyD04hNHIMde6BFEd+cdeSQWJiEEPPOhRkQiJ0RkYkECnUiEifsK+miTeKSihe/zbpnrewh28Gjw3PZ1EMqs7H5R5DbeQQiiMO334dH29l6JkDGTwugVC3xsiIBDqFGhHptaobWvnPhv3sWPM2qQcXExy+EeqteD5zM7jqLFwRY6mNGkpJ+OFlCGJjLWSdkcng8YmERTlNrF5ETjaFGhHpVZq87SzZXM7aVSuIO7CI8NC1WBuhbk84WRWnExI+loNR2ezLOBxkYqJh6OkZDB6fpNuvRfoxhRoRMV27z88Hu6pZtvpjnNtfIjHkA4Lam2koCSO1NI+c0HFURw9j35eWKIiKhKGnpTMkLwl3XIh5xYtIr6FQIyKmMAyDjfvreGPNVrwbXyEz6F3stioaK0NwFmeREzyBqrhcDqQfHgvjjjAYOjmNIXnJRCVqZl8R6UyhRkROquLqJl5bv5uKdf8m0/sWLtce6g+6YHcG2b6pVMSPpTI1oqN9WIifrFNTGHJqCjHJYSZWLiK9nUKNiPS4g41eXt+wj+1r3ibl4H8ICt9Me20w3l0JZDZ8j/C4cXiSEvB83t4R5GPwuHiyz8ggITNCi0aKyDFRqBGRHtHs9fHOlnLWrHqfuH2vEha2FhoMmnZFM6h6CiHR4/HEZFDy+ey+NoufjGERZJ89kNTh0dhs1m9+AxGRr1CoEZFu4/cbrPysmsJVhwb8Jrk+ILi9ifp94aSUTmR42HhqorO/dAu2wYA0O9nfGczA0XHYnfpKEpHjp28QETlhe6sbeXX1durWvUi65R0ctkoaK0JwFg9jmH08lbGjOg34jY2xkH32QIZMSNLsviLSbRRqROS4NLa28/onB/h05WJSD76CLWQrLdUOLJ8NZKh/GpVxY6hIDe9oHx7iJ+u0VLImpxKZoFuwRaT7KdSIyDEzDIPVuw+yZOU6QrY/R3TIBxiNflq2x5FWdxGuuLzOA36DfQwZl0D2GRnEZ4RrwK+I9CiFGhH5Vvtrm3l19U6q1v6LdGMxwdYKGksjyNg3geywidREZVHy+eKRNouPzOFusr8ziNTsKKwa8CsiJ4lCjYgcUbPXx1ubSilauYTkypcg9FO8VQ4suwYxxLiAivixlKYdXpIgIdFKzrlDGDQ2QQN+RcQU+uYRkQ6GYfBxSS2LVxYRvOU54pzLMZrbadkRS0bNdFxxE6lPSqT+8/ahTh/Zp6cx7Iw03HFac0lEzKVQIyJUeFp4Ze1uSle/REb7GwTZSmkuDSeiZAzZYZM4GJVNScQXl5f8ZOa4yTl3MAOGRGKxapyMiPQOCjUi/ZTPb/D+jkqWvb+UuH3PYg3dQHtlMJbPBjLEN4WKuLGUph2+Sykhwcrwc4cweGwCdpe+OkSk99E3k0g/U+5p4ZVVO6ha9RwptjextHnw7ohl4MELcMROpCEhiYbP24Y4fGSfnsqwM9KIjNdt2CLSuynUiPQDfr/B8i+dlTFCNuCtcOLcPZwsx2SqY0Z0zPL7xd1Lw88dTMrQKF1eEpE+Q6FGJIBVeFp4edV2qlY/R4r1Tazeetq3x5NeNwNH3KlUD4juaBsXayHnvCEMHp+IQ5eXRKQP0jeXSIDx+w3e31nF8uXvEbPvGYyQT2grc+HaPZwhztOojslh3+eDfoNtPrLzEhiRP4jo5FCTKxcROTEKNSIBosLTwiurd1C56llSbG9itNTj25ZAqudi7PGnUpUS2dE2IcHKyGlZDBobT1Cw7eg7FRHpQxRqRPowwzBYtfsghUsLiSr+Jz7XRtpKXYTsGclQ12Sqo4ex333orIw9yEf2xERG5A8kKlFnZUQk8CjUiPRBTd52/r1+L7uWP0uy72X8LR7825NI9XwfZ/wkKlPcHW2TkmyMOD+LQaPjsQVryQIRCVwKNSJ9SHF1Ey+/vw7/hicJda6g7UAwIbtGMijkDGqih7H/8yzjCGpn2ORkcs4ZqFuxRaTf6PL/ti1fvpzp06eTnJyMxWJh0aJF39j+5Zdf5txzzyUuLo6IiAgmTZrEW2+91anNnXfeicVi6fTIzs7uamkiAcnvN1i+rYJ7FjzFm/93IW2fXoVv9yYSlp9PSt1vqUr5H2qihwGQPMDGlOtymDUvn8mXj1CgEZF+pctnahobG8nNzeXqq6/m4osv/tb2y5cv59xzz+Wee+4hMjKSv/3tb0yfPp1Vq1ZxyimndLTLycnhnXfeOVxYkE4iSf9W39LGotW72Pfh34nnNdo9LQRvG0Sm7zoq4seyPzUYALutneGTkxlx7iCtvyQi/VqXk8O0adOYNm3aMbefN29ep+f33HMPr776Kq+99lqnUBMUFERiYmJXyxEJODsrGvj3so+wbX6CIOdq2opDiNw7hmD3mdTHZdD8ebuYKIPcC7IYkpekO5hERDBhTI3f76e+vp7o6OhO23fs2EFycjJOp5NJkyYxd+5c0tLSjriP1tZWWltbO557PJ4erVmkp/n9Bku3lfPRu68SW/MMXmMfru2JJNd9n+D4UylLDQfAgp9Bw8MYPX04CZkRJlctItK7nPRQ84c//IGGhgZ+8IMfdGzLy8tj4cKFZGVlUVpayl133cXpp5/Opk2bCA8P/9o+5s6dy1133XUyyxbpES1tPv69bg+7lv6NWBbRVu3FtSOHTNtFVMWO4kD4oWFvLns7I8/JIOfsDEIi7CZXLSLSO1kMwzCOu7PFwiuvvMKMGTOOqf0zzzzDddddx6uvvkp+fv5R29XW1pKens6DDz7INddc87XXj3SmJjU1lbq6OiIi9H+v0vsdbPTy4vsbaVjzKK7g9zi4N4ThxXnURZ9FU+jhy7CJiRZGX5RD5qhYrDbdji0igcXj8eB2u7vt9/uknal57rnnuPbaa3nxxRe/MdAAREZGMnToUHbu3HnE1x0OBw6HoyfKFOlRu6saeblwBfZtC2izbYCd8SRV/xe2hNMoTQ0DDi0omTU2htzzs7R0gYhIF5yUUPPss89y9dVX89xzz3HBBRd8a/uGhgZ27drFlVdeeRKqE+lZhmGwbm8NS95+neiKJ/C27yNscyaJbddSGTeOAymH/hqGOtsZPW0ww89Iw64FJUVEuqzL35wNDQ2dzqDs3r2boqIioqOjSUtLY/bs2ezfv5+nn34aOHTJaebMmTz00EPk5eVRVlYGgMvlwu0+NFPYz372M6ZPn056ejoHDhxgzpw52Gw2Lr/88u44RhFT+PwGb23az4bCZ4hpeZa2miZCt40k3PkDaqKzqfi8XXyswZiLR5A5Oh6r1WJqzSIifVmXQ83atWs5++yzO54XFBQAMHPmTBYuXEhpaSnFxcUdrz/22GO0t7dzww03cMMNN3Rs/6I9wL59+7j88suprq4mLi6O0047jY8++oi4uLjjPS4R07S2+1i0eid7lj5GhPV1fPuCid4zgeCo71CXlAQcuospY4iLsReP1F1MIiLd5IQGCvcW3T3QSOR4NHnbefGDT6n+8GGCLe/RvDOKwRVnUBV/Bm32Q3fxBVnaGZYXz+jpWUTEaKI8Eenf+uxAYZFAVdfcxovLi2hY8xCGZSW2LUkk1V9JZcJESlMOzfobYm8jd+ogRpydofEyIiI9RN+uIsepuqGV599bTXvRn/Ea6wnZnEms98dUxo2lPOzQ7dcxkX7GXpzDoLEJuiVbRKSHKdSIdFFZXQsvLFmBdcs8Gtu3Er05i3jjJqpjR1H5eZsBA6yMvzSX5CGRWCwa/CsicjIo1Igco5KDTby4uBDnZ3+msWk3SVtHEhX8M2pjhlINYBhkDHIw4bJc4tK+PhO2iIj0LIUakW9xoLaZF994m+DdD9LiKSVh2xjCQv+b+vh0ACz4GDIinPGXjCIyIcTkakVE+i+FGpGjqPC08Pzid7Fuf4DG2lIGbp+Iy/0/1H6+mryVdoaPj2HMf+UQHu00uVoREVGoEfmK6oZWnn97Of7N99PgKSZz26EwU50cD0CQpY2RpydxyvRsXOFaXFJEpLdQqBH5XG2Tl+ff+QDvJ/fTWL+LtG15hEZcTXVSAgDBVi9jzstg1JTBui1bRKQX0jez9HueljaeL1xF88f309ywlQFbxxMW/kNqEg/N/htsbeOU/FRyzx+K3am/MiIivZW+oaXfam338dLyIqpW/p6Whk0kbR1HRNgd1CUmA4cuM53ynRRGfzdLZ2ZERPoAfVNLv+P3Gyz+eBdbl9yDr+F9EjaPxQj5DZ6EFOBQmMk9K5lTLhyGQ2FGRKTP0De29Csrd5Tz4b8fxNr4Cu6N2QQH/6rj1mwbbeSekcSYGcNwhASbXKmIiHSVQo30C9vLPLz+8hMEVT+Oc2syUW03UROTQwtgpY1RkxMYe3EOzlCFGRGRvkqhRgJauaeFFxa9AiV/gF1O4muvoipuHDUWKxbDR/YpEUz871MIidCt2SIifZ1CjQSkljYfzy1eTt0nd+LdV09G6TQq48+gKv7QmZj0DBunXT2RyHjNACwiEigUaiSgGIbBOxt28ekbv6at8lPSPsunJu5cKhJdAMTHtnPGtXkkZLhNrlRERLqbQo0EjO1lHv7zwoNYKp8j9tMJtLrvoiopCgB3SCun/2gsaSPjtGq2iEiAUqiRPq+uuY1nXn2Vth2/x7U1gTDjZ3jiBwLgDGrh1B/kkH1aGharwoyISCBTqJE+y+c3+PcHG9j7/mx8xdUMqLyE6riJeACr0cbY7yQx5uIcgoJtZpcqIiIngUKN9EmbSqp5+4W7oOwdkneeR23sFKrjHAAMHGzjjGsnExrpMLlKERE5mRRqpE9p8rbzz1depmnz3URtzsEfcifVCbEARIW38J2fTCJxUJTJVYqIiBkUaqTPWLZxFx//pwB2VRNX/z/UxgwHwGFtZvIPhpF9ZqYGAYuI9GMKNdLrVXhaeO7Zh/Ht/huJ286jNu7/URsVjMVoJ3dSNBMuP5Ngh8bNiIj0dwo10mv5/QavLF3F/g9uxbElDnvQrzmYkAhAXHQr5958BlEJoSZXKSIivYVCjfRKeyrrefnvs7Hs+YjEAxdzMHYi7UAwzZxxaTZZZw3UpSYREelEoUZ6Fb/f4KXC99n//i3Ebj6FZvccDsaGguFnyLBgzvzxeVpBW0REjkihRnqNkuoGXvj7rwnauoaYuh/jiR0KQLijkfNuOJXEoTEmVygiIr2ZQo2YzjAMFi1byd53/5f4zWNpjLodj9uB1fAyPj+JMRefhdVmNbtMERHp5RRqxFRltc08+/TtWDd/SEzdtR1nZ6LDGpn28+8QqYHAIiJyjBRqxDRLPipi8xs/JnbzKYfPzvi95E1N5pQZZ2utJhER6RKFGjnpmr0+/vbPh2hb8y+ia67uODsTFdbI+To7IyIix0mhRk6q7fureOOpHxHxSTTWsF/jcbs+PzuTpLMzIiJyQhRq5KQwDINF77xL8ZJfErf7+9TGTADA7fLw3dnnEhmvszMiInJiFGqkx9U1enlq4W8IWvsJYf6fUxsTB4afUeOdTL76Iqw6OyMiIt1AoUZ61Oa9pbz9t8uI+XQ09VE/pcVqw27UM+3GCaSMTDK7PBERCSAKNdJj3li+lO2v3EZM2Uw8MVkAJMU3ccFt52tWYBER6XYKNdLt2nx+nvj7g/iXvUsov8DjjsTq9zLpgmRyLxypNZtERKRHdHma1uXLlzN9+nSSk5OxWCwsWrToW/ssXbqUMWPG4HA4GDx4MAsXLvxam/nz55ORkYHT6SQvL4/Vq1d3tTTpBSo8Tcy//zJcb+yC4FvxOiJxWWq59PaJjL5olAKNiIj0mC6HmsbGRnJzc5k/f/4xtd+9ezcXXHABZ599NkVFRdxyyy1ce+21vPXWWx1tnn/+eQoKCpgzZw7r168nNzeXKVOmUFFR0dXyxERF23fz7L35xH48loboSzCsNpLiGvjhny4kOjXS7PJERCTAWQzDMI67s8XCK6+8wowZM47a5pe//CWvv/46mzZt6th22WWXUVtby+LFiwHIy8tj/PjxPPzwwwD4/X5SU1O56aabuO222761Do/Hg9vtpq6ujoiIiOM9HDkBb72/jO3P3U6Y5zqaQgeA4WPs6eHkXZGnszMiInJE3f373eOrBK5cuZL8/PxO26ZMmcLKlSsB8Hq9rFu3rlMbq9VKfn5+R5uvam1txePxdHqIOQzD4O8vPsnex+cR3PpLmkIHEORv4ML/yWbiDycq0IiIyEnT46GmrKyMhISETtsSEhLweDw0NzdTVVWFz+c7YpuysrIj7nPu3Lm43e6OR2pqao/VL0fnbffzf4/8At+/VtHmugFfkIvw4GquuO9cUsfoMxERkZOrx0NNT5g9ezZ1dXUdj5KSErNL6nfqGr0suPcHRCx10Rh1KVisJCd4uOJP3yMsymV2eSIi0g/1+C3diYmJlJeXd9pWXl5OREQELpcLm82GzWY7YpvExMQj7tPhcOBwOHqsZvlm+6tqeemP/0Xknu/hiR4OwIgxFs647iJdbhIREdP0+JmaSZMmUVhY2GnbkiVLmDRpEgB2u52xY8d2auP3+yksLOxoI73HzpIDvHL3xYTtv5Z693Cs/lbOvjiOM398tgKNiIiYqstnahoaGti5c2fH8927d1NUVER0dDRpaWnMnj2b/fv38/TTTwPwk5/8hIcffphf/OIXXH311bz77ru88MILvP766x37KCgoYObMmYwbN44JEyYwb948GhsbmTVrVjcconSXDdu2s2LeTdhb/5fmkAiCfB4uvDWPpOFa7kBERMzX5VCzdu1azj777I7nBQUFAMycOZOFCxdSWlpKcXFxx+uZmZm8/vrr3HrrrTz00EOkpKTw17/+lSlTpnS0ufTSS6msrOSOO+6grKyM0aNHs3jx4q8NHhbzfLh+DZ/83++w8b+02V04jUp+cM8FhMeFmV2aiIgIcILz1PQWmqemZ7297C32PvEUbc6ZGNZgwmxlXPrAJTi1fpOIiJyA7v791tpP8o1efuMZ6v6xFG/41WCxEh1SxiX3XUpQsM3s0kRERDpRqJGjevm1hXie2UCT+zIAkuIqmXHX5VitGhAsIiK9j0KNHNGLi/5G43ObaYycDsCgwR6m/PQHusNJRER6LYUa+ZoXXvkrzS/spDFyGgDZIxo558YZ5hYlIiLyLRRqpJPn//UoLf8qpiHyPAByRjdz1k+mm1yViIjIt1OokQ4vvvQILf8qpSHyHABGjm3hjOsuMLkqERGRY6NQIwC89sYzNP6rgsbIs8DwkzvRx2mzzje7LBERkWOmUCO8u3wxVf/YTJP7O2D4GTPZYNJVU769o4iISC/SJ1fplu6z+uOV7H30bZoivgPAqHHNTLrqXJOrEhER6TqFmn5s0/ZP2fjg0zSFfxeAIVlVnH6dBgWLiEjfpFDTT+09sI+Vv/8DLaGXAJCWsp/zbv2ByVWJiIgcP4WafqiuoZHFd/wSr/MKABKi9vLdX//Q5KpEREROjEJNP9PW7uOfv5qF33IlWKxEOT/je/f8SDMFi4hIn6dQ048YhsFf58wiqOEK/DY7ocYuLvvj1Qo0IiISEBRq+pGnHvoF9n1TabOH42jbz38/OBOrTX8EREQkMOgXrZ949aUFGGuH0OJKJKithkvuvgB7qN3sskRERLqNQk0/8MnGNRx8uY6msMFYfc2cf9NI3MnRZpclIiLSrRRqAlyNx8PqB/5JU/h4LH4fE78bQurooWaXJSIi0u0UagKY32/wwm030uo6NLle2sASTrnobJOrEhER6RkKNQHsb3ffAK0/AIuVCNunXPDLWWaXJCIi0mO0oGWA+vcLj8Bnk2l3heDw7uHyR67XrdsiIhLQdKYmAG3bvonqV5tpcSUR1FbL9377XYIcyq8iIhLYFGoCjLetnffveZSm8NFY/G1MviyeqJR4s8sSERHpcQo1Aebp31yP135ope3ktN2MOPc0kysSERE5ORRqAshrLyzAKD8XwxqEy7eZi379P2aXJCIictIo1ASI4pLPqPp3E15nLMHeKi6990oNDBYRkX5FoSYA+H1+3p7zJ5rCRmPxtzPxB/GExrjNLktEROSkUqgJAP+Y+3O8QYcm2ItL2MaoqWeZW5CIiIgJFGr6uA3rP6BtRy6GNRindyvf/+2NZpckIiJiCoWaPszn87N23mu0uFKwtTdw4W+maxyNiIj0Wwo1fdjTd9xCiysfgLSRFcQNTDW5IhEREfMo1PRRq1csxrf/VLBYcbUVcf7N15pdkoiIiKkUavqgtrY2Nj36Ea3OeIK9NXxv7pVmlyQiImI6hZo+6J9zfk5z6BkADJ7cjDs+zuSKREREzKdQ08ds3riG9gN5AIT41vKda35ockUiIiK9g0JNH2IYBiv/+BKtzgSCvLX8110/MrskERGRXuO4Qs38+fPJyMjA6XSSl5fH6tWrj9r2rLPOwmKxfO1xwQUXdLT50Y9+9LXXp06dejylBbQX/nQ3rfZzAEjMPkBkslbfFhER+UJQVzs8//zzFBQUsGDBAvLy8pg3bx5Tpkxh27ZtxMd//Uf25Zdfxuv1djyvrq4mNzeXSy65pFO7qVOn8re//a3jucPh6GppAa2ifD8NRckYITacLZu48Oc3mV2SiIhIr9LlMzUPPvgg1113HbNmzWL48OEsWLCAkJAQnnzyySO2j46OJjExseOxZMkSQkJCvhZqHA5Hp3ZRUVHHd0QB6rXb/0BLyECs7c1855YzNMmeiIjIV3Qp1Hi9XtatW0d+fv7hHVit5Ofns3LlymPaxxNPPMFll11GaGhop+1Lly4lPj6erKwsrr/+eqqrq4+6j9bWVjweT6dHIFv672dp8x/6bx4RtYHM0aPNLUhERKQX6lKoqaqqwufzkZCQ0Gl7QkICZWVl39p/9erVbNq0iWuv7TxR3NSpU3n66acpLCzkvvvuY9myZUybNg2fz3fE/cydOxe3293xSE0N3Jl0Db+fz/61G1+QC0fLXi6b+0uzSxIREemVujym5kQ88cQTjBw5kgkTJnTaftlll3X8+8iRIxk1ahSDBg1i6dKlnHPOOV/bz+zZsykoKOh47vF4AjbYPHfvnTSHnAXAoHPs2IJs5hYkIiLSS3XpTE1sbCw2m43y8vJO28vLy0lMTPzGvo2NjTz33HNcc8013/o+AwcOJDY2lp07dx7xdYfDQURERKdHIKqrqaZpawYAzta1nH3lFeYWJCIi0ot1KdTY7XbGjh1LYWFhxza/309hYSGTJk36xr4vvvgira2t/PCH3z5Z3L59+6iuriYpKakr5QWcl27/PS0hGVjbmzn7lilmlyMiItKrdfnup4KCAh5//HGeeuoptmzZwvXXX09jYyOzZs0C4KqrrmL27Nlf6/fEE08wY8YMYmJiOm1vaGjg5z//OR999BF79uyhsLCQiy66iMGDBzNlSv/9Id+45n3amg4thRASspaBubkmVyQiItK7dXlMzaWXXkplZSV33HEHZWVljB49msWLF3cMHi4uLsZq7ZyVtm3bxooVK3j77be/tj+bzcYnn3zCU089RW1tLcnJyZx33nncfffd/XqumtXzl9DuPAt7azmX/uGnZpcjIiLS61kMwzDMLuJEeTwe3G43dXV1ATG+5p3nF7K9MBnDGkTywCL+6xcF395JRESkj+nu32+t/dQL7X29AsMahLN5iwKNiIjIMVKo6WVe+csfaAkZB0DmueEmVyMiItJ3KNT0Ir72dg6ucQHgbFnHd354lckViYiI9B0KNb3I87/7LS0hw7D42zjlipFmlyMiItKnKNT0Es0N9TTtHgiA07eKMedONbkiERGRvkWhppd4Yc7vaHWlYWtv5sxbLjK7HBERkT5HoaYXqK+rpa360OR6DtsqBo3URHsiIiJdpVDTC7x81720OhOxtTUw7baZZpcjIiLSJynUmMxTW4v34OdnaYLXkJg5yOSKRERE+iaFGpO98tv78DoTCGprYNrsWWaXIyIi0mcp1Jiovq4Wb82hszR2+2oS0weaXJGIiEjfpVBjopfvug+vI56gtnqm3XaN2eWIiIj0aQo1JqmvrcVbMxoAu30NiemZ5hYkIiLSxynUmOTl396P1xFHUFs958/WWRoREZETpVBjAm9LC20HcwCwB68mIU1naURERE6UQo0J/vW7ubQ6k7C1N3FOwRVmlyMiIhIQFGpOsva2NppK0gCwG6tJGzrc5IpEREQCg0LNSfbqvD/R6srE4m9j3DXnmF2OiIhIwFCoOclqN4YA4PSuYdSpZ5pcjYiISOBQqDmJFj/5OC0hw8HwM/S/hpldjoiISEBRqDmJDiyrA8DZ8jGnXfQ9k6sREREJLAo1J8nat9+g2XloSYSk08JMrkZERCTwKNScJJ88txosNpxN2zj/uuvNLkdERCTgKNScBKV7duG1jgPAmVFucjUiIiKBSaHmJHjrj0/iCwrB3lLO92f/0uxyREREApJCTQ/ztrTQ1jASgKCwDThcLpMrEhERCUwKNT3s5Xvvx+uIx9bexLm3zjK7HBERkYClUNPDGnfHA2D3ryZlUJbJ1YiIiAQuhZoetGThX2lxDQXDx/BLxpldjoiISEBTqOlBJUurAHA1FzFx2oUmVyMiIhLYFGp6yI6iNbTYTwEgaozJxYiIiPQDCjU9ZMWjr2JYg3E07+XCG281uxwREZGAp1DTA7ytLbS3jAIgKGobtqAgkysSEREJfAo1PWDR/X/E64jF1t7IeQXXmV2OiIhIv6BQ0wPqd0YAYPevJTltkMnViIiI9A8KNd1s9Zuv0+IcBkDGFAUaERGRk+W4Qs38+fPJyMjA6XSSl5fH6tWrj9p24cKFWCyWTg+n09mpjWEY3HHHHSQlJeFyucjPz2fHjh3HU5rpNr20BixWnE2b+c6lV5ldjoiISL/R5VDz/PPPU1BQwJw5c1i/fj25ublMmTKFioqKo/aJiIigtLS047F3795Or99///38+c9/ZsGCBaxatYrQ0FCmTJlCS0tL14/IRHVVFbQZh+7fdqSWmVyNiIhI/9LlUPPggw9y3XXXMWvWLIYPH86CBQsICQnhySefPGofi8VCYmJixyMhIaHjNcMwmDdvHr/5zW+46KKLGDVqFE8//TQHDhxg0aJFx3VQZnntvodpDw4juPUgF/3iZ2aXIyIi0q90KdR4vV7WrVtHfn7+4R1YreTn57Ny5cqj9mtoaCA9PZ3U1FQuuugiPv30047Xdu/eTVlZWad9ut1u8vLyvnGfvVFLRToAQUHrCXdHmluMiIhIP9OlUFNVVYXP5+t0pgUgISGBsrIjX27JysriySef5NVXX+Uf//gHfr+fU089lX379gF09OvKPltbW/F4PJ0eZnvv2X/Q6srE4veRe8UZZpcjIiLS7/T43U+TJk3iqquuYvTo0Zx55pm8/PLLxMXF8eijjx73PufOnYvb7e54pKamdmPFx2f3kt0AOFs2MvasqSZXIyIi0v90KdTExsZis9koLy/vtL28vJzExMRj2kdwcDCnnHIKO3fuBOjo15V9zp49m7q6uo5HSUlJVw6j29VWluO1HlrnyZVZa2otIiIi/VWXQo3dbmfs2LEUFhZ2bPP7/RQWFjJp0qRj2ofP52Pjxo0kJSUBkJmZSWJiYqd9ejweVq1addR9OhwOIiIiOj3M9J8//B++oBCCW6u58OcaICwiImKGLi9KVFBQwMyZMxk3bhwTJkxg3rx5NDY2MmvWLACuuuoqBgwYwNy5cwH47W9/y8SJExk8eDC1tbU88MAD7N27l2uvvRY4dGfULbfcwu9+9zuGDBlCZmYmt99+O8nJycyYMaP7jrQHtZQNABcE2T4mNOwSs8sRERHpl7ocai699FIqKyu54447KCsrY/To0SxevLhjoG9xcTFW6+ETQDU1NVx33XWUlZURFRXF2LFj+fDDDxk+fHhHm1/84hc0Njby4x//mNraWk477TQWL178tUn6eqMPFr1Eq2swGH6GXTzB7HJERET6LYthGIbZRZwoj8eD2+2mrq7upF+KevKau2gOPh1n00auefrmk/reIiIifVl3/35r7acT0FBXQxujAXCkHH1GZREREel5CjUn4LUH/kx7cDjB3lq++9NbzS5HRESkX1OoOQFNJdEABPExkTGxJlcjIiLSvynUHKfNH66gxTkMgNT8TJOrEREREYWa47Tq72+BxYqzaRfn/vfVZpcjIiLS7ynUHAefz0d7y6Fb0m2RO02uRkRERECh5rgsfuxRvI4ErL5WTv/Jf5tdjoiIiKBQc1zKV9UBYPduYNDwXJOrEREREVCo6bLq0gN4g0YBEJblNbkaERER+YJCTRe9Oe9RfEEu7K2VXHjLT80uR0RERD6nUNNFrWWHVhe32TbgCgk1uRoRERH5gkJNF6x/5y1aXEPB8DP4Qo2lERER6U0Uarpgw78+AMDZvJ0zLrzU5GpERETkyxRqjtGhuWmyAbBF7zW5GhEREfkqhZpj9M7CJ/E6E7H6vJxx3eVmlyMiIiJfoVBzjPZ/UAaAo3UjA3NGm1uMiIiIfI1CzTFoaWigzXJobhpHhsfkakRERORIFGqOwWsP/YX24HCC2uq54OabzS5HREREjkCh5hh4tgcDEOwrIjIm1uRqRERE5EgUar5F2d7P8NpHABB1iibbExER6a0Uar7FkocX4rfZcbSU8d3r/9fsckREROQoFGq+hbfi0LII1uBNBNvtJlcjIiIiR6NQ8w02ffA+Lc4hAAyaOsLkakREROSbKNR8gzX/fAssVpxNOznze/9tdjkiIiLyDRRqvoGvaSgA1ohdJlciIiIi30ah5ijee+YftDpTsPjbmPCjC80uR0RERL6FQs1R7H53JwCOls3kjJtscjUiIiLybRRqjsDb2kq7fyQA9uRKk6sRERGRY6FQcwSv/+Vh2uxR2NqbmHLzT8wuR0RERI6BQs0R1GxqB8DetoH4pDSTqxEREZFjoVDzFQfLy/AGHZqTJjzH5GJERETkmCnUfMXihxbgC3Jhb63iwpsKzC5HREREjpFCzVc0748GwGr9BIfLZXI1IiIicqwUar6kZMsmWh3ZACSdlmJyNSIiItIVCjVf8t7jz2NYg3A072PqVdeZXY6IiIh0gULNl7RVJwNgdWzBarOZXI2IiIh0hULN57auXtmxIvfAKSNNrkZERES66rhCzfz588nIyMDpdJKXl8fq1auP2vbxxx/n9NNPJyoqiqioKPLz87/W/kc/+hEWi6XTY+rUqcdT2nFb9ffXP1+R+zPO0orcIiIifU6XQ83zzz9PQUEBc+bMYf369eTm5jJlyhQqKiqO2H7p0qVcfvnlvPfee6xcuZLU1FTOO+889u/f36nd1KlTKS0t7Xg8++yzx3dEx6nNkwGANXTnSX1fERER6R4WwzCMrnTIy8tj/PjxPPzwwwD4/X5SU1O56aabuO222761v8/nIyoqiocffpirrroKOHSmpra2lkWLFnX9CACPx4Pb7aauro6IiIgu91+/5E1WvuQAw8+477WSd94Fx1WHiIiIHLsT/f3+qi6dqfF6vaxbt478/PzDO7Bayc/PZ+XKlce0j6amJtra2oiOju60fenSpcTHx5OVlcX1119PdXX1UffR2tqKx+Pp9DgRG17+AABn8w4FGhERkT6qS6GmqqoKn89HQkJCp+0JCQmUlZUd0z5++ctfkpyc3CkYTZ06laeffprCwkLuu+8+li1bxrRp0/D5fEfcx9y5c3G73R2P1NTUrhzG1/iaDg0Qtrr3ntB+RERExDxBJ/PN7r33Xp577jmWLl2K0+ns2H7ZZZd1/PvIkSMZNWoUgwYNYunSpZxzzjlf28/s2bMpKDi8hIHH4znuYLPi5edpdaVi8fsY90OdpREREemrunSmJjY2FpvNRnl5eaft5eXlJCYmfmPfP/zhD9x77728/fbbjBo16hvbDhw4kNjYWHbuPPKgXYfDQURERKfH8dq++NND+2zZysi80497PyIiImKuLoUau93O2LFjKSws7Njm9/spLCxk0qRJR+13//33c/fdd7N48WLGjRv3re+zb98+qqurSUpK6kp5Xebz+fC1DQMgKHb/t7QWERGR3qzLt3QXFBTw+OOP89RTT7Flyxauv/56GhsbmTVrFgBXXXUVs2fP7mh/3333cfvtt/Pkk0+SkZFBWVkZZWVlNDQ0ANDQ0MDPf/5zPvroI/bs2UNhYSEXXXQRgwcPZsqUKd10mEf27t8X4nUkYPV5Of06zU0jIiLSl3V5TM2ll15KZWUld9xxB2VlZYwePZrFixd3DB4uLi7Gaj2clR555BG8Xi/f//73O+1nzpw53HnnndhsNj755BOeeuopamtrSU5O5rzzzuPuu+/G4XCc4OF9s5L3SyA4E3vrpwwcdnIn+xMREZHu1eV5anqj47nPvd3bxpP/8yptjmgiIgu58t7f93CVIiIi8mWmzlMTSBY/voA2RzS29mby/981ZpcjIiIiJ6jfhpqKdTUABLd9SlLaQJOrERERkRPVL0NNe6uXdnIAcKTWm1yNiIiIdId+GWreeOwR2uxR2NqbmfL/fmx2OSIiItIN+mWoqfr40FpR9rZNxCWf2BILIiIi0jv0u1DT1tracenJmdZocjUiIiLSXfpdqHnj0Udos0dia29iyg269CQiIhIo+l2oqf740MDg4LZPiUlMMbkaERER6S79KtR4W1totxy69ORKbzK5GhEREelO/SrUvPl/8zsuPU298SdmlyMiIiLdqF+FmupPDp2dCW7bSHR8z64ALiIiIidXvwk1rc3NtFlHAuDKbDW5GhEREelu/SbUvPHIfNqDI7C1NzL1huvNLkdERES6Wb8JNTUbW4BDE+5FxyWYXI2IiIh0t34RaloaG2mzjgDANVCXnkRERAJRvwg1b/zf4UtP5990o9nliIiISA/oF6GmdnMbcOiuJ3d0rMnViIiISE8I+FDTXN/QcekpdFC7ydWIiIhITwn4UPP6/82nPTicoLYGzr/pJrPLERERkR4S8KGmbuuhszPBvo1EREWZXI2IiIj0lIAONU319bR/celpsN/kakRERKQnBXSoeX3+w4cvPd2oS08iIiKBLKBDTf1WA4Ag30bCIyPNLUZERER6VMCGmkZPLW22Q5eewocaJlcjIiIiPS1gQ83rf5lPe3AYQW31uvQkIiLSDwRsqGnYYQEO3fUUFuE2uRoRERHpaQEZahrqavF+cekpKyAPUURERL4iIH/xX//LfHzBYQS1eTj/hhvMLkdEREROgoAMNQ07Dx1WkG8Tobr0JCIi0i8EXKjx1NTQFnTo0pN7mM3kakRERORkCbhQ88bD8/EFhRLk9XD+DTeaXY6IiIicJAEXahp3Hjo7E+zfSEhYuMnViIiIyMkSUKGm7mA1bcEjAXDn2E2uRkRERE6mgAo1Sx79K76gEIK8dZz//3TpSUREpD8JqFDTtCcYgCBjE67QUJOrERERkZMpoEJNW/BwAKJGOE2uRERERE624wo18+fPJyMjA6fTSV5eHqtXr/7G9i+++CLZ2dk4nU5GjhzJG2+80el1wzC44447SEpKwuVykZ+fz44dO7pcly/IRbC3lvOv14R7IiIi/U2XQ83zzz9PQUEBc+bMYf369eTm5jJlyhQqKiqO2P7DDz/k8ssv55prruHjjz9mxowZzJgxg02bNnW0uf/++/nzn//MggULWLVqFaGhoUyZMoWWlpYuH1CQsQlnSEiX+4mIiEjfZjEMw+hKh7y8PMaPH8/DDz8MgN/vJzU1lZtuuonbbrvta+0vvfRSGhsb+c9//tOxbeLEiYwePZoFCxZgGAbJycn89Kc/5Wc/+xkAdXV1JCQksHDhQi677LJvrcnj8eB2u3lg1r8ZNHIb/3Xrz7pySCIiImKCL36/6+rqiIiIOOH9delMjdfrZd26deTn5x/egdVKfn4+K1euPGKflStXdmoPMGXKlI72u3fvpqysrFMbt9tNXl7eUffZ2tqKx+Pp9AAI9tZxwfW660lERKQ/6lKoqaqqwufzkZCQ0Gl7QkICZWVlR+xTVlb2je2/+GdX9jl37lzcbnfHIzU1FYAgYzN2pwYJi4iI9Ed98u6n2bNnU1dX1/EoKSkBIHZMpLmFiYiIiGm6FGpiY2Ox2WyUl5d32l5eXk5iYuIR+yQmJn5j+y/+2ZV9OhwOIiIiOj0Apl33k64cjoiIiASQLoUau93O2LFjKSws7Njm9/spLCxk0qRJR+wzadKkTu0BlixZ0tE+MzOTxMTETm08Hg+rVq066j5FREREviqoqx0KCgqYOXMm48aNY8KECcybN4/GxkZmzZoFwFVXXcWAAQOYO3cuADfffDNnnnkmf/zjH7ngggt47rnnWLt2LY899hgAFouFW265hd/97ncMGTKEzMxMbr/9dpKTk5kxY0b3HamIiIgEtC6HmksvvZTKykruuOMOysrKGD16NIsXL+4Y6FtcXIzVevgE0KmnnsozzzzDb37zG371q18xZMgQFi1axIgRIzra/OIXv6CxsZEf//jH1NbWctppp7F48WKcGvQrIiIix6jL89T0Rt19n7uIiIj0PFPnqRERERHprRRqREREJCAo1IiIiEhAUKgRERGRgKBQIyIiIgFBoUZEREQCgkKNiIiIBASFGhEREQkICjUiIiISELq8TEJv9MWkyB6Px+RKRERE5Fh98bvdXYsbBESoqa6uBiA1NdXkSkRERKSrqqurcbvdJ7yfgAg10dHRwKHFNLvjP4qcGI/HQ2pqKiUlJVqLy2T6LHoPfRa9hz6L3qOuro60tLSO3/ETFRCh5otVwd1ut/6A9iIRERH6PHoJfRa9hz6L3kOfRe/xxe/4Ce+nW/YiIiIiYjKFGhEREQkIARFqHA4Hc+bMweFwmF2KoM+jN9Fn0Xvos+g99Fn0Ht39WViM7rqPSkRERMREAXGmRkREREShRkRERAKCQo2IiIgEBIUaERERCQgBEWrmz59PRkYGTqeTvLw8Vq9ebXZJ/c7cuXMZP3484eHhxMfHM2PGDLZt22Z2WQLce++9WCwWbrnlFrNL6bf279/PD3/4Q2JiYnC5XIwcOZK1a9eaXVa/4/P5uP3228nMzMTlcjFo0CDuvvvublt3SI5u+fLlTJ8+neTkZCwWC4sWLer0umEY3HHHHSQlJeFyucjPz2fHjh1dfp8+H2qef/55CgoKmDNnDuvXryc3N5cpU6ZQUVFhdmn9yrJly7jhhhv46KOPWLJkCW1tbZx33nk0NjaaXVq/tmbNGh599FFGjRpldin9Vk1NDZMnTyY4OJg333yTzZs388c//pGoqCizS+t37rvvPh555BEefvhhtmzZwn333cf999/PX/7yF7NLC3iNjY3k5uYyf/78I75+//338+c//5kFCxawatUqQkNDmTJlCi0tLV17I6OPmzBhgnHDDTd0PPf5fEZycrIxd+5cE6uSiooKAzCWLVtmdin9Vn19vTFkyBBjyZIlxplnnmncfPPNZpfUL/3yl780TjvtNLPLEMMwLrjgAuPqq6/utO3iiy82rrjiCpMq6p8A45VXXul47vf7jcTEROOBBx7o2FZbW2s4HA7j2Wef7dK++/SZGq/Xy7p168jPz+/YZrVayc/PZ+XKlSZWJnV1dQDdtkiZdN0NN9zABRdc0Onvh5x8//73vxk3bhyXXHIJ8fHxnHLKKTz++ONml9UvnXrqqRQWFrJ9+3YANmzYwIoVK5g2bZrJlfVvu3fvpqysrNN3ldvtJi8vr8u/5X16Qcuqqip8Ph8JCQmdtickJLB161aTqhK/388tt9zC5MmTGTFihNnl9EvPPfcc69evZ82aNWaX0u999tlnPPLIIxQUFPCrX/2KNWvW8L//+7/Y7XZmzpxpdnn9ym233YbH4yE7OxubzYbP5+P3v/89V1xxhdml9WtlZWUAR/wt/+K1Y9WnQ430TjfccAObNm1ixYoVZpfSL5WUlHDzzTezZMkSnE6n2eX0e36/n3HjxnHPPfcAcMopp7Bp0yYWLFigUHOSvfDCC/zzn//kmWeeIScnh6KiIm655RaSk5P1WQSIPn35KTY2FpvNRnl5eaft5eXlJCYmmlRV/3bjjTfyn//8h/fee4+UlBSzy+mX1q1bR0VFBWPGjCEoKIigoCCWLVvGn//8Z4KCgvD5fGaX2K8kJSUxfPjwTtuGDRtGcXGxSRX1Xz//+c+57bbbuOyyyxg5ciRXXnklt956K3PnzjW7tH7ti9/r7vgt79Ohxm63M3bsWAoLCzu2+f1+CgsLmTRpkomV9T+GYXDjjTfyyiuv8O6775KZmWl2Sf3WOeecw8aNGykqKup4jBs3jiuuuIKioiJsNpvZJfYrkydP/tr0Btu3byc9Pd2kivqvpqYmrNbOP3s2mw2/329SRQKQmZlJYmJip99yj8fDqlWruvxb3ucvPxUUFDBz5kzGjRvHhAkTmDdvHo2NjcyaNcvs0vqVG264gWeeeYZXX32V8PDwjuugbrcbl8tlcnX9S3h4+NfGMoWGhhITE6MxTia49dZbOfXUU7nnnnv4wQ9+wOrVq3nsscd47LHHzC6t35k+fTq///3vSUtLIycnh48//pgHH3yQq6++2uzSAl5DQwM7d+7seL57926KioqIjo4mLS2NW265hd/97ncMGTKEzMxMbr/9dpKTk5kxY0bX3qib7tAy1V/+8hcjLS3NsNvtxoQJE4yPPvrI7JL6HeCIj7/97W9mlyaGoVu6Tfbaa68ZI0aMMBwOh5GdnW089thjZpfUL3k8HuPmm2820tLSDKfTaQwcOND49a9/bbS2tppdWsB77733jvgbMXPmTMMwDt3WffvttxsJCQmGw+EwzjnnHGPbtm1dfh+LYWgqRREREen7+vSYGhEREZEvKNSIiIhIQFCoERERkYCgUCMiIiIBQaFGREREAoJCjYiIiAQEhRoREREJCAo1IiIiEhAUakRERCQgKNSIiIhIQFCoERERkYCgUCMiIiIB4f8Dtvpdy6MVPcYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Solve the serially correlated interest rate problem and display the consumption functions\n", "start_time = process_time()\n", @@ -525,7 +769,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/ConsumptionSaving/example_ConsMedModel.ipynb b/examples/ConsumptionSaving/example_ConsMedModel.ipynb index bcb87e6b6..60aceb1ac 100644 --- a/examples/ConsumptionSaving/example_ConsMedModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsMedModel.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:47.734891Z", + "iopub.status.busy": "2024-07-11T15:27:47.734654Z", + "iopub.status.idle": "2024-07-11T15:27:48.688485Z", + "shell.execute_reply": "2024-07-11T15:27:48.687872Z" + } + }, "outputs": [], "source": [ "from time import time\n", @@ -18,7 +25,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:48.690505Z", + "iopub.status.busy": "2024-07-11T15:27:48.690200Z", + "iopub.status.idle": "2024-07-11T15:27:48.693237Z", + "shell.execute_reply": "2024-07-11T15:27:48.692706Z" + } + }, "outputs": [], "source": [ "mystr = lambda number: f\"{number:.4f}\"" @@ -27,7 +41,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:48.694915Z", + "iopub.status.busy": "2024-07-11T15:27:48.694659Z", + "iopub.status.idle": "2024-07-11T15:27:48.697177Z", + "shell.execute_reply": "2024-07-11T15:27:48.696698Z" + } + }, "outputs": [], "source": [ "do_simulation = True" @@ -70,27 +91,34 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:48.698880Z", + "iopub.status.busy": "2024-07-11T15:27:48.698625Z", + "iopub.status.idle": "2024-07-11T15:27:48.859997Z", + "shell.execute_reply": "2024-07-11T15:27:48.859468Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a medical shocks consumer took 0.1277 seconds.\n" + "Solving a medical shocks consumer took 0.1103 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/ConsumptionSaving/ConsMedModel.py:709: RuntimeWarning: divide by zero encountered in power\n", - " vPgrid = cLvlGrid ** (-self.CRRA)\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/rewards.py:40: RuntimeWarning: divide by zero encountered in reciprocal\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/ConsumptionSaving/ConsMedModel.py:661: RuntimeWarning: divide by zero encountered in power\n", + " vPgrid = cLvlGrid ** (-CRRA)\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/rewards.py:40: RuntimeWarning: divide by zero encountered in reciprocal\n", " return c ** (1.0 - rho) / (1.0 - rho)\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/rewards.py:40: RuntimeWarning: divide by zero encountered in power\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/rewards.py:40: RuntimeWarning: divide by zero encountered in power\n", " return c ** (1.0 - rho) / (1.0 - rho)\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/ConsumptionSaving/ConsMedModel.py:728: RuntimeWarning: invalid value encountered in multiply\n", - " vGrid = utility(cLvlGrid, rho=self.CRRA) + MedShkGrid_tiled * utility(\n" + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/ConsumptionSaving/ConsMedModel.py:678: RuntimeWarning: invalid value encountered in multiply\n", + " vGrid = utility(cLvlGrid, rho=CRRA) + MedShkGrid_tiled * utility(\n" ] } ], @@ -106,7 +134,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:48.861622Z", + "iopub.status.busy": "2024-07-11T15:27:48.861354Z", + "iopub.status.idle": "2024-07-11T15:27:49.009781Z", + "shell.execute_reply": "2024-07-11T15:27:49.009288Z" + } + }, "outputs": [ { "name": "stdout", @@ -117,7 +152,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -143,7 +178,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:49.011401Z", + "iopub.status.busy": "2024-07-11T15:27:49.011155Z", + "iopub.status.idle": "2024-07-11T15:27:49.146104Z", + "shell.execute_reply": "2024-07-11T15:27:49.145592Z" + } + }, "outputs": [ { "name": "stdout", @@ -154,7 +196,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -177,7 +219,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:49.147717Z", + "iopub.status.busy": "2024-07-11T15:27:49.147423Z", + "iopub.status.idle": "2024-07-11T15:27:49.340655Z", + "shell.execute_reply": "2024-07-11T15:27:49.340105Z" + } + }, "outputs": [ { "name": "stdout", @@ -188,7 +237,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -215,26 +264,33 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:49.342376Z", + "iopub.status.busy": "2024-07-11T15:27:49.342179Z", + "iopub.status.idle": "2024-07-11T15:27:49.418440Z", + "shell.execute_reply": "2024-07-11T15:27:49.417895Z" + } + }, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/rewards.py:66: RuntimeWarning: divide by zero encountered in power\n", - " return c**-rho\n" + "Marginal value function (pseudo inverse)\n" ] }, { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "Marginal value function (pseudo inverse)\n" + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/rewards.py:66: RuntimeWarning: divide by zero encountered in power\n", + " return c**-rho\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -259,7 +315,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:49.420069Z", + "iopub.status.busy": "2024-07-11T15:27:49.419804Z", + "iopub.status.idle": "2024-07-11T15:27:49.423169Z", + "shell.execute_reply": "2024-07-11T15:27:49.422581Z" + } + }, "outputs": [], "source": [ "if MedicalExample.vFuncBool:\n", @@ -281,15 +344,22 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:49.424904Z", + "iopub.status.busy": "2024-07-11T15:27:49.424662Z", + "iopub.status.idle": "2024-07-11T15:27:52.518397Z", + "shell.execute_reply": "2024-07-11T15:27:52.517896Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:421: UserWarning: The option for reading shocks was activated but the model requires state PlvlAgg, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:881: UserWarning: The option for reading shocks was activated but the model requires state PlvlAgg, not contained in newborn_init_history.\n", " warn(\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:608: UserWarning: The option for reading shocks was activated but the model requires state PlvlAgg, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:1068: UserWarning: The option for reading shocks was activated but the model requires state PlvlAgg, not contained in newborn_init_history.\n", " warn(\n" ] }, @@ -297,7 +367,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Simulating 10000 agents for 100 periods took 2.4025 seconds.\n" + "Simulating 10000 agents for 100 periods took 3.0905 seconds.\n" ] } ], @@ -349,7 +419,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb b/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb index db73ba6b0..a9bd78ac9 100644 --- a/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsPrefShockModel.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:53.715161Z", + "iopub.status.busy": "2024-07-11T15:27:53.714916Z", + "iopub.status.idle": "2024-07-11T15:27:54.635453Z", + "shell.execute_reply": "2024-07-11T15:27:54.634898Z" + } + }, "outputs": [], "source": [ "from time import process_time\n", @@ -102,7 +109,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:54.637392Z", + "iopub.status.busy": "2024-07-11T15:27:54.637199Z", + "iopub.status.idle": "2024-07-11T15:27:54.645095Z", + "shell.execute_reply": "2024-07-11T15:27:54.644610Z" + } + }, "outputs": [], "source": [ "# Make and solve a preference shock consumer\n", @@ -113,13 +127,27 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:54.646544Z", + "iopub.status.busy": "2024-07-11T15:27:54.646296Z", + "iopub.status.idle": "2024-07-11T15:27:54.851192Z", + "shell.execute_reply": "2024-07-11T15:27:54.850666Z" + } + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a preference shock consumer took 0.3940405 seconds.\n" + "Solving a preference shock consumer took 0.2024490000000001 seconds.\n" ] } ], @@ -133,7 +161,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:54.852910Z", + "iopub.status.busy": "2024-07-11T15:27:54.852642Z", + "iopub.status.idle": "2024-07-11T15:27:54.936092Z", + "shell.execute_reply": "2024-07-11T15:27:54.935526Z" + } + }, "outputs": [ { "name": "stdout", @@ -144,7 +179,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -169,7 +204,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:54.937888Z", + "iopub.status.busy": "2024-07-11T15:27:54.937724Z", + "iopub.status.idle": "2024-07-11T15:27:55.001202Z", + "shell.execute_reply": "2024-07-11T15:27:55.000615Z" + } + }, "outputs": [ { "name": "stdout", @@ -180,7 +222,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -203,7 +245,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:55.003035Z", + "iopub.status.busy": "2024-07-11T15:27:55.002758Z", + "iopub.status.idle": "2024-07-11T15:27:55.005697Z", + "shell.execute_reply": "2024-07-11T15:27:55.005078Z" + } + }, "outputs": [], "source": [ "if PrefShockExample.vFuncBool:\n", @@ -218,7 +267,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:55.007181Z", + "iopub.status.busy": "2024-07-11T15:27:55.006933Z", + "iopub.status.idle": "2024-07-11T15:27:55.868943Z", + "shell.execute_reply": "2024-07-11T15:27:55.868362Z" + } + }, "outputs": [], "source": [ "# Test the simulator for the pref shock class\n", @@ -263,7 +319,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:55.871177Z", + "iopub.status.busy": "2024-07-11T15:27:55.870901Z", + "iopub.status.idle": "2024-07-11T15:27:55.878139Z", + "shell.execute_reply": "2024-07-11T15:27:55.877645Z" + } + }, "outputs": [], "source": [ "# Make and solve a \"kinky preferece\" consumer, whose model combines KinkedR and PrefShock\n", @@ -274,13 +337,27 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:55.879681Z", + "iopub.status.busy": "2024-07-11T15:27:55.879442Z", + "iopub.status.idle": "2024-07-11T15:27:56.046297Z", + "shell.execute_reply": "2024-07-11T15:27:56.045811Z" + } + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Solving a kinky preference consumer took 0.3259471000000005 seconds.\n" + "Solving a kinky preference consumer took 0.16441649999999974 seconds.\n" ] } ], @@ -294,7 +371,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:56.047884Z", + "iopub.status.busy": "2024-07-11T15:27:56.047632Z", + "iopub.status.idle": "2024-07-11T15:27:56.126677Z", + "shell.execute_reply": "2024-07-11T15:27:56.126188Z" + } + }, "outputs": [ { "name": "stdout", @@ -305,7 +389,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -329,7 +413,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:56.128577Z", + "iopub.status.busy": "2024-07-11T15:27:56.128319Z", + "iopub.status.idle": "2024-07-11T15:27:56.194702Z", + "shell.execute_reply": "2024-07-11T15:27:56.194179Z" + } + }, "outputs": [ { "name": "stdout", @@ -340,7 +431,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -362,7 +453,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:56.196414Z", + "iopub.status.busy": "2024-07-11T15:27:56.196160Z", + "iopub.status.idle": "2024-07-11T15:27:56.198863Z", + "shell.execute_reply": "2024-07-11T15:27:56.198411Z" + } + }, "outputs": [], "source": [ "if KinkyPrefExample.vFuncBool:\n", @@ -377,7 +475,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:56.200262Z", + "iopub.status.busy": "2024-07-11T15:27:56.200095Z", + "iopub.status.idle": "2024-07-11T15:27:56.981855Z", + "shell.execute_reply": "2024-07-11T15:27:56.981349Z" + } + }, "outputs": [], "source": [ "# Test the simulator for the kinky preference class\n", @@ -423,7 +528,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb b/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb index a7fb8d212..56310dd99 100644 --- a/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsRepAgentModel.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:57.948512Z", + "iopub.status.busy": "2024-07-11T15:27:57.948251Z", + "iopub.status.idle": "2024-07-11T15:27:58.663719Z", + "shell.execute_reply": "2024-07-11T15:27:58.663158Z" + } + }, "outputs": [], "source": [ "from copy import deepcopy\n", @@ -67,7 +74,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:58.665779Z", + "iopub.status.busy": "2024-07-11T15:27:58.665499Z", + "iopub.status.idle": "2024-07-11T15:27:58.668324Z", + "shell.execute_reply": "2024-07-11T15:27:58.667879Z" + } + }, "outputs": [], "source": [ "# Make a quick example dictionary\n", @@ -81,18 +95,25 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:58.669800Z", + "iopub.status.busy": "2024-07-11T15:27:58.669522Z", + "iopub.status.idle": "2024-07-11T15:27:58.954423Z", + "shell.execute_reply": "2024-07-11T15:27:58.953841Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a representative agent problem took 0.0007679462432861328 seconds.\n" + "Solving a representative agent problem took 0.0008738040924072266 seconds.\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -116,13 +137,20 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:27:58.956465Z", + "iopub.status.busy": "2024-07-11T15:27:58.956107Z", + "iopub.status.idle": "2024-07-11T15:28:01.173068Z", + "shell.execute_reply": "2024-07-11T15:28:01.172549Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Simulating a representative agent for 2000 periods took 4.279109477996826 seconds.\n" + "Simulating a representative agent for 2000 periods took 2.2118425369262695 seconds.\n" ] } ], @@ -146,18 +174,25 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:01.174789Z", + "iopub.status.busy": "2024-07-11T15:28:01.174522Z", + "iopub.status.idle": "2024-07-11T15:28:01.237391Z", + "shell.execute_reply": "2024-07-11T15:28:01.236863Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a two state representative agent problem took 0.0010602474212646484 seconds.\n" + "Solving a two state representative agent problem took 0.0009739398956298828 seconds.\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -188,13 +223,20 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:01.238938Z", + "iopub.status.busy": "2024-07-11T15:28:01.238669Z", + "iopub.status.idle": "2024-07-11T15:28:03.518894Z", + "shell.execute_reply": "2024-07-11T15:28:03.518307Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Simulating a two state representative agent for 2000 periods took 4.383724689483643 seconds.\n" + "Simulating a two state representative agent for 2000 periods took 2.275568962097168 seconds.\n" ] } ], @@ -243,7 +285,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb b/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb index b731a94c6..5c64fe958 100644 --- a/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb +++ b/examples/ConsumptionSaving/example_ConsRiskyContribModel.ipynb @@ -2,9 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "b67cf3c6", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:04.576347Z", + "iopub.status.busy": "2024-07-11T15:28:04.576082Z", + "iopub.status.idle": "2024-07-11T15:28:05.316213Z", + "shell.execute_reply": "2024-07-11T15:28:05.315652Z" + } + }, "outputs": [], "source": [ "\"\"\"Example implementations of HARK.ConsumptionSaving.ConsPortfolioModel\n", @@ -21,9 +28,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "e0529382", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:05.318312Z", + "iopub.status.busy": "2024-07-11T15:28:05.318040Z", + "iopub.status.idle": "2024-07-11T15:28:05.324778Z", + "shell.execute_reply": "2024-07-11T15:28:05.324234Z" + }, "title": "Define a plotting function" }, "outputs": [], @@ -151,10 +164,870 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "fdee9c15", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:05.326321Z", + "iopub.status.busy": "2024-07-11T15:28:05.326087Z", + "iopub.status.idle": "2024-07-11T15:28:33.878360Z", + "shell.execute_reply": "2024-07-11T15:28:33.877862Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Now solving infinite horizon version\n", + "Finished cycle #1 in 0.14378857612609863 seconds, solution distance = 100.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #2 in 0.24568867683410645 seconds, solution distance = 117.99348766238367\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #3 in 0.24167609214782715 seconds, 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}, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #104 in 0.23538708686828613 seconds, solution distance = 0.0023328323511329074\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #105 in 0.23458385467529297 seconds, solution distance = 0.002178333119072562\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #106 in 0.23614239692687988 seconds, solution distance = 0.002033848779593228\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #107 in 0.2383708953857422 seconds, solution distance = 0.0018987560781837942\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #108 in 0.23924636840820312 seconds, solution distance = 0.001772464733409862\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #109 in 0.24867653846740723 seconds, solution distance = 0.0016544173642891735\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #110 in 0.23617959022521973 seconds, solution distance = 0.0015440893104674558\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #111 in 0.23368191719055176 seconds, solution distance = 0.001440987570251906\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #112 in 0.24388575553894043 seconds, solution distance = 0.0013446493424176253\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #113 in 0.24480247497558594 seconds, solution distance = 0.001254640439277921\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #114 in 0.23627519607543945 seconds, solution distance = 0.0011705536868369393\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #115 in 0.23915648460388184 seconds, solution distance = 0.0010920073625086957\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #116 in 0.24079298973083496 seconds, solution distance = 0.0010186436927313025\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Finished cycle #117 in 0.23693060874938965 seconds, solution distance = 0.0009501274203458365\n", + "Converged!\n", + "Solving took 27.963370084762573 seconds.\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Solve an infinite horizon version\n", "\n", @@ -225,10 +1098,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "b8fac948", - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:33.880224Z", + "iopub.status.busy": "2024-07-11T15:28:33.879751Z", + "iopub.status.idle": "2024-07-11T15:28:36.184815Z", + "shell.execute_reply": "2024-07-11T15:28:36.184138Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Now solving\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving took 1.3394148349761963 seconds.\n" + ] + }, + { + "data": { + "image/png": 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", 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UH1XqzNXatKdYQX4+mnbbubq0S6TZsQAAAADgpGhYAUAD9FPBIQ2dsVq7Dx5ReGN/zRjWR7Gtw8yOBQAAAACnhIYVADQw2dsPaOTsNSo6Uq724Y00KzVBbZoHmx0LAAAAAE4ZDSsAaEA+3bBX/5y/TmUVDp3bJkxvDe2jZo38zY4FAAAAALVCwwoAGoi3vtmupz/5QYYhXdEtUi/dfK6C/H3MjgUAAAAAtUbDCgDqOYfD0L8/3ay3vtkuSRqS1FYTrj1HPlaLyckAAAAA4PTQsAKAeuxoeaUeeP97fbJhryRp7JVd9PeLOshioVkFAAAAoP6iYQUA9dTB0jKNmp2j7F8PyM/Houf/1lPXx0WbHQsAAAAAzhgNKwCoh3b9Vqphb6/WTwWH1STAV68PiVffjuFmxwIAAAAAl7CaHQCeZ/ny5br++uvVsmVLNWrUSHFxcZozZ47ZsQD8f5v2FOmGV1fqp4LDigoJ1IK7k2hWAQCOwz4dAKAmnl4naFjhOCtXrlRsbKw++OADrV+/XqmpqRoyZIiWLFlidjTA6638aZ8Gv/6dCg/Z1TmyiT4c3VddokLMjgUA8EDs0wEAauLpdYJTAhuIfv36KTY2VoGBgZo+fbr8/f1111136cknn6z1ez366KNVnt933336/PPPtWjRIl1zzTUuSgygtj7+fo/S3l+n8kpDie2b6Y0hvRUa5Gd2LACAC7FPBwCoiTfVCRpWJ2MYUnmpOZ/tFyzV4k5fs2bNUlpamlatWqWsrCwNGzZM559/vi6//HJdeeWV+vrrr084b9u2bbVp06YTvl5UVKSuXbvWKj4A15nxzXY9teQHSdJVPaI0+aY4Bfr5mJwKAOoR9ukksU8HACdkVp2oZY2QvKdO0LA6mfJS6f9amfPZj+6R/Bud8vDY2FhNmDBBktSpUydNnTpVmZmZuvzyyzV9+nQdOXLkhPP6+Z34KI33339fq1ev1uuvv37q2QG4hGEYenbpVmWs+FmSNDSprcZfe458rLUragDg9dinY58OAGpiVp2oZY2QvKdO0LBqQGJjY6s8b9mypQoKCiRJ0dGnd6v7L7/8UqmpqXrzzTd1zjnnnHFGAKeuvNKhRz5Yr0W5uyVJD6V01j39OspSy7/AAADqF/bpAAA18ZY6QcPqZPyCj3U8zfrs2gz/S6fUYrHI4XBI0mkdFrhixQpde+21evHFFzVkyJBaZQFwZkrsFbp7Tq6+2lYoH6tFz9zYQ3/rHWN2LACov9inY58OAGpiVp2oZY2QvKdO0LA6GYul1ofneaLaHha4fPlyXXPNNXr22Wc1atSouo4H4E/2H7Zr+MzV+n5XkYL8fPTqbb10SZcIs2MBQP3GPh37dABQE+qEx9UJGlZeojaHBX755Ze65pprdN9992ngwIGy2WySJH9/fzVr1qyuIgKQlLe/VENmrNKv+0vVNNhPM4b10bltmpodCwDgIdinAwDUpCHVCavZAeB5Zs2apdLSUqWnp6tly5bOx4033mh2NKBB27i7SDe+tlK/7i9V66ZBWnh3X5pVAIDTxj4dAKAmnl4nLIZhGGaHcKfi4mKFhoaqqKhIISEhVV47evSotm/frvbt2yswMNCkhPUT6w44M9/8uE93vZujw/YKdW0ZolmpfRQR4v5/SzVtI70F6wCo/9gvOX01rTu2j8ewHoD6jzpx+txZJzjCCgBM9p/v9yh1ZrYO2yuU1KG55v/9PFOaVWaZNm2a2rVrp8DAQCUmJio7O7vG8QsWLFCXLl0UGBioHj166NNPPz3h2LvuuksWi0VTpkxxcWoAgLtQJwDAO9GwAgATvfXNdv3jvbUqrzR0dWxLzRzeRyGBfiefsYGYP3++0tLSNGHCBOXm5qpnz55KSUlx3pb3r1auXKlbbrlFI0aM0Nq1azVgwAANGDBAGzduPG7shx9+qO+++06tWrWq68UAANQR6gQAeC8aVgBgAofDUPqnm/WvJT9Ikob1badXbj5XAb4+Jidzr8mTJ2vkyJFKTU1Vt27dlJGRoeDgYM2YMaPa8S+99JL69++vhx56SF27dtW//vUv9erVS1OnTq0ybvfu3br33ns1Z86c4+6EAgCoP6gTAOC9aFgBgJuVVzr0wILv9fpXv0iSHunfRROu7Sar1WJyMvcqKytTTk6OkpOTndOsVquSk5OVlZVV7TxZWVlVxktSSkpKlfEOh0N33HGHHnroIZ1zzjl1Ex4AUOeoEwDg3XzNDgAA3qTEXqG75+Tqq22F8rFa9OzAWA2Kb212LFPs27dPlZWVioyMrDI9MjJSW7ZsqXYem81W7fjfb8ErSc8++6x8fX31j3/845Ry2O122e125/Pi4uJTXQQAQB2iTgCAd6NhBQBusu+wXcNnrtb6XUUK8vPRq7f30iWdI8yO1aDk5OTopZdeUm5uriyWUztiLT09XRMnTqzjZAAAT0CdAID6g1MCAcANduwv0cDXVmr9riI1a+Sv90ad5/XNqvDwcPn4+Cg/P7/K9Pz8fEVFRVU7T1RUVI3jv/76axUUFKhNmzby9fWVr6+vduzYoQceeEDt2rWr9j3HjRunoqIi52Pnzp1nvnAAgDNGnQAA70bDCgDq2MbdRRr42krt2F+q1k2DtPCuJMXFhJkdy3T+/v6Kj49XZmamc5rD4VBmZqaSkpKqnScpKanKeElatmyZc/wdd9yh9evXa926dc5Hq1at9NBDD+mzzz6r9j0DAgIUEhJS5QEAMB91AgC8G6cEAkAd+vrHQt31To5KyirVrWWIZqb2UURIoNmxPEZaWpqGDh2q3r17KyEhQVOmTFFJSYlSU1MlSUOGDFF0dLTS09MlSffdd58uvvhivfDCC7r66qs1b948rVmzRm+88YYkqXnz5mrevHmVz/Dz81NUVJQ6d+7s3oUDAJwx6gQAeC8aVgBQRz5at1sPLvhe5ZWG+nZsrtfviFeTQG6d/WeDBw9WYWGhxo8fL5vNpri4OC1dutR5wdy8vDxZrX8cDNy3b1/NnTtXjz/+uB599FF16tRJixcvVvfu3c1aBABAHaJOAID3shiGYZgdwp2Ki4sVGhqqoqKi4w7nPXr0qLZv36727dsrMNC7j4AwDEMvvPCC3njjDe3YsUPh4eG655579Nhjj1U7nnUHVDX961/09CebJUnXxLbUCzf1VICvj8mpTq6mbaS3YB0A9R/7JX9w5T4d28djWA9A/Ued+IMn1wmOsEK17rvvPn3++ed6/vnn1aNHDx04cEAHDhwwOxbg8RwOQ+n/3aw3v94uSUo9v52euLqbrNZTuxMRAACuxD4dAKAmnlwnaFg1EP369VNsbKwCAwM1ffp0+fv766677tKTTz5Z6/favHmzXnvtNW3cuNF5Ln/79u1dnBhoeMoqHHp44fdavG6PJGnclV006qIOp3zbbAAA2KcDANTEm+oEDauTMAxDRyqOmPLZQb5BtfqhO2vWLKWlpWnVqlXKysrSsGHDdP755+vyyy/XlVdeqa+//vqE87Zt21abNm2SJH388cfq0KGDlixZov79+8swDCUnJ2vSpElq1qzZGS8X0BAdtlfo7ndz9PWP++RrtWjSoFjd2Ku12bEAAP8f+3Ts0wFATcyqE7WtEZL31AkaVidxpOKIEucmmvLZq25dpWC/4FMeHxsbqwkTJkiSOnXqpKlTpyozM1OXX365pk+friNHTvyPz8/vjwtB//LLL9qxY4cWLFig2bNnq7KyUvfff78GDRqkL7744vQXCGigCg/ZNXzmam3YXaRgfx+9elsv9escYXYsAMCfsE/HPh0A1MSsOlHbGiF5T52gYdWAxMbGVnnesmVLFRQUSJKio6NP+X0cDofsdrtmz56ts88+W5L01ltvKT4+Xlu3buWWv8Cf7NhfoiEzsrVjf6maN/LXjGF91DMmzOxYAIB6jH06AEBNvKVO0LA6iSDfIK26dZVpn10bf+6USpLFYpHD4ZCkWh0W2LJlS/n6+jq/sJLUtWtXScduHWz2lxbwFBt2FSl1Zrb2HS5TTLMgzR6eqPbhjcyOBQCoBvt0x7BPBwDVM6tO1LZGSN5TJ0xvWE2bNk3PPfecbDabevbsqVdeeUUJCQknHH/w4EE99thjWrRokQ4cOKC2bdtqypQpuuqqq+okn8ViqfXheZ6oNocFnn/++aqoqNDPP/+sjh07SpK2bdsm6diXG4D01bZC3fVujkrLKnVOqxC9ndpHEU28+5a4AODJ2Kdjnw4AakKd8Lw6YWrDav78+UpLS1NGRoYSExM1ZcoUpaSkaOvWrYqIOP76L2VlZbr88ssVERGhhQsXKjo6Wjt27FBYWJj7w9cztTksMDk5Wb169dLw4cM1ZcoUORwOjR49WpdffnmVzivgrRav3a0HF3yvCoeh889qrozb49Uk0O/kMwIAcIbYpwMA1KQh1QmrmR8+efJkjRw5UqmpqerWrZsyMjIUHBysGTNmVDt+xowZOnDggBYvXqzzzz9f7dq108UXX6yePXu6OXnDZrVa9fHHHys8PFwXXXSRrr76anXt2lXz5s0zOxpguje/+kX/nL9OFQ5D1/VspbeHJdCsAgB4JPbpAAA18fQ6YdoRVmVlZcrJydG4ceOc06xWq5KTk5WVlVXtPP/5z3+UlJSk0aNH66OPPlKLFi1066236pFHHpGPj0+189jtdtntdufz4uJi1y6Ih1i+fPlx0xYvXnza79eqVSt98MEHpx8IaGAcDkP/9+lmTf9muyRpxAXt9dhVXWW11u4WtAAA1IR9OgBATbypTph2hNW+fftUWVmpyMjIKtMjIyNls9mqneeXX37RwoULVVlZqU8//VRPPPGEXnjhBT399NMn/Jz09HSFhoY6HzExMS5dDgANX1mFQ/+cv87ZrHr0qi564ppuNKsAAAAAoI6YekpgbTkcDkVEROiNN95QfHy8Bg8erMcee0wZGRknnGfcuHEqKipyPnbu3OnGxADqu8P2Cg2fuVr/+X6PfK0WvTi4p0Zd1NHsWAAAAADQoJl2SmB4eLh8fHyUn59fZXp+fr6ioqKqnadly5by8/Orcvpf165dZbPZVFZWJn9//+PmCQgIUEBAgGvDA/AKhYfsSp2ZrY27ixXs76OM2+N10dktzI4FAAAAAA2eaUdY+fv7Kz4+XpmZmc5pDodDmZmZSkpKqnae888/Xz/99JMcDodz2rZt29SyZctqm1UAcLq27yvRwNdWauPuYjVv5K95o86jWQUAAAAAbmLqKYFpaWl68803NWvWLG3evFl33323SkpKlJqaKkkaMmRIlYuy33333Tpw4IDuu+8+bdu2TZ988on+7//+T6NHj3ZpLsMwXPp+3oB1hoZk/a6DGvTaSuUdKFWbZsH64O6+im0dZnYsAEAtsX9Se6wzAN6EbV7tuXOdmXZKoCQNHjxYhYWFGj9+vGw2m+Li4rR06VLnhdjz8vJktf7RU4uJidFnn32m+++/X7GxsYqOjtZ9992nRx55xCV5/PyO3Zq+tLRUQUFBLnlPb1FWViZJJ7xbI1BfrNhWqLvfzVFpWaW6R4fo7WEJatGE04oBoD5hn+70sU8HwBtQJ06fO+uEqQ0rSRozZozGjBlT7WvV3a4xKSlJ3333XZ1k8fHxUVhYmAoKCiRJwcHBsli4C9jJOBwOFRYWKjg4WL6+pn+lgNO2KHeXHl64XhUOQxecFa6MO+LVOIDvNADUN+zTnR726QB4C+rE6XF3naAS/cXvF3z//YuLU2O1WtWmTRv+kaNeMgxDb3z1i9L/u0WSdH1cKz03qKf8fevVjVQBAH/CPt3pYZ8OgLegTpwed9YJGlZ/YbFY1LJlS0VERKi8vNzsOPWGv79/ldM3gfrC4TD07083661vtkuS7rygvR69qqusVnbUAaA+Y5/u9LBPB8BbUCdOjzvrBA2rE/Dx8eHcfaCBs1dU6sEF6/Xx93skSY9d1VUjL+pgcioAgCuxTwcAqAl1wnPRsALglQ4dLddd7+bo25/2y8/HoucG9dSAc6PNjgUAAAAAEA0rAF6o4NBRDZuxWj/sLVYjfx9l3BGvCzu1MDsWAAAAAOD/o2EFwKts31eiITNWaeeBIwpv7K+3hyWoR+tQs2MBAAAAAP6EhhUAr/H9zoNKnblaB0rK1LZ5sGYPT1Db5o3MjgUAAAAA+AsaVgC8wvKtBbr73VwdKa9Uj+hQvZ3aR+GNA8yOBQAAAACoBg0rAA3eBzm79MgH61XhMHRhp3C9dnu8Ggew+QMAAAAAT8UvNgANlmEYev2rX/TMf7dIkgbEtdKkQT3l72s1ORkAAAAAoCY0rAA0SA6HoX998oPe/vZXSdKoizpobP8uslot5gYDAAAAAJwUDSsADY69olJp73+vT9bvlSQ9fnVX3XlhB5NTAQAAAABOFQ0rAA3KoaPl+vs7OVr58375+Vj0/N966vq4aLNjAQAAAABqgYYVgAajoPiohr69Wpv3FquRv49ev6O3LugUbnYsAAAAAEAt0bAC0CD8UnhYQ2Zka9dvRxTeOEAzU/uoe3So2bEAAAAAAKeBhhWAem9t3m8aMWuNDpSUqV3zYM0enqg2zYPNjgUAAAAAOE00rADUa19uKdA9c3J1pLxSsa1DNWNYH4U3DjA7FgAAAADgDNCwAlBvLVizU2MXbVClw9BFZ7fQa7f1UqMANmsAAAAAUN/xyw5AvWMYhl5b8bMmLd0qSbrx3Gg9OyhWfj5Wk5MBAAAAAFyBhhWAesXhMPTUkh80c+WvkqS/X9xBj6R0kdVqMTcYAAAAAMBlaFgBqDfsFZVKe/97fbJ+ryTpiWu6acQF7U1OBQAAAABwNRpWAOqF4qPlGjV7jb775YD8fCx64aY4XdezldmxAAAAAAB1gIYVAI+XX3xUQ2dka4vtkBoH+Or1O+J1/lnhZscCAAAAANQRGlYAPNpPBYc1dEa2dh88ovDGAZqZ2kfdo0PNjgUAAAAAqEM0rAB4rJwdBzRi1hodLC1X+/BGmpWaoDbNg82OBQAAAACoYzSsAHikzzbZ9I/31spe4VBcTJhmDOujZo38zY4FAAAAAHADGlYAPM473+3QhI82ymFIl3WJ0NRbeynI38fsWAAAAAAAN6FhBcBjGIah5z/fqmlf/ixJuiUhRv+6vrt8fawmJwMAAAAAuBMNKwAeobzSobEfbNAHubskSWmXn617Lz1LFovF5GQAAAAAAHejYQXAdCX2Ct09J1dfbSuUj9Wi/7uhuwb3aWN2LAAAAACASWhYATBV4SG7hs9crQ27ixTk56Npt52rS7tEmh0LAAAAAGAiGlYATLN9X4mGzFilnQeOqFkjf80Y1kdxMWFmxwIAAAAAmIyGFQBTrNt5UMNnrtaBkjK1aRas2cMT1C68kdmxAAAAAAAegIYVALfL3JyvMXPX6kh5pWJbh+qtoX3UokmA2bEAAAAAAB6ChhUAt5qXnadHP9wghyFdfHYLvXpbLzUKYFMEAAAAAPgDvxIBuIVhGHop80dN+d+PkqRB8a2VfmMP+flYTU4GAAAAAPA0HvFLcdq0aWrXrp0CAwOVmJio7OzsE46dOXOmLBZLlUdgYKAb0wKorYpKh8Yt2uBsVt176Vl6blAszSoAAAAAQLVMP8Jq/vz5SktLU0ZGhhITEzVlyhSlpKRo69atioiIqHaekJAQbd261fncYrG4Ky6AWiotq9C9c9cqc0uBrBbpqeu76/bz2podCwAAAADgwUw/vGHy5MkaOXKkUlNT1a1bN2VkZCg4OFgzZsw44TwWi0VRUVHOR2RkpBsTAzhV+w/bdeubq5S5pUABvlZl3B5PswoAAAAAcFKmNqzKysqUk5Oj5ORk5zSr1ark5GRlZWWdcL7Dhw+rbdu2iomJ0fXXX69NmzadcKzdbldxcXGVB4C6l7e/VIMysrRu50GFBftp7shEXXFOlNmx4IFqc1q4JC1YsEBdunRRYGCgevTooU8//dT5Wnl5uR555BH16NFDjRo1UqtWrTRkyBDt2bOnrhcDAFBHqBMA4J1MbVjt27dPlZWVxx0hFRkZKZvNVu08nTt31owZM/TRRx/p3XfflcPhUN++fbVr165qx6enpys0NNT5iImJcflyAKhqw64i3fjat9q+r0TRYUFaeFdfxbdtZnYseKDfTwufMGGCcnNz1bNnT6WkpKigoKDa8StXrtQtt9yiESNGaO3atRowYIAGDBigjRs3SpJKS0uVm5urJ554Qrm5uVq0aJG2bt2q6667zp2LBQBwEeoEAHgvi2EYhlkfvmfPHkVHR2vlypVKSkpyTn/44Ye1YsUKrVq16qTvUV5erq5du+qWW27Rv/71r+Net9vtstvtzufFxcWKiYlRUVGRQkJCXLMgAJxWbCvU3e/mqLSsUt1ahmhmah9FhHBjhPqiuLhYoaGhbttGJiYmqk+fPpo6daokyeFwKCYmRvfee6/Gjh173PjBgwerpKRES5YscU4777zzFBcXp4yMjGo/Y/Xq1UpISNCOHTvUpk2bk2Zy9zoAgPrCjO0jdQIA6g9Xbx9NPcIqPDxcPj4+ys/PrzI9Pz9fUVGnduqQn5+fzj33XP3000/Vvh4QEKCQkJAqDwB1Y2HOLo2YuVqlZZW64Kxwzf/7eTSrcEKnc1p4VlZWlfGSlJKSUuNp5EVFRbJYLAoLC3NJbgCAe1AnAMC7mdqw8vf3V3x8vDIzM53THA6HMjMzqxxxVZPKykpt2LBBLVu2rKuYAE7CMAxN+/InPbjge1U4DA2Ia6UZw/qoSaCf2dHgwU7ntHCbzVar8UePHtUjjzyiW2655YR/sOBahwDgmagTAODdTL9LYFpamt58803NmjVLmzdv1t13362SkhKlpqZKkoYMGaJx48Y5xz/11FP6/PPP9csvvyg3N1e33367duzYoTvvvNOsRQC8WqXD0PiPNum5z7ZKkv5+cQdNvilO/r6mb17g5crLy3XTTTfJMAy99tprJxzHtQ4BwDtRJwDAs/maHWDw4MEqLCzU+PHjZbPZFBcXp6VLlzr/MpKXlyer9Y8fvr/99ptGjhwpm82mpk2bKj4+XitXrlS3bt3MWgTAax0tr9Q/3lurz3/Il8UiTbimm4ad397sWKgnTue08KioqFMa//uPkB07duiLL76o8XTwcePGKS0tzfn892sdAgDMRZ0AAO/mEYdAjBkzRjt27JDdbteqVauUmJjofG358uWaOXOm8/mLL77oHGuz2fTJJ5/o3HPPNSE14N1+KynTbdNX6fMf8uXva9W0W3vRrEKtnM5p4UlJSVXGS9KyZcuqjP/9R8iPP/6o//3vf2revHmNObjWIQB4JuoEAHg304+wAlD/7PqtVENnZOvnwhKFBPrqzSG9ldih5p09oDppaWkaOnSoevfurYSEBE2ZMuW408Kjo6OVnp4uSbrvvvt08cUX64UXXtDVV1+tefPmac2aNXrjjTckHfsRMmjQIOXm5mrJkiWqrKx0XrekWbNm8vf3N2dBAQCnhToBAN6LhhWAWtm8t1jD3s5WfrFdLUMDNWt4gs6ObGJ2LNRTtT0tvG/fvpo7d64ef/xxPfroo+rUqZMWL16s7t27S5J2796t//znP5KkuLi4Kp/15Zdfql+/fm5ZLgCAa1AnAMB7WQzDMMwO4U7FxcUKDQ1VUVERh/MCtZT1836Nmr1Gh+wV6hzZRDOH91HL0CCzY8GF2EayDgDgRNg+HsN6AIDquXr7yBFWAE7JJ+v36v7561RW6VBCu2Z6c0hvhQb7mR0LAAAAANAA0bACcFJvf7tdTy35QYYhXdk9Si8OjlOgn4/ZsQAAAAAADRQNKwAnZBiGnl26VRkrfpYkDUlqqwnXniMfq8XkZAAAAACAhoyGFYBqlVc69MjC9Vq0drck6aGUzrqnX0dZLDSrAAAAAAB1i4YVgOOU2Ct095xcfbWtUD5Wi565sYf+1jvG7FgAAAAAAC9BwwpAFYWH7Bo+c7U27C5SkJ+PXr2tly7pEmF2LAAAAACAF6FhBcBpx/4SDZmRrR37S9Wskb9mDOujuJgws2MBAAAAALwMDSsAkqT1uw4q9e3V2l9SpphmQZqVmqAOLRqbHQsAAAAA4IVoWAHQim2FuvvdHJWWVeqcViF6O7WPIpoEmh0LAAAAAOClaFgBXm5R7i49vHC9KhyGLjgrXBl3xKtxAJsGAAAAAIB5+FUKeCnDMPT6V7/omf9ukSRdH9dKzw3qKX9fq8nJAAAAAADejoYV4IUcDkNPLflBM1f+KkkadVEHje3fRVarxdxgAAAAAACIhhXgdewVlUp7/3t9sn6vJOnxq7vqzgs7mJwKAAAAAIA/0LACvMiho+UaNTtHWb/sl5+PRS/cFKfrerYyOxYAAAAAAFXQsAK8ROEhu4a9na1Ne4rVOMBXr98Rr/PPCjc7FgAAAAAAx6FhBXiBvP2lumPGKu3YX6rwxv6amZqg7tGhZscCAAAAAKBaNKyABu6HPcUa+na2Cg/ZFdMsSO8MT1S78EZmxwIAAAAA4IRoWAEN2He/7NfIWWt0yF6hri1DNCu1jyJCAs2OBQAAAABAjWhYAQ3U0o02/WPeWpVVOJTQvpmmD+2tkEA/s2MBAAAAAHBSNKyABmhedp4e/XCDHIZ0RbdIvXzLuQr08zE7FgAAAAAAp4SGFdCAGIahaV/+pOc/3yZJurlPjJ4e0F2+PlaTkwEAAAAAcOpoWAENhMNh6KklP2jmyl8lSWMuOUsPXHG2LBaLucEAAAAAAKglGlZAA1BW4dADC77Xx9/vkSQ9eW03DTu/vcmpAAAAAAA4PTSsgHquxF6hu97N0dc/7pOfj0XP/62nro+LNjsWAAAAAACnjYYVUI/tP2zX8Jmr9f2uIgX7+yjj9nhddHYLs2MBAAAAAHBGaFgB9dSu30o15K1s/bKvRE2D/fR2aoLiYsLMjgUAAAAAwBmjYQXUQ1tthzRkxirlF9sVHRak2SMS1LFFY7NjAQAAAADgEjSsgHpmza8HNHzmahUfrdDZkY01e3iiokIDzY4FAAAAAIDL0LAC6pHMzfm6Z06u7BUOxbdtqreG9lZYsL/ZsQAAAAAAcCkaVkA9sWDNTo1dtEGVDkOXdYnQ1Ft7Kcjfx+xYAAAAAAC4HA0roB54fcXPSv/vFknSwF6t9czAHvLzsZqcCgAAAACAukHDCvBgDoeh9P9u1ptfb5ck/f3iDhrbv4ssFovJyQAAAAAAqDs0rAAPVV7p0CML12vR2t2SpMeu6qqRF3UwORUAAAAAAHWPhhXggUrLKjR6Tq6+3FooH6tFkwbGamB8a7NjAQAAAADgFh5xEZxp06apXbt2CgwMVGJiorKzs09pvnnz5slisWjAgAF1GxBwo4OlZbpt+ip9ubVQgX5WTR/Sm2YVAAAAAMCrmN6wmj9/vtLS0jRhwgTl5uaqZ8+eSklJUUFBQY3z/frrr3rwwQd14YUXuikpUPf2Fh3R3zKytDbvoEKD/DTnzvN0SZcIs2MBAAAAAOBWpjesJk+erJEjRyo1NVXdunVTRkaGgoODNWPGjBPOU1lZqdtuu00TJ05Uhw5c0wcNw08FhzTw1ZX6seCwokICteCuJMW3bWp2LAAAAAAA3M7UhlVZWZlycnKUnJzsnGa1WpWcnKysrKwTzvfUU08pIiJCI0aMOOln2O12FRcXV3kAnmZt3m8alJGlPUVH1bFFI31wT1+dHdnE7FgAAAAAAJjC1IbVvn37VFlZqcjIyCrTIyMjZbPZqp3nm2++0VtvvaU333zzlD4jPT1doaGhzkdMTMwZ5wZcafnWAt365iodLC1XXEyYFtzVV9FhQWbHAgAAAADANKafElgbhw4d0h133KE333xT4eHhpzTPuHHjVFRU5Hzs3LmzjlMCp27x2t26c9YaHSmv1EVnt9DckYlq1sjf7FgAAAAAAJjK18wPDw8Pl4+Pj/Lz86tMz8/PV1RU1HHjf/75Z/3666+69tprndMcDockydfXV1u3blXHjh2rzBMQEKCAgIA6SA+cmbe+2a5/LflBknR9XCs9N6in/H3rVQ8ZAAAAAIA6YeqvY39/f8XHxyszM9M5zeFwKDMzU0lJSceN79KlizZs2KB169Y5H9ddd50uueQSrVu3jtP9UC8YhqFnl25xNquGn99eL94UR7MKAAAAAID/z9QjrCQpLS1NQ4cOVe/evZWQkKApU6aopKREqampkqQhQ4YoOjpa6enpCgwMVPfu3avMHxYWJknHTQc8UUWlQ49+uEHvr9klSXq4f2fdfXFHWSwWk5MBAAAAAOA5TG9YDR48WIWFhRo/frxsNpvi4uK0dOlS54XY8/LyZLVy5Anqv+Kj5Rozd62+2lYoq0VKv7GHBvdpY3YsAAAAAAA8jsUwDMPsEO5UXFys0NBQFRUVKSQkxOw48BI7D5Rq+MzV+rHgsIL8fPTSzXG64pzjr9MGmI1tJOsAAE6E7eMxrAcAqJ6rt4+mH2EFNHRrfj2gUe/k6EBJmSJDAvTW0D7qHh1qdiwAAAAAADwWDSugDn24dpceWbhBZZUOdY8O0fQhfRQVGmh2LAAAAAAAPBoNK6AOOByGJi/bpqlf/iRJ6n9OlCYP7qlgf/7JAQAAAABwMvx6BlzsSFmlHliwTp9usEmS7unXUQ9e0VlWK3cCBAAAAADgVNCwAlyooPio7py9Rut3FcnPx6L0G2M1KL612bEAAAAAAKhXaFgBLrJxd5FGzl6jvUVH1TTYT6/f0VsJ7ZuZHQsAAAAAgHqHhhXgAp9vsum+eet0pLxSHVs00oxhfdS2eSOzYwEAAAAAUC/RsALOgGEYeuOrX/TM0i0yDOnCTuGaemsvhQb5mR0NAAAAAIB6i4YVcJrKKhx6fPEGvb9mlyTp9vPa6Mlrz5Gvj9XkZAAAAAAA1G80rIDT8FtJme56N0erth+Q1SKNv6abhvZtJ4uFOwECAAAAAHCmaFgBtfRz4WGNmLlav+4vVeMAX71y67m6pHOE2bEAAAAAAGgwaFgBtfDtT/t097s5Kj5aoeiwIM0Y1kedo5qYHQsAAAAAgAaFi+0Ap2juqjwNmZGt4qMVim/bVB+NOZ9mFeAC06ZNU7t27RQYGKjExERlZ2fXOH7BggXq0qWLAgMD1aNHD3366adVXjcMQ+PHj1fLli0VFBSk5ORk/fjjj3W5CACAOkSdAADvRMMKOAmHw9C/lvygRz/coEqHoQFxrTTnzkSFNw4wOxpQ782fP19paWmaMGGCcnNz1bNnT6WkpKigoKDa8StXrtQtt9yiESNGaO3atRowYIAGDBigjRs3OsdMmjRJL7/8sjIyMrRq1So1atRIKSkpOnr0qLsWCwDgItQJAPBeFsMwjFMdnJWVpf379+uaa65xTps9e7YmTJigkpISDRgwQK+88ooCAjz3h3xxcbFCQ0NVVFSkkJAQs+PAw9krKvXA+99ryfq9kqQHLj9bYy49i4uro8H463b9921kmzZtdOTIkTrfricmJqpPnz6aOnWqJMnhcCgmJkb33nuvxo4de9z4wYMHq6SkREuWLHFOO++88xQXF6eMjAwZhqFWrVrpgQce0IMPPihJKioqUmRkpGbOnKmbb775pJl+Xwfbd2xTkxCOogTgvVZnr9GBA78ppf/lkqRDxYfUvu3ZbqsREnUCAOqT3+uEq/ottbqG1VNPPaV+/fo5f9hs2LBBI0aM0LBhw9S1a1c999xzatWqlZ588skzDgaY7bC9Qne9k6NvftonPx+Lnv9bT10fF212LMCl/rpd37RpkySpX79+6tmzZ51u18vKypSTk6Nx48Y5p1mtViUnJysrK6vaebKyspSWllZlWkpKihYvXixJ2r59u2w2m5KTk52vh4aGKjExUVlZWdX+ELHb7bLb7c7nxcXFkqSrPr1ePkE+p718AFDf/frCr2rUpZFa2FtIkkp+KpHknhohUScAoL6pPFLp0ver1SmB69at02WXXeZ8Pm/ePCUmJurNN99UWlqaXn75Zb3//vsuDQiYYf9hu2598zt989M+Bfv7aMawPjSr0CD9dbv+wQcfSJJeeeWVOt+u79u3T5WVlYqMjKwyPTIyUjabrdp5bDZbjeN//9/avGd6erpCQ0Odj5iYmNNaHgBoaI7mHVXjbo2dz4vXHGvUuKNGSNQJAPB2tTrC6rfffquycV+xYoWuvPJK5/M+ffpo586drksHmGDngVINnZGtX/aVqGmwn2amJqhnTJjZsYA68dft+rffflvldW/Yro8bN67KX+OLi4sVExOjT6/6iFM9AHi16L+306JB8xXd+tgf7fpPvVr7td/5ujfUCIk6AQCn6lDxIbXX2S57v1o1rCIjI7V9+3bFxMSorKxMubm5mjhx4h/hDh2Sn5+fy8IB7rbFVqyhM7KVX2xXdFiQZo9IUMcWjU8+I1BP/XW7/v3331d5vS636+Hh4fLx8VF+fn6V6fn5+YqKiqp2nqioqBrH//6/+fn5atmyZZUxcXFx1b5nQEBAtddfaRYWybUOAXi1yMhIHTxQotjuUSorK9OmTZurvF7X+/7UCQCoX/yswS59v1qdEnjVVVdp7Nix+vrrrzVu3DgFBwfrwgsvdL6+fv16dezY0aUBAXdZ/esB3ZSRpfxiu86ObKwP7u5LswoN3l+360FBQVVer8vtur+/v+Lj45WZmemc5nA4lJmZqaSkpGrnSUpKqjJekpYtW+Yc3759e0VFRVUZU1xcrFWrVp3wPQEA1TOzRkjUCQDwekYtFBYWGhdeeKFhsViMJk2aGIsWLary+qWXXmo8+uijtXlLtysqKjIkGUVFRWZHgQdZtslmnP3Yp0bbR5YYN776rfFbid3sSIBb/HW7/u6771bZRtb1dn3evHlGQECAMXPmTOOHH34wRo0aZYSFhRk2m80wDMO44447jLFjxzrHf/vtt4avr6/x/PPPG5s3bzYmTJhg+Pn5GRs2bHCOeeaZZ4ywsDDjo48+MtavX29cf/31Rvv27Y0jR46cUibqBAAcY3aNMAzqBADUJ67ePtbqlMDw8HB99dVXKioqUuPGjeXjU/WuGAsWLFDjxhyRgvplwZqdGrtogyodhi7rEqGpt/ZSkD93fIF3+Ot2vaSkpMrrdb1dHzx4sAoLCzV+/HjZbDbFxcVp6dKlzutq5eXlyWr942Dgvn37au7cuXr88cf16KOPqlOnTlq8eLG6d+/uHPPwww+rpKREo0aN0sGDB3XBBRdo6dKlCgwMrLPlAICGyOwaIVEnAMCbWQzDMMwO4U7FxcUKDQ1VUVER55xDr6/4Wen/3SJJGtirtZ4Z2EN+PrU6UxZoUNhGsg4A4ETYPh7DegCA6rl6+1irI6yAhsLhMJT+38168+vtkqS/X9RBY6/sIovFYnIyAAAAAABAwwpep7zSoUcWrteitbslSY9e1UWjLuJmAQAAAAAAeAoaVvAqpWUVGj0nV19uLZSP1aJJA2M1ML612bEAAAAAAMCf0LCC1zhYWqbhM1crN++gAv2sevW2Xrq0S6TZsQAAAAAAwF/QsIJXsBUd1R1vrdKPBYcVEuirt1P7KL5tM7NjAQAAAACAatCwQoOXt79Ut07/Trt+O6LIkADNHp6ozlFNzI4FAAAAAABOgIYVGrSfCg7r9umrZCs+qrbNgzXnzkS1bhpsdiwAAAAAAFADGlZosDbvLdbt01dpf0mZOkU01pw7ExUREmh2LAAAAAAAcBI0rNAgrdt5UENnZKvoSLnOaRWi2cMT1LxxgNmxAAAAAADAKaBhhQZn1S/7NWLWGh22V6hXmzC9nZqg0CA/s2MBAAAAAIBTRMMKDcpX2wo16p01OlruUFKH5po+tLcaBfA1BwAAAACgPuGXPBqMZT/ka/ScXJVVOnRJ5xZ67fZ4Bfr5mB0LAAAAAADUEg0rNAj/+X6P7p+/TpUOQ1d2j9JLN58rf1+r2bEAAAAAAMBpoGGFeu/91Tv1yKL1MgzphnOj9dygWPn60KwCAAAAAKC+8ohf9dOmTVO7du0UGBioxMREZWdnn3DsokWL1Lt3b4WFhalRo0aKi4vTO++848a08CSzVv6qhz841qy6NbGNXvhbT5pVAAAAAADUc6b/sp8/f77S0tI0YcIE5ebmqmfPnkpJSVFBQUG145s1a6bHHntMWVlZWr9+vVJTU5WamqrPPvvMzclhtteW/6wJ/9kkSRpxQXv9e0B3Wa0Wk1MBAAAAAIAzZXrDavLkyRo5cqRSU1PVrVs3ZWRkKDg4WDNmzKh2fL9+/XTDDTeoa9eu6tixo+677z7Fxsbqm2++cXNymMUwDL3w+VY9u3SLJOkfl56lx6/uKouFZhUAAAAAAA2BqQ2rsrIy5eTkKDk52TnNarUqOTlZWVlZJ53fMAxlZmZq69atuuiii6odY7fbVVxcXOWB+sswDD39yWa98sVPkqRH+ndR2hWdaVYBAAAAANCAmHrR9X379qmyslKRkZFVpkdGRmrLli0nnK+oqEjR0dGy2+3y8fHRq6++qssvv7zasenp6Zo4caJLc8McDoehxxZv1HvZeZKkidedo6F925kbCgAAAAAAuJzppwSejiZNmmjdunVavXq1/v3vfystLU3Lly+vduy4ceNUVFTkfOzcudO9YeESFZUOPbDge72XnSerRZo0KJZmFQAAAAAADZSpR1iFh4fLx8dH+fn5Vabn5+crKirqhPNZrVadddZZkqS4uDht3rxZ6enp6tev33FjAwICFBAQ4NLccK+j5ZW6b95afbYpX75Wi14cHKdre7YyOxYAAAAAAKgjph5h5e/vr/j4eGVmZjqnORwOZWZmKikp6ZTfx+FwyG6310VEmGz/YbtuefM7fbYpX/4+Vr12ezzNKgAAAAAAGjhTj7CSpLS0NA0dOlS9e/dWQkKCpkyZopKSEqWmpkqShgwZoujoaKWnp0s6dk2q3r17q2PHjrLb7fr000/1zjvv6LXXXjNzMVAHfi48rNS3VyvvQKlCg/z0+h3xOq9Dc7NjAQAAAACAOmZ6w2rw4MEqLCzU+PHjZbPZFBcXp6VLlzovxJ6Xlyer9Y8DwUpKSnTPPfdo165dCgoKUpcuXfTuu+9q8ODBZi0C6sCqX/Zr1Ds5KjpSrphmQXp7WILOimhsdiwAAAAAAOAGFsMwDLNDuFNxcbFCQ0NVVFSkkJAQs+OgGh+t262HFqxXWaVDcTFhmj60t8Ibcx0ywB3YRrIOAOBE2D4ew3oAgOq5evto+hFWwO8Mw9DUL37SC8u2SZKu7B6lFwfHKdDPx+RkAAAAAADAnWhYwSOUVzr06KINWpCzS5I06qIOGtu/i6xWi8nJAAAAAACAu9GwgumKj5brnndz9c1P+2S1SBOvO0d3JLUzOxYAAAAAADAJDSuYatdvpRo+c7W25R9WsL+Ppt56ri7tEml2LAAAAAAAYCIaVjDNhl1FGj5rtQoP2RXRJEAzhvVR9+hQs2MBAAAAAACT0bCCKf73Q77ufW+tjpRXqktUE80Y1ketwoLMjgUAAAAAADwADSu43ZxVO/TE4o1yGNKFncL16m291CTQz+xYAAAAAADAQ9CwgtsYhqHJy7bplS9+kiQN7h2jp2/oLj8fq8nJAAAAAACAJ6FhBbcor3Ro3KINWpizS5L0z+ROuu+yTrJYLCYnAwAAAAAAnoaGFepcib1C98zJ1YpthfKxWvTvAd11c0Ibs2MBAAAAAAAPRcMKdarwkF3DZ67Wht1FCvSzatqtvXRZ10izYwEAAAAAAA9Gwwp1Zvu+Eg2ZsUo7DxxRs0b+emtob53bpqnZsQAAAAAAgIejYYU6sTbvN42YtUYHSsrUplmwZg1PUPvwRmbHAgAAAAAA9QANK7hc5uZ8jZ6bq6PlDvWIDtWMYX3UokmA2bEAAAAAAEA9QcMKLvVedp4e+3CDHIbUr3MLTbu1lxoF8DUDAAAAAACnjk4CXMIwDE353496KfNHSdLf4lvr/27sIT8fq8nJAAAAAABAfUPDCmesotKhxz7cqPlrdkqS/nHpWbr/8rNlsVhMTgYAAAAAAOojGlY4I6VlFRo9J1dfbi2U1SL9a0B33ZbY1uxYAAAAAACgHqNhhdN2sLRMQ99ere93HlSgn1Wv3NJLl3eLNDsWAAAAAACo52hY4bSU2CuczaqmwX6aPrSP4ts2NTsWAAAAAABoAGhYodbsFZUa9c4afb/zoMKC/TRvVJI6RzUxOxYAAAAAAGgguIUbaqWi0qF/vLdW3/60X438fTQzNYFmFQAAAAAAcCkaVjhlDoehsYs26LNN+fL3serNIb0VFxNmdiwAAAAAANDA0LDCKTEMQ//+dLMW5uyS1SK9cuu56ntWuNmxAAAAAABAA0TDCqdk6hc/6a1vtkuSJg3qqZRzokxOBAAAAAAAGioaVjip2Vm/6oVl2yRJ46/ppkHxrU1OBAAAAAAAGjIaVqjR4rW7Nf6jTZKkf1zWScMvaG9yIgAAAAAA0NDRsMIJZW7O1wMLvpckDevbTvcndzI5EQAAAAAA8AY0rFCt737Zr3vm5KrSYeiGc6M1/ppuslgsZscCAAAAAABegIYVjrPFVqw7Z62RvcKh5K4RmjQoVlYrzSoAAAAAAOAeNKxQRUHxUQ1/e7UO2yuU2L6Zpt7aS34+fE0AAAAAAID70ImA05GySt05e432FB1VhxaN9MYdvRXo52N2LAAN1IEDB3TbbbcpJCREYWFhGjFihA4fPlzjPEePHtXo0aPVvHlzNW7cWAMHDlR+fr7z9e+//1633HKLYmJiFBQUpK5du+qll16q60UBANQB6gQAeDcaVpAkORyG7p+/Tut3FalpsJ/eHtZHocF+ZscC0IDddttt2rRpk5YtW6YlS5boq6++0qhRo2qc5/7779fHH3+sBQsWaMWKFdqzZ49uvPFG5+s5OTmKiIjQu+++q02bNumxxx7TuHHjNHXq1LpeHACAi1EnAMC7WQzDMMwO4U7FxcUKDQ1VUVGRQkJCzI7jMdI/3azXv/pF/j5WzRmZqD7tmpkdCYAJ3LWN3Lx5s7p166bVq1erd+/ekqSlS5fqqquu0q5du9SqVavj5ikqKlKLFi00d+5cDRo0SJK0ZcsWde3aVVlZWTrvvPOq/azRo0dr8+bN+uKLL04pG3UCAKrnzu0jdQIA6h9Xbx85wgp6LztPr3/1iyRp0qBYmlUA6lxWVpbCwsKcP0IkKTk5WVarVatWrap2npycHJWXlys5Odk5rUuXLmrTpo2ysrJO+FlFRUVq1uzE2zW73a7i4uIqDwCAuagTAAAaVl7umx/36fHFGyVJ/0zupAHnRpucCIA3sNlsioiIqDLN19dXzZo1k81mO+E8/v7+CgsLqzI9MjLyhPOsXLlS8+fPr/EUkvT0dIWGhjofMTExtVsYAIDLUScAAB7RsJo2bZratWunwMBAJSYmKjs7+4Rj33zzTV144YVq2rSpmjZtquTk5BrH48R+zD+ku+fkqNJhaEBcK913WSezIwGo58aOHSuLxVLjY8uWLW7JsnHjRl1//fWaMGGCrrjiihOOGzdunIqKipyPnTt3uiUfAHgj6gQA4FT5mh1g/vz5SktLU0ZGhhITEzVlyhSlpKRo69atx/1VRZKWL1+uW265RX379lVgYKCeffZZXXHFFdq0aZOiozk66FTtO2xX6szVOnS0Qn3aNdWzg2JlsVjMjgWgnnvggQc0bNiwGsd06NBBUVFRKigoqDK9oqJCBw4cUFRUVLXzRUVFqaysTAcPHqzy1/P8/Pzj5vnhhx902WWXadSoUXr88cdrzBMQEKCAgIAaxwAAXIM6AQA4VaY3rCZPnqyRI0cqNTVVkpSRkaFPPvlEM2bM0NixY48bP2fOnCrPp0+frg8++ECZmZkaMmSIWzLXd0fLKzVy9hrt+u2I2jYP1ut39FaAr4/ZsQA0AC1atFCLFi1OOi4pKUkHDx5UTk6O4uPjJUlffPGFHA6HEhMTq50nPj5efn5+yszM1MCBAyVJW7duVV5enpKSkpzjNm3apEsvvVRDhw7Vv//9bxcsFQDAVag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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Solve a short, finite horizon version\n", "par_finite = init_risky_contrib.copy()\n", @@ -302,12 +1227,108 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "d860387e", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:36.186513Z", + "iopub.status.busy": "2024-07-11T15:28:36.186309Z", + "iopub.status.idle": "2024-07-11T15:28:36.202539Z", + "shell.execute_reply": "2024-07-11T15:28:36.202014Z" + }, "title": "Simulate the finite horizon consumer" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'pLvl': array([[1.91816941, 1.99013197, 1.91816941, 1.99013197, 2.33281233,\n", + " 1.91816941, 2.33281233, 2.15595261, 1.83724637, 2.33281233],\n", + " [3.52414979, 4.10927821, 3.81741028, 3.81741028, 4.28595099,\n", + " 3.67937389, 4.81685386, 5.02943282, 3.12489945, 4.6426044 ],\n", + " [3.37995817, 4.42970453, 4.11507782, 3.50676159, 4.26480404,\n", + " 3.12905053, 4.42487363, 5.4216094 , 2.87060509, 4.79308744],\n", + " [0.33799582, 0.44297045, 0.41150778, 0.35067616, 0.4264804 ,\n", + " 0.31290505, 0.44248736, 0.54216094, 0.28706051, 0.47930874]]),\n", + " 't_age': array([[1., 1., 1., 1., 1., 1., 1., 1., 1., 1.],\n", + " [2., 2., 2., 2., 2., 2., 2., 2., 2., 2.],\n", + " [3., 3., 3., 3., 3., 3., 3., 3., 3., 3.],\n", + " [4., 4., 4., 4., 4., 4., 4., 4., 4., 4.]]),\n", + " 'Adjust': array([[0., 1., 0., 0., 1., 1., 0., 1., 1., 1.],\n", + " [1., 0., 0., 1., 0., 0., 0., 0., 0., 0.],\n", + " [1., 0., 1., 1., 1., 0., 0., 1., 0., 0.],\n", + " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1.]]),\n", + " 'mNrm': array([[1.30842138, 1.87455427, 1.35964749, 1.69167107, 1.41444012,\n", + " 1.87888829, 1.21934547, 1.3326208 , 1.06613531, 1.39902545],\n", + " [0.36068152, 1.485978 , 0.36855009, 1.1890568 , 1.0371271 ,\n", + " 1.20810265, 0.89942373, 1.08350473, 0.72152589, 1.10302002],\n", + " [0.63508404, 1.32411667, 1.02479249, 0.58870193, 0.96088634,\n", + " 1.25863577, 1.2115591 , 1.61332891, 0.86751 , 1.10836629],\n", + " [0.89663757, 3.68419588, 1.46650026, 0.51737083, 1.35226075,\n", + " 2.39722867, 8.91992136, 1.31991458, 3.82629759, 3.91437976]]),\n", + " 'nNrm': array([[ 0. , 0. , 0. , 0. , 0. ,\n", + " 0. , 0. , 0. , 0. , 0. ],\n", + " [ 0. , 0.16348575, 0. , 0. , 0.10685586,\n", + " 0.1567776 , 0. , 0.09052741, 0.05133605, 0.10437389],\n", + " [ 0.11552236, 0.38062305, 0. , 0.28267747, 0.27245519,\n", + " 0.45295387, 0. , 0.25134444, 0.16031147, 0.26437095],\n", + " [ 8.41909687, 16.58660927, 12.81543368, 10.89006784, 16.04706175,\n", + " 19.7292 , 0. , 25.17162632, 7.01624233, 11.53494801]]),\n", + " 'mNrmTilde': array([[ 1.30842138, 1.78413198, 1.35964749, 1.69167107, 1.36516643,\n", + " 1.7880927 , 1.21934547, 1.29115143, 1.05481801, 1.35126859],\n", + " [ 0.36068152, 1.485978 , 0.36855009, 1.10856637, 1.0371271 ,\n", + " 1.20810265, 0.89942373, 1.08350473, 0.72152589, 1.10302002],\n", + " [ 0.55683223, 1.32411667, 0.7298321 , 0.62073329, 0.8640019 ,\n", + " 1.25863577, 1.2115591 , 1.28532248, 0.86751 , 1.10836629],\n", + " [ 7.0719345 , 15.05430605, 10.69629393, 8.60953317, 12.98246803,\n", + " 16.49070747, 6.81815803, 19.55059513, 8.1758352 , 11.53897287]]),\n", + " 'nNrmTilde': array([[0. , 0.09042229, 0. , 0. , 0.04927369,\n", + " 0.0907956 , 0. , 0.04146937, 0.0113173 , 0.04775686],\n", + " [0. , 0.16348575, 0. , 0.08049042, 0.10685586,\n", + " 0.1567776 , 0. , 0.09052741, 0.05133605, 0.10437389],\n", + " [0.19377417, 0.38062305, 0.29496039, 0.25064611, 0.36933963,\n", + " 0.45295387, 0. , 0.57935087, 0.16031147, 0.26437095],\n", + " [2.24379994, 5.2164991 , 3.58564 , 2.7979055 , 4.41685447,\n", + " 5.6357212 , 2.10176333, 6.94094577, 2.66670471, 3.9103549 ]]),\n", + " 'aNrm': array([[0.0715592 , 0.20290472, 0.0875652 , 0.21241514, 0.08029063,\n", + " 0.20415122, 0.04372671, 0.06048725, 0.01569365, 0.07662924],\n", + " [0.00421606, 0.29383111, 0.005717 , 0.22253885, 0.16087079,\n", + " 0.1960453 , 0.20349778, 0.19328405, 0.09455254, 0.18721508],\n", + " [0.0382959 , 0.17308832, 0.02757812, 0.01395221, 0.02024552,\n", + " 0.09048037, 0.50598486, 0.01816935, 0.1823201 , 0.18781532],\n", + " [0.02419995, 0. , 0. , 0.01601625, 0.0036852 ,\n", + " 0.0493016 , 0.01806079, 0. , 0.01825314, 0. ]]),\n", + " 'cNrm': array([[ 1.23686219, 1.58122726, 1.27208229, 1.47925594, 1.28487579,\n", + " 1.58394147, 1.17561876, 1.23066418, 1.03912436, 1.27463935],\n", + " [ 0.35646546, 1.19214689, 0.3628331 , 0.88602752, 0.87625632,\n", + " 1.01205735, 0.69592595, 0.89022068, 0.62697336, 0.91580494],\n", + " [ 0.51853634, 1.15102836, 0.70225398, 0.60678108, 0.84375637,\n", + " 1.1681554 , 0.70557424, 1.26715314, 0.6851899 , 0.92055097],\n", + " [ 7.04773456, 15.05430605, 10.69629393, 8.59351691, 12.97878283,\n", + " 16.44140587, 6.80009724, 19.55059513, 8.15758206, 11.53897287]]),\n", + " 'Share': array([[0. , 0.0475538 , 0. , 0. , 0.04671625,\n", + " 0.04751746, 0. , 0.04676761, 0.049219 , 0.04683821],\n", + " [0.15532258, 0.0475538 , 0. , 0.29573242, 0.04671625,\n", + " 0.04751746, 0. , 0.04676761, 0.049219 , 0.04683821],\n", + " [0. , 0.0475538 , 0. , 0. , 0. ,\n", + " 0.04751746, 0. , 0. , 0.049219 , 0.04683821],\n", + " [0. , 0. , 0. , 0. , 0. ,\n", + " 0. , 0. , 0. , 0. , 0. ]]),\n", + " 'dfrac': array([[ 0. , 0.04823669, 0. , 0. , 0.03483618,\n", + " 0.04832411, 0. , 0.03111866, 0.01061526, 0.0341358 ],\n", + " [-0.25846535, 0. , 0. , 0.06769267, 0. ,\n", + " 0. , 0. , 0. , 0. , 0. ],\n", + " [ 0.12321489, 0. , 0.2878245 , -0.11331415, 0.1008282 ,\n", + " 0. , 0. , 0.20331033, 0. , 0. ],\n", + " [-0.73348686, -0.68549937, -0.72020923, -0.74307731, -0.72475619,\n", + " -0.71434619, 0.23562577, -0.72425517, -0.61992409, -0.66099935]])}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "contrib_agent.track_vars = [\n", " \"pLvl\",\n", @@ -330,9 +1351,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "b99aa25b", "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:36.204079Z", + "iopub.status.busy": "2024-07-11T15:28:36.203817Z", + "iopub.status.idle": "2024-07-11T15:28:36.207585Z", + "shell.execute_reply": "2024-07-11T15:28:36.207111Z" + }, "title": "Format simulation results" }, "outputs": [], @@ -355,9 +1382,24 @@ ], "metadata": { "jupytext": { - "cell_metadata_filter": "title,-all", - "main_language": "python", - "notebook_metadata_filter": "-all" + "cell_metadata_filter": "title,-all" + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb b/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb index 227d822db..ccf207721 100644 --- a/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb +++ b/examples/ConsumptionSaving/example_TractableBufferStockModel.ipynb @@ -10,7 +10,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:37.397658Z", + "iopub.status.busy": "2024-07-11T15:28:37.397488Z", + "iopub.status.idle": "2024-07-11T15:28:38.138893Z", + "shell.execute_reply": "2024-07-11T15:28:38.138246Z" + } + }, "outputs": [], "source": [ "# An alternative, much longer way to solve the TBS model\n", @@ -31,7 +38,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.140862Z", + "iopub.status.busy": "2024-07-11T15:28:38.140575Z", + "iopub.status.idle": "2024-07-11T15:28:38.143289Z", + "shell.execute_reply": "2024-07-11T15:28:38.142819Z" + } + }, "outputs": [], "source": [ "# Define the model primitives\n", @@ -47,7 +61,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.144857Z", + "iopub.status.busy": "2024-07-11T15:28:38.144604Z", + "iopub.status.idle": "2024-07-11T15:28:38.147174Z", + "shell.execute_reply": "2024-07-11T15:28:38.146723Z" + } + }, "outputs": [], "source": [ "# Define a dictionary to be used in case of simulation\n", @@ -63,13 +84,20 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.148655Z", + "iopub.status.busy": "2024-07-11T15:28:38.148424Z", + "iopub.status.idle": "2024-07-11T15:28:38.153501Z", + "shell.execute_reply": "2024-07-11T15:28:38.153035Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Solving a tractable consumption-savings model took 0.0 seconds.\n" + "Solving a tractable consumption-savings model took 0.0018313999999999275 seconds.\n" ] } ], @@ -90,7 +118,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.155159Z", + "iopub.status.busy": "2024-07-11T15:28:38.154710Z", + "iopub.status.idle": "2024-07-11T15:28:38.452503Z", + "shell.execute_reply": "2024-07-11T15:28:38.451910Z" + } + }, "outputs": [ { "data": { @@ -115,6 +150,12 @@ "cell_type": "code", "execution_count": 6, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.454367Z", + "iopub.status.busy": "2024-07-11T15:28:38.454005Z", + "iopub.status.idle": "2024-07-11T15:28:38.615600Z", + "shell.execute_reply": "2024-07-11T15:28:38.615039Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -132,28 +173,15 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "'<' not supported between instances of 'NoneType' and 'float'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[7], line 40\u001b[0m\n\u001b[0;32m 3\u001b[0m MrkvArray \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(\n\u001b[0;32m 4\u001b[0m [[\u001b[38;5;241m1.0\u001b[39m \u001b[38;5;241m-\u001b[39m base_primitives[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnempPrb\u001b[39m\u001b[38;5;124m\"\u001b[39m], base_primitives[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnempPrb\u001b[39m\u001b[38;5;124m\"\u001b[39m]], [\u001b[38;5;241m0.0\u001b[39m, \u001b[38;5;241m1.0\u001b[39m]]\n\u001b[0;32m 5\u001b[0m ) \u001b[38;5;66;03m# Define the two state, absorbing unemployment Markov array\u001b[39;00m\n\u001b[0;32m 6\u001b[0m init_consumer_objects \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m 7\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCRRA\u001b[39m\u001b[38;5;124m\"\u001b[39m: base_primitives[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCRRA\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m 8\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRfree\u001b[39m\u001b[38;5;124m\"\u001b[39m: np\u001b[38;5;241m.\u001b[39marray(\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 38\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMrkvArray\u001b[39m\u001b[38;5;124m\"\u001b[39m: [MrkvArray], \u001b[38;5;66;03m# State transition probabilities\u001b[39;00m\n\u001b[0;32m 39\u001b[0m }\n\u001b[1;32m---> 40\u001b[0m MarkovType \u001b[38;5;241m=\u001b[39m MarkovConsumerType(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39minit_consumer_objects)\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\ConsumptionSaving\\ConsMarkovModel.py:533\u001b[0m, in \u001b[0;36mMarkovConsumerType.__init__\u001b[1;34m(self, **kwds)\u001b[0m\n\u001b[0;32m 532\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds):\n\u001b[1;32m--> 533\u001b[0m IndShockConsumerType\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwds)\n\u001b[0;32m 534\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msolve_one_period \u001b[38;5;241m=\u001b[39m solve_one_period_ConsMarkov\n\u001b[0;32m 536\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mglobal_markov\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\ConsumptionSaving\\ConsIndShockModel.py:1774\u001b[0m, in \u001b[0;36mIndShockConsumerType.__init__\u001b[1;34m(self, verbose, quiet, **kwds)\u001b[0m\n\u001b[0;32m 1772\u001b[0m \u001b[38;5;66;03m# Add consumer-type specific objects, copying to create independent versions\u001b[39;00m\n\u001b[0;32m 1773\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msolve_one_period \u001b[38;5;241m=\u001b[39m solve_one_period_ConsIndShock\n\u001b[1;32m-> 1774\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupdate\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\ConsumptionSaving\\ConsIndShockModel.py:1820\u001b[0m, in \u001b[0;36mIndShockConsumerType.update\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1808\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1809\u001b[0m \u001b[38;5;124;03mUpdate the income process, the assets grid, and the terminal solution.\u001b[39;00m\n\u001b[0;32m 1810\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1817\u001b[0m \u001b[38;5;124;03mNone\u001b[39;00m\n\u001b[0;32m 1818\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1819\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupdate_income_process()\n\u001b[1;32m-> 1820\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupdate_assets_grid\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1821\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupdate_solution_terminal()\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\ConsumptionSaving\\ConsIndShockModel.py:1804\u001b[0m, in \u001b[0;36mIndShockConsumerType.update_assets_grid\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1791\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mupdate_assets_grid\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 1792\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1793\u001b[0m \u001b[38;5;124;03m Updates this agent's end-of-period assets grid by constructing a multi-\u001b[39;00m\n\u001b[0;32m 1794\u001b[0m \u001b[38;5;124;03m exponentially spaced grid of aXtra values.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1802\u001b[0m \u001b[38;5;124;03m none\u001b[39;00m\n\u001b[0;32m 1803\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 1804\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconstruct\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43maXtraGrid\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1805\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_to_time_inv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maXtraGrid\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\core.py:406\u001b[0m, in \u001b[0;36mModel.construct\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m 403\u001b[0m \u001b[38;5;66;03m# If all of the required data was found, run the constructor and\u001b[39;00m\n\u001b[0;32m 404\u001b[0m \u001b[38;5;66;03m# store the result in parameters (and on self)\u001b[39;00m\n\u001b[0;32m 405\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m any_missing:\n\u001b[1;32m--> 406\u001b[0m temp \u001b[38;5;241m=\u001b[39m constructor(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mtemp_dict)\n\u001b[0;32m 407\u001b[0m \u001b[38;5;28msetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, key, temp)\n\u001b[0;32m 408\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters[key] \u001b[38;5;241m=\u001b[39m temp\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\utilities.py:161\u001b[0m, in \u001b[0;36mconstruct_assets_grid\u001b[1;34m(aXtraMin, aXtraMax, aXtraCount, aXtraExtra, aXtraNestFac)\u001b[0m\n\u001b[0;32m 159\u001b[0m \u001b[38;5;66;03m# Add in additional points for the grid:\u001b[39;00m\n\u001b[0;32m 160\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m aXtraExtra \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 161\u001b[0m aXtraGrid \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msort(\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munique\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconcatenate\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43maXtraGrid\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maXtraExtra\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 163\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m aXtraGrid\n", - "File \u001b[1;32m~\\Anaconda3\\envs\\HARKlatest\\lib\\site-packages\\numpy\\lib\\arraysetops.py:274\u001b[0m, in \u001b[0;36munique\u001b[1;34m(ar, return_index, return_inverse, return_counts, axis, equal_nan)\u001b[0m\n\u001b[0;32m 272\u001b[0m ar \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39masanyarray(ar)\n\u001b[0;32m 273\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m axis \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 274\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[43m_unique1d\u001b[49m\u001b[43m(\u001b[49m\u001b[43mar\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_index\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_inverse\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_counts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m 275\u001b[0m \u001b[43m \u001b[49m\u001b[43mequal_nan\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mequal_nan\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 276\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _unpack_tuple(ret)\n\u001b[0;32m 278\u001b[0m \u001b[38;5;66;03m# axis was specified and not None\u001b[39;00m\n", - "File \u001b[1;32m~\\Anaconda3\\envs\\HARKlatest\\lib\\site-packages\\numpy\\lib\\arraysetops.py:336\u001b[0m, in \u001b[0;36m_unique1d\u001b[1;34m(ar, return_index, return_inverse, return_counts, equal_nan)\u001b[0m\n\u001b[0;32m 334\u001b[0m aux \u001b[38;5;241m=\u001b[39m ar[perm]\n\u001b[0;32m 335\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 336\u001b[0m \u001b[43mar\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msort\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 337\u001b[0m aux \u001b[38;5;241m=\u001b[39m ar\n\u001b[0;32m 338\u001b[0m mask \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mempty(aux\u001b[38;5;241m.\u001b[39mshape, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mbool_)\n", - "\u001b[1;31mTypeError\u001b[0m: '<' not supported between instances of 'NoneType' and 'float'" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.617489Z", + "iopub.status.busy": "2024-07-11T15:28:38.617241Z", + "iopub.status.idle": "2024-07-11T15:28:38.624528Z", + "shell.execute_reply": "2024-07-11T15:28:38.624049Z" } - ], + }, + "outputs": [], "source": [ "# Now solve the same model using backward induction rather than the analytic method of TBS.\n", "# The TBS model is equivalent to a Markov model with two states, one of them absorbing (permanent unemployment).\n", @@ -199,8 +227,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.625993Z", + "iopub.status.busy": "2024-07-11T15:28:38.625752Z", + "iopub.status.idle": "2024-07-11T15:28:38.629449Z", + "shell.execute_reply": "2024-07-11T15:28:38.628984Z" + } + }, "outputs": [], "source": [ "employed_income_dist = DiscreteDistributionLabeled(\n", @@ -217,8 +252,15 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.630942Z", + "iopub.status.busy": "2024-07-11T15:28:38.630695Z", + "iopub.status.idle": "2024-07-11T15:28:38.633030Z", + "shell.execute_reply": "2024-07-11T15:28:38.632580Z" + } + }, "outputs": [], "source": [ "MarkovType.IncShkDstn = [\n", @@ -229,9 +271,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.634478Z", + "iopub.status.busy": "2024-07-11T15:28:38.634249Z", + "iopub.status.idle": "2024-07-11T15:28:38.764369Z", + "shell.execute_reply": "2024-07-11T15:28:38.763860Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + } + ], "source": [ "# Solve the \"Markov TBS\" model\n", "t_start = process_time()\n", @@ -242,9 +299,51 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:38.765970Z", + "iopub.status.busy": "2024-07-11T15:28:38.765719Z", + "iopub.status.idle": "2024-07-11T15:28:38.882997Z", + "shell.execute_reply": "2024-07-11T15:28:38.882470Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solving the same model \"the long way\" took 0.12803889999999996 seconds.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Difference between the (employed) consumption functions:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "print(\n", " 'Solving the same model \"the long way\" took ' + str(t_end - t_start) + \" seconds.\",\n", @@ -291,7 +390,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/Distributions/DiscreteDistributionLabeled.ipynb b/examples/Distributions/DiscreteDistributionLabeled.ipynb index 837af8086..8f15d6739 100644 --- a/examples/Distributions/DiscreteDistributionLabeled.ipynb +++ b/examples/Distributions/DiscreteDistributionLabeled.ipynb @@ -17,7 +17,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:39.809239Z", + "iopub.status.busy": "2024-07-11T15:28:39.808988Z", + "iopub.status.idle": "2024-07-11T15:28:40.352492Z", + "shell.execute_reply": "2024-07-11T15:28:40.351950Z" + } + }, "outputs": [], "source": [ "import numpy as np\n", @@ -40,7 +47,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:40.354583Z", + "iopub.status.busy": "2024-07-11T15:28:40.354231Z", + "iopub.status.idle": "2024-07-11T15:28:40.363445Z", + "shell.execute_reply": "2024-07-11T15:28:40.362927Z" + } + }, "outputs": [], "source": [ "PermShkDstn = MeanOneLogNormal().discretize(200)\n", @@ -58,7 +72,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:40.365035Z", + "iopub.status.busy": "2024-07-11T15:28:40.364789Z", + "iopub.status.idle": "2024-07-11T15:28:40.368409Z", + "shell.execute_reply": "2024-07-11T15:28:40.367721Z" + } + }, "outputs": [], "source": [ "x_dist = DiscreteDistributionLabeled.from_unlabeled(\n", @@ -88,7 +109,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:40.369943Z", + "iopub.status.busy": "2024-07-11T15:28:40.369702Z", + "iopub.status.idle": "2024-07-11T15:28:40.379462Z", + "shell.execute_reply": "2024-07-11T15:28:40.378988Z" + } + }, "outputs": [ { "data": { @@ -456,24 +484,24 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
<xarray.Dataset>\n",
+       "
<xarray.Dataset> Size: 640kB\n",
        "Dimensions:   (atom: 40000)\n",
        "Dimensions without coordinates: atom\n",
        "Data variables:\n",
-       "    perm_shk  (atom) float64 0.03491 0.03491 0.03491 ... 11.51 11.51 11.51\n",
-       "    tran_shk  (atom) float64 0.03491 0.05308 0.0644 ... 5.724 6.966 11.51\n",
+       "    perm_shk  (atom) float64 320kB 0.03491 0.03491 0.03491 ... 11.51 11.51 11.51\n",
+       "    tran_shk  (atom) float64 320kB 0.03491 0.05308 0.0644 ... 5.724 6.966 11.51\n",
        "Attributes:\n",
-       "    name:     Distribution of Shocks to Income
" + " name: Distribution of Shocks to Income
" ], "text/plain": [ - "\n", + " Size: 640kB\n", "Dimensions: (atom: 40000)\n", "Dimensions without coordinates: atom\n", "Data variables:\n", - " perm_shk (atom) float64 0.03491 0.03491 0.03491 ... 11.51 11.51 11.51\n", - " tran_shk (atom) float64 0.03491 0.05308 0.0644 ... 5.724 6.966 11.51\n", + " perm_shk (atom) float64 320kB 0.03491 0.03491 0.03491 ... 11.51 11.51 11.51\n", + " tran_shk (atom) float64 320kB 0.03491 0.05308 0.0644 ... 5.724 6.966 11.51\n", "Attributes:\n", " name: Distribution of Shocks to Income" ] @@ -504,7 +532,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:40.380980Z", + "iopub.status.busy": "2024-07-11T15:28:40.380727Z", + "iopub.status.idle": "2024-07-11T15:28:40.384030Z", + "shell.execute_reply": "2024-07-11T15:28:40.383566Z" + } + }, "outputs": [ { "data": { @@ -531,7 +566,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:40.385529Z", + "iopub.status.busy": "2024-07-11T15:28:40.385283Z", + "iopub.status.idle": "2024-07-11T15:28:40.387737Z", + "shell.execute_reply": "2024-07-11T15:28:40.387244Z" + } + }, "outputs": [], "source": [ "aGrid = np.linspace(0, 20, 100)\n", @@ -548,13 +590,20 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:40.389284Z", + "iopub.status.busy": "2024-07-11T15:28:40.388887Z", + "iopub.status.idle": "2024-07-11T15:28:50.798166Z", + "shell.execute_reply": "2024-07-11T15:28:50.797376Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "38.1 ms ± 6.25 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "12.9 ms ± 268 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -577,13 +626,20 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:28:50.801014Z", + "iopub.status.busy": "2024-07-11T15:28:50.800415Z", + "iopub.status.idle": "2024-07-11T15:29:04.469314Z", + "shell.execute_reply": "2024-07-11T15:29:04.468693Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "291 ms ± 25.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "169 ms ± 1.57 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -602,7 +658,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:04.471912Z", + "iopub.status.busy": "2024-07-11T15:29:04.471287Z", + "iopub.status.idle": "2024-07-11T15:29:04.474795Z", + "shell.execute_reply": "2024-07-11T15:29:04.474058Z" + } + }, "outputs": [], "source": [ "from HARK.distribution import expected" @@ -611,7 +674,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:04.477066Z", + "iopub.status.busy": "2024-07-11T15:29:04.476612Z", + "iopub.status.idle": "2024-07-11T15:29:04.497062Z", + "shell.execute_reply": "2024-07-11T15:29:04.496453Z" + } + }, "outputs": [ { "data": { @@ -661,7 +731,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:04.499560Z", + "iopub.status.busy": "2024-07-11T15:29:04.499106Z", + "iopub.status.idle": "2024-07-11T15:29:04.502529Z", + "shell.execute_reply": "2024-07-11T15:29:04.501988Z" + } + }, "outputs": [], "source": [ "from xarray import DataArray\n", @@ -672,7 +749,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:04.504656Z", + "iopub.status.busy": "2024-07-11T15:29:04.504464Z", + "iopub.status.idle": "2024-07-11T15:29:04.510221Z", + "shell.execute_reply": "2024-07-11T15:29:04.509618Z" + } + }, "outputs": [], "source": [ "def mNrm_next(dist, R, a=None):\n", @@ -684,13 +768,20 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:04.512037Z", + "iopub.status.busy": "2024-07-11T15:29:04.511882Z", + "iopub.status.idle": "2024-07-11T15:29:17.731513Z", + "shell.execute_reply": "2024-07-11T15:29:17.730953Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "55.4 ms ± 383 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "16.3 ms ± 142 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -731,7 +822,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "vscode": { "interpreter": { diff --git a/examples/Distributions/ExpectedValue.ipynb b/examples/Distributions/ExpectedValue.ipynb index 124829d12..844d9a92b 100644 --- a/examples/Distributions/ExpectedValue.ipynb +++ b/examples/Distributions/ExpectedValue.ipynb @@ -18,6 +18,12 @@ "cell_type": "code", "execution_count": 1, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:18.788837Z", + "iopub.status.busy": "2024-07-11T15:29:18.788656Z", + "iopub.status.idle": "2024-07-11T15:29:19.321764Z", + "shell.execute_reply": "2024-07-11T15:29:19.321241Z" + }, "tags": [] }, "outputs": [], @@ -45,6 +51,12 @@ "cell_type": "code", "execution_count": 2, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:19.323728Z", + "iopub.status.busy": "2024-07-11T15:29:19.323403Z", + "iopub.status.idle": "2024-07-11T15:29:19.333036Z", + "shell.execute_reply": "2024-07-11T15:29:19.332500Z" + }, "tags": [] }, "outputs": [], @@ -72,6 +84,12 @@ "cell_type": "code", "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:19.335074Z", + "iopub.status.busy": "2024-07-11T15:29:19.334783Z", + "iopub.status.idle": "2024-07-11T15:29:31.778443Z", + "shell.execute_reply": "2024-07-11T15:29:31.777953Z" + }, "tags": [] }, "outputs": [ @@ -79,7 +97,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "1.63 µs ± 2.66 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n" + "1.53 µs ± 10.4 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n" ] } ], @@ -101,6 +119,12 @@ "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:31.780122Z", + "iopub.status.busy": "2024-07-11T15:29:31.779855Z", + "iopub.status.idle": "2024-07-11T15:29:39.059028Z", + "shell.execute_reply": "2024-07-11T15:29:39.058519Z" + }, "tags": [] }, "outputs": [ @@ -108,7 +132,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "81.4 µs ± 525 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + "89.5 µs ± 985 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" ] } ], @@ -137,6 +161,12 @@ "cell_type": "code", "execution_count": 5, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:39.060781Z", + "iopub.status.busy": "2024-07-11T15:29:39.060524Z", + "iopub.status.idle": "2024-07-11T15:29:42.915305Z", + "shell.execute_reply": "2024-07-11T15:29:42.914709Z" + }, "tags": [] }, "outputs": [ @@ -144,7 +174,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "3.69 µs ± 51 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + "4.75 µs ± 47.3 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] } ], @@ -165,6 +195,12 @@ "cell_type": "code", "execution_count": 6, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:42.917103Z", + "iopub.status.busy": "2024-07-11T15:29:42.916828Z", + "iopub.status.idle": "2024-07-11T15:29:52.328154Z", + "shell.execute_reply": "2024-07-11T15:29:52.327637Z" + }, "tags": [] }, "outputs": [ @@ -172,7 +208,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "88.2 µs ± 1.16 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + "116 µs ± 1.51 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" ] } ], @@ -200,6 +236,12 @@ "cell_type": "code", "execution_count": 7, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:29:52.329834Z", + "iopub.status.busy": "2024-07-11T15:29:52.329585Z", + "iopub.status.idle": "2024-07-11T15:30:01.893270Z", + "shell.execute_reply": "2024-07-11T15:30:01.892739Z" + }, "tags": [] }, "outputs": [ @@ -207,7 +249,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "9.78 µs ± 60.2 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + "11.8 µs ± 165 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] } ], @@ -221,6 +263,12 @@ "cell_type": "code", "execution_count": 8, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:01.894939Z", + "iopub.status.busy": "2024-07-11T15:30:01.894674Z", + "iopub.status.idle": "2024-07-11T15:30:04.417377Z", + "shell.execute_reply": "2024-07-11T15:30:04.416848Z" + }, "tags": [] }, "outputs": [ @@ -228,7 +276,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "214 µs ± 2.88 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n" + "311 µs ± 2.32 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n" ] } ], @@ -256,6 +304,12 @@ "cell_type": "code", "execution_count": 9, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:04.419068Z", + "iopub.status.busy": "2024-07-11T15:30:04.418811Z", + "iopub.status.idle": "2024-07-11T15:30:04.428399Z", + "shell.execute_reply": "2024-07-11T15:30:04.427964Z" + }, "tags": [] }, "outputs": [], @@ -275,6 +329,12 @@ "cell_type": "code", "execution_count": 10, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:04.429902Z", + "iopub.status.busy": "2024-07-11T15:30:04.429661Z", + "iopub.status.idle": "2024-07-11T15:30:06.613165Z", + "shell.execute_reply": "2024-07-11T15:30:06.612782Z" + }, "tags": [] }, "outputs": [ @@ -282,7 +342,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "16.7 ms ± 499 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "27.1 ms ± 2.38 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -296,6 +356,12 @@ "cell_type": "code", "execution_count": 11, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:06.615612Z", + "iopub.status.busy": "2024-07-11T15:30:06.615025Z", + "iopub.status.idle": "2024-07-11T15:30:09.410284Z", + "shell.execute_reply": "2024-07-11T15:30:09.409700Z" + }, "tags": [] }, "outputs": [ @@ -303,7 +369,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "246 ms ± 7.07 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "346 ms ± 2.32 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], @@ -331,6 +397,12 @@ "cell_type": "code", "execution_count": 12, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:09.412223Z", + "iopub.status.busy": "2024-07-11T15:30:09.412048Z", + "iopub.status.idle": "2024-07-11T15:30:27.240008Z", + "shell.execute_reply": "2024-07-11T15:30:27.237214Z" + }, "tags": [] }, "outputs": [], @@ -364,12 +436,18 @@ "cell_type": "code", "execution_count": 13, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:27.243810Z", + "iopub.status.busy": "2024-07-11T15:30:27.243635Z", + "iopub.status.idle": "2024-07-11T15:30:27.636999Z", + "shell.execute_reply": "2024-07-11T15:30:27.636445Z" + }, "tags": [] }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -410,6 +488,12 @@ "cell_type": "code", "execution_count": 14, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:27.638871Z", + "iopub.status.busy": "2024-07-11T15:30:27.638525Z", + "iopub.status.idle": "2024-07-11T15:30:27.641144Z", + "shell.execute_reply": "2024-07-11T15:30:27.640676Z" + }, "tags": [] }, "outputs": [], @@ -421,6 +505,12 @@ "cell_type": "code", "execution_count": 15, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:27.642604Z", + "iopub.status.busy": "2024-07-11T15:30:27.642379Z", + "iopub.status.idle": "2024-07-11T15:30:27.954010Z", + "shell.execute_reply": "2024-07-11T15:30:27.953437Z" + }, "tags": [] }, "outputs": [ @@ -462,13 +552,19 @@ "cell_type": "code", "execution_count": 16, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:27.970063Z", + "iopub.status.busy": "2024-07-11T15:30:27.966031Z", + "iopub.status.idle": "2024-07-11T15:30:27.986446Z", + "shell.execute_reply": "2024-07-11T15:30:27.986012Z" + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "3.7147215033526537" + "3.7147215033527026" ] }, "execution_count": 16, @@ -500,7 +596,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "vscode": { "interpreter": { diff --git a/examples/FrameAgentType/FrameAgentType Demo.ipynb b/examples/FrameAgentType/FrameAgentType Demo.ipynb index 2dab35c51..693dcbcc9 100644 --- a/examples/FrameAgentType/FrameAgentType Demo.ipynb +++ b/examples/FrameAgentType/FrameAgentType Demo.ipynb @@ -3,7 +3,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:29.314365Z", + "iopub.status.busy": "2024-07-11T15:30:29.314094Z", + "iopub.status.idle": "2024-07-11T15:30:30.618613Z", + "shell.execute_reply": "2024-07-11T15:30:30.617946Z" + } + }, "outputs": [], "source": [ "import HARK.ConsumptionSaving.ConsPortfolioFrameModel as cpfm\n", @@ -28,37 +35,44 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:30.621212Z", + "iopub.status.busy": "2024-07-11T15:30:30.620785Z", + "iopub.status.idle": "2024-07-11T15:30:41.108765Z", + "shell.execute_reply": "2024-07-11T15:30:41.108189Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "{'mNrm': array([[ 1.38916793, 2.05685865, 1.49156853, ..., 1.28963633,\n", - " 1.13995102, 1.60253031],\n", - " [ 0.65854358, 1.92744993, 1.59597886, ..., 1.48908575,\n", - " 1.22759029, 1.56772963],\n", - " [ 1.11362324, 1.72280821, 1.43928558, ..., 1.64462388,\n", - " 1.2858552 , 1.31070609],\n", + "{'mNrm': array([[ 1.42660498, 2.30216168, 1.60391177, ..., 1.41755556,\n", + " 1.12557298, 1.63660913],\n", + " [ 1.51463426, 1.93229161, 0.74937478, ..., 1.27321053,\n", + " 1.10738657, 1.71573911],\n", + " [ 1.46382598, 1.7045285 , 1.07642321, ..., 1.58156597,\n", + " 1.2941777 , 1.58746016],\n", " ...,\n", - " [ 3.5905761 , 3.96244468, 2.50894811, ..., 14.62391207,\n", - " 7.19006303, 1.7467381 ],\n", - " [ 3.78559715, 3.92602681, 2.6291454 , ..., 12.98307979,\n", - " 8.1421513 , 1.95396658],\n", - " [ 3.74086124, 3.37576191, 2.28223267, ..., 13.71510867,\n", - " 6.6091036 , 1.77890319]]),\n", - " 'cNrm': array([[0.91551716, 1.03234821, 0.93895877, ..., 0.88982068, 0.84494215,\n", - " 0.96131168],\n", - " [0.60994077, 1.01450241, 0.96008259, ..., 0.93841196, 0.87220302,\n", - " 0.95459226],\n", - " [0.83600585, 0.98280093, 0.92733065, ..., 0.96912298, 0.88878512,\n", - " 0.89559116],\n", + " [35.85154922, 3.87504927, 3.59044371, ..., 18.15164449,\n", + " 16.07506874, 1.47628601],\n", + " [38.91576236, 4.27825616, 3.76022763, ..., 18.00301806,\n", + " 15.91187529, 1.61918815],\n", + " [31.64511794, 3.42226862, 3.47249399, ..., 14.11097207,\n", + " 13.29840192, 1.48801267]]),\n", + " 'cNrm': array([[0.92439082, 1.06319404, 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0.013830184936523438 seconds, solution distance = 9.534273463174259e-06\n", + "Finished cycle #152 in 0.014466047286987305 seconds, solution distance = 8.828988853792907e-06\n", + "Finished cycle #153 in 0.014224529266357422 seconds, solution distance = 8.17557574350758e-06\n", + "Finished cycle #154 in 0.014092445373535156 seconds, solution distance = 7.570245585952762e-06\n", + "Finished cycle #155 in 0.014570236206054688 seconds, solution distance = 7.009484212616712e-06\n", + "Finished cycle #156 in 0.015040159225463867 seconds, solution distance = 6.4900322076510975e-06\n", + "Finished cycle #157 in 0.014051437377929688 seconds, solution distance = 6.008866577644767e-06\n", + "Finished cycle #158 in 0.01401376724243164 seconds, solution distance = 5.563183765211477e-06\n", + "Finished cycle #159 in 0.013874292373657227 seconds, solution distance = 5.1503839317845745e-06\n", + "Finished cycle #160 in 0.014081478118896484 seconds, solution distance = 4.76805624316512e-06\n", + "Finished cycle #161 in 0.014047622680664062 seconds, solution distance = 4.413965243088569e-06\n", + "Finished cycle #162 in 0.013914108276367188 seconds, solution distance = 4.086038288164673e-06\n", + "Finished cycle #163 in 0.013774871826171875 seconds, solution distance = 3.782353729775423e-06\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Finished cycle #173 in 0.02647542953491211 seconds, solution distance = 1.7443850310883136e-06\n", - "Finished cycle #174 in 0.02471327781677246 seconds, solution distance = 1.6142201504365516e-06\n", - "Finished cycle #175 in 0.024211406707763672 seconds, solution distance = 1.4937282486471304e-06\n", - "Finished cycle #176 in 0.03486990928649902 seconds, solution distance = 1.3821940001434996e-06\n", - "Finished cycle #177 in 0.024752378463745117 seconds, solution distance = 1.2789546994795842e-06\n", - "Finished cycle #178 in 0.023264169692993164 seconds, solution distance = 1.1833963666774139e-06\n", - "Finished cycle #179 in 0.023115873336791992 seconds, solution distance = 1.0949502122770127e-06\n", - "Finished cycle #180 in 0.02303004264831543 seconds, solution distance = 1.0130893457471757e-06\n" + "Finished cycle #164 in 0.014042377471923828 seconds, solution distance = 3.5011300383303023e-06\n", + "Finished cycle #165 in 0.01490473747253418 seconds, solution distance = 3.240715629182489e-06\n", + "Finished cycle #166 in 0.015434980392456055 seconds, solution distance = 2.9995795891579746e-06\n", + "Finished cycle #167 in 0.014061689376831055 seconds, solution distance = 2.7763027929950113e-06\n", + "Finished cycle #168 in 0.01385498046875 seconds, solution distance = 2.569569886645695e-06\n", + "Finished cycle #169 in 0.013953208923339844 seconds, solution distance = 2.3781617386475773e-06\n", + "Finished cycle #170 in 0.014033317565917969 seconds, solution distance = 2.200948477693032e-06\n", + "Finished cycle #171 in 0.014164447784423828 seconds, solution distance = 2.036882989386868e-06\n", + "Finished cycle #172 in 0.014157772064208984 seconds, solution distance = 1.884994915712923e-06\n", + "Finished cycle #173 in 0.013838052749633789 seconds, solution distance = 1.7443850310883136e-06\n", + "Finished cycle #174 in 0.014197826385498047 seconds, solution distance = 1.6142201522129085e-06\n", + "Finished cycle #175 in 0.014110565185546875 seconds, solution distance = 1.4937282486471304e-06\n", + "Finished cycle #176 in 0.013921022415161133 seconds, solution distance = 1.3821940001434996e-06\n", + "Finished cycle #177 in 0.013995170593261719 seconds, solution distance = 1.2789546994795842e-06\n", + "Finished cycle #178 in 0.013717889785766602 seconds, solution distance = 1.1833963675655923e-06\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Finished cycle #181 in 0.025144100189208984 seconds, solution distance = 9.373256402156471e-07\n" + "Finished cycle #179 in 0.014438152313232422 seconds, solution distance = 1.094950221158797e-06\n", + "Finished cycle #180 in 0.01425623893737793 seconds, solution distance = 1.0130893333126778e-06\n", + "Finished cycle #181 in 0.013914108276367188 seconds, solution distance = 9.373256517619666e-07\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:421: UserWarning: The option for reading shocks was activated but the model requires state PermShkAgg, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:881: UserWarning: The option for reading shocks was activated but the model requires state PermShkAgg, not contained in newborn_init_history.\n", " warn(\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:421: UserWarning: The option for reading shocks was activated but the model requires state Rport, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:881: UserWarning: The option for reading shocks was activated but the model requires state Rport, not contained in newborn_init_history.\n", " warn(\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:421: UserWarning: The option for reading shocks was activated but the model requires state U, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:881: UserWarning: The option for reading shocks was activated but the model requires state U, not contained in newborn_init_history.\n", " warn(\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:608: UserWarning: The option for reading shocks was activated but the model requires state PermShkAgg, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:1068: UserWarning: The option for reading shocks was activated but the model requires state PermShkAgg, not contained in newborn_init_history.\n", " warn(\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:608: UserWarning: The option for reading shocks was activated but the model requires state Rport, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:1068: UserWarning: The option for reading shocks was activated but the model requires state Rport, not contained in newborn_init_history.\n", " warn(\n", - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/core.py:608: UserWarning: The option for reading shocks was activated but the model requires state U, not contained in newborn_init_history.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/core.py:1068: UserWarning: The option for reading shocks was activated but the model requires state U, not contained in newborn_init_history.\n", " warn(\n" ] }, @@ -668,12 +635,19 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:47.820603Z", + "iopub.status.busy": "2024-07-11T15:30:47.820357Z", + "iopub.status.idle": "2024-07-11T15:30:48.050644Z", + "shell.execute_reply": "2024-07-11T15:30:48.050135Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -682,7 +656,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -702,12 +676,19 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.052290Z", + "iopub.status.busy": "2024-07-11T15:30:48.052045Z", + "iopub.status.idle": "2024-07-11T15:30:48.275479Z", + "shell.execute_reply": "2024-07-11T15:30:48.274901Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 5, @@ -716,7 +697,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -734,12 +715,19 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.277153Z", + "iopub.status.busy": "2024-07-11T15:30:48.276899Z", + "iopub.status.idle": "2024-07-11T15:30:48.381616Z", + "shell.execute_reply": "2024-07-11T15:30:48.381104Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -748,7 +736,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -766,7 +754,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.383282Z", + "iopub.status.busy": "2024-07-11T15:30:48.383019Z", + "iopub.status.idle": "2024-07-11T15:30:48.385452Z", + "shell.execute_reply": "2024-07-11T15:30:48.384977Z" + } + }, "outputs": [], "source": [ "# plt.plot(range(5000), pct.history['Risky'].mean(axis=1), label = 'original')\n", @@ -777,12 +772,19 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.386918Z", + "iopub.status.busy": "2024-07-11T15:30:48.386680Z", + "iopub.status.idle": "2024-07-11T15:30:48.550993Z", + "shell.execute_reply": "2024-07-11T15:30:48.550489Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -791,7 +793,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -809,12 +811,19 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.552623Z", + "iopub.status.busy": "2024-07-11T15:30:48.552357Z", + "iopub.status.idle": "2024-07-11T15:30:48.653579Z", + "shell.execute_reply": "2024-07-11T15:30:48.653074Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -823,7 +832,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -841,12 +850,19 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.655213Z", + "iopub.status.busy": "2024-07-11T15:30:48.654967Z", + "iopub.status.idle": "2024-07-11T15:30:48.748413Z", + "shell.execute_reply": "2024-07-11T15:30:48.747903Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -855,7 +871,7 @@ }, { "data": { - "image/png": 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", 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8qi0ROatF4cOZC8r4+vpi8eLFWLx4scuFIqKOh30+iMhZvLAcEREReRTDBxG5BSs+iMhZDB9E5BJew5aIXMXwQURuwTBCRM5i+CAiIiKPYvggIiIij2L4ICK3cGIkPhERAIYPIiIi8jCGDyJyC04yRkTOYvggIrdgswsROYvhg4hcw7BBRC5i+CAiIiKPYvggIiIij2L4ICK3EGyHISInMXwQERGRRzF8EJFb5Gt13i4CEXUQDB9ERETkUQwfRERE5FEMH0TkEnYvJSJXMXwQERGRRzF8EBERkUcxfBAREZFHMXwQERGRRzF8EBERkUcxfBAREZFHMXwQERGRRzF8EJFLhOBMH0TkGoYPIiIi8iiGDyIiIvIohg8icomRzS5E5CKGDyJyiYnZg4hcxPBBRK5h+CAiFzF8EJFLBNMHEbmI4YOIXMIuH0TkKoYPInIJswcRuYrhg4hcYmLVBxG5iOGDiFzC7EFErmL4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2L4ICIiIo9i+CAiIiKPYvggIiIij2px+Ni6dStuuOEGREdHQ5IkrFixwu7xe+65B5Ik2d2mT5/urvISERFRB9fi8FFZWYlBgwZh8eLFTS4zffp0XLx40XL7+uuvW1VIIiIiunyoWvoPM2bMwIwZMxwuo9FoEBkZ6XKhiIiI6PLVJn0+Nm/ejK5duyI5ORkPPfQQiouLm1xWp9NBq9Xa3YiIiOjy5fbwMX36dHz22WfYsGEDXnnlFWzZsgUzZsyA0WhsdPmUlBSEhIRYbjExMe4uEhEREbUjLW52ac4dd9xh+X3AgAEYOHAgevbsic2bN2Py5MkNll+4cCEee+wxy99arZYBhKgDGBkfhr1ZJd4uBhF1QG0+1LZHjx4IDw9HRkZGo49rNBoEBwfb3Yio/Qv0dfu5CxFdIdo8fJw7dw7FxcWIiopq66ciIg8SQni7CETUQbX41KWiosKuFiMzMxMHDx5EWFgYwsLC8MILL+C2225DZGQkzpw5gwULFiAxMRHTpk1za8GJiIioY2px+Ni3bx8mTZpk+dvcX2POnDl49913cfjwYXz66acoLS1FdHQ0pk6din/961/QaDTuKzUReR3rPYjIVS0OHxMnTnRY3frbb7+1qkBE1DGw1YWIXMVruxAREZFHMXwQkUtY8UFErmL4ICKXcLQLEbmK4YOIiIg8iuGDiIiIPIrhg4hcwlYXInIVwwcRERF5FMMHEblEcLwLEbmI4YOIiIg8iuGDiFzCPh9E5CqGDyJyCcMHEbmK4YOIiIg8iuGDiFzCDqdE5CqGDyJyCZtdiMhVDB9ERETkUQwfROQSVnwQkasYPojIaalZJSjQ1ni7GETUwam8XQAi6hj2Zpbg9+/vAgBkvTyTVR9E5DLWfBCRU3aeKbL7m6NdiMhVDB9ERETkUQwfROQSDrUlIlcxfBCRS5g9iMhVDB9E5BQJkreLQESXCYYPInKJqNfu4uvD3QkROYd7CyJyC/YBISJnMXwQkUvMWWPmwCivloOIOh6GDyJyibmmY0RcJ/lvL5aFiDoWhg8iahVJYkdUImoZhg8icom5psOSPVj1QUROYvggItfUtbuYaz443ToROYvhg4hahY0uRNRSDB9E5JT6XTvqN7twqC0ROYvhg4hahTOfElFLMXwQkUvMNR2Wmg/vFYWIOhiGDyJyibmDKes9iKilGD6IqFUU5tEu7PRBRE5i+CAip1TWGuz+tmQNNrsQUQsxfBCRU97fctbub0ufDy+UhYg6NoYPImoVyyRjrPogIicxfBCRS+q1uhAROY3hg4haRcG9CBG1EHcbROQS8+gWTjJGRC3F8EFErWI77TqH2xKRMxg+iKhVJJv0wexBRM5g+CAil3CoLRG5iuGDiFximV7dttnFS2Uhoo6F4YOIWoUdTomopRg+iMgl9a9qK9/Hug8iah7DBxG1ioLNLkTUQgwfROQSa9BgswsRtQzDBxG5xDLJmF2zi5cKQ0QdCsMHEbUK6z2IqKUYPojIKVK9lGG5sJztJGPs9UFETmD4ICKn3DQo2v4OTjJGRC5i+CAip0j1qz4s91t/Z58PInIGwwcROaX+HB7mvxRNhBIioqYwfBBR6zB7EFELMXwQkUssQ23t7vNOWYioY2H4ICKn1M8VjY12ISJyBsMHEbWKXc0Hh9oSkRMYPojIJY1dWI6IyBkMH0TkEnMth+1oF/b5ICJnMHwQkVNsg8Xj3x6y/G7f7EJE1DyGDyJyim2w+GH/OWsYYbMLEbVQi8PH1q1bccMNNyA6OhqSJGHFihV2jwsh8M9//hNRUVHw8/PDlClTcPr0aXeVl4jaGftmF9Z9EFHzWhw+KisrMWjQICxevLjRx1999VW8/fbbeO+997Bnzx4EBARg2rRpqKmpaXVhiaj9ELy2CxG5SNXSf5gxYwZmzJjR6GNCCLz55pt45plncNNNNwEAPvvsM0RERGDFihW44447WldaImp37K9qS0TUPLf2+cjMzEReXh6mTJliuS8kJASjRo3Crl27Gv0fnU4HrVZrdyOi9qepJhVeWI6IWsqt4SMvLw8AEBERYXd/RESE5bH6UlJSEBISYrnFxMS4s0hE1EYam16diMgZXh/tsnDhQpSVlVluubm53i4SETmh0enVWfNBRE5wa/iIjIwEAOTn59vdn5+fb3msPo1Gg+DgYLsbEbU/TeUKznBKRC3l1vCRkJCAyMhIbNiwwXKfVqvFnj17MGbMGHc+FRF5WWOjXXhtFyJyRotHu1RUVCAjI8Pyd2ZmJg4ePIiwsDDExsZi/vz5+Pe//42kpCQkJCTg2WefRXR0NG6++WZ3lpuIPK2JXMGr2hJRS7U4fOzbtw+TJk2y/P3YY48BAObMmYOlS5diwYIFqKysxAMPPIDS0lKMHz8ea9asga+vr/tKTUReZ67lsKv5YMUHETmhxeFj4sSJDmcxlCQJL774Il588cVWFYyI2jfzbkDBeT6IqIW8PtqFiDo2troQUUsxfBCRc+qFjMZqOXhtFyJyBsMHETmlfgVHYblOvp81H0TUQgwfRNQqlyr1lt9Z70FEzmD4ICKnNDWk9mJZteV3troQkTMYPojIKYommldqDCbPFoSIOjyGDyJySlNdO67p3dXyO2c4JSJnMHwQkVOaanYJVFunCzKxEoSInMDwQUROaXJQi80DPx4454miEFEHx/BBRE5x5qq2eWU1HikLEXVsDB9E5JSmJhDjtV2IqKUYPojIKSYnrmrLDqdE5AyGDyJySlOxoqkhuERETWH4ICKnNN3sYlPzwYoPInICwwcROcWZDqdERM5g+CAi5zhRq8GKDyJyBsMHETmlqc6krPkgopZi+CAipzTVn0Mhsc8HEbUMwwcROcXkxDwfbHghImcwfBCRU5qq1Wjqmi9ERE1h+CAipzQ52sV2GVZ8EJETGD6IyClN13w0vwwRkS2GDyJyUlOjXTi9OhG1DMMHETnFmVoN1nwQkTMYPojIKcwVROQuDB9E5JSmhtraYkAhImcwfBCRU9ikQkTuwvBBRE5xJnswoBCRMxg+iMgpgsmCiNyE4YOI3IZDbYnIGQwfROQUpyo+mD2IyAkMH0TkFNZqEJG7MHwQkVOcqfkID9K0fUGIqMNj+CAipzgzz8eAbiEeKAkRdXQMH0TkFEfZY3SPMHkZD5WFiDo2hg8icoqjYCFBvrgch+MSkTMYPojIOQ5yhc2FbYmImsXwQUROcTTaxRw+WPFBRM5g+CAipzgKFpZmF/b6ICInMHwQkVMc9vlgzQcRtQDDBxE5xZmhtgwfROQMhg8icorDZhfJ3OxCRNQ8hg8icorjobZ1y7Dqg4icwPBBRM5xECwsfT48VBQi6tgYPojIKc7UfDB9EJEzGD6IqFkVOgMOnytr8nGFxKG2ROQ8hg8iatbnu7IdPs6htkTUEgwfRNSsnJLKZpbgaBcich7DBxG1Gms+iKglGD6IyAmOrxxXVWsAAPx86LwnCkNEHRzDBxE1q7mr1u7IKAYA7D5b4oHSEFFHx/BBRM1qJnsQEbUIwwcRERF5FMMHETXLxI6kRORGDB9E1Cxes4WI3Inhg4iaZbIJH6seHY/OAWovloaIOjqGDyJqlm2zS7/oEEjNDX8hInKA4YOImmWq1+zy39sHAgAWTE/2RnGIqINTebsARNT+mer1OJ3UuytO/Gs6fH2UAIDkiCCczC/3RtGIqANizQcRNaux0S7m4AEAT0yTa0C6d/LzVJGIqANj+CCiZtVvdqnP10felQRqWJlKRM1j+CCiZjU30lbiHKhE1AIMH0TUrOZqPnhVWyJqCYYPImpWs+Gj7qcA0wcRNc/t4eP555+HJEl2t969e7v7aYjIgwKa68vBmg8iaoE26R3Wr18/rF+/3vokKnZCI+rIhseF4cf955t83Nzng9mDiJzRJqlApVIhMjKyLVZNRF5gbk6Z1i+i0cetfT4YP4ioeW3S5+P06dOIjo5Gjx49MHv2bOTk5LTF0xCRh5jn+VA0Ma06x7oQUUu4veZj1KhRWLp0KZKTk3Hx4kW88MILmDBhAo4cOYKgoKAGy+t0Ouh0OsvfWq3W3UUiolYy12g0dUkXY106OVNY6akiEVEH5vbwMWPGDMvvAwcOxKhRoxAXF4dvv/0W999/f4PlU1JS8MILL7i7GETkRl/ulmsvm5rPY3/OJU8Wh4g6uDYfahsaGopevXohIyOj0ccXLlyIsrIyyy03N7eti0RELWS+bsuq9IuNPs6uHkTUEm0ePioqKnDmzBlERUU1+rhGo0FwcLDdjYguDwXlNXhr/Wnka2u8XRQiakfcHj6eeOIJbNmyBVlZWdi5cyduueUWKJVK3Hnnne5+KiJq5x76Yj/eWH8Kcz7Z6+2iEFE74vY+H+fOncOdd96J4uJidOnSBePHj8fu3bvRpUsXdz8VEbUTth1RTSYBhUK+Iy1b7gtyIq/cG8UionbK7eFj2bJl7l4lEXUgJiGg4OBbInKA13YhIqcNi+vU6P1qlXVXYmTvUyJqBsMHETntXzf1b/T+W4d2t/zO7EFEzWH4IKJmmWs2Qvx9Gn08QG1twTVPOEZE1BSGDyJqljlQKJuaXt22wymrPoioGQwfRNQsc/hQNLHHUCqs6WNf9iXO60FEDvFa90TkkMmmGUXVRPqwveDcvUtSAQBZL89s24IRUYfFmg8icshgEz6aanZRcGQtEbUAwwcROWTbh0OpbKrPh9Tgire1BlNbFouIOjCGDyJyyOhEzUdjjz327cG2KhIRdXAMH0TkkG2zS1MdTgH7fh8AsPJw41fAJSJi+CAih5zpcAo4DiZERLa4uyAih2ynS3fUsbR+zQcRUVMYPojIIcsEYwoJUgv6fBARNYXhg4gcam52UzNmDyJyFsMHETnU3OymZkpO9kFETmL4ICKHzOHDUWdTgH0+iMh5DB9E5JC5w2lzFRsKBwswlxCRLYYPInLIUvOhdLy7YIdTovarpLIWizdl4EJptbeLAoDhg4iaYenz0Uy4cFQzYjNal4i84G/fHMR/fzuJP3y429tFAcDwQUTNsA61dbyco2YXABBMIERes+VUIQAgq7jKyyWRMXwQkUPu6nBqYvYgojoMH0TkkKXDaSuH2ppY80FEdRg+iMghk5M1H8F+Pg4fL66oxZxP9uJEntZtZSOijonhgzq8gvIaPLMiHccu8KDWFgwm54ba+vsoHT4+OmUDtpwqxPQ3t7mraETUQTF8UIeXsvoEvtidg+ve5kGtLZhsru3iiI+KuxOi9iqus7+3i2CHewvq8E7klXu7CJe1WqNJ/mkwOVxOreQ8H0TtlU9zw9U8rH2VhsgF2mq95XeD0fEBklrus13ZAJofotfedm5EZNXeTg24t6AO77zNjH39nvsNvx3N82JpLj8bTxQ4tVxzM6ASUfvwyfZMbxeB4YMuLzqDCX/5PM3bxbgi+bDZhajdqjEYLb+/uPKYF0siY/ggIoc6B6idWk7Nmg8i9zPUuuX6BNW1xuYX8iDuLYjIoduHdwcAXN2ri8PlWtLnw8jpTomal/49sO014OSvrV5Vezs5aF+lIaJ2x2CUg0LvqCCHy7UkfNTo29dZGFG7o6sAik7Lv1881OrVRYX6tXod7sTwQR3OmcIKPPh5Go6cL/N2UZpn6vijb8xDbDUqx5OI+aic7/Oha2bYLtEVb+cit66uUmdw6/pai+GjI7tCr5Vx/9JUrDmah9vf2+ntojimrwF2LwaO/+LtkrSKrq6jmqaZScRaMsMsr/NC5FntrbaR4aOjqigAtr8O5Oz2dkk8zjzfRI3e1L4v015wTK46zTvi7ZK0irXmw/HuIr0FNVEm9vkgalr1JfevkuGD3OLEKrkX9JlN3i6JV+Vpa7xdBAcujwOsuYlE3Uz4eGJqstPrbNfZoygDqCrxdinoSrb7vYb3tbIJt6reaBdvN8MwfHRU5ZxIC5BrPzqE9lxD0wxzzUdzveVD/R1f1daWsb1uj5JMIP07YM/73i4JkT1D60606je7vPiLd+f6YPjoiC6DToyuqt/MYk7vXYM03iiO88pyvV0Cl5mv7aLxcby7sB3t8uJN/Sy/3zgousGyH249i9Ssdli70IHfJ7pMaC82fr9wvdlEbzRBb7Tfd36zz7ufdYaPjubUb8DW/1r+NAmBkspaLxbIs+p/gcxViYFqBZKlHARC7g9SUlmLsio9Ptp2FgXeapqx3YnUVnqnDC1h0AHFZwCT/U5OpzfXfDge7WLbLLM/+xK+/vNofP/gGLw5azA+uGuY3bJLd2bhd+/tclPBm2HQAbWOr0tjYWqDdnGjvvlliMz0TXxWW1Fb2N46mwIMH22nNBfYlOL+Phnn9wPCWvPxaVoRhv5rHbKK2vDgdnodcPDrdlHjYjtFMABU1co1H4OVZ/H91YW4S7keAHDf0lQ89cNh/HvVcdz9yV6PlxMAkJdu/d3YAQJi+nfA4W+BHGsoEELgTGEFgOY7nNp2cenfLQRjenbG8PgwKBQSpvaLRNbLMxGkUdn9i0cmG9u5CNjxFqC3XgMINVqgsqjhDt3d4eP8fmDr/wEFx53/n9IcIHdvh26q85jz+5uuKWhMaS6Qsb59B0If98/HUVTR/vY/DB9t5cAX8s82Ho1yrlQ+q//l0IU2fJJ9wKUsQHuu7Z7DSbYJXqNSoFIn/x0v5cNHoYBGkr9kB3NLsfaY3C/mRF655wtan7KdNwuZjPKOGQAyt1nuTli4GsV1NWvNdTgts7m68L3jEhpdRl8vwHrkjMx8oDH3k7qUDexaDOz9EMg7bL9sK6q2G3XqN/nn0RVNL1M/ZBz4EsjYAOz7xL1lcYWuQr61RxcOyNs3bSlQcta5k6MDXwC5qfKsoe1V/WCkMAd218Oox2oZW4Dhoy3U35mUZAJG9/csNpoEVJC/cFJbXdPL9rVI3v+46Gw6mOoMJry48igA4FRhNVTt+cJmJpsdStZ24NA3bfKZcJmu4RwdpVX2Z0ul1Y7PFif36Yr4zv6YMyYOSkXj70VTzWZtxvaAVHhS/plrUxN2YnW95T1YPW2uHd32f3YHeAGBX49cxJo9hx38sweYjHKt0c5F7euzanZyjfX3Q98AW16xvsfNaa+1SiYjcPAr69/dbJorW1Hmogpdg/uu6d3V5fW5g/ePJpejs/WaWg4tAw5+4fanKazQQQV5Z3mpqo2qEW2/zApV08t5SP0z5Xyt/KUyQNnggGdXo19ZLE9R7MmzuKAI6++Gui9/dalcs1ByFsjcYr98eT5waq1980A9eWU1ePK7Q+6f3bWRHVv9YNA/OtjhKoJ8fbD5yUl44ab+TT5HkshGCKzvgT7vhNzPpD59tTw5W0krL/1t00SJCwfknyYH3xWTzUH2Ulbrnru5uRrMtaNGA3Bhv/z7+TRU1xpxMr8cJ/K0DQJgm8rZDRz7yRrYDDYHLEPTn8km1WjlZucaD85EfOTHph9zNUDpKuQmOk/Qnrf/u9dUwM3nVI9d2wsjE8Lwzuyh7l1xCzF8tIWcPQ3va0m7pJOOX9TCRzJABQM+3t7KnXRjasqAo8utf7eL8NF41aoAIDn6lu79QD7L3bmo9Qc0Z9luL/NBrdpmhEduvb4o+z8DzqcBx1c2ucopr2/Bd2nncP2i7e4rp8kEpH7c4O7yGvuddY8uga17nqPLMV25F/eq5DPWKYo0qE8sl/uZGOqdmWXvlCdnO7Ssdc9Zkd/wvkvZ1t/Detg/ZtvscvDr1j23TfNVs4SQb6fW2g1D9uRQ8poT65GRvhf6s3Xltt0WJhcO3Ed+kAPNkR/lz1htJRb+eBjzlx3wzuSArg5V3blIbqKrLpX/zt4l1064qd9Ihc6Aa1/fgud+OtLMPtY92+zRyUn49i9j4OvjuAN5W2P46KBqDEYcOlcKAAiB486mQgj86dNUvLSqheO6q4pdLJ2bFJ2Wd142OypzB9P6FDZfzGsV+xyv98wGAEBxhQ4v/3oCZwvbqDakzOYsxrzzbmrnUqO1LlOc0eQqK5qaGMiol8/Uc1OtO0lnVeTbH1wC5epY8+fLaSaj3MlW10Qfm3pV4v0VmdbaFXONlPm9dtckX7ZT2yuUDWt46nfu82Czi4DAumP52J5RhJIqveXgaLBpmqrU1R3g3HWwNhnlviTHfrK7+/SFYry39QxWpl9A6uaf5c+Q7WfC4EINjLmPTXkecPAL6Le+ibV7j2DFwQs4XyrXpBy7oHW9v1pTbc1NbCtjrQu1N7bMr+fsZjnA5rinH8XqwxdxuqACn+7KBhQ2c+VozBdybMfNya3A8OFJDjpEXaqsxej/bMAra04AAIyXcvDLosew4ZfGm2ve22Ktqg6RHISPGi327t2JDcfz8OG2TEt1/Ydbz2LAc78ht8TBEMRD39j/7WAHKITA57uz8dG2szAYXThb09fIO8S8I9bnSf9errbd/LL8hUfDs3Gz38daD3j9FFmOn0upBgA89cNhvLflDK55bUuTocZl9a9Cad6R254tRVjnwoC2+R1wQbn9mduJPJt+Gkd+kM/UM9YDqR81+v9F2irc8ua6hrVkFw/WK6t8AF7wvbXPwWf3jWy2fMjdI9fa7Pxfw8eaqPL+8cA5ZBRWwHRun1zzs+9jmAwGx00jLWF7thsQ3sg8Hjaf6UtZ1quIukP+UYcPX6rS4+jFMuzLLsHcr/Zj17Z1AOxnnqys0cmzGe95r2HtkCu0F+Tmvfxjlu9ZYbkOt7+93rJI+vkyoLLQPoi1coIrlJ1HrdFk+W7uOlOM+KdX4bq3t+GRrw9g5xkXmjX8O0NA4M0Np/DmhlPQm/c79Ya1CyHw4i/HMPP1tSg3hzm/UBhNovlmLdt9tiTZf46zdrS8zPWU1+ixaJP1M6cz6FFYocP3abk42Hm69XnlF9JwBdm75BpdIVBUocPsj3bj50bCnLlJeubAqFaX2V0YPmrK7A94TRFCHgKnr5arhBtrp25OaVaTDw351zrkaWvw7uYzOJ59Acs/fhln8i8hfc8GrDvWSNWxjYHSWfjAgJpavXwQt5X6IXQHf8DUutqAC6XVMOj1eGn1cZTrDJjw6ibr62tWI8tkbkXu4S24+Z2deHbFEfx71XHMWeLk0FbzWdjR5fKOOv+YfKa6+eWGX+xs+SzDsvOoZ2KvLgCAR69JavCYhHphKDgaMJmQfvwEAAEfGPD01w1HJbWqarh+R0Zz+79t+Cix+QzV37k3cgZue+E2JYxIeft/ct8RwL4pqYnq4C9enYuri77CWytT7R+o/9xVxajVmg8GAoDAVXXbF/oaYN8S+TtQX2MH24ITct+GjHV2dyts3pOVhy8g89BWoOw8Lp7PwahnlmHBd/tR6Y5AGGnT/6Q8X+7sa0sI63VmmmlmqdAZsOrwRXy5JxuF5Y0HASEEckuqIBp7D8y1ORWFQGWx3fwzoxTHcXyn3Nz2/X7rqLJVB3LwxfJfUFCQ17Lhuk2xrXnLl685lPLrcQTCWitQrTfKNXG2fZJKbZqqXFBcqcOH285iqOI0xiiO4snv7TvTLt6UgS92ZyPT2SkDTEagsgjbM4qw0yiH+G2n6z6zNs1Fh8+Vot9za7B55w700aXjcK588mVSB6Ln31dj8IvrsK+Jye5WHr6ArftthstLCvvRUZ3iWt308u+Vx5FbYt32lypr8eWebJy4BPz+82aCsBDySdnFQ4D2Al5bexI7Morx6NcH7BYzGK3XwHru+r6tKq87XfHhw7DzHRxa9zkK961w/EEqOCYPgdv+JnB2i9xOXZSBNennMe+r/dbqcNuDTsIE+3Uc+kauvjSZHB7sL5zaj3Ol1g/knz+zNiNkV6nx44FzuCSCsM8kX0sjXpGHuaoV2PPT+3L7pK4cQgik/Hoc6dmFuFBWjT6KHHSCFshPx/YlC9FfOgtlXWdVCAEc+FxuXzeXy4kDr7GiGAe3rcIP3y7FkVxrE82OjGL86dN9SFnteGepzTsDoc2TD1C19arqM7eiRm+0PwCdWI3iRserC0h1ZwcKScLV5gNlnb5SNgwmEw6fK8WB3Ety08SWV3CnaiMmK/bjHuUa9Dj9sdxkcGI1YKjFppMFGPTCWvyaXtdXR3sBKD6DfVklePjLNEvv8fSsixj79KeY8eZW+7ASXO8Mo0Cu0bI7o9fXWJso6ncybWReENux+gOlsxiiOA3TwSb6RFzKBopOY8PxfOw6U4zCMutOPUk6ByEEjp27hLf/PR/HDtmHxbJqPV575RkAAncp1+HRMJs5J3L3yNXPZ+t1lgWArn1sVlLX5HR0uTyq48JBu0X9oINRWHc/F8vkA/E3+3KhhgE+MOLDbWcbf211zhZWYPvpIuSWVDV+oTqTESg4Yf++XMqGsAnR+7JLMOD537B7byNV6F3sr1XT/7nfMPer/Xh2+WFMf3Nro2X6fHc2Jry6CZ9uO9XwwZO/yrUXqR/h/Nq3sOao/SUSJDS82q9u7xIUVeqw4sD5RkckOa3snPyZqPueZBVX4suli3E84wz81UrEKeqd4JxeCxRaX0NJXhbWfrAQl1a9YFerV6M34pZ3diD+6VUY/8pGu+HWtj7fbQ0voxTHoYH953tHRjGeWXEE0/9vLXDkB1y6mIWbFu/AllOFjb+ecvl7mVlYiaMiHp8YpuPw+VKUVtfiqZT/Q/zTq7DijXk4+c0zSNCfxY3KnYhT5ENRVwNw0qbW8Pb3dqHa3PyXswdI/x5vrzuOeV8dwP4Vb9rPLWTbHKhQyceDDGutkbPKqvTIKqrE6iP2fQHPFsjlEpBQazDhdH45TKJes4vJKB9DNr9sc58B5y5Z9yG2NTr55TqYBOCjlBAe2H6G/Hu/B6E3nUvD/uwS7DxTBM2ZlXioUzCQOLnxZW1ChYAABCClf4cv1wHbTAMRHqjB89f3tq9ujxzYsNNZcQaQvUNO0cPuBRQN81/q5l/gW+/zNvuj3ag1mDAgNxPBUhV+M05CuFSGScldselkAQDgwKE0jJuUCFXBCaRLSXh/y1n4qaw7lTmqtTi2Uf59irIYg8UZfGG8FjXlxfA1HyyMekClbnxHJ0Td2ZcEdO2NqS/9gBuU8nNPVexDskKu0j5iSsD648Ow/jjw2NRe0KhsOjaVZAKnfsPii0n4ce8Z3BOcg7tGx1lqNqxPJfB1ag6qao24b1wC/HyUwMVD+HyftY1eggkjpZPwkezPkIfEdMIP44bh6Y9+Qo7oijCpHP/bZO1HkRAeYJncaoDCpsbA3NHTNwT3LikFAMz/cjem36lDbUEG1CoFXl+nxE5Tf6xOz0PWS1Ox4aO/4/cq4GBBLn7Y3wMXS6sRFaLG7eVNdDA26mEUArUGEzIKKtAray80yZORX1KCwvNl6BsdDIUkAbVVOJinw82L5RqgjJdmIN/mTDlYkpvLTuaXI+WTvfhjdR6GxXWCRqWEzmBE4Zr3oFYp8GjaEFRDg5mh2ehpU4xdRzJwbMWrMOkMWHusDGEBakQG+1rW6SfpMF/1AwDgnv5hckjyDW68xgOwjuIx02kBfVjjywLoI2VDKVlrP/x8FJYmQH9JB380X81/zWvWAHTLkG54Y9ZgrDp8EaGKaoxTHgXyjuDcpSp8v/8cVAoFhsaG4sh5Lar0BgyL7YQJSV3wxfbT+LNiG3b/DIye3Mv+CRTy5zarqBKb675jExSHMVA6i68rr8H769PxQM9SSFGD5G0D4J8/ybU/b605jDnThH0n6OAoQHsBQgh8l9Zwamu90QRtvYN3qCT3hanSG3H+4Hp069pXbj5qiq5CrrFIuBrQyB2EDfpafPf+S+gTGYTB1z8IAFhxUP6+f/zDLzhU6oeZyhN2q9mTWYxRCXKzhgQJG3bsxvnSauTm++B+/9VARH9AocSsD3bjUG4pAODcpWp8tjML1w2Mwjc7TuCvvgb4q5X4oJEQGSmVIFtENrj/PuUa7NoThD2ZK3HIcDvmfLIXWS/PxD+WpyOjoAKf3zsM6poiQJLfm8gQX1RqrfuEpTuzEAVgkJSBrGI5cF+tOGj3uvZkFuOC6AwgHioYEIpKTHtzK7YumASc2YjjeVqcTD8EHwwHAFTUGOAbqJQP+pogCCGgNwmozbXfualA4pSG74UQclNeYASg9rd7aNCLaxsuD+DJb/bjdypYwtm1b2zFF72LMT4uUF5fbRWQ+iHgG2r/jzVluLXscwxTVWKFcRxeWXMSKbcOAABcLKlAEKqQEKxEEyPgveKKCx+7zxZDo1JgSGcTcHotzhTIX26dwSSPPkicjPXH8rHlVCEKymvQuSgNL9462NLhSqmQ8OXuHBRV6jC2ZziGKYqggMDnO414fHxnBNk+mY8/MOExYNvr1vvOpVqHbZVfBEK64XS+/Vm/r9TwrHdHhlyzMKDuOC4goRSBGNQ91BI+AODXI3nwKzuEl85WWms2mhAuyVWQ36dm4Y/mDHQuFYgfB8POxTAYTPD1UeJiWTWOXtBiZFwugrPXoUZvxPBtQ3CXIs2yLnPwAOSOhKmmZJQhEAVaHTQqBbrWHdjMoxf0aV/AD0NRXKnDTwfPIzkyCMF+Plh1+CIm9e6KSp3BchZVUlmLbqHyDiavuBS3KPage3wi7h0aht27curGq9v33B5Wsgrfjc/DMztyoYX9F7/aAHyzt2E1clWtAf5qlU2bscBDqp/x1nfWZUYqgJ2m/lDCiPM//8ty/2DFGTzxnRw8JykOYOiQapwtrIQutCeGBxSh1C8GyQBKyivx2UZrdWpm0XKEKwdi7w/fy5u/tBph/j7o4/szbv5J7vgZinJMemYpcoV16O4QhbyO347mYY/hPIaqtDh2sWFg9Edf9JOy0LPC2iTSQ3ERad+m2I2qWJaag/l33oiy7PQG7e+hfmq5ZsY3GPDxtTbtFZ0GOifKZ9O737V/YmOtwzbxGf4nYNtysS3D+pxq6OFT99nderoQypgijEsMx/82nsb/rT2FZ2b2wemTRzFOcRS7TP1ggoQNB05iff9IzP1qP+arvseIiYlQKxWWJgyDyYS9NtXrm7JrMSFJrjU0MwkhBz8zYYK2Ro+J/7fZctcwhVwbMF6RjurNa5FRHIUg3/UITxwGlb4SNyiP4hfjaGigx5HzWnTvHAh1zHAEFB6Qz6pz9tidodqq0huxdFdWk9vsu7Rc/B5vI+qm5/G3ZWnQqDV4cmIUwtPr+vgM/L1cIwsAFw8DkxbCYDRhwnPfYZaiBvnaGkTt+hpf77IG8XNlesxUHmrwXLvOFiOzqBJ52hqMTwy3dBC1NHtueRWmcX+zBA+z19adwrLUXIzQrsOHijxM6xvZ6KXcb1FuxwbjUExW7scywyTkoTMAQCPVYk+mvK9TwAQTFBBC4Js9Z3G/8lec+GYF4joHIFMRg1hDLXZfsK472xRhqcEZobB2blZLTTffzVH+hiCpGmsvDYdOPwEayN+pJAWQpJBrmPO0NXKNgTDCVFuNt+u+v38YGYuuQb4wCgElgLJKHRa8lIL+vZMxYNRkJFbsQ3dt3bYNjgZiRqIyJAkv/NKwefIO5UZEStbPp22Zt58uksMHhNxUW1vV8HIBJ1Yhu0Teb92s3IE390YhPFCNu0bHoTx9Je5XbUU3pR+w+STQ90b7/mZeckWFjx/SzuHxugPEibsl+ALIt+nEd/RCGf77v1WovXAE1UKDcvihj3I3/vehtT/AtX0iUFQp7zXNO+khitMYojiNrxb9jOn9I9ElUAOlQkKNTsBHpYR/7CggZw8ullXj0NH9GNezM4J8fZD+yyIcMMThg5O+ALrgHuVvljMdW7OUm/C98SoYoYRUV2UsIKFUyGc2vboG4VSBHGDOFFYAhTugNyoxUtFElaUNHxjwxfpU/OFaAb3RhJU/fIUFhcV4RNWwvfHIJ4uR1DUQtQaB+00/QJKabpq5V7UGJqHA2sUrUK4zIG/wfDw3LQ62Ywui6r5smcWVyCy2NgusPGztMCWEhLyyGnQL9cO5S1X4g3IDQqRK3BKmQlh5Ia7rX695Q+kj195UFCDQV4XERjqffrO34X0ALGdoqSYJwACMUTQ+Omi+Sg4K36XZ3z9GcRRppl4YKJ3Fz4fkbXPoXBlOK3KQbdLBtyIdtftWIsamsutsUSW2LXkV3eqOeeZOpDvPbsU0RSz6KHIsy2439sc+0RtDJPv35iHVz42WEwACpGoMUNifeXaTimBs5K1bnK5AbnoZIm2Ov3eMiJV/qa0ADKH2fYrSvwcGzWo4XBWQ+zUUNt3sNqB7aJOdDBUQlj4h+3Mu4c2P9mD3wsn4v7WnAAgsWpWKe1VrEKUA1DCgm1SEcKkMH3yRizEK+f/Ka/QI0DS9ezto6omvU+2bRt7eeBo3DIxGz8hQuWOhMGH8S2sQjGpoEQA1rLUSPRRyzdYqc7Ncag5Gxoehp1SCntIFSBDYcCIfhUKHXLEfQxWn8eBVPXGqoBwbTxTYPW+RCLGcCADA54ZrMVxx0u69NztdUAHVyhcQfywHW40D8cXBwxid0Bll1XoMKf8Myw+ch95owqwRsehyKRuv7a7EBMnaB8A2eADAaMUx1AoV1JIBwb4+0NZYX2NeXU3b9gz79+nLPdkorNChX9ESALGW+3+n3IwaoUatVmUJdb8da/rq25OV8twmd6g2YZtxAM4L+xqdIFShDIH482dp6CdlwU/SYaPlREuusTTBOvz7jIhGHOTwESg5Htli/ogH1S03VbkP2en9kFSvX1snqRzrj5djX1YJ7ul+EXv3Wmv+Np4oQKBGhYzCCnTVb8OaLdswVJEN46ls3HssEH9V/YhxPcMxIj4MGRknsXL5ZrxpuA2AhH5SFsYr0rHL1BfnRbhd8KhPQJKDsRA4evwoMg6ex5S+EQhQWz/f9fsgPaj8GambE7FoYx/MV8lNhJYJ/o79LJ80qLzbBCMJrwy4bppWq0VISAjKysoQHOx4UqOWKK2qxeAX1wEQUMOAh1U/Nfs/jfnFOAZa4Y/Zqg0Ol6sVKrxjvBkAcOZf10K7NgWf1p3VdA5QIyrED0cuWHc4qaZku7QOAFcldcHW03KAyDRF4ifTOPxZuQoBUg2+NExGv+ReWDrkDGoKzuC9rS50gAVQLvyggQFqybrTWWscjqlKuZ/Jb8YRuFpxqNHamJb4wnAt/qiSOx3W38k5ss44HKUiAJ8PO23Xi/vhujNbO4PvbNBpcOnOLJRWy2U/aYqxq6Fpyk5jPxwSPR0e1J21y9gPY5Tymc5K42hcr2zddPvfG6/CV8PP4scDzk11v8k4GD2lC4hVyDvtiCBfu8ANACdMsZAg8JtpBHpIFyxlHB4XhvGJdQeE5Blyn4XWUChRrauFtlqPiGBfLNp4GkYhsNvUF6Ntgl6eCGuwM87q/RecP7oDIxQn7T6rzvrROAG3Kq3NQluNA3GVsvEZRLvE9sF13aqx+WQhjhcb4C/psNfUGyMVJxpd3pEzpmhcQhCG1/tum/3l6iSc6v0wbl68DdMU+1AsgpEqeuMv3bPgl2ft61UtNPCT5APMoO6hTg2D/t2wGLyUKtBL4dxnZf7kXvjH2T7oktmyfeOXhskYrzjSsN9IPWN6dEZ1rRF6ozwyw0+txKTkrliys/F5d342jkWl8MWdqo0O1/um4XYAgAoGzFOtcKrMeSIM64zD8H7vAw3ClbtFh/jhQpkccs6LcJw2dcdE5UG7ZX4/LAbf2jTF7TX1xk6T3Fn6L8pfEKzS49YxffHNdrmTsFqpwNDYTtid6Xg6hA8M1+MBldycHOavxt1j4uUHEq6SZ0/18XXDK7RqyfH7iulwmlNSBSWMuFu5tkHw+MQw3en1XBCdUYhO+NQwtcll9puS8IlxhuXvns+uw9Bt1tnkiitr7YIHIFcT3jKkG8b2lHf2Q/r1wdDYTugWItcVJCjyMF/1AwIk64Hjoat7AoPvhG/yZAyL7eSw3H8c3xt9o+QPw82Du+HRa5Jw46BoBEnVDXbm5uABAMdFHGrhg8aE+avl9QyMRp/IYMyc2vR2vM7moOts8LgoOuOoiMN5dMEb9h24GwYPAOgU3+Cue8bG49Yh3TGwWwj6j5ho91hMJ3/MnZhoadIxG6s8agkeykbmElDUu+/6AY0PX9MLFcoQYF3OZht8Z7i6wfJ5ouk+Ema3K7ciNswftwzp1ujjR0z211SZpDxoCR4AcMfIGLvHVxlHY41pJH41jYIJCmSIbjAKBeI7B2B0D5vytDZ4AED34fAb8UdE1DXBXT8oGp8ZpmK3qS/2mKydVR8ZHtDgX+NPvI9xyiONBo8+kY53cosMtyBHRCDN1AuzR8XhePzdDc6ybTu/7skqw6e7spBdUgn/ugO+OXhM7xeJq5LsOzQ7ooYBQWh8OPvNg7vB76pHMLB7CAQUWGMaiVTRG/Gd/fH0LWNxw8Bo3DEiFt3GzsKHxpmW/3N2/pXv0nKdDh5/Gt8DGPwH/Pu+mxDi1/j3XQip0X3lbNUG/HOcH/x9GtY06YQ8rP2mQd0wKqEzJiZ3xbV9I3DnyFjcPLgbQvx8cPfoOAyPC8O9Y+0/uzcqdzYbPADAz0eJpfeOgAEqS23w/Mm97MrTIzwQt/1tEX5/z2PwUSoQKZXgo74HMTyu+e9ca5mDByDXOtYPHlEhfogO9cMMm1rc2ycMtuzjVDBCbzRZggcA1BpNTQaPflHW74M5eADA9P42fWwytwKH602l4GFXTLNL74gg3KrchjDJvn/FeuNQaBHYoOqze6gfzpVWo1fXIGQWV2JITCj2ZpWgGvKO8xKCcO0116KbPhsqYcBH261V26mmZNTAvkpLNJPzuoX6IS4sAHFhARjZoysw9hFg+xv43fAY6I0mmIRAgVaH43lajErojBv7T0SPWLmdFMHRGJsYjrQc63TOfxgZi7AANXaeKUZlr1sRPqIPpmo+wNS+kUBdM1CP8EColQrUNjEvh3mHHCJVNjq33uzRcVBIEnqMvQU9QuOAwC6YM+wWfPfZ/zA2uADrj1vPhOpvd0CuASqurEWaqZelLd1sc+T9WHrfSHzzolxbclGEoSfkmo9Zw+0PoOh3i2ViLDsDbgfSv0dsmD9iw/xxzVUT8J1ah/O75HbxW4d0gyRJGJcYjrG7R+JR5XIobDpBBmpU+NP4Hnjx3GB8lwF8MuAoRnTW49C5Uks/G8PYvyHRbxWuSjJYaqmm9o1EoEaFRYabYTzY+IRn21PmIPuHDEvHvzlj4pGmHoHUzT9bznDNru0TgcPnyjAkNhRJEXKvou6d/PG54VrcpbIfwrrT1A9ZIgLXK3ejk78a1/Tuit1nihHqr8b44YMhVV3EvEmJeGNjFlYYx+E8umDD41djsqXzpoS9sX/C48NPOTX3iFNiR8kdVmPHyJN6jXsUUGqQoFRh181GpKw+gaFxQzA1/xOolBJUCgX+PL4HPtzesKPidf2j0K2TH4SQ58MID9JAAnA8r2F/FwDIMHWDEUp0DdLgpul3ocuw7nhPCCQsXG2pYVEpFPhZPxo3KuUqdWO976paqcCdI2OhUkoI0sgH5ohgX0un0VqhwkXR2XLm/9drkrDxZAHSz5fhiIjHvZ0Oo37xLnUdjdjrfg9ogiAB2PLkRCzZkYU/X9VDDsNCoOewS0BYD0z364bfCg8CDkZeXhJB6NTId8ysR3gA+kWH4Je6Js3JIweju7IUSoWEYN+6sBESA0mSMOdvryBv7Rv4dl8uDvgMhVpXgmQpF8e6XAdtnga/GMfgBqW1g/j4xHB08lfjvvHxlo7d1w+MxsrDF6CRahER5IuE8LpA2bW3deRXnbAADcYnyvvL+ZN74WxhBYxCIDLYFx/vcDwb8aj4MMz/03SU1F38cJVxNBYlyWcqd4xNxNKtJzGlTwT69h0AdA4EqnWYOzHRbh2zR8bhS5s+YCuM4zAh9BL+OawWizc3PuHf+4br8RebA7utxC6ByLCZuPC0qTuSGgmB1/aJQKcANboGya89OSII3UP9oFYp4NNDg1tnTMRflx2AzxHnhpzvMvbDc6OAviF69O8WgvXH86E3ykPJu4SFoMt1/7C/oJ67vt8uumKaXVCeh/Pr34FOb0RUqB++3ZeLS1W1WGy4GY9e2xezKr/A9owiTEruik5dooHkGTClfSaf5Y6ZCyFMuO/LdGzK0GLB9GTcNy7BOj3t0eWoOncEu84Wo1dEEBYUzUSInw98fRRYcdD6Bv9RuQ4TuwE/nwtAkFSFLlIpALla7nfDu8s94/1CgaF3y8O4bDuq1jdpof3fxWew8RyQeuAAnow9ZX92fvVTcqfAzC2AOhDoPly+EqT2IgQE0rIv4fjFchTX9WXpFuqH6wZEQTH8Hqg7dYdyy8vQG02oNZhw7eZY/F61GSG+PvKVS/06AaMftC+LyQTUVmDlqQqotryM4fFhCPX3wZHzWmw+ZT0LnzsxET4hkcDw+2A8fwBKvxC5M25EP2tPfaMJif/4FZ2gxRzVWtw7NgEhUT3lOVca2xabUqy/j3sU2PG2/LskAROfBgDUrn8JSoUk12r4dwZG3I+dZy8h8dgiaFRKLNmZiYhgX9w2tLt89lFvW4szm/H2qlScDb8Gb/1hmDx/xL5PkFlcCaUkITbM31Kuc8f3IPLCemQXV+GXwxdwda8uSLzxSQSFdpHn/tj9ns37tECeR6DuglkllTr4qVXwm/qM/euqk9FvHu58Zwv8dfn4y02TEeKnxm/H8nHHyBiMjVY17AQa2R/oPhLQV0LrH4OdGUUYmdAZYQHquvkpqtG9k588HLG2Sh5e7hsi9+2w1WOiPD/OhXrVUUofuS3Zdj6K3jOBqIENyt6o7W/aDTk2CYGDuaWWUAcAf52c1OQ0+mnZJSiqqEVJjcDfi67FL7PCsbM4AJMH9UDPelPDH8otRfqXTyNIo8J1A6KQkXgPYk9+gg+3ncVxUxz6KOSDUWwnf9w6tLv9E131JLD1v5Yhu6UjHsOerEt468vl+HJcAcICbE48Ji0E0r9Hbf5JrDmSByEEbhwcDWnS353bJjaycnOw4v3nLH/fOzYBKoWE/dpAfFI5DjWnN2O4dBI3/PFRrP7yTctytw3pjpjrFwAmA9KXv4oLpnBMve1+SJVFQHpdb2pNoHzCY2b+vCVPR22XgaiurkRIcDAqdQYcOH4aF9YtwoWyakzvF4netjVP8eOBopNynx//zjApNVCU1+0DowYBva+rmyvmY3l+mZDYhjP6jn7Q7nthHnFjEgJD1vZEGQKQ8QcdlEUnIQ24zTIk+uVfT2DrqUJ8cf9IhAVq5NEpW16VV9JrqtzMkJfe5OULLpRV48bdvVGEEPzrpn64a1AwsOd9XCirxn/31uKc6IKAiJ7o3ysRc6f0Qd9/rsZfVT9ifGI4fH2U6B0ZBCEAn7oai0qdAavTL+LJ4pmIRhHWTsyBWqWw1tpe9QSw/1N5W9XX/1bL68r49h92/eAm947AhhMNm7jmv/CB/B3U1wDb37B/sHMiMPB38mionYvk+yQFMPGpRreFq1py/L5ywkdNGbDrHevf/W6GKTQB2Voj4jv7Q7IdM93nBuvkREI0f8lYowHY+l/5d5sPTaNlyEtHTZcBKNGrEZ2/2X7+g05xwKA75ecTwjqOe8hseY4RQD5z6HmNfFBozLk0eYy+rfpBxVZlMXDoa6DnJGhz06EuybCGKvP/5ewBzmwExj6CzHIJ5b++iAHdQ+SDwLB7Gs5pYauRgya6jwBiRso7gujBgLphNXt9NXojNEoJkk4rBzTzes07FbPMrfIoi5iR8kHSvPNRqYEJj8u/73lfHq8fN0ZexuzEautQ6eAo+T2IHgxED2m2fADkWUbNcyOEJ8k1L5nbGk5sZft+6MrlEBJq7biHS1mAf7hcS1A33NPyHjS1nsYc+EKeY8Ns3KNObesGyvPkicUAIOlaObyaTEBVEeAXZv3sm4OG7fOOfkh+v5xRWSxf26ZTvHyBrfKL8oiTvLMwmQRC/H2swWPsPHkq6uO/yCMARj4gz1xbftE6Aqc5tp/NSQuBzK2oNQrougzAhV//D9tOF2LOmHjLwQSAPHpNpbH+b2is/P0E5INd+nfWCd/MnwFdBXB+HxDQRR6q3PMaoLPtwGfnCVE3p82ZTfKlBwB5fpV+N9stZzCaUHF8A0IL9wEDfgeEJzZcGSDvu6qK5ZpD222W+pF8UBwz1zKM2KYQ9nNMmJlfb2URcG4fEDdW/rxlbZc/Q71nWk4qLApOWK8fFdFX7rwcOcD+velxtTxPSde+9pPGOcO8nqF3AyHd7AOJrf63ApogmAKjUFCuQ2SIr/W1GmuxPbMcARolhtg0b+sMRlRV1aBTxWm53BX5QHA3+TN4+FvAPwwY9Rfrc9i+Zz2vkWsES3Plz0yPq4GMjdaZkCc+bX0/NqXAYDIhs6gScTGxUOusNdzakCRkHU1F3+hgqCb/o+HrNosZYR0ObH4ssr98rHOjlhy/r5hmlwYH6659oACQ0NiQeaVNm6czOzGlSt7JSlLTocBchvjx8AUQDQA+I6zho8/18pfO9nnrztQhSc0faMxs5w3pkmy/zsYEdJZ35ACCOyXIB9Cyc/LQMLPYUfINQIIGwOAR8jDLfjc7Dh6A/KUvOAaExMjXKgix6asQP8651wRYA5H5QNb/VvlLHl3vyoxx4+WDT2Ck/bYIsinnsHvkmpP6ozR6TZMPnkFR1oN+S/S71XoVVfP/B0bYLxNRb4ZBTZDNNRzqNNJ3BbGj5EC15z15Tg1Hcz2Y+YdbQ4CkcC14APavwa9u56tQWJu6hvxRrsI1f9YG/E6u/fANcT54APJnsVddX6ou1jk3gk+tlUOJWc9rrNts4O/s16FpOMNtk9T+9kMWE66CGoAaQPId/0GyySR/xiry5M9TYFf7fQNgHxoVSmDQHdadu6ruAKYJtIbcVg5xNE+mZ7dfqn9AB6BSKhDa/1pATHG8D1Oq7K++bDbkLnm4dP3Ppvm5fUMaXq3WPEdSQDiQbNM3pEfD/k0WXZLlIcKBEY2+DgDy9yFubNPrcCRxijznjHl/plDKr9lokE/2OifJrzO8FyBJUADW4AHIr1WlwfikhiNDNColNMEBQPBg+Q5zSOvcUz4eaOodfHtOkoNyRaH1BDU0Bhj/N/l5ArrIk/clXWv/no34E1SpHyGpaxAQ2BmwCR/B3ftjYNlp+TU1RRMIxIy2/p0wQT7uJDh4XzzgygkfLeHj3/wy9bVkJ2sWEC5/8apL5Ul76nMm+NQX0R8oygA697CvEXCG2t96IHF0cOt3i3y27t+5+XWGdLMPHO7SJbnxGiaFwj449bsFyN0tj9YwU2nks7QG/6sEQro3vN9ZkmSZ/MgiPEkuQ22F3KQQ48Q1Uhytf+AseS4WZ9Yj2YSv+gfNlj6vWWOhLDRGvpmpNHKNkbskXSufEQZFyGHTle9FYwK6ArVZTT+uUDT9+R00S67lih3d8DGzxg7c7uJnPQNHp4Sml3N1W6k0jodiJk2Vz9jjxgIxo+RlXXkuSWq8FqjbUOC8PBS3VVfTjhnR8L7BfwQu7LebiM3tmjoeDJ0jz3Jr+7zm7RYaCwy9q+H/BNp2cK7XUNElWa5tqn+SYxY9GOg13f69iR8PxI1z3/fIRVdm+Ggs6feeKV/AqWvv1h2AWsrF6tcmKX0ang22hCQ1HxYUSufOvNuDrr3lm7dIknuf3z9MrqFx6rltwoftwcoVAeFySA6KbnZRt5Mkua9AW6zXVWE9Gp/fBJBrOQqPywflthIxQJ7CXh3g/n2IM8ITgfHzG14V2F38bEah2H6O3SE4Cgie2fxybUHp07oTAVsJE+TPcGMnUoNmyc3aPSY2/jn3cvAArrTw0W2YXH3bY1LDx6IGOt8xjqgjsN3BNHXZAGcNv1++YJe7dpztQc/JQMXXrlfpNyVujHxrSwpF2wSylmir4AHITSJm7g4fHZ25T2Ckg+OVo3DcTlxZ4SPpWjkttuWXhqi9sA0fITFNL+cMhQKX3bRAgV3kER7t4CyQ6gnoUtfhWtXwOiZXunF/lUcK1e8I3MFcWeFDkhg86MoRbNN8xgNs47hd2idJkg+y5t/JysfvsjiOXVnhg+hKEt5LvohUYMOrhxK1ewwdDbWvmTFaheGD6HIlSe3i6pVE5Ca2Q7s7OIYPIiKi9mzUX+TJB6MGebskbtNmPcgWL16M+Ph4+Pr6YtSoUdi7d29bPRUREdHlyz9MnvvElckP26k2CR/ffPMNHnvsMTz33HPYv38/Bg0ahGnTpqGgoKD5fyYiIqLLWpuEj9dffx1//vOfce+996Jv375477334O/vj08++aQtno6IiIg6ELeHj9raWqSlpWHKlCnWJ1EoMGXKFOzatavB8jqdDlqt1u5GREREly+3h4+ioiIYjUZERNhPYR4REYG8vLwGy6ekpCAkJMRyi4lp5WRIRERE1K55fcrChQsXoqyszHLLzc1t/p+IiIiow3L7UNvw8HAolUrk5+fb3Z+fn4/IyIaTHWk0Gmg0Dq6eSERERJcVt9d8qNVqDBs2DBs2bLDcZzKZsGHDBowZ08YXWyIiIqJ2r00mGXvssccwZ84cDB8+HCNHjsSbb76JyspK3HvvvW3xdERERNSBtEn4mDVrFgoLC/HPf/4TeXl5GDx4MNasWdOgEyoRERFdeSQh2teVarRaLUJCQlBWVobg4I59yWAiIqIrRUuO314f7UJERERXFoYPIiIi8iiGDyIiIvKoNulw2hrmLiicZp2IiKjjMB+3nelK2u7CR3l5OQBwmnUiIqIOqLy8HCEhIQ6XaXejXUwmEy5cuICgoCBIkuTWdWu1WsTExCA3N5cjadoQt7NncDt7Brez53Bbe0ZbbWchBMrLyxEdHQ2FwnGvjnZX86FQKNC9e/c2fY7g4GB+sD2A29kzuJ09g9vZc7itPaMttnNzNR5m7HBKREREHsXwQURERB51RYUPjUaD5557jlfRbWPczp7B7ewZ3M6ew23tGe1hO7e7DqdERER0ebuiaj6IiIjI+xg+iIiIyKMYPoiIiMijGD6IiIjIo66Y8LF48WLEx8fD19cXo0aNwt69e71dpHZt69atuOGGGxAdHQ1JkrBixQq7x4UQ+Oc//4moqCj4+flhypQpOH36tN0yJSUlmD17NoKDgxEaGor7778fFRUVdsscPnwYEyZMgK+vL2JiYvDqq6+29UtrV1JSUjBixAgEBQWha9euuPnmm3Hy5Em7ZWpqajB37lx07twZgYGBuO2225Cfn2+3TE5ODmbOnAl/f3907doVTz75JAwGg90ymzdvxtChQ6HRaJCYmIilS5e29ctrN959910MHDjQMqnSmDFj8Ouvv1oe5zZuGy+//DIkScL8+fMt93Fbt97zzz8PSZLsbr1797Y83iG2sbgCLFu2TKjVavHJJ5+Io0ePij//+c8iNDRU5Ofne7to7dbq1avFP/7xD/Hjjz8KAGL58uV2j7/88ssiJCRErFixQhw6dEjceOONIiEhQVRXV1uWmT59uhg0aJDYvXu32LZtm0hMTBR33nmn5fGysjIREREhZs+eLY4cOSK+/vpr4efnJ95//31PvUyvmzZtmliyZIk4cuSIOHjwoLjuuutEbGysqKiosCzz4IMPipiYGLFhwwaxb98+MXr0aDF27FjL4waDQfTv319MmTJFHDhwQKxevVqEh4eLhQsXWpY5e/as8Pf3F4899pg4duyYWLRokVAqlWLNmjUefb3e8vPPP4tVq1aJU6dOiZMnT4q///3vwsfHRxw5ckQIwW3cFvbu3Svi4+PFwIEDxV//+lfL/dzWrffcc8+Jfv36iYsXL1puhYWFlsc7wja+IsLHyJEjxdy5cy1/G41GER0dLVJSUrxYqo6jfvgwmUwiMjJS/Pe//7XcV1paKjQajfj666+FEEIcO3ZMABCpqamWZX799VchSZI4f/68EEKId955R3Tq1EnodDrLMk899ZRITk5u41fUfhUUFAgAYsuWLUIIebv6+PiI7777zrLM8ePHBQCxa9cuIYQcFBUKhcjLy7Ms8+6774rg4GDLtl2wYIHo16+f3XPNmjVLTJs2ra1fUrvVqVMn8dFHH3Ebt4Hy8nKRlJQk1q1bJ66++mpL+OC2do/nnntODBo0qNHHOso2vuybXWpra5GWloYpU6ZY7lMoFJgyZQp27drlxZJ1XJmZmcjLy7PbpiEhIRg1apRlm+7atQuhoaEYPny4ZZkpU6ZAoVBgz549lmWuuuoqqNVqyzLTpk3DyZMncenSJQ+9mvalrKwMABAWFgYASEtLg16vt9vWvXv3RmxsrN22HjBgACIiIizLTJs2DVqtFkePHrUsY7sO8zJX4nfAaDRi2bJlqKysxJgxY7iN28DcuXMxc+bMBtuD29p9Tp8+jejoaPTo0QOzZ89GTk4OgI6zjS/78FFUVASj0Wi3kQEgIiICeXl5XipVx2bebo62aV5eHrp27Wr3uEqlQlhYmN0yja3D9jmuJCaTCfPnz8e4cePQv39/APJ2UKvVCA0NtVu2/rZubjs2tYxWq0V1dXVbvJx2Jz09HYGBgdBoNHjwwQexfPly9O3bl9vYzZYtW4b9+/cjJSWlwWPc1u4xatQoLF26FGvWrMG7776LzMxMTJgwAeXl5R1mG7e7q9oSXanmzp2LI0eOYPv27d4uymUpOTkZBw8eRFlZGb7//nvMmTMHW7Zs8XaxLiu5ubn461//inXr1sHX19fbxblszZgxw/L7wIEDMWrUKMTFxeHbb7+Fn5+fF0vmvMu+5iM8PBxKpbJBT9/8/HxERkZ6qVQdm3m7OdqmkZGRKCgosHvcYDCgpKTEbpnG1mH7HFeKefPmYeXKldi0aRO6d+9uuT8yMhK1tbUoLS21W77+tm5uOza1THBwcIfZWbWWWq1GYmIihg0bhpSUFAwaNAhvvfUWt7EbpaWloaCgAEOHDoVKpYJKpcKWLVvw9ttvQ6VSISIigtu6DYSGhqJXr17IyMjoMJ/nyz58qNVqDBs2DBs2bLDcZzKZsGHDBowZM8aLJeu4EhISEBkZabdNtVot9uzZY9mmY8aMQWlpKdLS0izLbNy4ESaTCaNGjbIss3XrVuj1essy69atQ3JyMjp16uShV+NdQgjMmzcPy5cvx8aNG5GQkGD3+LBhw+Dj42O3rU+ePImcnBy7bZ2enm4X9tatW4fg4GD07dvXsoztOszLXMnfAZPJBJ1Ox23sRpMnT0Z6ejoOHjxouQ0fPhyzZ8+2/M5t7X4VFRU4c+YMoqKiOs7n2S3dVtu5ZcuWCY1GI5YuXSqOHTsmHnjgAREaGmrX05fslZeXiwMHDogDBw4IAOL1118XBw4cENnZ2UIIeahtaGio+Omnn8Thw4fFTTfd1OhQ2yFDhog9e/aI7du3i6SkJLuhtqWlpSIiIkLcdddd4siRI2LZsmXC39//ihpq+9BDD4mQkBCxefNmu2FzVVVVlmUefPBBERsbKzZu3Cj27dsnxowZI8aMGWN53DxsburUqeLgwYNizZo1okuXLo0Om3vyySfF8ePHxeLFi6+ooYlPP/202LJli8jMzBSHDx8WTz/9tJAkSaxdu1YIwW3clmxHuwjBbe0Ojz/+uNi8ebPIzMwUO3bsEFOmTBHh4eGioKBACNExtvEVET6EEGLRokUiNjZWqNVqMXLkSLF7925vF6ld27RpkwDQ4DZnzhwhhDzc9tlnnxURERFCo9GIyZMni5MnT9qto7i4WNx5550iMDBQBAcHi3vvvVeUl5fbLXPo0CExfvx4odFoRLdu3cTLL7/sqZfYLjS2jQGIJUuWWJaprq4WDz/8sOjUqZPw9/cXt9xyi7h48aLderKyssSMGTOEn5+fCA8PF48//rjQ6/V2y2zatEkMHjxYqNVq0aNHD7vnuNzdd999Ii4uTqjVatGlSxcxefJkS/AQgtu4LdUPH9zWrTdr1iwRFRUl1Gq16Natm5g1a5bIyMiwPN4RtrEkhBDuqUMhIiIiat5l3+eDiIiI2heGDyIiIvIohg8iIiLyKIYPIiIi8iiGDyIiIvIohg8iIiLyKIYPIiIi8iiGDyIiIvIohg8iIiLyKIYPIiIi8iiGDyIiIvIohg8iIiLyqP8H9Z2OtS+CekEAAAAASUVORK5CYII=", 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" ] @@ -880,7 +896,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.750139Z", + "iopub.status.busy": "2024-07-11T15:30:48.749866Z", + "iopub.status.idle": "2024-07-11T15:30:48.752381Z", + "shell.execute_reply": "2024-07-11T15:30:48.751883Z" + } + }, "outputs": [], "source": [ "# pct.history['Risky'][:3, :3]" @@ -889,7 +912,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.753911Z", + "iopub.status.busy": "2024-07-11T15:30:48.753543Z", + "iopub.status.idle": "2024-07-11T15:30:48.755906Z", + "shell.execute_reply": "2024-07-11T15:30:48.755428Z" + } + }, "outputs": [], "source": [ "# pcft.history['Risky'][:3, :3]" @@ -898,12 +928,19 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.757436Z", + "iopub.status.busy": "2024-07-11T15:30:48.757078Z", + "iopub.status.idle": "2024-07-11T15:30:48.869869Z", + "shell.execute_reply": "2024-07-11T15:30:48.869296Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -912,7 +949,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -930,12 +967,19 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.871726Z", + "iopub.status.busy": "2024-07-11T15:30:48.871462Z", + "iopub.status.idle": "2024-07-11T15:30:48.985555Z", + "shell.execute_reply": "2024-07-11T15:30:48.985020Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 14, @@ -944,7 +988,7 @@ }, { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -967,7 +1011,14 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.987287Z", + "iopub.status.busy": "2024-07-11T15:30:48.987031Z", + "iopub.status.idle": "2024-07-11T15:30:48.990708Z", + "shell.execute_reply": "2024-07-11T15:30:48.990239Z" + } + }, "outputs": [ { "data": { @@ -999,7 +1050,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.992207Z", + "iopub.status.busy": "2024-07-11T15:30:48.991976Z", + "iopub.status.idle": "2024-07-11T15:30:48.995506Z", + "shell.execute_reply": "2024-07-11T15:30:48.995025Z" + } + }, "outputs": [ { "data": { @@ -1020,7 +1078,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:48.996930Z", + "iopub.status.busy": "2024-07-11T15:30:48.996699Z", + "iopub.status.idle": "2024-07-11T15:30:49.000831Z", + "shell.execute_reply": "2024-07-11T15:30:49.000350Z" + } + }, "outputs": [ { "data": { @@ -1079,7 +1144,14 @@ { "cell_type": "code", "execution_count": 18, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.002464Z", + "iopub.status.busy": "2024-07-11T15:30:49.002057Z", + "iopub.status.idle": "2024-07-11T15:30:49.005841Z", + "shell.execute_reply": "2024-07-11T15:30:49.005367Z" + } + }, "outputs": [ { "data": { @@ -1138,7 +1210,14 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.007214Z", + "iopub.status.busy": "2024-07-11T15:30:49.006981Z", + "iopub.status.idle": "2024-07-11T15:30:49.010049Z", + "shell.execute_reply": "2024-07-11T15:30:49.009599Z" + } + }, "outputs": [ { "data": { @@ -1158,7 +1237,14 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.011429Z", + "iopub.status.busy": "2024-07-11T15:30:49.011215Z", + "iopub.status.idle": "2024-07-11T15:30:49.015108Z", + "shell.execute_reply": "2024-07-11T15:30:49.014544Z" + } + }, "outputs": [ { "data": { @@ -1231,11 +1317,18 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.016566Z", + "iopub.status.busy": "2024-07-11T15:30:49.016336Z", + "iopub.status.idle": "2024-07-11T15:30:49.216285Z", + "shell.execute_reply": "2024-07-11T15:30:49.215738Z" + } + }, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -1265,7 +1358,14 @@ { "cell_type": "code", "execution_count": 22, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.218074Z", + "iopub.status.busy": "2024-07-11T15:30:49.217816Z", + "iopub.status.idle": "2024-07-11T15:30:49.220573Z", + "shell.execute_reply": "2024-07-11T15:30:49.220097Z" + } + }, "outputs": [], "source": [ "controls = [frame for frame in pcft.frames.values() if frame.control]" @@ -1274,7 +1374,14 @@ { "cell_type": "code", "execution_count": 23, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.222097Z", + "iopub.status.busy": "2024-07-11T15:30:49.221862Z", + "iopub.status.idle": "2024-07-11T15:30:49.225744Z", + "shell.execute_reply": "2024-07-11T15:30:49.225272Z" + } + }, "outputs": [], "source": [ "def get_expected_return_function(control: Frame):\n", @@ -1334,7 +1441,14 @@ { "cell_type": "code", "execution_count": 24, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.227186Z", + "iopub.status.busy": "2024-07-11T15:30:49.226959Z", + "iopub.status.idle": "2024-07-11T15:30:49.229538Z", + "shell.execute_reply": "2024-07-11T15:30:49.229088Z" + } + }, "outputs": [], "source": [ "def optimal_policy_function(control: Frame):\n", @@ -1353,7 +1467,14 @@ { "cell_type": "code", "execution_count": 25, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:49.230991Z", + "iopub.status.busy": "2024-07-11T15:30:49.230768Z", + "iopub.status.idle": "2024-07-11T15:30:49.233295Z", + "shell.execute_reply": "2024-07-11T15:30:49.232707Z" + } + }, "outputs": [], "source": [ "def approximate_optimal_policy_function(control, grid):\n", @@ -1384,7 +1505,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/FrameAgentType/FrameModels.ipynb b/examples/FrameAgentType/FrameModels.ipynb index e0924b63b..cb17f224e 100644 --- a/examples/FrameAgentType/FrameModels.ipynb +++ b/examples/FrameAgentType/FrameModels.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "9943b45d", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:50.324553Z", + "iopub.status.busy": "2024-07-11T15:30:50.324299Z", + "iopub.status.idle": "2024-07-11T15:30:51.165514Z", + "shell.execute_reply": "2024-07-11T15:30:51.164938Z" + } + }, "outputs": [], "source": [ "from HARK.distribution import (\n", @@ -77,7 +84,14 @@ "cell_type": "code", "execution_count": 2, "id": "f5349e23", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.167610Z", + "iopub.status.busy": "2024-07-11T15:30:51.167238Z", + "iopub.status.idle": "2024-07-11T15:30:51.170315Z", + "shell.execute_reply": "2024-07-11T15:30:51.169842Z" + } + }, "outputs": [], "source": [ "init_parameters = {}\n", @@ -96,7 +110,14 @@ "cell_type": "code", "execution_count": 3, "id": "d86a211c", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.171888Z", + "iopub.status.busy": "2024-07-11T15:30:51.171470Z", + "iopub.status.idle": "2024-07-11T15:30:51.175487Z", + "shell.execute_reply": "2024-07-11T15:30:51.175029Z" + } + }, "outputs": [], "source": [ "# TODO: streamline this so it can draw the parameters from context\n", @@ -137,11 +158,18 @@ "cell_type": "code", "execution_count": 4, "id": "ab44a7f1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.176808Z", + "iopub.status.busy": "2024-07-11T15:30:51.176641Z", + "iopub.status.idle": "2024-07-11T15:30:51.295861Z", + "shell.execute_reply": "2024-07-11T15:30:51.295342Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -158,7 +186,14 @@ "cell_type": "code", "execution_count": 5, "id": "430c58ba", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.297415Z", + "iopub.status.busy": "2024-07-11T15:30:51.297234Z", + "iopub.status.idle": "2024-07-11T15:30:51.300732Z", + "shell.execute_reply": "2024-07-11T15:30:51.300263Z" + } + }, "outputs": [ { "data": { @@ -182,7 +217,14 @@ "cell_type": "code", "execution_count": 6, "id": "6430ea1c", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.302058Z", + "iopub.status.busy": "2024-07-11T15:30:51.301890Z", + "iopub.status.idle": "2024-07-11T15:30:51.305046Z", + "shell.execute_reply": "2024-07-11T15:30:51.304588Z" + } + }, "outputs": [ { "data": { @@ -203,7 +245,14 @@ "cell_type": "code", "execution_count": 7, "id": "e031ba38", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.306374Z", + "iopub.status.busy": "2024-07-11T15:30:51.306194Z", + "iopub.status.idle": "2024-07-11T15:30:51.309245Z", + "shell.execute_reply": "2024-07-11T15:30:51.308784Z" + } + }, "outputs": [ { "data": { @@ -234,11 +283,18 @@ "cell_type": "code", "execution_count": 8, "id": "36a87446", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.310618Z", + "iopub.status.busy": "2024-07-11T15:30:51.310449Z", + "iopub.status.idle": "2024-07-11T15:30:51.421905Z", + "shell.execute_reply": "2024-07-11T15:30:51.421397Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -255,11 +311,18 @@ "cell_type": "code", "execution_count": 9, "id": "39fa6959", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.423514Z", + "iopub.status.busy": "2024-07-11T15:30:51.423278Z", + "iopub.status.idle": "2024-07-11T15:30:51.572857Z", + "shell.execute_reply": "2024-07-11T15:30:51.572359Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -277,11 +340,18 @@ "cell_type": "code", "execution_count": 10, "id": "456c2bbd", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.574536Z", + "iopub.status.busy": "2024-07-11T15:30:51.574287Z", + "iopub.status.idle": "2024-07-11T15:30:51.711871Z", + "shell.execute_reply": "2024-07-11T15:30:51.711396Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -307,11 +377,18 @@ "cell_type": "code", "execution_count": 11, "id": "3a9bdddc", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.713616Z", + "iopub.status.busy": "2024-07-11T15:30:51.713374Z", + "iopub.status.idle": "2024-07-11T15:30:51.888086Z", + "shell.execute_reply": "2024-07-11T15:30:51.887557Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -329,7 +406,14 @@ "cell_type": "code", "execution_count": 12, "id": "50fa976b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.889734Z", + "iopub.status.busy": "2024-07-11T15:30:51.889503Z", + "iopub.status.idle": "2024-07-11T15:30:51.892886Z", + "shell.execute_reply": "2024-07-11T15:30:51.892371Z" + } + }, "outputs": [ { "data": { @@ -350,7 +434,14 @@ "cell_type": "code", "execution_count": 13, "id": "46df498f", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.894391Z", + "iopub.status.busy": "2024-07-11T15:30:51.894167Z", + "iopub.status.idle": "2024-07-11T15:30:51.897423Z", + "shell.execute_reply": "2024-07-11T15:30:51.896932Z" + } + }, "outputs": [ { "data": { @@ -397,7 +488,14 @@ "cell_type": "code", "execution_count": 14, "id": "e60e0e50", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.898853Z", + "iopub.status.busy": "2024-07-11T15:30:51.898617Z", + "iopub.status.idle": "2024-07-11T15:30:51.900929Z", + "shell.execute_reply": "2024-07-11T15:30:51.900473Z" + } + }, "outputs": [], "source": [ "model = frame_model_A" @@ -407,7 +505,14 @@ "cell_type": "code", "execution_count": 15, "id": "7a49ded9", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.902413Z", + "iopub.status.busy": "2024-07-11T15:30:51.902194Z", + "iopub.status.idle": "2024-07-11T15:30:51.905422Z", + "shell.execute_reply": "2024-07-11T15:30:51.904956Z" + } + }, "outputs": [ { "data": { @@ -437,7 +542,14 @@ "cell_type": "code", "execution_count": 16, "id": "901d1782", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.906890Z", + "iopub.status.busy": "2024-07-11T15:30:51.906641Z", + "iopub.status.idle": "2024-07-11T15:30:51.909165Z", + "shell.execute_reply": "2024-07-11T15:30:51.908709Z" + } + }, "outputs": [], "source": [ "def make_decision_rule(control_frame: Frame):\n", @@ -457,7 +569,14 @@ "cell_type": "code", "execution_count": 17, "id": "6a9a5c88", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.910602Z", + "iopub.status.busy": "2024-07-11T15:30:51.910379Z", + "iopub.status.idle": "2024-07-11T15:30:51.913029Z", + "shell.execute_reply": "2024-07-11T15:30:51.912554Z" + } + }, "outputs": [], "source": [ "def create_value_function_from_reward_transition(transition, local_context):\n", @@ -474,7 +593,14 @@ "cell_type": "code", "execution_count": 18, "id": "3642e854", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.914439Z", + "iopub.status.busy": "2024-07-11T15:30:51.914211Z", + "iopub.status.idle": "2024-07-11T15:30:51.917103Z", + "shell.execute_reply": "2024-07-11T15:30:51.916633Z" + } + }, "outputs": [], "source": [ "for f in range(len(model.frames) - 1, 0, -1):\n", @@ -503,7 +629,14 @@ "cell_type": "code", "execution_count": 19, "id": "8ede194b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.918470Z", + "iopub.status.busy": "2024-07-11T15:30:51.918237Z", + "iopub.status.idle": "2024-07-11T15:30:51.921307Z", + "shell.execute_reply": "2024-07-11T15:30:51.920849Z" + } + }, "outputs": [ { "data": { @@ -524,7 +657,14 @@ "cell_type": "code", "execution_count": 20, "id": "858c0834", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.922729Z", + "iopub.status.busy": "2024-07-11T15:30:51.922511Z", + "iopub.status.idle": "2024-07-11T15:30:51.925671Z", + "shell.execute_reply": "2024-07-11T15:30:51.925173Z" + } + }, "outputs": [ { "data": { @@ -553,7 +693,14 @@ "cell_type": "code", "execution_count": 21, "id": "761360bc", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.927137Z", + "iopub.status.busy": "2024-07-11T15:30:51.926918Z", + "iopub.status.idle": "2024-07-11T15:30:51.930143Z", + "shell.execute_reply": "2024-07-11T15:30:51.929678Z" + } + }, "outputs": [ { "data": { @@ -585,7 +732,14 @@ "cell_type": "code", "execution_count": 22, "id": "31bb749a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.931505Z", + "iopub.status.busy": "2024-07-11T15:30:51.931287Z", + "iopub.status.idle": "2024-07-11T15:30:51.934495Z", + "shell.execute_reply": "2024-07-11T15:30:51.934002Z" + } + }, "outputs": [ { "data": { @@ -621,7 +775,14 @@ "cell_type": "code", "execution_count": 23, "id": "471405c0", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.935939Z", + "iopub.status.busy": "2024-07-11T15:30:51.935712Z", + "iopub.status.idle": "2024-07-11T15:30:51.938973Z", + "shell.execute_reply": "2024-07-11T15:30:51.938494Z" + } + }, "outputs": [ { "data": { @@ -669,7 +830,14 @@ "cell_type": "code", "execution_count": 24, "id": "2bef5647", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.940409Z", + "iopub.status.busy": "2024-07-11T15:30:51.940195Z", + "iopub.status.idle": "2024-07-11T15:30:51.942681Z", + "shell.execute_reply": "2024-07-11T15:30:51.942229Z" + } + }, "outputs": [], "source": [ "frame_agent_A = FrameAgentType(\n", @@ -698,7 +866,14 @@ "cell_type": "code", "execution_count": 25, "id": "d178e201", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.944028Z", + "iopub.status.busy": "2024-07-11T15:30:51.943861Z", + "iopub.status.idle": "2024-07-11T15:30:51.946140Z", + "shell.execute_reply": "2024-07-11T15:30:51.945674Z" + } + }, "outputs": [], "source": [ "## TODO: Forward simulate" @@ -716,7 +891,14 @@ "cell_type": "code", "execution_count": 26, "id": "641517a2", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.947724Z", + "iopub.status.busy": "2024-07-11T15:30:51.947322Z", + "iopub.status.idle": "2024-07-11T15:30:51.954930Z", + "shell.execute_reply": "2024-07-11T15:30:51.954460Z" + } + }, "outputs": [], "source": [ "# maybe replace reference to init_portfolio to self.parameters?\n", @@ -798,11 +980,18 @@ "cell_type": "code", "execution_count": 27, "id": "06c92f23", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:51.956337Z", + "iopub.status.busy": "2024-07-11T15:30:51.956106Z", + "iopub.status.idle": "2024-07-11T15:30:52.071764Z", + "shell.execute_reply": "2024-07-11T15:30:52.071259Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -819,7 +1008,14 @@ "cell_type": "code", "execution_count": 28, "id": "fd86cf56", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:52.073525Z", + "iopub.status.busy": "2024-07-11T15:30:52.073203Z", + "iopub.status.idle": "2024-07-11T15:30:52.081318Z", + "shell.execute_reply": "2024-07-11T15:30:52.080829Z" + } + }, "outputs": [], "source": [ "# TODO: streamline this so it can draw the parameters from context\n", @@ -924,11 +1120,18 @@ "cell_type": "code", "execution_count": 29, "id": "f54fc581", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:52.082759Z", + "iopub.status.busy": "2024-07-11T15:30:52.082530Z", + "iopub.status.idle": "2024-07-11T15:30:52.291761Z", + "shell.execute_reply": "2024-07-11T15:30:52.291223Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -969,7 +1172,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/GenIncProcessModel/GenIncProcessModel.ipynb b/examples/GenIncProcessModel/GenIncProcessModel.ipynb index 5d5e8eee7..cfdd0757d 100644 --- a/examples/GenIncProcessModel/GenIncProcessModel.ipynb +++ b/examples/GenIncProcessModel/GenIncProcessModel.ipynb @@ -11,7 +11,13 @@ "cell_type": "code", "execution_count": 1, "metadata": { - "code_folding": [] + "code_folding": [], + "execution": { + "iopub.execute_input": "2024-07-11T15:30:53.482652Z", + "iopub.status.busy": "2024-07-11T15:30:53.482398Z", + "iopub.status.idle": "2024-07-11T15:30:54.235670Z", + "shell.execute_reply": "2024-07-11T15:30:54.235133Z" + } }, "outputs": [], "source": [ @@ -27,7 +33,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:54.237856Z", + "iopub.status.busy": "2024-07-11T15:30:54.237394Z", + "iopub.status.idle": "2024-07-11T15:30:54.436210Z", + "shell.execute_reply": "2024-07-11T15:30:54.435696Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsGenIncProcessModel import (\n", @@ -167,7 +180,13 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "code_folding": [] + "code_folding": [], + "execution": { + "iopub.execute_input": "2024-07-11T15:30:54.438164Z", + "iopub.status.busy": "2024-07-11T15:30:54.437916Z", + "iopub.status.idle": "2024-07-11T15:30:54.442317Z", + "shell.execute_reply": "2024-07-11T15:30:54.441867Z" + } }, "outputs": [], "source": [ @@ -232,6 +251,12 @@ "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:30:54.443909Z", + "iopub.status.busy": "2024-07-11T15:30:54.443666Z", + "iopub.status.idle": "2024-07-11T15:31:12.701692Z", + "shell.execute_reply": "2024-07-11T15:31:12.701205Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -243,6 +268,13 @@ "and the highest percentile is 99.9.\n", "\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] } ], "source": [ @@ -270,7 +302,13 @@ "cell_type": "code", "execution_count": 5, "metadata": { - "code_folding": [] + "code_folding": [], + "execution": { + "iopub.execute_input": "2024-07-11T15:31:12.703518Z", + "iopub.status.busy": "2024-07-11T15:31:12.703251Z", + "iopub.status.idle": "2024-07-11T15:31:12.802043Z", + "shell.execute_reply": "2024-07-11T15:31:12.801558Z" + } }, "outputs": [ { @@ -282,7 +320,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -318,7 +356,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:12.803759Z", + "iopub.status.busy": "2024-07-11T15:31:12.803502Z", + "iopub.status.idle": "2024-07-11T15:31:12.999862Z", + "shell.execute_reply": "2024-07-11T15:31:12.999298Z" + } + }, "outputs": [], "source": [ "# Make and solve an example of normalized model\n", @@ -329,7 +374,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:13.001729Z", + "iopub.status.busy": "2024-07-11T15:31:13.001489Z", + "iopub.status.idle": "2024-07-11T15:31:13.160761Z", + "shell.execute_reply": "2024-07-11T15:31:13.160270Z" + } + }, "outputs": [ { "name": "stdout", @@ -340,7 +392,7 @@ }, { "data": { - "image/png": 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REpgGwhlrkcqbrKwqrGRlYSU7S5pa1TUgI4opeclMyEkiPSakY76MLk7CkxBCCNFJju4oZNvqr88ITL4RJq/XS529rFVgClVHtQSmWGLrTpJu+4odacdbBabBNge31pu41mwhzuOB6CwYNsM3JZcyoFVgKm2wsLKwkpX7qthT2uQ/rigwODOaSbm+PkwpUcEd+6VcBCQ8CSGEEB3o8LY9fP3pDvqYQkn0tg5MtfYyysxFlFnKcSlBvjVMLYEpru4EwbYt7Ew/xsorVRxP8gWmK2x2flBv5lqzhViPB6K7wYgZvhGm5P6tAtOJOjMr91WyqrCKwvJm/3FFgSFZMf7GlYkRQR38rVxcJDwJIYQQ7azoq13sXLuLPqYwErzJ/jVMZwUm1anA1IOglsAUZN/MjvTjrLhSRXESqBU1V1jt3FZv4lqzlRiPB2J6wMgZvsCUlNcqMB2rNbGqsJIVhVUcrDT4j6sUGNY9lkl5yUzISSQhXALThZLwJIQQQrSDg1/tYNfa3S2B6RsjTKfWMFkrcKn0hKmifYHJE0tcbTFpjk1sTy9m+WgVxYm+wDTEauf2lsAU7fFAbC8YMMMXmBJzWgWmI9VGVhT6RpgOVRv9x9UqhRE9Ypmcl8z4fonEhuk7+Fu5NEh4EkIIIdrIoa272L52J32MYS1Tcr5F36cDUxHl1sqWwBTVEphiiKs9TqpjEzvSi1k2WsWJRNAoaoZabdxRZ+Yai5UojwfismHgDF9gSujrD0xer5dDVQZW7vWtYTpaY/LXpFEpjOwZx5S8ZMb1SyQ6VNcJ38ylRcKTEEII8T0c3r6HbWu208cYSpI3ldHnCky2StyKnjAl2h+Y4muLSXVsZHvGCT6+WsXJhNOB6a6WwBTp8UB8Xxg8w7foO6Gv/75er5f95c2salnDdLzO7D+nU6u4slcck/KSGdc3kcgQbUd/LZc0CU9CCCFEgI7u3M+W1Vt8gcmTytXKN9sKFFFmqcCt0hOqisKj7kmQO4r4umJSnBv4OuNkq8A03GLjnjozY04FpoQcuGKGLzDFZ/uv7fV6KSxvZmVLH6aT9Rb/OZ1Gxeje8UzOS+LavolEBElgai8SnoQQQogLULznIF+u2EQfUwhJ7jTGKC2hpmVrlBJzEeWWClwqHWGqGDwaX2BKqDmOxrWe7eknWXqNipJ4X2AaYbHx4zozV1ssRHq8kJgHQ6b7puTiTjfF9Hq97C5tYtU+X6fvskar/5xeo2JMdgKT85O5pk8CYXr5a70jyLcshBBCnMeJwkOsX7aRPqZgUs4KTOUtI0zlOFW604u+3VHE1xwnxfk1X2eU8OE1KkrjQauoGWGx8pM6C1dbLER4vJCUf7pxZWwP/309Hi87SxpZWVjF6n2VVDTb/OeCtWqu6ZvA5Nxkrs6OJ1QCU4eTb1wIIYQ4Q+mBI3z+0TqyjSGkutO49ozAVG+raAlMZTgUHWGqKFya7gR7YkioOY7OsZ5tmadHmLSoGWm18tNaM1dbrIR7vZBcAEOn+6bkzghMbo+X7ScaWLXPNyVXbbD7z4Xq1FzbN5HJeUmM7p1AsE7dwd+KOJOEJyGEEJe9sqKjrP3wC3qbgkl1pXOt0sd3QoEGe2XLlFwpdnyb77o03X1PydUdJ9W+kR0ZJ/hojG8Nkw41Iy0Wflpr4WqLlTCvF1IGwvCWwBTTzX9fl9vDthMNrCqsYvX+KmqNpwNTuF7D2H6JTMpN4qre8QRpJTB1FRKehBBCXJbKjxTz6fuf0dsUTJor7RuBqaplhKkEO1rC1NE41d0J8sYQV1dMkP1Ltmec7sOkRc2olhGm0acCU+qglk7f0yE6039fl9vDV8cbWLmvkk/2VVFvdvjPRQRpGNcviSn5SYzsGYdeI4GpK5LwJIQQ4rJRcfwEnyxeQ29TMOmudMaeEZga7dWUmosotZRgR0OYOgqnulvLXnInSLNuYmfGcZZf5ev0rVXUjLRYubdlSs4fmEZe7wtMURn++zrdHjYfq2fl3krWHKii0eL0n4sK0TK+XyKT85IZ0SMOnUbV0V+LCFCnhqcNGzbw1FNPsWPHDiorK/nwww+ZMWPGeV9/xx138Nprr511vF+/fuzfvx+Axx9/nCeeeKLV+ezsbIqKitq0diGEEBeH6uISVi5eTW+jLzCNU1p6JSnQZK+hxFxEqeVkS2CKxKnOOr35rnUzO9OPs2qUimPJvqfkRlqsvqfkzC1rmFIGwojrzxphsrvcbDpax8rCKj49UE2z9XRgignVMSEnicl5SQzrHotWLYHpYtKp4clsNtO/f3/uuusuZs6c+a2vf+aZZ3jyySf9v7tcLvr3789NN93U6nU5OTl89tln/t81GhlgE0KIy0nNiVKWv7OK3qYg0p2tA1Ozo9YfmGxeFaGaKF9gIpbYuhIyLFvYmX6c1SMVjqac7sN0Z52ZMaeekksZAMNPBaYs/31tTjcbj9SxqrCSTw9WY7S5/OfiwvRMzE1kcm4yQ7rFoJHAdNHq1FQxadIkJk2adMGvj4yMJDIy0v/70qVLaWxs5M4772z1Oo1GQ1JSUpvVKYQQouurLSln+dsr6GHUk+nMYPwZgcngqKfEfJBSywmsXjWh6kicqkx03lhi60oJs3zF7tRjfDJC4WgqqBUVQy02bj+z03dyAQy7/qxF3zanm3WHalm1r5K1B2sw2U8HpoRwPZNyk5icl8zgrBjUKgVx8buoh2Refvllxo4dS2ZmZqvjR44cISUlhaCgIIYPH868efPIyMg4z1XAbrdjt59+wsFgMJz3tUIIIbqOurIKlr25gu5GHVnfGGEyOOpb1jAVY/aqCFNH4VBlovPGEVtfSph5K3tSj/LGcIXDqaBSVAyz2rjtzL3kkvu3BKYZ5whMNSzfW8nnRTVYHG7/ueTIICblJjM5L4mBGdGoJDBdci7a8FRRUcGqVat46623Wh0fOnQoCxcuJDs7m8rKSp544gmuvPJK9u3bR3h4+DmvNW/evLPWSQkhhOiaGqpqWPraUrqb9GQ50hl3xqJvo7PBNyVnLsbsUQjTRGJXZaAjnpiGMsJN29ibcoQ3hykcSvMFpiFWG4+1BKZoj6elceX1kDMDYrr77/u/AlNqVDCT85KYlJdMQVqUBKZLnOL1er2dXQSAoijfumD8TPPmzeMf//gHFRUV6HTn3yG6qamJzMxMnn76ae6+++5zvuZcI0/p6ek0NzcTERER0OcQQgjR9hqqfYGpm1FHN0c6GuX0n/smZ2PLGqbjmNwKoZpIHN5wFCWepIYKIkx72Jt8mC19FYrSQFEpXGG1M8Fs4lqzlRiPB5LyIOf6szp9nwpMKwqrWHuw+qzANCU/mcl5yfRPi0RRJDB1NoPBQGRkZLv//X1Rjjx5vV5eeeUVfvSjH/3P4AQQFRVF7969OXr06Hlfo9fr0ev1bV2mEEKI76Gpto4PXv2AbkY93RxprdYwmZxNLVNyxzC6IVQdhYM0tNoEYhoqiTTupDDpEO9c4eVguoKiUnGF1c7vG8xca7YQ6/H49pK7YoYvNElgEgG4KMPT+vXrOXr06HlHks5kMpk4duwYP/rRjzqgMiGEEN9Hc10D77/yPlkmLd3t6UxQ+vlOKGB2NrdMyR3D6PH6Fn2TilabQHRDNVHG3exPKuLdQV4OZih4VQqDbQ5+1xKY4jweSMz1BaZ+10NcT/99Ty36XlFYyecHqzFLYBL/Q6eGJ5PJ1GpEqLi4mN27dxMTE0NGRgZz586lvLycRYsWtXrfyy+/zNChQ8nNzT3rmr/+9a+ZOnUqmZmZVFRU8Nhjj6FWq7n11lvb/fMIIYQInKG+gfdefo9Mk44e9jQmnDHCZHYZfCNMpqMYPF5CNJG4lBRfYGqsJsqwhwOJRXww0Mv+TF9gGmhz8EiDmbEWC/FuDyTkwOCWNUxxvfz3PRWYVhZWsvYcgWlyXhJT8lMkMImzdGp42r59O2PGjPH/PmfOHABmz57NwoULqayspKSkpNV7mpub+eCDD3jmmWfOec2ysjJuvfVW6uvriY+PZ9SoUXz11VfEx8e33wcRQggREFNTM4tffJsMo44e3xhhsriMvsBkPkqz20OIJhK3KhWNKp6YplqiDHs4mFDEkgIP+zMV3GqFgTYnDzeaGGe2kuB2Q0I/X2DqNwPie/vveyGBaXJeMgXpURKYxHl1mQXjXUlHLTgTQojLidVk4q3/vkGaQUsvazo6VfDpcy4jpeZDlJqP0eR2+gKTNwK3Kp7EpjpimvZwMOEgW/p62NcSmArsDiaYzIwzW0h0uyG+r2/9Us4MiM/2X1sC0+VDFowLIYS46NksVt767yKSm9X0tqQxQZXjO6ECq8tEmeUQJaajpwMTiWi0CUQ31RPdvIdDcQf5KN9NYZYvMPW3u/hVky8wJbndEJcNA1oCU0Lf0/d1ull/uJYVe88OTCmRQUzOS2ZKvgQm8d1IeBJCCNGm7DY7by1YRHyTQrYlhfGqlik5FdjcFsrMhyg1H6XB5SBYE46HBDTaRKKaG4hp2sPhuPf5OM9FYZaCS6OQb3fxyyYz480Wkt1uiOvdEpiuP2dgWllYyWcHzh2YJucnM0ACk/ieJDwJIYT43pxOJ28teI3oBuhjTmKcqqVxpQocbhtllsOUmA/T4LQRpAnH441FrUsiuqmBmMa9HI1bwoocJ3u6+QJTrt3Ng80mxlkspLrcENsLRp4RmFrCz5mB6Ztbo5wZmKRxpWhLEp6EEEJ8Jy6Xi3dfWERwnYe+pgSuVbWsM1KB02On3HyEEvNhah0WgrVheIlFpY0nytBMbONejsV8yMp+TvZ0V3BqFPo53DxgMDHebCHN5YbYnjDiVGDqd8GBadKpKTkJTKKdSHgSQggRkHdffA1VpYMcUzxXqVoe/VeB0+OgwnKUUvMhauwm9NowFKJQ6XoRaTQR17CH4qglrO7rZHd3BadWoa/Dzc9bAlO6yw0xPWB4S2BKzGkVmDYc9vVh+mZgSj41wpTnm5KTwCTam4QnIYQQ32rJwjdxlZrJMcUyQmnZ700FLo+TSutxSkxF1DiMaDWhqIlC0fcgwmgjoX4PJVEf8Vm2nZ09FRxahT4ONz8z+tYwZbhcvv3j/IEp96zAtLKwks8kMIkuRMKTEEKIc/r4zXewFBvIMUYzRMnwHVTA7XVRZSmmxFxEtb0ZtSYELVF4tVlEmJ0k1O+lMmwZ6/tY2DFewaZX6OXwcK/JxASThSyXC6K7wbB7fIEpKe+CA9OkXN+UnAQm0ZkkPAkhhPBb9e4SGo/UkWOIZKCSCqSCAh6vmyrrCUrNRVRam1Bpg9AThUeXTpTZTWJdIbWhK9jc28zXYxUsQQrdnB7uNJmZWGumu9MF0Vkw7G5f48rk/q0C08YjdazYWyGBSVwUJDwJIcRl7vOPV1BRWE4/Yzh5pAHxLYHJQ42thFLTQSps9aAOIkiJwq3rS6RVIbF2H03Bq9nc28jWMQqmEIV0l5cfmoxMqLPQ2+lEicqAIXf4RpiSC84KTCsLK/n0QPV5AlMSA9KjJTCJLkfCkxBCXIa+XLWGY7tOkGMIpZc3nd4t+8l5vV5qbaWUmA9SYa3Fq9YTTDRuXV+irBqS6vZj1H7G5l5NbB2t0ByqkOyCm0xGJjSa6edwokSkwuAfQc5MSB14QYEpKeJU40oJTKLrk/AkhBCXiW3rNrB/y0FyDCFkejLIOmMD3jpbGSXmIsqt1bgVLaGqGFzaPkTY9STXHsCi+YItPet5aZRCY7hCghummoxMrLCQb3eghCXBgFt8I0xpQ0ClAsDucrPhcJ2/caXxG4FpUl4S1+UnS2ASFxUJT0IIcQnbtWkrOzbsJtcYRIo7k5QzNuCtt1dQaiqizFqJS9ESoorGpelFqCOUpOoDxCrr+apHLQuHK9RHKsR4FMabTEystDDQZkcVEgd5P4LcmZAxHFRqwBeYvjxUzYq9vhGmcwWmKXnJDMyQwCQuThKehBDiErN/5y42r9lGP6OeNFcmE88ITI32akrMBymzluNAQ5gSjVPTkxBXOElVRXg9X/JV92reGqJQHa0Q6VEYazIzsdLMYJsdTXA09Jvlm5LLuhLUvr9GnG4Pmw7VsHxvJZ/sr8JoOx2YEiP0vik5CUziEvGdwpPNZmPv3r3U1NTg8XhanZs2bVqbFCaEEOLCHS08wNoV6+lnDCLDlcmkMwJTs6OWEnMRpeYS7IqGUFUUDnV3gt1RJNQcJsn9FVuzKlg8QaEyViHco3CN2czEKgtDrTa0+kjoe6MvMHUfDWotAC63h6+O1LF8bwWr91fRZHH660kI9wWm6/IlMIlLT8DhafXq1dx+++3U1dWddU5RFNxu9zneJYQQoq2VHTnGsiVr6GfUk+nMZIqS6zuhgMFRT6m5iFLLSSxeFWGqKBzqbug9MSTUHEXj+JztmSUsGauiNF4hxKtiTEtgGmG1otOFQfY035Rcj2tAowfA7fGy7Vi9LzDtq6Le7PDXExemY1KuLzANzopBLYFJXKIUr9frDeQNvXr1Yvz48Tz66KMkJia2V12dymAwEBkZSXNzMxEREZ1djhBC+NWUl/PBWx/T26Cluz0LrUrvP2dyNlFiPkip5QRmD4SporAo4Wi9cSTXFxNs3cP2jGI291VxIhGCULjKbGai2cKVVhtBmmDoPdEXmHqOBW0wAB6Plx0ljSzfU8HKfVXUGu3+e0aHaJnYEpiGdotBo1Z1+HcixCkd9fd3wOEpIiKCXbt20aNHj/aqqdNJeBJCdCVNDQ28/cpiuhs09LJloFOF+M+ZXQbfCJP5OAa3l3BNJBYi0BBHUv1JQi172JV2nM19FY4lgw6FURYLE80WRlushKj10Gucb0qu9wTQhQK+lgW7SptYvqeSlYWVVBls/ntGBGmYmJvElPwURvSIRSuBSXQRHfX3d8DTdjfeeCPr1q27pMOTEEJ0NqvZzML/LiLdoKaPJY2pqpYpORVYXaaWKbnjNLlchGkisZKCTpNIdEMpGaat7E05whvDFQ6nghoVI6xW7q4zM8ZsJUylhR7X+kaYsieBPhzwBabCsiZW7K1k+d5Kypus/nrC9RrG5SRyXX4yo3rGo9NIYBKXr4BHniwWCzfddBPx8fHk5eWh1Wpbnf/FL37RpgV2Bhl5EkJ0BrvdzmsLXiWhSU1fcxKhqqjT59xWysyHKDEfpcHlIEQdgZMwUCWR1FBBpHEv+5IOsbmvl4PpCipFYajVykSzhWssFiJRQ/cxLYFpMgT7ru31ejlQaWDF3kpWFFZyst7iv2eITs3Yvr7AdFXveIK06g7+RoQITJedtnv55Ze57777CAoKIjY2FkU5vSBQURSOHz/e5kV2NAlPQoiO4nK5eOPFVwmr9ZJjiidcFec/5/TYKTcfocR8mDqHjWBtGG6icCsJJDbVEN28m4MJB9nc18v+TAWvonCFzcYEs4WxZgsxXqDbVb4pub5TISTGf+1DVUZW7K1g+d5KjteZ/ceDtCqu7eMLTGP6JEhgEheVLhuekpKS+MUvfsEjjzyCSnVpDttKeBJCtLe3X34NpdJGjjGGaCXJf9zlcVJhOUaJ+RA1DjN6dQgokThViSQ0NRHbuJsjcQfY3NfF3m4KbrXCQJuNCSYL4y0W4txeyBrl6/TddxqExfuvfazWxPI9lSzfW8GRGpP/uE6jYkx2PNflp3BNnwRC9dICUFycuuyaJ4fDwaxZsy7Z4CSEEO1lyRtvYTlpJNcYyZV09x1UwO11U2U5Tom5iGq7AY06FJUSgaLrQaTRQlz9bk5Gfcjqfg52d1dwahTy7C5+2WRmgtlCktsN6cNg1EzoNx3CT4exk/VmlresYTpYafAf16oVRvf2BaZr+yYQHqT9ZrlCiPMIODzNnj2bxYsX89vf/rY96hFCiEvKqiUfUV1URZ4hjCu86f6lDh6vhxpbCSWmg1TYGlCrg9ERhVeXRbjZSWLtbirDl7Ouj4XtExTsOoW+dhc/N/gCU5rLDamDYXhLYIpM89+ztMHCisJKVuytpLC82X9co1IY1SuO6/JTGNcvkchgCUxCfBcBhye3283f/vY3PvnkE/Lz889aMP7000+3WXFCCHEx2vjJGg7vPE6uIYQcTyZ5SstaIwVqbaWUmA5Sbq3Fq9YTRDQeXQ6RFoXE2j00hqxiU28j265RMAcrdHN6uNtkYlK1hSyXC5L7wxUzfdNy0Zn+e1Y0WVlZ6Bth2l3a5D+uVimM6BHLdfnJjO+XRHSoroO/DSEuPQGHp8LCQgYMGADAvn37Wp07c/G4EEJcTnZu3szXG/aSa9CT4c6im5LjO6FAg72SEtNByqxVuBUtIUTj0vUh0qYnqbYQk/YztvRq5KvRCs2hCqkuL7eYjEyqt9Db6URJyIGrrvct/I493SamxmDzjzBtP9noP64oMKxbLFPyk5mUm0RsmP6b5QohvoeAFoy73W42bdpEXl4e0dHR7VlXp5IF40KIC3Fo727WrtpMjiGITFcWGuX0SHyTo7YlMJVhR0MYURjV0YQ7Q0mqPYBL2cPmHrVs6atQH6EQ7/YwwWRiktlCnt2BEtMD8lr2k0vo479uncnOqn1VLN9TwbYTDZz5J/gVWdFcl5/CpLwkEsKDOvKrEKJL6LJP2wUFBXHw4EG6devWXjV1OglPQojzKTt6nKUfrqavQUd3eyZa1emQYnQ2UGLy7Sdn9aoIVUVhViIJ8kSTUluEyrWbr7pXsrmvQlWMQqTHy7iWwDTIZkcdkebrw5R7g296rmU0v9HsYPX+KpbvrWDLsXo8Z/ypPSAjiuvyU5iSl0xSpAQmcXnrsk/b5ebmcvz48Us6PAkhxJnqKip5+80l9DZq6WnLZIYqz3dCBRaXgRLTQUosxZg8EKZEYlNlovPGEV93lDT753ydeZIPr1VRGg+hXoVrzBYmVZkZZrWhDY2H/Nm+wJQ2BFqeZG62OvlkfxXL91ay6Wgd7jMSU35aJNflJzM5L5m06JBzlSyEaEcBjzytXr2auXPn8qc//YlBgwYRGhra6vylMFIjI09CCJPBwMIXX6ebUUtvSxrBqnD/OZvbTKmpiBLLMZpdbkLVEViJQK1KIrmumDDzHnalHWNTP99+cnoUrrJYmGwyM8pqI0gfCf2m+QJT5ihQ+/471mx38dnBapbtqWT94Rqc7tN/PPdLjuC6/slcl5dCRqwEJiHOpctO253Z3+nMBeJerxdFUXC73W1XXSeR8CTE5clhd/Dyf18mqUlFX1MSYarTHbntbitllsOUmI7Q6HISrA7HQSSKKpHEhnKiDHsoTD7E5n5QlA5qFEZYrUwymRljsRKqCYE+U3yBqcc1oPE99WZzull3qJZleytYe7Aam9Pjv2fvxDCm5qcwJT+Z7vFhHf59CHGx6bLTdl988UV71CGEEJ3C7Xbz+ouvEFzrJscUx1Tl9Aa8Lo+DcstRSkyHqHVYCVaH41LiUWuTiGquJbZxF0XxB/lwgId9mQoelcIQm41H682MM1uJVLTQezzk3gi9xoPON2LkdHvYdKiGZXsqWbO/CqPd5a8nKzaEqf1TuC4/heyk8HOVLIToZAGPPLWlDRs28NRTT7Fjxw4qKyv58MMPmTFjxnlfv27dOsaMGXPW8crKSpKSTnfUfe6553jqqaeoqqqif//+/Pvf/2bIkCEXXJeMPAlx6Xvv9TewlZjIM0YSx+kGk6e6fZ80F1FtN6FThwARONXJxBuaiKvfzYno/Wzq5/R3++5vszPJbGa82UK8V+UbWcq9wbcBb5DvzxC3x8u24gaW7a1gVWEljRan/57JkUFM7Z/C1PwUclMjpO2LEN9Rlxt5KikpuaDXZWRkXPDNzWYz/fv356677mLmzJkX/L5Dhw61+lISEhL8/7x48WLmzJnDggULGDp0KPPnz2fChAkcOnSo1euEEJefT5Z+RNnBKvIMIQzzZKAovmUIZ3b7rrQ1oVYHoyYSdD2IMFlIqN1NReTHfN7Hyo6Jvm7ffVq6fU80W0h1eXz7yV11g6/bd8sGvF6vl10ljSzbU8GKvZXUGO3+WuLCdEzOS2Zq/xQGZUSjUklgEuJiccEjTyqV6pz/NXRqrRP41kC5XK6zXnNBhSjKBY88NTY2EhUVdc7XDB06lCuuuIJnn30WAI/HQ3p6Og888ACPPPLIOd9jt9ux20//oWYwGEhPT5eRJyEuAVvXr2PnVwfJNwSR5spCrZz+b8Y6Wzkl5oOUWWpAFYReicSsjiPaAkm1e6gP2cOmbDNf9/J1+85yuphkMjPRbKa70+V7Oi73BsiZ4d9Pzuv1crDSyLK9FSzbU0FZo9V/v4ggDZNyfYFpWPcYNGrZI1SIttTlRp527dp1zuNer5d33nmHf/3rX4SFdcyCxoKCAux2O7m5uTz++OOMHDkS8G1avGPHDubOnet/rUqlYuzYsWzZsuW815s3bx5PPPFEu9cthOgYh/buYc2qzeSadHRzZJ1ex6Scal55gFJrBS40BBONU5dNpC2Y5No9mLWfsaml27chVCHZ5eVmk4nJDWayHU6UpDwYfIOveeUZ26McqzWxbI8vMB2rNfuPh+jUjOuXyNT8FK7sHYdeo+7or0MI0cYuODz179//rGOfffYZjzzyCIcPH+bhhx/mV7/6VZsW903JycksWLCAwYMHY7fbeemll7j66qvZunUrAwcOpK6uDrfbTWJiYqv3JSYmUlRUdN7rzp07lzlz5vh/PzXyJIS4eFSWnOTdxSvoY9LSy5rB9arTgcnkbKLEfIASc0lL88po7KruhHqiSKo5QIJnI1t6VrNwuEJ9pEKsG64zmZhUYaa/3YES2wtG/NQXmOJ7++9Z2mBh+d5Klu2p4EClwX9cp1FxTXYCU/uncE2fBIJ1EpiEuJQE/LQdwM6dO/nNb37Dxo0bueeee1i5cmWHrCfKzs4mOzvb//uIESM4duwY//znP3n99de/83X1ej16vez9JMTFpqm+jtcWLqa7UUsfSyo3nNG80uoyUWou4qT5GEaPlzAlEqsqA503gfi6w6TZPmNbVgnvjVdRHqcQ7lEYZzYzqdLMFTY76sgMGNzSvDIpz9/t+9R+csv2VLCzpMlfi0alMKpXHNP6pzCuXyLhQdpzVCyEuBQEFJ6OHTvGb3/7Wz744ANuvvlmDhw4QPfu3durtgsyZMgQvvzySwDi4uJQq9VUV1e3ek11dXWrp/GEEBcvm8XCiy+8QopBS445kRuUfN8JFTjcNsoshzhpOkKDy0moKgIbqWg1SUTXnyDTtJldaUd5+Upf88ogVFxttvCbagsjLVZ0YYnQ/05fa4G0wa22R1m1r4pleyr4qrjev5/cqQ14p/ZPYWJuEjGhuk76VoQQHemCw9PPfvYzXn75ZcaMGcP27dspKChox7Iu3O7du0lOTgZAp9MxaNAg1q5d61947vF4WLt2Lffff38nVimE+D6cTievvvgyEQ0qckzRXE/LMgLljF5M5kPU2m0Eq8NwKvFodClENlbTvWkXBxMP8O5gL/szFFSKihFWK/fUmrnGYiVEFwH9boS8m3xPzKl8U2xGm5NPD1Tz8Z4KvjxSh+uM7VEGZkQxtb9vP7mECNlPTojLzQWHpwULFhAUFERNTQ133XXXeV+3c+fOC765yWTi6NGj/t+Li4vZvXs3MTExZGRkMHfuXMrLy1m0aBEA8+fPp1u3buTk5GCz2XjppZf4/PPPWbNmjf8ac+bMYfbs2QwePJghQ4Ywf/58zGYzd9555wXXJYToGt5Z+Dr2CjN5hggmk+M/fqoXU4m5iCq7EZ0qFJQoFH0y4YZmEup3Uxz9PqtynOzqruDSKAy02fl9g4VxZgvRKj1kT/QFpp5jQeObtrc63Hxe5JuS+/xQDQ7X6W7f/ZIjmFbgC0zpMbI9ihCXswsOT4899lib33z79u2tml6eWrQ9e/ZsFi5cSGVlZav+Ug6Hg1/96leUl5cTEhJCfn4+n332WatrzJo1i9raWh599FGqqqooKChg9erVZy0iF0J0TWtXLONoYTn9DcGMcGehaunF5PV6fb2YzAcpt9WjUUJQKxF4dd0JszhJrNlFTdgyNvSx8PUEBZteIdvu4gGDmUkmC8kefM0r826CPpNB7+ve7XB52HjQN8L06YFqLI7TW0x1jw9lWku3754Jsj2KEMKnUzuMd1XSYVyIjrV761dsWL+D/oYgMp3d0CinF1s32Cs5aTpAqbUKCEKnRGLRxBNp05Bcswezbi8bezfxVR8FY4hCmtPFZJOZyWYzPZwuyBgOeTdCvxkQGgec7vb98Z5yVhZW0Ww93e07LTrY3+27b3K4dPsW4iLS5fo8nVJcXIzL5aJXr16tjh85cgStVktWVlZb1SaEuISVHz/Ou0tW0c+go5c9g5mnFn4rYHQ2cNLkay3gQEswUbi02YQ5I0mu3ovHu4HNPWt49YzWAtNNRiZVWMizO1AS82DwjZA7E6J8ux54vV72lTXz0e5ylu2toNpwujFuQrieKfm+5pUD0qMkMAkh/qeAw9Mdd9zBXXfddVZ42rp1Ky+99BLr1q1rq9qEEJcYQ2MDL736Jj2MevpaUrjpjMBkdRkpaWktYHYrhChR2NTdCfbGk1BXhN6+mm2Zpbw7wddaIMyjMNZsZnJLawFNdBYM/bHvSbmEPv57Hqs18fHuCj7eU0Fx3enmlRFBGibnJTOtfwpDu8eilu1RhBAXKOBpu4iICHbu3EnPnj1bHT969CiDBw+mqampLevrFDJtJ0TbcdgdvPjCi8Q1ack1xRKpnO4J52stcJiTpsM0uFyEKeFYVJFoVMkk1xcTbtzJrrTjfJnjay2gA0ZbrEwxmRlltaIPSfD1Ycq7EVIH+VsLVDXbWLbHF5gKy5v99wvSqri2byLT+6cwOjteun0LcYnpstN2iqJgNBrPOt7c3Izb7T7HO4QQlxuPx8OiV15BqXaTbwxnOqdHmNweFxXWo5w0FVFjtxCkCsOtikejSyWiqYpujTs5mFjE4sEe9mcoKIqK4VYrd9ZZuNZsIUwXAf1u8I0wdbvK31qgyeLrxfTR7nK2Fjf4ezGpVQpX9opjekEK4/olEab/Tr2BhRDCL+CRp6lTpxIcHMzbb7+NWu37Q8vtdjNr1izMZjOrVq1ql0I7kow8CfHdfPzeu1Qca2CAIZjkM56U83g91NhOctJ0gApbE1olFEWJwKFNIc5oJqFuJ2WR+9jY187OngpOjUJ/m53JJjPjzRbiVDroPdE3wtRzHGh9vZUsDhefHazh493lrD9ci9N9+o+zK7KimVaQyuTcJGLDZAcBIS4HHfX3d8Dh6cCBA1x11VVERUVx5ZVXArBx40YMBgOff/45ubm57VJoR5LwJMSF27LuC7ZtO8QAo45MRxbqM56Uq7dVcNJ8gDJLFSghvifltIlEWRSSandh0O9hY7aRrdkK5mCFng4nU0xmJprNpLmB7le3tBaYAkG+/y863R42Hqnlo91ntxbomxzB9IIUrstPJi1aejEJcbnpsuEJoKKigmeffZY9e/YQHBxMfn4+999/PzExMe1RY4eT8CTE/3bi0EE+WPYFeQYdPe0Z6JRg/zmDo56T5gOUmk/iQE8wUZi0sYQ5I0iu3YvXs5tNPWvY1E+hIUIhweVmisnMFLOZ3g4nSvqw060FwuIB8Hi8fH2igY/3VLCysJJGy+nWAukxwUzvn8q0ghR6J4Z39FchhOhCunR4utRJeBLibMamRv776hv0Mujoa0khRInyn7O4jJSYD1JiPorJrSZEFYlFiUCvJJNcV0SIdRfbMk+yMUdFWbxCmMfLOLOZ60xmBtnsqOOyIf9m3yhTdCbgay1woNLgf1Kustnmv19cmJ7r8pOZXpBCgbQWEEK06LILxoUQlw+Hw8ELL7xAbJOWPFMMt1DgO6GcuQnvIRpcbkKUcOyqDDS6VGIaSunRtJXClMMsGg6H00CNiqssVn5ZbWa01Yo+LBkG/MAXmpLy/U/Knagz8/GeCj7aXc6x2tOtBcL1GibmJjG9IJVh3WPQqFWd8I0IIYSEJyHEObz92kJMFTYKjKFMd+f7R3bcXheVlmOcMB1oeVIuHLcqEZU+lfDmBnrU7+RE9GI+znOyu7uCW60w0GbjD/VmxputRGrDoO8NkH8TZF3pf1KuxmBj2d5KPt5dzp6y060FdBoVY/smMK1/CldnJxCkldYCQojOJ+FJCAHAujUr2bP7JAMNekY4z1j4rUCNtYST5gOUW+tQK2GolCgI7keIyUFizU4aQz5mQx8z2yYoWPUKPRxu7m/2bZGS4lFBr/G+wNR7Imh966MMNierCyv4aE85W47V42lZQKBSYGTPOKYXpDI+J5GIIO25CxZCiE4i4UmIy9ihfbv5aPUmCloWfvdUWp6WVaDZUcsJ035KLWW4CCaISDy6PMIcwSRV78al+oyNPev571UKTWEKCS4vs0wmptSZyXY4UTJGwJU3+RZ+h/geJnG4PKzbX8XS3eV8drAGh8vjr2VgRhTTC1KZnJdMfLi0FhBCdF0SnoS4zDTW1/LfRW+TbQyinzmJH5yxRYrFZaTEdICT5qOYPVpCicCuySaYOJJq9hNk+5gt3ct4a5KKyljfFinjzGamVJoZbLOjju/rC0x5N/n3lPN4vOw40cCHu8pZsbey1Sa8vRLCmDEglWn9U0iPkdYCQoiLQ8Dhqbq6ml//+tesXbuWmpoavvmwnnQZF6LrsdvsLHjxBWINOvobo7iNAb4TCjg8dsrMhzhpOkiD00OIEoFNnYlWl0pM/Ql6NG9gd+pRXhkFR1JBg4orLVZ+XW3mKquNoLBkGPhDyJ8Fibn+hd9Hqo0s3V3O0l0VlDdZ/bUkhOuZXpDCjAGp9EuOkCflhBAXne+0MXBJSQl/+MMfSE5Olj/4hOjCXn/1JczVbgYZQ5jpykdp6fjt9rqptBzjpOkAVQ4TQUoEHiURVVAa4YZGetRu52T0Yj7K/+bCbwsTzBbfwu9+N/gCU+ZI/8LvaoNvT7kPd5Wzv8LgryOs5Um56wekMkw24RVCXOQCDk9ffvklGzdupKCgoB3KEUJ8Xxs//YTtu44zyKjnKkf3Vgu/a22lnDQdoMxahUIEWlUEir43wRZIrtmBSb+C9X2MbBmnYAlS6N6y8HuS2UyqRwW9J/haC/Sa4N8ixWhz8sn+SpbuKmfzsTr/wm+NSuHq7HhmDEhlbN9EeVJOCHHJCDg8paennzVVJ4ToXGVHDvPGsjXkG/RkW9O46YyF3wZHPSdM+zhpKcblDSOICFzaXMI8MSTX7EHr3MCXPapZOFyhNkohxg0zTUam1pvp61/4fTP0m+5f+O10e9hwsJoPd5Xz6YFq7Gcs/B6UGc2MAalMyUsmJlTXGV+HEEK0q4A7jK9Zs4Z//OMf/Pe//yUrK6udyupc0mFcXAwsRiPPv/IKaYZg8sxxRBDvP2d1mSgxH+SkqQijR0sIEVhUMeg0KSTXHSHKsIMd6cfZmKNwLBn0wBizhakmM8OtNrSxPSH/Fl97gegswNfxe2dJE0t3lbN8b0WrLVK6x4dyfUEq0wtSyYiVhd9CiM7RZbdniY6OxmKx4HK5CAkJQatt3YOloaGhTQvsDBKeRFfl8XhY+NKLuOphkDGMRE+G/5zL46TccoQTpv3UOuwEq6JwKuGgyyS+qZqEuu0UxxaxLsfJ3m6+dUyDrTammcyMNVsID4qG3Bug/y2QOsi/8PtYrYmPdpWzdHcFJQ0W//3iwvRM65/C9QNSyU2Vhd9CiM7XZbdnmT9/fjuUIYT4X9Ys/4jCg5VcYdBxraOXfx2T1+ulxnaSE6b9lFtr0ShRqNRxqILTCDE5SK75GkPIMr7oY2LreAVrkEKWw83Pm30b8aZ41ZA9yTfK1HMsaHzTbLVGO8v2VLB0dzl7z+j4HaJTMzEniRkDUhnRI1a2SBFCXJZkY+BzkJEn0RUc3reb99Z8yQBDEL1tKQQR7j/X7KjzrWMyF+MhnCAisegSCHOFk1y9C7V7Dxt61fBljkJ9hEK028Mkk5mpJjM5DgdKxnDfk3I5MyA4GgCrw82aA1V8uKucjUfqcLes/FarFK7qFceMAamM65dIiE7awwkhuqYuO/IEvl5OS5cu5eDBgwDk5OQwbdo01Gp5mkaI78PY1MizCxfR3RhCniWG2d7+/nM2t5mTpgOcNB3E6NERQgROdV906lTi6g4RZfiE7RnH+fBahROJoEXhaouVaVVmRlqtaGN6wMif+Z6Wa1nH5PF42Xa8niU7y1hZWIXJ7vLfb0BGFDMKUpmSn0xcmHT8FkKIUwIeeTp69CiTJ0+mvLyc7OxsAA4dOkR6ejorVqygR48e7VJoR5KRJ9GRPB4PC19+EWcdDP6f65gsBCsxuNQReDVZxBlqSaz9mpMxB/g89/Q6poE2G9eZzIw3W4jUR/nWMeXfAmmD/euYjtea+HBXOUt2lrdqYJkWHczMAalcPzCNbnGhHf1VCCHE99JlF4xPnjwZr9fLm2++SUyM77Hl+vp6brvtNlQqFStWrGiXQjuShCfRETavXcOmXce5ollPN0cGasW33si3jqmEk6b9lFkqUKti0SiR2HUpRNjUpFR/jUO7l8+zm9jcV8EcrJDudDHVZOI6k5l0r9q3AW//W6DnOP86pkazg+V7K/hgZzm7S5v8dYTrNUzJT2bmwDQGZ0ajkgaWQoiLVJcNT6GhoXz11Vfk5eW1Or5nzx5GjhyJyWRq0wI7g4Qn0V7qKyv47+L36dccSo41kWAi/ecMjnqKTYWcNB3BpUQS5I3EoosnhESSa/YSZtnJpu4lbMj17SsX6vEy0WxmutFEgd2Bkj4M+s+CnOv965jsLjdfFNWyZGcZXxyqwek+vY5pdO94Zg6UBpZCiEtHl13zpNfrMRqNZx03mUzodNIQT4hvcjqdvPDiAoKaghlsCud2zwD/ObvbSon5ACeM+2l2qwhWonFqctBoMoluLKF3+ZccTjzMm0NdHMhUADXDbFYerDFzjcVKcGQ6DPuxb5QppjvgG7naXdLIkp3lLNtbQdMZ/ZhyUiKYOTCNaf1TiA+XdUxCCPFdBByerrvuOu69915efvllhgwZAsDWrVu57777mDZtWpsXKMTFas3HSyg8VMfQ5iCmOvNQKb7RHY/XTYXlGCdM+6iyNaBTJeBVZaAOziTEZKVHxTaMIR/yWV8jWycr2HW+9gK/aDRznclMkirIN7rU/9aWfeV87QJKGyws3VXOh7vKOV5n9teRGKFnxoBUZg5IIzsp/Jy1CiGEuHABT9s1NTUxe/Zsli1b5m+Q6XK5mDZtGgsXLiQyMvJbrtD1ybSd+K5KDx9i0fLPKDCE0MeWjJ7Ti64b7JWcMO2nxHwMrxKLlgjsumRC3VEk1+wg2LGbdT2r2JCrUB+pEO7xMNFkZrrJTL7didLtKij4AfSdCjrfdY02J6sKq/hgZxlbi083qA3WqpmYm8TMgamM6BEnG/EKIS4LXXbN0ylHjhyhqKgIgL59+9KzZ882LawzSXgSgbBbrfznxReINYQz0BxFlPfMbVKMnDAd4KRpHyaPnmBisGpi0GkzSaw7QlzTdgpTj/F5rocjKaACRlhtTDeZGWOxoI/uAQW3+p6Wi0oHwO3xsvFILR/sLGfN/ir/vnKKAiN6xDJzQBoTcpMI00s/JiHE5aXLh6dLmYQncSGWvLOIkyUOhhuCSHWmoyi+6bPT7QX2UWNvQq9KxKtE4QnKItpoIrl6Kw3h+/m0n5ntvRWcGoUeDgfTTWammCwkaMIgd6ZvlCntCn97gaM1Jt7fUcaHu8qoNtj9dfRMCGPmwFRmFKSSEhXcKd+FEEJ0BV1qwficOXP405/+RGhoKHPmzPmfr3366afbpDAhuqKDO7bz3oZtDG4KpsCezJBT03IK1NpKOWHcR6n5OKgT0RGFKqgfWk80KdU7CHYsZF2vSl4cpdAQoRDhhhvMJqYbzeQ4XSg9roVxt0L2ZND6QlCz1cnyvRW8v6OMXSVN/jqiQrTMKEjlhoFpsq+cEEJ0sAsKT7t27cLpdPr/ua1s2LCBp556ih07dlBZWcmHH37IjBkzzvv6JUuW8Pzzz7N7927sdjs5OTk8/vjjTJgwwf+axx9/nCeeeKLV+7Kzs/1TjEIEytTcxL9ee5UUYziDzVHc5TndpsPiMlBs2scJYyEWbwghxODRXYFWm0lcwzHiS9dSlHKEhaPcFKWBgooRVivXV5sYY7Gii+8Do3/o6/odngT4puU2Ha7l/R1lfHLGtJxapTAmO54bB6Uxpk8Ceo20FxBCiM5wQeHpiy++OOc/f19ms5n+/ftz1113MXPmzG99/YYNGxg3bhx/+ctfiIqK4tVXX2Xq1Kls3bqVAQNOP/6dk5PDZ5995v9do5G1HyJwixYuoKpWxZXNem5zDUCFL6y4PS7KLIcpNhVSa29Ep0rGq8pGo+9GsNlGj9KtWII/YE3fZr5qeVouzenigUYz00xmkjRhkHcrDLgNUga26vr9wc4yluwsp7LZ5q+jd2IYNw1KZ/qAFBLCgzrluxBCCHFawKnirrvu4plnniE8vPUjz2azmQceeIBXXnnlgq81adIkJk2adMGvnz9/fqvf//KXv/DRRx+xbNmyVuFJo9GQlJR0wde12+3Y7afXkBgMhgt+r7i0HNyxjbc2bGNoUzAj7enoOT1nXm+voNhYSIn5MF5VInolCpW+H1riSa7ZSYTlDTb1KGPRdKiOVgjyKEwwm5lRb2aQzYGq+2i49jboe51/Ws5oc7JibyXv7yhj+8lG/70ig7VML0jhpkHpMi0nhBBdTMDh6bXXXuPJJ588KzxZrVYWLVoUUHj6vjweD0aj0b9NzClHjhwhJSWFoKAghg8fzrx588jIyDjPVWDevHlnTfWJy4fNYuFfrywg0hDBcFM4P/G03oz3hGk/xcZCjG4IViXi0Q5Co+tBTGMJibXrOZF4lLeH2NiXqeBVKeTb7PykzsREk4XwyHQYdp/vibko37+DHo+XzUfqeH9HKav3V2Fz+qblVApcnZ3AjYPSuLavTMsJIURXdcHhyWAw4PV68Xq9GI1GgoJOTx+43W5WrlxJQkJCuxR5Pn//+98xmUzcfPPN/mNDhw5l4cKFZGdnU1lZyRNPPMGVV17Jvn37zgp8p8ydO7fVQniDwUB6enq71y861+ql7/LVsUaubtIxy9kfNb4O+b4mlkcpNhZSaatAq05DpWShCclE79DSrXIramUlq/vUsWmcb2+5GLeX240mZhjN9PRqoN8037Rc5qhWTSzf217K+zvKqDhjWq5nQhg3DUrj+gGpJETItJwQQnR1FxyeoqKiUBQFRVHo3bv3WecVRenQ0Zu33nqLJ554go8++qhVaDtzGjA/P5+hQ4eSmZnJu+++y913333Oa+n1evR62ariclBTcpJ/Lf2Qvs3hDLLEkOvt5z/X7KjluHEvJ037cSrRBClxqPQjUWsySKo7SPzJpezJPMF/xropTlJQeRWutNq4vtrEVRYr2rQrYMQPfW0GgnzNYm1ON5/sLefd7aVsOlrvv1dEkIZpBSncOCid/mmRMi0nhBAXkQsOT1988QVer5drrrmGDz74oNVUmU6nIzMzk5SUlHYp8pveeecd7rnnHt577z3Gjh37P18bFRVF7969OXr0aIfUJroel8vFy68+T0NzEGOa9NzrKvAv/nZ67JSYDnLctJcGhwG9Oh2vpgCNvjuhZjO9SrZgC32PlX2b+CpbwalVyHC6eLDBt/g7ISgWCn7sG2WKz/bf80CFgcVfl7B0dwXNVt+TqooCo3rGcfPgdMb1k814hRDiYnXB4Wn06NEAFBcXk56ejqplKqKjvf3229x111288847TJky5VtfbzKZOHbsGD/60Y86oDrRlezeupG3vtrD8MYgrrV3I8h7euugOlsZx417KTUfwqtKRKckoAkeiFZJJLl6J9GmRWzuUc6iaR6qYxS0XoWxZgs31pkYbHei6jkOJs2GXuNB7dumqNnq5OM9Fbz7dSmF5c3+e6VGBXPjoDRuGpxGWnRIh38PQggh2lbAC8YzMzNpbGzk5Zdf5uDBgwD069ePO++886yF29/GZDK1GhEqLi5m9+7dxMTEkJGRwdy5cykvL2fRokWAb6pu9uzZPPPMMwwdOpSqqioAgoOD/Xvq/frXv2bq1KlkZmZSUVHBY489hlqt5tZbbw30o4qLkMNm55lXnkNriGS0MYhfuM9e/H3cuBejy45elQa6Iaj1vYhqriKl9EvqYo+xZICRXT0UPCqFHg4ns+vNTDWZiQpPhWE/gQE/hMg0ALxeL1uP17P461JWFlb6ezJp1Qrj+yUx64p0RvaUveWEEOJSEvD2LBs2bGDq1KlERkYyePBgAHbs2EFTUxPLli3jqquuuuBrrVu3jjFjxpx1fPbs2SxcuJA77riDEydOsG7dOgCuvvpq1q9ff97XA9xyyy1s2LCB+vp64uPjGTVqFP/v//0/evToccF1yfYsF58tn69mSWExV9fr6etIQdfS+dvj9VBlLabYuJcKyzEUdQpaJRaXLoNg4kip2kqEbSefZ1exNs9LU5hCkMfLBLOZG40m+js9KNmTYeBs6DEGVL6ptmqDjfd3lPHe9lJO1Fv8dWQnhnPzFelcPyCVmFBdp3wXQghxueqye9vl5eUxfPhwnn/+edTqlqaBbjc/+9nP2Lx5M4WFhe1SaEeS8HRxsJrM/OO15wkzRnO1IZg4z+knJM2uZo4b91JsLMTq8aJXpeHWJKAO6k1sUxnJVZupSjjKshwzhd0UvIpCX7uDG4wmJpvMhEd38wWmgh9AmO+BBKfbwxdFNby7vZQvDtXi9vj+rxOqUzOtIIWbB6dTkB4li7+FEKKTdNnwFBwczO7du8nOzm51/NChQxQUFGC1Wtu0wM4g4alrW7v8A1Yer+HaOh19HKmtRpkqLEc5ZtxDtbUYlToNtSoWj64bwd5oUqq2EmnbyefZ1XyW56EpTCHE42GKycwNRhM5bpWvxcDA2ZA1yt/5u7TBwrvbS1n8dSk1xtPNVAdnRjPrinSm5CcTopMu9kII0dm61MbAZxo4cCAHDx48KzwdPHiQ/v37n+ddQnw/FoORpxY9T6QxhmuMIfzSk+s/Z3Y2c8y4h2JTITaPB706A7X+KtRB2cQ2lZBcspbahOO8M8TI3pZRpj52J7+oMzLZZCE0rg9cMxvyZ0GIb92e0+3h86Jq3tpawoYjtZz6T4y4MB03DEzjpsHp9EwI64yvQgghRCcLODz94he/4MEHH+To0aMMGzYMgK+++ornnnuOJ598kr179/pfm5+f33aVisvSps9WsPjgScbW6vmRMw+d1xdYfKNMR1pGmU6gqJPRqHqi0XdDh2+UKcq6hi/61PCf0W6awhT0HoXpJjM3G0zkejUouTNh4B2QNvhbR5lG9Yzj1iEZjOuXiE7TOU+aCiGE6BoCnrb7thYFiqLg9XpRFAW32/29iussMm3XuRw2O/Nf+Rc2cwyTG7UkejJR8P17Z3YZOG7czXFjITa3A60mE68mEZUumxhjNakVG2lIOMGSfk2+USaVQneHk5uNRq4zmYlM7A+DZkPujRDk+9/W5fawtqjmnKNMNw5K59Yh6WTGhnbW1yGEEOICddlpu+Li4vaoQwj2frWRF3fsZlhdMNfbehPsPd36otJynKPGXVRajoEqBo26G5qgTLRKCinV24k3vsCm7GpeHOmgPkJB41WYaLZws9HEII8WJf9mGHQHJJ+eWi5rtLD467NHmUb2jOUHQzJllEkIIcQ5fac+T0K0FbfbzYuvPMtxUwjT6jT8nzsXVcu/lna3lWLjXo4Zd2NyGdBoMlDrhqDos4m02Ugt3og37G0+yK3nq97gVisku9w82GDieqOJ2Li+cO3dkH8z6H37Gro9XtYfruH1LSdZd/j0KFNsqI4bB6dx6xUZZMXJKJMQQojz+06PCFVUVPDll19SU1ODx+Npde4Xv/hFmxQmLm31FRU8ufRN0ppiGGdK4jrP6a196m2VHDXupNRchBstWnUGmuAhaLTdSazbR3LxWxzsWcXTU0yUxiuAwjCrlVsNJkbb3aj7zYAr7ob0of61TI1mB4u3l/Lm1pOUNpx+InRkz1huHZLB+H5JMsokhBDiggS85mnhwoX85Cc/QafTERsb26qnjaIoHD9+vM2L7Giy5qn9fL5iCe+cqGJitY4CZwo676kRIRcnzQc4athJo6MaRRWLWp2GossmyBNKWuWXRHgLWZFbz2d9nNj0vjYD041mbjEa6R6aAoPvggE/gtA4//32lDaxaMtJlu2twNHS/TsiSMPNg9P54bBMuskokxBCXDK6bJ+n9PR07rvvPubOndtp+9u1NwlPbcvpdPLsK/MptcRwY51Cmrubf2rO4jJyxLCD48Y9ODx21Op00KSi1ucQZaojrXw9xqSTvJVbz/4MBRSFbg4ntxqMTDVZCOs1HgbfDT2v9Xf/tjndLNtTwetfnWRv2ek95nJSIrh9eCbT+qcSrJNNeYUQ4lLTZReMWywWbrnllks2OIm2U19RwV+WvklSUwxTTGlEeNL852ptZRxu3k655TBeRYdGnYlG3x2NtjtJtXtIbniFPdk1/OkGE7VRCiqvwjUWK7cajAxVhaMMvNe3ADz69Bq8knoLb2w9ybvbS2myOAHQqVVMyU/mR8MzGSDdv4UQQrSBgMPT3XffzXvvvccjjzzSHvWIS8DODWt59sABxlQF8TN7b/QtT815PG5Omg9yxLDdNzWnRKDW5qDo+hDkiSCt8ksivR+xPK+eT6c4sOsUwt1e7mwyMstoJDWhP0y6D3JmgEbfck0v6w/XsmjLiVYLwFOjgvnhsAxmDU4nNkzfSd+EEEKIS1HA03Zut5vrrrsOq9VKXl4eWq221fmnn366TQvsDDJt990sfn0Bqw0qbq5U6OvKREMwAHaXlcPG7Rwz7MbusaBSxaNoM1Hp8oiyGkkr+xx7Yilv5NSxN9MLikKm08ltzUamWeyE9JsBQ+/zNbNsYbK7+GBHGQs3n6C4zuw/flXveG4flsmYPgmoVTLKJIQQl5MuO203b948PvnkE//2LN9cMC4uLy6Xi+de+idFthhur9HwhKcnKnzriQyOBg41b+WEeT8erxu1Og110CDU2n4kNB0jrfhNjmbX8ZcZDVTH+P7dGWq1c3uzgVGqCFSD74fBd0J4kv9+pQ0WXtt8gsVfl2K0uwAIb1kAfpssABdCCNEBAh55io6O5p///Cd33HFHO5XU+WTk6dvZzBaeXPQMBlMiP2pUiPf09J+rsZZR1LyFSutxQI1ak4mi64VG3YPU6q0kGb/my/7NvN+3GXOwgs7jZYrZzG3NRnrH5/lGmc6YmvN6vWwtbuDVTcV8eqAaT8u/sd3jQrljZBY3DEwjVC8b8wohxOWuy4486fV6Ro4c2R61iItAfUUlf/r4DSKbYri5OY1IbxYAXq+HMvNxDjRvpMlRA2hQa3qi0uWiV+JJL19HlHo5H/Zv5NNeFtxqhQi3h3sbTdxqtBDXZypM/xmkX+G/16mn5l7ZdIKDlQb/8St7xXHXyG6M7h2PSqbmhBBCdLCAw9ODDz7Iv//9b/71r3+1Rz2ii6o6eYI/rn6fzNpIfmpOJ9SbCvgWgZ8wF3GwaRMmVyOgQ6XNRq3rT4gnhIySz9BGHue1kbXsyHCCopDidHN7k4HrHSpCBtwOQ38CURn+ezWaHbzx1Ule23KCOpMDgCCtipkD07hzRBa9EsM74ysQQgghgO8QnrZt28bnn3/O8uXLycnJOWvB+JIlS9qsONH5Sg8d5E/rV9CjJoKHLGmEeHyhye12ctS0j0PNm7G6TaAEodL2Qx00kAi7i8xjn2JLrWDBuCqOJPuu1cfu5M5mA+O1cWiG/w4G3ObfnBfgZL2Zl78s5t3tpdicvoaWyZFB3D48i1uHpBMVouvwzy+EEEJ8U8DhKSoqipkzZ7ZHLaILqTp2lD+s/YieNaH82pJCiCcdAJfbwSHjbg43b8HhsYESgkqXhyZoMNGmBjIPLaW2dz1PTq+iItZ3rWFWK3c1GRgWl4cy+QHocx2oT/+rt6ukkRc3Hmf1vir/eqaclAjuvao7k/OS0aqlp5gQQoiuI+AF45eDy3nBeENFJY8ue4OE2ihusYQQ4vFNp7ndDg4ZCznU/GVLaApFpe2FJmgosc0lZFWtpTjXxH/7VdAY7luHdI3Zwo+bDORmXQujHoKMYf77eDxe1hbV8MKGY3x9otF//OrseO69sjvDe8TK05tCCCEC0mUXjItLk7GpiT8tfh5nUwI/a04kwtMN8IWmI8b9HGzeiMNj9U3P6fLQBI8gvvEEmSdfoai/iV+PqcQYoqDywmSTmXsMZnr1uR5ufBAS+vrv43J7WLa3gv98cYwjNSYAtGqF6QWp/PjK7mQnyXomIYQQXVvA4albt27/c0TgUtgY+HLidrv5+wtPUWSN58G6GOI8vQHweJwcNRZxoGkddo8F30LwvmiCRxLfVELWyZcoGmDjl9eWYw5W0HjhBqOJu0wOMgpuh2E/g6h0/31sTjfv7yhjwfpjlDVaAQjXa/jhsEzuHJlFYkRQZ3x8IYQQImABh6eHHnqo1e9Op5Ndu3axevVq/u///q+t6hId4K2F/+FdczBzyiO41dMdFRq8Xi8lpmPsaVyD1W0E1Ki0vdEEjSTGVEuPw4s4PNDKQ9eWYg5WULeEpnutkHLFfTDkxxAS47+Hye7iza9O8tKXxdQa7QDEhuq4a1Q3fjQ8k4gg7XmqE0IIIbqm79Sq4Fyee+45tm/f/r0LEu3v68/X8Jfjx5l5wss/3UlovWEA1JjL2dn4Kc3OagAUTQba4FFEWmz0OPIuxwuMPDimBEuQb3puutHETxwa0oc+BIPvBn2Y/x5NFgevbDrBa5tP0Gz1bdKbEhnEvVd1Z9YVGQTr1B3+uYUQQoi20GYLxo8fP05BQQEGg+HbX9zFXaoLxs0GA79b/DzB1THcZQkj2JMGgMnawLbmddRajwCgqOJRBw8n0hFM99LVVPdrZH5eCYZQBcXrZbLZwn0OLVnDHoRBd4AuxH+PZouTl788ziubTmBq2T6le1wo913dgxkFqeg08uScEEKI9nHRLRh///33iYmJ+fYXik7x0ov/YLU1mt9VhRPv6QOAy2Vjb/Mujho24sWLooSjDhpEMN3oWbwCe696/nhjMdURXkBhvMnMz1xB9Bg+Fwb8CLSn1ykZbE5e/fIEL315HKPNF5r6JIXzwDW9mJibJJv0CiGEuGQEHJ4GDBjQasG41+ulqqqK2tpa/vOf/7RpceL7qyo+xi/XruCaEjVPuZLQesPxej2cNB5nV+NK3xN0aFDp+qDTjaRb2edERG/kmamlFMX6ptuGW63MsWroM3IuDLzdv+cc+NY0vbb5BC9sOO6fnuudGMYvx/ZmQk6SbJ8ihBDikhNweJoxY0ar31UqFfHx8Vx99dX06dOnreoSbeC5BX9jvSWeR+v0RHn6Ab4pus2Nn9JoPwGAok5BG3INaTWHSXW/wBtX1vJFuhmA3nYHv7J4GDHkQd+apjOm5ywOF4u2nOS/64/RaPGFpp4JYTw0theTc5MlNAkhhLhkSZPMc7jY1zw119Xy86VvMvGEi5HuXLTeULweNwea97O/6RO8eEAJQxM8khh7CL0rl7NxeBOLetXiVSkkuFw8YHQwteBe1MN/BvrTvZdsTjdvfHWS59cdo97s23eue1woD47txXX5KTI9J4QQotN02TVPO3fuRKvVkpeXB8BHH33Eq6++Sr9+/Xj88cfR6WT/sc608t3XeaHGzh8rtcS4BwFgsDawqWEVBkcZoKDS9iJIM5LeJ1Zizq7koatKMQUrhHi83NNo5LbeNxN8yyMQGuu/rtvjZcnOMv6x5jBVBhsAmbEh/OKaXkwvSEEjW6gIIYS4TAQcnn7yk5/wyCOPkJeXx/Hjx5k1axYzZ87kvffew2KxMH/+/HYoU1yI3//nSZS6UP5uSyXIE4/X42a/YT8HGlfjxQtKONrga8isLSVRu5BnJpezL8EFKEw2mflV3HASpv8JYrq3uu6Gw7XMW1XEwUrfk5SpUcE8eG0vrh+YKvvOCSGEuOwEHJ4OHz5MQUEBAO+99x6jR4/mrbfeYtOmTdxyyy0SnjqBxWji3sUvcUuFl3xXLio02BwmNtatpsF+DN9oUz+iyKFv8cesH1nLH3o14FUUejkc/FaVxODpCyFtUKvrHqw08JeVB9l4pA6A8CAN94/pyewRWQRppU+TEEKIy1PAwwZerxePxwPAZ599xuTJkwFIT0+nrq4uoGtt2LCBqVOnkpKSgqIoLF269Fvfs27dOgYOHIher6dnz54sXLjwrNc899xzZGVlERQUxNChQ9m2bVtAdV1M9m3bzKw332ZOsZcC1yhUaKgwV7Cy4iVfcFJC0IVMo3edm0zVYn5z8yHe6N1IiNfLb0xu3r3icQbfta5VcKox2vi/9/Yw+V8b2XikDq1a4a6R3djwf2P4yegeEpyEEEJc1gIeeRo8eDB//vOfGTt2LOvXr+f5558HoLi4mMTExICuZTab6d+/P3fddRczZ8781tcXFxczZcoU7rvvPt58803Wrl3LPffcQ3JyMhMmTABg8eLFzJkzhwULFjB06FDmz5/PhAkTOHToEAkJCYF+3C5t5ftv8PYJE081BhHmHozX62FP024ONX0K+DqER3EFOSc/ZsmVZazsbgMUrrbY+F33mSRd/YdWXcEdLg8LNxfzr7VH/Q0up+Qn8/CEbDJjQzvjIwohhBBdTsBP2+3du5cf/vCHlJSUMGfOHB577DEAHnjgAerr63nrrbe+WyGKwocffnhWK4Qz/eY3v2HFihXs27fPf+yWW26hqamJ1atXAzB06FCuuOIKnn32WQA8Hg/p6ek88MADPPLII+e8rt1ux263+383GAykp6d36aftXn7xGfbXKPzUnEmwJwan28HmujVUWfYDatRBI+heZyQkdAuPjqnGGKIQ63LzW20q4yY/jxLXs9X1Nhyu5fFl+zle62tT0D89isem9mNgRnQnfDohhBAicF32abv8/HwKCwvPOv7UU0+hVrfvdM6WLVsYO3Zsq2MTJkzwb1bscDjYsWMHc+fO9Z9XqVSMHTuWLVu2nPe68+bN44knnmiXmtvDvOeehFoNP7fnoveGYnKYWFf9NmZXAyghBOnHkX9iLesGH+bdPAcoCjOsLn499LdEFtwGZzQ5Lam38KcVB/j0gG8/u7gwHb+Z2IcbBqZJryYhhBDiHL7z9iwOh4Oamhr/+qdTMjIyvndR51NVVXXW1GBiYiIGgwGr1UpjYyNut/ucrykqKjrvdefOncucOXP8v58aeeqKHn32STJr3FzrGIIGLQ32RtZXLcLhsaGoE4lxD6RH/RL+PKOUihiFeJebJyILuPLm5yE4yn8dm9PN8+uO8fz6YzhcHjQqhdkjsnhwbC8igrSd9wGFEEKILu47PW139913s3nz5lbHvV4viqLgdrvbrLiOotfr0ev13/7CTvbYs/PoXePmKseVqFBRYa1kc/VbuL0uVNpsujUFYYhfxAMTzLjVChPsHn4/ah5R/Wa0us5Xx+v57YeF/im6kT1jeXxqDr0Sw89xVyGEEEKcKeDwdOedd6LRaFi+fDnJycmt9rlrb0lJSVRXV7c6Vl1dTUREBMHBwajVatRq9Tlfk5SU1GF1tocnnp1Ht1qXPzgVm47xde0HeAGNfhg5lSf5ZMAaVudAsMfL7/U9mXbzwlajTc0WJ/NWHeSdr0sBiA/X8/jUHCbnJXXo/45CCCHExSzg8LR792527NjRKfvYDR8+nJUrV7Y69umnnzJ8+HAAdDodgwYNYu3atf6F5x6Ph7Vr13L//fd3dLlt5s/PziO11skY+5WoUHPCdIxtte8DavT6q8mt3MTTYw9SnKSih9PFP3J+Qo9hD/rXNnm9XpbvreSJZfupM/m2VPnh0AwentiHyGCZohNCCCECEXB46tevX8D9nM7HZDJx9OhR/+/FxcXs3r2bmJgYMjIymDt3LuXl5SxatAiA++67j2effZaHH36Yu+66i88//5x3332XFStW+K8xZ84cZs+ezeDBgxkyZAjz58/HbDZz5513tknNHe3FF+YTWedirH0UajScNB9jW+0HgJZQzVX0qPqYP8yopSlMxTSnht9Nfp2QlAL/+8ubrPz+w0K+OFQL+DbvnTczjyuyYjrnAwkhhBAXuYDD01//+lcefvhh/vKXv5CXl4dW23rkIpBHA7dv386YMWP8v59atD179mwWLlxIZWUlJSUl/vPdunVjxYoV/PKXv+SZZ54hLS2Nl156yd/jCWDWrFnU1tby6KOPUlVVRUFBAatXrw64B1VX8OWnyzlWa+cem29xeKn5OFtrPsCLjkjVSKINi5l7kwk0Xv4Y3Ifrb10EuhDAN9q0ZGc5j3+8H6PdhU6t4udjenLf1d3Ra6TJpRBCCPFdBdznSaXyNSX/5hqZi3nB+Dd1VJ+I/8VusXHvS8/zcFU6kZ5Eam3VrKt8HY+iJcY7FJf3HZ6dZCfW4+Hf2bPJGfUb/3vrTXZ++2Ehn+z3rf0akBHFUzf2p2dC2PluJ4QQQlz0umyfpy+++KI96hDfcP/Cf/PTGh2RnkTMLhObqhfjQU28eyBN2td5abyHbJeHf4/8C0l9Z/jft2Z/Fb/9sJA6kwOtWuGhsb35yVXd0cgGvkIIIUSbCDg8jR49uj3qEGdY+MpzTKluJM01CY/XzabqD7B7XEQzmFr9YhaO9XC1S+GvU94mJLk/4Ovb9MflB3hrq2+aMzsxnKdn9ScnJbIzP4oQQghxyflOTTKbmpp4+eWXOXjwIAA5OTncddddREbKX9Tfl81k4VBdI/fZrgUFdjd8QaOjjkgGUxP0Hm+OcXO9W8ejN69AE5EMwIk6Mz97cycHKg0oCtx7ZXfmjO8ta5uEEEKIdhDwXM727dvp0aMH//znP2loaKChoYGnn36aHj16sHPnzvao8bLy8KvPcHNDKmpFR5W1mCOGHYSpCrCzhDfHuLjDE8oTt37mD04rCyu57t9fcqDSQEyojtfuHMLcyX0lOAkhhBDtJOCRp1/+8pdMmzaNF198EY3G93aXy8U999zDQw89xIYNG9q8yMvF7q/Wc1WdmXh64vQ4+LpuNRpNH8KaV/PUTAcPKjHc88OVoA/D4fLwl5UHWbj5BABXZEXz71sHkhQZ1LkfQgghhLjEBRyetm/f3io4AWg0Gh5++GEGDx7cpsVdbl79ajMPWq8CFextWIfNE0Rmw17m3WDi56po7vnBJ6ANpt5k5743dvD1iUYA7hvdg1+P7y2LwoUQQogOEHB4ioiIoKSk5KwO46WlpYSHy95o39Xrr73AzCoFnSqYRns1x41FpBvCmD+1gts1ofz41pWgDeZQlZG7X/uaskYr4UEa5s8q4Nq+F18PKyGEEOJiFfBQxaxZs7j77rtZvHgxpaWllJaW8s4773DPPfdw6623tkeNl4Xi6nK6e0cAsLP+U8I8Wbw3bBtTg3TcP2sl6MP54lANNzy/mbJGK5mxIXz4sxESnIQQQogOFvDI09///ncUReH222/H5XIBoNVq+elPf8qTTz7Z5gVeDp797z+ZVJOEolEoMRXR6HRjjFxPZrLCr29egRIay/s7yvjNB3txe7wM7RbDgtsGER2q6+zShRBCiMtOwOFJp9PxzDPPMG/ePI4dOwZAjx49CAkJafPiLheO+jqSNRPxeD0UNm4mzuxmy2gDCyctRIlI5oUNx/jLyiIAZg5I5ckb8tFpZH2TEEII0RkCDk/Nzc243W5iYmLIy8vzH29oaECj0XTadiYXq+f++wzX1PcCLRQb9+Jwh/PFkM94Kv8+gtKGMm/lQf674TgAP76yG3Mn9UWlUr7lqkIIIYRoLwEPX9xyyy288847Zx1/9913ueWWW9qkqMuJo76KOG0P3F43B5p34VIOMS0zlfRhv+AvZwSnuZP68Lsp/SQ4CSGEEJ0s4PC0detWxowZc9bxq6++mq1bt7ZJUZeLN954idF1PQA4YSwEZxhHhpVwy/RFPP3ZEV7cWAzAX67P4yeje3RmqUIIIYRoEXB4stvt/oXiZ3I6nVit1jYp6nJRXnaMBF02Hq+HQ4Z9VEVtZ84V9/Kf7Sb+/flRAJ6YlsMPhmZ0cqVCCCGEOCXg8DRkyBBeeOGFs44vWLCAQYMGtUlRl4M9X2/h6uo0AErMB/E4tEQNdrFFmcHf1xwG4LeT+zB7RFYnVimEEEKIbwp4wfif//xnxo4dy549e7j22msBWLt2LV9//TVr1qxp8wIvVUvWr+Ru3VgADhv2Ux7/NRNz/8jty3ybLT80thf3XiVTdUIIIURXE/DI08iRI9myZQvp6em8++67LFu2jJ49e7J3716uvPLK9qjxkmMzW7iqIhiVoqLaehK7zUvPofH8dI2C2+Nl5sBUHry2V2eXKYQQQohzCHjkCaCgoIA333yzrWu5bPz1v3/jdvUoAI4YCqmN/5oyw/9hsLkoSI/iL9fnoSjyVJ0QQgjRFUmnxU7Qp8aBVq3H5Gyk3mohtn8aa8qCCddr+PetAwjSqju7RCGEEEKch4SnDrZy+Qfk2AcCcMy4D0tEIQtPzATgz9fnkh4jndqFEEKIrkzCUwc7uGcbUfpE3F43ZZZqHL1DqfVEMb5fItMLUju7PCGEEEJ8CwlPHcjhcDC02heQysyHsVPGh3WzCNdr+OP03E6uTgghhBAXQsJTB5r/7JOkBuUAcMJSTGPPOuqI5dcTskmKDOrk6oQQQghxIS7oabuZM2de8AWXLFnynYu51KVVWdCqdJidzTRZG1jvuJmeCWH8UDqICyGEEBeNCxp5ioyM9P9ERESwdu1atm/f7j+/Y8cO1q5dS2RkZLsVerGrr66ijz0PgBPmw1iS9nDck8XvpvRFo5YBQCGEEOJicUEjT6+++qr/n3/zm99w8803s2DBAtRq3yP1brebn/3sZ0RERLRPlZeABa88w+1BEwEos1WwLX4cIzJiGZOd0MmVCSGEECIQAQ95vPLKK/z617/2BycAtVrNnDlzeOWVV9q0uEtJQVUIiqKi1laG1VvM186h/HJc784uSwghhBABCjg8uVwuioqKzjpeVFSEx+Npk6IuNSeOHyND5VsoXmop4USawsiecVyRFdPJlQkhhBAiUAFvz3LnnXdy9913c+zYMYYMGQLA1q1befLJJ7nzzjvbvMBLwXtvPc+t+ul4vB4q7RWscd/Ii9fI3nVCCCHExSjg8PT3v/+dpKQk/vGPf1BZWQlAcnIy//d//8evfvWrNi/wUpBbHQehUGMrxRRcRLf0mxnSTUadhBBCiItRwOFJpVLx8MMP8/DDD2MwGABkofj/UHzsKOmaPgCUW8vYGn8FP76ym2z8K4QQQlykvtMz8i6Xi88++4y3337bHwIqKiowmUzfqYjnnnuOrKwsgoKCGDp0KNu2bTvva6+++moURTnrZ8qUKf7X3HHHHWednzhx4neq7fta8sbzROljW6bsyqgIu5qJOUmdUosQQgghvr+AR55OnjzJxIkTKSkpwW63M27cOMLDw/nrX/+K3W5nwYIFAV1v8eLFzJkzhwULFjB06FDmz5/PhAkTOHToEAkJZz/Gv2TJEhwOh//3+vp6+vfvz0033dTqdRMnTmzVYkGv1wf4SdtG37pTU3ZlNESe4PaR3aSvkxBCCHERC/hv8QcffJDBgwfT2NhIcHCw//j111/P2rVrAy7g6aef5sc//jF33nkn/fr1Y8GCBYSEhJy37UFMTAxJSUn+n08//ZSQkJCzwpNer2/1uujo6PPWYLfbMRgMrX7agsVsJlXdE4AqWwVfhE/mxkHpbXJtIYQQQnSOgMPTxo0b+f3vf49Op2t1PCsri/Ly8oCu5XA42LFjB2PHjj1dkErF2LFj2bJlywVd4+WXX+aWW24hNDS01fF169aRkJBAdnY2P/3pT6mvrz/vNebNm9eqi3p6etsEnAX/+hPRet/oWYW7jJy84cSE6r7lXUIIIYToygIOTx6PB7fbfdbxsrIywsPDA7pWXV0dbrebxMTEVscTExOpqqr61vdv27aNffv2cc8997Q6PnHiRBYtWsTatWv561//yvr165k0adI56waYO3cuzc3N/p/S0tKAPsf5dKsMRqWoaLBXUaUv4wdDM9vkukIIIYToPAGveRo/fjzz58/nhRdeAEBRFEwmE4899hiTJ09u8wL/l5dffpm8vDx/v6lTbrnlFv8/5+XlkZ+fT48ePVi3bh3XXnvtWdfR6/XtsiYqjR4AVFjLOdB9On/IOv/UoRBCCCEuDgGPPP3jH/9g06ZN9OvXD5vNxg9+8AP/lN1f//rXgK4VFxeHWq2murq61fHq6mqSkv73E2lms5l33nmHu++++1vv0717d+Li4jh69GhA9X1f4VpfWKqjllGDh0t7AiGEEOISEHB4SktLY8+ePfzud7/jl7/8JQMGDODJJ59k165d53w67n/R6XQMGjSo1UJzj8fD2rVrGT58+P9873vvvYfdbue222771vuUlZVRX19PcnJyQPV9H++/+yqhGt80Zr2qiekFqR12byGEEEK0n4Cn7QA0Gg0//OEP+eEPf/i9C5gzZw6zZ89m8ODBDBkyhPnz52M2m/1bvdx+++2kpqYyb968Vu97+eWXmTFjBrGxsa2Om0wmnnjiCW644QaSkpI4duwYDz/8MD179mTChAnfu94LVbNjP4rSE4fbRll8MukxIR12byGEEEK0n4DDk1qt5qqrruKDDz4gJub0FiPV1dWkpKScd1H2+cyaNYva2loeffRRqqqqKCgoYPXq1f5F5CUlJahUrQfIDh06xJdffsmaNWvOWd/evXt57bXXaGpqIiUlhfHjx/OnP/2pQ3s9xVhCIRRMrmYGjb/p298ghBBCiIuC4vV6vYG8QaVSMWzYMKqqqli2bBk5OTmALzwlJyfj8XjapdCOZDAYiIyMpLm5+TtvPbPqZ0+TF3EFJaajZPxpFmnRMvIkhBBCtKe2+Pv7QgS85klRFD744AOmTp3K8OHD+eijj1qdEz7hqkgATG4DqVHB3/JqIYQQQlwsAg5PXq8XtVrNM888w9///ndmzZrFn//8ZwIcwLrknVosbvI2S6gUQgghLiHfacH4Kffeey+9evXipptuYsOGDW1V00XPZDQSpvUNFzZrmzu5GiGEEEK0pYBHnjIzM1Gr1f7fx4wZw1dffdVmXbkvBW88+zTBat92Mfruid/yaiGEEEJcTAIeeSouLj7rWM+ePdm1a9dZzS4vV5oqKwSD1WXmxvvndHY5QgghhGhDAY88nU9QUBCZmbJ3G0CUs2W9k8uATvu9ZkaFEEII0cVc0N/sMTExHD58mLi4OKKjo//nAuiGhoY2K+5iFYlvvZPZaejkSoQQQgjR1i4oPP3zn/8kPNw3mjJ//vz2rOeSEKpuGXnyyGJxIYQQ4lJzQeFp9uzZ5/xncW5hLW0KDEpT5xYihBBCiDZ3QeHJYLjw6af27Oh5MTi4dzfhWl+DTGOQqZOrEUIIIURbu6DwFBUV9a2NHr1eL4qiBLy33aXm07feYqZqKh6vh1G3yp52QgghxKXmgsLTF1980d51XDIizVoIBYvLSJ8rruvscoQQQgjRxi4oPI0ePbq967hkRLpbFos7jZ1ciRBCCCHaw3duQmSxWCgpKcHhcLQ6np+f/72LuphFnGpT4JY2BUIIIcSlKODwVFtby5133smqVavOef5yX/MUqvGFJ6OnsZMrEUIIIUR7CLjD+EMPPURTUxNbt24lODiY1atX89prr9GrVy8+/vjj9qjxouJvU6CSHk9CCCHEpSjgkafPP/+cjz76iMGDB6NSqcjMzGTcuHFEREQwb948pkyZ0h51XhTWLH2XbG0CANYIVydXI4QQQoj2EPDIk9lsJiHBFxCio6Opra0FIC8vj507d7ZtdReZIxu3o1bUuD0uJv3kZ51djhBCCCHaQcDhKTs7m0OHDgHQv39//vvf/1JeXs6CBQtITk5u8wIvJlG2YMC3IXBKVrdOrkYIIYQQ7SHgabsHH3yQyspKAB577DEmTpzIm2++iU6nY+HChW1d30Ul0nOqTYE8aSeEEEJcqgIOT7fddpv/nwcNGsTJkycpKioiIyODuLi4Ni3uYhOuOtWmQBaLCyGEEJeq79zn6ZSQkBAGDhzYFrVc9E49aWf0NnVuIUIIIYRoNwGHJ6/Xy/vvv88XX3xBTU0NHo+n1fklS5a0WXEXmzCtb+SpWSsjT0IIIcSl6jv1efrRj35EcXExYWFhREZGtvq5XL02/++EqH0jT+qU8E6uRgghhBDtJeCRp9dff50lS5YwefLk9qjnomU9WYOiV3C4bcz61dzOLkcIIYQQ7STgkafIyEi6d+/eHrVc1KIdYYCvTYFGq+3kaoQQQgjRXgIOT48//jhPPPEEVqu1Peq5aEVImwIhhBDishDwtN3NN9/M22+/TUJCAllZWWi/McpyuXYZD1NLmwIhhBDichBweJo9ezY7duzgtttuIzExEUVR2qOui45/Q2BFwpMQQghxKQs4PK1YsYJPPvmEUaNGtUc9F6X62lrC/W0KZNpOCCGEuJQFvOYpPT2diIiINi3iueeeIysri6CgIIYOHcq2bdvO+9qFCxeiKEqrn6CgoFav8Xq9PProoyQnJxMcHMzYsWM5cuRIm9Z8pneem0+QOhSA1MHZ7XYfIYQQQnS+gMPTP/7xDx5++GFOnDjRJgUsXryYOXPm8Nhjj7Fz50769+/PhAkTqKmpOe97IiIiqKys9P+cPHmy1fm//e1v/Otf/2LBggVs3bqV0NBQJkyYgM1ma5Oavymo0dco1OoyM+FH97bLPYQQQgjRNQQcnm677Ta++OILevToQXh4ODExMa1+AvX000/z4x//mDvvvJN+/fqxYMECQkJCeOWVV877HkVRSEpK8v8kJib6z3m9XubPn8/vf/97pk+fTn5+PosWLaKiooKlS5cGXN+FiHKeblMghBBCiEtbwGue5s+f32Y3dzgc7Nixg7lzTzeVVKlUjB07li1btpz3fSaTiczMTDweDwMHDuQvf/kLOTk5ABQXF1NVVcXYsWP9r4+MjGTo0KFs2bKFW2655azr2e127Ha7/3eDIbAQFEFLmwIJT0IIIcQlL6Dw5HQ6Wb9+PX/4wx/o1q3b9755XV0dbre71cgRQGJiIkVFRed8T3Z2Nq+88gr5+fk0Nzfz97//nREjRrB//37S0tKoqqryX+Ob1zx17pvmzZvHE0888Z0/R5jaty2Nyd30na8hhBBCiItDQNN2Wq2WDz74oL1quSDDhw/n9ttvp6CggNGjR7NkyRLi4+P573//+52vOXfuXJqbm/0/paWlAb1f2hQIIYQQl4+A1zzNmDGjzdYOxcXFoVarqa6ubnW8urqapKSkC7qGVqtlwIABHD16FMD/vkCuqdfriYiIaPVzoQ7t20OY1jfyZAgyX/D7hBBCCHFxCnjNU69evfjjH//Ipk2bGDRoEKGhoa3O/+IXv7jga+l0OgYNGsTatWuZMWMGAB6Ph7Vr13L//fdf0DXcbjeFhYX+jYq7detGUlISa9eupaCgAPCtYdq6dSs//elPL7i2C7XmjTe5XjUVj9fDsBtmtPn1hRBCCNG1BByeXn75ZaKiotixYwc7duxodU5RlIDCE8CcOXOYPXs2gwcPZsiQIcyfPx+z2cydd94JwO23305qairz5s0D4I9//CPDhg2jZ8+eNDU18dRTT3Hy5Enuuecefw0PPfQQf/7zn+nVqxfdunXjD3/4AykpKf6A1pYizToIBYvLSN7I69r8+kIIIYToWgIOT8XFxW1awKxZs6itreXRRx+lqqqKgoICVq9e7V/wXVJSgkp1enaxsbGRH//4x1RVVREdHc2gQYPYvHkz/fr187/m4Ycfxmw2c++999LU1MSoUaNYvXr1Wc0020Kku6VNgWwILIQQQlwWFK/X6/2ubz711kttfzuDwUBkZCTNzc3fuv7p85/9h94ReRwz7Gf0f+7roAqFEEII8U2B/P39fQS8YBxg0aJF5OXlERwcTHBwMPn5+bz++uttXdtFIUzj+x/H6JUn7YQQQojLQcDTdk8//TR/+MMfuP/++xk5ciQAX375Jffddx91dXX88pe/bPMiuzJ/mwJ1U+cWIoQQQogOEXB4+ve//83zzz/P7bff7j82bdo0cnJyePzxxy+r8PTF8g/pro0GwBLm7ORqhBBCCNERAp62q6ysZMSIEWcdHzFiBJWVlW1S1MXiwBebUStqXB4XU376QGeXI4QQQogOEHB46tmzJ+++++5ZxxcvXkyvXr3apKiLRZQtBACTq5nkzMxOrkYIIYQQHSHgabsnnniCWbNmsWHDBv+ap02bNrF27dpzhqpLWZTHt97JLG0KhBBCiMtGwCNPN9xwA1u3biUuLo6lS5eydOlS4uLi2LZtG9dff3171Nhlhal8T9qZ3BKehBBCiMtFwCNPAIMGDeKNN95o61ouOqeetDMibQqEEEKIy8V36vMkfMK0vpGnZrWEJyGEEOJyccHhSaVSoVar/+ePRvOdBrIuSq8/9zShLQ0yleSQTq5GCCGEEB3lgtPOhx9+eN5zW7Zs4V//+hcej6dNiroYWI5UQRDY3TZ+8PDvO7scIYQQQnSQCw5P06dPP+vYoUOHeOSRR1i2bBk//OEP+eMf/9imxXVl0c4wCPK1KbicRtyEEEKIy913WvNUUVHBj3/8Y/Ly8nC5XOzevZvXXnuNzMuo11GExzdlZ3YaO7kSIYQQQnSkgMJTc3Mzv/nNb+jZsyf79+9n7dq1LFu2jNzc3Paqr8sKU/uetDO5ZbG4EEIIcTm54Pmmv/3tb/z1r38lKSmJt99++5zTeJeTsJbF4gZFwpMQQghxObng8PTII48QHBxMz549ee2113jttdfO+bolS5a0WXFdVX1t7ek2BVqZthNCCCEuJxccnm6//XYURWnPWi4a7z43n6nqiQAkDuzTydUIIYQQoiNdcHhauHBhO5ZxcdE3eiAYLC4T182+p7PLEUIIIUQHkg7j30GUMwwAk2wILIQQQlx2JDx9BxG0tClwyXonIYQQ4nIj4ek7CFX7wpPJI0/aCSGEEJcbCU/fwak2Bc2qps4tRAghhBAdTsJTgA7v3+NvU2DQWzq5GiGEEEJ0NAlPAVrz+utoVTo8Xg/DbprR2eUIIYQQooNJeApQhEkPgNllIH/4lZ1cjRBCCCE6moSnAEW5ZUNgIYQQ4nIm4SlAYUrLk3Yu6fEkhBBCXI4kPAUoTBMOgNErbQqEEEKIy5GEpwD5n7RTS3gSQgghLkcSngLwxcoP/T2ezOHOTq5GCCGEEJ1BwlMADn62CZWixuVxMvWnD3R2OUIIIYToBF0iPD333HNkZWURFBTE0KFD2bZt23lf++KLL3LllVcSHR1NdHQ0Y8eOPev1d9xxB4qitPqZOHHi964z2h4C+BaLJ2dkfO/rCSGEEOLi0+nhafHixcyZM4fHHnuMnTt30r9/fyZMmEBNTc05X79u3TpuvfVWvvjiC7Zs2UJ6ejrjx4+nvLy81esmTpxIZWWl/+ftt9/+3rVGeFqetHPKk3ZCCCHE5er/t3fncVHV+//AX8M6rIMCDqAs6g00c0ksxK55UxLNDKyuuHwDtyzTNrXUSnG594qmXa9WajcFW67bL6VSM5XEysgFzBYVwVA0GVAeAYKyOLx/fxAnR4aBQXFYXs/HYx4y53zO57zf85kz5+05Z85YvHh666238PTTT2P8+PG4++67sWbNGjg6OmL9+vVG23/88cd47rnn0KtXL3Tp0gXvv/8+KisrkZSUZNDO3t4eXl5eyqNNmza3HKuL1R/XO+lZPBEREbVWFi2eysvLkZqairCwMGWalZUVwsLCkJKSUq8+rl69ioqKCrRt29ZgenJyMtq1a4egoCBMmTIF+fn5tfZRVlaGoqIig4cxTn9cLH5FCuoVGxEREbU8Fi2eLl++DL1eD61WazBdq9VCp9PVq49Zs2bBx8fHoAAbMmQIPvjgAyQlJWHJkiU4cOAAhg4dCr1eb7SPxYsXQ6PRKA9fX1+j7apvU1BgwyNPRERErZWNpQO4FXFxcdi0aROSk5OhVquV6aNGjVL+7t69O3r06IHOnTsjOTkZgwYNqtHPnDlzMH36dOV5UVFRjQJq47v/QX+b3lVPfBxvcyZERETUXFj0yJOHhwesra2Rm5trMD03NxdeXl4ml122bBni4uKwZ88e9OjRw2TbTp06wcPDA5mZmUbn29vbw9XV1eBxs+LTFwAAZfpreOrVuSbXR0RERC2XRYsnOzs7BAcHG1zsXX3xd2hoaK3LLV26FIsWLcLu3bvRp0+fOtdz4cIF5Ofnw9vbu8GxasqdAVR9087a2rrB/RAREVHzZvFv202fPh3//e9/sWHDBpw8eRJTpkxBSUkJxo8fDwCIjo7GnDlzlPZLlizB3LlzsX79egQEBECn00Gn06G4uBgAUFxcjFdeeQXff/89zp49i6SkJEREROAvf/kLwsPDGxynRjQAgJLrV24hWyIiImruLH7NU1RUFC5duoR58+ZBp9OhV69e2L17t3IReXZ2Nqys/qzxVq9ejfLycjz55JMG/cTGxmL+/PmwtrbGjz/+iA0bNqCgoAA+Pj4YPHgwFi1aBHt7+wbH6Wz9xzft9PxNOyIiotZMJSJi6SCamqKiImg0GhQWFirXPx1/aSvc1V5IKfwKf18da+EIiYiI6GbG9t+NweKn7ZqD/EuX4GxbddquyI63KSAiImrNWDzVw/9b/R/YWzsAANyDu1g4GiIiIrIkFk/1YHfpOgDg6vUriIx+2sLREBERkSWxeKoHjd4FAH8QmIiIiFg81Ysrqq53KuZtCoiIiFo9Fk/1UH2bguJK3qaAiIiotWPxVA/OtlWn7YqseNqOiIiotWPxVIfsM+lwtqk6bVeoLrZwNERERGRpLJ7qsOO/78PGyhaVUok+I4ZbOhwiIiKyMBZPdXAptgMAlFwvQvBfH7JwNERERGRpLJ7qoNH/cbE4b1NAREREYPFUJxerquKpRM/iiYiIiFg81an6NgVXeJsCIiIiAounOjnbVhVPhdY88kREREQsnkz6Zu+XcLL545onlwoLR0NERERNAYsnEzK++hpWKitcr6xAxHMvWDocIiIiagJYPJngWuEIACi+XghvX18LR0NERERNAYsnE1z1VT/LUlzBHwQmIiKiKiyeTHD64zYFxdd5sTgRERFVYfFkgpO1MwDgioq3KSAiIqIqLJ5MUG5TYMMjT0RERFSFxZMJDjZVR570WnsLR0JERERNBYunOpTpr2Hi6wstHQYRERE1ESye6sAfBCYiIqIbsXiqA79pR0RERDdi8VSHYj2LJyIiIvoTi6c6FFnxNgVERET0JxZPdSiw4d3FiYiI6E8snurg0fMvlg6BiIiImhAWTyZcvV6MEROetXQYRERE1ISweDKhhLcpICIiops0ieLpnXfeQUBAANRqNUJCQnD48GGT7bdu3YouXbpArVaje/fu2LVrl8F8EcG8efPg7e0NBwcHhIWFISMjw+y4SvS83omIiIgMWbx42rx5M6ZPn47Y2FikpaWhZ8+eCA8PR15entH23333HUaPHo2JEyfi2LFjiIyMRGRkJH7++WelzdKlS7Fy5UqsWbMGhw4dgpOTE8LDw1FaWmpWbMWVPPJEREREhlQiIpYMICQkBPfddx/efvttAEBlZSV8fX3x/PPPY/bs2TXaR0VFoaSkBDt27FCm9e3bF7169cKaNWsgIvDx8cGMGTMwc+ZMAEBhYSG0Wi0SEhIwatSoOmMqKiqCRqPB+5NexcT/LrlNmRIREVFjqt5/FxYWwtXVtdHWY9EjT+Xl5UhNTUVYWJgyzcrKCmFhYUhJSTG6TEpKikF7AAgPD1faZ2VlQafTGbTRaDQICQmptc+ysjIUFRUZPACgyK7klvIjIiKilseixdPly5eh1+uh1WoNpmu1Wuh0OqPL6HQ6k+2r/zWnz8WLF0Oj0SgPX19fAECfiEfMT4qIiIhaNItf89QUzJkzB4WFhcrj/PnzAICeff9q4ciIiIioqbFo8eTh4QFra2vk5uYaTM/NzYWXl5fRZby8vEy2r/7XnD7t7e3h6upq8CAiIiIyxqLFk52dHYKDg5GUlKRMq6ysRFJSEkJDQ40uExoaatAeAPbu3au079ixI7y8vAzaFBUV4dChQ7X2SURERFRfNpYOYPr06YiJiUGfPn1w//33Y8WKFSgpKcH48eMBANHR0Wjfvj0WL14MAHjxxRcxYMAALF++HMOGDcOmTZtw9OhRvPfeewAAlUqFl156Cf/4xz9w1113oWPHjpg7dy58fHwQGRlpqTSJiIiohbB48RQVFYVLly5h3rx50Ol06NWrF3bv3q1c8J2dnQ0rqz8PkPXr1w//+9//8MYbb+C1117DXXfdhcTERNxzzz1Km1dffRUlJSWYPHkyCgoK8Ne//hW7d++GWq2+4/kRERFRy2Lx+zw1RXfqPhFERER0+7SK+zwRERERNTcsnoiIiIjMwOKJiIiIyAwsnoiIiIjMwOKJiIiIyAwsnoiIiIjMwOKJiIiIyAwsnoiIiIjMwOKJiIiIyAwW/3mWpqj6putFRUUWjoSIiIjqq3q/3dg/nsLiyYj8/HwAgK+vr4UjISIiInPl5+dDo9E0Wv8snoxo27YtgKofJW7MF7+pKSoqgq+vL86fP9+qftOPeTPv1oB5M+/WoLCwEH5+fsp+vLGweDLCyqrqUjCNRtOq3nTVXF1dmXcrwrxbF+bdurTWvKv3443Wf6P2TkRERNTCsHgiIiIiMgOLJyPs7e0RGxsLe3t7S4dyRzFv5t0aMG/m3Row78bNWyWN/X0+IiIiohaER56IiIiIzMDiiYiIiMgMLJ6IiIiIzMDiiYiIiMgMrbZ4eueddxAQEAC1Wo2QkBAcPnzYZPutW7eiS5cuUKvV6N69O3bt2nWHIr09Fi9ejPvuuw8uLi5o164dIiMjkZ6ebnKZhIQEqFQqg4darb5DEd8e8+fPr5FDly5dTC7T3McaAAICAmrkrVKpMHXqVKPtm+tYf/311xg+fDh8fHygUqmQmJhoMF9EMG/ePHh7e8PBwQFhYWHIyMios19zPx/uNFN5V1RUYNasWejevTucnJzg4+OD6OhoXLx40WSfDdlW7rS6xnvcuHE1chgyZEid/Tbn8QZgdFtXqVR48803a+2zOYx3ffZbpaWlmDp1Ktzd3eHs7IwnnngCubm5Jvtt6OfCjVpl8bR582ZMnz4dsbGxSEtLQ8+ePREeHo68vDyj7b/77juMHj0aEydOxLFjxxAZGYnIyEj8/PPPdzjyhjtw4ACmTp2K77//Hnv37kVFRQUGDx6MkpISk8u5uroiJydHeZw7d+4ORXz7dOvWzSCHb7/9tta2LWGsAeDIkSMGOe/duxcA8Pe//73WZZrjWJeUlKBnz5545513jM5funQpVq5ciTVr1uDQoUNwcnJCeHg4SktLa+3T3M8HSzCV99WrV5GWloa5c+ciLS0N27ZtQ3p6Oh577LE6+zVnW7GEusYbAIYMGWKQw8aNG0322dzHG4BBvjk5OVi/fj1UKhWeeOIJk/029fGuz37r5Zdfxueff46tW7fiwIEDuHjxIh5//HGT/Tbkc6EGaYXuv/9+mTp1qvJcr9eLj4+PLF682Gj7kSNHyrBhwwymhYSEyDPPPNOocTamvLw8ASAHDhyotU18fLxoNJo7F1QjiI2NlZ49e9a7fUscaxGRF198UTp37iyVlZVG57eEsQYg27dvV55XVlaKl5eXvPnmm8q0goICsbe3l40bN9baj7mfD5Z2c97GHD58WADIuXPnam1j7rZiacbyjomJkYiICLP6aYnjHRERIQMHDjTZprmNt0jN/VZBQYHY2trK1q1blTYnT54UAJKSkmK0j4Z+Ltys1R15Ki8vR2pqKsLCwpRpVlZWCAsLQ0pKitFlUlJSDNoDQHh4eK3tm4PCwkIAqPPHE4uLi+Hv7w9fX19ERETgl19+uRPh3VYZGRnw8fFBp06dMHbsWGRnZ9fatiWOdXl5OT766CNMmDABKpWq1nYtYaxvlJWVBZ1OZzCeGo0GISEhtY5nQz4fmoPCwkKoVCq4ubmZbGfOttJUJScno127dggKCsKUKVOQn59fa9uWON65ubnYuXMnJk6cWGfb5jbeN++3UlNTUVFRYTB+Xbp0gZ+fX63j15DPBWNaXfF0+fJl6PV6aLVag+larRY6nc7oMjqdzqz2TV1lZSVeeuklPPDAA7jnnntqbRcUFIT169fj008/xUcffYTKykr069cPFy5cuIPR3pqQkBAkJCRg9+7dWL16NbKystC/f39cuXLFaPuWNtYAkJiYiIKCAowbN67WNi1hrG9WPWbmjGdDPh+autLSUsyaNQujR482+QOx5m4rTdGQIUPwwQcfICkpCUuWLMGBAwcwdOhQ6PV6o+1b4nhv2LABLi4udZ66am7jbWy/pdPpYGdnV+M/BXXtz6vb1HcZY2zMiJ1aiKlTp+Lnn3+u8/x2aGgoQkNDlef9+vVD165dsXbtWixatKixw7wthg4dqvzdo0cPhISEwN/fH1u2bKnX/8xagnXr1mHo0KHw8fGptU1LGGuqqaKiAiNHjoSIYPXq1SbbtoRtZdSoUcrf3bt3R48ePdC5c2ckJydj0KBBFozszlm/fj3Gjh1b5xc+mtt413e/dae0uiNPHh4esLa2rnE1fm5uLry8vIwu4+XlZVb7pmzatGnYsWMH9u/fjw4dOpi1rK2tLe69915kZmY2UnSNz83NDYGBgbXm0JLGGgDOnTuHffv2YdKkSWYt1xLGunrMzBnPhnw+NFXVhdO5c+ewd+9ek0edjKlrW2kOOnXqBA8Pj1pzaEnjDQDffPMN0tPTzd7egaY93rXtt7y8vFBeXo6CggKD9nXtz6vb1HcZY1pd8WRnZ4fg4GAkJSUp0yorK5GUlGTwP+8bhYaGGrQHgL1799bavikSEUybNg3bt2/HV199hY4dO5rdh16vx08//QRvb+9GiPDOKC4uxpkzZ2rNoSWM9Y3i4+PRrl07DBs2zKzlWsJYd+zYEV5eXgbjWVRUhEOHDtU6ng35fGiKqgunjIwM7Nu3D+7u7mb3Ude20hxcuHAB+fn5tebQUsa72rp16xAcHIyePXuavWxTHO+69lvBwcGwtbU1GL/09HRkZ2fXOn4N+VyoLbhWZ9OmTWJvby8JCQly4sQJmTx5sri5uYlOpxMRkaeeekpmz56ttD948KDY2NjIsmXL5OTJkxIbGyu2trby008/WSoFs02ZMkU0Go0kJydLTk6O8rh69arS5ua8FyxYIF9++aWcOXNGUlNTZdSoUaJWq+WXX36xRAoNMmPGDElOTpasrCw5ePCghIWFiYeHh+Tl5YlIyxzranq9Xvz8/GTWrFk15rWUsb5y5YocO3ZMjh07JgDkrbfekmPHjinfKouLixM3Nzf59NNP5ccff5SIiAjp2LGjXLt2Telj4MCBsmrVKuV5XZ8PTYGpvMvLy+Wxxx6TDh06yA8//GCwvZeVlSl93Jx3XdtKU2Aq7ytXrsjMmTMlJSVFsrKyZN++fdK7d2+56667pLS0VOmjpY13tcLCQnF0dJTVq1cb7aM5jnd99lvPPvus+Pn5yVdffSVHjx6V0NBQCQ0NNegnKChItm3bpjyvz+dCXVpl8SQismrVKvHz8xM7Ozu5//775fvvv1fmDRgwQGJiYgzab9myRQIDA8XOzk66desmO3fuvMMR3xoARh/x8fFKm5vzfumll5TXSKvVyiOPPCJpaWl3PvhbEBUVJd7e3mJnZyft27eXqKgoyczMVOa3xLGu9uWXXwoASU9PrzGvpYz1/v37jb6vq3OrrKyUuXPnilarFXt7exk0aFCN18Pf319iY2MNppn6fGgKTOWdlZVV6/a+f/9+pY+b865rW2kKTOV99epVGTx4sHh6eoqtra34+/vL008/XaMIamnjXW3t2rXi4OAgBQUFRvtojuNdn/3WtWvX5LnnnpM2bdqIo6OjjBgxQnJycmr0c+My9flcqIvqj46JiIiIqB5a3TVPRERERLeCxRMRERGRGVg8EREREZmBxRMRERGRGVg8EREREZmBxRMRERGRGVg8EREREZmBxRMRERGRGVg8ETVTycnJUKlUyo9iJiQkwM3NrVHXOW7cOERGRjbqOswxf/589OrVy9JhEFErw+KJWr1x48ZBpVIhLi7OYHpiYiJUKpWFojJfVFQUTp8+bekwmpU7UXCScQkJCVCpVBgyZIjB9IKCAqhUKiQnJ1smMKJ6YPFEBECtVmPJkiX4/fffb2u/5eXlt7U/UxwcHNCuXbs7tj5LEhFcv37dYuu/k+NqroqKCkuHUG82NjbYt28f9u/fb9ZyzSlHaplYPBEBCAsLg5eXFxYvXmyy3SeffIJu3brB3t4eAQEBWL58ucH8gIAALFq0CNHR0XB1dcXkyZOVoxs7duxAUFAQHB0d8eSTT+Lq1avYsGEDAgIC0KZNG7zwwgvQ6/VKXx9++CH69OkDFxcXeHl5YcyYMcjLy6s1tpuPogQEBEClUtV4VDt//jxGjhwJNzc3tG3bFhERETh79qwyX6/XY/r06XBzc4O7uzteffVV1PVTmI2Va/Upyi+++ALBwcGwt7fHt99+W2P9Z86cQadOnTBt2jSICMrKyjBz5ky0b98eTk5OCAkJUY5oJCcnY/z48SgsLFRem/nz5xvNq/r04Pvvv4+OHTtCrVYDqDpKMmnSJHh6esLV1RUDBw7E8ePHleWOHz+Ohx56CC4uLnB1dUVwcDCOHj2qzK/r/aRSqZCYmGgwzc3NDQkJCQCAs2fPQqVSYfPmzRgwYADUajU+/vhjAMD69euVvr29vTFt2jSlj1uN+2YqlQpr167Fo48+CkdHR3Tt2hUpKSnIzMzE3/72Nzg5OaFfv344c+aMwXJOTk6YMGECZs+eXWvfteVYfQr5X//6F7RaLdzc3LBw4UJcv34dr7zyCtq2bYsOHTogPj6+1r6JGqyBP3ZM1GLExMRIRESEbNu2TdRqtZw/f15ERLZv3y43biJHjx4VKysrWbhwoaSnp0t8fLw4ODgY/Fq3v7+/uLq6yrJlyyQzM1MyMzMlPj5ebG1t5eGHH5a0tDQ5cOCAuLu7y+DBg2XkyJHyyy+/yOeffy52dnayadMmpa9169bJrl275MyZM5KSkiKhoaEydOhQZX71L63//vvvIiISHx8vGo1GmZ+Xlyc5OTmSk5MjFy5ckL59+0r//v1FRKS8vFy6du0qEyZMkB9//FFOnDghY8aMkaCgICkrKxMRkSVLlkibNm3kk08+kRMnTsjEiRPFxcVFIiIian0tGzvXHj16yJ49eyQzM1Py8/MlNjZWevbsKSIix48fFy8vL3n99deV5SZNmiT9+vWTr7/+WjIzM+XNN98Ue3t7OX36tJSVlcmKFSvE1dVVeZ2uXLliNK/Y2FhxcnKSIUOGSFpamhw/flxERMLCwmT48OFy5MgROX36tMyYMUPc3d0lPz9fRES6desm//d//ycnT56U06dPy5YtW+SHH36o9/sJgGzfvt0gFo1Go7TJysoSABIQECCffPKJ/Prrr3Lx4kV59913Ra1Wy4oVKyQ9PV0OHz4s//73v5U+biVuYwBI+/btZfPmzZKeni6RkZESEBAgAwcOlN27d8uJEyekb9++MmTIEIP3ikajkd9++00cHBxk69atIiLy+++/CwDZv3+/yRxjYmLExcVFpk6dKqdOnZJ169YJAAkPD5d//vOfcvr0aVm0aJHY2toq2zTR7cLiiVq96uJJRKRv374yYcIEEalZPI0ZM0Yefvhhg2VfeeUVufvuu5Xn/v7+EhkZadAmPj5eAEhmZqYy7ZlnnhFHR0eDnXV4eLg888wztcZ55MgRAaAsU1fxdKMXXnhB/P39JS8vT0REPvzwQwkKCpLKykqlTVlZmTg4OMiXX34pIiLe3t6ydOlSZX5FRYV06NChzuKpMXNNTEw0aFddPB08eFDatGkjy5YtU+adO3dOrK2t5bfffjNYZtCgQTJnzhwl3tpes5vXY2trq7x+IiLffPONuLq6SmlpqUHbzp07y9q1a0VExMXFRRISEoz2WZ/3U32LpxUrVhi08fHxMSgib3SrcRsDQN544w3leUpKigCQdevWKdM2btwoarVaeX7jaz979mwJDAyUioqKWounm3OMiYkRf39/0ev1yrSgoCDlPwgiItevXxcnJyfZuHFjvXMhqg+etiO6wZIlS7BhwwacPHmyxryTJ0/igQceMJj2wAMPICMjw+AUVJ8+fWos6+joiM6dOyvPtVotAgIC4OzsbDDtxlNVqampGD58OPz8/ODi4oIBAwYAALKzs83K6b333sO6devw2WefwdPTE0DVaZnMzEy4uLjA2dkZzs7OaNu2LUpLS3HmzBkUFhYiJycHISEhSj82NjZGc7uTuRpbf3Z2Nh5++GHMmzcPM2bMUKb/9NNP0Ov1CAwMVHJ0dnbGgQMHapw+qg9/f3/l9QOqXsPi4mK4u7sb9J+VlaX0P336dEyaNAlhYWGIi4szWG9930/1cePrkpeXh4sXL2LQoEFG295q3LXp0aOH8rdWqwUAdO/e3WBaaWkpioqKaiw7a9YsXLp0CevXr69XjtW6desGK6s/d2NardZgndbW1nB3dzd5upuoIWwsHQBRU/Lggw8iPDwcc+bMwbhx4xrUh5OTU41ptra2Bs9VKpXRaZWVlQCAkpIShIeHIzw8HB9//DE8PT2RnZ2N8PBwsy5W3r9/P55//nls3LjRYOdWXFyM4OBg5fqYG91YIDREY+Zq7LX19PSEj48PNm7ciAkTJsDV1VXJ0draGqmpqbC2tjZY5sZCrr5uXndxcTG8vb2Nfius+tqz+fPnY8yYMdi5cye++OILxMbGYtOmTRgxYkS91qlSqWpcZ2bsYukbY3NwcDDZZ2PFfeMYV19bZ2xa9bjfvN45c+ZgwYIFePTRR432fzu2K6LbhcUT0U3i4uLQq1cvBAUFGUzv2rUrDh48aDDt4MGDCAwMrLFzvlWnTp1Cfn4+4uLi4OvrCwAmL9g1JjMzE08++SRee+01PP744wbzevfujc2bN6Ndu3ZKsXEzb29vHDp0CA8++CAA4Pr160hNTUXv3r0bkFHtbjVXBwcH7NixA4888gjCw8OxZ88euLi44N5774Ver0deXh769+9vdFk7Ozuzj/JU6927N3Q6HWxsbBAQEFBru8DAQAQGBuLll1/G6NGjER8fjxEjRtTr/eTp6YmcnBxlfkZGBq5evWoyLhcXFwQEBCApKQkPPfTQbY+7sTz//PNYuXIl/vOf/zTaOohuF562I7pJ9+7dMXbsWKxcudJg+owZM5CUlIRFixbh9OnT2LBhA95++23MnDnztsfg5+cHOzs7rFq1Cr/++is+++wzLFq0qN7LX7t2DcOHD8e9996LyZMnQ6fTKQ8AGDt2LDw8PBAREYFvvvkGWVlZSE5OxgsvvIALFy4AAF588UXExcUhMTERp06dwnPPPafckLMp5QpUHZXYuXMnbGxsMHToUBQXFyMwMBBjx45FdHQ0tm3bhqysLBw+fBiLFy/Gzp07AVR9I7G4uBhJSUm4fPlynYXJjcLCwhAaGorIyEjs2bMHZ8+exXfffYfXX38dR48exbVr1zBt2jQkJyfj3LlzOHjwII4cOYKuXbsCqN/7aeDAgXj77bdx7NgxHD16FM8++2yNIyvGzJ8/H8uXL8fKlSuRkZGBtLQ0rFq16rbE3VjUajUWLFhQY7sjaopYPBEZsXDhwhqH+nv37o0tW7Zg06ZNuOeeezBv3jwsXLiwwaf3TPH09ERCQgK2bt2Ku+++G3FxcVi2bFm9l8/NzcWpU6eQlJQEHx8feHt7Kw+g6rqkr7/+Gn5+fnj88cfRtWtXTJw4EaWlpcqRqBkzZuCpp55CTEwMQkND4eLi0ihHHm4112rOzs744osvICIYNmwYSkpKEB8fj+joaMyYMQNBQUGIjIzEkSNH4OfnBwDo168fnn32WURFRcHT0xNLly6t9/pUKhV27dqFBx98EOPHj0dgYCBGjRqFc+fOQavVwtraGvn5+YiOjkZgYCBGjhyJoUOHYsGCBQDq935avnw5fH190b9/f4wZMwYzZ86Eo6NjnbHFxMRgxYoVePfdd9GtWzc8+uijyMjIuC1xN6aYmBh06tSp0ddDdKtUcvMJdSIiIiKqFY88EREREZmBxRMRERGRGVg8EREREZmBxRMRERGRGVg8EREREZmBxRMRERGRGVg8EREREZmBxRMRERGRGVg8EREREZmBxRMRERGRGVg8EREREZnh/wOaNaLWcOaSFwAAAABJRU5ErkJggg==", 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", 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", 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", 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" ] @@ -400,11 +452,18 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:13.162413Z", + "iopub.status.busy": "2024-07-11T15:31:13.162166Z", + "iopub.status.idle": "2024-07-11T15:31:13.247463Z", + "shell.execute_reply": "2024-07-11T15:31:13.246939Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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cD5BlO8viLSxsN26Tf7dssyjNv/t1TSxMbNvGss1ce+7dN+W2je0OH1lu2DHWbpmism6ZgDHPL1PctlfWcvPzpERQJOQJhFFETPC5vsEdCyX/KvqiPUo8z6iMUlZRxm4vz3gcSxsl+l2iTMl+lXx9ha8pPy3/i1/1X/dRDW7JZxbXU4rKj9JmKcM5qqHON2BKyTbGqje+16gcx3uiBOsepT/KmEvPjgE7N18mLwyB4VlQbKsgzc6FvXrBoVU7v4znYSp+FuD9QPHLOmnBtnL1SrRh57xZuWcG2i16PYXtQG4422vLyivjrzgLvu7C5+XlFb5XlAzHG+Pj/AebWEQczTLSL7/M/m9+lcxd96HYjtzoqIEH1ykMLs6yMp5iXrIBJbWGLamV3KOv4XBtC1Rp1Ff0sSB+gAXqAc7kcerNLiozw8SSWTLDcdI9FaRTFWSyMYx0DC3bip5ZhWLFUAih2mEidogwOmFbJ4xOxNYJoROxQ+i2gm0ZmFYWw8669wyGHUxLY9hO2LCymHaWjJ3FtE0s28S0DfduYgXCXrplG5g4ZfNRQHHFFypKIOzM8Pamjyt+XPGNmpor505qdvw0+fH8thwJ54SVQNuFxtQzdqobLFG2qLzqviK1qJ3i8vltqaOV9+vkBocKjc4JG5tjIfBlX/jlqxR8AecZhzwj5JWxcns2eV/orpDEHTLF8oyPVbq9QDivzaPUUfL6YRYYk2JDUsqI5NKsEgYk3yCXMjx574f73hall3ounuclZ5hHN9bFhr+0kS/1vpYWBJ7YKG6LgrL5xnus9+JY0vPeC8oLd0Tdecfdj6XtroT1LnBWx+KXJS+/KA2wVAWwnZW0lK5nuVsYeFtp2G55r46l2Hl9C7aBV08BWy1+fsm+4Zavb+X8KXl3SyPiaJZgDQ+z/1+/yPDPfonifpH8ZZXC1lNMTqpOsnJoOQ+nN/LN2Jn0tDVQV9PPisROLlT+zBJjNzWDQ2T6E4wcriE5Ug3DC9Azp6DZMcJ2lDo7SsKOUmFHiFohbDNDxkqSMkdIu1fK7CFjJem30mStFFkrTcZKk3Xjpm04nVV0IIyihEEJAzqKEnLTdRRFd8MhUKIoSsIN6yiqU8bJ11yRo7ppKgoaoaDwccOKcown5djeujJ37ZbrfXLCFoo7L8kPW27cMtywmbv75SzfKCueUfbbDoatgrA9Zj3H4BeWCYQDIiA/nKvnpxfVz6WPbvQLhYFFvgGyStbJv+fqlJtBGg3/C1xVAgZKyRkstdBwFYe9vZzww+47rDqyxyvj53sGTPHy8w1a0IDZ2H4frUCeHShjeWXGMFL+88n1A3J9P6qRKzSYBW2UbHOstkoY98L36fjaVnIXx952oUEfU4gUtjlWPwsFxqT/KDla+5P3fOenmzclwf+ZCMApUZUPTNqTj46Io1lA6qWX2P7B9xI63IUCPL5CYeuZWTbpIWLDl/I15UIGV9dwcv023qjdyfLhl1H6ogwcbCA90Iw+fBlRu4oWq4IaO07c1Ell+xk2+hkxBhg2DtNlDLDPGGDEGCBtJXGERxxFjaIocVBigXAtihIBPeIKoAiaEkZXIqCEXUGTQ7VNVDuLZhuoZgbNyqAaGVQjjWamUa0smplBtYbQzCyq5VyKbaBaBqplotoGimU4bVm5sHN3ynhhxS2vWiaKbQRET+CX7iThGE/38sIKgbT8cG6fJM/oenspKYGw80VquoY1t+eSY0BN1TGYpldOsbFUMLGxFNuJK066E3bv2Pn7NwWeawfSgvFSRnC0/Fw4JzLyDX6xwbECQsMTEWO3fbx9Kh12ftUei7GwRwlPB0rB/cRa8ubXKa4nMjjnzVnYWWzslEA4Vz9/u49SeYrttWPn/Lp20Ifq7vdle/VtcvtmuYsmvPpeuucJdMOq64Hywt73gGoH6gfy/PreIg3331e13b75dQr6bgdfc6CO//7YBfHc68lLs+2CeKA9/32zA/8GxfuNFe41VvQe5rVN4P0K+qNzffOeAzZa4N8n+BqC/VH88mOwoOloJSYVEUcznL777mX/R/+BUMakswp++2qLcxKQGrmCj7RewrLTD3BF6Ncs79nHwK4WMt1LCSfPotmqocmuhvQIPenD9GZ2cyDTzbZsN0lzEJQKFK0GRa1GUStR1EUo4QRKpJKImnA9Os6ft26lCRkjhDKDhNL9hLLD6EYfupFEN1NoRio/bCbRjRSamXLEj+dGHwNbATOsY4Y0jLCKoauYmoKhKxhhZxNHQ4OsBoZqk9Egq9pkNIusapFWbTKqSUa1yGoKhruJo3e3VG/DR8UNu+lKcKNHJW/Tx9JlRgm7oqfEKyu4lwPH9NUFuAZRUdwZX4q704GCqqgBY6egKrmwFixHzuCqFKblDKxG7ou6OD9nMFTwVxAGw5qfZgcMmO0bN9U3iOSMomf8fGPnxS2/vmZbKJZnOIP5zqrHvEHVQB+9PgWNl2+4Cl5PYb5mlxYLhYZvTMOc917agWfkG+FxGzThqNjuULvt/kh09gHz0tx/IW9DRW9PMcXdM83bC8zfXNHZF8zfHEMp3NTD22NMzUsLbqhhBeqZqBg2bhnff54Xt3EWqwQ3EfHzbAXTi9u5u+k908t380y/vIpl46dZtkI0PZ/3Ttu/koijGU3fPXdx4B8+im7aPLNYoeP8JJXDl/LRujez9vTtfNr8V9QDFaTa11KVvICTzUasVD/tyT0cTD3Lc5nDZG0FVWtC0RpR9TUooToiWi2KEka1s8TSvURGuoike4mk9xNN9xFJ9xFO9xPODhHKDqN6w2UulqaQjYVJxzRSEZVUXGEgbDMcsRnQDQZDBsNhm2QEkmFIh1QyOmRCkNYV9+7EM+6GkYaG+81sutfxoFBqb21d0dAVFU1xJnTnwgqaoqKjoCmOUddRCLvG2on708jRbSdd9+NenvNrSvMNsZOmBn55apZjhL303DYCNqplOfsdWZZbx8lXbQvNCqabTtw20XCMsTfo6Bliz7B6YkPzfjm6xjcvPfBLUnPD+eliLCcKzxB6lx28e8bQNZDOcF7QiKoBA5tvQINGM99QqhgFRjM3oBzctFMtMID5G4MG0z3DadpqCcOpBgxqoXHMlfMMo7PpqRv3DKytYPjtgGF7hlfBsh2j7sXNQHnTxo87Fxh2fnquv6VfU17cDr620u9Nft2c8JBPzLFzen2NiCNh/Aw9/TQH/uGjaKbN5jUKkbNMfmt9muGzK/iE9nWUl6uIH34Na7OLYaSPvUPb+PPIb0kTQtPbUPXVKImLiKhVhOwMiYF9JHr2UzGyhdjIEeLJI0TS/XjDTEZYY7gmQm+Vyv4mk45Yhv64zUAMBuIqgzGFwbizIWQyDChjiRjPya4Q18JE1RBRRSeqaERRqUIhhkLEhig2MQsitkXUtolaFhHLImKZhCyDkGn497CZdeJmxgnbEMImZHsXhGybsG0Twtkte05+ABQNZ0txDVvVQXXnZikatht2jLBrUFVHmdpuuqmqGJ5BDhhmZ7ft3G7hzo7XmvvLVCswGu4O3wGDHNwR3A4YlDxDZKv+L03TNZTeL1XD3SncM3YmmmMA3TSvvGGrrsRWMSzF3ZlcwXDLmLZC1soZWcN2yhg2ZG2njaylYHj5lmNsDVsh6xlfSyVrKxiuAQ4aXrvAqOYGMYRyR1FAUx1vqaKAqihoaiCsQMjLB1RVcY/hCd6d8kqgjWDcS0NxvyUDeQTLgu/O88q7lQILDL24+/el4LdrB//svDlz/gvFjSt+GX8elFvemcOmYGPjH1WSV8Yd+i5Iz4WV3Hw43CkBgXLxqtiE//uNhzlpG2Y6Rk8PO/72vURNmydWQOgMnS8mbuaC1X/m5P27Ce95Naekl9AzsJ3HB37CiKWhhlegVVxBRGsgkWyntvMlqvs3Uzm0n1iyCwWbZFWEjgadXc1Z9tYYtNcpHKlW6aqC4SigZAK9cD49cTVCrR6jVgnRgkqdDdWmRaVpkDAyJLIpEpkRKtIjJIw0CcuiwrJJWBYx15sxJag6qCHQQ44wUEPYqo6l6qDq2N6lOGm2omOrGpYSwlI0LDfdQsNUdCcNHVPRnMvdZtJ0Db5jcDXXTa042016Rhb3cg2qc/eMaS49EwgbaI7xtZwyWdewZ2zVN+RZSyVrq2RsBcNSybgGOmsppL16NhgWWJaNaXt70QjTjeoaXUVxvZSuwdVUJ64oCprqGEHPIKuKY3w1N01Vi8t4BtozqJ6BVty6CorjrCoy0K4xJmewPQPqG2LP3rrzwBQcw+cZYs/4eobYM5jenC3bL58zls74n794PHfYcMDQFhtdJTfBPJDuLgfAVmxM2zXArkH3DLGz1YY7NA7Ythd20k1co407R88tY+K0mbGdye2WDaZtc/QJArMJpeA+Xsb+8mmITO8PBhFHM5Ctn/gw0d4RDtVB5myNf6v/HFcv/ikVTy/glN6rGe7bzSP9PyajtqBHLyGitVLXt52mfXfR0PUc4ewgI5VhdrRp3LcmzZ5mhd0tKn2JoLdHpSVUxXwtxkmWQnM2Q3NqiObhXpqTgzSYJrWWSeR4jGs4gR2NY4fiGHoMS49jaFEMLUZWi5FVY2TUKGklQkqJkiJM2tZJWSFStkbS0knaIdK2TtrSSNkhRiyNlKWTdPOHrRAjpuZeKlnTJmNaZNIWWdMma1oY1lxTBuP76lYUfEPtGWlVzY9rqoKqgq6qvoFXFQVdC5R377qq+PnFbTi/uj0j7/369X9BuwbfC3u/jHNGHBRV8Y1n7peyY/z9F+Tme6uA7GCcXJodSAuuGvIMqWOEbdc7lvvlm5ssbrseM8+42r6RtRTP2LoT5G13abRrYE3X+Fo2GLYjYi03zRk6ypXx82zb8Ya55T0xMDkUtjyNn6Nymvd+jCg4BwGoBP7mwRW5o6druPmKO6zv/u1rx1Je8eYCuvklnqcpCt4cNQ3bPb7Im9tmuWUtd0jdG5wNHIHk+3t9f3GevzToK83zI9umU982A4OYJrWRSmDldP0ziTiaafQ8/ACRh7ZgKvDMxQZ3VH+ady74KfWPreeU3oU81fkrhqhHr3gzlQYs2Hc/8w5vRrNGeGlJmP89P8vWxRoH601QLEBlYaiaswizJpViycARFg730WYYRMdyK6g6dkULRqyeTKSekVANQ1ot/Uol/XacfitGnxWj14rRbcTozEbozEQ4ktEZSNsMDRtkzcn8NrMBw72OHc+AhzQVLWDQg3FdU9BUNZCnuHkquparo2u5MnpBvLB9JfDrXnE9CCi42yQ5BlhRlcCPtYBb3DX6lv8r3HV5u3m5FWDBX9hOfRPbX8JsBgy66Rp+07Z9A20GjPXRwhnXcBt2zmAfNez+Gp90i+f7/ec2noHUAwbUMag5Y+mVycU9Q5wrqwYMdM5YFxp6z/h67bkT8IuMtRfON/ZHK+/E/SnIjgFW7DzD7A3gahSmewO4gcFc20bF+Y7UbO+YZtOdCWU7q109w56bIeUaeHcFrGK4k/NNVAx3ZazTpm2bYDt3G9O526azoat7z093y+Pm5aW7aVauvrPPW67N/PoF6X6b4/uunGwqqtbDwoum7fkijmYQtmGw658/SQJ4aD08G30nFy+5j3lPncX8jhB/7vkdWvwiqrMxlr70PzR2Ps3+Vo3vX2Ly+AqVobhJVI1wmlbF3ySTrO8+wOrkMJX2voInKdjVCxipWEB/uIVurZFDNLLXqGVnuobtw3F2D+n0dxvjHJaxgExRakRXiYY0YiGNaMgJB+OxsEZU14h695BKRNcI6QphV2SomoqiukMF7uV+Oztuf/eb21Lxl8v7v+BVxflVDpg2ZF2jnXUv07bJWo5IyLoCIGvbGJYTN9wrZQXyStT10gzbImuZ/jPy3kLPly+URFPyfykXGnQ9z1gHyhH4Ra0oeW3oBYY/v1xxPdV9Tq7tgnp58VwbXlrpcqPVyxl21Zu6bLszmBR3Ij7OwcSKbaL7ht50DDOeYfbSHCPuGGkT2zJKGGjTMZSuwcxPz+U7O7UX5+eMfsCIW2aB0ffqumIgz+hbuecXGnhy9Xwx4ZaZaKyCu4C/ea6iOBvpehd4cXe9qVJQpjDNj3t1NHc+Va58vGLZtL5WEUcziEP/+z8kDvUzGIXU6mqyp4RY/swyGg4ZPDW4i3DizSzdex8L99/DE6vgW5cqbJ9vUa3HudjUefWR/bxieJDgiTV2vJ6B+lPZG17BC0YrW5LN/KW/lt1HrKMIn9yvjOpYiPqKMLUVYWrjYWrjIapiISqjOomITjikoYVVVF0FXcH2luFrYGgKKcsmaVmkTPduWSRNi6RlMWLadFsWKTeetCySpkHGypC1bdLGsR14MdPQFAi5hjSk5AyyruSMvh+G0umK5xkoDAfKUVyndDgnIvwwo6T74YLn4gy76e6vfe/1+GIDz13vGHTN/xXvGnjXCFqeQbayOUMdNOSYRemlDb2RZ6THqh/MxxpDKFilhYZd4vnYuddDCaHhHFEzG/+6pwdF0d3NYANG2U1zjHPAwCuakzemUS807oH2FA3F23y2xLMUJfA88usRaNMXHwVt5tILywb6V1RW9V9T8HXmxI73/rirHm2w3J0qnUOzwbIsLMs5vsgLB69S6ceSZpZIs+3Kaf17EXE0g9jzn/9GHbDlFJs7G9/Hm3c/RcuhFTw3tJ9K7ZWc8vS3OFJ1iH+6RuHlVoWT1Apu7jzEpQP7CbltGNWL2FW7kUeNldzV38aD3RWYPYVPcn4rVUZ0FtTFmVcdpcW9qhNh9KiOHdUwQwopTaHXMOnJGnRnDXqyJjuzBoOGyaCZYsiwsAwgOXXvU0R1BEVYVQgrKiFVIezGc2GVsOLG3fIh9+4Z7ZDiDHuFXCMfzPPSfQGjenn4dUNqTtzofpwxnuGVDUxqtS1sO4tlGa7xzDriwHLCQQPsiAbXQPuG1igIm1gF9WyrVBkj51Xw2zVKP2+U53h1LNskaxtkbLOoz3ZBmnDsOMYsaKR1QEV104uNuJ5nBP36aCiqFjCwzm7zx9QOhe0FjXOh0c834nnlKWHE/fJqfj9KGX2C/Ss0+kffIX80Y38i10S2md+WiWVlJ1ygBNPKgba2Nk499dRpe76IoxnC8I6XqNvehaVA95Jmzm5+itUPncVT/U9Ta53Kac98hTs2Jvn1RoXTtAp+dPBl1qedIaxUzQoeqbqEW7rX8UBHNXQoeW3XVYRZN6+Kta1VtNTFCVWGyMQ0OmyTg+ksh9NZXkhnOZweITk8DMPj778KVOkaCV2lUtOo1DUSmkpC14ipKlFVIaapxFTVv0c1xY9H1fy0iOqInoiSL3iCwiKIbduuyMhgWZm8sGWlA/F0fn5AiDjhrBM2gulZVwS4gsUVG0561hcRaT/slc8GBETGqRMQQb6nYo6Tb5S9K5imUSwUAvlFBjxnaFVXCBQJhjxDPLqwKNkOKoqqF9Qv7G+BqAmKkRJipfjZE7vOcyIMuGmeqDDIup+/iRUpxyo+hKPjLIBQUFU17zrWtPGUraurm9bXKuJohvD8975IJfDscni65XLevM1m25G/UGWfydoXvsNX3phkz/IwN3W0c/nwflBUdra+lq/0nc8f2luh3REMqgInz6/mrCX1zGutwKgMsd822Tqc4rahJH3J3qN6eepCGk3hEPUhnbqQTl1Ioy6kUx/WqQ/p1IY0qnTnqtQcQRR3PwAAtm1iGMOY5hCGMYRlpTDNlHO3klhm2r0nMbNp526lsMwUppXCNJMM2Z6wKSV2SsWL5zrNVPJFgo6qFgqGUJFwUIMiQg2WyZVTC+vlteuVKUwreLaqj1KmQMioBX0qWdYLF4vdqSJo5E3TLBADxfGgQAjml65rjKvt4ylbKl7qEkozmoE/ViEwEdeJiJETFSiFadP5WZxqRBzNAGzbxnrocQB6lunMr+sl8kwCS38Fa7b+J1/5mxRqq8Iv9u6l2bTYWncp13f/Fc/vds6miYZUzl/ZyEnL60k3RHhyJMkt/cMM9/dAf/Hz5kVCLIlFWBqPsDAaZl4kRGskzLxoiOZwiJimYlkGWaOPbKaHbLaXTNa5Z0ecu2EMMmIOMWgMYbgiyDSGMMxBTHNkKt++kjhGN4yqhlDVMKoSRlHDTlgN5eJKyBcJTjiUM/5qKCc81HBeupqXHwoIgoI2lJArbkZPV912clf5fUF5IsIzxI5QKB3OTzMwzZEJM/4nKhwK25rrHoXpFgbTeXmvayZi27a7b4SNbVlg2tiW7cbtXNy0sbN2fr5p+OVs08a0LDcOmFZxfcsu2X7Rsywb23TbGi0/EA+1VlD/1tXT9h6KOJoBDO/aQXWfSVaDF1o3cv7uGLtH0pz28u/5z0t7qWvM8o2DR0jH2njn8Pt46JAzy39pYwWvPn0+wy0R7uob4lepfjiQa7dCUzkpEeOkRIyTK5370niUmArpdAcjyT2kUgdJJ9tJ93fQn2qnI91OOt1ONls0UWncqGoYTatAVaNoWhRVjaGpEVQthqZGUbWoey+Iq1FUNeIKmZyIUX1xU5gWKSpTePjtdGPbti8YTNPEMMyAgEgdh+g4tvyJanOueR88A6ppWp5BPZH4ZNYdLe1o4qAchfhEkzPctmP8szaYBpZpYwVEQp4wMEcx9qZn3K1AuPBuFbQRaMsMPK8gbVSBU/h8N22mo0am9ztaxNEM4KXf/JA4sGs+DLa0oW3WaBiJ88jy51Dasnyz4wjPhDfxrp73MEyMNa1VvPLs+TykZ/nm4DC0O5OEYqrCubWVnFubYFNNgjUVUYzsEYYGtzE4+DyDXS/y3MhuRpJ7sazUMfRMIRSqIRSqJRSqJRyq88O6XoWuJ9D1SjQ9ga4l0PUEmnvX9QSqGpnU960Qz7uRyRgYRgrDMIquoEBxREpx2onkjVVntqEoim+QNU0bNVzqPpHCYaLb8oTDXCTnkXCMf74osAqEhmfE3bJBj0JBXqGwyBMEAaFQ5HEYS0QUCJH8OjmhM6cWBKqAqjpbnWhK/l1VUNxNqYrS88o726Y49xL1AvG8vMK7qrptlu6TGp1eeSLiaAbQ98D9xIGuBSqnZpK0pypY0vkb/t+rbW7v6OJ/lYv5WP+1xMIh3njOQh5IWPxbcgCAsKLwV43VvLaxhgvrKjBHXqS37156X36URwaeJZvtLvlMRdGIRhcQi7YRibYSjbQQibQQibr3cCOhUM0JeWBs2yabzZLNZslkMkcNlxIz471m0jCJJyKOJiomMn+i2vREhFCaPNHgiQLPwJv5XgfbsPIFSKB8LpxfH8vGNgpERVGdQuEwSl6B12ROEDDseUZdG0VYaAqKc3aLU6dQTOS1ERQGhW0E8opEhers2xasO5qgKRI+qr/nm3BsiDgqc6x0moZdfQC0t87jpJ0VZHtT/OSV3dzc08Uj1iY+lrqWtoYEsTOb+ImVgQw0hnWumdfAO1ur0IYfo/PIH3nypXtKDIepVFQso7JyHZWJtcTjS4nHFxONLkBVQ0X9CWLbNqlUiuHhYf9KJpOkUinS6TSpVKpkOJ1O+4JnOtE0DV3X/cuLB0VJ8BotbzLqiLA4Nmw7IA6MQnFhYRuuoTcKhjoCxr9YkFh5wqJ0uQLPSQkBk/csV6x4noxZ5a1QKOEZUANCICcsPCMezCsSD4WCQCusoxYIDSUgJkq3FRQu+cJhFCEiImJSsCwTyzAxDQPTyGKZJlYg7KWbhkEoEqV5yfRtBCniqMxpf+Ihwgb0xeFA62ks2mIRMh9lYfMIse5Wrku9hyXzqnl5bSUpK0uFpvLRRc28s8Gkq/3HvPT4T8lme/32NC1Bbc1Z1NSeTU31BhKJ1Wha8enHhmHQ19dDf39/3jUwMMDQ0BAjIyMMDw9P2HCQruuEQiHC4TChUKgo7F1BMXMil+fdEEYnOInSNgrEhitGisSAYQXK5+rmeUWMQB3jGNL9doPPzoVnBd7QgpYTErlwQCQEvROBcl5envHX1TxhUrJcsE3du+eESdHzR/N+CFOO7c33c8WEIy7csOGEHeFhYJmGKzxy4ZJ5o5QpSjNHzwu256e5YWdH82Nj3qq1vO1zX57Ed3BsRByVObs3/5Y64EgjRBKVZIcUHj3pAJ/uG+Id6X+iprmObWsSoCm8sjbBFxZppA99kade/p2/R0443Ehj4yU0NV5KTc3ZqGrun90wDA4cOMCRI0fo7Oykq6uLrq4uent7R+lRMeFwmHg8TkVFBfF4nGg0SiQSIRqNFoWj0SjhcLhI+Mx1oeIJAkcUuILCjduG6/kwvbgnVHJxp4yV347XRgnhUSQ4jAKviDFDJ3UqOEJADxh3vVh0oJYSIYE8V1ig53sXciKllCBR3fKF5Y4ielQRGOWCJzjMbDYgLhzB4aQZftgysphmcbojCLKucCklQPK9JF7YyhM2o+QF6tmzYBGEoqpomo6q62h67q7pOpV19dPaNxFHZU73889RB/TXapzRnqay7yBLWob5ddeltEcX0rO6EnSVv22r5638nP1b/hPbdoaramrOom3BtTQ0XOQLosHBQXbv3s2BAwc4ePAg7e3to3p/dF2nuro676qqqiKRSFBRUeGLoXA4XLL+TMCZYGpjZ12hEbwHwpRI88WJGRAinuDIWgEB4wmQQtGTEzkzYphFxTX6nvhQ8oRInljwBIkeSC8spxeIBV0NpHtlSggTvfgZefNBhLLFssyc9yFbKDqyAc9HgegwAmIlWM8sIUqK6hW2l3uOI3KMPDEyY1EUX1ioWkBsaPmiIy8vEM9L03U0PYSqaW5eLqzqIbdeIE/X3Oe4ebqG5ofz+5B7voaqlteq4SCzRhzt2bOHz3/+89x33320t7czb948rrrqKj71qU/5xnvPnj0sWbKkqO7mzZt5xSteMdVdPiZCB7sAGKitoGF/Jc+2vcDrBxXeYbyBvtOqIarxybYIG7vfx/7hHQDU1b2SZcv+P6oqTwKgvb2drVu3snPnTtrb24ueEYvFaG1tpbGxkYaGBv9KJBLTNvZu265gyZjYGQs769ytjBlID6R56aUEjHsnazriJGvmCaCyEyaeCNEDHhDdFQq64od9geBfSnG9UEG5oPdCLxAbhR4XP0+GT2YalmliZDOOIHC9IEYg7KQbftgwspiZTC7ulzOKPSiFYqSUZ2UUUTLTvB2KqjpGPuSJAB3dvWu6jhYK+cLCyQ8VC41C8aEFxIceFBjucH9J8VGQV0J8KHN4FeVkMGvE0YsvvohlWXzve99j+fLlbN26lfe9730MDw/zla98Ja/sPffcw7p16/x4ff30uu/Goq7L2dm5t66eyn0pUqu7uW/kIoZb67Dqo7y/KcP6g9cwbA4RCtWzetXnaWq6lGQyyV/+8he2bNlSJIjmzZtHW1sbCxYsYP78+dTW1k7Ih8q2bey0iTWcxUqZ2GnDvZtYKQMrbWKnnLCXZqdNrAKx4wmdacETESH30se+oymuAMkJFALhnKgJeDn0UsIn4DnR5AtuJmHbtjNsUigq8oSIK0C8tEzGjReUKyligu1mj1LeaW88czumE1UrEBihUE5Q+OmhUdID5fWQLxby0z0xEyoSMr6wCAXqBuppul7Wng1hcpk14uiyyy7jsssu8+NLly7lpZde4t///d+LxFF9fT0tLS1T3cVxk+nppsrdTLq3oY0l23o4Tx/hM1xIamU1mxIG5x25FtNOU129gZNP/r/YVoIHHniAzZs3k0o5exVpmsbKlStZvXo1y5YtI5FIjKsfVsrAHMhg9qfdK4M5mMEayTpCaNjAHM5ijWQnZ4KsrqKGVZSwhuLdQ1ouLeTlaUcXNaPmaeIdmWHYtu16LDKugMhgZLKY2YzjNcm4adns6GWyWYyAx8R0t4wwA14Xo0iUGEWihzLeIkJRVLRQCD3kCgRPDATuekgvkRb2xYMeCuU8IAWiRS0QHFpAcKgl03PDL+LpmJs4n10L07Axs5YT9u5uWA9rNC6snLY+zhpxVIr+/v6Sh9e97nWvI5VKsXLlSj7xiU/wute9btQ2vKXnHgMDA5PS11IceOpPAHRWgR5uoS/2JJHhdRyaP59EhcY7hz4IdpqGhotZt/abPP30c9x3330kk87haI2NjZx55pmcdNJJxOPxMZ9lJQ2yh4cxupJku5MYXc5l9qWx0+Mbh1dCKkpUR41qzj2ioUa0XFpEQ43qzj2i5YkeNU/sOKJFBEt5YllmzquRyYkQI1NCkIxWxvOiBISKX8YTOEZB3YDwKUcUVUUPhYuEiO6Jg5LiJOwM3bhperBMQVjXQ2jhYLtjlAs5c0UEAZwVqKZhYQQESTBsZi2MoFAJ5ucJGLtIzJQs4z7LcvO8tizj6D8mWpdV8zf/uGEK3pXSzFpxtHPnTr71rW/leY0SiQRf/epXOeecc1BVlV/+8pe84Q1v4Fe/+tWoAunmm2/mxhtvnKpu57Hv0XtpBrrrYf6IwkDrTh4zrsZsq+AK/ocqu5P6ulexeNHN/PjHP2XPnj0ANDQ0cP7557N27dqSq8CsjElm7wCZ/YNkDw6ROTyM2TP2jthKVEerDqNVR9CqwmhVYdSKEFpFCDUeQq1wr7iOGpYv46nEtm3XI5LByKQdT0jGiztp2UC+mcn65Zx66UDZTEFbOUFSKHDKbfKqHgqjhUMBYRJG94SHnx72PSheuqaH0MPhPMHie1l8z0m4SHzklwv54kaGYoRS2LaNZdi++DCypiskPKFhOuLBTzN9MZFLPwYRUyh4AvWtMt36QtUVdF1FC6lounNV1EztCQqFKHaZbxl8/fXX86UvfWnMMi+88AKrV+cOqDt48CDnnXce559/Pt///vfHrHv11Veze/duHnzwwZL5pTxHbW1t9Pf3U1VVNY5XMn5+ffX5rHysg8dO1wg1vomh1tv4svJ/qd6Y4AvGe6mMzqet7bv8/Od3Mjg4SCgU4uKLL+bMM8/ME0W2bZNtHyH1fBepHX1kDgyWHP7SaiLoTXH0+ih6Q8y5aqNo1ZFpP+dmJmFbFkYmQzaTxkinyabTjkBJp/IEi+clyRcn6VFESiCcLRA/ZeBB8b0l4YAgCbmio1CQFKQ74UBeqTIFwqewjAzRCEfDtlxhknGESVBw+OGsVdqzEowbx1+2nFAUHDESUvOFSUhFD+ULlWCel6aHVDRdQc2LF5ZT0EKac9eL29R1FVWfuk03BwYGqK6uPib7Xfaeo+uuu45rr712zDJLly71w4cOHeKCCy5g06ZN/Md//MdR2z/77LO5++67R82PRCJEItOjYPUjzl5DQ9UV1PSaxBrnMbK0hr8xbkfHpqn50/z4x3eQTqdpaGjgrW99Kw0NDX59oz/N8KOHST7TidGd7xnSaiKEF1URnp8gNC9BeF4FanzsHbFnA5ZpukLFFS3pVE7EBMTMUfMyXpl0fplUalrFiqKq6OEIejjsXhFfgBSle+FQiTQvHBAjeSLGFSpevgzdCMdK0INiZMw8UWFkzICAsXzviZFxhUjGdO+BOgGhY2RyHhkjm1/mWIZyphJfhAQFRSBND6moekCoeCKmRFktUOeYBE9IRZWdwMek7MVRY2MjjY2Nx1T24MGDXHDBBWzYsIEf/vCHx7Sx4JYtW2htbT3Rbk4K0RFnv6LBimr0/nYOpdYTblB4JQ9QX/8GfvHfj5NOp2lra+Md73gH0WgUgMz+QQYfPEBya5dzSCSArhBdUUtsbT2RZTVotZGy/mB4k22zqSSZZNK5p1JkUyky6STZVCqQ5pVJkUklyaZT+eVTSbJJJ900jCl9HXoojB6JoEcihHwhUlqkaAUiJRQI5/Ly64QK8jW97D/SQhlhWXae4MiJCtMRKCU8LY5QMUcXKEGhky1o0w1P9/YZqqqghfPFxWjhnNBwPSB+vhYIux6So4gSr92p9JYIx8es+SY9ePAg559/PosWLeIrX/kKnZ2dfp63Mu22224jHA6zfv16AO644w5uueWWow69TRfxEecbJFORwIq18+f4FZyj/5kqTefRR1tIpQaZP38+V111FZFIBKM7Sd/vd5N6PneYbHhJNYlXtBBdXYcambp/biOTITU0SHpkhPTIMJmRYVIjw2TceDA9ncylZUaGSQ8Pk0klJ3dOi6I4wiISIRSJoIfz76FI1BU0xWWK8gJl8vLCYWfXZEEYB8Hhn6zrWclmTN8rYmRc4ZFxPCvZTE6I5N0zVq5sqbxy8KYoOGIirKKHcmLDExR6WMuFQwVlwo5A0cOl8z3xk5fm3lVNPpfC2MwacXT33Xezc+dOdu7cyYIFC/LygtOqPv/5z7N37150XWf16tX87Gc/44orrpjq7h4V27ZJuMv4zUgVVD3H9sYlXMnPSabO5PChQSoqKnjLW95COBxm6JFD9P/vbmd/IAXi65tInDuf8LzxLdsfDcsyGenvZ6i7i8GeLkb6+0gODJAcLHENDJBNjz3Bezzo4QihaJRwNEooGnPDMUKRKOFYjFA05ua56W65cDRKKBIL1MuJFz0Ull9uwjHjDQUFxYp/z+TEiydWcoImMCyU8fKKBU2wLWOa9vjyJ8W6giQnJlxxEc5PyxMtYc3xjPhltJxA0fPzg0JGPChCuTJrxNG111571LlJ11xzDddcc83UdOgESff3oHvfkVodqUqVcAMsZxdPPrUWgDe96U0kohX0/PQlks84nrLI0mpqXr+MUHPFuJ+ZHBqk99BB+toP0dt+iN7DhxjoOsJQdzfDfT3j9uQoikokHiccryBSUUEkHicSryASc9PigbSK/PRwPEY4GicUjcjqH+GomKbrJUmbZNMmRtYkm3aERzZt+t6SbNrMiZa0RTZrBuo49T3BkhNAjrCZjqUrqq44QiScEyGeN8UJe4LECwfy8spo+eUK8jTdmYMiCNONs5lwGtsw0RLjt2MTxawRR7ONnr0vADASgXi2gr7wfE6qep70yBLS6QQnnXQSi+cvpOuWrWT2DICqUH35EhIb5x3TvkBDPd2079pBx+5dHNmziyN7Xmaou2vMOoqiUlFXR2VtPRW1tcSqqoklKolVVjnhyqrcVVVFOBaXX4UCgD+Z1hcsGUeUGK7XpVDA+GUCca9+Ttw4QiabNqd0ibKigB4ZQ4SExhIj4xA0MvwjlBm2aWIlU9ipJFYqhZ107tZI0klLprBSSexUKlfOS0umnDqpJNZIQf1gvrtPX/zMM1n0/340ba9VxFGZcnDncySAoRhUD1nsr17FacoWdr88n1AoxKsvuJiuHz5PZs8ASlSj4ep1RJZWj9peJpVkz5Yn2fvsFvZve5bew4dKlkvU1VPbMo+a1nnUtsyjuqmZyvpGEvX1VFTXyqqkWYxt2b5QKbyMEmlFZTwB43lwvLktaRPLmhrx4gmXkCswQhHNFyVOWHXyIhohV5h4ZULhAgETKvC6uOJF1WQoSChP7GwWK5l0rpERV6S4YiQ54oiRZCoXHnHLppLYheESosXOZqfstViuSJouRByVKUf2vUQCGIlDpGeAna2n8S77P3mp7yLOOGM91gOdvjBqfM/JhNuKt1k3jSw7HtvMS4/8mT1bnspbYq4oKvVtC2lespymJUtpWrKMpkVLCMfG3klbmH5s29k07mhiZXSBY4wibiZ/rouiKo4I8QVJvojx8kK+oFHHEDeFdWUOi1De+J6X5IgrYoLhZM4D4wmVPEHjxn0Rk8IeCdRNJmEKV+MqsRhqNIoSi6LG4rlwNIYai6JEY6XTYlHUWMwPK1En7pR179EYanR6N4EUcVSmDBzeD0AypmBavXRU16H3a1hWiJMqljL853ZQoP7ta4qE0chAP8/e/b9sufv3DPf2+OnVzS0s23A2C086hfmr1xGtmJjJ2sLYWKYjZDIpk0zKIJsyyaZMMmknnEkZZNy0fPFiFQkZT+BM6vwXBUIRbewrrBGKBrwuQbETUQPiJud1CUU08boIZY9tWa5XZcT3wFgjI1jD7j3p3O2RkdKel2TSFTSB+MiII2YCGwpPKprmCI5YDCUec8VJDDUeQ3GFjBOOOcIm5goVLx6P5YuWAiGjRMp7K5iJQMRRmWL1OMvxUzENI9RLTWUvPT3zWLJoMfoDvVhA1UULia6s9etkUyke+80veeLOOzDcD2FFTS0nXXAJK19xDo2Llsz6P+iJwPPMZFKOUMkk3bsnalKOYMkkDTJpV9SkcuGc2HHEz2SuPtJDqi9SgkIlFPHEi+6KGdUJR0sLHL++O5dG/k6EcsebuGt5ImVk2BUsAVHjCZoiUePVGcm/XCEz6SiKK0RiAaESzwkazxvjCxpX4MS9fE/U5AsaL08JheQzfIKIOCpTtMFhANJRDTNssCyxh96X53FeYxvWiIHeHKfygoV++X1bn+Gu7/0b/Uc6AGheupwNr3k9Kzeei6bP/p2vPWzL9sVJJmmQThqOiHEvJx7IS3l5rthx69qTMEdG1RTCUUeghF3hEo5qbrxAuHiixhM5RaLHEUKywkiYCdiGgTU8nC9EhnOCxRctyWS+oBkpKDOc783BmsShYEVxxEZFHDUedwVI4PK8MmN6XnKiJSdqnDwRL+WNiKMyJTzizA9KxSL0RSMsUA6SHGmjYbvzgar566UomoJt2zx6x894+L//C2ybyoZGzr/6vaw4a9OM/PDZtk02ZZIazpIeMUiNZEkPG27cScsJnYCgccVONjWxG0fqEY1wRCMcc8SKI2Zy4ZzYyYmbcFT3y/niJ6KjhWTlkTAzsE3TFTDDpS83z8xLH6X8yMikDycp0WieaFHjcdSKOEopURN3BUvczffKVOSXEQEztxFxVKbERpyJdalYjEOJFlYN9xKtaCSSDBFZWUt0eS2WZXLXd7/F8w/cA8DJF17C+Ve/t2wmVRtZk+RgltRQlpHBDMnBjCN08gSP4YseLz4RXhtVV4jEdEeoxJwrEtMJx7QSaW66V94VNXpEPDPCzMC2LGeYaBQRU5w+XCBuRtw0p7w9WSuFQiG0oCgpIWh80VIkamL54iXowZFVtMIEI+KoTIklHXdxKhanq3I+pw920DTkLNVPbJqHbdvc9T1HGCmqysXv/VtOueiySe+XkTUZ7ksz3JdmqC9NciBL0hU+ySEnPDKYJTWYIXMCXhwtpBKN60QqQkTiOtGKkBMuFDrBeDQndPSQfFkK5U1O0AxhDQ1hDQ5iDg07YTfNHBrCGjoGsZNMMimz9HUdtaICtSKOVlGBGq/w47nwKFc8Hog79ZVweOL7KAiTgIijMqXC/eGWjVWSqagiM1zJgnQtWl2U6MpaHv/NL3n+fkcYXf73n2DVxnMn5LmZlEF/Z5L+I0n6joww2JNyhFCvI4hSQ+Pb50JVFWKVIaKVYWKJENFEiGg8RKTCFTxxnUg85Ie9ux4WcSOUJ/6Q01CBgBkaDITdvOFAfHAwPz48PPGCRlVLCBVHpGgVFShxV+Qco6hRwnLMjjA3EXFUhtiGQcIVR0a0Gj1mk+1opN6uJHF2CwdeeI6HfuLsHHrRuz90XMLItm0Gu1N07ht0rv1DdB8YZLg/c9S6ekilojZCoiZCvCpMtDJMvDJENBEmXhkmWhkiXhkmVhkiHNPly1UoC2zLyvfQeB4bT+AMOh6bUQXO4KCTNtGrmXQdLZFA9a8KtIpAPCBwPJEzmqCReTKCMDGIOCpDhjoOAGApoCs1xGKDxIbmoaIQWlXDXV/4HLZtse68izjl4mMfSuvrGGH/Cz0c3N7Lwe19o3qBohUhqpti1DTFqWyIUlkb9cVQRU2ESFwEjzD1WOk01sAA5uAQ1mDwPugInsFBrIFBzCH3Hkx3hc2EEgo5oqaysljQJCqcvIoEamUiJ37cMlqiwolXVop3RhBwfrCnzTRD2SGGMkOoisrCqoVHrzhJiDgqQzr3PA84R4fEUiHq9V5qsvPR6qM885c/0NdxmIraOi581weO+qXac3iYnU90sOvpTnoODeflqZpC/fwEjW0JGtoqaVxYSU1znGjF3Fn6L0wNeV6bAtFiDgw6Q1LBuy92BhxPzsDAhB1doITDxYKmstIRLKUETsITNMG8BKrMnxEEAEzLZNgYZjgzzGB2kKHMkC9yhrK58GBmkOGsU2Y4O1yUZli5Hb43NG/g1stunbbXJOKoDDl0cCf1QDoMNf0phowktXYCfVEFj97xMwBe9fZrR12VZlk2e5/r4pn7DnDwpV4/XVUVWlfUsGBVLfNX1tC0uApNl+XlwtGxbdtZyTTQjzkwgNk/gDnQ74iX/gHMwQHXWzOANTiUfx8YnLj5NYriCpkEalVV7l6ZQK2sQquqRE1U5t8rK9EqnbtaWSmiRhAC2LZNykwxmHFEzUBmwAlnHeEykBnwRcxgZpDB7KBf1hM5w9nhoz9oHCRCCSKaHB8iFNDZdYh6wNBAHRohmrKosSo4NLSDbDpF05JlrDn3/KJ6tm3z8tOd/OXXL9PX4cyLUBRYdFI9yzY0sfjkBvEKzWEcgTOM1T+KwBlw4354IFd2cHBCzm1SIpE8sVJ0LylqXPFTVeUs4VZF0AuCh2VbeZ4ZX8y4Isa7xhI7QY/NiRBWwyTCCRKhBBWhCirDlSRCCT+t6B5KUBmuzCsbD8VRlen/jIs4KkOGBpzz0EwNMgyiD8epVRPc/+TtAJz+V68rMhAD3Unu//GL7H/B8RRF4jprz53HSefNp6o+NrUvQJg0PA+O2dc3uhdnNMEzOAjmiW2SqYRCqNXVaFVVaFVVqNVVaFXVjoiprkJLVKJWlRI9VeK1EYQSZK1sTsCMw3PjlR/KDmEzAXvDKSqV4UoqQ5XO3b08AVMVriIRTvhlEmFH5FSGcuImrM2ez7eIozIkM+xMHDV0SIZHiCerCVXq9O08TKyyilUbX5lXfvezXdxzy/NkUiZaSGX9qxey/pKFhKPyz1vOWOk0Zl8fZl+/e+/D7A/ES4X7++EE594o4XBO1BSKnKoqtOoq1KpqtGo3r6oKzRVEshpKEIrJmln6M/0MZAYYSA84dzfsCZyiPDc+YkzM6seIFiktZAoETyKcoCpcVSR8YnpMPtsBxHqWIWbK+bBYmkIybtOQqqEn2Q7ASRdegh749b3lnn08/IudALQsreKia9ZS01weO2TPFWzDwOx3hIsvcvIET3/+3Q2fyC7ESjiMVl1dWtT4YTfPFzlOWI1GJ/DVC8LsIG2mi4RNoZApFR7MDJI0TnxH8eDQki9eXM9M0JNTyrsz27w25YCIozLEO4fI0GCwIkJFppHDR3YA5HmNgsLopPPmc+6bV6Bp0z9WO5OxbdtZKdXTg9Hbi9nb64R7AuHeHszePife3481OHj8D9Q0xytTU5O7F4ZritPVmAyVCkIhlm0xmBmkP91Pf7qfvnQf/Zl+Pz6WyEmbJ3b+m4Lie2X8KzJKuCCeCCfQVTHH5YT8a5QhiuEMm5iawmCimuq+ejqSLxOvrqFp0RIAdj11xBdGZ1y+mLP/eum09becsQ0Ds7fXETo9vZi9PblwUOgEwsc78dgffiolcEYRO2oiIa5sQSjAtm0GszmR4wuddH+e2OlL9zGQHqA/kwufyPwbBcUfZhpV2IwSToQSaKrs7D9bEHFUhihZZ5dqS1NIx2uIdycYyHSy+IwzUFSV3vZh7v3RCwCcemEbZ712yXR2d0rxPDtGVzdmdxdGdzdGZxdGdxdmd7fj4enpccROXx9Wf/9xPUeNx9Hq6tBqa9HqatFrA2EvvaY2J3aqqlB0+TgJQhDbthnODhd5cIJiZyAzkBM+AQ+PaR//4oG4Hqc6Uk1NpIaqSJVzD1dRHakeU+RUhCrKYqWUMP3It3kZorgrikxNwQrFCVsqI+Ygi0/bgG3b3PejF8mmTOatqGHTm5bNeM9DkeDp6sLo6s4Jnk5XBHV3YXZ1Y2eOfsRJHoriiJi6OrTaGkfoeOG6OjRX+Oh1tb4gUiPTu8eGIJQb3pBVb6qXvnRf7p7upS+Vu3tenP50PwPpAQz7+JeJx/QY1ZFqqsPVzt29aiI1pdPcsiFNtiwRTgwRR2WIarjiSFcwwjqZ9AAoCotOWc/2xzpof7kfPaLx6nevRS3zOUZWKoVx5AhGRwfZjiO58JEOjCOdGB0dGEeOjFvwqIkEen09WmMDen2DE26oR6+rzxc6dXWOV0cTd7cgeNi2zVB2KCdqgmKn4B68LNs6rudFtMjRhU242vfyeOnTvRGgMHcRcVSGaKbzBWSqKppukcr0UT+/jVA0weY7ngPgjL9aRKJ2elcd2ZkM2Y4OsgcPkj14yLm3t/uCJ3vkyLiGtdTKypzIqW9Ab2hAb6hHq693w64Iqq+XFVeC4GLbNkkjWdKLk3cPCp5U33F7dBKhBDWRGmqjtUV3T+gEh7FqIjVEdfm8CjMLEUdliOqKI0tTqVaGGc6YNKxYxPZH2xnuz1BZF+XUi9omvR+2bWP29pLZs4fM7t1k9u93RNAhRwgZHR3HdCSEEo2iNzcRampGb252w01OuKkZvakJvbFBhrIEgZzY6Un1+FdvqpfuVDe9qd68tJ5UD33pvuNeaRXTY76YKRI7kVpqogX3SI0MWQlzAhFHZYgWEEd1ZoYRI8PCttU898BBAE6+YAF6aOKGiWzLIrN3L+mXXnJE0J49pHfvIbNnD9bAwJh1lUiE0Lx5hObPd+7zWh3BExBAamXljJ8XJQgnQspI5QmboLgpJXpSZmrczwipIWqjtUViptCzUxup9cMxXbaEEIRSiDgqQzzPkampVGcsUmYKLdRA94EhtJDKmk2tJ9R+tuMII489RvK5Z0lt20Z62wtYI6Ps0qoohFpbCS9ZQmhhG+H583NCaP58tPp6ET7CnCNrZh0hk+6lJ5kvcLy0oBA6nl2QI1qEumgdddE6aqO1frgwzRNEssOxIEwcIo7KEM10hqpMXaNqRCVtjdC5PwSYrDyzedyHx9qGwcgTTzJ4990MP/IImd27i8oo0SiRVSuJLF1GePFiwksWO/eFC2V+jzAnyJpZulPdzpV0r0C4K9Xlp/Wnx79FhK7q1EXrqI/W5wmbUmn10XoRO4IwjYg4KkN8caSqJFJxjigZ2l09s+rslmNuJ71jBz23387gH/6I2duby1AUomvWENuwgei6tUTXriWydKns0yPMOrJW1vfsdCW7igSPn34cgkdTtCKRU+jZCYqeREg2/BSEmYJYwzIkN+dII5SpJNZQT3LIJBTVaFlWPWZd27YZfughen74Q4Yf2Zxrs6aGxEUXUnnhhcTPPBOtqmpSX4MgTBaWbdGT6qEr2UXnSKcvbgq9PV2pruMSPPXReupj9dTF6miINlAfq6c+Wk9DLBeuj9VTHamWDQMFYZYi4qgM0dyNYU1dR01VEIo2kUzCglW1aProX8apl7bTcdNNjDz2mJOgqlRedBE1b30LFWefLZ4hoazJmllH8CQ76Ux20jXihP20kU5f/Ixn92RN0aiL1tEQa6AuVpcTOq7IqY/V+yJIBI8gTBNmFoY7YeiIc4WisORV09YdsZZliGY4w2qWqqGnImRNx1u0cF19yfK2adL9H/9B5//9d8hmUcJhat/2VmrfeTXhBfOnrN+CUIqR7IgvbkYTP13JLvrSfcfcpoJCbbSWxlhjzqNTwsPTEGsQwSMI04VtQ7LXFTwdgXt7ftpgOyR78usu3CTiSMjH8xxZmoZimAz1R9BCsHBtXVFZc2CAg//4jww/8GcAEhddRMs/3UBovogiYXLJWlm6RrroGOmgM9nJkZEjJa/xrNTSVZ3GWCONsUbqY/WO+Ik3+GleuC5aJ6eYC8J0kU3B8BEY7HAFTlD4FMTNcZx+oGhQ0QiJRmhYPnn9Pwbk26UM0d0J2bamo6SzQCWV9VGqGvL3JDH7+9n3rneT2rYNJRKh5cbPUv3618ukT+GEsG2bvnRfvshJ5sKdI510jHTQm+o95hPQ43qcxrjj5fG8PQ2xhry0xlgj1ZFq+fsVhOnAshzvjSduBkcTPR2QGudqzWgNJJoh0QSVLbmwf29x7rE6UMvDyyviqAzxPUeKjmWkUNRm6ucn8spYIyPse897SW3bhlZXR9t//gexdeumobfCTMK0TLqSXbSPtNMx3EH7cLsfDnp/slb2mNrTVZ2mWBNN8fyrMd5Ic7yZxlgjTfEm4qH4JL8yQRBKYtuQ6nOGrgYP5+4DhwPxdmeoyxrHkTJaOCdq8oSPFw8IIH3mnX4wq8TR4sWL2bt3b17azTffzPXXX+/Hn332WT784Q/z+OOP09jYyEc+8hE+8YlPTHVXx0R3/z5tXccyRlCUOPXzKvx827Y5/Jl/IbV1K1ptLQtv/SHRlSunqbdCuWDZFt3JbtqH2+kYcYVPMDzSTudI5zFPZq6L1jlCxxU4zfFmGuP54ZpIjcznEYTpIj1ULHoGDxfE28EYx47r8fqAuAkInMoCIRStgVns5Z1V4gjgc5/7HO973/v8eGVlpR8eGBjgkksu4eKLL+a73/0uzz33HO9+97upqanh/e9//3R0tyS6a7tsdNJmCvQodQFx1Pfz/2bgzjtB01jwrX8TYTQH8Javdwx30D7iih437HmAjowcOabDRDVF8wVOS0ULLRUtNMeb8z0/sUY5Q0sQpgsjXSxwBg4VCKF2yAwee5uxWqhsdUROyXurI3rkcw/MQnFUWVlJS0vpjRL/67/+i0wmwy233EI4HGbdunVs2bKFr33ta+UpjlSdtGWgKKovjoyeHo585SsANH3848TPOGO6uilMIEOZIQ4NH+Lw0GEODR8q8v4c61CXqqg0xhp9wRMUP164PlqPpk7c2XyCIIyDzIg7rHXQETz+3Q33H4SRrmNvL5w4iuhpca6QnKM3HmadOPriF7/I5z//eRYuXMjb3/52Pvaxj6G7+/ts3ryZV73qVYTDYb/8pZdeype+9CV6e3upra2drm7n4Q2roeikLQtFVahpduZsdH7jm1iDg0TWrqHu2mumr5PCMWPbNv3pfl/8HBw6yOHhwxwaOsSh4UMcGjrEQGbsA37BWb7uC5+KZl/wNFc00xJ3hE9DrEFWcQnCdJEeLC14guFk79HbAdAijqipmje28IlUHr0tYdzMqm/Rv//7v+f000+nrq6ORx55hBtuuIHDhw/zta99DYD29naWLFmSV6e5udnPKyWO0uk06XTajw8c5ZT6E8W2bcKu50hBI21DdWMMPaSR3r2bvv/+bwBaPvUpFE1+/ZcDtm3Tnep2RI/r+Tk05FyHhx0xlDSSR22nOlLNvIp5tFa00ppopSXuCp+KFlriLTTEGwip4vIWhCnHtp0VWr7IOVBC+ByC9DHah1AcquY7wse/z8tPi9fN6jk95U7Zi6Prr7+eL33pS2OWeeGFF1i9ejUf//jH/bRTTjmFcDjMBz7wAW6++WYikeObLX/zzTdz4403Hlfd48FI5YyojU7aUlnsDqn1/uQnYNskzj+f+IYNU9anuY5lW3QluzgweICDQwd90eN5fg4PHSZjHX0vj4ZYgyN+Eq3MS8xjXsU8/96aaKUiVHHUNgRBmASyKXdIaz/0H3AvL+wKoOzwsbUVqQ6InXmlRVC0WoRPmVP24ui6667j2muvHbPM0qVLS6afffbZGIbBnj17WLVqFS0tLXR0dOSV8eKjzVO64YYb8kTXwMAAbW1t43gF4yM9FHC52hq2GqV2XgXWyAj9//MrAGrf8Y5Je/5cJWkkOTh4kANDBzgweIADQwfYP7jfF0RpMz1mfVVRaYo3+YKntcIVQAHxE9Fm3nJWQZjxWJYzhydP+BzIjw93HltbsbpRPD1euFWGuWYJZS+OGhsbaWxsPK66W7ZsQVVVmpqaANi4cSOf+tSnyGazhELO8MTdd9/NqlWrRp1vFIlEjtvrdDz09hzxw4oFihKnpjFG/2/vxBocJLRoIRXnbJqy/swWgt4fTwB54ufA0AG6kmNPgNQUjZaKFuYn5ud7fVwh1FzRLENegjAdZIZd786BUcTPQTjKjxsAQhVQvSBwtbn3+TkRJJOa5wxlL46Olc2bN/Poo49ywQUXUFlZyebNm/nYxz7GVVdd5Quft7/97dx444285z3v4ZOf/CRbt27lm9/8Jl//+tenufc5+vs70YCMDmCDGideFWHgt78FoPYtb0Upkx1Ey42sleXQ0CH2Duxl38C+cXt/KkOVLKhckLsSC2irbGNB5QJaKlpE/AjCdJAegr597rW34L6/+EyukijOBOaS4se9YrUy1CX4zBpxFIlE+OlPf8pnP/tZ0uk0S5Ys4WMf+1jekFh1dTV33XUXH/7wh9mwYQMNDQ185jOfKatl/P09R6gDshoolo2ixAnrBj1btgBQ+eqLp7V/041hGRweOszewb2+CNo76NwPDR0ac4NDVVFprWj1hY8ngtoSjgCqjlRP4SsRBAFwlrb374fevSXEzz4Y6T56G+FKqGkbXfxUtsr+PcK4mDXi6PTTT+cvf/nLUcudcsopPPjgg1PQo+NjoL+TOsDQwVBNFDUGLz0LhkF40SLCkzjfqVywbZuOkQ529+9m74Arggb3+d4gY4wt7qNalLaqNhZVLqKtqs0XQW2JNloS4v0RhCknm3LEjyd4evfme4KOZb5PtAZqF0HNQqhZ5F5tTrx6gTPBWRAmkFkjjmYLIwPOhGxDg2xIASWO8cTDAFSce+50dm3CyZpZ9g/u5+X+l9ndv9u/7+7fPeZJ7mE1zMKqhSysXMiiqkV+eGHVQpriTXKchSBMJabhrPTq3Q29e3LCxxNBQ+1HbyNS5QqehQERtDAngkT8CFOMiKMyIzXonHZsaGDpGtFEFcmHHE9XxbnnTGfXjpvBzCB7+vcUiaADgwdGPe5CV3QWVC5gcdViFlblRNCiykU0VzSLABKEqSQ96Aif3j3Q44qgoBg62oGloYoCz0+BCIqVxwa8guAh4qjMyAw7Z+WYOthhlVgsTPbgQZRQiIqzzprm3o1N2kzzct/L7Ojbwfae7ezo28HO3p0cSR4ZtU5cj7O0eilLqpewtGYpS6qWsKRmCW2JNjnbSxCmCstyPDyFwseLH+04Cy3siJ7axcUiqGaRbGgozDhEHJUZRsoZTnI8R2EiinOeVmTVKtSK8tgk0LItDg4dZEfvDnb07mB7ryOE9g3sG3VCdGOskaXVS1lcvTgnhqqX0hRvQpEvTUGYfLKpnPenUPz07T36ye2xOkf81C1xRdCSXLyyFeS8PmEWIeKozLDSzg7Zpga6GiKcdTxJkRUrpqc/tsX+wf1s697G813Ps61nGy90v8BQdqhk+epINStqVrCi1r1qVrCsZhmVYdkYTRAmHSPjCJ3uXdCzy7l374Sel509f7BHr6tozuTmUuKndrHM+xHmFCKOygw76xxDYWoKKiH0YWcZa2T58il5fneymy1HtvBM5zM83/0827q3lRRCITXEspplvhBaWbuSFbUraIw1iidIECYT04D+fdD9ck4A9bgiqG8/jLGdBeFKqFtcWvxUt8lyd0FwEXFUZiiGM4xmagohW0fvOQxAZMXEiyPbttk7sJenjzzNU0eeYsuRLewZ2FNULqyGWV23mjX1a1hXv4619WtZWrNUlsULwmRhWc6Oz77wCQih3j1gZUevG4pD3TKoX+rel+XuFY0y90cQjgERR+VG1hNHoJkaaucBYOI8R/3pfh49/CiPHHqEhw4+RMdIR1GZ5TXLOa3pNE5uOJl19etECAnCZJHqh66d0LUdundAl3v17h57DpAWgbqlrvBZGhBAy6GyRQSQIJwgIo7KDNV0lsSamkLIUAin+lErKtBbW4+7za5kF3ftuYs/7vkjWzq3YNmWnxdWw5zUcBKnN5/O+qb1nNp4quwULQgTiWU6y927XRHkCaDuHTBU/OPERw05w11Bz48XrpoPcoyQIEwaIo7KDNV0hIulqURMm3B2kMjy5eOex2PZFg8eeJD/euG/eLT90TxBtLR6KZvmbeKc+eewoXkDMV0OUxSEEyY1kO/96druCKLuXWMffJpogYYV7rUS6lc4Iqi6DTT5ihaE6UA+eWWGajqTKU1NIZqFUGaQ8IrTjrl+1sxyx447+NG2H7FvcJ+ffkrDKVy6+FIuXnQx8xLzJrrbgjA3sG1nN+jOF6GzYChsrJ2gtYgjeBpWOOKnYSU0LHfC0aqp678gCMeEiKMyQ3M9R6auopv4nqNj4eGDD/OFR7/gi6LKcCVXrLiCK1ddSVvl7D+TTRAmjKAIOvIidL4AnS85V3pg9HqJZlf8BD1By53NEGUfIEGYMYg4KjO8YTVTUwllVHQjSah1bE9Pykjxxce+yC93/BKAumgdHzjlA7xh+RuIh+KT3mdBmLF4IujIi6436AU3/BJkBkvXUTTHC9S4KjcM5nmCZC8gQZgViDgqM7TAnCMtq6AAen3dqOU7hjv4+z/9Pdu6t6Gg8PY1b+cj6z9CRag8dtMWhLLguEXQckcENa2BxtXOVb8c9PDU9l8QhClFxFGZoQU8R3bWmYSt1dWXLNs+3M67/vAuDgwdoCZSw1fO+wpnt549ZX0VhLJkqBOOPA8dz8ORbUcXQarurAATESQIgouIozJDM5zt/U1NA8MRR6U8R/3pft5713s5MHSABYkF/Ocl/8mCygVT2ldBmFYyI44XyBNB3n24s3R5TwQ1rc4JoKY1TpqIIEEQAog4KjNUyxFHlqZCVgFdR63KX81i2RY3PHgDewf2Mq9iHrdcegutiePfB0kQyhrLdHaF7tgKHdtcr9A257ywkmeFKc6RGE1r3WuNiCBBEMaFiKMyw/McWaqGYoFeV1e0x9Ftz9/GgwcfJKJF+OaF3xRhJMwekr3Q/hy0b3U9Qc87w2JGsnT5eD00r4OmddC81rk3rYawzLkTBOH4EXFUptiKCpaJVp8/36hjuIN/f+bfAbj+rOtZXbd6OronCCeGN0H68LOuGHrWCffvK11ejzrDYM3rHG+QJ4QSTXJUhiAIE46IozJFQUExTfS6/PlG33jqGySNJOub1vOmFW+apt4JwjiwTGeTxPZncyKo/TlI9pQuX7MQWk4JCKF1zvlhsk+QIMxasqbF7q5hXjg8wIvtgzRVRnjXOUumrT8ijsoUxQZMCy0wGXtH7w7ufPlOFBQ+edYnx32kiCBMOpkRZ1K0L4KedeYHlRoWUzTHG9RyMrSe4giilpMgVjv1/RYEYcroGkrz4uFBXmwf4IXDg7xweICdR4bImLljrk5dUC3iSCiNYpnogWX8P3vpZwBcvOhi1tWvm65uCYJDqh8OPwOHtrheoeec88QC5/j5hOLQfFJABJ3seIVC0SnvtiAIU0PWtNjVOcS2QwO+R+iFw4N0DZU+a7AirLG6tYrVLZWcuqBmajtbgIijssUG0/Q9R0OZIX6767cAvHXVW6ezY8JcJDPiCKBDT8PBp5x7947SZeMN+SKo9VQZFhOEWc5w2uCFwwNsOzzA8wed+0sdg2SM4h9LigKL6ytY3VLJ6pYqVrdWsra1ivk1MVS1PEZERByVGd6fha2AYhq+5+jOl+9kxBhhSfUSzmw5c/o6KMx+jLSzbP7Q03Dwaefe+UJpj1B1G8w7DVpOzQmiyhaZJC0Is5gjgym2HRrg+UOOCNp2aIA93cPYJXbWSER01rjiZ3VrFWtaq1jZnCAeLm/5Ud69m+tYhu85+v3u3wNw5corZa6RMHGYhrOR4qGncl6hjufByhaXTTTDvNNh3nqYfzq0ngaJxinvsiAIU4Nl2ezpHna8QYcGfEE02rBYc1WEdfOqWdtaxbp5VaydV0VbbbxsvEHjQcRRGaOYBnp9PYOZQZ7tfBaACxdeOM29EmYslgXdO3NC6NDTzqTpUpOlY7U5IeSJocpW8QgJwizFMC12dQ7z7IE+th7sZ6s7T2gkYxaVVRRY2lDB2nnVjghqdYRQQyIyDT2fHEQclRu+W1JBs5yl/A8ffhTTNllctZj5ifnT2TthJpHshQNPwoHH4MDjTjjdX1wuXOkMjQWFUM0iEUKCMEsxLZuXO4d49kA/zx10rm2HBkhmi4VQRFdZ3VLJ2nnVrJ3neIRWt1SW/bDYiTK7X92MJDdoq5kmWl0dD295GIBN8zZNV6eEcscy4cgLrghyr67txeX0mDM3KDg8VrcMVHXq+ywIwqRjWja7u4Z47mA/zx7oZ+vBfp4/VNojVBHWWDe/mpPnV3PS/CrWzatmaUMFujb3vh9EHJUxmqaiRKM8cvARAM6Zf84090goG4a7A0LoMWeuUGaouFzdMlhwJiw4A9rOcnaV1uRjLwizEcuy2d09zHOeR+hAP88f6me4hBCKhzXWzavi5Pk1nLzAuS9pqECbgfODJgP5lixjQpEQ+wf3c2j4ECE1xBnNZ0x3l4TpwDScM8b2PwYHnnDEUM/LxeXCCZi/wRFDbWfB/DOgor64nCAIs4IjAym27O9jy/4+njnQx7P7+xlMG0XlYiFHCJ00v5pTFjieoaWNCRFCYyDiqIzRNZUXe14EYFXtKuKh+DT3SJgSRnpg319g/6OOGDr0FGRHiss1rIQFZ+W8Qo2rZS8hQZiljGQMnjvQ7wuhLfv6ONSfKioXDamsba3ilAU1vhhaJkJo3Ig4KmN0TWN73y4AltUsm+beCJNG3z7Yuxn2uVfni8VlItWwYIMrhs50wnLMhiDMSkzLZseRQbbsc4TQ0/v62N4xiFWwj5CiwMqmSk5rq+HUthpOa6thZXNiTs4RmmhEHJUrCoQ0lZ19OwFYXrN8mjskTAiW5WyouG+zK4j+AgMHiss1rIS2sx2P0IKznLhMmhaEWUl7f4qn9/WyxfUIPXewv+SE6ZaqaJ4QOnlBNYmImPHJQN7VMsUG9JDGrj5nxZF4jmYoRto5e2zfI44Q2vcXSPXll1E0Zyn9wo3u9QqoaJiGzgqCMNlkTYsXDw/y5N4entzXx1N7eznYV7zXWEVY45QFOSF0WlsNLdVyFuFUIeKoTFEAVVfYO7AXEM/RjCGbdFaQ7XkY9jwEB58Ao2BeQCjuDI0t2uQIoQVnQrhievorCMKk0juc4en9vTy517me2d9ftJ+QqsCqlipOa6thvesZWt4k84SmExFHZUbwo2AoGQzboCJUQUtFy7T1SRgDXww95FwHHgczk18mXp/zCi3a6Jw/poWmp7+CIEwalmXzcteQL4Se3NvLrs7honJVUZ3TF9WyYWEtGxbVcmpbDRUyPFZWzJp/jfvvv58LLrigZN5jjz3GmWeeyZ49e1iyZElR/ubNm3nFK14x2V0cN2nF8Tgsq14m56mVC9mks6TeE0MHnygWQ4kWWHwuLD4HFp0LDStkt2lBmIWksiZb9vfxxJ4entzby1P7+uhPFp9LuLSxwhdCGxbVsqwxMSPPG5tLzBpxtGnTJg4fPpyX9s///M/ce++9nHFG/v5A99xzD+vWrfPj9fXluRfMCM7ybZlvNI1YpjNnaPf98PL9sO9RMAsOXaxsdcXQuY4Yql8mYkgQZiEDqSxP7unlsT09PLa7h2cP9JE185eQRUMqpy6o8YXQ+oW11FWEp6nHwvEya8RROBympSU39JTNZvn1r3/NRz7ykSKvS319fV7ZcsRGYchydjwWcTSF2LZzOOvL9zvXngchVXAeWWUrLH5lThDVLRUxJAizkM7BNI+7Quix3T280D6AXbCcvqkywplL6jjDFUNrWqsIyVL6Gc+sEUeF/OY3v6G7u5t3vetdRXmve93rSKVSrFy5kk984hO87nWvG7WddDpNOp3zFAwMDExKf4uwbUYUx3PUWtE6Nc+cqwy2w8sPOGJo9wMwcDA/P1INS14JS8+HJefJMJkgzEJs2+ZAb9IXQo/v6eHlruL5Qovr45y5uI6zljjXwrq4THuYhcxacfSDH/yASy+9lAULFvhpiUSCr371q5xzzjmoqsovf/lL3vCGN/CrX/1qVIF08803c+ONN05Vt/1zZxXwxVFdtG7qnj8XMDKw/y+w427Yea9zNEcQLeysIltyHiy9AFpPlfPIBGGWYds2uzqH+cvL3b4YOlyw47SiwKrmSl8InbW4jqYqWU4/F1Bsu9BJWF5cf/31fOlLXxqzzAsvvMDq1av9+IEDB1i0aBE///nPedOb3jRm3auvvprdu3fz4IMPlswv5Tlqa2ujv7+fqqqqcbySY+POV69l2X6buy+eRzo1xI9eOcKv3/BrllYvnfBnzSn69uXE0O4HCg5pVRwBtPR8WHoetL0CwnJUiyDMJmzbZl/PCJt3dfPIrm7+8nI3Rwbz5w/qqsLJC6p9IXTGojqq47KydLYwMDBAdXX1Mdnvsv85fN1113HttdeOWWbp0nzh8MMf/pD6+voxh8s8zj77bO6+++5R8yORCJFI5Jj6OtEMqY7nqD5anhPGy5psytl4ccc9sPNu6Nqen1/RCMsvdq5lF0JcvHOCMNs40OuIoc0vd/OXXd1FZ5GFdZXTF9bwiqX1nLW4jtMW1hAPl71ZFKaAsv8raGxspLGx8ZjL27bND3/4Q66++mpCoaMr/i1bttDaWoZzehTIqha6EqYyXDndvZkZ9LzsiqF7nInUwcNaFc05imP5RbD81c5eQ3IchyDMKjoGUo4Y2tXNIy93sb8nf+fpkKZwWlsNG5fW84pl9Zy+sJZoSA5rFoope3E0Xu677z52797Ne9/73qK82267jXA4zPr16wG44447uOWWW/j+978/1d08JrIhqI3WoipixEtiZGDvw7D9j7Djj444CpJogRWud2jp+XJQqyDMMvpGMjyyq5uHdnbxl13dRROoNVXhlAXVbFxaz8Zl9WxYVCueIeGYmHV/JT/4wQ/YtGlT3hykIJ///OfZu3cvuq6zevVqfvazn3HFFVdMcS+Pjawuk7GLGDrizB3a/gfY9SfIDObyVN2ZL+QJouaTZFWZIMwi0obJk3t7eXhnFw/t6OLZg/15S+tVBdbNq2bjsno2Lq3nzCV1cjCrcFzMur+a22+/fdS8a665hmuuuWYKezN+fFNuK2Q1x3M0p7FtOLINXvy9I4gOPom/pA+goglWXgIrLnW8Q9GJnyQvCML0YNs2L3UM8tCOLh7c0cVju3uKziVb0ZTgnOUNnLO8gbOW1FEdkwnUwokz68TRbGLOeo4s0zmj7IXfwou/g97d+fmtp8HKy2DlpU5Y5g4JwqyhvT/FQzu7eGhHJw/t7KZrKH9FWUMiwitXOGLo3OUNclK9MCmIOCpjstocEkfZFOz+M7z4W3jpf2G4M5enRZwVZasuczxEVWU4gV4QhOMilTXZ/HI3D7zUyUM7u9h5ZCgvPxbSOGtJHa9c0cC5KxpY1Vwpmy4Kk46Io3IjMGKU1aE+NouX8af6nflDL97p3IN7D0WqHc/QmtfCsosgkpi+fgqCMGHYts3urmHuf6mT+7d38ujL3aQNy89XFDhlfjXnrmjg3OWNnL6ohoguK8qEqUXEUbnh/iCyFcjoyuzzHCV74YU74fn/cTxFVuAE68pWWH05rH6tc2aZJnMHBGE2MJIx2Lyrm/tf6uSB7Z3s6xnJy59XHeW8VY28akUjG5fVUxOXg1qF6UXEURljzJZhtdSAM1T2/B3ODtVBQdSw0hFDq18L89bL/CFBmAU4R3MM+WLo0Zd7yJg571BIUzhrSR3nrWzk/FVNrGhKyFCZUFaIOCpjMjN5QnZmxFld9vwdsP0uMAOTKpvWwUlvhDWvh8aV09dHQRAmjJGMwUM7unhgeyf3v9TJwb78DRgX1MY4f1Uj561sYtOyeipkib1QxshfZxkz41arZVPO7tTP3wEv/QGygQ3Z6lfASX8D6/4GmkrvQSUIwsziYF+S+17o4J4XjrD55W4ygblDYV3l7IB3aFljhXiHhBmDiKNyIzgheyYMq9k27PsLPPtT2Po/kO7P5dUsygmilpNlQ0ZBmOFYls0zB/q494Uj3PviEV44PJCX31YX44JVTZy/qpFXLK2X3aiFGYv85ZYpCgpaJEo8VKanw3fvgmd/5ly9e3LplfNygmj+6SKIBGGGM5w2eHBHF/e92MF9L3bm7TukKnD6wlouWtPMxWuaWC5zh4RZgoijMiYer57uLuST7IOtv4RnfgoHHsulhxOw9vVw6lth0bkyqVoQZjiH+pLcO8pwWSKic97KRi5a08T5q5qoq5CVZcLsQ8RR2WKjRcpg51dv2Oyp2+D5X4HhTrJUVGdjxlPe6iy/D5eph0sQhGNi55FB/rC1nT8+38FzB/vz8hbWxbloTRMXrW7mrCV1hHX5ASTMbkQclRlBh7QaiUxbPxjuhmd+Ak/9CLpeyqU3rYXT3gEnXwGVLdPXP0EQTgjbtnnmQD9/fL6dPz7fzsuduQUUigIbZLhMmMOIOCpTbEUhpE+xOLJt2PMQPPlD51wzM+Okh+LOPKIN74L5G2QekSDMUAzT4rHdPa4g6qB9IOXnhTWVTcvruWxdCxevbaYhMY0/zgRhmhFxVK7YENamaCw/m4Ktv4C//Dt0bM2lt54GG66Bk66Q0+4FYYaSypo8uKOLP2xt594XO+gbyW3CWhHWOH91E5eua+GCVY1URmVXekEAEUfliwIRbZJ/uQ22w+M/gCdugZEuJy0Uh1PeAhuuhXmnTe7zBUGYFJIZk/tfOsKdzx3mTy8eYSRj+nl1FWEuXuMIonOWNxANybllglDIuMXR/v37aWtrm4y+CAVMmueoawc8+DV47r9zR3lULYCz3w+nXw2x2sl5riAIk0Yqa3L/S5387rnD3PtCR54gmlcd5ZJ1LVy6roUzF9eiazKhWhDGYtziaPHixZx77rlcddVVXHHFFdTWiiGdUAKbQE64ODryAvz5X2HrHbkHtZ0Nr/gQrP5r0MSRKAgziVTW5M/bHUF0z7YOhgOCaEFtjMtPbuU1J7dyyoJqmVAtCONg3NbwiSee4Pbbb+dzn/scH/nIR7jsssu46qqr+Ou//msi07m6arYxkXOOjrwI938Btv06l7bqNfDK62DBGRPzDEEQpoS0YfLg9i5+99xh7t7WwVDa8PPm18S4/JRWLhdBJAgnxLjF0fr161m/fj1f/vKXuf/++7n99tt5//vfj2VZ/M3f/A233HLLZPRzTnLCc46GjsCfvuDsUWS7m7iteR286h+h9ZQT76AgCFOCadk8squLX285xB+3tjMYEESt1VEuP7mVy09p5bS2GhFEgjABHPc4iqIoXHDBBVxwwQV86EMf4j3veQ+33XabiKMJwgbC6nF6jkwDHv0u3H8zZIactNWvhQs+Bc1rJ6yPgiBMHrZt89zBfn719CF+++whOgdzx3a0VEV5jSuI1rfVoKoiiARhIjlucXTgwAFuv/12br/9drZu3crGjRv5zne+M5F9m9MoynEOq7Vvhd/8HRx62onPWw+X3ASLz5nYDgqCMCns6Rrm11sO8estB3m5K7cxY008xOUnt/L60+ZzxqJaEUSCMImMWxx973vf4/bbb+fhhx9m9erVvOMd7+DXv/41ixYtmoz+zWnGNaxm2/DQ1+FPN4FlQKQaLvkcrL9azjoThDKnczDNnc8e4tdbDrFlf5+fHg2pXLymmTecNp9XrWyUYzsEYYoYtzj6P//n//C2t72Nf/u3f+PUU0+djD7NabzfgjYKYe0YN2RLDcCvPgQv3unE1/w1vOYrcryHIJQxQ2mDu55v51dbDvHwzi5My1lBqipwzvIG3nDafC49qYVERFaRCsJUM+5P3b59+2TC3xRxTJ6jrp3w07dB13bQwvCaf3U2cBQEoeywLJvNL3fziycP8L9bD5PK5k67P7WthjecNo/XnjKPxkpZ+SsI08m4xZEIo6njqOKoexfcejkMtUPlPHjL/5Ol+YJQhuzpGuaXTx3gl08e4FB/7jyzJQ0VvP60ebz+tPksaaiYxh4KghBE/LXlRmATyJA6xrDaYDvc9teOMGpaB1f/ChJNk949QRCOjcFUlt89e5hfPHmAJ/b2+umVUZ3XnTqPKzYskKX3glCmiDgqV8Y6W8004BfvgYGD0LASrv41JBqntn+CIBRhWjabd3Xziyf384fn2/1hM1WBV61s5IoNC7h4TbOcZyYIZY6IozJFYYyl/A9+BfY+BOEEvPV2EUaCMM3s7R7mv584wB1P5Q+bLW9KcMWGBbxx/Xyaq6LT2ENBEMbDcYkjwzC4//772bVrF29/+9uprKzk0KFDVFVVkUgkJrqPcxKbUcRR717n0FiA134DGlZMZbcEQXBJGyZ/fL6Dnz62j0d2dfvpVVGd1502jys2tHGqHOEhCDOScYujvXv3ctlll7Fv3z7S6TSvfvWrqays5Etf+hLpdJrvfve7k9HPOUnJYbW7PwNmGpa8Ck6+Yuo7JQhznB0dg/z08f3c8dQBekeygLNp6ytXNPKWM9q4aE2TDJsJwgxn3OLoH/7hHzjjjDN45plnqK+v99Pf+MY38r73vW9COzfXKTo+5PCzsO1XoKhw2Redb2RBECadZMbkzmcP8dPH9/NkYHJ1a3WUK89o48oNC2iri09jDwVBmEjGLY4efPBBHnnkEcLhfMO9ePFiDh48OGEdm+s4m0AWiKPHv+/c174BmtdNeZ8EYa7x/KF+fvLYPn799CH/sFdNVbhwdRNvO6uN81Y2ockxHoIw6xi3OLIsC9M0i9IPHDhAZWXlhHRKcMgTR6l+eO6/nfCZ752eDgnCHCBtmPz+ucP8v817eWpfn5++sC7OW850vERNMrlaEGY14xZHl1xyCd/4xjf4j//4D8DZFHJoaIh/+Zd/4TWvec2Ed3CuolAw5+iZn0J2BBrXwKJN09YvQZit7O8Z4fbH9vGzx/fTM5wBIKQpXLKuhbeftZCNS+vlsFdBmCOMWxx99atf5dJLL2Xt2rWkUine/va3s2PHDhoaGvjJT34yGX2cs+R5jrb+0rmf8S6ZayQIE4Rl2fx5Ryf/b/Ne7nvpCLa7CWtrdZS3n7WQt5zVRlOleIkEYa4x7iOeFyxYwDPPPMM//dM/8bGPfYz169fzxS9+kaeffpqmpsnbofmmm25i06ZNxONxampqSpbZt28fl19+OfF4nKamJv7xH/8RwzDyytx///2cfvrpRCIRli9fzq233jppfT4elMAO2f6E7GQfHHjCCa/6qynvkyDMNnqHM/zHn3dxwVfv59ofPs69LzrC6JUrGvjeOzfw4Ccu4CMXrRBhJAhzlOPa50jXda666qqJ7suYZDIZrrzySjZu3MgPfvCDonzTNLn88stpaWnhkUce4fDhw1x99dWEQiG+8IUvALB7924uv/xyPvjBD/Jf//Vf3Hvvvbz3ve+ltbWVSy+9dEpfz1EJ7pC9+89gm1C/AmoWTm+/BGEG81L7ID98eDf/8/RB0oaze3VlVOfKDW284xULWdYo+7QJgnAc4uhHP/rRmPlXX331cXdmLG688UaAUT09d911F9u2beOee+6hubmZ0047jc9//vN88pOf5LOf/SzhcJjvfve7LFmyhK9+9asArFmzhoceeoivf/3r5SeOCAyr7brXuS+/aPo6IwgzFMuyuX/7EW55aA8P7ezy09e2VnH1xkW87rR5xMNyWIAgCDmOa5+jINlslpGREcLhMPF4fNLE0dHYvHkzJ598Ms3NzX7apZdeyoc+9CGef/551q9fz+bNm7n44ovz6l166aV89KMfHbXddDpNOp324wMDAxPe99EIa2Gwbdh5n5Ow7MIpe7YgzHSG0wZ3PHWAHz68h5e7hgHnjLPLTmrhXecs4YxFtbJ7tSAIJRm3OOrt7S1K27FjBx/60If4x3/8xwnp1PHQ3t6eJ4wAP97e3j5mmYGBAZLJJLFYrKjdm2++2fdaTSk26KoOPS9D/z7QwrD43KnvhyDMMA72JfnRI3v4yWP7GEg5cw4rIzpvPauNazYtZkGtbNYoCMLYTIgvecWKFXzxi1/kqquu4sUXXzzmetdffz1f+tKXxizzwgsvsHr16hPt4nFzww038PGPf9yPDwwM0NbWNunPtXF/0bY/59yb10G4YtKfKwgzlaf29fKDh3bzh63tmJazsmFxfZx3nbOEN21YQCIiQ2eCIBwbE/Ztoes6hw4dGled6667jmuvvXbMMkuXLj2mtlpaWnjsscfy0jo6Ovw87+6lBctUVVWV9BoBRCIRIpESZ5xNMr6z/4grNhvXTHkfBKHcsSybe188wvce2MUTgWM9Ni2r593nLOHC1U2yN5EgCONm3OLoN7/5TV7ctm0OHz7Mt7/9bc4555xxtdXY2EhjY+N4u1CSjRs3ctNNN3HkyBF/S4G7776bqqoq1q5d65f5/e9/n1fv7rvvZuPGjRPSh4nEX9Hf6YqjpunznglCuZE2TH719EH+488vs6vTmU8U0hRef9p83n3OEtbOq5rmHgqCMJMZtzh6wxvekBdXFIXGxkYuvPBCfxXYZLBv3z56enrYt28fpmmyZcsWAJYvX04ikeCSSy5h7dq1vPOd7+TLX/4y7e3tfPrTn+bDH/6w7/n54Ac/yLe//W0+8YlP8O53v5v77ruPn//85/zud7+btH4fL/5vXU8cNYo4EoT+ZJb/enQvP3x4D52DzkKJyojOO16xiHeds5hmOdZDEIQJ4LjOVpsOPvOZz3Dbbbf58fXr1wPwpz/9ifPPPx9N07jzzjv50Ic+xMaNG6moqOCaa67hc5/7nF9nyZIl/O53v+NjH/sY3/zmN1mwYAHf//73y2oZf94AgJmFrh1OWMSRMIc51Jfklod285PH9jGccc52bKmK8p5zl/DWs9qojIamuYeCIMwmZswMxVtvvfWou1kvWrSoaNiskPPPP5+nn356Ans2SSg4K9WsLIQqoHryJ4ELQrmxvWOQ7z6wi99sOYThTrJe2Zzg/a9axutOnUdYH/cm/4IgCEflmMRRcLXW0fja17523J0RCjjygnNvXAWqGAFh7vDcgX6+/acd/PH53AKKVyyt4wOvWsb5qxplfyJBECaVYxJHx+ppkS+sCcafjC0r1YS5weN7evj2fTt5YHsn4JyxfOnaFj50/jJObauZ3s4JgjBnOCZx9Kc//Wmy+yF4BA6epfMl5964alq6IghTgW3bPLSzi2/ft5NHd/cAoKkKrzt1Hn97/jJWNFdOcw8FQZhrzJg5R3MNG2DwsBORw2aFWYht29zzwhG+/aedPLO/D3CW41+xYQEfPG8Zi+pl01NBEKaH4xJHTzzxBD//+c/Zt28fmUwmL++OO+6YkI4JwLB7SGa8YXr7IQgTiCeKvn73drYdds4qjIZU3nbWQt7/qqW0VpfekFUQBGGqGLc4+ulPf8rVV1/NpZdeyl133cUll1zC9u3b6ejo4I1vfONk9HHuMuzMu6BiYjbKFITpxLZt7n+pk6/dvZ3nDvYDUBHWuHrTYt5z7hIaElO/E70gCEIpxi2OvvCFL/D1r3+dD3/4w1RWVvLNb36TJUuW8IEPfIDW1tbJ6OMcRYFUnxMUcSTMYGzb5s87uvj63dvZ4g6fxcMa125azPteuZTaivD0dlAQBKGAcYujXbt2cfnllwMQDocZHh5GURQ+9rGPceGFF07PCfazGUWFWO1090IQxo1t2zyyq5uv3b2dJ91zz6IhlWs2Lub9r1pKvXiKBEEoU8YtjmpraxkcHARg/vz5bN26lZNPPpm+vj5GRkYmvINzDaUwEG+QPY6EGcfje3r41z++xGPu6rOIrnLVKxbxwfOW0VgpokgQhPJm3OLoVa96FXfffTcnn3wyV155Jf/wD//Afffdx913381FF100GX2c21TIZGxh5vBi+wBf/sNL3PfiEQDCmsrbz17Ih85fJueeCYIwYzhmcbR161ZOOukkvv3tb5NKpQD41Kc+RSgU4pFHHuFNb3oTn/70pyeto3MP13Uk4kiYAezvGeHrd2/nf7YcxLadfYrecmYbH7lwuaw+EwRhxnHM4uiUU07hzDPP5L3vfS9vfetbAVBVleuvv37SOje3cXeDlMnYQhnTPZTm23/ayX/9ZR8Z0zmU+vJTWrnu1StZ2piY5t4JgiAcH8c8meWBBx5g3bp1XHfddbS2tnLNNdfw4IMPTmbf5ia2nR8XcSSUIUNpg2/cs51XfflP/PDhPWRMi3OXN/CbvzuH77z9dBFGgiDMaI5ZHL3yla/klltu4fDhw3zrW99iz549nHfeeaxcuZIvfelLtLe3T2Y/5xy2DKsJZUjGsLj14d2c9+U/8Y17djCcMTl5fjU/fs/Z/Pi9Z3PKgprp7qIgCMIJM+5lUBUVFbzrXe/igQceYPv27Vx55ZV85zvfYeHChbzuda+bjD7ObWR3bKEMsG2bO589xMVfe4DP/nYb3cMZFtfH+fbb1/PrD5/DuSvk71QQhNnDCZ2ttnz5cv7pn/6JRYsWccMNN/C73/1uovo15/GX9MuwmjDNPLWvl/9z5zae2tcHQGNlhH+4aAVvObONkCbbTAiCMPs4bnH05z//mVtuuYVf/vKXqKrKm9/8Zt7znvdMZN8EEHEkTBv7e0b40h9e5M5nnQOQYyGND5y3lPe/ainxsJxZLQjC7GVc33CHDh3i1ltv5dZbb2Xnzp1s2rSJf/u3f+PNb34zFRVygvZE4k/LljlHwhQzkMrynT/t5IcPOROtFQWu3LCA6y5ZJXsVCYIwJzhmcfRXf/VX3HPPPTQ0NHD11Vfz7ne/m1WrVk1m3wQQz5EwZWRNi588to9v3LODnuEMAOcsr+efXrOGdfOqp7l3giAIU8cxi6NQKMQvfvELXvva16Jp2mT2SfDQwhCpnO5eCHOAB7Z38rnfPs+uzmEAljVW8KnL13DBqiYURTlKbUEQhNnFMYuj3/zmN5PZD6EU8XoQwyRMIvu6R/j877Zx97YOAOoqwnzs4hW89ayFMtlaEIQ5i8yqLDPypFAoPl3dEGY5yYzJv9+/k+/++WUyhoWuKlyzaTH/cPEKqqKh6e6eIAjCtCLiqJzRZfKrMLHYts3/bm3npt+9wMG+JODMK/rsX69jRbMM4QqCIICIo/JGD093D4RZxI6OQf7lN8/zyK5uAObXxPj05Wu47KQWmVckCIIQQMRR2aKI50iYEFJZk2/dt4PvPfAyhmUT1lU+eN4yPnTeMmJhWVwhCIJQiIijcsMOBDTxHAknxp+3d/LpX21lX88IABevaeZf/notbXUyn00QBGE0RByVKbZ4joQToHMwzf/53TZ+veUQAK3VUT77unVcuq5lmnsmCIJQ/og4Kmf0yHT3QJhhWJbNz57Yz82/f4GBlIGqwDWbFnPdJatIROTjLgiCcCzIt2U5I+JIGAfbOwb5pzue44m9vQCcNL+KL7zxZE5ZUDO9HRMEQZhhiDgqVxREHAnHROGE63hY47pLVnHNxkXospGjIAjCuBFxVGZ4C6oV2wZNxJEwNk/u7eETv3jWP/bj4jXNfO7165hXE5vmngmCIMxcRByVLTIhWxid4bTBv/7xJW7bvAfbhsbKCJ9//TouO6l1ursmCIIw4xFxVM7IJpBCCR7c0ckNdzzHgV5nh+srNizgny9fS3Vcjv0QBEGYCEQclTPiORIC9Cez3PS7bfz8iQOAs8P1F/7mZM5b2TjNPRMEQZhdiDgqZ2RCtuDyx+fb+edfbeXIYBqAazYu4h8vWy3L8wVBECaBGbOU5aabbmLTpk3E43FqamqK8p955hne9ra30dbWRiwWY82aNXzzm9/MK3P//fejKErR1d7ePkWv4hiwA2GZkD3n6R3O8JGfPM0H/t+THBlMs7Shgv/+4EZufP1JIowEQRAmiRnz7ZrJZLjyyivZuHEjP/jBD4ryn3zySZqamvjxj39MW1sbjzzyCO9///vRNI2/+7u/yyv70ksvUVVV5cebmpomvf/jRpbyz3n+9NIRPvmLZzkymEZTFd7/qqX8w0UriIbkPDRBEITJZMaIoxtvvBGAW2+9tWT+u9/97rz40qVL2bx5M3fccUeROGpqairpfSo7RBzNSYbTBjf9/gVuf3QfAMsaK/j6W06TzRwFQRCmiBkjjo6H/v5+6urqitJPO+000uk0J510Ep/97Gc555xzRm0jnU6TTqf9+MDAwKT0tSQyIXvO8cSeHj7+82f8g2Lffc4SPnHZKvEWCYIgTCGzVhw98sgj/OxnP+N3v/udn9ba2sp3v/tdzjjjDNLpNN///vc5//zzefTRRzn99NNLtnPzzTf7XqupQAlGNFnKP1dIGybfuGcH33tgF5YN86qjfOXNp7JpWcN0d00QBGHOMa0Tsq+//vqSE6SD14svvjjudrdu3crrX/96/uVf/oVLLrnET1+1ahUf+MAH2LBhA5s2beKWW25h06ZNfP3rXx+1rRtuuIH+/n7/2r9//3G91nGjyCaQc4WX2gd5/bcf5t/vd4TRm05fwB8+9ioRRoIgCNPEtHqOrrvuOq699toxyyxdunRcbW7bto2LLrqI97///Xz6058+avmzzjqLhx56aNT8SCRCJDINc39sZM7RLMe2bW5/bB+f++020oZFXUWYL7zxZC47qWW6uyYIgjCnmVZx1NjYSGPjxG1g9/zzz3PhhRdyzTXXcNNNNx1TnS1bttDaWqZHLog4mrX0J7PccMez/P45ZxuJ81Y28pUrT6WxUv7NBUEQppsZM+do37599PT0sG/fPkzTZMuWLQAsX76cRCLB1q1bufDCC7n00kv5+Mc/7u9dpGmaL8C+8Y1vsGTJEtatW0cqleL73/8+9913H3fdddd0vayxEXE0K3lyby9//5OnOdiXRFcVPnnZat5z7hJUVTl6ZUEQBGHSmTHi6DOf+Qy33XabH1+/fj0Af/rTnzj//PP5xS9+QWdnJz/+8Y/58Y9/7JdbtGgRe/bsAZy9kq677joOHjxIPB7nlFNO4Z577uGCCy6Y0tcyJrIJ5KzFsmy+++ddfPWu7ZiWzcK6ON9623pObauZ7q4JgiAIARTbtu2jFxM8BgYGqK6upr+/P28jyYni3nPXMK8Lfv+aZVz3qW9C/bIJf4Yw9RwZTPHxnz3DQzu7AHjdqfO46Y0nURmVw2IFQRCmgvHY7xnjOZqTyLDarOCB7Z1c9/MtdA1liIU0bnz9Oq7csABFkWE0QRCEckTEUTkjS/lnNIZp8dW7t/Pv9+8CYHVLJd9++3qWN1VOc88EQRCEsRBxVGYowZB4jmYsRwZSfOQnT/Po7h4A3vmKRXzq8jWy07UgCMIMQMRRmeFPAFOQCdkzlM27uvnIT56mayhNRVjjy1ecyuWnlOl2EYIgCEIRIo7KGU0m684kLMvm3x/YxVfvegnLhlXNlfzfq05nWWNiursmCIIgjAMRR+WMTNidMfSNZPj4z5/hvhePAPA3p8/npjecTCwsw2iCIAgzDRFHgnCCPLO/j7/9r6c42JckrKt87nXreMuZbbIaTRAEYYYi4qjMEHM6s/jvJ/bzqf/ZSsa0WFQf5ztvP52T5ldPd7cEQRCEE0DEkSAcB4ZpcdPvX+CHD+8B4NVrm/nKladSHZN5YoIgCDMdEUeCME56hzP83U+e4uGd3QD8/UUr+OhFK+RsNEEQhFmCiCNBGAfbOwZ5721PsK9nhHhY46tXnspfnSzL9AVBEGYTIo4E4Ri56/l2PvazLQxnTBbUxvjPq89gTevEn68nCIIgTC8ijsoNOQa47LBtm2/dt5Ov3b0dgFcsreP/vmMDdRXhae6ZIAiCMBmIOCpXZBl4WZDKmvx///0Mdz57GIBrNi7i069dS0hTp7lngiAIwmQh4kgQRqFrKM37fvQET+/rQ1cVPv+Gk3jbWQunu1uCIAjCJCPiSBBKsKNjkHfd+jgHepNUx0J896oNbFxWP93dEgRBEKYAEUdlhgymTT8P7ujkb3/8FINpg0X1cW659kw5H00QBGEOIeKoTJF52dPDTx7bx6d/tRXTsjlzcS3fe+cZMvFaEARhjiHiqGwRH9JUYlk2X/rDi3zvzy8D8IbT5vGlK04hosvBsYIgCHMNEUfCnCeVNfnoT7fwh+fbAfjoxSv4h4tWyMGxgiAIcxQRR8Kcpm8kw3tue4In9/YS1lS+fMUpvGH9/OnuliAIgjCNiDgqN2Sy0ZRxqC/JNbc8xo4jQ1RFdf7z6jM4e6msSBMEQZjriDgqU2RAZ3LZ3jHI1T94jPaBFC1VUW5791msaqmc7m4JgiAIZYCII2HO8fieHt5z6+MMpAyWNyW47d1nMb8mNt3dEgRBEMoEEUfCnOKPz7fz9z95mrRhsWFRLT+45gxq4rJUXxAEQcgh4qjM8IbTbBlYm3B+/sR+rv/ls1g2XLymmW+/fT3RkCzVFwRBEPIRcVSuiDaaUG55aDefu3MbAG85o42b3ngSuhweKwiCIJRAxJEwq7Ftm2/dt5Ov3b0dgPe9cgn/9Jo1soeRIAiCMCoijsoWWdN/oti2zc3/+yL/4e56/fFXr+QjFy4XYSQIgiCMiYgjYVZiWjaf/tVWfvLYPgD++bVrec+5S6a5V4IgCMJMQMRRuSEOoxMma1p8/OfP8NtnDqEo8MW/OZm3nLlwurslCIIgzBBEHJUrIpKOi1TW5O9uf4p7XjiCrip8462n8dpT5k13twRBEIQZhIgjYdaQzJi870dP8NDOLiK6ynev2sAFq5umu1uCIAjCDEPEkTArSGZM3vujx3l4ZzfxsMYPrjmTjcvknDRBEARh/Ig4KltkRdWxEhRGFWGNW999FmcurpvubgmCIAgzlBmzC95NN93Epk2biMfj1NTUlCyjKErR9dOf/jSvzP3338/pp59OJBJh+fLl3HrrrZPf+XGgFNyFsUlmTN5zW04Y3SbCSBAEQThBZow4ymQyXHnllXzoQx8as9wPf/hDDh8+7F9veMMb/Lzdu3dz+eWXc8EFF7BlyxY++tGP8t73vpc//vGPk9z78WOLOjoqnjB6ZFdOGJ0hwkgQBEE4QWbMsNqNN94IcFRPT01NDS0tLSXzvvvd77JkyRK++tWvArBmzRoeeughvv71r3PppZdOaH+FyUWEkSAIgjBZzBjP0bHy4Q9/mIaGBs466yxuueUWbDu3Jn7z5s1cfPHFeeUvvfRSNm/ePGp76XSagYGBvEuYXlJZZ46RJ4x+9B4RRoIgCMLEMWM8R8fC5z73OS688ELi8Th33XUXf/u3f8vQ0BB///d/D0B7ezvNzc15dZqbmxkYGCCZTBKLxYravPnmm32vlTD9pA2TD/74SX+O0Y/ecxYbFokwEgRBECaOafUcXX/99SUnUQevF1988Zjb++d//mfOOecc1q9fzyc/+Uk+8YlP8K//+q8n1McbbriB/v5+/9q/f/8JtSccP1nT4iO3P839L3USDanccu2ZIowEQRCECWdaPUfXXXcd11577Zhlli5detztn3322Xz+858nnU4TiURoaWmho6Mjr0xHRwdVVVUlvUYAkUiESCRy3H04fmRGdhDTsvnYz7Zw17YOwrrK968+k7OXyj5GgiAIwsQzreKosbGRxsbGSWt/y5Yt1NbW+uJm48aN/P73v88rc/fdd7Nx48ZJ64Nw4liWzT/+4hnufPYwIU3he1dt4NwVDdPdLUEQBGGWMmPmHO3bt4+enh727duHaZps2bIFgOXLl5NIJPjtb39LR0cHr3jFK4hGo9x999184Qtf4P/7//4/v40PfvCDfPvb3+YTn/gE7373u7nvvvv4+c9/zu9+97tpelXC0bBtm0/9ait3PHUQTVX41ttOlyNBBEEQhEllxoijz3zmM9x2221+fP369QD/f3v3HldFnf8P/HVA7ncVEAQRZUW8AAJqWHghTQpdsXRN6SsmlbbgDW0XqhXcLmh20d9mWmpifUUpE3XF66qIpnkBUUQwMRBEEUwFQTnAOZ/fH349ywlUUGDOObyej8c8ZGY+M/M+I3ZezXzmMzh48CCGDx8OAwMDrFixAvPmzYMQAm5ubvj888/x5ptvqrZxdXVFSkoK5s2bh+XLl8PJyQlr1qzRqMf4ZaqH6/jmWSEEPtiRg40nCqEnA76Y5I2gfo0P00BERNRSZKL+s+70WBUVFbCyskJ5eTksLS1bfP9pz3jA9jaQMrY3FixNbvH9a5MVB/OwdM8FAMCnE70wwddJ4oqIiEhbNef7W+fGOSLdkHSyUBWMYsf2YTAiIqI2w3BEGmff+euI2ZIFAPjr8J54/VlXiSsiIqL2hOGINMqpgpuITMyAUgB/8XPCO6PdpS6JiIjaGYYjjdX+xjn69fodTE84CXmdEs/3tsPH4/tDJmt/54GIiKTFcKSh2lsv+eLb9zB17QlUVNfB18UGX07xQQd9/noSEVHb47cPSe5WVQ2mrj2Okopq/MnOHGvD/GBiqC91WURE1E4xHJGk7tUoMH39SVwqq4KjlTG+Cx8Ea1NDqcsiIqJ2jOFIw8ja0f005f+9L+104W1Ymxrgu/BBcLBq/B13REREbYXhSEO1h27In+69gN3ZJTDU18OaqX5ws7OQuiQiIiKGI5LG5vQr+Cr1EgBgyYT+8OveUeKKiIiI7mM4ojZ3Iv8mYracBQDMCnTD+AEc/ZqIiDQHwxG1qcu/V2HG96dQqxAI7u+AeSN7SV0SERGRGoYjTaWDgx+W36vF9ISTuHW3Fl5OVvh0ohf09HTvcxIRkXZjONJQuvbQWp1CicjEDFwqq4KDlTFWT+VYRkREpJkYjqjVCSEQ9+9sHL54A6aG+lgT5gc7S2OpyyIiImoUwxG1uvVHC/C/vxRCJgOWTfJGX0crqUsiIiJ6KIYjDfNgEEhdua12NO8GPkjJAQDEvNgbL/TtInFFREREj8ZwRK3myq27iNx4GgqlwMs+XfFmQA+pSyIiInoshiMNpe3PcFXXKjDzf9Nxs6oG/bpa4uPx/SHTwSfwiIhI9zAcUYsTQuDd5CycK65ARzNDrHrNF8YGfDKNiIi0A8MRtbhNJ4uwJaMY+noyfDllAJxsTKUuiYiIqMkYjjSWdt6Cyr5ajtjt2QCABS+4Y0jPzhJXRERE1DwMR5pKC7PRnepaRGzIQE2dEoG97TBjKDtgExGR9mE4ohYhhED0T1ko+P0uHK2M8RlfDUJERFqK4YhaxHfHLiMl6xo66MnwZagPbMwMpS6JiIjoiTAc0VM7U3QbH6acBwDEvOQBn242EldERET05BiONIzsD39quvK7tYhIzECtQmB0X3tMf7a71CURERE9FYYjemJCCMz/8Qyu3LoH544m+GSCFwd6JCIircdwRE9szeF8/CfnOgz19fDVFF9YmRhIXRIREdFTYziiJ5J++SaW7M4FAPxjjAf6O1lJXBEREVHLYDjSNELtD410s6oGkYmnUacUGOPpgNeecZG6JCIiohbDcKSpNLTvjlIpEPVDJq6VV6NHZzMsfsWT/YyIiEinMBxRsyQcLUDqhTIYddDDilAfmBt1kLokIiKiFsVwRE2Wc60Ci3fd72f0XrAHPBwsJa6IiIio5TEcUZNU1yowd1MmahT335v2P+xnREREOkprwtFHH32EIUOGwNTUFNbW1g3WJyQkQCaTNTqVlpYCAFJTUxtdX1JS0saf5uE0tffO4l25uHD9DjqbG+KTCexnREREuktrOozU1NRg4sSJ8Pf3x9q1axusnzRpEoKCgtSWTZs2DdXV1bCzs1NbfuHCBVha/veW0B/XawShOeEj9UIpEo4WAACWTvRCZ3MjaQsiIiJqRVoTjhYtWgTg/hWixpiYmMDExEQ1X1ZWhgMHDjQapOzs7Bq9+kQN/V4px4IfzwIApg3pjhHuGhgkiYiIWpDW3FZrru+++w6mpqaYMGFCg3Xe3t5wcHDAqFGj8PPPP0tQnXYQQiBmSxZuVMrRy94c0S/2lrokIiKiVqc1V46aa+3atZgyZYra1SQHBwesWrUKfn5+kMvlWLNmDYYPH47jx4/Dx8en0f3I5XLI5XLVfEVFResWrkGjP27JKMbe89dhoC/DskkDYGygL3VJRERErU7SK0fR0dEP7UT9YMrNzW32fo8dO4acnByEh4erLXd3d8eMGTPg6+uLIUOG4Ntvv8WQIUPwxRdfPHRf8fHxsLKyUk3Ozs7NrkcbXb19D3HbswEAc0f2Qh9HPrZPRETtg6RXjubPn49p06Y9sk2PHj2avd81a9bA29sbvr6+j207aNAgHDly5KHrY2JiEBUVpZqvqKjQ+YCkVAr8bfNZ3JHXYUA3a8wY2vy/AyIiIm0laTiytbWFra1ti+6zsrISP/zwA+Lj45vUPjMzEw4ODg9db2RkBCOj9vV01oYThTiSdwPGBnr4bKIXOujrbNc0IiKiBrSmz1FhYSFu3ryJwsJCKBQKZGZmAgDc3Nxgbm6uapeUlIS6ujq89tprDfaxbNkyuLq6om/fvqiursaaNWtw4MAB7N27t60+hsa7evseFu/MAQD8Pag3etiaP2YLIiIi3aI14WjhwoVYv369an7AgAEAgIMHD2L48OGq5WvXrsXLL7/c6KP6NTU1mD9/PoqLi2FqagpPT0/85z//wYgRI1q7/CZ7MLqRkGA4SCEE3t96DlU1Cvi62CDMv3ub10BERCQ1mRBCg56P0nwVFRWwsrJCeXm52kCSLeWYnwesK4EdIZ54Z3FSi+//UbZlFmPOpkwY6uth55zn4GZn0abHJyIiai3N+f5mZxICANysqsGif58HAEQGujEYERFRu8VwRACAD3acx82qGrjbW2DmsJ5Sl0NERCQZhiNC6oVSJJ8uhkwGLJngCcMO/LUgIqL2i9+CmkY0+KFV3a2pw3vJ5wAArw9xhbezdZscl4iISFMxHGkq0TZPq/2//Xkovn0PXa1NsGB0rzY5JhERkSZjOGrHLl6/gzWHfwMALPpzX5gaas3IDkRERK2G4aidEkLgH9vOoU4pMNLDHiP72EtdEhERkUZgONIwbTX047bMq/jlt5swNtBD7Ng+bXRUIiIizcdwpKGErPViUkV1LT5Muf+KkFmBf4JzR9NWOxYREZG2YThqhz7f+ytuVMrRw9YMbwS4Sl0OERGRRmE4amfOFZfju2MFAIAPxvWDUQd9aQsiIiLSMAxH7YgQAnHbs6EUwBhPBzzr1lnqkoiIiDQOw5GmacWxH3dmleDU5VswNtDDe8EerXcgIiIiLcZwpLFaNiVV1yrw8c77nbBnDusJByuTFt0/ERGRrmA4aifWHslH8e17cLAyxoyhfLEsERHRwzActQOld6rx1cE8AMDfgtxhYshO2ERERA/DcKRhWmN0o8/2/IqqGgW8nK0xzqtrKxyBiIhIdzAcaayWiUnnisvxQ3oRAGDhmD7Q02urMbiJiIi0E8ORxnr6ECOEwIcp5yEEMNbLEb4uNi1QFxERkW5jONJhqRfK8MtvN2HUQQ9/D3KXuhwiIiKtwHCko5RKgU/3XgAAhA3pDicbvj+NiIioKRiOdNSe7BJkX62AmaE+Zg7jo/tERERNxXCkgxRKgc/2/QoACH/OFR3NDCWuiIiISHswHOmgbZnFyCuthJWJAd4Y2kPqcoiIiLQKw5GOqVUosew/FwEAM4b1gKWxgcQVERERaReGIx3zw6kiFN68i87mhpg2pLvU5RAREWkdhiMNI3uK981W1yrwr/33XxPy1+FuMDXs0EJVERERtR8MR5pK1vxBIDccL0RJRTUcrIwxZXC3ViiKiIhI9zEc6Qh5nQLfpF0CAEQGusHYgC+XJSIiehIMRzpi6+liXK+Qw97SCBN8naQuh4iISGsxHOkAhVLg60O/AQDeeK4HjDrwqhEREdGTYjjSAXuyS/DbjSpYmRhgMvsaERERPRWGIy0nhMDK1Pt9jcL8XWBuxCfUiIiIngbDkZb7Oe93ZBWXw9hAD2Ec14iIiOipMRxpudWH7/c1enVgN3QyN5K4GiIiIu3HcKRhmjMIZMGNKhz6tQwyGfD6s91brSYiIqL2RCvCUUFBAcLDw+Hq6goTExP07NkTsbGxqKmpUWt39uxZBAQEwNjYGM7Ozvjkk08a7OvHH39E7969YWxsjP79+2Pnzp1t9TGaRYbHDwK54fhlAMCwXrZw6WTW2iURERG1C1oRjnJzc6FUKvH1118jOzsbX3zxBVatWoV3331X1aaiogIvvPACXFxckJ6ejqVLlyIuLg7ffPONqs3Ro0cxefJkhIeH4/Tp0wgJCUFISAjOnTsnxcd6KtW1Cvxw6goA4H+ecZG4GiIiIt0hE0I8xdu8pLN06VKsXLkSv/12v8/NypUr8d5776GkpASGhoYAgOjoaGzduhW5ubkAgEmTJqGqqgo7duxQ7eeZZ56Bt7c3Vq1a1aTjVlRUwMrKCuXl5bC0tGzhTwWc9PaAeTWwY7wP3onf8NB2P54qwjubz6KrtQnS/jYC+nrNf90IERFRe9Gc72+tfe67vLwcHTt2VM0fO3YMQ4cOVQUjABg9ejSWLFmCW7duwcbGBseOHUNUVJTafkaPHo2tW7c+9DhyuRxyuVztuMD9k9waKhUKQAFUy2sfeYx1B89DKb+Ll/s7oqryTqvUQkREpCsefKc26ZqQ0EIXL14UlpaW4ptvvlEtGzVqlHjrrbfU2mVnZwsA4vz580IIIQwMDERiYqJamxUrVgg7O7uHHis2NlYA4MSJEydOnDjpwFRUVPTYnCHplaPo6GgsWbLkkW1ycnLQu3dv1XxxcTGCgoIwceJEvPnmm61dImJiYtSuNimVSty8eROdOnWCTNayt7IqKirg7OyMoqKiVrllR/fxPLcNnue2wfPcdniu20ZrnWchBO7cuQNHR8fHtpU0HM2fPx/Tpk17ZJsePXqofr569SpGjBiBIUOGqHW0BoAuXbrg+vXrassezHfp0uWRbR6sb4yRkRGMjNTHD7K2tn5kzU/L0tKS//DaAM9z2+B5bhs8z22H57pttMZ5trKyalI7ScORra0tbG1tm9S2uLgYI0aMgK+vL9atWwc9PfUH7fz9/fHee++htrYWBgYGAIB9+/bB3d0dNjY2qjb79+/H3LlzVdvt27cP/v7+LfOBiIiISOtpxaP8xcXFGD58OLp164ZPP/0UZWVlKCkpQUlJiarNlClTYGhoiPDwcGRnZyMpKQnLly9XuyU2Z84c7N69G5999hlyc3MRFxeHU6dOITIyUoqPRURERBpIK55W27dvH/Ly8pCXlwcnJye1deL/ep1bWVlh7969iIiIgK+vLzp37oyFCxfirbfeUrUdMmQIEhMT8f777+Pdd9/Fn/70J2zduhX9+vVr08/zMEZGRoiNjW1wG49aFs9z2+B5bhs8z22H57ptaMJ51tpxjoiIiIhag1bcViMiIiJqKwxHRERERPUwHBERERHVw3BEREREVA/DkYZYsWIFunfvDmNjYwwePBgnTpyQuiSdk5aWhrFjx8LR0REymeyR79SjJxcfH4+BAwfCwsICdnZ2CAkJwYULF6QuS+esXLkSnp6eqoHy/P39sWvXLqnL0nmLFy+GTCZTGy+Pnl5cXBxkMpnaVP/tGG2N4UgDJCUlISoqCrGxscjIyICXlxdGjx6N0tJSqUvTKVVVVfDy8sKKFSukLkWnHTp0CBEREfjll1+wb98+1NbW4oUXXkBVVZXUpekUJycnLF68GOnp6Th16hQCAwMxbtw4ZGdnS12azjp58iS+/vpreHp6Sl2KTurbty+uXbummo4cOSJZLXyUXwMMHjwYAwcOxJdffgng/vvbnJ2dMWvWLERHR0tcnW6SyWRITk5GSEiI1KXovLKyMtjZ2eHQoUMYOnSo1OXotI4dO2Lp0qUIDw+XuhSdU1lZCR8fH3z11Vf48MMP4e3tjWXLlkldls6Ii4vD1q1bkZmZKXUpAHjlSHI1NTVIT0/HyJEjVcv09PQwcuRIHDt2TMLKiFpGeXk5gPtf3NQ6FAoFNm3ahKqqKr4OqZVEREQgODhY7b/V1LIuXrwIR0dH9OjRA6GhoSgsLJSsFq0YIVuX3bhxAwqFAvb29mrL7e3tkZubK1FVRC1DqVRi7ty5ePbZZzVmJHpdkpWVBX9/f1RXV8Pc3BzJycno06eP1GXpnE2bNiEjIwMnT56UuhSdNXjwYCQkJMDd3R3Xrl3DokWLEBAQgHPnzsHCwqLN62E4IqJWExERgXPnzknad0CXubu7IzMzE+Xl5di8eTPCwsJw6NAhBqQWVFRUhDlz5mDfvn0wNjaWuhyd9eKLL6p+9vT0xODBg+Hi4oIffvhBktvEDEcS69y5M/T19XH9+nW15devX0eXLl0kqoro6UVGRmLHjh1IS0tr8E5EahmGhoZwc3MDAPj6+uLkyZNYvnw5vv76a4kr0x3p6ekoLS2Fj4+PaplCoUBaWhq+/PJLyOVy6OvrS1ihbrK2tkavXr2Ql5cnyfHZ50hihoaG8PX1xf79+1XLlEol9u/fz74DpJWEEIiMjERycjIOHDgAV1dXqUtqN5RKJeRyudRl6JTnn38eWVlZyMzMVE1+fn4IDQ1FZmYmg1ErqaysxKVLl+Dg4CDJ8XnlSANERUUhLCwMfn5+GDRoEJYtW4aqqiq8/vrrUpemUyorK9X+LyQ/Px+ZmZno2LEjunXrJmFluiUiIgKJiYnYtm0bLCwsUFJSAgCwsrKCiYmJxNXpjpiYGLz44ovo1q0b7ty5g8TERKSmpmLPnj1Sl6ZTLCwsGvSXMzMzQ6dOndiPrgUtWLAAY8eOhYuLC65evYrY2Fjo6+tj8uTJktTDcKQBJk2ahLKyMixcuBAlJSXw9vbG7t27G3TSpqdz6tQpjBgxQjUfFRUFAAgLC0NCQoJEVemelStXAgCGDx+utnzdunWYNm1a2xeko0pLSzF16lRcu3YNVlZW8PT0xJ49ezBq1CipSyNqtitXrmDy5Mn4/fffYWtri+eeew6//PILbG1tJamH4xwRERER1cM+R0RERET1MBwRERER1cNwRERERFQPwxERERFRPQxHRERERPUwHBERERHVw3BEREREVA/DEREBABISEmBtbS11Ge2CTCbD1q1b2/SY3bt3x7Jly9r0mI9TUFAAmUyGzMxMqUshUsNwRKThpk2bBplMhpkzZzZYFxERAZlMphEjT6empkImk+H27dtSl0JtSIqgR9TaGI6ItICzszM2bdqEe/fuqZZVV1cjMTGxRd4LV1tb+9T7eFIKhQJKpVKy4z+KlOeFiKTDcESkBXx8fODs7IwtW7aolm3ZsgXdunXDgAED1Nru3r0bzz33HKytrdGpUyeMGTMGly5dUq1/cCsjKSkJw4YNg7GxMTZs2NDgmGVlZfDz88P48eMhl8uhVCoRHx8PV1dXmJiYwMvLC5s3b1bt88F762xsbB55NevB7bvt27ejT58+MDIyQmFhIeRyORYsWICuXbvCzMwMgwcPRmpqqmq7y5cvY+zYsbCxsYGZmRn69u2LnTt3qtYfOnQIgwYNgpGRERwcHBAdHY26ujrV+sZuK3l7eyMuLk41L5PJsHLlSvz5z3+GmZkZPvroIwDAv//9bwwcOBDGxsbo3Lkzxo8fr9rmcXU3RVFREf7yl7/A2toaHTt2xLhx41BQUAAA2Lt3L4yNjRtckZszZw4CAwNV80eOHEFAQABMTEzg7OyM2bNno6qqqsk1TJs2DSEhIfj4449hb28Pa2tr/POf/0RdXR3eeecddOzYEU5OTli3bl2T9ldRUQETExPs2rVLbXlycjIsLCxw9+7dJtdG1NYYjoi0xPTp09W+mL799lu8/vrrDdpVVVUhKioKp06dwv79+6Gnp4fx48c3uDoTHR2NOXPmICcnB6NHj1ZbV1RUhICAAPTr1w+bN2+GkZER4uPj8d1332HVqlXIzs7GvHnz8Nprr+HQoUNwdnbGTz/9BAC4cOECrl27huXLlz/0s9y9exdLlizBmjVrkJ2dDTs7O0RGRuLYsWPYtGkTzp49i4kTJyIoKAgXL14EcP8WolwuR1paGrKysrBkyRKYm5sDAIqLi/HSSy9h4MCBOHPmDFauXIm1a9fiww8/bPZ5jouLw/jx45GVlYXp06cjJSUF48ePx0svvYTTp09j//79GDRokKr94+p+nNraWowePRoWFhY4fPgwfv75Z5ibmyMoKAg1NTV4/vnnYW1trTq/wP2rbUlJSQgNDQUAXLp0CUFBQXjllVdw9uxZJCUl4ciRI4iMjGzWZz9w4ACuXr2KtLQ0fP7554iNjcWYMWNgY2OD48ePY+bMmZgxYwauXLny2H1ZWlpizJgxSExMVFu+YcMGhISEwNTUtFm1EbUpQUQaLSwsTIwbN06UlpYKIyMjUVBQIAoKCoSxsbEoKysT48aNE2FhYQ/dvqysTAAQWVlZQggh8vPzBQCxbNkytXbr1q0TVlZWIjc3Vzg7O4vZs2cLpVIphBCiurpamJqaiqNHj6ptEx4eLiZPniyEEOLgwYMCgLh169YjP8+6desEAJGZmaladvnyZaGvry+Ki4vV2j7//PMiJiZGCCFE//79RVxcXKP7fPfdd4W7u7uqXiGEWLFihTA3NxcKhUIIIYSLi4v44osv1Lbz8vISsbGxqnkAYu7cuWpt/P39RWhoaKPHbUrdjQEgkpOThRBCfP/99w1ql8vlwsTEROzZs0cIIcScOXNEYGCgav2ePXuEkZGR6lyHh4eLt956S+0Yhw8fFnp6euLevXsP/fz1hYWFCRcXF9X5EkIId3d3ERAQoJqvq6sTZmZmYuPGjY1+lj9KTk4W5ubmoqqqSgghRHl5uTA2Nha7du0SQvz3d/H06dMPrYtICh2ki2VE1By2trYIDg5GQkIChBAIDg5G586dG7S7ePEiFi5ciOPHj+PGjRuqK0aFhYXo16+fqp2fn1+Dbe/du4eAgABMmTJF7RZUXl4e7t69i1GjRqm1r6mpaXBbrykMDQ3h6empms/KyoJCoUCvXr3U2snlcnTq1AkAMHv2bLz99tvYu3cvRo4ciVdeeUW1j5ycHPj7+0Mmk6m2ffbZZ1FZWYkrV640q1/WH89LZmYm3nzzzUbbNqXuxzlz5gzy8vJgYWGhtry6ulp1OzQ0NBTPPPMMrl69CkdHR2zYsAHBwcGqpwvPnDmDs2fPqt0eFUJAqVQiPz8fHh4eTaqlb9++0NP77w0Fe3t7td8ZfX19dOrUCaWlpU3a30svvQQDAwNs374dr776Kn766SdYWlpi5MiRTdqeSCoMR0RaZPr06apbJStWrGi0zdixY+Hi4oLVq1fD0dERSqUS/fr1Q01NjVo7MzOzBtsaGRlh5MiR2LFjB9555x107doVAFBZWQkASElJUS2rv01zmZiYqAWZyspK6OvrIz09Hfr6+mptH9w6e+ONNzB69GikpKRg7969iI+Px2effYZZs2Y16Zh6enoQQqgta6zD9R/Pi4mJyUP32ZS6H6eyshK+vr6N9vuytbUFAAwcOBA9e/bEpk2b8PbbbyM5ORkJCQlq+5gxYwZmz57dYB/NCYYGBgZq8zKZrNFlTe1Ab2hoiAkTJiAxMRGvvvoqEhMTMWnSJHTowK8e0mz8DSXSIg/6ochksgb9hADg999/x4ULF7B69WoEBAQAuN9Rt6n09PTw/fffY8qUKRgxYgRSU1Ph6Oio1nF62LBhjW5raGgI4H5/mOYaMGAAFAoFSktLVXU3xtnZGTNnzsTMmTMRExOD1atXY9asWfDw8MBPP/0EIYQqdP3888+wsLCAk5MTgPtB49q1a6p9VVRUID8//7G1eXp6Yv/+/Y3272pq3Y/i4+ODpKQk2NnZwdLS8qHtQkNDsWHDBjg5OUFPTw/BwcFq+zh//jzc3NyeqIbWFBoailGjRiE7OxsHDhx4on5gRG2NHbKJtIi+vj5ycnJw/vz5BlcqgPtPinXq1AnffPMN8vLycODAAURFRTX7GBs2bICXlxcCAwNRUlICCwsLLFiwAPPmzcP69etx6dIlZGRk4F//+hfWr18PAHBxcYFMJsOOHTtQVlamutrUFL169UJoaCimTp2KLVu2ID8/HydOnEB8fDxSUlIAAHPnzsWePXuQn5+PjIwMHDx4UHW76K9//SuKioowa9Ys5ObmYtu2bYiNjUVUVJTqNlFgYCC+//57HD58GFlZWQgLC2v0HP5RbGwsNm7ciNjYWOTk5Kg6gze17scJDQ1F586dMW7cOBw+fBj5+flITU3F7Nmz1To+h4aGIiMjAx999BEmTJigdsXu73//O44ePYrIyEhkZmbi4sWL2LZtW7M7ZD+p/Px8ZGZmqk0PnpQbOnQounTpgtDQULi6umLw4MFtUhPR02A4ItIylpaWD73CoKenh02bNiE9PR39+vXDvHnzsHTp0mYfo0OHDti4cSP69u2LwMBAlJaW4oMPPsA//vEPxMfHw8PDA0FBQUhJSYGrqysAoGvXrli0aBGio6Nhb2/f7C/mdevWYerUqZg/fz7c3d0REhKCkydPqm4LKRQKREREqI7dq1cvfPXVV6pj79y5EydOnICXlxdmzpyJ8PBwvP/++6r9x8TEYNiwYRgzZgyCg4MREhKCnj17Prau4cOH48cff8T27dvh7e2NwMBAnDhxosl1P46pqSnS0tLQrVs3vPzyy/Dw8EB4eDiqq6vV/p7d3NwwaNAgnD17VvWU2gOenp44dOgQfv31VwQEBGDAgAFYuHAhHB0dm1TD04qKisKAAQPUptOnTwO4fxtu8uTJOHPmTIO6iTSVTPzxJjwRERFRO8YrR0RERET1MBwRERER1cNwRERERFQPwxERERFRPQxHRERERPUwHBERERHVw3BEREREVA/DEREREVE9DEdERERE9TAcEREREdXDcERERERUD8MRERERUT3/H9PTmiO5D+ltAAAAAElFTkSuQmCC", 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" ] @@ -432,12 +491,18 @@ "cell_type": "code", "execution_count": 9, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:13.248978Z", + "iopub.status.busy": "2024-07-11T15:31:13.248747Z", + "iopub.status.idle": "2024-07-11T15:31:20.609671Z", + "shell.execute_reply": "2024-07-11T15:31:20.609170Z" + }, "lines_to_next_cell": 2 }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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JkjrHXldu7ANERERkE7VOgOLj4y0ZB0JDQxETE4PIyMgaz9PpdFCr1fjqq68gl8vRt29f3Lp1Cx988AHeeuutOv3uRYsWYcGCBdJtjUZjlRVthj5ATICIiIisq9YJUOvWrS0WxOzZs7Fjxw4cOHAAAQEBNZ7r6+sLe3t7yOVy6Vjnzp2RlJSEoqIieHl5QS6XIzk52ehxycnJ8PHxqfI5FQoFFApF/V+IiQwjQNmFJdDqRMhldR9BIyIiotqrUxF0QUEBzpw5g5SUFOh0OqP7Jk6cWOvnEUURc+bMwdatW7F//34EBQXd9TEhISHYtGkTdDodZDL9IrZLly7B19cXDg4OAIC+ffsiPDwckyZNAqAfNQoPD8fs2bNrHZs1GIqgASCnoAQqJ/saziYiIiJzMTkB2rlzJ6ZPn460tLRK9wmCAK1WW+vnCg0NxaZNm7B9+3a4uroiKSkJAKBSqaBUKgEA06dPh7+/P8LCwgAAs2bNwsqVKzF37lzMmTMHcXFxWLZsGf79739Lz7tgwQI89dRT6NevHwYMGIBPPvkEubm5DW63egc7GZT2cuQXa5GVX8wEiIiIyEpMToDmzJmDRx55BIsXL673PmCrVq0CAAwfPtzo+Lp16zBjxgwAQEJCgjTSAwCBgYHYtWsX5s+fjx49esDf3x9z587Fq6++Kp3z2GOPITU1FYsXL0ZSUhJ69eqFnTt3Nsh9y9yd7JGfpUVmfhFawcnW4RARETULgljVsq4auLm54eTJk2jXrp2lYrI5jUYDlUqFrKwsuLm5WfR3jfvkAC4mZePbZwZgaIeWFv1dRERETZkpn98md4L+5z//if3799c1NqrAvXTaK5MrwYiIiKzG5CmwlStX4pFHHsHBgwfRvXt3qRuzQflaHLo7Dyd94XZWXpGNIyEiImo+TE6AfvjhB+zevRuOjo7Yv3+/UfNDQRCYAJlIGgHK4wgQERGRtZicAL3++utYsmQJXnvtNaPiZKoblVI/AsQpMCIiIusxOYMpKirCY489xuTHTAwjQHc4BUZERGQ1JmcxTz31FH788UdLxNIsuZd2g87iFBgREZHVmDwFptVqsXz5cuzatQs9evSoVAT90UcfmS245oCrwIiIiKzP5ATo7Nmz6N27NwAgJibG6L767AbfXLmXrgLL5BQYERGR1ZicAO3bt88ScTRbhhGgLI4AERERWQ0rmW3M3bAKLK8YJjblJiIiojpiAmRjhhGgEp0ITUGJjaMhIiJqHpgA2ZijvRyujvqZyLScQhtHQ0RE1DwwAWoAWroqAAApGiZARERE1sAEqAFo6aJPgFI5AkRERGQVJidAGzZswO+//y7dfuWVV+Du7o4hQ4bg+vXrZg2uuTCMAKVmMwEiIiKyBpMToGXLlkGpVAIADh8+jM8//xzLly+Hl5cX5s+fb/YAmwMmQERERNZlch+gGzduIDg4GACwbds2TJ48Gc8//zxCQkIwfPhwc8fXLKhdHQEwASIiIrIWk0eAXFxckJ6eDgDYvXs3Ro8eDQBwdHREfn6+eaNrJqQRINYAERERWYXJI0CjR4/Gs88+i969e+PSpUsYP348AODcuXNo06aNueNrFjgFRkREZF0mjwB9/vnnGDx4MFJTU7Flyxa0aNECABAdHY2pU6eaPcDmQFoFxgSIiIjIKkweAXJ3d8fKlSsrHV+yZIlZAmqODCNAGbmF0OpEyGXcVJaIiMiS6tQH6ODBg3jiiScwZMgQ3Lp1CwDw3XffITIy0qzBNReezg6QCYBOBNJzOQpERERkaSYnQFu2bMHYsWOhVCpx4sQJFBbqP7CzsrKwbNkyswfYHMhlAlpwGoyIiMhqTE6Ali5ditWrV2PNmjWwt7eXjoeEhODEiRNmDa45YR0QERGR9ZicAMXGxmLo0KGVjqtUKmRmZpojpmaJK8GIiIisx+QEyMfHB5cvX650PDIyEm3btjVLUM2RtCEqEyAiIiKLMzkBeu655zB37lxERUVBEATcvn0bGzduxMKFCzFr1ixLxNgscASIiIjIekxeBv/aa69Bp9Nh5MiRyMvLw9ChQ6FQKLBw4ULMmTPHEjE2C9wRnoiIyHpMToAEQcDrr7+Ol19+GZcvX0ZOTg66dOkCFxcXS8TXbHAEiIiIyHpMToCysrKg1Wrh6emJLl26SMczMjJgZ2cHNzc3swbYXBgSoDQmQERERBZncg3QlClTsHnz5krHf/rpJ0yZMsUsQTVHLZwdAAB38opsHAkREVHTZ3ICFBUVhfvuu6/S8eHDhyMqKsqk5woLC0P//v3h6uoKtVqNSZMmITY2tsbHrF+/HoIgGP04OjoanTNjxoxK54wbN86k2KzNozQByswvhlYn2jgaIiKips3kKbDCwkKUlJRUOl5cXIz8/HyTnisiIgKhoaHo378/SkpK8J///AdjxozB+fPn4ezsXO3j3NzcjBIlQai8d9a4ceOwbt066bZCoTApNmtzV+qbSooikJVfDM/ShIiIiIjMz+QEaMCAAfjqq6/w2WefGR1fvXo1+vbta9Jz7dy50+j2+vXroVarER0dXWWzRQNBEODj41PjcysUirue05DYyWVwc7SDpqAEGblFTICIiIgsyOQEaOnSpRg1ahROnz6NkSNHAgDCw8Nx7Ngx7N69u17BZGVlAQA8PT1rPC8nJwetW7eGTqdDnz59sGzZMnTt2tXonP3790OtVsPDwwMjRozA0qVL0aJFiyqfr7CwUNrTDAA0Gk29XkddeTo7QFNQwjogIiIiCzO5BigkJARHjhxBYGAgfvrpJ/zvf/9DcHAwzpw5g3vvvbfOgeh0OsybNw8hISHo1q1bted17NgR33zzDbZv347vv/8eOp0OQ4YMwc2bN6Vzxo0bh2+//Rbh4eF4//33ERERgfvvvx9arbbK5wwLC4NKpZJ+AgMD6/w66sNQB5SRywSIiIjIkgRRFGtdcVtcXIwXXngBb775JoKCgswayKxZs/Dnn38iMjISAQEBtX5ccXExOnfujKlTp+Ldd9+t8pyrV6+iXbt2+Ouvv6RRq/KqGgEKDAxEVlaWVZf1z1x/DOEXU/Dfh7tjyoBWVvu9RERETYFGo4FKparV57dJI0D29vbYsmVLvYKryuzZs7Fjxw7s27fPpOTHEFPv3r2r3J/MoG3btvDy8qr2HIVCATc3N6MfW5BGgDgFRkREZFEmT4FNmjQJ27ZtM8svF0URs2fPxtatW7F37946jSpptVqcPXsWvr6+1Z5z8+ZNpKen13hOQ2AofL7DKTAiIiKLMrkIun379njnnXdw6NAh9O3bt9Jy9X//+9+1fq7Q0FBs2rQJ27dvh6urK5KSkgAAKpUKSqUSADB9+nT4+/sjLCwMAPDOO+9g0KBBCA4ORmZmJj744ANcv34dzz77LAB9gfSSJUswefJk+Pj44MqVK3jllVcQHByMsWPHmvpyrcrDyVADVGzjSIiIiJo2kxOgtWvXwt3dHdHR0YiOjja6TxAEkxKgVatWAdA3USxv3bp1mDFjBgAgISEBMlnZQNWdO3fw3HPPISkpCR4eHujbty/+/vtvaVsOuVyOM2fOYMOGDcjMzISfnx/GjBmDd999t8H3AvJ01vcC4iowIiIiyzKpCLq5MKWIypz2nE/Gc98eR48AFX6bfY/Vfi8REVFTYLEiaLIsdemGqCkabohKRERkSSZPgT3zzDM13v/NN9/UOZjmzttNv6dZWk4hdDoRMlnlLT6IiIio/kxOgO7cuWN0u7i4GDExMcjMzMSIESPMFlhz5OXiAEEASnQiMvKK4OXSsGuWiIiIGiuTE6CtW7dWOqbT6TBr1iy0a9fOLEE1V3ZyGVo4OyAtpwjJmgImQERERBZilhogmUyGBQsW4OOPPzbH0zVrLV3102Ap2awDIiIishSzFUFfuXIFJSUl5nq6ZsvbTT/qk8pCaCIiIosxeQpswYIFRrdFUURiYiJ+//13PPXUU2YLrLmSVoJlF9g4EiIioqbL5ATo5MmTRrdlMhlatmyJDz/88K4rxOju1KVTYMkcASIiIrIYkxOgffv2WSIOKmWYAuMIEBERkeWYnAAZpKamIjY2FgDQsWNHtGzZ0mxBNWcsgiYiIrI8k4ugc3Nz8cwzz8DX1xdDhw7F0KFD4efnh5kzZyIvL88SMTYrajd2gyYiIrI0kxOgBQsWICIiAv/73/+QmZmJzMxMbN++HREREXjppZcsEWOzYiiCTs0uBLdpIyIisgyTp8C2bNmCX375xWgH9/Hjx0OpVOLRRx+VdninumlZmgAVaXXIzCuGh7ODjSMiIiJqekweAcrLy4O3t3el42q1mlNgZqCwk8PDyR4A64CIiIgsxeQEaPDgwXjrrbdQUFC2Sik/Px9LlizB4MGDzRpcc1W2FJ4rwYiIiCzB5CmwFStWYOzYsQgICEDPnj0BAKdPn4ajoyN27dpl9gCbI7WbArHJ2RwBIiIishCTE6Bu3bohLi4OGzduxMWLFwEAU6dOxbRp06BUKs0eYHOklpbCcwSIiIjIEurUB8jJyQnPPfecuWOhUlwKT0REZFkm1wBt2LABv//+u3T7lVdegbu7O4YMGYLr16+bNbjmytNJv/IrM6/IxpEQERE1TSYnQMuWLZOmug4fPoyVK1di+fLl8PLywvz5880eYHPkXroK7E5esY0jISIiappMngK7ceMGgoODAQDbtm3DP//5Tzz//PMICQkx6g1EdefBESAiIiKLMnkEyMXFBenp6QCA3bt3Y/To0QAAR0dH5Ofnmze6ZsrQ/DCDCRAREZFFmDwCNHr0aDz77LPo3bs3Ll26hPHjxwMAzp07hzZt2pg7vmbJ0AgxM5dTYERERJZg8gjQ559/jsGDByM1NRVbtmxBixYtAADR0dGYOnWq2QNsjjxLR4CyC0tQVKKzcTRERERNj8kjQO7u7li5cmWl40uWLDFLQAS4OdpDJgA6EcjML5L6AhEREZF5mDwCBAAHDx7EE088gSFDhuDWrVsAgO+++w6RkZFmDa65kskEqJSl02BcCUZERGR2JidAW7ZswdixY6FUKnHixAkUFuqb9WVlZWHZsmVmD7C5kgqhc1kITUREZG4mJ0BLly7F6tWrsWbNGtjb20vHQ0JCcOLECbMG15xxKTwREZHlmJwAxcbGYujQoZWOq1QqZGZmmiMmQlkClMGVYERERGZncgLk4+ODy5cvVzoeGRmJtm3bmiUoKlsKf4cjQERERGZncgL03HPPYe7cuYiKioIgCLh9+zY2btyIhQsXYtasWZaIsVky1ABxCoyIiMj8TE6AXnvtNTz++OMYOXIkcnJyMHToUDz77LN44YUXMGfOHJOeKywsDP3794erqyvUajUmTZqE2NjYGh+zfv16CIJg9OPoaLxMXBRFLF68GL6+vlAqlRg1ahTi4uJMfak2xSkwIiIiyzEpAdJqtTh48CBCQ0ORkZGBmJgYHDlyBKmpqXj33XdN/uUREREIDQ3FkSNHsGfPHhQXF2PMmDHIzc2t8XFubm5ITEyUfiruQr98+XJ8+umnWL16NaKiouDs7IyxY8eioKDA5BhtReoGzREgIiIiszOpEaJcLseYMWNw4cIFuLu7o0uXLvX65Tt37jS6vX79eqjVakRHR1dZaG0gCAJ8fHyqvE8URXzyySd444038OCDDwIAvv32W3h7e2Pbtm2YMmVKvWK2FsMUGGuAiIiIzM/kKbBu3brh6tWrlogFWVlZAABPT88az8vJyUHr1q0RGBiIBx98EOfOnZPui4+PR1JSEkaNGiUdU6lUGDhwIA4fPlzl8xUWFkKj0Rj92JphCuwOGyESERGZXZ36AC1cuBA7duxAYmKi2RIHnU6HefPmISQkBN26dav2vI4dO+Kbb77B9u3b8f3330On02HIkCG4efMmACApKQkA4O3tbfQ4b29v6b6KwsLCoFKppJ/AwMA6vw5z4SowIiIiyzF5LzDD7u8TJ06EIAjScVEUIQgCtFptnQIJDQ1FTEzMXbfTGDx4MAYPHizdHjJkCDp37owvv/yyTnVIALBo0SIsWLBAuq3RaGyeBBmmwLLyi6HViZDLhLs8goiIiGrL5ARo3759Zg9i9uzZ2LFjBw4cOICAgACTHmtvb4/evXtLvYkMtUHJycnw9fWVzktOTkavXr2qfA6FQgGFQlG34C3EvXQvMFHUJ0GGHeKJiIio/kxOgIYNG2a2Xy6KIubMmYOtW7di//79CAoKMvk5tFotzp49K41MBQUFwcfHB+Hh4VLCo9FoEBUV1aj6FNnJZXBztIOmoAR38oqYABEREZmRyQmQOYWGhmLTpk3Yvn07XF1dpRodlUoFpVIJAJg+fTr8/f0RFhYGAHjnnXcwaNAgBAcHIzMzEx988AGuX7+OZ599FoB+hdi8efOwdOlStG/fHkFBQXjzzTfh5+eHSZMm2eR11pWHs4M+AcotAlraOhoiIqKmw6YJ0KpVqwAAw4cPNzq+bt06zJgxAwCQkJAAmaysVvvOnTt47rnnkJSUBA8PD/Tt2xd///230ZL8V155Bbm5uXj++eeRmZmJe+65Bzt37qzUMLGhc3dywPX0PK4EIyIiMjNBFEXR1kE0NBqNBiqVCllZWXBzc7NZHDPXH0P4xRS891A3TBvY2mZxEBERNQamfH6bvAyerCfAQz8NePNOvo0jISIialpMToBGjBiBzMzMSsc1Gg1GjBhhjpioVKCnEwAmQEREROZmcgK0f/9+FBVVbs5XUFCAgwcPmiUo0jOMAN3IyLNxJERERE1LrYugz5w5I/35/PnzRl2VtVotdu7cCX9/f/NG18wFeHAEiIiIyBJqnQD16tULgiBAEIQqp7qUSiU+++wzswbX3AWWJkBpOYXIL9JC6SC3cURERERNQ60ToPj4eIiiiLZt2+Lo0aNo2bKsMY2DgwPUajXkcn5Am5PKyR6ujnbILijBzTt5aO/tauuQiIiImoRaJ0CtW+uXYet0OosFQ5X5uytxMSkbiVkFTICIiIjMpE7L4L/77juEhITAz88P169fBwB8/PHH2L59u1mDI8DNUb8nWE5hiY0jISIiajpMToBWrVqFBQsWYPz48cjMzJR2f/fw8MAnn3xi7viaPWeFflqRCRAREZH5mJwAffbZZ1izZg1ef/11o5qffv364ezZs2YNjgAXwwhQARMgIiIiczE5AYqPj0fv3r0rHVcoFMjNzTVLUFTGRaEv0+IIEBERkfmYnAAFBQXh1KlTlY7v3LkTnTt3NkdMVI6rIxMgIiIiczN5N/gFCxYgNDQUBQUFEEURR48exQ8//ICwsDB8/fXXloixWXN2YAJERERkbiYnQM8++yyUSiXeeOMN5OXl4fHHH4efnx9WrFiBKVOmWCLGZs3FMALEGiAiIiKzMTkB0mg0mDZtGqZNm4a8vDzk5ORArVYDAC5fvozg4GCzB9mcubIGiIiIyOxMrgF64IEHUFhYCABwcnKSkp/Y2FgMHz7crMER4KzgCBAREZG5mZwAubi44KGHHkJJSdkH8oULFzB8+HBMnjzZrMFR2RRYNkeAiIiIzMbkBOjXX39FVlYWpk2bBlEUERMTg+HDh2Pq1KlYsWKFJWJs1gzL4HOZABEREZmNyQmQUqnE77//jtjYWDz66KMYOXIkpk+fjo8++sgS8TV7XAZPRERkfrUqgtZoNEa3ZTIZfvzxR4wePRqTJ0/Gm2++KZ3j5uZm/iibMdYAERERmV+tEiB3d3cIglDpuCiKWL16Nb788kuIoghBEKS9wcg8DFNgRVodCku0UNjJ7/IIIiIiuptaJUD79u2zdBxUDUMCBAC5hUyAiIiIzKFWCdCwYcMAACUlJVi2bBmeeeYZBAQEWDQw0pPLBCjt5cgv1iKnoASezg62DomIiKjRM6kI2s7ODh988IHREniyPC9XfdJzKzPfxpEQERE1DSavAhsxYgQiIiIsEQtVo6O3vrD8YpLmLmcSERFRbZi8Fcb999+P1157DWfPnkXfvn3h7OxsdP/EiRPNFhzpdfF1xV8XknEhkQkQERGROZicAL344osAUGXfH64Cs4zOvvoRoAuJ2TaOhIiIqGkwOQHS6XSWiINqYEiAYpOzUaLVwU5u8swlERERlcNP0kaglacT5DIBRSU6pOUU2TocIiKiRs/kESAAyM3NRUREBBISElBUZPyB/O9//9ssgVEZmUyAh5M90nKKcCevCD4qR1uHRERE1KiZnACdPHkS48ePR15eHnJzc+Hp6Ym0tDQ4OTlBrVYzAbIQdycHfQKUyxEgIiKi+jJ5Cmz+/PmYMGEC7ty5A6VSiSNHjuD69evo27cv/u///s+k5woLC0P//v3h6uoKtVqNSZMmITY2ttaP37x5MwRBwKRJk4yOz5gxA4IgGP2MGzfOpNgaGk8nfS+gO3nFNo6EiIio8TM5ATp16hReeuklyGQyyOVyFBYWIjAwEMuXL8d//vMfk54rIiICoaGhOHLkCPbs2YPi4mKMGTMGubm5d33stWvXsHDhQtx7771V3j9u3DgkJiZKPz/88INJsTU07k72AICMPI4AERER1ZfJU2D29vaQyfR5k1qtRkJCAjp37gyVSoUbN26Y9Fw7d+40ur1+/Xqo1WpER0dj6NCh1T5Oq9Vi2rRpWLJkCQ4ePIjMzMxK5ygUCvj4+JgUT0PmUToClMkpMCIionozeQSod+/eOHbsGAD9HmGLFy/Gxo0bMW/ePHTr1q1ewWRlZQEAPD09azzvnXfegVqtxsyZM6s9Z//+/VCr1ejYsSNmzZqF9PT0as8tLCyERqMx+mloPJw5BUZERGQuJidAy5Ytg6+vLwDgvffeg4eHB2bNmoXU1FR89dVXdQ5Ep9Nh3rx5CAkJqTGRioyMxNq1a7FmzZpqzxk3bhy+/fZbhIeH4/3330dERATuv//+aps0hoWFQaVSST+BgYF1fh2W4lE6BXaHU2BERET1ZvIUWL9+/aQ/q9XqStNYdRUaGoqYmBhERkZWe052djaefPJJrFmzBl5eXtWeN2XKFOnP3bt3R48ePdCuXTvs378fI0eOrHT+okWLsGDBAum2RqNpcElQ2QgQEyAiIqL6qlMfIHObPXs2duzYgQMHDiAgIKDa865cuYJr165hwoQJ0jFDZ2o7OzvExsaiXbt2lR7Xtm1beHl54fLly1UmQAqFAgqFwgyvxHIMNUBcBk9ERFR/JidA6enpWLx4Mfbt24eUlJRKW2NkZGTU+rlEUcScOXOwdetW7N+/H0FBQTWe36lTJ5w9e9bo2BtvvIHs7GysWLGi2lGbmzdvIj09XZq6a4w8nQ1TYKwBIiIiqi+TE6Ann3wSly9fxsyZM+Ht7Q1BEOr8y0NDQ7Fp0yZs374drq6uSEpKAgCoVCoolUoAwPTp0+Hv74+wsDA4OjpWqg9yd3cHAOl4Tk4OlixZgsmTJ8PHxwdXrlzBK6+8guDgYIwdO7bOsdqaO0eAiIiIzMbkBOjgwYOIjIxEz5496/3LV61aBQAYPny40fF169ZhxowZAICEhARp2X1tyOVynDlzBhs2bEBmZib8/PwwZswYvPvuuw1+mqsmXi762LMLS5BfpIXSQW7jiIiIiBovkxOgTp06IT8/3yy/XBTFu56zf//+Gu9fv3690W2lUoldu3bVI6qGyc3RDi4KO+QUluB2Vj7atXSxdUhERESNlsnL4L/44gu8/vrriIiIQHp6eoPvn9NUCIIAP3f9Jqi3M82TgBIRETVXJo8Aubu7Q6PRYMSIEUbHRVGEIAjV9tqh+vNzV+JScg4TICIionoyOQGaNm0a7O3tsWnTpnoXQZNpfFX6wvBbmQU2joSIiKhxMzkBiomJwcmTJ9GxY0dLxEM18C+dAkvkCBAREVG9mFwD1K9fP5M3PSXz8HPXjwDdzmICREREVB8mjwDNmTMHc+fOxcsvv4zu3bvD3t7e6P4ePXqYLTgyJiVAnAIjIiKqF5MToMceewwA8Mwzz0jHBEFgEbQVtHTV9wJKyym0cSRERESNm8kJUHx8vCXioFrwLO0GnV1QgmKtDvZyk2cwiYiICHVIgFq3bm2JOKgW3JT2kAmATtTvCq92dbR1SERERI0ShxAaEblMKLcnGDdFJSIiqismQI2Mh5O+6Dw9l3VAREREdcUEqJHxdOYIEBERUX0xAWpkPEqnwDLyimwcCRERUeNVpwQoMzMTX3/9NRYtWoSMjAwAwIkTJ3Dr1i2zBkeVtXAxjAAxASIiIqork1eBnTlzBqNGjYJKpcK1a9fw3HPPwdPTE7/++isSEhLw7bffWiJOKiWNADEBIiIiqjOTR4AWLFiAGTNmIC4uDo6OZcuwx48fjwMHDpg1OKpMqgHiFBgREVGdmZwAHTt2DC+88EKl4/7+/khKSjJLUFQ9jgARERHVn8kJkEKhgEajqXT80qVLaNmypVmCour5e+j3Azt7KwsFxdx2hIiIqC5MToAmTpyId955B8XF+mXYgiAgISEBr776KiZPnmz2AMlY/zae8HdXIjOvGDvOJNo6HCIiokbJ5AToww8/RE5ODtRqNfLz8zFs2DAEBwfD1dUV7733niVipHLkMgFT+gcCAHbGMAEiIiKqC5NXgalUKuzZsweRkZE4c+YMcnJy0KdPH4waNcoS8VEVega6AwCup+fZNhAiIqJGyuQEyOCee+7BPffcY85YqJYCPZ0AADfu5EEURQiCYOOIiIiIGheTE6BPP/20yuOCIMDR0RHBwcEYOnQo5HJ5vYOjqvm7KyEIQEGxDqk5hdwVnoiIyEQmJ0Aff/wxUlNTkZeXBw8PDwDAnTt34OTkBBcXF6SkpKBt27bYt28fAgMDzR4wAQ52MviplLiVmY8bGXlMgIiIiExkchH0smXL0L9/f8TFxSE9PR3p6em4dOkSBg4ciBUrViAhIQE+Pj6YP3++JeKlUgGly+FvZOTbOBIiIqLGx+QRoDfeeANbtmxBu3btpGPBwcH4v//7P0yePBlXr17F8uXLuSTewlp5OiEqPgMJGSyEJiIiMpXJI0CJiYkoKSmpdLykpETqBO3n54fs7Oz6R0fVCvDQF0LfusMRICIiIlOZnADdd999eOGFF3Dy5Enp2MmTJzFr1iyMGDECAHD27FkEBQWZL0qqpKWrAgCQnlto40iIiIgaH5MToLVr18LT0xN9+/aFQqGAQqFAv3794OnpibVr1wIAXFxc8OGHH5o9WCrTwkW/J1hqDvcEIyIiMpXJNUA+Pj7Ys2cPLl68iEuXLgEAOnbsiI4dO0rn3HfffeaLkKrk5VI6ApTDESAiIiJT1bkRYqdOndCpUydzxkIm8CodAUrLKWQzRCIiIhOZPAUGADdv3sQXX3yB1157DQsWLDD6MUVYWBj69+8PV1dXqNVqTJo0CbGxsbV+/ObNmyEIAiZNmmR0XBRFLF68GL6+vlAqlRg1ahTi4uJMiq2hM4wAFRTrkFfEXeGJiIhMYfIIUHh4OCZOnIi2bdvi4sWL6NatG65duwZRFNGnTx+TnisiIgKhoaHo378/SkpK8J///AdjxozB+fPn4ezsXONjr127hoULF+Lee++tdN/y5cvx6aefYsOGDQgKCsKbb76JsWPH4vz583B0bBpNA50c5HC0l6GgWIe0nEI4K+o8mEdERNTsmDwCtGjRIixcuBBnz56Fo6MjtmzZghs3bmDYsGF45JFHTHqunTt3YsaMGejatSt69uyJ9evXIyEhAdHR0TU+TqvVYtq0aViyZAnatm1rdJ8oivjkk0/wxhtv4MEHH0SPHj3w7bff4vbt29i2bZupL7fBEgRBGgVKYyE0ERGRSUxOgC5cuIDp06cDAOzs7JCfnw8XFxe88847eP/99+sVTFZWFgDA09OzxvPeeecdqNVqzJw5s9J98fHxSEpKMtqdXqVSYeDAgTh8+HCVz1dYWAiNRmP00xi0kBIgFkITERGZwuQEyNnZGUVF+hEHX19fXLlyRbovLS2tzoHodDrMmzcPISEh6NatW7XnRUZGYu3atVizZk2V9xuaMXp7exsd9/b2lu6rKCwsDCqVSvppLHuYtSwthH7hu2gkawpsHA0REVHjYXICNGjQIERGRgIAxo8fj5deegnvvfcennnmGQwaNKjOgYSGhiImJgabN2+u9pzs7Gw8+eSTWLNmDby8vOr8uypatGgRsrKypJ8bN26Y7bktqWW5TVC/OnDVhpEQERE1LiZXzn700UfIyckBACxZsgQ5OTn48ccf0b59e3z00Ud1CmL27NnYsWMHDhw4gICAgGrPu3LlCq5du4YJEyZIx3Q6HQD9dFxsbCx8fHwAAMnJyfD19ZXOS05ORq9evap8XkNDx8bmmZA22HM+CWk5Rfjt9G38Z3xnyGVcDk9ERHQ3JiVAWq0WN2/eRI8ePQDop8NWr15d518uiiLmzJmDrVu3Yv/+/XfdPqNTp044e/as0bE33ngD2dnZWLFiBQIDA2Fvbw8fHx+Eh4dLCY9Go0FUVBRmzZpV51gbovbervj7tZEYsOwvpGYX4ti1DAxq28LWYRERETV4JiVAcrkcY8aMwYULF+Du7l7vXx4aGopNmzZh+/btcHV1lWp0VCoVlEolAGD69Onw9/dHWFgYHB0dK9UHGeIof3zevHlYunQp2rdvLy2D9/Pzq9QvqClwsJNhYJAndp1LxvnbGiZAREREtWDyFFi3bt1w9epVs2x2umrVKgDA8OHDjY6vW7cOM2bMAAAkJCRAJjOtVOmVV15Bbm4unn/+eWRmZuKee+7Bzp07m0wPoIraq12x61wyLqfm2DoUIiKiRkEQRVE05QE7d+7EokWL8O6776Jv376VGha6ubmZNUBb0Gg0UKlUyMrKahSvZ9vJW5j34ykMaOOJn/412NbhEBER2YQpn98mjwCNHz8eADBx4kSj/acM+1FptdyWwdqC1S4AgLiUbBtHQkRE1DiYnADt27fPEnFQPbRr6QJBAO7kFSM9p1BqkEhERERVMzkBGjZsmCXioHpQOsjh767EzTv5uJqWywSIiIjoLuq0G/zBgwfxxBNPYMiQIbh16xYA4LvvvpMaJJL1+bvrV83dzsy3cSREREQNn8kJ0JYtWzB27FgolUqcOHEChYX6faiysrKwbNkyswdItePvoU+AbjEBIiIiuiuTE6ClS5di9erVWLNmDezt7aXjISEhOHHihFmDo9rjCJDlXU/PRVGJztZhEBGRGZicAMXGxmLo0KGVjqtUKmRmZpojJqoDPykB4qaolnD4SjqGfbAfL/9y2tahEBGRGZicAPn4+ODy5cuVjkdGRqJt27ZmCYpMZ0iAbt3hCJAlLN91EQCw/dRtG0dCRETmYHIC9Nxzz2Hu3LmIioqCIAi4ffs2Nm7ciIULFza5vbYaE393fZdrToGZV4lWh2lfH8HJhExbh0JERGZk8jL41157DTqdDiNHjkReXh6GDh0KhUKBhQsXYs6cOZaIkWrBV6UfAcouLEFWfjFUSvu7PIJqIz4tF4cupxsd0+lEyGRCNY8gIqLGwOQRIEEQ8PrrryMjIwMxMTE4cuQIUlNT8e6771oiPqolZ4UdvFwcAOiLdck8MvOLa3WMiIgaF5MToO+//x55eXlwcHBAly5dMGDAALi4uFgiNjJR25b6v4cr3BTVbDLzKic76TmFNoiEiIjMyeQEaP78+VCr1Xj88cfxxx9/cO+vBsSwJ9iVFI4AmUtmXhEAYFiHlmjXUr/xb1pOkS1DIiIiMzA5AUpMTMTmzZshCAIeffRR+Pr6IjQ0FH///bcl4iMTtOMIkNlllU53qZT2aOGs32IkPZcjQEREjZ3JCZCdnR3+8Y9/YOPGjUhJScHHH3+Ma9eu4b777kO7du0sESPVkmGE4nIKEyBzMSRA7k72aFFaY5WRyxEgIqLGzuRVYOU5OTlh7NixuHPnDq5fv44LFy6YKy6qA8MU2LX0XGQXFMPVkSvB6stQA+SutIdOFAFwCoyIqCmo02aoeXl52LhxI8aPHw9/f3988skneOihh3Du3Dlzx0cm8HdXIljtgmKtiG0nb9k6nCbBMALkVn4KjEXQRESNnskJ0JQpU6BWqzF//ny0bdsW+/fvx+XLl/Huu++iU6dOloiRakkQBEwb2AoAsDEqAWLpiAXVXaY0BeaAlq76BChZU7bdyPwfT2HMxxHIKSyxSXxEDVVWXjFGfRSB17acsXUozVZGbhE+33fZ6D2LypicAMnlcvz0009ITEzEypUrMXjwYOm+mJgYswZHpnu4TwAc7GS4mJSNC4nZtg6n0csqXQXmrrRHkJe+xuqvCyl4+efT2H0uCVtP3sKl5Bwcu5YBAEjNLkRBMVdGEv125jYup+Rg87Eb0BSwd5a1iaKIf3x6EB/sisXKvZW3r6I6JECGqS+5XA4AyM7OxldffYUBAwagZ8+eZg+QTKNS2mNERzUAYPspToPVl2EESOVkL62yA4Cfo2/i+e+ipdvX03JxOSUbg8PCsfBnbphKFHMzS/rzkSvpiLmVhaU7znM0wkr+vpKO21n6a30wLtXG0TRMdS6CPnDgANauXYstW7bAz88PDz/8MD7//HNzxkZ1NLGXH3aeS0L4xRQsGt/Z1uE0atIqMKU9vN0UcHKQI6+o8gjP2/87L/15x5lE5Bcdw5yR7dEr0N1aoRI1KIevlm0h898/L+Jqmr4/mZODHAvGdLRVWM3GkXLX38GuTuW+TZ5JCVBSUhLWr1+PtWvXQqPR4NFHH0VhYSG2bduGLl26WCpGMlGfVh4A9PtYFZZoobCT2ziixkmnE8v6ADnZQxAEyISyPcA6+biidQsn7DqXXOmx4RdTcOxaBs68PdZq8RI1FElZBUjIyJNuG5IfALiSxkat1lC+HcrNO/kQRRGCwD0My6t1WjhhwgR07NgRZ86cwSeffILbt2/js88+s2RsVEfebgq4OtpBqxNxNbVpvNmIooiiEp30Z2vIyi+G4Ve5K/U9gMoXO++cNxQvDKu+95WmgIXR1DzF3NJPf7VXu+AfPXyN7rt1J98WITU75ROgvCJtldv6NHe1ToD+/PNPzJw5E0uWLMEDDzwg1QBRwyMIAjp6uwIALiU3/kLotJxC/HP1YfR/7y/cyMjDmI8PIHTjCav8XkBfV2UYQl4+uQcA4OWx+iH8dl4174O3Meo6XvjuOLJZBErNyLnbGgBAd38VVkzpjU3PDcQv/9IvmLlRbmSILKNEq8O1Cpti32TiWUmtE6DIyEhkZ2ejb9++GDhwIFauXIm0tDRLxkb10L6JJEBanYhnNxxH9PU7yMovxsd/XUJcSg5+P5uIEq3Oor87tTQB8irtAA0Aj/QLwF8LhmFW6ciPyskeM+8JqvY5Xt8ag13nkvHF/isWjZWoITl3Wz8C1MXPDXKZgCHtvNDRR/+elJ5bxLYRFpaQkYdirQhHexl6ltYh3rzDxLOiWidAgwYNwpo1a5CYmIgXXngBmzdvhp+fH3Q6Hfbs2YPs7Mb9QdvUdPTWj0xcSm7c22JsjLqOUzcypdsnrt+R/pxq4YaEho7PXi4K6ZggCAhWu0AmK5tLf/MfXRD+0jAAQEtXBWbeE4RWnk5Gz8VvX9ScGEaAuvqppGOujvbwdNZ/meAokGUZpr/aerlI70W3MvkeVJHJpeHOzs545plnEBkZibNnz+Kll17Cf//7X6jVakycONESMVIdBHjo/9E39iWnO04nAii/zUfZG2dilmVfW1q2YQRIcZcz9RvR/rVgKP7497148x9d8HRIG6P7G/vfA1Ft3cjIw63MfMgE/QhQeYGlH8YJTSQBEkUROl3Dazhr6AHXyccVAR5KAPwSVpV6rY3r2LEjli9fjps3b+KHH34wV0xkBl6lXYsNH+KNkVYnIqZ0KP1fVRQbJ1k6AapiCqwmwWpXqVv0qM7eRvddSNQgMi7NaGkqUVO061wSAKB/G0+olMb7ERpGI5rCCFB2QTGG/HcvZm441uC67l9I1I/AdfFzg7+7IQGq3TVvaK/FkszSHEAul2PSpEn47bffzPF0ZAaGD+K0nKJG+w/6SmoO8oq0cHKQY3x3H8hlxks4b1t4SLcsAbr7CFBFgRWmwLILSvDE2ihM+eoIO0VTk7b7vL4txNiuPpXua+Wp/zBuCiNAZ25mITGrAPtiU416HjUEF5L0CVBnXzeTRoCW/O8cOr6xE89uOIb8KvqdNTXsjtREtSiday/S6qDJb5wFh2dKO8l281PBycEOnX1dje631AjQ9fRchP1xAT8dvwmgbDTNVOue7o9723tJdQ8Glk7ciGylWKvDqYRMAMCITupK9wd6NJ0psPLvP99ExtswEmPZBcW4XloqUD4BupiUjWc3HMe1avow3byTh28PX0eRVoe/LqTgrwuV+5s1NUyAmihHezncHPV9LlNzGk/9SWp2obRC5NQNfcFzjwB9IWX/Np5G534dGW+RVW7zfjyFLw9clW7XZQQIAO7rqMZ3Mwfivo7GHwS3MxvP3weRKeLTclGk1cHZQV5pIQBQNgXWFBKg8l9k9sWmIt3CizJqK660ANrbTQFPZwf4u5f9Pfx1IRmjP46QGryWt2r/FWjL1TPtu5hi+WBtzKYJUFhYGPr37w9XV1eo1WpMmjQJsbGxNT7m119/Rb9+/eDu7g5nZ2f06tUL3333ndE5M2bMgCAIRj/jxo2z5EtpkAwjF6nZRTaOpHaSsgow7IN9+Oeqv1Gi1eHwFf2wcv8gfeIzoEICBABvbDXvBrxXU3NwsvQbrEFta4CqU3Hk6lZm43/zJ6rKxST9F5IOPq5GKyUNDFPDNzPyG2TxsCluZ5UlQFqdiD/OJtowmjKG+qo2LfSbNysdjHv2FWtFbD91S5riB4Do6xnYdDQBADBvVHsAwP5LqUYJUVNk0wQoIiICoaGhOHLkCPbs2YPi4mKMGTMGubnVdy/29PTE66+/jsOHD+PMmTN4+umn8fTTT2PXrl1G540bNw6JiYnST3Ms0m5ZOnJh6eXi5nIwLhV5RVpcTMrGlweu4kpqLgQBGBTUAgDQt41HpcccvZaBYjP2A9p+6jYAYHDbFvByUcBFYSftAl9XXXyNV8LsOJNY71VhWl3DXH1C5nE5JadRbmAZW1p70snHrcr7fVWOsJMJKNLqkNKIF2gAwK3SkVxD01nDe4etGWp9DCuBq7J4+zmMX3FQatD6/ZEEiCLwcB9/hN4XDA8ne2TkFklJUVNl0wRo586dmDFjBrp27YqePXti/fr1SEhIQHR0dLWPGT58OB566CF07twZ7dq1w9y5c9GjRw9ERkYanadQKODj4yP9eHhU/vBs6kxZCXbkajoe/fIwrqTarm/Q0fgM6c8f7NKPBHb1c4PKSb+SRO3qiLVP9cM3M/oh4uXhsCv9hhmbZL5psMjL+uaeD/X2x18LhiL8pWFwd6rvCJDxh8HBuDTM+r76f+N3c+RqOkL+uxcPrfq70Ra4U81GfRSBJ9cexcXShKKxuFhu+XVV7OQy+JfWpFxPb9zb9BimwJ4f2haCABy/fqdBrG4zJECG6wwA/x4RDHu5gH/2DZCOpWQXYsPf1wAA0aX91R7s5Q97uQzzRnUAAPzfrlhpC6KmqEHVAGVl6YtePT0rT3VURRRFhIeHIzY2FkOHDjW6b//+/VCr1ejYsSNmzZqF9PTqq/QLCwuh0WiMfpoCwwjQvtgUnL6Rib+vVN+5+6lvjuJofAae/DrKWuFVcvRaRqVjIzsZLycf2dkbIzp5o3ULZwxupx8ZKt8osT6KSnQ4W7qHUb82HnB3coC3m2O9n9fD2QETevoZHTuRkFmnVRaFJVo8t+E4kjQFOH0j0+K9kMi6zt7MwpL/nZNuN8RGptUl3VqdiBMJ+g/Srn5VjwABkJZlN+Z/u6IoSglQn9YeGNxW/170+rYYm6/yNCx3DyiXAM0f3QFn3x5bqT/ZN4euITErHwkZeRAEoFdp1+gnBrWGm6MdsvKLG/1uAjVpMAmQTqfDvHnzEBISgm7dutV4blZWFlxcXODg4IAHHngAn332GUaPHi3dP27cOHz77bcIDw/H+++/j4iICNx///3Qaqv+hxkWFgaVSiX9BAYGmvW12YqPSv/hfTAuDQ9+fgiPr4nC3otVV/YXlmb5t7MKsGr/FWTmWbdu6NvD13A9PQ9ymYD5pd8+2qtdMGt49ZuNGv5nPW2mBOh8ogZFJTq4O9nXe9qros+m9saPzw+q9PtMdfpGFrLLbSNgztEvsr0JKyOx7tA16bZdFXU01vbz8RsY8N5fiLmVhdmbTuD+FQdRWGL8Xrr91C20+88fuJNXDJXSXvp/syo+pV8qkhpxc9DUnELklX6B8VU54qkhbQAABy6l4vN9l20YWVnH5/IJkCAIcLSXo6O3K9TlVrVm5Bbh4z2XAAAd1K5S3ya5TECPAHcAZatxm6IGkwCFhoYiJiYGmzdvvuu5rq6uOHXqFI4dO4b33nsPCxYswP79+6X7p0yZgokTJ6J79+6YNGkSduzYgWPHjhmdU96iRYuQlZUl/dy4ccNMr8q2Hu7jjwd6+BqtYnpm/XE8uTYKkXFpRrsFO5crlHt/50Xcv+Igsqy0e3BhiRbv/X4BADBvZHvMGRGMzx/vg43PDYSjffWb7vYs/R/09M1Ms8RxsvTba+9AdwiC+T94uvqrpDd/ADhbh7grNlI0FJ0mawrwZcQVZOQ2joJ3qh1NFat1rO3lX84gJbsQT66Nwo4zibiYlC1NmRh8VW7V5D3tvWAnr/6jxbv0i5mlG5la0t+X9f8fdvF1g6O9HGO7+kgbJO8+d/fl498fuY5xnxzA+dvmnW0QRRG3SqfAAquoAbKTy7A1NAT7Fg7Hc/fq9zA0tPvo09q4TKR76erbs7cyzRpjQ9IgEqDZs2djx44d2LdvHwICAu56vkwmQ3BwMHr16oWXXnoJ//znPxEWFlbt+W3btoWXlxcuX646M1coFHBzczP6aQrUro74/PE+OP7GKKx/ur90/GBcGp5YG4XHvjyMohIdtDpRGgEySMwqwK7zSVaJ81JSDgpLdFAp7TF7RDBkMgEP9PCF2rXm6acegfr/QeNScsyyueLe0mWfhlVn5uaisMPfr43AnBHBAICNUQkm7xJvSID8Sj9EYpM0UkfasD8vYv2hhtOPhOovswEkQAZ3yn0hMrxf3MktglYnGi1E+Gefmt/DvUtHIAwLATQFxRbf2NjcDlzSF6gP7dBSOvb4gFaQCUBscnaNvb4KirV4Y1sMLiZl47GvDpu14eD3UQkoLNFBJpTNAFTk765EkJczHq7w9zSsg5fR7Z6lCdDJhMwmW2to0wRIFEXMnj0bW7duxd69exEUVP2u2jXR6XQoLKy+0PfmzZtIT0+Hr69vXUNt9AaWrqQqLz23CFHx6UjPKURJ6Yqie4K98HAffwC1+yZjDoado7v5u5k08qJ2dYS/uxKiqK+dqCudTsS6Q/E4GKevkRrfzXL/TmQyAaO7eEMm6BO3d3ecN+nxhhGfqQNaAdDv+fP1wXhpuWp0wp1qH0uNzx0rT0VXpar/JdNzinDudhb6LN2DuZtPSqM5Hz/WE/dV0QCxPMMHc7KmABeTNAj57148bsPaQ1OJoogDpe8VQ8slDR7ODtLU3/7Y6lfw7Ywp+2KZXVCCA2Za7ZdfpJXeTx7pGwj7GkbhAP3iDKdyI/8hwcYJUJ9WHrCTCbiYlI0tJ26ZHE+JVlep35Aoig0qmbJpAhQaGorvv/8emzZtgqurK5KSkpCUlIT8/LLsefr06Vi0aJF0OywsDHv27MHVq1dx4cIFfPjhh/juu+/wxBNPAABycnLw8ssv48iRI7h27RrCw8Px4IMPIjg4GGPHjrX6a2wolA5yvDC0LTp4u2BQ27IRjt3nkqViRB83R3z/7EA8d29bAPpl6dYo6Ktq5+ja6lk6ClSfQuid55Kw5H/6N44eASq0MXP9T0U9Atzx4aM9AeiXxNf2G2CxVidNcY3t5gM7mYDY5GysCI+TzknPsf0HJpmPtaahq1NQrEVVn1dpOYUIv5ACUdT/G9YU6Edgx3SpvP1FRYaFBYlZBZj61RFkF5TgaHxGo+k5czUtF2k5hXCwk6FvhWkjQ9PT/bEp+Cw8Dgt/Pi3VSyWk52HqV0cw78dTRo+5UIdawKrcuJOHohId7OUC/ju5e60eY3iv7+TjCldH433b1G6OmDtS3xNodcQVk+N57dezUu0YoJ/y7PXOHry+LcbkkW9LsWkCtGrVKmRlZWH48OHw9fWVfn788UfpnISEBCQmljWYys3NxYsvvoiuXbsiJCQEW7Zswffff49nn30WgH5fsjNnzmDixIno0KEDZs6cib59++LgwYNQKOrW0bepWDS+M3bPH4bNzw/Guhn6KbFtJ29JtS+Gb2adfFzh5eKAwhKd2f7nrIlhBKimlSPVMSRNcfVYqVC+nuGlMR3r/DymmNTLH4GeSuQVaWvdct6Q3MhlAoJbuhgtaTW4np7XoL5hUe1V9WUj08YJUIqm6pH11OxCJGYZT/N4ONnDWWF31+csnwCVn1ZrKJ2U7+Z46WrVXoHuUNgZ1ygaRr92n0/Gh3su4Zfom/gqQl8f9evJm9KeYXKZgNn36afCDa0D6suwBL+Dt2utR9LnjAjG0kndsGZ6vyrvn1z6HnM9PdekaUqdTsQv0TdRWKLDK7+cAQBsPXkLWfnF2BSVgO5v78ZHu2tuemwNd//XakG1eaOuWLi8dOlSLF26tNrzlUplpaaIVNm97b3QM9Adp29k4u3S0Q/f0gRIEAR08VPhwKVUnEzIxLaTtzC0Q0uMrLDDuTkUFGsRUzoC1N3f9BEgQ7fT+Hr0FDEkYMv/2QPDys3pW5IgCBjf3RdfRlzFwbjUSsvkq5KaXbY7vUwmYO6o9jh+/Q4up+TgiUGt8MPRG8gv1iIlu9Asy/ep9n48loAdZxLx+bQ+cKvwTbq2qip4zsy33YjehUQN7l9xsMr7UrMLK63i8qhlv6yWrgoIAiqNLCVpCqBuBP9uj13Tf2HqX0Vj1i6+bvByURh1Wf5i/xW0auGE8AtlW0ssHNMRPQJUWLnvsrRxaX0ZEqCqip+rYyeX4YlBrau938fNEQ52MhSV6HA7swCtWtTuucu/H59P1OD4tQzkFBr/+/5072U80MMPHavpGWUNDaIImqzPTi7Dh4/0gEO5eeK2LcumfrqVjsa8s+M8Nhy+jpkbjmNL9M0q95Cpj5MJmSgq0UHtqqjT0vM2Xvr/Iavb4O9uRFGUVmLUZQSqPnoH6t9Az9VyJYhhT7eWpUWkviol9swfiug3RuGdid2k/ip1vRZUNwXFWry65SwOxqXh59IVNXWhqWJawJYjQB+VLo8GKi/HT80uxNUKTVOv1vLfnb1cVuX+eo1lVZihYWvFvQkBfY3f4wNbGR3LL9Zi7uZTUo+xdyd1w7+GtZWaRV5Pz8OTa6MqjahVp+JUoU4norBEixuG1V+eyqoeVicymYDWpduXXKvll8xkTQH+/cNJo2NPrz+GmFuV3+f+z8ajQEyAmrFgtSteu78TAKBnoLs0HwxUXY/z0s+nMe3rI2ZdtXC4tDnj4HYt6rT03DACdCevGMeuZWBL9E2TpoBu3smHpqAEDnIZ2qut+03EkHBdSs6u1FelIk1BMSLj9MPnLct9eAiCgBYuCshkglS7VNs3Krq7C4karNwbV+Xfz9XUHDy97ije33lROlafLwhZ+fo6mlaeTvhtdki9n6++XMpNZ/m5G3+oHr6ajrTSKdkxXfQjw4Zl1bXRp5V7pWP13R7GUkRRv0hi1EcRWPDTKSRk5MFeLqBfFQkQAMwd2R7TBrZCN3+3Kq9JSOl7XQsXBdqVfuk8GJeGaV9H3XV7mxRNAfq/9xfmbj6JT8PjEJ+Wi7A/L6D7W7ux57x+Kj2wik1o66N16XtsbTt3f77vsvSlbuqAQHi5KJBdUIKIS2XF3kPatcDjA1vh/ck9zBqrqWw6BUa298w9QRjRSY0AD6VR745u/lWPhsTc0mB1xBXMH93BLL//yFX9tylDJ1VTOSvsoHZVICW7EI+sPgwAyC4oxsjO3rV6IzB0ru3k6woHO+t+HwjwUEKltEdWfjHmbDqJ9NwirH+6f6VixNM3MjH9m6PSh2F1u9O3aeGEAwCupefhQqIGWfnFGFTH60p6T687hiRNARKzCvDeQ8aFpR/uvoR9salAuRU/n4bHQYB+Q0lTE3rDFJib0k6aTrLlCFD5LxLBapcqd3D3cXPEysf7IPxCMoZ1rP308cjO3thVusrUx80RSZoCXE7JgSiKFunBVR/bT92WFkkYeqf1a+1plCCWJ5cJ0r+VW5n5+P5IAvLL1XeVf1/6buZAHLiUird+O4erqbmITc5Ge7ULjlzNQP8gj0o1Rr+dvo2M3CJp37Hyo3QJdZgCq40gwyh7evXbfBQUa6Gwk0EQBKO60TFdfHAjIx+Rl8umBL+fORADgjyt/n5bFdtHQDbXxsu5UuOy1i2cMa5r2YqOqQNa4YlB+qHdn47fqHbFxsG4VPRbukfK9nU6ERm5RVWOyhRrdThT2mSrum9TtY2/vLf/dx4TVkbWaqTKEOeQdl53OdP8BEGQEs3d55MRff0ODlyqvF3J15HxRiMBLV2rToAM39SupeXi/hUHMeWrI026jb01GOpcNkZV3hTyWBVbtwDAivA4o33tasswBebmaC/tf5dfrLXZ1grlexC9PaEr9r40DB8+0lM6JgjAK+M6wsFOhvu7+8LJofbfp0eUWypvWH694fB1LC1tiNqQGPqDyctNA97TvnbvF/7uSuyeP9SoM3b55el+7kpMGdBK2tbn0OU0bDh8HU+sjcKL35+o9L4pr0Vn8NrW6dSW4X3FUCtZUXpOIfq/9xde+E6/v6FhVfH7k7tjeMeWCFa7SOfayQQMbNswkh+ACRDV4NOpvTF/VAesmd4PYQ93x5v/6AJ3J3skZhVUu1P1v384ibScIjz1zVEUlegwZc0R9Hl3DyZ98XelpCk2KRsFxTq4OdqhbT2WnlfVdj8zrxi37zKnLoqi1PtnaC3f0MxtfHfjnkNV9X2pWGvRopoRIMM3tePlVrUduFT13xPdXcV/rwnlvgEnpOdJu5n3a+2BsIeNR4d23aWHVnZBcaUl7oYRIJXSHq4KO9jL9R92aTZaHWUYffrqyb5o1cIJbVu6YHLfACwY3QGh97XD1WXjKzXTqy0vFwXee6gbFo7pYNSWY21kw2vkaVjGvfapfng6pA383ZV4qLd/rR8f6OmEz6b2RpCXM14f37nKc0JKv4BFXk7Dz8f1OxGEX0zBzA3H8fLPp3ElNQdXU3Pu2uaiTQuner2XVuWeYC/IZQKOXM2o1IneEGd2QQl2n09GYYlWSoCGd1RDEARpmg8Auvi53bU/kTU1nEiowXGwk2HuqPYYXTrHr7CTY1Iv/f/41RV7lv/M6PDGn9I3Yf3GncYJycnS3j09A90hq8eeR3NGBGNcV59KDdtW7b+C6OvVfxOPTc5GanYhHO1l6FvFig5reHxAK6M304qFoKIoIr5CcWl1dQKGb2qG1WIAcPwaGyPWVUq28d/F+r+vSfvOHYnXfxD0be2BX2YNqZTI/nE2sdplwyVaHcZ/ehBjPokwKnw29NJxc7SHIAhS3c097+/Df7aeNctrMoVh1NHD2Xh1179HtsfLYzvVe6pq2sDWmD2iPTr5GE+3m6Oru7lkFxRLxd3d/VV4a0JXHHptRKWaqLsJ9HTSbz8xtG2V9xs6Su+PTZWanQL60aefo29i5IcRGPFhBGLvMqI7rpuv2acQ23g5Y0p//f6Y6w7F40TCHSzdcR55Rfq/p/LbFUVfuwOtToTCTibVKrYrNwL0YK/aJ47WwASITPJoP/3/CLvPJ+HMzUxcKR2dKNHqsLbCVE1FFT/cDR8mvWvYOLE2XB3tsfrJvohbej++mNZHOv5L9E1MXlV9q/mDpdNNg9q2qDTXbi2CIOCjR3tK22NUXFqcrNFvuiiXCZg1vB1at3DCpGq+fQZ6OKFiHnn4anqjaTDX0Ny8Y5ywf3MoHg9+fghRV9OllYOG0UfDJpIGSZoC/Hb6drXPeyMjH8maQvx0rGzfwaxyNUCAcS3HpqgEqycGhtFId2XdlvXXVvcAFb6ZUdaH5qIVeo/VlmHllp/KsdqRV3Po6OOKIe3K6vV83ByltiTlHbpcNkXe3V8lde3v38YD47r6IPS+6jePro9HSt/3/76Sjoe/+BtfR8ZLm76Wb9+wL1Y/XRjo6SR9qe3gXba4ZGIt2n1YExMgMkkXPzf0CFChWCti4spDGL/iIOLTcvH5vit33dbhdoUEyDCl0N7bPKuv7OQyjO/uiwd6GH8b33Gm7IPog10XMeC9v3A9PVdqQX9ve+v0/qmOIAhoVVoYWXElzNU0fYIZ6KHEq+M6IeLl+6qtAXKwk8Hfw/ibaVZ+cbOsA8orKsGV1BzkFZVgwmeReHJtFIq1Omw+miD1S7mbm3eqPu+VLWekQs9O5XqYhD3cHY/2C8D8UfoFAuU3CC2v/Cq9dYeuIbM00TBMHRiSqYrLmU8lZNYqbnPQ6UQpITPUI1nSiE7euK+0iPp8A0mA8opK8Nb2cwCA3q0tP0I8b1QHqcZn+pDWWP1EX7g6GtdVGXagnzGkDdY93R/LHuqOX/41GD+9MBirn+xbaQGFuXT3V8HN0Q7ZBWVJuGF0ObPctP2ag/opzFblCr29XBRY+1Q/fD9zYLXvXbbCBIhM9v7kHnAtXQFRWKLDff+3Hx//dcnonGdCypZ/GvabSaowBWaYYjB3076WFb6p/RxdNl33+b4rSMkuxEs/nZam52xV/1Oer0r/YVd5lEz/DbRtS5dKj6lKF9/Kq/eOX2/602BanYitJ28iPacQmoJiPPzF3xj1UQSeXncMZ29l4WBcGl7bchav/XoWU746UqvnvJmh//c6oMLmuNfT8xBV+m+nc7nrPXVAKyz/Z09MGaD/tnwpOdtok1CD8n2abmXm49UtZ1BUosP+0m/PA0r37QuosJqnfNF1UlYB/jybaLGu39kFJVKjwoqjW5bSpbQthDW6z9fkZMIdHLuWgf2xqYhLyYGXiwNeHdvJ4r93QJAnDrxyH46/MQovDg9Gz0B3/Pj84CrPfaRfALxcFHC0l6NfG0+Lr5yTy4RKC0UMI8t3qlipWLG54cjO3rUuHLcmJkBkss6+bvjfnHvwQjXz2QCweEIX/DY7BO891A1PDtZ3Gr2dWYASrQ6/RN9EsqZAqlUx97eCis934vod5BSWGNVbHL9+B4UlOgSrXYxWKdiKj0ofc/kpsPALyVi+S99jpqq+KVV5tlwvp46lI2vHq1mtVBfxablVNuyztU1R1zH/x9Pou/Qv3Pv+PlxMyoYoQkpUAGDLCX0ifKuGnbrLMyz7LT81UZ5MQJX/dtSuCijsZNCJwOLt54xG4K6l5WLD4esAylo/7L2Ygr0Xk5FdUAK1qwL9SkcbKrZxMGzZkpVXjEFh4Zi18YS0tYK5GTpQOznIrTY93MVX33vsfC0bg1pCRm4RHvvyCB5ZfViabgoJ9jL7yqrq+LsrjdpctPeu+r1J7Wr9jtkVExjD/0cVF278e2R7hJZu89HQMQGiOmnj5YzX7u+EuSPbV9vBuUeAO6YNbA2/0tGNHWcSseCn01j482mEbjyB3NLhXLWFE6ASnYgjV9Kr3C8s9L52DaLviGEULLugBHlF+p/F289BFIGHevtXWzxZUf82nni4jz/83ZWYXVpXZK5C6JhbWRj1UQT+VbrctSEp32StNs0Di0pq3tdIFEWpSWfvVh743+x7sGZ6P4wst3w7yMvZqADUQBAEaSryh6MJGPPxAem+2T+ckIraJ/T0g9pVgWKtiM/36TebHN3FW6qd8K9QaGvo81J+tDWhht4sdZWWU4hhH+wHYPn6n/I6++oT9otJ2biWlost0TetXr/2v9O3UVQ6amdofWAYnbUFe7kMT1bYqkIuE9DCuXbbjpjTPRV2i0/MKkB2QbFRr6qwh7tjwegO1fZIamgaR5TUIAmCgPmjO2D+6A64mpqDT8PjsO3UbQyo0NPHUMyXllMoFYYapmWcHeS12kDRFOUToE4+rriYlI1nvz0uFQwCwMAgT7TydMKEHg2jKM/V0R4uCjvkFJbgdmYBTibcwa3MfPi7K7Hsoe4mfQv/8JGeEARBKpq9lZmPjNwieNbyTTO7oBi7zyXjHz19jX7vt4evQasT8feVdCm2hqLiPlSHXhuB/CItrqfnonULJ4z66IDR/Tfu5MHfXYkira7KvbuupObidlYBHOxkGNDGE0oHObpDhePXMxBe2hcmJLj6If0ADydcTS2b6srKK4bCXma0HUAbLyf0D/LE72cSpWLbnuUWBFT8YpGSXQBRFI2WIluiMHrfxbI9q1KyrbcEv3ULZzg5yJFXpMXw/9sPANCJolSAa2n6WsbLlY77u9t2f7J3J3XDI/0CMHHlIQBAe7VLvVbN1lXrFk4I8FAaLQ44Gp8hjQCtfqIvxnXzqe7hDRJHgMgs2rZ0wfJ/9sSyh7pj5bTeRvfV9A3KEpsflv/W+uJ9wdLKqF9P3AIAPD+0LX58YTA+eKRnpQaQtmT4wLuckiM1X/tn3wAoHUybgjCMaLko7KTnrK6JWVXm/3gaL/18GmF/XDQ6Xn4kafe5JJNisrTUcr1yZIJ+9CRY7YKRnb0RrHatlKx9se8K+ry7B73f2YPYpMojg4YRJUPyYxDUoiwpqenNPsCj4tYRaVIXYQBwc7RDV19VpS8LncstCfd0dsAv/xqMLbOGAAAKinVIyylCXLnnscRWGWnles3IrDg6KpcJRkXlgH7VkbXM3XwSKdmF8KhQ9G3qkndLaOPlLDUPXDqpm01iEAQB/yj9wmgYtZ+54ThOlhbnV7xujUHDefenRs/BTobHB7aqND/dTu2Mlq4KyGUCWleYS7fEqoDyKxAm9PBFxMv3GW102qeVbXr+3I1hvn/2phP4M0afYIzsrK7pIXdleN1VbURY0fFrGej+9i78dUHfxG/939ek+xLS84w2u/z+yPW77l9mTcmasgTo539VLhx9pJ9xw74tJ24ir0gLrU4/ovLT8RvYfuqWdL9h5eB9nYyvf/mi54rJS3l+FZYwH76SLhX39gxQ4eArI6ByssewDsYrECvWfPRr44m+rT2kRQeHLqcZTQtZIgG6lVk2rfbhoz1rONP8ulTYkNhZYZn6o6ISndF1TMkuwJmb+i8JP70w2Ojv1pZTYAZujvb47pkB+OVfg+vVNb++XhrTAbvmDcWeBcPgU+HLa8V+UY0Bp8DI4pwc7BD56n0QRX3TrHf+dx7fHNIvl7REAtTCRYHfZofAycEOgiAg0NMJG58diD/OJiHIy9mo82xDYuiXUVL6xuztpkC3KjalNUVXPxV2nElEzF1GgERRxMwNx42WuZb/8h+Xoh8lCfBQoqBYhyupudjw9zU8P9QyfUdMlVJaPP7n3HuNkhSDF4cHQ6sTcehyGk5UWE7+wa5YaSppUNsWKCjW4mRCJmQCMKGncUuFnoHuWPl4b7T2rLx9TE1uZRZIHXB7t/KQlpZX3MalqpoiQP//SXZhiTQyaGCRBKh0imPZQ90xwcp9W4a2b4nvj5RtO5JqgSm4Gxl5GL/iIO7t4IUvpvUFAPx9WT/S1M3fDe29XdHe2wVHSxcPNJSp3oENYF8/e7lMWuH125wQPPn1Uak5oztHgIiqprCTS2/u5b+NFxbXXIxaVz0C3I1W6Lg7OeDxga3qvOu8NXSo8O1/zfR+9Z7r7+6vT6Ai49KQXsOWCicSMit9mIpiWWJhKNztGeAurf5rKF2mi0p0SM/VT9tU11LBwU6Gl8Z0xPuTe0hbBfQuXVlXvo7mYFwadpVO74UEe1W52uYfPfzQPaDmxPThPgFwVdhJfVwycgulDr8Vp3kMfYNqSjYMXxQMNXSG25YZAdInQBV7SlnD0AojYokV2kKYww9HE5BdWII/ziZhbWQ8Jq6MxPKd+uleQ11X+ZVYhsaUZEzt6ognBpcVaLsrG98IEBMgsrrOvm4Y21W/vYbhv2TcMXXtU/3QI8C93s85sK0nOvm4Iiu/GP+3+1K1511Pz63yuGHkyJAABXk5S8uzrVkgWxND/Y+DXHbXOoT23q4If2kYzi0ZKyUe5R2MS8XReH1iN7QeDTL93JWIfnM01j7VH4C+rsbQ+bxi8jRnRDC+erIv3pnYtdrnK18r52Ank5JQcydAoihKI0C2GPlwtJcbJUGWSIDKrxh8d8d5nLmZJTVpHdVZ/370+MBWcHaQY0QndYP9wtQQTOjhCy8XB/QMUDWYDU5NwdSWbOLzx/vg9M2sKjcyba783ZW4t70X8ou0ZutObS+XYfE/uuDxr6Pww9EEqF0VmDaocp1WRukIyqC2ngjycsGl5GxEX7+DQ5fTMaKTt9S9uI2XM7zd9N+OUzTm/3CqC0P3bLWbolYfVoIgwFlhZ1SPprCTobBEh0OX06HV6Ucl67s/nIOdDC1c9N+KDUvYlfZyqT+TgUwmYEzXmlfPlG/u+UxIELqWTo2aOwHKyi+W2lPYaurni2l98MeZRLyy5QzScgpRVKIz24drUlYBzlXTZ6ijtyv6l9bXeLs5Iur1UVBWMyVJeu5ODtj/8n1waECLSUzROKOmRs9OLkPf1h5S63fSfzB/N3Mgfpk1xKzfpga2bSH1DVkRHocvSnvOlGdY+dPZ1w1hD3fHs/foO3mHX0jWb8iaahgBcpJGI1JzCqvdmNWaDFtbVCzKvJvyq3sMCUhaTiHu5BVDYSerd/0VgEr9WroHqOq08rBEVzZV/NSQ1lJ3Zo2ZEyDDEmcvFweTVx+ai4vCDo/0C4CDnQyiWHl7mPq4kKRPfjp6u+LwohH4buYAfDa1N3oGuuOTKb0qxcH3p7tzUdg1ytEfgAkQUZMnlwkYWK7we1cVS9gzcvXTSIYP7Hs7tISDXIZr6Xk4n6iRpgjatHCWRiOKtSJuZ+XjYpLGYlsy1MbZ0tU7FVcQ3Y19uUTkge4+cC73gd/DTEP6bo72Rh+idd34d1xpgjaikxq+KqVURK3JLzHrtZfqf2xc+CsIgtRK4OuDVe+pVheXk/UtBILVLvBVKXFv+5aY0NMP20NDqiyep6aNCRBRMzBnRHvpz7mFlT80DVNgns765MZFYYcepbUqf53XrzxydpDD09kBDnYyqanihM8iMe6Tgzh0ue79WvKKSvDH2UQUFNdtWf2Z0iaCdamZ2h4aguX/7IGxXX3gW+5D31zbo8hkglEDyrsVT1dnSLAXds0bilVP9AFQtj9XkVaHJf87b7aROKn+xwYF0BXNHdkeggBsOHzdaP+0+jD0YmrXALa/IdtjAkTUDHT2dUPs0nGQywRoCkqM9hwDIK2iKv9hbUgITt24I9021NgYGqEZNkL86fiNOsWl04l4Zv0xvLjxBNZUs3t6TbQ6ETFSAmR6ctEz0B2P9guEIAhSx3JAP9JlLuUbc1a1WW1tdfRxlTpzlx+tWv/3NUTEpVb3MJM0lBEgAHiwl7/UGPJKas5dzq6dy6llI0BETICImgmFnVxaAn6xXPfjpKwCxJVODXi5lCVA3qVJzunSKabyCULFDt6G5d6m2nE2EUeu6vut/BStT6I+33cZ/9l6FusPxePApZo/2OPTcpBXpIWTgxztWtbvQ82vXMO71mZMgMoXKpvreSsWe2+KSqjmzNp7fetZrI3U9+dqCAkQoN8uBCjbmLY+RFGU9gNszwSIwFVgRM1KRx9XxKXkIC45G8Pat8TNO/l44NODUi+c8iNAhp46humx8gmQd8UNZ7V1m4IxLA0HgBsZ+Vh/KB4f7IqVjjnay7Bn/jAEeCirXOFlWCYd6OFU74JV33J7PlW3wW9dlG8XYM6i2kFtPaXkce/FFCRm5Zvctfh2Zj7CL6bgvo4tpc0/AcDfwzq7n99NK0/930NCNW0aTJGkKYCmoARymWDWv19qvJgAETUjAaUfbLczCzBj/bFKIywtnMsSG7WbcZJT/sO14pYNqVU0WYy5lYVgtUu13Y0BIDEr3+j22/87b3S7oFiHe5fvw/TBrfHOg5X3QDJMwZmjC235OCtu2VIfXXzdcD5RY/ZRldVP9EVGbhFe+/UsjsZnYP3f1/BYv0BkF5Sgi5+bUZF3RTqdiKj4DDy74Rhyi7QYEGTcHb2hjAAZ/h6uZ9R/BOj0Df1IZvu7/Juk5oNTYETNiGEU53ZmfpXTS+W73lbsquxXboTEsCmiwbX0XKOpnm0nb+Efn0Viyf/O1RjP7Uz9CM6ITmqjXiIjO6nRr3VZH54fj1VdY5RZuhN1xd3g60JdblTLnB+Qn07thYd6++O7mQPM9pyAvgdL25YumDawFQDgy4irGPFhBB78/BD+b3dslY8RRRH7Y1Pw8i9nMHXNEannz9H4DKPzGkIRNFAuATLDFNiZm5kA9N3MiQAmQETNiiGpOV36YVBR+WmmigmQT7kRID93pVEh7tXUXAz/YJ+UkBgSnx+O3kBuua0mKkoqncKaO7I9Lr13P1ZM6YVZw9vhyyf74tuZA6TNQgtLdEZbVhjcydUnXR7O9R8BmtDTD1MHBOLTqb3r/VzlBatd8fFjvdC2njVK1bm/my8e6G68Z9mhy2lVnnv4ajpmrDuGLSduVvt8D/f2l1aZ2ZqhZurmnTyUaOu3bY5hs9MegfXv70RNAxMgombEMAJk2D3d312Jy+/dj38Na4eVjxt/8Ksr1PlU3OF81/yh0ugDoJ+OOnbtDq6n5yKz3GjQnvPJVcZSotUhJVufABnqbx7s5Y9Xx3WCnVwGJwc7bHhmgBTHpeTsSs9xpzThcjfDCJC9XIawh3tgopU3AK0vBzsZPp/WB6cXj8FfC4YCAGKTslFUUjlhOFluI1g/lSP++3B3o/tPvzUGHz3Wy5LhmsTXzRHODnIUa0VcSTWtDujYtQw89+1xqc7MsK0LR4DIgAkQUTPiWyGJ8fdQwk4uw2v3d6o0reWsMC4RrLhzeYCHE96usH/VsWsZmLzqb5RvM1TdSq7k7ELoRMBeLsDLWVHlOQDQqXTp+MXEyglQ2RRYwxixsCWVkz3atXSBm6MdirUijl3LwL7YFKOeT7Glq//atHDC9tn3YMqAVnikbwCU9nJsfHZggxn5MZDJBKl3UvmC+btJyirAE19HYc/5ZDyxNgoJ6XnILK0Xq/jvmJovJkBEzUgLF4XRSqSAuxS7juvqA5XSHjvm3FNlUW3FY18duIq0nCIEeCjx1oQuAMq+eVeUWNpzxkflWOOu94bd08/eyqx0X1kRdOPbidoSBEGQ9gmb9nUUnl53DAfiyqbDDKNob/6ji7Sj/PJ/9kD0m6OkndAbGsOIzalqpm2rsiL8EgpLR8CyC0rw4R59TZSzgxwuCq79IT0mQETNiFwmGC1h97tLArTqiT6I+s9IdPOvvm7i/m6VN/J8oLsvxpfWpVxOyUF+UeUuz4Yl7Hdbuj2kXQsAwPZTt3GndEm+gWEEyJMJkKRijUtkaZPEYq1OaijYodyGrIIgwMmh4SYFPUu3D9kUlYDvj1y/6/lpOYXYcuIWAOCxfoEA9P92gMp1bdS82TQBCgsLQ//+/eHq6gq1Wo1JkyYhNrbq1QsGv/76K/r16wd3d3c4OzujV69e+O6774zOEUURixcvhq+vL5RKJUaNGoW4uDhLvhSiRsOn3DTY3Vb7CIJw1xVRn0zphT/+fa/RsX5tPOHt5oiWrgroROB8YuUduFNL++NUrDWqaFiHlujq54a8Ii02HTVu+GcYATJHEXRT8eSg1ka35TL92/y1tFwUa0U4O8gbzDL32uhbbjXgZ3srv48v+d85PPrlYRQUa/Xv/dtjUFSiQ88AFV67v5PRiGfF1g7UvNk0AYqIiEBoaCiOHDmCPXv2oLi4GGPGjEFubvXFbp6ennj99ddx+PBhnDlzBk8//TSefvpp7Nq1Szpn+fLl+PTTT7F69WpERUXB2dkZY8eORUGB+XYVJmqsHurtL/25tWf9+90o7OTo7OuK/m3KPqgMH1rdSjcoXfTrGWw9edOoHsXQYLHijukVCYKAKQP0xdZ/XzFe3WTOIuimIsDDCUvK1WYZEk3D6E87tUuNU44NjbebI9Y+1Q+AvqlkcbnVYCmaAqw7dA1H4zNw7FoGDl9Nxx9nk2AvF7DkwW7wcHYwSqA4AkTl2XTcc+fOnUa3169fD7VajejoaAwdOrTKxwwfPtzo9ty5c7FhwwZERkZi7NixEEURn3zyCd544w08+OCDAIBvv/0W3t7e2LZtG6ZMmWKR10LUWDw5uA3aeDkjNikbg9q2MMtzCoKAL5/sh9CNJ9C2pbPUUfrhPgHYF5uKS8k5mP/jaXi7OWJIO32tSXqFDVhrMqCNvlHfieuZKNbqYC+XoVirQ3aBfmm8OfoANSVPDWkDJwc5Xv7ljNSk0rCKqm0jLAK+r6MadjIBJToR30TG44EevgjwcMKuc0nSOek5RVKN04QefuhVOnXWu5W71OfobqON1Lw0qInfrCx9saSnp+ddztQTRRF79+5FbGws3n//fQBAfHw8kpKSMGrUKOk8lUqFgQMH4vDhw1UmQIWFhSgsLOtkq9FUHq4nakrubd8S97Zvadbn9HR2wA/PDzI6NqGnHzLzivDmdn1foPO3NVIClJGr/3/O0+XuyUt7tQtUSntk5Rfj3G0N7uQW4VTpqiBBQINbvdQQGIqcDSNA8aU7qluqH5ElyWQCvN0ccSszH2F/XkTYnxcxdUAg9l0sW2F4KzMfR66mAwAGtStL7Hv4u0t/5ggQlddgEiCdTod58+YhJCQE3bpVbnlfXlZWFvz9/VFYWAi5XI4vvvgCo0ePBgAkJem/EXh7exs9xtvbW7qvorCwMCxZssQMr4KIKnpycBukZBfis72XpVGIszezEHNL/0XjblNggP4DsH8bD/x1IQW/n7mNNQfjpfvMsQ9YU1QxAbpaOgXWWPfB8lU5SrvVA/omm+VdScmRmh0OLjey2SOgrCicU6VUXoNZBRYaGoqYmBhs3rz5rue6urri1KlTOHbsGN577z0sWLAA+/fvr/PvXrRoEbKysqSfGzeqbrtPRHVj2Kn9amoOjsZnYMLKSOnDzLMWCRAATO4TAABGyQ+g3xSUKjMkQBm5hdDqxHIjQI0zAfIuV7z/xKBW6OrnBrlMQEiwPtn59eQtlOhE+LsrEVCuuL/8n90cG8x3fmoAGsS/htmzZ2PHjh04cOAAAgIC7nq+TCZDcHAwAKBXr164cOECwsLCMHz4cPj46JfkJicnw9e3rD18cnIyevXqVeXzKRQKKBScGyayFEMCdCU1Fx/sumh0X21GgABgbFcfdPJxxcUk44aI5qpjampaOCsgEwCdqG+AaFgx11hHgMrX7zwdEoR3JjojM78YZ29l4dDldOm+h3r7G23pIggCVkzphWPXMjCik9qqMVPDZtMRIFEUMXv2bGzduhV79+5FUFBQnZ5Hp9NJNTxBQUHw8fFBeHi4dL9Go0FUVBQGDx5slriJyDSGUYe0nEIcu3bH6L7ajgDJZALen9yj0vGBTICqJJcJUoH5+E8PAgC6+6sadM+fmhSW29qjTQtnyGQCPJ0d4O9uXNfzSL/KX6If7OWPpZO6w66KZp7UfNn0/4TQ0FBs2rQJ27dvh6urq1Sjo1KpoFTqhy2nT58Of39/hIWFAdDX6/Tr1w/t2rVDYWEh/vjjD3z33XdYtWoVAH22P2/ePCxduhTt27dHUFAQ3nzzTfj5+WHSpEk2eZ1EzZ2zwg6tPJ2QkFF5V29T6jJ6Brpj03MDcepGJvzdldCWTnlQ1YLVzkjLKVvgUbFHUGPSuXRLFABGNV/lG2k+2MtP2kCV6G5smgAZkpaKS9vXrVuHGTNmAAASEhIgk5Vl7bm5uXjxxRdx8+ZNKJVKdOrUCd9//z0ee+wx6ZxXXnkFubm5eP7555GZmYl77rkHO3fuhKMjVwAQ2cqLw9vhtV/PVjpuagHzkHZe0koyqtlnU/tgZ0wivo6Mh9JejgmNbKPX8h7rFwhNfjGGdTBeveissMPMe4KQpCmocoSQqDqCWL4zGQHQT5mpVCpkZWXBzc3t7g8gorvS6kTM+eEE8oq08FU5Sqt4rv33ARtH1vSJogitTuQUEDV5pnx+N87JYCJqdOQyAV9M6wtAvzQ7Kj4DD5frSk2WIwgC7ORsFUBUHhMgIrK6lq4K7H1puK3DIKJmjOOhRERE1OwwASIiIqJmhwkQERERNTtMgIiIiKjZYQJEREREzQ4TICIiImp2mAARERFRs8MEiIiIiJodJkBERETU7DABIiIiomaHCRARERE1O0yAiIiIqNlhAkRERETNDhMgIiIianbsbB1AQySKIgBAo9HYOBIiIiKqLcPntuFzvCZMgKqQnZ0NAAgMDLRxJERERGSq7OxsqFSqGs8RxNqkSc2MTqfD7du34erqCkEQzPrcGo0GgYGBuHHjBtzc3Mz63FSG19k6eJ2th9faOnidrcNS11kURWRnZ8PPzw8yWc1VPhwBqoJMJkNAQIBFf4ebmxv/57ICXmfr4HW2Hl5r6+B1tg5LXOe7jfwYsAiaiIiImh0mQERERNTsMAGyMoVCgbfeegsKhcLWoTRpvM7WwetsPbzW1sHrbB0N4TqzCJqIiIiaHY4AERERUbPDBIiIiIiaHSZARERE1OwwASIiIqJmhwmQFX3++edo06YNHB0dMXDgQBw9etTWITUqBw4cwIQJE+Dn5wdBELBt2zaj+0VRxOLFi+Hr6wulUolRo0YhLi7O6JyMjAxMmzYNbm5ucHd3x8yZM5GTk2PFV9HwhYWFoX///nB1dYVarcakSZMQGxtrdE5BQQFCQ0PRokULuLi4YPLkyUhOTjY6JyEhAQ888ACcnJygVqvx8ssvo6SkxJovpcFbtWoVevToITWDGzx4MP7880/pfl5ny/jvf/8LQRAwb9486Rivdf29/fbbEATB6KdTp07S/Q3uGotkFZs3bxYdHBzEb775Rjx37pz43HPPie7u7mJycrKtQ2s0/vjjD/H1118Xf/31VxGAuHXrVqP7//vf/4oqlUrctm2bePr0aXHixIliUFCQmJ+fL50zbtw4sWfPnuKRI0fEgwcPisHBweLUqVOt/EoatrFjx4rr1q0TY2JixFOnTonjx48XW7VqJebk5Ejn/Otf/xIDAwPF8PBw8fjx4+KgQYPEIUOGSPeXlJSI3bp1E0eNGiWePHlS/OOPP0QvLy9x0aJFtnhJDdZvv/0m/v777+KlS5fE2NhY8T//+Y9ob28vxsTEiKLI62wJR48eFdu0aSP26NFDnDt3rnSc17r+3nrrLbFr165iYmKi9JOamird39CuMRMgKxkwYIAYGhoq3dZqtaKfn58YFhZmw6gar4oJkE6nE318fMQPPvhAOpaZmSkqFArxhx9+EEVRFM+fPy8CEI8dOyad8+eff4qCIIi3bt2yWuyNTUpKighAjIiIEEVRf13t7e3Fn3/+WTrnwoULIgDx8OHDoijqk1WZTCYmJSVJ56xatUp0c3MTCwsLrfsCGhkPDw/x66+/5nW2gOzsbLF9+/binj17xGHDhkkJEK+1ebz11ltiz549q7yvIV5jToFZQVFREaKjozFq1CjpmEwmw6hRo3D48GEbRtZ0xMfHIykpyegaq1QqDBw4ULrGhw8fhru7O/r16yedM2rUKMhkMkRFRVk95sYiKysLAODp6QkAiI6ORnFxsdG17tSpE1q1amV0rbt37w5vb2/pnLFjx0Kj0eDcuXNWjL7x0Gq12Lx5M3JzczF48GBeZwsIDQ3FAw88YHRNAf6bNqe4uDj4+fmhbdu2mDZtGhISEgA0zGvMzVCtIC0tDVqt1ugvFQC8vb1x8eJFG0XVtCQlJQFAldfYcF9SUhLUarXR/XZ2dvD09JTOIWM6nQ7z5s1DSEgIunXrBkB/HR0cHODu7m50bsVrXdXfheE+KnP27FkMHjwYBQUFcHFxwdatW9GlSxecOnWK19mMNm/ejBMnTuDYsWOV7uO/afMYOHAg1q9fj44dOyIxMRFLlizBvffei5iYmAZ5jZkAEVG1QkNDERMTg8jISFuH0mR17NgRp06dQlZWFn755Rc89dRTiIiIsHVYTcqNGzcwd+5c7NmzB46OjrYOp8m6//77pT/36NEDAwcOROvWrfHTTz9BqVTaMLKqcQrMCry8vCCXyytVuycnJ8PHx8dGUTUthutY0zX28fFBSkqK0f0lJSXIyMjg30MVZs+ejR07dmDfvn0ICAiQjvv4+KCoqAiZmZlG51e81lX9XRjuozIODg4IDg5G3759ERYWhp49e2LFihW8zmYUHR2NlJQU9OnTB3Z2drCzs0NERAQ+/fRT2NnZwdvbm9faAtzd3dGhQwdcvny5Qf57ZgJkBQ4ODujbty/Cw8OlYzqdDuHh4Rg8eLANI2s6goKC4OPjY3SNNRoNoqKipGs8ePBgZGZmIjo6Wjpn79690Ol0GDhwoNVjbqhEUcTs2bOxdetW7N27F0FBQUb39+3bF/b29kbXOjY2FgkJCUbX+uzZs0YJ5549e+Dm5oYuXbpY54U0UjqdDoWFhbzOZjRy5EicPXsWp06dkn769euHadOmSX/mtTa/nJwcXLlyBb6+vg3z37PZy6qpSps3bxYVCoW4fv168fz58+Lzzz8vuru7G1W7U82ys7PFkydPiidPnhQBiB999JF48uRJ8fr166Io6pfBu7u7i9u3bxfPnDkjPvjgg1Uug+/du7cYFRUlRkZGiu3bt+cy+ApmzZolqlQqcf/+/UbLWfPy8qRz/vWvf4mtWrUS9+7dKx4/flwcPHiwOHjwYOl+w3LWMWPGiKdOnRJ37twptmzZkkuGK3jttdfEiIgIMT4+Xjxz5oz42muviYIgiLt37xZFkdfZksqvAhNFXmtzeOmll8T9+/eL8fHx4qFDh8RRo0aJXl5eYkpKiiiKDe8aMwGyos8++0xs1aqV6ODgIA4YMEA8cuSIrUNqVPbt2ycCqPTz1FNPiaKoXwr/5ptvit7e3qJCoRBHjhwpxsbGGj1Henq6OHXqVNHFxUV0c3MTn376aTE7O9sGr6bhquoaAxDXrVsnnZOfny+++OKLooeHh+jk5CQ+9NBDYmJiotHzXLt2Tbz//vtFpVIpenl5iS+99JJYXFxs5VfTsD3zzDNi69atRQcHB7Fly5biyJEjpeRHFHmdLaliAsRrXX+PPfaY6OvrKzo4OIj+/v7iY489Jl6+fFm6v6FdY0EURdH840pEREREDRdrgIiIiKjZYQJEREREzQ4TICIiImp2mAARERFRs8MEiIiIiJodJkBERETU7DABIiIiomaHCRARERE1O0yAiJoJQRCwbds2i/+eNm3a4JNPPrH476nK+vXr4e7ubvLjZsyYgUmTJpk9Hlvav38/BEGotPmkqWz590lkSUyAiJqA1NRUzJo1C61atYJCoYCPjw/Gjh2LQ4cOSeckJibi/vvvt2GUVatr0lIX165dgyAIOHXqlNHxFStWYP369VaJwVqGDBmCxMREqFQqW4dC1CDZ2ToAIqq/yZMno6ioCBs2bEDbtm2RnJyM8PBwpKenS+f4+PjYMMKGraklCcXFxXBwcODfOVENOAJE1MhlZmbi4MGDeP/993HfffehdevWGDBgABYtWoSJEydK55WfAjOMhPz000+49957oVQq0b9/f1y6dAnHjh1Dv3794OLigvvvvx+pqanScwwfPhzz5s0z+v2TJk3CjBkzqo3vo48+Qvfu3eHs7IzAwEC8+OKLyMnJAaCfpnn66aeRlZUFQRAgCALefvttAEBhYSEWLlwIf39/ODs7Y+DAgdi/f7/Rc69fvx6tWrWCk5MTHnroIaOErypBQUEAgN69e0MQBAwfPhxA5Smw4cOHY86cOZg3bx48PDzg7e2NNWvWIDc3F08//TRcXV0RHByMP//80+j5Y2JicP/998PFxQXe3t548sknkZaWVm08htGvbdu2oX379nB0dMTYsWNx48YNo/O2b9+OPn36wNHREW3btsWSJUtQUlIi3S8IAlatWoWJEyfC2dkZ7733XpVTYFu2bEHXrl2hUCjQpk0bfPjhh0a/JyUlBRMmTIBSqURQUBA2btxY4/UkasyYABE1ci4uLnBxccG2bdtQWFho0mPfeustvPHGGzhx4gTs7Ozw+OOP45VXXsGKFStw8OBBXL58GYsXL65XfDKZDJ9++inOnTuHDRs2YO/evXjllVcA6KdpPvnkE7i5uSExMRGJiYlYuHAhAGD27Nk4fPgwNm/ejDNnzuCRRx7BuHHjEBcXBwCIiorCzJkzMXv2bJw6dQr33Xcfli5dWmMsR48eBQD89ddfSExMxK+//lrtuRs2bICXlxeOHj2KOXPmYNasWXjkkUcwZMgQnDhxAmPGjMGTTz6JvLw8APpEdMSIEejduzeOHz+OnTt3Ijk5GY8++miNMeXl5eG9997Dt99+i0OHDiEzMxNTpkyR7j948CCmT5+OuXPn4vz58/jyyy+xfv16vPfee0bP8/bbb+Ohhx7C2bNn8cwzz1T6PdHR0Xj00UcxZcoUnD17Fm+//TbefPNNo6m/GTNm4MaNG9i3bx9++eUXfPHFF0hJSakxfqJGyyJ7zBORVf3yyy+ih4eH6OjoKA4ZMkRctGiRePr0aaNzAIhbt24VRVEU4+PjRQDi119/Ld3/ww8/iADE8PBw6VhYWJjYsWNH6fawYcPEuXPnGj3vgw8+KD711FPS7datW4sff/xxtbH+/PPPYosWLaTb69atE1UqldE5169fF+VyuXjr1i2j4yNHjhQXLVokiqIoTp06VRw/frzR/Y899lil5yrP8LpPnjxpdPypp54SH3zwQen2sGHDxHvuuUe6XVJSIjo7O4tPPvmkdCwxMVEEIB4+fFgURVF89913xTFjxhg9740bN0QAYmxsbJXxrFu3TgQgHjlyRDp24cIFEYAYFRUlveZly5YZPe67774TfX19pdsAxHnz5hmds2/fPhGAeOfOHVEURfHxxx8XR48ebXTOyy+/LHbp0kUURVGMjY0VAYhHjx6tFEtNf59EjRVHgIiagMmTJ+P27dv47bffMG7cOOzfvx99+vS5a2Fvjx49pD97e3sDALp37250rL4jAH/99RdGjhwJf39/uLq64sknn0R6ero0clKVs2fPQqvVokOHDtIIl4uLCyIiInDlyhUAwIULFzBw4ECjxw0ePLhesZZX/trI5XK0aNGi0rUBIF2f06dPY9++fUbxdurUCQCkmKtiZ2eH/v37S7c7deoEd3d3XLhwQXred955x+h5n3vuOSQmJhpdw379+tX4ei5cuICQkBCjYyEhIYiLi4NWq8WFCxdgZ2eHvn37VoqFqCliETRRE+Ho6IjRo0dj9OjRePPNN/Hss8/irbfeqrE+x97eXvqzIAhVHtPpdNJtmUwGURSNnqO4uLja57927Rr+8Y9/YNasWXjvvffg6emJyMhIzJw5E0VFRXBycqrycTk5OZDL5YiOjoZcLje6z8XFpdrfZ07lrwOgvxZVXS/D9cnJycGECRPw/vvvV3ouX1/fOseRk5ODJUuW4OGHH650n6Ojo/RnZ2fnOv8OouaICRBRE9WlSxez9/1p2bIlEhMTpdtarRYxMTG47777qjw/OjoaOp0OH374IWQy/YDzTz/9ZHSOg4MDtFqt0bHevXtDq9UiJSUF9957b5XP3blzZ0RFRRkdO3LkSI3xOzg4SHGbW58+fbBlyxa0adMGdna1f2stKSnB8ePHMWDAAABAbGwsMjMz0blzZ+l5Y2NjERwcXK/4OnfubNQWAQAOHTqEDh06QC6Xo1OnTigpKUF0dLQ0ImWIhagp4hQYUSOXnp6OESNG4Pvvv8eZM2cQHx+Pn3/+GcuXL8eDDz5o1t81YsQI/P777/j9999x8eJFzJo1q8YPyODgYBQXF+Ozzz7D1atX8d1332H16tVG57Rp0wY5OTkIDw9HWloa8vLy0KFDB0ybNg3Tp0/Hr7/+ivj4eBw9ehRhYWH4/fffAQD//ve/sXPnTvzf//0f4uLisHLlSuzcubPG+NVqNZRKpVSgnJWVVe9rYhAaGoqMjAxMnToVx44dw5UrV7Br1y48/fTTNSZc9vb2mDNnDqKiohAdHY0ZM2Zg0KBBUkK0ePFifPvtt1iyZAnOnTuHCxcuYPPmzXjjjTdMiu+ll15CeHg43n33XVy6dAkbNmzAypUrpaLzjh07Yty4cXjhhRekWJ599lkolcq6XxSiBowJEFEj5+LigoEDB+Ljjz/G0KFD0a1bN7z55pt47rnnsHLlSrP+rmeeeQZPPfUUpk+fjmHDhqFt27bVjv4AQM+ePfHRRx/h/fffR7du3bBx40aEhYUZnTNkyBD861//wmOPPYaWLVti+fLlAIB169Zh+vTpeOmll9CxY0dMmjQJx44dQ6tWrQAAgwYNwpo1a7BixQr07NkTu3fvvmtSYGdnh08//RRffvkl/Pz8zJog+vn54dChQ9BqtRgzZgy6d++OefPmwd3dXRr9qoqTkxNeffVVPP744wgJCYGLiwt+/PFH6f6xY8dix44d2L17N/r3749Bgwbh448/RuvWrU2Kr0+fPvjpp5+wefNmdOvWDYsXL8Y777xjNEW6bt06+Pn5YdiwYXj44Yfx/PPPQ61Wm3wtiBoDQaw4oU9ERFaxfv16zJs3j9NMRDbAESAiIiJqdpgAERERUbPDKTAiIiJqdjgCRERERM0OEyAiIiJqdpgAERERUbPDBIiIiIiaHSZARERE1OwwASIiIqJmhwkQERERNTtMgIiIiKjZ+X9SMsoM1Vtv/QAAAABJRU5ErkJggg==", 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" ] @@ -496,6 +561,12 @@ "execution_count": 10, "metadata": { "code_folding": [], + "execution": { + "iopub.execute_input": "2024-07-11T15:31:20.611278Z", + "iopub.status.busy": "2024-07-11T15:31:20.611023Z", + "iopub.status.idle": "2024-07-11T15:31:20.613601Z", + "shell.execute_reply": "2024-07-11T15:31:20.613149Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -517,8 +588,23 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, - "outputs": [], + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:20.615071Z", + "iopub.status.busy": "2024-07-11T15:31:20.614835Z", + "iopub.status.idle": "2024-07-11T15:31:36.375520Z", + "shell.execute_reply": "2024-07-11T15:31:36.375008Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The calc_limiting_values method must be run before the calc_stable_points method.\n" + ] + } + ], "source": [ "# Make and solve an example of \"persistent idisyncratic shocks\" consumer\n", "PersistentExample = PersistentShockConsumerType(**persistent_shocks)\n", @@ -528,7 +614,14 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:36.377197Z", + "iopub.status.busy": "2024-07-11T15:31:36.376953Z", + "iopub.status.idle": "2024-07-11T15:31:36.474613Z", + "shell.execute_reply": "2024-07-11T15:31:36.474117Z" + } + }, "outputs": [ { "name": "stdout", @@ -539,7 +632,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -570,11 +663,18 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:36.476150Z", + "iopub.status.busy": "2024-07-11T15:31:36.475910Z", + "iopub.status.idle": "2024-07-11T15:31:36.563984Z", + "shell.execute_reply": "2024-07-11T15:31:36.563489Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -601,11 +701,18 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:36.565534Z", + "iopub.status.busy": "2024-07-11T15:31:36.565294Z", + "iopub.status.idle": "2024-07-11T15:31:44.057863Z", + "shell.execute_reply": "2024-07-11T15:31:44.057352Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -649,7 +756,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb b/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb index fab73c538..ea54f1657 100644 --- a/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb +++ b/examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb @@ -18,6 +18,12 @@ "code_folding": [ 0 ], + "execution": { + "iopub.execute_input": "2024-07-11T15:31:45.257682Z", + "iopub.status.busy": "2024-07-11T15:31:45.257280Z", + "iopub.status.idle": "2024-07-11T15:31:45.780971Z", + "shell.execute_reply": "2024-07-11T15:31:45.780431Z" + }, "is_executing": true }, "outputs": [], @@ -68,7 +74,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:45.783058Z", + "iopub.status.busy": "2024-07-11T15:31:45.782716Z", + "iopub.status.idle": "2024-07-11T15:31:45.985852Z", + "shell.execute_reply": "2024-07-11T15:31:45.985315Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsIndShockModel import PerfForesightConsumerType" @@ -100,7 +113,13 @@ "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:31:45.987897Z", + "iopub.status.busy": "2024-07-11T15:31:45.987607Z", + "iopub.status.idle": "2024-07-11T15:31:45.990971Z", + "shell.execute_reply": "2024-07-11T15:31:45.990272Z" + } }, "outputs": [], "source": [ @@ -131,7 +150,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:45.992416Z", + "iopub.status.busy": "2024-07-11T15:31:45.992233Z", + "iopub.status.idle": "2024-07-11T15:31:45.994954Z", + "shell.execute_reply": "2024-07-11T15:31:45.994488Z" + } + }, "outputs": [], "source": [ "PFexample = PerfForesightConsumerType(**PF_dictionary)\n", @@ -154,7 +180,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:45.996709Z", + "iopub.status.busy": "2024-07-11T15:31:45.996229Z", + "iopub.status.idle": "2024-07-11T15:31:46.061447Z", + "shell.execute_reply": "2024-07-11T15:31:46.060973Z" + } + }, "outputs": [], "source": [ "PFexample.solve()" @@ -172,12 +205,19 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.063061Z", + "iopub.status.busy": "2024-07-11T15:31:46.062815Z", + "iopub.status.idle": "2024-07-11T15:31:46.067287Z", + "shell.execute_reply": "2024-07-11T15:31:46.066822Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -201,11 +241,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.068767Z", + "iopub.status.busy": "2024-07-11T15:31:46.068518Z", + "iopub.status.idle": "2024-07-11T15:31:46.340520Z", + "shell.execute_reply": "2024-07-11T15:31:46.339983Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -231,7 +278,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.342305Z", + "iopub.status.busy": "2024-07-11T15:31:46.341956Z", + "iopub.status.idle": "2024-07-11T15:31:46.345683Z", + "shell.execute_reply": "2024-07-11T15:31:46.345190Z" + } + }, "outputs": [ { "name": "stdout", @@ -266,11 +320,18 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.347444Z", + "iopub.status.busy": "2024-07-11T15:31:46.347004Z", + "iopub.status.idle": "2024-07-11T15:31:46.432264Z", + "shell.execute_reply": "2024-07-11T15:31:46.431740Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -295,7 +356,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.434124Z", + "iopub.status.busy": "2024-07-11T15:31:46.433762Z", + "iopub.status.idle": "2024-07-11T15:31:46.436789Z", + "shell.execute_reply": "2024-07-11T15:31:46.436258Z" + } + }, "outputs": [], "source": [ "NewExample = deepcopy(PFexample)" @@ -312,12 +380,18 @@ "cell_type": "code", "execution_count": 11, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.438488Z", + "iopub.status.busy": "2024-07-11T15:31:46.438193Z", + "iopub.status.idle": "2024-07-11T15:31:46.572178Z", + "shell.execute_reply": "2024-07-11T15:31:46.571694Z" + }, "nbsphinx-thumbnail": {} }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -353,11 +427,18 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.573931Z", + "iopub.status.busy": "2024-07-11T15:31:46.573666Z", + "iopub.status.idle": "2024-07-11T15:31:46.637587Z", + "shell.execute_reply": "2024-07-11T15:31:46.637115Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -422,7 +503,13 @@ "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.639473Z", + "iopub.status.busy": "2024-07-11T15:31:46.639044Z", + "iopub.status.idle": "2024-07-11T15:31:46.642688Z", + "shell.execute_reply": "2024-07-11T15:31:46.642205Z" + } }, "outputs": [], "source": [ @@ -477,7 +564,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.644360Z", + "iopub.status.busy": "2024-07-11T15:31:46.643926Z", + "iopub.status.idle": "2024-07-11T15:31:46.650150Z", + "shell.execute_reply": "2024-07-11T15:31:46.649677Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsIndShockModel import IndShockConsumerType\n", @@ -495,11 +589,18 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.651514Z", + "iopub.status.busy": "2024-07-11T15:31:46.651346Z", + "iopub.status.idle": "2024-07-11T15:31:46.806881Z", + "shell.execute_reply": "2024-07-11T15:31:46.806357Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -529,7 +630,14 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.808638Z", + "iopub.status.busy": "2024-07-11T15:31:46.808386Z", + "iopub.status.idle": "2024-07-11T15:31:46.993334Z", + "shell.execute_reply": "2024-07-11T15:31:46.992798Z" + } + }, "outputs": [], "source": [ "OtherExample = deepcopy(\n", @@ -554,7 +662,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:46.995261Z", + "iopub.status.busy": "2024-07-11T15:31:46.995009Z", + "iopub.status.idle": "2024-07-11T15:31:46.997418Z", + "shell.execute_reply": "2024-07-11T15:31:46.996964Z" + } + }, "outputs": [], "source": [ "# Use the line(s) below to plot the consumptions functions against each other" @@ -588,7 +703,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb b/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb index a38798813..748b4e71b 100644 --- a/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb +++ b/examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb @@ -101,7 +101,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:47.890105Z", + "iopub.status.busy": "2024-07-11T15:31:47.889850Z", + "iopub.status.idle": "2024-07-11T15:31:48.752995Z", + "shell.execute_reply": "2024-07-11T15:31:48.752458Z" + } + }, "outputs": [], "source": [ "import numpy as np\n", @@ -128,11 +135,18 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:48.755004Z", + "iopub.status.busy": "2024-07-11T15:31:48.754739Z", + "iopub.status.idle": "2024-07-11T15:31:49.042132Z", + "shell.execute_reply": "2024-07-11T15:31:49.041635Z" + } + }, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -163,7 +177,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.043901Z", + "iopub.status.busy": "2024-07-11T15:31:49.043569Z", + "iopub.status.idle": "2024-07-11T15:31:49.085235Z", + "shell.execute_reply": "2024-07-11T15:31:49.084765Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.LegacyOOsolvers import ConsIndShockSolverBasic\n", @@ -186,7 +207,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.086783Z", + "iopub.status.busy": "2024-07-11T15:31:49.086524Z", + "iopub.status.idle": "2024-07-11T15:31:49.089204Z", + "shell.execute_reply": "2024-07-11T15:31:49.088748Z" + } + }, "outputs": [], "source": [ "solver.prepare_to_solve()" @@ -202,7 +230,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.090553Z", + "iopub.status.busy": "2024-07-11T15:31:49.090382Z", + "iopub.status.idle": "2024-07-11T15:31:49.093608Z", + "shell.execute_reply": "2024-07-11T15:31:49.093155Z" + } + }, "outputs": [ { "data": { @@ -222,12 +257,19 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.095144Z", + "iopub.status.busy": "2024-07-11T15:31:49.094907Z", + "iopub.status.idle": "2024-07-11T15:31:49.098031Z", + "shell.execute_reply": "2024-07-11T15:31:49.097570Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "0.6554858756904396" + "0.6554858756904395" ] }, "execution_count": 6, @@ -249,11 +291,18 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.099482Z", + "iopub.status.busy": "2024-07-11T15:31:49.099252Z", + "iopub.status.idle": "2024-07-11T15:31:49.155396Z", + "shell.execute_reply": "2024-07-11T15:31:49.154888Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -276,7 +325,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.156988Z", + "iopub.status.busy": "2024-07-11T15:31:49.156741Z", + "iopub.status.idle": "2024-07-11T15:31:49.160274Z", + "shell.execute_reply": "2024-07-11T15:31:49.159832Z" + } + }, "outputs": [ { "data": { @@ -314,7 +370,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.161650Z", + "iopub.status.busy": "2024-07-11T15:31:49.161422Z", + "iopub.status.idle": "2024-07-11T15:31:49.164248Z", + "shell.execute_reply": "2024-07-11T15:31:49.163791Z" + } + }, "outputs": [], "source": [ "EndOfPrdvP = solver.calc_EndOfPrdvP()" @@ -330,7 +393,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.165722Z", + "iopub.status.busy": "2024-07-11T15:31:49.165486Z", + "iopub.status.idle": "2024-07-11T15:31:49.168133Z", + "shell.execute_reply": "2024-07-11T15:31:49.167683Z" + } + }, "outputs": [], "source": [ "solution = solver.make_basic_solution(\n", @@ -350,12 +420,19 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.169488Z", + "iopub.status.busy": "2024-07-11T15:31:49.169266Z", + "iopub.status.idle": "2024-07-11T15:31:49.172403Z", + "shell.execute_reply": "2024-07-11T15:31:49.171928Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -377,11 +454,18 @@ { "cell_type": "code", "execution_count": 12, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.173893Z", + "iopub.status.busy": "2024-07-11T15:31:49.173667Z", + "iopub.status.idle": "2024-07-11T15:31:49.233131Z", + "shell.execute_reply": "2024-07-11T15:31:49.232672Z" + } + }, "outputs": [ { "data": { - "image/png": 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247gGtA1apGOWaB2LuFE90m9XStbXNTqku5nlAh6HwAIAnaSyvESHP1umwINrlFK7TemWc64x1xT48bcodtw3ZEsaoQFM3gZcFoEFADqI0+FQ8a4NOr3zXUWcWKvkliJFtA1apEr11qHeExSUNkXJ2XcqnSnwgatGYAGA61BTfUZFn62Qo+ADJVZtVIqq2o0XBSWrMuZmRYy5U4NH3KAIJm8DrgmBBQDcYDidKinarRNbl6tXycdKadyrMRaHa7zWCFVhz3FqSZqsQdkzlBwdr2QT6wV8BYEFAK6gsaFehZtXq27vKtkq12ugUaGBbYMWqSQgTsf7f009h9+ulHG3aYw1xMxyAZ9EYAGASzhZdlhHNi5Tt0NrlFq3XcMtja6xJiNIBSEjVDfwVg3InKH4pHTFm1gr4A8ILACgixtm31H/458oyXGw3duOT6qvjvSZoG5Dpiol+w4N79XbxGoB/0NgAeC36mqqVLjxPTXvX6VBZz9t1zDb+rbjVJ2Ju1n9x9ypwcOzFcljx4BpCCwA/MqJowUq2bRMoYc/Uuq5fI22NLvGao1QFfYaJ0fSFA3KnqHUqAFf8UkAuhKBBYBPc7S0qGjHJzqb/66iy9cp0XlEMW2DFqnMEqXS/jepR/odSs2aQsMs4KEILAB8jr3qtIo+e0fOgveVVL1RabK7xhyGRQXWdNlttyhm3AzFp4xSHLd6AI9HYAHgE1pfJrhMPY9+pNSGPRp70dwodvVQYa/xUsoUJU+YoaH9okysFMC1ILAA8EotzU0q2PqRana/p9iTaxXvLGv3MsGjAQN0IvIm9Rpxh1IyblVGsNXMcgFcJwILAK9RfbpCRZ8tlwo/UErNJg1TnWvM9TLBgTkakPkvGpiUfmFyNwBej8ACwKOVHfpcpRv/rl5H1yi1ca8yLE7X2FmFqTg8WwGpU5U84U6l9+5nYqUAOhOBBYBHcbS0qGjnWp3duUIx5Z8owVmquLZBi3Q4YKDKo29Wn1HTlTxmksYF8WcM8Af8lw7AdOfqanTg0xVq3rdSg6s+VZqqXWOuWz0Jtyl+/DeVmJimRBNrBWAOAgsAU1SWl+jQp39X8MEPlFa3rd0EbnZ1V2GvbCltqpIn/IvS+0SYWCkAT0BgAdAlDKdTRw5sV8WWZepz7COlthTIFUMs0nFLpEr636yeI6YrNXMKT/UAaIfAAqDTNDc1qmDLB6rd/a7iT61TolHR7nZOYVCKTg+4VdHj/kUJQ8YplgncAFwGgQVAh7JXnVbhp/+QDryvlJqNSle9a6zB6KYD3ceqafAUDZrwTaXE8uAxgKtDYAFw3Y4fKVDJxr+rx5EPldawWxkXzTJ7RmEq7j1R3YZOU+qE6RrVM9zESgF4KwILALc5HQ4V79qg0zuWK+r4xxrkPKLYtkGLdDTApuNRk9Rn9J1KHjNJmTx6DOA68VcEwFVpqK9Vwab31LB3pQad+adSdNY15jAsOmBNV83AyYrLuksDk4YzyyyADkVgAXBZZ06WqfjTf6hb8Wql1m7VSEuja6zOCFFBryw5U6YqacK/aFhEtImVAvB1BBYALobTqZKi3Tqx+e8KL/1IqU37lWkxWgctUrkidDTia+o+fLpSsr6uMSHdzS0YgN8gsAB+rqW5SYXb8mTPX6G4k+s00Dh+4XaORSoOHKxTcbeq/9gZGjw8W9E8egzABAQWwA/V11brwKfvyLHvHSVXf6ahqnWNNRlBOhA6WucG3aaB2XcpyZakJBNrBQCJwAL4jarKchVteFtBhSuVVrdNYyxNF8bUU0XhNyhwyO1KmfANjQjrY2KlAPBlBBbAh5WXFuvIhrfU6/BqpTbu0TiLs3XAIh23RKkk8haFjfqGUjJu1bhuweYWCwBfgcAC+BDD6VRJwU6d2Px39Tv2oZJbiuR6dsciHQpIUEXcZEVmfkuDhmUyFT4Ar+H2X6v169dr+vTpio2NlcVi0fLly6+4z9q1azVmzBhZrVYlJSXp9ddfv4ZSAVyK0+FQwbaPtfF/HtWxnw7TwKW3aPyRF5XcUiSnYdH+bsO0KTlXZbM2adCCXcp+4NcaPHy8LIQVAF7E7SssdXV1GjlypO6//37dddddV9z+8OHDmjZtmh566CH99a9/VV5enh588EHFxMRoypQp11Q04O+amxp1YNMq1e9arsTT65WqM66xJiNI+7uPUWPS7Rp0w7c0JNpmYqUA0DEshmEY17yzxaJly5ZpxowZl93mySef1MqVK7V3717XunvuuUdVVVVavXr1JfdpbGxUY+OFCarsdrtsNpuqq6sVFhZ2reUCXq2+tloHNiyTc997SrF/pjDVucZqjVAVhI2X0u5QysS71Cu8r4mVAkAru92u8PDwDjl/d3oPy8aNG5WTk9Nu3ZQpU/T4449fdp+FCxfqmWee6eTKAM9XVVmuwn/+Td2KVmlI3VaNsTS7xk4rXAf7fk3W4d9QWvY0jWUSNwA+rNMDS3l5uaKiotqti4qKkt1u17lz5xQaGvqlfebPn6/c3FzXz21XWAB/UF5SpCOftj3Zs1eZFz3ZU2aJUmnkLeo95i4lj72FlwoC8Bse+dfOarXKarWaXQbQJQynU0cLdujE5rcVUbpGyY7idk/2HAwcpJNxkxWV+U0lDh2nOJplAfihTg8s0dHRqqioaLeuoqJCYWFhl7y6AvgDp8Ohwp1rdXb7PzSg/GMlGMeV0DZmWHQgeJjsCVMUP+FuDU5M02AziwUAD9DpgSU7O1urVq1qt27NmjXKzs7u7EMDHqW5qVEHNq5U/e4VGnR6ndJ01jXW+mTPWDUm3a7BE7+loVEDTKwUADyP24GltrZWxcXFrp8PHz6s/Px89e3bV/Hx8Zo/f77Kysr05z//WZL00EMP6YUXXtB//dd/6f7779fHH3+st956SytXruy43wLwUI0N9dr/6Ttq3rNcKVXrNfyiJ3tqjFAVhE2QZch0pU6coZFMhw8Al+V2YNm2bZsmTZrk+rmtOXb27Nl6/fXXdeLECZWUlLjGExMTtXLlSj3xxBP67W9/qwEDBuh///d/mYMFPquhvlb7NyyXY+8ypVZ/qlGWc66x0wpXcd+bFDr8G0rNvl0ZPNkDAFfluuZh6Sod+Rw30Bnqa6u1f/0/pH3LNaRmo7pbLswjdFJ9dbj/Leo15ltKHTdZgTzZA8BPeNU8LICvqqk+o4L1f1PAgXc1pHazxra9/dgilau/jkTlqHfGt5QyZpIiAwPNLRYAvByBBXBD9ZlTKlz/lroVvquhdVuVYWlpHbBIxyzRKo2+Tf3GfUvJo25UNI8fA0CHIbAAV3D21AkVrV+qkKL3lHZuh8ZZHK0DFqkkIE5lMbcpMutuDUofrwGEFADoFAQW4BIqy0t1cP0S9Tj4ntIadrebbfZwwECVD5iimOyZGpg6RvGEFADodAQW4LxTx4/o0Po31fPQSg1p3KsIy/l+dItUHDhYlbavK3bC3UpMGaVEc0sFAL9DYIFfKy8p0pF/vqneR95XWvM+9W8bsEiFQSk6E/912Sbeo6RBw5RkZqEA4OcILPA75aXFOrLuL+p7ZKVSWgovvLdH0oFuQ1WVMFUDJ85UysBU02oEALRHYIFfqDx+VMXr/qLeh95TWvM+V0hxGhbtt6ardtA0Jd54j9LiuNkDAJ6IwAKfdeZkmYrWvqGexSs0pHGvxp/vSXEaFh2wpqtm8HQNvuk7GhYdb3KlAIArIbDAp1SfrlDB2jcVWrhCQxrylXXR0z0HgoaoatAdGnTTfRrKlRQA8CoEFni9muozOrB2iYIPLNeQ+m3KvGielKLAJJ1OmKaBX7tPafSkAIDXIrDAK9XXVmvfurcU+PkyDa3bonGW5tYBi3Q4IEEV8dM0YOK9Sk5KV7K5pQIAOgCBBV6jsaFe+9b/Q87df9PQms+UcdG7e44GDNDxuKmKveFeJaaNYZ4UAPAxBBZ4NKfDof2bVqtu+5tKPfOxRquudcAilVmiVBI7VVHZ9ypx6DgNZMZZAPBZBBZ4HMPp1ME9G1W58a8aVP6+humMa+yk+upQ1BT1G3+vkkZOVBwhBQD8AoEFHqPs0OcqWfdnxZa+pyTnMdfMsnZ114E+k9Q94zsakjVVkUH8swUAf8NffpiqsrxUxZ/8P/U5uEKpLQcUd359o9FNn/fKlobfrWE3fVOZId1NrRMAYC4CC7pcXU2V9n38hqz7/66h53Zo/Pm5UhyGRftCRutc2l1Km3SvxvTuZ3KlAABPQWBBl3A6HNr32Xs6t+2vGla1VuMsja0DbS8ZHPQNJd38XQ2PHWhuoQAAj0RgQac6WpCv4+teVeLxlUpXZetKi3TMEqNS23QN+NospSQNN7dIAIDHI7Cgw1VVlqsg73X1Kfq7UloK1XbNxK4e2t8vR+HjZyl17C0awBM+AICrRGBBh3C0tOjzDSvUsu1PSq/5VFmWFklSixGgvd0z5Rh+j4ZNultZoT1MrhQA4I0ILLguZYf2q+TjlzXo2AqN0OnWlRbpYOAgnRp8l5JvnaNRUQPMLRIA4PUILHDbuboafZ73F4XufVPDmna5HkWuVg8d6D9VETc+oMEjJmiwqVUCAHwJgQVX7fC+rTr58UsaUvm+MlQvSXIaFu0NHavmEfdq2KR7uOUDAOgUBBZ8pYb6Wu358E/q9flflNa8z/VSweOWSB2Nv0uJtz6oEfG8DxkA0LkILLikowd26ETeHzT01CqNO//CwWYjUHt63qBumXM0bOI3FBsYaHKVAAB/QWCBi6OlRbs/XqJu219RemO+63Hk45ZIlQz8tpJu+z8aw8RuAAATEFig6tMV2r/yBQ089KZG65Sk1mnyd/fIVuC4B5T+tX/hagoAwFQEFj92aO9mVeb9ViPOfKjxlmZJUpV6an/MXUr4+iMaPTDV5AoBAGhFYPEzhtOpvRtWyPjs9xrRsF2DJNe8KWeGfU/Dv/6Asrv3NLtMAADaIbD4iabGBu16/4/qt/tlDXcekdR622dXrxsVeuMjShs3WYOZKh8A4KEILD7uXF2Ndq1YpEGFr2qczkiS6g2rdkfeqfjbf6AxiWkmVwgAwJURWHxUrf2s9i5/XsmH/qTxqpYknVIfFSfep6HTH9f4vv1NrhAAgKtHYPEx9qrT+nzZcxpy9C8ar1pJrY8llw59SKOmP6zskO4mVwgAgPsILD7iXF2N8v/+nIYe+qOyz0/0VmqJVfnIuRp1+/cVG2w1uUIAAK4dgcXLNTc1asfy32rQvj8oW2clSUcCbKoc+5hGT5kjWxBfMQDA+3E281KG06mda/6qyE0/U5ZRLqn11k/ZqCc0Ztq/KYGgAgDwIZzVvNDhfVtVt+IHGtOYL0k6rXAVpz2sUTMeUyw9KgAAH3RNE2+8+OKLSkhIUEhIiLKysrRly5av3H7RokVKTU1VaGiobDabnnjiCTU0NFxTwf6s+nSFNr8wR/FLJyu9MV+NRjdtjJujkP/Yrax75stKWAEA+Ci3r7AsXbpUubm5Wrx4sbKysrRo0SJNmTJFBQUFioyM/NL2b7zxhubNm6dXX31VEyZMUGFhob73ve/JYrHo+eef75BfwtcZTqe2vfOSkvOfVZZqJYu0o8eNivrmr5Q9aIjZ5QEA0OkshmEY7uyQlZWlcePG6YUXXpAkOZ1O2Ww2Pfroo5o3b96Xtn/kkUe0f/9+5eXludb9x3/8hzZv3qwNGzZc8hiNjY1qbGx0/Wy322Wz2VRdXa2wsDB3yvV6x48UqHLJwxrRsF2SdDhgoOpu+ZnSJ95pcmUAAHw1u92u8PDwDjl/u3VLqKmpSdu3b1dOTs6FDwgIUE5OjjZu3HjJfSZMmKDt27e7bhsdOnRIq1at0u23337Z4yxcuFDh4eGuxWazuVOmT3A6HNr05rPq/dqNGtGwvfX2T+IjGjBvK2EFAOB33LolVFlZKYfDoaioqHbro6KidODAgUvuc++996qyslITJ06UYRhqaWnRQw89pB/+8IeXPc78+fOVm5vr+rntCou/qCwv0fHXv6fxDdsli7SvW7p6fvtFZaeMMrs0AABM0elvu1u7dq2effZZ/eEPf9COHTv0j3/8QytXrtRPf/rTy+5jtVoVFhbWbvEXuz75myyLJ2pEw3adM4K1ech8pc1br3jCCgDAj7l1hSUiIkKBgYGqqKhot76iokLR0dGX3Oepp57Sd7/7XT344IOSpOHDh6uurk7/9m//ph/96EcK4A3BklongNv+x8c0vuJNSdLhgAQFfPtVZQ0Za3JlAACYz620EBwcrLFjx7ZroHU6ncrLy1N2dvYl96mvr/9SKAkMDJQkudnv67OqKstV+OvJrrCyOeKbivnPzzSQsAIAgKRreKw5NzdXs2fPVkZGhjIzM7Vo0SLV1dVpzpw5kqRZs2YpLi5OCxculCRNnz5dzz//vEaPHq2srCwVFxfrqaee0vTp013BxZ8dPbBDgUu/o2FGueqMEBXe8Btl3favZpcFAIBHcTuwzJw5U6dOndKCBQtUXl6uUaNGafXq1a5G3JKSknZXVH784x/LYrHoxz/+scrKytS/f39Nnz5dP//5zzvut/BSe9YvU0Lew+plOafjlkg13v2GRg8dZ3ZZAAB4HLfnYTFDRz7H7Sl2fPD/lP7ZYwq2OLQveLiiH1yqvpFxZpcFAECH6cjzN+8SMsG2d/9Ho7bNU5DFqR09b1L6o28p2BpidlkAAHgsHtHpYluXv6Ax255UkMWpreFTNOKxtwkrAABcAYGlC+XnLdHonU8pwGJoc78ZGvvvbyqoW7DZZQEA4PG4JdRFDmz9SKnrH229stJ7qjLnviYLc9AAAHBVOGN2gaMHdih65WyFWpq0KzRTo/7vnwgrAAC4gbNmJztdcUzWJd9Wb9WqIChVyXPfVrdgq9llAQDgVQgsnailuUnlf7xX0apUqSVWkf9nhbr3DDe7LAAAvA6BpRNtfe0HGta0S/WGVc6Zf1Wf/jFmlwQAgFcisHSS/I/eVPbxP0mS9mc+q4FpY0yuCAAA70Vg6QSV5SUauOG/JEmb+n9bY6c9aHJFAAB4NwJLBzOcTpX96QH1kV0HAxM1+oHfmV0SAABej8DSwbb8/XmNPLdFjUY3BXzzFVlDuptdEgAAXo/A0oFKi/do+N7nJEk7U/5dibx5GQCADkFg6SBOh0M1bz2s7pZG7bWOUuY9PzK7JAAAfAaBpYNsX/GChjbtUb1hVb97X1ZAYKDZJQEA4DMILB3gdMUxpez+pSRpd/L/VczAVJMrAgDAtxBYOsChN55QuOp0MDBRGTN/aHY5AAD4HALLddr7zxUaV/2hnIZFjmmLFNQt2OySAADwOQSW69DS3KSen/xYkrS1/78oZczN5hYEAICPIrBch+3Lf68EZ4mq1FNp9z5ndjkAAPgsAss1qrWfVdLnv5UkHUh5WOF9+5tcEQAAvovAco32LH1G/VStY5YYjfnmD8wuBwAAn0ZguQYVxw5q9LG/SJJOjv+Rgq0hJlcEAIBvI7Bcg6N/X6AQS7P2dUvX6Mn3mV0OAAA+j8DipvLSYo06874kKWDyT2QJ4P9CAAA6G2dbNx19Z6GCLQ59HjxCaZmTzS4HAAC/QGBxQ2V5qUaeXCFJck6k0RYAgK5CYHFD0YrnFGJpVmFQitInTje7HAAA/AaB5SpVn67QiONvSZLqs56gdwUAgC7EWfcq7XvnefWwNOhQQIJG3DLT7HIAAPArBJar0NTYoKSjSyVJZ0Y9rIDAQJMrAgDAvxBYrsLuNX9Wf51VpXprxJTvmV0OAAB+h8ByFXrl/1GSVBQ/k1ltAQAwAYHlCgp3rFNqywE1GYFKvv1Rs8sBAMAvEViuoHrdC5KkXb1vVUS0zeRqAADwTwSWr1BZXqKRVXmSpPCbHjG5GgAA/BeB5SsUffiKgi0OHQgaopQxN5ldDgAAfovA8hVCy7dKkqoG3WFyJQAA+LdrCiwvvviiEhISFBISoqysLG3ZsuUrt6+qqtLcuXMVExMjq9WqlJQUrVq16poK7kqx9QWSpN6DM02uBAAA/xbk7g5Lly5Vbm6uFi9erKysLC1atEhTpkxRQUGBIiMjv7R9U1OTJk+erMjISL399tuKi4vT0aNH1bt3746ov9NUlpcoUmfkMCyKH5ZldjkAAPg1twPL888/r+9///uaM2eOJGnx4sVauXKlXn31Vc2bN+9L27/66qs6c+aMPvvsM3Xr1k2SlJCQcH1Vd4GyfZ8pQlJp4AAl9Aw3uxwAAPyaW7eEmpqatH37duXk5Fz4gIAA5eTkaOPGjZfc55133lF2drbmzp2rqKgopaen69lnn5XD4bjscRobG2W329stXa3+yA5J0qleQ7r82AAAoD23AktlZaUcDoeioqLarY+KilJ5efkl9zl06JDefvttORwOrVq1Sk899ZR+85vf6Gc/+9llj7Nw4UKFh4e7Fput6+c/CancI0lyRI3s8mMDAID2Ov0pIafTqcjISL388ssaO3asZs6cqR/96EdavHjxZfeZP3++qqurXUtpaWlnl/klcfUHJElhgzK6/NgAAKA9t3pYIiIiFBgYqIqKinbrKyoqFB0dfcl9YmJi1K1bNwVe9IbjIUOGqLy8XE1NTQoODv7SPlarVVar1Z3SOlRleakidUZOw6KBw8abVgcAAGjl1hWW4OBgjR07Vnl5ea51TqdTeXl5ys7OvuQ+N9xwg4qLi+V0Ol3rCgsLFRMTc8mw4gnK9m+SJJUGxqlHr97mFgMAANy/JZSbm6tXXnlFf/rTn7R//349/PDDqqurcz01NGvWLM2fP9+1/cMPP6wzZ87oscceU2FhoVauXKlnn31Wc+fO7bjfooPVH9kmSTrVM83kSgAAgHQNjzXPnDlTp06d0oIFC1ReXq5Ro0Zp9erVrkbckpISBQRcyEE2m00ffPCBnnjiCY0YMUJxcXF67LHH9OSTT3bcb9HBQk61Nty20HALAIBHsBiGYZhdxJXY7XaFh4erurpaYWFhnX688p8MVrQqtW/KEg3NntrpxwMAwBd15Pmbdwl9wZmTZYpWpZyGRfE03AIA4BEILF9w7PPWCfCOBcaqZ1gfk6sBAAASgeVL6o62Ntye7MkMtwAAeAoCyxdcaLgdYXIlAACgDYHlC2LqCiRJvRLHmVwJAABoQ2C5yNlTJxStU5JEwy0AAB6EwHKR0s8/a/1fS6x6hfc1uRoAANCGwHKR+iPbJUkVNNwCAOBRCCwXCT61WxINtwAAeBoCy0Vi6g5IouEWAABPQ2A5r6qyXDHnG25tNNwCAOBRCCznXdxwG9a7n8nVAACAixFYzqs90jbDbZrJlQAAgC8isJxnPdk6w20zDbcAAHgcAst50fWtDbc9EzNMrgQAAHwRgUWtDbexxklJkm1otsnVAACALyKwSCrdt1GSdMwSrfA+ESZXAwAAvojAIqn2cGvDbUUPGm4BAPBEBBZJ1lPnG24jabgFAMATEVgkRdXRcAsAgCfz+8BSfeaU4owKSZJt2ASTqwEAAJfi94GlbYbbMkuUwvv2N7kaAABwKX4fWGi4BQDA8/l9YOl2crckqTFypMmVAACAy/H7wOJquE2g4RYAAE/l14Gl+mylBhjlkqT4YeNNrgYAAFyOXweWtobb45YohfeLMrkaAABwOX4dWNoabst7pJpcCQAA+Cp+HVhcDbf9meEWAABP5teBJaqWGW4BAPAGfhtY7FWnNcA4IUmyDc02uRoAAPBV/DawlLgabiPVOyLa5GoAAMBX8dvA4mq47c4MtwAAeDq/DSzdKtpmuB1uciUAAOBK/DawRNYywy0AAN7CLwOLveq0bMZxSZJt2ASTqwEAAFfil4Gl9PNNkqQT6k/DLQAAXsAvA0vN4a2SpBM9aLgFAMAb+GVgCWpruO2fbnIlAADgalxTYHnxxReVkJCgkJAQZWVlacuWLVe135IlS2SxWDRjxoxrOWyHiardL0nqMZCGWwAAvIHbgWXp0qXKzc3V008/rR07dmjkyJGaMmWKTp48+ZX7HTlyRD/4wQ904403XnOxHaGm+oyr4XbAMGa4BQDAG7gdWJ5//nl9//vf15w5czR06FAtXrxY3bt316uvvnrZfRwOh+677z4988wzGjRo0HUVfL1K922WJJUrQn0j40ytBQAAXB23AktTU5O2b9+unJycCx8QEKCcnBxt3Ljxsvv993//tyIjI/XAAw9c1XEaGxtlt9vbLR3Ffuh8w2331A77TAAA0LncCiyVlZVyOByKiopqtz4qKkrl5eWX3GfDhg364x//qFdeeeWqj7Nw4UKFh4e7FpvN5k6ZXymoYpckqaE/M9wCAOAtOvUpoZqaGn33u9/VK6+8ooiIiKveb/78+aqurnYtpaWlHVZT//Mz3HZnhlsAALxGkDsbR0REKDAwUBUVFe3WV1RUKDr6yxOwHTx4UEeOHNH06dNd65xOZ+uBg4JUUFCgwYMHf2k/q9Uqq9XqTmlXpdZ+VjZHmWSRBgyl4RYAAG/h1hWW4OBgjR07Vnl5ea51TqdTeXl5ys7+cgBIS0vTnj17lJ+f71ruvPNOTZo0Sfn5+R16q+dqlOzbrACLoQr1U7+oAV16bAAAcO3cusIiSbm5uZo9e7YyMjKUmZmpRYsWqa6uTnPmzJEkzZo1S3FxcVq4cKFCQkKUnt5+crbevXtL0pfWd4W2htvj3VMVdYVtAQCA53A7sMycOVOnTp3SggULVF5erlGjRmn16tWuRtySkhIFBHjmBLpB5W0NtyNMrgQAALjDYhiGYXYRV2K32xUeHq7q6mqFhYVd8+cc/e90DXSWatfXXtHIW+7uwAoBAMAXddT5W/KjdwnV1VTJ5jgmSYqj4RYAAK/iN4GlreH2pPoqIrprm30BAMD18ZvAUn2wteG2rHuayZUAAAB3+U1gCWyb4TaCGW4BAPA2fhNY+tfslyR1TxhjciUAAMBdfhFY6murL2q4nWByNQAAwF1+EVhKPt+sQFfDbbzZ5QAAADf5RWCpumiGWwAA4H38IrAEnp/h9hwNtwAAeCW/CCxtDbeh8TTcAgDgjXw+sLQ23JZKYoZbAAC8lc8HlpJ9WxRoMVSp3uofm2B2OQAA4Br4fGCpapvhNpSGWwAAvJXPB5a2htt6Gm4BAPBaPh9YImoOSJJC48eaXAkAALhWPh1YGuprZXOUSJJiabgFAMBr+XRgObJvs4IsztaG25iBZpcDAACukU8HlmpXw22KLAE+/asCAODTfPosbjlxfobbfjTcAgDgzXw6sETY90mSrMxwCwCAV/PZwNJQX6t4Gm4BAPAJPhtYju7boiCLU6cVrsjYRLPLAQAA18FnA0vbDLfHQmi4BQDA2/nsmdxyIl8SM9wCAOALfDaw9KvZL0kKYYZbAAC8nk8GloZzdYpvaW24jRky3uRqAADA9fLJwFKyf6u6WRw6ozBFxQ0yuxwAAHCdfDKwnC3eIkk6FpJKwy0AAD7AJ8/mbQ23df3SzS0EAAB0CJ8MLP3srQ23VhpuAQDwCT4XWFobbo9KkmJpuAUAwCf4XGAp2b9N3SwOnVUvRQ0YbHY5AACgA/hcYGlruC1lhlsAAHyGz53RXQ23fWm4BQDAV/hcYOnrargdY3IlAACgo/hUYGlsqFd8yxFJUnRatrnFAACADuNTgaVk/zYFWxyqUk/FxCebXQ4AAOggPhVYzrQ13FppuAUAwJf41ln9xC5JUi0z3AIA4FOuKbC8+OKLSkhIUEhIiLKysrRly5bLbvvKK6/oxhtvVJ8+fdSnTx/l5OR85fbXo2/1PkmS1UbDLQAAvsTtwLJ06VLl5ubq6aef1o4dOzRy5EhNmTJFJ0+evOT2a9eu1Xe+8x198skn2rhxo2w2m2677TaVlZVdd/EXa2ps0EAabgEA8EkWwzAMd3bIysrSuHHj9MILL0iSnE6nbDabHn30Uc2bN++K+zscDvXp00cvvPCCZs2adVXHtNvtCg8PV3V1tcLCwi65TfGuDUpaNk3V6qGwBcfoYQEAwGRXc/6+Wm6d1ZuamrR9+3bl5ORc+ICAAOXk5Gjjxo1X9Rn19fVqbm5W3759L7tNY2Oj7HZ7u+VKzhS13mYqoeEWAACf49aZvbKyUg6HQ1FRUe3WR0VFqby8/Ko+48knn1RsbGy70PNFCxcuVHh4uGux2WxX/Fzj/Ay3tX2HX1UdAADAe3TppYhf/OIXWrJkiZYtW6aQkJDLbjd//nxVV1e7ltLS0it+dlvDbTANtwAA+JwgdzaOiIhQYGCgKioq2q2vqKhQdHT0V+7761//Wr/4xS/00UcfacSIEV+5rdVqldVqveq6mhobNLD5sGSRotPGX/V+AADAO7h1hSU4OFhjx45VXl6ea53T6VReXp6ysy//ZM5zzz2nn/70p1q9erUyMjKuvdrLKDmwXcGWFlWrh2ITUjv88wEAgLncusIiSbm5uZo9e7YyMjKUmZmpRYsWqa6uTnPmzJEkzZo1S3FxcVq4cKEk6Ze//KUWLFigN954QwkJCa5el549e6pnz54d8ktcmOE2Wek03AIA4HPcDiwzZ87UqVOntGDBApWXl2vUqFFavXq1qxG3pKREAReFhpdeeklNTU361re+1e5znn76af3kJz+5vurPM47nS5Jq+jLDLQAAvsjteVjMcKXnuAt/Nk4pLYXanvm8xt7+gAkVAgCALzJtHhZP1NzU2NpwKxpuAQDwVV4fWEoObJfV0iy7eig2YYjZ5QAAgE7g9YHltGuG22RmuAUAwEd5/RneOL5TklTbZ5jJlQAAgM7i9YGlz/kZboNso02uBAAAdBavDiwXN9xGpdJwCwCAr/LqwFJSsFNWS7NqjFDFJQ41uxwAANBJvDqwnCnaLKm14TYgMNDkagAAQGfx6sDibJvhloZbAAB8mlcHlt5Vn0uSgmxjTK4EAAB0Jq8NLC3NTRrYfEiSFJWaZXI1AACgM3ltYCkt3KkQS7NqjVDFDeKlhwAA+DKvDSynCltnuD1qTaLhFgAAH+e1gcUoa53htqYPV1cAAPB1XhtYwqvOz3A7gBluAQDwdV4ZWFobbg9KkiJpuAUAwOd5ZWApLdqlUEuTao1QDRg83OxyAABAJ/PKwFJZ2DbDLQ23AAD4A68MLM7zDbd2ZrgFAMAveGVgcTXcxtFwCwCAP/C6wOJoaVF8U2vDbf/U8SZXAwAAuoLXBZbSonx1tzSqzgiRLYmGWwAA/IHXBZZTBa0Nt0eDabgFAMBfeF1gcdBwCwCA3/G6wBJe9bkkZrgFAMCfeFVgcbS0aGBbw21ypsnVAACAruJVgaXs4B51tzSq3rBqQPJIs8sBAABdxKsCy6nibZKko8GDFRgUZHI1AACgq3hVYHEe3y1Jqu5Nwy0AAP7EqwJLWNV+SVIgM9wCAOBXvCqw2JoPSZL6p2aZXAkAAOhKXhVYuluaVG9YZUseZXYpAACgC3lVYJGkEhpuAQDwO14XWKp7DzW7BAAA0MW8LrAE0HALAIDf8brAEpFCwy0AAP7GqwLLOaObbMxwCwCA3/GqwFIalKigbsFmlwEAALqYVwUWe3ia2SUAAAATXFNgefHFF5WQkKCQkBBlZWVpy5YtX7n93/72N6WlpSkkJETDhw/XqlWrrqlYxY64tv0AAIBXczuwLF26VLm5uXr66ae1Y8cOjRw5UlOmTNHJkycvuf1nn32m73znO3rggQe0c+dOzZgxQzNmzNDevXvdLjYiKcPtfQAAgPezGIZhuLNDVlaWxo0bpxdeeEGS5HQ6ZbPZ9Oijj2revHlf2n7mzJmqq6vTe++951o3fvx4jRo1SosXL77kMRobG9XY2Oj62W63y2az6XTlKfXtF+FOuQAAwCR2u13h4eGqrq5WWFjYdX2WW1dYmpqatH37duXk5Fz4gIAA5eTkaOPGjZfcZ+PGje22l6QpU6ZcdntJWrhwocLDw12LzWaTJBpuAQDwU24FlsrKSjkcDkVFRbVbHxUVpfLy8kvuU15e7tb2kjR//nxVV1e7ltLSUnfKBAAAPsYjX8pjtVpltVrNLgMAAHgIt66wREREKDAwUBUVFe3WV1RUKDo6+pL7REdHu7U9AADAF7kVWIKDgzV27Fjl5eW51jmdTuXl5Sk7O/uS+2RnZ7fbXpLWrFlz2e0BAAC+yO1bQrm5uZo9e7YyMjKUmZmpRYsWqa6uTnPmzJEkzZo1S3FxcVq4cKEk6bHHHtNNN92k3/zmN5o2bZqWLFmibdu26eWXX+7Y3wQAAPgstwPLzJkzderUKS1YsEDl5eUaNWqUVq9e7WqsLSkpUUDAhQs3EyZM0BtvvKEf//jH+uEPf6jk5GQtX75c6enpHfdbAAAAn+b2PCxm6MjnuAEAQNcwbR4WAAAAMxBYAACAxyOwAAAAj0dgAQAAHo/AAgAAPB6BBQAAeDwCCwAA8HgEFgAA4PE88m3NX9Q2t53dbje5EgAAcLXaztsdMUetVwSW06dPS5JsNpvJlQAAAHedPn1a4eHh1/UZXhFY+vbtK6n1PUXX+wvj+tjtdtlsNpWWlvKaBJPxXXgOvgvPwvfhOaqrqxUfH+86j18PrwgsbS9TDA8P5x+fhwgLC+O78BB8F56D78Kz8H14jotfinzNn9EBdQAAAHQqAgsAAPB4XhFYrFarnn76aVmtVrNL8Xt8F56D78Jz8F14Fr4Pz9GR34XF6IhnjQAAADqRV1xhAQAA/o3AAgAAPB6BBQAAeDwCCwAA8HgEFgAA4PE8PrC8+OKLSkhIUEhIiLKysrRlyxazS/JLCxcu1Lhx49SrVy9FRkZqxowZKigoMLssv/eLX/xCFotFjz/+uNml+K2ysjL967/+q/r166fQ0FANHz5c27ZtM7ssv+NwOPTUU08pMTFRoaGhGjx4sH760592yEv38NXWr1+v6dOnKzY2VhaLRcuXL283bhiGFixYoJiYGIWGhionJ0dFRUVuH8ejA8vSpUuVm5urp59+Wjt27NDIkSM1ZcoUnTx50uzS/M66des0d+5cbdq0SWvWrFFzc7Nuu+021dXVmV2a39q6dav+53/+RyNGjDC7FL919uxZ3XDDDerWrZvef/997du3T7/5zW/Up08fs0vzO7/85S/10ksv6YUXXtD+/fv1y1/+Us8995x+//vfm12az6urq9PIkSP14osvXnL8ueee0+9+9zstXrxYmzdvVo8ePTRlyhQ1NDS4dyDDg2VmZhpz5851/exwOIzY2Fhj4cKFJlYFwzCMkydPGpKMdevWmV2KX6qpqTGSk5ONNWvWGDfddJPx2GOPmV2SX3ryySeNiRMnml0GDMOYNm2acf/997dbd9dddxn33XefSRX5J0nGsmXLXD87nU4jOjra+NWvfuVaV1VVZVitVuPNN99067M99gpLU1OTtm/frpycHNe6gIAA5eTkaOPGjSZWBqn1DZySOuQNnHDf3LlzNW3atHb/faDrvfPOO8rIyNC3v/1tRUZGavTo0XrllVfMLssvTZgwQXl5eSosLJQk7dq1Sxs2bNDUqVNNrsy/HT58WOXl5e3+VoWHhysrK8vtc7nHvq25srJSDodDUVFR7dZHRUXpwIEDJlUFSXI6nXr88cd1ww03KD093exy/M6SJUu0Y8cObd261exS/N6hQ4f00ksvKTc3Vz/84Q+1detW/fu//7uCg4M1e/Zss8vzK/PmzZPdbldaWpoCAwPlcDj085//XPfdd5/Zpfm18vJySbrkubxt7Gp5bGCB55o7d6727t2rDRs2mF2K3yktLdVjjz2mNWvWKCQkxOxy/J7T6VRGRoaeffZZSdLo0aO1d+9eLV68mMDSxd566y399a9/1RtvvKFhw4YpPz9fjz/+uGJjY/kufITH3hKKiIhQYGCgKioq2q2vqKhQdHS0SVXhkUce0XvvvadPPvlEAwYMMLscv7N9+3adPHlSY8aMUVBQkIKCgrRu3Tr97ne/U1BQkBwOh9kl+pWYmBgNHTq03bohQ4aopKTEpIr813/+539q3rx5uueeezR8+HB997vf1RNPPKGFCxeaXZpfaztfd8S53GMDS3BwsMaOHau8vDzXOqfTqby8PGVnZ5tYmX8yDEOPPPKIli1bpo8//liJiYlml+SXbr31Vu3Zs0f5+fmuJSMjQ/fdd5/y8/MVGBhodol+5YYbbvjS4/2FhYUaOHCgSRX5r/r6egUEtD+lBQYGyul0mlQRJCkxMVHR0dHtzuV2u12bN292+1zu0beEcnNzNXv2bGVkZCgzM1OLFi1SXV2d5syZY3Zpfmfu3Ll64403tGLFCvXq1ct17zE8PFyhoaEmV+c/evXq9aW+oR49eqhfv370E5ngiSee0IQJE/Tss8/q7rvv1pYtW/Tyyy/r5ZdfNrs0vzN9+nT9/Oc/V3x8vIYNG6adO3fq+eef1/333292aT6vtrZWxcXFrp8PHz6s/Px89e3bV/Hx8Xr88cf1s5/9TMnJyUpMTNRTTz2l2NhYzZgxw70DddCTTJ3m97//vREfH28EBwcbmZmZxqZNm8wuyS9JuuTy2muvmV2a3+OxZnO9++67Rnp6umG1Wo20tDTj5ZdfNrskv2S3243HHnvMiI+PN0JCQoxBgwYZP/rRj4zGxkazS/N5n3zyySXPD7NnzzYMo/XR5qeeesqIiooyrFarceuttxoFBQVuH8diGEwDCAAAPJvH9rAAAAC0IbAAAACPR2ABAAAej8ACAAA8HoEFAAB4PAILAADweAQWAADg8QgsAADA4xFYAACAxyOwAAAAj0dgAQAAHu//A8Ja3EF+WVdPAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -408,7 +492,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:49.234682Z", + "iopub.status.busy": "2024-07-11T15:31:49.234449Z", + "iopub.status.idle": "2024-07-11T15:31:49.238810Z", + "shell.execute_reply": "2024-07-11T15:31:49.238343Z" + } + }, "outputs": [ { "data": { @@ -462,7 +553,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/Interpolation/CubicInterp.ipynb b/examples/Interpolation/CubicInterp.ipynb index 41a498857..c3e1b2108 100644 --- a/examples/Interpolation/CubicInterp.ipynb +++ b/examples/Interpolation/CubicInterp.ipynb @@ -11,6 +11,12 @@ "cell_type": "code", "execution_count": 1, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:50.218558Z", + "iopub.status.busy": "2024-07-11T15:31:50.218305Z", + "iopub.status.idle": "2024-07-11T15:31:50.983407Z", + "shell.execute_reply": "2024-07-11T15:31:50.982878Z" + }, "pycharm": { "name": "#%%\n" } @@ -37,6 +43,12 @@ "cell_type": "code", "execution_count": 2, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:50.985470Z", + "iopub.status.busy": "2024-07-11T15:31:50.985110Z", + "iopub.status.idle": "2024-07-11T15:31:50.989257Z", + "shell.execute_reply": "2024-07-11T15:31:50.988789Z" + }, "pycharm": { "name": "#%%\n" } @@ -68,6 +80,12 @@ "cell_type": "code", "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:50.990821Z", + "iopub.status.busy": "2024-07-11T15:31:50.990572Z", + "iopub.status.idle": "2024-07-11T15:31:51.086929Z", + "shell.execute_reply": "2024-07-11T15:31:51.086443Z" + }, "pycharm": { "name": "#%%\n" } @@ -75,7 +93,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -103,6 +121,12 @@ "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:51.088481Z", + "iopub.status.busy": "2024-07-11T15:31:51.088298Z", + "iopub.status.idle": "2024-07-11T15:31:51.169122Z", + "shell.execute_reply": "2024-07-11T15:31:51.168471Z" + }, "pycharm": { "name": "#%%\n" } @@ -110,7 +134,7 @@ "outputs": [ { "data": { - "image/png": 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MJq677jrKy8sbZZ41axZxcXF4e3s3tGM6rn///rzwwgsNj8ePH4+7u3tD9kOHDqFpGunp6c16r4QQQpylwt24A50CExyypxHImZcGAz9ufj/2F4a9wOiOowFYkbWC+9fcT//w/rw/5v2GdcZ8NYbSmtITtt0xaUezj/fBBx8wbdo0Nm7cSEpKCpMnT2bIkCGMGjUKg8HAq6++SlxcHPv37+eOO+7gwQcf5M0332zYvqqqitmzZ/POO+8QHBxMWFhYo/2vXLmSK6+8kueff57bbrutSZkyMjJYtGgRS5cupbS0lGuuuYbnnnuOZ555BrCNgDx//nzmzp1L586dWbt2LTfeeCOhoaEMGzaMYcOGsXr1au6//350Xefnn38mICCAdevWMWbMGNasWUP79u1JSEho9vslhBDiLBSk2e5Du6nNcRpSvDiRnj17MmPGDAA6d+7M66+/zooVKxg1ahRTp05tWK9jx448/fTT3H777Y2Kl7q6Ot5880169ep1wr4XLlzIxIkTeeedd7j22mubnMlqtTJv3jz8/PwA+Pvf/86KFSt45plnqKmp4dlnn+Wnn35qGKenU6dOrFu3jv/+978MGzaM4cOH8+6772KxWNi5cyceHh5ce+21rF69mjFjxrB69WqGDRt2Nm+XEEKIs/Bqzk/khQRzvX8QjtlcV4qXBhtv2NjsbTyM/5si/OLYi9l4w0YMWuMrccuuWvbnzc5az549Gz2OjIykoKAAgJ9++olZs2aRlpaG2Wymvr6e6upqqqqq8PHxseX18DhhHwAbN25k6dKlfPnll4wfP75ZmTp27NhQuPw5U3p6OlVVVYwaNarRNrW1tfTp0weACy64gPLycrZv38769esbCprnnnsOgDVr1jTMMC6EEML+VtXkk+7XjjG+YWdeWREpXo7xcfc5p+3dDG64GU58O891v3/k7u7e6LGmaVitVg4cOMBf/vIXpkyZwjPPPENQUBDr1q3jlltuoba2tqF48fb2Pmkj3fj4eIKDg3nvvfe47LLLTjjO2WQCGtqtfPvtt7Rv377ResendAgICKBXr16sXr2alJQURo0axYUXXsi1117L3r172bdvn5x5EUKI1mKpY2pxMXvcDCR1GK46zSlJg10XsHXrVqxWKy+++CLnn38+Xbp04fDhw03ePiQkhJUrV5Kens4111xDXV1di+T6Y8PghISERrc/zv49bNgwVq1axdq1axk+fDhBQUF069aNZ555hsjISLp06dIieYQQQpxBcQbDKiu47aiVkPATz9Q7CileXEBCQgJ1dXW89tpr7N+/n48++oi5c+c2ax9hYWGsXLmStLQ0rr/+eurr68+80Rn4+flx//33c++99/LBBx+QkZHBtm3beO211/jggw8a1hs+fDg//PADbm5uJCYmNixbsGCBnHURQojWVLjbdh/aFRx4OA0pXlxAr169eOmll5g9ezbJycksWLCgYa6o5oiIiGDlypXs2LGDCRMmYLFYzjnbU089xeOPP86sWbPo1q0bY8aM4dtvv200SecFF1yA1WptVKgMHz4ci8XC8OHDzzmDEEKIptmatZaVPt4UBndSHeW0NL0pY/g7EbPZjMlkoqysDH9//0bPVVdXk5mZSVxcHF5eXooSipYkv1MhhGg50z66gOXWI9wfcj6TLnu7VY99us/vP5MzL0IIIYQAIKOuDID4MMdt7wJSvIjT6N69O76+vie9LViwQHU8IYQQLaiupoIsg623aEL0BYrTnJ50lRan9N13352y51F4eHgrpxFCCGFPB7LXUa9p+Fp1wh24pxFI8SJOo0OHDqojCCGEaCUZORsA6IQHmsGxL8w4djo7cbE2ym2a/C6FEKJlpJfYukkneAUrTnJmbap4OT4abFXV2c3qLBzP8d9lc0YFFkIIcaKMikMAxJscu5s0tLHLRkajkYCAgIa5d3x8fE46XL5wfLquU1VVRUFBAQEBARiNRtWRhBDCqaXXmcEICWEnTt7raNpU8QK2gdiAhgJGOLeAgICG36kQQoizU1ttJtugAxrxMY7d0wjaYPGiaRqRkZGEhYW12Bw+Qg13d3c54yKEEC0gM/tnLJqGn1UnLLS76jhn1OaKl+OMRqN88AkhhBBARs4mABI0T4fvaQRtrMGuEEIIIU50vKdRvFeI4iRNI8WLEEII0cZ5VpUQWV9PgiledZQmabOXjYQQQghh88+SYv5Zchh9+NWqozSJnHkRQggh2rK6o1CSCYAWlqQ4TNNI8SKEEEK0YdbCNEAH70DwDVMdp0mkeBFCCCHasO/2fMWw2PbMDosEJxm4Vdq8CCGEEG1YekkaJUYjtZ4m1VGaTIoXIYQQog27rdrAqJw8vIdOUB2lyaR4EUIIIdown6I9dK+thZjBqqM0mbR5EUIIIdqq2iooPWj7ObSb2izNIGdehBBCiDYq8+Bq5gcH0EP3YLxvqOo4TSZnXoQQQog2amf2Oj739+Mbf3/VUZpFihchhBCijUovTQMg3ts5xnc5TooXIYQQoo1Kr8wFcJo5jY6T4kUIIYRoozLqKwCIj+ijOEnzSPEihBBCtEFVFQXkGG0/J8QOUxummaR4EUIIIdqg/VlrAAiy6gQGyWUjIYQQQji49NwtACRoXoqTNJ8UL0IIIUQblFG6F4B473DFSZrPrsXL2rVrGTduHFFRUWiaxqJFi067/urVq9E07YRbXl6ePWMKIYQQbU5DT6OABMVJms+uxUtlZSW9evXijTfeaNZ2e/bsITc3t+EWFuZc/c+FEEIIR5dhOd7TqK/iJM1n1+kBxo4dy9ixY5u9XVhYGAEBAS0fSAghhBBUVuSRa9QASOjgXD2NwEHbvPTu3ZvIyEhGjRrFL7/8ctp1a2pqMJvNjW5CCCGEOLWMg7aeRiEWHVNAR7VhzoJDFS+RkZHMnTuXr776iq+++oqYmBiGDx/Otm3bTrnNrFmzMJlMDbeYmJhWTCyEEEI4n3Zlh/mbuZwxRpPqKGdF03Vdb5UDaRoLFy5k/Pjxzdpu2LBhxMbG8tFHH530+ZqaGmpqahoem81mYmJiKCsrw9/JJpoSQgghWsUPj0LK6zBwCox9TnUawPb5bTKZmvT5bdc2Ly1hwIABrFu37pTPe3p64unp2YqJhBBCCCdXsMt2H5aoNsdZcqjLRieTmppKZGSk6hhCCCGEy9hTnEa1pkFoN9VRzopdz7xUVFSQnp7e8DgzM5PU1FSCgoKIjY1l+vTp5OTk8OGHHwLw8ssvExcXR/fu3amuruadd95h5cqV/Pjjj/aMKYQQQrQZ5rJs/hbohiEgmvUBMbRTHegs2LV42bJlCyNGjGh4PG3aNAAmTZrEvHnzyM3NJSsrq+H52tpa7rvvPnJycvDx8aFnz5789NNPjfYhhBBCiLOXn7OZAIsFDwy0849SHeestFqD3dbSnAY/QgghRJuzdR76knso7zQM/4mLVadp0JzPb4dv8yKEEEKIFlSQhgb4hyWrTnLWpHgRQggh2pLC3bZ7J+1pBFK8CCGEEG3K32vTuSs8lDw/55tN+jgpXoQQQog2wlyWRaq7gTU+3vhG9FQd56xJ8SKEEEK0EcfnNIqw6Pj6Oe8YalK8CCGEEG1Eet5WAOKNzji6y/9I8SKEEEK0ERlHbAPHJvg471kXkOJFCCGEaDPSj+YDEB/URXGScyPFixBCCNFGZFiOApAQcZ7iJOdGihchhBCiDSg7coAiowZAfIdhitOcGylehBBCiDYg/cBqAKIs4OMbpjbMOZLiRQghhGgDMvK3ARDv5tw9jUCKFyGEEKJNSD+SATh/TyOQ4kUIIYRoEzIaehp1VZzk3EnxIoQQQrQB6Xo1AAmRzt3TCMBNdQAhhBBC2JdeUcjjhUVkeLgT5+Q9jUCKFyGEEMLlaYVpjKw6ykiPMPAJUR3nnMllIyGEEMLVFabZ7sO6qc3RQuTMixBCCOHifjn0M7U+3vQKiiNIdZgWIGdehBBCCBf3tnkXd4eH8ounUXWUFiFnXoQQQghXput0riqnwg26RA1QnaZFSPEihBBCuLLKQh4tyAM0iBulOk2LkMtGQgghhCsr2G27D+wIHj5Ko7QUKV6EEEIIF1aR9xsWcJmeRiDFixBCCOHSXsxayoAOMSzwdo3GuiDFixBCCOHSMqqLqDVoBATEqY7SYqR4EUIIIVyUbrWSrtcAkOAiPY1AihchhBDCZRUW7aLcoGHQdTrGXqg6TouR4kUIIYRwUelZPwMQa9Xw9DIpTtNypHgRQgghXFRGwa8AxLv7K07SsqR4EUIIIVxURtl+AOLbtVecpGVJ8SKEEEK4qPSaIgASgpMUJ2lZUrwIIYQQLki3WsnQawGId6GeRiDFixBCCOGS8gt3UGHQMOo6HWMvUB2nRUnxIoQQQrigjIaeRgY8PP0Up2lZUrwIIYQQLii98DcAElyspxFI8SKEEEK4pIaeRr4xipO0PDfVAYQQQgjR8h6usHBNYR4ByVNVR2lxUrw4MYtVZ1NmCQXl1YT5eTEgLgijQVMdSwghhGq6jk/hPpJrayFmsOo0Lc6ul43Wrl3LuHHjiIqKQtM0Fi1adMZtVq9eTd++ffH09CQhIYF58+bZM6LTWrYzl6GzV3L92xu459NUrn97A0Nnr2TZzlzV0bBYdVIyivkmNYeUjGIsVl11JCGEaFvKDkFtORjcIChedZoWZ9czL5WVlfTq1Yubb76ZK6+88ozrZ2Zmctlll3H77bezYMECVqxYwT/+8Q8iIyMZPXq0PaM6lWU7c5kyfxt/LgnyyqqZMn8bc27sy5jkSGXZZi7ZRW5ZdcOySJMXM8YlKcskhBBtzY79P/BNcCD9PYIZ4+ahOk6Ls2vxMnbsWMaOHdvk9efOnUtcXBwvvvgiAN26dWPdunX85z//keLlGItVZ+aSXScULgA6oAEzl+xiVFJEq19CcuSiSggh2pKthzfwmb8fpUYfxqgOYwcO1eYlJSWFkSNHNlo2evRopk6desptampqqKmpaXhsNpvtE648j7IfH2F29YFmb/pPz2g6GLwBWFdfynd1RfQy+nGtRwQA9brOE9XpTdpXdb2FeN9q4n3h/DJ/omo80NA56FXDZlMFYTXuDDviR8mH8wj182RG9X6qsTZsr6H94WdOWK5pMN4zivM8w8DoQZZezcKjhwh39+O6gCQweoDBnW8r9lONTjtPf/y8g/HxCua/3+US4uZNuSWQar0dx69Kqi6qhBCireldXc3NR8pITBiiOopdOFTxkpeXR3h4eKNl4eHhmM1mjh49ire39wnbzJo1i5kzZ9o/XE0F1bsWsSS2+ZNbXZO1gw41tiGa9/v7sSQ4EMuRA1xbuBqwfbgviYtt+g6Pddm/+ehBLqo/CsASDx/e9QthkNtRxpfvgAO2dX7sEE2FoXlNm/oeTuO8ikoAsr29eCcijMSaWq7b9nXDOm9ER5Lt7t54wwjbzR3w1nXaWXV8rBqeVg1Pi5Hu5SZyF64kOi6RWlMUhV5+hIf1xM3dq1n5hBBCnF7vkhx6l5ZBR1c87+JgxcvZmD59OtOmTWt4bDabiYmxQ592nyB8hz/CfWVpzd40smM8uLUDoF91IfcdzaVTZAD0thUsBt3KfUd2NmlfJVW1bM8qRUfjh6r+rK/zRgfMVVX0KihFq/fkqbpQ/n5+BzqG+HLPkZ3U6RYA9D9c0NEbXdv53wOL1UJy+wgw+oG1jojqIm6szCTUxx0iLgFLHVjqGFS9n07WaiqtdZTrdZh1CxXoVBo0rJpGvaZRZtQoMzbsmcuPZhC9IxV2wF4PD65vH0FEfT3Ly90hsAMEdmSJWz3GdmF0iuhH5/gxGF3wWq0QQtiV1QqFe2w/h3VTm8VOHKp4iYiIID8/v9Gy/Px8/P39T3rWBcDT0xNPT0/7h/MJot0F9zP5HHfT/djtj4zQ5P1arDpDZ68kr6y6cduSo7abBkSYvHjksovAoHHdOeaNBx46yfLH//Q4JaOY69/eAFhpZzDTznAEH2MZ3kYzXkYzHoYKdtVo5HXxIcKSR0l5Ju56PRH1FjhyGI4chMy1vB4dxWF3NzjwNX7rH6Gf0Z/+wd3pHz+WxIS/SDEjhBBnYC7azW5jPfG6JyFBnVTHsQuHKl4GDRrEd99912jZ8uXLGTRokKJEjsdo0JgxLokp87ehQaMC5nhLkhnjklq9XcmAuCAiTV7klVVTaQ2g0hoA9Y2zZZm8ePo6W1F1IbDFUk9FSQZUFUPpQfTSAwzMXcHB2lL26DWUGzRW6+WsLtoARRvwTXmCPkZfzgvqTv+4MXTrMk4uOQlhB+s3v8H32+fylFs0tO8L7fuRGxhDRGQ/tGZehhatLzXzR+6MDCfBamCh0f3MGzghuxYvFRUVpKf/ryFqZmYmqampBAUFERsby/Tp08nJyeHDDz8E4Pbbb+f111/nwQcf5Oabb2blypV8/vnnfPvtt/aM6XTGJEcy58a+J3RJjlDYJflsiiqD0Q3/0K62Bx0GowH/YjoA9XXVpO1bwpb9P7Cl5He2WsqpMGj8rFfyc/EmKN6Ez6aZ9DG04/6YsST0/yf4S08mIc7V0aoSntwxh0uqyyk9soHArPUUGQxc0iGaYIvOjx6JeESfB+37URuRjIdfhOrI4k/SC3YAkOBuUpzEfjRd1+02gtjq1asZMWLECcsnTZrEvHnzmDx5MgcOHGD16tWNtrn33nvZtWsX0dHRPP7440yePLnJxzSbzZhMJsrKyvD3d73JqP7IEUfYtdc4L5b6Wvakf8fm/d+xpWgnWy1myo+91uVZOUToGiT+BXOfG/CLH3XSb4eO+H4J4WjeWHg9c807aW/RWdjrfrzzdrDl8AZudS+jQ10di3LyGtadFBlGobsXyR5BXJN8E/17T1YXXDR49OOLWFxXyJ0Bvbj98vmq4zRZcz6/7Vq8qNCWihdH1RpFgqW+ln0Zy9iZuZy/Hd4HWSkA3BUeSranD0/EXUG/QfeBl+3fgAyeJ8SZHTq0gct/+ge1msaLna7lkgsea3iuprqMguxfiCnJhpytWHK2MMi3hqPHvigEWXV+vP4XPL1c99u+s7j2/d7sMlj4T/wNjBw6XXWcJpPiRYqXtidvJ+Wb/sslxSupMBhYfOgwcXhCr2tZFXApNy+tPWHwvOPllAyeJ4TN1I+GssJaxkC8ePvvG8/YvqWsLIvf9y3l8d/epMCo8WzsXxk34plWSitOxmqp5/wPe3PUoLFk2Ot07DhMdaQma87nt7S8Eq4hIhm/v77G8r8t5z/txxJnioe6StjyHkt//Sd9Oj7CQNPnuPO/My/Hi5mZS3bJ/EuizVu/ZQ4rrGUYdZ2Hhj7dpIa5JlMsg/vfwXUhfQH45MB3Z9hC2FvO4c0cNWh46Dox7c9XHcdupHgRLsXXL4qRI5+HOzfCpKVkxV7CWh9v9nlb2RW1jcjOTzA0+F0Mx7pC6UBuWTWbMkvUBhdCobq6Kmb/NgeA63zi6BzfvOlYrhz8GO66zg5DPTt+/8IeEUUTZeSsByBON2J0b4VhRBSR4kW4Jk2DuAvY3vdlyLiLPkVRBNdbKXUz8GvYPnrGPU6cZ2rD6gXl1afclRCu7pPlU9lv1Am06twx+s1mbx8c0oUx7mEAfPrrnJaOJ5ohvdDW0yjePVBxEvuS4kW4tDA/LwrrY1lbeDeH9j1Fz/yu+FitZHjpHIn7hAvDXsZTqyTMT8aLEW1TUVEac/Jt39bviRmDv+nsRii/vvcUAL6vLaCkpGlztYmWl24+CECCfzOmnHFCUrwIl3Z88DwNqMeTX0puwppxJ90rPKjXNLYH59Ep/l8YzYtVRxVCiVd+vIsKg0Z3q5ErRjx31vvp0f1qkq1u1GkaX697qgUTiubIqC0FID4kWXES+5LiRbi044Pnwf96FxXWd2BD9pMk5gwkqN7KIXeNW357iZmfjsZclq0urBCt7LffP2dRnW1KlofPewiD8dzGLb2+w1gAPivaSn2dXIptbZb6WjKPtedLiB6sOI19SfEiXN7xEYkjTH+8NGTgkHY99/f8iL95RAHwZc1hxn81loJU5xnUSYizZbXUM2vTLAD+6h5G7+Trz3mfowc/RJBVJ8+osWbTy+e8P9E8h3I2UmPQ8LTqtI8aoDqOXTnU3EZC2MuY5EhGJUWcdPC8cef9wGWp7zNz20t0rD5K6KI7Ie17uPQFmXJAuK5fP+H64nzeDghg6tjXWmSXnl4mrvLvxtsVaXyR/jUXD3m4RfYrmqYwPxV/i4X2mrvLT2IrxYtoM4wGjUHxwSd9rn/vm/gy8Uqqfn4BrehNSFtK6cGfWXfeBMZdNKuVkwphZ9VlGFbM5K+Vlfxl0MMYwpJabNfXDJ6O6dPLGV9+CAp2Q1i3Ftu3OL3+1TWsy8qhMvlK1VHsTi4bCXGMp5eJwFFPwT/XQvv+vNDOyCPZS3ln0Y3gWgNRizauftUsqCyE4M4YBt7eovuOiOzLpMgLMVmtsOntFt23OIPCNDTAN9y1G+uCFC9CnCi8O/rNPxDV/nw8rVb67P4Rlt4LVovqZEKcs4yM5Vx6+BuWtvNBH/Mc2OPywoDbbPe/for1aGnL71+cXEGa7T7U9c92SfEixEloRjfuvOITFne5hX41tbD1ffhiMtTXqI4mxNnTdd5f9wS5bm4sD++E1nmkfY4TdyE/R3RmQogvn6x+xD7HEI3U19dwuXsx/xcWgjkwWnUcu5PiRYjTiBoyDa5+H4we7En/nnvmX0BFea7qWEKcnd1LePzALu45Us79I16w33E0jcNxg/nNy5Mvc38Bq9V+xxIAZB/awH53NzZ6e+Mb0nJtmByVFC9CnEn3K7Dc8Dn3h4exUjvKzV+OpagoTXUqIZqn7ij88CieOvyjxz+IiRlk18ONG/IY/2c+ytuHsmH/KrseS0BEeSHv5uYzs973nMfrcQZSvAjRBMb4ETw39GmCrDq7DRYmLr6a7OwU1bGEaLLfVz1JfVkW+EfD0Gl2P56Pbxi3JVxFiDTcbRXeJfsZUF3D2JDeqqO0CilehGii7olX8uFFc2hvgWwjTFx+K3v2LlUdS4gzslrquevQt1zdPoKi4Q+Ah0/rHPi8f9ju9y7DUpLROsdsqwp22+5DE9XmaCVSvAjRDB06XMBHf/mULlYDRUaNyb88zObU91THEuK0dqZ9RZFRI9fNHf/uV7XegUM6s63TIG6JCOWVlfe33nHboA9Kf2OxbzvMQR1VR2kVUrwI0UyhYd15/8ql9NM9qTBo3J76Eit+OfsJ7YSwt1VpXwBwgXsQHp5+rXpsc5dRbPL24qvyfRytKmnVY7cVdXVVvOxRw6OhwZSbolTHaRVSvAhxFvxNMcy9djkXGfyp1TSm7ZvPl8vt345AiLOxsmwvACNiRrT6sS/o/3+0t4DZoLFsvYxWbQ/Zh1Ko1zS8rTqREX1Vx2kVUrwIcZa8vAN58boVXOkRgVXTmHl4OcvWzlQdS4hGDhxYw36jjpuuM7T3P1r9+EY3D64Ns00S+HH2j+jSbbrFpR+ydR6Ix71N9DQCKV6EOCdu7l48ee0PTPDuCMDjGV+wK22R0kxC/NGqnR8CcJ7mg78pRkmGK4Y8hqdVJ81gZeHqt/kmNYeUjGIsVpl2oyVkFO8CIN7z5HO3uSIpXoQ4R5rBwANXfsUQfKg2aLy79lGoKFAdS7RhFqtOSkYx36Tm8FPBNgBGhA9QlicgMI5hWigAX+16l3s+TeX6tzcwdPZKlu2UQR/PVXpFNgAJ/h3VBmlFUrwI0QKMbh48P/5Lbq0xMOvwIfjs7zKVgFBi2c5chs5eyfVvb2DmF9+xw1AHgJff5Uoz/XbgQgB2+VYR4mb7sM0rq2bK/G1SwJyjjNoyAOLDeipO0nqkeBGihfibYrj7yi/x8DRB9gb49j6ZjVq0qmU7c5kyfxu5ZdUAdPVfga5pxFXDtCW1SooEi1Vn5pJd7KseQMJRjXpNIylwIQDH/3fMXLJLLiGdpbqaSg4abO2IEqKHKE7TeqR4EaIlhXSGv72LRTPwnwOL+fiHu1QnEm3E8SLhjyWA7rcPgICK9oCaImFTZklDMeVR2geAgwGHcMN2ZlIHcsuq2ZQp3ajPxsFDv1CvabSz6kRE9FEdp9VI8SJES+s8ihXnT+K9ABP/zltD9u9fqk4k2oA/FgkA3pqZdG9bgXCofKiyIqGg/H+ZtpX9FX+LlRI3A529t5xyPdF06TkbAFtPI83Qdj7S284rFaIVjRr1En9zD+OZwmJilt4PJZmqIwkX9+cP/+5+K6kxaITXWdlf3euU69lbmJ9Xw891eBFTbXsc3G7nKdcTTZdRbJsWIN6r7fQ0AilehLALzWBgxtXfcmlANzhaCp9cDzXlqmMJF/bnD/8ehgw61tYRVRHKH//Ut3aRMCAuiEiTF9qxx+5VEQBYvA8DoAGRJi8GxAW1ai5XkXGsp1G8fyfFSVqXFC9C2Iu7F1y7AHwjKCzZw2ufX47VUq86lXBRfywSjFi4++geluTkUp0/FlBXJBgNGjPGJTVkKK7qTnC9hTirGe1YC50Z45IwGrTT7EWcSnqdGYCENtTTCKR4EcK+/COpu+YDJkVG8Ja1kDcXT1CdSLioPxYJ52l7CdQqKNV92ap3azjroapIGJMcyZwb+xJh8iKj6nyWZeXzbHE+/f2PMOfGvoxJjmz1TK5Ar6umx9FKutTUkhBzgeo4rUqKFyHszD32fG7vdAUA/zXv4oefn1KcSLiq40XCEP8N1GiwwtoXC0YiTF7Ki4QxyZGse+gi5t06jKrgZAA+G2uQwuUcaCUZPFNYxFfFVYSHy5kXIUQL++tFzzLJJx6Ax9I/Y/eebxQnEq5qdFI434bv4cLYaOr6D+aTW89n3UMXOUSRYDRoDIoPJijxAnTAnLVOdSTnVmBrrEtoImht67KbFC9CtJJ7r/i8YQqBu395lOKivaojCRdUfCiFOr0eCxqXj7qVQfHBDteeZEdge0bEtOemYilezoU5/zcsAGGJqqO0OilehGglx6cQ6GiBPKPGM9/fojqScEEhmb/wU/ZhvvbojI9PiOo4JxUVdzHFbkayNCtV5hzVcZzW47krGNghmqWeRtVRWp0UL0K0In9TDC8MnYWbrrPceoQV6//dMIGezLIrWkTat2hAbLcrVCc5peCQLnxcYWR9VjY+eb+rjuO0surKqTEYCA7pqjpKq3NTHUCItqZrl78wacc83q3Yw9O751G4NJIKayBg68o6Y1ySQ7RPEM6npmQ/brmpGNGgy1jVcU6rR/vBUJhpmwesyyWq4zifumq+zM4mx2ggdNwY1WlanZx5EUKBzp2eJrJOp8jNQJ/wtxqWyyy74lws3PQfRsS2593YJPANVR3n9GIG2u6zNqrN4ayK92HUrcS6tcM7sKPqNK1OihchWpnFqvP0shy88i4G4FdTCd28fwFkll1xblbmb6TUaMQQ1k11lDOqiuzFM8GBTKjLoK6uSnUc51OQZrsP7dbmehqBFC9CtLrjE+j9VnEJvczt0DUNLXIxbtjmnJFZdsXZKC87xGbdVgSM6DFJcZoz8wpP5nvfdvzm6U7a3m9Vx3E6n2Yu4cHQYH4OcPAzbHbSKsXLG2+8QceOHfHy8mLgwIFs2rTplOvOmzcPTdMa3by8ZMIu4Tr+ODHezrxbMVmsJNdVMdl96SnXE+JM1qW+Q72m0cmi0bHDharjnJHB6EZvoz8A2w8uV5zG+awvS+d733Zk+fipjqKE3YuXzz77jGnTpjFjxgy2bdtGr169GD16NAUFBafcxt/fn9zc3IbbwYMH7R1TiFbzx4nxjlgi6JE5mucLi3nAsISOWu5J1xPiTFZmrwRghKmL4iRN1zvQljW1eJfiJM4no9420Wt8WB/FSdSwe/Hy0ksvceutt3LTTTeRlJTE3Llz8fHx4b333jvlNpqmERER0XALDw+3d0whWs2fZ9n9vu4i1lh64qnV8azbu2hYZZZd0Sy1NeX8XGe7zHhR4tWK0zRdn5gRAGyvO4JutSpO4zyqq0rINtjaxCU4wVk2e7Br8VJbW8vWrVsZOXLk/w5oMDBy5EhSUlJOuV1FRQUdOnQgJiaGyy+/nN9/P/U4ADU1NZjN5kY3IRzZn2fZBY1H628my+DFl5EFnB/4scyyK5pl828fUGnQCLXoJCdepTpOk3Xvejluuk6RUeNQjvQ6aqrMrLXomkaAVSc4yHnOtLUkuxYvRUVFWCyWE86chIeHk5eXd9Jtunbtynvvvcc333zD/PnzsVqtDB48mEOHDp10/VmzZmEymRpuMTExLf46hGhpf5xlF+CQHsaj3gNZ3s6Hw6G/MSLGojihcCarMmwNXof5tMdgdJ7hu7y8A0nS3QFITV96hrXFcem5mwGI17zQDG2z343DvepBgwYxceJEevfuzbBhw/j6668JDQ3lv//970nXnz59OmVlZQ237OzsVk4sxNk5PsvuJ7eezyvX9eafl8/linoP3srNx3P5DNXxhJOwWupZVWX7u3dRp8sUp2m+3r6xAGzP36o4ifNIL7F1k07waps9jcDOI+yGhIRgNBrJz89vtDw/P5+IiIgm7cPd3Z0+ffqQnp5+0uc9PT3x9PQ856xCqHB8lt3jhvq+A29fBDu/hF7XQedRCtMJZ7Brz0IKjBo+Vp2BvW5SHafZ+kSez4cZ+9l+VAZmbKqMysMAxAfEK06ijl3PvHh4eNCvXz9WrFjRsMxqtbJixQoGDRrUpH1YLBZ27NhBZKQMly7agKg+cP4dAOz5fhpVFafulScEwMq0LwAY6h6Ih6fzdZvtnWibgylDs2AukzPnTZFeXwFAQnjb7GkErXDZaNq0abz99tt88MEH7N69mylTplBZWclNN9m+IUycOJHp06c3rP+vf/2LH3/8kf3797Nt2zZuvPFGDh48yD/+8Q97RxXCMYx4hA/DY7nWX+f1729VnUY4uFVHbJcQRkQPVxvkLIWEJBJjAV3T+HXPQtVxHF5VVRE5xyaRju8wTG0YhexevFx77bW88MILPPHEE/Tu3ZvU1FSWLVvW0Ig3KyuL3Nz/nS4sLS3l1ltvpVu3blx66aWYzWbWr19PUlKSvaMK4Rg82tGp321YNI0FlRn8vvsr1YmEg6rK34lXfTVuus4FfZy30O1zrO3G9kPrFCdxfJkH1wAQZNUJCkpQnEYdTdd1l5pAxWw2YzKZKCsrw9/fX3UcIc7aQwuG8119MYlWAx/fmIK7u4/qSMLRrH8NfnyMI3FDCZjkvEPsf/Hjvfwr9yfO0z15b/IW1XEc2jcrH+ax7G9d8r1qzue3w/U2EkLYPDj6LUxWnTSDlfk//J/qOMIRpX0HQEDiXxUHOTdDul7BI0UlPJyfC5Y61XEcWkbJHgDivcMUJ1FLihchHFRwSBfui70UgLcKN1J25IDaQMKh1JTnUnXo2MBuXceqDXOOomKGcn2dkS5HKyDvN9VxHNrgozXcdMTMBaFtt7EuSPEihEO7fPizdLEaqDBovLfiPtVxhANZ++v7DImN4vHoOAiIVR3n3BgMEDPQ9nOWjLR7OucXZTOt9AgXdrpUdRSlpHgRwoEZjG7c3W0SAB+b91BYcOqpMkTb8ntOCvWahrdftOooLaIosidf+LXjk8wlqqM4rpoKKMuy/RzWTW0WxaR4EcLBXThgKr2s7lQbNN5a9YDqOMJB3FNwmG+zDzOx6zWqo7SIzKD2/CskmHeqs2WSxlMoOrSRTV6elPiGgU/bnrhVihchHJxmMHBP7zsB+PJoFocObVCcSChnPoxWnE6sxUp0V+durHtccpfxDDxaw3izmfrSDNVxHNLPB37glshwHgwNUB1FOSlehHAC5/W5hUF4U69pzFn7qOo4QrX9trE+iOwN3gEqk7QYb58g3jFG839HynDP2a46jmMy5xJdV0dn7/Azr+vipHgRwkn833m2S0ZLa/PJyFiuOI1Qafbu97k3LIRfo5NVR2lZMefb7rPk7OLJXFFZxfeHcnkw7grVUZST4kUIJ9Ej6WouMviTXFNL3aa5quMIRXSrlR+PHuandj5UhXdXHadlxQ7kiMHAppxfVCdxTAW2qSC0MBlxXooXIZzIsxe/xvzcAhL3/AQ521THEQocyFpLgVHDQ9fpk3St6jgtqjQskQs6RPMPz0rKzTmq4zgU69Ej6OZDtgdhiWrDOAApXoRwIu2i+qL1PPaBtfJptWGEEhvTbHNd9cYLL+9AxWlaVmBIV6KPTdL4m0zS2Mhv6d8yNLY990VFg4v93s+GFC9COJvhD1NudOf14i1s+/UD1WlEK9tUaGvMOiDQNcf56OMZAkCqTNLYyN7czZiNRio9fVVHcQhSvAjhbILieLPLQP4baOLl7a/KmBhtiNVSz6b6UgAGxjv3lACn0ju0JwDbzdJd+o/2le4FoEu7KMVJHIMUL0I4oZuGz6Z7bR0TC3Ig/SfVcUQrSdu3lDKDgXZWneSuV6qOYxd9OtmKst+sR6mvq1acxnGkHy0AICHINc+4NZcUL0I4obDwZD7tcDUjq46irXwK5OxLm7Ax3TZ0fn+jH27uXorT2Ed83Ej8rDpHDRp7M75XHcch6FYr+3RbIde5/UDFaRyDFC9COKuh94KHH+T9hr5rkeo0ohVsLN4JwMCQnoqT2I/B6EYvQzsAtmfKeEYAhYW7KDNoGHWdTh2Gq47jEKR4EcJZ+QRRM+gOPvD3Y/LGJ+UUu4urq6lkm7USgIFdxqsNY2d9AroAkHqsWGvr9mWtBiDWasDTy6Q2jIOQ4kUIJ1Z/3s28GxjANjedJWufUB1H2NFvu7/gqEEjyKqTEDdKdRy76hM7DIDttSWg64rTqJde8CsACe5SuBwnxYsQTqydbwS3hA0GYM7B76itKVecSNjLxswfABjgHoTB6KY4jX0ld70CN10n36iRm7tVdRzl9pbtB6CzX6ziJI5DihchnNy1F80mzKKTa9T4YuVDquMIO9lYZusqOzC8v+Ik9uftE0yibivQtu9dojiNevtqigHoEtpDcRLHIcWLEE7OyzuQ26NHAvBW3lqqqooUJxItrqaCVw4d5D/5hQzrPkF1mlbRu53tLMP2/M2Kk6hlqa9lP/UAdI4ZqjiN45DiRQgXMH7Es8RYoMSg8fFP96mOI1paVgoB9XWM9AglNKqf6jStonfkeQRYLLiX56uOolT2oRRqDBpeVp1o6SbdQIoXIVyAu7sPd3QaD8B7xVupKM9VG0i0rP2rbfdxw5TGaE0X97iJtVk5PJizH6rNquMos++QbYbteNwwGN0Vp3EcUrwI4SLGDn2cOItGuUHjK+l55FJmHPqeOQH+FMecpzpKq3ELiEYLiAXdCofa7qWj82vqeCc3n7t9k1RHcShSvAjhIoxuHtwUOxqAD/NTqKupVJxItITSkgy+dqvjzcAA9Jg2dtng2OutbcPFi1/RPgZW1zA4eojqKA5FihchXMhlFzxBmEWnwKixdN2/VMcRLcD90CaeKCpmYq0bIaGJquO0qlX+gYyMieL+rDbc4yh/l+0+TOY0+iMpXoRwIR6eftwYZvu2Ou/g91gt9YoTiXPle3AjV5dX8kD0JaqjtDq/0O7ku7mRVl+mOooS1UdLeUkvZomvD9ZQKV7+SIoXIVzM3y78F75Wnf1GnTWbXlYdR5yrzLW2+zbUWPe47p0vY97hfBZlH4I21uvIYtX5YdMS3g/w5/mgYKw+YaojORQpXoRwMX7+7flnQA/uKy7lvF0/qI4jzkFR/m98UpfPfg8P6Nj22jx4twuln18HfHQdclNVx2k1y3bmMnT2Spat2sC15nL6lntwwb9Xs2yn9CI8TooXIVzQ5JH/YXJlDb7ZmyBrg+o44iyt27mAZ0OCeCwyGtrqhHxRfWz3h1OVxmgty3bmMmX+NnLLqulbX8pjxaX0Lkwgr6yaKfO3SQFzjBQvQrgivwjodZ3t519eUZtFnLVNeZsAGGhKUJxEnf3BHZgdFMDL2ctUR7E7i1Vn5pJdHJ+KsquWDcAePaZh2cwlu7BYZbJKKV6EcFWD7+ZHHx+uK9/K/swVqtOIZtKtVjbWFAIwsMNIxWnUKQuMZb7JnyV1haqj2N2mzBJyy6obHmteOVRpGnusMQDoQG5ZNZsySxQldBxSvAjhqkI6821kJ3739OTDDc+pTiOaKfPgagqMGh66Tu+ka1THUaZr/BgMuq37f2HB76rj2FVB+f8KF5MxnzuifRnUIZq9hJ1yvbZKihchXNitfe9hSmkZ92Skgvmw6jiiGTbu+RqAPpo3Xt6BitOo49MulE5W20fVrv2u3QA9zM+r4edYL1uhFlqvU6mbTrleWyXFixAuLLn7NdxhSiawvhY2zFEdRzTDxsLtAAwMlPE9krxCAPg917VH2h0QF0SkyQsNMHllAhBS879CRQMiTV4MiAtSE9CBSPEihKsbco/tfsv7WCqL1WYRTWKpr2XTsYHZBsZfpjiNekmBtpGFd5UfUBvEzowGjRnjbHMYaZ62cW08am1n3bRj68wYl4TRoJ1s8zZFihchXF3nS9gc0ZVJwd7MW3m/6jSiCdL2LaHcoOFr1UnqcrnqOMp1Pzavz+/15ehWq+I09jUmOZI5N/al0rMCgOrqaAAiTF7MubEvY5IjVcZzGFK8COHqNI3cLiPZ5uXF/MLN1FS3zaHWncmG9KUA9Df64+Yu7Ru6xo/FoOsUGTUKCneqjmN3o5PCOexhAeDy80bzya3ns+6hi6Rw+QMpXoRoA8YOeZRwi+2P/9KfZcJGR7exxNZY8/zQXoqTOAZvnyDidSMAu/b/qDiN/R3O3UKlQcNN17lm2OUMig+WS0V/0irFyxtvvEHHjh3x8vJi4MCBbNq06bTrf/HFFyQmJuLl5UWPHj347rvvWiOmEC7L3bMdEyMGAzAv+0cs9bWKE4lTqa0pZ7u1CoABneWS0XFJnqEA/J63RXES+0vP/hmATroRd3cfxWkck92Ll88++4xp06YxY8YMtm3bRq9evRg9ejQFBQUnXX/9+vVcf/313HLLLWzfvp3x48czfvx4du50/VOFQtjTVRf+Cz+rzgEjrN74kuo44hR+3fU51QaNYItOQqe2N5P0qXQPOtZo13xAbZBWsK/gNwASPNpuF/kzsXvx8tJLL3Hrrbdy0003kZSUxNy5c/Hx8eG999476fqvvPIKY8aM4YEHHqBbt2489dRT9O3bl9dff93eUYVwae18I7jOZOvJ8N7ez1y+4aOzCixI4zpzOZd7RaEZ5Mr+cUnRQwH43Vrh8v929x4r0Dr7d1Saw5HZ9X9GbW0tW7duZeTI/w1tbTAYGDlyJCkpKSfdJiUlpdH6AKNHjz7l+kKIprvhwn/hoev8Zqhn628fqo4jTiLh0K88WlzKvYk3qo7iULrGj8ao65QYNPILflUdx6721R0BoEuYtHk6FbsWL0VFRVgsFsLDwxstDw8PJy8v76Tb5OXlNWv9mpoazGZzo5sQ4uRCQhIZ72Xrevneb3MVpxEnqCmHnK22n+OGqc3iYLy8A7mp3pOHikvxLNirOo7d1NVUckCz9TTqHHOh4jSOy+nPSc6aNQuTydRwi4mJUR1JCIc2afBjGHSdn/VK9qZ/rzqO+IP9aYvY6m6kLiAWAjuojuNw7gk9nxvN5QQWum7xkpuzEaOu42vViYjoozqOw7Jr8RISEoLRaCQ/P7/R8vz8fCIiIk66TURERLPWnz59OmVlZQ237OzslgkvhIuKjR3KSDdbQ8B5G/+tOI34oy/2fM7kqHBmR0SpjuKYoo59mB/erjaHHcVWlrDx4CG+toZLm6fTsOs74+HhQb9+/VixYkXDMqvVyooVKxg0aNBJtxk0aFCj9QGWL19+yvU9PT3x9/dvdBNCnN7N/aYC8H1dAbmHt6oNIxp4lh0i0GLhvPZDVUdxSNaIXmS4u7G0dIfrNtrN/x0jEBnWQ3USh2b3sm7atGm8/fbbfPDBB+zevZspU6ZQWVnJTTfdBMDEiROZPn16w/r33HMPy5Yt48UXXyQtLY0nn3ySLVu2cNddd9k7qhBtRvduVzFA96Re0/gk5VnVcQSA+TBTc/azOuswF/f5p+o0DqkutAt/ax/JdJMXuXnbVMexj4Jdtvvw7mpzODg3ex/g2muvpbCwkCeeeIK8vDx69+7NsmXLGhrlZmVlYfjDqbHBgwfz8ccf89hjj/HII4/QuXNnFi1aRHJysr2jCtGmTEq8gegtr3FZ4TaorQIPGQxLqf2rATBE9cbgG6Y2i4Py9DLRy+qGXldJ+eFtENVfdaQWN6VyF6bQYKaaIjl5YwkBoOm6rqsO0ZLMZjMmk4mysjK5hCTE6Vgt8GofOHIQxr0C/SarTtSmFX4xiZDfF6ENnQYjZ6iO47gW/x9s+xBc8H2qKM9l0Ne2gQnXXb4EU0BHtYFaWXM+v6U1kBBtlcEIA26z/bzxv+Ba32Ocim61cnX5VkbGRLE/spvqOI7NhRvtuhfv57W8Qh6osLS5wqW5pHgRoi3rcyNpPv48Zs1j8/Z3VKdps/ZmfE+xUaPcYCQ6YazqOI4tsjcAFXmpLtdo17NoL8OPHmWif6LqKA5Pihch2jLvAL7s0INv/Hz5aOc81WnarA17FwHQz9AOD08/tWEcnDWsG1e2j2RQuB85h08/ya/TaWism6Q2hxOQ4kWINu6GAfcztqKSW3L2QekB1XHapJQi20R8g0JlOPgzMbh74+7mBcDvmT8pTtOyvinYzAofb8zB8aqjODwpXoRo4zrFXcTz/r3pVVMDm95WHafNqakuY6u1EoBBXa5UnMY5JHnbeqvuKnCddi+61coLehFTw0M51E5mkz4TKV6EEDDwdtv9to+gpkJtljYmdddnVBs0Qi06CZ0uUR3HKXQPto2B8ntFluIkLaeoaDdHDBoGXadTB5nX6kykeBFCQMJIMkM68bSvgYVrHledpk1JyfwRgPM9w2Q4+CZKOjZh4S7rUZdptLvv4GoAYq0GvLzlzMuZyP8UIQQYDKyPH8Rn/n68f2gFVku96kRtRoo5HYBBUSefAkWcqHPcKNx1nXKDxqGcFNVxWsS+glQAOrub1AZxElK8CCEAuHzo47Sz6mQadVK2zVUdp00oLd3Pbs1WKJ7f/QbFaZyHu2c7uuq2AeJ/z1xxhrWdw96y/QB09otVnMQ5SPEihADA1y+SK9rFAbBg93xSMor5JjWHlIxiLFYZwM4eNu6Yj65pJFgNhIbJXDbNkeRtGzzfVRrtptcUA9A5RKbCaQq7z20khHAe15//EAtW3s7PVLLjg/fIrrWNNxFp8mLGuCTGJEcqTuhaUnJ+BmCQb0e1QZxQ95BkyMlhV+Uh1VHOmaW+lgzqAY3OMTKjeFPImRchRINd5ni6VXkA0DF4ScPyvLJqpszfxrKduaqiuRzdaiXlaB4AgzpcrDiN82nUaNdiUZzm3GQfSqHGoOFl1YluP1B1HKcgxYsQAgCLVWfmkl1Ul1wAwF7/YnwNpQAcv2g0c8kuuYTUQsz5v+FjqcVd1+mXLO1dmiu+00g8jjXazXbyRrv7Dv0CQCfcMLp5KE7jHKR4EUIAsCmzhNyyan6tGEl0rU6VwUDvwK8anteB3LJqNmWWqAvpQkzZm1mUk8dKYvDxCVEdx+m4u/vQVXcHnH+k3X1FOwHo7Cn/DppKihchBAAF5dXHfjIQVGqbGK4gYC8a9adYT5yTjFUABHSSS0ZnK8nH1gZrd+GvipOcm33ltsH2Ops6KU7iPKR4EUIAEObn1fDzttKr8LVYyfUw0Nvvh1OuJ86Opa6G2gO2xrrEj1AbxolN6jCWbw4dZmpFreoo52RfXRkAncN7qw3iRKR4EUIAMCAuiEiTFxpwVPenszkMAPcgW3sCDVuvowFxQepCuogdaV8yJMKfByMiIbK36jhOK6bjCDrV1WM4/Cs46Ui71tpK4quP0r6uns6xw1XHcRpSvAghADAaNGaMs3WN1oD0kssx6Dq7ferp6LkDgBnjkjAaNIUpXcPW/cuoNhiobxcKBqPqOM4rNBHcvKC2HEoyVKc5K4aifbxSUMiykhpCQ7upjuM0pHgRQjQYkxzJnBv7EmHy4nBtZ5IqPelZXcMV3uuZc2NfGeelhdxclM9Xh3L5Z9w41VGcm9GNZZGdeTA0mLW7P1ed5uwU7LLdhyWBJl8MmkoGqRNCNDImOZJRSRFsyiyhOv0BRqT8E929Ai3eW3U011BtRju0hS66BbpfozqN09vma+J7tzJC8jZxoeowZ+Fo3q94AVpYkuooTkXOvAghTmA0aAyKD2bEJddCWBJaXSVsn686lms4sA50CwTGQWBH1Wmc3sj2Q/m/kiOMrahQHeWsTM1fxYWx7Vnt7ak6ilOR4kUIcWqaBgNvp8yg8cmv/8VS79y9OhzBmzve4sHQYFJj+6iO4hIGdL6c28rM9MhNA6vzjbSbYaniiNFIQKiceWkOKV6EEKdlTb6Kv0W351kfWLPpZdVxnN735fv53rcdRaFdVEdxDSFdwN0HaiugOF11muapKmFp9iE+y8mlW6dRqtM4FSlehBCnZfD05TJTIl1qavHY+8OZNxCnlJe7nQNGHYOuM6DHjarjuAajG/kRSSz38WZX+veq0zRPwS68dJ0knyg8ZZTlZpHiRQhxRneM+Ddf5hYy9MAWyNupOo7TSvn9YwCSdXf8TTGK07iO9/18mBYeypLsFaqjNE/OVtt9RA+1OZyQFC9CiDPyCOqE1u1Yt96Nc9WGcWIpeZsAOD9ALhm1pO6hPQH4veqw4iTNM3v/Qv4VHEhGeKLqKE5HihchRNOcP4UqTeOTzKWUOumAYCpZLfVsqCsGYFDcWMVpXEvSsZFp0/Qap2lUrlutLK0v4gt/PyrDpJhtLilehBBNEzOQu2PieDbQjy/XzVSdxunsSf+WUoOGt1WnV7erVcdxKR07DMPbqnPUoJF5cLXqOE2SeXA1RwwaXladbgl/UR3H6UjxIoRoGk3j8rhLAfi0aBt1dVWKAzmXlL3fAHCe0Q93z3aK07gWo5sH3TTbOCm7nKR42Z7+LQA9NC/593AWpHgRQjTZ6MEPE2zRKTBqLF8/W3Ucp5JSYmvoPCi0l+IkrimpXXsAdhb+qjhJ02wrTAWgtylebRAnJcWLEKLJPDz9uDbI1jhywf4litM4j+qjpWzTbWeqBnW5SnEa19QzrC8AqVU5ipM0zfbqAgD6Rg9VnMQ5SfEihGiWq4c+gbuu85uhjt9+/0x1HKewfden1GoaYRadTnEXq47jkvol/g2APVo95WbHLmAKC3aRbQRN1+nV9UrVcZySFC9CiGYJCUlkrEcYAPO3v6k4jXNIyVwOwPle4WgG+bNrD2HhycRawKppbHfwGaa3710IQBfdiJ9/e8VpnJP8LxJCNNuEvncDsLy+mPz83xSncXwbym1dywdFDVGcxLX1944AYEv2WsVJTm977kYA+vhI4XK2pHgRQjRbUuJ4+uoe1Gsan/3ytOo4jq2ikDcPZfFsQRFDekxUncal9Y8YAMCW8gNqg5zB9oosAPoeyyuaT4oXIcRZmZBgu1b/ZdkuaqrLFKdxYJlrCLFYGecbT2Bwguo0Lq3/sfYju7Q6KivyFKc5uaqKAtK0egD6dB2vNowTk+JFCHFWLhp4H5EWnVKDxnfr5OzLKe370XYfP1xpjLYgMqofPethZGUV5QfXqY5zUr/tWYhF04i06ERE9FYdx2lJ8SKEOCtu7l5cF2Y77T0/+0d0q1VxIsdTfbSUfxSu5SN/P2q7jFYdp01YEDSUFwqLicj9XXWUk9p+rD1OH0+ZRfpcSPEihDhrVw2dgZdVp1CvI3fPYtVxHM66rXPZ6OXOhwEBuMUMUh2nbeh4rFH0wV/U5jiFv5Qd4YmiYq6IulB1FKfmpjqAEMJ5mQI68HbAeST+thAvny+g23jVkRxKn5wdTC8qwa3TCAxG+XPbKjoMQQcy83+l/dFSPL0DVSf6H0s9MTmpxNRWQtK1qtM4NbueeSkpKWHChAn4+/sTEBDALbfcQkVFxWm3GT58OJqmNbrdfvvt9owphDgHvYc+jJeuQ9q3UHpAdRzHUVNO8L4V3FBewTUD71edpu0I7Mj1MTFc3j6M7bscbLyX/J1QWwGeJgjtpjqNU7Nr8TJhwgR+//13li9fztKlS1m7di233XbbGbe79dZbyc3Nbbg9//zz9owphDgXoV0h/iKs6GSu/4/qNI5jz/dQXw3BCRAp8xm1Gk0jzisUT6uVwzkbVadp5Jfdn/Opny9Z0b1BBis8J3Z793bv3s2yZct45513GDhwIEOHDuW1117j008/5fDhw6fd1sfHh4iIiIabv7+/vWIKIVpAXu/ruLx9JBMKVlBVUaA6jkN47dc5fOHXjvKkcaBpquO0KfcnXM36g4e4stixukt/nbuOZ0KC+MEUoDqK07Nb8ZKSkkJAQAD9+/dvWDZy5EgMBgMbN56+Gl6wYAEhISEkJyczffp0qqqqTrluTU0NZrO50U0I0brCkq4CozvoOnu2zFEdR7myIwd4z1LIv0KCKYiTifdaW3D8JXgAHNoCddWq49joOn3Lihh09CjndRipOo3Ts1vxkpeXR1hYWKNlbm5uBAUFkZd36mr4hhtuYP78+axatYrp06fz0UcfceONN55y/VmzZmEymRpuMTExLfYahBBNYzC68WL89fyUnUOfHYuhjXebXrH5deo1jS5WA/Gd5IOq1QXHg284WGrQD21WncbmyEEmFObwVsEReiddrTqN02t28fLwww+f0KD2z7e0tLSzDnTbbbcxevRoevTowYQJE/jwww9ZuHAhGRkZJ11/+vTplJWVNdyys7PP+thCiLPX5fz/w8fDD4rTIWOF6jhKfXd4DQBjQ/ooTtJGaRqL2nflivYRzP11ruo0NlkbbPdRfcDdW20WF9Dsvnv33XcfkydPPu06nTp1IiIigoKCxte+6+vrKSkpISIiosnHGzhwIADp6enEx8ef8Lynpyeenp5N3p8Qwk48/aDP39E3vMHelJfp2nmU6kRKFBXuZrN+FDSNMX2kp6QqNUFxpNceIKhsr+ooAKTt/5FQg4Hg2IGqo7iEZhcvoaGhhIaGnnG9QYMGceTIEbZu3Uq/fv0AWLlyJVartaEgaYrU1FQAIiMjmxtVCNHKavtN5sasr9itZ/FN5go6xV2sOlKr+3Hr61g1jZ5WN6Kjz1cdp83qnzAO8lbxq/UotTUVeHj6Ks3zcOkWMjpEM9c/GJlb/NzZrc1Lt27dGDNmDLfeeiubNm3il19+4a677uK6664jKioKgJycHBITE9m0aRMAGRkZPPXUU2zdupUDBw6wePFiJk6cyIUXXkjPnj3tFVUI0UI8QrsQ4WUb9nzBxn8rTqPG93kpAIyNkG/YKnWKu5ggq06NQeP3PYuUZjlSmkmGUQegW5dxSrO4Crt2NF+wYAGJiYlcfPHFXHrppQwdOpS33nqr4fm6ujr27NnT0JvIw8ODn376iUsuuYTExETuu+8+rrrqKpYsWWLPmEKIFvT3HjcD8M3RQxQWOOb8MvZy+PAWUrU6NF3nkr53qY7TpmkGA/3cAgDYcuBHpVlS9ywEoKNFIyhIZhZvCXYdrzooKIiPP/74lM937NgRXdcbHsfExLBmzRp7RhJC2Fn/XjfRK/UNfjXU8d6a6Tx0dduZ8+iHrW8C0B8vwsKTFacR/UJ6srzgZ7aUpnGrwhzbcmzzLPX1DleYwrXIEH9CiBalGQzckWw7+/JFxX6KCncrTtR6vi/aBsCYqAsUJxEA/RMuA2C7tYq6ulOPF2ZvqeUHAOgT1ldZBlcjxYsQosUN6ncHPa1u1Bg03l/9sOo4rSLzwGp2Gyy46Tqj+sslI0fQudNoTFadowaN3XvVND+oqS5jJzUA9O0s7V1aihQvQogWpxkMTOl+EwCfV2RQVHT2Yz85i2WpbwNwvuZLYNCJwzqI1mcwutHPaAJgy/4flGT4fe9i6jSNYItOTPRgJRlckRQvQgi7GNL/LnpY3ag2aHywerrqOPal66wt2QHA2JiLFIcRf9Q/xNb2aEvpLiXH33bQNmBjX/cANJmMscXIOymEsAvNYOD2pMkAfFa+j+IixxgsrKVZrDq/bvmF97KzeKGwlGFyycih9O80FoDtlgos9bWtfvzU0j0A9Anu3urHdmVSvAgh7OaC8/6P7lYjRw0aH6xxvbYvy3bmMnT2Sn755r946zrWskTGvLGbZTtzVUcTx3RJuBQ/q06FQSMtfWmrHttqqWe7pRyAPh1ljquWJMWLEMJuNIOBKd0mAvCpeS+lJSefo8wZLduZy5T528gtq+IvBtvAdEssg8grq2bK/G1SwDgIo5sHfY1+AKS2cruX/QdWYjZoeFt1una+rFWP7eqkeBFC2NWFA6aSZDVSp8GWX55THadFWKw6M5fsQge6eafwfzFuvOUfyEprH46PXDVzyS4sVv10uxGt5K7oUXx9KJfrj5S16nG3ZXwPQE+DN+7uPq16bFcnxYsQwq40g4EZPe9kyaHDjNrxHVSVqI50zjZllpBbVg1AqOkX9nu4s8YjnGpsk8TqQG5ZNZsynf+1uoLELpfTua4OQ1YKWK2tdty6kgyC6y308ZdRdVuaFC9CCLtL6vsPokO6Q20FpLyuOs45Kyi3FS4GrMw4coBnCoupKxl0yvWEYpG9wMMXqo9AK05ZMSHvAKuyc7g1+aZWO2ZbIcWLEML+NA2GPQTAvq3vUHbkgNo85yjMzwuAgYbdxHOEC8the9WIU64nFDO6sS46mYdCg1n867utc0zzYThyEE0z4BF7YmErzo0UL0KI1pF4Ga9Gd+bKcBMfrHpIdZpzMiAuiEiTF+OONdT93jKAuj9MFacBkSYvBsQFKUoo/iwtIILvfNuxqmBLqxyv5sDPtvZP4cng6dcqx2xLpHgRQrQOTSMp8SoAinK3w9FSxYHOntGg8filcfzYfjfz/P34Rj+v4Tnt2P2McUkYDdrJdyBa3YUJf+X20jImFuWBbv+G1C+lfcSImPZ8HRpt92O1RVK8CCFazUWDHuCbKh/+VZAPG+aojnNO/GqWstXHnfdMJjZZ/jeDdITJizk39mVMcqTCdOLPunQZx50VtfQpK4RC+09X8VvlIYrdjPiEdrP7sdoitzOvIoQQLcNgdKPThdPhi0mwYS6cfwd4B6iOdVa+37cIgNG+Hbno1qEUlFcT5me7VCRnXByQmwfEDIDMNXBgHYTZsaioKWde9kF2uruTcNk19jtOGyZnXoQQravbXyEsiWxLBatXPaY6zVmpPlrKytoCAC5LuoFB8cFc3rs9g+KDpXBxYBWxA1jh4803GYvte6BDm/G0WunnHY4pJNG+x2qjpHgRQrQug4Gd/W5gXHQUj+SvptycozpRs63bOpdKg0akRadn0rWq44gmSguMZmp4KC9VZ6Lbc7yXrA22e+llZDdSvAghWl1S/yl0tBooN2gscMKeR99lfgfAGP8uGIxy9d1Z9Ei8Ag9dp8SgcSBrrd2O81TWUp4NCiQrXM662IsUL0KIVmcwuvHP+CsB+KgklYpy55kHaM/epayw2HpKXdpjstowolk8vUz0xDb2zpa939jlGHV1VSyxmvnE5EdtRPKZNxBnRYoXIYQSlwx5hDiLhtmg8fGqB1XHaRLdauXZ9TOwahqjjYEkdv2r6kiimfqbOgOwpXC7Xfa/Z993HDVo+Ft1OnW8yC7HEFK8CCEUMbp58M9O4wH4oHi7U8w4/f3PM9mm1eJt1bn/4ldUxxFn4byOFwOwpabILu1eth9YDkBvo59cUrQjKV6EEMqMGfoYna0GzAaNf307yb6NKM9RVUUBL2Z8BcA/gvsQEdlHcSJxNnomXoW7rlNg1DiUk9Ki+66vq+arPNs++wcltei+RWNSvAghlDG6efDM4H/hpuv8ZC1jyRrH7Tr91g93UGDUiLbApEucf3LJtsrLO5Aex2b/3rJnUYvue/Gax8gw6pisOldd8GSL7ls0JsWLEEKpbl0v546gvgDMOrCY3MNbFSc6UXbWOj4st43K+mC3SXh6mRQnEuein388AFsKWu7fWlVVEW9kLQPgtvDB+JtiWmzf4kRSvAghlLtp7Fv00t2pMGg8+uM/sVrqVUdqJHLtK9xXUspYzY/hA6epjiPOUf/Y4QCsry6gqqqoRfY5/6d7KTBqtLfAdRe/2CL7FKcmxYsQQjk3dy+evfg1vK06m7UaPvrhDtWR/mfvD7il/8iEihqev/RDNIP82XR2/ZInEGHRKTJqvPbtzee8v+KivbxXbOu9dHf8lXjILNJ2J/8LhRAOITZmCPe3HwXAG/m/cOTQJsWJoK6mgpplxwbRG3QHhCSoDSRahKeXiSd73A7Agsr9bP9t/jnt778r7qXSoJFkNTJm6OMtEVGcgRQvQgiHcfXIF7leC+Td3AIClk6D+lqleT744U6u8KlmfWAkXPiA0iyiZQ057y7Gu4ejaxpfb/w31B09q/0cPPgzXxw9CMB9ve+S7tGtRIoXIYTD0AwGHrniC3oYfSFvB6x5TlmW+tIsFhVsJtvdneKefwO5FOBy7r/sfZ4or2dmzgFY9exZ7eOVtY9Qr2lcoLVjQJ9/tGxAcUpSvAghHItfOIyzDQC3b+Nr/L7zMyUx3FbM5LOcw0y3mPjLsH8pySDsy2SK4epR/7F9EKa8Doe2NG8H2ZuZeCiNftU1TB38pB0SilOR4kUI4XiS/sov3cdwXWQ49296mqqKgtY9/oFfYOeXtNPhhrFvSCNdV9Z1DNYe11CFzquLb+HntANYrPqZt9N1WP44vWtqmRcxii4JY+yfVTSQ/5FCCIfUc/RLBOkQV3OUmhUzWu249XXV/PTjvVgB+t8Ekb1a7dii9S3bmcuYPZdyU0Qkb7ez8tb3/2Do7JUs23n6yUItaUshKwXcvGH4I62UVhwnxYsQwiH5+bdn/uBZvJFfROD2j7GkLSMlo5hvUnNIyShu2rfjs/DFivu51/Mod0dGwUXSc8SVLduZy5T529hr9sBSPITI+npuq9lJsHk3U+ZvO2UBU19XzfUpj/KfQBOVA28FU/tWTi6kWbQQwmGFJ46DQXdCyusc+fSfTKl+hiMEAhBp8mLGuCTGJEe22PFKSzJ4PXc1GDQu6DgKfIJabN/CsVisOjOX7OJ4CbzFfAX/qc7iAsNhQtz/y+W1TzNzyS5GJUVgNGiNtl3980x2G3Xy/P259fwprR9eyJkXIYRj+zHiVrYRzUshBrrFvAy2CzrklVWf9tvx2Xj1xzswGzS6Wg387eIXWmy/wvFsyiwht6y60bKnam+iWPejmyGLW92+Jresmk2ZJY03rKng4m1f8VpeIdOjR+PrF9WKqcVxUrwIIRyWxaoz47sMHuIavvNtx07fGs4P+BSg4RvzzCW7WuQS0q60RXxVnQPA9L7TMLp5nPM+heMqKK8+YVkJ/jxRN4kv/NqxuNNm4r22nbheyhtoFfkM94pg7IhZrZRW/JkUL0IIh3X82/G+6v4kF8cCcCA8lR6+PwG2Auak346b6UhpJs+kzETXNC51C6Zfr0nnGl04uDA/r5Mu/9Z6Pl97RXHEaMQn6nOCvf9XGB8p3kfZ+ldtD0bOAClwlZHiRQjhsP74rfeXwttIOKpRaTBwIOYnBsY+RpxX6gnrNUdVVRFvL57I2EXj+M1Qj7dVZ9rIV1siunBwA+KCiDR5oZ3wjIF9h2/Fz2LlgCfs3vNowzOvLb+bSyNMLIvpDknjWzGt+DMpXoQQDuuP346tuJOeNY0+pYG46Tq72tVT0vEThkY9QzvL/mbtt66uis9/nMplnw7n1dLtVBxr5zK374OEh/ds6ZchHJDRoDFjXBLACQVMsSWa2II+AMwp2UpGxnIyD6zmq+pszEYjIf1uA+3Eske0Hk3Xdfv0N1TEbDZjMpkoKyvD399fdRwhxDmwWHWGzl5JXlk1f/xDFe2RRmzYp+zws51x8bLq/N2UxM2jXsHX7zS9j3SdNeuf59975nPQaFvU3gJ3dRrPpRfMkHlp2qBlO3OZuWRXo8a7kSYvnrgskaWpf2OtXkFPqxtBRm9W6+UM1/x4beJ6hYldV3M+v+1WvDzzzDN8++23pKam4uHhwZEjR864ja7rzJgxg7fffpsjR44wZMgQ5syZQ+fOnZt8XClehHAtx8fiABoVMBqQ6P0LgdHfs8OtHoBAq87tkcO4esTzuHu2a7yjzLWwfAYLKvbyXHAQQVad2yIu5JqLnsfd07d1XoxwSBarzqbMEgrKqwnz82JAXBBGg0Z+/m9c8d0NlB/rKm3QdRYOe4VOcRcrTuyamvP5bbfLRrW1tVx99dVMmdL0PvDPP/88r776KnPnzmXjxo20a9eO0aNHU119dtezhRDOb0xyJHNu7EuEqXEDywiTF/dc9X8suGkrL3f+Ox0tGqUGjVn5a0l5dzDs+gZ0nbQ9i9n64Vj4YBwc3sbVR3WmBfTmu78tZ8LYN6VwERgNGoPig7m8d3sGxQc3jOsSHt6TB2LGNqx3pVd7KVwchN0vG82bN4+pU6ee8cyLrutERUVx3333cf/99wNQVlZGeHg48+bN47rrrmvS8eTMixCu6VTfjo+rqzvKwpUPs+HAcl7MzUEDfgyL4752FjrW1rEwtxC3/jfDhQ+Ab5i6FyKcim61Mv2Ti9lVU8x74z4jJLSb6kguqzmf3w5zgTczM5O8vDxGjhzZsMxkMjFw4EBSUlJOWbzU1NRQU1PT8NhsNts9qxCi9R3/dnwq7u7eXDP6Fa6pKYf1r8P6VxlceIAgryi6eYdTedvnmCKkMa5oHs1g4LkJq1THEH/iMMVLXl4eAOHh4Y2Wh4eHNzx3MrNmzWLmzJl2zSaEcCKefjBiOvS/Cd/fPmdJTH/8YwerTiWEaEHNavPy8MMPo2naaW9paWn2ynpS06dPp6ysrOGWnZ3dqscXQjgovwgYcrcULkK4oGadebnvvvuYPHnyadfp1KnTWQWJiIgAID8/n8jI/3V1zM/Pp3fv3qfcztPTE09Pz7M6phBCCCGcT7OKl9DQUEJDQ+0SJC4ujoiICFasWNFQrJjNZjZu3NisHktCCCGEcG126yqdlZVFamoqWVlZWCwWUlNTSU1NpaKiomGdxMREFi5cCICmaUydOpWnn36axYsXs2PHDiZOnEhUVBTjx4+3V0whhBBCOBm7Ndh94okn+OCDDxoe9+ljG2p51apVDB8+HIA9e/ZQVlbWsM6DDz5IZWUlt912G0eOHGHo0KEsW7YML6+TT6AlhBBCiLZHpgcQQgghhHIOMcKuEEIIIYQ9SPEihBBCCKcixYsQQgghnIoUL0IIIYRwKlK8CCGEEMKpSPEihBBCCKcixYsQQgghnIoUL0IIIYRwKnYbYVeV42Pumc1mxUmEEEII0VTHP7ebMnauyxUv5eXlAMTExChOIoQQQojmKi8vx2QynXYdl5sewGq1cvjwYfz8/NA0TXUcuzObzcTExJCdnS3TITSBvF9NJ+9V08l71XTyXjVdW3uvdF2nvLycqKgoDIbTt2pxuTMvBoOB6Oho1TFanb+/f5v4x91S5P1qOnmvmk7eq6aT96rp2tJ7daYzLsdJg10hhBBCOBUpXoQQQgjhVKR4cXKenp7MmDEDT09P1VGcgrxfTSfvVdPJe9V08l41nbxXp+ZyDXaFEEII4drkzIsQQgghnIoUL0IIIYRwKlK8CCGEEMKpSPEihBBCCKcixYuTe+ONN+jYsSNeXl4MHDiQTZs2qY7kcGbNmsV5552Hn58fYWFhjB8/nj179qiO5RSee+45NE1j6tSpqqM4pJycHG688UaCg4Px9vamR48ebNmyRXUsh2SxWHj88ceJi4vD29ub+Ph4nnrqqSbNY+Pq1q5dy7hx44iKikLTNBYtWtToeV3XeeKJJ4iMjMTb25uRI0eyb98+NWEdhBQvTuyzzz5j2rRpzJgxg23bttGrVy9Gjx5NQUGB6mgOZc2aNdx5551s2LCB5cuXU1dXxyWXXEJlZaXqaA5t8+bN/Pe//6Vnz56qozik0tJShgwZgru7O99//z27du3ixRdfJDAwUHU0hzR79mzmzJnD66+/zu7du5k9ezbPP/88r732mupoylVWVtKrVy/eeOONkz7//PPP8+qrrzJ37lw2btxIu3btGD16NNXV1a2c1IHowmkNGDBAv/POOxseWywWPSoqSp81a5bCVI6voKBAB/Q1a9aojuKwysvL9c6dO+vLly/Xhw0bpt9zzz2qIzmchx56SB86dKjqGE7jsssu02+++eZGy6688kp9woQJihI5JkBfuHBhw2Or1apHRETo//73vxuWHTlyRPf09NQ/+eQTBQkdg5x5cVK1tbVs3bqVkSNHNiwzGAyMHDmSlJQUhckcX1lZGQBBQUGKkziuO++8k8suu6zRvy/R2OLFi+nfvz9XX301YWFh9OnTh7ffflt1LIc1ePBgVqxYwd69ewH49ddfWbduHWPHjlWczLFlZmaSl5fX6P+iyWRi4MCBbfpvvctNzNhWFBUVYbFYCA8Pb7Q8PDyctLQ0Rakcn9VqZerUqQwZMoTk5GTVcRzSp59+yrZt29i8ebPqKA5t//79zJkzh2nTpvHII4+wefNm7r77bjw8PJg0aZLqeA7n4Ycfxmw2k5iYiNFoxGKx8MwzzzBhwgTV0RxaXl4ewEn/1h9/ri2S4kW0KXfeeSc7d+5k3bp1qqM4pOzsbO655x6WL1+Ol5eX6jgOzWq10r9/f5599lkA+vTpw86dO5k7d64ULyfx+eefs2DBAj7++GO6d+9OamoqU6dOJSoqSt4v0Wxy2chJhYSEYDQayc/Pb7Q8Pz+fiIgIRakc21133cXSpUtZtWoV0dHRquM4pK1bt1JQUEDfvn1xc3PDzc2NNWvW8Oqrr+Lm5obFYlEd0WFERkaSlJTUaFm3bt3IyspSlMixPfDAAzz88MNcd9119OjRg7///e/ce++9zJo1S3U0h3b877n8rW9Mihcn5eHhQb9+/VixYkXDMqvVyooVKxg0aJDCZI5H13XuuusuFi5cyMqVK4mLi1MdyWFdfPHF7Nixg9TU1IZb//79mTBhAqmpqRiNRtURHcaQIUNO6HK/d+9eOnTooCiRY6uqqsJgaPyRYzQasVqtihI5h7i4OCIiIhr9rTebzWzcuLFN/62Xy0ZObNq0aUyaNIn+/fszYMAAXn75ZSorK7nppptUR3Mod955Jx9//DHffPMNfn5+DdeJTSYT3t7eitM5Fj8/vxPaArVr147g4GBpI/Qn9957L4MHD+bZZ5/lmmuuYdOmTbz11lu89dZbqqM5pHHjxvHMM88QGxtL9+7d2b59Oy+99BI333yz6mjKVVRUkJ6e3vA4MzOT1NRUgoKCiI2NZerUqTz99NN07tyZuLg4Hn/8caKiohg/fry60Kqp7u4kzs1rr72mx8bG6h4eHvqAAQP0DRs2qI7kcICT3t5//33V0ZyCdJU+tSVLlujJycm6p6ennpiYqL/11luqIzkss9ms33PPPXpsbKzu5eWld+rUSX/00Uf1mpoa1dGUW7Vq1Un/Rk2aNEnXdVt36ccff1wPDw/XPT099Ysvvljfs2eP2tCKabouwxsKIYQQwnlImxchhBBCOBUpXoQQQgjhVKR4EUIIIYRTkeJFCCGEEE5FihchhBBCOBUpXoQQQgjhVKR4EUIIIYRTkeJFCCGEEE5FihchhBBCOBUpXoQQQgjhVKR4EUIIIYRTkeJFCCGEEE7l/wFijqP4X+7e+gAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] @@ -140,6 +164,12 @@ "cell_type": "code", "execution_count": 5, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:51.170896Z", + "iopub.status.busy": "2024-07-11T15:31:51.170639Z", + "iopub.status.idle": "2024-07-11T15:31:55.235822Z", + "shell.execute_reply": "2024-07-11T15:31:55.235289Z" + }, "pycharm": { "name": "#%%\n" } @@ -149,14 +179,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "43.4 µs ± 1.41 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + "24.8 µs ± 507 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "44.5 µs ± 594 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + "25.4 µs ± 317 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" ] } ], @@ -169,6 +199,12 @@ "cell_type": "code", "execution_count": 6, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:55.237589Z", + "iopub.status.busy": "2024-07-11T15:31:55.237326Z", + "iopub.status.idle": "2024-07-11T15:31:59.772422Z", + "shell.execute_reply": "2024-07-11T15:31:59.771904Z" + }, "pycharm": { "name": "#%%\n" } @@ -178,14 +214,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "7.12 µs ± 59 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + "2.82 µs ± 35.9 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "7.29 µs ± 250 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + "2.76 µs ± 37.7 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] } ], @@ -198,6 +234,12 @@ "cell_type": "code", "execution_count": 7, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:31:59.774271Z", + "iopub.status.busy": "2024-07-11T15:31:59.773950Z", + "iopub.status.idle": "2024-07-11T15:32:20.499657Z", + "shell.execute_reply": "2024-07-11T15:32:20.499109Z" + }, "pycharm": { "name": "#%%\n" } @@ -207,14 +249,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "16.9 µs ± 466 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" + "8.05 µs ± 538 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "33.7 µs ± 1.77 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" + "17.5 µs ± 798 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] } ], @@ -261,7 +303,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "toc": { "base_numbering": 1, diff --git a/examples/Interpolation/DecayInterp.ipynb b/examples/Interpolation/DecayInterp.ipynb index 5bc680957..cdb432e9c 100644 --- a/examples/Interpolation/DecayInterp.ipynb +++ b/examples/Interpolation/DecayInterp.ipynb @@ -22,17 +22,15 @@ "cell_type": "code", "execution_count": 1, "id": "c3752a13", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/numba/core/decorators.py:262: NumbaDeprecationWarning: numba.generated_jit is deprecated. Please see the documentation at: https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-generated-jit for more information and advice on a suitable replacement.\n", - " warnings.warn(msg, NumbaDeprecationWarning)\n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:21.511764Z", + "iopub.status.busy": "2024-07-11T15:32:21.511523Z", + "iopub.status.idle": "2024-07-11T15:32:22.280642Z", + "shell.execute_reply": "2024-07-11T15:32:22.280098Z" } - ], + }, + "outputs": [], "source": [ "# Setup\n", "import matplotlib.pyplot as plt\n", @@ -67,7 +65,14 @@ "cell_type": "code", "execution_count": 2, "id": "044969e0", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:22.282710Z", + "iopub.status.busy": "2024-07-11T15:32:22.282347Z", + "iopub.status.idle": "2024-07-11T15:32:22.286044Z", + "shell.execute_reply": "2024-07-11T15:32:22.285513Z" + } + }, "outputs": [], "source": [ "# Construct the interpolator\n", @@ -103,11 +108,18 @@ "cell_type": "code", "execution_count": 3, "id": "99a79b39", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:22.287562Z", + "iopub.status.busy": "2024-07-11T15:32:22.287329Z", + "iopub.status.idle": "2024-07-11T15:32:23.454840Z", + "shell.execute_reply": "2024-07-11T15:32:23.454337Z" + } + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -234,11 +246,18 @@ "cell_type": "code", "execution_count": 4, "id": "4cf2e372", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:23.456578Z", + "iopub.status.busy": "2024-07-11T15:32:23.456325Z", + "iopub.status.idle": "2024-07-11T15:32:24.303996Z", + "shell.execute_reply": "2024-07-11T15:32:24.303416Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -299,11 +318,18 @@ "cell_type": "code", "execution_count": 5, "id": "8fbdf9ed", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:24.306029Z", + "iopub.status.busy": "2024-07-11T15:32:24.305647Z", + "iopub.status.idle": "2024-07-11T15:32:24.397332Z", + "shell.execute_reply": "2024-07-11T15:32:24.396785Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -366,7 +392,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/Journeys/AzureMachineLearning.ipynb b/examples/Journeys/AzureMachineLearning.ipynb index a8b457be4..4aab43d39 100644 --- a/examples/Journeys/AzureMachineLearning.ipynb +++ b/examples/Journeys/AzureMachineLearning.ipynb @@ -50,6 +50,12 @@ "cell_type": "code", "execution_count": 1, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:25.561034Z", + "iopub.status.busy": "2024-07-11T15:32:25.560802Z", + "iopub.status.idle": "2024-07-11T15:32:26.882690Z", + "shell.execute_reply": "2024-07-11T15:32:26.882131Z" + }, "jupyter": { "outputs_hidden": false }, @@ -57,16 +63,7 @@ "name": "#%%\n" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/numba/core/decorators.py:262: NumbaDeprecationWarning: numba.generated_jit is deprecated. Please see the documentation at: https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-generated-jit for more information and advice on a suitable replacement.\n", - " warnings.warn(msg, NumbaDeprecationWarning)\n" - ] - } - ], + "outputs": [], "source": [ "# Initial imports and notebook setup, click arrow to show\n", "from HARK.ConsumptionSaving.ConsIndShockModelFast import IndShockConsumerTypeFast\n", @@ -122,6 +119,12 @@ "cell_type": "code", "execution_count": 2, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:26.885024Z", + "iopub.status.busy": "2024-07-11T15:32:26.884501Z", + "iopub.status.idle": "2024-07-11T15:32:49.186855Z", + "shell.execute_reply": "2024-07-11T15:32:49.186223Z" + }, "jupyter": { "outputs_hidden": false }, @@ -130,82 +133,12 @@ } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFRaw = 0.984539 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFNrm = 0.993777 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFAggLivPrb = 0.964848 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Thorn = APF = 0.994384 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PermGroFacAdj = 1.000611 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "uInvEpShkuInv = 0.990704 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "VAF = 0.932054 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WRPF = 0.213705 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFNrmMax = 0.972061 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFAggLivPrbMax = 1.010600 \n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 19.6 s, sys: 72.6 ms, total: 19.7 s\n", - "Wall time: 19.7 s\n" + "CPU times: user 22.8 s, sys: 238 ms, total: 23 s\n", + "Wall time: 21.9 s\n" ] } ], @@ -226,6 +159,12 @@ "cell_type": "code", "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:49.189229Z", + "iopub.status.busy": "2024-07-11T15:32:49.188924Z", + "iopub.status.idle": "2024-07-11T15:32:49.240848Z", + "shell.execute_reply": "2024-07-11T15:32:49.240082Z" + }, "jupyter": { "outputs_hidden": false }, @@ -234,82 +173,12 @@ } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFRaw = 0.984539 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFNrm = 0.993777 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFAggLivPrb = 0.964848 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Thorn = APF = 0.994384 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PermGroFacAdj = 1.000611 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "uInvEpShkuInv = 0.990704 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "VAF = 0.932054 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WRPF = 0.213705 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFNrmMax = 0.972061 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFAggLivPrbMax = 1.010600 \n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 75.3 ms, sys: 3.99 ms, total: 79.3 ms\n", - "Wall time: 49.7 ms\n" + "CPU times: user 1.03 s, sys: 0 ns, total: 1.03 s\n", + "Wall time: 48.6 ms\n" ] } ], @@ -328,6 +197,12 @@ "cell_type": "code", "execution_count": 4, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:49.243620Z", + "iopub.status.busy": "2024-07-11T15:32:49.242771Z", + "iopub.status.idle": "2024-07-11T15:32:49.246682Z", + "shell.execute_reply": "2024-07-11T15:32:49.246196Z" + }, "jupyter": { "outputs_hidden": false }, @@ -340,7 +215,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0}\n" + "{'cFunc': , 'vFunc': , 'vPfunc': , 'vPPfunc': , 'mNrmMin': 0.0, 'hNrm': 44.991920196607595, 'MPCmin': 0.044536273404377116, 'MPCmax': 1.0}\n" ] } ], @@ -363,6 +238,12 @@ "cell_type": "code", "execution_count": 5, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:49.248277Z", + "iopub.status.busy": "2024-07-11T15:32:49.248021Z", + "iopub.status.idle": "2024-07-11T15:32:49.531692Z", + "shell.execute_reply": "2024-07-11T15:32:49.531189Z" + }, "jupyter": { "outputs_hidden": false }, @@ -380,7 +261,7 @@ }, { "data": { - "image/png": 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bHkqO1qj4TPdRkpSYQfr8uOG6cexwXTsmXkNZ0waAl/itAaBXKu3Nevtwld46VKUdnzFKctO4BI1hlATAVSKgAOiRx+PRkcoGvX2oSm8drtJHpfZuX2eUBEB/4jcKgC6tLrf2nDyjNw9V6e3DVSo9e77rayaTNNUWo9yJVuVOsNJLAqBfEVCAINfQ3Kr3jtXorUNVevdItRzNbV1fM4eF6IZr4pU7waqbJyQoISrSwEoBBBMCChCEqh3NeuPjSr15qEo7T9Sp1XVhjZthQyJ08/gE3TrRquuviWd9GwCG4DcPECQq7c3acrBCmw9Uas/pM/r0MqGjhg/RrROsunWiVVPTYhXK7K0ADEZAAQJYef15/e1gpf52oEJ7T5/t9rWpaTGaMylRt060avTwoQZVCAA9I6AAAab07Dn97UClNh+s0L7i+m5fyx4Rqy9OTtIXMhKVEjPImAIBoBcIKEAAKDlzTpsPVGjzgQrt/9TtwCaTNGNEnOZOTtTcjCQlWmhyBeAfCCiAn6puaNZr+yv06v5y7S+p79puMkkz0+N0+5QkzZmUKGs0oQSA/yGgAH6koblVWw5W6i/7y/VBUa3cHY2uISZp1qhhmjs5SXMmWbkdGIDfI6AAPs7Z5tK2ozX6S2G53j5cJeenppjPssVoflaybp+SrOFRZgOrBIC+RUABfJDb7dGuk2f0amGZNh+o6DZ52qjhQzQ/K0VfyUrWiGFDDKwSAPoPAQXwIUXVjXopv1Sv7CtTpaO5a7s12qwvZybrK1kpmpQczRTzAAIeAQUwmKO5Va/tr9CL+SXdbguOjgzTFycn6ctZycoZOYzJ0wAEFQIKYAC326MPj9fpxfwSbTlY2dVXEhpi0o1jh+vO7FTdPCFB5rBQgysFAGMQUIABdLquSS/ll+pP+aUqt1+4hHNNwlB9dXqq5k9N4Q4cABABBeh351ra9PpHFXoxv1S7T57p2h4dGaYvZyXrzmybMlMt9JUAwKcQUIB+crSyQRt2ndafC8rU4Gy/C8dkkq4fE6+vTrfptolWRYZzCQcAekJAAfpQc6tLfztYoed3FndbnC8tbrC+Nj1Vd0xLVTJr4ADAZRFQgD5woqZRG3YV66WCUtWfa5XU3vB66wSrFs9K03Wj4xXCXTgA0GsEFOAKtbS59eahSm3YVawPj9d1bU+2RGrhzDR9bYaNdXAA4AoRUAAv1TU6tWFXsZ7beVo1DU5J7b0lN41L0OKcNN04LoE5SwDgKhFQgF46UunQs++f0suFZWrpmLdkeJRZX59h04IZNqXGDja4QgAIHAQU4DO43R69e7Raz3xwUh8UXbiMMyXVonuuH6m5GUmKCAsxsEIACEwEFKAHTc42/amgVM9+cEona5skSSEm6QsZibr7upHKHhHLvCUA0I8IKMCnlJ49p+d2nNYfdxeroWMF4ajIMC2cmaYls0dwGQcABggBBZB0srZJv3jnE71aWC6X2yNJGhk/RMuuS9c/TkvVEDP/qwDAQOK3LoJaUXWj1r5bpFcLy9SRS3Tt6GG65/qRumlcAnOXAIBBCCgISp9UNegX7xTprx+Vy9MRTG4en6B/vuUaZdliDK0NAEBAQZA5Wtmg//fOJ9p8oKIrmOROsOqBW67R5FSLscUBALp4fX/k9u3bNW/ePCUnJ8tkMumVV1657DHbtm3TtGnTZDabNWbMGK1fv/4KSgWu3LGqBn33+XzNWbNdr3/UHk7mTLLqtfuv12+XTiecAICP8XoEpampSZmZmbr77rt1xx13XHb/kydP6vbbb9e9996r559/Xlu3btU3v/lNJSUlac6cOVdUNNBb9nOt+p+3j+n3O093Nb/OzUjU/Tdfo4nJ0QZXBwC4FK8Dyty5czV37txe779u3TqNHDlSP//5zyVJEyZM0Pvvv6//+Z//IaCg37jcHm3cU6yfvXFUZzsW77ttolX/cts4jUuMMrg6AMDl9HsPyo4dO5Sbm9tt25w5c/S9733vksc4nU45nc6u5w6Ho7/KQwDaffKMHv7LxzpU0f5zM9Y6VKvmTdJ1Y+INrgwA0Fv9HlAqKytltVq7bbNarXI4HDp//rwGDRp00TGrV6/WI4880t+lIcCU15/X6r8d0V/3l0uSoiPDlHfrWP3TrBEKC2U6egDwJz55F8+KFSuUl5fX9dzhcMhmsxlYEXxZS5tbv3rvuH657bjOt7pkMkkLZ6bpX24dq2FDzUaXBwC4Av0eUBITE1VVVdVtW1VVlaKjo3scPZEks9kss5kTCy7vYJldP3hxv45UNkiSZqTHatW8ScpI4a4cAPBn/R5QZs+erc2bN3fb9tZbb2n27Nn9/dYIYC1tbq19t0hr3y1Sm9ujuCERWjVvor6cmcwifgAQALwOKI2NjSoqKup6fvLkSRUWFiouLk5paWlasWKFysrK9Nxzz0mS7r33Xj355JP613/9V919991655139MILL+j111/vu+8CQeVQuUP/8uJ+He5ogv3i5ET9+1cyFM/lHAAIGF4HlL179+qmm27qet7ZK7J06VKtX79eFRUVKi4u7vr6yJEj9frrr+v73/++nnjiCaWmpuq3v/0ttxjDa60ut3757nH94p1P1Ob2KHZwuH4yP0NfmpJsdGkAgD5m8ng6J/z2XQ6HQxaLRXa7XdHRTK4VjI5UOvQvL+zXx+XtoyZzJln1H/Mna3gUoyYA4Kuu5vztk3fxAJ08Ho+e/eCUHvvbEbW43IoZHK5HvjyJXhMACHAEFPiss00t+r8v7dfbh6slSbkTEvToHZOVEBVpcGUAgP5GQIFP2n3yjB7YuE8V9mZFhIbooS9N0F2zRjBqAgBBgoACn+Jye7T23SKtefuY3B5pVPwQ/WLRVE1KZl4TAAgmBBT4jCpHs763sVA7TtRJku6YlqKffCVDQ8z8mAJAsOE3P3zCtqPV+pcX9quuqUWDI0L1k69k6B+zU40uCwBgEAIKDOV2e/SLd4r0P28fkyRNTIrWk4umatTwoQZXBgAwEgEFhmloblXeC/v11qH2tZrumjVCP759giLDQw2uDABgNAIKDHG8plHffm6vjtc0KSIsRP85P0Nfnc6K1QCAdgQUDLi3D1Xp+5sK1eBsU5IlUuv+KVuZthijywIA+BACCgbM3/ebzEyP09rF05iuHgBwEQIKBsTf95ssnT1CD31posJDQwyuDADgiwgo6Hdl9ed197N7dLSqgX4TAECvEFDQrw6W2XX3+j2qbnAqIcqsXy+Zriz6TQAAl0FAQb/ZerhK9/9xn861uDTOGqVnls1QSswgo8sCAPgBAgr6xXM7Tunhv3wst0e64Zp4rV08TdGR4UaXBQDwEwQU9CmX26NHNx/W0++flCR9fYZNP5mfQTMsAMArBBT0mfMtLn1v0z698XH7nTr/d844fffG0TKZTAZXBgDwNwQU9ImzTS1atn6PCkvqFREaop99LVNfzkw2uiwAgJ8ioOCqVTmaddfTu3SsqlExg8P1myXTNSM9zuiyAAB+jICCq1Jcd06Ln96pkjPnZY026w/35Ogaa5TRZQEA/BwBBVfsWFWD/um3u1Td4NSIYYP1h3tyZIsbbHRZAIAAQEDBFdlfUq+lz+5W/blWjbNG6ff3zFRCdKTRZQEAAgQBBV7bcbxO3/zdHjW1uJRpi9Hvls1QzOAIo8sCAAQQAgq88vahKn13Q4Fa2ty6dvQw/XrJdA0182MEAOhbnFnQa699VK4HNhbK5fbo1olW/WLhVEWGhxpdFgAgABFQ0CubD1R0hZN/mJqi/75zCrPDAgD6DQEFl7XlYKX++Y/75HJ7dMe0FP30zkyFhjA7LACg//BPYHymNz+u1H0bCtTWMXJCOAEADAQCCi5p6+EqLe8IJ1/OTNbPvko4AQAMDAIKevTu0Wp95w8FanV5dPuUJD3+NcIJAGDgEFBwkfeO1ej//D5fLS635mYkas2CLIXREAsAGECcddDNh8dr9e3n9qqlza05k6z6fwuncrcOAGDAceZBl4Nldn37uXw529zKnWDVLxZOI5wAAAzB2QeSpJO1TVr6zG41Ots0e9QwPbloqiLC+PEAABiDMxBU5WjWXU/vUl1TiyYlR+vXS7KZIRYAYCgCSpCzn2/V0md2q/TseaUPG6z1y2YqKjLc6LIAAEGOgBLEmltd+ubv9uhIZYOGR5n1+3tyNDzKbHRZAABcWUBZu3at0tPTFRkZqZycHO3evfsz91+zZo3GjRunQYMGyWaz6fvf/76am5uvqGD0jTaXW/dtKNCeU2cVFRmm5+6eKVvcYKPLAgBA0hUElE2bNikvL0+rVq1SQUGBMjMzNWfOHFVXV/e4/4YNG/Tggw9q1apVOnz4sJ5++mlt2rRJP/rRj666eFwZj8ejB/98QG8frpY5LERPL52hCUnRRpcFAEAXrwPK448/rm9961tatmyZJk6cqHXr1mnw4MF65plnetz/ww8/1HXXXadFixYpPT1dt912mxYuXHjZURf0n8ffOqaX8ksVGmLS2kXTNHNknNElAQDQjVcBpaWlRfn5+crNzb3wAiEhys3N1Y4dO3o85tprr1V+fn5XIDlx4oQ2b96sL37xi5d8H6fTKYfD0e2BvvHnglL94p0iSdKj/5Ch3IlWgysCAOBiYd7sXFtbK5fLJau1+0nNarXqyJEjPR6zaNEi1dbW6vrrr5fH41FbW5vuvffez7zEs3r1aj3yyCPelIZe2HPqjB780wFJ0r2fH60FM9IMrggAgJ71+10827Zt06OPPqpf/vKXKigo0J///Ge9/vrr+slPfnLJY1asWCG73d71KCkp6e8yA15x3bmu9XW+MClR/zpnnNElAQBwSV6NoMTHxys0NFRVVVXdtldVVSkxMbHHY/7t3/5Nd911l775zW9KkiZPnqympiZ9+9vf1o9//GOFhFyckcxms8xmbnftK/bzrVq2frfONLVocopFjy/IVAgrEwMAfJhXIygRERHKzs7W1q1bu7a53W5t3bpVs2fP7vGYc+fOXRRCQkPbZyn1eDze1gsvtbrcWv58gY7XNCkxOlK/XTpdgyO8yqUAAAw4r89UeXl5Wrp0qaZPn66ZM2dqzZo1ampq0rJlyyRJS5YsUUpKilavXi1Jmjdvnh5//HFNnTpVOTk5Kioq0r/9279p3rx5XUEF/cPj8WjVXz7W+0W1GhQeqt8unS5rdKTRZQEAcFleB5QFCxaopqZGK1euVGVlpbKysrRly5auxtni4uJuIyYPPfSQTCaTHnroIZWVlWn48OGaN2+e/vM//7Pvvgv06JkPTmnDrmKZTNITX89SRorF6JIAAOgVk8cPrrM4HA5ZLBbZ7XZFRzOhWG+8e6Rad/9ujzwe6UdfHK9vf2600SUBAILM1Zy/WYsnAJ2oadQ/b9wnj0daMN2mb90wyuiSAADwCgElwDQ0t+rbv89XQ3ObskfE6ifzM2QycccOAMC/EFACiNvtUd4L+1VU3ShrtFlP/dM0RYTxEQMA/A9nrwDy14/K9dahKkWEhuhXd01XQhR37AAA/BMBJYD8fsdpSdJ3bxqtLFuMscUAAHAVCCgB4kilQ3tPn1VoiEkLZ7LGDgDAvxFQAsSGXcWSpFsnWJmMDQDg9wgoAeBcS5teLiiTJC2exegJAMD/EVACwF/3l6vB2aYRwwbrutHxRpcDAMBVI6AEgOc7Lu8smpnGKsUAgIBAQPFzH5XW66NSuyJCQ3RndqrR5QAA0CcIKH6uszl27uREDRtqNrgaAAD6BgHFjzmaW/VqYbkkaXHOCIOrAQCg7xBQ/Ngr+8p0vtWlMQlDNSM91uhyAADoMwQUP+XxePT8zvbLO4tz0lgQEAAQUAgofqqg+KyOVjUoMjxEd0ylORYAEFgIKH6qc/Rk3pRkWQaHG1wNAAB9i4Dih842tei1AxWSpMWzaI4FAAQeAoof+lNBqVra3JqUHK3MVIvR5QAA0OcIKH7G4/F0zRy7OGcEzbEAgIBEQPEzO47X6WRtk4ZEhOrLWclGlwMAQL8goPiZztGT+VNTNNQcZnA1AAD0DwKKH6lpcOqNjyslMXMsACCwEVD8yAt7S9Tm9mhqWowmJkcbXQ4AAP2GgOInXG6P/rj7QnMsAACBjIDiJ7Z/UqPSs+cVHRmmL01JMrocAAD6FQHFT3TOHHtntk2R4aEGVwMAQP8ioPiB8vrzeudIlSRpUY7N4GoAAOh/BBQ/sHFPidweKWdknMYkRBldDgAA/Y6A4uPaXG5t2tPRHMu6OwCAIEFA8XFbj1SryuHUsCERmjPJanQ5AAAMCAKKj+ucOfar020yh9EcCwAIDgQUH1Zcd07bj9VIkhbNTDO4GgAABg4BxYdt6JiY7XNjhytt2GCDqwEAYOAQUHyUs82lF/eWSGL0BAAQfAgoPuqNj6tU19Qia7RZt0xIMLocAAAGFAHFR23YdVqStGBGmsJD+ZgAAMHlis58a9euVXp6uiIjI5WTk6Pdu3d/5v719fVavny5kpKSZDabNXbsWG3evPmKCg4GRdWN2nnijEJM0tdnMHMsACD4hHl7wKZNm5SXl6d169YpJydHa9as0Zw5c3T06FElJFx8KaKlpUW33nqrEhIS9NJLLyklJUWnT59WTExMX9QfkDZ03Fp883irkmMGGVwNAAADz+uA8vjjj+tb3/qWli1bJklat26dXn/9dT3zzDN68MEHL9r/mWee0ZkzZ/Thhx8qPDxckpSenn51VQew5laXXspvb45dPIvmWABAcPLqEk9LS4vy8/OVm5t74QVCQpSbm6sdO3b0eMxf/vIXzZ49W8uXL5fValVGRoYeffRRuVyuq6s8QL32UYUczW1KjR2kz10z3OhyAAAwhFcjKLW1tXK5XLJau0+5brVadeTIkR6POXHihN555x0tXrxYmzdvVlFRkb773e+qtbVVq1at6vEYp9Mpp9PZ9dzhcHhTpl97vqM5duHMNIWGmAyuBgAAY/T77SFut1sJCQn69a9/rezsbC1YsEA//vGPtW7dukses3r1alkslq6HzRYcjaKHyh3aV1yvsBCTvjo91ehyAAAwjFcBJT4+XqGhoaqqquq2vaqqSomJiT0ek5SUpLFjxyo09MI6MhMmTFBlZaVaWlp6PGbFihWy2+1dj5KSEm/K9FsbdrePnsyZlKiEqEiDqwEAwDheBZSIiAhlZ2dr69atXdvcbre2bt2q2bNn93jMddddp6KiIrnd7q5tx44dU1JSkiIiIno8xmw2Kzo6utsj0DU62/RyQZkkaXEOzbEAgODm9SWevLw8/eY3v9Hvfvc7HT58WN/5znfU1NTUdVfPkiVLtGLFiq79v/Od7+jMmTN64IEHdOzYMb3++ut69NFHtXz58r77LgLAXwrL1dTi0qj4IZo9epjR5QAAYCivbzNesGCBampqtHLlSlVWViorK0tbtmzpapwtLi5WSMiF3GOz2fTGG2/o+9//vqZMmaKUlBQ98MAD+uEPf9h334Wf83g8Xc2xi3LSZDLRHAsACG4mj8fjMbqIy3E4HLJYLLLb7QF5uaewpF7z136giLAQ7Vpxi2KH9HzpCwAAf3I1528WefEBz+9sHz25fXIS4QQAABFQDGc/36q/flQuieZYAAA6EVAM9nJBqZpb3RpnjVL2iFijywEAwCcQUAzU3hzbvjDg4lk0xwIA0ImAYqA9p87qk+pGDQoP1fypKUaXAwCAzyCgGKjz1uKvZCUrOjLc4GoAAPAdBBSD1DU69bcDlZKkxTkjDK4GAADfQkAxyEv5pWpxuTU5xaLJqRajywEAwKcQUAzgdnv0x90dzbHcWgwAwEUIKAb48HidTtWdU5Q5TPMyk40uBwAAn0NAMUBnc+w/TEvRELPXyyEBABDwCCgDrMrRrDcPVUlqXxgQAABcjIAywF7YUyKX26PpI2I1PjHwFj4EAKAvEFAGkOvTzbGzGD0BAOBSCCgDaNvRapXbmxUzOFxzM5KMLgcAAJ9FQBlAGzrW3blzWqoiw0MNrgYAAN9FQBkgpWfP6Z2j1ZKkhTTHAgDwmQgoA2TTnhJ5PNK1o4dp9PChRpcDAIBPI6AMgFaXWxv3lEhi3R0AAHqDgDIA3j5UpZoGp+KHmnXrRKvR5QAA4PMIKAPg+Y7m2AUzUhURxl85AACXw9myn52qbdL7RbUymaSvz6A5FgCA3iCg9LPOidk+P3a4bHGDDa4GAAD/QEDpR842l17YS3MsAADeIqD0oy0HK3X2XKuSLJG6adxwo8sBAMBvEFD60fM72y/vfH1GmsJC+asGAKC3OGv2k2NVDdp96oxCQ0xaMMNmdDkAAPgVAko/6Vx3J3dCghItkQZXAwCAfyGg9IPzLS79qaBUkrSI5lgAALxGQOkHf/2oXA3NbbLFDdINY+KNLgcAAL9DQOkHnTPHLpo5QiEhJoOrAQDA/xBQ+tjBMrv2l9QrPNSkr05PNbocAAD8EgGlj3WOnnwhI0nxQ80GVwMAgH8ioPShhuZWvVpYJklanMO6OwAAXCkCSh96pbBc51pcGj18iHJGxhldDgAAfouA0kc8Ho+e33laUvutxSYTzbEAAFwpAkof2VdSryOVDTKHhegfp6UYXQ4AAH6NgNJHOtfd+dKUZMUMjjC4GgAA/NsVBZS1a9cqPT1dkZGRysnJ0e7du3t13MaNG2UymTR//vwreVufVX+uRa99VC5JWjyL5lgAAK6W1wFl06ZNysvL06pVq1RQUKDMzEzNmTNH1dXVn3ncqVOn9IMf/EA33HDDFRfrq/5UUCZnm1sTkqI11RZjdDkAAPg9rwPK448/rm9961tatmyZJk6cqHXr1mnw4MF65plnLnmMy+XS4sWL9cgjj2jUqFFXVbCv8Xg8en5Xe3Ps4pw0mmMBAOgDXgWUlpYW5efnKzc398ILhIQoNzdXO3bsuORx//7v/66EhATdc889V16pj9p54oxO1DRpSESo5k+lORYAgL4Q5s3OtbW1crlcslqt3bZbrVYdOXKkx2Pef/99Pf300yosLOz1+zidTjmdzq7nDofDmzIHVOfoyVempmio2au/TgAAcAn9ehdPQ0OD7rrrLv3mN79RfHzvV/VdvXq1LBZL18Nms/VjlVeuttGpNz6ulCQtmklzLAAAfcWrf/LHx8crNDRUVVVV3bZXVVUpMTHxov2PHz+uU6dOad68eV3b3G53+xuHheno0aMaPXr0RcetWLFCeXl5Xc8dDodPhpQX95aq1eVRpi1GGSkWo8sBACBgeBVQIiIilJ2dra1bt3bdKux2u7V161bdd999F+0/fvx4HThwoNu2hx56SA0NDXriiScuGTrMZrPMZt9eaM/t9mjD7gvNsQAAoO943TSRl5enpUuXavr06Zo5c6bWrFmjpqYmLVu2TJK0ZMkSpaSkaPXq1YqMjFRGRka342NiYiTpou3+5n+LalVy5ryiIsM0b0qy0eUAABBQvA4oCxYsUE1NjVauXKnKykplZWVpy5YtXY2zxcXFCgkJ/AlqO9fd+cdpqRoUEWpwNQAABBaTx+PxGF3E5TgcDlksFtntdkVHRxtdjirs53X9f70rl9ujt77/OV1jjTK6JAAAfM7VnL8Df6ijH2zaUyKX26OZI+MIJwAA9AMCipfaXG5t2lMiieZYAAD6CwHFS+8erVGFvVlxQyL0hYyLb60GAABXj4Dipc6ZY7+anSpzGM2xAAD0BwKKF0rOnNN7x2okSQuZORYAgH5DQPHCH3cXy+ORbrgmXunxQ4wuBwCAgEVA6aWWNrde2EtzLAAAA4GA0ktvHqpUbWOLEqLMumWC9fIHAACAK0ZA6aUNu4olSQtm2BQeyl8bAAD9iTNtLxyvadSHx+sUYpK+TnMsAAD9joDSC3/sGD25aVyCUmIGGVwNAACBj4ByGc2tLr1UUCpJWjyL0RMAAAYCAeUyNh+oUP25VqXEDNLnxyYYXQ4AAEGBgHIZz3dc3lk406bQEJPB1QAAEBwIKJ/hSKVD+afPKizEpK9NtxldDgAAQYOA8hk6by2+daJVCdGRBlcDAEDwIKBcQpOzTX8uKJMkLc4ZYXA1AAAEFwLKJfx1f7kanW1KHzZY144eZnQ5AAAEFQLKJXQ2xy7KSVMIzbEAAAwoAkoPPiqt14EyuyJCQ3RnNs2xAAAMNAJKD57f2T568sXJiYobEmFwNQAABB8Cyt9xNLfqL/vLJUmLZ9EcCwCAEQgof+eVfWU63+rSNQlDNX1ErNHlAAAQlAgon+LxeLou7yzOSZPJRHMsAABGIKB8Sv7pszpa1aDI8BD9w7RUo8sBACBoEVA+pfPW4i9nJssyKNzgagAACF4ElA5nmlr0+oEKScwcCwCA0QgoHf6UX6qWNrcyUqI1JdVidDkAAAQ1Aoram2M37O5sjh1BcywAAAYjoEjacbxOJ2ubNNQcpi9nJhtdDgAAQY+AogvNsfOnJmuIOczgagAAQNAHlOqGZr3xcaUkadFMmmMBAPAFQR9QXtxbqja3R9PSYjQxOdrocgAAgII8oLjcHm3YdaE5FgAA+IagDijbj9WorP68LIPCdfuUJKPLAQAAHYI6oDy/67Qk6c7sVEWGhxpcDQAA6BS0AaW8/rzeOVItSVo4M83gagAAwKcFbUDZuKdEbo80a1ScxiQMNbocAADwKVcUUNauXav09HRFRkYqJydHu3fvvuS+v/nNb3TDDTcoNjZWsbGxys3N/cz9B0Kry62Nu2mOBQDAV3kdUDZt2qS8vDytWrVKBQUFyszM1Jw5c1RdXd3j/tu2bdPChQv17rvvaseOHbLZbLrttttUVlZ21cVfqa2Hq1Xd4NSwIRGaMynRsDoAAEDPTB6Px+PNATk5OZoxY4aefPJJSZLb7ZbNZtP999+vBx988LLHu1wuxcbG6sknn9SSJUt69Z4Oh0MWi0V2u13R0Vc/V8ldT+/S/35Sq+/cOFo//ML4q349AABwsas5f3s1gtLS0qL8/Hzl5uZeeIGQEOXm5mrHjh29eo1z586ptbVVcXFxXhXaV07XNel/P6mVySQtnEFzLAAAvsirhWdqa2vlcrlktVq7bbdarTpy5EivXuOHP/yhkpOTu4Wcv+d0OuV0OrueOxwOb8r8TJ2rFn/umuFKGza4z14XAAD0nQG9i+exxx7Txo0b9fLLLysyMvKS+61evVoWi6XrYbPZ+uT9nW0uvbS3VJK0KIfREwAAfJVXASU+Pl6hoaGqqqrqtr2qqkqJiZ/dbPqzn/1Mjz32mN58801NmTLlM/ddsWKF7HZ716OkpMSbMi/pjY+rVNfUImu0WbeMT+iT1wQAAH3Pq4ASERGh7Oxsbd26tWub2+3W1q1bNXv27Ese99///d/6yU9+oi1btmj69OmXfR+z2azo6Ohuj77w/M72mWO/PiNNYaFBOwUMAAA+z6seFEnKy8vT0qVLNX36dM2cOVNr1qxRU1OTli1bJklasmSJUlJStHr1aknSf/3Xf2nlypXasGGD0tPTVVlZKUkaOnSohg4duAnSiqobtOvkGYWYpK/P7JtLRgAAoH94HVAWLFigmpoarVy5UpWVlcrKytKWLVu6GmeLi4sVEnJhdOKpp55SS0uL7rzzzm6vs2rVKj388MNXV70Xnu9YtfiWCVYlWQYN2PsCAADveT0PihGudh6U8y0u5Tz6thzNbVq/bIZuHEf/CQAA/W3A5kHxV699VC5Hc5tSYwfpc9cMN7ocAABwGUERUDrnPlk4M00hISaDqwEAAJcT8AHl43K79hXXKyzEpK9NpzkWAAB/EPABZUNHc+ycjEQNjzIbXA0AAOiNgA4ojc42vbKvfdXkxcwcCwCA3wjogPJqYZmaWlwaFT9Es0cNM7ocAADQSwEbUDwej/6ws/3yzqKcNJlMNMcCAOAvAjagFJbU63CFQxFhIbozO9XocgAAgBcCNqB0Nsd+aXKSYgZHGFwNAADwRkAGFPu5Vv31o3JJ0uJZNMcCAOBvAjKg/HlfqZpb3RqfGKVpabFGlwMAALwUcAHF4/F0LQy4mOZYAAD8UsAFlN0nz6ioulGDI0I1f2qK0eUAAIArEHABpXP05CtZyYqKDDe4GgAAcCUCKqDUNTr1t4MVkqRFM0cYXA0AALhSARVQXsovVavLoympFk1OtRhdDgAAuEIBE1Dcbo827L7QHAsAAPxXwASUD47X6nTdOUWZwzQvM9nocgAAwFUImIDyfMe6O3dMS9HgiDCDqwEAAFcjIAJKlaNZbx2ukiQtyqE5FgAAfxcQAWXTnhK53B7NSI/VuMQoo8sBAABXye8Disvt0cau5lhGTwAACAR+H1C2Ha1Wub1ZsYPD9YWMRKPLAQAAfcDvA0rnzLF3ZqcqMjzU4GoAAEBf8OuAUnr2nN49Wi1JWjiTuU8AAAgUfh1QNu4ukccjXTdmmEYNH2p0OQAAoI/4bUBpdbm1cU+JJJpjAQAINH4bUN46VKXaRqeGR5l160Sr0eUAAIA+5LcB5fldpyVJC6bbFB7qt98GAADogV+e2U/WNumDojqZTNLXZ9qMLgcAAPQxvwwof+yYmO3GscOVGjvY4GoAAEBf87uA0tzq0ot7aY4FACCQ+V1A2XKwUmfPtSrZEqmbxicYXQ4AAOgHfhdQOptjvz4zTaEhJoOrAQAA/cGvAsonVQ3ac+qsQkNMWjCD5lgAAAKVXwWUzt6TWydYZY2ONLgaAADQX/wqoPzlo3JJ0uJZrLsDAEAg86uA0tjsUlrcYF03Ot7oUgAAQD+6ooCydu1apaenKzIyUjk5Odq9e/dn7v/iiy9q/PjxioyM1OTJk7V58+YrKlaSFuWkKYTmWAAAAprXAWXTpk3Ky8vTqlWrVFBQoMzMTM2ZM0fV1dU97v/hhx9q4cKFuueee7Rv3z7Nnz9f8+fP18GDB70uNjzUpK9mp3p9HAAA8C8mj8fj8eaAnJwczZgxQ08++aQkye12y2az6f7779eDDz540f4LFixQU1OTXnvtta5ts2bNUlZWltatW9er93Q4HLJYLPo/v92udffc4E25AADAIJ3nb7vdrujoaK+O9WoEpaWlRfn5+crNzb3wAiEhys3N1Y4dO3o8ZseOHd32l6Q5c+Zccn9Jcjqdcjgc3R6S9LXp3FoMAEAw8Cqg1NbWyuVyyWq1dttutVpVWVnZ4zGVlZVe7S9Jq1evlsVi6XrYbO3BJDs91ptyAQCAn/LJu3hWrFghu93e9SgpaZ//xGSiORYAgGAQ5s3O8fHxCg0NVVVVVbftVVVVSkxM7PGYxMREr/aXJLPZLLPZ7E1pAAAggHg1ghIREaHs7Gxt3bq1a5vb7dbWrVs1e/bsHo+ZPXt2t/0l6a233rrk/gAAAF6NoEhSXl6eli5dqunTp2vmzJlas2aNmpqatGzZMknSkiVLlJKSotWrV0uSHnjgAX3+85/Xz3/+c91+++3auHGj9u7dq1//+td9+50AAICA4XVAWbBggWpqarRy5UpVVlYqKytLW7Zs6WqELS4uVkjIhYGZa6+9Vhs2bNBDDz2kH/3oR7rmmmv0yiuvKCMjo+++CwAAEFC8ngfFCFdzHzUAADDGgM2DAgAAMBAIKAAAwOcQUAAAgM8hoAAAAJ9DQAEAAD6HgAIAAHwOAQUAAPgcAgoAAPA5BBQAAOBzvJ7q3gidk906HA6DKwEAAL3Ved6+kknr/SKg1NXVSZJsNpvBlQAAAG/V1dXJYrF4dYxfBJS4uDhJ7QsRevsNom85HA7ZbDaVlJSwLpLB+Cx8B5+Fb+Hz8B12u11paWld53Fv+EVA6Vwd2WKx8MPmI6Kjo/ksfASfhe/gs/AtfB6+o/M87tUx/VAHAADAVSGgAAAAn+MXAcVsNmvVqlUym81GlxL0+Cx8B5+F7+Cz8C18Hr7jaj4Lk+dK7v0BAADoR34xggIAAIILAQUAAPgcAgoAAPA5BBQAAOBzfD6grF27Vunp6YqMjFROTo52795tdElBafv27Zo3b56Sk5NlMpn0yiuvGF1S0Fq9erVmzJihqKgoJSQkaP78+Tp69KjRZQWlp556SlOmTOmaEGz27Nn629/+ZnRZkPTYY4/JZDLpe9/7ntGlBJ2HH35YJpOp22P8+PFev45PB5RNmzYpLy9Pq1atUkFBgTIzMzVnzhxVV1cbXVrQaWpqUmZmptauXWt0KUHvvffe0/Lly7Vz50699dZbam1t1W233aampiajSws6qampeuyxx5Sfn6+9e/fq5ptv1le+8hV9/PHHRpcW1Pbs2aNf/epXmjJlitGlBK1JkyapoqKi6/H+++97/Ro+fZtxTk6OZsyYoSeffFKS5Ha7ZbPZdP/99+vBBx80uLrgZTKZ9PLLL2v+/PlGlwJJNTU1SkhI0HvvvafPfe5zRpcT9OLi4vTTn/5U99xzj9GlBKXGxkZNmzZNv/zlL/Uf//EfysrK0po1a4wuK6g8/PDDeuWVV1RYWHhVr+OzIygtLS3Kz89Xbm5u17aQkBDl5uZqx44dBlYG+Ba73S5JV7QYF/qOy+XSxo0b1dTUpNmzZxtdTtBavny5br/99m7nDgy8Tz75RMnJyRo1apQWL16s4uJir1/DZxcLrK2tlcvlktVq7bbdarXqyJEjBlUF+Ba3263vfe97uu6665SRkWF0OUHpwIEDmj17tpqbmzV06FC9/PLLmjhxotFlBaWNGzeqoKBAe/bsMbqUoJaTk6P169dr3Lhxqqio0COPPKIbbrhBBw8eVFRUVK9fx2cDCoDLW758uQ4ePHhF13fRN8aNG6fCwkLZ7Xa99NJLWrp0qd577z1CygArKSnRAw88oLfeekuRkZFGlxPU5s6d2/XfU6ZMUU5OjkaMGKEXXnjBq0ufPhtQ4uPjFRoaqqqqqm7bq6qqlJiYaFBVgO+477779Nprr2n79u1KTU01upygFRERoTFjxkiSsrOztWfPHj3xxBP61a9+ZXBlwSU/P1/V1dWaNm1a1zaXy6Xt27frySeflNPpVGhoqIEVBq+YmBiNHTtWRUVFXh3nsz0oERERys7O1tatW7u2ud1ubd26leu7CGoej0f33XefXn75Zb3zzjsaOXKk0SXhU9xut5xOp9FlBJ1bbrlFBw4cUGFhYddj+vTpWrx4sQoLCwknBmpsbNTx48eVlJTk1XE+O4IiSXl5eVq6dKmmT5+umTNnas2aNWpqatKyZcuMLi3oNDY2dku/J0+eVGFhoeLi4pSWlmZgZcFn+fLl2rBhg1599VVFRUWpsrJSkmSxWDRo0CCDqwsuK1as0Ny5c5WWlqaGhgZt2LBB27Zt0xtvvGF0aUEnKirqoj6sIUOGaNiwYfRnDbAf/OAHmjdvnkaMGKHy8nKtWrVKoaGhWrhwoVev49MBZcGCBaqpqdHKlStVWVmprKwsbdmy5aLGWfS/vXv36qabbup6npeXJ0launSp1q9fb1BVwempp56SJN14443dtj/77LP6xje+MfAFBbHq6motWbJEFRUVslgsmjJlit544w3deuutRpcGGKa0tFQLFy5UXV2dhg8fruuvv147d+7U8OHDvXodn54HBQAABCef7UEBAADBi4ACAAB8DgEFAAD4HAIKAADwOQQUAADgcwgoAADA5xBQAACAzyGgAAAAn0NAAQAAPoeAAgAAfA4BBQAA+BwCCgAA8Dn/H2Cun77ZK0NiAAAAAElFTkSuQmCC", + "image/png": 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", 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", 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", 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" ] @@ -441,6 +322,12 @@ "cell_type": "code", "execution_count": 6, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:49.533367Z", + "iopub.status.busy": "2024-07-11T15:32:49.533043Z", + "iopub.status.idle": "2024-07-11T15:32:49.589586Z", + "shell.execute_reply": "2024-07-11T15:32:49.589024Z" + }, "jupyter": { "outputs_hidden": false }, @@ -451,7 +338,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -500,7 +387,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/Journeys/Journey-Engineering-Background.ipynb b/examples/Journeys/Journey-Engineering-Background.ipynb index a6fba25ce..3d1a8de2e 100644 --- a/examples/Journeys/Journey-Engineering-Background.ipynb +++ b/examples/Journeys/Journey-Engineering-Background.ipynb @@ -63,7 +63,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/Journeys/Journey-PhD.ipynb b/examples/Journeys/Journey-PhD.ipynb index cde7f448f..d71a9a091 100644 --- a/examples/Journeys/Journey-PhD.ipynb +++ b/examples/Journeys/Journey-PhD.ipynb @@ -134,7 +134,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:51.730143Z", + "iopub.status.busy": "2024-07-11T15:32:51.729888Z", + "iopub.status.idle": "2024-07-11T15:32:52.476452Z", + "shell.execute_reply": "2024-07-11T15:32:52.475866Z" + } + }, "outputs": [], "source": [ "import os\n", @@ -160,7 +167,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:52.478475Z", + "iopub.status.busy": "2024-07-11T15:32:52.478187Z", + "iopub.status.idle": "2024-07-11T15:32:52.773208Z", + "shell.execute_reply": "2024-07-11T15:32:52.772677Z" + } + }, "outputs": [ { "name": "stdout", @@ -171,7 +185,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -287,7 +301,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:52.775020Z", + "iopub.status.busy": "2024-07-11T15:32:52.774672Z", + "iopub.status.idle": "2024-07-11T15:32:52.789835Z", + "shell.execute_reply": "2024-07-11T15:32:52.789349Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsAggShockModel import * # module with the economy classes\n", @@ -313,7 +334,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:52.791510Z", + "iopub.status.busy": "2024-07-11T15:32:52.791254Z", + "iopub.status.idle": "2024-07-11T15:32:52.858212Z", + "shell.execute_reply": "2024-07-11T15:32:52.857695Z" + } + }, "outputs": [ { "name": "stdout", @@ -324,7 +352,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -474,7 +502,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, diff --git a/examples/Journeys/Journey-Policymaker.ipynb b/examples/Journeys/Journey-Policymaker.ipynb index fb1f28057..8a8fe51c9 100644 --- a/examples/Journeys/Journey-Policymaker.ipynb +++ b/examples/Journeys/Journey-Policymaker.ipynb @@ -86,7 +86,14 @@ "cell_type": "code", "execution_count": 1, "id": "czech-california", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:53.750149Z", + "iopub.status.busy": "2024-07-11T15:32:53.749899Z", + "iopub.status.idle": "2024-07-11T15:32:54.696423Z", + "shell.execute_reply": "2024-07-11T15:32:54.695858Z" + } + }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -111,7 +118,14 @@ "cell_type": "code", "execution_count": 2, "id": "seasonal-marina", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:54.698385Z", + "iopub.status.busy": "2024-07-11T15:32:54.698117Z", + "iopub.status.idle": "2024-07-11T15:32:54.704803Z", + "shell.execute_reply": "2024-07-11T15:32:54.704276Z" + } + }, "outputs": [], "source": [ "# Create agent\n", @@ -123,7 +137,14 @@ "cell_type": "code", "execution_count": 3, "id": "burning-vulnerability", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:54.706674Z", + "iopub.status.busy": "2024-07-11T15:32:54.706422Z", + "iopub.status.idle": "2024-07-11T15:32:54.760252Z", + "shell.execute_reply": "2024-07-11T15:32:54.759670Z" + } + }, "outputs": [], "source": [ "# Solve\n", @@ -134,7 +155,14 @@ "cell_type": "code", "execution_count": 4, "id": "advised-fountain", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:54.762077Z", + "iopub.status.busy": "2024-07-11T15:32:54.761884Z", + "iopub.status.idle": "2024-07-11T15:32:54.882838Z", + "shell.execute_reply": "2024-07-11T15:32:54.882355Z" + } + }, "outputs": [ { "name": "stdout", @@ -145,7 +173,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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BQDEI+6AAAExBQDFQI8t4AAAOR0AxEPEEAOB0BBSDcFggAMAUBBSDMAUFAGAKAoqB6EABADgdAcUgTat4Tp49b20hAAB0EQHFIO6LCWX3F1/plc2HLa4GAIDOI6AYZPLVVwX/+eOis9YVAgBAFxFQDHJtUqx+9r0xkqTq+gaLqwEAoPMIKIbxRXokSdV1BBQAgHMRUAzji7jwkVbXBSyuBACAziOgGCY6ih4UAIDzEVAM0zTEU1NPDwoAwLkIKIbxRdCDAgBwPgKKYXyRTXNQCCgAAOcioBimaYjnPAEFAOBgBBTDeCObV/E0cqwxAMChCCiGaepBkZgoCwBwLgKKYZomyUpSDXuhAAAcKsLqAtC9Ij0uuV1SoFH69GS5rurjbfHz6EiPhl0VY1F1AAB0DAHFMC6XS9GRHlXWNuje1X9p854lM0Zp7pQRvVwZAAAdR0Ax0L3pw7T+o+OtrlfVNqiqtkGfnfBbUBUAAB1HQDHQE3eP0hN3j2p1/dd/Oqql/+8zliADAGyPSbJhJJqTjgEADkFACSNNBwnSgwIAsDsCShjxXlyCfL6WgAIAsDcCShhp6kGpZn8UAIDNEVDCCHNQAABOQUAJI9EcJAgAcAgCShiJjrrwcRNQAAB2R0AJI0ySBQA4BQEljDRNkq2pDygQaLS4GgAA2sdOsmGkaQ6KJOUXfiVvRMt8GhMVoasH9pHL5ert0gAAaIGAEkZ8lwSUf1q1vc17lv3jzfqXScN6qyQAANpEQAkjHrdLc6ek6g+flrT6mf98nc7V1Gt/8TkLKgMAoCUCSphZMuMmLZlxU6vrKz78XC/84SB7pAAAbIFJspDUPPxTxQofAIANEFAgiYMEAQD2QkCBJCkmim3wAQD2QUCBpEu2wWeIBwBgAwQUSGIOCgDAXggokHRhkzaJIR4AgD0QUCCJk44BAPZCQIGk5pOOGeIBANgBAQWSpOiLQzz0oAAA7ICdZCGpeYintj6g23/+x1Y/j/VF6oV/GqvrB8X2dmkAgDBEQIEkKc4XocRYr06dq9Gx01Vt3vPeJycJKACAXkFAgSQpwuPWpke/rkOlrQ8L/PftX+j3BSeYnwIA6DUEFATFx0QqbfiAVte3HiyTJFXW1Pd2SQCAMNWpSbIrV65UamqqfD6f0tPTtXPnzg61W7t2rVwul+65557OvC0s0rQNPrvMAgB6S8gBZd26dcrKytKSJUu0Z88ejR07VtOmTdOpU6cu2+7YsWN67LHHNHXq1E4XC2vEeC90tDHEAwDoLSEHlOXLl2vevHmaO3euRo0apVWrVikmJkZr1qxpt01DQ4Puu+8+LV26VCNHjuxSweh9MRdX+FTWMsQDAOgdIQWU2tpa5efnKzMzs/kBbrcyMzO1ffv2dtv95Cc/UWJiou6///4OvU9NTY38fn+LF6zDEA8AoLeFFFDKysrU0NCgpKSkFteTkpJUXFzcZptt27bptdde0+rVqzv8Pjk5OYqPjw++UlJSQikT3YwhHgBAb+vRnWTPnTun73//+1q9erUSEhI63C47O1vl5eXBV1FRUQ9WiStp6kGpYogHANBLQlpmnJCQII/Ho5KSkhbXS0pKNGjQoFb3Hz58WMeOHdOMGTOC1wKBwIU3jojQgQMHdPXVV7dq5/V65fV6QykNPag5oNCDAgDoHSEFlKioKKWlpSkvLy+4VDgQCCgvL08LFixodf8NN9ygvXv3trj25JNP6ty5c3rppZcYunGImIvn9JyprNXcX7e9pPzbY4bou2lDe7MsAIDBQt6oLSsrS3PmzNGECRM0adIk5ebmqrKyUnPnzpUkzZ49W8nJycrJyZHP59Po0aNbtO/Xr58ktboO+0roG6WoCLdq6wP644HSNu/5+MtyAgoAoNuEHFBmzpyp0tJSLV68WMXFxRo3bpw2btwYnDhbWFgot5tDkk0S64vUWw9N1r6TrVdT+avr9cw7n+lcdZ0FlQEATOVqbGxstLqIK/H7/YqPj1d5ebni4uKsLgeXKD9fp7FL/yBJOvjsdEVFEE4BABd05fubbxN0SdMEWolVPgCA7kNAQZdEetzBXpNKVvkAALoJAQVd1rzTLD0oAIDuQUBBl/W5uAy5soYeFABA9yCgoMuaelA4TBAA0F0IKOiy4Fk99KAAALpJyPugAH+rz8UelLPn61Rd1zqkRHrc8rhdvV0WAMDBCCjosqat8B/73cd67Hcft/p5fHSk/uuhybomsW9vlwYAcCiGeNBlt12XoMt1kJSfr9PuY2d6ryAAgOPRg4Ium52Rqn9KS1H9xZOqL7Xov/Zqw96TqqhhAi0AoOMIKOgW0VEeSZ5W1+OiIyVJVWziBgAIAUM86FFNE2gr6UEBAISAgIIe1efiEmSGeAAAoSCgoEf19TbtMktAAQB0HAEFPaqpB4WDBAEAoSCgoEf18TIHBQAQOlbxoEc1HST4VVWdTpafb/Vzt8ulxFivXC52mgUANCOgoEc1DfHsO+lXRs6Hbd5zb/owPfcPN/dmWQAAm2OIBz1qdHKcrk3sqyiPu9Ur4uL2s7uOssssAKAlelDQo2J9kdqU9fU2f/bXL8/q71f8ifkpAIBW6EGBZZqGf84RUAAAf4OAAsvEXrJHSmNjo8XVAADshIACyzT1oAQapeq61gcNAgDCFwEFlomJ8qhpdTFb4QMALkVAgWVcLldwnxQCCgDgUgQUWIqzegAAbWGZMSzVtBX+mj8d1ZD46FY/97hdumd8skYk9Ont0gAAFiKgwFJX9fXqcGml3tpzvN17Pj1Rrl/NmdiLVQEArEZAgaUWf3uU3tpzXIE2lhl/+dV5fbCvRKfO1VhQGQDASgQUWGp0crxGJ8e3+bMdR07rg30lTKAFgDDEJFnYFhNoASB8EVBgW00BpaKagAIA4YaAAttq2mm2srZBgQBb4QNAOCGgwLZifc1TpKrqGiysBADQ2wgosC1vhFse94W98BnmAYDwQkCBbV3YCv/CRm7+6jo1BBrbfHESMgCYh2XGsLW+3gj5q+t11y+2tnvP1QP7aMO/TZUv0tOLlQEAehI9KLC1qdcOvOI9h0srdehURS9UAwDoLfSgwNae/94YZX/rBrU3ivP3K7ep6Mx51dQziRYATEJAge31i4lq92d9oi78FT5fG+itcgAAvYAhHjha07yT8yxDBgCjEFDgaL7IC3+FqwkoAGAUAgocLZoeFAAwEgEFjhZ9cZ8UelAAwCwEFDiaL4KAAgAmIqDA0XwXe1BYxQMAZiGgwNGYgwIAZiKgwNFYxQMAZiKgwNGaelAIKABgFnaShaM1bdT21kfH9cG+kjbv8UZ49NN/GK3br0/szdIAAF1AQIGjjRocJ0mqrQ+orKK23fs2/PUkAQUAHISAAkebfE2C/vLjb+psVV2bP3+74Lhe2XxY1fWs8gEAJyGgwPGS4nxKivO1+bOU/jGSmKMCAE7DJFkYLTqKVT4A4EQEFBiNnWYBwJkIKDCaj43cAMCRCCgwmi+4TwqTZAHASQgoMBo7zQKAMxFQYDQfO80CgCMRUGC0aIZ4AMCRCCgwGj0oAOBMnQooK1euVGpqqnw+n9LT07Vz58527129erWmTp2q/v37q3///srMzLzs/UB3apqDUh9oVF0DvSgA4BQh7yS7bt06ZWVladWqVUpPT1dubq6mTZumAwcOKDGx9Vknmzdv1qxZszR58mT5fD49//zzuuuuu/Tpp58qOTm5W34JoD1NPSiS9M5fTwT3RflbfbwRyrj6KkV66FQEADtwNTY2NobSID09XRMnTtSKFSskSYFAQCkpKXr44Ye1aNGiK7ZvaGhQ//79tWLFCs2ePbtD7+n3+xUfH6/y8nLFxcWFUi7CXGNjo6594j3VB6781/ypb4/S/beO6IWqACA8dOX7O6QelNraWuXn5ys7Ozt4ze12KzMzU9u3b+/QM6qqqlRXV6cBAwa0e09NTY1qamqCf/b7/aGUCQS5XC49/nc3aNNnJe3ec/zseR0/e17Hyip7sTIAwOWEFFDKysrU0NCgpKSkFteTkpK0f//+Dj3j8ccf15AhQ5SZmdnuPTk5OVq6dGkopQHtmnfbSM27bWS7P1+99Yh++u4+natu+0RkAEDv69UB92XLlmnt2rVav369fL62T5+VpOzsbJWXlwdfRUVFvVglwk2s70JO91fXW1wJAKBJSD0oCQkJ8ng8Kilp2V1eUlKiQYMGXbbtCy+8oGXLlumDDz7QmDFjLnuv1+uV1+sNpTSg02J9kZJEDwoA2EhIPShRUVFKS0tTXl5e8FogEFBeXp4yMjLabfezn/1MzzzzjDZu3KgJEyZ0vlqgB8RFX8jp5+hBAQDbCHmZcVZWlubMmaMJEyZo0qRJys3NVWVlpebOnStJmj17tpKTk5WTkyNJev7557V48WK98cYbSk1NVXFxsSSpb9++6tu3bzf+KkDnNPWg+M/TgwIAdhFyQJk5c6ZKS0u1ePFiFRcXa9y4cdq4cWNw4mxhYaHc7uaOmVdeeUW1tbX63ve+1+I5S5Ys0dNPP9216oFuEHfJHJQzlbWXvbd/TKRcLldvlAUAYS3kfVCswD4o6Eml52o08acfdOjeqdcm6P/en97DFQGAGbry/c22mQh7V/WJUvqI9vfludT/fF7GlvkA0AtCHuIBTON2u7T2h1/T5foSGyXd8NR7qmtoVOm5Gg3pF91r9QFAOKIHBdCFHWfd7vZfHrdLibEX9u4p8VdbXC0AmI8eFKCDEuO8On72vD4qPNviEMK29I+J0qD49jcjBABcHgEF6KCkiz0oP3nnsw7d/18PZShteMfmtgAAWiKgAB303bSh2nu8XDX1l58ke666TjX1AeV/8RUBBQA6iYACdNCdo5J056ikK973/Mb9emXzYR3/6nwvVAUAZiKgAN0s+eIKny/OVHXofB9fpEeRHuarA8ClCChAN0vufyGgbD5Qqpuf/sMV7+8XE6l3/20qS5cB4BL8ZxvQzW5J6R/sRemIs1V12nHkdA9WBADOQw8K0M3iYyL1Pz+6Q3WBK+84++T6T/S7/C/1xemqXqgMAJyDgAL0ALfbJa/78nulSFJqQh9J0p8OlSkxztuhZ0d63LrzxiT17xPVpRoBwM4IKICFRl4MKLu/+Eq7v/iqw+2+e8tQvfjPY3uqLACwHAEFsNAdNyRqdsbwDm+ff6ayVruOfaXPTvp7uDIAsBYBBbCQL9Kjn3xndIfvP1xaoW++uEVfnK5UY2OjXC5XD1YHANYhoAAOMrR/tFwuqaq2Qd94cYs6mk98ER4t/c5NmpjKzrYAnIGAAjiIN8KjMcnx+vjLch0tqwyp7X/+pZCAAsAxCCiAw/zHvK/psxMdn4Oy8+hpvfCHgzp2OrRAAwBWIqAADtPXG6FJIzreExIT5dELfziow6WVevuj4yG/3/hh/TT8qj4htwOAriCgAIZLTegjl0sqP1+nhesKQm4/KM6n7dnfYEIugF5FQAEM19cboSe+daO2HCwNue2fDpWp2F+t0ooaJcb6eqA6AGgbAQUIAw9MHakHpo4Mud1tP/ujCs9U6VBJhfrHdG7nWk5qBtAZBBQA7RqR0EeFZ6p076/+0uln/GByqp7++5u6sSoA4YD/tAHQrrtuSpK7i1NP3trzpRobG7unIABhgx4UAO26L324/mF8suoaQg8Y9Q0BTXouT/7qem0/cloDunC4YYTbrasH9mGiLhBGCCgALismqvP/NzEyoY8+P1Whe1d3foioyQO3jtCT3x7V5ecAcAYCCoAeM2dyqv7Ph5+rIdD5Z9QHAjpbVac/HjhFQAHCiKvRAYPDfr9f8fHxKi8vV1xcnNXlAOhFZRU1mvDsB3K5pClXJ3TLM782coAWfOPabnkWgPZ15fubHhQAtpbQ16trEvvq0KkKbTtU1i3P3HaoTN9NG6rB8dHd8jwA3Y+AAsD2/v1fJ2nXsTPd8qyX8j7XkdJKZb+1V4Pju2/zuf4xUfq3b14rX6Sn254JhDMCCgDbG9IvWt8Zl9wtz/rkeLmOlB7V5gOh76x7JUP6Ret/fW14tz8XCEcEFABhZcEd1yopzqfztQ3d9syPis7qw/2n9OrWw9r2efcMQ/2tCI9L86aO1NiUfj3yfMBuCCgAwkp8TGSntv2/nL1fluvD/adUdOa8is6c79ZnX6r0XI3W/e+MHns+YCes4gGAbrDlYKmKzlT1yLOrauv13Lv7JUkxUb0zx+XvRg/S8n8e1yvvBXOxigcALPb16wb26PM3fVaiXce+UlU3Dk1dzlt7jmv0kPheC0SXGnZVjCZ305JyOBc9KADgAPUNAZ04W90r7/XY7z7Wzm5aNdVZ7zx8q0Ynx1taA7quK9/fBBQAQAt//fKsVm05rNr6LmwB3Emfn6rQF6cvDJXZ4eilOF+k/v1fJzE5uZMIKAAAI+w6dkazfrlD9QH7fDWlDIjWiIS+VpfRpiiPWwszr7VtbxNzUAAARpiYOkAfL7lLlbX1VpeiY2VVmvnL7T2+OqurjpZV6LYengPVWdVVFZ1uS0ABANhKH2+E+nit/3pKjPXpzQczdKysZ1ZndVVdQ0BPvv2JDpdW6nBppdXltClQ0/l/d9b/DQAAwKbShg9Q2vABVpfRrsH9orXz6Gmry2hXdWWFFud2ri1zUAAAQI/oyve3u4dqAgAA6DQCCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsJ0IqwvoiKYDl/1+v8WVAACAjmr63m76Hg+FIwLK6dOnJUkpKSkWVwIAAEJ1+vRpxcfHh9TGEQFlwIABkqTCwsKQf0F0L7/fr5SUFBUVFSkuLs7qcsIan4V98FnYC5+HfZSXl2vYsGHB7/FQOCKguN0XpsrEx8fzl80m4uLi+Cxsgs/CPvgs7IXPwz6avsdDatMDdQAAAHQJAQUAANiOIwKK1+vVkiVL5PV6rS4l7PFZ2AefhX3wWdgLn4d9dOWzcDV2Zu0PAABAD3JEDwoAAAgvBBQAAGA7BBQAAGA7BBQAAGA7tg8oK1euVGpqqnw+n9LT07Vz506rSwpLW7du1YwZMzRkyBC5XC69/fbbVpcUtnJycjRx4kTFxsYqMTFR99xzjw4cOGB1WWHplVde0ZgxY4IbgmVkZOi9996zuixIWrZsmVwulxYuXGh1KWHn6aeflsvlavG64YYbQn6OrQPKunXrlJWVpSVLlmjPnj0aO3aspk2bplOnTlldWtiprKzU2LFjtXLlSqtLCXtbtmzR/PnztWPHDm3atEl1dXW66667VFlZaXVpYWfo0KFatmyZ8vPztXv3bn3jG9/Qd77zHX366adWlxbWdu3apVdffVVjxoyxupSwddNNN+nkyZPB17Zt20J+hq2XGaenp2vixIlasWKFJCkQCCglJUUPP/ywFi1aZHF14cvlcmn9+vW65557rC4FkkpLS5WYmKgtW7botttus7qcsDdgwAD9/Oc/1/333291KWGpoqJCt9xyi15++WU9++yzGjdunHJzc60uK6w8/fTTevvtt1VQUNCl59i2B6W2tlb5+fnKzMwMXnO73crMzNT27dstrAywl/Lycknq1GFc6D4NDQ1au3atKisrlZGRYXU5YWv+/Pm6++67W3x3oPd9/vnnGjJkiEaOHKn77rtPhYWFIT/DtocFlpWVqaGhQUlJSS2uJyUlaf/+/RZVBdhLIBDQwoULNWXKFI0ePdrqcsLS3r17lZGRoerqavXt21fr16/XqFGjrC4rLK1du1Z79uzRrl27rC4lrKWnp+v111/X9ddfr5MnT2rp0qWaOnWqPvnkE8XGxnb4ObYNKACubP78+frkk086Nb6L7nH99deroKBA5eXlevPNNzVnzhxt2bKFkNLLioqK9Mgjj2jTpk3y+XxWlxPWpk+fHvznMWPGKD09XcOHD9dvf/vbkIY+bRtQEhIS5PF4VFJS0uJ6SUmJBg0aZFFVgH0sWLBA77zzjrZu3aqhQ4daXU7YioqK0jXXXCNJSktL065du/TSSy/p1Vdftbiy8JKfn69Tp07plltuCV5raGjQ1q1btWLFCtXU1Mjj8VhYYfjq16+frrvuOh06dCikdradgxIVFaW0tDTl5eUFrwUCAeXl5TG+i7DW2NioBQsWaP369frwww81YsQIq0vCJQKBgGpqaqwuI+x885vf1N69e1VQUBB8TZgwQffdd58KCgoIJxaqqKjQ4cOHNXjw4JDa2bYHRZKysrI0Z84cTZgwQZMmTVJubq4qKys1d+5cq0sLOxUVFS3S79GjR1VQUKABAwZo2LBhFlYWfubPn6833nhDv//97xUbG6vi4mJJUnx8vKKjoy2uLrxkZ2dr+vTpGjZsmM6dO6c33nhDmzdv1vvvv291aWEnNja21TysPn366KqrrmJ+Vi977LHHNGPGDA0fPlwnTpzQkiVL5PF4NGvWrJCeY+uAMnPmTJWWlmrx4sUqLi7WuHHjtHHjxlYTZ9Hzdu/erTvuuCP456ysLEnSnDlz9Prrr1tUVXh65ZVXJEm33357i+u//vWv9YMf/KD3Cwpjp06d0uzZs3Xy5EnFx8drzJgxev/993XnnXdaXRpgmS+//FKzZs3S6dOnNXDgQN16663asWOHBg4cGNJzbL0PCgAACE+2nYMCAADCFwEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYDgEFAADYzv8H+FcNlbnWaiEAAAAASUVORK5CYII=", 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", 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" ] @@ -201,13 +229,20 @@ "cell_type": "code", "execution_count": 5, "id": "sharing-neighborhood", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:54.884613Z", + "iopub.status.busy": "2024-07-11T15:32:54.884369Z", + "iopub.status.idle": "2024-07-11T15:32:54.915141Z", + "shell.execute_reply": "2024-07-11T15:32:54.914675Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "First element of solution is \n", + "First element of solution is \n", "Solution has 11 elements.\n" ] } @@ -246,7 +281,14 @@ "cell_type": "code", "execution_count": 6, "id": "social-allergy", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:54.916699Z", + "iopub.status.busy": "2024-07-11T15:32:54.916459Z", + "iopub.status.idle": "2024-07-11T15:32:54.979072Z", + "shell.execute_reply": "2024-07-11T15:32:54.978559Z" + } + }, "outputs": [ { "name": "stdout", @@ -257,7 +299,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -290,13 +332,20 @@ "cell_type": "code", "execution_count": 7, "id": "union-birthday", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:54.980688Z", + "iopub.status.busy": "2024-07-11T15:32:54.980431Z", + "iopub.status.idle": "2024-07-11T15:32:56.843651Z", + "shell.execute_reply": "2024-07-11T15:32:56.843062Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_2897/585126719.py:4: RuntimeWarning: divide by zero encountered in log\n", + "/tmp/ipykernel_175929/869130019.py:4: RuntimeWarning: divide by zero encountered in log\n", " IndShockExample_inf.aNrmInitMean = np.log(\n" ] }, @@ -305,69 +354,69 @@ "text/plain": [ "{'aNrm': array([[0.13477216, 0.13477216, 0.13477216, ..., 0.13477216, 0.13477216,\n", " 0.13477216],\n", - " [0.23637423, 0.18458863, 0.37615739, ..., 0.14388505, 0.31039579,\n", - " 0.23637423],\n", - " [0.22630365, 0.29493639, 0.3842586 , ..., 0.23298065, 0.36173011,\n", - " 0.19001647],\n", + " [0.28588652, 0.14044081, 0.29501523, ..., 0.27754352, 0.22990816,\n", + " 0.14694351],\n", + " [0.38766465, 0.20281578, 0.38633752, ..., 0.27404333, 0.44105183,\n", + " 0.14748898],\n", " ...,\n", - " [0.64684106, 0.78898819, 0.26711605, ..., 0.58654541, 0.40804713,\n", - " 0.23569473],\n", - " [0.73629892, 0.85100644, 0.33646536, ..., 0.52730085, 0.50119466,\n", - " 0.33594075],\n", - " [0.77308386, 0.73125666, 0.29602525, ..., 0.45833048, 0.59090313,\n", - " 0.55080054]]),\n", + " [0.61653209, 0.73379616, 0.41908097, ..., 0.50477452, 0.82153692,\n", + " 0.26403614],\n", + " [0.53374248, 0.54559536, 0.61045048, ..., 0.05451486, 0.82092166,\n", + " 0.46075548],\n", + " [0.56335829, 0.56535042, 0.54734176, ..., 0.16053126, 0.78555164,\n", + " 0.00858376]]),\n", " 'mNrm': array([[1. , 1. , 1. , ..., 1. , 1. ,\n", " 1. ],\n", - " [1.15922532, 1.07996621, 1.35899523, ..., 1.01488764, 1.26730742,\n", - " 1.15922532],\n", - " [1.14417071, 1.24507686, 1.37005524, ..., 1.15415222, 1.33900275,\n", - " 1.08842644],\n", + " [1.23206318, 1.00926081, 1.24519023, ..., 1.22006598, 1.14955912,\n", + " 1.01988421],\n", + " [1.37455004, 1.10837641, 1.37279869, ..., 1.21503273, 1.44500239,\n", + " 1.02077532],\n", " ...,\n", - " [1.69875421, 1.86783547, 1.20507133, ..., 1.62601775, 1.40144775,\n", - " 1.15820952],\n", - " [1.80548218, 1.94054262, 1.30399233, ..., 1.55359333, 1.52104018,\n", - " 1.30326536],\n", - " [1.84912251, 1.79950023, 1.24664263, ..., 1.4671405 , 1.6313449 ,\n", - " 1.58232089]]),\n", + " [1.6623047 , 1.802513 , 1.41600855, ..., 1.52554168, 1.90599401,\n", + " 1.20057742],\n", + " [1.561468 , 1.57595774, 1.65499097, ..., 0.86037128, 1.9052727 ,\n", + " 1.47018982],\n", + " [1.59767229, 1.60010761, 1.57809265, ..., 1.04208236, 1.86380663,\n", + " 0.77220924]]),\n", " 'cNrm': array([[0.86522784, 0.86522784, 0.86522784, ..., 0.86522784, 0.86522784,\n", " 0.86522784],\n", - " [0.92285109, 0.89537758, 0.98283783, ..., 0.87100258, 0.95691163,\n", - " 0.92285109],\n", - " [0.91786705, 0.95014047, 0.98579664, ..., 0.92117157, 0.97727263,\n", - " 0.89840997],\n", + " [0.94617667, 0.86882 , 0.950175 , ..., 0.94252247, 0.91965096,\n", + " 0.87294069],\n", + " [0.98688538, 0.90556063, 0.98646117, ..., 0.9409894 , 1.00395055,\n", + " 0.87328635],\n", " ...,\n", - " [1.05191315, 1.07884728, 0.93795528, ..., 1.03947233, 0.99340063,\n", - " 0.9225148 ],\n", - " [1.06918326, 1.08953618, 0.96752697, ..., 1.02629249, 1.01984552,\n", - " 0.96732461],\n", - " [1.07603865, 1.06824357, 0.95061739, ..., 1.00881002, 1.04044177,\n", - " 1.03152035]]),\n", - " 'pLvl': array([[0.92780942, 0.92780942, 0.96867555, ..., 1.04273763, 1.08875607,\n", - " 0.85893446],\n", - " [1.01015813, 1.01015813, 0.8987463 , ..., 1.08730176, 1.01015813,\n", - " 0.93517011],\n", - " [0.93723423, 1.09981579, 0.83386528, ..., 1.00880882, 0.93723423,\n", - " 1.10169606],\n", + " [1.04577261, 1.06871684, 0.99692758, ..., 1.02076716, 1.08445708,\n", + " 0.93654127],\n", + " [1.02772552, 1.03036238, 1.04454049, ..., 0.80585642, 1.08435104,\n", + " 1.00943434],\n", + " [1.03431401, 1.03475719, 1.03075089, ..., 0.8815511 , 1.07825499,\n", + " 0.76362548]]),\n", + " 'pLvl': array([[0.85893446, 1.00501665, 0.85893446, ..., 1.04273763, 1.00501665,\n", + " 1.08875607],\n", + " [0.73776841, 1.09421797, 0.93517011, ..., 0.96746179, 1.18398019,\n", + " 1.09421797],\n", + " [0.63369471, 1.01522574, 0.93986152, ..., 1.0533299 , 1.1899198 ,\n", + " 1.19133645],\n", " ...,\n", - " [1.82883287, 0.74195441, 1.30879701, ..., 1.38545943, 1.13842889,\n", - " 0.90483629],\n", - " [1.7715457 , 0.63729021, 1.54185479, ..., 1.39240979, 0.9778358 ,\n", - " 0.94350685],\n", - " [1.64365678, 0.69385358, 1.81641322, ..., 1.29189092, 0.98274126,\n", - " 0.87539454]]),\n", - " 'aLvl': array([[0.12504288, 0.12504288, 0.13055049, ..., 0.140532 , 0.146734 ,\n", - " 0.11576045],\n", - " [0.23877535, 0.18646371, 0.33807007, ..., 0.15644647, 0.31354884,\n", - " 0.22105012],\n", - " [0.21209953, 0.3243757 , 0.3204199 , ..., 0.23503293, 0.33902584,\n", - " 0.20934039],\n", + " [2.29210746, 2.16466667, 1.24059202, ..., 2.27766382, 0.68447958,\n", + " 2.26668821],\n", + " [2.3900667 , 2.35679397, 1.20173116, ..., 2.11323794, 0.66303864,\n", + " 2.36356109],\n", + " [2.49221249, 2.18665564, 1.20775982, ..., 2.4895427 , 0.61517349,\n", + " 2.37541824]]),\n", + " 'aLvl': array([[0.11576045, 0.13544826, 0.11576045, ..., 0.140532 , 0.13544826,\n", + " 0.146734 ],\n", + " [0.21091804, 0.15367285, 0.27588942, ..., 0.26851275, 0.2722067 ,\n", + " 0.16078823],\n", + " [0.24566104, 0.2059038 , 0.36310377, ..., 0.28865803, 0.52481631,\n", + " 0.17570899],\n", " ...,\n", - " [1.18296419, 0.58539326, 0.34960068, ..., 0.81263487, 0.46453264,\n", - " 0.21326514],\n", - " [1.30438718, 0.54233807, 0.51878073, ..., 0.73421886, 0.49008608,\n", - " 0.3169624 ],\n", - " [1.27068453, 0.50738505, 0.53770417, ..., 0.59211299, 0.58070488,\n", - " 0.48216779]])}" + " [1.41315781, 1.58842409, 0.5199085 , ..., 1.14970666, 0.56232525,\n", + " 0.59848761],\n", + " [1.27568013, 1.28585586, 0.73359737, ..., 0.11520287, 0.54430278,\n", + " 1.08902372],\n", + " [1.40400855, 1.23622669, 0.66105739, ..., 0.39964944, 0.48325055,\n", + " 0.02039001]])}" ] }, "execution_count": 7, @@ -395,11 +444,18 @@ "cell_type": "code", "execution_count": 8, "id": "given-things", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:56.845476Z", + "iopub.status.busy": "2024-07-11T15:32:56.845191Z", + "iopub.status.idle": "2024-07-11T15:32:56.908595Z", + "shell.execute_reply": "2024-07-11T15:32:56.908072Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -604,7 +660,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/Journeys/Journeys-into-HARK.ipynb b/examples/Journeys/Journeys-into-HARK.ipynb index 7478b7c5e..997fc031b 100644 --- a/examples/Journeys/Journeys-into-HARK.ipynb +++ b/examples/Journeys/Journeys-into-HARK.ipynb @@ -64,7 +64,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/LabeledModels/LabeledModels.ipynb b/examples/LabeledModels/LabeledModels.ipynb index 4b258b8e3..abebe7a43 100644 --- a/examples/LabeledModels/LabeledModels.ipynb +++ b/examples/LabeledModels/LabeledModels.ipynb @@ -17,7 +17,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:58.519252Z", + "iopub.status.busy": "2024-07-11T15:32:58.519015Z", + "iopub.status.idle": "2024-07-11T15:32:59.547863Z", + "shell.execute_reply": "2024-07-11T15:32:59.547307Z" + } + }, "outputs": [], "source": [ "from types import SimpleNamespace\n", @@ -42,7 +49,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.549815Z", + "iopub.status.busy": "2024-07-11T15:32:59.549532Z", + "iopub.status.idle": "2024-07-11T15:32:59.552415Z", + "shell.execute_reply": "2024-07-11T15:32:59.551926Z" + } + }, "outputs": [], "source": [ "epsilon = 1e-6 # lower bound for cash-on-hand\n", @@ -118,7 +132,14 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.553947Z", + "iopub.status.busy": "2024-07-11T15:32:59.553715Z", + "iopub.status.idle": "2024-07-11T15:32:59.556366Z", + "shell.execute_reply": "2024-07-11T15:32:59.555898Z" + } + }, "outputs": [], "source": [ "mVec = np.geomspace(epsilon, 20, 100) # grid for market resources" @@ -134,7 +155,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.557848Z", + "iopub.status.busy": "2024-07-11T15:32:59.557590Z", + "iopub.status.idle": "2024-07-11T15:32:59.560564Z", + "shell.execute_reply": "2024-07-11T15:32:59.560093Z" + } + }, "outputs": [], "source": [ "mNrm = DataArray(\n", @@ -156,7 +184,14 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.562003Z", + "iopub.status.busy": "2024-07-11T15:32:59.561834Z", + "iopub.status.idle": "2024-07-11T15:32:59.570219Z", + "shell.execute_reply": "2024-07-11T15:32:59.569772Z" + } + }, "outputs": [ { "data": { @@ -524,12 +559,12 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
<xarray.Dataset>\n",
+       "
<xarray.Dataset> Size: 800B\n",
        "Dimensions:  (mNrm: 100)\n",
        "Coordinates:\n",
-       "  * mNrm     (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
+       "  * mNrm     (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
        "Data variables:\n",
-       "    *empty*
  • " ], "text/plain": [ - "\n", + " Size: 800B\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", + " * mNrm (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", "Data variables:\n", " *empty*" ] @@ -612,16 +647,23 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.571574Z", + "iopub.status.busy": "2024-07-11T15:32:59.571403Z", + "iopub.status.idle": "2024-07-11T15:32:59.575220Z", + "shell.execute_reply": "2024-07-11T15:32:59.574769Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", + " Size: 800B\n", "Dimensions: (aNrm: 100)\n", "Coordinates:\n", - " * aNrm (aNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", + " * aNrm (aNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", "Data variables:\n", " *empty*\n" ] @@ -649,7 +691,14 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.576682Z", + "iopub.status.busy": "2024-07-11T15:32:59.576439Z", + "iopub.status.idle": "2024-07-11T15:32:59.583970Z", + "shell.execute_reply": "2024-07-11T15:32:59.583534Z" + } + }, "outputs": [ { "data": { @@ -1017,7 +1066,7 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'cNrm' (mNrm: 100)>\n",
    +       "
    <xarray.DataArray 'cNrm' (mNrm: 100)> Size: 800B\n",
            "array([1.00000000e-06, 1.18508030e-06, 1.40441531e-06, 1.66434491e-06,\n",
            "       1.97238237e-06, 2.33743148e-06, 2.77004399e-06, 3.28272456e-06,\n",
            "       3.89029220e-06, 4.61030863e-06, 5.46358592e-06, 6.47478803e-06,\n",
    @@ -1044,9 +1093,9 @@
            "       6.09250019e+00, 7.22010194e+00, 8.55640055e+00, 1.01400217e+01,\n",
            "       1.20167399e+01, 1.42408017e+01, 1.68764936e+01, 2.00000000e+01])\n",
            "Coordinates:\n",
    -       "  * mNrm     (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
    +       "  * mNrm     (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
            "Attributes:\n",
    -       "    long_name:  Consumption
  • long_name :
    Consumption
  • " ], "text/plain": [ - "\n", + " Size: 800B\n", "array([1.00000000e-06, 1.18508030e-06, 1.40441531e-06, 1.66434491e-06,\n", " 1.97238237e-06, 2.33743148e-06, 2.77004399e-06, 3.28272456e-06,\n", " 3.89029220e-06, 4.61030863e-06, 5.46358592e-06, 6.47478803e-06,\n", @@ -1153,7 +1202,7 @@ " 6.09250019e+00, 7.22010194e+00, 8.55640055e+00, 1.01400217e+01,\n", " 1.20167399e+01, 1.42408017e+01, 1.68764936e+01, 2.00000000e+01])\n", "Coordinates:\n", - " * mNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", + " * mNrm (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", "Attributes:\n", " long_name: Consumption" ] @@ -1193,7 +1242,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.585439Z", + "iopub.status.busy": "2024-07-11T15:32:59.585197Z", + "iopub.status.idle": "2024-07-11T15:32:59.590365Z", + "shell.execute_reply": "2024-07-11T15:32:59.589893Z" + } + }, "outputs": [], "source": [ "v = util(cNrm)\n", @@ -1215,7 +1271,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.591882Z", + "iopub.status.busy": "2024-07-11T15:32:59.591707Z", + "iopub.status.idle": "2024-07-11T15:32:59.594592Z", + "shell.execute_reply": "2024-07-11T15:32:59.594143Z" + } + }, "outputs": [], "source": [ "v_inv = cNrm.copy()\n", @@ -1237,7 +1300,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.596067Z", + "iopub.status.busy": "2024-07-11T15:32:59.595804Z", + "iopub.status.idle": "2024-07-11T15:32:59.608750Z", + "shell.execute_reply": "2024-07-11T15:32:59.608306Z" + } + }, "outputs": [ { "data": { @@ -1605,16 +1675,16 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 5kB\n",
            "Dimensions:    (mNrm: 100)\n",
            "Coordinates:\n",
    -       "  * mNrm       (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
    +       "  * mNrm       (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n",
            "Data variables:\n",
    -       "    cNrm       (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
    -       "    v          (mNrm) float64 -1e+06 -8.438e+05 -7.12e+05 ... -0.05925 -0.05\n",
    -       "    v_der      (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.003511 0.0025\n",
    -       "    v_inv      (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
    -       "    v_der_inv  (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0
  • " ], "text/plain": [ - "\n", + " Size: 5kB\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", + " * mNrm (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", "Data variables:\n", - " cNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", - " v (mNrm) float64 -1e+06 -8.438e+05 -7.12e+05 ... -0.05925 -0.05\n", - " v_der (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.003511 0.0025\n", - " v_inv (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", - " v_der_inv (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0" + " cNrm (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", + " v (mNrm) float64 800B -1e+06 -8.438e+05 ... -0.05925 -0.05\n", + " v_der (mNrm) float64 800B 1e+12 7.12e+11 5.07e+11 ... 0.003511 0.0025\n", + " v_inv (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", + " v_der_inv (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0" ] }, "execution_count": 10, @@ -1830,7 +1900,14 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.610200Z", + "iopub.status.busy": "2024-07-11T15:32:59.609961Z", + "iopub.status.idle": "2024-07-11T15:32:59.613102Z", + "shell.execute_reply": "2024-07-11T15:32:59.612654Z" + } + }, "outputs": [], "source": [ "value_function = Dataset(\n", @@ -1850,6 +1927,12 @@ "cell_type": "code", "execution_count": 12, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.614444Z", + "iopub.status.busy": "2024-07-11T15:32:59.614280Z", + "iopub.status.idle": "2024-07-11T15:32:59.627626Z", + "shell.execute_reply": "2024-07-11T15:32:59.627119Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -2219,39 +2302,38 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 480B\n",
            "Dimensions:    (mNrm: 10)\n",
            "Coordinates:\n",
    -       "  * mNrm       (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97\n",
    +       "  * mNrm       (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98\n",
            "Data variables:\n",
    -       "    cNrm       (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97\n",
    -       "    v          (mNrm) float64 -1.581 -0.4286 -0.2851 ... -0.06344 -0.05008\n",
    -       "    v_der      (mNrm) float64 2.518 0.1849 0.08176 ... 0.004053 0.002508\n",
    -       "    v_inv      (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97\n",
    -       "    v_der_inv  (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97
    " + " cNrm (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98\n", + " v (mNrm) float64 80B -0.9257 -0.6775 -0.2905 ... -0.065 -0.05302\n", + " v_der (mNrm) float64 80B 0.8609 0.462 0.08498 ... 0.004255 0.00283\n", + " v_inv (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98\n", + " v_der_inv (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98
    " ], "text/plain": [ - "\n", + " Size: 480B\n", "Dimensions: (mNrm: 10)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97\n", + " * mNrm (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98\n", "Data variables:\n", - " cNrm (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97\n", - " v (mNrm) float64 -1.581 -0.4286 -0.2851 ... -0.06344 -0.05008\n", - " v_der (mNrm) float64 2.518 0.1849 0.08176 ... 0.004053 0.002508\n", - " v_inv (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97\n", - " v_der_inv (mNrm) float64 0.6363 2.349 3.526 4.221 ... 12.35 15.87 19.97" + " cNrm (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98\n", + " v (mNrm) float64 80B -0.9257 -0.6775 -0.2905 ... -0.065 -0.05302\n", + " v_der (mNrm) float64 80B 0.8609 0.462 0.08498 ... 0.004255 0.00283\n", + " v_inv (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98\n", + " v_der_inv (mNrm) float64 80B 1.085 1.486 3.464 6.606 ... 12.76 15.49 18.98" ] }, "execution_count": 12, @@ -2275,7 +2357,14 @@ { "cell_type": "code", "execution_count": 13, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.629330Z", + "iopub.status.busy": "2024-07-11T15:32:59.629018Z", + "iopub.status.idle": "2024-07-11T15:32:59.633821Z", + "shell.execute_reply": "2024-07-11T15:32:59.633376Z" + } + }, "outputs": [], "source": [ "class ValueFunctionCRRA:\n", @@ -2332,7 +2421,14 @@ { "cell_type": "code", "execution_count": 14, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.635245Z", + "iopub.status.busy": "2024-07-11T15:32:59.634996Z", + "iopub.status.idle": "2024-07-11T15:32:59.637443Z", + "shell.execute_reply": "2024-07-11T15:32:59.636982Z" + } + }, "outputs": [], "source": [ "vfunc = ValueFunctionCRRA(value_function, CRRA)" @@ -2348,31 +2444,43 @@ { "cell_type": "code", "execution_count": 15, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.638796Z", + "iopub.status.busy": "2024-07-11T15:32:59.638630Z", + "iopub.status.idle": "2024-07-11T15:32:59.642299Z", + "shell.execute_reply": "2024-07-11T15:32:59.641846Z" + } + }, "outputs": [ { "data": { "text/plain": [ - 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"metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.643603Z", + "iopub.status.busy": "2024-07-11T15:32:59.643441Z", + "iopub.status.idle": "2024-07-11T15:32:59.656551Z", + "shell.execute_reply": "2024-07-11T15:32:59.656107Z" + } + }, "outputs": [ { "data": { @@ -2763,154 +2878,177 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 4kB\n",
            "Dimensions:    (mNrm: 100)\n",
            "Coordinates:\n",
    -       "  * mNrm       (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71\n",
    +       "  * mNrm       (mNrm) float64 800B 0.0009434 0.531 0.7144 ... 19.62 19.82 19.84\n",
            "Data variables:\n",
    -       "    v          (mNrm) float64 -1.586 -1.484 -0.8826 ... -0.05184 -0.05087\n",
    -       "    v_der      (mNrm) float64 2.534 2.205 0.7808 ... 0.002785 0.002701 0.002595\n",
    -       "    v_inv      (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71\n",
    -       "    v_der_inv  (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71\n",
    +       "    v          (mNrm) float64 800B -1.067e+03 -1.896 ... -0.05053 -0.05048\n",
    +       "    v_der      (mNrm) float64 800B 1.144e+06 3.621 1.998 ... 0.002558 0.002553\n",
    +       "    v_inv      (mNrm) float64 800B 0.0009434 0.531 0.7144 ... 19.62 19.82 19.84\n",
    +       "    v_der_inv  (mNrm) float64 800B 0.0009434 0.531 0.7144 ... 19.62 19.82 19.84\n",
            "Attributes:\n",
    -       "    long_name:  Value Function
    " + " long_name: Value Function
    " ], "text/plain": [ - "\n", + " Size: 4kB\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71\n", + " * mNrm (mNrm) float64 800B 0.0009434 0.531 0.7144 ... 19.62 19.82 19.84\n", "Data variables:\n", - " v (mNrm) float64 -1.586 -1.484 -0.8826 ... -0.05184 -0.05087\n", - " v_der (mNrm) float64 2.534 2.205 0.7808 ... 0.002785 0.002701 0.002595\n", - " v_inv (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71\n", - " v_der_inv (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71\n", + " v (mNrm) float64 800B -1.067e+03 -1.896 ... -0.05053 -0.05048\n", + " v_der (mNrm) float64 800B 1.144e+06 3.621 1.998 ... 0.002558 0.002553\n", + " v_inv (mNrm) float64 800B 0.0009434 0.531 0.7144 ... 19.62 19.82 19.84\n", + " v_der_inv (mNrm) float64 800B 0.0009434 0.531 0.7144 ... 19.62 19.82 19.84\n", "Attributes:\n", " long_name: Value Function" ] @@ -2935,7 +3073,14 @@ { "cell_type": "code", "execution_count": 17, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.657960Z", + "iopub.status.busy": "2024-07-11T15:32:59.657723Z", + "iopub.status.idle": "2024-07-11T15:32:59.663332Z", + "shell.execute_reply": "2024-07-11T15:32:59.662896Z" + } + }, "outputs": [ { "data": { @@ -3303,12 +3448,12 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'v' ()>\n",
    -       "array(0.0102158)
    " + "
    <xarray.DataArray 'v' ()> Size: 8B\n",
    +       "array(6.63881557)
    " ], "text/plain": [ - "\n", - "array(0.0102158)" + " Size: 8B\n", + "array(6.63881557)" ] }, "execution_count": 17, @@ -3332,6 +3477,12 @@ "cell_type": "code", "execution_count": 18, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.664749Z", + "iopub.status.busy": "2024-07-11T15:32:59.664515Z", + "iopub.status.idle": "2024-07-11T15:32:59.671151Z", + "shell.execute_reply": "2024-07-11T15:32:59.670715Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -3701,7 +3852,7 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'v' (mNrm: 100)>\n",
    +       "
    <xarray.DataArray 'v' (mNrm: 100)> Size: 800B\n",
            "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
            "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
            "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
    @@ -3709,65 +3860,68 @@
            "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
            "       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])\n",
            "Coordinates:\n",
    -       "  * mNrm     (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71
    • mNrm
      (mNrm)
      float64
      0.0009434 0.531 ... 19.82 19.84
      long_name :
      Normalized Market Resources
      array([9.434257e-04, 5.309763e-01, 7.143607e-01, 1.100454e+00, 1.407228e+00,\n",
      +       "       1.426745e+00, 1.840046e+00, 2.331860e+00, 2.368978e+00, 2.473535e+00,\n",
      +       "       2.649655e+00, 2.654321e+00, 2.702851e+00, 2.850328e+00, 3.071082e+00,\n",
      +       "       3.368521e+00, 3.513881e+00, 4.840094e+00, 4.991582e+00, 5.594971e+00,\n",
      +       "       5.710640e+00, 5.735346e+00, 5.800395e+00, 5.888465e+00, 5.905239e+00,\n",
      +       "       5.943637e+00, 5.975849e+00, 6.195557e+00, 6.381519e+00, 6.598985e+00,\n",
      +       "       6.643894e+00, 7.060314e+00, 7.285411e+00, 7.859670e+00, 8.061349e+00,\n",
      +       "       8.061901e+00, 8.323291e+00, 8.723509e+00, 8.861508e+00, 9.190662e+00,\n",
      +       "       9.274680e+00, 9.532586e+00, 9.543775e+00, 9.749714e+00, 9.800258e+00,\n",
      +       "       1.036794e+01, 1.066179e+01, 1.090274e+01, 1.102617e+01, 1.112542e+01,\n",
      +       "       1.114394e+01, 1.123082e+01, 1.126975e+01, 1.142023e+01, 1.164898e+01,\n",
      +       "       1.175349e+01, 1.199020e+01, 1.209552e+01, 1.334454e+01, 1.339391e+01,\n",
      +       "       1.363705e+01, 1.364057e+01, 1.393711e+01, 1.407052e+01, 1.444475e+01,\n",
      +       "       1.502253e+01, 1.517482e+01, 1.571413e+01, 1.593310e+01, 1.610385e+01,\n",
      +       "       1.615955e+01, 1.632917e+01, 1.652311e+01, 1.662002e+01, 1.664595e+01,\n",
      +       "       1.679721e+01, 1.680558e+01, 1.698900e+01, 1.701008e+01, 1.713808e+01,\n",
      +       "       1.766695e+01, 1.769964e+01, 1.783571e+01, 1.785627e+01, 1.794276e+01,\n",
      +       "       1.806611e+01, 1.809094e+01, 1.824363e+01, 1.835647e+01, 1.871331e+01,\n",
      +       "       1.876723e+01, 1.887765e+01, 1.889340e+01, 1.899153e+01, 1.925556e+01,\n",
      +       "       1.927402e+01, 1.942681e+01, 1.962365e+01, 1.981966e+01, 1.983635e+01])
    • mNrm
      PandasIndex
      PandasIndex(Index([0.0009434257349476566,    0.5309762508485368,    0.7143607393037708,\n",
      +       "          1.1004541564905232,     1.407228375774507,     1.426744921288437,\n",
      +       "          1.8400463691474782,     2.331859555470295,    2.3689778761568507,\n",
      +       "          2.4735353229497448,     2.649655337391719,    2.6543210287067214,\n",
      +       "           2.702851321400733,     2.850328351634794,    3.0710823366734608,\n",
      +       "           3.368520580164691,     3.513881310943601,     4.840094145967784,\n",
      +       "            4.99158166447222,     5.594971220599772,     5.710639973656505,\n",
      +       "           5.735345542554229,    5.8003951755981324,     5.888465283861691,\n",
      +       "           5.905239244631269,     5.943636984660368,     5.975848790570778,\n",
      +       "           6.195557352860069,      6.38151926006843,     6.598984523112876,\n",
      +       "           6.643894066168763,     7.060313633990324,     7.285410595619243,\n",
      +       "           7.859669568283487,     8.061349057950041,     8.061901026148956,\n",
      +       "           8.323291348549041,      8.72350894850808,     8.861508151793135,\n",
      +       "           9.190662463311979,     9.274680035494686,     9.532585570876725,\n",
      +       "           9.543774658781286,     9.749714073614392,      9.80025793385375,\n",
      +       "          10.367937359838988,     10.66179271128867,    10.902735543164786,\n",
      +       "          11.026168481351775,    11.125418775029607,    11.143939895702895,\n",
      +       "          11.230823730850881,    11.269753414709465,    11.420226810198947,\n",
      +       "          11.648982559984553,     11.75348805434467,    11.990202525591144,\n",
      +       "          12.095517836475468,    13.344537973348949,    13.393907013081902,\n",
      +       "           13.63704816247641,     13.64057057868443,    13.937108493009903,\n",
      +       "          14.070518567861923,    14.444748423210893,    15.022527450531069,\n",
      +       "          15.174818401154445,    15.714125407000003,    15.933096131656201,\n",
      +       "          16.103849008701907,    16.159553454291093,    16.329170806316313,\n",
      +       "          16.523108720141508,    16.620022868285897,    16.645948149980324,\n",
      +       "          16.797206772802898,     16.80558286660358,     16.98899770631989,\n",
      +       "           17.01008151207886,     17.13807713478709,    17.666950804762326,\n",
      +       "          17.699642953800844,     17.83571135573482,    17.856269594700624,\n",
      +       "           17.94275500263634,     18.06610886381243,    18.090936456708295,\n",
      +       "          18.243632124981172,    18.356474635449906,    18.713306887464057,\n",
      +       "          18.767225319276033,    18.877654949189534,     18.89340002348283,\n",
      +       "          18.991529242767765,    19.255562454445332,    19.274023948148336,\n",
      +       "          19.426808216995756,    19.623653156205226,    19.819656627701715,\n",
      +       "          19.836348602563213],\n",
      +       "      dtype='float64', name='mNrm'))
  • " ], "text/plain": [ - "\n", + " Size: 800B\n", "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", @@ -3775,7 +3929,7 @@ " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])\n", "Coordinates:\n", - " * mNrm (mNrm) float64 0.6345 0.6744 1.136 1.208 ... 19.12 19.38 19.71" + " * mNrm (mNrm) float64 800B 0.0009434 0.531 0.7144 ... 19.62 19.82 19.84" ] }, "execution_count": 18, @@ -3801,7 +3955,14 @@ { "cell_type": "code", "execution_count": 19, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.672559Z", + "iopub.status.busy": "2024-07-11T15:32:59.672307Z", + "iopub.status.idle": "2024-07-11T15:32:59.675172Z", + "shell.execute_reply": "2024-07-11T15:32:59.674707Z" + } + }, "outputs": [], "source": [ "def state_transition(state=None, action=None, params=None):\n", @@ -3828,7 +3989,14 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.676521Z", + "iopub.status.busy": "2024-07-11T15:32:59.676292Z", + "iopub.status.idle": "2024-07-11T15:32:59.683911Z", + "shell.execute_reply": "2024-07-11T15:32:59.683344Z" + } + }, "outputs": [ { "data": { @@ -4196,12 +4364,12 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 2kB\n",
            "Dimensions:  (mNrm: 100)\n",
            "Coordinates:\n",
    -       "  * mNrm     (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
    +       "  * mNrm     (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
            "Data variables:\n",
    -       "    aNrm     (mNrm) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0
  • " ], "text/plain": [ - "\n", + " Size: 2kB\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", + " * mNrm (mNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", "Data variables:\n", - " aNrm (mNrm) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0" + " aNrm (mNrm) float64 800B 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0" ] }, "execution_count": 20, @@ -4282,7 +4450,14 @@ { "cell_type": "code", "execution_count": 21, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.685319Z", + "iopub.status.busy": "2024-07-11T15:32:59.685059Z", + "iopub.status.idle": "2024-07-11T15:32:59.692474Z", + "shell.execute_reply": "2024-07-11T15:32:59.692000Z" + } + }, "outputs": [ { "data": { @@ -4650,12 +4825,12 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 2kB\n",
            "Dimensions:  (aNrm: 100)\n",
            "Coordinates:\n",
    -       "  * aNrm     (aNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
    +       "  * aNrm     (aNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
            "Data variables:\n",
    -       "    mNrm     (aNrm) float64 1.0 1.0 1.0 1.0 1.0 ... 11.44 13.38 15.67 18.38 21.6
  • " ], "text/plain": [ - "\n", + " Size: 2kB\n", "Dimensions: (aNrm: 100)\n", "Coordinates:\n", - " * aNrm (aNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", + " * aNrm (aNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", "Data variables:\n", - " mNrm (aNrm) float64 1.0 1.0 1.0 1.0 1.0 ... 11.44 13.38 15.67 18.38 21.6" + " mNrm (aNrm) float64 800B 1.0 1.0 1.0 1.0 1.0 ... 13.38 15.67 18.38 21.6" ] }, "execution_count": 21, @@ -4758,6 +4933,12 @@ "cell_type": "code", "execution_count": 22, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.693855Z", + "iopub.status.busy": "2024-07-11T15:32:59.693620Z", + "iopub.status.idle": "2024-07-11T15:32:59.700138Z", + "shell.execute_reply": "2024-07-11T15:32:59.699553Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -5127,17 +5308,17 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 800B\n",
            "Dimensions:  (mNrm: 100)\n",
            "Coordinates:\n",
    -       "  * mNrm     (mNrm) float64 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0 1.0\n",
    +       "  * mNrm     (mNrm) float64 800B 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
            "Data variables:\n",
    -       "    *empty*
  • " ], "text/plain": [ - "\n", + " Size: 800B\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0 1.0\n", + " * mNrm (mNrm) float64 800B 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n", "Data variables:\n", " *empty*" ] @@ -5179,7 +5360,14 @@ { "cell_type": "code", "execution_count": 23, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.701685Z", + "iopub.status.busy": "2024-07-11T15:32:59.701296Z", + "iopub.status.idle": "2024-07-11T15:32:59.705370Z", + "shell.execute_reply": "2024-07-11T15:32:59.704924Z" + } + }, "outputs": [], "source": [ "def value_transition(action=None, state=None, continuation=None, params=None):\n", @@ -5232,8 +5420,23 @@ { "cell_type": "code", "execution_count": 24, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.706718Z", + "iopub.status.busy": "2024-07-11T15:32:59.706487Z", + "iopub.status.idle": "2024-07-11T15:32:59.720555Z", + "shell.execute_reply": "2024-07-11T15:32:59.720134Z" + } + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_176111/2779588421.py:2: DeprecationWarning: dropping variables using `drop` is deprecated; use drop_vars.\n", + " v_end = v_end.drop([\"mNrm\"]) # next period's mNrm is not needed\n" + ] + }, { "data": { "text/html": [ @@ -5600,17 +5803,17 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 5kB\n",
            "Dimensions:        (aNrm: 100)\n",
            "Coordinates:\n",
    -       "  * aNrm           (aNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n",
    +       "  * aNrm           (aNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n",
            "Data variables:\n",
    -       "    v              (aNrm) float64 -1.0 -1.0 -1.0 ... -0.06382 -0.0544 -0.0463\n",
    -       "    v_inv          (aNrm) float64 1.0 1.0 1.0 1.0 1.0 ... 13.38 15.67 18.38 21.6\n",
    -       "    v_der          (aNrm) float64 1.03 1.03 1.03 ... 0.004196 0.003048 0.002208\n",
    -       "    v_der_inv      (aNrm) float64 0.9853 0.9853 0.9853 ... 15.44 18.11 21.28\n",
    -       "    contributions  (aNrm) float64 1.0 1.0 1.0 1.0 1.0 ... 13.38 15.67 18.38 21.6\n",
    -       "    value          float64 231.9
  • " ], "text/plain": [ - "\n", + " Size: 5kB\n", "Dimensions: (aNrm: 100)\n", "Coordinates:\n", - " * aNrm (aNrm) float64 1e-06 1.185e-06 1.404e-06 ... 14.24 16.88 20.0\n", + " * aNrm (aNrm) float64 800B 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", "Data variables:\n", - " v (aNrm) float64 -1.0 -1.0 -1.0 ... -0.06382 -0.0544 -0.0463\n", - " v_inv (aNrm) float64 1.0 1.0 1.0 1.0 1.0 ... 13.38 15.67 18.38 21.6\n", - " v_der (aNrm) float64 1.03 1.03 1.03 ... 0.004196 0.003048 0.002208\n", - " v_der_inv (aNrm) float64 0.9853 0.9853 0.9853 ... 15.44 18.11 21.28\n", - " contributions (aNrm) float64 1.0 1.0 1.0 1.0 1.0 ... 13.38 15.67 18.38 21.6\n", - " value float64 231.9" + " v (aNrm) float64 800B -1.0 -1.0 -1.0 ... -0.0544 -0.0463\n", + " v_inv (aNrm) float64 800B 1.0 1.0 1.0 1.0 ... 15.67 18.38 21.6\n", + " v_der (aNrm) float64 800B 1.03 1.03 1.03 ... 0.003048 0.002208\n", + " v_der_inv (aNrm) float64 800B 0.9853 0.9853 0.9853 ... 18.11 21.28\n", + " contributions (aNrm) float64 800B 1.0 1.0 1.0 1.0 ... 15.67 18.38 21.6\n", + " value float64 8B 231.9" ] }, "execution_count": 24, @@ -5788,7 +5991,14 @@ { "cell_type": "code", "execution_count": 25, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.721921Z", + "iopub.status.busy": "2024-07-11T15:32:59.721696Z", + "iopub.status.idle": "2024-07-11T15:32:59.723983Z", + "shell.execute_reply": "2024-07-11T15:32:59.723540Z" + } + }, "outputs": [], "source": [ "wfunc = ValueFunctionCRRA(v_end, CRRA)" @@ -5804,7 +6014,14 @@ { "cell_type": "code", "execution_count": 26, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.725464Z", + "iopub.status.busy": "2024-07-11T15:32:59.725231Z", + "iopub.status.idle": "2024-07-11T15:32:59.743004Z", + "shell.execute_reply": "2024-07-11T15:32:59.742556Z" + } + }, "outputs": [ { "data": { @@ -6172,20 +6389,20 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 7kB\n",
            "Dimensions:          (mNrm: 100)\n",
            "Coordinates:\n",
    -       "  * mNrm             (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n",
    -       "    aNrm             (mNrm) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
    +       "  * mNrm             (mNrm) float64 800B 1e-06 1.185e-06 ... 16.88 20.0\n",
    +       "    aNrm             (mNrm) float64 800B 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
            "Data variables:\n",
    -       "    reward           (mNrm) float64 -1e+06 -8.438e+05 ... -0.05925 -0.05\n",
    -       "    v                (mNrm) float64 -1e+06 -8.438e+05 -7.12e+05 ... -1.019 -1.01\n",
    -       "    v_inv            (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 0.9811 0.9901\n",
    -       "    marginal_reward  (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.003511 0.0025\n",
    -       "    v_der            (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.003511 0.0025\n",
    -       "    v_der_inv        (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n",
    -       "    contributions    (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 0.9811 0.9901\n",
    -       "    value            float64 18.93
  • " ], "text/plain": [ - "\n", + " Size: 7kB\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", - " aNrm (mNrm) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n", + " * mNrm (mNrm) float64 800B 1e-06 1.185e-06 ... 16.88 20.0\n", + " aNrm (mNrm) float64 800B 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", "Data variables:\n", - " reward (mNrm) float64 -1e+06 -8.438e+05 ... -0.05925 -0.05\n", - " v (mNrm) float64 -1e+06 -8.438e+05 -7.12e+05 ... -1.019 -1.01\n", - " v_inv (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 0.9811 0.9901\n", - " marginal_reward (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.003511 0.0025\n", - " v_der (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.003511 0.0025\n", - " v_der_inv (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", - " contributions (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 0.9811 0.9901\n", - " value float64 18.93" + " reward (mNrm) float64 800B -1e+06 -8.438e+05 ... -0.05925 -0.05\n", + " v (mNrm) float64 800B -1e+06 -8.438e+05 ... -1.019 -1.01\n", + " v_inv (mNrm) float64 800B 1e-06 1.185e-06 ... 0.9811 0.9901\n", + " marginal_reward (mNrm) float64 800B 1e+12 7.12e+11 ... 0.003511 0.0025\n", + " v_der (mNrm) float64 800B 1e+12 7.12e+11 ... 0.003511 0.0025\n", + " v_der_inv (mNrm) float64 800B 1e-06 1.185e-06 ... 16.88 20.0\n", + " contributions (mNrm) float64 800B 1e-06 1.185e-06 ... 0.9811 0.9901\n", + " value float64 8B 18.93" ] }, "execution_count": 26, @@ -6451,7 +6668,14 @@ { "cell_type": "code", "execution_count": 27, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:32:59.744407Z", + "iopub.status.busy": "2024-07-11T15:32:59.744168Z", + "iopub.status.idle": "2024-07-11T15:33:01.451893Z", + "shell.execute_reply": "2024-07-11T15:33:01.451408Z" + } + }, "outputs": [ { "data": { @@ -6819,21 +7043,21 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 8kB\n",
            "Dimensions:          (mNrm: 100)\n",
            "Coordinates:\n",
    -       "  * mNrm             (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n",
    -       "    aNrm             (mNrm) float64 0.0 0.0 0.0 0.0 ... 5.409 6.501 7.795 9.33\n",
    +       "  * mNrm             (mNrm) float64 800B 1e-06 1.185e-06 ... 16.88 20.0\n",
    +       "    aNrm             (mNrm) float64 800B 0.0 0.0 0.0 0.0 ... 6.501 7.795 9.33\n",
            "Data variables:\n",
    -       "    cNrm             (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 9.081 10.67\n",
    -       "    reward           (mNrm) float64 -1e+06 -8.438e+05 ... -0.1101 -0.09372\n",
    -       "    v                (mNrm) float64 -1e+06 -8.438e+05 ... -0.2164 -0.1842\n",
    -       "    v_inv            (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 4.62 5.429\n",
    -       "    marginal_reward  (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.01213 0.008784\n",
    -       "    v_der            (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.01213 0.008784\n",
    -       "    v_der_inv        (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 9.081 10.67\n",
    -       "    contributions    (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 4.62 5.429\n",
    -       "    value            float64 40.31
  • " ], "text/plain": [ - "\n", + " Size: 8kB\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", - " aNrm (mNrm) float64 0.0 0.0 0.0 0.0 ... 5.409 6.501 7.795 9.33\n", + " * mNrm (mNrm) float64 800B 1e-06 1.185e-06 ... 16.88 20.0\n", + " aNrm (mNrm) float64 800B 0.0 0.0 0.0 0.0 ... 6.501 7.795 9.33\n", "Data variables:\n", - " cNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 9.081 10.67\n", - " reward (mNrm) float64 -1e+06 -8.438e+05 ... -0.1101 -0.09372\n", - " v (mNrm) float64 -1e+06 -8.438e+05 ... -0.2164 -0.1842\n", - " v_inv (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 4.62 5.429\n", - " marginal_reward (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.01213 0.008784\n", - " v_der (mNrm) float64 1e+12 7.12e+11 5.07e+11 ... 0.01213 0.008784\n", - " v_der_inv (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 9.081 10.67\n", - " contributions (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 4.62 5.429\n", - " value float64 40.31" + " cNrm (mNrm) float64 800B 1e-06 1.185e-06 ... 9.081 10.67\n", + " reward (mNrm) float64 800B -1e+06 -8.438e+05 ... -0.1101 -0.09372\n", + " v (mNrm) float64 800B -1e+06 -8.438e+05 ... -0.2164 -0.1842\n", + " v_inv (mNrm) float64 800B 1e-06 1.185e-06 ... 4.62 5.429\n", + " marginal_reward (mNrm) float64 800B 1e+12 7.12e+11 ... 0.01213 0.008784\n", + " v_der (mNrm) float64 800B 1e+12 7.12e+11 ... 0.01213 0.008784\n", + " v_der_inv (mNrm) float64 800B 1e-06 1.185e-06 ... 9.081 10.67\n", + " contributions (mNrm) float64 800B 1e-06 1.185e-06 ... 4.62 5.429\n", + " value float64 8B 40.31" ] }, "execution_count": 27, @@ -7155,12 +7379,19 @@ { "cell_type": "code", "execution_count": 28, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:01.453495Z", + "iopub.status.busy": "2024-07-11T15:33:01.453252Z", + "iopub.status.idle": "2024-07-11T15:33:01.753162Z", + "shell.execute_reply": "2024-07-11T15:33:01.752675Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 28, @@ -7169,7 +7400,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
    " ] @@ -7193,6 +7424,12 @@ "cell_type": "code", "execution_count": 29, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:01.755034Z", + "iopub.status.busy": "2024-07-11T15:33:01.754694Z", + "iopub.status.idle": "2024-07-11T15:33:01.761031Z", + "shell.execute_reply": "2024-07-11T15:33:01.760572Z" + }, "lines_to_next_cell": 2 }, "outputs": [ @@ -7562,12 +7799,12 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'cNrm' ()>\n",
    -       "array(0.0003652)
    " + "
    <xarray.DataArray 'cNrm' ()> Size: 8B\n",
    +       "array(0.00036464)
    " ], "text/plain": [ - "\n", - "array(0.0003652)" + " Size: 8B\n", + "array(0.00036464)" ] }, "execution_count": 29, @@ -7608,7 +7845,14 @@ { "cell_type": "code", "execution_count": 30, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:01.762414Z", + "iopub.status.busy": "2024-07-11T15:33:01.762245Z", + "iopub.status.idle": "2024-07-11T15:33:01.765238Z", + "shell.execute_reply": "2024-07-11T15:33:01.764768Z" + } + }, "outputs": [], "source": [ "def reverse_transition(post_state=None, action=None, params=None):\n", @@ -7629,7 +7873,14 @@ { "cell_type": "code", "execution_count": 31, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:01.766706Z", + "iopub.status.busy": "2024-07-11T15:33:01.766464Z", + "iopub.status.idle": "2024-07-11T15:33:01.788670Z", + "shell.execute_reply": "2024-07-11T15:33:01.788220Z" + } + }, "outputs": [ { "data": { @@ -7997,21 +8248,21 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 8kB\n",
            "Dimensions:          (mNrm: 100)\n",
            "Coordinates:\n",
    -       "    aNrm             (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n",
    -       "  * mNrm             (mNrm) float64 1.006 1.006 1.006 1.006 ... 30.0 35.36 41.72\n",
    +       "    aNrm             (mNrm) float64 800B 1e-06 1.185e-06 ... 16.88 20.0\n",
    +       "  * mNrm             (mNrm) float64 800B 1.006 1.006 1.006 ... 30.0 35.36 41.72\n",
            "Data variables:\n",
    -       "    cNrm             (mNrm) float64 1.006 1.006 1.006 ... 15.76 18.49 21.72\n",
    -       "    reward           (mNrm) float64 -0.9944 -0.9944 ... -0.05409 -0.04604\n",
    -       "    v                (mNrm) float64 -1.954 -1.954 -1.954 ... -0.1063 -0.09048\n",
    -       "    v_inv            (mNrm) float64 0.5117 0.5117 0.5117 ... 8.017 9.406 11.05\n",
    -       "    marginal_reward  (mNrm) float64 0.9888 0.9888 0.9888 ... 0.002926 0.002119\n",
    -       "    v_der            (mNrm) float64 0.9888 0.9888 0.9888 ... 0.002926 0.002119\n",
    -       "    v_der_inv        (mNrm) float64 1.006 1.006 1.006 ... 15.76 18.49 21.72\n",
    -       "    contributions    (mNrm) float64 0.5117 0.5117 0.5117 ... 8.017 9.406 11.05\n",
    -       "    value            float64 118.7
  • " ], "text/plain": [ - "\n", + " Size: 8kB\n", "Dimensions: (mNrm: 100)\n", "Coordinates:\n", - " aNrm (mNrm) float64 1e-06 1.185e-06 1.404e-06 ... 16.88 20.0\n", - " * mNrm (mNrm) float64 1.006 1.006 1.006 1.006 ... 30.0 35.36 41.72\n", + " aNrm (mNrm) float64 800B 1e-06 1.185e-06 ... 16.88 20.0\n", + " * mNrm (mNrm) float64 800B 1.006 1.006 1.006 ... 30.0 35.36 41.72\n", "Data variables:\n", - " cNrm (mNrm) float64 1.006 1.006 1.006 ... 15.76 18.49 21.72\n", - " reward (mNrm) float64 -0.9944 -0.9944 ... -0.05409 -0.04604\n", - " v (mNrm) float64 -1.954 -1.954 -1.954 ... -0.1063 -0.09048\n", - " v_inv (mNrm) float64 0.5117 0.5117 0.5117 ... 8.017 9.406 11.05\n", - " marginal_reward (mNrm) float64 0.9888 0.9888 0.9888 ... 0.002926 0.002119\n", - " v_der (mNrm) float64 0.9888 0.9888 0.9888 ... 0.002926 0.002119\n", - " v_der_inv (mNrm) float64 1.006 1.006 1.006 ... 15.76 18.49 21.72\n", - " contributions (mNrm) float64 0.5117 0.5117 0.5117 ... 8.017 9.406 11.05\n", - " value float64 118.7" + " cNrm (mNrm) float64 800B 1.006 1.006 1.006 ... 15.76 18.49 21.72\n", + " reward (mNrm) float64 800B -0.9944 -0.9944 ... -0.05409 -0.04604\n", + " v (mNrm) float64 800B -1.954 -1.954 ... -0.1063 -0.09048\n", + " v_inv (mNrm) float64 800B 0.5117 0.5117 0.5117 ... 9.406 11.05\n", + " marginal_reward (mNrm) float64 800B 0.9888 0.9888 ... 0.002926 0.002119\n", + " v_der (mNrm) float64 800B 0.9888 0.9888 ... 0.002926 0.002119\n", + " v_der_inv (mNrm) float64 800B 1.006 1.006 1.006 ... 15.76 18.49 21.72\n", + " contributions (mNrm) float64 800B 0.5117 0.5117 0.5117 ... 9.406 11.05\n", + " value float64 8B 118.7" ] }, "execution_count": 31, @@ -8285,7 +8536,14 @@ { "cell_type": "code", "execution_count": 32, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:01.790037Z", + "iopub.status.busy": "2024-07-11T15:33:01.789870Z", + "iopub.status.idle": "2024-07-11T15:33:01.808185Z", + "shell.execute_reply": "2024-07-11T15:33:01.807749Z" + } + }, "outputs": [ { "data": { @@ -8653,21 +8911,21 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\n",
    +       "
    <xarray.Dataset> Size: 9kB\n",
            "Dimensions:          (mNrm: 101)\n",
            "Coordinates:\n",
    -       "  * mNrm             (mNrm) float64 0.0 1.006 1.006 1.006 ... 30.0 35.36 41.72\n",
    -       "    aNrm             (mNrm) float64 0.0 1e-06 1.185e-06 ... 14.24 16.88 20.0\n",
    +       "  * mNrm             (mNrm) float64 808B 0.0 1.006 1.006 ... 30.0 35.36 41.72\n",
    +       "    aNrm             (mNrm) float64 808B 0.0 1e-06 1.185e-06 ... 16.88 20.0\n",
            "Data variables:\n",
    -       "    cNrm             (mNrm) float64 0.0 1.006 1.006 1.006 ... 15.76 18.49 21.72\n",
    -       "    v                (mNrm) float64 -inf -1.954 -1.954 ... -0.1063 -0.09048\n",
    -       "    v_inv            (mNrm) float64 0.0 0.5117 0.5117 ... 8.017 9.406 11.05\n",
    -       "    reward           (mNrm) float64 -inf -0.9944 -0.9944 ... -0.05409 -0.04604\n",
    -       "    marginal_reward  (mNrm) float64 inf 0.9888 0.9888 ... 0.002926 0.002119\n",
    -       "    v_der            (mNrm) float64 inf 0.9888 0.9888 ... 0.002926 0.002119\n",
    -       "    v_der_inv        (mNrm) float64 0.0 1.006 1.006 1.006 ... 15.76 18.49 21.72\n",
    -       "    contributions    (mNrm) float64 nan 0.5117 0.5117 ... 8.017 9.406 11.05\n",
    -       "    value            (mNrm) float64 nan 118.7 118.7 118.7 ... 118.7 118.7 118.7
  • " ], "text/plain": [ - "\n", + " Size: 9kB\n", "Dimensions: (mNrm: 101)\n", "Coordinates:\n", - " * mNrm (mNrm) float64 0.0 1.006 1.006 1.006 ... 30.0 35.36 41.72\n", - " aNrm (mNrm) float64 0.0 1e-06 1.185e-06 ... 14.24 16.88 20.0\n", + " * mNrm (mNrm) float64 808B 0.0 1.006 1.006 ... 30.0 35.36 41.72\n", + " aNrm (mNrm) float64 808B 0.0 1e-06 1.185e-06 ... 16.88 20.0\n", "Data variables:\n", - " cNrm (mNrm) float64 0.0 1.006 1.006 1.006 ... 15.76 18.49 21.72\n", - " v (mNrm) float64 -inf -1.954 -1.954 ... -0.1063 -0.09048\n", - " v_inv (mNrm) float64 0.0 0.5117 0.5117 ... 8.017 9.406 11.05\n", - " reward (mNrm) float64 -inf -0.9944 -0.9944 ... -0.05409 -0.04604\n", - " marginal_reward (mNrm) float64 inf 0.9888 0.9888 ... 0.002926 0.002119\n", - " v_der (mNrm) float64 inf 0.9888 0.9888 ... 0.002926 0.002119\n", - " v_der_inv (mNrm) float64 0.0 1.006 1.006 1.006 ... 15.76 18.49 21.72\n", - " contributions (mNrm) float64 nan 0.5117 0.5117 ... 8.017 9.406 11.05\n", - " value (mNrm) float64 nan 118.7 118.7 118.7 ... 118.7 118.7 118.7" + " cNrm (mNrm) float64 808B 0.0 1.006 1.006 ... 15.76 18.49 21.72\n", + " v (mNrm) float64 808B -inf -1.954 -1.954 ... -0.1063 -0.09048\n", + " v_inv (mNrm) float64 808B 0.0 0.5117 0.5117 ... 8.017 9.406 11.05\n", + " reward (mNrm) float64 808B -inf -0.9944 ... -0.05409 -0.04604\n", + " marginal_reward (mNrm) float64 808B inf 0.9888 0.9888 ... 0.002926 0.002119\n", + " v_der (mNrm) float64 808B inf 0.9888 0.9888 ... 0.002926 0.002119\n", + " v_der_inv (mNrm) float64 808B 0.0 1.006 1.006 ... 15.76 18.49 21.72\n", + " contributions (mNrm) float64 808B nan 0.5117 0.5117 ... 8.017 9.406 11.05\n", + " value (mNrm) float64 808B nan 118.7 118.7 ... 118.7 118.7 118.7" ] }, "execution_count": 32, @@ -8958,7 +9216,14 @@ { "cell_type": "code", "execution_count": 33, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:01.809583Z", + "iopub.status.busy": "2024-07-11T15:33:01.809349Z", + "iopub.status.idle": "2024-07-11T15:33:01.815350Z", + "shell.execute_reply": "2024-07-11T15:33:01.814851Z" + } + }, "outputs": [ { "data": { @@ -9326,11 +9591,11 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'cNrm' ()>\n",
    -       "array(9.35671381e-07)
    " + "
    <xarray.DataArray 'cNrm' ()> Size: 8B\n",
    +       "array(9.35671381e-07)
    " ], "text/plain": [ - "\n", + " Size: 8B\n", "array(9.35671381e-07)" ] }, @@ -9364,79 +9629,15 @@ { "cell_type": "code", "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFRaw = 0.984539 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFNrm = 0.993777 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFAggLivPrb = 0.964848 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Thorn = APF = 0.994384 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PermGroFacAdj = 1.000611 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "uInvEpShkuInv = 0.990704 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "VAF = 0.932054 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WRPF = 0.213705 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFNrmMax = 0.972061 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFAggLivPrbMax = 1.010600 \n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:01.817001Z", + "iopub.status.busy": "2024-07-11T15:33:01.816579Z", + "iopub.status.idle": "2024-07-11T15:33:04.638258Z", + "shell.execute_reply": "2024-07-11T15:33:04.637730Z" } - ], + }, + "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsLabeledModel import (\n", " PerfForesightLabeledType,\n", @@ -9449,12 +9650,19 @@ { "cell_type": "code", "execution_count": 35, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:04.640101Z", + "iopub.status.busy": "2024-07-11T15:33:04.639835Z", + "iopub.status.idle": "2024-07-11T15:33:04.716577Z", + "shell.execute_reply": "2024-07-11T15:33:04.716023Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 35, @@ -9463,7 +9671,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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uueaC10ydOlXV1dVavny5Y2zEiBFKT0/X/Pnzv3Z9XV2d6urqHJ9XVFQoKSlJ5eXlCg/nnjiA805W1WlJTqHe/Dy/WRfubp3baeqwJE0ZnKgotnADpqioqFBERMRl/f32qDU35eVNp3ZGRkZe9Jrs7GzNmTOn2di4ceO0dOnSC16flZWlJ5980mk1AvAthmHos0OntGhznv69q0T1Nrukpi3cEwbG6Y5hSRrShS3cgDfxmHBjt9s1e/ZsjRo16pK3l0pKShQTE9NsLCYmRiUlJRe8fu7cuc3C0LmZGwBtW1lNvd7ZWqBFm/OaHbQ3MDFCdwxL1sQ0tnAD3spjws3MmTO1a9curV+/3qlf12q1ymplGhlA0yzNlqOntWhTnj7YWaz6xqZZmnZB/po0KEF3ZiSrf0KEyVUCuFIeEW4efPBBLV++XOvWrVNiYuIlr42NjVVpaWmzsdLSUsXGxrqyRABerPxMg5Zsa5ql+bL0/FqafvHhunN4sialJ6i91SN+HQJwAlPfzYZhaNasWVqyZInWrFmj1NTUb3xOZmamVq9erdmzZzvGVq1apczMTBdWCsDbGIahnPwyLdqUp+U7ilTbcH4tzcS0ON05vIvSEiNYSwP4IFPDzcyZM7Vo0SItW7ZMYWFhjnUzERERCgkJkSRNnz5dCQkJysrKkiQ99NBDuvbaa/XMM89owoQJevPNN7Vlyxb9/e9/N+3nAOA5KmsbtDS3SP/32VHtLal0jPeODdOdw5M1eVCCwllLA/g0U8PNCy+8IEkaPXp0s/EFCxbo7rvvliTl5eXJz+/8WYMjR47UokWL9Itf/EKPPfaYevTooaVLl3LGDdDG7ShomqV5b3uR41waa4CfJgyM03eHJ9O0EmhDPOqcG3doyT55AJ6tuq5R720v0qJNedpZWO4Y7x7dXndmJGvK4AR1CA0ysUIAzuK159wAwOX4oqhcizblaVlukarqGiVJQf5+Gj8gVndmJCsjNZJZGqANI9wA8Apn6m16f0fTLE1ufpljPDWqne7MSNatQxIV2Y5ZGgCEGwAebl9JpRZtOqp3cwpVWds0SxPob9HYfrH6bkayMrt1YpYGQDOEGwAep7bBphU7i7VoU562HD3tGE+KDNG0jGTdPiRJncM4nBPAhRFuAHiMvJM1+uemo3prS77KahokSf5+Fn27T4zuHJ6sq7pHyY9O3AC+AeEGgKnsdkNrvzyu17KPaM2Xx3Vu/2ZChxDdMSxJ3xmWpJjwYHOLBOBVCDcATFFWU6+3tuTrn5/lKe9UjWP86h5Rmp6Zom/1jpY/szQAWoFwA8CtdhaU67XsI3pve5HqzjauDA8O0O1Dk/S9EV2UGtXO5AoBeDvCDQCXO7dA+LXso822cfeNC9f0zC66OT1eoUH8OgLgHPw2AeAyBadr9H+b8rT483ydqq6X1LSN+8YBcZqe2YWWCABcgnADwKnsdkPrD5zQa9lH9fHeUtnPLhCOiwjWd4cna+qwZLZxA3Apwg0Apyg/06B3thbon58d1eET1Y7xUd076fsjUjSmT7QC/P0u8RUAwDkINwCuyO6iCr3+2REtzSnSmYambtxh1gDdOiRR3xvRRd2j25tcIYC2hnADoMXqG+36cFexXs8+2uwE4V4xYfp+ZhfdMihB7az8egFgDn77ALhsxypq9c/PjmrR5nydqKqTJAX4WTSuf6ymj+hCN24AHoFwA+Ab5eaXacGGw/pgR7Eaz64Qjg6z6s7hyZqWkcwJwgA8CuEGwAU12Oz6cFeJFmw4rJy8Msf40C4ddfeoFI3rF6tAFggD8ECEGwDNnKqu1xub8/R69lGVVNRKajqbZuLAeM0YlaoBiREmVwgAl0a4ASBJ2ltSoQXrj2hpbqGjLUJUe6u+NyJZdw5PVnQYt54AeAfCDdCG2eyGVu8p1YINR5R96KRjfEBChGaMStGEgXGyBvibWCEAtBzhBmiDKmob9Nbn+Xo1+4jyT52RJPn7WXRDv1jNGJWiIV1oiwDAexFugDbk0PEqLdx4RO9sLVBNfdOBex1CA3XHsGRNz+yi+A4hJlcIAFeOcAP4OMMwtG7/CS3YcFhr9h13jPeMaa8Zo1I1OT1BIUHcegLgOwg3gI86U2/Tv7YVaMGGwzp4vKnXk8UiXd87WjNGpWpkt07cegLgkwg3gI85Xlmn17OP6PXPjup0TYMkqb01QLcPTdRdmSlKiWpncoUA4FqEG8BH7C+t1EufHtaS3ELVn93KndgxRPeMStXtQxMVFhxocoUA4B6EG8CLGYahjQdP6h+fHmq2nmZQcgfdf3VXje0bowBOEQbQxhBuAC9U32jX8h1FeunTw9pdXCGpaT3N2L4x+sE1XTWkS6TJFQKAeQg3gBcpP9OgRZvy9OrGI47WCCGB/rp9aKLuGZXKehoAEOEG8Ar5p2r08vrDemtLvuN8ms5hVt09MkXfHZ6sDqFBJlcIAJ6DcAN4sJy80/rHp4e0cleJ7EbTWK+YMN13dapuTo+nNQIAXADhBvAwdruh1XuP6cW1B7Xl6GnH+NU9onT/1V11dY8ozqcBgEsg3AAeor7RrmW5hfr7ukPaf6xKkhTob9Gk9ATdd3WqeseGm1whAHgHwg1gsuq6Rr2xOU8vrz+s4vKmRcJh1gB9d0QXzRiVopjwYJMrBADvQrgBTHKyqk4LNx7Ra9lHVX6m6SThzmFW3XtVqu4cnqxwDt0DgFYh3ABuln+qRv/49JAWf56vurMnCadGtdMPrumqWwYlKDiQRcIAcCUIN4Cb7C6q0Py1B/XBzmLZzm59SkuM0A+v7aax/WLl78ciYQBwBsIN4EKGYeizQ6f0wtqDWvfl+fYIV/eI0gPXdlMmnbkBwOkIN4ALGIah1XuO6a+fHFBufpkkyc8iTRgYr/+5pqv6J0SYWyAA+DDCDeBENruhD3cV668fH9DekkpJkjXAT7cPTdT9V3dVl060RwAAVyPcAE7QYLPrvdwiPb/mgA4dr5YktQvy1/czU3TvVanqHGY1uUIAaDsIN8AVqGu06Z2tBXphzUEVnD4jSYoICdSMUSm6e2QKPZ8AwASEG6AVztTb9MbmPL247qBKK+okSVHtg3Tf1V31vRFd1N7KWwsAzMJvYKAFKmsb9PpnR/Xyp4d1srpekhQbHqz/ubar7hiWrJAgzqgBALMRboDLUH6mQQs2HNYr6w+rorZRkpQUGaIfje6uKYMT6M4NAB6EcANcwrlQ8/L6w6o8G2q6dW6nB7/VXRMHxivA38/kCgEA/41wA1xARW2DFqw/opfXH3LM1PSMaa8fX99DN/aPkx+nCQOAxyLcAF9xsVDz0PU9Nb5/LKEGALwA4QZQU6hZuOGIXvr0fKjpEd1eD41hpgYAvA3hBm1aZW2DFhBqAMCnEG7QJtXUN+rVjUf14rqDKqtpkCR1j26vh67voRsHxNGhGwC8GOEGbUpdo01vbMrTXz85qBNVTYfvdevcTrPH9CTUAICPINygTWi02fWvbQX68+oDKixrapOQFBmi2df31ORBCYQaAPAhhBv4NLvd0Ps7ivSnVV/qyMkaSVJMuFWzvtVD3xmapKAAzqkBAF9j6m/2devWaeLEiYqPj5fFYtHSpUsvef2aNWtksVi+9lFSUuKeguE1DMPQf74o0fj//VQPvZmrIydrFNkuSL+Y0Edrf3advjeiC8EGAHyUqTM31dXVSktL0z333KMpU6Zc9vP27dun8PBwx+fR0dGuKA9eatOhk3p65V5tyyuTJIUFB+gHV3fVjKtSaWgJAG2Aqb/px48fr/Hjx7f4edHR0erQocNlXVtXV6e6ujrH5xUVFS3+fvAOe0sq9PuV+/Tx3mOSpOBAP90zKlX/c003RYQGmlwdAMBdvPJ/Y9PT01VXV6f+/fvriSee0KhRoy56bVZWlp588kk3Vgd3Kzhdo2dXfaklOYUyDMnfz6Kpw5L00PU9FBMebHZ5AAA386pwExcXp/nz52vo0KGqq6vTSy+9pNGjR2vTpk0aPHjwBZ8zd+5czZkzx/F5RUWFkpKS3FUyXOhUdb2e/+SAXs8+qnqbXZI0YUCcHh7bU107tze5OgCAWbwq3PTq1Uu9evVyfD5y5EgdPHhQf/rTn/T6669f8DlWq1VWq9VdJcINahtsWrDhiP72yQFV1jWdKjyyWyf9/IbeSkvqYG5xAADTeVW4uZCMjAytX7/e7DLgBna7ofe2F+kP/97nOKumb1y4Hh3fW1f3iJLFwlk1AAAfCDe5ubmKi4szuwy42GeHTuo3H+zRzsJySVJ8RLB+dkMvTUpLoP8TAKAZU8NNVVWVDhw44Pj88OHDys3NVWRkpJKTkzV37lwVFhbqtddekyQ999xzSk1NVb9+/VRbW6uXXnpJH3/8sf7zn/+Y9SPAxQ4er1LWir36aE+pJKm9NUAPjO6me69KVXCgv8nVAQA8kanhZsuWLbruuuscn59b+HvXXXdp4cKFKi4uVl5enuPx+vp6PfzwwyosLFRoaKgGDhyojz76qNnXgG8oq6nXcx/t1+ufHZXNbsjfz6I7M5L10JgeimrPGioAwMVZDMMwzC7CnSoqKhQREaHy8vJmBwHCMzTa7Pq/TXn600dfOrp1j+kTrUfH91H3aHZAAUBb1ZK/316/5ga+Y92Xx/Wr5bu1/1iVJKlXTJjmTeyrUd2jTK4MAOBNCDcw3eET1fr18t1affZk4Y6hgZoztpemDUtSgD/9nwAALUO4gWlq6hv1148P6KVPD6veZleAn0XTM1P00PU9aJcAAGg1wg3czjAMrdhZol9/sFvF5bWSpGt6dta8m/qyrgYAcMVaFW5qa2v1l7/8RZ988omOHTsmu93e7PFt27Y5pTj4nv2llXr8vS+08eBJSVJixxDNu6mvvt03hkP4AABO0apwc++99+o///mPbrvtNmVkZPBHCd+opr5R/7t6v17+9LAa7YasAX56YHQ3/fDabpxXAwBwqlaFm+XLl2vFihWX7MYNnPOfL0r05Pu7HS0Tvt03RvNu6qukyFCTKwMA+KJWhZuEhASFhYU5uxb4mILTNXrivS/00Z6mXVAJHUL05M39NKZvjMmVAQB8Wav22T7zzDP6+c9/rqNHjzq7HviARptd/1h3SN9+dp0+2nNMAX4WPTC6m1bNuYZgAwBwuVbN3AwdOlS1tbXq2rWrQkNDFRjYfNvuqVOnnFIcvM+uwnLNfXeno8FlRkqkfn1Lf/WMYaYPAOAerQo306ZNU2FhoX77298qJoZdLpDO1Nv03Edf6qX1h2WzGwoPDtBjN/bRd4Ym0bUbAOBWrQo3GzduVHZ2ttLS0pxdD7zQpkMn9fN/7dCRkzWSpAkD4/T4xL6KDgs2uTIAQFvUqnDTu3dvnTlzxtm1wMtU1zXq9yv36tXsprVXseHB+vXk/qyrAQCYqlXh5ne/+50efvhh/eY3v9GAAQO+tuaGbtu+L/vgSf3sne0qON0Ucu8YlqTHJvRReDBtEwAA5rIYhmG09El+fk2brP57rY1hGLJYLLLZbM6pzgVa0jIdX3em3qanV+7Vwo1HJDVt7/7drQN0dY/O5hYGAPBpLfn73aqZm08++aRVhcG75eSd1sNvbdehE9WSpGkZyfp/E/qovZUWZQAAz9Hiv0oNDQ166qmnNH/+fPXo0cMVNcHDNNrs+svHB/TXTw7IZjcUE27V07cO1Ohe0WaXBgDA17Q43AQGBmrHjh2uqAUe6OjJas1enKucvDJJ0s1p8frVpP6KCGVtDQDAM7XqhOLvfe97evnll51dCzzMkpwC3fi/nyonr0xhwQH63zvS9edpgwg2AACP1qrFEo2NjXrllVf00UcfaciQIWrXrl2zx5999lmnFAdzVNU1at7SXXo3p1CSlJEaqT9NTVdChxCTKwMA4Ju1Ktzs2rVLgwcPliR9+eWXzR7jtGLvtruoQjMXbdPhE9Xys0izx/TUzOu6y59ThgEAXoLdUpDUtI1/0eY8Pfn+btU32hUfEaw/TxukoSmRZpcGAECLsIcXOlNv02NLdmrJ2dtQ3+odrWduT1PHdkEmVwYAQMu1KNzcc88933iNxWJhsbEXOXKiWj/851btLamUv59FPxvXSz+4uivNLgEAXqtF4eb06dMXfcxms+mjjz5SXV0d4cZLrNl3TD9+I0cVtY2Kam/VX+8cpBFdO5ldFgAAV6RF4WbJkiUXHF+2bJkee+wxWa1WzZs3zymFwXUMw9CL6w7p6ZV7ZRjS4OQOeuF7QxQTThdvAID3u6I1Nxs2bNCjjz6qbdu26cEHH9Sjjz6qjh07Oqs2uEBtg02PvbvTsc17WkaSnri5n6wB/iZXBgCAc7TqEL/du3dr4sSJGj16tHr27Kl9+/bp6aefJth4uJNVdfruS5v0bk6h/P0s+tWkfsqaMpBgAwDwKS0KN/n5+ZoxY4bS0tIUEBCgHTt26OWXX1ZiYqKr6oOTHDpepVv+tlFbj55WeHCAXp2Roe9npphdFgAATtei21K9evWSxWLRnDlzNGrUKO3fv1/79+//2nU333yz0wrEldt69LTue/Vzna5pUFJkiBbcnaHu0e3NLgsAAJewGIZhXO7Ffn7fPNFjsVhks9muqChXqqioUEREhMrLyxUeHm52OS738d5S/ej/tqm2wa60pA56+a6himpvNbssAABapCV/v1s0c2O326+oMLjX0pxCPfz2dtnshq7r1VnPf3ewQoM4txEA4NtataA4KytLr7zyytfGX3nlFf3+97+/4qJw5RZtytNP3sqVzW7olkEJ+vv0oQQbAECb0Kpw8+KLL6p3795fG+/Xr59eeOGFKy4KV+a17CN6bMlOGYY0PbOLnrk9TYH+rXqpAQDwOq36X/mSkhLFxcV9bbxz584qLi6+4qLQeq9lH9G8ZV9Ikn5wTVfNHd+bTu0AgDalVf87n5SUpA0bNnxtfMOGDYqPj7/iotA6iz/PcwSbH17bjWADAGiTWjVzc//992v27NlqaGjQt771LUnS6tWr9cgjj+jhhx92aoG4PB/sKNaj7+6UJN13Vap+fkMvgg0AoE1qVbj52c9+ppMnT+pHP/qR6uvrJUnBwcH6+c9/rrlz5zq1QHyzjQdOaPbiHBmGNC0jWf9vQh+CDQCgzWrROTf/raqqSnv27FFISIh69Oghq9Xzz0/xtXNu9pVU6rYXNqqyrlE3DojVX6YNlr8fwQYA4Ftcds7Nf2vfvr2GDRt2JV8CV+BEVZ3uWfi5KusalZEaqWe/k06wAQC0eewP9lL1jXb96J/bVFh2RqlR7fT37w9RcCANMAEAINx4qd+u2KPNR04pzBqgf0wfqg6hQWaXBACARyDceKEPdxZr4cYjkqRnp6bTBBMAgK8g3HiZ4vIz+vm/dkiS/ufarvp23xiTKwIAwLMQbryIYRh65J0dqqhtVFpSB/10bC+zSwIAwOMQbrzIW1vy9en+E7IG+OnZ79AvCgCAC+Gvo5c4VV2v33ywR5L007G91K0z62wAALgQwo2XeHbVPlXUNqpPXLhmjEoxuxwAADwW4cYLHDpepTc250uSHp/YVwHcjgIA4KL4K+kFnvtov2x2Q9/qHa0RXTuZXQ4AAB6NcOPhjp6s1vs7iiRJc77d0+RqAADwfIQbD/fqxqMyDOmanp3VPyHC7HIAAPB4hBsPVtdo07s5BZKkGSNTzC0GAAAvQbjxYJ/sPa6ymgbFRQTrmp6dzS4HAACvYGq4WbdunSZOnKj4+HhZLBYtXbr0G5+zZs0aDR48WFarVd27d9fChQtdXqdZVu0ulSTdOCBO/n4Wk6sBAMA7mBpuqqurlZaWpueff/6yrj98+LAmTJig6667Trm5uZo9e7buu+8+/fvf/3Zxpe5nsxv6ZN8xSdL1faJNrgYAAO8RYOY3Hz9+vMaPH3/Z18+fP1+pqal65plnJEl9+vTR+vXr9ac//Unjxo274HPq6upUV1fn+LyiouLKinaT/ccqdaq6Xu2C/DUsJdLscgAA8BpeteYmOztbY8aMaTY2btw4ZWdnX/Q5WVlZioiIcHwkJSW5ukynOHisWpLUIyaMHlIAALSAV/3VLCkpUUxMTLOxmJgYVVRU6MyZMxd8zty5c1VeXu74yM/Pd0epV+zQ8SpJUtfO7UyuBAAA72LqbSl3sFqtslqtZpfRYgfPhhsaZAIA0DJeNXMTGxur0tLSZmOlpaUKDw9XSEiISVW5xqETTbelujFzAwBAi3hVuMnMzNTq1aubja1atUqZmZkmVeQahmHo0PGmcNOVmRsAAFrE1HBTVVWl3Nxc5ebmSmra6p2bm6u8vDxJTetlpk+f7rj+hz/8oQ4dOqRHHnlEe/fu1d/+9je99dZb+slPfmJG+S5zrLJOVXWN8rNIXTqFml0OAABexdRws2XLFg0aNEiDBg2SJM2ZM0eDBg3SvHnzJEnFxcWOoCNJqamp+uCDD7Rq1SqlpaXpmWee0UsvvXTRbeDe6tx6m6TIUFkD/E2uBgAA72LqguLRo0fLMIyLPn6h04dHjx6tnJwcF1ZlPsctqSjW2wAA0FJeteamrWCnFAAArUe48UAsJgYAoPUINx7o0IlzMzfclgIAoKUINx6mtsGmgtNNpy0zcwMAQMsRbjzMkZPVMgwpLDhAUe2DzC4HAACvQ7jxMOcaZnbr3F4Wi8XkagAA8D6EGw9Dw0wAAK4M4cbDnO8pxXobAABag3DjYc6fccPMDQAArUG48SA0zAQA4MoRbjzIcRpmAgBwxQg3HuQADTMBALhihBsPQsNMAACuHOHGg5wLN+yUAgCg9Qg3HuSg44wbwg0AAK1FuPEg5xpmcoAfAACtR7jxEF9tmMltKQAAWo9w4yFomAkAgHMQbjzEVw/vo2EmAACtR7jxEAeP0XYBAABnINx4CBpmAgDgHIQbD3GIhpkAADgF4cYDGIahgzTMBADAKQg3HoCGmQAAOA/hxgOcm7WhYSYAAFeOcOMBHG0XaJgJAMAVI9x4gEOstwEAwGkINx7goGOnFOEGAIArRbjxADTMBADAeQg3JqNhJgAAzkW4MRkNMwEAcC7CjclomAkAgHMRbkxG2wUAAJyLcGOycwf4sd4GAADnINyY7BAH+AEA4FSEGxN9tWFmt2hmbgAAcAbCjYlomAkAgPMRbkxEw0wAAJyPcGMiGmYCAOB8hBsT0TATAADnI9yY6FxPKbaBAwDgPIQbEzluS3GAHwAATkO4MclXG2YSbgAAcB7CjUmOnqxxNMzs3N5qdjkAAPgMwo1Jzt+SomEmAADORLgxCQ0zAQBwDcKNSWiYCQCAaxBuTELDTAAAXINwYwLDMBwH+NEwEwAA5yLcmOB4ZZ0qaZgJAIBLEG5McG69TWJHGmYCAOBshBsTnG+7wHobAACcjXBjgoPHaJgJAICreES4ef7555WSkqLg4GANHz5cmzdvvui1CxculMViafYRHBzsxmqvHA0zAQBwHdPDzeLFizVnzhw9/vjj2rZtm9LS0jRu3DgdO3bsos8JDw9XcXGx4+Po0aNurPjKndspRU8pAACcz/Rw8+yzz+r+++/XjBkz1LdvX82fP1+hoaF65ZVXLvoci8Wi2NhYx0dMTIwbK74ytQ025Z+ukUS4AQDAFUwNN/X19dq6davGjBnjGPPz89OYMWOUnZ190edVVVWpS5cuSkpK0qRJk/TFF19c9Nq6ujpVVFQ0+zATDTMBAHAtU8PNiRMnZLPZvjbzEhMTo5KSkgs+p1evXnrllVe0bNky/fOf/5TdbtfIkSNVUFBwweuzsrIUERHh+EhKSnL6z9ESNMwEAMC1TL8t1VKZmZmaPn260tPTde211+rdd99V586d9eKLL17w+rlz56q8vNzxkZ+f7+aKm3M0zKTtAgAALhFg5jePioqSv7+/SktLm42XlpYqNjb2sr5GYGCgBg0apAMHDlzwcavVKqvVc27/0HYBAADXMnXmJigoSEOGDNHq1asdY3a7XatXr1ZmZuZlfQ2bzaadO3cqLi7OVWU61UEaZgIA4FKmztxI0pw5c3TXXXdp6NChysjI0HPPPafq6mrNmDFDkjR9+nQlJCQoKytLkvTUU09pxIgR6t69u8rKyvSHP/xBR48e1X333Wfmj3FZvtowkwP8AABwDdPDzdSpU3X8+HHNmzdPJSUlSk9P18qVKx2LjPPy8uTnd36C6fTp07r//vtVUlKijh07asiQIdq4caP69u1r1o9w2Y5X0TATAABXsxiGYZhdhDtVVFQoIiJC5eXlCg8Pd+v3zj54UtP+8ZmSI0O17pHr3Pq9AQDwZi35++11u6W8GQ0zAQBwPcKNG7HeBgAA1yPcuNH5A/yYuQEAwFUIN27kOOOGmRsAAFyGcOMmNMwEAMA9CDdu4miYaaVhJgAArkS4cZNzPaW6RtMwEwAAVyLcuMlBGmYCAOAWhBs3oWEmAADuQbhxk4Mnzp5xw8wNAAAuRbhxA8MwdOjYuTNumLkBAMCVCDduQMNMAADch3DjBufW2yR2DFVwoL/J1QAA4NsIN25A2wUAANyHcOMGtF0AAMB9CDduwMwNAADuQ7hxA2ZuAABwH8KNi9U22FRAw0wAANyGcONiR0/WyE7DTAAA3IZw42I0zAQAwL0INy526GzbBRpmAgDgHoQbFzt4jJ1SAAC4E+HGxc41zGSnFAAA7kG4cSHDMM6vuSHcAADgFoQbFzpeVafKWhpmAgDgToQbF6JhJgAA7ke4cSHaLgAA4H6EGxei7QIAAO5HuHGhQ8zcAADgdoQbFzp4duamaxQzNwAAuAvhxkXqGs83zOwWzcwNAADuQrhxERpmAgBgDsKNizjaLtAwEwAAtyLcuAgNMwEAMAfhxkVomAkAgDkINy5Cw0wAAMxBuHEBGmYCAGAewo0LnGuYaaFhJgAAbke4cYFzbReSaJgJAIDbEW5c4Fy4YTExAADuR7hxAUc3cNouAADgdoQbFzi3mJi2CwAAuB/hxgXOHeDHzA0AAO5HuHGyukab8k/RMBMAALMQbpyMhpkAAJiLcONkX227QMNMAADcj3DjZIdouwAAgKkIN07m2AbOGTcAAJiCcONkBx0H+DFzAwCAGQg3TvTVhpnclgIAwByEGyc6UVVPw0wAAExGuHGic+ttaJgJAIB5CDdORMNMAADMR7hxokM0zAQAwHQeEW6ef/55paSkKDg4WMOHD9fmzZsvef3bb7+t3r17Kzg4WAMGDNCKFSvcVOmlHaRhJgAApjM93CxevFhz5szR448/rm3btiktLU3jxo3TsWPHLnj9xo0bNW3aNN17773KycnR5MmTNXnyZO3atcvNlX8dDTMBADCfxTAMw8wChg8frmHDhumvf/2rJMlutyspKUmzZs3So48++rXrp06dqurqai1fvtwxNmLECKWnp2v+/Pnf+P0qKioUERGh8vJyhYeHO+3nqGu0qc8vV8puSJsfu17R4cFO+9oAALR1Lfn7berMTX19vbZu3aoxY8Y4xvz8/DRmzBhlZ2df8DnZ2dnNrpekcePGXfT6uro6VVRUNPtwhWYNM8NomAkAgFlMDTcnTpyQzWZTTExMs/GYmBiVlJRc8DklJSUtuj4rK0sRERGOj6SkJOcU/19OVtWrQ2ggDTMBADCZ6WtuXG3u3LkqLy93fOTn57vk+2R266TceWP15g8yXfL1AQDA5Qkw85tHRUXJ399fpaWlzcZLS0sVGxt7wefExsa26Hqr1Sqr1X23iUKCOLwPAAAzmTpzExQUpCFDhmj16tWOMbvdrtWrVysz88IzIJmZmc2ul6RVq1Zd9HoAANC2mDpzI0lz5szRXXfdpaFDhyojI0PPPfecqqurNWPGDEnS9OnTlZCQoKysLEnSQw89pGuvvVbPPPOMJkyYoDfffFNbtmzR3//+dzN/DAAA4CFMDzdTp07V8ePHNW/ePJWUlCg9PV0rV650LBrOy8uTn9/5CaaRI0dq0aJF+sUvfqHHHntMPXr00NKlS9W/f3+zfgQAAOBBTD/nxt1cdc4NAABwHa855wYAAMDZCDcAAMCnEG4AAIBPIdwAAACfQrgBAAA+hXADAAB8CuEGAAD4FMINAADwKYQbAADgU0xvv+Bu5w5krqioMLkSAABwuc793b6cxgptLtxUVlZKkpKSkkyuBAAAtFRlZaUiIiIueU2b6y1lt9tVVFSksLAwWSwWs8u5pIqKCiUlJSk/P58+WB6A18Nz8Fp4Fl4Pz+Krr4dhGKqsrFR8fHyzhtoX0uZmbvz8/JSYmGh2GS0SHh7uU/+BejteD8/Ba+FZeD08iy++Ht80Y3MOC4oBAIBPIdwAAACfQrjxYFarVY8//risVqvZpUC8Hp6E18Kz8Hp4Fl6PNrigGAAA+DZmbgAAgE8h3AAAAJ9CuAEAAD6FcAMAAHwK4cZDPf/880pJSVFwcLCGDx+uzZs3m11Sm/TEE0/IYrE0++jdu7fZZbUZ69at08SJExUfHy+LxaKlS5c2e9wwDM2bN09xcXEKCQnRmDFjtH//fnOKbQO+6fW4++67v/Z+ueGGG8wp1sdlZWVp2LBhCgsLU3R0tCZPnqx9+/Y1u6a2tlYzZ85Up06d1L59e916660qLS01qWL3Itx4oMWLF2vOnDl6/PHHtW3bNqWlpWncuHE6duyY2aW1Sf369VNxcbHjY/369WaX1GZUV1crLS1Nzz///AUf//3vf68///nPmj9/vjZt2qR27dpp3Lhxqq2tdXOlbcM3vR6SdMMNNzR7v7zxxhturLDtWLt2rWbOnKnPPvtMq1atUkNDg8aOHavq6mrHNT/5yU/0/vvv6+2339batWtVVFSkKVOmmFi1GxnwOBkZGcbMmTMdn9tsNiM+Pt7Iysoysaq26fHHHzfS0tLMLgOGYUgylixZ4vjcbrcbsbGxxh/+8AfHWFlZmWG1Wo033njDhArblv9+PQzDMO666y5j0qRJptTT1h07dsyQZKxdu9YwjKb3QmBgoPH22287rtmzZ48hycjOzjarTLdh5sbD1NfXa+vWrRozZoxjzM/PT2PGjFF2draJlbVd+/fvV3x8vLp27arvfve7ysvLM7skSDp8+LBKSkqavVciIiI0fPhw3ismWrNmjaKjo9WrVy898MADOnnypNkltQnl5eWSpMjISEnS1q1b1dDQ0Oz90bt3byUnJ7eJ9wfhxsOcOHFCNptNMTExzcZjYmJUUlJiUlVt1/Dhw7Vw4UKtXLlSL7zwgg4fPqyrr75alZWVZpfW5p17P/Be8Rw33HCDXnvtNa1evVpPP/201q5dq/Hjx8tms5ldmk+z2+2aPXu2Ro0apf79+0tqen8EBQWpQ4cOza5tK++PNtcVHGiJ8ePHO/554MCBGj58uLp06aK33npL9957r4mVAZ7njjvucPzzgAEDNHDgQHXr1k1r1qzR9ddfb2Jlvm3mzJnatWsX6wG/gpkbDxMVFSV/f/+vrWgvLS1VbGysSVXhnA4dOqhnz546cOCA2aW0eefeD7xXPFfXrl0VFRXF+8WFHnzwQS1fvlyffPKJEhMTHeOxsbGqr69XWVlZs+vbyvuDcONhgoKCNGTIEK1evdoxZrfbtXr1amVmZppYGSSpqqpKBw8eVFxcnNmltHmpqamKjY1t9l6pqKjQpk2beK94iIKCAp08eZL3iwsYhqEHH3xQS5Ys0ccff6zU1NRmjw8ZMkSBgYHN3h/79u1TXl5em3h/cFvKA82ZM0d33XWXhg4dqoyMDD333HOqrq7WjBkzzC6tzfnpT3+qiRMnqkuXLioqKtLjjz8uf39/TZs2zezS2oSqqqpm/9d/+PBh5ebmKjIyUsnJyZo9e7Z+/etfq0ePHkpNTdUvf/lLxcfHa/LkyeYV7cMu9XpERkbqySef1K233qrY2FgdPHhQjzzyiLp3765x48aZWLVvmjlzphYtWqRly5YpLCzMsY4mIiJCISEhioiI0L333qs5c+YoMjJS4eHhmjVrljIzMzVixAiTq3cDs7dr4cL+8pe/GMnJyUZQUJCRkZFhfPbZZ2aX1CZNnTrViIuLM4KCgoyEhARj6tSpxoEDB8wuq8345JNPDElf+7jrrrsMw2jaDv7LX/7SiImJMaxWq3H99dcb+/btM7doH3ap16OmpsYYO3as0blzZyMwMNDo0qWLcf/99xslJSVml+2TLvQ6SDIWLFjguObMmTPGj370I6Njx45GaGioccsttxjFxcXmFe1GFsMwDPdHKgAAANdgzQ0AAPAphBsAAOBTCDcAAMCnEG4AAIBPIdwAAACfQrgBAAA+hXADAAB8CuEGAAD4FMINAADwKYQbAF7lyJEjslgsio6OVmVlZbPH0tPT9cQTT5hTGACPQbgB4JUqKyv1xz/+sUXPqa+vd1E1ADwJ4QaAqUaPHq1Zs2Zp9uzZ6tixo2JiYvSPf/xD1dXVmjFjhsLCwtS9e3d9+OGHzZ43a9YsPfvsszp27NhFv3ZKSop+9atfafr06QoPD9cPfvADLVy4UB06dNDy5cvVq1cvhYaG6rbbblNNTY1effVVpaSkqGPHjvrxj38sm83m6h8fgAsQbgCY7tVXX1VUVJQ2b96sWbNm6YEHHtDtt9+ukSNHatu2bRo7dqy+//3vq6amxvGcadOmqXv37nrqqacu+bX/+Mc/Ki0tTTk5OfrlL38pSaqpqdGf//xnvfnmm1q5cqXWrFmjW265RStWrNCKFSv0+uuv68UXX9Q777zj0p8bgGvQFRyAqUaPHi2bzaZPP/1UkmSz2RQREaEpU6botddekySVlJQoLi5O2dnZio2NVWpqqnJyclRaWqqJEydqz5496tatm9LT0zV58mTHupuUlBQNGjRIS5YscXy/hQsXasaMGTpw4IC6desmSfrhD3+o119/XaWlpWrfvr0k6YYbblBKSormz5/vxn8bAJyBmRsAphs4cKDjn/39/dWpUycNGDDAMRYTEyNJX7sFNW7cOF111VWOGZkLGTp06NfGQkNDHcHm3NdPSUlxBJtzY5e65QXAcxFuAJguMDCw2ecWi6XZmMVikSTZ7favPfd3v/udFi9erJycnAt+7Xbt2rX4+50bu9D3A+D5CDcAvFpGRoamTJmiRx991OxSAHiIALMLAIAr9Zvf/Eb9+vVTQAC/0gAwcwPAB/Ts2VP33HOPamtrzS4FgAdgtxQAAPApzNwAAACfQrgBAAA+hXADAAB8CuEGAAD4FMINAADwKYQbAADgUwg3AADApxBuAACATyHcAAAAn0K4AQAAPoVwAwAAfMr/B9/9gfn1+hhvAAAAAElFTkSuQmCC", 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    " ] @@ -9486,13 +9694,20 @@ { "cell_type": "code", "execution_count": 36, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:04.718322Z", + "iopub.status.busy": "2024-07-11T15:33:04.718057Z", + "iopub.status.idle": "2024-07-11T15:33:04.760918Z", + "shell.execute_reply": "2024-07-11T15:33:04.760431Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/opt/hostedtoolcache/Python/3.10.12/x64/lib/python3.10/site-packages/HARK/metric.py:52: UserWarning: Arrays of different shapes. Returning differences in size.\n", + "/mnt/c/Users/alujan/GitHub/alanlujan91/HARK/HARK/metric.py:52: UserWarning: Arrays of different shapes. Returning differences in size.\n", " warn(\"Arrays of different shapes. Returning differences in size.\")\n" ] } @@ -9505,11 +9720,18 @@ { "cell_type": "code", "execution_count": 37, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:04.762523Z", + "iopub.status.busy": "2024-07-11T15:33:04.762283Z", + "iopub.status.idle": "2024-07-11T15:33:04.824671Z", + "shell.execute_reply": "2024-07-11T15:33:04.824152Z" + } + }, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
    " ] @@ -9532,7 +9754,14 @@ { "cell_type": "code", "execution_count": 38, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:04.826353Z", + "iopub.status.busy": "2024-07-11T15:33:04.826088Z", + "iopub.status.idle": "2024-07-11T15:33:04.832702Z", + "shell.execute_reply": "2024-07-11T15:33:04.832190Z" + } + }, "outputs": [ { "data": { @@ -9900,11 +10129,11 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'cNrm' ()>\n",
    -       "array(0.00671175)
    " + "
    <xarray.DataArray 'cNrm' ()> Size: 8B\n",
    +       "array(0.00671175)
    " ], "text/plain": [ - "\n", + " Size: 8B\n", "array(0.00671175)" ] }, @@ -9934,79 +10163,15 @@ { "cell_type": "code", "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFRaw = 0.984539 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFNrm = 0.993777 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFAggLivPrb = 0.964848 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Thorn = APF = 0.994384 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PermGroFacAdj = 1.000611 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "uInvEpShkuInv = 0.990704 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "VAF = 0.932054 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WRPF = 0.213705 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFNrmMax = 0.972061 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFAggLivPrbMax = 1.010600 \n" - ] + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:04.834317Z", + "iopub.status.busy": "2024-07-11T15:33:04.834061Z", + "iopub.status.idle": "2024-07-11T15:33:09.115424Z", + "shell.execute_reply": "2024-07-11T15:33:09.114900Z" } - ], + }, + "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsLabeledModel import IndShockLabeledType\n", "\n", @@ -10017,12 +10182,19 @@ { "cell_type": "code", "execution_count": 40, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:09.117242Z", + "iopub.status.busy": "2024-07-11T15:33:09.116995Z", + "iopub.status.idle": "2024-07-11T15:33:09.185234Z", + "shell.execute_reply": "2024-07-11T15:33:09.184745Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 40, @@ -10031,7 +10203,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -10047,81 +10219,18 @@ { "cell_type": "code", "execution_count": 41, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:09.187181Z", + "iopub.status.busy": "2024-07-11T15:33:09.186853Z", + "iopub.status.idle": "2024-07-11T15:33:09.309063Z", + "shell.execute_reply": "2024-07-11T15:33:09.308540Z" + } + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFRaw = 0.984539 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFNrm = 0.993777 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPFAggLivPrb = 0.964848 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Thorn = APF = 0.994384 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PermGroFacAdj = 1.000611 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "uInvEpShkuInv = 0.990704 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "VAF = 0.932054 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WRPF = 0.213705 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFNrmMax = 0.972061 \n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "DiscFacGPFAggLivPrbMax = 1.010600 \n" - ] - }, { "data": { - "image/png": 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", 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", "text/plain": [ "
    " ] @@ -10149,7 +10258,14 @@ { "cell_type": "code", "execution_count": 42, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:09.310935Z", + "iopub.status.busy": "2024-07-11T15:33:09.310679Z", + "iopub.status.idle": "2024-07-11T15:33:09.317827Z", + "shell.execute_reply": "2024-07-11T15:33:09.317336Z" + } + }, "outputs": [ { "data": { @@ -10517,11 +10633,11 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.DataArray 'cNrm' ()>\n",
    -       "array(0.00023666)
    " + "
    <xarray.DataArray 'cNrm' ()> Size: 8B\n",
    +       "array(0.00023666)
    " ], "text/plain": [ - "\n", + " Size: 8B\n", "array(0.00023666)" ] }, @@ -10552,7 +10668,14 @@ { "cell_type": "code", "execution_count": 43, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:09.319306Z", + "iopub.status.busy": "2024-07-11T15:33:09.319081Z", + "iopub.status.idle": "2024-07-11T15:33:17.023005Z", + "shell.execute_reply": "2024-07-11T15:33:17.022467Z" + } + }, "outputs": [], "source": [ "from HARK.ConsumptionSaving.ConsLabeledModel import RiskyAssetLabeledType\n", @@ -10564,12 +10687,19 @@ { "cell_type": "code", "execution_count": 44, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:17.024845Z", + "iopub.status.busy": "2024-07-11T15:33:17.024598Z", + "iopub.status.idle": "2024-07-11T15:33:17.097850Z", + "shell.execute_reply": "2024-07-11T15:33:17.097350Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 44, @@ -10578,7 +10708,7 @@ }, { "data": { - "image/png": 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VAXudGwCAPTJyTujJ1Bn6+pcPTpudO0wNo67RmE5D1aJabbsjAueNcgMAZdj+zCMau/gNrT48R3JmFc7OfXmFP2tClyGqHVfV7ojABaPcAEAZ9OOhfRqf+pp+OD5fcuQUzM5dQZ0Tbtb4rgOZxBIBjXIDAGXIqj1b9fdlU7TLtUSGwy05JKc7QX+qdbse63y7okK5LhgCH+UGAMqAz7eu1fNrXlO6Z7UMw5LhkMI9dXT7JQP0QPL1CnE67Y4IeA3lBgCClGmaemfjYr3+3ZvKNDZJyr9GTYzVRPc0G6y7WnTlGjUISpQbAAgybo9HL62co5k/TZfLuVMyJMsyFO9sq1Ft7tV1DVvbHRHwKcoNAASJE3kuPbVkpubunilPSFrBcO4Q1Q7vrCeuvE/taja0OyJQKig3ABDgDp/I0vjF07Qk7UNZIcfy/2U3I3RZ+Z4a3+VeNapy7gmJgWBDuQGAALXryEGNS31D64/9V3KeKLhGTbTaVrpeT3YdosSYOLsjArag3ABAgPkubZcmLJmqrScWyHDkSk7J4a6kbtVv1ZjO/VQhspzdEQFbUW4AIECk/rxJT6+Yon3u5TIMjwyHFOqpoRvr3qWHO/xFEaFhdkcE/ALlBgD83Mc/rNBLa1/TYWtD/jVqDCnKvET9Gw/U0CuuZTg38DuUGwDwQ6Zp6s11X+qtTW8p2/GjpPxr1FRUSw1rOUS3Nutoc0LAf1FuAMCP5Lrdem75x/poxwzlOvdKDsmyHKoe0kF/Sx6qq+o1szsi4PcoNwDgB7JdLk1c8ra+2DtLZsihgmvUhKpBZDeN7XSfWibWsTsiEDAoNwBgo8MnsjR20b/1zcGPZDkzCoZzR6p57HV6sutQ1Y2LtzsiEHAoNwBgg73HDmvM4qlad7TgGjVOSZ4YXVnlJo3vOkjx5WPtjggELMoNAJSiLQf3aVzqFG3O/lKGw1V4jZruNfrqic53KTYiyu6IQMCj3ABAKVi9Z5smLpusXa4lMhxuGQ4pxJ2oG+repUeuvIVr1ABeRLkBAB9asG2j/rVqig54VskwTBkOKcJTV3c1ulvD2/XmGjWAD1BuAMAH/vP9Mr28/jUd00ZJ+deoiTYv073Nh+iuFl0pNYAPUW4AwEt+u/Dev5Xt2CpJsixDlY1WeuiKobq+cVubEwJlA+UGAC6S2+PRCys+1fvbpivXubvIhfdGt79fXeo2sTsiUKZQbgCghE7kuZSyZJY+2/2ePCFphRfeqx95tcZ1up8L7wE2odwAwAU6djJb41Ona9H+/8gKOVJw4b0INY3ppQld7lODytXsjgiUaZQbADhP+zOPaOziN7T68GzJebyg1JRX20p99GTXIUqMibM7IgBRbgDgD2379YDGpU7R91lfSI4cySkZ7jhdlXiLxncZoAqR5eyOCOA0lBsAOIsN+3dqwtJXtf3kQhmOPMkhOd0J6l3rDo3u3FdRoeF2RwRQDMoNAPxO6s+blLLiVf3iXl544b1wTy3d2mCAHmp/g0KcTrsjAjgHyg0AFJizebVe+HaqfrXWyTAsGYZUzmykQU0Ga1Cra7jwHhAgKDcAyjTTNPX2hkV6/bs3leX4QVL+1YQrqqUeuPxe/aVpB5sTArhQlBsAZZJpmnpl1Wd658e3lOP8ufDCe9WcyXqk3VBd06CF3REBlBDlBkCZkut269nlH+qjHW8rz7mv4MJ7IaoT0UVjOw7TFTXq2x0RwEWi3AAoE07kufSP1Pf0+Z735Ak5WFBqwtW4XA9N6HKfLq1aw+6IALyEcgMgqGXknNCExdP0dZGrCUeqRWxv/ePqoapZoYrdEQF4GeUGQFA6dDxTYxa/oeWHPpacWYVXE06ufKMmXnWP4svH2h0RgI9QbgAElb3HDuuJRVO1/th/JeeJgqsJV1DXardqQteBXE0YKAMoNwCCwrZfD2jM4le16fgXMhwuySk53FV0XdIderzznSoXztWEgbKCcgMgoH2XtktjUycXTpFgOKQQd6Juqtdfj1x5i8JC+GcOKGt41wMISCt2/6i/L5usPXnfyDA8hVMk3NFwkEa0+zNTJABlGOUGQED5evv/9PTKyUrzrCqcIiHKvESDmgzW4FY9mCIBAOUGQGCYvXmVnv92io5qvaT8KRJirKYa3vJe9W3e2eZ0APwJ5QaAX3t342K9uvF1ZRmbJEmWZaiy0Up/bXOfel/axuZ0APwR5QaA3zFNU6+tna9pm97USec2ycif9ynRmazRHYapa92mdkcE4McoNwD8htvj0QsrPtX726Yp17mnYIoEp2qHd9GYK4epbc0GdkcEEAAoNwBsl5OXq39+84Fm73xH7pADBaUmVA2jumtC5/vVJKGm3REBBBDKDQDbZLtcmrjkbX2xd6bMkF/z/0UyI9Q0+jpN7DpU9Sol2B0RQACi3AAodb9NZvmBrJCjBfM+lVObuD6aeNU9SoyJszsigABGuQFQao6eOK7HF76hbw59JDkzC0pNtDpWuVkTrx6sSlHRdkcEEAQoNwB8Lv14hp5Y+LpWHf5Ech4vnMzyqsTbNKHrQMVGRNkdEUAQodwA8Jl9GUf0+MIpWn9sjuQ8WTCZZSX1qHG7xnXpz2SWAHyCcgPA634+kq4nFk3R91mfS44cySk53VXVu9Zderzz7YoIDbM7IoAgRrkB4DVbD+3XmMWTtTl7vgxHruSQQtzVdFO9AczQDaDU8C8NgIu2KW2Pnkh9WdtPfi3D4ZbhkEI9Serb4G491P4GZugGUKooNwBKbO2+7Rq/9BXtcqXKcHhkOKRwTx31v3SQhrXtzQzdAGxBuQFwwVbs/lFPfvOy9rmXyTBMGQ4pymygwU3u1aBW11BqANiKcgPgvC3a8Z1SVkzWAc9KGYYlw5DKm5fq/hZDdVfLq+yOBwCSKDcAzsO8rev0zOpXdMhcV1hqYq1meqDVfbql6ZV2xwOAImw9drx06VL17t1biYmJMgxDs2fPPuf6qampMgzjjFtaWlrpBAbKmNmbV6njjLv0t1UD9Ku1VoZhKU6X66k2/9ayAe9RbAD4JVuP3GRnZ6t58+a6++67deONN573dlu3blVMTEzh/apVq/oiHlBmffT9cr2wbrIyje8lSZZlKN7ZVo+0u189GrS0OR0AnJut5aZXr17q1avXBW9XtWpVVahQ4bzWdblccrlchfczMzMv+PWAsuL975bqpXWvKsvxg2Tkl5pEZ3s9ceUIdapzmd3xAOC8BOQ5Ny1atJDL5VKTJk00fvx4dejQ4azrpqSkaMKECaWYDgg8725crMkbpui4Y4vkkCzLoRohV2psxxFqX6uR3fEA4IIEVLmpVq2apk6dqtatW8vlcunNN99Uly5dtHr1al1++eXFbjN69GiNGjWq8H5mZqaSkpJKKzLg16av+1pTv5uqbMfWwlJTM7STxnV8QG1rNrA7HgCUSECVm4YNG6phw4aF99u3b68dO3bohRde0DvvvFPsNuHh4Qpncj6gkGmamr7+a732/VSdcGwrKDVO1Q7rogmdR6hV9Xp2RwSAixJQ5aY4bdq00bJly+yOAfg90zT15rov9eb3r+mkc0d+qTGdqhtxlZ7s8oBaVKttd0QA8IqALzcbN25UtWrV7I4B+C3TNDX123l664fX5XLulJySZYaofmQ3PdllmJol1LY7IgB4la3l5vjx49q+fXvh/Z07d2rjxo2Ki4tTzZo1NXr0aP3yyy96++23JUmTJk1SnTp1dNlllyknJ0dvvvmmFi1apK+++squbwHwW6ZpavLqzzRjy5tyOXcVlppLIrtrYtfhuiyec88ABCdby83atWvVtWvXwvunTvzt37+/pk+frgMHDmjPnj2Fj+fm5uqvf/2rfvnlF0VFRalZs2b6+uuvizwHUNaZpqkXV87Ru1vfVK5zT0GpCVWjcj30967D1KhKDbsjAoBPGZZlWXaHKE2ZmZmKjY1VRkZGkQsBAoHO7fHohRWfatZP/1ZeyD5JkmWGqXH5nvpH1+FqUJmPbwEErgvZfwf8OTdAWZdfaj7RzJ/+LXfIL1KIZJnhalr+Wv3j6mGqGxdvd0QAKFWUGyBAFVdqZEaoWcx1Srl6mGpWqGJ3RACwRYnKzeDBg3XnnXeqS5cuXo4D4I8Ufvy07d/Kc+4rPFLTIqa3nrr6fkoNgDKvROXm0KFD6tmzp6pUqaLbbrtNd955p5o3b+7tbABOc0apcVJqAKA4JT6h+OjRo/rwww81c+ZMffPNN2rUqJHuuOMO3X777apdu7aXY3oPJxQj0JimqRdWfKr3tr552onC4Woe8yc+fgJQZlzI/tsro6X27dunWbNm6a233tK2bdvkdrsv9il9hnKDQEGpAYDflOpoqby8PK1du1arV6/Wrl27FB/PyAzgYpimqUkrZuvdrW/kl5qCc2qaRf9JT111v2rHVbU7IgD4tRKXm8WLF2vmzJn6+OOPZZqmbrzxRs2dO1dXXXWVN/MBZUZhqfnpTeU591JqAKCESlRuqlevriNHjqhnz556/fXX1bt3b2beBkro1BWF39n6Rn6pcZ4qNdfqqauGU2oA4AKVqNyMHz9eN998sypUqODlOEDZYZqmXln1mWb8+JpyKTUA4DUlKjdDhgzxdg6gzPhtlu6pcjl3F5SaMDUtfx1XFAYALyhRucnOztbTTz+thQsX6uDBgzJNs8jjP//8s1fCAcHENE39e90Cvf79q8px/lw4oWXj8r309NUPUGoAwEtKfIXiJUuW6K677lK1atVkGIa3cwFBZfq6r/Xq/17VSee2glITooZRPfTUVQ+oYZVEu+MBQFApUbn54osv9Pnnn6tDhw7ezgMElXc3LtYrGyYr27G1sNQ0iLxGT131gC6tWsPueAAQlEpUbipWrKi4uDhvZwGCxgfffaMX172iLMdmySFZplP1Iq7WP7o+qCYJNe2OBwBBrUTlZuLEiRo7dqxmzJihqKgob2cCAtbHP6zQ89++rExjU36psRyqHdZVE7s8qJaJdeyOBwBlQonKzXPPPacdO3YoPj5etWvXVmhoaJHH169f75VwQKD4bMu3+tfqF3XM+J9k5JeapNBOmtj5QbWuUd/ueABQppSo3PTp08fLMYDA9PX2/+nvyyfpsNYWlBpD1UOu1IROD6pdzYZ2xwOAMskrE2cGEibOhDcs371F45a+oDTPKhmGJcsylOBsp3FXjlTHOo3tjgcAQadUJ84EypK1+7ZrzJJJ2pv3jQzDlGFIldRaT1w5Ut3qN7c7HgBAF1Bu4uLi9NNPP6ly5cqqWLHiOa9tc+TIEa+EA/zFprQ9Gr34Be10LZZheGQYUqzVTH9r+6B6X9rG7ngAgNOcd7l54YUXFB0dLUmaNGmSr/IAfmXrof0avfBF/XTyKxkOtwxDKm9eqodaP6Bbml5pdzwAQDF8es7N008/raFDh/rVBJucc4PzsevIQT268GVtOv65DEeeJCnSU1/3Nx+mAa262ZwOAMqeC9l/+7TcxMTEaOPGjapbt66vXuKCUW5wLmlZR/XIgsnakDFHcuRIksI9tTSkyf0a0rqnHA6HzQkBoGzymxOKy9hALASwYyez9ejXU7X80H8k5wnJIYW4q6tfo3v1YPL1lBoACCCMlkKZlu1yacyit7TgwLuSM1NySk53Vd1Sf7AeufIWhTiddkcEAFwgyg3KpFy3W0+mvqP/7p4uK+SI5JQMd5z+VLOfxna5SxGhYXZHBACUEOUGZYrb49Gzyz/S+9velCckLf8d4InWVQm36+9XD1J0eKTdEQEAF4lygzLBNE1NWfO53to8RbnOvQWlJlLtKt2sp68ZqkpR0XZHBAB4yQWXG7fbrZkzZ6pHjx6Kj48/57odO3ZUZCT/E4a9Zv1viV5Y96JOOrdJTskyw9Uy5s/65zXDlRgTZ3c8AICXlWgoeFRUlLZs2aJatWr5IpNPMRS87Ji3dZ2eWvm8MozvJEmWGaKGUT30r24jVa9Sgs3pAAAXwudDwdu0aaONGzcGZLlB8Fux+0eNWfqcDpqrCmbqdqhWWGelXDVKzRJq2x0PAOBjJSo3999/v0aNGqW9e/eqVatWKleuXJHHmzVr5pVwwIXYlLZHjy56XrtyF8swTElSFaOtJnQaxUzdAFCGlOhjqeIuaGYYhizLkmEY8ng8XgnnC3wsFXz2HDukh7+apM3Z82Q43JKkGKupHm37kHpfeoXN6QAA3uDzj6V27txZomCANx0+kaVHvpqsNUc+lpw5MhxSpKeeHrj8Qd3Zoqvd8QAANilRueFcG9jpRJ5LT3z9lhYceEdyZklOKcSdqLsb369hbXszVQIAlHEl3gu888476tChgxITE7V7925J0qRJkzRnzhyvhQNO5/Z49I/UmUp+u5cWHHxVcmbJcMfppqT/07cD5mkEc0ABAFTCcjNlyhSNGjVK1157rY4dO1Z4jk2FChU0adIkb+YDZJqmXlszT21n9Nb7u1NkhhySPOXVtfI9WnnnVxp/VT/mgAIAFCpRuXn55Zf1xhtv6PHHH5fztJ1K69at9f3333stHDB78yp1mHGbXtnyN+U698oyw3V59G36+pb5eum6ESoXHm53RACAnynxCcUtW7Y8Y3l4eLiys7MvOhSwas9WPZb6jA5ZqyWHZJlOXRLZQ89c8xAX4AMAnFOJyk2dOnWKvYjf/Pnzdemll3olGMqmbb8e0MMLntUO19cyDFOWZSjR2V4p3f5PrarXszseACAAlKjcjBo1SsOGDVNOTo4sy9KaNWs0a9YspaSk6M033/R2RpQBh45n6uGvXta6jE9lOFwyjPxr1Tye/Fdd27CV3fEAAAGkROVm8ODBioyM1BNPPKETJ07o9ttvV2Jiol588UXddttt3s6IIHYiz6UxC9/SV/vzh3UbDincU0vDmj+oga2usTseACAAlegKxac7ceKEjh8/rqpVq3ork09xhWL/YJqmXljxqd7Z+qo8IQclSQ53Fd1W/179rePNDOkGABTh8ysUny4qKkpRUVEX+zQoQ97/bqmeW/u8cpw78v8Gesrr6mp36qlugxUVyugnAMDFOe9y07JlSxmGcV7rrl+/vsSBELyW796ix1P/qcNaJzklywxV85g/67nuDyohuqLd8QAAQeK8y02fPn0Kv87JydGrr76qxo0bKzk5WZK0atUq/fDDD7r//vu9HhKBbcfhNI366pkiI6BqhnbWM90e0WXxSXbHAwAEmfMuN+PGjSv8evDgwXrggQc0ceLEM9bZu3ev99IhoB07ma2Hv3pFq498JDlyZBhSrNVM4698RN3qN7c7HgAgSJXohOLY2FitXbtWDRo0KLJ827Ztat26tTIyMrwW0Ns4odj33B6P/r7kPX2y8w1ZIcckSaGeJA1vNlJ3t+5ubzgAQEDy+QnFkZGRWr58+RnlZvny5YqIiCjJUyJIzFi/UC9tfF65zj1SiGS4K+jGOkP0ROc7mP8JAFAqSlRuRo4cqfvuu0/r169XmzZtJEmrV6/WW2+9pTFjxng1IALDNzs36/GlT+uoNhScLByudnE369nuw1Uhspzd8QAAZUiJys2jjz6qunXr6sUXX9S7774rSbr00ks1bdo03XLLLV4NCP+259ghPTD/X9qe81XBycIO1Q2/Ws9d839qULma3fEAAGXQRV/E71xmzZqlP//5zypXzn/+5845N96R7XLpkQVTtPTgTMl5UlL+ycITOz2qrnWb2pwOABBsSvUifudy7733qm3btqpbt64vXwalyDRNvbTqv5q25SWZIYckpxTirq77mz2kIVf0sDseAAC+LTc+PCgEG3y5bYPGL0vRcceWgisLR+va6gM18eqBCgvx6V8lAADOG3sk/KEdh9P04JdPa1fuIhkOS5YZoibl/6QXez2s+PKxdscDAKAIyg3O6kSeS//35RQtPfie5My/CF9lo7X+dc3juqJGfbvjAQBQLMoNijVlzTy99v3z8oSkS04p1F1DD7Z8WP0vv9ruaAAAnJPDzhdfunSpevfurcTERBmGodmzZ//hNqmpqbr88ssVHh6u+vXra/r06T7PWZas3rNNHWfcpVe3/C2/2HjKqVfCCK3q/xnFBgAQEEpUbgYPHqzU1NQ/XK9WrVoKDQ096+PZ2dlq3ry5Jk+efF6vu3PnTl133XXq2rWrNm7cqJEjR2rw4MH68ssvzzc6zuLoieO64+PxGrTwFh3TRlmWQw3Cr9UXN83Tv3rcwwnDAICAUaI91qFDh9SzZ09VqVJFt912m+688041b37mRIibNm065/P06tVLvXr1Ou/XnTp1qurUqaPnnntOUv6FA5ctW6YXXnhBPXoUPwzZ5XLJ5XIV3s/MzDzv1ysLTNPUc8s/0Ts/vSwr5IgMh1TevFT/6PSErqrXzO54AABcsBIduZkzZ44OHDigMWPG6Ntvv9Xll1+uyy67TE899ZR27drl5Yi/Wblypbp161ZkWY8ePbRy5cqzbpOSkqLY2NjCW1JSks/yBZoVu39Ux7fv0Ns/T8gvNu6KuqvOGC3v/z7FBgAQsEp8zk3FihV1zz33KDU1Vbt379aAAQP0zjvvqH59342iSUtLU3x8fJFl8fHxyszM1MmTJ4vdZvTo0crIyCi87d2712f5AkVGzgn1++TvumdRX2Uam2SZTjUtd5OW9J2nRzrdIofD1lOxAAC4KBd9IkVeXp7Wrl2r1atXa9euXWeUD7uFh4crPDzc7hh+Y9q6BXpx49PyhBws/AjqX13Gq2OdxnZHAwDAK0pcbhYvXqyZM2fq448/lmmauvHGGzV37lxdddVV3sxXREJCgtLT04ssS09PV0xMjCIjI332usFgz7FDGjJ3nPZ7vim8uvBtdYdrdKfbOFIDAAgqJSo31atX15EjR9SzZ0+9/vrr6t27d6kcHUlOTta8efOKLFuwYIGSk5N9/tqB7JlvPtTb216QnFmyLEN1w7tp6nVPKDEmzu5oAAB4XYnKzfjx43XzzTerQoUKF/Xix48f1/bt2wvv79y5Uxs3blRcXJxq1qyp0aNH65dfftHbb78tSRo6dKheeeUVPfLII7r77ru1aNEi/ec//9Hnn39+UTmC1a4jBzXo88d10FwlOSWnO16PXjFWtzXrZHc0AAB8xrBsnN0yNTVVXbt2PWN5//79NX36dA0YMEC7du0qck2d1NRUPfTQQ9q8ebNq1KihMWPGaMCAAef9mhcyZXogm7zqM03dnFJwtMahZuWv12u9Rys6nI/vAACB50L237aWGzsEe7nJyDmh/rPHaYdrviTJ6U7Q+OSJ6tO4nc3JAAAouQvZf3PZ2SCyas9W3f/1Q8pz5g93rxfeU9NvGa8KkeVsTgYAQOmh3ASJl1bM0Rs//l1y5kiecrq38eMa3q633bEAACh1lJsAZ5qmhvz3Ga0+9p4Mp6UITz1Nu/YlNUmoaXc0AABsQbkJYCfyXLrxg1H6xbNUhiHVCbtG7/8lRVGhXLQQAFB2UW4C1LGT2frTB/cow/hOlmWoe/x9er7XfXbHAgDAdpSbAJSRc0LXvn+3shybZZkhuqfheD3Q/nq7YwEA4BcoNwEm1+1W7w+GFhSbMP2txTO6q6XvprwAACDQMKlQgOn78RM6qg2yzBA93OyfFBsAAH6HchNAUpZ8oJ9y8qea6Fvn/zSgVTebEwEA4H8oNwHiu7RdmrnjWUlS46jr9XiX221OBACAf6LcBADTNHX//MckZ47CPbU0o89YuyMBAOC3KDcB4NllHynD+F6W6dQzXVIUERpmdyQAAPwW5cbPZeSc0LvbJkuSmsf0Ude6TW1OBACAf6Pc+Ln/+2qyrJAjMjyxeqXXw3bHAQDA71Fu/Nj+zCNa+euHkqQ/1xykilHlbU4EAID/o9z4sdFfT5GcJ+V0J2hsl7vsjgMAQECg3Pip9OMZWn9sjiTpL/UGKiyEi0kDAHA+KDd+6snUaZLzpBzuKnrkylvsjgMAQMCg3PihnLxcfZP+qSSpe41bOWoDAMAFoNz4ocmrP5MVckTyROnxTnfaHQcAgIBCufFDH237QJJ0WXR3VYgsZ3MaAAACC+XGz6zas1XHHVtkWYYeTu5vdxwAAAIO5cbPvLRmliQpxmqs1jXq25wGAIDAQ7nxI26PR5syFkmS/lT3epvTAAAQmCg3fuTdjYtlhRyVPBEa1pZyAwBASVBu/Mh/fsy/aF+N8HaKjYiyOQ0AAIGJcuMnsl0u7XWtkSTd3LC3zWkAAAhclBs/MWPjAsl5QvJE684WV9kdBwCAgEW58RNzt38pSaod2ZYrEgMAcBEoN34g1+3WXte3kqQ+DXranAYAgMBGufEDH/6wTHJmS55I9W3exe44AAAENMqNH5izdYEkKSG0paJCw21OAwBAYKPc+IEdx/8nSepYo6PNSQAACHyUG5uZpqlcI12SdGXNZjanAQAg8FFubLbjSLrkyJFlGWpVnbmkAAC4WJQbm635ZaskyeGpyFWJAQDwAsqNzX44uEOSVM4Rb3MSAACCA+XGZjuP7ZYkVY6obnMSAACCA+XGZmkn90qSakbXsjkJAADBgXJjswx3miSpUaU6NicBACA4UG5sdPow8BYJDWxOAwBAcKDc2GjzwX0yHHmyLIda1ahndxwAAIIC5cZGa3/5SZLk9MQx7QIAAF5CubHR5l9/liSVdybYnAQAgOBBubHRroz8YeBVImrYnAQAgOBBubFR2sl9kqRaMQwDBwDAWyg3Nspy75ckNapc1+YkAAAED8qNTdwej/Icv0qSLmcYOAAAXkO5scn/0nbJcLhlWU41r8bHUgAAeAvlxibr92+XJIV4KisiNMzmNAAABA/KjU22FAwDjw6pZnMSAACCC+XGJrsz84eBV2U2cAAAvIpyY5P0gtnAa8dyvg0AAN5EubHJcU/+bOCNGQYOAIBXUW5skJOXK7ezYBh44iU2pwEAILhQbmyw8cBOGYYpywxR0/iadscBACCoUG5ssP7ANklSqFlVIU6nzWkAAAgulBsb/PjrTklSTAizgQMA4G1+UW4mT56s2rVrKyIiQm3bttWaNWvOuu706dNlGEaRW0RERCmmvXi7M3dJkuKjmA0cAABvs73cfPDBBxo1apTGjRun9evXq3nz5urRo4cOHjx41m1iYmJ04MCBwtvu3btLMfHFO+TKnzCzTkxte4MAABCEbC83zz//vIYMGaKBAweqcePGmjp1qqKiovTWW2+ddRvDMJSQkFB4i4+PL8XEFy/bc0CS1KRqPZuTAAAQfGwtN7m5uVq3bp26detWuMzhcKhbt25auXLlWbc7fvy4atWqpaSkJF1//fX64Ycfzrquy+VSZmZmkZudsl0ueZxHJEmtqzMMHAAAb7O13Pz666/yeDxnHHmJj49XWlpasds0bNhQb731lubMmaN3331Xpmmqffv22rdvX7Hrp6SkKDY2tvCWlJTk9e/jQqzbv12GYckyw9WwcqKtWQAACEa2fyx1oZKTk9WvXz+1aNFCnTt31ieffKIqVarotddeK3b90aNHKyMjo/C2d+/eUk5c1Klh4GFmFTkcAffjBwDA74XY+eKVK1eW0+lUenp6keXp6elKSDi/YdKhoaFq2bKltm/fXuzj4eHhCg8Pv+is3vLT4fxh4LGhzAYOAIAv2HroICwsTK1atdLChQsLl5mmqYULFyo5Ofm8nsPj8ej7779XtWqBURb2ZOWP7KoWxZWJAQDwBVuP3EjSqFGj1L9/f7Vu3Vpt2rTRpEmTlJ2drYEDB0qS+vXrp+rVqyslJUWS9OSTT6pdu3aqX7++jh07pmeeeUa7d+/W4MGD7fw2ztth137JIdWtwGzgAAD4gu3l5tZbb9WhQ4c0duxYpaWlqUWLFpo/f37hScZ79uwpcm7K0aNHNWTIEKWlpalixYpq1aqVVqxYocaNG9v1LVyQbDNNcjAMHAAAXzEsy7LsDlGaMjMzFRsbq4yMDMXExJTqax87ma0rP0iWYVia/acFqleJ6RcAADgfF7L/ZrhOKfp23zYZhiV5IlSnYlW74wAAEJQoN6VoY1r+iK4wxTMMHAAAH2EPW4q2Hc0fBl4xlIv3AQDgK5SbUrQva48kqVqUvVdJBgAgmFFuStHh3PzZwOtXrG1vEAAAghjlphSdtPKvxNwknmHgAAD4CuWmlBw6ninLmSFJalO9oc1pAAAIXpSbUrLml5/yv/CUU1KFSvaGAQAgiFFuSsl3aTskSRGKtzkJAADBjXJTSrafGgYexjBwAAB8iXJTSvYdzx8GXr0cw8ABAPAlyk0pOcIwcAAASgXlppTkKH8YeLP4+jYnAQAguFFuSsH+zCOS87gkqU0Sw8ABAPAlyk0pWLPv1DDwaMWXj7U3DAAAQY5yUwq+S8+fDTxSCTYnAQAg+FFuSsGOo7slSZXCGQYOAICvUW5Kwf7sgmHg5RkGDgCAr1FuSsHRvPxh4A3j6tqcBACA4Ee5KQWuU8PAExgGDgCAr1FufGzXkYOS86QkqU31BjanAQAg+FFufOzUbOCGp4IqRpW3OQ0AAMGPcuNjPxzMnw08ymA2cAAASgPlxse2H8ufDbxyeA2bkwAAUDZQbnzsQPY+SVJSdE2bkwAAUDZQbnwsw50/DPySuDo2JwEAoGyg3PiQaZpyGQclSS2qMQwcAIDSQLnxoW2H02Q4XLIsQ62rU24AACgNlBsf+vaXrZIkh6eiosMjbU4DAEDZQLnxoc0Hf5YklXdUszkJAABlB+XGh37O2CVJqhJR3d4gAACUIZQbH0o7wTBwAABKG+XGhzLcByRJjSozGzgAAKWFcuMjbo9HeY78YeAtGQYOAECpodz4yOZDe2U48mRZDrVM5MgNAAClhXLjI+t+2SZJcnoqKSo03OY0AACUHZQbH9n8a/4w8Ghngs1JAAAoWyg3PrIrY7ckqUoEs4EDAFCaKDc+kn4yfxh4rdhaNicBAKBsodz4SGbBMPBLKzEbOAAApYly4wO5brfcjkOSpFaJl9icBgCAUmSakttla4QQW189SH2XtkuGwyPLdKpZQm274wAAgollSZ48yZP7283tKljmKrh/6jHXb+v+fpnb9bvnyC16/4znLWab4paZbql8gvTwVtt+RJQbH1h/IH8YeIhZRWEh/IgBIOCYnmJ2/n+wo3efViT+sHRcxDaeXLt/On/Mw5GboPPjqWHgIQwDB4BiWVYxRwx+XxrOpxScz+PnOkpx+uN5vy2zTLt/QhfAkELCJWe45Awt+Dq04H6YFBKW/2exywpuhduEncfznL5dWDHbFLyWjSg3PrArY48kKT6SYeAAbGSa5/ExxFk+xjivdS+iSJh5dv90LszpO3hHaMFOvRSLwhnLTnsth9Pun47fodz4wMGcvZIh1YmtbXcUAL5mmvk76tN36EW+Pm3HXuzXxW1zWlk46xGGYopGcec+BArD+ccFoMjjxe38/2ibEj7uCJEMw+6fEC4A5cYHsjxpUojUmNnAAe/xuIsvBm7X73b8xRw9OKNsuM5SEs62bTFF49TXgXQEwhGSvxMv9gjB73fwZztScI4jFmd9/DyOXnD0AV5EufGynLxceZyHZUhqVb2B3XGAC2eap+38izuiUBrLiikTgXIOhCPkd0cFzqMYXEiBOH3dc5WF3z+nM0xycPUPlA2UGy9bv/9nGYYpywxV4ypJdseBvysckeE67YhC7vmXi99ve/rRi2KfL+/crxVIH2U4w4vu3E8/SnC2Iw+nvj5bmSj2Y4+zPU9xRzooEIA/oNx42YaCYeChZhWFODnM6nc87t8Vh5xzlIqcsxcNd85ZikYxheNcpcXy2P0T+WO/Lwx/VCKKKxNnKxZnfTz0tLJR3JGIUM6BAHBWlBsv+/HwTklSbEiizUn8yKmjE+6coqWh8L7rd1+7fisBZ33s1PanrVfcOkUeD4CPNk7foRf7Z3FF4vfFI/x3RyLOUi6KbBtW/PNRIgAEIMqNl+3JzJ8NPCHKT4aBn7qSpTvnt1veqa9dkvtk0RJxPn96fr/+uYpLjv9+zGE4ftuRh0ScX0kICS+mUJyrNFzAehQJAPAKyo2XHcr5RXJIdS92GLhlSa5MKStdyj6Ufzt5RDp5VMrJkFxZUm52/i3vhJR3suDrkwUF5kRBiTnpX0crDEdBkfh9UYgoWgKKPPa7QnH69kVKwh9s9/tlTv76A0Aw4l93L8s20ySH1LjqBQwDP/Cd9NN86dhu6dheKfMXKXN/fkHxtpCIgltBoQiNzC8Ip/95aucfGvHb+s6wotuFnHa/SLE4fd3Tj4iceoy/cgAA32JP40XZLpc8ziMyJLU+n2Hg6Zul1KekLZ+dfZ2waKl8ValcFSmqkhRZUYqIlcKjpbByv91Co/KLyalbSGRBOTntz5BwPvYAAAQ9yo0XffvLNhmGJcsM1yWVznFC8a/bpNQUadMnkixJhtToOqlacyk2SYqtIcUkStHVpLCo0ooPAEBQoNx40alh4OFWVTmKu9bFkZ3Skn9J373/23kwja+XuoyWql5aikkBAAhelBsv+unIWYaBH9srLX1G2vjebyOHLukldX1MqtaslFMCABDc/OJSmpMnT1bt2rUVERGhtm3bas2aNedc/8MPP1SjRo0UERGhpk2bat68eaWU9Nz2ZuXPBl6tXMEw8MwD0ucPSy9fLq2fkV9s6l0tDV4k3f4+xQYAAB+wvdx88MEHGjVqlMaNG6f169erefPm6tGjhw4ePFjs+itWrFDfvn01aNAgbdiwQX369FGfPn20adOmUk5+pl9dv0iSGparLM1/THqphfTtG/nXe6ndUbr7S+muT6QarewNCgBAEDMsy7LsDNC2bVtdccUVeuWVVyRJpmkqKSlJI0aM0KOPPnrG+rfeequys7M1d+7cwmXt2rVTixYtNHXq1D98vczMTMXGxiojI0MxMTHe+0Yktfj3lfKEZGhG+lFdfiIrf2FSW6nr41Ldzl59LQAAypIL2X/beuQmNzdX69atU7du3QqXORwOdevWTStXrix2m5UrVxZZX5J69Ohx1vVdLpcyMzOL3HwhY8cyeUIyJEl1c7KlxJbSHR/nH62h2AAAUGpsLTe//vqrPB6P4uPjiyyPj49XWlpasdukpaVd0PopKSmKjY0tvCUl+Wam7h8dFVTRbaqcR6pwy3vSkMVSg25cVwYAgFIW9KOlRo8erVGjRhXez8zM9EnBaVuniZbeOE9HwypK5bz7cRcAADh/tpabypUry+l0Kj09vcjy9PR0JSQkFLtNQkLCBa0fHh6u8PBw7wT+IxVrqWLpvBIAADgLWz+WCgsLU6tWrbRw4cLCZaZpauHChUpOTi52m+Tk5CLrS9KCBQvOuj4AAChbbP9YatSoUerfv79at26tNm3aaNKkScrOztbAgQMlSf369VP16tWVkpIiSXrwwQfVuXNnPffcc7ruuuv0/vvva+3atXr99dft/DYAAICfsL3c3HrrrTp06JDGjh2rtLQ0tWjRQvPnzy88aXjPnj1FpjJo3769Zs6cqSeeeEKPPfaYGjRooNmzZ6tJkyZ2fQsAAMCP2H6dm9Lmy+vcAAAA3wiY69wAAAB4G+UGAAAEFcoNAAAIKpQbAAAQVCg3AAAgqFBuAABAUKHcAACAoEK5AQAAQYVyAwAAgort0y+UtlMXZM7MzLQ5CQAAOF+n9tvnM7FCmSs3WVlZkqSkpCSbkwAAgAuVlZWl2NjYc65T5uaWMk1T+/fvV3R0tAzD8OpzZ2ZmKikpSXv37mXeKj/A78P/8DvxP/xO/Au/j7OzLEtZWVlKTEwsMqF2ccrckRuHw6EaNWr49DViYmL4S+lH+H34H34n/offiX/h91G8PzpicwonFAMAgKBCuQEAAEGFcuNF4eHhGjdunMLDw+2OAvH78Ef8TvwPvxP/wu/DO8rcCcUAACC4ceQGAAAEFcoNAAAIKpQbAAAQVCg3AAAgqFBuvGTy5MmqXbu2IiIi1LZtW61Zs8buSGXW+PHjZRhGkVujRo3sjlWmLF26VL1791ZiYqIMw9Ds2bOLPG5ZlsaOHatq1aopMjJS3bp107Zt2+wJWwb80e9jwIABZ7xnevbsaU/YMiAlJUVXXHGFoqOjVbVqVfXp00dbt24tsk5OTo6GDRumSpUqqXz58rrpppuUnp5uU+LAQ7nxgg8++ECjRo3SuHHjtH79ejVv3lw9evTQwYMH7Y5WZl122WU6cOBA4W3ZsmV2RypTsrOz1bx5c02ePLnYx//1r3/ppZde0tSpU7V69WqVK1dOPXr0UE5OTiknLRv+6PchST179izynpk1a1YpJixblixZomHDhmnVqlVasGCB8vLy1L17d2VnZxeu89BDD+mzzz7Thx9+qCVLlmj//v268cYbbUwdYCxctDZt2ljDhg0rvO/xeKzExEQrJSXFxlRl17hx46zmzZvbHQMFJFmffvpp4X3TNK2EhATrmWeeKVx27NgxKzw83Jo1a5YNCcuW3/8+LMuy+vfvb11//fW25IFlHTx40JJkLVmyxLKs/PdDaGio9eGHHxaus2XLFkuStXLlSrtiBhSO3Fyk3NxcrVu3Tt26dStc5nA41K1bN61cudLGZGXbtm3blJiYqLp16+qOO+7Qnj177I6EAjt37lRaWlqR90xsbKzatm3Le8ZGqampqlq1qho2bKj77rtPhw8ftjtSmZGRkSFJiouLkyStW7dOeXl5Rd4jjRo1Us2aNXmPnCfKzUX69ddf5fF4FB8fX2R5fHy80tLSbEpVtrVt21bTp0/X/PnzNWXKFO3cuVMdO3ZUVlaW3dEgFb4veM/4j549e+rtt9/WwoUL9c9//lNLlixRr1695PF47I4W9EzT1MiRI9WhQwc1adJEUv57JCwsTBUqVCiyLu+R81fmZgVH8OvVq1fh182aNVPbtm1Vq1Yt/ec//9GgQYNsTAb4p9tuu63w66ZNm6pZs2aqV6+eUlNTdfXVV9uYLPgNGzZMmzZt4rxAL+PIzUWqXLmynE7nGWexp6enKyEhwaZUOF2FChV0ySWXaPv27XZHgVT4vuA947/q1q2rypUr857xseHDh2vu3LlavHixatSoUbg8ISFBubm5OnbsWJH1eY+cP8rNRQoLC1OrVq20cOHCwmWmaWrhwoVKTk62MRlOOX78uHbs2KFq1arZHQWS6tSpo4SEhCLvmczMTK1evZr3jJ/Yt2+fDh8+zHvGRyzL0vDhw/Xpp59q0aJFqlOnTpHHW7VqpdDQ0CLvka1bt2rPnj28R84TH0t5wahRo9S/f3+1bt1abdq00aRJk5Sdna2BAwfaHa1Mevjhh9W7d2/VqlVL+/fv17hx4+R0OtW3b1+7o5UZx48fL/K//p07d2rjxo2Ki4tTzZo1NXLkSP39739XgwYNVKdOHY0ZM0aJiYnq06ePfaGD2Ll+H3FxcZowYYJuuukmJSQkaMeOHXrkkUdUv3599ejRw8bUwWvYsGGaOXOm5syZo+jo6MLzaGJjYxUZGanY2FgNGjRIo0aNUlxcnGJiYjRixAglJyerXbt2NqcPEHYP1woWL7/8slWzZk0rLCzMatOmjbVq1Sq7I5VZt956q1WtWjUrLCzMql69unXrrbda27dvtztWmbJ48WJL0hm3/v37W5aVPxx8zJgxVnx8vBUeHm5dffXV1tatW+0NHcTO9fs4ceKE1b17d6tKlSpWaGioVatWLWvIkCFWWlqa3bGDVnG/C0nWtGnTCtc5efKkdf/991sVK1a0oqKirBtuuME6cOCAfaEDjGFZllX6lQoAAMA3OOcGAAAEFcoNAAAIKpQbAAAQVCg3AAAgqFBuAABAUKHcAACAoEK5AQAAQYVyAwAAggrlBgAABBXKDYCAsmvXLhmGoapVqyorK6vIYy1atND48ePtCQbAb1BuAASkrKwsPfvssxe0TW5uro/SAPAnlBsAturSpYtGjBihkSNHqmLFioqPj9cbb7yh7OxsDRw4UNHR0apfv76++OKLItuNGDFCzz//vA4ePHjW565du7YmTpyofv36KSYmRvfcc4+mT5+uChUqaO7cuWrYsKGioqL0l7/8RSdOnNCMGTNUu3ZtVaxYUQ888IA8Ho+vv30APkC5AWC7GTNmqHLlylqzZo1GjBih++67TzfffLPat2+v9evXq3v37rrrrrt04sSJwm369u2r+vXr68knnzzncz/77LNq3ry5NmzYoDFjxkiSTpw4oZdeeknvv/++5s+fr9TUVN1www2aN2+e5s2bp3feeUevvfaaPvroI59+3wB8g1nBAdiqS5cu8ng8+uabbyRJHo9HsbGxuvHGG/X2229LktLS0lStWjWtXLlSCQkJqlOnjjZs2KD09HT17t1bW7ZsUb169dSiRQv16dOn8Lyb2rVrq2XLlvr0008LX2/69OkaOHCgtm/frnr16kmShg4dqnfeeUfp6ekqX768JKlnz56qXbu2pk6dWoo/DQDewJEbALZr1qxZ4ddOp1OVKlVS06ZNC5fFx8dL0hkfQfXo0UNXXnll4RGZ4rRu3fqMZVFRUYXF5tTz165du7DYnFp2ro+8APgvyg0A24WGhha5bxhGkWWGYUiSTNM8Y9unn35aH3zwgTZs2FDsc5crV+6CX+/UsuJeD4D/o9wACGht2rTRjTfeqEcffdTuKAD8RIjdAQDgYv3jH//QZZddppAQ/kkDwJEbAEHgkksu0d13362cnBy7owDwA4yWAgAAQYUjNwAAIKhQbgAAQFCh3AAAgKBCuQEAAEGFcgMAAIIK5QYAAAQVyg0AAAgqlBsAABBUKDcAACCoUG4AAEBQodwAAICg8v8KLnnndnEwVQAAAABJRU5ErkJggg==", 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", 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    " ] @@ -10605,12 +10735,19 @@ { "cell_type": "code", "execution_count": 45, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:17.099587Z", + "iopub.status.busy": "2024-07-11T15:33:17.099334Z", + "iopub.status.idle": "2024-07-11T15:33:54.342485Z", + "shell.execute_reply": "2024-07-11T15:33:54.341983Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 45, @@ -10619,7 +10756,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -10646,12 +10783,19 @@ { "cell_type": "code", "execution_count": 46, - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:54.344227Z", + "iopub.status.busy": "2024-07-11T15:33:54.343957Z", + "iopub.status.idle": "2024-07-11T15:33:54.497306Z", + "shell.execute_reply": "2024-07-11T15:33:54.496759Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 46, @@ -10660,7 +10804,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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    " ] @@ -10693,7 +10837,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" }, "vscode": { "interpreter": { diff --git a/examples/LifecycleModel/Cycles_tutorial.ipynb b/examples/LifecycleModel/Cycles_tutorial.ipynb index 542c51094..c93176178 100644 --- a/examples/LifecycleModel/Cycles_tutorial.ipynb +++ b/examples/LifecycleModel/Cycles_tutorial.ipynb @@ -14,7 +14,14 @@ "cell_type": "code", "execution_count": 1, "id": "b3b785d7", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:55.685718Z", + "iopub.status.busy": "2024-07-11T15:33:55.685461Z", + "iopub.status.idle": "2024-07-11T15:33:56.414446Z", + "shell.execute_reply": "2024-07-11T15:33:56.413895Z" + } + }, "outputs": [], "source": [ "# Attempt at combining the imports from both notebooks -- it works!\n", @@ -78,7 +85,14 @@ "cell_type": "code", "execution_count": 2, "id": "99ead05b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.416521Z", + "iopub.status.busy": "2024-07-11T15:33:56.416265Z", + "iopub.status.idle": "2024-07-11T15:33:56.419515Z", + "shell.execute_reply": "2024-07-11T15:33:56.419050Z" + } + }, "outputs": [], "source": [ "LifeCycle_dictionary = {\n", @@ -106,7 +120,14 @@ "cell_type": "code", "execution_count": 3, "id": "f4806944", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.421026Z", + "iopub.status.busy": "2024-07-11T15:33:56.420777Z", + "iopub.status.idle": "2024-07-11T15:33:56.425307Z", + "shell.execute_reply": "2024-07-11T15:33:56.424855Z" + } + }, "outputs": [], "source": [ "LC_agent.solve()" @@ -116,7 +137,14 @@ "cell_type": "code", "execution_count": 4, "id": "042fd089", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.426758Z", + "iopub.status.busy": "2024-07-11T15:33:56.426500Z", + "iopub.status.idle": "2024-07-11T15:33:56.720392Z", + "shell.execute_reply": "2024-07-11T15:33:56.719855Z" + } + }, "outputs": [ { "name": "stdout", @@ -127,7 +155,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
    " ] @@ -163,7 +191,14 @@ "cell_type": "code", "execution_count": 5, "id": "90357367", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.722166Z", + "iopub.status.busy": "2024-07-11T15:33:56.721834Z", + "iopub.status.idle": "2024-07-11T15:33:56.753814Z", + "shell.execute_reply": "2024-07-11T15:33:56.753338Z" + } + }, "outputs": [], "source": [ "Cyc_dictionary = {\n", @@ -210,7 +245,14 @@ "cell_type": "code", "execution_count": 6, "id": "283926d1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.755386Z", + "iopub.status.busy": "2024-07-11T15:33:56.755131Z", + "iopub.status.idle": "2024-07-11T15:33:56.759147Z", + "shell.execute_reply": "2024-07-11T15:33:56.758684Z" + } + }, "outputs": [], "source": [ "LifecycleDict = { # Click arrow to expand this fairly large parameter dictionary\n", @@ -266,13 +308,20 @@ "cell_type": "code", "execution_count": 7, "id": "5d264610", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.760474Z", + "iopub.status.busy": "2024-07-11T15:33:56.760308Z", + "iopub.status.idle": "2024-07-11T15:33:56.792436Z", + "shell.execute_reply": "2024-07-11T15:33:56.791976Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "First element of solution is \n", + "First element of solution is \n", "Solution has 11 elements.\n" ] } @@ -301,7 +350,14 @@ "cell_type": "code", "execution_count": 8, "id": "49bd7c3a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.794033Z", + "iopub.status.busy": "2024-07-11T15:33:56.793841Z", + "iopub.status.idle": "2024-07-11T15:33:56.858264Z", + "shell.execute_reply": "2024-07-11T15:33:56.857666Z" + } + }, "outputs": [ { "name": "stdout", @@ -312,7 +368,7 @@ }, { "data": { - "image/png": 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", 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kDb3O3nz3AoFAIBC8gj7HErf/so3WoTkAbtyXyHduLic5yrhl5zwXmkfydGgeiVYFH05L4K+syaQYdv/As4sxP3+KgcEHmZp6NnwsLvYIebkfAd687tcTQkMgEAgEexpJkvlx/QD3PXMWj18iwqDlG+8s5pbqjC2LYlxsHsl7U5R5JFbT3ptHIssyM7PHGBx4kNm5htBRFYmJbybbeitRUeUsLCxs6LWF0BAIBALBnmV4xsUdj7fR0DcDwJH8eO67uZyMWPOWnM/u9fP9QTs/GZsOzyN5e0I0X81Nociy9+aRyHKQSccfGBx8iMXFTgBUKi0pye/Gav0cFkveFZ9DCA2BQCAQ7DlkWebnTcPc+3QXTl8Qk07D3W8v4kO1VtRb4Esx6w/wg6FJ/m3EgXvVPJK/yU3lQNTWiJqtRJJ8TEz8hsGhf8Xl6gNArTaSnvbnZGV9CqMxbdPOJYSGQCAQCPYU4/Nu7nyig6PdDgBqsmP57nsryE7Y/AFkzkCQfx1x8MOhSRZD80iqoszclZvKdbGRm36+rSYYdDE69l8MDf0Ir3cCAK02ioyMj5KZ8TH0+s0fJieEhkAgEAj2BLIs86vWUe556jSLngB6rZqvvmUfnziSg2aToxieoMR/huzCp/2KXXixxcjf5KbypvioPTePxO+fY3jk/zE8/GMCgTkA9PoksrI+SXraB9Bqt26I2xUJje985zvcddddfPnLX+b73//+Jm1JIBAIBIK1OBa93P1kB3/ssgNQkRHNA++rID9pc6MKAUnmsQnFLnzUq9iF55j0fDUnlXcnxey5eSQe7wTDQ//O6NjPCQZdAJhMWVizPktKyp+h0Wx94eqGhcaJEyd4+OGHKS8v38z9CAQCgUCwhqfbx/narzuYdfnRaVT81U2FfO6GXLSb6LApyTK/nVTswnvdil14qkHHbdkpvD8lDt0em0ficvUzOPivjE/8Gln2ARARsZ9s660kJb0NlWr7zMM2JDSWlpb40Ic+xCOPPMI//MM/bPaeBAKBQCBg1unjG789zVNtYwDsT43igVsqKE6L2rRzyLLM/84s8p2+8bBdeJxOw5etyXwsLQHjHrMLX1w8zcDgQ0xOPgMoNSUx0TVYs28lPu51O5Ly2ZDQ+OIXv8g73vEObrrpptcUGl6vF6/XG/7/jfbhCgQCgeDa4dkuO3c92YFj0YtGreILr8/jS28oQK/dvAt//ZxiF940v2IX/vmQXXjEHrILl2WZubkTDA4+yPTM0fDx+PgbybbeSkxM9Q7ubgNC4xe/+AWtra2cOHHistZ/+9vf5u/+7u/WvTGBQCAQXHssePx886kuHm8ZASA/KYIHbqmgIjNm087RtqjYhT8/s7ftwmVZZmr6OQYHH2J+vjV0VE1y8juwWm8lMqJoR/e3zLp+osPDw3z5y1/mj3/8I0bj5Vm63nXXXXzlK18J///CwgKZmZnr26VAIBAIrnqOdju484l2xuc9qFTwmetz+cqbCjHqNie60O30cN8r7MI/lBrPX2en7Cm7cEkKMDn5NAODD+F0dgOgUulJS72ZrKzPYDZbd3iHa1HJcsja7DL49a9/zXve8x40mpVfejAYRKVSoVar8Xq9ax67GAsLC0RHRzM/P09U1Obl2QQCgUCwN3F6A3zr92f4aeMQANZ4M/94SwU12Zvj6TDk9vLAgJ1fTsyE7cJvTo7ljpy9ZRceDHoZH3+cwaFH8HiGAdBoIshI/yCZmZ/AYEja0vNv9Pq9rojGG9/4Rjo6OtYc+8QnPkFRURF33nnna4oMgUAgEAhW09A3zR2PtzE8oxRifqzOyp1vK8Ksv/IUxmTILvw/X2EXfkdOCvsj9o5deCCwyMjozxge/nd8vikAdLo4MjM/Tkb6h9Hpond4h6/Oun6TkZGRlJaWrjlmsViIj4+/4LhAIBAIBJfC4w9y/zPnePR4P7IM6TEm7n9vOUfyE674tedCduE/GpnCHRptfkNsBH+Tm8rBqM13D90qfL4phof/g5HRnxAIhOpJDGlkZX2atLT3odHsDbG0d6peBAKBQHBV0Do0y+2PtdE3pXR7vL86k6+9cz+Rxiurk3AGgvxoZIofDNtZCOxdu3C3e4ShoR8xNv4YkqR0bZrN+WRbP0ty8rtQq/dOPQlsgtB44YUXNmEbAoFAILja8QaCfP/ZHh5+sRdJhqRIA/fdXM6NRVdWW+CVQnbhA3amQnbh+y1G7tpjduFLS90MDj2M3f4UshwEICqqgmzrrSQk3IRKtbOeHoFAYEPPExENgUAgEGw5naPz3PZYG+fsSgrgTyvTuOddJcSY9Rt+zYAk85h9hgf6V+zCs0167txjduHz86cYGHyQqalnw8fiYo9gtd5KbGzdjgulxcVFmpubOXbs2IaeL4SGQCAQCLYMf1Dih8/38i/P9RCQZOIteu59TxlvLU3Z8GtKsszvHPPc3z/OedeKXfhXspP585T4PWEXLssyM7PHGBx4kNm5htBRFYmJbybbeitRUTs/3mNkZITGxkZOnz6NJElrzDfXgxAaAoFAINgSuu2L3PZYGx2jim/FW0tSuPc9pcRHbKylVJZlngvZhXessgv/y6xkPpaegGkP2IXLcpBJxx8YHHyIxcVOAFQqLSnJ78Zq/RwWS96O7i8QCHD69GkaGxsZGxsLH8/MzKS4uJjvfOc7635NITQEAoFAsKkEJZlHXurje3/oxheUiDbp+Oa7S3hXRdqG0wANIbvwxlfYhX82M5HIPWAXLkk+JiZ+w+DQv+Jy9QGgVhtJT/tzsrI+hdGYtqP7W06PNDc343QqP2ONRkNpaSm1tbWkpaVteISIEBoCgUAg2DT6HEvc/ss2WofmALhxXyLfubmc5KjLc5N+Je2LLr69h+3Cg0EXo2P/xdDQj/B6JwDQaqPIyPgomRkfQ6/fHFOyjSDLcjg90tXVhRRqBY6MjKSmpoaDBw8SERFxxefZ/b8lgUAgEOx6JEnmx/UD3PfMWTx+iQiDlm+8s5hbqjM2FMXodXm4r3+C307OAYpd+AdT4/nKHrEL9/vnGB75T0ZGfozfPwuAXp9EVtYnSU/7AFrtlV/AN0ogEKCzs5OmpqYL0iO1tbXs379/Uw04hdAQCAQCwRUxPOPijsfbaOibAeBIfjz33VxORqx53a815vHxvQE7P5+YJigrduF/FrILz94DduFer52hoX9jdOwXBINKCsJkysKa9VlSUv4MjWbn3sPCwgLNzc20tLSsSY+UlZVx6NAh0tK2Jn0jhIZAIBAINoQsy/y8aZh7n+7C6Qti0mm4++1FfKjWinqdnR8z/gD/d3CSfx914JEUu/A3x0dxV27qnrALd7n6GRx6hPHxJ5FlHwAREfuxWj9HUuLbUKt35nIryzLDw8M0NTVdND1SVVWFxbK1bqlCaAgEAoFg3YzPu7nziQ6OdjsAqMmO5bvvrSA7YX0XLWcwyCPDDn4wNMliULkI2qIt3J2byqGYnUsvXC6Li6cZGHyIyclnAGX/MdE1WLNvJT7udTvmgREIBOjq6qKhoWFNeiQrK4va2lqKioq2bT6ZEBoCgUAguGxkWeZXraPc89RpFj0B9Fo1X33LPj5xJAfNOqIYPkniJ2PT/NOgHYdPcZwsiTByd24ab4iL3HGTqldDlmXm5k4wOPgg0zNHw8fj428k23orMTHVO7Y3p9NJS0sLTU1NLC0tASvpkdraWlJTU7d9T0JoCAQCgeCycCx6ufvJDv7YZQegIiOaB95XQX7S5c8RCcoyT9pnub9/giGPkmLYK26esiwzNf0cg4MPMT/fGjqqJjn5HVittxIZUbRje7Pb7TQ2NtLe3h62Co+IiKCmpobq6uotT4+8GkJoCAQCgeA1ebp9nK/9uoNZlx+dRsVf3VTI527IRXuZJlmyLPPH6QW+3TfOGacHgCS9ltuyU/hg6u5285SkAJOTTzMw+BBOZzcAKpWetNSbycr6DGazdYf2JdHT00NDQwP9/f3h46mpqdhsNkpKStBqd/4yv/M7EAgEAsGuZdbp4xu/Pc1TbUqef39qFA/cUkFxWtRlv0bD3BL39o5zYkHpdIjWaviLrCQ+lZGIeRe7eQaDXsbHH2dw6BE8nmEANJoIMtI/SGbmJzAYrmwY3Ebxer2cOnWKxsZGZmaUTh+VSsX+/fux2WxkZmbuqtSTEBoCgUAguCjPdtm568kOHIteNGoVX3h9Hl96QwF67eWJg85FF9/um+B/ZxRHSZNaxaczEvliVhIxu9hsKxBYZGT0ZwwP/zs+3xQAOl0cmZkfJyP9w+h00Tuyr9nZWZqammhtbQ3PHTEYDFRVVXHo0CFiYmJ2ZF+vxe79TQsEAoFgR1jw+PnmU1083jICQH5SBA/cUkFFZsxlPX/A7eW+vnGe3GNmWz7fFMPD/8HI6E8IBEJOpIY0srI+TVra+9Botr/NVpZlBgcHaWho4Ny5c8iy0vobHx9PbW0tFRUVGAy7219ECA2BQCAQhDna7eDOJ9oZn/egUsFnrs/lK28qxKh77VZIh8/P9wfs/L+xafyhC+J7kmL4ak4qOebdezF0u0cZGn6EsbHHkCQlUmA255Nt/SzJye9Crd5+cbTs3tnQ0MDExET4eG5uLjabjfz8fNTq3Zt2Wo0QGgKBQCDA6Q3wrd+f4aeNQwBY48384y0V1GS/9iwOZyDIQ8MOfjg8iTPkhXFjXCT/JzeV0sj1u4NuF0vOHgYHH8JufwpZDgIQFVmONftWEhPehEq1/RfypaUlmpubOXHiRNi9U6vVUlFRQW1tLUlJO1MXciUIoSEQCATXOA1909zxeBvDM8ro9Y/VWbnzbUWY9a9+ifBLMj8dn+aBgYmwF0ZFpImv56VxXezlt7xuN/PzpxgYfJCpqWfDx+Jij2C13kpsbN2OFFKOj4/T2NhIR0cHwaAieiIjIzl06BBVVVWYzbtXsL0WQmgIBALBNYrHH+T+Z87x6PF+ZBnSY0zc/95yjuQnvOrzZFnmd455vt03Tp9bSTVkm/TclZvKnyTuTi8MWZaZmT3G4MCDzM41hI6qSEx8M9nWW4mKKt/2PUmSxLlz52hsbGRgYCB8PD09HZvNRnFx8ba5d24lQmgIBALBNUjr0Cy3P9ZG35QSnn9/dSZfe+d+Io2vXo9wfHaJv+8d4+SiC4B4nZbbspP5cFo8+l1YMyDLQSYdf2Bw8CEWFzsBUKm0pCS/G6v1c1gsedu+J4/Hw8mTJ2lsbGRubi60JxXFxcXh9tSrCSE0BAKB4BrCGwjy/Wd7ePjFXiQZkiIN3HdzOTcWvXru/8ySm3v7xnl2WmlVNWvUfD4zkc9nJhGh3X133ZLkY2LiNwwO/SsuVx8AarWR9LQ/JyvrUxiNWzOp9NWYmZmhsbGRkydP4vMprqhGo5Hq6mpqamqIjt6ZttmtRggNgUAguEboHJ3ntsfaOGdXWjf/tDKNe95VQoxZf8nnjHh8fLd/gscmZpBRWlU/nJbAbdnJJOp3X6tqMOhidOy/GBr6EV6v0q2h1UaRkfFRMjM+hl7/2sWtm4ksywwMDITbU5dJSEjAZrNRXl6OXn/pn//VgBAaAoFAcJXjD0r88Ple/uW5HgKSTLxFz73vKeOtpSmXfM6sP8D/N2jn30en8IbGtv9JYgx35aaSuwtbVf3+OYZH/pORkR/j988CoNcnkZX1SdLTPoBWu72TYP1+Px0dHTQ2NmK328PH8/Pzsdls5OXl7Sr3zq1ECA2BQCC4ium2L3LbY210jM4D8NaSFO59TynxERcXC+6gxL+NOPiXoUnmA0r3w+GYCL6Wl8rBqJ0bzHUpvF47Q0P/xujYLwgGlXoTkykLa9ZnSUn5MzSa7RVFi4uLnDhxgubmZlwupY5Fp9OF21MTExO3dT+7ASE0BAKB4CokKMk88lIf3/tDN76gRLRJxzffXcK7KtIueicdlGV+OTHD/f0TjHn9AOy3GPla3u4c2+5y9TM49Ajj408iy0q9Q0TEfqzWz5GU+DbU6u29vI2NjdHQ0EBnZyeSpHiJREVFUVtby8GDBzGZtt9VdLcghIZAIBBcZfQ5lrj9l220Ds0BcOO+RL5zcznJUcaLrn9pZpF7ekc5vaRMVU036LgzN5Wbk2PR7DKBsbjYxcDgg0xOPgMoF/To6GqyrbcSH//6bRVEwWCQc+fO0dDQwNDQUPh4ZmYmNpuNoqKiq6I99UoRQkMgEAiuEiRJ5sf1A9z3zFk8fokIg5ZvvLOYW6ozLnoB7nZ6+GbvWLiTJEqr5svWFD6VnoBxF01VlWWZubkTDA4+yPTM0fDx+PgbybbeSkxM9bbux+12h9tT5+eVlJRaraakpASbzUZ6evq27me3I4SGQCAQXAUMz7i44/E2GvqUseFH8uO57+ZyMmIvdJR0+Pz8Y/8EPxmfJigrnSQfT0/gK9kpxO2iqaqyLDM9/TwDgw8yP98aOqomOfkdWK23EhlRtK37mZqaorGxkVOnTuH3K+kls9lMVVUVNTU1REVFbet+9gq751+UQCAQCNaNLMv8vGmYe5/uwukLYtJpuPvtRXyo1opavTaK4Q5K/GjEwT8P2lkKzSR5W0I0X8tLJc988bTKTiBJASYnf8/g4EMsOZWWUJVKT1rqzWRlfQaz2bpte5Flmb6+PhoaGujp6QkfT0pKwmazUVZWhk63+9p8dxNCaAgEAsEeZXzezZ1PdHC02wFATXYs331vBdkJa7tDJFnm15Nz3Ns7xmio0LM80sQ9eekcjt3ets9XIxj0Mj7xBEODj+D2KDUPGo2F9PQPkpX5SQyG7Rso5vf7aW9vp6GhAYfDET5eWFiIzWYjJydn1xXI7laE0BAIBII9hizL/Kp1lHueOs2iJ4Beq+arb9nHJ47koHlFFKNhbol7zo9xKmQZnm7QcVduKn+WHLtrZpIEAkuMjv2coaF/w+dTLuo6XRyZGR8jI+Mj6HTb55i5sLAQbk91u92hveg4cOAAtbW1xMfHb9terhaE0BAIBII9hGPRy91PdvDHLsUEqiIjmgfeV0F+0tppqX0uL//QO8bvp5RiRYtGzV9mJfPZzERMu6TQ0+ebYXjkx4yM/CeBgLJPgyGFrKxPk572fjSa7ZtYOjIyQkNDA11dXeH21JiYGA4dOsSBAweu6fbUK0UIDYFAINgjPN0+ztd+3cGsy49Oo+Kvbirkczfkol0lHGb9Ab43MMF/jE7jl2XUwIfT4rkjJ2XXWIZ7PGMhk63/QpKUqIHZnIs163OkpLwLtXp7LLmDwSBnzpyhoaGBkZGR8HGr1YrNZmPfvn2od+GguL2GEBoCgUCwy5l1+vjGb0/zVNsYAPtTo3jglgqK01a6HLySxKMjU/zToD3s6PnGuCi+kZ/GPsvuKPR0OvsYHHqYiYnfIMtKrUhkZCnZ1s+TmPgmVKrt8ZxwuVy0trbS1NTEwoLS2qvRaCgtLcVms5Gamrot+7hWEEJDIBAIdjHPdtm568kOHIteNGoVX3h9Hl96QwF67cqd9h+n5vnG+VH63YpDZrHFyD356dwQF3mpl91WFhY7GRx4iEnHM4AyNyUmppbs7C8QF3tk24oqHQ5HuD01EAgAYLFYqK6uprq6msjI3fHzutoQQkMgEAh2IQseP998qovHW5SQfn5SBA/cUkFFZkx4Ta/Lwzd6xvjfGeWuPEmv5W9yU3l/StyOO3oqJltNDAw+yMzMS+HjCQk3kW29lejoA9uyD0mS6O3tpaGhgd7e3vDx5ORkbDYbpaWloj11ixFCQyAQCHYZR7sd3PlEO+PzHlQq+Mz1uXzlTYUYdUpqYSkQ5PuDdh4eduCXZXQqFZ/LTOSvrMlEaHfW8lqWJaamn2dw4EHmF04CoFJpSE56J1br54iI2Lct+/D5fLS1tdHY2MjU1FT4eFFRETabDavVKtpTtwkhNAQCgWCX4PQG+Nbvz/DTRsVDwhpv5h9vqaAmOw5QogRP2Gf5+94x7D4l9P+GuEj+viB9xw23FJOtpxkYfAinsxsAtVpPauotWLM+g8mUuS37mJub48SJE7S0tODxKLNb9Ho9Bw8e5NChQ8TFxW3LPgQrCKEhEAgEu4CGvmnueLyN4RmlC+NjdVbufFsRZr3yMd2+6OL/dI9yYkEZhZ5j0vPN/HTelLB9HhMXIxj0Mj7+OINDj+DxDAOg0USQkf4hMjM/gcGw9WPRZVle054qy0odSGxsLLW1tVRWVmI07o6C2GsRITQEAoFgB/H4g9z/zDkePd6PLEN6jIn731vOkfwEAKZ8Ae7rH+cnY9PIgFmj5q+tih+GYQdbLwOBRUZHf8bQ8KNrTLayMj9BevqH0em2fu5HIBCgq6uLhoYGxsbGwsdzcnKora2lsLBQtKfuAoTQEAgEgh2idWiW2x9ro29KiVK8vzqTr71zP5FGHQFJ5j/Gpvhu/0S4XfXPkmP5el4qqYbt8Zm4GD7fNMPD/8HI6E8IBJQiVIMhFWvWZ0hLex8azdYbWzmdTlpaWjhx4gSLi4uA0p5aXl5ObW0tKSkpW74HweUjhIZAIBBsM95AkO8/28PDL/YiyZAUaeC+m8u5sUiZ5fHy7CJf6xnlrFOpMSiNMHFvQTq1MTs3l8TjGWNw6EeMjf0XkqTsy2zOw2r9LCnJ22OyZbfbaWxspL29PdyeGhERQU1NDVVVVURE7J65LVcbsizjG1va0HOF0BAIBIJtpHN0ntsea+OcXbkT/9PKNO55VwkxZj3DHh/fPD/GU445AOJ0Gv4mJ5UPpcXvWLuq09nL4ODDTNh/gywrF/fIyLJVJltbm5qQJInz58/T0NBAX19f+Hhqaio2m42SkhK0WnEp2yr8U27cpyZxtTmYHZl67SdcBPHbEQgEgm3AH5T44fO9/MtzPQQkmXiLnnvfU8ZbS1NwByUe6J/g/w7ZcUuKbfjH0hP4ak4Ksbqd+ZheWGhnYPAhHI4/sGyyFRtbR7b188TGHt7y1lCv18upU6dobGxkZmYGAJVKxf79+7HZbGRmZor21C0iuODD1e7AdWoS/8iqKIZ2Yz9vITQEAoFgi+m2L3LbY210jCqDw95aksK97yklzqLnacccf3t+lBGPYsldF2Ph3oIMiiO2f4iXLMvMzjUwOPAQM7Mvh48nJrwJq/VWoqMrt3wPs7OzNDU10draitfrBcBgMFBVVcWhQ4eIiYnZ8j1ci0juAO7OKVxtDry9c8vaElRgKIjFXJFIRKYO/nH9ry2EhkAgEGwRQUnmkZf6+N4fuvEFJaJNOr757hLeVZFGn9vL59t6OTqr3DGmGXR8Iy+NdyfFbPuduixLTE39LwODD7GwcAoImWwl/wnWrM8REVG4xeeXGRoaoqGhgbNnz4bbU+Pj46mtraWiogKDwbCle7gWkf1B3GdncZ2axHN2BoJy+DF9ViTmikRM5YloIpX6m+W5MOtFCA2BQCDYAvocS9z+yzZah+YAuHFfIt+5uZyYCD3fG7Dzz4N2fLKMQa3iC5lJ/IU1CYtme109JSmAffJ3DA4+hNPZA4BabVhlspWxpecPBAKcPn2ahoYGxsfHw8dzc3Ox2Wzk5+eL9tRNRg7KePvmcJ1y4O6cQvYGw49pk0yYK5MwVySijd+8iJoQGgKBQLCJSJLMj+sHuO+Zs3j8EhEGLd94ZzG3VGdQP+fkqyf6Oe9SUgI3xkXy7cIMsk3be7ceDHpWmWwps1Q0mggyMj6smGzpE7b0/EtLSzQ3N9Pc3MzSkhLR0Wq1VFRUUFtbS1JS0pae/1pDlmV8w4u4TzlwtTuQlvzhxzTRBkyViZgrEtGlWrYkmiaEhkAgEGwSwzMu7ni8jYY+pXjxSH48991cjjlCz1+fHeYXE8rxRL2Wv89P3/Y0SSCwyMjozxge/nd8PqWDQDHZ+iQZGR9Gq93a6aUTExM0NDTQ0dFBMKjcSUdGRnLo0CEOHjyIxWLZ0vNfa/gnXbhOTeI65SA44wkfV5u1mMoSMFcmobdGoVJv7b9BITQEAoHgCpFlmZ83DXPv0104fUFMOg13v72IDx7K4gnHHPec7mXGr1xYP5oWz//JTSV6G7tJfL6pVSZbSlut0ZhOVtZnSEu9BY1m6+y5JUmiu7ubhoYGBgYGwsfT09Ox2WwUFxej2eaU0dVMYM6Luy3UMTLuDB9X6dQYS+IxVyZhzI9Bpd2+lJQQGgKBQHAFjM+7ufOJDo52KzbcNdmxfPe9FQTNGt7X3sexOSU1UGQx8t19mdREb99du9s9ytDwI4yN/XKVyVY+2dbPkZz8J6jVWzce3ePxhNtTZ2dnAaU9tbi4ONyeKtgcgk6/0jFyahJf/6qCTbUKY2Es5spEjMXxqPU7I+iE0BAIBIINIMsyv2od5Z6nTrPoCaDXqvnqW/bxwTorDw47+OdOpdjTpFbxlewUbs1MQrfFIeplnM7zIZOt34ZNtqKiKsi23kpCwk1barI1MzNDY2MjJ0+exOfzAWA0Gqmurqampobo6J0dAne1IPmCeLqmcZ1y4OmeBWlVx0hOFObKJEylCWgsWycmLxchNAQCgWCdOBa93P1kB3/ssgNQkRHNA++rYFKn4s0t3WuKPb9TmIF1m4o9FZOtB3E4/siKydZhsq23bqnJlizLDAwM0NDQwLlz58LHExISsNlslJeXo9fv3HyWqwU5KOHpmVPaUU9PI/ul8GO6VIsiLioS0cbsrlZgITQEAoFgHTzdPs7Xft3BrMuPTqPir24q5Ja6LL7VP7EjxZ6yLDM7W8/A4IPMzh4PH09MfDPZ1s8TFVW+Zef2+/10dnbS0NCA3W4PH8/Pz8dms5GXlyfcO68QWZLxDS7gOjWJu2MKyRUIP6aJM2Je7hhJ3tqUnCzLTA70vfbCiyCEhkAgEFwGs04f3/jtaZ5qU8aR70+N4h9vKee0Osjrm89te7GnYrL1bMhkqw0AlUpLSvK7sFo/h8WSv2XnXlxcpLm5mRMnTuByuQDQ6XTh9tTExMQtO/e1gCzL+MeduNocuE85CM57w4+pI3SYyxMxVSaiz4zcUiEXDAQY6erkfHMDvS2NOMbHNvQ6QmgIBALBa/Bsl527nuzAsehFo1bxhdfn8Y66TP7P+bFtL/aUJD92+1MMDv3rGpOttLT3kZX5GUym9C0799jYGA0NDXR2diJJStg+KiqK2tpaDh48iMm0/bbpVxOBaTeuNgeuUw4Ck67wcZVBg6k0AXNlIobcGFSarRMXXpeLgbYWzp9ooP9UM17nSueKVr+xlMy6hMaDDz7Igw8+GG5RKikp4Rvf+AZve9vbNnRygUAg2M0sePx886kuHm9RTK3ykyL49nvLeDHo480tPdta7BkMehgb/yVDQ4/g8YwCoNVGkpH+YTIzP45+i0y2JEni7NmzNDQ0MDQ0FD6emZmJzWajqKhItKdeAcFFH+6OUMfI0OLKAxoVpqI4TJVJmIpiUem27me8NDNNb0sj5080MHy6nWBgJT1jjo4h9+Ah8mtqibHm8jf/tX4ztXUJjYyMDL7zne9QUFCALMv8+Mc/5t3vfjcnT56kpKRk3ScXCASC3crRbgd3PtHO+LwHlQo+c30udTVp/HXf2LYWewYCi4yM/ISh4Ufx+6cB0OniQyZbH9oyky23283Jkydpampibm4OALVaTUlJCTabjfT0rYucXO1IngDu09PKALPzs7Bc06kCQ14M5spETCUJqE1bk3SQZZnpkSHOn2igt7mBid6eNY/HpqaTV11Lfk0dqQWFqNWKyNnorBOVvDy9ZoPExcXx3e9+l0996lOXtX5hYYHo6Gjm5+eJioq6klMLBALBpuP0BvjW78/w00bl7t0ab+brf1rKUwE3/7WNxZ5e3xTDw48yMvITgkElPWM0ZmDN+gypqe/dMpOt6enpcHuq369YVZvNZqqqqqipqRGf2xtEDkh4zs0oM0bOzEBgVcdIpjLAzFyeiCZqa7pzJCnI2NkzSr1FcyNz9pXZMqhUpOYXkl9TR151LfHpF/c42ej1e8NyKRgM8stf/hKn00ldXd0l13m93vCo3+WNCgQCwW6koW+aOx5vY3jGDcBH66wUHEjmL4cmtq3Y0+0eYWjoR4yNP4YkKZ+dFksBVuutJCe9Y0tMtmRZpq+vj4aGBnp6Vu5uk5KSsNlslJWVodPtvB/DXkOWZLx980rHSOcUsmfVALPEVQPMEramtsXv9TDQfpLeE430tTbhXly5/mp0OqxlleRV15JXVYslJnZL9gAbEBodHR3U1dXh8XiIiIjgySefpLi4+JLrv/3tb/N3f/d3V7RJgUAg2Eo8/iD3P3OOR4/3I8uQHmPiy+8s4hd+F//aq9RD7A8Ve1ZvUbHnkrOHwcGHsNufQpaVC1JUVCXZ1s+TkPCGLTHZ8vv9tLe309DQgMPhCB8vLCzEZrORk5Mj2lPXiSzL+EeXcJ1y4GpzIC36wo9povShAWZJ6NK2ZoCZa36O3tYmepsbGWw7ScC/cn6jJYLcgzXk1djIrjiI3rg9xbvrTp34fD6GhoaYn5/n8ccf50c/+hEvvvjiJcXGxSIamZmZInUiEAh2Ba1Ds9z+WBt9U0p1/XurM4grS+Ch8altKfacnz/FwOCDTE09Gz4WF3sd1uxbiY2xbcnFaGFhgRMnTtDc3IzbrURvdDodBw4coLa2lvj4+E0/59WO3+FS0iJtDgJT7vBxlUmLuSwBU0UihpzoLRlgNjsxxvkTDZw/0cBY9xlYdVmPSkwmv7qWvGobGftLUF9B4e5GUydXXKNx0003kZeXx8MPP3xZ60WNhkAg2A14A0G+/2wPD7/YiyRDUqSBj72lgJ8HXVte7KmYbB0PmWzVh46qQiZbt26ZydbIyAiNjY2cPn063J4aExPDoUOHOHDggGhPXSfBeS+udqUd1T+6FD6u0qkx7o9TBpgVxm76ADNZlpns7+X8iXp6muqZHhla83hSTh751Tbya2wkZGVvmljd9hqNZSRJWhOxEAgEgt1O5+g8tz3Wxjm70k749vJUKI7h70PDv5L0Wv6+IJ13JW5usacsSzim/sjgwEMsLLYDyyZb7w6ZbOVt2rmWCQaD4fbU4eHh8HGr1YrNZmPfvn2o1ds3yXOvI7n8uDuncZ2axNs/v+z0DmowFsQq7ajFcagNm1vDIwWDjJw5zfkT9Zw/0cDi9EqqS63RkFFcRn6NjbyqWqISdpdh2rp+EnfddRdve9vbyMrKYnFxkZ/97Ge88MIL/M///M9W7U8gEAg2DX9Q4ofP9/Ivz/UQkGTiLXre+8Zcfi67mZxdQIVS7Hn3Jhd7KiZbv2Ng8CFcrvMAqNVG0tLejzXr0xiNaZt2rmXcbjetra00NTUxPz8PgEajobS0lNraWtLSNv+cVyuSL4jnrNIx4jk3A8FVA8ysUUo7alkCmojN7RhZKeZsoLelCc/Sis+G1mAgp7KK/Jo6cg/UYIyI2NRzbybr+kuanJzkox/9KOPj40RHR1NeXs7//M//8KY3vWmr9icQCASbQrd9kdsea6NjVLno3lichKokln9eUD68880G/qkoa1OdPYNBL+PjjzM49K94PIrpl2Ky9ZGQydbm10LMzMzQ0NBwQXtqTU0N1dXVREZuje/G1YYclPGen1XqLk5PI/tWOkZ0KWZMlUmYyxPRxm1um7F7aZG+libOn6hnoO0kAd9KxsAYGUVe1SEKDtWRVVaJboNOndvNuoTGv/3bv23VPgQCgWBLCEoyj7zUx/f+0I0vKBFt0vGu12fzuNrD7MISGhV8ITOJ27JTMGo2J4UQCCwxOvZzhob+DZ9PCXHrdPFkZX2KjPQPbrrJlizLDA4OUl9fv2Z6qmhPXR+yLOMbWlTaUdunkJz+8GOaGIPSjlqZiC5lczuPFqYcIfOseoa7OpGlFY+NqMQk8mvqyK+xkb6v+IqKOa8EnyfA4OnpDT1XzDoRCARXLX2OJW7/ZRutQ3MAHC5IgNJYHnG5QFJaVv+pKIvKKPOmnM/vn2V4+P8xPPJjAgElcmIwpGK1fpa01PdtuslWIBAIT0+dmJgIHy8oKMBms5GbmyvaUy8Dv92ptKOemiQ4u2qAmUWLqTwRc2US+qzNG2C22pnz/Il67H3n1zyekJUdFhdJ2TvzO5QkmcnBBUbOzDB8ZpaJvnmc7qXXfuJFEEJDIBBcdUiSzI/rB7jvmbN4/BIRBi1vvd7Kb/U+FlwutCr4K2sKf2lNQr8JhZBe7yRDQz9idOznBIPKMCyzOQer9VZSkt+FWr25uXun0xmenrq0pHz4a7VaKisrxfTUyyQw6wlPR/VPrAwOU+k1mErilQFm+TGoNinKJUsS4+fP0dNUT29zA7OrJ6GqVKTv2x/qFKkjJiV1U865XuYdLobPzDJ8ZobRc7N4V42kB4iK35hQFkJDIBBcVQzPuLjj8TYa+hS78OqcOKSyWH7i9UAQyiNNfL8oi+KIK2/ldLuHGRz6V8bGHkeWFWOkiIhisrM/T1LiW1CpNjfMPTk5SUNDA+3t7QRCg68iIyM5dOgQVVVVmM2bE5m5Wgk6/bg7lHZU38Aql2qNCuO+OMyViRiL4lDrN+f3Fgz4Ge5sp+dEPb3NjTjnZldOqdWSVVap2H5XHdpSZ85L4XH6GTk7y/DZGUbOzLAw5VnzuMGsJX1fLJn748jcH4vKEOBz/7j+8wihIRAIrgpkWebnTcPc+3QXTl8Qk07DG49k8t+mAE6vB4Naxe3ZKXw+MwntFZomLTl7GBx4CPvkiotndHQV2dlfID7udZvcEivT29tLfX09vb294eNpaWnYbDZKSkrE9NRXQfIF8XRN4zo5iadnDqRQx4gKDDnRmCuTMJXGozZvTg2Lz+2i/5QyZr2v9QQ+98q4d73JTO7BGvJrbORUVqE3ba8wDAYkJvrmGT4zw3DXDI6hxdXeXqjVKlLyosncH0vG/jiSrFGoV/2tbHSEiBAaAoFgzzM+7+bOJzo42q0UXpZlxSCXxvJ40AcSVEeZ+aeiLAosV1YjsbDQzsDggzgcfwgfi4u7nmzrF4iNPXRFr/1K/H4/bW1tNDQ0MDU1BYBKpaKoqAibzUZWVpaov7gEclDC0zOH69QkntPTyP5VA8zSI5QBZhWJaKI3p2vDOTdLb6hTZKjj1Jox65aYWPKqaymoqSOjpBztNhblyrLMzLiTkeV0SM8cAW9wzZrYVAuZ+5WoRVpBDHrj5ssCITQEAsGeRZZlftU6yj1PnWbRE0CvVXNDbTrPRsp4gj5MahV35abyqYxENBu8KMuyzNxcIwMDDzIz+3L4eGLiW8i2fp6oqLLNejsALC4u0tTUtMYeXK/Xc/DgQWpra4mN3f4Q+15gbceIA8m5crHXxBsVcVGZhC5pc6IIc/YJzjcd53xzA6Pn1tp+x6Skkl9TR8GhOlLz96HaRkM057xXSYecUdIhznnfmsdNkToyiuJC6ZA4ImK3vkVWCA2BQLAncSx6ufvJDv7YZQdgX1oUcnksv5MDIMPhmAi+V5RJ9gbtw2VZZnr6BQYGf8j8fCsAKpWG5OR3YbV+jghLwaa9F4Dx8XHq6+vp7OxcYw9eW1vLgQMHMBq3Ziz8Xsc/6cJ1chJXm4PgzEqNgdqiw1yRiKkyEX3mlXeMyLLM5EBfuFNkamhgzePJufnhTpH4jO2LNvl9QcZ75hgKCYvpUeeaxzU6NWkFMWQWxZFZHEt8WsSWzFt5NYTQEAgEe46n28f52q87mHX50WlU1Fal8VIseOUAFo2ab+Sl8ZG0eNQb+LCX5SCTk//NwOBDLC2dAUCt1pOaegvWrM9iMmVs2vuQJInu7m7q6+sZHBwMH8/MzKSuro6ioiJhD34RgvNeXG1KO6p/bHXHiBpTSUKoYyQWlebKLqhSMMjouS7ON9VzvrmBBcfkyrnUajKLS8mrriO/ppaohKQrOtflIksyjuFFpc7izCzjvXNIgbUjyxKzIsN1Fql50Wh1O1vDI4SGQCDYM8w6fXz9N538rn0cgNzkCIJlsTyrUSIAN8ZF8t19mWQY199OKkk+JiZ+w8DgQ7jdAwBoNBbS0z9IVuYnMRg270Li9Xo5efIkjY2NzIbmq6jVakpKSrDZbKSnp2/aua4WJHcAd+eUMmOkb/WMERXGwlilY6Q4/oo7Rvw+L0Mdp+hpqqevpQn34koBpFZvILvigGL7fbAGU+T2DAZdmHaH6yxGzs7iWWUkBhARawinQjKKYjFFbm479ZUihIZAINgTPNtl564nO3AsetGoVRysTKYhQYNfJRGt1fB3+Wm8PyVu3SHrYNDN2Nh/MTj0CF6vYnql1UaTmflxMjM+ik4Xs2nvYW5ujsbGRlpbW8PDKI1GI9XV1dTU1BAdHb1p57oakP0SnnMzuE5O4j43A4FXzBg5kIipLBGN5coKLD1LS/SdPKHYfp9qxe9dScEYIyLJqzpEXo2N7PID6Axbn8LyugOMnpsNRS1mmJ90r3lcZ9SQXrjSdhqTbN7VhcFCaAgEgl3NgsfPN5/q4vEWZVZIRoIZqTSWl0KlF29JiOK+wkxSDOu72AQCi4yM/ISh4X/H71c8N/T6RLKyPk162p+j1W7ekKrh4WHq6+s5c+YMcqhoMD4+HpvNRkVFBXr97roD3UlkScbbP6+Ii84pZM9Kl4Q2yYz5QCLmiqQrnjGyODNF74lGek7UM9LVgRRcOU9kfCL5NcqY9Yz9pVtu+x0MSkz2L4SFhX1gEVlaEVUqtYrk7Khwd0hSThSaTTIS2w6E0BAIBLuWo90O7nyinfF5DyoVlJUl0ZKsJaiGOJ2GbxVk8O6k9Y1y9/mmGR5+lOGR/yQYVFw1jcYMrNbPkZpyMxrN5lThB4NBzpw5Q319PaOjo+Hjubm52Gw28vPzRf1FCFmW8Y85lY6RNgfBhZVOCU20HlNFaMZIquWK7tynR4fD9RYT57vXPBafkRXuFEnKydvSCIEsy8zZV7lwds/i96xtO41OMoXTIen7YjGY9u7leu/uXCAQXLU4vQG+9fsz/LRxCICUGCNSWRxNZuXD/91JMfxDQTqJ+suPYng8YwwN/RujY79AkpTQuMVSgNV6K8lJ70St3pyPQ7fbTUtLC01NTWGDI41GQ3l5OTabjeTk5E05z9VAYMaD69QkrlOTBFalB1RGLeayBEyViRhyojfcJSFLEhO9PZw/UU/PiQZmx0bWPJ5aWERBqFMkNnVr62I8S36GzypGWcNnZlhaNVMFwGDRKp0h++PI2B9LVPyVO9fuFoTQEAgEu4qGvmnueLyN4RnlwlNUnEBbqg5ZqyJRr+W+wgzenhhz2a/ncvUzOPivjE88iSwrRXSRkaVkZ3+BxIQ3oVJtTlRhenqahoYGTp06FR7PbrFYwuPZIyI2LxWzlwku+XB3TCk24IOrnCa1Kkz7lRkjxn1xqLQb+71IwSAjZ07T03SM8031LM3OhB9Ta7RklVWQX20jr7qWiNi4K307lyTswhkSFpNDiysFrIBaqyI1LzoctUjMjNz2ttPtQggNgUCwK/D4g9z/zDkePd6PLENClIFgWSynIpT8+PtSYvm7/HRidZf3sbW0dI6BwQex258Gln0pasnO/gJxsUc2JTQuyzIDAwPU19fT3b0Sik9KSqKuro7S0lIxnp3XsAHPi8FcmYipNAH1Bl0pA35/qFPkOOebG/Gs6hTRGU3kHKgmv8ZG7oFqDObNHfG+zEo6RIlajHRf6MIZl2ZRhEWx4sKp26SZKtuF327f0POE0BAIBDtO69Astz/WRt+U4omQWxhHV6YBtGrSDDq+uy+TN8ZfXivhwkIHA4M/XGMTHh//erKtnycmpnpT9nup8eyFhYXYbDZycnJ2dRfAdiAHJTzn53CfnMTdNY3se4UNeGXIBjxqYzUxPo+bgVMtShtqaxM+90rqxRgZRX51LQWHDpNVWoF2i4ptw0PJQuJicWbtULJlF86sYiVqYYnZehfOzUKWJLznz+NubcXV0oq7pYXZ4eENvZYQGgKBYMfwBoJ8/9keHn6xF0mGGIueYGkMXTFKFOCjafF8PS+NSO1r3/nNzbcwMPADpqdfDB1RkZT4VrKzP09kZMmm7Hd5PHtTUxNOpyKKdDpdeDx7QkLCppxnr7LWBnwKaZXfgybOqIiLK7AB9ywt0dfaRHfjcQbbWgn4V4pGI2LjyD9UR8Ghw1vWKRIMStj7F1bSIQMLa4eSaVWk5sWEhUVCxva7cG4UyefD09mJq6UFd0srrpMnkebn1y7a4M9UCA2BQLAjdI7Oc9tjbZyzLwKQmRtDj9UEejVZRj0P7Mvk+rjIV30NWZaZnWtgYOAHzM7Wh46qSUl+F9bsWzfNJtxut4fHswdDbZCRkZHU1tZy8ODBa348u3/KrdiAn5y8wAbcVJ6A+UDShm3AnXOznD/RQE/TcYZPt69pQ41OTqHg0GEKDh0mNb9w02eKyLLMvMMdFhYj5y7sDolNtZC1Oh1i2BvpkODCAu6TJ3G1tOJqbcHT3oHsWzsXRWUyYaqswHywCnPVQXzZOZCetu5zCaEhEAi2FX9Q4ofP9/Ivz/UQkGQiTTqCJTH0xOtRAZ/KSOCunFQsrxLFkGWZ6ZkXGRj4wao5JFpSU/4Mq/VzmM3ZV7xPSZLC49n7+vrCx9PS0qirq6O4uPiaHs8eXPLhbp/CdXIS3/Bi+Phm2IAvOCbpaaqnp+k4o+e61gwsi8/IoqD2CAWH6ki0bn6KyuvyM3JuNiwuFqbWpkOMFp3iZ1G8PJRsb8yg8U9MhKIVLbhaWvF2d6/5uQJo4uIwV1VhqjqIuaoKY1ERqlU1RkExJl4gEOx2uu2L3PZYGx2jSkg2OSuKwTwz6DXkmQx8ryiT2phLd2fIsoRj6o8MDPyAxcXTgDKHJC31/Vitn8VoXP/d1ivx+Xy0t7dfMJ59//792Gw2MjMzr9n6C8kXxHNmGtdJB57umeUaW1CDsSAW84GkDduAz4yN0NN4nJ6m49j7zq95LCWvgPxDhyk4VEdc2ubNmgGQghL2gUWGu6YVs6z+V6RDNKHukOK90x0iyzK+vr4VYdHcgn+Vl8syeqsVU5USrTAdPIg+O3tL/m0LoSEQCLacoCTzyEt9fO8P3fiCEmaDlmBxDIOJetQqFZ/PSuL27BRMl3A7lOUg9snfMzDwQ5xOpbtDrTaRkf5BsrI+vSlzSBYWFjhx4sSa8ewGg4GDBw9y6NCha3Y8uyzJeHvnQk6d08i+ldSBLiMC84EkzOWJaNY5X0OWZRyD/fQ0Haen8TjTI0MrD6pUZBSVUHCojvxDdZs+sGze4V7pDjk7g++V6ZAU85ruEP0Gu2G2CzkQwHPmDK7mFlwtzbhbWgmGZuiEUasx7t8filZUYz54AG1i4rbsb3f/9AQCwZ6nz7HE7b9so3VoDoD4tAhGCyLAqGGfxcj3i7I4EHXxGgdJCmCf/B0DA/8Xl6sfAI0mgsyMj5KZ+Qn0+iv3QRgbG6OhoeGC8ew2m43Kysprcjy7LMv4x51K3cUpB9LiKqfO5aLOA0noEtdXmyJLEuPnz9HdeJzzTceZn1xpl1RrNGSVVlBQe5i8qlosMZsn7MKzQ7pmGDozw4Jj7eyQsFlWKGoReYX25luN5HbjbmtbERZt7cgu15o1KoMBU3k5puoqzFXVmCor0URsTWvvayGEhkAg2BIkSebH9QPc98xZPH4Jg16DVBTNaIoRrVrFX1qT+bI1GcNFCvgkKYDd/lv6B34QnqSq1caQlflxMjI+hk53ZVMzJUni3Llz1NfXMzS0ciedlZVFXV0d+/btuybtwQNzXsWp8+QkAfvKhUtl0mIuT8B8MBl91vqKOqVgkOGuDnqa6jl/oh7nKgMtZRrqQQpqD5N7sAajZXNMzaSgxOTgYjhqMdG/sGZ2iFqtImXZLKs4jsSsSNS7OB0SmJ1V2kybW5TCzdNdEAisWaOOisJ88CDm6ipMVVUYS0pQ75IZOkJoCASCTWd4xsUdj7fR0KdcVKKTzdj3RYJJS1mEiX8qyqQ08sK7YUVg/CYkMAYB0Oliycr8FBkZH7niQWeXGs9eWlqKzWYjLe3Kazz2GuHx6ydD49eXCTt1JmHcF7sup86Az8dgyECrt7kRz9JKsajeZCb3YA0FtYfJqahCt0kRo4WpVemQc7N4XWsvxDHJK+mQ9MLdnQ7xj47iWhYWLc34zvdesEabkrKqcLMaQ0H+pnfdbBa79yctEAj2HLIs8/OmYe59ugunL4hOqya4Lwp7uhm9Ws1t2Sl8ISsJ3SvuHiUpwIT91wwM/AC3W4kw6HRxZGV9moz0D12xwLjYeHaTyRQezx4VdWURkr2GHJDwnJtV/C7OTK8Zv27IjcZ8IElx6lzHIC+fx03/yRZ6Go/Rd7IZv+eVBlo2CmrryCqtRLsJbqk+d4DR7pV0yCtHqRvMWjKKYsMW31EJu3N2iCxJ+Hp7cYWKNl0tLQTGxy9Yp8/NxVxVFYpYVKNLT9szRclCaAgEgk1hfN7NnU90cLTbAUBEgonpoihki5aDUWb+qSiLfZa1d6+S5Gdi4tcMDPwQt2dFYFizPk16+ofRaq8spzwyMkJ9fT1dXV3h8ewJCQnYbDbKy8uvqfHssizjG1xQijo7ppBW3fFrk81KUWdlItqYy48wuJcW6WtpoqfpOANtrQT9KwZdEXHx5NfUUVh7mPSikis20JIkGcfgIsNnphnqmsHet4D0ilHqKblR4ahFkjVqV6ZDZJ8PT1dXWFi4W1sJXsQYy1hcvCIsDh5EG7d1c1m2GiE0BALBFSHLMr9qHeWep06z6Amg0aiQCqKZyjJj1Kj5m5xUPpOZiGbV3ZciMJ6kf+CHeDyKrbEiMD5DevqHrkhgSJLE2bNnqa+vZ3iVZXJubi51dXXk5eVdU/UXfocrXNS5xkwrSr/i1LmO8euKgVY9PU31FxhoxSSnUlCrGGil5BVccSh/ccajRCxC3SGvTIdEJ5rCBZy7dZS65HTiOnUq7F/hbmtD9qz15lCZTJgqKlaERXk5asvOFG5uBbvvtyIQCPYMjkUvdz/ZwR+7lO4Bc5yB2f3RyBE6bNEWvleURa55Zb6DJPkYn3iSgYEf4vEoI7t1unis1s+Skf5BNJqNO2x6PJ5w/cXc3BygjGcvKyujrq7umhrPHlzy4Wpz4Do5iX9kKXxcpddgKo3HfDAJQ27MZftBzE/aOX+inu7G44x1n1lj9JSQlU1ByPo7IevKfBh8ngBj3XMMhWot5uxrOyn0prXpkOjE3ZcOCczOKqLiRDOulhY8Z85AcG37rCYmRvGvCBVvGouL1xhjXW0IoSEQCDbE0+3jfO3XHcy6/KjVKqT8SGasEZh1Gr6el8bH0uJRhy46shxkYuLX9PX/SziCodcnYM36LOnpH0Sj2fgF41L1FzU1NdTU1BAZ+eo25lcLsl/CfWYaV+vkhWZahXGYDyRi3H/5ZlrTo8Ocb6qnu/EYk/1rixFT8gspOHSY/Jo64tLSN75nScYxvMhQV6g7pG8eKbgqHaKC5BzFLCurOI4kayTqS3it7BR+uz0kKppxNzfj7Tl/wRptWqriXRGKWOhzc3dt4eZWIISGQCBYF7NOH1//TSe/a1cK1gzRehaKY5CjdLwuNpLv7ssgy6REMWRZYtLxDH1938flUi5Wen0CVuutpKf9+RUJjFerv6ioqLgmxrOH6y5aJ3G1O5BXGU/pMiOxHEjCVJ6AJuK1a1FkWWZqaIDuxmMXGGipVGrS9xdTcOgI+TU2ohI2bvS0NOtRhMWZGUbOzOJZNXgNICrBSGZxPFn740jfF4PBvHt+j7Is4x8aUoo2m5txNTfjv8hEU31+niIsqqswV1Wh2+PdTEEpSO98LycGTmzo+UJoCASCy+bZLjt3PdmBY9GLSgVSbiTzuZFE6TXck5/OB1LiUKlUyiyS6efp7fsnlpa6AMUHI9v6WTIyPrphgXGp+oucnBzq6urIz8+/JuovAlNunBcZYqaJMShFnQcvz0xLlmUm+3vpbniZnqbjzI6PhR9Ta7RklVUokYvqWszRMRvaq98XZKx7LlRrMc3sxNp0iM6oIWNfrDLxtDiO6HWagG0ly6PSXc1KtMJ1opmAw7F2Uchx01xdhalaiVrs5cJNWZYZXhymc6qTzulOTk+d5szMGdwBN0F38LVf4CIIoSEQCF6TBY+fbz7VxeMtobqKSB1LJTHI0XreFB/F/fsySDUod80zM8fp6/se8wsnAcXJMyvzk2RlfRKtdmNpjGX/i4aGhnD9hVqtpry8HJvNRkpKypW/yV2O5PLj6pjC1TqJb3BluJVKr8FUlqDUXeREv2bdxWp3zp7G4yw4Vtw5NTod2RVVFNYeJrfq0IYMtGRZZnbcxVCX0h0y1j1HMCCFH1epICk7SkmH7I8jKScKzS5Jh4StvE8o0Qp3S8uFHSE6HaayMszV1ZhrqjEdOIAmYnOMxrYbWZaxu+ycnjpN53QnnVOdnJ4+zaJv8YK1Zq2Z/MR8znBm3ecRQkMgELwqR7sd3PlEO+Pzyp2zlB3BYn4UsQYt9xZm8J6kGFQqFfPzrfT2fS88rl2tNpKZ8VGs1s+i023MTnpubo6mpiZaWlquyfoLORjyuzg5ibtrGpbrF1RgKIjFcvDyhphJUpCxs2eUtEjTcZZmpsOPaQ0GciurKbAdIfdANXrT+iMKXpef4TOzDIfExdKsd83jEbGGUMQinoyiWIyW3ZEOkbxePO3toTRIC+6TJ5FeaeVtMmE+UKlEK6qrlY6QPWpLP+eZWxEUIXEx5Z66YJ1OraMoroiS+BJKE0opTSglOyob55KTn/GzdZ9XCA2BQHBRnN4A3/r9GX7aqOTqtRYtzpIY5FgD70yM5tuFGSTqdSwudtHb9z2mp58HQKXSkZ7+52Rbv7DhYWejo6PU19dz+vTpcP1FfHw8dXV1V73/hSzL+EeXlLqLtkkk50pLpy7FjPlgMubKJDRRr/4zCFt/Nx6jp6ke1/xc+DG9yUTuwUMU1h4hu/IgOsP6LpyyJDM5tMjQ6emLWnxrtGrSC2OUqEVJPLEp5l1hLhVccuI+dQpX8wlczc142tqR/WtrRNRRUaGiTSViYdy/f092hLj8Lrqmuzg9fVpJg0x1MrI0csE6jUpDXkwepQmllMSXUJJQQmFMITrN5r1nITQEAsEFNPRNc8fjbQzPKG6LwSwLnoIoEkx6vl2YwZ8kxeB09tLR/X0mJ38PgEqlISXlz8jJ/hIm0/o7ES41f+Raqb8IzxlptRNY5XKpjtBhrlTqLvRprx6iDwb8DHW0KUPLmhvwLK6kWAwWS8id8wjWskq06xRrznkvw2dmGDqtFHJ6ltZeoGNTzGQVx5NZokw81W1gVPxmE54REkqFXLTVNDFBERWhL0PBlft/bDf+oJ/u2e5wXUXnVCd9831IsnTBWmuUdU2koiiuCJN2a9uEhdAQCARhPP4g9z9zjkeP9yPLoDFpcZdEI8UbeW9yLN8sSMciz3H27NcYHfsvlB5KFcnJ7yQ358uYzTnrPuel5o+UlZVhs9lITU3d3De5i5C8wZU5I71zsBwU0KoxlSh+F8b8WFSaS0cDAj4fA+0n6Wl4md6WJrwuZ/gxU2QU+TU2CmuPkFlajkZ7+XepwYDERO88Q6EizqnhpTWP640aMvbHhYs4o+J33tMi4HDgOqFEK1wnmvH29FywRpeRERIVStRCZ7XuimjL5SLJEv3z/eEoxenp05ydOYtf8l+wNsmcRGm8IihKEkooiS8h2hC97XsWQkMgEADQOjTL7Y+10TelXKgC6WY8RdGkmA3cvy+DN8bqGRp+mPbBhwkGlTUJCTeRl/sVIiL2rft88/PzNDY2XlB/cbXPH5ElGW/vHK7WSdydU8j+lbtOfU40loNJmMoSUL/K0C+/x0N/WwvdDcfoaz2xZq6IJSaW/EOHKaw9TMb+0nVZf8873Ax3TTN4eobRc7P4vWvv/hOzIskqiSOrOJ7k3J0v4vRPTCjCoukErhMn8A0MXLBGn5e3KmJRhW4PCVdZlhl3jtMx1RGuqeia7sLpd16wNkofFU5/LEcrkswbS11uNkJoCATXON5AkO8/28PDL/YiyaA2aPCUxCAlGvlQahxfz03FPf1b6hu+h9c7AUBUZDn5+XcRG3to3ee7VP3Fsv/F1Vp/4Z904Wq142qdJLjgCx/XJpiUltQDSWjjLl0r4XO76G09QU/jMfpPthDwrRRcRsQnUHjoMAW2I6QVFqFWX5648HuDjHbPKlGL09MXDCYzRepCZlnxZO6Pw/wadSFbjW9kVBEWoa8LPCxUKgxFRZhrVlIhe6nVdNo9vaam4vT0aWY8MxesM2lN7I/bT0lCCaXxpZQllJERmbFrIzNCaAgE1zCdo/Pc9lgb5+xKO1sw1YSnKIaMKAMP7MuijHbOnfpi2AvDaEwnL/d2kpPfiUp1+Xezl6q/yM7Opq6ujoKCgquy/kJyB3C1O3C12PENrbQMqkxazBWJSt1FZuQlLxCepSV6WxrpbjzGYPvJNUPLopOSKag9QmHtkcueKyLLMjNjToZOK+mQsfNzSKsmt6rVKlLyosNRi4SMiMu2Kd9sZFnGPziIc1lYNDcTGHvFVFO1Whk+VlOjfFUdRBO9/amBjbDkW6JrumtNF8iYc+yCdVqVloLYgnCUojShlNzoXLTqvXP53js7FQgEm4Y/KPGD58/zf587T0CSUenVeItjkJJNfDI9gS+nuBjv/2tOhjpJtNpIsq1fICPjY2g0htd49RW8Xi+nTp2ioaFhTf1FaWkpdXV1V2X9hSzJeM/P4Wyx4z49DcseEstW4FXJmPbHodJeXBi4FubpbVbExVBHG1JwpeskNjWdQtsRCmqPkJSde1l3sB6nn5GzswydVlpPnXNrW08j44yKsCiJJ2NfLPodGkwmyzK+vr41qZALzLG0WkwlJZgPKcLCdPDgnvCw8Aa9nJs5F45SdE510j/fj4y8Zp0KFdnR2ZTGKzUVZQll7Ivbh2Edf3O7ESE0BIJrjG77Il957BSdo0pHQjDJiL8khpxoE/flRZM0/SCdzUqhp0qlJT39g+Rkfwm9/vJD0PPz82H/C09oUqXRaKS6uppDhw5dlfUXfocLV4vSNbImNZJsxlKVjPlAEprIi6cenHOz9DTV09N4jOGuDmRppW4jIdMailwcJj7ztQsXJUlmcnBB6Q7pmsbev7B6BhpanZq0QsWJM6skjpjknWk9lSUJb0+PIipCdt7B6ek1a1Q6HcaKcsw1NVhqajBVVqI27x7n0IshyRID8wN0THXQMdVB51Qn52bPEZACF6xNtaSG6yrKEsooji8mQr/7hdN6EUJDILhGCEoyj7zUx/f+0I0vKKHSqfEWRSOnmvhsRhwf0P4ee9eDjIYKPRMT3kR+/p3r6iQZHR2loaGB06dPI4UulnFxcdTV1V2V9ReSZzk1statU23WYqpIxFKVjC494qIX8sXpKXqaFHfOkbOn10xETcrOC0UuDhOXlvGa+3DOe8PpkOEzM3iday9qsakWskrisBbHk1oQjVa3/a2ncjCI5+zZUH2FYun9StdNlcGAqbIynAoxVex+c6xJ16QiKhwd4YjFkn/pgnWxhlilpiKhNCwqEkwJO7Dj7UcIDYHgGqDPscTtv2yjdWgOgGCCAX9JLLmxJr6e2E/kxF8wtsFCT0mS6O7upr6+nsHBwfDxq7X+YrlrxNlix925KjWiAuO+OMxVSZj2x180NbIwNUl3wzG6G48x3n12zWOp+fsoqD1MQe0RYpJf3VI96JcY750LFXHOMD36itZTk5bM/bFKEWdxHJGvUmS6VSh23mdxNTUpX62tSItrra1VZjPmyspwKsRYVoZ6F4vRJd8Sp6dPhyMVHVMdTLomL1i3XKxZllBGaWIppfGlpEek79piza1GCA2B4CpGkmR+XD/Afc+cxeOXQKvCvy8aKd3MJ1K0vMP1D3gHG/Gy/kJPn88Xrr+YmVEq45frL2w2G2l7fGLlK/FPuXG1hLpG5lfqHLRJq1IjF+nKmJ+00914jO6Gl5k4373ygEpF+r79FNYeIf/Q4deciDrvcClRi9PTjHTPEVjdeqqCpKxIskriySqOIzknatvHqV8gLFpakJbWCiB1RASmqoOYq6ux1NRgLCnZta6b/qCf7rluOh2dYWHRN993QV2FWqUmPyZfERWhaEVeTN6eKtbcasRPQiC4ShmecXHH42009CkiIBhnwF8agzXWyO0RLxJv/2e8chCNxky29YtkZn7isgo9l5aWaGpq4sSJE7jdSjvk1Vp/IXkCuDumcLbY8Q2sGmRm1GKuDKVGMi5MjcxPTiiRi4aXmehdZRqlUpGxv4RC23UUHDpMROyl61783iCj55QizsGuGRYcr2g9jdKH6ywy98dhuoxR8JuJHAwqwqKx8dLCIjJSaTM9dEiJWBTtQ6XdfZed5YmlqyMVZ6bP4JN8F6xNj0gPC4rShFL2x+3HrNvddSM7ze77jQsEgitClmV+3jTMvU934fQFQaPCXxhFMNPCB+KWePviV1A7RpGBpMS3UVBwN0bja0cfHA4H9fX1tLW1EQzZOMfExFBXV0dlZSUGw96ujF9GlmS8/fO4mu1rDbVUYCyMDXWNxKPSrY0YzNkn6G54me6Gl7H3nQ8fV6nUZBSXhsRFHZaYiw+Yk2WZ2QmXIiw6L956mpofTVaJkg5JSN/e1tOwsFiOWDQ3v7qwOFSDsagI1ToMw7aLGc9MWFAsi4t57/wF66L0UWsiFSUJJddMXcVmIoSGQHAVMT7v5s4nOjjarbQFSjF6/KWxZMTp+KL2Z2TOPA6AyZTNvsK/JT7+hld9PVmWGRwc5Pjx43R3r4T909PTOXz4MPv3779q6i8C815czXacLXaCM57wcW2iCUv1cmpkrZianRiju/5luhuOMTnQGz6uUqnJLCmj0HaE/JpLiwu/N8jIuVmGOhVxsbjqvABRCUayiuPJKokjfV8s+ldxC91swsWbjatSIa+osdgLwsIdcHNm+swaUTG6NHrBOr1aT1F8UVhYlCeUkxmZec3WVYSRZVgcB3sX9DVv6CWE0BAIrgJkWeZXraPc89RpFj0BUIO/IIqgNYI/ixzinUtfx+BxolYbyc7+AtasT6NWXzoCEQwGOXPmDMePH2dsbMVEqKioiMOHD5OZeXV8AMsBCfeZaVzNdjzds+FZIyqDRjHUqk6+wFBrZmyUnsZjnGt4GcdAX/i4Sq0ms6ScfbbryD9UhznqQuMoWZaZs7sY7Lx41EKjVZNWGIO1JH7bW0/DwqLpxErE4pXCIiJilbA4hHH/7hIWQSlI33wfHVMdtDva6Zzq5PzceYLyWit1FSpyonPCgqI0sXTTJ5buSbxL4DgL9k5FWNhPw+RpcM+GHpdf/fmXQAgNgWCP41j0cveTHfyxyw6AFKXDXxZLaqyKz8r/TMHiS4Ayl6Sw4OuYTJdul1wecFZfX898qPVQq9VSWVmJzWYjIeHqCBv7J5w4m+24TtrXjGHX50RjqU5WZo2smj46MzYSily8jGNoIHxcpVaTVVpBoe068mtsFxUXa6IWp6dZnL5I1KIkHmtJPOn7YtEZtufCLQeDeM+dw9nYtGeFxZR7inZH+0p76XTnReeAJJmSKEssW9NaGqmP3IEd7xKkIMz0KyLCvuprdgC4iJhQaSChACLygZ+t+3RCaAgEe5in28f52q87mHX5QQX+/CiC2RG83djOn3nvx4QHozGTfYXfICHhDZd8nYWFBRobG2lubg4PODObzRw6dIiamhosFst2vaUtQ/IEcLU5cDbb8Q+vXFDVkXosVclYqpPRJqxMIJ0eGQ7XXEwNr7TtqjUassoqlW6RGhumyLXFr68VtVBrVaQXxCjiojR+26IWikHWeVyNjTgbG3GdOIG0sLBmjdpiuVBY7JLiTU/Aw5mZM2Fh0e5oZ9w5fsE6k9YUFhTlCeWUJpSSbEnegR3vEpzTSoRismslUjF5BgLui6+PSIbkEuUrKfQ9oRB0RlhYgI8LoSEQXBPMOn18/Ted/K5d+aCVInX4S2NJig3wyeC9lHpPolbrsWZ9Cav1VjSai/so2O12jh8/TkdHR9hgKz4+PmywpdulrYeXiyzL+PoXcDZP4O5YVdipVmHcH4elJgVjwcoY9qnhwXC3yPTIykwWtUaLtUyJXOTV2DBFrL0bXu4QGbxE1CIy3og1JCy2K2qhvPf+kLBowtXYSDBkAx9+X7tUWEiyxODCYFhQtDva6ZntISCvNSJToSIvJo/yxHLKE8opSywjLzoPzWUOlbuqCHjBcW4l3bEcpViyX3y91gRJRSFRUQpJxcp/WzY/arnz/6IEAsG6eLbLzl1PduBY9IIKAjmRBPIieZP2GO8LPIQZN/FxN1BY+LeYzdkXPF+WZfr6+jh+/Di9vSsFjFlZWRw+fJjCwsI9X+AZXPDibJ3E1WwnMLVy56ZNNGGpSQnbgcuyzPTwIOdC4mJmdGUaqFqjJbvigCIuqmoxrpqpsTpqMXR6mtGeC6MWafkxWEu3L2ohyzL+kRFFWDQ04mpsvGBWiMpkwnzwIGZbLZbaWozFxbtCWMx6ZsOiYrloc9G3eMG6BFOCEqkICYuShBIsur0fbVsXsgzzw6Eais6QsOiCqR54RS1KmNiclSjFcqQiLge2SZDt/L8wgUBwWSx4/HzzqS4ebxkBQLJo8ZfFkhDr5ZPBv6c82IbRkEZB4QMkJrz5ggtbIBDg9OnTHD9+HLtductRqVQUFxdTV1dHRsZrW13vZuSghOfsDM4TdjzdM7DclarXYCpPwFKTgj5LiURMDQ3Q/XulW2RmbCT8GhqtFmvFQQprj5BXXYvRsiIu/L6VqMXQ6WkWpl4RtYgzYi2NJ6s0nvTCmG3pEPGPjytpkMYmnI0NF0w3Ven1mA4cwFx7CIvNhqm0FNUOO2/6gj7OzpxdIyyGF4cvWGfQGCiOL14jLFIsKVdFEfJl41kIpTxWRSgmu8C7cPH1xhglOpFcvBKpSCwCw87OTxFCQyDYAxztdnDnE+2MzysXt0B2BIH8KG7UPM8Hg49iUfnJyvo8OdlfQKNZax7k9XppbW2lvr6ehVBOXqfTcfDgQWw2G7GxF2+93Cv4p9w4T0zgarEjLa2MUddbo7DUJGMqS0SlV+MY7Kf7v35Dd8PLzI6vtDdqdDqyKw6GIheHMJhX7pAXptzhWouRc7ME/SvDzlZHLbJK4olN2fqoRcDhwNnUhKuhEWdTI/7BobULtFpM5eVYbLWYD9ViOlCJegf9TWRZZmRxhPaplYLNMzNn8Ev+C9ZmR2WvSYEUxBagU+/t1N1ls1ycuRyhsHcqX3NDF1+v1il1E8klIVFRqvx3ZCrsQiEmhIZAsItxegN86/dn+Gmj8oEjmzT4ymKJjXXzKfleKuWTxMYeZl/hPVgseWuf63TS1NREY2NjeIJqREQEtbW1VFdXYzKZLjjfXkH2S7g7p1hqmsDXv2K0pI7QYa5KxlKVjDbRxORAH62/+h+6G15mbmLlbl+j05FTWUWh7TpyDx7CEJoIGgxKjHbPMtgxzUDnNLPjazsYImIN4XTIdvhaBGZnlXbTUAGnb1WqS3nDaoylpVhqD2GutWE+eGBHp5s6/U46pzppd7TT5mij3dHOrHf2gnUxhhjKE8vDBZslCSVEGy7s2Lkqcc+uSnsspz7OgN918fWRaWvTHsklEF8A2t07E+aVCKEhEOxSGvqmuePxNoZnlBqDQJaFQEEUN2he4MPyo8TpIyko+GeSkt6x5k56bm6O+vp6WlpaCASU4rm4uDiOHDlCRUUF2l2Qk98o/gknzqYJnCcnkd2hwsCQY6flUAqGfbE4hvppf/YxehqOMWdfERdanZ6cA9UU2I6Qd7AGvUm5ILsWfJytH2egQ5l86nOvFByqVJCSF421NJ7ssgTi0ixbGrWQnE5cLS046xtwNjTgPXt2zVRXVCoMRUVYamsx1x7CXF2NJnJn2jQlWWJgYYC2yTbap5SCzfNz55Fkac06nVqnDBhLLAsLi4zIjKs/BRIMwEwf2DtW0h4TnbAwcvH1WhMk7V9JeSyLCvOlber3Cuv6xPn2t7/Nr371K86ePYvJZOLw4cPcd9997Nu3b6v2JxBcc3j8Qe5/5hyPHu9HlkE2avCXxhAd7+ZT8rc5qGojM+Pj5OT8JVrtSu51cnKSY8eOrekgSU1N5brrrtvTDp6SL4i7zYHzxAS+oZUCQU20QUmNVCUzPT3Eican6H74GPP2ifAard5AzoHlyEUNeqMJWZJxDC8y2NnPQMc0k4MLa6wDjBYdWaVxZJcmkFkch9GydeF72efD3damCIvGRtxtbRBY21mhz8/DUmtTCjhratDExGzZfl6Nee88nVOd4UhF+1T7RQs20yxpSgoksZyKxAqK4orQa/bO3feGcM2sRCcmQpEKx1kIeC6+PjprRUiklCrCIi5324ozt5t1CY0XX3yRL37xi9TU1BAIBLj77rt585vfTFdX11XRZy8Q7DStQ7Pc/lgbfVNKyD6QbiZQFM31mhf5iPwoqVGF7C96ioiIFXE/NDTEyy+/vMYiPCcnh+uuu47c3Nw9e+foG1lUai9OOZCXJ5WG21KTmdfOcKrxOc59/WUWHCstfFqDgdwDNYq4OFCNzmjE5w4w3DXDQOcAQ53TuBbWDstKyIwIRy2SsqNQb9EMEVmS8Jw5g6uhAWd9A66WFmT3Wj8DXXo65jobFlsdFlst2h0wSQtKQc7PnQ9HKtocbfTP91+wzqgxUpJQooiKhArKE8tJNL/6FNo9TdAP0+dXxMRypGJx7OLrdWalbXRZTCSXKP9vitnWbe80KlmWN+YpijJkKSkpiRdffJEbbnj1mQnLLCwsEB0dzfz8/FU15VEguBK8gSDff7aHh1/sRZJBNqjxl8QSlejmU/JDVKtPk593OxkZH0Gl0iDLMj09Pbz88ssMDa0UjO3fv5/rrruO9PT0HXw3G0fyBHCdmsTZNIF/bKU+QhNvxFKdjDvZS3fbcbrrX16TFtEZjOQerKHQdoScymq0BkO4/XSgY5rx83NIwZWPOq1BQ2ZRLNllCWSVxBMRuzUFk4qXxQDOhnpc9Q24mpoIzq8d3qWJj1dSIXU2LDYb+szMLdnLqzHjmaHD0RGOVnRMdeAKXFgzkBWZFY5UlCeWX90Fm84pmFiV9rB3KD4VwQsnugIQY4WUslW1FKVKW+kejSRejI1ev68oWbtsURwXd+kcktfrDTsNAuGqd4FAoNA5Os9tj7Vxzq6EoYOpJvxFMRzRvcRH5X8nK7aCoqL/xmTKRJIkzp49w4svvsjEhJIiUKvVVFZWcvjw4T1pES7LMr6hRZxNE7jbHSumWhoVptIEAtlwfvAE537zozXdIlq9gdyDNew7fD05lVWoNXrGuudo+M0QAx1TF7SfRieasJbFk12aQFpBDBrd1lwA/BMTOBsacIXqLAL2tYZJaosF86FDSmeIrQ5DYcG2Rp38kp/u2e6wEVabo+2i7aVmrZmyRKWmYllYxBr3dofSRQkGlCiFvRMm2leiFZcyutJHvKI4s0yprTCKG+dLseGIhiRJvOtd72Jubo6XX375kuvuuece/u7v/u6C4yKiIbjW8QclfvD8ef7vc+cJSDKyXo2/OIaIZC+fkh/Gpj1LQf7/ITX1ZmRZ5syZMxw9ejTsgaHT6aiurqaurm5P/i2FoxcNE/gnVqIX2iQzqkID/YudnDnx4hoTreWCzn2Hryf3QA0Bv1qJWrRPMXRmBr9nxbBIrVGRVhBDdllC2DRrKwjOzeFsbApHLXwDA2seX/aysIQiFsbS0m01yZrxzNA22cYpxylOTZ6ia7oLT/DC2oHc6NywoChPLL86HTY9C6E6ig4lQjHREbLjvlgthUoxtUouXVucGWO9qqIU62GjEY0NC43Pf/7z/Pd//zcvv/zyqxr9XCyikZmZKYSG4Jqm277IVx47ReeoEuELJhnxl8RQp6vnY/yI3ESlZVWnS6Crq4sXX3wRR8jlUa/XU1tbi81m25O1Ub7RJZyN47hOTSL7QtELrRpNgZlxuZ+Ozv9dM1tEo9WSXbksLqpZmpMZaJ9ioH2aif75NYWcpig92aFai4z9W9N+Knk8uFtbcdbX4zxej6era21nyHLLqc2Gpc6G6cAB1MaLW8Bv+t5kid653rCoaHO0MbgweMG6SH1kuK6iIrGC0sRSovRX0efxsnvmRIcSoZhoV6IUswMXX6+zhAozy0L1FKEoxQ4bXe0kbl+Q/iknfVNL9Duc9E05OTc8yX/f8ZbtSZ38xV/8Bb/73e84evToa7oJGgwGDDtoGCMQ7CaCkswjL/XxwB/O4Q/KyFoV/v0xWFJ8fEH1Pa7Tn2df4XeIj38Tp0+f5ujRx5iamgKUvyWbzUZtbS3mHfRK2AjLnSNLjeP4R5bCx1VxOmYjp2jvf47x368Usy7bf++ru57syhqmR/wMdEzR/N9tF6RE4jMiyClPUAo5rZGoNrmQUw4G8Zw5i7P+OK76elwtrcirbp4ADAX5mEPFm+aaGjTbdBO15FuiY6qDU45TtE220eZoY8m/dMG6/Jh8KhIVUVGZVIk1yopadZXclQe8SodHWFSEohWe+Yuvj0oP1VKUhoRF2VVXS3G5BCWZsTk3vY4lRVQ4VoTF2PyFUR7Jewmvj9dgXUJDlmW+9KUv8eSTT/LCCy+Qk5OzoZMKBNcifY4lbv9lG61DcwAEEwz4S2KpNTTwcX7EvtQ3k5vz/3H27DC/+MUPmJmZAcBoNFJXV8ehQ4f2nMmW3+7E2TiBs9WOvJzWUIMr1s256Sa6WxrCa9UaDdaySgrrriejuIqJPg8D7VO8/KvWNSkRjVZN+r5YcsrjsZYlEBm3+dEC3/AwzuP1OI8fx9XQcEEBpzY5Gcvhw1gO12GurUWXlLTpe3glsiwzsjQSjlScmjxFz1zPBb4VJq2J8sRyKhMrqUyqpCyh7Ooxw3JOr0QnloXF1DmQAheuVWsV++1XioqrwJdivcw6ffRNLYWEhJO+kLAYmHbhC0iXfF6sWUdOgoXcxAhyEiykmCTe+/31n39dQuOLX/wiP/vZz/jNb35DZGRkuBgtOjp6z30ACgTbhSTJ/Lh+gPueOYvHLyFrVASKojGl+fm86p94nXGYfYXfZ3g4iocf/gmzoQmby141NTU1GLcp9L4ZhF07G8fxDawUfweMQYa8Z2jvfx5vr3JnpFKrySqtYF/d9STlVDLW46H7hIOj/3VyTTYinBIpTyCjaPNTIoHZWaXl9Hg9zvp6/CNrTZXUERGYa2ux1NVhOVyHPidnyws4vUEvXdNdnJpU0iCnHKeY8cxcsC49Ip3KpMqwsMiPyUer3rumbMCKJfcaUdEBixeOhQeUGR/LQmJZWCTuA+21E033BSSGZpycn1SiEr2TTvqnluibcjLnutDyfRm9Vk12vJnchAhyEi3khoRFboKFWMta/5ONNnOsq0bjUn9Yjz76KB//+Mcv6zVEe6vgWmJ4xsUdj7fR0KdcIIJxBvylMdQYT/AJHqEk4z0E/O/ghRfqwzUYZrOZI0eOUF1dvafSjv4pN86mcVzNdiSXcocpIzOlGuf02EvYPQMAqFRqMktKKbRdT2xaGWPnvfS3TTEzttbueytTIpLHg6ulBddyncWZM2vrLHQ6zBUVmA/XYamrw1RWtuUFnA6XI1xbccqhFG0GXnGnrlPrKI4vDouKisSKve9b4V1SBoUti4llf4pLWXLH5oQERblST5FSpqRD9qhfzHqQZZkZp49ehxKV6HUoUYpexxLDs26C0qUv52nRxnBkIjfRQk6ChbzECNJiTGgu829rW9pbr8ByQyC4ppBlmZ83DXPv0104fUElilEYhTFD4nOq/483mOzExf49Lx0dZ2Tkt4ASwbjuuuuoqalBv8MTNi8XOSjh7prB2TiO9/xc+LgXN92zzfQttuMJLoFKRUZxKQW11xEZV8JYr4+T/zuFc25VXYZaRVphDLmViWSXb25KRJYkvOfO4Tx2jKVjx3C3tCL71vohGAoLwxELc3U16i0stA1IAXpme9YUbY4ujV6wLs4Yx4GkA2FhsT9+PwbN3hGfa5BlJSIx0bHSRjrRodh0c5Fri9a0MjAsHKkoAcPOWK5vJ/6gxOC0a42QUISFk3n3paMTEQYtuaujEokWJVKRYMGk37kOoj0eXxMIdh/j827ufKKDo91KhEKK0eMvjaXK3MInVf9GXvyf0NH+Bv5w/gSgtKnabDaOHDmyZ1IkgVmPMnOkeQJpUfngk5EZd/XRu3CScXcfMjLpRcXkVR/BFLWfsfN+Wv5nGp97xWFSa9BgLYkjpyIRa2n8ptp9+ycncR4/jvPYcZzHjxOcnl7z+Oo6C4vNhjZx6yID89552h3t4aLN9ql23IG1jqBqlZqCmIJwpKIyqZKMiD06EyToV8ytVqc9JjrAfWHqB4CIlJXoRHKpEq2Iz7tqLbmXmXH6LohM9DmcDM64LhmdUKkgPcZEbmIEeYmW8Pe8xAiSIg278t+LEBoCwSYhyzK/ah3lnqdOs+gJIKshUBCFIUvm06p/4SbjNHb7R3jyxWlgALVaTVVVFTfccAOROzQYaz3Ikozn3AzOxgk8Z1cuGO6gk77FNvoW23AFFkgtLKKu8uPozfsY7w3S/D8zSIGVmgdTpI6cikRyKpR6C61ucy4mkseDq7kF57FjOI8dw7vKkh1AZTZjOXQIy5EjWI4c3rI6C1mWGVgYWFO02Tvfe8G6CF2E0gmSVEFlolK0GaHfg+2U7tlV3R6hVtJLOWiqNMp48zWiogwitr6YdqfwByWGZlwXRCb6HEvMvkrthFmvITckIHITIshL2h3RiY0ghIZAsAk4Fr3c/WQHf+xSzLSkKB3+slgOWE7xKdWjWHw2nn05B0lS7qpLS0u58cYbiY+P38ltXxbBBR/OExMsNY4hLax8ME64B+hdOMWoq4fk/HxKX/duNPpCxnuDtD67APJkeG10ooncykRyKhNJztmcWSKyLIfTIc5jx3A1t6xNh6hUGEtKwsLCXFmJagtSUu6AOzxsbFlczHnnLlhnjbKGIxWViZXkRufuLUMsSYK5gVeIig7Fr+JiGKJWpT1C3xP3g25vRO3Wy5zLR29IRKyOUAxNuwi8Su2EEp0ICYpV31OijLsyOrERhNAQCK6Qp9vH+dqvO5h1+ZFVEMiPQm+FT6of5DomONV6PUuLSldWXl4eN910E6mpqTu861dHlmS8vXMsHBvGe24Olax84HmDLvqXOuldOIUlM560AzUkad/P+HmJ9hddwGz4NZKskeRUJpJbkUhsqnlTPjQDDgfO48dZOnYM5/F6giGPkWW0KSlYjhwm4sgRzHV1aGM33zLb4XLQMtkS7gY5N3OOgLy2aNOgMVASXxIWFRVJFcQZ91Bbpd+ztkBzeebHRaa1AhCTpaQ7VguLGOtVV6AZCEoMz7rpnVwKd3b0TSniYsZ5iRkogEmnRCdeme7ISbBg1l/9l+Gr/x0KBFvErNPH13/Tye/alZY7KVKHvzSWisg2PsOPmR/M5+XBGkBFeno6N9100673ngku+VhsHGXh+AjqUBOIChUOzzC9C6fwJHhJrDxAtupWxntlzjT4AMUgSq1Wkb4vJpwWiYi98jtXyevF1dys1FkcO4b33Lk1j6tMprXpkE2eVrucBjk5eZIWewut9lZGlkYuWJdkSlJERUhYFMUVodPskWFj3kVFSIy3w3hbKPVx9uLeFBoDJBWtdH0sW3NfZdNI511+eqeWQoLCGf4+OO3EH7x0dCI12nhBZCIvMYKUKOOWTQTeCwihIRBsgGe77PzNr9qZWvIhqyCYE4kuV83H1Q9T5RzidIcNn89CfHw8b3zjG9m/f/+uDYPKsoxnYI7JZ7pQDQZQo0YN+CQvg4udOMx2IvLzMUhvZ7ZPxfmTQUBxxtQZNFhL48mpTMBaEo/BfGUXV1mW8Q0M4HzpZZZefglX0wlkzyqHQpUKY3FxSFgcwXSgEvUmpkMCUoBzM+dosbdwcvIkrZOtF3hXqFBRGFvIgaQDHEw+SGViJSmWlF37+12Dc0oRE8uCYrwdZi6sHwHAFAep5WtFRUIB7BUB9RoEghIjs+61kYnQ96mlS0cnjDo1OQkXFmLmJFiwGMQl9WKIn4pAsA4WPH6++VQXj7cod7WSRYu/LJayqE4+Jf2YqTPZnHTUodcbeNObXkdtbS3abRygtR6CHj9j/9OGp2Uak8+MUi2gZsY7zojcSzAjhkByCbMDlTg6JUBxEDRF6cmpSCC3IpGMfbFXPAU1uOTE1djA0ksv4XzpZfyja9s8tUlJWK67DsuRw1jq6tC+yrTo9eIOuGl3tNM62UqrvZU2R9sF3SB6tZ7ShFKqkquUVtOkSiL1u7x4V5ZhfmStoBhvg8Wxi6+PSlfERGpFSFyUQ3TGVZH6mHf76XtFV0evY4nBaRe+4KVdMVOijBetnUiLNl3T0YmNsDs/AQWCXcjRbgdffaKdiXkPMhDMjkCbp+HTmkcomRqkp7uOQMBIeXk5N9100640pJNlGfupcziePYdlyoJeZcCEmaAUYNTXy3x8kKWoNByjtcjnl58lERlvJO9AIrkHkkjJiboi8yxZlvGePcvSSy/jfOklXCdPQmAlTK/S6TBVVxFx3fVYrr8OQ8HmjVGf9cwqkQp7KycnTyqmWK+or4jUR3Ig6QAHkg5QlVxFSXwJes0u9jWRgjDdGxIUq6IV7tmLr4/LWysoUivAkrC9e95kgpLM6Kw7VIy5tMrQysnUkveSzzNo1WHjqpUIheKQGSGiE5uG+EkKBK+B0xvgW78/w08bhwCQTBr8ZbGUxpzh4/4fM9WVz9nZw6SkpPD2t7+drKysHd7xhUwNDzH0zAnU3X4SNOnEEgcqcAbmmTTMMG6w4FjMgdGVC3psipncA4nkHUgiITPiii72gdlZpc7ipZdYOn6MoGNtEafOmhUWFpZDh1BvwtA4WZYZc47Ram8Np0L65vsuWJdkTqIqqYqDyQc5mHyQ/Jj83TtwLOADx5m19RQTneB3XrhWrVW6PFYLipTSPW14tejxXxCZ6HM46Z92vurMjqRIw0VrJ9JjRHRiOxBCQyB4FRr6prnjl20Mzyrh9ECWBW2+jk9q/519Y0P09deh10fzjne8gaqqKtS7aALkwpSD7hdfwtk0TnIgiyRdEmhCNsaqaUZUEv2LkaiWViYwJ2RGhCMXcakbd8aUg0Hcbe04X36JpZeP4enoWGPxrTKbsdTWYrn+OiKuuw79JogzSZbome0JRyxaJluYdE1esC4vOo8DyQc4mKQIizRL2u6sr/A5V0acj59SxMXkGZAu4r2gNYVaSFelP/ZoK6ksyzgWvZyfXOK8Y0n5HvqaXLx0dEKvVZMTbwn7TSx/z020EGm8OupK9ipCaAgEF8HjD3L/M+d49Fg/MiAbNfhLY9gf181HPf+P6dMF9C/YqKqq4g1veMOuGdvuWpinu+EYIy+1ET0TTZZlPynqRNCBX/YxKi/RvWjELSvTPFUqSMmNIrcyidwDiUQnbnw4YmBmRolYvHgU57FjF0w8NezbR8T112G57jpMBw9ecRGnL+jj9PTpcDfIKccpFl/RfqlVaSmOL+Zg8sFwOiTWuPktr1eMa2ZV6qNd+e+pHi5qzW2MXiUoKpT/TijYcy6aQUlmeMZ1gaDodSyx6LlIx0uIxEgDuQkW8pIiwt/zEiJIj738mR2C7UUIDYHgFbQOzXLbY230Tynh6EC6Gc0+Ax/T/D8Kh0YYHLKRkZHLB/78bbvCD8PndnH+RANnX34J+jzkRx6g0nAdhCLk85KbXheMBbQEiVQsjPfFkHcgiZyKRCJiNzY7Q5YkPJ2dLB19iaWjRy+IWqijohRPi+uux3LddeiSr8z9cdG3yKnJU+FW086pTnzS2u4Ak9ZEZWIlB5IPUJVURVliGSbtLposvTzvY7WgGG+7tOlVRIoSnVgWFKnle86fwuMP0j/lXIlMOFbaRi+V7lCrICvOTH5SBHlJEeQnRoT/O0pEJ/YcQmgIBCG8gSDff7aHh1/sRZJBNqjxl8RSlNDDh5w/ZeZcAdPcwJ/+6ZspKyvb0XB7wOej/2QzZ4+9iL2tm2xTCRWRdRgSlItqUJYY9fkZ8GmYDWpRa1RklMSRd1DxuDBFbCyaEJybU8yyjh5l6aWXCc6sbf007N9PxA03EPG6GzCVl1/RxNNlY6xWu9IR0j3bjfyKO/w4Y1w4BXIw+SD7YvftnhHpkgSz/as6P0LiwjV18fWx2asEReh7ZPK2bvlKWPD4V6ISq0TF8IyLSxlj6rVqchMs5CdFrPnKjrdg3CRresHOs0v+IgWCnaVzdJ6vPHaKbrtiPhVMNaEuMvIR7X+S1z/B2JgNm+0IN9xww46NbpekIMOnOzjz0gv0NB0nnhTyow5SmXIkLHqcwSCDPhj0SQQ0GrJK4qk6mEh2RSIG0/r/3GVJwnPmTDgl4m5rUy6gIdQWC5YjR4h43Q1Yrrv+iqIWE84Jmu3NNE8002JvYWBh4II1mZGZHEw6GG41tUZZd0d9hRRUUh3jp2DsVEhcdFzcSVOlhsSilQhFaoXiVWGM3u5drxtZlplcrp8IpTkup34iyqhdIyTyQhGKjFizSHdcAwihIbim8QclfvD8ef7lufMEJRlZr8ZfHMO+pF4+sPgLZs8WYE5/D5///FtJSNiZFkDH0ABdR5/j7LEX8c05yYks503xHyFCFxNeY/dLDHglJoGs4nhuuAJxEVxy4qw/ztLzL7D00tELOkQMBQWKsLjhBswHDqDSbSyUPbY0FhYWzfZmhhfXpg9UqNgXty8sKg4mHSTRvHUTVi8bKQjT5xVBMXZypVDzYp0fGoPinBnu/KhURp/rdlE65yJstH4iOcqgiIlVqY78pAgSI3bnVFHB9iCEhuCapdu+yFf+6xSdYwsABJOMqIrNfFD7C/J6JnG538i73/029u3bt+0fkkuzM5x9+QW6Xnoex2A/sfoUiqNqycraj0al/Nn6JJkhn8RQUCZ+fzylVyAufCMjirB44QVcTU3I/pXOBpXZjKWuTkmJXH8durS0db++LMuMLo1yYuIEzXYlYjG6tNaYS61Ssz9uP9XJ1dSk1HAg+QBR+h32IpGkkKg4uTZacTFRoTMrYiKtcqVQM6FwVztpivoJwXYghIbgmiMoyTzyUh8P/OEc/qCMrFXh3x9DfsoAfz7/Sxa688mv+iSvf/3r0W3wbn0j+D0eek7U03X0OYY62lChIstSREXaR4k3rBSdzgVkBgMSqvxY8qqTqNuAuJADAdxtbSw9/zyLL7yA7/xaG2pdVhaRN75eiVrU1Ky7Q0SWZYYXh2m2N4fFxYRzYs0ajUpDSXwJVSlVVCdXczDp4M6OSV8WFcuCYuykUlvhW7pwrc6spDvSDihRirRKRVTs0s4PUT8h2EmE0BBcU/Q5lrj9l220Ds0BEEwwoCo2837d4+Sfm0KtfjMf/ei7SdvAXftGkKQgQ53tnDn6HD1N9fi9HkyaSEpjjpAXdRCDWvFBCMoy4wEZd0YkabYUbqpMWre4CM7Ps/Tyyyy98CLOo0fXtp9qNJirqoh4/euJeP3r0edkryuKszx8bFlYtEy0MOle62GhVWkpTSilOqWa6uRqKpMqseg27tVxRUiSMuPjlemPi9VUaE2hWopKRVjsUlHxyvqJ1TUUr1Y/EblcP5G4VlCI+gnBZiGEhuCaQJJkflw/wHf++yzegISsUREoiiYnbZj3zTyJuy+fyus+h81mQ6PZ+gvI5EAfXS89z9ljL+KcVTo3Eo0ZFKbUkWbMQR26yLslmblYI1GHUzlwKHXd4sLb18/SCy+w9PzzuFpbIRgMP6aJjsZyww1EvP51RFx3HZroyy9GlGWZvvk+mieaOWE/QYu9hSn3K9w+1TrKEsrCwqIisQKzbgf8RlaLitXpj0uJiuVIRVqlIi4SCkGzez4qJUlmeNZFj13UTwj2Brvnr0cg2CKGZ1zc8XgbDX3KBT0YZ4ASM+/VPUlu1wzRUW/nQ59+J/Hx8Vu6j8WZKc6+/CJdLz3P1NAAABqVlryoavKjaojRrdQjLOo1aCsSyXyLlYJ1tKLKwSDuU6dYfO45lv73OXwDA2seNxTkh6MWpoqKy24/lWSJ83Pnw4WbLfaWC6aa6tV6KpIqqE5WhEV5YjlG7TY7U0oSzPSFBMXJyxQVlSspkF0kKpYFRbd9iZ7JRXrsS3TbF+l1LOHxi/oJwd5hd/xFCQRbgCzL/LxpmH94uguXL6hEMQqjyM4Y5b2ORwkMF3L9Gz/AgQMHtuyOzudx09N4nK6Xnmeosy1saGXWxVIQ/TpyLHkYQr4PQSCQGUnSW7LJyI+57HNILhdLx46x9NzzLL3wAsHZVcO0dDosNTVE3HgjETe+Hn1GxiVfZ81ryhLds91rhMWcd27NGqPGSEViRThiUZZYhkGzja2/yz4VYydD6Y/QQDHvwoVrtcaL1FTs2xWiIijJjIQERbd9kfOTry0oRP2EYC+x839lAsEWMD7v5s7H2znao4TzpRg9cmkEf6b/NTmdc6Snvpu33fo2IiM3f8CUFAwy2HGKMy89T8+JegLelfx4iqWKgqhqUg3RYXETNGqx2FKJuyEdtfny7jr9k5NKl8hzz+Gsr0f2rThkqqOiiHjd64h84xuwXHcdmojXLrBcnhPSON4YToW80s572XWzJqWG6pRqSuNL0W1XR4UsK6JitHVt+uPVRMWamoqdFxUbFRR5iREUJEVQmBxBQXLk/9/encdHVd/7H3+dmclMtpnsmewLhASSGMKWALITQESqtYvXakvt3rrUUnt/trdXtLf3auttta1ove292nqrol6xVmXfwr4kBAhL2AJk3zMzmWyznN8fJyTERCVAFuDzfDzmEZ05Z+abDDDvfM73+/kyJjKQhFB/DPqRs6+OEJ9Ggoa4oaiqyruFFaz4x1Fa2t2oOnCPsZCYUMUX6v+K7tQ4Fi9+gLFjx17z1667cI6j2zZxYsdWnM09VQUfQwRJlpmkBCRjueRShT7BTPCceHzHhn7mtuuqqtJx6hQtmzfj2LyF9sOHez3uExeHef48AufNx3/iZ/e2UFWV8/bz7Kvep4WL6v00dfTeVtzf4M8E64Tu5abpYen46IYoWDhqoLIQKgq0cFFZ2P+25wZfsGb2nlMRMXZYQ8XFHhSnuoLEqRoHp7rmUXR8wpLRi4Ei1aqFijFWM6lWM/EhfhIoxHVPgoa4YdQ5OvjZ6iNsOFYDgNfigzfTzF2+7zO6uJHU0feQ9/08fH2v3byBVruNEzvzObptI7WlPUtEFZ0fZt9sxliySTSZ8bkYJHx0BEyyEjg9Bp/IT58YqXq9tBUdwrFxI46NG3FduNDrcd+sLMzz5hE4by6mMWM+8/JPtbOavVV7u8NFTWtNr8f9DH5Msk4iJyqHydbJjAsbNzTtvNvtWpXiYqioKAR7ed/j9CZth9Luyx8TICJt2PpUXAwUJ7uCxKkaBydrtEmZlxMoUq1mUiK1rwmhssJD3LgkaIgbwoeHq/jZe0ewtbpQFXCnWIhPrOFLDf+Lb1kWd9z1PRITE6/Ja3ncbs4dKuDo1k2cKdiH13Nxpr8Onc8oogNzSPGPweqj7977Sh/mS+C0GAImW9H5fvJfO7WzE+fefVq42LypV1dOxWjUGmfNm0fg3Dn4RH56u++Gtgb21+zXwkXVPi44egcVH50P2ZHZ5ETlMDV6KhnhGYNfsXB3QE1xT6CoKID6k/TdpVTRKhOxkyB2gvY1MgMMV7fj65W40kCREhHIGAkUQkjQENe3Jmcn//r3Yj44XAWA1+yDJzOQO/0+IPVYI7dkLGPW3bOuSeOtuvOlHN22keM7ttFqa+6+X9FbMZkySQ7MYJSfL4GXfJCYUkMInB6Db2rIJ14e8ba20rJ9B46NG2nZuhWvo2duhC4wUJtvsSCPgBkz0Qd+ct8JR6eDgpoC9lbtZW/1Xk41ner1uE7RkRmWSU50DrnRuWRHZA/uqhCvFxpO9QSKigItZHg6+x4blACxE7tuk7SumqZrP3/m01yLQHHxsocECiF6SNAQ162Nx2r453cP09jSiaqAJ9lM7Kg6vtTwN4LrJnPHlx8hKirqql5DuzSyjaNbN1F77pLumYo/euM4gvxuISUgggSTDn3XL+WKSU/AJCsB06Lxiej/8oi7qYmWLVtxbNyIc+dO1EsmjOrDwzHPm4d5QR7+ubmf2JWzzd1GUW1R96WQow1H8aq9PxBTQ1K7KxYTrRMxGwfpw1tVwV7RO1R80mRNv9CuSkVXqIiZCIFDt4fJlQQK06VzKLoCRarVTLwECiE+kwQNcd2xt7v4xT+O8k6BtleGN8CAN9PCHQEfMq6kiZyJ3yM3Nxed7som0XncbkqLCji6dSNnC/d/7NLIaPTGDKL9kxkX7EvwxQ8mFQwRfgROj8F/YiQ6U9+/Wq7aWu2SyLr1tB440Kt5lk9cHOYFCzAvyNP6W/TTNMzldVFcX6xVLKr2cqjuEC6vq9cxiZZEcqK0isWUqCmE+oZe0c/gM7U2aktKLwaLykJoqel7nI+/Np/iYrUiZqK2HfoQNIhSVZUaewclNQ5Kqu2cqHZ0Tc6UQCHEUJKgIa4r+SfreOydQ9TaO1ABT1IgMaMb+FLT60TXzmDJV35MSEjIFT13Q3kZR7as51j+ZtrsPe25Fb0VvTEDkymN1JAgkk06fDo84PaCAr5jQwmcHoMpJbjPhExXVRWODRuwr19PW0Fhdx8NAFNaGua8PMwL8jD1s3Gbx+uhpKmEfVX72FO9h8KaQtrcbb2OifSPZGr0VHKjc8mJyiEq4OoqOP1ytWntuS9WKioLtaZYH6fotZ1KL61UDNEKEHu7i5PVDk5UOyipdnSFCwe2Nle/x0ugEGLoSNAQ1wVnh5v/+Og4f9urTWj0+unxZlq43bKWrNPNzJy+nKysrAE33upsa6Vk9w6ObFlP1ckTPQ90XRrRmzII8Y8kK9qfkBYXitsLHR4UXwMBU6wETo3GENZ7y+/O8goc69fjWLeOtkOHej3mOz4Ly8JFmBfkYUxI6DOeamc1uyt3s6tyF3uq9vRpkhViCmFK1BRyo3PJjc4lwZxwbZuNqaq2sVj5/p5bzTFQPX2PDR3dO1RE3QLGwW0x3uH2cKbWSUmNnZLqFkqq7ZRUO6i0tfd7vE6B5PAAxkZZSLWaSYvSbjKHQoihI0FDjHh7zjbw47cPUdGk/TbvTgggKsXGl5r/i9H2+dz21c8TeBlNqS5SVZXKkyco3rKekl3bcXVc/JBS0PmMQm/MROeTTHqShVEmPYbaVmjW5lAYIv0JvDUG/wmR6Iw9lzc6z53Dvn4DjnXraD96tOfFFAW/iROxLFqIecECfKKjuVSrq5WCmgJ2Ve5iV+Uuztp6VwoCfAKYbJ3cXbEYEzIGnXIN+yq027QqRfkBKNsHFQf671cRaO2ZVxEzUVta6j9Il2Xoab99otqhVSq6KhSl9U48n7DdaHSQL6lWM2OjegLF6IhA6ZQpxDCToCFGrHaXh1+vLeGVnaWogOqrx51h4fbgdUw8Z2f+7J+Rmpp62c/nbG7iWP5mirdsoLGyp0+DogtBb8pEb0wnJDKM7CQzIY3teBu7AogCvmmhBN7a+/JI5/nz2Neswb52HR0nLqmG6HT4T5mCeeECzHkL8LH2LEO92Np7V+UudlXsorC2sNc8C52iIzM8k+kx05keM53M8Mxrt+TU64X6Eq1KUbZPCxd1J+iztNTgqwWJuMkQNwViJ4MlZtDmVdQ5OjhZc/Gyh52SGm2CZmtnP1UUtN1Ge8KEhTSrmTSrmaDL7KoqhBhaEjTEiFR4oYkfrSrifEMrAO5YfyLTHHy5+U9kuZYw/2tLMZk+e18Nr8dDaVEBxVvWd03svPjhZUBvTENvysTHP570rHBG+elRTjWhnm7GCyhGPQGTteZahnDt8khnebkWLtasoePY8Z4X0usJyM3FvGgR5rz5GC7ZoK2+rZ7dlbvZWbmT3ZW7+2xGFh0Q3R0scqNzCTJd/i6qn6q1UatWlO3TwkVFQf+rQEKStEARl6OFC2vmoPSrcHa4OdlVmbg4MbOk2kGDs5/lrvQsHb0YKlKjtGpFlMVXdhsV4joiQUOMKB1uD89vPMUft51BVUE16XCnB3Fb6AamVrSwaN5TJPQzt+HjmqorKd6ygWPbNtHS1PPBruijuqoXacSkRJA5NoSQxnY6TjSCqv1urw/1JXB6T3MtV1UVDa+swr5mTe/W33o9AVOnYll8G4Hz52PomoTqVb0cqTvC9ort5Jfnc7ThaK+x+Rn8yInK6Q4XiZbEq//g9Lih7nhPpaJ8nzbX4uN8ArTLH3FTum6TIfDTG38NlMvjpbTe2XPZo9pBSY2dssa2fo9XFEgM9dcqFNauKkWUmaQw2c9DiBuBBA0xYhRX2Hh0VRGna1sA8ET7ET7WyT32/yZHfzez7l+E4VO2NXd1tHNq7y6ObFlP+bHingcUv66JnZkEhsYwNjeKlBAT3uJ6XDsrudjBwjQ6iMBbY/EdG4q7ro7mt97AvmYNbQcP9jyXTod/Tg6WxYsxL1zQHS7snXZ2nVvL9vLt7KjY0adqMS50HDNiZzAtZhrZEdlXvxlZS13vCZsVheBy9j0uLKWnUhE3BSLTr+kqkCZnJ8er7Bzruh2vcnC61oHL0/88igizibFR5u6JmWOjtK6Z/kb5p0iIG5X87RbDzuXxsnLLaX6/+TRer4pq1OEeZ2Fh+GZm17Zz+4KnifyUdts1pWc4smktx3dso7Ottft+nSEJvSkTg28Ko8ZbGTshguDmdlr3VdPR0jUvwqAjYEIkgbfGoJg6caxbT+1/fEBrQUHPUlRFwX/SJMyLb8OycCGGiAhUVeVM8xnyi1ezvXw7B2sP4rlkZUaATwDTY6YzM3YmM2JnEOF/FQ2pPC6oPtJVqdivVSuazvU9zmTRJmxeWq24RhM2PV6Vcw1OLVRU2jneFSqq7f2v9ggw6rsvdVxapQgNGPoW4kKI4SVBQwyrkzUOfriqiOOV2twBT6QvYelt/FPLq8wx30vO/Dn9Nt7qbG/jxM58Dm9cS83Znlbbis6C3piJ3pRBcFQkGTNiSUky4zpYS+vfT9PS9Zu23mIkYFoMfllBtO3dQfVTz9GyYwe4eiZm+mVnY7l9MeZFi/CxWmlzt7Grej/5e15me/l2Kp2VvcY0KmgUM2NnMituFhMiJ1x51aKtWQsUF/ZA2V5tboWrte9xEWN7QkV8DoSngu7qV1i0dLg5UWXvqlQ4OFZl52S1gzZX/5MzE0L9GRdtZly0hfRoC+OiLcSF+Mk8CiEEIEFDDBOPV+VP28/yn+tLcHtUVIOCe1wQeRFbWWhzsWTBswQHB/c5r/bcWQ5vXMPxHVvpbLt4zV+HzmcMetMtGEwJpEyMJP3WGEJdHlp2VmLbfL77fGOCmYBpUXjtp3B89AJVP96It7XnQ9w0bhxBdyzBsngxPjExlDvKWVexmfwj+eyv3k+Hp6dVuFFnJCc6h5mxM5kZN5N4c/zAfxCqCs3n4cJeuLBbCxa1x+mzEsQ3+JJQMUVbYurX9+czsJdWKW9q665OXLwEcqGxn1AD+ProSIuykB5t7g4UaVFmzL6y2kMI8ckkaIghd7auhR+9dYhDZc0AeMJNhKZ3cG/7ayy2LiNrwdRevw272ts5sSufw5vWUn36ZPf9ii4YvekW9MYMQqLDSZ8RQ+r4cDzHGnC+d5pGW1co0Cn4ZYVjjGzFuetDKh5ag6ehoft5fGJjsSy9g6A77kA3KpGDNQfZXvEG+fvy+/S1iA6IZlbcLGbGziQnOgc/Q+9mXZ/J44Lqw1qwKNujfW2p7ntc6CiInwoJudrX8FS4wpbqoC0VPlnj6A4Vx7oqFo52d7/HR1l8u6sU46ItpMdYSAoLkCZXQogBk6AhhozXq/KX3ed4es0JOt1eVL2Ce6yFedZ87mxXWLzoNwQE9OxOWne+lEMb13J8+5ZL5l7o0PmkoDdlYfBNIGVCJBkzY4kIMuLcXUnzHw6iurR9LHQBBnzT/HBX7Kbplfdwne/ZJl0fEoJl8W1Y7lhKx7gktlduZ2vZi+zet5sWV0vPcYqe7Mjs7nCREpwysEsCnU7tMsj5Xdqtv8sgOh9tt9KEqdotPveqVoLUOtq75lFcDBZ2zn5CoysfvUJKpJlxl1QpxkVbZC6FEOKakaAhhkRZYyvL3z7E/lJtNYYn1ERwRif3uV7n7qTvkJqaDYDb5eLU3p0Urf+IypJj3ecruiD0pqxe1Yu0XCtKlZOWHeXUnmruPtYQYULRl9G64y1sf+tZjqr4+WGeP5+gpXfQeEsC66u2s6Xs9xws7j2RM9Q3lBmxM5gZN5Np0dMG1teitVGbW3GhK1hUHQLvx6oGvsFamLhYrYidCD4DrIygXfqoaG6juMJOcYWN4kobxRV26ls6+j0+NMCoVSmiegJFSmQgRoMsIRVCDB4JGmJQqarKG/vK+MUHR2l3dVUxxpiZE7OTL7r13L74OUwmE/a6Wg5vWsuRzetptTV3nd21W6opC4NvYnf1IjrZTGtRHfY/H8Fd2zVPQwF9cAeus5toev99rQsmaL0uZtyKZckSysZH838Nu9lS9jyn/9G7x0RqSCpz4ucwJ24OGeEZl9/m216pBYoLu7Wvtcf6HmOJg8TpkDgNEqZf0WUQr1flfGNrd6A4WmGnuNJGc2vfTcN0CiSFB3RXKC5+tVpMMkFTCDHkJGiIQVNla+Oxdw6z81Q9AN5gI5ZMN/e5V/HF5O+QMjqT84cPUrThI84W7EdVu8KBEoDBlIXedAsh0ZGkz4hh7NQojEDL7kqq3zqB19lVJTAA7lKc+a/hbehpK+6XnU3AksWUTAjnbccBtpX9jtqttd2P6xU9k6yTmBs/lznxc4gzx13eN+WohtLtULoNzu2AptK+x4SN6QoWXbfgz24wdimPV+VsXUt3heJIhY1jlXZaOvrOp/DRK6RazWTGBJEZayEjNohxURb8jLK/hxBiZJCgIa45VVV5t7CCn79fTFuHB1UH7jEWZsfu4sseA3OnPcnJXfn8zx/+QHNNVfd5OkMCetN4DKbRjJ4YRcasWGJTg3FVOWlZU0rDoTq42AhK34GrdCvthz+Crq3TfRIT8F1yG0cmhrDBfZidFStpLeiZD+Fv8OfW2FuZGz+XWXGzLu+SSEsdnNuu3Uq3Q8Op3o8rOq1ld+KtXRWLaQOaX+HyeDlZ4+iuUBRX2Dhe1f9SUqNBx7hoC7fEWrqCRRBjrIGYDBIqhBAjlwQNcU3VOTr4f+8eZvNxrXrgtfgQmOnlfu9bLAxYSv2hY7zyt+/gcXXtb6GY0BvT0ZvGYw7VwkX6jBj8zUbaTzZR/+cjdJyxdT+/2l5N++H3cFcVgepFFxiIPu92jkwJ4x8Bpyis/QueMz0f0pF+kcyJn8PchLnkROVg1H/GJMfWRji/UwsV57b3cylEgegsSJoJybO0yZu+lzeHo93loaTa0V2pOFpp40SVg06Pt8+x/kY9GTEWMroCRWashdERgfhIS24hxHVGgoa4Zj48XMX/W32YljY3qgLuFAsz4/awtMmGctyPbSd+332soo9Ab8pGbxxLXFoEmbPjSM4OR/GotBbWUrOzAndd1/wL1Yur6iCdp9bjbSrV5jfkZlM8JZy3o85zvGU9tKDdgJTgFObGz2VewjzSw9I/fb5Fu02bW1G6Hc7lQ3UxfXpYWDO7gsVM7VKIX8hn/izaXR6OVdk5Um7jSIVWqThV29Lvyg+Lr6ErTASREWMhMzZIlpIKIW4YEjTEVWtydvKz946w5ojWD8Jr9iEgU+UrnjcIWd9OdfnFuRFaYy2D7wSM/nGMmxZNxuxYwmIC8dg7aNlwAee+Kryt2lwE1d2OqzSfzrObUdsa8Y6K5+RtubyZUMExXddqkhZta/WJkROZGz+XuQlzP71xVkeLtirkXL4WLroqI72Ep2mhImkmJM2AgPBP/f7dHi8na1o4XN7MoXIbh8ubKal24O4nVIQGGLVQ0RUoMmOCiA+VLppCiBuXBA1xVTYeq+HH7xzC1upCVcCTbGZ64n6mHSzEU+SgQ/WC4q+tHDFlERpr5ZbZsaRNjcLoa6CzooXGVSW0HqqDrg9mr7OOzjObcF3YiRpg5MyMWN5J0VEYVAmKNqfDpDcxPWY6eYl5zIqdRbBvcP8D9Hqg8iCc3gRnNkPFgb7LTUNHXxIsZoLZ+onfr7drz4/D5TYOlTdzuNzG0Uob7a6+lz/CA41kxQVzS2zP5Q/Z4lwIcbORoCGuiL3dxRPvH+W9wgoAvAEG/DPhHvfrmN+tx9vcjk5vxWCagN43jdETorhlThwxY4JBhfYTjdRuL6ez1N79nO76U7jObMBVc4TKLCt//4KJ7YlOPHptKaq/IYDZcbPJS8xjRuwM/H38+x9cc5kWKs5sgrPboL259+PBCZA0S5tjkTQDgmL7fRpVVamytXOoTKtUHKnQgkV/3TTNJgO3xAWRFRfM+LggsuKDiQmSUCGEEBI0xIDln6zj0beLaHR0ogKepECmJh1ketE+vEWt6H1SMJiz8bMkkDErlltmxxIY4ou3w4NzdxWO7WV4mrTJoKrXg7viAJ1nNtLsU8/6Wzxs+AI0mbXLLUGmYObGzyUvIY+pMVMx6U19B9TphHM7tWBxZjPUn+z9uG8QjJoDo+fBqLkQktjv9+XscHO43EZRWTMHLzRxsKyZOkff5lcmg46MGIsWKuK1cJEcFoBO5lQIIUQfEjTEZXN2uPnFh8dYta8MAK+fHr9MHfd438Sy2o6ufRxGy3jC4qyMnxdPao4Vg1GP29ZB80dnce6uQO3qL6V2Ouk8t532C9vYm2xn3e0ejicoqIpCuF8E9yTMJy8xj0nWSfjoPrZpl9cLNUe0UHF6k7YRmaez53FFr22RPnq+Fi5iJ/bZ1dTrVTlb30LhheauYNFMSbWdj0+rMOgU0qLMZMUFkxUXRFZcEKlWs6z+EEKIyyRBQ1yWPWcbePD1/TS0aEtH3QkBTBl1iJlFhehOZmMwpjNqajRZ8+KJTQ1GURQ6yx3UbzhDe4kd0H7b97bU0HlmM6Xte1iX2cGOhQpOPwWrfzT3Jy1kQeICxkeM77tSxFEDZ7doweLsFnDW9X48OKEnWCTP6rOzqa3NReGFJg6e1yoVRWXN/V4CiQnyZUJCCNnxwUxICCYzNghfH+lTIYQQV0qChvhUre2dPP7Xbbx/tgNQUH31mDJ0fJW3CftoNP66b5B+ewy3zI4jKMIP1avSfqyO5g+O42m6GBYU3PUltJzbyOaII2yarXA2CiL9o/h80kIWJS0iKyKrd7jwuLWJm6fWa7fqI70H5hOgBYrR8yBlvrbbadd8CFVVqWhq5cC5Jg6cb+TAuSZKahyoH9953UdHVpwWKCbEB5MdH0JUkO+g/SyFEOJmJEFDfKIt+4/z6Opj2Ly+gII71p/JY4qZdbSMCPtXyL47sXv1iOr2Ylt7lJbtFageP0DXNf9iPyWOjXwwppw99yiYgyJZmLiQFUmLyI7M7h0unPVaxeLUOu3rxydxRmf3BIu4HDBozbc8XpUTVXYOnGti/7lGCs43UWVr7/P9JIX5MzExhIldFYuxUWYMcglECCEGlQQN0Udbp4uf/PEjPqjUA76oJh3GdAP36//OuGNzuXXBvSRmhqHoFDyOdupey6f9pAtF7w/4obraaKnYzka/zXwwyUZ7bBgLEu/lpaRFTIyciP7ifAmvFyoL4dQGrWpRUUCvZlm+wZCSB2MWauGiq59Fp9vL4fJm9pxtYG9pIwcvNPfZB8SgU8iIDWJyYghTkkKYlBhKhLmfiaRCCCEGlQQN0cu2/Sf44btHaFa1paOeaD+yU0/wuaoG7pj7BNFfDAWg/VQFTav24rZZUPQmFL0P3rYmzjVtZlXMdg4t8WFOch4rRt1OTlQOBl3XH7UOhzaJ8+Q6LWA4a3sPIOoWLViMWQSxk0BvoNPt5UhFM7v3nmLP2UYOnG/s07ci0GRgYmIIkxNDmJykVSz8jfLHWwghhtuA/yXOz8/n2WefpaCggKqqKlavXs1dd901CEMTQ6m9w8Ujv17Neqc/4I9q1OEzzsD9vh9yf8JXGbs4G1VVsa3dTfOG0+j08Si6CBQ9uBzl7PNs4K/ph0nLmsXnk3/Fb+Nm9ixFtVXAyTVQsgZK83uvEDEGaktPUxdp1QtLDC6Pl8PlNvbkn2PP2QYOnGvqs8lYaICRqaNCyUkKZUpyKGOjLNKyWwghRqABBw2n08n48eP5xje+wd133z0YYxJDLH/XCR79+yEalUAAPJG+jB97kgf0HXxu3jMoTifVf3iDtuMd+FhGo/dJAsBmP8ZH5k2cuz2YhWl3sirh9wQaA0FVtcmbJWug5COtzfelQkdB2u1a5SJhGi7FwJEKG7sLGthzdi8F55to7ewbLHKTQ5k2Ooypo8IYExkozbCEEOI6MOCgsXjxYhYvXjwYYxFDzOXy8OP/XM0/bCZUJRDVoGAYZ+R+81q+lf51Im1ezv70OXzbEtGb4/CxaA22LrQeYEvaCZKXzeWBpBcJ9wsHj0vb7bSkq3JhK7vklRSIz4G0xZB2O2rYGE7UtLDzdD07thWxr7SxT7AI8fdh6qiw7tuYyEBpiCWEENehQb+I3dHRQUdHT3dFu93+KUeLobLnwBkefucAdXRVMcJNZI47y7cMTm6pSsO54g3qg3MJ8JsGZvB42jmm7KNyQSBzp9zNz4NHgasNzmyB4+9r4eLSVSIGP22FSNpiSL2NSncgO07Xs3NTPTtPb6K+pbPXeEL8fchNDmPqqFCmjg4jNdIswUIIIW4Agx40nn76aZ566qnBfhlxmdxuDz997n3+r9GAl0BUvYJhrJGvWNYxZ08HSadC8IvNxD86DYB2dzOnoksJvzuHRUk/Rdfp1FaIrH9Km8zpcvY8eUBEV9ViCfaY6ey+0KpVLbYc5Wyds9c4/Hz05I4KZUZKOLemhJNmlWAhhBA3IkVVP97GaAAnK8pnTgbtr6IRHx+PzWbDYrFc6UuLK1B0+Bzfe30P1ZgB8ISaGDfuHF86voO5hzMwxUxB6Vp66lBrseUaybp9Hv644cRHcOw9rYLhuWT/D0scjFuKOu4OjurT2Xa6kW0n6yg839Rrm3SdAllxwcwcowWLiQkhGA3Sw0IIIa4XdrudoKCgAX9+D3pFw2QyYTJJ/4Lh5PV6eeL3H/J6jYoXM6peQT/GyD8FfMjdG2KJ8f8mxGnHNvvXE7o0k7Fjs1BOroV3v6ltVnbpSpHQ0ZD+ORzJi9niiGPbyXry/1ZHnWN3r9dNDg9gRko4M8aEM3VUGEF+H9uzRAghxA1PGg3c4I6eqOA7f8mnQtXSpzfYSGr6BZadLmHmiTsx+OtRVS/tiR7iF2cS11IDR5+EDzb0rlyEp6Gm30VJ2HzW1Yaw9WQdhzbV41Xruw/xN+qZPjqM2akRzE6NJCHsE7ZxF0IIcdMYcNBoaWnh9OnT3f9fWlpKUVERoaGhJCQkXNPBiSunqir//uIaXil341EtqDrQp5j4ctB6vrx/MlGupXgVN8ZJwYSOrsVQ+ha88VXobOl5krAxdI69i73+s1hdbmHrzjoanfVAT7hIs5qZnRbB7NQIJieFYDLIBmRCCCF6DHiOxtatW5k7d26f+5ctW8arr776medf6TUecflOnq7im3/eRBkhAHgtPqRkVPKNsvPMLJ+DzgCWiSYCDR+hP/kmtNT0nByciDP1Lrb5zOTtMgs7zzbS6e7pwmk2GZgxJpzZqRHMSo0gJthvqL89IYQQw2DI5mjMmTOHq5g/KgbZv/76L7zRHIybEFQFdKNN3BO6kXsOTCTaZx6WsecIsP8R3eHi7nNUv1Bso5eyyTCb18qtFOXbgE4uVi4Sw/xZMM5KXrqVSYkh+MhGZEIIIS6TzNG4QZw8cYbv/Dmfc4ZIALxmH5LTq/lWRSlzi+cTEroR/+Y/o5zTNh9TDb40xuWxyWc2f6pM5tSBi5M9bQCMjw9mYbqVBelW6cIphBDiiknQuAH88un/5q+OcDoNkagKKMkmvhS2ha8dS2aM6yB+6vMoNi+qotAcdSubjHP4fUUa509cfPs7Mep1TE8JY0G6lbxxVqwW32H9noQQQtwYJGhcx86dLecHf9zCMV0UAN4AA4kZ9Xy3+hB3Fe0lQPcCigJtQaPYHrCQ52oncvxcYPf5Fl8D88ZGsiA9itlpEQSa5I+DEEKIa0s+Wa5Tf/jV67xoN9OmC0UFlEQTd1u38EjxTkZ5D+L2NXPAcicvNk9lS20CoF36CPLz4baMKG7Pimb66DCZbyGEEGJQSdC4zlSWVfHoynz2EQSA109PXEYTj9S9yxcPb+K8ZTI/d/6Itx3j6XAYAa1ysSgjiiVZ0dyaEi7hQgghxJCRoHEdefk3b/KHpgBaujZCI97EnVGbefDUevZ5JzC7/bdUtEcAYPY1cEd6FHd0hQtp9y2EEGI4SNC4DtRXVPLI77eyS7EACqqvnuj0Zr7etIr9BaNZ4n0CD3pMBh1L0q3cOT6G2WkR0jxLCCHEsJOgMcL95Tf/w2+aw7Er2qUSNdbEbdHbqTgcxjOd96BTYEZqBHeOj2FhhhWzr+wnIoQQYuSQoDFC2erqePg/15GvRAIKqkmHdZyD7Ib9rD8wmeyEUJ4cH8OSrBgizLJpnRBCiJFJgsYI9Opzr/J8YyjNitZCXI02MT92N83nxpCRfR8//6dY2bBMCCHEdUGCxghib2zmh0//nS2GcFAVVKOO8HFOlniLWTrpe0z+Qrh06BRCCHFdkaAxQvxt5Wv8tsZCgz4cVFAjjcxPPMDPJt1JStIXh3t4QgghxBWRoDHM2hwt/PAXb7HBEImqKqgGhdCxbfwo+gL3zfln9HpZOSKEEOL6JUFjGP3ff6/iV+dN1OqtWhUj3MjcpAJ+MfXzJMSlDffwhBBCiKsmQWMYtLe1sXzF66wxWFG9CqpeITitk+XR57l/3k+kiiGEEOKGIUFjiH34+mp+WQJVuijwgjfUh1nJh/j3aZ8jMe6u4R6eEEIIcU1J0Bgirs5OHvv5q/zDEIO3q4oRNKaTR2POs2z+cqliCCGEuCFJ0BgCm95bw4qDbZTrYrUqRrAPM0Yd4elb7yAx9q7hHp4QQggxaCRoDCKvx8NP/uVPrNbH4fWYUHVgTvHww9hSvpH3qFQxhBBC3PAkaAySnWu38LM9DZwnHjzgtRiYOvo4z85YTGLs54Z7eEIIIcSQkKAxCB5//CXeNsTjcfuhKhAw2ssjsSf59sKHpYohhBDipiJB4xoq2L6Xf950gTMkgBu8ZgM5o0v47axFJMQsHe7hCSGEEENOgsY18q//8iJv6OJxu/xRFfBLUnko7gQ/WPwwOp1uuIcnhBBCDAsJGlfp6IHD/OiDE5z0JGpzMQL0TEw5w+9mzScx9o7hHp4QQggxrCRoXIV/e+JF/ko8rs4AVMA3Eb4fd4KHb5e5GEIIIQRI0LgiZ4+X8NCqQo51JgKg+unJSinlD3PmkhS7ZJhHJ4QQQowcEjQG6JmnXuIVbywdHRYAjPHwndjj/GjpI1LFEEIIIT5GgsZlKj9Tyg9e283h9gQAVF89GSnneWHubEZJFUMIIYTolwSNy/Dbf3+Z/3JF094eBIBPrMI3Yo7yz3dJd08hhBDi00jQ+BS1FZV878+bKWyLA0A16RibUs5L82YyKvb2YR6dEEIIMfJJ0PgEK5/9My+0RtDWFgKAIVrhazFH+Ze7fyRVDCGEEOIySdD4mKb6Rr6z8gP2t0eDCqpRx5jRlayck0NaolQxhBBCiIGQoHGJP/3uVZ63BeNsCwNAH6lwf0wxT3xpuVQxhBBCiCsgQQNosTv49nPvsLs9UqtiGBRGpdTywqxsMkZJFUMIIYS4Ujd90Hjt5f/l17UBONoiAdCF67gnuphf/pNUMYQQQoirddMGjfbWNr7z7Ovkd0SBF1S9QuLoel6cfQuZoxcP9/CEEEKIG8JNGTTefvUtfllhwNYWBYAuVMcXoot55itSxRBCCCGupZsqaHS0t/P9X7/G5o4Y8GhVjPjkRv4waywTUn8y3MMTQgghbjg3TdD4x6rVrDjjpbE1BgAlWMfno4v5z/uliiGEEEIMlhs+aLhdLn7w9P+woTMO1Q2qDmKSbPx+RjJT0qWKIYQQQgymGzporP/HGn5W7KS+VWshrlh0LI0+yvNfk+6eQgghxFC4YYPGQ//2Ih92JqK6/FAVsCY5+N3UWKaNf2y4hyaEEELcNG64oLF9/TYeK6ylxpmo3WHWsTjqGCu/LjutCiGEEEPthgoaP/z3lbzfkYja6Y+qQHiCk99MDmHOlB8P99CEEEKIm9INETQObN/DI7vPU+lI0u4I0LEw6jgvPfAIBsMN8S0KIYQQ16Xr/lP4sf94gXc7kvB2BKICofGt/Co7kIW3Lh/uoQkhhBA3ves2aBw9eJDvbTxBmT1Zu8NPx7zoEv70jQcxGHyGd3BCCCGEAK7ToPH4r/7A223JeNotAATHtvPLTCN3zH10eAcmhBBCiF6uq6Bx+vgJvvVhIaVNo1AAfBVmRp/mlW9+X6oYQgghxAh03QSNJ559gdfbknC3BqEAlugOVoyDLyx8ZLiHJoQQQohPMOKDxoXSczzw7g5ONyRrVQyTwrSos7z27e9KFUMIIYQY4UZ00Pjlcyt5tSUBtzMEBQi0dvKz0e185XMPDffQhBBCCHEZRmTQqKms4qtvbqCkLglFBXwUpkSf443vfFuqGEIIIcR1ZMQFjV+/8BJ/ssXhcoShAP4RLn6SYOeBL/1guIcmhBBCiAEaMUGjob6Rr/71fY7WJaCooBoUJkWX8dqyrxAQaB7u4QkhhBDiCoyIoPHcH//IHxtj6LBHoAC+YW5+FN3Ad+//7nAPTQghhBBXQXclJ61cuZKkpCR8fX3Jzc1l3759V/TiDpuNpc/9D7+7EE+HXY+qV8iKq+TA9+fy3fu/cUXPKYQQQoiRY8BBY9WqVSxfvpwVK1ZQWFjI+PHjWbRoEbW1tQN6nj+99hpTXtrKkRoreMEU4uHHY8p4/6FvExhoGeiwhBBCCDECKaqqqgM5ITc3lylTpvDCCy8A4PV6iY+P5+GHH+bxxx//zPPtdjtBQUHE//gtdAZ/VB1kRlfz+lc/T1Bw6JV9F0IIIYQYVBc/v202GxbL5RcEBlTR6OzspKCggLy8vJ4n0OnIy8tj9+7d/Z7T0dGB3W7vdQPAA8YgLw8nn+fDh78pIUMIIYS4AQ0oaNTX1+PxeLBarb3ut1qtVFdX93vO008/TVBQUPctPj4egDHRdez81lQe+7YsWxVCCCFuVFc0GXQgfvrTn2Kz2bpvZWVlAKz+3v1EREQM9ssLIYQQYhgNaHlreHg4er2empqaXvfX1NQQFRXV7zkmkwmTyXTlIxRCCCHEdWtAFQ2j0cikSZPYtGlT931er5dNmzYxbdq0az44IYQQQlzfBtywa/ny5SxbtozJkyeTk5PD888/j9Pp5IEHHhiM8QkhhBDiOjbgoHHPPfdQV1fHE088QXV1NdnZ2axdu7bPBFEhhBBCiAH30bhaV7oOVwghhBDDZ0j6aAghhBBCDIQEDSGEEEIMGgkaQgghhBg0EjSEEEIIMWgkaAghhBBi0EjQEEIIIcSgkaAhhBBCiEEjQUMIIYQQg0aChhBCCCEGzYBbkF+ti41I7Xb7UL+0EEIIIa7Qxc/tgTYUH/Kg0dDQAEB8fPxQv7QQQgghrlJDQwNBQUGXffyQB43Q0FAALly4MKCBimvPbrcTHx9PWVmZ7DszzOS9GDnkvRg55L0YWWw2GwkJCd2f45dryIOGTqdNCwkKCpI/OCOExWKR92KEkPdi5JD3YuSQ92Jkufg5ftnHD9I4hBBCCCEkaAghhBBi8Ax50DCZTKxYsQKTyTTULy0+Rt6LkUPei5FD3ouRQ96LkeVK3w9FHeg6FSGEEEKIyySXToQQQggxaCRoCCGEEGLQSNAQQgghxKCRoCGEEEKIQTOkQWPlypUkJSXh6+tLbm4u+/btG8qXF13y8/NZunQpMTExKIrCe++9N9xDumk9/fTTTJkyBbPZTGRkJHfddRclJSXDPayb0ksvvURWVlZ3c6hp06axZs2a4R6WAJ555hkUReHRRx8d7qHcdJ588kkURel1Gzt27ICeY8iCxqpVq1i+fDkrVqygsLCQ8ePHs2jRImpra4dqCKKL0+lk/PjxrFy5criHctPbtm0bDz74IHv27GHDhg24XC4WLlyI0+kc7qHddOLi4njmmWcoKCjgwIEDzJs3jzvvvJOjR48O99Buavv37+fll18mKytruIdy08rIyKCqqqr7tmPHjgGdP2TLW3Nzc5kyZQovvPACAF6vl/j4eB5++GEef/zxoRiC6IeiKKxevZq77rpruIcigLq6OiIjI9m2bRuzZs0a7uHc9EJDQ3n22Wf55je/OdxDuSm1tLQwceJEXnzxRX75y1+SnZ3N888/P9zDuqk8+eSTvPfeexQVFV3xcwxJRaOzs5OCggLy8vJ6XlinIy8vj927dw/FEIS4LthsNoABb1okri2Px8Obb76J0+lk2rRpwz2cm9aDDz7IkiVLen12iKF36tQpYmJiGDVqFPfddx8XLlwY0PlDsqlafX09Ho8Hq9Xa636r1cqJEyeGYghCjHher5dHH32UW2+9lczMzOEezk3pyJEjTJs2jfb2dgIDA1m9ejXp6enDPayb0ptvvklhYSH79+8f7qHc1HJzc3n11VdJS0ujqqqKp556ipkzZ1JcXIzZbL6s5xjy3VuFEP178MEHKS4uHvD1T3HtpKWlUVRUhM1m45133mHZsmVs27ZNwsYQKysr44c//CEbNmzA19d3uIdzU1u8eHH3f2dlZZGbm0tiYiJvvfXWZV9SHJKgER4ejl6vp6amptf9NTU1REVFDcUQhBjRHnroIT744APy8/OJi4sb7uHctIxGIykpKQBMmjSJ/fv387vf/Y6XX355mEd2cykoKKC2tpaJEyd23+fxeMjPz+eFF16go6MDvV4/jCO8eQUHB5Oamsrp06cv+5whmaNhNBqZNGkSmzZt6r7P6/WyadMmuf4pbmqqqvLQQw+xevVqNm/eTHJy8nAPSVzC6/XS0dEx3MO46cyfP58jR45QVFTUfZs8eTL33XcfRUVFEjKGUUtLC2fOnCE6OvqyzxmySyfLly9n2bJlTJ48mZycHJ5//nmcTicPPPDAUA1BdGlpaemVRktLSykqKiI0NJSEhIRhHNnN58EHH+T111/n73//O2azmerqagCCgoLw8/Mb5tHdXH7605+yePFiEhIScDgcvP7662zdupV169YN99BuOmazuc88pYCAAMLCwmT+0hB77LHHWLp0KYmJiVRWVrJixQr0ej333nvvZT/HkAWNe+65h7q6Op544gmqq6vJzs5m7dq1fSaIisF34MAB5s6d2/3/y5cvB2DZsmW8+uqrwzSqm9NLL70EwJw5c3rd/8orr/D1r3996Ad0E6utreVrX/saVVVVBAUFkZWVxbp161iwYMFwD02IYVNeXs69995LQ0MDERERzJgxgz179hAREXHZzyHbxAshhBBi0MheJ0IIIYQYNBI0hBBCCDFoJGgIIYQQYtBI0BBCCCHEoJGgIYQQQohBI0FDCCGEEINGgoYQQgghBo0EDSGEEEIMGgkaQgghhBg0EjSEEEIIMWgkaAghhBBi0EjQEEIIIcSg+f+/DZOzP9P8AAAAAABJRU5ErkJggg==", "text/plain": [ "
    " ] @@ -348,7 +404,14 @@ "cell_type": "code", "execution_count": 9, "id": "2ca3d3b7", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.860214Z", + "iopub.status.busy": "2024-07-11T15:33:56.859959Z", + "iopub.status.idle": "2024-07-11T15:33:56.863802Z", + "shell.execute_reply": "2024-07-11T15:33:56.863323Z" + } + }, "outputs": [], "source": [ "CyclicalDict = { # Click the arrow to expand this parameter dictionary\n", @@ -406,7 +469,14 @@ "cell_type": "code", "execution_count": 10, "id": "963f15a8", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:56.865245Z", + "iopub.status.busy": "2024-07-11T15:33:56.865073Z", + "iopub.status.idle": "2024-07-11T15:33:57.104979Z", + "shell.execute_reply": "2024-07-11T15:33:57.104481Z" + } + }, "outputs": [ { "name": "stdout", @@ -417,7 +487,7 @@ }, { "data": { - "image/png": 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", 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", 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    " ] @@ -465,7 +535,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/LifecycleModel/LifecycleModel.ipynb b/examples/LifecycleModel/LifecycleModel.ipynb index 060877f6e..a51c8e7c8 100644 --- a/examples/LifecycleModel/LifecycleModel.ipynb +++ b/examples/LifecycleModel/LifecycleModel.ipynb @@ -34,6 +34,12 @@ "code_folding": [ 0 ], + "execution": { + "iopub.execute_input": "2024-07-11T15:33:58.041560Z", + "iopub.status.busy": "2024-07-11T15:33:58.041299Z", + "iopub.status.idle": "2024-07-11T15:33:58.786727Z", + "shell.execute_reply": "2024-07-11T15:33:58.786115Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -54,6 +60,12 @@ "code_folding": [ 0 ], + "execution": { + "iopub.execute_input": "2024-07-11T15:33:58.788822Z", + "iopub.status.busy": "2024-07-11T15:33:58.788532Z", + "iopub.status.idle": "2024-07-11T15:33:58.791887Z", + "shell.execute_reply": "2024-07-11T15:33:58.791388Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -84,28 +96,15 @@ "cell_type": "code", "execution_count": 3, "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:33:58.793368Z", + "iopub.status.busy": "2024-07-11T15:33:58.793177Z", + "iopub.status.idle": "2024-07-11T15:33:58.896345Z", + "shell.execute_reply": "2024-07-11T15:33:58.895789Z" + }, "lines_to_next_cell": 2 }, - "outputs": [ - { - "ename": "TypeError", - "evalue": "'<' not supported between instances of 'NoneType' and 'float'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[3], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# Make a lifecycle consumer to be used for estimation\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m LifeCyclePop \u001b[38;5;241m=\u001b[39m Model\u001b[38;5;241m.\u001b[39mIndShockConsumerType(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mParams\u001b[38;5;241m.\u001b[39minit_consumer_objects)\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\ConsumptionSaving\\ConsIndShockModel.py:1774\u001b[0m, in \u001b[0;36mIndShockConsumerType.__init__\u001b[1;34m(self, verbose, quiet, **kwds)\u001b[0m\n\u001b[0;32m 1772\u001b[0m \u001b[38;5;66;03m# Add consumer-type specific objects, copying to create independent versions\u001b[39;00m\n\u001b[0;32m 1773\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msolve_one_period \u001b[38;5;241m=\u001b[39m solve_one_period_ConsIndShock\n\u001b[1;32m-> 1774\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupdate\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\ConsumptionSaving\\ConsIndShockModel.py:1820\u001b[0m, in \u001b[0;36mIndShockConsumerType.update\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1808\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1809\u001b[0m \u001b[38;5;124;03mUpdate the income process, the assets grid, and the terminal solution.\u001b[39;00m\n\u001b[0;32m 1810\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1817\u001b[0m \u001b[38;5;124;03mNone\u001b[39;00m\n\u001b[0;32m 1818\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1819\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupdate_income_process()\n\u001b[1;32m-> 1820\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupdate_assets_grid\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1821\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupdate_solution_terminal()\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\ConsumptionSaving\\ConsIndShockModel.py:1804\u001b[0m, in \u001b[0;36mIndShockConsumerType.update_assets_grid\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1791\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mupdate_assets_grid\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m 1792\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 1793\u001b[0m \u001b[38;5;124;03m Updates this agent's end-of-period assets grid by constructing a multi-\u001b[39;00m\n\u001b[0;32m 1794\u001b[0m \u001b[38;5;124;03m exponentially spaced grid of aXtra values.\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1802\u001b[0m \u001b[38;5;124;03m none\u001b[39;00m\n\u001b[0;32m 1803\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m-> 1804\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconstruct\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43maXtraGrid\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1805\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_to_time_inv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maXtraGrid\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\core.py:406\u001b[0m, in \u001b[0;36mModel.construct\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m 403\u001b[0m \u001b[38;5;66;03m# If all of the required data was found, run the constructor and\u001b[39;00m\n\u001b[0;32m 404\u001b[0m \u001b[38;5;66;03m# store the result in parameters (and on self)\u001b[39;00m\n\u001b[0;32m 405\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m any_missing:\n\u001b[1;32m--> 406\u001b[0m temp \u001b[38;5;241m=\u001b[39m constructor(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mtemp_dict)\n\u001b[0;32m 407\u001b[0m \u001b[38;5;28msetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, key, temp)\n\u001b[0;32m 408\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mparameters[key] \u001b[38;5;241m=\u001b[39m temp\n", - "File \u001b[1;32m~\\Documents\\GitHub\\HARK\\HARK\\utilities.py:161\u001b[0m, in \u001b[0;36mconstruct_assets_grid\u001b[1;34m(aXtraMin, aXtraMax, aXtraCount, aXtraExtra, aXtraNestFac)\u001b[0m\n\u001b[0;32m 159\u001b[0m \u001b[38;5;66;03m# Add in additional points for the grid:\u001b[39;00m\n\u001b[0;32m 160\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m aXtraExtra \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 161\u001b[0m aXtraGrid \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msort(\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munique\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconcatenate\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43maXtraGrid\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maXtraExtra\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 163\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m aXtraGrid\n", - "File \u001b[1;32m~\\Anaconda3\\envs\\HARKlatest\\lib\\site-packages\\numpy\\lib\\arraysetops.py:274\u001b[0m, in \u001b[0;36munique\u001b[1;34m(ar, return_index, return_inverse, return_counts, axis, equal_nan)\u001b[0m\n\u001b[0;32m 272\u001b[0m ar \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39masanyarray(ar)\n\u001b[0;32m 273\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m axis \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 274\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[43m_unique1d\u001b[49m\u001b[43m(\u001b[49m\u001b[43mar\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_index\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_inverse\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_counts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[0;32m 275\u001b[0m \u001b[43m \u001b[49m\u001b[43mequal_nan\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mequal_nan\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 276\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _unpack_tuple(ret)\n\u001b[0;32m 278\u001b[0m \u001b[38;5;66;03m# axis was specified and not None\u001b[39;00m\n", - "File \u001b[1;32m~\\Anaconda3\\envs\\HARKlatest\\lib\\site-packages\\numpy\\lib\\arraysetops.py:336\u001b[0m, in \u001b[0;36m_unique1d\u001b[1;34m(ar, return_index, return_inverse, return_counts, equal_nan)\u001b[0m\n\u001b[0;32m 334\u001b[0m aux \u001b[38;5;241m=\u001b[39m ar[perm]\n\u001b[0;32m 335\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 336\u001b[0m \u001b[43mar\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msort\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 337\u001b[0m aux \u001b[38;5;241m=\u001b[39m ar\n\u001b[0;32m 338\u001b[0m mask \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mempty(aux\u001b[38;5;241m.\u001b[39mshape, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mbool_)\n", - "\u001b[1;31mTypeError\u001b[0m: '<' not supported between instances of 'NoneType' and 'float'" - ] - } - ], + "outputs": [], "source": [ "# Make a lifecycle consumer to be used for estimation\n", "LifeCyclePop = Model.IndShockConsumerType(**Params.init_consumer_objects)" @@ -113,14 +112,95 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "code_folding": [ 0 ], + "execution": { + "iopub.execute_input": "2024-07-11T15:33:58.898262Z", + "iopub.status.busy": "2024-07-11T15:33:58.898000Z", + "iopub.status.idle": "2024-07-11T15:33:59.848319Z", + "shell.execute_reply": "2024-07-11T15:33:59.847815Z" + }, "lines_to_next_cell": 2 }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'aNrm': array([[0.15125005, 0.15125664, 0.15126049, ..., 0.15124978, 0.15125783,\n", + " 0.15124518],\n", + " [0.36787773, 0.358074 , 0.15719738, ..., 0.24159645, 0.34020441,\n", + " 0.24159398],\n", + " [0.43154017, 0.48740224, 0.25976208, ..., 0.33696813, 0.44766406,\n", + " 0.24124603],\n", + " ...,\n", + " [0.02445602, 0.3823419 , 0.30096221, ..., 0.3965249 , 0.52642809,\n", + " 0.65668486],\n", + " [0.15126787, 0.39902143, 0.20553988, ..., 0.36277515, 0.47478335,\n", + " 0.7918587 ],\n", + " [0.16042668, 0.35480488, 0.13313599, ..., 0.42423289, 0.60776456,\n", + " 0.75771854]]),\n", + " 'pLvl': array([[0.98306182, 0.98306182, 0.94158876, ..., 1.19556632, 0.94158876,\n", + " 1.05822383],\n", + " [0.85692606, 0.92563997, 0.92563997, ..., 1.42937882, 1.04038564,\n", + " 1.26517677],\n", + " [0.74697466, 1.0227634 , 0.94409967, ..., 1.57935741, 0.97961543,\n", + " 1.29040773],\n", + " ...,\n", + " [0.36046482, 0.96031227, 0.37276982, ..., 0.90918925, 2.76173821,\n", + " 1.43120532],\n", + " [0.98306182, 0.97946343, 0.37276982, ..., 1.08699604, 3.30184119,\n", + " 1.45974733],\n", + " [0.92563997, 0.99899651, 0.37276982, ..., 1.20104988, 2.87818497,\n", + " 1.27244848]]),\n", + " 'mNrm': array([[1.00001966, 1.00003455, 1.00004326, ..., 1.00001905, 1.00003724,\n", + " 1.00000866],\n", + " [1.3509863 , 1.33772651, 1.01318639, ..., 1.16790567, 1.31326844,\n", + " 1.16790171],\n", + " [1.43475488, 1.50606028, 1.19634896, ..., 1.30860691, 1.45554145,\n", + " 1.16721565],\n", + " ...,\n", + " [1.08145693, 1.36577256, 1.43820362, ..., 1.38724882, 1.52116765,\n", + " 1.68915494],\n", + " [1.00005993, 1.38617839, 1.30999108, ..., 1.34167903, 1.45359275,\n", + " 1.83542774],\n", + " [1.02017497, 1.32619545, 1.21170607, ..., 1.42156841, 1.59861097,\n", + " 1.79037301]]),\n", + " 'cNrm': array([[0.84876961, 0.84877791, 0.84878277, ..., 0.84876927, 0.84877941,\n", + " 0.84876348],\n", + " [0.98310857, 0.9796525 , 0.85598901, ..., 0.92630922, 0.97306403,\n", + " 0.92630773],\n", + " [1.0032147 , 1.01865804, 0.93658688, ..., 0.97163878, 1.00787739,\n", + " 0.92596962],\n", + " ...,\n", + " [1.05700091, 0.98343065, 1.13724141, ..., 0.99072391, 0.99473956,\n", + " 1.03247009],\n", + " [0.84879206, 0.98715696, 1.1044512 , ..., 0.97890388, 0.9788094 ,\n", + " 1.04356905],\n", + " [0.85974829, 0.97139056, 1.07857008, ..., 0.99733552, 0.9908464 ,\n", + " 1.03265447]]),\n", + " 'TranShk': array([[1. , 1. , 1. , ..., 1. , 1. ,\n", + " 1. ],\n", + " [1.1722675 , 1.1722675 , 0.85470368, ..., 1.0376015 , 1.1722675 ,\n", + " 1.0376015 ],\n", + " [1.00006632, 1.1722675 , 1.0376015 , ..., 1.08339327, 1.08339327,\n", + " 0.92323938],\n", + " ...,\n", + " [1. , 0.85470368, 1. , ..., 0.92323938, 1.08339327,\n", + " 0.92323938],\n", + " [1. , 1.00006632, 1. , ..., 1.00006632, 1.00006632,\n", + " 1.1722675 ],\n", + " [0.85470368, 0.92323938, 1. , ..., 1.08339327, 1.0376015 ,\n", + " 0.85470368]])}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Solve and simulate the model (ignore the \"warning\" message)\n", "LifeCyclePop.solve() # Obtain consumption rules by age\n", @@ -136,13 +216,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:33:59.850036Z", + "iopub.status.busy": "2024-07-11T15:33:59.849770Z", + "iopub.status.idle": "2024-07-11T15:34:00.163178Z", + "shell.execute_reply": "2024-07-11T15:34:00.162653Z" + } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Consumption as a function of market resources while working:\n" + ] + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the consumption functions during working life\n", "\n", @@ -153,11 +257,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:34:00.165005Z", + "iopub.status.busy": "2024-07-11T15:34:00.164641Z", + "iopub.status.idle": "2024-07-11T15:34:00.167809Z", + "shell.execute_reply": "2024-07-11T15:34:00.167329Z" + } }, "outputs": [], "source": [ @@ -183,11 +293,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "code_folding": [ 0 ], + "execution": { + "iopub.execute_input": "2024-07-11T15:34:00.169210Z", + "iopub.status.busy": "2024-07-11T15:34:00.168970Z", + "iopub.status.idle": "2024-07-11T15:34:00.229814Z", + "shell.execute_reply": "2024-07-11T15:34:00.229231Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -232,11 +348,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "code_folding": [ 0 ], + "execution": { + "iopub.execute_input": "2024-07-11T15:34:00.231758Z", + "iopub.status.busy": "2024-07-11T15:34:00.231483Z", + "iopub.status.idle": "2024-07-11T15:34:00.236960Z", + "shell.execute_reply": "2024-07-11T15:34:00.236428Z" + }, "lines_to_next_cell": 2 }, "outputs": [], @@ -251,13 +373,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "code_folding": [ 0 - ] + ], + "execution": { + "iopub.execute_input": "2024-07-11T15:34:00.238521Z", + "iopub.status.busy": "2024-07-11T15:34:00.238260Z", + "iopub.status.idle": "2024-07-11T15:34:00.343038Z", + "shell.execute_reply": "2024-07-11T15:34:00.342548Z" + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the distribution of growth rates of wealth between age 65 and 66 (=25 + 41)\n", "from matplotlib import pyplot as plt\n", @@ -287,7 +426,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4, diff --git a/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb b/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb index a9e31c660..1ba3abc7a 100644 --- a/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb +++ b/examples/MonteCarlo/Generic Monte Carlo Perfect Foresight.ipynb @@ -4,7 +4,14 @@ "cell_type": "code", "execution_count": 1, "id": "be704ca8", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:01.511370Z", + "iopub.status.busy": "2024-07-11T15:34:01.511125Z", + "iopub.status.idle": "2024-07-11T15:34:02.453530Z", + "shell.execute_reply": "2024-07-11T15:34:02.452849Z" + } + }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -25,7 +32,14 @@ "cell_type": "code", "execution_count": 2, "id": "83e6f76e", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.455570Z", + "iopub.status.busy": "2024-07-11T15:34:02.455300Z", + "iopub.status.idle": "2024-07-11T15:34:02.458615Z", + "shell.execute_reply": "2024-07-11T15:34:02.458150Z" + } + }, "outputs": [], "source": [ "PFexample = PerfForesightConsumerType()\n", @@ -50,7 +64,14 @@ "cell_type": "code", "execution_count": 3, "id": "e0f219ec", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.459993Z", + "iopub.status.busy": "2024-07-11T15:34:02.459770Z", + "iopub.status.idle": "2024-07-11T15:34:02.526989Z", + "shell.execute_reply": "2024-07-11T15:34:02.526448Z" + } + }, "outputs": [], "source": [ "PFexample.solve()" @@ -60,12 +81,19 @@ "cell_type": "code", "execution_count": 4, "id": "c3981c6d", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.529193Z", + "iopub.status.busy": "2024-07-11T15:34:02.528717Z", + "iopub.status.idle": "2024-07-11T15:34:02.533233Z", + "shell.execute_reply": "2024-07-11T15:34:02.532754Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -81,7 +109,14 @@ "cell_type": "code", "execution_count": 5, "id": "66cc08fb", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.534823Z", + "iopub.status.busy": "2024-07-11T15:34:02.534580Z", + "iopub.status.idle": "2024-07-11T15:34:02.615890Z", + "shell.execute_reply": "2024-07-11T15:34:02.615372Z" + } + }, "outputs": [ { "data": { @@ -585,18 +620,23 @@ "cell_type": "code", "execution_count": 6, "id": "3b126cc4", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.617463Z", + "iopub.status.busy": "2024-07-11T15:34:02.617208Z", + "iopub.status.idle": "2024-07-11T15:34:02.693136Z", + "shell.execute_reply": "2024-07-11T15:34:02.692638Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -611,18 +651,23 @@ "cell_type": "code", "execution_count": 7, "id": "633034d3", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.694781Z", + "iopub.status.busy": "2024-07-11T15:34:02.694532Z", + "iopub.status.idle": "2024-07-11T15:34:02.761840Z", + "shell.execute_reply": "2024-07-11T15:34:02.761317Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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", 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    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -637,26 +682,31 @@ "cell_type": "code", "execution_count": 8, "id": "bb741c54", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.763477Z", + "iopub.status.busy": "2024-07-11T15:34:02.763214Z", + "iopub.status.idle": "2024-07-11T15:34:02.824903Z", + "shell.execute_reply": "2024-07-11T15:34:02.824427Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_55278/109081091.py:2: RuntimeWarning: divide by zero encountered in log\n", + "/tmp/ipykernel_177460/842794148.py:2: RuntimeWarning: divide by zero encountered in log\n", " np.log(\n" ] }, { "data": { - "image/png": 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", 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qaYpmpaaMHVdqiuTtt9/Gm2++iWrVqqF69er4/vvvYW9vj5MnT0odWqlmr1Jg2eAA9G5UAWoRmLTlAubsv8FhmEQSyN1+KvgfGkVOEe0nHaoDABYduYVPNp5DZrYaarWICRvCcTYyHo7WCiwdHACFXNp/KgRBwIg2vvilb33dSa7By08hMWcY5uXoRDxKSoedlRyNK5cp8LXKOqiw9v1meD1nteqD38/gzxB+GNOXtqbGmSs1xZednY1169YhJSUFgYGBL31eeno6EhMT89zI8JRyGWb1qqfrifHL/uv4YutFZGWrJY6MqHR5WaFwfgRBwJh21TDrnXqQywRsOXsfw1edwbc7LuOfCw+hlAtYPCgAVd0djB12ofXwr4CVQU1gr1Lg5O049P3tJGIT03SnnlpUdYNK8erjxXYqBZYMCkDfAM1q1Rdb+WFMX9rtJxcmNUV34cIF2NvbQ6VS4aOPPsLWrVtRu3btlz5/+vTpcHJy0t28vb1LMNrSRRA0PTG+61YHggCsPRWJkWvOspcNUQlK0a3UFL5vSJ/G3lgyqBGslTIcuf4IK0/cAQD82Ks+mlVxNUaYxdKymhvWfdAMbvYqXIlORM+FJ/BXuGZmVNuX1NPkRyGXYcY7fhjbNvfD2Fd/XTTJXjaiKOLe01STSrpYKGwANWrUQHh4OEJCQjBixAgMHjwYly9ffunzJ0+ejISEBN0tKkra6aGlwcDASlg4oKHu+OTzS8REZFxJhdx++q+2NT3w5/vNUCbnH6hPOlRHd38vg8dnKHW9nLBlRHNUdLXFvafPcCunSWCbAupp8iMIAiZ0rIFvcz6M/XEyEqP/NL0PY3+FP0DLmYcwbNUZk+mzw0JhA7CyskLVqlXRqFEjTJ8+HfXr18ecOXNe+nyVSqU7LaW9kfG9Ube8piuoSoGQiJwl4iROzCUyNn22n/6roU8Z7Bn3GtZ90Ayjc1YvTJmPqy02fdQcdb00v9freDqinFPRZg4NCqyE+f0bwkouw66LDxG04rSuPskUhOe0zDh4NRYDl4Ug4Zn0HxS1KzUWVyicmJiIbdu24cqVK4aIRy9qtRrp6WyiZIoCfV2x7sPcJeJeC4PZpI/IyHRHugs4/VQQd0drNKvialIdYgtS1kGFdR8E4rNONTDznXrFeq0u9cpjZVBj2KsUCL79BO8uOYknJtKk72FC7ofCM3efou9vwYhNlPaDosUUCvfp0wfz588HADx79gwBAQHo06cP6tWrh82bNxs8QK3Jkyfj6NGjuHPnDi5cuIDJkyfj8OHDGDBggNF+JhVPHU8nbB4RqOsL0WvRCVx7mCR1WEQWS3f6qQgrNebKXqXAqNeroq6XU7Ffq3lVN6x9vxlc7Kxw/l4Cev8WjAfxzwwQZfE8zElgxrWvhrIOKlx9mIRei4L1motlSJnZal37ALPffjp69ChatWoFANi6dStEUUR8fDzmzp2LadOmGTxArdjYWAwaNAg1atRAu3btcPr0aezZswcdOnQw2s+k4qvoaodNHwWiZjkHxCalo89vwWx4RWQkhelTQwXzq+CEDR8GwtPJGrcfpaDXwhO49ShZ0phicpKaNjXcsfmj3AaCvRcF43pMyX9QjM/ZehIEwMnGzLefEhIS4OLiAgDYvXs33nnnHdja2qJLly64ceOGwQPUWrZsGe7cuYP09HTExsZi//79TGjMhLujpoupv48zEp5lYsDSEBy/+VjqsIgsTnI+Ay1Jf1Xd7bFxRHNUKWuHBwlp6LMoGJcfSNMSJFstIjZJsw1WztFaU0s0IhA1PHI/KJb0mBptkbCjtRJymWltVeqd1Hh7eyM4OBgpKSnYvXs3OnbsCAB4+vQprK2LVqRFls/Z1gp/DGuKllXdkJqRjaAVp7GPnTyJDCYzW420TE1vqJeNSaDC83K2wcYPA1HH0xFPUjLQb3FwoYaAGtqT5HRkq0XIBMDNXrPV4+5gjfUfNkN9b2fEp2o+KJ68/aTEYtIVCZvYcW6gCEnNuHHjMGDAAFSoUAHly5dHmzZtAGi2pfz8/AwdH1kQO5UCy4YEoFMdD2RkqzHij1BsP/dA6rCILELKc6d17LhSYxCu9ir8+X4zBFQsg8S0LLy3NAQnSniVWVtPU9ZBlaezs7OtFdYMb4rmvq5ITs/C4OWndPOvjM1Ui4SBIiQ1I0eORHBwMJYvX47jx49DJtO8RJUqVYxaU0OWQaWQY8G7DdHD3wtZahEfrwvDhjPsH0RUXNp6GmulDEqJxxpYEicbJVYPa4JW1TSrzENWnsbBqyW3yqw9+VTO8cWdEHuVAsuHNEb7Wh5Iz1Ljg9VnsPtiwZPXDSG3R40FrNQAQEBAALp06YL79+8jK0vzRurSpQtatGhh0ODIMinkMvzcuz76N/GBWgQmbjr/0knBRFQ4hZ37RPqztdLMwOpY2wMZWWp8+HtoiSQPQG6RsEc+SQ0AWCvlWPheQ3SpVx6Z2SJG/XlW12HZWHK3nyxgpSY1NRXDhg2Dra0t6tSpg8hIzSCwMWPGYMaMGQYPkCyTTCbghx51MbRFZQCaScFL/70tcVRE5kvXo4b1NEahUsixYEBDvFWCyQOQu/1UUGNBpVyGuf388U7DCshWixi3PhwbThtvBVy7/VTGzgKSmsmTJ+PcuXM4fPhwnsLg9u3bY/369QYNjiybIAj46q1aGPW6LwBg2s4r+PXwTYmjIjJPyTzObXRKuQxz+vmjZ0MvXfKw0cjb5w8TNCefXrZSoyWXCfixVz0MaOoDUQQmbj5vtOnj8SkWVCi8bds2zJ8/Hy1btszTdbJOnTq4deuWQYMjyycIAj7rVBPj21cHAMzafQ1z9huvNQBRUZ2NfIpRf57F1YfSHO19ldy5T0xqjEkuE/BTr/ro38Qbogh8tuk81p0yTvIA5G4/5VdT818ymYBp3esiqEUlAJrp478bYWvfogqFHz16BHf3F4eGpaSkmE1rbTI9H7evhs861QCgmZb7895rJjWRluiP4LvYeT4a/ReflKxnSUGKM/eJ9KPZPvfD4MCKAIBJWy4YbVWkMNtPzxMEAVPfqo33W2m29r/66xJWHI8waExPTXSYJVCEpCYgIAA7d+7Ufa1NZJYuXYrAwEDDRUalzqjXq2LKm7UAAPMO3sQv+64zsSGTkZKhSRqepmZiwNKTuPQgQeKI8tI23ivq3CfSjyAI+F/XOnlWRdaE3DX4z4lJKLhQ+GWxffFmLXzUWrO1/832ywatWTTlPjV6/+3/4Ycf0LlzZ1y+fBlZWVmYM2cOLl++jBMnTuDIkSPGiJFKkfdfqwJB0NTXzD2oqa8Z36E6VwFJctrGdjZKeU5iE4I/hjU1yMwhQ+BKTcnTrorIBAHLjkVgytaLUIvAwGYVDfL6KelZum1FfSeQC4KAz9+oAaVcwLyDNzFt5xXIBAFDW1YudlzxlrT91LJlS4SHhyMrKwt+fn7Yu3cv3N3dERwcjEaNGhkjRiplhreqgi+7aFZs5nLFhkxEWmY2AOCrt2qjwXOdXE1lxYY1NdIQBAFfdqmVu92z7aLBtqK0W0/2KkWR/n8VBAETOlTHmLZVAQDf7riMlcXcihJFUTf7qYydBazUAICvry+WLFli6FiIdIa3qgIgd8VGEASM71Bd4qioNEvP0qzUlHVQYfWwJhi8/BTCIuPx3tIQrP2gGWqWc5Q0Pq7USEe73QMAS/6NwBdbL0AhE9CnsXexXjd360lVrNgmdKgOtShiwaFb+N/2y5DJBAwKrFSk10tKz0KWWvMh0yJqav755x/s2bPnhfv37NmDXbt2GSQoIiDvis2cAzew4BCPe5N0tCs11koZHK2VWDW0CepXcNJsRS0JwQ0JpiU/T9enhis1ktAmNtoam8+3nMem0HvFek19i4QLiu3TjjUwoo2mxmbqX5fw+8mi1f9oj3NbK2WwVsqLFZcx6J3UTJo0CdnZ2S/cL4oiJk2aZJCgiLSGt6qCz9+oCQD4cc81LDnKBn0kDe1KjfYXuaO1EquHNkVdL83Aw/5LQnDrUbJk8ek6CnOlRjLaGptBgRVzjnufK1aDvoev6Casb2wTO9XAh601q+BfbbtYpBE1pnzyCShCUnPjxg3Url37hftr1qyJmzf5SZoMb0QbX10fm+//uVLsPWGiotCu1KgUub82nWyV+H1oU9Qq74jHyel4d8lJRD5JlSS+pDSOSTAFgiDgm651dE3wJmw4h90Xo4v0WjEFzH0qamyT3qiZu5q0+bzeSZcp96gBipDUODk54fbtFz8t37x5E3Z2dgYJiui/xraritGva4rd/rf9slGbXRHlJ3f7Ke+Sexk7K/wxrAmqe9gjJjEd7y49ieiEZyUeXzILhU2GIAj4rltd9GqkGVswZm0YDl3Vf4K2obaf/hvb1Ldq490iJl3aImEXEywSBoqQ1HTr1g3jxo3L0z345s2b+OSTT9C1a1eDBkekJQgCPulYHR+8plk6nbz1Av4+90DiqKg00R7ptla8WEfgaq/CH8OaopKrLe49fYYBS0LwKCm9ROPTFgpz9pNpkMkEzHynnm5W1Ed/hOLEzcd6vcbDxMKNSNCXIAiY9t+k61rhki6LW6mZNWsW7OzsULNmTVSuXBmVK1dGrVq14Orqip9++skYMRIB0LwRJ3eumbusuz4c+y/HSB0WlQKiKCI9K7dQOD/ujtZY834zeDnb4PbjFAxcFqLr51EStCs1dlypMRlymYBf+jZA+1oeSM9SY/jqMwi9+7TQ32/o7afnaZOut+t7apKu30MRcvvJK7/PlBvvAUXcfjpx4gR27tyJkSNH4pNPPsGBAwdw8OBBODs7GyFEolzaZd0e/l7IUosY+edZHNfz0w+RvjKzReScYoWqgBMfXs42WDO8Kco6qHD1YRIGrzitSzaMSa0Wuf1kopRyGea/649W1dyQmpGNoBWncCX61WM2stUiHiVrVmoMuf30PLlMwOw+9dGupjvSs9QYtuoMzt+LL/B7nqZYUKFwZmYmFAoFLl26hI4dO+Kzzz7D6NGj8dprrxkrPqIXyHKm0Xas7YGMLDXeX30GYZGF//RDpK+0rNwTn88XCuenkpsd1gxvCmdbJc5FxePD38/oVnmMRTvCAeD2kymyVsrx28BGCKhYBolpWRi47BTuPE4p8HseJ6cjWy1CLhPgZl/0PjWvopTLsGBAQwRWcUVyehYGLz9VYHsCi9p+UiqV8PHxyfdIN1FJUshlmPf8p5+VpyXvE0KWS1skLAivTmoAoLqHA1YGNYGtlRzHbz7Bx2vDkZWtNlp82lUahUwoVHxU8mytFFg2pLHupNyApSF4mLO9lB/tY2XtVZDLjDsmxlopx5LBAbq+S+8tC0FUXP6n+OItbftpypQp+OKLLxAXF2eMeIgKTaWQY9F7jVA/p2X9wGWncO+pNMdpybKl5xQJqxSyQs8ha+DtjCWDAmAll2H3pYeYsvWi0cZ9PN9NmHPSTJeTjRKrhzZBJVdb3I9/hveWhei2c/5L16PGSFtP/2WvUmBlUO4pvkHLT+Fx8ovF7hbXp2b+/Pk4evQoPD09UaNGDTRs2DDPjagk2akUWDmkMaq62+NhYhoGLTuFJ/m8EYmKI7dIWL8Oqi2qumFu/waQCcD6M1GYufuaMcJjPY0ZKeugwh/Dm6KcozVuxiZj6KrTSM14se4qRnucuxgjEvRVxs4Kq4c2hZezDSIepyAon5ow7UqNs4mu1Oj9DujevbsRwiAqujJ2Vvh9WBP0WhiM249TMGTFaaz7oBlPgZDBFHSc+1XeqFseM3rWw8TN57HoyC24O6gMMin5eUxqzEuFMrZYPawJei8KRlhkPEb/GYbfBjaCUp67zvDQiCefClLOyVrz+3RRMC7cT8CHv5/B8iGNocr5u2/qKzV6vwO+/vprY8RBVCzlnWzyvBFHrDmLZYMD8vySICqq5+c+FUWfxt54lJyOH/dcw3c7L6Osgwpv1/c0WHzsUWN+qns4YPmQAAxYGoKDV2MxecsF/Nirnm77sKS3n55Xpaw9VgY1Rv/FJ3H85hNMWH8O8/r7I1OtRmqG5r1gqkkNf+OTxahS1h7LhzSGjVKOo9cf4fPN541Ww0ClS5qupqboA/xGtvHF4JyZQBM2hOvdiK0gSVypMUuNKrpgfv+GkMsEbAq9h1l7crcnc7efSj6pAYB6FZzx28AAKOUCdl6Ixvf/XNFtPckE002g9U5qZDIZ5HL5S29EUmrg7YxfB2h+SWw5ex8/7jFODQOVLsVdqQFy2tO/XQdd/DQdZj/4PRSXHiQYJL7cQmHTrHOgl2tf2wPTe/gBABYevoXfg+8AkG776Xktq7nhp971AQDLjkVg9t7rADTHuWVGPpFVVHqnWlu3bs3zdWZmJsLCwrBq1Sp88803BguMqKher+mO6T38MHHzefx6+BbKOVljUGAlqcMiM6btU1NQ473CkMsEzO5bH3EpGQi+/QRDV57G1pEt4OlsU6zXZU2NeevT2BsxiWn4ed91fP33JZR3skGMdkSCBNtPz+vWwAvRCWmYsesq1udM9TbV49xAEZKabt26vXBfr169UKdOHaxfvx7Dhg0zSGBExdGnsTceJqZh9r7r+N/fl+DlbIN2tTykDsuiJaZlwtFCVwq0R7r1Pf2UH5VCjkUDG6H3ohO4HpOMoBWnsXFEYLGunTapMdUtAXq10W2r4n78M6w7HYXRa8/qtjylXKnR+vC1KoiOf4ZVwXcBmG49DWDAmppmzZrhwIEDhno5omIb07Yq+gZ4Qy0Co/8Mw8X7hlnqpxeduPUYr806hF0XCj/t15xoV2qsDdTYzslGiRVBTeDuoMK1mCSM/OMsMovRnC8pjSs15k4QBHzXvS5aVy+rS2gcVAqTOMWp3TrtVEfzwdCrTPFWFo3JIO/QZ8+eYe7cufDy8jLEyxEZhCAImNajLlpVc8OzzGwMXXka9+OfSR2WRdp/ORbxqZkYtz4c4VHxUodjcGkGXKnR8nK2wfIhjWFrJcexm48xecuFIhe2c/vJMmhHFtTxdARgvJlPRSGXCZjb3x8/966PSZ1rSh3OS+md1JQpUwYuLi66W5kyZeDg4IDly5fjxx9/NEaMREWm/SVRw8MBsUnpGLriNBLTMqUOy+J88WZNvF6jrGYS8aozFpc8aguFDT2CoK6XExa8m3v65dfDt4r0Osk5f6ftuf1k9uxVCqwY0hhd/Mpj1OtVpQ4nD5VCjncaVUB5J9NdqdH7HfB///d/eb6WyWQoW7YsmjZtijJlyhgqLiKDcbRWYnlQY/RYcBzXYpIw+s8wLB8cAAV72BiMZhZXQ/RaeAJXHyZh2MrT2PhRIBwspMYmPbNoHYUL4/Wa7vimax18ue0iftxzDZXd7PCmX3m9XkNXU8OVGovg7miNBQPYob8o9H4HDB482BhxEBmVl7MNlg1ujN6/ncDR64/w/T9X8PXbdaQOy6LYqzQD+7ovOI6rD5MwZm0Ylg6yjOQxLUu7/WScP8t7zSri1qNkrDh+BxM2hMPL2Qb1vZ0L/f1Jz81+IirNivQOjY+Px88//4zhw4dj+PDh+OWXX5CQwCJMMm1+FZwwu08DAMCK43ewJuSutAFZIC9nGywdFABrpQyHr2mSR0tgzJUarS+71EabGpoi0eGrz+CBHlt4rKkh0tA7qTlz5gx8fX3xyy+/IC4uDnFxcZg9ezZ8fX1x9uxZY8RIZDBv+pXHpx2rAwC+/uuSQbu6kkZ9b2f88lzyuP50pLQBGYAxCoX/Sy4TMK+/P6p72ONRUjqGrzqT76DD/PBIN5GG3knN+PHj0bVrV9y5cwdbtmzBli1bEBERgbfeegvjxo0zQohEhjXq9aro1sATWWoRI9acxZ3HKVKHZHE6+5XHuPbVAABfbruI03fiJI6oeHTN9wxcKPxfDtZKLBvcGK52VrgcnYjPNr161IcoirkdhVWWUcNEVFRFWqn5/PPPoVDkfiJQKBSYOHEizpw5Y9DgiIxBEATMfKceGng7I+FZJt5ffUb3SZcMZ2zbanjTrxwys0V89Hso7j1NlTqkItOdfjLiSo2Wt4stFr7XCAqZgJ3no195Iio9S40stSbxYU0NlXZ6JzWOjo6IjHxxOTkqKgoODg4GCYrI2KyVcvw2sBHcHVS4EZuMCevDoVZz+KUhyWQCfupdH7XLO+JJSgbeXx1a6O0UU6PbfjLySo1Wk8ou+KabppD9p73XsP9yzEufqy0SFgTAtgSSLiJTpvc7tG/fvhg2bBjWr1+PqKgoREVFYd26dRg+fDj69+9vjBiJjMLD0RqLBjaClVyGvZdjMO/gTalDsji2VgosGRwAN3srXIlOxOebi95gTkrpWcYvFP6vAU0r4r1mPhBFYNz6cNyMTcr3eboiYSuFyQ4ZJCopeic1P/30E3r27IlBgwahUqVKqFSpEoYMGYJevXph5syZxoiRyGga+pTBtO51AQC/7L+OvZceShyR5fFytsGvAzTbKdvPPcCyYxFSh6S3kigUzs/Ut+qgSWUXJKdn4YPVofk2jtTW05hCO30iqemd1FhZWWHOnDl4+vQpwsPDER4ejri4OPzyyy9QqVTGiJHIqPo09sbgwIoAgPHrw3HrUbLEEVmeJpVd8GWXWgCA6buu4sQt8zp1lqY70l2yPXesFDIsHNAQnk7WuP04BZ9uOPfCNmlSOrsJE2kV+R1qa2sLPz8/VKxYEXv37sWVK5bRj4JKpy/fqo0mlV2QkpGNj34PRQoLhw1ucPNK6OnvhWy1iNF/hpnVKIX0nOZ7KkXJ16y42qvw63u526SLjuYtHE7mMEsiHb2Tmj59+mD+/PkANIMsAwIC0KdPH9SrVw+bN282eIBEJUEpl2H+u/66wuFJxRguSPkTBAE/9PRDHU9HxKVk4KPfQ3UrIKZOqpUarQbezvhf15zC4T3XcOxG7koXe9QQ5dL7HXr06FG0atUKALB161aIooj4+HjMnTsX06ZNM3iARCXF3UEzb0Vb+7HyxB2pQ7I41ko5Fr3XCM62Sly4n4BpOy9LHVKhpJVAR+FX6d/EG30CKkAtAmPWntUdkWc3YaJceic1CQkJcHFxAQDs3r0b77zzDmxtbdGlSxfcuHHD4AESlaTGlVww+U1N7cf3O6/gjJk3jTNF3i62+KVvAwDAHycj8Vf4fWkDKgTt9pO1BNtPWoIg4NtudeHn5YSnqZkY9WcYMrLUuXOfmNQQ6Z/UeHt7Izg4GCkpKdi9ezc6duwIAHj69Cmsra0NHiBRSRvaohLeqlceWWoRo/48iyfJ6VKHZHFer+GO0a9XBQBM3nLhpceVTYEoipJvP2lZK+X4dUBDOForcC4qHjN2Xc1dqeH2E5H+Sc24ceMwYMAAVKhQAeXLl0ebNm0AaLal/Pz8DB0fUYnTdhyuUtYOMYnp+GTjiydOqPjGd6iOwCquSM3Ixog/zppsY77MbBHa//tLoqPwq3i72OLnnNlay49HYE9OGwIHrtQQ6Z/UjBw5EsHBwVi+fDmOHz8OmUzzElWqVGFNDVkMO5UCC95tCJVCM2168b+3pQ7J4shlAub0b4CyOcXZX267KHVI+dLOfQKMP/upsDrU9sDwlpUBALcfaWaXcaWGqIhHugMCAtClSxfcv38fWVmaT1ddunRBixYtDBockZRqlXfE129rTpz8uOcaQu+yvsbQ3B2sMa+/P2QCsOXsfWw5e0/qkF6g3XoSBNNJagDg88414e/jrPuawyyJipDUpKamYtiwYbC1tUWdOnV0c6DGjBmDGTNmGDxAIin1b+KNt+t7IlstYsyfYXiakiF1SBanWRVXfNyuOgDNRO8IE5uanp6p7VEjgyCYzhgCTRuChnCy0SQzrvZWEkdEJD29k5rJkyfj3LlzOHz4cJ7C4Pbt22P9+vUGDY5IaoIg4IcedVHJ1RYPEtIwcfN59q8xgtFtq6JpZRekZmRjzNqzullLpkCKuU+F5eVsgz/fb4qJb9TA6zXcpQ6HSHJ6JzXbtm3D/Pnz0bJlyzyfWurUqYNbt24V8J1E5snBWon57zaEUi5g3+UYrD0VJXVIFkcuE/B//RrA2VaJi/cTMWv3NalD0smd0G16SQ0A1PF0wsg2VWFlQltjRFLR+13w6NEjuLu/+IkgJSXFpJZmiQyprpcTJnaqCQD4dscl3IzlfChDK+9kgx971QcALDsWgUNXYyWOSENbU6OS+Dg3Eb2a3u/SgIAA7Ny5U/e1NpFZunQpAgMDDRcZkYkZ1rIyWlVzQ1qmGh+vCzOpLRJL0aG2B4Y0rwQA+GzTeZPoEWTqKzVElEvvpOaHH37AF198gREjRiArKwtz5sxBx44dsWLFCnz//ffGiJHIJMhkAn7qXR9lbJW49CARs/delzokizSpc01U97DH4+R0TDaBGVym0niPiF5N73dpy5Ytce7cOWRlZcHPzw979+6Fu7s7goOD0ahRI2PESGQyPBytMfOdegCA347exombj1/xHaQva6Ucv/RtAKVcwN7LMdh4Rtpj3roJ3SZYKExEeemV1GRmZmLo0KEQBAFLlizBqVOncPnyZfzxxx/sJkylRsc65fBuUx8Ami2SxLRMiSOyPHU8nTChQw0AwDfbLyHySapksZjCMEsiKhy9khqlUonNmzcbKxYiszHlzVrwcbHF/fhn+G67eUyaNjcfvFYFTSq5ICUjG+M3hCNbolEV2o7C1jxdRGTy9H6Xdu/eHdu2bTNCKETmw06lwE+960MQgI2h97D/cozUIVkcuUzAz33qw16lQOjdp1h8VJpRFdpCYW4/EZk+vYeFVKtWDd9++y2OHz+ORo0awc7OLs/jY8eONVhwRKasSWUXvN+qChYfvY1JWy5gb8UycLFjV1dD8naxxddv18Znm87jl/3X0aG2O6q6O5RoDLrtJ67UEJk8vZOaZcuWwdnZGaGhoQgNDc3zmCAITGqoVJnQoToOXo3FzdhkfPXXRSx4t6HUIVmcXo0q4J8L0Th07RE+2Xgemz8KhEJecglGOmtqiMyG3r8ZIiIiXnq7fZuTjKl0sVbKMbtPfchlAnaej8Y/F6KlDsniCIKA6T3rwcFagXNR8Vh6LKJEf7729BOPdBOZPr5LiYqpXgVnjGzjCwCY+tclxKdy6KWhlXOyxldv1QYAzN53HTdjk0rsZ/P0E5H5MJukZvr06WjcuDEcHBzg7u6O7t2749o105kPQ6Xb6LZV4VvWDo+T0zFt5xWpw7FIvRtVQOvqZZGRpcanG8+X2GkoXUdhJjVEJs9skpojR45g1KhROHnyJPbt24fMzEx07NgRKSkpUodGBJVCjlm96kEQgE2h9/DvjUdSh2RxBEHAjHf84KBSIDwqHquD75TIz9Ue6VaxUJjI5JnNu3T37t0YMmQI6tSpg/r162PlypWIjIx8oVj5eenp6UhMTMxzIzKWRhVdMDiwEgBg8pYLSEnPkjYgC1TeyQaT3tQMFv1pzzU8iH9m9J+ZO9CSKzVEpk7vpCYyMjLfWSyiKCIyMtIgQRVGQkICAMDFxeWlz5k+fTqcnJx0N29v75IKj0qpzzrVgJezDe49fYaf9nJ71Bj6N/ZBQMUySMnIxtS/Lhp9NpSuUJgrNUQmT+93aeXKlfHo0YtL63FxcahcubJBgnoVtVqNcePGoUWLFqhbt+5Lnzd58mQkJCToblFRUSUSH5VedioFfuipGRmy6sQdXLiXIHFElkcmE/BDTz8o5QL2X4nF7osPjfrzWChMZD70TmpEUYQgCC/cn5ycDGtra4ME9SqjRo3CxYsXsW7dugKfp1Kp4OjomOdGZGytq5dFtwaeUIvAlG0XJGvvb8mqezhgRGvNibOv/75k1PlbLBQmMh+Fbr43YcIEAJpiva+++gq2tra6x7KzsxESEoIGDRoYPMD/Gj16NHbs2IGjR4+iQoUKRv95REUxpUstHLwai/P3EvBnyF0MzKm1IcMZ+XpV7DgfjduPUzBr91VM626cobq6mhpuPxGZvEK/S8PCwhAWFgZRFHHhwgXd12FhYbh69aqueNdYRFHE6NGjsXXrVhw8eLDEtrqIisLdwRqfddJMmZ615xpik9IkjsjyWCvl+L6HJpFZExKJ8/fijfJzcpvvcaWGyNQVeqXm0KFDAICgoCDMmTOnxLdyRo0ahT///BN//fUXHBwc8PChZh/dyckJNjY2JRoLUWEMaFoRm0Lv4fy9BPyw8wr+r5+/1CFZnEBfV/Tw98LWsPv46q9L2DqiOWSyF7fHiyO3poYrNUSmTu936YoVK+Do6IibN29iz549ePZMc6TS2CcQFi5ciISEBLRp0wbly5fX3davX2/Un0tUVHKZgGnd60IQgG3hD3Di5mOpQ7JIkzvXhL1KM0JhY6jhDwNwpYbIfOid1MTFxaFdu3aoXr063nzzTURHa2bdDBs2DJ988onBA9QSRTHf25AhQ4z2M4mKq14FZwxsVhEA8NVfF5GZrZY4Isvj7miNce2rAQBm7r5m8DEVuVO6mdQQmTq9k5px48ZBqVQiMjIyT7Fw3759sXv3boMGR2QJPulYAy52Vrj1KAV/nLwrdTgWaXDzSqjuYY+4lAz8vPe6wV5XFEVuPxGZEb3fpXv37sXMmTNfOHlUrVo13L3LX9hE/+Vko8SnHTVFw7/su464FA68NDSlXIb/da0DAFgTchcX7xumP1BmtgjtiXwVV2qITJ7eSU1KSkqeFRqtuLg4qFQqgwRFZGn6NvZGrfKOSEzLwux97DRsDM193fBWvfJQi8A32y8ZpM5PO/cJAFRcqSEyeXq/S1u1aoXVq1frvhYEAWq1GrNmzcLrr79u0OCILIVcJuDrt2sDAP4MicSVaM4hM4YpXWrBWinD6TtPsedS8TsNp+c03hME9qkhMgd6v0tnzZqFxYsXo3PnzsjIyMDEiRNRt25dHD16FDNnzjRGjEQWoVkVV3Tx06wkfLv9stFPDJZG5Z1s8EGrKgCA6buuIv25lZaieL7xXn6d1InItOid1NStWxfXr19Hy5Yt0a1bN6SkpKBnz54ICwuDr6+vMWIkshiTOteESiFD8O0n2HMpRupwLNKHrX1R1kGFu09S8Xtw8er8tEkRj3MTmQe9k5pDhw7ByckJU6ZMwYYNG/DPP/9g2rRpKF++PBYsWGCMGIkshreLLT54TbOSMHP3VR7xNgI7lQKfdqwOAJh74AaeFqMwWzf3iUXCRGZB76SmZ8+eCA0NfeH+OXPmYPLkyQYJisiSfdjaF272Voh4nIJ1pzk53hh6NfJGzXIOSEzLwpwDN4r8OrrtJxYJE5kFvd+pP/74Izp37oyrV6/q7vv5558xdepU7Ny506DBEVkie5UCY9tpmsXN2X8DKelZEkdkeeQyAV920RRm/3HyLm4/Si7S63Clhsi86J3UDB8+HJ9++inat2+PO3fuYObMmfj222/xzz//oFWrVsaIkcji9Gvsg4qutnicnI6l/0ZIHY5FalnNDW1ruiNLLRa5IV9uTQ1XaojMQZHeqRMnTsSAAQMQEBCAGTNmYM+ePWjRooWhYyOyWFYKmW6K9+Kjt/A4OV3iiCzTxDdqQBCAnReii9SQT7tSo2KhMJFZKNSU7rlz575wn5eXF2xtbfHaa6/h1KlTOHXqFABg7Nixho2QyEK9Wbc86lW4jfP3EjDvwA18062u1CFZnJrlHNGtvie2hT/AT3uvYWVQE72+P3dEApMaInNQqKTml19+yfd+uVyO48eP4/jx4wA0jfiY1BAVjkwmYFLnmnh3SQjWhEQiqEVlVHKzkzosizO+Q3XsOB+Nw9ce4VREHJpUdin092o7CrPxHpF5KFRSExHBPX8iY2ju64bW1cviyPVHmHvwBmb3aSB1SBanoqsd+jb2xpqQSPy45yo2fBhY6EZ6ukJhrtQQmQW9Pn5kZmbC19cXV65cMVY8RKXOhA6anirbwu4X+ZQOFWxM22pQKTTjEw5ff1To79NtP3Glhsgs6PVOVSqVSEtLM1YsRKVSfW9ntKvpDrUIzDt4U+pwLFI5J2sMbl4JAPDTnmtQqws3oiI9iys1ROZE748fo0aNwsyZM5GVxd4aRIYyrr1mteav8Pu4GcvVGmP4qLUv7FUKXHqQiL2XCzfsMj2TR7qJzIne79TTp09jy5Yt8PHxQadOndCzZ888NyLSn18FJ7Sv5QG1qGntT4bnYmeFoBaVAGhWxAozUJSnn4jMi95JjbOzM9555x106tQJnp6ecHJyynMjoqIZ117TZXj7+Qe4EZMkcTSWaWiLyrCzkuPSg0Qcuhb7yufr+tSwpobILBTq9NPzVqxYYYw4iEq9ul5O6FTHA3suxWDOgRuY/25DqUOyOGXsrPBeYEX8duQ25h64iddruBd4EiqNU7qJzAo/fhCZEG1tzc4L0bgZy9UaYxjesgqslTKER8Xj+M0nBT43nR2FicxKkZKaTZs2oU+fPmjWrBkaNmyY50ZERVervCM61vaAKAK/HbktdTgWqayDCv2b+AAA5h4suH5Jt1LD7Scis6D3O3Xu3LkICgqCh4cHwsLC0KRJE7i6uuL27dvo3LmzMWIkKlU+auMLANgWfh/RCc8kjsYyffiaL6zkMpyKiEPI7Zev1rBQmMi86J3U/Prrr1i8eDHmzZsHKysrTJw4Efv27cPYsWORkKD/wDgiyquhTxk0qeyCzGwRy4+xm7cxlHOyRu+ACgCA+Yde3huIHYWJzIveSU1kZCSaN28OALCxsUFSkmbff+DAgVi7dq1hoyMqpUa01qzW/BkSiYTUTImjsUwftfaFQibg3xuPceFe/h/ItCs1PP1EZB70fqeWK1cOcXFxAAAfHx+cPHkSgGY+VGH6PhDRq7WpURY1yzkgJSMbf4TclToci+TtYou36pUHACw7ln/9EjsKE5kXvZOatm3b4u+//wYABAUFYfz48ejQoQP69u2LHj16GDxAotJIEAR8lLNas/xYhG7FgAxreKsqAIAd56PzrV9iR2Ei86L3O3Xx4sWYMmUKAM3IhOXLl6NWrVr49ttvsXDhQoMHSFRavVWvPLycbfAkJQMbQ+9JHY5FquvlhGZVXJClFrHyxJ0XHk/jSg2RWdE7qZHJZFAocnv29evXD3PnzsWYMWNgZWVl0OCISjOFXIb3W1UGACw5ehvZhRzCSPoZ3lKzWvNnSCSS0/POtMud0s2khsgc6N1RGADS0tJw/vx5xMbGQq1W53msa9euBgmMiIA+jb3xy/4biIxLxaGrsWhf20PqkCxO25ruqFLWDrcfpWDjmSgEtdAkkqIo5hYKc/uJyCzondTs3r0bgwYNwuPHj194TBAEZGdz75/IUGytFOjb2BuLj97GquA7TGqMQCYTMKxlZUzZehHLj0dgUGAlyGUCMrNFaBfHuFJDZB70/vgxZswY9O7dG9HR0VCr1XluTGiIDG9gs4oQBODfG49xMzZZ6nAsUk//Cihjq0RU3DPsvfQQAJCelfv7jCs1ROZB73dqTEwMJkyYAA8PfmIkKgneLrZoX0vzflsdfEfaYCyUjZUcA5tVBAAszWl4qG28JwjsU0NkLvR+p/bq1QuHDx82QihE9DJDmlcCAGwKvYfENDbjM4b3AitCIRMQevcpLj9IzNN4r6BJ3kRkOvSuqZk/fz569+6Nf//9F35+flAqlXkeHzt2rMGCIyKN5r6uqOZujxuxydh05h6GtqwsdUgWx93BGp3qlsPO89FYE3IXQS0qAeBxbiJzondSs3btWuzduxfW1tY4fPhwnk8wgiAwqSEyAkEQMLh5JXy57SJWB9/BkOaVIJNx9cDQBjT1wc7z0dgWdh9v1/cEwK0nInOi97t1ypQp+Oabb5CQkIA7d+4gIiJCd7t9O/9W40RUfD38veBgrcCdJ6k4cv2R1OFYpMAqrqhS1g4pGdlYfzoKAFdqiMyJ3klNRkYG+vbtC5mMn16ISpKdSoE+Ad4AWDBsLIIgYEBTTcHwjvMPAPA4N5E50TszGTx4MNavX2+MWIjoFd7LOaFz5PojPExIkzgay/ROQy+oFDJkZmua1HDuE5H50LumJjs7G7NmzcKePXtQr169FwqFZ8+ebbDgiCivym52aFLJBafuxGFTaBRGt60mdUgWx9nWCm/X98SmnHlbKm4/EZkNvZOaCxcuwN/fHwBw8eLFPI/x2COR8fVp7I1Td+Kw4cw9jGxTlQXDRjCgqY8uqWFNDZH50DupOXTokDHiIKJCetOvHP739yVExqXiZMQTNPd1kzoki9PA2xm1yzvicnQiTz8RmRG+W4nMjK2VQnfceEPOCR0yLEEQ8GFrzfTuGh4OEkdDRIVVpCndRCStvo29sfZUJHZdfIhvnmXCyUb56m8ivXRr4IV6FZzh5WwjdShEVEhcqSEyQ/UrOKGGhwPSs9T4+9wDqcOxWJXd7GDF7Scis8F3K5EZEgQBfRpretZwC4qISINJDZGZ6uHvBaVcwIX7Cbj8IFHqcIiIJFeompq///670C/YtWvXIgdDRIXnYmeFDrU98M+Fh9gUeg9TPWtLHRIRkaQKldR07949z9eCIEAUxTxfa2VnZxsmMiJ6pR7+FfDPhYfYeeEBpnSpBTl71hBRKVao7Se1Wq277d27Fw0aNMCuXbsQHx+P+Ph4/PPPP2jYsCF2795t7HiJ6DmvVXeDo7UCMYnpOH0nTupwiIgkpfeR7nHjxmHRokVo2bKl7r5OnTrB1tYWH3zwAa5cuWLQAIno5VQKOd6oWw4bztzD9nMP0KyKq9QhERFJRu9C4Vu3bsHZ2fmF+52cnHDnzh0DhERE+tA24vvnQjQys9USR0NEJB29k5rGjRtjwoQJiImJ0d0XExODzz77DE2aNDFocET0aoFVXOFmb4WnqZk4fvOx1OEQEUlG76Rm+fLliI6Oho+PD6pWrYqqVavCx8cH9+/fx7Jly4wRIxEVQCGX4U2/8gCA7eeiJY6GiEg6etfUVK1aFefPn8e+fftw9epVAECtWrXQvn17Tukmksjb9T2xOvgu9l56iLTMupwsTUSlUpFmPwmCgI4dO+K1116DSqViMkMksUY+ZeDpZI0HCWk4fO0R3qhbTuqQiIhKnN7bT2q1Gt999x28vLxgb2+PiIgIAMBXX33F7SciichkAt7KKRjefp6zoIiodNI7qZk2bRpWrlyJWbNmwcrKSnd/3bp1sXTpUoMGR0SF1zUnqTlwJQYp6VkSR0NEVPL0TmpWr16NxYsXY8CAAZDLc/ft69evr6uxIaKSV8fTEZXd7JCWqcbBq7FSh0NEVOL0Tmru37+PqlWrvnC/Wq1GZmamQYIiIv0JgoCOdTwAaFZriIhKG72Tmtq1a+Pff/994f5NmzbB39/fIEERUdG0r6VJag5de4QsNuIjolJG79NPU6dOxeDBg3H//n2o1Wps2bIF165dw+rVq7Fjxw5jxEhEhdTQpwzK2CrxNDUTZ+4+5dgEIipV9F6p6datG7Zv3479+/fDzs4OU6dOxZUrV7B9+3Z06NDBGDESUSHJZQJer+kOANh/mVtQRFS6CKIoilIHUVISExPh5OSEhIQEODo6Sh0OkVHsuhCNEWvOopKrLQ592oZ9pIjI7BX232+9V2qGDh2KVatW5fsDhw4dqu/L6eXo0aN4++234enpCUEQsG3bNqP+PCJz1Kp6WVjJZbjzJBW3HqVIHQ4RUYnRO6lZuXIlRo4cibFjx0Ktzi1EfPbsWb7JjiGlpKSgfv36WLBggVF/DpE5s1cp0MxXU0uzn6egiKgU0TupAYCdO3fin3/+QadOnfD06VNDx/RSnTt3xrRp09CjR49CPT89PR2JiYl5bkSlQftamroaHu0motKkSElN7dq1ERISgszMTDRp0gRXrlwxdFwGMX36dDg5Oelu3t7eUodEVCLa5RztDr37FHEpGRJHQ0RUMvROarRFh66urti/fz9at26NwMBA/P333wYPrrgmT56MhIQE3S0qKkrqkIhKhJezDWqVd4RaBA6xuzARlRJ696l5/rCUQqHA0qVLUbt2bYwcOdKggRmCSqWCSqWSOgwiSXSo5Y4r0YnYfyUG7zSqIHU4RERGp3dSc+jQIbi4uOS5b8KECahXrx6OHz9usMCIqHja1fLA3IM3cfT6I6RnZUOlkL/6m4iIzJjeSU3r1q3zvb99+/Zo3759sQMiIsPw83KCm70VHidnICwynt2FicjiFSqpmTBhAr777jvY2dlhwoQJBT539uzZBgksP8nJybh586bu64iICISHh8PFxQU+Pj5G+7lE5kgmExDo64bt5x7gxK0nTGqIyOIVKqkJCwvTTeAOCwt76fOM3bn0zJkzeP3113VfaxOswYMHY+XKlUb92UTmqLmvK7afe4DgW4+BDtWlDoeIyKgKldQcOnQo3/8uaW3atEEpmupAVGwtfN0AAGGR8UjNyIKtld47zkREZqNIfWqIyDx4u9jAy9kGWWoRpyLipA6HiMioCvWxrWfPnoV+wS1bthQ5GCIyLEEQ0NzXFRtD7yH41hO0qeEudUhEREZTqKTGycnJ2HEQkZG0qOqGjaH3cOLWE6lDISIyqkIlNStWrDB2HERkJIE5wy0vPkhAfGoGnG2tJI6IiMg4WFNDZOE8HK3hW9YOogicvM26GiKyXEU6CrFp0yZs2LABkZGRyMjIOyzv7NmzBgmMiAynRVU33HqUguBbj/FG3XJSh0NEZBR6r9TMnTsXQUFB8PDwQFhYGJo0aQJXV1fcvn0bnTt3NkaMRFRMzXO2oFhXQ0SWTO+k5tdff8XixYsxb948WFlZYeLEidi3bx/Gjh2LhIQEY8RIRMXUrIorBAG4EZuM2MQ0qcMhIjIKvZOayMhING/eHABgY2ODpKQkAMDAgQOxdu1aw0ZHRAbhbGuFOp6OAIDg21ytISLLpHdSU65cOcTFaYoNfXx8cPLkSQCaOUzs9ktkuprndBc+cZNJDRFZJr2TmrZt2+Lvv/8GAAQFBWH8+PHo0KED+vbtix49ehg8QCIyDO3Rbq7UEJGl0vv00+LFi6FWqwEAo0aNgqurK06cOIGuXbviww8/NHiARGQYjSqWAQBExqXiSXI6XO1VEkdERGRYeic1MpkMMlnuAk+/fv3Qr18/gwZFRIbnaK2Eb1k73HqUgvCoeLSr5SF1SEREBlWkPjVpaWk4f/48YmNjdas2Wl27djVIYERkeA28yzCpISKLpXdSs3v3bgwaNAiPHz9+4TFBEJCdnW2QwIjI8Br4OGPz2XsIj4qXOhQiIoPTu1B4zJgx6N27N6Kjo6FWq/PcmNAQmTZ/b2cAQHhUPNRqnlYkIsuid1ITExODCRMmwMODS9dE5qZGOQeoFDIkpWXh9uMUqcMhIjIovZOaXr164fDhw0YIhYiMTSmXwc/LCQBwjltQRGRh9K6pmT9/Pnr37o1///0Xfn5+UCqVeR4fO3aswYIjIsNr4O2MM3efIjwqHu80qiB1OEREBqN3UrN27Vrs3bsX1tbWOHz4MARB0D0mCAKTGiIT18DHGQBYLExEFkfvpGbKlCn45ptvMGnSpDz9aojIPDTIKRa+Ep2ItMxsWCvl0gZERGQgemclGRkZ6Nu3LxMaIjPl5WwDN3sVstQiLj1IkDocIiKD0TszGTx4MNavX2+MWIioBAiCoFutCYuMlzQWIiJD0nv7KTs7G7NmzcKePXtQr169FwqFZ8+ebbDgiMg4/H2csf9KDOtqiMii6J3UXLhwAf7+/gCAixcv5nns+aJhIjJd9Ss4A2CxMBFZFr2SmuzsbHzzzTfw8/NDmTJljBUTERlZPW8nCAJw7+kzPE5OhxsndhORBdCrpkYul6Njx46Ij483UjhEVBI0E7vtAQDhrKshIguhd6Fw3bp1cfv2bWPEQkQlqMFzc6CIiCyB3knNtGnT8Omnn2LHjh2Ijo5GYmJinhsRmYf6OUnNRR7rJiILoXeh8JtvvgkA6Nq1a57CYFEUIQgCJ3UTmYma5RwAADdikiWOhIjIMPROag4dOmSMOIiohFV31yQ19+OfISktEw7Wyld8BxGRadM7qWndurUx4iCiEuZkq4S7gwqxSem4EZuMhj480UhE5k3vpAYA4uPjsWzZMly5cgUAUKdOHQwdOhROTk4GDY6IjKu6h4MmqYlJYlJDRGZP70LhM2fOwNfXF7/88gvi4uIQFxeH2bNnw9fXF2fPnjVGjERkJNU8NMe6r7OuhogsgN4rNePHj0fXrl2xZMkSKBSab8/KysLw4cMxbtw4HD161OBBEpFxVPfQ1NVcj0mSOBIiouLTO6k5c+ZMnoQGABQKBSZOnIiAgACDBkdExlU9Z6WGJ6CIyBLovf3k6OiIyMjIF+6PioqCg4ODQYIiopJRNecE1MPENCQ8y5Q4GiKi4tE7qenbty+GDRuG9evXIyoqClFRUVi3bh2GDx+O/v37GyNGIjISJxslyjtZAwBuxnILiojMm97bTz/99BMEQcCgQYOQlZUFAFAqlRgxYgRmzJhh8ACJyLiqeTggOiEN12OS0aiii9ThEBEVmd5JjZWVFebMmYPp06fj1q1bAABfX1/Y2toaPDgiMr7q7vY4ev0Rrj3kSg0Rmbci9akBAFtbW/j5+RkyFiKSgPYE1A1uPxGRmdM7qUlJScGMGTNw4MABxMbGQq1W53mcE7yJzAt71RCRpdA7qRk+fDiOHDmCgQMHonz58nmGWhKR+amWs1LzKCkd8akZcLa1kjgiIqKi0Tup2bVrF3bu3IkWLVoYIx4iKmH2KgW8nG1wP/4Zrscko0llFgsTkXnS+0h3mTJl4OLCX3pEliR3C4p1NURkvvROar777jtMnToVqampxoiHiCRQQ1sszKSGiMyY3ttPP//8M27dugUPDw9UqlQJSqUyz+McaklkfqrpZkCxWJiIzJfeSU337t2NEAYRSak6t5+IyALondR8/fXXxoiDiCRU1V2T1DxJycCT5HS42qskjoiISH9619QQkeWxtVLA28UGALegiMh8MakhIgBAdXd2FiYi88akhogAAJXc7AAAUXE82UhE5olJDREBALycNdtP9+OfSRwJEVHRMKkhIgCAV5mcpOYpkxoiMk96n37Kzs7GypUrXzrQ8uDBgwYLjohKDldqiMjc6Z3UfPzxx1i5ciW6dOmCunXrcqAlkYWokLNS8zg5A2mZ2bBWyiWOiIhIP3onNevWrcOGDRvw5ptvGiMeIpKIk40SdlZypGRk4378M/iWtZc6JCIivehdU2NlZYWqVasaIxYikpAgCKyrISKzpndS88knn2DOnDkQRdEY8RCRhFhXQ0TmTO/tp2PHjuHQoUPYtWsX6tSp88JAyy1bthgsOCIqWVypISJzpndS4+zsjB49ehgjFiKSmCdXaojIjOmd1KxYscIYcRCRCdBtP3GlhojMEJvvEZGO9lg3V2qIyBwVKanZtGkT+vTpg2bNmqFhw4Z5bsa2YMECVKpUCdbW1mjatClOnTpl9J9JVFp4OdsCAB4mpiErW/2KZxMRmRa9k5q5c+ciKCgIHh4eCAsLQ5MmTeDq6orbt2+jc+fOxohRZ/369ZgwYQK+/vprnD17FvXr10enTp0QGxtr1J9LVFq4O6iglAvIVot4mJgmdThERHrRO6n59ddfsXjxYsybNw9WVlaYOHEi9u3bh7FjxyIhIcEYMerMnj0b77//PoKCglC7dm0sWrQItra2WL58uVF/LlFpIZMJKO/EuhoiMk96JzWRkZFo3rw5AMDGxgZJSUkAgIEDB2Lt2rWGje45GRkZCA0NRfv27XX3yWQytG/fHsHBwfl+T3p6OhITE/PciKhg7FVDROZK76SmXLlyiIuLAwD4+Pjg5MmTAICIiAijNuR7/PgxsrOz4eHhked+Dw8PPHz4MN/vmT59OpycnHQ3b29vo8VHZCm0vWoeMKkhIjOjd1LTtm1b/P333wCAoKAgjB8/Hh06dEDfvn1Nrn/N5MmTkZCQoLtFRUVJHRKRyeNKDRGZK7371CxevBhqteZUxKhRo+Dq6ooTJ06ga9eu+PDDDw0eoJabmxvkcjliYmLy3B8TE4Ny5crl+z0qlQoqlcpoMRFZIu1KzT3W1BCRmdE7qZHJZJDJchd4+vXrh379+hk0qPxYWVmhUaNGOHDgALp37w4AUKvVOHDgAEaPHm30n09UWlTgSg0Rmaki9an5999/8d577yEwMBD3798HAPz+++84duyYQYP7rwkTJmDJkiVYtWoVrly5ghEjRiAlJQVBQUFG/blEpcnzNTUcXEtE5kTvpGbz5s3o1KkTbGxsEBYWhvT0dABAQkICfvjhB4MH+Ly+ffvip59+wtSpU9GgQQOEh4dj9+7dLxQPE1HRlXeygSAAaZlqPEnJkDocIqJC0zupmTZtGhYtWoQlS5bkmdDdokULnD171qDB5Wf06NG4e/cu0tPTERISgqZNmxr9ZxKVJlYKGdwdNLVo7FVDROZE76Tm2rVreO21116438nJCfHx8YaIiYgkxhNQRGSOitSn5ubNmy/cf+zYMVSpUsUgQRGRtLzKaGZAcaWGiMyJ3knN+++/j48//hghISEQBAEPHjzAmjVr8Omnn2LEiBHGiJGIShhXaojIHOl9pHvSpElQq9Vo164dUlNT8dprr0GlUuHTTz/FmDFjjBEjEZUw9qohInOkd1IjCAKmTJmCzz77DDdv3kRycjJq164Ne3t7Y8RHRBJgrxoiMkd6JzVaVlZWqF27tiFjISIToV2puf80VeJIiIgKr9BJzdChQwv1vOXLlxc5GCIyDdqamsS0LCSlZcLBWvmK7yAikl6hk5qVK1eiYsWK8Pf3Z5dRIgtnp1LA2VaJ+NRM3I9/hprlmNQQkekrdFIzYsQIrF27FhEREQgKCsJ7770HFxcXY8ZGRBIq52iN+NRMxCamo2b+M2OJiExKoY90L1iwANHR0Zg4cSK2b98Ob29v9OnTB3v27OHKDZEFcrbVrM7EP8uUOBIiosLRq0+NSqVC//79sW/fPly+fBl16tTByJEjUalSJSQnJxsrRiKSgLONFQAgIZXzn4jIPBRpSjcAyGQyCIIAURSRnZ1tyJiIyASUsdOs1DxN5UoNEZkHvZKa9PR0rF27Fh06dED16tVx4cIFzJ8/H5GRkexTQ2RhnHJWauKZ1BCRmSh0ofDIkSOxbt06eHt7Y+jQoVi7di3c3NyMGRsRSUhXU8PtJyIyE4VOahYtWgQfHx9UqVIFR44cwZEjR/J93pYtWwwWHBFJpwwLhYnIzBQ6qRk0aBAEQTBmLERkQnK3n7hSQ0TmQa/me0RUeuhWalhTQ0Rmosinn4jIsjnb5qzUcPuJiMwEkxoiytfzhcJqNRtsEpHpY1JDRPlystEkNWoRSErPkjgaIqJXY1JDRPmyVspho5QDABJYV0NEZoBJDRG9lHYL6ilPQBGRGWBSQ0QvxWJhIjInTGqI6KWcbdhVmIjMB5MaInop7VBL9qohInPApIaIXopDLYnInDCpIaKX0vWqecbtJyIyfUxqiOilOCqBiMwJkxoieilnDrUkIjPCpIaIXspJ16eGKzVEZPqY1BDRS5XJ6VOTwD41RGQGmNQQ0Us9P9SSiMjUMakhopfSJjUJzzI5qZuITB6TGiJ6qTyTutM4qZuITBuTGiJ6KZVCDlsrzaRu9qohIlPHpIaICqQtFuYJKCIydUxqiKhAThxqSURmgkkNERXImV2FichMMKkhogJpt5+4UkNEpo5JDREVyEk31JIrNURk2pjUEFGBONSSiMwFkxoiKhCHWhKRuWBSQ0QF4vYTEZkLJjVEVCD2qSEic8GkhogKpJv/xO0nIjJxTGqIqEDOOc33uFJDRKaOSQ0RFcg5Z/spMS0T2ZzUTUQmjEkNERVIOyZBFIGkNK7WEJHpYlJDRAWyUshgr1IA4BYUEZk2JjVE9EocaklE5oBJDRG9kjN71RCRGWBSQ0SvxKGWRGQOmNQQ0Ss5cf4TEZkBJjVE9ErsVUNE5oBJDRG9knb7iV2FiciUMakholdioTARmQMmNUT0Ss4caklEZoBJDRG9kramhttPRGTKmNQQ0Stx+4mIzAGTGiJ6Jd32UwpXaojIdDGpIaJX0q7UJKZlcVI3EZksJjVE9EpONkrIBM3/JqdlSR0OEVG+FFIHQESmTymX4cb3b0IuE6QOhYjopbhSQ0SFwoSGiEyd2SQ133//PZo3bw5bW1s4OztLHQ4RERGZGLNJajIyMtC7d2+MGDFC6lCIiIjIBJlNTc0333wDAFi5cqW0gRAREZFJMpukpijS09ORnp6u+zoxMVHCaIiIiMiYzGb7qSimT58OJycn3c3b21vqkIiIiMhIJE1qJk2aBEEQCrxdvXq1yK8/efJkJCQk6G5RUVEGjJ6IiIhMiaTbT5988gmGDBlS4HOqVKlS5NdXqVRQqVRF/n4iIiIyH5ImNWXLlkXZsmWlDIGIiIgshNkUCkdGRiIuLg6RkZHIzs5GeHg4AKBq1aqwt7eXNjgiIiKSnNkkNVOnTsWqVat0X/v7+wMADh06hDZt2kgUFREREZkKQRTFUjNyNzExEU5OTkhISICjo6PU4RAREVEhFPbfb4s+0k1ERESlB5MaIiIisghmU1NjCNqdNnYWJiIiMh/af7dfVTFTqpKapKQkAGBnYSIiIjOUlJQEJyenlz5eqgqF1Wo1Hjx4AAcHBwiCYLDXTUxMhLe3N6KioliAXAi8Xvrh9dIPr1fh8Vrph9dLP4a8XqIoIikpCZ6enpDJXl45U6pWamQyGSpUqGC013d0dORfdD3weumH10s/vF6Fx2ulH14v/RjqehW0QqPFQmEiIiKyCExqiIiIyCIwqTEAlUqFr7/+msMzC4nXSz+8Xvrh9So8Xiv98HrpR4rrVaoKhYmIiMhycaWGiIiILAKTGiIiIrIITGqIiIjIIjCpISIiIovApMYAFixYgEqVKsHa2hpNmzbFqVOnpA5JctOnT0fjxo3h4OAAd3d3dO/eHdeuXcvznLS0NIwaNQqurq6wt7fHO++8g5iYGIkiNi0zZsyAIAgYN26c7j5er7zu37+P9957D66urrCxsYGfnx/OnDmje1wURUydOhXly5eHjY0N2rdvjxs3bkgYsXSys7Px1VdfoXLlyrCxsYGvry++++67PHN0SvP1Onr0KN5++214enpCEARs27Ytz+OFuTZxcXEYMGAAHB0d4ezsjGHDhiE5ObkE/xQlo6BrlZmZic8//xx+fn6ws7ODp6cnBg0ahAcPHuR5DWNeKyY1xbR+/XpMmDABX3/9Nc6ePYv69eujU6dOiI2NlTo0SR05cgSjRo3CyZMnsW/fPmRmZqJjx45ISUnRPWf8+PHYvn07Nm7ciCNHjuDBgwfo2bOnhFGbhtOnT+O3335DvXr18tzP65Xr6dOnaNGiBZRKJXbt2oXLly/j559/RpkyZXTPmTVrFubOnYtFixYhJCQEdnZ26NSpE9LS0iSMXBozZ87EwoULMX/+fFy5cgUzZ87ErFmzMG/ePN1zSvP1SklJQf369bFgwYJ8Hy/MtRkwYAAuXbqEffv2YceOHTh69Cg++OCDkvojlJiCrlVqairOnj2Lr776CmfPnsWWLVtw7do1dO3aNc/zjHqtRCqWJk2aiKNGjdJ9nZ2dLXp6eorTp0+XMCrTExsbKwIQjxw5IoqiKMbHx4tKpVLcuHGj7jlXrlwRAYjBwcFShSm5pKQksVq1auK+ffvE1q1bix9//LEoirxe//X555+LLVu2fOnjarVaLFeunPjjjz/q7ouPjxdVKpW4du3akgjRpHTp0kUcOnRonvt69uwpDhgwQBRFXq/nARC3bt2q+7ow1+by5csiAPH06dO65+zatUsUBEG8f/9+icVe0v57rfJz6tQpEYB49+5dURSNf624UlMMGRkZCA0NRfv27XX3yWQytG/fHsHBwRJGZnoSEhIAAC4uLgCA0NBQZGZm5rl2NWvWhI+PT6m+dqNGjUKXLl3yXBeA1+u//v77bwQEBKB3795wd3eHv78/lixZons8IiICDx8+zHO9nJyc0LRp01J5vZo3b44DBw7g+vXrAIBz587h2LFj6Ny5MwBer4IU5toEBwfD2dkZAQEBuue0b98eMpkMISEhJR6zKUlISIAgCHB2dgZg/GtVqgZaGtrjx4+RnZ0NDw+PPPd7eHjg6tWrEkVletRqNcaNG4cWLVqgbt26AICHDx/CyspK9xddy8PDAw8fPpQgSumtW7cOZ8+exenTp194jNcrr9u3b2PhwoWYMGECvvjiC5w+fRpjx46FlZUVBg8erLsm+b03S+P1mjRpEhITE1GzZk3I5XJkZ2fj+++/x4ABAwCA16sAhbk2Dx8+hLu7e57HFQoFXFxcSvX1S0tLw+eff47+/fvrBloa+1oxqSGjGzVqFC5evIhjx45JHYrJioqKwscff4x9+/bB2tpa6nBMnlqtRkBAAH744QcAgL+/Py5evIhFixZh8ODBEkdnejZs2IA1a9bgzz//RJ06dRAeHo5x48bB09OT14uMIjMzE3369IEoili4cGGJ/VxuPxWDm5sb5HL5CydQYmJiUK5cOYmiMi2jR4/Gjh07cOjQIVSoUEF3f7ly5ZCRkYH4+Pg8zy+t1y40NBSxsbFo2LAhFAoFFAoFjhw5grlz50KhUMDDw4PX6znly5dH7dq189xXq1YtREZGAoDumvC9qfHZZ59h0qRJ6NevH/z8/DBw4ECMHz8e06dPB8DrVZDCXJty5cq9cDgkKysLcXFxpfL6aROau3fvYt++fbpVGsD414pJTTFYWVmhUaNGOHDggO4+tVqNAwcOIDAwUMLIpCeKIkaPHo2tW7fi4MGDqFy5cp7HGzVqBKVSmefaXbt2DZGRkaXy2rVr1w4XLlxAeHi47hYQEIABAwbo/pvXK1eLFi1eaBFw/fp1VKxYEQBQuXJllCtXLs/1SkxMREhISKm8XqmpqZDJ8v66l8vlUKvVAHi9ClKYaxMYGIj4+HiEhobqnnPw4EGo1Wo0bdq0xGOWkjahuXHjBvbv3w9XV9c8jxv9WhW71LiUW7dunahSqcSVK1eKly9fFj/44APR2dlZfPjwodShSWrEiBGik5OTePjwYTE6Olp3S01N1T3no48+En18fMSDBw+KZ86cEQMDA8XAwEAJozYtz59+EkVer+edOnVKVCgU4vfffy/euHFDXLNmjWhrayv+8ccfuufMmDFDdHZ2Fv/66y/x/PnzYrdu3cTKlSuLz549kzByaQwePFj08vISd+zYIUZERIhbtmwR3dzcxIkTJ+qeU5qvV1JSkhgWFiaGhYWJAMTZs2eLYWFhuhM7hbk2b7zxhujv7y+GhISIx44dE6tVqyb2799fqj+S0RR0rTIyMsSuXbuKFSpUEMPDw/P87k9PT9e9hjGvFZMaA5g3b57o4+MjWllZiU2aNBFPnjwpdUiSA5DvbcWKFbrnPHv2TBw5cqRYpkwZ0dbWVuzRo4cYHR0tXdAm5r9JDa9XXtu3bxfr1q0rqlQqsWbNmuLixYvzPK5Wq8WvvvpK9PDwEFUqldiuXTvx2rVrEkUrrcTERPHjjz8WfXx8RGtra7FKlSrilClT8vxDU5qv16FDh/L9fTV48GBRFAt3bZ48eSL2799ftLe3Fx0dHcWgoCAxKSlJgj+NcRV0rSIiIl76u//QoUO61zDmtRJE8bmWkkRERERmijU1REREZBGY1BAREZFFYFJDREREFoFJDREREVkEJjVERERkEZjUEBERkUVgUkNEREQWgUkNERERWQQmNURkNoYMGYLu3btLHQYRmSiF1AEQEQGAIAgFPv71119jzpw5YBN0InoZJjVEZBKio6N1/71+/XpMnTo1zyRue3t72NvbSxEaEZkJbj8RkUkoV66c7ubk5ARBEPLcZ29v/8L2U5s2bTBmzBiMGzcOZcqUgYeHB5YsWYKUlBQEBQXBwcEBVatWxa5du/L8rIsXL6Jz586wt7eHh4cHBg4ciMePH5fwn5iIDI1JDRGZtVWrVsHNzQ2nTp3CmDFjMGLECPTu3RvNmzfH2bNn0bFjRwwcOBCpqakAgPj4eLRt2xb+/v44c+YMdu/ejZiYGPTp00fiPwkRFReTGiIya/Xr18eXX36JatWqYfLkybC2toabmxvef/99VKtWDVOnTsWTJ09w/vx5AMD8+fPh7++PH374ATVr1oS/vz+WL1+OQ4cO4fr16xL/aYioOFhTQ0RmrV69err/lsvlcHV1hZ+fn+4+Dw8PAEBsbCwA4Ny5czh06FC+9Tm3bt1C9erVjRwxERkLkxoiMmtKpTLP14Ig5LlPe6pKrVYDAJKTk/H2229j5syZL7xW+fLljRgpERkbkxoiKlUaNmyIzZs3o1KlSlAo+CuQyJKwpoaISpVRo0YhLi4O/fv3x+nTp3Hr1i3s2bMHQUFByM7Oljo8IioGJjVEVKp4enri+PHjyM7ORseOHeHn54dx48bB2dkZMhl/JRKZM0Fke04iIiKyAPxYQkRERBaBSQ0RERFZBCY1REREZBGY1BAREZFFYFJDREREFoFJDREREVkEJjVERERkEZjUEBERkUVgUkNEREQWgUkNERERWQQmNURERGQR/h+BdSiRJJ7QKAAAAABJRU5ErkJggg==", "text/plain": [ - "
    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -676,7 +726,14 @@ "cell_type": "code", "execution_count": 9, "id": "603ae6e5", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.826424Z", + "iopub.status.busy": "2024-07-11T15:34:02.826181Z", + "iopub.status.idle": "2024-07-11T15:34:02.829695Z", + "shell.execute_reply": "2024-07-11T15:34:02.829265Z" + } + }, "outputs": [ { "data": { @@ -697,7 +754,14 @@ "cell_type": "code", "execution_count": 10, "id": "567440dd", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.830992Z", + "iopub.status.busy": "2024-07-11T15:34:02.830825Z", + "iopub.status.idle": "2024-07-11T15:34:02.834069Z", + "shell.execute_reply": "2024-07-11T15:34:02.833623Z" + } + }, "outputs": [ { "data": { @@ -726,7 +790,14 @@ "cell_type": "code", "execution_count": 11, "id": "adfbe431", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:02.835418Z", + "iopub.status.busy": "2024-07-11T15:34:02.835248Z", + "iopub.status.idle": "2024-07-11T15:34:03.072702Z", + "shell.execute_reply": "2024-07-11T15:34:03.072124Z" + } + }, "outputs": [], "source": [ "import HARK.models.perfect_foresight_normalized as pfn\n", @@ -738,12 +809,19 @@ "cell_type": "code", "execution_count": 12, "id": "5a0c394b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.074937Z", + "iopub.status.busy": "2024-07-11T15:34:03.074443Z", + "iopub.status.idle": "2024-07-11T15:34:03.078102Z", + "shell.execute_reply": "2024-07-11T15:34:03.077454Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "DBlock(name='', description='', shocks={'live': }, dynamics={'p': at 0x77ecbd89c4c0>, 'r_eff': at 0x77ecbd89c550>, 'b_nrm': at 0x77ecbd89c5e0>, 'm_nrm': at 0x77ecbd89c670>, 'c_nrm': , 'a_nrm': at 0x77ecbd89c790>}, reward={'u': at 0x77ecbd89cc10>})" + "DBlock(name='', description='', shocks={'live': }, dynamics={'p': at 0x7f39a5da56c0>, 'r_eff': at 0x7f39a2a97740>, 'b_nrm': at 0x7f39a2a977e0>, 'm_nrm': at 0x7f39a2a97880>, 'c_nrm': , 'a_nrm': at 0x7f39a2a97920>}, reward={'u': at 0x7f39a2a979c0>})" ] }, "execution_count": 12, @@ -759,7 +837,14 @@ "cell_type": "code", "execution_count": 13, "id": "e9d068bd", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.079667Z", + "iopub.status.busy": "2024-07-11T15:34:03.079431Z", + "iopub.status.idle": "2024-07-11T15:34:03.082510Z", + "shell.execute_reply": "2024-07-11T15:34:03.082064Z" + } + }, "outputs": [], "source": [ "pfn_simulator = AgentTypeMonteCarloSimulator(\n", @@ -780,7 +865,14 @@ "cell_type": "code", "execution_count": 14, "id": "36ba1dda", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.083966Z", + "iopub.status.busy": "2024-07-11T15:34:03.083724Z", + "iopub.status.idle": "2024-07-11T15:34:03.086235Z", + "shell.execute_reply": "2024-07-11T15:34:03.085768Z" + } + }, "outputs": [], "source": [ "pfn_simulator.read_shocks = True\n", @@ -793,7 +885,14 @@ "cell_type": "code", "execution_count": 15, "id": "bc84d3e5", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.087683Z", + "iopub.status.busy": "2024-07-11T15:34:03.087445Z", + "iopub.status.idle": "2024-07-11T15:34:03.089960Z", + "shell.execute_reply": "2024-07-11T15:34:03.089470Z" + } + }, "outputs": [], "source": [ "pfn_simulator.newborn_init_history[\"a_nrm\"] = PFexample.newborn_init_history[\"aNrm\"]\n", @@ -805,7 +904,14 @@ "cell_type": "code", "execution_count": 16, "id": "65df3a7f", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.091464Z", + "iopub.status.busy": "2024-07-11T15:34:03.091231Z", + "iopub.status.idle": "2024-07-11T15:34:03.113213Z", + "shell.execute_reply": "2024-07-11T15:34:03.112766Z" + } + }, "outputs": [ { "data": { @@ -1667,18 +1773,23 @@ "cell_type": "code", "execution_count": 17, "id": "9e2c7ad0", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.114760Z", + "iopub.status.busy": "2024-07-11T15:34:03.114523Z", + "iopub.status.idle": "2024-07-11T15:34:03.186167Z", + "shell.execute_reply": "2024-07-11T15:34:03.185672Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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hEYsQ5GGn2dV9++Uk7qlDRDVWutpsJ1PtzN6zkRdc7KyQmiXH8egHQoVGVIbOe3UNGTLEAGFQTQ0Nr4OvD0TjyK0HuJ8lh6dj2R3b1fN76rrbwVoqQft6bvBztkFiRh4OXE/VVICIiKpD3bVZJhXDSiLW/Pfzzf3w26m7+CciAd0aegoZIhGAaiQ+CxcuNEQcVEPBng5oEeCCi/Hp2HoxES93qVfmfvX8ngZeDgAAsViEweF18N2h2/gnIoGJDxHViLprs31xtUdtaKs6+O3UXey6koxPhhTC3rpae2MT6Y3OQ11kuoaph7vKmbejnt/TwMtRc5t6eOzQjVRuYUFENaKu+Kjn96iFB7ignoc9HhcUYdeVZCFCIypD58RHLBZDIpFUeJBwnm/hB6lYhMsJGYhOLbt8NLp4qKuBt4PmtobejmhWxwkFRUpsZZMxIqoBTcXHuuznQOk5iJsiuFUOCU/nxOeff/7Bpk2bNMeGDRswd+5c+Pr6YtWqVYaIkbTkZi9Dj0aqMfRNF0qqPkqlEjeLE6EQT4cyjxkW7g8A2Mi9u4ioBiqq+AAl1eUTtx8iKeOxUeMiepLOg62DBw9+6rYRI0agadOm2LBhAyZPnqyXwKh6hob7Y19UKv6JSMDsvo0gEYvwMCcf6bkFEImeTnwGt/TDZzuicOleBm6lZKGBt2MFz0xEVLHc/PIrPgAQ4GaHdkFuOBObhs0RiXi9R4ixwyPS0Nscnw4dOmD//v36ejqqpmcaq7awSMrIw8nbqi0s1Cu6AlztYPvExEN3B2v0aKRqMvY3qz5EVE058oorPkBJo9VNF+5xCwsSlF4Sn8ePH2PFihWoU6eOPp6OasDGSoJBxRuXqoevop9Y0fWkEa3ZZIyIakZT8ZGVP9dzQJgvZFIxbqVm40pCpjFDIypD58TH1dUVbm5umsPV1RWOjo5YvXo1vvjiC0PESDoa3ko1b2fXlWRkyws1K7rqe5ef+PQM9YKzrRVSMtlkjIiqR1PxqWC5urOtFfo28QbAOYUkLJ3n+Pzf//1fmZ/FYjE8PT3Rvn17uLq66isuqoGWAS4I9rTHnfs52HE5STPUVXope2nWUgkGtVA1Gdt44R6bjBGRzqqq+ADAiNb+2HYpCf9GJuC9ZxtDJmVHFTI+nROfCRMmGCIO0iORSIThrfzxxe4b+Pv8PcQ8yAFQ8VAXAAxv7Y/fTt3F7qvJyMorgKONlbHCJSILkJNfsjN7Rbo28IS3kzVSMuU4cD0V/Zv5GCs8Io1qpdvp6en46quvMGXKFEyZMgXLli1DRkaGvmOjGhjWqg5EIuBMTBruZ8kBACGVJD4t/J0R7GmPvAIFdl5mkzEi0k2uvGRn9opIxCIMLW6h8fd5DneRMHROfM6dO4eQkBAsW7YMaWlpSEtLw9KlSxESEoILFy4YIkaqBl9nW3Sp76H5uY6LLRwqaRWvrhIBfEMiIt2pKz62lVR8gJLFFAdvpGq+lBEZk86Jz8yZMzFo0CDExsZqmhjGxMTgueeew4wZMwwQIlWXOpEBgPqVVHvUhrWqA7EIOBObhtji4TEiIm3kFjcwrGyODwDU93JEiwAXFCmU+Dfy6e11iAytWhWfd999F1JpSVYvlUoxZ84cnDt3Tq/BUc30a+qjqfJUNr9HzdfZFl0aqCY2s+pDRLrIkVc9x0dtROuS6jJ7+pCx6Zz4ODk5IS4u7qnb4+Pj4ejIrr+mxFYmwQvtAgAAnRt4VHG2ysjWJVtYsKcPEWlLU/GpZI6P2qDmfpBJxLienIWriezpQ8alc+IzevRoTJ48GRs2bEB8fDzi4+Oxfv16TJkyBS+88IIhYqQamDugMY692xM9i7szV6VPE29N52f29CEibWmzqkvN2c4KfZqqevqwukzGpnPi8+WXX2LYsGEYP348goKCEBQUhIkTJ2LEiBFYvHixIWKkGpCIRfB3tdP6fBsrCQa3VE0+/ItvSESkpcc6VHwAYETxHMR/IxOQX6gwWFxET9I58ZHJZFi+fDkePXqEyMhIREZGIi0tDcuWLYO1tbUhYiQjG9VGNTy2+2oyMnILBI6GiMyBunOzvRYVHwDo2sADXo7WeJRbgP1RKYYMjaiMarfNtLOzQ1hYGOrWrYs9e/YgKipKn3GRgJrVcUKojyPyCxXYcilR6HCIyMQVKZR4XKDepFS7io9UIsbw4jmFG87FGyw2oifpnPiMGjUKK1euBKDanLRNmzYYNWoUmjdvjo0bN+o9QDI+kUhUsuqCb0hEVAV10gMA9pX0C3uSurp85OZ9JGU81ntcROXROfE5cuQIunbtCgD4559/oFQqkZ6ejhUrVuCTTz7Re4AkjKHhdSAVi3DxXgZuJGcJHQ4RmbDc4qXsYhFgrcP+W/U87NEuyA0KJbCRcwrJSHROfDIyMuDm5gYA2LVrF4YPHw47OzsMHDgQt27d0nuAJAx3B2v0ClWtBPuLVR8iqkROfsn8HpFIpNNjR7VVVX3+PHcPCrbQICPQOfEJCAjAyZMnkZOTg127dqFv374AgEePHsHGxkbvAZJwRhe/IW2K4KoLIqqYpnmhliu6Sns2TNVoNS4tF2di0/QdGtFTdE58ZsyYgbFjx8Lf3x++vr7o0aMHANUQWFhYmL7jIwF1b+gJL0drpOXkYx9XXRBRBXLzdVvRVZqdTIrnW/gCAP48y+oyGZ7Oic8bb7yBkydPYvXq1Th+/DjEYtVTBAcHG3SOz6effopOnTrBzs4OLi4u5Z4TFxeHgQMHws7ODl5eXnjnnXdQWFhosJgsnVQixsg2qknO6/mGREQV0DQvrEbFBwBGFk9y3nElCZl5bKFBhlWt5ext2rTBwIEDkZCQoEksBg4ciM6dO+s1uNLy8/MxcuRIvP766+XeX1RUhIEDByI/Px8nTpzAL7/8grVr12LBggUGi6k2UK+6OHrrPhLSueqCiJ6WK1cvZde94gMA4QEuaODlgLwCBbZeZAsNMiydE5/c3FxMnjwZdnZ2aNq0qWbfrmnTpuHzzz/Xe4BqH374IWbOnFnhcNqePXtw7do1/O9//0PLli0xYMAAfPzxx/jmm2+Qn59vsLgsXV13e3QMdodSyUnORFQ+dcWnqp3ZKyISiTRfsjjcRYamc+Izb948XLx4EYcOHSozmbl3797YsGGDXoPTxcmTJxEWFgZvb2/Nbf369UNmZiauXr1a4ePkcjkyMzPLHFTWmOKNTv86x41LiehpuZrJzdWr+ADA0FZ1YCVRtdC4xo1LyYB0Tnw2b96MlStXokuXLmWWLTZt2hS3b9/Wa3C6SE5OLpP0AND8nJycXOHjFi1aBGdnZ80REBBg0DjNUb+mPnC2tUJC+mNuXEpETylZzl69ig8AeDhYo08T1Xv2+rNxeomLqDw6Jz7379+Hl9fTO33n5OTo3L9h7ty5EIlElR7Xr1/XNUSdzJs3DxkZGZojPp5l1ifZWEkwNFy1cekGlqGJ6Am5OuzMXpkxbQMBAP9EJGg2PSXSN53/Stu0aYPt27dj2rRpAKBJdn766Sd07NhRp+eaPXs2Jk6cWOk5wcHBWj2Xj48Pzpw5U+a2lJQUzX0Vsba25uaqWhjVJgBrT8Riz7VkPMyWw92B14yIVDQblFZzVZdal/oe8He1xb1Hj7HjcpJmLy8ifdI58fnss88wYMAAXLt2DYWFhVi+fDmuXbuGEydO4PDhwzo9l6enJzw9PXUNoVwdO3bEp59+itTUVE1Fau/evXByckKTJk308jtqsyZ+Tmju74xL9zKw6UICXummXUJKRJZPXxUfsViE0W0C8NXem9hwNp6JDxmEzkNdXbp0wcWLF1FYWIiwsDDs2bMHXl5eOHnyJFq3bm2IGAGoevRERkYiLi4ORUVFiIyMRGRkJLKzswEAffv2RZMmTTBu3DhcvHgRu3fvxvvvv4+pU6eyoqMn6jL0urNxUCo5yZmIVNRzfLTdmb0yI9sEQCwCzsSmITo1u8bPR/QknRKfgoICvPzyyxCJRPjxxx9x5swZzRJyQ3dtXrBgAcLDw7Fw4UJkZ2cjPDwc4eHhOHfuHABAIpFg27ZtkEgk6NixI1566SWMHz8eH330kUHjqk0GtfSDvUyCO/dzcDqGreWJSEW9qqs6nZuf5ONso9kncAMnOVsEU9vySKfEx8rKChs3bjRULJVau3YtlErlU4d6ywwAqFu3Lnbs2IHc3Fzcv38fX375JaTSmr8QScXBWopBLVWTnNed4RsSEamot6yobufmJ6mryxsvJEBeyEnO5mzWn5HosGg/4h7mCh2Khs5DXUOGDMHmzZsNEAqZgxfbqd6Qdl5OxqMcNoYkoprt1VWeHo084e2k2idw7zXuE2jOzsSkIS0nH7+ejBU6FA2d/0obNGiAjz76CMePH0fr1q1hb29f5v7p06frLTgyPWH+zmhWxwlXEjKx8cI9TOnKSc5EtZ1mry49zPEBVPsEjmoTgK8PRGPdmTg819xPL89LxpdXoBrm+vvCPbzdrxFsrPTzN1ITOic+P//8M1xcXHD+/HmcP3++zH0ikYiJTy3wYru6eO+fy/jjTBwmd6mnc/8mIrIsuZrl7PqbWjCmXSC+ORiN49EPced+NoI9HfT23GQ88gLV30Z6bgF2XUnGkOKecELSeagrJiamwuPOnTuGiJFMzKCWfrArnuR8hpOciWo9fVd8AKCOiy16NFJNcuacQvMlLzWx+ffTdwWMpES1dmen2s3BWorBLVWl5z/4hkRUqymVypI5Pnqs+ADA2PaqOYV/nb+HvAJOcjY3RQol8otKEp+zsY9wMyVLwIhUmPhQtbzYri4A1STnNE5yJqq15IUKzebF+qz4AECPRl7wc7bRDJOQeSm9Iq9rAw8AwB+nhf+yzMSHqkU9yTm/SIG/z3P/LiJzoVQq8cPh2zh0I1Uvz5dbak+tmnZufpJELMKY4pWkpjJMQtqTF5RUeyZ1DgIAbLpwT/B92Jj4ULW91F5V9fn9dBwUCnZyJjIHN1KysGjndbzx+wVk5RXU+PlyipsX2liJIRHrf6HD6LYBkIhFOBv7CDeShR8mIe3lFVd8rCQi9GjoBX9XW2TmFWLbpURB49I58YmLK3+7AqVSibg44UtYZDyDWvrB0UaKuw9zcSz6gdDhEJEWMh+rEpXc/CL8E5FQ4+fTdw+fJ3k72aB3Y9Uk5z9Y9TEr6qXsNlIJxGIRXiiu3gk9N1TnxKdevXq4f//+U7enpaWhXr16egmKzIOdTIrhrVSbCP7vFN+QiMxB6XkXv528W+N99zQruvTUtbk8Y4ury5siEjQbopLpU09It7ZSpRoj2/hDKhYhIi5d0EnOOic+SqWy3L4t2dnZsLGx0UtQZD7Uqy72RaUgKeOxwNEQUVVK75t0KzW7xi0pND18DFTxAYAu9T0Q6GaHrLxCbL1Y82GSmylZ+PNcPIfoDUy9lN1aqkqKvRxt8MFzTfD3fzqigZdwfZm0/kudNWsWAFWTwg8++AB2dnaa+4qKinD69Gm0bNlS7wGSaWvg7Yj29dxwOiYN687EY1afhkKHRESVeHLDyN9O3UX7YPdqP58hevg8SSwW4cX2gfh853X8evIuRrUJqFHj1Pf/uYIzsWkQQbUbPBmGuuJjY1VSY5nQKUigaEpoXfGJiIhAREQElEolLl++rPk5IiIC169fR4sWLbB27VoDhkqmamwHVRl6/Zk4FBSZ1i68RFSW+lu4p6M1AGD31WTcz5JX+/nUQ0/67uHzpFFtAiCTinE1MROR8ek1eq47D3IAqJI+MpySxEf4bSpK0/ov9eDBgwCASZMmYfny5XBycjJYUGRe+jf1gYeDDKlZcuyPSkH/Zr5Ch0REFVBXfMLqOCMtJx+R8en481w8pvasX63nyyke6jJkxQcA3OxleK65LzZdSMBvJ+8iPNC1Ws+TX6jAg2xVonfpXgYi49PRMsBFj5GSWslQl2ktINc5mjVr1sDJyQnR0dHYvXs3Hj9Wzeuo6QQ5Ml8yqWpDQQD43ymu7CMyZfLiqqxMIsa44mrtH6fjNE0IdaWp+Bhwjo+aOt5tl5Kq3Tg1JTOvzM+mtGu4pTHVio/OiU9aWhqeeeYZNGzYEM8++yySkpIAAJMnT8bs2bP1HiCZhxfbB0IkAo5FP8Dt+9lCh0NEFZCXWmkzsLkvXOyskJD+GAevV6+hoabiY8BVXWotA1wQVscZ+UUK/Hmueo1TkzJUiY+suApRkySKKqduYGj2ic+MGTNgZWWFuLi4MhOcR48ejV27duk1ODIf/q52eCbUG4BqiSwRmab8UhUfGyuJplr7azXnu+RqJjcbvuIjEok0VZ/fT9+tVpVKvfo0PMBF1X2+sPpJFFVO3TrB7Ie69uzZg8WLF8Pf37/M7Q0aNMDdu/zAq80mdFK9IW08fw/ZcvbaIDJF6jk+6orH2OJq7ZGb9xFTPOlXF+oGhoae46P2fAs/ONtaIT7tMQ7f1L1Kpa74+LnYYnyHIACqPmTVHeqjiuVZSsUnJyenTKVHLS0tDdbW1noJisxT5xAPBHvYI0teqJeOsESkf0/2Vqnrbo+ejVSdkatTrTV05+Yn2cokGNla9cW7OvEmFyc+Ps42miTq3qPqJVFUufKWs5sCnaPp2rUrfv31V83PIpEICoUCS5YsQc+ePfUaHJkXsViEcR1VVZ/fTsZywjuRCXqy4gMA44tft3+dj9fsvaUt9fnGmOOjpm6hcejmfdx9qFuVSj3U5edsUyaJ+pVD9HqXpxnqMvOKz5IlS7Bq1SoMGDAA+fn5mDNnDpo1a4YjR45g8eLFhoiRzMjw1v6wk0lwMyUbp+7UrCMsEelfeYlPtwaeCHJXdUbeHKlbtdbYFR8AqOdhj24NPaFU6l71SdJUfGwBlCRRh2/eR2w1hvqoYurJzdbmXvFp1qwZbt68iS5dumDw4MHIycnBsGHDEBERgZCQEEPESGbEycYKQ8PrAOAyUSJTVN6EU1W1NggA8MsJ3aq1xujcXJ6JxXMK/zwXr9P+XerEx9dZtcVSPQ97dC9Oolj10S91xcfG3Cs+Bw8ehLOzM+bPn48///wTO3bswCeffAJfX1988803hoiRzMz44jfQPde4fxeRqcmvoKnciNb+sLXSvVqr2avLwJ2bn9SjoRfqutshM0/7OYWlmxeqEx8AmNg5CADw1zndh/qoYnmWUvEZNmwYzp8//9Tty5cvx7x58/QSFJm3Rj6O6BDshiKFEr+zoSGRSdEsZ38i8XG2tcLQVrpXa4Wq+IjFJUvbta1SpWTmQalULeV3s5dpbu/ewBP1ihdmbOLCDL1RT6Q3+4rPF198gQEDBuD69eua27766issWLAA27dv12twZL4mFFd91p2J08zsJyLhaeZdlNNbRT3Jec+1FCSma1et1czxMXLFB1BtMKquUp2887DK85MzS1Z0ld7ktDpJFFXNYjo3T5kyBW+//TZ69+6N2NhYLF68GB999BF27NiBrl27GiJGMkN9mnjDz9kGD3Pyse1SktDhEFGxiio+ABDq44T29Yqrtae1m++iWdVl5IoPoKpSDSuuUv1yIrbK89XJXOlhLrURbfxhL5MgOjUbx6OrTqKoahaznB0A5syZg7Fjx6JNmzb4/PPPsXv3bnTu3FnfsZEZk0rEmsmSa47H8BsUkYlQDz/IJOUnKhM7BQFQ7d9VVbW2sEiheT5jruoqbUJxvHuvpeDeo9xKz01+YmJzaU42VhhevLR9rRZJFFXtyZ5RpkKrv9QVK1Y8dVudOnVgZ2eHbt264cyZMzhz5gwAYPr06fqNkMzWmLYBWL7/Jq4mZuLc3UdoG+QmdEhEtV5VO2b3aeKNOi62SEh/jH8jEzC6bWCFz5VbKjEyZh+f0hp6O6JTiDtO3H6I/52Kw9wBoRWe++RS9ieN7xiEX0/exf7rKYhPy0WA29PNekl7chOt+GiV+Cxbtqzc2yUSCY4fP47jx48DUDUzZOJDaq72MgwNr4N1Z+Kx9ngsEx8iE1BeH5/SpBIxxnesi0U7r2PN8ViMahNQZj5MaeoVXVKxCDKJcB9uEzsF4cTth1h/Ng5vPdMAthUMu6lXmZZX8QGA+l4O6NrAA0dvPcCvJ2Mxf2ATg8VcG5j1lhUxMTFaHXfu3DF0vGRm1GXoXVeTtZ4sSUSGk1/cW6WixAcAxrQNhK2VBNeTsyqdNFx6RVdFyZExPNPYGwFutkjPLah0aXtlQ11q6qG+DWe5tL2m8ixhk9KCggKEhIQgKirKUPGQhQn1cUKnEHcUKZT4rZq7PxOR/lQ11AUAznYlk4bXHI+t8Dyhevg8SSIWaVaSVjansKR5YflDXQDQs5EXgor7A226cE/vsdYmcnOu+KhZWVkhLy/PULGQhVJ/g1p3Jg6P87m0nUhIVQ11qU0qbuq3LyoFcQ/LnzSc8bgAACocWjKmUW0DYC+T4FZqNo5FP3jq/vxCBe4XNy/0qaTiIxaLMKlzPQCqpE/BXdurTdO52cTm+OgczdSpU7F48WIUFrIESNopXYbWdR8gItIv9XL2qoYf6ns5omsDj+KtHGLLPefIrfsAgMa+TnqNsTqcbKwwsk0AAGD1sZin7k/NKmle6F6qeWF5RrT2h6ONFHce5ODwzfsGibc2UK8KNLVVXTonPmfPnsWmTZsQGBiIfv36YdiwYWUOoieVLkOvPsal7URCKmlgWPWH0cvFlY8N5+KR/cR8F4VCia0XEwEAzzf303OU1TOxUxBEIuDgjfu4fT+7zH3q+T3eztYQiyufj2RvLcWYtqok6udykiiqmlKpLBlWNfeKj4uLC4YPH45+/frBz88Pzs7OZQ6i8oxqGwAHaylupWbjyK2ny9BEZByVNTB8UveGngj2sEdWXiH+Phdf5r7zcY+QlJEHR2spejTyNEisugrysMczod4AgLVPzE1KVM/vcap4fk9p4zsGQSwCjkU/wI3kLL3GWRvkFymg/o5ranN8dJ6RtmbNGkPEQRbOycYKo9oEYPXxGPx8LAbdG5rGGyVRbVJYpEBR8ZwVbZafq+a7BOGDf69izYlYjOsYBElxtURd7enb1MekPthe7hyEfVEp+Pv8PbzdtxGc7awAAMnqpewuFc/vKS3AzQ79mvpg55VkrDkeg8+HNzdYzJZIvZQdsIC9uoTy6aefolOnTrCzs4OLi0u554hEoqeO9evXGzdQqtCkzqpvUEdu3sfNFH6DIjI2dbUH0H74YXhrfzjbWuHuw1zsi0oBoEqgdlxWbUXzfAtf/QdaAx1D3BHq44jHBUVYd7Zkk+SS5oXaJT4A8HIX1VDfpogEPCyeGE3aUTcvFIkAK4lwrQ7KU63E5++//8aoUaPQoUMHtGrVqsxhKPn5+Rg5ciRef/31Ss9bs2YNkpKSNMeQIUMMFhPpRv0NCih/8iERGZZ6RRegXcUHAOxkUoxtr+re/PNR1ev25J2HeJCdD1c7K3Su76H/QGtAJBJp5ib9ciIWBcXJXlK6eqhL+8SnTV1XNPd3Rn6hAn+cjqv6AaRRemd2IXs8lUfnxGfFihWYNGkSvL29ERERgXbt2sHd3R137tzBgAEDDBEjAODDDz/EzJkzERYWVul5Li4u8PHx0Rw2NpX/kcvlcmRmZpY5yHAm8xsUkWDUiY9YpOrQrK0JnYJgJRHhTGwaLt1L1wxzDQjzhZWAHZsrMqilHzwcZEjKyNNUppKKd2b3ddFujg9QNon69dRdyAvZjkNbprpBKVCNxOfbb7/FqlWr8PXXX0Mmk2HOnDnYu3cvpk+fjoyMDEPEqJOpU6fCw8MD7dq1w+rVq6tcQbRo0aIyk7MDAgKMFGnt1LquK1oUf4P63yl+gyIypupuGuntZIPnildufXfoNnZdSQZgOqu5nmRjJcH44pWkPx1VrSRNrmK7iooMbO4LHycb3M+S49/IRH2HarHydFg9aGw6Jz5xcXHo1KkTAMDW1hZZWaq5GuPGjcO6dev0G52OPvroI/z555/Yu3cvhg8fjjfeeANff/11pY+ZN28eMjIyNEd8fHyl51PNiEQiTO4aDAD4jd+giIxKrmXzwvKoq7U7ryQjM68Q3k7WaFfPdPffe6lDXdhYiXE5IQMnbj9EalbVzQvLYyURY2JxM8efjt5hOw4tyU20eSFQjcTHx8cHaWlpAIDAwECcOnUKgGo/L13/IObOnVvuhOTSx/Xr17V+vg8++ACdO3dGeHg43n33XcyZMwdffPFFpY+xtraGk5NTmYMMa0AzH/g62+BBthz/RvAbFJGxaNu1uTzN6jijQ3BJojMwzE+zwssUudnLMLyVPwDgsx1RUCpVk2w97K11fq4X2gXCXibBzZRsNjTUkqluUApUI/Hp1asXtmzZAgCYNGkSZs6ciT59+mD06NEYOnSoTs81e/ZsREVFVXoEBwfrGqJG+/btce/ePcjlnEtiSqwkYk07/B/5DYrIaOQ13DRySpeS92NTW81VHvWqrKuJqrmb3k42VTYvLI+zrRVGt1VN8P7pKBdmaKOka7PpVXx07uOzatUqKBSqTG7q1Klwd3fHiRMnMGjQILz22ms6PZenpyc8PQ3XzyUyMhKurq6wttY9wyfDGtMuECv2R+NWajYO3biPnqFeQodEZPFqUvEBgF6hXhgWXgcSsQgtA1z0GJlhhHg6oHdjL+yLSgWg+/ye0iZ1DsLaEzE4Fv0A1xIz0cTPtEYHfjp6B7+cjMXqCW3RwNtR6HBKdW02vYqPzomPWCyGWFzyohkzZgzGjBmj16DKExcXh7S0NMTFxaGoqAiRkZEAgPr168PBwQFbt25FSkoKOnToABsbG+zduxefffYZ3n77bYPHRrpzsrHCi+0DserIHaw6coeJD5ERaLo2V3MlllgswtLRLfUYkeFN6RqsSXx8KtmVvSoBbnYYEOaL7ZeS8NOxO1g6qqWeItSPnVeSEZ/2GP+3/xa+edFwrWW0VbKqywISHwDIy8vDpUuXkJqaqqn+qA0aNEgvgT1pwYIF+OWXXzQ/h4eHAwAOHjyIHj16wMrKCt988w1mzpwJpVKJ+vXrY+nSpXjllVcMEg/V3MROQVh9LAYn7zzE5XsZCPPnlidEhqTZp8sEP4wMpX09N4TVccblhAz41aDiAwCvdA3G9ktJ2HoxEe/2D4W3Dj2BDC07T7WX2s7LSYh7mItAdztB49HszG4JQ127du3C+PHj8eDB0/stiUQiFBUZZpXO2rVrsXbt2grv79+/P/r372+Q302G4edii+db+OGfiASsOnoHX78QLnRIRBZNszO7CfbeMRSRSIRPhzbDiv23MLptzdqVtAxwQdsgV5yNfYTVx2Mwb0BjPUVZc+pNZBVK4Odjd/Dh4GaCxpNnwkm2zn/906ZNw8iRI5GUlASFQlHmMFTSQ5brleKl7TsuJyE+LVfgaIgsW03n+Jir5v4u+GlCWwR7OtT4uV7tFgIA+ONUHLLyCmr8fPpSOpYN5+KRlpMvYDSllrOb4N+azhGlpKRg1qxZ8Pb2NkQ8VMs08XNC1wYeKFIoseaJ3ZSJSL9quqqLgGdCvRDiaY8seSHWnTGNJqxKpVJT8anjYou8AgV+O3lX0Jgsajn7iBEjcOjQIQOEQrWVuuqz/mwcMnJN5xsUkaWprRUffRKLRXituOrz87GYMvufCeVxQREUxV1BpvWqDwD49WSsZoKxEOSWtJx95cqVGDlyJI4ePYqwsDBYWVmVuX/69Ol6C45qh64NPBDq44jryVn47VQs3uzVQOiQiCxSTTo3U4nB4X74cs8NpGTK8W9kAka2EXarI/XEZpEIGN7aHysPRuPeo8f4+/w9vNShriAxaTYpNcGKj86Jz7p167Bnzx7Y2Njg0KFDZXZdFYlETHxIZyKRCK/3CMFb6yOx5ngspnQNNskXC5G5K9mri4lPTVhLJXi5Sz18vvM6Vh25g+Gt/KvVGFFfsoqHuRyspbCSiDG5Sz18uPUafjp6By+0CxSkw7ZFbVI6f/58fPjhh8jIyEBsbCxiYmI0x507dwwRI9UCA8N84e9qi4c5+fjrHPdLIzIEDnXpz4vtA+FgLcWt1GwcvJEqaCzqio+jtaqWMapNAJxtrRD7MBe7ryYLElNJ52bT+xKr819/fn4+Ro8eXaaJIVFNSSVizVyfVUfvoLBI+HFzIktT0sDQ9D6MzI2TjRXGtldtY/HDYWG/9KsnNjvYqBIfe2spJnQKAgB8d+i2INsClQx1mV6uoHNEEyZMwIYNGwwRC9Vyo9oEwM1ehvi0x9hxRZhvKUSWrKSBoel9GJmjSZ3rwUoiwpnYNJy/myZYHFl5JUNdahM7BWl2pz8e/dDoMWkqPiY4bUHnOT5FRUVYsmQJdu/ejebNmz81uXnp0qV6C45qF1uZBBM7BWHp3pv47tBtPN/ct8wcMiKqmfziXmvV3bKCyvJxtsHQ8Dr489w9fHfoNn6a4Fb1gwygpOJT8nnsZi/DmLaBWHsiFt8eikaXBh5GjcmilrNfvnwZ4eHhEIvFuHLlCiIiIjSHev8souoa37Eu7GQSRCVl4sitp7uDE1H1cY6P/r3WPQQiEbAvKhXXkzMFiSG7uHmho3XZWsaUrvUgFYtw4vZDRManGzWmPBPuGaVzxefgwYOGiIMIAOBip/qWsvp4DL47FI3uDT2FDonIYnBVl/6FeDpgQDMf7LicjO8O3cbyMcbfeicnX5VkODyR+Pi72mFQSz9supCA7w/dxvfjWhstJrklVXyIDG1KV9W4+ak7aTh/95HQ4RBZjHwmPgbxRg9V08CtFxMR99D4W+9o5vjYPF3LeL27qtni7mvJiE7NNlpMprxJqelFRLWen4sthobXAQB8ezBa4GiILAeHugyjWR1ndGvoCYUS+OHIbaP//my5aqjryYoPADTwdkSfJt5QKoEfDhsvNrklbVJKZAyv96gPsQjYfz0V1xKFGTcnsjQlQ12m92Fk7t7ooaqs/HX+HlIz84z6uzV9fMqp+ADA68Wx/RORgIT0x0aJSbNJqQmuIDS9iIgA1POwx7NhvgCAbw+x6kOkD6z4GE77em5oFeiC/EIFfj4WY9TfnS1/ejl7aa0CXdEx2B2FCiVWGanqo1nVZYJJNv/6yWRN7akaN99+OQl37htvbJrIUqm/hXM5u/6JRCLNe9b/Tt1Fem6+0X53ZXN81NSbl64/G4/ULMNXpEr6+Jje35pWq7q2bNmi9RMOGjSo2sEQldbY1wnPhHph//VU/HD4DhaPaC50SERmTTPUZYIfRpagV6iXZsPltSdiMaN3Q6P83qoqPgDQMcQd4YEuiIhLx89HYzDv2cYGi6ewSIHC4u3iTbHio1XiM2TIkDI/i0SiMi2wSzeZKypukEWkD1N71cf+66nYFHEPb/VuAD8XW6FDIjJbJVtWMPExBJFIhDd71cebf0RgzfFYTO5SD442VlU/sIbUiU9Fc3w0sfWsj8m/nMP/Tt3F6z1C4GInM0g86gQbMOPl7AqFQnPs2bMHLVu2xM6dO5Geno709HTs2LEDrVq1wq5duwwdL9Uy6rHpgiIlVh3hJrhENaFeacM5PoYzoJkvgj3tkfG4AL+dumuU35mt2bKi8iSrV6gXGvs6ISe/CGuOxxosHvUwF2CarRN0jmjGjBlYvnw5+vXrBycnJzg5OaFfv35YunQppk+fbogYqZZ7s3hset2ZOKOvliCyJOqKD1d1GY5ErKqsAMBPR2OQm19o8N+ZJa96jg9QUvUBgDXHY5BV3PFZ3/IKSyqLYrHpbTukc+Jz+/ZtuLi4PHW7s7MzYmNj9RASUVmdQtzRKtAF8kIFqz5ENcBVXcYxqIUfAtxskZaTj3Vn4g36u+SFRZr/r5XN8VHr38wHIZ72yMwrNFhFSm7CE5uBaiQ+bdu2xaxZs5CSkqK5LSUlBe+88w7atWun1+CIANW3lOnPNAAA/H46Dg+y5QJHRGSe5Ca8f5IlkUrEmm7Oq47cLjP0o2858pLn1ibxkYhFmth+NlBFypQ3KAWqkfisXr0aSUlJCAwMRP369VG/fn0EBgYiISEBP//8syFiJEL3hp5o7u+MxwVF+OmocXtkEFkKbllhPMNb+cPX2QYpmXL8ff6ewX6Pen6PnUwCiZbDSoNb+qGuux0e5uTj91Nxeo/JlDcoBaqR+NSvXx+XLl3C1q1bMX36dEyfPh3btm3D5cuXUb9+fUPESKSq+vRSVX1+PRmLRznG65FBpIv8UitaTElhkQLFK4w51GUEMqkY/yneJ+u7Q7cN9neRVcl2FRWRSsSankM/HLmNx/n6rUiZ8galQDUbGIpEIvTt2xevvvoqpk2bhj59+pRZ0k5kCM809kITXyfk5hdh9XFWfcj0vPnHBXRefADxacbfqLIqpZcYM/ExjtFtA+DlaI2E9McGq/pka9G8sDxDw+sgwM0WD7Lz8ccZ/VZ98kx4uwqgGomPQqHAxx9/jDp16sDBwQExMaoPoA8++IBDXWRQqrk+qm8pa4/HIiPXMCsSiKrrdEwa7mfJ8Y0Jbq5buuLAPj7GYWMl0VR9vjkYbZCqj6aHjw4VHwCwkogxtXiuz/eH9TsPSTO52URXD+r81//JJ59g7dq1WLJkCWSykuZHzZo1w08//aTX4Iie1LeJDxp5OyJLXsiqD5kc9YfH3+fvmVzVR72UXSIWQcrEx2hebB8Iz+Kqz8YL+q/6ZGu5lL08w1r5o46LLe5nybFOj1WfksnNpvl3pnNUv/76K1atWoWxY8dCIinJ5lq0aIHr16/rNTiiJ4nFIkwrrvqsPhbDqg+ZFPVwUqFCaXJVH03zQiY9RmXoqo9mny4dKz6AasjzjZ6q2PRZ9dHszG4pFZ+EhIRyJzErFAoUFPBDiAzv2Wa+mqrPz8fY14dMg1KpLPOhZmpVn/wi0+6tYsnGFld97j16jE16rvqU7NNVva0xRrQuWX224ax+eg6pKz6m+remc1RNmjTB0aNHn7r977//Rnh4uF6CIqqMWCzCW71VK7xWH4816i7IRBUpPXm4VaCLyVV95IWs+AjFxkqC17oFAwBWHoxGQZH+qj7qyc2V7dNVGWupBG8Ur/D69lC0Xqo+6uewmIrPggUL8Oabb2Lx4sVQKBTYtGkTXnnlFXz66adYsGCBIWIkekr/pj4I9XFEtrwQPx/jXB8SXunEZ07/UACmVfWRs2uzoMa2rwsPB/1XfbTZmb0qo9r4w6+46qOPuT7qvzVrS1nOPnjwYGzduhX79u2Dvb09FixYgKioKGzduhV9+vQxRIxETxGLRZhRXPVZw6oPmQD1ShaxCGhfzw1dG3iYVNWHzQuFZSuT4D/dVVWfFfv1N9cnq5rL2UuzlkrwZnGftG8P1byvj6biYylDXQDQtWtX7N27F6mpqcjNzcWxY8fQt29ffcdGVKm+TXzQ2NcJ2fJC/HiUc31IWJpvuVIJRKKSxPzv8/cQ91D4qk/JPl2m+S28Nhjbvq5mhdef5/Qznya7Gg0MyzOitT/8XVUrvH4/XbM9vDRzfEz0b03nxOfll1/GL7/88tTtmZmZePnll/USFJE2Sld91h6PRRq7OZOA5E80bWtd1w3dGnqiUKHE8v23hAwNAIe6TIGtTIKpPVSrqFYe0M98Gk0fnxpUfADV34W6O/53h27XaA+vJ18LpkbnqNauXYs33ngD06dPh0JRUqp7/PhxuQkRkSH1beKNpn5OyMkvwg9HbgsdDtVi5X3Lnd2nIQDgn4h7iE7NFiQuNQ51mYYx7QLh62yD5Mw8vcynya7BcvYnDW1VR7OH168nq1/1sbhNSgFg+/bt2LFjB/r164dHjx7pO6anxMbGYvLkyahXrx5sbW0REhKChQsXIj+/7Df8S5cuoWvXrrCxsUFAQACWLFli8NhIWCKRCLP7qj5cfjkRi9TMPIEjotqqZEJnydtqiwAX9G7sDYUSgld9NMvZmfgIysZKgjd7qVZRfXOw5vNpsvQwuVnNSiLGtOKqzw+Hb2uqSbqyuE1KAdWS9tOnT6OgoADt2rVDVFSUvuMq4/r161AoFPjhhx9w9epVLFu2DN9//z3ee+89zTmZmZno27cv6tati/Pnz+OLL77Af//7X6xatcqgsZHwejbyQnigC/IKFPj2EKs+JAx5BW/2s4qrPlsvJiIqKdPocanJC1jxMRUjWwfA39UWD7Ll+O1UbI2eq7p7dVVkSEs/BHvY41FuAdZUc8WsXDO52UIqPurNSN3d3bFv3z50794dHTt2xJYtW/QenFr//v2xZs0a9O3bF8HBwRg0aBDefvttbNq0SXPO77//jvz8fKxevRpNmzbFmDFjMH36dCxdutRgcZFpEIlEeLtvIwDAH6fjkJD+WOCIqDaSVzChs4mfEwY29wUALNt70+hxqam3rOAcH+HJpGJMf0ZVWfn+8J1qV1aA0nt1Va+B4ZOkErGmT9qqo3eq1R1fXf20mDk+SqVS899SqRQ//fQTFixYgDfeeEOvgVUlIyMDbm5ump9PnjyJbt26ldk/rF+/frhx40alw3FyuRyZmZllDjI/nULc0SHYDflFCqw8IPxEUqp9Kqr4AMDM3g0gFgF7rqXg8r0MY4cGoNSqLjYwNAnDwusgyN0OaTn5WFvNfQeLFErkFg+V6aviAwDPN/dDqI8jsvIKqzV3Ms/SNik9ePBgmYQDAGbNmoWdO3carYFhdHQ0vv76a7z22mua25KTk+Ht7V3mPPXPycnJFT7XokWL4OzsrDkCAgIMEzQZVOmqz5/n7iH2QY7AEVFtU/It9+k3+/pejhjSsg4A4Ms9N4wal1rp5fYkPKlEjJnFw6A/HLlTrV5kpStF9tb6+/8qFos0Q7RrjsfifpZcp8db3Cal3bt3h1T6dGbZu3dvLFy4UKfnmjt3LkQiUaXHkxufJiQkoH///hg5ciReeeUVXcN/yrx585CRkaE54uP101uBjK9NkBt6NPJEkYksH6bapao5NG/1bgCpWITDN+/jTEyaMUMDwOXspqhsZUX3XmTqxEcmFes9oe3TxBstAlzwuKBI5yacpr5JqVa1sVmzZuHjjz+Gvb09Zs2aVem5usypmT17NiZOnFjpOcHBwZr/TkxMRM+ePdGpU6enJi37+PggJSWlzG3qn318fCp8fmtra1hbW2sdM5m22X0a4dCN+9gcmYD/dA9BIx9HoUOiWkIz1FXBt9y67vYY1TYAf5yOw5Jd1/HXfzpq5kwaQz4TH5MjFqsq1VN+PYc1x2MwqXMQvBxttH68Zp8uPazoepKqit4Q434+gz9Ox+GVbsGo42Kr1WNLNik148QnIiJCs/N6REREhefp+iL29PSEp6enVucmJCSgZ8+eaN26NdasWQOxuOyLt2PHjpg/fz4KCgpgZaWa5LV37140atQIrq6uOsVF5ivM3xkDmvlg55VkfLnnBn4c30bokKiW0KZb7fReDbDx/D2cu/sIB2+koleod4Xn6ltlc5BIOM80Vq1KjYhLx8oD0fhocDOtH6vp2qzH+T2ldanvgQ7Bbjh1Jw1f77+Fz4c31+pxJXN8TPNvTauoDh48CBcXF81/V3QcOHDAIEEmJCSgR48eCAwMxJdffon79+8jOTm5zNydF198ETKZDJMnT8bVq1exYcMGLF++vMoKFVme2X0bQiwC9l5Lwfm7hu8zRQRol1j4ONtgYqcgAMAXu29CoVBWeK6+seJjmkQiEd7pp5qfuO5MnE6b2mbpsXlhVbH9df4e7tzXrglnZfPdTIFZvAL27t2L6Oho7N+/H/7+/vD19dUcas7OztizZw9iYmLQunVrzJ49GwsWLMCrr74qYOQkhPpejhjR2h8AsGTX9TIrEYkMRds3+/90D4GjtRRRSZnYeinRGKEBYOJjyjqFeKBrAw8UFCnxf/u0n5+oj53Zq9K6rht6hXqhSKHEV3u0a8dg6puUanW1hg0bpvUTlu6toy8TJ06sci4QADRv3hxHjx7V++8n8/NW74bYHJmI0zFpOHLrAbo31G5Ilai65FpuCeFqL8Or3YLx1d6bWLb3Jp4N84WVEZaYc1WXaXu7byMcvfUA/0Tcw2vdg9HQu+r5iZo5PgYa6lKb078RDt5IxfbLSXjtXjqa+7tUeK5SqTT5vzWtXm2ll3tXdRCZgjouthjXoS4A4Ivd1406pEC1k1yHeQ2TutSDu70MsQ9z9bZLd1VY8TFtLQJc0L+pDxRKYMku7VoeGKPiAwChPk4YWtyOoarY1EkPYOYVnzVr1hg6DiK9e6NHCDacjceVhEzsuJKE55r7CR0SWbCSvbqq/pbrYC3F1J718dG2a1i+7xaGhteBncywH17qzs3WbGBost7p3wh7o1KwLyoFZ2PT0DbIrdLzs/S8XUVlZvZpiK2XEnEs+gGO3XqALg08yj1P3dYB4BwfIqNzd7DGlK71AABf7bmJgiJFFY8gqj5dV7KM7RAIf1dbpGbJseZ4rAEjU6lquT0JL8TTAaPaqOYnLt5Z9fzEkoqPfrarqEyAmx3GtldV0RfvqriKrt6gVCwCpGLjtWvQRbVeAX///TdGjRqFDh06oFWrVmUOIlMypWswPBxkiHmQg/Vn4oQOhyyYtnN81KylEs2Kme8P3UZaju6de3XBLSvMw1vPNISNlRjn7j7CvqjUSs/NkRtnjo/am73qw14mweWEDOy4klTuOXmlNig1Zp8qXej8ClixYgUmTZoEb29vREREoF27dnB3d8edO3cwYMAAQ8RIVG0O1lLNZoDL99+q0WaARJXRZahL7fnmfmji64QseSFWHtCtO66uOMfHPPg42+DlzqpK9ZJd11FUyfzELCPN8VHzcLDGK91UTYW/3H2j3Cq6qS9lB6qR+Hz77bdYtWoVvv76a8hkMsyZMwd79+7F9OnTkZEhzOZ7RJV5oV0g6nnY40F2Pn6sRlt4Im1Up0GgWCzC3AGhAIDfTsXq1MNFV6a+0oZKvNY9BM62VriVmo2NF+5VeF62gfv4lEddRY99mIt15VTRNRUfE06wdY4sLi4OnTp1AgDY2toiKysLADBu3DisW7dOv9ER6YGVRKwZUvjx6B2kZuUJHBFZIrkWnZvL062hJ7rUV/VwWbpXuz4p1cGKj/lwtrXCmz3rAwCW7b2pSSaepJnjY6ShLkCVZL3VW7WB6fJ9t5CVV1DmflPfrgKoRuLj4+ODtDTVBnuBgYE4deoUACAmJoaN4shkDWjmg5YBLsjNL8JyHRqEEWkrrwaTh9/tr6r6bI5MwJUEw1TOuUmpeRnXsS7quNgiKSMPPx+LKfccQ+7VVZkxbQMQ7GGPhzn5+OFw2Sq6qW9XAVQj8enVqxe2bNkCAJg0aRJmzpyJPn36YPTo0Rg6dKjeAyTSB5FIhHnFQwrrz8bjtpat14m0VdXu7JUJ83fG8y38oFQCi3ZGGeRLpK6Tr0lYNlYSvN1PVVn57tBtPMyWP3WOEBUfQFVFf7f4/fSnY3eQnFFSRbfIOT6rVq3C/PnzAQBTp07F6tWr0bhxY3z00Uf47rvv9B4gkb60D3ZH78aq1uuLd14XOhyyMDWdQzOnXyPIJGIcj36IQzfv6zM0AEB+cUWKFR/zMbhFHTSr44RseSGW73+6Uq0eZjLmHB+1vk280aauK/IKFFi6t6SpoUVWfMRiMaTSkos8ZswYrFixAtOmTYNMJtNrcET6NndAKCRiEfZcS8GpOw+FDocsiHpyc3W71Qa42WFi5yAAwGfbo1Co575T6gaGXM5uPsRiEd57tjEA4I/TcWU2CVUqlYJVfIDiKnpxbH+fv4fryZkAyi5nN1XVegXk5eXhzJkz2LZtG7Zs2VLmIDJl9b0cMaZtAADg0+1R3MqC9EYfq6am9qgPFzvVap4/z1W8mkdXZfZPYgNDs9IpxAO9Qr1QqFBi8a6SSvXjgiKo374cjdDAsDyt67piQDPVNhuLdqhiKxnqMt2/M53TxF27dmH8+PF48ODBU/eJRCIUFZU/+5zIVMzs0xD/RibickIGtlxMxJDwOkKHRBagJnN81JztrDC9VwN8tO0alu69iUEt/fQyjFGoUEI9bchaYrrfxKl88waE4tCNVOy+moIzMWloV89NM7FZIhYJmmTM6R+KfVEpOHzzPg7fvF9qqMt0/850vlrTpk3DyJEjkZSUBIVCUeZg0kPmwMPBGq/3CAGgahBW0VJRIm0plcoareoq7aUOdVHX3Q4PsuVYdfi2PsLTLGUHOMfHHDXwdsTotoEAgE93qCrVpZsXCtkhuZ6HPcZ3DAKgGqLNza/ZkK8x6BxZSkoKZs2aBW9vb0PEQ2QUk7vUg5+zDRIrWSpKpK2ColIVlRp+05VJxZhbvLx91dE7SMp4XNPwyuyYzcTHPM3s0wD2Mgkuxqdjy8VEQZoXVmRar/pwtrXCjZQs/HkuHoCFzfEZMWIEDh06ZIBQiIzHxkqCd/qrmhp+d+g27mc9vVSUSFvqic2Afr7p9m/mo1kx88WuG1U/oArqio9ULILERDeOpMp5OdrgjeKmhot3Xde8Zxlrn67KuNjJ8Fbx1kD3HqkSdVNe1aXzFVu5ciVGjhyJo0ePIiwsDFZWZSdVTZ8+XW/BERnS4BZ1sPpYLC4nZGDp3ptYNCxM6JDITJWpqOhh1ZRIJMIHzzXB4G+OY1NEAiZ0CkKLAJdqPx+7NluGyV3q4Y/TcUhIf6xZ3m4KFR9ANUT726m7iHmQA8C0Kz46X7F169Zhz549sLGxwaFDh8qMLYpEIiY+ZDbEYtWHy6gfTmLD2TiM61AXTfychA6LzFDp5oD6mm/RIsAFw1rVwaYLCfh42zX89Z+O1X7u6uwjRqbHxkqCdweEYvq6CFwu7vAtxFL28sikYswbEIpXfzsPwLQTH51fBfPnz8eHH36IjIwMxMbGIiYmRnPcucMNIMm8tKvnhoFhvlAogY+3XeO2KwZ0P0uOg9dTLfIayw3UtG1Ov1DYWklw7u4jbL+cVO3n4XYVluP55r5oFeii+dlUKj4A0KeJNzoGuwMAvJ1sBI6mYjq/CvLz8zF69GiIxXwBkWWYOyAUMqkYJ+88xJ5rKUKHY7E+3X4Nk9aexY9HLe8LkqE2ZvRxtsF/uqtWIC7aUf0ViJrmhUx8zJ56GFTNFOb4qIlEIvwwvjWWj2mJ51v4Ch1OhXR+FUyYMAEbNmwwRCxEgghws8MrXesBAD7bEVVmoirpT2K6aj+fFfujkZqVV8XZ5sWQQ0mvdguGr7MNEtIfV3sFYnV3jifTFB7oiiEt/QAAfs62AkdTlpONFQa3rGPSf2s6p4pFRUVYsmQJdu/ejebNmz81uXnp0qV6C47IWN7oUR9/nruHuw9zsfZ4LF4r/pZN+qNODrLlhfhy9w0sGdFC4Ij0x5AbM9rKJHi3fyhmbIjENwejMaK1v87DCNyuwvJ8Prw5eoZ6oVeol9ChmB2dXwWXL19GeHg4xGIxrly5goiICM0RGRlpgBCJDM/eWoo5/VTL278+EM3l7QagHg4CgL/O38Ole+nCBaNnht75fFALP4QHuiA3v6haG+yq5yBxqMty2FhJMLhlHTjaCLNdhTnTqeJTVFSEDz/8EGFhYXB1dTVUTESCGN7KH7+duotL9zKwZNd1fDHScioSpkBd8Qn2tMed+zn4cOs1/F2DlUqmxFCTm9XEYhH++3xTDPlWtbx9bIdAtK7rpvXj1RUfruoi0rHiI5FI0LdvX6SnpxsoHCLhiMUiLHy+KQBVRSIyPl3YgCyMuuLz3oDGsLWS4PzdR9hyMVHgqPQjTw8blFalRYALRrVWbbD73y3XdNpgl318iEro/Cpo1qwZl62TxWpd1xXDWqk2LV245Sp3b9cjdcWnrrsdpvYsWamUm18oZFh6oan4GHh/onf6N4KjtRSXEzLw1/l4rR9n6KE4InOi86vgk08+wdtvv41t27YhKSkJmZmZZQ4icze3fygcrKW4GJ+Ovy/cEzoci6Gu+NhYSTClazAC3GyRnJmHbw5GCxxZzRkrsfBwsMZbvVVbAyzZdQMZjwu0ely+ESpSROZC51fps88+i4sXL2LQoEHw9/eHq6srXF1d4eLiwnk/ZBG8nGww/RnVnjhLdl1HZp52Hy5UMaVSWWbJt42VBB8MVPUi+fFIjKbNvbky5KquJ03oFIQQT3s8zMnH8n23tHoMh7qISui8nP3gwYOGiIPIpEzsVA/rz8TjzoMcLN93q0zDMNJdQZES6lFDdZO/Pk280b2hJw7fvI//brmKtZPamu1EZ2NuCWElEWPh800xfvUZ/HIyFqPa+iPUp/KtVtTxcTk7UTUSn+7duxsiDiKTIpOKseD5Jpi45izWnojFqDYBaOTjKHRYZiuvVFNIdXIgEonw30FN0W/ZERy+eR/7olLRp4m3UCHWiLEbBHZr6Il+Tb2x+2oKFvx7FRte7VBp0qgZ6jLwHCQic1CtV0F6ejq++uorTJkyBVOmTMGyZcuQkZGh79iIBNWjkRf6NPFGkUKJBf9escg9poxFnRiIRGWrIvU87DGluGv2R9uuVntLBqHlCbAJ6AfPNYGNlRhnYtKqXB0nZwNDIg2dXwXnzp1DSEgIli1bhrS0NKSlpWHp0qUICQnBhQsXDBEjkWAWFH+4nNbiw4Uqlleqz82TlYk3e9WHr7MN4tMe4/vDt4UIr8Y0FR8jVlT8Xe3wZk/VXLRPt0chq5K5aOr4OMeHqBqJz8yZMzFo0CDExsZi06ZN2LRpE2JiYvDcc89hxowZBgiRSDgBbiUfLp9sj+JE52qSV7KqyE4mxfvFE52/O3QbcQ9zjRqbPmgmNxt51dQr3YIR5G6H1Cx5pROdSxoYclUXUbUqPu+++y6k0pLpQVKpFHPmzMG5c+f0GhyRKXilWzDqedjjfpYc/7dXu1U0VJa64mNTQUXk2TAfdKnvAXmhAgu3mN+womZys5Hn0FhLJVg4SNV0c82JWNxIzir3PK7qIiqh86vAyckJcXFxT90eHx8PR0dO/iTLYy2V4L/FHy6/nIxFVBL7VemqsooPoJro/NHgppBJxDh44z52X00xZng1VtW/z5B6NvJC3+K5aB9UMBdNzsSHSEPnV8Ho0aMxefJkbNiwAfHx8YiPj8f69esxZcoUvPDCC4aIkUhw3Rt6YkAzH9WHy+Yr7OisI3kVFR8ACPZ0wGvdgwEAH229ihy5+XR0NvReXVVZ8HwT2FpJcCYmDRsvJDx1f74Ak6+JTJXOr4Ivv/wSw4YNw/jx4xEUFISgoCBMnDgRI0aMwOLFiw0RI2JjYzF58mTUq1cPtra2CAkJwcKFC5Gfn1/mHJFI9NRx6tQpg8REtc8HzzWBnUyCc3cf4e/z7OisC20rIlN71keAmy0SM/KwYr/5DCvKBV4u7u9qp+no/NmOKDzKyS9zP4e6iEro/CqQyWRYvnw5Hj16hMjISERGRiItLQ3Lli2DtbW1IWLE9evXoVAo8MMPP+Dq1atYtmwZvv/+e7z33ntPnbtv3z4kJSVpjtatWxskJqp9/FxsMbN3QwDAZzujkPbEhwtVrKo5Pmo2VhL8t3ij2J+PxVQ4Z8XUGLuPT3kmd6mHht4OSMvJx5Ld18vcx726iEpU+1VgZ2eHsLAwhIWFwc7OTp8xPaV///5Ys2YN+vbti+DgYAwaNAhvv/02Nm3a9NS57u7u8PHx0RxWVlYGjY1ql4mdgxDq44j03AIs2hEldDhmo6TPTdWJwTONvdG3iTcKFUq8v/myWQwrqic3V5XYGZKVRIxPhoQBANadicf5u2ma+/KZ+BBp6PwqyMnJwQcffIBOnTqhfv36CA4OLnMYS0ZGBtzc3J66fdCgQfDy8kKXLl2wZcuWKp9HLpdzo1XSmpVEjM+GhUEkAv46fw+n7zwUOiSzINdsUKrdW87CQU1hJ5PgbOwjnXYhF4qQk5tLa1fPDSNb+wMA5v9zBYXFy9jVy9k51EVUjS0rpkyZgsOHD2PcuHHw9fUVZG+d6OhofP311/jyyy81tzk4OOCrr75C586dIRaLsXHjRgwZMgSbN2/GoEGDKnyuRYsW4cMPPzRG2GQhWgW64oV2gfjjdBzmb76CHdO78gOlCpoGhlpu4lnHxRaz+jTEJ9uj8NmO63imsTc8HAwzlK4PpjSUNO/ZxtgblYLryVn4+VgMXuseUtLAUMI+PkQ6Jz47d+7E9u3b0blz5xr/8rlz51Y5IToqKgqhoaGanxMSEtC/f3+MHDkSr7zyiuZ2Dw8PzJo1S/Nz27ZtkZiYiC+++KLSxGfevHllHpeZmYmAgIDq/HOoFnm3Xyh2X0lGdGo2fjx6B1OLmxxS+aqTGEzsFIR/IhJwNTETn2y7hv8bE26o8GqspDO18ImFm70M7w1ojDkbL2HZvpt4Nsy3pIEh9+oi0n2oy9XVtdwhpuqYPXs2oqKiKj1KD58lJiaiZ8+e6NSpE1atWlXl87dv3x7R0dGVnmNtbQ0nJ6cyB1FVnO2s8P5zjQEAy/ffQsyDHIEjMm15mqEu7RMDqUSMRcPCIBYBmyMTcfTWfUOFV2NCr+p60sg2/ugQ7Ia8AgXe33xFs9yee3URVSPx+fjjj7FgwQLk5ta8rbynpydCQ0MrPWQyGQBVpadHjx5o3bo11qxZA7G46tAjIyPh6+tb4ziJyjOkZR10beCB/EIF3tt02ey6DRuTvJp9ZJr7u2B8xyAAwPubr5jsJqZC9/F5kkgkwqdDwyCTiHH45n0kZuQB4BwfIqAaQ11fffUVbt++DW9vbwQFBT21asoQG5Wqk566deviyy+/xP37Jd/8fHx8AAC//PILZDIZwsNV5fBNmzZh9erV+Omnn/QeDxFQ/OEyJAx9/+8wTt55iL/O38OoNhwmLU91Kj5qs/s2xK4rybj7MBcr9t/CnP6hVT/IyDR7dVXj32coIZ4OeLNXfSzde1Nzm6kkZkRC0jnxGTJkiAHCqNzevXsRHR2N6Oho+Pv7l7mv9Lfsjz/+GHfv3oVUKkVoaCg2bNiAESNGGDtcqkUC3e0ws3dDLNp5HZ9uj0LPRl7wdDTdSbhCyatB52BHGyt8OLgpXvvtPFYduYPnmvuhiZ/pDEkXFilQWLzk3tQSi/90D8GWi4mITs0GwIoPEQCIlKzPl5GZmQlnZ2dkZGRwvg9ppbBIgUErj+NaUiYGtfDDihdMdxKuUGb/eREbL9zD3AGh+E/3kGo9x+v/O4+dV5LR3N8Zm17vBKmJzFfJkRei6cLdAICoj/rDVmY6VR8AOBubhpHfn4RYBFz4oA9c7GRCh0RkENp+fpvGOweRGZNKxFg8vDnEImDLxUQcvJ4qdEgmR13xsalBxeHDwU3hZCPFpXsZWHM8Vk+R1Zx6mAswzYpK2yA3fDu2Fb4Y0YJJDxGY+BDpRZi/M17uXA8A8N4/l5GVVyBwRKZFs6VDDebAeDnaYP5A1Uq6r/beQNzDmi+w0Af1xG0riQgSsfH7mmnj2TBfDG/tX/WJRLUAEx8iPZndtxEC3eyQlJGHxbuuV/2AWkRfWzqMahOAjsHuyCtQ4L1/TGMlnaYrtQn08CGiqjHxIdITW5kEnw9X7ZX0v1NxOMXtLDT0tYmnSCTCZ8PCYC0V41j0A/x17p4+wqsRU+vhQ0SV4yuVSI86hXjghXaBAIC5Gy+ZbN8ZY8vT4yae9TzsMbNPQwDAx9uvIbm4R41Q5DpswEpEwtN5OXtRURHWrl2L/fv3IzU1FQqFosz9Bw4c0FtwROZo3rOhOHg9FbEPc7Fs703Me7ax0CEJTl8VH7UpXeph5+UkXLyXgfn/XMZPE9oIsm8gUNKjyNSWshNR+XR+pb711lt46623UFRUhGbNmqFFixZlDqLazsnGCp8ObQYA+PHoHUTGpwsbkAnQZ8UHUK2kWzKiBawkIuy/nop/IxP18rzVoa74mOKKLiJ6ms4Vn/Xr1+PPP//Es88+a4h4iCzCM429MaSlHzZHJuLtvy5i27QuJtXV19gMsYlnIx9HTO/VAF/tvYn/br2KTvXd4eVoo7fn15Y+VqwRkfHo/BVFJpOhfn3uRE1UlYXPN4WHgzWiU7Pxf/tuCR2OoEq2dNBvVeQ/PULQ1M8J6bkFWLD5qiCrvDT/NlZ8iMyCzq/U2bNnY/ny5SaxjJTIlLnay/BZ8ZDXqiO3ERH3SOCIhGOIig8AWEnEWDKiOaRiEXZdTcbWS0l6fX5taCY3s+JDZBZ0Huo6duwYDh48iJ07d6Jp06ZPbVK6adMmvQVHZO76NvUpM+S1fXrXWjfkpVQqDbrku6mfM6b2rI/l+29hwb9X0CHYzahDXpp/Gys+RGZB51eqi4sLhg4diu7du8PDwwPOzs5lDiIq67+DmsLT0Rq37+dg2b6bVT/AwuQXKaAuEBsq6XuzV33NkNd7m4zb2LCkmsXEh8gc6FzxWbNmjSHiILJYLnYyfDY0DK/8eg4/HrmDvk280bqum9BhGU3pvawMlRxYScT4alQLDPr6OPZFpWLjhQSMMNIWDSUVn9pVySMyV/yKQmQEfZp4Y3grfyiUwKw/LyI3v1DokIxGXRERiQCZAXdUD/Vxwow+DQAAH269iqSMxwb7XaWVrOri2ymROajWK/Xvv//GqFGj0KFDB7Rq1arMQUTlWzioCfycbXD3YS4W7ag9e3nJSzX4M3STwVe7BqNlgAuy8gox5+9LRhny0uxDxooPkVnQOfFZsWIFJk2aBG9vb0RERKBdu3Zwd3fHnTt3MGDAAEPESGQRnGys8MVIVZPP307dxZGb9wWOyDhKNig1fGIgLR7yspaKcfTWA/x26q7Bfyf36iIyLzq/Ur/99lusWrUKX3/9NWQyGebMmYO9e/di+vTpyMjIMESMRBajc30PTOhYFwAw5+9LyMgtEDgiw8sz8u7lIZ4OmDcgFADw2Y4o3L6fbdDfx8nNROZF51dqXFwcOnXqBACwtbVFVlYWAGDcuHFYt26dfqMjskBzBzRGPQ97JGfmYcGWK0KHY3AlfW6MlxiM7xiErg08kFegwKwNkSgoUlT9oGri5GYi86LzO5GPjw/S0tIAAIGBgTh16hQAICYmhk0NibRgK5Pgq1EtIBGL8G9kIv6NTBA6JIMydsUHAMRiEb4Y0QJONlJcvJeBbw5GG+x3sY8PkXnR+ZXaq1cvbNmyBQAwadIkzJw5E3369MHo0aMxdOhQvQdIZIlaBbrizZ6qrV/e33wFCenGWYEkBCEqPgDg42yDT4aGAQC+PhBtsM1i5QXGm8NERDWn8zvRqlWrMH/+fADA1KlTsXr1ajRu3BgfffQRvvvuO70HSGSp3uxVX7MCafafkVAoLLNiKkTFR21QCz8838IPRQolZm6IRI5c/20EWPEhMi86v1LFYjGk0pK+h2PGjMGKFSswbdo0yGQyvQZHZMmsJGIsG90SdjIJTt1Jw0/H7ggdkkEIVfFR+2RwM/g62yDmQQ4+3nZN788v9L+PiHRTrVfq0aNH8dJLL6Fjx45ISFDNT/jtt99w7NgxvQZHZOnqedhjwXNNAABf7L6Bq4mWtzIyr0DYyb/OdlZYOqolRCJg/dl47Lqi341Mhf73EZFudE58Nm7ciH79+sHW1hYRERGQy+UAgIyMDHz22Wd6D5DI0o1uG4A+TbxRUKTE9HUReJxfJHRIeqWeAyNkRaRjiDv+0z0EADB302UkZ+Tp7bk51EVkXnR+pX7yySf4/vvv8eOPP5bZmb1z5864cOGCXoMjqg1EIhEWD28Or+KNTD8ywHCMkPIKhZvjU9rM3g0RVscZ6bkFmP2X/uZUaYa6mPgQmQWdX6k3btxAt27dnrrd2dkZ6enp+oiJqNZxs5dh2WjVcMy6M3F6H44RUp5m1ZOwiYFMKsb/jWkJWysJjkc/xI9H9TOnSr0lB1d1EZmHavXxiY5+uifGsWPHEBwcrJegiGqjzvU98Go31Wvo3Y2XkWghS9xNqcFfiKcDFj5fMqdKH0vcuWUFkXnR+ZX6yiuv4K233sLp06chEomQmJiI33//HW+//TZef/11Q8RIVGvM7tMIzf2dkfG4ADM2RKLIApa4m0rFR2102wAMDPNFoUI1pyorr2bbhmjmMJlAYkdEVdP5nWju3Ll48cUX8cwzzyA7OxvdunXDlClT8Nprr2HatGmGiJGo1pBJxVgxJhx2MgnOxKRh5QHDdRw2FlOq+ACqOVWfDQtDHRdbxKXlYv4/V2rUdZ6Tm4nMi86vVJFIhPnz5yMtLQ1XrlzBqVOncP/+fXz88ceGiI+o1gnysMcnQ5oBAJbvv4lTdx4KHFHNmFrFBwCcba2w4oVwSMQibLmYiL/O36vW8ygUSuQXMfEhMifVfqXKZDI0adIE7dq1g4ODgz5jIqr1hrXyx/BW/lAogbfWR+BhtlzokKrNVCsireu6YlafhgCAhf9eRXRqls7PkV9q81NrTm4mMgvSqk9Refnll7U6b/Xq1dUOhohKfDS4KSLjH+H2/RzM/usiVk9oC7FYJHRYOjPlvaxe7x6CE7cf4Hj0Q0z9PQKbp3aGrUz7ONUrugDAxsQSOyIqn9av1LVr1+LgwYNIT0/Ho0ePKjyISD/sraVY+WIryKRiHLpx32y3tFBXfEwx8RGLRVg2uiU8HKxxIyUL/91yVafHq3v4SMQiSCVMfIjMgdYVn9dffx3r1q1DTEwMJk2ahJdeeglubm6GjI2o1mvs64SFzzfB/H+uYMmuG2hd1w2t67oKHZZO8gpMu8Gfl6MNVoxpibE/n8aGc/FoH+yGYa38tXpsyXYVpvlvI6Knaf1q/eabb5CUlIQ5c+Zg69atCAgIwKhRo7B79+4arYggosq92C4QA5urll+/+ccFpOXkCx2STvLMoMFfp/oeeOuZBgCA9zdfQXRqtlaPY9dmIvOj06vV2toaL7zwAvbu3Ytr166hadOmeOONNxAUFITsbO3eKIhINyKRCJ8PC0M9D3skZeRh1p/6227BGMwlOZjWqwE6hbgjN78IU3+/oNWeaaa2VJ+IqlbtdyKxWAyRSASlUomiIsNvqjho0CAEBgbCxsYGvr6+GDduHBITE8ucc+nSJXTt2hU2NjYICAjAkiVLDB4XkTE42ljh27GtYF083+e7w7eFDklrmuEgE674AKp5Ov83pmS+z/zNl6usZquTOlNaqk9EldPp1SqXy7Fu3Tr06dMHDRs2xOXLl7Fy5UrExcUZfEl7z5498eeff+LGjRvYuHEjbt++jREjRmjuz8zMRN++fVG3bl2cP38eX3zxBf773/9i1apVBo2LyFga+zrh48Gq/j5f7bmBk7fNo7+PuVR8ANV8n69fCIdYBGy6kID1Z+MrPV9ewIoPkbnRenLzG2+8gfXr1yMgIAAvv/wy1q1bBw8PD0PGVsbMmTM1/123bl3MnTsXQ4YMQUFBAaysrPD7778jPz8fq1evhkwmQ9OmTREZGYmlS5fi1VdfrfB55XI55PKSHimZmZkG/XcQ1cSotgE4E5uGv8/fw7R1Edg+vQu8nWyEDqtS5jDHp7SOIe54p18oFu+6joVbriKsjjOa1XEu99w8dVLHig+R2dD61fr999/DyckJwcHBOHz4MF599VUMGzbsqcMY0tLS8Pvvv6NTp06wsrICAJw8eRLdunWDTCbTnNevXz/cuHGj0mX2ixYtgrOzs+YICAgwePxENfHx4GYI9XHEg2w5pv5+AQWlmuiZInOq+Ki91i0YvRt7Ib9Qgdd/P4+M3PL385JzVReR2dH61Tp+/Hj07NkTLi4uZRKFJw9Devfdd2Fvbw93d3fExcXh33//1dyXnJwMb2/vMuerf05OTq7wOefNm4eMjAzNER9feWmbSGi2Mgm+e6k1HK2lOHf3ET7bESV0SBVSKpVmV/EBVP19vhrZEgFutohPe1zhhHJObiYyP1oPda1du1bvv3zu3LlYvHhxpedERUUhNDQUAPDOO+9g8uTJuHv3Lj788EOMHz8e27Ztg0hU/W621tbWsLa2rvbjiYRQz8MeX41qgVd/O481x2MRHuiKQS38hA7rKaW3dDC3CcDOdlb4bmxrDPvuBPZfT8XKg9GYXrzkXc0cq1lEtZ3WiY8hzJ49GxMnTqz0nODgYM1/e3h4wMPDAw0bNkTjxo0REBCAU6dOoWPHjvDx8UFKSkqZx6p/9vHx0XvsRELr29QHb/QIwbeHbmPuxksI9XFEQ29HocMqI6/Ulg7mWBVpVscZnw5phnf+voRl+24irI4zeoZ6ae435a7URFQ+QRMfT09PeHp6VuuxCoXqDUc9Mbljx46YP3++ZrIzAOzduxeNGjWCq6t5dbol0tbsvo1w8V46jkc/xGu/ncfmqZ3hbGsldFga6n26xCLASmJ++4wBwMg2Abh4Lx3/OxWHt9ZHYOu0Lqjrbg+Ac3yIzJFZvFpPnz6NlStXIjIyEnfv3sWBAwfwwgsvICQkBB07dgQAvPjii5DJZJg8eTKuXr2KDRs2YPny5Zg1a5bA0RMZjkQswoox4ajjYouYBzmYucG0mhuWngNTkyFpoS14rinCA12QmVeI1347j9z8QgCltuMws2E8otrMLF6tdnZ22LRpE5555hk0atQIkydPRvPmzXH48GHN/BxnZ2fs2bMHMTExaN26NWbPno0FCxZUupSdyBK4O1jjh3GtYS0V48D1VPzfvptCh6SRV2AZDf5kUjG+G9saHg7WuJ6chXc3qpobcnIzkfkRdKhLW2FhYThw4ECV5zVv3hxHjx41QkREpqVZHWcsGhaGWX9exIoD0Wji54z+zYSf22ZJiYGPsw2+HdsKL/54ClsvJqKpnxMnNxOZIb5aiSzEsFb+mNQ5CAAw+89I3ErJEjYgWE7FR61dPTcsfL4JAGDxrus4eusBACY+ROaEr1YiC/Les43RIdgNOflFeOXXc0jPFXYnd0tc9fRSh7oY0zYASiVwPVmVXJr6PmREVIKJD5EFsZKI8c2LrVDHxRaxD3Px5h8RKBSws7Nm8q8FVUREIhE+HNwUreuWrBa1pH8fkaXjq5XIwrg7WOOnCW1gJ5PgWPQDfCpgZ2fNHB8Lq4hYSyX47qVW8CneJ83VTlbFI4jIVDDxIbJAjX2dsHRUCwDAmuOx2HA2TpA4LLHio+blaIMNr3XA+wMb49kwX6HDISItWd67EREBAPo388XM3g0BAO9vvoIzMWlGj8Ec9+nSRV13e0zpGgxbmWX++4gsERMfIgs2rVd9PBvmg4IiJV777RzuPswx6u/ncm8iMjV8NyKyYOpdxsPqOONRbgEm/3IOmXkFRvv9ll7xISLzw8SHyMLZyiT4aUIb+DjZIDo1G1N/v2C0lV6s+BCRqeG7EVEt4O1kg58mtIGtlQRHbz3AR9uuGeX3suJDRKaGiQ9RLdGsjjOWjW4JAPj15F2sPhZj8N+prvhYSudmIjJ/fDciqkX6N/PBvAGhAICPt1/DnqvJBv196oqPJezVRUSWgYkPUS3zardgvNg+EEol8Nb6SFy6l26w38WKDxGZGr4bEdUyIpEIHw1qiu4NPfG4oAgvrz2He49yDfK75Kz4EJGJYeJDVAtJJWKsfDEcoT6OeJAtx6Q1Z5GRq/9l7pa2OzsRmT++GxHVUo42VlgzqS28naxxKzUbr/x2TpOo6Itmry5WfIjIRDDxIarFfJ1tsXZSOzhaS3EmJg2z/7oIhUKpt+dnxYeITA3fjYhquca+TvhhXGtYSUTYfikJn+lxN3dL3Z2diMwXEx8iQqf6HvhypGo395+OxeCno3f08ryWvDs7EZknvhsREQBgcMs6eLe/qsfPJ9ujsDkiocbPqa74sHMzEZkKJj5EpPGf7sGY1DkIAPD2Xxdx6EZqjZ6PFR8iMjV8NyIiDZFIhA8GNsHgln4oVCjx+v8uICLuUbWfjxUfIjI1THyIqAyxWIQvRrRAN02Dw7OITs2q1nOx4kNEpobvRkT0FJlUjO/GtkKLABc8yi3AuJ/P6NzdWalUsuJDRCaHiQ8RlcveWoo1E9uigZcDkjLy8NJPp3E/S67149VJD8CKDxGZDr4bEVGF3Oxl+G1ye9RxsUXsw1yMX30GGY+129pCvU8XwIoPEZkOJj5EVCkfZxv8PqU9PBysEZWUiclrzyI3v7DKx6l3ZpeIRbCS8K2GiEwD342IqEpBHvb4bXI7ONlIce7uI7z66/kq9/XK0+zMzrcZIjIdfEciIq009nXC2pfbwU4mwbHoB3jzjwsoKFJUeL664sNhLiIyJUx8iEhrrQJd8fOEtrCWirEvKhUzNkSiqIJNTVnxISJTxHckItJJxxD3Mpuazvn7Urk7urPiQ0SmiIkPEemsRyMvfP1CK0jEImy8cA/v/XP5qeSHFR8iMkV8RyKiaunfzAfLRreEWASsPxuPBVuuQKksSX40XZtZ8SEiE8LEh4iqbVALP3w1qgVEIuB/p+Lw4dZrmuRH3cCQFR8iMiV8RyKiGhka7o8lw5tDJALWnojFx9uioFQqNRUfzvEhIlNiNonPoEGDEBgYCBsbG/j6+mLcuHFITEzU3B8bGwuRSPTUcerUKQGjJqodRrYJwKKhYQCA1cdj8NG2a8hTT25mxYeITIhU6AC01bNnT7z33nvw9fVFQkIC3n77bYwYMQInTpwoc96+ffvQtGlTzc/u7u7GDpWoVhrTLhBKAPM2Xcaa47Hwd7UFwDk+RGRazCbxmTlzpua/69ati7lz52LIkCEoKCiAlZWV5j53d3f4+PgIESJRrfdCu0CIAMzddBn3Hj0GwIoPEZkWs3xHSktLw++//45OnTqVSXoA1ZCYl5cXunTpgi1btlT5XHK5HJmZmWUOIqq+Me0CNXN+AMDayizfZojIQpnVO9K7774Le3t7uLu7Iy4uDv/++6/mPgcHB3z11Vf466+/sH37dnTp0gVDhgypMvlZtGgRnJ2dNUdAQICh/xlEFm9U2wB8NbIFAt3s8Exjb6HDISLSEClLN94wsrlz52Lx4sWVnhMVFYXQ0FAAwIMHD5CWloa7d+/iww8/hLOzM7Zt2waR+qvlE8aPH4+YmBgcPXq0wueXy+WQy+WanzMzMxEQEICMjAw4OTlV419FRERExpaZmQlnZ+cqP78FTXzu37+Phw8fVnpOcHAwZDLZU7ffu3cPAQEBOHHiBDp27FjuY7/55ht88sknSEpK0jombS8cERERmQ5tP78Fndzs6ekJT0/Paj1WoVA1RytdrXlSZGQkfH19q/X8REREZHnMYlXX6dOncfbsWXTp0gWurq64ffs2PvjgA4SEhGiqPb/88gtkMhnCw8MBAJs2bcLq1avx008/CRk6ERERmRCzSHzs7OywadMmLFy4EDk5OfD19UX//v3x/vvvw9raWnPexx9/jLt370IqlSI0NBQbNmzAiBEjBIyciIiITImgc3xMEef4EBERmR9tP7/Najk7ERERUU0w8SEiIqJag4kPERER1RpMfIiIiKjWYOJDREREtQYTHyIiIqo1mPgQERFRrcHEh4iIiGoNJj5ERERUa5jFlhXGpG5knZmZKXAkREREpC3153ZVG1Iw8XlCVlYWACAgIEDgSIiIiEhXWVlZcHZ2rvB+7tX1BIVCgcTERDg6OkIkEunteTMzMxEQEID4+HjuAaYFXi/d8Hppj9dKN7xeuuH10o0+r5dSqURWVhb8/PwgFlc8k4cVnyeIxWL4+/sb7PmdnJz4YtABr5dueL20x2ulG14v3fB66UZf16uySo8aJzcTERFRrcHEh4iIiGoNJj5GYm1tjYULF8La2lroUMwCr5dueL20x2ulG14v3fB66UaI68XJzURERFRrsOJDREREtQYTHyIiIqo1mPgQERFRrcHEh4iIiGoNJj5G8s033yAoKAg2NjZo3749zpw5I3RIglu0aBHatm0LR0dHeHl5YciQIbhx40aZc/Ly8jB16lS4u7vDwcEBw4cPR0pKikARm5bPP/8cIpEIM2bM0NzG61VWQkICXnrpJbi7u8PW1hZhYWE4d+6c5n6lUokFCxbA19cXtra26N27N27duiVgxMIoKirCBx98gHr16sHW1hYhISH4+OOPy+x5VJuv1ZEjR/D888/Dz88PIpEImzdvLnO/NtcmLS0NY8eOhZOTE1xcXDB58mRkZ2cb8V9hPJVdr4KCArz77rsICwuDvb09/Pz8MH78eCQmJpZ5DkNeLyY+RrBhwwbMmjULCxcuxIULF9CiRQv069cPqampQocmqMOHD2Pq1Kk4deoU9u7di4KCAvTt2xc5OTmac2bOnImtW7fir7/+wuHDh5GYmIhhw4YJGLVpOHv2LH744Qc0b968zO28XiUePXqEzp07w8rKCjt37sS1a9fw1VdfwdXVVXPOkiVLsGLFCnz//fc4ffo07O3t0a9fP+Tl5QkYufEtXrwY3333HVauXImoqCgsXrwYS5Yswddff605pzZfq5ycHLRo0QLffPNNufdrc23Gjh2Lq1evYu/evdi2bRuOHDmCV1991Vj/BKOq7Hrl5ubiwoUL+OCDD3DhwgVs2rQJN27cwKBBg8qcZ9DrpSSDa9eunXLq1Kman4uKipR+fn7KRYsWCRiV6UlNTVUCUB4+fFipVCqV6enpSisrK+Vff/2lOScqKkoJQHny5EmhwhRcVlaWskGDBsq9e/cqu3fvrnzrrbeUSiWv15PeffddZZcuXSq8X6FQKH18fJRffPGF5rb09HSltbW1ct26dcYI0WQMHDhQ+fLLL5e5bdiwYcqxY8cqlUpeq9IAKP/55x/Nz9pcm2vXrikBKM+ePas5Z+fOnUqRSKRMSEgwWuxCePJ6lefMmTNKAMq7d+8qlUrDXy9WfAwsPz8f58+fR+/evTW3icVi9O7dGydPnhQwMtOTkZEBAHBzcwMAnD9/HgUFBWWuXWhoKAIDA2v1tZs6dSoGDhxY5roAvF5P2rJlC9q0aYORI0fCy8sL4eHh+PHHHzX3x8TEIDk5ucz1cnZ2Rvv27Wvd9erUqRP279+PmzdvAgAuXryIY8eOYcCAAQB4rSqjzbU5efIkXFxc0KZNG805vXv3hlgsxunTp40es6nJyMiASCSCi4sLAMNfL25SamAPHjxAUVERvL29y9zu7e2N69evCxSV6VEoFJgxYwY6d+6MZs2aAQCSk5Mhk8k0LwY1b29vJCcnCxCl8NavX48LFy7g7NmzT93H61XWnTt38N1332HWrFl47733cPbsWUyfPh0ymQwTJkzQXJPyXpu17XrNnTsXmZmZCA0NhUQiQVFRET799FOMHTsWAHitKqHNtUlOToaXl1eZ+6VSKdzc3Gr99cvLy8O7776LF154QbNJqaGvFxMfMglTp07FlStXcOzYMaFDMVnx8fF46623sHfvXtjY2AgdjslTKBRo06YNPvvsMwBAeHg4rly5gu+//x4TJkwQODrT8ueff+L333/HH3/8gaZNmyIyMhIzZsyAn58frxUZTEFBAUaNGgWlUonvvvvOaL+XQ10G5uHhAYlE8tTKmpSUFPj4+AgUlWl58803sW3bNhw8eBD+/v6a2318fJCfn4/09PQy59fWa3f+/HmkpqaiVatWkEqlkEqlOHz4MFasWAGpVApvb29er1J8fX3RpEmTMrc1btwYcXFxAKC5JnxtAu+88w7mzp2LMWPGICwsDOPGjcPMmTOxaNEiALxWldHm2vj4+Dy1mKWwsBBpaWm19vqpk567d+9i7969mmoPYPjrxcTHwGQyGVq3bo39+/drblMoFNi/fz86duwoYGTCUyqVePPNN/HPP//gwIEDqFevXpn7W7duDSsrqzLX7saNG4iLi6uV1+6ZZ57B5cuXERkZqTnatGmDsWPHav6b16tE586dn2qPcPPmTdStWxcAUK9ePfj4+JS5XpmZmTh9+nStu165ubkQi8t+HEgkEigUCgC8VpXR5tp07NgR6enpOH/+vOacAwcOQKFQoH379kaPWWjqpOfWrVvYt28f3N3dy9xv8OtV4+nRVKX169crra2tlWvXrlVeu3ZN+eqrrypdXFyUycnJQocmqNdff13p7OysPHTokDIpKUlz5Obmas75z3/+owwMDFQeOHBAee7cOWXHjh2VHTt2FDBq01J6VZdSyetV2pkzZ5RSqVT56aefKm/duqX8/ffflXZ2dsr//e9/mnM+//xzpYuLi/Lff/9VXrp0STl48GBlvXr1lI8fPxYwcuObMGGCsk6dOspt27YpY2JilJs2bVJ6eHgo58yZozmnNl+rrKwsZUREhDIiIkIJQLl06VJlRESEZhWSNtemf//+yvDwcOXp06eVx44dUzZo0ED5wgsvCPVPMqjKrld+fr5y0KBBSn9/f2VkZGSZ9365XK55DkNeLyY+RvL1118rAwMDlTKZTNmuXTvlqVOnhA5JcADKPdasWaM55/Hjx8o33nhD6erqqrSzs1MOHTpUmZSUJFzQJubJxIfXq6ytW7cqmzVrprS2tlaGhoYqV61aVeZ+hUKh/OCDD5Te3t5Ka2tr5TPPPKO8ceOGQNEKJzMzU/nWW28pAwMDlTY2Nsrg4GDl/Pnzy3wQ1eZrdfDgwXLfqyZMmKBUKrW7Ng8fPlS+8MILSgcHB6WTk5Ny0qRJyqysLAH+NYZX2fWKiYmp8L3/4MGDmucw5PUSKZWlWnMSERERWTDO8SEiIqJag4kPERER1RpMfIiIiKjWYOJDREREtQYTHyIiIqo1mPgQERFRrcHEh4iIiGoNJj5ERERUazDxISKLMnHiRAwZMkToMIjIREmFDoCISFsikajS+xcuXIjly5eDDemJqCJMfIjIbCQlJWn+e8OGDViwYEGZHdgdHBzg4OAgRGhEZCY41EVEZsPHx0dzODs7QyQSlbnNwcHhqaGuHj16YNq0aZgxYwZcXV3h7e2NH3/8ETk5OZg0aRIcHR1Rv3597Ny5s8zvunLlCgYMGAAHBwd4e3tj3LhxePDggZH/xUSkb0x8iMji/fLLL/Dw8MCZM2cwbdo0vP766xg5ciQ6deqECxcuoG/fvhg3bhxyc3MBAOnp6ejVqxfCw8Nx7tw57Nq1CykpKRg1apTA/xIiqikmPkRk8Vq0aIH3338fDRo0wLx582BjYwMPDw+88soraNCgARYsWICHDx/i0qVLAICVK1ciPDwcn332GUJDQxEeHo7Vq1fj4MGDuHnzpsD/GiKqCc7xISKL17x5c81/SyQSuLu7IywsTHObt7c3ACA1NRUAcPHiRRw8eLDc+UK3b99Gw4YNDRwxERkKEx8isnhWVlZlfhaJRGVuU68WUygUAIDs7Gw8//zzWLx48VPP5evra8BIicjQmPgQET2hVatW2LhxI4KCgiCV8m2SyJJwjg8R0ROmTp2KtLQ0vPDCCzh79ixu376N3bt3Y9KkSSgqKhI6PCKqASY+RERP8PPzw/Hjx1FUVIS+ffsiLCwMM2bMgIuLC8Rivm0SmTORki1OiYiIqJbgVxciIiKqNZj4EBERUa3BxIeIiIhqDSY+REREVGsw8SEiIqJag4kPERER1RpMfIiIiKjWYOJDREREtQYTHyIiIqo1mPgQERFRrcHEh4iIiGqN/wcobZTzuXiEJwAAAABJRU5ErkJggg==", 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    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1693,26 +1804,31 @@ "cell_type": "code", "execution_count": 18, "id": "2b471cf1", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.187901Z", + "iopub.status.busy": "2024-07-11T15:34:03.187619Z", + "iopub.status.idle": "2024-07-11T15:34:03.254681Z", + "shell.execute_reply": "2024-07-11T15:34:03.254185Z" + } + }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_55278/1229691935.py:2: RuntimeWarning: divide by zero encountered in log\n", + "/tmp/ipykernel_177460/785913752.py:2: RuntimeWarning: divide by zero encountered in log\n", " np.log(\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1732,12 +1848,19 @@ "cell_type": "code", "execution_count": 19, "id": "464f19e7", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.256295Z", + "iopub.status.busy": "2024-07-11T15:34:03.256038Z", + "iopub.status.idle": "2024-07-11T15:34:03.332958Z", + "shell.execute_reply": "2024-07-11T15:34:03.332488Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 19, @@ -1746,14 +1869,12 @@ }, { "data": { - "image/png": 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", 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", 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    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1765,18 +1886,23 @@ "cell_type": "code", "execution_count": 20, "id": "1cc1dc83", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.334568Z", + "iopub.status.busy": "2024-07-11T15:34:03.334308Z", + "iopub.status.idle": "2024-07-11T15:34:03.414606Z", + "shell.execute_reply": "2024-07-11T15:34:03.414140Z" + } + }, "outputs": [ { "data": { - "image/png": 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", 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CWsp1F0cjhHMMGjSIPn365Lp99erVKIrCtWvXct1Xr149DAYD8fHxue7r1KkTiqKgKAqenp7UqVOHqVOncnP3nRMnTqAoCjExMbbbrl+/TufOnWnQoAFnzpzJM1ZVVZkwYQJhYWF4eXnRpUsXjhw5csvXt3btWu69914qVaqUbyIxadIk6tWrh4+PD4GBgXTp0oUtW7bc8rqDBg2yvU69Xk9ERASTJ08mMzPzlo+7nQMHDvD666/z5Zdfcv78eXr27MmkSZNsz3Xz8c8//xTpuYpizJgxrFy50uHXze93ZDQaeeedd2jcuDHe3t4EBQXRrl07Zs+ejclkcngc7i77/6FbHXPmzHF1mIUiiY8L1Ypqy3mC8VKMHNzwp6vDEcItrF+/nrS0NB566KF8O6oPGzaM8+fPc+jQIcaPH8+ECRP44osv8r3mpUuX6Ny5MykpKaxbt44qVarked4777zD9OnT+eKLL9iyZQs+Pj50796d9PT0fK+dkpJC48aN+fTTT/M9p06dOsyYMYPY2FjWr19P9erV6datG5cuXcr3MQA9evTg/PnzHDlyhNGjRzNp0iTefffdWz4mP2azGYvFwrFjxwC47777CA0NxWAwABAZGcn58+dzHNkNSu1lNBoL9bib+fr6UqFChSJfpyCMRiPdu3dn2rRpPPXUU2zcuJGtW7cyfPhwPvnkE/bt21cscbiTsLCwHH8Lo0ePzvU3cquGt25NFTkkJiaqgJqYmFgsz7fp02GqOrGcuvWDh4rl+UTJlZaWpu7fv19NS0tzdSh2GThwoHrfffflun3VqlUqoF69ejXH7YMGDVLHjRunLlmyRK1Tp06ux3Xs2FF9/vnnc9wWHR2t3n///bbv4+LiVEDdtWuXeurUKbVu3brqnXfeqV6/fj3fOC0WixoaGqq+++67ttuuXbumGgwG9eeffy7QawXUP/7447bnZf87888//+R7Tl4/t65du6qtW7dWVVVV09PT1dGjR6uVKlVSvb291ZYtW6qrVq2ynTt79mzV399f/fPPP9X69eurWq1WHThwoArkOFRVVSdOnKg2btw431j27Nmjdu7cWfX09FTLly+vDhs2LMfPMjvWN954Qw0LC1OrV6+uqqqqnjp1Su3bt6/q7++vBgYGqr1791bj4uJsj1u1apXaokUL1dvbW/X391fbtm2rnjhxIs+YTCaTOmLECNXf318tX768OnbsWHXAgAE5fkYdO3ZUR4wYob700ktqYGCgGhISok6cONF2f7Vq1XK89mrVqqmqqqpvv/22qtFo1J07d+Z67UajUU1OTrb9zEeMGKEGBwerBoNBbdeunbp169Ycryf799qsWTPVy8tLbdOmjXrw4EHbOTExMWqnTp1UX19f1c/PT42Ojla3bduW7+/hww8/tMV588/6zTffVCtWrKj6+/urr7/+umoymdQxY8aogYGBauXKldVZs2bluM7tfhf5/Q6z3RxbXFycqiiKLe6bYw0PD1fNZrPtZ/H333+rUVFRqsFgUFu1aqXGxsbmeMy6devUO+64Q/X09FSrVKmijhgxwvbzzsut/h0s6Pu3VHxcrFz0AwDUTdyAyZjh4mhEiaKqYExxzXHTsJIjXb9+nV9//ZXHH3+crl27kpiYyLp1627xI1BZt24dBw8eRK/X57r/0KFDtGvXjgYNGrB48WJ8fX3zvVZcXBzx8fF06dLFdpu/vz+tWrVi06ZNRXthNzEajcycORN/f38aN25s12O9vLxs1ZTnnnuOTZs2MXfuXPbs2UPfvn3p0aNHjqG51NRU3n77bb7++mv27dvH9OnTmT17NoDtU/vtpKSk0L17dwIDA9m2bRu//vor//zzD88991yO81auXMmhQ4dYsWIFf//9NyaTie7du+Pn58e6devYsGEDvr6+9OjRA6PRSGZmJn369KFjx47s2bOHTZs28dRTT6EoSp5xvP322/z444/Mnj2bDRs2kJSUlOeQ1bfffouPjw9btmzhnXfeYfLkyaxYsQKAbdu2ATB79mzOnz9v+/7HH3+kS5cuNG3aNNf1dDodPj4+AIwdO5bff/+db7/9lp07dxIREUH37t1JSEjI8ZhXX32V999/n+3bt+Ph4cGTTz5pu++xxx6jSpUqbNu2jR07djBu3Dh0Ot1tfw83+/fffzl37hxr167lgw8+YOLEidxzzz0EBgayZcsW/ve///H000/bhnRv97vI9t/fYX6qV69Oly5dbH9L2WbPns2gQYPQaG6kFi+99BLvv/8+27ZtIzg4mHvvvdc2dHjs2DF69OjBgw8+yJ49e5g3bx7r16/P9bflcLdMi8qg4q74ZJpM6uWJVVV1Yjl1z5r5xfKcomTK9UknI1lVJ5ZzzZGR/yey/xo4cKCq1WpVHx+fHIenp2euis/MmTPVJk2a2L5//vnn1YEDB+a4XseOHVWdTqf6+PioOp1OBVRPT091w4YNtnOyKz56vV7t3LmzmpmZeds4N2zYoALquXPnctzet29ftV+/fgV6rdyi4vPXX3+pPj4+qqIoaqVKlXJUCvJyc8XHYrGoK1asUA0GgzpmzBj15MmTqlarVc+ePZvjMXfddZc6fvx4VVWtFR9AjYmJyXHOH3/8of73n/6JEyeqGo0mx++nRYsWqqpafyeBgYE5PoUvWrRI1Wg0anx8vC3WkJAQNSMjw3bO999/r9atW1e1WCy22zIyMlQvLy912bJl6pUrV1RAXb16dZ6v/7/Vj5CQkBzVuMzMTDU8PDxXxeeOO+7IcZ0WLVqoL7/8su37vH5HXl5e6siRI/OMI1tycrKq0+nUH3/80Xab0WhUK1WqpL7zzjuqquas+GRbtGiRCtj+v/Xz81PnzJlToNesqnlXfKpVq6aazWbbbXXr1lXbt29v+z4zM1P18fGxVSpv97vIvu5/f4e3im3evHlqYGCgmp6erqqqqu7YsUNVFMVWRcr+WcydO9f2mCtXrqheXl7qvHnzVFVV1SFDhqhPPfVUjudZt26dqtFo8q1sS8WnFNB6eHC0fEcAUnf/4eJohHCOzp07ExMTk+P4+uuvc503a9YsHn/8cdv3jz/+OL/++ivXr+ec/P/YY48RExPDhg0b6NmzJ6+++ipt27bNdb3evXuzbt065s+f7/gXZafsn8HGjRvp0aMH/fr14+LFi7d8zN9//42vry+enp707NmT/v37M2nSJGJjYzGbzdSpUwdfX1/bsWbNGtscHgC9Xk+jRo0KFF/dunVz/H5+//13wDoZunHjxraqB0C7du2wWCwcOnTIdltUVFSOqtvu3bs5evQofn5+tvjKly9Peno6x44do3z58gwaNIju3btz77338vHHH+dbgUpMTOTChQu0bNnSdptWq6VZs2a5zv3v6w0LC7vtz1ktQAXz2LFjmEwm2rVrZ7tNp9PRsmVLDhw4kG8MYWFhALYYXnzxRYYOHUqXLl2YNm1ajt9XQUVGRuaoqoSEhBAVFWX7XqvVUqFCBdtz3u53ke2/v8Nb6dOnD1qtlj/+sL5vzZkzh86dO1O9evUc57Vp08b2dfny5albt67t57V7927mzJmT42+4e/fuWCwW4uLi7Puh2MHDaVcWBebVqA+sXkjEldWYMzPResivRRSAzhteOee657aDj48PEREROW7778qq/fv3s3nzZrZu3crLL79su91sNjN37lyGDRtmu83f3992vV9++YWIiAhat26dY5gKrEMOjRo14tFHH0VVVfr165dvjKGhoQBcuHDB9maV/b29y6rzkv0zyI61du3afPPNN4wfPz7fx3Tu3JnPP/8cvV5PpUqV8Mj6tyE5ORmtVsuOHTvQarU5HnPzcJ6Xl1e+Q0f/lb1yrLBuToyyY2zWrBk//vhjrnODg4MB69DIyJEjWbp0KfPmzeP//u//WLFiBa1bty50HP8dNlIUBYvFcsvH1KlTh4MHDxb6OW8VQ/bPPzuGSZMm8eijj7Jo0SKWLFnCxIkTmTt3Lvfffz8ajSZXEpbXirK8XuOtXndBfheQ+3d4K3q9ngEDBjB79mweeOABfvrpJz7++OMCPz47rqeffpqRI0fmui88PNyua9lD3mHdQP2295C42ocKJLJ/2woatOnp6pBESaAooC/4P1Tu7ptvvqFDhw65VkfNnj2bb775JkficzNfX1+ef/55xowZw65du3K90b/22mtoNBoee+wxVFXNdyVKjRo1CA0NZeXKlbZEJykpiS1btvDMM88U/QX+h8ViISPj1vP68koYAZo2bYrZbObixYu0b9/e4bHdrH79+syZM4eUlBTbG+OGDRvQaDTUrVs338dFR0czb948KlasSLly5fI9r2nTpjRt2pTx48fTpk0bfvrpp1yJj7+/PyEhIWzbts220sxsNrNz5067k1KdTofZbM5x26OPPsorr7zCrl27cs3zMZlMGI1GatWqhV6vZ8OGDVSrVs1237Zt2+zeO6hOnTrUqVOHUaNG8cgjjzB79mzuv/9+goODiY+PR1VV29/xzVsyFFZBfxf2Gjp0KA0bNuSzzz4jMzOTBx54INc5mzdvtiUxV69e5fDhw9SvX98W1/79+4uUcBeGDHW5AZ3ewGF/6z9e13fKLs6i7DGZTHz//fc88sgjNGzYMMcxdOhQtmzZcsslxU8//TSHDx+2Dc/816uvvsqUKVN47LHH+Pnnn/M8R1EUXnjhBd544w0WLlxIbGwsAwYMoFKlSjn2IbrrrruYMWOG7fvk5GTb8BBYJ0nHxMRw6tQpwDo5+JVXXmHz5s2cPHmSHTt28OSTT3L27Fn69u1r50/Kqk6dOjz22GMMGDCA+fPnExcXx9atW5k6dSqLFi0q1DXz89hjj+Hp6cnAgQPZu3cvq1atYsSIETzxxBOEhITc8nFBQUHcd999rFu3jri4OFavXs3IkSM5c+YMcXFxjB8/nk2bNnHy5EmWL1/OkSNHbG+K/zVixAimTp3Kn3/+yaFDh3j++ee5evVqgSta2apXr87KlSuJj4/n6tWrALzwwgu0a9eOu+66i08//ZTdu3dz/PhxfvnlF1q3bs2RI0fw8fHhmWee4aWXXmLp0qXs37+fYcOGkZqaypAhQwr03GlpaTz33HOsXr2akydPsmHDBrZt22Z7zZ06deLSpUu88847HDt2jE8//ZQlS5bY9frycrvfRWHVr1+f1q1b8/LLL/PII4/g5eWV65zJkyezcuVK9u7dy6BBgwgKCrL9//Tyyy+zceNGnnvuOWJiYjhy5Ah//vmn0yc3S+LjJnSN7gegxqV/sfzn04gQpd3ChQu5cuUK999/f6776tevT/369fnmm2/yfXz58uUZMGAAkyZNyndYY9y4cbz11ls88cQT/PTTT3meM3bsWEaMGMFTTz1FixYtSE5OZunSpXh6etrOOXbsGJcv3+ivt337dlvVAqxzOJo2bcqECRMA63yLgwcP8uCDD1KnTh3uvfderly5wrp164iMjLz9Dycfs2fPZsCAAYwePZq6devSp08ftm3b5vAhAm9vb5YtW0ZCQgItWrTgoYceypX85fe4tWvXEh4ezgMPPED9+vUZMmQI6enplCtXDm9v7xw/l6eeeorhw4fz9NNP53m97DfXAQMG0KZNG9t8kJt/NwXx/vvvs2LFCqpWrWr7nRkMBlasWMHYsWP58ssvad26NS1atGD69OmMHDmShg0bAjBt2jQefPBBnnjiCaKjozl69CjLli0jMDCwQM+t1Wq5cuUKAwYMoE6dOvTr14+ePXvy+uuvA9a/9c8++4xPP/2Uxo0bs3XrVsaMGWPX68vL7X4XRTFkyBCMRmOOlWs3mzZtGs8//zzNmjUjPj6ev/76yzaPqFGjRqxZs4bDhw/Tvn172/83lSpVKlJMt6OoBZnVVYYkJSXh7+9PYmKiQ0uCt5ORnoppak18lTQO3v0b9Vp2LbbnFiVDeno6cXFx1KhRw+5/7IUobSwWC/Xr16dfv35MmTLF1eGUWVOmTOHXX39lz549OW5fvXo1nTt35urVqwQEBDjs+W7172BB37+l4uMmDJ7eHPS3rha4tiPvcr0QQpRVJ0+e5KuvvuLw4cPExsbyzDPPEBcXx6OPPurq0Mqk5ORk9u7dy4wZMxgxYoSrw7GLJD5uRNvQWuavfuEf1NusQhBCiLJEo9EwZ84cWrRoQbt27YiNjeWff/7Jd06QcK7nnnuOZs2a0alTp3yHudyVDHX9h6uGugDSU5OxvF0TbyWDw70XUie6Y7E+v3BvMtQlhCjrZKjrP6pXr56re+y0adNcHVaBeXr7csDPutnTlW2/uDgaIYQQovQpdfv4TJ48Ocd+H35+fi6MphAa9IGtq6kabx3uUjSlKjcVDiBFWiFEWeWIf/9K3buqn58foaGhtsOenSjdQb3295Om6qmixnN872ZXhyPcSPYOvTc3FRRCiLIkNTUVyL17tT1KXcVn2rRpTJkyhfDwcB599FFGjRpl2+Y9LxkZGTl2T01KSiqOMPPl4xfATt9WRKes4+KWedRqlLv/kCibPDw88Pb25tKlS+h0uhy9eoQQojRTVZXU1FQuXrxIQEBArlYt9ihVic/IkSOJjo6mfPnybNy4kfHjx3P+/Hk++OCDfB8zdepU2+ZR7sLS4D7Yto4q55bLcJewURSFsLAw4uLiOHnypKvDEUKIYhcQEGDrq1dYbr+qa9y4cbz99tu3POfAgQPUq1cv1+2zZs3i6aefJjk5GYPBkOdj86r4VK1a1SWrurKlXL+G9r0IPBUTxx5YIlUfkYPFYpHhLiFEmaPT6W5Z6Snoqi63r/iMHj2aQYMG3fKcmjVr5nl7q1atyMzM5MSJE/k20zMYDPkmRa5iHe5qQ3TKWi5uniuJj8hBo9HIcnYhhCgkt098goODCQ4OLtRjY2Ji0Gg0VKxY0cFROZ8a2Qe2rqXq+WUy3CWEEEI4SKl5N920aRMfffSRravujz/+yKhRo3j88ccL3EDOndTv8JBtddex2I2uDkcIIYQoFUpN4mMwGJg7dy4dO3YkMjKSN998k1GjRjFz5kxXh1Yo3r7+HPBrDcClzfNcHI0QQghROrj9UFdBRUdHs3lz6dr3Rm3wAGxdS7V4Ge4SQgghHEHeSd1Y/Q4PkKoaqKRe4Oju9a4ORwghhCjxJPFxY9bhrqzeXVvmujgaIYQQouSTxMfNKQ3vB6BavHUzQyGEEEIUXpETn6SkJBYsWMCBAwccEY/4j/rtHyRVNRDGJQ7vXO3qcIQQQogSze7Ep1+/fsyYMQOAtLQ0mjdvTr9+/WjUqBG///67wwMs67x8/Nhf7g4Arm6T1V1CCCFEUdid+Kxdu5b27dsD8Mcff6CqKteuXWP69Om88cYbDg9QgEejhwCoeWE5FrPZxdEIIYQQJZfdiU9iYiLly5cHYOnSpTz44IN4e3vTq1cvjhw54vAABdRv34ckvKlIAge2LHN1OEIIIUSJZXfiU7VqVTZt2kRKSgpLly6lW7duAFy9elX6BzmJwdObgwGdAEjeIcNdQgghRGHZnfi88MILPPbYY1SpUoWwsDA6deoEWIfAoqKiHB2fyOIV3Q+AOlf+xWTMuM3ZQgghhMiL3YnPs88+y6ZNm5g1axYbNmxAk7WbcM2aNWWOjxPVb9OLBMoRSBIHNv7t6nCEEEKIEqlQy9mbN29Or169OHv2LJmZmQD06tWLdu3aOTQ4cYOHTs+RoC4AZOz6xcXRCCGEECWT3YlPamoqQ4YMwdvbm8jISE6dOgXAiBEjmDZtmsMDFDf4Ne8PQL1ra0hPS3FxNEIIIUTJY3fiM378eHbv3s3q1atzTGbu0qUL8+bJxFtnqteiKxeogJ+SxoF1f7g6HCGEEKLEsTvxWbBgATNmzOCOO+5AURTb7ZGRkRw7dsyhwYmcNFotcSHWVXSW2N9cHI0QQghR8tid+Fy6dImKFSvmuj0lJSVHIiSco0LrRwFokLSBlOvXXBuMEEIIUcLYnfg0b96cRYsW2b7PTna+/vpr2rRp47jIRJ4iGt/BGSUML8XIgVXSsV0IIYSwh4e9D3jrrbfo2bMn+/fvJzMzk48//pj9+/ezceNG1qxZ44wYxU0UjYbTVXpR5fTX6Pb/Br3/5+qQhBACgEyTkQObFlGnZXcMnt6uDkeIPNld8bnjjjuIiYkhMzOTqKgoli9fTsWKFdm0aRPNmjVzRoziPyq3fwKAyLQdJFw86+JohBDCateimUT9O4iYr55xdShC5Mvuig9ArVq1+Oqrrxwdiyig8DpNOKKNoLb5KEdWfU+r/uNcHZIQQpB52brAJfLyMtJTk/H09nVxRELkZnfFZ/HixSxblrtR5rJly1iyZIlDghK3d6XmfQD4H/3TxZEIIYSVYrTuL+arpLFv9a8ujkaIvNmd+IwbNw6z2ZzrdlVVGTdOKg/FpVbnAVhUhXqm/ZyLO+jqcIQQAo3pxsaqmr2yw7xwT3YnPkeOHKFBgwa5bq9Xrx5Hjx51SFDi9oIrVWe/Z2MATq35zsXRCCEEaDNTbV9Hpmwh8coFF0YjRN7sTnz8/f05fvx4rtuPHj2Kj4+PQ4ISBZNa70EAQk8tRLVYCvSYzZ//j2NTmnD10nlnhiaEKINuTnz0ipmD/37vwmiEyJvdic99993HCy+8kGOX5qNHjzJ69Gh69+7t0ODErdXr/BgZqo7qltMc37f1tudbzGYaxc+nljmOQ8tnFkOEQoiyRGe2Jj5HtBEA+B2W1jrC/did+Lzzzjv4+PhQr149atSoQY0aNahfvz4VKlTgvffec0aMIh/lAiqwz9e6aeSlDbcf7rpw5ijeSgYAQcdlUrQQwrH0ljQAEuo+jEVVaGDay/mTh1wclRA5FWqoa+PGjSxatIhnn32W0aNHs3LlSv79918CAgKcEKK4FaXRQwDUjF+CJY9J5ze7dDzW9nWE+RgnDmx3amxCiLIlO/HxrdyAA4YoAE6sljmIwr3YlfiYTCY8PDzYt28f3bp146WXXuK5556jQ4cOzopP3EaDjn1JwoeKJLB/06Jbnpt6bl+O78+v+9aZoQkhyhjPrMRH7+1HSt0HAAg7WfA5iEIUB7sSH51OR3h4eJ7L2YVrGDy9OVD+LgDStv90y3M1l60l5zhNNQBqnFt82yqREEIUlBfpAOi9y1H3zicwqh5Ut5wq0BxEIYqL3UNdr776Kq+88goJCQnOiEcUQrlWjwPQ4Ooq0lKu53/edetqvMuNnua66kUolzmwJfdmlEIIYS/VYsFLtSY+nj5++AcGsdeOOYhCFBe7E58ZM2awdu1aKlWqRN26dYmOjs5xiOJXr0VXzikV8VHS2bc6747tqsVCpcyTAATVacmB8ncCkLLtx2KLUwhRehmN6egUawXZ08cfAKXxwwDUil+MOTPTZbEJcTO7e3X16dPHCWGIolA0Gk5WvodKZ2ah2/sL9BqW65zL8acIJpVMVUOlmpGkNn8MViyi3tV/SU9LwdNL9mASQhReesp1DFlfe/v4ARDZ8SGubXyZYK4Su2EhUR0fcF2AQmSxO/GZOHGiM+IQRVSl4yD4cRaRqdu5HH+aoNCqOe6PP7qbYOCcNoxwT2/qt+5B/IogQrnMztW/EN1zsEviFkKUDmkpSfgDGaoOg96aAukNnuwK6kary/PJ2PETSOIj3IDdQ13CPVWt3ZjDHnXwUCwc/Tf3aq2Us3sBuOJVAwCNVktcpbsBUGKlp44QomgyUpIASFU8c9zu3zprDmLiWlKuXyvusITIxe7ER6PRoNVq8z2E61yNsH6aqnAs926pStaKrvSA2rbbwtoPBKw9daSFhRCiKDLSrAsr0smZ+NSN7sxppRLeSgb7V8qcQuF6dic+f/zxB/Pnz7cd8+bNY9y4cYSFhTFzprRBcKU6dw3CpGqpbT7KyYM7c9znl2RtMaILrW+7rXr95hzV1kKvmDm8ck5xhiqEKGWMqdaKT4bGK8ftikbDmXBrOyOvA1JdFq5n9xyf++67L9dtDz30EJGRkcybN48hQ4Y4JDBhv8DgMGJ8WtIkdRPn1s6hWj3rKjvVYqGS6QQAAeENczzmcq0HiDj8LuWP/g6ML+aIhRClRWZaMpA78QGo1mkwfPsFDdJ3c+HMMUKq1Cru8ISwcdgcn9atW7Ny5UpHXU4UkrlhfwBqnvvbtnw04dI5AkjGoipUjmiU4/w6XQZbq0SZRzh5YEexxyuEKB0y061DXSZt7sSnUo167Nc1RKOoHP93TjFHJkRODkl80tLSmD59OpUrV3bE5UQRRHbuRxI+hHCF/RutLSzij+4G4LymIl5Zy0yzla9Ymb0+rQA4t3ZW8QYrhCg1zOnWio9J653n/cn1rH0Fw078IS0shEvZnfgEBgZSvnx52xEYGIifnx+zZs3i3XffdUaMALz55pu0bdsWb2/vfJuhnjp1il69euHt7U3FihV56aWXyCxjm2Z5evlwoEJXADK2fw9A8hnriq5LnjXyflD2JmPnZZMxIUThqEZr4mP2yDvxqXvnE2SoOqpbTnN0z4biDE2IHOye4/PRRx/l+F6j0RAcHEyrVq0IDAx0VFy5GI1G+vbtS5s2bfjmm29y3W82m+nVqxehoaFs3LiR8+fPM2DAAHQ6HW+99ZbT4nJHAW0Gwt8LaJC4luSkq3DpIABpARF5nt+gY18SN42nIgmyyZgQolDUjBQAzLq8N0P1DwxiR7k7aHZ9FQkb5kCT9sUYnRA32J34DBw40Blx3Nbrr78OwJw5c/K8f/ny5ezfv59//vmHkJAQmjRpwpQpU3j55ZeZNGkSer2+GKN1rTrRnTi1uDLhlrNsXfk9vlkrujxC6ud5vsHTm5ig7lmbjP0om4wJIeymZFV81HwqPgC66MdhzSrqXFqGMSMdvcEz33OFcJZCzfG5du0a77//PkOHDmXo0KF8+OGHJCYmOjo2u2zatImoqChCQkJst3Xv3p2kpCT27duX7+MyMjJISkrKcZR0ikbD2Wp9APA98AshRmuPLv/wqHwfE9g2a0+fxLVcT5QGtEII+ygma8VH1fvme05k+z5cpDyBXGfv6l+LKzQhcrA78dm+fTu1atXiww8/JCEhgYSEBD744ANq1arFzp07b38BJ4mPj8+R9AC27+Pj4/N93NSpU/H397cdVatWzffckqTmXUOwqAoNjLEEcQ2ASv9Z0XWz2k06cEpTGS/FyMGV3xdTlEKI0kKTmQqAYsi/75/Ww4NjYfdYz9v9U7HEJcR/2Z34jBo1it69e3PixAnbJoZxcXHcc889vPDCC3Zda9y4cSiKcsvj4MGD9oZol/Hjx5OYmGg7Tp8+7dTnKy4hVWqxz7Op7ft4gvEtl/8crJurRD6yyZgQwk4e2YmP/tYNjyt1tPYFjErZzOX40vHvrShZ7J7js337dr766is8PG481MPDg7Fjx9K8eXO7rjV69GgGDRp0y3Nq1qxZoGuFhoaydevWHLdduHDBdl9+DAYDBoMh3/tLsozI/pBVhbvoWZ38fwpWNe8agvmrz2hg2suZo3upEtHwNo8QQgir7MRHY8h/qAugWr1oDnvUoU7mYY6unE3QYxOKIzwhbOyu+JQrV45Tp07luv306dP4+fnl8Yj8BQcHU69evVseBZ2U3KZNG2JjY7l48aLtthUrVlCuXDkaNGhgV1ylReRdj5GsWjcTS/XPe0XXzUKq1GKfVzMATq/62qmxCSFKF505DQCt5+3fB67W6QtAyLHfZU8fUezsTnz69+/PkCFDmDdvHqdPn+b06dPMnTuXoUOH8sgjjzgjRsC6R09MTAynTp3CbDYTExNDTEwMycnWlQTdunWjQYMGPPHEE+zevZtly5bxf//3fwwfPrzUVnRux8vHj72hfaxf17urQI8xRVl/hzXPLpQ9fYQQBWawWBMfndetKz4A9boMxqh6UMNygmOxm5wdmhA52D3U9d5776EoCgMGDLBtDqjT6XjmmWeYNm2awwPMNmHCBL799lvb902bWuevrFq1ik6dOqHVavn777955plnaNOmDT4+PgwcOJDJkyc7LaaSoMWwGZw/O4rG1eoW6PzIOx8hadsEQrgie/oIIQrMoGYnPrev+PiXD2aH3x00S17N5fWziWjcztnhCWGjqKqqFuaBqampHDtm3R+mVq1aeHvnv3dDSZKUlIS/vz+JiYmUK1fO1eG4xJYZg2l1eT47/O6k2eg/XB2OEKIEuDIpnAokEtd3OTUiW932/N3//kLjtcO4ih8+44/Knj6iyAr6/l3oXl3e3t5ERUVRrVo1li9fzoEDBwp7KeFmyt/xJAANk9aRmHDJxdEIIUoCLzUdAIO3f4HOj2zfh0sEWvf0WTXXmaEJkYPdiU+/fv2YMWMGYG1O2rx5c/r160ejRo34/fffHR6gKH4RjdoRp6mOQTFx8J/Zrg5HCOHmzJmZeCsZAHj6FGyRi4dOz9FK9wKgjfnBabEJ8V92Jz5r166lfXtrj5U//vgDVVW5du0a06dP54033nB4gKL4KRoNF2o9CEDgYdldVQhxa2mp121fe/sWrOIDUOXOpwBomLadC2eOOTwuIfJid+KTmJhI+fLlAVi6dCkPPvgg3t7e9OrViyNHjjg8QOEadboOwaRqqZN5mLj921wdjhDCjaUnW1v9mFUFg2fB53tWjYhiv64hWkXl+D9fOSs8IXKwO/GpWrUqmzZtIiUlhaVLl9KtWzcArl69iqenTE4rLcpXrMxen9YAXFjzjYujEUK4s7RUa+KTiieKxr63lZRI6xYa4SfnYzGbHR6bEP9ld+Lzwgsv8Nhjj1GlShXCwsLo1KkTYB0Ci4rKvwmmKHmUZgMAqHthEcaMdBdHI4RwVxkp1sQnTfGy+7GRXZ4gWfWisnqBA1uWOTo0IXKxO/F59tln2bRpE7NmzWLDhg1osrL7mjVryhyfUqZhhweyVl0ksfffn10djhDCTRnTrHN8MhT7q/7evv7sr9AFgNQtsphCOF+hlrM3b96cXr16cfbsWdsmhr169aJdO9mEqjTx0Ok5Wvk+69e7ZdWFECJvpuzER2N/xQegXFtr49KG11aTdO2Kw+ISIi92Jz6pqakMGTIEb29vIiMjbX27RowY4dSdm4VrhN+VvepiB/GnZPK6ECK3zDRr6yCjtnAb2daN7swJTVW8FCMHVkjVRziX3YnP+PHj2b17N6tXr84xmblLly7MmzfPocEJ16tcM5J9+sZoFJW4f2a6OhwhhBsyZ1grPiZt4So+ikZDfM2HAAg8JO8jwrnsTnwWLFjAjBkzuOOOO1AUxXZ7ZGSkrYWFKF3Soh4DoMapP6RxqRAiF0u6teKTWciKD0DtrkMxZm2hcSx2s6NCEyIXuxOfS5cuUbFixVy3p6Sk5EiEROnRsMvjJOJDKJfYv2Ghq8MRQrgZ1WhNfMwehU98KoRUYa+fdZ7o5TVfOiQuIfJid+LTvHlzFi1aZPs+O9n5+uuvadOmjeMiE27D08uHg8E9ATBtm+PaYIQQ7seYAoBF51Oky+haWCc517+8lLSU67c5W4jC8bD3AW+99RY9e/Zk//79ZGZm8vHHH7N//342btzImjVrnBGjcANBHYbB77/R8Pp6Ei6epXzFyq4OSQjhJpSsxEfVFy3xibzjPs6trkgl9SLbVnxHiz7DHRGeEDnYXfG544472L17N5mZmURFRbF8+XIqVqzIpk2baNasmTNiFG6gVlRrjnjURq+YObxctpYXQtygMVkTH6WIFR+NVsvJ8AcA8Nn3U5HjEiIvdiU+JpOJJ598EkVR+Oqrr9i6dSv79+/nhx9+kF2by4CEutat5Ssd/wXVYnFxNEIId6HNTLV+YSha4gNQq9v/MKsKDUx7OXkopsjXE+K/7Ep8dDodv//+u7NiEW4usvuTpKiehFvOsn/zUleHI4RwEx5ma+KjNfgW+VoVK9cgNqtP4Pl/vyjy9YTruVvLI7uHuvr06cOCBQucEIpwd77lAtlbwdqUNm2zNC4VQlh5mNMA0HgWPfEBIHogYO0TmJGe6phrCpfY9mE/UqbW5uzxA64Oxcbuyc21a9dm8uTJbNiwgWbNmuHjk7O0OXLkSIcFJ9xP+Q5PwYKFNEpczbXL8QQEhbo6JCGEi+mzEh8PTz+HXK9hxwe5uP4VKpLAjn9/ptndQxxyXVH8KiftIpAkDi37mMrPuEcFz+7E55tvviEgIIAdO3awY8eOHPcpiiKJTylXu0l7jv5ViwjzMXYu+5LWj010dUhCCBczqNbER+flmMTHQ6fnWJU+VDwzC8Pu70ASnxJLrxoBqHfhL9LT3sfTq+jzwIrK7qGuuLi4fI/jx487I0bhZq7Us+7kXOnYPJnkLITA02JNfPTejkl8AGp0exazqtAwI4bTR3Y77LqieBnUDAACSGbviu9dHI1Vobqzi7ItsvuTpKoGwi1nObBlmavDEUK4mCfWyasGByY+oeG12evdEoCz/3zusOuK4mXAZPvaJ/Y7F0ZygyQ+wm43T3JO3fS1i6MRQriSarHgrVoTH08ff8deu/mTQPYwSYpDry2cz5yZiV650d+xvmkfJw5sd2FEVpL4iEIJ7PA0AI0SV3P10nkXRyOEcJWMjDQ8FOuQt6dPOYdeO6rjQ8QT5FbDJKLgMtJvJKuxhmgA4t1giwJJfESh1G7SnqPaWuiVTA4tc/0fshCiYFSLhc3fT2DPqt8ccr205CTb194OTny0Hh7EVXsIcJ9hElFwxvQ029eWVtYPyw0uLXZ5Hza7E59Tp06hqmqu21VV5dSpUw4JSpQMCQ2eAKDKsblYzGYXRyOEKIgTB7bR+tjHRKx+luuJCUW+XlqKNfFJU/VoPexeKHxbEd2fIVPVUN+0j7j92xx+feE82RUfo6olqmNfzikVKUcKscvnuDQuuxOfGjVqcOnSpVy3JyQkUKNGDYcEJUqGht2fJAlvqqjx7Fv/p6vDEUIUQNr1qwB4KxnsXzqzyNfLSM1KfBTPIl8rL8GVqhPr2xaAi//KJOeSxJi1+WQGemsftup9AfDf94Mrw7I/8VFVFUVRct2enJyMp6dz/vCFe/L29edA8N0AZG6RSc5ClARm443hh5BDPxR5S4rsxCdd8SrSdW7Fo6V1H5/6l5eQmpzotOcRjmXKSnyMih6A2t3/h0nVUjfzoEsnORe4Lvniiy8C1k0KX3vtNby9vW33mc1mtmzZQpMmTRweoHBvoXc+C/N+o1HKRi6cOUZIlVquDkkIcQtmU4bt6+qW0+zfsowGbXoW+nqm1GQAMpyY+ETecR9nV4dQWb3A1mWzafngC0W63okD27l4cCPNew9Ho9U6JkiRS2ZWkm3EmvgEhYazpf5L+NdoRt260S6Lq8CJz65duwBrxSc2Nha9Xm+7T6/X07hxY8aMGeP4CIVbq1a/Gfv0UUQaYzm+7DNChrzv6pCEELdgMeVsGJm28UsoQuKTmW6dqJqhcV7io9FqOV2jP5WPT6f8/u9Q7x+Join82pzU+c/T0rSXrSi0vH+EAyMVN7NVfDQG222tHh7vqnBsCpz4rFq1CoDBgwfz8ccfU66cY2fvi5IrrfFA2DaGiNO/YzK+hU5vuP2DhBAuYTFaE5/LBBDENaKS1nI5/jRBoVULdT1zVuJj0jov8QGo2/NZMmZ8ToT5GId2rqZu8zsLfa2KpjMABO77FiTxcRpzhjXxMSnu9Z5gd8o8e/ZsypUrx9GjR1m2bBlpadZSVl4rvUTZ0KjLE1zBn2CusnfVXFeHI4S4BTXTOtR11qsuhzzqolfMHF1a+EnD5nTrUFemh/dtziyawOAw9gRYk52kdYWP15iRThDXAKideYTDO1c7IDqRF3NWdTFT0d/mzOJld+KTkJDAXXfdRZ06dbj77rs5f966ed2QIUMYPXq0wwMU7k9v8ORwpT4AeOyc7dpghBC3ZMlKfMwaPUkNBwJQ/cQvmDMzb/WwfKnG4kl8AMq1/x8Aja/9W+iNUy+fO5Hj+8Q1nxU1LJEPs9Fa8cnUlvCKzwsvvIBOp+PUqVM5Jjj379+fpUuXOjQ4UXJU7z4ci6oQlbGLU4djXB2OECIfatancIvWQFT3QVzDl1AuEbv618JdL8O6V4ulGBKfOtGdOKKNsG6cuqRwCcu1CycAyFB1ADQqQhIlbk3Nmtxs1pTwxGf58uW8/fbbVKlSJcfttWvX5uTJkw4LTJQsYdXqstunDQDnVsxwcTRCiPxkD3VZNHo8vXw4GHofAJrthduSQsmq+Kg6H8cEeKvn0mi4FjkAgPC4eYWqUqVetm60e9RQj6PaWhgUU6GTKHFr2RPpS3zik5KSkqPSky0hIQGDwb1enCheHq2fAiDy4t8kJ111cTRCiDyZjQCoWuu8i6rdrNXaRunbOX001u7LKZlZ8zz1zk98wLpxaiI+VFIvsHet/W03MhNOA5DmGcrVSOtQX3jc3EIP9Yn8qSbr34alpA91tW/fnu++u9EzRVEULBYL77zzDp07d3ZocKJkiWzXm9NKJfyUNPYt/crV4Qgh8pJp/RSuZr0ZVa4ZSax3SwDOLv/E7stpTdahLqWYEh8vHz8OhPS2frPtG7sfr1w/B4DJN+ymJOpioZIocWu2xMfDvTY3tjvxeeedd5g5cyY9e/bEaDQyduxYGjZsyNq1a3n77bedESMAb775Jm3btsXb25uAgIA8z1EUJdcxd66sMiouGq2Ws3UeByDk4PdF3hFWCOF4iq3ic+NTuNLSWq1tcPEvUq5fs+t62kzrBFbF4OuYAAugctfhAESlbuPs8X12PVafGg+Axr9KziRqq+w+73D/SbLdhd2JT8OGDTl8+DB33HEH9913HykpKTzwwAPs2rWLWrWct2uv0Wikb9++PPPMM7c8b/bs2Zw/f9529OnTx2kxidwa9PwfqaqB6pZT7N+0xNXhCCH+IzvxwePGEuOGHe7njBJGOVLZu9S+BMDDbE18tMWY+FSNiGKPZ3M0isrpZfZVqXwzLgBgKG/dt8iWRKVt58zRvY4NtIxTsueTlfSKz6pVq/D39+fVV1/ll19+YfHixbzxxhuEhYXx6aefOiNGAF5//XVGjRpFVFTULc8LCAggNDTUdkj/sOJVLqACsUHWXWAzNn7h4miEEP+lZH0Kx+PGp3CNVsuZ2o8BEHLgW7uqtXqzdThD61l8iQ+A2nIYAA0uLLSrf1dgprXJtm/FcCA7iWqBRlE5s3y64wMtw7Lnf+Hh3M0t7WV34vPAAw+wY8eOXLd//PHHjB/v+q2ohw8fTlBQEC1btmTWrFmysaILVLzrOQAaJa/nwpljLo5GCHEzjcVa8VE8cg4/1O/5TKGqtXqL9c1N5+XnuCALIKpjX84ooZQjhdglBZtTaMxIp7xqTZLKh9Ww3a62ehqAyAsL7R7qE/nTmLP6wnmU8KGud999l549e3Lw4EHbbe+//z4TJkxg0aJFDg3OXpMnT+aXX35hxYoVPPjggzz77LN88smty6AZGRkkJSXlOETR1GjQgn36RngoFo4vsX+ypBDCefJLfPwDg4gN6gHYV601qK5JfDRaLWci7KtSXT5/Eo2iYlQ9CAwKs90e1eEB28KMvUtmOi3msiY78VF0JbziM3ToUMaMGUOXLl04ceIEb7/9NpMnT2bx4sW0b9/ermuNGzcuzwnJNx83J1i389prr9GuXTuaNm3Kyy+/zNixY3n33Xdv+ZipU6fi7+9vO6pWLVy/GpFTRvQQAOqe/Z30tBQXRyOEyKYxZyc+uacBVLzTOt+lUfJ64k8fLdD1vFTr0JnBp/j7N9a/+1lblWrfptt/8E7M2rzwkqZCjianGq2Ws1lDfaEHv5OFGQ6iMVv/Nkp84gMwduxYHnvsMZo3b860adNYtmwZ7dq1s/s6o0eP5sCBA7c8atasWZgQAWjVqhVnzpwhIyMj33PGjx9PYmKi7Th9+nShn0/c0OiuR4kniPIkEbtM2lgI4S60WRUfjS738EONyFbs00fhoViIW1qwaq1XVsXH4F28FR/IrlJZ5xSaClClSrlk3WT3mq5irvsa3P0MKaon1Syn2bv+L8cGWkZpLdb3Xo3evRKfAnVnnz4994SvypUr4+3tTYcOHdi6dStbt24FYOTIkQV+8uDgYIKDgwt8vr1iYmIIDAy85caKBoNBNl50Ag+dnriajxJ6fDqBsbNQez+b4xOWEMI1tKoJyLviA5ARPRQ2P0+9s7+Tnvomnt75T1rONBnxVKzX8/Lxd3ywBRDSZQTMW0Cj5A2cP3mIsGp18z0386q1K3uaZ0iu+8oFVGBL8N20ujyfzM1fQIf7nBZzWeFhS7JLYOLz4Ycf5nm7Vqtlw4YNbNiwAbDuo2NP4mOPU6dOkZCQwKlTpzCbzcTExAAQERGBr68vf/31FxcuXKB169Z4enqyYsUK3nrrLcaMGeOUeMTt1b97OGmffEGE+RgHtq2gfqvurg5JiDLPI+tTuFafd+LT6K5Hid/8BqFcYuuSr2n54Av5Xis15TrZA1xevsU/1AVQvX5z9hqa0DAjhhNLZxD29C0qVUlZmxf6VMrz7tCuz8PP82mcsolzcQepVKOeM0IuM2x/a4YSmPjExcU5O47bmjBhAt9++63t+6ZNmwLW5fWdOnVCp9Px6aefMmrUKFRVJSIigg8++IBhw4a5KuQyLyAolK0VutMy4S/S1n0KkvgI4XLZFR9tHkNdYK3Wnqj1KKHHPiZ432zU+0fmW61NT0miHGBStejzSaSKg6nZMNg4nPrn55OW8hZePnkPuxlSrc1INf55Jz7V6jZhj2czGqXv4NTSj6j0jGzJURS6rMTHw82GuuwaezCZTNSqVYsDBw44K558zZkzB1VVcx2dOnUCoEePHuzatYvr16+TnJxMTEwMTz/9NBoZXnGp4LtGANDo+roCT5YUQjiPR1bio9Hln6jU7zWCVNVADcuJW04aTk+xLg1PUzxdOpTd6M6HOaeEEEAyexbnvyrLJ+MiAPry+S9isbTI2sValrYXmU4tBYmPTqcjPT3dWbGIUqhGZCv2GppYJ0su+djV4QhR5ulU67wLj1tUaPzLB9+YNLwh/87lGanXAUjDtRvFaj08OBWR1S7nwOx8V2Xd2LywWr7XatSpb9Yu1insXfyl44MtQ/TZf2ueuRubu5LdKfrw4cN5++23yZROtqKATM2sw431z80nLeW6i6MRomzTZVV8bpX4QNZ8F6BxyibOHs+7yp+elABAhsb1O+Q36DWcFNWT6pbT7F3/Z677jRnpVFCvARAYWj3f62i0Ws7WtXZtr3RwDhaz2Rnhlgl6rImPzlDCE59t27Yxf/58wsPD6d69Ow888ECOQ4j/urkMXdAdVoUQzqGjYIlPtXrR7PFsltUPK+9qbcr+ZQBc8q7t2CALoVxABWIr3guAZVPuKtWV+BubF5YPznuOT7aGvZ4hCW+qqueIXfO7U+ItCwxqKUl8AgICePDBB+nevTuVKlXKsfmfv79rljMK93ZzGbri/lmyOZgQLqTPqvgU5M1Ibfk/ABpc+JPkpKs57rOYzdSIXwqAEvWQg6MsnCrdX8CiKjRO28qpwzE57kuMt+7hc1lTAY1We8vr+PgFsD/EupxdsyX/oT6RP9ViwZCVZOu93CvxKdCqrpvNni2b0Qn7Neg1nOQPP6O65TR71v5Bo04PujokIcokPdmJz+2Hp6I6PsjpdROpqp5j86LPaf3IK7b7Dm3/h/pc4brqRYMO7lHtrxLRkF0+bWiaupHzyz8mvM6N96vky1mbF3oEc+t6j1V4z1GYZ88lKmMXcfu3UaNBCydFXToZjekYFGuvTL2nj4ujyUmWPIliUS6gAntDelu/2SyfoIRwhUyTEQ/FWnHVFWD5uUar5Vy9QQBUOfwt5pvmdiZtmwvAwYCOeHq5zxubru0zAERdWkRiwiXb7dmbF6Z6hRboOpWq12W3r7UN06UVHzk2yDIgPS3V9rU7/X1AIROf3377jX79+tG6dWuio6NzHELkJ7zni5hVhUbp2zlxYLurwxGizDFmpNm+1nsWbIlxVK//kYgPVdR49vxrTXYyTUYiLq8EwNCkr+MDLYLItvcQp6mOt5LBgb9v6jpg27ywYIkPgFeH5wBonLCMhItnHRpnaWfK6tFoURV0Or2Lo8nJ7sRn+vTpDB48mJCQEHbt2kXLli2pUKECx48fp2fPns6IUZQSlWrUs32Curg8793AhRDOY8q4sR2JvoC76Xr7+rO/knUOj2Hb5wAc2LSICiRyFT/qt7vX8YEWgaLRcLnhkwDUOP4jJqN1Lxl9inXzQqVc5QJfq16LrhzxqI1BMXFoUe7WTSJ/2Ul2Onq3a1dkdzSfffYZM2fO5JNPPkGv1zN27FhWrFjByJEjSUxMdEaMohTx7mDd0FA+QQlR/LITH7Oq4GHHp/CIe17EqGppYNrLkV1rSdv5CwCHK9yJTu9+vQ6jeg7lCv6EcIXdy607/vtmXADAUCG8wNdRNBoSGw0FoPbJuWSkp97mESKbKd1a8clQ3KvaA4VIfE6dOkXbtm0B8PLy4vp1674sTzzxBD///LNjoxOlTt0WXTjsUcf6Cepv2dBQiOKU/Sk8A/vejIIrVWeP/50AXP/nXepdWwOAb3R/xwboIJ5ePhyu9ggA/ru+RLVYCMi8DIBvcMETH4DGPQZzkfIEcY3dS752eKyllTHDmiSa0Lk4ktzsTnxCQ0NJSLBuWhUeHs7mzZsBaz8vVVUdG50odRSNhqSm1i3ha5+aJ5+ghChGJqO14mNS7F7QS8BdLwAQnbKWcqRwkfLUc+P+e/XueYE0VU9t81H2bfiLINW6HD8wrLpd19HpDRyvmbUdR+xXsh1HAZmzkmyj4n4VQbsTnzvvvJOFCxcCMHjwYEaNGkXXrl3p378/999/v8MDFKVP464DuEAFgrjGnsWyoaEQxSUzO/EpxKfwiMZ3sE/fyPb98Ypd0XrYn0AVl8DgMPYE3Q2A5+rXszYv1FI+uOBzfLLVv/f5rF2hTxG7Zr6jQy2VTFmJj6k0JD4zZ87k1VdfBaztK2bNmkX9+vWZPHkyn3/+ucMDFKWPTm8gLuIJAIL3yicoIYpLZtbwg7GQ8y5MLZ+1fR3Y8mGHxORMYd1HARBhPgYUbPPCvPgHBhGbtaGhsnmG4wIsxczGrKEuTSmY46PRaPC4Kct/+OGHmT59OiNGjECvd78XKNxTg3tGkqx6WTc0XP2bq8MRokwwm6wrnDKVws27aNS5H9v8u7E14G7qRHdyYGTOEV6nCTHebWzfJ3oEF/5ad4/GrCpEZeziWOxmR4TnUJt/nMy51+tw8sAOV4cCgDmrupipcb+KT6HqlOnp6ezZs4eLFy9i+c+n9d69ezskMFG6lQuowOawB2gd/yMem2fAnf1cHZIQpZ7ZlPVmVMgJpxqtlhajfnVkSE6nu2MkLN8EQKpnSKGvU6l6XXb4daRZ8moS/vmAWlG/OCpEhwg4sYRK6gV2LJpMtfq5m7QWN0tWxadUJD5Lly5lwIABXL58Odd9iqJglk62ooCq93oR09dziTTu5kjMOmo3ae/qkIQo1W58Ci871fkGrXtwZGUEtc1HMfmEFelafneOgoWraXztHy6dO0FwpeqOCdIBDGbr8vEm19dw9vgBKtes79J4LCbrHB+zGyY+dg91jRgxgr59+3L+/HksFkuOQ5IeYY/QqhHszloim7TyAxdHI0TpZ8mu+Ljh3irOomg0cM+HxHi3ofJdTxfpWnWiO3FAF4leMXP0r3cdFKFjeFmsFRatonJmsetjU7MSH4u2FCQ+Fy5c4MUXXyQkpPAlQyGyBXYdA0DjpNWcO3HIxdEIUbpZsub4mDXut7eKM9Vu2oEmY5dStXbjIl8ro6W1jUXDc79zPTGhyNdzFG9ubA3S6NJfXL103oXRgJqVZJu1t+8JV9zsTnweeughVq9e7YRQRFlUK6o1sYZoPBQLpxa/7+pwhCjVsis+7jj8UFI0urM/JzVV8FPS2PeXe2zCqlos+KjWxCeeYLwUIwf/cnFboEzr35rq4X6Jj91zfGbMmEHfvn1Zt24dUVFR6HQ5PzmMHDnSYcGJMqLtCFg1mEYXFpCY8Cb+5Qu/8kIIkT8101rxsZShOT6OptFqudjwKartmUDNo99hzBiP3uDaN/e01Ot4K9YNhE9FDSc0dhJ1T/1MeuoEPL19XRKTkjXUpbrhUJfdic/PP//M8uXL8fT0ZPXq1SiKYrtPURRJfITdGrbvw/E1r1PTcoJNC9+nzaBprg5JiFLJlvhoJfEpikZ3D+PSng+pSAJbF39Fy/tHuDSe1KRreGPthN703mc5t/czKqkX2fL357Tq95JLYlLM1r81d6z42D3U9eqrr/L666+TmJjIiRMniIuLsx3Hjx93RoyilFM0GhKaWjdGq3viR9JTk10ckRClk5o1/CAVn6IxeHpzrKZ1E9aKsV9icfHCntRkazuOZMULnd7AqTqDAKh84BvMmZkuiUnJ+ltDVwoSH6PRSP/+/dG4WZt5UbI16TGYc0pFypPE7r8+dXU4QpROmUYAVKn4FFmD3i/ctAmra/c2Sk9OBCAVbwCi7hlOIj5UUc+ze8X3LolJY7YmPkppqPgMHDiQefPmOSMWUYZ56PScrvskAFUPfkOmyejiiIQohbKHH9xw3kVJUy6gAnvDHgBAv/kTl8ZiTLkGQLrGmvj4+AWwv6q1O73f9hkuaQukMVv/DVd0XsX+3Ldj9xwfs9nMO++8w7Jly2jUqFGuyc0ffCD7sYjCaXTvc1w9+BmV1AtsX/4tzXsNc3VIQpQqSmb2vAtJfByh5r0vYZw5lwamvRzcuoJ6Lbu6JA5jahIA6Rof2231eo8hbcZ31DYfJXb9X0R1uK9YY9Jasio+evdLfOyu+MTGxtK0aVM0Gg179+5l165dtiMmJsYJIYqywsvHj4PVHgUgcOen0rxUCAfLnnCKVHwcomLlGsQEdgcgfbXrtuMwp1mHuoweNxKfwOAwdlfMaqy6ofgLEh5Zf2saN0x87K74rFq1yhlxCAFAg94vkjp9NrXMcexZ+weNOj3o6pCEKDWUrOEHPGSOj6OE3v0ylh+X0CR1E3H7tlAjslWxx2BOs1Z8Mm9KfACq3fMSplnzaZgRw+Gdq4u1sayHxZr4aN1wqEtmKAu34l8hhD0hfQDQbvzIpbEIUdpoLFnzLtxwwmlJFV6nCTF+1j6DV5a945ogMqwrYTN1OffsCatWl5iALgAkr3yvWEPyUK1/a1o3rPhI4iPcTvV7x2JUtUQa93Bw2z+uDkeIUsM24VTm+DhUua4vA9A0cSVnjx8o9udXM64DYNH75bqvYg9rbE2S13PyUEyxxaRTrRUfD4N3sT1nQUniI9xOaNWIG+Pm/7q+2Z4QpcWNio8kPo4U0fgO9ng2tzYIXVT8G7BqjNahLjWPxKda/Wbs8m6LRlG5sOTtYotJn/W35mGQio8QBRJ2zyuYVYUmaZs5FrvZ1eEIUSpos+ZdaNxwU7mSTtthNABNLi/i8rmTxfvcJutQl+KZO/EB8LrT2gy66dVlxJ86Uiwx6bAmPjpJfIQomKoRUcSU6wTAteXSwkIIR9BaTABodFLxcbQGrXtw0KM+BsXE0YXFV1kB8MhMAUDjWS7P++s1v4t9+sboFDMnF04tlpgManbi43ObM4tfgVZ1LVy4sMAX7N27d6GDEeJmgd3Hw2+raJq0mtNHdlO1dmNXhyREiZY94VQqPo6naDSkt3kB1j1N1PnfSbwyEf8KIcXy3LpMa8VH65V34gOgdhgD/zxB40sLuRx/iqDQcKfGZMiu+Hi6X8WnQIlPnz59cnyvKAqqqub4PpvZxT1LROlRs2ErYha1pknaZs4vfpuqz//k6pCEKNE8LNkrbSTxcYbGnftxfMNUa8PlP9+jzZPFM0fRYE4FQOfln+85kW3v4dDqetTNPEjMgmkE/e8zp8WTaTKiU6y5gMHT/So+BRrqslgstmP58uU0adKEJUuWcO3aNa5du8bixYuJjo5m6dKlzo5XlDGed40FoEnCUuJPH3VxNEKUbB5Yh7q0UvFxCkWj4WrzkQA0OPUj1xMTiuV5PS3WoS69T/6Jj6LRkNZmFEBWReqC0+LJSE+1fW3wKqGJz81eeOEFPv74Y7p37065cuUoV64c3bt354MPPmDkyJHOiFGUYdlj0/piHJsWorTSZVd8ZI6P0zTpNpBTmsr4k8LeBcWzm7O3ak00DL4Btzyvced+HNPWwEdJZ/8C51WjMtJSbF8bPEvBcvZjx44REBCQ63Z/f39OnDjhgJCEyEltb10t0fjin8W+WkKI0kSXVfFxx71VSguthwcXGj8HQL2470jN6pzuTD5qGgBet0l8FI2Ga82eByDy9E9Oq0gZsyo+RtUDjVbrlOcoCrsTnxYtWvDiiy9y4cKNMtmFCxd46aWXaNmypUODEwIgst29HPSoj6di4uifUvURorBsiY/M8XGqpncP5ZwSQiBJ7Fk43anPlZGeikGx/l69/AJve36Tbk9wUlOFck6sSJkyrIlPuuKerVHsTnxmzZrF+fPnCQ8PJyIigoiICMLDwzl79izffPONM2LkxIkTDBkyhBo1auDl5UWtWrWYOHEiRqMxx3l79uyhffv2eHp6UrVqVd55x0XbhwuHUjQajO2s+1A0ip/PlQtnXByRECWTXrW+Qeok8XEqD52eM5H/A6Dm4Vmk3zT042ip129UlHz9Am57vtbDg4uNngWgrpMqUsZ0awXKSClJfCIiItizZw9//fUXI0eOZOTIkfz999/ExsYSERHhjBg5ePAgFouFL7/8kn379vHhhx/yxRdf8Morr9jOSUpKolu3blSrVo0dO3bw7rvvMmnSJGbOnOmUmETxiur4AEc8auOtZHB4QfHukSFEaaHPqvjo3XBTudKmyb3PcoEKVCSB3X85bwVV6vVr1v+qBrQeBes73rTXMM4ooZQniT0LPnR4TKYMa6JndNOKj93d2cG6fL1bt2506NABg8GQYzm7M/To0YMePXrYvq9ZsyaHDh3i888/5733rI3XfvzxR4xGI7NmzUKv1xMZGUlMTAwffPABTz31lFPjE86naDSktB4N6/9H43PzuHb5VQKCQl0dlhC5GDPS0Rvcr6KSaTLioVi3IdG5YXyljd7gyYl6wwg5OI1q+7/EmDHCKX8X6clXAUhRvCnozC0PnZ5zjYZTZfdr1D46i7SU0Xj55L3rc2GYM9IBMCnuOYne7oqPxWJhypQpVK5cGV9fX+Li4gB47bXXnDbUlZfExETKly9v+37Tpk106NABvf5Ghtm9e3cOHTrE1atXiy0u4TyN7+zPMW1NvJUMDkjVR7ihHe/3IWlqXc6dOOTqUHK5eYmxJD7Fo3HvEVwikFAusWvhp055jowU61BVmsa+CetNez3NOSWECiSy+8+PHBpTptH6t2Zy04qP3YnPG2+8wZw5c3jnnXdyJBkNGzbk66+/dmhw+Tl69CiffPIJTz/9tO22+Ph4QkJy7pKZ/X18fHy+18rIyCApKSnHIdyTotGQ1PIFABqe/pnEhEuuDUiI/6h2fRdBXOPMn5NdHUoupqxP4SBDXcXF09uXY3WGAhC+73OMN/0OHMWYak180jX27Zej0xs40/AZACIOf016arLDYrJkJT6ZmlJS8fnuu++YOXMmjz32GNqblqk1btyYgwcP2nWtcePGoSjKLY//XvPs2bP06NGDvn37MmzYMHvDz2Xq1Kn4+/vbjqpVqxb5msJ5Gnd5nDhNNfyUNPb/IVUf4V70Wdv0N01Ywrk4+/49dDaT0fqmm6lq8NC55yfx0qhJnxe4TABhXCLGCXN9MrMSH6PW/i0KmtzzDPEEE8Q1Yv782GExmTOsk5szNe75d2Z34nP27Nk8JzFbLBZMJpNd1xo9ejQHDhy45VGzZk3b+efOnaNz5860bds216Tl0NDQHEvsAdv3oaH5zwUZP348iYmJtuP06dN2vQZRvDRaLQnNrftQNDz1g1R9hFsxZK+aUsycWTjFxdHkdGOljc7FkZQtnt6+HM2q+lRxQtXHnGYdpTB5+Nr9WL3Bk5PZq88Ofe2w1WcWU1aSrXHPIVW7E58GDRqwbt26XLf/9ttvNG3a1K5rBQcHU69evVse2cNpZ8+epVOnTjRr1ozZs2ej0eQMvU2bNqxduzZH8rVixQrq1q1LYGD+exsYDAbbDtTZh3BvTbsPslV9DsyXfX2Ee1AtFtt+KuB+VZ9MY1bio0jiU9ya9BnFZQKopF4k5u/PHXptNd2a+GQWIvGB/6w++9Mxew6pJuvfmkVbSio+EyZM4LnnnuPtt9/GYrEwf/58hg0bxptvvsmECROcEaMt6QkPD+e9997j0qVLxMfH55i78+ijj6LX6xkyZAj79u1j3rx5fPzxx7z44otOiUm4jkar5WoLa8+Zhqd/cmrPGSEKKiOrvA9w0KO+21V9MrOGukxS8Sl2nt6+HK09BIAqez/DZMxw2LXVjOsAWPSFS3wMnt6caGCt+tQ4ONMhVZ/sxMesLSUVn/vuu4+//vqLf/75Bx8fHyZMmMCBAwf466+/6Nq1qzNiZMWKFRw9epSVK1dSpUoVwsLCbEc2f39/li9fTlxcHM2aNWP06NFMmDBBlrKXUk26DeC4pjq+Shr7/5jm6nCEICP9RuJjvtP6IdCdqj6mrIqPSSo+LtH4pqrPrr8cV/XRGLMTn8IvR2/S+zniCaIiCcQs+KjIMamZ1sTOUloSH4D27duzYsUKLl68SGpqKuvXr6dbt26Ojs1m0KBBqKqa53GzRo0asW7dOtLT0zlz5gwvv/yy02ISrqXRaklsZa3mRZ3+Wao+wuVMWZ+UzapCg9Y92OPZzK2qPuasKoO7LjEu7bx8/GxVn6qxMxw210djtK7GUgyFT3wMnt6cjLTu5hxxaCZpKdeLFlRWxUf1KCWJz5NPPsm3336b6/akpCSefPJJhwQlREE07vI4x7Q1rFWf+W+5OhxRxhmzhroy0KNoNOjvHA9Yqz5njx9wZWjATRNOpeLjMtlVnzAusevPTxxyTY/MrMTHs2jzU5v2Hs45pSJBXGP3gg+KdC0l0/q3ppaWis+cOXN49tlnGTlyJBaLxXZ7WlpangmREM6i0WpJapXVw+vMXK5eOu/iiERZlt2YMSOrolKvZVf2eDZHp5g59+ckF0ZmZc6a42OWxMdlvHz8OFrXuv9cjf2fOWQ+jS4r8dF6FS3x0Rs8ORtl7Spf58jXRerhpZiz5jDpSkniA7Bo0SIWL15M9+7dZVdk4VJNujzKUW0tfJR0Ds5/w9XhiDLMlFXxuXnysGc361yf6GvLOHkoxhVh2ZhN1jcjd91Urqxo0ud52yoqR8yn0ZutCbeHt3+Rr9Xknv/d6OE1/71CX0eTVfFRSstQF1iXtG/ZsgWTyUTLli05cMD1ZVxRNikaDSntxgLQ5NwvXD530sURibLqxnLxG3No6kR3ZJd3W7SKyuW/X3dVaAComVLxcQeeXj6ccOB8Gk+LtWqkd0Dio9MbON94BAB1j88mOalwhQ2NOWv+Ummp+GQ3JK1QoQL//PMPHTt2pE2bNixcuNDhwQlREI069eOQRz28FCPH/nC/VgGibMhOfDL/M3m4XM+JADS7/i/H924p9riyZc/xMWul4uNqTXs/d2M+zR+Fr6wAeFmsFR+DT9ETH4CmvZ7itFKJQK4T+3vhVsxqLdbqokbnnq1R7E58bl5J5eHhwddff82ECRN49tlnHRqYEAWlaDSYOr4CQNOLC4g/dcTFEYmyKHub/v+umqoV1Zodvp0ASFzsuqqPbYmxRio+rqY3eHKmUVZl5eisQldWAHxUa+Lj6Zv/Rr328NDpudDMuk9a5MnvCrU7vjZrjo9GX0oSn1WrVuXoig7w4osvsmTJEqdtYCjE7US2u5d9+kbolUxOLXDtkIIomyym/PsTBd0zEbOq0DR1A0dicu98XxxuJD6ynN0dRN/zP84oYQSSROz8wvUdNGdm4q1Yf6/efgGOi63nEOI01SlHKvt/s387Bg9bxaeUDHV17NgRDw+PXLd36dKFiRMnOiQoIeylaDRo73oNgOgrizhzdK+LIxJlTfaqqbwmD1erF83OAOsGr2lLXZSYm7I3lZOhLnfgodMTH51VWTnxbaH2Iku+fs32tbefY4a6wLpi9lrrlwBofHYul+Pt62GZnfhoDe5Z8cmdweThxRdfZMqUKfj4+Ny2BcQHHxRt/b8QhVWvVTd2r2pB4/RtxC+cRJUXf3N1SKIMUbPn0OSzaqrSfZMwfbuSRunb2L95KQ1a9yjO8FCzhh9USXzcRvTdQ4nb9Rk1LCfY9PsbtHnKvr190q5fxR/IUHUYPO3vzn4rTbo8yuGtH1Mn8zB7fn+doOFfF/ixOtUIgFbv2JgcpUAVn127dtmaf+7atSvfIyYmxpmxCnFb3j2sVcfoxH+I27/NxdGIsiR78nB+jRkr14xkZ9A9ACgrX0e9aR+0YpFpfTNS3bRxZFmk0WpJbDsOgCZn53I5/pRdj09LvgZAiuL4yoqi0ZDRwTp3MvriH3bNndSp1iTbw1CCE59Vq1YREBBg+zq/499//3VmrELcVu0m7dnp0wGNonLtb5lzJoqPrSP1LfbJqfHA66SrOuqb9rNn9S/FFRoAijl7N12p+LiTxnf2v7Eq9Tf7potkZCU+qYpzEoyGd9x3Y+7kH5MK/Dh9VsXHo7RMbhbC3VW49/WsiaQbObjtH1eHI8qI7H1ybjWHpmLlGsSE9QPAd8M0LGZzscQGoJitb0Z4SOLjThSNBlPn/wOg6aU/7Wpqa0yx7q6crvFxWmzaLlmbcCYs5vSR3QV6nB7r35rO0zlxFVWB5vg88MADBb7g/PnzCx2MEI5QrV40WwN70vLaYswrJqE2uxNFIzm+cLKsVVO3a8xY76EJXP9kPrXMcWxf8g3N73mqOKK7kfjIUJfbadjuXmLXRhOVsZOzCyZSadS8Aj3OlGZNfDK0zhtSqteyK7tXtaJx2hYu/fkaVcfcfs8+g2oEBfSeJbji4+/vX+BDCHcQ/sBkMlQdkcZYYtf+4epwRBmgZBZs8nBAUCh7qw8EIHTHB5iyuqY7myZrcrPipkuMyzpD90mAtb3JiQPbC/QYc1oSACYPX2eFBUC5e6ZgURWik9dwZNfaW56rWix4KtY5wTo3neNToIrP7NmznR2HEA4VGl6bzaEP0vrCXLzXvYmlfR80Wq2rwxKlWHZHagrQnyjqwXEkfPATVdTzbPnzE1r1HePk6EBjsVZ8FBnqckt1ojuyc2V7olPWcfWv16hef8ltH2NJtyY+mR7OHVKqEdmKbQFdaZG4nPSlE6Dp6nzPzUhPJfv/AIOXew51Sf1flFp1HpxAsupFhPkYu5bNcXU4opSzdaQuQOLjWy6Qw3WsXbpr7ptRpE7YBaXNSnw0kvi4raD73iBT1dA0dSMHtiy77flqurXPl1nn3IoPQOX738CoaonK2EXs2j/zPS8jPc32tWdpSnx+++03+vXrR+vWrYmOjs5xCOEuylesTGy1JwCouO29YhtSEGXTjcaMBUssmj7wIueUigRzlT2/FW7nXntk90+SoS73FV6nCTsr9LJ+88+k2255oBitiY9FX87ZoVGpel12VrTO9/VcMznfifnGdGvTVLOq4OHhnu1R7E58pk+fzuDBgwkJCWHXrl20bNmSChUqcPz4cXr27OmMGIUotKiHXuEK/lRVz7Hzj49cHY4oxTTm7KGkgiUWBk9vzkVbh7gi42Zx9dJ5p8UGoLVY511oCpiYCdeo/uAU0lQ99U372b1y7i3P1RiTAVAMfsURGrUfmkSK6klt89F8q+jZiU8GerddVGJ3VJ999hkzZ87kk08+Qa/XM3bsWFasWMHIkSNJTHR+uVYIe/iWC+RofWsD3YgDnxapGaAQt2KrqNixd0n03UM5pq2Jn5LGoV+d2/JHq2YnPlLxcWcVK9cgpvIjAARsegtzZma+52pNWYmPZ/EkPhVCqrCn2gAAQra9m2cV3ZTVrDdDcd8E2+7E59SpU7Rt2xYALy8vrl+3ltqeeOIJfv75Z8dGJ4QDRN8/itNKJSqQSOyvb7o6HFFKaQvRmFGj1ZLaIavH3IXf7NrDxV66rDk+Wp17LjEWNzToO4FEfKhuOc2Ovz7L9zxdprW6ovF0/lBXtuwqehX1PDv/+DDX/aZ0a7f4DNx32wS7E5/Q0FASEhIACA8PZ/PmzQDExcWhqqpjoxPCAXR6A5dajgWg8anv7N4WXoiCsE0etjOxiOr4ALGGpugVM+f++D9nhAaAh61/kvt+EhdW/oFBHIiw7u9UbfdHpKcm53me3mxNfDy8i28rGd9ygRxt8BwAtQ98yvXEhBz3mzKsiY9JKUWJz5133snChdYNjAYPHsyoUaPo2rUr/fv35/7773d4gEI4QtPuAznkURdvJYNjv77m6nBEKaTL7kitt38oybPnFMDaY+7o7g0OjSubR9ZQl0ch4hPFr8mDLxFPMCFcYdevb+V5jiEr8dF5F1/FByC6z/OcVipRniT2/jI5x33m0pj4zJw5k1dffRWA4cOHM2vWLOrXr8/kyZP5/PPPHR6gEI6gaDSY73odgGaXF3LqcIxrAxKlzo2Kiv2JRe0m7dnhdycaRSV98StOaWCqIzvxkaGuksDTy4cz0aMBiDo+i4SLZ3Od42WxJhkGn4DiDA2d3sDlNtY8oMmZH7l4Ns52n9loXd1oukXPOlezO/HRaDR4eNzY9/Dhhx9m+vTpjBgxAr3efTM8IRq06UmMdxs8FAtXFrzi6nBEKaMrYmPGsAemYlQ9aJgRw541vzsyNAD0tsTHfd+QRE7RvZ7iqLYWvkoaR37JPQzqjTXx8fQt/q4JTbo8ygFdA7wUIyd+vfHvqdlojSlT4775QKHWmqWnp7N161b+/vtvFi5cmOMQwp0F9n4ra4OwDezbuNjV4YhSRKcWbZv+SjXqsTOsPwD+614n02R0WGxwIz6p+JQcGq2W9DutleroS3/maBKqWiz4qNYkw8svsNhjUzQalG7WIdpmV5cQt28LAGajdVWXWeO+Q6p2Jz5Lly4lPDyc1q1b07t3b/r06WM7ZI6PcHfV6kWzI6g3APqVrxVrd2xRumV3pPYoQn+i+v1e5xq+1tU8Cz5xVGioFguGrIqPuzaOFHlr2O5ednu1QqeYuXxTpTot9TpaxbqgyMcFiQ9AvRZd2OnTAa2icv0v69CXarIOdZlv07POlexOfEaMGEHfvn05f/48Foslx2GWNxFRAkT0e5Nk1Yva5qPsXPSVq8MRpYTeVvEpfGLhXz6Yg3WeAaDWvukO23cqM9OEJutNUicVnxInoPdUzKpC05T17N+8FIDUpGsAZKoal7aGCL7/LYyqlkbp29iz+ndUU3bFpxQlPhcuXODFF18kJCTEGfEI4XQVQqqwt8aTAFTZ+W6+S0WFKCjVYsEzq+JT1IpK9INjOKOEEsQ19v4yxRHhYcy40T9Jb3DfIQiRt2r1m7G9wr0AePxjrVSnJluT4hTFy6U7JFeNiGJnaF8A/Na+jmq0rjSzlKaKz0MPPcTq1audEIoQxadJv1eIJ4hQLue7VFSIgjKZjDcqKkUY6gJrYnKx1XgAGp/+ngtnjhU5PmP6zYmPVHxKolr93iRF9aRO5mF2LvqK9KzGtqkU7e/NEer3m0wiPtSwnKTaqfkAqAVs3eIKdic+M2bMYP78+QwaNIj333+f6dOn5ziEKAk8vX05k9UnKer4LC7Hn3ZxRKIky8jarRbA06vob0RNuw2wrZg59eu4Il/PlL3EWNWivWlVrig5gkLDia0xBICqO98hNeEcAOka13dA968QwoE61tZAldSLAKhuXPGx+/+An3/+meXLl+Pp6cnq1atRFMV2n6IojBw50qEBCuEs0b2e4sjur6ltPsq+X14haOT3rg5JlFDGmxIfvQM2CFQ0GrQ9p8HC3rRIXM7hnWuoE92x0NczZWQlPnjgnv2yRUE06fcK8e/8QiiXSNr0HgDpWtdXfMA6RHt62o9UVa0JmerGrVHsrvi8+uqrvP766yQmJnLixAni4uJsx/Hjx50RoxBOodFqMXW19u5qfuUvjsVudnFEoqTKbsyYruocNt+iTnRHtvl3B8C8ZFyRNjXMzNpNN8ONd9MVt+fp7cuZFi8DUNt8FACj1vUVH7AO0WZvagigeJSixMdoNNK/f380btpuXgh7NGjdg52+HdEqKul/jXXKjrnC6nL8aXb/+0up/Bln9ycyOjixqNbvbVJVA/VN+9m5dHahr2Mb6pJ6T4nXrOcQDnrUt32fqfN1YTQ5NenyKPv0jQHQBlRycTT5szt7GThwIPPmzXNGLEK4ROhD75Kh6og07ibmn59cHU6pdeKnF2i8dhhbfnrd1aE4XPbkYaODE4uKlWuwu9ogACptnUp6WkqhrpOZtbdKpiKJT0mnaDQoPW4syDC7UeKjaDRUffYPtjd/l0Y9nnR1OPmye46P2WzmnXfeYdmyZTRq1AidLuf/SB988IHDghOiOFSqXpdNVR6jzdk5BG+aQkaHBzB4use4eWninRYPQMMjX3I5fghBoeEujshxMp1U8QFo0v81Lrz7G2FcYtMvb9JmoP2rEM3Zc3xkqKtUqNv8Trav7ULzpH8w+1V2dTg5lAuoQPN7nnJ1GLdkd8UnNjaWpk2botFo2Lt3L7t27bIdMTExTghRCOdr9PDrXCaAKmo8u36d5upwSqXsJp6+ShrH577s4mgcKzN7KElx/EoWLx8/TkePBaDx8a+5dO6E3dcwS8Wn1Gn4v2/Z3uwdGj5Quv5fKg52VXzMZjOvv/46UVFRBAa6ZotsIZzBxy+AfY3HELT7/2h4dCaX44cRFFrV1WGVKjpLhu3r5leXcGTXWmo37eDCiBwnuz+Rsyoq0b2GcWjPbOpmHmTfvJcIHvWrXY/Pjk8Sn9LD09uX5vc+7eowSiS7Kj5arZZu3bpx7do1J4UjhOs07/0sRzxqZ1Ukxro6nFInu3v5KU1lNIqKefHLpWai843EwjmJj0arRbn7HSyqQovE5RzcusKux1syrUmnO3fMFqK42D3U1bBhw2Jftn7ixAmGDBlCjRo18PLyolatWkycOBGj0ZjjHEVRch2bN8sSZVEwGq0Wc3frMFfLa4s5vHO1awMqZfSq9c03oe1rpKoG6pn2s6OU9Eoz2/oTOS+xqBPdke3l7wZAu2ycXQ12LSbrz96Z8QlRUtid+LzxxhuMGTOGv//+m/Pnz5OUlJTjcIaDBw9isVj48ssv2bdvHx9++CFffPEFr7zySq5z//nnH86fP287mjVr5pSYROlUr0UX294pLH5Jurc7kC6rO3hg5TrszuqVFr5jGqlZW++XZJasOT7OrqjUevgdrmc12N1uR/f27I7ZFkl8hLA/8bn77rvZvXs3vXv3pkqVKgQGBhIYGEhAQIDT5v306NGD2bNn061bN2rWrEnv3r0ZM2YM8+fPz3VuhQoVCA0NtR3/XXUmxO3U6P8uyaoXdTIPs33hp64Op9QwZA116Tx9aNr/Nc4pIVQkgd0/T3BxZEVnSyycvE1/hZAq7MtqDRAR+z6JVy8X6HFq1lCXJD5CFCLxWbVqle34999/bUf298UlMTGR8uXL57q9d+/eVKxYkTvuuIOFCxcWWzyi9AiqVI29ta2TBmvtfo+ka1dcHFHJp1osGLK7lxu88PTy4UIba8LT7MwPnD4a68rwikzNtCY+Zq3zGzM26/syJzVVKE8SB37OXfXOiyQ+Qtxg9z4+HTsWvl+Moxw9epRPPvmE9957z3abr68v77//Pu3atUOj0fD777/Tp08fFixYQO/evfO9VkZGBhkZN1abOGu4TpQs0X3Hc3raL1RVz7H551do/cyXrg6pRDOZjOizu5d7WbfYb9LlUfbsnEOj9G1c/W0UVcYud1i7h+JWnENJOr2BpI5TYNVgml/4lbh9Q6gR2erW8WVmV6Qk8RGiUP/KXLt2jffff5+hQ4cydOhQPvzwQxIT7R+nHzduXJ4Tkm8+Dh48mOMxZ8+epUePHvTt25dhw4bZbg8KCuLFF1+kVatWtGjRgmnTpvH444/z7rvv3jKGqVOn4u/vbzuqVpUlzMLad+ZqhykANI//hbj921wcUcl2847DBk9rDx9FoyHwoQ8xqh40St/G7pVzXRVe0WVVVFQP51d8AKI6PsAunzvwUCyk/Tn6tqvjlExrtc2dO2YLUVzsTny2b99OrVq1+PDDD0lISCAhIYEPPviAWrVqsXPnTruuNXr0aA4cOHDLo2bNmrbzz507R+fOnWnbti0zZ8687fVbtWrF0aNHb3nO+PHjSUxMtB2nT5+26zWI0qtR54fY5d0WD8VC6oJRpWbptStkdy+3qAoGw43mhVUjothR+TEAKm6cRHpqskviK7JM66qu4kwsQvt9QJqqp4Ex9rar41RzVmImiY8Q9ic+o0aNonfv3pw4cYL58+czf/584uLiuOeee3jhhRfsulZwcDD16tW75aHXW0uzZ8+epVOnTjRr1ozZs2cXqElqTEwMYWFhtzzHYDBQrly5HIcQ2UL6fUSaqieyAG8uIn/ZiU8GubuXN350CheoQCX1Arvmlsw+Xoqt4lN8iUVYtbrE1BgCQLUdU7memJDvubb4ZKhLiMJVfF5++WU8PG5MD/Lw8GDs2LFs377docFly056wsPDee+997h06RLx8fHEx8fbzvn222/5+eefOXjwIAcPHuStt95i1qxZjBgxwikxibKhUvUbby7Vd7wlE50LyZSR1cQzj52DvX39OdPyNQCanpzN2eMHijU2R1CyKioU01BXtuiHJ3BGCSOYq+z7Kf+Jzoola8+zYo5PCHdkd+JTrlw5Tp06lev206dP4+fn55Cg/mvFihUcPXqUlStXUqVKFcLCwmzHzaZMmUKzZs1o1aoVf/75J/PmzWPw4MFOiUmUHdEPT+C0UokgrrH/p/GuDqdEMqVb5/hkkHdFJLrHQGINTfFUTFz+dWSJG1bUZCU+iq54EwuDpzdXbHPR5uU7F01jzk58ZKhLCLsTn/79+zNkyBDmzZvH6dOnOX36NHPnzmXo0KE88sgjzoiRQYMGoapqnke2gQMHsn//flJSUkhMTGTLli089NBDTolHlC0GT2+udnwDgOYXfuX43i0ujqjkybT1ssp7Xy1FoyHgoY8xqh40TtvKrhU/Fmd4RWZLfFxQUWncuS+7vNtZJzrnMxftRnwy1CWE3YnPe++9xwMPPMCAAQOoXr061atXZ9CgQTz00EO8/fbbzohRCJdr1OlBdvp0wEOxkPHnC7Kjs50yM6xzfG7Vvbxq7cbsqDoAgEqbJpFy/VpxhOYQWotrKj7ZQvt/SKpqoIExlu0LP8t1vyZrqMsViZkQ7sbuxEev1/Pxxx9z9epVYmJiiImJISEhgQ8//BCDQcqoovSq9LD1zaW+aT87/pzh6nBKFHNWS4fbdS9v+ugUzikhhHKZ2B8LtjmfO9BmVVQ0Lkp8wqrVZU8t66abETFvc+1yfI77bYmPTv6NFqLQu4V5e3sTFRVFVFQU3t7ejoxJCLcUWjWCPbWt7QJq73mHq5fOuziiksNstFZ8MjW3fuP19Pbl4h2TAWh2fm6J2T9Jm5VYuCrxAWj28P9xQhNOIEkc/mlMjvts8ckcHyHsT3xSUlJ47bXXaNu2LREREdSsWTPHIURp1qzfeI5rqhNAMkd+fNHV4ZQYlqw5PgVp4tnkrofZ5d0OnWIm/Y/nS8SwokdWHzLtTXsUFTed3kBqN+uGrS0T/uLg1hW2+7ITH61ehrqEsLtlxdChQ1mzZg1PPPEEYWFhKIrijLiEcEs6vQHj3R9g+etBWl5bzP5NS2jQpqerw3J7FpN9vazCHv6Y1G/aUd+0j60LPqHlgy84Mbqi02UnFjrXJT4ADVr3YOvmu2l5bTH6pWPIbLoND50eD9UEgEaGuoSwP/FZsmQJixYtol27ds6IRwi3V6/5XWzZ1JtWV/7EZ8VLGKM7ozfIJ+lbya74mG8z1JUtNLw2m+sMp/WRD6gb+w5X7niICiFVnBlikWRXfDz0rk18AGo/9gHXPl1LTcsJNs99g9ZPTMbDNtTl+viEcDW7h7oCAwPz7IouRFlS77H3SaAc1Syn2fnzZFeH4/5sTTILXnFo3m88R7W18CeFuB+fd1ZkDqFXrZObXTnUlS0wOIwjjcYC0Pjo55yLO2ir+HhIgi6E/YnPlClTmDBhAqmpqc6IR4gSwb98MMejrauOmsbN5PTRWBdH5N5s3cvtWE7todOj3vMRZlWhedI/xK79w1nhFZkea2Khc4PEB6B5nxHs0zfCSzFyed5z6LLnILlw8rUQ7sLuxOf9999n2bJlhISEEBUVRXR0dI5DiLKi2T1PE2uIxqCYSPpleInbbbhYZVV87G2SWbtpB7ZVtG5EGrhqnNs2MdVnJRbukvgoGg1+D32CUbV2vg/lMgAeMrlZCPvn+PTp08cJYQhR8igaDeX7f0batx2INO5m658zaHn/SFeH5ZaU7MSnEBvoRT7+Dhc/XEkVNZ5NP7xCm6emOzq8Isuu+Og9fVwcyQ3hdZqwqfpQ2pz8wnabToa6hLA/8Zk4caIz4hCiRKpcsz6bI56h9bGPqbt7Gpfb3E9QaFVXh+V2FLM18SlMk0w///IcbTuFihuH0/zsDxyLfZRaUa0dHGHhZZqM6BTrknu9m1R8sjV79HVOvr2IapbTgFR8hIAibGAohLBq/vD/cUxbE39SOOHmk3BdRZNZtF5WTbs9zk6fDugUM5Y/nyPTZHRkeEWSkX5jvqPe0702c9UbPEnt/j4AZlXB2zfAtQEJ4QYk8RGiiDx0eiz3TrdOwr2+kt3//uLqkNyOJrviU4R9bsKf+JQkfKideYTt895yUGRFZ0xPs33tbhUfgPqturOz1UfsbPom/hVCXB2OEC4niY8QDlC7SXu2hT4MQOjacVxPTHBxRO5F44CWDkGh4RyMylqmfeRTzh4/4JDYisqY1YDVqGrRetg9e6BYRPccTIs+w10dhhBuQRIfIRyk8YB3OauEEMIV9n83ytXhuBWPrIqPpogb/LW4fyT79I3xUowkzHvGLVbSmbIqPhncvh2HEML1JPERwkG8fPy42sU6n6LVlQXs27jYxRG5D0c18VQ0Gsr1+5R0VUdUxi62L/jEEeEViSlrV2rjbTrPCyHcg911WbPZzJw5c1i5ciUXL17E8p9PXP/++6/DghOipGnY7l627OhNq4SF+K94kfQmHfD09nV1WC6nc+DOxlUjothc6xlaH59O3T3TuNiqNxUr1yjydQsrM8Oa+Jik4iNEiWB3xef555/n+eefx2w207BhQxo3bpzjEKKsqz/gIy5SnirqeWK+G+vqcNyCh4ObeDZ/5DUOe9ShHKmc++F/Lh3yMmXN8TEpOpfFIIQoOLsrPnPnzuWXX37h7rvvdkY8QpR45QIqcLz9VCque5oW53/i8M5+1Inu5OqwXCq74uNhcMxybw+dHt0Dn2Gc150maZvZ/vdMmvf+n0OubS9z1lCXSYa6hCgR7K746PV6IiIinBGLEKVGk7seZnu5LmgVFcPfz5GeluLqkFwqu6WDhwOXe9do0IId1YcBELFzCpfjTzns2vYwG60TtzM1kvgIURLYnfiMHj2ajz/+GFVVnRGPEKVGxIBPuUwA1Syn2fXdOFeH41J6sntZOXaDv+aPTeaothYBJHPq+2ddMuSVnfiYNPb1IRNCuIbdQ13r169n1apVLFmyhMjISHS6nOPa8+fPd1hwQpRkAUGh7Gr7JkEbh9Py3Pcc2n4/dZvf6eqwXMKgGkEBnYN7Wen0BpT7ZmD6/R6iU9axfck3NO81zKHPcTsWk3WoyyyJjxAlgt0Vn4CAAO6//346duxIUFAQ/v7+OQ4hxA1Nuz1uG/LyXDyiTA55qRYLBlsTT8fvbFyrUVu2hz8JQMS2ScU+5KWarBUfswx1CVEi2F3xmT17tjPiEKLUqj3wMy5/0pJqljNs+m4sbZ7+1NUhFSujMR2DYh0ad1b38uZPvMnRt/8lwnyMmO+eosKYxSia4tmmLLviY9FKxUeIkkA2MBTCyfwrhHCm3VQAWp77kYNbV7g4ouKVcVMvK4MTKj5gHfLSPvA5RtWDJqmb2L7wM6c8T56yKj4WGeoSokQoVOLz22+/0a9fP1q3bk10dHSOQwiRW5Ouj7LNvwdaRcV3yXOkJie6OqRiY0y3Du9ZVAW9vmg7N99KjchW7KhpXdJeN+ZNLpw55rTnupma1Xne4iGJjxAlgd2Jz/Tp0xk8eDAhISHs2rWLli1bUqFCBY4fP07Pnj2dEaMQpULdwZ8RTxBV1Hhi57zg6nCKjdHWy0rn9OGnFo9O5JBHXcqRyoUfhhXPKq9Ma8VH1TovqRNCOI7d/wp99tlnzJw5k08++QS9Xs/YsWNZsWIFI0eOJDGx7HyKFcJe5QIqcPmuDwBodXk+sWvKxgpIU1bFJ6MYNvjz0Onx6jeTdFVHo/QdbP31Hac/p2K2VnxUqfgIUSLYnficOnWKtm3bAuDl5cX169cBeOKJJ/j5558dG50QpUzD9vexJehBAEJWjSYx4ZKLI3K+7JYOxmLqZRVepwkx9V4EoNH+9zl1OMapz6dkVXzwkIqPECWB3YlPaGgoCQkJAISHh7N582YA4uLiZFNDIQqg0eCPOa1UoiIJHJnjmjYLxSm7iWdxdi9v2e9lYg3ReClG0n8ZhsmY4bTn0mRVfCTxEaJksDvxufPOO1m4cCEAgwcPZtSoUXTt2pX+/ftz//33OzxAIUobLx8/UnrNIFPV0DzpH7b/PdPVITlVpq2JZ/ENBWm0WkIGzCIJH+pkHmb7D//nvOfKSnwUGeoSokSwO/GZOXMmr776KgDDhw9n1qxZ1K9fn8mTJ/P55587PEAhSqN6ze9iW/gQAOpsn0j8qSMujsh5zFn73BR3L6uKlWtwuMXrALQ4+TWHd652yvPYEh8HdZ4XQjiX3YmPRqPBw+PGvocPP/ww06dPZ8SIEej1snOpEAXV/Ik3bSuQrvzwJBaz2dUhOYU5I7t7efFXRJr3GsYOvzvxUCx4/fUMKdevOfw5tBZrHzKNToa6hCgJCrW2dN26dTz++OO0adOGs2fPAvD999+zfv16hwYnRGmm0xvwfvgbUlUDkcY9bP15sqtDcgqLi1s6RAyeyQUqUFU9x75Zwx1+fa3FWvHROHGPIiGE49id+Pz+++90794dLy8vdu3aRUaG9X/6xMRE3nrrLYcHKERpVjUiir2NxgMQfeQTju3Z6OKIHM9izBrqctE+N/7lg7nc9RMsqkLLq3+za9m3Dr2+R1bio5WhLiFKBLsTnzfeeIMvvviCr776Kkdn9nbt2rFz506HBidEWdDi/ufZ5d0WvWLGY8Ew0lKuuzokh7LYWjq4big8sl0vtlR+AoAam17h4tk4h13bQ7UOdWml4iNEiWB34nPo0CE6dOiQ63Z/f3+uXbvmiJiEKFMUjYbqg2dxiUCqWc6w55tnXR2SY9maeLo2MWg28F2OaCMIIJmL3w1y2JwqnS3xkYqPECVBofbxOXr0aK7b169fT82aNR0SlBBlTWBwGBfu+hiLqtAqYaHDh2NcSc3a4M/i4n1u9AZPDP2tc6oaZsSw9afXHXJdXdbkZg+Dt0OuJ4RwLrsTn2HDhvH888+zZcsWFEXh3Llz/Pjjj4wZM4ZnnnnGGTEC0Lt3b8LDw/H09CQsLIwnnniCc+fO5Thnz549tG/fHk9PT6pWrco77zh/u3ohHKVh+/vYUukxAGpuGk/86dwfMEokWy8r1+9zE16niW1OVbOjMxyyxF2Hyfpfgwx1CVES2J34jBs3jkcffZS77rqL5ORkOnTowNChQ3n66acZMWKEM2IEoHPnzvzyyy8cOnSI33//nWPHjvHQQw/Z7k9KSqJbt25Uq1aNHTt28O677zJp0iRmzizdm8OJ0qXZoPc54lEbf1JI+H4Q5sxMV4dUZNktHVQ32dm4xf3Ps9O3IzrFjM9fT3E9MaFI1zOo1snNUvERomSwO/FRFIVXX32VhIQE9u7dy+bNm7l06RJTpkxxRnw2o0aNonXr1lSrVo22bdsybtw4Nm/ejMlk/bT1448/YjQamTVrFpGRkTz88MOMHDmSDz74wKlxCeFIeoMnXg/PIVU10MAYy9bvXnF1SEWmuFlLB0WjodaQWZwnmMrqBQ59PbRIXdwNtoqPzPERoiQo1D4+AHq9ngYNGtCyZUt8fX0dGdNtJSQk8OOPP9K2bVvbyrJNmzbRoUOHHJsodu/enUOHDnH16tV8r5WRkUFSUlKOQwhXqhLRkH3RkwBoeXIm+zYudmk8RaXJqvgobrTBn39gEIm9vrC2Dbm+km1/zijUdSxmM3rFWpXTS+IjRIngcftTrJ588skCnTdr1qxCB3M7L7/8MjNmzCA1NZXWrVvz999/2+6Lj4+nRo0aOc4PCQmx3RcYGJjnNadOncrrrztmkqMQjtLivmfZdnwNLRKXErx8OAkR6ylfsbKrwyoUd23iWa9FFzbtf4Y2cZ/SMOYNTta/g2r1ou26hjEjjexXpfeUoS4hSoICV3zmzJnDqlWruHbtGlevXs33sMe4ceNQFOWWx8GDB23nv/TSS+zatYvly5ej1WoZMGBAkTvCjx8/nsTERNtx+vTpIl1PCEdpMPRLTmqqUJEETs8aWGJbWtzY2dj9KiKtHp/CXkMTvJUMLL8MsnsPpYz0NNvXnl4+jg5PCOEEBa74PPPMM/z888/ExcUxePBgHn/8ccqXL1+kJx89ejSDBg265Tk3L5EPCgoiKCiIOnXqUL9+fapWrcrmzZtp06YNoaGhXLhwIcdjs78PDQ3N9/oGgwGDwfWrTYT4Lx+/AC48MIuMX3vROH0bm3+eTOvHS151UptV8dG44c7GGq2W0MHfc/mL9tSwnGTr10/T8vmfCvx4U7q183ymqsFDJ70KhSgJClzx+fTTTzl//jxjx47lr7/+omrVqvTr149ly5YVuuoSHBxMvXr1bnnk1/jUkjUZMbtlRps2bVi7dq1tsjPAihUrqFu3br7DXEK4u5oNWxHTcBwAzY58wsFt/7g4Ivt5uHkvq6DQcOK7ZLe0WMS2Pz8r8GMzshIfI7rbnCmEcBd2TW42GAw88sgjrFixgv379xMZGcmzzz5L9erVSU5OdlaMbNmyhRkzZhATE8PJkyf5999/eeSRR6hVqxZt2rQB4NFHH0Wv1zNkyBD27dvHvHnz+Pjjj3nxxRedFpcQxaHlgy+yw7cTOsVM4KKnuHrpvKtDsoutl5XefefANLyjN1uqDQMgcuckTh6KKdDjMjOsiU+GItUeIUqKQq/q0mg0KIqCqqqYnTz3wNvbm/nz53PXXXdRt25dhgwZQqNGjVizZo1tmMrf35/ly5cTFxdHs2bNGD16NBMmTOCpp55yamxCOJui0VBn2GxOK5UI4QqnvnmiRM330ZWQXlYtB0y9Md9n3oACzfcxZTVgNUnFR4gSw67EJyMjg59//pmuXbtSp04dYmNjmTFjBqdOnXLqkvaoqCj+/fdfrly5Qnp6OnFxcXz++edUrpxzlUujRo1Yt24d6enpnDlzhpdfftlpMQlRnPz8y2N6cA7pqo7G6dvY+v1rrg6pwHQlZIM/rYeHdb4PAdSwnGTvzCG33d8nM8Oa+BgVmScoRElR4MTn2WefJSwsjGnTpnHPPfdw+vRpfv31V+6++240mkIXjoQQBVSzYStiG1sTnhZxn7FvwyIXR1QwOtU6787DDVd1/VdQaDgXun6GWVVokbiMbfM/uuX5mdkVHxnqEqLEKPCqri+++ILw8HBq1qzJmjVrWLNmTZ7nzZ8/32HBCSFyavHA82w7tYkW15YQsuJZLtVYQ3Cl6q4O65YMWCs+Os+Ssdw7sl0vNh0bQZvj02kc+xZHa7ckovEdeZ5rNmat6tJI4iNESVHgUs2AAQPo3LkzAQEB+Pv753sIIZyr4bCviNNUJ4hrXJ79CCZjhqtDuiW9WvJaOrR6bBIx3m0wKCa8FzxJYsKlPM8zG627UmdKxUeIEqPAFZ85c+Y4MQwhREF5+fjh8egPXP++K/VN+9n89XO0fvYrV4eVJ9ViwUuxTm4uSTsba7Raagz9nnOftKOSeoGYrx6n0ZjFaLTaHOdZshMfqfgIUWLI5BwhSqCqEVEcbfceAK0v/sL2Re6Z+BizEgMAQwnb2di/fDCpfWaToepokraZLXk0jLWYrK/PrJHJzUKUFJL4CFFCNe32OJsqDQSgwdZXOXFgu4sjyi09LdX2taEEVXyyRTRux+4mEwFodeJLdv/7S4771awGrBatJD5ClBSS+AhRgrV88gPb3jPaX54g8eplV4eUgyktBQCzqqAroS0dWt4/gi0V+qBRVGqsfYGzx/fZ7lOzKz6S+AhRYkjiI0QJpvXwoNKQn4gnmKrqOU7MfNStNjc0Zu1zk4EepQRve9H0qS855FGPcqRg/OFRUpMTAVBN1tenSuIjRIlRcv8lEkIAUL5iZZLvz9rcMG0LW2e/5OqQbEzp1opPSW/poDd4Ejh4btbmhic48OUg6+aGmdYVdZL4CFFySOIjRCkQ0fgOYqMnA9D6zDfsXPa9iyOyKk0tHSpWrsHFHl9iUrU0u/4vW36YiJI1x0cSHyFKDkl8hCglWtz3LJsr9gOg7sYxnDyww8URQWZ29/JS0tKhQese7GxgbYXT8tgnhFzaZL3Dw737kAkhbpDER4hSpNnQGezTN8JHSUf7y2MkXrng0nhutHQoHYkPQMu+L7E18B7rZGfLCQBUnSQ+QpQUkvgIUYro9AbChs7lPMFUUc9zamZ/Mk1Gl8VjS3xK0QZ/ikZD46e/4qCuwY3bpOIjRIkhiY8QpUz5ipVJe+hHUlUDURm72P7VcJfFYslKfDJL2QZ/Bk9vgobM4yLlAdD6VHBxREKIgpLER4hSqGbDVhxq+y5g3dl56+8fuSQOsy3xKT0Vn2xBoeGYBvzN5tov0rDrAFeHI4QoIEl8hCilmnYfyKbwpwFosmcy+zcvLfYYsis+pbWlQ+WakbR+bCJePn6uDkUIUUCS+AhRirUaOJWdvh3QK2bClg7NsetwcZCWDkIIdyOJjxClmEarpf4zP3FEG0Eg18n8oT9J164U2/Nnt3SwaGXyrxDCPUjiI0Qp5+XjR8CQ37lIeapZTnPii77Ft9JLKj5CCDcjiY8QZUDw/7d350FNnf0ewL8nhCQCsggSoIKi4out6EUQijLTRa7L+Kq4TrkUl3Zqa9GKdlptK1LHW1H72rl1eaW1Y+u8tXV5xar02l5U1NqRXVyqokMpOgJSpCyCLCbP/UONRhFBCSdwvp+ZzMRznjznl98MydcnJzlefVA96V+oE1oMrs9BzhdvdsyB76z4CH7dm4isBIMPkUL0HxKOC8PXAgBCy5OR/t1/W/yYkoHBh4isC4MPkYIMHR2D9H4LAAAh+f/Ayf/71qLHu3stK17SgYisBYMPkcKERn+MDNeJUEkCf/t1ES6dPGaxY6kMt69eLvGSDkRkJRh8iBRGUqkQ9NZXOK0bBjupAS57Y1BSlG+RY9nc+aiLl3QgImvB4EOkQGpbDXzn7sTvqj5wQyUatk5BVcWf7X6ceys+3dp9biKiJ8HgQ6RQ3Z16wP61ZJShB/oYr+Bq0iTU36xt12PYGG8HHxU/6iIiK8HgQ6Rg+l79cGPqdtSIbni28Qx+2/hfMBoM7Ta/+k7wsdFyxYeIrAODD5HC9R0UiqL//BKNwgZBN44g88v2u5q72nj7hxJVGrt2m5OI6Gkw+BARBoVPwOngRADA89e+R/q25e0yr624s+Kj4UddRGQdGHyICAAQPP5NnOj7DgDg+UufIXtf0lPPaStur/iotVzxISLrwOBDRCbPv7oc6e7TAQBDcj7E6bR/P9V8mjvBx1bDc3yIyDow+BCRiaRSIeTNJGQ7RsBWMqD/kbeRn334iefT4E7w0XHFh4isA4MPEZlR2dhgcOw2nNYFw05qgHvKDBRdyH2iubR3V3z4rS4ishIMPkT0EI1Wh36xu3FRPQAuqIFu+9Q2/7qzMBqhk5puz6ezt0SZRERtxuBDRM2y7+6Mnm/uwx8qb+hxHYZvJqK89EqrH9/QcNN0X8OPuojISjD4ENEjufT0hN3r+1GCnuglSlC1eTyq/ipv1WMbbtaZ7uu6ccWHiKwDgw8Rtcj9GV8YXv0B5XBGP0Mhiv85HnU3qh77uKb628HnllDBVqO1dJlERK3C4ENEj9Wr/yBUT92JathjYNM5FKyf+NjrejXcCT6NsO2IEomIWqXTBJ8JEybAx8cHOp0Onp6eiImJQXFxsWn/H3/8AUmSHrqlp6fLWDVR19F3UCiK//4v1AktAhpO4sL6KWhqbHjk+FsNt4NPg8TVHiKyHp0m+Lz00kvYuXMn8vPzsXv3bhQUFGDq1KkPjTt48CBKSkpMt6CgIBmqJeqa/INHonDU16gXtviPuhM4vW46DLduNTu2sYErPkRkfdRyF9BaCxcuNN3v3bs3lixZgsjISDQ1NcHW9t4Lq6urKzw8POQokUgRnhsxDqcbk+B/ZA6CbhxB1vpoBL3zHVQ2NmbjDHe+1dXIFR8isiKdZsXnfhUVFdi2bRuGDx9uFnqA2x+Jubu7Izw8HPv27XvsXA0NDaiurja7EVHLBr80FWeHf45bQoVhVT8he8MMGA0GszFNd4LPLUkjR4lERM3qVMFn8eLFsLe3h6urKy5fvoy9e/ea9jk4OGDt2rXYtWsXfvzxR4SHhyMyMvKx4ScxMRFOTk6mm7e3t6WfBlGXMHR0DPJC1sAgJIT8lYKsf74GYTSa9hsab3/U1aRi8CEi6yEJIYRcB1+yZAlWr17d4pjz58/D398fAFBeXo6KigoUFRVh+fLlcHJyQkpKCiRJavaxM2bMQGFhIX755ZdHzt/Q0ICGhnsnaFZXV8Pb2xtVVVVwdHR8gmdFpCzZ+zZhaM4HUEkCGT2nImTuZkgqFXL+92sEZcbhnCYAz354XO4yiaiLq66uhpOT02Pfv2U9x+fdd9/FrFmzWhzTt29f0303Nze4ublhwIABGDhwILy9vZGeno6wsLBmHxsaGorU1NQW59dqtdBqeQ4C0ZMKnjAXmYZbCM6LR+if/0Z6kg1C30qC8c6Kzy0V/76IyHrIGnx69uyJnj17PtFjjXeW1O9frXlQXl4ePD09n2h+Imq9kEnzkWm8hZAzH+P5sh1ITxKQev4NAGBg8CEiK9IpvtWVkZGBrKwshIeHw8XFBQUFBYiPj0e/fv1Mqz1bt26FRqNBYGAgACA5ORlbtmzBV199JWfpRIoRMmUhMoVAyNnleL5sJ4r/dAcAGG0YfIjIenSK4GNnZ4fk5GQkJCSgtrYWnp6eGDNmDJYuXWr2MdWKFStQVFQEtVoNf39/7Nixo9nf+iEiywiZugiZkoSQMx/DS5QBAAw2OpmrIiK6R9aTm61Ra0+OIqJHy0r+HEGnEm6f8OwaidD5W+UuiYi6uE5xcjMRdU3DJi9Alo0tvPL+B7pBf5e7HCIiE674PIArPkRERJ1Pa9+/O9UPGBIRERE9DQYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgy13AVYGyEEgNuXtyciIqLO4e779t338Udh8HlATU0NAMDb21vmSoiIiKitampq4OTk9Mj9knhcNFIYo9GI4uJidO/eHZIktdu81dXV8Pb2xpUrV+Do6Nhu83ZV7FfbsF+tx161DfvVNuxX27Rnv4QQqKmpgZeXF1SqR5/JwxWfB6hUKvTq1cti8zs6OvKPoQ3Yr7Zhv1qPvWob9qtt2K+2aa9+tbTScxdPbiYiIiLFYPAhIiIixWDw6SBarRYJCQnQarVyl9IpsF9tw361HnvVNuxX27BfbSNHv3hyMxERESkGV3yIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8OsjGjRvRp08f6HQ6hIaGIjMzU+6SZJeYmIhhw4ahe/fucHd3R2RkJPLz883G1NfXIzY2Fq6urnBwcMCUKVNw7do1mSq2LqtWrYIkSYiLizNtY7/MXb16Fa+++ipcXV3RrVs3BAQEIDs727RfCIFly5bB09MT3bp1Q0REBC5duiRjxfIwGAyIj4+Hr68vunXrhn79+mHFihVm1zxScq+OHTuG8ePHw8vLC5Ik4YcffjDb35reVFRUIDo6Go6OjnB2dsbrr7+OGzdudOCz6Dgt9aupqQmLFy9GQEAA7O3t4eXlhRkzZqC4uNhsDkv2i8GnA+zYsQOLFi1CQkICcnNzMWTIEIwePRplZWVylyaro0ePIjY2Funp6UhNTUVTUxNGjRqF2tpa05iFCxdi//792LVrF44ePYri4mJMnjxZxqqtQ1ZWFr744gsMHjzYbDv7dc9ff/2FESNGwNbWFgcOHMC5c+ewdu1auLi4mMasWbMG69atQ1JSEjIyMmBvb4/Ro0ejvr5exso73urVq7Fp0yZs2LAB58+fx+rVq7FmzRqsX7/eNEbJvaqtrcWQIUOwcePGZve3pjfR0dH47bffkJqaipSUFBw7dgxz5szpqKfQoVrqV11dHXJzcxEfH4/c3FwkJycjPz8fEyZMMBtn0X4JsriQkBARGxtr+rfBYBBeXl4iMTFRxqqsT1lZmQAgjh49KoQQorKyUtja2opdu3aZxpw/f14AECdOnJCrTNnV1NQIPz8/kZqaKl544QWxYMECIQT79aDFixeL8PDwR+43Go3Cw8NDfPrpp6ZtlZWVQqvViu+//74jSrQa48aNE6+99prZtsmTJ4vo6GghBHt1PwBiz549pn+3pjfnzp0TAERWVpZpzIEDB4QkSeLq1asdVrscHuxXczIzMwUAUVRUJISwfL+44mNhjY2NyMnJQUREhGmbSqVCREQETpw4IWNl1qeqqgoA0KNHDwBATk4OmpqazHrn7+8PHx8fRfcuNjYW48aNM+sLwH49aN++fQgODsa0adPg7u6OwMBAbN682bS/sLAQpaWlZv1ycnJCaGio4vo1fPhwHDp0CBcvXgQAnDp1CsePH8fYsWMBsFctaU1vTpw4AWdnZwQHB5vGREREQKVSISMjo8NrtjZVVVWQJAnOzs4ALN8vXqTUwsrLy2EwGKDX68226/V6XLhwQaaqrI/RaERcXBxGjBiBQYMGAQBKS0uh0WhMfwx36fV6lJaWylCl/LZv347c3FxkZWU9tI/9Mvf7779j06ZNWLRoET788ENkZWXhnXfegUajwcyZM009ae5vU2n9WrJkCaqrq+Hv7w8bGxsYDAZ88skniI6OBgD2qgWt6U1paSnc3d3N9qvVavTo0UPx/auvr8fixYsRFRVlukippfvF4ENWITY2FmfPnsXx48flLsVqXblyBQsWLEBqaip0Op3c5Vg9o9GI4OBgrFy5EgAQGBiIs2fPIikpCTNnzpS5Ouuyc+dObNu2Dd999x2ee+455OXlIS4uDl5eXuwVWUxTUxOmT58OIQQ2bdrUYcflR10W5ubmBhsbm4e+WXPt2jV4eHjIVJV1mTdvHlJSUpCWloZevXqZtnt4eKCxsRGVlZVm45Xau5ycHJSVlWHo0KFQq9VQq9U4evQo1q1bB7VaDb1ez37dx9PTE88++6zZtoEDB+Ly5csAYOoJ/zaB9957D0uWLMErr7yCgIAAxMTEYOHChUhMTATAXrWkNb3x8PB46Msst27dQkVFhWL7dzf0FBUVITU11bTaA1i+Xww+FqbRaBAUFIRDhw6ZthmNRhw6dAhhYWEyViY/IQTmzZuHPXv24PDhw/D19TXbHxQUBFtbW7Pe5efn4/Lly4rs3ciRI3HmzBnk5eWZbsHBwYiOjjbdZ7/uGTFixEM/j3Dx4kX07t0bAODr6wsPDw+zflVXVyMjI0Nx/aqrq4NKZf52YGNjA6PRCIC9aklrehMWFobKykrk5OSYxhw+fBhGoxGhoaEdXrPc7oaeS5cu4eDBg3B1dTXbb/F+PfXp0fRY27dvF1qtVnzzzTfi3LlzYs6cOcLZ2VmUlpbKXZqs5s6dK5ycnMSRI0dESUmJ6VZXV2ca89ZbbwkfHx9x+PBhkZ2dLcLCwkRYWJiMVVuX+7/VJQT7db/MzEyhVqvFJ598Ii5duiS2bdsm7OzsxLfffmsas2rVKuHs7Cz27t0rTp8+LSZOnCh8fX3FzZs3Zay8482cOVM888wzIiUlRRQWFork5GTh5uYm3n//fdMYJfeqpqZGnDx5Upw8eVIAEJ999pk4efKk6VtIrenNmDFjRGBgoMjIyBDHjx8Xfn5+IioqSq6nZFEt9auxsVFMmDBB9OrVS+Tl5Zm99jc0NJjmsGS/GHw6yPr164WPj4/QaDQiJCREpKeny12S7AA0e/v6669NY27evCnefvtt4eLiIuzs7MSkSZNESUmJfEVbmQeDD/tlbv/+/WLQoEFCq9UKf39/8eWXX5rtNxqNIj4+Xuj1eqHVasXIkSNFfn6+TNXKp7q6WixYsED4+PgInU4n+vbtKz766COzNyIl9yotLa3Z16qZM2cKIVrXm+vXr4uoqCjh4OAgHB0dxezZs0VNTY0Mz8byWupXYWHhI1/709LSTHNYsl+SEPf9NCcRERFRF8ZzfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIqEuZNWsWIiMj5S6DiKwUr85ORJ2GJEkt7k9ISMDnn38O/i4rET0Kgw8RdRolJSWm+zt27MCyZcvMLkTq4OAABwcHOUojok6CH3URUafh4eFhujk5OUGSJLNtDg4OD33U9eKLL2L+/PmIi4uDi4sL9Ho9Nm/ejNraWsyePRvdu3dH//79ceDAAbNjnT17FmPHjoWDgwP0ej1iYmJQXl7ewc+YiNobgw8RdXlbt26Fm5sbMjMzMX/+fMydOxfTpk3D8OHDkZubi1GjRiEmJgZ1dXUAgMrKSrz88ssIDAxEdnY2fvrpJ1y7dg3Tp0+X+ZkQ0dNi8CGiLm/IkCFYunQp/Pz88MEHH0Cn08HNzQ1vvPEG/Pz8sGzZMly/fh2nT58GAGzYsAGBgYFYuXIl/P39ERgYiC1btiAtLQ0XL16U+dkQ0dPgOT5E1OUNHjzYdN/Gxgaurq4ICAgwbdPr9QCAsrIyAMCpU6eQlpbW7PlCBQUFGDBggIUrJiJLYfAhoi7P1tbW7N+SJJltu/ttMaPRCAC4ceMGxo8fj9WrVz80l6enpwUrJSJLY/AhInrA0KFDsXv3bvTp0wdqNV8miboSnuNDRPSA2NhYVFRUICoqCllZWSgoKMDPP/+M2bNnw2AwyF0eET0FBh8iogd4eXnh119/hcFgwKhRoxAQEIC4uDg4OztDpeLLJlFnJgn+xCkREREpBP/rQkRERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREivH/9sQLpSx3bGUAAAAASUVORK5CYII=", "text/plain": [ - "
    " + "
    " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1796,7 +1922,14 @@ "cell_type": "code", "execution_count": 21, "id": "dcff94ad", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.416235Z", + "iopub.status.busy": "2024-07-11T15:34:03.415972Z", + "iopub.status.idle": "2024-07-11T15:34:03.420025Z", + "shell.execute_reply": "2024-07-11T15:34:03.419536Z" + } + }, "outputs": [ { "data": { @@ -1827,7 +1960,14 @@ "cell_type": "code", "execution_count": 22, "id": "70de1058", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.421525Z", + "iopub.status.busy": "2024-07-11T15:34:03.421264Z", + "iopub.status.idle": "2024-07-11T15:34:03.424699Z", + "shell.execute_reply": "2024-07-11T15:34:03.424217Z" + } + }, "outputs": [ { "data": { @@ -1849,7 +1989,14 @@ "cell_type": "code", "execution_count": 23, "id": "0e37528d", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2024-07-11T15:34:03.426279Z", + "iopub.status.busy": "2024-07-11T15:34:03.425901Z", + "iopub.status.idle": "2024-07-11T15:34:03.429353Z", + "shell.execute_reply": "2024-07-11T15:34:03.428881Z" + } + }, "outputs": [ { "data": { @@ -1878,9 +2025,9 @@ ], "metadata": { "kernelspec": { - "display_name": "hark-env", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "hark-env" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -1892,7 +2039,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.9" } }, "nbformat": 4, From bf7d75d25a3a27617ebb813384741a2b0fbc2a2d Mon Sep 17 00:00:00 2001 From: alanlujan91 Date: Thu, 11 Jul 2024 11:41:00 -0400 Subject: [PATCH 16/29] create symlinks --- Documentation/example_notebooks/Jacobian_Example.ipynb | 1 + Documentation/example_notebooks/KS-HARK-presentation.ipynb | 1 + Documentation/example_notebooks/SSJ_Example.ipynb | 1 + Documentation/example_notebooks/Transition_Matrix_Example.ipynb | 1 + 4 files changed, 4 insertions(+) create mode 100644 Documentation/example_notebooks/Jacobian_Example.ipynb create mode 100644 Documentation/example_notebooks/KS-HARK-presentation.ipynb create mode 100644 Documentation/example_notebooks/SSJ_Example.ipynb create mode 100644 Documentation/example_notebooks/Transition_Matrix_Example.ipynb diff --git a/Documentation/example_notebooks/Jacobian_Example.ipynb b/Documentation/example_notebooks/Jacobian_Example.ipynb new file mode 100644 index 000000000..059eefe55 --- /dev/null +++ b/Documentation/example_notebooks/Jacobian_Example.ipynb @@ -0,0 +1 @@ +../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/KS-HARK-presentation.ipynb b/Documentation/example_notebooks/KS-HARK-presentation.ipynb new file mode 100644 index 000000000..4d8a56c1c --- /dev/null +++ b/Documentation/example_notebooks/KS-HARK-presentation.ipynb @@ -0,0 +1 @@ +../../examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/SSJ_Example.ipynb b/Documentation/example_notebooks/SSJ_Example.ipynb new file mode 100644 index 000000000..a0efd62e0 --- /dev/null +++ b/Documentation/example_notebooks/SSJ_Example.ipynb @@ -0,0 +1 @@ +../../examples/ConsNewKeynesianModel/SSJ_Example.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/Transition_Matrix_Example.ipynb b/Documentation/example_notebooks/Transition_Matrix_Example.ipynb new file mode 100644 index 000000000..1778e2457 --- /dev/null +++ b/Documentation/example_notebooks/Transition_Matrix_Example.ipynb @@ -0,0 +1 @@ +../../examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb \ No newline at end of file From 880f5e279a434466b42d46b72b64229b2e79e6df Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Fri, 12 Jul 2024 16:11:25 -0400 Subject: [PATCH 17/29] Small fixes, and added notebooks to index.rst --- Documentation/overview/index.rst | 4 ++++ .../Jacobian_Example.ipynb | 20 +++++++++---------- .../ConsNewKeynesianModel/SSJ_example.ipynb | 2 +- .../Transition_Matrix_Example.ipynb | 4 ++-- 4 files changed, 17 insertions(+), 13 deletions(-) diff --git a/Documentation/overview/index.rst b/Documentation/overview/index.rst index 9671f673f..a774e8fdb 100644 --- a/Documentation/overview/index.rst +++ b/Documentation/overview/index.rst @@ -24,6 +24,10 @@ Overview ../example_notebooks/LifecycleModel.ipynb ../example_notebooks/HowWeSolveIndShockConsumerType.ipynb ../example_notebooks/Journey-PhD.ipynb + ../example_notebooks/Transition_Matrix_Example.ipynb + ../example_notebooks/Jacobian_Example.ipynb + ../example_notebooks/KS-HARK-presentation.ipynb + ../example_notebooks/SSJ_Example.ipynb .. toctree:: :hidden: diff --git a/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb b/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb index dfccd4166..29dd60c2a 100644 --- a/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb +++ b/examples/ConsNewKeynesianModel/Jacobian_Example.ipynb @@ -120,7 +120,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Seconds to compute steady state 9.832530975341797\n" + "Seconds to compute steady state 21.450182676315308\n" ] } ], @@ -166,7 +166,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Seconds to calculate Jacobian 2.5753915309906006\n" + "Seconds to calculate Jacobian 12.027279376983643\n" ] } ], @@ -202,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -242,7 +242,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -264,7 +264,7 @@ "id": "5ae3a774", "metadata": {}, "source": [ - "## Shock to Real Interest Rate" + "#### Shock to Real Interest Rate" ] }, { @@ -309,7 +309,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -349,7 +349,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -407,7 +407,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -439,7 +439,7 @@ "outputs": [ { "data": { - "image/png": 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IviRgSQQjeDACB3OlUEvCLmm05bcpNuy23v2X0r09f28flhNrWKTbrRBCCIMELImghq0SgqQ0j+vflt9gFN6mfcASnmGRKSEhhBD9SMCSCOE1LJDUGhajaZzBzLCkafM4szW/a4BlzbIBohBCiBAJWBIhGNY4DnozLAmsYenfg8WQ9u35fX1b8wPYskPLsWVKSAghRIgELIlg9mExim6TmGGx9c2wGEW36RqwDNyHRc8KyZSQEEIIgwQsiaD2WyWUhBoWI8NyQsDiPElWCYVlWOxm47j0XIothBAi+SRgSYT+y5qTWMNysk0JDVx0q08JqR3pGWQJIYRIPglYEmGwZc2J7MNyEk4JacGgub/SQH1YZEpICCGEQQIWq2naicuaU1jDks6rhIzsCgCOATrdyuaHQgghQiRgsVrYnj7YQ9MzZg1L4gKWwVYJ5TjTtw9LeMASvqzZaByn+f2oPl/SxyWEECL9SMBitWDYF6zZOM7IsCS+cdwJGRaXnmFJx80PzY0P6besOSvLfCzTQkIIIUACFuuF7enTW8OSr98nckpIG7jo1siwtPvSb3pF8xlTZ3YUW++vomK3Y8vMBGRaSAghhE4CFqv1mRLq14fF1w5qMCGXHTTD4kzjDMsAK4QMtmzZAFEIIUQvCVisZjaNc4Ci6I+NKSFI2Eohsw+LfeBVQl6/F1VTE3LtmAVO7HJrkA0QhRBChJOAxWr9lzQDONzg8OiPE1THYvZhUQbuw6Kh0envTMi1YzVkhiVH9hMSQgjRSwIWqwX7LWk2JHil0GCbH7rtbjOISbeVQmaX2wECFrv0YhFCCBFGAharmT1Y+k1zGHUsiZ4S6lfDoihKb/O4NOvFYmZYBpoSypENEIUQQvSSgMVqRg1LijIs/VcJQVjzuHTLsAxZdCsbIAohhOglAYvVgqFVQv0yHYnuxTJYp1sI2wAxzVYKaf7QlJBrgCkho+hWNkAUQgiBBCzWMzMs/QOWxGZYBut0C70rhdr96fXlb3a6dQyUYQlNCUmGRQghBBKwWM+sYen3JZzgGpaIMiy+dMuwDN+HRXZsFkIIARKwWC/FGZaBApa0rWEJDB6wyAaIQgghwknAYrVha1gSVHQbHLzoNseVnhsgDrlKyOh0K31YhBBCIAGL9QZdJZSv3ye6D8tQGZZ0XdY80JRQlkwJCSGE6CUBi9UGq2FJ1pRQ/+uSvhkWjMZxA2RYZEpICCFEOAlYrGa25k9u47jBWvND+m6AGFnRbZoFWUIIIVJCAharpVlrfuhdJdTuS69shdmHZZjdmjVNS+q4hBBCpJ+YApbVq1dTUVGBx+OhurqajRs3Dnrss88+y5w5c8jPzycrK4uqqiqefPLJPsdomsayZcsoLS0lIyODmpoadu7cGcvQUm/QVUKJbRw31Cqh9G0cZ2RYBiq61aexCAbRurqSOSwhhBBpKOqAZe3atSxZsoTly5ezefNmZs2axfz58zl69OiAx48ZM4bvfve71NXVsXXrVhYtWsSiRYt46aWXzGMefPBBfvKTn7BmzRo2bNhAVlYW8+fPp7u7O/afLFVCgcOQNSwJyBgM1ZrfbByXdhmWUDZqwKLbTLDpv57SPE4IIUTUAcvKlSu5+eabWbRoEdOnT2fNmjVkZmby2GOPDXj8xRdfzNVXX83pp5/OpEmTuP3225k5cyZvvPEGoGdXVq1axfe+9z2uvPJKZs6cyW9/+1sOHz7Mc889F9cPlxJGhqV/psOoYVH9ELA+EBsqw5KuRbdD7dasKIrUsQghhDBFFbD4fD42bdpETU1N7wlsNmpqaqirqxv2/ZqmUVtby44dO7jwwgsB2LNnD/X19X3OmZeXR3V19aDn7Onpoa2trc8tbQxWw+LKBiX0cSegjmXIDEva1rAYfVhODFggbD+hdPr7FUIIkRJRBSxNTU0Eg0GKi4v7PF9cXEx9ff2g72ttbSU7OxuXy8Xll1/OT3/6Uz796U8DmO+L5pwrVqwgLy/PvJWXl0fzYySWOSXUL3Cw2cAdqstIQB3LUH1YjAxLT7AHn5EBSgNDrRICsOXqWalgu2RYhBBitEvKKqGcnBy2bNnC22+/zQ9/+EOWLFnC+vXrYz7f0qVLaW1tNW8HDhywbrDxGqxxHCR0pdBQnW6NDAukV5ZlqE63EJZhaZcMixBCjHYDf1MMorCwELvdTkNDQ5/nGxoaKCkpGfR9NpuNyZMnA1BVVcWHH37IihUruPjii833NTQ0UFpa2uecVVVVA57P7XbjdrujGXrymH1YBsgauEMBS0/ipoQ8ds8Jr9ltdrKcWXj9Xjr8HYzNGGv59WOh9fQAoHgG/ruUDIsQQghDVBkWl8vF7Nmzqa2tNZ9TVZXa2lrmzZsX8XlUVaUn9GVVWVlJSUlJn3O2tbWxYcOGqM6ZNswalgFiwQRmWHqC+ufpGiizQ2+WJZ3a8xsBi22Q4LO3261kWIQQYrSLKsMCsGTJEm688UbmzJnD3LlzWbVqFV6vl0WLFgFwww03MH78eFasWAHo9SZz5sxh0qRJ9PT08MILL/Dkk0/yyCOPAPpqkDvuuIP77ruPKVOmUFlZyd13301ZWRlXXXWVdT9psqiDFN1CQnuxGAGL2z7wl3+OK4eGzgbafOnz5a/6QhkW1yAZlhzJsAghhNBFHbAsXLiQxsZGli1bRn19PVVVVaxbt84smt2/fz82W2/ixuv1ctttt3Hw4EEyMjKYNm0av/vd71i4cKF5zF133YXX6+WWW26hpaWF888/n3Xr1uHxnDi9kfYGW9YMScmwDBWwQHotbdZ69M9q0Ckh2U9ICCFESNQBC8DixYtZvHjxgK/1L6a97777uO+++4Y8n6Io3HPPPdxzzz2xDCe9BAdpHAcJ3U/IWP0z2JSQEbCkVdHtcFNCoW63QQlYhBBi1JO9hKw2WGt+SFiGRdO0YTMs6diLxSy6HWxKKFcPWCTDIoQQQgIWq0VUw2JtwBLQAqiaCpxcGRbVCFjcA4/ZniMZFiGEEDoJWKxmLmseapWQtVNC4c3gTq4alqGnhGw5kmERQgihk4DFaoO15ofeGhaLMyzGdBCcXBkWc0po0GXNkmERQgihk4DFapHUsFhcdGsW3Npc2JSB/0rTsYZF9YVWCQ26rFkyLEIIIXQSsFhNHWKVUIJqWIYruAXIdenXTscpoeFqWNSODrRgMGnjEkIIkX4kYLHakH1Y8vV7i2tYhutyC5DtSr8Mi1nDMki/HSPDAqB6vUkZkxBCiPQkAYvVzBqWIfqw+NpBtS5j0BMYPsOSjjUs5pTQYEW3bjeKSw/CZFpICCFGNwlYrDZUwGJMCYGldSyRZFhynOkVsGjBIBi7NbsGH7dNCm+FEEIgAYv11CF2a3a4wRGa/rCwjsUouo0kw9Lh70DTNMuuHStjOggGX9YMYXUsErAIIcSoJgGL1YZa1gwJ6cUSSdGtUcOiaiqdgU7Lrh0rNSxgkQyLEEKI4UjAYrWhpoQgIe35e9Thp4Q8dg8ORW9mlw7TQlqofgWHA8Ux+JZWkmERQggBErBYTx0mYEnABoiRTAkpipJWhbfmCqEhsisQlmFpS/2YhRBCpI4ELFYbalkzJCbDEsGUEPROC6VDL5bhutwabDmhqawOCViEEGI0k4DFakGjcdxgNSxG87jkZlggvZY2qz1DL2k22HP0z0syLEIIMbpJwGI1szX/IHUZCcywDFXDAr0BS5vP2sZ1sdB8Q298aLDnGkW3qR+zEEKI1JGAxUqaBsZGhINlOxKwAWIkjeOgtz1/m8V7GcUi4imhXH3MamvqxyyEECJ1JGCxkhoATdUfOwb5IjY3QEx+hsUMWNIgw6JGGLDYc/XPK9iW+jELIYRIHQlYrBTo7n3sGHh/nFQW3RoBSzrUsGjdQ298aLDnGTUsErAIIcRoJgGLlQK+3sfDZVhSUHSb606fDItZw+IabpVQqA9Lq7U7XAshhDi5SMBiJSPDYnOAzT7wMYmoYYl2SigNalginhLKC00JSeM4IYQY1SRgsZIRsAw2HQRhNSwpyLCkUQ2LFumyZqPotr1d3zBRCCHEqCQBi5WMJc2DTQdBWB+WBNSwDHVd0i1gMZY1D1PDktu7w7W05xdCiNFLAhYrRZNh6W7Tl0FbwNhL6GSsYVGGqWFRXC6UjAxACm+FEGI0k4DFSgGjB8sQWQOjhkX1g7/LkssaU0InZQ2LZ4jgLsTIsgSlF4sQQoxaErBYKZIMiysblNDHblHgYDaOs0U2JdQZ6MRvbNKYIkYNy3BTQhAWsLTJSiEhhBitJGCxUiCCGhabDdz6Ul26Wiy5bKR9WIzW/JD6Xixajx7cDTclBGAL9WJRZUpICCFGLQlYrBRJhgUgo0C/t6jwNtJlzXabnWynvvtxqqeFIl3WDGHdbmVKSAghRi0JWKxk1LA4hpnm8OTr913HLblspMuaIX1WCvUua45mSkgCFiGEGK0kYLFStBkWiwKWSDMskD47Nvcua44gw2JOCUkNixBCjFYSsFjJ2Kl5mH4ovVNCLZZcNqoMizs9VgqpES5rht4dm2VKSAghRq+YApbVq1dTUVGBx+OhurqajRs3Dnrso48+ygUXXEBBQQEFBQXU1NSccPyXvvQlFEXpc1uwYEEsQ0stc0ooNRkWz3DXJR2nhKKoYZEpISGEGLWiDljWrl3LkiVLWL58OZs3b2bWrFnMnz+fo0ePDnj8+vXrue6663j11Vepq6ujvLycSy+9lEOHDvU5bsGCBRw5csS8/eEPf4jtJ0olY0pouEyHhQGLpmn41Mj6sEA6BSyhKSFP5FNCsqxZCCFGr6gDlpUrV3LzzTezaNEipk+fzpo1a8jMzOSxxx4b8Pjf//733HbbbVRVVTFt2jR+9atfoaoqtbW1fY5zu92UlJSYt4KCgth+olQKRDollK/fWxCwGNkViK7oNvXLmiNfJWRMCalt0ppfCCFGq6gCFp/Px6ZNm6ipqek9gc1GTU0NdXV1EZ2js7MTv9/PmDFj+jy/fv16ioqKmDp1KrfeeivNzc3RDC09RD0l1BL3JcMDlogyLGnSnj+aGhaZEhJCCOGI5uCmpiaCwSDFxcV9ni8uLmb79u0RneNb3/oWZWVlfYKeBQsWcM0111BZWcnu3bv5zne+w2WXXUZdXR12u/2Ec/T09NDT0/tF3ZYuX2QRZ1ismxIyCm5tig2HMvxfZ7q059e6I9v8EMKnhNLk71kIIUTSRRWwxOv+++/n6aefZv369XjC9pC59tprzcczZsxg5syZTJo0ifXr13PJJZeccJ4VK1bwgx/8ICljjkoKljWHd7lVFGXY49OthiWyotveTreaqqLYZHGbEEKMNlH9P39hYSF2u52GhoY+zzc0NFBSUjLkex966CHuv/9+/v73vzNz5swhj504cSKFhYXs2rVrwNeXLl1Ka2ureTtw4EA0P0biRNo4zsJlzZFufGhInymhyFcJ2fJCO1xrGmpHRyKHJYQQIk1FFbC4XC5mz57dp2DWKKCdN2/eoO978MEHuffee1m3bh1z5swZ9joHDx6kubmZ0tLSAV93u93k5ub2uaWFYAzLmlU1rkuaGZZhNj405Ln0L//WntSuuDEzLJH0YXG5UDIyAAi2ykohIYQYjaLOrS9ZsoRHH32UJ554gg8//JBbb70Vr9fLokWLALjhhhtYunSpefwDDzzA3XffzWOPPUZFRQX19fXU19fTEfqXckdHB3feeSdvvfUWe/fupba2liuvvJLJkyczf/58i37MJIm0hsVoza+pEOdqnWi63ALkufWApaWnJa7rxkPTtLBOt5GN256fD0CwpSVBoxJCCJHOoq5hWbhwIY2NjSxbtoz6+nqqqqpYt26dWYi7f/9+bGE1Bo888gg+n4/Pf/7zfc6zfPlyvv/972O329m6dStPPPEELS0tlJWVcemll3LvvffijmC6IK1EWsPi9IAjAwJdepbFkxfzJY0poUiaxkFvwNIV6MIX9EUc6FjK7wdNAyKbEgKw5+UROHJEAhYhhBilYiq6Xbx4MYsXLx7wtfXr1/f58969e4c8V0ZGBi+99FIsw0g/RoYlkiAgowDau/SlzXG0nIk2w5LjysGm2FA1ldaeVsZljov94jFSw1Z4RRywmBkWmRISQojRSJZbWCnSPixg2Uqh7qCe1YmkaRzoy5+NOpZUTQupXV36A0VBccmUkBBCiOFJwGKlSKeEwLKApSugf/lnODIifk+q61i0bv1zsmVkRLQUG/QpIZCARQghRisJWKwUadEtWNaevzsUJMUSsKRqpZCRYVEyMyN+j2RYhBBidJOAxUrBGAKWOHuxxJJhyXfr105ZwNLZCYDNE1mhMIQFLLKsWQghRiUJWKwUVYbFmimhzoD+5R/pKiFIgymhUIbFlhF5kCUZFiGEGN0kYLHSSVbDkvopoSgCFqlhEUKIUU0CFivFlGFpieuSXf7Yp4RSt0rIKLqVGhYhhBCRkYDFSmYflkgCljH6feexuC5pLGs+qWpYukI1LLFMCUkNixBCjEoSsFglGAAtqD+OJMOSOVa/72yO67KxTAkZGyCeXDUs+pSQ2t6OFggkZFxCCCHSlwQsVjHqVyCyGpZMI8OS/IAl5RmWzlANS0YUq4TCNriULIsQQow+ErBYJdDbbj6qDEvXsbh2bI4nYEl1p9toalgUhwNbKGiRgEUIIUYfCVisYvRgsTnAZh/+eKOGRVMhjkxHLI3jzAyLrxUttAlhMmnd0U8JgRTeCiHEaCYBi1WiWdIM4HCBK0d/HEfhrZFhiaYPS65Lz1QE1IDZxyWZjCkhWxTLmkGWNgshxGgmAYtVolnSbLCgjiWWKaEMRwYum77pYCqmhcw+LLFmWI63WDwiIYQQ6U4CFqtEm2GBsJVC8WdYoglYFEVJaR2LWcPiiTFgkRoWIYQYdSRgsUrAp9/bXZG/J0UZFoA8T+q63WpGHxaZEhJCCBEhCVisEleGJbaARdO02AMWV2g/oTg3X4yF0ek29imh+LYzEEIIcfKRgMUqMdWwhC1tjoHR5RaiD1gKPPrWAMd7kv/lH8uyZgD7GH3MwRYJWIQQYrSRgMUqsWRYMuKbEjKyKwAeexTXBQrcoYClOxUBS2xTQo4x+ucVOCYBixBCjDYSsFglGKphccRSwxJbhsUIWNx2N/ZIer+EMTIsqSi61YxlzZ7ogix7fijDIlNCQggx6kjAYpUUrBKKpWmcwQhYjnXHt/liLNTuGGtYjCmhY8kfsxBCiNSSgMUqZsCSvD4ssTSNM4zx6NdOzZSQ0TguuhoWY0oo2NqKFgxaPi4hhBDpSwIWqxjLmpO4SijWFUIQVnSb5IBF8/kgtNtyrK350TRZ2iyEEKOMBCxWMQpg7bGsEjoe0waIcQUs7tSsEjKyKxB9wKI4HNiMXixSxyKEEKOKBCxW8YemhJxRfAmbGyAGY9oA0YoMS0tPC6oW+27R0TIDFocDxemM+v2OAn3cAaljEUKIUUUCFqv4Q5sIRhOwxLkBohUZFlVTaetpi/r9sertwRL9mAHsRh2LLG0WQohRRQIWq/hDmQNndIWkZuGttynqS8YTsDjtTnKcerB0rCd52Qot7oDFWNosGRYhhBhNJGCxihmwRPlFnDVOv+9MbsACqSm8jTfD4igINY+TGhYhhBhVJGCxijklFGWGxQhYvI1RXzLegCXfkw8kOWAJNY1TolzSbLAXGL1YJGARQojRRAIWq8ScYSnU72MIWOJpHAcwxq1nK5LZPM5syx/vlJAU3QohxKgiAYtVjAyLK9YMS+xTQrE0joPUtOfXQl1uo23LbzD3E5IaFiGEGFUkYLFKrEW3KZwSSkkNizklFGOGJVTDEjzeYtWQhBBCnARiClhWr15NRUUFHo+H6upqNm7cOOixjz76KBdccAEFBQUUFBRQU1NzwvGaprFs2TJKS0vJyMigpqaGnTt3xjK01Im36DYFAYvRnj+5U0JG0W2MNSwyJSSEEKNS1AHL2rVrWbJkCcuXL2fz5s3MmjWL+fPnc/To0QGPX79+Pddddx2vvvoqdXV1lJeXc+mll3Lo0CHzmAcffJCf/OQnrFmzhg0bNpCVlcX8+fPpDk0fnBT8Xv0+6gxLqNutN/r2/HEX3brzgWSvEoqvhsVsHHf8OJqmWTYuIYQQ6S3qgGXlypXcfPPNLFq0iOnTp7NmzRoyMzN57LHHBjz+97//PbfddhtVVVVMmzaNX/3qV6iqSm1tLaBnV1atWsX3vvc9rrzySmbOnMlvf/tbDh8+zHPPPRfXD5dUKcywxFvDksz2/FpXqIYlzsZx+P2oHR1WDUsIIUSaiypg8fl8bNq0iZqamt4T2GzU1NRQV1cX0Tk6Ozvx+/2MCX3x7Nmzh/r6+j7nzMvLo7q6etBz9vT00NbW1ueWcvHWsHQ2Rb2fkBGwZDpim14Z69GzO8e6kj8lpGTEFmTZPB5zl+dgc2ybRgohhDj5RBWwNDU1EQwGKS4u7vN8cXEx9fX1EZ3jW9/6FmVlZWaAYrwvmnOuWLGCvLw881ZeXh7Nj5EYsbTmh94NEDVV3wQxCp2ha8Y6JTQ2IxSwdB9L2n5CRlbEnp0d8znshfpS8IAELEIIMWokdZXQ/fffz9NPP82f//xnPDEuawVYunQpra2t5u3AgQMWjjIGQT+oAf1xtAGL3QkZ+tRMtNNC3lDdTLYzti9/o+g2oAWStp+Q6tXHbIsjYHGM1QOtQJMELEIIMVpEFbAUFhZit9tpaGjo83xDQwMlJSVDvvehhx7i/vvv5+9//zszZ840nzfeF8053W43ubm5fW4pZWRXIPopIYi5jqXDr2crYg1YXHYXOaHNF5u7k/Plr3r1Mduy4ghYCkMBS3P0vWuEEEKcnKIKWFwuF7NnzzYLZgGzgHbevHmDvu/BBx/k3nvvZd26dcyZM6fPa5WVlZSUlPQ5Z1tbGxs2bBjynGnFqF9RbGB3Rf/+zOi73QbVoFnDkuXKiv6aIUYdS3NXcgKWYEcow5IV+5jtoQxLUDIsQggxajiifcOSJUu48cYbmTNnDnPnzmXVqlV4vV4WLVoEwA033MD48eNZsWIFAA888ADLli3jqaeeoqKiwqxLyc7OJjs7G0VRuOOOO7jvvvuYMmUKlZWV3H333ZSVlXHVVVdZ95MmUvg+QooS/fuN9vydkX8BdwZ6szqxZlhAr2PZ27Y3eRmWUA2LLTv2gMUxVmpYhBBitIk6YFm4cCGNjY0sW7aM+vp6qqqqWLdunVk0u3//fmy23sTNI488gs/n4/Of/3yf8yxfvpzvf//7ANx11114vV5uueUWWlpaOP/881m3bl1cdS5JFeuSZkMMU0JG/YrT5sQVS1YnJNkZFiuKbs0poSaZEhJCiNEi6oAFYPHixSxevHjA19avX9/nz3v37h32fIqicM8993DPPffEMpzUS0HA0uHTv/iznLFnKqB3pVDyaljiL7o1VgkFJWARQohRQ/YSskL4lFAsjCmhjoG7BQ/EKLiNO2BJYoZFU9XegCWOGhaZEhJCiNFHAhYrxJthyS7S76PIsBg9WOKpXwEozNC//JORYVE7e+tu4lrWbK4SkoBFCCFGCwlYrBBvhiU71DSvo2Ho48JYlmHJSF6GxWyl73SiuGKvuzH6sGhdXWbGRgghxMgmAYsV4s6whAKW9gaIcEM/s2mcK74MizEl1NSV+HoQI7iwZ2WhxLKaKsSWlYUS2otIsixCCDE6SMBihVjb8huMKaFAF/S0R/QWM8PisCbDcqz7WMJ3P+5d0hxfkAXS7VYIIUYbCVisEOvGhwZXFoQ6zkZaeGtkWOJpGge9AYtf9dPmS2x7/qARsMRRcGvoDVii3+VaCCHEyUcCFivEOyUEvVmWjsg2kYx3HyGD2+42z5Howlu1I/4lzQZzabNMCQkhxKggAYsV4i26BcgJ7ZsUYeGtVUW3kLzCWyu63BpkSkgIIUYXCVisYGmGJcIpIZ81GRYI68WS6AyLWXRrQQ1LodGLRZrHCSHEaCABixWsyLBEubTZGwjVsFiQYTF6sTR1JvbLv3enZgsyLEV6d+BAowQsQggxGkjAYgWfhQFLe4RTQha15gcoytSzO41diS1gDVq5SmhcKGA5Gnl3YCGEECcvCVisYMmUUJQZFouKbgHGZepf/o2diQ1Yeoturciw6EGWBCxCCDE6SMBiBUunhCL7AjaLbuNc1gwwLkMPWI52JfbL34qdmg1mwNLUhKaqcZ9PCCFEepOAxQopXNYcb+M4CJsSSnSGxYKNDw2OsWNBUSAYJHjsWNznE0IIkd4kYLGClcuavU0QDAx7uFWt+aE3w5L4KSHralgUhwO7sQmiTAsJIcSIJwGLFazIsGSOBcUGaDDMah1f0Idf9QPWFN0aNSzt/na6Al1xn28wQTPDEn/AAmGFt43S7VYIIUY6CVisYEXAYrNDlv4FTPvQ00JG/QpApiOOrE5ItjObDIc+9kQubbaycRyAc5w+leWXDIsQQox4ErBYwYopIeidFmo/MuRhRtO4TEcmdps9vmsCiqIkpfDWbBxnwZQQyEohIYQYTSRgsYIVGRaAnDL9vu3wkIdZ2TTOYDSPS2Qdi2rh5ocQHrDIlJAQQox0ErDESw1CIM7dmg25pfr9MBkWK5vGGRLdPE71+dB8PsCaoluQGhYhhBhNJGCJV2h6BgB3nF/EuUaGZZgpIQubxhkS3TzOmA4CsGXGX3cDMiUkhBCjiQQs8TICFsUODk985zKmhNqHnhJq87UB1ixpNhRl6F/+iaphUVtbAX06SHE4LDmnBCxCCDF6SMASr9D0DK5svZFZPIwpoWEyLEbAkuvKje96YRKdYQm26WO25+VZdk5zA8SmJrRg0LLzCiGESD8SsMTLCFjinQ6CqDMsuW4LAxZjlVBnYrIVQSPDYmXAMnYs2GygqgSamy07rxBCiPQjAUu8eowMiwUFsEaGpbu1dwfoAbT16AFLnsu6L3+j6LahswFN0yw7ryHYGsqw5FoXZCl2e2/hbUNkm0YKIYQ4OUnAEi+jhsWKehJ3Lhgrf4ZYKZSIDEtxlr75Ylegi3Z/u2XnNQTb9AyLlQELgKNEH7e/PrI9mIQQQpycJGCJl8/CDIuihNWxDD4tZGRYrKxhyXBkkO/OB6Dea/2Xv1F0a8+3LisE4CzRP6/AEQlYhBBiJJOAJV5mDUuONefLGb4XSyKKbgGKM/VsRYPX+ukVY0rIZnGGxVmidweWDIsQQoxsErDEy5wSsqiJW+7w3W5be/RshZVTQgAlWfqXf32n9V/+5iqhXGszLI5QwBKQgEUIIUY0CVji1RO2rNkKUWRYrCy6hd4MSyKmhMwaljyLMyylkmERQojRQAKWeFlZwwJhGZZDgx6SiKJb6M2wJGJKSG0xAhaLMyzFepAlGRYhhBjZJGCJl8/iDEvueP1+kCmh7kA3PcEe/VCLa1iSMSVkeQ1LqZ6R8h89Ks3jhBBiBIspYFm9ejUVFRV4PB6qq6vZuHHjoMdu27aNz33uc1RUVKAoCqtWrTrhmO9///soitLnNm3atFiGlnxGDYsVjeMA8k7R71sPDviykV2xKTZLNz+EBBfdJqqGpbBQbx4XCBBokuZxQggxUkUdsKxdu5YlS5awfPlyNm/ezKxZs5g/fz5HB9nPpbOzk4kTJ3L//fdTEiqQHMgZZ5zBkSNHzNsbb7wR7dBSw8rGcQB55fp9RwMEek54OXxJs02xNkFmTgkloHmc0enW6hoWxeHo3VOoQaaFhBBipIr6G2/lypXcfPPNLFq0iOnTp7NmzRoyMzN57LHHBjz+nHPO4Uc/+hHXXnstbrd70PM6HA5KSkrMW2FhYbRDSw1zSsiiZc2ZY8CRoT8eoI4lUUuaobfbbVegy7yOFTSfD62rC7C+hgXCljZLLxYhhBixogpYfD4fmzZtoqampvcENhs1NTXU1dXFNZCdO3dSVlbGxIkTuf7669m/f/+gx/b09NDW1tbnljJWF90qypDTQokMWDwODwXuAsDalULGdBCKgi3HosAuTO/S5qE3jRRCCHHyiipgaWpqIhgMUhxamWEoLi6mPo5VGtXV1Tz++OOsW7eORx55hD179nDBBRfQ3j5wi/gVK1aQl5dn3srLy2O+dtysrmGBIQOWRPVgMYRPC1nFLLjNyUGxWV/n3ds8TvYTEkKIkSotVglddtll/Pu//zszZ85k/vz5vPDCC7S0tPDHP/5xwOOXLl1Ka2ureTtw4ECSRxzG6sZxkLIMC/QW3h7psC5bEWxJzD5CBrMXy+Ghd7kWQghx8nJEc3BhYSF2u52GfjvjNjQ0DFlQG638/HxOO+00du3aNeDrbrd7yHqYpOoJZYGsqmGB3sLb1hMDMbNpnNv6WhCAsmy9D8xhr3Vf/r1N4xIzZud4fSm4BCxCCDFyRZVhcblczJ49m9raWvM5VVWpra1l3rx5lg2qo6OD3bt3UxrqsZHWkp1hScDGh+HMgKXDui9/1VjSbPEKIYMELEIIMfJFlWEBWLJkCTfeeCNz5sxh7ty5rFq1Cq/Xy6JFiwC44YYbGD9+PCtWrAD0Qt0PPvjAfHzo0CG2bNlCdnY2kydPBuCb3/wmn/3sZ5kwYQKHDx9m+fLl2O12rrvuOqt+zsQI9IDq1x8nq4bFF6phSVDAMj5b//K3MmAxpoRsFvdgMTjL9CAr2NyM2tWFLSMjIdcRQgiROlEHLAsXLqSxsZFly5ZRX19PVVUV69atMwtx9+/fjy2ssPLw4cOcddZZ5p8feughHnroIS666CLWr18PwMGDB7nuuutobm5m3LhxnH/++bz11luMGzcuzh8vwYzsCoCVTdzCAxZN01cOhZgZlgQV3RoZlkMdg28NEK3epnGJGbMtNxdbdjZqRwf+w4dxT5qUkOsIIYRInagDFoDFixezePHiAV8zghBDRUXFsE3Inn766ViGkXpG/YojA+wxfZQDM9rz+zuh67jemyUkURsfGowMS3N3M92BbjwOT9znTHQNi6IoOMePp2fHDglYhBBihEqLVUInrUTUrwA4PZAdWjre0rcfTaKXNee6cs2W/0e81qwUCh5vAcCen2/J+QZi1rEcsi4zJIQQIn1IwBKPRAUs0LtSqGVfn6eP9xwHMBu8WU1RFEqz9GJnq+pYgseOAWAfM2aYI2MnAYsQQoxsErDEwxeaEnJb372Vggr9/nhvwBJQA2aGpcCTmIAFeqeFrKpjCYQCFsfYBAYsocJbCViEEGJkkoAlHonMsBRM0O/DMiwtPS0AKCjku/Otv2aI1UubzQxLQSIzLEbAIkubhRBiJJKAJR7mTs0WLmk2mBmWveZTx7r1L/58dz52m936a4ZYubRZ0zQzYHGMSVxWyJgS8h2WDIsQQoxEErDEw+qND8PlhzIsYVNCx7tD9SsJnA6CsKXN3vi//NWODjS/3qsmkTUsrlDAEmxsQu3uTth1hBBCpIYELPEwApZE1rC07ANVBXozLEkLWNrjD1iM7IqSmZnQhm62vDxsWXrgKB1vhRBi5JGAJR7mPkIJmBLKHQ+KHYI+6NB3wjYCljGexGUqAE7J1hvXNXc30+nvjOtcZsFtQWKDLEVRcJ56KgC+/fuHOVoIIcTJRgKWeHTrTdzwJKAnit0B+aGlzaE6FmNKKNEBS547z9xc8UB7fDthmwW3Y8fGPa7huMr1z8u/P4W7dwshhEgICVjiEWqTT4KauPWvY0nWlBBAebb+5X+w/cT9jKKRrAwLgOtUfcySYRFCiJFHApZ4JDLDAiesFDKLbhPUNC5ceY7+5R9/hkUfczIyLOaU0AEJWIQQYqSRgCUeic6w9OvFYtawZCR2SgjglBy9jmV/e3xf/sFjzUBilzQbXKGARaaEhBBi5JGAJR7JyrAc26PfGQGLO/EBy6m5+pd/vBmWgJFhSWDTOINRw+I7eBAtGEz49YQQQiSPBCzxCLXJx52YXYgZE9p1+NhuIGwfoWTUsFg1JdSsZ1jsCWzLb3CUlIDTCX4/gfr6hF9PCCFE8kjAEo9EZ1jGhgIWbyOBzmZzH6FErxKC3oDliPcI/qA/5vMEjutBliOBTeMMit2O6xR9Kst3QKaFhBBiJJGAJVaa1tuHJVE1LO4cyCoCoKV+K5D4fYQM4zLG4bF7UDWVw97YG7ElYx+hcE5jpdA+KbwVQoiRRAKWWPm8oIXqJDwJmhICM8tyrOkDQO+Rksh9hAyKopiFt7FOC2malpSdmsO5ykOFt7JSSAghRhQJWGJlrBCyOcCZuJbzRh3L8eZdQHLqVwyn5uhf/vva9g1z5MDUjg5Iwj5C4YyVQr59sY1ZCCFEepKAJVbdYUuaFSVx1xk7EYBjoaAhGT1YDBPy9GXVe1v3xvT+QGMTALasLGwej1XDGpKrshKAnj17knI9IYQQySEBS6x6ElxwawhlWBo7jgBQlFmU2OuFqczVv/z3tu2N6f2Bo0cBcBQXWzWkYRkBi3/fflnaLIQQI4gELLHqTnDTOEOohqWxW18ePC5zXGKvF6YyL86ApTEUsBQlL8hylpWiuN1ofj/+Q/HvNi2EECI9SMASq+4W/T6RBbcAY/QpoaMEACjKSN6Xf0VuBQD13vqYdm02MyxFyQuyFJsN1wR9Kqvn44+Tdl0hhBCJJQFLrBLdlt/gyoKcMhrt+sqgZGZY8j355hLqWFr0GwGLM4kZFgDXRD3I8+3Zm9TrCiGESBwJWGKV6KZx4QonmwFLMmtYoHdaaE9r9EWs/qPJnxICcFVWAOCTwlshhBgxJGCJVbIyLADjpnHUEcqwZCQvwwK900KxrBQKHG0Ekh+wuEOFtxKwCCHEyCEBS6ySmGHxFlTQadP/qpI5JQRQkVcBwJ626L/8AynLsISWNu+VgEUIIUYKCVhilcQMy9Fc/Qs/S4MsZ1bCrxcu1gyLpmkpD1iCjU0E29uTem0hhBCJIQFLrJKYYWnK0K8xzu8Hf1fCrxcufGmzqqkRv09ta0Pr6QHAMS65WSF7drYZJPl2707qtYUQQiSGBCyxSmaGRdPb2xcFgxBq0Z8s5TnluGwuugJdHOqIvK+JkV2x5+Vhc7sTNbxBuSdPBqBnV3I/LyGEEIkhAUuskphhaezSW9yPCwahcUfCrxfOYXOYWZbdLZFnK1K1QsjgnjIFgJ6dO1NyfSGEENaSgCVWPa36vTvBjeOAo136l39RIAhNHyX8ev1NLtCzFbtaIs9WpGqFkME9JZRh2SkZFiGEGAkkYIlVMjMsnfqXv55h2Z7w6/U3OV//8t95PPJsRaoKbg2SYRFCiJElpoBl9erVVFRU4PF4qK6uZuPGjYMeu23bNj73uc9RUVGBoiisWrUq7nOmnKZBT2j1STJqWDr1L/9xwSAcTV3AEs2UkBmwJLng1uCapI850NhIsKUlJWMQQghhnagDlrVr17JkyRKWL1/O5s2bmTVrFvPnz+do6Auqv87OTiZOnMj9999PSUmJJedMuZ520EI7AWfkJ/xyDZ0NQGhKqHkn+LsTfs1wk/L1DRg/bv2YgBqI6D3+I/ru0s7Sgf/OE82enYWzrAyQwlshhBgJog5YVq5cyc0338yiRYuYPn06a9asITMzk8cee2zA48855xx+9KMfce211+IeZLVItOdMua7j+r3DA86MhF4qqAZp8OoBS5kjGzQ16dNC47PHk+HIwK/6OdB+IKL3GDslO8ePT+TQhuQy61hkWkgIIU52UQUsPp+PTZs2UVNT03sCm42amhrq6upiGkAs5+zp6aGtra3PLamMgCWjIOGXauxqJKAFcCgOxo07XX+yYVvCrxvOptiYlKdnWSKtY/EfPgxgZjlSwSN1LEIIMWJEFbA0NTURDAYpLi7u83xxcTH19fUxDSCWc65YsYK8vDzzVl5eHtO1Y9bdot978hN+qSNefWqlOKsYe/GZ+pNHP0j4dfszVgrtbBn+yz/Y1oYa6jCbyoDFfdppAHTvSP7KKiGEENY6KVcJLV26lNbWVvN24EBk0xSWSWKG5XCHnqkoyy6D4jP0JxveT/h1+5s2ZhoA248NPx1lZFfsBQXYMjMTOq6huKfpY+7Zvh1NjbxLrxBCiPTjiObgwsJC7HY7DQ0NfZ5vaGgYtKA2Eed0u92D1sMkRQoCltKs0rCAJblTQhBlwGLUr6QwuwL6rs2Ky4Xq9eI/eBDXqaemdDxCCCFiF1WGxeVyMXv2bGpra83nVFWltraWefPmxTSARJwz4bpa9PskrBA67A3LsIw7HVDA2wgdyV1BdVqBPr1S762nxZgSG4T/UKh+JYUFtwCK09k7LfTBhykdixBCiPhEPSW0ZMkSHn30UZ544gk+/PBDbr31VrxeL4sWLQLghhtuYOnSpebxPp+PLVu2sGXLFnw+H4cOHWLLli3sCltqOtw504GmaXx97RYW/WYjvo5m/ckkZFiOdOg1LGVZZeDKhLF68Sv1WxN+7XA5rhxOyT4FgB3Hh94eIF0yLACe0/XMUPd2CViEEOJkFtWUEMDChQtpbGxk2bJl1NfXU1VVxbp168yi2f3792Oz9cZBhw8f5qyzzjL//NBDD/HQQw9x0UUXsX79+ojOmQ5e39nEn9/Vv4j/2biLT0LyMywAJTP1DRCP/Asm1wzxTuudPvZ0DnYcZPux7VSXVg96nLlCKMUZFgirY/kw+Q33hBBCWCfqgAVg8eLFLF68eMDXjCDEUFFRgaZpcZ0zHTz6+sfm4+72ZrCT8FVCmqb1zbAAlFXBtmf1gCXJphZM5eV9Lw9bx9LbgyUdMiz6UvDu7RKwCCHEyeykXCWUbB8cbuP1nU3YbQrfWjCNfLwABNz5Cb3use5jdAe7UVAoyQoVIJdW6feHtyT02gOJtPA2rTIsp00FRSHQ0EDg2LFUD0cIIUSMJGCJwAvv6VmO+WcUc/MFlRTa9YBlU4LrXo0eLOMyx+G0O/UnS2fp9y37oDO5X8Cnj9WzFR+3fkynv3PAY1Sv19y7Jx1qWOzZWbgmTACge1vyV1cJIYSwhgQsETjc2gXAmePzcNhtFLv0vXz+trMrodc91KFPrZjTQaDXzRRU6I+TPC1UlFlEUUYRqqYOmmXxHTwIgC0vD3tOTjKHNyjPjBkAdG1NbqGyEEII60jAEoGjbT0AFOd4AMjW9C6u6w8EONySuKDF2LenPKdfJ19jWujIloRdezBnFOq9YN5rem/A13179gLgqpiQrCENKyMUsHS/l/yGe0IIIawhAUsEGtr0jEpxrgcCPmyh6ZAWLYu/b4ttS4JI7G3dC8Cpuf0anpVV6fcpqGOZUah/+W9rGnh6xbdvH4A5DZMOPDP0LQ263nsvogJwIYQQ6UcClgj0Bixucx8hDYV2MnlpW8MQ74zP/vb9AFTkVvR9oSy0TPzw5oRdezDDZlj27gXAVVGRpBENz3P66eBwEGxuJnDkSKqHI4QQIgYSsAyj2x+krTsAQFGux2zLr7rz0LCxYU8zx7y+hFx7X5uerTgxw3I2oEDLfmhPXMA0kDPG6gHLwY6DA3a8TccMi83jwX2avnNz19aBAy0hhBDpTQKWYRj1Kx6njVyPwwxY7JkFTC/NRdXgfz+0Pmho97VzrFtfBTQht9+XvycXivQVOxx82/JrDyXPnWeO5/3mE2tC0jHDApAxYyYA3e9LwCKEECcjCViG0dDeW7+iKErYPkIFzD9D742SiDqW/W36dFBhRiFZzqwTDzjlHP0+yQELwJmFek3I1sa+q26CbW0EQ71OXBMqkj2sIWXM1GtvOrdsSe1AhBBCxEQClmGY9SuhFUK9OzXnM/9MfeuAf+xswtsTsPS6e9v2AnBqziA7DKcwYDlrnF5D8+7Rd/s8b0wH2ccVYs8eIMhKoYzQ9hDd772P5kvMFJ4QQojEkYBlGA2hKaFxuW79CTNgKWBqcQ4VYzPxBVRe+6jR0usaGZaKvIqBDzAClkObIWhtsDScqqIqQM+wBNTeaxvTQe40y64AuCorsefno/X00P3BB6kejhBCiChJwDKMo4NlWDz5KIpiTgute9/aaaFhMyyFp4E7DwJd0JDc/iKT8yeT7cymM9DJR8c/Mp/37dUzLM406sFiUBSFjLPPBqBz87vDHC2EECLdSMAyjD5LmgE6m/X7rEIALg0FLK9uP0pPIGjZdY0MywkFtwabDcpDWZb9dZZdNxJ2m51Z4/QtAsKnhXx79A0i3WlWcGvIPFufFup6N/nLwYUQQsRHApZhGFNCxbmhDIsRsGSOBeCs8nyKcty09wR462Nr9vbRNI2PW/Uv/xN6sISbcK5+v++fllw3Gsa00JajW8znenbuBMA9ZUrSxxOJ8AyLNJATQoiTiwQswzBWCRX1z7CEAhabTeHT0/Xi25csWi10xHuEzkAnDpuDCXlDTK9MOF+/3/cmJPkL+Owi/ct/89HNaJqG5vPRE2rL7z7ttKSOJVKeM85AcToJNjfjDxUICyGEODlIwDKMo8NkWKB3WujlDxpQ1fgDh53H9UxFZV4lTptz8APLzgJHhj6mxh1xXzcaM8bNwGFzcLTzKAfaD+jBSiCALScHR0lJUscSKZvbTcYsfSrLu3FjikcjhBAiGhKwDMHbE6AjtFx5qIBl3sSx5LgdNLb38O6Blrivu7NFD1gm508e+kCHq7eOJcnTQhmODGYW6s3YNtRvoOcjvfjWPWWK3q8mTWVWVwPQ+daGFI9ECCFENCRgGYJNUXjw8zO5a8FUst0OfdplgIDF5bDxyWlFAPz9g/inhXa17ALgtIIIplYmnKffp6COpbpU//J/+8jbaV+/Ysj6hD5m78aNUscihBAnEQlYhpDhsvOFOeXcdnEo09HdCkbfkbCABQjretsQ9xfhruN6wDJshgWgIlTHsucfoKpxXTdac0vmAnqGpdvIsJyW3gGLZ9YsFLebYFMTvt27Uz0cIYQQEZKAJRpGdsWVDU5Pn5cumjoOl93GniYvu452xHyJgBowVwhFFLCccg44M8HbCEe3xXzdWMwcNxO33c2x7mN4d+jN2NI9w2JzucicrRcMe2VaSAghThoSsESjM7RsOXPMCS9lux2cN1nPuvz9g9g3Q9zfth+/6ifDkUFZdtnwb3C4e6eFdr8a83Vj4bK7OKvoLDw9Ghw5CqR/wAKQOTc0LfRWcvvXCCGEiJ0ELNEYoH4lnDEtFM/y5o9a9KmVKflTsCkR/vVM+qR+/3FyAxaAeWXzqAzFZ47iYhwFBUkfQ7SyztMDvM66t2RfISGEOElIwBKNzib9fpCA5ZLTi1EU2HqwlUMtXTFd4sPmDwE4bUwUvUwmhgKWfW+Cvzum68bq/PHnM7Fer9lxnTk9qdeOleeM6djHjEH1emX3ZiGEOElIwBINM8NSOODL43LczK3Qp4ue/9fhmC6xrVmvQzlz7JmRv6nodMgugUB30tv0T8mfwhlH9aZ6zRPSP7sCoNhsZJ2vZ1m8r7+e4tEIIYSIhAQs0RhmSgjgiiq97uR/tkYfsGiaxgdNevHqGYVnRP5GRYHJNfrjnX+P+rrxUBSFqQ12ALaMbU/qteORfcEFAHS8/kaKRyKEECISErBEwwxYTiy6NVx2ZikOm8L7h9r4uDG61UIH2g/Q7m/HZXMxKX9SdGObukC/3/FiUtv0B1tbyQmtilrn2ZW068Yr67zzQFHo2b4df8PRVA9HCCHEMCRgiYa3707NAxmT5eL8Kfrr//OvI1Gd/v2m9wGYNmba0C35BzLxYrC74PgeaNoZ3Xvj0PW+Pub6AoUPAwfY27o3adeOh2PMGDwzZwDQ8Wryi5WFEEJERwKWaEQwJQTw2Zn6tNBf/3UoqiZyRv3K9LExFK+6c3qbyH20Lvr3x6j7PT1gaa3UP5NXDryStGvHK+cSfRqtvbY2xSMRQggxHAlYohFhwHLpGcW4HDZ2N3r54EhbxKc3Apao6lfCnXaZfr/jxdjeH4OurVsByJmpN2N7Zf9JFLDUXAKA9623CHbE3uxPCCFE4knAEo0IA5Ycj5NPTdX3Fop0Wsiv+vmgWS+4jWqFULipoYBlfx20x968LlKaqtK5aRMA0y6+CoCtjVtp7GxM+LWt4J44EVdlJfj9dLz2WqqHI4QQYggSsEQq6IfuFv3xMAELhK0W+tfhiKaFPmz+kK5AF7muXCbmT4xtjPnlMH4OoMGHf43tHFHo2bkLtbUVJSODstnnM6NwBhoarx44eWpCjCxL+8v/m+KRCCGEGIoELJEysiuKDTIGXyVk+NS0IrJcdg61dLFhz7Fhj9/csBmAs4vOjrzD7UCmX6nff/CX2M8Roc5N7wCQUTULxemkZoJeE7Jub/JqaOKVc+l8ADrWr0f1elM8GiGEEIOJ6Ztx9erVVFRU4PF4qK6uZuPGjUMe/8wzzzBt2jQ8Hg8zZszghRde6PP6l770JRRF6XNbsGBBLENLnI7Q0tfMQrAN/7F5nHYzy/L0xv3DHr/5aChgKT479jECTL9Cv9/3T+hI7NRM1zt6wJI5Zw4ACyr0v7N36t+hwZv4KSkreM48A+epp6J1d9P+6vpUD0cIIcQgog5Y1q5dy5IlS1i+fDmbN29m1qxZzJ8/n6NHB+5l8eabb3Lddddx00038e6773LVVVdx1VVX8X5oOaxhwYIFHDlyxLz94Q9/iO0nShRv6OfLLor4LdfNPRWAF96v57h38D1rVE3l3aPvAhYELAUVUHYWaCps+3N85xqCpml0vm0ELOcAUJZdRtW4KjQ0/r4vuQ3sYqUoCrmX/xsAbX/7W4pHI4QQYjBRBywrV67k5ptvZtGiRUyfPp01a9aQmZnJY489NuDxP/7xj1mwYAF33nknp59+Ovfeey9nn302P/vZz/oc53a7KSkpMW8F6baJnje0j1DWuIjfMmN8HtNLc/EFVJ5999Cgx+1p3UNLTwseu4fpYyzYj2fGF/T7rU/Hf65B+PftI9DYCE4nGbNmms9fVqkX/r64J3krleKV9296wNLxxhsEW1tTPBohhBADiSpg8fl8bNq0iZqamt4T2GzU1NRQVzfwHjZ1dXV9jgeYP3/+CcevX7+eoqIipk6dyq233kpzc/Og4+jp6aGtra3PLeGMKaEoAhZFUbiuWs+yPL1x/6DFt+/U65mKmeNm4rRH2TBuIDM+D4odDm1KWBO5jjf+CUDmWWdh83jM5y+tuBS7Yue9pvf4uPXjhFzbau4pU3BPnQp+P239piuFEEKkh6gClqamJoLBIMXFxX2eLy4upr6+fsD31NfXD3v8ggUL+O1vf0ttbS0PPPAAr732GpdddhnBYHDAc65YsYK8vDzzVl5eHs2PERtvqB4kiikhgCuryshw2tl5tINN+44PeMybh98EoLq0Oq4hmrKLYLK++oV/JSbLYmwamHXB+X2eL8wo5ILx+j49z+16LiHXToT8a64GoOW/n03xSIQQQgwkLVYJXXvttVxxxRXMmDGDq666iueff563336b9evXD3j80qVLaW1tNW8HDhxI/CCNgGWItvwDyfU4+czMUgCeGqD41q/62VC/AYDzys6Lb4zhZl2r3//raVAHDvxipfb04A0VWhubCIa7aspVAPx111/xq35Lr50ouZ/9LDiddL//Pt07Pkr1cIQQQvQTVcBSWFiI3W6noaHvCpCGhgZKSkoGfE9JSUlUxwNMnDiRwsJCdu0aeDM9t9tNbm5un1vCmQFLdBkWwJwW+tvWI7R09i2+3dq4Fa/fS747n9PHnh73ME1TL9eXX7cdhJ0vW3deoGvTJrSuLuzjCvWplH4uPOVCxnjG0NzdzBsHT47dkB1jxpBz8cUAtD7736kdjBBCiBNEFbC4XC5mz55NbdjeK6qqUltby7x58wZ8z7x58/ocD/Dyyy8PejzAwYMHaW5uprS0NJrhJVYMNSyGs8rzmV6aS09A5cm6fX1eM6aD5pXOi6//Sn9OD1T9h/5402+sOy/Q8boehGSffwGKopx4aZuTKybpy6vXfrTW0msnUv7nPwdAy5+fQ+3qSvFohBBChIv6G3LJkiU8+uijPPHEE3z44YfceuuteL1eFi1aBMANN9zA0qVLzeNvv/121q1bx8MPP8z27dv5/ve/zzvvvMPixYsB6Ojo4M477+Stt95i79691NbWcuWVVzJ58mTmz59v0Y9pAWOVUHb0AYuiKPx/F+ndax9/cy/d/t4pmjcP6QHLuePPjX+M/c3W/0746CVoGb4XTCQ0TTM3C8y+8MTpIMO/n/bvKCj889A/2de2b9Dj0knW+efjLC9HbWuj9fnnUz0cIYQQYaIOWBYuXMhDDz3EsmXLqKqqYsuWLaxbt84srN2/fz9HjvTun3Puuefy1FNP8ctf/pJZs2bxpz/9ieeee44zz9T3y7Hb7WzdupUrrriC0047jZtuuonZs2fz+uuv43a7Lfox46RpYVNC0QcsAJfPKOWUggyavT6eeUevuWnwNvB+s96PxtL6FUPhZKi8ENDg7V9Zcsqe7dvx79+P4naTfeGFgx53au6pnD9eL8h9envilldbSbHbKbjuOgCO//6pqHbaFkIIkViKNgL+X7mtrY28vDxaW1sTU8/SeQwerNQff+8oOGILpJ54cy/L/7qN8jEZvPqNi3lm51r+a8N/UTWuiif/7UkLBxxmx4vwh2vBnQdLPgB3dlynO/rjH9P8yBpyPl3DKT/96ZDHvn7wdW6rvY1sZzYvf/5lsl3xXTsZgi0t7Lz4k2jd3Zz6xBNkVc9N9ZCEEGLEiub7Oy1WCaU9YzrInRdzsALwhTnljMlyceBYFy+8X0/tfn1q5ZJTL7FilAObMh/GTIKeVtjy+7hP1/6S3sE259JLhz32vPHnUZlXSYe/g2c+eibuayeDPT+fvKv0/Ziaf21NVkoIIUT8JGCJhNmWP7bpIEOGy86Xzq0AYPVr/zIbxiU0YLHZYN5t+uO6n+m7Tseoe8dH+D7+GMXpJDu0ombISys2Fp2h19E8+cGT+IKDb0+QTsZ++ctgs+H9x+t079iR6uEIIYRAApbIxLGkub8b5k0g02Vnt3cDQS3I1IKplOcmuPHdrP/Qa29a9sPW2FfttP5Z35so++KLsOfkRPSeyydeTlFmEY1djfx1919jvnYyuU49lZz5egap+ZePpng0QgghQAKWyHTE1jRuIPmZLr58XiXOPH2zw5oJw0+txM2VCef+X/3xPx6CYCDqU2h+P63/8z8A5F19TeSXtru4cfqNAPxy6y9PmixL4S23AND2wgv07EzM9gZCCCEiJwFLJLyx92AZyJXnZODI0vfZCbRWWXLOYc35MmSOheN7YtoUseP11wk2N2MvLBxyOfNAvjD1C4zLGMcR7xGe3XlytL73nH46OZ/+NGgajT/92fBvEEIIkVASsESiI9SpN2fw7rzRePXgOgAC3ok89lorbd1JaF/vzobz7ggN4L/AH11jtJY/6kWzeVdcgeJwRPVej8PDzTNvBvQsS6e/M6r3p0rh1xaDotD+97/T9d77qR6OEEKMahKwRMLochvlxocDUTXVrOUoUOdxzOtjzfrdcZ83InNvgdxToO0QbPhFxG/z7dtHx2uvAZD/75+P6dKfm/I5xmePp7Grkce3PR7TOZLNc9pp5H72MwA0PHC/9GURQogUkoAlEu2hnaWzi4c+LgJvHXmLfW37yHJm8e0LvwDAr9/Yw4FjScg6OD3wqe/qj19/GNobhj4+5Njvfg+aRtZFF+KurIzp0i67i6/P/joAv3n/N9R7B97dO90Uff3rKB4PXe9sov3v1u7JJIQQInISsETCzLDEH7AYXV+vmHQFn51RybyJY+kJqHzrv7cm51/wMxdC2VnQ0wb/u3zYw4Pt7bQ+q9edjPniDXFd+tIJl3J20dl0B7t56J2H4jpXsjhLSxn7ZX1pdsMD96N2nhzTWUIIMdJIwDIcVQ3rwxJfwHKo4xCvHdSnVq6ddi2KorDimhl4nDbe3N3MHzYeiHe0w7PZ4d8eBhT41x9g7z+HPPzYk0+ier24Jk8i67z49jtSFIVvz/02NsXGS3tf4vWDr8d1vmQZ+3/+D86yMgKHj9C4enWqhyOEEKOSBCzD6ToGamgZcJw1LL/74Heomkp1aTUT8/TNECsKs/jmpVMB+K8XPuRwSxJ2CT5lNszWlxrz18XgGzhrEGxv59jjTwAw7rbbBtyZOVqnjz2d/zz9PwH44YYf4vV74z5notkyMym++3sAHHv8Cbq2bUvxiIQQYvSRgGU4xgqhzLFgd8Z8mmPdx/jvnf8NYHZ/NSw6r5KzT82noyfA0mffS87U0KfvgZwyOPYxvPrDAQ859tvfora14Zo8iRwLd87+atVXKcsq41DHoZNmaijnk58kZ8ECCAY5/K1vofb0pHpIQggxqkjAMhyLCm5//+Hv6Qp0MX3sdM4t6zu1YrcpPPj5WbgcNl77qJFfv7EnrmtFxJMHn/l/+uO6n8HuV/u87G84SvOvHwNg3Fe/imK3W3bpTGcm951/HwB/+uhPvLr/1WHekR5Klt2NvbAQ367dNK5cmerhCCHEqCIBy3AsKLg93n2cpz58CoCbZ9w84NTK5KJsvvtvpwOw4sXt1O1ujvl6EZu6AGaHsj1//v96f1agcdUqtM5OMmbN0jMLFjun5BxumK4X8X73je+yr22f5dewmmPMGErvvQeAY0/8lrYXXkjxiIQQYvSQgGU4xpRQHAHLL7f+kg5/B9PGTONTp35q0ONumDeBa84aT1DVWPzUZo60JqGeZf5/wbhp+s+59j8h0EPn5nfNfYOKv7PUktqVgdxx9h1Ujaui3d/OHa/ecVI0lMv55CcZ+39uAuDwd79H90cfpXhEQggxOkjAMhyzy21sAcvB9oM8vUNfyvz1s7+OTRn8I1cUhR9ePYPTS3Np9vr4yu820+0PxnTdiLkyYeHvwJ0HBzagPvs1jnxX79WSd/XVZMyalbBLO+1OHr74YQozCtnVsotlby47KZqzjbvjDrLOnYfW1cXBr32NYFtbqockhBAjngQsw4kzw/Kjt39EQA3widJPcO744ZcFZ7js/OI/Z5OX4eRfB1q47feb8QXUmK4dscIp8IUnQLHT+NSL+PbswT6ukOJvfyux1wWKMotYefFKHIqDl/a+xCP/eiTh14yX4nBQ9vDDOMvK8O/bz6E77kD1nRybOgohxMlKApbhtMcesLx24DVeOfAKDsXBt86J/Mv/1LGZPHrDHDxOG69sP8rX/7iFoJrgzMOkT9Jxyq0c254NQOmNl2DPy0vsNUPOKjqLpdVLAXjkX4/w+PuPJ+W68XAUFDD+pz9ByczE+2Ydh+74Opo/CXtCCSHEKCUBy3BizLB4/V7+a8N/AfDFM77I5ILJUb1/buUY1vznbJx2hb9tPcLSZ7eiJjBo8R8+zOFf6at18id7yTm4CrY8lbDr9feFqV/ga2d9DYCHNz1sdgROZxlnnEH5z1ejuN10vPIKh+66Cy2Y4Ck8IYQYpSRgGU6MAcuP3v4Rh72HGZ89nq/M/EpMl754ahE/ufYsbAr88Z2DfO3pdxNS0xLs8HLgK7cSPH4c97RpFN90NaDBc7fB5t9afr3B3DLzFm6eoe/q/MMNPzRXVqWzrE98glN++hNwOml/cR2H77xLpoeEECIBJGAZiq9T33MHoiq6XX9gPf+9879RULj3vHvJdGbGPITLZpSy6tqzzEzLDb/eSEundV+Iak8Ph/7v/6Xno4+wFxZS/vPV2K5ape/sjAZ//Zq+UWKSimG/dtbX+OL0LwKwYuMKHnz7QYJqemctsi+8kPErHwa7nbYXXuDAl28i2NKS6mEJIcSIIgHLkDS49Idw3h3gzo3oHYc6DvHdN/RVNl+c/kXOKTkn7lFcMauMJ748lxyPg417j/G5R95kZ0N73OdVfT4O3fF1vG++iZKZSfnPV+MsKwNFgcsehHmL9QNr74H/vmnQFv5WUhSFO+fcye1n3w7Akx88ydfXfz3tlzznfvrTlP/yF9iys+l85x32Xnsdvn3p31tGCCFOFop2MqwjHUZbWxt5eXm0traSmxtZYJEI3YFuvrTuS2xr3saMwhk8seAJnHG08+9vR307X/rNRo60duNx2vj+Z89g4TnlMfVJUb1eDn7ta3jfrENxuyn/xS/I+kT1iQe+/Wt48S59P6WSmfDvj8PYSfH/MBFYt2cd333ju/hUHxW5FTxw4QNMHzs9KdeOVfdHH3HgK18hcPgItuxsSpYvI++zn031sIQQIi1F8/0tGRaLaJrG3f+8m23N28hz5/HQRQ9ZGqwATC3J4S+Lz+OCKYV0+1W+/ex7LP7DuzR3RLevjf/QIfb+5xf1YCUzk/JHfj5wsAJwzk1ww1/1vZTqt8Ka82HDL/VdrBNsQeUCfj3/1xRlFLG3bS/Xv3A9v3n/N6ha4q8dK89pp1Hx9NNknH02akcHh++8i0N33kWwPf6MmBBCjGaSYbGApmms3LSSx7c9jsPm4Jef/qUlU0GDUVWNX77+MQ+9tIOAqpGX4eRbC6Zx7Tnl2GxDZ1va//d/OXL3MoLHj2MfM4byNY+QMXPm8BdtOQB/uQ32/EP/c8UFcPlKGHeaBT/RMJfubuH7dd+ndn8tADMKZ/Cd6u9wZuGZCb92rLRAgKZf/IKmnz8CwSCOceMouutOcj/zmYR1DhZCiJNNNN/fErBY4Odbfm42PLv3vHu5avJVSbnulgMtLH32PT48ohcGzyrP51sLpnLupMITjg22tdHwwx/S+pe/AuCefjrlP/uZXrMSKVWFd34NLy8DfycodpizCC5eClknXtNKmqbx7M5n+dE7P8Lr96KgcPWUq1lctZhxmeMSeu14dL77Loe//W38+/YDkDFnNsVLl5JxxhkpHpkQQqSeBCxJ9Ov3fs2qzasA+Pbcb3P96dcn9fqBoMpv6/ax8uWP6OgJAFBdOYY7ak7jExPHgKrS+txfaPzxjwkcPQo2G2NvuonCry3G5nLFdtFjH8NL34Udoc3/3Llwzv+BT9wK2UUW/WQDa+xsZNXmVfx1tx54uWwurplyDTfNuImSrJKEXjtWak8Px37zOE2/+AVal74/VPbFF1N4262RZbeEEGKEkoAlCTRN49fv/5ofb/4xoG/kd9OMm5Jy7YEcbetm9au7+MPGA/iCKoqm8u++vVz33t/wHNRXq7gmTKD0/hVknnWWNRfd8w89cKnfqv/Z7oaq62DOTVCa2C/iLUe38PA7D7OlcQsADpuDBRUL+MLUL1A1riotp138R45w9P/9P9qe/5tZA5RZXU3BddeS86lPocQaQAohxElKApYEUzWVBzY+wFPb9cZmt866lduqbkv4dSNx6OBRXln1G0rX/43xHY0AdLgy2XHJNUy5ZRHnTC0dts4lKqoKO/4Gb6yCQ+/0Pl86C876Iky/MmFZF03T2Fi/kV9s/QVv179tPj+lYApXTLyCSysupSw7iimvJPHt3UvTL35J61//CqHOuPaxY8m78kpyL7sMz5lnpGXAJYQQVpOAJYF8QR/feeM7vLT3JQDuOucus9FZqqg9PXhff522F16k/dVXzWmHgCeTv085n8fKL8DrygCgJNfDp04v4lNTizh38lgyXQ5rBqFpsO9N2PgL2P4CqMa+OgqcOg9O/wxM+hSMm6b3ebHY+03v88cdf+TFPS/SHew2n585biYXnXIR80rnMX3sdOw2u+XXjpX/8GFa/vQnWp75E4HGRvN5Z3k5OZ/6FFnnn0fmnDnYMjJSOEohhEgcCVgSpMHbwJL1S9jatBWHzcF/nf9fXFZ5WcKuNxhN0/Dt3Yu3rg7vP9+k8623UL1e83XXpEmM+c/rybviCrSMTN76uJm/bDnEi+/X094d6D3ObmPGKXnMqShgzoQxzJlQQEGWBdMS3mbYula/HdnS97WscVBxvr7KaMK5MHYK2C0KmoA2XxsvfvwiL+17iXfq30Gj99c715VLdWk155Scw4zCGZxWcBoue+qnYTS/n47XXqP1b3+jY/1rZsAJoDidZJx9Nlnz5pExayaeM87AnsJeQ0IIYaWEByyrV6/mRz/6EfX19cyaNYuf/vSnzJ07d9Djn3nmGe6++2727t3LlClTeOCBB/i3f/s383VN01i+fDmPPvooLS0tnHfeeTzyyCNMmTIlovEkI2DZ3LCZJeuX0NzdTK4rl4cvfphPlH4iIdcKp6kqgfp6unfsoPu99+ja+h5d772H2tra5zhHcTG5CxaQe/m/4ZkxY8AphW5/kLrdzbyy/SivbD/KoZauE445dUwmU0tyOL0kh6kluUwtyeaUgkw8zhgzEy37Yfvf4KN1sH8DBPpd0+GB4jP1mpeSmVB4GoydrE8jxZmJaexs5NUDr/Lm4TfZeGQj7f6+vVAcNgdT8qdwRuEZTM6fTGVeJRPzJlKcWZyyKRm1s5OOf/yDjjfewPvmmwQOHznhGNeECXjOPBPP6dNwTZyIq6ISV/kpKE5r+/4IIUSiJTRgWbt2LTfccANr1qyhurqaVatW8cwzz7Bjxw6Kik6sVXjzzTe58MILWbFiBZ/5zGd46qmneOCBB9i8eTNnnqn30XjggQdYsWIFTzzxBJWVldx999289957fPDBB3g8Hkt/4GhpmsYfd/yR+zfeT0ALMKVgCj+++MeU55Zbdn61vR1/fT2Bhgb9/sgRfHv30rNnL769e/v8i9ugOJ1knHUWWeedR9Z55+GZfjqKLfI+gJqmsa+5k3f2HWfTvmO8vfc4u452DHp8ca6b8oJMTh2TySljMjmlIINxOW7GZbspzHYzNtuF0z7M9QM9cGgT7HldL9g9/C74vQMf68rRO+oWVEBuGeSU6vfG45wScEY+VRJQA2xr3kbd4Tq2NG5hW9M2WnpaBjw2w5HBqTmnUpJVYt6KM4vN+3xPPjnOnIQHNWYm7c036Xz7Hbrffx//wYMDH+xw4Covx1laiqO0BGdJKc7SEhyhe3tBAfa8PBR7+kyJCSFEQgOW6upqzjnnHH72s58BoKoq5eXlfO1rX+Pb3/72CccvXLgQr9fL888/bz73iU98gqqqKtasWYOmaZSVlfGNb3yDb37zmwC0trZSXFzM448/zrXXXmvpDxwNX9DHDzf8kGd3PgvA/Ir53HPuPSdsZqgFg6hdXaidnWidneZjtbMTtaODYEtL6Nba+7i1leDx4/gbG9E6h9knx+nEXTEBz5kzyJg5A8+MmXhOm2L5qpKWTh8fHGljR30724+0s72hnV0N7Xh9kW0+mJ/pZGyWi7wMJzkeJ7kZTnI8DnI8DnI9TnI9DrLcDjxOOx6nDY9dIbfrAPktH5B9/AM8xz7E2fIxtrYDKJF0s3V4IKMAMsaE7vND9wXgzgFnJrgywZml37uyzMeaI4PDvla2te3hg9Zd7Ok4yJ62/RxoP0BACwx/acVBrjuXAncBee488t35FHgKyHJmkenMJNMRuoUeZzgz9HtHBm67G5fdhdPmNO+dNicOm2PYIChw/Djd72+je9v79OzcRc+ej/HtGTioPYGiYMvNxZ6fhyO/AHt+Pvb8fGx5udgyM7FlZoXuQ7es0H1GBoonA8XlRHG6+t07pUBYCBGzaL6/oyoe8Pl8bNq0iaVLl5rP2Ww2ampqqKurG/A9dXV1LFmypM9z8+fP57nnngNgz5491NfXU1NTY76el5dHdXU1dXV1AwYsPT099PT0tqNva2uL5seI2MdHt1P0k//mdp/G6ZkTOcXRRMPqRWhdnaje3sBE64muNf5A7Pn5OEpKcBYX4yguxjVhAq7KStwTK3GecgqKw7o6j8HkZ7o4d1Jhn8ZzmqZxvNPPgWOd7D/WyYHjnRw41sWhli6a2nto6uih2esjqGq0dPpp6fQPcYXBjAHOD93AhZ9y5SiTbfWcYmtivO0YxcpxijlGMcco4hhufBDohvYj+i1KCjA+dLs07PkeFPY73ex3ujnsdFJvd9DgsNPgsNFoV2i2QbcNAlqAY93HONZ9LIafd3AOTcGB0ufeDthQUEL3NhQUF9imKyjTwa45yG/PpvC4Rn67Sl6bRl7oPrddJadDJaNHA01DbW1FbW01G9lZIWiDoF1Btev3QZv+WFNAUxT93hb22LjZev+sGsfa+r1PARQI/1eVZsZHiv4XSej1AR73PT7sPGFBljbIsfR/X1rGZX0HlW4Fif0/Mi2ln2Fa/gVGL4U/hmZTWPi7jSm7flTfgk1NTQSDQYqLi/s8X1xczPbt2wd8T319/YDH19fXm68bzw12TH8rVqzgBz/4QTRDj8nUsdPQthjZhV10smvoN9hs5r9IbZmZKFmZ2DOzsBfo/5K15+WF/as2D0d+Po6iIhzFxdgimPpKBUVRGJPlYkyWi1nl+QMeo6oaxzt9NHX4aPb20NYVoL3bT1t36N78s59OX5Aev0qXP0i3P0h3IEi3X9Uf+4P4gxo+nOzWxrM7OB4GTO5oZNFNgdJBHh0UKB3k00F+2H0m3WQqPWTSQwY9fR5nKd1k0IOTAG6lbzbFjcYUfzdT/N0DXRiAHgVabHZabDZa7LbQvZ0Wuw2vYqPTptClKHTabHSG3XfZFLw2G34UfAr4FAWtX3YioGgE0KL/P6UxodsJFMCOTdXI7oIc49apmY8zezQ8PvD4weMDtw88/tBzoeddAXAEwRkAe79vRbsKdlUDv/53I4QYmXwpnlFO/D/bE2Dp0qV9sjZtbW2Ul1tTUxJOcbkYd8ftKB5PWMo8o09QYsvMRDHuXa5RmR632RTGZrsZm+0GcuI6V1DVzOAlqGr4VY1gUMOvqvqfg8a9RlDVCARVAqpGQFUJhJ7TAFXT0DTo0jQ6NWhCQ1UJe01/XVU1NNWPTfWjBH36TfWD6scW9KGoARTVpz/WVBTU0HRVUP9z6Lk8Tb+FH9P/MVoQGypoGgqh62sqQYIEUAkQJGjeB/GjEtBUNFQ0NFRUVAj9r/6sqvW+poH+XOgIUFE1490amkcDjwYFRlihgQYq4EXDS79MRtiftLB7RVVRVA1bsPemBDXsQQ0lqOrPqYCmYVP1ayiahqLpzyka+k01HmsoKr2P+7zWe3Wl7+D058IHh/7+3scn/n71Pqf1PYd5Hs183Pf59DfQz3ui5P0w/a+U/v/PeBL8Rad6iDYbs1J4+agClsLCQux2Ow0NDX2eb2hooKRk4LboJSUlQx5v3Dc0NFBaWtrnmKqqqgHP6Xa7cbvd0Qw9ZoVf+UpSriN0dptClluvdRFCCCEMkS8rAVwuF7Nnz6a2ttZ8TlVVamtrmTdv3oDvmTdvXp/jAV5++WXz+MrKSkpKSvoc09bWxoYNGwY9pxBCCCFGl6j/GbtkyRJuvPFG5syZw9y5c1m1ahVer5dFixYBcMMNNzB+/HhWrFgBwO23385FF13Eww8/zOWXX87TTz/NO++8wy9/+UtAr5G44447uO+++5gyZYq5rLmsrIyrrrrKup9UCCGEECetqAOWhQsX0tjYyLJly6ivr6eqqop169aZRbP79+/HFtYP5Nxzz+Wpp57ie9/7Ht/5zneYMmUKzz33nNmDBeCuu+7C6/Vyyy230NLSwvnnn8+6desi6sEihBBCiJFPWvMLIYQQIiWi+f6OqoZFCCGEECIVJGARQgghRNqTgEUIIYQQaU8CFiGEEEKkPQlYhBBCCJH2JGARQgghRNqTgEUIIYQQaU8CFiGEEEKkPQlYhBBCCJH2RsSWuEaz3ra2thSPRAghhBCRMr63I2m6PyIClvb2dgDKy8tTPBIhhBBCRKu9vZ28vLwhjxkRewmpqsrhw4fJyclBURRLz93W1kZ5eTkHDhyQfYqGIZ9VdOTzipx8VtGRzyty8llFLhGflaZptLe3U1ZW1mfj5IGMiAyLzWbjlFNOSeg1cnNz5Zc5QvJZRUc+r8jJZxUd+bwiJ59V5Kz+rIbLrBik6FYIIYQQaU8CFiGEEEKkPQlYhuF2u1m+fDlutzvVQ0l78llFRz6vyMlnFR35vCInn1XkUv1ZjYiiWyGEEEKMbJJhEUIIIUTak4BFCCGEEGlPAhYhhBBCpD0JWIQQQgiR9iRgGcbq1aupqKjA4/FQXV3Nxo0bUz2klPv+97+Poih9btOmTTNf7+7u5qtf/Spjx44lOzubz33uczQ0NKRwxMnzj3/8g89+9rOUlZWhKArPPfdcn9c1TWPZsmWUlpaSkZFBTU0NO3fu7HPMsWPHuP7668nNzSU/P5+bbrqJjo6OJP4UyTPc5/WlL33phN+1BQsW9DlmtHxeK1as4JxzziEnJ4eioiKuuuoqduzY0eeYSP7b279/P5dffjmZmZkUFRVx5513EggEkvmjJFwkn9XFF198wu/WV77ylT7HjIbP6pFHHmHmzJlmM7h58+bx4osvmq+n0++UBCxDWLt2LUuWLGH58uVs3ryZWbNmMX/+fI4ePZrqoaXcGWecwZEjR8zbG2+8Yb729a9/nf/5n//hmWee4bXXXuPw4cNcc801KRxt8ni9XmbNmsXq1asHfP3BBx/kJz/5CWvWrGHDhg1kZWUxf/58uru7zWOuv/56tm3bxssvv8zzzz/PP/7xD2655ZZk/QhJNdznBbBgwYI+v2t/+MMf+rw+Wj6v1157ja9+9au89dZbvPzyy/j9fi699FK8Xq95zHD/7QWDQS6//HJ8Ph9vvvkmTzzxBI8//jjLli1LxY+UMJF8VgA333xzn9+tBx980HxttHxWp5xyCvfffz+bNm3inXfe4VOf+hRXXnkl27ZtA9Lsd0oTg5o7d6721a9+1fxzMBjUysrKtBUrVqRwVKm3fPlybdasWQO+1tLSojmdTu2ZZ54xn/vwww81QKurq0vSCNMDoP35z382/6yqqlZSUqL96Ec/Mp9raWnR3G639oc//EHTNE374IMPNEB7++23zWNefPFFTVEU7dChQ0kbeyr0/7w0TdNuvPFG7corrxz0PaP58zp69KgGaK+99pqmaZH9t/fCCy9oNptNq6+vN4955JFHtNzcXK2npye5P0AS9f+sNE3TLrroIu32228f9D2j9bPSNE0rKCjQfvWrX6Xd75RkWAbh8/nYtGkTNTU15nM2m42amhrq6upSOLL0sHPnTsrKypg4cSLXX389+/fvB2DTpk34/f4+n9u0adM49dRTR/3ntmfPHurr6/t8Nnl5eVRXV5ufTV1dHfn5+cyZM8c8pqamBpvNxoYNG5I+5nSwfv16ioqKmDp1KrfeeivNzc3ma6P582ptbQVgzJgxQGT/7dXV1TFjxgyKi4vNY+bPn09bW5v5L+qRqP9nZfj9739PYWEhZ555JkuXLqWzs9N8bTR+VsFgkKeffhqv18u8efPS7ndqRGx+mAhNTU0Eg8E+fwkAxcXFbN++PUWjSg/V1dU8/vjjTJ06lSNHjvCDH/yACy64gPfff5/6+npcLhf5+fl93lNcXEx9fX1qBpwmjJ9/oN8p47X6+nqKior6vO5wOBgzZsyo/PwWLFjANddcQ2VlJbt37+Y73/kOl112GXV1ddjt9lH7eamqyh133MF5553HmWeeCRDRf3v19fUD/v4Zr41EA31WAP/xH//BhAkTKCsrY+vWrXzrW99ix44dPPvss8Do+qzee+895s2bR3d3N9nZ2fz5z39m+vTpbNmyJa1+pyRgEVG77LLLzMczZ86kurqaCRMm8Mc//pGMjIwUjkyMNNdee635eMaMGcycOZNJkyaxfv16LrnkkhSOLLW++tWv8v777/epHRMDG+yzCq9zmjFjBqWlpVxyySXs3r2bSZMmJXuYKTV16lS2bNlCa2srf/rTn7jxxht57bXXUj2sE8iU0CAKCwux2+0nVEM3NDRQUlKSolGlp/z8fE477TR27dpFSUkJPp+PlpaWPsfI54b58w/1O1VSUnJCUXcgEODYsWOj/vMDmDhxIoWFhezatQsYnZ/X4sWLef7553n11Vc55ZRTzOcj+W+vpKRkwN8/47WRZrDPaiDV1dUAfX63Rstn5XK5mDx5MrNnz2bFihXMmjWLH//4x2n3OyUByyBcLhezZ8+mtrbWfE5VVWpra5k3b14KR5Z+Ojo62L17N6WlpcyePRun09nnc9uxYwf79+8f9Z9bZWUlJSUlfT6btrY2NmzYYH428+bNo6WlhU2bNpnHvPLKK6iqav4f6mh28OBBmpubKS0tBUbX56VpGosXL+bPf/4zr7zyCpWVlX1ej+S/vXnz5vHee+/1CfJefvllcnNzmT59enJ+kCQY7rMayJYtWwD6/G6Nhs9qIKqq0tPTk36/U5aW8I4wTz/9tOZ2u7XHH39c++CDD7RbbrlFy8/P71MNPRp94xvf0NavX6/t2bNH++c//6nV1NRohYWF2tGjRzVN07SvfOUr2qmnnqq98sor2jvvvKPNmzdPmzdvXopHnRzt7e3au+++q7377rsaoK1cuVJ79913tX379mmapmn333+/lp+fr/3lL3/Rtm7dql155ZVaZWWl1tXVZZ5jwYIF2llnnaVt2LBBe+ONN7QpU6Zo1113Xap+pIQa6vNqb2/XvvnNb2p1dXXanj17tP/93//Vzj77bG3KlClad3e3eY7R8nndeuutWl5enrZ+/XrtyJEj5q2zs9M8Zrj/9gKBgHbmmWdql156qbZlyxZt3bp12rhx47SlS5em4kdKmOE+q127dmn33HOP9s4772h79uzR/vKXv2gTJ07ULrzwQvMco+Wz+va3v6299tpr2p49e7StW7dq3/72tzVFUbS///3vmqal1++UBCzD+OlPf6qdeuqpmsvl0ubOnau99dZbqR5Syi1cuFArLS3VXC6XNn78eG3hwoXarl27zNe7urq02267TSsoKNAyMzO1q6++Wjty5EgKR5w8r776qgaccLvxxhs1TdOXNt99991acXGx5na7tUsuuUTbsWNHn3M0Nzdr1113nZadna3l5uZqixYt0trb21Pw0yTeUJ9XZ2endumll2rjxo3TnE6nNmHCBO3mm28+4R8Mo+XzGuhzArTf/OY35jGR/Le3d+9e7bLLLtMyMjK0wsJC7Rvf+Ibm9/uT/NMk1nCf1f79+7ULL7xQGzNmjOZ2u7XJkydrd955p9ba2trnPKPhs/ryl7+sTZgwQXO5XNq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", 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    " ] @@ -484,7 +484,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.12.2" } }, "nbformat": 4, diff --git a/examples/ConsNewKeynesianModel/SSJ_example.ipynb b/examples/ConsNewKeynesianModel/SSJ_example.ipynb index 974f2c1a0..e73340369 100644 --- a/examples/ConsNewKeynesianModel/SSJ_example.ipynb +++ b/examples/ConsNewKeynesianModel/SSJ_example.ipynb @@ -57,7 +57,7 @@ "id": "f10546d3", "metadata": {}, "source": [ - "# Bringing Model to Code\n", + "## Bringing Model to Code\n", "\n", "To implement the model, we first need to import some basic, commonly used numeric tools (e.g. numpy and scipy), as well as an AgentType subclass from HARK. Additionally, we import the SSJ toolkit to apply as an additional layer on top of the microeconomic model." ] diff --git a/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb b/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb index 0dc432fac..ef890a471 100644 --- a/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb +++ b/examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb @@ -162,7 +162,7 @@ "id": "b2e9b917", "metadata": {}, "source": [ - "# Simulation: Transition Matrix vs Monte Carlo" + "## Simulation: Transition Matrix vs Monte Carlo" ] }, { @@ -797,7 +797,7 @@ "id": "5405776d", "metadata": {}, "source": [ - "# Calculating the Path of Consumption given an Perfect foresight MIT shock\n", + "## Calculating the Path of Consumption given an Perfect foresight MIT shock\n", "\n", "This section details an experiment to exhibit how to the transition matrix method can be utilized to compute the paths of aggregate consumption and aggregate assets given a pertubation in a variable for one period. In particular, in this experiment, in period t=0, agents learn that there will be a shock in the interest rate in period t=10. Given this, the simulated paths of aggregate consumption and aggregate assets will be computed and plotted.\n", "\n" From c32ea9710e28051218eed655ee345b11d31dbfda Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Sun, 14 Jul 2024 17:05:52 -0400 Subject: [PATCH 18/29] Adding instructions for adding notebooks to contributing.md --- Documentation/guides/contributing.md | 37 ++++++++++++++++++++++++++++ 1 file changed, 37 insertions(+) diff --git a/Documentation/guides/contributing.md b/Documentation/guides/contributing.md index efa603bed..b4daa94f5 100644 --- a/Documentation/guides/contributing.md +++ b/Documentation/guides/contributing.md @@ -382,6 +382,43 @@ To test your changes to the documentation locally, you can render as follows: 3. View the rendered HTML by opening the `./HARK-docs/html/index.html` file. +#### Adding examples to the documentation + +HARK's example files are stored in the HARK/examples file. +Every example notebook should be stored in the HARK/examples folder. +Every pull request to HARK automatically reruns every example notebook +to keep them up to date. + +To add a notebook from the examples folder to the documentation, create a +new file in the Documentation/example_notebooks folder. This should be a text file +with a symlink to the notebook you want to add. Your link must also be a relative path. + +Once you've made your text file, change it's extension to .ipynb, then add a link to it to +`Documentation/overview/index.rst`. + +Sphinx requires it's example notebooks to have a title, and headings in order of +decreasing size. Make sure the notebook you added has those qualities before you push. +Otherwise sphinx will fail to build. + +:::{warning} +[As of 07/14/2024, subject to change] + +Sphinx won't properly render symlinks locally. When testing changes locally, +you need to replace the symlink with the original file. However, only include +the symlinks in the pull request. Otherwise HARK won't automatically run it. +Make sure not to include the HARK-docs folder in your pull request if you're +testing locally. HARK will automatically build this file when the pull request +is made. Including the HARK-docs folder may create unexpected conflicts. + +If you would like to build the documentation without warnings being treated as errors use the command: +```bash + sphinx-build -M html Documentation HARK-docs -T +``` +This lets you see every warning without sphinx quitting after the first issue it finds. +If you're doing this, make sure to delete the HARK-docs folder before running it again. +Otherwise it won't show the warnings again, and you won't be able to check if they've been fixed. +::: + ### Testing `HARK` has a test suite that ensures correct From 25ae5ae4f2d69b78238c2616c00b6a0240bbbb96 Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Mon, 15 Jul 2024 12:15:18 -0400 Subject: [PATCH 19/29] test --- Documentation/overview/index.rst | 1 - 1 file changed, 1 deletion(-) diff --git a/Documentation/overview/index.rst b/Documentation/overview/index.rst index a774e8fdb..ca16579d0 100644 --- a/Documentation/overview/index.rst +++ b/Documentation/overview/index.rst @@ -25,7 +25,6 @@ Overview ../example_notebooks/HowWeSolveIndShockConsumerType.ipynb ../example_notebooks/Journey-PhD.ipynb ../example_notebooks/Transition_Matrix_Example.ipynb - ../example_notebooks/Jacobian_Example.ipynb ../example_notebooks/KS-HARK-presentation.ipynb ../example_notebooks/SSJ_Example.ipynb From f2cde4ae22aa3e97537b6ef20b29e3d9d1d87c7a Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Mon, 15 Jul 2024 12:18:51 -0400 Subject: [PATCH 20/29] non functional notebook? --- Documentation/example_notebooks/Jacobian_Example.ipynb | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Documentation/example_notebooks/Jacobian_Example.ipynb diff --git a/Documentation/example_notebooks/Jacobian_Example.ipynb b/Documentation/example_notebooks/Jacobian_Example.ipynb deleted file mode 100644 index 059eefe55..000000000 --- a/Documentation/example_notebooks/Jacobian_Example.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb \ No newline at end of file From 70ee9994cab9b4c8f45dcf93568bbeedc8d91e8b Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Mon, 15 Jul 2024 12:27:43 -0400 Subject: [PATCH 21/29] Revert "non functional notebook?" This reverts commit f2cde4ae22aa3e97537b6ef20b29e3d9d1d87c7a. --- Documentation/example_notebooks/Jacobian_Example.ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 Documentation/example_notebooks/Jacobian_Example.ipynb diff --git a/Documentation/example_notebooks/Jacobian_Example.ipynb b/Documentation/example_notebooks/Jacobian_Example.ipynb new file mode 100644 index 000000000..059eefe55 --- /dev/null +++ b/Documentation/example_notebooks/Jacobian_Example.ipynb @@ -0,0 +1 @@ +../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb \ No newline at end of file From 0de1e3295bb98f341ab99bc11efbe5f718127763 Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Mon, 15 Jul 2024 12:27:49 -0400 Subject: [PATCH 22/29] Revert "test" This reverts commit 25ae5ae4f2d69b78238c2616c00b6a0240bbbb96. --- Documentation/overview/index.rst | 1 + 1 file changed, 1 insertion(+) diff --git a/Documentation/overview/index.rst b/Documentation/overview/index.rst index ca16579d0..a774e8fdb 100644 --- a/Documentation/overview/index.rst +++ b/Documentation/overview/index.rst @@ -25,6 +25,7 @@ Overview ../example_notebooks/HowWeSolveIndShockConsumerType.ipynb ../example_notebooks/Journey-PhD.ipynb ../example_notebooks/Transition_Matrix_Example.ipynb + ../example_notebooks/Jacobian_Example.ipynb ../example_notebooks/KS-HARK-presentation.ipynb ../example_notebooks/SSJ_Example.ipynb From 3f5835a9a56abfc69794a02926188cf762c8da7c Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Mon, 15 Jul 2024 14:01:20 -0400 Subject: [PATCH 23/29] Big fix --- Documentation/conf.py | 3 +++ .../ConsPortfolioModel.ipynb | 1 - .../GenIncProcessModel.ipynb | 1 - .../Gentle-Intro-To-HARK.ipynb | 1 - .../HowWeSolveIndShockConsumerType.ipynb | 1 - .../IndShockConsumerType.ipynb | 1 - .../example_notebooks/Jacobian_Example.ipynb | 1 - .../example_notebooks/Journey-PhD.ipynb | 1 - .../KS-HARK-presentation.ipynb | 1 - .../KinkedRconsumerType.ipynb | 1 - .../example_notebooks/LifecycleModel.ipynb | 1 - .../PerfForesightConsumerType.ipynb | 1 - .../example_notebooks/SSJ_Example.ipynb | 1 - .../Transition_Matrix_Example.ipynb | 1 - Documentation/overview/index.rst | 26 +++++++++---------- requirements/doc.txt | 2 +- 16 files changed, 17 insertions(+), 27 deletions(-) delete mode 120000 Documentation/example_notebooks/ConsPortfolioModel.ipynb delete mode 120000 Documentation/example_notebooks/GenIncProcessModel.ipynb delete mode 120000 Documentation/example_notebooks/Gentle-Intro-To-HARK.ipynb delete mode 120000 Documentation/example_notebooks/HowWeSolveIndShockConsumerType.ipynb delete mode 120000 Documentation/example_notebooks/IndShockConsumerType.ipynb delete mode 100644 Documentation/example_notebooks/Jacobian_Example.ipynb delete mode 120000 Documentation/example_notebooks/Journey-PhD.ipynb delete mode 100644 Documentation/example_notebooks/KS-HARK-presentation.ipynb delete mode 120000 Documentation/example_notebooks/KinkedRconsumerType.ipynb delete mode 120000 Documentation/example_notebooks/LifecycleModel.ipynb delete mode 120000 Documentation/example_notebooks/PerfForesightConsumerType.ipynb delete mode 100644 Documentation/example_notebooks/SSJ_Example.ipynb delete mode 100644 Documentation/example_notebooks/Transition_Matrix_Example.ipynb diff --git a/Documentation/conf.py b/Documentation/conf.py index 7a3b8c6d0..620865d7a 100644 --- a/Documentation/conf.py +++ b/Documentation/conf.py @@ -36,6 +36,7 @@ "sphinx.ext.todo", # third-party extensions "nbsphinx", + "nbsphinx_link", "myst_parser", "sphinx_copybutton", "sphinx_design", @@ -154,3 +155,5 @@ # nbsphinx configuration nbsphinx_execute = "never" # notebooks are executed via ``nb_exec.py`` + +suppress_warnings = ["config.cache"] diff --git a/Documentation/example_notebooks/ConsPortfolioModel.ipynb b/Documentation/example_notebooks/ConsPortfolioModel.ipynb deleted file mode 120000 index 6e388f23f..000000000 --- a/Documentation/example_notebooks/ConsPortfolioModel.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/GenIncProcessModel.ipynb b/Documentation/example_notebooks/GenIncProcessModel.ipynb deleted file mode 120000 index 95382b26a..000000000 --- a/Documentation/example_notebooks/GenIncProcessModel.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/GenIncProcessModel/GenIncProcessModel.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/Gentle-Intro-To-HARK.ipynb b/Documentation/example_notebooks/Gentle-Intro-To-HARK.ipynb deleted file mode 120000 index 85e84e64c..000000000 --- a/Documentation/example_notebooks/Gentle-Intro-To-HARK.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.ipynb b/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.ipynb deleted file mode 120000 index 3d43a3c53..000000000 --- a/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/IndShockConsumerType.ipynb b/Documentation/example_notebooks/IndShockConsumerType.ipynb deleted file mode 120000 index 2bc279db3..000000000 --- a/Documentation/example_notebooks/IndShockConsumerType.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsIndShockModel/IndShockConsumerType.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/Jacobian_Example.ipynb b/Documentation/example_notebooks/Jacobian_Example.ipynb deleted file mode 100644 index 059eefe55..000000000 --- a/Documentation/example_notebooks/Jacobian_Example.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/Journey-PhD.ipynb b/Documentation/example_notebooks/Journey-PhD.ipynb deleted file mode 120000 index 550352740..000000000 --- a/Documentation/example_notebooks/Journey-PhD.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/Journey-PhD.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/KS-HARK-presentation.ipynb b/Documentation/example_notebooks/KS-HARK-presentation.ipynb deleted file mode 100644 index 4d8a56c1c..000000000 --- a/Documentation/example_notebooks/KS-HARK-presentation.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/KinkedRconsumerType.ipynb b/Documentation/example_notebooks/KinkedRconsumerType.ipynb deleted file mode 120000 index fd9844aa1..000000000 --- a/Documentation/example_notebooks/KinkedRconsumerType.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsIndShockModel/KinkedRconsumerType.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/LifecycleModel.ipynb b/Documentation/example_notebooks/LifecycleModel.ipynb deleted file mode 120000 index af569e35a..000000000 --- a/Documentation/example_notebooks/LifecycleModel.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/LifecycleModel/LifecycleModel.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/PerfForesightConsumerType.ipynb b/Documentation/example_notebooks/PerfForesightConsumerType.ipynb deleted file mode 120000 index 23345c01c..000000000 --- a/Documentation/example_notebooks/PerfForesightConsumerType.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsIndShockModel/PerfForesightConsumerType.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/SSJ_Example.ipynb b/Documentation/example_notebooks/SSJ_Example.ipynb deleted file mode 100644 index a0efd62e0..000000000 --- a/Documentation/example_notebooks/SSJ_Example.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsNewKeynesianModel/SSJ_Example.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/Transition_Matrix_Example.ipynb b/Documentation/example_notebooks/Transition_Matrix_Example.ipynb deleted file mode 100644 index 1778e2457..000000000 --- a/Documentation/example_notebooks/Transition_Matrix_Example.ipynb +++ /dev/null @@ -1 +0,0 @@ -../../examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb \ No newline at end of file diff --git a/Documentation/overview/index.rst b/Documentation/overview/index.rst index a774e8fdb..622f6a9c0 100644 --- a/Documentation/overview/index.rst +++ b/Documentation/overview/index.rst @@ -15,19 +15,19 @@ Overview :caption: Examples :maxdepth: 1 - ../example_notebooks/Gentle-Intro-To-HARK.ipynb - ../example_notebooks/PerfForesightConsumerType.ipynb - ../example_notebooks/IndShockConsumerType.ipynb - ../example_notebooks/KinkedRconsumerType.ipynb - ../example_notebooks/ConsPortfolioModel.ipynb - ../example_notebooks/GenIncProcessModel.ipynb - ../example_notebooks/LifecycleModel.ipynb - ../example_notebooks/HowWeSolveIndShockConsumerType.ipynb - ../example_notebooks/Journey-PhD.ipynb - ../example_notebooks/Transition_Matrix_Example.ipynb - ../example_notebooks/Jacobian_Example.ipynb - ../example_notebooks/KS-HARK-presentation.ipynb - ../example_notebooks/SSJ_Example.ipynb + ../example_notebooks/Gentle-Intro-To-HARK + ../example_notebooks/PerfForesightConsumerType + ../example_notebooks/IndShockConsumerType + ../example_notebooks/KinkedRconsumerType + ../example_notebooks/ConsPortfolioModel + ../example_notebooks/GenIncProcessModel + ../example_notebooks/LifecycleModel + ../example_notebooks/HowWeSolveIndShockConsumerType + ../example_notebooks/Journey-PhD + ../example_notebooks/Transition_Matrix_Example + ../example_notebooks/Jacobian_Example + ../example_notebooks/KS-HARK-presentation + ../example_notebooks/SSJ_Example .. toctree:: :hidden: diff --git a/requirements/doc.txt b/requirements/doc.txt index a2717f479..4b56e4215 100644 --- a/requirements/doc.txt +++ b/requirements/doc.txt @@ -3,7 +3,7 @@ ipython # for the Pygments lexer myst-parser>=2 nbsphinx>=0.8 - +nbsphinx-link # theme requirements pydata-sphinx-theme sphinx>=6.1 From e3cf5dc40bc0973673ed8449151c029a168afc3b Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Mon, 15 Jul 2024 14:07:17 -0400 Subject: [PATCH 24/29] Links --- Documentation/example_notebooks/ConsPortfolioModel.nblink | 3 +++ Documentation/example_notebooks/GenIncProcessModel.nblink | 3 +++ Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink | 3 +++ .../example_notebooks/HowWeSolveIndShockConsumerType.nblink | 3 +++ Documentation/example_notebooks/IndShockConsumerType.nblink | 3 +++ Documentation/example_notebooks/Jacobian_Example.nblink | 3 +++ Documentation/example_notebooks/Journey-PhD.nblink | 3 +++ Documentation/example_notebooks/KS-HARK-presentation.nblink | 3 +++ Documentation/example_notebooks/KinkedRconsumerType.nblink | 3 +++ Documentation/example_notebooks/LifecycleModel.nblink | 3 +++ .../example_notebooks/PerfForesightConsumerType.nblink | 3 +++ Documentation/example_notebooks/SSJ_Example.nblink | 3 +++ .../example_notebooks/Transition_Matrix_Example.nblink | 3 +++ 13 files changed, 39 insertions(+) create mode 100644 Documentation/example_notebooks/ConsPortfolioModel.nblink create mode 100644 Documentation/example_notebooks/GenIncProcessModel.nblink create mode 100644 Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink create mode 100644 Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink create mode 100644 Documentation/example_notebooks/IndShockConsumerType.nblink create mode 100644 Documentation/example_notebooks/Jacobian_Example.nblink create mode 100644 Documentation/example_notebooks/Journey-PhD.nblink create mode 100644 Documentation/example_notebooks/KS-HARK-presentation.nblink create mode 100644 Documentation/example_notebooks/KinkedRconsumerType.nblink create mode 100644 Documentation/example_notebooks/LifecycleModel.nblink create mode 100644 Documentation/example_notebooks/PerfForesightConsumerType.nblink create mode 100644 Documentation/example_notebooks/SSJ_Example.nblink create mode 100644 Documentation/example_notebooks/Transition_Matrix_Example.nblink diff --git a/Documentation/example_notebooks/ConsPortfolioModel.nblink b/Documentation/example_notebooks/ConsPortfolioModel.nblink new file mode 100644 index 000000000..3fbfce9be --- /dev/null +++ b/Documentation/example_notebooks/ConsPortfolioModel.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/GenIncProcessModel.nblink b/Documentation/example_notebooks/GenIncProcessModel.nblink new file mode 100644 index 000000000..14a127c76 --- /dev/null +++ b/Documentation/example_notebooks/GenIncProcessModel.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/GenIncProcessModel/GenIncProcessModel.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink b/Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink new file mode 100644 index 000000000..e0cce8b1a --- /dev/null +++ b/Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink b/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink new file mode 100644 index 000000000..e24894ae7 --- /dev/null +++ b/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink @@ -0,0 +1,3 @@ +{ + "path": "../../examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/IndShockConsumerType.nblink b/Documentation/example_notebooks/IndShockConsumerType.nblink new file mode 100644 index 000000000..dea3b9927 --- /dev/null +++ b/Documentation/example_notebooks/IndShockConsumerType.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsIndShockModel/IndShockConsumerType.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/Jacobian_Example.nblink b/Documentation/example_notebooks/Jacobian_Example.nblink new file mode 100644 index 000000000..e35cac76b --- /dev/null +++ b/Documentation/example_notebooks/Jacobian_Example.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/Journey-PhD.nblink b/Documentation/example_notebooks/Journey-PhD.nblink new file mode 100644 index 000000000..fcb4c8d47 --- /dev/null +++ b/Documentation/example_notebooks/Journey-PhD.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/Journeys/Journey-PhD.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/KS-HARK-presentation.nblink b/Documentation/example_notebooks/KS-HARK-presentation.nblink new file mode 100644 index 000000000..2eb5e5dd4 --- /dev/null +++ b/Documentation/example_notebooks/KS-HARK-presentation.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/KinkedRconsumerType.nblink b/Documentation/example_notebooks/KinkedRconsumerType.nblink new file mode 100644 index 000000000..eeee4a353 --- /dev/null +++ b/Documentation/example_notebooks/KinkedRconsumerType.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsIndShockModel/KinkedRconsumerType.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/LifecycleModel.nblink b/Documentation/example_notebooks/LifecycleModel.nblink new file mode 100644 index 000000000..40304ae69 --- /dev/null +++ b/Documentation/example_notebooks/LifecycleModel.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/LifecycleModel/LifecycleModel.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/PerfForesightConsumerType.nblink b/Documentation/example_notebooks/PerfForesightConsumerType.nblink new file mode 100644 index 000000000..bcbb7475e --- /dev/null +++ b/Documentation/example_notebooks/PerfForesightConsumerType.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsIndShockModel/PerfForesightConsumerType.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/SSJ_Example.nblink b/Documentation/example_notebooks/SSJ_Example.nblink new file mode 100644 index 000000000..052dc9953 --- /dev/null +++ b/Documentation/example_notebooks/SSJ_Example.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsNewKeynesianModel/SSJ_Example.ipynb" +} \ No newline at end of file diff --git a/Documentation/example_notebooks/Transition_Matrix_Example.nblink b/Documentation/example_notebooks/Transition_Matrix_Example.nblink new file mode 100644 index 000000000..c18d4e572 --- /dev/null +++ b/Documentation/example_notebooks/Transition_Matrix_Example.nblink @@ -0,0 +1,3 @@ +{ + "path":"../../examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb" +} \ No newline at end of file From f8c0a8d62d265262e5531dd9e4ed1b7b9111db5f Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Tue, 16 Jul 2024 17:57:23 -0400 Subject: [PATCH 25/29] This took way to long, no more symlinks --- .github/workflows/documentation.yml | 3 +- .../_static/override-nbsphinx-gallery.css | 3 -- Documentation/conf.py | 28 ++++++++++++++----- .../ConsPortfolioModel.nblink | 3 -- .../GenIncProcessModel.nblink | 3 -- .../Gentle-Intro-To-HARK.nblink | 3 -- .../example_notebooks/HARK-struct-2.png | 1 - .../example_notebooks/HARK-struct-3.png | 1 - .../example_notebooks/HARK-struct-4.png | 1 - .../HowWeSolveIndShockConsumerType.nblink | 3 -- Documentation/example_notebooks/Include_list | 13 +++++++++ .../IndShockConsumerType.nblink | 3 -- .../example_notebooks/Jacobian_Example.nblink | 3 -- .../example_notebooks/Journey-PhD.nblink | 3 -- .../KS-HARK-presentation.nblink | 3 -- .../KinkedRconsumerType.nblink | 3 -- .../example_notebooks/LifecycleModel.nblink | 3 -- .../PerfForesightConsumerType.nblink | 3 -- .../example_notebooks/SSJ_Example.nblink | 3 -- .../Transition_Matrix_Example.nblink | 3 -- Documentation/{index.rst => index_core.rst} | 16 +++++------ Documentation/make.bat | 2 +- Documentation/overview/index.rst | 26 ++++++++--------- index.rst | 1 + requirements/doc.txt | 2 +- 25 files changed, 60 insertions(+), 76 deletions(-) delete mode 100644 Documentation/_static/override-nbsphinx-gallery.css delete mode 100644 Documentation/example_notebooks/ConsPortfolioModel.nblink delete mode 100644 Documentation/example_notebooks/GenIncProcessModel.nblink delete mode 100644 Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink delete mode 100644 Documentation/example_notebooks/HARK-struct-2.png delete mode 100644 Documentation/example_notebooks/HARK-struct-3.png delete mode 100644 Documentation/example_notebooks/HARK-struct-4.png delete mode 100644 Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink create mode 100644 Documentation/example_notebooks/Include_list delete mode 100644 Documentation/example_notebooks/IndShockConsumerType.nblink delete mode 100644 Documentation/example_notebooks/Jacobian_Example.nblink delete mode 100644 Documentation/example_notebooks/Journey-PhD.nblink delete mode 100644 Documentation/example_notebooks/KS-HARK-presentation.nblink delete mode 100644 Documentation/example_notebooks/KinkedRconsumerType.nblink delete mode 100644 Documentation/example_notebooks/LifecycleModel.nblink delete mode 100644 Documentation/example_notebooks/PerfForesightConsumerType.nblink delete mode 100644 Documentation/example_notebooks/SSJ_Example.nblink delete mode 100644 Documentation/example_notebooks/Transition_Matrix_Example.nblink rename Documentation/{index.rst => index_core.rst} (85%) create mode 100644 index.rst diff --git a/.github/workflows/documentation.yml b/.github/workflows/documentation.yml index 6ca4ed6a5..3b2437b62 100644 --- a/.github/workflows/documentation.yml +++ b/.github/workflows/documentation.yml @@ -49,8 +49,9 @@ jobs: - name: Run Sphinx run: > sphinx-build - -M html Documentation HARK-docs + -M html . HARK-docs -T + -c Documentation -W -j 1 diff --git a/Documentation/_static/override-nbsphinx-gallery.css b/Documentation/_static/override-nbsphinx-gallery.css deleted file mode 100644 index c020c4b0e..000000000 --- a/Documentation/_static/override-nbsphinx-gallery.css +++ /dev/null @@ -1,3 +0,0 @@ -.nbsphinx-gallery { - grid-template-columns: repeat(auto-fill, minmax(200px, 1fr)); -} diff --git a/Documentation/conf.py b/Documentation/conf.py index 620865d7a..c21b3df9b 100644 --- a/Documentation/conf.py +++ b/Documentation/conf.py @@ -36,17 +36,28 @@ "sphinx.ext.todo", # third-party extensions "nbsphinx", - "nbsphinx_link", "myst_parser", "sphinx_copybutton", "sphinx_design", ] + +include_patterns = [ + "Documentation**", + "index.rst", +] # Makes sure that only the file we want documented get documented +with open("example_notebooks//include_list", "r") as file: + include_patterns += file.readlines() +include_patterns = [ + i.replace("\n", "") for i in include_patterns +] # Adds example notebooks + exclude_patterns = [ - "_build", - "Thumbs.db", - ".DS_Store", - "NARK", + "Documentation/_build", + "Documentation/Thumbs.db", + "Documentation/.DS_Store", + "Documentation/NARK", + "Documentation/index_core.rst", # Prevents sphinx from getting confused ] language = "en" @@ -65,7 +76,7 @@ # HTML writer configuration html_theme = "pydata_sphinx_theme" -html_static_path = ["_static"] +html_static_path = [] html_css_files = [ "override-nbsphinx-gallery.css", ] @@ -156,4 +167,7 @@ # nbsphinx configuration nbsphinx_execute = "never" # notebooks are executed via ``nb_exec.py`` -suppress_warnings = ["config.cache"] +suppress_warnings = [ + "toc.excluded", # Suppress warnings about documents not included in the toctree + "nbsphinx.notebooktitle", # Suppress warnings about notebooks not having titles +] diff --git a/Documentation/example_notebooks/ConsPortfolioModel.nblink b/Documentation/example_notebooks/ConsPortfolioModel.nblink deleted file mode 100644 index 3fbfce9be..000000000 --- a/Documentation/example_notebooks/ConsPortfolioModel.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/GenIncProcessModel.nblink b/Documentation/example_notebooks/GenIncProcessModel.nblink deleted file mode 100644 index 14a127c76..000000000 --- a/Documentation/example_notebooks/GenIncProcessModel.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/GenIncProcessModel/GenIncProcessModel.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink b/Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink deleted file mode 100644 index e0cce8b1a..000000000 --- a/Documentation/example_notebooks/Gentle-Intro-To-HARK.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-2.png b/Documentation/example_notebooks/HARK-struct-2.png deleted file mode 100644 index e17a1e20a..000000000 --- a/Documentation/example_notebooks/HARK-struct-2.png +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/HARK-struct-2.png \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-3.png b/Documentation/example_notebooks/HARK-struct-3.png deleted file mode 100644 index cf5661e64..000000000 --- a/Documentation/example_notebooks/HARK-struct-3.png +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/HARK-struct-3.png \ No newline at end of file diff --git a/Documentation/example_notebooks/HARK-struct-4.png b/Documentation/example_notebooks/HARK-struct-4.png deleted file mode 100644 index a607c7d0c..000000000 --- a/Documentation/example_notebooks/HARK-struct-4.png +++ /dev/null @@ -1 +0,0 @@ -../../examples/Journeys/HARK-struct-4.png \ No newline at end of file diff --git a/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink b/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink deleted file mode 100644 index e24894ae7..000000000 --- a/Documentation/example_notebooks/HowWeSolveIndShockConsumerType.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path": "../../examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/Include_list b/Documentation/example_notebooks/Include_list new file mode 100644 index 000000000..6fb7ed315 --- /dev/null +++ b/Documentation/example_notebooks/Include_list @@ -0,0 +1,13 @@ +examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb +examples/ConsIndShockModel/PerfForesightConsumerType.ipynb +examples/ConsIndShockModel/IndShockConsumerType.ipynb +examples/ConsIndShockModel/KinkedRconsumerType.ipynb +examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb +examples/GenIncProcessModel/GenIncProcessModel.ipynb +examples/LifecycleModel/LifecycleModel.ipynb +examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb +examples/Journeys/Journey-PhD.ipynb +examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb +examples/ConsNewKeynesianModel/Jacobian_Example.ipynb +examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb +examples/ConsNewKeynesianModel/SSJ_example.ipynb \ No newline at end of file diff --git a/Documentation/example_notebooks/IndShockConsumerType.nblink b/Documentation/example_notebooks/IndShockConsumerType.nblink deleted file mode 100644 index dea3b9927..000000000 --- a/Documentation/example_notebooks/IndShockConsumerType.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsIndShockModel/IndShockConsumerType.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/Jacobian_Example.nblink b/Documentation/example_notebooks/Jacobian_Example.nblink deleted file mode 100644 index e35cac76b..000000000 --- a/Documentation/example_notebooks/Jacobian_Example.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/Journey-PhD.nblink b/Documentation/example_notebooks/Journey-PhD.nblink deleted file mode 100644 index fcb4c8d47..000000000 --- a/Documentation/example_notebooks/Journey-PhD.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/Journeys/Journey-PhD.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/KS-HARK-presentation.nblink b/Documentation/example_notebooks/KS-HARK-presentation.nblink deleted file mode 100644 index 2eb5e5dd4..000000000 --- a/Documentation/example_notebooks/KS-HARK-presentation.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/KinkedRconsumerType.nblink b/Documentation/example_notebooks/KinkedRconsumerType.nblink deleted file mode 100644 index eeee4a353..000000000 --- a/Documentation/example_notebooks/KinkedRconsumerType.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsIndShockModel/KinkedRconsumerType.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/LifecycleModel.nblink b/Documentation/example_notebooks/LifecycleModel.nblink deleted file mode 100644 index 40304ae69..000000000 --- a/Documentation/example_notebooks/LifecycleModel.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/LifecycleModel/LifecycleModel.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/PerfForesightConsumerType.nblink b/Documentation/example_notebooks/PerfForesightConsumerType.nblink deleted file mode 100644 index bcbb7475e..000000000 --- a/Documentation/example_notebooks/PerfForesightConsumerType.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsIndShockModel/PerfForesightConsumerType.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/SSJ_Example.nblink b/Documentation/example_notebooks/SSJ_Example.nblink deleted file mode 100644 index 052dc9953..000000000 --- a/Documentation/example_notebooks/SSJ_Example.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsNewKeynesianModel/SSJ_Example.ipynb" -} \ No newline at end of file diff --git a/Documentation/example_notebooks/Transition_Matrix_Example.nblink b/Documentation/example_notebooks/Transition_Matrix_Example.nblink deleted file mode 100644 index c18d4e572..000000000 --- a/Documentation/example_notebooks/Transition_Matrix_Example.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path":"../../examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb" -} \ No newline at end of file diff --git a/Documentation/index.rst b/Documentation/index_core.rst similarity index 85% rename from Documentation/index.rst rename to Documentation/index_core.rst index 9a495ab5b..8b0f7b9f2 100644 --- a/Documentation/index.rst +++ b/Documentation/index_core.rst @@ -5,13 +5,13 @@ Econ-ARK documentation -- HARK :maxdepth: 1 :hidden: - Guides - Overview & Examples - Reference + Guides + Overview & Examples + Reference **Useful links**: -:doc:`Install HARK ` | +:doc:`Install HARK ` | `Source Repository `__ | `Issues & Ideas `__ @@ -44,7 +44,7 @@ you might want to look at the `DemARK +++ - .. button-ref:: guides/quick_start + .. button-ref:: Documentation/guides/quick_start :ref-type: doc :color: info :click-parent: @@ -63,7 +63,7 @@ you might want to look at the `DemARK +++ - .. button-ref:: overview/index + .. button-ref:: Documentation/overview/index :ref-type: doc :color: info :click-parent: @@ -83,7 +83,7 @@ you might want to look at the `DemARK +++ - .. button-ref:: reference/index + .. button-ref:: Documentation/reference/index :ref-type: doc :color: info :click-parent: @@ -105,7 +105,7 @@ you might want to look at the `DemARK +++ - .. button-ref:: guides/contributing + .. button-ref:: Documentation/guides/contributing :ref-type: doc :color: info :click-parent: diff --git a/Documentation/make.bat b/Documentation/make.bat index e456b73f7..5863c06f8 100644 --- a/Documentation/make.bat +++ b/Documentation/make.bat @@ -6,7 +6,7 @@ if "%SPHINXBUILD%" == "" ( set SPHINXBUILD=sphinx-build ) set BUILDDIR=_build -set ALLSPHINXOPTS=-d %BUILDDIR%/doctrees %SPHINXOPTS% . +set ALLSPHINXOPTS=-d %BUILDDIR%/doctrees %SPHINXOPTS% -c . .. set I18NSPHINXOPTS=%SPHINXOPTS% . if NOT "%PAPER%" == "" ( set ALLSPHINXOPTS=-D latex_paper_size=%PAPER% %ALLSPHINXOPTS% diff --git a/Documentation/overview/index.rst b/Documentation/overview/index.rst index 622f6a9c0..538977a3e 100644 --- a/Documentation/overview/index.rst +++ b/Documentation/overview/index.rst @@ -15,19 +15,19 @@ Overview :caption: Examples :maxdepth: 1 - ../example_notebooks/Gentle-Intro-To-HARK - ../example_notebooks/PerfForesightConsumerType - ../example_notebooks/IndShockConsumerType - ../example_notebooks/KinkedRconsumerType - ../example_notebooks/ConsPortfolioModel - ../example_notebooks/GenIncProcessModel - ../example_notebooks/LifecycleModel - ../example_notebooks/HowWeSolveIndShockConsumerType - ../example_notebooks/Journey-PhD - ../example_notebooks/Transition_Matrix_Example - ../example_notebooks/Jacobian_Example - ../example_notebooks/KS-HARK-presentation - ../example_notebooks/SSJ_Example + ../../examples/Gentle-Intro/Gentle-Intro-To-HARK.ipynb + ../../examples/ConsIndShockModel/PerfForesightConsumerType.ipynb + ../../examples/ConsIndShockModel/IndShockConsumerType.ipynb + ../../examples/ConsIndShockModel/KinkedRconsumerType.ipynb + ../../examples/ConsPortfolioModel/example_ConsPortfolioModel.ipynb + ../../examples/GenIncProcessModel/GenIncProcessModel.ipynb + ../../examples/LifecycleModel/LifecycleModel.ipynb + ../../examples/HowWeSolveIndShockConsumerType/HowWeSolveIndShockConsumerType.ipynb + ../../examples/Journeys/Journey-PhD.ipynb + ../../examples/ConsNewKeynesianModel/Transition_Matrix_Example.ipynb + ../../examples/ConsNewKeynesianModel/Jacobian_Example.ipynb + ../../examples/ConsNewKeynesianModel/KS-HARK-presentation.ipynb + ../../examples/ConsNewKeynesianModel/SSJ_example.ipynb .. toctree:: :hidden: diff --git a/index.rst b/index.rst new file mode 100644 index 000000000..fa6d7e22d --- /dev/null +++ b/index.rst @@ -0,0 +1 @@ +.. include:: Documentation/index_core.rst diff --git a/requirements/doc.txt b/requirements/doc.txt index 4b56e4215..a2717f479 100644 --- a/requirements/doc.txt +++ b/requirements/doc.txt @@ -3,7 +3,7 @@ ipython # for the Pygments lexer myst-parser>=2 nbsphinx>=0.8 -nbsphinx-link + # theme requirements pydata-sphinx-theme sphinx>=6.1 From 7e9c6952e2451882b5206953e88af469cd53ebe7 Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Tue, 16 Jul 2024 18:01:29 -0400 Subject: [PATCH 26/29] Adjustments for linux relative links --- Documentation/conf.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Documentation/conf.py b/Documentation/conf.py index c21b3df9b..26f01c580 100644 --- a/Documentation/conf.py +++ b/Documentation/conf.py @@ -46,7 +46,7 @@ "Documentation**", "index.rst", ] # Makes sure that only the file we want documented get documented -with open("example_notebooks//include_list", "r") as file: +with open("example_notebooks/include_list", "r") as file: include_patterns += file.readlines() include_patterns = [ i.replace("\n", "") for i in include_patterns From 672e6c188283f196ba7bdaaa60570df675bf7472 Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Tue, 16 Jul 2024 18:08:38 -0400 Subject: [PATCH 27/29] links grr --- Documentation/conf.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/Documentation/conf.py b/Documentation/conf.py index 26f01c580..b69a09d9f 100644 --- a/Documentation/conf.py +++ b/Documentation/conf.py @@ -1,5 +1,8 @@ import warnings from datetime import date +import os + +dir = os.path.dirname(__file__) try: import numba @@ -46,7 +49,7 @@ "Documentation**", "index.rst", ] # Makes sure that only the file we want documented get documented -with open("example_notebooks/include_list", "r") as file: +with open(os.path.join(dir, "example_notebooks", "include_list"), "r") as file: include_patterns += file.readlines() include_patterns = [ i.replace("\n", "") for i in include_patterns From d2ae2d5e8ffe56020a74d8a3a43a9cfd3fd89076 Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Tue, 16 Jul 2024 18:17:33 -0400 Subject: [PATCH 28/29] grr --- Documentation/conf.py | 2 +- .../example_notebooks/{Include_list => Include_list.txt} | 0 2 files changed, 1 insertion(+), 1 deletion(-) rename Documentation/example_notebooks/{Include_list => Include_list.txt} (100%) diff --git a/Documentation/conf.py b/Documentation/conf.py index b69a09d9f..3f18531a9 100644 --- a/Documentation/conf.py +++ b/Documentation/conf.py @@ -49,7 +49,7 @@ "Documentation**", "index.rst", ] # Makes sure that only the file we want documented get documented -with open(os.path.join(dir, "example_notebooks", "include_list"), "r") as file: +with open(os.path.join(dir, "example_notebooks", "Include_list.txt"), "r") as file: include_patterns += file.readlines() include_patterns = [ i.replace("\n", "") for i in include_patterns diff --git a/Documentation/example_notebooks/Include_list b/Documentation/example_notebooks/Include_list.txt similarity index 100% rename from Documentation/example_notebooks/Include_list rename to Documentation/example_notebooks/Include_list.txt From c84b30ec4f86ee9e9fd74e560b72c15aaff0c22d Mon Sep 17 00:00:00 2001 From: dominicWC <135868541+DominicWC@users.noreply.github.com> Date: Tue, 16 Jul 2024 18:34:43 -0400 Subject: [PATCH 29/29] Updating guidance on adding notebooks to match new system --- Documentation/conf.py | 5 +---- Documentation/guides/contributing.md | 27 ++++++++++----------------- 2 files changed, 11 insertions(+), 21 deletions(-) diff --git a/Documentation/conf.py b/Documentation/conf.py index 3f18531a9..d7ff37855 100644 --- a/Documentation/conf.py +++ b/Documentation/conf.py @@ -170,7 +170,4 @@ # nbsphinx configuration nbsphinx_execute = "never" # notebooks are executed via ``nb_exec.py`` -suppress_warnings = [ - "toc.excluded", # Suppress warnings about documents not included in the toctree - "nbsphinx.notebooktitle", # Suppress warnings about notebooks not having titles -] +suppress_warnings = [] diff --git a/Documentation/guides/contributing.md b/Documentation/guides/contributing.md index b4daa94f5..3535e1ee3 100644 --- a/Documentation/guides/contributing.md +++ b/Documentation/guides/contributing.md @@ -375,44 +375,37 @@ To test your changes to the documentation locally, you can render as follows: 2. Run `sphinx-build`: - ```bash - sphinx-build -M html Documentation HARK-docs -T -W - ``` + ```bash + sphinx-build -M html . HARK-docs -T -c Documentation -W + ``` 3. View the rendered HTML by opening the `./HARK-docs/html/index.html` file. #### Adding examples to the documentation -HARK's example files are stored in the HARK/examples file. -Every example notebook should be stored in the HARK/examples folder. +HARK's example notebooks are stored in the HARK/examples file. Every pull request to HARK automatically reruns every example notebook to keep them up to date. -To add a notebook from the examples folder to the documentation, create a -new file in the Documentation/example_notebooks folder. This should be a text file -with a symlink to the notebook you want to add. Your link must also be a relative path. - -Once you've made your text file, change it's extension to .ipynb, then add a link to it to -`Documentation/overview/index.rst`. +To add a notebook from the examples folder to the documentation, add a link +to the notebook to the `Documentation/overview/index.rst` file. It should +the format `../../examples/AAA/BBB.ipynb`. Then add a link to the notebook +in the `Documentation/example_notebooks/Include_list.txt` file. It should have +the format `examples/AAA/BBB.ipynb`. Sphinx requires it's example notebooks to have a title, and headings in order of decreasing size. Make sure the notebook you added has those qualities before you push. Otherwise sphinx will fail to build. :::{warning} -[As of 07/14/2024, subject to change] - -Sphinx won't properly render symlinks locally. When testing changes locally, -you need to replace the symlink with the original file. However, only include -the symlinks in the pull request. Otherwise HARK won't automatically run it. Make sure not to include the HARK-docs folder in your pull request if you're testing locally. HARK will automatically build this file when the pull request is made. Including the HARK-docs folder may create unexpected conflicts. If you would like to build the documentation without warnings being treated as errors use the command: ```bash - sphinx-build -M html Documentation HARK-docs -T + sphinx-build -M html . HARK-docs -T -c Documentation ``` This lets you see every warning without sphinx quitting after the first issue it finds. If you're doing this, make sure to delete the HARK-docs folder before running it again.