{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to Estimate Model Parameters with MSM\n", "\n", "This guide contains an estimation exercise for the use of [respy](https://respy.readthedocs.io/en/latest/)'s method of simulated moments interface with [estimagic](https://estimagic.readthedocs.io/en/latest/)'s optimization capabilities.\n", "\n", "The theoretical basis for the Method of Simulated Moments (MSM) can be found in McFadden (1989). A detailed guide to the MSM interface in **respy** is linked below. It provides a overview of **respy**'s MSM functions and outlines how inputs may be specified to construct a criterion function. This guide as a next step showcases a small estimation exercise to estimate parameters with the specified criterion function." ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/html" }, "source": [ "\n", " To how-to guide\n", "\n", " Find out more about Method of Simulated Moments (MSM).\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "## Motivation\n", "\n", "Estimation of structural models is a tedious and complicated task, as it involves the optimization of a usually non-smooth criterion function with respect to a large number of parameters. Optimizers may easily get stuck in local optima for such criterion functions, preventing the finding of a global solution. It is therefore worthwhile to make sure an estimation setup is correctly specified.\n", "\n", "The purpose of this exercise is to demonstrate how we can check in a very controlled environment whether an estimation procedure and criterion function are correctly specified for the estimation of a model. This notebook, therefore, is **not** a guide to estimating a model in general but instead showcases a test of the setup that should precede actual estimation. The exercise also allows us to get a sense of how sensitive the estimation process is to different calibration choices in the optimization like bounds and algorithms, as well as the specification of the criterion function in regards to the choice of weighting matrix, the set of moments, or size of the simulated sample.\n", "\n", "In the exercise, we will work with a simulated model which we have complete control of and for which we know the true parameter vector. We will attempt to estimate a misspecified version of the model to perturb the true parameter vector in a controlled fashion and then try to retrieve the parameters for the correct model specification using the perturbed vector as starting values. The exercise thus allows us to test whether the general setup of our optimization problem works and an optimizer is successful in approaching the optimum for a correctly specified model (Eisenhauer et al., 2015; Eisenhauer, 2019)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import copy\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "import respy as rp\n", "from respy.method_of_simulated_moments import _harmonize_input\n", "from estimagic import minimize\n", "from estimagic.logging.create_database import load_database\n", "from estimagic.logging.read_database import read_last_iterations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup Estimation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "**Note:** This guide was created using version 0.0.31 of estimagic and version 2.0.0 of respy. Please note that the guide is not updated regularly so using newer versions of the packages may require adjustments to the code.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Configure MSM Inputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To configure the MSM criterion function for estimation, we need to specify a model that will be passed on to the simulator, define moment and replacement functions, derive empirical moments, and specify a weighting matrix. We will use **respy**'s `kw_94_one` example model for the exercise, which is based on a model specification from Keane and Wolpin (1994). The following section will outline all the inputs needed to set up the estimation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can generate the model using **respy**'s `get_example_model` function. We will treat the parameter vector from this specification as the *true* parameter vector that we will try to retrieve during estimation. With it comes our *observed data* that is generated using the true parameters." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "params, options, data_obs = rp.get_example_model(\"kw_94_one\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Moment and Replacement Functions\n", "\n", "Aside from the parameters and options that are used to define the model, we need to define functions to compute moments and to replace missing moments in the simulated data during estimation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def calc_choice_frequencies(df):\n", " \"\"\"Calculate choice frequencies.\"\"\"\n", " return df.groupby(\"Period\").Choice.value_counts(normalize=True).unstack()\n", "\n", "\n", "def calc_wage_distribution(df):\n", " \"\"\"Calculate wage distribution.\"\"\"\n", " return df.groupby([\"Period\"])[\"Wage\"].describe()[[\"mean\", \"std\"]]\n", "\n", "\n", "def replace_nans(df):\n", " \"\"\"Replace missing values in data.\"\"\"\n", " return df.fillna(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We save the arguments in dictionaries to later pass on to the criterion function. The function ``replace_nans`` can be left as it is because we only use one replacement function for all moments." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "calc_moments = {\n", " \"Choice Frequencies\": calc_choice_frequencies,\n", " \"Wage Distribution\": calc_wage_distribution,\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Empirical Moments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have defined the functions needed to compute moments, we can use them to compute the empirical or observed moments for our data. We apply the replacement function to the empirical moments as well." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "empirical_moments = {\n", " \"Choice Frequencies\": replace_nans(calc_choice_frequencies(data_obs)),\n", " \"Wage Distribution\": replace_nans(calc_wage_distribution(data_obs)),\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Weighting Matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally we compute a diagonal variance weighting matrix using a bootstrapping procedure using the function below." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def get_weighting_matrix(\n", " data,\n", " empirical_moments,\n", " calc_moments,\n", " n_bootstrap_samples,\n", " n_observations_per_sample,\n", " replace_missing_variances=None,\n", "):\n", " \"\"\" Computes a diagonal weighting matrix for estimation with msm. Weights are the\n", " inverse bootstrap variances of the observed sample moments.\"\"\"\n", " # Seed for reproducibility.\n", " np.random.seed(123)\n", " flat_empirical_moments = rp.get_flat_moments(empirical_moments)\n", " index_base = data.index.get_level_values(\"Identifier\").unique()\n", " calc_moments = _harmonize_input(calc_moments)\n", " # Create bootstrapped moments.\n", " moments_sample = []\n", " for _ in range(n_bootstrap_samples):\n", " ids_boot = np.random.choice(\n", " index_base, n_observations_per_sample, replace=False\n", " )\n", " moments_boot = {name: func(data.loc[ids_boot]) for name, func in calc_moments.items()}\n", " flat_moments_boot = rp.get_flat_moments(moments_boot)\n", " flat_moments_boot = flat_moments_boot.reindex_like(flat_empirical_moments)\n", " moments_sample.append(flat_moments_boot)\n", "\n", " # Compute variance for each moment and construct diagonal weighting matrix.\n", " moments_var = np.array(moments_sample).var(axis=0)\n", "\n", " # The variance of missing moments is nan. Unless a repalcement variance is\n", " # specified, their inverse variance will be set to 0.\n", " if replace_missing_variances is None:\n", " diagonal = moments_var ** (-1)\n", " diagonal = np.nan_to_num(diagonal, nan=0)\n", " weighting_matrix = np.diag(diagonal)\n", " else:\n", " moments_var = np.nan_to_num(moments_var, nan=replace_missing_variances)\n", " diagonal = moments_var ** (-1)\n", " weighting_matrix = np.diag(diagonal)\n", "\n", " # Checks weighting matrix.\n", " if np.isnan(weighting_matrix).any() or np.isinf(weighting_matrix).any():\n", " raise ValueError(\"Weighting matrix contains NaNs or infinite values.\")\n", "\n", " return weighting_matrix" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "weighting_matrix = get_weighting_matrix(\n", " data=data_obs,\n", " empirical_moments=empirical_moments,\n", " calc_moments=calc_moments,\n", " n_bootstrap_samples=300,\n", " n_observations_per_sample=500,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Criterion Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have specified all inputs, we can pass them on to respy's `get_moment_errors_func` to generate the criterion function. So far, this guide has just repeated the steps outlined in the general [method of simulated moments](https://respy.readthedocs.io/en/latest/how_to_guides/msm.html) guide (with the exception of the choice of weighting matrix), now we can move on to the steps required for estimation using the defined criterion function." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "weighted_sum_squared_errors = rp.get_moment_errors_func(\n", " params=params,\n", " options=options,\n", " calc_moments=calc_moments,\n", " replace_nans=replace_nans,\n", " empirical_moments=empirical_moments,\n", " weighting_matrix=weighting_matrix,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Configure Optimization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next step we address the elements that are needed for optimization of the criterion function. These specifications are undertaken specifically for estimation with estimagic. Other optimization packages might require different configurations. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Add Bounds to Parameters\n", "\n", "As a first step we define bounds for our parameter vector that aid the optimizer in estimation. Depending on the model, some parameters may have natural bounds that can be used (i.e. the discount factor ranges between 0 and 1). The choice of bounds is a decisive factor in the success of optimization and may require many adjustments during an actual estimation process when the true parameter values are unknown.\n", "\n", "Since this is a simulation exercise, we know the true parameter value and can define our bounds accordingly." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def add_params_bounds(params, deviation):\n", " \"\"\" Add upper and lower bounds in parameter vector for optimization.\"\"\"\n", " params = params.copy()\n", " # Compute relative deviation of parameter values as bounds.\n", " params[\"lower\"] = params[\"value\"] - abs((params[\"value\"] * deviation))\n", " params[\"upper\"] = params[\"value\"] + abs((params[\"value\"] * deviation))\n", "\n", " # Parameters with value 0 get the absolute deviation as bounds.\n", " params[\"upper\"] = params[\"upper\"].replace(0, deviation)\n", " params[\"lower\"] = params[\"lower\"].replace(0, -deviation)\n", "\n", " # Bounds for specififc parameters, shocks do not get bounds.\n", " params.loc[(\"delta\", \"delta\"), (\"lower\", \"upper\")] = (0, 1)\n", " params.loc[\"shocks_sdcorr\", (\"lower\", \"upper\")] = (-(np.inf), np.inf)\n", "\n", " return params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we select bounds that constitute a 5% deviation from the true values (or an absolute deviation of 0.05 for parameters that are 0 at the true value. Note that the columns should be named ``lower`` and ``upper`` so ``estimagic`` can recognize them as bounds." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "params = add_params_bounds(params, 0.05)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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valuecommentlowerupper
categoryname
deltadelta0.9500discount factor0.000000e+001.000000e+00
wage_aconstant9.2100log of rental price8.749500e+009.670500e+00
exp_edu0.0380return to an additional year of schooling3.610000e-023.990000e-02
exp_a0.0330return to same sector experience3.135000e-023.465000e-02
exp_a_square-0.0005return to same sector, quadratic experience-5.250000e-04-4.750000e-04
exp_b0.0000return to other sector experience-5.000000e-025.000000e-02
exp_b_square0.0000return to other sector, quadratic experience-5.000000e-025.000000e-02
wage_bconstant8.4800log of rental price8.056000e+008.904000e+00
exp_edu0.0700return to an additional year of schooling6.650000e-027.350000e-02
exp_b0.0670return to same sector experience6.365000e-027.035000e-02
exp_b_square-0.0010return to same sector, quadratic experience-1.050000e-03-9.500000e-04
exp_a0.0220return to other sector experience2.090000e-022.310000e-02
exp_a_square-0.0005return to other sector, quadratic experience-5.250000e-04-4.750000e-04
nonpec_educonstant0.0000constant reward for choosing education-5.000000e-025.000000e-02
at_least_twelve_exp_edu0.0000reward for going to college (tuition, etc.)-5.000000e-025.000000e-02
not_edu_last_period-4000.0000reward for going back to school-4.200000e+03-3.800000e+03
nonpec_homeconstant17750.0000constant reward of non-market alternative1.686250e+041.863750e+04
shocks_sdcorrsd_a0.2000Element 1,1 of standard-deviation/correlation ...-infinf
sd_b0.2500Element 2,2 of standard-deviation/correlation ...-infinf
sd_edu1500.0000Element 3,3 of standard-deviation/correlation ...-infinf
sd_home1500.0000Element 4,4 of standard-deviation/correlation ...-infinf
corr_b_a0.0000Element 2,1 of standard-deviation/correlation ...-infinf
corr_edu_a0.0000Element 3,1 of standard-deviation/correlation ...-infinf
corr_edu_b0.0000Element 3,2 of standard-deviation/correlation ...-infinf
corr_home_a0.0000Element 4,1 of standard-deviation/correlation ...-infinf
corr_home_b0.0000Element 4,2 of standard-deviation/correlation ...-infinf
corr_home_edu0.0000Element 4,3 of standard-deviation/correlation ...-infinf
lagged_choice_1_eduprobability1.0000Probability that the first lagged choice is ed...9.500000e-011.050000e+00
initial_exp_edu_10probability1.0000Probability that the initial level of educatio...9.500000e-011.050000e+00
maximum_expedu20.0000Maximum level of experience for education (opt...1.900000e+012.100000e+01
inadmissibility_penaltyinadmissibility_penalty-400000.0000Penalty to non-pecuniary reward for invalid ch...-4.200000e+05-3.800000e+05
\n", "
" ], "text/plain": [ " value \\\n", "category name \n", "delta delta 0.9500 \n", "wage_a constant 9.2100 \n", " exp_edu 0.0380 \n", " exp_a 0.0330 \n", " exp_a_square -0.0005 \n", " exp_b 0.0000 \n", " exp_b_square 0.0000 \n", "wage_b constant 8.4800 \n", " exp_edu 0.0700 \n", " exp_b 0.0670 \n", " exp_b_square -0.0010 \n", " exp_a 0.0220 \n", " exp_a_square -0.0005 \n", "nonpec_edu constant 0.0000 \n", " at_least_twelve_exp_edu 0.0000 \n", " not_edu_last_period -4000.0000 \n", "nonpec_home constant 17750.0000 \n", "shocks_sdcorr sd_a 0.2000 \n", " sd_b 0.2500 \n", " sd_edu 1500.0000 \n", " sd_home 1500.0000 \n", " corr_b_a 0.0000 \n", " corr_edu_a 0.0000 \n", " corr_edu_b 0.0000 \n", " corr_home_a 0.0000 \n", " corr_home_b 0.0000 \n", " corr_home_edu 0.0000 \n", "lagged_choice_1_edu probability 1.0000 \n", "initial_exp_edu_10 probability 1.0000 \n", "maximum_exp edu 20.0000 \n", "\n", " comment \\\n", "category name \n", "delta delta discount factor \n", "wage_a constant log of rental price \n", " exp_edu return to an additional year of schooling \n", " exp_a return to same sector experience \n", " exp_a_square return to same sector, quadratic experience \n", " exp_b return to other sector experience \n", " exp_b_square return to other sector, quadratic experience \n", "wage_b constant log of rental price \n", " exp_edu return to an additional year of schooling \n", " exp_b return to same sector experience \n", " exp_b_square return to same sector, quadratic experience \n", " exp_a return to other sector experience \n", " exp_a_square return to other sector, quadratic experience \n", "nonpec_edu constant constant reward for choosing education \n", " at_least_twelve_exp_edu reward for going to college (tuition, etc.) \n", " not_edu_last_period reward for going back to school \n", "nonpec_home constant constant reward of non-market alternative \n", "shocks_sdcorr sd_a Element 1,1 of standard-deviation/correlation ... \n", " sd_b Element 2,2 of standard-deviation/correlation ... \n", " sd_edu Element 3,3 of standard-deviation/correlation ... \n", " sd_home Element 4,4 of standard-deviation/correlation ... \n", " corr_b_a Element 2,1 of standard-deviation/correlation ... \n", " corr_edu_a Element 3,1 of standard-deviation/correlation ... \n", " corr_edu_b Element 3,2 of standard-deviation/correlation ... \n", " corr_home_a Element 4,1 of standard-deviation/correlation ... \n", " corr_home_b Element 4,2 of standard-deviation/correlation ... \n", " corr_home_edu Element 4,3 of standard-deviation/correlation ... \n", "lagged_choice_1_edu probability Probability that the first lagged choice is ed... \n", "initial_exp_edu_10 probability Probability that the initial level of educatio... \n", "maximum_exp edu Maximum level of experience for education (opt... \n", "\n", " lower upper \n", "category name \n", "delta delta 0.000000e+00 1.000000e+00 \n", "wage_a constant 8.749500e+00 9.670500e+00 \n", " exp_edu 3.610000e-02 3.990000e-02 \n", " exp_a 3.135000e-02 3.465000e-02 \n", " exp_a_square -5.250000e-04 -4.750000e-04 \n", " exp_b -5.000000e-02 5.000000e-02 \n", " exp_b_square -5.000000e-02 5.000000e-02 \n", "wage_b constant 8.056000e+00 8.904000e+00 \n", " exp_edu 6.650000e-02 7.350000e-02 \n", " exp_b 6.365000e-02 7.035000e-02 \n", " exp_b_square -1.050000e-03 -9.500000e-04 \n", " exp_a 2.090000e-02 2.310000e-02 \n", " exp_a_square -5.250000e-04 -4.750000e-04 \n", "nonpec_edu constant -5.000000e-02 5.000000e-02 \n", " at_least_twelve_exp_edu -5.000000e-02 5.000000e-02 \n", " not_edu_last_period -4.200000e+03 -3.800000e+03 \n", "nonpec_home constant 1.686250e+04 1.863750e+04 \n", "shocks_sdcorr sd_a -inf inf \n", " sd_b -inf inf \n", " sd_edu -inf inf \n", " sd_home -inf inf \n", " corr_b_a -inf inf \n", " corr_edu_a -inf inf \n", " corr_edu_b -inf inf \n", " corr_home_a -inf inf \n", " corr_home_b -inf inf \n", " corr_home_edu -inf inf \n", "lagged_choice_1_edu probability 9.500000e-01 1.050000e+00 \n", "initial_exp_edu_10 probability 9.500000e-01 1.050000e+00 \n", "maximum_exp edu 1.900000e+01 2.100000e+01 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Select Algorithm and Constraints\n", "\n", "There are additional arguments we need to pass on to the optimizer like the optimization algorithm and constraints. We can get the constraints for the selected model from **respy** using the function `get_parameter_constraints`. We collect the elements in a dictionary that can be passed on to the optimizer." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "optim_config = {\n", " \"algorithm\": \"nlopt_bobyqa\",\n", " \"constraints\": rp.get_parameter_constraints(\"kw_94_one\"),\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimation Exercise\n", "\n", "Finally, we can perform the estimation exercise. The target of this exercise is to test whether an optimizer manages to retrieve the true parameter vector (approximately) after we have induced it to distance itself from the true values. To generate starting values for the estimation that differ from the true vector, we misspecify the model by fixing the discount factor to 0, thus rendering agents myopic in our model. We then attempt to estimate the parameters for the misspecified model but will fail to retrieve them as the discount factor is fixed to zero. Within the bounds chosen above, the estimated values for the free parameters will thus diverge from the true ones we started with. \n", "\n", "In the next step, `delta` is fixed back to the correct value and the resulting parameter vector from the last step is used as the starting vector for the new estimation. During this estimation, the simulated moments should converge back to the observed ones. \n", "\n", "In short, the exercise comprises the following steps.\n", "\n", "1. Begin with the true parameter vector, set `delta` to 0, and fix it in the constraints, \n", "thereby misspecifying the model.\n", "2. Estimate the free parameters for the misspecified model for a selected number of maximum evaluations of\n", "the criterion function.\n", "3. Using the resulting parameter vector from (2) as start values, set `delta` back to its true value.\n", "4. Estimate the parameters using the vector from (3) as start values." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def delta_exercise(\n", " params_true, criterion, optim_config, eval_away, eval_back,\n", "):\n", " \"\"\"\n", " Exercise to test estimation setup. Model is estimated twice: once for a \n", " misspecified parameter vector and then again for a correct specification.\n", " \"\"\"\n", " configuration = copy.deepcopy(optim_config)\n", "\n", " # 1. Fix delta to 0 in the parameter vector.\n", " start_away = params_true.copy()\n", " start_away.loc[\"delta\", \"value\"] = 0\n", "\n", " configuration[\"constraints\"] += [{\"loc\": \"delta\", \"type\": \"fixed\"}]\n", " configuration[\"algo_options\"] = {\"maxeval\": eval_away}\n", "\n", " # 2. Run optimization with misspecified model.\n", " rslt_away = minimize(\n", " criterion, params=start_away, logging=\"logging_away.db\", **configuration\n", " )\n", "\n", " # 3. Set delta back to true value.\n", " start_back = rslt_away[1][[\"value\", \"upper\", \"lower\"]].copy()\n", " start_back.loc[(\"delta\", \"delta\"), \"value\"] = params_true.loc[\n", " (\"delta\", \"delta\"), \"value\"\n", " ]\n", " configuration[\"algo_options\"] = {\"maxeval\": eval_back}\n", "\n", " # 4. Estimate again.\n", " rslt_back = minimize(\n", " criterion, params=start_back, logging=\"logging_back.db\", **configuration\n", " )\n", "\n", " # 5. Save results.\n", " params_dict = {\n", " \"(1) Start value with delta=0\": start_away,\n", " \"(2) Result with delta=0\": rslt_away[1],\n", " \"(3) New starting vector correct delta\": start_back,\n", " \"(4) Final result\": rslt_back[1],\n", " }\n", "\n", " return params_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the function above to perform the exercise. The function returns a dictionary with the parameter vector at different steps in the exercise. Additionally, the optimizations are monitored in the databases `logging_away.db` and `logging_back.db` for step (2) and step (4) respectively." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "params_dict = delta_exercise(\n", " params_true=params,\n", " criterion=weighted_sum_squared_errors,\n", " optim_config=optim_config,\n", " eval_away=200,\n", " eval_back=200,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results\n", "\n", "To evaluate the results of our exercise, there are multiple metrics we should assess. The first and easiest one is the criterion value itself. Since the objective of the optimization is to minimize the the weighted squared difference between empirical and simulated moments, the criterion value should decrease during optimization. If this is not the case, we have an immediate indicator that we made a mistake in our configuration." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Criterion Value\n", "\n", "The criterion values during our exercise decrease for both optimizations. Interestingly, the value is actually lower at step (2) for the misspecified model that at step (4) for the correctly specified model. Only looking at the criterion value thus might lead to wrong conclusions about the parameter estimates. We therefore in the next section turn to the model moments implied by our estimates." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Criterion value for (1) Start value with delta=0: 766160.6\n", "Criterion value for (2) Result with delta=0: 58334.3\n", "Criterion value for (3) New starting vector correct delta: 297888.4\n", "Criterion value for (4) Final result: 85052.4\n" ] } ], "source": [ "for key in params_dict:\n", " print(f\"Criterion value for {key}: \", round(weighted_sum_squared_errors(params_dict[key]), 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Moments\n", "\n", "After inspecting the criterion values, we are interested in how well the estimated parameters manage to fit the moments we selected for estimation, especially the choices of individuals in each period. We thus compute the moments for all parameter vectors that were saved to `params_dict`. The function `get_moment_errors_func` can generate a criterion function that returns simulated moments in addition to the function value. We thus generate a new criterion function with the argument `return_simulated_moments` set to **True**." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "get_simulated_moments = rp.get_moment_errors_func(\n", " params=params,\n", " options=options,\n", " calc_moments=calc_moments,\n", " replace_nans=replace_nans,\n", " empirical_moments=empirical_moments,\n", " weighting_matrix=weighting_matrix,\n", " return_simulated_moments=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the function to compute and plot the simulated moments at each step in the exercise." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def plot_moments(params_dict, criterion, empirical_moments, moment_set, ymin, ymax):\n", " \"\"\"Plot moments generated by parameter dictionary against empirical moments.\"\"\"\n", " fig, axes = plt.subplots(3, 2, figsize=(12, 10))\n", " axes = axes.ravel()\n", " for i, key in enumerate(params_dict):\n", " _, moments = get_simulated_moments(params_dict[key])\n", " moments[moment_set].plot(ax=axes[i], title=key, ylim=[ymin, ymax])\n", " plt.tight_layout()\n", "\n", " empirical_moments[moment_set].plot(ax=axes[4], title=\"Observed\", ylim=[ymin, ymax])\n", " fig.delaxes(axes[5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function defined above will generate the following subplots:\n", "\n", "1. Start value with `delta` = 0: The moments for the true parameter vector with the exception that `delta` is set to 0.\n", "\n", "2. Result with `delta` = 0: The moments for the parameter vector we generate by estimating the misspecified model.\n", "\n", "3. New starting vector correct `delta`: The moments for the estimated parameter vector with `delta` set back to its true value, i.e. the starting values for the final estimation.\n", "4. Final result: The moments for the estimated parameter vector using the starting values generated in the prior step.\n", "5. Observed: The \"true\" moments, i.e. the moments generated from the true parameter vector.\n", "\n", "The central plot is *(4) Final result* since it shows the result at the end of the exercise. We want it to match the \"observed\" moments as closely as possible. The results overall indicate that the estimation mechanism seems to work, which is what we wanted to test. The criterion function manages to select parameters that improve the match between simulated and observed moments compared to the starting values it is faced with. \n", "\n", "The plots also showcase some interesting aspects about the economics of the model. For example, in the first two plots where `delta` is fixed to zero, no agent chooses education in any period since agents are not forward-looking for this specification." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Choice Frequencies" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_moments(\n", " params_dict,\n", " get_simulated_moments,\n", " empirical_moments,\n", " \"Choice Frequencies\",\n", " -0.1,\n", " 1.1,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Wage Distribution" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_moments(\n", " params_dict,\n", " get_simulated_moments,\n", " empirical_moments,\n", " \"Wage Distribution\",\n", " 0,\n", " 80_000,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Difference in Moments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also easily compute the difference in moments between the simulated and observed data. For the choices we just look at the total difference in choice frequencies for each period." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "_, simulated_moments = get_simulated_moments(params_dict[\"(4) Final result\"])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [], "source": [ "diff = {}\n", "diff[\"Choice Frequencies\"] = (\n", " empirical_moments[\"Choice Frequencies\"] - simulated_moments[\"Choice Frequencies\"]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the wage distribution we compute the relative deviation compared to the values of the empirical moments." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "diff[\"Wage Distribution\"] = (\n", " empirical_moments[\"Wage Distribution\"] - simulated_moments[\"Wage Distribution\"]\n", ") / empirical_moments[\"Wage Distribution\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, we can see that the overall result is close to the observed data. However, for the current estimates the number of individuals choosing education in earlier periods is too low and the number of individuals choosing to work is too high. Furthermore, the mean wage is too high in every period." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 4))\n", "axes = axes.ravel()\n", "for i, (key, label) in enumerate(zip(diff, [\"Deviation Absolute\", \"Deviation in %\"])):\n", " diff[key].plot(title=key, ax=axes[i])\n", " axes[i].set_ylabel(label)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Parameter History\n", "\n", "After assessing the criterion value and moment fit of the estimates, we now turn to the parameter values themselves. We can use the parameter history that `estimagic` saves in the logging databases during optimization to get a picture of how the estimates develop during the exercise and evaluate, which parameters change the most. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def plot_params_history(name):\n", " \"\"\" Plot parameter history throughout exercise.\"\"\"\n", " values = {}\n", " for db in [\"away\", \"back\"]:\n", " database = load_database(f\"logging_{db}.db\")\n", " params_history = read_last_iterations(\n", " database, \"params_history\", 10_000, \"pandas\"\n", " )\n", " values[db] = params_history[name]\n", " true = params_history.iloc[0]\n", "\n", " values[\"back\"].index = values[\"back\"].index + max(values[\"away\"].index)\n", "\n", " plt.plot(values[\"away\"], label=\"away\")\n", " plt.plot(values[\"back\"], label=\"back\")\n", " plt.ylabel(\"Parameter Value\")\n", " plt.xlabel(\"Iterations\")\n", " plt.title(\"Parameter History of: \" + name)\n", "\n", " true = values[\"away\"].iloc[0]\n", "\n", " if true == 0:\n", " lower, upper = -0.05, 0.05\n", " else:\n", " lower = true - abs(true * 0.05)\n", " upper = true + abs(true * 0.05)\n", "\n", " plt.hlines(\n", " [true, lower, upper],\n", " min(values[\"away\"].index),\n", " max(values[\"back\"].index),\n", " colors=[\"red\", \"yellow\", \"yellow\"],\n", " )\n", " plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plots below show the parameter history of parameters that affect wages and the non-pecuniary rewards for education and the home option. Shocks and other parameters are purposely left out for legibility. The red line indicates true parameter value and the yellow lines show the bounds set at the beginning of the exercise. The blue lines show the parameter history during optimization of the misspecified model and the orange line shows the second optimization process where we try to retrieve the true values. The plots reveal that most of the pictured parameters did not change much during the whole exercise. The change in moments seems to mainly be driven by the wage constants of the model which increasingly move towards the bounds during the exercise.\n", "\n", "Seeing that the wage constants are quite high compared to the true model, it is not surprising that our current specification under-predicts the choice frequencies for the education and home option and over-predicts the choice frequencies of the working alternatives. In the next step we will thus attempt to correct this problem." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "params_names = params.index.map(\"_\".join)\n", "params_names = params_names[params_names.str.contains(\"wage|nonpec\")]\n", "plt.figure(figsize=(20, 60))\n", "for idx, name in enumerate(params_names):\n", " plt.subplot(11, 3, idx + 1)\n", " plot_params_history(name)\n", " plt.subplots_adjust(top=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refining Estimation Results\n", "\n", "The results from the exercise lead us to the conclusion that the overall estimation mechanism seem to work well. The optimizer manages to select parameters that improve the match between simulated and empirical moments, even after being led into the wrong direction through a misspecified model. However, our results for the parameter estimates themselves are not satisfactory yet since the model over-predicts the choice frequencies of work options and under-predicts choice frequencies of the other alternatives. \n", "\n", "To refine the results, we will thus run an optimization yet again, this time only on the constants of the model. This allows the optimizer to focus only on these four parameters and will prevent it form trying to improve the fit through other parameters like shocks.\n", "\n", "For the estimation we use the parameters from step (4) of the exercise as starting values and create new constraints that fix all parameters but the constants." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "params_start = params_dict[\"(4) Final result\"][[\"value\", \"lower\", \"upper\"]]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "constr = []\n", "constr += [{\"loc\": \"shocks_sdcorr\", \"type\": \"sdcorr\"}]\n", "# Fix all parameters.\n", "for index in params_start.index:\n", " constr += [{\"loc\": index, \"type\": \"fixed\"}]\n", "# Free up constants.\n", "for item in constr:\n", " if \"constant\" in item[\"loc\"]:\n", " constr.remove(item)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "rslt_constants = minimize(\n", " weighted_sum_squared_errors,\n", " params=params_start,\n", " constraints=constr,\n", " algorithm=\"nlopt_bobyqa\",\n", " algo_options={\"maxeval\": 200},\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The criterion value improves substantially." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting Criterion Value: 85052.4\n", "Result Criterion Value: 10110.4\n" ] } ], "source": [ "print(\"Starting Criterion Value: \", round(weighted_sum_squared_errors(params_start), 1))\n", "print(\"Result Criterion Value: \", round(weighted_sum_squared_errors(rslt_constants[1]), 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The moment estimates also improve compared to the prior solution. " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "_, simulated_moments = get_simulated_moments(rslt_constants[1])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def plot_all_moments(empirical_moments, simulated_moments):\n", " fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 10))\n", " empirical_moments[\"Choice Frequencies\"].plot(\n", " title=\"Choices Empirical\", ax=axes[0, 0]\n", " )\n", " empirical_moments[\"Wage Distribution\"].plot(title=\"Wages Empirical\", ax=axes[0, 1])\n", " simulated_moments[\"Choice Frequencies\"].plot(\n", " title=\"Choices Simulated\", ax=axes[1, 0]\n", " )\n", " simulated_moments[\"Wage Distribution\"].plot(title=\"Wages Simulated\", ax=axes[1, 1])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_all_moments(empirical_moments, simulated_moments)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, after correcting the constants of the model, we can free up the other parameters for estimation one last time." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "params_start = rslt_constants[1][[\"value\", \"lower\", \"upper\"]]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "constraints = rp.get_parameter_constraints(\"kw_94_one\")\n", "constraints += [{\"loc\": (\"delta\", \"delta\"), \"type\": \"fixed\"}]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "rslt_refined = minimize(\n", " criterion_msm,\n", " params=params_start,\n", " constraints=constraints,\n", " algorithm=\"nlopt_bobyqa\",\n", " algo_options={\"maxeval\": 200},\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The criterion value improves yet again and the simulated moments seem to match the observed moments fairly well, too. We can still see some discrepancies, especially for the choice frequencies of occupation `b` which could be removed through further fine-tuning. For the sake of this exercise, we are content with the result." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting Criterion Value: 10110.4\n", "Result Criterion Value: 3404.1\n" ] } ], "source": [ "print(\"Starting Criterion Value: \", round(criterion_msm(params_start), 1))\n", "print(\"Result Criterion Value: \", round(criterion_msm(rslt_refined[1]), 1))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "_, simulated_moments = get_simulated_moments(rslt_refined[1])" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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+dd6BAwcYPnw4v/32G3Xr1iUx0RmJ8NJLL9GjRw/Gjh1LUlIS7du356qrrqJChQpFcq/GXLIyMyHtOPhWvPBrqEJqkvPzYvj6g3chfUxmZsDhOFjzBaycCEk7nR6W9sOhzRCo3rRw3reYU9X5wHz3eQLQ8yz1XgJeyqU8CmieS3kqbiJUUJ7/dj0b4o8U5CVpFurPc9dHnLNeTEwM06ZNY8yYMbRr147PPvuMhQsXMnPmTP7973/TrFmzXNuo6tWrM2fOHPz8/Ni6dSu33norUVFRQO7tZJcuXQr0/owxJd/mvUd5c84Wfli/l4ByPgxqV4tmIf40rlGJhsEVC6Xn5WwuqUQmL+3btycszBk63apVK2JjY6lUqRJ169alUaNGAAwdOpTRo0efkcgsWbKEK6+88tSa+YGBgQD89NNPzJw5k9dffx1wluTcuXMnTZuWzj8+jMm3A5thw0w4fvDMnoWsR2oSaCaEtHL+oG8xEPz8z31dgGP7YdVnsHISJMRcfKziBRWDwT8UKoWAf03wD4FKoU5Z2fJOj0h6ivsz1UnCsspOHs92bznuMyWJU3PN63aFq0ZBk75Qxvfi4zaXvLp169KiRQsAIiIi6NmzJyJCixYtiI2NJS4uLtc2KjQ0lAcffJBVq1bh7e3Nli1bTl0zt3bSEhljTJYdB5N56+ctzFwdT4WyZRjZsyF3XVEXfz/PbZB7SSUyERERTJ8+Pddjvr6n/zjw9vYmPT2d/AyPVtVcu9ZVlS+//JLGjRtfeMDGlCY7l8Kit2DzLOe1r7/TA5H1qFLn9HMvH9g4E77/O/z0DET0hzZDoVZ7p986u8wM2DYPVoyHzbMhMx1qd3KSIO+LSQoUjifAkT1wZLeTGO1YACcOn99lfAOgfPb7rHv6eYUgaHg1BNa7iDiNp+Sn56SwZG/TvLy8Tr328vIiPT0db2/vXNuoUaNGERwczOrVq8nMzMTPzy/Xa2a1k8YYE3foOO/OjWH6ijh8vIV7rqzPPVfWo0qFsp4O7dJKZHr06MHTTz/NRx99xPDhwwFYvnw5v/76a671mzRpQmxsLDExMTRo0IBJkybRtWvXM+p06tSJBx54gB07dpwaWhYYGEjv3r159913effddxERVq5cSevWrQv9Ho0pUTIzYeuPsPAt2LXE+eO965PO8KkKQXmf2/VxiF/hTHpfOx1WfQrVmjgJSsvBTs/Hqk9h5WQ4vAvKV4UO9zoJT7VGhXdPJ47BUTe5SUsFHz8oU+7sPwtraJoxeThbG3X48GHCwsLw8vJiwoQJZGRknPtixphS6WhqGv/9aQufLv0DQbi9Yx3u716f6pX8zn1yEbmkWlgRYcaMGTz88MO88sor+Pn5ER4ezo033phrfT8/P8aNG8fAgQNPTfbPvlAAQLVq1RgzZgw33XQTmZmZp8YXP/vsszz88MO0bNkSVSU8PJzvvvuuKG7TmOIv/SSsnQa/vwMHNkFALejzKrS5Hcrmcx6ZCNRs6zx6vQTrZ8CKCfDj0zDnOafnBaB+d+j1AjS+DsoUwbdDvhXBtyEENSz89zLmAp2tjbr//vu5+eabmTZtGt27d7d5ncaYXM3fvJ+nvlrLviOpDGpXi4d6NCS0cjlPh/Un4qnVJyMjIzVrgmGWjRs3luo5JqX9/k0hSz0C66bDntXOSljBERDc/Nw9I/l1Mhl2LXWGX62Z6vRYBDeHziOdoWHeBTSGdt8GWP05+JSDVn91hqSZCyYi0aoa6ek4iiNrp3JnvwNjLl2Hj6fxwvcbmB4dR8PqFXltQEta167i0ZjyaqcuqR4ZY0wOqrBrmTM8a/1XznCsspXg5NHTdSpUd5Ma91G9qTPBvVwVJ1k4mxPHnMQldqHziF/h9JJ4lYE6neH6d6BBzz/PablYwc2cHhhjjDHGFJg5G/bxfzPWkpB8kge61+dvPRviW0jLJhcUS2SMuRQlJ8Aad1PFA5vApwK0GODMH6nZFpIPwL71zmP/Bti3DpZ9BBknzrxOmXJnTsgvV9nZjPHgljMTl9A2cPnfILwL1OpwcUsnG2OMMeasEpNPsnLnIVbsPMThlDQEwUs4tTiVlwgiIEAlPx8aBVekUY1K1AksTxlvr1yv9/y36/lmVTxNalRi7B3taF4zoIjv6sJYImNMcZJ6xJlD4nWe34CkHoHE7c7KWpu+h03fQcZJqBnp9Iw0vwl8K52uX7G686jf/XRZRrpzjQObnNW6si8XfNz9mbDN+Vm5liUuxhhjTCHLzFS2HThG9B+HnMfOQ2w/4GxoW8ZL8C/ng6qibl0FUMh0y1LSMk5tqVbW24v61SvSOLgiDYMr0Ti4EsdOpPPi9xtIOp7Gw1c15P5uDShb5s/JTnFliYwxxUFKEvzwFKz+DMT79N4l/u7eJZVCnNcVg539VxK3Q8J2SNzmPE8+cPpafpUh8k5nda/g81ge1ruMs9pXYa74ZYwxxphzijt0nH99u4El2xM4kuosblOlvA9t61RhQNsw2tauQsuwypQrm/cXnyknM4jZf4wt+46yZd9RNu87yrIdiXy9Kv5UneY1/Zl0VweahuRzz7ZixBIZYzwtZi7MfAiO7nWWDy5b8fTyvge2wLb5Z85pyVIpBALrQ+NrnH1IAus7P4Ma2qaKxhhjTAm1PDaReydFczIjk74tQ2hTuwpt61ShblCFXPc2zEu5st60CAugRdiZQ8WOpKaxdd9RDiWn0a1xtVyHnJUElsgY4yknjsGcZyFqLAQ1hrvnOPNXcpN6xEluju519ksJrJv/ZYyNMcYYUyJMWbaTZ79ZR60q5floaCT1qxXO0G1/Px/a1gkslGsXpZKZfhlT0sUuhA8uh6hxcPlDcM9vZ09iAPz8oVpjqNcVajS3JMYYc4a33nqL48eP53ps/PjxPPjgg0UckTHmfKRnZDJq5nqe/GotneoHMeOBzoWWxFxK8pXIiEgfEdksIjEi8mQuxx8TkVXuY52IZIhIyU/zjCloaSnOXJjxfUG8YNhs6PWiswu8McZcoLwSGWNM8ZZ0/CR3jFvO+N9jubtLXcYOjSSgXAHtvXaJO+fQMhHxBkYDVwNxwHIRmamqG7LqqOp/gP+49a8HHlHVxMIJufDdeOON7Nq1i9TUVEaOHMmIESM8HZIp6Y7EO70wv74GCVuh/Qi4apT1rBhjzltycjK33HILcXFxZGRkMHDgQOLj4+nevTtBQUHMmzePcePG8fLLLxMSEkKjRo3w9bV5c8YURzH7j3L3hCjik1J5bUBLboms5emQSpT8zJFpD8So6nYAEZkC9AM2nKX+rcDnFxvY89+uZ0P8kYu9zBmahfrz3PXnXsVp7NixBAYGkpKSQrt27bj55pupWrVqgcZiSiDV/G/umJW4xC5wfiZud8oDasOQb6Bet8KK0hhTVGY/CXvXFuw1a7SAa17Js8oPP/xAaGgo33//PQCHDx9m3LhxzJs3j6CgIPbs2cNzzz1HdHQ0AQEBdO/endatWxdsnMaYi/bLpn387fNV+Pl48/mIDpfEnJWilp9EpiawK9vrOKBDbhVFpDzQB8h1MK6IjABGANSuXfu8Ai1K77zzDjNmzABg165dbN261RKZ0io5AbbMho3fwrZ5zv4uZ2wQmWOzyMTtZyYufgHOLvft7nb2XAlufv57xBhjTDYtWrTg0Ucf5YknnqBv375cccUVZxxfunQp3bp1o1q1agAMGjSILVu2eCJUY0wudiUe5/3525iyfCfNQvz5aEgkoZXLeTqsEik/iUxuX0HrWepeDyw627AyVR0DjAGIjIw82zUA8tVzUhjmz5/Pzz//zOLFiylfvjzdunUjNTXVI7EYDzkS72wquXEmxC4CzXB6UtoOBe+yzp4vWZtFHtzibhiZCJlplrgYU5qco+eksDRq1Ijo6GhmzZrFU089Ra9evf5U53yXaDXGFL6dCcd5f34M06Pj8BLh9o51ePKaJpQva4sIX6j8/ObigOwD9sKA+LPUHUwBDCvzpMOHD1OlShXKly/Ppk2bWLJkiadDMkXhxDFnGeSN30LcMqcsqDF0eQSaXg8hl+U9rEwVTiaDTzlLXIwxhSo+Pp7AwEBuu+02KlasyPjx46lUqRJHjx4lKCiIDh06MHLkSBISEvD392fatGlcdtllng7bmFIr9mAyo+fF8NXK3Xh7CX/tUJt7u9UnJMB6YS5WfhKZ5UBDEakL7MZJVv6Ss5KIBABdgdsKNMIi1qdPHz788ENatmxJ48aN6dixo6dDMoVNFb6+10liQlpBj2ed5KVa4/xfQwR8bZlEY0zhW7t2LY899hheXl74+PjwwQcfsHjxYq655hpCQkKYN28eo0aNolOnToSEhNCmTRsyMjI8HbYxpc62A8cY/UsMX6/ajY+3F0M7hXNP13oE+9tKpQXlnImMqqaLyIPAj4A3MFZV14vIve7xD92q/YGfVDW50KItAr6+vsyePdvTYZiitGKCk8Rc/QJ0/punozHGmDz17t2b3r17n1EWGRnJQw89dOr1sGHDGDZsWFGHZowBVuw8xCcLdzB77R58y3hzV5e6DL+yHtUrWQJT0PI1KE9VZwGzcpR9mOP1eGB8QQVmTJE4sMVZeahed+hkG8YZY4wx5vylZ2Qye91exi7awcqdSVTyK8OIK+tz9xV1Capoy58XFptdZEqv9BPw5Z1Qtjz0/xC88rU/rDHGGGMMAIePpzFl+U4m/B5L/OFUwquW5/kbIhjQNowKvvZndmGz37Apveb+y9kD4tapUKmGp6MxptQSET/gN8AXp12arqrPicgoYDhwwK36tDtCABF5CrgLyAD+pqo/uuVtcUYHlMMZSTBSVVVEfIGJQFsgARikqrEXEq+qltpVwVTzXHDUmFJjx8Fkxi3awfToOI6fzKBTvao83685PZpUx9urdH4+eIIlMqZ0ivkZFr8H7UdA4z6ejsaY0u4E0ENVj4mID7BQRLImK76pqq9nrywizXAWnokAQoGfRaSRqmYAH+DsV7YEJ5HpA8zGSXoOqWoDERkMvAoMOt9A/fz8SEhIoGrVqqUumVFVEhIS8POzcf6mdMrMVOZv2c+E3//g1y0HKOvtxQ2tQhnWOZyI0ABPh1cqWSJjSp9jB2DGfVC9GVz9L09HY0ypp87X/Mfclz7uI6+v/vsBU1T1BLBDRGKA9iISC/ir6mIAEZkI3IiTyPQDRrnnTwfeExHR8+xiCAsLIy4ujgMHDpy78iXIz8+PsLAwT4dhTJFKOn6SaVFxTFryBzsTj1O9ki+PXNWIWzvUsgn8HmaJjCnZkhNg21yIXeBsPtn6Nihb4ez1VeGb+yH1MAz5xtn3xRjjcSLiDUQDDYDRqrpURK4BHhSRIUAU8A9VPQTUxOlxyRLnlqW5z3OW4/7cBadW4zwMVAUO5ohjBE6PDrVr1/5TnD4+PtStW/fibtYYUyJsiD/CxMWxfL1qN6lpmbQPD+TxPo3pHVEDH2+bV1scWCKTQ2xsLH379mXdunWeDsXkJjMD4lfC1jkQMwd2rwAUylaCFRNh/ivOcLH2I6BC1T+fv/R/sPUnuPZ1CG5W5OEbY3LnDgtrJSKVgRki0hxnmNgLOL0zLwD/Be4EchvTpXmUc45j2eMYA4wBiIyMtAkhxpRCOw4m88SXa1i2IxE/Hy9ubFWTIZ3CaRbq7+nQTA6WyJjiTxXWfwWbZ0PMXEhJBPGCmpHQ/WlocJWzkWXcclj0Nvz6ivOzze3OkspV6jjX2bsO5jwLjfpAu7s9e0/GmFypapKIzAf6ZJ8bIyIfAd+5L+OAWtlOCwPi3fKwXMqznxMnImWAACCxMO7BGFNyrdh5iLvGLwfg/65tysDIMCqXL+vhqMzZWCKTi/T0dIYOHcrKlStp1KgREydOpHz58p4Oq/Ra9hHMfgzKB0HDXtDwaqjfA8oHnlmvdgeo/Rkc2AyL3oGocbD8E4joDx3uhZkPQrkq0G80lLJJusYUZyJSDUhzk5hywFXAqyISoqp73Gr9gayu8pnAZyLyBs5k/4bAMlXNEJGjItIRWAoMAd7Nds5QYDEwAPjlfOfHGGMubT9v2MeDn68g2N+PCcPaEx6Ux1B1UywU30Rm9pPO0rgFqUYLuOaVc1bbvHkzn3zyCZ07d+XXV6YAACAASURBVObOO+/k/fff59FHHy3YWEz+HDsAv7zobFh521f52+ulWmO4cTT0+D9Y8r6T0Kyb7hy7fQZUCCrcmI0x5ysEmODOk/ECvlDV70Rkkoi0whkCFgvcA6Cq60XkC2ADkA484A5NA7iP08svz3YfAJ8Ak9yFARJxVj0zxhgAPl36B89+vY7mNQMYe0c728SyhCi+iYwH1apVi86dOwNw22238c4771gi4yk/j4K043Dtf85/w0r/UOj1IlzxKESPh3KVnZ4cY0yxoqprgNa5lN+exzkvAS/lUh4FNM+lPBUYeHGRGmMuNarKm3O28M4vMXRvXI33/tLGNrIsQYrvv1Q+ek4KS869AUrbXgHFxq5lsGoydB4JQQ0v/DrlKkOXhwsuLmOMMcaUeGkZmTz91VqmRccxKLIWL/VvThlbjaxEsX+tXOzcuZPFixcD8Pnnn9OlSxcPR1QKZWbArEehUihc+binozHGGGPMJST5RDrDJ0YxLTqOkT0b8srNLSyJKYHsXywXTZs2ZcKECbRs2ZLExETuu+8+T4dU+kSPhz2rofeL4FvR09EYY4wx5hKxM+E4g8csYcHWg7xyUwseubqRjb4poYrv0DIPCQ8PZ8OGDZ4Oo3RLToC5/4LwKyDiJk9HY4wxxpgS7mhqGrPX7uXLFXEs3ZFIOR9vxtzelp5Ngz0dmrkIlsiY4mfu83DymDPB374hMcYYY8wFSM/IZEHMQb5asZuf1u/lRHom9YIq8GivRvRvE0bNyuU8HaK5SJbImOJldzSsmAidHoDqTT0djTHGGGNKmJj9R5mybBdfr4rn4LETVC7vw6B2tejfuiatalW2YWSXEEtkTPGRmQmzHoOK1aHrE56OxhhjjDElSNLxk7wxZwuTl/yBt5fQo0l1bmoTRvfG1SlbxqaFX4oskTGFb8mHcHQPtL4t72WUV05yemT6jwE//6KLzxhjjDElVkam8vmynbz+02aOpKRxW8c6jOzZkKq2qeUlzxIZU7h2R8MPTwIKi96COp2hzRBo1g98so1NPZ7obH5Z+3JoeYunojXGGGNMCbJ0ewKjvt3Axj1H6FgvkOeuj6BpiH0ZWlpYImMKT2YmfP+oM1Tsjlmw6Vtn/suMe2DW407C0nYo1GgB816C1CSb4G+MMcaYc4pPSuHl2Zv4dnU8NSuX4/2/tuGa5jVs/kspY4nMBRg/fjxRUVG89957ng6leFs5EeJXwE0fQVAD6PIIdH4YYhfCiglOUrP8I6jREvatg3bDoUZzT0dtjDHGmGLq8PE0JiyO5YP528hUZWTPhtzbtT7lynp7OjTjAflKZESkD/A24A18rKqv5FKnG/AW4AMcVNWuBRinKWmOJ8LPzztDyVoMPF0uAnWvcB7XJMKaL5ykplIodH/ac/EaY4wxptiK2X+M8b/v4Mvo3aSkZdAnogb/d11TagWW93RoxoPOmciIiDcwGrgaiAOWi8hMVd2QrU5l4H2gj6ruFJHqhRVwUZg8eTLvvPMOJ0+epEOHDrz//vtMnDiRl19+mZCQEBo1aoSvrzOB7I477qBv374MGDAAgIoVK3Ls2DFPhl88/PIipB6Ga147+1Cx8oHQ8V7noWpDyowxxhhzSmam8uvWA4xbFMtvWw5QtowX/S4L5Y7O4USEBng6PFMM5KdHpj0Qo6rbAURkCtAP2JCtzl+Ar1R1J4Cq7r/YwF5d9iqbEjdd7GXO0CSwCU+0z3tZ340bNzJ16lQWLVqEj48P999/P5MnT+a5554jOjqagIAAunfvTuvWrQs0tktK/CqIGgsd7sn/UDFLYowxxhgDJJ9I58sVcYz/PZbtB5KpVsmXf1zdiFs71CbIViIz2eQnkakJ7Mr2Og7okKNOI8BHROYDlYC3VXVizguJyAhgBEDt2rUvJN5CN3fuXKKjo2nXrh0AKSkp/P7773Tr1o1q1aoBMGjQILZs2eLJMIuvzEyY9ShUCIJuT3k6GmOMMcaUIDNWxvHPb9ZzNDWdy8ICeGtQK65tEWL7wJhc5SeRye2rcs3lOm2BnkA5YLGILFHVM/7aV9UxwBiAyMjInNc4w7l6TgqLqjJ06FBefvnlU2Vff/01M2bMyLV+mTJlyMzMPHXuyZMniyTOYmv15xC3HG78AMpV9nQ0xhhjjCkBMjKV137cxP9+3U778ECeuKYJbWpXtlXITJ7yk97GAbWyvQ4D4nOp84OqJqvqQeA34LKCCbFo9ezZk+nTp7N/vzM6LjExkdatWzN//nwSEhJIS0tj2rRpp+qHh4cTHR0NwDfffENaWppH4i4WUpJgzj8hrD20HOzpaIwxxhhTAhxNTWP4xCj+9+t2butYm0+Hd6BtnSqWxJhzyk+PzHKgoYjUBXYDg3HmxGT3DfCeiJQByuIMPXuzIAMtKs2aNePFF1+kV69eZGZm4uPjw+jRoxk1ahSdOnUiJCSENm3akJGRAcDw4cPp168f7du3p2fPnlSoUMHDd+BB8/4NKYlw3VfgZV3AxhhjjMnbHwnJ3D0hiu0Hk3nhxubc3rGOp0MyJcg5ExlVTReRB4EfcZZfHquq60XkXvf4h6q6UUR+ANYAmThLNK8rzMAL06BBgxg0aNAZZR07dmTYsGF/qhscHMySJUtOvc4+JK1U2bvW2RMm8k4IKZGdccYYY4wpQr/HHOT+z1YAMOmu9lxeP8jDEZmSJl/7yKjqLGBWjrIPc7z+D/CfggvNlBiqMOsx8KsM3f/P09EYY4wxppibtDiWUd9uoF5QBT4eGkmdqqV4RIu5YPlKZIzJ05ovYOdiuP4dZ28YY4wxxphcpGVkMmrmej5dupOeTarz1uBWVPLz8XRYpoSyRMacv8wMOLgF4qJgdxSs/xpC20Dr2z0dmTGmBBIRP5xFYnxx2qXpqvqciAQCU4FwIBa4RVUPuec8BdwFZAB/U9Uf3fK2wHicFTRnASNVVUXEF5iIs8JmAjBIVWOL6BaNMcCuxOM8PHUV0X8c4p6u9Xi8dxO8vWxCv7lwlsiYczu693TSEhflbHh58qhzzDcAwiKhz8s2wd8Yc6FOAD1U9ZiI+AALRWQ2cBMwV1VfEZEngSeBJ0SkGc7CMxFAKPCziDRS1QzgA5z9ypbgJDJ9gNk4Sc8hVW0gIoOBV4EzJ0MaYwrN1yt38+zXzvTptwe3ol+rmh6OyFwKLJExeVs9BWbcCyh4lYEaLeCyQVAz0klgAutbAmOMuSiqqsAx96WP+1CgH9DNLZ8AzAeecMunqOoJYIeIxADtRSQW8FfVxQAiMhG4ESeR6QeMcq81HWelTXHf2xhTSI6kpvHPr9fx9ap42tapwluDWlErsLynwzKXCEtkzNkdjnMm8dfqAL1egBotwcfP01EZYy5BIuINRAMNgNGqulREglV1D4Cq7hGR6m71mjg9Llni3LI093nO8qxzdrnXSheRw0BV4GCOOEbg9OhQu3btgrtBY0qhqNhEHp66ij2HU3nkqkY80L0+Zbzty09TcOy/phxiY2Np3ry5p8PwPFWY+TdnPkz/D6FWe0tijDGFRlUzVLUVzqbL7UUkrw/i3AbVax7leZ2TM44xqhqpqpHVqlU7V9jGmFykZ2Ty5pwt3PK/xYjAF/d0YuRVDS2JMQXOemRM7lZMhG1z4drXIbCup6MxxpQSqpokIvNx5rbsE5EQtzcmBNjvVosDamU7LQyId8vDcinPfk6cu3lzAJBYaDdiTCn1R0Iyj0xdxYqdSdzUuibP94uwVclMobHUOBcZGRkMHz6ciIgIevXqRUpKCqtWraJjx460bNmS/v37c+jQIQC6devGI488wpVXXknTpk1Zvnw5N910Ew0bNuSZZ545dc3JkyfTvn17WrVqxT333ENGRoanbu/cknbBj/8H4VdA5F2ejsYYc4kTkWoiUtl9Xg64CtgEzASGutWGAt+4z2cCg0XEV0TqAg2BZe4wtKMi0lFEBBiS45ysaw0AfrH5McZcvIxMJfqPQ7zx02b6vbeQbq/PZ+v+Y7w9uBVvDLKllU3hKrY9Mnv//W9ObNxUoNf0bdqEGk8/fc56W7du5fPPP+ejjz7illtu4csvv+S1117j3XffpWvXrvzzn//k+eef56233gKgbNmy/Pbbb7z99tv069eP6OhoAgMDqV+/Po888gj79+9n6tSpLFq0CB8fH+6//34+/fRThgwZUqD3VyBUYeZDoJnQ7z2byG+MKQohwAR3nowX8IWqficii4EvROQuYCcwEEBV14vIF8AGIB14wF2xDOA+Ti+/PNt9AHwCTHIXBkjEWfXMGHMB9h9JZf6WA/y65QALtx7kcEoaXgKta1fhkasaMaBtGKGVy3k6TFMKFNtExpPq1q1Lq1atAGjbti3btm0jKSmJrl27AjB06FAGDhx4qv4NN9wAQIsWLYiIiCAkJASAevXqsWvXLhYuXEh0dDTt2rUDICUlherVq1MsrZgI2+c5Q8qqhHs6GmNMKaCqa4DWuZQnAD3Pcs5LwEu5lEcBf5pfo6qpuImQMeb8pZzM4MsVcXy+bCfr448AUL2SL72aBdO1cTWuaFCNgPLW+2KKVrFNZPLTc1JYfH19Tz339vYmKSkpX/W9vLzOONfLy4v09HRUlaFDh/Lyyy8XTsAFxYaUGWOMMSabfUdSmbg4lk+X7iTpeBrNa/rzRJ8mdG1UjaYhlXBGcRrjGcU2kSlOAgICqFKlCgsWLOCKK65g0qRJp3pn8qNnz57069ePRx55hOrVq5OYmMjRo0epU6dOIUZ9nmxImTHGGGNc63Yf5pOFO/huTTzpmUqvZsHc1aUe7cKrWPJiig1LZPJpwoQJ3HvvvRw/fpx69eoxbty4fJ/brFkzXnzxRXr16kVmZiY+Pj6MHj26eCUyKybYkDJjjDGmFMvMVOZu2s/HC7azdEciFcp689cOdRjWOZw6VSt4Ojxj/kQ8tWhLZGSkRkVFnVG2ceNGmjZt6pF4igOP3X/SLni/E4S2giEzrTfGmFJERKJVNdLTcRRHubVTxlzKnvtmHRMW/0FogB93dA5nULvaBJSzeS/Gs/Jqp6xHprSzIWXGGGNMqff9mj1MWPwHQzvV4dm+zWzzSlMiWCJT2kWPd4aUXfdfG1JmjDHGlEKxB5N54ss1tK5dmWcsiTElSLH7L7W07k/mkfs+uBV+fBrqdoW2dxb9+xtjjDHGo1LTMnjgsxV4ewnv3toaH0tiTAlSrP5r9fPzIyEhodQlM6pKQkICfn5+Rfem6Sdg+p1Qxg/6f2hDyowxxphS6N+zNrI+/gj/HXgZYVXKezocY85LsRpaFhYWRlxcHAcOHPB0KEXOz8+PsLCwonvDX16AvWtg8GfgH1p072uMMcaYYuH7NXuYuPgPhl9Rl6uaBXs6HGPOW7FKZHx8fKhbt66nw7j0bfsFfn/X2fSyyXWejsYYY4wxRSz7vJjH+zTxdDjGXJB8jScSkT4isllEYkTkyVyOdxORwyKyyn38s+BDNQUi+SDMuBeqNYFeL3o6GmOMMcYUMZsXYy4V5+yRERFvYDRwNRAHLBeRmaq6IUfVBaratxBiNAVFFb6+H1KS4LavoKyNhTXGGGNKm6x5MR8PibR5MaZEy08K3h6IUdXtqnoSmAL0K9ywTKFY9hFs/RGu/hfUaO7paIwxxhhTxGxejLmU5CeRqQnsyvY6zi3LqZOIrBaR2SISkduFRGSEiESJSFRpnNDvUfvWw0/PQIOrocM9no7GGGOMMUXM5sWYS01+JvtLLmU510deAdRR1WMici3wNdDwTyepjgHGAERGRpauNZY9KS0Fpt8FfgFw4wcguf2TGmOMMeZSo6qs232EadG7+HrlbpsXYy4p+Ulk4oBa2V6HAfHZK6jqkWzPZ4nI+yISpKoHCyZMc1F+ehYObIS/fgkVq3k6GmOMMcYUssTkk3y9cjdfRO1i096jlC3jxTXNazDiyno2L8ZcMvKTyCwHGopIXWA3MBj4S/YKIlID2KeqKiLtcYasJRR0sFl+2fkLY9eNZWzvsZT1LltYb3Np2Dwbln8EHR+Ahld5OhpjjDHGFJL0jEwWbD3ItOhdzNmwj7QMpWVYAC/c2JwbWoYSUN7H0yEaU6DOmcioarqIPAj8CHgDY1V1vYjc6x7/EBgA3Cci6UAKMFhVC23oWFpmGqsPrCYmKYZmVZsV1tuUfEm7nFXKglvAVc95OhpjjDHGFAJV5ds1e3h19iZ2J6UQWKEsQzqFMzAyjCY1/D0dnjGFJl8bYqrqLGBWjrIPsz1/D3ivYEM7u6aBTQHYlLjJEpmzST8BXwyBjDQYOB7K+Ho6ImOMMcYUsLVxh3n+2/VE/XGIiFB/nrmuKT2bBlO2jM2BMZe+fCUyxU1YpTAq+FRgY8LGXJYUMADMfgLiV8CgyRDUwNPRGGOMMaYAHTh6gtd/3MwX0buoWqEsr97cggFta+HtZQv6mNKjRCYyXuJF4yqN2ZS4ydOhFE8rP4XocdD5YWh6vaejMcYYY0wBOZmeyYTfY3ln7lZS0jK4u0tdHurZEH8/m/9iSp8SmcgANAlswoyYGWRkZuDt5e3pcIqPPWvg+79D3Suhx7OejsYYY4wxBeSXTft44buN7DiYTI8m1fm/65pSv1pFT4dljMeU2AGUTQKbkJKews6jOz0dSvGRcgim3gblAuHmseBdYvNUY0wpIiK1RGSeiGwUkfUiMtItHyUiu0Vklfu4Nts5T4lIjIhsFpHe2crbisha99g7Is7GWSLiKyJT3fKlIhJe1PdpzIVSVV6etZE7x0chAuOGtWPsHe0siTGlXon9S7dp1dMT/usG1PVwNMVAZiZ8NQKOxMOw2bZfjDGmJEkH/qGqK0SkEhAtInPcY2+q6uvZK4tIM5ytACKAUOBnEWmkqhnAB8AIYAnOIjV9gNnAXcAhVW0gIoOBV4FBRXBvxlyUjEzl6a/WMjVqF7d3rMOzfZvZRH5jXCX2/4T6AfUp41XmgufJzNu8n6XbC22rm6K34HXY+hP0eRlqtfN0NMYYk2+qukdVV7jPjwIbgZp5nNIPmKKqJ1R1BxADtBeREMBfVRe7WwBMBG7Mds4E9/l0oGdWb40xxdWJ9Awe+nwFU6N28bceDfhXvwhLYozJpsT2yPh4+9CwcsPzTmRUlXd/ieGNOVsAuLJRNZ7o05iI0IDCCLNobP0Z5v0bWg6Gdnd7OhpjjLlg7pCv1sBSoDPwoIgMAaJwem0O4SQ5S7KdFueWpbnPc5bj/twFp/ZHOwxUBQ7meP8ROD061K5duwDvzJjzk3winXsnR7Ng60Ge7duMu7rY6BNjcirRaX3jQGflsvzuvZmekcnTM9bxxpwt3NS6Jk9f24TVu5K47p2FjJyykp0Jxws54kJw6A/46m4IjoC+b4J9wWiMKaFEpCLwJfCwqh7BGSZWH2gF7AH+m1U1l9M1j/K8zjmzQHWMqkaqamS1ajZE13hG0vGT3PbJUhbFHOQ/A1paEmPMWZTYHhlwJvx/HfM1+4/vJ7hCcJ51U0463bM/b9zP/d3q81jvxogIg9rV5n+/bmPsoh3MWruHv7SvzYM9GlKtUgnYQDItxdn0MjMTbpkIZct7OiJjjLkgIuKDk8R8qqpfAajqvmzHPwK+c1/GAbWynR4GxLvlYbmUZz8nTkTKAAFAYsHfiTEXZ/+RVG7/ZBk7DibzwW1t6R1Rw9MhGVNslegemaaBpyf85yUx+SR/+XgJczft5/kbIni8TxOyhkYHlPPh8T5N+PWx7gyMrMXkpTvp+p95vDFnC0dT0wr9Hi5YRhp8MRT2rIab/gdV63s6ImOMuSDuXJVPgI2q+ka28pBs1foD69znM4HB7kpkdXG2Rl6mqnuAoyLS0b3mEOCbbOcMdZ8PAH7R/HbnG1NEdiYcZ8CHi9l16DjjhrWzJMaYcyjRiUzjwMYIwsbEjWetsyvxOAM++J318Uf44K9tGHp5eK71gv39+Hf/Fsx55Eq6N6nOO3O30vO/vxIVWwy/sMvMgBn3wNYfneFkja/xdETGGHMxOgO3Az1yLLX8mruU8hqgO/AIgKquB74ANgA/AA+4K5YB3Ad8jLMAwDacFcvASZSqikgM8HfgyaK5NWPOLSNTWbD1AAM+/J0jqWl8NrwjnRsEeTosY4q9Ej20rIJPBWr712Zz4uZcj6/bfZhh45dzIi2DT+/uQLvwwHNes161ioz+SxuGX5HEyCkrGTxmCc9c15Shl4dTLBa4UYXv/wHrvoSrnofIYZ6OyBhjLoqqLiT3OSyz8jjnJeClXMqjgOa5lKcCAy8iTGMKVGamsmLnIb5dHc+sdXs5cPQENfz9+OKeTjQKruTp8IwpEUp0IgPOPJl1B9f9qXzB1gPcOymagHI+fHbf5TQ8zw+FVrUqM/PBLvx96ipGfbuB1XGH+Xf/FpQr611QoV+Yuc9D9Djo8gh0edizsRhjjDEm31SVNXGH+XZ1PN+v3cOew6n4lvGiR5Pq9G0ZSo8m1T3/d4YxJcglkcj8GPsjR04ewb+sPwAzV8fz96mraFC9IuOHtadGgN8FXTugnA8fDYlk9LwY3vh5Cxv3HOF/t7elTtUKBXkL+bfwTecReSf0fM4zMRhjjDHmvJxIz+DjBTuYunwXOxOP4+MtdG1UjSf6NOGqZsFU9C3xf44Z4xEl/v+cJoFNANicuJl2Ndoxackf/PObdbSrE8jHd0Ti7+dzUdf38hIe6tmQFmEBjJyyiuvfXchbg1vRo0neq6SB881LgQ1HixoLP4+C5gPg2tdtmWVjjDGmBFi1K4nHp69my75jdGkQxIM9GtC7WQ0Cyl/c3yfGmEsokdmYsJGlGyrz+k9b6NmkOqP/2gY/n4Lrnu3WuDrfPdSFeyZFc+f4KEb2bMjIng3x8hJUlb1HUtm05yib9h5l094jbNpzlB0JyfRqFsy/+jUnsELZC3/ztdPhu79Dw97Q/0Pwsm5nY4wxpjhLTcvgzTlb+GjBdoL9/Rh3Rzu6N6nu6bCMuaSU+EQmqFwQ1cpV44s1S1i3uio3tgrlPwMvw8e74BdkqxVYnq/uv5z/m7GOt+duZWHMQby9hM17j3I45fRSzaEBfjQJ8adVrcp8tTKOJdsTefmmFlzd7Ny9OH+y5SdnhbI6l8MtE8DbvsExxhhjirPlsYk8Pn0NOw4mc2v72jx1bZOLHiFijPmzEp/IpGdkoidC2X58K3dcHs4/+zbDy6vwhl35+Xjz+sCWtKpdmQ/nbyPY35frWobQtEYlGtfwp3GNSgSUO/1hNfTycP4xbTXDJ0ZxU5uaPHd9xBnH8xTzM3xxOwRHwK1TwKdcId2VMcYYYy5W8ol0/vPjZiYsjiWsSjk+vbuDLaNsTCEq0YlMaloGf/t8JbsPBOIXtJYnr61fqElMFhHh9o51uL1jnXPWbRbqzzcPdObdX7by/vxt/B6TwKsDWtK1UbWzn5SZCQvfgF9edJKY274CP/8CvANjjDHGFKRFMQd54ss17E5KYWincB7r3ZgKNonfmEJVYjfEPHYinWHjlvPThn3c3Lw9SibbkrZ5OqxclS3jxT96Near+y6nol8Zho5dxlNfreXYifQ/V049DFNvg19egOY3w10/QQX7NscYY4wpjnYmHOf+T6P568dLKevtxRf3dGLUDRGWxBhTBErk/2WJySe5Y9wy1scf4c1BlxFZX/luxqtsTNxIRFCEp8M7q8tqVea7h7rwhjv5b8HWAwzrXBcfb6cXKeBYDN1W/p1KKbuJavI4m0L/Qs1tx+jZ1EPLPRtjjDEmV4dT0hg9L4bxi2Lx9hIeuaoR93StV6ALDRlj8pavREZE+gBvA97Ax6r6ylnqtQOWAINUdXqBRZnDVyvi2Lz3KP+7rS1XNQsmUzOp6FORTYmbCustC4yfjzdPX9uUq5sF89i01bzw3QYA+not5jWfMSTjx6CTT7N8VRNY5Rx75rqm3H1FPU+GbYwxxhicubmfLdvJm3O2kJSSxoA2YTzauzHB/he2Z50x5sKdM5EREW9gNHA1EAcsF5GZ/8/efcdHVaWPH/+cKem9hxQgEAgttFCkdxssoqtiBxEWK7ZdXXXXtuzq92dZCwrYu9hWRaoURaQG6aH3ENIhvc3M+f1xBwkYQoAkk/K8X6/7mjtnzr33GdzNzDPnnudorVOq6Pc8sKguAq1s0oDWDGkfRtswHwBMykT7oPbsyN1R15euNb1aBbH0oSGcKCjCa8UzeG6YRUWLXpj/9A4zfSIA0MA/v9vGv+btIMTHnau6R7k2aCGEEKKZ0lrz064sps/fwd7MQvrGBfHElR3pHOXv6tCEaLZqMiLTG9irtd4PoJT6HBgLpJzR717ga6BXrUZYBaXU70nMSR2COvD1nq+xO+yYG8k6K+biLIK/mQCHfoXeU7COmk6Q5fT1Zl66rhu5Ret4+MvNBHm7Mai6IgFCCCGEqFUFpRX8ujeHT9Ye4pc92bQO8eatW5MY0SGs9ha9FkJckJokMlHAkUrPU4E+lTsopaKAccAwqklklFJTgCkAsbGx5xtrtRKCEiixlXCo4BBx/o3gNqyKUvhwLOQegHGzoev1VXbzsJqZfWsS189aw9SPN/DZ5L50jQmo52CFEEKI5sHh0KQcy+fn3Vn8vDuL3w4dx+bQBHhZ+efojtzctyVulkZbK0mIJqUmiUxVPzfoM57/F3hEa22v7tcJrfVsYDZAUlLSmee4KAlBCQDszNnZOBKZpU9DZgrc9DXEj6i2q5+HlQ8m9uLqN1cx8f31fDX1EuJCfao9RgghhBA1U1BawfJdWfy8y0hesgvLAOgY6cfkQXEMbhdKj9hASWCEaGBqksikAjGVnkcDaWf0SQI+dyYxIcAVSimb1vrbWomyBuIC4rCarOzM3ckVcVfU12UvzL5lsOYN6D3lnEnMSWF+Hnw0qQ9/fnMVt767jm/u7EeYTCwUQgghLsrCbek88e02sgvLCPCy3MSHDgAAIABJREFUMjA+lMHtQhkUHyKfs0I0cDVJZNYD8Uqp1sBRYDxwY+UOWuvWJ/eVUu8DP9RnEgNgNVlpG9C24U/4L86Fb++CkPYw4unzOrR1iDfvTezF+NlruO299cz5S1/8PKx1FKgQQgjRdOUUlvHk99v5YcsxOkb6MePG7iS1CsJcDwtrCyFqxznHSLXWNuAejGpkO4AvtNbblVJTlVJT6zrA89EhuAM7c3eida3etVZ7tIYfHoCiLLh6Nrh5nfcpEqMDmHlzT/ZkFDDlw2RKK+x1EKgQQgjRNGmt+WFLGqNeXsGi7ek8PKod393Tnz5xwZLECNHI1OhmT631fK11O611G631dGfbTK31zCr6TqjLNWSqkxCUwImyE2QUZ7ji8ue2ZQ6kfAtDH4cW3S74NIPahfLCtV1Zsz+XB+ZskmRGCCGEqIHMglKmfryBez7dSHSgJ/PuG8g9w+KxmmXuixCNUY0WxGwsOgR1AGBn7k4ivCNcHM0Zjh+C+X+F2H7Qf9pFn+6q7lFkF5bxr3k7+GXPEi7tFMG47lFc0kZ+URJCCCEq01rz7aajPD03heJyO49ensAdA1pjkQRGiEatSSUy7QLboVDsyN3BkJghrg7nFIcd/jfVuLVs3EyopXVu7hgYR6cW/nzzWyoLt6Xz9W+phPm686euLbiqexSdWvhJjXshhBDN2oZDx3l16R5+3p1Fz5aB/N+fE2kjlT+FaBKaVCLjZfWipV9LdubsdHUop1v1KhxeBeNmQWDLWj31JW2CuaRNMM9e1ZmlOzL5dtNRPlh9kLdXHqBNqDfjukcxvncsIT7utXpdIYQQoqFyODRLd2Yy6+d9JB86jr+nlX+M7siEfq3krgUhmpAmlciAMU9mS9YWV4dxyrHNsGw6dLwKEqte9LI2eFjNXJkYyZWJkZwoLmf+1nS+3XiUFxbv5oPVh3jjph70ahVUZ9cXQogLpZSKAT4EIgAHMFtr/YpSKgiYA7QCDgLXaa2PO4/5OzAJsAP3aa0XOdt7Au8DnsB8YJrWWiul3J3X6AnkANdrrQ/W01sU9aTMZufbjUeZvWI/+7KKiArw5MkxHbkuKQZv9yb3lUeIZq/J3RyaEJRAWlEaeWV5rg4FKkrg68ngHQKjX4Z6us0rwMuNG/vE8sXUS1gwbSA+7hZumL2G93490HArugkhmjMb8JDWugPQF7hbKdUReBRYqrWOB5Y6n+N8bTzQCbgMeEMpdfKe3TeBKUC8c7vM2T4JOK61bgu8DDxfH29M1I+84gpmLN/LgOeX88jXW3G3mHllfDd+/usQJvZvLUmMEE1Uk/t/9skJ/7tyd9E7srdrg/nxScjeBbd8C16uGQ3pEOnHd/f058E5m3l6bgqbjpzgP1d3wcutyf2nF0I0UlrrY8Ax536BUmoHEAWMBYY4u30A/AQ84mz/XGtdBhxQSu0FeiulDgJ+WuvVAEqpD4GrgAXOY55ynusr4HWllNLy606jVWF38OvebL7fnMbCbekUl9sZGB/Cy9d1o3/bYJkjKkQz0OS+zbYPag/Ajtwdrk1kUr6HdbOgz53QZqjr4gD8PKzMvqUnb/y0lxd/3M2u9AJm3tyTViHeLo1LCCHOpJRqBXQH1gLhziQHrfUxpVSYs1sUsKbSYanOtgrn/pntJ4854jyXTSmVBwQD2WdcfwrGiA6xsbG19bZELXE4NL8dPs53m9KYt/UYuUXl+HpYGJPYglv7taRTC39XhyiEqEdNLpEJ9gwmzDOMnbkunPCfvQe+vQuiesLIp10XRyUmk+KeYfF0iQ5g2ucbGfP6Sv57fTeGdwh3dWhCCAGAUsoH+Bq4X2udX80v6lW9oKtpr+6Y0xu0ng3MBkhKSpLRmgZAa82OYwV8vzmNuZvTOHqiBHeLiREdwxnbtQWD24fibqmdaqBCiMalySUyAAnBCa5LZMqLYM4tYHGD6z4ES8OqFja4XShz7xnA1I83MOmDZO4b1pZpI9pJFRchhEsppawYScwnWutvnM0ZSqlI52hMJJDpbE8FYiodHg2kOdujq2ivfEyqUsoC+AO5dfJmxEWz2R1sOHScJTsyWLIjkwPZRZhNikHxITx8aTtGdozAR+a9CNHsNcm/AglBCfx69FdKbaV4WDzq78Jaw/f3OefF/A/8o899jAvEBHnx9Z39eOLbbby6bC/fbU4jyNsNT6sZD6sZD6sJD4sZd6sZT6uZMD93JvRrhYdVfvESQtQ+ZQy9vAPs0Fq/VOml74HbgOecj99Vav9UKfUS0AJjUv86rbVdKVWglOqLcWvarcBrZ5xrNfBnYJnMj2lYCstsrNidxZKUDJbtyuREcQVuZhOXtAlm0oDWXNElkiBvN1eHKYRoQJpkItMhqAN2bWfP8T10Ce1SfxdeOwu2fQXDn4S4IfV33QvgYTXz//6cSO/WQSzenk5phYPSCjv5pRW/75dWOCirsFNQZmPhtnTeujWJUN+GNcIkhGgS+gO3AFuVUpucbY9hJDBfKKUmAYeBawG01tuVUl8AKRgVz+7WWtudx93JqfLLC5wbGInSR87CALkYVc+Ei9nsDr7blMZ3m9NYsy+HcruDAC8rw9qHMbJjOAPbhcrIixDirJrkX4dOwZ0ASM5Irr9E5vAaWPw4tL8SBjxQP9e8SEoprkuK4bqkmGr7LdyWzv1zNjLujV95b0Iv4sN96ylCIURzoLVeSdVzWACGn+WY6cD0KtqTgc5VtJfiTISE69kdmu83H+WVJXs4mFNMy2AvbuvXkhEdwunZMhCLucmtDiGEqANN8i9FpE8kXUK68MP+H+rnggUZ8MVtEBAL496st/Vi6stlnSOYM+USymwOrn5jFSv3ZJ/7ICGEEOIMDofmhy1pXPrfFTwwZzMeVjOzb+nJTw8P4fErO9InLliSGCFEjTXZvxZj2oxh9/Hd7MrdVbcXstvgq9uhNA+u/xg8mmbpx64xAXx7d39aBHgy4b11fL7ucK2c1+HQPDM3hcv+u4LMgtJaOacQQoiGRWvNou3pXPHqL9zz6UYU8MZNPZh/30BGdYqQNV+EEBekySYyl7W6DIuy1P2ozNKn4NBK+NOrEN6pbq/lYlEBnnx15yX0axvCo99s5T8LduBwXPhcWbtD88jXW3j31wPsySxk6kcbKLPZz32gEEKIRqHMZufHlAz+9Pqv/OWjDZTZHLwyvhsL7x/EFV0iMUnFTCHERWiSc2QAAj0CGRA9gHn753F/j/sxm+qg4tb2b2HVa9B7CiReV/vnb4B8Pay8e1sST83dzqyf93Mou5iXr++Gp9v5/ftW2B08+MVm5m5O4/4R8bQL9+WuT37jsW+28cK1ifLrnBBCNFLH8kr4aVcWy3dm8uvebIrK7cQEefLCtV25qlsLuXVMCFFrmmwiAzAmbgw/HfmJtcfW0i+qX+2ePGcffHc3RPeGUX+Yb9qkWcwmnh3bmVbB3kyfv4Pxs1fz+o09iAnyqtHxZTY79322kUXbM3j08gSmDm4DwLTh8byydA8JEb5MHhRXl29BCCFELbHZHWw8coJlOzNZvjOTnekFgDGKP65HFEPahTG4fShWSWCEELWsSScyg2MG4+vmy9z9c2s3kXE4jCTGZIZr3zcWv2xmlFLcMTCO2CAvpn2+iWEv/sRNfVpy77C2BPucvURzaYWdqR9v4KddWTw1piMT+rf+/bVpw+PZnVHAfxbsoG24D0Pbh9XHWxFCCHGe0vNKWbE7i593Z/HLnizyS21YTIqkVoH8/fIEhiaEER/mI6PrQog61aQTGXezO5e2upR5++dRXFGMl7VmIwbnlPwOHF4NY98A/6jaOWcjNapTBMseHswrS/bw4eqDfJl8hMmD4rhjYNwfav8Xldm444Nk1hzI4T9Xd+GG3rGnvW4yKV68riuH3izmvk838r+7+9E2TEo9CyGEq5XZ7CQfPM7Pu7P4eVcWuzKMUZdwP3cu7RTBsIQw+seH4OdhdXGkQojmRLlqYeOkpCSdnJxc59f5LeM3blt4G/8e8G/GtBlz8Sc8cRjeuARi+sDNXze5UssXY29mIS8s2sXC7ekEe7tx77C23NinJW4WE/mlFdz+3np+O3ycF6/ryrju0Wc9z9ETJYx9fSU+7ha+vbs/AV7Nb8RLiPqilNqgtU5ydRwNUX19TjVUJeV2ftiSxoJt6azel0NJhR03s4lerQMZ3C6UQe1CaR/uK6MuQog6Vd3nVJNPZLTWXP7N5cT4xvDWqLcu9mTw8dVwZB3ctdpYN0b8wcbDx3l+4U7W7M8lJsiTe4fF88maQ2xPy+eV8d25MjHynOdIPpjLDW+toXfrIN6f2Pui761OPV6M3aFpGex9UecRoqmRRObsmmsisy+rkE/WHOarDUfIL7URG+TF0PZG4tI3Lhhv9yZ9M4cQooGp7nOqRn+NlFKXAa8AZuBtrfVzZ7w+FngWcAA24H7nSs0up5RidNxoZm+ZTUZRBuHe4Rd+sk2fwr5lcMULksRUo3tsIJ9N7svPu7N4fuEu/vbVFtzMJmbe3JMRHWv275/UKojp47rwt6+28K8fUnh67B8W6q6R/NIKZizby7u/HsDNbOKdCb3oGxd8QecSQoimqsLuYPH2DD5ec4jV+3OwmhWXdorg5r4t6dM6SEZdhBAN0jkTGaWUGZgBjARSgfVKqe+11imVui0Fvtdaa6VUIvAFkFAXAV+IMW3GMGvLLOYfmM/EzhMv7CQF6bDo7xDbD5Im1W6ATZBSiiHtwxgUH8rilHRCfT3o2TLwvM5xXVIMu9ILeGflAdpH+HFjn5onj3aH5vP1h3lp8W5yi8u5uns0W1JPMOG9dcy+JYlB7ULP9y0JIUSTk3q8mDnrj/D5+iNkFZQRFeDJXy9tz3VJMYT6nr1wixBCNAQ1GZHpDezVWu8HUEp9DowFfk9ktNaFlfp7A665X+0sWvq1JDE0kbn7515YIqM1zHsIbGXwp9fAJCUka8pkUlzW+dy3kp3N3y9PYE9mIf/8bhvLdmYwuH0YQ9qFVlvqedXebJ75IYWd6QX0ahXI+6N70yXan5zCMm5+Zx13fJDMGzf1qPHokBBCNBVaa7an5bNkRwY/pmSwPS0fpWBY+zBu6hvL4HZhmGWRSiFEI1GTRCYKOFLpeSrQ58xOSqlxwH+AMODKqk6klJoCTAGIja3fW7PGxI1h+trp7MrdRfug9ud3cMq3sPMHGPE0hLStmwBFlSxmE6/f2J2XFu9m6c4MluzIBKBNqDdD2ocxpH0ovVsH4W4xcyC7iH/P38GPKRlEB3ryxk09uLxzxO+3RAT7uPP55L7c+t46pn68ocbzdYQQ4nxl5pfy/MJd/GVwHO3CXVt9sdzmYO2BHH5MyWBJSgZpeaUoBT1jjVLJVyZGEh1YS1U9hRCiHp1zsr9S6lrgUq31Hc7ntwC9tdb3nqX/IOCfWusR1Z23vidRnig9wdAvh3Jjwo38tddfa35gcS7M6A1+UXDHUjDLJEdX0VqzP7uI5Tsz+Xl3Fmv351Jud+BpNdMtJoDkQ7m4mU3cNbQtkwa0xsNqrvI8BaUV3P7+ejYcOs4L13bl6h5nr6AmRFMnk/3P7mI+p5buyODezzZSXG5nZMdw7hrShu6x53d77fkqs9lJO1FK6vFijh4v4eiJEvZlFfLL7mwKymx4WE0MjA9lZMdwhiWEEVLNml9CCNFQXOxk/1QgptLzaCDtbJ211iuUUm2UUiFa6+zzC7XuBHgEMChqEPMPzOeBng9gMdUwIVn4KJQch1u+lSTGxZRStAn1oU2oD3cMjKO43MbqfTn8tCuLNftzGNc9iodHtSfMz6Pa8/h6WPng9t7c8UEyD325mdIKx3nNvxFCiHMZ3iGcXx8ZxvurDvL+qoP8mJJBvzbB3DWkLf3bBlc7eV5rTerxEjYdOUF6XikVDgcVNk2F3XH6vt1BYZmNoydKOHq8hMyCstPOYzYpIv09uKJLJCM7htO/bQieblX/wCOEEI1RTb6ZrwfilVKtgaPAeODGyh2UUm2Bfc7J/j0ANyCntoO9WGPajGHZkWWsPbaW/lH9z33A7sWwZQ4MfgQiLqxqlqg7Xm4WhncIZ3iH85/r4uVm4d0Jvbjz4w089r+tlFbYuX1A6zqIUgjRXAV6u/HAyHZMHhTHZ2sP89Yv+7n5nbV0jfbnrqFtGdkhHJNJkV9aweYjJ9h0+ASbjhhbTlH5H86nFLiZTVjNJqxmhdVswsvNTFSgJ0PahxId6EVUgCdRgZ5EB3oS4eeB5SJL1wshREN2zkRGa21TSt0DLMIov/yu1nq7Umqq8/WZwDXArUqpCqAEuF67aoGaagyKHoSfmx9z9889dyJTmg8/3A+hCTDwofoJUNQrD6uZWbckcd9nG3nmhxTS80tpE+pNaYWD0gq78Wiz/75vszuIC/WhW0wAidH+spaCEKJGfNwtTB4Ux639WvL1hqPM/Hkff/loA3Gh3ihgX1bR731Pzv/rFhtA95gAYoO9fk9eZBK+EEKcrskviHmmZ1Y/ww/7f2D5dcvxtlazOOL398HGj2DSjxAtt483ZTa7g4e+3Mx3m/54x6TVrPCwmPFwM2NSkJFv3LphUtAu3Jeu0QF0iw2gW0wA7cJ95YuGaHRkjszZ1dXnlM3uYN7WY3yy5jC+Hha6xRh/RxKjA/D3tNb69YQQojG76AUxm5Ixbcbw5e4vWXJoCWPbjq260+7F8NsH0O8+SWKaAYvZxH+v78bDo9pjMik8LCY8rGY8rOY/JCa5ReXGLSDObeH2dOYkG0X9vNzM55w8G+brztU9ovlTtxb4yIiOEM2SxWxibLcoxnaLcnUoQgjRqDW7b1LdQrsR7RPN3P1zq05kinPh+3shrCMMfbz+AxQuoZSqdm2ak4K83RiaEMbQhDDAmJR7MKeYTUeOs/lIHnklFdUevz0tj8f+t5V/zUthdGIk43vH0j0mQFbNFkIIIYQ4T80ukVFKMabNGGZunkl6UToR3hGnd5j/MBRnw01fgLX66ldCKKVoHeJN6xBvxnU/dxlnrTUbj5xgzrojzN2SxhfJqbQL9+H6XrFc3T2KQG+3C45Fa01aXimeVjNBF3EeIYQQQojGoNklMgCj40bz5uY3mbNrDtN6TDv1wrZvYNvXMPQJiOzqugBFk6WUokdsID1iA/nHmI7M3ZzG5+uP8OwPKTy/YCcjOobRqYU/LYO9aBXsTasQ77PegpZXUsGW1BOn3eqWXViOxaQY2TGc63vFMDA+VObtCCGEEKJJapaJTKxfLCNiR/D21rdJK0zjib5P4FtWBPMehKieMOABV4comgEfdws39I7lht6x7DiWz5z1R1i4LZ35W9NP6xfi406rYC9ahXgTHejJkdwSNh05flqlo7hQbwa1C6VbTABHcov5+rejLNiWTlSAJ9cmRXNtUgxRAZ71/RaFqDGl1LvAaCBTa93Z2fYUMBnIcnZ7TGs93/na34FJgB24T2u9yNneE3gf8ATmA9OcSwO4Ax8CPTGWB7hea32wXt6cEEKIOtHsqpadZHfYeXvr27y5+U3CvcJ5rtRK94Pr4S+/QGg7l8UlRFGZjUM5xRzKKeJAThGHsouNx5wiMvLLCPZ2M6ocVVPpqNzm4MeUDD5ff5iVe411aQe3C2V8rxiGdwjHrJSztPTJUtPGfkmFnXKbA001fxc0lNsdZxxrp9RmPC+psBMd6MV1SdG4W2TxvYauoVQtU0oNAgqBD89IZAq11i+c0bcj8BnQG2gBLAHaaa3tSql1wDRgDUYi86rWeoFS6i4gUWs9VSk1Hhintb6+uphc/TklhBBCqpZVyWwy85euf+GSFpfwyJK7mGA7wZRuV/CX4Ljm+48iGgRvdwsdW/jRsYXfH14rrbDjbjGdsziAm8XElYmRXJkYyZHcYr5MPsIXyalM/fg3zCaF3VF3P2BYzYoKu2bmT/t4YGQ7xnWPqvXb27aknsDLzUzbMN9aPa9wHa31CqVUqxp2Hwt8rrUuAw4opfYCvZVSBwE/rfVqAKXUh8BVwALnMU85j/8KeF0ppRrimmdCCCFqptl/Z0+0+PPVwQP8OzKGmTnJrFp4G88NfI4Y3xhXhybEH3hYz3+EIybIiwdHtee+4fH8vDuLDYeO43ayxHSlUtMeVhPuVjPuFhOmcyRKVrMJD6txrGfl4y1GyeqVe7J5fuFOHv5yM2+t2M9fL23P8A5hF12dLb+0gucW7OTTtYcxKbixTywPjGhH8DnKXotG7R6l1K1AMvCQ1vo4EIUx4nJSqrOtwrl/ZjvOxyPw+0LPeUAwkF35YkqpKcAUgNjY2Fp/M0IIIWpP805kHA749i68tWL6VV8w8HgKz6x+hmvnXsvjfR5ndNxoKYsrmgyL2cTwDuEM7xBe59caEB9Cvzb9mb/tGC8s2sUdHyaT1DKQRy9PIKlV0AWdc9H2dP753TayCsq4Y0BrbA7NR2sO8d2mNO4bFs9t/VrhZjHV8js5fw6HZk9mIWv255BTWMaNfVoS4S8VEC/Qm8CzgHY+vgjcDlT1h1lX0845XjvVoPVsYDYYt5adf8hCCCHqS/NOZNbOhEMrYewMCIjlsoBYuoZ25dFfHuWxlY/xa9qvPHXJU3hY5EuIEOfLZFKMTmzBpZ0imLP+CK8s3cOfZ65mRIcwHhrVng6Rf7x1riqZBaU89f125m9NJyHCl9m3JNE1JgCAm/vGMn3eDqbP38Enaw/x2BUdGNkxvF5/gKicuKzZn8PaA7nkFpX//vqsFfuZ0L8Vdw1ui7+XrNp+PrTWGSf3lVJvAT84n6YClYfNo4E0Z3t0Fe2Vj0lVSlkAfyC3biIXQghRH5rtZH+ydsOsgRA3FG74DCp98TlZCGDGphl0CenCK8NeIcQzxHWxCtEEFJfbeO/Xg8z8aR8FZTZigjzp2zqYvnHB9IkLIjrw9AVJtdZ8kXyE6fN2UGpzMG14PFMGxWE1/3HU5addmfxr3g72ZhbSr00w/xjdscaJUmV2h+ZwbjG70vPZlV5ISYX9rH01msM5xaclLlEBnvSNC6ZvXBB944IBeOnH3Xy76Si+7hbuHNKWCf1a4enWcIogNJTJ/gDOOTI/VJrsH6m1PubcfwDoo7Uer5TqBHzKqcn+S4F452T/9cC9wFqMyf6vaa3nK6XuBrpUmux/tdb6uuricfnnlBBCiGo/p5pnIuNwwLujIGcf3LUGfKu+1WbpoaU8+sujBHsGM2P4DNoEtKnnQIVoeo4XlfPtpqO/j16cKK4AIDrwZBIQTOsQb15YtIvV+3Po3TqI/1zdhTahPtWet8Lu4LN1h3npx93kl1QwsmM4UQFeBHhZCfCy4u9pJdDLzXju6Ya71cS+rEJ2pRew81gBOzMK2J1e8HvyohRVJk2Vhfq4n5a4xAR5Vdlvx7F8/m/hTpbvyiLcz537R7Tj2p7RWM5x/vrQUBIZpdRnwBAgBMgAnnQ+74ZxC9hB4C+VEpvHMW4zswH3a60XONuTOFV+eQFwr7P8sgfwEdAdYyRmvNZ6f3UxSSIjhBCuJ4nMmbZ8Ad9MhqtmQrcbqu26PXs79yy7h1JbKS8NeYlLWlxST0EK0fQ5HJpdGQWn3ZZ1MrHxdbfw9ys6ML5XDKbzqHqWV1zBK0v3sGh7OnklFRSW2c55TKCXlQ6RfrSP8KVDhB8Jkb7Eh/nW+sjJ2v05PLdwJxsPnyAu1JuHR7VnWELYBRVxqC0NJZFpiCSREUKIi1ScCwd/gY5jL/gUkshUVlECryWBdwhMXg6mc/8ieqzwGHcvu5sDJw7wRN8nuKbdNfUQqBDNj8Oh2Z1ZwLaj+QxoG1Irk+Qr7A5OFFeQV1LOieIKThRXcLy4nJIKO62CvUmI8CXU173e5tVorVmcksH/W7SLvZmFmBS0CvGmQ4SRSCVE+JIQ4Ud0oOd5JXAXShKZs5NERgghLlBpHqx5E1bPML57P5gCPmEXdCpZR6ay1TMgPxWunlWjJAYg0ieSDy/7kIdXPMxTq5/iUMEh7u9xPybl+ttChGhKTCZFQoQfCRHnP7/lbKxmE6G+7oT6NowSzUopLu0UwYgO4SzfmcnWo3nsTM9ne1oe87cd4+RvS95uZtpF+NIq2JsIfw8i/DwI9/Mg0t+DCH8PQnzca319HiGEEOKilBfB2lnw6ytQegISRsPQxy44iTmX5pXIFGbCypeNf9RWA87rUB83H14f9jrPrXuO97a9R2pBKtMHTMfT4llHwQohmjKzSTGiYzgjOp6ao1dUZmN3RoExbye9gB3H8ll3IJfMglIq7PoPx4f5uhMX6s0nd/St7/CFEEKIUypKIPld43t2URbEjzISmBbd6/SyzSuRWT4dbKUw8pkLOtxisvB4n8eJ9Y3lheQXOFZ4jFmjZuHnVnu/Hgshmi9vdwvdYwPpHht4WrvDockpKicjv5RjeaWk55eSkWfsy1JXQggh6oTWsOdHKM4BNy+weoPV8/R9qyds/x/88iIUHIPWg2HYExDTu15CbD6JTEYK/PYh9JkKwRdefUwpxa2dbiXKN4qHf3qYR1c8ymvDXsNsajjlVIUQTYvJpH6/Pa5zlL+rwxFCCNHU2cph3gOw8eOa9Y+9BK5+C1oPrNu4ztB8EpnFT4C7Hwz6a62cbnjscB7t/Sj/WvsvZmyawX097quV8wohhBBCCOEyxbnwxa1GtbFBfzMq/FaUQHkxVBQ5H51beTGEJRgjMS64RaB5JDJ7lsC+pXDpf8ArqNZOe13760jJTeGtrW/RMbgjI1qOqLVzCyGEEEIIUSWtjeTCXmbsa0fVm2cguPvW/LzZe+HT6yDviDHCkljtusEuV6NERil1GfAKYAbe1lo/d8brNwGPOJ8WAndqrTfXZqAXzG4zRmOC4qDXHbV6aqUUj/d5nL3H9/LYysdo5deKtoFta/UaQgghhBCimSk5Div/C/lHoawASvONx7K8U/vafu7zWDyg6w1wyd0rVSrUAAAgAElEQVQQEl993wMrYM4tYLLAbT9AbJ/aeS916JyJjFLKDMwARgKpwHql1Pda65RK3Q4Ag7XWx5VSlwOzgYbx7jd+CFk74PqPweJW66d3M7vx0pCXGD9vPNOWT+PTKz/F313uYRdCCCGEEBcgfRvMuQnyUsE/2pga4e4HATHg3skYYfHwMx4tHqBMzk1V2nduR9bBpk9hw/vQ/nIjoWnZ/4+3gW34AOY9CMFt4cY5ENjKFe/8vNVkRKY3sFdrvR9AKfU5MBb4PZHRWq+q1H8NEF2bQV6w0nxYNh1i+xkll+tIuHc4Lw15idsX3c6jvzzK68Nel8n/QgghhBDi/Gz5Er6/FzwDYOJCiOl1cefrfrNRRWz928a2a75REvmSe6DjWCPZWfIkrHoN2o6AP78LHo3nB/marOgYBRyp9DzV2XY2k4AFVb2glJqilEpWSiVnZWXVPMoLtfJlKM6GS6fX+QSk7mHd+Xvvv7Py6EpmbJpRp9cSQgghhBBNiL0CFv4dvrnDSDSm/HzxScxJPmHGmi4PbIfRLxu3pX09CV7tDh/8yUhiek+BG+Y0qiQGajYiU1UGoKtoQyk1FCORqXK1Sa31bIzbzkhKSqryHLXmxGFYPQMSx0NUjzq91EnXtruWlBxj8n9CUAKjWo2ql+sKIYQQQohGqjATvpwIh1Yay4SM+heYrbV/HasnJN0OPSbAnkWw6nU4vBou/3/QZ0rtX68e1CSRSQViKj2PBtLO7KSUSgTeBi7XWufUTngXYekzxijM8H/U2yWVUjzW5zH2nNjDE78+QWv/1sQHnmNilRBCCCGEaJ5Sk40J9iXHYdxs6Hp93V/TZDLmy7S/3Kh8ZvWs+2vWkZrcWrYeiFdKtVZKuQHjge8rd1BKxQLfALdorXfXfpjnKWcfbP3SmNDkX7/TddzMbrw85GW8rd5MWz6NvLK8er2+EEIIIYSoY0U5xnorF2PD+/De5WC2wKTF9ZPEnKkRJzFQgxEZrbVNKXUPsAij/PK7WuvtSqmpztdnAv8EgoE3lDEXxaa1Tqq7sM9h90LjscdtLrl8mFcYLw95mYmLJjJx0URmDJtBpE+kS2IRQgghhBC1xOGAtW/Cj0+CowJ8IiCsg7GFJkBYRwhtb1QVA7CVQe4ByNkD2XsgZ6/zcY8xCtNmGFzzTq2uc9icKK3rdqrK2SQlJenk5OS6OfkHY6AwC+5eUzfnr6HVaat58KcH8bB48Pqw1+kU0sml8QghxJmUUhtc+sNTA1ann1NCiManMAu+vRP2/gjtr4DYvpC5EzJTIGsX2EpO9fWLNua5nDhkLEx5kk+EsZ5LSLwxqb/bTSCVbqtV3edUjRbEbFRK8+HQKqOsnItd0uISPrr8I+5eejcTFk7guYHPMbzlcFeHJYQQQgghzsfepfC/qVCaB1e8YCyyXrkirsNhJC2ZO4z1CzN3gMMGXa41kpbgtsZ2cqRG1Iqml8jsW2b8D6fdpa6OBIC2gW355MpPmLZsGg/89AAP9nyQ2zrdhqrjctBCCCGEEOIi2cph2bOw6lUI7QC3fgvhVdxhYzJBUGtjS7ii/uNspmoy2b9x2bMYPAIgurerI/ldiGcI71z6DiNajuDFDS/y7JpnqXBUuDosIYQQQghxNjn74N1RRhKTdDtMXlZ1EiNcpmklMg4H7F5krExqbliDTR4WD14Y/AKTOk/iy91fcs/SeygoL3B1WEIIIYQQorLSPNj4CcwaZEzUv+4jYyFJNy9XRybO0LC+7V+stN+gOBvaXebqSKpkUibu73k/Lf1a8szqZ7h1wa38d+h/aenX0tWhCSGEEEI0D2WFcPyAsXj6adsh47HUuXRGbD+45q16X8pD1FzTSmR2LwJlgrYNe0L9uPhxRPpE8uDyBxn9v9HEB8YzIGoAA6MG0i2sG1ZTHazmKoQQDZhS6l1gNJCpte7sbAsC5gCtgIPAdVrr487X/g5MAuzAfVrrRc72nsD7gCcwH5imtdZKKXfgQ6AnkANcr7U+WE9vTwhR37SG/LRTZY+zdzu3PZB/9PS+Vm8IiDW2mL7GY3Ab44dxqSjWoDWxRGYhxPRpFLW4+0b25es/fc3CgwtZeXQlH23/iPe2vYe31Zu+kX0ZEDWAAVEDiPCOcHWoQghRH94HXsdINk56FFiqtX5OKfWo8/kjSqmOGIszdwJaAEuUUu201nbgTWAKsAYjkbkMWICR9BzXWrdVSo0HngdcsPqcEKJOZe0y1ng5+AuUF55qd/M1qoe1GuisItYGAloam1fQ6RXIRKPRdBKZ/DRI3wIjnnJ1JDUW6RPJxM4Tmdh5IkUVRaw5toaVR1ey8uhKlh5eCkCUTxQ+Vh/cLe54mD3wsHjgbjb23S3u+Lr5cm38tcT4xbj43QghxIXTWq9QSrU6o3ksMMS5/wHwE/CIs/1zrXUZcEAptRforZQ6CPhprVcDKKU+BK7CSGTGAk85z/UV8LpSSmlXLaYmhKhdJSfg5+dh3WxjhKXrDRCWACHtjM0nXJKVJqjpJDJ7FhuP8Q2j7PL58rZ6Mzx2OMNjh6O1Zt+Jfaw8upKUnBRK7CWU2coos5eRXZJNma2MUnsppbZS8srz+GzHZ9zd7W5u7ngzFlPT+U8qhGj2wrXWxwC01seUUmHO9iiMEZeTUp1tFc79M9tPHnPEeS6bUioPCAayK19QKTUFY0SH2NjYWn0zQog64LDDxo9h6TNQnAM9b4Nh/wDvEFdHJupB0/nWu3sx+MdCWAdXR3LRlFK0DWxL28C25+ybUZTBv9b+ixc3vMiCgwt4ut/TJAQl1EOUQgjhMlX9rKqraa/umNMbtJ4NzAZISkqS0RohGrLDa2DB3+DYZmNuy81fQ4turo5K1KOmkchUlML+5dDtxmY3bBjuHc6rQ19l8aHF/Hvtvxn/w3gmdJrA1K5T8bB4uDo8IYS4GBlKqUjnaEwkkOlsTwUq308bDaQ526OraK98TKpSygL4A7l1GbwQ4gIUZsK2b8BsBXdfY3PzAXcfcPcz9m0lsGw6bP0CfFvANe9A52ua3XdA0VQSmYMroaK4wZZdrmtKKS5tdSl9I/vyYvKLvLPtHZYcXsKTlzxJr4herg5PCCEu1PfAbcBzzsfvKrV/qpR6CWOyfzywTmttV0oVKKX6AmuBW4HXzjjXauDPwDKZHyNEA3N4LXx5GxQcO3dfszsMfBgGPghu3nUfm2iQmkYis2cRWL2MShTNmL+7P8/0f4Yr4q7g6VVPc/ui27km/hoeSnoIXzdfV4cnhBBnpZT6DGNif4hSKhV4EiOB+UIpNQk4DFwLoLXerpT6AkgBbMDdzoplAHdyqvzyAucG8A7wkbMwQC5G1TMhREOgNaydBYsfB/8YmLwc/FoY672U5RvVx8oKTj23lUHClRDU2tWRCxdr/ImM1kbZ5daDwSq3UoFR2vmbsd/w5qY3+SDlAzZnbeatUW8R4ikT34QQDZPW+oazvFTlwmBa6+nA9Crak4HOVbSX4kyEhBANSFkhzJ0G276C9lfAVW+CZ4DxmvwGK87B5OoALlrWLmMV1naNs1pZXfG0ePJg0oPMGjmLo4VHmbhwIulF6a4OSwghhBDCkL0H3h4O27+B4f+E6z85lcQIUQONP5HZvdB4jB/l2jgaqL6RfZk5YiZZJVlMWDiBo4VHz32QEEIIIcT5sJVBXiqkbYLc/WC3Vd8/5TuYPRSKsuCW/8HAh8DU+L+WivrV+G8t27MYIrqAf9S5+zZTPcJ78Paot/nLj3/htgW38c6l79DSr6WrwxJCCCFEY5J7ALZ9bSxCXpQJRdlGlbGibCjLO72vyQqBLSGoDQS3gaA44zGwNSS/A6teg6gkuO4D8I+u+npCnEPjTmRKjhs1xAc84OpIGrzOIZ1599J3mbx4MhMWTuDtUW/TJqCNq8MSQgghREOmNexbBuvect4Fo8ErGLxDjS0yEbzDnM9DjK3kuDEqk7PPeDz4i1FdtrJed8Cl/waLu0velmgaGncis3cpaHuzLbt8vtoHtee9y95j8uLJTFw4kdmjZsvimUIIIYT4o7IC2PQZrJsNOXuMRGXQXyFpolFR7HxobZRUztkHufvALxriR9RN3KJZadyJzO5Fxq8CUT1cHUmj0SagDe9f9j53LL6D2xfdzqwRs+gS2sXVYQkhhBCiIcjeY4y+bPoUygsgqieMmw2drrrw0ROljOTHrwW0bt5LZYja1XhnVTnssPdHY5K/yezqaBqVWL9Y3r/sffzd/Jn842Q2ZGxwdUhCCCGEcBWt4cAv8Mm18HoSbHjPWKfljmUweRl0vV5uARMNUo0SGaXUZUqpXUqpvUqpR6t4PUEptVopVaaUerj2w6xC6nrjHkwpu3xBWvi04P3L3ifMK4y7ltzFztydrg5JCCGEEPXJboNt38BbQ+GD0XD0NxjyGDywHa6eBdE9XR2hENU6ZyKjlDIDM4DLgY7ADUqpjmd0ywXuA16o9QjPZvdCMFmgzbB6u2RTE+4dzlsj38LXzZe7l9wt68wIIYQQzUF5EaydDa/1gK8mQmk+jH4ZHtgGQx4BnzBXRyhEjdRkRKY3sFdrvV9rXQ58Doyt3EFrnam1Xg9U1EGMVdu9GGIvAQ//ertkUxTuHc6bI96k2FbMnUvuJL8839UhCSGEEKIuFGXD8n/Dy51hwV/BJxyu/xjuWQ9Jt4PV09URCnFeapLIRAFHKj1PdbadN6XUFKVUslIqOSsr60JOYThxBDK3y21ltSQ+MJ7/Dv0vB/MP8uDyB6mw118+KoQQQog6VlECK16AV7rBz89DbF+4fRHc8SN0GCNzjUWjVZNERlXRpi/kYlrr2VrrJK11Umho6IWcwrBnkfEoZZdrTZ/IPjzT7xnWpq/lyVVPovUF/ScWQgghREPhcMDmz+G1JFj2LLQeBHethRs+M5IZIRq5mpRfTgViKj2PBtLqJpwair8UxlgguK1Lw2hqxrQZQ1phGq9vep1In0ju7X6vq0MSQgghxIU4uBIWPQ7HNkFkNxg3U0ofiyanJonMeiBeKdUaOAqMB26s06jOJSAGek5waQhN1ZTEKRwrOsbsLbNp4d2Ca9pdc9a+x0uPs+jgIn5O/ZkbEm5gUPSgeoxUCCGEEH+QvQd+/Cfsmm8sPDluNnS5FkyNd8UNIc7mnImM1tqmlLoHWASYgXe11tuVUlOdr89USkUAyYAf4FBK3Q901FrLzPFGRinF430fJ704nWfXPEuYVxgDo0/9glNiK2H54eXMOzCPVUdXYdM2vK3erE5bzbP9n2VMmzEujF4IIYRowk4cMZaeKCuAsvwzHgsgLxW2fQ0WTxj+T+h7l0zgF01aTUZk0FrPB+af0Taz0n46xi1nogmwmqy8OPhFJiycwEM/P8S7l75LXlke8/bPY+nhpRTbign3CueWTrdwZesrifaNZtqyaTy28jHyy/O5qcNNrn4LQgghRNPgsMPOebDqNUhdd/Z+ymxUcu1xq7EWjM9FzEUWopGoUSIjmh9vqzczhs/g5vk3c8O8GwDwtfpyeevLuTLuSnqG98SkTg1Tzxgxg7/9/DeeW/cceWV53Nn1TpSqqk6EEEIIIc6pogQ2fQqrZ0DuPghoCSOfhaDW4O7r3PxP7Vs9QT53RTMjiYw4qzCvMGaOmMmHKR8yIGoAA6MH4m52r7Kvu9mdF4e8yFOrnuLNzW+SV5bHI70fOS3ZEUIIIcQ5FOXA+rdh3WwozoYW3eHP70GHP4FZvrYJUZn8P0JUKy4gjqf6PVWjvhaThWf6P4O/uz8fpnxIfnk+z/R/BqvJWrdBCiGEEI2ZrRzStxilkjd+DLYSo0Jr//ugZX8ZaRHiLCSREbXKpEw8nPQwAe4BvLrxVQrKC3hh8At4WDxcHZoQQgjRMJScgNT1cHiNsR3dYCQvJiskXg/97oGwDq6OUogGTxIZUeuUUkxOnIyfmx/T105n6pKpvDbsNXzdfF0dmhBCCFH3HHYjWSnOhuIcYyvKhvStRuKSmQJoY4J+ZKKxpERsX2g1ALxDXB29EI2GJDKizlyfcD1+7n489stjDP9yOH0i+jAgagADogcQ5RPl6vCEEEKIi6c17F4Ia2cZ5Y+Lc4wSyeg/9nXzhZhe0OkqiOkDUT3B3afeQxaiqZBERtSpy1tfTpRPFN/v+56VR1fyU+pPsBZa+7c2kpqoASSFJ+FmdnN1qEKIBkopdRAoAOyATWudpJQKAuYArYCDwHVa6+PO/n8HJjn736e1XuRs7wm8D3hiLCkwTWtdxbdNIWpAa9i7FJZPh7TfICAWWvQAr2BjVMUr2LkFndr3jQST2dWRC9FkSCIj6lxiaCKJoYlorTmQf4Bfj/7KyqMrmbNzDh+lfISnxZPB0YN5sOeDRPpEujpcIUTDNFRrnV3p+aPAUq31c0qpR53PH1FKdQTGA52AFsASpVQ7rbUdeBOYAqzBSGQuAxbU55sQTYDWcOBnWP5vOLIW/GPhT69B1xvALMVthKhPksiIeqOUIs4/jjj/OG7peAvFFcUkZySzInUF3+/7nhWpK5jWYxrXt78es/xiJYSo3lhgiHP/A+An4BFn++da6zLggFJqL9DbOarjp7VeDaCU+hC4CklkREUJHF5tzGHxjQDfFsZjVbd8HVoFy6bDoZVGvytfgu63gEXuKhDCFSSRES7jZfViUPQgBkUPYmLniTy7+ln+s+4/zD8wn6f7PU2bgDauDlEI0TBoYLFSSgOztNazgXCt9TEArfUxpVSYs28UxojLSanOtgrn/pntp1FKTcEYtSE2Nra234doCLSGrF2wb6lxa9ihX8FW+sd+br7OxCbCuCWsMB0OrACfcLj8/6DHbWCVipxCuJIkMqJBiPKJ4s0Rb/LD/h/4v/X/x5/n/pkpXaYwqcskmT8jhOivtU5zJis/KqV2VtO3qgU3dDXtpzcYSdJsgKSkJJk/0xTYyqEk16gWtm8p7F0G+c6cNjjeqBjWZjgEtoSCdOd27PTHI2uNBGjUdOg1CayeLn1LQghDk0xktNYUr11HReoR7Hl52E/kOR9PGI/OzRIUhGfXRDy6JOLZNRG3Vq1QppqvRK+1RskiVbVGKcWYNmPoH9Wf59c9zxub32DRwUU81e8puoV1c3V4QggX0VqnOR8zlVL/A3oDGUqpSOdoTCSQ6eyeCsRUOjwaSHO2R1fRLhojraEwwyhjnLkDsvcYlcLK8qE0D0rzT+1XHm1x94O4wTDoYWg73JigX1lo+/p9H0KIi6JcVbAlKSlJJycn1/p5tcNB5vPPk/vBh6caLRbMAQGY/f2NLSAAs58fFenplG7diqOoCACTry+eXbrgkdgFz8SuWFtEYsvMpCIjA1t6BrbMjFP7GRnYCwtxb9sWz8TE3xMi97ZtUOZzz+/QDgf23FxMPj6YPGRouiorUlfw7JpnySjK4Jp219A2oO1Z+2qtKXeUU2Yro9ReSpm9jFJbqbHvbIvxjWFCpwm08GlRj+9CiIZNKbVBa53k6jjORinlDZi01gXO/R+BZ4DhQE6lyf5BWuu/KaU6AZ9iJDstgKVAvNbarpRaD9wLrMWY7P+a1nr+2a5dV59TAigvNuab7F8O+38ykg7vMPAJMyp+/b4famxKQdZOI2nJ3GEkMCXHT53vZFUwdz/w8AcPvzP2/SGiC0QnyYR8IRqZ6j6nmlQio202jj3xD/K+/ZbAm28meOIETP4BmLy9zjpyou12yvfvp2TLFkq2bKVkyxbKdu8Gu/30jkphDg7GGh6OJTwcS3gYZm9vSnfspGTrVhz5+QCYvLzw6NzZSGw6dwG7jYqMTGzp6VRknkqCKrKyoKICk78/wRMnEHjzzZh9pJb8mYoqinht42t8tvMzHNpRo2OsJiseZg/cLe64m93xMHvgZnZjz4k9AIxrO447utwhCY0QNIpEJg74n/OpBfhUaz1dKRUMfAHEAoeBa7XWuc5jHgduB2zA/VrrBc72JE6VX14A3Ftd+WVJZGqRwwHpW4zEZd8y4zYvezmY3aHlJca8k8JMY8J9kfNR2/94Hnd/Y8X7sA4Q1vHUviwiKUST1SwSGUdZGUcffIjCpUsJufceQu6664Jv+3IUF1OakoItOwdLWBjWiHAsoaEoa9W/4mitKT94kNItWyjZvIWSLVso3bULKip+76M8PU9LgqzhEVhCQylatYrCn36ShOYciiuKqXBUVNvHarLibnY/a8WzY4XHeGfbO3y952tAEhohoOEnMq4kiUwVHA5jvknlOSRF2WArMxITeznYK05/LC805pgU5xjnCOsEbYZCm2EQewm4eZ39OkVZRoLjsEFoAvi1MEZnhBDNRpNPZOyFhaTedTfF69YR/sQTBN18U62c92I4ysoo270H5e6GNSICk6/vWROrkq3byJ4xwyUJjb2wCF1WiiU4uM6v1VCkF6Xz9ta3+WbPN2g0V7W9isldJktCI5olSWTOrtkmMrYyo6pXZgpkbIfjBypNgk+Hs/2oZLKA2e2MzQoWd4jsZiQvcUOMKmBCCFFDTTqRseXmcmTyFEp37aLFf/6D/5jRtRCda/whoZlwGwHjx4PNdnqhghMnfi9g4CguxjOxC94DBmAJCqrRdXR5OYUrV5I3dy6Fy5ajy8rw7NoV31Ej8R05ErcalBx1FBVRtHYthStWUJycjDUsDI/ERDwTu+KZ2AVLSMMf5j8zoRkdN5qRLUfSK6IXnhapSCOaB0lkzq5JJTJaG6MatlIjUbGVOfdL4fhByEiBzO3GY87eU7d1md0gKM4oP1y5FLFvBPg4n3uHgsUDzqNYjhBC1FSTTWQqjh3j8O2TqEhLI+qV/+I7ZEjtBOdiJVu3kf3GGxQuX159R4sFZbWiS0pAKTw6d8Zn4EB8Bg3Eo0uX04oOaIeDko0byZs7l4IFC7Hn5WEODMTv8suxhIZQsGQppdu3A+Devj2+I42kxr1dPEop4/a5ffsoXPELhb+soCR5A7qiApOXF55JPbFlZ1O269TcImuLFnh0TcTTWRHOo3NnTO7udfZv9v/Zu/P4qOqr8eOfM5NkhqwQwhb2LWyCIAFEEbFalxa3uqCtitZqbdVqW6vV59dHfKpVq22te9W672KtuOGCIqjsiuw7gYSdhOz7zPn9cW9CCNmAhJlJzvv1mtfM3LnLuZdwv/fc73KPRFVCM2PjDEoqS4jxxJDeNZ0J3ScwofsE+iT2abSZYiAvj6L5C9DyMqI6d3GaI3bpcsQDOWggQPnWrZStXUfZunWUbd6Er/+AA/5tWoqqoqWlNRJoN4nOzyOmZy9ijxuFxDT/0NiqSiA3F29S0iGNIngo6w8WFaElJXg7dmyRbTSmPCuLnOeeJ2/GDKK6dHZvADj/V3wDByJR9Q8oWblvH2Xr1lO2di1l69cRLC2j+wN/PexYLJGpX1gkMsEAlBW4r/z9n0vz9k+rHqHLHaWrepo7eldV0nLwaNMHat8buhwDXYY6/U+6DIPk/uBtlQOcGmMiRKtMZMo2bWbr1VcTLCig55NPEJve+srhkhUrKfrmG7wJ8XiTkvBUjbiW1B5v+yQ8cXGgSunKVRTO+ZKiOXMpWbYMVPG2b0/ciScSN2EC5RkZ5L//PhXbtiF+PwmnnkrSOWcTd8IJB/T7qdi2jYLPPiP/k08p+fZbUCWmd2/8I0ZQvGQxldt3AOAbOIC4kyYSP/EkYo87rvpiNlhSQumqVU4/oeXLKP1+GRXbndFNxe8ndtxY4t3lmlLrU6Vy3z4qtmxBaw/AUEtUSgrRqan19mVqTFmgjCU7lzB321y+2vYVGfkZgPOMmwndJ3BC6gm097V3Zg4GkQ1b8C74Hs+C7/Gs2oAEDh6MwJOUVN03KrprF7zJHfH4fYjPj/h9eHx+PO38iN+P+HygUL5pI6Vr1zrJy4YNaKk7dKjHQ3S3bs4xdf9tqmrR/MOHH3JSo8Eglbt2Ub5lC+VbtjrvW7dQkZlFYN8+Arm5aHl5vct74uKIHX989b9pdLduh7R9cPqjla1fT+m6dfuTtbVrCeTl4UlKInZMOnFjxxI7diy+tLRGk45Afj5l69ZRum4dFVu2HliLWWPodSorq/fBN3AgvkGD8A1Kw5+Whi8tDW9i4sHrLiyicrc7WIc7aIcnLo74kyYQ06dPk/a3dPVqsp/5N/kzZ4LHQ+IPf0igqJDS75cRyM0FnP8r/mHDnMRmxHC0osLZp7XOsancvbt6fd4OHfAfcww9n/rXYSe1lsjU76gmMqqQvw12fH/gq2BH48uKxx2hyx2dq+aIXb4E56GNUX6nY32Uz/kcFeNOi4GkntB5sDOvMcaEmVaXyJSsXEnmL64Bj4deTz+Ff+jQZo4uclXu20fR199QNHcOhXO/IpCTAx4PcSeeSNLZk0k49VQnAWpsPXv2UDDrcwo+/ZTSVatod9xx1bU90alN70tSuWcPJcuWUTRvPoVz51CxZSsA0b17VV8Ax44di8fvR8vLKdu82bnTXM+FW6OioojunkpM797E9OrtvPfuRUzv3nji4/df0ObWvLh13rWkFE9igjtMd3vy/AFWVWTybcla5hevooBSBmcqozYpIzcp7Z1Ru9nYFZb2E77r76GwHaQUCP3Kk+hVFk+34hiSCyA+t4zo7HzIzXc6sTbC27Ej/kFp+NIG4UtLwzcoDV///nj8fir37qXgs1kUfPopRQsWQGUlUV27knDaaSSc/kN8ffsecNFee18r9+6lYssWyrdmomVl1duUmBiie/UkpmcvvB2TiWrf3kme3ePhTUrC26E9nrh4ytauqa6dqyvB9Q0YQCA/320Cmbv/PS+PYF4eFbt3U7Z+PRVbM50LOEBiY/G7SUVM796UbdpI8cJFVGRmAk5SGJueTtzYMcSOHYtERTl/I27yU7puHZU79l/0id+Pt0OHA4der74ZkIT4fJRv3lyd+ATz8vb/GaV2wzdwIFRUOkOu79pFsLCw3hI3weQAACAASURBVH+v6F69qv9/xI4di6fd/qaJznOtFpD99DMUff01nrg42k+ZQvLUK4ju0qV6noqsLHewkO8p/X4ZpatXVyeSEh1NzIAB1YmWb9Ag/IPS8KakHHGtnCUy9WvRRKas0BnBa9uS/UlLVWd48UDKIOh2LHTosz8x8SU4r6oEpWpaTJx1gDfGtFpHnMiIyJnAPwEv8Iyq3lfrd3F//xFQDFypqt82tM4jKSDyP/6E3Q8+SK+nn2ryndC2SINBytavJ6pjx7Dps1K+ZUv1BXDxgoVoWRni8xHdvTvlW7dW3ymX6Ghi+vevvpiP6de3waZpGlQqd+92axfcmoWMLQSLixsPyuNxLmzb+QnmFzR4wQoQTIyjcvQwKsYNpzL9GDQ5yYkBJbskm60FW9ma77y2FGyhoLygelmfJ4ZRySMYk3wsoxOPYVB8P6IrggRLy9CyUggGienbt8n/XoG8PApnzyb/k08p+uqrAxKTg3i9zoV8cocaSd7+RC+qa9dDbmZVu8lh8eIlB4zWdxCPB29iIt6OHfENGIAvbSD+QYPwDRpEdPfudW6/Yvt2ihctomjhwgMSm2pRUfj69nVqVdLSnL+ZQYOI6tKlyRf5qkrlrl3VCVFVbZj4Yoju3IWorl2J7tLZHXWwi1PL1rkzlXv3UjhnDkVz5lK0YAFaWorExBA7dizxE0/C26EDOS+8SOmKFXhTUki+4go6XDKlzhqfg2IqL6d0/Xo8MTHOw3oPs6axMZbI1K/ZE5mSXFg3E1a/Bxs+c5p7eaKd4YO7Heu+RjpNuuoaycsYY9qgI0pkRMQLrAN+iPNk5EXApaq6qsY8P8J5yNiPgHHAP1V1XEPrPdICIlhWFrZ9LkzTBEtLKV60iMI5c6nYts29sHUuRJvjwk1VCWRnO4lNxhaCpSX7m+a5tQveJKeJXs0LaK2oIFBQUGNQBbcmobAI/7ChtBsxokkPPa2SW5rL1oKtbMnfwuqc1SzeuZg1OWtQFJ/Xx7GdjiW9azpjuozhmJRjKAuUkV+WT155HrllueSV5Tmv8jzyy/LxiMd5Pk6Uv/o5Ob4oH+3KhYTvNtKuoIx2yZ2J79iVhJRutOvYGW/79s5+tvBd26pBICp27Nh/nNvvrwXxxMcfcZ+Uiu3bKXbPHb5Bg/D17dsifXUOVbCsjOJFi53a0DlzKd+8GXBqHzv+/GqSzjs3LM9ZlsjUr1kSmcI9sPYDWDUDNn/pdLhPSIUhZ8OQydBznNPcyxhjTJ2ONJEZD0xT1TPc77cDqOq9Neb5FzBbVV9zv68FJqlqvY17w6ITpTEhkleWx3e7v2PRzkUs2rmoOrFpTGxULIpSFihr8gNCfV4fSTFJJPmTSIpJIj46HqwVSotL3FtMfE4pOwZ0QD0td8ATYxK5Z8I9h728JTL1O6JyKnMhfHYXbP0GNOg0ERtyjvPqPtpG+DLGmCZqqJxqylAk3YGabTmycGpdGpunO3BAIiMi1wLXAvQ6hM7exrQ2Sb4kJvWcxKSek4D9ic2anDXERceR5HOSjiTf/ldCTALRHqeWSlWpDFZSGiilLFBGSWUJZZVllAXKKKworK7ByStzanGqa3bK89hZvDOEe9527GyHcxYs2dWi2ymtLG3R9ZvD5I2G4r1w0i0w9BxnNDDrx2KMMc2qKYlMXWfe2reOmzIPqvoU8BQ4d7qasG1j2oTaiU1jRIRobzTR3mgSsJGGjAk73UbC9QtCHYUxxrRqTanbzgJ61vjeA9h+GPMYY4wxbYPVvhhjTItrSiKzCBgoIn1FJAa4BJhRa54ZwBXiOB7Ia6h/jDHGGGOMMcYciUablqlqpYjcAHyMM/zys6q6UkSuc39/EvgQZ8SyDTjDL1/VciEbY4wxxhhj2rqm9JFBVT/ESVZqTnuyxmcFrm/e0IwxxhhjjDGmbjb+ozHGGGOMMSbiWCJjjDHGGGOMiTiWyBhjjDHGGGMijiUyxhhjjDHGmIhjiYwxxhhjjDEm4ogz4FgINiyyB9hyBKtIAfY2UzgtKRLitBibTyTEGQkxQmTE2Rpi7K2qnY5WMJHEyqmwEgkxQmTEaTE2n0iIMxJihIbjrLecClkic6REZLGqpoc6jsZEQpwWY/OJhDgjIUaIjDgtRtOQSDn2kRBnJMQIkRGnxdh8IiHOSIgRDj9Oa1pmjDHGGGOMiTiWyBhjjDHGGGMiTiQnMk+FOoAmioQ4LcbmEwlxRkKMEBlxWoymIZFy7CMhzkiIESIjToux+URCnJEQIxxmnBHbR8YYY4wxxhjTdkVyjYwxxhhjjDGmjbJExhhjjDHGGBNxIjKREZEzRWStiGwQkT+GOp66iEiGiCwXkaUisjjU8VQRkWdFZLeIrKgxLVlEPhWR9e57hzCMcZqIbHOP51IR+VGIY+wpIl+IyGoRWSkiN7nTw+1Y1hdn2BxPEfGLyEIR+d6N8S53etgcywZiDJvjWCNWr4h8JyLvu9/D5ji2JVZOHT4rp5otRiunmi/GsC+nGokzbI5ljVibpayKuD4yIuIF1gE/BLKARcClqroqpIHVIiIZQLqqhtVDiERkIlAIvKiqx7jT/grkqOp9boHbQVVvC7MYpwGFqvpgqOKqSUS6Ad1U9VsRSQCWAOcBVxJex7K+OC8mTI6niAgQp6qFIhINfAXcBPyEMDmWDcR4JmFyHKuIyO+AdCBRVSeH2//vtsDKqSNj5VTzsHKq+URCOdVInK22rIrEGpmxwAZV3aSq5cDrwLkhjiliqOocIKfW5HOBF9zPL+CcQEKmnhjDiqruUNVv3c8FwGqgO+F3LOuLM2yoo9D9Gu2+lDA6lg3EGFZEpAfwY+CZGpPD5ji2IVZOHQErp5qHlVPNJxLKKWibZVUkJjLdgcwa37MIsz94lwKfiMgSEbk21ME0oouq7gDnhAJ0DnE89blBRJa5Vfph0zxGRPoAo4AFhPGxrBUnhNHxdKuYlwK7gU9VNeyOZT0xQhgdR+Ah4FYgWGNaWB3HNsLKqeYXKX/H4XQ+qGbl1JGLhHIK2l5ZFYmJjNQxLeyyTeBEVT0OOAu43q2GNofvCaA/MBLYAfwttOE4RCQeeBu4WVXzQx1PfeqIM6yOp6oGVHUk0AMYKyLHhDKeutQTY9gcRxGZDOxW1SWhisFUs3KqbQqb80FNVk41j0gop6DtlVWRmMhkAT1rfO8BbA9RLPVS1e3u+27gHZymBuFql9tGtaqt6u4Qx3MQVd3l/ucMAk8TBsfTbX/6NvCKqv7HnRx2x7KuOMPxeAKoai4wG6c9b9gdSzgwxjA7jicC57j9Hl4HfiAiLxOmx7GVs3Kq+YX933GYnQ8AK6daQiSUU9B2yqpITGQWAQNFpK+IxACXADNCHNMBRCTO7bCGiMQBpwMrGl4qpGYAU93PU4F3QxhLnar+uF3nE+Lj6Xao+zewWlX/XuOnsDqW9cUZTsdTRDqJSHv3czvgNGANYXQs64sxnI6jqt6uqj1UtQ/OefFzVb2MMDqObYiVU80v7P+Ow+l8AFZONadIKKegbZZVUS0SZQtS1UoRuQH4GPACz6rqyhCHVVsX4B3n/yZRwKuqOjO0ITlE5DVgEpAiIlnAncB9wJsicjWwFbgodBHWG+MkERmJ0zwjA/hlyAJ0nAhcDix326IC3EGYHUvqj/PSMDqe3YAXxBnpyQO8qarvi8g8wudY1hfjS2F0HOsTbn+TrZ6VU0fGyqlmY+VU84mEcgraYFkVccMvG2OMMcYYY0wkNi0zxhhjjDHGtHGWyBhjjDHGGGMijiUyxhhjjDHGmIhjiYwxxhhjjDEm4lgiY4wxxhhjjIk4lsiYNk9EAiKyVERWiMhbIhJ7CMumisj0Q9zebBFJP/RIjTHGtEVWThlTN0tkjIESVR2pqscA5cB1TVlIRKJUdbuqXtiy4RljjGnjrJwypg6WyBhzoLnAAPep18+KyCIR+U5EzgUQkSvdu2HvAZ+ISB8RWeH+5heR50RkubvMKe70diLyuogsE5E3gHYh2ztjjDGRzsopY1xRoQ7AmHAhIlHAWcBM4H+Az1X15yLSHlgoIp+5s44HRqhqjoj0qbGK6wFUdbiIDMYpQNKAXwHFqjpCREYA3x6dPTLGGNOaWDllzIEskTEG2onIUvfzXODfwDfAOSJyizvdD/RyP3+qqjl1rGcC8AiAqq4RkS1AGjAReNidvkxElrXMbhhjjGmlrJwypg6WyBjjtj2uOUFEBLhAVdfWmj4OKKpnPdLANvTIQjTGGNOGWTllTB2sj4wxdfsYuNEtKBCRUU1YZg7wM3f+NJw7Y2trTT8GGNESARtjjGlTrJwybZ4lMsbU7c9ANLDM7ST55yYs8zjgFZHlwBvAlapaBjwBxLtV9bcCC1soZmOMMW2HlVOmzRNVq0k0xhhjjDHGRBarkTHGGGOMMcZEHEtkjDHGGGOMMRHHEhljjDHGGGNMxLFExhhjjDHGGBNxLJExISci00Tk5cNc9kkR+VNzx3Q4WjIWEckQkdNaYt11bOt5Ebn7aGzLGGNMyxGRO0TkmRZa92wR+UVLrLuObR32dYJp3SyRMUeFiPxURBaLSKGI7BCRj0RkwpGuV1WvU9WmDDnZLETkahFZIyIFIrJLRD4QkYRQxNJAjCoiA0IdhzHGRBoRuV1EPqw1bX090y45utHVTUTOFZGlIpIvIntFZJaI9AFQ1b+o6lFJNhpyNG/GmbbFEhnT4kTkd8BDwF+ALjgP4HocODeUcR0qETkZZx8uVdUEYAjwZmijMsYY04zmACeKiBdARLriPKvluFrTBrjzhpR70+pF4PdAEtAXp3wNhjIuY44WS2RMixKRJOD/gOtV9T+qWqSqFar6nqr+ocasMSLyolvTsVJE0musY4hbhZ3r/nZOjd8OaAZV687URhE5syoOEfm3Wxu0TUTurlEoDRCRL0Ukz72b9UY9uzMGmKeq3wGoao6qvqCqBbVjEZFJIpIlIreKyG53u+eJyI9EZJ2I5IjIHQ3sxyQRyarnmI4VkXnu8dghIo+KSIz7W1XB+r1b+zXFnT7ZPS65IvKNiIyosb5RIvKte+zfAPz17L8xxrR2i3ASl5Hu94nAF8DaWtM2qup2EblKRFa7589NIvLLmitzy4AdIrJdRH5Rs8ZcRHwi8qCIbHVr+J8UkXbubyki8r57zs4RkbkiUtc120hgs6rOUkeBqr6tqlvd9VQ3yRKRPu72rxKRTBHZJyLXicgYEVnmbuvRGrEf0JyrxvJRtYMQkf4i8rmIZLvl6Csi0t797SWcG5jvueXSre70493yKFdEvheRSTXW19ctlwtE5FMgpWn/fKatsUTGtLTxOBfG7zQy3znA60B7YAbwKICIRAPvAZ8AnYEbgVdEZFDtFYjIWJw7U39w1zMRyHB/fgGoxLmLNgo4Haiqbv+zu/4OQA/gkXpiXACcISJ3iciJIuJrZJ+64ux7d+B/gaeBy4DRwEnA/4pIv0bWUZcA8FucE/t44FTg1wCqOtGd51hVjVfVN0TkOOBZ4JdAR+BfwAy3EI0B/gu8BCQDbwEXHEZMxhgT8VS1HOdcX3UunQjMBb6qNa3qptFuYDKQCFwF/MM95+LeSPsdcBpO2XNyrc3dD6ThJCMD2F9WgFPDkgV0wmnJcAdQ1xPMvwUGi8g/ROQUEYlvwm6OAwYCU3BaS/yPG+Mw4GJxWh8cKgHuBVJxWiv0BKYBqOrlwFbgbLdc+quIdAc+AO7GKXtuAd4WkU7u+l4FluCUc38Gph5GTKYNsETGtLSOwF5VrWxkvq9U9UNVDeBcVB/rTj8eiAfuU9VyVf0ceB+4tI51XA08q6qfqmpQVbep6hoR6QKcBdzs1gjtBv4BVLVvrgB6A6mqWqqqX9UVoKrOBX4CHIdzAs4Wkb9X1ezUoQK4R1UrcJK0FOCf7h2zlcBKYEQ9y9ZLVZeo6nxVrVTVDJzEpKGC5xrgX6q6QFUDqvoCUIZzbI/Hufv4kFtTNh3njqQxxrRVX7I/aTkJJ5GZW2valwCq+oGqbnRrQ77EuSl2kjvfxcBzqrpSVYuBu6o2ICKCc27+rVu7X4DTdLlmudQN6O2em+eq6kGJjKpuAibhJEFvAnvdGv6GEpo/u2XdJ0AR8Jqq7lbVbe5+jmricaoZxwa37C1T1T3A32m4XLoM+NAt94Oq+imwGPiRiPTCaQHxJ3d9c3BuaBpzEEtkTEvLBlLqqoquZWeNz8WA310mFchU1ZrtfbfgnLRr6wlsrGN6b5yL9R1uFXYuzsV/Z/f3W3HuJi0Up+naz+sLUlU/UtWzce4gnQtcyf6andqy3cQMoMR931Xj9xKcJO2QiEia2+Rgp4jk4xR+DVW79wZ+X7Xv7v73xDm2qcC2WgXklkONyRhjWpE5wAQR6QB0UtX1wDfACe60Y9x5EJGzRGS+2/wrF/gR+8/HqUBmjfXW/NwJiAWW1Dgvz3SnAzwAbAA+cZus/bG+YN0bWxeraiecJGoiTi1LfWqXQ81RLnUWkdfFabqdD7xM4+XSRbXKpQk4yVsqsE9Vi2rMb+WSqZMlMqalzQNKgfMOc/ntQM9abYN7AdvqmDcT6F/P9DIgRVXbu69EVR0GoKo7VfUaVU3FaX71uDQy6pd7B2kW8DlOoXakinAKtSpdG5j3CWANMFBVE3GaHEgD82fi1Ay1r/GKVdXXgB1Ad/fuYJVeh7cLxhjTKszD6Th/LfA1gKrm45RH1wLbVXWz27z4beBBoIuqtgc+ZP/5eAdOc+UqPWt83ouTNAyrcV5OUtV4d3sFqvp7Ve0HnA38TkRObSxwVV0E/IejXy7di9P0bYRbLl3GgeVS7dqkTOClWuVSnKreh3PcOohIXI35rVwydbJExrQoVc3DafP7mDid3WNFJNq9i/XXJqxiAc7J9FZ3uUk4J/XX65j338BVInKqiHhEpLuIDFbVHTjV/X8TkUT3t/5V7YBF5CIRqSps9uGccAO1Vy7OQAKXiEgHcYzFqTqff0gHpW5LcarUk8UZEefmBuZNAPKBQhEZDPyq1u+7gJp9b54GrhORcW7ccSLyY3GGjZ6H03foNyISJSI/AcY2w/4YY0xEUtUSnGZOv8NpalXlK3daVf+YGMAH7AEqReQsnP6XVd7EKZOGiEgs+/u/4LYyeBqnT01nALfMOsP9PFmcgWgE53wfoO5yaYKIXFNjHYNx+pw2V7k0UUR6iTNwz+0NzJsAFAK5bv+XP9T6vXa59DJwtoicISJeEfGLM8hND1XdgnP87xKRGHEe1XB2M+yPaYUskTEtTlX/jnPy/384J/xM4AacTuaNLVuOc1I+C+cO1uPAFaq6po55F+J2tgTycNow93Z/vgKn0FmFk6xMx6nCBqct7gIRKcQZaOAmVd1cRzj7cNo0r8cpWF4GHlDVVxrbjyZ4CfgeZ3CCT4D6Rk4Dp1PkT4ECnIKw9rzTgBfc6vqLVXWxG/ej7j5swGkSV3V8f+J+34fT+fM/zbA/xhgTyb7EaX5cs8/kXHfaHHBqTYDf4CQs+3DOyzOqZlbVj4CHcUY924Bz4wicFgIAt7nT57vNsT4DqgayGeh+L3SXe1xVZ9cRZy5OGbncLcNm4gyu05QbhQ1y+628ASzD6Xj/fgOz34XTfzQPpw9p7XLkXuD/ueXSLaqaidM8+w72Xxf8gf3XpT/FGZQgB7gTZyAfYw4idfQdM8YYY4wxzUhEhgArAF8TBsAxxjSB1cgYY4wxxrQAETnfbR7VAWe45fcsiTGm+VgiY4wxxhjTMn6J03RqI04fl9p9Go0xR8CalhljjDHGGGMijtXIGGOMMcYYYyJOYw8pbDEpKSnap0+fUG3eGGMMsGTJkr3ug/RMLVZOGWNM6DVUToUskenTpw+LFy8O1eaNMcYAImJPzK6HlVPGGBN6DZVT1rTMGGOMMcYYE3EskTHGGGOMMcZEHEtkjDHGGGOMMREnZH1k6lJRUUFWVhalpaWhDuWo8/v99OjRg+jo6FCHYowxph5tuZwCK6uMMeElrBKZrKwsEhIS6NOnDyIS6nCOGlUlOzubrKws+vbtG+pwjDHG1KOtllNgZZUxJvyEVdOy0tJSOnbs2OYKBxGhY8eObfYOnzHGRIq2Wk6BlVXGmPATVokM0CYLB2i7+22MMZGmLZ+v2/K+G2PCT9glMsYYY4wxxhjTmLDqI9Mcdu7cyc0338yiRYvw+Xz06dOH8847jxkzZvD+++83eT2/+MUv+N3vfsfQoUNbMFpjTKNUIVABFcVQWeq8V5SAeCDKD9GxEN3OeXmboQNyRQlsXwrbloA3BpK6Q2IqJPaAuBSo6460KhTuguwNsHe98569AYr2QkJXd/nukNTDfe8OCd2aJ15jjDEmTBSVVbJxTyHrdxWyfnchG3YXkLWvhI9uOqlFanRbVSKjqpx//vlMnTqV119/HYClS5fy3nvvHfK6nnnmmeYOz5iWpepcPJfsg3bJEJsM/vbgaULFa0UplORAcTaU5LrJgpswVL0qa3zWYMPr80a7MXR04qiKp+rdE+VsK38b5G1z37Mgf7vzOX87lBe62ytufHtVPFFOYhPlh3btoeMA6NjffR/ovMd3PjAZydsGmQsgcyFkLYQdyyBYUc9++WokJd0hGHCTlo1QXrB/vig/JPeH+E7Ob5vnQllerZUJxHWCKF/T9q0+sR3hl18e2TqMMcaYQ1QRCPL5mt0szshh/W4nedmWW1L9e7RX6JcSz4Au8ZRUBIiNaf60o1UlMl988QXR0dFcd9111dNGjhxJbm4us2bN4sILL2TFihWMHj2al19+GRFh1qxZ3HLLLVRWVjJmzBieeOIJfD4fkyZN4sEHHyQ9PZ2ZM2dyxx13EAgESElJYdasWRQVFXHjjTeyfPlyKisrmTZtGueee24I9960SfnbYdOXsPlL571ge60ZBNp1ODCJiPI7yU5JDhS77xXFTdueeJ2aD4+34fkqSiFQVv/vnuiDkwVPNCR2c2o+uo8GfyJEtdtf21L9chMV9MBE64Bkq9hJlLI3woZZB8biS3SSm/gusHO5kziBs87uo+GEG6DHWOgxxtlGXtb+5Krqc9422PKNc3xTBkDPcU6SlDLAeU/scXACWZrvJmpZ+5O3gh1OMnQkfIlHtrw5bHe9t5JV2/ObdZ1DUxO58+xhDc6TkZHBmWeeyYQJE5g/fz7HHnssV111FXfeeSe7d+/mlVdeYdiwYXWWURkZGVx++eUUFRUB8Oijj3LCCScwe/Zspk2bRkpKykHlpDHG1JSxt4jXF2UyfUkWewvL8EV56N8pnvQ+Hbi0c08GdE5gYJd4eifHEuVt2V4srSqRqTr51uW7775j5cqVpKamcuKJJ/L111+Tnp7OlVdeyaxZs0hLS+OKK67giSee4Oabb65ebs+ePVxzzTXMmTOHvn37kpOTA8A999zDD37wA5599llyc3MZO3Ysp512GnFxcUdlX00rUpwDWYud2oDdq8GXsD/pqF2b4UuAnctg02wnccle76wjtiP0nQh9T3aaLxXnuIlKzv6aluIc5+K5osRZV2J36DK8ju10gJi4/QlDdCxEu++H0hSqvPjAbVfHsw/Ki9wmV27NRmIPp3aiKbVHhyoYhLzM/TUn2W7Tr31bnASk5zjoORa6Dq97/+I7Q/fjjjwOf6Lz6jz4yNdl2rwNGzbw1ltv8dRTTzFmzBheffVVvvrqK2bMmMFf/vIXhg4dWmcZ1blzZz799FP8fj/r16/n0ksvZfHixUDd5eSECRNCvKfGmHBQWhHg45U7eX1hJvM2ZeP1CKcM6sylY3tyclqnFk9Y6tOqEpmGjB07lh49egBOLU1GRgYJCQn07duXtLQ0AKZOncpjjz12QCIzf/58Jk6cWD1mfnJyMgCffPIJM2bM4MEHHwScITm3bt3KkCFDjuZumUgTDDoX0pkL3Nci2LvW+U28kNzP6QdSnN1wLUl0LPQ+EUZPhX6ToPOwlkkCjkRMrPNK6hHaODwe6NDbeQ04NbSxmAaJiBdYDGxT1ckikgy8AfQBMoCLVXWfO+/twNVAAPiNqn7sTh8NPA+0Az4EblJVFREf8CIwGsgGpqhqxpHE21jNSUvq27cvw4cPB2DYsGGceuqpiAjDhw8nIyODrKysOsuo1NRUbrjhBpYuXYrX62XdunXV66yrnLRExpi2qzIQZM3OAv7z7Tb+810WucUV9Exuxy2np3FRek+6JPpDHWLTEhkRORP4J+AFnlHV+2r9/gfgZzXWOQTopKo5zRhro4YNG8b06dPr/M3n298O3ev1UllZiao2uk5VrbNqXVV5++23GTRo0OEHbCKDKqx6F+Y96nw/oO+H22wrtqMzPVixv9ahuKrPSY2akZzNUJrrrqeD04RpxMVOjUDqceCL37/d6n4rOQf2X+k0CLqnQ1TM0T8WxrSsm4DVQFV7uT8Cs1T1PhH5o/v9NhEZClwCDANSgc9EJE1VA8ATwLXAfJxE5kzgI5ykZ5+qDhCRS4D7gSlHb9eaV80yzePxVH/3eDxUVlbi9XrrLKOmTZtGly5d+P777wkGg/j9/jrXWVVOGmPahuLyStbsLGDl9nxWbc9n1Y581uzIp6wySLRXOH1YVy4d04sT+nfE4wmfJqeNJjLuHbLHgB8CWcAiEZmhqquq5lHVB4AH3PnPBn57tJMYgB/84AfccccdPP3001xzzTUALFq0iC+/rLsj7ODBg8nIyGDDhg0MGDCAl156iZNPPvmAecaPH8/111/P5s2bq5uWJScnc8YZZ/DII4/wyCOPICJ89913jBo1qsX30RxlWUvg4zsgcz6kDHL6cBTsgN2rGq81AfAlQWyH/clP1xFO0lLVp6Kh9ufRfohOdTqXG9PKiUgP4MfAPcDv3MnnApPczy8As4Hb3Omvq2oZsFlENgBjRSQDSFTVee46XwTOw0lkzgWmueuaDjwqIqJNuaMVgeoro/LysGAr/gAAIABJREFU8ujRowcej4cXXniBQOAI+2gZYyJSZk4xc9fvZd6mbFZuz2Pz3iKqzoZJ7aIZ2i2Ry4/vzdDURE5O60TH+CMcmKaFNKVGZiywQVU3AYjI6zgFwqp65r8UeK15wjs0IsI777zDzTffzH333Yff768efrkufr+f5557josuuqi6s3/NgQIAOnXqxFNPPcVPfvITgsFgdfviP/3pT9x8882MGDECVaVPnz6HNLyzCXO5mTDr/2D5m07fjbP/CaMuP7iTe81ak+LsGqN1ubU1NryuMU31EHArkFBjWhdV3QGgqjtEpLM7vTtOjUuVLHdahfu59vSqZTLddVWKSB7QEdhbMwgRuRanRodevXod+V6FSH1l1K9//WsuuOAC3nrrLU455RTr12lMG1FUVsm8jdnMXb+HOev3snmvM+BH10Q/I3okcc6xqQxLTWJoaiKpSf6IGehDGrsZJSIXAmeq6i/c75cD41T1hjrmjcUpOAbUVSNTq4AYvWXLlgN+X716dZvuY9LW9z8slBXC1w/BN484TcpOuAEm/NbpZG9MKyQiS1Q1PcQxTAZ+pKq/FpFJwC1uH5lcVW1fY759qtpBRB4D5qnqy+70f+M0I9sK3Kuqp7nTTwJuVdWzRWQlcIaqZrm/bQTGqmp2fXGlp6drVUf4KnaetmNgTLgrKqtke24J2/NKWbEtjznr9vDt1n1UBJR20V6O75fMxLROnDSwE/07xYV90tJQOdWUGpm69q6+7Ods4Ov6mpWp6lPAU+AUEE3YtjFHRzAAS1+Bz+92Hmw4/CI49X+hfeTekTUmgpwInCMiPwL8QKKIvAzsEpFubm1MN2C3O38W0LPG8j2A7e70HnVMr7lMlohEAUnAUW8CbYwxh0NVKakIkFNUzr6iCnKKy8kpKmNXfpmTtOSWsC23lO25JeSVHPh4g6HdErl6Qj8mDkxhdJ8O+KIaeYRCBGlKIlNfgVGXSwhRszJjDktZIXz3Msx/HHK3OJ3vp7wCPceEOjJj2gxVvR24HaBGjcxlIvIAMBW4z31/111kBvCqiPwdp7P/QGChqgZEpEBEjgcWAFcAj9RYZiowD7gQ+Ly19o8xxkS+zJxi7v5gFZk5JewrLienqJyyyrofDp3ULprU9u1ITfKT3ruD87m9n9T27eibEkdKmPZvaQ5NSWQWAQNFpC+wDSdZ+WntmUQkCTgZuKxZIzSmJeTvgIX/gsXPQmke9DwezvgLDP5xwx3wjTFH033AmyJyNU6zsYsAVHWliLyJ01ezErjeHbEM4FfsH375I/cF8G/gJXdggBycsswYY8LOt1v3cc0LiykPBBnXN5lhqYkkx8XQIS6G5Fj3PS6aDrExdE70E+9rM09TOUije+52irwB+Bhn+OVn3ULkOvf3J91Zzwc+UdWiFovWmCO1c4UzjPLy6aABGHI2jL/RamCMCROqOhtndDLc/it1PvxHVe/BGeGs9vTFwDF1TC/FTYSMMSZcvb9sO79/83u6JPp586ox9O8U3/hCbViTUjhV/RCnI2XNaU/W+v48zl0wY8JPxtcw5wHY9AVEx8GYq2HcdZDcN9SRGWOMMaaNU1Uen72RBz5eS3rvDjx1RTrJcfa8uMa03boo0zbk74BP/h+smA7xXeHUOyH9KmdoZGOMMcaYECuvDHLHO8uZviSLc0emcv8FI/BHt54O+S3JE+oAjGkRgQr45lF4NB1Wvwcn3wY3LYWTfmdJjDGm1XnooYcoLq77Ab3PP/88N9xw0BMTjDFhILe4nCueXcD0JVncdOpAHpoy0pKYQ2A1Mqb1yfgKPrgF9qyGgafDWfdDcr9QR2WMMS3moYce4rLLLiM2NjbUoRhjmihjbxE/f34RWftKeGjKSM4b1b3xhcwBwjaRueu9lazant+s6xyamsidZw9rdL7zzjuPzMxMSktLuemmm7j22mubNQ5ziCrLYe2H4I2BxFRI6gGxHQ8eXSx/B3z6J1j+FiT1gkteg0Fn2ShkxpiW8dEfYefy5l1n1+Fw1n0NzlJUVMTFF19MVlYWgUCAiy66iO3bt3PKKaeQkpLCF198wXPPPce9995Lt27dSEtLw+drvcOvGhNp9hSU8cGy7fxz1noAXv7FOMb2TQ5xVJEpbBOZUHr22WdJTk6mpKSEMWPGcMEFF9CxY8dQh9V2zfwjLP73gdOi/E5Sk9jdefkTYelrECiHibfChN9CjN2ZNMa0PjNnziQ1NZUPPvgAgLy8PJ577jm++OILUlJS2LFjB3feeSdLliwhKSmJU045hVGjRoU4amPatrySCj5euZP3vt/O1xv2ElQY0SOJhy8ZRZ+UuFCHF7HCNpFpSs1JS3n44Yd55513AMjMzGT9+vWWyITK0ledJGbcr2DERZC3DfLdV9XnjK+gcBf0PwXOvA869g911MaYtqCRmpOWMnz4cG655RZuu+02Jk+ezEknnXTA7wsWLGDSpEl06tQJgClTprBu3bpQhGpMm1ZaEWDW6t28u3Qbs9fuoTwQpFdyLL+eNIBzRqaS1iUh1CFGvLBNZEJl9uzZfPbZZ8ybN4/Y2FgmTZpEaWlpqMNqm3Z8D+//FvqcBKffDd4o6D667nlVrQmZMaZNSEtLY8mSJXz44YfcfvvtnH766QfNI3Y+NCZkMvYW8a85m5ixdBtF5QE6Jfj42fG9OOfYVEb2bG//P5uRJTK15OXl0aFDB2JjY1mzZg3z588PdUhtU3EOvHE5tEuGC59zkpiG2EnBGNNGbN++neTkZC677DLi4+N5/vnnSUhIoKCggJSUFMaNG8dNN91EdnY2iYmJvPXWWxx77LGhDtuYVm/1jnwen72RD5ZtJ8rr4byRqZw3sjvj+nXE67HrlJZgiUwtZ555Jk8++SQjRoxg0KBBHH/88aEOqe0JBuE/10D+drjqI4jvFOqIjDEmbCxfvpw//OEPeDweoqOjeeKJJ5g3bx5nnXUW3bp144svvmDatGmMHz+ebt26cdxxxxEIBEIdtjGt1pItOTz2xUY+X7ObuBgv10zsx9UT+tI5wR/q0Fo9S2Rq8fl8fPTRR6EOo2378j7Y8Bn8+O/Qc0yoozHGmLByxhlncMYZZxwwLT09nRtvvLH6+1VXXcVVV111tEMzps1QVeas38tjX2xg4eYcOsRG8/sfpnHF+D4kxUaHOrw2wxIZE17WzoQv74djfwrpPw91NMYYY4wx1aoSmL99spZlWXl0TfTzv5OHcsnYnsTG2GX10WZH3LS8b19yRhcbeh50Hlz/fDmb4J1roesImPx36/dijDHGmLDx7dZ9/HXmGuZvyqFHh3bc95PhnH9cd3xR3lCH1mZZImNa1q5V8N5NoAGYfS90HgrDzodhP4GUAfvnKy92OvcjMOUliG4XspCNMaYhqtpmRx1S1VCHYMxRt25XAQ98vJZPV+0iJT6GaWcP5dJxvSyBCQOWyJiWowozbwNfAvx8JmyeCyv/A1/c47y6DneTmvNh9n2wayX8bDp06BPqyI0xpk5+v5/s7Gw6duzY5pIZVSU7Oxu/3zowm7YhM6eYf3y2jne+20Z8TBS//2EaP5/QlzifXT6HC/uXMC1nzQeweQ6c9QB0HuK8xl3rjEa28r+w8h2Y9X/OC+CU/4GBp4U2ZmOMaUCPHj3Iyspiz549oQ4lJPx+Pz169Ah1GMa0qH1F5fxz1npeWbAFjwjXnNSPX53cnw5xMaEOzdRiiYxpGRWl8PEd0GnIwZ32E1Nh/K+dV+5WJ6kpL4KTbglNrMYY00TR0dH07ds31GEYY1pAIKi8unArf/tkLQWllVyc3oPfnDqQbknW3D1cWSJTS0ZGBpMnT2bFihWhDiWyzX8McrfA5f9t+GGW7XvBib85enEZY4wxxtSyKCOHO99dyaod+RzfL5m7zjmGQV0TQh2WaYQlMqb55e+AOX+DwZOh/ymhjsYYY4wxpk6780u596M1vPPdNrol+Xn0p6P48fBuba4PXKQK30Tmoz/CzuXNu86uw+Gs+xqdrbKykqlTp/Ldd9+RlpbGiy++SGxsbPPG0prNuguCFXD6n0MdiTHGGGPMQcorgzz39WYenrWeioBy/Sn9uf6UAfYsmAjjCXUA4Wjt2rVce+21LFu2jMTERB5//PFQhxQ5shbD96/B+OshuV+oozHGGGOMqVZWGWDG99s5859zuPejNRzfryOf/HYifzhjsCUxESh8/8WaUHPSUnr27MmJJ54IwGWXXcbDDz/MLbdYR/RGBYPw0a0Q3xVO+n2oozHGRAgR8QNzAB9OuTRdVe8UkWnANUDVEGF3qOqH7jK3A1cDAeA3qvqxO3008DzQDvgQuElVVUR8wIvAaCAbmKKqGUdlB40xIbc1u5hXF27lrcWZZBeV0y8ljmevTOcHg7uEOjRzBMI3kQmh2u0irZ1kEy17A7YtgfOedJ4dY4wxTVMG/EBVC0UkGvhKRD5yf/uHqj5Yc2YRGQpcAgwDUoHPRCRNVQPAE8C1wHycROZM4COcpGefqg4QkUuA+4EpR2HfjDEhUhkIMmvNbl5ZsJU56/bg9QinDu7Mz47vzUkDUvB47Pou0jUpkRGRM4F/Al7gGVU9qLpERCYBDwHRwF5VPbkZ4zyqtm7dyrx58xg/fjyvvfYaEyZMCHVI4a+sAD6bBt1Hwwi7NjDGNJ06j4svdL9Gu6+GHiF/LvC6qpYBm0VkAzBWRDKARFWdByAiLwLn4SQy5wLT3OWnA4+KiKg9qt6YVmdXfimvLtjKG4sy2ZlfStdEPzefNpApY3raUMqtTKOJjIh4gceAHwJZwCIRmaGqq2rM0x54HDhTVbeKSOeWCvhoGDJkCC+88AK//OUvGThwIL/61a9CHVL4m/s3KNwJU14Gj3W9MsYcGresWQIMAB5T1QUichZwg4hcASwGfq+q+4DuODUuVbLcaRXu59rTcd8zAVS1UkTygI7A3lpxXItTo0OvXr2adR+NMS3vm417ue6lJRSUVXJyWif+fN4xnDKoE1FeuzZpjZpSIzMW2KCqmwBE5HWcO1uraszzU+A/qroVQFV3N3egR0ufPn1YtWpV4zOa/XI2wbzHYMQl0HNMqKMxxkQgt1nYSPfG2DsicgxOM7E/49TO/Bn4G/BzoK72INrAdBr5rWYcTwFPAaSnp1ttjTER5M3Fmdzxn+X0SYnjP5eNZkDn+FCHZFpYU9LT6rtYrpp3uKqkAR1EZLaILHHvnh1ERK4VkcUisnjPnj11zWIi0Sd/Ak80nDYt1JEYYyKcquYCs3Fq+HepakBVg8DTODfWwCmHetZYrAew3Z3eo47pBywjIlFAEpDTQrthjDmKgkHlrzPXcOv0ZYzrl8zbvzrBkpg2oimJTFPuYkXhjATzY+AM4E8iknbQQqpPqWq6qqZ36tTpkIM1YWjh07DmfZj4e0jsFupojDERSEQ6uTUxiEg74DRgjYjUPKmcD6xwP88ALhERn4j0BQYCC1V1B1AgIseLM0rLFcC7NZaZ6n6+EPjc+scYE/lKKwLc+Np3PD57I5eM6cnzV40lqV10qMMyR0lTmpbVd+er9jx7VbUIKBKROcCxwLpmidKEp3WfOMMtp50FJ94c6miMMZGrG/CC20/GA7ypqu+LyEsiMhLn5lkG8EsAVV0pIm/iNHGuBK53m6YB/Ir9wy9/5L4A/g285A4MkIMz6pkxJoLtKSjjmhcX831WLrefNZhrJ/azkWbbmKYkMouAge5dr204J/+f1prnXZwRYKKAGGAc8I/mDNSEmR3LYPpV0OUYuOAZ8HhDHZExJkKp6jJgVB3TL29gmXuAe+qYvhg4po7ppcBFRxapMSZcrNtVwFXPLSK7qIwnfnYcZx5jrULaokYTGXd0lxuAj3GGX37WvRt2nfv7k6q6WkRmAsuAIM4QzSvqX6uJaPnb4dUp4E+Cn74JPmuHaowxxpijY866PVz/yrf4Y7y8ce14ju3ZPtQhmRBp0nNk3Ccpf1hr2pO1vj8APNB8oZmwVFYIr14MZfnw85nWL8YYY4wxR0VBaQV/+2QdL87LIK1LAv++cgzd29tzYdqyJiUy5kDPP/88ixcv5tFHHw11KEdXMADTfw67Vjo1MV2HhzoiY4wxxrRyqspHK3Zy13sr2V1QxmXjenPbWYOJ99llbFtnfwGm6WbeDus/hh//DQb+MNTRGGOMMaaVy8wp5n/fXcEXa/cwtFsi/7o8nZHWlMy4wjaRuX/h/azJWdOs6xycPJjbxt7W6Hwvv/wyDz/8MOXl5YwbN47HH3+cF198kXvvvZdu3bqRlpaGz+cD4Morr2Ty5MlceOGFAMTHx1NYWNiscYeF+U/Cwn/B+BtgzC9CHY0xxhhjWrGKQJCn527i4Vnr8Yjw/348hCtP6EOUtylPDjFtRdgmMqGyevVq3njjDb7++muio6P59a9/zcsvv8ydd97JkiVLSEpK4pRTTmHUqIMG2Gm91nwIM/8IgyfDD/8v1NEYY4wxphVbnJHDHe8sZ92uQs4Y1oU7zx5GqvWFMXUI20SmKTUnLWHWrFksWbKEMWPGAFBSUsI333zDpEmTqHqI55QpU1i3ro08ImfXSnj7akgdBT952oZZNsYYY0yL2FdUzn0freGNxZl0b9+OZ65I57ShXUIdlgljYZvIhIqqMnXqVO69997qaf/9739555136pw/KiqKYDBYvWx5eflRifOoCAZgxo0QHQuXvg4xsaGOyBhjjDGtTDCoTP82i3s/XE1BaSW/nNiPm04bSGyMXaaahllDw1pOPfVUpk+fzu7duwHIyclh1KhRzJ49m+zsbCoqKnjrrbeq5+/Tpw9LliwB4N1336WioiIkcbeIJc/BtiVwxl8gwe6IGGOMMaZ5rd1ZwJSn5nHr9GUM6BzPB785idt/NMSSGNMk9ldSy9ChQ7n77rs5/fTTCQaDREdH89hjjzFt2jTGjx9Pt27dOO644wgEAgBcc801nHvuuYwdO5ZTTz2VuLi4EO9BMynYBZ/9H/SdCCMuDnU0xhhjjGlFissr+ees9fx77mYS/FH89YIRXDi6Bx6PhDo0E0FEVUOy4fT0dF28ePEB01avXs2QIUNCEk84CKv9n341rJ4Bv/oGUgaGOhpjTAsRkSWqmh7qOMJRXeWUMebIfbpqF9NmrGRbbglT0nvyx7MG0yEuJtRhmTDVUDllNTLmYBs/hxXT4eQ/WhJjjDHGmGaxK7+UP/13BZ+s2sWgLglMv2486X2SQx2WiWCWyJgDVZTCB7+H5P4w4behjsYYY4wxEU5VeXNxJnd/sJryyiB/PGswV0/oS7Q9E8YcIUtkzIG++jvkbILL/wvR/lBHY4wxxpgItjW7mNvfWcbXG7IZ1zeZ+y8YQZ+UVtKf2IScJTIuVaW8MkhReYDi8kqKywMEgkpsjJfYmChiY7y0i/HikVbcCW3vevjqHzD8Yuh/SqijMcYYY0yECgSV57/J4MGP1+L1CPecfwyXjullnflNs2qziUwwqBRXBCguc5KW4vIAle7zYLweITYmCn+UUFxRSV6JM6SyiNAu2ktcjNdJcHxRradaVBXe/y1Et4Mz7gl1NMYYY4yJUOt2FXDr9GUszczlB4M7c8/5x9AtqV2owzKtUJtLZEorAmQXlZNbVE7AHbHNF+UlwR9FnM+pffFFeZAaNS8VgaCb7FRSXBZgb1E5WqgIQq+OsSS1iw7V7jSfZW9AxlyY/A+I7xzqaIwxxhgTYYrKKvnXnE08MXsDCf5o/nnJSM45NvWAaypjmlObSGSCquSXVJBdVE5RWSUiQvt20SS1iyY2xktUjVqVjIwMJk+ezIoVK6qnRXs9JLXzVCcsQVVKywNszyslM6eY6E5xkf3gpuIc+Ph/oMcYOO7KUEdjjDHGmAhSXhnktYVbeeTz9ewtLOecY1O58+yhdIz3hTo008pF8NV348org+QUlZNTVE5lMEhMlIeuSX6SY2MOSF4OlUeEWF8UvTvGsnF3IRnZxQzoFEdMlLcZoz+KPpsGJftg8rvgaSVN5YwxxhjTogJBZcb32/jbJ+vI2lfC8f2SeeqKwRzXq0OoQzNtRNgmMjv/8hfKVq85rGUVKKsMEAgoCkR5BJ/XQ9zQIXT+nzsaXT4QCHDNNdfwzTff0L17d959913Wrl3LddddR3FxMf379+fZZ5+lQ4cOXHvJ2fRJG8bqFd9TmJvDiy++yL333svy5cuZMmUKd999NwAvv/wyDz/8MOXl5YwbN47HH38crzcMEp+tC+DbF+CEG6HrMaGOxhhjjDFhTlX5fM1uHvh4LWt2FjAsNZF7zh/OxIEp1ozMHFWt8vZ7RSBIZUCJivIQG+PFH+0lyiPQxP9b69ev5/rrr2flypW0b9+et99+myuuuIL777+fZcuWMXz4cO666y7AqZ3pmBjLs299yIWXXcW5557LY489xooVK3j++efJzs5m9erVvPHGG3z99dcsXboUr9fLK6+80oJHoIkqSmDGDZDYw3n4pTHGGGNMAxZl5HDRk/O4+oXFlFYEeOTSUbx3wwROTutkSYw56sK2RqbrHY3XnNSlMhBk7c4C4nxRhz1Oed++fRk5ciQAo0ePZuPGjeTm5nLyyScDMHXqVC666KLq+S/8yfl07+Cn14DBDEgbTNeu/5+9+46PqkofP/45M+khvRFIAoROaJJQBKSrqCiooNgVVlCx7OruWr6u67rrz7p2URGwoIKIKBYQV8ACohJ6h0AIhIR00suU8/vjXjBgEhJIMinP+/Wa10zOnHPvc4PmzjOntUUpRWxsLEeOHGHt2rVs3LiRgQMHAlBaWkp4eBOYUL/qCcjeZ+wZ49nG1dEIIVoppZQX8CPgiXFfWqK1/qdSKhj4GOgIHAKu0VrnmW0eBqYDDuBerfVKszweeBfwBpYD92mttVLKE3gfiAdygGu11oca6RKFaPbyS23856tdfLIxlXA/T568sjfXJES3nNVbRbPUZBOZs5VZWI5Ta9oGnP1mjp6ev09Os1qtHD9+/Iz1g309CfH1BDd3sovKCfPzwmKxYLfb0Vpzyy238NRTT511TPUu+Sf4ZTYMvF32jBFCuFo5MEZrXaSUcgfWKqVWAFcBq7TWTyulHgIeAh5USvUCpgJxQDvgO6VUN621A3gDmAH8gpHIjAdWYCQ9eVrrLkqpqcAzwLWNe5lCNE9r9mTy8NLtZBaWceeoztw7piveHk1geLxo9VpUGl1hN5ZWDvLxwMu9/v4HCwgIICgoiJ9++gmABQsWnOydqSzI1wN3i4X0/DLySypOlo8dO5YlS5aQmZkJQG5uLikpKfUWX52VFcDnd0FwLFz4L9fFIYQQgDYUmT+6mw8NTATeM8vfAyaZrycCi7TW5VrrZCAJGKSUigT8tdbrtdYaowemcpsTx1oCjFUyDkaIGuWX2Hhg8VZue3cD/t5ufHbXMB4c30OSGNFk1KpHRik1HngZsAJztdZPn/b+KGAZkGwWLdVaP1GPcdbKsYJyFBDhf/a9MdV57733Tk72j42N5Z133vlDHaUUXu7GXjRH8kpxOo19anr16sV//vMfLrroIpxOJ+7u7rz++ut06NCh3uOslZWPQEEqTFsJHmc3/E4IIeqTUsoKbAS6AK9rrX9VSkVordMBtNbpSqkTY3LbY/S4nJBqltnM16eXn2hzxDyWXSmVD4QA2afFMQOjR4eYmJj6u0AhmplVuzN45LPtZBdVcPfoLtwztguezXV1VtFinTGRMW8urwMXYtwUNiilvtBa7zqt6k9a6wkNEGOtlFbYOV5SQbifJ+5uZ9/R1LFjx1P2kPnrX/968vUvv/zyh/rff//9ydejRo1i1KhR2B1OkrKKeHPRl3QONxKFa6+9lmuvbQKjGPathM0LYPhfIHqQq6MRQggAzGFh/ZVSgcBnSqmallGsqidF11BeU5vT45gDzAFISEj4w/tCtHT5JTb+9eVOlm4+SvcIP+bePJA+UQGuDkuIKtXmE/8gIElrfVBrXQEswuiibzK01qTnl+FmUYT5uX7zJTerhY4hvmg0B7OKKbM5XB2SoSQXvrgHwuNg1MOujkYIIf5Aa30c+B5jbkuGOVwM8znTrJYKRFdqFgWkmeVRVZSf0kYp5QYEALkNchFCNFMbDuVy4Ys/sGxrGveO6cKX9wyXJEY0abVJZE52x5sqd9VXdr5SaqtSaoVSKq6qAymlZiilEpVSiVlZWWcRbtWKyu0UldsJ8/PC2kQ2dPRytxIb2gat4WBWMaUVdleHBF8/YCQzV74Jbq5P+IQQAkApFWb2xKCU8gbGAXuAL4BbzGq3YAxhxiyfqpTyVEp1AroCv5nD0AqVUkPM+S83n9bmxLEmA6vNeTRCCGBb6nFue2cDvp5uLJs1jPsv6o7HOYxwEaIx1GaOTG264zcBHcwVZy4FPse4sZzaqBZd9lrrOq1DfqI3xsPNQkgbj1q3awzeHlY6h/mSnF3MwaxiOob64utZ9a+8we+nOz6FnUthzKMQ2bdhzyWEEHUTCbxnDmW2AIu11l8ppdYDi5VS04HDwBQArfVOpdRiYBdgB2aZQ9MA7uT35ZdXmA+AecACpVQSRk/M1Ea5MiGagf0Zhdwy/zcCfdxZePuQc1r5VYjGVJtEprou/JO01gWVXi9XSs1WSoVqrU+ZRHkmXl5e5OTkEBISUutk5niJjTKbg5hgHyxNcAEaT3crsWFtSM4uJjm7mA4hPvh5uZ9SR2tNTk4OXl4N9Iej8JjRG9M+AYb9pWHOIYQQZ0lrvQ04r4ryHGBsNW2eBJ6sojwR+MP8Gq11GWYiJIT43ZHcEm6a9xtuVgsfTB8sSYxoVmqTyGwAuprd90cxvsW6vnIFpVRbIMPcdGwQxjdqOXUNJioqitTUVGo77ExrTUZBORYFbgVepDe9POYkh1OTU1TOscOaYB+PPyxd6OXlRVRUVDWtz4HWxrwYW5kxpMza4rYOEkIIIcSYyWT9AAAgAElEQVRZyCwo48Z5v1Jqc/DxzCFnvZG4EK5yxk+15jKVdwMrMZZfnm92699hvv8mxnjjO5VSdqAUmHo2Y4/d3d3p1KlTreu//eNBnlyezId/GkyvLqF1PV2jKyizMf3dDWxMSeepq/pw7cBGWNpz0/uw/1sY/wyE/mG0nxBCCCFaoeMlFdw07zeyCsv54E+D6dHW39UhCVFntfp6Xmu9HGOH5Mplb1Z6/RrwWv2GVrP8EhuvrUliRLcwhjWDJAbA38ud96cN5o4PNvLgp9spLLPzpwtiG+6EZfnw7T+g4wUwaEbDnUcIIYQQzUZxuZ1b39lAcnYx79w2kAExQa4OSYiz0mzHGc3+PomCMhsPje/h6lDqxNvDyts3J/Dnjzfzn6938+2uDBRQZnNQZnNSanNQZnOcfA5t48mK+y4g0OcsFjLYMBfK8+Gi/0ATWc1NCCGEEK5TZnMwY0Ei24/mM/uGAc3my2AhqtIsE5mjx0t55+dDXHlee3q1a35doR5uFl69bgBRQXv45WAOXu5WAn088Ha34uVuwdvDiqebFTeLYv66ZF5dncQ/JvSq20kqSmD9bOgyDtr1b5gLEUIIIUSzYXc4uXfhZtYl5fDfKf24OK6tq0MS4pw0y0Tm5fUf49HhHWaN+dzVoZw1q0XxyKU9z1ivsMzO++sPcfP5HegQUodJeJs/gJJsuOCBsw9SCCGEEM2e06n5KSmbt388yNqkbB6/vBdXxzfAAkNCNLJmOd5ofFwMyiOXQmeKq0NpcPdf1A03i4Vnv9lb+0b2Clj3MkQPgQ5DGy44IYQQQjRZmQVlvLZ6PyOeW8Mt839jV3oBj1/ei1uH1X5hJSGasmbZI9M71NgiYGfOTvqHt+xhUxH+XswcGctL3+1nWkoe8R1qMSFv+ydQkAoTXmz4AIUQQgjRZJzofVn462G+252B3akZ2jmEB8f34KK4CDzdrGc+iBDNRLNMZMJ9wgnzDmNn9k5Xh9IoZoyI5aNfD/Ofr3ex9M6hNW8W6nTA2hchog90vbDxghRCCCGEy9gdTuavS+b99Smk5pUS7OvB9OGduHZgNLFhbVwdnhANolkmMgBxIXHsyNnh6jAahY+HGw9c1I0HP93O8u3HuKxvZPWVd38JOfth8jtQU8IjhBBCiBYhr7iCuxduYl1SDufHSu+LaD2a5RwZgLjQOA7lH6KoosjVoTSKyfHRdI/w45lv9lBud1RdSWtY+wIEd4ZeExs3QCGEEEI0up1p+Vz+2lo2JOfx7OS+LJwxhMv7tZMkRrQKzTeRCYlDo9mdu9vVoTQKq0XxyGU9OZxbwoL11SxycGAVpG+F4X8Bi/wBE0IIIVqyZVuOcvUbP2N3aBbfcT7XJES7OiQhGlXzTWRC4wBazTwZgJHdwrigayivrk7ieEnFHyv89AL4t4e+1zZ+cEIIIYRoFHaHkye/3sV9i7bQt30gX94znP7Rga4OS4hG12wTmWCvYNr5tms182ROeOTSnhSU2XhtddKpb6Ssh5R1MPQecPNwTXBCCCGEaFB5xRXc+s4G3v4pmZvP78AHfxpMmJ+nq8MSwiWabSIDRq9Ma+qRAegZ6c+U+CjeW3+Iwzklv7+x9gXwCYEBN7ssNiGEEEI0nF1pBVz+2lp+S87l2cl9eWJibzzcmvVHOSHOSbP+rz8uJI7UolTyy/NdHUqjuv/C7rhZLDyzco9RkL4N9n8LQ+4ED1/XBieEEEKIevfVtjSuemOdzIcRopJmncic3BizlfXKtA3w4vYRsXy9LZ2NKXnGvjEefjDwdleHJoQQQoh65HRq/vvtXu7+aDO92wXIfBghKmnWiUzPkJ4A7MxpXYkMwMwRsYT5efLOF/9D7/wMBk4Hb/nDJoQQQrQUxeV27vhgI6+uTuLahGg+vF3mwwhRWbPdEBPA38Ofjv4d2ZHduib8A/h6uvHAhd3gi3uwu3tgGXwXsuCyEEII0TIcyS3h9vcT2Z9ZxOOX9+KWoR1RstG1EKdo1j0yAL1CerXKHhmAKV1hsvtaPrKN4Palhykss7k6JCGEEEKco/UHcrjitbWkHS/lvdsGceuwTpLECFGFZp/IxIXEkVGSQXZptqtDaXTWVf/CzepGmzEP8MO+LK6a/fOpK5kJIUQzoJSKVkqtUUrtVkrtVErdZ5Y/rpQ6qpTaYj4urdTmYaVUklJqr1Lq4krl8Uqp7eZ7ryjz059SylMp9bFZ/qtSqmNjX6cQtfHBLyncNO9Xgn09WHb3cIZ3DXV1SEI0Wc0+kWmtE/45sgF2LIHz7+bqMeezYNogMgvLueL1tfx8oPUldUKIZs0OPKC17gkMAWYppXqZ772ote5vPpYDmO9NBeKA8cBspdSJ0bVvADOAruZjvFk+HcjTWncBXgSeaYTrEqLWbA4n//h8B49+voMLuoby2axhdAqVlUiFqEmzT2R6BPfAoiyta2NMrWHlw9AmAob/BYChXUJZNmsYoW08uXneb3zwS4qLgxRCiNrRWqdrrTeZrwuB3UD7GppMBBZprcu11slAEjBIKRUJ+Gut12utNfA+MKlSm/fM10uAsUrG6ogmIimzkClvrmfBLynMHBnL3FsG4u/l7uqwhGjymn0i4+PuQ2xAbOvqkdnxKaRugLGPgWebk8UdQ31ZetdQLugayqOf7+Afn+/A5nC6MFAhhKgbc8jXecCvZtHdSqltSqn5Sqkgs6w9cKRSs1SzrL35+vTyU9pore1APhBSxflnKKUSlVKJWVlZ9XJNQlTH7nDyxvcHuPSVtaTkFPPa9efx8CU9sVokxxaiNpp9IgPGPJmdOTsxvoBr4Wyl8L9/Qtu+0O/6P7zt7+XO3FsGMmNELAt+SeGW+b9xvKTCBYEKIUTdKKXaAJ8Cf9ZaF2AME+sM9AfSgf+eqFpFc11DeU1tTi3Qeo7WOkFrnRAWFlbHKxCi9vZnFHL1m+t55ps9jOkezrd/GcmEvu1cHZYQzUqtEhml1HhzQmWSUuqhGuoNVEo5lFKT6y/EM+sd2pvcslyOFR9rzNO6xvrXoCAVxj8Flqr/+awWxSOX9uT5Kf1IPJTHA4u3NnKQQghRN0opd4wk5kOt9VIArXWG1tqhtXYCbwODzOqpQOVtzaOANLM8qoryU9oopdyAACC3Ya5GiOrZHU5mf5/EZa+s5XBOMa9edx5v3DhA9ocR4iycMZExJ1C+DlwC9AKuqzQJ8/R6zwAr6zvIM4kLiQNo+fNkCo/BTy9CjwnQcfgZq0+Oj+IvF3Zj1Z5M1u6XBQCEEE2TOVdlHrBba/1CpfLIStWuBE78kf8CmGquRNYJY1L/b1rrdKBQKTXEPObNwLJKbW4xX08GVutW0Y0vmpJ9GYVc/cbPPPvNXsb2DOd/94/k8n7tZGllIc5SbXpkBgFJWuuDWusKYBHGpMnT3YPxbVpmPcZXK92Du+NmcWv582RW/xscFXDhE7VuctuwjkQHe/Ofr3fhcMo9WwjRJA0DbgLGnLbU8rPmUsrbgNHAXwC01juBxcAu4BtgltbaYR7rTmAuxgIAB4AVZvk8IEQplQTcD1Q7ukCI+lZUbufl7/Yz4ZW1HMkr5bXrz+ONG+MJbSO9MEKcC7da1KlqUuXgyhWUUu0xvi0bAwys7kBKqRkYy2ISExNT11ir5WH1oGtg15a9MWb6Vtj8IZw/C0I617qZl7uVhy/pyV0fbuLjDUe4fnD9/d6FEKI+aK3XUvUcluU1tHkSeLKK8kSgdxXlZcCUcwhTiDorKrfz/vpDvP3jQfJKbFzWJ5J/TYyTBEaIelKbRKY2EyRfAh7UWjtq6h7VWs8B5gAkJCTUa/dAXGgcKw+tRGvd8rpotYaV/wc+wTDib3VufknvtgzqGMwL/9vL5f0i8ZMlHYUQQogGU1xu5/31Kcz58QB5JTZGdw/jvnHd6B8d6OrQhGhRajO0rLpJlZUlAIuUUocwxh7PVkpNohH1DulNYUUhRwqPnLlyc7Pnazj0E4x6GLzr/kdQKcWjE3qSXVTB62sONECAQgghhCgut/PG9wcY/sxqnvlmD/2iA/nsrqG8c9sgSWKEaAC16ZHZAHQ1J1QexdhN+ZR1f7XWnU68Vkq9C3yltf68HuM8o7hQc8J/9g5i/FvQ8Cl7OXz7KIT1gPjbzvowfaMCuWpAe+avTeaGwTFEB/vUY5BCCCFE61VcbmfBLynM+fEgucUVjOwWxn3jujIgJujMjYUQZ+2MPTLmxmF3Y6xGthtYrLXeqZS6Qyl1R0MHWFudAzvjafVsefNkfpsDeclw0ZNgrU3eWb2/X9wDq0Xx9Io99RScEEII0XoVltl4fU0Sw59ZzdMr9tC7fQBL7xrKe9MGSRIjRCOo1SdjrfVyTpt0qbV+s5q6t557WHXnbnGne3B3dmS3oCWYi7Phh+egyzjoOu6cD9c2wIuZI2N56bv93Hool4Edg+shSCGEEKJ1yS+18d7Ph5i3Npn8UmMOzD1jpQdGiMZ2bl/xNzG9Q3rzWdJnOJwOrBarq8M5d+tfg4pCozemnswc0ZmPNxzhiS93sWzWMCyWFrYwghBCCNFA8ktszFuXzDvrkiksszOuZwT3ju1C3yiZ/yKEK9Rmsn+zERcaR6m9lOT8ZFeHcu5sZbDpfeh+KYT3qLfDentY+fv47mw/ms9nm4/W23GFEEKIlup4SQXPr9zLsGdW88qq/QzrHMpX9wxn7i0JksQI4UItrkcGYGfOTroEdXFxNOdo1+dQkgODbq/3Q0/s15531x3i2ZV7uKRPW3w8WtR/BkIIIUS9KLM5eGfdId74PonCcjuX9onknjFd6NHW39WhCSFoYT0yHfw74OPm0zLmyWyYCyFdodPIej+0xaL4x4ReZBSU89YPB+v9+EIIIURzZnc4+XjDYUY99z3PfLOHgR2DWXHfBbx+/QBJYoRoQlrUV/FWi5VeIb3YlbPL1aGcm7QtkLoBxj8DDbS5Z0LHYC7rG8lbPx5g6qBoIgO8G+Q8QgghRHOhteZ/uzJ4duVekjKLOC8mkJen9mdwbIirQxNCVKFF9cgAxIXEsSd3DzanzdWhnL0Nb4O7D/Sb2qCneWh8D5wa/vP1brTWDXouIYQQoilLPJTL5DfXM2PBRpxa8+aN8Sy9c6gkMUI0YS2qRwaMCf8VzgqS8pLoGdLT1eHUXWkebF9iJDHeDTuBMDrYh3vHdOH5b/cR4efFPyb0RDVQD5AQQgjRFGUXlfPPZTv5ens64X6ePHVVH6bER+FmbXHf9QrR4rS4RKbyhP9mmchs/hDsZTDwT41yulmju5BTXMH8dclYLfDIpZLMCCGEaB2+3pbOP5btoKjMzv0XduP2C2Lx9mgB2zcI0Uq0uEQmyi8Kfw9/dmTvYHK3ya4Op26cTkicB9FDoG2fRjmlUorHJvTC6dS8/VMyFoviofE9JJkRQgjRYuUUlfOY2QvTNyqA56f0o1uEn6vDEkLUUYtLZJRSxIXENc8J/wdXQ+5BGP1/jXpapRSPXxGHQ2ve+uEgbhbFXy/qLsmMEEKIFmf59nT+8fkOCsps/O3i7swcESvDyIRoplpcIgPGPJl3d7xLuaMcT6unq8Opvd/mgm8Y9Ly80U+tlOKJK3rjcMLraw5gtVi4/8JujR6HEEII0RByiyt4bNkOvtqWTp/2AXw0ZQjd20ovjBDNWYtMZHqH9Mau7ezN3UvfsL6uDqd28lJg3zdwwQPg5prky2JRPDmpN06n5pVV+7EqxX3jurokFiGEEOJcaK3JLa7g6PFSdqUV8Py3e8kvtfHXi7oxc2Rn3KUXRohmr0UmMn3D+mJRFlYkr2g+iczGd4w9Y+JvdWkYFoviqav64NCaF7/bh9UCd4+RZEYIIUTTVFBmY82eTI7klnD0eCmpeaUcPV5K2vFSymzOk/Xi2vmzYPpgekbKhpZCtBQtMpEJ8wnj8tjL+WTfJ9wadysRvhGuDqlm9nLY9D50vxQCo10dDRaL4pmr++J0ap7/dh8Wi+KuUV1cHZYQQggBGL0tW44cZ+Fvh/lyazqlNgcAIb4etA/ypnuEH2O6h9Mu0Jv2Qd60D/SmR1s/mQsjRAvTIhMZgDv63cHXB7/m7e1v8+iQR10dTs12fg4lOY225HJtWC2K56b0w6E1z36zFzeLYsaIzq4OSwghRCuWX2pj2ZajfPTrYfYcK8THw8qk89oxOT6aXpH+snSyEK1Mi01kovyimNR1Ep/u/5RpvafRrk07V4dUvQ1zIaQLdBrp6khOYbUo/julHw6n5v8t34NFKf50QayrwxJCCNGKaK3ZfOQ4C389zJfb0iizOYlr58+TV/ZmYv/2tPFssR9lhBBn0KL/75/ZdybLkpYxZ9scHh/6uKvDqVr6Vkj9DcY/DZam1+XtZrXw0rX9cWrNf77ejdWiuG1YJ1eHJYRoQZRS0cD7QFvACczRWr+slAoGPgY6AoeAa7TWeWabh4HpgAO4V2u90iyPB94FvIHlwH1aa62U8jTPEQ/kANdqrQ810iWKOrA5nOxMKyDxUC6Jh/JITMkju6gcXw8rV54XxfWDYugTFeDqMIUQTUCLTmTa+rZlcrfJLN67mOm9pxPt7/r5J3/w29vg7gP9rnN1JNVys1p4eep5OJ2b+deXu7BaFDef39HVYQkhWg478IDWepNSyg/YqJT6H3ArsEpr/bRS6iHgIeBBpVQvYCoQB7QDvlNKddNaO4A3gBnALxiJzHhgBUbSk6e17qKUmgo8A1zbqFcpqpRfamNTSh6JKUbisjX1+MlJ+lFB3gzvEsLQzqFc2jdSel+EEKdo8X8Rbu9zO0v3L+XNbW/y5PAnXR3OqUrzYPsS6HsNeAe6OpoauVstvHLdecz6aBOPLduJRSluHNLB1WEJIVoArXU6kG6+LlRK7QbaAxOBUWa194DvgQfN8kVa63IgWSmVBAxSSh0C/LXW6wGUUu8DkzASmYnA4+axlgCvKaWU1lo39PWJ32mtOZxbcrKnZWNKLvsyigBjOHNcO3+uGxRDQodgEjoGEeHv5eKIhRBNWYtPZMJ8wpjafSoLdi9gep/pxAY0oTkeWz4Ce2mTmuRfEw83C69fP4A7P9jIo5/vwGpRXDcoxtVhCSFaEKVUR+A84Fcgwkxy0FqnK6XCzWrtMXpcTkg1y2zm69PLT7Q5Yh7LrpTKB0KA7NPOPwOjR4eYGPn7dq7yS2wkZRWx+XAeG1OM5CWrsBwAPy83BsQEcXnfdsR3DKJ/dCA+Hi3+Y4kQoh61ir8Y0/pMY/G+xby55U2eHfmsq8MxlOTCupch5nyIbCZ73WAkM7NvHMAdCzby8NLtWJXimoFNcMieEKLZUUq1AT4F/qy1LlBKVVu1ijJdQ3lNbU4t0HoOMAcgISFBemtqoczm4FBOMclZxRzMLia50iO3uOJkvaggb4Z1DiG+YzADOwbRNdwPq6Xaf2MhhDijVpHIBHsFc0PPG5i7fS5/6vsnugV1c3VIsOJBY8nlG5a4OpI683Sz8saN8cxYsJEHl27DYlFMjo9ydVhCiGZMKeWOkcR8qLVeahZnKKUizd6YSCDTLE8FKn+DEgWkmeVRVZRXbpOqlHIDAoDcBrmYFqawzMbR46UcNTeaPJpXSmqln0/0sJwQ7udJp1BfLo6LoFOoL51C29A3KkCGiQkh6l2tEhml1HjgZcAKzNVaP33a+xOBf2OsNmPH+DZtbT3Hek5ujbuVRXsWMXvLbF4a/ZJrg9nzNWxfDCMfala9MZV5uVuZc1M8t7+fyN+WbOVwbgl3jeqMl7us4S+EqBtldL3MA3ZrrV+o9NYXwC3A0+bzskrlHymlXsCY7N8V+E1r7VBKFSqlhmAMTbsZePW0Y60HJgOrZX5M9fZlFPL1tnS+3p5OUmbRKe95WC20C/SifZA3o7uHERXkYyYsvnQM9ZUJ+UKIRnPGvzZKKSvwOnAhxjdaG5RSX2itd1Wqtgr4wlzisi+wGOjREAGfrQDPAG7qdRNvbH2DXTm76BXSyzWBlOTCV3+BiD5wwQOuiaGeGMlMAg8v3cYrq/bz2eZUHr88jrE9I1wdmhCieRkG3ARsV0ptMcsewUhgFiulpgOHgSkAWuudSqnFwC6ML89mmSuWAdzJ78svrzAfYCRKC8yFAXIxVj0TlZxIXpZvT2d/ZhFKweBOwVw1oDvRQT60D/ImKtCb0DaeWGRImBCiCVBn+kJKKXU+8LjW+mLz54cBtNZP1VB/vta6Z03HTUhI0ImJiWcV9NkqrChk/Kfj6R/en9fHvt6o5z5p6QzY8SncvqbZ9sZU5ecD2Ty2bCdJmUWM6xnOYxPiiAnxqbHN8ZIKvtiaxpKNqRSV2Xl2cl8SOgY3UsRCCACl1EatdYKr42iKXHGfakw2h5O9xwr5bncGX2/7PXkZ1DGYCX0jubh3W8L9ZDiYEMK1arpP1ab/9+RKL6ZUYHAVJ7kSeAoIBy6rJhCXrgbj5+HHbb1v4+VNL7M1ayv9wvo1bgB7lsO2j2Hkgy0qiQEY2jmU5fdewLs/J/PSd/sZ9+IP3DWqM3eMPHW4md3h5Kf92Xyy8Qjf7cqkwuGkV6Q/Dq2ZOucXHru8FzcN6UANk3yFEELUkc3hZH9GETuO5rPdfOxOL6Dc7kQpGNgxmCcmxjE+ri3hMpdFCNFM1KZHZgpwsdb6T+bPNwGDtNb3VFN/BPCY1npcTcd11TddJbYSLll6Cd2DujPnojmNeOJcmD0EfMPh9tXg5tF4525kx/LLeHL5br7cmkZMsA+PX9GL6CAflmxMZenmo2QVlhPs68Gk/u25Or49ce0CyC+1cf/HW1i1J5OrBrTn/13ZR+bbCNEIpEemeudyn9Jak5ZfRvtA73qO6szKbA72HitkV3oBu9IKTklaANp4utGrnT992gfQp30AQzuHSPIihGiyzrVHprrVYaqktf5RKdVZKRWqtc6urp6r+Lj7MK33NJ5PfJ7EY4kktG2k+/c3D/2+SlkLTmIA2gZ48ep153HdwGge+2In0941Pgi4WRSje4QzOT6K0d3D8XCznGwT4O3O2zcn8OrqJF5atY896YW8dVM80cE1D08TQoimaM3eTG5/fyNX9GvHnaM60y3Cr87H2J9RyOHcErzcrXi6WU59drfg6Wal3O5gd3ohu82kZVd6AQezinCa31G28XQjrp0/Nw3pQJ+oAHq3D6BTiK/McRFCtAi16ZFxA/YBY4GjwAbgeq31zkp1ugAHzMn+A4AvgaiaVoRx5djjUnsply29jHCfcD689EOslgb+5n/Pclh0nTGkbPQjDXuuJqbC7uTjxCPYHU4u79eO0DaeZ2yzZk8m9y3ajFKKV647j5HdwhohUiFaJ+mRqd653KcyCsp4+8eDfPTbYUoqHFzYK4JZo7vQPzqwxnYFZTa+3JrG4sRUth45Xqdztg/0pmekP73a+dMr0nhEBXlL0iKEaNZquk+dMZExD3Ap8BLG8svztdZPKqXuANBav6mUehBjmUsbUAr87UzLL7t6EuWK5BX8/ce/8+DAB7mx140Nd6KTQ8rCjAn+Lbw3pr6k5BQzc8FG9mYU8sCF3bhrVBe5GQvRACSRqV593Kfyiit49+dDvPvzIfJLbQzrEsKsUV04v3PIybmAWmt+Tc5lceIRlm9Pp8zmpFtEG65JiCa+QxAVdifldidlNscpz+V2J1YF3dsaSUuAj3t9XLYQQjQp55zINARXJzJaa2atmkViRiKfT/ycdm3aNcyJls6EHUuMeTGRjby4QDNXUmHn4aXbWbYljXE9I7hzVGf6RwfKTtBC1CNJZKpXn/eponI7H/2awtyfksksLKdfdCC3X9CJlJwSPkk8wqGcEtp4unF5v3ZcOzCaflEBsuiJEEIgiUy10orSmLRsEgPbDuS1Ma/V/01j7wpYOLVVDimrL1pr3ll3iKdW7Mbm0IT4ejC6RzjjeoZzQdcwfGXjNSHOiSQy1WuI+1SZzcGnm1J584cDHMktBYy9Wq5JiObSPpF4e8giJ0IIUZkkMjVYsGsBz254ludGPMf4TuPr78C2Uni5P/iGypCyenC8pIIf9mWxancm3+/NpKDMjofVwpDOIYzrGc6YHuFEBcnCAGdy9HgpmQVl9I8OlG97BSCJTE0a8j5ldzhZdyCHDsE+dAz1bZBzCCFESyCJTA0cTgc3LL+B9OJ0vpj0BQGeAfVz4C0L4fM74OZlEDuqfo4pAGM/hMRDeazancGqPZkkZxcD4G5VeLlb8XK34m0+vNyNFX68Paz4eroR5ONOkI+H8fB1J/DEax93vNytHMsvIz2/lLTj5nN+GenHSzmWX0ZeiY1rEqL42/getGkmPUFOp2Zr6nFW7c7ku90Z7DlWCED3CD+mX9CJif3b4enWeN8AO5365BKw8s1z0yCJTPWayn1KCCFaM0lkzmBP7h6mfjWVSV0m8fjQx+vnoHPHQelxuHsDyDffDepAVhHf780iu6icMpuDMpuD0goHZTYnpebPZTYHhWV28koqyC+1nVyatCYebhbaBXgRGeBNZIAXDq35Ymsakf5e/HtSb8b2jKhTnJsO57H3WCEdgn2IDWtDhL9ng/SKFJfb+Wl/Nqv3ZLB6j/F7sVoU8R2CGNcznEBvD+avS2bPsULC/Dy55fwO3DC4A0G+59ZraHc4+TU5l6+2pbPnWAFlNufv/x7mv8mJJMaiYEBMEGN7RjCuZzhdwtvU6nehteZQTglbjuQR5OPB8C6huFktZ2xXV1prsosq8HS34O9VtwnUpRUOkrOLOZhdREmFg4t7tW3Sk7AlkaleU7pPCSFEayWJTC28sPEF3tnxDvMvns/AtgPP7WDp2+CtC+Dip+D8u+onQFFvnE5NQZmNvBIbucUVHC+pIK/ERqnNQYSfJ+0CjcQl2NfjDx+uN6bk8fDSbezLKGJC30j+eXkcYX7VLyntcGq+3XmMt386yKbDpy6l6uNhpVOoL51CfYkNa0Psyde++FZLCQkAACAASURBVNXhw3N+iY1NR/LYlJLHxpQ8ElPyqLA78fNyY2S3MMb1jGBU9zACfX5PVLTWrEvKYc5PB/lxXxbe7lamJEQxfXgnOoTUfpiLw6nZcCiXr7al8c2OY2QXVeDjYaV/dCA+Hm54e1jxPtEr5m7F03wuKrfx/d4sdqYVABAT7MOYHuGM6xnBoE7BJ/cYKq1wsC31OBsP57Ep5TibDueRW1xx8vzhfp5cOaA9U+Kj6BJe9306TlxDcnYRO809OHalGY8c8zxtPN1oG+BFZIAX7QK8iQw0XkcGeOPQmuQsI2lJzi4mOauYtPyyU47v5W5hYr/23Gju49HUSCJTvaZ2nxJCiNZIEplaKLWXctWyq3CzuLHkiiV4Ws+830m1vrwPtn4MD+wG76D6C1I0CRV2J2/+cIDXVifh7WHl/y7ryZT4qFOSnpIKO58kpjJvbTKHc0uICfZh2rCOjO4RTmpeKQezijiYXczBrGKSs4tJzSs5pZcotI0nsWG+xJqJTafQNsSG+RIV5M2R3BI2pRxnY0oeGw/nkZRZBBi9HD0j/RncyZg3NLBTMO616K3Ye6yQuT8dZNmWNGxOJ2N7RNCjrR+B5jC8YF+Pk6+DfDxo4+XGpsN5fL0tneXb08ksLMfb3cqYnuFM6BPJ6B7heLnXbthYen4pq/dksmp3JuuSsim3O/HzdGNwbAiZhWXsSivAbv5iYsN8GRATRHyHIM6LCeRQdglLNqayZm8mDqemX3Qgk+OjuKJvuyp7QOwOJ0fySknOLuJgVjEHsorYlV7IXrP3CMDDaqFb2zb0ivSnR1t/HE5NWn4p6ZWGGmYVlv/h2H5ebieT0dhQXzqFGUmp3aFZtOEwn29Oo9TmoF90IDcN6cCEvpG1/h01NElkqtfU7lNCCNEaSSJTSz+n/czM/81kRt8Z3HPePWd3kLIC+G8PiLsSJr1evwGKJiUps4hHlm7nt0O5DO0cwv+7sg8+HlbeW3+ID345TH6pjQExgdx+QSwXxbWtcdnocruDwzklHDATmxMftpOzi0/2DJwu0MedATFBDIgJZECHIPpFBZ7TKm6ZBWW8t/4Qn248SlZROY5qxt8pBVqDp5uF0d3DmdAvkjE9wvHxOLd5QyUVdtYl5bBqdwbrD+YQGeBFfAczcYkOqnboW1ZhOcu2HOWTxFT2ZhTi4Wbhwl4RDO4UfErSeDin5GRSBBDk425sHnhiA8F2/nQOa3PG5K/C7iSjoIy046UopYgN8yWkit67yvJLbSzdlMqCX1I4mFVMoI87U+KjuHZgDG4WdTJZOmYeNz3feD5WUEaZzVFjPGF+nvz09zE11qmJJDLVa4r3KSGEaG0kkamDR356hBXJK1h8+WK6BnWt+wF+exuW/9XYN6Z9fP0HKJoUp1OzcMNhnl6+hwqHE63B5nRyca+23D6iE/Edgs/5HPkltpNDl1JySmgf5E18hyBiQ30bbOUxp1OfnFN08lFsI6+kguMlNrpGtGFsz4gmteiB1pqdaQUs2ZjK51uOcrzEhoebhU4hJ3q1jCF8ncxek3OdE3S2Ma4/mMMHv6Tw7c6MUxKrEwJ93IkM8DbmZwV64XuGBNHX0417x57F3yqTJDLVa6r3KSGEaE0kkamDvLI8rvj8Cjr4d+D9S97HouowkVhrmH0+uHnCzB8aLkjR5GQUlPHSd/vwdLNy27COdZpnIupfud1BTlEFbf29sDTRDVQzCspYufMY3u7Wk/OyIgO8G301N0lkqtdU71NCCNGa1HSfajpfpzYRQV5B/H3g33lk7SMs3ruYqT2m1r7x4fWQtRuueLXhAhRNUoS/F09d1dfVYQiTp5uRHDRlEf5e3Hx+R1eHIYQQQjRb9b9uaQswIXYC50eezzMbnuGdHe/g1M7aNdwwDzwDoPfVDRugEEIIIYQQrZwkMlVQSvHcyOcYHT2aFza+wIxvZ5BRnFFzo6Is2LUM+l8HHjKsSAghhBBCiIYkiUw1AjwD+O/I//Kvof9iW/Y2rv7yalalrKq+weYF4LRB/G2NF6QQQgghhBCtlCQyNVBKcVXXq1g8YTFRbaL48/d/5vGfH6fEVnJqRacTNr4DHYZDeA/XBCuEEEIIIUQrIolMLXQM6MiCSxYwvfd0lu5fyrVfXcvO7J2/VziwCo4fhoHTXBekEEIIIYQQrYgkMrXkbnXnz/F/Zt7F8yi1l3Lj8huZt30eWmtjkr9vOPS43NVhCiFEs6SUmq+UylRK7ahU9rhS6qhSaov5uLTSew8rpZKUUnuVUhdXKo9XSm0333tFmZstKaU8lVIfm+W/KqU6Nub1CSGEqH+SyNTRwLYD+fSKTxkdM5qXNr3E7F+fhv0rYcBN4Nb4G+wJIUQL8S4wvoryF7XW/c3HcgClVC9gKhBntpmtlDqxAc8bwAygq/k4cczpQJ7WugvwIvBMQ12IEEKIxiGJzFk4sRDAlV2u5M29H/GFrzfE3+rqsIQQotnSWv8I5Nay+kRgkda6XGudDCQBg5RSkYC/1nq9NnZ7fh+YVKnNe+brJcDYE701QgghmidJZM6SUop/DHyQwRUO/hkWwoayMyzPLIQQ4mzcrZTaZg49CzLL2gNHKtVJNcvam69PLz+ljdbaDuQDIaefTCk1QymVqJRKzMrKqt8rEUIIUa8kkTkH7vtW8kJ6GjHeEdy35j4O5h90dUhCCNGSvAF0BvoD6cB/zfKqelJ0DeU1tTm1QOs5WusErXVCWFhY3SMWQgjRaCSROReJ8/H3j+b1i+fjbnFn1nezyC2r7cgIIYQQNdFaZ2itHVprJ/A2MMh8KxWIrlQ1Ckgzy6OqKD+ljVLKDQig9kPZhBBCNEGSyJyttM1w6CeIv5WogBheHfMqWaVZ3Lv6Xsod5a6OTgghmj1zzssJVwInVjT7AphqrkTWCWNS/29a63SgUCk1xJz/cjOwrFKbW8zXk4HV5jwaIYQQzVStEhml1HhzicskpdRDVbx/gzmGeZtS6melVL/6D7UJyTsEH00Fv0gYcCsAfcP68tQFT7E1ayuPrn0Up3a6NEQhhGhOlFILgfVAd6VUqlJqOvCsuZTyNmA08BcArfVOYDGwC/gGmKW1dpiHuhOYi7EAwAFghVk+DwhRSiUB9wN/uJcJIYSoZ6mJsOqJBju825kqmEtavg5ciNE1v0Ep9YXWelelasnASK11nlLqEmAOMLghAna5okxYcCXYy+C2FeD7+1zRCztcyP3x9/PCxheI9ovm3gH3ujBQIYRoPrTW11VRPK+G+k8CT1ZRngj0rqK8DJhyLjEKIYSopax9sPoJ2P0l+IbB4DugTXi9n+aMiQzGmOQkrfVBAKXUIoxlLE8mMlrrnyvV/4VTxyi3HGX58MHVUHgMbl4GEb3+UOXWuFs5XHiYt7e/TbRfNFd2vdIFgQohhBBCCNHICtLg+6dg8wfg7gOjHoHzZ4FnmwY5XW0SmaqWuaypt2U6v3fln0IpNQNjozJiYmJqGWITYSuDhddD5i647mOIHlRlNaUUjwx+hLSiNJ5Y/wThPuEMaz+skYMVQgghhBDiLGkN2fsgZR14BUBYTwjpDG6eVdcvzYO1L8Kvb4HTAYNmwoi/gm9og4ZZm0SmVktWAiilRmMkMsOrel9rPQdj2BkJCQnNZ5Klww6fToeUtXDVXOg6rsbq7hZ3nh/5PLd9cxv3rbmP18a+xpDIIY0UrBBCCCGEEHVUkgvJP0DSKjiwBgpST31fWY1kJqy7kdiE94DQbpD0nZHElBVA32th9CMQ1KFRQq5NIlPdMpenUEr1xZhgeYnWOqd+wmsCtIav7oM9X8Elz0Lf2g2x9vPwY85Fc5i+cjr3rLqH2eNmM7DtwAYOVgghhBBCiFqoKIH0rXBwjZG8pG0C7QTPAIgdASMegE4jwVYCWXshczdk7TGe93xt1D2h68Uw9jFo+4cpig2qNonMBqCrucTlUWAqcH3lCkqpGGApcJPWel+9R+lK3/3TGOc34u8weGadmgZ7BTP3orlMXzmdWatmMXvsbBLaJjRQoEIIIYQQokXQGg6vB+9go9fDcg47pjidcPwQZOyEjF2QscN4nXsQ0KAs0G4AjPgbdB4L7ePBelqK0LbPqT/byiAnyUhsAmOqnXLR0M6YyGit7Uqpu4GVgBWYr7XeqZS6w3z/TeAxIASYbSzdj11r3fw/sa97Bda9DAnTjG6ysxDiHcLci+cybeU07lp1F2+Oe5MBEQPqOVAhhBBCCNEi2Cvgy3th60LjZ09/aHceRCVA+wTjuaoVwEpyITcZ8pKN59yDxjyXzN1gKzYrKQjuBBFx0GeK0YPSYRj4BNctRncvo20j98CcTrlqP7CEhASdmJjoknPXypaF8PkdEHclXD0PLNZzOlxWSRbTVk4jsySTty58i/7h/espUCGEOHtKqY0t4ounBtDk71NCiJanLB8W3wwHvzd6SIJjjb1YjibCsR1wYsusgBiIigeUmbgcNNpW5tfOmNMSEWc8wuOMeS0evo19VeekpvtUbYaWtT4p6+GLe6DTCLjyrXNOYgDCfMKYd/E8pq2cxh3f3cGcC+fQN6xvPQQrhBBCCCGavfyj8OEUyN4Lk96A/uZMjhPPJ+a0HE00k5uNxgT84E5G70pQJyPxCe4EQR3B3dtll9JYJJE5XV4KfHyDMd7vmverX2buLIT7hDP3ImOY2cz/zeTti96md6hru+SEEEIIIYSLHdsOH14D5YVwwxLoPPqPdTx8oMP5xkMAcA4zh1qg8kJYOBWcdrj+Y/AOqvdTtPVty/yL5xPgGcCM/81gZ87Oej+HEEIIIYRoJg6shvmXGK+nfVN1EiOqJInMCU4HfPonY3m5Ke9CaNcGO9WJZMbP3Y8Hvn+ACkdFg51LCCGEEEI0UZs/NIaTBcbAn75z+eT55kYSmRO+exz2fQPjn4bOYxr8dO3atOOfQ//J0aKjLNyzsMHPJ4QQQgghmginA75/GpbdBR2Hw7QVENDe1VE1OzJHBoxs+OdXjGWWB93eaKcd2m4ow9sP561tbzGx80QCvQIb7dxCCCGEEKIBOeyQf8RYUez0R94hcFRAv+vh8pfBzcPV0TZLksgc/gW++rOxQtklz4KxD06juT/+fiZ/OZm3tr3Fg4MebNRzCyGEEEKIelRRDDs/h80LIHWDMe/6BHcfY1WxsO7Q/RKI7AdxVzX6Z8+WpHUnMnkpsOgGCIiCKe+B1b3RQ+ga1JUru1zJor2LuK7HdcT4xzR6DEIIIYQQ4ixpDWmbYNP7sP1TqCiEkC5w/t3Gc3Cs8fBrK0lLPWu9iUx5ISy8Dhw2uO7juu9oWo9m9Z/F8uTlvLTpJV4Y9YLL4hBCCCGEELVUkgvbFhsJTOZOcPM2NlIfcDPEDJGkpRG0zkRGa/jsDsjaAzd8AmHdXBpOmE8Yt/W+jdlbZrMlcwv9w/u7NB4hhBBCCFGJ0wnHUyBzF2TsNDam3P8/cJRDuwEw4UXofTV4Bbg60laldSYyG+bCnq/goiehy1hXRwPALb1u4ZO9n/Bc4nN8cMkHKMnihRBCCCEal9ZQlAE5SZCxCzJ2GMlL5m6oKDIrKQjqCPG3Gr0vsmSyy7S+RCZjJ6z8P+hyIZw/y9XRnOTj7sM9593DYz8/xrcp33Jxx4tdHZIQQgghRMtzMlk5YK4iZj7nmCuK2Yp/r+sdBOFx0P8GiIgzHmE9wLON6+IXJ7WuRMZWCkumG91+k95ocmMXr+h8BQt2L+CljS8xOno0HlZZik8IIYQQos4cNjh+GPKSITfZWO44N9n4Oe8Q2Ep+r2txM3pYgmONPV2CYyEkFsJ7gV9kk/u8KH7XuhKZb/8BWbvhhk+hTZiro/kDq8XKX+P/yszvZrJozyJujrvZ1SEJIYQQQjQfB9bA909BaiJox+/lbt5mstIJYkcbzydWEwuIBmvr+kjcUrSef7W9K2DD2zBkFnQd5+poqjW0/VCGtRtmbJLZZSIBnjJpTAjR8iml5gMTgEytdW+zLBj4GOgIHAKu0Vrnme89DEwHHMC9WuuVZnk88C7gDSwH7tNaa6WUJ/A+EA/kANdqrQ810uUJIRpaaiKs+hck/wj+UTD8zxDc2UhYgjrJ0sctlMXVATSKgnT4/C5o2wfG/dPV0ZzR/Qn3U2QrYs62Oa4ORQghGsu7wPjTyh4CVmmtuwKrzJ9RSvUCpgJxZpvZSimr2eYNYAbQ1XycOOZ0IE9r3QV4EXimwa5ECNF4MnbBwuth7ljj9fin4d5NMPYxOO8G6DAU/GV4WEvV8hMZpxM+m2nMj7l6Prh5ujqiM+oW1I1JXSbx0Z6POFJ4xNXhCCFEg9Na/wjknlY8EXjPfP0eMKlS+SKtdbnWOhlIAgYppSIBf631eq21xuiBmVTFsZYAY5UsDylE85WbDEtnwBtD4dBPMPpRuG8rDLmzWXzWE/Wj5Q8tW/8qJP8Al7/s8v1i6mJW/1msSF7Bv9f/m4ldJuJl9cLLzQtPqyfebt54Wj3xcvPCz8NPhp8JIVqqCK11OoDWOl0pFW6Wtwd+qVQv1Syzma9PLz/R5oh5LLtSKh8IAbIrn1ApNQOjR4eYmJh6vRghxDmqKIGUn2H3F7DlQ2OS/rB7YdifXbqxuXCdlp3IHN0Eq56AnlfAgFtcHU2dhPuEc2e/O3lh4wusT19fbT2F4oGEB7glrnldnxBCnIOqelJ0DeU1tTm1QOs5wByAhISEP7wvhGhETicc2wYH18CB1XD4F3BUgNXT2L9lxN+NYWOi1Wq5iUx5EXw6HdpEGL0xzXAEwW29b2NC7ASKbcWUO8optZdS5iij3F5OqaOUMnsZaw6v4fnE57EoCzf1usnVIQshRH3KUEpFmr0xkUCmWZ4KRFeqFwWkmeVRVZRXbpOqlHIDAvjjUDYhhKvZymDHp0bicnANlOQY5eFxMGgGdB4NMUPBw8e1cYomoeUmMiseNMZP3vpVs+5uDPMJI4zql4q+LPYyHvzxQZ7d8CwWZeGGnjc0YnRCCNGgvgBuAZ42n5dVKv9IKfUC0A5jUv9vWmuHUqpQKTUE+BW4GXj1tGOtByYDq815NEKIpqIgDRbdAGmbwDccuoyDzmMgdpSx6pgQp2mZicyRDbDlA7jgAWNjoxbM3eLOMyOewfmDk6d/exqrsjK1x1RXhyWEEHWilFoIjAJClVKpwD8xEpjFSqnpwGFgCoDWeqdSajGwC7ADs7Q+uWHEnfy+/PIK8wEwD1iglErC6ImRP5RCNCWpiUYSU14IU96DXhOb5Wga0bhqlcgopcYDLwNWYK7W+unT3u8BvAMMAP5Pa/18fQdaJ+tfA68AGH6/S8NoLO4Wd54b8Rz3/3A/T/76JFaLlSndprg6LCGEqDWt9XXVvDW2mvpPAk9WUZ4I9K6ivAwzERJCNDFbFsKX9xm9LjcthYg4V0ckmokzLr9srs3/OnAJ0Au4zlzDv7Jc4F7AtQkMQF6KsZpF/K3g2cbV0TQad6s7/x35X0ZEjeCJ9U+wdP9SV4ckhBBCCFE9pwO+fRQ+vwOiB8HtaySJEXVSmx6ZQUCS1voggFJqEcZ6/LtOVNBaZwKZSqnLGiTKuvj1LVAWGDTT1ZE0Og+rBy+OepH71tzH4z8/jkVZmNRl0pkbCiGEEEKcSdpm2DAX3LyMxZTahJvP5sM3DNw8anes0uPGokxJ38HA22H8U2B1b9j4RYtTm0Tm5Nr7plRg8NmcrMHX5y8rgE3vQ9yVEND+zPVbIA+rBy+Nfol7V9/LY+sew6IsXNH5CleHJYQQQojmKv8orP43bF0Inv5gsUJpXtV1vYMhqCOE9YCw7uZzNwjsYLQDyN4PC6dC3iGY8BIk3NZYVyJamNokMrVae782Gnx9/s0LoKIQhtxV74duTjytnrw8+mXuXn03j659lB+O/ECwVzBBXkEEeP7/9u48Pqr6XPz455klmcmeEEgCCQSQGBAwIIIUZbGu2Oq1omhbrb29rdZqW612+fXXa2tf/V1/WntttZu31apt3YtaFUVboC4ga5AgqxAIkAUIWWfLzHzvH2cICSYhQmDmMM/79ZrXOXPmzDnPfDOZ7zzzXU42Oak5nbfs1GyGpA0hxdnPX1CUUkoplRyCbfDer+DdX4GJWBeePO8OaxxyOAjt+6CtHtoaoLXOWrbVwYGPrOmT1/318LFcHsgfA/llsPUtcLrghpehdEb8Xp+yvf4kMr3N159YImFY/jtrbvFhk+MdTdx5XB4eOv8h7ll2Dx/s+4CmYBMtoZYe9810Z3L5aZdzzenXMCp71EmOVCmllFIJJRqxWl/+8VMrMTnjc3DB3VZLyyGuVMgutm698TfB/i2wbxPs22zdalbCkLFw1f9AzgnonaOSSn8SmZXAGBEZCezBmrLy8yc0qmOx6RVo3mX1sVQAeF1e/uu8w+URjoZpCbXQFGyiOdhMU6CJpmATy2uX88zmZ/jLxr8wtXAq80+fz5zhc3A7tK+qUkoplVS2L4VFP4S69TBsCsx/0hqIfyy8OdZzj/X5Sh3FURMZY0xYRG4F3sCafvnR2Bz+N8ce/52IFAKrgCwgKiLfBsYZY3puAjgRlv3a+qXg9EtP2intxuVwkefJI8/T/QKhV465ku/6v8uCbQt4bvNzfGfpdxjsHcxVZVdx1ZirKEzXi1AppZRSpyxfI1S9AOuehj2rILsErvojjL9Kr+WiEprE68LGU6ZMMatWrRqYg9WshD9eAJfeB9OSb7aygRSJRnhnzzs8vflp3t3zLg5xMLN4JjOLZzKtaBolmSVHP4hSyjZEZLUxZkq840hEA1pPKZVowiHYusjqQrblDYh2wJBxMOl6a/C92xvvCJUC+q6n+nVBzIS3/NeQmg0VX4h3JLbndDiZVTKLWSWzqGmt4bktz/HqR6+yuGYxAMMyhnFO0TlMK5rG1MKpDPIOinPESimllOoXY2DPGit5qXremnksfYj1I/DE+VA4QVtglK3YP5E5uBM+fAmm35pUF8A8GUoyS7jjrDu4ffLt7GjewfLa5bxf+z6LqhfxwtYXACjLLeOconO48YwbGZw2OM4RK6WUUqobY6zxLh++CBsWQON2awax8svgzOtg1BxrBjGlbMj+79wVjwCiXcpOIBFhVM4oRuWM4vNjP084GmbjgY28X/c+y2uX89Smp3h7z9s8dvFj2kKjlFJKxZsxUF8FGw4lLx+BOGHkTDj3dhh3hTWFslI2Z+9EptsFMPuY/k8NKJfDxYTBE5gweAL/MeE/WF2/mpvfvJmb3ryJP178R7JT9cNRKaWUOqkiYahfDxtfsVpfDmyLJS/nwYxvQvlnIV1/bFSnFnsnMmv/DMEWmP6NeEeS1M4qOIsH5zzIbf+8jVv+cQuPXPgI6e70eIellFJKnZqMgYM7rPEue9bAntVQuw7CfhCH1fIy/VYY+1lIz493tEqdMPZNZKIReP+3MHy6XgAzAcwYNoP7Z93Pd5Z8h9v+eRu/+fRv8Lg88Q5LKaWUsidjINAMrbXQsgdaauFgNexdC3vXWAP1wRrvUnSmNdPY0Mkweo4mLypp2DeR2fQKNO2Ci/9fvCNRMZ8e/ml+du7P+MHbP+COJXfwyzm/xO08+kU1A+EAwUhQu6QppZRKTsbAxr/DpletpKW1Flr2Qoev+37isKZIHvtZK2kZdhYMGQv9qGuVOhXZN5HpvADm3HhHorq4bNRl+MN+frLsJ3zv7e9x38z7cDl6fptVN1fz7JZneXHbi/jDfu6cciefL/88olM/KqWUShZ1VfD696H6bWsq5NxSKBgPYy6CrKGQWQRZwyCryFp3pcY7YqUShj0Tmd2roOZ9uOT/g8MZ72jUEeaVzcPX4eP+Vfdz93t389MZP8UhDgDC0TBLa5by9OanWV67HJe4uGDEBfjCPu5dcS8r61Zyz4x7yErJivOrUEoppU6g9gOw+Gew+jFrBrHLHoDJN+pUyEp9Avb8b2ncDtklMEkvgJmobjjjBnxhH7+u/DVel5ebJt7EC1tf4Lktz9Hga6AwvZBbK27lqrKryPfmY4zhiQ+f4MHVD3LN36/h57N+zvj88f0+X0e0A5e4tDVHKaVUYot0wKpHrSQm2AZnfxVmfx/S8uIdmVK2I8aYuJx4ypQpZtWqVcd+gGhEW2MSnDGG/17z3zxW9RiCYDB8auinmH/6fGYWz+yxy1llQyV3/esu9vv3H7WrWTga5r297/HithdZUrOEstwy7jr7Ls4qOOtEvzSlThkistoYMyXecSSi466nVHII+WDrG7D1TWvgfdbQw7fMoVaXsNRMa9+PFlvdyPZtgpGz4JJ7oWBcfONXKsH1VU/Zs0UGNImxARHh9sm3k+5Kp62jjXll8xiRNaLP51QMqeD5zz7PD9/5IfeuuJdVdav4yYyfdOtqtvXgVl7+6GX+/tHfORA4QG5qLpePvpx39rzDja/fyIUjLuT2ybdTklVyol+iUkqpZBQOwUf/hKoXYPNrEGoDbx6YKASaPr5/apbV4nKwGnJGwPy/QPlloL0IlDou9m2RUae0rl3NCtIL+PGnfsyO5h28tO0lNhzYgEtczCyeyRWnXcF5w87D7XTjD/t5fMPjPFr1KOFomC+M/QJfnfhVHW+jVB/s0CIjItVAKxABwsaYKSKSBzwDlALVwDXGmIOx/X8AfCW2/zeNMW/Etp8F/AnwAq8B3zJ9VIJaTyWRtgZoroGUDOuWGlt2/dE0GoHqd6DqefjwZSth8eTAuCtg/FVQeq61f8h3eNaxI5fDJsO0r4NbL0+gVH/1VU9pIqMS2qGuZnXtdQCU55VzxegrmDtqLnmenvsTN/gaeHjtw7y47UWyU7O5peIW5pXNw+3Q6SmVOpKNEpkpxpj9XbbdBzQaY+4Vke8DucaY74nIOOApYCowFHgLKDPGRERkBfAtYDlWIvMrY8zC3s6r9dQpzn/QmvJ4/fPWjGEm+vF93OmHk5pglvKCjwAAGfRJREFUC7Tvs9bLL7OSl1FzwJVy8mNXKoloIpNgIq2tND37HI1/+TOOtDQK//M/SZ86Nd5hJaymQBOvV79OxZAKyvPK+/28TY2buH/l/ayoW0FpVik3n3kzM4tnkpmSeQKjVcpebJzIbAZmG2NqRaQIWGKMOT3WGoMx5r9i+70B/Bir1WaxMaY8tv262PNv6u28yVxP2U40Cg7H0fcLtcPmhVbysu0tiHZA3igYPw+GTrKu2xJstW6hNmswfqjVWjpcUD4XxlwMKWkn/jUppYBTdYzMCWCMIVxfT2jHDkLV1UR9PlJGjCCltBT38OE4Uo7vV5eOvXtpfOJJmp57jmh7O2lTp9JRW8uuG75EztXzGHLnnTiz9aKQR8rx5HBt+bWf+HnleeX84aI/sHT3Uh5Y9QDff/v7uMTFWYVnMat4FrOLZ+s4GqXswQCLRMQAvzfGPAIUGGNqAWLJzJDYvsOwWlwO2R3b1hFbP3J7NyLyNeBrAMOHDx/o16EGQjQKB7bB7hVQswJ2r7QGz7vTrXEo6fmQNgjS8g/fT82yuoVted1KVjKHwrSbYMI8KKrQsSpK2VRSJjKRlhZC1dWEqqsJxpKWUPVOQtXVGL+/5yc5HLiHDSOltJSUkaWklJaSWlqKq6gId2EhDq+31/P511fR+NhjtLzxBgBZc+eSd+OX8J5xBlG/n30PP0zjnx6ndckSCn/4f8m8+CKdRniAiAizS2Zz3rDzWLdvHUt2L2FpzVLuW3kf9628j1HZo5hVYiU1EwdP7PXinUqpuJphjNkbS1beFJFNfezb04en6WN79w1WkvQIWC0yxxKs6kM4CE011qD3pmpreXCnNf7Ekw3eHGvpyel+v8NvXUNu9wpreWhAvScbhk2BsoutY7fvB98BaKuH+g/Btx/CAWvftEFw5nVWl7Dh0/vXgqOUSmin7Lc2EwoRqqmxkpQdOwhWVxPaYSUvkQMHDu/odOIuthKU9KlTO5OUlJEjcXi9hHbu7DxGqLqaYHU1vtWrMT5ft/M5s7M7kxpXUSHuwiKc2dm0vPoqvpUrcWRkkPelL5F3/RdxFxV1Ps/h9VJw111kzZ1L7Y9+xJ5vf5uMT3+awv/8Ee6CghNeTsHtOwg31JNaVoYr79Sdw97pcDK5YDKTCyZzx1l3UNNSYyU1u5fy5IYneazqMfK9+Xz9zK/zuTGfS6iEJtLWRnDTJgIbNxH8aBupY8aQdfHFuPLz4x1aQjPhcN87iCDO+M1+aMJhfCtWIKmp1ufGkCGIW8dx9cQYsze2bBCRBVjjX+pFpKhL17KG2O67ga5NrcXA3tj24h62q95EOqBxBzTvgrZ91viQ9n1WstDecHg90Gxdbd6dBm5v7JZmTUXsTrPGkLTWQ9NOa8B71/zRmQI5w619/U3WsUKtvQQkMLgcxl0OxVOhZCoMGnP0hCTUDr5GyCwEp/6PKXUqOSXHyDS/8ip1d99NtL29c5szP5+U0hGkjhzZmaiklJaSUlyMfMIuY8YYwg0NhKp3Eq6rpaO2jo66WsK1dXTU1xOurSXS3AyAa2gRedffQM7V83BmZPR93HCYxsefYN9DDyFOJ0Pu/A458+cjsQ9pEwoRbmoicuh2sImoz4dn3DhSy8b0uxUn0tJCy2sLaV6wAP+6dZ3bXQUFeMrLSR1bjqd8LJ6x5bhLSjrPHw2FCNfXE66ro6Oujo7aOsJ1tYT37UNSUnHm5Fi33NzD6zk5uHJzcBUUIK7ESQ66ag218u7ed3lq41OsaVjDaTmnceeUO5kxbEa/j+Gv2kDz317ARKOkTZqEd9Ikq+w+QcuaMYZwXR2BjZsIbNpIcOMmAps20VFT07mPIy2NqM8HDgdpZ59N1qWXknnRhQOWhEaam2ldvJhoSwtRfwATDBD1B4gG/JhAsHOZOmYMWXMvJfX00xOq9TAaCNDy2kIOPvUUgfXr+97Z5SLzggvIve460qaefdJehzGG1jcWse9XvyK0ffvhB0Rw5ed3/iDiLirEVViEI73vvvgOj4fsyy8/5ngSfYyMiKQDDmNMa2z9TeAe4NPAgS6D/fOMMd8VkTOAv3J4sP8/gDGxwf4rgduA97EG+z9kjHmtt3MnzRiZQDPs3wr7t8RusfXG7RA94gcBZypkDLG6a6UPtm6ebIiErFaTDt8RywCE/ZBRYE07nDsitiy11jMKP56IRMLWwHr/QSu2QBOIE4ZWWOdSSiWVpBnsbzo6aPj5AzQ+/jjeyZPJvXa+lbCMGIEz6+ROwRv1+Qjv34+7qOgT/8oaqqmh7u67aX9vGe7iYjCGSFNTt8TsSM5Bg0ifNo30T00n7ZzppBR37/ptIhHa31tG84IFtL71FiYUInXMaWT/25Wklp9OcMtWgps2xn71/wgiEcD64uwuLibc2Ehk//6PndeRnY17yGCiwZAVY0tLj/G5CgrIu/6L5FxzzUn/W/SXMYZ/7PoHD6x6gN1tuzl32LncOeVORueM7nH/aCBAy8LX2feXJwhXbaQjxYlxCCkBq+J35uXhnTSJtEkVeCsq8Iwfj8PjIdLa2tm10WoljLUYVu/s1tKXMmIEqWPH4ikvxzO2nNTysbiGDCa4dSutr79Oy2sLCVVXg9NJ+rRpZF56CZkXXIArN/cTv3b/+ioOPvUULa+9hgkEDj8ggni9OFJTEa8Hh8eLuFyd75GUkSPJuvQSMi+5BE9Z2Sc+b2dZBoMEt247/B7c/hGpI0eSNn066VOnHnXsWKi6moNPP0PTggVEm5tJGT2azIsu7HNcW3j/AZpfeaVz/9zrriP7istxZvY9GYQxho6aGvxr14LDSfq5M/pV5sYY2t95l30PPkhgwwZSRo8m/5av48zKoqO2lnBdPR11dV1+HKnrvatrF87B+ZS9/fZR9+uNDRKZUcCC2F0X8FdjzM9EZBDwLDAc2AVcbYxpjD3nh8C/A2Hg24dmJhORKRyefnkhcFtSTb8cCcOBrVC/AerWW8v6Kmtq4EMcbhg0GvLHQH6ZdcstPZy0pGbqeBKl1EmVFIlMeP9+9nz7dnyrVpF7/fUUfPcuW3fTMMbQ/NJLtC56E0dGeqxlo3tLhzMnB0lNxb+2kvbly2lfvozIPivZcJeUkH7OOaRNnUpwyxaaX36ZcH09juxssi+7jOwrr8Qz/owef4WOBoMEt23r7M7UsXs3rsH5uAoLrS4whYW4D40NSuv+a7EJh4m0tMRajA4SaWoifOAALQsX4lu2HEdaGjlXzyP3+hs+lmz1JNLWhm/FSvzr1hFtayMaDGD8gR6XRPt+L0tKSpeyy8aZm4ura3nm5eEqKCCam8XTW57h9+t+jy/sY17ZPG6puKVzuudgdTUfPf5bwn9fhLstwO5BsGiyg83TimgUH1l7Wxi318H0A7mMqgnjqW20AnC5cGZlEWlsPBxUD2OvPOVjSS0rw5mR3ufrMcYQ3LyZloWv07JwIR27doHLRVpFBd7Jk/FWVOCdVNHrl+wjWy8kLY3sz3yGnKuvJmV4CeL1Im53j++RcGMjrW++Zf1dV6yAaJSU00aTdcmlVkvNqFFWjNEoJhgkGghg/H6igSAm4CfS1ERg8xYrcflwI8Ht2zuTZ0lLI6V0BKEdsTFrDgeeceNInz6d9Onn4J08GYfHgwmHaVu6lIN/fYr2d989phaW3sog97pr8Ywd27lPoKoKf2UlvrWV+Neu/djf0DtpEplzZpMxZw4po0Z97Ny+NWvZ94tf4Fu1CvfQoeTfdhvZl3+2z65txhiizc1Eg8G+X4QI7iFD+t6nz6cndiITT3FPZA5d2yTUbl2bJNQWWz90a7NaQsRhzajV7ea0liZqta7UV0HDJojE3k8Ot9VNq+AMGDK2e9LiTMzWc6VUcjrlExl/ZSW7v/ktIi0tFN3zk+PqZmFnxhhC27bRvmw57cuX41uxgmhbGzidZJx7LtlXXknG+XOOe/a1YxX48EMO/OlPtLy2EIwh6+KLyPvyl/FOmNC5TzQUwl9ZSfuyZfiWLce/fr31BdfpxJGRcbhlINXzsSXOvvtJm0CwS7e8g0RaWqzZb47kdltfDAvy2Z7SzFpqaMlJ4ayRM8h9u4rCqjrCDlhZJmw7fwyjZn+GWSWzOS3nNCImQmVDJUt3L2VJzRKqW6rJ9BlmNRVyXuNgSqLZDC47k/TRYwZsNjyIJTUbN9KycCHty98nsHEjxMaIpJSWxpKaSXgnVSAuN03PPtut9aK/rRE9Ce/fT8uiRbS+thDf6tVgDI7MTEwohDnKl/C+ujOaUAj/Bx90vp/969ZBOIykpOCtqCBUU0O4thZXYSE511xNzrx5x/WF3r++ioNPP0XLK69igkE8Z04EY71vO8tyxIguZTkJEwrStngxrYuXENy4EQD38OFkzJ5F5pw5ODKz2P/ww7QtWYIzP5/8m28m55qr4/Y/2BNNZHp3UhOZSIeVbNSshJr3rUHtTbv6fo4zxerqZaJWF7BoGEzk4/ulD4HC8VbSUjDBWh80Rq9/opSyhVM2kTHG0PTMs9T97Ge4CwoofvghPOX9v87Iqc6EwwQ2b8Y9ZAiuwYPjHU6njro6Gp98kqZnniXa1kbalCmkfWo6/tVrrIkUAgHrV/gJ40k/Zzrp06fjnVSBIzV1QOMw0SjRQ61HsZYjq2tPrItPba01FqiurvOLbGOmsH3WaHKuvppPTbyMQd5BfZ5jZ8tOltRYkwqsqV9DxERwOVyMyxvHxMETqRhSQcXgCgrSB3Zih6jfT6CqCl9lJf5DrQgHDx7eweUi88JY68XZAzc+pKO+gdZFiwhVV+PwepBUj7X0eHF4Uq2l14MjPYPUsjGfaGxPtL0d3+rVtL+3DN+KFTjz8si9dj4Zs2cP6PirSFMTTS++SPNLL+NMT+9MWrwVZ/YZb0dtLW1LltC6eDG+5e9jQiEAHFlZDPrKV8i7/osfa8FMBJrI9O6EJjL+Jti1DHYtt6YP3rPGGksC1tTAJWdbA9oHnWZdkNGdFrvqfPrhW08D142xZgA7lNhgrO5gSillU8edyIjIJcAvASfwB2PMvUc8LrHH5wI+4EZjzJq+jnm8FUQ0GKTunntofuFvpJ93HsPuvw9nTs4xH0+dfJG2Npqef57GJ54gvLeWlNNGxxKXc0g7++yEGUtjolEijY3sqdlI4bizSE09ti+jzcFm1tSvoXJfJZUNlWw4sIFgrJtHYXohFYMrGDtoLMYYApEAgXDsFjm8DEVC5HvzKc0qZUTWiM6bx+Xp+zUYQ8euXfjWriXa3EzmpZceV+uF6lu0vZ32Zcvo2FtrtXQl8PWhNJHp3YAmMh1+K2nZsRR2/Av2rrVaUhxuKJp4eBaukqmQXXz04ymlVJI4rkRGRJzAFuBCrOkrVwLXGWM+7LLPXKyZYOYC04BfGmOm9XXc46kgOvbuZfdt3ySwYQP5t3yd/G98I67TqKrjY8Jhom1tSZeIdkQ62HxwM5UNlazbt47KfZXUtdd1Pu51eUl1puJxefA4PXhcHlIcKdT56mjwNXTuJwiF6YWdyU2eJ6/nK2bEOHB0HjPVZR3f6/Ra67HzSF8HUAnF5XD1OiFFf2gi07vjSmQiHVaysn2plbzUvG+NZ3G4rOuejJoFI2da6+6+f4hQSqlk1lc91Z/+GFOBbcaY7bGDPQ1cAXzYZZ8rgCdis78sF5GcQ/P7H2fsPWr7178I7dxJ8W9+Teb555+IU6iTSFyupEtiANxON+PzxzM+fzxf5IsAtIXacDlcpDpT++zu5evwsbNlJztbdrKjZQc7W3ZS3VzNK9tfoa2j7WS9BJUA8r35LL5mcbzDUEf68CV44SvWeuEEmPo1GDkLRkzXrl5KKTVA+pPIDANqutzfjdXqcrR9hgHdEhkR+RrwNYDhw4d/0lg75cyfT8ac83EXaNcYdWrJSOn7WkOHpLnTGDtoLGMHje223RiD+fjFyruJmAjBcLBb97VgJIg/7CcQCRAMB496DJU4Upw6YDshjT4frv4TlM6E9L7H0imllDo2/UlkevpZ+MhvOf3ZB2PMI8AjYDXZ9+PcPQckokmMUj0QkaN2C3OIA3eKmwz6lzQppY5BWh6ccWW8o1BKqVNa3/PVWnYDJV3uFwN7j2EfpZRSSimllBoQ/UlkVgJjRGSkiKQA1wIvH7HPy8ANYjkHaD5R42OUUkoppZRS6qhdy4wxYRG5FXgDa/rlR40xG0Tk5tjjvwNew5qxbBvW9MtfPnEhK6WUUkoppZJdv64iZ4x5DStZ6brtd13WDfCNgQ1NKaWUUkoppXrWn65lSimllFJKKZVQNJFRSimllFJK2Y4mMkoppZRSSinb0URGKaWUUkopZTuayCillFJKKaVsR6wJx+JwYpF9wM7jOEQ+sH+AwjmR7BCnxjhw7BCnHWIEe8R5KsQ4whgz+GQFYydaTyUUO8QI9ohTYxw4dojTDjFC33H2Wk/FLZE5XiKyyhgzJd5xHI0d4tQYB44d4rRDjGCPODVG1Re7lL0d4rRDjGCPODXGgWOHOO0QIxx7nNq1TCmllFJKKWU7msgopZRSSimlbMfOicwj8Q6gn+wQp8Y4cOwQpx1iBHvEqTGqvtil7O0Qpx1iBHvEqTEOHDvEaYcY4RjjtO0YGaWUUkoppVTysnOLjFJKKaWUUipJaSKjlFJKKaWUsh1bJjIicomIbBaRbSLy/XjH0xMRqRaR9SJSKSKr4h3PISLyqIg0iEhVl215IvKmiGyNLXMTMMYfi8ieWHlWisjcOMdYIiKLRWSjiGwQkW/FtidaWfYWZ8KUp4h4RGSFiKyLxfiT2PaEKcs+YkyYcuwSq1NE1orIK7H7CVOOyUTrqWOn9dSAxaj11MDFmPD11FHiTJiy7BLrgNRVthsjIyJOYAtwIbAbWAlcZ4z5MK6BHUFEqoEpxpiEugiRiMwE2oAnjDHjY9vuAxqNMffGKtxcY8z3EizGHwNtxpifxyuurkSkCCgyxqwRkUxgNfBvwI0kVln2Fuc1JEh5iogA6caYNhFxA+8A3wI+R4KUZR8xXkKClOMhInIHMAXIMsZ8JtH+v5OB1lPHR+upgaH11MCxQz11lDhP2brKji0yU4FtxpjtxpgQ8DRwRZxjsg1jzL+AxiM2XwE8Hlt/HOsDJG56iTGhGGNqjTFrYuutwEZgGIlXlr3FmTCMpS121x27GRKoLPuIMaGISDFwGfCHLpsTphyTiNZTx0HrqYGh9dTAsUM9BclZV9kxkRkG1HS5v5sEe8PHGGCRiKwWka/FO5ijKDDG1IL1gQIMiXM8vblVRD6INeknTPcYESkFJgHvk8BleUSckEDlGWtirgQagDeNMQlXlr3ECAlUjsCDwHeBaJdtCVWOSULrqYFnl/dxIn0edNJ66vjZoZ6C5Kur7JjISA/bEi7bBGYYYyYDlwLfiDVDq2P3W2A0UAHUAg/ENxyLiGQALwDfNsa0xDue3vQQZ0KVpzEmYoypAIqBqSIyPp7x9KSXGBOmHEXkM0CDMWZ1vGJQnbSeSk4J83nQldZTA8MO9RQkX11lx0RmN1DS5X4xsDdOsfTKGLM3tmwAFmB1NUhU9bE+qof6qjbEOZ6PMcbUx/45o8D/kADlGet/+gLwF2PM32KbE64se4ozEcsTwBjTBCzB6s+bcGUJ3WNMsHKcAVweG/fwNHC+iPyZBC3HU5zWUwMv4d/HCfZ5AGg9dSLYoZ6C5Kmr7JjIrATGiMhIEUkBrgVejnNM3YhIemzAGiKSDlwEVPX9rLh6GfhSbP1LwEtxjKVHh97cMVcS5/KMDaj7I7DRGPOLLg8lVFn2FmcilaeIDBaRnNi6F7gA2EQClWVvMSZSORpjfmCMKTbGlGJ9Lv7TGPNFEqgck4jWUwMv4d/HifR5AFpPDSQ71FOQnHWV64REeQIZY8IicivwBuAEHjXGbIhzWEcqABZY/5u4gL8aY16Pb0gWEXkKmA3ki8hu4G7gXuBZEfkKsAu4On4R9hrjbBGpwOqeUQ3cFLcALTOA64H1sb6oAP+HBCtLeo/zugQqzyLgcbFmenIAzxpjXhGRZSROWfYW45MJVI69SbT35ClP66njo/XUgNF6auDYoZ6CJKyrbDf9slJKKaWUUkrZsWuZUkoppZRSKslpIqOUUkoppZSyHU1klFJKKaWUUrajiYxSSimllFLKdjSRUUoppZRSStmOJjIq6YlIREQqRaRKRJ4TkbRP8NyhIvL8JzzfEhGZ8skjVUoplYy0nlKqZ5rIKAV+Y0yFMWY8EAJu7s+TRMRljNlrjJl3YsNTSimV5LSeUqoHmsgo1d3bwGmxq14/KiIrRWStiFwBICI3xn4N+zuwSERKRaQq9phHRB4TkfWx58yJbfeKyNMi8oGIPAN44/bqlFJK2Z3WU0rFuOIdgFKJQkRcwKXA68APgX8aY/5dRHKAFSLyVmzX6cBEY0yjiJR2OcQ3AIwxE0SkHKsCKQO+DviMMRNFZCKw5uS8IqWUUqcSraeU6k4TGaXAKyKVsfW3gT8C7wGXi8idse0eYHhs/U1jTGMPxzkXeAjAGLNJRHYCZcBM4Fex7R+IyAcn5mUopZQ6RWk9pVQPNJFRKtb3uOsGERHgKmPM5iO2TwPaezmO9HEOc3whKqWUSmJaTynVAx0jo1TP3gBui1UUiMikfjznX8AXYvuXYf0ytvmI7eOBiSciYKWUUklF6ymV9DSRUapnPwXcwAexQZI/7cdzfgM4RWQ98AxwozEmCPwWyIg11X8XWHGCYlZKKZU8tJ5SSU+M0ZZEpZRSSimllL1oi4xSSimllFLKdjSRUUoppZRSStmOJjJKKaWUUkop29FERimllFJKKWU7msgopZRSSimlbEcTGaWUUkoppZTtaCKjlFJKKaWUsp3/BT7ZUKHruhB3AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_all_moments(empirical_moments, simulated_moments)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "Eisenhauer, P., Heckman, J. J., & Mosso, S. (2015). [Estimation of dynamic discrete choice models by maximum likelihood and the simulated method of moments](https://onlinelibrary.wiley.com/doi/abs/10.1111/iere.12107). *International Economic Review*, 56(2), 331-357.\n", "\n", "\n", "Eisenhauer, P. (2019). [The approximate solution of finite‐horizon discrete‐choice dynamic programming models](https://onlinelibrary.wiley.com/doi/full/10.1002/jae.2648). *Journal of Applied Econometrics*, 34(1), 149-154.\n", "\n", "Keane, M.P. and Wolpin, K.I. (1994). [The Solution and Estimation of Discrete Choice Dynamic Programming Models by Simulation and Interpolation: Monte Carlo Evidence](https://www.jstor.org/stable/2109768?seq=1). *The Review of Economics and Statistics*, 76(4): 648-672.\n", "\n", "\n", "McFadden, D. (1989). [A Method of Simulated Moments for Estimation of Discrete Response Models without Numerical Integration](https://www.jstor.org/stable/1913621?seq=1). *Econometrica: Journal of the Econometric Society*, 995-1026." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Additional Resources\n", "\n", "Adda, J., & Cooper, R. W. (2003). *Dynamic Economics: Quantitative Methods and Applications*. MIT press.\n", "\n", "Andrews, I., Gentzkow, M., & Shapiro, J. M. (2017). [Measuring the Sensitivity of Parameter Estimates to Estimation Moments](https://academic.oup.com/qje/article-abstract/132/4/1553/3861634?redirectedFrom=fulltext). *The Quarterly Journal of Economics*, 132(4), 1553-1592.\n", "\n", "Davidson, R., & MacKinnon, J. G. (2004). *Econometric Theory and Methods (Vol. 5)*. New York: Oxford University Press. \n", "\n", "Evans, R. W. (2018, July 5). [Simulated Method of Moments (SMM) Estimation](https://notes.quantecon.org/submission/5b3db2ceb9eab00015b89f93). QuantEcon Notes.\n", "\n", "Gourieroux, M., & Monfort, D. A. (1996). *Simulation-based econometric methods*. Oxford university press. \n", "\n", "Stern, S. (1997). [Simulation-based estimation](https://www.jstor.org/stable/2729885?seq=1). *Journal of Economic Literature*, 35(4), 2006-2039.\n" ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 3", "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": "3.8.3" }, "toc": { "base_numbering": 1, "nav_menu": { "height": "217px", "width": "234px" }, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }