{
"cells": [
{
"cell_type": "markdown",
"id": "59c61afc-6244-4003-809f-19be36210389",
"metadata": {},
"source": [
"# Approximate Bayesian Computation\n",
"\n",
"The following tutorial demonstrates how one may calibrate a simulation model via Approximate Bayesian Computation (ABC) using `calisim`. We will first import our required dependencies."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "6de47f05-d1ac-4e93-bece-c2e61e198271",
"metadata": {},
"outputs": [],
"source": [
"from calisim.data_model import (\n",
"\tDistributionModel,\n",
"\tParameterDataType,\n",
"\tParameterSpecification,\n",
")\n",
"from calisim.example_models import SirOdesModel\n",
"from calisim.abc import (\n",
"\tApproximateBayesianComputationMethod,\n",
"\tApproximateBayesianComputationMethodModel,\n",
")\n",
"from calisim.statistics import L2Norm\n",
"import numpy as np\n",
"import pandas as pd\n",
"from scipy.integrate import solve_ivp\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "markdown",
"id": "5bcc3a3c-1801-4031-b81c-bcb031a30ee0",
"metadata": {},
"source": [
"## SIR Model Parameters and Initial Conditions\n",
"\n",
"We next define our forward model. We will use an SIR (susceptible, infected, and recovered) compartmental model, combined with SciPy's solver for ordinary differential equations. The SIR model is expressed as a system of ordinary differential equations where:\n",
"\n",
"| Parameter | Value | Description |\n",
"|-----------|-------|-------------|\n",
"| β (beta) | 0.4 | Infection rate: probability of transmission per contact per time unit |\n",
"| γ (gamma) | 0.1 | Recovery rate: fraction of infected recovering per time unit |\n",
"| | | **Average infectious period = 1 / γ = 10 time units** |\n",
"\n",
"With the following compartments:\n",
"\n",
"| Compartment | Symbol | Initial Value | Description |\n",
"|------------|--------|---------------|-------------|\n",
"| Susceptible | S0 | 999 | Individuals who can catch the disease (N - I0 - R0) |\n",
"| Infected | I0 | 1.0 | Individuals currently infected and can spread the disease |\n",
"| Recovered | R0 | 0 | Individuals recovered or removed; no longer infectious |"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "0de1d6a9-c2d0-48fa-ba60-7bc029c3434b",
"metadata": {},
"outputs": [],
"source": [
"def sir_simulate(parameters: dict) -> np.ndarray | pd.DataFrame:\n",
" def dX_dt(_: np.ndarray, X: np.ndarray) -> np.ndarray:\n",
" S, I, _ = X \n",
" dotS = -parameters[\"beta\"] * S * I / parameters[\"N\"]\n",
" dotI = (\n",
" parameters[\"beta\"] * S * I / parameters[\"N\"] - parameters[\"gamma\"] * I\n",
" )\n",
" dotR = parameters[\"gamma\"] * I\n",
" return np.array([dotS, dotI, dotR])\n",
"\n",
" X0 = [parameters[\"S0\"], parameters[\"I0\"], parameters[\"R0\"]]\n",
" t = (parameters[\"t\"].min(), parameters[\"t\"].max())\n",
" x_y = solve_ivp(\n",
" fun=dX_dt, y0=X0, t_span=t, t_eval=parameters[\"t\"].values.flatten()\n",
" ).y\n",
"\n",
" df = pd.DataFrame(dict(dotS=x_y[0, :], dotI=x_y[1, :], dotR=x_y[2, :]))\n",
" return df"
]
},
{
"cell_type": "markdown",
"id": "505e399b-e7d4-4f2e-9e0a-0d81ff8a3488",
"metadata": {},
"source": [
"We will perform a simulation study with the following ground-truth parameters:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "137169dd-d35e-499a-9917-a6fe6c253215",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" beta | \n",
" gamma | \n",
" N | \n",
" I0 | \n",
" R0 | \n",
" S0 | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0.4 | \n",
" 0.1 | \n",
" 1000 | \n",
" 1.0 | \n",
" 0 | \n",
" 999.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" beta gamma N I0 R0 S0\n",
"0 0.4 0.1 1000 1.0 0 999.0"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = SirOdesModel()\n",
"pd.DataFrame(model.GROUND_TRUTH, index=[0]) "
]
},
{
"cell_type": "markdown",
"id": "f78777eb-fff5-4d7a-86c9-ad796c442319",
"metadata": {},
"source": [
"When supplied to our forward model, these ground-truth parameters will generate the observed data below:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "5967ef99-3a70-4da2-9d41-4cf49af165d1",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" dotS | \n",
" dotI | \n",
" dotR | \n",
" day | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 999.000000 | \n",
" 1.000000 | \n",
" 0.000000 | \n",
" 0 | \n",
"
\n",
" \n",
" | 1 | \n",
" 998.534208 | \n",
" 1.349201 | \n",
" 0.116592 | \n",
" 1 | \n",
"
\n",
" \n",
" | 2 | \n",
" 997.906105 | \n",
" 1.819995 | \n",
" 0.273899 | \n",
" 2 | \n",
"
\n",
" \n",
" | 3 | \n",
" 997.059813 | \n",
" 2.454180 | \n",
" 0.486007 | \n",
" 3 | \n",
"
\n",
" \n",
" | 4 | \n",
" 995.919926 | \n",
" 3.308098 | \n",
" 0.771976 | \n",
" 4 | \n",
"
\n",
" \n",
" | 5 | \n",
" 994.385263 | \n",
" 4.457212 | \n",
" 1.157524 | \n",
" 5 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" dotS dotI dotR day\n",
"0 999.000000 1.000000 0.000000 0\n",
"1 998.534208 1.349201 0.116592 1\n",
"2 997.906105 1.819995 0.273899 2\n",
"3 997.059813 2.454180 0.486007 3\n",
"4 995.919926 3.308098 0.771976 4\n",
"5 994.385263 4.457212 1.157524 5"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"observed_data = model.get_observed_data()\n",
"observed_data.head(6)"
]
},
{
"cell_type": "markdown",
"id": "8151d66c-e478-40c3-858e-a48b542e41b9",
"metadata": {},
"source": [
"Let's view the trajectory of infected individuals over time in days."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "7e6e0791-4e30-44a6-9deb-4b7312c860d4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"observed_data.plot.scatter(\"day\", \"dotI\")"
]
},
{
"cell_type": "markdown",
"id": "07d848d7-ef0e-483f-ba31-10d713116864",
"metadata": {},
"source": [
"## Bayesian Calibration via Approximate Bayesian Computation Sequential Monte Carlo\n",
"\n",
"Next, let's use `calisim` to perform Bayesian calibration via ABC using the simulated and observed number of infections. We will apply the `L2 norm` as our distance metric, with the aim of minimising the discrepancy between simulated and observed data.\n",
"\n",
"To start with, we'll need to define our `ParameterSpecification` parameter specification using Normally distributed priors:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "ea51de89-24d7-415f-a7ef-1a8c9c1493ef",
"metadata": {},
"outputs": [],
"source": [
"parameter_spec = ParameterSpecification(\n",
"\tparameters=[\n",
"\t\tDistributionModel(\n",
"\t\t\tname=\"beta\",\n",
"\t\t\tdistribution_name=\"normal\",\n",
"\t\t\tdistribution_args=[0.35, 0.05],\n",
"\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
"\t\t),\n",
"\t\tDistributionModel(\n",
"\t\t\tname=\"gamma\",\n",
"\t\t\tdistribution_name=\"normal\",\n",
"\t\t\tdistribution_args=[0.08, 0.01],\n",
"\t\t\tdata_type=ParameterDataType.CONTINUOUS,\n",
"\t\t),\n",
"\t]\n",
")"
]
},
{
"cell_type": "markdown",
"id": "c97665b1-9667-46b5-851d-785b202fd7ab",
"metadata": {},
"source": [
"This contains information concerning the various parameter names, probability distributions, ranges, distribution parameters, and data types.\n",
"\n",
"We next need to define a wrapper function around our forward model to ensure there's compatibility with the `calisim` API."
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "eb19efc9-4b8e-4305-91da-24a49f402931",
"metadata": {},
"outputs": [],
"source": [
"def abc_func(\n",
"\tparameters: dict, simulation_id: str, observed_data: np.ndarray | None, t: pd.Series\n",
") -> float | list[float]:\n",
" simulation_parameters = model.GROUND_TRUTH.copy()\n",
" simulation_parameters[\"t\"] = t\n",
" \n",
" for k in [\"beta\", \"gamma\"]:\n",
" simulation_parameters[k] = parameters[k]\n",
" \n",
" simulated_data = sir_simulate(simulation_parameters).dotI.describe().values\n",
" metric = L2Norm()\n",
" discrepancy = metric.calculate(observed_data, simulated_data)\n",
" return discrepancy"
]
},
{
"cell_type": "markdown",
"id": "dd242206-8cfd-4fb9-a2fd-1d22fb4b9b55",
"metadata": {},
"source": [
"The last step is to create a `ApproximateBayesianComputationMethodModel` specification for the calibration procedure itself, which we then supply to a `ApproximateBayesianComputationMethod` calibrator. We'll use the `ABC Sequential Monte Carlo` method via the [pyABC engine](https://pyabc.readthedocs.io/en/latest/)."
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "87556257-9750-489c-a758-52b9707a846f",
"metadata": {},
"outputs": [],
"source": [
"specification = ApproximateBayesianComputationMethodModel(\n",
"\texperiment_name=\"pymc_approximate_bayesian_computation\",\n",
"\tparameter_spec=parameter_spec,\n",
"\tobserved_data=observed_data.dotI.describe().values,\n",
"\tn_init=25,\n",
"\twalltime=1, \n",
"\tepsilon=0.1,\n",
"\tn_bootstrap=15,\n",
"\tmin_population_size=5,\n",
"\toutput_labels=[\"Number of Infected\"],\n",
"\tcalibration_func_kwargs=dict(t=observed_data.day),\n",
"\tmethod_kwargs=dict(max_total_nr_simulations=500, max_nr_populations=20, min_acceptance_rate=0.),\n",
")\n",
"\n",
"calibrator = ApproximateBayesianComputationMethod(\n",
"\tcalibration_func=abc_func, specification=specification, engine=\"pyabc\"\n",
")"
]
},
{
"cell_type": "markdown",
"id": "75479309-257a-4ab1-8e3e-74d3032593c9",
"metadata": {},
"source": [
"Finally, we'll run the calibration procedure. This is composed of 3 steps:\n",
"\n",
"1. **Specify**: Define your calibration problem: Parameter distributions, observed data, objective/discrepancy function, and calibration settings (like algorithm, directions, iterations)\n",
"2. **Execute**: Run the actual calibration process (simulation + optimization/inference)\n",
"3. **Analyze**: Process, summarize, and optionally save plots/metrics of the calibration results\n",
"\n",
"Or **SEA**."
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "58cbdf66-9aee-4e95-af09-3b1e4699daed",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAsXUlEQVR4nO3df1hUdd7/8dcBFPw1gymKrCj+zlKxKEmT1FuL0NXU/MWll1ha3rtl6439kGpNso3Ku197Y9ruvUI/LK29TdtyKXU1dcFMjbvs3lx1QfSbYP6AEUo0Zr5/eDnbrICMMMzw6fm4rnNdnTPnnHlPf3Q9O+fMYLlcLpcAAADQ5AX5ewAAAAA0DMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDsBPztatW2VZlrZu3erXOWbNmqWYmBiPbZZlafHixXU6PiYmRrNmzWrwuQA0XYQdgEZhWVadlrrE1tNPP61169b5fOZAkJubq8WLF6u0tNTfowBoAkL8PQCAn4Y33njDY/3111/Xxo0bL9net2/fy57r6aef1qRJkzR+/PiGHDEg5ebmKj09XbNmzVJ4eLjHa/v371dQEP9/DuCfCDsAjWLGjBke6zt37tTGjRsv2Y66Cw0N9fcIAAIM/6sHIGBUVFRowYIFio6OVmhoqPr06aP//M//lMvlcu9jWZYqKir02muvuW/fXnzO7PDhw/rlL3+pPn36qEWLFmrXrp0mT56swsJCr2f54osvZFmW3n//ffe2PXv2yLIsXX/99R77JiUlKT4+3r2+fv16jRkzRlFRUQoNDVWPHj20ZMkSVVVVeTXD4sWL9dBDD0mSunXr5v68Fz/Pvz5jl52dLcuytGPHDj3wwAOKiIhQeHi45s6dq3Pnzqm0tFQzZ85U27Zt1bZtWz388MMe/24lyel06qWXXtK1116rsLAwdezYUXPnztXp06c99tu9e7cSExPVvn17tWjRQt26ddPdd9/t1ecD0PC4YgcgILhcLo0bN05btmzR7NmzNXDgQH300Ud66KGH9P/+3//Tiy++KOnCLd05c+Zo0KBBuvfeeyVJPXr0kCR99tlnys3N1bRp09S5c2cVFhZq+fLlGj58uP7v//5PLVu2rPM8/fr1U3h4uLZt26Zx48ZJkrZv366goCD97//+rxwOh2w2m5xOp3Jzc92zSBcCq3Xr1kpNTVXr1q31l7/8RYsWLZLD4dDSpUvrPMPEiRP197//XW+//bZefPFFtW/fXpIUERFR63Hz5s1TZGSk0tPTtXPnTv3ud79TeHi4cnNz1aVLFz399NPasGGDli5dqn79+mnmzJnuY+fOnavs7GzdddddeuCBB1RQUKDMzEx9/vnn+utf/6pmzZrp+PHjuu222xQREaGFCxcqPDxchYWFWrt2bZ0/GwAfcQGAH9x3332uH/8naN26dS5Jrqeeespjv0mTJrksy3IdPHjQva1Vq1aulJSUS8753XffXbItLy/PJcn1+uuvu7dt2bLFJcm1ZcuWWmccM2aMa9CgQe71iRMnuiZOnOgKDg52/fnPf3a5XC7X3r17XZJc69evr3WOuXPnulq2bOk6e/ase1tKSoqra9euHvtJcj3xxBPu9aVLl7okuQoKCi45Z9euXT3+PWRlZbkkuRITE11Op9O9ffDgwS7Lslz//u//7t72ww8/uDp37uwaNmyYe9v27dtdklyrVq3yeJ+cnByP7e+9955Lkuuzzz67ZCYA/sWtWAABYcOGDQoODtYDDzzgsX3BggVyuVz685//fNlztGjRwv3P58+f18mTJ9WzZ0+Fh4dr7969Xs+UkJCgvXv3qqKiQpK0Y8cOjR49WgMHDtT27dslXbiKZ1mWhg4dWu0cZ86c0YkTJ5SQkKDvvvtOX3/9tddzeGv27NmyLMu9Hh8fL5fLpdmzZ7u3BQcH64YbbtA//vEP97Z3331Xdrtdt956q06cOOFe4uLi1Lp1a23ZskWS3F/i+OCDD3T+/Hmffx4AdUfYAQgIhw8fVlRUlNq0aeOx/eK3ZA8fPnzZc3z//fdatGiR+xm99u3bKyIiQqWlpSorK/N6poSEBP3www/Ky8vT/v37dfz4cSUkJOiWW27xCLtrrrlGV111lfu4r776ShMmTJDdbpfNZlNERIT7SyJXMoe3unTp4rFut9slSdHR0Zds//GzcwcOHFBZWZk6dOigiIgIj6W8vFzHjx+XJA0bNkx33nmn0tPT1b59e91xxx3KyspSZWWljz8ZgMvhGTsAxpg3b56ysrI0f/58DR48WHa7XZZladq0aXI6nV6f74YbblBYWJi2bdumLl26qEOHDurdu7cSEhL0yiuvqLKyUtu3b9eECRPcx5SWlmrYsGGy2Wx68skn1aNHD4WFhWnv3r165JFHrmgObwUHB9d5u+tHX55wOp3q0KGDVq1aVe3xF5/tsyxLf/zjH7Vz50796U9/0kcffaS7775bzz//vHbu3KnWrVs3wKcAcCUIOwABoWvXrtq0aZPOnDnjcdXu4q3Lrl27urf9+Dbjj/3xj39USkqKnn/+efe2s2fPXvGP+zZv3lyDBg3S9u3b1aVLFyUkJEi6cCWvsrJSq1atUklJiW655Rb3MVu3btXJkye1du1aj+0FBQVXNENNn9UXevTooU2bNunmm2/2uJ1ck5tuukk33XSTfvOb3+itt97S9OnTtXr1as2ZM6cRpgVQHW7FAggIo0ePVlVVlTIzMz22v/jii7IsS0lJSe5trVq1qjbWgoODL/n5jv/6r//y+mdGfiwhIUGffvqptmzZ4g679u3bq2/fvnr22Wfd+/x4BsnzSti5c+f0yiuvXNH7t2rVSpIa5S9PTJkyRVVVVVqyZMklr/3www/uGU6fPn3Jv+eBAwdKErdjAT/jih2AgDB27FiNGDFCjz32mAoLCxUbG6uPP/5Y69ev1/z5890/aSJJcXFx2rRpk1544QVFRUWpW7duio+P189//nO98cYbstvtuuaaa5SXl6dNmzapXbt2VzxXQkKCfvOb3+jIkSMeAXfLLbfo1VdfVUxMjDp37uzePmTIELVt21YpKSl64IEHZFmW3njjjUtCqK7i4uIkSY899pimTZumZs2aaezYse7ga0jDhg3T3LlzlZGRofz8fN12221q1qyZDhw4oHfffVcvv/yyJk2apNdee02vvPKKJkyYoB49eujMmTP6/e9/L5vNptGjRzf4XADqjrADEBCCgoL0/vvva9GiRVqzZo2ysrIUExOjpUuXasGCBR77vvDCC7r33nv1+OOP6/vvv1dKSori4+P18ssvKzg4WKtWrdLZs2d18803a9OmTUpMTLziuYYMGaLg4GC1bNlSsbGx7u0JCQl69dVXPWJPktq1a6cPPvhACxYs0OOPP662bdtqxowZGjly5BXNceONN2rJkiVasWKFcnJy5HQ6VVBQ4JOwk6QVK1YoLi5Or776qh599FGFhIQoJiZGM2bM0M033yzpQgDu2rVLq1evVklJiex2uwYNGqRVq1apW7duPpkLQN1Yriv930gAAAAEFJ6xAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIbgd+yq4XQ69c0336hNmzaN+ud8AAAA/pXL5dKZM2cUFRWloKDar8kRdtX45ptvFB0d7e8xAAAA3I4cOeLxl26qQ9hV4+IfID9y5IhsNpufpwEAAD9lDodD0dHR7j6pDWFXjYu3X202G2EHAAACQl0eD+PLEwAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQ4T4e4CfspiFH/p7BAAAUE+Fz4zx9whuXLEDAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQfg27bdu2aezYsYqKipJlWVq3bp3H65ZlVbssXbq0xnMuXrz4kv2vvvpqH38SAAAA//Nr2FVUVCg2NlbLli2r9vVjx455LCtXrpRlWbrzzjtrPe+1117rcdyOHTt8MT4AAEBACfHnmyclJSkpKanG1yMjIz3W169frxEjRqh79+61njckJOSSYwEAAEzXZJ6xKykp0YcffqjZs2dfdt8DBw4oKipK3bt31/Tp01VUVFTr/pWVlXI4HB4LAABAU9Nkwu61115TmzZtNHHixFr3i4+PV3Z2tnJycrR8+XIVFBQoISFBZ86cqfGYjIwM2e129xIdHd3Q4wMAAPhckwm7lStXavr06QoLC6t1v6SkJE2ePFkDBgxQYmKiNmzYoNLSUr3zzjs1HpOWlqaysjL3cuTIkYYeHwAAwOf8+oxdXW3fvl379+/XmjVrvD42PDxcvXv31sGDB2vcJzQ0VKGhofUZEQAAwO+axBW7P/zhD4qLi1NsbKzXx5aXl+vQoUPq1KmTDyYDAAAIHH4Nu/LycuXn5ys/P1+SVFBQoPz8fI8vOzgcDr377ruaM2dOtecYOXKkMjMz3esPPvigPvnkExUWFio3N1cTJkxQcHCwkpOTffpZAAAA/M2vt2J3796tESNGuNdTU1MlSSkpKcrOzpYkrV69Wi6Xq8YwO3TokE6cOOFeP3r0qJKTk3Xy5ElFRERo6NCh2rlzpyIiInz3QQAAAAKA5XK5XP4eItA4HA7Z7XaVlZXJZrP57H1iFn7os3MDAIDGUfjMGJ+e35suaRLP2AEAAODyCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAi/ht22bds0duxYRUVFybIsrVu3zuP1WbNmybIsj+X222+/7HmXLVummJgYhYWFKT4+Xrt27fLRJwAAAAgcfg27iooKxcbGatmyZTXuc/vtt+vYsWPu5e233671nGvWrFFqaqqeeOIJ7d27V7GxsUpMTNTx48cbenwAAICAEuLPN09KSlJSUlKt+4SGhioyMrLO53zhhRd0zz336K677pIkrVixQh9++KFWrlyphQsX1mteAACAQBbwz9ht3bpVHTp0UJ8+ffSLX/xCJ0+erHHfc+fOac+ePRo1apR7W1BQkEaNGqW8vLzGGBcAAMBv/HrF7nJuv/12TZw4Ud26ddOhQ4f06KOPKikpSXl5eQoODr5k/xMnTqiqqkodO3b02N6xY0d9/fXXNb5PZWWlKisr3esOh6PhPgQAAEAjCeiwmzZtmvuf+/fvrwEDBqhHjx7aunWrRo4c2WDvk5GRofT09AY7HwAAgD8E/K3YH+vevbvat2+vgwcPVvt6+/btFRwcrJKSEo/tJSUltT6nl5aWprKyMvdy5MiRBp0bAACgMTSpsDt69KhOnjypTp06Vft68+bNFRcXp82bN7u3OZ1Obd68WYMHD67xvKGhobLZbB4LAABAU+PXsCsvL1d+fr7y8/MlSQUFBcrPz1dRUZHKy8v10EMPaefOnSosLNTmzZt1xx13qGfPnkpMTHSfY+TIkcrMzHSvp6am6ve//71ee+01/e1vf9MvfvELVVRUuL8lCwAAYCq/PmO3e/dujRgxwr2empoqSUpJSdHy5cv1xRdf6LXXXlNpaamioqJ02223acmSJQoNDXUfc+jQIZ04ccK9PnXqVH377bdatGiRiouLNXDgQOXk5FzyhQoAAADTWC6Xy+XvIQKNw+GQ3W5XWVmZT2/Lxiz80GfnBgAAjaPwmTE+Pb83XdKknrEDAABAzQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQfg27bdu2aezYsYqKipJlWVq3bp37tfPnz+uRRx5R//791apVK0VFRWnmzJn65ptvaj3n4sWLZVmWx3L11Vf7+JMAAAD4n1/DrqKiQrGxsVq2bNklr3333Xfau3evfv3rX2vv3r1au3at9u/fr3Hjxl32vNdee62OHTvmXnbs2OGL8QEAAAJKiD/fPCkpSUlJSdW+ZrfbtXHjRo9tmZmZGjRokIqKitSlS5cazxsSEqLIyMgGnRUAACDQNaln7MrKymRZlsLDw2vd78CBA4qKilL37t01ffp0FRUVNc6AAAAAfuTXK3beOHv2rB555BElJyfLZrPVuF98fLyys7PVp08fHTt2TOnp6UpISNC+ffvUpk2bao+prKxUZWWle93hcDT4/AAAAL7WJMLu/PnzmjJlilwul5YvX17rvj++tTtgwADFx8era9eueueddzR79uxqj8nIyFB6enqDzgwAANDYAv5W7MWoO3z4sDZu3Fjr1brqhIeHq3fv3jp48GCN+6SlpamsrMy9HDlypL5jAwAANLqADruLUXfgwAFt2rRJ7dq18/oc5eXlOnTokDp16lTjPqGhobLZbB4LAABAU+PXsCsvL1d+fr7y8/MlSQUFBcrPz1dRUZHOnz+vSZMmaffu3Vq1apWqqqpUXFys4uJinTt3zn2OkSNHKjMz073+4IMP6pNPPlFhYaFyc3M1YcIEBQcHKzk5ubE/HgAAQKPy6zN2u3fv1ogRI9zrqampkqSUlBQtXrxY77//viRp4MCBHsdt2bJFw4cPlyQdOnRIJ06ccL929OhRJScn6+TJk4qIiNDQoUO1c+dORURE+PbDAAAA+Jlfw2748OFyuVw1vl7baxcVFhZ6rK9evbq+YwEAADRJAf2MHQAAAOqOsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEOE1GWn999/3+sT33rrrWrRooXXxwEAAODK1Cnsxo8f79VJLcvSgQMH1L179yuZCQAAAFegzrdii4uL5XQ667S0bNnSlzMDAACgGnUKu5SUFK9uq86YMUM2m+2KhwIAAID36nQrNisry6uTLl++/IqGAQAAwJWr97diHQ6H1q1bp7/97W8NMQ8AAACukNdhN2XKFGVmZkqSvv/+e91www2aMmWKBgwYoP/5n/9p8AEBAABQN16H3bZt25SQkCBJeu+99+RyuVRaWqrf/va3euqppxp8QAAAANSN12FXVlamq666SpKUk5OjO++8Uy1bttSYMWN04MCBBh8QAAAAdeN12EVHRysvL08VFRXKycnRbbfdJkk6ffq0wsLCGnxAAAAA1E2dvhX7Y/Pnz9f06dPVunVrde3aVcOHD5d04RZt//79G3o+AAAA1JHXYffLX/5S8fHxKioq0q233qqgoAsX/bp3784zdgAAAH7kddhJUlxcnOLi4jy2jRkzpkEGAgAAwJWp0zN2qampqqioqPNJ09LSdOrUqSseCgAAAN6rU9i9/PLL+u677+p80mXLlqm0tPRKZwIAAMAVqNOtWJfLpd69e8uyrDqd1JurewAAAGgYPvlbsZLUsWNHr48BAADAlatT2KWkpPh6DgAAANST1z9Q3JC2bdumsWPHKioqSpZlad26dR6vu1wuLVq0SJ06dVKLFi00atSoOv11i2XLlikmJkZhYWGKj4/Xrl27fPQJAAAAAodfw66iokKxsbFatmxZta8/99xz+u1vf6sVK1bo008/VatWrZSYmKizZ8/WeM41a9YoNTVVTzzxhPbu3avY2FglJibq+PHjvvoYAAAAAcFyuVwufw8hSZZl6b333tP48eMlXbhaFxUVpQULFujBBx+UdOHv1Hbs2FHZ2dmaNm1ateeJj4/XjTfeqMzMTEmS0+lUdHS05s2bp4ULF9ZpFofDIbvdrrKyMtlstvp/uBrELPzQZ+cGAACNo/AZ3/6Wrzdd4tcrdrUpKChQcXGxRo0a5d5mt9sVHx+vvLy8ao85d+6c9uzZ43FMUFCQRo0aVeMxklRZWSmHw+GxAAAANDVXHHYHDx7URx99pO+//17ShStsDam4uFjSpd+u7dixo/u1f3XixAlVVVV5dYwkZWRkyG63u5fo6Oh6Tg8AAND4vA67kydPatSoUerdu7dGjx6tY8eOSZJmz56tBQsWNPiAjSEtLU1lZWXu5ciRI/4eCQAAwGteh91//Md/KCQkREVFRWrZsqV7+9SpU5WTk9Ngg0VGRkqSSkpKPLaXlJS4X/tX7du3V3BwsFfHSFJoaKhsNpvHAgAA0NR4HXYff/yxnn32WXXu3Nlje69evXT48OEGG6xbt26KjIzU5s2b3dscDoc+/fRTDR48uNpjmjdvrri4OI9jnE6nNm/eXOMxAAAApqjTDxT/WEVFhceVuotOnTql0NBQr85VXl6ugwcPutcLCgqUn5+vq666Sl26dNH8+fP11FNPqVevXurWrZt+/etfKyoqyv3NWUkaOXKkJkyYoPvvv1+SlJqaqpSUFN1www0aNGiQXnrpJVVUVOiuu+7y9qMCAAA0KV6HXUJCgl5//XUtWbJE0oWfKXE6nXruuec0YsQIr861e/duj2NSU1MlXfhLF9nZ2Xr44YdVUVGhe++9V6WlpRo6dKhycnIUFhbmPubQoUM6ceKEe33q1Kn69ttvtWjRIhUXF2vgwIHKycnhT5wBAADjef07dvv27dPIkSN1/fXX6y9/+YvGjRunr776SqdOndJf//pX9ejRw1ezNhp+xw4AANRVk/4du379+unvf/+7hg4dqjvuuEMVFRWaOHGiPv/8cyOiDgAAoKny+lasdOGHgh977LGGngUAAAD1cEVhd/bsWX3xxRc6fvy4nE6nx2vjxo1rkMEAAADgHa/DLicnRzNnzvT4wsJFlmWpqqqqQQYDAACAd7x+xm7evHmaPHmyjh07JqfT6bEQdQAAAP7jddiVlJQoNTWVnw8BAAAIMF6H3aRJk7R161YfjAIAAID68PoZu8zMTE2ePFnbt29X//791axZM4/XH3jggQYbDgAAAHXnddi9/fbb+vjjjxUWFqatW7fKsiz3a5ZlEXYAAAB+4nXYPfbYY0pPT9fChQsVFOT1nVwAAAD4iNdldu7cOU2dOpWoAwAACDBe11lKSorWrFnji1kAAABQD17fiq2qqtJzzz2njz76SAMGDLjkyxMvvPBCgw0HAACAuvM67L788ktdd911kqR9+/Z5vPbjL1IAAACgcXkddlu2bPHFHAAAAKgnvgEBAABgiDpdsZs4caKys7Nls9k0ceLEWvddu3ZtgwwGAAAA79Qp7Ox2u/v5Obvd7tOBAAAAcGXqFHZZWVl68skn9eCDDyorK8vXMwEAAOAK1PkZu/T0dJWXl/tyFgAAANRDncPO5XL5cg4AAADUk1ffiuV36gAAAAKXV79j17t378vG3alTp+o1EAAAAK6MV2GXnp7Ot2IBAAAClFdhN23aNHXo0MFXswAAAKAe6vyMHc/XAQAABDa+FQsAAGCIOt+KdTqdvpwDAAAA9eTVz50AAAAgcBF2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABgi4MMuJiZGlmVdstx3333V7p+dnX3JvmFhYY08NQAAQOML8fcAl/PZZ5+pqqrKvb5v3z7deuutmjx5co3H2Gw27d+/371uWZZPZwQAAAgEAR92ERERHuvPPPOMevTooWHDhtV4jGVZioyM9PVoAAAAASXgb8X+2Llz5/Tmm2/q7rvvrvUqXHl5ubp27aro6Gjdcccd+uqrr2o9b2VlpRwOh8cCAADQ1DSpsFu3bp1KS0s1a9asGvfp06ePVq5cqfXr1+vNN9+U0+nUkCFDdPTo0RqPycjIkN1udy/R0dE+mB4AAMC3LJfL5fL3EHWVmJio5s2b609/+lOdjzl//rz69u2r5ORkLVmypNp9KisrVVlZ6V53OByKjo5WWVmZbDZbveeuSczCD312bgAA0DgKnxnj0/M7HA7Z7fY6dUnAP2N30eHDh7Vp0yatXbvWq+OaNWum6667TgcPHqxxn9DQUIWGhtZ3RAAAAL9qMrdis7Ky1KFDB40Z410VV1VV6csvv1SnTp18NBkAAEBgaBJh53Q6lZWVpZSUFIWEeF5knDlzptLS0tzrTz75pD7++GP94x//0N69ezVjxgwdPnxYc+bMaeyxAQAAGlWTuBW7adMmFRUV6e67777ktaKiIgUF/bNPT58+rXvuuUfFxcVq27at4uLilJubq2uuuaYxRwYAAGh0TerLE43Fm4cU64MvTwAA0PQF0pcnmsStWAAAAFweYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGCKgw27x4sWyLMtjufrqq2s95t1339XVV1+tsLAw9e/fXxs2bGikaQEAAPwroMNOkq699lodO3bMvezYsaPGfXNzc5WcnKzZs2fr888/1/jx4zV+/Hjt27evEScGAADwj4APu5CQEEVGRrqX9u3b17jvyy+/rNtvv10PPfSQ+vbtqyVLluj6669XZmZmI04MAADgHwEfdgcOHFBUVJS6d++u6dOnq6ioqMZ98/LyNGrUKI9tiYmJysvLq/U9Kisr5XA4PBYAAICmJqDDLj4+XtnZ2crJydHy5ctVUFCghIQEnTlzptr9i4uL1bFjR49tHTt2VHFxca3vk5GRIbvd7l6io6Mb7DMAAAA0loAOu6SkJE2ePFkDBgxQYmKiNmzYoNLSUr3zzjsN+j5paWkqKytzL0eOHGnQ8wMAADSGEH8P4I3w8HD17t1bBw8erPb1yMhIlZSUeGwrKSlRZGRkrecNDQ1VaGhog80JAADgDwF9xe5flZeX69ChQ+rUqVO1rw8ePFibN2/22LZx40YNHjy4McYDAADwq4AOuwcffFCffPKJCgsLlZubqwkTJig4OFjJycmSpJkzZyotLc29/69+9Svl5OTo+eef19dff63Fixdr9+7duv/++/31EQAAABpNQN+KPXr0qJKTk3Xy5ElFRERo6NCh2rlzpyIiIiRJRUVFCgr6Z5sOGTJEb731lh5//HE9+uij6tWrl9atW6d+/fr56yMAAAA0Gsvlcrn8PUSgcTgcstvtKisrk81m89n7xCz80GfnBgAAjaPwmTE+Pb83XRLQt2IBAABQd4QdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADBEQIddRkaGbrzxRrVp00YdOnTQ+PHjtX///lqPyc7OlmVZHktYWFgjTQwAAOA/AR12n3zyie677z7t3LlTGzdu1Pnz53XbbbepoqKi1uNsNpuOHTvmXg4fPtxIEwMAAPhPiL8HqE1OTo7HenZ2tjp06KA9e/bolltuqfE4y7IUGRnp6/EAAAACSkBfsftXZWVlkqSrrrqq1v3Ky8vVtWtXRUdH64477tBXX33VGOMBAAD4VZMJO6fTqfnz5+vmm29Wv379atyvT58+WrlypdavX68333xTTqdTQ4YM0dGjR2s8prKyUg6Hw2MBAABoagL6VuyP3Xfffdq3b5927NhR636DBw/W4MGD3etDhgxR37599eqrr2rJkiXVHpORkaH09PQGnRcAAKCxNYkrdvfff78++OADbdmyRZ07d/bq2GbNmum6667TwYMHa9wnLS1NZWVl7uXIkSP1HRkAAKDRBfQVO5fLpXnz5um9997T1q1b1a1bN6/PUVVVpS+//FKjR4+ucZ/Q0FCFhobWZ1QAAAC/C+iwu++++/TWW29p/fr1atOmjYqLiyVJdrtdLVq0kCTNnDlTP/vZz5SRkSFJevLJJ3XTTTepZ8+eKi0t1dKlS3X48GHNmTPHb58DAACgMQR02C1fvlySNHz4cI/tWVlZmjVrliSpqKhIQUH/vKN8+vRp3XPPPSouLlbbtm0VFxen3NxcXXPNNY01NgAAgF9YLpfL5e8hAo3D4ZDdbldZWZlsNpvP3idm4Yc+OzcAAGgchc+M8en5vemSJvHlCQAAAFweYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGIKwAwAAMARhBwAAYAjCDgAAwBCEHQAAgCEIOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQxB2AAAAhiDsAAAADEHYAQAAGKJJhN2yZcsUExOjsLAwxcfHa9euXbXu/+677+rqq69WWFiY+vfvrw0bNjTSpAAAAP4T8GG3Zs0apaam6oknntDevXsVGxurxMREHT9+vNr9c3NzlZycrNmzZ+vzzz/X+PHjNX78eO3bt6+RJwcAAGhclsvlcvl7iNrEx8frxhtvVGZmpiTJ6XQqOjpa8+bN08KFCy/Zf+rUqaqoqNAHH3zg3nbTTTdp4MCBWrFiRZ3e0+FwyG63q6ysTDabrWE+SDViFn7os3MDAIDGUfjMGJ+e35suCegrdufOndOePXs0atQo97agoCCNGjVKeXl51R6Tl5fnsb8kJSYm1rg/AACAKUL8PUBtTpw4oaqqKnXs2NFje8eOHfX1119Xe0xxcXG1+xcXF9f4PpWVlaqsrHSvl5WVSbpQyL7krPzOp+cHAAC+5+teuHj+utxkDeiwaywZGRlKT0+/ZHt0dLQfpgEAAE2J/aXGeZ8zZ87IbrfXuk9Ah1379u0VHByskpISj+0lJSWKjIys9pjIyEiv9pektLQ0paamutedTqdOnTqldu3aybKsenwCAD9lDodD0dHROnLkiE+f1wVgNpfLpTNnzigqKuqy+wZ02DVv3lxxcXHavHmzxo8fL+lCdG3evFn3339/tccMHjxYmzdv1vz5893bNm7cqMGDB9f4PqGhoQoNDfXYFh4eXt/xAUCSZLPZCDsA9XK5K3UXBXTYSVJqaqpSUlJ0ww03aNCgQXrppZdUUVGhu+66S5I0c+ZM/exnP1NGRoYk6Ve/+pWGDRum559/XmPGjNHq1au1e/du/e53v/PnxwAAAPC5gA+7qVOn6ttvv9WiRYtUXFysgQMHKicnx/0FiaKiIgUF/fPLvUOGDNFbb72lxx9/XI8++qh69eqldevWqV+/fv76CAAAAI0i4H/HDgCaqsrKSmVkZCgtLe2Sxz0AwBcIOwAAAEME9A8UAwAAoO4IOwAAAEMQdgAAAIYg7AAAAAxB2AEAABiCsAMAADAEYQcAAGAIwg4AAMAQhB0AAIAhCDsA8MKsWbNkWZYsy1KzZs3UrVs3Pfzwwzp79qy/RwMAhfh7AABoam6//XZlZWXp/Pnz2rNnj1JSUmRZlp599ll/jwbgJ44rdgDgpdDQUEVGRio6Olrjx4/XqFGjtHHjRklSTEyMXnrpJY/9Bw4cqMWLF7vXLcvSf//3f2vChAlq2bKlevXqpffff78RPwEAUxF2AFAP+/btU25urpo3b+7Vcenp6ZoyZYq++OILjR49WtOnT9epU6d8NCWAnwrCDgC89MEHH6h169YKCwtT//79dfz4cT300ENenWPWrFlKTk5Wz5499fTTT6u8vFy7du3y0cQAfip4xg4AvDRixAgtX75cFRUVevHFFxUSEqI777zTq3MMGDDA/c+tWrWSzWbT8ePHG3pUAD8xXLEDAC+1atVKPXv2VGxsrFauXKlPP/1Uf/jDHyRJQUFBcrlcHvufP3/+knM0a9bMY92yLDmdTt8NDeAngbADgHoICgrSo48+qscff1zff/+9IiIidOzYMffrDodDBQUFfpwQwE8JYQcA9TR58mQFBwdr2bJl+rd/+ze98cYb2r59u7788kulpKQoODjY3yMC+IngGTsAqKeQkBDdf//9eu6553TgwAEVFBTo5z//uex2u5YsWcIVOwCNxnL968MgAAAAaJK4FQsAAGAIwg4AAMAQhB0AAIAhCDsAAABDEHYAAACGIOwAAAAMQdgBAAAYgrADAAAwBGEHAABgCMIOAADAEIQdAACAIQg7AAAAQ/x/KukaxQ3NoAAAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAesAAAHpCAYAAACiOxSqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADk+UlEQVR4nOzdeVhU1f/A8ffMsKOA7CCLC+aeG4lLlhYpZqaRa+b2s7TS0vhWam6tYmWlmWlZqVnuYpprLlguqLngLiquIIuIDJswMHN+f4xOkiwDAjPgeT3PPE/ce+69516785mzK4QQAkmSJEmSzJbS1BmQJEmSJKl4MlhLkiRJkpmTwVqSJEmSzJwM1pIkSZJk5mSwliRJkiQzJ4O1JEmSJJk5GawlSZIkyczJYC1JkiRJZk4Ga0mSJEkyczJYS5IkSZKZk8FakqQSzZ07lzp16mBjY0NQUBAHDx4sMm1ERASBgYE4OTlhb29Py5YtWbJkSYE0SUlJDBs2DG9vb+zs7AgJCeH8+fMF0iQmJjJ48GA8PT2xt7endevWrFmzpkCac+fO0atXL1xdXXFwcODxxx8nMjKy/G5cksyEDNYVSAhBeno6cvp1qSpbsWIFYWFhTJs2jSNHjtCiRQu6detGcnJyoemdnZ2ZNGkSUVFRHD9+nOHDhzN8+HC2bt0K6N+L3r17c/HiRdatW8fRo0fx9/cnODiYrKwsw3mGDBlCTEwM69ev58SJE4SGhtKvXz+OHj1qSPPcc8+Rn5/Pzp07OXz4MC1atOC5554jMTHRqHuT76hUZQipwqjVagEItVpt6qxIUpm1bdtWjB492vC3VqsV3t7eIjw83OhztGrVSkyePFkIIURMTIwAxMmTJwuc083NTSxYsMCwzd7eXvzyyy8FzuPs7GxIc+PGDQGIv//+27A/PT1dAGLbtm1G5Uu+o1JVIUvWkiQVSaPRcPjwYYKDgw3blEolwcHBREVFlXi8EIIdO3YQExPDE088AUBubi4ANjY2Bc5pbW3Nnj17DNs6dOjAihUrSE1NRafTsXz5cnJycujcuTMALi4uNGzYkF9++YWsrCzy8/P5/vvvcXd3p02bNoXmJzc3l/T09AIfSaoKZLCWJKlIKSkpaLVaPDw8Cmz38PAotqpZrVZTo0YNrKys6NGjB3PmzOGZZ54BoFGjRvj5+TFx4kRu3bqFRqPhs88+Iy4ujoSEBMM5Vq5cSV5eHi4uLlhbWzNq1CjWrl1LQEAAAAqFgu3bt3P06FFq1qyJjY0NX331FVu2bKFWrVqF5is8PBxHR0fDx9fX90EfkSRVChmsJUkqdzVr1iQ6Opp//vmHTz/9lLCwMHbt2gWApaUlERERnDt3DmdnZ+zs7IiMjKR79+4olf9+JU2ZMoW0tDS2b9/OoUOHCAsLo1+/fpw4cQLQl9pHjx6Nu7s7u3fv5uDBg/Tu3ZuePXsWCPr3mjhxImq12vC5du1ahT8LyfS0Wi27du1i2bJl7Nq1C61Wa+oslZ6p6+GrM9keJlV1ubm5QqVSibVr1xbYPmTIEPH8888bfZ4RI0aIrl273rc9LS1NJCcnCyH0beNvvPGGEEKICxcu3NeuLYQQTz/9tBg1apQQQojt27cLpVJ53/sVEBBgdHu6fEervzVr1ggfHx8BGD4+Pj5izZo1ps5aqciStSRJRbKysqJNmzbs2LHDsE2n07Fjxw7at29v9Hl0Op2hrfpejo6OuLm5cf78eQ4dOkSvXr0AyM7OBihQ0gZQqVTodLpi0yiVSkMa6eEWERFBnz59iIuLK7A9Pj6ePn36EBERYaKclYGpfy1UZ/JXu1QdLF++XFhbW4tFixaJ06dPi5EjRwonJyeRmJgohBBi8ODBYsKECYb006dPF3/++aeIjY0Vp0+fFjNnzhQWFhYFenqvXLlSREZGitjYWPH7778Lf39/ERoaativ0WhEQECA6NSpkzhw4IC4cOGCmDlzplAoFGLjxo1CCH1vcBcXFxEaGiqio6NFTEyMeOedd4SlpaWIjo426t7kO1p95efn31eivvejUCiEr6+vyM/PN3VWjWJhup8JkmTeTl9P59cDV7h0I4tb2RqyNVoC/WvRtakHTzzihp3Vw/H69O/fnxs3bjB16lQSExNp2bIlW7ZsMXQ6u3r1aoHSbVZWFm+88QZxcXHY2trSqFEjfv31V/r3729Ik5CQQFhYGElJSXh5eTFkyBCmTJli2G9pacmmTZuYMGECPXv2JDMzk4CAABYvXsyzzz4LgKurK1u2bGHSpEk89dRT5OXl0bRpU9atW0eLFi0q6elI5mr37t33lajvJYTg2rVr7N692zDCwJwphJCzAVSU9PR0HB0dUavVODg4mDo7kpEOX0nlq23n2HvhZpFpHG0tmf5Cc3o86lWJOZPKm3xHq69ly5bx0ksvlZhu6dKlDBw4sBJy9GAejqKBJBlBCMFPey4RvvksWp1ApVTQvZknwY09cLa3QqGAXTE32HIykfi024xeeoTd532Z2rPJQ1PKlqSqwsvLuB/SRaXTarXs3r2bhIQEvLy86NSpEyqVqjyzWCqyZF2B5K/2quO2Rsv4NcdZf+w6AM+38Oa9kIb41LK7L22eVsfs7eeZu+sCQsCjPo4se7Ud9tYyYFc18h2tvrRaLXXq1CE+Pr7Q6WQVCgU+Pj5cunTpviAcERHB2LFjC1Sj+/j4MHv2bEJDQys874WRvcGlh16eVseoXw+z/th1LJQKPujZhNkDWhYaqAEsVUre6daQ314JwtneiuNxat5cdpR8reyBLEnmQqVSMXv2bEAfmO919+9Zs2YVGqjNsQe5DNbSQ02nE4xffZy/z93AxlLJkhFBDOtY976XuzAd6rvy49BArC2U7DybzAd/nJILQkiSGQkNDWX16tXUrl27wHYfHx9Wr159XylZq9UyduzYQt/ju9vGjRtnkklVZDV4BZJVbOYvfPMZvv/rIiqlggVD2vBUI4+SD/qPLScTeP23IwgBn/Ruxsvt/Csgp1JFkO/ow8HY9uddu3bRpUuXEs8XGRlZ6T3IZSOb9ND649h1vv/rIgAzQpuXKVADhDTzYnxII2ZsPsuMzWcJbuyBp6NNyQdKklQpVCqVUcG1qGlqy5quPMlqcOmhdC01m/fX6ueYHt2lPn0DH2xBh5Gd6tHKz4nM3HymrT9ZHlmUJKmSPWgP8ookg7X00MnX6nh7RTQZOfm09nPi7eBHHvicSqWC8NDmWCgVbD2VxJaTRa9IJUmSeerUqRM+Pj5F9llRKBT4+vrSqVOnSs6ZDNbSQ2huZCyHrtyihrUFswe0wkJVPq9BI08HRj5RD4Bp60+SmZtfLueVJKlylLUHeWWQwVp6qFxIzuDbyPOAvjOYr3Phw7PK6q2nG+DnbEdSei6/RF0u13NLkrmrDktRlrYHeWWRvcErkOxpal6EELy04ABRF2/ydCN3fhwaaNQQrdJacziO/606Ri07S/aMf0pOlmLG5DtafsxxIpEHYW4zmMmStfTQWH/sOlEXb2JtoeSD55tWSKAG6NXSmzoudtzKzmPJ/isVcg1JMifmOpHIg7jbg3zgwIF07tzZpIEaZLCWHhLpOXl8vOEMAG8+FVDu1d/3slApGd0lAIAFf18kWyPbrqXqy5wnEqlOZLCWHgrfbD9PSmYu9VztefVOJ7CK9EKr2vg523EzS8OvsnQtVWOlWYpSKjsZrKVqL+5WNr9E6QPmlJ5NsLao+OosC5WSMU/dKV3vvkSenDdcqqbMeSKR6kQGa6na+2rbOTRaHe3rudD5EbdKu27vlrVxrWHNjYxctp1OqrTrSlJlMueJRKoTGaylau1MQjprj8YDMKF7owrrVFYYKwslAx7Tz4z22wFZFS5VT+Y8kUh1IoO1VK19sTUGIaDHo1608HWq9OsPDPJDqYC9F25y8UZmpV9fkiqaOU8kUp3IYC1VW4evpLLzbDIWSgXvdG1okjzUdrKlS0N3AH47cNUkeZCkimauE4lUJzJYS9XW7B0XAOjTxoe6rvYmy8fdJTNXH44jJ08OX5Gqp9DQUC5fvkxkZCRLly4lMjKSS5cuyUBdTuTUSlK1dPTqLf4+dwOVUmEY82wqTzzihk8tW+Ju3WbD8QT6tPExaX4kqaIYuxSlVHqyZC1VS9/s0M//HdqqdoVOgGIMlVLBwLZ+AKw9WvR4VEmSpKLIYC1VO8fj0oiM0Zeq7451NrXnW3gDsC/2JsnpOSbOjSRJVY0M1lK1M2envq26V0tv/F1M11Z9L19nO1r7OSEEbDguJ4eQJKl0ZLCWqpULyRlsO52EQoHJ26r/q1dLfU/ZdceumzgnkiRVNTJYS9XKD39fBKBrEw/qu9UwcW4Kera5F0oFHLuWxpWbWabOjiRJVYgM1lK1kZSeY5itbNST9U2cm/u51bSmY4ArAOujZelakiTjyWAtVRsL914mTytoW8eZ1n61TJ2dQt3taLbu2PVClxSUJEkqTJUL1n///Tc9e/bE29sbhULB77//XmC/EIKpU6fi5eWFra0twcHBnD9/vkCa1NRUBg0ahIODA05OTowYMYLMzIJTQR4/fpxOnTphY2ODr68vn3/+eUXfmvQAMnLy+O3OUpSjnqz4JTDLqlszT6wslFxIziQmKcPU2ZEkqYqocsE6KyuLFi1aMHfu3EL3f/7553zzzTfMnz+fAwcOYG9vT7du3cjJ+Xe4zKBBgzh16hTbtm1jw4YN/P3334wcOdKwPz09na5du+Lv78/hw4f54osv+OCDD/jhhx8q/P6ksll+8BoZufkEuNcwTO9pjhxsLHmigb4qfNspuRKXJElGElUYINauXWv4W6fTCU9PT/HFF18YtqWlpQlra2uxbNkyIYQQp0+fFoD4559/DGk2b94sFAqFiI+PF0II8d1334latWqJ3NxcQ5rx48eLhg0blip/arVaAEKtVpfl9iQj5eVrRYfwHcJ//Aax/OAVU2enRMsOXBH+4zeInnN2mzorDz35jkpVRZUrWRfn0qVLJCYmEhwcbNjm6OhIUFAQUVFRAERFReHk5ERgYKAhTXBwMEqlkgMHDhjSPPHEE1hZWRnSdOvWjZiYGG7dulXk9XNzc0lPTy/wkSren6eTiE+7jbO9lWF4lDl7urEHCgUcj1OTqJYTpEiSVLJqFawTExMB8PDwKLDdw8PDsC8xMRF394LVpBYWFjg7OxdIU9g57r1GYcLDw3F0dDR8fH19H+yGJKP8vOcSAC8H+WFjaf7L8LnVtKbVneU6t5+RVeGSJJWsWgVrU5s4cSJqtdrwuXbtmqmzVO0du5bGoSu3sFQpDKtbVQXBTfQ//radrhrBeu7cudSpUwcbGxuCgoI4ePBgkWkjIiIIDAzEyckJe3t7WrZsyZIlSwqkSUpKYtiwYXh7e2NnZ0dISMh9HUETExMZPHgwnp6e2Nvb07p1a9asWXPf9TZu3EhQUBC2trbUqlWL3r17l8s9S5I5qVbB2tPTE9B/EdwrKSnJsM/T05Pk5OQC+/Pz80lNTS2QprBz3HuNwlhbW+Pg4FDgI1WshXv1peqej3rj7mBj4twYr+udYB0Ve5PM3HwT56Z4K1asICwsjGnTpnHkyBFatGhBt27d7nuP7nJ2dmbSpElERUVx/Phxhg8fzvDhw9m6dSugH7HRu3dvLl68yLp16zh69Cj+/v4EBweTlfXvZDFDhgwhJiaG9evXc+LECUJDQ+nXrx9Hjx41pFmzZg2DBw9m+PDhHDt2jL179/LSSy9V7AORJFMwdaP5g6CIDmYzZ840bFOr1YV2MDt06JAhzdatWwvtYKbRaAxpJk6cKDuYmZlE9W1Rf+JG4T9+gzh+Lc3U2SkVnU4nOn8RKfzHbxAbj183dXaK1bZtWzF69GjD31qtVnh7e4vw8HCjz9GqVSsxefJkIYQQMTExAhAnT54scE43NzexYMECwzZ7e3vxyy+/FDiPs7OzIU1eXp6oXbu2+PHHH8t0X0LId1SqOqpcyTozM5Po6Giio6MBfaey6Ohorl69ikKhYNy4cXzyySeGX+NDhgzB29vbUDXWuHFjQkJCePXVVzl48CB79+5lzJgxDBgwAG9v/YQVL730ElZWVowYMYJTp06xYsUKZs+eTVhYmInuWirMbweukq8TPFanFs19HE2dnVJRKBQEN9b3nTDnqnCNRsPhw4cLdNpUKpUEBwcbOm0WRwjBjh07iImJ4YknngD0HTEBbGz+rQlRKpVYW1uzZ88ew7YOHTqwYsUKUlNT0el0LF++nJycHMN6yUeOHCE+Ph6lUkmrVq3w8vKie/funDx5ssj8yE6gUpVl6l8LpRUZGSmA+z5Dhw4VQuhLLFOmTBEeHh7C2tpaPP300yImJqbAOW7evCkGDhwoatSoIRwcHMTw4cNFRkZGgTTHjh0Tjz/+uLC2tha1a9cWM2bMKHVe5a/2ipObpxVtPt4m/MdvEH8cizd1dsrkwMWbwn/8BvHoB1uFJl9r6uwUKj4+XgBi3759Bba/++67om3btkUel5aWJuzt7YWFhYWwtrYWP/30k2GfRqMRfn5+om/fviI1NVXk5uaKGTNmCEB07drVkO7WrVuia9euAhAWFhbCwcFBbN261bB/2bJlAhB+fn5i9erV4tChQ2LgwIHCxcVF3Lx5s9B8TZs2rdDvD/mOSuauygXrqkQG64qz9kic8B+/QbT9dJvZBrqS5Gt14tONp8We8zdEvlZn6uwUqqzBWqvVivPnz4ujR4+KmTNnCkdHRxEZGWnYf+jQIdGiRQsBCJVKJbp16ya6d+8uQkJCDGnGjBkj2rZtK7Zv3y6io6PFBx98IBwdHcXx48eFEEL89ttvAhDff/+94ZicnBzh6uoq5s+fX2i+cnJyhFqtNnyuXbsm31GpSrCo3HK8JJWPxVGXARgU5I+lqsq15gCgUip4/9nGps5GsVxdXVGpVMV22iyMUqkkIEC/RGnLli05c+YM4eHhhirsNm3aEB0djVqtRqPR4ObmRlBQkGH+g9jYWL799ltOnjxJ06ZNAWjRogW7d+9m7ty5zJ8/Hy8vLwCaNGliuK61tTX16tXj6tWrhebL2toaa2vrsj0MSTKhqvktJz3UjselcfRqGpYqBQPayrHsFcnKyoo2bdqwY8cOwzadTseOHTto37690efR6XSGtup7OTo64ubmxvnz5zl06BC9evUCIDs7G9AH/XupVCp0Oh2gD/jW1tbExMQY9ufl5XH58mX8/avOMD5JMoYsWUtVzuJ9+gU7ejT3wr1m1RmuVVWFhYUxdOhQAgMDadu2LbNmzSIrK4vhw4cD+iFWtWvXJjw8HNBPDhQYGEj9+vXJzc1l06ZNLFmyhHnz5hnOuWrVKtzc3PDz8+PEiROMHTuW3r1707VrVwAaNWpEQEAAo0aNYubMmbi4uPD7778b5vMHcHBw4LXXXmPatGn4+vri7+/PF198AUDfvn0r8xFJUoWTwVqqUlKzNPxxXL8W9JAOdUybmYdE//79uXHjBlOnTiUxMZGWLVuyZcsWw6x+V69eLVACzsrK4o033iAuLg5bW1saNWrEr7/+Sv/+/Q1pEhISCAsLIykpCS8vL4YMGcKUKVMM+y0tLdm0aRMTJkygZ8+eZGZmEhAQwOLFi3n22WcN6b744gssLCwYPHgwt2/fJigoiJ07d1KrlnkukSpVLVqtlt27d5OQkICXlxedOnVCpTLNLIkKIeSiuhUlPT0dR0dH1Gq1nCClnHz/Vyzhm8/SrLYDf4x5HIVCYeosSVWYfEelokRERDB27Fji4uIM23x8fJg9ezahoaGVnh/ZZi1VGVqd4NcD+irwIe3qyEAtSVKFiIiIoE+fPgUCNUB8fDx9+vQhIiKi0vMkg7VUZfx97gbXUm/jYGNBzxbeps6OJEnVkFarZezYsRRW6Xx327hx49BqtZWaLxmspSrjlzvDtfoG+mJrZf6ra0mSVPXs3r37vhL1vYQQXLt2jd27d1dirmSwlqqIqzez2XXuBkCVWl1LkqSqJSEhoVzTlRcZrKUq4beDVxACOjVwpa6rvamzI0lSNXV3sp3ySldeZLCWzF5OnpaV/+jXBh8sS9WSJFWgTp064ePjU2QHVoVCga+vL506darUfMlgLZm9TScSuJWdh7ejDU839jB1diSp2tBqtezatYtly5axa9euSu80ZY5UKhWzZ88GuC9g3/171qxZlT7eWgZryewt2a8frvVSkB8qpRyuJUnlISIigjp16tClSxdeeuklunTpQp06dUwyLMnchIaGsnr1amrXrl1gu4+PD6tXrzbJOGs5KUoFkhMuPLiT8Wqem7MHS5WCvROektOLSuXqYX1H744j/u/X/92So6kCkrkxpxnM5HSjkln79U6pOqSZnAdckspDSeOIFQoF48aNo1evXiYLTOZCpVIZVoozNVkNLpkt9e081kXr5wGXHcskqXyY6zhiqXgyWEtma83hOG7naWnoUZPH6siFGSSpPJjrOGKpeDJYS2ZJCGGoAn+5vb+cB1ySyom5jiOWiieDtWSW9l64ycWULGpYW/BCq9olHyBJklHMdRyxVDwZrCWztGT/ZQBCW9emhrXsBylJ5cVcxxFLxZPBWjI7CerbbDudBMh5wCWpIpjjOGKpeLLIIpmdpQeuohPQrp4zj3jUNHV2JKlaCg0NpVevXmYzjlgqngzWklnR5OtYdvDuPOB1TJsZSarmzGkcsVQ8WQ0umZXNJxNIyczFw8Gark3lPOCSJEkgg7VkZhbvuwzAS239sVTJ/z0lSZJABmvJjJyMV3PkahqWKgUDg3xNnR1JkiSzIYO1ZDZ+iboMQHc5D7gkSVIBMlhLZuFWlsYwD/jQDnK4liRJ0r1ksJbMwopD18jN19HEy4HWfnIecEmSpHvJYC2ZXL5Wx5Io/TzgQzvIecAlSZL+SwZryeS2nU4iPu02tews6dVSzgMuSZL0XzJYSya38O5wrSA/bCzl7EmSJEn/JYO1ZFKnrqs5eCkVlVIh5wGXJEkqggzWkkkt2nsZgO7NPPFytDVtZiRJksyUDNaSyaRk5rLumH641vCOdU2cG0mSJPNlkoU8srOzuXr1KhqNpsD2Rx991BTZkUzk1/1X0OTreNTHkdZ+TqbOjiRJktmq1GB948YNhg8fzubNmwvdr9VqKzM7kgnl5GkNw7Ve6VRPDteSJEkqRqVWg48bN460tDQOHDiAra0tW7ZsYfHixTRo0ID169dXZlYkE1sXHc/NLA3ejjZ0b+Zp6uxIkiSZtUoN1jt37uSrr74iMDAQpVKJv78/L7/8Mp9//jnh4eGVmRXJhIQQ/Lj7EqBvq5ara5m/uXPnUqdOHWxsbAgKCuLgwYNFpo2IiCAwMBAnJyfs7e1p2bIlS5YsKZAmKSmJYcOG4e3tjZ2dHSEhIZw/f75AmsTERAYPHoynpyf29va0bt2aNWvWFHrN3NxcWrZsiUKhIDo6+oHvV5LMTaV+S2ZlZeHu7g5ArVq1uHHjBgDNmzfnyJEjlZkVyYT+Pp/C+eRM7K1U9G8rV9cydytWrCAsLIxp06Zx5MgRWrRoQbdu3UhOTi40vbOzM5MmTSIqKorjx48zfPhwhg8fztatWwH9j7XevXtz8eJF1q1bx9GjR/H39yc4OJisrCzDeYYMGUJMTAzr16/nxIkThIaG0q9fP44ePXrfNd977z28vb0r5gFIkjkQlSgwMFBs2bJFCCFEz549xeDBg0VcXJx47733RL169SozK5VCrVYLQKjValNnxay8/ON+4T9+g/hw/SlTZ0UyQtu2bcXo0aMNf2u1WuHt7S3Cw8ONPkerVq3E5MmThRBCxMTECECcPHmywDnd3NzEggULDNvs7e3FL7/8UuA8zs7OBdIIIcSmTZtEo0aNxKlTpwQgjh49anS+5DsqVRWVWrIeO3YsCQkJAEybNo3Nmzfj5+fHN998w/Tp0yszK5KJnIxXs/t8CiqlguEd65g6O1IJNBoNhw8fJjg42LBNqVQSHBxMVFRUiccLIdixYwcxMTE88cQTgL7KGsDG5t9lUJVKJdbW1uzZs8ewrUOHDqxYsYLU1FR0Oh3Lly8nJyeHzp07G9IkJSXx6quvsmTJEuzs7ErMT25uLunp6QU+5UGr1bJr1y6WLVvGrl27ZGdZqdxVam/wl19+2fDfbdq04cqVK5w9exY/Pz9cXV0rMyuSicz/KxaA5x71wte55C9XybRSUlLQarV4eHgU2O7h4cHZs2eLPE6tVlO7dm1yc3NRqVR89913PPPMMwA0atQIPz8/Jk6cyPfff4+9vT1ff/01cXFxhh/zACtXrqR///64uLhgYWGBnZ0da9euJSAgAND/EBg2bBivvfYagYGBXL58ucT7CQ8P58MPPyzDkyhaREQEY8eOJS4uzrDNx8eH2bNnExoaatQ5tFotu3fvJiEhAS8vLzp16oRKJafelf5VqSXrjz76iOzsbMPfdnZ2tG7dGnt7ez766KPKzIpkAlduZrHphP7LeNQT9U2cG6ki1axZk+joaP755x8+/fRTwsLC2LVrFwCWlpZERERw7tw5nJ2dsbOzIzIyku7du6NU/vuVNGXKFNLS0ti+fTuHDh0iLCyMfv36ceLECQDmzJlDRkYGEydONDpfEydORK1WGz7Xrl17oPuMiIigT58+BQI1QHx8PH369CEiIsKoc9SpU4cuXbrw0ksv0aVLF+rUqWPUsdJDpFLr3JVKkZSUdN/2lJQUoVQqKzMrlUK2hxU0ae1x4T9+gxjy0wFTZ0UyUm5urlCpVGLt2rUFtg8ZMkQ8//zzRp9nxIgRomvXrvdtT0tLE8nJyUIIfdv4G2+8IYQQ4sKFC/e1awshxNNPPy1GjRolhBCiV69eQqlUCpVKZfgAQqVSiSFDhhiVrwd5R/Pz84WPj48ACv0oFArh6+sr8vPzizzHmjVrhEKhKPRYhUIh1qxZU+p8SdVTpZashRCFTn5x7NgxnJ2dKzMrUiVLycxl1SF96eO1J2WpuqqwsrKiTZs27Nixw7BNp9OxY8cO2rdvb/R5dDqdoa36Xo6Ojri5uXH+/HkOHTpEr169AAw1cPeWtAFUKhU6nQ6Ab775hmPHjhEdHU10dDSbNm0C9L3XP/3009LdaBns3r37vhL1vYQQXLt2jd27dxe6X6vVMnbsWIQQhR4L+rkpZPu3BJXUZl2rVi0UCgUKhYJHHnmkQMDWarVkZmby2muvVUZWJBP5ec8lcvN1tPB1ol09+cOsKgkLC2Po0KEEBgbStm1bZs2aRVZWFsOHDwf0Q6xq165tmCshPDycwMBA6tevT25uLps2bWLJkiXMmzfPcM5Vq1bh5uaGn58fJ06cYOzYsfTu3ZuuXbsC+nbtgIAARo0axcyZM3FxceH3339n27ZtbNiwAQA/P78C+axRowYA9evXx8fHp8Kfy73t62VJV5pgf2+nOunhVCnBetasWQgh+L//+z8+/PBDHB0dDfusrKyoU6dOqX6lS1VLWraGX+5MLfpG5/pyatEqpn///ty4cYOpU6eSmJhIy5Yt2bJli6HT2dWrVwuUgLOysnjjjTeIi4vD1taWRo0a8euvv9K/f39DmoSEBMLCwkhKSsLLy4shQ4YwZcoUw35LS0s2bdrEhAkT6NmzJ5mZmQQEBLB48WKeffbZyrv5Ynh5eT1QugcN9tLDRSEKq4OpIH/99RcdO3bEwsIk64dUuvT0dBwdHVGr1Tg4OJg6Oybz9bZzzN5xnkaeNdn0VieUShmsJfPwIO+oVqulTp06xMfHF1qVrVAo8PHx4dKlS4X27N61axddunQp8TqRkZGyZC1Vbm/wJ598kitXrjB58mQGDhxomAFp8+bNnDp1qjKzIlWSjJw8Fu7VTy065qkAGailakOlUjF79myA+2qL7v49a9asIodgderUCR8fnyJrmhQKBb6+vnTq1Kkccy1VVZUarP/66y+aN2/OgQMHiIiIIDMzE9B3MJs2bVplZkWqJL9EXSE9J5/6bvZ0b2ZctaEkVRWhoaGsXr2a2rVrF9ju4+PD6tWrix1n/aDBXnq4VGqwnjBhAp988gnbtm3DysrKsP2pp55i//795XYdrVbLlClTqFu3Lra2ttSvX5+PP/64QFWVEIKpU6fi5eWFra0twcHB9y0kkJqayqBBg3BwcMDJyYkRI0YYfmBIJcvKzefH3RcBePOpBqhkqVqqhkJDQ7l8+TKRkZEsXbqUyMhILl26ZNSEKA8S7KWHS6U2Hp84cYKlS5fet93d3Z2UlJRyu85nn33GvHnzWLx4MU2bNuXQoUMMHz4cR0dH3nrrLQA+//xzvvnmGxYvXkzdunWZMmUK3bp14/Tp04ZpEAcNGkRCQgLbtm0jLy+P4cOHM3LkyELvQbrfon2XuZWdR11Xe557VJaqpepLpVKVuV05NDSUXr16yRnMpGJVarB2cnIiISGBunXrFth+9OjR+35ZPoh9+/bRq1cvevToAUCdOnVYtmyZYVk/IQSzZs1i8uTJhnGdv/zyCx4eHvz+++8MGDCAM2fOsGXLFv755x8CAwMB/YxJzz77LDNnzpQr/JRAfTuP7+9MLTouuAEWchlMSSrSgwR76eFQqd+gAwYMYPz48SQmJqJQKNDpdOzdu5d33nmHIUOGlNt1OnTowI4dOzh37hygbxPfs2cP3bt3B+DSpUskJiYWWJzA0dGRoKAgw+IEUVFRODk5GQI1QHBwMEqlkgMHDhR63YpaJKAq+mn3RdJz8nnEowbPPSp/2EiSJD2ISi1ZT58+ndGjR+Pr64tWq6VJkybk5+czaNAgJk+eXG7XmTBhAunp6TRq1AiVSoVWq+XTTz9l0KBBgH5Re6DQxQnu7ktMTDSsvX2XhYUFzs7OhjT/VRGLBFRFqVkaftqj7wEe9swjsq1akiTpAVVqsLaysmLBggVMnTqVEydOkJWVRatWrQyr6JSXlStX8ttvv7F06VKaNm1KdHQ048aNw9vbm6FDh5brte41ceJEwsLCDH+np6fj6+tbYdczV9//FUuWRktTbwe6NfU0dXYkSZKqvEqfneSnn37i66+/NvS8btCgAePGjeOVV14pt2u8++67TJgwgQEDBgDQvHlzrly5Qnh4OEOHDsXTUx9A7s6edFdSUhItW7YEwNPT0zAO/K78/HxSU1MNx/+XtbU11tbW5XYfVVF82m0W7rsMwP+6PiJnK5MkSSoHldpmPXXqVMaOHUvPnj1ZtWoVq1atomfPnrz99ttMnTq13K6TnZ1d7AIAdevWxdPTs8DiBOnp6Rw4cMAw7Wn79u1JS0vj8OHDhjQ7d+5Ep9MRFBRUbnmtbr7cGoMmX0dQXWe6NHQv+QBJkiSpZJW5xJerq6tYunTpfduXLl0qXFxcyu06Q4cOFbVr1xYbNmwQly5dEhEREcLV1VW89957hjQzZswQTk5OYt26deL48eOiV69eom7duuL27duGNCEhIaJVq1biwIEDYs+ePaJBgwZi4MCBRufjYVsi80RcmqgzYYPwH79BHLt2y9TZkaQSPWzvqFR1VWo1eF5eXoHe1Xe1adOG/Pz8crvOnDlzmDJlCm+88QbJycl4e3szatSoAqX39957j6ysLEaOHElaWhqPP/44W7ZsMYyxBvjtt98YM2YMTz/9NEqlkhdffJFvvvmm3PJZnQghmLH5LELA8y28edTHydRZkiRJqjYqdSGPN998E0tLS7766qsC29955x1u377N3LlzKysrleJhWsgjMiaZ4Qv/wUqlZMf/nsTX2c7UWZKkEj1M76hUtVV4yfre3tEKhYIff/yRP//8k3bt2gFw4MABrl69Wq7jrKXKpcnX8fGG0wAMae8vA7UkSVI5q/BgffTo0QJ/t2nTBoDYWP3sVq6urri6uspVt6qwRfsucfFGFq41rHgruIGpsyNJklTtVHiwjoyMrOhLSCaUnJ7D7O36YXjvhTTCwcbSxDmSJEmqfuSEzdID+WxLDFkaLS18nejT2sfU2ZEkSaqWZLCWyuzgpVTWHIkD4MPnm6KU04pKkiRVCBmspTLJzdcyMeI4AAPb+tLS18m0GZIkSarGZLCWymTerlhib2ThWsOaCSGNTZ0dSZKkak0Ga6nULiRn8l2kvjf/B883wdFOdiqTJEmqSDJYS6Wi1QkmRhxHo9XxVCN3ejT3KvkgSZIk6YHIYC2Vyk97LvLP5VvUsLbgo15N5apakiRJlUAGa8lo55IymLn1HABTnmuMTy05U5kkSVJlkMFaMkqeVkfYymhD9Xe/QF9TZ0mSJOmhIYO1ZJTZ289zMj4dR1tLZoQ2l9XfkiRJlUgGa6lE+y6kMHfXBQA+faEZ7g42JRwhSZIklScZrKVipWTmMnZFNELoJz957lFvU2dJkiTpoSODtVQknU7wzqpj3MjIpYF7DaY+19TUWZIkSXooVfiqW1LVNWfnBXbF3MDaQsm3L7XG1kpl6ixJklSOtFotu3fvJiEhAS8vLzp16oRKJd9zcySDtVSonWeTmLVDP0zrk97NaOhZ08Q5kiSpPEVERDB27Fji4uIM23x8fJg9ezahoaEmzJlUGFkNLt3nUkoWY5fr26kHt/OnrxymJUnVSkREBH369CkQqAHi4+Pp06cPERERJsqZVBQZrKUC0nPyGPnLITJy8gn0r8WU55qYOkuSJJUjrVbL2LFjEULct+/utnHjxqHVais7a1IxZLCWDPK0Okb/doTzyZl4Otjw3aDWWFnI/0UkqTrZvXv3fSXqewkhuHbtGrt3767EXEklkd/EEqB/QT9Yf4rd51OwtVTx49BAOZ5aMpg7dy516tTBxsaGoKAgDh48WGTaiIgIAgMDcXJywt7enpYtW7JkyZICaZKSkhg2bBje3t7Y2dkREhLC+fPnC6RJTExk8ODBeHp6Ym9vT+vWrVmzZo1h/+XLlxkxYgR169bF1taW+vXrM23aNDQaTfnefDWTkJBQrumkyiGDtQTAgt0X+e3AVRQKmD2gJc1qO5o6S5KZWLFiBWFhYUybNo0jR47QokULunXrRnJycqHpnZ2dmTRpElFRURw/fpzhw4czfPhwtm7dCuh/GPbu3ZuLFy+ybt06jh49ir+/P8HBwWRlZRnOM2TIEGJiYli/fj0nTpwgNDSUfv36cfToUQDOnj2LTqfj+++/59SpU3z99dfMnz+f999/v+IfShXm5WXcSnnGppMqiZAqjFqtFoBQq9WmzkqxIo5cE/7jNwj/8RvED3/Fmjo7kplp27atGD16tOFvrVYrvL29RXh4uNHnaNWqlZg8ebIQQoiYmBgBiJMnTxY4p5ubm1iwYIFhm729vfjll18KnMfZ2blAmv/6/PPPRd26dYvcn5OTI9RqteFz7dq1KvGOlqf8/Hzh4+MjFAqFAO77KBQK4evrK/Lz802dVekesmT9kPv73A3eXXUcgBGP1+WVTnVNnCPJnGg0Gg4fPkxwcLBhm1KpJDg4mKioqBKPF0KwY8cOYmJieOKJJwDIzc0FwMbm32YWpVKJtbU1e/bsMWzr0KEDK1asIDU1FZ1Ox/Lly8nJyaFz585FXk+tVuPs7Fzk/vDwcBwdHQ0fX9+Hb6SDSqVi9uzZAPfN8X/371mzZsnx1mZGBuuH2JGrt3jt18Pk6wTPt/Bm0rON5QIdUgEpKSlotVo8PDwKbPfw8CAxMbHI49RqNTVq1MDKyooePXowZ84cnnnmGQAaNWqEn58fEydO5NatW2g0Gj777DPi4uIKtJOuXLmSvLw8XFxcsLa2ZtSoUaxdu5aAgIBCr3nhwgXmzJnDqFGjiszXxIkTUavVhs+1a9dK8ziqjdDQUFavXk3t2rULbPfx8WH16tVynLUZkpOiPKTOJKQz7OeDZGu0PB7gysy+LVAqZaCWykfNmjWJjo4mMzOTHTt2EBYWRr169ejcuTOWlpZEREQwYsQInJ2dUalUBAcH07179wLDiaZMmUJaWhrbt2/H1dWV33//nX79+rF7926aN29e4Hrx8fGEhITQt29fXn311SLzZW1tjbW1dYXdd1USGhpKr1695AxmVYQM1g+hizcyGfzTAdJz8mnjX4sfhrSRQ7SkQrm6uqJSqUhKSiqwPSkpCU9PzyKPUyqVhhJwy5YtOXPmDOHh4YYq7DZt2hAdHY1arUaj0eDm5kZQUBCBgYEAxMbG8u2333Ly5EmaNtXPSd+iRQt2797N3LlzmT9/vuFa169fp0uXLnTo0IEffvihPG+/2lOpVMU2K0jmQ35DP2Su3sxm0I8HSMnU0MTLgZ+HPYadlfzNJhXOysqKNm3asGPHDsM2nU7Hjh07aN++vdHn0el0hrbqezk6OuLm5sb58+c5dOgQvXr1AiA7OxvQB/17qVQqdDqd4e/4+Hg6d+5MmzZtWLhw4X3pJam6kN/SD5G4W9kMXLCfBHUO9d3s+WVEWxxtLU2dLcnMhYWFMXToUAIDA2nbti2zZs0iKyuL4cOHA/ohVrVr1yY8PBzQd+IKDAykfv365ObmsmnTJpYsWcK8efMM51y1ahVubm74+flx4sQJxo4dS+/evenatSugb9cOCAhg1KhRzJw5ExcXF37//Xe2bdvGhg0bgH8Dtb+/PzNnzuTGjRuG8xdX6pekqkgG64dEojqHlxYcID7tNnVd7Vn2ajtca8i2O6lk/fv358aNG0ydOpXExERatmzJli1bDJ3Orl69WqBEm5WVxRtvvEFcXBy2trY0atSIX3/9lf79+xvSJCQkEBYWRlJSEl5eXgwZMoQpU6YY9ltaWrJp0yYmTJhAz549yczMJCAggMWLF/Pss88CsG3bNi5cuMCFCxfw8fEpkGdRyFSaklSVKYT8v7rCpKen4+joiFqtxsHBwWT5SErPYcAP+7mUkoWvsy0rR7XHy9HWZPmRJHNhLu+oJJVENvBUc8kZOQxcoA/UtZ1sWfZqOxmoJUmSqhgZrKuxlMxcXlpwgIs3svB2tGH5yHb41LIzdbYkSZKkUpLBuppKzdLw8o8HuHBnBa1lI9vh6ywDtSRJUlUkg3U1lJatD9RnEzNwr2nNspHt8HexN3W2JEmSpDKSwbqaycjJY+jPBzmdkI5rDSuWvtqOuq4yUEuSJFVlMlhXI7c1WkYsPsSxODW17Cz57ZV2BLjXMHW2JEmSpAckg3U1kZuv5bVfD3PwUio1rS1YMiKIhp41TZ0tSZIkqRzIYF0N6HSCsJXH+OvcDWwtVSwc/hjNajuaOluSJElSOZHBuooTQvDhH6fYeDwBS5WCH4a0IbBO0ev5SpIkSVWPDNZV3He7YlkcdQWAL/u1pFMDNxPnSJIkSSpvMlhXYb8fjeeLrTEATOvZhOdbeJs4R5IkSVJFkMG6ivrncirvrT4OwKgn6jG8Y10T50iSJEmqKDJYV0FXbmYxaslhNFodIU09GR/SyNRZkiRJkiqQDNZVTGZuPq8sPkRqloZHfRz5un9LlEqFqbMlSZIkVSAZrKsQIQTvrT7G+eRM3Gtas2BIILZWKlNnS5IkSapgMlhXId//fZFNJxKxVCmY93IbPBxsTJ0lSZIkqRLIYF1F7ItN4fMtZwGY1rMpbfxrmThHkiRJUmWRwboKuJmZy7jl0egE9Gnjw6AgP1NnSZIkSapEMlibOSEE764+TnJGLgHuNfi4VzMUCtmhTJIk6WFSbYN1fHw8L7/8Mi4uLtja2tK8eXMOHTpk2C+EYOrUqXh5eWFra0twcDDnz58vcI7U1FQGDRqEg4MDTk5OjBgxgszMzEq9j5/3Xmbn2WSsLJR8+1Ir2aFMkiTpIVQtg/WtW7fo2LEjlpaWbN68mdOnT/Pll19Sq9a/7byff/4533zzDfPnz+fAgQPY29vTrVs3cnJyDGkGDRrEqVOn2LZtGxs2bODvv/9m5MiRlXYfMYkZfLZZ3049pUdjGnk6VNq1JUmSJPOhEEIIU2eivE2YMIG9e/eye/fuQvcLIfD29uZ///sf77zzDgBqtRoPDw8WLVrEgAEDOHPmDE2aNOGff/4hMDAQgC1btvDss88SFxeHt3fJU3ump6fj6OiIWq3GwaF0gTZPq6P33L2cup5OcGN3FgwJlNXfklTOHuQdlaTKVC1L1uvXrycwMJC+ffvi7u5Oq1atWLBggWH/pUuXSExMJDg42LDN0dGRoKAgoqKiAIiKisLJyckQqAGCg4NRKpUcOHCg0Ovm5uaSnp5e4FNW30XGcup6Ok52lkwPbS4DtSRJ0kOsWgbrixcvMm/ePBo0aMDWrVt5/fXXeeutt1i8eDEAiYmJAHh4eBQ4zsPDw7AvMTERd3f3AvstLCxwdnY2pPmv8PBwHB0dDR9fX98y5f/UdTVzdurbzz98vinuNeV4akmSpIdZtQzWOp2O1q1bM336dFq1asXIkSN59dVXmT9/foVed+LEiajVasPn2rVrpT5HvlbHe6uPk68ThDT1lCtpSZIkSdUzWHt5edGkSZMC2xo3bszVq1cB8PT0BCApKalAmqSkJMM+T09PkpOTC+zPz88nNTXVkOa/rK2tcXBwKPAprV+irnDqejoONhZ83FsO05IkSZKqabDu2LEjMTExBbadO3cOf39/AOrWrYunpyc7duww7E9PT+fAgQO0b98egPbt25OWlsbhw4cNaXbu3IlOpyMoKKhC8p2ozuHLP/X5ntC9MW41rSvkOpIkSVLVYmHqDFSEt99+mw4dOjB9+nT69evHwYMH+eGHH/jhhx8AUCgUjBs3jk8++YQGDRpQt25dpkyZgre3N7179wb0JfGQkBBD9XleXh5jxoxhwIABRvUEL4uPNpwiS6OllZ8TAx4rW3u3JEmSVP1Uy2D92GOPsXbtWiZOnMhHH31E3bp1mTVrFoMGDTKkee+998jKymLkyJGkpaXx+OOPs2XLFmxs/u3M9dtvvzFmzBiefvpplEolL774It98802F5HlXTDKbTiSiUir4tHdzueylJEmSZFAtx1mbC2PHcOZpdYTM+pvYG1mMeLwuU55rUmRaSZLKjxxnLVUV1bJkXdX8tv8KsTeycLG3YmxwA1NnR5Kkh4xWq2X37t0kJCTg5eVFp06dUKnk1MbmRAZrE0vL1jBrh35MdVjXR3CwsTRxjiRJephEREQwduxY4uLiDNt8fHyYPXs2oaGhJsyZdK9q2Ru8Kpm94zxp2Xk09KhJ/0DZqUySpMoTERFBnz59CgRq0C+E1KdPHyIiIkyUM+m/ZLA2ocspWSyJugLA5OcaY6GS/xySeZo7dy516tTBxsaGoKAgDh48WGTaiIgIAgMDcXJywt7enpYtW7JkyZICaZKSkhg2bBje3t7Y2dkREhJy36p3iYmJDB48GE9PT+zt7WndujVr1qwpkMYcVsarqrRaLWPHjqWwbkt3t40bNw6tVlvZWZMKIaODCX217Rz5OkHnhm50auBm6uxIUqFWrFhBWFgY06ZN48iRI7Ro0YJu3brdN2nQXc7OzkyaNImoqCiOHz/O8OHDGT58OFu3bgX0gaB3795cvHiRdevWcfToUfz9/QkODiYrK8twniFDhhATE8P69es5ceIEoaGh9OvXj6NHjxrSVMTKeFqtll27drFs2TJ27dpVbYPV7t277ytR30sIwbVr14pcEEmqZEKqMGq1WgBCrVbft+9UvFr4j98g/MdvECfi0kyQO0kyTtu2bcXo0aMNf2u1WuHt7S3Cw8ONPkerVq3E5MmThRBCxMTECECcPHmywDnd3NzEggULDNvs7e3FL7/8UuA8zs7OhjSnT58WgPjnn38M+zdv3iwUCoWIj48vNB85OTlCrVYbPteuXSvwjq5Zs0b4+PgIwPDx8fERa9asMfpeq4qlS5cWuM+iPkuXLjV1ViUhhCxZm8jMOzOVPfeoF81qO5o4N5JUOI1Gw+HDhwusUKdUKgkODjasUFccIQQ7duwgJiaGJ554AtCvTgcUmNNAqVRibW3Nnj17DNs6dOjAihUrSE1NRafTsXz5cnJycujcuTNQtpXxilts52Frv/Xy8irXdFLFksHaBA5dTmXn2WRUSgX/69rQ1NmRpCKlpKSg1WqLXaGuMGq1mho1amBlZUWPHj2YM2cOzzzzDACNGjXCz8+PiRMncuvWLTQaDZ999hlxcXEkJCQYzrFy5Ury8vJwcXHB2tqaUaNGsXbtWgICAoCyrYxX1GI7D2P7badOnfDx8Sly/QGFQoGvry+dOnWq5JxJhZHBupIJIfh8i75U3S/Qh7qu9ibOkSSVv5o1axIdHc0///zDp59+SlhYGLt27QLA0tKSiIgIzp07h7OzM3Z2dkRGRtK9e3eUyn+/kqZMmUJaWhrbt2/n0KFDhIWF0a9fP06cOFHmfBW12M6+ffseuvZblUrF7NmzAe4L2Hf/njVrlhxvbSbkOOtKptUJOjVw5WJKFm89LSdAkcybq6srKpWq2BXqCqNUKg0l4JYtW3LmzBnCw8MNVdht2rQhOjoatVqNRqPBzc2NoKAgQ5V2bGws3377LSdPnqRp06YAtGjRgt27dzN37lzmz59fppXxilJcLcG97i35VwehoaGsXr260HHWs2bNkuOszYgsWVcyC5WSN59uwL4JT+HlaGvq7EhSsaysrGjTpk2BFep0Oh07duwwrFBnDJ1OZ2irvpejoyNubm6cP3+eQ4cO0atXLwCys7MBCpS0QV8a1Ol0QPmujGdscK+O7behoaFcvnyZyMhIli5dSmRkJJcuXZKB2tyYtHtbNVdcb3BJqiqWL18urK2txaJFi8Tp06fFyJEjhZOTk0hMTBRCCDF48GAxYcIEQ/rp06eLP//8U8TGxorTp0+LmTNnCgsLiwI9vVeuXCkiIyNFbGys+P3334W/v78IDQ017NdoNCIgIEB06tRJHDhwQFy4cEHMnDlTKBQKsXHjRkO6kJAQ0apVK3HgwAGxZ88e0aBBAzFw4ECj7+3uO5qamip8fHyEQqEotEe0QqEQvr6+Ij8//0EepSSVmQzWFUgGa6m6mDNnjvDz8xNWVlaibdu2Yv/+/YZ9Tz75pBg6dKjh70mTJomAgABhY2MjatWqJdq3by+WL19e4HyzZ88WPj4+wtLSUvj5+YnJkyeL3NzcAmnOnTsnQkNDhbu7u7CzsxOPPvrofUO5bt68KQYOHChq1KghHBwcxPDhw0VGRobR93XvO7pmzRqhUCjuC9h3t1XH4VtS1SFX3apAckUfSTJv/31HC5sn29fXV7bfSiYng3UFksFaksxbYe+oXIFKMkeyN7gkSdI9VCqVode6JJkLGawr0N1Ki/T0dBPnRKqqatasWeSkFdKDk++o9KAq6x2VwboCZWRkABSY0lCSSkM2oVQs+Y5KD6qy3lHZZl2BdDod169fL/KXV3p6Or6+vly7dk1+IZeD6vg8Zcm6YpX0jlZX1fFdqQjGPCdZsq4GlEolPj4+Jaa7d9pD6cHJ5ykZy9h3tLqS74pxzOE5yRnMJEmSJMnMyWAtSZIkSWZOBmsTsra2Ztq0aVhbW5s6K9WCfJ6SZBz5rhjHnJ6T7GAmSZIkSWZOlqwlSZIkyczJYC1JkiRJZk4Ga0mSJEkyczJYS5IkSZKZk8FakiRJksycDNalMHfuXOrUqYONjQ1BQUEcPHiwyLQREREEBgbi5OSEvb09LVu2ZMmSJQXSJCUlMWzYMLy9vbGzsyMkJITz588XSJOYmMjgwYPx9PTE3t6e1q1bs2bNmgJpUlNTGTRoEA4ODjg5OTFixAgyMzPL78YrgLk+yzp16qBQKAp8ZsyYUX43LkllUJr3BWDVqlU0atQIGxsbmjdvzqZNmwrsN+Z9iY2N5YUXXsDNzQ0HBwf69etHUlJSgTTm9t1jjs/p8uXLjBgxgrp162Jra0v9+vWZNm0aGo2mdDcnJKMsX75cWFlZiZ9//lmcOnVKvPrqq8LJyUkkJSUVmj4yMlJERESI06dPiwsXLohZs2YJlUoltmzZIoQQQqfTiXbt2olOnTqJgwcPirNnz4qRI0cKPz8/kZmZaTjPM888Ix577DFx4MABERsbKz7++GOhVCrFkSNHDGlCQkJEixYtxP79+8Xu3btFQECAGDhwYMU+kAdgzs/S399ffPTRRyIhIcHwufccklTZSvu+7N27V6hUKvH555+L06dPi8mTJwtLS0tx4sQJIYRx70tmZqaoV6+eeOGFF8Tx48fF8ePHRa9evcRjjz0mtFqt4Vrm9N1jrs9p8+bNYtiwYWLr1q0iNjZWrFu3Tri7u4v//e9/pbo/GayN1LZtWzF69GjD31qtVnh7e4vw8HCjz9GqVSsxefJkIYQQMTExAhAnT54scE43NzexYMECwzZ7e3vxyy+/FDiPs7OzIc3p06cFIP755x/D/s2bNwuFQiHi4+NLd5OVxFyfpRD6YP3111+X9pYkqcKU9n3p16+f6NGjR4FtQUFBYtSoUUII496XrVu3CqVSKdRqtSFNWlqaUCgUYtu2bUII8/vuMdfnVJjPP/9c1K1bt1T3J6vBjaDRaDh8+DDBwcGGbUqlkuDgYKKioko8XgjBjh07iImJ4YknngAgNzcXABsbmwLntLa2Zs+ePYZtHTp0YMWKFaSmpqLT6Vi+fDk5OTl07twZgKioKJycnAgMDDQcExwcjFKp5MCBAw903xXBnJ/lXTNmzMDFxYVWrVrxxRdfkJ+f/yC3LEllVpb3JSoqqkB6gG7duhnSG/O+5ObmolAoCszcZWNjg1KpNKQxp+8ec35OhVGr1Tg7O5fqHmWwNkJKSgparRYPD48C2z08PEhMTCzyOLVaTY0aNbCysqJHjx7MmTOHZ555BoBGjRrh5+fHxIkTuXXrFhqNhs8++4y4uDgSEhIM51i5ciV5eXm4uLhgbW3NqFGjWLt2LQEBAYC+Hdbd3b3AdS0sLHB2di42b6Zizs8S4K233mL58uVERkYyatQopk+fznvvvVfOT0GSjFOW9yUxMbHY9Ma8L+3atcPe3p7x48eTnZ1NVlYW77zzDlqt1pDGnL57zPk5/deFCxeYM2cOo0aNKtU9ymBdgWrWrEl0dDT//PMPn376KWFhYezatQsAS0tLIiIiOHfuHM7OztjZ2REZGUn37t1RKv/9Z5kyZQppaWls376dQ4cOERYWRr9+/Thx4oSJ7so0KutZhoWF0blzZx599FFee+01vvzyS+bMmWP4lS1JVZ0x74ubmxurVq3ijz/+oEaNGjg6OpKWlkbr1q0LvFPVWUU8p/j4eEJCQujbty+vvvpqqfIj17M2gqurKyqV6r6ekElJSXh6ehZ5nFKpNJTaWrZsyZkzZwgPDzdUu7Zp04bo6GjUajUajQY3NzeCgoIM1UqxsbF8++23nDx5kqZNmwLQokULdu/ezdy5c5k/fz6enp4kJycXuG5+fj6pqanF5s1UzPlZFiYoKIj8/HwuX75Mw4YNH/T2JalUyvK+eHp6lpi+pPcFoGvXrsTGxpKSkoKFhQVOTk54enpSr149w3XM5bvHnJ/TXdevX6dLly506NCBH374odT3+HD8RHpAVlZWtGnThh07dhi26XQ6duzYQfv27Y0+j06nK7SE5ujoiJubG+fPn+fQoUP06tULgOzsbID7fqGpVCp0Oh0A7du3Jy0tjcOHDxv279y5E51OR1BQkPE3WUnM+VkWJjo6GqVSeV91nyRVhrK8L+3bty+QHmDbtm2Fpi/qfbmXq6srTk5O7Ny5k+TkZJ5//nnDdczlu8ecnxPoS9SdO3emTZs2LFy4sGy1E6XqjvYQW758ubC2thaLFi0Sp0+fFiNHjhROTk4iMTFRCCHE4MGDxYQJEwzpp0+fLv78808RGxsrTp8+LWbOnCksLCwK9DxeuXKliIyMFLGxseL3338X/v7+IjQ01LBfo9GIgIAA0alTJ3HgwAFx4cIFMXPmTKFQKMTGjRsN6UJCQkSrVq3EgQMHxJ49e0SDBg3MfuiWOT7Lffv2ia+//lpER0eL2NhY8euvvwo3NzcxZMiQSnoyknS/0r4ve/fuFRYWFmLmzJnizJkzYtq0aQWGJAlR8vsihBA///yziIqKEhcuXBBLliwRzs7OIiwsrEAac/ruMdfnFBcXJwICAsTTTz8t4uLiCgwLLQ0ZrEthzpw5ws/PT1hZWYm2bduK/fv3G/Y9+eSTYujQoYa/J02aJAICAoSNjY2oVauWaN++vVi+fHmB882ePVv4+PgIS0tL4efnJyZPnixyc3MLpDl37pwIDQ0V7u7uws7OTjz66KP3DT+6efOmGDhwoKhRo4ZwcHAQw4cPFxkZGeX/AMqROT7Lw4cPi6CgIOHo6ChsbGxE48aNxfTp00VOTk7FPARJMlJp3hch9EHmkUceEVZWVqJp06YFftwLYdz7Mn78eOHh4SEsLS1FgwYNxJdffil0Ol2BNOb23WOOz2nhwoUCKPRTGnI9a0mSJEkyc7LNWpIkSZLMnAzWkiRJkmTmZLCWJEmSJDMng7UkSZIkmTkZrCVJkiTJzMlgLUmSJElmTgZrSZIkSTJzMlhLkiRJkpmTwVqSJEmSzJwM1pIkSZJk5mSwliRJkiQzJ4O1JEmSJJk5GawlSZIkyczJYC1JkiRJZk4Ga0mSJEkyczJYS5IkSZKZk8FakiRJksycDNaSJEmSZObMIljPnTuXOnXqYGNjQ1BQEAcPHiw2/apVq2jUqBE2NjY0b96cTZs2FdiflJTEsGHD8Pb2xs7OjpCQEM6fP18gTWxsLC+88AJubm44ODjQr18/kpKSDPsvX77MiBEjqFu3Lra2ttSvX59p06ah0WjK78YlSZIkyQgmD9YrVqwgLCyMadOmceTIEVq0aEG3bt1ITk4uNP2+ffsYOHAgI0aM4OjRo/Tu3ZvevXtz8uRJAIQQ9O7dm4sXL7Ju3TqOHj2Kv78/wcHBZGVlAZCVlUXXrl1RKBTs3LmTvXv3otFo6NmzJzqdDoCzZ8+i0+n4/vvvOXXqFF9//TXz58/n/fffr5wHI0mSJEl3CRNr27atGD16tOFvrVYrvL29RXh4eKHp+/XrJ3r06FFgW1BQkBg1apQQQoiYmBgBiJMnTxY4p5ubm1iwYIEQQoitW7cKpVIp1Gq1IU1aWppQKBRi27ZtReb1888/F3Xr1jX63nQ6nVCr1UKn0xl9jCRJlUe+o1JVYdKStUaj4fDhwwQHBxu2KZVKgoODiYqKKvSYqKioAukBunXrZkifm5sLgI2NTYFzWltbs2fPHkMahUKBtbW1IY2NjQ1KpdKQpjBqtRpnZ+ci9+fm5pKenm74xMfH4+joSEZGRpHHVGeXzyfRp+MnhDw6me3rj5bpHHMX7+LxF2fy8tifydfqSkyffjuHZ6f/TPP/fc2Sv48Um1YIwbitG6n3zZcMX7em+PNqcgj5cw6N137IDzG7S8zHymurGXpwBGOOjOO29naJ6SXTyMjIeKjfUanqMGmwTklJQavV4uHhUWC7h4cHiYmJhR6TmJhYbPpGjRrh5+fHxIkTuXXrFhqNhs8++4y4uDgSEhIAaNeuHfb29owfP57s7GyysrJ455130Gq1hjT/deHCBebMmcOoUaOKvJ/w8HAcHR0NH19fX6OfRXWTnJDG5NcXk5mRQ5OWfnTq2qzU59j612mWrT8EwPB+HbBQFf+/q04nmLzsT67dVONdy4HnA5sUm/7XE8dYH3MWlULB64FBRZ9XCN47FMGVrFS8bB3pU6d1sefdeH0TGxM2A9DHJxRblW2x6SVJkkpi8jbr8mZpaUlERATnzp3D2dkZOzs7IiMj6d69O0ql/nbd3NxYtWoVf/zxBzVq1MDR0ZG0tDRat25tSHOv+Ph4QkJC6Nu3L6+++mqR1544cSJqtdrwuXbtWoXdpzlT38pi0muLSUlOx6++Ox/OeRlrG8tSnePshUQ+m7cVgMGhQTzdsVGJx/wc+Q+Rp2KxslDx1dAeONrZFJn2WGICn/wdCcD4jk/QtrZPkWnnnInkr6TzWCstmNOuP87W9kWm/fvGHlbG6Uvp/X370tn9iRLzLUmSVBILU17c1dUVlUpVoBc26Htze3p6FnqMp6dnienbtGlDdHQ0arUajUaDm5sbQUFBBAYGGtJ07dqV2NhYUlJSsLCwwMnJCU9PT+rVq1fg3NevX6dLly506NCBH374odj7sba2LlC1/jDKydYwbcwSrl26gauHA5/OG0JNR7tSnSM1LYv3P1+HJk9Lhzb1eHXg4yUe88+Fa8zZvA+A91/oQlPfwv//AUjPzWHM5g3k6XR0q9+AEa3aFJn2r8TzzL9T7f1Rq540dfIqMu2Z9LMsvLQYgB5ez/KsV0iJ+ZYkSTKGSUvWVlZWtGnThh07dhi26XQ6duzYQfv27Qs9pn379gXSA2zbtq3Q9I6Ojri5uXH+/HkOHTpEr1697kvj6uqKk5MTO3fuJDk5meeff96wLz4+ns6dO9OmTRsWLlxYaKlb+ldeXj4fhy3j7Ik4ajra8un8Ybh5OpXyHFomz1xP8s0M/LydmTq2B0qlothjUjOzGf/bZnRC0OuxJrzYrnmRaYUQTI7cTnxGOn4OjnwW3A2FovDzJ9/OYOLh3wEYVO8xnvd7tMjzJufcYM7579Cho51zEH19Qku+WUmSJCOZtGQNEBYWxtChQwkMDKRt27bMmjWLrKwshg8fDsCQIUOoXbs24eHhAIwdO5Ynn3ySL7/8kh49erB8+XIOHTpUoNS7atUq3Nzc8PPz48SJE4wdO5bevXvTtWtXQ5qFCxfSuHFj3NzciIqKYuzYsbz99ts0bNgQ+DdQ+/v7M3PmTG7cuGE4tqhS/8NMq9Uxc9IaDu87j7WNJR99OwT/+u6lPs/shTs5fiYeezsrZkzoTQ374msqdDrB+0u3cCM9i3oezrz/wlPFpl9z5hQbzsWgUij4utuzOBRRE6IVOsYfXsstTTaNHT15t1nXQtMB5GhzmH1+DlnaLOra12FEvWFF/gCQJEkqC5MH6/79+3Pjxg2mTp1KYmIiLVu2ZMuWLYZOZFevXi1Qou3QoQNLly5l8uTJvP/++zRo0IDff/+dZs3+7cCUkJBAWFgYSUlJeHl5MWTIEKZMmVLgujExMUycOJHU1FTq1KnDpEmTePvttw37t23bxoULF7hw4QI+PgXbM4UQFfEoqiwhBPNmbOSvLSewsFAx5euXaNyi9J3r1m87zu9bj6FQwLRxPfCrXXTP+7t+3HmQvTFXsLG0YObgHthZF902fvFWKh/8tROAce060srLu+jzntvL/huXsFNZ8uVjL2KtKvxVEULw46WFxN2Ox9HSkbcajMFKaVVivv8rOz+Ji+rlJGbvRSfyAB1d/daV+jySJFVPCiEjT4VJT0/H0dERtVqNg4ODqbNTYRZ9s43lP/6FQqFgwmf9eDKk6Groohw/G89b01aQn69j5EuPM+TFdiUec/RSPMPmrkInBB/370rvtk2LTJuv09F31TKOJSXSrrYvS17og6qIZo1Tt67T/68f0QrB9Na9eMG/ZZHn3Z60kyVXfkOlUPF+o/cIqBlQYr7vdTs/mdOp87iasQFBfoF9ofXLNtxNMt7D8o5WJPXtPC6lZBF/6zYJ6ttka7TkaXVodQJ7awtqWFtQy94Kb0cbvJ1s8XSwKbFpS7qfyUvWUtW2/Me/WP7jXwCMmdSzTIE6+WYGk79YR36+js7tH2FwaNHDqO7KuJ3LhN+2oBOC59o0KjZQAyw48g/HkhKpaWXNzK4hRQZqjTafiUfWoRWCkNpN6O3XoshzxmXHsfzqCgAG+PYtdaBOzNrNoeSpaHRpALjatKGeY39sVC4oqt9ADamayNPq2H3+BtvPJHP48i3OJWdQmiKfraWKBh41aOhRk5Z+TrTyrcUjHjVKHJr5sJPBWiqzdUujWPTNNgBeCQuhR7+2pT5HriafSZ+vIzUtm/p+rkwaE1Jie68Qgo9Wb+f6rXR8XByZFFp8O/XZlBvM2q/vKT7lic541yy6BDUv5m/OpyfjbGXHlBbPFpkXjS6PebE/kCfyaeHYnGc8ggtNVxidyOPUzTmcVy8BwNGqIS3dJuBi09Loc0hSZYtPu82Puy+yPvo6N7MKrpHg6WCDTy1bvJxsqWGtwkqlRKFQkJWbT5Ymn5RMDdfTbpOozuF2npbjcWqOx6lZdTgOgJo2FnSs70qnR1x5upEHno5FD7t8WMlgLZXJlohDzJuxEYBBo7rQZ1jJw6v+SwjBzO+3ceZCIg41bAif0Btbm5Lbe9cePMWW6HNYKJXMGNSdGjZFd0LTaLW88+dm8nQ6nq5bjxcbF10CP5WWwIJz+hnsprbsUex46lXX1txpp3bglXr/Z3SHMq0ul/1J75CUrb9OfccBNHMeh0r5cA/5k8xXcnoOcyMvsOzgNTR3ZhF0sbfiuUe9aF/flcA6tXCtYdz/v/laHZdvZnM+KYNT19OJvpZG9LU0MnLy2XIqkS2nEpnESdr416JHcy9eaFWbWval7wNSHclgLZXan+uOMPtDfeen0CEdefmN4ku2RVm18Qibd51CqVTw0f964u3hVOIxV1PSmPG7fjKTMd070MK/6HHPoK/+Pp1yAycbG6Y/1bXIoKoVOqYe/eNO9XdTutUuevazcxnn+TNJX6Mwou5wHCyNa+vUiTwOJL1HUvYeVAobHvOYjrd9F6OOlaTKJoRg5aFrfLzhDJm5+v4U7eu58OoTdenUwA3LMlRbW6iUBLjXIMC9Bt2b699drU5wIl7N7nM32HXuBoev3DJ8Zmw5y3PNvRjaoQ4tfJ3K8/aqHBmspVLZvv4oX09dixCCngOCePV/JVdbF+afY5f5dvEuAMYM7Uzgo/4lHpOv1TFx6RZua/JpG+DL8M6Bxaa/lHaLOQf3AzD1iS642RddUl5+8RCn0xJwsLRhcovuRedBl8/Cy78A8LhrR1o4FT32+l5CaDmUPJnE7L9RKqzp4DUHN9vi8y9JppKcnsP4NceJjNEPWW3h68T4bg3pEOBa7tdSKRW09HWipa8Tbz7dgER1DptPJrD6cBynrqcTcTSeiKPxdG7oxrjgR2j5kAZtGawlo+3YEM2XUyIQQvBcv7a8MfG5MgXquIRbTP1qAzqd4NkuTenbo/i5tu9asP0Ax68kUMPGik8GdC22R6kQgsk7t6HRannc159eDRsXmfZGTiazTuuHdL3d9Glciqn+3piwmeu3r1PToiYDffsZlW+AEzdnEZf5JwosaOf5pQzUktk6fT2d/1v0D4npOVhZKHmn6yOMeLweqkrqwe3paMPwjnUZ1qEOx+LU/BJ1mXXR19kVc4NdMTfo8agX055rgrvDw9WuLbvfSUbZuTGaLyevQQjBs30f4433yxaos7JzmTDjdzIyc2jSwIv/jXzGqPNEX77O/G0HAJgU+hRetYqvel51+iRRcdewsbDgk6eCi73GFyf/JDM/l+a1vOlbzCIdiTlJ/HF9AwCD/AZQw7JGifkGuJqxkQvqXwEIdP8YT7uORh0nSZUt8mwyfefvIzE9hwD3Gmx883FGPlG/0gL1vRQKfYn7q34t2fm/J+nTxgelAjYeT+DpL/9iyf4r6HQPz8hjGaylEm1bd4Qv3l+DTifo/mIgYyb1LNPUq1qtjg++3sDluJu4Otdg+vheWFuVXLmTnZvH+0v1w7R6tG7Ec22KLiUDpOXc5rO9fwPwdrsO+Dk6FZk2OjWOP66dQAFMa9EDlaLo+1pxdSV5Ip9mDk1p51Ly8DKADM1ljt74BICGTq/gW1POFy6Zp/XHrjNi8T9kabR0qO/Cmtc70MCjpqmzBYC/iz0z+7bgjzcfp4WPIxm5+Uz5/SQjlxxGfTvP1NmrFDJYS8XavOYQX91po36272O8OeX5Ms+R/v1vu4k6cgkrKwtmjO+Nay3jSqazNu7h2k01Ho41ShymBfBV1F5u5eTwiIsrw1sWvUiHEIIvTvwJwAt+LWlaq+gZzc6mx3AkLRolSgb5DzSqNkArNBxMmohW5OBm25Ymzq+VeIwkmcK200m8vSIanYDQ1rVZNLwtjralWymvMjT1diTijY5M69kEKwsl288k8fy3eziTkG7qrFU4GaylIq1fvp/ZH/6OEILnB7bjzcllD9Sbd51i6bp/AJg0JoRGAcbNrx517grL9kYD8FH/rtS0LX6IyJkbySw9eRyAD558Coti8rvt+lmOpF7DRmXBW02K7pWtEzqWX1sJQGf3J/C2Lb4H+l0xt35CrTmLldKJQPePUShURh0nSZVpz/kURv92BK1O8EKr2szs0wIrC/MNDSqlguEd67L6tfbUdrLlys1s+szbx4GLN02dtQplvv8ikkmt+WUv303Xt8++OKQjr0/oUebFKY6diePzefoS7JAX2xm1NjWAOjuHycv0a1r37/AoHRoW32NcJwRTd+3QV5c3eIR2PkXPT56n0/Llqe0ADA/ogIdt0W3gB24e5FLWZWyUNrxQ+/6V2wqTrokl5tbPALR0ex9bi9IvaiJJFS0mMYORSw6h0ero1tSDL/o8WmWmAn3Ux4kNbz5O+3ouZGm0DF14kN3nb5R8YBUlg7VUgBCCJXN3sGDmZgD6j3iCV8o4PAsgPjGN9z9bR16+lieDGvDKAOM7V834PZLk9CzquNXifz2fKDH9hnNnOZxwHTtLS95/vHOxaX+/eoyrWam4WNszokGHItPphI7fr68HoId3d6PHVB9P+QpBPp52T1Db3vjZzSSpsqiz8xi55BDZGi3t67nwzcBWVW7Kz1r2Viwc/hhdGrqRk6djxKJDRMYkmzpbFaJq/ctIFUqn0zHvs4389r1+0pEhY55m2FvG9dYuTEZWDu9Nj0CdcZtG9T2YMvZZo3+1R56MZcPhsygVCj4d2A1bq+Lbz3Lz8/lin35WsNfatMWrZtEdYzQ6Ld/H7AbglUc6Ym9ZdNX6wdR/SMxJwl5lzzMeTxuV96TsfSTf3ocCCx51feehWy4zPDycxx57jJo1a+Lu7k7v3r2JiYkx7E9NTeXNN9+kYcOG2Nra4ufnx1tvvYVarS5wHoVCcd9n+fLlBdLs2rWL1q1bY21tTUBAAIsWLaqMW6zytDrB2BVHuXIzm9pOtswd1Bpri6rZTGNjqeL7wYGENPVEo9Ux+rcjnL5e/dqwZbCWANDma/lq6lrWL9VPIvLG+8/x0sguZQ40eXlapsz8gyvxqbg512DGhBewKWb5ynulZd3mo9X6KuqhndvwaAmzlAEsjD5CfEY6nvY1GNGq6E5lAOuuHiM+Ow1Xa3v61yl6vLNO6Pjjun5K1W6ez2Crsi0xH0JoOXHzawDqO/anhmXplwqt6v766y9Gjx7N/v372bZtG3l5eXTt2pWsrCwArl+/zvXr15k5cyYnT55k0aJFbNmyhREjRtx3roULF5KQkGD49O7d27Dv0qVL9OjRgy5duhAdHc24ceN45ZVX2Lp1a2XdapU1e8d5dsXcwMZSyQ9D2uBcxaf0tLJQMuelVjwe4Eq2RsuIxf+QnJ5j6myVKzkpikRuTh4zxq8kKvIMSpWSsI9eILhnqzKfTwjBZ/O3cuj4FWxtLPls4gu4OhvX81u/SMcOUjKyqefhzOhu7Us8JvV2Nt8d0o/BfqfD49haFv2jIO+eUvWIBh2xtSg6bXTaMeJux2OrsiXYyFL11cxNpGsuYKV0pFGtkUYdU91s2bKlwN+LFi3C3d2dw4cP88QTT9CsWTPWrFlj2F+/fn0+/fRTXn75ZfLz87Gw+PdrycnJCU/Pwjsjzp8/n7p16/Lll18C0LhxY/bs2cPXX39Nt27dCj0mNzeX3Nxcw9/p6dWvBFaSI1dv8e3O8wDMCH2Upt6OJs5R+bBUKZk7qDWh3+0l9kYWr/xyiJWj2mNjWTVrDP5LlqwfchnqbCaOWkhU5BksrSyY8tXABwrUAD+v3MeWXadRKRV8FNaTR+p5GH3s1mPn2Hb8PBZKJdMHhmBtWfLvyfmHDpKp0dDUzZ3ejYqe0xtgS/wp4rPTcLG2p3/d4mcR25qon//7Kfcu2FvYlZgPIQSxacsAaOA0GCuVXB8ZMFRvOzs7F5vGwcGhQKAGGD16NK6urrRt25aff/4Zcc9ajFFRUQQHF+wP0K1bN6Kiooq8Tnh4OI6OjoaPr+/DVfORrckn7M4QrRda1aZ3q9qmzlK5crS15Odhj1HLzpLjcWpmbD5r6iyVGxmsH2I3EtP439AFnD56lRo1bQj/fhjtuxQ/4UhJNu08ycKV+i/LsFeDad+mntHH3szIZnqEvr381eC2NPUtOcgnZGTwy/FoAP7X/nGUxVTbCyFYeF6ft5frty22VH01+xpnM2JQoiTYw7jFNm7lniZNcwalwoo6DqFGHVPd6XQ6xo0bR8eOHWnWrFmhaVJSUvj4448ZObJgTcRHH33EypUr2bZtGy+++CJvvPEGc+bMMexPTEzEw6Pg/yMeHh6kp6dz+/btQq81ceJE1Gq14XPt2rUHvMOqZfqmM1y+mY2Xow0fPF/8GvBVlb+LPbMG6Asci/Zd5u9z1aOHuKwGf0hdvpDE5NcXk5KUjqu7A5/MG0qdBsaXgAuz91Asn83Ttxe+/EJbenVtYfSxQgg+jdjJrazbPOLlyqtPG7c29jcHo9BotbT19uFJ/zrFpt1/4xJn1InYqiyLbasG2J60A4A2zq1xtiq6RHivS+mrAKht/wzWqlpGHVOUmFs/07DW/z3QOczB6NGjOXnyJHv27Cl0f3p6Oj169KBJkyZ88MEHBfZNmTLF8N+tWrUiKyuLL774grfeeqvM+bG2tsba+uFcjnTvhRR+3X8VgC/6tDDLSU/Ky5OPuDG0vT+Lo67wzqpjbB33RJVfalOWrB9CJw9f5p1hP5KSlI5fPTe+WjLygQP1yZjrTP3yD7Q6QbcnmzDypU6lOn7T0RhD9fcnA7phaUTP1Etpt1h9+iQA73Z8vMTOcAsv6EvVof4tqWVddLV2Vn4W+1L0He2M7QGep80gLlP/Q6WeQx+jjiny+nnxnEr99oHOYQ7GjBnDhg0biIyMxMfH5779GRkZhISEULNmTdauXYtlMX0NAIKCgoiLizO0OXt6epKUlFQgTVJSEg4ODtjaltwZ8GGSm69lyu/6d2VwO38eb1D+q2eZmwndG1PPzZ7kjFwmrztp6uw8MBmsHzJ/bTnBxJELyUy/TeMWvsxc9CruXk4PdM7LcTd5b3oEuZp82reuy8Q3upVqYoUb6ZlMj9CvejUyuC2NfYybQGT+oYNohaBLnXq08Sq+7S0u6xZ7ki4AMLh+u2LTHkj9hzyRh49tbR6p0cCovFzPikQrcqhpWRdnG+NrFAoTq14GVN0FCoQQjBkzhrVr17Jz507q1q17X5r09HS6du2KlZUV69evx8am5BWUoqOjqVWrlqFk3L59e3bs2FEgzbZt22jfvuROiQ+bH3df4mJKFq41rHk3pKGps1MpbK1UzOrfEpVSwcbjCVV+whQZrB8SQghWL9pD+HsryMvT0uHpJoT/MBwHp5I7ThXnelIab3+4ivQ7q2h99L+eWJRivObd3t/pt3Np7OPOK8HGVX/HZ6Sz9uxpAMY8VvKiGqsvH0EAHdzr4V+j+GrtvSn6EnhH1w5GD127dqdU7Vuz+wONq9ZoM7icvrbMx5uD0aNH8+uvv7J06VJq1qxJYmIiiYmJhnbku4E6KyuLn376ifT0dEMarVYLwB9//MGPP/7IyZMnuXDhAvPmzWP69Om8+eabhuu89tprXLx4kffee4+zZ8/y3XffsXLlSt5++22T3Le5upaazZw7vb8n9WiEg031rf7+r0d9nBjSXj/z4Ud/nCZPqzNxjspOtlk/BLRaHd9/von1y/RVu71eas/Id7ujesDZim7czGDsB6u4kZpJHR8XPn//BWxtStcutOHIWXaduoiF6k71t8q4QD/v0EHydTra+/jRyqvoBThAPwnKmitHAehXp/gx2Ek5yVzIvIACBe2NXFkrV5vKjdv6oWM+9l2NOqYol9MjyBfZOFjWf6DzmNK8efMA6Ny5c4HtCxcuZNiwYRw5coQDB/TPKyAgoECaS5cuUadOHSwtLZk7dy5vv/02QggCAgL46quvePXVVw1p69aty8aNG3n77beZPXs2Pj4+/Pjjj0UO23pYfbzhNDl5OoLqOtO7ZfXq/W2MccGPsC76OueTM/l1/xWGd7y/pqcqkMG6msvJ1vDZxFVERZ4BYOS73Qkd/ODrKd9SZ/P2R6tISFZT29OJWR/0xcmhdKX0ZHUmM9bqe3+/3rUdj3gZ1452PSOdVadOADA2qOQqz50JZ0nJzcLNpgZPeRVfBRh1U/+DpolDY2pZGddJLDFrDwItjlaNqGFV/PzlxdGJvDtV4BDg9HKZz2Nq9w6vKkznzp1LTBMSEkJISMnLiXbu3JmjR4+WKn8Pk6jYm/x5OgmVUsHHvZs9dLPpgX441ztdG/L+2hN8ve0cvVrWrpKTwMhq8GosJSmd/w1bYBhD/f4X/cslUKelZzPuw1VcjkvF3aUms6f1NXq5y7uEEExbuY3027k09fXg/7o8ZvSxC6OPkKfT0a62L21r399x6b/WX9WvwvWCX0sslcWX3A+lHgYwer1qgJs5xwDwsCu+Lbwk1zI2c1ubhLXKFd8a3R/oXJIkhGDGZv2P9Jfa+vGImaxNbQr9H/OliZcD6Tn5zN5+ztTZKRMZrKupi+cSGTdoPrFnE3CsZc9nP/0fT3Rr/sDnVWfcZtyHq4i9cgMXJ3tmTeuLp3vpZ0Bae/AUe85exspCxacDuhm9gEB6bg7L7yyBObJNyQH+Vm42u+90LOvp+2ixaZNzbnDtdhxKlLR2amlUfvTX0Pc0rWVd9uer1eVy5tZ8ABo4DkKlfDiHF0nlZ9OJRI7FqbG3UvHW08Z1lKyuVEoFk3vo55BYdvAaieqqNxWpDNbV0JGoC7wzdAEpyfqhWbN/G0WTFn4PfN67gfrC5Rs4O9nxzYf98Ktt3Bjke11PTefzdX8B8GZIB+p7uhh97NITx8nKy+MRF9cSx1UDbI4/Rb7Q0cTJiwAHt2LTHr51BIBGDo9Qw9K4moJ83W3SNbEAONsUPumHMWLTV5Cdn4CNyp16jv3LfB5JAsjT6vhiq372rlefqIdbTfnjr319Fx6rUwuNVsf3f8eaOjulJoN1NbN59T9MGf0L2Vm5NA+sw5e/jMTTp/QB9b9uqbN4a+oKzl9KvhOo++PvY3yQvUun01d/Z+VqaFXHm8FPtjb62DytlsXH9O2Tr7YONKr9beM1fdt2T9+SS71H0vTnbl3L+DypNecQaLFRuZZ5zWqNVk3MrR8BaOo8GgulHCMsPZjlB69y+WY2rjWseKWT8bMIVmcKhcJQw7D0wFWSM6pW6VoG62pCp9Px09dbmf3ROrT5Oro8+yifzh9GTYcH/+K/cTODMVNWEHs1BRcne2Z/0I86ZQjUAMv3HWP/+avYWFrw8YCuqJTG/y+4/VIsSVmZuNja8lyDkseKpuRkcjRVP51kSO3ip1bM0eYQm3kRgJZOxVeX3yszTz8jVE2rsn8hxtz6iTxdBg5WDfCr2aPM55EkgJw8Ld9G6pt+3nq6ATWsZT/iux4PcKWlrxO5+Tp+3H3J1NkpFRmsq4HcnDymv7OCVQv1q0m9/PpTvBfeFyurB39JE5LVjJ6ynCvxqbi71uTbjwdQ17dssx9dTLrJV3/8DUDYc53wdyvdlJyLovXV1AOaPYq1Rcn3Fpl4DgE0r+WNp23xi2rEZJxDK7S4WbvhZl18dfm9svOuA2BnUfzwseKOj1Xr12hu5vwWCkX1WCFIMp1Vh66RlJ6Ll6MN/R97uBYqKYlCoWDsndL1kqgr3MzMLeEI8yGDdRWXlprF+BE/sWf7KSwtVbw7vQ8vv/5UuQzRuHg1hdcnLeN6khpvD0fmfjwAX++yzXmdl69lwtIt5OZr6djQnwEdSzfL18nkJP65Ho+FUsnLzVsadcy26/qesCUN1wI4pdZPsNLEoXQLmWTl64O1vWXpx68KITh+80t05OFm8xgedg/eU196uGnydczbpW+Pfb1zfaxLMUHRw6JzQzea1Xbgdp6WZQevmjo7RpPBugq7dukGb788n7Mn4qjhYMv074fx9HMty+XcJ87GM3rKclJSM6nr68LcjwfgVYZe33ct2HGQM3HJONrZ8FH/rqX+MbHkzspa3QMewaNGyZ2/svJy2Z+sr9bu6l38spkAZzL0nXGaljJY385PBMDOwqtUxwFcz9rO9aydKLCguev/HsoxsFL5WnMkjuvqHNxrWtMvUJaqC6NQKBjxuH5ilN8OXCW/isxqJoN1FXV0fyzjXv6ehLhbeNauxVe/vErzwPKZmWfvoVjGfbiKjMwcmj7ixdyPB+DmUvYxmtGXrvPDdv2MVZNCn8LdsXRjsjNyc9lwTh9MBzU3rkS+/8Yl8oQOP/ta1KtZfLX9be1trmXHAfBIzdINcdHq9FNoWihLNyGMRptOdMpn+mvWGoaT9cMxX7NUcfK0Oubeaase9WR9bCxlqboozzb3wsXeigR1DtvPJJV8gBmQwboK2rEhmslvLCYrI4cmrfyY9dtr+NUrW0/k//p9azQTP/udXE0+7VrVZda0vjjULHsntfTbOYz/bTNanaBH60aEtHyk1OfYeD6G2/n51KtVi8e8jatu3pOsrwp83COghJRwKesyAoGLlbPRs5bdpSMfAGUpJwM8eXMWudqb1LSsS6Nar5Z8gCSVYH30deJu3ca1hhUvtX3woZrVmbWFigFt9TUPi/ddMXFujCODdRUihGDFT3/xxfur0ebreDKkOTN+GI6Ts/0Dn1unE8z/9W9m/rAdnU7Q46lmzJjQu9Rzff83vx+u2s71W+n4ujgy+cWytaWvPKWfdKRfk+ZGHS+EMKyw9bh7yXNsX8jUB/aAGqWfj1sn7gRrhfGLIyRn7+dyhn6xjlZuU1Apqt7Uh5J5EUKwYLe+2Wd4x7rYWslSdUkGBfmjVEDUxZucS8owdXZKJIN1FaHN1/LNx+tYOHsbAC8O6cj4GX2xsn7wFXRyc/OY9tUf/Lr2IAAj+ndgwhvdSrV6VmHW/XOaP4/p16j+/OVnqWFT+okZYlNvEp2UgIVSyQuNS257BojPTiMuOw1LhZK2biU3DdwdslW/DMEaoW/vMnZBy+z8RA4mTQSgrkMfXG1blf6akvQfu8+ncDYxAzsrFS8HlX1++oeJt5MtXZt4Avqe4eZOBusqICdbw4fjlrJ59SEUCgWvvfcsr77THWUpxigX5eatLMZMW0Fk1DksLJRMGhPC8H7GLw1ZlNjEm0xfq1+jenRIe5r5eZbpPGvP6nt0d/Krg5udcTUIh1L0L16zWrWxtyi51Ho1W98jtK59nVLnz8bCA/i3o1lxtELDgcR30ejScLRqxKMu/yv19SSpMHdL1f0f88XR7uFZAvNB3V0+M+JIHNmafBPnpngyWJu5tJuZvPfKTxz8OwYrawumfD2Q3i93KJdzX7h8g5ETfuXM+UQcatgwa2pfuncp+5SZd2XlaHh78QZua/IJauDL8C6BZTqPTgjDmtUvGlmqBvjnpj5Yt3Epud0uIy+DVM0tAHztSl4U5L/uDtnKyosvMe3xlC+4lXsSS6UD7TxnolLalPp6kvRfp6+ns/t8CkoF/F8VXf7RVNrXd8HfxY4sjZY/T5l3RzMZrM1YYlwqYUMXcO5kPA5Odsz48f/o8JTxQas4fx84z+uTlpKUkoGvdy2+Dx9Ey6YPPtRDCMEHq7ZxKTkVd8cafDbo2VLNUnavqLirJGRm4GBtzdN1ja+iPpyiLykHupZcHXg1Wz/DmYe1O7aq0neks7e4E6zz44pNF3NrIZfSVwMKHnP/tEzjsiWpMD/u0Zeqn23uha9z6UYlPOwUCgUvtNK/i2uOFP8Om5oM1mbq/Ol43h78A9ev3sTd24mvfhlZLotxCCFYtDqK9z9fx+2cPAIf9ef78EFlnuzkv1ZFHWdL9DkslEq+HNwDl5pl//L4I0Y/XKtHg4ZGzVgGkJqbxZWsVBRAK+eSf3xcuxOs/ezK9kPl7vrVqTnHEOL+8ZpCCM6kfs+p1G8AaOI8Gk/7x8t0LUn6r+T0HP44pp+Y51U5B3iZhLbS16jtvZBCUrr5zhcug7UZOrzvPO8O/4lbNzOp+4gnX/8yEp86ZZvi817ZtzVM+fIPfly2F4AXu7di5qRQHGqUT3Xs4YtxhP++C4Cxz3akZd2yTcEJkK/Tse2ivkd3DyPmAb/rxC39F1fdGq44WJV8X/E5CQB425Ytr+62QVgoa5Cdn0BKzuEC+4QQnE79zrD0ZVPnt2hUa0SZriNJhVl28Bp5WkEb/1q08HUydXaqJD8XOwL9a6ETsC665OYsU5HB2szs2XaKaWN+Jee2hpZB9Zi56BVc3Iuf19oY8YlpvPb+Unbd6Uj23mtdefuVpx+4x7fh/Klq3l60gXytjm4tHmFo5zYPdL6D8XHcysmhlo0NbWsb35Z84pb+ZWtWy7jge/22Prh725Z+BjIAC6UtPjW6ARBz62du5ycDkJpzkr+uDycmTb+aVnOX/9Gw1nCjz5uVn1Wm/EgPjzytjt8O6Ptn3O0oJZVNaGv9d0zEERmsJSNsXXuY6e8uJz9fS6euzfj4uyHYl0Op959jl3ll/K9cvLNq1pwP+/P8M8avLFWS7FwNb/68nltZt2ns487HA0o/neh/bb5wDoCu9RtgUYo27+N3gvWjtUpuExZCcP32g5WsAerWfAFQkHx7P1uuPMufV3uzK34wqTnHUClsaOk6iQZOLxt9vtva24w/PqnM+ZEeDn+eSiI5IxfXGtZ0b1a2H5uSXo/mXlhZKDmbmMHp6+mmzk6hZLA2E6sW7ubraWvR6QQhoW2Y8Fk/LC0fbNUsIQS//X6Q/32yhozMHBo38OTHz1+meaPy69yk1emYuHQL5xNScK1pxzfDn8fW6sGGjggh2HlJP1FJt/rGT/8phODknWrw5kYE64z8TLK12ShQ4GlTtqFlALVsmtLB8xtcbVoj0JKZdwVQ4Ffzebr6raOeY59SnW9zwlYy8s1/kgbJtBZHXQbgpba+WFnIr/IH4WhnSXBj/SyQEWba0czk/8Jz586lTp062NjYEBQUxMGDB4tNv2rVKho1aoSNjQ3Nmzdn06ZNBfYnJSUxbNgwvL29sbOzIyQkhPPnzxdIExsbywsvvICbmxsODg7069ePpKSC3fY//fRTOnTogJ2dHU5OTuVyr4URQrD42+389PVWAPr9XyfGTuuNSvVg/zS3czR88PUG5i35G51O8OxTzfj2oweb4/u/hBCEr41k58lYLFUqvhr6HJ5OD37+mJspJGRmYq2yoJ2P8VXgSTkZ3NJko1IoaOjoUWL65Bz9v3ktq1pYKR/sB4an/eM8Ufsngn1X08ptCk/5LCPQ/UNsLUo3DWyaRs3mxK0PlBep+jubmM7BS6molApekpOglIteLfU/8DefTEQIY6c5qjwmDdYrVqwgLCyMadOmceTIEVq0aEG3bt1ITk4uNP2+ffsYOHAgI0aM4OjRo/Tu3ZvevXtz8qR+OkohBL179+bixYusW7eOo0eP4u/vT3BwMFlZ+jbArKwsunbVV9Pu3LmTvXv3otFo6NmzJzrdv715NRoNffv25fXXX6+w+xdC8P3nm1j2wy4Aho99hv8b1+2Bq5D17dPL2LE3BpVKSdirTzPxjW5Yl8P61vdasOMgK/YdR6GAGYNCaFW3fErs2y/qS9Udff2wsTA+iJ5J01dp16vphrWq5HtNyr0B6IdtlRcHq/rUdQgt88Ic66//gUanoZ69HC8rFe2XOzNudWvqgaejHK9fHp58xA1bSxXxabc5GW9+VeEmDdZfffUVr776KsOHD6dJkybMnz8fOzs7fv7550LTz549m5CQEN59910aN27Mxx9/TOvWrfn2228BOH/+PPv372fevHk89thjNGzYkHnz5nH79m2WLVsGwN69e7l8+TKLFi2iefPmNG/enMWLF3Po0CF27txpuNaHH37I22+/TfPmzSvk3nU6Hd98vI7ff4sC4I33n6P/iCcf+LwHoy/z6vhfib1yg1qOdnzzQT9CQ1qV+/KLa/afYM7mfQCM79WZri1Kv0BHUe72An+mXumm/zyj1s8i1tjRuCrt5Bz9j0J3G7dSXaeiJOUks+vG3wD08y1d1bn08MjKzWfdUX3fjJfbyVJ1ebGxVNGlkf67YPPJBBPn5n4mC9YajYbDhw8THBz8b2aUSoKDg4mKiir0mKioqALpAbp162ZIn5ubC4CNzb+/NJVKJdbW1uzZs8eQRqFQYG397zzVNjY2KJVKQ5qyys3NJT09vcCnMNp8LTMnrzFMHxr20Qs8P6DdA11bCMHS3w/yzqdrSL/TPv3TF4Np0aT0s3KVZOORs3y4ejsAI556jEGdym9+65TsbE4k66unnyrFRCgAMWr9cY2MqAIHSL5TsnYvx5L1g1gVtwat0NLcsRmNHRqZOjuSmdpw/DpZGi11XOxoX8/F1NmpVkLudNTbYoZV4SYL1ikpKWi1Wjw8Cn6xenh4kJhY+DzLiYmJxaZv1KgRfn5+TJw4kVu3bqHRaPjss8+Ii4sjIUH/S6ldu3bY29szfvx4srOzycrK4p133kGr1RrSlFV4eDiOjo6Gj6/v/RNt5OXlE/7eSnZuOIZSpWT8jL507f1gw5xycvP4cNZGvrvTPt3jTvu0ezm2T9+148QFJi3bghDQv8OjjH22Y7mef981ffVeY1c33OxLt5rY+XR9SfkRB+OCdUpuCgBu1g8+hv1BxWSc45/UQyhQyFK1VKxlB/UT+Qxo61fuNWYPu6cauWOlUnIxJYvzyZmmzk4BJu9gVp4sLS2JiIjg3LlzODs7Y2dnR2RkJN27/7vohZubG6tWreKPP/6gRo0aODo6kpaWRuvWrR94YYyJEyeiVqsNn2vXrhXYn5+nJfzdFezZfgpLSxVTvhpI5+4PNoQq8UY6b0xaxvY9Zw3t0xMqoH0aYNepWN5ZshGtTvB8YBPef6FsS14WZ/dVfbB+3K901Xu52nyuZKYC0MDBuJLyjTvB2tXEwVondPx2ZTkAT7o9UebZ1KTq70xCOtHX0rBQKnixdfnXmj3salhb0KmB/vtg84mSF+epTOX/jW4kV1dXVCrVfb2wk5KS8PQsvM3R09OzxPRt2rQhOjoatVqNRqPBzc2NoKAgAgP/XUyia9euxMbGkpKSgoWFBU5OTnh6elKv3oNN12dtbV2gev1ed0vU+3aewdLKgmmzXiLw8Qdr5z1+Np5Jn6/jljobJwdbPnnn+XKZ37swG4+cZdKyLWh1gq4tGvBhv2dQKss3UAsh2Hs3WPuWLlhfzEhBh8DR0hY3mxolps/T5ZGWlwaYvmS9J2UfV7KvYKuy5UWf3ibNi2Telh/Uz3vftakHbjVLv+SsVLKQZp7sOJvM5pMJjA02fuhoRTNZydrKyoo2bdqwY8cOwzadTseOHTto3759oce0b9++QHqAbdu2FZre0dERNzc3zp8/z6FDh+jVq9d9aVxdXXFycmLnzp0kJyfz/PPPP+BdFS4vL5/p76xg347TWFpZMPXrBw/UG7af4K1pK7ilziagjhs/fvZyhQXqNftPMHHp5jsl6sbMGNQdiwccWlaYa+lqErMysVQqCfQuXc/yCxn6KvAABzejSvs3NakIBFZKK2palH9zgbFytDmsiYsA4Hnv53CwfPDZ6kwtPDycxx57jJo1a+Lu7k7v3r2JiYkpkCYnJ4fRo0fj4uJCjRo1ePHFF+/7IX716lV69OiBnZ0d7u7uvPvuu+TnF1zGcNeuXbRu3Rpra2sCAgJYtGhRRd+eyeTkaVl7p2PZgMcefJ0AqXDBjT1QKRWcTczgcor5zCRo0mrwsLAwFixYwOLFizlz5gyvv/46WVlZDB+un5ZxyJAhTJw40ZB+7NixbNmyhS+//JKzZ8/ywQcfcOjQIcaMGWNIs2rVKnbt2mUYvvXMM8/Qu3dvunbtakizcOFC9u/fT2xsLL/++it9+/bl7bffpmHDf4fbXL16lejoaK5evYpWqyU6Opro6GgyM0vfjvHVlAiiIu+UqGcP4rFOZQ/UWq2OOYsimTFvK/n5Ojq3a8C8Twfi6e5Y5nMWRQjBgu0H+WDV9jtt1C34uH83LFXlM0Xpfx26fmeqUHcPbC1LN+45Nl3fWSygpnE9u+9trzZlu9/GhM2k5alxs3bjGY+nTZaP8vTXX38xevRo9u/fz7Zt28jLy6Nr166G4ZMAb7/9Nn/88QerVq3ir7/+4vr164SGhhr2a7VaevTogUajYd++fSxevJhFixYxdepUQ5pLly7Ro0cPunTpQnR0NOPGjeOVV15h69bqOU5988kE0nPy8ally+MBpu9nUV3VsreiXT1nAHacLXwYsUkIE5szZ47w8/MTVlZWom3btmL//v2GfU8++aQYOnRogfQrV64UjzzyiLCyshJNmzYVGzduLLB/9uzZwsfHR1haWgo/Pz8xefJkkZubWyDN+PHjhYeHh7C0tBQNGjQQX375pdDpdAXSDB06VAD3fSIjI42+N7VaLQDxdJN3xHOtp4pDe88ZfWxhMrNyxDufrBYdQ78QHUO/ED8u3yO0Wl3JB5bBbU2eeG/JJtEs7CvRLOwr8eUff9/3jMrbxO1bRd3ZM0X47l2lPnZ01HLRKOIDseTC/pITCyF2Ju0SQw78n/jy7KxSX6u8JNxOFP93cKQYcuD/xMGb/5gsHxUtOTlZAOKvv/4SQgiRlpYmLC0txapVqwxpzpw5IwARFRUlhBBi06ZNQqlUisTEREOaefPmCQcHB8P7/N5774mmTZsWuFb//v1Ft27djM7b3XdUrVaX+f4qy0sLooT/+A3i620xps5Ktbfg71jhP36DePlH475PKoPJ2qzvGjNmTIGS8b127dp137a+ffvSt2/fIs/31ltv8dZbbxV7zRkzZjBjxoxi0yxatKjcqtSUFkomfTmQNh3K3v6ReCOd96ZHcPFqClZWFkwaE8LTHStmeM/NjGzGLVpP9OUELJRKJoZ2oV/78ptLvCh3S9alrQIHiM3Ql6zrl7JkbarOZUIIfr2ylHyRTzOHpgTWerARAeZMrVYD4OysL60cPnyYvLy8AsMw747kiIqKol27dkRFRdG8efMCoz+6devG66+/zqlTp2jVqlWRQznHjRtXZF5yc3MNQzyBIodXmpu4W9nsi70JIDuWVYIujdz5ZOMZDlxMJSs3H3trk4fK6tUb3Fy9/cELtOtc9sB6NjaRURN/MyzEMffj/hUWqE9eTaT/178RfTmBmrbWzB/5QqUE6vTcXGJv6Xtzt/Qs3aIaGm0+V+/0BDc2WP/bE9w041Sj045xQn0SlULFYP+Xqu0QHJ1Ox7hx4+jYsSPNmjUD9EMwrays7pvG995hmEUN07y7r7g06enp3L59u9D8GDO80hytPRKPENC+ngu+zmVfI14yTj1Xe/yc7dBodYYfSaYmg3Ul6Ph0kzIfu+9wLGOmLOfmrSzq+bny/YxBNA6omBV21h48xdC5K0lSZ1LHrRa/vjmAoAaV05ElOjEBAfg5OOJqV7ovo8uZN9EhcLC0MaonOMANE06IotHl8dtV/VCtEM+ueNqWfRERczd69GhOnjzJ8uXLTZ0VoOThleZICMHqO4tL9GkjS9WVQaFQ0Lmh/od/ZIx5tFvLYG3G/th+nAkzficnN5/HWvjz3ScD8XQr/97CWTkaJi3bwtQVf6LJ19K5aT2Wjh1IPQ/ncr9WUQ4n6KvA25ShCvzCPVXgxpZQDcHaBFONbkrYzI3cGzhZOvG893P37RdCMP345krPV3kbM2YMGzZsIDIyEp97FmTx9PREo9GQlpZWIP29wzCLGqZ5d19xaRwcHLC1tS00T9bW1jg4OBT4mLtDV25x5WY29lYqujevvj/szE2Xhvof8rvOJpvFbGYyWJshIQQ/r9zHZ/P+NKyY9cX7odSwL/9xlTHXbzBg1lLWHzqDUqFgdEh7Zg97npq2lTuG83CCfmnL1l6lX1f67sxl9Woa1/58W3ubjHx9r/7KHmOdcDuRP65vBGCAXz9sVPcvwrAjIYYlscWvPmfOhBCMGTOGtWvXsnPnTurWLbgoSZs2bbC0tCwwDDMmJoarV68ahmG2b9+eEydOFFjUZ9u2bTg4ONCkSRNDGmOHclZlqw/pS9XPNvfCrgImO5IK166eC9YWSq6rc8xiNjP5L29mtFodXy7YzvptxwEY2qcdrwzoWO5tmjqdYNneaL7esJvcfC0ejjX4/OVnaV2v/Na6NjovQnA8Sd8O2dqz9FX8d4O1Mctign7BDAAHCwdsVYWXwCqCEIJfriwhX+TT3LEZ7Zzb3pdGo9PyxcltlZanijB69GiWLl3KunXrqFmzpqGN2dHREVtbWxwdHRkxYgRhYWE4Ozvj4ODAm2++Sfv27WnXTj9HfteuXWnSpAmDBw/m888/JzExkcmTJzN69GjDxEOvvfYa3377Le+99x7/93//x86dO1m5ciUbN2402b2Xt9saLRtP6KdBllXglcvWSkX7+i7sirlB5NlkHvEw3XwMIIO1WdHk5fPx7E1ERp1DoYCwV4J5IaRluV8nSZ3JlOVbiTqnnw2pY6M6hA8MoVaNygtc97qcdotMjQYbCwsauJS+pHt3AY+GRs4JnpijDx4eNpXbXh118wCn089iqbBkiP/Lhf4AWxp7kKtZqbhal25edHMyb948ADp37lxg+8KFCxk2bBgAX3/9NUqlkhdffJHc3Fy6devGd999Z0irUqnYsGEDr7/+Ou3bt8fe3p6hQ4fy0UcfGdLUrVuXjRs38vbbbzN79mx8fHz48ccf6datW4XfY2XZfiaJzFz92OrH6lRes5Sk16Whuz5YxyQz6snSLSxU3mSwNhPZtzVM+mId/xy7goWFkmnjetClfdnWRC6KEIJNR2OYHrGT9Nu5WFuo+F/PJxjQsYVJeyMfu1PyaurmjkUp52fPzMslLjsNMH5O8Lsla08b44J7ecjKz2LZ1RUA9Krds9C28lu52XwX8xcAY5s8VWl5K2/GtO/Z2Ngwd+5c5s6dW2Qaf39/Nm3aVOx5OnfuzNGjR0udx6ri9zszlvVuWbvcp/eVSna3k9mhy7dIz8nDwaZ0kzWVJxmszUBmVi7vfrqGEzHXsbWxZPp7vXisRZ1yvUb67Rw+Wb2TzdH6aR+b+LgT/lL3Su1EVpTjyfpg3dyj9J1nzqXrS9XuNjWpZW1cL/LEHP0xHpUYrJddXUF6fjreNl509yy85PfNmUgy8nJp7OjJC/4tKy1vknlKzdLw1zl9R8jerUrfl0N6cP4u9rzyeF2a+zhi+YALPT0oGaxNLD3jNmEfr+ZsbBI17K35cnIfmj5SvkOzos5dYeqKbSSmZaBSKhj1TDteefqxCps2tLRO3lm/+lH30gfPM2n6QN/Y0fhAf7cavLJK1sfTTrA7ZS8KFAyvOxQL5f2v3am0BFZcOgTAhEe7oVLIvp8Pu43Hr5OvEzSr7UCAu2nbSx9mk58r+9Db8iSDtQndUmcz7sNVxF65gWNNW2ZN60uDuuXXjpqdq+HLP3azMkrfWc3XxZEZg7rzqH/FjNMuC61Ox5kUfemhqVvpg+dptb7zTRMn4+5JCGEoWXvaVPwwmOz8bBZeXgzAMx7BPFLz/lnsdELwybFNCKCHTzPautap8HxJ5m/tPVXgklTmYL169WpWrlzJ1atX0Wg0BfYdOXLkgTNW3d1SZzP2g5VcvJqCs5Mds6b1o55f+Q0jOnwxjknLthKfqp9OcUDHFrzdoxN21qZrcynMpbRbZOflYWthQb1atUp9/N2StbHBOjM/k2xtNlA5HcyWX1tFquYW7tbu9PF5odA0668dJzo1DjuVJe82e6bC8ySZvys3szhyNQ2lAp5vIavApTKOs/7mm28YPnw4Hh4eHD16lLZt2+Li4sLFixfp3r17eeex2lFn3Gbch6v004fWsufbjwaUW6DO1+r4dss+/u+71cSnpuNdy4EfX3uRSaFPmV2gBjh5ZxxtY1c3VKVsE8rV5nPhzrCtxk7GlZLvlqqdrZyxUlqV6nqldUp9mr9u/A3A/9UdirXq/rHrGXk5fHlnqNZrjZ7Aw9b8J+mQKt66aP28Ax0DXHF3uH8svvTwKVPJ+rvvvuOHH35g4MCBLFq0iPfee4969eoxdepUUlNTyzuP1Ur6nUAde+UGLk72zPmwP361y6eT17WUNCYu3cKxK/qq4ecDGzPxhS7UsDHfRepP39AHz6Zlaa9WJ5IndLhY2+Nta9wSoddz9M/G26ZimwIy8zNZcPFnAJ52f4rGDoXP5T7nTCQpuVnUqeHC0PrtKjRPUtUghGBdtL4KvJesApfuKFOwvnr16v+3d97hURVdA/+lh/SeECC0QBI6BAm9BggdQZEOyquoqEhQAek2kCoC76fii6KiKEqXDqGHlhBCKCGEGkiBVNK3zPfHwsqaHlKWML/n2edh9565d+aSuefOmVNo3749ANWqVePhw4cAjBkzhrZt27Jq1aqy62EVIiMzh6mf/0XUjQTsbS1YMX9YmShqIQRbzlxi4ZYgMnMUWJmbMntoD/q2Kp9iH2XJxfualXFj55KbpC8kax5oTe1rFDv07F6WZsVSvRzzcQsh+OnmLyQrknEzd+WVWi/lK3cxJZb10WcAmNW8D6ZG0oVEApdjHxJ9PwNTY0N6Na64iAWJflOqp4ObmxtJSUnUrl0bDw8PTp48SfPmzblx44Ze5FDVR7JzFExbsJnLUXHYWldjxbyXqVPz6Ss+pWfnMPePfew9HwVAq3o1+GJEb2o4FG+lWZkIIbh0/7FzWcmVdXjSY2Vd/D292CzNHrd7tfLbBzyZeIpTSWcwxJCJ9V7P1/ytEmrmh+1AjaBvzSZ0cNFNuCCEqLKVuCSFsz1c80LZzcu5UuN6JfpFqfasu3fvzrZt2wB49dVXmTJlCj179uSVV17hxRfzd6J5nlEqVcxeso2wSzFYWpiydPZQ6nk8fQGJ6LhERnz1G3vPR2FsaMjkvh1Y+9ZLz4SiBriZmkJqTjamRkalylx2PlmTM7mZffFNhfeyNQ/C8jKDJ+Um8dOt9QAMrNGfelZ185X7/UYIF5LvYWVsxrSmvXSO5SiVvLzxt3Lpn0S/EUKw45GyHiAdyyRPUKqV9XfffYdarQY0eYAdHR05ceIEAwcOZOLEiWXawarA0jUHCA69iZmpMYs+HoJ3/ac3we49f5XZv+8lM0eBq60Vy8b116uQrOIQcu/RytjFFdMSxnwnZD3kTkYyhhjQwqF4NYmzVdnaOtY1ymFlrRIq/i/6OzJVmdS1rJNvRS2AhOyHLL+oKUDxfuPuuJjrxtB+f+4soXGxZd4/if5zPiaVO0lZWJga0d274su3SvSXUilrQ0NDDJ/w3B0+fDjDhw8vs05VNQ4cv4KZWTU+/WAAzX2eLhm/UqXm653H+OFQCABtPGuxaHRfHK2fvYL0jyttlaYsZkiiJq+5l60rVibFc6C7l6VRgLYmNliblH2SiW13d3D1YRTmhma8Vf8NjAzyfwFZEL6HdGUOTezcGV63tc6xmLRUVp85VeZ9kzwbbD+vmRP+Pq6ywpZEh1L/NWRnZxMeHk5CQoJ2lf2YgQMHPnXHqhrT3+5Ne9+nSwSfkpHF1J/+5vS1OwC82tWX9/p2xNjo2cx2FfpYWbuVfJUbknhL09bRo9htYrI0K/ka1crew/ZKWiRb720HYHydsQWmMg2KvcruuxcxMjBgfsv+eTKVfXI4iGylkrY1imctkFQd1GppApcUTKmU9e7duxk7diwPHjzIc8zAwACVSvXUHatKTHilPX26NXmqc9x+kMLbazZz60EKFmYmfDa8Nz2b5c2G9ayQnJVFVFIiAC1LUcP61P2bALR2ql3sNjGZmj3usjaBpyvS+fb6GgSCjk4daOeUfwhWhiKHT85ryjeO82yXJ5HL/uvX2H8jGmNDQ+Z37VGmfZToP2duJhGfloO1uTGdG1ZsnXWJ/lOqJdm7777Lyy+/TGxsLGq1WucjFXVehvX3far2YTfvMfrrDdx6kIK7vQ2/vDv8mVbUAGcf7VfXt3fAyaJkJvyE7Idce3gfAyhRas47WRqLhIdF2a1a1ULNN9fXkJSbjKuZK2NqjyxQdtmlA8RlpVHL0p53vLvqHMvIzWXuoYMA/Kdlaxo4Pn2kgOTZ4nHd6t6N3TAz1o+8/RL9oVQr6/j4eAIDA3F1lTGAxeFpQnAOXLjGtF92kqNU0aimC6snDMbJ5tmtdfyYM/c0q9wXSrFffer+DQC8bd2KXWlLCMHtRyvrWmWorLfe3c6F1AhMDU15p8FbmBvln20qNPE2v13XxFTPa9Gfasa6ITlfnTpBbPpDatnY8m4bmRzleUOlFuyK0IQV9mv6bDmKSiqGUq2sX3rpJQ4dOlTGXZH8m82nIghct4McpYrOPnX54e2Xq4SiBjjzaGXdpkbJHe6CEzTKup1LvWK3SVGkkK5MxwCDMtuzDk+58MQ+9ZgCV+zZKgWzQrchgBc9WtD+X/2+mBDPD2GafPrzu/agmomMrX3eOHszifsPc7AxN6aDpzSBS/JSqpX1qlWrePnllzl69ChNmzbF5F8Pl/fee69MOvc88/uJ83z2l8YsOtSvCbOG9nhmHcn+TXpurrYs5gslVNZCCI4nRAPQ3rn4yvrOo1V1dXM3TA2fXhnez3nAt9e/RyDo5tKVDk7tC5RdefkQN9ITcTa3yhNTrVSrmXFgL2oh6NegIV3r5B+XLana7HxkAu/V2A1T46oxzyVlS6mU9W+//cbevXsxNzfn0KFDOmZeAwMDqayfkvVHz7FwyyEAxnRuxYcDO1epbFZn7sWgEgIPG1tqWJescEVkWjwJ2Q+pZmRSMueyR57gtSyeLnQONPHaK66uJF2ZTh2L2oz0KDhs8XxSDD9GBQMwv0V/bE2r6Rz/MSyUiPsJ2JiZMadz96fum+TZQ6UW7JQmcEkRlEpZz5w5k/nz5zN9+nSdeGvJ0/PzkVAWbT0MwITuLzC5b4cqpagBTsZoHL3a1iz53vHRuGuAxrHMrAS5tO9kaq5Z8ymVtVqo+e76/7iTFYOtiQ3vNXinwJV6rkrJzNBtqBEMqNWUbtW9dI7fTk1h2cnjAMzo0Blny6qxxSEpGdIELikOpdK0ubm5vPLKK1JRlzG/HQvTKuo3/P2qpKIGCNYq6+LHSD/mSLxGWXdy8yxRu7uPEqLUfMr96q33thOSHIqxgTHveU7C0azgQiwrLx8i+uF9nMwsmdE0QOeYEIKZB/eRrVTSrmYthjVuqnNcqdLNXSCpujw2gfdsJE3gkoIp1V/GuHHj+P3338u6L881O0Ov8MXmIABe92/DOwHtqqSiTshI1+5Xt69VspV1Sm4W55I0mcu6uBY/dE0IQfyjOtZuBSQrKQ7BiafYcleTE398nTF4Whf8wnAu8Q5ro04AMLdF/zxe6xsvRXD8zm3MjIz5rHtPnf/rzJxchi79udT9lDw7qJ/0Am9WfpXgJM8+pTKDq1QqFi1axJ49e2jWrFkeB7Nly5aVSeeeF05E3mLmhj0AjOzYgncD2ldJRQ1w4MZ1AFq4VsfF0qpEbQ/HXUUlBA1sXKhpaV/sdhmqDLLV2QA4mZXOzHglLZLvH9Wn7u3ak07OHQuUzVTmMj1kM2oEg2o1x99dt1RpQkY6nx/VWFCmtG1PXTvdsazcdYLr8bIu/PNA6O1kEh7mYG0mTeCSwimVsr5w4QItW7YEICIiQudYVVUy5cXFO/FMWbcdpUpNnxZeTBvUtUrfw73RGjO2f72Sp149GBsJQI9/7f0WxePiHbYmtpgampb4uveyYvk6ahVKoaS1vS/DPYYVKr8kYh+3M5Jxq2bDx83ymr9nB+3nYW4OTV1cea2lbsKc8FuxrD92rsR9lDyb7H60qu7h4yIToUgKpVTKOigoqKz78VwSl/yQSf/bQmaOAr8GtfhsRC8MDauuon6Yk0PwHY0Zu1f9ku05Z6sUHHu0X+1f3bsIaV0ePFLWzqVYVSfmJLI0cjkZqkw8reozsf5/MDQoePfoeHw0v904C8DnrQZhY6qbJGX71Svsux6NiaEhX/r3xvgJvw+FUsXcP/YhBAzw9SlxXyXPFkL8YwIPaCK9wCWFI70ZKokchZL3120n8WEmDas78dX4AZgaV+0qO4du3SBXraKunT317Qt2zMqP4/HRZKoUVK9mkyendlE8VKYDmpV1SUjKTWbBlcU8yE3E1cyFyQ3eLXRlnpyTyfSQLQCMrPdCnuQn9zMzmHdYEzs/6YW2eDvp1jT//uAZrsUlYm9ZjQ8Gdi5RXyXPHhfvpXE3JYtqJkZ0afj09e0lVZtSaYfs7GxWrlxJUFBQvlW3QkNDy6RzVRUhBJ9vOsjFO/HYWpiz4tWBWJkXr8zjs8zua1EABHg2KLGpf8+9ywD0cm9U4raZykwALIyqFSH5Dym5KSy8vJj7OfdxNnNimveH2BRSVlMIwexz23iQk059ayc+bNIz7/Gg/aRkZ9PY2YW3WrfROR4V+4Dv9mtKY854sRsOVs9eyVNJydgVofEC7+rlTDVTaQKXFE6plPWECRPYu3cvL730Em3atKnSe6zlwcbgcDafvoihgQGLRvelpmPJVnzPIlkKBYduapzLAjwblqhtrkpJ0KP96t41GpX42hmqDAAsjIqnAOOzE1ga+RXxOfE4mToy3fvDQkO0ADbeDOVAbCQmBoYsbj0UcyNdp8vtV6+wN/oaxoaGLOoZgInRPw9nlVrN3D/2oVSp6dq4HgEtSnZ/JM8mu7UmcOkFLimaUinrHTt2sHPnTjp06FDW/anyXLmbwIJH2cne69uB9l7Fz8L1LHPk9k2ylEpqWNvQxNmlRG1P3L9OujIHF3NrmjuUPKlJlkrjCV5QkY0nuZlxi6WRX5GmTNMoap8Pi/Qgv/HwAQsvaLz532/cAx873YdvfHq6tqLWOy+0xedf5u+fD4dy4XYcVuamzBrao0q8/B45coTFixcTEhJCbGwsmzdvZvDgwdrjBY1x0aJFfPjhhwDUqVOHW7du6RxfsGAB06dP134PDw9n0qRJnDlzBmdnZ959910++uijsh9QGRMV/5Do+xmYGhnS3btk80HyfFIqZV2jRg2srQs2CUryJ1epZMavu1Gq1HRrXJ/XurWu7C5VGH9f1ayMS2MC3xVzEYBe7j4YlkKRWRlpMoOlKzMKlbuUdpkVV1eRrc6mtoUHgQ0nY2dqV2ibXJWSqWf+IkuloK1zXcZ7ttM5LoRg+oG9pOZk08TFNY/5+0ZCEit3a+KxPxzYBVfbkoWz6SsZGRk0b96c1157jSFDhuQ5Hhsbq/N9165dTJgwgaFDh+r8/sknn/D6669rvz/53ElLS6NXr174+/vzzTffcOHCBV577TXs7Ox44403ynhEZcvjVXUHT0eszWXhFknRlEpZL126lGnTpvHNN99Qu/bzsTIsC1btDuZaXCIOVhbMG+ZfJVZQxSEtJ4f9NzTFNwY0LJknd45KyYHYKwD0rdmkVNd3MtPUhn6Qcz/f40IIdsft5Y87f6JGjbe1F+83fJdqxdjjXnJxH5dT47A3teBL3xfzvEz8fvECh2/dwNTIiKU9++Qxf8/esJdcpYoOXrV5sU3jUo1PH+nTpw99+vQp8Libm671YevWrXTr1o169XSd8qytrfPIPmb9+vXk5uaydu1aTE1Nady4MWFhYSxbtkzvlfWeS9IELikZpfIGb926NdnZ2dSrVw9ra2scHBx0PpK8hF6/y4+HNCE9c1/2f64ciHZFRZKtVOJp70BTl5JlEDscF0WGMpfq1WxKZQKHfxKh3M9NzHMsS5XF6uhv2HDnD9SoaefYlqleU4qlqINiI/k5+jQAC3wH41JN19p0JzWVz48eAuCDdh1p4Oioc/yXI+c4fysWSzNT5r3c87l5efs38fHx/P3330yYMCHPsYULF+Lo6EjLli1ZvHgxSqVSeyw4OJjOnTtjavqPh37v3r2JjIwkOTk532vl5OSQlpam86loYpIzibibhqEB+PuUPqOe5PmiVCvrESNGcPfuXb744gtcXV2f24dMcXkyfnbQC43o3qTkCUGeZf68rDFjD/FpXOK/lb9jLgDQp2aTUpnAAZzNNHvE97LucSjhCE1tm2BkYMiBhCCCEg7xUJmOkYERIz2G08OlW7H6GJeVxsehWwEYW9+PLm666U9VajUf7NtFhkJBa/cavNqilc7x6/FJrNylKeLx4cDOuNk/v9tK69atw9raOo+5/L333qNVq1Y4ODhw4sQJZsyYQWxsrDZDYlxcHHXr6pYUdXV11R6zt8+b5W7BggXMnz+/nEZSPPZd0qS+bV3bAUerqh8FIikbSqWsT5w4QXBwMM2bNy/r/lRJfj9xnpv3k3GwsuCjQV0quzsVyvXkJEJi72FkYMAQn5J5cj9UZHMo7ioA/Ws2LUK6YFzMnKlvWY/ojOv8cHMdAAYYIBCAJlnKm/VeLzTX95Mo1Cqmnv6TlNwsGtlVZ2pj/zwya0LPcubeXSxNTFjSMwCjJ5KfKFVqZm3YQ45SRfuGtRnil9e8HxObTM3qxU+p+iyzdu1aRo0ahbm5rgNgYGCg9t/NmjXD1NSUiRMnsmDBAszMSqfkZsyYoXPetLQ0apUwR/3TsveiRln3aixX1ZLiUypl7e3tTVZWVln3pcqyNugsYMT7/TpiU61oj+SqxMZLmnS0XWrXLXEu8P33rpCrVlHf2hlv29I/2AwMDHivwTvsiP2bqIfXuJ15BzVqGlo3oJerP63sW2JkUPw4168vBRGadAcrYzOWv/ASpv8q1XkxIZ7lj0pfzunSHQ9bO53jPx46y4XbcVibmzH/lbzm75jYZMYFruPAb++XarzPEkePHiUyMrJYhYH8/PxQKpXcvHkTLy8v3NzciI+P15F5/L2gfW4zM7NSK/qyIDkjl9M3NXnfezeW+9WS4lMqZb1w4UKmTp3K559/TtOmTfMU8rCxsSmTzlUVMnMUNPd0Z1DrkscIP8so1Wo2Xb4EwMuNS+4ctv2OxgTev1aTp95qsTO1ZXTtkQDkqHLIUGXiYFrylevhuCi+j9Io4s9bDcTDStdHI0epJHDvLhRqNb3qefKSj67T2NXYB6zeEwzAtMFdcLPTNX+r1YKF/7eHnFwlzwP/+9//8PX1LZaVLiwsDENDQ1xcNKFO7dq1Y+bMmSgUCu0zaN++fXh5eeVrAtcHDlxJQKUW+FS3oZbD8+O3Inl6SqWsAwI0xQl69Oih87sQAgMDA1Qq1dP3rIoxbXDXKp33Oz8O37zB/cwMHMyr0a1OvaIbPEFC9kNO3b8BQN8apfMCLwgzIzPMjEq+urqbmcK0s5sBGF2vDb3ySdCy8PgRopIScbKw4PN/lb5UKFV8/ETo3sB8Xt427z5H2MUYzM2e7dSz6enpXLt2Tfv9xo0bhIWF4eDggIeHpo55WloaGzduZOnSpXnaBwcHc+rUKbp164a1tTXBwcFMmTKF0aNHaxXxyJEjmT9/PhMmTGDatGlERESwYsUKli9fXjGDLAV7L2q8wHs1kiZwSckolTd4UFAQQUFBHDx4UOfz+LeSsnr1aurUqYO5uTl+fn6cPn26UPmNGzfi7e2Nubk5TZs2ZefOnTrH4+PjGT9+PO7u7lhYWBAQEEBUVJSOTHR0NC+++CLOzs7Y2NgwbNiwPCa1pKQkRo0ahY2NDXZ2dkyYMIH09PQSj69L43q0qONe4nbPOr9FhAMwtFFjTI1Klk5x550I1AhaONTMs3qtDHJVSqac3kiqIosmdu550okCBN28zrrzmopZi/wDcLTQXTn9396TRN67j71lNea8nDf5SUxsMv/3yxEA3hr9bOcGP3v2LC1bttRW5wsMDKRly5bMmTNHK7NhwwaEEIwYMSJPezMzMzZs2ECXLl1o3Lgxn3/+OVOmTOG7777Tytja2rJ3715u3LiBr68vU6dOZc6cOXobtpWVq+JIlCZ8UO5XS0qMqGQ2bNggTE1Nxdq1a8XFixfF66+/Luzs7ER8fHy+8sePHxdGRkZi0aJF4tKlS2LWrFnCxMREXLhwQQghhFqtFm3bthWdOnUSp0+fFleuXBFvvPGG8PDwEOnp6UIIIdLT00W9evXEiy++KMLDw0V4eLgYNGiQeOGFF4RKpdJeKyAgQDRv3lycPHlSHD16VHh6eooRI0YUe2ypqakCEKcvXXuKO/RscislWdRbsUTUXbFERCcllrj9iwe+Ed6b5on10afLoXclZ+657cJ70zzht/1LEZORnOd4Qka6aP3df0XdFUvE/EMH8hw/d+OuaDZ1uWgSuEzsPX81z3GlUiXemvmr6DBksXh3zgahUqnLYxiSf/F4jqamppb7tfZExIra03aIDgsPCLVa/v9KSsZTKeuMjAxx+fJlcf78eZ1PSWjTpo2YNGmS9rtKpRLu7u5iwYIF+coPGzZM9OvXT+c3Pz8/MXHiRCGEEJGRkQIQEREROud0dnYWa9asEUIIsWfPHmFoaKgzQVNSUoSBgYHYt2+fEEKIS5cuCUCcOXNGK7Nr1y5hYGAg7t69W6yxVeSDQN/4/EiQqLtiiRi3+c8St72aGi+8N80TTTZ/IpKyM8qhdyVj860w4b1pnvDZNE8ciYvKc1ytVotXt/4l6q5YInr/8qPIVih0jmdk54q+X6wVTQKXienrd+Z7jQ3bzogOQxYL/5FfiXvxKeUyDkleKnKOfvBHmKg9bYeYty2iaGGJ5F+Uygx+//59+vfvj7W1NY0bN9aau540exWH3NxcQkJC8Pf/J/TF0NAQf39/goOD820THBysIw+aRAiP5XNycgB0wkAMDQ0xMzPj2LFjWhkDAwMdr1Bzc3MMDQ21MsHBwdjZ2dG69T8pQf39/TE0NOTUqVP59k0fEi7oA1kKBX888gIf07xFidtvv6Mxn3d2bYC9WeU64VxKiWV+2A4AJnl3oZNr3vCudefPceimJkvZioB+mP2r1OmS7Ye5/SAFV1srZrzYLU/7WzGJfPur5u9u0riuVHep+oVdnjdUasHBKwkA9JSJUCSloFTK+v333yclJYVTp05RrVo1du/ezbp162jQoAHbtm0r9nkePHiASqXSJjJ4jKurK3Fxcfm2iYuLK1Te29sbDw8PZsyYQXJyMrm5uXz55ZfExMRo8xG3bdsWS0tLpk2bRmZmJhkZGXzwwQeoVCqtTFxcnNbr9DHGxsY4ODgU2LcFCxZga2ur/VR0/Ka+sDXyMmk5OXjY2NK1dt2iGzyBWgh23NEo+gEepY+tLguSczJ599TvZKuUdHL15C3vvDHyl+4nsPCYZp/5445d8HLULfpx5NJ1NgZrvNo/H9E7T+ieUqXms5W7yM1V0qZ5HQb1bFZOo5FUJuduJ5OYkYuNuTEv1K18HwzJs0eplPXBgwdZtmwZrVu3xtDQkNq1azN69GgWLVrEggULyrqPJcLExIRNmzZx9epVHBwcsLCwICgoiD59+mD4KDGFs7MzGzduZPv27VhZWWFra0tKSgqtWrXSypSGGTNmkJqaqv3cuXOnrIb1zCCE4KfwMABGN2uhkwykOIQm3iY2KxUrYzO6ulVeqUilWk3gmT+5l5mKh6U9i1sPyZNBLVOh4L3dO8hVq/CvW58xzVroHE9Kz2TOH/sAGNulFX4NPPJc55fNp7h8LQ4rCzOmT+otswFWUfZd1jivdvN2wcSo9M8YyfNLqeJDMjIytKtOe3t77t+/T8OGDWnatCmhoaHFPo+TkxNGRkb5JjYoKKlBQYkQnpT39fUlLCyM1NRUcnNzcXZ2xs/PT8ek3atXL6Kjo3nw4AHGxsbY2dnh5uamLSTg5uZGQkKCznWUSiVJSUl6m3BBHzhz7y5XHtzH3NiYlxuVJrZaYwLv5e6TpyZ0RbLs4n5O3r+BhZEJK9sOx9Y0b67weYcPcD05GTdLK77011W0Qgjm/rGPxIeZeLo58l6fvOVko24k8MMfmu2b9yd0x8Xx+U05WtV5nGJU5gKXlJZSveJ5eXkRGakpedi8eXO+/fZb7t69yzfffEP16tWLfR5TU1N8fX05cOCA9je1Ws2BAwdo165dvm3atWunIw+aRAj5ydva2uLs7ExUVBRnz55l0KBBeWScnJyws7Pj4MGDJCQkMHDgQO11UlJSCAkJ0coePHgQtVqNn59fscf4vPE4dGmQlw+25iXL1parVrHnriaJSv9alWcC33IrjB+uaZToF76DaWiTt97wliuX+fPSRQyAZb37Yl9NV5n/efIChy5ex8TIiIWj+mBmovtenJOr5NOvd6JSqens14DeXZ6vhDnPE9H307l+PwMTIwO6eDkX3UAiyYdSrawnT56s3dudO3cuAQEB/PLLL5iamrJu3boSnSswMJBx48bRunVr2rRpw1dffUVGRgavvvoqAGPHjqVGjRpa8/rkyZPp0qULS5cupV+/fmzYsIGzZ8/qxF9u3LgRZ2dnPDw8uHDhApMnT2bw4MH06tVLK/PDDz/g4+ODs7MzwcHBTJ48mSlTpuDl5QWAj48PAQEBvP7663zzzTcoFAreeecdhg8fjrv78xczXRxupiSzJ1oTzz7+X4UrisOx+GukKrJxNreijXOdMu5d8TiXeIc5jxzK3vTqRO98Ep9cT05iVpDGvP1Om7a0ranrm3AjIYnF2w4DMLlvB7zc8z6gv//tGNdvP8De1oIPJz6/FbeeB/Y/WlW3reeIjaxdLSklpVLWo0eP1v7b19eXW7duceXKFTw8PHByciqkZV5eeeUV7t+/z5w5c4iLi6NFixbs3r1b60R2+/ZtnX3k9u3b8+uvvzJr1iw+/vhjGjRowJYtW2jS5B+Ta2xsLIGBgcTHx1O9enXGjh3L7Nmzda4bGRnJjBkzSEpKok6dOsycOZMpU6boyKxfv5533nmHHj16YGhoyNChQ/n6669LNL7nie/PhaAWgq516uZxtCoOOx6lF+1bQ1MVq6K5l5nKu6d+R6FW4V/dm3d98npu5yiVvLtrB5kKBW1r1OK9NroWHYVKxfT1u8jKVeLXoBZjOud9aQm7eIcN2zXlUqe91Qt7W5l2siqz/7I0gUueHgMhhChpoyer1uiczMAAc3NzPD09GTRo0HNf2zotLQ1bW1tSU1OrfL70B5mZdPzhO3JVKjYMfYU2NUpWezpDkUPHXUvIVin5s+vrNLavWOtFhiKH0Ud/4EpqPN62rvzS+TUsjU3zyM0O2s/6C+dxrFaNHSPG4mqlW5zkq7+P8b+DZ7CpZsamD8fiaqt7PCMzh/FT1xGbkEa/7k2YMSmgXMclKZzynqNJGbm0/mwfagHHp3enhl3RddIlkvwo1cr63LlzhIaGolKptGbjq1evYmRkhLe3N//973+ZOnUqx44do1EjuRf3PLD+Qhi5KhXNXd14wb1GidsfirtKtkpJbUsHGtkV3++hLFCq1Uw58ydXUuNxMrNkVdvh+Srq7VevsP7CeQCW9OyTR1GfirrN2qAzAMwb1jOPogZYsfYgsQlpVHexZfJr3cthNBJ94lBkAmoB3m7WUlFLnopS2RoHDRqEv78/9+7dIyQkhJCQEGJiYujZsycjRozg7t27dO7cOY9ZWVI1yVEq+eVRuNaElr6l2n/dc+8yAAE1G1fo/q0Qgs/Dd3E0/hrmRsb8t90IaljY5ZG7npzExwf2AvBW6zZ0qaMbP56SkcXHv+5GCBjatgk9mzXIc47DJ6+yM+gihoYGzHqvDxbV8r4QSKoWBy5rIkqkCVzytJRKWS9evJhPP/1Ux2xka2vLvHnzWLRoERYWFsyZM0fHk1pSddkSeZnErCyqW1kT4Fny2OgMZS5H4jSOab3dK9YSs+7aSTbcOIsBsKj1EJra57UKZCkUTNq5nQyFAr8aNZnSVjcM63GYVkJaBnWc7floYNc853iQnM6ibzROaaMGt6G5T+HbBHu3Fj8EUqKf5CrVHL6qKdzRwydvRIFEUhJKpaxTU1PzxCCDJg3p4xSbdnZ25ObmPl3vJHqPWgi+D9U4S41r3hLjUiSVORofRY5aiYelPd62FbcC+fvOBb6M0KyWP2rSi57uPvnKzT18gMjEBzhZWLAioF+eMW4MDudgRDTGRoYsGt0XCzNdj18hBAtW7yb1YRYN6rrw2rD2hfbr9NFIls3e9BQjk+gDZ24mkZ6jxMnKlOY17Sq7O5JnnFKbwV977TU2b95MTEwMMTExbN68mQkTJjB48GAATp8+TcOGlZeBSlIx7Lt+jejkJGzMzBjRpHSpMg/c08Ts+7v7VJgJ/OT9G8wI2QLAmPp+jPNsm6/c7xcv8OelixgaGPBV7364WOruQ0fFPmDRVk2Y1vv9OuJTM+8KatPuME6du4mpqTGz3+uLiUnB5UJTkzNYPndzKUcl0Scee4F383J57mrZS8qeUjmYffvtt0yZMoXhw4ejVCo1JzI2Zty4cdrC797e3nz//fdl11OJ3iGE4JuzmtrjY5q1wLoU2dsUahVH4jUm8B7Vvcq0fwVxJTWOd0/+jkKoCajRmOlN80/zGZEQz9xDmgQ8U9p2oH0t3XShWbkKPvplJzlKFR296zCmU94wrRt3HrD6J40yf3tMZ+p5FBzSJoRg5WfbSH6Qjkc9mTzjWUYIod2v7iH3qyVlQKmUtZWVFWvWrGH58uVcv34dgHr16mH1hHdsixYtyqSDEv3lZMwdzsfHYWZkzLjmJU+CAhCSeJs0RTYOphY0dyhZuFdpuJmeyOvHfyFdmcMLTrVZ6Ds4T85vgJTsLN7euY1clYoedevxVus2eWQWbzvMtbhEHK0t+Gx47zyrJ4VCxScrdmqKdLSow5CAwivSHdoZzrF9FzEyNuTDL156uoFKKpXo++ncTsrE1MiQTg1KnnNAIvk3pVLWj7GysqJZM1kl6HnlmxDNqnpY4yY4WZQusUdQrMYE3tWtYbknQonLSuO1Yz/zICcDH1s3VvkNx8wo7xRQC0Hg3l3EpKXhYWPL0l598ij0PeevaqtpfTEiAEfrvONfs+EYUTcSsLWuxsfvBBRqCn0Qn8bqL7YDMPKNrjRoVPLwN4n+8HhV3ba+I5ZmT/WYlUiAUu5ZSySRiQ84evsWhgYG/Kdl66IbFEDw/RsAdHLLWye6LEnOyWTCsZ+JzUqljpUjazqMxsY0/9zlK06d4NDNG5gZGfPffgOxMdOVu5OYwrxH1bRe69aa9l6185wj5MJtftuqibn+6K1eONnnjbl+jFqtZtmcv0h/mE2DxjV4ZULeUpySZ4sDVx6HbEkvcEnZIJW1pFQ89gDvXb8BtWxtS3WOxJwMotI0D7U2TnXKqmt5SM3NYsLxn7me/gC3ajb8r8MYHM0s85Xdf/0aK0+fBOCL7j1p5Kz7sFUoVXz0807Ss3NpUac67/TJ69md9jCLz77eiRAwsGczuvjljbl+kh1/nCY0OBpTM2M++uIljAtxQJPoP6mZCkJuJQMa5zKJpCyQylpSYmLSUtlyRVMd6/VWpV9Vn3q0qvayccWhAOX5tKTlZvOf479wOTUORzNL/tdhDO4W+b9cXE9OInDvLgDGNmvBiz55Y75X7DxOxJ14bKqZsWh0X0yMdBWrEIJF3+zlflI6tdzteXd810L7F3PzAf9btgeACVN6U6uudCx71jkcdR+VWtDAxYpaDjLvu6RskMpaUmLWhJ5FJQQdannQwq30qUFPP7gJgF85VdjKUOTwxon1RKTcw97UgrUdx1LPOn9nn4c5Oby5Yyvpubm0dq/BzE5d88gcvnSddYc1iX4+Hd6b6vZ5c0n/fTCCQyejMDIyZO77/ahmXnCWMqVCxaKPN5KTraBl2/oMGC5Lr1YFgh6ZwLt7y1W1pOyQylpSIlKys/jzUgQAb+bjIV0SrqRo4lDLwwv8oSKb/5z4hfPJMdiamLO245h861KDxqFs6t5dXEtOwtXSitV9BuRZMccmp/Hxr7sBGNWpBd2b1M9zntt3k/jqf5pQr9dHdMC7vluhfdzw/WGuRtzFytqcwE9e1KkuJ3k2UakFhyI1yrqbVNaSMkS6KUpKxK8XwslSKvFxcqZ9TY+iGxSAWgii0jTK2sumbONQU3KzeP34L0Sk3MPGxJzvO4zB27Zgxbni1An234jG1MiIb/oNxNlS1ySvUKn44OedpGXl0KSWK1P7d85zDoVCxbyv/iY7R4lvUw9GDir8RSbyQgy/fncIgEkzB+DsZlficUr0j7A7KSRnKrA2N8a3tn1ld0dShZDKWlJsclUqfgo/B8B/WrZ+qmxjMRnJZKoUmBoaUdvKsay6SFJOhnaP2s60Gms7jMXHrmBFvevaVR2Hsub5mPW/3nmc8FuxWJubsXhMP0yM8zqArfntGFevx2NjZc6sd/sUGqaVnZnLoo83olap6RLQlG59m5dipBJ95LEJvHNDZ0yMpKVEUnZIZS0pNjujrpKQkYGLpSX9Gj5dtrHoh5oCB/WtnUuVTzw/bjxM5M3g9dzOSMbRzJK1HccWaPoGuJgQzwePHMpea+HLEJ/GeWQORkTz46HH+9S9qOmY1zntzPlb/LZNE6Y1/e3eODtaF9rP75fv4e6tRJxcbHhn5oBij0+i/xx8vF8tvcAlZYx89asA4pMfVnYXnhohBGvDNEprdNMWmBo9XXhRam4WQIEhVCUl5MFtRhz+H7czkqlhYcfPncYXqqjvZ2Twxo4tZCmVdPKozfSOeU3bdxJTmPWbxlN7dOeW9GiaNxY8OTVTG6Y1qFdzOhcRpnX22FV2/H4KgMBPh2BtK72Fqwpxqdlcik3DwAC6ekmvfknZIpV1BbDuyLNfKvT03RgiEuIxNzZmZNOnz1qXrswBwMqk5PnE/83W2+d57fhPpCqyaGZfgw1dJlC3AK9v0NTfnrhjK7Hp6dSzt2dln/55Vvc5CiVTf/qbh9k5NK9dncD+nfKcRwjBF6t2kZiSQZ2ajkWGaaWlZLLsUZGOQSPb0apd+SaCkVQsjx3Lmte0w9Hq6f+uJZInkcq6Ath29jJxz/jqes2jJChDfRrjUO3pV4NaZW1c+oeaUq1mQfhupodsIVetokd1b37sOA4n84KzhQkh+Gj/HsLiY7E1M2fNgBfzZCgDWLT1MJdjErC3rMaSMf3yeIcDbPw7lODQG5iaGDE/sD/m/yqN+e/rrvxsG0n3H1KrrjOvvd+rdIOW6C1BkTJkS1J+SGVdAShVatYfO1fZ3Sg1t1JSOHjzOgbAay19y+ScuSoVQKmd1BJzMnj9xC/8FK0xKb/p1Ymv/YZRzbhghQnw1akTbL96BWNDQ1b3HUBdu7weu1vPXOSP4HAMDGDhqD642efdg756PZ7/+/kIAJPGdaV+7cLNngd2hHF0bwRGxoZ8tOAlzMwL7+ezzpEjRxgwYADu7u4YGBiwZcsWnePjx4/HwMBA5xMQEKAjk5SUxKhRo7CxscHOzo4JEyaQnp6uIxMeHk6nTp0wNzenVq1aLFq0qLyHli+5SjXHryUC0gQuKR+ksq4gtp29hEKpquxulIrfL2oKVnSuXSdf5VYaPG00D7TLKXElbnso7iqDDvwfJ+/fwMLIhBVthjG5Ufd8q2c9yabLF7We359375mn5CVA5L37fPqnJlb6rZ5t8837nZmVy5xlO1AoVXR8oT5DAloUet34e8n8d8EOAEa92e25KNKRkZFB8+bNWb16dYEyAQEBxMbGaj+//fabzvFRo0Zx8eJF9u3bx44dOzhy5AhvvPGG9nhaWhq9evWidu3ahISEsHjxYubNm8d3331XbuMqiLO3kkjPUeJkZUoT99Kl35VICkN6g1cAztYWJKVncfBiNL2bN6zs7pSIXJWKjY+SoAxvUnYV1prbaxKhRKbGkaNS5lv96t88VGSz9OJ+fr+h8QFoYOPCkheGFupI9phTMXeYcWAvAG+1bsPLjZrkkUnLymbKj9u19akn9myb77mWrtlPTGwyLo7WzJgUUKh1QKVSs2TmX2Sm59CohQevvJbXka0q0qdPH/r06VOojJmZGW5u+YfVXb58md27d3PmzBlat9aktF25ciV9+/ZlyZIluLu7s379enJzc1m7di2mpqY0btyYsLAwli1bpqPUK4JDkZrohi4NXQoN25NISotcWVcA/Vr7APDXyQuV3JOSs//6NRKzMnG2sKR7nXpldl53C1sczSxRCDWXUmILlVUJNX/cCCFg70qtoh7v2ZaNXV8vlqK+mviAiX9vRaFW09ezIVPbdcwjo1YLZv66hzuJqdRwsGHhqPxjpXcdusiew5cwNDRg7pR+2FpXK/Taf607xoWQm1SzMOXDL17CKJ8Y7eeVQ4cO4eLigpeXF2+99RaJiYnaY8HBwdjZ2WkVNYC/vz+GhoacOnVKK9O5c2dMTf9J6dq7d28iIyNJTk7O95o5OTmkpaXpfMpkLI/2q6UJXFJeSGVdAfRv5Q3Aqag7pGfnVHJvSsZvEeGApmZ1fk5WpcXAwABfR40ZetnFA9x4mJhHJi03m9+un+HFg98yN2wHSbmZ1LNy4oeOY5nWtHexVuNx6Q95desm0nJy8K3uzpJeAfmay7/df4pDl65jamzE0rH9sbXI63R2KyaRZWv2A/DasPY09yk8TWrUpXv8tEpjUn9zWj+q13Qosr/PCwEBAfz0008cOHCAL7/8ksOHD9OnTx9Uj3wZ4uLicHHRfREzNjbGwcGBuLg4rYyrq272u8ffH8v8mwULFmBra6v91KpV66nHEpOcydX4dAwNoHMDqawl5YM0g1cANR3tqOFgw92kNMJvxeW7D6qP3H2Yxok7twEY1qhpmZ//XZ9uHI6L4mziLfrtX4W/uw+tHGsRm5nKnYxkTiRcJ0etBMDGxJxJ3l0YUe8FTAyL99LwMCeH17ZtJjb9IfXs7fmu/2DM83FAO3LpOv+3NxiAWUN70LhW3vSnOTkK5izdTla2glZNajFmSOFFN7Kzclk0YyNKpYr2PRrRa3CrYvX5eWH48OHafzdt2pRmzZpRv359Dh06RI8ePcrtujNmzCAwMFD7PS0t7akV9mMTuG9te2wtqrbjoKTykMq6gmhVtwZ3k9IIuX73mVHWmy5fRADtatYqdc3qwvC0cWZ9l9f47+XDHIyLZN+9y+y7d1lHpqGNC0Nrt2SgR3PsTAs3OT9JjlLJm39v48qD+zhbWPLjoKHYV8vb/vaDFKav340Q8Er7ZrzYJm8WM4CvfzxE9O0H2NtaMOf9fhgVkUry+2V7uHPjPg7O1rw/d/BTpWZ9HqhXrx5OTk5cu3aNHj164ObmRkJCgo6MUqkkKSlJu8/t5uZGfHy8jszj7wXthZuZmWFmVrYx0I+VdVeZtUxSjkhlXUG0qleD7SGXCb1xt7K7UiyEEPx16SIAL/nkdcYqKxrbVWd1u+FcS7vP+uunSc7JpIaFLe4WdjR3qElju+olVnQqtZr39+wkOOY2liYm/G/gi9S0yfuykZGdy+QftvEwO4cWdaozbVDXfM934PgVtu49j4EBzJncFyf7guO4AU4fjdRmKZv66RBs7GSWsqKIiYkhMTGR6tU1udnbtWtHSkoKISEh+PpqwgUPHjyIWq3Gz89PKzNz5kwUCgUmJpoV7b59+/Dy8sLevmKKaOQoVZyIfgDI/WpJ+SKVdQXRuKbGtHo9Pu/erD4ScT+B22mpWJiY0Nuz8BSaZYGnjTNzW/R76vMIIZhz6AB7oqMwNTTiu/6DaeKS16ytVgs+/m031+IScbaxZOnY/vkW6Lh9L4kv/0/jRT5mSFteaF6n0OsnJ6azbPYmAAaPaodv+/K/d/pIeno6165d036/ceMGYWFhODg44ODgwPz58xk6dChubm5ER0fz0Ucf4enpSe/evQHw8fEhICCA119/nW+++QaFQsE777zD8OHDcXd3B2DkyJHMnz+fCRMmMG3aNCIiIlixYgXLly+vsHGevZlMZq4KF2szGlXPW99cIikrpINZBeFko1ldpWRko1aLSu5N0ey/rnnQdvKog4XJs7MPtzT4OL9FhGMALA/oS7t8YqlB41B2MCIaEyMjlo8fgItt3tVyTo6C2Uu2k5mVS3Ofmrz2SvtCry2EYNnsTaQkZVCngetznaXs7NmztGzZkpYtWwIQGBhIy5YtmTNnDkZGRoSHhzNw4EAaNmzIhAkT8PX15ejRozom6vXr1+Pt7U2PHj3o27cvHTt21ImhtrW1Ze/evdy4cQNfX1+mTp3KnDlzKjRs67EXeJeGznKrQ1KuyJV1BWFnodkvVQtBWlY2dpbF33+tDA5cjwbAv179Su5J8Vl95hT/PasxP3/azZ8+nvnHtB+MiOa/ezQOZbOHdqd57bxlMQG+WhtE9K372NlUY35gf4yL2Kfe+utJzhy7iqmZMdO/HIZpIelHqzpdu3ZFiIJfSvfs2VPkORwcHPj1118LlWnWrBlHjx4tcf/KisNXH8VXSxO4pJyRK+sKwsTYCGtzzaohOSOrkntTOPcepnHpwX0MDQzoWrtuZXenWKw7H8rS4GMAfNyxCyOb5l8j+mrsA6av15TFHNGhBS/65b8fv/fIJbbv16Qcnft+f5wcCt+nvnE1jv8t1yig/0wNoI5nXtO7pGpxLyVLG7LV0bPgwjESSVkglXUFYmqi2RPN1fO0o6fvxgDQ1MUVRwv9d476PSKc+YeDAHivTTv+06p1vnJJ6Zm8+7+tZOUq8POsxYeD8s8mdv32AxZ9o9mnHv9SO15oXrj3fk62goXT/kCRq6RNZy8GvFJ4WJekavB4Vd3Swx47C9MipCWSp0Mq6wokK1cBgIWpfptHz9zTeKy/4K7/Oaz/uHiBGQf3ATChpS+T/drlK6dQqpiybgf3ktOo5WjL0nH9803ykpmVy6zF28jOUeLb1IPxL+d/vidZs2QXt6ITsHeyIvCTIXLv8jnhyf1qiaS8kcq6ghBCaJW1ual+uwo8Xlm3qVF4hq7KZuOlCG2+73HNW/Jxxy75KkohBJ/+dYDQ63exMjdl1YRB+WYoE0Kw8L97uH0vCWcHK+ZN6V9kPPWJg5fY8cdpAD74bCh2DpZlMDKJvqNQ/VNlSyprSUWg31qjCpGjVPHY36aaHq+sEzMziU5OAsC3uv6urDdEhDPz4D4EMKZZC+Z07lbginZt0Fk2n76IoYEBi0b3pZ6rY75yf+06x8ETkRgZGfLpBwOxty18C+B+XCrL524GYOi4js9tmNbzSMitZNJzlDhYmtK0hqyyJSl/pLKuIB6kZQBgYmSEhan+7m9dT9Eo6lo2tvlm/NIHvg89yxfHDgMwumlz5nXpXqCi3h8exVd/axzPpg3uSief/B3mwq/cZeWPhwCYNLYLTbzcC+2DSqVm0ccbeZiaRYNG7ox/z7+Uo5E8izzer+7cwElW2ZJUCFJZVxAxiakA1HCw0evJfe/hQwBqWOtfggchBF+fDmbFKU3Y1RutWjOtQ+cCFfXFO3HM+HU3oPH8HtmxRb5yickZzF6yDZVKTY8OXrzcr+g83hvWHOLCWU01relfDsPERE6l54nDkTJkS1KxyCdMBXE36ZGydtRvk9m9h5qSge7W1pXcE11UajWfHAni5/AwAALbdmDSC34FKuqYxFTe/n4r2QolHb3r8NGgLvnKKZUq5izdTmJyBnVrOTLtrd5FOohFhNxk/Tca7/N3Zg2kRm0ZtvM8kfAwm0uxmnnSSVbZklQQUllXEDGPlHVNB31X1pqVdXU9UtY5SiXv79nJnugoDIDZnbsxvkXBq9/UzGze/n4LSemZeLk7s3hM3wITmqz+6TDnL8dgaWHK5x8NwqJa4VsUaSmZLJz+B2q1wH9gS3r0b/EUI5M8ixy9qskF3qSGDU5WZVsURCIpCKmsK4jIe5oJXs9Vv2saP845ZWyoH4ECKdlZvLljG6fvxWBqaMSy3n3o28CrQPlcpZLJP2zjRkISbnbW/Pc/g7Eyz/+BuvvQRTb+HQrAzHf64OFe+P+NEIJlczbxID6NGrUdmfRx/9IPTPLMciTq8X61XFVLKg6prCuIyzGa0n2Naup3GT0LY82fRKZCUck9gevJSfxn+xZupiRjZWrKd/0H07ZmwbWHVWo1M37dTcijEK3//mdwvjm/ASKvx7PoW0189riX2tLZr2hP7i2/BHPy0BVMTIyYsegVqlnIVdXzhlotOBqlefGWIVuSikQq6wrgQVo6Dx5mYmhgQMPq+j3BLUw0ZuCMSlbWwXdu8/bO7aTmZFPD2oY1Awbj7VTwvRNCsHDLIfaej8LYyJDl4wbQoHr+e8nJqZl8/OUWcnOVtPetx4RXOhTZn8iIGG060dc/7IOnT+He4pKqycV7aSRl5GJlZkyr2hVThlMiAamsK4Qr9zRms7ou9ljoeXEHq0dhZSlZlZO/XAjB9+fOsuj4UVRC0NKtOt/0H4SzReHJRr4/cIYNxzU1pxeMDKBtw/yrbT12KIt/8JCa1e2ZPblvkd756WlZLPjwd5RKFR16NJLpRJ9jDl/VZC1rV98RkyIS5kgkZUml/7WtXr2aOnXqYG5ujp+fH6dPny5UfuPGjXh7e2Nubk7Tpk3ZuXOnzvH4+HjGjx+Pu7s7FhYWBAQEEBUVpSMTFxfHmDFjcHNzw9LSklatWvHXX3/pyISGhtKzZ0/s7OxwdHTkjTfeID09vVRjjLitMYE38XArVfuKpJGzxkx/6m4M6kKqJpUHqdnZTNyxlQXHjqASgkFePvw6ZFiRivqvkxf4etdxAKYN6kpAi4L3tFf8EMS5i3ewqGbKgmmDsLbMm8nsSYQQfDVvC3F3k3F1t2PK/BdlOtHnmCNXpQlcUjlUqrL+/fffCQwMZO7cuYSGhtK8eXN69+5NQkJCvvInTpxgxIgRTJgwgXPnzjF48GAGDx5MREQEoHmwDh48mOvXr7N161bOnTtH7dq18ff3JyMjQ3uesWPHEhkZybZt27hw4QJDhgxh2LBhnDt3DoB79+7h7++Pp6cnp06dYvfu3Vy8eJHx48eXapzht2IBaFlH/02nrd1rYGViSmJWJhcS4ivsuqfvxtD/t5/ZfyMaU0MjPuvmz7JefTAzLtz4s/tcJPP/3A/AhO4vMKpTywJlt+49z+bdYRgYwJzJ/ahbq+iQq22/neTY/osYGxvx8eLhWNnoZ6IYSfmTlq0g9HYyIJW1pBIQlUibNm3EpEmTtN9VKpVwd3cXCxYsyFd+2LBhol+/fjq/+fn5iYkTJwohhIiMjBSAiIiI0Dmns7OzWLNmjfY3S0tL8dNPP+mcx8HBQSvz7bffChcXF6FSqbTHw8PDBSCioqKKPb7U1FQBiFZTvhRNApeJa7EPit22Mnlzx1ZRd8USsTz4eLlfK0epFAuPHRb1ViwRdVcsEV1+WCMuxMcVq+3hS9dFiw++Ek0Cl4n5G/cJtVpdoGzYxTui88tLRYchi8W6P4OLdf4r4XdEv5ZzRO+mM8Xmn8v/XkgqnsdzNDU1tUjZ3RGxova0HaLr4qDy75hE8i8qbWWdm5tLSEgI/v7/pGk0NDTE39+f4ODgfNsEBwfryAP07t1bK5+TkwOAufk/pk1DQ0PMzMw4duyY9rf27dvz+++/k5SUhFqtZsOGDWRnZ9O1a1fteUxNTTF8Inyp2qPUm0+e59/k5OSQlpam8wHIylVhXc2Mui76Hbb1mO516wHwW0Q4iZmZ5XadkNi7DP59Pd+GnEEALzVqzPYRY2jiUnQt6DPRMQT+uB2lWk3flt7MHFJwytF78SnMXLxVm6FszJCi95wfpmby+YcbtPvUg0YVXX1LUrU58kSKUYmkoqk0Zf3gwQNUKhWurroPZldXV+Li4vJtExcXV6i8t7c3Hh4ezJgxg+TkZHJzc/nyyy+JiYkhNjZW2+aPP/5AoVDg6OiImZkZEydOZPPmzXh6egLQvXt34uLiWLx4Mbm5uSQnJzN9+nQAnfP8mwULFmBra6v91Kr1T5hRq7ruep1m9En6NfCivr0D9zMzmLp3V5nvXSdmZvLR/t28vHEDVx7cx87cnP/2Hcgi/wCszYoOhzp34y6Tvt9CjlJFl0Z1+WxEL4wKiAvPyMxh2oLNpKRl4VXflRmTAorcc1ar1SyZtYmEeylUr2kv96klANqQrc7SBC6pBCrdwawsMTExYdOmTVy9ehUHBwcsLCwICgqiT58+Oqvk2bNnk5KSwv79+zl79iyBgYEMGzaMCxcuANC4cWPWrVvH0qVLsbCwwM3Njbp16+Lq6qpznn8zY8YMUlNTtZ87d+5oj71Qv+D4YH3DwsSEVX0HYG5szJHbN/m/s6fK5LyZCgWrTp+k20//489LFwF4uVET9o1+lQDP4lWsCr8Vy1trtpCVq6BdQw+Wjs2/LjVoim3MW76DG3cScbS3ZOG0wZgXwxt/4w9HOXX4Ciamxny8ZITcp5ZwKzGD20mZmBgZ0LZe/lXbJJLypNJCt5ycnDAyMiI+XteJKT4+Hje3/L2m3dzcipT39fUlLCyM1NRUcnNzcXZ2xs/Pj9atWwMQHR3NqlWriIiIoHHjxgA0b96co0ePsnr1ar755hsARo4cyciRI4mPj8fS0hIDAwOWLVtGvXr1ChyTmZkZZgWsDFvX1+/a0P/Gy9GJ+V17MG3/HpafPEF9e8diK9R/k5yVxV+XL/Jd6BkePDKrN3F2YV7XHrSqXnynu4jbcbz53WYycnJp41mLFa8OxKyQAhqrfzpMcOgNTE2NWTh9MM6ORadQPX/6OutWahzW3p7ejwaN9N8pUFL+PDaBt/Kwx9JMRrxKKp5KW1mbmpri6+vLgQMHtL+p1WoOHDhAu3b57w+2a9dORx5g3759+crb2tri7OxMVFQUZ8+eZdCgQQBkPlIW/14hGxkZoVar85zH1dUVKysrfv/9d8zNzenZs2fJBgpYmpvgXePZM5293KgJQ30aoxaCt3duY+zmP7l8P39P/X+TrVRw6OYN3t/zN+3+9y1fHDvMg8xMPGxs+ap3X7YMH10iRX3+Viyvf/sXD7NzaFXXnZWvDSq0Lvhfu87xx44QAGa+E4CPZ/Uir/EgPo0FH/2uzfsdMLR1sfsnqdockSZwSSVTqa+IgYGBjBs3jtatW9OmTRu++uorMjIyePXVVwFNiFWNGjVYsGABAJMnT6ZLly4sXbqUfv36sWHDBs6ePct3332nPefGjRtxdnbGw8ODCxcuMHnyZAYPHkyvXr0Azb62p6cnEydOZMmSJTg6OrJlyxb27dvHjh07tOdZtWoV7du3x8rKin379vHhhx+ycOFC7OzsSjxO37o1C9xT1Xc+6+aPnbk5P50/x7E7t+j/2880dnGlfc1avFCjJnbm5pgaGaNWq7mZmsKN5GTCE+IIvnOHHJVSe57Gzi6MbtqcF30aY1qA2bogzt24y1trtpCRk4tvvRr89z+DC00uExxynRVrDwLwxsiO9OjgXeQ1FAolX3y0gZSkDOo2dOOdmQPkPrUEAIVKTXB0IiDzgUsqj0pV1q+88gr3799nzpw5xMXF0aJFC3bv3q11Irt9+7bOCrh9+/b8+uuvzJo1i48//pgGDRqwZcsWmjRpopWJjY0lMDCQ+Ph4qlevztixY5k9e7b2uImJCTt37mT69OkMGDCA9PR0PD09WbduHX379tXKnT59mrlz55Keno63tzfffvstY8aMKdU4fevXKFU7fcDM2JiZnboyplkLlpw4xo6oSCIS4olIiOe70LOFtq1uZU33uvV4uVETmrmWLiHMqajbvPfDNjJzFLTxrMXK1wYVqqijbiYwZ9l21GpBv+5NiuX5DbBm6W4unbuNhZUZs5YOx7yI6luS54dzt1NIz1Fib2FCY3f9q/MueT4wEKKC01Q9R6SlpWFra8u5qzdo0aBOZXenTIhPTyc45jYnYm4THh9PtkJBrkoFgIetHXXt7fF0cKSjR20aOjg+1er0wIVrfPjzThQqFe0aerDi1YGFmr7j7qfx5se/8iApnVZNarF01kuYmBS9ij/4dxiLZvwJwLyvR9O2a9ErcUnV4PEcTU1NxcYmf0W8dG8kKw9eY0Bzd1aOKDjpjkRSnkhPiQqgrkvVSfjvamXFYO9GDPZuVK7X2X72ErN/34tKLfBv6smXo/tgWkg2s7T0bD747C8eJKVTt5Yjn380qFiK+npkLCvmbwVgxBtdpaKW5OHxfnUnGV8tqUSksq4A5N5n8RFC8NPhUJZsPwLAoBcaMe/lnhgXUjQhV6Hk40VbuBmTiLODFUtmDS0y5zdoEp988v6v5GQraN2hAaPf6l5m45BUDVIycwmPSQHkfrWkcpHKWqI3qNRqlmw7wi9HNTnaR3duyYcDuhSaTEalUvPJip2EXYzBopopi2cOxdWp6H1FlVLFgo9+J+5uMm417Jm28GWMZBUlyb84fi0RIaCBixVutkW/AEok5YV8Okn0gqxcBR/+/LdWUX8wsDPTBnUtVFELIVi6Zj+Hgq9iYmzEFx8NwrNO8VY/a1fsIzQ4GjNzE+auGIW1rUWZjEOi4ciRIwwYMAB3d3cMDAzYsmWL9phCoWDatGk0bdoUS0tL3N3dGTt2LPfu3dM5R506dTAwMND5LFy4UEcmPDycTp06YW5uTq1atVi0aFGZjuNolCa+upNcVUsqGamsJZVOfGo641f/wb7wa5gYGbF4dF/GdfEtst3a30+wbV+4porW+31p3ax2sa4X9Pd5/lqnyfE+9bOh1G2o/6VLnzUyMjJo3rw5q1evznMsMzOT0NBQZs+eTWhoKJs2bSIyMpKBAwfmkf3kk0+IjY3Vft59913tsbS0NHr16kXt2rUJCQlh8eLFzJs3TyeU82kQQmhTjMr9akllI83gkkrl4p043lu7jYS0DOwszFk+fkCxsr1t/DuUHzZqCrhMfaMn3doVXMP6SSIjYlg+bzMAwyZ0pnOvJkW0kJSGPn360KdPn3yP2drasm/fPp3fVq1aRZs2bbh9+zYeHh7a362trQvMaLh+/Xpyc3NZu3YtpqamNG7cmLCwMJYtW8Ybb7zx1GO48SCDuylZmBgZ4Ffv2SjCI6m6yJW1pNLYfCqCsav+ICEtg/quDvz6/ohiKert+8O1SU8mvNKewb2aF+t6ifcf8sn768nNUdKmsxfj3vEvupGkQkhNTcXAwCBP0qGFCxfi6OhIy5YtWbx4MUrlP4l2goOD6dy5M6am/8TE9+7dm8jISJKTk/O9TkGV8fLj2DXNqrp1bQcsTOW6RlK5yL9ASYWTo1CyYHMQf52KAKBLo7osHNUHK/OiK27tP3aFRd/sBWDEwNaMf7l4pStzcxR8+v56EhMe4lHPWTqU6RHZ2dlMmzaNESNG6MQ6v/fee7Rq1QoHBwdOnDjBjBkziI2NZdmyZYCmCl/dunV1zvU4oVJcXBz29nlDJhcsWMD8+fOL1a8jVzXKuqM0gUv0AKmsJRXKrfvJfPTLTi7FJGBgAO8EtOc/3dsUq3zosTPX+PTrnQgBg3s15+2xXYoVFieEYPm8LVy5EIOVTTXmfT0aSyvp2asPKBQKhg0bhhCC//u//9M5FhgYqP13s2bNMDU1ZeLEiSxYsKDAgjlFMWPGDJ3zpqWl6ZSy1fZLpebkdZliVKI/SGUtqRCEEGw7e4nPNwWRlavA1sKcRaP70t6reE5hx89GM2vJNlQqNb06+xD4un+x49d/W3OIoL/PY2hkyMwlw3H3kCUO9YHHivrWrVscPHiwwAxij/Hz80OpVHLz5k28vLwKrMIHFLjPXVhlvCcJuyNTjEr0C6msJeVOUnomCzYHsTvsKqApF7pgZABudkWXrARNYY5Zi7ehVKrp0cGLj9/pU6yVOMCRPRf4aZWmUts7MwfQsm390g1CUqY8VtRRUVEEBQXh6Fj0C1RYWBiGhoa4uLgAmip8M2fORKFQYGKiSUO7b98+vLy88jWBl4Sjj0pidvB0KvbfmkRSnkhlLSlX9py/yud/HSQ5IwsjQwMm9W7Pa91bF7sKWXDodWYu3opCqaJru4bMntyv0GxmTxJ5IYYls/4C4MUx7en70gulHoekZKSnp3Pt2jXt9xs3bhAWFoaDgwPVq1fnpZdeIjQ0lB07dqBSqYiLiwPAwcEBU1NTgoODOXXqFN26dcPa2prg4GCmTJnC6NGjtYp45MiRzJ8/nwkTJjBt2jQiIiJYsWIFy5cvf+r+h8WkAtIELtEfZCGPcqQ4RQKqKveS0li07TAHLmge2A2qO/HpKz1pXKv4Mc3Hz0Yza/E2FEoVnf0a8Elgf4yNi1deMy4mifdHf0tKUgZtOnsxd8Uo6VBWgRw6dIhu3brl+X3cuHHMmzcvj2PYY4KCgujatSuhoaG8/fbbXLlyhZycHOrWrcuYMWMIDAzUMWOHh4czadIkzpw5g5OTE++++y7Tpk0rdj8LmqNqteBSbBo17athZyErsEkqH6msy5HnUVnnKJT8eCiE7w+cJluhxMjQgP/0aMNEfz9MiqloAY6evsbspRrTd9e2DZg3pfiK+mFaFlPHfsft6/ep5+XGkh9fx8KydA5JkqrN8zhHJc8m0gwuKRNUajXbz17mv3uDiU1+CGj2pj9+sRsNqpcs9GXf0ct8tnIXKpWa7u29mDO5b7EVtUKh5NMpv3L7+n2cXGz4ZNVYqaglEskzj1TWkqdCqVKz/0IU3+w9SXR8EgAutlZM7d+JPi29SlxxbOve8yz5bh9CQM9OPsx8t0+x96iFECyfu5nwMzeoZmHKJ6vH4OQqV0sSieTZRyprSanIzMll65lLrDscwt0kTRYom2pmvN6jDcM7tsDcpOR/Whu2nWXVukMAvBjQgikTepTIE3fdqv0c3PFPiFY9r+ol7oNEIpHoI1JZS4qNEIKIO/H8deoCu85FkpmjAMDOwpwRHVswunNLbKqVPNmIWi34v58P89u2swCMGtyGN0d3KtGqfOefZ9iw5jAAk+cMonXHhiXuh0QikegrUllLiiQ+NZ2fD4ey/0KUdhUNUNvJjlGdWjK4TWOqmZqU6twKhYrPVu7iwPErAEwc1YnRL7YpkaI+dfgKqz7fDsCoid3o/WLRFbskEonkWUIq63LksaN9YcUCngXSUh6ydu9xAMxNjOjWuD4DWjeiZV1NrWJFdhaK7KxSnVutFmRmpiPUuQT+pwc9O/nw8OHDEp0jR5GFgZGSjv4+DBzd+pm/309ibW1d4n1/SfGpKnNUUnlU1ByVoVvlSExMTL55hyWS4iJDisoXOUclT0tFzVGprMsRtVrNvXv3EELg4eHBnTt35IO3AnhcnKEq3G+5si5fHs/R5+0+V6U5Up4U5z5V1N+ONIOXI4aGhtSsWVNrYrOxsZETowKR91tSFI/n6POKnCPFQx/uk8y/KJFIJBKJniOVtUQikUgkeo5U1hWAmZkZc+fOLVYdXcnTI++3RFI4co4UD326T9LBTCKRSCQSPUeurCUSiUQi0XOkspZIJBKJRM+RyloikUgkEj1HKmuJRCKRSPQcqaz/xerVq6lTpw7m5ub4+flx+vTpAmU3bdpE69atsbOzw9LSkhYtWvDzzz/ryMTHxzN+/Hjc3d2xsLAgICCAqKgoHZm4uDjGjBmDm5sblpaWtGrVir/++ktHJikpiVGjRmFjY4OdnR0TJkwgPT297AZeSejr/a5Tpw4GBgY6n4ULF5bdwCWSElCSeQKwceNGvL29MTc3p2nTpuzcuVPneHHmSXR0NC+++CLOzs7Y2NgwbNgw4uPjdWT07bmkj/fp5s2bTJgwgbp161KtWjXq16/P3Llzyc3NLdnghETLhg0bhKmpqVi7dq24ePGieP3114WdnZ2Ij4/PVz4oKEhs2rRJXLp0SVy7dk189dVXwsjISOzevVsIIYRarRZt27YVnTp1EqdPnxZXrlwRb7zxhvDw8BDp6ena8/Ts2VO88MIL4tSpUyI6Olp8+umnwtDQUISGhmplAgICRPPmzcXJkyfF0aNHhaenpxgxYkT53pByRp/vd+3atcUnn3wiYmNjtZ8nzyGRVBQlnSfHjx8XRkZGYtGiReLSpUti1qxZwsTERFy4cEEIUbx5kp6eLurVqydefPFFER4eLsLDw8WgQYPECy+8IFQqlfZa+vRc0tf7tGvXLjF+/HixZ88eER0dLbZu3SpcXFzE1KlTSzQ+qayfoE2bNmLSpEna7yqVSri7u4sFCxYU+xwtW7YUs2bNEkIIERkZKQARERGhc05nZ2exZs0a7W+Wlpbip59+0jmPg4ODVubSpUsCEGfOnNEe37VrlzAwMBB3794t2SD1CH2930JolPXy5ctLOiSJpMwp6TwZNmyY6Nevn85vfn5+YuLEiUKI4s2TPXv2CENDQ5GamqqVSUlJEQYGBmLfvn1CCP17LunrfcqPRYsWibp165ZofNIM/ojc3FxCQkLw9/fX/mZoaIi/vz/BwcFFthdCcODAASIjI+ncuTMAOTk5AJibm+uc08zMjGPHjml/a9++Pb///jtJSUmo1Wo2bNhAdnY2Xbt2BSA4OBg7Oztat26tbePv74+hoSGnTp16qnFXFvp8vx+zcOFCHB0dadmyJYsXL0apVD7NkCWSElOaeRIcHKwjD9C7d2+tfHHmSU5ODgYGBjrJQMzNzTE0NNTK6NNzSZ/vU36kpqbi4OBQojFKZf2IBw8eoFKpcHV11fnd1dWVuLi4AtulpqZiZWWFqakp/fr1Y+XKlfTs2RMAb29vPDw8mDFjBsnJyeTm5vLll18SExNDbGys9hx//PEHCoUCR0dHzMzMmDhxIps3b8bT0xPQ7LG6uLjoXNfY2BgHB4dC+6bP6PP9BnjvvffYsGEDQUFBTJw4kS+++IKPPvqojO+CRFI4pZkncXFxhcoXZ560bdsWS0tLpk2bRmZmJhkZGXzwwQeoVCqtjD49l/T5Pv2ba9eusXLlSiZOnFiiMUpl/ZRYW1sTFhbGmTNn+PzzzwkMDOTQoUMAmJiYsGnTJq5evYqDgwMWFhYEBQXRp08fDA3/ufWzZ88mJSWF/fv3c/bsWQIDAxk2bBgXLlyopFHpLxV1vwMDA+natSvNmjXjzTffZOnSpaxcuVL7ti2RPKsUZ544OzuzceNGtm/fjpWVFba2tqSkpNCqVSuduVSVKY/7dPfuXQICAnj55Zd5/fXXS9QfWSLzEU5OThgZGeXxdoyPj8fNza3AdoaGhtoVWYsWLbh8+TILFizQmlR9fX0JCwsjNTWV3NxcnJ2d8fPz05qOoqOjWbVqFRERETRu3BiA5s2bc/ToUVavXs0333yDm5sbCQkJOtdVKpUkJSUV2jd9Rp/vd374+fmhVCq5efMmXl5eTzt8iaRYlGaeuLm5FSlf1DwB6NWrF9HR0Tx48ABjY2Ps7Oxwc3OjXr162uvoy3NJn+/TY+7du0e3bt1o37493333XYnH+Hy8IhUDU1NTfH19OXDggPY3tVrNgQMHaNeuXbHPo1ar81192dra4uzsTFRUFGfPnmXQoEEAZGZmAuR5CzMyMkKtVgPQrl07UlJSCAkJ0R4/ePAgarUaPz+/4g9Sj9Dn+50fYWFhGBoa5jH7SSTlSWnmSbt27XTkAfbt25evfEHz5EmcnJyws7Pj4MGDJCQkMHDgQO119OW5pM/3CTQr6q5du+Lr68sPP/xQOutEidzRqjgbNmwQZmZm4scffxSXLl0Sb7zxhrCzsxNxcXFCCCHGjBkjpk+frpX/4osvxN69e0V0dLS4dOmSWLJkiTA2NtbxKv7jjz9EUFCQiI6OFlu2bBG1a9cWQ4YM0R7Pzc0Vnp6eolOnTuLUqVPi2rVrYsmSJcLAwED8/fffWrmAgADRsmVLcerUKXHs2DHRoEGDKhG6pY/3+8SJE2L58uUiLCxMREdHi19++UU4OzuLsWPHVtCdkUj+oaTz5Pjx48LY2FgsWbJEXL58WcydO1cnJEmIoueJEEKsXbtWBAcHi2vXromff/5ZODg4iMDAQB0ZfXou6et9iomJEZ6enqJHjx4iJiZGJxy0JEhl/S9WrlwpPDw8hKmpqWjTpo04efKk9liXLl3EuHHjtN9nzpwpPD09hbm5ubC3txft2rUTGzZs0DnfihUrRM2aNYWJiYnw8PAQs2bNEjk5OToyV69eFUOGDBEuLi7CwsJCNGvWLE9oUWJiohgxYoSwsrISNjY24tVXXxUPHz4s+xtQwejj/Q4JCRF+fn7C1tZWmJubCx8fH/HFF1+I7Ozs8rkJEkkRlGSeCKFRMg0bNhSmpqaicePGOi/+QhRvnkybNk24uroKExMT0aBBA7F06VKhVqt1ZPTtuaSP9+mHH34QQL6fkiBLZEokEolEoufIPWuJRCKRSPQcqawlEolEItFzpLKWSCQSiUTPkcpaIpFIJBI9RypriUQikUj0HKmsJRKJRCLRc6SylkgkEolEz5HKWiKRSCQSPUcqa8lT07VrV95///3K7oZEIpFUWaSyllQ6P/74I3Z2dpXdDYlEItFbpLKWSCQSiUTPkcpaUiYolUreeecdbG1tcXJyYvbs2TxOO5+Tk8MHH3xAjRo1sLS0xM/Pj0OHDgFw6NAhXn31VVJTUzEwMMDAwIB58+YB8PPPP9O6dWusra1xc3Nj5MiReernSiTPMw8fPmTUqFFYWlpSvXp1li9frrMtVdQcOnToEAYGBuzZs4eWLVtSrVo1unfvTkJCArt27cLHxwcbGxtGjhypLS8Lmq2vd999l/fffx97e3tcXV1Zs2YNGRkZvPrqq1hbW+Pp6cmuXbu0bVQqFRMmTKBu3bpUq1YNLy8vVqxYUWH36llHKmtJmbBu3TqMjY05ffo0K1asYNmyZXz//fcAvPPOOwQHB7NhwwbCw8N5+eWXCQgIICoqivbt2/PVV19hY2NDbGwssbGxfPDBBwAoFAo+/fRTzp8/z5YtW7h58ybjx4+vxFFKJPpFYGAgx48fZ9u2bezbt4+jR48SGhqqPV7cOTRv3jxWrVrFiRMnuHPnDsOGDeOrr77i119/5e+//2bv3r2sXLlSp826detwcnLi9OnTvPvuu7z11lu8/PLLtG/fntDQUHr16sWYMWO0Sl6tVlOzZk02btzIpUuXmDNnDh9//DF//PFHud6jKkOJanRJJPnQpUsX4ePjo1MWbtq0acLHx0fcunVLGBkZibt37+q06dGjh5gxY4YQQlNCztbWtsjrnDlzRgBVojSoRPK0pKWlCRMTE7Fx40btbykpKcLCwkJMnjw53zb/nkNBQUECEPv379fKLFiwQAAiOjpa+9vEiRNF7969td+7dOkiOnbsqP2uVCqFpaWlGDNmjPa32NhYAYjg4OACxzBp0iQxdOjQ4g/6OUaurCVlQtu2bTEwMNB+b9euHVFRUVy4cAGVSkXDhg2xsrLSfg4fPkx0dHSh5wwJCWHAgAF4eHhgbW1Nly5dALh9+3a5jkUieRa4fv06CoWCNm3aaH+ztbXFy8tL+724c6hZs2baf7u6umJhYUG9evV0fvv3FtSTbYyMjHB0dKRp06Y6bQCddqtXr8bX1xdnZ2esrKz47rvv5HwuJsaV3QFJ1SY9PR0jIyNCQkIwMjLSOWZlZVVgu4yMDHr37k3v3r1Zv349zs7O3L59m969e5Obm1ve3ZZInnlKModMTEy0/zYwMND5/vg3tVpdYJv82j1+eX/cbsOGDXzwwQcsXbqUdu3aYW1tzeLFizl16tTTD/Y5QCprSZnw7wl38uRJGjRoQMuWLVGpVCQkJNCpU6d825qamqJSqXR+u3LlComJiSxcuJBatWoBcPbs2fLpvETyDFKvXj1MTEw4c+YMHh4eAKSmpnL16lU6d+6sd3Po+PHjtG/fnrffflv7W1HWNck/SDO4pEy4ffs2gYGBREZG8ttvv7Fy5UomT55Mw4YNGTVqFGPHjmXTpk3cuHGD06dPs2DBAv7++28A6tSpQ3p6OgcOHODBgwdkZmbi4eGBqakpK1eu5Pr162zbto1PP/20kkcpkegP1tbWjBs3jg8//JCgoCAuXrzIhAkTMDQ0xMDAQO/mUIMGDTh79ix79uzh6tWrzJ49mzNnzlRaf541pLKWlAljx44lKyuLNm3aMGnSJCZPnswbb7wBwA8//MDYsWOZOnUqXl5eDB48WGc10L59e958801eeeUVnJ2dWbRoEc7Ozvz4449s3LiRRo0asXDhQpYsWVKZQ5RI9I5ly5bRrl07+vfvj7+/Px06dMDHxwdzc3O9m0MTJ05kyJAhvPLKK/j5+ZGYmKizypYUjoEQj4JhJRKJRPJMk5GRQY0aNVi6dCkTJkyo7O5IyhC5Zy2RSCTPKOfOnePKlSu0adOG1NRUPvnkEwAGDRpUyT2TlDVSWUskEskzzJIlS4iMjMTU1BRfX1+OHj2Kk5NTZXdLUsZIM7hEIpFIJHqOdDCTSCQSiUTPkcpaIpFIJBI9RypriUQikUj0HKmsJRKJRCLRc6SylkgkEolEz5HKWiKRSCQSPUcqa4lEIpFI9ByprCUSiUQi0XP+H5crPl/iuYpOAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import logging\n",
"logging.getLogger(\"pyabc\").setLevel(logging.INFO)\n",
"calibrator.specify().execute().analyze()"
]
},
{
"cell_type": "markdown",
"id": "cb68c1d3-7ded-4e9f-aafe-26995f536a4f",
"metadata": {},
"source": [
"Let's view the parameter estimates produced by the calibrator, with some measure of uncertainty. "
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "7677a4e5-684a-4137-b17b-380b7979617d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" parameter | \n",
" estimate | \n",
" uncertainty | \n",
" ground truth | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" beta | \n",
" 0.398426 | \n",
" 0.000286 | \n",
" 0.4 | \n",
"
\n",
" \n",
" | 1 | \n",
" gamma | \n",
" 0.099032 | \n",
" 0.000126 | \n",
" 0.1 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" parameter estimate uncertainty ground truth\n",
"0 beta 0.398426 0.000286 0.4\n",
"1 gamma 0.099032 0.000126 0.1"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame([\n",
" { \"parameter\": estimate.name, \"estimate\": estimate.estimate, \"uncertainty\": estimate.uncertainty, \"ground truth\": model.GROUND_TRUTH[estimate.name] }\n",
" for estimate in calibrator.get_parameter_estimates().estimates\n",
"])"
]
},
{
"cell_type": "markdown",
"id": "c2e84822-792a-47d6-99b5-b9ed02846d70",
"metadata": {},
"source": [
"The ABC calibrator is able to retrieve the ground-truth parameter values from our simulation study."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.19"
}
},
"nbformat": 4,
"nbformat_minor": 5
}