{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "execute": { "enabled": false } }, "cells": [ { "cell_type": "markdown", "source": [ "# AULA 2: Modelagem SARIMA e Prophet:\n", "## Insper - PADS\n", "### Financial Analytics\n", "#### Autor: Paloma Vaissman Uribe" ], "metadata": { "id": "QBogGv0qvfYf" } }, { "cell_type": "code", "source": [ "# Imports\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from statsmodels.tsa.arima_process import ArmaProcess\n", "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", "from statsmodels.stats.diagnostic import acorr_ljungbox\n", "import pandas as pd\n", "from prophet import Prophet\n", "# !pip install prophet\n", "\n", "# Install StatsForecast if you haven't already\n", "# !pip install statsforecast\n", "\n", "from statsforecast import StatsForecast\n", "from statsforecast.models import AutoARIMA\n", "from statsforecast.arima import arima_string\n", "\n", "from sklearn.metrics import mean_squared_error" ], "metadata": { "id": "KiIcX7YkLH1I" }, "execution_count": 112, "outputs": [] }, { "cell_type": "markdown", "source": [ "### 1. Simulando e analisando um processo ARIMA usando statsmodels" ], "metadata": { "id": "b3RIgfyCLpTX" } }, { "cell_type": "code", "source": [ "np.random.seed(123)\n", "\n", "# Simulate an ARIMA(1,1,0) process with AR coefficient equal to 0.5\n", "ar_params = [1, -0.5] # AR coefficients for ArmaProcess are specified as [1, -ar1, -ar2, ...]\n", "arma_process = ArmaProcess(ar=ar_params, ma=[1])\n", "diff_y_stationary = arma_process.generate_sample(nsample=500)\n", "\n", "# Integrate (I=1) the stationary series to get the ARIMA(1,1,0) process 'y'\n", "y = np.cumsum(diff_y_stationary)\n", "\n", "# Plotting using subplots\n", "fig, axes = plt.subplots(2, 3, figsize=(18, 10))\n", "plt.subplots_adjust(hspace=0.3, wspace=0.3)\n", "\n", "axes[0, 0].plot(y)\n", "axes[0, 0].set_title('Time Series Plot of $y \\sim ARIMA(1,1,0)$')\n", "axes[0, 0].grid(True)\n", "\n", "# ACF Plot\n", "plot_acf(y, lags=60, ax=axes[0, 1], title='ACF of Original Series (y)')\n", "\n", "# PACF Plot\n", "plot_pacf(y, lags=60, ax=axes[0, 2], title='PACF of Original Series (y)')\n", "\n", "# Time Series Plot of Differenced Series\n", "dy = np.diff(y)\n", "axes[1, 0].plot(dy)\n", "axes[1, 0].set_title('Time Series Plot of First Difference (dy)')\n", "axes[1, 0].grid(True)\n", "\n", "# ACF Plot of Differenced Series\n", "plot_acf(dy, lags=60, ax=axes[1, 1], title='ACF of First Difference (dy)')\n", "\n", "# PACF Plot of Differenced Series\n", "plot_pacf(dy, lags=60, ax=axes[1, 2], title='PACF of First Difference (dy)')\n", "\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 946 }, "collapsed": true, "id": "pu7ArtYtveqn", "outputId": "e3431c04-9b64-49bf-9441-ab0d1645d887" }, "execution_count": 48, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "<>:22: SyntaxWarning: invalid escape sequence '\\s'\n", "<>:22: SyntaxWarning: invalid escape sequence '\\s'\n", "/tmp/ipython-input-3304500316.py:22: SyntaxWarning: invalid escape sequence '\\s'\n", " axes[0, 0].set_title('Time Series Plot of $y \\sim ARIMA(1,1,0)$')\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### 2. Reproduzindo o exemplo das etapas de Box-Jenkins usando um processo IMA(1,1)" ], "metadata": { "id": "u9cV1_eQL-Mo" } }, { "cell_type": "code", "source": [ "np.random.seed(123)\n", "\n", "# Parameters for the stationary MA(1) process:\n", "ar_params = [1]\n", "ma_params = [1, 0.9] # MA(1) coefficient is 0.9\n", "\n", "# Simulate the stationary difference series (the MA(1) part)\n", "arma_process = ArmaProcess(ar=ar_params, ma=ma_params)\n", "diff_ima1 = arma_process.generate_sample(nsample=500)\n", "\n", "# Create the IMA(1,1) series with a time index\n", "dates = pd.date_range(start='2020-01-01', periods=500, freq='D')\n", "ima1 = pd.Series(np.cumsum(diff_ima1), index=dates)\n", "\n", "# Plotting the series (optional, but often helpful):\n", "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(10, 4))\n", "plt.plot(ima1)\n", "plt.title('Simulated IMA(1,1) Time Series')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "id": "uXnEbL0xvgk8", "outputId": "0ce07f8d-83e1-4a64-90ce-1d5b8caa4e1e" }, "execution_count": 62, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "## 1. Model estimation\n", "model = ARIMA(endog=ima1, order=(0, 1, 1))\n", "results = model.fit()\n", "print(results.summary())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gpwBP1Sb8kp3", "outputId": "cb51cd2c-4102-4d1e-9455-17e6a2c2ac00" }, "execution_count": 65, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " SARIMAX Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 500\n", "Model: ARIMA(0, 1, 1) Log Likelihood -710.907\n", "Date: Mon, 13 Oct 2025 AIC 1425.813\n", "Time: 00:03:01 BIC 1434.239\n", "Sample: 01-01-2020 HQIC 1429.120\n", " - 05-14-2021 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ma.L1 0.9090 0.019 48.887 0.000 0.873 0.945\n", "sigma2 1.0080 0.066 15.372 0.000 0.879 1.136\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.22 Jarque-Bera (JB): 0.24\n", "Prob(Q): 0.64 Prob(JB): 0.89\n", "Heteroskedasticity (H): 0.86 Skew: -0.01\n", "Prob(H) (two-sided): 0.33 Kurtosis: 2.90\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] } ] }, { "cell_type": "code", "source": [ "## 2. Model diagnostic\n", "\n", "res = results.resid\n", "\n", "# Python: Plot the Autocorrelation Function (ACF) of the residuals\n", "# We use lags=24 to align with the Ljung-Box test below.\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "plot_acf(res, lags=24, zero=False, ax=ax, title='ACF of ARIMA(0,1,1) Residuals')\n", "ax.set_xlabel('Lag')\n", "plt.show()\n", "\n", "# 3. R: Box.test(res, lag=24, fitdf=4, type=\"Ljung\")\n", "\n", "print(\"\\n--- Ljung-Box Test (Q-Test) Results ---\")\n", "\n", "# Calculate for Ljung-Box up to 24 lags, compensating for 2 estimated parameters (MA1 and Constant)\n", "# The degrees of freedom for the Q-statistic is lags - model_df. (24 - 2 = 22)\n", "lb_test_results_df = acorr_ljungbox(res, lags=[24], model_df=2, return_df=True)\n", "print(\"\\nLjung-Box Test (Lags=24, Model DF=2 (MA1 + Constant)):\")\n", "print(lb_test_results_df)\n", "\n", "#" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 517 }, "id": "aW47OYMsqZjL", "outputId": "12e83940-cef9-400f-de86-edcc2a2dabfd" }, "execution_count": 66, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "--- Ljung-Box Test (Q-Test) Results ---\n", "\n", "Ljung-Box Test (Lags=24, Model DF=2 (MA1 + Constant)):\n", " lb_stat lb_pvalue\n", "24 27.504276 0.192697\n" ] } ] }, { "cell_type": "code", "source": [ "results.plot_diagnostics(figsize=(15, 12))\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "BDVO3XSswa7T", "outputId": "670a1707-3c15-4016-854b-8312341d60c0" }, "execution_count": 68, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "## 3. Model prediction\n", "\n", "# Generate forecast for 12 steps ahead (h=12)\n", "forecast_results = results.get_forecast(steps=12)\n", "\n", "# Extract predictions and confidence intervals\n", "mean_forecast = forecast_results.predicted_mean\n", "conf_int = forecast_results.conf_int()\n", "\n", "# Plot the forecast\n", "plt.figure(figsize=(10, 5))\n", "plt.plot(ima1, label='Historical Data', color='blue')\n", "plt.plot(mean_forecast, label='Forecast (h=12)', color='red', linestyle='--')\n", "plt.fill_between(mean_forecast.index, conf_int.iloc[:, 0], conf_int.iloc[:, 1],\n", " color='pink', alpha=0.5, label='95% Confidence Interval')\n", "plt.title('ARIMA(0,1,1) Forecast')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 468 }, "id": "LSy5ApPDuGLA", "outputId": "6956a6cc-a1a7-4830-9e5a-4851877bc231" }, "execution_count": 72, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "mean_forecast" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gIFi2adNxHnX", "outputId": "20ef6458-3cef-4f3a-d9c0-a9bfe14cd1f1" }, "execution_count": 57, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([-36.69689052, -36.69689052, -36.69689052, -36.69689052,\n", " -36.69689052, -36.69689052, -36.69689052, -36.69689052,\n", " -36.69689052, -36.69689052, -36.69689052, -36.69689052])" ] }, "metadata": {}, "execution_count": 57 } ] }, { "cell_type": "markdown", "source": [ "### 3. Auto ARIMA usando StatsForecast" ], "metadata": { "id": "74YPB6lhNBUd" } }, { "cell_type": "code", "source": [ "# Create a DataFrame from the 'ima1' numpy array\n", "data = pd.DataFrame({\n", " 'unique_id': 'ima1_series', # A unique identifier for our single series\n", " 'ds': range(len(ima1)), # Using integers as time steps\n", " 'y': ima1 # The time series values\n", "})\n", "\n", "# Initializate StatsForecast\n", "sf = StatsForecast(\n", " models=[AutoARIMA()],\n", " freq=1 # Frequency of the data (1 for no specific frequency, or hourly, daily etc.)\n", ")\n", "\n", "# Fit the model to the data\n", "sf.fit(data)\n", "\n", "# Get the results\n", "forecast_df = sf.predict(h=10) # Forecast 10 steps ahead\n", "print(\"\\nForecast:\")\n", "print(forecast_df)\n", "\n", "# Model" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1aywCre969Pc", "outputId": "9d758ef5-3f3f-4212-8599-70fb7d2f2a61" }, "execution_count": 63, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Forecast:\n", " unique_id ds AutoARIMA\n", "0 ima1_series 500 -36.696439\n", "1 ima1_series 501 -36.696439\n", "2 ima1_series 502 -36.696439\n", "3 ima1_series 503 -36.696439\n", "4 ima1_series 504 -36.696439\n", "5 ima1_series 505 -36.696439\n", "6 ima1_series 506 -36.696439\n", "7 ima1_series 507 -36.696439\n", "8 ima1_series 508 -36.696439\n", "9 ima1_series 509 -36.696439\n" ] } ] }, { "cell_type": "code", "source": [ "fitted_autoarima_model = sf.fitted_[0][0].model_\n", "print(fitted_autoarima_model)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "lAFz66Un8kLH", "outputId": "eccdce15-3092-42e7-8037-00432816d50f" }, "execution_count": 64, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "{'coef': {'ma1': np.float64(0.9092546172913577)}, 'sigma2': np.float64(1.0099914279544253), 'var_coef': array([[1.8825789e-05]]), 'mask': array([ True]), 'loglik': np.float64(-710.4546259869771), 'aic': np.float64(1424.9092519739543), 'arma': (0, 1, 0, 0, 1, 1, 0), 'residuals': array([-1.08562961e-03, 1.50039447e-02, 9.98504972e-01, -1.83051895e+00,\n", " -4.01135932e-01, 1.39637672e+00, -2.06379156e+00, -7.84313377e-01,\n", " 1.53518707e+00, -1.07046473e+00, -4.96196564e-01, -2.58111314e-01,\n", " 1.62215373e+00, -7.51336945e-01, -3.39027886e-01, -5.24880884e-01,\n", " 2.27989884e+00, 2.10059195e+00, 1.06583294e+00, 3.22762000e-01,\n", " 7.90606906e-01, 1.43458651e+00, -8.95269461e-01, 1.14525656e+00,\n", " -1.23469414e+00, -6.44129510e-01, 9.17798309e-01, -1.44554158e+00,\n", " -1.12140977e-01, -8.85585871e-01, -2.26191570e-01, -2.82236728e+00,\n", " -1.72428477e+00, -7.26633645e-01, 9.58031453e-01, -2.09873476e-01,\n", " 3.73775707e-02, 6.56751525e-01, -8.57191042e-01, 2.71386481e-01,\n", " -7.96814323e-01, -1.72796204e+00, -3.74689634e-01, 5.62660689e-01,\n", " 3.43418020e-01, -1.93481878e-02, 2.39927708e+00, 3.84512670e-01,\n", " 1.00073162e+00, 2.20907732e+00, -1.28834627e+00, -1.03203224e+00,\n", " 1.74717031e+00, -8.17334496e-01, 5.45890816e-02, 1.04639306e+00,\n", " 9.01653548e-01, 1.73668802e+00, 1.49595068e+00, 1.05527302e+00,\n", " -7.69765330e-01, 7.99336206e-01, 3.02848635e-01, -1.31878629e+00,\n", " 1.42277138e+00, 7.89144518e-01, 5.44699129e-02, -2.41677932e-01,\n", " -1.18833703e+00, 2.01553716e-01, 4.64747104e-01, -8.32133069e-01,\n", " 1.17078520e+00, -1.11576105e+00, -2.09607214e+00, 1.03479987e+00,\n", " -4.08508144e-01, -1.17621116e-01, -8.43995784e-01, -1.59232073e+00,\n", " 1.25769580e+00, -7.02721025e-01, 1.67992270e+00, 7.74687963e-01,\n", " -2.92569375e-01, -1.10316467e+00, -7.06716580e-01, -1.22915360e+00,\n", " 2.11345611e+00, 1.21173532e-01, 1.18802505e+00, -1.31238432e+00,\n", " 2.33709784e-01, 1.12829185e+00, -3.00839593e-01, 1.00314456e+00,\n", " -1.06867872e+00, -1.36788160e+00, 3.96028886e-01, -3.97806976e-01,\n", " 6.62503727e-01, -2.00242328e+00, 7.52878112e-01, 2.55478420e+00,\n", " -9.10177539e-03, 2.02545769e-02, 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-3.80911728e+01, -3.84684899e+01,\n", " -3.74444150e+01, -3.70096530e+01, -3.67223018e+01, -3.65839292e+01]), 'lambda': None}\n" ] } ] }, { "cell_type": "code", "source": [ "arima_string(fitted_autoarima_model)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "crKZnXdISTBo", "outputId": "52af3d35-6d4a-4005-a903-22eb128af4d0" }, "execution_count": 115, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'ARIMA(0,1,1) '" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 115 } ] }, { "cell_type": "markdown", "source": [ "### 4. Modelagem sazonal: Prophet\n", "Para os tópicos a seguir (inclusive ARIMA), vamos usar novamente a clássica série Airline e comparar dois modelos: Prophet e SARIMA, de acordo com métricas preditivas" ], "metadata": { "id": "1EC-rBWtNkYh" } }, { "cell_type": "code", "source": [ "# Reading airline data\n", "url=\"https://raw.githubusercontent.com/jbrownlee/Datasets/master/airline-passengers.csv\"\n", "airline=pd.read_csv(url,parse_dates = ['Month'],index_col = ['Month'])\n", "airline.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 238 }, "id": "sWCN8pXMNqjW", "outputId": "8d508bc9-1834-4d39-b7ef-dcc01ff9f955" }, "execution_count": 75, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Passengers\n", "Month \n", "1949-01-01 112\n", "1949-02-01 118\n", "1949-03-01 132\n", "1949-04-01 129\n", "1949-05-01 121" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "airline", "summary": "{\n \"name\": \"airline\",\n \"rows\": 144,\n \"fields\": [\n {\n \"column\": \"Month\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1949-01-01 00:00:00\",\n \"max\": \"1960-12-01 00:00:00\",\n \"num_unique_values\": 144,\n \"samples\": [\n \"1958-10-01 00:00:00\",\n \"1950-08-01 00:00:00\",\n \"1955-11-01 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Passengers\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 119,\n \"min\": 104,\n \"max\": 622,\n \"num_unique_values\": 118,\n \"samples\": [\n 293,\n 340,\n 121\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 75 } ] }, { "cell_type": "code", "source": [ "# Transform dataset to Prophet\n", "df = pd.DataFrame(airline.reset_index())\n", "df.columns = ['ds', 'y']\n", "df.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "vm04V9vZN9TG", "outputId": "97e68ccc-7736-46a5-fe38-10b93d7f45b5" }, "execution_count": 82, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " ds y\n", "0 1949-01-01 112\n", "1 1949-02-01 118\n", "2 1949-03-01 132\n", "3 1949-04-01 129\n", "4 1949-05-01 121" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df", "summary": "{\n \"name\": \"df\",\n \"rows\": 144,\n \"fields\": [\n {\n \"column\": \"ds\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1949-01-01 00:00:00\",\n \"max\": \"1960-12-01 00:00:00\",\n \"num_unique_values\": 144,\n \"samples\": [\n \"1958-10-01 00:00:00\",\n \"1950-08-01 00:00:00\",\n \"1955-11-01 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 119,\n \"min\": 104,\n \"max\": 622,\n \"num_unique_values\": 118,\n \"samples\": [\n 293,\n 340,\n 121\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 82 } ] }, { "cell_type": "code", "source": [ "# get index for training dataset\n", "idx = df.shape[0]-12\n", "df_train = df.iloc[:idx]\n", "df_test = df.iloc[idx:]\n", "df_train" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "TUcc8uhLOR7j", "outputId": "63f02986-e1bb-4ef2-f48c-07bafea8ed5f" }, "execution_count": 85, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " ds y\n", "0 1949-01-01 112\n", "1 1949-02-01 118\n", "2 1949-03-01 132\n", "3 1949-04-01 129\n", "4 1949-05-01 121\n", ".. ... ...\n", "127 1959-08-01 559\n", "128 1959-09-01 463\n", "129 1959-10-01 407\n", "130 1959-11-01 362\n", "131 1959-12-01 405\n", "\n", "[132 rows x 2 columns]" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_train", "summary": "{\n \"name\": \"df_train\",\n \"rows\": 132,\n \"fields\": [\n {\n \"column\": \"ds\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1949-01-01 00:00:00\",\n \"max\": \"1959-12-01 00:00:00\",\n \"num_unique_values\": 132,\n \"samples\": [\n \"1953-09-01 00:00:00\",\n \"1955-12-01 00:00:00\",\n \"1950-08-01 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 106,\n \"min\": 104,\n \"max\": 559,\n \"num_unique_values\": 108,\n \"samples\": [\n 355,\n 115,\n 121\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 85 } ] }, { "cell_type": "code", "source": [ "## Prophet using default values\n", "\n", "m = Prophet()\n", "m.fit(df_train)\n", "\n", "# make future dataframe\n", "future = m.make_future_dataframe(periods=12, freq='MS')\n", "\n", "# predict method\n", "forecast = m.predict(future)\n", "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 423 }, "id": "CKAYb9-0O4fi", "outputId": "d01680ef-2c07-466f-b6c5-096f51f380a7" }, "execution_count": 86, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "INFO:prophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "DEBUG:cmdstanpy:input tempfile: /tmp/tmprt_wfu7n/izw30l_o.json\n", "DEBUG:cmdstanpy:input tempfile: /tmp/tmprt_wfu7n/flarua18.json\n", "DEBUG:cmdstanpy:idx 0\n", "DEBUG:cmdstanpy:running CmdStan, num_threads: None\n", "DEBUG:cmdstanpy:CmdStan args: ['/usr/local/lib/python3.12/dist-packages/prophet/stan_model/prophet_model.bin', 'random', 'seed=50781', 'data', 'file=/tmp/tmprt_wfu7n/izw30l_o.json', 'init=/tmp/tmprt_wfu7n/flarua18.json', 'output', 'file=/tmp/tmprt_wfu7n/prophet_modeld3axpt37/prophet_model-20251013014414.csv', 'method=optimize', 'algorithm=lbfgs', 'iter=10000']\n", "01:44:14 - cmdstanpy - INFO - Chain [1] start processing\n", "INFO:cmdstanpy:Chain [1] start processing\n", "01:44:14 - cmdstanpy - INFO - Chain [1] done processing\n", "INFO:cmdstanpy:Chain [1] done processing\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " ds yhat yhat_lower yhat_upper\n", "139 1960-08-01 527.280590 500.638342 551.991252\n", "140 1960-09-01 486.059339 459.498518 511.913797\n", "141 1960-10-01 452.372785 425.321933 478.266611\n", "142 1960-11-01 422.546610 394.918101 447.231719\n", "143 1960-12-01 447.861729 422.664873 473.433933" ], "text/html": [ "\n", "
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34tFHH4Xv+3jlK1+ZPPbw4cPYu3cvHn74YbzkJS/Bww8/jJtvvhn9/f3JY+688068/e1vx4kTJ3DrrbdW/Zmu68J13eTfM5kMAMD3ffj+5rwwfN9HEASb9vmRzYWuF1IvulZII+h6IfWia2Vreutb34qjR4/i7NmzuO666zA4OLguv8ONvl7m8kVoIoAIlv/5TAXIFAI4rgdeR2d8K8gVXAjfhxQcp8azkAroTRvottmS70kgFTKOjw7bwJ72sEs+Ou/AdV3onEGHwFyuCMdtWbX3aqOvlYXqfR4bWnS/+MUvxuc+9zk85znPwZUrV/CRj3wEr3jFK/D0009jfHwcpmmis7Oz4mv6+/sxPj4OABgfH68ouOPPx5+r5WMf+xg+8pGPLPr41NRURTG+mQRBgNnZWQCVI/iEVEPXC6kXXSukEXS9kHrRtbJ1WZaFI0eOAAAmJyfX5Wdu9PUycTWDwBXIqsKyj/UDiaIvMTYuYBt8HZ7d2puYLcDNFZCFhccvhL+HQ10msnMz1b9AARk3QCE6B+5yDWmTw+IaXKFw5vJVDLabCIREzhW4nBZIrdJ7tdHXykLZbLaux23oM331q1+d/PMtt9yCF7/4xRgaGsLf/M3fIJVKrdnP/cAHPoD3ve99yb9nMhns2bMHvb29aG9vX7Ofey3iuyi9vb0wDGODnw3Z7Oh6IfWia4U0gq4XUi+6VkgjNvJ6CYSENg90pIE2e/mfnZIKfs5Fa2c3utLLr9PaCi65s2iTNtpaLZzLhoX2Tbu70NbZveixOTfATCFAeyfHLd0tmCq4uJr10NFmYW/XZZyZKmBKWLihswtKKRTnXdhtXeiLVopdq832vy2WVd/r2vjbA2U6Oztx/fXXY3h4GD/xEz8Bz/MwNzdX0e2emJjAwMAAAGBgYADf+973Kr5HnG4eP6Yay7KqvkGGYWyKX14tuq5v+udINg+6Xki96FohjaDrhdSLrhXSiI26XlwZQICjxdbB9eW7sRyAYgJS401xbUupUBQMKcsC1w08czUPALhxZwe4Xnp9biAxmfNg6Rw37W7F3q4U0qYOOZnDeF6A6wb2dadxZqqASxkv+VqmCwRgq/pebab/ban3OWx4kFq5XC6Hs2fPYufOnbjttttgGAa++c1vJp9/9tlncfHiRdx+++0AgNtvvx1PPfUUrl69mjzmG9/4Btrb25OxGEIIIYQQQgipxg1kuC4sWpcVCAknECh4Ajk3wLzjY7bgLVoT1ixrw8p3lOe9IEkfLw9RU0rhSsbB3q4UXrKvC4f725A2w95tyuCIA++rJZhzTUPWpQTzDe10/8Zv/AZe+9rXYmhoCGNjY/jwhz8Mzjne9KY3oaOjA8eOHcP73vc+dHd3o729He9+97tx++234yUveQkA4Cd/8idx5MgRvOUtb8EnPvEJjI+P43d+53fwzne+s+5WPyGEEEIIIWR7cgIBpcJVYJ/7/iV85rsjUFUe12Jy/PWbn4+BdhuaBhT95lgbFu8o70wZeHIsAwWgv81CT0tpdN4NJFpMHdf3taDFqiwfLZ2BMQ1KqaoJ5pbOMFv0oZSCpjVH8NxKbGjRPTo6ije96U2Ynp5GX18fXv7yl+ORRx5BX18fAOCTn/wkGGN44xvfCNd1ceedd+KP//iPk6/nnOOrX/0q3v72t+P2229HS0sLfumXfgm/93u/t1EviRBCCCGEELJFOL6EhrAY/D/PTlYtuAEg7wk8NpbBq9ttWJwh0yTdW6dsR/nJq2Eo2JEFq8KKvkDKZFXD0Gydw+AaPFEqukdmSp1u22Ao+mE3vVmC51ZiQ4vuBx54YMnP27aNz3zmM/jMZz5T8zFDQ0P4x3/8x9V+aoQQQgghhDSt0dFRnDlzBocOHdoWu7hrybkBdAZIpXBxLiwW/+oXn489nTaYpoExDfd+8wz+4cQERqPPG5wh7waQUoFt8bVhjl8akz8zGZ7nfs6ioluiv82q+lptg8HiDF4gMRSNl88WfWQcH+22AUvnmHdcFP3mSXtfiU11ppsQQgghhBCyto4fP46hoSEcPXoUQ0NDOH78+EY/pQ2hlMK848PUGSayLtxAQmca9vekYRscps6gMw17OsIO7ui8AwAwOYMnFFyx9c91Z10felRMxx3qfd2VW6QCpdCRqh4YZvCwA+4KibTJsaM1HEuPz3XrTIOQCkV/679X14KKbkIIIYQQQraJ0dFR3H333ZBR+pWUEvfccw9GR0c3+JmtP09IuIGCyVlSJO7ptJMiNDbYaQMALs3FRbcGPwog2+oyTgCTMyilMBKdxd7fnU4+L6QC04AWs/aAdLutw4vei9K57mLFY/Jec4zjrxQV3YQQQgghhGwTZ86cSQrumBACw8PDG/SMNk6cXG7ppaJ7b2d60eMGO8Ki+/J81L3lDIFUW77ojm8cWDrDVN5D3hPgGpLOPhAGzaUMHS1m7dHwVktHoMLT8PGI+chMZZjanOOv0avYGqjoJoQQQgghZJs4dOgQGKssATjnOHjw4AY9o43j+BK+kDA4SxK3405tucGoCJ0u+Ch4pdRyN9jaCeaOL+FGr/98VCTv7kjB1EvXR9GXaDX5kuexLZ0BSdG9uNNt6QxZJ4CQtWLqmh8V3YQQQgghhGwTg4ODuP/++8F5WERxznHfffdtyzA1p6xojovEoe7FRXebraPDDserL0fnujUNKHpbvOgOBHyhYHIN52uc53YCge509fPcMVtnSfe/2q5uS2dwA9k0a9ZWYkPTywkhhBBCCCHr69ixY7jzzjsxPDyMgwcPbsuCGwAKnkC8OvpiXHR3Li66gbDbPe9kcWm+iEN9LTA5Q2aLn1N2fJnsz652nhsApAxvOizFNngYLhfIpNN9ab4IIRU402DxsOgueAKt1vYsP7fnqyaEEEIIIWQbGxwcrFpse4EE08Jzy80u64UhYk4gMJ51AVQfLwfCMLUTE1mMzpUSzPOuSIrWrajoB8lNh/gMdtypBoBASBhcWzJEDQAszmDpDJ6QGGi3ks726HwRQ13p5P3Zzp3u5v/TRAghhBBCCKlJSoWZgodnJrL49vnp5HxvM5NSIRcld1+adaAAtFs6OmusxorD1Ebn413dWrg2bAuHqc274esHSuvC9peNlxd9iZTBlwxRAwDGNLRZOtxAgmkarusJC/czU/nkMVzTkHW39mTAtaCimxBCCCGEkG0o7wa4OFvAIxdm8dD5GTxzNYf5oo+M0/zFkSskPKHC5PK58CbD3q5Uza71ns7Fu7p9IbZs0V1+0yHnBpjMewCAfWXj5cVAoM3WYdQx9dBmcfhRKv6h3hYAwJnJUtFt6QxzRR9Kbc8wNRovJ4QQQgghZJsZzzh48koWeS9ASmfoSZswo8Io5wZbemy6Ho4v4AmJTm6UQtRqjJYDZZ3uubjTzeBvok634wucncrjut6WJZPGY/FNhxaT42zUke5tMSvOXLuBRHeNzv9CKUOPA8xxqC8quss63bbBUPDDFWX1PL9mQ51uQgghhBBCtpm5oo+CF2BPh42+VitZE2VwDa5Q8MTmKCbXihNICKmgM62+ojvqdI9nXfjRe6OATVN0Z90A52cKODWRQ1DH7y6+6WBwhpHZxaPlcUe63uAz22DQNA1KqaTTPTxV3unmcAOxbc91U9FNCCGEEELINjPv+LB1tqibHY9NO/7mKCbXSvnri5PL9y5RdPekDdg6g1TAlUwYusa0MIxsM4h3bp+fKeD0ZH7ZMe7ymw7nq4SoeULB1NmyIWoxW+fJOfe46B7LuMhF57h1pkFIhWKTX1e1UNFNCCGEEELINhIIiZwnYOmLSwGdaZtqbHqtZF0fOgs7s3Gnu7zoXEjTNAx2LghTYwxZd3N0bvNeAJ1p6GsxcWYqn6SRV5N1AozOFaEhvOEykuzoLjvP7QukdIb0MiFqMdtgsKK1Ye22gf42C0Bltzt+ntsRFd2EEEIIIYRsI04g4QUyGSkvF3e+m73ozkQhYrNFH1k3gAYkRXUtgx3RDupkbZiGnBdsinCweceHxcMiuc3iODmRw3jGWfS4KxkH3780i8vzDgbaTADA+WhH976y8XLHF+hKmeCsvnP9BmdIGRyuqAxTOz21IEzN8Vf2Arc4KroJIYQQQgjZRhxfwAskrBqp1JoGOMHm6OCuBS+QcAIJS2fJaPlAmwVbX7qru3htGIMXbPz594WTCx22Aa4BT49nMVvwksc8O5HFo5fm4AUSgx02dM7gC4nLc/GZ7lKn25cKnen6QtRibRZPzrvXSjDPOkFdZ86bDRXdhBBCCCGEbCNFX0IBNdPJdcaSs7jNyAnCVV+WXgoRWypELVYquktrwzwhN3wqoNrkQl+rhYIX4OnxLCZzLh67PI8TEzm0WTr6Wq3kd39prgihgBaTo68l7HzLKLl+uf3cC7VaBgIZdv2Torus053SOYq+RGEbhqlR0U0IIYQQQsg2UvACLLUNzOQasu7mGJteC0Vfwo+Su5Pk8u7a57ljcYL55Wi83OAafCE3PHQuTCJXiyYXdrbbmMp7eOxyBpfnHexutxalkZ+fKd10KD9aYOus4aLbNko///q+UoK5jK4jUw876wVv+xXdtKebEEIIIYSQbWTeDc8z12JyBjdQ8IWCqTffrm7HF5gaH8PEyTGcvhIW23s76+h0lwWpSaXANA0K2PA1WEVfVt2rzjQNu9pt5NwAgx121cmGkeg89/6FIWpGeEa7EbbOwJmGQCoMdqZgcQYnkLg872BP2fvbzFMUtVCnmxBCCCGEkG1CSIWcG1RNLo9tlrHptfIXn/ss7n7Vi/C2u16Hf3v6WQD1jZcPtNngLFyLNZkLz0pzTUN+gzu3BS9ArVsjOtPQmTJqHiUYqbIurOhL9LRYNb+mFtvg4bUTSOhMw3W94fc8veBc92ydYWrnpvK4UiUMbiuiopsQQgghhJBtIgxRWzyKXM7gYbeyGcPURkdH8bvv/zUoKQGNAR0DAIAWP7Ps1+pMw85oFVYcpmbpDPPFjU3knnP8JW+iLCUeL99fllwulUK71fhAtMUZLJ0lwXIHe0sj5jFbZ8g4QRK4VotSCuM5p2lu/FDRTQghhBBCyDbhBBKuEFXXhcU0Ldxf3SwFT7lnnnkWUkavq6Mf4AbguyhevVj18VIpzBV9jM4XUfTFojA1izMUfLFsEblWhFTIe0v/PmuRSpU63dF4eSDDsfkWq7HRcgBgLPw6b+HasMnyopvD8cWy57oLnkDebZ7rj4puQgghhBCy7YyOjuLBBx/E6OjoRj+VdVX0BZQKz/supxmL7sF910FjUQnUtTv877kxDO0/UPG4gidwJePg8rwDaEBv2kTODZKzyaPxrm6dwd3AMDXHLyWxN+pq1oUTSHCmJTcTHF8gZfCGQ9RiHZa+qOgu73SHYWpq2QTzvCdQ8Jvn7DcV3YQQQgghZFs5fvw4hoaGcPToUQwNDeH48eMb/ZTWTdEXSyaXxwymNWXgVc/ATrzjw38AxnlSdN+wZwf6d4b/PO/4uDhXRN4T2Nlu4cVDXXjF/h70tJjwhMLuOEwt2m1tcg1eIDcsTK0Y7VxfKhivlnhd2t7OcGc3EE5CtFkc1jI7y2tJGTri0PtDUYL55YxTcS1pWP7ayrr+hqfCryYqugkhhBBCSNNa2NEeHR3F3XffnYwYSylxzz33bJuO97zjw2DLlwAGZ8g2YdHt+BKv/Jk34SsPPYFX/PtjAICX3nI4+fx80ceNA2142f5u3LanCzvbbZh6mOQtlMJgR9TpjsbL47CxjTr/7gQSss7JhYXOVwlRcwKB7rSx4udjGyw5ntBhG+hvDXd/D0+Xd7s1zBS8Jb/PVN6DaKKVdVR0E0IIIYSQplSto33mzJnSmd6IEALDw8Mb9CzXj5QKWWfp5PKYpTO4gdyws8prJU767t+5GwWzAwCwN0ouD6Ld3TtaLbTZlUFils6gAckY9qW5YrLHnGkacu7GFN0FL0Ad91CqOr/gPDcAKAWkzZVvlbZ1DoOHCe9AWZha2bnulM6Rc2ufg3cDgYzTXCF+VHQTQgghhJCmU6uj3draCragSuGc4+DBgxvxNNeVEwh4QtVVdBs8PKvcbOe658vWpV2IxquHok6vKyRMncOu8v5Y0Q7qgSi9POcJDF+4hB889G1kpsaRqXMN1mpbbuf6UkaS5PLw9UuloAFVX3+9bIPBitaGAcD1fa0AgNPlCeYGQ9EXNVet5dzwPPdKE9k3o+Z5JYQQQgghhERqdbTz+Tzuv/9+cB6eWeWc47777sPg4OBGPM11VfQlnEDUVaQZXIMfSDgbdFZ5LcQ7yk2dIecGmMqHI85DUTiaF0hYula12LN0BpOHhXdfSzgy/Qs//+/xtrteh1/68dvwt3/5F+s+FSAamFyoZmQ27nRHr19ImDqDbazsPDcQ3qypXBsWFvTlYWoGZwikqplgnnMDSBXuQG8WVHQTQgghhJCmc+jQoZod7WPHjmFkZAQPPvggRkZGcOzYsQ16luvLCcLkcs6WL2aYpkEh7P42i/Id5RejILTutJGMkrtCodXUk3Pa5axkbFpiRzq8rlR7P4BwiuKTH/oNnD1ffe3YWqln53ot846PmULYnY/PdHtRCnrqGopuAGi3FyeYn5nKQ5ad0dY0IOdWnw6YLfgw67hGtxIqugkhhBBCSNMZHBxcsqM9ODiIO+64Y1t0uGPFZXYjV9NM4+XlO8ovJqPlqeTzgZRot6ufZ+ZMQ9rg8IVCuwpD1NA5kHxeSoFTp0+v3ZOvwgkk3GBlO7rj0fL+VhPpaD2YG0i0mLyumzJLabMMBDIssPd2pWFyDUVfYiwKnwPC/eZx0V8uEBIzRQ+pFa4s26yo6CaEEEIIIU1pu3a0a8m4AYwGuqJ6k60Nizv9TNMWnecGwhCxpbq8rZYOL5A4uLMr/EDnzuRzjHHs2rt/bZ54DUVfQOEak8vLQtRcIdFhrzy5PGYbpWtMZxoO9ITd7vJz3SmDI+eJ5Ox3LOcJFH2B9DV22zcbKroJIYQQQkjT2o4d7WqkVMg4QUMhWQZnG5bKvRYKXmlHeXyeeW90nlvVESLWYuoQSuHw4I7wA1HRzTjH2z/8+2jrHaj5tWuh3p3r1VyIXv/+Rcnl117s2lHoXNztTkbMyxLMbZ3B8QXyXuVNnZwbwAtUQzeHtoKV58ETQgghhBBCtoQ4iXxhB9EXEmenC3jmag6nJrKYzHt4x0v34WBvSzgWHAgEQkJvgiIo4wTJjvKF4+VuHSFicWBZvKu7+7qbce9ffwV79u0Hb+9b9wTzOcdfcXL5+Wi8fF9X6aYDEK78ula2wWFGCea6yZOiuzxMTecMvlAo+AJdZV+bcVa+Am0zo6KbEEIIIYSQJlf0BdxAojNlIOP4uP+Ri3jySgZnpvLwhap4bE/axH965SGYOkPWCb9uqxfdUipko3VhSqkkSC0uuv1AwYySt2uxdAZNA3Z1hGvDZhyBG1/wUqQMjozjI++v3w0KKRVyTmld2HfPz6DN0nHLrva6vn5kwXi5L8Lucvlo+EpZZQnmaXBc37d4vBwAGANyTgB0lF7TZN5tutFygMbLCSGEEEIIaXqOLyGVgs40fPnEBB54fAwnJ3LwhUKbpeNFezrx0n1hz/FSVJCanMEVoikSzONOv8kZruY8FH0JrgG7O+zk8ymDLznWbEdrw1IGR7sV9i4vR+Fgls7hBhJFf33eKycQcAMFW2cYz7p4z5dP4Fe++AS++MTYsl/rBhJjmfB5x+PlngiTy1ej082Yhg5bT9bNHYw63ZfnnYpxclvnmC4LUyv4AgWv+c5zA1R0E0IIIYQQ0vScoHQ2+0zUcXzdjf340i+/AP/3bS/BH7/xZvzKi/YCAC5FhSTTNCgVFuxbneOLZA913OXe3ZFKimwvqJ1cHot3dfuBwmBnWKyPJjcoNPhCVbzPa6nol5LYT0/moABIBfz+g2fx6e+cT8bFq7k4W4RUQJulozsdBqe5gQxvKqxw5/dCHSkDfnSmuzNlJLvNh6cKyWNsnSHvCbjRe5ZzAzjR2rJm03yviBBCCCGEEFJhvugnBea56bDw+ZH93RjsTCV7qfdGo9YTWbeieGyGtWFFX0LIsNN/IRqtLl8XJpRCq7V00a1HXW5PyKRDPhrdoNA0DUopFP31KbrLk9jj32dPVEB/7gej+PDXT8OvMqGglMLjY/MAgP3dpd+9JyQ6lrnp0IiF3epDfaV93THb4HCCsLsNAFk3AINWdU/6VkdFNyGEEEIIIU1MKYWMG8DiGqRSybqo/T3pisd12Dpao/TqeGyaa9qihOmtqPwmwrnkPHOp6FZK1ZXs3mqFRXccpjZatnta05AUkGutPIk9fj0/99xd+NBPHALXgH88dRW//uUTycq3oi/wpafH8eb/9Rh+/8GzAIDrolVeABBIhbZVWBcWC0f1taTwrxqmFiWc56P3bCrnrcqZ8s2IgtQIIYQQQghpYm4gk/O/YxknOtusYXdHquJxmqZhb1cKJydyuDRbxHU9LTB11hS7urNOAIOFVerZqDMcF52BVNCXCVGLtVo6AqmwJxovj8+/A+EZ5bni+iSYlyexn09eTxo/drAXvS0mfutrp/C9i3O4+2+fxK27O/C1kxPIRcWtyTW88vo+/MqL91Z8z0bWyS0nZfDknLvBWVJ0n57MVTyOaeFYedEXyHoCKSq6CSGEEEIIIVtNmFwu0GFbODcdjhYPdaWhs8VjvIMdUdEddXANrqHgCwipwKs8fitQSmHe8WFGyeVxtzUO+PKigLWl1oXFFq4NK+90m1xblwTzcOe6D0tnFZMLB6LJhZfu68b9P3sLfv3LJ3B6Mo/T0X7swQ4bb7xlJ157pB+dqVJXOxASOtPqev31MnWGtMGRdQO0WsDhHa0AgGcn8+FNjuhaCsPUPPS0mCj6Al0pa9Wew2ZCRTchhBBCCCFNzAlK55nj878HFoyWx/Z2hR3ceI+1yUthV2lza5YOngg7/SZnmCn4mHcCaCiNl8fJ3VYdhbLFGTQAu6O1YeMZJymyLZ1jzvFR9CXaVqHoLvoCSqlF77sTCHhCocXkGMs4cAIJY8Hkwg39bfizn38uPvqNM2i3dLzh5p148VAnWJXz0uGOcr6qnW4gDFCbynsAwryAVpMj5wmcncrjOVERnjIY8p7EVN6DVKrq82sGW/NPDiGEEEIIIaQu5enj52aWLrpLHdxS0T0T+HADibS5xk90jRR9CTcQaLdMnJzIAgD2dKaS9VhuINHfZoHV0cm3dA5DZ2i3dFicwRUSV7Iu9nSmKhLM266xzAqExJNjGWScAPu7U9jdmUIq6kQ7gYQTCHSljGS0fF+VyYXBjhTu+9lblv1ZXpQYvtqp4a0Wh4xS1Jmm4chAG753cQ4nJrJJ0R2O5LuYLfjJzvH4OS2VwL7VNOfQPCGEEEIIITUopTBf9DEddeGaXcbxk/PMcZF2oLtGp7szLLovzkVBaiwMX9vKCeaOL5Jz22fLzj/HfLn8urBYvDZMSJWkvcfj3auZYD6WcXAl40CDwpNXsnjo/AzOTuXg+CLqgIe/m/j17K/x+6yHKxTaLX3VU8NTBk/eEwC4sb8NAHBiPJs8hjMNQobvWbrsPPfnfziKX/7rJ/Cnj1xY1ee0UajoJoQQQgghTS8utEdmCnh4ZBbfOT+Dp69kIGTzdNOqKT/PXO3870JxQNjCtWHOVi66y557fJ77ut7S61cKSdd7OabOYHINnpBJ4X62bPf0aiSYF7wAZ6byaDE5utIm9ka/kyfGMnhoZAaTudLNouV+n/UIhEL7KiaXx1IGh8m15IbNjQNR0T2RrXgcZxpyblCxZuzxy2GX31zDs/HrqTleBSGEEEIIIVVIqXBhpoBHokL7scvzyDg+UgaDE4Rjx82s/DxzrfO/5TpTxqK1YUzT1m0V1lrIuQG4Vj25XCkFTdMaWlXVZunwhEqC2Iany3ZPr0KC+fmZIuYdH11R2JmmaehMGdjTmYKQCmen88mo+bkqnftGKag1WdWVMsJz4vFNj5uiovvcdKHiemqzOKAhCZ8LpMITYxkAwIv2dq7689oIVHQTQgghhJCmNVPw8MRYBvOOj86Ujr2dKfS1Wmg1dbiB3NId3HrE55ltnS15/jemaRr2RCPml6IRc5NryLrrswprOUopTGTdhiYUMk6QdPoXFqmeUDC4VnenG4jXhslS0V22e7o8wXwlpnIuRmYK6Etbi8a9maahO21iX1cavS1m5c71FY6XC6mgaUiK+NXEmYZ220g63b0tJvrbLEgFnLpa6na320aSJQCEa8UKvkCLyZOz31sdFd2EEEIIIaRpFf0wubuv1aoorJrhrHI9qp1nXq5AKxXdYZiawRkKnoDcBKP4OVfg5HgGIzP55R+MMJCr4Ic3HcYzLgq+gM605Oy6F0hYnDXU6bV1DqVKhfvIbBF+VGTHu6mLfuPXVSAkhqfzUWL58kXwlYybTC4MdlafXFiOJyTsNUguj3XYOnxRum5u7A+L6BPjuVpfgh9eDtfa3bCjtWnSzKnoJoQQQgghTavgBagVSq2Api+6y4u/es//xue646Lb5AyeUHBX2L1dTUVfYM4J8MzVPCay7rKPdwIBN9rDfTYaA9/XnUpGmV0hYRsMRgNnh+MCvb/VRIvJIaTChWTFWinBvFFjGQfjGRd9LfXFxJ+LXs9QV6rm5MJywvemsU5/I9KmDoWyorvGue5yj42Go+VHosc2Ayq6CSGEEEJI05pz/JqrkHQtDHBqZhm3lFy+3I7u2MJOd1hIyk1xgyJOBtcAnJrILvv7K/oSvgi7wQvPcwOALyTarMbWe1l6WKSLsm53XNBrWjhB0WiCeXl4ml7nDYBk/Vt3yzKPrM0TEq22Xte6tJVIGQycaQhk7QTzclIpPD42Hz22OUbLASq6CSGEEEJIkwqERM4TNYtuU2dNXXTHie2LksvrHi8Pz3TrnMGXm2MUP+8JcE3DjlYTc0UfpyayyWj3QjMFD6cnc9A0DZqmJYVxeehYIBXarMaSu+O1YW4gkwJ+uCzBnK0gwXxheFo96r2JshQvkOho8KZDI1IGj0buw/fjSH8bmAaMZ11MVVnZd36mgHkngK2za3pdmw0V3YQQQgghpCmFIWISVo3R2WsNvdrswqA4BUtnDZ3/LV8bFhfaGsLz4RttrhhOLmiahp1tFi7NOTgzmU92QQPhzYZLs0V8/+Ic5go+drVbAEqrvco73QAaTu42OYOph93/agnmFmeYc+oPngvD0/JVw9OWshrrwhSAlLF2RbelM6QMllxHaZMnmQInq4yYPzYadrlv2dkOnTVPqdo8r4QQQgghhJAyRV/Ai86sVmNyBj/YHB3ctVD0BdxAwNJ5UqDVc/63K2WgxeRQAC7PhyPmTNOQ3+C1Yb6QKPoCVjR+rXOGvhYTw9P5ZL2ZLySemcjhsbF5cA3Y1WGDaeF48/nZqOiOdnQHUoEzreEQMU3T0GqGa8Pirvm5sk63pTPkvfpv5kzlPQSyvvC0WHkS+3KTC7WsZF1aozRNQ6etwynLFojPdT9dZcT8h5fD89y37m5fs+e0EajoJoQQQgghTSk5/1uje2hwBleITREQthacQGJi7DIef+Q7eOL8FQD1nf+ttjbM0tk175++VkVfwAlkxXGBtMmR0hlOTuRwJePg8cvzOHU1hy7bQFe6FEg2OleELxRsnWFXe9jJ96KANXsF67LaLF7R6b6ccZD3wqMKts7h+KLumxTTBa/hILPVSS5vfF3aSrTZBoQqTzCvfq5bKYXHouTyW3d3rOlzWm9UdBNCCCGEkKaUdYMlVw5xpkEpVHThmsmff/bPcPerXoS33fU6fPaBvwVQ/yjywgRzizMUosmBjRKHopkLOtPdaROOH+DJsQxG5x3sbrcWdY3j8e8DPenkmvBEOAVhNZBcHrONcBKgM2WgJx2ew473oJt6mPZeT9EdFuey4W57I5MLtcTr0lJr2OkGgLTBoQHJEYC4031yIgdZVoxfnncwmfegMw037Wye5HKAim5CCCGEENKk5pdILo8p1Zxrw0ZHR/Gf3vduKBm9tu494X8xp66vX5hgbuksOiO+cSPmS50p39luw+Aa9nTYVdO/q53nvpbk7vKcgNK57sowtZy7/GRAwRdwfIFUg932OBTuWpLLXSEbSktfqZTBYUQ3IgDgYE8als6QdYPk+gJK+7lvHGhb8+77eqOimxBCCCGENB0vkCj6y3cQDa4hW0dxtNWcPn0aMi64oQE9YdFtZifq+vq9C8bLTZ1FZ6o37gZF1g3Aa0wuME1Dh23UPEqQJJf3ljr9XiDRbq4sRMzSGXSmISgPU5sqhanZOsd0fvnrKu8KSBWeLW/E+VVILncDiXa7seT2lUgZLLppE9400TnD4R3hOrAT47nkcY/F57l3Ndd5boCKbkIIIYQQ0oRKIWLLFd0MOXfjU7lX257910GL05/b+wDDBoSP5z9nf11fP7hgvDzW6P7p1ZRxgkWj5fWKd3QfLOt0KwDpayi6Dc4qwtTOTpcX3Qw5TySFZi1ZN0ADgeWJc6uQXC6VQksD4W0rpXOGVpNXTJTE57qfHs8kH2vW89wAFd2EEEIIIaQJFX0BXygYy4zOWpyh2IRrw3r7d+KdH/4DMM6Bnr0AgD5LYdfuwSW/zhcSgVRJp3u8bG2YzjRkGliFtZq8QKLgi4bPPgNhRze+eRAXyPH54pUmd1ucweQavIpOd2m83DY4isuEqSmlMFPwkGpwlHo1ksvLn+d66EoZFYGFNw5Udrqv5lyMzjtgGvBc6nQTQgghhBCy+dU7Bm3oYeHkNNm57qIv8eM/8yZ85aEn8IZf+xAA4HkHdtV4rMDVnIuLc0VMFzyMZ52KtWFjmWjEnDPMO0HFTuz1Uu/kQjUjMwVIBbRbOnpbwkTz+IbMSr4fADCmIW2GCeYHutPQAMwWfcwUPADhDQohFfJLTFE4gUTBlw0X/uOrkFzuCxkll69POZg2dZRfNnGY2umpHLxAJl3u6/ta0Wqt3d7wjUJFNyGEEEIIaToZx4dRxzlZkzN4gWy6MLWiL6BBQ//O3fBadwCoDBHzhcR4xsHF2SJyrkBXysCtuzvwnB1tUKpybdjF2VKYmuNLeBswFeAEsq7JhWri0fLretPJmW9PhKvHriWwq90y4AkF2+DJOH75uW7ONMwvMRlQ8ASKftDwczhXI7m8kWkNN5AwOV/THd3lUgaHpgFChpX37nYbnSkdvlA4M5Uvnedusv3cMSq6CSGEEEJIU1FKYa6O5HIgDOBSwIamcq+FeceHzsOCLC7S9peNIl/NeehrtfDCvZ142f5uvHioC/u60+i09WS9056O6Fz3fFh021EY1kaEqV3LWfL4rHX5eW43CEP2VnpGHAh3hMf7p+PvXT5injIYZgpezcmAgiegFBoOUYtHy8t/n3kvwOi8g7GMU1fx7Ymww26ucXJ5LG1y2HrpXLemaaV93RPZJLm8Gc9zA1R0E0IIIYSQJuMEEo6/eJ/zUpqp0y2lQsYJYOsMUqlkp/N1ZaFbUikMtFsY7EyhzdaTDrCll9Y7xaPLl6JOt84ZAqk2JEwt6/g1k8uXk3S6y16/JyTa7WsbY7Z0hvgZxano5WFqKYOj6EsUapzrziyzR76Wc3ESe9lNhKIvMdBuYUerhbGMg9lozH0hpRSyToCME6C97Pe+1mydwTZYRbBcPGL+3fMzyY2EZkwuB6joJoQQQgghTcbxRTQ+XN/YrsE0ZJ1gjZ/V+nECATcIx6fHMy6KvoTONAxGnWulFDRNq7ob2tLD7qcvZGlt2Hxpt7embUyC+bwTrPj89dmpeF1YqUgNpEKbdW3rsiydgTMNgVRVO92WzqJz24vfrzhEbSVnqqtNLriBRFfKxG2DHXj+YCegabg4V0wmOAIhMZX3cHGuCF8qHO5vqyja15qmaei0jaoJ5t8dmY1eTwpdaXPdntN6ar5T6oQQQgghZFsr+hJCqorzrksxOEPWbaaiW0ZFmFF5/jcaJXaFhMmrF92mzqKz2wJ74rVhs6W1YbqmIVNc3/cqHmlfSdGdcwNcyboAFq/XSl3jeebyGxRxQX9uJg+pFJimgWkapFLIewJ9C77WCcIOeLpGergvJB4dncfzdrVXJIzXmlwQ0fovnTMMdafR02JieCqPi3NFCOGBMQ3daQOHd7Sir9Vc8aq0a9FuG/Bl6aZE3OmONetoOUBFNyGEEEIIaQKjo6M4c+YMDh06BMfqhIb6x2bjjmSY6Lz1B0GLvoBUCpxpVVdLuUE4el+ry9pu6cgU/SRIbTzrwou+xtIZ5l0/6ZavhzC8TaDNarwLGheofS0mOuywsx0nd1e76dAIS+cworVhezpTMLmGoi8xlnEw2BG+dybTMFvwsG/Baq+8G8AJBLrT1bvtH/n6afzTs5PoazHxqy/Zi9fdOACdabUnF4CK19Nq6Xjurnb0t1mYKfjobTHRkzaSGy8bYeFNjs6UgcEOG6PRJEUzF91b/39VCCGEEELItnb8+HEMDQ3h6NGjGBoawp9/7rMweP0FocFZuDZsAwLC1kL5GeK46Czv8rqBRGvUFa2m1dLhS4XutIG0Ea4NuxytDbN0Dsdf3xVr9e5cr6baee44uftai27ONLRaOtwgLILjwnrhvu7Zop+kdscKvoBUqHqm+3sXZ/FPz04CACbzHu795jB+/vOP4ptnpqpOLnhCwdTZotejaRp2ttu4caAN/W3WhhbcQBimZkTbAmLl3W4qugkhhBBCCNmERkdHcffdd0PK8C/yUkrc+9vvRWZqvObXFH2B75yfwXiyf1qDH8iKkKetLOMESSp1HOx1oOz8rifC0fNa4jHucG1YNGI+V1ob5gZyXc91F32JlW4Gf+rCBABgp136Dm4gkTKuLbk81mnryQq1+Iz0wjA1J5DIe5Uj+RkngF6l4PYCid9/8CwA4A03D+A//ugBdKZ0XJgt4re+dgr/+Z+eBbDwJkq4v/xax+XXWtrgSBkMxfIwtehc9652CwNt1kY9tTW3uX8zhBBCCCGELOHMmTNJwR2TUmBydKTiY0opPD42j49+4zRe9af/hvd8+QQ++L+fARAWl+HasK3f6Q6Ty8N1aars/G95kaYUljzTG4+dK6VKu7qjopuz8JzyehbdWbe+nesLfemBz+PL3/x2+M+f/ii+9MDnAYRFd+cSNx0akTZ1xE3sg71xp7tUdFt62NnNl00fJCFqVYrkv/zhZVyYLaInbeDdL9uPN926G1/65RfiV168BymjlD2w8LjAUpMLm4XOGTpTRsXKuZ98Th9uHmjDL79wT9WvWcGvfVOiM92EEEIIIWTLOnToEBhjFYU3Yxz7r7sOADCZc/HVk1fxlVMTuFgWCAYAp67mIKRK9iQ7G5DKvdqKvoAbKLRZHOPZ0vnfeOe2VAqahiVHqy2dw9QZfFEqukfnnIrH1FqDtdqUUitKLp+4chn3/vZ7gF/9bPh9Jkdw7wfei9t/9CiCVDfarNUpg1IGB9MAIVWp0102Xg4AGjTkyoL6in4YDNdiVv4OxuYd/M/vXQQA/PorDqAtWmnWaul42+378HO37ML//N5FPHZ5Hj9+qDf5OjeQ6LRX5ybCWutKmRV/DntbTHz2ructepyQ4XXasgGBb2thc98OIYQQQgghZAmDg4O4//77wXlYwHDO8bb//PvYuWsQc0Ufb/zzR/GZh0ZwcbaIlMHw2iP9+JM33hyOlAuF8SjZulkSzJ1AwhUCps6S88x7y5PLAwlb50uOIsep3GFAWFisx51uADA5Q2adVqzFZ+1NHnbu3/+Vk3jn3z21aFx7oUvnz0FarUBLV/iB6UuQQuDS+XPQgIpE8GuRMhhsncMTEgejBPMLc8WKc8uWrmGmbG92wRNwgsVp7P/9W+fgBhLP392BVx9emHcO9LSY+K0fO4gH3nxbxXEBuczkwmaSNjk0hDdTllL0BVKGvujGxFa1NX47hBBCCCGE1HDs2DHceeedGB4ehtYxgDk9DGR66koGBT9MiH73y/bjxw/1Ih39JX6wI4VzMwVcnC1id4cNk2vIusG6pnKvhaIvoKKArmS11MLkcq7BXmKHuakzmFyDG5R2dY+WFd2WzpBx/IopgbVS9MOz9u2WiYmsiwfPTgMAPvRPp/EHr72hahAZAOzZfwBa3/7wLPjcFSBwwTjHwJ590PnqnX+2dZ6cc+9vNdFqcuQ8gQuzRRzqa0kek3VFkgCf90SyViz27XPT+Na5aXCm4beOXlf3NRh+n2tff7ZeWsxwisIVcslr0Akk2i191W6ObLSt8dshhBBCCCFkCYODg7jjjjtgd+9IOohnorO1L9rTidfe2J8U3EDY/QVKHdyws6vgi5VGdm0OBS9AXK/F68L2L0jubrcNsGWK5TZLhycUBhesDQPCM99uoNZlHL/oCwRSQeelzj0AfOvcNO57+ELNrzM6+tD98/85/JfxM2Cc44Mf+yQ6+nbCrpL0vVKMaWi3dTiBhKZpyb7uyjA1hqIvku78vFN5Rt0JBP7bv5wDAPzCrbuTMfV6eIGEpV97Evt6CcPU+LKbApxAoKdla4zM14OKbkIIIYQQ0hQCIZHzRKnongwLn7jjWG5v5+Ki2w0knC2eYD7vlpLLkx3dZUW3LxQ67OWHXdssHb6Q6InWhkkFjMVp7zqDG4h1CVMrL87izv2O1nBf9/HvXcLXo9Va5eaKPt7xd09hWpjoS3P8l7t+BF956Am8/q63wBXhWerV3MfeYRvwowTzgz2Lw9R0zhBIFXa4pcJs0a/Ykf6571/C5YyD/lYTv/rivQ397HBM/dp3jq8XxjR0pYxlrx2lgLYtck69HlR0E0IIIYQ0gdHRUTz44IMYHR3d6KeyYcJR5LDzB5Q63Yd6qxTdcac7CnUyuIZAKrhbOMFcSIVsFDpWkVxeNl6uoOo6/xuP9WqahsEFa8OYpkEqVKRQr5VMWVc47nS//qYBvOW2QQDAR75xGs9czSWPzzoB3v33T2N4qoDeFhP3/dyteNUdr0D/zt0Awg5q+yoXc6lolzmApNM9PF0Zpsa0cE1Y0RcoejJ5fy/OFvHnPwj/zL7vR6+rmMaoR72TC5tJZ8pAIGtPlHiBhMFZ05znBqjoJoQQQgjZ8o4fP46hoSEcPXoUQ0NDOH78+EY/pQ1R9KNzs1yDE4iki319X+uixw4tKLo1TYNSatmx183M8QW8QMHiDBNZFwVfQGda0tUPojPY9Zz/tXSWvCdxgvmFsnPdTAtH2ddSmFzuJ/u0y28ivOtl+/DSfV1wA4n/+A8nMJ33UPAEfv3LT+PU1Rw6Uzr++A03JTdXSt8TaLVWt5hLGQw6C2/aHIxGw8s73QCQ0jlmCh7ynoArSiFqf//0OHyh8OK9nTh6sKfhn+0JifY6Jhc2k7TJoWnh6rlqCr5A2mBNk1wOUNFNCCGEELKljY6O4u67705WZkkpcc8992zLjnc8sqppGs5NFyAV0JnS0ZNe3NmMC8krWSc5q6xp2NLj5eG6sKWSywVMXt95Zlvn0FmY8L6/O3yvzpV1by2dYc7xV+V5K6XgBXJRonU47q+q7hznTMO9rz6Moa4UJnIe3v/VU3jvP5zAk1eyaLN0/PEbbq5I+I5/jqat/ih2yuCwdA43ELg+OsownnUxW5ZYnjI48p7AdMGDKgtROzmRBRDuq15pgF+j3fGN1mLyKBeg+g0uxxfoSplrHtK3nqjoJoQQQgjZws6cOVOxoxoAhBAYHh7eoGe0cXKeSIqZ09F57ut7W6sWMz1pAy1meFb5cnRW2WBbe21Y0ZdQCMe/z1UZLfcCCdtgde28tvTwcZ6QVbu3ls6Q8wQCce2TASPTBTx2eR4Pj8zgmYksxuYdzBd95NwAbiBg6RwTubBLzJmW3DBptXT84euOoM3S8eSVDB4dnUeLyfHpn7mp6nSDKyQMvvpFt6Uz2HqY9t5q6ckUxYmJ0ti7bTA4vkDGCaBHxaRUKhmNv2HH4ue7HCHD4n2rnOeOpQyehMtV40uFrio3yrYyKroJIYQQQrawQ4cOgbHKv9JxznHw4EEAYaF1cbawKsXRZjdf9JOCMi4Qq4WoAWE3PB67vjAbh6mV1oZtRQUvQHx7oVqImhtIdNpGXR3VeG1Y+f7pcHogfG/Czq685nPdUzkXp6dykArIewLPTubwbxdn8Z3zM3jySga+UNCZhvNx577TrghBG+pK42M/dRhMC1PV/+jf3YgbB9qq/iwv2o1t13HToRGapqEjZSSd2/jnx11sIDoHj3j/dFgkj845yHsCJtcqbo7Uy41ez1YrujVNQ3farHrtSKWgAU11nhugopsQQgghZEsbHBzE/fffD87Dv6RyznHfffdhcHAQOTfAY5fncWI8i3ln63Zw6+EFEgVfJAVV3OmuFqIWWxymxuAFCt4muUHhi8Uj10uZc0o3HZKiu6yY86VqKESsfG1YeE5e4vJ8lGDONXiBvKYE86IvcOpqDlIqdKZ09LaYGOxIYW9nCt0pA0ohORpwdib8fS4cGQeAlwx14W/echv+9pdegOft7qj589xAotXkybj9amq3DPhRONjeVPie/PBCZbK6wcKbOvE1eupqWJQf6m1d0XNyAwHbWP2bCOuhwzaqnuku+gK2wdFiNc95boCKbkIIIYSQLe/YsWMYGRnBgw8+iJGRERw7dgxTORePjs5hbN6B42/9VVjLic8zx+d/l0oujy1cGxaOU4tNE6b21JUMzi4I5KqlfF3awvPP5eoJUYu1WjoCKaEzLSl24wmCuFu+0utKSoVnr+Ywlfewo81a9HlTZ+hMGWiNiq+4073DDPCDh76NiSuXKx6/rzuNgSrfp1zc6V8L8fv6pQc+j/ve//8AAH5wdhx//1efTx7TYnIUylbaJaPl/Y2PlgPh6+mw6ptc2GzCMLVwRL5c0Zdos/QteSNhKc31agghhBBCtqnBwUHccccd2L17Ny7OFvDo6DxyTgCzOI0T338I5y9c2uinuKaKvoAvFAzOMJHzkHUDcKZh/xJju9U63YHYHGvDAiExW/Tx7GQO49GZ86XMFn04fnT+OUouLz//7K/gPHPK4IjjAqrtn2aahpy7sqL70lwRF2YK6G+1knP4S4k79w984j/hbXe9Dq+9/RZ86YHPL/NVlaTCmnVQUwZHZvIK7v3t90BdPQsIH0h34N6Pfyy5QdBuG7iuJ50UySejM9+7Lb/qjYTlBEqhPbU1O8ItJkfK0BfdtHECge701ryRsBQqugkhhBBCmkQgJJ69msPjYxlwDXjkH7+I1730ufjPv/Kz+NFbb2jqVWLl50PPTIbFzL6uVLJuqpqFnW4AmBwfw/998P9uePq7E0h4gUQgFE5MZJFZIil8vujjxHgWSoXd+jhEbagzlZx/dgMJk/OGim5LZ2BMw/jYKKzcVQCV+6ctnWGu2HiC+UzBwzNXc2i19LpC3ZRSODsd/k7V1AUAYUr/vR94b92FqlQqOfe9FlIGx+TohTDUUATA5Ej4fPsO4NLI+eRxcTFZHqL2P379zSu6kaAUttx57phtcLSafNG5bqWw6nvUNwMqugkhhBBCmoBSCk9fyeLkRA5dtgFvfhL3/vZ7ts0qsazrJ6nQ9YyWA6WieyrvIe8F+NIDn8fdr3oR3vTvfmrD95070c7xXR02co7AyYlsstqsXN4N8NSVDOYdPxmvjrvC+xeEqKUMtuRNiIUsneH//v1f4XUvfS7+3099CADw2LkryedtnaEQPc96uYHAqYksPCHRmaqvuJrMeyj4CpACmB1LPi6FqCholxKGqDV206ERps5w8OBBaHGo4fjp8L93Pgd79u1f9Pg4RA2Bt6IbCYEIx/63atENAN1po6LT7QXhNEazhagBVHQTQgghhDSFoi8wkXPR22IgbXJcOn9u26wSU0phriy5/Mzk0snlsTZbR3cU1PX4mYvhaPAmuUnhBKX1XwPtFsbmHZyeDEPHYm4g8PR4FpN5D7va7aSLWm1dmBvUX+TGpsav4NO/+xvhdRQVhjM+w8VL4VEFS2dwA1F3mJpSCqev5jCR9dDfuvT563LJfvC5MUCWAgEZ51UL2mqcQMLSNdhrWKRef2Af3vnhPwDjHBg/AwDY85JXoX/n7kWPjUPUMHk+vJkQqfdGgpPcRNi65VybraM8S60YhMnuVHSvoY9//OPQNA3vec97ko85joN3vvOd6OnpQWtrK974xjdiYmKi4usuXryI17zmNUin09ixYwfe//73IwiaO52TEEIIIWShgifglK0j2rP/wJKrxJqJG0g4gSoV3XV2ugEkZ56fOnd5U92kKPoC8bFWnWnob7VwdrqAS9EofCAkTo7ncHnewa52u+JcdFykXlfW6RZKoa3B88wj54ZL70l+FihmAMbx/WdHAIRn4H2hUKiz6J7OexiZLaK/1QRn9Z/ZjV/P4Z3dYUGLsOD+4Mc+WbWgrcYNJFptvaGf26gWk+Poz7wJX3noCXzo/e8BAEyqNAK5OKU7Hi3H1bMVH6/3RkI8uWDpW7dATRscnGnJOsOiH94YWot0+Y22KV7R97//fdx333245ZZbKj7+3ve+F1/5ylfwxS9+Ed/61rcwNjaGN7zhDcnnhRB4zWteA8/z8NBDD+HP//zP8bnPfQ4f+tCH1vslEEIIIYRsqLwnIIGk+OrfuRsf/PinSkUK4/iDP/o0BgcHN/BZro1ScjmHE4jkjPb1fcunQscj5k6qa1PdpMg4AYyy5xOfgT01kcPVrItnruZwfqaAnW1WMlYPoCK5PB4vV9Hu40ZHka+//vrK92RqBABQTPclH9KgIefW1/DKewJCqoa7zXHn/uXPO4yvPPQE/uSvv4KvPPQEXn/XW+r+Hr5cu+TyWMrg0ADsGNiF1/zYy9FicjiBxMhMYdFj4xC1n37Fi1Z0I8ENJNrtrRmiFmsxdaSM8D0CwrC/7rS5wc9qbWx40Z3L5fCLv/iL+NM//VN0dXUlH5+fn8fx48fxh3/4hzh69Chuu+02fPazn8VDDz2ERx55BADw9a9/HSdPnsQXvvAFPO95z8OrX/1qfPSjH8VnPvMZeJ63US+JEEIIIWTdzTs+jAVdvNff9ZakSLnvn/4Nb3jTWzfo2a2toi8RSAWdaTg3XYBUQFfKSHY8L2UoSjCfDoyKmxTl+87Xm1IKWTdYFDLWmTIQSIkT4xkMT+XR32ouOqM9kfOQ98Lk8viGgicUdM4aLroHBwfx0f/+P8BY9HXTFwEAk0GpMLJ0DdP5+v7ePVdcfI3WIzmj3p1G/87deMHtL6+7wx1TKlxTtZZSBoepM3hCgTMNN+wIb/o8PZ6teFx5iNovvPYnVnQjQajGdq5vRqbO0GpxFH0BqRQ0rTnPcwPAht8eeec734nXvOY1eOUrX4n/8l/+S/LxRx99FL7v45WvfGXyscOHD2Pv3r14+OGH8ZKXvAQPP/wwbr75ZvT39yePufPOO/H2t78dJ06cwK233lr1Z7quC9d1k3/PZDIAAN/34fuNJzCuB9/3EQTBpn1+ZHOh64XUi64V0gi6XjYvKRWmsgUYkBBB5e+nt28Hevt2YGzewXzegd+29n9RX+9rJVd0oIIAIvDx7ET497qDPSlIsXwHdrA9LCAvzubxuz93F170sh/BYyeexStfeDNeeOPBDbnei75AwXGRNjgWvoS+FMNE1kGHrcPQJMSCELPhq+Hr39NhgykBEQgUnQAGFDgEfH/xqPNS3vQLb0Hf4RcimB3DSdmHT/9wBmcmc8l1ZmoSc3kHuaKz5KizkAqTmTwMDYuuURH4ENHvb6Gwcx8eF9jXYVV9zHKEVIAIoEOu6e9Th4QOgYIjoNsGbtiRxg9G53Hiyjxee7gnedzFuSLynoDJNQy1G9B5+GcUWPze1CKDtX8966HD0DDmeLCZggEBU1v6NW22/x+q93lsaNH9wAMP4Ic//CG+//3vL/rc+Pg4TNNEZ2dnxcf7+/sxPj6ePKa84I4/H3+ulo997GP4yEc+sujjU1NTFcX4ZhIEAWZnZwEAur7h90rIJkfXC6kXXSukEXS9bF5FX2B2KoO0yZD1qg8yimKAKyKPXr78zudrtd7XyuWrWQQFH1kUcOLyDABgqI0jOzez7Nd2s/Dvfhdmi8jMTiOdsnHo8GFANzA5Obmmz7uWrOMjO5eBnjIhqvw6WwDIApBdPLWMZy6H7/vestc/VwzQanHU8XYsUij6aEnb6N9xA8R0EcAMhidzyfcWEpgreBhN+Ut2XguewOzMPNosHVm3ststRYBiLgNNAxivvF6mCgGyrgDTgC6tgOxc49ev44c3JwrzGkR+jQd9CxnMOwG0tIH90emGp8bmK67Fx0fCGyMHOi0Us3MN/4hAKARugGJGYdLZ2v9b7OU8ONkMZooctsGQmwPyS+zo3mz/P5TNZpd/EDaw6L506RJ+/dd/Hd/4xjdg2/a6/uwPfOADeN/73pf8eyaTwZ49e9Db24v29vZ1fS71iu+i9Pb2wjC29igJWXt0vZB60bVCGkHXy+Z1NetCSwPdHVaSYL2QtMPfX3dP75qGSQHre61IqSAzGjpNhbaUgYvZcKXVkV3daOvsXvbrn9MqAVxAzpOQdjs6UwZcw4OydfT1Lf/1a0FkHBjzDJ2djf8d+XIxLEgO9Xckrz+jOdjd24K+vraGv5/l+Dib57BSBm5q6QBwCTOOQGC1oStKQ88xB1ZrB/qiUf1qxjMOeBrorvKaROBDKaC1owtcr7xeTmXnAYSd+56e3prff+LKGC6NnMOefQfQv3NX5fcv+rCZhl39PWBrfO3vljZOT+bR1mnjBbwF+NcrOD/nwmjtTHaEn8+FhdqNuzqWvEbH5h0IBXTYHG2WnvzZzjoBOtMKuwd6kj3sW5XZ6uOCw+H4Cnv7W7Fjx9LX6Gb7/yHLqi+Ff8OK7kcffRRXr17F85///ORjQgj867/+Kz796U/j//yf/wPP8zA3N1fR7Z6YmMDAwAAAYGBgAN/73vcqvm+cbh4/phrLsqq+QYZhbIpfXi26rm/650g2D7peSL3oWiGNoOtlc/KUD6br0I3aIURpiyHrCggw2Mba/xVwva6VghcgAEeLzcE4w5npMETtOf3tiwq4alp0YKDNwnjWxWg2QE9bGmlLgyMVwPiGFDUBwt9nPc9/oZHZsBN8sK8t+XqNB+hoSa3od9GqMaQsC0LT0JbWsbvDxuV5B+fnPPS2hUFthiGQC9SS39+V7pKviUefW/j5kblwEuFAT0vNr/3SA59PdtIzxvDBj3+q4my0D4m+VguWtfYhXe0tKWDGBdcN7OzU0ZM2MF3wcXbGxS27wubes1PhiMKRgdrX6LzjI52yMdhhY3TeweVcgA5bR4etI9AU2m0dabv+tWubVSfjaEnZcKWPrrb6rtHN9P9D9T6HDbs18uM//uN46qmn8Pjjjyf/ecELXoBf/MVfTP7ZMAx885vfTL7m2WefxcWLF3H77bcDAG6//XY89dRTuHr1avKYb3zjG2hvb8eRI0fW/TURQgghhGyEuaK3bHFo6gyuEElScLNwAgknEDA5w0TOQ9YNwJmG/WU7qpezN+rQXpwNC3ZLZ3ACWff+6dWWdf2KRPJ6KaWSpO/49ccBVSvd52xyBlPX4EdrnQ72hGvYhqO1bACQMhhmin7FDvGFpgveomC4esQhagd6qv8+J65cTgpuINyvfu8H3ouJK5eTx/hCoqPBHeUrlTIYmFZ6348MhJ3bExNhd7s8RC0OWltISIW5YoDrelI4MtCGl+3rwi07w+9zca6Iecdft9ez1nTO0GHrSBkMLebGj4uvlQ17ZW1tbbjpppsqPtbS0oKenp7k48eOHcP73vc+dHd3o729He9+97tx++234yUveQkA4Cd/8idx5MgRvOUtb8EnPvEJjI+P43d+53fwzne+s+5WPyGEEELIVhb+Bd1PRldrYZoGpQAn2JhCcq0UfQGlAM40nJkMi5l9XalFqd5AWJT6QsGXEr5Q4JqGNlvHUGcK37s4l6waM3hYZBZ9ifb1PQUJIFwXZq6gw361LLk8TmX3hITJtYbXdMU0TUObpWM8yj062JvGt85NLyi6ObKuQMEXaK2yC9wLJLKuQGoFO6UX3kRY6NL5c4v2q0shcGnkfJJwrgDY67TPOmVwWDqHF0jYBseN/W349rkZnIgSzEfnnCRE7UCN13Q152KgzcLervDzLZaOg32t2N2ZwpV5Bxfnilt+XVi57rSJrBM0bXI5sAnSy5fyyU9+EowxvPGNb4Trurjzzjvxx3/8x8nnOef46le/ire//e24/fbb0dLSgl/6pV/C7/3e723gsyaEEEIIWT8FT6AY1LeDWIMGx2+uTnfBE4iPsZ+JCsFDvS3J571A4mrehVKAhrCzZnAGgwGzjo+0ybEnWq0VF92apkEBG9Lp9gIJJ5DX1BXe22knkw9u9L0aXRdWrs3ScUmG783B3rjTXUpxs3SGyXxY8FcruvNegKIvsKOlsfFupRTOR6/pup6Wqo/Zs/8AGGMVhTfjHHv27QeAZJXcSjv9jQqLbg1OVHTfFHW6473cp66Gxff1fa3Qq9xYKXjhNXewt2XR9ErK4DjQ24I9XSnwJcLGtprOlAG/w97y59OXsqmK7n/5l3+p+HfbtvGZz3wGn/nMZ2p+zdDQEP7xH/9xjZ8ZIYQQQsjmlPcCeHUWaTrXkHE2x6qd1TLn+ElX+MxkVHT3lQq0vBegM2XgUG8rTK7B1BlMzhBIhe+en4Ev5KLxcgDQNQ3ZDXivnEDADSRaVjA+fDZarVXeFXYDid5W85rC82ydQ0WT4/ENjXMzeUilwDQtCfjKewGAxdOmeU+ExW+DRdV0wUfGDcC00hGAhfp37sYHP/4p3PuB90IKAcY5PvixTyZdbjcQsHR+TTcdGsGYhnbbwEQ2nAy4oT8cIY/Hwk9N1B4tV0phsuDi+t5W9LXWvkHRbMVpd9pEd3rtz9tvpE1VdBNCCCGEkMbk3OV3UccsriHjBlDRedOtTkiFrBMkNxziTvf1vaWCxg3CEK1dHZVz4lIqmDzsSMaj2BfnikkhaekM8876v1eOL+ELCYM3/jOrdYU9Ud8UxFLi91cphcHOFEyuoehLjM07GIymBEzOMF3wcKBKRzrjhIVzo85Nh7/PwY5U8hyEVJjIuuhrNZPi8/V3vQW3/+hRXBo5jz379icFNxD+/m2drWhyYKU6bB2XoqmJDtvAnk4bl+YcnJrI4VR0nvtw/+Kie6bgo8M2cKAn3RR/PklJc90mIYQQQgjZZmbLOr3LMXUGN1DwRHOMmDu+gBcoWJzBCUQyHl7e6falqro/mjENrbYOT0jsbLfBmQY3kLia8wCEhWbRl3DXOXguPnO/kqIrHi8v73QrBaSv8aysbTAYXEtGtePvf6bsXHfa4MgUgyRwrfTzFWYK3jWd5y4PUSv6ApxrGMu4kKoU3Na/czdecPvLKwruQCpk3QB9rbVX6a2FlFmaDACAG/vDEfOnx7M1Q9R8IVHwBa7vbUW6iQPFtisqugkhhBBCtihfSGScoO7zqiZn8IVomnPdRV/ADQRMneHsVAFSAV0pAz3pUpGtlIJd4/1pN3V4gYTONOyOOuFxh9I2ONxArPu57vIz6o0oTy6Pi1QhFTTt2kPELJ3B5Dy5AVE6112ZYF70BfJe5fsVf6zWeLeQCl89dRXPTBUXfa7aTQQnkOiwdfS1mhjPuDWfs1IKVzIOdnekap4HXyspg0OPblIAwI3Rue7/8+zVmiFqEzkXuzvsRRMZpDlQ0U0IIYQQskUVPAHHr13QLGRwBl+oplkbVvQlFMJk9vIQtbirGQgJg9cOEUubOuKG5FA0Jn0hOtets7BoKq7zDYp5x4d1LcnlGrC3s5Rcbuv8mkPEFq0Ni4vu6VKYmh6dk1943CHviShUrPpz+MsfXsZHv3kO7/6nS/iDb52PzoWHzs/E4/LlRbdAV8rEjQNtMHWGmYJX9ftO5Dx0pozkcespbXDYOocT3bA5EnW6z8+E19bCELWsE8DiHAd7W67p7D3ZvKjoJoQQQgjZovKegCdUw8FKzgbtn15teS9YnFxeNloepoDXLjptg4VJ5UpVDVMD1jfBXEgVdkJXUCTGBeqeztK6tDi5/Fo73ZqmodXU4YnwFkW1Xd3h48Lz2+XynoCKzskvdDXn4n/+20UA4Vqvv31qAv/+8z/Ed87PhJ37Kp1uqYBWi6M7HRbexUBWFOoAMFf0wbSww1wtTX2t2QZHi8mTm1vP2dGC8iP6C0fL550AQ10pdDV5mNh2RkU3IYQQQsgWlXP9hgOqmKYtGgHeqsL95GFBmSSXl60LcwOJlMFqnnm3dQ6Da/CESrrD8blwIJwMmF/HBPPyM+qNOju9+PxzPIrNVqF72m7r8GXc6Q5/xqW5YsXe95TOMVPwoMoONM8VfBg1fv7/+PZ5FHyBmwda8fs/vhu72y1MZF2858sn8JtfPYX5KIBtqDv83UilwBB2kgFgd4eN63tbMJX3ky684wvkPIEb+tvQ17o4SX29dKeN5L2xdZ5MBwCLQ9SkkuhMX1vYHdncqOgmhBBCCNmiZgpLjyI/cmEWv/zA43jz/3oMXtR1s3TWFGvDAiGR98PzsUopnI2SrsuLG09ItNt6zRAt22CwOINXnmBe1um2dYaME0BKVfXrV5sTSLgi7HTPFjx87+JsRVjYUuKk7/Ki2xcSHStYPVZNuiwcrLfFRIetQypgZKb0fqUMjrxXOgcvpMJs0YNdZbz/h6Pz+KdnJ6EB+I0f2Y/bdrbgL990C37x+bvBNODBs9MAwsI6vrHiJZML4b9rmoaDvS0Y6rJxJevCFxITORcHe1uSmygbpc3WUbY6PBkxByo73W4gYephZ5w0Lyq6CSGEEEK2IDcIO3rVzis/czWHd/7dU3jX3z+dJCbH49cm15D3BYItnmAeJ4tbOsdMwce8E0ADsK+7VGwFNZLLY/F5b1dI7ImKtMsZJ3lvLJ3BDWRFN3ctOYGAUuE0wn/95jDe8XdP44++fb6ur43Hyw90l246KFx7iFosZXAwTYvC2bSqYWq2weAEMpmkyHsBioFcdI0GUuET/zIMAHjDzQM4vKMl+Rnv/ZED+OzPPy/pppcXq+FxAa3i++mc4Yb+NvS2mBiZLWJPZwrX97WsSnf/WqSNcIoivpbiMLWFIWpOIJAyGFoosbyp0W+XEEIIIWQLKkQdxbayEdqxeQf//4cv4H8/cxVAGAbWYnLMOwFGZgtJqFTGCeAGsiLMaasp+gJeIGFyLSk4y7uiseVC5tptHdN5DwPtFmw9LBrHMi72doW7oacLHgqeWJc1TsWysf8T41kAYdBYX6uJNz9/sObXlZ9/jjvd8Xqvaw1Ri6UMntyESJvhuPSjo/MVa8OYpkGq8Fx6H6LMgehcebm/fXIMw1MFdNg63v7SfYt+1o0DbfjCm27FQxdmccvO9uTjTiAx0GYtKqjTpo4bB9qQMjgO72htOONgLbSYOmyDo+hLtHGGl+7rQpul42X7uir+3BV9iV3tFgWoNTkqugkhhBBCtqC8J5LCCgD+/qkr+MS/nIUfhV3d+Zw+vP2lQ/iLH4zi754aT1K5Tc7gCQknkGjZuCOv1yweYda0UtFdHrjlCwmDa7CXCSVrtXSIKOhrb2cKp6fyuDhXxN6uFJimQSmsW4J51g1gcIacG2AyX0rl/tS/nkdv2sSrDu9Y9DVeIPHxB4eRi1ZRxWPVbiAqRrGvlcUZbCO8dtLgOBgV9wvD1Ewejsbv604j5wbQUFlMzhQ8/MlDFwAA73jpPnSmDIhg8XEHnTP8yIGeio/5QqKzxrh8d9pE9yYKIjN1hlaLY67gow06drRa+MbdL150wyB8TZvneZO1sfG3gQghhBBCSMNybpCEqEml8EffPg9fKLxgsAOff9Pz8F9ffRiDHSkMdYXFUVx0x4Xkeo1Mr5WcJ5JE7HNVim53wfnfWsqL8jjB/ELZuW4NWJSOvRaUUsi4ASyuJT+/J23gruftAgD87tdP43sXZyu+Zqbg4e1/9xT+4cQEmAa870evq0gut3VtUZd5pRjT0G7pSSJ3tfFyINzXPVv0EQiJ6YIHS68sMj/93RHkPIHDO1rx+psGGn4e6S109rknbVas59M5q0hxjwPn6Dx386OimxBCCCFki1FKYSrvJaPUo3MOcp6AxRk+/YabcUPZOdh9SSFZqPgezjrvn15t80U/KSjP10juTht82fVbtsHDndxCJkX3pbIEc0tnmFuH4Dk3kHADBVNnGIl+V/u603jfjx7AKw/1IpAK7//qKTx7NQcAePZqDm/9q8fxxFgGrSbHp/7djfjZW3ZWfL/OlFEzRG4lOlJGkhIev9fTBR9zxdL7k9LDkerZoo+cW5k58PSVDP7hxAQA4DfvuK6hkepAyGhcfusUqMud03aCcI86Fd3Nj4puQgghhJAtxgkkCr5MzuuenAjP/17f15KMm8fidUsXZ4sQUQq3wbd2grkXSBR8kXSpq42Xu0F9yd22zmDqYZhaPJpdfoPC0lk4yr/GwXNOIOEF4Y2TOBF8XzTi/pE7n4PbBjuQ9wR+7UtP42+eGMOxv3kC41kXeztT+Nxdz8NL93VXfD9fKrRZq7uGqrzgbTF1DHbYAMLgvpipM/hC4mrOQ9EXSXK5kAqf+JezAIDXHunHLbva0Yjldq5vRi1mtJIuqH7tOL5AymRbqntPVmbrXLWEEEIIIZG8G+Bq1sXoXBHnpws4OZ7FDy7N4eGRmS1dTNYrDFELkk73qajouWHB/l8A2Nlmw4x2UY9nXQCAxTVk3KBin/JWUvRFdGY53KM9XQh/5+XJ5VIptNZRzFg6g6WHhVHcvY13Xoef53ADuWrnumutH3P86Iw+r+x0x8/xv7/2CA72pjFd8PGJB8/CCSRevLcTn7vrucnjymnAqheoKYODs1Iid3y9xTd9kp+tAQUvqMgceGIsg5MTObSYHO962b6Gf3a8c91apTT29ZA2OWyD1zzKUfQletLmqk4jkM2Jim5CCCGEbDlPXJnHQyMz+MGlOTx5ZR7DU3lM5lyMZ5xkXVGzGh0dxTe++U1MXhlLxnNPRUVP+XqlGGcaBhd0cE2dwQ0U3BoduM2u6Av4QsHgLOly97dZyThvfDOhnlFkTdPQYRlwhcKB7jQ0hPvPp6MgM5Nr8AOZBLddi6wT4JGLs7gwU0imDmLlZ38vJJ3uUjHdaun4H6+/CQNtYfrdm27dhT96/U1VV6LFIXKrPYpt62HR6y5Yg3VyIrfgcRwFT6B86OKp8QwA4CVDXehpaTw4zAkkujZRUFo9DM7Qbus1b9gIpdBuU671dkC/ZUIIIYRsKV4gkXclulIGWq3Kv8pcmitu2UKyHsePH8fdd98NKSU0xvCfPv4pvO7n34xnroZhVtU63QAw1JXCuekCLswW8dJ9YRJ1xvHCM6Vb6IxsrLyIiUexy3cfeyI8G11v0dme0jEyG74Xe7pSuDhbxJmpPHpawi6kAq656JZS4ex0HlfmHUxkXUzlXRzqa02K5pwbgGsaAqlwMTpTXt65B4AdrRb+6hefj7GMg+fsqP67BuoPkWuUpTPYugY3kGgxgZuimzzxerOYrTPMFH20lP38+DE3VrkxVA+pFNqsrXetdqdMXJ5zFn083He+/Llv0hyo000IIYSQLaXoC3hCVE1lZpqGQpN2ukdHR5OCGwCUlLj3A+/FD0+PJOebyzuj5fYtSDDXOYMvN0+ne7bg4fJ8cfkHRrKun4wtx/upywtUL5DJiqt6lO/2PlQllZtrGrLutSWYj2ddXJgtYme7jZ1tFkbnXDxyYS7pemecAKbOMDbvIJAKls7Q37Z4p1ubrS9ZcAP1h8g1StM0dKaM5Lp5zo5WcA2YzHu4mnOTx6VNDiigreym2ImoG37jwNLPvRqlFDRta4WoxWqFpBV9gZShU4jaNkFFNyGEEEK2FCeQyWjxQibXkHWb80z3mTNnkoI7JoXAv50eBQAc3tFaMw16KErlHpkpnVXWEJ4j3gym8h4evzyPS7PLF97zRR9TeX9RiFp5p9sVMgqxqrPoNsJVTkKqqkW3pbOKhO5GOb7AmakcLB6u8DI4w2CnDa4Bj12exw9H51D0oxC16AjAUBSithJuINdsbLndNhDI0vj+gZ7w/SrvdjNNw96uVFL0T+U9TGRdMA24YUfjnW5XSJhrMC6/HlpMPTrOUfln1wkkWqMz36T5UdFNCCGEkC1lqULR4AwFT9QMq9rKDh06BMYq/+rGOMcMC1Oga42WA+Vrw0pFLdO0TXP+fd4JkPcEnh7P4Epm8ShuLOP4eHxsHlnXR2eUTJ4kl1esCxPJ5+sRnlVm8ITEwej7nFlQdBd9CXeFu83PTRcwnfcXnWXuTBkYaLMwNu9itujDNsqTy6tPLdQjHMVem6I7ZXCU/+mKz3UvHDEv93T0uQM96RUldYfj8vUfF9hM0iaHrbNFxxOcQKAnvbrp8mTzoqKbEEIIIVtK3hM1O4AmZ/CESoKemsng4CDuv/9+cB4WHoxzfPBjn8RIVBtWC1GLDUUF3GTeQ94Lx6QtfXOsDZNSIev46EmbYJqGJ8cymCwbVY5lHB+PXZ7HXNHH7nYbmqYh7wVJInv5ujCp0FBxZ+scJg/PKh/sCzu352YKSUfX1hncQKwowXwy5+L8TB69LUbV6zbueu/psGFUJJenFj22Ho2EyK2ErbMwXC4OU0sSzHM1v+Zaz3M7vkSbrTe013uz4CwcyXcWdLqVAlopRG3boKKbEEIIIVtKxvGrnucGSjuCN8tZ5dV27NgxPPT4KXz0+N/iKw89gZ/+92/Gs/G6sCXO+bbZOrqjrtrFqNttcg15f+33Ty/HFTIMPuMMvS0mhFR4ciyDmYKXPCbrBHhiLFNRcAOlELWetIGOKJBMKQXW4PlfxjS02jo8IbGr3Uba4PCFwsWoANY5QyBVw2FqvpAYnsxDqeUDs/RoFP5aO92Nhsg1KmXwZI0aUNbpnshC1lhBlxTdAysruj0h0VUlpX2r6EqZ8Mr+nPlCQmcahahtI1R0E0IIIWTLCIRE3hcwefWOl860TRUQthY6dwzg5he9FP07d2NkpgAnCM8v7+1aujO6cMTc1Bm8QC7qwK03xxfwhEzO//a3WSh4Ak+OZTBf9KOCex4zeR+7ygpuoGy0fMF57pWc/203dXiBBNM0HOxdPGIOoOGQvouzBVzJuuhrXRyIVo1SKjl3v9JOd7y/fLV3dMdMnSFt8OS6OdDTAktnyHsiuaFTTiqFE9FKu5tWWHQDQHoLF6gtJgdDaQohDFHjFKK2jVDRTQghhJAtwwlkmEytL/2X1ZWevd0K5t0AZtQVPRWN9B7e0bps6FY8Yh6PL1vRKP5q7J++Fk4gIaRK0sgBYGe7hXnHx5NXMnhibB7TeR+7OqxFr7Haee74/K/dYHJ32tSTs8rX9cRhaqXgOZMzzBS9Kl9Z3XzRx/BUAZ0pveK1LWWu6CPjBtAA7O1cadEt0WLwpHO+FsoTzHWm4XA0ZfF0lXPdF2eLyHvhjYA4dK0RgVTgTFuzmwjrIW3yijA1J5BoT+l1B/2RrY9+04QQQgjZMsJ1YapmpxsI/3JT3CQBYatNSoWcUyq6T14Ni5wjS4SoxeIE8wvR+LKmaZBKwVnBOeXVVO3na5qGXe02Zgo+pgvVC24gPHcNLNjRHXX+Gy06bYOFO7mVwqG+xQnmKYMh4wTJWealKKUwPJWD48tk7L0eI1GneGe7teJUa1fIhkLkVqLV4hBlo+TxWe24o10uLsRv2NFa982HcmHnfvV3jq+ntBE+/3g6wA0kulPmMl9FmgkV3YQQQgjZMhxfYvLKZTz68HcwceVy1ccYnCHXpEW3E4Q3HeIz7XGnu541TENVE8yRBKttlPKd2+WYpmGww8Zgh12zi39+uvp4eecKzv/aOofBNXiitDbsTEXRzeH4oq4R87wnMJnz0dPS2PMojZavPLm8nvPj18rWOTSUxqXj3dsnxxeHqV3reW7Hl0gZrGaOw1bAmIaulIGiL6CUgkLt/d2kOW3dq5cQQggh285ffO7PcPerXoS33fU6vPb2W/ClBz6/6DGWzpB1g6QgaCZOEIbEmZwhEBKnJ6Oiu65Od1jIXZgrJoFXts6vaf/0asiUde4b4QQCY9F6sfKiWymgZQXrsmyDhSP3gcTBaAx6POsi64Q3JQzO4AtV15q1vCfgBKLhEfe4072SELWJK5fxve/+K6bHx9Z8FDtlhOPSnoiL7rCgPj2Vg7cgI+Baz3O7gUSnrVec5d+KOlPhfnNXhMcfKERte6GimxBCCCFbwujoKD70G78GJcO/1Espce8H3ruo4x13K70mXBvm+BJShWdcz04X4AmFVpNjsMNe9mt3ddjQWbgW62q0ZsviYQBWPSPTayEOcltJF/PibBFSAR1lyexSKWhAw8UuEBbVKYPDFeF6qv62MPzs7HSp263VORkQP6bRQvF8WYjaxJXL+MFD36450VHuSw98Hq+9/Ra8403/Dr/6qhfhb77w5w393EbFnec4O2F3u40OW4cvVMV0gBtInJ4M/32l68KEUmjfwsnlsbTJMT1xBQ//67eQmxpf0b5ysnVR0U0IIYSQLeHZZ09DysriUAqBSyPnKz5mcgZfiKZMMHfKAuJORavCjvS31VXc6UzDns6wOI87qpbO4Aq5Yee6nUAknftGnZsujWLHrz8O2Vvp+d92W086tdVGzC3OMF1YPkxtuuCt6DXF5+0vPfZtvPb2W5ac6IhNXLmMe3/7PcmfDSUlfu1d78Do6GjDP79eOmdoNUtrwzRNq3qu+/RkDoFU6EoZ2NleO8G96AtMF/yK6xtY+53j6+lv//LP8at3vhDv/+U34k13PB+f++yfbfRTIuuIim5CCCGEbAl79x+Axir/6sI4x559+ys+pjMNvmjOtWFZJ4ARnX8+FRU39YyWxxYmmBtcgx/IDUswd3wJX0gYSwTj1RK/hvIQtbBr3vi6sFirpScBYbXOdedcsWiEupwvJDLFAOkGn0P5uPwXPvbbSRFda6Ijdun8uUU3o4QQGB4ebujnN6rTNnB5dDTpxscj5ifLEszj89w3DdS+MaSUwjNnL+LcUz/A8MhFXJorIueGkwJrvXN8vYyOjuJd73h7xZTOPffcs6Y3RsjmQkU3IYQQQraEnoFdeOeH/wCMh38BZ5zjgx/7JPp37q54XPyX+2YrupVSmHf8ZJ913OlurOiuDFPTNA0K2LiiO+psruS87rkqIWqekGi1dbAVpGQDlWPp8a7u8gRzW2dwfLHkiHnODaI9zI39NfvSrAMFIM0BlZ+t+Fy1iY7Ynv0HwBbcjOKc4+DBgw39/Eb9w19/Ab9alq+Qefb7ACo73fE/LxWi9pd/8Tm846dvxwfe/h/wq6+6HU9+4+/gBBIXZouYyntrunN8vZw5c2ZDboyQzWNrX8GEEEII2TYcX+Lo69+Erzz0BP7kr7+Crzz0BF5/11uqPlbTNq6QXCuekHADBTMK+4rPyh6pI7k8Vi3BnGsasu7GJJgXPIGV5mPF558P9FQW3StJLo+lDA6daQiExMHe0q7uOHhO5wyBVCgscW3lPYFAqoZXlsWd+72d1qIiutpER6x/52588OOfSm5Gcc5x3333YXBwsKGf34jR0VH89nvfVdG5/ZtP/BYAYGSm1Kk+EaWZ1zrPPXrpEv7ow79R0dX/vd/8dewzCnjurja0Whydtr6mO8fXw6FDhzbkxgjZPLb2FUwIIYSQbaPohwVa/87deMHtL1/U4S6nM5b8xb9ZOL6EJwQsneHsdB6BVOiw9SXPygJhhzwXpbnHqdgXooIVAEydYd7ZmATzeceHxVlDoWEAEAiJi3PhKPa+Bcnl1xJQZRsMph7uUx7qTMHgGgq+wJWMmzxG05AkmleTcYIV3UiI14Ud6u+sKKJrTXSUe/1db8GXvvM4/suf/b947NRpHDt2rPEn0IBqnVuVm0GPBSiEUxjzjo+Lc+HNnSMD1acxnjp1OincY0IIXLk0gut6W/Hy/T24caB9TV7DehocHMT9998Pvo43RsjmQln1hBBCCNkSMo4Po86Ol8m1ptvV7QQSvlAwOMPJifpC1DKOj9liAJ1pUAoY6g473RM5DxcuXcLkpRF07xoC798JL5DJ6Pp6EDJcv/XPf/9X+OR//o+QUoIxhg9+/FM1JxiAaDXWyXMQEkgbHP2tZvL9NC1cg7ZSJmew9TDhvdXSsb87jdOTeZyZymN3lBBv6xwzheo3KZRSmC54SK3gOSTrwrpTeP1PvgW3/+hRXDp/Dnv2H1iy4I619QzghS/tx8F93Q3/7EbFndvywptxjht2tOA7l/I4MZ5FEK0T29uZQkeV6YOM42Pfddct+j7lHeD1vB7X2rFjx3DnnXdieHgYBw8epIJ7m2meK5kQQgghTUsphYwbwKozcMvkDG4gN2wV1lpw/MXJ5bXOczu+wKW5IjyhcNNAG/paTLhCosM20JkKey4/+4afwdvueh3uuuNWfOWvP7/u4/huIHB59HJScAPLh4bFq7E+cu/HAACdKJSSy4WErfNrOv+raRo6bGNRgvnCc905T1T8PmJFX6DgiRV12+NOdzyN0L9zN3oP3wbV2rvs1wqpMFP0sLfTXpfQsbhzu7Abf9u+HQDCs9yl89yLr1EhFWaLAV5y48Ft1QEeHBzEHXfc0bSvj9RGnW5CCCGEbHpuEJ5nrnf/ssEZ8r4PN5B1d8c3u7wnwKIC82RU0BzZUVnQ+EJiMudB04D9PWns706j3TZwcjyLyXy46mpXC8dcMYDq3AVMnIWUEp/+3d/EL/3s6/D8G9bvjKkTSFw4P1xzDdzC7m7FaqzuvQCAsSe+i4krN6B/52640b7va+l0A0CbrcOXYZf2YI0E83nHRcEXsBcUuHlPwAlksje8XlKp5Jz9vmgaQchwqoFrGuaKPjpTtb/n1ZyLnW02DvS0NPRzr8WxY8dw/Qtejm89+jSef9Nh9O/cjR+OzgMIE8z9qNNd7Tz3ZN7DjlYTe7vSOHbsGI4ePYpHH30Ut912G/bvr352nZCtjIpuQgghhGx6TiDhBQIdllnX4+NVWI4v0Go1x193Mo4PS2dwAoGzUXL3DWUFjVQKlzMuBjtsXNeTRk+LmXSBW0yehIF1Ijqf3FUqaqUUePb08PoW3b5E/579VceUq4WGVazG6ok6hVMXkwLdCSR2tVsrTi6PlRft1TrdnGnhaLwrUHacHACQcwWUUsnNkXpdzbpwAgmdadjdHo6xeyK8ibC/J41TE7koxXvxDYWM44MzDdfvaF33cewD+/ZiSmtHfxTQd3hHK5gWHl/IuHMAFieXO76AVAqH+krPd3BwEJZloa+vb12fPyHrpTn+X4gQQgghTc3xS4nQPxydx98/fQW+UJBKQSpAKAUpFXZ32PiPP3odOAtXYblNMl4eCIm8L2ByDcOTeQip0JM2sKO1dBPC8SVaTY6bd7YhbVb+FS9lcGgIx/Sfs6sbD03NAN2lEVfGOHp3712vlxM+30Cgb2AXPvjxT+HeD7wXUoglQ8Pi1Vhhp3sPAECbu5wU6IFQaL+G5PKYbTAwTUMgVdLpvjRXhFPW2eZMQ6ZKUN9s0VtysuJvnhhDxgnwltsGYZUVyPF57j2ddpLUHXfur+tpQSAUnrmaw+52qyLJOxASc06Amwfa0NNS3w2p1ZQyeHITgjMNaZPjQE8aw1MFFP3wJsL1faVpDKUUJnIeDvamK65dQpodFd2EEEII2fScsp3bf/iv5/BMdKa5mqMHe/GCPZ0AmmdXd9jpl2i3dZxMznNXhqgVfYEWk1fthtoGg84ZfKFw09AA8OQM0B0Wtoxz/PpH/gBW1w4opVa0M3slsk4Ag2l4/V1RaNjIeezZt79maFi8Guu/fvA/QkU3DN7x//xS8ngFtSrnmVMGh6WHa9l60ga6UgZmiz7OzRRwJJosSBkMMwWv4v0KhMRs0a95pvyRC7P4xINnAQD/d3gKv/+aG7CnM+wQLzzPDYTXbn+bBc40HOprQd4LcHnewWCHnfzM8ZyL3R12RYL7eorfKzeQyTn2I/1tGJ4KX8/1fS0VNxeyboA2S8d1PS3rdp0RshlQ0U0IIYSQTS/nBuCaBqlUUqDc85K96EwZYJoGzjR88YkxPDuZx6W5Il6wpxM605pmbZjjizBdnDM8GxXdh3dUnt8tBgKDnamqxYytR4WkkMmubnvXQXzygX/A3v0H0NrTDydQcAO56JzyWlBKYd7xk/Hi/p2760rofv1db8G+216BX/naJZhcw1t/4S4AQBB1Wq8lRC1m6wy2weAGYSDawd40vn9pHmem8knRbescBU+g6ItkqiAfhat1pxZ3cAMh8d+/FRbcGoDTk3m8+X89hg/9xPX48UO9ZcnlpeLZl+FNFiDMKDjS34aCLzCRdTHQbmOu6CNl6HhOX+uG7bGO3ysnKIXH3djfhn84MZH8c7mCHx4BaGmSIx+E1Ks5kkUIIYQQ0tTmiwEsneFqzoMTSHCm4T+8cA9+7rm78MZbduL1Nw3gubvCfb6j8+H+ZoMz5NzmWBvmBBIKANM0nI9uOly3IDRLSqAjVb2YMXWGlMHgBBKDHTY40+AECntvfhH6d+6GpXO4gVi3BHNPhMF4Jme4knHw2187hUcuzC56XLX93RkeFnL7utPg0fnt+IbEanS6NU1Dh2UkUxLxiPnwZFmCucHgREnlsbwn4AtV9Vz1F5+8gvMzRXTYOv7qzc/H83a1I+8J/NbXTuG//cvZJKgtviECLN453mLpuLG/DTNXx/HP3/wmzl+4iOf0taBjiYC1taZpGnrSJop+aaKk/Az3wvPcvpDorHJTgpBmR0U3IYQQQjY1L5AoBgKWznBhNiw4d3fYi7p7nSxM5x4eD4s3k2soBgJBE5zrLvoCmhZ2iEdmwq7o/vKuqJAwuIYWs3YHMV6FpXOW7JyO3089OpfrrNM4vuNLeCL8nf7DiQn885kpvOfLJ/Dtc9PJY+L1YG+763V47e234EsPfB4AcC4KkTvQXT6KLWAbrGKU+Vq0p0oJ5nGY2g/PjSXFP9PCzIB8WdGdcXxUm5ieLXi47+ELAIB3vHQfDva24E/eeDPeels4Iv/A42N4YiwDoNTplqr6zvEv//UX8MuvvA2//R9+Fve86kX4+v/7v1bl9V6LDttIQvoA4GBPGi3RzYJbdrYnH1fRY1pWsE6NkK2Oim5CCCGEbGpOIOBGncyL0RhueUcQCAu0P/3d9wIAvvvDp/ClBz4PkzP40cj0VpdxAhiMYabgI+MGYBqS88BAWJSnDL5kQdNq6RBR4RO/f/FYc/n3WQ9OIOGLcCXWSFT4B1LhN792Ct85P1O5HgyV+7vj4wX7eyrPP3faxqqdEy7vmF/+4bcAAM9OZPDTZcW/zjTMOz6AsKCcKfhV15X98UMXkPMEru9rwetvGgi/ljP82iv24w9fdwTtZaPW+6Lfixcs3jk+OjqKu+++u+I9efvb34bR0dFVec0r1WqFYWrxzS2dM/z31x7Bx3/qMPaW/Tl1o9dERTfZjqjoJoQQQsim5vgy6eQmu4zL/jIfF2hqdiz8QMcA/usH3ouZq1fCMeYt3umWUiHrhuP18Wj5rna7oqtb9CXaU/qSydnlO87jwK4LZUW3wRnmi/5qP/2qnLLiPr6RsrczBV8ovP+rJ/G/Hzu3eH+3VPjsw+fwzeEpAJWdbl+uTnJ5LGVw6EzD2Ogl/NnvvgeQAki1Q6U6kuLf1hlmiz5kNCGQdYNFZ8qfuZrDl54eBwC8/47rknH42I8c6MEXfuFWvGxfF37ulp3JejsnkDC5VlHEnzlzZtF7IoTA8PDwqr3ulWgxdaQMXjFi/oI9nXjl9ZXrv4q+QMpcnSMAhGw1VHQTQgghZFNzgrBA07RS0b23rMub7G+enwCUBKw0lNmCsYsjkGrrd7pdIZNOf9yZ3r8grdoTEj3ppc/Kpgwe7i8vC1O7EBXxQFiUZ9wAUqpa32LV5D0RjmgrhYtz4Wv6xE/fgB872ANfKNw3rEHbf1vpC3Y+B3jzJ/G3F8MbDM/f3YGX7euu+J72KoSoxVIGg6lznD17Fsp3gLkr4Sd690EKgUsj58NC05Mo+gJ5N4ATTRvElFL4b/9yFgrAT17fh1t3d1T9Wbs6bPzR62/Cbx0t7Uj3hESrrVfsHD906BAYq3yNnHMcPLh+u9WrMXWGdltHMVh6SqLoS3SljGveo07IVkRFNyGEEEI2tYInkrOypfHyUtEZ72+G8IFseCZY696d7G/e6kW34wt4QsLUWWm1VHd54JaCBix5nhsIi1KTc7iBTCYFyjvdJmdw/PWZDMg4PiydYSrvoehLcC0cef/Yqw/jx67rgS8V2M98CNrhVwCvfAdw1+8DffvRYev4nVcewp/87M1JYFkgwn3Qq9lBDUPZGHbs2RdeW5Mj4Sf69oFxjj379sPSw9TuvBf+RyI86x37+ulJPD6WgaWHo+SN8EQ4Ll9ucHAQ999/PziPdoVzjvvuuw+Dg4PVvsW66m0x4fhLXzdCKXQ2GPo2OjqKBx98cMNH6Am5VlR0E0IIIWRTm3d8WDzcBTyWCZPJy890x/ubGefAfNiRfN3dv4H+nbvBNK0iYXorcgIJIRV0Vkou39ddeZ7Z0jlalzkra3IGS9cq1oZdybrJOe543/Jan+sOhETeFzDLjgvs6rBh8HCX+L0/dRh3XNcDAQ3qp94P3PIqQGN47ZF+/O1bb8PrbxqoKG6d6PWvxrqwmKZp6LB1tPcO4IMf/xS0qfPhJwYO4YMf+yT6d+5Ozo8XfIHZgg+TVe5M/x/fDr/mP7xwDwbarIZ+vlKoehPh2LFjGBkZwYMPPoiRkREcO3Zsha9wdbWYehL0V42QYTDccjeGyh0/fhxDQ0M4evQohoaGcPz48dV6uoSsOyq6CSGEkC1GSoWrWRdZpzl2UC9FSIW8J2DqDJfmilAI04+705Uds9ff9RZ85aEn8LLn3wIA6L8hHE02uYasuz7nlNdKeQcx2edc1umv96xsWEiGCeZdaTN5D89GaeCchXvQV6voni/6Va9RN5Dhiq/odwpUHhcwOMPHfuowfvRADwDgQE8af/pzt+DDP3k9uqqM0HtCRl381f1rbbttIJAKr7/rLfiv/+k3AQD9t96B19/1ltJzZRqm8y5mi17FfvM//8ElTOQ87Gq38ObbSvvHq61AW0hGkwt2jST2wcFB3HHHHZuiwx1rMTlsndecKnECAVvnFSvQllItNO6ee+6hjjfZsqjoJoQQQrYIpRSmci4eHZ3DwxdmMDZfXP6LtjjHF1EnlyVd0aGuVNWU6v6du/G8Q/sAVO7qLnhiXc4pr5Ws60NnYcd+IusCqBwvL/jhee56zsq228aiVVjDU6X905qGVZkMKPoCp6dy+P6lWYzOFSs6oE5cdHOWnOfeuyCN3uAMn/jpG/D5Nz0Pf/kLt9Y8Dw2ERXyHra9acnnM1hniZ/3SG/ZBAzCRDzBT8EqPMTgyToCCL5ObHkIq/NVjYajfr71ifxKGVmsF2kJe0rnfOoFjaYMjZbKaN2wcX0aFeX2lx2YNjSNkpajoJoQQQraAmYKHxy9n8MiFWYxnXWjQkPGav9Nd9EWpQKtynnuhwc5w//ToXFh0m5zBE2rTJJi7gcDITAGigZsAGSeAyUs7yrvTBjrKzvsKqSr+fSnlYWNx0X2mrOg2GENmFSYoxuaKyDkCQio8OjqPp69kksRyJyidf05upHSmFn0PzjTc0N+2ZCI7EK4aW83k8ljK4DCj4LlWS09udJycyFU8phhIeNEeeQA4O51H3hNoMTl+7LpeAFhyBdpCrpAwda2ic77ZMaahJ22iUONcdzEQ6E6bdd8Y2ayhcYSsFBXdhBBCyCZW8AI8NTaPRy7M4uJcAV1pA7vabbSYHHl3a3dw6+EEEgpxgRYWnQt3dJeLd1dfjqYA4qJps4SpzRcDPDORw7npfM3zr+W8QEZnlhnOzyweLQ+kAmcaWqz6CjRbZ+FOZalwqC8quidLRaSlM2Qc/5quq7wbYGS2iFabo7fFRG/awJmpAr5/aQ6TOTcMxosem6wLW+J3uhyF2qPY1yJlcFhlI9M39rcBAE6MZ5PHmFyD44uKYvLJsQwA4KaBtmRFWJKwXyZOQV/IC8Iif+F6sc2uwzZq3kySCmi39bqD0TZzaBwhK0FFNyGEELKJXZ538OxkHm2mjsGOVDKqakbBYpulg7tWin4pubx8vLyWwY6w0z1d8JH3AuicIZCbZ21Y0RfIugGeuZpLQuGW4gQiWRcWh6jtLxstj9dUtdR5Vjbs3jJ4gSzrdBeSGwC2zuAG13aue3SuiLwn0GqEoVm2wbGn00am6ON7F+dwNefBiH4v8TGAvUtMLyzFF+E+67UYxTZ1hrTB4cRF98DiolvTNLSYekXS+BNXws/3BnNJJztJ2C8Tp6Av5AqJDqv+wLHNosXi0Hl4Q6dcEIUA/t1f/UVDwWibNTSOkJWgopsQQgjZxGaLPlrMxQFEm62Du1YyTgAjKlbi879LFd2tlo4OOyxYLs+Xilp3mR3C6yXvhWPIFmc4MZ6rOB9cjeNL+ELC4BpGZhcnlxd9gTY77MjWw9IZbIPBDQT2daXBmYasGyRnxU09/NxKi+6sE3a5O20dKGvUMk3DQLuNVpPjSsZBi8ExnnEQSAVLZ9jRuvSO8VrcNT7/3G7r8BYW3RPZiimF3hYTbXapSH74TFhof+3/96Hk7HZFwj7CgjtOQV9IKSDdQMr3ZtFq6tHu8sprx/EFctMTeO+73tFwMNpmDI0jZCWo6CaEEEI2qUBIZN0gOStabrN1cNeClCrZ5zxX9DEfnTXeW+X8b7nBjvDzcRdVA5LzxBttrhi+np4WE14gcGI8i0KNs/lKKeSiz2maluzo3l+xLkyhp0qidy2apqHd0uEKBVNnSdc8PtfNNA1SIenuNurSXBEFX1QUoeVaLR37u9Nos/VkcmFvZ6piBVgjnEDC1lmys3u1tVk6hCoFzxlcw7wTVNzQKffM+QuYEwagJHDldMXZ7Thh/0/++iv4ykNPVKSgx5RS0DRtVdefrRdTZ2izOIoLbnAVfYGZyyMUjEa2ta33J5oQQgjZJop+2Mm2l+hibpZici04gYAnwk5o3OXtb7OWDZhaGKZmcIasu/Hvky/CHdhWFAzW32ZhKu/hxHgW/oJjAnNFH0+MZXBqIouUwREIiYvR69lX1ulXUGhrcBS53TYQiMoE89NlYWpMC89lNyrj+Lg0V0R3qr5Qs1rJ5Y3wAonOOn/eSsQddKUUDM7wnL5WAMDTZSPm5b5z8mL4D9MXAS+8ZsvPbvfv3I0X3P7yqh1uIApR41srRK1cT9pcdCPQFRK3HDlMwWhkW6OimxBCCNmkSsnd1buAmoZV26m8GTmBTM4zX6zjPHdsT1R0xzugTa4h5wV1BZetpaIvklA0IOwq72qzcGnOwenJPKRUyDoBToxn8fDIDC7MFNFpG+htMTE670BIhZTB0N9mAQhHq02doaXBUeSUwSGT7m1YRA5PlopuS2eYcxrfbX5hpoCiL9Ba502Ai7OLd3Q3SqjGbzo0ImVwGFECPlA5Yl7NJI9Wm409k3ys1tntauL95WsRDLce2qKz7eV/1pQCrts3RMFoZFvbegdGCCGEkG0iLqhrrdmxOMP8CoqjrcLxJaQK07nrCVGLxePll8t2dXuBgidk3Wef14LjSwTR+eyYzsPzzGcmcwiExHjWRcEX6Ekb2NFa+mtaPFq+ryudXA9FXyCls0Xn/ZdjG2GCuZCqaqfb1jlyrojOktdX/M0VfYzOO+hO1991vjB3bUV3XNit5T5r2wgLYC+6WVJKMM9VffxwJnxO2vjpMHV/ibPb1biBRFfagF7n+77ZtJgclh6GPNoGhxeE13uLyXHs2DHceeedGB4exsGDB6ngJtsKFd2EEELIJpV1A/AlzroanKHghWvD2BZbL1SP8i7+UvucF4oTzEeTtWEMOc9PQrc2StEXUFh8EyVlcHTYOs5OF9CdCjvbCyXrwsqSy4u+wJ7OVMOrpWydwdIZPCGTtWGX5opwfAHb4EgZDJN5D3lPoDO1fPGnlMKF2QK8QFXcKFjOta4L80U48m2v4flngzO0mBzzToA2AEf6w8mAZ6+GN0nKi2NfSJyKOuD3feoPIKdHsWff/roLbiBKLl+DnePrJW2EoY/F6FpygvC/43T9wcFBKrbJtrQ1b6MRQggh20AculWLGY29NuvasIzjJ53W0nj58qulBqPCfDzrJsnf4XnqjX2f8p6oGRjWbhsY6krVDCCrllzuS7Wi88y2zmFyDW4g0ZM20JUyIBVwdjr8GXFIX75GwNtCs0Ufo3MOelrqfy5OIDAeJabXM71QjRuFqK1lpxsAOlMGnCgcbG9XCq0mhyskhqP3K/bs1Rw8odCZ0nHroaElz27XEiaXb83z3ADAmIbulJH8WSv6Eh22vmU794SsFvoTQAghhGxC4domuXTRHXUrmzFMTSmFjBvA4uEY9KX5+sfLe9IGbJ1BKuBKxq0Yx95Iy91EWcr5svFyABBSgWmoez93OcY0tNsG3EBC07Sk232mbMRc04CcU1/RfXmuiEDKhorfOOSuvWzFW6NcIdFi8rpH4FcqbXLEq6eZpuFIlX3dQGk/980722seCVlKKbl86xbdANCZMpNd3Z6Q6G4gXZ+QZkVFNyGEELIJhcnlYslAJT06l9uMa8PcQMINwrVWVzIOfKFgcg0D7dayX6tpWpJgHoep6Uzb0PPvC5PLGxGOb4evI17x5QQCKUOvO7RsoXZbhx+tcIrPdZ9ZcK57prD8+yWkwlTeQ2uDYW4XykbLV1KgAuF70L4Oo9gpg4NpWnKGPDnXvSBM7ckrGQDAc3e2r+jneELB4NqS2wq2ghaLQ+cagmgCp9GgP0KaERXdhBBCyCZU9AUCqeoay1zpTuXNrOgLuIGApfOkQNuzxD5nIRXmij4uzztwA7loV7cd7freqATzhcnljYjPV3MtfA/C7yfRavIVr5ZKGRzxW5EU3ZPlRTdDzgt/B0vJewEK/v/H3pvHyXaXdf7vs9XWVb3e3m533757kpsVEpAryBKBDEuYSORnUEIcoyAiMyQiEEQcUBJkQBgVEWcy4kQxIGgEBhWQLRhiSCQhZL9L315uL7eX2uvs5/fHWbqqu7q7um/v+b5fL17hVp2qOufUqa76fJ/n+XxWV+WG85/nBr8VOx3feIGa1IJ2/EBEXlyn0u15Hj8+64vuy9Yqum2XuCLvyIzuappiCklNIavbxFV5Td0YAsFuY2d/qgUCgUAg2KWUzcZaoWVJanjbnYRuuziuh7qMc7nreeR1i9FchbN5HSRoSagUDXuRmVpcVdAtd8sWKCp1nMsbJWwt72tNRq3Uuu07nK+VhCoj4Z/DUHSfmC5FixIJzTfDKq1wbRUNJ3CFX91PyuF1cC7frFbspDbvyA1wSSC6T82Uo7n3iYLBuZKJIkuR2dpqCdvld/r8c1xVyMQV5soWCVUmtcPb5QWC9WBnf6oFAoFAINilZCtWQ7OqMUWiYOy+2DC9yvTsTGAiVm2idq5oMJbTcTw42J7i+P52fuZAB60pDctxq0S3X+mOqzK67WzZAoW+hHN5IwwFzuUHqo7f86DpPPKpfSHpRzodaE+hyBJ5w2ayaAJ+O77reZSM5c9XXrdYi3H+aiLg6mEECxibIboV2Y+8CkX3nqYY3ekYHvDklB8dFraWX9DZtGz3gWG7DM2VmS6ZUVZ69X2b0S6/GXSkYjieR3sqtiuTFQSC1SJEt0AgEAgE2wzX9Su4y81zh8RUmZLp4Lhb0za9UeQNCzX4sR5WRUOB5nr+HPsVfS286EA7l+5toTsTJ6bKpGMqtjvvYD4aPFaRJTxv68zUiss4l69ElNEdzHN7nocEDV0fS5HQFGKq3zIdU2X2B+f2RNVctyxJFIylzdQ8z5/nTq5hBnk46x/TWivdYW72+ZyD1dCW1DCrUgJCM7XHJ0PR7bear9RaPlU0GGxNkdBkRrIV8lU+A47nbUq7/GaQjqtk4iota3DXFwh2I0J0CwQCgUCwzfDnmb3GRLciYzneirO3OwnP88gH86CwuCpqBkJxT1NsUVUxrsp4eJGR2lhOjyqKkgSlZUTkRpJbB+fyA0FcmOl4aKq85nlumK/emkH19mjgYP70uWK0TUKVmSmbS87Bl02//Xy1EVc53SJb8d+HgTWKbsP2Z9o3qxU7FVOpPg2RmVow193IPHdBt0lqCkc6m3jBYBuX9DRjOp6fkW47wULK7hHd7SlNzHMLBAFCdAsEAoFAsM0ITcRiDYpuw966WeWNwI9Bc4kpMmXTYSpoeQ5Nt0zbF931FiXiqowkSXSn4yiyhOl4nAseH1dk5iqb34pv2i5la3kn+uUYChYd9lcdf1yR1yziQ1qC2DCAw3UczJOaQtl0luwOKJoO+hqOayQ4nq50LBLs54oGZ+YqDcffGbZLyya2Yic1BUkiWsC5pMpMrWI50WLFZXvri27X85itmBxoT9GS1IirCke70rxgsI3BthTTJRNNkUnscBO1kKaYwr625Jpy5AWC3cju+GQLBAKBQLCLqFguHjTUjqwEs7e7KTZMt1xMxyGuylFreWtSjUSW6Xgk1fpVzrgqowat5L0ZP14sNFNLqAol08FyNvdc6baDYfuLCKulaNhMl/xFg/1BpdtwfLfw882nboqphMXbug7mmoxuLT0HX9CtNc2pn6ljoqbbLv2tCabLFjPB8S6F63m43uZGUSVUmbgy3xlwYVcaCRgvGHz/9CyOB93pGD2Z+pF2s2WLjqYYg+21lf2WpMYVfc381L42DrSndk28liRJ7GtLbXiGukCwUxCfBIFAIBAIthkl02Y1OsaDXSW6K5YTZBbLdU3UTNulOVFfnMRVmZgiYy5ppuZu+lx3xXKxgpb41fLQM2cAaE8oUSb3cse/GhKa3xXgeR5HO33H7eGg1Rn8RR8XlnQwnymba6q2LxUX1teS4Mr+FiRJYjRXwV7gU+B6HjMlk5GsTltKoyW5eQLVN56Too6SdFyN2v3/9kdngaVbyy3HRbccDu9pIl6nfVySJOz8NJNPPMj42bENOgKBQLCVCNEtEAgEAsE2I1uxVjXbqUoSxS2aVd4IdNslXHOo53LtG07VF1wxRSamSliOG80Lj2Z90R1TZSzH3XQH8+qW6cnxMR68714mx1cWV/fcfRfvevd7AZh9+kfcc/ddgH/861ERTagKmuK34HekNFqTKq7nR2GFaLJEVl/ckm/YDnndWVMc1ELR7bgechD/1d+a5Pn7WunOxBnNVSgHJoHTJZPRnE5MlXlufwsvGGzbVKdvWZZormrHh/m87tC5/NIlRPdU0WBvS4LeTKLu/XfeeSeDg4NcffXVDA4Ocuedd67z3gsEgq1GiG6BQCAQCLYRluNSMh3iq2jLjKnyrhLdRcNGCUr9w0tESy01RyxJEumYiul49AVmaqGDeUjF2tyugEJwPPfcfRfXHr+MX7/hdVx7/LJIRNdjcnyM29/7Try2Pv+G2RFuv+2WSKyvx+xvUpOD/GkHSZI4usevdlfPdSdUmWzFwl1QdS4aDmXLXlNkV9hePtg6b4xX7UTektR4bl8rx7oyzFUszuZ1EprMlf0t/PT+dva3p87LRG6ttCTUGgfzixfkcdeb5y6ZNqoic2hPU93orNHRUd7ylrfguv7zuq7LW9/6VkZHR9d57wUCwVayOwZHBAKBQCDYJVQsB912aQ8MiMJYpjNzFYazFYbnKpzJVigZDu9+2SEO72kipkiULL8iqOyCTNy8bket2CemcgC0eL5Qsx0XVZaWFV2ZuMJo1qW/Jah0B+3l4Fduc5tsppbXbXLTE9z+3nfWiKvbb7uF4y+5mu7evkWPGTl9yt+2rd+/YXYU13EYOnWKgUs71iUqS1VkmmIK2bJ/Pg7vaeKBkWzNXHdSUygYDmXLqekuKBo2rseS19vd9z/Dlx+f4G0/1c9LLz8a3e553qJKtz/vLtV0d8RUmQu707Q3xXBcj850bMvngxfmooeVbvBN+i4IHOBD/M+uxYVdadpTsbrP+cwzz0TXRIjjOJw4cYL+/v512nOBQLDVCNEtEAgEAsE2omw6USTWj8ZyvOsrj5PT61ex//GxCX7rJYeIKTIFw3eSXigMdhrVTt//8Ld3cWKyG2JJPvyWN8B73sUrX/+LaCs4dyc0BQ+ime6RbMXPtpZ8sZ4z/MptvcrjRh3P9OiQL65kFVz//XQdh5Gh03VF98CBg8iyjNsRCK+ZEWRFoWdgP7F1cC4PaU1oTBYMYD42rLrSHVdlpksmZbNWdM+VLWJLnL+/+pvP8SfjXaDGedfXh3nDj37Me3755wE4VzLRbRdFgr5m//2xHJf2ptii90OSJLqXMCbbClKa345vOS6aIkcLXqbjcawnvWhRYK5i0ZJUo3z1ehw5csR/n6uEt6IoHD58eMOOQyAQbD6ivVwgEAgEgm1Edevz1586R063USQYaE3wwv1tvPGKvbzyaCcAI8GsshYYhxmb7Mq9EYRO39mpcW7//Q9CLAmugzd3lttvu4WxsdGaVuR6hGZVoegumk60cBFXZXTLjczCNprweA4cPISUzMCv3Qm/9AlIdyArCgP7DwCLZ727e/t49x2fhJYeAKTcOO+74xO0dPYsqgqfD01V+dNhbNiJ6VKUzS3VMVOzHZfZikmyTgbz5PgYf/L906DGwTZAi/N3c538r+8+DsyPC/S1JCP3ecNxad4Bi0WpmEJCVdCDz6imyFwQGNAtNFFzPY+iYXNkTxOpZebv+/v7+Yu/+AsUxT+XiqLwmc98RlS5BYJdxvb/CycQCAQCwbOIvG6hBRW/k4Gh1e++4iivPdYdbfPA8Bxff/ocI8FsbBgbpm/yrPJGoAdO3xPDp/Fae/0b81Pg2rjA0KmTHDkwuGxMVRgbpsoSnU0xzpVMvnHv/bz40oN09uxlJqjcLieG1ovQuXxgYIBfeN8fcfdcGzS1wRv/B7+636C7t4977r4raj2XZZn3feSTXHfDjTznla+Hu/6DhAxf/Pq36Nnbz1TRYE96cVV4rSQDB3PX8zjYnkKRIKfbTBXNqMocU2TmKiYH8N26S0F2d0edlulv//gUXPBi8Fz4/G1w6TVw2TV85kczFKVTDAQLIdXO5Z5HlNe9ndEUmXRcYbZskQl+Qt/wnL2UHhjh2qrPJ/hjIk1xja70ypX6m2++mWuuuYYTJ05w+PBhIbgFgl2IqHQLBAKBQLBN8DyPrG5FVdxTs36b76GOVM12Yb7xWE7HqTK42g2xYbrt4AH7Dh5C6pifZwaQFYXO/sEV47LiqhxU/z0Spu8s/Yf/42Nce/wyvvz5v8Zj88zUquPJei55wfwdmT18rrCPbz5you6s9+T4GKdn/UWXQ50Zevb658J0XDLruFiQ0JSgRdofaRgMYrCqW8yTmm+mFl5rRdPGtL1F7dSu5/GPE4HI/Mk3YPIEfPNTSP/mG8b9zX+M8Sf/NgTUZnRLsG6V+42mPRWr+Zxdc0EXX7jxyihDPaRiuaRjSsOGb/39/bz0pS/dNYJ7dHSUb3/728IQTiAIEKJbIBAIBNsW3XI4M1vmxLniVu/KpqDbLrrlElcVZssm2YqNBFEecEhXJk5MkbBdj4lgHleVJQrG5hqEbQRFw0GRJLp7+3jetb/k3zg3hqwovO+OT9DRvXdFgRZXZGKKxNjYKCMP/5t/Y2tPJGhnJs9S2CS392on9rBz4YYr9nL53maKpsP7vzOOe/inax7jain+zw9O8Sf3DgHUzASvd1XYz5+WIyF5NGgxrzZTS6gKuu1SMv1zlqvYyHV+QX7tiSmemTOISS7S/X8L+Aslv3P9z/AH/+kCNEWK2tTDSrfluKiKtG4z6htNU0zFW3kzdNuhI7V5kWbbCRGBJhAsRrSXCwQCgWDbUTRsJvI6Z7IVZssWHSmNAx1Nu8KZezkqlj//25bUeHyyAMDelsSiapksSfS1JDg9W2EkW6GvJYGmyBSNzc2f3gjyujUvwPYMwnCWG3/+Om746K109exlLG+sGJclyxKpmMKZUycgO+7fGMxGu47DzNlhsocObORhRFQ7sYeV6yv6mvnNF+3nd//5Kb59YgZe+274TgecfQIufxVc8DN8aRhApymm8OqLumqecz2rwooskUmoTBdNIJjrfurcIjM10/bzzdMxlXMlY1E+d9l0+NOgiv3WFx7kFa//Fk8/9ghHL76cvQODAHSmY7zrK09QMGwu7PJnoX3ncmVdItA2g1RMQZPnzdSWwvUgs4k54tuFpSLQrrnmml1TxRcI1oIQ3QKBQCDYNmQrFmM5ndFshZLp0JJQ6UnHKVsOhr05M7hbScVycD0/9utUINAOLmgtDxloTXJ6tuJnUA+2EVMkKrbjR2ptcbTSWrEdl5LlEFOCynAg/H72p66guyeDYbtoDZqIZeIanf0HkHITfmUymA+XFYUDBw5RthxM240E8UZQ7cTueV4kug+2p0ioCh959UX80fdO8fmHz8JLb6557NHOJn7+sl7+0wVdUWXbF3rSugvUlrjK2SBWLTQGe3JqcXdJ0bBJx1XKprPI+OyzD44wXTLpa0nwxiv6UHBIJRNkWtujba7sb+XuNz2XM3NlLgnitsKM7tgOuWZTmt8yrltLi24ziEBr2gFz6uuNiEATCOqzu3+9CAQCgWDHMFc2+eFIjrJp05bU2NPkmzQ5rsdcxUK3XZaIut01lE2H0B/sVNCKfKh9adENMBw4mMdUmbxuo9su6R0iYBai2y6G7dKa0MhWLGaC/OiDwTkwbZe4IjckOlMxhfbuXv7Ljb/I/5kBWnuiFvWBgX5myiZly1kX0W07LpIkLerECDsX0ik/lqtkOqiyFM0zK7LEu15ykO50nD/+/mlUCV4ymOZNP3WIS3oyi8ziwqrwerdip6oczC/q9kX3cLbCiTPDHB7cB/jV7tmKRTquYtgu8SZ/HybHx3j4yVPc9ai/r+/8mQPEVBlnCXf47ky8JgbMtF260vFljfG2EzHVN1PLVpmpLaRiOyQ05VkpukUEmkBQn535rSwQCASCXUfRcCgZNgOtyZo84NCZezeYhK1EVreiit+pGb/Ke2CpSneYQZ3zHcxjYWzYDj5PFcvBcjxiisTJ4Pj7mhNRpddwXJKasmxbb0goTH/pDa/3b0h38Hff+xHX3XCjb7JmuzUmZ2vFdT1+fDbPD4ZmGZ4ro1c9p267URty2Lmwry1Z04kgSRJvvqqff/jlq/iXt76AP7zuOVza21xXhPpVYWndq8JJTUGSfCO07/zj3VFL/htv/GXuuds3QUuqCgXdZrZsIiEhSRL33H0X1x6/jN/5wr1YrsdgrMJLD3Ws6rVtl5rP+06gPalF8XwLo97AN1FrTWg7tuPkfBARaAJBfVb91+Cmm27ie9/73kbsi0AgEAiexRSM+uZMITtZTDaC43oUdJt40Iocmm4d6miqu/1AYEQ1GsSGyZKE6+7s86RbLp7nIUlSdPwH98wvOpi2SybeWPUwrsrIkkQ6pkat0Hq8LbpfkqR1Ed2TRYORnE5et3lwJMe/nZ7l6akied2iYjmR6VbYuXBwmc6FlhVmgE3bpSWhrXtVOKnJxBWFkZFRbn/vO2HiaQC8rsORk3pCk6lYDrNli4QmMzk+5ruu91wAF/wMuA7Df/k+pibOruq1PbwdM88d0hT3OwPCRYdfv+F1XHv8smiBwnJc2nd7W84y3HzzzQwNDfHtb3+boaEhbr755pUfJBDsclb9Vy6Xy/Hyl7+cI0eOcPvttzM2NrbygwQCgUAgWIFsxVpyVleRJIqb5Da9VVQsB93251tnyxY53Xcu31+VZ1zNQEsguqtiwyTJd03eqZRN/5hhfp77cNWig+N5pOONmVP5DuYyluNyKBDuoZAHP3M5Wzk/t3fTdjk5XUKTJbozcQZa/e6DxyYL3Hd6jrGcjhoI5JVm9Btho6rCCVUhrkqcPnnCbwse90U3vUdxHYeRodNoioztepQtl6QmM3L6lL/tc1/nb/uTb+JNnmRk6HTDr+t6HpK0c+LCQlKaQnZqvG7U28RZPyLr2dhaXs1ui0ATCM6XVYvue+65h7GxMd72trfx+c9/nv379/OqV72KL37xi1jW6r68Pv3pT3PZZZfR3NxMc3Mzx48f55/+6Z+i+3Vd5+1vfzsdHR2k02muv/56Jicna55jeHiY17zmNaRSKbq6uvjt3/5tbHt3/zATCASC3YZhO5RMJ8qnXkhMlZ8VottyPOJVrch9LQly0xOL2lfBn43VFAnL8ZgqzseG7eTzlK1yLp+v9NeK1EaronFVRlP9/OmwWyBsWQdIqDK5ioXrNhIAVZ/RbIVzRTPyH5Alidakxr7WJE0xhdmSSUvSF8krVbobYaOqwrIs0ZzQ6OzfjyzLUaWbnqNIisLAft/pXZL8hZGkpjBw4CCSLEP/Jf62j30TuWrbRjAdl7iiLPm53640xVSmx84sMgxzHYdTJ0+SfJbOcwsEgqVZ01+5zs5Obr31Vh555BH+/d//ncOHD3PjjTeyd+9ebrnlFp555pmGnqe/v5+PfOQjPPTQQzz44INcffXV/Of//J957LHHALjlllv4yle+wt/93d/x3e9+l7Nnz/L6178+erzjOLzmNa/BNE3uu+8+/uqv/orPfvazfOADH1jLYQkEAoFgiyibDrq9tOjWFImy5UQV3d1IxXKqWqt9cZjSZ+u2r4I/697XHMx1Z+fnuvP6zhTdjutRMn1js3rt9bbru7o3KtBURSapKpiOx+FAuJ+YrhXdhu2tucW8aNicnCnTnFDrRtmlYgp7WxJ+rnO1c/kaK90bXRVuSag0d/bwvo98EmlmGBwbmtr4zT/4Y7p7+wDIxFVUWUIOctTf+gefglQLWAbS9BDvu+MT0bZLUT0DbdoumrpzMrpDYqrMkcOH/UWHKmRFoaNvkKQmr2uWukAg2Pmc11+58fFxvvGNb/CNb3wDRVF49atfzaOPPsqxY8f4xCc+seLjr732Wl796ldz5MgRjh49yoc//GHS6TT3338/uVyOO++8kz/6oz/i6quv5sorr+Qv//Ivue+++7j//vsB+PrXv87jjz/OX//1X3PFFVfwqle9it///d/nU5/6FKZpns+hCQQCgWATqVgujustaTwUV2RM26sxqdpt1HMuf/rery1qX62ueC9yMFdkjMC8aztQWMUCgG45mLZf6T9XMikYNooEg0F7vR/DJC/KLF+OdFwJ2svDSvd8e3lMlTEcP9JrLZyeKVE0bVqTK7e7TxZNSqaDIkvRe7ZaTMc//o0SqMmYgufBdTfcyFfv/SH7Mn6Fvu/5r4i2aUlo9AYLPQBtl70EgAs64nz1+w9x3Q03LvsaC2egv/z5v6ZJU3ak4diFh/bzG7/3UeTAMCx0xk939NDRtHPc2AUCweaw6r9ylmXxpS99ide+9rUMDg7yd3/3d7zzne/k7Nmz/NVf/RXf/OY3+cIXvsCHPvShVT2v4zjcfffdlEoljh8/zkMPPYRlWbz85S+PtrnwwgvZt28fP/jBDwD4wQ9+wKWXXkp3d3e0zTXXXEM+n4+q5QKBQCDY/pRMm+V+o2qhM/c2EZMbQfVMeyi6mT5Ts004XxvSH8wQh2ZqoZDcDmZqed3ix+M5JgtGQ9v7cWF+pfvk9LzTdxjpFeY5x1ch0NJxFdv1ohb1iYIRtd/LkoTnra3SPV00GM5W2NOgWVboRD/YmmzIeb0eYab4RrViJzUFRZZwXI/u3j6ed6gHgMcmFud1h/xoLAfAiy/a11CFe+EM9B//3m9Tnp1apyPYXNIJlZf/3C/ylfse4c8//xW+ct8jXHfDjbieR0tiZ7mxCwSCjWfVfxV6e3txXZc3vvGNPPDAA1xxxRWLtnnZy15Ga2trQ8/36KOPcvz4cXRdJ51O8w//8A8cO3aMhx9+mFgstuh5uru7mZiYAGBiYqJGcIf3h/cthWEYGMb8j4B8Pg/4CwqrnUvfLCzLwrbtbbt/gu2FuF4EjbJdrpVz+RKK5+DYS++HZVmUKgYZbfdVkGzHJV/RUQDbmhdp0two1Q31sqKwt38gOk/9zb7oG54r49gWsudh6CaFsk5cjrPerOZ6yZcNxrNlDNMk3tdK0woGYHPFCrZt4zk2z5zzv5cPtSejY60YBnvSMRzHxmlQJyueg2vbNKkqXekYU0WTp6fyXN6b8TdwbOaKOr3pxszZwG+Df3oyh21ZxJMKTgMLHCfP+cL1QHti2Wt8OSqGSUtCxXMdLHf9Oz5UXFQcyrpBKqZwrCvFl4CfjOfq7rPneTw06ovuK3qbFm3j2BaObUe3D514evEMtOswPnQC69JD6348G42Gi+TatHZ0sqezCwDDNJFcm5jkbvnf1J3GdvkuEmx/ttu10uh+rFp0f+ITn+ANb3gDiURiyW1aW1s5fbox98oLLriAhx9+mFwuxxe/+EVuuukmvvvd7652t1bFHXfcwQc/+MFFt09PT9eI8e2EbdvMzc0BoKpiBVWwPOJ6ETTKdrhWHNfj3HQWCSjYS++DUTCYnLJQjKW/f3YqFcshN5sjHVc4M+uSNxxkCd7xll/hTz78u7iuiyzL3PI7HySVTFDIzgLQofhf9mdmS9Ft5YLB1Dkbr7L+ons118tkXscoFBkvwH+U8xztSiMv0c4wV7F4crKILEEhW+ap8SwA/SkpOq5CwWCPnOLcucZb1ksVC6OQo+DFGWxWmSqaPD5yjoNJ/7w5FZsxq0inojf8nFMFg6HJAh1NMQrZ8soPAJ6a8M/Z3iTR8ayWQtGkuTXJuXMbM2LheR5uOUfW8XASKvuT/us8MVkkOzuzaG59vGhxrmT6IwAJa9FxuY5NpZhHkkBWVNrb25FluUZ4y7JMV2cH586d25Bj2kgsx8Ut55nVJZLB/HbF9H0ZKnkZu7T7Fgc3ku3wXSTYGWy3a6VQKDS03ar39MYbl5/XWS2xWIzDhw8DcOWVV/LDH/6Q//k//ye/8Au/gGmaZLPZmmr35OQkPT1+y1NPTw8PPPBAzfOF7ubhNvW47bbbuPXWW6N/5/N5BgYG2LNnD83Nzet1aOtKuIqyZ88eNK3xFXnBsxNxvQgaZTtcK3ndQpr1aE9qUStxPYqSjppO0dm5Pf9Onw/nigZqE7Q3xzk56ld5+5oT/OKNv8bP/qfXMHrmNP2DB+ju3VvzuKNSChhjvGjR1NKGLEnk0Imn03R2ptd9P1dzvUw5edLNGh1NMSYLBiU5xcE9i/cpV7E4m8uipVvoyfgLBcNFf279or4OMq3t/nbodHe20LlEhFo9ErrNybJCPKFxQXeBH54tM1qRoueUkjaG45FpbW9oVly3HJ4szNHaHqOtqfEc5tHi2UXHs1py6PR0NdN5Hu7nK9FtxRjPG2QycS5q9khpo5Qth2k3yeEFr3vvhC+Uj3Wn6dyzZ9FzObaF50G6pQ1F1ci0tnPbhz/OHe9/F67jIMsKv/G7d3DF5Zc3NBe/HRnWNQqGTSa4FipFg66Uxt6etb3Hz2a2w3eRYGew3a6VeLyxBe6tXx5YgOu6GIbBlVdeiaZp/Ou//ivXX389AE899RTDw8McP34cgOPHj/PhD3+Yqakpurr81p5vfOMbNDc3c+zYsSVfIx6P1z1BmqZtizdvKVRV3fb7KNg+iOtF0Chbfa1YFQdXUkgmlv/iSiQ8yra0K69pBxsUFVWLcSbrd1wd2tOEomrsHRhk78Bg3cftbfPdpE3HY6bi0tOcIBF3KTkbd54avV7KtkQiESeZiNGOzMmsSXvGpTM9/z6XDJsnpyuUHYm+1iYkScL1PE7N+jPqR7qaUVQNz/NQNI10Kr6q40pLCsl4HEeSONKVAcY5NaujqP5zpGWVYsHAQibTwPOO5EyyhsdAa2rJqv1CPM/j9Jx/PIc6M9FrrxZZtUknV3f8q6Ujk2KsYKOoGgq+oH5wNMcT0xUu6Gmp2fbhcb9l/rn9rUsek6Kq/nMF9//cL/0yP331KxgZOk3H3n00d/aSScbRVmGOt53obE4xe64YHZ+NTVdz0678G7UZbPV3kWDnsJ2ulUb3YUtF92233carXvUq9u3bR6FQ4HOf+xzf+c53+Jd/+RdaWlq4+eabufXWW2lvb6e5uZl3vOMdHD9+nBe84AUAvPKVr+TYsWPceOONfPSjH2ViYoL3v//9vP3tb2941UEgEAgEW0uj7tExRaJiO9iOuyPdjpejZNqE3buhw/Zy0VKT42OMnD7FwIGD7G1JMDxXYSSn09OcIK7K5HU/f1quE2W1GZi27woemn41JzTKeZ3HJws8P66S1BQM2+EnEwXOlUz6WxKR2/PZnI5hu8QVmb4Wf5TAdDw0RVp1XJamSMQUCdOuzeoOo9kU2Rf5JcOhkQLydNkkqSkNC26odS7ft0bn8igubYPFaVJTajwELu7J8OBojscmClx3SW0H4Y/G/I6M5/TVivGV6O7to7u3j2zFQlV2XlxYNem4ihecMC/4P+kVvAsEAsGzky39yzA1NcWb3/xmxsfHaWlp4bLLLuNf/uVfeMUr/HiKT3ziE8iyzPXXX49hGFxzzTX82Z/9WfR4RVH46le/ytve9jaOHz9OU1MTN91006qd0wUCgUCwdeQqVkOOzjFFpmA4GPbuE9053YpcuU+Fec5LqMB77r4rcoGWZZmD7/kckGIkW+F5A63EVZlSkHueim3N17xu++9TU1XbcFcmzkiuwlNTRY51Z3h8oshYTqevJVEjYk8Eiw4HOlLRHLG1xrgsSZJIx1UmDIMD7SkUCXK6zXTJjCrukgQFY+U5cctxKeg2yVUK/9PB8exrTZyfc/kGxoWFJFQZVZawXQ9Vlri4xzece2yidmZxumQynK0gAZf3rm3cw7BdWpM7O1orFfMXYGzXw3Z9d/mmLfrMCQSC7c2W/mW48847l70/kUjwqU99ik996lNLbjM4OMjXvva19d41gUAgEGwCrusFUVkNiG5Vxiib6LZL0y5qZrIdl6LpEFdlPM+L4sLqVbrrxS6duP9f4TnXMhLGhikyM7Z/nhpMtFp3KpafFV49oy9LEj3pBEOzZSzHZSSr05uJoy6oxp8MnNsPVR2/YbukYsqyM/9LkY75Wd1xVWagNcnQXIWTM+VIdCdVhdmyGVW/l6JkOlQsh85VzHIDnJz1j+dgUGlfC2uJS1sLSU0hrvpdCGpM5ZJAdJ+cKVGxHJJBpT2MCjvS2URmjfFYluvSvMOjtVKaQiLo2rAcj6Qqk4rtzFZ5gUCwseyuUoFAIBAIdhRly0G33YZEt5+rzLbIoF5PdNuNMpinSyYFw281H2xbLLpHTp9aFLvEnG/SNZL1HbgV2T9Pa8mfXi/0JV47rso0J1TOzFXoSsfqiugwo/tQlUg1nbULtERVy/ShPf5znpguVd0vU7Zc9BWuq5JpYzneqrsswkr3Up0LjWDYLpm4uuHjAnFVJqFK0WesKx2nsymG48FTU/N53aHofu4qW8ur8TwiEb9TSWgKKU2mYrlULIf2ptgil3eBQCAAIboFAoFAsIWUTQfT8VbVNrvrRLcVnANFjua5+1uTdc/JwIGDyHLt7VLeT+0IK90hZXPrRHfBsFGWqBq3JDQOtKeWFFz1Kt2265GJr80wJ17VDn44eM4a0a0qVCx7xfNV1G3kNfxqWq5zoVEs1yUT33iBKkkSLQkNs+ozFraY/2RyvsV8rfPcIWFXQSOLbdud9lQM3XawXI/WxNabOgkEgu3Jzv9rJxAIBIIdS8VyVmzrrUaVJQqGtcF7tblULDc6B6FAO1RVFa1YDpMFg4m8jtvUwW/83v9Aln0BJssKb/vVXwFgNKvjBmZOMUUmrzeeZ73e5HV7Ta3gluMyFDp976ltx17rPHM8nFN23Og5w8UNmO8MWEl0z5StVRu5eZ43P6N/HqLbrwpvTit2c0LDcuft1C7urp3rzulWtGhxxd7l57mzZYu8vvjzGhrjxVd5PrcjmbiK7XrIEjSJ1nKBQLAEO3uYRiAQCAQ7mpxuLZrpXQ5NkSkaW1fB3QjKpk14BuoJtOmSSW9zgoQqo8gSv/HWX+MNr3s1J06exG3u4dKjB/nMn/4bhuNyrmjSnYlvqYP5Qufy1TCcreC4Hk0xhe60PzvtuB6yJJHQ1i66NUXGdDwOBy3rp2bKOIEjOPijC/llzNR0y6Forv6YptbBuTyqCq/x+FdLcsHrXNzjZ6uHovuRs3k8YLAtSccy8+053QJJomy5WEWDrqqoODNwp9+sY9pIUjEFVZZIaipNwrlcIBAsgfjrIBAIBIItwfM85irWqiqYuzE2LKvPn4NTM6HpVm1VtL81QV/LvGi7qPtCDh/YzwPDc6iyxN7mOCNZnZFsJRLdW+VgXs+5vFGq57nD7ofQRGytrchxRfZjwxyXvhY/Us2wXcZyOvva/HOa1ORlzdTKloNuObSukCW/kFPr4FxuOb6T+GZFayU1JeoMUBWZY90ZJOBs3mC2bDY0z207LrmKzWBrgp7uFp6e0RnNVejNJFBkCcPxZ9TXek62E6mYQlJTSceUXdEuLxAINgbx10EgEAgEW4Juu+iWu2zLruf57uZR27QqY9orm17tFBzXo2Q6xALn8rDtOTQRi6q8dc5RXJWRJHA9j4GgilrtYK7bzpacp3rO5Y1yYgnn8tgaMrpDZFkiFTiYK7IUGZqFrwX+XHfZXPp8lQynpjLeKGHnwoHzMFGbX3TYnNblhCYTV5XoXKTjKvvb/evr8cki/zG68jz3RNFgb0uCnmb/f1cNtNLZFGcsr2Pa/vWxGTPqm0FClWmKybSntB0dfyYQCDYWIboFAoFAsCWUg0rswgreVNHga09M8cGvP83r/s8Pefln7udDX38a8MWk6bi7xkytYvlV4bgqz7ciS0StyKHgWtjyC/6P/fB8zIvurXcwX8q5vBGiSveeeZFqOi7pxPk5d2fiGqbjL9wcXsLBXLccSku0mOd0a0nBPTk+xoP33cvk+Nii+05Fiwjz8+m24zJRMGrMypbDCNz917KIsRbiqkJSk2s+Y+Fc9w9Hsjx5zncxf25f/XnunO7Pvh/pTEfnrCWp8dz+Fva3pZgoGlQsl/QajfG2G5Iksa81FUXQCQQCQT1Ee7lAIBBsAxzXo2DYVCyH7nR80+dwt4Ky6eC6vkB0PY8/+7chvn1yhjNzlUXb3j+cBfzZW9fdPQ7muuX4cWGKHLUiD7QmI4EVCvKlKt1h5X+gJQHASG7rHcyXcy5fidC5/HB1XJjtkjnPFvlUTIm6JUJBX22mJksSHn4b+UI8z2O2bNZd+Ljn7rui3HRZlnnfRz7JdTfcGN1/uk6lO2/YwSKLQUJT6FimQup6nv83oXlzBV1rUmOuPG+AdnFPhq8+McU//mQCx/XoycTpaU4sepztuGQrFlfsbaE1qXFuPmWMhKZwaW+GlCZzJqvvinnukIG2tc3rCwSCZw+75y+eQCAQ7DBCV+onJwt8//QM/3Z6hh+fzVNYxtBpN1Ew5iOYHjmb57MPjnJmroIEHOtO8+Yr+/nD11wE+GZioYCUJH9ueDeg2y6u54u+k7OL57mXy2dWFZmkqmA6i9vLYesczNfqXF6xHMZyfqW+ur3cw29xPh+quylCQV9d6QZQJIlcZbHTdsVyqFjuooizyfGxSHADuK7L7bfdElW8q8cFFr6nnekYVw60oikSw7nKoo4E2/WYLpmMZHUyCZWezGKBu5Gk4yqOV+VgHsSGFYPP4FKt5RNFg76WZDQrvxBVkTnaleY5fc3sWcaETSAQCHYbotItEAgEm4zrejw6kWeyYFIxbZAgpSm0J2NMFo1dU8VdiWxlPoLpySm/JHZVfwsffe1FNFfl3bYkVHK6zUi2wgVdaVRZorhLFibK5vzCw+kF89zgt1a3JJb+qm5OqMyUzJr28tAMbCsczM/Hufz0bBkPaE9ptKV8QeZ6HpLEkpnejRJXZWRJwnG9qL18JFuJOgkgMFOrWIvM1ErBrHd7qrYdeuT0KV9wX/IKOP5GeOI7uD/8EiNDp+nu7asZFxisEqGW69GS0OhvTdKe0jg5XWJorkJOt2lNqmTLFrbr0d4U46LudGCMt7nzz+H5Ds/FkT1NgRmdL8TrtZaHbeUXdKVRFRnLrb8wJkmSaMUWCATPOkSlWyAQCDaZsuVwNqejSLC3JUF/S5L2VCyqDu6WKu5yGLZDqSqC6elzftXxOX0tNYIb5uebq03CtjKDej3JGTYxJXQur2+6lVwm+7cp5lck9zbHUSS/inquZAK+0DQdb1Ovp9C5PLYGV+p55/LaqnAimDE+H3wHcxnLcelIabQkVFxvvv0b/PZn3XIXVZ3Lpp8lLy9oAR84cBCptQde9hbI7IHn/zzc/Bc8oLeh20703AOtycil2/M8JOZFbSqmcklvM8/f10ZLQmWubNGRjvH8wTaOD7axry21JVnWKU0hpsoYjr8AqCkyF3Smo/sXVrptxyWn2xzek6J1Da71AoFAsNsRolsgEAg2mbLpz/G2JNRFP+Qlzs+IaqcQmqjNi26/0n1BZ9OibcN5yeEq0W0EDsg7Gcf1KOj+fK/neYsyukPn8uWqvGGVVlVkeoMZ24UO5hVr887T+TiXn6xjOqZbDgnt/J27/fl3P6pKkqToNapbzOOqjG67lBbMwWcrFposLTJM6+7t48jbPglaHCZPwvQZSGT4P4/Mcv1nH+TzD58FalvLTccjpsqkqt5TSZLozsR5/r42XnignecPtNHbnNjSSLxUTCGpyuhV107YYt6e0moq9wBTJZO9zQkG29bu0i4QCAS7GSG6BQKBYJMpmQ4e1DVP0hSZgvEsEN2WH8GkBtXHUHAeraqmhexb4MytqdKucDD3TdQ84orMZNiKLEuRoGkknzqhzbdNL+VgvqmV7vNxLp+pX+luTWjn3R6vKjKZhBpdM4eXMlPzvBrzOdf1TdS+fc/dXHv8Mn79htdx7fHLuOfuu7j31AxPGykUCT7w8kN8+W0v5b+/8ijdmTiTRZN7T88C0BWbfz4jcOuvV7mPqTJtqdi2MFFUZInWpFbzfr5wfzsALznYUfO3y/M8HNdjX1tySxcKBAKBYDsj/joKBALBJpOtmFG76ULiqkzBsPGqTIx2I2XTIfzdPjRbwXI80jGF3jouzQOtfgW3utJt2u6O7wjw48L8jO4wWmpfayK6NpZzLg+pbpvub62tdIdspoP5ejiXV1e6LddbNG6wVloTGmbQHRG+xskFZmqqLJHV583UypbD6Ogon/jAb9UYpn34/e/hI//qx9j94nP7ed3P/gx7+/p57bFu/v6mq3h5ZhYqfp715z98C/fcfRfgv6fpmLIjxGlbKoblzv8dOr6/jc/f+Fx+6yUHa7Yzgs6G9Hk6zAsEAsFuRvyFFAgEgk3Ecb3AQKz+j25NkdBtz59lPU/zqO3MbNmM5n6fClrLj3Y21a3+hy2roZgM452MHd5ertsuHv7xnIpcrptq7u9tXj4+LqEpUdv0wtl32Pz592rn8n9+cgpNkfnZI3saeJzFVNGfRa9uxwbOe547pCmmEq5lhWZqodAPSagy2cq8+VzJdBg6dTIS3CHeVT/HZMmmOx3j135qX8192XPjfOv3fwXUBLT04J07xe23Pczxl1yNlWqnbYfMPKcWmKlB7YJIiG65JFWZ1DLeAwKBQPBsZ/svtQoEAsEuomw6VGx3yYxav2rp7PjW6eWwHZdilYnaM0G1sV5rOcxXumfLVo1r+U4/RxVrvtofRUtVmajZju9yvRyKLJHSFKyq2LDRoL0cqHEw32iqncunSya/+89P8Z7/9wRff+rcio8NFx16MvEoHsy0XTRFPm/n8pCkJqPIErbrRS3sk0WT735vfk47qSlUzHkztZJp07vvALJc9Xlt7YWrrgfg1pccWiQ2I1dzswznTgHgOg4jQ6fxPGg6z/izzaIpppBQlRU/ZxXLoT0VQ9kGbfECgUCwXRGiWyAQCDaRsuWbqMWXaC/VFBnL8Xa8oFyOiuUGrdO+WHm6qtJdj6aYSkcQ1xS2mGuyRGGHO5hndWuRc3ltPrW35OJMNZmEhmm79LcE7eW5SjSesJkO5tXO5SemS4Qy/4PfeJonJgtLPs71PP7hJxNAPefy9augpgIRqVsO6bhKs+xfP7/1nvdGc9rxwLE7NFObLZvs7evnfR/5JLIS7MfP/jqoGscH27j6cMei1xk4cLBWpAOyorB33/4VjfG2E0lNIRnzzeWWw3I94VguEAgEKyBEt0AgEGwi4XxtvTbqanZzbFglWHiIKb5xVRgXtlSle3J8jDbZn7MdngtEt+LPvu9UHNejqPtxYZ7nRfFSq3EuD2mKKTieR19LAlnyFzVmyv752kwH82rn8uooLsN2eddXHmc6iDKrxvM8Pvadk/y/J6aQJfj/Lt87/zjHpSmmLOl/sFriQfSYYbtMjo+RP/Ej/46OQVzX5fbbbmFq4iyu51G2nCgGK6nJXHfDjXzlvkf4tT/7Mgw+h5gi8e6XHar7Oe7u7asR6bKi8L47PkFrZ29gorYzRLccmKktjFCrxnE9ZPxrUCAQCARLI0S3QCAQbCJzy5iohez22LBwQUGSJKaKJjndRpGlRfnUAPfcfRfXHr+ME/d/E4Cvf/9+YD7eaafGhumWg2F7JFSZiYJB2XJQZSmayw5N1BoRaGFsmKbI9GZqzdQ208G8WpyFlftfuGIv+9uSTBZN3v3VxzGrqqae5/HH3x/iC4+MIwG/98qjvPBAe3S/bjnrXkFtS8XQbZeR06f8iC+APYPAfAt4TJbIVSxKpuNHlgUdGemObv5xIgbATVcNRO389QhF+p9//it85b5HuO6GG9Fth6S2vBv9dqM1oWFXjSYsjE3TbYeEpuyYlnmBQCDYKnbOX36BQCDY4YQmaisZQ+322LCi4UT55GFr+YH2ZCQeQybHx7j9ve/052Pn/Mzj7/3wESbHx9AUGdNxa3KEdxK67WI4vnN5OM9dHbkUxoUtNYZQTUKdn1XuX+D0HrIZDubFKufyMALu0p4Mf/S6i8nEVX48XuCOb52IWt//4v5h7npoFIDbfvYwV7XaNYLOwx8tWE8ycQXX8xg4cBBpZti/MRDdsqIwsP8ACU1hrmJRMGysIFcb4AsPjzNVNOlrSXDT8/pXfK3u3j6uOv4iunv7gCD+LKmt2OWynUjFFCRJwvW8aAGsOjatYrmk48qOWkgQCASCrUD8lRQIBIJNomw66La7bAQU7P7YsLxuRQL7qWVayyNDKoCsL7pp7fWrkYqEZbsYO7QNv2I5uF6tc/mhqkq/bru0JNSGMpvj6nxs2P7gOU5V5U+vp4O5abvkdavutRk6l3ueVzWj3sS+tiR3vPpCZAm+8vgkn/nu4/zBF+/lf/27L3rf9ZKDyI99s0bQ/cPf/l8kiXV3xE5qvojs7NnLr73pF/wbOw8gKSrvu+MTdPf2kdBkKpbDdMmkWh//aCwHwC89t2/Fz3A97HWMP9ssfDM1mZGR0fkFMIja8UdHR+hIxXbUQoJAIBBsBUJ0CwQCwSZRMu2obXg5NEXC3KVmalZgUhVWcCMTtT2LTdRqDKnmQtG9l4H9B5CC2LCVTJ42i5mSuaoFgIrlEOrpMKO7OirLctyGBVpcVYJrxuVw8BwnqvKn18vB3PM8TkyX+PF4gUfO5pkrz89oVzuXz5T9KrEs+dV7gBcMtvHOn/Hznf/3j6a5xy9wc3V6lpf1sEjQ3XHbrRSmJ9ctLiwkpSnEg5z3X/mlXyCuSBBP8Wf//ADX3XAjQHR/0bCj69TzPJ6Y8q/VY92ZVb9uuEixU+a5Q5KaQkKTOXnimUWxaa7jMD48RCYhWssFAoFgJYToFggEgk2iXCW0lmM3x4bplosRmG1BdVzYYtFdY0iVHfdvTGZItHVF22yHc+S6Ho9PFnhisojToLDN6zZasKAQtmIfWJRP3ZhAU2SJppiCabtR/vRC0b0eDubTJZMzcyXiisRotsIPzszx6Nkced2iYs07l4fZ171pjUcf+LeoXfzqHg8e+yZIwU+PH/wt3/nwzTzy4AOLBZ3rMD12Zk0V5eVIagpxVUK3XVRZ4liPL6AnnflzX72gE74HkwWDuYqFIkscqbNAtBKm4wXxZzvrZ5ckSbQnNfb07a/ryD6w/8C6jwAIBALBbmRn/fUXCASCHcxc2YqE1nKEsWHbpYq7nlQ7l5dMm5EgU3op5/LIkOpvvkhH0hdAI3PzsWHFbeBgbjguZdPh5HSJ0zOlFbd3XS9qsXernMsPdfhiznY9FFlqKC4sJBPXMB0vqpbPlC2ylfVzMLcdlxPnSngupOMqfS0JMjGVkzNlfjA0x6mZ8rxzedBaPvaje2vmf0eHTsM3/wx++Pfwr5+GH/wtruMgSdJiQScrXHT0SEPt9ashdOQOP1sXB1XrxxZEmmmKTE63SQSiO6xyH+pIrdipUg/DdkhoMqkdVukGaElqtHX3LnJkv/VDH6N/YEA4lwsEAkEDCNEtEAgEm4DtuGR1a1VCaqfOKy9HtXN5WOXuTseWdakODan2d/jC/ExgEhZXZbJLzBdvJrrlYDq+SdaTU0XG8/qy21csB9PxiKsyE3mDiuVXXQeCnG0zqBivphW5KeYbhDXFVPqa/ecJq93r4WA+mtMZL+h0ZuLRbamYwkBrkoQqc3quFM31/mTknL9BYFQWzv8mUylkz4V7PwuP/BPgi7fLrnzeIkH3tg/8IUcP7l/z/i5HS1LDDirrYav4YxO1orsloZJQZdRA9Iei+6Ku+otDK2HYLumYEhnl7SRSmoIEvO4X3lTjyP6y695IS0Jdt0g3gUAg2M2IniCBQCDYBMqWg265tDcYgSQBlU1wnN5sap3LfVF4JKhyT46PMXL6FAMHDkaOz9Xsa03y0GguisOKq4p/XqvagLcC3XZxXI/WpB+v9PhEgZSm0FLnvS7oNk9OFSiZNu0pLWotH2xLMjM1zsjpUzT3DLC3v39VjtDV1ddDe1KM5XVOTJe4aqAVAElau4N50bA5MV2iJaFRb5fScZV0VWTUialAwIbu4Pjzv5VKhfd95JPcftstuI4T5Vd39/Zx3Q03cvwlVzMydJqB/Qcwk+0b1oqd0hTCdZqLg/byp8+V/MWO4ACTmlJzTT05eZ6i23FpW+f4s82iKa6S0BR0y6W7ty/6bI5kK7SnYlu8dwKBQLAzEKJbIBAINoGy6UTtt40QU2WKu1B05yrzzuXPnJuf577n7rsiMy1ZlnnfRz4ZGVuFhLnIw3N+JTmuysxV/HnirRTd1fnUe5pijOYqPD5R4LkDLcSrZpInCwaPTxbIVSz6mhPIkhTNP8dL57j2+CtxXRdJlvndP/wkL3nXOxreh3hVbNjhPU1879QsJ6oczDV5bQ7mvhN5iYJhs681iWNbK24/YcqACzMj0e3h/O9Vx19UI66rF1dCQWfaLrMVc8Pe06TmG89Zjsve5jitSZVsxeaZ6VIkwhceU1jpvnANJmoArgepHTr7nFBlUjGFiulEbvKe5yGx/pFuAoFAsFsRPUECgUCwCax29jim7L7YMMvxHa5DR+inAufybtWoG0cUGnCF7AsyqMNKtyL7+cHVoncrKOh21IYM0JtJMF4weGqqiOt6OK7HyekiD45k0S2H/pZE1GYcRms98a1/jI7fc13+4L23MDo62vA+JDSFWOC6fbijvpnaWhzMp4omZ+YqdDU1VtGcKVsUTRcJDyk3AVBT0YbF+dULMYJYvfWOCwtJxRQSql+5lSRpvsV8wVx3yPmaqDmuhyJJG3Y8G40kSXSkYjUeE34Kg0J6hx6TQCAQbDZiiVIgEGwop6ZL2K7/Ay2uysSCTOG4Kj+rZgHnqrKpG0FTJHTbjw1L7EDzpXqEzuWtCb8N++S0LzgTxam6cUQjQ6drhNlAED81nK34lTZJOq+26fXA8zxyC95bRZbozsQ4NVMmqSmUTIeh2TKtCW1RvFIour3pMzW3u47DiRMn6O/vb2g/4opMLIwN2+ObqZ2cKeF6HrIkEVdlSqaDbjsNV1wtx+XEdBFZkhq+BkNTuP7WJH9+7w/rVrRXwnDcDZ0V1hSZpphCTrfJ4Jup3Tc05891X754+/M3UfNjAndaXFg1mbha48xfsRySsZ19TAKBQLCZCNEtEAg2DMtxOT1bJhtUiQBkSUJT/KrPc/paGs4i3snYjktet1c3o6vIFAxzV4nuaufy07NlDMclqck898JBZFmuEd5hO3I1/S1JJKBkOsxVLNpTMWKKb6a2VZiOi2F7xBYIxISq0JJQeXyygOtBdzq+SLBVO5dLcyNU16AVReHw4cMN74csS6QTKk+eGKIwMYoqQ8VyOZvX6W9JEldlZkomZbNx0T08V2aqYNIXGLw1Qtguf7C9qWb+dzXotsNgMrnqx62G1qTGZNEA5ue6H1+i0n3+Jmq+c/lqPv/bjaa4giJLftVelqhYLj3NiXV3lxcIBILdys79BhAIBNuesLLZ25xgoDXJQGuSnkyc5oTKXNk6rwijnUTJdNAtZ8XM4XKwHYC6C2PDKpaDh9+uGpmo7UnTu7d/kXt1dTtySFyV6Q7cs4erHMwLut1wPvZ6o1supuPUrYA2JzQ6UjH6WxJ17z+b19FtF02RuO3d754/flnhT/7s0w1XuUP+5Yuf46aXX8Xbf/F12JOnATgRdBPIQfZ0qcGugIJuc3KmQktSjRbMGiGMCzu4IHN8Nbjuxs8Kp+PqvJlaty+mh2YrdcdAztdETbf97o7Q3X0nktIU30wtcMC3XY+WZ8GCqUAgEKwXotItEAg2DN12sByPmDL/Y1ORJRTZFxe7MRKrHmUrOA91hJfneTxyNs+XHh3nm89MsycV44s3XRWJtN10jkqmg7LAufyCTn9GdqF7dXdvH47rUTBsCoEQGmhNsq8tyUTBYGRO54q9LcRVP0+5Yjk1DtqbhW67WI63ZCv0cu23YWv5/rYUr3/jjbzwpVfzxJNPs+/gIX7+hZeuaj9GR0f5vXf9V7ywW+DcEHQe4JHT47z0UAcAqiyR1S0GG3i+bMWiZNjsa1tdxTl0Y1+r6HY9D1lmw+efk5qCJPnz1m2pGHub45zNGzwxVeR5geM7+J/PxwM39rWaqNmuV9fJfieR0Pz57YJhE1f9andTfHd04AgEAsFmIES3QCDYMHTLjWZvF7JbI7HqUTJsJGrPQdGw+dqTU3zpx+OcrHKZHi8YDM2WuaArvevOUbVz+dOBidqRznljqu7ePrp69lIyHcZyOp7nkU6oHOxIcWaugu167GtN8sBwdr7SHZiHlc2tEd3nY+J2akFVuLu3D6+pg76W5Kqros8880ztXPz0EACPn52LbkpqCtmKb6a2UltwTrdWVeGG0OncP6YD7WsT3aGJ2kbFhYWEZmqG7ZKKKVzcneFs3uCxiUKN6J4sGGQr9ppN1EJ2w+xze0rjXMlAt/xZ7iZhoiYQCAQNI0S3QCDYMMqmzVI/2zVld0Zi1WOmbBJT58/EZ384wp0PDEft9XFV5j9d0MmPx/Ocnq1wZq7CBV1pYqpM3lx9zNN2ZKFz+dPTYVzYfMuubjtMFkzScZV9bf4oQnsqhu26jOcNLMedjw0LRLcUtE1vlYN5yZzPHV8tJ+u0YluuR3Ny9V/NR44cqZ2LD4zZpuz5CmtC82PDyit0Bbiux0zZJLVK4Ttbtsjp/md+/yor5CG+h4G84ijG+ZJQZRKaHBjLKRzryfCNZ6YXOZifr4maabtoirzhiwibQTqu4nr+Z601qdXE4QkEAoFgeXb+t4BAINi25Ax7yVzqmCJRNHdXJFY9LMelaDgkgx+opu3ymfvPULFcDraneNdLD/LPv/pT/O4rjnJJTzMwLyhjikzJcHbFOapYDnrg4jxdMpktW8gSHK4SnEXDoTcT50UH2riir4We5gQxVSau+rnKpuPOx4bNVaLHqZIUtaBvNtXV+9VyKjIdq60Kr0Vw9vf386lP/zlyMLohzfoZ2WcLFmbgCxBXZAzbXXGuu2I5VEx31dXZ0BSuryWxZvM/3XJoiWsbbtAlSRJtSQ0jODcXB63jj0/UF91rn+d2SOxw5/KQppiCKkuUTIeOBiPkBAKBQOAjKt0CgWBDcFyPkmEvKUg0Rca0PUzH3dUVk3IQ09SR8n+kPjNdwnI8WhIqn7/xuTVtxINBdfBMICh3U2yYbrlYjm8aFraWD7Yla45Ltx32tyUXuWsrskRTTGGubEWV7pHcfGxYXJXJVjbfwdxyXCpV1fvV4LgeQ7P++xxWuu3AGXqtVdG3/tqv0nHRTzE8dIoLjx7mF/9xhLxhczocVwiutZJpA/Eln6cYXLN7mlY3hxxW7g+ch4matYnzz80JDcv19/nCrjSyBJNFk3NFg860f34aNVGbLBrYjktTTCUdU6IcdsN2aU1puyIeMWzJN213S0Y5BAKBYCez878FBALBtkS3HAzbW1KQxBQ5iFvaPe7c9SiZDmaV0VYYS3Rxd2bR3O6+SHT7QsCfV3Z2xTlayrm8GteDpiV+zGfiGqbj0deSQJb8OKzpkgn47fkVy91007nQnX+pbo7lGM/r/mMVif4W/303bIe4qqy5KipJEgf2D3DsquP07O2P8rpPBBV18D93M2Vz2ecpBSMNq50rDyvdh9Y4zx2yWa3YKU1Bxp9FT8WUaA79sUBoN2qilq1YKJLEwY4mZAmmSibD2QpTRYOS5dC2S1y+46pvppYQ89wCgUCwaoToFggEG4JuuxiOs6Qg0RQJ2/V2haBcjpJpU90p+1jQvnqsZ3HlLKx0D8/5VVxVkbHd3REbVu1c/lRQ6T5aZaLmuB6KJC3pWt0UU3A9f/Git9lvMQ/b8BOqjGE7mx5BV8+dv1FOVjmXh4Zlpu0SV6U1t6sDNMfVqJ38UGD8FcaGgS9o8xUby1n6XM2UzTXtw6nzrHSHnRCb1Yqd1BQ0VcZ0/PGNhXndjZioGbZLwbC5sCvNJb3N/MzBDl54oJ3n9LXQltJoSWikE7unKtye0khp8oZHugkEAsFuQ4hugUCwIei2g+expMmUJEl43u4X3VndIlZV7X88qKJdXKdy1t+SRMJv750tz7dL74bYsGzV7PMzUVxYrYlaQlNILSG4qkXgvrDFPKsDRIsTm22mtpw7/0osdC4HMByP5rh6XnnOCU0hdAA43OELxZPT85XuZJC1vNRct2m75Ct25EGwGk7N+q9zqGNtLt+65TuXb3RcWIjfLi1H2dPhZzJcGFvJRM3zPCaLBvvbU9HYg6rItKdi7G9P8YLBdl54oJ3eTGIzDmdTaE3F6G1OrNrZXiAQCJ7tCNEtEAg2hEairiSkXS26HdejoM/PtZdMO2rBPVZHdMdVmb0Lqri7ITasevbZsN3o2KrjwgzbJanJS1ZYE5qCIvvdEQOBmdpwlZkabL6DeWkZd/6VCAVqjXO549J8nq3ICVWJ9ulwWOmuai/XFBnL8aIW8oWUTN/dfLUt3nNlk2yl1rncdj0m8jq225gRoOG4NMWUTZt/VmSJTEKdN1OLKt1FPM9b0URtqmjSntI42tm0pPFbUlM23BRuM+nOxNecVy4QCATPZoToFggEG0LBsFf88azKfl71bkW3HMyqufYnJot4+D9cl3L/3bfATG03xIZVO5efmSvjen4bdEdqXmDqlktbUluyyhtXZd8HwHajczSSnRfdmiKT22QztZy+dufy+biw2qrw+bZWx1UZVZGwHJdDgaCfKprk9flzI0lQ0JcS3Q6260VGYI0SHs/e5nnn8rJpgyQxUdBXfLzluJRMm6700gZvG0FrYt7B/HBHirgiUzBsRrI6TyxjolY0bDw8LuzKLDL+EwgEAoFgIUJ0CwSCdcfzPPKGTXyFWVct+IG7W9Ft39wrnGufby1f2gl5kejeBbFhuuViB/O61W3V1QLb9jwyyzgixxWZWBQbFpyjKtGdUGVyuo3bYFX1fHFcj5K5tGfBSo89EziXh8LYcT1kSSJxniZicVVGUxRMx3eY7s34IrZ6rjuhKjXjC9XkdTuavV8NYQdHdeXedDxaEypNMZWZ0tLmbZ7nMVEwGGxLRtf/ZlE9m6wqMhd0+YsgP5ko8MQSJmq26zFTtjjc0UR3ZnMXCQQCgUCwMxGiWyAQrDu67aJbK0eBxRQZw/EF2W4kdOwO59ofCwya6rWWh1SbqQFBPvXOnn2vdi6PYqWqHK49zxecy83yyrJEOqHWiO6xrI4bLEbEVRndcqP53I1mYRfDahjL+c7lcWV+nMCPzpNJnIeJGvjnIa5KkZlavRbzpCb7sWAL2vE9z2O6ZCzbWl426y8Anarzvuq2Q1sqxkXdafRgxKAe0yWTlqTGBV2ZVVfYz5ekJvtjC05tXve3TkwvaaI2UdDpa0lwcAlzNYFAIBAIFiJEt0AgWHd0y8FsIEpJUyUse2cLyuWoWA7VRcPHA4OmS3qWFt1RFXcXxYaVTCdaeIhipaoNxGxfgC5lohaSifmiuycwcjIcl6mCAfhi07Adyps0/76SO/9ynAoE8P72ZGRIZdh+fFjiPDPrJUkiHVMjR+5IdFeZqSVUhYplLzJTK5sOZdNdssX9geE5rrnzQX7jn4Z56lyp5r5TdSrdngfpuMLe5gSHO5qYKhqL5ruLho3telzUld6S7OcwezpMCDgWfDbvPTUD+PFn1SMEc2WTlKZyYVd6V2RvCwQCgWBzEN8YAoFg3dFtF8f1UFcwENLkIKt7l1a6q53LZ8sm4wUDCbhwCWMmmDehGs3p0WztTo8Nq3YuDyui9sQpJsfHAIJ575WjolIxBc8DVZboa6k1nJMlCddj02LDVnLnX46Ts4vnuU3HJZ1Q18V0qyWhYgWiO1zcqG4vV2T/XC00UyuZju8iX2chwbRdPvKtk5iOxzOzBv/lC4/yp98/HXUWLHRjD6vhCVVBkiQO72lib0uiZr7bdlxmyhZH9jTR07w1Dt9+Lro8b6YWVLqD08dFC0ZBCqbDoT0pWpK7I3tbIBAIBJuDEN0CgWDd0RsUPv6P/91Z6XZdj6JuR6I7nOcebEsuWdGbHB9j+NEfEgsyzCfy8wJlp8aGLXQuH8n64uyTt97Etccv456770K3XVqT2oqCs3pcIewIGM7OnyNZXiwkN4pqR/n//e/D/PxfPcjTQf74SoQC9VDN/LNLyzpVelMxFY/aSvfJmVJNW7gqSWQXGM+VzPkxgIV87kdjDGcrtCVkLssYOB589sFRfvGvf8S3TkwzFzxX2F5uOX6meriQElNlLurK1Mx3TxTMbdGm3ZrUokWtgdZEjbdAtYma53lIQFoYpwkEAoFglQjRLRAI1p2CYa1Y5a5mN4pu3XYwHS+q8IbZvxcv0Vp+z913ce3xy/iNN74Oc+I0AENz2y82rGjYzJWXNsVaSLVz+X88PYSHBHoBSnO4rsvtt93C+NhoQ5XDhCqjBvO3YWzYSI2ZmrJISG4UeWN+QeWen0wwNFfhln98jHNFY8XH1pt/dl1Iausj5qI5Zddjf1sSVZYomQ4TBaNmm7mKVWM8N1M26s6oTxYM/ve/DwOQvefj/PiDb0D68u1kZJvhbIV3f/UJAPY2xyORbdguCVWuMYZrSWrRfPfZnE5TXOGi7q1v025OqJE3gCRJHKuqblebqBnByMz5OswLBAKB4NmHEN0CgWDdyVdVeFdClqRNm8PdTCqBqVd4HpYzUZscH+P2974T1w0WH+b8tuvHzkwA2ys2bDRb4YcjuZoq/HJUO5f/6IR/XEwPR/e7jsPEyNCK89wQxIapCkaVmVp1VndckSmZDtYGjyt4nkc+yF+vWPNidrJocsuXH182L9x2vWhe/1BVK7Ysseps7KVIagpxVcGwHVRFZn+7f66q57qTmuLPcAf7ajkuuYpddx8+ee8pvxI89jje49/29/nE/RQ/dRPXHJy/nqvb5Q3Hnw1fKKjD+W5VkbioO33eueTrQVLzW+DDToBwYWyhiVq4kLCc4Z9AIBAIBPUQolsgEKwrpu1Glc1GiCkSBWNz85U3g3DmV5H9H/OPB6K7XlzYyOlT84IbItH91FnfzGk7xYbldIu5ssnDY3nGcpUVt692Li/GW/0bZ0ei+2VFYWD/wYaEjJ/VLWE5XlQlPlnlyh1XZXR7aZfs9cKPgnOJKXIU7dYUU2hNqjw5VeT9//QUTp3ospJp8/5/ehLT8UhpCnuDufSwgppYpwpqXJVJaXI05nG4IzRTK9dsY9huZKZWMh0qlrOoivvgSJZvPD2NBPCtz9Tc51UK/FxnkT+//lJeeqiDG6/si+4zbJfmxOLKvSRJHOls4rn9rZFz+1aT1BRiihR5Szxnbwvgt5ZX/x3TLf+YlHWYuxcIBALBswshugUCwbpSsRwM22lYdGuKTNl0Ni1febOobgcfzxtkKzaqLHGkc7HoHjhwEFmuOl+zvujO4YuSWDAPvdVmao7rUTYd9jTFkCV4eCzP8Fx52ccUq5zLp0xf0Emzo4AvuG/90MfoH+hvqGVXkiQycRXDdqNZ5bN5I5rjjqlyMEO+seep2p0/dGM/2tnEx6+9mJgi8d1TM/zx90/XPObkTIk3/+3DfPOZaVRZ4t0vOxSdF9MORPd5xoWFSJJEa1KLxjbqxYaFc9vhuSuZdjSHHWI7Lh/9zkkAXnO4GXnmTM3r+AsmB7hqoJWPXXuMK/tbo/vcZXLXNUWmOxOvOzu+FSQ1hYQ6v0jxgsFWPvyqC/jgNUdrtrMcj9ZtUJkXCAQCwc5DiG6BQLCu6LYb/Xg3bZeTMyUK+tKt0TFF9nOod5mDea6qxT5sLT+yp6nuYkR3bx/v+8gnkZVAlOb9tvKJsn9O/Aru5sVhLYVRNafe0RQjoco8cjbP0Gx5URXedlxmSibZirnIufwP/vvv8uef/wpfue8Rfvbn3kg6trgNeSkycQXL8Y3X2hP++XrwqVoxuB6Vbtf1mCoYdSvW1e78Q4Ho3t+W4vK9zfzeK32h9jf/McYXfzwOwD89OcVNf/swZ+YqdKdj/K83XMZrj3VHz2c6Hk2asq4Z1Zm4iuMtHRsG/mdvNpjPz1Vs5AUv/4VHxjk1U6Y1qXLLy4/VXKOyovC+Oz5Bd28fS7FelfuNRpElmhPzixSSJHFFs8W5Jx6KHPYBPDyatiDWTCAQCAQ7H/HtIRAI1hW9SvC852tPcO+pWQDSMT+vt7c5wd7mOJf3NfPyI53EFImc7rfr7haDItf1KBh2JDaj1vJl8rmvu+FGjr/kakaGTtPau48b7jnDZNGMWn5d189R7thCo2fddhkbHUU/N8r+Q4fo7u1DkuDH43lsx2VvS4KcbjNbtpgs6BQNB9fz6MnEMWyX0aAd/coj+9jTdBiA0VyF9lSs4X1IaiouvvHc7FNzMPgc3nXb7/A7b3oN191wI6oskdfPf1xhLKfz6ESe7nSMC7syNWKr2p0/rHSH7e7XXNDFSFbnz39whv/x7RP8+/Ac3z7hjwk8f18rH/5PF9C24Hj9Vuz1raCGnyXP8zgczI4PzVWwHDda4EhqMjndxnJcZssmySp3+OmSyWfu9xczfvOFB2hJaFx3w408/4Uv5unHHuHoxZezd2Cw7mtbwQz/es2obwYtCTUy5bvn7rsijwVZlnnfRz7Ja9/wS6jyyrF2AoFAIBDUQ4hugWCdKJs2BcNBkfzKiSxJwX/njXqeDZSCdmLP83hoJBfdXjQdnp4u8XRQbfvbh8/ypZuaGGxLYbu7KzbMcPxFhKZgTjl0Lj9WZ567mu7evqhy2JocI1uxGZ6rcEFXGkWWKBhba6b2l3f+H377nW/HqxIj191wIzMT49z97//G/oOHSHd0I0vQFFPpzsQjF/unzxVxPWiOq3Sk5gWm67IqY6q4KjMzcZbb3/tOeNFNMPgcvI593H7bLRx/ydXEWzrJViw/3mmNn7miYfPUuSISfiRZ0XS4qCtDVyYOQL7KnX9o1hdq1sQpJsf99/Dm5w8wkq3w/56YigT3zc8f4C0vGKw7D+x4XnStrBdJTSGm+l0k3Zk46ZhC0XQ4PVvmaDDikNQUZsom0yWTkunUmNn96fdPUzIdjnWned3F81X57t69pJIJMq3tS762YbvEVYWEunMEqh+zttjUMHTYv+wFL6Gtu7chwz+BQCAQCBYiRLdAsE6cmavwxFQRBb89UZGD/0q+S+++ttSKz7EbyOsWcVVmumRStvxFiG++9TjTZZOzOZ2zeZ2/enCUiYLB6Zkyg8F52ak51PXw59pd2pIajuvxxJSf31zPuXwp9rWmyFbynAlEd0L1W4HPR0yeD6Ojo7w7ENwwL0byuTn+9I4PzlcF7/gE173xzYseH7aWH+xIRftvux6qIq1KyMRVmXOjQ74omg7ayvcM4joOI0OnuejKbiqWv+ixlvZm1/V45lyJomEz0JrE8zymiiY/HMlyQWcT+9tTkXO57XoMzZYAiT/57Zv5VGkmWoj4nZ89Qt6weXKyyO+8/AgvOjAvUifHxxg5fYqBAwfp6tmLxPq3Yic1OTBLc4irflTXD0dyPD5ZjES3pshYjse5ooluu7QHiyEnpkt89YkpAN79ssPR7HmjGLZLKuaL/p1CKqagyRJDJ0/UmhriO+yfPn2Svv7+HXVMAoFAINg+iG8PgWCdyJYtmjSF/tYkPZk4e1IxWhMaFcuhaOweQbkctuNSshxiihRlTO9tSZBJqBxoT/HCA+284fK9XNrri8/RIHZKorYtfaejWy6u56HIEkNzZSqWS1KTa3KZV2KwLYjEClpeE5pMORCTW8EzzzxTV4z8ye3/vbYq+L5ba+ZgQ07WyabWLYeEqqyq0p3QZAYPHvaN5yLRvR8pMPXyo7LcKAprtZzN6wzPlelK+1VtSZLozsRp0hR+PJ7n4bM5dMt3Lv/xiSFcJLB0KExHCxGT42PEVJlPvO5ivvarz68R3GEe+6/f8DquPX4Zf/+5u9AUed1bsVVFJhNXI/O9i4MFn7DrIkSS/AUvP7bMF9c/HMkC8NODbVyyzEhENZPjYzx4371Mjo8t6Vy+nfEXKRQ6+w/Umhriz6937N0XLUoIBAKBQLBahOgWCNYBy/F/5MeDWUlFllAVv9KUUOVdGYlVD912IyfmM1UGUwvpb/EF5VjWF92aIlPcRVndFctB8kOWIpFzUdAivhSe57fYh2ZpoegOM50TqkLFsqOIp83myJEji8SIJMuLDNTCivNCwtnnMJsa/OslFDuNElNk+vr7eOeHPoaUPQuuA8lm/usf/DHdvX2osoTreWsyUysFbeV+znXtsWYSKnubE4xkdfK6RUKV+Y9nfBd2323ePw8Lj7+6K6Fe6/If/s6t5KcnNqQVuy2pYQYGhccC8Rya+oUkVIW8YdcY2YXX7GV7mxt6nYULCf/ypb/ZFvnbqyGuKiQ1mebOnrqGcR3de2mK7ayFBIFAIBBsH4ToFgjWgYrlLJlNvVsjsepRsQJ3a0WOKt2heKymL8gnHsv5ojumSBQNe1vkUK8Hed1CVXyx9fik31pebaI2OT7G977zHR4/cZrRbIWRbIWxvMFcxWK2YlI2nSrR7Z9HRZYiM7WtoKtnL//tQx9HlufFyDve+3t1q4ID+w8senx1e3mIYburMlEDX8Q2x1Wu/rlf5Kv3/pDulL8/R170qqptoLiMY349XNfjmekSed1esqKpKTIDLb4ZoKrI6Mmggr0od3zx8UOdPHbAdR2mR4c2pG05FVMIP1JhpfvkdKmmqyShysyVrZpK+08mCjWPWY56Cwmf/tB7mJ08u16HsWm0p2IYtst1N9zIV+57JHLYv/b/exOStDrvAYFAIBAIqhHLtgLBOlCxXKwgt3chcVWmZDoYjktS3t0/2nTLjWaOQ7G4v05LdX8gukdz85Vu0/GwHI+YurMN5zzPI2/YxJXaSnc4z73QGflDH/tj3vzLv0IimMH90VgOw3bYF7aXz1Wic7qVZmq67fCzP/dGXvKyn2Vi9AwD+w/Q3dtHc2sbt992C67jLIqRCmeXu/ftj5zLD1bZrzueRzq++s9EOq5iuxX6e/u4uD/H5IkZTsyUeMFgG+BXb+cqq+suGS/onJmr0JWOLTszL0kS8eAanbb8r1ApexaPlWO0wjz2auEtywoXHj2yqn1tlKSmIEsSjuvhFc7RrEHegqfOlbg8qGI3xRQqlkI6qOJmK1b0uTSHf8Jk/OCysWBLLSScHR7iuRcd3pDj2ijScQU3WKWoNjUsm6sfgxAIBAKBoBpR6RYI1oHlWll9QenuqpnlpahYNqFeCfOL61W6Q9F9Nq/juF6Q1b1188rriW676Jbv3mzaLs8Ebu3HujN1q4K/99v/Dak0Q2c6TnNCIx1TMR2P/pYkEr7r+2zZF5DVZmqbflyWi+249PX3c9XxF0WCZGFV8LobbgRqW45ff911i5zLXc9DhjW5QSe1+QpumEF9croc3Z9Q/XEFs8HrqWzaPH2uREKVV9XmHXZzvPe33rno+OuxMI9dVhTe9oE/5PCB/Q2/5moI2+S/9Ln/y+t++nLyT/w7AHf/07ejbSRJojMdj0YfopnvuTF+601+u/g9d9+15GuECwnVyLLCRRdszELCRhKmTLgLPl+G7ZDQ/FEhgUAgEAjWgvgGEQjWgbw+HyG0EFX2K027QVCuRM6wiSkyuuUwUTAA2F9HdHem42iKhO16TBUNNEXCst1d4WCuWw5m0PXw9HQJ2/VoTarsbY7XrQo6jsOJEyeifzcnVCzXH1XY2+wvTiw0U9O34FrSbQcP6laBu3v7aoT4wsUFr70fgP7MfHRe6C6+luphXJWRgli6Q0Hl/ESwuAG+6K5YDiVz5a4Az/M4MV0iW7FqoswaeVw4p37FodqFiJBqc7GQhYsUP/tzbySxQXnWCVUmPz3Bx95/q/9eTDwNwDce/EldszuAB04EbeHj/rbV5nD1WLSQICu868Mf5+DgvnU+mo0npSnEFXnRYo0eJBE8W2IfBQKBQLD+iPZygeA88TyPXBAhtBy7XXS7rkdR90X3cLaCh1/ZbE0uFjKKLNHbnGB4rsJoTqe3OYGHn2+909Ft14/CkqWa1nJJkuq2FyuKwuHD8224CXW+iruvLclY3m97fk5fS9A2rVM2HZKbnBdcNh0a1RyLFhc6fAHWIRvRTboVVg/XJrpVWcJyPA7v8ccXTs2UcVwvMjF0XI+y5dC2wnOVTIezOYM9qeXbyhcSZlvLEgy0LF5YWjhGEEaJwXzrsu24nCuZG/ZeSpJEbvzM/Hsx+Yz/367DjAydrts2/sjonP9/AoEO8+ZwS7WZX3fDjRx/ydWMDJ0m3rGX5150aEcKVL8zQEJfEDdnu96OM4YTCAQCwfZCVLoFgvPEsF0qVn0TtRBJWr4FfTeg24GJmipXzXMnl/zx3b/ATA12x8KE71zu88RkrSFVVBUMZvsVReEzn/kM/f390eMT2nwVt56ZmudtjZlaTrcid/6VWNRy3DEAwLG+jugmw3ZpTWjIyzi6L0VC9dumTcelvyXp51E7bs21JElQaMBMrWjYVGxn1ZFdYWt5f0tykZdDvTGCetViw3GJqcqGti1ffOGFSOF7MRl0VLTtpbV3cSXa8zyGK8G2VaJ7OXO4kLDbobWrl0x8ZwpUWZZoTmg1nSThKMdaxiAEAoFAIAgRolsgOE8qloNhO8vGHsUVmUIDra47mUqQIR1T5kX3YJ24sJDQwXw0aJ1WZd/BfKdT0G20QEieCtqPj3TOm4e96ud/if/zjR/y1X/5BkNDQ9x88801j6+u4labqYXI0uabqTmuR8l0GnbYXthyTMcgAJcd6I22sVyPljpdEI0QU2ViioTpuCiyxMHArO/ETHWLuRLNwi9HwbCRkVZdmQ1by/e3L65y1zUXqxOlZtoucVVasUvmfDi4fx+/8YGP+u+FXoSs3z4+LS12Jh/L6+RNFwUPaXYYWNkcrh4b1S6/GbQmNayqjhvD8RdUhYmaQCAQCM4H0V4uEJwnFWu+nXgpNEWmqNu4rremyt5OQLedqL13ORO1kCiru8rBvGjs7G4Az/PI6hZxVcatmvk92F6dTe0wMNDPiw9ejlqnclxdxd3XWpvV7d8/b6a2WS28uuVg2h6ZVTiNhy3Hp06d4r89CK5HNH8dVg/Pp626JaFFCzaH9zTxxFSRE9Mlrj68B/DPU8lceUFspmRGbuSr4fQyOfR1XcrrVIsNx6OjSd3Q9zGpybzqDW/iFa94JROjZ7h7vInvDBf5yUQhcnsP+cm435lxYXczH733IUaGTkcu9Y1gB5//zR59WE8WimsjiILcycckEAgEgq1n5y5HCwTbhOp24qWIBZFYu2FmeSl0y0UOxEPUXr6M6O5bEBsWUyQqtoO9g8+RYbsYtkdMlZkqGFQsvxIbttKDv0jTktDqCm6oreKG5280p2MHOe9bYaZmOC6G46A12F4e0t3bR/uR5yxyLjcd/xydT8tuOq5iBefkUDDXXWOmpimBmdrSCzm65ZA31jYff2bWv8YP1InEq+dSXq9abDsbPyuc1Pz29ZbOXq46/iKeu78LgMeC0Ydqwtsu7kkvMsdrhHCBYye7fCc1BVWWor9DevB5VXbpYqlAIBAINgdR6RYIzpOcbq0oRmKKRE732693a8Ukp1uoij+LvFxGd8jCrO6YIlMwHAzbXVKQbnd028W0HVriMR4Jq/2tyZrjsRyXthVcssMqblcm7s8r2y7jeZ2B1uSWmKnplovrsibhEVaED3SkqpzLHeKKvOo56mqqW7IPhw7mM/MdAarsRz+VTYelLsOiYVOxbFoTifobLEN0XHXay6HWXGyparGHt+Gt2Joi0xRTyOk2GeDiHr+t/PGJwqJuidD475Ke5jW9lhlUhTeyXX6jSWoyCU1Bt13SQZRhPTNIgUAgEAhWw879ZhQItgGu65HX7RUrO6oiY+/i2LDq83CuZFK2HBRpvppdj1B0FwybfLBwYTruju4GqFiOP2qgyJyenTeTCwnbqptiy693hlVcWZKqWsy3zkxNtxt3Ll/IyZnFLfam49EUU85rcSWhykj45zTM6h7NVtCrYuckCfLLmKkVTQfPW/1iQtGwOVcygeUXlparFjuuhySxJvf21dKa1NADI8cLOptQJJgpW0wWzWgb23F5cqoIwCU9i+e9Q+bKJhMFo25HSmiOtxOdy0PiqkIqEN0hYp5bIBAIBOeLEN0CwXmg204087cSHuyKHOp6VJ+HcJ67rzW5bAdAQlOiduPRnI4SVCZ38sKEbs3vezTP3TEvyowgv3ultuqEJhOkhm0LM7Vqc7jVcioQ3Yc6aufaz7d6GFcVNNUf2+hIabQkVFwPhmbnz5NvpmZGix0LmSubazqu0Ll8T1OMdHxtDWOm45JQlfOq9jdKOq5G11NCUzgULFKElW2AZ6ZLmI5Hc1xloLX+YpntepRMl45UjLN5c5HwtlyPTGLnN9C1JjUM28VyXNQdPqMuEAgEgu2BEN0CwXlQsVx022lIdMvS1kQ9bQbheah1Ll96njukv7XWTA12dmxY3rAiQ71QdHvTI1FUlG65JBtwQo4rMjIsiA2rb6a20fg59FbDzuULqW4vD3G9lav9K5HQZOKKjGm7SJIUVbur57qTwfx7vWvKdlxmKxbJNVQxhyITtZWv8aXwnf6lTal0JzUFSQI3uF7CCLvHq+a6QwF+cU9myUr1TMmkMx3jSGcT/a1xxvKLK96bcTwbTTqu4AQLgAlNEXFhAoFAIDhvhOgWCM6DiuW3p8oNtFPGdnFsWHgeFFmKqoD1XJ0XMh8b5otuWZKo7NCFCc/zyFV853LP83hqfA6AO3/vv3Lt8cu45+670C2/wrtSO3NCm6/ihu3lw9mqCq7mO3Nvhpma6QTmcIqMbjt868R0w4tHhu0ymvP3u9q5XJak855l1hQ5cnkH6oruhKpQsey6ZmpF00G3nDUJqqFonnvla3wpTMclnVA3Jc0gqckkVCVafAjnuqsr3T+ZmDdRq4fluFiux/72FElN4eKeZgZaE77wdj3sYBxiMyr3G01KU5CBsuXQpClrXnASCAQCgSBEfJMIBOdBybAbnnWNKTIlw9mU6uRmUzbnz8OZBuLCQsK57rH8vIN50doeCxOW4zKR13Hdxt6vanH61NAwuqeA50L2LK7rcvtttzB+dozWZGzF54qr81Xc+Up3bdu0bjub0jmhWy6m43dzfP7hs7z7q0/wm//waM3s9FIMzZYXOZcbjl/hXY+W3UxCjTKVw/b1atGtyBKuW7/DpGjYmLa3akd2oGpef15053WrJt95JUzbpfk8q/2NEsbQRaI7qHQ/MVWMqt+hc/lSJmrniiY9mThd6bj/nJrCpb2h8K5QMf1rJLELqsJJTSGuKuR1e0XTQ4FAIBAIGkGIboHgPMjqFvEGf7RriuTHhu3g9umlyOo2seA8RJXuJVydq5mvdPuP0YKFiUaF7kYyUzJ5eCzPE1PFhmLMKpaLYTskVJmHnhr2b8xNgu2bVbmOw8TIEE0NtDNrip8LbDrzonuqaFIM5rg300xNt10sxxenT076Rls/Hi/wgX9+KhJsS1HfuXz9co8zVbFh9RzMwT9X9ebf87qNvMZvwNNBq394jXuex2zZ4mzewGnw2vWA1CaJblmWaEmoUWfEgY4U8SDH/MxchaJhR7PwF3cvrnTrtgOS709QXZkPhXd/S5KJou6L7l1QFfZFt4QkSWue2RcIBAKBoJqd/+0oEGwRtuNSNBub5waCyqWz60S343oUDZu4KqNbDhMFA2isvby/ZT6HGuYXJsxt4GBesVyKps1TU0V+MlFY0QRPr3Iu11Md/o0zI9H9sqwweOBQw07I6bgvupsTGl1pvzp+skpQbpaZmm45kQlXdbX9Wydm+J/3nl72sfWcyw3bpSmmrEvucfX8cJjVPV0yyVasqm1kZhbMv7uux7mSsabWcstxGcvWZnQbjksqptCdjjGeN1bsZgmjujY6LqyalqQWVeJVWeKiLl9cPzZR4PHJAh7Q15ygLbW4E2O6ZNHfkmRP0+L7EprCZb3NHGhv2vHO5SGyLNGS1IirwkRNIBAIBOuDEN0CwRqpBAZN8QaNg3ZrbFjFmncuD0VZS0JtyJ06bC+fLBhYjhstTGzGrPJK5HWLhCrTm4lzaqbMw2N5ykvM5NuOWyOAp51AnMyNAiArCrd86GMMDPQ3LPQycQ3HW1DFrZlX3hwztYrlIAcmXOFc+VtesA+Av/mPMe7+0diSj63nXG46Lm3rlHuc0GQUWcJ2PZpiKnub/dbnkzPVZmoK5QXz72XLoWK6y74XU0WD6ZK56PaRbAXHg6aYQmcgQk3bd6W/qCdDc1Jlqrj4cdWYjoe2Ti32jbLwWI8FLeaPTRZ4bMLvYDhWZ567bDpoisT+9uSSgjqhKTynr4UL61TJdyqtSY2Upoq4MIFAIBCsC6JvSiBYIxXL8X9sK6ur7DQyC7uTqFgOpuMRr3EuX1zl9jwPK6him46L7Xq0JTWSmkzFcjmb1xlsS2G7HhXr/COlzofQsTuuysRUmb6WBGfzOpbjcmlvMy1JDc/zs8mnSwajOZ1sxSYd/EAPjbbe+Rtv5cK3X8/A/gO4TR20JbWGjbN8Qzb//x/e08R9Z+ZqRXeVmdpGirdcMEIxVTTRbRdFlviV5w0QU2T+9N+G+Ph3T9GTifPSw3uix/z4bJ6//OEI956eBWpj0zxv/dqqU8HsrWE7qDGVQ3uaOJs3+NYPH6VfOUh3bx8JTWa2YlIy7Og8FQ0b3XbY01T/GhvNVfilv/kRtuPx3685yiuOdkb3hfPcg23zItR0PFoSKu2pGJf0ZHhoJEe2YtW9hnXbYapo0pWObWordlJT0BQJy3HRFDkyTHtsosBUk79IUG+ee7pscrgjVbcCXs1uMxtLaQqtSXVXtMsLBAKBYOsR3yYCwRrRbb/tdjXtlBJ+u+5uomI5uEG77NCCWVeAiYLBSLbCaE5ntmL5Al2V/flt04nmuqtjwypbfI4M20W3vWh0QJUl+lsSzJRN/mMsx9BsmR+OZPm3oVl+PF7AtF16MvFImIQV3isO9nHV8RfR3duH7Xq0rGIhIaHJSJLfvh85c8/UOnOvl5mabjl1Z5Ed16NkOsRUOYos62tJoCoyN13Vz/WX9uABv/NPT/HoeJ5/H57j17/4Y37lC49w7+lZJOBVF3bynL4WwK+WS7BuiwT+DLEUdY+4k6cA+PxX/jlyjJclCdfzq9sh4Wx8vc+u53l89NsnKZkOhuNy29ee5M4HhqOOgvAar3Yu122H5oT/3nam4xzrSVM0a98bz/OYKZlMlywOtKd4Tl8L6hpM3NZKMlqgqDVTe2a6xKMTef+2BZXugm6T0hQGz8OlfafSlY4vG58mEAgEAsFqEJVugWCNFA0HJfhBZjku9w3NMV0yKRg2RcMmb9gUDBtVlvivLzpAZzqOpsgUjN0luouG334MLMrotl0P1/O4tLeZTFwlEUQXaYrEA8NzzJUt+pqTnJguV811y+SqZnK3Ar9l3qElEY9ukyWJvuYEk0WTH43liCkyrQmVRLpWQOZ1i5myv/9hjnO4KNGIiVpIXJGJKwqW49Lm+e2/T08Vo3ngajO1oPt8TRi2wxOTRWa8JJf3t9dULHXLwbQ9MnGF4QXvrSRJ/PbLDjNZNPn+6Vl+9QuP4AS6XZElXnNRFzdd1V/T9WAG4xjrVT2UJInWpMbwXIXJ8THu++Kd8Krfgj2DkWP88ZdcjZrqIK9Xtf+XzCX34VsnZrhvaA5NkbjmaCdffWKKT993huG5Cr/zs0fqxoW5nj+DHzLQmqRsOjw+WWSvEsfzYLJokImrXNnfwt7mxKZEhVUTU2XSMYVsxSIdV+lrSdCSUMnpNrNlC0WCC7vmRbfnecxWLC7uTkcLCs8mZFnaNKM7gUAgEOx+xDeKQLBGskEmM8BfPzTGp+4bWnLbfa1Jfu0Fg8RVmaJhR8JpN+DPPte2VYcman77vczelsSi6mYmrjFZMOlvra10J1SZnG7jut6mC5OQiuXiuB7qgteXJImeTHyJR/mE7cfd6VjkfGzYLglVXpVxl5/VLXHP3Xfx8f/+HviNuymh8n8/97fc9Eu/CPgLAfnzNFObyBtkKxaV2QrIOS7pbY7eK912MRyHDlWbX1Bpne9iUGWJ2191IW/54o95cqpIXJG57tIebnxuHz3NiUWvpdvuuptTNSc0bLfM5OlTeFOBsVvHIOA7xo8Mnebg5Z2RmZphuxQMp+4+lEybj3/3JAA3XdXPrx/fzyW9zfyPb5/g/z0xxdm8ztyCBRUvqN5Xm7pJksThPU1ULJdTsyVkSWJfa4KjnRkyia372u1oijFZNKJ9vLg7w31n/Dz5w3uaao4hb9g0J1QGGoj+EwgEAoFAsDxCdAvOG3/+1eZsIJqO9WS2eI82HtN2KVtOVC37cdCeeaw7zcH2FJmESiau8uRUke+dmmU4O+/Ordv+XHOjBmzbGctxKZkOcUXG9bxFlW7/OOvHCCU1BdfzqmLD/HMURhnptrNllaayaSOxNsEfxmRVZzjrlkNCk1dlyqTIEqXpCT7+u7+F57owNwZ7BvnT//1Z/tPVL/HnlavM1NayiKNbDqdnS77zdnOM0ZyO7XhcureZdFz1Ryg8X9wvfG9DUjGFT7/+Ur53eobjg220LzP7a9gu3Zn4ui6mhOJ54MBBpNw4nmNBPAWZTuTyLAP7D5DUFEqmQ8VyqFguZcumJbF4UeAzPxhmqmjS15Lgl583AMDPX9ZLf0uC9/y/J/jRWD7aNnx/wzi1hU7kqiJzUXcax/XoTMfob02ui2P7+dAUU6n23TvWk45E9yUL/m6XTYeBtqSo9goEAoFAsA6ImW7BmnFdj6mCwcNjee4bmuUnE3mmisa2yFjeaML247DSHc7w/tcXHeC/X3MBv/WSQ7zlBYO8+qIuAMZyvmCJKTKW46BbW+/OvR5ULCeoXtYabYWu5LrtkomrdQVhaBQWbjsanKMwemwzMqiXIqfbaKs0yAsJRXd1TFbF8h27VyuMZ84O+4IbYPoMAF77ACNDfkW3njP3ajib08lVbDJxFVWRg/Z5gx+N5chVLHTLjRYfwpnueiZ5mYTKay7qXlZwA0EE2vqKuKTm+wO0dfbyO7d/3F+cAKTug7zvjk/Q3dvnX1O2S9l0KBo2rsciAfz0uSKff9h/7Htedqim6vuCwTb+8hcupy+o3qtV1/j8wtLiBZWEpnDVvlYG21NbLrjBd1zXFAlzwVw3wMULRLfterQ+C9vKBQKBQCDYCIToFqwa1/UYy1X49zNz3D88x0i2THNcpTeTwLBdjG2QsbzRVCwnqnBVLCdqja6ORoL5HOqR7Py8suXsntiwiuViOW6N0VZ/YLQFfiV8KZEVUyRkiUjIjOV0PM+LjK8qW7Qw4boeed1qOH99IfUq3Y7nrcmN/cKjR5HkYD/ODfn/7TzAwP4DgG+2plsOpTW0mFcsh9OzZZoTKuFagCJL9LUkmA0M42bLJqrsV6jH835b8sJK92pZ7wimpObPiBu2y3U33MhLn3sJAG9638e47oYbAYJryjeFmytbxBYIYNfzuONfT+B48PIje/jp/e2LXudgRxOfveFyXnm0k7e+YDC6xvVgdGAnuHc3xRQSmhIlKByrEt3VlRxFzygAAIhHSURBVG7H9ZAkovEIgUAgEAgE58f2/5Ug2HacK5n8aDTHXMWiqylGX0uSpKYQC+JodougXI5qQRhWudtT2qJYnbAaNlexIsdkYNeco4rlO7gDDAWzzPsXVEKXEllxVUFVZPY0xZAlX7yEBmSy7M/XbgV+F4O3ZrOv08H1EMZkhY7dq5nnDjkwOMBvfOCjyIoC00MAdF1ynO7ePsAXkx61ztyNMpatkNNtWhYsioSGcSXD5mxeJ67KjGQrePiirT21tuqn4/oLKusdb6YpMk0xJVrsu2K/H+81XK59/zRZYqZsMlsxSS64Ju/5yQSPThRIaQq3vuQgAJPjYzx4371Mjs/nkLelYtz+6gv5L88fiG4zbXdL4+1Wg6rItCTU6O9XR1OMm58/wA1X7F3kxp7U1FUZ/wkEAoFAIFgaIboFq6Zk2tiuR3fGd+MOURUZ2909VdzlyOsWWlAtC0X3wio3+JWiUKSE7tyStHuyugu6hSotbD+uduymbtstQEyViCkyHtCd9s3J5s3UfJflrSAcHVhL5bJiOYwX/IpwKGJ0yyWhKWuq8MZVmWt+/pe45/sP8+EPfgCAWTeOVdVNokjSqt3ey6bN0FyFlkT91n9JkuhtTtCa0GhJajXz3Gs1ADSCMYSNyBRvTWrRZypsmX5iqlCzTUKVKeg2FcshWXVNzpZN/vT7QwC87acH6UrHuefuu7j2+GX8+g2vi6LHlsLxvB1VEW5PxTCrrp/XH9B4aewsUxNno9sqlks6qIoLBAKBQCA4f7ZUdN9xxx0873nPI5PJ0NXVxXXXXcdTTz1Vs42u67z97W+no6ODdDrN9ddfz+TkZM02w8PDvOY1ryGVStHV1cVv//ZvY9tbUyV7NpCtWDVieyG7LYd6IZ7nka1qPz4ZZCcfXCK3KWwxH836wkWT5Zr4op1MTrej8zAUCLMwo9u0XeLK0vFQMUVGUyRst8pMLZzrDjK8rS0YVahYLm5gHrZaQvf2tqQWVT99QzhlTWIzoSnEFJm2rl5e+ZIX0RRTsN15wzrwZ5pnK1aUI90Io1mdfJ0q90LScTUwUVt6nrtRwtnn+AZkUzfFVMLR9ws608gSTBVNpktmtE1SU6hYLqbt1Syo/PG9p8kbNkc7m3jD5XuZHB/j9ve+Ezd4wjB6rLrivZD1ikDbDJoCYzTP85ZcXNBth441djQIBAKBQCBYzJb+Uvjud7/L29/+du6//36+8Y1vYFkWr3zlKymVStE2t9xyC1/5ylf4u7/7O7773e9y9uxZXv/610f3O47Da17zGkzT5L777uOv/uqv+OxnP8sHPvCBrTikXY/jemQr1pI/MiXJr/btZnTbRbfm3ceXq3QDUSRWONcdUySKpr0qkbQdMWzfCToU3fPV0KDCa7vEVGnJapkkSTTFFUzHpT+IoQor3aHx1VZcSyXTZq2eV2Fc2IH2+bnntZqogb/4EFMkDNuNYqgATkzP/41MaAq65TZsPFc0bM7MVWhN1q9y12NhRvda0G2XloS6ITFwSU1GlvzuilRMiebpH5+cr3bHVZmy5SBX/ekqGjZfe3IKgLde1oIqS4ycPhUJ7pAwemwhtuOiyktf49uRlKb4IwOjo0suLrgeZISJmkAgEAgE68aWiu5//ud/5pd/+Ze5+OKLufzyy/nsZz/L8PAwDz30EAC5XI4777yTP/qjP+Lqq6/myiuv5C//8i+57777uP/++wH4+te/zuOPP85f//Vfc8UVV/CqV72K3//93+dTn/oUpmku9/KCNRA6JS9VtYspMoUtmsXdLHTLwbDdqFoWVroPLVHpHgiquCNBFVdTZMwgNmwnU7FcDNuPTatYDpOFWqMt03EpzU7yve9+h9HR0ZrHjo6O8u1vf5vCuUksx4vM1MIW/JgqYznulpipVeevr5bQRO3AAhO1tTp2y7JEKqZEFf/DwcJOteiOnLkbXKAYzVYomjYtqxBVS8WFrQbLcWnZoNnnVNAKbSxw5a4W3ZIkkdJk2qr24TN3/wOuB2Qn+O1rn889d9/FwIGDyHLt+y8rSmReV43huMTUpbs5tiOpmL+/p06cqLu4cPrkSWLBnLxAIBAIBIL1YVv9UsjlcgC0t/vOsQ899BCWZfHyl7882ubCCy9k3759/OAHPwDgBz/4AZdeeind3d3RNtdccw35fJ7HHntsE/f+2UHZcjBtl9gScUoxRaao27s6NsxvP/ZQZYmiYTNZ9Bd3qiOiqhlorW0vjyky5i4wnKtYDrbroSpyJMpak2rUVv3/vvDXXPfTl3P11VczODjInXfeCcCdd97J4OAgV199Na943sV8/Ut/E3UDhJXu6tfYTGzHpWQ56ya6Qzf285ljbklokUlYWOl+pkp0y5KEFzhzr0RB96vcbasQ3F6d/PW14LH0fP/5klD96m34mbqoOw3A4xPFmu060/GovXpyfIy//afv+necfSKq9AK87yOf9M3r8AV3GD22EMN2SajSmq+XrUCRJdpTMfb0DdZdXNjTP0hSE6JbIBAIBIL1ZNu4v7iuyzvf+U5e+MIXcsklfuTLxMQEsViM1tbWmm27u7uZmJiItqkW3OH94X31MAwDwzCif+fzeQAsy8Kytsa8aSUsy8K27S3fv3xJx7VtXKd+NVvx/Hzlom5siGHSdqBY8c+BY1s8E5g1daVjpFQPx178/uzN+AJnJKvj2Bay52GaJsWKQXKDTtFmXC+F8vx5ODXtn4fB1iSObTE5fpY/+9C7o4xp13V561vfykUXXcRb3vKWmpbWT3/oPXzsyy8G/IWJ8BzKrs1MsUxfZvPaXAu6TVk3aE1odd/LlTgVdD0MtsZxbAvDdpE9G8Vz1/xexCQXx/LP88E233DuxHSpZv9k12amsPK5GpouUKwYtLUmosc7toUTvI/1yFYs8oHzfl9aXdN5sV0P2bVRcTbsmmxSPcbzBhkNLtzjLw48PlnAtsy6bfRDJ56GvRf6/zj7BOBXes+cfIZrf/4Gnv/CFzN65jT9gwfo7t1b97grukF7a3LHeYg0qZBp7+S2D3+cO97/LlzHQVYUbvuDj5Fs6SCjgec6WO7ihZzt8l0k2P6Ia0WwGsT1ImiU7XatNLof20Z0v/3tb+cnP/kJ3//+9zf8te644w4++MEPLrp9enq6RoxvJ2zbZm5uDgBV3bq3bXSqgF22KFCue7/jehQqFuOTDpkd5Oi7GsaqzsHjo1kA9mVUCtnZutu34P9wPVcyOTc97bdjFwympmyoxDdkHzfjehk/V8QuGRSI8cy4f+x7UxKF7CxPP/pwJLhDHMfh61//+uKWVtehOPwk0MpM2WJqepqkKuPoNhNGgR7FWLNj9mqZK1sU53Kk0nHMVb6k6bhRe3ynolPI+gtQrudRzEnohbUdQ7lsoRdyFIjTrfrX0mTRZHzqHOmgGukZNmf1Aj3q0ufKdj1OjWVRPShk5z+/k2dHOfXUExy84CK69/ZHt5+bnGBseIhis39bV5OKVcqxlq843XJwHI9yTsIubVBVuFKhmC1RcOL0qC6qDFnd5sTYFD3pxYsRLa1t0HPU/0cgumVZpq2tjUJ2llQywdELLwJY8rNdLBi4MZNz53bWKJNRsTCKeV76yldxyRXPYWzkDH0Dg3R29zCRnaUvlubcufrv9Hb5LhJsf8S1IlgN4noRNMp2u1YKhcLKG7FNRPdv/uZv8tWvfpXvfe979PfP/+jr6enBNE2y2WxNtXtycpKenp5omwceeKDm+UJ383Cbhdx2223ceuut0b/z+TwDAwPs2bOH5ubm9TqsdSVcRdmzZw+atjUGN47r4eSgNQaZZWYzC1mdppY2OjMbIyi3Es/zeLIg0aK5ZFIxxip+l8TR7hYyre11H5P2PDLxIQqGQ15K0dmaIi/pxDNpOjvTG7KfG329ROdBbSKTijFangbgaE8bmdZ2Bo9diiTLNcJbURRe+cpX8vu///s1wluWFY5dcgnNI+PkDYeClKKrNYVs2lQsl0xbx6Z1TVRmy8QzMpmg3X01nJwp43p+lvX+3i4kScIombTGVXq7618bjRCrWJwqySSbYmQUme70CJNFkwk7znO6/L9XmuWQN2xSLe1LxlfNlEzcuEt3Jo4amJl9+fN/wx2/81u4rossy9z24Y/zul/4pZrbpUteAa98B/vbm5a8xlfCKpu0qjJ7ezo2bAHFieuM6NnovTvUMc5T50oM6ypH+hfv96gZg1gBjBJMD0eV3oMXHGv4NXPodHe20tmy+utlK2kybc5UVLSYwsG29uiYXc8jJRn0drfRma7/93s7fBcJdgbiWhGsBnG9CBplu10r8XhjemdLRbfnebzjHe/gH/7hH/jOd77DgQO1RjVXXnklmqbxr//6r1x//fUAPPXUUwwPD3P8+HEAjh8/zoc//GGmpqbo6uoC4Bvf+AbNzc0cO1b/x1M8Hq97gjRN2xZv3lKoqrql+2gYNhYKzUkVZZnZTEW1cZC39blcK7rlYKOSTEgoqsrQnF/ZPNyZRlGXPt6B1iSPTxY5W7A42q0Ri7norrSh52gjr5eK5WB5CqlEDEVVOBm4dh/pyqCoGh09A9z6+x/nkx94F47joCgKn/nMZ/jpn/5p/uIv/oK3vvWt0e3/7YMfY0/vAH0tWfJTRc4WbY52a6RklYJlYG/itVQJ3pPl3sulGM751c4D7SlULQaAg0NbOnle+59GJpFIYEsScVXlSGeayeIsp+cMrtrnP29KUZk1PCxv6XP1zJlT/OShR4lfehHdvX1Mjo9Fwhr8Vv873v8ujl58ac3tXtteALri3prOC/jnoSOdJBaLrenxjZBJQSym4UkKqiJzcU+Gp86VePJchVdeuHi/fzLpV/uvHNzDr33+ywzsP1B3bnspHNdD1TTSqfiO+1vXrKqkk3EM2yVd9Z4apkMqEae1KYGmLf3zYKu/iwQ7B3GtCFaDuF4EjbKdrpVG92FLRffb3/52Pve5z/GP//iPZDKZaAa7paWFZDJJS0sLN998M7feeivt7e00Nzfzjne8g+PHj/OCF7wAgFe+8pUcO3aMG2+8kY9+9KNMTEzw/ve/n7e//e0NrzwIGqNkOkH28vLtobs5Nky3fcfuloR/ba3kXB7S3+KL7sidW5EoGH5s2Ga1Tq8nlcDBvS2podtOZBIXGn2ZjsfP/+Kbeeebf54TJ05w+PDhqIvl5ptv5pprruHEiRMcOnSIU2YSy3bpb0nwxFQxMlNTZQnX8zb1Wqp2Lp8cH2Pk9CkGDhxsSIydquNcbnvekpXnRomrfmyY5fjmhIc7Unz/9GyNg3l4DS1lpva//tf/5td//a1RRft9H/kk/fv213WvfviH/157eyC6m6z8mo/Bcj2aNziCKqnJxFUF3XZJKzLHujP8/aMTPDFVv+3rkbP+8TzvQBdX/dS+Vb+eYftxeTvRu0KSfDO1MO4wpGI5NK0xU14gEAgEAsHSbKnl6qc//WlyuRwvfelL6e3tjf73+c9/PtrmE5/4BK997Wu5/vrrefGLX0xPTw9///d/H92vKApf/epXURSF48eP86Y3vYk3v/nNfOhDH9qKQ9rVlE0HD1YUibs5NqxiOX6FS5bIVixmyn6Ly4ElnMtD5rO6qx3MvUhI7TQqlj+rrMgSp4O26takSkfKF1aG7dKc0Ojv7+elL31pzdgIEN0+MDBAOqZiuR59LWFsWCXaTpJoOH/6fKnOHb/n7rt47atfxa/f9EauPX4Z99x914qPrxcXBpy3gJEkiUxcjZy55x3MawWTpshkK4tni0dHRyPBDfN5zMlUqq579RXP+6na29v8BYdL9tcf12kEz/NIahv7dRNXFZLavIP5sdDBfLKI69V+zjzP45FxX3RfsXdtI0Wm418rKy1CbldaEtqi81KxHdpTsR25ECgQCAQCwXZmS38teJ5X93+//Mu/HG2TSCT41Kc+xezsLKVSib//+79fNKs9ODjI1772NcrlMufOneNjH/vYthis321kKyaavPKPsd0cG6ZX5UaHVe6+5gSpFeJ1Blp8N+WRqNLti4OdGhtWLYRPBOLvcEdT9GPd9byGI4eaYgqm49IfRKtVx4bFFJmsvjnulGHueP7cOB/+yB/i3fjHcNOf4ma6uP22W5gcH1v28aHoPhhkaVuOH623HhnOmbiC5daK7pMzJSbOjvLgffcyOT5GQpXJViycBZ+7Z555pm5Fu1Kp1I3GuviKK+dvl2Ro7QXg8oMDa9p323HRFJnEJlRPW5Na9Jk62NFEXJEpmQ7Dc5Wa7SYKBlNFE0WCi3sya3otw3bJxFXkBv4mbkdSMQVZkmquF89jzZnyAoFAIBAIlkZ8uwoawnU9shWroR/OMUWmbDkYjktS3l1tigXDikyoTs7UiqzlGAgq3WEbtqZI2K6HbjtktvhjaNouo7kKg20plAYFRF63iQUVvhPB4kMoBr2getaoyEpqCp4H/VGle150x1WZgm7juF7D+7ZWwtzxyeEhvJ4LQFYg3QFv+APcL7yPkaHTS7aZ264XCbv97f7igWG7xBSFxDpUeJOaSliU3N+WRJUlSqbDtde8HC83iSzLvPvDn+Bn/vMvUDYdMlXC6ciRI8iyXGtepygM7D/AVcdfxPNf+GKefuwRjl58OXsHBgG47oYbOf6Sq3noyVN84BGIKzI9zWsb19FtN6pCbzSZuIodnChVlrigq4kfjxd4YqrI/qoOhLC1/IKu9Jo7ESzX3dECtSmmkNAUKpZDOq5iOy6qLJ33OIRAIBAIBILF7My+OMGmU7YcdNttSED486c7t4q7FJ7nkdPtaOY3nIc81IDoDqu4EwUDy3GRJAnP87bFOcrrFieny4zn9ZU3xl+Ayevzs8/PTNeKbsvx0BS5YZEVC54nbC8/m9Oj6ltc9TsCNmOuO3yNgQMHYc/g/B3NXfCGPyDRtXSl92xOx3Q84qpMb8Y/Dr/9WIoWJ86H8HPneR6qItMf5HF7Hf4ssuu6fPT9t3J2dJTSgtGOju5e/tuHPo4s11a0wwWE7t69XHHVT9Hdu7fmcd29fTTvvxiAgbYEctDFMFs2Gc/ri1qTl8Kw3WjeeqNJagoS8ws/x7r9KvbjE7Vz3WFr+eW9a0+rcL3zHx3YShKaQjrmz8CD3+mR1JSGO1QEAoFAIBA0jhDdgoYom75xViPzi6oi+1XcXWamZjouuuVGIipsLz+4gokaQEdKI6nJuB6cDcTtdjGc022XuYrFielSQ++Zb6LmRW3TJ0PRHSw+hLOuiQZFVlyVkSTY0xSLOgAmCoZ/XzD7vhnnKVex0BSZ7t4+Dv30Nf6N998N2XFo6eED957jXNGo+9iwtXywLRlV5E3bpSWhrct8bFyV0RQ58gDoUoPZ7T37o21cx2FiZIjygnOVq1i8+HW/wJfve5g///xX+Mp9j3DdDTc29Lpngur9YNv8wlLJdGhOaIzmdOwGRkj8+f7NqZ4mNYWYKmM4vpC8KJzrnirWbBdWui9fwzz35PgYD/zb95idPLujRTdAe8o3QgR/YbU5qaLt0Bl1gUAgEAi2M+LbVdAQ4Q/51QiI7VDFXU90y8V0HOKqjOd5q6p0S5JEfzjXnZ2f696seeXlqFgOMUVitmxxZrbc0PaG7RBTZebKZmQmFy4+GLZLQpWjCvZKxBSZmCLjeB77A3F3KljQkCTfwXy9zNQM28F2Fl+XnueRN+xoIaEYbwPgXb9yA3/5pp9ib3Oc4WyFt33pUWZK82ZlFcvh+6dn+dKPxwE4WNXCbLleTZv3+ZDUFBJqlUlYX5A7XVWRlxWFffsPMluuNVObKVtIEvTs7eeq4y9aVSzWmTn/etgXdGqEDLQm2ducYCynY9U5n9U43sY7l4ckNbnmPF0cVLqfnCpGCwQl046c31cruu+5+y6uPX4Zv/HG/8yvXfN8Pn/XZ9dv57eATEIlnDowHZeO1MZFugkEAoFA8GxGiG5BQ2TLVkMmaiHbpYq7nui2ixm0Ts+ULXK6jSxRMyu6HP0L5rq3i+FcTreIKTLtSY2huQq5yvILASXTwfVAliROBAsPfS3zZnKms7rKZljFtR0vmo8/WRVlpEgSxXUQ3abt8tBIlodGc+QXLHbo9nwXQ9GwmQwq7a9+8Qu49PAgn77+MrozcYbmKrzt7x/lLx8Y4de/+GNe9ukf8M5/fIz7zswBcMkCU65Gq/0roSkyTTElquBeccA3N6NzPzDfMt4/0E9Ot6OFBdtxmSzopGPLvx9LtYrPV7qT0fOpskRbSuOKvmYOtKc4mzeiamk1TuADAZvXhq0qMukqp/d9bUn/vNkup4Nr6tHxAq4He5vjdKaXn1P3qs7L5PgYt7/3nfP55a7Lf/3N32B0dHSDjmbjaYqpaME4UPhvgUAgEAgE648Q3YIVcV2PrN6YiVpIXJHJG7srNqxiOYTLDmFreX9rMpptXonQwTw0CvMrcl5dwbJZuK5HIZhTzyRUKpbDqZlyjdioZqZk8sx0KRLYYcXwyJ75FnvL9cjEG69saoqfQ206btQ1UC2640FF/Xw5NVNiomAwkTd4YDjLWK4SHWeYOx5X5aiDobMpFlVo+1oS/Pn1l7Knyc82/tR9Qzw4msN2PXozcX7ukh7+x2sv4g2X+3PRjushS9K6moeFmegwf77lPfv4k7/9ctQynlQVdMuNOlNyuk3RcEgvM6f70e+e5g1fPBUtHFQTmcMFottwXGKBKVpcVbikN8ORPSmmCkY0S142Hc7mdM7mdSTJn6tuT21OpRv882QGIlKWJC7sClvM/bnuRlvLi4bN6dly1NkwcvrUIhd4x3E4ceLEuu7/ZpLS/EzubMUioYp5boFAIBAINgohugUrUrYcdMtdVfSRpsiUjK2v4q4nRcNGCdrrT0433loesiirW5UxHD8beqvQbScyAAPoTMcYzVWYKi4WudmKxSNnc+iWw54mvw31RGSiNn8eJFi12GyKqViOR7vsL0g8NZGN7kuochTntVamCgYnpkvsaYrR35rAdT0eGs3x+GQRMzBqC3PHT83Wf28HWpP8+fWXcvneZn7mYDvvftkh/v6mq/jyrzyPX704RWbqCaYnzwJEAn49Y7Ka4vMO5l3pGJm4iutBx9HnRC3jMVXGtB1KQWdAtmLiBuZr9fj+6Vm+9OgkOcPhPV97mh8MzQvvkmlzLhCc+9rmHdkTVeZwmiJzrKeZY90Z5io2Z+YqlEyHvtYEPzXYxosOdHC0K72pc8KpmEL1mtFCM7VGTNRsx2WmbPmCXZIYz+v07T+wKNdcURQOHz68zkewecRUmXRcYa5ikYzJpHb4jLrg/2/vzuMrq+v78b/Oftfc7HsmySwMMwMz7DhIAZHCQEVp3SiKWqmoLbWAooALFi0oVqX2p0UrtRURtFZZrKVfRVQURUAWGWCYLTOTmUxmsid3O9vn98e55+Te5CaTZHKT3Mzr+Xj4aCf35uacmzPDfZ/3RkRESxWDbjqilOkgYzuTMrpCCHQNpPDDP/bgk4+8gr/8zh/w0NaDALzSadMRQTnscjCSsYM+5WKBmRACtuNOmSVuqyzc1S1LEoTAoma6M7ld4X4QFVK93b07+5IFvbojGS/gHsvaaIyPl+Tm7+gGxsuPZxtsxnQFP/mv7+Afr/pzAMCuvjH88L57csckI2vP/eZExnLw8qFRSJIUlM/WRHVUhzVsOzSKZ/YNYSBpwh9X4A+GKzYgr6M6grvftglffuMGvG1TM1ZUhfHg976DSzdvxAcufyMu3bwRD9x/TzBMbiaDB2cqrI3vVZYkKbjR4U+P98mSd8NLCIHeUXPK0u6M5eCOx7wsbXVIgekIfPjhrfhdLuPtZ7mrwlqQ8S82HE6RJRxXH8OprQmc0prAazurcUprJZoqQjPu659P+e8TAKzPDVN7OdfX/WKPF3xvak5M+RoHR020VYawriGO09oSSIQ1WJEa3Hjbl4O95oqi4Otf/zpaW1tLfEalVRPR4QqgOqyV7c5xIiKipY4NXHREKcuBAII1Vw+91Itf7x7Ac/tHMDih//f+Zw/gjRsaoasyhjNWbl1Q+WdPLMcr2Z04sXtVXmB2YCQDRZaCgU35sXdVWEPbhJVYiixBkjBvQ8LmImO5QYbXVxvVcWAkg/3DGXRUR5DM2njhwAiG0jZaKkJBwOUKEZTZ++vC/PLj2VRFAMDgoYP42q0fhXAFYGUBzcDtd3wBrz3vfDQ0tcB2vQnmleHZlSkLIbCjL4n+pBXsSveFNQWtiTB6RjMYSI9nb3f6N1Rqi1cx9Pbsx77du7zVYkBBn6/rurjtpuuw5tSzsWFN57wGMRFdCVaoRXQFq2uieHb/SHDjw6erEvpTJuqzBoYyFhJT9Nf/25N7cWAki8a4jn/d0oYvPz2AX+0exIcfeglfetN6DOYG5Pn93MDUw+EkSQrW4i22sFb4PvmZ7lcPJ/FK7yhSloOorgTzAybqT5qIGgrW1segKjKqIzpObU1g68FRiIvfiu+/9nV4eft2XHrWJmxau2ohT60kooaKipCKyjCHqBEREZUKg246ouH0+BC15w6M4DM/3R48ZigyTmiKY2VNBP/1fA/25fpk1VzwmbEcYJaB0lLk9/xGw5o3uTwXmOV/cHcEcEJDHImQBtsVsF0XliMwlLKwZzCF5kQo17ss0DuaRXMiBE2WMZJZvN73Yll2VZYQ1xXs7Esibqh49dAYDo+ZaK0MFWQ49w9nkLFd6Mp4wGXmyqpn2ucevNaeXRB+v2z/XqBxDURVC/Z17Q5Kp+cymO/gaBa7B1Koj+nBnul8iixBSw3g1Ve3Y9Xq1UCstegNFd8D998TBNmyLOOKv/6bSX2+ruNg755d2Hzimlkf73RCqoyQ5mX9I7oS3OjYMSHTHVYVjGUd9CXNXDn45JteO/qS+M4f9gMAPnJOJ+KGwG1b1uCmR3bg8d0DuP6hl3BKi5cJzg+6veNY2jfRJr5PzRUGEiEVwxkbdz36PABgY1NFwY0mX8Z2kLZdnNKSKJi4HtFVnNSSQERXsV0CTnlNPVa21yzYOZVSVFdQHdEQNZb275WIiKicMeimabmu8Pr9ctnqrbm+yBMb47j2nJVYVx+DrsqwHBf//UIP0paLvqQZTAVeLmvDMpYLy3GhKRJ6R7NImg5UWQpWKXmDs4BESENNtDBjtFdKoWvQKydvrgihazCNfcNpNCdCMFQZIxkLrisWpbTT3009UWVYw97hNF7qHUVf0kRLIjQpaPWDvc7qCNTcsWdtF7VRY9a7qY9buwaSLHuBdy7oluo60NbRCcDrHT7SVPWJUqaNbYfGoMnSlNUWE4Poa2/7CvpTKwAUrv8CJk+vdl0X937za+PHnSMrChpbO+a9wkOSJFSFtaDsOxgQ1jsKIUTwnoc0GX1JE72jWehFrilXCNz26A44rsDrVtXgTzqrMDo0AE2R8fk/W4cbfvwSftM1iN/mysz9Hd3+cLjQPA6HKwVJklAZ0oLZCZIkocYdxTDC+N1BC1A16P27AJxQ8H1urhx/dW0ELYnQpNfVFBnrG2KI6Qp6R7PzOiRvMcV0Fe1VESQWaK0bERHRsWh5fGqgkklPGKK27bAXaJ29shqbmiuCnk1NkdFU4X1Q3Rt82F0+a8My9niJvb8ma0VVOAhYTcfLKBb7IB5SlWDqedDXndvVbahe7/ti9HX7u6lHDvfg6SceR2/P/uAxSZJQHzUwkDTRXBEqmhUcH6IWRW/Pfjz9xOPoObAfFeHZ38tbuWIFPvQP/+T1y/bvBQCse92bgix3SJUxPIv1aq4r8OrhJAbTVjD0baJiQfSXv/p1AN46qciESc7FplcL18U73/e3QZ+vrCi46bYvoa6xedYl9jNRkauiALwJ5qosYThj48BINniOpsiwXOFNLTcm/y4efPEgXugZQURT8JHzCsujdVXGHW9Yj7Paq4Kv+UPU/D71UpzXfEuEx9+n3p792PX4w94DqhdY/uo/v1xwvQPesL26mI7j6mJT3gCTJAnt1RGc1lY55XC6ciPLXqVKsb/jREREND+Wx6cGKpmU5SCb+7ANAK8eHgMAHFc7ufR2xcSAUvH6upeDsawTTC73V0rlD1ELplUXKb01VBlqbhdusV3dWdtFZhEqArK2iwfv/w7eef6pBUPAfGFNQWtlOMhiT+TffMh0vxIMErt6yxn40XfvKfr86eiqjEvf9k7c/9gfcM37/sp73Whd8HhIlZGx3BnfxOkZzWDPYBr1MX3KrHvRILraG4pVbIhaW+fKSdOrZUXB5e99Px5+4nnc9b2H8fATz+Pit74D+jxPLvdFNO8GjhACuioHq8Ne7h0tPC4JGDPtSTcO+pMmvvLrLgDABza3oyE+eU+1ocr4wqXrccGaWqyoDOOUFm/KdzbXSrDUy8uB8b3gQgjs270LODjeEgPXgdj/MvZ17Q6+NJa1IcneerGZ/N44cIyIiIhmg0E3TStpOkHpatZ20ZUrbT2uLjbpuf6gKr/8VVNkpExnWawNG8lYwY0Hf3hYfs9vxnaRCKlFP4wbqgxNUWA6bpDp9nd1K7IEV4hFqQjY2bUXd37qw5OGgE3MAE7Fz3T//NtfCV5DuC4+dt016O7untWxaIoMXZVRWd+ILa89HQCwZzAdTFA3VBlZZ3z/9JH0jGS8KerTBIjFgmjUdgAovgquoakFN3/uzoKs9s23fxkNTS1oaGrBaZvPRkNTS3ADphQDBMOaAi1XHQGMT+be2jtW8LzKkIaYrkxqCbjz8V0YzdpYWxfF205qnvLnGKqMz/3ZOvzwPaeNTy53XMSmuMaXmoimeOvTHIG2zpWQDuXt0j60C7Kwg9YFxxXoT1lYUxsN2mKIiIiI5hODbprWcMYKMp27B1JwXIFESEV9bHLJ7nimezyLuxzWhtmOi6TlQFemznRbjovEFAPjDFWGrkiwHIHWROGubl96ESaYv7Lt1YJeZMAbApafAZxKxnaCcxCHugoecxwHO3bsKPJd04vp3tqqhriBqK7AcUVeq4I3OX8mk95tx8VIxj5iz22xIHrFaa8DgCknW192+ZUFWe3LLr9y0nNM20VUV0pSrhvWvPJuvx1hnb+DekKmO2aoqI4U/h39/d5B/O8rhyEBuPn1a6asYJiK6bhIFClXX4oiuhK8Tw1NLfj4J28Bxvq9B3u2BTdLAK8FJm6owQ0xIiIiovnGoJum5LoCQ2krr5/by6atrYsVLdn1P7T6gZKXaXK9CeZlzN9lbagK3CkmlwOYMrMpSRKixuRMt5vbKaYrXr/yQmtqXwmpSLm0nwGcTtdAGq4AKnQZUnqo4DFFUbB69epZH09UV2A7LiRJCm5o7Mxbh+X1Lx+5XSFlOchMMbV7ovwg+qHfPIdhxcscF5tc7svPaheTddySDaVSFRnxkBoMKNyQC7pfOTQWXE9T+c+nveqDt2xqwobG+Kx/tusCYa08gm5FllARUpHJ7Xa/7PIrceGJHQCAz1771wU3SzK2i5iulKQdgIiIiAhg0E3TyNi5IWq5D6Ov5oaorakrHpD4A5e6h7yAUpUlOK4o+wnmacuB5QjoioQDw5mgt7U14Z2v7bhQp5mQDQAVugrTdtEUN6BIXn9sX9IE4GXCR7MzHxI2X2I19bjmli8ULZc+Er+0fE19HB+fkC3++te/jtbW1lkfT0hT4L8Dfk/1roHxdVghVcZg2oI4QnCZMp1gddlM+EG0mqjHcMaGLAEd1XPPegqBSb3U86kypMHMVY901kRgqDKSphO0dRRjOS6eOzACAHjLxqZZ/0whvOn85TSxO/99AoBPXXIi/utdp2LLyYWr3DK2g+oIJ3cTERFR6ZRH2oIWRdpykbEdVOXKprf7Q9SmCLqbclOus46LQ2MmGuPLY21YxnKDvnZ/eFhndSQoH87YLvQpJpf7wroXUKq5Ke/dwxl0D2VQHzOgK3IwsC4sL1y2bSRj4w1veye2bLkI+7p2o62jc0YBd2/Pfvz6hV0AvMnll513JTafez7+sPUVnHvKCfiTTWvndDx63jToYpnukKYgaTpIWw4i+tT/dM2073uiXble/dZEeM7DwvwbAqUcNhbVVfj3HVRZwtq6GF7oGcHW3lF05Nac9fbsx77du9DWuRINTS3Y2juKrO2iMqxOWoU2E1nHLdlwuFKJTiiFD2kKOoucuxBALMT/FBIREVHplE/aghZcxnYghFeqKYQI1oWtLTJEDfACgJaKwp5lWZKQXIR+5fmUMu1g5ZcfmOVPtzYdF2FNLggaJzLygrCgr3s4nXvMm2C+kMPUzNzEdEOVj1gune+B++/BpZs34me/exYAMLrrBQBetviE087Cyo4Vcz4mQ5Wh5Koj/NL9nQOpgsczlnPEvu7BlFX0d+GvNZtqUNzOIr36s2U5Apoil3SXdVjz3id/JdaG3DC1l3PD1PzfUf5E+me6hwEAp7ZWznqHOuBdL3qZrAvzRTQFWm5rwFT8KpXoNDdxiIiIiI5W+XyCogWXP9zrwEgWSdOBpkjoqJq69HbiBHNdkTCaLe+1YUMFk8uLrwvLDPTiF7/4xaSp3d3d3XjsscfQd/AAVFmCnd/XPVQ4wdzvP10IGdvJlcnP/J+Agr3Wte0AgP/9ty+gt2c/HFdAkqbua58JXZGhyTIsxw16qruH0kGlhCxJcDF9Jtt2XAxnrElBb7FAdCJ/QN5UQ9RmYnyXdekywmFNQUhVglkJ6xvHh6kV2z1+203X4bc7DwEATm1NzOlnmo5AVFPKajd1WFNgqMq0f6/SlouwpiBSRhl8IiIiKj/l8wmKFtxwxg6CMn8/98rqyLQfvCdOMC/3tWGOK5A0HeiT1oWNB2aP/OBebDnzRJx//vlob2/H3XffDQC4++670d7ejvPPPx8bj1+NR390H0xHoHXCewQAEqQFzXRnLBeW40JTZp71DPZah+JArBqAN7l8X9dumI43uOxoMqGGKkNTvSnvNRENiZAKVwBdedluRZIwMs3QuWJD1KYKRCdmvIutgputrO0G66pKxVtHJgc3I9bVe5nubYeS6No5efe4KyRsPexda3MNurO2G6wOKxe6KiOmK9NuT8jYDmJGaX9fRERERPykQUW5rsBo1g4yvP4QtWL7ufO1VRVOMDfU8l4blrEcmLaAociwHRd7chl8PzDr7dmPr9360YKA7v3vfz+eeuopXH311QVf/8otN2D//u6gGsDf1Q0AqiJhZAaTueeLH+DPptQ42Gtd1+F9YeggZNdEW0dnsJv6aDK8qiLDULyJ9wUTzPvz+rpVGUPTDFMrNkQtuFmQZ+JqNCFE8HOOJtPtBaelLVWWJAlVER2ZXNC9oiqMaC64dKtbJu0el5qPg+Vizv3cAOAKgWgJh8OVSlVYC9arFZO1xaTVakRERETzjUE3FZV13CCQAsaD7rVTDFHzFct0l/PaMG9dmJfp3jecgeUIhDUZjRXekLhdO3ZM2nXtOA5+/etfTw70XAd7du8s2NXtB4+GImEkax9xMvd8SZoO5Fn29vp7raW63Eqx/r3BtPOM7SIRUiEf5W7qmKHAylVF+H3zfgYaAEKajJTlTjmcL2U56Dt4oKB3O7hZkGfiarTeMRNJ04EiS2ifpn3iSBwhEFuAXdZxQwlWhMmShPW5vu5eNzJp9/i57/0YgLn3c/vKaYiaL2p41RJTEViY3xcREREd2xh0U1Fpq7Dn1y8vn2pdmC9/D7XjLr21YcNpC/Yssu5py4GAF9j4wd/K6mgQsDa0dU4K6BRFwdlnn1000KttaUdLIgwJXuA7lPay237vaWaB3qeRvD712bjs8itx4XuvAwC8/dILg33HluMiET768uOorsLO3azwM927CjLdXi/zVH3d3/r3f8fVW84o6N32bxZMtxptZ24FWntVGNpR9i0vxLCxsKZAkqTgJs26eq+ve+vB0YLd4w8/8TzS1d7NhbmWlvttCOU0RM0X0RUo0vjQuXym7UJTZPZzExERUcmV36coWhAZy4UrBBTZK3vuGc0CAI6rnb68vDFu5CYGC/TmvgdYGmvDXFfgxYMjBUHckaQtB35y0F9flV9+XFHXiI/d9mUouYBOye2pPv300/GNb3yj4Ou3f+lfUNPQDEOVUZ9bp7YvN0xNVxeuIsB2XCQtB3qun3tHXxIHRzJH+K5x+3Nv36b2xuBrAvOzJiukKsE6rFVFMt3+0LliE8z37N2H2268Nqg8yO/dnhiI+jcLfLtyfeOr5lh+DYxPwl6IjHBEU2Ao433d6xtzE8wPeTfH/In01fVNeD63n/to+rl1RTmqIXmLJaIpCGkKskVKzDO2g5Aml2XZPBEREZUXBt1UVNpyIOUWZfml5c0VBuJH6FdV8taG7V1ia8MytoOxrIMd/Un0jWWP/A3wdllruYx1EJjVjgdmGdvBO9/9V+jq6sJjjz2Grq4uXHXVVQCAq666quDr7/6r9wbf15YofI/8ioD0Akww90rmvRVQ/UkT777vOfzlvc/iwHBh4F1sxZYrRBAEr869D3auomG6PeUzlT/Qyr+5cWAkWxBkSxIwlp08TO3Fl7dN27s93Wo0P9O9qna8kiNp2tg9kCr6s4rxdlkf3TC5mfImc0tBZcSGBi/Tvb0vWXCD66XeMWSOYj834AXdYU0uy2FjhiojoslFJ5inLa8lopwmshMREVF54qcNKmokY0FVCoPuIw1R8/nD1PblDVNbyCFhU8nmgk3LcbHt8BjMI2TfXVcUlGEHgVn1eGDmCq8PubW1Feeddx5aW1sLXiP/64YqB2vDOnIB0O6Bwqz7dEOf5kvacmA53nC4Vw6NIeu4GM3a+Pj/vhKU3k+1YuvAcAZpyys3XlHlnUPWdmCo85MJ1RUp2EFdGdZQE/FK1p9+tSu4ARBSFQykJl9PTSs6IB2hd3sq/g2V/CqGpOmgMW5gJGujL2ke8TW8AW7SnMr2Z0uWJSTCWhB0N8YNVIZVOK7A9lwrCAA80z0E4Oj6uU2n9MPhSkWSJFTmvU/5TMflEDUiIiJaEAy6aRIhBEaydpCx254LNtfUzmyVkj9Mzc/i6oqEpOXMqpe6FDK2VzLfFA+hdzSLXXlly8Wf78B0hDeB3XaDmwh+plsIAVmSZhxsGqqcGywnsLrIZG5NljCSnllW9WhkLBdCCEiSVPDz/3hwFF97Ys+0K7Z25K6FzuoI1NzQtKztIjRPwaahytAVb1c3MF5i/uGP3hjcAHj0R99F0nQmlQxX1jfhbz51x5S920/vG8InH3kFL/WOFnyfK0TQcpC/Cs50XNTHdJzaWglFltA9nIYzzVSurCNQYahHNaxsNirDWvA+SZKE9bls99be/KB7GMDcS8sBr5IhbpTXurB8FSE1GDrn83vh2c9NREREC6E80xdUUhnbRcZygw+k23KZsyNNLve1BRPMvXJlQ1UwlLGQtlzEF7GU0y8xVWQJtVEdO/uTqI7oQX91PscV2D+cQcpyUBXWsKs/BUcAMV1BXdTLjmUdF7oyi6BbkaErEkzHDcqY/ew54AWcw1krCIiPhuOKICCbKGXa8F/dv/GwsSmOF3pG8e1nupEYRdEy7Rde3YW793lB6dq8qoes7aI+ZsxLsGmoCnRFypU0K2gKecchqld4x+G6+OInP4J1Z5yDVFsCRl4f+VDawsVvfScuuXgL9nXtRltHZxBw9yVN3PDjlzGatfH/th3Ge05vw1+fuQKaIuPASAYZ2/tdtibGJ5cL4U2/bk6EENUVvHRwFN3DGTTE9aB/3cpVCSRNr/e/agEzp2FNKZh2v6Ehjie6BvFy7qaC5bhBP/cpLXMPugFvany5iuSGzrm5m2QAYDoCuiojqvM/gURERFR65ftJikomYzkwHa/n13LcIAs40/LyFZWF/cp6brDaQpROTydp2kF21vuwLWHb4bFJw8tSpo0XDozgjz0jqA5rUOTxyeWraqNBcOmvVJtp0C3LEiK6AstxgzLmntFs0DOsqzKy9tFPenddgZd7veMv1rs+YtpBf65fVv3OU1vx1o1NAIBv75EhxWoKvkeqXYEvbVOxoy+FmoiGd582XkZvuwIVofnJhCqyhIqQFrwHMcsLGlG7Yvz8HAfdXbsLJpg7rsBQ2kJIlSf1bgshcNuj2zGatRHTFTgCuPv3+/Cu+57DtkNjwYC8juoIlNz14biFVQyJsIZT2hJYXRvB4TETB0ez2DuURl/ShK7KWN8Qx2s7qoMbTgshoinB31EAWJdbG/ZSLtNd0M99hN3jY1m76N9P2/WGKZbj5HJfeMLQOcBrsQirMiIcokZEREQLoHw/SVHJpC03WPe1eyAF2xWI6QqaKiZnhIvxy8v3D2dguyJYbZRe5F3dIxm7YB1UfUzH4TETO/tTQcawbyyLp/YNoWswheaKULDDd2eR8uOs7SIeUoNAbSYSIQ2mI5AZPIRELk71+7oN1ZuyfLTv0+6BJHb3pzGatfHs/mHsGxzfB+66AmMZG7oiF5RVr6yO4NpzVuK42iiGsy7ar/kaJNU7QKllPULv/mccTtlYURXGt95+UtCT7puPIWq+REiFmQskT17V7H2xZjzolhUFze0dSOYNOEuZDjK57PhE/7ftMH61awCqLOGbb9uEz11yPBIhFdv7knjX/c/hm0/uBTBeyg4Uv6FiqApOaKzApuYK1EQ0bGyK46zOapzdWYPj6mOojRmzuhaOljdMTRmfYJ4rL989kELStIN+7lNaEtPuZE+aNjK2i74xa9LQODO3NrAcd3T7wpqCsF4YdGcsB5W5G2pEREREpcagmybJz3iND1GLzrh8uD5uwFBkOK4IVlFJEpDMLl7QbTsu0pYDIy/oliUJdVEdu/qT6BnJYs9ACk/vG8ZoxkZrIlQQoAc7uif0/FbOMsMb1hT8v/++F5du3ojh7X8AAPzgfx8FMD7B/Gh2dfeMZPDKoTEkQirqYwYUCXj2wDC2HRqD7bjI2A6ytkBInVBWXRmGocq47ZLjEdZkdJlhvPMbP8ff3PUQ9Cs+j7RQsKEhjrvfuhHNucnrwPgO5/lcJxXJK/k97bh27/+J1wJGNOjTbmlpLRimlrKcXIBYeI32J0184Rc7AQB/feYKrK6N4oLj6vD9K0/F61bVwHFFsGar8IaKt05qYoZXliV01kTxmo5qrKqNoTqiL1rgpqsyopoSXC+1UR0NMR0CwLZDybx+7sopX0MIgf6UhZZEGGvrohjK2BjOG3poOt7Nh3LOdMuyhMqQVlDRYrkClWEOUSMiIqKFUb6fpKhkhtNWEHAWm1xu2i4OjmRwYDiD/cMZdA+n0T2Uxr6hNA6NZSFLElomlJiHVKXgw/xCy9guTMeFphYGSBFdgSpLeLl3FM/tH4amSGiqCE3KDPoZ4dV52VAhMOvy1P7eA/jarR/1eqb7vAzr//zytwVrueaa6R5KW9h6cBSqLAer3aoiOqpCGl7qHcMLB0YwkLKQdRzoqjxeVl01PhStozqCj71uNQDg3q2D+Pp2b0DYWR1VuOstJ07qWS7FDuewJgcTzGOGioZcz/1HvnpfsGM7pCpImk4wgT5pehna/BtDQgh87rEdGM7YOK4uivfklcTXRHXc8YZ1+OyWtajIVTOc2BQvOK/KkLZgQ9HmqiqiFdwkW5fLdr/QMzKj/dxDaQsVhoqmCgNr6mPY1FyBtOWgPzetPWu7iC/gcLhSqQhpsHJD8PyqD+7nJiIiooXCKTJUwJ9cbgTrwrws4HF5Q9SGMxbiIRU1uSyfLAGy7PWWbjs0BiEEVlSGsas/hb1DaZyFwgnmi7EXNxNkQif/7LqojsNJE7Wx8QFZE793f26HtZ/pdlwBSULR50+nu2sXhD+krH+P93+r27CvazcamlqgyRJGM7OfYJ62HLzYM4KUaaMlEYZjj9/giOgKmhUDe4bSGDMdCOFl+YPS8gn9vm9Y34Cn9g3hf14+5P15XT0+ccGaor+3rO0ioivzusN5vGzagaqrWFUTQe9oFlrjajQ0eX3nIU1Gf8pE2vJuIAzl3Sjy/Wx7Hx7b0Q9FlvDpC4+bdPySJGHL8fV4TXsV9gymsTEv6LbmsU+9lKK6ivyZd+sbYvjFzn786I8Hj9jP7bgCo6aDE+ujCDtJSJKEjuoINEXCiz2j6B3NlvW6sHz+zTEhRG7avsJ+biIiIlow5f9piuaVt8vaKz8WQhTNdGcdF52xCNY2xAu+dyRjYVd/CpYjltwE86zjQgBFe1slSUJ9bOp+9d0DKQgAVWEt2OtrOt4H99n2Mq9bexwkWfYC775c0F3bHuyS1lUZw5nZTTC3HRcvHRzB4aSJ1rzS73yaIqM14a1KC/aO+8PhaiZPpf/Y61ZDV2S0V4XxjlNapjyWrO0WlJvPB6+c2ZtgHtW9su8nugaDoW/++ViOQMpyEDNUDOeGqPkGUyY+/9gOAMB7T2+bdghgZVhDZXhygD2ffeqlEtEVyLIXQCvy+Nqw/bm2jun6ufuSJuqiOpoTIQwNjE/Rb0mEocky/tgzgqTpzGsVw2Lxh86ZjjdbIqzLXBdGREREC2bpf6qkBZW2vP3HhqqgdzSLkawNRZbQmTc4y82tUprI37FsOm4wwXzf4PgEc9N2F22Ymr8ubC52FskIZ2031/M7uw/uqzracf1nvghZVoD+fd4Xo1XQE3UAvPcwM4sJ5v6NkT2DGTTFjWkHZsmSVzrv32CYKtMNeMHcxy9Yg3ee2jpt8O8IgXiRa+FoSJKERHh8grl/UyB/vRoASJCQzNpImQ7Sud+H747HdmIobWNNbRTvPaNtVj+/FH3qpRLVFYQ1NSgx9yeY+6bq587aLmwhsLo2OqlCAPDmMpzSmsCKqnAwTLCchXP9+RnbyVUAaJA5RI2IiIgWCINuKpCxxyeXv5oLcjqrw0F21HEFFEkqWpqpKzIM1dtD7We6/Z5uP3BbrLVhI5nJ5cczVWxyecZ2UWGos/7gLssS3vqOd+E/fvYU7rr3B2iMFk5Hn+0E80NjJnb2J1Ef02d1frYr0DWYO6/a6ddJTcXvjS1FcFphaLBzPbirczvNXz2cLNhLrasSBjNWMETNH5L3i539+On2PigScMuFx8369+5NLp/fPvVSMVQZEU0ObiolQlpBtcNU/dyHkyZa827AFFMV0XF6W2XRKoByoyrenIOM5XpD1MqgdYCIiIiWDwbdVCBteT2/QPEhahnbyX3QnxyQSJKEuKHCdARWVHlBd89IBnZu/ZMsSRhbhAnmQgiMZu1Jk61nanxy+XgZtuW4SMwxGIkbGhJ1TTht89k4rqECALAj9zP8CeZJc2bvU9K04bhixgFib89+PP3E43h+exdMx2sjaK6YW3m45QhoilyQYZ4v+aXdq2oi0BUJI1k76K0HgJAqYyRjYyQ3oM+/sfPjl3oBAFec0oLj62e2Wz5fxnaDcuSlTpIkVEd0pAuGqXnnPFU/91jWhqHI6KyJHPGm0XLKBlfl9r/LU9w0JCIiIiqVpf+pkhbUaGY8ON3mD1GrLdxfHNbkIPM9UcxQYbsu6qI6QqoMR4z3lxqqHARIC8l0vD71YkPUZmJ8crkXwPT27Mcff/8bDB7qmdPrRXQFbu7Oxnjp9Hi/siRh0r7kqfSnzBmf1wP334NLN2/EBy5/Iz7wN9cA8ErLpytJn443kEouSUY4rCnQFBmm7UJTZKyp9QLJl3rHgueEVAUZy0Vf0izIZr/UOwoAOGdlzZx+djZXflwuKkIq8goAcHKLl90+o61q0u/WXxHWUR2eNIl+uYsaKlzh3Wji5HIiIiJaSAy6KSCEwHDGCjJ8+Tu6fRnLRXbwEH7xi1+gu7u74Pu7u7vx7O9+jcM9ByBJ0uRhaoqMpOnAcubeXz0XWduF6ThT3iiYzljWxsHRLAAvQPUD10/99Vtxxglrcffdd8/6NfOPY3WutNsvLwe8YDJ/B/VUbMfFSMae0cCv3p79uO3Ga71VZQBEjdfn3BSe1aEXyDouoroy57L96UR0BSFVDvq61+eyty8fGg2eo6vexPyM5QRD1PqSJg6NmZAlYO00w9Om4wqBmFE+QVlEVyBLXoUEAPzFCY34xAVr8OFzV0567mDaQiKsor16bi0F5cybii8jrJXmRhERERHRVBh0UyBru8jYAoYqI2WOr8lak5fp/r//vhdbzjwR559/Ptrb24Og8+6770Z7ezve/saLcfWWM/DAfd9Gm7+r2x+mpsrIOu5RDTWbi4zlwnJEsIt6NnbnJmbXRXWkBw8VBK6u6+L973//pJsPRxJSZciSt4c6yHT3J/N6pGWMmQ4yR+jrTlkOMpY7o2Fu+3bvCo4bAFCzAgCQcMam+I4jy9jOnEvsj0RTvBaGbO4GjV8yvfXg5OPNH6LmZ7k7qiNzKiH2p8aXU1AW0RSENCWYA6AqMi47oRE10cmZ7NGsg9U10bI6v/niv0/VEb3s944TERFReWHQTYGM7cK0HRiKHASb1REtKEM9eKAbX7v1o5OCzqeeegpXX331eBbVdXHbzdejRvOCgH1DizvB3B/eNpcP2vmTyycFrgAcx8GOHTtm9ZqG6pXnW46L9qowFFlC0nTQO2YC8MumnSP2dSdNB6btzKj3uK1zJWQ573m5oHtTZ+Osjj2fK1DSMt1EWAt+d/4qrFcOjQWl+QAwfPggfvfrX2IoV+rvB90bJqyzm6ms40Ivk8nlvpCmIKYryBxh4r03IE4uq9L5+aTnzn057B0nIiKi8sKgmwJpyyv9VhV5fJ1UXhnqrp07vP3SeRzHwa9//etJwajrOAhlhgAAexZ5gnnadDDXvJa/pmpVTXRy4ApAURSsXr16Vq9pqAo0xZvyruV2Yef/LEWW4AqB1JGC7qwNWSr+V7i35wCee+p36O05AABoaGrBzZ+7E7KiALIKVLUAAE5dPbt1Wj4hBOQSZ4RjhhL0KndURxBSZaQsJ6iceOD+e/DePz0Nn7n67XjjWZvwwP33BD3fE1dnzZQfmJZT0A14N8eO9PcqZdqIGcqyWAE2V+vqY2ia4+BAIiIiorli0E2BjOUGgfGuAX9i93jQXdfaWTToPPvssyd9XZYVnNDZBGB8VzewOBPMR0x7zpOodw6Mr9UKAlfZC8gURcHXv/51tLa2zuo1FVlCRFNgOf4wtcl93bIkYfgIQ+cG0hZ0dfLthAfuvweX/ckp+Mj734PL/uQUPHD/PQCAyy6/Eg8/8Tw+dfcPAUVFVFfQEJ96ZdR0FiIjHNYUSJJ3A0KVJaytHx+mNrFH3XVd/ONN1+HFnmEA45nx2craLuIhFUqZTe2OGSpcMf1zkpaD2qhRduc2n6KGWpIZBERERETT4acPCoxkraDvuVimO17biJs/dycUpTDoPP300/GNb3wj+LqsKLjmljuwaZVXwnxwNBsMxDJUGcPphZtg7roCyawz58nlQaY79z5cdvmVuOuR3+EHP/4/dHV14aqrrprT68YMFWbuPcnv6/aFNRkDKbNgL3U+y3ExmrGDAWK+YsHobTddh96e/QC8jHeo9XgA3u92rr2tC5ERDmsKjNwEcwBYHwTdo0VL/UW0BiNZF6osFUzcnw3Tcctyh3NUV6DKUrDbvBhXeGvEiIiIiGhh8RMYAchNLk9bwWTtIOiesJv6r977Xrz/L/8cO3bswOrVq4Ms71VXXYWLLroIO3bsgFrdjD4pjpqIhoimIGU52D+cxsqaKAzFKxG2cqXVpZZ1XGRze5dnayhtoT83Rbwzl422HRdNza04e+Wmo+qNjRkq7FxAvbpIpjukeu9b2nIQ0Sf/NU2ZDjK2g5oJa5+KBaOu42Bf1240NHkl5cWqGGYra7uojmglzZp606YlZGwXIU3Bulz2+qXeMVx5jlfqn3+uUtNxEABW10bnXNkgBMpyh7M37d2bBVCsfDxje9P748dwaTkRERHRYmGmmwAU7rJOmQ568tZk+YQQCGsKWltbcd55500qq/a/3rHC6xP21oblJpjn1ob5E8wXaphaxnJgOi50VUZvz348/cTjQdb3SPwbD01xA9Fc4Jt1XOiqMinDPFuGKgd95qtyWdnd/alg7VNIk5Gx3SmHqXk3LsSkGxfF+s5lRUFbR2fwZ38n+KqauWWDAe96qSrxQC5FlhAPqZPWhm07PIaahubxHnV45/iat72/4Hmz5bil71MvFUNVEJ1mmFrKdBDVFcSK3MAhIiIiotJi0L1M7RtMYfuhMbhHavTMSVsusra37zh/crmfzbVygetMMsahXEAphMCKKn9Xd+EE84VaG5a1XTiuwI+//x284fyz8YFrPoRLN28M+pynsytX7r0qr1TZtF0YqjSnnd/5jNzaMMcVaK4IwcjdjPDXtMnS9MPUxrI2AEy6kVAwMA1eMHrz7V8OstzAeJ/60WS6vYxw6QO4REiDmVsbtqIqjKiuIGu76BpIBT3qd33vYTz8xPOwqrx2hqPp5y7HIWq+6YappSwHdVED8jHcz01ERES0WJj2WKb6kia6BtOA5JXbHql3N2M5sF0x5eTyjOXCUJUZBSSGqkBTZZiOwIpKL+j2J05LkgQBLFym23bRd/AAbrvxWoi3/CPQugHuT76I2266DpvPPb8gGJ1oZ5H3IWu7qI0aR73n11Bk6Iq3NiykKVhZHcHLh8awsz8Z3KjQZAlDGQvtRb5/IGXilw/ej6/c8hG4rgtZlnHz5+7EZZdficsuvxJnvPYcvLr1eRy3YROa28ZfIWu76M7dAFldW9g6MNNyf1cISBIWJDiN6OMTzGVJwvH1MTzTPYyXekexujaKhqYWNDS1wBUCLx/aA2Dume6s7SCkyUddxbBY4iEVU4wAgBA4ZleFERERES228vx0SdMSQmAka0OWvP7XXf3JKQdy+TK2C/8Zu4pkQrOOi5iuzKhXNqTJwQCs9irvNboGx/uVFUk64g7q+ZIyHfTu6/ImOzcd533xwmvgVrdjX9fuab/XD7pX1Y6/D5YrUDEPw6hCmgJNlYIsbrEJ5mFNwVDamlStYDkudu/ZFwTcQLGBac046bQz0dDUXPC9XQMpuAKoMFTURLwgbCxrY89gGiNHmJbuy9ouDEVBWCv9Px9hTYGSNyDMD6j91WC+vYNpJE1vx/zKOZbNZ20XCUM76hsqiyXiv1dOYRVJxmI/NxEREdFiYtC9DGVtrz+7KqwhYajY2juG3XnBXDEjGQtaMLk8N2grP9NtOzPOlGmKDEOVYTpuEEzu6EsFgb+hyhhaoAnmIxkL7StXQapqBpTc8asG8KabUdG0YsrvE0IE08Qn9j6H1KPP8CqyhKimwPTXhuWyzjv6xieYh1QZadNFakJVQNJ0sGvnjikHpk1nV94KtPG96S6aKkIYydjIzKACIZsrsZ+P9+FIvGFqMrK5sun1wTC10YLnvXzIC8LX1keDCfyzNV83VBZLVFcR1ib3dSdz/dzRMhwQR0RERLQcMOhehrK2C8vxsn7xkIq4rmBr7yj2DEwOvIUQGMvaGMnYwVotv7y8CqmgX1gIFJ2KPJW4ocJyXHRWRyBLwGjWxku79gLwSqvTuQnmpWQ7LpKWg5aWFrzl2lu8Lw7uB4YOABX1uPOZYdiuKDpgbdvhJIYzNiQAHdVeubc/aCs0TxneipAWDAkbz3SPB91+sDmxrztlOqhv7ZhyYJrtCjy6ox+Hk5NvbPgr0PJvqJi2i8qwipU1EfSOZSdlSidKWw4qQtqC9AeHVBkhTQ7ep3W5TPf2vmTB9fPSQS8In66fWwiBfUNp9IxkilZ++IMCy5WuyogVGaaWth3Ux9jPTURERLRYGHQvQxnbheV4/dmAF9xFNAUvHhzBvsE0HFdgIGVid38KT+4ZxK93DeDQmImYoRZMLr/x7RfgA5e/EZdu3ohHf3TfrFYpxUMqLFfgJz+4F27fPgDAe957FR64/x4YqjeZu9R93VnbhZWbyN6w4UwAwOmrW/C1y89AWJPx+31DuPab/4NLN28MzvOH992D7zzTjfd+7zkAwMbmiiCjO9+DtmKGAtdfG5bLdO8dTAd7qf3+94ml+GNZC3VNk6d3+wPTvvqbLtz8yHZc/T978MSewYLvHR+iNp69d4RARUjD2vo42irD6BnNThmUHhzJQJVlNCdC8/IeHIkkSagMj9+caKkIocJQYTmioBR/a67cfLqguy9poiqiIR5SsX8kG7z3wPigwHIOugGgKlw4TE0IASGABPu5iYiIiBYNg+5lqFiJcGVYg6HIeKFnBI/v6sdvdg/g+QPDGEpbiBkK2qvCMPImlyM5BJEaBuD1C3/tHz6K/t6eGR+DocrBADP0eQOuRM0K3HbTdRg4dAC2Mz8TzMeyNl7sGUHKtCc9lrFdZB0HuiqjK3depx7XjjOO78SnL1wLAPhdKgF3zdkAADdWh9ueSeLOx3fDdARe21GFz//ZuuD1TMcLuo152i8e1hQvsBYCdVEdcUOFI4Cf/OI3QdZdU2QMps2C7xtIWTAUedL07ssuvxIv9Y7i3j90AwBGTRfXP7wN3/jdniDA9KsYVk2YXB5SZeiqjHUNcVRFNBzM3Xjx2a5A93AGUUPFqW0JNFUsTNANABWGBivX0y1JUpDt3prLbtuuwLbDftBdfIhaxnJguQLH1cVwcksCNREN+4czwYo274bKwvSpl1JswjC1rO0ipCrs5yYiIiJaROX9CZOK2tm1Fy8+9cSkfdRVER1RTYHtuKiL6mirDKMuZhRk9/ygDP17C77XdR10d+2a8TEYioyDe3d7fce5oBs17XAdB917uuZlgrkQArv6k9h6cBQv9IxMutmQtV24rjf1eveAN7HbLxV//ZpabGnKPfHCvwNe83bgXf8MtG6AIQMff/1q3PmmDaiN6gWvFzfUeSvTDWsKdEVC1nG9jK7rBY6fveOfgrVmoVz/ux8cmraLMdMJfmcNTS04bfPZaGhqge24+MxPt8MVwOtXV+MNaxIQAL7xu7247sGt6B3NBivJ/KDbdlyosoRQ7vVihooNDXEv2E95wX7GdtA9nEZTRQintVWiLmbMy/nP1MRA2M9m+33cu/tTyNouoroSTH7PJ4TAoaSJjqowGuMGKkIaTm5JoLHCQPdI2rsBZLsIazKMBehTL6WorkLNG6aWNB3EDPZzExERES0mBt3LzN13340/PX0DPnnVW4ruo46HVFRF9CnXQ/mDtjCwr+DrsqJgzZo1Mz6OkKagfeUqr++4r8v7Ym170HcsSxLGjnKCeV/SxN7BNBrjBnpGsth6cCQozQa8YFGSvKDLn57emdfL/DdndwJdfwA0AzjrHYAeAfZvxVcvbsOfn9g0aYq16bhIhOYvYzg+JMxFb89+7HvmMe+BmvZgGvlo30FkbBfJXCY/aXrDzoqttfr2M93Y3pdEIqTihnM7ce2ZDfjk61fCUGT8pmsQV9z7BwDePueqiHczIeu40FWl4PVqYwbWN8SRsl0cHsvi8JiJ42qjOLklMau+/vni35zwf7fjE8y9TPfW3P9dVx+DXGTyeF/SRHVEw+q6WPA7jRoqTmpOoC0Rxv6RLJKmjcqwPul7y01EUxDSFKRzVSRp20FdVC/biexEREREywGD7mWku7sbV1999ZRrpGbCn1x+8TmvGe8XlhXc/qV/QWtr64xfx1BlNLe04vrPfBHSoFfujJo23Hib13dsqDKGj2KCue24waTvmKGiOW6gazCNl3pHgyzfaMaGJks4nDSRNB0oEoK94QDQ3NKKD59RCwx0A7YF6fH/wM2nRHHSmo4pf254HjOGiiwhHlKRtV3s270LOJyrCKj1pqq7joPe7j0wbTcYppaynIJ+fV/XQAr/9qRXnfCR81ahKtfD+4Z19bj77ZvQUhHCcMYL3CcOUTNUCcaEIL61MoS1uf3uJzbFsaGxYkbr4krBuzmh5A1T8zLdO/tTyNgOXvaD7iL93Pll5RP7tUOagk3NCays9ia5x5ZBNlhXZcQMBRnbgRACLvu5iYiIiBYdG/2Wke3bt0+5RqqhqcXLpu7ehbbOlWhoain6Gn55+Z9f+Dpcc/Hz2Ld7F5TqZrzxNSfM6lg0xRtKdcFfXIFzX38B3vyD3TBVHadc9GYA4xPMTdudUzB3YCSDgyMZNOd6i1VFRnM8hN39KSgSsL6xAqNZG5oiY0fuRkJLZXhShv8vr3gHXrtvH/Z0deG4d9w65fviCgFJmp91YfkqQxoODGfQ1rkS0sA+b1d6TTuA8WnkJrzedQAYy9iYMLQcrhD4zM+2w3IEzuqowpa1dXCd8R734+tj+PYVJ+GTj2zDE12DOLklETyWtV3URo1JmVBJkrC6LobGitCiB226KiOiKRjN2ogDaIjpqI5oGEhZ2H44Gezs3jChn1sIgd5kFmtqomiMFy+J11UZJzTFETMUVEWWR3BaE9HRO5r1SubZz01ERES06PhpbBlZs2YNZFkuCLz9wO2B++/BbTdeC9d1Icsybv7cnbjs8isLvj9/cvnKmggqwwkk6hoxkrFnNbncFzMUDKRMNDW3YnXdYbzUO4Yd/Ul0VEdgqDIG0hYytjProDtl2tjel0TMUAsyvroqoz6uY0dfErIkIZObNu4Ph+so0u8LACva2rCirW3an2naLgxl/gdtRXQFruv1Zl/3t+/Hlw4BqGyEFIri5ltvR0NTCw6NZTGY8aoCBlLWpMD/By/04PkDI4hoCm4+f3XRUuJESMOdb9qAnX0pdOYNUZtuN7UiS4secPsqwxoOJ71rU5IkrKuP4Tddg3j+wAi25yoeJma6+5ImaiJ6QVl5MaoiY3Vd8QFs5Siqq3DFeD/3XP7uEhEREdH8YXn5MtLa2orP3/n/QZYL10gBCAJuYOqycz84rY5oqMwFWxlr7muyYoYKOzcAbFVuRdXOPu9naIoEy3GD3tPZ6BpIYzhtByXU+UKqgtqogR19SWRtB7oioys3RC2/n3u2Mrky7PnOdIc1BYoswXYFrrjiHagJe6//+R/8MrgpElJljGRsjGVtjJmF/dwHRzL4/37dBQC45uwONE4zVVyWJKypi0KdMAhuvs+pFLz1auN/9oepPbS1F7YrkAipaK4Yz2ZnLAfmFGXly11E93rgRzM2GuKTqxiIiIiIaGEx073M/MUV70Ll8WfAGexBW0cnGppa8PQTj09bdu7zS8vze36ztouGuAFlDhO784M5fw+1X+rt76Ce7QTzgZSJrsEUaiLalMFERFdw8MBhvPDqqzjlhOODmwlHE3SbjovamD5vk8t948PUHKi6ihOaKvHLXf04aIcKntOfMnF4zETGdlAR8oJLIQRu+/kOpCwHm5or8JaNTVP9mKIcV0CWJITKYE1WWFMgSxJc4R2zP0zNH/y3oSFecD30JS101oSnLCtfzqK6gpCqIOt4+9eJiIiIaHEx6F5mRjM2mppb0Hj8quBrbZ0rpyw7z+cHMCvzyo9Nxw2y3rNlqDIkyes5Xl3rvaaf6QYAXZZmNUzNdQV29iVhOS5i06ytmlhKH77+vwEo6Jhl0J3fA29FqpEoQW9sSJUR0uTcyitgXUMMv9zVH0zmBrz+eNMRGEybcFwRZKqf2jeEJ7oGoSkSPnnBmqKTu6fj7x0vNgl9qfECSe99CmvKpFLydRP7uSFQHzs2s7ya4g1Ts12BuHFsZfmJiIiIlqKl/2mbZkwIgeGMNalHuqGpBTd/7s7xaeS5svOJQ8P8yeUrJwSnc+0JDakydEWG6bhBefm+oTQytpfdDmkKBtMW3Py64Wn0jGZwYDiDhmkC7t6e/YWl9FoYSdc7/ql6uot54P57cOnmjfjA5W/EpZs34qf//V1E9PkPuiVJQmVYCyZzB+uwcjuofbIEWI43zM33TPcwAOBPj6ub9Q0FwKti0JX5L5kvhbCmIKTJQWVEbVRHfWx8xdf6vCA8mxvOFy3B76tcVEd0VITUY660noiIiGgpYtC9jJiOi6wtoBfZwX3Z5Vfi4Seex13fexgPP/H8pCFqQF55eS5AthwXmiLN+YO7ocrQVRmm7aImoqEyrEIA2J37OSFVRsZykZpBibmVWxFmqPKUO8YBYN/uXYWl9NXegLRKDTPeMT0pcHdd/OutH8NA74EZff9sJUJa0PvuB497B9PBxHLAm/Y+nLELAuQ/HvSy4RubKub0c03HRTykznvJfClIkoTqsIZM3gyA/EB7fV6mO2N7fe/H8gCxxngIa3Ir34iIiIhocTHoXkaytgvTcYsG3YCX8T5t89lF12JNnFzuv55+FBO7VUVGWFVgOsJbQZUL5nfkSswNVUbGdoId1NMZzdre8LSIPu3z/FL6QI0XdHdUzzzLPSlwB+C6Dvbv6Zrxa8xG/k2NyrAWDAR7OS/bHdYUDKWtoBTcFQJbc0H3iY2T91PPhOm4qCijdVKJsAZHjFdF+CXldVEddbH8IWouEiFtTnMIlot4SEXtNBUhRERERLRwGHQvIxnLDbLTs9Hbsx8/+cUTAAonl3v9szKMoyg/rgipMHOl06tyw9R2ThimNpNM91jWhivEpMnbE00spfeD7rVNVTM+5kmBOwBZVrBu7ZoZv8ZshDUve++/T36/cn5fd1RXUBVWEc1lb7sGUkjmJpn77+tsCYGSlMyXSkRTIMG74QAA566sgaZIuOC42oLnmY67bHZuExEREVH5Y9C9jPi90rMpKfV7lz/3pTsBAHF7JHjMdFxUhI4uKIvqapCdXJ3LoO/oS6K3Zz+efuJxjBzqmdEwteG0BWWG55VfSn/aG/4SANA5i37uST3wsoIbb/8SOtpXzPg1ZiOsjQ8JA8ZLpV/uHc90S5KE6oge/G790vL1DfEj3ogoxhUCElAWQ9R8UUNFSFOCEvPVtVE89sHNuO6clZOeG2EvMxEREREtEeWT5qKiuru7sX37dqxZswYpLYHZtHAW9C7XeAHlnt//HL1/vgENTS256cdHlzE0VBl+QbC/NuzF7j5cuvm8YLr49Z/9Ik782N9P2VvsugKv7NqDPTt3QFm3tmh5/EQNTS1oaGrBZ155CgBmPWjsssuvxOZzz8e+rt1Qq5vw2hOPm9X3z4amyIjqCoYzNuIY71XOD7onerEnV1reNPfScl2VESqj4NTv006bTtCvPXEIXNZ2oSnHdj83ERERES0t5ZPmoknuvvtutLe34/zzz0d7ezu+8+1vTdnPXUxB73KuDBt9e7Gva3fwnLn2c/tCmgxFkuC4IugVH3NVuLoXgLuuiy994iPYvnvPlK/xr9/4N7z93JNxw3vejEs3b8QD998zo5+dsR0cGM4AmNuObr8HvqahueRBXGVYCyoVjq/zMt37RzIYmqIK4I8HvYqEOfdz5yZ8l1Om28/2Z2x3yudkbAchTWamm4iIiIiWjPL5xE0Furu7cfXVVxdM2L79xusxfPjgjF+joHc5l+mWBrvR1tEJ23GhytJRZ0INxVsbZjkuorqKGn8OWu14qbbrOnhp26tFv7+7uxsf+tsPQuSd5203XYfenv1H/Nl7B9MQACoMFdVz7PEVwhsCV+rVS1FdhT8jLB5SsaLSK4cvlu1Omnaw7/yEOU8uF4hqCtRZ3KRZCioMNejpLsYboqaW3XkRERER0fLFT6Zlavv27UUnbB/u7oLjCuweSEFME5wA473LUigKJBoAANf97fvR0NSCjO1CV+c+udwX0hToqoSs4w9Ty2WcazuC58iygsa2zqLfX/Q8HSfIxvu94cWC8N0DXmDaUR2Z8+ok0xHQFmCXdViTC4aEje/rHp303Jd6xyAANMUN1Eann+Y+lYztoCJUfsPGIroCSQKcKXa7m46LqvDc3hMiIiIiolJg0F2m1qxZU3TCdsfKVbjvuf1467efwWd+tv2Igfdll1+JL/3wlwCASkPBFVe8A4AXvIRUaVbl6sUosoSIpsByvOPY0FLjPVDX4R2zouCaW+5AuKq+6PcXPU9FQVtHZzAE7gOXv7Fo2XnXQBoA0DmLdWETmbYLQ5EROsqbD0cS1hQYqjJ5gvlBL9Odf3Phjz1eafkJc+znBrzJ5TGj/Eqwo7qCsKYGpfhTPYeIiIiIaKlg0F2mWltb8Y1vfANKbsK2oij44Kc+j+aWVjy33wvKHtrai28+ufeIrzUse1nV1bleYsALNhMhbc4Z4nwxI29tWK6ve915b8Rd33sYDz/xPN54+ZUYTJtwi2Qv6xqbcO2tX4Qs5yaJKwpuvv3LADA+BA7Fy879TPdc+rl9WcdFRFOglbhc2Qu6paBfOZhgfmh00s2Fnz3zMgDgxMa5lZb7N2JKnb0vBUOVEdFkpK3Jfd0mh6gRERER0RLE6eVloru7G08//TROO+00dHZ6pdhXXXUVLrroIuzYsQN6TQsOwQvU9g6mg+/7+u/2oqkihDesb5jytXf2e8GpP+gMACxXzFv5cczIWxuWm2C+d9TGqa95LSRJQsZ2MJKxkbIcxIzCSzJpOjj3TZfjvNdfgAN7u9DW0YmGphY8/cTjU5ad+9PN88vLg/PK9arP9GZC1naRqCx9GbYsS6gIaegdzQIA1tbFIEvAoTET//ilfyjoaX910AQikTlPLrccAW0Bsvel4A9T609N7nXnEDUiIiIiWorK71P3Mejuu+/G6tWr8ba3vQ2rV6/G3XffHTzW2tqK8847D7GaeqiyNyV837AXdF98fB0A4DM/247f7x2c8vV39ScBACsnZITnKyjLn5DdXhWGIktImk4QYBqKt6M6ZU4uGU5mHTiuQHNLK07bfHYQUBcMgcvxy84BwHYF9g755eXeeblCoHs4g+7hzJQ9wRO5QixYuXJlWIOZ632P6Epws0DU5+2hrmgAIpVQJS8wnwvTcWGocllmugGgIjQ+dC5fxvb2ynOIGhEREREtJfx0usQVm1L+/ve/H93d3QXPG8nY0BUZPSMZWI6Aocj49IVrceFxdXBcgRt+/DJ29CULvqd3NIsv/nInnto3BABYWeNloW1XQJHnb2J3WFOgKRIsxyv/7ajyeqx35DLsftY5WSToHkqbUIvs7y4YAicrQdm5H5QfGB5/HxrjBgCv/Dimq6iL6dg/koHtTL16Kt9C7bIOawryY8n19bmgunHN+Beb1gIAVlUZ0KdZ99WXNHFwNFv05kLWdhFS5Wm/fymL6ApkSYI94dyytouqMhwOR0RERETLW3l+6j6GFJve7TgOduzYEfzZclxkbS972ZUrLW+rCkGRJXz6wuNwSksFkqaDv3/gRRway2LfUBqf/dl2vOlbT+G+Zw/AdAQ2NVdgQ27nc9Z2YKjKvO1w9oeEZYO+bi+4z78JoMkShifspHZdgYG0NeUE9TMveSsS130fVR/9Ef75f36Pyy6/MnjMLy33M+sAchPZJWxqTqA1EcL+kSysaQJvv0f4aCe4z1REV6DKUnAzYH3u97H63DdCzvXuo/l4AMDJK2qmfB3/eqgMaziYqybIZzpeRrhcecPUFGSswps0QghEjfI9LyIiIiJanvgJdYnzp3fnB96KomD16tXBnzOWi6zjIqxpQT93e5VXmqyrMr5w6Xpc9b3n0TWYxpXffRaDaQt+kvCUlgTee0YbzlxRGWSczVwAb8xT0K2rXp/taNZGzABW10bw/14FdvaPB90hTcFg2oSTy7IDQMpykDIdVBQJpIQQuP3nOzCU9QKvG39xEF+MV+O0tkoAxfu5TcdFbUxHzFCxsbkCqixj90AKDXF9Uql1xnIwkLIQ0ZUFK8MOa17Jd8Z2EVPkINM9oCTw0G+eQ/eeLnxpu45XB7I4oXHqfu6+pInGCgPVcLEno+DwWBZ1MSN43HIF4kb5ZoQNVUFUH7+eAO+a9a8zIiIiIqKlhJnuJW7ilHJZVnDLHf+MpuaW4DkZ24HlCOiKhD2DXrC5onJ8TVYipOGfLzsBNREN/Skv4H5tRxW++baN+MZbN+I17VUFg8WytovKeZpc7qsMa0Gm2x+mtqMvFTwe0mRkbBfpvOxl0nSCDP5EP321D090DUJTJJzYGEfSdPB3D7yI/7ftMACgK5hcPv4+mI53XoAXuJ3QFMfq2gh6R7NIW97POjyWxd6hNIazNuriOtY1xBesDFvPZdWD96kuCkWWMJCygFgtTjz9LOwaMgEAJzYVn1zuZ3/bqyKIhzSsa4jDEcBIZryKQAIWLHtfKtURrWBtmDdETeHkciIiIiJacpjpLgNXXXUVzj//fNz/yC9Rv3I9qpvb8OLBEayr9wLCjOVCCAFJkrAnyHQX7qZuSYRw11s24icvH8IFa2qxtn7qIVyWKxCf5/LjmKHAzU2/8svLdw+kYDsuVEWGocgwbRdJc3yC+WguUJwY/I9kLPzTL3cCAP7q9Da8+7Q23PJ/2/Cz7X24+X9fweGkid0DhUPUAG83dX6fuqbI2NDoZby39yWhykBVWMfxiRCqIxrihjqvNx6ORJIkVIY1DKa88w6pClbVRPDq4SReOjSG2ogO2xWojmhorjCKvkZf0kJ7dRi1UR19aaCxIgRLyHihZwS6IkOVJaiytGB96qUSnzBMLWO7qInqJV/tRkREREQ0Wwy6y0RraytOPPUMaNEE4hEDO/uSsB0X6xsrkLZs+LGhH3R3TAi6AS8A/dvXdhzxZwnM/w7nsKZAkiQIIdBUYSCiKUhZDvYOpbGyJuo9BhRMMO9PmUWz3F/5dRcGUhY6qsJ4z2lt0FUZt11yPGp/uQv3P3cAX/7VLvihckfe5HJJwqThcIos4fj6GGqiOgxVRoWhQi4yuG2hxPPWqwHAhoY4Xj2cxMu9Y6gKe1n6ExrjRW8GjGVt6KqEjuoI8h/uqI4gadrY3pdEVViDPo/9+osloilQcv3vqiLDtAWqw+VbMk9EREREy1d5f/I+RhmqjJaKEPYMpfFc9zCG0jY0WUbKdHA46ZUfrygSdM+E7QqosjTv5cdhTYGuSMg6LmRJwqrcTvDtE4apbdu1G4899hh2de3FaNaZ1KP7TPcQHnjxIADgExesCUq/ZUnCh89dib87uwOAd+NAlsbL7LO2C0MpHmzKsoSGuIHKsLaoATcwflNA5ALvdQ1eRcLW3lH88eAIAODExuKl5QNpC+1VEVROCD5lWcLa+jhaK8PoHTNhqNK89esvlqiuesPUcqX4AhyiRkRERERLU3l/8j6GqYqM1ooweseyOJzMwlDlYC91VVhDxRxXJ5m2C12R57382JtgPt6vfFydV2L+yqHxoPuxB+7Hn71mI84//3ysWdWJB++/p+A4TNvFbY96U9v/4sRGnNSSKPgZkiTh3ae14R8uOg6qLGFjU0UQlHu94fO3Bq1UwpoCXZVhOl7Qvb7BG5j2cu8Y/tgzCgA4sWnyELXhjIWYrk55s0VXZaxviKOpwkDCmN9+/cWgqzJiuhd0e6voJA5RIyIiIqIlaVGD7l/96le49NJL0dzcDEmS8MADDxQ8LoTApz71KTQ1NSEcDuOCCy7A9u3bC54zMDCAd7zjHaioqEBlZSWuuuoqjI2NLeBZLB5FltCaCMFQZMQNNRgeNrGfezaytoOQJs97+bEiS4iH1CDoXhcEk14g2duzH1/+1IcL9pF/7R8+iv7eA8FrfOupfdgzmEZNRMPfvbZzyp/1Z+sa8JO/PgNf/YsT887LRTy0uKXjMxHWvKnx/pCwVTUR6IqE0ayNg6NZyNJ49tvnCoGhtIXO6nDQD19MzFCxqTmBFdVzvz6WEn+YWsZyEVI5RI2IiIiIlqZFDbqTySQ2bdqEr371q0Ufv+OOO/CVr3wFd911F5588klEo1FcdNFFyGQywXPe8Y53YOvWrfjpT3+KH//4x/jVr36Fq6++eqFOYdFJkoSqiA5FnnqI2mxkHYGKEg0QqwxpMP0d1LnA8eVDY3CFwL7duybtI3ddB/u6dgPwhq5966l9AIAbXrfqiIPeqiN6QQm15bpIzDH7v5BURUZlSEPG8t4LTZGxpnY8yF5VE0VULzz3wZSFqoiO1soj/94rwxqqI/r8HvQiiRkahADStoOYoXCIGhEREREtSYvaBHnxxRfj4osvLvqYEAJ33nknPvGJT+BNb3oTAODb3/42Ghoa8MADD+Dyyy/Hyy+/jEceeQRPPfUUTjvtNADAv/zLv+CSSy7BP/3TP6G5uXnBzmUp8IPuufZzA4DtiDmXph9JRFfgx9Ura6IwFBlJ08HewTTaOldO2kcuywraOjq9ndyPboftCvzJymq8fnXtrH+2ECibTGhVRMO+XKsA4N2g2JqrCJi4n9txBZKmjVMbKst+IvlsRXQFqiwhadrBGjoiIiIioqVmyU4e2r17Nw4ePIgLLrgg+FoikcCZZ56J3/72t7j88svx29/+FpWVlUHADQAXXHABZFnGk08+iT//8z8v+trZbBbZbDb488iIN6DKsixYllX0exabZVlwHRuObcOxix+jv6O7rUKf8jlH4tgWNLgleR9UuJBcG6ZpQpElHFcXwR8PjmFrzzC2rK3HTf/4Rdz+8Y/AdR3IsoKP3HoHauvq0T04hj/sH4EiS/jIn7TDdezZnZMrIBwbiijNec03DW7B73lt7fhNlA31kYLfbV/SRFVIQW1YKTg3y7Jg23ZZnO9c6ZILXXKRsh0YkljW51pKx8K1QvOH1wvNFK8Vmg1eLzRTS+1amelxLNmg++BBb0J1Q0NDwdcbGhqCxw4ePIj6+vqCx1VVRXV1dfCcYm6//Xb8wz/8w6Sv9/X1FQTjS4lt20iPjUJ1BEbdzKTHhRDYmwu6axUTo0MDs/4ZrguYKROpEReHzfnPdmdtF05qBAOmjJAmY3VCxR8PAs/v68NrG2S87qKL0bn+RBzs3ouK+lasX7kCo0MD+N0u76bIcdUGok4So0PJI/ykyT/XtVykhgE3tfSzwVnTgZsaxoCThKZIaI+Mr1HrjDoFv9vhsSyqqiIYGigszbdtG4ODgwC8vxPLVnoEyFjIjAKHzWV8niV0zFwrNC94vdBM8Vqh2eD1QjO11K6V0dHRGT1v8Y90Edx00024/vrrgz+PjIygra0NtbW1qKgovo5psVmWhfD+IaiRBOIVkUmPHxozkbYFFAk4rrV+Tv2tactBheGgubGmJFO+hRDYnVZg2S7iER0b2xz8aNsQdgw7iFdWAwDWxBKo71wLyxaIV4YAAK8ODwEATmmrCp43G07aQqUsoaWxZskPUgO8zPzutPf+x0MaNlQInNoyCEWWsH5FI+S8fvthZNDSWIm6RKjgNfy7brW1tdC0pd/LPldtCAPDabQ21bCne46OlWuF5gevF5opXis0G7xeaKaW2rViGMaMnrdkg+7GxkYAQG9vL5qamoKv9/b24qSTTgqec+jQoYLvs20bAwMDwfcXYxhG0TdI07Ql8cubiqyoUFQVijr5GLtHvexvcyKE0Ax/+RPZFhAJqYiFjJIFpzWxCLqH0lBUDSc2VwIAth1OQsgqVFlCRFHRM+agIqQF5/n8QW8a/cktlUXP/UhsuKiJGjCM8hggpgGojkVwcDQLRdWgAPj6WzdNep5puzAMHZWxUNHrVlXVJX9NH63qeAQWZERCc7vmyXMsXCs0f3i90EzxWqHZ4PVCM7WUrpWZHsOSTQ11dnaisbERjz76aPC1kZERPPnkk9i8eTMAYPPmzRgaGsIzzzwTPOfnP/85XNfFmWeeueDHvJjGJ5dPzoLPVNZ2ETdKu1arIqTBdL0d1CuqwojqCrK2G6w7kyRvDVpNbsL2SMbCrn7vsU3Nc6tCMB0XiSNMO19qqiIaLMed9jkpy0FYkydNMz+W1Md0bGhcmtUpRERERETAIme6x8bGsGPHjuDPu3fvxnPPPYfq6mqsWLEC1157LT772c9izZo16OzsxCc/+Uk0NzfjsssuAwCsW7cOW7Zswfve9z7cddddsCwL11xzDS6//PJjcHL50e/oXojgNKzJ8EN6WZJwfH0Mz3QPY2vvaDCBOn8K9ws9Xp/Eiqowqua46koIIFwmk8t9fiAthJhyfVvGctCSCEMpg5L5UpEkCcqxe/pEREREVAYWNdP99NNP4+STT8bJJ58MALj++utx8skn41Of+hQA4KMf/Sj+7u/+DldffTVOP/10jI2N4ZFHHkEoNN6/eu+99+L444/H61//elxyySU4++yz8Y1vfGNRzmcxzceObqD0wWlYU6ApUpDFDfZ1944Vff5z+4cBACfNMcvtuAKKLJWkR72UIpoCXZWRnSbbbbkClZHFL6shIiIiIqKpLWqm+7zzzoMQYsrHJUnCrbfeiltvvXXK51RXV+O73/1uKQ6vrAQ7uivnFnQ7roAkASG19EG3oXol5ZoiY32Dt3f6pd7ik/+e7/Eml8816M7aLgxVLr+gW1cQVmVkLLfo78QVAhKAWJll8ImIiIiIjjVLtqebZs60XfSMeGvEOqrn1tNtOl5wF9ZKe0noqoyIpiBjexncdblM96uHkzDtwqyuabvYetALxo+mn9tQZRhlNtlakSVUhrXgfZoobTkIaQqixrHbz01EREREVA7KKxKhorqH03AFENUV1Myx3Dhru9AVqeSZbgC5YNLbPd1SEUIipMJ2BXb2F+7ffvnQGExHoCqszTmDn7G9PvVyWBU2UWVYhzlFeXna8obehVT+FSYiIiIiWsr4iX0ZyO/n9odupUwHY1l7xq+RtV3EFyg4jRkKcgPMIUkS1tV72e6tE/q6nz/glZZvaq6YcpjYkViOi4pQefY9R3QFElC0BSNjO6iJaHN+X4iIiIiIaGEw6F4GivVz96dMjGZtDKbMGb2G5bpILFBwGtYUyJIUBJPrcn3dL0/o637uwNENUcv/eeUoqiswphim5gogXqY3E4iIiIiIjiUMupeBqSaXd1RHYLoCfckjB95CLFxwGtYU6IoUBJMbcn3dL+VluoUQQaZ7rkG3HUwuL8/LPKIpCOWGqeUzbRe6IiPKIWpEREREREteeUYjxyDXFehLFS8XHw+6vSFqtuNClSW0VoZxcksCAHBoLFv8dYVAf9KEuoBrtbwJ5uPBpJ/p3tWfRMbyer33DKYxnLFhKDLW5srPZ8sPTkNlmumWZQlVYT14T3xp20FYY9BNRERERFQOGHSXAccVeP9/v4jrf9qNfcOZSY/vGUwBGM90Zx1vHVdIldFUEcLJLQloioyekUxQ0u0KgYGUie6hDAxNxsbmClSFF6ZcWZElxEMqsrnJ3PUxHTURDY4Ath32hqk9l8tyb2iMQ5tm8rjjejcNHHdy33PWdhDS5LIeNlYZ0WBNOLe06aAqrEEts4nsRERERETHIn5qLwNjWRt/2D+CwYyDj/1kO/bmMtsAMJS2MJzxMuArckG35QiENBlGLtisjxs4uSWBiK7gwEgGgykT+4Yy0BQZp7Qm8Jr2KqyoiizohO/KkBZM5pYkKdjX7fd15w9Rm87hsSwkSUL3SBrWhN7nrO0iYZT3sLFILkufP0zNdAWqIvpiHRIREREREc0Cg+4ykAhreOSvT0d7QsdA2sIH/vsF7BvyAm8/AG+I6UF5eNZ2EdPVgmCzJqrjlNZKJMIaZFnCKa0JbO6oQnt1BMYCrAmbKKIryB/Kvb6hcIL5TIaoZW0XLoC19VG0V4bRM5JFOq8U23IFKsLlvcc64g9Ty1UFuEJAliSWlhMRERERlQkG3WWiLqbjs+c1YUVlCIfGTHzgBy+geyg9qZ8b8CaRV4QmB5uVYQ1nrKjCWR3V6FikYNsX1hQosgTbnTzBvD/pZeIlABubpg66D4+ZaE2E0VYZxqbmBNbWx9CfNDGSsYLnLMTe8VKKaArCmoJMLuhOWw5CqoyYUd43E4iIiIiIjhUMustIZUjF5y9eg87qMHrHTLz/v/+I3+0dBFA4uXy6SeRhTVkSg8X8YWpZ28tM+5nuPYNpPNHlndOq2gjiRW4eAF7JvaHK6KyJQJIkqIqM4+tjOLGpAinLRe9otqwnl/u8YWpaMEwtbXlVDOXcp05EREREdCzhJ/cyUxXW8K9v3oiOqjB6R7P4v22HAYz3c7tCQAKWfFAWUmWEtPGy6eqIjsa4AQHg/uf2AwBOak4U/V4hBPpTFjqqw6jMG/4myxJW1kZxSmsCuiojpCplu6M7XyKswcxVBGRsBzXR8u5TJyIiIiI6liztyIyKqo3quOstG4NAGxjPdJuO6wWcSzzYlCQvg+sH3QCwLpft9ieYTzVEbTBtIRFWC84/X1NFCKe2JrCqJhIMkytnUV2BLEkQQsAVQEVoYabMExERERHR0Sv/iOQYVRvV8fU3n4jO6jBiuhJM/zbtXNBdBsFmIqQFPd0AsCF3Dr5iQ9RsV2DMdLC6JoqIPnVfc1VEx8ra6LLICEc0BYYiYzRrQ1c4RI2IiIiIqJxwGlMZq4sZuO8dpyDruIjmAlDTEUiE1LLY4RzRFUi5DK4kSUGmG/CmsTfGjUnf05c00RAz0JwILeShLqqwpiCsy+gbM1EV0Rh0ExERERGVkaUfmdG0VEUOAm7AW6NVLuXHfgbXLzFfVz8edG9srpiUpc7aLhwhsLImAq0MbirMF3+YWtpyUBXWyuKGChERERERefjpfZlxhCibTKifwfXXYVWENLRVehnsYkPUDiezaKkwUB+bnAFf7hIhDYaqoCqiL/ahEBERERHRLDDoXmYkoGyGh8myhMrQ+DosAPjrM1dgc3sVLlpbV/DcjO1AlWWsrIlClsu/T3u2IrqCapaWExERERGVHfZ0LyO240KVpSU/uTxfIqxh90Aq+POfrWvAn61rmPS8lOkgZigFK8KOJXFDRSKkIW7wrywRERERUTkpj5QozUjWcaGrSllMLvdFcjcIhBDTPi9lOaiLGstiGvlchDQFp7QmyuqGChERERERMeheVkzbhaFKZVNeDnhl04YqI+u40z7PdYFE+NjO8h6LZfVEREREROWufKIzOqKsI1BhqGWVDY5oXmY+Y00ddFuOC12VEJtmLzcREREREdFSxKB7GbEct+x6fmVZQmW4cJjaRCnLQVhTOESMiIiIiIjKDoPuZSZchoFpZViH6U7d0502HVSHde6nJiIiIiKissMoZplwhYAEIKSWX9Ad0RVImHqYmukKVEWOzanlRERERERU3hh0LxOm40JX5bKaXO6LaFMPU3NcAVkCYmVWNk9ERERERAQw6F42TNsLustpcrkvok89TC1tOYhoKmJG+WXwiYiIiIiIyi9Co6JMRyCqKWXZ96zIEhJhDRm7eNAdDykwyrBsnoiIiIiIqPwiNCoqa7uoCJVv33NVWIdVpLw8Y7uojeiLcERERERERERHj0H3MuEKUdYrtSK5Y88fpub///EyvplARERERETHNgbdy0hIK+OgW1OgqzJMZzzoztguQqqCWBnfTCAiIiIiomMbg+5lwHJcaIpUlpPLfcEwNdsJvpYyHUQNJciCExERERERlZvyjdKOUU6RVdZZ24WuKAhp5fvrVGQJiZBWMME8YzuoieiQJGkRj4yIiIiIiGjuyjdKOwbVRQ2Ytov+pFnwddNxYagS9DKcXJ6vKqLBzBum5gogEeZ+biIiIiIiKl/lHaUdY1orQzi5NQFJkrB/OA03N2jMtF1UhNSyzwhH8nrSTdsrmY/pDLqJiIiIiKh8MeguI5IkoTkRxukrKlET1bFvKIOs7cJyBeJG+U/4jugKNEWGabtIWQ7CmoKYwaCbiIiIiIjKF4PuMlQZ1nBqayVW1kRwaCwLxxVl3c/ti2heX3radpC2vH5uRS7v7D0RERERER3bmEYsUyFNwYlNFYjpCrqHMwiX8bown6rIqAipODxqwnIFKsPln70nIiIiIqJjG4PuMqbIElbXxdAQDyFmlH/QDQBVIQ17BzJePzdLy4mIiIiIqMwxqlkG4qHl82uMGioAgYiuLpsbCUREREREdOwq/0ZgWla8vm4FcUOBoTLoJiIiIiKi8sagm5aUqK4gqiuoixmLfShERERERERHjUE3LSmqIqOpwuAQNSIiIiIiWhaWTzMwLRtr6+OLfQhERERERETzgpluIiIiIiIiohJh0E1ERERERERUIgy6iYiIiIiIiEqEQTcRERERERFRiTDoJiIiIiIiIioRBt1EREREREREJcKgm4iIiIiIiKhEGHQTERERERERlQiDbiIiIiIiIqISYdBNREREREREVCIMuomIiIiIiIhKhEE3ERERERERUYkw6CYiIiIiIiIqEQbdRERERERERCXCoJuIiIiIiIioRBh0ExEREREREZUIg24iIiIiIiKiEmHQTURERERERFQiDLqJiIiIiIiISoRBNxEREREREVGJMOgmIiIiIiIiKhF1sQ9gKRBCAABGRkYW+UimZlkWRkdHYRgGNE1b7MOhJY7XC80UrxWaDV4vNFO8Vmg2eL3QTC21a8WPH/14cioMugGMjo4CANra2hb5SIiIiIiIiKicjI6OIpFITPm4JI4Ulh8DXNfFgQMHEI/HIUnSYh9OUSMjI2hra8O+fftQUVGx2IdDSxyvF5opXis0G7xeaKZ4rdBs8HqhmVpq14oQAqOjo2huboYsT925zUw3AFmW0drautiHMSMVFRVL4gKj8sDrhWaK1wrNBq8XmileKzQbvF5oppbStTJdhtvHQWpEREREREREJcKgm4iIiIiIiKhEGHSXCcMwcMstt8AwjMU+FCoDvF5opnit0GzweqGZ4rVCs8HrhWaqXK8VDlIjIiIiIiIiKhFmuomIiIiIiIhKhEE3ERERERERUYkw6CYiIiIiIiIqEQbdC+hXv/oVLr30UjQ3N0OSJDzwwAMFj/f29uI973kPmpubEYlEsGXLFmzfvr3oawkhcPHFFxd9nUcffRRnnXUW4vE4Ghsb8bGPfQy2bZforKhU5uN6Oe+88yBJUsH/PvCBDxQ850Mf+hBOPfVUGIaBk046qcRnRaWwENdKf38/tmzZgubmZhiGgba2NlxzzTUYGRlZiFOkebRQ/7ZMfFySJNx///2lPj2aRwtxrfzHf/xH0WtFkiQcOnRoIU6T5slC/dvCz7nlb75iot/+9rc4//zzEY1GUVFRgXPOOQfpdDp4/B//8R9x1llnIRKJoLKyssRnNT0G3QsomUxi06ZN+OpXvzrpMSEELrvsMuzatQsPPvggnn32WbS3t+OCCy5AMpmc9Pw777wTkiRN+vrzzz+PSy65BFu2bMGzzz6L733ve3jooYdw4403luScqHTm63p53/veh56enuB/d9xxx6TXe+9734u3v/3tJTsXKq2FuFZkWcab3vQmPPTQQ3j11VfxH//xH/jZz3426cMQLX0L+W/Lt771rYLnXHbZZaU6LSqBhbhW3v72txc81tPTg4suugjnnnsu6uvrS36ONH8W4nrh59zlYT6uld/+9rfYsmULLrzwQvz+97/HU089hWuuuQayPB7emqaJt771rfjgBz+4IOc1LUGLAoD40Y9+FPx527ZtAoB48cUXg685jiPq6urEv/3bvxV877PPPitaWlpET0/PpNe56aabxGmnnVbw/IceekiEQiExMjJSknOh0pvr9XLuueeKv//7v5/Rz7jlllvEpk2b5umIabEsxLXi++d//mfR2tp6tIdMi6iU18vE16bytlD/thw6dEhomia+/e1vz8dh0yIp1fXCz7nLz1yvlTPPPFN84hOfmNHP+Na3viUSicR8HfKcMNO9RGSzWQBAKBQKvibLMgzDwK9//evga6lUCldccQW++tWvorGxsejr5L8GAITDYWQyGTzzzDMlOnpaaDO9XgDg3nvvRW1tLU444QTcdNNNSKVSC3qstLhKda0cOHAAP/zhD3HuueeW5sBpUcz39fK3f/u3qK2txRlnnIF///d/h+CW0mWjVP+2fPvb30YkEsFb3vKW0hw4LYr5ul74OXf5m8m1cujQITz55JOor6/HWWedhYaGBpx77rmTrqWlhEH3EnH88cdjxYoVuOmmmzA4OAjTNPH5z38e3d3d6OnpCZ533XXX4ayzzsKb3vSmoq9z0UUX4YknnsB9990Hx3Gwf/9+3HrrrQBQ8DpU3mZ6vVxxxRX4zne+g8ceeww33XQT7rnnHrzzne9cxCOnhTbf18pf/uVfIhKJoKWlBRUVFfjmN7+5kKdDJTaf18utt96K73//+/jpT3+KN7/5zfibv/kb/Mu//MtCnxKVSKn+O3T33XfjiiuuQDgcXojToAUyX9cLP+cufzO5Vnbt2gUA+PSnP433ve99eOSRR3DKKafg9a9//ZTzsBbdoubZj2EoUnb39NNPi02bNgkAQlEUcdFFF4mLL75YbNmyRQghxIMPPihWr14tRkdHp32dL37xi6KiokIoiiIikYi4/fbbBQBx//33l/q0qETmcr0U8+ijjwoAYseOHZMeY3n58lDqa6Wnp0e8/PLL4sEHHxTr168XH/zgB0txGrRAFuLfFt8nP/lJtiOUsYW4Vp544gkBQDz99NPzffi0wEp5vfBz7vIyl2vlN7/5jQAgbrrppoLvO/HEE8WNN9446WewvJwKnHrqqXjuuecwNDSEnp4ePPLII+jv78fKlSsBAD//+c+xc+dOVFZWQlVVqKoKAHjzm9+M8847L3id66+/HkNDQ9i7dy/6+vqCrLj/OrQ8HOl6KebMM88EAOzYsWOhDpOWgPm8VhobG3H88cfjjW98I77+9a/jX//1X5ldWGZK9W/LmWeeie7u7qB0kMrffF8r3/zmN3HSSSfh1FNPLdkx0+KZr+uFn3OXvyNdK01NTQCA9evXF3zfunXrsHfv3gU/3plg0L0EJRIJ1NXVYfv27Xj66aeDf0xuvPFGvPDCC3juueeC/wHAl7/8ZXzrW98qeA1JktDc3IxwOIz77rsPbW1tOOWUUxb6VGgBTHW9FONfM/4/VnRsme9rxXVdAGAQtUzN9/Xy3HPPoaqqCoZhzPeh0iKbj2tlbGwM3//+93HVVVeV8lBpCZiP64Wfc48NU10rHR0daG5uxrZt2wqe/+qrr6K9vX0xDvWI1MU+gGPJ2NhYwZ263bt347nnnkN1dTVWrFiB//qv/0JdXR1WrFiBP/7xj/j7v/97XHbZZbjwwgsBeBmmYsPTVqxYgc7OzuDPX/jCF7BlyxbIsowf/vCH+NznPofvf//7UBSl9CdJ8+Zor5edO3fiu9/9Li655BLU1NTghRdewHXXXYdzzjkHGzduDF53x44dGBsbw8GDB5FOp4P/wK1fvx66ri/oOdPcLMS18pOf/AS9vb04/fTTEYvFsHXrVtxwww147Wtfi46OjsU4bZqjhbheHn74YfT29uI1r3kNQqEQfvrTn+K2227DRz7ykUU5Z5qbhfrvEAB873vfg23bnDtSxhbqeuHn3PJ3tNeKJEm44YYbcMstt2DTpk046aST8J//+Z945ZVX8IMf/CB43b1792JgYAB79+6F4zjBZ9zVq1cjFost6Dmzp3sBPfbYYwLApP+9+93vFkKMr9/RNE2sWLFCfOITnxDZbHba10SRPojXve51IpFIiFAoJM4880zxk5/8pERnRKV0tNfL3r17xTnnnCOqq6uFYRhi9erV4oYbbhDDw8MFP+fcc88t+nN27969gGdLR2MhrpWf//znYvPmzcG/LWvWrBEf+9jHxODg4AKfLR2thbhe/vd//1ecdNJJIhaLiWg0KjZt2iTuuusu4TjOQp8uHYWF+u+QEEJs3rxZXHHFFQt1alQCC3W98HNu+ZuvmOj2228Xra2tIhKJiM2bN4vHH3+84PF3v/vdRX/OY489tgBnWUgSgvs7iIiIiIiIiEqBPd1EREREREREJcKgm4iIiIiIiKhEGHQTERERERERlQiDbiIiIiIiIqISYdBNREREREREVCIMuomIiIiIiIhKhEE3ERERERERUYkw6CYiIiIiIiIqEQbdRERENKXzzjsP11577WIfBhERUdli0E1ERERERERUIgy6iYiIiIiIiEqEQTcREREBAJLJJN71rnchFouhqakJX/ziFwse/9rXvoY1a9YgFAqhoaEBb3nLWxbpSImIiMqHutgHQEREREvDDTfcgF/+8pd48MEHUV9fj5tvvhl/+MMfcNJJJ+Hpp5/Ghz70Idxzzz0466yzMDAwgMcff3yxD5mIiGjJk4QQYrEPgoiIiBbX2NgYampq8J3vfAdvfetbAQADAwNobW3F1VdfjXPOOQd/9Vd/he7ubsTj8UU+WiIiovLB8nIiIiLCzp07YZomzjzzzOBr1dXVWLt2LQDgT//0T9He3o6VK1fiyiuvxL333otUKrVYh0tERFQ2GHQTERHREcXjcfzhD3/Afffdh6amJnzqU5/Cpk2bMDQ0tNiHRkREtKQx6CYiIiKsWrUKmqbhySefDL42ODiIV199Nfizqqq44IILcMcdd+CFF15AV1cXfv7zny/G4RIREZUNDlIjIiIixGIxXHXVVbjhhhtQU1OD+vp6fPzjH4cse/fnf/zjH2PXrl0455xzUFVVhZ/85CdwXTcoPyciIqLiGHQTERERAOALX/gCxsbGcOmllyIej+PDH/4whoeHAQCVlZX44Q9/iE9/+tPIZDJYs2YN7rvvPmzYsGGRj5qIiGhp4/RyIiIiIiIiohJhTzcRERERERFRiTDoJiIiIiIiIioRBt1EREREREREJcKgm4iIiIiIiKhEGHQTERERERERlQiDbiIiIiIiIqISYdBNREREREREVCIMuomIiIiIiIhKhEE3ERERERERUYkw6CYiIiIiIiIqEQbdRERERERERCXCoJuIiIiIiIioRP5/YrWg1/mxNtkAAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# components\n", "fig2 = m.plot_components(forecast)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "DmxtKAvXPbBv", "outputId": "21b4b8a3-a21c-42eb-e15d-74a3b1c848dc" }, "execution_count": 88, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# RMSE Prophet w/ default values\n", "\n", "y_true = df_test['y']\n", "y_pred = forecast.iloc[idx:]['yhat']\n", "np.sqrt(mean_squared_error(y_true, y_pred))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pp3OfhcKPd1o", "outputId": "2559958e-e4d0-4626-aed8-74752df6a817" }, "execution_count": 92, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.float64(43.06779943855511)" ] }, "metadata": {}, "execution_count": 92 } ] }, { "cell_type": "code", "source": [ "## improving fit with multiplicative seasonality\n", "\n", "# fit method\n", "m2 = Prophet(seasonality_mode='multiplicative')\n", "m2.fit(df_train)\n", "\n", "# make future dataframe: note to specify frequency here\n", "future = m2.make_future_dataframe(periods=12, freq='MS')\n", "\n", "# predict method\n", "forecast2 = m2.predict(future)\n", "forecast2[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 423 }, "id": "HMWf_0qUPugZ", "outputId": "1f3ea385-6ffe-4ce1-82d9-4e51cbd018f3" }, "execution_count": 93, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "INFO:prophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", "DEBUG:cmdstanpy:input tempfile: /tmp/tmprt_wfu7n/o7b0rq10.json\n", "DEBUG:cmdstanpy:input tempfile: /tmp/tmprt_wfu7n/e_xqfw5e.json\n", "DEBUG:cmdstanpy:idx 0\n", "DEBUG:cmdstanpy:running CmdStan, num_threads: None\n", "DEBUG:cmdstanpy:CmdStan args: ['/usr/local/lib/python3.12/dist-packages/prophet/stan_model/prophet_model.bin', 'random', 'seed=78082', 'data', 'file=/tmp/tmprt_wfu7n/o7b0rq10.json', 'init=/tmp/tmprt_wfu7n/e_xqfw5e.json', 'output', 'file=/tmp/tmprt_wfu7n/prophet_modely3z3irvs/prophet_model-20251013014634.csv', 'method=optimize', 'algorithm=lbfgs', 'iter=10000']\n", "01:46:34 - cmdstanpy - INFO - Chain [1] start processing\n", "INFO:cmdstanpy:Chain [1] start processing\n", "01:46:34 - cmdstanpy - INFO - Chain [1] done processing\n", "INFO:cmdstanpy:Chain [1] done processing\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " ds yhat yhat_lower yhat_upper\n", "139 1960-08-01 573.161035 560.506141 584.914388\n", "140 1960-09-01 496.542106 483.518880 508.761994\n", "141 1960-10-01 433.293194 421.550570 446.541725\n", "142 1960-11-01 379.728025 366.920953 392.332337\n", "143 1960-12-01 420.369765 407.916878 433.798482" ], "text/html": [ "\n", "
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1XTw65wWb2ZgCWRTgApgtG3hoqoT/+NEUfjBegO22fyb3zHwFANCfigLAuk3UAKAn5QXdRc3aM2PVNouZbiIiIiIi2tNsx8VCxQQAvPtFj8MlPQnkqiamSwZu/9IpPDRV8kZitfmZZct2MJrTAAAD6QgEYf0maoDX4RzwMt3aOufi9zJmuomIiIiIaE/TLQe5qgUA6IwrEAUBnXEVl/Ymsa/Dy/juhe7curU4Lqw/FYEsYuOgO+Gd6c5XLWjMdK+KQTcREREREe1pM2UjLB3PxpYf2s5EvY+LeyDoNmwHEwUv092TUCGLIiLy+iFjX8oLuiumjappw27ze7QVDLqJiIiIiGhPCwLNdESGclFmtyPmncgt6lbbB5S65WDKn9Hdk1ShbjCjGwC6EypE/9j3QsWC5TDbfTEG3UREREREtKdNFrxAMxtf2Zo8HfE+V9Ltts9065aNmXBGt4qYIkEU12+kFpFFpP1qgPmKAdNu73u0FQy6iYiIiIhoTwuyu12rBN1Bprukt3937qmSEZ7LzsYUxNWNh5JLooBM1LtHuarZ9hsTW8Ggm4iIiIiI9rSpYpDpVlc81rHkTLdht3d37rNz3riwrrhS04xuABAEIawQ2Asd3reCQTcREREREe1pQUl15yqZ7iCLW9wDme7zC1UAwGDa69i+URO1QKe/WZHfA83mtoJBNxERERER7WmTfnl5Z2yVM91LMt3tHnRfyHlBd386AgEbjwsLdPtBd0FjeflqGHQTEREREdGeNhtmulcpL/fPdFdNB1XThtOmQaXjuBjPe13c+5MRSKIAtcZMd08yCLqZ6V4Ng24iIiIiItrTZst+pntJebnluCjpFjTTDkdi5artG1TarosJ/2x7byoCRRKhSut3Lg90J/ygW7dg8kz3ChufjCciIiIiImpTjuNivmIC8M4wj+arcFxAFgXEFAmdCRWpiIy8ZvnduR2obZi7tBw3bCjXnVAgSwIi8sbdywGg2890FzULVbO9m81tBYNuIiIiIiLas0zHwULVC7pFQcChzgQ64woSqoSEKkOVRXTElCVBd3tmuk3LWQy64xHEZAnSBjO6A72JCAAv060z070Cg24iIiIiItqz8lUznE3dFVcwmI6gOxlZ9pxMVMYFAHnNgt2mQfdcxUDFz1Jn4zISNczoDvSmFs906yaD7ou1X10EERERERFRjSYKXnZXlUQkVAnKKh27gwZrhTYeiXV23pvRnY0pkCUR8c0E3f4mRV4zoVvt22xuqxh0ExERERHRnjVR8Dp2d8YVKJIEeZWS6qDBWrGNR2Kd82d0D6QjcN3aZ3QDQJ9/pttxgYJut+092ioG3UREREREtGdN+TO6szEFkiism+ku6jYsuz0DyvPzXtA9mI5CEFBzEzUASEYUxBXv+XNlA5bDEvOlGHQTEREREdGeNVnwZnR3RGXIIlbNdHcFmW7dgu22Z9A9mveC7t5kBKIg1DwuDPDuWTDPfKFqMNN9EQbdRERERES0Z834M7ozMQURWYK4anl5kOlu3znUsyVv8yETlaGIItRVMv5rEUUB2Zi3MbFQad8S/K1i0E1ERERERHtWMCYrHZXXPMfcnfCC7pJuQbfaM+ieq3hBdyoiQ5EEqJs40w0gDLrzmgWzTUvwt4pBNxERERER7VkzZS/YTEdkxJTVzzF3Jxcz3UabZrrnKt6s8kREQkQWVz3bvp6uxOLYMJ7pXo5BNxERERER7VkzpY0z3T2JxUZqRptmunNVP+hWNzejOxBUAxR0q22bzW0Vg24iIiIiItqTXNfFvJ/h7YgpUNZoHtadWMx0a6bdsOtrFMdxw6A7rohbCrp7Et6sbi/TzaB7KQbdRERERES0J1mOi3k/2OyIKmuWVPelIuHzS6YNu82CyqJuQfMz+KmovKlxYYGwGkBr33PvW8Wgm4iIiIiI9qSqaaOgWQCAbFxZdVwYsNhcDAAWKu13ZnmqqAHwRn/FFWnNMvv1BOfeC7oFzWq/aoDtYNBNRERERER70lTBO88tCl4jtbUy3YIgoCPqd+eumm13ZnmqtDirXBLFTXcuB4De5GIjNc1sr02J7WLQTUREREREe9K4n+HNRBVEZHHNTDcAZGIyACCnGW13Znm6tDirXJGETc3oDgQl+HnNhGE7cN32ukfbwaCbiIiIiIj2pCDTnYkpkEVxzUZqgBeYA0CuasFus4Byurg4Nk2RxC0F3b1JL+jWLAcVw267jYntkJt9AURERERE1Dy6ZaOk2yjqFuYrBnqTEQxlYs2+rIaYWJLhlURAEdcONjuXdDBvt/LyWX9WeSrqnV1fb/NhLV3+mXjLcTFf8aoB1hh7vucw6CYiIiIi2mPKuoWpko6Zko6CZqNiWnBcwLAcqJK4Z4LumaIXdHdEZaiSCHGd8vLOmJfpLurtNxJrtuzdh1RERlKVIQibD7oVSURHVMZcxcR8cO5d2ekrbU0sLyciIiIi2mOmSwa+M5LHfMWEKgkYSEVxIBODvjCNb3z1KxgdHW32JTZE2EAsJiOirB8adcUXR2K1W/fy2bI3Ni0Zkbc0oxsAJFFAh78xsVAxYbbZPdoOBt1ERERERHuMbtmIyCJ6kxEkIzIkUcCnPvLP+PWfvQa/edPPY3h4GCdPnmz2ZdZd0EAsHVEQ22A2dTa+mOm22yyenK345eURaUszugGvw3tQDZCrmjDbrAR/Oxh0ExERERHtMWXDXtape2piDLf/wRvg+NlJx3Hw6le/uu0z3jNLMt2xDQ4gdy85023a7TWHer4cNFJbe1Z5LTr9jYmCZsFst52JbWhq0P0nf/InEARh2T+XXnpp+LimaXjd616Hrq4uJJNJ3HjjjZiamlr2PS5cuIDnPe95iMfj6O3txZve9CZYltXol0JERERE1DKqpr2sWdbI2TNhwB2wbRunT59u9KU11FxlcT71RsFmEHSXDBua1V4B5ULVKy9PR2XIW2iiFuhOeB3MC7rFTPcSTW+kdvnll+OLX/xi+LEsL17SG9/4RvzXf/0XPvaxj6GjowOvf/3r8eIXvxjf+MY3AHh/ETzvec9Df38/vvnNb2JiYgK/+qu/CkVRcPvttzf8tRARERER7Xa240K3nWVB5v5DhyGK4rLAW5IkHD16tBmX2BCO42K+4gebEQXKBmOywky3ZkFvsyzu4n2QoWwj0x3co4JmQrfaqxpgO5peXi7LMvr7+8N/uru7AQD5fB4nT57EX//1X+O6667D1Vdfjfe///345je/iW9961sAgC984Qt46KGH8KEPfQhXXXUVnvvc5+JP//RPcccdd8AwjGa+LCIiIiKiXcmwHVi2C3nJeKy+gX14yzv+BqLklVhLkoQ777wTQ0NDzbrMujNsGzk/w5uNb1xW3ZNcUl5utU8W17Id5LUl92ELM7oDPcuqARh0B5qe6T516hQGBwcRjUZx/PhxvP3tb8eBAwfwne98B6Zp4vrrrw+fe+mll+LAgQO499578eQnPxn33nsvrrjiCvT19YXPueGGG/Ca17wGP/rRj/CEJzxh1T9T13Xouh5+XCgUAACmacI0zTq90u0xTROWZe3a66PdheuFasW1QpvB9UK14lrZ3SqaCd3QkZRV2EvKpF/wizfhSU95On7w40fw/KdchccdO9SQ97BZ62UyVw1Hf3WoABwLprl2wJmJeI+VDRulqgbDMLY0Wmu3mSpqCCagpRTAtS1s9a3ojHmbNvmqiVJV3/H3dLf93VLrdTQ16L722mvxgQ98AI95zGMwMTGB2267DU9/+tPx4IMPYnJyEqqqIpPJLPuavr4+TE5OAgAmJyeXBdzB48Fja3n729+O2267bcXnZ2dnlwXju4llWVhYWACwvASfaDVcL1QrrhXaDK4XqhXXyu6Wq5oo5/JIWBFoF8WMiXgMRy65FIoawczMTEOup1nr5ceTJQBAQhGBahHFnAirvHYzNcHfoHABTM3MYjLtbqvp2G7x8EwFABCVBaBaRH5eRFXeWrY76mgAgHxFx8LcHKZj1o5uTOy2v1uKxWJNz2vqlT73uc8N//vKK6/Etddei+HhYfzbv/0bYrFY3f7cN7/5zbj11lvDjwuFAvbv34/u7m6k0+m6/bnbEeyidHd3Q1E4ZZ7Wx/VCteJaoc3geqFaca3sbnZBQ7QgIpWJrvp4HhpSmQ70dNTv9/GlmrVetGkviM7GFSQznejt6UR0gw7mCUVC2bShyQlkO7s2fH4r+MHCLACgI6oglc2ir7dryyXmh0sSgDMomi7UVAaZzi6oWwzgV7Pb/m6JRCI1Pa/52wNLZDIZXHLJJTh9+jR+9md/FoZhIJfLLct2T01Nob+/HwDQ39+P++67b9n3CLqbB89ZTSQSWfUGKYqyK968tciyvOuvkXYPrheqFdcKbQbXC9WKa2X3cgQTgixDkld/b0TZAkS5oe9dM9bLTNU7c5yNqVBVBfFoBNIGmeuOmIyyaaNouhAkGYqyq8KpLZnXvPuQiSmIKCqiEXXL2el92QQAb2SY5UqAKO34PdpNf7fUeg1Nb6S2VKlUwqOPPoqBgQFcffXVUBQFX/rSl8LHH374YVy4cAHHjx8HABw/fhwPPPAApqenw+fcfffdSKfTuOyyyxp+/UREREREu51hOxAEwHVdjOaruPuRGfzt187g1R//IV78gf/Fg5OF8KxzO5suecdKO6Jex+6NAm7vuV6QlatabXOPpv1Z5emojIgsbqscvM9vNucCyFUNmG1yj7arqVszv/d7v4cXvOAFGB4exvj4OP74j/8YkiThpS99KTo6OnDixAnceuut6OzsRDqdxm/91m/h+PHjePKTnwwAePazn43LLrsML3/5y/EXf/EXmJycxFvf+la87nWvqznVT0RERES0l5ydq+D2L57GwzMl5DVrxeNfP7OAFz1uoAlX1lhTRT/ojimIqbWViWfjXtCd10zYbRJQzpa9+5CKeEH3dkQVGemIjIJuYa5qwmyz0Wpb1dSge3R0FC996UsxNzeHnp4ePO1pT8O3vvUt9PT0AADe9a53QRRF3HjjjdB1HTfccAP+/u//Pvx6SZLwmc98Bq95zWtw/PhxJBIJvOIVr8Db3va2Zr0kIiIiIqJd7VMPTuK+kRwAQBYFXNKTwGN7kyjqNr7wyAwKugXNav9gacbPdKcjMiI1nmHuivtzqPX2yXTPlb1Mtxd0b++MuiwK6IwrKOgWFiomTLs97tF2NTXo/shHPrLu49FoFHfccQfuuOOONZ8zPDyMz372szt9aUREREREbcd1XYwXvA7TP9MLvPGnD4azuL94asYLujUL+h4IupeWVcdqbIgWZLpLug3LaY97NFfxmpPtRKZbFAV0J1ScW6higZnu0K46001ERERERPVj2A4eeOQMAOArH34vXvy0x+NTH/lnAEA2tlg6bdgOXLe9s5SzFS/o7ogqUGrOdHv3qKhbsNokixtk/FNReUdGoPX457rzVbNtqgG2i0E3EREREdEece78CM6MTngflGbhOA5uf/MbMTUxhk6/dDo4r9zOAZPrumFZdUdMhiLVFmwG96ioW7DbZFNivuplutMRuebNh/X0Jr3eWrmqiYppb/v7tQMG3UREREREe8TDjzwCJLu8D0pzAADHtjFy7myY6S7qNjTLbuug23Jc5KpeE7mOqAJFrC0s6k4sBt1Gm5TgL/jl5ekdynT3p/ygW7OgWQy6AQbdRERERER7Rv+Bw0C8w/ug6AXdoiRh/8FDSEdlBDHXfKW9z+MWdSvMwnbGFcg1Zrq7EsGZ7vY49+66Lhb8THdHVK75PqynLxUF4GW6qwaDboBBNxERERHRnuEkOgFBBGwTqBYgShLe8vZ3oW9gH0RBQMbPds9X2vs87li+CgBQRAGpiFxzprsn4WVxg2qAVqeZNsp+YJyNKzua6V6omjAdF1Ybb97Uqqndy4mIiIiIqHFG8l7n8r50DLd99D+x/+Ah9A3sCx/PxhTMV0yvCVabNApbzaQ/ozsb95qo1ZrhDc4rF3ULRhvcnym/g7soAJmouiNB92CHH3RXvDVkOi62OYms5THoJiIiIiLaI0YWvAxvf0cc1xx//IrHg3PdOa29M92TBT/ojnml5UqNwWZwplu3HFR0C47jQtyBQLVZpv3Nh1REhiqLkGvM+K9nwC8vL+gWqqYN03ZqHsnWrlheTkRERES0R4z4ZdW9/liniwVzqPOa1dZnuqf8MVkdUa+kWt7EyLAgxl7QrJbfmAjuQzoqQxKwYyPDgu8zW9ZhtkFFwHYx6CYiIiIi2iPG/fLyoEz6Yktndbd6QLmeqeLiuLCoXHtIJEki0lGvWHihYrb82LDpJZsPiiTuSNZekcRwHbV7Q75aMegmIiIiItoDLNvBtH+Gd7Wg23FdpCJeQFnU7Lbozr2W6aK3+dARkRHd5IHjjuiSjYkWz+LO+ushHZERUXYmNJRFIayYyFVbvxpgJ/BMNxERERHRHmDYTpjZ7E4oKGoWdNuBZtlwHEAUgbh/9ragmdDboDv3WoIGYumojNgmg81MTMH5hapfDdDaGxMzZe8+pCIyIjWW2G9EFgV0xVUAZeSqJsvLwaCbiIiIiGhPMG0Xc36QpYoCTMdFR1TGcCyGhCojrkoY88vPvSZYrR1QrifM8EYVqJvMdHcGJfhVC3aLZ3Fn/fWQjEibKrNfjyyJ6E4sNuRr582bWjHoJiIiIiLaAzTTxlzFBACkYwoOd8VxpDux7DlB5+l81YJhO3BdF4LQut25V2M7LuYqXrCZiW1+NnWnXzpd1Fu/dDq4D+movOnNh/X0+bO681Wvg/lexzPdRERERER7wFTJgOW4EOA1TFNXKSfuT3vBUk4zYTtuyweVqzFtBwtVb/MhE5OhbLKsujPudX5vh6A7yHSno5vffFhPv795k6uabV0xUSsG3UREREREe8DIQgWAl6lVJBGKtDLI6vczlGXDRsW0Wz6oXE3FsFDQLABby3R3Jdon0z3vVz6kIvKOBt2DaS/oXqh65eVOi9+n7WLQTURERES0BwQzunuSEQgCoK5yhrcrrkLyy8nnK63fnXs1UyUDLuBn/NVVNx/Wk415me6Sbrf8me6cn/HviO5s0B1UTCxUTVgOYLZ4w7ntYtBNRERERLQHjOS8Jmk9CdXLdIsrQwFVFtERC+ZQG20ZLI0X/HFhMRkRWdx0eXn3kkx3K49VcxwnDLqzMQXyDnUvBxYz3d6cbnvPdzBn0E1EREREtAcEncm7EgoUUYQqr8xsyqKAjD+HeqHanpnuCf8+RF0TC9MTm87w9vgzzr2gu3WbhOU1C4b//mbjO3ume9DPdBu2g4JuwbRbd3NiJzDoJiIiIiJqc47jYtLP8HbGVcgiVs10y5KIrN+dO6+1/pnl1fznf38RADD5yA9x8zOfiA++/x839fXdicVGaq2c6Z4qejPbVUlAQt3Z8vJ0VEFC9bqhz5YMZrqbfQFERERERFRfpuNgyu9U3RlTEFMkiGsEWV1h0G3CarPy8tHRUXz8k//pfVDJw3Ec/OZv/iZGR0dr/h7dycWgW2vhTPdUcUnncknY0aBbkQRk/XnmuarZlps3m8Ggm4iIiIiozRmWi9mSF2Rl/aB7Ld0JrzS4oFltl6E8deoU3ETW+6A0BwCwbRunT5+u+Xv0+eXljuvdo1ZtpjZV8s+2+03UdvJMtyKJ4TzzhSrLyxl0ExERERG1OdNxwpnMmbiCuLp20N3jZ3ILWmuXT6/myJGjQKrb+6DoBd2SJOHo0aM1f4+k6jVgA4Bc1WrZaoCZcEa3jMgOBtyA1xugyy/Dz1VNGAy6iYiIiIj2ltHRUdxzzz2bKituZXNlA5ofQGdjShg0ribI5BZavFHYavoGBzF4+TXeB6VZSJKEO++8E0NDQzV/D1EU0BH1O7xXzZbNdAeVD+mIvO562ApBENCTCDZvTFTN9lpHm8Wgm4iIiIj2lJMnT2J4eBjXXXcdhoeHcfLkyWZfUt1dWPBmdCdVCTFFWndM1mKm22y7TLdhubCiHQCAW377d/HN7/8YJ06c2PT36YguPffeokG3n+lORmRE1zlusFX9KW/zJqdZDLqbfQFERERERPVycUZ7dHQUt9xyCxy/JNhxHLz61a9u+4z3qD8mqzcVgQBAXSfo7vWDpbxmQbMcuG5rBpWr0Swbc2VvNvWTrrkaBw7s39L3yfizzPPV3dHh3XVdFDRzU18TBN2pOmS6gcVZ3QtVE5rZXutosxh0ExEREVFbWi2jferUqTDgDmy2kVYrCjLd3XEVsiRCkdbuVN2XXDyLazvurggqd8p4XoPtuhAFr4v7ehn/9XTG/WoA3dwVzeYKmoUfTRaRr9YeeM9VvKA7aKS20/qXBN1Wm62jzWLQTURERERtZ62MdjKZhHjRfOrNNtJqRWMFP+hOqFAkcd1MdxAsVU0HZcNuq2BpJOfdh664iogibjnYDDpzn370LM6fv7Bj17dVpu1gpmSEFQ21mAsy3VEZ8ioz27drMO1VTCxUvKB7L3cwZ9BNRERERG1nrYz21Hwe73jXeyBK3hnWrTTSajWu62I8rwMAOhMKZBHrZng7Y0oYjM5XDVi7IJO7U0ZyXlDak1Qhi+tn/Ncz+ehPAABfvvvzOP74S5veF8B0XBi2g9FcteYy8/mK97yOSH0y3QP+5k2uakK37F1REdAsDLqJiIiIqO0cO3ZsRUZbFCXMKV04+swX4n2f+xb+6p8+idOPntlSI61WYjkuZkpe0N0VUxGVJUjrBFmqLCIT8zK582WzZUdireZCbjHjL4nCljK8o6Oj+PJnPuF9EEvtir4Apu1AEgVUTBujudqy3Qt+KXo6qkDe4ubDevpTEYgC4MLLqrdTxcRmMegmIiIiorYzNDSEu+66C5Kf0RZFCW9421/ikkPDOJCJ4bFHDuFxT3oK+gb3NflK68+wHEwHM7pjCuLq+iGALIrILBmJ1U7B0mh+ydl2UdhSpvvUqVNwK3nvg2gKQPP7Api2CwFelcJIroqiZq3/fMtBUfee0xlX6pLpjipS2OV9oWrt6fJyudkXQERERERUDydOnMBVT/kZfO7eH+CJj7sUfQOLAbYsCrAcB6btIFaHcUm7iem44fndTExGfIPXK4kCsnEFmPNGYrVLWbDrupgoBGX2KlRJhCBsPtg8duwYBL0MFwiD7mb3BaiaNiRBQDIiY75axVi+ikv9a1vNTNlAsJeSrVPQrUgCuuIKFqomFqpG26yjrWCmm4iIiIjaVlffoJfRHlie0ZZFAZbt7olAoKRbyGuLWc2IvPEmQ1fQnVuz2qa83LRdTPtl9tmYgpiytVBoaGgIv/PaV3sfRFMQRQl//973NrUvQNWywxLxbFTB+YUqSvra2e6poleCnlAlRGSpLo3UFFEMu7znqhbMNllHW8Ggm4iIiIjaVtW0Ia6SzRQEAS4AYw+UvAYdu1VJQCoi1zQmq9sfG5bXdscc6p0QdPgGvM2H7VQ4vPyXXgQAiHb24YNf+l/8yit+fUeucas00wmz1amojLJpYcx/31czXVocFyYJqEumWxQFdCcWx89pZvv/rK2FQTcRERERta2SYUFd59zuXjhnGgTdPckIBEFY934EglndBc2CYbXHPdItG7N+mX1nTEF0G0F3jx9Mao6AVHdvUysmbH8c19LAORtVcD6nobxGtjvI+Kej3qxysQ5BNwD0pbyxYXnNQtW06/JntAIG3URERETUllzXRVm3183s7oXy8jDoTqhQJKGmTHdP0hv3VNDMtgmWJoqLHbSzcWXL48IAhBlcAFioNLdJmGk7sBwsKxFPRxWUdAtja8ztDjLd6Yi8rc2HjfT7QXeu2j7raCsYdBMRERFRW9ItB4btrhlcSYKwJwKBYIRUT8KbTa3KG4cAvUGmW7egt0mme2ShAgDoinvZXbWGzYe1RBUJSdULVou6BaOJmzcl3cJrPvFD/J//+jFcd/E6MjEZ5xeqqBgrs91Bxj8dlRGpYT1s1UDaC7oXqiYM24HdJkcVNotBNxERERG1Jd1yYNr2msGVLAmoWu0fdI8VvKC7M+7NY64l2AyC7nzVhG45y4K5VjXiZ317ksG4sK2HQoLgd3iHl8VtZqb7x1NFnJmr4N7zC/j2hVz4+XRERlG3MJKrYqakY6qoY6KgYSxfxYS/JpIRCdG6Bt1exYQ3em5vHOdYDUeGEREREVFbMmwHpu2uaBJlWA6+cW4e3QkVCbW9x4XZjoup4uKYrIgkQqrh/G5/yguW8poFy3VhO27YHbtVjSwEZfYRP9O9vdfTm4xgJKdhvmJCb+LmTTAGDQA+/N0xPHk4C8DfGIjJ+NFUKcy0CgBcAOf9e5GusbHeVg36me75igHLcdqmKd9mMegmIiIiorakWw4EQQhnMRc0Ex//4QQ++v1xzFVMPKYngTtuvAKW7UCuY+DRTEs7dmejtXfsDhpgaZaDkt/BvIZJY7vaSN4LNLv8udTbKS8HLj6v3LwM7kRx8dz2N88v4Ox8BYc64wC8s92piLxiHnnQtT8drc+M7sBgRwwAUDUdFLXmnn1vJgbdRERERNSWgrLo8byGD39vDP/xo8llwdFYQfNmdbdBQLkWw3bC87uZuFxzZj8TlaFKAgzbxXzVhGm7iCr1vNL6CzLCnX5Due1utIRZ3CY3CZssGss+/vB3x/B/rz8WfnxxwA14GwWAd6a7nkF3NuadGdctB/MVY080LlxNe27pEREREdGeV9BM3PGNc3jhB+7HR74/jqrp4JLuBP7gmUcAACXdRtlo7+ybZjqYr3gBVjam1typWpUldPhRdlAa3MpM28F0UGYfU5BQt597DM4rz1e8oNtpUun0lJ/pvrwvBQD47I+nw6B6Lfmq11wtHalv0K3KEjpjS86+t/g62ioG3URERETUlr43lscXT83CcYFrD2Twnhc9Dv9y8xNw45UD4Xne2VJ7Z9/GCxps14UoANlY7WOyZHFpozCr5c/imraD6SDjH6u9zH49+zq8oHuubHhNwpoUUE76mwnXX9KNx/QkoNsOPvHAxLpfs1ANNmKUuh6tUEQBncE60sy2/llbD4NuIiIiImo7lu2EzaKu6E/hjhdfgScPZ8Mz3sGc5fkmd56ut2BGd1dchbSJc8yiKCC7JEPZ6kG3bi2W2XfGdyro9s4rz5a9SoBmBZTBmf2uuIqXPXEfAOBjP5hYc13rloOKXw6fjdf3TLcsiejyf9YWKhaMPTAtYDUMuomIiIio7eiWE86nHspEVzzeHQYC7Z19C4LurYzJCu5RQWv9jYnZshHOG++Mq1Dl7QeaQaZ7vmJAM52wOVkjua4bbiZ0JRQ8+5IedCdUzJYNfOGRmVW/Jq95WW5J8Bqp1Vr9sFXhzHetuQ3nmolBNxERERG1Hd12wvnUQXC0VJh9a/NzpkHQ3Z1QNz0mKwi681rrl5cHVQ8dUa+xlyJuPwwaSEUgCoDtAgvV5hxTsBw3LBXvinvv8UsePwDAa6i22nz1hUrQRM2b2y7vwL1YT9AJP6dZTW0410wMuomIiIio7eiWE551HUyvnenOVU1UjPYNBMby3sZDV1zd9JisXj9YymsWDKu1NyaCzYfeZMS7D/L2w6CoIiHjl+DPVZpTDVAxLOQ1rylal392+sYrBhCRRDw8U8Z3x/IrvibnZ7o7/M7ltcxt347BtFeGn6ua0PyJAnsNg24iIiIiaju65WDKD7pXy3SHQbdmotqm50xd1w03HjrjyqbHZPX496ioW2FpdqsKy+wTKmRxcxn/tUjikt4AZaMp5eXj/hg0SQA6/A2ATEzBzz22FwDwr98bX/E1S8eFRRswnz6YZ77gj55rxn1qNgbdRERERNR2SroZNpgKGl4t1b2kvLzappluw3YwXVrSPKzGGd2BvmSQ6TahtXhZcHC+v8uf0b2Zs+1rkcXlDfm0JpxXDmaPZ+PqspFlQUO1rzw6h9FcFabt4KGpIj72g3F84oeTAIBURK55hNx2DATzzCveUQ7D2nuZ7u0PqCMiIiIi2mUenavAdl0okhBmbJfqji9ppOa4sGynrqOTmsG0XcyUvKCsI6ogoWzuV/+eIOiuWtBaPDs5XgjK7JUdDbp7lhxTaMZ55YmCl8HPxGScWajgQEcMUUXCoc44njKcxTfPL+BVH/vhquO69mdiiOxAmf1GgkqThYoB3bLbuofCWhh0ExEREVFbcV0Xj85WAAAD6eiqZ1bDDGXFhGW7MB0Xcv2Tfg2lWzbm/KZZWxmTFWQoc3738lbdmLBsZ1mZ/WYz/muRRAG9ycUsbtmwduT7bsZkwatkyMYUdMUjmK+aGPTf55uv3odvnl/AjN/dvCMq4/K+FC7v9/7Z3xHbkbPtGxnweyrYLlBog/4AW8Ggm4iIiIjaim45GPEbiA2t0kQN8EprAS9DqVsOTNvZkdnNu8ls2Vw2Jmuzo6H6Ut7GhGm7KOkOrBbdmDAdNzxqkImpm874r0UQBOzLLI4Na0bFxGTJW+eZmIKYIkKzbJi2A0USce2BLP7q+Y+FZjl43EAK+9JRCMLiGhjJVes6ozsQVySkozIKmoVc1dyTZ7oZdBMRERFRWzFsB2N5r+z24iZqluNitqTDdl2IAuC4wFxFb8tZ3SMXjcnaTOdy7+sURGQRuuVgrqK37Ngww3LCWdZbyfivZ8hfX3NNqpiYLCweH4grImRBxXzFDMd0PeNo97pfX+9xYQCgSCI640oYdLd6U76taL36ECIiIiKideiWg4n88hndjutitmxgoqChM67i8YMd4bin+YrVlHFP9TaSX5zRLYnCpjPdiiQiG94js2WD7vmygYp/3jro4r5ThrNek76Zkg7LcRpeOj3tn9lPR2UkVBkHOmPQbQd2je9VIzLdiiSgK+ZVTRQ0q61H9K2FQTcRERERtRXdcjBZWhwXltdMjOSqiMgirh7K4EkHMuhPR9AZDwJKoz0z3f6YrIhZRm56ctOZblkUkIktluG36sbEBf8+pCIy4oq06fuwniG/M37FdFCoNn7zJuhOn4nKiMgSepPeul7wx4KtxXZciIIAeQc3INYiCAK6k17QndcslBl0ExERERG1Nm9G92KDqarp4MqBNJ48nMX+bAyyJEIRBXTFF8eGtWNH5S9+49sAgIe+8QX82vVX40MffP+mvl4QBHT6Gcp8tXUz3cHmQ29ShSgKO9o8LBtXEffL1Wf9c92N4jgu5ivBWXUFsuh1ZT+YjaNs2HDdta/Fdlyv+qEB5eXA4vi5nGZCt+xl4832AgbdRERERNRWJgoairrXSbozrqAjKuNoT3LZTGJZEsMO5vk2nNU9MjKCr917v/dBcQ6O4+B1r30NRkdHN/V9uhKLGUqrRasBgqC7O6FCEb0Nl52iSMKSigmzoeXlpuNg3u9On4ktls33pSLoiMrIa2t3U7ddF7LYmEw3sKQTftWE6WDPNVNj0E1EREREbeXUTBmAN7tYlcSwU/nF+sNAwEK1zZo7/eThR4Bkp/dBaQ4AYNs2Tp8+vanv07OkLLhVqwGCTvbdCRWytLOZbnXJ5s1cxWhoMFnSLZT8zaJsTAlnj0cVCQeyMRT0dYJuP9PdiDPdANCfDmZ1eyX4tdwn23HbJiPOoJuIiIiI2oZlOzjvZzb3pWMwHRfJNYLugZQfCFRNVJowY7mehg8dAZJd3gd+0C1JEo4ePbqp7xPMoS5oZss2wBr3g+4uv4naTgaaiiQsbkxUG3uPxv3O5cHZ+6UN4vpTUcQVCaU1Am/LcSEJjWmkBgADfjf1uYoBy66t4dyjsyWM+e9dq2PQTURERERtQ7ccjOaWdy6PrJHZDB5fqHpncWvt+NwKegf3IdJ7wPugOAtRknDnnXdiaGhoc9/HDyiLuhV2AG8ltuNisugFp51xFXFVWjarersUUUSvn+mer5qoNvAeBZsJXkd2aVkAnYrKGExH1myoZjsuIvLO3ov1HPC7vE8VdTiuW9PZ91zVgr3OufRWwjndRERERNQ2dNvBeCGY0R2BIAhrBt3BOdN5f8ayYTuIiQ0cslxH+aoJ3fVey1ve/tf4heNX4qced2zT36cn4d2jvGah6jfnalSgthNM21ns8B1TEN/hIdqiKGDAL52er5jQLKdh92jCz3RnlzRRW2ooE8OFnAbNtJf1MwC8M91r/VzUQxB0a5aDsrFxptt23IZuYNQbg24iIiIiahu65WDSD0b6U1HI4tpB92DHYrBk2g5M20FMaY+gO5jRHZVFXHPtcQwPd23p+/SlgqDbhOm4MG0Xqtw6QbdhO5gpLQanMXXn39+hjBdQzpW90XONukeTRS/TnYkpq57PzsQU9KdUjOY1JFUZluPCsBzYrutnuhsXdKcjStjcbaakQ7fWD6h1y4bRoo37VsOgm4iIiIjahrFkRndvSoUqiWuXl/tnui3H9UrM2+iX/NEFLyDrSaqQRHHZed/N6E95pdO5qgXDsmHYzo42Iqu3XNUMm411JZQdndEdCLK4s2UDluM07B5N+WXzmZiCqCyuyK4LgoAD2TjymgUB3izvRERGQpURkUV0RBsXCiqSgN5kBHnNwoJmbjirW7McGDYz3UREREREu05JtzDjlxP3JiJQJGHNQCsRkZGOyCjoVpjtbhcX/GZyPRvcg430LdmYyFWtlrtHwX2IKxLiirSiBHsnDHUsLS+3G3aPJoKgO6qsWaHRk4zgqYc6oYgixAY1TVuNIonoTao4NVvGfNnYMOjWLaetMt2ts01FRERERLSBM/NlrzOzKCAdlZGIrN0saumM5YWK2V6Zbr+8vCuhQN5GpjsVlRFTvJAhp5ktFwj9ZKoIwGsIJ0si1DrMpR7siEISBLgA5sqNu0fTfkVHKiohuk5mPSJLTQ24AUBacvZ9rmJCt511GxdqZm0dzlsFg24iIiIiaguu6+LR2QoAYDAdge26SKlrF3YqkoiuJZ2nW3UO9WoWx2Sp28p0K6KATMzbmMhXzV0RCGk1Ntgq6RYenvZmtncnVcji1u/DeiKSiKy/eeOd627MPZotLzaIU3e4QVw9BD0UZstG2LhwLWWjfTqXAwy6iYiIiKgNjI6O4gtf/BIeujAJANiXjsJ1sW5jNFkU0B33gu5C1YJmNj+g3AmW7WCqFIzJWv28b60kUUAm6gWUBc1aN1BqhKpp4wfjBSxUjA2fO1XUMO6XYHfHVSiSWJfyclUW0eUH3fMNqpiwbAfzZW8cWCaqbLmSoZEO+EH3TMk/+77OBs5a88VbFYNuIiIiImppJ0+exPDwMJ7z7J/FP9z5PgAbz+gGvEZTPUGjMK2xM5bryXTc8Fx7JqYgvo2O3YIgoCvhBZRF3ULZaG4wpFsOZssGzs1X4a6TCTUsByM5DQXNC0y7EioUUahLcKpIInqSjZ3VbfrN/wDvPa7HZsJOO5CNAwCmSjosB2tu4Fi2g3Kb/CwGdv+7Q0RERES0htHRUdxyyy1wgtLwjj4AQErQIa0zLiww4I/EyjUoWGoEw3Iw45ceZ2MK4uuU2Nei2y/BL+h20++RaXvdwUdy1XBjYTUzZR25qonphRIAQDHLiCpbz/ivR5XEcJ75QqUx6yhfNVHxKzOycXnFuLDdaDgbZLp1WP77uBrdcmBaLsQWmge/EQbdRERERNSyTp06tRhwA0BHPwBALM2tOy4sEM7qrm7c3KlVVA0LuaqX4e2MK9tuHjaYDrpzG6iazroZ5nozbAcCAFHwmuat9n45jouRXBX3fOojuO8HDwAAPvCnv4v//viH63JNkiiE88wXqkZDgu7xgndmX5VEpCOtUV4+2BGDJAiwXWChasKwVl9Huu3g/EIFozmt6ZUVO4VBNxERERG1rGPHjkEUl/xK62e6LzkwCEUSENmgwdRiQGnCst2WG4m1mtGCDscFJAHoiG6/9HgosziH2tygAVa9BeelexIqpgo6JovaiufMVwz8+PQ5vOdPfg9IdnmfLMzgtv/zBoyOjtblupaODdNtB1ad79FEwTur3hVX6nZWfadFZTGcFjBfMaFbq29OaKaDTz80hTd95iH87dfONvIS62b3vztEREREtGWG5eD8fKXuQUCzDA0N4a677oIkSYASA+IZAMCx4X2IKxKkDcpul2ZxLcdti7Fho/5s6u5EBPI2OpcH9nd4QfdMyYDpOGtmKBtBM20IAiD7VQxn5iorGnKNFTSMnT8DR5DC9YDSHBzbxunTp+tyXfuXbExYtguzzhUTQaY7E1Mgi0JLlJer8pKz75W1Z3XrloMJ//Ud6ow37PrqiUE3ERERUZvSTBsPTOTx46kSCm3WDXipEydO4Ny5c/iD934EANARlaFKYk0NxIKGa1XTQVFvj7FhI2HQrW5rRndgv38Wd7qkw7Sdpt6jqmlD9isbOuMqZstGGKABQFGzMJHXcekll0BIdXuftHRAK0KSJBw9erQu13Ugu7QawKl7xcSU35U920pBtySGZfjzFXPN0vGyYWHcz+Qz6CYiIiKiXausW/jBeAHnFzRULXtXzFeup/6BQcT2PwaAF0hbjotkZOMGYtm4iph/7nuuvDvmUG9XGHQnvdLj7Wa6D/hZ3JJho2quP+qp3sqGDcUPMCVRQFKVcHquHJ6jnip66/3Q8AH8yu/9ifdFxTmIooS/fvcdGBoaqst1DWW8jQnNchoyz3zS32joiCl1axC301RJRF/SC7rn/KMKq21OzJUNTJcYdBMRERHRLlbQTHx/PI/xgoZ9HVEIWHs8T7swHRdjeS8Q2ZfeeFxYQBEFZP1zpgvVxsxYrrexfHDeV4UsYtvnfbNxFQm/amCmpDdtLdmOd55cXpK5z8YU5KsWRnNV6JaN87kq0v5my+GrfwYAcHT/AD7wxfvxyleeqNu1dUQVJP17NFcx615eHsxhz0RlRDfoW7BbiKIQVpbMrBF0W7aDswsVOK53BrzXL0dvddubH0BEREREu8Lo6ChOnTqFnqFhzIlp5CoWhjqiEAUBgoC2CCbXY1hOeM510N9oiNQQbCqSiK6EivGCjoVK65eXO46LKb+5WGdcRVTe+Fz7RmRRQHdCRdmoYq5iQG9Sptu0HVgOwsoEwJsjno3JODtfheMCBc0Km5p97ifTAIAnXzKEgX1D2874rydYRyX/Hu1Eeflc2YAkCsjElBWPTfvj0lJRGTGldfKoQdXETNmA5TgwbBdLc9m65eDcnFepMZCOtEQGvxat8w4RERER0apOnjyJ4eFhXHfddXj8pcfw8X/5J+zriIRzbmVBQKmNz3QDXkAWdHTuT0WgyOKGncsBP6CMe9m0nGZCM1s76DZsB9NLZnTvREAmiwJ6/bLg+bKJyhoNsOrN8M9KX3x+OR1VUDYsTBY0RGURoiDg/EIF943kIAB4zqU9kEWhrmO1VEkI55l7nbm3t4684yF5PDhRWNHl23VdzPrvcSamQG2RTDcAHPTLxaeKule5cNF90iwH53MVAItNDtsBg24iIiKiFjY6OopbbrklnFXtOA7+/m2/j+nJ8fA5siQ2ZHZwMxm2i0m/uVRvMlLTjG7AK3kNOirnq2bL3yfTdjFbCgIyOSwL3w5FWizznW/iPTJtF++//wL+7utn4Vw0K7wn4TVV6/Szwp/44SQA4KmHOtEVVxGr87lnRRLR4wfdC9u8R47j4tRsGXnNwnRJx9m5yrLHTdvFfMWbw56NtcaM7sDBTi/TvVA1oVnOiqMKuuVg3D8eMcCgm4iIiIh2g1OnToUBd8CxbYycW5xvK4sCqqYNp87nTJtJt2xM+0F3d0KBKtWe2ez3Oyrn2iDo1i0bsxUv6O6KqzuSBZVEIbxHc2WjaWtpqqTjEz+cxEe+P44vPDyz7LGYIuFgZxyyJEKzbHzmoSkAwC9eOQDLcRFX63uqVhYF9Kb8oLtiorqNaoCJoobzC1X0JlV0xVU8OlfBjH+GGwAMy8aCH3R3ROWwm3sr6E6oiAaNCyvG6kF3cEwkHWn49dVL67xDRERERLTCsWPHIF70S7coSdh/8FD4sSIJMJ32bqY2mqvCdFxIApCNqUhF5Jozm4P+GeCFqgnDdmC38OaEN9bLu/7OuLJj55gHlzbAatJaGllYzPi+5xvnoFmrB7ZffGQWBd3CQCqC48NZL+hW6luCLQjCspnvVcuB625+HZV1Cw9PlxCVRURlCcmIDNd1cWqmHJZi5zQLun//O+NqS2W6I7K0WIa/ylGFom5ishgE3cx0ExEREdEuMDQ0hLvuuguS5AUVoiThLW9/F/oG9oXPUUQRpr2ylLOdnJ71ArL+dBSOW9u4sMBgerHk1XJQ9xnL9XTBHxfmlR2LUHcoINsfBN0lo2lrKejKDgCTRR0f+d74qs/7+A8nAAAvvmIAkihAAOraRC0w1OGto7mK6Xfm3lzQ7bouTs95ZeVd8cXmab3JCCaLOs7OlQEAY3nvPY4pIpIRGUoLZbrVJUcVFqoGqhdtnMyUDMyWvSx+O5WXs3s5ERERUYs7ceIEjjzxqfj693+EJ15+6bKAG/Ay3Zbd3PnK9XZm3gu693VE4aK2cWGBoIx1rmzCchyYtovoyobRLWE052UJuxNeBnS748ICQQOs6ZIO07Kb0g3/gp/pjisSKqaN998/gp+/vA+d8cWxUj+ZLuHBySJkUcDPX94HAHCBhmSDh/3zytPFKv733q9iv3Q1Lj16sOavHy9oODfvlZUvrdKQRAFdcQWPzlfQnYyEDQM7YypkUVg2Qm23U+XFpnxzFRMV3YbruhAE7++oR/2NhY6ojHS0fULV1tkWISIiIqI1RbO9eNLxp68IuAGv9NUF6j47uFkcxw0DssUZ3bWXEwel0wXdQsWwWnpsWJDp7kmqkEUR6iY2H9YTjHrSLAclw25Opts/6/uEjI2jWRVlw8Y/fOvCsud8ws9yP/NoF7oSKmzHhSgIO3Yf1jPkV0zkdQdvOXETLn/MEZw8ebKmr60YFh6ZKYdl5RdLRmTYjotHpksY9efRZ+MKZEmAss2RcI2kiGLYH2C2bMB0FisCNMvB+QVv/e7311u7YNBNRERE1OJM20HZsFfMpa4YNm77rx/gtz70NUxPjLVtptt0nLD0eCAdgSwKm8p09ybVcAzVvF8a3KrG/Ex31w4HZOmYgrRfsj9TNhq+llzXxbe//yMAwDf+48N49K43AQD+/YEJnPWrHEq6Fc7m/sUrBwAAluNCloSGlJc7xRnA8kqjkcjCcRy8+tWvxujo6LpfNzIygg//x+dw+uz5ZWXlF+tNRjBR1MMNpkxU9jPdrRPSiaKAfUv7Ayw5qqAvCboPZL2gu3W2E9bXOu8QEREREa2qatrQLGdZoHlmrowX3/llfPpUAffOAq+++UZ86IPvb+JV1o9huWHH475kBEqN48ICqiQh6wc7Z0cn8JUv37NhoLQbua6LCb8JVWdchbJDAdno6Ci+/fWvIhPxQqC5srFidnS9nT0/ggd+csr7oDQHd+QB4NFvw3aBv/ua16n/v348Dc1ycLgzjifu6wDgbUgpotiQ8vKRc2eA8rz3QbILAGDbNk6fPr3m15w8eRIHDx7Eq37p5/Gbz/kp/MdHP7Tmc2VRQDYmh9UMmZgSdgJvJcPZoAxf98++Lwbd434WP6is2MzP8W7WHq+CiIiIaA/TTMcLLvzA4rM/nsbLP/w9zNqLZ12R7MYfvel3WjKY3IjpOOGM7q6EClUSVmT916NIArr8c8Hv+L+/i1/++edieHi45tLg3cK0Xcz4M7qzMQWJHRiTdfLkSQwPD+NFz7sBF773dQBew7nyNkZibcVPHn4ESHZ6H5TmvH9/9QMQBeBrZ+dx/0gOn3jAb6B2ZX94JtpyXCgNynRfeskli9fmB92SJOHo0aOrPn90dBS33HJLOPLPcRzc/uY3YmpibM0/Ix1VkK9a/n/LiNW5K3s9HOpMAACmSwYc14ERlpfb4abRvo4oZFFAtAVf32p2TdD9jne8A4Ig4A1veEP4OU3T8LrXvQ5dXV1IJpO48cYbMTU1tezrLly4gOc973mIx+Po7e3Fm970JliW1eCrJyIiImqeYLa0Ybv4f188hT/674eh2y5w/vvA2EPek1I9cDbIurWqsm4hV/XKejtjCuKqBHETZdWKJCIl+UFkPAMANZcG7yaG7WCmvBh0b3dM1sVBIYqzAICR6XlUzcaWlx84fDgMZIPAVixM4ueOpAEAb/3cT3BmroKoLOL5j+0Lv85yXERlsebxcdtxcHg/Ljl0wPsg1QVRknDnnXdiaGho1eefOnVq8d76HNvGyLmz6/45wYZHR1RpyaA7yHRXTBsl3Q6PKpR0C+N+k7iB1OYrVnazXfEq7r//ftx555248sorl33+jW98Iz796U/jYx/7GL7yla9gfHwcL37xi8PHbdvG8573PBiGgW9+85v44Ac/iA984AP4oz/6o0a/BCIiIqKmKeoWpos6fv2j38cnH5yEAOBll2cgfOptwIz/C3yqG6Io4eChw0291noYy+tw4ZXfxlUJqcjmWo9LogDV9LomI9EZfn6j0uDdxrQdzAZBd1zZdpZwRVBYnAEAjM/loVl2Q+eZp7v6gZgXYKM0F47Ge8OzLkNSlTBX8TZdbnhMz7JxcVXTRldCXe1b7jhFFHHlpccAAD/zklfiI1/+Ll75yleu+fxjx45BvGjclyhJ2H/wED7/k2n8wvvvx7cvLKz4urmK9x53xOQd607fSKmoHPYHmC0b4ZnusbyGguYlT/tSkU1XrOxmTX8VpVIJN998M/7hH/4B2Ww2/Hw+n8fJkyfx13/917juuutw9dVX4/3vfz+++c1v4lvf+hYA4Atf+AIeeughfOhDH8JVV12F5z73ufjTP/1T3HHHHTAMo1kviYiIiKihclUT7/zqGTwyU0Y2puDdL3ocbv3ZK/B/3/7XEIJy13Qvfvu2v0TvwGBzL7YORoKO3QkVLoC4uvlg81C/n0VNLP4+ul5p8G60UFks++6Kq1Dl7WV3VwSFfqa7KsVg2m5DO5gH55hVScB7P/BhfPqbP8ALb3o5MjEFr/ypA+HzggZqgFeurEgievwRVfUmigIG/M7cUkcPsr0D6zblGxoawh3vfR9E0VuvwUZCUcngT+8+hbG8hj/+70dQ1JZX8QYbDN4s9tZrNabKInr8Wd3zFRNlw4JpOzgz5zWI606okEQByai8qYqV3azpw89e97rX4XnPex6uv/56/Nmf/Vn4+e985zswTRPXX399+LlLL70UBw4cwL333osnP/nJuPfee3HFFVegr2+xhOSGG27Aa17zGvzoRz/CE57whFX/TF3Xoet6+HGhUAAAmKYJ0zR3+iXuCNM0YVnWrr0+2l24XqhWXCu0GVwvu5Nu2ZgrVnFqxsvU3vXiy3AgG4NtmXjBL96E6oGr8c775nD502/AM593GSqaAUWob4ay0Wvl3FwRgDcmy7EsiI696T/7SH8n8OBCeG5YkiT8/d//Pfr6+lpmzZ+d8e5DXBERFV3A3vx9WKqvrw/vfe978drXvha2bUMoz8MFkDMA3dBRruqQsf2B5rWslwtzJQBep/kn/pT3O77tdwr/xcf14IfjOXQnVFzSFQ0/P1/U0ZlQEJfchr2H/SnvfsyWdWi6jrKmQ4isHXK95KU3Qz10FcrTIzh46AjS3X34tX97ELq/oTFbNvDOr5zGHz7rCACvWd68X82QVsRtv8fNIDg2uuMKHp0D5soaihUNpaqKM7Pe+j3QEYGmG4illBWvbbf9f6jW62hq0P2Rj3wE3/3ud3H//feveGxychKqqiKTySz7fF9fHyYnJ8PnLA24g8eDx9by9re/HbfddtuKz8/Ozi4LxncTy7KwsOCVl8hy0/dKaJfjeqFaca3QZnC97E5F3cKPR6bhAkipIjKooOhnBQFgfyYOYA5zuotSfgFTMw6M2PYDpfU0eq08Oun9WZ0qoJcWUM47mDE29xo7RC+QGb7ip/Dr1/0jrr/mchw6MISZmZkdv956eXjcy0R3xWSY5RxKeReCtr37//znPx9PfOITce7cOeQiPXjVlwuYKRkoLMxjOrEza6mW9fKI/9o6IyIeuTCOnkQE8pIs71uf0gMAKOb87uEuUCjqGIqkMDvbuKZvXaIXhM0UdZRyC5iatlGNrn2PFqomYtEohh97OSAAf/7Fh3FuoYqumITf/qk+/MlXxvGZH8/gqQMqnjSYQFG3Yfpl/XG7hFJOhqDV9+d5p5m2i66I9xqmFoqYn1MxLmg4N50DAPTFBVQLCzBiJmZmtGVfu9v+P1QsFmt6XtOudGRkBL/zO7+Du+++G9FotKF/9pvf/Gbceuut4ceFQgH79+9Hd3c30ul0Q6+lVsEuSnd3NxSltX6wqPG4XqhWXCu0GVwvu5Nd0DChe7+EHulOIJ3tWvb4YUkHMILZigU1mUGyI4Oejlhdr6mRa8V1XcyZXrOz3o44UplO9Pd1LTvXW4ujAy6AEZQcCVc9/XpccqgLmTpvTuy0uQfyAIDeVBTJjk709XQiscn7sJqenh48/vGPx5nZEoQvfx2m48JUU0h2dKKnY/u/x9eyXuYtb/OjJxVDOtsJzQUG0ot/9tTEOEbOncH+g4fRNzCIomahK+LiyP7OhjYbe2xZAnAOsxULcqIDiY4setJr3yMjV0WkICKVieK/H5nF5x4tQADwthsuwTVDHXgo5+CjP5jE39w3gw+/bACG692rpCoh29WFnp4upKLNDz43w3Vd7OucBlBA3hKhJDNQEnFMad4mypHeDKKpLHp7suhJLT8asNv+PxSJ1HZ0oWnv0He+8x1MT0/jiU98Yvg527bx1a9+Fe95z3vw3//93zAMA7lcblm2e2pqCv39/QCA/v5+3Hfffcu+b9DdPHjOaiKRyKo3SFGUXfHmrUWW5V1/jbR7cL1QrbhWaDO4XnYfCybGil6W9khXApK8/L3p7ZAhCV4X54LpwhHkhrx/jVorpu1gtuKdee1ORBGLRJCMRTbdYOpAVxKAl3m0IMEVpJZb55MlPyBJRhCJqEhs4T6spyMRQyamYKFqYk5z4Ig7d482Wi8T/ii0rmQEqVgUZcOGCRFRWcKnPvLPuP0P3gDHcSCKIt7yjr/BNc/9RRzuTCAdb2xy71BPCqIAmOHP2/r3yBENSLKC8ZKFd9zjNT08ce1+XHuwGwDw+qcdxtfP5TCW1/Deb43h+mPe57NxBRE1gnhUhdKCHcwPdMYBALMVC44ooeoImPTf4wPZOCIRBalYZNV7t5v+P1TrNTStkdqznvUsPPDAA/j+978f/nPNNdfg5ptvDv9bURR86UtfCr/m4YcfxoULF3D8+HEAwPHjx/HAAw9geno6fM7dd9+NdDqNyy67rOGviYiIiKjRCpqJ0bxXgnm4K7HicVkUwkZScxUzHC/WLgzLwXTJOx6YjSuIyOKWAs2BdBSiADgukNfMhjYJ2wmu62K84K2DTr/BlrzDTagUSUS33wl8rmJAa9BasmwH035A1hlXEZUl7OuIYbZsYGpiLAy4gcVZ17OTE+hLNTbgBoC4Iocz32dKBnRr/XtU0i04roM3f/YnqJg2nrAvjd+4djh8PKZI+MPrvY7oH//hBL7wiJfxz8YUSCJasns5ABzMekH3VEmHaTuo6Ha4fvtSESiS1DbjwoAmZrpTqRQe97jHLftcIpFAV1dX+PkTJ07g1ltvRWdnJ9LpNH7rt34Lx48fx5Of/GQAwLOf/WxcdtllePnLX46/+Iu/wOTkJN761rfida97Xc2pfiIiIqJW5boucpoZdu8+0hVf9Xn9qQgmi7rX3dq0Vn1OqzIdNxyTlYkpSG2xnDqqiOiIelncXNWCbjU/6LZsB5Io1DRj2nLcJYGpN795p2dTq5KI3qSKU7PlZZ3S6810XMyUgvnjMuKqhP3ZGMYLGk49svqs6+LUCDrjVzXk+pZSJAF9qQhmygbmarhHJd3GP31nDD+ZLqEjKuPPnnPpis2Sa/ZncOMV/fjEA5P49we8vlWZmAJFFCC1aHfvQ/7fVTMlA5btYrKko2o6EAD0JP1xYW0UdO/qV/Kud70Lz3/+83HjjTfip3/6p9Hf349///d/Dx+XJAmf+cxnIEkSjh8/jl/5lV/Br/7qr+Jtb3tbE6+aiIiIqDE0y0GuamKi4GV6D68RdPelgky3gYphw3UbN1+53jTDxrw/QqkjKiOxhXFhgJcx7Ix7paIFzRtj1GwPThZxYaG68RMB6JYTBqaZmIJ4HUqOVVlAbxOqJgxrcf54JqogrkrojKvYn4ki3rd/5axrUcI1V1wKuQlZYFUS0e//vM2WdZTWCbptx8U3zs3jUw96gfSfPPuS8Gf1Yr/1tEPLHstEFcS2uNZ3g33pGET/2EteM3F+3hsXNpiOwnWBVETe8U2jZtpVp+6//OUvL/s4Go3ijjvuwB133LHm1wwPD+Ozn/1sna+MiIiIaPfRTBtnZitwAWRiMjr9stalyoaFmOIFH3NlA6btwnLclpzvu5rJkgbLcSHAKy+PbjHYVEQBXQkVj85VkNcsVBqUxV2L67rIVU3Mlg10JdQNG8ON5aqYKS+W2W9lVvlGFHExoJwrG9BtB5bt1D241c3FjZXOhArV//OGs3GMD+3H7/7ZO/HOP/w9OLYNUZTw+tv+ElccO1zXa1qLIokYSHv3aKZkwLAcmLazahm4btn4+lmv2/oLLuvD0w93rXhOIBmR8dZnHcNvfepBAEBHTEZUbt2gO6ZK6IqrmCkbmC0bGPM3DvdnojAdB6lI67621eyqoJuIiIiIalc1HZz3S8sPd648zz1fMVC1HOzPeN3Kp8sGTNuBYa0eBLSiCwveOdCuhApZFMOAbLNkSUSPf145p3lZXMdxITapfDfYHJkrGzg9W8bjB9NrZv7mygYemS0hX/Wy811xFYq48++vKArY53crnyl7ZcFGA4Lu8aIO23UhCt7mUrB2O2IKDmRjOP78X8ann/WzGDl3FtHufXjs0YNIN6mjt7TkHk2XvE2utX7edMsJzzFfMZDa8HsfP5jFLz1+AP/2gwlc0pNEtIXLr1VJQHfCC7oXKouZ7gPZGFwXiCntFaa27jtFREREtMdVDAsjCyvPczuui4mCBscFnrivAweCoLuow3LclmsStp5Rf9OhJ6FCFrd3DrTXz+LmqiZMB029T6btZUh7kiou5KqYLOqrPs+yHZyaLWGmZMCF1zgvHZWh1ikgG856a2nGb4Bl2PU/qhC8x53+ZoK6pEpjfyaGuCIhlu3F1U9+Kjp6+rGvI9rU0uRDnYtNwgzbWXMd6ZYTHg3ZV+PotTc94wi+/JrjuKI/veUNpt1AlUT0prxNrrxmhes72CBsp/PcAINuIiIiopaV16wlncu9X/RN28FoXkNHTMGTDmQwlImFTYumSjpsx21IoNQoF/JeQNadUKFI4rbK5gf8oHuhYvoBZRODbsfLdCdUGYoo4JGZ0qrdwi8sVDFR0BG8pT1JL+Nfr+MDh/wO+bNlA7pfOl1vI0s3ViRhWdY4FZVxMBvDQtVCQbeQjCx2D2+WIOieLOiwHWfNpnxV08Z0cXNBtyAISEZkuHBbulpFkUT0JRc3uWb8M/v7OqJQJBFRpXVf22ra69UQERER7RGO46KgmbgQlJd3xVE2LIwXdBzIRHH1UEd4xjvIgntduW0Yu6Az904Zy3mbDt1+QLad7N9Qh5dlmy0bsPwy/GYxLAe240IWvTLcubKJc34JbqCgmTg9V0E6ImPeD1p6duA+rGcwHYEkCLBdL1hqxMbESO6iIwQXZUH3Z2NIR2XMlAwMpKNbPte/U4Y74xAFQLcd5KrWmvfowkIFpuNCEoD+VcabTZd0zFeMNf+cnR4J10iKJGAg7b3miaIeVjP0pyJQJZGZbiIiIiJqPs2yka8ulmUe6oxjtmzgsr4kHj/Ygbi6eCayK66GzdRmy603g3ottuNiasmMbkUUtnW++EDWCwImizpcoKkVAeaSMViiIKArruDMfAVzfnDtOC5Oz5RRMSxkYgqm/M7lXQmvBLteme6YIoVd3mfKBgyr/vcoOPfcFVe8TPdFwWZclXGo0wu8+5LNzXIDQMLvrg4AM2V9zUz3IzPeJkp/OroigM5VTYiCAM1yVnSJtx0Xkii0dDNEQRCwP+P9vP1wogDD9jaYOmMKVLl+m0bN0l6vhoiIiGiPqJoOHp0vAwCy/oiouCJjfya2IvCMyFLYJGyhYuyKcVg7wbAXx2R1xhQk1O01XzrolwXP7Yby8osC/mREhu24ODVbgmV7DbhGctWwRHfG33zoiquQRdSlkRoAqLKIbn8tzTdgbJjjuJj0g+7OdTZWhjIxXNKTRLbJpeXA4jxzwNvkKukrf95c1w1/fi8uLdcsGyXdwqW9SRzuSmC6ZMBZMubPCoPu1g7lDma9n7egM/1QRxSWC6TbbFwYwKCbiIiIqCVVTRvnFxZLyzXLQUQWEFultFaVRfT4wdl81Wz6OKydYtpOeBY0E1NWfe2b0ZtQw47Qs2Vz1TPUjaKbNi6OO3oTKibyGs7MV/DITAlRRQpLrYOMf2fcuw/16rquSiJ6kks2cMz6buCYjoPpsj8uLK6uubESkSUc6U5A2gUl10vPK8+VDZRX+XkzbRcjfuf9oSVBt+24mCoaONQVx/5MDIe74uhKKOGccgCwHAeyKLZ0eTmwuMkV2J+NwXKcDcfjtSIG3UREREQtqKxbYYOpw11xGLaDZFReNdhSJQG9fhAwWzbCcVitTjftsNw6CDa3Q5Wl8D7NV1YPlhqlYtqQL8pWy5KIdFTBmdkKcpqJLr/MG0CY8c9Gt38f1qNIwmJAWTFRrfM9Miw3zOJ31Pm17ZSILKI/mNVd1sN55kstHRe2NNM9WdTQn4rgMb1JiKK3ifaYniQsxw2rCryz/mj5THdvUl12dns4E4wL2/3v8Wa19jtFREREtEflNBPjfufyI51e0J2JKqs+V5VE9KcWg27LWX5muFXNVU1o/nnZzri67TOuiiSgL7WYoSwZFly3OZsT0yUDZ+bKKz6fiSkQBKA/uXws1vSSs+1xtX5BiyotBpRzZW8O9XY7mE8WNJyeLa+6EWQ6DuYqO7ex0giqJGIwvWRWt7VyTJ9u2ZgoBJlur4HfQsVARJbw2L4kIvLi6+xLRZaVmVuO17l8N2T1tyMiS+hechxgfyYGQdje2L/dqv1eEREREVGbs2wHJcPGhVwwLiyxboZIlkQMdgRnfw2YjtOQBlj1dmHey/R3RGVEZHHbzZeUJZsTM35AaTWhIsBxXPz5Pafx25/6ET7z0NSKx7sTyzOEjuuGZfbZuFLXoEUQhLAcOrhH2+nyXtBM/HiqiLFcNdw4WGqhYqJqBhsrSks0D5NEAQf8edOTRR3mKmPDdNvBxJJxYZppo2w6eGzfynPpgiAsKzO3HLctRmp5x14WX+tgOgJFEhCVd//Gyma1/rtFREREtMdoloN81Qw7lx/sjEEQ1i/LPJj1goCpkt70JmE7ZdSf0d2TVCGJwopRUpsliwIG/SzudHCfmjA2zHQcPDrrdbZ+99fPrtqIa6lHZsowbRei4DXVq3fZ8bDfAGu65AWUW11Lpu3gx1MllHUbkiTi/HxlRRn2Bb9vQUKVEFOklimpPuyP6Zss6t74uYsa482VDRQ0730dSEUwVTJwuDOG/X6wfrGgzNy0XZQNG7E2CEyXHnsB2ndcGMCgm4iIiKjlVE0bZ+a8oKwr7nUuj0hS2ARsNYf8pkVTRR2Os7LctRUFAVl33B+Ttc1yW0EQMOSPMZoqeVlcvQn3ybDcsKR6rmLi5H0X1nyu47p4x/+cBgBcd7QbqrT9jP9GDi3p8q6Z9pZGq7muN/JsLK+hLx1BJuqNPQs2kgLBxkpvMgJREKC2QKYbAI50JyDAO7ud06wVmzenZr2jAx1RGVXLwUAqgkt6k+t27e5LRXCkOwHbcVuizH4jSytLorKIdFCxwqCbiIiIiJqtatphwLlR5/LAgWwcArzZ0/lVgoBWNOafae9OqJCl7We6gcWOypNFHY67vdLprcppy5u4/ev3xnF+obLqc//9hxN4cLKIhCrht556ELJUvxndgf5UJNzgmKuY0K3NN1MbL2g4PVdGT0KFLAqQRCCmiHh0rrzsnocbKwmvtLxVMt1JVQ7nmc+WdWgX3aNTM4vjwgzbwUBHdNk57tUEZeZDHdGWKLPfiLKkP8CBTAym7SLdhp3LAQbdRERERC2nbNgYyQdBd2LdzuWBVERG1g8C5srGlgKl3cR1XYwXFsdkKZKwIyOUDvtB90xJh7WN0untGMt5rysqi3jqwSwsx8W7vnp2xfNmywbe841zAIDXPGUY2bgXwNY70x1RJHT5s7rnysamR6t557hLUCVxWdO3zriCubIZdvUGgDH/v7354/XP4u+UpWP65krLx/TZjotz/iZK0Lm81pLqmCLhysGOsOFfq7vuaDcu6UngJY8fgOWgLceFAQy6iYiIiFpO2bAxGjRR26BzeUCVRfT4gdJ81WzqOKydYCyZ0d0ZVxFTpHVLc2s1kI5CEQU4LjBfMVc0wGqEpWfVb/2Zw5BEAV8/O49vnJ1f9ry//soZlAwbl/Ul8ZIrB2E6TkOywaokoNtfSwtVE0W99rVkWA4emiqibNjh9wiIgoB0RMKjc2VUTRuu64YdvoPu9K2S4VUlAX0p7/XNXjR+zrAdjOUWx4WJAja1mZCKyhtmxVvF/kwMf/n8y/CiKwbgoj0axK2mPV8VERERUZsaHR3F17/yZZydKwEAjnTFa5ptq0rikhnUix2hW5VpL85vzsS8c+07ISJLYUflubKxLEPZKEHZfE9CxXA2jpdeNQgA+OuvngnHc917bgFfeGQGogC85VnHIIkCLNtFVJbqPkpKkUT0+vdooVL7aDXXdXF6tozxvBae5b1YJqYgX7UwmqvCclxMFb2Nla64gqgs7sjGSiNEZBEDKb/Le8lA1bJh+53wl87obufmYbWIKRIc14XruhAARFqkkmGz2vNVEREREbWhkydPYnh4GG985cswV/WCwYOd8Q07lwNe0L10BrW2JAhoRYbtYDYYkxXbudnUqiSEZcGzleZUBCyeVfeu4zeuPYDOuILzC1V89Afj0Cwb77jHa572y1cN4tLeJADAdFzEGpApXLaWKiaMVeZQr2ahauLsfBk9iciaRwEEQUAmJuPsfBULFTN8jzM7+B43giqJGPRLx6fLOizbDY906NbiuLC+xN4OulXZWweG7UKVRUTboEHcavbmu0tEREQtzfUbXFUMCwXNxELFwExJx2RBWzFyqF2Mjo7illtugeM4QNd+75OleRRmJjfsXA4AiiRgIL18BnUrdzDPVy2U/IC4K65AEXfm11pVFtG3JNPdjM2JIAsaZJOTERmvfcpBAMA/fOsC3vnlM17X76SK3zw+HH6d5ThINCAwVSQhzFTPlg0Y9so51KupmjZM290weO6IKigbFi7kqkuCbrmlOnbLkhjOM58qBmP6vHVUMSzMlLzX1Z30Zq63SoO4nRaU1RuW09abD+15Up2IiIja2g/GC5gtG7AdF5bjwnZcOK4LRRLxUwcyYaaynZw6dcoLuAGg64D377kLOHOmA0/s7d8wIBEEIZwBPB00CbOclgpklhrNeeeeY4rXjGunxgypkoiBtHefZkqLmxMxsXH3abLoZ7qTi2eef/7yPnzihxP48XQJn3xwEgDwe884goS6+Ou86wJqA876CoIQBpTTJQOW49YUdGubONLQGVMwUagiVzW9j+NqyzRRCwRN+SYKy2e+n1/wSudlUUA6IiPVps3DaqFKImRRQMW0kY7Kbbv50J6vioiIiNqW7biYrxiwbC+r1xlT0J+KYH8m5meTWjd7u55jx45BDLK5QdA9P4reoeENO5cHls7qthy09L26kFuc3yyJOzcmS5VEDKa9YHdqyeZEo1i2E2ZBe5Y0GhMFAb/3jCPhx08/3IlnHOla8fWNCkyH/bU0XdLhurUF3QXNXBFUzZR0/O5nfoLPnc4v+3wyImOqaMAFvOA0Krfc/Oaj3QkAgGY5KOhW+PP2yIzXj2GwIwpXQEOqE3aroPFf2bCQjrbv5kNrrVwiIiLa8wzbgWm7SKheuakqi8saRxlW655TXs/Q0BDuuusuSJIUlpf/3M88Geme/g07lweCoNs7h2u3dNA94gfdPcGM7h0KNkVRwAG/ImCyCZsTpuNiruxld3sSyys2Hj+YxiuuGcJjehL4P884sqypmOu6EITGdfcOsrjBzPeNgm7XdVHULahLrs92XPzfzz2Mr5/L4d33T4ebDUu+CID3HkuCEM4GbxWp6OKs7pmSEd6j07PejO6hdBSui7bpRL4VqiRClgQYttu248IABt1ERETUYgzLgWk7y355D4iCgOomZwa3khMnTuCr3/sxOi55IgDgxc+5rqbO5YG+1GKJ7qx/rrtVBWO1uuIqlB3MdAPAET9DOVnUYTW4esKwbMxV/Ex3Ul3x+G897RD+5eYnoj8dXfZ523EhbXL01HZ0J9Swj8BC1UBJt9Z9vnfu2112ff943wV8dyzvP+7i/f87tuxr5vzS8u6kv7HSYpludUmX97mygbLhbVCM+OPCBjc5o7sdyZKIiH+WO9rGmw979x0mIiKilqRbjncecpXgQpG8s4HtTO3oRt70AsxDNXYuDywdhzVfMaG18L0KOnx3JRTI4s4Gmwc745AEAbbjYqFqNrR6Yr5sQvMzorIo1Dwn3LC9ngaNynSrF62ljbq8a6YDw7bDAPO7o3n8w7cvAABuvKIPAPCph6bDs/oAFpuNxVXIYus1G4vIi2P6ZismKoZXXRI0yhtMR6BIwp4OugEgrkptfx/a95URERFRW1ov66iIAirG+hm3VvfgZBGAV3IbkcSaOpcHVElEr39OeKHanHFYO8Fccu65M64ipkg7Or85pkjoTnhlwd6s7satqRE/IEuqEnTLwZR/Znoj8xUT3QmlYY3x1CUdzKf9OdTrTQ7QLe9YiCKJyFVNvPXzP4HjAs9/bC9+/2cO4UmDcdiOizu/dT78mmn/Pe5KKJCl1isvV6Wls7p1VEwbFcNe0p0+AkWS2jrYrEVckTb191grat9XRkRERG1pvcyfIokwbRdmC59V3siPp70mTIe74tAsBxFZ2ESmW0TvklFP5RbdoDBtJwzIsjF5x+c3q5IYdsCfqxgoNfA+jQVn1ZMqFElER1TGXMVc92uKmoWILOJId3JHNx/W4zWc886+T5V0mNb6zdQ0f0a167q47e5HMF0ycCAbw+8/8ygA4JWP7wYAfP4nM+GZ5+mSN8u6M+5tMK1W3bKbqbIYjumb9jvhF3ULk/6M7t5kBOoO9iNoVVFFQkxp33FhAINuIiIiajFnzp3Hj//3m5iaGFvxmCwK3oinBnabbiTLdnBmrgLAC7oN26m5czngBUpL5yu36gaFYbtL5jfvfHZXlZeexTVRNZ2ass07YbzgBWRdce8c82A6Cs2011zTjutivmriUGcMmVhtDfV2giqLGMp4WdyJgu6d2V5nLVUMG4IAfPT74/jamXkokoC3P/fScMPkWFcUzzraCRfAHd88B8DLDgNAJtq4DP5OUiQRQ5nFjQnL8UrLS7q3AeFVJog1//y2q4gsIhVVWm5TZTPa95URERFR2zl58iSec+0VeMsrfxEvOH4lPvWRf172uCyJMJ32HRtmOm5Ymro/E4NhOzV3Lge8ztzBfOUZP+jeDRsUruvCcWoPaiuGtWx+805nyCKyiIF0cJ/0cFZ3IwRnmjvjCmRRxIFsDEOZaJjZv9h8xURXQoFUmcc999yD0dHRhlynvGQtjec1OBuMDctrJkYWqvjbr58FALzh6YfxmN7ksue8+tr9kATga2fm8cPxwmI1Q1zZ8WqGRjnS5XfCL+gwLAdn571Ns864AkkUkYo0bqNkt+pNRnBZX3LjJ7YwBt1ERETUEkZHR3HLLbfAcbxf7B3Hwe1vfuOyjLcses2vWrkr93oMa/Esc18yAmcTncsDw1kvCJgubpydbJTRnIYHJgo1B95jeW3Z/OadbrDllU57FQFTRcPbyGlQM7WJorepEnUNPHDf1zEzOYGj3UlEFRF5bXmZuWk70Ewb93/2Y3jM0cO47rrrMDw8jJMnT9b9OgVBwJFub2zYaF5bd1a347jIVUy8455HYdoufuZwF37p8QMrnjecjeH5l3lN1d7zjXPhWs/GlJbtbH2ky7tHFdPG+ZExfPnb3wEADHVE4bhuy24m7CRJFBBtwUqGzWDQTURERC3h1KlTYcAdcGwbI+fOwnZcPDJTwpk57yxou2a6DdsJy6p7kirETXQuDxzu8sZhTZV02M7G85UboWpaOLdQCc+6buTCknPPkrjzZ2IlUcD+JWXBZoPGhrmui0m/vPzT//BO/N6vvhiHDx3Exz/8TzjaHUeuasFesjExXdIhVebwf97w+mWbUa9+9asbkvE+2pWAAC+gLBlek7DVaJaN744XMJbXkI0p+KNnH1vz7Pmrrj0ARRLw3bF8uCHUGVca1pV9p6WjKrJ+2f8bf+NmvP+DXnWOszABYG+PC9tL+C4TERFRSzh27BhE0f/VRVaB/VdAePIv467zUVz3vnvxsn/5Hl76oe9ioqC1bdBdMeywrDoblbfU8feAH0xWTQclw94lQbeDkm7j1GyppjFmowte0N2biPijpHY+IDvc6WUoJws6HKcx5eWW42Ii5zXKc4tzABaDaLE8j4FUJGwuVtItyJIIe358xWaUbds4ffp03a+3I6agM+4FlLNlA0V99YZvmuXgnN+L4MqBNDouOhIxNTGO79//LUxNjKM/HcUvXrmYBc/EvEqGVm02FpFFZINx66luoKMfAPDgVz6L+akJBt17hNzsCyAiIiKqxdDQEP7q7+7A737wi3CfcjMgyXABfHdyca6v7QIjOW3NjFurG/XLqhVJQESRIIu1dy4PpGMKOqIy8pqFufLumNVdNW10xRXMlU2cmavgsv7Uus+/4M/o7k6odQvIDnbFIQDQbQd5zWrI2XfDcjBT1AEIQGk+/Lxt2zh/9gwuv+Y45i94XefnKiYu7U0inboMoiguC7wlScLRo0frfr1zk+NIQsccRMyUDFQMG47jrmgMplsORv33LDjeEPjUR/4Zt//BG+A4DkRRxFve8Td45c//Mv7jwSlUTBu9iQgkUWjZTLcqi0i4GgAJSPWGQTcWxjEzdg4R6cqmXh81BrdWiIiIqGX84stegb7nnAAkGV0xCc++pAdvesYR/MvLnoBnHukCACxUWncU1kYuLHjZwt5EBJbjbqpzeUCVBPQkg1ndBopNvleu60KzHCiSiO6EgrPz5bBr9Wqqpr3YbCyhQBax42e6ASAdWczizpR06Fb9NycM20HR9t/P8mLQHQTR3QkVBzsTmCjoyMRkHOqKY2hoCHfddRckSQqfe+edd2JoaKiu13ry5Ek8+cpLcf6+/wEAfO1b98Gw3VV7BGimgzG/AeBw52LQPTUxFgbcwGKfBiM/g5ufuA8AsC8ThVyHIwSNokoihnsy3gcdi0G3UJjG8KEjzHTvEcx0ExERUcvQLRvzmhf8nLzpCRjqWPwFvj8dzFVeHPHUqJnFjXI+KKtOqZvuXB5QJRF9yQhOz1awUDFR1lfPTjaKN7bMhSoJSKgyCpqF0zNlZGLKimC6pFt4YKIQZk07/QZbUh2uXZW9Wd1zFRPzVQvlBlRPTJd0BAl1oZqHi5VB9OGuOHIVAwey8bDK4cSJE7jhhhtw+vRpHD16tO4B97KmhvlJAMDX//d7mHjGFdCHsyuqL4q6ifFVMt0jZ8+s2afhxE89BX2pCC7vS0KRxLpsrDSCKok4PNgNPFoEsvuAdA8A4Dde9SoMDQ219ZgsWsSgm4iIiFrG+YUqDNuFKAD9yciyx/qC+dMVA5bfwVyV2yvoDjK8W+1cDnjB5NJ7ZfjjsKJic7oHm7aDyfFR5CbO48jRY+jtG8RYXsOFhQqOdC+OEcpVTTwwUcBc2QjnHGfjKmJKfYIWVRLQl1Txk2lgtqw3JOgezXmBaUdUxl/91zfQZc7hSVdetiyIjikSrjmQWZH5HRoaqnuwHVjW1DDnBd1I92P0/FnoP3X5iufPlnXM+A0AD2bj4ef3Hzq8ojRelCTsP3gIsiTihY/rR65qtnR5uSIJGOrwft7ix65GxfQ2mF7w4pcgFWEotldwa4WIiIhaxqOzXnfy3mRkRYYoCMJnS0bDuk03ku24mPC7e2+1cznglWL3+0H3I+fHMDE20tRmav/4j/+IV1x/DX775hfhBcevxKf/7UPIxGScnq2ETeNmSzq+O5rDQsWAXJnD6FwBAJCJykjUaeSSKonoT0X9P9+Abjuw6rymggx+T0JF3+A+POMZz1g1kI7IUlOrOJY1NfQz3ejoQ//+gyvOvpu2g0dnvWMRHVEZmdhidUbfwD687o//EqK/4SOKEt7y9nehb2Bf+BzLcRFTxJatWhEEAYc7vYkBFdPrPL+vIwrbBZIMuvcMBt1ERETUEmzHxXk/0zuYjq54PMjeTpcMmHZjuk03kmE7mPbnFnfF1S11Lg9MPXQ/AOA7D/wEv/6zT8I//mP95zqvZnR0FG94/WvgXnSmt7owDc1ycHq2hLF8Fd8dK6BqePOof/4pV2G+6p1Df+irn0WkTvObVVnEgH9kYbpswLTqv6bG89767kqokEVh15ZULztHnvNGXyHVjXRPP7SLzr5rpoMz897rCjrnB0q6hee85Gbc/8OH8KF//Sg+8IVv4ZkvvGnZc0zb2dLm0m4SzOoOBMdieJ577+A7TURERC1Bt+zwXOhgOrLi8d4g01325yrvglFYO8m0nbDBWCamICJvvnM54AW6//7ev/Q+SHfDdRy86Xde35C5zhdbb/Z6X1LFaE7DD8YL3vn88hxuf/Mb4UZTgCQDjo1/vv33MTM5XpdrUyQRQxlvc2eqqMN0HBi2u8FXra9q2nhwooDqGh3jg2ZjnXGlbqPQdsqJEydw7tw53PnBf0HUP8YxXzFR0pc35tMsGxf8XgRLz3Pbjou5iokjnXFccckhPPOnn4ZrHnsEec2C6y7eZ9t1EVdbOyOciavIRBdfw6Bfbs6ge+/gO01EREQtwbBdjPtByWDHykx3d0KFJHhjw3JVE+Y2A6TdxrAczPrnYjMxeUudywEv0HXzU94HiU5AlBo21/liy8qUfcGZXkUSkY0piMsSuhPqYtOtpNelHpUcXMvA2Pkzdbu+cFZ3UYe1zY0c13VxaqaEh2fKmCqu3p19ouB9PhtTva7s4u7+VX1oaAjPfOYzMZAOyvB1FPXlQbNuORjLB0H3YsZ3uqSjPxXBoa5E+LnBjihSEW+c3VLqLt58qEXEb8oXGEhFvbF/DLr3DL7TRERE1BJ0ywmDldXKyyVRQHcy6GButF15ecW0seCfcU5H5S11Lge8QFfQioClA6IEpLohNmiu88WGhobwmtvfC/za3wOX/jREafmZ3mRERsrPEAZNt5Dq9r64NAdRlHDs6LG6XV9QFlw2bJQNe1traryg4ex8Faoo4PxCZcX5cMdxw/WdjSuIKlLTOspvRlSWlh3tMPxu9IGqaYebZcG4sJJuQRAEHOtJQF0SeMZVGYc6Y8hrZhi4u259RsI1kiqJ6PXH9AHeURhFklp2DBptHt9pIiIiagmG5WDKP9O8WtANeF29Aa/Mtd1mdY/nNTiut7nQEfVGZW3F0NAQ3vXuO4D8NABAyO7Dm/7snQ3rfH0x49C1QOcQIs//PZy8+zt44U0vX/V5fQP78JZ3/A2EdBB0z+O3b/tLHDp4oG7X1hFT0eEH/dMlY8sN58q6hZ9MlxCVRfSmIshVzLCbd8B0llQyRBXEW+Qcc0RebMw3WdRh2M6y+5SvmhjLe5sJw9mYX1Zu4EhXfFn2NzDYEUNHTEGu6gXeAtDywakqiehf8ndWb1KFykz3nsJ3moiIiFpCxbDCoGS18nIA6Et52aT5iolKA0Y8NdKFBa8DdG9ChSgIyzKEm/XKV57AVY/1MsQnbvs7/OyLXwazSZUBk0UvC6o7wMkflZaVJk9NjOF/v/k1TE2MAQBeeNPL8ZLX/h8AwHOefT2e/8u/AqWO2WBVFsNeAfMVEwXN3PT3cBwXj8yUUdAsdMUVyKIAWRQwkqsue62m7Z1xBoCOmLTmKLTR0VHcc889TTmDv5qILIabYBNFDablQPebqbmui5F8FRXThigA+ztimCnp6E1GcOii5mKBmCLhUDaOgm7DsF3I0u4+214L7x4tbjB0xlUkIs3tQE+NxaCbiIiIWsK5hQosx4UsCuhJqMsesx0XZ85dgDbvnVWerxiomjYcp33OdQed23uSEYjC9uYWq7KAQ70ZAEBZjK7ITjaK67phR3YA+PrZeXzp1CwA4FMf+We84PiV+M2bfh4vOH4lPvWRfwYAlOC99/u6s1AlccXouJ3kncX1/rwfPvQTPHruwrJAuRbBzPG+ZCQMsrJxFdNFPTwuAACaaWO+4t2LbEyFukolw8mTJzE8PIzrrrsOw8PDOHmyOV3nl4rIIob8ruRjeQ0uAN3fwNEtB2fmvHU7kI7Cdl1AAC7pSa7bdX5fJopsXMFMWd/VXdxrpUgChvyNiZ6ECkEAUi3eHI42p7VXMBEREe0Zp/1Zv/2pCEQBKBsWZko6LuSq+KcPvh83PeMJ+NrH/hEA8ODDp2E6XsluuxjNBTO6FSiSsK2SW3VJZ+7JwsqS4EYxbTesXriiPwUA+MsvP4pHz1/A7X/whrCzeTBKbHJ8FKP+5kM2Vv8SbFUSoU14jdo+/ZnP4Jd/5gm48x/+v5q/vqhZeHimhLgqLSsljsgibAcY818L4JVmO15MikxMXrGpMjo6iltuuWXZPXn1q1/d9Ix3RBbDUWDjeR2O64ZrSbMcnJv3fm6HMzGUDRvZmIre1Mqy8uXfU8LhzjgMy932Wt8NBEHA8UNZXD3UgVdcMwTHRcuPQaPNae0VTERERHuCZTu4sGRG94WchqrpIBNT0OMW8N7b3uQFI0UvS/rw+TFMjo/CsNoj0207i53bu+IqFEncViAiCAIOdS7JTrpoUtDtYN4vqb71Zw5jOBvDXMXEe75+fuUoMcfFO+45ix9OFAF4nbATan0Dl+mJcXzvc//mfZDuheM4eP1rX1NToGs7Lh6ZKaKkW+iMqysez8RkjBf0cMRWsJkQjAu7+P1dbbxas7rOLyUIAg53xSAKXoa7qFnha9JMO/y5Hc7GoFtOeEZ+IwPpKHpTKlRJhNQCDeU20hWP4I9+9hLc9IR93jl1nufeU/huExER0a5n2E44o3sgHYEsCnjCvg48+WAnzLnxxWCkOOP9O9WNC+fOtE0Hc9N2MO3P6O6Kq37J7fYCkSNdSQDAaF6DuyQ72UgVw0LOL7EeTEfxlmd5HdS/NgMIQ5cvPlFSgBf8Ab4+A4gC8JZnHcVQJrpuifJOOHfm9OJ4tXQvgNoD3ZFcFSM5LWwydrFkREbFtDHln2kf88eFdSVUSKuUVK82Xk1qUtf5i2VjanjkY7ZsoKR7Z7p1a/Hndjgbg+26SEZqC7pVWcSRrgSyq2xYtKK4KsFxXdiOC1FgE7W9hu82ERER7Xq65WDCH6fkjdsREPeznMuCET/TjUQW3YPDbRN0G7aDGf/sc2dcQUwRt92E6VhPAgK8UWQl3W5Kt/fxgg4XgCR4Y7KuHsrgFy7vAwB0vfQ2CGoEUOPAjbcBR58MRRLwjuc9Fi++YgCAdza9ni655BIIJX9NpXsA1BboGpaDR+fKSKrSuueRU6qEkZwGw3LCTHd3XIUiiisaxA0NDeGuu+6CJEnhddx5551N6zq/VEyRws2F6ZKOqmXDsh2UjaXjwrzGadFNlFUPZWK4rC+58xfcBEHlgmk7UCURkRYvmafN4btNREREu55hu5j0f3nvTXglp0GmaFkwUskDtgkIIqR0N4wmZG/rYenZ52xMQWIHmjClIjK6guxkxQhLghtpLCiZ9zuyA8BvP/0QOuMKZm0VL/jb/8b+3/8IMPQ4JFQJ737h43Dd0e7w6xWxvr/KDg0N4S2//ybvg1gaQiSB2/7ybzcMdKumDc20N8zqdsQULFQMzJT1MDjtjCuQpdWbh504cQLnzp3DPffcg3PnzuHEiRNbe2E7LCKLy2Z1m5ZXOTFf1jHpb5YNpiNQRAHRTWR4R0dH8eUvf7np59Z3gioJEOCV4CsyM917Dd9tIiIi2vUMywm7XHcnVSgXBSVBMPLv//V5dCW9BmFzZaNtMt1V0w7PPmdiSpjl346l85VnSl63d7vB3d7H/NLj7iXd6DuiCn73Zw4DAP7zVAEjFS8QvfMXr8Q1+zMAAMtxIYnbG5tWq9945a8hrngbAv/vo/+DZ//iyzb8Gs1yYNruhl23vTJjCRfmq5j0y8uz/lixtY4PDA0N4RnPeMauyHAHIrKIgXBsmNeYr2LaeHS+AscF4oqEdERGRJYQXWMU2sV2Y6f27VBlr9N+xbARk6W6dt2n3YfvNhEREe16Rd3EnD9OqSuuIrVKBnFoaAjPfOYz0Z/2GoTNV9tnVvdEXoPtupAEL+jeiQyvKokY8IPuqZIOw3YbvkkxvkrQDQDPvqQHTzmYBQDsS0dx8pcej0t7F8uMLdtZtQS7HlRJRH/KW1NOPIOyvvEouqq5ct05ros//ewP8KZ//Romxxczt51xBTNlA9NlP+iOqYjK2z8+0EgRWcRQhxd0j+c1OK6LgmbhrD8u7EA2BtNxEZFr60S+Wzu1b0dE9prjlQ277g0Aafdh0E1ERES73tk5L2MWkUQkVWnNX1pVSUBP0gsk5ysmym0SdAczurv9Jls7keFVZRH7OoKxYRrMJowNC0qqLw66BUHA7c+9FG+9/hjef9Pjsd8fSRWwHH+UVAMy3d6a8q5vrmJAt5xwDvVaCpoJ6aKg+Q9O/if+45EC7pkCXvDSXwvnjiuSCBdueGY/G5N3pJKhkSKyhP1Z7z0a9TdSCpqFcwveuLADmRgMy0FHVKlpM2G3dmrfDlUSoUgCLMepuZkctQ8G3URERLTrnZ7zfnkfSEcAQVizGZMiLZ4tna+Y0KzGl0zXw4UFL+juSUYgCgLUbXYuB5bP6h4r6LCcxncwD877Xhx0A1537xc+rn/VcVum7UCWBMiNyHQvKcOfLOg1bU4UNGvZmd0vP/Ao/qfQEX7sXv1C3P7mN2JqYgyAV70x55/Z74gqLTfDWRIFHPEbpS1UTWiWA8txwuMDw36mO1XjuLDd3Kl9qwRBQEwRoUgSz3PvQXzHiYiIaFezbAcjS2Z0A1izRFWRRPSnFkcXmbYLsw3OdY/kg6B75Xn2rZJEAYf9QCkIjnSrcZUBjuOGY9B6Vgm612M5LuKq1JAS7IgsLmZxCxosx4W2Svl4QLdsVE0nDKwKmonbvzYOiBJw7ruAYwMHHg+naxgj584C8NZtXvMa2WXjyrZmsDdLfzoaHvsI+iksDboBYH5qAvfcc8+GZeK7uVP7diQjClSJTdT2ok2/4694xSvw1a9+tR7XQkRERLTC0l/eB9KRDWfcDvmlyLNlA5bjtHwzNcdxMRGcfY6rUCRxx4KyS3q8c9KzZQOGZa8bTO40y3ExW/aawyVUOcz01sK0XcTqPKM7oIgiDvpr6sJCFS6wbqa7ajoYGx3Bg/d/A5Pjo/jTu09h3gCQmwA+8+fAw1/znnjNi7D/4CEAwHzFCEenpaPyjmyqNFpCldG3ZMOrYjjh8YH9mRi+9Ml/xbVXPKbmxmi7tVP7dsQVCVGZme69aNPveD6fx/XXX49jx47h9ttvx9jYWD2ui4iIiAhAMKPbHxeWjEDdIOg8mPWyt1MlHZbttvzYMMN2MOWf9+1KqFDW6Wy9WQMd0fB8/GzZRFFvXNBt2A7m/eZ4EVmA6bgoarWNLbNdt2HnnkVRwLGeBAD/vLKLdXsF/OPJk3jls5+E17/shXjBb/4B7nl0DrIo4JVHXIi2AXznUwAA4dKfhpvoAoDwPHcwOm0njg80mtcN36tEmSrqmCxqYfZeqszjjtvetOnGaLuxU/t2qLKAuMqgey/a9Dv+qU99CmNjY3jNa16Dj370ozh48CCe+9zn4uMf/zhM06zHNRIREdEeZtgupvyzv73JCJQNyjODoHu+YsKwHRh2a5/pNu3FMuxsTEZU2bnO1kvHhs2WdZQMC67bmPulmTZy1cUxaH0pFfNVo+bjAPWe0b3Uwc44VEmE7bjIaSaK2uq/846OjuJNv/M6uI4D9ByC+9OvBAD8+pWdeO3Lfxmf/uYP8L53/y0e3xuFCwH/+v1xAMCMn+XvTqj+uLDWC8q8teRluqdKOs76fRh6kyomz5/x7skSrd4YbStiioSkKrXk8QHani294z09Pbj11lvxgx/8AN/+9rdx9OhRvPzlL8fg4CDe+MY34tSpUzt9nURERLRH6Za9OKM7oSDiz7tdS19KDTOFc37g3coM28GsH5RlogoS6s51Po5Ii0H3dMmAYbkwG7RJMVHQ4biAKHjNw3qTEQxnY5gs6usG/pplQxAa07k8kIzIXhM/AJNFDeU1ZpqHXbeVKPC8NwGyAjx6H56ozgEA+gb24ZrjT8Mrjx8BAHzygUkUNQuz/qZKl398YKcqGRrJGxvmleEHY8MA7zx37/6DbdcYbSuyMQVXDKZbahwc7Yxt/W01MTGBu+++G3fffTckScLP/dzP4YEHHsBll12Gd73rXTt1jURERLSHFTQT8xUvs9iZUDeccRuRJXTFF0c8NfKccj3olr34+uPqjpZVq7KIwWBsWFGH6TRubNhYwWsO1xn3xqDFFAmP6U0hHZXDTYaLVU0bU0Udhztj6IorDblOwGvcFzTxmyzoMCx31aZzR48e9YLLZ/wG0DkEFGchfPE9OHDo8LLnPeVgFoc746iYNv79wYkw090VV1o60x2MdhsraLiQC5qoxZHu7sfb/urv2q4x2mYJQmu+t7R9m37XTdPEJz7xCTz/+c/H8PAwPvaxj+ENb3gDxsfH8cEPfhBf/OIX8W//9m9429veVo/rJSIioj3m1EwZgNeEKK6IG864VWUxHEGVq5iotnjQPeF3zBYFIBOXd7Ssell2sqDDtJyGdTAfywfZXQWSH2gmIzIe25eC6bgoG8vPd5cNCzNlA5f2pnBZf3rdaoedFpFFDPqZ7rG8DsN2oK2yOdHTP4jX3/ZO4LJnAgCEL/wt/u8fvw19A/uWPU8QBPzK1d7nPvK9cYwXvHuRiSkNG4W20xRJDLuUjxd0nJ1fnNHtAvjVX3tl2zVGI6rVpuuTBgYG4DgOXvrSl+K+++7DVVddteI5z3zmM5HJZHbg8oiIiGivOzO/ZEY3Nh63o4gCepMRAEXMV8x1m161giBj2BVXIYvijpZVq5KIA8Gs7rzmdeZuUDn+uD8GzWsOJ0LxA83+VATHuhN4aKqEiCxBFgWUdAu5qonLepM41pOE2OCgdOlM89F8FY7rQjNX3ifNcnDJM34B+OSDiIrAxz/6IfQPrp7Nfc5jevH33zyPmbKBL52aAeCNC4vKO3dmv9EOd8UhiwIsx8V3RvMAgAPZKARBQFQR0TM0tOey20TAFoLud73rXXjJS16CaDS65nMymQzOnj27rQsjIiIi8mZ0e0FnUAYd2WBUlCqL4eiiuYoB3XZg2U5DM6M76cLCYkMqSdzZztaCIOBIt9d4brygwXbchpWXB+OkOv3sblB2611TAjnNxGRRQyoio2TYuLw/hSPdiaYEpKos4kDGu08XFrzNgtXuU9W0ccZvIHZJX2rNgDv4njddNYj3fONc2OwvE1UQ38Ez+42WjiroS0YwVtBQ1L1KhcF0DIokINqgEW9Eu9Gm/+/z8pe/fN2Am4iIiGin6JaDcX9GdX8qUlPQqUgi+sKO3IY3NqyFm6ldWPBndPudrXe68/HhzkSYncxrJkp6bWO7tmuiEHRkD84xL76viiTisb0pxBUZZcPGFU0MuAEv032w0yudnizqsB0XRX1lB/OqaeNCzgvKj3QlNvy+L76iHzFl8f3siMmIK60bnEZkEf1+GT4AqJKAzpiCiCQiqrTmphfRTuDqJyIiol3LsJ0wI9rvz+iuZcbtfv9s6UzJG0HVqI7cG7EdF3NrNAlbjeO44evvTgSdrXf217dkREZv0qsMmCkZKDVgVrfjuGHzsMwaJdUdMQVXDKRw9VAGh7qaF3ADgCQK6EtGkFQluADmyqvfp6JmYTQIuv0KgqV0y8FovhqORUtHFbzw8v7w8WxMbcnO5YGIvLjhBQBDmRgs10VMkdhAjPY0rn4iIiLatXTLwZQ/TqknqUKWasv0DvulwNNlHZazezLduaqJBycLmPQD6Y2YjhOOS+uMK1AuygjvBFVeOjZMR9WyYdX5fpnO0jFoMmJrZHf709HwWEGzpaIyBvwO5lMlHVXTXjZT3HW9Gd7n/fLzoxdluh3XxWRJQyaqYK6ymCV/6RP2hcFqKtLawWlEFrEvvfh+DWdjMCwH6WjrlswT7QT+BBAREdGuZdjOkhndKmKyVNPZ7EOdXtCdq1rQLWfXBN265WCmZMBxS0ioMlIbBCOm7WLG33TojKuIR6Qdz/hGZNELJscKmCoZMC1vk6KeZ+BNezHjn44qOzoGrV4SqozBdASnZsuYKOjQbW+8WhAka5aDXMXERNF7v450Lc90TxZ19CYiGOyI4ofjBTiuC1EQMNgRxYdvfgJUUYDtImwo14q8bviLQffBbBy26244cYCo3bXuVhoRERG1vdmSjoLmnTHujCkbzugOdCeUsAx9rmLAsHZHebluOZBEAfmqiZ9MF5dlSldj2E5Yhp2NKYjVoRlVRBKxr2PJDGq7/rO6ddPGQtWfPR5Td/ycej1EFTHMdI/lNZiWs2wGvGbaeHTOG2/XGVeQ9WfFA8B8xUBElnB5fwpDHTFkYgry1cVs93A2ju5kxKvk2MHu9I2mSiIO+GffAW9cGABEW/g1Ee0E/gQQERG1oIphwWhQl+lmesQPYlIRGVFVqjljFpEldPtBz3x598zqLhsWZEHAQCqCkZyGR2fLcN21NwR00w4zwtlYfTLCEVnEfn9W91hBg+PuTAdzw3LgOKu/tomiDscFBHjNw1qhpDoqS2Hp9IVcFS6wbFZ31XRwZn5laXnFsFG1HFzWl0Q2rkKVRezPRFG46Ey45biQxZ0/s99IgiDg2JLXPtQRgSwKiLZwcziindC6P9VERER7jOu6WKgY+NFkEV8/uxCOkmpXjuPizKz3GgfTEbguas6IqrKI7v+fvTuPk6ss8/7/OVvt1fua7k6nsydA2JW4IuMyqAgjOuKCjsYBGdQRR0fh8WEecAbUn4oziggzGXVwQdERxdFRVMQFkE0CJGTvTqf3tfY6+/n9caqqu5NO0p30Vs39fr3m5XR1VedU1aGrr3Nf9/cqhION502y1sIkcp9I1rQJqDKqIlMX1dg7nC0FpU1nMG1iFQrX6og2LyvCqiLTXgie60nk8eag6DZsh+cH0xwuhIodqficqyMaqiKXRXhYUJ1YxS0+L2NK0e2UxokVW8vtQqfC2tpoqZsAoDEeIhpQpiTF247nj04r4/Zy8LeBnLmigpaKECurwwRURax0Cy94YoOFIAiCICxxjusxkjXpSeQYSPtp3K7nkTUDJ35wGdNth55JM7olmFFyOfj7YhuihZXunEXeXPyVbtf1yJkOaqGoigZU8pbL84MZYgGVyrBWum/echhKGzzZmwCgNqLNS3J50fp6f3UyYzpkTOeUOwMOjeYYypiEEnlW1cWP2h9eHANXFwmgSDO/mLKYQqrMqsLFidGchem4pPSJFvGUbk1KLo/ieR59KYO2qhDr6qemr8eCKs0VQTrHcqXuDct1CRYuyJSzcEDhxteso7UyTEq30FRpxv/dCsJyJYpuQRAEQVjCxnImzw+mGclayPh7RUOawljOJLVA85QXi25PHRemyDPf7xqYNLpoNGdhOR6W4y5q667huJiON2UOc100QE8yz67BNOe0VpIzHfpTBr1JnbRhly461MdmNqP8ZNVEA9RENMZyFmM5k7R58ufWeM6kazxPVVglkbcYzVlTxkgB9BSK7pqIVmipXvqru353QpDqsMZ43mI4Y9AUD+J5Hp4HKcPmUKLYXh5hKGNSHdHY1Bif9rxbURHi0Hge03YJqDK261FVBoFyJxJU/bA/RZYwHI/aqLqo494EYSkQl50EQRAEYQkbTBsMpAyaYgFWVIZKeyMDioxhuycM4ipnuuUyUEiCbowH0WY4oxtAlSWaKvxCbyRrYDneou+BL75fRxbOzfEQfSmdx7sTPNw1zt7hDKoMK6tCDI2OAVChumiyPG8rwiFVKY0NG86YZHT7mPuxj8dxPfaPZDEdl1hQRWJiVXuy/lSx6PbnUpfLPuaKkMqKionQOaOQ9G44LoNpg7HCKLC2qhC267GpMX7MHIKaSID6WICxvMVgfy9PPfIHUkMDC/Zc5ktQldFkCdv1sB2PipB24gcJwjJXHr/hBEEQBOEFKpm3iAXVo1pONUXGdFx0axkX3bbDcHFcWMwvzmZadEqSRFshOXkoY2I6iz82zLRdBvp6efpPf2Swv7d0uyJLNMWDpHSbqpBKW1WYipDGj7/3Lb56xx0APPaze3ngv78zb8nWQVWmMVac1W1iOh66PfsW8/6UTm9Sp6Gwn74qrDGYNqa0Yfv38y+mVEc0VFkqtdwvddGA3xYO/ggw03EwbJe85bB/xA/9W1ERRJFlwppCdfjYBacs++foz+/9Fpds3cKntr2F177odLZv374gz2W+BFV/G4TluHh4hDRRbgiC+K9AEARBEJYoy3HJmg7BaQpNTZGwbBfjJAqjcpHWbQYLM6rrIgEimoIyi+JsVbUfZjWUMXE8j/wiX6D45tf/k6v+8kV84Io3ccnWLdx3z92l74VUhcZ4sNTJMNjfyy2f/AhEa/07pIf50o0fY6Cvd5qffOoCqsyKQtBXf1rHsN0pydwzkbcc9o1kCWtKaeU6ElDI2/7+9CLX9RgqvK9VIZWQJpdN+3FIk1lRKLoPJ3Usx0O3/KK7c3RiP7dhu4Q1+YQXSYzxYe64+R9xXf+1dl2Xq6++mp6envl9IvMooMgEFAndcpAkCIvkckEQRbcgCIIgLFW65betTveHuyxJePj7hJer3pROthiAlh6Z9bisYiJ32rDRLeekVm7nSk9PD5+87oN4aggUFdd1ueX666aseE92uPOgX4jF6/wb0qO4rsOBAwfm5fiCqkxroejuS/pjw2bbRXFwNMd4zqI2ojHY38fTjz/KYH8f8YBCT1IvbYWwXJfRQht2ZVgrq6IsqMq0VE5NMNdth7zp0J2YGBdm2C5Vx1nlLjrUeaBUcBc5jsP+/fvn+MgXjiJLhAMKGdMhqIjkckEAUXQLgiAIwpKVtxw/ZOk4IVNzMU95KTJtl+98/4f+F7kE17z+xfzs3m/P6mfURgOEC62tybxFWl+84Ll9+/bhBqLwt/8J7/wiaGFcx+FwV+e092/rWI0syxAvrHRnRpAVhbVr187L8QUVmZVVftHdW9iDPZsE85GMQddYjvpogB9/71tc9vJz+NjVf8NlLz+H3/74HhJ5q7RVwHK80uzxqrBKNFA+ub4hVWZVYWzYofE8eB550yGp2/QkJ8aFOZ5HfAYz5detW+e/z5Mo8/g+L5SKoEbWdAioEkG1fC6qCMJ8EUW3IAiCICxRxaLnWK23qixNmfO7nBzoOsS3v/0t/4vkIJ7r8ql/+PCs2m4DikxdYWxYQrdJ6haeN/twsLmwbt06pKZ1EIxA3Sp49TVIikLbqg7Abyd/4uHfl1a+G5tbuP7WL0HMX+mWsgn+5Qv/Rmtr67wcnyxLrK71x4YNZUw/jfuIfdjHYjsu+0ayuK5HenSAWz75kSnt0rfe8FGSQ/30Jv0Z4KbtMJ73f3Z1OFAWyeVFQVVhZVUYCciaDnnbJWnYJPOmX4QDa+v81zE0gxX81tZW7rrrLmTFv6+iKNx5553z9j4vlEhAQZL80Wiz2RIiCMuVKLoFQRAEYYnKmg7ycfa6aopMxliee7qf37MX4g3+F6khYPZtt5oilYruHc/t4nBP76J1BjQ2r+Av3nXtxA2bLuQN//ffaWxu4b577uaSrVuO2ut90V9dAZq/f/j279zHu97z3nk9xpbKEGFNxoPSSLqZXKToTeoMpHQa4sGJtvhJXMchNXSYoYxJUrcZTJvYhWT0qpBaNsnl4LdOV0e0UlDcYNogZzr0pQyypoMiSzQXkvbDMwwQ27ZtG3/euYfbv/sT9uw/wLZt2+bzKSyIoCoTVGQqZ7DaLwgvBOXzW04QBEEQXmASeeu4I7ICikTedrCX4b7ulvbVUL3C/yLhj1GabdttQJGxhg8DcM8993DlRefw7/+xOMnQhu1SvXYLAPFCHfJAroHHdncetTJc3Os9lPZbsKvDGitaWuZtXFhRLKhNjA3Lmhi2N6OLFP1pnbCmoMrSRFv8JLKisGbNWkzHZSCll9qwq8J+wa2V2UpoRUijuTg2LG1g2C57C8nl7VVhXM9vQ5/NXvUtG9Zw5WUXs2ZV+7wc80ILqjKRgEKkjLYOCMJ8EkW3IAiCICxBpu2Ss5xSCJHneRwYzfKNxw/z/u/v4HV3PcpzA2msGRZG5aayvomWc17pfzHWgywrfOWrd8yq7XZooI+dD/3M/yJeh+e6XPehv1uUZGjDdukrzKZ+39YOXryyCsN2+fRDPbjy1MKkuNe7mNxeHwsgy9K8t2EHVImmuF9MDmUMTNs5YYK5abtkDYdQYd9uY3MLN3zmS0iBENS2ISsKN9x6G43NLVQEVXqTeqkNuy4SQC2jGd1FEU0pjQ3rSxlYjkvXWA6ANXURDMedkuA+U/HQ8ilQR/r72PvUI4wN9S32oQjCkrB8/usWBEEQhGVEtx10y2HnSI6HD43xh84x+lLGlPs8dGCM9mr/j/zoIh3nfEnqFrlAJeQtPvz3H+alm2/jLS/dMquf0XlgP15q2P+ikAJebFFf6D2zpuOWiui2yhCvf90G3vHtp+jPWXDR1fDLL5fuKxf2ev9+uFB0RwNosjzvK91BRS6tdPcXism85Rw3hTtfSIWvjQRKt73xr9/Fj+wN7Bwx+D8vqefSF20EoCKk0pPU6S4U3TXRAKp84rFaS01IU1hRWOnuSeSxHJfDCf+CyppCcnlb1YmTy5er7du3c9VVV+G6LrIsc9dddy2LlnlBOBXl9VtOEARBEF4g8pbLz54f4iM/2cn3d/TTlzIIKBIvXVXNa9b5BWRvMo/jLb+Vbsf1GEgbpbCtC7e+mJVtbcizbENev349UnbU/6IQSDafCeDHY9huqV18RWWI2miAf754IxLA6a9B2vwqACRV46//39f40p9TfPEhfzxYfdQPG5vv4jSoKrQUxob1JHUkSTrh2LCc5WA53pRV3f98rJudI/4Fg58dmrhQJEsSQUWmt7DiXxPWUGWp7NrLg6pMW5WfYN6dyKMpcqllfm1tBNfziAVfmIndPT09pYIblsfccUGYC2KlWxAEQRCWoLzl8PxQBoDz2yp5+9ktnN9WRVhTeLInwQP7RvzCiOU3Nky3HA6O+O26DbEAqiwRO4lAptbWVq69+iq+MgzE65BlhY//8xcWJRl6OGOQKiTNF1dJz2+r4v0vXsm//6mb0Bs/ygXvuY4/JxXuGXdgfASA1bURXrehHlWRUOe5OJ1STI7nUWWJtHH8BPOsYSMxcVxP9yX5jz91l75+sjdF51iOjpoI4O9PL44kqw5raIqEWmbt5f7YMP/5HE7kqYsGSqv3a2r928tp9vhc2rdv3zHnjpd7IrsgnIry+i0nCIIgCC8QGcPmcML/Q/6tZ67gFatrS3/It1b6hVF/2sDzvGU3Nky3XTrH/aJ7VY0/8zgSOLki5ur3vMP/f4IR/vOBJ3j1m9+BuQgXKfYO+xdQKkPqlAsI73/xSs5pqSRvezw4CAndoSqscsVZK/jWO87me+86h/aaSGEE0/wW3ZoisbZ+opgcHugndYLZ5rs7u9j1xB8Z7O8lrdt86ud7cD24eEMdL2n1Nz3cu2NiX29AlcmbfuJ+VVgjfJLv62IKqjKtlSFUWcJ0PJ7sSWI6HkFVpi4WJKDKpT3uLzTLde64IJwqUXQLgiAIwhI0ljPpKewTXV1YVSuqjwUIKjKO65HQ7WVYdDulCw6rqv0LDMdLcT+eqrBGvFDkSvEaDNspzT9fKK7r0VkI2iquchcpssS/XLyB81oredXaWj5/yWZ+/v4X87EL17CxIYYkSViOR1Sb/+ZESZJ46uc/hHwKD9j2jrfwo+/efcyLFHf9+79z6dYzueF9b+GNW7dw7Td+xUDaoKUyxMdf2cGlG6oA+J/nh8iZE695ojD/uzKkEi7D4lSSJKrCE0nv3/vDc4C/ym05LkF15uPClpvi3HFlmc0dF4RT9cL8jSAIgiAIS5hhO3SO5TEcF02RaC20/BbJklTaezucMchZDo574nnK5UK33NIFh1XVESRJOukQMU2RS6/V4YSO5XgnTOSea6bj0pv09zavqAwd9f36WJCvvWUL/98bN3PhmtqjUq9dz1uQduWenh5uvf4jMOqPWfOqW/nSjR9jf+ehae97zQc+UGol9jZeyC49iiLBv1y8kWhA4eymCG2VIbKmw892D5UeO5zx97ZXhrWybcOOBxXUrL8F4Pdd4wBoqX4M2yUWUMquZX4ubdu2ja6uLh588EG6urpEiJogIIpuQRAEQVhydMvlwIjfjtwa03j60T8w2N875T4tVX7xNpg2sBwPw17Y1dv5lNKtUtjWymq/jfdkV7oDisTKwmvVVWhZ1xd4pXvyuLAjV7pnar7HhcGk/bhjftFNbRuu67B7375j3xegaoWfwA5c0gKnN8UB/+LQ5Wc0AvCDZ/rwPA/P8xjJ+UV3TVib90T2+ZIYGqDr0Qf8L6LVADzzix/Q29NDZeiFm1xe1NrayoUXXihWuAWhYFF/091xxx1s2bKFiooKKioq2Lp1Kz//+c9L39d1nWuvvZba2lpisRiXX345g4ODU35Gd3c3b3jDG4hEIjQ0NPDxj38c215ebXaCIAjCC0ve8le6ATr/9Cs+cMWbuGTrFu675+7Sfdom7es2HXfZhKl5nsdw1mQwXVgZrgihKSc/LiugyLRX++35B0dzyJJExlz4oru/UHS3FOY7z9ZCFKel/bijhSC02pXIssKKto5j31dW4fX/AIEwHH6W922det83bKwnqMrsH8mxoy/FgUOHsRy/K6M6oi3IxYT50Nt9EManzqD2hjvpP9xFNCByigVBmGpRi+7W1lY+85nP8OSTT/LEE09w0UUXcemll7Jz504ArrvuOu6//37uvfdeHnroIfr6+njzm99cerzjOLzhDW/ANE0efvhhvvnNb/KNb3yDG2+8cbGekiAIgiCcsrzlsq9/zP9ixG/tdV2XW66/rrTi3VpYve1LGjju8hkbZjouXWN5XA9iAYV4UCWgnFp7eTE5u3MsR1CVSeaPn8g91wzbZbAwLqw+FqQnkZ/xdgDb9VDl+R8XBv7fZbd95atIY4Wuito2/u6fPkdFfdO09/3UZ7+EdP6boWkd5NN8+JwqVrRMXdmsCKn85YZ6AL54/8O8/fJL/W/kUzz0k3uOaqUvFxvXr4dk/5TbpLEemttWvWD3cwuCcGyL+lvhkksu4fWvfz3r1q1j/fr1/Mu//AuxWIxHH32UZDLJ9u3b+eIXv8hFF13Eueeey9e//nUefvhhHn30UQB++ctfsmvXLr71rW9x1llncfHFF/PpT3+a22+/HdM0F/OpCYIgCMJJSxsW3eNZ/4vRifFLruNwuKsTmFjpPlyYD7xcim7dcjk46j/3VTURbNcjrMmzntFdpClSaYxTd0JHwe8ksJyFe70M22Eo46/cV4dVQprCQFqf0WNtx0WV5QWbZb3tfdv40h3/DoBc28prL3/HtBcpXNfjwkuvYO0b3wfAB1/ewbvf+Y5pf+Zbz1wBwK5sEK9ulX9jdow7bvoEQ0dsmygXa1a187fvf//EDfk0/3j9p1jR2lq2+9QFQZg/S6b/xXEc7r33XrLZLFu3buXJJ5/Esixe/epXl+6zceNGVq5cySOPPMIFF1zAI488whlnnEFjY2PpPq973eu45ppr2LlzJ2efffa0/5ZhGBiGUfo6lUoBYFkWlrWwV79nyrIsbNtesscnLC3ifBFmSpwrS4/neQwls4yYhevik4puWVFY0dqGY1s0x/yP8N6kjmNbpHM6Vnx+95IuxPmSzhscKhTd7VUhdMMkHNNO6d9siSuEVZm87dKfylEVVknnDOKhhfkzqGskXQpvqwhIxFQPx3YZTeeoCh//PdMNG9nzkDwHy5r/sDzZc9nQ3kQ0MEjWdBhIZAlKLjndmLIqnTFsUjmd7rS/pe8VG1pw7In3yLEtHNvGsS3W1QTpiHp0ZjV40VsLP2Ac13U4uH8fa9vLcN+v53HFWy/nv/7zKQzH47S2Ov7isgsBBwVX/E6dJfFZJMzUUjtXZnoci150P/vss2zduhVd14nFYvzoRz9i8+bNPP300wQCAaqqqqbcv7GxkYGBAQAGBgamFNzF7xe/dyy33norN91001G3j4yMTCnGlxLbthkf99MxVXXR3zZhiRPnizBT4lxZekzbZU/PCJYLKi5OehgPkGWZ6/7PTUTCIdKJMWKuhyz5K9wjo2NUkqdGntnq6claiPNlMKVzaNS/GN4c9silxrFCFsPDJ//c3FyW5pjKwYTJgb4R1tcE6A876JGFCbx69pCfR1MXUTHTCZRAhEZVZu9QBjcSOO6+5rRuoykSibEFOVQAnGyK1rjKnlGHgwNjVBGmb8CZMit9PGexp2cEw3YJqxJV5EgXxrwBuI5NPpNCkkBWVC7uCPPV53SobfPvkB1HlmUaaqsZHh5euCc3hxQjQ3NMoytpsrYmRHJsjKqIxtjoYh9Z+RGfRcJMLbVzJZ1Oz+h+i36kGzZs4OmnnyaZTPKDH/yA97znPTz00EPz+m9ef/31fPSjHy19nUqlaGtro66ujoqKinn9t09W8SpKXV0dmiZSMYXjE+eLMFPiXFl6EnmLPj0BwOq6GJ//3RP0HOqktb2DxuYVpfvZjktzPEhvyiAjhZHCFdTW1p50G/ZMLMT5MuKkGcj5K7obVtQQjEdoqK+i/iRTvwEycoSVNYMcTJgMmApb4tWEKyqor46c+MGnyHZchm2/Ym6pDBOMV9NQX0FLZRgvnKJrLEdrZQhZmv59y2cMamMB6uur5/1YixqtACurx9gzajBkKqjRSiKV1dTHJkLg8mM5egrn6YaGGJXVtVN+hmNbeB7EKqtRVI0rXlbFN3Y+Qs4rFO65cT568//HWWedtUDPau6lpQhr6obpSo5x1so6lGicloYY9fWxxT60siM+i4SZWmrnSjA4s3DMRS+6A4EAa9euBeDcc8/l8ccf51//9V9529vehmmaJBKJKavdg4ODNDX5gR5NTU089thjU35eMd28eJ/pBIPBaV8gTdOWxJt3LKqqLvljFJYOcb4IMyXOlaXFzjscSvm5JGvqotQ0t6JVN2E5Hn2ZiekcqixRH/OL7qG8gyOpeLKCNs/7Sef7fMnYHn0pv+usvSZGKKBQEQmd0r8XDgZpq44A43QlDBRNxfTkBTnnTdemP+P/kdhSFUZWVSKhIMFggNNWVJO1YVR3aIoHjnqs5bgYrkxFOLyg/31WRcO0VkeAMboSOpKi4qBMOYasA12FWeqbGuMo6tTjc1yPoZyNE/ZoCGlEVPjrc9v5xhM9ALzrb97HFa/ZUta/d2KRIO950UrecFoTL1lVQ19KJ36K5+oLmfgsEmZqKZ0rMz2GJRev6LouhmFw7rnnomkav/71r0vf27NnD93d3WzduhWArVu38uyzzzI0NFS6zwMPPEBFRQWbN29e8GMXBEEQhFOVtxy6x/023dU1UUayJhVhlY7aCFtWVHBeWxUvWVXDhoYYTXH/AvJg2sC0nbIPU7Mdl86xHIbjoikSNZEAAUUhdIpp0AFVprUQPNc5liOoyCT0hdkPaDgu/Un/IkJzPIgyaeZ4WFPY1ODPtM4YExdUHNdjKGMwmDZorQrTUnnyq/wnI6DIrKyaeL0kIGtOHJ/neYznrdJYu40NR6/sDmUMaiIBcqaL5/mdC28+o5nien5LQ13ZB44FFZmKoMrLOmqQJZAlyv45CYIwPxZ1pfv666/n4osvZuXKlaTTab7zne/w29/+ll/84hdUVlaybds2PvrRj1JTU0NFRQUf+tCH2Lp1KxdccAEAr33ta9m8eTNXXnkln/vc5xgYGOBTn/oU11577YyX+gVBEARhKUnrNj2FRPLVtRE8D1ZWRWgtFEEAPT09PPP0TuIUxoaldOxlMDZMt10OjuYAaKsK43oeQfXkZ3QXBRSJ9hr/9Ts0lkeVJbKm4yeDz/PIKsN2GSgklzfGgmiyXCq6ARriQdbXR3luIE1Qlf2AMsOhPhZg9YoITfEQygIllxeFNLnQGeAnvssSJCddpMhbDlnD4cCIH3i36YiiO6lbqLJMS2WYAVshZdhUhjRWVIZ4y5nNPLh/lA31sVO+mLLYQppCQJUxHRfPg5CqiHFhgiBMa1GL7qGhId797nfT399PZWUlW7Zs4Re/+AWvec1rALjtttuQZZnLL78cwzB43etex1e/+tXS4xVF4ac//SnXXHMNW7duJRqN8p73vIebb755sZ6SIAiCIJw0z/MYzZn0JP223Y6aMNIRq2fbt2/nqquuwnVdWHsBvOkGegptvmVfdFsOXWN+0b2qOoxpuzTEg0jH2O88U5oi01IRIqBIGI7LWN4iHlTRbZfYAhTdQ2m/6K6PBdDUo2eOd9RESOQtusbz1EQ0zmmtZEVFaEFmc08npCo0xQNEAwpZ02E4axINqjiuhyJL5EyHg6NZ8rZLSJVpn7Q33nJcknmL0+qjxLwcihti37hBZchvwfzHC9fwiVet5XAijyaXd4EaKlwQsmwPx/MIKBIhVax0C4JwtEUturdv337c74dCIW6//XZuv/32Y96nvb2dn/3sZ3N9aIIgCIKw4HTbpXM0h+X4K7x10QBZ0y9swF/hLhXcAON9AHSP58DzyFv2sX50WdBtl8OlCw4RLNejInjqe/YCikxIU2irCnNgNEdvQmd1bQTdcogF5/dPoaxhM5z19+jXRgOEVeWo1XVVkdnUGKcuGqSpIrjoLcohTSakKrRXh9k1mKEnobOiIoxuOUSDKjnL4UChI2F9fWzKSvxA2mBldZiVNRHGRnM0VoToTlvolkNIU6ZcQFmsiwpzRVVkwppC2rBxXI/GeHBegwwFQShf5f3bThAEQRCWEX1SMdNRE8F0PIKqRKhQhO3bt2+i4AZI+uMxs5aLbrukDWfBj3ku5S2H3klFNzAnLcgBVSakyrQV9ymP53A9yFvz3xlwcCyL7XqoskRlUCUamL6gjgX9ffuLXXCD3xkQ1pTSPvjDyTyG45RmjWcMh4OFjoRNjROt5aNZk3hQZX19vFSIV4ZUGmMBxnIT7emu5yFJHHdUWrmIBRUsx8V0XCoXaO67IAjlRxTdgiAIgrBE5C2XQ+N+MbO6NoLpuMRCaqmAWbduHfLkllzbhIw/FHgka5Ix7VJoVTlK6Xaptb61KowiS6VV/lNVEVJZUeHnvXSN5ZFl5r0zwPO80kWUpngQF+Z9ZX2uVIW1UoBb11i+cJHCwfM8xnImnYXntbEwHku3HfK2y4aGGPFJxackSbRUhnEB2/XPTdvx0BS57NvLAeJBDdv18DyIBMrjvRUEYeGV/287QRAEQVgm8pZDd2F/9uoav+iunFSktba2ctddd6Eo/mqorCisqPRXhP0Ecw/TKc993Z7n0ZPMk9L9Qrg5Hiy1hc+FeHCiiDw4miOgyCSNuSm6bcfFdY++2GHYbmm//YrKEJ7HlBC1pSwaUGid9HrJkn9+GrZLxpzoyNjUGMP1PIYyJh010yet10UDVIc1Enl/tdtf+ZeXxUp3SJNxPH+ve7kHwwmCMH/EbwdBEARhybIcl+7xHPuGMot9KAsipVv0JPzk8jWF5PIjV8+2bdtGV1cXDz74IH/48/Ns7GgFYDBjYjpu2YapGbbL/pGJVWFZKu4tnps/VULaRHt513gOTZbI6P5e3FNh2i5/7k3y594E2SOKeNNx6Uv5RXdLRQhJ4pST2BdKWFNoq/IL6EOJPBJ+J0LOcugczZGzHIKKzKqaCMMZk5qIxrr62LShd6ois7I6TLbQiWG5Lqrst7GXu6AqlxLpl8LWAEEQlibRByMIgiAsOY7rMZg2ODiaZTBtUBXR6KiNzPt4p8Xkuh5jOau0p3lVTQQJpi06W1tbaW1tpT+l07QjBZT/2DDddkvJ5R01EQzHozaqnnJyeZG/RzmEIkHWdEgbNmFNLYWDnQzH9dg9lKY7kUeWJDKmw6aGOA2F+emG7dKf8pPLm+JBNEUqm5XukCbTXBEiosnkLJeRrEVFSCNrOOwb8S+CrauPosoSpuOypbbiuEVnQyxAPKiRMRxsxyMSUBZ8FNp8CKl+wT2XF4gEQVh+xG8HQRAEYcnwPI+htMEThxM83j1O2rBpiAUxbbcU4rRc6bZD51gOy/UIqTK1EY2gqhy3kAmqMisq/NXInqSO55Vx0W05dBdW+VdVh7Edj4rQqSeXF4VUmWhQo6UQDtaT1KeEg82W53kcGMlyYCRLczxEW2WIjOHwRE+CAyMZnMIFkMHCuLCGWBD1iBndS1lIVQhpSmkcWG8yj2G7jGZNOoshag0xf9a5LJ1wr3okoNJSGSKhW9iuX3QvB0FVQVMkKoJzd4FIEITlpzx+8wuCIAjLnmE7PN2b4tFD4wxnDBrjQRpiQUKa7BfdVnknc5+IbrvsH8kCfoia5XoEJiWXT2dyInexLb0ci27P8xjKGKX9z6tqInh4c7pHNqjKBFWJlcWW6fE8nudf7DgZPQmdPcMZ7OQIzz72R4YG+miKBwmrMs/2p3m2P0XasBnKTMzoDihHz+heqgKqTERTaC28XocTemE/t03nqH+ubWyModsuIU0hMoPW6qYKf7U/Zzkzun85UGSJeFClMjx3F4gEQVh+yuM3vyAIgrDsjeUsusay1EY1mitCpf2esiThwbJf6c5bDofG/WJmdU0Ew3aJT0oun05QVVhZ4xfdozkL23HJzFE42EIaypgcGs/Tn/aL7vbqMJLEnO6RlSSJyiPC1ABy5uyL7uGMwc6BNL+977tcceHZfOCKN3HJ1i3cd8/dVIQ0GmNBDo5l6RrPlUZl1UY0IgGlrOY4V4RUWgqdFF3jOVzPI2857B/1Lw5trPeL7lhAmdHM7eqwRn0siOm4BNXlUXSDf5GoPhpc7MMQBGEJE0W3IAiCsCRkDBtJkghN88e4JEHOLL9icjZypsPhwmr16troUcnl01FkiaZYkHjhfiNZi3SZFd2m7bJvOIPleAwU9j+vqAj67c1z3IpdEVZZUTlRRAYUuZSWPlMp3eK5gTSD/b186caPleamu67LLddfx2B/LwFVpq0yTF9CxwPCmr9qHC2zkVKxoFpa6S5epOgay5E1HQKKxJraCLrtUD3DVV5JkmitDFMZUpdFcnlRfSw4ZUyaIAjCkUTRLQiCICwJo1nzmEWWJsukyqyYnK2EbpVmVK8+RnL5dGJBlaZCcNdw1kC3XawyGhvWPZ5jKGOSM208oDKkEtYUAsr0F2BORUhVaC3s6fbHhkmkDXvacV/TyVsOO/vTpHSL/NDhUsFd5DoOh7s6Ab9DI2/5319REcKFsiu6/fA5//U6NO6Hxe0a9EPU1tZFURUZz4PYLArO+liA+miwbNrsBUEQ5oL4jScIgiAsOsN2SBvOMduJg6pMWp95cVRuHNdjPGuWkss7asLHTC4/UjQwUXQPpI2yGhuWzFscGM1RFVZLIWrt1f5+9lhInfNWbH9sWAgJSOo2ectBt1zyM8wL6B7L0ZfWaY6HWLl6DbI89f2RFYW2VR2lr3tT5TmjuyikyqyoDBJSZWzXQ7dshrMmABsbYtiuP596NvuzNUXmjBUV1EUD83XYgiAIS055/fYXBEEQlqWs6ZC3nGOGhgVVGdPxTjr0aqnTLYfOsbyf6qwp1IRPnFxeFFTlUtHdnzKw7KVRdOuWw+OHx+lP+anqR3Jdj4OjOXTLpTKk0TXmF90dNeEZtdafjLCmUBHSaK7wX6++lIHhuORmUHT39PTwq9/8hvzYEIos0djcwg2f+RKy4r9HsqJww6230djcUnpM8SLKigp/7nigzFqq/TFYKu3VhdXuhM6+QtjfpoYYuuUQUpVZJ5GHtfLa2y4IgnCqyqvPSRAEQViWsoaD43qox/hDPKDIjNkWuu0SWYYLZHnL4UAhnKqjJoI5g+TyoqAq01QoInuTeiF0bvEvTmQMm76ETn/KoKM6zNr62JSLCANpg+5EnvqY/4ZOntE909b62Qoq/siutqowfSmDrrEcjfHgCVe6t2/fzlVXXYXrusiyzA2f+RKXXXEll11xJVtfeRGHuzppW9UxpeAe7O9l58EeABpjITRVLrvwMP/Cj/967RnOcnA0x+5Ce/mmxji67RIPqmX3vARBEBaaWOkWBEEQFl1St46b0q3IEq7noVuLv4I7H/KWS3cxubzWTy6PBY+fXF4UVGVWFseGJfNISORPIpF7rum2iwfUhjX2j+Z4rHucgcKqt2457BvJEFSkUst157hfdK+snnlr/WzJhfFOrYUwtc7CPuXjhan19PSUCm6YGpgG0NjcwnlbXzal4L7vnru5ZOsWnnp+HwDdOx5GK6MZ3ZNVhNRS4vvDXWOkDBtVllhd44eoVYlRWYIgCCdUfr/9BUEQhGXF8zxGcybhGcxknune23KTNW0OTwpRMx2XqhmGU4UmFd0DaQPwGNet+TrUGctbDpIEIU2hrTJEznR4/HCCXYMZOkdzjGYtagv7eh3XK110aKkMEVDlGa3yn4yKkMqKwhisztEcIVUmkbembYEH2Ldv33ED0yzH5bn+FE4hb2Cwv5dbPvkR/zGVjQD8+KufITHcX5aJ3fFJY9ae6U8DfohaQJVxXUrJ+YIgCMKxid+UgiAIwqLKmQ550yUWnCiyXM/jyZ4kP3t+iIe7xnjzGc1cenoTqSVQTM6HRN6aGBdWE8F1IazN7CNaVWRaKkMEVRnDdknoFnFdxSmEXC2WlG6jFYLGJEmiIea3ce8ZyqBI/txqWfKPrz+lYzoeAUWiJqwhydK8rHQDRAJKaQzW/uE0u554mPq2Ds5rq5q20F+3bh2yLE8pvIuBaabt8sEfPctTvSle1lHDP//lBg53HvTvGwhDuAIAL9HPWF83krRlXp7TfCq2l0+2qSGG43rIMrPezy0IgvBCJFa6BUEQhEWVNR102yGkyhwYzfLlP3RyyfbHuOaHz3L/rkFGcxY/2TVIUJFIGfYxVyTLle34hXJfYUZ1R00YWWJGK/9F8ZBKc2lsmIluu+QWscXcdT3Shn1UO3VYU2irClEbDRCbtELaWdjP3V4dwXY9ogEFdZ5GSoVUpVREjukO173/XVx50Tnc9R//Me39W1tbueuuu44KTKtvWsH/++VenupNAfCHzjG2fX8HgYY2P9W8wl/lJpdEdiw2rls7L89nvoU0heZ4cMp7uaEhVvhvdvYhaoIgCC9EougWBEEQFlXWdNAth/ff+wxvu/spvvlED4MZk3hQ5ZLNfuEymDbo7+vDsL0lkcw9l/KWy8HRHE6h2KyOaLNur44FVRoLRfdgysC0Zz4Gaz4YhbFl081iliXpqFT2hw6OAYX97I5LVWj+9gmHVBk7OQLpEf+GmlY81+WjH7qWnp6eaR/zN+99H9998Ek+/18/4v6Hd3DZFVdy+x+7+OXeYRRZ4h9euZraiMaB0Rz/8OsBrrz5DqTqZv/BqSGuufGzrGpfOW/PaT6FVJlwQC1tYYBicrlLJKDMW0eCIAjCciJ+UwqCIAiLajxvsmsow46+FIos8crVtXz2DZv43799MWeO/Qmy4wC8551v46ffuxt92RXdDgdHJ5K7TccjqMozGhdWNHlsWDHBfCZjsOZL3nIwHXdGwWFdYzl+snMAgLee2VxILp+/1dOQpjDc0wmjh/0batoAcByH/fv3T/uYvOUQr2vigpe9nMbmFn6wo49vPuEX6P/31et4+9kt/Nfbz2Z9fZTxvMV3kis48/03A/Dy88/i1W9+R1mGqIF/boVUiZWFlnxZggo7gW67VIc1JKn89qkLgiAstPL8BBAEQRCWBdtxSeStUtH5+o0NfOFNm/mLdXUkhvu55ZMfgTG/OPKqWrj9pn/kYNehRTziuZe3HLoTE8nlpu0SDSiz2o8dVORSe/nhpI4mS4u6/1233BnvKf/KH7twPbigJYLVuYORgT5C8ziCSpEl1m9YB+OFVe1av+iWFYW1a6dvAc+ZDobtElRkfndwlM/99gAAH9jazhsL3RiN8SDb//pMLlxTi+V4PD1YmDveUI0sSWVbdEuSRGVII3d4DwDu4EEuf9lZ/OKH36ZihmF/giAIL3Tl+QkgCIIgLAtZ0yFvuewd9mf/nt4UL32vFEhVXJGsbcN1HfbsnX41slylDZuexERyuWHPvr06qCq0VhfGhiXyBFWZ8eMkcs+3480JH+zv5YmHf89gfy87+lL89sAoEh5/uvV9XPP2S7nqL1/Evd/+5rwe3/pV7bxy64v8L2rbkGWF6276PI3NK6a9f7FVf9dghht+thvXg0tPa2Tbi9qm3C+sKXzujZv4m/NaS7c1xgMEFHnaVvtykRkb5JGvfQoS/bDj57iuy9du/gSJof7FPjRBEISyIC5RCoIgCIumGKK2a/DoorutY7WfGj1WWJGs8Yujupby3Bt7LCndLiWXr6mJ4gGRwOw+nifP6u5N6WiyjG656LY7qzb1uZLWbf7ck6Q3qXNBe3Xp9vvuubs0TkuSZVo/fg8Qwnv2ARjpBsBzXf7+g3/HpW98Pa2trcf4F05NWFN57atewUM/30PNhvP4+h/+jFJZT850qAwfXRwndYuxnMnHf/o8uu2ytb2a6y9aO21rtSxJfPBlHayvj/H7zjFetqoGTS3flW6A/kOdMN4H/3l16TbXdejr7mLLhjWLeGSCIAjloXw/AQRBEISyl9YtBlI6WdNPL19TFy19r7G5hRs+8yWkRK9/Q20bf3/T/0e4pnGRjnbumXYxudxf6e6oCSMxu+RygIAq01oVRpUlLMcjZVjotrMoCeae53FoPMc//3ofH/zRc3z1wZ3AEfOrAW/VeRy2QmiSB498Z8rPON7+6rkQ1mRW1UQAGDMhVteE5XjT7oP3PI9E3uInOwcZy1msr4vymTdsPGG6+ms31PPpv9xASFMIKvK8pbEvhI0b1iHJU49flhVO27h+kY5IEAShvJTvJ4AgCIJQ9sZyFp1j/irvpsYY6hF7gC+74kr+6xvfAECuWcHFb30nuu1iLpMwNT9ELYvrQTSgUBlWZ51cXlQT1miIBQDoTxl4HouSYG46Lnf/4Me4hc72/9wxxof//X66Dx6cmHUtyfCydwPw0qo8ci4x5Wcox9lfPRdCmkJ1WKO5wt8Hv284C0z/eum2S95yOVDIHbjyvFais+hEsByXeLC8GwvXrmrn72/6PLJcGJsmK/zfz91GW1vbCR4pCIIggCi6BUEQhEWiWw4Z02H/iF/wnNYYn/Z+GztWEgsouJ4/Dsuw3ePuGS4necuhs1DMrak9ueTyolhQLSWYdyfySEDGsOfycGfkQGc3P7jvJ/4XeX+G9cPZKr7fqyIpheLztL+AupWQT3PNhZu44TNfKs3BVhSFO++8c95ay8EfgxVQZdbW+p0Vu4czaIrMeO7o8Lmc6ZA1bQ6M+ufphvroUfc5HtvzpswkL0dBVeayt1/Jt37zBF/73v3c+b9/4r3v3bbYhyUIglA2RNEtCIIgLAo/RM1h95C/n7s1ZJUCtiaTJImOQivw4WQey/FXHpeDvOXSXQhRaw7D43/8HdnRgVkllxcFCy3mAAdGc4Q0hUR+4RPMn9+zF6pb/C92/hoeuB08lwf7bDZ94r+QwnHY+nYAXtNgsaZ9JZddcSX3P7yDT2//AY8/t4dt2+a3oFMVmaimlFrM9w5nCakyKd3CcaeGz+Uth/6UQd7y08tXVkdm9W95HmUdogb+f4MVQZWK+mbOveCl1De3zOtYN0EQhOWmvD8FBEEQhLKVNW3ylsP+wkrvZ7e9iQ9c8SYu2bqF++65e8p9O2r9QqdrPI+Hv0q+HKQMi55CiNovv/4lPvnet3DZS89i+/bts/5ZQVUuXZzYO5whqMhkTGfBW/FXtK8ujeFirAee/QXSz7+IKsMuPUbNR++BeB0NEZWb3nNJ6XE1Dc2cfcFLWd2+MEF5VWGNldX+7Ok9QxlCmlxoJZ96bmUMm65x/xxdWxc9agvETJRziFpRZVjDctzS6LTIIgT0CYIglKvy/xQQBEEQylIyb9E1lvNXFrNjeMkhAFzX5Zbrr5uy4l0sJjtHcyiSRHYRAsLmmud5JPMWh0b9lX5v2J8/7rouV199NT09PbP6eUFVZl0hiG7vcJaAKmHYzoLv647XNRJfdbr/xVgPsqLwf973Fr74ptMIqjKjef94rn35agKTilHDdgkoCqFZhsidrEhAYVVh1bprLIfneRi2e1T43HjOonvcvzCy/hit5abtYrtHj2ezHRdVLu/k8qLi7HTddgkHTm4LhCAIwgtVeW8yEgRBEMqS63qM5S06x/wVRPr3Tv2+43DwwAGUinqylk200MraOZ4jWGgDLneG7ZLSHQayFiDBaHfpe8X07tnsaw6qMqtrI2iyf1FiOGviun4id2V4dnO/T8Vg2iDt+f/e5z/3WTatW01js99ufvtfnc4n/ud51tZFuXhjw5THmY5LSFMWrBU7pCrURjSqwiqJvE3nWJ54UJ2SYG7aLlnLoasQ9rehIXbUz9Eth6GMgYdEYywwJQTPdDw0RZ5ycaFchTQZWZLImDarqiPIJ7HiLwiC8EJV/p8CgiAIQtnJWQ550y2FqEmD+6Z8X5YV4o2tRAMKmxvipZXuQ+N5FAmyloPtlPe+7mJyuYcEegayY6XvnUx6d0CRiQQU2qv9fd37hrNIkrSgK92W45aSwKvCKhe+4uWlghvgrJZKfv63L+bfLjsd+YgZ1znLoSqkTjv7ej6ENJmAqrCuzi+k9wxlUGVpygWdnOWgWw77jxGiZtougxmTtXVRNjTEGM6apPWJ8DrTcQkoEsEy39MNENYUgqo//30hL+IIgiAsB+X/KSAIgiCUnazpYNgOzxdC1N7xxtdMjCNSFP7li1/m0q1n8JJVNayqidBaFSaoyliOx0jOxLRd9DIfG5a3XDoLe4Vb42rp+Z9serckSWRHB6l00oDfYn6sRO75olsuB8f8ArV4oeRIsiQdFRSXtxxUWaalEAS3EMKaQkiVWV04zj3DWYKqzHjewvO80nENZ0zGchayRKl9H8B2PfrTBh01ETY1xtnUEOOM5jgZ02Y0a5buE9aUZbEqHFRkgoXUd7GfWxAEYXZEe7kgCIKw4LKmzXjeoi9lIAF/e8Vf8ZqXnIcx2stfvvhMVq6cmP8blGTCmkxrZYgDozl6kzphTSVvOWU9iilvORwuhKidv2EVf/Wrx0kPHuZNLzvnpMZlbd++nauuugr3zNfDq67ioad387azVpQSuU8mEX22dNvh0Lifxr5qFinfI1mTjtoI1Qu4gqop/r7kVTV+ob93OENIVfzVbdslrClkDbvUWr6yKlxqHXdcj96kTltViM1NMdTCSvaauhghTeG5/jT9KR3Xo6zP0clkWSIe9P+7E8nlgiAIsyNWugVBEIQFN5YzS/u5O2oixIIqFfVNvOaii6YU3OCv4FYGNVor/aTprrE8nuehl/nYsJRu0VsYF7amNkJFXRN/8apXnVTB3dPT4xfcrgvDnYBfRKaGB6ZN5J4vecuhJ+kXqe01M1u1zpo2QVWmvTqyYK3lRRUhlZVVxaI7iypL6LZTClNL6BaHEv55ur7eb0P3PI/+lEFTPMhpTXGC6tQCtKUyzHltVcRD/v7waGB5FN0AlSGVsKaIEDVBEIRZEkW3IAiCsKBsxyWp2xwojAo7rSmO53lIUApMO1JFWKWlUHR3juWQJMhb9rT3LQeu65HUbQ4Xiu7VtRFcDyInWaDt27fPL7gBhrv8/61ooLOrC9PxFqzozpkOPYnZrXSP5ixWVkeoWoR9wrGgSkM8SEj1x4X1pXRc138ejuuR0m0OFbYAbGjwW8v70wZVEZUzmiuO+X7VRgOc01LF6trIsloVjgVVGuPBBemaEARBWE5E0S0IgrCElHs42EzkLX/W755hfz/36U1xDNslpCrHLLpDqkJrpb8i2TmWI6DIJI3yLbp12yGl2/SlCgVqTQRZgvBJjstat24dslx4rJGF5CAAZmUzrucdNQZrvozlzNJzaq8KM5g2jntOp3WbiKaUVpsXWlhTUGWptFd7z3AGWfZX33Om32Z+YKRQdNfHGMmaRDSFLc0VxEPHv0ASD6mc31ZFQyww789joTRVhNg4TYK7IAiCcHyi6BYEQVgCbMfl4EiWP3WPky3jYnIm8paDYTnsHpwouvOWc9zZvyFNZmUhlbtrLI8mS2R0G3ea2cjlIG+5HBjN4uG37MYDCkH15Nt2W1tbueuuu1CUwuMLLebDThhVkkgvwDnluB4HR3PYrkdQkYkFFSQJelM6xjShd57nMa5btFeHT1jAzpewJqMpMmuLRfdQlpCqMJazyFkOqbxFT9K/iLC+PkrOclhbF6U6MrNCWpKkBW+Zn2/L7fkIgiAsBFF0C4IgLLJE3uKp3iQ7+pIMZUwyC7QquVjylkNvUidjOgRVmTV1UfKWS3VYO2bKczHwSpElcpZDUrcxHQ/dLs/XKm85HBr39z6vro1gOB5BVZoy43m2tm3bRmdnJ7d96z4uf8NrAdg3cnQi93zRLYeDhS0DK6vDOB5UhTRW10YZzBhHtbinDJtYQKVtkVa5ASKaQkiT6ZgSpiaTsxwSeYuu8TweUB8NUBXWkDn2FghBEARBOBZRdAuCICwS23E5MJLhT4fG6U/prKgIIcGCtQIvlrRhs7/QsrupIYYqSzied9w9vUFFJhpQaakIAtCb1NFth3yZhqnlLYeeQnL56poIhu0SD6mnvFe2ra2Nl77iFWxqawT8dumQJpda+k+V63pYzvTFu267pXC8VTVhDNuf53x6U5z1hdbsTGHF3fM8Enmbjpow0UVM91YVmYrQROG/ZzhLUJHQC0X3obHifu6YvwVCU5bVHm1BEARhYYiiWxAEYRGM50ye7EnyTH8aTZForQyjKn6rayJvLvbhzRu/2LI4MOrPcj69KY7jekgSx539WxxX1Foojg6N5/E8ynalO6FPtC2vro1iuS6VobkJEqsKabRV+aFzB0dzyJJfROZOMUzNdT12D2XYNZiadguEbjul57SqOoLreUQDCqois6khxmlNcRK6TVK3SOQtKsPqgs7lPpbqkEZzRQhFgvG8xbhuY7seuuVwqHBhZH19FN1yCGnH3gIhCIIgCMciim5BEIQFZtgOO/pSDKR1VsSDU4qtkCqTyPtzlZcj03HJWy57hyeKbt12/BC1E6x4VoRUVlRMSjBHKsuxYY7rkdZtugsF3ZraCJ7HnK2gRgIKdZEAsYCC7XocTuRxvVNLMPc8j4OjWQ6MZBnLWuwcTKEf8fPy5qSiu9CuXWyXl2WJtXVRzlxRQc70twd0VEeWRAEbDaoEFIn2Gj9tvXhu5i231C6/oT6GbrtUhTWxp1kQBEGYNVF0C4IgLLBk3iap2zTHQ6jK1F/DIU0mb7vLtsU8b7mkdIsDhbZdP0TNJRpQCKnH/0iKBJSJWd3jOVRFIqlb837Mcy1r+qu9AykDgPbqMLIkzVkBGtEUNFUuJXLvHc4iSZxSQF9PQmfXYIaqsEp9LEh/0uT5wcyUZPKUYdNXKLpbK0NoijTlPZUkiVU1Ec5qqaStOkxLYTV+sUU0hYAqs7bWf712D2UIqjJjeavULr+hPortenPWjSAIgiC8sIiiWxAEYYGN5UzwmHb/blCRMW33lFuBl6q85bB3OIPjetRGNBrjQXTboS4aOOEKYkhVSgnmB0dzhFSZZJl1BZi2y77hDAdGcnhAVVglFlQJqvIJLzrMVCSgEFIVVtdOrNwGFT9M7WQMpg2eG0gR0WRiQRVFhuaKAJ1jOfYMZ3FdD8/z6B7PkzJsJKAxFiSg+CFlR2qtCnN+WxVBdfFXuaHwemkKq2snwtSqQhpZw8J0/Bb55oogEsffAiEIgiAIxyKKbkEQhAXkuB6DGYNIYPpfv8XCc/mudDvsGym2llcgSRKeB7EZhGmFVJmOmggSkNRt8rY/R/lU2qbnilMoPE90n91DaQ6N50nr/qrz6poohu0Wiu65KeiCqkIkINNeXSy6/ZXbjOFgzXIO/FjO5Nn+FBJMGZOlKTKNsYB/AWE0W5hn7b+vzRVBJEkipMkElOOf50uBpsjEg2ppVvie4SwBVaY/7XcirK+PYrkeAVUWIWqCIAjCSRFFtyAIwgJK6RZp3SZ+nCJTU2TGl2mYWjJvlZLLT2+KYzsuiizNaAxTSFOoCKk0xv0E876kjmm7ZJfABYqne5M815865gUAz/MKK9xZmuIhusYn9nPrtktlSD3muLSTUR0OlFrxiyvds71AkdZtnu1PkTcd6mPBo74f0hSqwxrPD2U4OJqjs/CcVlVHMB2XipC6pIrr46kJa7RV+RcpepM6GcMu7e1eXx9Dt1xCqghREwRBEE6OKLoFQRAWUFK3sVwP7RgrgEBZtk3PhOt6JHW7tNJ9WpMfThXWFKKBE690K7JEPKSWkrk7x/wZyovdFWDaLuN5i91DWR7rHmcgpR+16t1VaMWujQYIqjIHC3uFV9dGsBx/tNZcigdVWipDKLJEyrAZ121M25nxBQrdcniuP0UiZ9NccXTBXRQLqkQ1hUPjObqLRXdNBNv1qAiWz/7naFAlFlRoKlzQ2TucZc9QBvD3c+u2S0VIO+WRboIgCMILkyi6BUEQFojneQyk9RPu3Q1ryrIMU9Nth7GcyUChbbfWS5O3HOJBP8hqJioCEwnmXWM5NFla9BFrecvBsB1aK0PkTIfHuhPsHEiX0r37kjq7BtPEgxMXFw4WRqatro3gwZy1lheFNZmgKtNRPbFPWZKk0pzsExnNmQxkjFKr+PFUhTVUSaI/dWRyefn8iRHRFDRFKoXP7RnOTFnpthyX6kj5XEQQBEEQlpby+UQUBEEoc1nTIZE7urXc8zweP5zg777/JB/+1u8ZHexdlmFqecvl2z/4kf9Fapi3v/Jsfvr9b1Mzaa/wiUQCaqltunMsR0hTFn3EWt5ysBx/z29DLEhNRGPvcJY/dY/TOZrj2f4UmiyXkq9zpkNfKbk8gipLhOe4QC2Gg62ZlGAe1hRGMjO7QJHM28jS0WF/g/19PP34owz29025vTYaoL/wnNqqwiiyNGfBcAuhFD5XGBv20IFRUoaNKkusKQTSiRA1QRAE4WSVzyeiIAhCmUvqFnnbKRUjrufx0IFR3vu9HVzzw2d5rC/HwyNw6SVv5Ff//Z1lt9J9sOsQ//2T//G/GOnCdV3uuPkfSY0MzPhnhDWZ1kLglV90z36v8lzT7anhZGFNoa3KX/V+ui+J7XrURicuLBTHUNVEtMKKtDLne4XDmp8c3j5ppTukyqRN56j52kfyPI/RnEn4iNX3++65m8tefg4fu/pvuOzl53DfPXeXvqfbDn2Fle4V8SABRS7N6C4HmiITCyq0FV6vJ3qSAKyu8Weoa4rYzy0IgiCcPFF0C4IgLJDhjIkqSbge/O/uId7x7af4h/t38dxAGmwD8ikAvPrV3HHzJ9h9sHORj3hu7dq9F2pX+l+MHALAdR0GDnfN+GeENKW08jiUMbFsd9HD1FK6hXrEirAsSTTEgqyoCJX2CRcdHC3s566JYNguIVUiOMerwpIkURXWSoncxZXuvGWf8LXKWw4505mS1D3Y38stn/wIrutfYHBdl1uuv47B/l4Ausf9/fWVIZVIQJnTEWgLpSYSKOUFFG1oiKEXLpSJ5HJBEAThZJXXJ6IgCEKZMmyHkaxJPKjyyf95nk/97x72j+SIBhRe1wz8x9/C7of8OzesxnUdnt+zb1mFqdW0rIS6Vf4XhaJblhVO27B+xj8jpMrURAPUFPbXHkroix6mltLtY47GOrIYBzg45u8V7qiNYNoulSFtXlK+K0NaqYjsSerkLQfXg6x5/H3dGcMhbzlTiubDnQdxkWHjK6GiAQDXcTjc5V8Y6hrzQ9TaqyOYjkc8WD7J5UXRgEpdNEDFpO0f6+v9kW6xoHLc8ENBEARBOB7xCSIIgrAAknl/hTFt2Dx4YBRZgg9sbef+953Ph1+xGllPweAB/84Na5AVhbqW9mXTYm47LuGaRoJtG/0bRg4hywr/57O3sap95Yx/jqrIRDWltILbObq4YWqG7ZC33FmtVB8orHSvqYlguR4VofkJ6IpoCpUhjYaY39q+fySLJkuM563jPi5rOnhMnaXdsqoDLv4IvP4f4B1fgLp2ZEWhbVUHAF3j/nNaVRMujQsrN8UV+nX10dJtG+pjGI47q9wBQRAEQTiSKLoFQRAWwFjOBA8e70kAsLkxzvtfvJKKkEZjcws3fOZLSKNd/p0bVnP9v3yRirqmZROmlrdcepM6hqegSPCVL/8bX/vfP/He926b9c+qCmusKIyxeuS5vaRHBxctTE23XEzHmVXRXWovr/WLu7kOUSsKawqaKrO28O/sHfFbzMdzFu5xXqvRnEFw0qqu53l8Z68BG17h3xCphLf8M++/+Ss0NrcAEyvdq6oLoWNl2IodPSJMDaDKSeF55fl8BEEQhKVDFN2CIAjzzHE9BjMGkYDMo13jAGxtr55yn8uuuJL77vsxqgQEo5z3+rcCJ24FXmg9PT08+OCD9PT0zOpxecthf2E+d3tNhBe/5GXUN60gehLFTCSgkOl6DoBf/vFx3vmqc/jx9761KGFqxeTymbYeJ/JWaWTayqpQIbl8fgo6P5FbpqOwB37vcJaQJpOzjj2v23Jcknl7yoWAbz7Rw3ef9tPKP3BWNa0hGyKV3JtbxYHC6LOuQjhce3UYSZr7EWgLoRimltr/tH9DYoArXnkWv/7Rd0VyuSAIgnBKRNEtCIIwz1K6RVq3iWgKf+pOAHDBEUU3QEtLK+sbYgDsHsqgKTLjueO3Ai+k7du3097ezkUXXUR7ezvbt28HZlaI5y2HQ+P+auja2mghQEw5qaJ7bLCf333zi/4XDatxXZcv/9PH2d95aPZP6hTlLZd7H9vH27f/nsd2Hz/4znJcrv/Z84BfnIY0haCqzNs8a0WWqAipk8LUMoRUpRA8N/3FnIxhk7ecUpF5/85BvvLHLgA+8ooO3vuyDXz5kg1sqI8ynre45ofPsn8kW3pvWyqCBBWl7ELUiszEML/43Idh9+/gj3fjui5fvekfGRvqX+xDEwRBEMpYeX4qCoIglJGkbmO5HvtHsqQMm1hA4bSm+LT33Tip6A5rMkl9cWdQF/X09HDVVVdNSa+++uqr+fznPz9tIX6ktGHTXSy66yLkLYdw4OTGMPUcOujvf3cdiNVCtKYUPLfQvvmN7Xzn4T3sS8Pf/WgXX737e9Pez/U8bn5gL48fThJWJd65Ik9PT09pZNh8qQ5PJHLvH8liux4SEmlj+qI7azpYroeqyPyhc4x//tVeAK48t5V3ndMKQDyo8OVLN7GhPspYzuL939+B4bhoikRNNEBAlcpqXNhkA91dYObhZ5+HPb8H/IT9YmCcIAiCIJwMUXQLgiDMI8/zGEjrhFSZhw/5reUvbq+eNtUaphbdIVVBt90lEaa2b9++UsFd5DgOn/jEJ44qxKdb8U7kLboT/hzntXVR8pZLdVhDPsbrcDynbdyA7Noweti/oXEtsqxQvaJt1j/rVBw+fJibb/hHqPTTvAlX8J/91fzy6f1H3ferf+zi57uHkfHQv/9P3LLtTVz5F+fymx99d16PMRJQaIwHiWgKpuPRNZYjqEqM5qYPnkvqNook8Wx/ik/8z/M4Hrx+UwMfetmqKferDKl89fIzWF8fJVM4P+sDHgN9vUQDCspJvK9LweaN65HkqX8ayYrC2rVrF+mIBEEQhOVAFN2CIAjzKGs6JHI28aDKo4em38892eSiW5M5bivwQlq3bh3ykcWILE9biO/fP7XoNGw/tf1wYqK93PE8qsInl9rd0b6Sf/yX22CokPbevJ7rbv48waqGBe0K2LVnD17lCpBk0NNw6GkIhLnxoX5+e2C0dL97d/TxjSf8CxHeL7+M1/WU//+7Ljd/4iOz3h8/GxHNT+Te2OCHqT03kCasKaR1B8OeejHH8zxGsga65fCRH+/EsF1esqqaG1+9Dnma8V+VIY2vvvkMGlW/gO/780O859Xn8cB/z++FhPm0rqOd627+ArLsr9TLssJnvvhlWltbF/nIBEEQhHImim5BEIR5lNQt8raDabs8N5AGpt/PXbSmNooiSyR1m6GMX8wshQTz1tZW7rrrLhTFL0YUReEzn/nMUYW4Ms2qYN5yOTiaw3Y9ogGFhlgASeKUwqne+Z6/4Z1vfTMA5132Hv7qHVei2+6Chqm1tq+BusK4s5FuuO9m2P8otgef+OkufrprkN/uH+FzD/oXB97UAt5zv5ryM6a7SDGXwoV94xsb/O0Mz/SnCGkK+WnC1HKmQ950+XNvkqRu01ET5rNv2IR6nJA4IzHE0Fe2we+/CX/8Fp7r8v8+/vfzeiFhPgVUmbe+691841eP89Xv/oS7fvEn3rdt9gn7giAIgjCZKLoFQRDm0WjWRJUkHu9J4HrQURNGyozwxMO/Z7C/d9rHrCmMLNo9lCGwhMLUtm3bRldXFw8++CBdXV18/OMfP6oQv/POO49aFcxbTmlM1praCKbjEVKVUxrDFAuqnNHRDMCBhE1AljAXuBW/trGZcy99j//FaDcyHje8tIlLNjfiePD/frmX63++Gw/4q9ObuOqlHTO6SDGXAqpMLKCUZk8/159GlSVczyNrTH2tMqaDbjvsGswAcOGauhPuuT/ceRAvl4THfwjJQWD+LyTMt5qwRkV9E6ef/xJaW9vEuDBBEAThlKmLfQCCIAjLled5jOctwprMo4cSANTrA1yy9XW4rossy9zwmS9x2RVXYtguQxkDF3/P896RLLuHM5zdWlkKU1sK+2RbW1unFNXbtm3jda97Hfv372ft2rVTvtfT08O+ffsI1LVwKFEsuqMYtkNIO7kQtaKwprCqOoIiS4znLYYyJh4ccxTWfMhbLmrTGuhO8Ndvupj33HItjc0tXOZ5xIIK3/1zH5bj8bKOGj5x0VpUWeKGz3yJW66/DtdxkGWFr95xx7y3LleFNSrtJAAHx3KkC/u2E3mTtupw6X7FbQzP9KcACCcOM9ivlWZxT6etY/VR2wzm+0LCfIsFNTwPdNshrMllm8QuCIIgLB3ik0QQBGGe6LaLbrkEFJlHCvu5H//2l6YEj91y/XXs2t/JcNakvTpCQzTAqhq/ENo9lC2FqS2Ffd3H0trayoUXXjileJw8XuwVZ23iqV1+i/XaOn9cWFVIQ5pmn/BMhVR/pvLqQlfArqEMmuwXkgslZVj0JP1wuFecc3qpOJUliY++YjUfPLeOVzXCdedUlILzLrviSu5/eAef/eZ/88Pf/5mr/vZv5/04f/r9b/EPb9oKCX/s1V3f+xFhTWYsb+FO2gM/kjUxbIeuQsr8V697J5ds3cJ999x9zJ/d2NzCDZ/5ErIysQd6IS4kzKdIQEGVJTKGQ3X41M5TQRAEQQBRdAuCsIA8zyNn2gxnDLrHc1iOe+IHlbG85WDYLv1pg8G0gSqBd/jZKfdxHYfRvm7Ob6vizBUV1EQCpbnKu4cyBFUZY4kkmM/UdOPFOkf9luW1dREs16MidHIhakUhTSagKKwvtE0/P5ghpCkk8gszYs3zPEYyBv0pv+heXRuZ8v0ff+9bfPXKl/HgJ97EW19+1pTCtbG5hY3nbGX96lXzfpw9PT184iMfxHNd6N8DwD0/f5D0yCA50ynlBZi2S0q3eXp/YS/2WA/o6dKFoWNthYDFuZAwnyKaQkhTMBz3lM9TQRAEQQDRXi4IwjzLGjZJ3SalW4xkTbKmg267SEBIVWiIBxf7EOdNznRwPI8/dScA2NIY5mnXZvKlBllReONLzmJFpT9LOR5Uaa8OI+GvPI5kTSSWRpjaTB01XkwLQ2Uj4K90p3SbsHZq13yDqkJYk1lTKHZ3DaYJaTIp3SZvOcSC8/vxZtguB0bzuB5EAwr10UDpe4P9vdzyyY8c1dGw9ZUXlVbD3UIL+nyb8l7074FNF+I1rmeop4vGijqypv9aZUz/dftz1xAgQd/u0s9wHX9O9fHazBubW3AitXQccfGhHBX3wWcMWeznFgRBEOaEWOkWBGHeuK7H071J/tQ9zp7hDFnTIaIprKgI4nregiZNL4asYSNLlEaFvWJ9k9+KK08Ej911552s7WgvPSZc2Os80WK+tMLUZuKo8WKFhO/asEJEU9AU6ZT2cxdVhFQ6Cu3lzw9mFjRMTbddDo5mAVhdE5nSgny48+BRo9SKhSv4q+SSNDevwYlMeS+KhXTzBlpWdQCQ1v3zKms42I5Hn1vY4933fOlnyIpCW+H+ibzFcMbAnqabwPG8eb/YsVCqwxphTTmlhH1BEARBKBJFtyAI8yZnOaQMm4ZogNbKMHXRAJGAgixJKJJE2li6+5TnQkK3wIOnevwQq63t1Vx2xZV841ePc/t3f0xnZyfbjhhHFAn4ra1ra/226d1DGUKaTFK3sJdAO37ecsic4H07cryYVO8XbOsbKtAt95STy4viQY2WyhCaIpEybPrSxoKFqeUth0OFvc+raqau7hbDxSabXLiajoemSITU+S/oiu+FrCgw0gWWAaEYRqiGoOrv6wYKe+E99o35e+Klwb2l477h1ttobG5hPGei2y7VkQB9SX3ai2bLJXQsFlKpCKkLcmFEEARBWP6Wx6ejIAhLUs7051MHp/lDPKjKJPIWnjf/+28Xg+W4ZEyHPcMZDMelIRYohX7F6pq4+DWvpq2t7ajHhTWFkCaX2nT3DGUIqQp5y10SLeaHx3P86dB4aS/zsRTHi/3Xf/8Pr9r2ccDfz204LtGAgnac2c8zFdZkNEVmXV3hAsXgwoWp6ZbL4YRfdK+ujdCbzJMoFLBHhYtNKlwBRrIGlSF1wVqXt23bxh///Dyf/vfvcdqKSsBPKA+rCindRrccxvIW/SkD3XaJB1V+cv9P+dr37uf+h3dw2RVXMp4zMRyPM5oq2NQYZ119jNGcVXrOtuOiyguzer8Q6qNBNjTEkJfAxABBEASh/C2PPjBBEJakrOngwrTpvyFNJme5GLZLaJn8oT5Z3nLQLZc/9/rjly5or0aSJGzXQ5EkKkLT//qVJInqsMaq6qlhaqbtkDWdRQ92Sho2ozmTp3qSbGpwWFUTOWZhsmJFC+vPiTC8/xnAHxem2w7t4fC095+tSKF431AfY9dghl2DGc5rqyJRSOU+1YKp2AY+nZRu0VtILm+vDgMSuu2QyPsjui674kq2vvIiDnd10raqo1RwD2UMogGVzY3xBR0Bt6ZjJYNSnD3P9LFzuJdn+9O8fmMDQ1mToYxBznTYN+K3y5/RHKd5RSvNK/wEcr/gdtnSXElTTGV4OMOmuhjVMZvnBzP0p3TiQZWg6l8wWg4CqkyNGjjxHQVBEARhBkTRLQjCvBnPmwSOsaIZVBWSukHecpZp0e1iOS6PHU4Afms5QMawiQWVYxbdAJUhrZRg3p82SOQtJEk6YVv3fHNcj7RuUxcNIAHP9qfI2y7r66NTVq5d12M4a9I1lqMvqZfasNfWRfE8iAbm5qMnUugKKCaHPz80EaaWO8Uwtf6UzqGxHJub4kdd6PA8j9GcWSq6WypCBFX/OHYPZZAk/z1sbG6ZEj6WyFt4wOnNFVRHFragi2gKQUVmU0MMgGcHUqiKjON6jGYtdNtl12AagC3NFaXHTS6426rDWJa/si1JEiurI0Q0hZ2DaQZSBs0VwWP+9y4IgiAIL2Si6BYEYV44rkcibx0zpVqVJWzHI2c5VC/wsS2EnOkwkjU5OJpDluBFK6sAf/W/oyZ83PbqSEAhFtJorQzRk9TZM5xhdU2E0azJuvoFegLT0C0H0/aIB/195wFFZs9Qhpxpc1pTnJCqlIrtwYyBjP8+pwwbRfJXhEez5iknlxepikxlSGVV9USYmjYpTO1kim7H9egczbJ7KEPeckGCc1qqCEzaImHYLl1jeSzXI6TKVEc0VFliTW0UVZZ4diCNjER80oWVrGmTtRzOWlFB4yIk9oc1hXBgIu39wEiOrGkjSxKm408TeKbfL7rPXOEX3Ym8NaXgnk5dLMj5AYXnB9MEVUXMtBYEQRCEaYiiWxCEeZE1bfKWS3X42O3QskxZzZ+ejZRu8fDubgDWVQepDGl4nofredRGj190FVcl19VF6Unq7B7KcFpjnLThYNgOwQUI4JqObrsYjkOt6r+nIU2hpSJIT1JHL+zdH0j7xXZ9JEBAlXmky09ub6vyx6D5o77m7vhrIgGaKgIEFZmM6dCbNEA6uTA1w3bYPZShczRHVUijPqbQm8wTD2bZ3BgrFZR5y+FAIbl8VU0E2/WoimjIssSqmgiO67Fz0F/xjgVVDNtlNGuyuTFOW9XctNbPlixLVIU10rpNczxIf9pg50CatXVREnmLtGH7750EpzXGyRj+CLEzVxy74C6KBFTObqnCXab5DIIgCIJwqkQfmCAI8yJrOljO9CFqRQFFZjxfPqOwZsrzPL79X1/n6/f+BIA9P/sm991zN7rtJ3dXHqe1HCbC1Ipt036CuULechYkmftYdNvB9UCetJqpKjKtlSFSusVQ2qA+EqC5IlRaGd5fKE7X1kULhfnchm1FNAVVlllf74ep7RpME1RkhrPGrH5OSrd4qifJgZEcDbEg8ZCKKks0xILsH8mWWsnBv/jQXWiZ76iJYDoulYVVdUmSWFMXZVNDjPG8RVq36U/rrKmLsrY+tqgrwVUhDdv1OL05DsCzA2kimsJ43uLgaA6AdXVRIgGFjGHTWhk+YcFdJMsSqmgtFwRBEIRpiU9IQRDmRdawkTh+gRFUZdKGvSRGYc2l/V3dfP5T/wD1q/wb+nZzy/XX0Xmom6rwiVOrZVmiMqQWArpgz1AWVZZwXI+ssXhFd850mC77S5YkmuKhKcV20f6RqUV3VVib00ToYpja+np/r/LzQxmiAT+V27Bn9loNpQ2eOJxgKG3SWhmacqHIn9Uss2swU0rqzlvORHJ5TQTPg7A2cSFFkiTW1kXZ2BAjoVusrAqzsWFhg9OmEw0oSBKc3lQouvvThDSF1soQe4YzwERrueV6VEcWN7RPEARBEJYLUXQLgjAvxvIWAfX4RUZIVTBs1987u4zsfH4PnqxCdSFEa7gL13Ho6jxIYzw0o9XOqnCgtMrYnciTMWwUWSKpL15nQEq30eTZfWyUiu7aCJbjUnmc7QYnI6IphDWZ1bX+a/X8YJqwppA1bTIzuECRtxye7U+hWy4tlcFpC+OaSADdstk1kMawHVJ5m57CyveqmjCSJB2V2i3LEuvqY5zbWsVpTfGjLkYshmhQJayppa6AZ/tTeJ5HWFN4pm8iRM31PCT8Il0QBEEQhFMn9nQLgjDnLMclrduEC3uPM4ZN11iOg2M5OsdyHBzNURsNcMNFa7Fsl7zlTAmdKnct7R1Q1w6yAvkUZMeQFYWWlR3HTS2fLBJQqAppNMaCDGYM9g5nWVUTZixnHneU1XxxXY+Ubh13u8CRbNejc8xvW15bF8WDOZ/jrCoyFZPC1HYP+UW+60HasKmNHj8lPKXbpA2b1srjXwxpihdC7YYyjOsmPQm/6G6tDKMpEqFp9tkrsjTj9uyFEFJlIppMa2WYgCKR1G0OJ3Qa4gF2T1rpLk4UiJ5C+rsgCIIgCBPEJ6ogCHMuazrkLYeHDoxy95M9DGbMae/3xk2N1MUC5KzlFaZWUdfEq7Z9nAfzwHAnsqJw3U2fZ1V728yLbk0hoPp7lQczBruHMmxqjJE1HXKms+AFkW47mI43q9XPnkQe0/EIazINsQCjOWvOi27wV6Ib40FCqkzOcuhO5AlrCmM5k1U1keM+NpHzz80TXcRQZInGeIDO0RwJ3cZwXDRFoj4aAImymE8tSRJ10QCjOZONDTGe6U/z7ECKFbkQjutRHw3QFA8ymrOIBRVCS2B1XhAEQRCWA/GJKgjCnMuaNpbjsv2xw6WCuy4a4EVtVbztrBWsr/PbW/cO+yOeUovYMj0fxnWLeMeZAPzFi87k/od38IpLr6A+GjjuqLDJIgG/6CmFqQ1nCKkyuu0uSpiaXhjDtWcogzXDPfjF1vLVNVFMxyskl8/9x05EU1BkiQ2FGdS7BtNENJnxnHXcY3Vdj6GsSWSGFwJCqkIsqPJ8YZ51e3UYu9CePdP3dbHFQyquC2cUZnE/259mR18KgC0rKpAkCd12qI0ExPgvQRAEQZgjYqVbEIQ5l9FthrMm43kLVZb42ftfRE1kos33zkcOsXcky57hLK/dUE8iby1Ky/R8sByXrOFwqJBu/fIt62loaqAnqZ9wVNhkiixRGdJYVWhP3j2UQZIkPM9bnKLbcvmf5wfZ/thhzlxRwRfftJnK0PH3Z08kl0fQbZdYQJ2XcWeRwERXwI6+FL99ei9nx1dBRT1pw55y7k2WNR3Shn3CNPnJqsIa+UJnRkd1BNN2qagsn4/SaEBFUyQ2Fy5QPNufYijjn5dbCoW457GstnsIgiAIwmIrj0vzgiCUlbGcRdeYX3Sur48eVfRsKAQ57RnOEFIV8paLbi+PMLW85bfWHxzzC851hdTumYwKO1JVWGNloejuGsuRMx00RWY8P327/nzKWw57h/3ntKMvxd9+/xkG08cfy7V/ZGI/t2G785aGHdH8roDMgacBePCp57nsZWfxvz/4NhnDPubjUoaFUXhvZqOzcG531EZwPI9YGe199oPnFNYVuk32j2R5utdf6T6zOY5VaJuPBcrnOQmCIAjCUieKbkEQ5pRhO2RMhwOFVc7TGuNH3afYBnxwNIcsUUgwXx77uvOWS39KJ204KLJER02EjGHPaFTYkSIBheqwRn1ExfXgD7s6CWsyiby14GPWUrpVSuzWFImDYzne9/0dpaC0I+/7md/s56EDo4B/4cH1PGLB+UnDVhUZfXyIn99+s39Dw2pcD7528yfYvb/rmI8by5oo03RX6JbDFx46wO1/7ML1vKO+31V4zqsL+8XLae9zQJWJh1RiIZWGWADHg5RhE1D89vxSiJpILhcEQRCEOVM+fykIglAWiiFqxRTp05qOLrqb4kEqgiq263FoPI/reeQWoWV6PuRMh85Ca3lHTZiAKpO33RmPCpssoin89sf3MPzn3wDwf275PL/64XfJW+6Chs95nsd43qIn6T+vf7vsdNqrwwymDd7//R08U9gT7Hoe9+8c5PJvPskPnunHAy49rZFzWvy9wvMRolY03ncIRnvAzIEWhNo2XNfhuT17p71AYTsuw1nzqOIykbe45ofP8t0/9/H1xw/zzcd7pnzf8zwOForulVVhVFkiNI/Paz7UhDUM2y3t6wbY3BhHU2RylktVSEMtkz3qgiAIglAOxKeqIAhzKms4mI7DnsIIotOnKbolSSrNCt4znEGSIGceuw24nKR0i8OFontdXRTbcVEkacap5ZONDfXzlf/3ceh9HgCveSOf/dRH6e/tWdB93brtcmgsj+V4BBWZc1oq2f7XZ3J6U5ykbnPNfz/LvTv6+Nt7n+GmB/YynrdYXRPha5efwf99zXpM1yOgzG/RvWnDeiRZgsED/g2N65AVhZrmlWSmea3Shu2nwE8quvuSOtu+v4NnB9Kl0Wh3PNLFE4cTpfsMZ02ypoMiQUM8QEAtv5TvYjv86U2x0m3F/dyW4x5zD7wgCIIgCCenvP5SEARhyUsbNj0JHcN2iQWU0p7kI62v9//g3zOcJajIjOfLP8Hc8zwSukV3olh0x8iYDrGgclJFd9fBA7iuC327/RuaN+A6LgOHu467V3mu6ZZTWt1trwmjyBJVYY07Lj+Dl66qxrBdPvvgAXb0pQhrMh9+WQffeefZnNdWBfjbB4KqPK9F99qOdj500+dhcJ9/Q+tmbrj1Niobmqd9rVK6jeV6pdTxPUMZ3vu9pzk0nqcxHuTut5/FGzc14Hpww893M5zx968fHPVfh9aqMJ4HQVWa1ezypSAaUAmoMhsbJhXdKypKYYaitVwQBEEQ5lZ5/aUgCMKS5nkeozmztM93c1Mc+Rgt1RsaJsaGBVWZjOnMeBTVUpW3HHTLLT3/9fVRsqYzq1Fhk61btw5ZlmG4EywdQjGk+nbaO1Yzml24MDXdduka959Tx6S512FN4QuXbOaSzY0A/MW6Ou5993m8+7zWKe3JuuUSD6ko8vyl00cDKpe+7V184oNXA9D84r/ksiuuRJUkxnNHv1ajOZNA4Rgf6x7nqh88w2jOYm1dhK+/7UxW10b55EVrWVcXZSxncf3PdmM77pT93IbjURFUyy51PxJQCKsy7VURYgGFoCJzZnO8EPgnz9vee0EQBEF4oRJFtyAIc6Y4y7mYWj1da3nRhsJK997hLAFFRrfKP0wtb7kk8iY9CT9wrBggVhM9uXbd1tZWPvel2/0LF/17Abj42htZ2dZG2nAw7IV5vfKWU3pOk4tu8EPM/um16/ntNVv57Bs20RQ/eiya6bhUn2C82Kkqjlg7d10bsgT9GZuhjEEkoDCSNXHciUA0w3YYy1lENYVf7hnmw/ftJGs6nNtayX+89UwaYkEG+3t57vGH+fiLaogGFJ7uS/GVP3aVVvw7aiNYjku8jJLLixRZojocwPU8brmwiY9scDGTw+Qtxy/Iy2yPuiAIgiAsdaLoFgRhzmQNG91y2F3Yzz1dcnnRquowAUUiazqMZE0sxyVvlf9K96HxPB5QG9GoDGvIpxgg9r5t72P7Lx/jL198BgByy2ZCmkLechZsX3dat+ktJJevro1Me58Tjc2KLMAIquqIhqbIpa0LT/UkCWsKOcslOykzIKXbZE0HSYKbH9iL7Xq8Zl0dX77sdGJBlfvuuZtLtm7hA1e8iQ+89lwujvQD8K2nevn1vhFg4uJDuExbsasiGj//wbf5yOvP57PvfxOXbN3Cj793N7WRQNmt3AuCIAjCUreoRfett97K+eefTzwep6Ghgcsuu4w9e/ZMuY+u61x77bXU1tYSi8W4/PLLGRwcnHKf7u5u3vCGNxCJRGhoaODjH/84tr08QpkEoZxkTX9cWGdh3+t0yeUAjuthuR5rav0W82KRXu4J5hnDpmtSiJph++OXIqdQdEcCCi2tbbzq7E0APNOfRpUlHNcja8z/6+V5Hom8yeFEMZF9+qL7WGzXQ5Elwtr8f9wUX+ezW/xQsD/3JgmqMpbjkjYmF90WnufxdF8K3XapCcCHz44TUGUG+3u55ZMf8ffSA67r8t83Xc1fra8EIKn7P2dVdRhJYtYzvpeK5HA/X735H6c8zztu+gTZ0YFFPjJBEARBWH4Wteh+6KGHuPbaa3n00Ud54IEHsCyL1772tWSz2dJ9rrvuOu6//37uvfdeHnroIfr6+njzm99c+r7jOLzhDW/ANE0efvhhvvnNb/KNb3yDG2+8cTGekiC8oCV1i0PjOTz8sWB1hbZqw3ZJ5C36UzrdiTz9aZ2xnFUq4PYOZ9FkiZRe3mFqifyk5PL6KLrlEtbkUwraCqr+zOTVdf4Fiu5EnvGciSJLJBfg9TJsl8NJA912UWSJtsrQLB/vEFQXpmW5GBB2RlOx6PZHmUkSJPN+sex5HkNpk5Aq8+0HHgFg7In/5dKXnMl999zN4c6DpUK0yHUcXl2Z5MwV/s+VgOZ4kKBSfsnlRX2HOvGOfJ6uw8DhrsU5IEEQBEFYxhb1r4X//d//5W/+5m847bTTOPPMM/nGN75Bd3c3Tz75JADJZJLt27fzxS9+kYsuuohzzz2Xr3/96zz88MM8+uijAPzyl79k165dfOtb3+Kss87i4osv5tOf/jS33347prlwQUOC8ELnuv4s52K68+lNcQb7e/npL37F/q5DyBK0VYU5p6WSDi1H787HqFP8/0b3DPlhaonCCuRS4HkeaX3mHTOW45I1/fZy8JPLDdulOqydcrtuTURDkyVWFy5S7OhPE9ZkRnPmvL9euu1ycMS/ENpeFZ71/GbDPvULDzMVCfhF8MZCSN/BsRzjOZOIpjCcNXBdj7zlkDJssqNDPN6T9h/Y9Wdc1+WW668jHIn44XWTyIrCqtWrufX1G1ldG+G1G+qRZImAWn4zuotO37Th6OcpK5y+acMiHZEgCIIgLF9LKgEmmUwCUFNTA8CTTz6JZVm8+tWvLt1n48aNrFy5kkceeYQLLriARx55hDPOOIPGxsbSfV73utdxzTXXsHPnTs4+++yj/h3DMDAMo/R1KuWvhliWhWUtzZU2y7KwbXvJHp+wtCzG+ZIxbDI5g71DfiHj9e3mkmvfj+u6yLLM7bd/lW3b3sfXv/51rrnmGn81sWUTvO2z7B3OoOKSzVukcvqC7P89kaG0wa7BFE2xEKtqIycsrlK6RSavl4K21lQHMS2LsOyd8vsQkj0c2+aMphgHx3Ls6B3nvBVRMjmLZFYnegphXoZh0jueRQ3HqI4d/f10Tqdz1G//b68OkcrlsV2PyhkGo+XyBrXh8IJt+YmpkMFldU2Yg2N5njw8ztb2SlI5k0RWJ2vaZPIGu/bug5oWcB3o3gH4K9rZTJrr/+UL3Pqpj+E6DrKicP0/f566+gYAvvv2LQAMZwyqIxquY+OW4a6IpqYm/u9nbuPTn/worusgywqf+Jf/j9YVzcc9X8VnkTBT4lwRZkOcL8JMLbVzZabHsfh/2Ra4rstHPvIRXvrSl3L66acDMDAwQCAQoKqqasp9GxsbGRgYKN1ncsFd/H7xe9O59dZbuemmm466fWRkZEoxvpTYts34+DgAqrpk3jZhiVqM82U8Z5EcT7Jr0C+6f/P1L5baV13X5YMfvJa2ttaJghtgqBM8l+GsxdDIKI7r0Be2qQzPb9L1TPQndQaG0gwNSRzqV2mrilAXPfaq9WjWpLNvlKzpoMkStVKesYyFnnEZdrLTPmamdN3CzKRYV+H/238+nMDeFCeZMegN21RHTu71sl2PA0NJDvYPk8ibbGquOmrE22BSp2vEvzDZEoH+wWE0RSYjSzOaPZ5JG3ghi+Hhhek8kvQ8mUSW0+sCHBzL86eDQ5xXC8mUTk/IJmPYmJkch9w4oEP/HjD9CyWyLFNdXc36jZs4/ayz6e0+RMvKduobm0gnxqb8O6mMQbUUYXi4DCvugsvedAk1HZuwxvsJVDdzwWmrGR4ePu5jxGeRMFPiXBFmQ5wvwkwttXMlnU7P6H6Lf6QF1157Lc899xx/+MMf5v3fuv766/noRz9a+jqVStHW1kZdXR0VFRXz/u+fjOJVlLq6OjRt8QsSYWlbjPMlO5ojq9iM5h1kPNyBfVO+7zgOzz///NT9spYO431Q08qAFaC1MkS4opL6qvCCHPPx9BgJKqsDNMQCjGZNDuY8zECQ1bURKgqrvHYhcT1vOXiOSb/l/+LtqAkTrqwiHrRZ0Vh7wmTvE4lbDl15jdM1Ax4dZO+YTqiiipBkEohVUH+MRPHj0S2H3UMZdvcmGO3ah+VprG5rZWWhhb2np4f9+/djVzQymPNb2Dc01xCKx+ioi3B4PI+tSFRHjj0OLWc6RCSLpoZq6qcZJTYfnKDOYT3B+as0frI3yc5Rk3hVDSlJh1AU3TWorglzwEgBOlL303hQWtFevWEzAF4oDnUdNMUDRKZJKE+g09RQQX317F/7pUKNmrTrKvXRLQykTZobT/w+ic8iYabEuSLMhjhfhJlaaudKMDizv2+WRNH9wQ9+kJ/+9Kf87ne/o7W1tXR7U1MTpmmSSCSmrHYPDg7S1NRUus9jjz025ecV082L9zlSMBic9gXSNG1JvHnHoqrqkj9GYelY6PNl3HTpSvqrme1VQQ65FpNjmhRF4ZWvfCWyLE8tvIc7oaaVfWM67bUxdFda9HPcdlzSNsTCQTRNo6kqgGG79KYNxo0sKyqCZAybrOVg2C6m7T+fgYzfQr2+PoblKURDChWREIp8anu6NU2jKhbCk2SqwiqJvM2+MYP6WJCU5c369coaNjuHc/zXN77JnZ/2E6wlWeYjN3+Bm/7hg3z/29/kqquuKt0euO6HgMKq2hiqptFeG6cuFuGZ/iRpC6qm6UwYzZroDmxoqqKxMjLrveAnqyoqEQrl2NJSDcC+kRxZG6KhIAnTQ3dlYkGNx3v81fsv/N+PEUm/k7ZVHTQ2twD+6LesLbG6Pk5vSicWVo/qcFBUm1g4tOjn6qmojMpEwyHStkc4FKAqGkLTTvxngfgsEmZKnCvCbIjzRZippXSuzPQYFjVIzfM8PvjBD/KjH/2I3/zmN3R0dEz5/rnnnoumafz6178u3bZnzx66u7vZunUrAFu3buXZZ59laGiodJ8HHniAiooKNm/evDBPRBCm4XkeOdNmNGti2OXbgjoTecshkbfpLOxnPqu1hutvvQ1Z9lcIFUXhzjvv5Pzzz+euu+5CUfzbZUXhpWf5o7D2DGcIaQqJ/OLv0cmaDrrlEJ40DiqoyrRVhVEkODiaI5G3kIGqkEZrZYi2qjCHk36I2tr6KIbtUhHSTrngLqqLBDAcjy3NfjfOjv4UUU1hLGfN6Pzq6enhwQcfZOe+Tp7qTfLs3s5SwQ3guS7/euPHuO9XvysV3ABeqALDU5AlP5E+qMqENYW26jBbmisL7/3Ee2a7Hj3JPLIscW5rJZsaYwtWcMNEmFosqLCyKowH7OhLEQko5EwHw3LZN5IlazpUhlReunk15219WangthyXoYzJ2voYpzXFqQprjOamnpOW46IpEqEFGIM2n4KqQiyoMJ6ziARObbSdIAiCIAjHtqgr3ddeey3f+c53+PGPf0w8Hi/twa6srCQcDlNZWcm2bdv46Ec/Sk1NDRUVFXzoQx9i69atXHDBBQC89rWvZfPmzVx55ZV87nOfY2BggE996lNce+21M17uF4S5YNgO4zmLvOWS0i0SuoVuuRi2y+bGGGvrp0mpWiZSuk3OtNk77O9dPq0pzmtf8U42vugV1FmjnL5pQ6mLZdu2bbzuda9j//79UNnEb4fgj7/cx97hLEFFJms6haJm8QqarOnQ19tLz1gfbR2rSwUZ+Ku6063sAuwrPP/1dVFMxz3pvdbTiRda2rc0V/C7g2M805fiHWe30JvUSeZtGuLHLpi2b99eKqRlWebv/ulzbF6/7ujRWK7Dg7/7/dTba9v8/wmAJEkEFYlg4b1pqw7j4bGjL4UkQUCRGcoYNFeE2NwYX5S9+YosURXW6E8ZnNNaSXciz1O9SV7WUcNg2iCgyDxyyN8L9qKVVVMuirieR3/aoL06xPr6KJois64uypOHE5i2S6CQwG7YLgFFWZBE9vlWGwlwYCRHTVhDnqMLRIIgCIIgTLWofzHccccdJJNJLrzwQpqbm0v/973vfa90n9tuu403vvGNXH755bziFa+gqamJ//7v/y59X1EUfvrTn6IoClu3buVd73oX7373u7n55psX4ykJL2AHRnI8cmicHX1JehJ5LNslGlDQFImR7PIeX5fSLVwXnh/0U65Pb4qTtxzaV7bxuldfNGXbCEBraysXXnghazvaaa/y98R2j+dxPX+kU9Zc3M6Ar//ndq7+yxfxgSvexCVbt3DfPXef8DFZ06YnqQN+ezkwp7OpYwGFkKqwscH/2Tv6UkiAhMR47tjnV09Pz5SVa9d1+erNnyAajU47Guus8y+YenuNX3R31EYwbJd4UJ1SnK2sjrCluYKs6TCas9jQEOfc1qpFDcOriQQwHZezW/yugKd6UkiSRF00QF00UCq6t7ZXT3lcX0qnIRZgc1NF6aLPiooQrVUhhjITr7HpuIQ0mcAiXhiaK7GgSjyoUhU+9t58QRAEQRBOzaKudM9kvmwoFOL222/n9ttvP+Z92tvb+dnPfjaXhyYIs+K4HsNZg3hAOSpYyvU8UoZD3nLmtAhbKjzPYzBtMJI1yFkOYU2moybCQNqgtSp83BnVYU2hJqpRFw0wkjU5NJ6nKqKRzFvHXE2ebz09Pdz4sQ9PSV6/5frr2PrKi6aseB9p/4jfWl8fDRANKOj23L7fkYBCtNAyrcoSozmLZ/YfYvTwQcw1a1lXf8a0K5X79u07ekXbccjn89zwmS9xy/XXlUZj3XDrbbzkxS/iAzd+jq99+hO4jgN17QBsWlGD5brTJpa310RQZAlJ8ovUU51LfqpiAQUZOLPQir97KE3OdIgFVRJ5q3Rx6IJJRfdQxiAWVDm9qWLK+ybLEmvrYoxkLZK6RWVIw7RdGmLBRX+ecyEaUKiNakSDy+93kyAIgiAsFUsiSE0Qyl3G8EcR1UyzWhTWFMbzBhnDXtfJ4XUAAGGOSURBVJZFd8ZwSBsT+7k3NcRRZAnX8044UipSWL1dWxthJGuyZzjDy1fXMpw1aK9ZnFTonc/vnrZIPdzVedyie9+wX8itK+znDqpzu0dWkiRqIwHGcyYbG2I8N5Dm/R+8Du/53yLJMv/6lTv40DVXHfW4devWHRVeJysKbas6OG/ry3jRS1/B3p07WH/amaxo8wvsd777vZzz0ldhjPTy5QMBdo+ZdNRE8Lxjr963LoHE+aJYUCUSUAkoEs3xIP1pg2f6U1zQXs2fusfxgLV1ERpi/hakRN7CA05vqph2hb4yrLG2LsKOvjTRgIrlesRnMC6tHMQCKu3VkRnPXRcEQRAEYfbKvzdOEJaAlG5jOl5pz+dksuQXoBljeYappQwL3XbZU9jPfHpTHNv1UGRp2lFLk4VUmVBhZRxgz3CWWEBhPGejW4vzeq1oX400Tdt126qOYzzCt29kYj+3brtENWXa8+FUVIZVXA/WVvg/12ve6P+v63Ldh/6Onp6eox7T2trKnXfeiTwpvO6GW28rXUBobF7BWee9mMbmFaXHBFWZ1tZWVp5xPoN5vyNpVU0YSZrblvn5EtIU4iGFvOVwdmslAE/1JgF49FACmGgttxyXtGFzWmOcxuOMy1pZHaE5HmQ4Y/j/hrr0X4eZkGWJ1qrwnAX+CYIgCIJwNFF0C8IcGMuZaMf5ozWkygxnjQU8ooUzljVRJImdg/6M6tOa4n7yt6YQPUHRLUkS1WGN9mp/lXTvcIZIQCFr2iR1e96PfTqV9U383Y2fQ1qxEWI1RxWpx1IsutfWRdFtZ05D1IpiARVNkam1/T3JrNhY+p7jOH443TT++l3v4esPPM6/ffs+7n94B5ddceUJ/63aiEbGsBkvJJOviIcIKn4yeDnw095dzmkpFN09STzP49HCfu5ia3kxxfxEK/WaIrO2PsroYB/PPf4wo0N98/sEBEEQBEFYNpZHf5wgLCLLcRnJmcdd1Y1oCsm8jWE7BJfJChn486yHsyaKBAdGJla685ZDVVib0XOtCGm0FYru/SNZXNdDQiKRM4+78jhfknmLjRf9FV5qPSEZPra1kcvOX3/cx7ieN7HSXR/FdSEamPtfr7GgSliTOWdtK9sP9vn7rQNhMPPIskJL+/Sr8Ym8Ray2kdPWHn+1fjJJkkqBdk3xIIoioeCvIpeDeEgDD85e4e/r3jmYZtdghuGsSVCVOWuFX4xnTZs1dbEZrfT++J67ufrqq3Fdl3+SZe666y62bds2r89DEARBEITyVx5LFoKwhKUNm6zhHLfICmsKOctedi3macMmazr0JHUcD+qiARpiAXTbpTY6szTkiKbQFA8SDSiYjkfXeJ6wJjOYMXDdE4ctziXX9RjLW+we8vdn6y788x8Huf2PXTjHOZbepE7ecgkoEi2VYWSZE7bWnwxF9vd1r2xtoVKxQFagaT2yovCBGz9LvLbxqMd4nsdA2pi2HdrzPO7bOcjnHh6Ydj56cZ/+6poIZiGNv1zakONBhZCmlBLLLcfjP/7UDcC5rZUEVRnP83Bcj+oZhPb19PSUCm7wA/auvvrqaVv6BUEQBEEQJhNFtyCcopRu43ge6nGKET9YzC9Sl5OUbmO7XqlIPb0pjiRJeJ5HLDizld5IQCGsKaytiwKwZzhDLKiSLgS0LaS85ZA33dKq9cpCy/HXHz/M39/33LSFKVCaT76mNorjeoRUhbA2P79eqyMaluvxknX+Huw3/v2nuf/hHbz28ncwljv6+LKmw1jWIn7E+2G7Hp/77QFufbCTXx5M8elfHzhqosTBQtG9qiaC4bhlFbZV3N6QtydGh/2+cwyY2M+t2y5hTT1h4B9MnwJ/vJZ+QRAEQRCEIlF0C8IpGsoYBGcwrzegyIwdZ55yORrOGgQUuRRSdXpTHNN2Cagn3s9dFNYUgqrM6kKY2u937CUx3I/puKQWeF931nTQbYddhZFSH79wDf/8lxsIqjKPdid493f/zO6hDJ7ncTiR58c7B7jpl3v5wkMHgGJyuUNIk+ctcCwWVFEkidOa/EJySK6isbmFWEBlMK1jO1MLw/GcRd5ypqy850yHj9+/i3t39CMBqgx/6Erww2f6pzy2c7Sw0l3rJ5fPx+r9fJEkifpoAN12OLewr7to66T93BUhdUbnajEFfjJFUVi7du3cHbQgCIIgCMuSKLoF4RTolkMybx/3j/ZiW3JEkxnPWVhHFEXlSrccxnM2IVXmyR6/6H7xyirytj+re6bjshRZojKkkT6wA4BfPfYMl2zdwoM/+i6j2YW9SJE1HZK6RU9SB+C0phh/ubGBb7ztLForQ/SlDLZ9bwcX/8dj/NU3nuDTD+zj/l2DDGX8fe3n1EjotktVSJu3Gc7RgEIkoHBGUwyAp/uS6JZDLKCQMR1SR3QHDGZ0AsrEsYxkTa76wTP8vnOMoCJz68XrueqcegBu+10nB0ezpft2jucBWFXtz1svh+TyySrCGp4HZxVWusHfn14M7stbDg2xwIzeq9bWVu666y6UQgq8oijceeedtLa2zs/BC4IgCIKwbIiiWxBOQdqwyR2xipjSLX69b4Rbfr2PS//zcV7ylT/y+OEEEU0hZzlklkmLeUr3n3vXeK6UAL2+PkbecqkKa6gzWP0vyo8P8av/+Iz/RUMHruty+03/yPMHuzDshdsHP5Yz6RzzC82V1WEqCu3U6+qj/Nfbz+Klq6oxHJeRrImmSJy1ooKXRBNIP7oJ58tv4+bLL+B/f/DtaWc9z5WgqlARUqmLBmiMBzEdjyd7kqiKjO16JPMT51fOtBnNWqWZ0gdGs/zNPU+zeyhDdVjja285g1etqeGyDVVcsLISw3H51M/3YNouGcNmMO0n7rdUhtEUqezGZMUCKkFVpqUyRFXYfw22tlcjSRKO6yFJ0qzeq23bttHV1cWDDz5IV1eXCFETBEEQBGFGRHq5IJyCZN7C8zyyhsN3/tzLo4fG2TmY5sjMrZ/vHuL8tipsxyNt2FRHZhYytpQldf+5P3HYX+U+r60KRZawHJfq8Oye30B3JwwfAtuCUByqVuAm+jhw4ACpczZSH5v/Ys92XBK6VVrpPb0pPuX7FSGN2y49jV8+vZ+xwQFedlo7QVXmkq0X4RXDtYA7bv4E2952Gatq1szbsdZFA/Qldba2V3PfcwM8emicl3bUEFZlBtN6Yaa2xHjeImc51EY0dvSl+PB9z5E1HVZWh/m3S0+jtSqMY1vIksSNf7GGd9zzDHtHstz+cBevWe+vftdGNEKqjON5hOZpn/p8KXYF5C2XV62p40fPDfDaDf7zypkO0YAyo/3ck7W2torVbUEQBEEQZqW8/oIShCXE8zyGMiZhTeE/Huvm3//UzbMDfsHdURPmirNW8P4XtwHwdG8KAE2RSnOPy5nneQymDcKawmPd/tzjF7VVlYK4Zrqfu2jzhvVIuND3vH9D+1nIikJTazvJeX69enp6ePDBB9l78BC65ZRC0Y4sugF+8r1vceNfXcAXr3oTb3n5WXx3+9eOCtdyXYf+7q55PeZYISn/xSurAHikMHs6FlRJ5O3SqK/htIkqSUiSxG2/O0jWdDi7pYKvv+3Mo+ZS10YD3PgafzTat5/q5XtP9wL+fm7DcQlrCtosuheWAlmWqI8GyVkO794Y4p/PhJWq//5mTZuayMzG2gmCIAiCIJyK8voLShCWkJzpkNL9/dx/LKQiv/f8Nn667UXc++7z+NiFa3jH2S1IQHciz2jWL9BHs+ZRYVeLqVh0zmb0Udb0k8UVCZ7pTwMQHtlP9+EeQrMIUSta29HOdTd/Aanb39fNqnO44dbbaGtrYyBtHJWqPVe2b99Oe3s7F110EWdsXMv/fP/bPD84kcQ+2WB/L7d88iNTRkZ9+z++inREuJYsK2zesG5ejrcoFvQT37c0VSBL0DWeZyClE1Jl8rZ/XuYth+GsSUVIZSCl89xAGgm49fWbjplC/orVtbxlSzMAP989DBSSy213Xlvm51NlWOWXP/gOl7/sLD71njdxydYt3HfP3ZiOR90Mx9oJgiAIgiCcClF0C8JJShk2uu2QyJl0jedRJHj3ua00xYOl+1SENNbU+ancT/eliGgKecsprUQutslFZ3t7O9u3b5/R41K6jW67PD+UwXY9SA1x49+8ibe+4ix+c993Zp1yHVBl3vrOd3Pz9R8DILzhxbzxre8kFlBIG/Mz37ynp4errrpqShH9tS//KynDJqBIrCuMMCs63HnwqFVtz3V5199ei1wI15Jlhetv/SKr2lfO+fFOVhyHpShS6eLAI4fGkSQJRZIYyRok8hZZ0yYSUPjN/lEAzm6pOGGh+ZGXd9BRM7EKvromgut5xMoouXyy5NAAd3z6H6e8z7dcfx2pkf7Snn1BEARBEIT5JIpuQThJibyF9P+3d99xdtV14v9fp9zepveSSSEkgSRAICRgKCJNkVhYI8jqioC6fEVcUUGsq8Ki/kBdV0BQV1CxrFJcxKWpSEgghNDTy9RMMvX2csrvjzNzk8lMkplk7pT4fj4ePCD3nnvnnJkPk/s+7/fn/VZgTXMfAAuqwvmGVftbXOOMK9rQ3o9bV8kN7OuebCMFnddee+2oMt49ySyqAs+8NXDsrg359/julz5LW1vbmM+nyOdiwcw6inw6KcPmtd0xvC6NdM4imhn/EvOR5i7blc4+7OMrgsNKqeubZg4bGaVqGqs+ei2Prn6Fu379KPf8eS0f/pePjvu5HkhRFMoGxmGdPjD+al+JucbeRJbd0TSqoqAqCk9v7QLg3Nllh31vr0vjGxcej2ug4/ng/HTvNOtcPqi9eUd+z/0gyzTp7WgZNrtcCCGEEKIQJOgW4ghYls2eeAa/S8sHO8sai0Y8dnGNM65ocF+3qij0TYF93SMFnaZpsnXr1kO+zjAt9sYzBN06Lw40UWOwLBwnoDnce4wk6NFRFIWlDUODSF1V6BqH0WGWZbM7mqYr7pSrjzR3merjAVgwwn7uyupabr7tzn1ZbU3j5lvvoLK6lsrqWpYsO5OSipoJm2Ud9jrjsAZnTr/Q3Idh2QTcOvGMQU8yR8ij0ZXI8kq7s/bOGUXQDTC3Ish3L5nPdWfMYEFlcKBz+fT86+L4uccNv1miaiycNxdNLcxYNyGEEEKI/U3PT1FCTLJ41il59uhaPvAczDgeaHGtk+netDfulPu6VLqTWawDW5xPsJGCTk3TmD179iFfF8s4jboyhklrcuDB5lfH9B4j8bk0FGVfc7A1A0F3YCBwPJr55omMwasdUdY297FmVy8b2qL4SyqGzF1WVY3qJW8H4MSqMIZl05fKYe23n3zlqivzWe1HV7/CylVX5p8zLBtdU0Y9n/xoBT0abl1lVmmAsEcnnjV5c3cMXVWwbefnFPToPLO1Cxs4sSpE5X5bHw5n+YwSPnJqPVnTxq1p065z+aC6ujpuu+M/UdV9N0s+8eX/YN7sGZN7YkIIIYT4hyG1dUIcgWjaIGtYbIsliGUMwh6d+ZXDs6MAVSEP1SEPHbEMr++OsbgmQl86RzxrTOqe0rq6Ou655x6uvfZaTNNE0zTuvvvuw45D6kpkyVk2b3U6DdQq9Sx7s3EsnMD1P//rR0c0Usnv1vDqWr4c/63OOH2pHEGPzu5YmmjaoHSMja8sy6YjlmbjnjjRtEFl0IONTXNfkvZomlMvej+vvnUur23cRI+rjE89tRuwOaEqRF8qh21DS1+a8oA7n8EezGwfKJ1zbsL4JijoDrh1/C6NrGlxWkMRT27p4vldvSysCVPsc5E1raGl5XNGl+U+UMaw8Lu1ad3l+2Mfu4qyBUtJ7W2lsq6JYFklYSktF0IIIcQEkU8dQhyBnmQWXVXyJdCnNRQdslR1cW2Yjo172dAWZWlDMVnDIp4xJ72R01VXXcUFF1zA1q1bmT179mGD5fb+NM+9upne9mb+2l8EwDsWNvHB1a/w+sbNzJ09m0uXn3hE5+LVVXwuFVWBWaV+tnUnebGlj3ccV45tO3PBxxJ0JzIGW7oS7OpN4dVV6iNeFMX5GdVFfCSzJtu7k3j1AI0LT6N5Ww+G1UGJ30V12ENbNM2s0gCKorC927m5Uh50oyoj/5z3BacTkxHWVIVSv4udPSlObyzmyS1drNnVy7XLGkn0dNKyYztd1Y281OpUYhxsP7dh2eyNZ1F8BhF9+HrMmhZV3tFnyKeioEenob4etaHe6cTu1SdsG4AQQgghhATdQoyRYVp0JbIEPFq+BPpgpeWDFtVE+NPGvWxodwIgRYFoOkdNxFvw8z2curq6UWWme5JZvvOfd3Hnl//NaUz1sXshXMGp9UVUVpeQ85dwfHnwiM9DURSKfC6ae50gclt3kjW7ennHceV4dZXOaIamEn8+cD6UPbEMb3TG6EvlqAi68eoanR1ttOzYTn3TTCqra/G7NfxuH/GMQUc0za5ep1Z+QVUIRVGwLCj2u6gJeykLuNm8Nz4s623ZNlnDIm1YRDMGNfsF9hOhyOfGsJL5fd1vdMb41S9/wR03fwrLslBOPB/7HddxfEWQ2hHWWsawaO/PEPHp9CRzBLwe9AMayBmWTcgzvbt8uzSVYr+LjmiGnGlREfJM6M9JCCGEEP/YpucmPSEmUXRgT7Np2rwxUGI925dh3epn6ewY2rW7s6ONdaufpcGdBuC1jhiGaeHTnQ7ThZo/PRapnMkr7f10xTMHPSaRMXhq/cZ9AXekCsIVYOao1RLYto1tc9SznCNeF4Zlc/pAM7U1u3qxbZuQR6c3nRtV13fbttnWlSCeNqiPePHqGg89eD+XLFvIx1ftm9M8KOjRaSjys7krATjzuXOmhUtTCLid5m6VIQ+n1hdxfEWQ/nSO5t4ULX0p2vvTxDImmqowq9Q/ZFzcRAh5ddy6QrHPNTDaC/6/nz6Yb5Bnz14GwGmVw38u8YxBZyzNzDIfc8uD1BV52R0buWHddN3Pvb8Sv5u0YaEoSGm5EEIIISaUfPIQYoyiaQPDslnf2Y9lQ5mW5aNvPxnLslBVlZtvu5OVq67koQfv51tf+LSTcVQ1vDf8jrQBG/cmmF3qJ5Zx5nUHJzkA6E3m2Lo3QWtfmlmlfppK/UP272YNizc6Y2zctHnf6KWGRc6/OzbR1eamvKoan0sjPMLItLEY3A+9uCaEW1PojDsz0JtK/HTGs/Qkc4ctyY+mDXrTOUoCLhRFobOjLf9zgH1zmpedde6Qvdlv7HZuoJxQFSKVM/OzsAd5XRrzKoOUBdz0pbL4XDo+l4rP5ezjViehE3bIoxP06CSyBqc3FrO9J4ndsBg2/R08gfzPaabSO+R1vcksKcNiQVWYhoibnu4sc0qCxI0EPcksJX6njN+wbDR1+nYu31/Io6OrEHTrk76tQwghhBD/WKb/JykhJtjuWBqvrrJmVx8AXS8+PiygW7/uRb65X6BnWybpbS8Bzrxuj66SMkziU2Bed18qh64pBN0ab3bGeaG5j93RNLZtY1o2G/fEaO1Ls3jB8fu6nTcuBkBpeZX6GU0ksiYRn47ffXRB9+CeaEVV8l3fB0v4/S6Vjv70YasDelM5MoaFd+DGQcuO7cNGo1mmScvOHfk/9ySztEczKMCCyhBpwyLs04fN6lYUhYqQh+MqQtQX+ygLegh49EkJuMHZ110e8JDImfkSc2ac7Px75mmg6dC1i1PnzQScKoDdsQym7cyPn1MeyPciCHtdzC0PksxZpA0TgIwxsc3hCino0fC7dEr9btzHwE0EIYQQQkwf8slDjIt0zmRPLHPIEuVjQTJr0J8yCOw3n5ud64ccY5km69Y+vy8rPKj1TcCZ160oCqoCPcnJnddtWTZ7E8688aBHp77ISyxt8EJzH693RNnWFWd7d5LKkJua2jpuvu1OFN0F9U6ztA+/8xwqq2tJGxaVwaPfn+53afjdGsnsviByMOgOeZ0S82j64DcqbNumoz+Nb7+gqr5p5vA5zZpG/Yym/J9fH8hyzyjxEfToZE2LUv/YOqVPlmK/M697cW0Ij6ZCqAylvBGOWw7A2xoj+Yx+RyyD361xcl2E+mLfsH3NtREvjcU+OgdmmWcNC4+uTFhzuELy6BplARdlwenxcxVCCCHEsWP6f5ISk8IcmGG8qyfJupZent3ew+qdPbzR6exZPlb1pw1SOZPOeIbOWAaXqqC0vznkGE3TuOJd7xgW6Cm7NwJOptu2bYJuZxTW0cyfPlrxrLM/fbAxmDqwf7nU72JLd4LXO+MU+1z5rPHKVVdyx6NrwBfGpyt8/EOXOSXIinLUpeUAqqpQGfSQzJn5fd0vtfaTHchcZwyL3tTBb1RE0wZbdu5iy8vP5/fXV1bXcvNtd6Jq++Y033zrHUNKy1/Pl5aH8/vTA0eZtZ8oYY8+kIlWOKk2DMDl//EA+uylAPzre84FnAaAtu2Uz5cHR957rqoKx5UHKPW72RPPkjFtwh79mGk6dkJ1mJrw5DcvFEIIIcQ/Fgm6xZj1p3I8t6Ob53Z0s76tn85YFremUBH0EE0bRKdAyXSh9CRzqAr50vKT6iJ88Ru35wO6wVnXK85cxj333IM2GOipGtd//Go8mkpfymBXb4qgRyeWMeg/RBBZaLGMMaQUe5DXpdEQ8VET8gzbc74t5eyHPbWhGF1VSGYNAp6j3889qMjnwrJhVqmPUr+LtGHxakcUAJ+u0t6fxrJGLjG/68f38pHzlvCpK94zpGHaylVX8ujqV7jr14/y6OpXWLnqyiGve32//dwZ08Kjq0P2c09lfrdG2KOTyJqcPsO5UfH7Tf0YNjQU+5hV6gecn3XEp1N8mGZ3frfO8RUhLNsmkZ38sXbjyaWpk7YVQAghhBD/uCToFmPWEU3TlchR6nfTUOSjaiAw8+gqxkAG/FhkmBadsTQBt54veV7WWMzKVVfywFPruOOBh9i2fQdXXXUV4MzA3rlzJ8888wwPP7+Bd7zngyyockZqbWiPog98+D9U5rbQ+lIGB4tBFEUZtqcZ4IXmPgBOqy8CIJE1KQu4Rzz2SIQ8On6XRtqwWTpQYj5Yyh/2uuhN5Ua8sdPS0sLNN1yXL+sf3F8/mPFOe4vZ7p+JHi4f8jrLtoc0UUvnLHwuDf802cfs7DN3k9pvX3cq53wP3j67LJ+ljmdNqoLDR4KNpCLoZnZZAI+uHBOdy4UQQgghJpN8mhJjkjFM2qJpIt7hTabA2ZO7O5qZEqOwxtvgqDCXqvBSmzNvezDI8ZdWcsF559LYUD/kNXV1dZx99tksmDWTrGnlm4O9PPB6v0ujPZrGPEjmtpBMy6YrkSFwkOBycNzZ/mPQMobFhjYn63xaQxEAOcse1/3P+zK3xpDRYQAeXSVrWvSOsBd+wxsbR2yY1rxjO7/e0M7lD7zM7c9s490/eZHv/GUbnTGn/8Cu3hSJrIlXV5lVFiCVMyn2u6ZVRjTidc63schHxX57ls+dXQo4XcgVBUoDo/s5KYrCzNIAjUV+gtOkzF4IIYQQYqqSoFuMSXciRyxtHLSUOOjW6E/niGfMCT6zwutPOaPCXu+MkTEsygNuZpX683uAD1W2G/RoKIrCompnz+2GdidwDbp1YmmDaHris93xjEE8Y47Ycfxgc61f7YiSMS3KAm6aSvxkDAu3po5baTnsl7k1rHxgv2lvgqf/6twA8Ls02vpTw0rMy2pnoBy4jz5cxo+bfXz7L9vy550xLR7c0M7Kn73It57awpOb9wIwrzKIrioYlk3RNCupDntdBFwaqZzF6QM3gmrCHo6vcCorYukcEa+LojHMUXfrKovrIkc9e10IIYQQ4h+dBN1iTDqiKXRVQT1IYyWvSyNtWMdciblt23TGnK7Yg1nX0xuLURRloBGZfsjgJDjQ7GpOuR9Vgbb+NHvjGdy6Ss6y6UtN/D74WMYY6E499NfAweZa72hu4Y6/bQfg9IaigWs3CHq0cc+GRrwuVJwbGZV6FoDPffM7XLJsIX956EH600NLzG3bhmAp13/tO/n99crcM/Be/WPW707h0VRuPHsWj33sNH743hM4uTZCzrT5/Wu7uXtNM+CUllu2jQLTZj/3ILeuUup3k8gavPeEKoJujStPqcuXlieyFtWh0ZWWCyGEEEKI8SWfwMSoxdIGe+NOxuxQ3KrC3sSxNTosmTXpTxsE3Hp+f/HSgSxsPGtS4tcPOcvY59IIuTVURWV2WQDYl+326Sod0cPPnx5vvclsfkbz/kaca20rfOnJnWzem6DE7+JjpzcAkMyZVAY9416KHfa6CHh0djW30Lnmj86DjSdhWRa33/IZ2tva6N5vjUXTBr3pHO+/4p/5zV9fZtm3HsF+5+dJ2RpzywM8cMVJfGBxDaqisLShmHsuW8iPL1u4b7Y1cEpdEamcidelEfBMv5Lq0oCbrGlzQnWYv3xyOZctqgEGSstVKBllabkQQgghhBhfEnSLUetOZknm9o2XOpigR6crkSOVO3ZKzPvTBsmsQTyTY2tXEgXyZbxZ06I8MPIIpv2VBd2kcxaLa4aWmIc8On3pHLEJ7Pru7OfOEnBrtPen8/ubYaS51gpceD0bo84e9O9duoC6iC9fVj+WkuXRcusqJX4XW7dugR0Dc9CbTgFFxTJNejuaaY9m8iXmvalcvgv777Zneb4LFOBfTq3nZ6sW01TiH/Y1TqqN8IP3nMDPP7iY2981jzNmFJPKWQTcGt5pOJc67NVx6wpZY+gNk3jGIOTWCvJzEkIIIYQQhzf9PlmKSWFaNi19qVGV3frdGsns5I7CGm/diQyaqrJmoHP3vMogRT4XWcPCrSmj2vca8ujY2Pmge/Xmdjo72pyS/Jw5oSX58YxBMmeSypp88BfrefdPXuCbT25hTzwzbK41Kz4Cx5+Fpirc/q55zKsMAU6W2+cav1FhByoLuCmrm4HS8Rak4+AvgprjUTWNubNn05/K0Z/OYds2Hf1O6b9p2TwxsEf7GxfN5V/PmHHYrurzK0OcO9DlO204ndin41zqoEcnONCAbn/xjEl12Dtu3eWFEEIIIcTYyKcwMSq9ySy9yRyRUQRYqqKgKNA9Qofp6ShnWuwdyAqv3umUli8fmIcczxoEPTqhUZQjBz06Xl2jbe3/AdASN3nXWafz0IP349G1IdnmQotlDLKmzUtt/SSyJqYNf3h9N+/56Tq+/+wOzlm5ikdXv8Jl33sElrwHgC+dNyef3QdnVFjEp4/YiG08hL0uampr+cK/fwe2v+g8eNxybr71Durq68lZNt2JbL60POTVeW13lO5kjqBb49zZZWP+mpYFoQLdRCg0TVUoD3hI7FdhYlg2jKFruRBCCCGEGH8SdItR2RPPYtscNFtmWDZb9ibyJeVBt05nLI1hWiMeP51E006Xb69LY+1Apnt5Ywmwb0/zSHujDxRwa8S7d/OjL18PfR2gathVx/Gtm24g1dNJTzJHYoJKzHuSWXRF4YWWPgDOmV3KopowGdPi5y+1svKn67j3jSS/2+Ucf90ZM3jX/Moh75E2LCqD3oKdY8ijE3DrvP29H+SWa1YBUH7Ge7n0Ax8CIODS6Ihl6E5m86Xlf93WDcCZTSVjzuwapoVLUwhM4xFZxX4Xtk2+P0A8YxDySGm5EEIIIcRkkqBbHFbGMOmIpgl5h5aWp3Imz2zt4it/3sQF96zhg79Yz78/sQVwsrrxjNN8bLrrT+ewbJuNnTFiGYOIV2fBQKdrbCge5YxqRVGIdbY4TcpaX3cebFqCZZp0t+0imTPpm4DRYYZp0ZXI4nOpvDhwE+GfFtVw72ULufPSBcwu8xPLGPzh9d3YwD8tqubDS+qGvodloylKwUrLYSBzG/SQyBpcuHgWXl1lb9Jg45444Oxh7kvlaB8oLbdtm2e2OkH32QPzqccilbPwubRp17l8f+GBLvmpnHOzK541qApJabkQQgghxGSavikdMWG6Elmi6Rx1RT4AntnaxSNvdvLCrj4yB2Sy/7qtm/RAB2jLtulNZqd1aatt23RGM3h1led27hsVpqkK8YzhjAobQ+B54ry5KKqKveV5OOEdMPt0lL/9hPqmmZiKwt5YltqIr1CXAzjd1pNZk3jGYG8ii0dTWVgdRlEUzmwqYVljMX/etJcHXmplQVWIfztr1rA9zomsQcBTuP3cg4p9LkzLxqOpLJ9RzNNbu3l6azfzKkO4NBXDsulPGxT5dLZ1J2ntT+PWlHwlwlikDJPSgHtaB6h+t0Zk4GaEMwpOoWwa//8nhBBCCHEsmL6fLsWEsG2bjmgat6aiKgprm3u58Y9v8ez2HjKmRW3EyxUn13LP+xdSFfKQMS1eHChZ9rk0dsf2dZiejhIDo8KCHp3ndvYA++/nNin263gPMSrsQMfNbOT/ffU7KG2vQzYJoTI+8rX/pLK6lpBHpyuZJT0OXd9zpnXQ94mlDXKmzfo2p3v6otrwkFndmqpw8bwKfvmhk/nieXNGLJ1PZJyGY4UOUMNeHZ9LJ21Y+T3az2ztyj8f8eoYllNa/peB0vKlDcWH7bA/koxhUTrKqoWpSlEUKkIe0oZFLOPMUC/2S2m5EEIIIcRkkqBbHFIsY7A3ns1353749U4A3tZUwoMfOpmHPrKEG1bM5OS6CGc2OdnFv+9wgtOQR6c/bUzoKKzx1p/OkTKcrPDmvQmA/GznrGFRETz8qLD9Bdw6K1d9iF8+sYaTq5wxVvbM05znPBqJjHFUJfm2bbMnluHF5l42tEfZtjdOxhgafPeksrg0hRcGSstPqy8a89cxLHtCAtSA28mmJ7ImZzaVoKsKO3tT7OhJAhDxuqiL7KvAgCMrLR/cAz2dS8sHhT06iuKs3WopLRdCCCGEmHTyaUwcUlc8m9/rGs8Y+UZVV5/ewOyywJCy48Gg+7mdvdi2jUdXyRoW/ROwT7lQuhNZNEXh+V1Oafn8yiAlfrczKkxXiXjHlkXUVIXSgJtASSXvWzoXgKe3dWPbNqqigOJ8zSORypm82RnnheZe+tMGmgKv7Y6xZlcvbf0pLMtm565mnnzqaaJdu1nX2gfAaQ1FY/o6acPE41ILXloOA5nboJtUziTo0fPn+vR+2W6A9v40m/YmUBVY0XTw0vKMYZEboblfxrTw6Oq0bqI2KOx1EXTrKIoyrbd2CCGEEEIcKyToFgdlWjYt/SmCA9m/p7Z2kTEtZhT7mFcRHHb8kroIHk1ldyzDtm4nE+nW1QkdhTWeBkeFBT1DR4V1drTx97/9hWRP56hGhR2o2OfGsGzOmFGCS1No3i9zG3Tr7I6lRwwMD8a2bdr706zd1cumPXEiXhdVIQ9Bj059kZdU1mRdcx9f/s4PmDWzic/+83v50OWrSGRNwh6dueXDf5aHksiYBN0awQkKUMNeF4qiYNn2fiXm3UOO+et258+La8IjNrazbZu98QxdiSx74lna+lNDyu/Tx0ATtUFuXaXU7ybs0SmWruVCCCGEEJNOgm5xUP3pHNG0kc9oPvbWHgDOqvPy0vN/p7OjbejxXbuZHXSCxX0l5ho9yRzJ7NQoMTdMK19KfCg9ySyvd8SIpg08usaagUy3seUFLlm2kM995H2sOuskfvrTn4z5HIIeDZem4NVVTh0o7X5moIIg6NGJZUx6RznjPJ0zeaU9yostfaRzJg1F3iH7mVXF6QCuxLv41k03OJ3TAbtuIQAnlLtHNe5sUNawiGdNqkNe1DG87miEvTp+l0Yya7JiZgmqAhv3xOmIpvPH5LuWzxo+m9swLVr707h0lVMbilg2o5j6Ij99aYOWvhTxjEEqZ1Lsd03YNRVaZdhDXcSLW5df8UIIIYQQk00+kYmD6k8ZGJaNS1PpiKZ5qbUfgJ9/+n18fNW7uWTZQh568H4AHnrwfi5ZtpA3fn8XAA+/sBEAv0sjlTPpS01+0G1ZNuta+lizs5edPUn6U7lhAXh/Kser7f08v7OX5r4kFUE3b3XGiGdNwm6V//7Kv+YDV8uyuPbaa2ltbR3TeQQ9Oj63RjJn5jO3fxkIGnVVAWz2jrLEvK0/xbbuBGUBlxNcKyMHjR3NO7Gt/bLnDYsAaNSToz5v07LpiGVoKvHTVOof9euOltelUezXiWdNSvxuFtdEgH2Bdm8yy4Z2Z22ePWvofu54xqAtmqE24uW0+mKqw17Kgx4W14Y5o6mEOeVB0oZFxrAoGuNWgamsOuxlbmVosk9DCCGEEEIgI8PEQdi2ze6oM/8Y4LGNTpabllex+53/tiyLb910A3OOn8+3vvBpJxjd8ZJzWMbF1l3NzG5sQFUUuhIZaiLeSbmWQbGMQfdABnl3PINbUyn2uaiJeAm6NTrjWVp6U6QNk1K/O58xHiwtnxu0eNEcevPANE22bt1KXd3QOdaH4hr4uh3RTD5z+9ZA5rY67CXs0emIppld5sejH7zc2bRs2vrThNw63kMcB1DfNBNVVZ2fke6GmnkAnDN/dOdt2zbt0TTVYQ/zKoPoE9ycqzzgoaXPyWyfO7uU9W39PLOti7dXw69f2I5lw3Hlgfwas23nxoVl25xQFWJmqX/IOSuKQpHPRZHPRWOxj65EVkZrCSGEEEKIgpBMtxhRPGPSl84R9OjYtp0vLeeNp4ccZ5kmG15cm8/+Eu2E7mZQNZ58bRfgdFPujI3PKKyjEU0bZE2LqpCHhiIfRT6daDrH+tZ+nh/YD+1zqdQX+YaUaA+OClsxpxxVHfq/jKZpzJ49e8znUuJ3kzMtSvxuFtWEAfIjr4IenXjGoDtx6BLz3mSWvpQx4pzwzo52Nry4hs6OdgAqq2u5+bY7UTUNaueD7iKsGpw0Zwa2bRNN5zAPMdqtI5qh2O/ixOrwmEakjZewV8elKmQNi7MHqgNebuvnXW9/Gz9/ci0AVal9FQcdsQw+l8aS+mKOqzj0TYKgR2dGiZ/AEezPF0IIIYQQ4nAk6BYj6k/n8s2l3uiMs6s3hUdTULatGXKcqmksPnXp0GB0xzoAtuecBl1Bj0Y8k6M7eWRducdLdyKLa789u15dozzoobHYR0XATWOxj+ABgdfeeIbNexMowAWLZjqBq+oEnZqmcffdd48pyz0o6NZQFCdbfc6soc3BVEVBV5XDNqDbE89i2wwLKB968H5Wvu1kPnvtR1j5tpPzWwBWrrqSR1e/wvnXfR2As46vRVEU+tMGyZxJezRNZywzrIlbVyKL16VxYnV42PdnokS8LiI+F7GMQVXIw3ElHkDBPm4FNJ4EwLN3fZXOjjZMy8ayYX5liMrQ2Ea6CSGEEEIIMd4k6BYj6oo7s5wBHnvLmc19zuwyvvjvtznZUpyA++Zb72DB4lP2ZVEBZed6ANbvSWNaNoqi4NJUdu/X+Gqi5UyL7lT2oN2pD5YJXT3QQG3ewKiwd152Bff93ws88qf/Y+fOnVx11VVHdD5Bj47fpZPKmfl9yBva++kduDER9ursiWdIHGTGecYw6YimCXmHXk9nR9u+Un/2bQEYbHpXWV1Ls+ncDBkcv5XMmtRGfJzaUESxz8WeRJb2aJp0zqQ/ncOwbE6oDlEyAXO5D0ZVFapDHhID1RLz/QM3JJatcsrl+zqw9+ygZecOYhmDoEej2H/s7NEWQgghhBDTl9RTimHSOdMZleXWyZkWf960F4B3zqtk2YwrWXbWubTs3EH9jCYqq2sBJ4t62plns2vnDhqaZnLFw830pQze6oxxQnWYiNdFVyJHPGNMSrY0mjZIZMwxZz4H93OfMcOZ/ZzImjQ21LNi1klj6vp9IK9LI+x1OrvXRLzMLQ+waW+Cv27vYeUJVQTcOt3JFN3J7Ihlz92JHLGMQe0B++RbdmzfV+o/wDJNWnbuoLK6lr5Ujk174gD5zumGbVPqd1Mb8VEd8tKVyNLWn6Y96tw0WVgTpjo8ufvxAUoCbnRVIWdaXLywjodaW8ETcJ7cugZV06if0UQ8azCnLIhrgvedCyGEEEIIMRL5VCqG6U8bJLMGAY/Gczt76U8blPpdnDqQGa2srmXJsjPzAXcya9LWn8IOl1M9fwk1NbWc3lgMwN8H9kP73RqJrEHPJJWYR9MGnR1tbFgzfNTZwRiWzdpd++ZzA8SzBuVBz1EF3IMqQ17ShhMgnzPYxXzbvvnTXl2lPZoeccRZRzSFriqoB3Qrr2+aieL2wfxzIVIFkA9GAda19mEDM0v9lAXcZA0Lt6YQGtgXrqoKFaF93b2X1BfRWOw76msdDxGvi7BXJ5YxOPm4Jsr1fWtJ2f4CN996B2WVNYBCqTRFE0IIIYQQU4QE3WKYnmQWFGdv8WBp+UXHVwyMs3JYtk1fKkdzX4p41qChyM8pdRGCHp1kzsxnhv++ozf/Gp9Lo61v5CCy0H58371ce+Fpw0adHcprHVHiWZOIV2f+wPgl22bcyqwjA83BcqbFObOdEvO1zb3EB0rKw16d7oQzK31/sbTB3niOiNdFZ0cb61Y/m7+R0GEHKbr+Abjw0/CRH8KKf+Hfvnln/gbJC819AJw2kOVO5kz8Lo3QAdn0we7eNRHvQceQTTRNVagJe0lknRLzd588C4CQDg//9kFWrrqSeNYg6NYo9klpuRBCCCGEmBqkvFwMYVo2nbEMAZdGNJ3j2R1OpvrieRX5Y1I5kz3xLBGfzoLKEFVhD+GBGccd0TSdsWw+M7xxTzw/jiniddGTytGfNiiawKBoy45d3HbTDfk51YP7nJeddW4+GB3JcwPXvqyxGE1VSOdMPLpKeIRu4Uci7HURGsjczizx01Dso7k3xeqdvZw/txyvrpE1s3QlMkT2+351J7OkcibP/fHX+f3bisvL0s//mLXJCDYufLpCChcseQ/3xV14Xt/NJfMrebGlD9i3nzuRNWkq8Y1L5n4ilPjdqIqCYVq898Rq1uzq45IFldTUVgPOXO6ZpQHcutxPFEIIIYQQU4N8MhVD9KedvcIhj84Tm7vImTZzygIcVx7MH9OTzDKz1M+ZTSUcVxHMB9wAFUEPWcOiNOBmfqXzmsGRWx5dJWtadCcO3ZV7vL365sZ8wD1ocJ/zoQzu514+kLWPZ01CHv2gzdjGSlMVKoMeklkLRVE4Z6Ch2jPbuvLHBFwarf3p/Dgvy7Jp608R7969r2Fa1Rzsy7/LmmQEG7hkfiWP/sspfPOcGhqKvPQkc3zjyS1c8cv1tPSl0RQ4uTYCODdZiiexQdpYRbw6EZ9zo6Iy5OG/P7iY9y90Am7LdrqWy7xtIYQQQggxlUjQLYboTxkYlo2uqfzvwGzud+6X5R4MbKpCHjz68OAz4nXh1lUyhsWZTYMl5j355w8MIidCWU0jygHztfff5zySP2/aw+YuZ1TYssYiwMnwV4Y841puXeJ3Q350mBN0P7ejl8zAXu+IV6c/ZeS7mvelc/Qmc/R3NGNZNiy/AlbdDqX1EO/hk8fBV84/jpBHZ2ltkF9+cCE3rJhJ0K2xtSsJwIKqEEGPTsawcOvqsNLyqUzXVKqCHuLZ4TPfB5v0SddyIYQQQggxlUjQLfJs26Yjmsanq3TGMrzaEXXmU88tzx8TH8iCHyywCXl0wl6deMbI7+tes7OHNX939h0fGEQWmmXZqJFyPv2178A7roNPPABv+zCf/ub3Riwtj6Zz3PKnjXzxT5sAOHdOGcV+N5btjD6LeMc3oIv4nMx5Mmsyv8qZK53Mmfx1oKGarqlYtk1Xwvl+7Y1lMCybmbNno8w7C07/AKgavPUXlAeu550nzRzy/i5N5YqTa/n9R5bwnhOqCLg1LltUA0Ay64zWmqzZ20eqNOBGVRWMA27cxDIm5UH3iDeDhBBCCCGEmCwSdIu8eMaZyxzy6Pm93E1BsGL7yp2jA2W9BwtsVFWhaiBwnFcZJKCapAyb6z5/C5csW8gff/sLbJt8EFnwa8oaxDIGF112BdrC88EXhlPfx129TfzX6p30p3P5ZmR/3rCVDz6wnsc37UVT4OqlDXzzwrmA06Hd79LGbT/3II+uUeZ3E8sYqIqSryp49M3O/DEhj05bNE0iY9AWTRPy6FRW19Jw6SecA174Her/fY8vfvXfD7pHvcTv5ovnzeGvn1zORcc7XyORMykLjE8n9olU5HMRcmv5hnPgVGCYtk1FcGwj4YQQQgghhCg0CbpFXl8qRzpn4XVp/PbvrwKw/U//ne/27ZSEK5QfJrAp8rlQFIXd7W0kXvuL8+DMU/MNzFK9nbRF02QN61BvMy6iaYNMzuK1jhimDaV+F8eVB0jmTH7yQgsX372ad97wLT7+o4f54l866IxnaSjycd8/LeLaZY3oA7OeE1mTYr+O1zX+WdSyoBtjoKP7JfMrAVizq5fOmLP3PeTRiacNtvckiaWdSoO2/jS7sj4U4FvXvJ9HV7/CylVXjunrWjYU+aZXlhuc7H912Es8s6/EPJExCbp16VouhBBCCCGmHAm6Rd7eRAaXprCzuYVtyYHgZdsL+WB5+65mgp7Dj2OKeF0E3RpbtmyBrWucB+eeCYqKZZr0tjcTT0/MzO6eZBZNVVjT7DRFO2d2GQ9cfhLfftc8ZkTcZGwVTl8Fp1zqvODVx7nj7ZWcUB0e8j4Z06IsUJgsapHPhU/XSOVM3KkeZofABv53YFybpiqoqkI0nUNRFDRV4Y8DmfBT64s4/+y3HbIL+0jShtOJfTrt597f/nvhAWIZg/KguyA3RYQQQgghhDgaEnQfg1pbW3nmmWdobW0d9WvSOZPuhFNa/sSrO0F3QV8H9LQATrfvrdu2Uh3yHnYck1tXKQu6Ka5uRGl+GdIxCJZC/UJUTaNx5kwUBTrjR9fFfHAP+vrWvhH3iBumRVciS8CtsXZXHwCnNxajKgrnzC7jc8dl4dHbYO8OiO2FP3wdnvwv9rbuGvY+uqqMe2n5oIBbo8in8z+//DmXLFvI1t99D4Bfrd2an2ke9ui09qWJeHUs284H5JcsqDyir5nMmgTcGkH39Ay6i/0ugh6NWMbAtm0My5LSciGEEEIIMSVJ0H2Mue+++2hsbOTcc8+lsbGR++67b1Sv60vlSGYN/G6NrcbAeLBta/PPq5pGdX3TqMcxlQXcFFVW88VvfBs2/915cME53HzrHVRW1xLxuuiMOfOmj0Qya/BaR5QXW/rY2ZPkxZZ+WvtS+SAVnP3niaxJNJWjuS+FpsCSukj++caZM1G3rYH7r4cfXwU71o3Y1Tw+EKCGC5QVVhQFK9bN977yWWcE2ObnIJui13TxzGvbAQh6dGojXoIenfWt/bRHMwTcWr7j+VglcyblAQ/qNNvPPcilqVSHvMSzzs844HFJ13IhhBBCCDElSdB9DGltbeWaa65xAjfAsiyuvfbafMb7UBnwnmQOFLBteKkzDYCyYx3gBNw3fO07NDXWjzqwKfK68Ls0zn/fFXz3hqsA8JxwLue/93LAye4msgbdY2yoZts27f1pXmjuY2t3glKfi8ZiPwo269v6easzTs50rj+adsafvdjaD8CJ1eEhnborq2u5+bY7UTUtf52DNwX2l8ialAfc+f3dhdDVumPfLPFc2gm8gYdfa88f4xsonX5koLT8/OPKj7ic2radsvbprDTgBhT60jnKA+7890cIIYQQQoipZHrWlooRbdmyJR9wDzJNk42bNvPnP/85H5Crqso999zDRz/6UfpSOboSWVr6UgTdOq/tjtKXMgh7dO7/9S/oaN5J/Ywmcr5SasJeXKMMPP1ujYhPpzeZY8UJM2l4qZfmvhRPb+3iXfMrURQFj6bS2p+iJuwdVcY1mTXY2pVgZ28Kt6rQEPHlZ2aX+N0ksyYb98SJZQzmV4bYE8/g0dT8fu7TG4uHvefKVVey7Kxzadm5g/oZTSPujbZsm5JRZviP1KIF81BVdd/P742n4ITzWN+rkMqZ+YAynjF4aovTTf7dR1haPt33cw8q9jm9A3pTOSpChf35CCGEEEIIcaQk030MmTNnDqo69Eeqqhqb+4wRM+CPrnmd1Tt7eGN3DE2BiFfnb9ucUWFnNBVTW1vHkmVnUlpZA4o96tJycEqmq0Je0oaFoihcPDAK67G39uSPKfa52BvP0pvKHfb9UjmTdS37stvlQU8+4B7kd2vURrx0RNO82NJLf8rAo6u82NwHjBx0g5PxXrLszBED7rRh4tZVwp7CZoUbG+r52ne+j6o6wbWyeyPFWo6UYeeDbIAnt3SRMSxmFPs4oSp0RF8rkXHK5QPu6Z0ZdusqFUE3Ya9LupYLIYQQQogpS4LuY0hdXR333HMP2mC5tKpx063/H6lEYsQM+Fubt1Dsc1Nf5KPY70ZRFP62vRuAFTP37RWOpXMU+VxjLkeOeHVcqkLOtPKzoV9s6cuPwnLrKpYFu2OHb6jW0Z9mbyJLQ8R3yJJqXVWoi3hpa21l9bN/Yf2WXcSzJmGPzryK4JjOH5wANeTRJyRAvfpjH+Pux9fyowcf4Y+rX+EDp80Ghs7sHvzvSxZUDrvpMChjWLT1p+mMZYbMsh6UMkwqgtN3P/f+qsNe6iJe/NO0IZwQQgghhDj2ySfVY8xVV13F4uVn8afnX+GkBXOpqqmjs6NtaOkyzv7lE+fNxbNfJ/JdvUl29qbQVYVl+2WFEzmT44t8Y97THPa6CHl14hmD2oiXk2vDrG+L8qeNe/jIqfWAE5i39adpKvEdNHDKGCY7e5NEPPpBA839PfzrB/jWFz7tXO/yy+H0VZzWUIQ2xiCzs6ON9a9t5G0nL0BVj6xh2VgU+XRmNDagz2gk5NV5VzDD3c/v4qXWflr7U5iWzSvtUVQF3jlveGm5Zdt0JbJkTZvaiIec5qc3ZxLvT1ER9ODSVGzbxrYhcoxkhsuCHsqka7kQQgghhJjCJNN9DPIVV3LiacupqqkDRt8w7NntTmn5KXWRfMMxw7RQUI4osNFUhcqgh8RAh/KLBwLFx97ak+8yHvRoxDM59sYP3lCtM5ahL2WMKlDs7GjbF3ADNCwCYH7R2M79oQfv55JlC/nSx97PuUsWjLoL/NHw6BplfjfxrJOdrgp5OK2hCID/fXMPf3zTKc1f1lg8rNS/P52jpS9N0KNzWkMRi2qKaCr1c2pDMdVhL7tjGboSWVI5C6+uTfv93EIIIYQQQkwXEnQfY0zLZm8iQ+CAEuyVq67k0dWvcNevH+XR1a+wctWVw147Uml5NGMQ8elH3Om62O/Gtp0s7HlzyvBoKtt7kmzcEwecvd8Bt05zn5PJPZBhWuzqTRFwa6ijyHK37Ni+L+D2BKDqOACqcs6+6JG+xoEODNwP7AJfSGVBNzlz3zleMt+5UfHom50jzubOmRYtfSkMCxbVhFg6EGQPlo6X+N2cXFfEkvoiPLpKezRN0DP993MLIYQQQggxXUjQfYyJZQziGYPACKXah2oY1pfKsaE9CsCKmSX5x+NZk9qwd8yl2YMiXp2AWyeZNQl6dFbMct57/4ZqRV6dnqTTRf1Ae+JZuhPZUQf99U0z9zWTa1gIqgY9rSyaOxPLtmnuS9HclzrkfPBd27eNuAd+69atozqHoxHxuvC5tPz5nT27lKBbY3csw554lohXZ0XTvpsie+JZaiNeTm8sYlZZELc+/H9pTVWoK/KxtLGYxTVh6iLeUZXpCyGEEEIIIY6eBN3HmGg6R9awRwy+Dqazo40HnliDZcOcsgDVYS/gZFF1VTmqcVlel0ZpwEVsoKHX4F7kxzftxRiYp61rKqoC7f3pIa81LZtdPUncmoo+yqB/SCl940kAnFoXprK6lmTWJOJ1MbPET18qR0c0jXFA5judM9FLa4d1gdc0jdmzZ4/9GzBGQY9GedBF30BHd6+uccHc8vzzFx5fkf/ZmpaNbdvUF/kIew9/U8Ln0phbGWJGaaAwJy+EEEIIIYQYRoLuY0xXIotbG30Wc3Dv8s8efw6AylRb/rlo2qDI5yIyioDuUCqCHrKmEyCe3lhMid9FbyrH87t688cUeV10xjJE0/vGh3UlsuxJZCnxj/z14xmD+15o5nevdgwpG1+56koeeW4DJUsuBOCKdyxzjs+aFPt1FtaEWdpYTGnATXt/ip5kFtu26U5k6UrmOH3BbH74o7vyXeA1TePuu++mrq7uqL4Po6EoCjURH6Zl56/pkgVV+ecHy83BucES8bkoLfAMcSGEEEIIIcSRk25Kx5CMYdKTzOWboB1Ofu+yosIMJyv83H3fpPNdJ1NZXUsiZzKrzH/EpeWDSvwugh6dxECJ+QVzy/nVy+088Pc3Oc43k8rqWvxuja5klj2xDGGvC9u2ae5NogKuA7qmW7bNY2/t4Qd/30F30gnSH9+4h6+efxx1RT7ne+EroSe7A11VOKUuAkDWtCgPOPO9y4Mein0u2qNptnQl2NGbosTn4pS6CLURLydeczXvuvgitm7dyuzZsyck4B5UFnBT5Hey3aUBNwsqg3z0tHo0ReH4/caexbImJ1T5h31/hBBCCCGEEFOHBN3TXGtrK1u2bGHOnDl4ispJZE2qQ6PrNJ5vOta4CNx+iHdjt2+mZecOisurcakKJf6jz6L63TqVITe7epIEPTqB5nVADS/tyfKus5fxxa99k5WrriTk1mjpS9FQ7CeWMeiMZfJZ3M6ONlp2bCcTqeW+16O82hEDoDbipTfp7Ef/4C/Wc/3bZvK+E6tYs6sPgMU1YXwuLV8qH/buW/K6ptJQ7Kcs4KYzlqU04BpSpl1XVzehwfYgl6ZSH/GxoT1KacDJfn9y+Ywhx6QNE7emUi7jsoQQQgghhJjSJEU2jd133300NjZy7rnn0tjYyI/vvRdwyrhfau0jPrCP+mDyTcdmneY8sP1FVE2lfkYT0cz4lJYPqgp5sVFob2vlvi99Erp2gu7GPu5MvnXTDXR2tBH2uuhLG3QlsrT0pTBtG4+u8tCD9/Ouc87g4/c+zvX/18KrHTF8LpXrzpjBb688hQc/dDIn10ZI5Sxue3or/+8Pr/Pklr0AnD4wbzyRNQm4Rx6V5XfrNJX6R7UveqJUhDwE3NpBf4Z9KYPyoJuIV+6bCSGEEEIIMZVJ0D1Ntba2cs011wwZa/Wlf7ueWFcnP3mxhWt/9xoX3/sCtz29la1diWGvt2yb7Rk/Mz//S1h0EQDKjnX5+d3JnEl12JMfPXW0SvwuIl6dTZs2Y1sWvPZ/zhMnXYJlWrTs3IGmKrhVhZ29SdqjaUr9bjo72vjmLZ/D/uB3YOGFoKiw8a/cdWEdHzm1HreuUhPxctf7T+QzK2bi0VTWNPfxcpvTiX3/oLsi6EGfJqXYQY9OVdhD33573AfZtk3WtKgJSxdyIYQQQgghpjpJk01TW7ZsGTbWyrJMett38eQOZ99vMmfyu1c7+N2rHZxcG+ayRTWcWl/E4xv38JtXO2juTQF+UODUUvjSA/dRU1tHxrBwawqlgfErXXZpKrURL1tqGlFVFev1p2D5FVBShzJzCfUzmgAo8rvoimexbBtfUOONHdux578dIpUQ74b//Ta0vUnqw2fDrMZ82Xl900wuP7mW5TOK+fKfN/FmZ5xSv4vjyp1O3aZtj0up/ESqCXvZ1ZMiZ1pD9m3HMgYhj06ZNFATQgghhBBiypOgexrJGhbWQEfrOXPmOMHrfoG3qmqEqhvZ/lILmgK3v2s+//tWJ3/d1s36tijrB7K/gwJujXfPr+SyRTU0FPvyj8cyBhGvi/AoG7KNVlnATU1tLZ/75h3cfstnsF57ApasZMY/fTY/O9yra3h0k6Db6Rxe3dgES97jvMHa30Dbm6iaRv2MJh568H6nEZxloaoqN992JytXXclPPrCYxzfuYUaJH1VRSOdMvLo6ZD/3dFDqd1MWcNObymHHuvI3F3K+UuaUB/C6tMk+RSGEEEIIIcRhTI9aWwHA5r1x3uyMkjUs6urquOeee/JjrVRN45NfuZ1NSSc7fWJ1mLNmlXL7u+bz6FWncfXSBkoHRm/NLPHzhXNm8aePLeXfzp41JOAGJ0NeG/GNW2n5oIjXRYnPzYpLP8Cjq1/hGx9biarAjqyPbd37SuDLAu58QPlqzA3hCkj2wxtPoWoaN996B0A+4AanvH5wb7iuKrxrfiUnVIUAZ1RYyKMTcE+vIFVVFeqLfDz66we4ZNlCPr7q3VyybCFP/uGXVAQlyy2EEEIIIcR0ML1Sf//AWltbWbf2ecIN88jac5lfGeKqq67iggsuYNOmzXS5SymrrOHrT2wGYPmM4vxrK4Ierl3WyFWn1bM3kaUq5DnoXmCntFyl+CCzsY+GqirUFnnZ3ZqhvqqGC6treTr+Jk9v7ebBl9v54nlzhhxv2zY/e7EFgCuXzuCMc/6H+hlNVFbXsm71s8PL602Tlp078lnzQamcycxS/7Tc/5zp28Pd//65ITcX/utrn+PGj1wGwfpJPjshhBBCCCHE4Uimexq47777mD17Nl/814/yqUvP4P6f/YR1rX3siWWoq6vjpGVn4i+pxK0pvNjSB8AZM0qGvY+uqVQfpvlWNJ2j2OcqWFfsUr8bv0sjkTUBuPwkJ0B+7K099KWGNg17bmcv27qT+F0a/3LGXJYsOzMfUOc7r+9nsOx8f5ZtoyjKuHVhn2gtO7ePuHd/+/Ztk3RGQgghhBBCiLGQoHuKO7BLuW1Z/OjfP09LcwvrWvvY0Z2gL5XDsGxe2x0jlbMoC7jzDcTGKmVY1EQK1xU74NGpDHroTzujsBbVhJlXESRjWvzPax1Djv3vdU6W+70nVg0b51VZXcvNt92Jul95/WDn9f0lsyZ+lzbt9nMPGty7vz9N05g9e/YknZEQQgghhBBiLCTonuJG7FJumqS62vDqKq+2R2ntS+PRVJ7b0QvAssbiIwqa04aJR1cp9hU2K1wV9mDZNqblZKEvP9kJlH/7Sgc507nWV9qjvNwWRVf3PX+glauu5NHVr3DXrx/l0dWvsHLVlcOOiWdNiv36tG06VldXx9133z3k5sLdd99NXV3dJJ+ZEEIIIYQQYjSmZ/rvH8iIXcoHyqgjXhceTWVPIkNF0MPqnT0AnNFUfLC3O6RY2qDY6yp4VrjE7ybs1YllDIp8Ls6bU8b3nt1BVyLLk1u6uOj4inyW++J5FVQEDz66rLK6dlh2e39Z06J8HEefTYaPfexjnHTG2Tz94uucd9qJnHT8rMk+JSGEEEIIIcQoSaZ7ihvWpVwdWkbtdWk0FPnpTuTY2ZtCU2Bp/ZEF3cmcRXUBS8sHuXWVmrCXWMYpMXdpKpctqgbgl+vb2Nad4G/be1CAfz7l0Bnd/nSO1v4U6Zw57LmcaeFSlWlbWr6/RcfN5P3vPJ8T5zQd/mAhhBBCCCHElDH9o5F/AFdddRXnnnsuDz7+V+qPW8C84+YMO2Ywy72oJkzoCILMdM7E61IpKUDX8pGUBz1s6UqQNSzcusr7TqzmJ2tbeGtPnC89vgmAs2eVMqPEP/L5GiZ741l8Lo26Ih9t/Wk8WZNSvyt/0yCRNQm4NULjPG98MuiaSlPpyN8LIYQQQgghxNQlme5poq6ujhNPOY3yqpoRn1+909nPvXyEruWjEc0YlPhdExagFvtclPhd9KedjuVFPhcXz6sAYPNeZ2b3h5cMz3Kblk1nLEN3MkdjsZ9lM4o5uTbCKXURdFWhtT+d3xcezxqUBz3omixzIYQQQgghxOSQaOQYkDEsXhgYFTY4n7svlWN3LDNi2fWBsoZFKmdSHSp8afkgVVWoL/KRzFnYtg1Axe6X9h3Q8hpb//rwkNc4peRpQl6d0+qLWFwbJux1Mtu1ER+nNRRTV+SlPZomms5h2c7+cSGEEEIIIYSYLBJ0TxMZwyJn2iM+93JbPxnDojzgZk6ZMyqsP+1krvvSBi19KfpSOSx73+tNy6YvlaOlL0V3Mkt12Et5cGID1PKgh7BXJ5ox6Oxo48e3/CtsWQ2WCWse5Fs33UBnRxsA8YxBKmeysDrE0oZiqkaYNx7y6iyuibCoJkzasPDp03dUmBBCCCGEEOLYMKlB99/+9jcuueQSampqUBSFhx56aMjztm3z5S9/merqanw+H+eddx5btmwZckxPTw9XXHEF4XCYoqIirrrqKuLx+ARexcT4yv9t5rNPtrKzNzXsuecG9nMvn+GMCksbzv7s+ZUhzmgqYX5lCEWB1v40HdE0bQP/VhSYVxFkeVMJSxuK8bsnNkD1uTTqIl6iaYOWHdudDu2PfRfuvRpaXsMyTVp27gCgN5VjRkmA2eVB3PrBl62uqcwqC3JqfRFzyv0E3NNzVJgQQgghhBDi2DCpQXcikWDRokX88Ic/HPH522+/ne9///vcddddrF27lkAgwAUXXEA6nc4fc8UVV/DGG2/wxBNP8Mc//pG//e1vXHPNNRN1CROiL5XjgfXtbO/L8v8e2cgv1rcNyVo/d8B+7kTGJOTRCXl0inwujqsIcmZT6UCG2ENDsY+ljcWc2VTK3MoQJX43qjoxZeUHqgp7cWkqFXUzUFUVzBzEu4B9o9FSORO3rlIb8Y76fcuCHmaVBSesXF4IIYQQQgghRjKpQfdFF13EN77xDd7znvcMe862be68805uueUWLr30UhYuXMjPf/5z2tvb8xnxt956i8cff5x7772XpUuXcuaZZ/KDH/yABx98kPb29gm+msIp8rlYd/0ZLKn2kzNt7vjbdj75P6+xO5qmtT9Fc28KTVVY2lAEQCpnUREYGki7dZWaiJcl9cUsro1QFfYeMmM8USJenaqQGz1Szs233Yk6OBpN2zcarTuZpSbspcg3MZ3VhRBCCCGEEGK8TNkNrzt27GD37t2cd955+ccikQhLly7l+eefZ9WqVTz//PMUFRWxZMmS/DHnnXceqqqydu3aEYN5gEwmQyaTyf85Go0CkMvlyOVyBbqio1PqVblleRlPtpncu66Dda39rHpgPUvqwgAsqgri02xyuSyWkSPgUqbstRyowq+zqyvORe/9AKedsYLWXTuoa2yisrqGZDoDpkGlX5s21zMV5HI5DMOQ75k4LFkrYixkvYjRkrUixkLWixitqbZWRnseUzbo3r17NwCVlZVDHq+srMw/t3v3bioqKoY8r+s6JSUl+WNGcuutt/K1r31t2ONdXV1DgvGpxDAM0ok4Z1cHWXJxA/+xejdvdaX5y3antPzkSg+xvh5SWRPbssnFFfamJz+TPSqWjTsXo6MzSpHPy3HHzwMg1tdDVzxLacCNlVTZm5JS8dEyDIPeXmdt6PqU/d9cTAGyVsRYyHoRoyVrRYyFrBcxWlNtrcRisVEdN/lnOgluuukmPvOZz+T/HI1Gqa+vp6ysjHA4PIlndnC5XA5fWx+6P0J92M+9dZX8/KU27n2xDcuyOW9eLaEiH8lYhuqgm7rq4sk+5THJuIJsaOsnGNnXlTxnWriVLMc3FFMR8kzyGU4vg3fdysrKcLmkLF8cnKwVMRayXsRoyVoRYyHrRYzWVFsrHs/oYpQpG3RXVVUB0NnZSXV1df7xzs5OFi9enD9mz549Q15nGAY9PT3514/E4/GM+A1yuVxT4od3MKqmo+k6mu5CA65e1sR5cyvpSWaZXeHcLMhhUFMUnNLXMZKa4gA7+rKkTIXQwJivrlSGqkiA6qIA2iQ1epvOdF2f8mtaTA2yVsRYyHoRoyVrRYyFrBcxWlNprYz2HKZs/XFTUxNVVVU89dRT+cei0Shr165l2bJlACxbtoy+vj5eeuml/DFPP/00lmWxdOnSCT/nydBU4ueUuiLAyQy7NGVazqb2u3VqIl760s7dK8OyyZoWjSV+CbiFEEIIIYQQ09akRmfxeJytW7fm/7xjxw42bNhASUkJDQ0NfPrTn+Yb3/gGc+bMoampiS996UvU1NSwcuVKAObNm8eFF17I1VdfzV133UUul+O6665j1apV1NTUTNJVTZ5E1iTo1gh5pl/QDVAd9rCzJ0HaMIlnTEoDbiqC7sk+LSGEEEIIIYQ4YpMana1bt45zzjkn/+fBfdYf/vCH+dnPfsbnPvc5EokE11xzDX19fZx55pk8/vjjeL375jX/4he/4LrrruPtb387qqryvve9j+9///sTfi1TQTxrMKs0gK5N2QKGQyr2uSgPeuiMZjBsm3mVwWl7LUIIIYQQQggBkxx0n3322di2fdDnFUXh61//Ol//+tcPekxJSQm//OUvC3F604pt21iWTYl/+maGFUWhLuKjtT9Nsc9FpTRPE0IIIYQQQkxz07MOWQyTNix8Ln1a7ufeX3nQTWXATXXYi0fXJvt0hBBCCCGEEOKoTO8ITeQlsiZhr07APb0DVZemsqg2gleXsnIhhBBCCCHE9CeRzTSiqwrJrIU1Qkl+KmdSEXTnZ1xPZ0GPLnu5hRBCCCGEEMcEiWymkRklfooDLlr702QNK/+4adkoikLEN/mz6oQQQgghhBBC7CNB9zQS9ro4qTbCjGI/HbE08YwBQDJrEnBrRLwSdAshhBBCCCHEVCJ7uqcZv1tnYY2XoEdj0544acMiZ1rURXy4ZR+0EEIIIYQQQkwpEqVNQ5qqMKc8yCn1ReiqQipnURqYvqPChBBCCCGEEOJYJZnuaaw67MXv0tjZm6TEL6XlQgghhBBCCDHVSNA9zUV8Lhb5IpN9GkIIIYQQQgghRiDl5UIIIYQQQgghRIFI0C2EEEIIIYQQQhSIBN1CCCGEEEIIIUSBSNAthBBCCCGEEEIUiATdQgghhBBCCCFEgUjQLYQQQgghhBBCFIgE3UIIIYQQQgghRIFI0C2EEEIIIYQQQhSIBN1CCCGEEEIIIUSBSNAthBBCCCGEEEIUiATdQgghhBBCCCFEgUjQLYQQQgghhBBCFIgE3UIIIYQQQgghRIFI0C2EEEIIIYQQQhSIBN1CCCGEEEIIIUSBSNAthBBCCCGEEEIUiATdQgghhBBCCCFEgUjQLYQQQgghhBBCFIgE3UIIIYQQQgghRIFI0C2EEEIIIYQQQhSIBN1CCCGEEEIIIUSB6JN9AlOBbdsARKPRST6Tg8vlcsRiMTweDy6Xa7JPR0xxsl7EaMlaEWMh60WMlqwVMRayXsRoTbW1Mhg/DsaTByNBNxCLxQCor6+f5DMRQgghhBBCCDGdxGIxIpHIQZ9X7MOF5f8ALMuivb2dUCiEoiiTfTojikaj1NfX09LSQjgcnuzTEVOcrBcxWrJWxFjIehGjJWtFjIWsFzFaU22t2LZNLBajpqYGVT34zm3JdAOqqlJXVzfZpzEq4XB4SiwwMT3IehGjJWtFjIWsFzFaslbEWMh6EaM1ldbKoTLcg6SRmhBCCCGEEEIIUSASdAshhBBCCCGEEAUiQfc04fF4+MpXvoLH45nsUxHTgKwXMVqyVsRYyHoRoyVrRYyFrBcxWtN1rUgjNSGEEEIIIYQQokAk0y2EEEIIIYQQQhSIBN1CCCGEEEIIIUSBSNAthBBCCCGEEEIUiATdE+hvf/sbl1xyCTU1NSiKwkMPPTTk+c7OTj7ykY9QU1OD3+/nwgsvZMuWLSO+l23bXHTRRSO+z1NPPcXy5csJhUJUVVXx+c9/HsMwCnRVolDGY72cffbZKIoy5J+Pf/zjQ4751Kc+xSmnnILH42Hx4sUFvipRCBOxVrq7u7nwwgupqanB4/FQX1/PddddRzQanYhLFONoon63HPi8oig8+OCDhb48MY4mYq387Gc/G3GtKIrCnj17JuIyxTiZqN8t8jl3+huvmOj555/n3HPPJRAIEA6HWbFiBalUKv/8N7/5TZYvX47f76eoqKjAV3VoEnRPoEQiwaJFi/jhD3847Dnbtlm5ciXbt2/n4Ycf5uWXX6axsZHzzjuPRCIx7Pg777wTRVGGPf7KK69w8cUXc+GFF/Lyyy/z61//mkceeYQvfOELBbkmUTjjtV6uvvpqOjo68v/cfvvtw97vox/9KB/4wAcKdi2isCZiraiqyqWXXsojjzzC5s2b+dnPfsaTTz457MOQmPom8nfLT3/60yHHrFy5slCXJQpgItbKBz7wgSHPdXR0cMEFF3DWWWdRUVFR8GsU42ci1ot8zj02jMdaef7557nwwgs5//zzeeGFF3jxxRe57rrrUNV94W02m+Wyyy7jE5/4xIRc1yHZYlIA9h/+8If8nzdt2mQD9uuvv55/zDRNu7y83P7xj3885LUvv/yyXVtba3d0dAx7n5tuuslesmTJkOMfeeQR2+v12tFotCDXIgrvSNfLWWedZV9//fWj+hpf+cpX7EWLFo3TGYvJMhFrZdD3vvc9u66u7mhPWUyiQq6XA99bTG8T9btlz549tsvlsn/+85+Px2mLSVKo9SKfc489R7pWli5dat9yyy2j+ho//elP7UgkMl6nfEQk0z1FZDIZALxeb/4xVVXxeDz8/e9/zz+WTCa5/PLL+eEPf0hVVdWI77P/ewD4fD7S6TQvvfRSgc5eTLTRrheAX/ziF5SVlXHCCSdw0003kUwmJ/RcxeQq1Fppb2/n97//PWeddVZhTlxMivFeL//6r/9KWVkZp512Gj/5yU+wZUrpMaNQv1t+/vOf4/f7ef/731+YExeTYrzWi3zOPfaNZq3s2bOHtWvXUlFRwfLly6msrOSss84atpamEgm6p4jjjz+ehoYGbrrpJnp7e8lms/zHf/wHra2tdHR05I+74YYbWL58OZdeeumI73PBBRewevVqfvWrX2GaJm1tbXz9618HGPI+Ynob7Xq5/PLLeeCBB3jmmWe46aabuP/++/nQhz40iWcuJtp4r5UPfvCD+P1+amtrCYfD3HvvvRN5OaLAxnO9fP3rX+c3v/kNTzzxBO973/v45Cc/yQ9+8IOJviRRIIX6e+i+++7j8ssvx+fzTcRliAkyXutFPuce+0azVrZv3w7AV7/6Va6++moef/xxTj75ZN7+9rcftB/WpJvUPPs/MEYou1u3bp29aNEiG7A1TbMvuOAC+6KLLrIvvPBC27Zt++GHH7Znz55tx2KxQ77Pd7/7XTscDtuaptl+v9++9dZbbcB+8MEHC31ZokCOZL2M5KmnnrIBe+vWrcOek/LyY0Oh10pHR4f91ltv2Q8//LA9f/58+xOf+EQhLkNMkIn43TLoS1/6kmxHmMYmYq2sXr3aBux169aN9+mLCVbI9SKfc48tR7JWnnvuORuwb7rppiGvO/HEE+0vfOELw76GlJeLIU455RQ2bNhAX18fHR0dPP7443R3dzNz5kwAnn76abZt20ZRURG6rqPrOgDve9/7OPvss/Pv85nPfIa+vj6am5vp6urKZ8UH30ccGw63XkaydOlSALZu3TpRpymmgPFcK1VVVRx//PG8+93v5u677+ZHP/qRZBeOMYX63bJ06VJaW1vzpYNi+hvvtXLvvfeyePFiTjnllIKds5g847Ve5HPuse9wa6W6uhqA+fPnD3ndvHnzaG5unvDzHQ0JuqegSCRCeXk5W7ZsYd26dflfJl/4whd49dVX2bBhQ/4fgDvuuIOf/vSnQ95DURRqamrw+Xz86le/or6+npNPPnmiL0VMgIOtl5EMrpnBX1biH8t4rxXLsgAkiDpGjfd62bBhA8XFxXg8nvE+VTHJxmOtxONxfvOb33DVVVcV8lTFFDAe60U+5/5jONhamTFjBjU1NWzatGnI8Zs3b6axsXEyTvWw9Mk+gX8k8Xh8yJ26HTt2sGHDBkpKSmhoaOC3v/0t5eXlNDQ08Nprr3H99dezcuVKzj//fMDJMI3UPK2hoYGmpqb8n7/97W9z4YUXoqoqv//977ntttv4zW9+g6Zphb9IMW6Odr1s27aNX/7yl1x88cWUlpby6quvcsMNN7BixQoWLlyYf9+tW7cSj8fZvXs3qVQq/xfc/PnzcbvdE3rN4shMxFp57LHH6Ozs5NRTTyUYDPLGG29w4403csYZZzBjxozJuGxxhCZivTz66KN0dnZy+umn4/V6eeKJJ/jWt77FZz/72Um5ZnFkJurvIYBf//rXGIYhfUemsYlaL/I5d/o72rWiKAo33ngjX/nKV1i0aBGLFy/mv//7v9m4cSO/+93v8u/b3NxMT08Pzc3NmKaZ/4w7e/ZsgsHghF6z7OmeQM8884wNDPvnwx/+sG3b+8bvuFwuu6Ghwb7lllvsTCZzyPdkhH0Q55xzjh2JRGyv12svXbrUfuyxxwp0RaKQjna9NDc32ytWrLBLSkpsj8djz549277xxhvt/v7+IV/nrLPOGvHr7NixYwKvVhyNiVgrTz/9tL1s2bL875Y5c+bYn//85+3e3t4JvlpxtCZivfzpT3+yFy9ebAeDQTsQCNiLFi2y77rrLts0zYm+XHEUJurvIdu27WXLltmXX375RF2aKICJWi/yOXf6G6+Y6NZbb7Xr6upsv99vL1u2zH722WeHPP/hD394xK/zzDPPTMBVDqXYtszvEEIIIYQQQgghCkH2dAshhBBCCCGEEAUiQbcQQgghhBBCCFEgEnQLIYQQQgghhBAFIkG3EEIIIYQQQghRIBJ0CyGEEEIIIYQQBSJBtxBCCCGEEEIIUSASdAshhBBCCCGEEAUiQbcQQgghhBBCCFEgEnQLIYQQ4qDOPvtsPv3pT0/2aQghhBDTlgTdQgghhBBCCCFEgUjQLYQQQgghhBBCFIgE3UIIIYQAIJFI8M///M8Eg0Gqq6v57ne/O+T5//qv/2LOnDl4vV4qKyt5//vfP0lnKoQQQkwf+mSfgBBCCCGmhhtvvJG//vWvPPzww1RUVHDzzTezfv16Fi9ezLp16/jUpz7F/fffz/Lly+np6eHZZ5+d7FMWQgghpjzFtm17sk9CCCGEEJMrHo9TWlrKAw88wGWXXQZAT08PdXV1XHPNNaxYsYJ/+Zd/obW1lVAoNMlnK4QQQkwfUl4uhBBCCLZt20Y2m2Xp0qX5x0pKSpg7dy4A73jHO2hsbGTmzJlceeWV/OIXvyCZTE7W6QohhBDThgTdQgghhDisUCjE+vXr+dWvfkV1dTVf/vKXWbRoEX19fZN9akIIIcSUJkG3EEIIIZg1axYul4u1a9fmH+vt7WXz5s35P+u6znnnncftt9/Oq6++ys6dO3n66acn43SFEEKIaUMaqQkhhBCCYDDIVVddxY033khpaSkVFRV88YtfRFWd+/N//OMf2b59OytWrKC4uJjHHnsMy7Ly5edCCCGEGJkE3UIIIYQA4Nvf/jbxeJxLLrmEUCjEv/3bv9Hf3w9AUVERv//97/nqV79KOp1mzpw5/OpXv2LBggWTfNZCCCHE1Cbdy4UQQgghhBBCiAKRPd1CCCGEEEIIIUSBSNAthBBCCCGEEEIUiATdQgghhBBCCCFEgUjQLYQQQgghhBBCFIgE3UIIIYQQQgghRIFI0C2EEEIIIYQQQhSIBN1CCCGEEEIIIUSBSNAthBBCCCGEEEIUiATdQgghhBBCCCFEgUjQLYQQQgghhBBCFIgE3UIIIYQQQgghRIFI0C2EEEIIIYQQQhTI/w+68G11QyAFVgAAAABJRU5ErkJggg==\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# components\n", "fig4 = m2.plot_components(forecast2)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "otE7QYjdP7mh", "outputId": "8bc96c5a-4898-4747-9e0f-62ce5f39b9ff" }, "execution_count": 96, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# RMSE: better than additive seasonality\n", "\n", "from sklearn.metrics import mean_squared_error\n", "import numpy as np\n", "y_true = df_test['y']\n", "y_pred = forecast2.iloc[idx:]['yhat']\n", "np.sqrt(mean_squared_error(y_true, y_pred))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "clGy_2paQDwa", "outputId": "a403fa1b-6c5f-4a91-bc22-89df89bbafc5" }, "execution_count": 98, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.float64(25.84359362409569)" ] }, "metadata": {}, "execution_count": 98 } ] }, { "cell_type": "markdown", "source": [ "### 5. Modelagem SARIMA" ], "metadata": { "id": "7yHOP6VDQjSq" } }, { "cell_type": "code", "source": [ "## ARIMA é suficiente?\n", "\n", "# fit model\n", "model = ARIMA(endog=df_train.set_index('ds'), order=(2,1,0), freq='MS')\n", "model_fit = model.fit()\n", "\n", "# summary of fit model\n", "print(model_fit.summary())\n", "\n", "# line plot of residuals\n", "model_fit.plot_diagnostics(figsize=(15, 12))\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "as6KbrTQQJvp", "outputId": "5a57bfd3-0abe-476c-aab0-4c0e299d43e5" }, "execution_count": 113, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n", " self._init_dates(dates, freq)\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ " SARIMAX Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 132\n", "Model: ARIMA(2, 1, 0) Log Likelihood -628.265\n", "Date: Mon, 13 Oct 2025 AIC 1262.530\n", "Time: 01:58:06 BIC 1271.156\n", "Sample: 01-01-1949 HQIC 1266.035\n", " - 12-01-1959 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ar.L1 0.3589 0.096 3.754 0.000 0.172 0.546\n", "ar.L2 -0.2182 0.074 -2.952 0.003 -0.363 -0.073\n", "sigma2 856.2091 101.066 8.472 0.000 658.124 1054.294\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.22 Jarque-Bera (JB): 1.12\n", "Prob(Q): 0.64 Prob(JB): 0.57\n", "Heteroskedasticity (H): 7.29 Skew: -0.04\n", "Prob(H) (two-sided): 0.00 Kurtosis: 3.44\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "## SARIMA é mais adequado: vamos usar o Auto Arima para detectar as ordens\n", "\n", "models = [AutoARIMA(season_length=12)]\n", "sf = StatsForecast(models=models, freq='MS')\n", "df = df_train.copy()\n", "df[\"unique_id\"]=\"1\"\n", "df.columns=[\"ds\", \"y\", \"unique_id\"]\n", "sf.fit(df)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wxMXFfJUQyrc", "outputId": "1e95dac2-ce68-456a-948d-22c51368e295" }, "execution_count": 116, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "StatsForecast(models=[AutoARIMA])" ] }, "metadata": {}, "execution_count": 116 } ] }, { "cell_type": "code", "source": [ "arima_string(sf.fitted_[0,0].model_)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "HaJe80kbRMrX", "outputId": "8465d9a9-41ed-48c3-b10c-2c1ae791784b" }, "execution_count": 117, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'ARIMA(1,1,0)(0,1,0)[12] '" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 117 } ] }, { "cell_type": "code", "source": [ "## summary of auto model\n", "\n", "# fit model\n", "model = ARIMA(endog=df_train.set_index('ds'), order=(1,1,0), seasonal_order=(0,1,0,12), freq='MS')\n", "model_fit = model.fit()\n", "\n", "# summary of fit model\n", "print(model_fit.summary())\n", "\n", "# line plot of residuals\n", "model_fit.plot_diagnostics(figsize=(15, 12))\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "-Nrqjl2sS0Gx", "outputId": "83119f9c-4d0e-4856-e053-9fa605994465" }, "execution_count": 125, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.12/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n", " self._init_dates(dates, freq)\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ " SARIMAX Results \n", "========================================================================================\n", "Dep. Variable: y No. Observations: 132\n", "Model: ARIMA(1, 1, 0)x(0, 1, 0, 12) Log Likelihood -447.951\n", "Date: Mon, 13 Oct 2025 AIC 899.902\n", "Time: 02:04:21 BIC 905.460\n", "Sample: 01-01-1949 HQIC 902.159\n", " - 12-01-1959 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ar.L1 -0.2431 0.090 -2.697 0.007 -0.420 -0.066\n", "sigma2 108.8757 13.306 8.183 0.000 82.797 134.954\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.02 Jarque-Bera (JB): 0.57\n", "Prob(Q): 0.89 Prob(JB): 0.75\n", "Heteroskedasticity (H): 1.47 Skew: -0.03\n", "Prob(H) (two-sided): 0.23 Kurtosis: 3.33\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "forecast_results_sarima = model_fit.get_forecast(steps=12)\n", "forecast_results_sarima.predicted_mean" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 460 }, "id": "VORZ45NDUXfH", "outputId": "e809968f-3926-41fe-98cd-023aea3ccbc3" }, "execution_count": 129, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1960-01-01 424.109830\n", "1960-02-01 407.055669\n", "1960-03-01 470.825702\n", "1960-04-01 460.881615\n", "1960-05-01 484.868020\n", "1960-06-01 536.871326\n", "1960-07-01 612.870522\n", "1960-08-01 623.870717\n", "1960-09-01 527.870670\n", "1960-10-01 471.870681\n", "1960-11-01 426.870679\n", "1960-12-01 469.870679\n", "Freq: MS, Name: predicted_mean, dtype: float64" ], "text/html": [ "
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predicted_mean
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1960-02-01407.055669
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" ] }, "metadata": {}, "execution_count": 129 } ] }, { "cell_type": "code", "source": [ "# RMSE SARIMA: best model\n", "\n", "y_true = df_test['y']\n", "y_pred = forecast_results_sarima.predicted_mean.values\n", "np.sqrt(mean_squared_error(y_true, y_pred))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "De7vqUQrS-Ok", "outputId": "269c897a-0fbd-42c9-d999-63553719293c" }, "execution_count": 134, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.float64(23.93167319781741)" ] }, "metadata": {}, "execution_count": 134 } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "ScBUjuTeU6a7" }, "execution_count": null, "outputs": [] } ] }