{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Metricas de desempeño" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En este notebook se ven las métricas usuales para medir el desempeño de un clasificador\n", "El notebook sigue el ejemplo del capítulo 3 del libro \"Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow\" que usa la base MNIST de dígitos manuscritos.\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preámbulo" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# En esta celda se definen los modulos que se van a usar en el notebook \n", "\n", "import numpy as np # paquete matemático para el manejo de arreglos/arrays\n", "import pandas as pd # paquete de manejo de datos en dataframes o series\n", "import matplotlib.pyplot as plt # paquete para realizar gráficos\n", "\n", "# Formato general para las figuras \n", "plt.rc('figure', figsize=(4,4))\n", "plt.rc('font', size=14)\n", "plt.rc('axes', labelsize=14, titlesize=14)\n", "plt.rc('legend', fontsize=14)\n", "plt.rc('xtick', labelsize=10)\n", "plt.rc('ytick', labelsize=10)\n", "\n", "\n", "# FORMAS DE VER LAS GRAFICAS --------------------\n", "# ELEGIR UNA DE LAS OPCIONES Y DES-COMENTAR (sacar # de la linea)\n", "# ----------------\n", "# a) graficas en línea entre las celdas (no interactivo)\n", "#%matplotlib inline\n", "# ---------------- \n", "# b) graficas en línea entre las celdas (interactivo)\n", "# %matplotlib notebook\n", "# ----------------\n", "# c) graficas en ventanas externas (abre una ventana por cada figura)\n", "# %matplotlib\n", "# ----------------\n", "# d) Si se usa \"jupyter lab\" en lugar de \"jupyter notebook\" usar %matplotlib widget en lugar de %matplotlib notebook \n", "# Si se usa vscode usar también %matplotlib widget en lugar de %matplotlib notebook \n", "# requiere instalar el modulo \"ipympl\". Ver https://stackoverflow.com/questions/51922480/javascript-error-ipython-is-not-defined-in-jupyterlab#56416229\n", "# %matplotlib widget\n", "#---------------------------------------------------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Funciones auxiliares" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def plot_digit(image_data):\n", " image = image_data.reshape(28, 28)\n", " plt.imshow(image, cmap=\"binary\")\n", " plt.axis(\"off\")\n", "\n", "def plot_100_digits():\n", " plt.figure(figsize=(9, 9))\n", " for idx, image_data in enumerate(X[:100]):\n", " plt.subplot(10, 10, idx + 1)\n", " plot_digit(image_data)\n", " plt.subplots_adjust(wspace=0, hspace=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Base MNIST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cargar los datos \n", "[sklearn.datasets.fetch_openml](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_openml.html#sklearn.datasets.fetch_openml)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['data', 'target', 'frame', 'categories', 'feature_names', 'target_names', 'DESCR', 'details', 'url'])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import fetch_openml\n", "\n", "mnist = fetch_openml('mnist_784', as_frame=False)\n", "mnist.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Contenido" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data: (X) (70000, 784)\n", "Target (y): (70000,)\n", "clases: {'class': ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']}\n" ] } ], "source": [ "print('Data: (X)', mnist.data.shape)\n", "print('Target (y):', mnist.target.shape)\n", "\n", "print('clases:', mnist.categories)\n", "\n", "X, y = mnist.data, mnist.target" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Descripción de los datos" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "**Author**: Yann LeCun, Corinna Cortes, Christopher J.C. Burges \n", "**Source**: [MNIST Website](http://yann.lecun.com/exdb/mnist/) - Date unknown \n", "**Please cite**: \n", "\n", "The MNIST database of handwritten digits with 784 features, raw data available at: http://yann.lecun.com/exdb/mnist/. It can be split in a training set of the first 60,000 examples, and a test set of 10,000 examples \n", "\n", "It is a subset of a larger set available from NIST. The digits have been size-normalized and centered in a fixed-size image. It is a good database for people who want to try learning techniques and pattern recognition methods on real-world data while spending minimal efforts on preprocessing and formatting. The original black and white (bilevel) images from NIST were size normalized to fit in a 20x20 pixel box while preserving their aspect ratio. The resulting images contain grey levels as a result of the anti-aliasing technique used by the normalization algorithm. the images were centered in a 28x28 image by computing the center of mass of the pixels, and translating the image so as to position this point at the center of the 28x28 field. \n", "\n", "With some classification methods (particularly template-based methods, such as SVM and K-nearest neighbors), the error rate improves when the digits are centered by bounding box rather than center of mass. If you do this kind of pre-processing, you should report it in your publications. The MNIST database was constructed from NIST's NIST originally designated SD-3 as their training set and SD-1 as their test set. However, SD-3 is much cleaner and easier to recognize than SD-1. The reason for this can be found on the fact that SD-3 was collected among Census Bureau employees, while SD-1 was collected among high-school students. Drawing sensible conclusions from learning experiments requires that the result be independent of the choice of training set and test among the complete set of samples. Therefore it was necessary to build a new database by mixing NIST's datasets. \n", "\n", "The MNIST training set is composed of 30,000 patterns from SD-3 and 30,000 patterns from SD-1. Our test set was composed of 5,000 patterns from SD-3 and 5,000 patterns from SD-1. The 60,000 pattern training set contained examples from approximately 250 writers. We made sure that the sets of writers of the training set and test set were disjoint. SD-1 contains 58,527 digit images written by 500 different writers. In contrast to SD-3, where blocks of data from each writer appeared in sequence, the data in SD-1 is scrambled. Writer identities for SD-1 is available and we used this information to unscramble the writers. We then split SD-1 in two: characters written by the first 250 writers went into our new training set. The remaining 250 writers were placed in our test set. Thus we had two sets with nearly 30,000 examples each. The new training set was completed with enough examples from SD-3, starting at pattern # 0, to make a full set of 60,000 training patterns. Similarly, the new test set was completed with SD-3 examples starting at pattern # 35,000 to make a full set with 60,000 test patterns. Only a subset of 10,000 test images (5,000 from SD-1 and 5,000 from SD-3) is available on this site. The full 60,000 sample training set is available.\n", "\n", "Downloaded from openml.org.\n" ] } ], "source": [ "print(mnist.DESCR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ver la imagen de un dígito" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUgAAAFICAYAAAAyFGczAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAHzElEQVR4nO3dPUjW4R7G8WP2Lpa1WTQHLr1QOAS9Qk3WGg1Rk0HlokTg0BjUVrZFU9QiObgUCTVEEA5FL5CDENFQi5hQQxHPmc7hcA4X/R45Dz7K5zNfxE3mt3u5+Xc0Go3GPwD4H6uW+gAA7UogAQKBBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIBBIgEAgAQKBBAgEEiBYvdQHYHn68+dPefv9+/cWnqRmbGysvP3582d5OzMzU97euXOnvB0ZGSlvHz58WN6uX7++vL169Wp5e+3atfJ2OXGDBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIPDUsE18/vy5vP3161d5+/Lly/L2xYsX5e38/Hx5Oz4+Xt4uNzt27ChvL1++XN5OTEyUt93d3eXtrl27yttDhw6VtyuVGyRAIJAAgUACBAIJEAgkQCCQAIFAAgQCCRAIJEAgkABBR6PRaCz1IVaq169fl7dHjx4tb9vhK4ErWWdnZ3l779698rarq2sxx/mrbdu2lbdbtmwpb3fu3LmY46wobpAAgUACBAIJEAgkQCCQAIFAAgQCCRAIJEAgkACBQAIEnhq20NzcXHnb399f3s7Ozi7mOMtCM38PzTybe/bsWXm7du3a8tazz5XNDRIgEEiAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBg9VIfYCXbunVreXvz5s3ydnJysrzds2dPeTs0NFTeNmP37t3l7dTUVHnbzFcC379/X97eunWrvGVlc4MECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIBBIg8FXDZWhhYaG87e7uLm8HBwfL27t375a39+/fL2/PnDlT3kKruUECBAIJEAgkQCCQAIFAAgQCCRAIJEAgkACBQAIEAgkQ+KrhMrRp06aW/LmbN29uyZ/bzLPE06dPl7erVvn/ndbyLwwgEEiAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIDAVw35tx8/fpS3AwMD5e3z58/L28ePH5e3x48fL29hMdwgAQKBBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECDw1ZFFmZ2fL271795a3PT095e2RI0fK23379pW3Fy9eLG87OjrKW5YfN0iAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECTw1puYmJifL2/Pnz5e3CwsJijvNX169fL2/Pnj1b3vb29i7mOCwhN0iAQCABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECTw1pK+/evStvh4eHy9upqanFHOevLly4UN6Ojo6Wt9u3b1/Mcfg/c4MECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIBBIg8NSQZWt+fr68nZycLG/PnTtX3jbz63Ps2LHy9unTp+UtreMGCRAIJEAgkACBQAIEAgkQCCRAIJAAgUACBAIJEAgkQOCpIfyXdevWlbe/f/8ub9esWVPePnnypLw9fPhweUtz3CABAoEECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIVi/1AeA/vX37trwdHx8vb6enp8vbZp4PNqOvr6+8PXjwYEvOQHPcIAECgQQIBBIgEEiAQCABAoEECAQSIBBIgEAgAQKBBAg8NWRRZmZmytvbt2+Xt48ePSpvv379Wt62yurV9V+h3t7e8nbVKneXduCnABAIJEAgkACBQAIEAgkQCCRAIJAAgUACBAIJEAgkQOCp4QrXzHO8Bw8elLdjY2Pl7adPn8rbdrB///7ydnR0tLw9efLkYo7DEnKDBAgEEiAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIPDUsE18+/atvP3w4UN5e+nSpfL248eP5W076O/vL2+vXLlS3p46daq89fXBlc1PFyAQSIBAIAECgQQIBBIgEEiAQCABAoEECAQSIBBIgMBTwybNzc2Vt4ODg+XtmzdvytvZ2dnyth0cOHCgvB0eHi5vT5w4Ud5u2LChvIV/cYMECAQSIBBIgEAgAQKBBAgEEiAQSIBAIAECgQQIBBIgWLFPDV+9elXe3rhxo7ydnp4ub798+VLetoONGzeWt0NDQ+Xt6OhoedvV1VXeQqu5QQIEAgkQCCRAIJAAgUACBAIJEAgkQCCQAIFAAgQCCRCs2KeGExMTLdm2Sl9fX3k7MDBQ3nZ2dpa3IyMj5W1PT095C8uVGyRAIJAAgUACBAIJEAgkQCCQAIFAAgQCCRAIJEAgkABBR6PRaCz1IQDakRskQCCQAIFAAgQCCRAIJEAgkACBQAIEAgkQCCRAIJAAgUACBAIJEAgkQCCQAIFAAgQCCRAIJEAgkACBQAIEAgkQCCRAIJAAgUACBAIJEAgkQCCQAIFAAgQCCRAIJEAgkACBQAIEAgkQCCRAIJAAgUACBAIJEAgkQCCQAIFAAgQCCRAIJEAgkADBPwEuKgQ5lqXZQQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "some_digit = X[0]\n", "plot_digit(some_digit)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_100_digits()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partición de los datos\n", "\n", "Los primeros 60000 son de entrenamiento y los restantes 10000 son para test" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = X[:60000], X[60000:], y[:60000], y[60000:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Están bien repartidas las clases en los sets ?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Test')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,3))\n", "counts, edges, bars = plt.hist(sorted(y_train), rwidth=0.5)\n", "_ = plt.bar_label(bars)\n", "plt.title('Train')\n", "\n", "plt.figure(figsize=(6,3))\n", "counts, edges, bars = plt.hist(sorted(y_test), rwidth=0.5)\n", "_ = plt.bar_label(bars)\n", "plt.title('Test')\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Entrenamiento de un clasificador binario\n", "\n", "En lugar de clasificar en los 10 dígitos consideramos, en esta parte, el problema de clasificar si un dígito es o no es un 5. \n", "\n", "Definimos las nuevas etiquetas como \"True\" si es el dígito es un 5 o \"False\" si es cualquier otro dígito\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "y_train_5 = (y_train == '5') \n", "y_test_5 = (y_test == '5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Entrenamos un clasificador SGDClassifier\n", "[sklearn.linear_model.SGDClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html) \n", "\n", "Ver que modelo lineal y que penalización se está usando en el caso de la celda siguiente. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
SGDClassifier(random_state=42)
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" ], "text/plain": [ "SGDClassifier(random_state=42)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import SGDClassifier\n", "\n", "sgd_clf = SGDClassifier(random_state=42)\n", "sgd_clf.fit(X_train, y_train_5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predecir un caso" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Es un cinco ? Resultado esperado: False, Predicción: [False]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "index = 12 # cambiar para probar otros casos\n", "some_digit = X_test[index]\n", "\n", "# resultado esperado\n", "target = y_test_5[index]\n", "#prediccion\n", "prediction = sgd_clf.predict([some_digit])\n", "\n", "print(f'Es un cinco ? Resultado esperado: {target}, Predicción: {prediction}')\n", "plot_digit(some_digit)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metricas de performance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cálculo de accuracy mediante Cross-Validation\n", "[sklearn.model_selection.cross_val_score](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.95035, 0.96035, 0.9604 ])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "cross_val_score(sgd_clf, X_train, y_train_5, cv=3, scoring=\"accuracy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Qué pasa si definimos un clasificador \"tonto\" \n", "**Predecimos que ninguna instancia es un cinco** \n", "\n", "Para implementar el clasificador \"tonto\" usamos [sklearn.dummy.DummyClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html) que va a clasificar según la clase más probable. Como hay más instancias que no son un cinco (etiqueta **False**), va a predecir toda instancia como **False**.\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
DummyClassifier()
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" ], "text/plain": [ "DummyClassifier()" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.dummy import DummyClassifier\n", "\n", "dummy_clf = DummyClassifier()\n", "dummy_clf.fit(X_train, y_train_5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cómo se desempeña el clasificador \"tonto\" ?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.90965, 0.90965, 0.90965])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cross_val_score(dummy_clf, X_train, y_train_5, cv=3, scoring=\"accuracy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Nada mal !!!\n", "\n", "**Preguntas**: \n", "* Por qué da \"tan bien\" el desempeño del clasificador \"tonto\" ?\n", "* Qué se puede decir de la métrica de accuracy o exactitud ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Respuesta:\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Confusion Matrix\n", "\n", "[sklearn.model_selection.cross_val_predict](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_predict.html#sklearn.model_selection.cross_val_predict) \n", "\n", "[sklearn.metrics.confusion_matrix](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html#sklearn-metrics-confusion-matrix)\n", "\n", "[sklearn.metrics.ConfusionMatrixDisplay](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html)\n", "\n", "\n", "[Classification metrics](https://scikit-learn.org/stable/modules/model_evaluation.html#classification-metrics)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import cross_val_predict\n", "\n", "y_train_pred = cross_val_predict(sgd_clf, X_train, y_train_5, cv=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Display texto" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[53892 687]\n", " [ 1891 3530]]\n" ] } ], "source": [ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "\n", "\n", "cm = confusion_matrix(y_train_5, y_train_pred)\n", "print(cm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Display gráfico" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Confusion Matrix')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YvXo1RYoU4eeff2bFihWULFmSI0eO4Ovrm6a8i4sLq1evpnjx4nz33XeMHj06S+srR0dH8+GHH2Jra8svv/yClZWV8ViJEiWYPXs2169fp1evXqrv8brRKxrVGxgGtj25PW+w2MWLF/H29qZIkSJ07NiR69evA4YXVCQnJ9OwYUNj2ZIlS1KoUCFCQkIAQwtPuXLlTAaWBQUFERcXZ2zhCAkJMblGapnUayQlJXHs2DGTMmZmZjRs2NBYJqM0ipLHF0kUQog8Li4uDicnJ/acKYCDY+brVw8f6KlTNm0//dixY43dLk/asmULDx8+pESJEty+fZvx48dz69Ytzpw5w8aNG+nWrVuaJFytWjXq1avHtGnT6N27N9euXTNppn306BH29vb88ccfNG7cmOLFi9OtWzdGjhxpLPPHH3/QtGlTHj16RHR0NAUKFODgwYMEBgYay4wYMYI9e/Y8d3zC06RpVwghxEtx48YNk1HiTy7d+aTGjRsb/12+fHmqV6+Or68vv/32W7qLk+R20rQrhBACAB1mqjcwjCR/cntWIn2as7MzxYsX59KlS3h5eZGUlJRm6tedO3eMfapeXl5pRvGmfv2iMlqtFltbW9zc3DA3N0+3TGanX0kiFUIIAYCisn9UUbK2IMPDhw+5fPky+fPnp3LlylhaWprMH79w4QLXr183NsEGBgZy+vRpk9G127dvR6vVUrp0aWOZp+egb9++3XgNKysrKleubFJGr9cTHBxs0tSbEdK0K4QQAsi+UbvDhg2jefPm+Pr6Eh4eztixYzE3N6d9+/Y4OTnRo0cPhg4diouLC1qtlgEDBhAYGEiNGjUAeOeddyhdujSdOnVi+vTpREREMGrUKPr162esBffp04evv/6aESNG0L17d3bu3Mlvv/3G5s2bjXEMHTqULl26UKVKFapVq8bs2bOJj483juLNKEmkQgghANApZuhUvMsks4vW37x5k/bt23Pv3j3c3d156623OHTokHFK06xZszAzM6N169YkJiYSFBTEggULjOebm5uzadMm+vbtS2BgIPb29nTp0oUJEyYYyxQuXJjNmzczZMgQ5syZQ8GCBfn+++9NFgpp27YtUVFRjBkzhoiICAICAti6dWuml5mUUbtCCJHHpY7a3XyqCPaOz59ylZ74Bzqalr9CbGxsti1JmZtIjTQP0ev1hIeH4+joqGo9UiFE7qUoCg8ePMDb2/uVLTgi0ieJNA8JDw/Hx8cnp8MQQrxCN27cyNQ7fJ+UnSsbvUkkkeYhqUvFXTvuh9ZBPrHmBa2Kl8vpEEQ2SSGZ/fyRpSUh1feR5u0eQkmkeUhqc67WwQytitVLxOvHQmOZ0yGI7PJvLstKt41e5btF8/r7SCWRCiGEAED/xOIKmTtPaqRCCCGENO2qJO17QgghRBZIjVQIIQRgaNrVS9NupkkiFUIIAYBO0aBTsW6umnPeJJJIhRBCAJi8ySVz50mNVAghhECvmKFXMdhIn8cHG0kiFUIIAUiNVC0ZtSuEEEJkgdRIhRBCAKBH3cAh/csP5bUiiVQIIQSQlekvebtxUxKpEEIIICsrG0kiFUIIIWTRepUkkQohhACkRqpW3n56IYQQIoukRiqEEALIyjzSvF0nk0QqhBACAL2iQa9m+oustSuEEEJk5cXeUiMVQgghsrDWriRSIYQQAh0adCqmsqg5502Stz9GCCGEEFkkNVIhhBCANO2qJYlUCCEEADrUNdPqXn4orxVJpEIIIQCpkaoliVQIIQQgSwSqJYlUCCEEAIrKResVGbUrhBBCCLWkRiqEEAKQpl21JJEKIYQAZK1dtSSRCiGEAOTtL2pJIhVCCAFIjVQtSaRCCCEAw1tc1LzJJa+//SVvP70QQgiRRVIjFUIIAYBO0aBT0Uyr5pw3iSRSIYQQgPSRqiWJVAghBACKyrV2FZlHKoQQQsiLvdXK2x8jhBBCiCySGqkQQggA9Iq6/k698gqCeY1IIhVCCAHI+0jVkkQqhBACAL3K16ipOedNIolUCCEEIPNI1ZJEKoQQApCmXbXy9tMLIYTIUVOnTkWj0TB48GDjvoSEBPr164erqysODg60bt2aO3fumJx3/fp1mjZtip2dHR4eHgwfPpyUlBSTMrt376ZSpUpYW1vj7+/P0qVL09x//vz5+Pn5YWNjQ/Xq1Tly5Eimn0ESqRBCCODfPlJFxaayj/To0aN8++23lC9f3mT/kCFD2LhxI6tWrWLPnj2Eh4fz3nvvGY/rdDqaNm1KUlISBw8eZNmyZSxdupQxY8YYy4SFhdG0aVPq1atHaGgogwcPpmfPnmzbts1YZuXKlQwdOpSxY8dy/PhxKlSoQFBQEJGRkZl6DkmkQgghAFD+HWyU2U1RkUgfPnxIx44d+e6778iXL59xf2xsLD/88AMzZ86kfv36VK5cmSVLlnDw4EEOHToEwJ9//snff//Nzz//TEBAAI0bN2bixInMnz+fpKQkABYuXEjhwoX56quvKFWqFP3796dNmzbMmjXLeK+ZM2fSq1cvunXrRunSpVm4cCF2dnYsXrw4U88iiVQIIQSAutroE+vzxsXFmWyJiYnPvFe/fv1o2rQpDRs2NNl/7NgxkpOTTfaXLFmSQoUKERISAkBISAjlypXD09PTWCYoKIi4uDjOnj1rLPP0tYOCgozXSEpK4tixYyZlzMzMaNiwobFMRkkiFUIIAfw32EjNBuDj44OTk5NxmzJlSrr3+fXXXzl+/Hi6xyMiIrCyssLZ2dlkv6enJxEREcYyTybR1OOpx55XJi4ujsePH3P37l10Ol26ZVKvkVEyalcIIQSQ9be/3LhxA61Wa9xvbW2dpuyNGzcYNGgQ27dvx8bGRn2wuYjUSIUQQrwUWq3WZEsvkR47dozIyEgqVaqEhYUFFhYW7Nmzh7lz52JhYYGnpydJSUnExMSYnHfnzh28vLwA8PLySjOKN/XrF5XRarXY2tri5uaGubl5umVSr5FRkkiFEEIAqBpolNnVkBo0aMDp06cJDQ01blWqVKFjx47Gf1taWhIcHGw858KFC1y/fp3AwEAAAgMDOX36tMno2u3bt6PVaildurSxzJPXSC2Teg0rKysqV65sUkav1xMcHGwsk1HStCuyXedqpblz0yrdY+UDH/LlmkvGr4/udGT7by5cPmtLdJQlKUka3AskUaZqPB/0i6Rg0bSDGXQpsGOVC1tWuBIeZk1SogZ372SqN4zlvf+LwsUjJc05R3c5svobDy6esiM5SYO3XyLvtL1Py55RmJublj1z2J4DW504ddCBOzetSHhkhmfBJAKDYmk3IBIHJ13WvkHC6H+NYmne9S7+ZR9jY6fnfqQl547b8cMX+YkK/+//kHfhRNoPvEOZqvG45U/mQYw51y/asH6xG4f+dDK55sezrvNO2+jn3nfZdC9WzPZ8bpk3UXa82NvR0ZGyZcua7LO3t8fV1dW4v0ePHgwdOhQXFxe0Wi0DBgwgMDCQGjVqAPDOO+9QunRpOnXqxPTp04mIiGDUqFH069fPWAvu06cPX3/9NSNGjKB79+7s3LmT3377jc2bNxvvO3ToULp06UKVKlWoVq0as2fPJj4+nm7dumXq+SWRihxhr9XRqmdUmv2ePkkmXx8J1nL+uD0lKsbj6hWHhYXC9Ys2bF/lws61+fjipysEvPXQ5JxJffw48Icz3oUTqdMiGksrhfPH7Vj1jSfBv7swf9sFk2S67ns3vhlTEDtHHTUbx+DgpOPEPkcWjS/AuWP2jFp01eT6X/T2I/a+BWWrxdOwzX00Gjh10IFVCzzZv9mZWRsuks89bbIWmaEwcNpNmna6T3iYFbs3OPP4oRmunimUC3yIR8EkYyItUTGe6asvY2GhcOhPJ/b/4YSzWwo1G8cyfulVfpzhyfKZ/zXVHdzm9MwPcm36RGFrr+fYbsdsecrcJjsSaUbMmjULMzMzWrduTWJiIkFBQSxYsMB43NzcnE2bNtG3b18CAwOxt7enS5cuTJgwwVimcOHCbN68mSFDhjBnzhwKFizI999/T1BQkLFM27ZtiYqKYsyYMURERBAQEMDWrVvTDEB6EY2iKHn8BTh5R1xcHE5OTkT/UwStY8616neuZmh6+fHI3y8sm5Sgwcom7X/RE/sc+LStP8UrPGLeln+M+8+fsGNQ0+KUqBjPzHUXsbD875xvRhdg3Q/udBp2mw+HGvpF7kVY0CWwNNa2ehb8eQHPgsmAoVY7sVdhQrY5MXLBVeq2jDFeZ+XXHjRscx9Xr/+SpaLA158VZNMyN5p3iaL/lFuZ+p68KkHeATkdgiote0TRd2I4G5a68s2oAuj1pn+ozcwV9DrDvok/XaFagweM6+ZHyLb/ap8eBZJYuPMC5hYKbUqVJTnp+f/n/cs9Yv62i1z524a+DUu8/Id6xVKUZHazntjYWJMBPxmR+rchaEtvLO3T/5DxPMnxSWxrvEjVvd8E0kf6Cvn5+TF79uycDuO1ll4SBahY6yEOzimEXzX9pY+4ZvXv8QcmSRSgWsNYAGLv/dcQc3SnluREMxq3v2dMogDmFtBp2G0ANv3oZnKdtv0jTZIogEYDHQYbhsyfOuSQ0ccT6bCy0fPh0DuEX7Xim9FpkyhgTKIA+X2T0OsN3QBPirxlxdXzNtjYKtjY619430bt7wOw7ReXLD7B6yur80jzqlyXSLt27YpGo2Hq1Kkm+9etW4dG83r9sI4ePUrv3r1zOoxcKTlJw58rXfhlrgfrF7tx/rhdps7/+y87HsZY4FsiwWR/6tcn9jmSkmx6zpEdhtpKxSeagu9HGbKtZyHTJmUAr3/3/f2XPUmJL/6/Z2FhSPpP96mKzKlc5wGO+XSEbHXC3FyhZuMYPuh/h6ad7uLtl7ZP/Op5G8zMoGr9Byb73Qsk4VcygctnbXgQ/fxeLCsbPfVaRZOUoCF4Tb7nlhXiabmyj9TGxoZp06bxf//3fyZLR71u3N3dczqEXOt+pCVfDSlksq94QDwjF1zD2y9tUju225G//7InOUnDrTBrDu/Q4uSSQp/xpk2ohUsl0LJnFOu+d6dX3VJUrReHpZXCuWN2XDxtR6dht/lf41hjeScXQ83yzvW0zVkR/+7TpWiIuG5FoWLPXqUFYNuvrgBUrhOXge+AeJZi5R8DoNPDN8H/4PPEgDKdDtZ+5853E7yN+5ZN96J01XhGLbrKoT+duHnF2thHevuaFZP7+L3wnrWaxuDgpGfXOmcexOTKP4vZQkHdu0Xzev9grquRAjRs2BAvL69nroqRas2aNZQpUwZra2v8/Pz46quvXnjt9evXU6lSJWxsbChSpAjjx483vjFAURTGjRtHoUKFsLa2xtvbm4EDBz73ehs3bqRq1arY2Njg5uZGq1atjMeebtrVaDR8//33tGrVCjs7O4oVK8aGDRtMrnf27FmaNWuGVqvF0dGRWrVqcfnyZcAwNHvChAkULFgQa2trY8f46+adtveY9tslVp46w/pLJ1nw5wUatLnPP6H2fPqBP48epv1veWyPIz/P9GLl14YBPe7eyUxacZniFR6nKdt3wi36TLhJ5E1L1i92Z/VCD84edaBSrQe81STWpGzlOg8wM1fY+qsrkbf+awvWpWAyQOVh7POrmZfP2PLzTE+c3ZJ5/6PMLXgtTDm7Gn4fW/eO4lGcGQMaF6OFf1k+blmUW1esadMnimad7xrL37hkw+Bmxbh8xpa3mhpGTjdqfx+9Hv5c6cLtqy/u8wv6t1l364q826wL0rSrVq5MpObm5kyePJl58+Zx8+bNdMscO3aMDz74gHbt2nH69GnGjRvH6NGj031NTqp9+/bRuXNnBg0axN9//823337L0qVLmTRpEmBIzLNmzeLbb7/l4sWLrFu3jnLlyj3zeps3b6ZVq1Y0adKEEydOEBwcTLVq1Z77bOPHj+eDDz7g1KlTNGnShI4dO3L/vuGX+NatW9SuXRtra2t27tzJsWPH6N69uzHRz5kzh6+++ooZM2Zw6tQpgoKCePfdd7l48WK690pMTEyz9mVu8OHHdwh46yHObinY2CkULfuYEXOv06DNfe7ctGLLctc05/QeG8628FDWXTzFnM3/ULBoAkNaFGPn784m5fR6mD28IMum5eejL27xS+gZfr9wii9+vsz1SzYMalaMC6G2xvJehZJoN+AOD6It6NOgJF8N8WHhWG/6BZUg9IAjHgUMtWOz5/ym3L5mxejOhdHrNYz85hpOrjL9JSs0Zob6TXKyhnHdC/PPSTsSHplz5ogDX/T2RaeD1v/334jvEgGPmL3xIg9izekXVIx3i5ajS42S7FiVj48mhjNywbXn3s/bL5FyNeK5fc2K0P15u39bEqk6uTKRArRq1YqAgADGjh2b7vGZM2fSoEEDRo8eTfHixenatSv9+/fnyy+/fOY1x48fz6effkqXLl0oUqQIb7/9NhMnTuTbb78FDO+38/LyomHDhhQqVIhq1arRq1evZ15v0qRJtGvXjvHjx1OqVCkqVKjAyJEjn/tcXbt2pX379vj7+zN58mQePnxofP/d/PnzcXJy4tdff6VKlSoUL16cbt26UaKEYQThjBkz+OSTT2jXrh0lSpRg2rRpBAQEPHNA05QpU0zWvfTx8XlubDmt6Yf3ADh71P6ZZWzt9ZSs+Ihxi8PwKZrInBE+xNz7r7a47RcXtix3o+snt2na6R4uHinYO+qpWv8BoxaFkfDInCVTvE2u2WVEBCPmXaNg0QT2rM/Htl9cccufzMz1F7FzNCRFZ7f0p7NEXLdiRBt/4u5bMGrRVQJqPky3nMi4+AeGn+fFk3bcv2M6YuzaBVsirlnhXTgJe60OcwuFkd9cQ6/XMKFHYS6dtiPxsRkR161ZNL4AB7Zoqf1uLKWrxj/zfkHt7mNmBtt+dQGVrwN7U0giVSfXJlKAadOmsWzZMs6dO5fm2Llz56hZs6bJvpo1a3Lx4kV0uvRrBCdPnmTChAk4ODgYt169enH79m0ePXrE+++/z+PHjylSpAi9evVi7dq1aV4U+6TQ0FAaNGiQqWd68r179vb2aLVa4+ocoaGh1KpVC0tLyzTnxcXFER4enu4zp/f9ARg5ciSxsbHG7caNG5mKNbtp/+2vTHj04v+W5hZQoeYDEh6Zc/HkfwOVju4yDL2vkE5CK1omAQfnFC6fsU1zrEHraOZuvsiGK6dY+89pvvj5Ct5+idwKs0abL8U48OhJt69ZMby1P/cjLfhs4VVqvJ07avyvu5uXDRPqH8al35yeut/aRo+PfwL5fZO4cMKQQJ928qChhulfNm0XAICZmULD9++jSzE0A+d1kkjVydWJtHbt2gQFBb2wlpdRDx8+ZPz48SZLU50+fZqLFy9iY2ODj48PFy5cYMGCBdja2vLRRx9Ru3ZtkpOT072erW3aP8gv8nSS1Gg06PV61dd7Hmtr6zRrX+Zm508YEuLTizI8y70Iw/fS3OK/oQ4pSYZf6CenuKRKStTw+KE5ltYvngoBsH+zM8mJZtR5N+0qOLevGWqihiR6jf81kiT6spw8YEh+hfwT0hwzt1Dw9kvicbwZMfcssLA0/OydXNP/wJs6mCz5GaOuqzaIwy1/Cn/tcjT+fxIis3J1IgWYOnUqGzduTPN+uFKlSnHgwAGTfQcOHKB48eKYP2P+QaVKlbhw4QL+/v5pNrN/O8FsbW1p3rw5c+fOZffu3YSEhHD69Ol0r1e+fPk0azlmRfny5dm3b1+6iVur1eLt7Z3uM6euLfk6uH7RmoRHaf+oXb9ozeJJhibX+q3+S1z/nEz/w8Vfux05uNUJB6cUSld5ZNxf5t8mvF/meqaZsvLzV17oUjRU+J9pbTX+Qdpfg+sXrVk03hs7Rx0f9DcdPJTanHvvjiUjv7lGzcaxac4X6t2+Zs1fux0oUCSJRh3umRxr2z8SR2cdB7Y4oddpuHbBhvg4M0pXjadSnaemv3gn0bSTYdDRs+b2ps4d3fpL2n75vEhRNKq3vCzXj/MuV64cHTt2ZO7cuSb7P/74Y6pWrcrEiRNp27YtISEhfP311ybLSD1tzJgxNGvWjEKFCtGmTRvMzMw4efIkZ86c4YsvvmDp0qXodDqqV6+OnZ0dP//8M7a2tvj6+qZ7vbFjx9KgQQOKFi1Ku3btSElJ4Y8//uCTTz5R9az9+/dn3rx5tGvXjpEjR+Lk5MShQ4eoVq0aJUqUYPjw4YwdO5aiRYsSEBDAkiVLCA0NZfny5arulxP2rM/H74vcKVvjIZ4FkrCx03Pzig1HdzqSkmxG2wF3KFfjv/6sAY1L4FfyMYVLPcYtfzIJj8wIO2fLmcMOWFjqGTrzBjZ2/9Uwm3W9y/ZVLoTud6Rn7ZJUqfcAaxs9Z4/ac+GEPU6uyXQebvquwUXjC3DptC3FAx7h6KwjPMyaQ9u1mGlg7OIwPAqYfrAZ0cafyFtWlKocT9jftoT9nTbZdxqWufcZClNfjyzIrA2XGDLjJv8LiuXGZRuKlnlMxVoPibhhyfcT8wOQnGTGdxO9GfzlTb74+QpHdmi5ccmafO4p1GwSi52DntUL3bl1Je1bSJzdkqnWII77kRYc2p67W2uyS2YXoH/yvLws1ydSgAkTJrBy5UqTfZUqVeK3335jzJgxTJw4kfz58zNhwgS6du36zOsEBQWxadMmJkyYwLRp07C0tKRkyZL07NkTAGdnZ6ZOncrQoUPR6XSUK1eOjRs34uqa/qfVunXrsmrVKiZOnMjUqVPRarXUrl1b9XO6urqyc+dOhg8fTp06dTA3NycgIMDYLzpw4EBiY2P5+OOPiYyMpHTp0mzYsIFixYqpvmd2q1DzAdcvWnP5rCEZJj42w8klhar1H9C8y10q1zWtVXQbGc7JAw6cPuRA7D0LNGbg4Z1Ekw/v0qpXVJq5nfaOeuZs+oeV8z0J2aZl+28u6HXglj+Zpp3v0n7gHdy9TRNj5Tpx3Lhkzb5NhvVc87mnUL9VNO0G3kl3TmvqOq3njtlz7lj6A6MkkWbN7WvWDGhcjM7DI6hc9wGV6jwkOsqCDUtc+XmmJ7H3/muG3bLclTs3rGjZI4pSVeKp1iCOx/FmXDptyx8/u7Jrbfpz0d/+IBoLS9ixKp/JSkl5WW5Za/d1I2vt5iG5Za1dkX1e17V2Rea9jLV2q60dhIV92tr7C+8dn8iRVnPy7Fq7r0WNVAghxKsnNVJ1pFoihBBCZIHUSIUQQgCoHoEro3aFEEIIDAlRTTOtJFIhhBACw1tc1Aw/zesjViWRCiGEAAzzQTUyjzTTJJEKIYQApI9ULRm1K4QQQmSB1EiFEEIAhvmgGplHmmmSSIUQQgCGgUaqBhvl8dFGGUqk169fV32DQoUKqT5XCCFE9pE+UnUylEj9/PzQaDL/jdJoNM99MbYQQojcQxKpOhlKpJ07d1aVSIUQQrw+pI9UnQwl0qVLl77iMIQQQojXkww2EkIIAchgI7WylEiTkpLYsWMH58+fJz4+ntGjRwOQkJBAXFwcbm5umJnJVFUhhHgdGBKpmj7SVxDMa0R1ltuwYQOFChWiefPmDBs2jHHjxhmPnTp1ivz58/Prr7++jBiFEEJkg9TBRmq2vExVIj1w4ABt2rTB2tqaOXPm0KFDB5Pj1apVw9/fnzVr1ryUIIUQQrx6Sha2vExV0+7EiRNxdnbm2LFjuLm5ce/evTRlqlSpwuHDh7McoBBCiOwh01/UUVUjPXz4MC1atMDNze2ZZXx8fIiIiFAdmBBCCPE6UFUjTUxMRKvVPrdMTEyMDDQSQojXidp22jzetqsqkRYpUoSjR48+t0xISAglS5ZUFZQQQogcoHbgkDTtZl7r1q05cOAAS5YsSff4jBkzOHPmDG3bts1ScEIIIbJP6jxSNVtepqpGOnz4cNasWUPPnj1ZsWIFiYmJAIwYMYKQkBAOHjxIQEAA/fv3f6nBCiGEeHVksJE6qhKpg4MD+/bto3///vz222/odDrAUBPVaDR88MEHLFiwAGtr65carBBCiFdI0ahrppVEqk6+fPlYvnw5c+fO5ejRo9y/fx+tVkvVqlXx9PR8mTEKIYQQuVaW19p1dXWlUaNGLyMWIYQQOUjW2lUny4n0xIkTnDhxgtjYWJycnKhYsSIVK1Z8GbEJIYTITjL9RRXVifTo0aP06tWL06dPA6AoivGdpeXKleP777+nSpUqLydKIYQQr5wMNlJHVSI9fvw49erV49GjRzRo0IBatWrh6enJnTt32Lt3Lzt37qRevXrs27ePgICAlxyyEEKIVyaP1y7VUJVIR44cSXJyMtu2bePtt99Oc3zbtm00b96cTz/9lK1bt2Y5SCGEEK+e1EjVUbUgw8GDB3n//ffTTaIAQUFBtGnThoMHD2YpOCGEECK3U1UjtbCwwNfX97llChcujLm5uaqghBBC5AAZbKSKqkT6v//974WvSDt06BBvvfWWqqCEEELkBM2/m5rz8i5VTbtffvklx44dY9SoUTx69Mjk2KNHj/jss884ceIE06dPfylBCiGEyAbyZm9VMpRIu3fvbrLNmDGD8uXLM2XKFHx8fGjYsCEdO3akYcOG+Pj4MG3aNMqXL8+MGTNedfxCCCFelmxKpN988w3ly5dHq9Wi1WoJDAxky5YtxuMJCQn069cPV1dXHBwcaN26NXfu3DG5xvXr12natCl2dnZ4eHgwfPhwUlJSTMrs3r2bSpUqYW1tjb+/P0uXLk0Ty/z58/Hz88PGxobq1atz5MiRzD0MGWzaTe/mqaKjo9m5c2ea/Xv37mXfvn388MMPmQ5KCCFEDsimtXYLFizI1KlTKVasGIqisGzZMlq0aMGJEycoU6YMQ4YMYfPmzaxatQonJyf69+/Pe++9x4EDBwDQ6XQ0bdoULy8vDh48yO3bt+ncuTOWlpZMnjwZgLCwMJo2bUqfPn1Yvnw5wcHB9OzZk/z58xMUFATAypUrGTp0KAsXLqR69erMnj2boKAgLly4gIeHR4afR6MoL17c6dq1a5n6Jj3pRYOSRPaJi4vDycmJ6H+KoHWUl67nBUHeATkdgsgmKUoyu1lPbGwsWq02U+em/m3wmT8eM1ubTN9b/ziBG/3Gqrp3KhcXF7788kvatGmDu7s7K1asoE2bNgCcP3+eUqVKERISQo0aNdiyZQvNmjUjPDzcuLb7woUL+eSTT4iKisLKyopPPvmEzZs3c+bMGeM92rVrR0xMjHFaZvXq1alatSpff/214Tn0enx8fBgwYACffvpphmPPUI1UkqEQQrz5srrWblxcnMl+a2vrF74FTKfTsWrVKuLj4wkMDOTYsWMkJyfTsGFDY5mSJUtSqFAhYyINCQmhXLlyJi9ICQoKom/fvpw9e5aKFSsSEhJico3UMoMHDwYgKSmJY8eOMXLkSONxMzMzGjZsSEhISKaeX6olQgghDLLYR+rj44OTk5NxmzJlyjNvdfr0aRwcHLC2tqZPnz6sXbuW0qVLExERgZWVFc7OziblPT09iYiIACAiIiLNW8ZSv35Rmbi4OB4/fszdu3fR6XTplkm9RkZladH6hIQEjh49Snh4uPHl3k/r3LlzVm4hhBAiu2Sxj/TGjRsmTbvPq42WKFGC0NBQYmNjWb16NV26dGHPnj2Zv3cuoDqRzp8/n9GjRxMbG5vu8dRF7CWRCiHE60GjGDY15wHGUbgZYWVlhb+/PwCVK1fm6NGjzJkzh7Zt25KUlERMTIxJrfTOnTt4eXkB4OXllWZ0beqo3ifLPD3S986dO2i1WmxtbTE3N8fc3DzdMqnXyChVTbu///47AwYMwMfHhxkzZqAoCi1atGDy5Mk0atQIRVFo3bo1ixcvVnN5IYQQOSEH55Hq9XoSExOpXLkylpaWBAcHG49duHCB69evExgYCEBgYCCnT58mMjLSWGb79u1otVpKly5tLPPkNVLLpF7DysqKypUrm5TR6/UEBwcby2SUqkQ6e/ZsPDw8CAkJYciQIQAEBAQYR0n9/PPPrFu3TgYpCSGESGPkyJHs3buXq1evcvr0aUaOHMnu3bvp2LEjTk5O9OjRg6FDh7Jr1y6OHTtGt27dCAwMpEaNGgC88847lC5dmk6dOnHy5Em2bdvGqFGj6Nevn7E5uU+fPly5coURI0Zw/vx5FixYwG+//WbMWQBDhw7lu+++Y9myZZw7d46+ffsSHx9Pt27dMvU8qpp2T506xQcffICdnZ1xn06nM/67Q4cOLFu2jAkTJlC3bl01txBCCJHdsmkeaWRkJJ07d+b27ds4OTlRvnx5k7eJzZo1CzMzM1q3bk1iYiJBQUEsWLDAeL65uTmbNm2ib9++BAYGYm9vT5cuXZgwYYKxTOHChdm8eTNDhgxhzpw5FCxYkO+//944hxSgbdu2REVFMWbMGCIiIggICGDr1q1pBiC9iKpEmpycjLu7u/FrW1tbYmJiTMpUqFCBRYsWqbm8EEKInJBNi9a/aKEeGxsb5s+fz/z5859ZxtfXlz/++OO516lbty4nTpx4bpn+/fvTv3//55Z5EVWJ1Nvbm9u3bxu/9vX1TRPstWvXsLDI0qBgIYQQ2Une/qKKqj7SqlWrcvz4cePXjRo14sCBA0yZMoWzZ8/y7bff8vvvv1O1atWXFqgQQohXTBatV0VVIn3//fdJTEzk6tWrgKHjuGDBgowaNYry5cvTt29fHBwc5O0vQggh3niq2l5btWpFq1atjF+7u7sTGhrK999/z5UrV/D19aVTp04UKFDgpQUqhBDiFcumwUZvmpfWiZkvXz6GDx/+si4nhBAim2V1QYa8SkYDCSGEMJDBRqpkKJH++OOPqm8gSwQKIYR4k2UokXbt2hWNJnNt4LLWrhBCvF40qGzafemRvF4ylEiXLFnyquMQ2ei9clWw0FjmdBgiG5i72ud0CCKbKPokuJ/TUeRNGUqkXbp0edVxCCGEyGkyalcVGWwkhBDCQAYbqSKJVAghhIEkUlUkkQohhABkHqlakkiFEEIYSI1UFVVr7QohhBDCQGqkQgghDKRGqookUiGEEID0kaqVpUSalJTEjh07OH/+PPHx8YwePRqAhIQE4uLicHNzw8xMWo+FEOK1IPNIVVGd5TZs2EChQoVo3rw5w4YNY9y4ccZjp06dIn/+/Pz6668vI0YhhBDZQV7srYqqRHrgwAHatGmDtbU1c+bMoUOHDibHq1Wrhr+/P2vWrHkpQQohhHj1Upt21Wx5maqm3YkTJ+Ls7MyxY8dwc3Pj3r17acpUqVKFw4cPZzlAIYQQIjdTVSM9fPgwLVq0wM3N7ZllfHx8iIiIUB2YEEKIbCZNu6qoqpEmJiai1WqfWyYmJkYGGgkhxOtEbTOtJNLMK1KkCEePHn1umZCQEEqWLKkqKCGEEDlA5pGqoqrK2Lp1aw4cOPDM95TOmDGDM2fO0LZt2ywFJ4QQIhtJ064qqmqkw4cPZ82aNfTs2ZMVK1aQmJgIwIgRIwgJCeHgwYMEBATQv3//lxqsEEKIV0cWZFBHVSJ1cHBg37599O/fn99++w2dTgcYaqIajYYPPviABQsWYG1t/VKDFUIIIXIb1Ssb5cuXj+XLlzN37lyOHj3K/fv30Wq1VK1aFU9Pz5cZoxBCCJFrZXmtXVdXVxo1avQyYhFCCJGTZLCRKrJovRBCCED6SNVSlUjr16+foXIajYbg4GA1txBCCJET8nhSVENVIt29e/dzj2s0GhRFQaPJ228EEEKI14o07aqiah6pXq9Pd4uJiWHnzp1Ur16dNm3akJSU9LLjFUIIIXKVl7qGn1arpW7dumzbto0jR44wadKkl3l5IYQQr5C8/UWdV7IYrqOjI40bN37mykdCCCFyIVnZSJVXNmrXzMyM27dvv6rLCyGEeMlk1K46rySRXrlyhVWrVuHn5/cqLi+EEOJVkMFGqqhKpN27d093f0pKCrdu3WL//v0kJyczYcKELAUnhBAiG0kiVUVVIl26dOlzj5coUYKPP/6Ynj17qrm8EEII8dpQlUjDwsLS3W9mZoazszOOjo5ZCkoIIUT2kz5SdVQlUo1Gg5WVFV5eXi87HiGEEDlFmnZVUTX9pXDhwnz22WcvOxYhhBA5Saa/qKKqRpovXz5cXV1fdixCCCFykDTtqqMqkdaqVYvDhw+/7FiEEELkJGnaVUVV0+6UKVM4deoUEyZMICUl5WXHJIQQQrw2VNVIp0+fTrly5Rg/fjzffvstFSpUwNPTM83bXjQaDT/88MNLCVQIIcSrJU276mQ4kZqbmzNu3DhGjx5tMo/09u3bz1wKUBKpEEK8RqRpV5UMN+0qioKiGL5bYWFhGdquXLnyygIXQgjxkmXTqN0pU6ZQtWpVHB0d8fDwoGXLlly4cMGkTEJCAv369cPV1RUHBwdat27NnTt3TMpcv36dpk2bYmdnh4eHB8OHD0/T3bh7924qVaqEtbU1/v7+6S4oNH/+fPz8/LCxsaF69eocOXIkU8+jqmnX19dXzWlCCCFyMc2/m5rzMmPPnj3069ePqlWrkpKSwmeffcY777zD33//jb29PQBDhgxh8+bNrFq1CicnJ/r37897773HgQMHANDpdDRt2hQvLy8OHjzI7du36dy5M5aWlkyePBkwVPqaNm1Knz59WL58OcHBwfTs2ZP8+fMTFBQEwMqVKxk6dCgLFy6kevXqzJ49m6CgIC5cuICHh0fGnl9JrWa+gJmZGePGjWPMmDGZ/JaJ3CIuLg4nJyfqWX+AhcYyp8MR2cDMwT6nQxDZJEWfRPD9pcTGxqLVajN1burfhtJ9J2NubZPpe+sSE/j7m89U3RsgKioKDw8P9uzZQ+3atYmNjcXd3Z0VK1bQpk0bAM6fP0+pUqUICQmhRo0abNmyhWbNmhEeHo6npycACxcu5JNPPiEqKgorKys++eQTNm/ezJkzZ4z3ateuHTExMWzduhWA6tWrU7VqVb7++msA9Ho9Pj4+DBgwgE8//TRD8Wdq1O7Tg4mEEEKIVHFxcSZbYmJihs6LjY0FwMXFBYBjx46RnJxMw4YNjWVKlixJoUKFCAkJASAkJIRy5coZkyhAUFAQcXFxnD171ljmyWuklkm9RlJSEseOHTMpY2ZmRsOGDY1lMiJTiXTcuHGYm5tneLOweGWvOxVCCPGSpY7aVbMB+Pj44OTkZNymTJnywnvq9XoGDx5MzZo1KVu2LAARERFYWVnh7OxsUtbT05OIiAhjmSeTaOrx1GPPKxMXF8fjx4+5e/cuOp0u3TKp18iITGU6rVab5sGEEEK8IbI4avfGjRsmTbvW1tYvPLVfv36cOXOG/fv3q7hx7pCpRDpkyBDpIxVCiDdZFqayaLXaTPWR9u/fn02bNrF3714KFixo3O/l5UVSUhIxMTEmlbc7d+4YX5bi5eWVZnRt6qjeJ8s8PdL3zp07aLVabG1tja2n6ZXJzEtZVK1sJIQQ4s2T1abdjFIUhf79+7N27Vp27txJ4cKFTY5XrlwZS0tLgoODjfsuXLjA9evXCQwMBCAwMJDTp08TGRlpLLN9+3a0Wi2lS5c2lnnyGqllUq9hZWVF5cqVTcro9XqCg4ONZTJCOjGFEEIYZNOCDP369WPFihWsX78eR0dHY3+kk5MTtra2ODk50aNHD4YOHYqLiwtarZYBAwYQGBhIjRo1AHjnnXcoXbo0nTp1Yvr06URERDBq1Cj69etnbFLu06cPX3/9NSNGjKB79+7s3LmT3377jc2bNxtjGTp0KF26dKFKlSpUq1aN2bNnEx8fT7du3TL8PJJIhRBCZKtvvvkGgLp165rsX7JkCV27dgVg1qxZmJmZ0bp1axITEwkKCmLBggXGsubm5mzatIm+ffsSGBiIvb09Xbp0YcKECcYyhQsXZvPmzQwZMoQ5c+ZQsGBBvv/+e+McUoC2bdsSFRXFmDFjiIiIICAggK1bt6YZgPQ8kkiFEEIA2bfWbkaWL7CxsWH+/PnMnz//mWV8fX35448/nnudunXrcuLEieeW6d+/P/37939hTM+S4USq1+tV30QIIcRrQNbaVUVqpEIIIQB5+4takkiFEEIYSI1UFUmkQgghDCSRqiLzSIUQQogskBqpyDXqt7xL2aoP8C8bj1+Jx1hZK3w1rDDb17inW97bL4F2H4VTpsoD3PIn8SDGguuXbNmwzJNDO/KlKe+gTaFd/3D+93Y0bvmTePTQnNNHHPl5VgGuXbRLU756g2gq1YrFv8wjipZ+hI2dnp9ne/PznIJpyorMs7TS0XXQFYqVeUB+n8c4OqXw8IEFETds2Pa7Nzs3eaJL+e+zfse+YXT86Oozr9c1qAaR4bbGr51dk2j/f1cpXiYOjwIJODimEBttxc0wWzb9WpCDwW6k9wKwfG6JdB4QRtVa93DQphAZbk3wRi9WLylkEs+bSPpI1ZFEKnKNLh/fxLNgEjH3LIiOssSzYNIzy5YIeMi0FeexsFA4tMOZ/VtdcHZNpmajaMZ9d5GfZhVg+dwCxvKOzsnM+v1vChZO5O9jDoTsyIeLexI1G0VTtU4sn3QsyYVQB5N7tO4ZQfkaD4iPM+feHUsKFM7YmyxExtja6WjyQTj/nHHk6F5XYqMtcdCmUOWt+wyZeJ7aje4wpm8FFMU02W1f70XkrbSv+op/YPrnzN0zgQbNIzh/SktIsDsPYi1wdkmmWt27jJp9hq2r8zN3fEmTc/K5JjJrxTHcPBMJCXbn1nVbylWJocvAMIqXe8DEgWVR98bO14Q07aoiiVTkGrM/LcytqzZE3rLmgz7hdP/k5jPLdhx4CxtbPeN6F+PQ9v9qn8vnJvLNltO83+c2vy3MT3KSoQbRacgtChZOZM33Xnw3qZCxfKmKD5jx2zmGTgujT6OyJn+0l80sSHSUJeFXranT7D4j511+BU+ddz2IteT9wFqkPFXLMzPXM2nRSSrXjKbKW/c4us/N5PiOdV6c/itti8PTrvzjwAc1a6HXmyY+W7sUZq04RqM2t1n3sw/XL//3ztZuQ67gkT+RrycU549VqR/EFEZM+5u6TSKp0ziSPVsyPlH/daNRFDQZe0V1mvPysje7nSKH+fn5MXv27JwO47Vx4oATkbde/LYIgPyFEtHr4a/dTib7I29Zc/WCHTa2emzsdMb9gQ1j0Ongp1kFTMqfO+HIoeB8+BZ/TLnqD0yOnT3qSPhVG97oGkgOUhRNmiQKoNeZERJsaM73LvRY9fV1KWZpkijA40cWHDvg8u/1Hxn329qlULtRJLdv2PDHKu8nztCwdHZRABq1Dlcdz2tBycKWh+WpRNq1a1c0Gk2arVGjRq/kfkePHqV3796v5Np53dV/bDEzgyp1Y032u3sn4lfiEZf/tuNBjKVxfz73ZOKiLUh4ZJ7mWnduWAEQ8L+4Vxu0yBCNRqHyW/cAuHrJPs3xslViaNP9Gq27XiewfhQ2timZur6llY7y1WLQ6+HaE9cvWSEOK2s9J0JcePrDU+RtG26E2VG6YixmZm9u1siuRevfNHmuabdRo0YsWbLEZF9G3pmnhrt7+oNkRNYtm1GQMpUfMmr+JQ7tcOZWmA3Orsn8r1E0t6/bMGVAUZPycdEWOLkmY2OnS5NMPX0MfbEFCidkW/ziPxYWetr2ugYa0DonU6F6NIWKPOLPtV6cPOySpnynfldNvn4QZ8G3U4uxc2P6r71yckmiWdtbaMwUnF2SqVLrHh75E1m+wI/bN/4bZFbA11A7vXXNNt3rhF+zxafwIzy8E4i4mX4ZkTflqRopGJKml5eXyZYvn6G/RVEUxo0bR6FChbC2tsbb25uBAwc+93obN26katWq2NjY4ObmRqtWrYzHnm7a1Wg0fP/997Rq1Qo7OzuKFSvGhg0bTK539uxZmjVrhlarxdHRkVq1anH5sqFvTq/XM2HCBAoWLIi1tbVxceW86OYVWwa/V5rLf9vxVuNo2n50m6C2d9HrNGxf7cbta6aDUY7udsLcHD4cdMtkf4mAh1SvHwMYRvWK7GdhqafjR1fp2PcqzdvfoqDfI1Yv8WHu+BIm5a5ccGDW6JJ0a1SDFpVr0zWoBgsmFwMFhn5xjup176Z7fWeXJDp+dJUOfa7R5INw8rkl8f2Moiz/xs+knJ2D4ef/6GH69YtH8RYm5d5I0rSrSp6rkT7PmjVrmDVrFr/++itlypQhIiKCkydPPrP85s2badWqFZ9//jk//vgjSUlJL1xAefz48UyfPp0vv/ySefPm0bFjR65du4aLiwu3bt2idu3a1K1bl507d6LVajlw4AApKYZf3Dlz5vDVV1/x7bffUrFiRRYvXsy7777L2bNnKVasWJp7JSYmkpj430jTuLg3p+myeIWHjP32Ilcv2NK/WRluXLYhn3sy73a+Q9+x1ylT5SGT+/sby/80qyBV6sTSpncEpSo+5FyoAy7uybzV+D7XL9lQpNTjdPvTxKuX8NiCJuXqodEouHgkUr3OPboMukKpCnGM+ag8j/9NYCE7TVt4IsNt2fRLQW5csWPSopN0HnCFw7vd0lz/2iUHmpSrh5mZgptXAnUbR9Jl4BVKBcQyZVgZ9Lo8V594Jpn+ok6e+x+0adMmHBwcTLbJkycDcP36dby8vGjYsCGFChWiWrVq9OrV65nXmjRpEu3atWP8+PGUKlWKChUqMHLkyOfev2vXrrRv3x5/f38mT57Mw4cPjW95nz9/Pk5OTvz6669UqVKF4sWL061bN0qUMHwynzFjBp988gnt2rWjRIkSTJs2jYCAgGcOaJoyZQpOTk7GzcfHR8V3LPcxt9Azcu5l9HqY8H/FuHTWnsQEcyJu2LBoki8HtuWjdtP7lK783+ChuxFWDGxRhq0r3fH0SaRFlzuUrPiQn2YV4Nf5hoElMffkc2VOUhQN9+7Y8MdvBZg3vgRlKsXSrve1F5538rALt2/YUrh4PLb2z64t6vUaIsNt+e0HX36cV4SaDe/SqPVt4/HUmuizapx29s+vsb4RpEaqSp5LpPXq1SM0NNRk69OnDwDvv/8+jx8/pkiRIvTq1Yu1a9caa4PpCQ0NpUGDBpm6f/ny5Y3/tre3R6vVGt/wHhoaSq1atbC0tExzXlxcHOHh4dSsWdNkf82aNTl37ly69xo5ciSxsbHG7caNG5mKNbfyKZpA/kKJXAh1IDEh7eChU4ccASha5pHJ/nt3rJj9aWE+DKxI8xJV6V63Aqu+9aaQv2Fk6MXTaQe2iJxx/KChb7R8legMlY/7d2CZjY3uBSWfun7VGOO+W9cM/aUFfNMfKezt+5jkJA2Rt1/NmIrcQAYbqfMGf7RKn729Pf7+/uke8/Hx4cKFC+zYsYPt27fz0Ucf8eWXX7Jnz550k5utbeYHHDx9HY1GY3xFnZrrPY+1tfUrG0iVkywsDb+1Tq7pf8hxcjHsT056cVOtmZlCneb3SUnWsH9L2oEtIme4uhu6JNKbHvM0a1sdvkXjefzInNiYtL+n6V7fI/X6//0fOX9KS3KShoqB9zFUsf475pE/AZ/Cjzh52PnNbgqWBRlUeYP/R6hja2tL8+bNmTt3Lrt37yYkJITTp0+nW7Z8+fIEBwe/tHuXL1+effv2kZycnOaYVqvF29ubAwcOmOw/cOAApUuXfmkxvA6u/WNLfJw5pSs/oFIt0+kvbvkTadI+Er0eTh92NO43t9BjZW36Tl2NRqHnZ9fxKZrAhmUe3I+0ypb4hYFPkXis06lBWtvo6DXiEgBH9xk+3NjapRhH1T7JylrHoHHnsXPQsW+bu0mSK1z8IeYWad+j7KBNpsvAKwD8tc/VuP9xvAV7tniS3yeBJu8/OV9Uoetgw4C/rWuenF8qhEGeq5EmJiYSERFhss/CwgI3NzeWLl2KTqejevXq2NnZ8fPPP2Nra4uvr2+61xo7diwNGjSgaNGitGvXjpSUFP744w8++eQTVbH179+fefPm0a5dO0aOHImTkxOHDh2iWrVqlChRguHDhzN27FiKFi1KQEAAS5YsITQ0lOXLl6u6X27TqG0kZao8BMCvxKN/90VRvoahr/PsXw5sXelBcpIZ30/1YdDkq0xccoEjO525cdmWfO5J1AyKxs5Bz+rvvLgV9l8NP59bCt9uO83x/VoiblhjYalQuXYshfwTOBzsxJIv0/YfB74dzf/eMTQtevoYajCB78QYly68cdmG3xbKH1a1agdF0qrzDc6ecOLOLRsexVvg5pFI5bfu45QvmTPHnFj3k+Hn4uiczLcbDnPxjCPXw+yJvmtFPtckAmpE4+6VSNg/9vzwlWlLU8vON6hW+x5/hzoRdduapAQzPLwTqVr7HrZ2hsS7+w8Pk3OWzC5C+WrRfDTqHwJqRBN+w7BEYKkKcRza5cqeLabl30R5vZlWjTyXSLdu3Ur+/PlN9pUoUYLz58/j7OzM1KlTGTp0KDqdjnLlyrFx40ZcXV3TvVbdunVZtWoVEydOZOrUqWi1WmrXrq06NldXV3bu3Mnw4cOpU6cO5ubmBAQEGPtFBw4cSGxsLB9//DGRkZGULl2aDRs2pDti93VUpspD3m5jOoWhTNWHlKn60Pj11pWGP2RbfvEg4oY1LbtGUKrSQ6rVi+HxI3MunbVnyy/u7FpvOnoz/oE5ITucKV35IdXqx5CSrOHaP3bM/tSPbb+5p1nPFaBo6fg08RQtbVjAHgx9sZJI1TuyxxUXj0RKVYijZIU4bG11xD+04Oo/9uzZ6smfa72MNcwHsZZsXlmA4mXjqPqWYTH5pEQzblyxY8Pygmz8pQBJiab95Ts3emKmUShRLo4KVaOxstYTF2vJmWNOBK/3Yu+2tEv9Rd+1ZkiHyoZF62vfo3rdu0SG2/DjvMKsXlyIN36VK0UxbGrOy8M0ipLHvwN5SFxcHE5OTtSz/gALTcb6ksTrzcxBBlDlFSn6JILvLyU2NhatVpupc1P/NlRp8wUWlmlfCPDCeycn8NfqUaru/SbIczVSIYQQzyCDjVSRwUZCCCFEFkiNVAghBAAavWFTc15eJolUCCGEgTTtqiKJVAghBCBr7aoliVQIIYSBTH9RRRKpEEIIQGqkasmoXSGEECILpEYqhBDCQAYbqSKJVAghBCBNu2pJIhVCCGEgg41UkUQqhBACkBqpWpJIhRBCGEgfqSoyalcIIYTIAqmRCiGEAKRpVy1JpEIIIQz0imFTc14eJolUCCGEgfSRqiKJVAghBAAaVDbtvvRIXi+SSIUQQhjIPFJVZNSuEEIIkQVSIxVCCAHIqF21JJEKIYQwkMFGqkgiFUIIAYBGUdCo6O9Uc86bRBKpEEIIA/2/m5rz8jBJpEIIIQCpkaolo3aFEEKILJAaqRBCCAMZbKSK1EiFEEIYpC7IoGbLhL1799K8eXO8vb3RaDSsW7fuqTAUxowZQ/78+bG1taVhw4ZcvHjRpMz9+/fp2LEjWq0WZ2dnevTowcOHD03KnDp1ilq1amFjY4OPjw/Tp09PE8uqVasoWbIkNjY2lCtXjj/++CNTzwKSSIUQQvwrdR6pmi0z4uPjqVChAvPnz0/3+PTp05k7dy4LFy7k8OHD2NvbExQUREJCgrFMx44dOXv2LNu3b2fTpk3s3buX3r17G4/HxcXxzjvv4Ovry7Fjx/jyyy8ZN24cixYtMpY5ePAg7du3p0ePHpw4cYKWLVvSsmVLzpw5k8nvm5LHe4nzkLi4OJycnKhn/QEWGsucDkdkAzMH+5wOQWSTFH0SwfeXEhsbi1arzdS5qX8b6gSOwsLCJvP3TklgT8gXqu6t0WhYu3YtLVu2BAy1UW9vbz7++GOGDRsGQGxsLJ6enixdupR27dpx7tw5SpcuzdGjR6lSpQoAW7dupUmTJty8eRNvb2+++eYbPv/8cyIiIrCysgLg008/Zd26dZw/fx6Atm3bEh8fz6ZNm4zx1KhRg4CAABYuXJjhZ5AaqRBCCAA0evUbGBLyk1tiYmKmYwgLCyMiIoKGDRsa9zk5OVG9enVCQkIACAkJwdnZ2ZhEARo2bIiZmRmHDx82lqldu7YxiQIEBQVx4cIFoqOjjWWevE9qmdT7ZJQkUiGEEC+Fj48PTk5Oxm3KlCmZvkZERAQAnp6eJvs9PT2NxyIiIvDw8DA5bmFhgYuLi0mZ9K7x5D2eVSb1eEbJqF0hhBAGWXz7y40bN0yadq2trV9WZLma1EiFEEIYKFnYAK1Wa7KpSaReXl4A3Llzx2T/nTt3jMe8vLyIjIw0OZ6SksL9+/dNyqR3jSfv8awyqcczShKpEEII4L+VjdRsL0vhwoXx8vIiODjYuC8uLo7Dhw8TGBgIQGBgIDExMRw7dsxYZufOnej1eqpXr24ss3fvXpKTk41ltm/fTokSJciXL5+xzJP3SS2Tep+MkkQqhBDCIJvmkT58+JDQ0FBCQ0MBwwCj0NBQrl+/jkajYfDgwXzxxRds2LCB06dP07lzZ7y9vY0je0uVKkWjRo3o1asXR44c4cCBA/Tv35927drh7e0NQIcOHbCysqJHjx6cPXuWlStXMmfOHIYOHWqMY9CgQWzdupWvvvqK8+fPM27cOP766y/69++fqeeRPlIhhBAGCuoWoM9khfSvv/6iXr16xq9Tk1uXLl1YunQpI0aMID4+nt69exMTE8Nbb73F1q1bsbH5b2rO8uXL6d+/Pw0aNMDMzIzWrVszd+5c43EnJyf+/PNP+vXrR+XKlXFzc2PMmDEmc03/97//sWLFCkaNGsVnn31GsWLFWLduHWXLls3U88g80jxE5pHmPTKPNO94GfNI61UaiYW5inmkugR2HZ+i6t5vAqmRCiGEAOTtL2pJIhVCCGGgoHL6y0uP5LUiiVQIIYRBFueR5lWSSIUQQhjoAY3K8/IwSaRCCCEA6SNVS+aRCiGEEFkgNVIhhBAG0keqiiRSIYQQBpJIVZFEKoQQwkASqSqSSIUQQhjIqF1VJJEKIYQAZNSuWjJqVwghhMgCqZEKIYQwkD5SVSSRCiGEMNAroFGRFPWSSIUQQgipkaokiVQIIcS/VCbSPP76F0mkeUjqO9xTlOQcjkRkFzN9Uk6HILJJimL4WStZqR1KjVQVSaR5yIMHDwDYl7Q2hyMR2SYxpwMQ2e3Bgwc4OTnldBh5iiTSPMTb25sbN27g6OiIRqNm1vXrKS4uDh8fH27cuIFWq83pcMQrlld/3oqi8ODBA7y9vdVfRK+gqplWBhuJvMLMzIyCBQvmdBg5RqvV5qk/rHldXvx5Z7kmqugNm5rz8jBJpEIIIQykj1QVSaRCCCEMpGlXFUmk4o1nbW3N2LFjsba2zulQRDaQn3cWSI1UFY2SpbHSQgghXndxcXE4OTnR0Pv/sDDL/AeQFH0iO8K/JTY2Ns/1S4PUSIUQQqRSUFkjfemRvFYkkQohhDCQpl1VJJEKIYQw0OtR9ZZuvUx/EUIIIaRGqpIkUiGEEAaSSFUxy+kAhBBCiNeZ1EiFUElRlDy1ZrHIA2RBBlUkkQqhQmoS3blzJ8HBwVy5coXWrVtToUIFihUrltPhiUxK/XmePHmSsLAw9Ho9FStWpHDhwjkdWrZSFD2KinVz1ZzzJpGmXSFU0Gg0rF27lqZNmxIWFsa1a9cYP348H330EUePHs3p8EQmaTQa1qxZQ926dZk0aRLt27enffv2TJo0KadDy16KYqhdZnaTPlIhRGbdunWLsWPH8uWXX7JixQoOHjzIlClTcHJyYtSoUVy5ciWnQxSZcOrUKfr27cu0adPYvXs3//zzD7Vq1WLdunVMmTIlp8PLPqmDjdRseZgkUiFUSEhIICoqCn9/f+O+Zs2a0blzZ65fv87FixdzMDqRWefPn8fNzY22bdtib2+Pr68vQ4YMoWbNmvzxxx9ERkbmdIjZQ69Xv+VhkkiFyIDUJan1//7BsLGxwc3Njdu3b5vsf/fdd7GwsGDTpk05E6hQxcHBgcePHxMeHg4Yfp7e3t707duXAwcOEBoamrMBilxNEqkQL/DkwKK5c+dy584dChQoQLly5Rg3bhwnT57EzMzwq6TX6ylQoAB+fn45G7R4ptQPRcePH+f48ePodDqKFy/OgwcPWLZsGQkJCcafZ758+ahQoULeeZOMNO2qIqN2hXiB1IEo3bt3p0ePHty/fx9PT09WrFhB3bp1ad68OcOHD8fT05OjR49y6NAh5syZk9Nhi3Skfij6/fff6dOnD71798bT0xN/f38WLFhAu3bt0Ol0tG3bloIFCzJnzhzu3Llj0oT/JlP0ehSNjNrNLHmNmhAvcOrUKYKCgpg8eTLdunVLc7xbt26cOXOGe/fukT9/fubPn09AQED2ByoyZM+ePTRv3py5c+fy7rvv4uLiYjy2evVqBg4ciJmZmbG5d926dVSsWDEHI371Ul+jVt+2LRYaq0yfn6IksfPxSnmNmhAifdeuXcPHx4fmzZuTkpKChYUFer3e2Py3ZMkS7t+/T2JiInZ2djg5OeVwxOJ5tm/fzjvvvEOXLl2Mzbw6nQ5zc3PatGlDtWrVuHHjBg8fPqRcuXJ4e3vncMTZSK+ARpYIzCxJpEK8wOXLl7l48SJubm7Af390AU6cOIG3tzeenp45GaLIIEVROH78OLa2tmg0GjQaDYqiGH+eYWFhFCpUiEKFCuVwpOJ1IoONhHiB+vXr4+rqypQpU0hKSsLc3BydTodOp2Pu3LmsW7cO6SF5PWg0GurVq8fp06c5ceKEcZ+iKERERDBv3jzOnTuXw1HmIEUBRa9iy9v//yWRCvGv1GR46tQpNm3axOHDhwEoVqwY9evX548//mDKlCkkJydz8+ZNxo8fz5YtW6hbt66suZsLpf48b9++zeXLl437//e//5EvXz7mzZtnTKZJSUksXLiQtWvX5ummeUWvqN7yMhlsJMQT1q5dS4cOHfDz8+PChQsMHjyYsWPHotFoGD9+PJs3b+batWsUK1aM2NjYPDEQ5XX2+++/M2zYMFJSUvDy8mLu3LnUqFGDlStXsnDhQsLCwihatCiKonDy5El27NiRJ3+eqYON6pm/h4XGMtPnpyjJ7NL9nmcHG0kiFXmaXq839pVFRETw/vvv07VrV1q2bMnu3bvp1q0bbdu2ZerUqWi1Wu7du8f27dvx8fHB39+fggUL5vQjiCek/jnTaDScPn2a5s2b07dvXypUqMAXX3zB7du3mTdvHk2aNOHUqVP89ddf7Nu3j5IlS9KqVSuKFy+ew0+QM1ITaV1NK9WJdLeyVhKpEHnJuXPnKFmypLFJ9s8//yQ4OJjbt28zd+5cnJ2dAdi0aRMffvgh77//Pp9//rkstJBLxcXFmfwB/+uvvzh37hxnz55l6tSpxv2NGzfm4sWLzJkzh3feeQdLS0t5HR5PJFJaqE+krM+ziVT6SEWeM3v2bAYPHszDhw+N+65evcqXX37Jli1bjOuqKopCs2bNWL58OevWrePzzz/n6tWrORS1eJZx48Yxf/58UlJSjEs1durUiS5dunD+/HmTgWBbtmyhWLFiDB8+nPXr15OUlJTnk+iTUkgmRVGxkZzToecsRYg8JioqSrlw4YKiKIoSGRmppKSkKIqiKL/++qui0WiUESNGKPfu3TM55/fff1d8fX2V27dvZ3u84vlmzpypnDlzRlEURXn8+LGiKIqSlJSk1KpVS/H09FT279+v6HQ6k3MCAwOVKlWqKA8ePMj2eHOjx48fK15eXqlv9Va1eXl5Gb//eY007Yo85ck5oCEhIQwbNozhw4fz7rvvYmZmxg8//ECvXr34/PPPGTp0KPny5TOeGx8fj729fU6FLp6iPNUku2vXLnbv3k2XLl0oUqQIycnJVKpUCYDFixdTpUoVk/LXr1+X+aJPSEhIICkpSfX5VlZW2NjYvMSIXh+yIIPIU1KTKEDhwoWJi4tj7ty5WFpa0rhxY3r06IGiKPTu3Rtzc3MGDBiAq6srAHZ2djkVtkjH002yBw8eZPbs2VhaWvLhhx/i5+fH8ePHqVixIt27d2fJkiVUrlzZeJ4kUVM2NjZ5NhFmlSRSkWek1mCOHz+OhYUF5cuXZ+fOnbRo0YJp06YBhsEoPXv2xMzMjJ49e2JlZcWnn36KmZmZ9KXlMqk/z9Sa5eeff46VlRVz5sxBp9PRpUsX/Pz8OHHiBFWrVqVly5Zs3LgxT05vEa+WDDYSeYLyxFs/3n33XebNm0dkZCTu7u6sX7+e5ORkpk2bxpYtW9Dr9XTv3p1ly5bRsmVL45q6IvdI/Xlu2LCBpk2b8vXXXwMwfPhwBg4cyHfffceyZcu4evUqlpaWHDlyhEKFCuXpxRbEqyN9pCLP2LlzJ82bN2f+/Pk0adIEDw8P4+LzUVFRvPvuu9ja2jJgwABatGghCTSX27RpE++//z4zZszgf//7n0lNc/r06cydO5c+ffrQvn17ihYtmoORijedJFKRZwwbNozY2Fi+++47YwLV6XTGZtvIyEhq165NkSJFWLVqlQwsysUePHjAe++9R82aNRk3bpxxf3JyMpaWhnmQX375JWPHjmXs2LF8/PHHmJubS/O8eCWkj1TkCcq/b/1IfYOLmZmZyVs/bt26RYECBdi7dy+PHj2SJJrLPX78mHPnztG1a1fgv6beJxdYGD58OObm5jRv3hwLC/lTJ14dabsSeYJGo6FKlSrExMQYF1XQaDTo9XquX7/OJ598wt9//42Hh4esXvQasLGxoWDBgly5csW4zGPqYgz79+9n1qxZAAwdOpRixYrlZKgiD5BEKvKMd955hwMHDjB//nzj20AURWHJkiUcPXoUR0fHHI5QZJRWq6VUqVL8+OOP7NmzB0VRjH3aW7ZsYfXq1URHR+dwlCKvkD5SkaesXLmSgQMHUrp0aczNzXFwcGDPnj3s3LlTpkW8Jp5ciOGtt94iOjqapk2b4uPjw8mTJ1m1ahX79u2jfPnyORypyCskkYo3Ruof2MePH2Nra5vuMTA0/R09epSQkBDKlClD27ZtKVmyZE6ELDLhyZ9hSkqKsd9zyJAhnD17lps3b1K8eHEmTJggSVRkK0mk4o2Q+kd2x44drF27liFDhuDv759uGZH7pf6sDh06RFhYGO3bt09T5snlHvV6PQ8fPszTy9SJnCN9pOKNoNFoWLNmDa1atcLd3Z2YmBgAkzd/SBJ9PaQm0TVr1tCyZUuOHTvGhQsXTI6DYbnH1H+bmZmh1WoliYocITVS8UY4ceIEjRo14osvvqBXr17G/ZGRkXh4eORgZOJFnmwpSK1l7tq1i+bNmzNr1iyTn6cQuZHUSMUb4e+//8bX15devXrx8OFDVqxYQZMmTahYsSITJ07M6fDEM6ROXYmIiAAMtUy9Xs/69evp0KEDvXr1IiYmhn379vHRRx/RpUsX/vnnH8C0tUGInCSzlMUbIXVO4YABAzhx4gSurq4UKFCApk2bMmDAAN5++21q1KiR02GKJ6SuLhUaGkrLli354YcfaNCgAWZmZtjZ2bFx40b27t3LggULiI6OJiUlhejoaNq0acOpU6ekqV7kGlIjFa+d1JpIdHQ08fHxxMbGUqdOHUaPHs2xY8eoXLky48aNY9GiRXTu3Jnq1avLH91cJjWJnjx5ksDAQDp06ECDBg2Mx5s2bUrp0qUJCgrC3NycwYMHExwczKxZs7C0tCQyMjIHoxfClNRIxWsltT9t06ZNfP3119y6dYv8+fPTrVs3Bg0aRJ8+fbC2tjaWnz59OlFRUfLuyVzk6SQ6ZMgQJk+ebDweFhZGzZo1WbNmDWFhYZQoUcJ4bN26dTg4OMi7YUXuogjxmtm4caNiY2OjzJw5U9myZYsyaNAgRaPRKIcPHzaW2b59u9K9e3fFzc1NOX78eA5GK9Jz8eJFxcbGRhk1apSiKIqi1+sVRVGUL774QmncuLESGRlpUv6vv/5SBg4cqDg7OyuhoaHZHq8QzyM1UvFaSUxM5KeffmLs2LEMGTKE8PBw+vbtS+/evalWrRoACQkJnDt3jqSkJPbs2UPp0qVzOGrxJL1ez+LFi3F0dMTV1RUwTE2aMmUKX375JStXrsTd3d1YPjQ0lOXLl3P06FH27Nkjiy2IXEemv4jXSnx8PJUrV2bGjBnUqFGDgIAAmjZtyrfffgvA0qVLCQwMpEiRIiQlJclbXHKp8PBwpk+fzqFDh+jatStxcXFMnz6d5cuXExQUlKb8rVu3sLKyMkmwQuQWkkjFa6dPnz64ubnx008/0ahRI7755hvMzMy4f/8+Q4cOpWbNmvTs2VMGGOVyERERTJo0ie3bt3P58mW2bdtG/fr1TZb/Gz16NPfu3WPBggU5HK0QzyajdsVrp1ixYkyePJlixYrx5ZdfGt8tOmPGDA4cOMDbb78tSfQ14OXlxahRowgKCqJ06dKcOHECwJhEx44dy4wZM+jRo0dOhinEC0kfqXhtKP+O2P3444+5ffs233//PYMHD0ar1XL//n02btzIrl275H2irxFPT09GjhyJXq9n1apVpKSk8MknnzBp0iSmT5/O/v37qVy5ck6HKcRzSdOuyJWUZyww/+RC5XPnziU0NJSLFy9SpUoVevXqJQOLXlOpzbwnT54kMTGRU6dOSRIVrw1JpCJXSU2gTyZMME2g6R0zMzOT5tzXXEREBJ999hn79u1j1apVBAQE5HRIQmSIJFKRa6Qm0eDgYNauXUtMTAxly5alV69euLq6pkmg4s0TFRWFXq/H09Mzp0MRIsNksJHINTQaDevWraNZs2YkJiYSGRnJmjVrqFKlCrdu3cLc3BydTpfTYYpXyN3dXZKoeO1IjVTkmKf7Qe/evcvbb79Nhw4dGD58OABnzpzh448/5vLlyxw5cgQXF5ecClcIIdIlNVKR7VI/uz169AgwrHQD8PDhQ27fvm3SN1aqVCmmT5+Ok5MTv/76q8n5QgiRG0giFdlOo9EQGRmJn58fv/32G2Zmhv+GXl5e+Pj4sGfPHmNZc3Nzypcvj4WFBefOnTOeL4QQuYUkUpEjzMzMePfdd+nUqRPr16837qtevTo7d+7k999/N5bVaDQUKFAAZ2dnFEWRGqkQIleRPlKRLdKbFxoZGcmkSZOYN28ea9asoVWrVty7d4+OHTsSGxtL9erVqVmzJnv37uXHH3/k8OHDlCxZMoeeQAgh0ieJVLxyqe+fjI+PR6fTodVqjcdu377N5MmTmT9/PqtWraJ169bcu3ePqVOncuDAAe7evYuXlxdz586VeYVCiFxJEqnIFhcvXuSDDz7AwcGBXr164eXlxTvvvAMYXo328ccfs2DBAlauXMn7779PSkoKGo2G+/fvY2dnJ29xEULkWrLWrnjl9Ho9S5cu5eTJk9jY2BATE8OjR49wcXGhWrVqdO/enW7duuHq6krbtm3RarXGV2nJa7OEELmd1EhFtoiIiGDatGlcvnwZf39/+vXrx/Lly9m3bx+nTp3CxcWFIkWKcOzYMSIjI9m9eze1a9fO6bCFEOKFpEYqsoWXlxfDhw9n8uTJ7N+/n2LFijFmzBgADh8+THh4OIsWLcLDw4PIyEjc3NxyOGIhhMgYqZGKbJU6uOjw4cO0bNmSzz77zHgsOTkZvV5PbGwsHh4eORilEEJknCRSke1SX5l19OhRWrZsyaeffgpASkqK8aXOQgjxupBEKnJEajI9ceIEDRo0YPz48TkdkhBCqCIrG4kc4eXlxeeff06xYsU4ePAg9+7dy+mQhBBCFamRihx1584dAHl1lhDitSWJVAghhMgCadoVQgghskASqRBCCJEFkkiFEEKILJBEKoQQQmSBJFIhhBAiCySRCiGEEFkgiVSIV+Dq1atoNBq6du1qsr9u3bpoNJqcCSqT/Pz88PPzy1DZ3bt3o9FoGDduXJbuqdFoqFu3bpau8Tzjxo1Do9Gwe/fuV3YPkfdIIhWvtdSE9eRmZWWFj48PHTp04NSpUzkd4kvVtWtXNBoNV69ezelQhBD/khXCxRuhaNGifPjhhwA8fPiQQ4cO8csvv/D7778THBxMzZo1czhCgx9//JFHjx7ldBhCiJdIEql4I/j7+6dpVhw1ahSTJk3i888/zzVNeYUKFcrpEIQQL5k07Yo31oABAwA4evSocV9qH9ytW7fo3LkzXl5emJmZmSTavXv30rx5c9zc3LC2tqZYsWKMGjUq3ZqkTqdj2rRp+Pv7Y2Njg7+/P1OmTEGv16cb0/P6SNevX88777yDq6srNjY2+Pn50alTJ86cOQMY+iyXLVsGQOHChY1N2U/3KYaFhdGzZ08KFSqEtbU1+fPnp2vXrly7du2Z961atSq2trZ4enrSq1cvoqOj0/+mZtKuXbvo3r07JUqUwMHBAQcHB6pUqcKiRYuee97Nmzdp3749bm5u2NnZUbNmTXbs2JFu2aSkJGbOnEmlSpWwt7fH0dGRWrVqsWHDhpfyDEK8iNRIxRvv6cR17949AgMDcXFxoV27diQkJKDVagH45ptv6NevH87OzjRv3hwPDw/++usvJk2axK5du9i1axdWVlbGa/Xu3ZvFixdTuHBh+vXrR0JCAjNnzuTgwYOZivHjjz9m5syZuLi40LJlSzw8PLhx4wY7duygcuXKlC1blsGDB7N06VJOnjzJoEGDcHZ2BjAZEHT48GGCgoKIj4+nWbNmFCtWjKtXr7J8+XK2bNlCSEgIRYoUMZb/8ccf6dKlC1qtlk6dOuHs7MymTZto2LAhSUlJJs+qxrRp07h06RI1atSgVatWxMTEsHXrVv7v//6PCxcu8NVXX6U5Jzo6mpo1a+Lu7k7Pnj2Jiopi5cqVNGrUiNWrV9OyZUtj2cTERBo1asTu3bsJCAigR48eJCcns3nzZlq0aMG8efPo379/lp5BiBdShHiNhYWFKYASFBSU5tiYMWMUQKlXr55xH6AASrdu3ZSUlBST8mfPnlUsLCyUChUqKHfv3jU5NmXKFAVQZsyYYdy3a9cuBVAqVKigPHz40Lj/5s2bipubmwIoXbp0MblOnTp1lKd/7TZu3KgASrly5dLcNzk5WYmIiDB+3aVLFwVQwsLC0jxvUlKS4ufnpzg6OirHjx83ObZv3z7F3NxcadasmXFfbGysotVqFXt7e+XChQsm16ldu7YCKL6+vmnuk57U78XYsWNN9l+5ciVN2eTkZOXtt99WzM3NlWvXrpkcS/35dOjQQdHr9cb9J0+eVKysrBR3d3fl0aNHxv2fffaZAiijR482KR8XF6dUqVJFsbKyUm7dumXcP3bsWAVQdu3alaHnEiIjJJGK11pqIi1atKgyduxYZezYscqwYcOUWrVqKYBiY2OjHDx40FgeUKysrJSoqKg01xo4cKACKHv37k1zTKfTKe7u7krlypWN+7p166YAypo1a9KUnzhxYoYTaePGjRVA2blz5wuf93mJ9Pfff1cAZcKECeme+9577ylmZmZKbGysoiiKsmzZMgVQBgwYkKbsvn37XkoifZY1a9YogLJ06VKT/YBibm6uXL16Nc05PXr0UABl9erViqIYfib58uVTihYtapJEU23YsEEBlHnz5hn3SSIVr4I07Yo3wuXLlxk/fjwAlpaWeHp60qFDBz799FPKlStnUrZw4cK4ubmlucahQ4cA2LZtG8HBwWmOW1pacv78eePXJ0+eBKBWrVppyqa371mOHDmCtbU1derUyfA56UmN/8KFC+nO54yIiECv1/PPP/9QpUqV58YfGBiIhUXW/zw8ePCAGTNmsG7dOi5fvkx8fLzJ8fDw8DTnFCpUCF9f3zT7a9WqxQ8//MCJEydo3bo1Fy5cIDo6Gm9vb+PP/klRUVEAJj8zIV4FSaTijRAUFMTWrVszVPZZLxG/f/8+AJMmTcrQdWJjYzEzM0s3KWfmReWxsbEUKFAAM7Osjf1LjX/58uXPLZeazGJjYwHw8PBIU8bc3BxXV9csxZOUlETdunU5fvw4FStWpFOnTri6umJhYcHVq1dZtmwZiYmJac571vcudX9q3KnPe/bsWc6ePfvMOJ5O3kK8bJJIRZ7zrFGzqQOO4uLicHR0fOF1nJyc0Ov13L17F3d3d5Njd+7cyXA8zs7OxtpiVpJpavwbN26kWbNmLyzv5OQEQGRkZJpjOp2Oe/fuUaBAAdXxrF+/nuPHj9OjRw++//57k2O//vqrcQTy0571vUvdnxp36vO2bt2a1atXq45TiKyS6S9C/Kt69erAf02kL1KhQgUA9u3bl+ZYevuepVq1aiQmJrJnz54XljU3NwcMie5pqfGHhIRk6L7Piz8kJISUlJQMXedZLl++DECLFi3SHHve9+f69evpTtVJPadixYoAlCpVCq1Wy19//UVycnKWYhUiKySRCvGvjz76CAsLCwYMGMD169fTHI+JieHEiRPGrzt16gTAhAkTTJoPb926xZw5czJ83379+gEwaNAgY3NlqpSUFJMamouLCwA3btxIc50WLVpQqFAhZs6cyd69e9McT05OZv/+/SbltVotixcv5p9//jEpN2rUqAzH/yyp/ZxP3hNgz549fPfdd888T6fT8dlnn6EoinHfqVOn+Omnn3B3d6dJkyYAWFhY0LdvX65du8awYcPSTaZnzpxJt8YtxMskTbtC/Kts2bIsWLCAvn37UqJECZo0aULRokV58OABV65cYc+ePXTt2pWFCxcCUK9ePbp168aSJUsoV64crVq1IjExkZUrV1KjRg02bdqUofs2adKEYcOGMWPGDIoVK0arVq3w8PDg1q1bBAcHM2zYMAYPHgxA/fr1mTFjBr1796Z169bY29vj6+tLp06dsLa2ZvXq1TRu3Jg6depQv359ypUrh0aj4dq1a+zbtw9XV1fj4BsnJyfmzp1L165dqVq1Ku3atcPJyYlNmzZha2tL/vz5s/T9bN68OX5+fkyfPp0zZ85QtmxZLly4wKZNm2jVqtUzm2PLly/P/v37qVq1Kg0bNjTOI01JSWHRokXY2toay44fP57jx48zd+5cNm/eTO3atY3fu9OnT3Py5ElCQkLS7QcW4qXJ6WHDQmTF8+aRpgdQ6tSp89wyR44cUdq1a6d4e3srlpaWipubm1KpUiXl008/Vc6dO2dSNiUlRZkyZYpSpEgRxcrKSilSpIgyefJk5dKlSxme/pJqzZo1Sr169RQnJyfF2tpa8fPzUzp16qScOXPGpNz06dOVYsWKKZaWluk+z82bN5VBgwYpxYoVU6ytrRWtVquUKlVK6dmzpxIcHJzmvmvXrlUqV66sWFtbKx4eHkrPnj2V+/fvK76+vi9lHmnr1q0Vd3d3xc7OTqlatary66+/PrN86vPcuHFDadu2reLi4qLY2NgogYGByp9//pnuvVNSUpRvv/1WqVmzpqLVahVra2ulUKFCSqNGjZRvvvnGZI6vTH8Rr4JGUZ5oPxFCCCFEpkgfqRBCCJEFkkiFEEKILJBEKoQQQmSBJFIhhBAiCySRCiGEEFkgiVQIIYTIAkmkQgghRBZIIhVCCCGyQBKpEEIIkQWSSIUQQogskEQqhBBCZIEkUiGEECILJJEKIYQQWfD/PA1XWHDjdC8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ConfusionMatrixDisplay.from_predictions(y_train_5, y_train_pred,\n", " display_labels=['No es cinco', 'Es cinco'],\n", " xticks_rotation=45)\n", "plt.title('Confusion Matrix')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Precision and Recall" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8370879772350012" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import precision_score, recall_score\n", "\n", "precision_score(y_train_5, y_train_pred) # == 3530 / (687 + 3530)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8370879772350012" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# precision: TP / (FP + TP)\n", "cm[1, 1] / (cm[0, 1] + cm[1, 1])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6511713705958311" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recall_score(y_train_5, y_train_pred) # == 3530 / (1891 + 3530)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6511713705958311" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# recall: TP / (FN + TP)\n", "cm[1, 1] / (cm[1, 0] + cm[1, 1])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7325171197343847" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import f1_score\n", "\n", "f1_score(y_train_5, y_train_pred)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7325171197343847" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# extra code – this cell also computes the f1 score\n", "cm[1, 1] / (cm[1, 1] + (cm[1, 0] + cm[0, 1]) / 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compromiso Precision/Recall \n", "\n", "En un clasificador lineal como el implementado la frontera de decisión es lineal. Es un hiperplano que divide, de la mejor manera posible, las muestras en el espacio de características. \n", "\n", "Para cada muestra, la distancia con signo al hiperplano, da una medida de la confianza con que la podemos clasificar.\n", "* Una muestra con distancia positiva grande será con buena confianza positiva\n", "* Una muestra con distancia negativa grande será con buena confianza negativa\n", "* Muestras cercanas al hiperplano serán más dudosas\n", "\n", "Podemos obtener scores de confianza proporcionales a la distancia al hiperplano mediante la función [SGDClassifier.decision_function](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html#sklearn.linear_model.SGDClassifier.decision_function)\n", "\n", "Tomando distintos umbrales sobre esos scores de confianza podemos variar la clasificación y decidir tener una mejor precisión o un mejor recall. \n", "\n", "---\n", "Nota: La misma idea de distancia a la frontera de decisión como un score de confianza aplica en general a otros clasificadores lineales o no lineales." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-5035.14077419])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_scores = sgd_clf.decision_function([some_digit])\n", "y_scores" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-62986.457136452096 18841.375080797483\n" ] } ], "source": [ "y_scores = sgd_clf.decision_function(X_train)\n", "print(y_scores.min(), y_scores.max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Algunas instancias con scores negativos y positivos" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_scores = np.linspace(-15000, 15000,20) \n", "\n", "plt.figure(figsize=(10, 2))\n", "for i, sample_score in enumerate(sample_scores):\n", " idx = np.argmin(np.abs(y_scores-sample_score))\n", " \n", " image_data = X_train[idx]\n", " plt.subplot(1, len(sample_scores), i + 1)\n", " \n", " plot_digit(image_data)\n", "plt.subplots_adjust(wspace=0, hspace=0)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "y_scores = cross_val_predict(sgd_clf, X_train, y_train_5, cv=3,\n", " method=\"decision_function\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curvas precision/recall vs umbral de decisión" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import precision_recall_curve\n", "\n", "precisions, recalls, thresholds = precision_recall_curve(y_train_5, y_scores)\n", "\n", "threshold = 3000" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 4)) # extra code – it's not needed, just formatting\n", "plt.plot(thresholds, precisions[:-1], \"b--\", label=\"Precision\", linewidth=2)\n", "plt.plot(thresholds, recalls[:-1], \"g-\", label=\"Recall\", linewidth=2)\n", "plt.vlines(threshold, 0, 1.0, \"k\", \"dotted\", label=\"threshold\")\n", "\n", "# extra code – this section just beautifies and saves Figure 3–5\n", "idx = (thresholds >= threshold).argmax() # first index ≥ threshold\n", "plt.plot(thresholds[idx], precisions[idx], \"bo\")\n", "plt.plot(thresholds[idx], recalls[idx], \"go\")\n", "plt.axis([-50000, 50000, 0, 1])\n", "plt.grid()\n", "plt.xlabel(\"Threshold\")\n", "plt.legend(loc=\"center right\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curva Precision vs Recall" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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F1gxfNnTDlw2BWZ1rgjGGm6+S0G3NJY3+aQ/+wbwfF2q0v379Gj179sS+ffsoSSGkFKCyqJ9QyTLAWNbEv0cxH8CUcqhkGfCwlar1S01NRWpqKlSqj6XJ5XI5UlNTkZGRUei+aWlpSE1NhVKp5NoUCgVSU1ORnp5e6L7p6elITU2FQqHg2pRKZYH7pqWlqfXNyMhAamoq5HJ5ofqqVCpufD6VmZmJ1NRUyGSyQvVljHF9s7+fACCTyQrcNzMzU+182r6fBelbkO+9Ln5Osr+fRf05+fz7WdSfE8YYqtpJcHtGS/zc2wuVymbVeVHJ0pFwZj20yf7+jBn7HVIzcr9tRAgpARhhSUlJDAADwO48fcEYY+x/Zx4y2+YDGADWvkc/tf7m5uYMAHv27BnX9vPPPzMArF8/9b4ODg4MALt9+zbXtmHDBgaAde3aVa1vxYoVGQB25coVrm3Hjh0MAGvbtq1a35o1azIA7Ny5c1zbwYMHGQDm5+en1tfb25sBYEePHuXaTp06xQAwLy8vtb4tW7ZkANjevXu5tosXLzIArEqVKmp9O3XqxACwLVu2cG0REREMAHNxcVHr27NnTwaArV69mjHGmEwmY2vXrmUAmI2NjVrfQYMGMQBsyZIlXNurV68YACYWi9X6jh49mgFgISEhXNv79++576dMJuPaJ06cyACwiRMncm0ymYzr+/79e649JCSEAWCjR49WO59YLGYA2KtXr7i2JUuWMABs0KBBan1tbGwYAPbw4UOubfXq1QwA69mzp1pfFxcXBoBFRERwbVu2bGEAWKdOndT6VqlShQFgFy9e5Nr27t3LALCWLVuq9fXy8mIA2KlTp5hMJmOHDh1ihw4dYgCYt7e3Wl8/Pz8GgB08eJBrO3fuHAPAatasqda3bdu2DADbsWMH13blyhUGgFWsWFGtb9euXRkAtmHDBq7t9u3bDABzcHBQ61uhdmPu+5HbP6e+C1nFH46yc/djmCHLHvNPfw5J8aIx17+4uDgGgCUlJen0uHSLJwdR8R//CrQ2pWEiRB/crEV4kY9+ypSsEgCDt6iv9GwpFSMlU4FJAdUwxr9KMURICNEXAWOfXNcupZKTk2FjYwPX0dtxfVFPOFmbode6cPz7JAZMqUTk7A6ws/5Yajz7NoOZmRmEwqy7ZHK5HDKZDCKRCKampoXqm5aWBsYYTE1NuacVFAoFMjMzIRQKYWZmVqi+6enpUKlUkEqlEIuzki2lUomMjIwC9RUIBDA3N+f6ZmRkQKlUwsTEhCv8ld++crkcR48ehb+/PyQSCSwsPo5vZmYmFAoFJBIJTEyy6nOoVCrulkRefRlj3G0Gc3NzrqKpTCaDXC4vUF+xWAyp9OMtPm3fz4L0Lcj3Xhc/J9nfT1NTU6hUKhw/fhzt27eHSqUq0ve+qD8nOX0/T506hYCAAOTFqe9CmFaom2c/E7EQHvYWqFbOCv/rWz/P/roml8tx/PhxdOrUifvaSfGiMde/+Ph4ODg4ICkpCdbW1jo7Ll0a+ITQxJT7gHr5Pg0CkQT21hZqyQmg/gs1m0Qi0fqfoSB9P/2lnk0sFnMfAIXt++mHUDaRSKQ1toL0/fRDszB9hUIhLCwsNMZCKpWqfdB/2vdz2voKBAKtfU1MTLjEpDB9Ae3fz4L0Lcj3Xhc/J59+P7PnwojFYq3H1efPSU7fzzZt2sDNzQ2vX7+Gtr+dBAIB3NzcsGJCfwT/cUvj/c/JFCo8iPmABzEf8OfNNwCAYc08MD2wBpXiJ8TAUYKiRaZCiejkrImJ5e00PwwIIcVDJBJh5cqV6NmzJwQCgVqSkp1QrFixAj0aVkCPhhW497P7Po5NQbufL+R6jk0Xn2HTxWdoXd0RS3rWhYOlNNf+hBB+UILymf3XX6NdTUdk/14sX4bWDyFEn3r06IF9+/bhu+++w+vXr7l2Nze3rOTkk0eMP70KIhAIUNXJClGLA6FSMcSlZCL2Qya+WHVR63nO3o+F9/wzam1WpmL80r8hrVxOiAGgBOUzP564z10KBugKCiF86NGjB9q2bQsbGxsA4ObO5LeSrFAogKO1KRytTRG1OBBKFcPFx3EYtPlKrvt9yFDg61//xRj/ypgUUL3IXwchpPAoQdHi3ttk7rWLjeb9c0JI8bOwsMDFi1lXP5o0aVKkMvcioQAtPcsianEgFEoV1px7gjXnHnOrlX8u6/0nmNe1Fvo3rgihkOarEKJvlKDkwcmaEhRC+CASidC0aVOdH1csEmJc26oY17YqgKxlLd4kZuDa8wQE772p1nfm4TuYefgOAGBSQDX4VraHk7UpXGxMaZItIcWMEpQ8OFKCQkiJJhYJUcHeHBXszVHF0RJdVmuW3weApScfaLT9Osgbras7UrJCSDGgBCUPTtY0w58QPigUChw8eBAA0L17d62PUetaXTdbRC0OxO3XSTlOrv3U0G3XuNf353WAqYQWFSVEVyhByYVAAHoEkRCeZGZmolevXgCAlJQUvSQo2Wq72nDzVS4/TcC8o3fhbGuKsAfvctyn+swT3OuqjpbYNaIJbKS03BkhhUUJSi7sLUwgEdEvGEL4IBQK0bJlS+41H8QiIZpVdcDJ8S3U2o/99xZjfr+R436PYlO4R5hNhCKMCz+FTQO90bamU7HGS0hJQglKLuJSaMVUQvhiZmaGsLAwvsPQKrCuMwLrBoIxhkYLQhGXkpljX5kqa37KsO1Zt4MW96iD2q42qOViTXNXCMkFJSiEEFJIAoEA12a0BZC1rtOt10n4ZuvVXP+4mXJAvUT/9RltYU+3kgnRQAkKIYTogEAgQF03W1yb0Q4AkJAqQ0amDD/tPYv9UTlPnm34STXbFb3roYuXC9VdIQQATbDIRRlzWgmTEL6kp6ejXr16qFevHrfysTGxszBBWSspWjgzPJrXHgu614ZtHr9Tvt8TiUrTjsN9yjGtiyUSUprQFZRcVLDXXG2VEKIfKpUKN2/e5F4bu/6NK6J/44rc9pe//IPrz9/n2N9j6nGs6F0Pzas60C0gUipRgpILJyv6pUAIX0xNTXHq1CnudUmzf5QfgKy5K4ciX2P8npsafb7fE6m2ffy75qhezopuAZFSgRKUXNhZmPAdAiGllkgkQrt27fgOo9gJBAJ0r++G7vXdIFeqUHX6Xzn27fS/v7nXlKyQko4SlFx0rOPMdwiEkFJEIhLi2aJOWPTXfey7/goJqTk/DfRpsrJlcCP4V3fUR4iE6A0lKLlo6VmW7xAIKbUUCgVOnjwJAAgICNBrJVk+CQQCTOtUA9M61QCQdQuo8cJQxH7IudbKkK1XAQCjW1XG9209YSKm5x+I8Ssd/+MJIUYnMzMTX3zxBQD9l7o3JAKBAFemt+W2B26+ggsPtZfcXxv2BGvDnqBPo/JY1KMOFYIjRq10/o8nhBg8oVAIb29v7jXJsv0bH+71nzff4LtdERp9dl99id1XXyJqcaA+QyNEp+h/fQ5qu1rzHQIhpZqZmRmuXr2Kq1evwszMjO9wDFIXLxc8XdgJW4c00vq++5Rj+OdJnJ6jIkQ36ApKDtZ93ZDvEAghJE9CoQCtqjkianEg0mQK1Jx1Uu39fhv/Vdte2L0O+jWuoM8QCSkUuoKSA7cy5nyHQAghBWJuIsbD+R1z7TPt4C0E/HwBES9yLhJHiCGgBIUQYpDS09PRtGlTNG3a1ChL3fPFRCxE1OJAHB3bLMc+D2I+oPvaf+A+5RiuRiXoMTpC8o9u8RBCDJJKpcI///zDvSYFU9vVBlGLA5EhV0LFGA5HvsHUz1ZSBoCv1oUDAI6ObYbarjb6DpOQHFGCQggxSFKpFAcPHuRek8IxlWStpNzXpwK83GzRbc0lyJSaCd8Xqy6qbd+f14HblxA+UIJCCDFIYrEY3bp14zuMEqWmizUeLsiao7Lp76eYf+xejn2rzzwBW3MJIme111d4hKihOShaiGhtC0JICTeseSU8XtARY/wr59gnMU0O9ynH4D7lGFQqpsfoCDHQBGXNmjVwd3eHqakpGjdujCtXruTaf8WKFahWrRrMzMxQvnx5jB8/HhkZGYU+f+WyFoXelxCiG0qlEmFhYQgLC4NSqeQ7nBJJLBJiUkB1RC0ORNTiQNydG4Cu9Vy09q007TiS0uV6jpCUZgaXoOzZswfBwcEICQnBjRs34OXlhYCAAMTGxmrt//vvv2PKlCkICQnBvXv38Ouvv2LPnj2YNm1aoWNY069BofclhOhGRkYG/P394e/vX6Q/OEj+mZuIsbJPfdyb20Hr+15zTmHmodt6joqUVgaXoCxfvhzDhw/HkCFDULNmTaxbtw7m5ubYvHmz1v7//PMPmjZtin79+sHd3R3t27dH375987zqkpOOtcuhqpNVUb4EQogOCAQC1KxZEzVr1qQ1ZfTMzESEqMWBeLaok8Z7v11+Dvcpx5Auo6tapHgZ1CRZmUyG69evY+rUqVybUChE27ZtER4ernUfPz8/7NixA1euXIGPjw+ePn2K48ePY8CAATmeJzMzE5mZH1cGTU5O5l6bSYSQy+kyZnHLHmMaa/0xtjGXSCSIjIzkto0l7k8Z25hr82hee1SdeUqjvcasE+hezxlLvqzDQ1Q5KwljbmyKa6wNKkGJi4uDUqmEk5OTWruTkxPu37+vdZ9+/fohLi4OzZo1A2MMCoUCI0eOzPUWz6JFizBnzhyt7715/QrHj78o/BdBCuT06dN8h1Dq0Jjrn7GP+UpfIFUOTLum/pFxMPItDka+has5w2Qvw7qiYuxjbkzS0tKK5bgGlaAURlhYGBYuXIi1a9eicePGePz4McaNG4d58+Zh5syZWveZOnUqgoODue3k5GSUL18eAFCxQgV06lRTL7GXZnK5HKdPn0a7du0gkUj4DqdUoDHXv5I25l91hdarKa/TBBgXLsbDue14vx1X0sbcGMTHxxfLcQ0qQXFwcIBIJEJMTIxae0xMDMqVK6d1n5kzZ2LAgAEYNmwYAKBOnTpITU3FiBEjMH36dK3LtEul0hwLP4lFQvqh1iOJRELjrWfGMubp6eno0qULAODPP/806hWNjWXM8yNqcSD+eRyHfpv+1XjPc9ZpCATA4wWdeC/XUJLG3NAV1zgb1CRZExMTNGzYEKGhoVybSqVCaGgofH19te6TlpamkYSIRFnVDxkr+HP7fP+nIoRkUalUOHPmDM6cOUOl7g2MXxUHRC0OxIP5mk/7MAZUnnYcs/+8w0NkpCQxqCsoABAcHIxBgwbB29sbPj4+WLFiBVJTUzFkyBAAwMCBA+Hq6opFixYBADp37ozly5ejfv363C2emTNnonPnzlyiUhBCelqAEIMglUqxY8cO7jUxPFKxCJGz2qHBvNP4vI7b1n+iUNnREgOaVOQnOGL0DC5B6d27N969e4dZs2YhOjoa9erVw4kTJ7iJsy9evFC7YjJjxgwIBALMmDEDr1+/RtmyZdG5c2csWLCgUOenBIUQwyAWi9G/f3++wyB5sDU3wdNFgUjNVKBWyEm192Yeuo0/rr3En0E5r6xMSE4MLkEBgKCgIAQFBWl9LywsTG1bLBYjJCQEISEhOjm3yKBuehFCiHGwkIq1zk/571US3KccQ/jU1nC2Md55RET/DDJB4RNdQSHEMCiVSty4cQMA0KBBg0LdsjVkjDFcuHABCQkJkMvl3D+FQsG9VqlUEIvFEIvFEIlEEIlE3GupVIp27drBxsaG7y9FjV8VBxwd20xjdWTfRWdxenwLKoRJ8o0SlM+0remUdydCSLHLyMiAj48PACAlJQUWFiVrjayMjAwsXboUmZmZEAgE3K3r7Md0syf5f/7YLmMMjDGoVCo4OTmhefPm+g08H2q72uCvcc3RceXfau3tfr6AqMWBPEVFjA3d0PjEzMBqaORux3cYhBBkfTBXrFgRFStW5L22RnEwMzPD0qVLYWFhAYFAAKVSCaVSCYVCAYVCobH9abtKpYKlpSWXwBmiGs7WeLKwE6p9dsUkU2FYBd2I4aIE5RM96rvyHQIh5P+Zm5sjKioKUVFRMDc35zucYlGjRg2sXr0a9vb2Wms25UQoFKJr164G/3STSCjAyfEt1NqqzTiBK88SeIqIGBNKUAghhEdubm5YvXo1KlasWKAkpXPnzsUYlW51/+yPv17rw5EmU/AUDTEWlKAQQgjP7OzssGLFCtStWzdft7NUKhVWr16NBw8e6CG6ovu5dz2NtpqzTuL3f2ndM5IzSlAIIQYpIyMD3bp1Q7du3ZCRkcF3OMXO3NwcCxcuRKtWrfLVPzw8HEFBQQgODsbVq1cLVTlbn6IWB6JhxTJqbdMO3sKdN0k8RUQMHSUohBCDpFQqcfjwYRw+fBhKZemYWCmRSDBlyhS0b99e6/vZt4CEQiE3Jnfu3MG0adPw7bffGnyisvdbX9RxVX8sOvB/F9F97SWaPEs0UIJCCDFIJiYm2LBhAzZs2AATExO+w9EboVCICRMmaE1SVCoVBg4cCG9vbwBZ645lr1P0/PlzTJs2DRMmTMD9+/f1GnN+iYQCHBnbDFM7Vldrj3iRiGozTuDE7WieIiOGiOqgEEIMkkQiwfDhw/kOgxfZSQoAnDp1imt3dHREv379IBKJEBUVhT179uDs2bMAwCUqd+7cwdixY9GsWTMMHToUbm5u+v8C8vBty8qwNpNg6oFbau0jd1zHDx2qY2TLSiXy0XJSMHQFhRBCDJC2Kyk9e/bkKuq6u7vjhx9+wG+//YZOnTpBKBRCKBRyiUp4eDi++eYb/Pzzz4iPj+fla8hNX58KuD6jLewt1K+O/XjiPjymHseZuzE8RUYMBSUohBCDpFKpcOfOHdy5c4f70C1tspOUjh07wtbWFgEBARp9HB0dMW7cOPz6669o1qwZt59SqQRjDCdOnMCAAQOwZcsWpKam6vtLyJW9pRTXZ7bDnC61NN4btv0a/rz5hoeoiKGgBIUQYpDS09NRu3Zt1K5dG+np6XyHwxuhUIjg4GDs2rUr14J1bm5umDlzJlavXo3atWtz+6pUKsjlcuzatQv9+/fH/v37oVAYVg2SQX7uODjaT6P9u10ROPbfWx4iIoaAEhRCiMFycHCAg4MD32EYBLE4f1MGq1WrhmXLlmHRokWoUKECgKxlAxhjSE1Nxfr16zFy5Eg8fPiwOMMtsPoVyiBqcSCWfeWl1j7m9xvYe+0lT1ERPlGCQggxSBYWFnj37h3evXtX4hYKLG4CgQDe3t5Yv349pk6dqpbkMcbw8uVLBAUFYePGjcjMzOQxUk09G7qhaRV7tbbJ+/5D8yVnoVIZ7iPURPcoQSGEkBJKKBSidevW2LZtG8aMGQNzc3Putg9jDH/88QeGDh2Kmzdv8h2qmp3DmmDTQG+1tpcJ6ag07TiuP3/PU1RE3yhBIYSQEk4ikaBbt27YunUrN5E2+7bPu3fvMHHiRPz8888GNYm2bU0nHAlqptH+5S//UFG3UoISFEKIQcrIyED//v3Rv3//UlHqXh/KlCmDmTNnYs6cObCxsVF7LPnEiRMYMmQIwsPDeY7yozpuNni8oCNszCRq7dVmnEDYg1ieoiL6QgkKIcQgKZVK/P777/j9999LTal7ffHz88OWLVu4x5azE5XExETMmjUL8+fPx/v3hnErRSwS4mZIe/i426m1D95yFR1WXOApKqIPlKAQQgySiYkJfv75Z/z888+lqtS9vlhaWiI4OBhLly6Fg4MDd8sHAP7++28MGzbMoOam7Pm2iUbb/egPcJ9yjCbPllCUoBBCDJJEIsH333+P77//HhKJJO8dSKHUq1cPv/76K3r27AmBQMBdTUlJScGkSZOwZ88eg1iAUCAQIGpxIOZ1q63xXqVpx/HqfRoPUZHiRAkKIYSUcqamphgxYgRWrVoFNzc3CAQC7kmfTZs2YdasWUhJSeE7TADAgCYV8e+0NhrtzX48x0M0pDhRgkIIMUgqlQpRUVGIiooqtaXu9a1atWpYu3atxkrKV65cwbfffosnT57wFJk6J2tTRC0OhJebjVq7+5RjPEVEigMlKIQQg5Seng4PDw94eHiU6lL3+iaVSjFx4kRMmDABYrGYu+UTFxeHoKAgnDx5ku8QOYeDmsHcRKTWtvHiM56iIbpGCQohxGCZm5vnuv4MKT4dOnTAqlWr4ODgwCUpCoUCy5Ytw08//WQwFWivTm+rtr3k5CNcjxPwFA3RJUpQCCEGycLCAqmpqUhNTaVS9zypUqUK1q9fj0aNGqm1nzx5EmPHjsXbt/wv5GchFePvyf5qbdsfifDT6Uc8RUR0hRIUQggpBrNnz4avry8SExOLdJzOnTujc+fOugmqECwtLTF37lwMHToUAoGAexz5+fPnGD16NB48eMBbbNnK25ljcodqam3rLjxD7Acq8GfMKEEhhJBcvHnzBt7e3hg7dmyOfa5duwZvb28sXLhQj5Hpj1AoRJ8+fbBkyRJYWlpyt3zS0tIQHByM69ev8x0iRreqgkNjmqq1+SwIhZJqpBgtSlAIIQYpMzMTw4cPx/Dhww1mvkNBBAUFYdeuXbCysuI7FJ2pV68eNmzYgKpVq3JJilwux7Rp0xAWFsZ3eKhX3ha9vd3U2ipPO85TNKSoKEEhhBgkhUKBTZs2YdOmTVAoFHyHU2AODg5wd3eHSCTKu7MRcXBwwLJly9CgQQPudo9KpcKCBQtw6NAhvsPD/K41IRaoXzVxn3IMCiU9qm5sKEEhhBgkiUSC+fPnY/78+UZZSTanOSgKhQJbtmxB165d4efnh27dumHLli149eoVvL29MXv2bK3HS0tLw7Jly9ChQwf4+vqiT58+OHPmjNa+crkcO3bsQP/+/dGsWTO0aNECw4YNw/nz57XG6e3tjVevXmHHjh346quv4Ovrm2McQFZht3nz5qF169Zq7WvWrMG2bdt4rzy7rLHm2k1Vpv+FdBmt6WRMxHwHQAgh2piYmGD69Ol8h6Fzc+fOxfHjx+Hq6oqvvvoKMpkMv//+O/77778c91EoFAgKCkJycjJat26NjIwMnDp1ClOnToWlpSWaNPm4To1MJsPYsWNx/fp1eHp6omvXrlAoFLh48SImTJiASZMmoXfv3hrnWLp0KW7fvo2mTZuiefPmsLOz0+jzKbFYjMmTJ8PW1hb79+/n2nfs2IH3799j7NixvF09EgiAiBmtUX/+WbX2YduvYucwzTV9iGGiBIUQQvLh5cuXWL9+vdb38vu47ZUrV3D8+HF4enpi8+bNMDU1BQAMHToU/fv3z3G/d+/eoWbNmli/fj13NalDhw4YPXo0du7cqZagbNy4EdevX8ewYcPw7bffQiDIqgmSmpqKUaNGYcWKFWjdujXKli2rdo7Hjx9j586dKFeuXL6+FiBr8uy3336LMmXKYNOmTVz7sWPHkJSUhKlTp/K20KOlVIyoxYFq1WUvPY4HY4wbE2LY6BYPIcQgMcbw7t07vHv3jvdbBgDw6tUrbNy4Ueu/o0eP5usYf/31FwBg+PDhXHICZM3r6NOnT677BgcHq93q8vHxgbOzM+7evcu1qVQq7N+/H25ubmrJCZBVV2bYsGGQy+U4e1b9ygIADBgwoEDJSTaBQIDevXtjwoQJaue7dOkSpk6dynsV4DtzAtS2PaYex9n7MTxFQwqCrqAQQgxSWloaHB0dAQApKSm8F2vz9fXFqlWrtL537do1jBw5Ms9jPHz4EEDW0zCf8/LyynE/KysruLq6arQ7Ojri1q1b3Pbz58+RnJwMBwcHbNiwQaN/9nyYqKgojfdq1aqVR/S569ChA6ytrTFv3jyoVCqoVCrcvn0bs2bNwoIFC3i7kmIhFaN6OSvcj/7AtX2z9RqiFgfyEg/JP0pQCCFET1JTUyEUCmFra6vxXm5zPiwtLbW2i0QitYUUk5KSAABPnz7F06dPczxeRoZmAbO85pzkh5+fH3788UfMmDEDmZmZUKlUuHnzJhYtWoQZM2bwNiflyNhm8Ft8Fu8+fHxc/btdEfhf3/q8xEPyhxIUQohBsrCwMIhbO7pkYWEBlUqFxMRElClTRu29hISEIh8/O5Fp3bo1lixZUqB9dTUvo27duvjpp58wfvx4yGQyMMZw8eJFrFixAsHBwbzM/5CIhLg6vS08ph5D9o/UnzffoIqjJb5rU1Xv8ZD8oTkohBCiJ56engCAmzdvaryX21M8+eXu7g4LCwvcu3eP19oxVatWxYIFCyASibiE5MSJE2oTaflweWobte3lpx+qTaIlhoUSFEII0ZMOHToAyHrS5tPbLHFxcdi1a1eRjy8Wi9GzZ0+8ffsWK1as0JqkPH78WCdXa/Li5eWFkJAQtba9e/di9+7dxX7unDhZm+Lo2GYa7SvOPOQhGpIXusVDCDFImZmZ+OGHHwAAP/74I6RSKc8RFV3jxo3RoUMHnDhxAn369EGrVq0gk8lw5swZ1KpVC3///XeRb4F8++23uH//Pnbv3o2LFy+ifv36sLOzQ2xsLJ48eYKHDx9iy5YtOplzkpcmTZrghx9+wOLFi7m2X3/9FVZWVggM5GeSam1XG+wf5Ycvf/mHa1tx5hHS5UpM7ViDl5iIdnQFhRBikBQKBVauXImVK1caZan7nMyePRsjR44EYwx79uzBpUuX0LdvXwwdOhRAzhNi88vExAT/+9//MG3aNNjb2+Ps2bPYtWsXIiIi4ODggClTpqBKlSq6+FLypU2bNhgzZoxa24oVK7RWtdWXhhXL4J8p6lVw159/iufxqTxFRLQRsJI2C60QkpOTYWNjg7i4ONjb2/MdTqkgl8tx/PhxdOrUySjLmBsjYxtzmUyGOXPmAABCQkJ4e0y1KAoy5ocOHcL8+fMxZcoU9OzZU08R6s9vv/2G7du3c9tCoRDz589Ho0aNdHqegox56L0YDN12Ta2NHj8uuPj4eDg4OCApKQnW1tY6Oy5dQSGEGCQTExMsWLCA1xoaxSEuLk7j6aTY2Fj8+uuvEIlEaNZMc45ESfD111+jW7du3DZjDCEhIXj27BlvMbWp4YQfOlRXa6NJs4aD5qAQQogebdu2DRcvXkS9evVgZ2eH6OhoXLx4EampqRgxYkShqrkaA4FAgFGjRuHDhw84e/YsGGNQKpWYOXMm1q1bV+RbW4U1smUl/HjivlrboM1XsO0bH17iIR/RFRRCiEFijCE1NRWpqaklqh6Kr68vXFxccOnSJezcuRMXL15ElSpVMH/+fIwYMYLv8IqVUCjExIkT0aBBAwiFQqhUKrx79w6LFi1SKzinTwKBAKfGt1BrO//wHf59Gs9LPOQjuoJCCDFIaWlp3F/VhlDqXlf8/Pzg5+fHdxi8EYvFmDZtGkaNGoW4uDioVCpcuXIFO3fuxIABA3iJydPJCtdmtIX3/DNcW+8Nl3F/XgeYSvipfkvoCgohhBA9s7a2xty5c9VK32/fvh3//vsvbzE5WEqxb6SvWlujTxIWon+UoBBCDJK5uTlSUlKQkpICc3NzvsMhOla5cmVMmDCB2xYIBFiwYAFev37NW0ze7nZoVsWB2/6QWXIebzdGlKAQQgySQCCAhYUFLCwseFm/JS+zZ8+Gt7c33rx5w3couVq/fj28vb1x7dq1vDsXwps3b+Dt7Y3Zs2fne5/ssatRowa6desGgUAAxhgyMzMxa9YspKenF0us+bH9s8mxN1685ykSQgkKIYTk4Nq1a/D29sb69ev5DqXE+vbbb1GjRg1u0uyrV6+wfPly3iZGC4UCWJh8vPXUY+0/ufQmxYkSFEKIQZLJZJg+fTqmT58OmUzGdzikmIjFYoSEhMDKyopLUsLCwnDw4EHeYto40Fttm2qj8IMSFEKIQZLL5Vi4cCEWLlwIuVzOdzikGNnZ2WHu3LlqbevWrcO9e/d4icfvk3ko2dynHMOHDPo51Cd6zJgQYpDEYjHGjRvHvda39evXY+PGjQCyVh/Ofg0Af/75J/eaMYbdu3fjjz/+wJs3b2Bvb48uXbpg2LBhasc7cuQI5syZg5CQENjY2GDr1q14/PgxbGxscOTIEQBZSdmePXvw119/4fnz5xAKhfD09MSAAQPQsmVLteOlpKRgx44dCA0NRXR0NIRCIcqUKQMvLy+MHDkSzs7OGl/TiRMnsH37djx//hyWlpZo164dgoKCYGpqqtH3zz//xP79+/H06VMAQKVKldCzZ0907tw532P45MkTrFq1Cjdu3IBAIICXlxe+++47rX1r1qyJoKAg/O9//wOQNQdp8eLF2LhxIy+VhC/+4I9mP55Ta6sz+xSVwtcjSlAIIQZJKpVixYoVvJ2/YcOGePv2LY4ePYoGDRqgYcOG3HtWVlbc65UrV+LGjRto3rw5fH19ERYWhg0bNkAul2stvHbmzBlcvnwZzZs3R8+ePZGamrVAnUwmw9ixY3H9+nV4enqia9euUCgUuHjxIiZMmIBJkyahd+/eALKSoqCgINy+fRteXl7w9fWFUCjE27dvceHCBXTq1EkjQdm7dy/Cw8PRsmVLeHt7Izw8HLt370ZiYiLmz5+v1nfp0qXYs2cPHB0d0bVrVwDA2bNnMWfOHDx48AATJ07Mc/weP36MoUOHIj09Hf7+/qhQoQLu3LmDoUOHwtPTU+s+X3zxBW7duoXz589DpVLh7du32Lp1Ky8F7NzKmOPu3ADUnHVSrf1lQhrK29FTZfpACQohhGjh7Z01D+Ho0aNo2LAhvv32W639Hjx4gN27d8PBIeu2wLBhw9C9e3fs3bsXQ4YM0egfHh6OVatWoXHjxmrtGzduxPXr1zFs2DB8++233JNLqampGDVqFFasWIHWrVujbNmyePLkCW7fvo1WrVph2bJlaseRyWRaV3++cuUKfvvtN7i7uwMAMjIy0K9fP5w6dQrjxo1D2bJlAQA3btzAnj174OHhgS1btnDF8kaMGIHBgwdj9+7daNOmDerXr5/r+C1ZsgSpqamYN28eOnbsyLWvWbMGW7Zs0bqPQCBAUFAQbty4geTkZDDG8Mcff6BZs2aoWbNmrucrDuYmYjxb1AkeU49zbc2XnKOrKHpCc1AIIaQIhg4dyiUnAGBra4uWLVsiNTUVz58/1+jfsmVLjeREpVJh//79cHNzU0tOAMDCwgLDhg2DXC7H2bNn1faTSqUaxzcxMdFaN6Zv375ccgIApqamCAgIgEqlUpvrcfToUQBZCcmn6+NYW1tzVzKyb0nlJDo6Gjdu3EDVqlXVkhMAGDJkiNoVqM9ZW1tjwoQJ3FM8QqEQixcvRmZmZq7nLC4CgQDLe3mptf396B0vsZQ2dAWFEGKQUlNTjaLUfY0aNTTaHB0dAWTF/blatWpptD1//hzJyclwcHDAhg0bNN5PTEwEAERFRQEA3N3dUbVqVZw8eRKxsbHcbRtPT08Ihdr/7qxevbpGm5OTEwDgw4cPXNuDBw8AQO2WVrbsq0oPHz7Ueo5s2e/Xq1dP4z1zc3N4enri+vXrOe7v6+uLtm3b4uzZs1CpVIiOjsbWrVtzvIpV3Ho0cEPw3pvc9oBfr2BV3/ro7OXCSzylBSUohBBSBNoSp+wS7toWwLOzs9NoS0pKAgA8ffqUm5SqTUZGBoCsScO//PILNmzYgLNnz3JzdcqUKYNevXrhm2++USsjX5A4U1NTuQm32mIXCATcvJmcZCdm2o6RfZy8jB49GteuXUNSUhIYY9i3bx+aNm2K2rVr57lvcTgS1AydV1/ktsfuikC7mk60Vk8xols8hBCDZG5ujtjYWMTGxpaoUvfaquJmXylq3bo1rl27luO/kJAQbh9bW1tMnjwZf/31F/744w9MnjwZ1tbWWL9+PbZv317o+CwsLKBSqfD+vWYF1YSEBDDG8ryalf31aDtG9nHyYmVlhYkTJ6rd6vnxxx+5JE3f6rjZYMmXddXaBm2+wksspQUlKIQQgyQQCFC2bFmULVuWt1L3uV0J0SV3d3dYWFjg3r17Wie45kYgEMDDwwO9evXCmjVrAAAXLlwodCzVqlUDAK23YLLbcnoKJ1v2+5GRkRrvpaWl5XmLKFvjxo3Rrl07roBbTExMjhNs9aFXo/LwKm/Lbf/7LAG3XiXxFk9JRwkKIYTkwNraGgAQExNTrOcRi8Xo2bMn3r59ixUrVmhNUh4/fsxdeXjz5o3WNYCy3y9K3ZAvvvgCQNZTRZ/OoUlJSeFqwWT3yUm5cuXQoEEDPHr0CH/99Zfae1u2bFGb85KX0aNHw8bGhluv58CBA7h161a+99e1jQPV5+Z8etuH6BbNQSGEGCSZTIalS5cCACZNmsRLsS53d3eULVsWp06dgkQi4SaV9unTR+fn+vbbb3H//n3s3r0bFy9eRP369WFnZ4fY2Fg8efIEDx8+xJYtW2BnZ4eHDx9i0qRJqFWrFjw8PODg4IDY2FiEhYVBKBSiX79+hY6jQYMG6N27N/bs2YPevXujdevWALLqoMTExKBPnz5o0KBBnseZPHkyhg4dipCQEISFhXF1UO7cuYP69esjIiIiX/FYWlpi4sSJmD59OoCsWz1Lly7Fr7/+ColEUuivs7AcrUyxonc9fL8nkmsL3hOJ5b3r6T2Wko6uoBBCDJJcLseMGTMwY8YM3krdi0QiLF26FLVr18apU6ewbt06rFu3DsnJyTo/l4mJCf73v/9h2rRpsLe3x9mzZ7Fr1y5ERETAwcEBU6ZMQZUqVQBkPTk0aNAgCAQCXLp0CTt27MD169fh4+ODX3/9VaPqbEFNmjQJs2bNgr29PQ4ePIiDBw/C3t4es2bNyleRNgCoUqUKfv31V/j6+iI8PBx79+6FWCzGr7/+CldX1wLF4+Pjg/bt23O3et6+fYsDBw4U5kvTiW71XVHJ4eM8nAMRr3mLpSQTML6WjDQgycnJsLGxQVxcHOzt7fkOp1SQy+U4fvw4OnXqxMtfQaWRsY15ZmYmgoKCAACrV6/WWvPD0BnbmBuyDx8+YODAgdxtJxMTE2zbtk2tBg2gvzFPlylRY9YJtbbSWsAtPj4eDg4OSEpK4m6L6gJdQSGEGCSpVMqtgWOMyQnRLSsrKwwfPpzbVigUWmvG6IuZiQhlzNUToO3hUfwEU0JRgkIIIcQodOjQAZUrV+Zu9Zw7d47XCbM3ZrZT2551+A5PkZRMBpmgrFmzBu7u7jA1NUXjxo1x5Uruz5onJiZizJgxcHZ2hlQqhaenJ44fP57rPoQQQoyLUCjEuHHj1B773rx5M2/xCAQC7BzWOO+OpFAMLkHZs2cPgoODERISghs3bsDLywsBAQGIjY3V2l8mk6Fdu3aIiorCvn378ODBA2zcuLHAk7AIIYYlNTUVFhYWsLCwyLNyKSk9atSogfbt2wPIuu2TvdoyX/wqq89bbLn0HE+RlDwG95jx8uXLMXz4cG4V0HXr1uHYsWPYvHkzpkyZotF/8+bNSEhIwD///MNNiPp0QSxCiPFKS0vjOwRigEaNGoXq1aujdevWvK/RJBAIMNC3IraHZy0M+TyefmZ1xaASFJlMhuvXr2Pq1Klcm1AoRNu2bREeHq51nz///BO+vr4YM2YMDh8+jLJly6Jfv3744YcfNNaiyJaZmam2Mmb2I4NyuZy3xxlLm+xxpvHWH2Mbc7FYzFUcFYvFRhP3p4xtzI2FVCpFhw4dAGiOLR9jPrNTNS5BAQD3KcfwaF57vZ2fb8U11jpJUK5cuYKrV68iMTERSqVS432BQICZM2fmeZy4uDgolUquGFI2Jycn3L9/X+s+T58+xdmzZ9G/f38cP34cjx8/xujRoyGXy9XWrfjUokWLMGfOHI32c+fOlag1P4zB6dOn+Q6h1DHGMb979y7fIRSJMY65sdP/mKt/nA5cdQJ9KhfvEgmGoriudBapDkpCQgK6deuGS5cuIbfDCAQCrYnL5968eQNXV1f8888/8PX15donT56M8+fP499//9XYx9PTExkZGXj27Bl3xWT58uVYunQp3r59q/U82q6glC9fHm/fvqU6KHoil8tx+vRptGvXjupD6AmNuf7RmOsfX2OuUKpQY/YZtbbdwxqhYUXtKzqXJPHx8XB2dtZ5HZQiXUEJDg7GxYsX0apVKwwaNAhubm4Qiwt/SAcHB4hEIo11L2JiYlCuXDmt+zg7O0MikajdzqlRowaio6Mhk8m0lseWSqVa6ypIJBL6JaJnNOb6ZyxjLpfLucXvxowZYxQx58RYxrwk0feYSyTA/XkdUH3mx+JtfTZdLRXF24prnIuUoBw9ehQ+Pj4IDQ3VyWqjJiYmaNiwIUJDQ9GtWzcAWauIhoaGchUlP9e0aVP8/vvvUKlUEAqzHkp6+PAhnJ2deVm7gxCiGzKZDOPHjwcADB8+nD7gicEzlYiwf5QfvvzlH67tcORrdK1HT5UWRpEeM05PT0eLFi10uhR6cHAwNm7ciG3btuHevXsYNWoUUlNTuad6Bg4cqDaJdtSoUUhISMC4cePw8OFDHDt2DAsXLsSYMWN0FhMhRP9EIhH69euHfv365TjhnRBD07BiGYiEHz8Tx+2O5C8YI1ekKyj16tVDVFSUjkLJ0rt3b7x79w6zZs1CdHQ06tWrhxMnTnATZ1+8eMFdKQGA8uXL4+TJkxg/fjzq1q0LV1dXjBs3Dj/88INO4yKE6JepqSl27tzJdxiEFNjJ75uj7fIL3HafDeHYPcI3lz2INkVKUEJCQtClSxdcvnwZTZo00VVMCAoKyvGWTlhYmEabr68vLl++rLPzE0IIIYVVxdFKbfvy0wSeIjFuRUpQoqOjERgYiJYtW6J///5o0KBBjjN4Bw4cWJRTEUIIIUbj6cJOqDTt45Ir5x7Ewr+aI48RGZ8iJSiDBw+GQCAAYwxbt27F1q1bNeajMMayKu1RgkIIKYDU1FSuKnRUVBTvFUMJKQihUIBy1qaITs4AAAzZUjqe6NGlIiUoW7Zs0VUchBCiIS4uju8QCCm0faN80ezHj2vzzP7zDmZ3qcVjRMalSAnKoEGDdBUHIYSoMTMzw+3bt7nXhBgbtzLqlcm3/hNFCUoBGNxqxoQQAmStw1WrVi3UqlVL7ck9QoxJ+NTWatvnHsTyFInx0claPFFRUdi5cyciIyORnJwMa2tr1KtXD/3796eVhQkhhJRazjbqV/+GbLmKh/M7wkRMSXdeijxCK1euRLVq1TBr1izs378fp0+fxv79+zFz5kxUq1YNK1eu1EWchJBSRi6XY+PGjdi4cSOtBkyM2v5R6jVQ5h017sUv9aVICcrRo0cxfvx42NjYYP78+fjnn3/w7NkzhIeHY+HChbCxsUFwcDCOHTumq3gJIaWETCbDiBEjMGLECMhkMr7DIaTQGla0Q23XjyU4frv8nMdojEeRbvEsX74cdnZ2uHHjBtzc3Lj2ihUronHjxujfvz/q16+P5cuXIzCQHq8ihOSfSCRC165dudeEGLPNgxrBZ2Eot51dgoPkrEhXUG7cuIHevXurJSefKl++PHr16oXr168X5TSEkFLI1NQUhw4dwqFDh2Bqasp3OIQUiaO1+s9wowWhOfQk2YqUoMhksjyLJ1laWtLlWUIIIaVex9rluNdxKZk8RmIcipSgeHp64siRI1AoFFrfVygUOHr0KDw9PYtyGkIIIcTorexTn+8QjEqREpSBAwfiwYMHCAgI0LiNc+3aNXTs2BEPHjyggm6EkAJLS0uDu7s73N3dkZaWxnc4hBTZ548WJ2fQ02m5KdIk2XHjxuHChQv4888/4ePjA3Nzczg6OiI2NhZpaWlgjKFr164YN26cruIlhJQSjDE8f/6ce01ISVN39ilanycXRbqCIhKJcOjQIWzduhWtWrWCiYkJXrx4ARMTE/j7+2Pbtm04ePAgVYEkhBSYqakprly5gitXrtAkWVJi9Kjvqrb9MoGuDuZEJ5VkBw4cSKsVE0J0SiQSoVGjRnyHQYhOzelaCwciXnPbMw/fxtYhPjxGZLjo0gYhhBCiJ1amEnzXpiq3HfbgHdJlSh4jMlyUoBBCDJJCocDOnTuxc+fOHJ8UJMQYjWpZWW27zuyTPEVi2AqUoAiFQojFYjx8+JDbFolEef4Ti3VyJ4kQUopkZmbi66+/xtdff43MTKoZQUoOMxMRvmzwscCpQsWgUtFE8M8VKHNo0aIFBAIBzM3N1bYJIUTXhEIh2rZty70mpCRZ9lVd7L/xitv+fk8k/teX6qR8qkAJSlhYWK7bhBCiK2ZmZjh9+jTfYRBSLAQCAVxtzfA6MR0A8OfNN+jXuAKaVLLnOTLDQX+WEEIIITw4OMZPbbvPhss8RWKYiiVBiYqKwsaNG/Hbb78hJSWlOE5BCCGEGDVHK1NMCqim1vbnzTc8RWN4ipSgLFy4EB4eHnj//j3XFhYWhtq1a2PkyJEYPHgwGjRogISEhCIHSggpXdLS0lCrVi3UqlWLSt2TEmuMfxWYSUTc9ne7IniMxrAUKUE5dOgQ3N3dUaZMGa7thx9+gEqlwpw5czBq1Cg8fvwYK1asKGqchJBShjGGu3fv4u7du1TqnpRoR8Y2U9v+8cR9niIxLEVKUKKiolCzZk1u+82bN7h69SrGjBmDGTNmYPXq1WjTpg0OHjxY5EAJIaWLqakpzp07h3PnzlGpe1KiVXG0VNv+JewJPXaMIiYoycnJsLW15bYvXLgAgUCAzp07c20NGjTAixcvinIaQkgpJBKJ0KpVK7Rq1QoikSjvHQgxYnfnBqhtX34Wz1MkhqNICYqTkxO32igAnD59GlKpFI0bN+baMjIyqFYKIYQQkgtzEzFaeJbltvtt/JfHaAxDkUq8NmrUCIcPH8bRo0dhamqKPXv2wN/fH1KplOvz7NkzuLi4FDlQQkjpolAocPToUQDAF198QRWpSYk3qmVlXHj4jtt+mZCG8nbmPEbEryJdQZk2bRoUCgW6du2KgIAAZGRkYNq0adz7mZmZuHDhgtoVFUIIyY/MzEx0794d3bt3p1L3pFTwraxepK35knM8RWIYivQnSYMGDXD58mX89ttvAIBevXrBx+fjstERERHw9/dHv379ihYlIaTUEQqF8PPz414TUhos7VkXk/b9x22vDXuM0a2q8BgRf4p8zdTLywteXl5a32vSpAk9wUMIKRQzMzNcunSJ7zAI0auvvMurJShLTjwotQkK/VlCCCGEGJAr09vwHYJBKNAVlO3btwMAunfvDisrK247PwYOHFiwyAghhJBSyNFKve7Pk3cpqFzWMofeJVeBEpTBgwdDIBCgSZMmsLKy4rZzwxiDQCCgBIUQUiDp6elo0aIFgKwaS2ZmZjxHRAg/9l1/hR86VOc7DL0rUIKyefNmCAQCODs7AwC2bNlSLEERQohKpcK1a9e414SUJsHtPLH89EMAWZVlKUHJw+DBg9W2Bw0apMtYCCGEI5VKuToon9ZWIqQ06FrPhUtQSiuqfEQIMUhisRiBgYF8h0EILyraW6ht33ubjBrO1jxFw48iPcVz6dIlBAcHIzo6Wuv7b9++RXBwMC5fvlyU0xBCCCGl2jdbr/Idgt4VKUFZvnw5jhw5gnLlyml939nZGUePHsXPP/9clNMQQkohpVKJ06dP4/Tp01AqlXyHQ4jefTrv5G1SBo+R8KNICcrVq1fRrFmzXPu0aNGCrqAQQgosIyMD7du3R/v27ZGRUfp+ORMyvLmH2nZMcun6f1CkBCU2Nhaurq659ilXrhxiY2OLchpCSCkkFAq5StVU6p6URmKR+s9944WhPEXCjyL9r7e1tcWLFy9y7fP8+XNYWpa+AjOEkKIxMzNDZGQkIiMjqQYKKbVmfVFTbTsxTcZTJPpXpAQle62dly9fan3/xYsXOHToELfgFyGEEELyb7Cfu9r2b+HP+QmEB0VKUIKDg5GWloamTZti+/btePv2LYCsp3e2bduGpk2bIj09HRMmTNBJsIQQQkhpIhQK8GUDN277p1JUG6VICUqLFi2wfPlyvHnzBkOGDIGbmxvEYjHc3NzwzTffIDo6GitXruTKVRNCSH6lp6ejVatWaNWqFdLT0/kOhxDe/NCxmtr2zZeJ/ASiZ0Uu1DZu3Dj4+/tj3bp1uHr1KpKSkmBrawsfHx+MHDkStWvX1kWchJBSRqVS4fz589xrQkqrzxcP7LrmEqIWl/wihjqpJFu3bl2sXbtWF4cihBAAWeXt9+7dy70mpDT7bagPBvx6hdt+9yETZa1K9v8LKnVPCDFIYrEYX331Fd9hEGIQmlctq7bdaMGZEn8VpcjFBRQKBX7++Wf4+PjA2toaYvHHnCcyMhKjR4/Gw4elZ1IPIYQQUhxmd66Zd6cSpEgJSnp6Ovz9/TFx4kQ8f/4c1tbWYIxx73t4eGDLli3Yvn17kQMlhJQuSqUSly5dwqVLl6jUPSEABn32yHFJV6QEZeHChbh06RIWLVqE6OhoDBs2TO19GxsbtGzZEidPnixSkISQ0icjIwPNmjVDs2bNqNQ9IQAEAoHadviTeJ4i0Y8iJSh79uyBv78/Jk+eDIFAoDF4AFCpUqU8q80SQsjnBAIBqlSpgipVqmj93UJIadd3Y8le565ICcqLFy/g7e2dax8rKyskJSUV5TSEkFLI3Nwcjx49wqNHj2Bubs53OIQYhFV966ttl+TS90VKUKysrPJcCPDJkycoW7Zsrn0IIYQQkrfOXi5q26vPPuYpkuJX5LV4jhw5gsTERK3vv3z5EsePH6dKsoQQQoiOfNemKvc6/GnJnYdSpARl0qRJeP/+Pdq0aYNLly5BoVAAANLS0hAaGoqAgAAoFAoEBwfrJFhCSOmRkZGBwMBABAYG0iRZQj7R16c89/rOm2QeIyleRSrU1qJFC6xevRrjxo1Tu0piZWUFABCJRFi7di0aNmxYtCgJIaWOUqnE8ePHudeEkCzlrNVL3ytVDCJhyZtIXuRKsqNGjUKrVq2wbt06/Pvvv0hISIC1tTUaN26M0aNHo1atWrqIkxBSypiYmGDLli3ca0JIls+fajt26y26fDY3pSQoUoJy4cIFWFtbo169eli5cqWuYiKEEEgkEgwePJjvMAgxSJ29XHDk5hsAwJ6rL0pkglKkOSj+/v7YsGGDrmIhhBBCSD50r/8xIbn0OF6tintJUaQExdHREaampnl3JISQAlIqlYiMjERkZCTNQSHkM00q2atte0w9zlMkxadIt3jatWuHsLAwMMao0iMhRKcyMjJQv35WUaqUlBRYWFjwHBEhhsPcpMhTSA1eka6gLF68GPHx8RgxYgQSEhJ0FRMhhEAgEMDFxQUuLi70BxAhWjxb1EltO0Nesq40FikF+/rrr2Fra4vNmzdjx44d8PDwgJOTk8YvE4FAgNDQ0CIFSggpXczNzfH69Wu+wyDEYH3+WfvvswS09Cw5lduLlKCEhYVxrzMzM3H//n3cv39fox/99UMIIYToXo/6rjgQkZXID9p8BVGLA3mOSHeKdItHpVLl619hJritWbMG7u7uMDU1RePGjXHlypV87bd7924IBAJ069atwOckhBBCjElPbze1bblSxVMkuleoBCU8PBytW7eGlZUVbGxs0K5du3wnEPmxZ88eBAcHIyQkBDdu3ICXlxcCAgLyXJgwKioKEydORPPmzXUWCyGEHxkZGfjqq6/w1VdfUal7QnLgV9lBbTu7NkpJUOAE5datW2jTpg3CwsKQmpqKDx8+IDQ0FP7+/rhz545Oglq+fDmGDx+OIUOGoGbNmli3bh3Mzc2xefPmHPdRKpXo378/5syZg0qVKukkDkIIf5RKJfbt24d9+/bRY8aE5NPOf1/wHYLOFHgOyuLFi5GRkYHp06dj7NixALJux8ybNw8//vgjtm/fXqSAZDIZrl+/jqlTp3JtQqEQbdu2RXh4eI77zZ07F46Ojhg6dCj+/vvvXM+RmZmJzMxMbjs5OWuxJblcDrlcXqT4Sf5kjzONt/4Y25gLBAKuQrVAIDCauD9lbGNeEpTGMV/dxwtBu28CAK4/f6/3r724zlfgBOXvv/9Gs2bNMG/ePK5tzpw5CAsLw/nz54scUFxcHJRKJZycnNTanZyctE7ABYCLFy/i119/RWRkZL7OsWjRIsyZM0ej/dy5czA3Ny9wzKTwTp8+zXcIpY4xjXnFihUBGFfM2hh7/MaoNI25TAl8+nGevcimvqSlpRXLcQucoMTExKBPnz4a7Y0bN8a///6rk6AK4sOHDxgwYAA2btwIBweHvHcAMHXqVAQHB3PbycnJKF++PPz9/WFvb5/LnkRX5HI5Tp8+jXbt2kEikfAdTqlAY65/NOb6V1rHfNKVU9zrDh06QqjH1Y3j4+OL5bgFTlDkcjksLS012i0sLHRymcfBwQEikQgxMTFq7TExMShXrpxG/ydPniAqKgqdO3fm2lSqrFnMYrEYDx48QOXKldX2kUqlkEqlGseSSCSl6gfaENCY65+xjLlKpcKTJ08AAJUrV4ZQWKSHDnllLGNekpTmMY9NVaC8nf7uBhTXOBvc/3gTExM0bNhQrbCbSqVCaGgofH19NfpXr14dt27d4tbsiIyMRJcuXeDv74/IyEiUL19en+ETQnQkPT0dnp6e8PT0RHp6Ot/hEGLQajhbc683/f2Ux0h0p1CF2nbs2IHLly+rtT1+/BgA0KlTJ43+AoEAx44dy/fxg4ODMWjQIHh7e8PHxwcrVqxAamoqhgwZAgAYOHAgXF1dsWjRIpiamqJ27dpq+9va2gKARjshxLjY2NjwHQIhRsFM8vF6w7bw55jT1fg//wqVoDx+/JhLSD534sQJjbaCVpLt3bs33r17h1mzZiE6Ohr16tXDiRMnuImzL168MOrLvYSQvFlYWCAxMZHvMAgxCtM61UDPdR+fdFWpmF7noRSHAicoz549K444NAQFBSEoKEjre5+W2Ndm69atug+IEEIIMVANKpRR25595A7mGvlVlAInKNmP/RFCCCHEMAiFAjSv6oC/H8UBALaHPzf6BIXukxBCDFJmZiYGDx6MwYMHqxVWJIRot6J3PbXt2A/GvUQEJSiEEIOkUCiwbds2bNu2DQqFgu9wCDF49pbq5TMWHdde3NRYUIJCCDFIEokES5YswZIlS0ptPQtCCqpPo4+lNQ5GvOYxkqIr1FM8hBBS3ExMTDBp0iS+wyDEqExoXw27r77kOwydoCsohBBCSAlR1kr9Nk9UXCpPkRQdJSiEEIOkUqnw+vVrvH79mlu+ghBSMCN3XOc7hEKjBIUQYpDS09Ph5uYGNzc3KnVPSAFM71SDe30/+gOPkRQNJSiEEIMlFoshFtNUOUIKYlhzD7Xt5acf8hRJ0VCCQggxSNkrpMvlclhYWPAdDiFGQyAQoOYniwf+L/QRj9EUHiUohBBCSAmzdUgjtW3GGE+RFB4lKIQQQkgJ42htqrb936skniIpPEpQCCEGKTMzE2PGjMGYMWOo1D0hheBgacK9nnn4No+RFA4lKIQQg6RQKLB27VqsXbuWSt0TUgijWlXhXmfKje9RfZoeTwgxSBKJBCEhIdxrQkjBtK3hiHlH7wIAHsQY3+PGlKAQQgySiYkJZs+ezXcYhBitCnbmatvpMiXMTEQ8RVNwdIuHEEIIKYEEAoHadp8N4TxFUjiUoBBCDBJjDImJiUhMTDTKRyQJMQTDPynadtPInuShBIUQYpDS0tJQpkwZlClTBmlpaXyHQ4hR+q5NVbXtDLmSp0gKjhIUQgghpISyMlWfYB6fKuMpkoKjBIUQYpDMzc0hk8kgk8lgbm6e9w6EEK3a1XTiXjddfJbHSAqGEhRCiEESCASQSCSQSCQak/0IIfkX+0G90GFscgZPkRQMJSiEEEJICXZ4TFO1bZ+FoTxFUjCUoBBCDJJMJsOkSZMwadIkyGTGc9+cEEM00Lei2rZSZfhPxlGCQggxSHK5HMuWLcOyZcsgl8v5DocQozanSy217f3XX/EUSf5RJVlCiEGSSCSYOHEi95oQUngCgQDeFcvg2vP3AIC9116iV6PyPEeVO0pQCCEGycTEBEuXLuU7DEJKjBlf1ES3NZcAgEtUDBnd4iGEEEJKgXrlbdW270cn8xNIPlGCQggxSIwxyOVyyOVyKnVPSDE4ez+W7xByRQkKIcQgpaWlwcTEBCYmJlTqnhAdmdqxOvf65J0YHiPJGyUohBBCSCnR9pOqsjdfJvIXSD5QgkIIMUjm5uZ4//493r9/T6XuCdGRymUt1bZP3onmKZK8UYJCCDFIAoEAtra2sLW1pVL3hBST7eFRfIeQI0pQCCGEkFJk2zc+3OtLj+N5jCR3VAeFEGKQZDIZFi5cCACYNm0aTExMeI6IkJKhsYed2rZKxSAUGt5VSrqCQggxSHK5HHPmzMGcOXOo1D0hOmQqEalt331rmPVQ6AoKIcQgicVijB49mntNCNEdV1szvE5MBwBEvExEbVcbniPSRP/rCSEGSSqVYs2aNXyHQUiJ9E0zD8w7ehcAcPtVEs/RaEe3eAghhJBSxt7i45wuhcowKzVTgkIIIYSUMuXtzLjX4U/ieIwkZ5SgEEIMUmpqKiQSCSQSCVJTU/kOh5ASxa3Mx+KHb5IyeIwkZ5SgEEIMlkKhgEKh4DsMQkqcspZSte2kdMN7Uo4SFEKIQTIzM8OrV6/w6tUrmJmZ5b0DISTfPq97MvXAfzxFkjNKUAghBkkoFMLV1RWurq4QCulXFSG69m2LStzr47cMb00e+l9PCCGElELj2lblO4RcUYJCCDFIMpkMS5cuxdKlSyGTyfgOh5ASx9xEvRTatagEniLRjhIUQohBksvlmDx5MiZPnkyl7gkpJq62H+d3rb/wlMdINFElWUKIQRKLxRg0aBD3mhCie9+3rYpJ+7ImyJ6+G8NzNOrofz0hxCBJpVJs3bqV7zAIKdE61nHmEhRDQ7d4CCGEkFLKUqp+neLAjVc8RaKJEhRCCCGEAACC997kOwQOJSiEEIOUmpoKW1tb2NraUql7QorR1elt1bafxRnG/zdKUAghBispKQlJSYa5FDwhJUVZK/Wy9302hPMUiTpKUAghBsnMzAwPHz7Ew4cPqdQ9IcVsZZ963OuY5Ez+AvkEPcVDCDFIQqEQVasadqVLQkqKtjWc+A5BA11BIYQQQko5i8+e5klM4796MyUohBCDJJfLsWbNGqxZs4YqyRKiB6aSjynBkf/e8hhJFkpQCCEGSSaTISgoCEFBQbQWDyF60M+nIvd65qHbPEaSheagEEIMkkgkQs+ePbnXhJDiNbyFBzZfesZtp2YqNG796BMlKIQQg2Rqaoo//viD7zAIKTWcbdSfluuy+iJCJ7TiJxjQLR5CCCGE/L++PhW410/e8VuwjRIUQgghhAAAFvWow70WCHgMBJSgEEIMVFpaGlxdXeHq6oq0tDS+wyGk1GEMYIzxdn5KUAghBokxhjdv3uDNmze8/pIkpLRxsTHlXl9//p63OGiSLCHEIJmamiIiIoJ7TQjRD4n447WLPVdfwtvdjpc46AoKIcQgiUQi1KtXD/Xq1aPHjAnRoyF+7tzrU3djeIvDYBOUNWvWwN3dHaampmjcuDGuXLmSY9+NGzeiefPmKFOmDMqUKYO2bdvm2p8QQggh2vlXd+ReyxQq3uIwyARlz549CA4ORkhICG7cuAEvLy8EBAQgNjZWa/+wsDD07dsX586dQ3h4OMqXL4/27dvj9evXeo6cEKIrcrkcW7duxdatW6nUPSF6VNHegnutpEmy6pYvX47hw4djyJAhqFmzJtatWwdzc3Ns3rxZa/+dO3di9OjRqFevHqpXr45NmzZBpVIhNDRUz5ETQnRFJpNhyJAhGDJkCJW6J0TPrE2zpqjyeQXF4CbJymQyXL9+HVOnTuXahEIh2rZti/Dw8HwdIy0tDXK5HHZ22if2ZGZmIjMzk9tOTk4GkPUXG/2lph/Z40zjrT/GNuYqlQodO3bkXhtL3J8ytjEvCWjMdSM5Q8G9TviQBitTSY59i2usDS5BiYuLg1KphJOTk1q7k5MT7t+/n69j/PDDD3BxcUHbtm21vr9o0SLMmTNHo/3cuXMwNzcveNCk0E6fPs13CKWOMY35t99+CwA4e/Ysz5EUjTGNeUlBY1401hIRkuVZldqGrw/FwKo5X0kprjpFBpegFNXixYuxe/duhIWF5fho4tSpUxEcHMxtJycno3z58vD394e9vb2+Qi3V5HI5Tp8+jXbt2kEiyTkzJ7pDY65/NOb6R2OuG1eU97DzyksAwPU4IXaP65Bj3/j4+GKJweASFAcHB4hEIsTEqD/aFBMTg3LlyuW677Jly7B48WKcOXMGdevWzbGfVCqFVCrVaJdIJPQDrWc05vpHY65/NOb6R2NeNEFtqnIJCoBcx7K4xtngEhQTExM0bNgQoaGh6NatGwBwE16DgoJy3G/JkiVYsGABTp48CW9vb73EKpfLoVQq9XKukkYul0MsFiMjI4PGUE+MbczT09O53wGHDh2CmZlZ7jsYIEMYc5FIRB/UpMA+X9k4PiUT9paaf9gXJ4NLUAAgODgYgwYNgre3N3x8fLBixQqkpqZiyJAhAICBAwfC1dUVixYtAgD8+OOPmDVrFn7//Xe4u7sjOjoaAGBpaQlLS0udx5ecnIy4uDi1ibakYBhjKFeuHF6+fAkB3ytSlRLGNuYqlYqbLP/mzRsIhQb50GGuDGXMpVIpHBwcYG1tzVsMxPi08CyLCw/fAQB+PHEfS3p66fX8Bpmg9O7dG+/evcOsWbMQHR2NevXq4cSJE9zE2RcvXqj9svrll18gk8nQs2dPteOEhIRg9uzZOo0tOTkZr1+/hqWlJRwcHCCRSIzil72hUalUSElJgaWlpVF+8BgjYxvz7A93ADA3NzfK/2d8jzljDHK5HElJSVxdKEpSSH5VLmvBJSgXHsbp/fwGmaAAQFBQUI63dMLCwtS2o6Kiij+g/xcXFwdLS0u4ubkZ5S9MQ6FSqSCTyWBqamoUH5YlgTGOuTHe1vmUIYy5mZkZrKys8OrVK8TFxVGCQvLtm6Ye2HIpCgDAx8edcfyWMhByuRyZmZmwsbGh5IQQYjQEAgFsbGyQmZlJ9UFIvrmV+fgHwtukDL2fnxKUAsie5EYTzggpfowxJCQkICEhAYzHctslRfbvLWOYIE0Mw+d/iOv7/yElKIVAV08IKX4qlQpPnz7F06dPoVLxV267pKDfW6SoZEr9/j+kBIUQYpAEAgGsrKxgZWVFH66E8MRMIuJen7wTk0tP3aMEhRBikIRCIapVq4Zq1aoZzaReQkqahhXLcK8vPdLvkzz0v56UOFu3boVAIMDWrVsLtX+rVq3oL3YdiYqKgkAgwODBg9XaBw8eDIFAoNcn8AghBTe0mQf3+sSdaL2emxIUkm/ZHzaf/jMxMUH58uXRr18//Pfff3yHWCLExsZCJBJh4sSJAD4mXJ/+MzMzg6enJ8aOHcsVJiSEEF2r7WrDvU5K1+8TYAZbB4UYrsqVK+Prr78GAKSkpODy5cvYtWsXDhw4gNDQUDRt2pTX+Lp3744mTZrA2dm5UPtv37692FbnzI8jR45ApVJxZd6ztWnTBs2aNQOQtThXaGgoVq9ejUOHDuHGjRsoW7YsD9EWH5VKhXv37gEAatSoQbd5COGBg6WJ2nZ0UgbK2WhfiFfXKEEhBValShWNCr0zZszAggULMH36dI1CevpmY2MDGxubvDvmoEKFCjqMpuAOHz6MsmXLws/PT629bdu2mDJlCretUqnQuXNnHD9+HKtXr8acOXP0HWqxYowhPT2de00I0b/Pb3evDH2IRT1yXoxXl+hPEqITY8eOBQBcvXqVaxMIBGjVqhVev36NgQMHoly5chAKhWoJzIULF9C5c2c4ODhAKpWiatWqmDFjRo5XMC5cuIBu3brByckJUqkU5cuXR48ePXDx4kWuT05zUG7cuIGePXuiQoUKkEqlKFu2LBo1aoQFCxao9ctpDopCocDy5cvh5eUFMzMz2NjYwN/fH0eOHNHo+2kMp06dgp+fH8zNzWFvb49BgwbluDx5Wloazpw5gy+++CLPKwZCoZCb23H9+nWN92NjYzF+/HhUqVIFUqkUjo6OGDhwIG7fvq31eLGxsZgwYQKqVasGMzMz2NnZoXHjxli2bJlav82bN6Nr165wd3eHqakp7OzsEBAQgHPnzuUab0EJhUJ4enrC09MTQqEQT58+xYgRI+Dh4cF9Pa1atVL7Puc2/ygsLAwCgUAjuc7t57RKlSqwsrLK8eexS5cuEAgEePjwoVr74cOH0aZNG9jb26NcuXKoW7culi1bRjVIiFHq6/Pxj7arUe/1dl5KUIhOff7BHh8fD19fX/z333/o06cPRowYwZXa/vXXX9G6dWtcunQJgYGB+O677+Dm5oYFCxagXbt2kMlkasdauXIlWrVqhdOnT6Ndu3aYMGECWrdujZs3b2Lfvn25xhUZGQk/Pz/89ddfaNasGYKDg9GzZ0+Ym5tjw4YNeX5djDH07NkTEyZMQEZGBsaMGYN+/frh5s2b6NKlC37++Wet+/3555/o3LkzXFxcMHr0aFSuXBnbt29H165dtfY/efIk0tPTc3w/J2Kx+sXQJ0+eoGHDhlixYgUqV66MsWPHomPHjggNDYWfnx/+/fdftf4PHjxAvXr1sHz5cjg6OuK7775Dv379YG5ujoULF6r1HTNmDGJiYtC2bVuMHz8eX3zxBcLDw9G2bVscPny4QHHnRiAQwNraGtbW1rh06RLq16+PTZs2oXr16ggODkaPHj2Qnp6OlStXFvlcOf2cfv3110hJScGhQ4c09omLi8OJEyfQuHFjeHp6cu1Tp05Ft27d8ODBA3Tv3h1Dhw6FmZkZJk2ahD59+hQ5VkL07esmHxOUx7Ep+jsxIywpKYkBYHFxcbn2S09PZ3fv3mXp6el6isywPHv2jAFgAQEBGu/NmjWLAWD+/v5cGwAGgA0ZMoQpFAq1/rdu3WJisZh5eXlpjPuiRYsYALZs2TKuLTIykgmFQubi4sKePXum1l+lUrHXr19z21u2bGEA2JYtW7i24OBgBoAdOnRII/bPz9+yZUv2+X+Nbdu2MQCsZcuWLDMzk2t//vw5c3BwYGKxmD158kQjBrFYzC5evMi1KxQK1qpVKwaAhYeHa8QyaNAgZm5uztLS0jSOtWjRIrW+SqWSdezYkQFgS5cuVXvPz8+PiUQiduLECbX+V69eZVZWVqxOnTpq/b29vRkAtmHDBo2YXr58qbb99OlTjT5v3rxhLi4urGrVqmrt2T8zgwYN0vg6AWh8L7XJyMhgrq6uTCgUsr/++ivX+LR977OdO3eOAWAhISFq7bn9nD569IgBYB07dtQ43qpVqxgAtnr1aq7t1KlT3P+RlJQUplQq2fv375lCoWAjR45kANi+ffvy/JqLQ2n5/SWTydihQ4eYTCbjO5QSQ6lUsYo/HGUVfzjKGsw9pfF+XFwcA8CSkpJ0el6ag6JDnVddxLsPmXyHkauyVlIcGdusSMd4/Pgxd5k8NTUV//77L/7++2+Ymppq3C4xMTHBkiVLIBKJ1No3bNgAhUKBlStXwt7eXu29yZMnY/ny5di1axcmTJgAAFi/fj1UKhXmz58Pd3d3tf4CgQAuLi75il3b4nOfn1+bbdu2AQCWLFkCE5OPk8YqVKiA8ePHY/r06di5cydmzpyptl+/fv3UJg2LRCIMGjQIYWFhuHr1Kpo0acK9p1QqcfToUbRr105rnGfOnEFGRtZ6GAkJCThz5gzu3bsHPz8/jBo1iusXERGBf/75B9988w0CAgLUjlGlShUMGzYMP//8M27fvo3atWvjypUruHbtGlq0aIHhw4drnNfNzU1t28PDQ6OPs7MzvvzyS6xatQrPnz9HxYoVNQexgBhjSEpKwsGDB7nbLx06dMgzvsLI6ee0SpUq8PX1xenTpxEbGwtHR0fuvd9++w0SiQS9e/fm2lavXg0g6+fbwsKCq4ArEAiwePFirF+/Hrt27cKXX35Z5JgJ0RehUABbcwkS0+SIT5XlvYOOUIKiQ+8+ZCI6Wf8LKunbkydPuAmZEokETk5O6NevH6ZMmYI6deqo9fXw8ICDg4PGMbJvMZw6dUrr3AWJRIL79+9z21euXAEAtG/fvlAx9+rVCytWrED37t3Ru3dvtGvXDi1atICrq2u+9o+IiIC5uTl8fHw03vP39weQdRvpcw0bNtRoy/5ATUxMVGu/dOkS4uPjc7y9ExoaitDQULW2pk2bIjQ0FFKplGu7fPkyACAmJkZtvgVjDJmZmdy43r9/n0tQgPyP7dOnT7Fo0SKcPXsWr1+/RmamelL+5s0bnSQoKpUKjx8/5r7mwn7v8yOnn1MAGDBgAMLDw7Fr1y6MGzcOAPDo0SNcuXKFmz+V7fLly7CwsMDmzZsBfBxzqVTKPR7+6c81IcbCylSMxLSsx4z/vPkGXbzy90dhUVCCokNlraR5d+KZLmIMCAjAiRMn8tXXyclJa3tCQgIAaMxvyElSUhIEAkGhHx1u3LgxwsLCsHDhQvz+++/YsmULAKBRo0b48ccfuSQjJ8nJyShfvrzW97JjSk5O1nhP29L22fNFPp8weejQIYhEInzxxRdaz7No0SJMmTIFKpUKUVFRmD17Nn777TcMHz4c27dv5/plj+2xY8dw7NixHL+m1NRUAFljCyBfydrjx4/h4+OD5ORk+Pv7o3PnzrC2tuYmlZ4/f14jYSksgUAAc3Nz7qpRfpPJwsjp5xQAevfuje+//x47duzgEpTffvsNQFby8qmEhAQoFIpcn6jKHndCjNV3uyIoQTE2Rb11UhLlVJE1+4M7MTExX48E29ragjGGt2/fFvqDqnnz5vjrr7+Qnp6Of//9F0eOHMHatWsRGBiI27dvo1KlSjnua21tjdjYWK3vZRdK05aMFMThw4fh5+eXZz0ToVCISpUqYdu2bXj+/Dl+++039OjRg6ubkh3HqlWrEBQUxO2nUqmQnJzMJRTZbG1tAQCvX7/OM8aff/4Z79+/x2+//cbVwsk2cuRInD9/Pj9far4IhULUrFmTu6WUn/iyvy6FQqHxXnYipk1ulYPt7OzQqVMnHDp0CA8ePEC1atWwY8cO2NjYoHPnzmp9ra2tIRAIEBeXVRI8pzEnxNis7dcQnVdfzLujDtH/GMKL7Fsl2bcj8tv/1KlTRT63mZkZWrVqhZ9++gnTpk1Deno6Tp8+nes+9evXR1paGnc75FPZj03Xq1ev0DHdvn0bT58+LdDTOwKBACtXroRAIMDUqVO5+Q6NGzcGAISHh+frOAUZ2ydPngCARpyMMVy6dCnfsRdEQeIrUyZr3RBtyUxEREShY8i+UrJjxw5cunQJz549Q8+ePWFqql6wqnHjxoiPj8ejR48KfS5CDFFtV/U/wBR6WNmYEhTCi1GjRkEsFmPcuHF48eKFxvuJiYlqHygjR46ESCTCjBkz8Pz5c7W+jDG8efMm1/OFh4dztwo+FROTtTrn5x80nxs0aBCArEdI5fKP5Z5fvnyJ5cuXQywWo3///rkeIzfZj+cW9PHievXqoVu3brh//z527twJIOsDvXHjxti1axf27NmjsY9KpVK70tGoUSM0atQIFy5cwMaNGzX6f/phnz235NO6MwCwePHiHOurFFWXLl3g5uaGHTt24OTJk7nG17BhQwgEAuzevVvt+/3o0aMiPY4cGBiIMmXKYOfOndzttM9v7wDAd999BwD45ptvtNa6iY6O5qrjEmJMBAIBqjlZcdvjdkcW+znpFg/hRe3atbFs2TKuMFinTp1QuXJlfPjwAU+fPsX58+cxePBgrFu3DgBQp04drFixAt999x1q1aqFbt26oWLFioiOjsaFCxcQGBiIFStW5Hi+H3/8EefOnUOLFi3g4eEBU1NT3LhxA6GhoahUqRK6d++ea7wDBgzAgQMHcPjwYdStWxdffPEFUlNTsWfPHiQkJOCnn37K9RZRXg4dOoSaNWuiSpUqBd43JCQEhw4dwty5c9G3b1+IxWLs2rUL/v7+6NOnD1asWIEGDRrA1NQUT58+xbVr1/Du3Tu1D/CdO3eiVatWGDFiBH777Tf4+voiIyMDd+7cQUREBPdhO3LkSGzZsgVffvklevXqBXt7e1y+fBk3btxAYGBgrnNeCkqlUnEF0Hbv3o1OnTqhY8eO6NChA7y8vJCcnIzIyEikpaVxyayLiwv69u2L33//HQ0bNkSHDh0QGxuLgwcPokOHDti/f3+hYpFKpejVqxfWr1+PLVu2oGLFimjRooVGvw4dOmDmzJmYN28eqlSpgoCAAJQrVw4pKSl48uQJ/v77b8yfPx81atQo/MAQwpO6bjZ4EPMBAHDteUKxn48SFMKbQYMGoUmTJlixYgUuXLiAI0eOwMbGhnt0N/uqRbagoCDUrl0bP/30E/766y+kpKTA0dERjRs3Rq9evXI916hRo2BjY4N///0X58+fB2MMFSpUwLRp0zB+/Pg8548IBALs27cPK1euxLZt27Bq1SqYmJigQYMGCA4ORpcuXQo9Dq9fv8b169cxderUQu3v5eWFHj16YP/+/di+fTu++eYbeHh4ICIiAsuXL8ehQ4ewZcsWiEQiODk5oXnz5vjqq6/UjlG1alXcuHEDixYtwpEjR7BixQpYWlpylX2z1a9fH6dOncKMGTNw4MABiEQi+Pn54dKlS/jzzz91mqAwxpCSklUUqkmTJlx8J0+exJkzZ1CmTBnUrFkTI0eOVNtv06ZNcHBwwJ49e7BmzRpUq1YNGzZsgIuLS6ETFCArSV2/fj3kcjn69euX47yVuXPnokWLFvjf//6Hs2fPIjExEfb29vDw8MDs2bOLdKWNED5NaF8Nf1x/BQB4n1b8CwcKGKNFLpKTk2FjY4O4uLhca2JkZGTg2bNn3F/gpPBo8uBHv/zyC0aPHo1///1X62PMumJsY84Y4x7FtrW1zXUiq6EypDEvLb+/5HI5jh8/jk6dOkEikfAdTomiVDFUnnac245aHAggqxKzg4MDkpKSivywwKfoCgohPDt8+DCcnZ3RqFEjvkMxKAKBgJv0Sgjhn0io/keCSsUgFBbfHw6UoBDCs/zWlCGEEEPyIiEN7g4WxXZ8w7/OSwgplRhj+PDhAz58+AC6E02IYajp/PEWztn72mtD6QolKIQQg6RSqfDgwQM8ePCAq/FCCOFXw4ofb7tef/6+WM9FCQohxGCZmpqW6AmdhBgbv8ofHyQ5duttsZ6L5qAQQgySSCRC7dq1+Q6DEPKJ5p65L8WhS3QFhRBCCCH5YilVv64R8aL4bvNQgkIIIYSQfGtQwZZ7PeBXzfXJdIUSFEKIQcoudf/w4UOaJEuIARnS1IN7nZKpuXK4rlCCQggxSIwxJCcnIzk5mR4zJsSAfFHXWW37+703i+U8NEmWEGKQhEIhPDw8uNeEEMPw+bIT5x9qrtytC/S/nhBikAQCAezt7WFvb2+U6/AQUpI9nN+x2M9BCQohhBBCCsRELESnOuWK9RyUoBCDEBYWBoFAgNmzZ/MdCm+2bt0KgUCArVu38h1KrvTxvXJ3d4e7uztSU1ORmpqa5xwUYxk7QkqS//WpX6zHpwSF5FtUVBQEAoHaPxMTE5QvXx79+vXDf//9x3eIGDx4MAQCAaKioor1PNkfoAUlEAjQqlUrncdTUt27dw/37t3T+VM8O3fuRPfu3VG5cmVYWVnB0tIStWrVwvjx4/H69esCH+/kyZNo2bIlrKysYG1tDX9/f4SGhubY/+HDh+jVqxccHBxgZmYGLy8v/PLLLzkmYsnJyQgODkbFihUhlUrh7u6OSZMmISUlpcCxEqIrYpEQ675uWHzHL7Yjk0JTKpX4+++/8fbtWzg7O6N58+YQiUR8h8WpXLkyvv76awBASkoKLl++jF27duHAgQMIDQ1F06ZNC3xMHx8f3Lt3Dw4ODroOlxgxExOTYjnu7t278ejRIzRp0gTOzs5gjCEyMhIrV67E1q1bcfHiRdSqVStfx9qxYwcGDBiAsmXLYvDgwQCAPXv2oF27dti9ezfat2+v1v/u3bvw8/NDeno6evXqBRcXFxw7dgyjR4/G3bt3sWrVKrX+qampaNmyJSIjI9G+fXv07dsXERERWLZsGc6fP48LFy7QcgCENx1ql8PvQxuh+YpiODgjLCkpiQFgcXFxufZLT09nd+/eZenp6cUWy/79+5mbmxsDwP1zc3Nj+/fvL7Zz5tezZ88YABYQEKDx3vTp0xkA1rJly3wdS6lUsvfv3zOlUqnTGAcNGsQAsGfPnun0uJ+rWLEiq1ixYoH3y22MtmzZwgCwLVu2FCm2nOhqzM+dO8cAsJCQEN0EpkVBx7egY5fT/+FNmzYxAKxnz575Ok5CQgKztbVlDg4O7OXLl1z7y5cvmYODA3NwcGAvXrxQG/MWLVowAOz48eNcW2ZmJmvevDkDwP755x+1c8yaNYsBYD/88INa+w8//MAAsIULF+YrVn38/jIEMpmMHTp0iMlkMr5DKTXi4uIYAJaUlKTT49ItHgNy4MAB9OzZE69evVJrf/36NXr27IkDBw7wFFnexo4dCwC4evUq16ZQKLB8+XJ4eXnBzMwMNjY28Pf3x5EjRzT2z2leQ/atlJSUFIwbNw4uLi6QSqWoW7cu9u3bp9F327ZtAAAPDw/uNlR+bqlcv34dQUFBqF27NmxsbGBmZoY6depg8eLFkMvlXL/s21zPnz/H8+fP1W535TYnI/vrA4Dz58+r7adt3sSpU6fg5+cHc3Nz2NvbY9CgQYiPV3+ULzuWwYMH4969e+jevTv3xMunt7gOHz6MNm3awN7eHuXKlUPdunWxbNkyKJVKteOpVCps2rQJPj4+sLOzg5mZGdzc3NC5c2eEhYVp/bquXbuGdu3awcrKCjY2NujevXuOt9cuXbqEwMBA2NnZwdTUFNWrV0dISAjS0tJyHLfPJSQkYOTIkXBycoK5uTkaNWqEgwcP5nv/bDldcfjqq68AAI8fP87Xcf744w8kJiZi7NixcHNz49rd3NwQFBSEuLg4HDt2jGt/+PAhLly4AH9/f3Ts+PEpCBMTE8ybNw8AsHHjRq6dMYZNmzbB0tISM2fOVDv3zJkzYWlpiU2bNuUrVkKMDd3iMRBKpRLjxo3Teg+aMQaBQIDvv/8eXbt2NajbPZ/L/hBmjKFnz544fPgwPD09MWbMGKSmpmLPnj3o0qULfvrpJ3zzzTf5OqZcLkf79u3x/v17fPnll0hLS8Pu3bvRq1cvnDhxgruE/v3332Pr1q24efMmxo0bB1tbWwDI11yRjRs34siRI2jRogU6deqEtLQ0hIWFYerUqbh69Sr2798PALC1tUVISAhWrFjBnTNbbomQu7s7QkJCMGfOHFSsWJG7FQAA9erVU+v7559/4tixY+jcuTP8/Pxw4cIFbN++HU+ePMHFixc1jv348WM0adIEderUweDBgxEfH8/dGpk6dSoWL14MV1dXdO/eHWZmZrhy5QomTZqEf//9F3/88Qd3nKlTp2LJkiWoXLky+vXrBysrK7x+/RoXL17EmTNnNL6+q1evYsmSJfD398e3336LiIgIHDp0CLdu3cLt27fVkoA//vgDffv2hVQqRe/eveHo6IhTp05h7ty5OHnyJMLCwvK8TZGWloZWrVrh1q1b8PX1RcuWLfHy5Uv07t1b4zZKYWUnE/ldpDA7cdN2/oCAAMyePRuXLl3CiBEj8uzfrFkzWFhY4Pz581zbo0eP8ObNGwQEBMDCwkKtv4WFBZo2bYqTJ0/i5cuXKF++fL5iJsRo6PR6jJEyhFs82ZfN8/p37tw5nZ87v3K7xZN9Gdrf358xxti2bdu42xmZmZlcv+fPnzMHBwcmFotZREQEd+k7p9sGFStWZABY165d1Y5z5swZrbEU9hbP8+fPmUKhUGtTqVTsm2++YQDYxYsXNeIqrls8YrFY7XwKhYK1atWKAWDh4eFce/b3AwCbNWuWxvFOnTrFjVFKSgp3i0ehULCRI0cyAGzfvn1cfzs7O+bi4sJSU1M1jhUfH8+9/vRndffu3Wr9BgwYwACwXbt2cW1JSUnMxsaGSaVSdvPmTa5dqVSy3r17MwBs7ty5asfJHt9Hjx6xR48eMaVSyUJCQhgANnz4cLW+J06c4OIp6O2xPXv2sJCQEDZp0iTWqVMnJhKJmIeHB3v69Gm+9vf29s7xd0f2ZW9fX1/u53zixIka4/6p2rVrM6FQyORyOWOMsaNHjzIALCgoSGv/oKAgBoCFhobmGSvd4iHFhW7xlHBv377Vab/i9PjxY8yePRuzZ8/GpEmT0KJFC8ydOxempqZYsGABAHC3WpYsWaI20bFChQoYP348FAqF2l/vefn555/VjtOmTRtUrFhR7ZZSUVSoUEHjypRAIMCYMWMAAGfOnNHJefKjX79+ahONRSIRBg0aBABav95y5cph+vTpGu2rV68GAGzYsEHtr2+BQIDFixdDIBBg165davuYmJhovUJnZ2en0daiRQv07t1brS37qtincR4+fBhJSUn45ptvULduXa5dKBRiyZIlEIvFOT4enJiYiMTERDDGsH37dpiYmGDu3LlqfQICAtCmTRut++dl7969mDNnDpYuXYrjx4+jfv36OH36NFfBNi9JSUkAABsbG433rK2tAWQ9gZOf/tn7qFQqfPjwId/9P+1HSElCt3gMhLOzc96dCtCvOD158gRz5swBAEgkEjg5OaFfv36YMmUK6tSpAwCIiIiAubk5fHx8NPb39/cHANy6dStf57O1tdX6geHm5obw8PDCfhlqZDIZVq9ejd27d+P+/ftISUlRu9325s0bnZwnPxo21HxsL3t+Q2JiosZ7Xl5eWp92uXz5MiwsLLB582YAWbfdMjMzIZVKIRAIYGZmhvv373P9+/Tpg7Vr16J27dro06cP/P394evrCzMzsyLFGRERAUD7LbAKFSqgUqVKePjwIT58+AArKyu19ytWrAgA+PDhA549e4aaNWuiXDnN4lDNmzfP9bHenGTPY0pMTERERASmT5+Ohg0b4sCBA2jdunWBj0cI0R1KUAxE8+bN4ebmhtevX2udhyIQCODm5obmzZvzEJ26gIAAnDhxItc+ycnJOd4Tz06ysv9KzEtOfz2KxWKd1cfo2bMnjhw5Ak9PT26OhEQiQWJiIlauXInMzEydnCc/sv8q/pRYnPVf9fOJrQDg5OSk9TgJCQlQKBRcMqlNamoq93rlypXw8PDAli1bMH/+fMyfPx+mpqbo1asXfvrpJ41HwPMbZ/YVhJzidHZ2xsOHD5GcnKyRoJQtWxYAuInjjo6OWo+R07Hzy9bWFv7+/jhx4gSqVauGgQMH4tmzZ5BIJLnul/2zmZSUBHt7e7X3sr/uT8fp0/7aJCcnQyAQcOOQn/6f9iOkJKFbPAZCJBJh5cqVADQXYsreXrFihUFPkP2UtbU1YmNjtb4XHR0NABofRny5evUqjhw5goCAANy9excbN27EggULMHv2bPTp04fv8PKU0zo11tbWsLe3B2MMjDEolUq8f/8eSqWSa3v27BnXXywWY+LEibhz5w5ev36N33//Hc2bN8f27dvRv3//QseX/QEdExOj9f3snwdtCc/nx8jpZyqnYxeUtbU1mjRpgtevX+frSZ6qVasCyJrM+rnstsqVK+erv1KpxLNnz+Dh4cElern1/7Q9ux8hJQklKAakR48e2LdvH1xdXdXa3dzcsG/fPvTo0YOnyAqufv36SEtLw5UrVzTey36SIft2kC5lJ3DarjTk5MmTJwCAwMBAjQTw77//zvE8BTlHNqFQWKj9CqNx48aIj4/P8cMtNy4uLujbty9OnDiBKlWq4MyZM0hPTy9UHPXrZ5XD1vao8suXL/HkyRNUqlRJa8Kanp6O9PR0WFlZwcPDA48fP+YSmk/l9H0qjOzbeXldPQGAli1bAsh6LPxzJ0+eBAC1+US59b948SJXlC1b1apV4eLigkuXLqld7QKyrn5dunQJHh4e9AQPKZEoQTEwPXr0QFRUFM6dO4fff/8d586dw7Nnz4wqOQHATeqcOnWqWh2Rly9fYvny5RCLxVzNCV3Knsz58uXLfO+TPc/h80d479y5g0WLFuV4nri4OGRkZBQ4vs/r3BSX7777DkDWxNXPa6gAWVcu7t27BwDIzMzEP//8o9EnNTUVKSkpkEgkEAoL9+uia9eusLGxwZYtW3Dnzh2unTGGH374AQqFQu2x60/duXMHd+7cgUqlwoABAyCTyTBr1iy1PqdOnSrQ/JMPHz7gwYMHWt/bvHkzrly5gqpVq6JKlSpq72XXrflUr169YGNjg1WrVql9X1+9eoXVq1fDwcEBgYGBXHu1atXQokULnDt3Dn/99RfXLpPJuDonw4YNUzvnsGHDkJKSwtVJyTZv3jykpKRg+PDh+f7aCTEmNAfFAIlEIqNfr2XAgAE4cOAADh8+jLp16+KLL77g6qAkJCRg2bJlhVrLJi+tW7fGsmXLMGLECHz55ZewsLBAxYoVMWDAgBz38fHxgY+PD/bu3Yu3b9+iSZMmePHiBf78808EBgZqFITLPs+1a9fQsWNHNG/eHCYmJmjRogVatGiRZ3x79+5Ft27dUL9+fYhEInTp0kXt6RZd6dChA2bOnIl58+ahSpUqCAgIQLly5ZCSkoInT57g77//xvz581GjRg2kp6ejadOm8PT0RMOGDVGhQgWkpKTg6NGjiI6OxsSJEyGVSgsVh7W1NTZu3Ii+ffuicePG6N27N8qWLYszZ87g+vXr8PHxwaRJk7Tum32rAwAmT56MAwcOYOPGjbhz5w5atGiBly9fYu/evQgMDFQriJab+Ph41KhRA97e3qhevTpcXV3x/v17XL16FTdu3IC1tTX3FFq27LlOn19hK1OmDFavXo0BAwagQYMG3FNNe/bsQXx8PHbt2qVxZWjt2rVo2rQpunXrht69e8PZ2RnHjh3DnTt3EBQUBD8/P7X+kydPxuHDh/Hjjz8iIiICDRo0wI0bN3Dq1Ck0atRIrRYPISWKTh9aNlKGUAfFGORWB0UbuVzOli1bxurUqcOkUimzsrJiLVu2ZIcPH9You55bHZSc6o20bNmSafsRXrJkCatatSqTSCT5Lr8fGxvLvvnmG+bi4sJMTU1ZnTp12Jo1a9jTp08ZADZo0CC1/h8+fGDDhw9nzs7OTCQS5bv0+9u3b1mvXr2Yg4MDEwqFarU7civXrm18sr8fn8f2udOnT7POnTuzsmXLMolEwsqVK8d8fX3ZvHnz2IsXLxhjWbUjfvzxR9a+fXvm5ubGTExMmJOTE2vRogX7/fffmUqlyjWW/MR04cIF1rFjR2Zra8tMTEyYp6cnmzlzJktJSdHom9P3PT4+no0YMYKVLVuWmZqasoYNG7IDBw4UqNR9SkoKmzVrFmvRogUrV64ck0gkzMLCgtWqVYuNHz9erWR9tps3bzIArH///lqP+ddff7HmzZszCwsLZmlpyVq2bMlOnz6d4/IC9+/fZz179mR2dnZMKpVyP2+fjvOnEhMT2ffff8/Kly/PJBIJq1ChApswYQJLTk7O8+vNVlp+f1EdFP0rrjooAsbyWMe8FEhOToaNjQ3i4uI0ZuJ/KiMjg5vERotzFY1KpUJycjKsra0LfeuAFAyNeeGtXr0a3333HW7dupXvRQQBwxrz0vL7Sy6X4/jx4+jUqVO+5hGRoouPj4eDgwOSkpJynexeUPRbihBC8vD333+jS5cuBUpOCCFFQ3NQCCEGSaVScQsPuru783oFYs+ePbydm5DSiq6gEEIMEmMMCQkJSEhI0Fq8kBBSstEVFEKIQRIIBFx9j5yK0RFCSi5KUAghBkkoFBa5hD0hxHjRLR5CCCGEGBy6glIIdD+ckOLHGINMJgMAmJiY0G2eIqLfW8TY0BWUAsiuIvlp6XZCSPFQqVS4desWbt26pbNVq0uz7N9bxrLgKCGUoBSARCKBVCpFUlIS/TVCiB4IhULeC5yVBIwxJCUlQSqVUvEyYjToFk8BOTg44PXr13j16hVsbGwgkUjo0nMhqFQqyGQyZGRk0AeQnhjjmNesWRNA1l//xnjlku8xZ4xBLpcjKSkJKSkpGiulE2LIKEEpoOwyvnFxcXj9+jXP0RgvxhjS09NhZmZGCZ6e0Jjrn6GMuVQqhaurq07LkBNS3ChBKQRra2tYW1tDLpdDqVTyHY5RksvluHDhAlq0aEGXnPWExlz/DGHMRSIRfb+JUaIEpQgkEgn9xy8kkUgEhUIBU1NTGkM9MbYxz8zMRFBQEICsxfqkUinPERWcsY05IYbEOG5EE0JKHYVCgU2bNmHTpk1QKBR8h0MI0TO6gkIIMUgSiQTz58/nXhNCShdKUAghBsnExATTp0/nOwxCCE8M9hbPmjVr4O7uDlNTUzRu3BhXrlzJtf8ff/yB6tWrw9TUFHXq1MHx48f1FCkhhBBCdM0gE5Q9e/YgODgYISEhuHHjBry8vBAQEIDY2Fit/f/55x/07dsXQ4cORUREBLp164Zu3brh9u3beo6cEKIrjDG8e/cO7969o8KIhJRCBpmgLF++HMOHD8eQIUNQs2ZNrFu3Dubm5ti8ebPW/itXrkSHDh0wadIk1KhRA/PmzUODBg2wevVqPUdOCNGVtLQ0ODo6wtHREWlpaXyHQwjRM4ObgyKTyXD9+nVMnTqVaxMKhWjbti3Cw8O17hMeHo7g4GC1toCAABw6dEhr/8zMTGRmZnLbSUlJAICEhIQiRk/ySy6XIy0tDfHx8TQBUk+MbcxTU1O51/Hx8cjIyOAxmsIxtjEvCWjM9S/7s1PXVzoNLkGJi4uDUqmEk5OTWruTkxPu37+vdZ/o6Git/aOjo7X2X7RoEebMmaPR7unpWcioCSHFqWLFinyHQAjJQ3x8PGxsbHR2PINLUPRh6tSpaldcEhMTUbFiRbx48UKng0tylpycjPLly+Ply5dUfltPaMz1j8Zc/2jM9S8pKQkVKlSAnZ2dTo9rcAmKg4MDRCIRYmJi1NpjYmJQrlw5rfuUK1euQP2lUqnWqpQ2Njb0A61n2csGEP2hMdc/GnP9ozHXP10viGlwk2RNTEzQsGFDhIaGcm0qlQqhoaHw9fXVuo+vr69afwA4ffp0jv0JIYQQYtgM7goKAAQHB2PQoEHw9vaGj48PVqxYgdTUVAwZMgQAMHDgQLi6umLRokUAgHHjxqFly5b46aefEBgYiN27d+PatWvYsGEDn18GIYQQQgrJIBOU3r174927d5g1axaio6NRr149nDhxgpsI++LFC7VLSX5+fvj9998xY8YMTJs2DVWrVsWhQ4dQu3btfJ1PKpUiJCTEKBcjM1Y05vpHY65/NOb6R2Ouf8U15gJGFZAIIYQQYmAMbg4KIYQQQgglKIQQQggxOJSgEEIIIcTgUIJCCCGEEINTahKUNWvWwN3dHaampmjcuDGuXLmSa/8//vgD1atXh6mpKerUqYPjx4/rKdKSoyBjvnHjRjRv3hxlypRBmTJl0LZt2zy/R0RTQX/Os+3evRsCgQDdunUr3gBLoIKOeWJiIsaMGQNnZ2dIpVJ4enrS75cCKuiYr1ixAtWqVYOZmRnKly+P8ePHG+XaTny5cOECOnfuDBcXFwgEghzXuftUWFgYGjRoAKlUiipVqmDr1q0FPzErBXbv3s1MTEzY5s2b2Z07d9jw4cOZra0ti4mJ0dr/0qVLTCQSsSVLlrC7d++yGTNmMIlEwm7duqXnyI1XQce8X79+bM2aNSwiIoLdu3ePDR48mNnY2LBXr17pOXLjVdAxz/bs2TPm6urKmjdvzrp27aqfYEuIgo55ZmYm8/b2Zp06dWIXL15kz549Y2FhYSwyMlLPkRuvgo75zp07mVQqZTt37mTPnj1jJ0+eZM7Ozmz8+PF6jtx4HT9+nE2fPp0dOHCAAWAHDx7Mtf/Tp0+Zubk5Cw4OZnfv3mWrVq1iIpGInThxokDnLRUJio+PDxszZgy3rVQqmYuLC1u0aJHW/r169WKBgYFqbY0bN2bffvttscZZkhR0zD+nUCiYlZUV27ZtW3GFWOIUZswVCgXz8/NjmzZtYoMGDaIEpYAKOua//PILq1SpEpPJZPoKscQp6JiPGTOGtW7dWq0tODiYNW3atFjjLKnyk6BMnjyZ1apVS62td+/eLCAgoEDnKvG3eGQyGa5fv462bdtybUKhEG3btkV4eLjWfcLDw9X6A0BAQECO/Ym6woz559LS0iCXy3W++FRJVdgxnzt3LhwdHTF06FB9hFmiFGbM//zzT/j6+mLMmDFwcnJC7dq1sXDhQiiVSn2FbdQKM+Z+fn64fv06dxvo6dOnOH78ODp16qSXmEsjXX2GGmQlWV2Ki4uDUqnkqtBmc3Jywv3797XuEx0drbV/dHR0scVZkhRmzD/3ww8/wMXFReOHnGhXmDG/ePEifv31V0RGRuohwpKnMGP+9OlTnD17Fv3798fx48fx+PFjjB49GnK5HCEhIfoI26gVZsz79euHuLg4NGvWDIwxKBQKjBw5EtOmTdNHyKVSTp+hycnJSE9Ph5mZWb6OU+KvoBDjs3jxYuzevRsHDx6Eqakp3+GUSB8+fMCAAQOwceNGODg48B1OqaFSqeDo6IgNGzagYcOG6N27N6ZPn45169bxHVqJFRYWhoULF2Lt2rW4ceMGDhw4gGPHjmHevHl8h0byUOKvoDg4OEAkEiEmJkatPSYmBuXKldO6T7ly5QrUn6grzJhnW7ZsGRYvXowzZ86gbt26xRlmiVLQMX/y5AmioqLQuXNnrk2lUgEAxGIxHjx4gMqVKxdv0EauMD/nzs7OkEgkEIlEXFuNGjUQHR0NmUwGExOTYo3Z2BVmzGfOnIkBAwZg2LBhAIA6deogNTUVI0aMwPTp09XWdSO6kdNnqLW1db6vngCl4AqKiYkJGjZsiNDQUK5NpVIhNDQUvr6+Wvfx9fVV6w8Ap0+fzrE/UVeYMQeAJUuWYN68eThx4gS8vb31EWqJUdAxr169Om7duoXIyEjuX5cuXeDv74/IyEiUL19en+EbpcL8nDdt2hSPHz/mkkEAePjwIZydnSk5yYfCjHlaWppGEpKdIDJaiq5Y6OwztGDzd43T7t27mVQqZVu3bmV3795lI0aMYLa2tiw6OpoxxtiAAQPYlClTuP6XLl1iYrGYLVu2jN27d4+FhITQY8YFVNAxX7x4MTMxMWH79u1jb9++5f59+PCBry/B6BR0zD9HT/EUXEHH/MWLF8zKyooFBQWxBw8esKNHjzJHR0c2f/58vr4Eo1PQMQ8JCWFWVlZs165d7OnTp+zUqVOscuXKrFevXnx9CUbnw4cPLCIigkVERDAAbPny5SwiIoI9f/6cMcbYlClT2IABA/6vvXsNiWrd4zj+lUwNR90RmSmpqSXdwKLbi9KQogtUmNCrTEpIu4BQiihZThfIstKsRA3UIohuWCQJRWpqSV4gUkzSsBf6oiAbTEJHW+dF5N5z6uyOuUfHc34fGGTWetaa/38hw4/nWYsZHv/9MePk5GSjtbXVuHTpkh4z/ju5ubmGv7+/4eLiYixfvtyoq6sb3hcREWHExsbajL9586Yxd+5cw8XFxViwYIFRVlY2xhVPfCO55gEBAQbww+vo0aNjX/gENtL/879SQPk9I73mz549M1asWGG4uroaQUFBxsmTJ43BwcExrnpiG8k1t1qtRkZGhhEcHGy4ubkZs2bNMvbt22f09PSMfeETVEVFxU+/n79f59jYWCMiIuKHY8LCwgwXFxcjKCjIKCoqGvHnOhmG5rhERETEsfzP34MiIiIiE48CioiIiDgcBRQRERFxOAooIiIi4nAUUERERMThKKCIiIiIw1FAEREREYejgCIiIiIORwFFRP4vBQYGEhgYaLOtuLgYJycniouLx6UmEfmTAoqI/LbOzk6cnJxsXpMnT8bPz4/t27fT0NAw3iWKyATlPN4FiMjEFxwczI4dOwDo6+ujsbGRW7duUVpayuPHjwkPDx/nCkVkolFAEZFRCwkJISMjw2bbqVOnSE1NJT09naqqqvEpTEQmLC3xiIhdxMXFAdDY2GizfWBggHPnzrFkyRLc3d3x8PBg9erV3L9//6fnGRgY4Pz58yxbtgwPDw9MJhPz58/n4MGD9PT0DI+rqKhg9+7dhIaGYjKZMJlMLF26lIKCAvs1KSJ2oxkUEbErZ+c/v2b6+/vZsGEDlZWVhIWFERcXh9VqpaysjK1bt5Kbm8uBAweGx3/58oV169ZRW1vLnDlz2LVrF66urrx584b8/Hx27tzJ1KlTAcjMzKS9vZ2VK1cSFRXFp0+fKC8vJz4+nra2Ns6ePTvmvYvI71NAERG7uHLlCgCrVq0a3nbs2DEqKytJT0/HbDbj5OQEQG9vL5GRkRw6dIht27bh6+sLQHp6OrW1tcTExFBUVMSkSZOGz2WxWGze5+XlMXv2bJsaBgcH2bRpEzk5OSQmJuLv72+3fkXkn6UlHhEZtfb2djIyMsjIyCA5OZnIyEjS0tKYMWMGZ86cAeDr16/k5eURHBxsE04APDw8OHLkCAMDA9y9exf4Fi4KCgrw8vIiJyfHJowAeHl5YTKZht//eziBb7M3CQkJDA0NUVFRYY/WRcRONIMiIqPW0dGB2Wy22ebj40N1dTUhISEAtLW10dPTg6+v7w9jAT58+ADA69evh//29vaydu3a4WWcv9Pb20tWVhalpaV0dHTQ19dns7+7u/u3ehOR8aGAIiKjtn79esrLy4FvQaOkpISUlBS2bNnCixcvMJlMfPz4EYCWlhZaWlr+47m+BwuLxQKAn5/fLz9/YGCANWvW0NTUxOLFi4mJiWHatGk4OzvT2dlJSUkJ/f39o21TRMaQAoqI/KOmT59OUlISFouFEydOcPjwYbKzs/H09AQgOjqa27dv//I8f/zxBwBdXV2/HHvv3j2ampqIi4sbvvfluxs3blBSUjLyRkRkXOkeFBGxi7S0NHx9fbl8+TKdnZ3MmzcPT09PGhoasFqtvzw+NDQUT09P6uvrbR4n/pmOjg4Atm7d+sO+6urq32tARMaVAoqI2MWUKVNISUnBarVy/PhxnJ2d2bt3L+/evSMpKemnIaW5uZn3798D325wjY+Px2KxkJiYyNDQkM1Yi8XC58+fAQgICACgpqbGZkxVVRWFhYX2aE9E7ExLPCJiN3v27CEzM5OrV6+SlpaG2WymqamJCxcuUFZWRnh4ON7e3nR1dfHq1StevnzJ8+fP8fb2Br49llxXV8e1a9eoq6tj48aNuLq68vbtW8rLy6mpqSEsLIzNmzcTGBjI6dOnaW5uZuHChbS1tfHgwQOioqL+qyUlEXEsmkEREbtxc3MjNTWVwcFBzGYzrq6uPHz4kPz8fHx8fLhz5w7Z2dk8ffqUmTNnkpeXx6JFi2yOf/ToEVlZWbi7u1NYWEheXh6tra0kJCQM/xqxyWTiyZMnREdHU19fz8WLF+nu7ub69evs379/nLoXkdFwMgzDGO8iRERERP5KMygiIiLicBRQRERExOEooIiIiIjDUUARERERh6OAIiIiIg5HAUVEREQcjgKKiIiIOBwFFBEREXE4CigiIiLicBRQRERExOEooIiIiIjDUUARERERh/MvBYBXeL2pFvYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.patches as patches # extra code – for the curved arrow\n", "\n", "plt.figure(figsize=(6, 5)) # extra code – not needed, just formatting\n", "\n", "plt.plot(recalls, precisions, linewidth=2, label=\"Precision/Recall curve\")\n", "\n", "# extra code – just beautifies and saves Figure 3–6\n", "plt.plot([recalls[idx], recalls[idx]], [0., precisions[idx]], \"k:\")\n", "plt.plot([0.0, recalls[idx]], [precisions[idx], precisions[idx]], \"k:\")\n", "plt.plot([recalls[idx]], [precisions[idx]], \"ko\",\n", " label=\"Point at threshold 3,000\")\n", "plt.gca().add_patch(patches.FancyArrowPatch(\n", " (0.79, 0.60), (0.61, 0.78),\n", " connectionstyle=\"arc3,rad=.2\",\n", " arrowstyle=\"Simple, tail_width=1.5, head_width=8, head_length=10\",\n", " color=\"#444444\"))\n", "plt.text(0.56, 0.62, \"Higher\\nthreshold\", color=\"#333333\")\n", "plt.xlabel(\"Recall\")\n", "plt.ylabel(\"Precision\")\n", "plt.axis([0, 1, 0, 1])\n", "plt.grid()\n", "plt.legend(loc=\"lower left\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Precision del 90%" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3370.0194991439557" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idx_for_90_precision = (precisions >= 0.90).argmax()\n", "threshold_for_90_precision = thresholds[idx_for_90_precision]\n", "threshold_for_90_precision" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9000345901072293" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_train_pred_90 = (y_scores >= threshold_for_90_precision)\n", "precision_score(y_train_5, y_train_pred_90)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4799852425751706" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "recall_at_90_precision = recall_score(y_train_5, y_train_pred_90)\n", "recall_at_90_precision" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Curva ROC" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import roc_curve\n", "\n", "fpr, tpr, thresholds = roc_curve(y_train_5, y_scores)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx_for_threshold_at_90 = (thresholds <= threshold_for_90_precision).argmax()\n", "tpr_90, fpr_90 = tpr[idx_for_threshold_at_90], fpr[idx_for_threshold_at_90]\n", "\n", "plt.figure(figsize=(6, 5)) # extra code – not needed, just formatting\n", "plt.plot(fpr, tpr, linewidth=2, label=\"ROC curve\")\n", "plt.plot([0, 1], [0, 1], 'k:', label=\"Random classifier's ROC curve\")\n", "plt.plot([fpr_90], [tpr_90], \"ko\", label=\"Threshold for 90% precision\")\n", "\n", "# extra code – just beautifies and saves Figure 3–7\n", "plt.gca().add_patch(patches.FancyArrowPatch(\n", " (0.20, 0.89), (0.07, 0.70),\n", " connectionstyle=\"arc3,rad=.4\",\n", " arrowstyle=\"Simple, tail_width=1.5, head_width=8, head_length=10\",\n", " color=\"#444444\"))\n", "plt.text(0.12, 0.71, \"Higher\\nthreshold\", color=\"#333333\")\n", "plt.xlabel('False Positive Rate (Fall-Out)')\n", "plt.ylabel('True Positive Rate (Recall)')\n", "plt.grid()\n", "plt.axis([0, 1, 0, 1])\n", "plt.legend(loc=\"lower right\", fontsize=13)\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PR-AUC Area bajo la curva P vs R" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9604938554008616" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import roc_auc_score\n", "\n", "roc_auc_score(y_train_5, y_scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### El PR-AUC permite comparar clasificadores" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "forest_clf = RandomForestClassifier(random_state=42)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "y_probas_forest = cross_val_predict(forest_clf, X_train, y_train_5, cv=3,\n", " method=\"predict_proba\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "y_scores_forest = y_probas_forest[:, 1]\n", "precisions_forest, recalls_forest, thresholds_forest = precision_recall_curve(\n", " y_train_5, y_scores_forest)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 5)) # extra code – not needed, just formatting\n", "\n", "plt.plot(recalls_forest, precisions_forest, \"b-\", linewidth=2,\n", " label=\"Random Forest\")\n", "plt.plot(recalls, precisions, \"--\", linewidth=2, label=\"SGD\")\n", "\n", "# extra code – just beautifies and saves Figure 3–8\n", "plt.xlabel(\"Recall\")\n", "plt.ylabel(\"Precision\")\n", "plt.axis([0, 1, 0, 1])\n", "plt.grid()\n", "plt.legend(loc=\"lower left\")\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9983436731328145" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roc_auc_score(y_train_5, y_scores_forest)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Clasificacion multiclase" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "sgd_clf = SGDClassifier()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esta celda siguiente demora unos minutos" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "# Para que tarde algo menos\n", "X_train_reducido = X_train[:2000]\n", "y_train_reducido = y_train[:2000]\n", "\n", "\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train_reducido.astype(\"float64\"))\n", "cross_val_score(sgd_clf, X_train_scaled, y_train_reducido, cv=3, scoring=\"accuracy\")\n", "\n", "y_train_pred = cross_val_predict(sgd_clf, X_train_scaled, y_train_reducido, cv=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reporte de resultados" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.93 0.92 0.92 191\n", " 1 0.93 0.89 0.91 220\n", " 2 0.81 0.85 0.83 198\n", " 3 0.86 0.81 0.83 191\n", " 4 0.81 0.86 0.83 214\n", " 5 0.77 0.74 0.75 180\n", " 6 0.94 0.91 0.92 200\n", " 7 0.87 0.87 0.87 224\n", " 8 0.76 0.78 0.77 172\n", " 9 0.77 0.81 0.79 210\n", "\n", " accuracy 0.84 2000\n", " macro avg 0.84 0.84 0.84 2000\n", "weighted avg 0.85 0.84 0.85 2000\n", "\n" ] } ], "source": [ "from sklearn.metrics import classification_report\n", "\n", "print(classification_report(y_train_reducido, y_train_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matrices de confusión" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "plt.rc('figure', figsize=(8,8))" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import ConfusionMatrixDisplay\n", "\n", "\n", "plt.rc('font', size=9) # extra code – make the text smaller\n", "ConfusionMatrixDisplay.from_predictions(y_train_reducido, y_train_pred)\n" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rc('font', size=10) # extra code\n", "ConfusionMatrixDisplay.from_predictions(y_train_reducido, y_train_pred,\n", " normalize=\"true\", values_format=\".01%\")\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_weight = (y_train_pred != y_train_reducido)\n", "plt.rc('font', size=10) # extra code\n", "ConfusionMatrixDisplay.from_predictions(y_train_reducido, y_train_pred,\n", " sample_weight=sample_weight,\n", " normalize=\"true\", values_format=\".01%\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" }, "nav_menu": {}, "toc": { "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 6, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }