{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lecture 9 - Data Visualization with Seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![View notebook on Github](https://img.shields.io/static/v1.svg?logo=github&label=Repo&message=View%20On%20Github&color=lightgrey)](https://github.com/avakanski/Fall-2025-Applied-Data-Science-with-Python/blob/main/docs/Lectures/Theme_2-Data_Engineering/Lecture_9-Seaborn/Lecture_9-Seaborn.ipynb)\n", "[![Open In Collab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/avakanski/Fall-2025-Applied-Data-Science-with-Python/blob/main/docs/Lectures/Theme_2-Data_Engineering/Lecture_9-Seaborn/Lecture_9-Seaborn.ipynb) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "id": "6Kmse2vPRh9q" }, "source": [ "**Seaborn** is a Python library for data visualization that provides an interface for drawing plots and conducting data exploration via visualization and informative graphics. Internally, Seaborn uses Matplotlib to create the plots, therefore it can be considered a high-level interface for Matplotlib which allows to quickly and easily customize our plots.\n", "\n", "For more information please visit the official [website](https://seaborn.pydata.org). Examples of plots created with Seaborn can be found in the [gallery page](https://seaborn.pydata.org/examples/index.html).\n", "\n", "- [9.1 Relational Plots](#9.1-relational-plots)\n", "- [9.2 Distributional Plots](#9.2-distributional-plots)\n", "- [9.3 Categorical Plots](#9.3-categorical-plots)\n", "- [9.4 Regression Plots](#9.4-regression-plots)\n", "- [9.5 Multiple Plots](#9.5-multiple-plots)\n", "- [9.6 Matrix Plots](#9.6-matrix-plots)\n", "- [9.7 Styles, Themes, and Colors](#9.7-styles,-themes,-and-colors)\n", "- [References](#references)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By convention, Seaborn is imported as `sns`. The name Seaborn was originally based on a character named Samuel Norman Seaborn from a television show, and the alias `sns` is based on the character's initials. \n", "\n", "To explain the functionality of Seaborn, in this lecture we will use the following four datasets: `titanic`, `fmri`, `tips`, and `flights`, which can be loaded directly as DataFrames from the Seaborn datasets. \n", "\n", "The first few rows of these datasets are shown below. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "nvxlkAmwZKyS", "tags": [] }, "outputs": [], "source": [ "# Import libraries\n", "import seaborn as sns\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Loading the datasets for this lecture\n", "titanic = sns.load_dataset('titanic')\n", "fmri = sns.load_dataset('fmri')\n", "tips = sns.load_dataset('tips')\n", "flights = sns.load_dataset('flights')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "TX88Kfghavd6", "outputId": "22936892-90e7-41ff-b4d6-6d13331246bf", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
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" ], "text/plain": [ " survived pclass sex age sibsp parch fare embarked class \\\n", "0 0 3 male 22.0 1 0 7.2500 S Third \n", "1 1 1 female 38.0 1 0 71.2833 C First \n", "2 1 3 female 26.0 0 0 7.9250 S Third \n", "\n", " who adult_male deck embark_town alive alone \n", "0 man True NaN Southampton no False \n", "1 woman False C Cherbourg yes False \n", "2 woman False NaN Southampton yes True " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic.head(3)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 142 }, "id": "2zQlK_a9Y7ej", "outputId": "a76f6ad5-7296-43fe-a4ff-8e79a1194040", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " subject timepoint event region signal\n", "0 s13 18 stim parietal -0.017552\n", "1 s5 14 stim parietal -0.080883\n", "2 s12 18 stim parietal -0.081033" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fmri.head(3)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 142 }, "id": "3Rq34jm6Y-VO", "outputId": "7e4e4f97-297d-44a2-9f6c-78f2150e3db6", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head(3)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 142 }, "id": "1FMDhdD6ZBnT", "outputId": "a4872920-3606-46db-d8b6-1e491f01b9f2", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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yearmonthpassengers
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" ], "text/plain": [ " year month passengers\n", "0 1949 Jan 112\n", "1 1949 Feb 118\n", "2 1949 Mar 132" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flights.head(3)" ] }, { "cell_type": "markdown", "metadata": { "id": "y5ZdtR0yXy8b" }, "source": [ "## 9.1 Relational Plots \n", "\n", "**Relational plots** are used to visualize the statistical relationship between the features in a dataset. \n", "\n", "We will provide examples using the following relational plots in Seaborn:\n", "\n", "- Line Plots\n", "- Scatter Plots" ] }, { "cell_type": "markdown", "metadata": { "id": "y0OnbWs0lLRV" }, "source": [ "### Line Plots\n", "\n", "Line plots can be created in Seaborn by using the function `relplot()`, with the `kind` parameter set to `line`. Similarly, setting the `kind` to `scatter` is used for creating scatter plots. In general, `relplot()` is a flexible function that allows to visualize different relational plots between the features. \n", "\n", "In the figure below, we used the `flights` dataset, and plotted the feature `month` along the x-axis and the `passenger` along the y-axis. The plot also calculates the confidence intervals and draws error bars representing the uncertainty for the number of passengers per month. Many plotting functions in Seaborn use statistical estimators to plot data statistics by default. \n", "\n", "Note also that when we create Seaborn plots in Jupyter notebooks, the figure object information is displayed above the plot, in this case ``. The same is true for Matplotlib plots, as they also return the figure object information in Jupyter notebooks. We can suppress the text by either adding `plt.show()` in the cells, or by adding a semicolon to the last line in the cells. We will add a semicolon for all plots in this lecture to suppress the text for the figure objects. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "id": "0PnI1qhpoFFT", "outputId": "2bd5f61c-7b9b-41df-daf4-6b7b8b96d70f", "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=flights, x='month', y='passengers', kind='line')\n", "# Use either 'plt.show()' or add a semicolon to suppress the returned text above the plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And another plot shows the number of passengers per year." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "id": "k8ZMHMWhoTkb", "outputId": "dcbbe694-16b3-4dae-a4de-97e9402b951c", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=flights, x='year', y='passengers', kind='line');" ] }, { "cell_type": "markdown", "metadata": { "id": "BPI7gWpsoouz" }, "source": [ "We can remove the drawn error bars for the confidence intervals by setting the parameter `errorbar=None`. In the older versions of Seaborn this was controlled by the parameter `ci`. Therefore using `ci=None` still works, but it will produce a warning that `ci` has been deprecated. \n", "\n", "Similarly, by setting `style=\"darkgrid\"` in `set_theme()` we indicate to set the background in the plot to a shade of dark, and to show the grid. By applying a theme with `set_theme()` we can control the appearance of all next plots." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "yAwR_6EvoVEp", "outputId": "2b4883a5-bfbf-41dc-b126-3076042a20a8", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_theme(style=\"darkgrid\") # show the grid for all next plots on a dark background\n", "sns.relplot(data=flights, x='month', y='passengers', errorbar=None, kind='line');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we set the confidence interval to `errorbar=sd`, the standard deviation for the x-axis values will be shown in the plot. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "nEuoEehKo1t1", "outputId": "a491a167-33ce-467d-ce07-329ee189ff8b", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=flights, x='month', y='passengers', errorbar='sd', kind='line');" ] }, { "cell_type": "markdown", "metadata": { "id": "_c30m7Jcpuun" }, "source": [ "By default, `relplot()` employs a statistical estimator to aggregate the values and display the average values on the y-axis (e.g., average number of passengers per month). If we would like to see all values on the y-axis instead of the average values, we can set the parameter `estimator=None`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=flights, x='month', y='passengers', errorbar=None, estimator=None, kind='line');" ] }, { "cell_type": "markdown", "metadata": { "id": "ZP_MyTTHqaC4" }, "source": [ "We can plot multiple lines in a figure by setting the `hue` parameter to another feature in the dataset." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "T02NeBAjqyRz", "outputId": "b3b15d5e-41c5-49b1-e84d-6ed84b33a00f", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=fmri, x='timepoint', y='signal', hue='event', kind='line');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The parameter `style` allows to vary the appearance of the lines based on a specified feature (in the next cell, based on the feature `event`). Seaborn will automatically assign a different line style (e.g., dashed line) to each category in the feature `event`. In this case, there are two categories: `stim` and `cue`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "RTTOXpy8rchk", "outputId": "d1f01c7b-3507-4b2c-de96-d10df5ec33a9", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=fmri, x='timepoint', y='signal', hue='event', kind='line', style='event');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To highlight the differences between the categories in `hue`, we can use `markers=True` to add markers for the data points." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "nsr8AH4wrznn", "outputId": "ac267f3b-08e2-4c8c-8090-2a8114fb88b6", "tags": [] }, "outputs": [ { "data": { "image/png": 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4ASpUYxaw27E/C8DKRZlpuw9N01h9TAMAz+/sPaTzAfJTOEskhBCzmQQy4qiQL3noRvUgxvUC9rTngekNZODg7qUXdvcShJOf9bFMvWrNGyGEONpIICPmvDBU5EvemMtKO9tyhErRkLZpysSrHjcVlrakScVNSm7Aywf6J32+Zeq4Xih5MkIIgQQy4ihQcgM8Lxwz0XdwWWnFwumdjQHQdY1V5eJ4vZM+3zJ1PD/A9YPxDxZCiDlOAhkx5zlegBeEoxpFDrVj38wFMnBweWnLzh7CUE3qXF3XCFRUqVgIIY52EsiIOa/o+ugViuANyhc92nqKAKxYWDcj97RiQR0xyyBf8tnTMfliezrRuIQQ4mgngYyY05RS5AqjG0UONZin0tqYmHRX6kNlGDonLK0HYMuu3kmfb5oahaIEMkIIIYGMmNNcL8TxRjeKHGr74LLSNO9WGukVQ5aXlJrc8pJl6tGSmST8CiGOcrMikAnDkK985Su89rWvZe3atbz3ve9l586dVY/ftm0bl156Kaeffjpnnnkml19+Ofv27Rt2zI9+9CMuuOACXvnKV7Jx40Z++ctfTvcwxBEw+GZfrTUBDE30nZllpUHHLs5gGjq9OZcD3cVJnWubhiT8CiEEsySQueWWW7jrrrv43Oc+x3e+8x00TeMDH/gAruuOOranp4dLLrmEVCrFf/zHf3D77bfT09PD+9//fhzHAeDRRx/liiuu4C//8i+57777WL9+PR/96Ed56aWXZnpoYpqVvACo3CgSoKffoTfnomsax7TObCBjmQbHLYlmgbbs7JnUuZLwK4QQkZoPZFzX5Zvf/CaXXXYZZ511FqtXr+amm26ira2Nhx56aNTxP/nJTygWi3zhC1/g+OOP56STTuKGG27gpZde4qmnngLg9ttvZ8OGDVx88cUce+yxfPKTn2TNmjV861vfmunhiWmWK7hj71YamI1Z3JLCtqrXmZkurxjovbRl1+QCGYh+eUuS8CuEOMrVfCCzZcsW8vk8Z5xxRvmxTCbDiSeeyBNPPDHq+DPPPJOvfe1rxGKjuwP39fURhiFPPfXUsOsBnH766Tz55JNTPwBxxPhBSNGdWH7MdFfzreb4JfXoukZHb4nO3sktL5mmRqEkgYwQ4uhmHukbGM+BAwcAWLhw4bDH58+fz/79+0cdv2TJEpYsWTLssa9//evEYjHWrVtHNpulUCiwYMGCCV1vMswx3jAnwhiYOTDGmEGodbU0hpIXEASKVNrGqNBjKVSqvGPp2MX1B+9dH/7f6ZRK2qxcmOHFvX1s3dNH67zUhM+Nx0y8IASNUbNOtfR9OFQyhtoxF8YxF8YgKqv5QKZYjD6l2rY97PFYLEZf3/jdg//93/+db3/721x99dXMmzevHBhVut5gDs2h0HWNxsaJvwmNJZNJTMl1jqRaGINHgWQqRmN95XvZ256jUPKJWQYnrmwe9QKXSo2e1ZsOr1k9nxf39vHC7j7etP7YCZ+XCkL68i6JZIx00q54TC18Hw6XjKF2zIVxzIUxiOFqPpCJx6O+N67rlv8fwHEcEonqP5BKKb785S9z66238sEPfpD3vOc9AOUlp5GJwuNdbzxhqMhmC4d8PkSfFDKZBNlskSCYnUmctTSGfW39FAsO2SqpL8++2A7AstY0+cLBINbQdVKpGPm8c0hNHSdreWsaDdjd1s+u/b00pCceQPVli7R1WHgj+kPV0vfhUMkYasdcGMdMj2GqPtiK8dV8IDO4pNTe3s6yZcvKj7e3t7N69eqK53iex9VXX80DDzzAlVdeyfve977ycw0NDSSTSdrb24ed097ePmq5abL8KarpEQThlF3rSDnSYwhDRTbnYOhUfdF6aW80o7diYV3FY4IwnJEXvIRtsLQ1za62HM/t6Ob0E1snfK4Ko8rEmSozMkf6+zAVZAy1Yy6MYy6MQQxX84uFq1evJp1O89hjj5Ufy2azPPfcc5x66qkVz7nyyiv58Y9/zBe/+MVhQQyApmmcfPLJPP7448Mef+yxxzjllFOmfgDiiHC8gUaRVTpeB0HIrraoNcBM9Vcay+qB3UvPT3IbtiT8CiGOdjU/I2PbNhdffDE33ngjTU1NLF68mBtuuIEFCxawYcMGgiCgu7uburo64vE499xzDw8++CBXXnklp512Gh0dHeVrDR5zySWXcOmll3LiiSfyute9ju9973s8//zz/NM//dMRHKmYSiU3wA/DqgnYezryeH5IKm4yv/HIr5mvPqaB/31iN7vbc+SL3oRbJVimTskL8MdpiimEEHPVrHjlu/zyy3nrW9/Ktddeyzvf+U4Mw+DOO+/Etm3279/P+vXrefDBBwF44IEHALj++utZv379sD+Dx6xfv57Pf/7z/Nd//RcXXXQRjz76KLfddhvHHjvxREtR24quj0b1RpGD9WOWL8xULZY3kxrSMRbOS6IUbN3dO+HzLFOPKvx6UuFXCHF0qvkZGQDDMLjiiiu44oorRj23ZMkStm7dWv77N7/5zQld88ILL+TCCy+cqlsUNaTcKHKs+jEDgczKGW5LMJbVxzSyv6vAlp09nHxCy4TOMXSdMADHC0nGxz9eCCHmmlkxIyPEZLj+QKPIKh2vHTdgb0ceqI38mEGvWNYAwPb9/ZOq2Ktp4EiFXyHEUUoCGTHnOO7YjSJ3tvWjFDTWxWiom5laMRPR3JCguT5OGCq27Rm/RtIg09TIS8KvEOIoJYGMmHNKXoBS1RtFHqlu1xOx+piB3ks7eyd8jmUcTPgVQoijjQQyYs7JF9wx82N27IvaEhyp/kpjecUxDQC8uLcPz59YAq9lScKvEOLoJYGMmFPGaxSZK3i0DzRnXL6g9mZkFjQlqU/ZeH7IS3uzEzrH0HWCQOF4MiMjhDj6SCAj5pSSG81M2FblQng7DkTBwYKmJMn4xGq1zCRN0w4uL+3qnfB5uqbheJInI4Q4+kggI+YU1wsIQoVeods1wI790bJSLebHDBpcXnphd++EWyRIwq8Q4mglgYyYU/IlD6NKEKOUYse+gUTfGsyPGbSkJU0qblJyA14+0D+hcyxDx3El4VcIcfSRQEbMGWGoyBe9qvVjevod+vIuuq6xbH56hu9u4nRdK/demujupajCbygJv0KIo44EMmLOcLwAd4xGkdsHZmOWtqSq5tDUitUDy0tbdvUQhmrc4w1Dxw9CSfgVQhx1ZkWLAiEmwvECvDEaRZbzY6ZgWUkphVJD/svg3wceA8Ihx+iaNuFGkBDtqIrbBvmSz56OHMtax8/p0coJv7VT5E8IIaabBDJizig6PnqVRpFKKV4+MFgIb/xAprffoTdbipJtlQYoQENpKmpGqUXTmZo20JpS09B1DS16Ck0DQ9PRDQ1D18gVPTw/wKoyWzSSYeicsLSBZ1/q4vmdvRMKZExDEn6FEEcfCWTEnKCUIles3ijyQHeBohP1X1rcnBrzWn4QgqGxqDmFpgaCFY2BQGXg/7XBoEVD16NjdO3gsdHftfK9vbi3j5LrTziQAVi9LApktuzs4fXrlozbpds2Dyb8VpuVEkKIuUYCGTEnuH6I41ZvFDmYH7N8QV3VrdmDSm5AU0OM1ob4hPJTxqNpGg3pGLva3Emdd+ziDKah05d3OdBdYOG8sQMwy9TJFX1cLyQuq0tCiKOEfGwTc4LjBbhjNIo8WD9m/GUl1wuoT8fGDXgmIxk3MQxtwnVhACzT4Lgl0f0+P4HdS4ahE4Qh7gRbGwghxFwggYyYE1y3eqNIPwjZ1ZYDxg9kBpN308mprfqbsE0SdlQbZjJeUd6G3TPBMzRKruTJCCGOHhLIiDmh4PiYRuUZlD3tOfwgJJ2waGmIj3kd1wuJWfqUty/QdY1MysZxJ7c9+vgl9ei6Rmdfic6BHlFjMQ2NgiT8CiGOIhLIiFkvVIqi41dNcN0+pC3BeAmzjheQjFvEpqHOTCphoWlMKu8mHjPL7RQm0nvJMnVKUuFXCHEUkUBGzHqeH0b5MUa1/JiJb7v2/ZD6lD2l9zcoGTOJ2QbOJKvvvuKYiS8vHazwK4GMEOLoIIGMmPVcLxio0TL6x7nk+uzrzAPjN4oMghDd0EjEpmczn2noZFIWziTzZFYtbQBgX1eBvpwz7tfwQ2lVIIQ4ekggI2Y9z49mHyotG+08kEMpaMrEqE+PvSe55AVRUu40BTIA6YRNoBRKTXx5KZWwWNYa9YaayPKShkbJkzwZIcTRQQIZMeuVnKBq7svgstLKiWy7dkPqEvaUbrseKRkziVnmpJd+BpeXnp/A8pIk/AohjiYSyIhZL+94h50fo5QiRJFMTG+NSNsySMfNSW+RXr2sAYDenIsiWkKqxjJ1io4/qZo1QggxW0llXzGrDSa2VsqP6S+4dPSWAFg+Tn6M64fETGNal5UGZVI2XdnSpM5pnZfiHy89k1csbyJX9MikbHqzJdq6cpSc4UFRtHMpnHTNGiGEmI0kkBGzmucHeEFAPDa67stgNd+F85LjBiiOG5Capm3XIyViJpZpTLiJZDxmctwx87jnZ9v45//3JPmiRyphsXH9Sjadcxwv7uwaFsyYho4f+DheUKWFphBCzB0SyIhZzfFCgkBh6KNnZHbsm/i2a89X07bteqS4bZCMmRRdb0KBTGtzmnt+vo27fvJC+bF80eOuh7YCsGHdUnbu6x1+kqYoOT4JU0IZIcTcJjkyYlZzvcqJvkqpg/kxi8bZdh2GGHo08zETNE2jPm3jeuPvXDINnYa6OPdv3lHx+fs3b6chEx+VM2MaBrmSNyX3K4QQtUwCGTGrFUpexdYEXVmHbMHD0DWWzR87kHHckJhtkIhN/7LSoKiJJONW4I06Wnvki5WDkvzAcyNzhGxTp1jyCUJJ+BVCzG0SyIhZKwhDim7lQniDszFL56erdsQe5HoBdUmr4vLUdEnEJtZE0vOjHlGpROXeT6mB5wZr6QyyTB3Xkwq/Qoi5TwIZMWu5XohfpTVBOT9m0fjbrgOlSMVnJj9mkD64vDROE0k/COntL7Fx/cqKz29cv5LebGnUzE6U8BtMuh2CEELMNhLIiFnL80P8UGGMWFoKQ8XLBw42ihzvGrYZJd/OtFTcAn38JpJtnTk2nXMc79iwqjwzk0pYvGPDCWw65zjaunJVz51sOwQhhJhtZNeSmLVcL0ApNSrZd393gZIbELMMFs1LjXkNxwtIxixsa+Zj+kTMJG4ZlNyAZLz6r2LJ8XlxZxcb1i3lbecdT1/OoS5ps+tAdtTW66EswyBf8piXiU/XEIQQ4oiTQEbMWgXHHzUbAweXlZYvqBu33YDrhSxosqu2OJhOpqFTn7Jp7ymOGchAFMzs3NfL3jadP+zo5seP7WJxc4q3nXNs1XMsS6e/3xnYlSWTr0KIuUle3cSspJSi6PhjJvqOlx8Thgpdn75u1xORTlgomHATST8IiVs62bxb7updjW0aeL6ShF8hxJwmgYyYlVw/xK2Q6Ov5IbvaopyR8fJjHC9aforbM7fteqRk3CRmGZNKyl3YHC2X9eVdcoXqtWIsUycIQ1xJ+BVCzGESyIhZyfNDvCAcVQhud3uOIFTUJS2a68fODSm5AZmUNWYDxulmmQbpxPjbsIeKWQYtDdHY9naNPSujlMLxZUZGCDF3SSAjZiXXC1ADS0NDDe12PV7eSxjO/LbrSuqSNsEkJ00WD8zK7OsYO5AxTYNClWJ6QggxF8yKQCYMQ77yla/w2te+lrVr1/Le976XnTt3Tui8973vfXz1q18d9dy5557LqlWrhv35+7//++m4fTENSl5QMZH3YCAzTrdrL2rYOJPVfKtJxs2BAnYTj2YWDQYy4+TJWKZOwfHH3eIthBCz1azYtXTLLbdw1113cd1119Ha2soNN9zABz7wAR544AFsu/In6lKpxDXXXMPmzZt59atfPey5XC7Hvn37+PrXv86aNWvKj8fjsk11tsgXvVH5MUXHZ39XARi/UaTjBSRi5ox0ux5PzDJIxU3yJQ97gvczGMjs7cxX3II+yDJ0nJJfHq8QQsw1NT8j47ou3/zmN7nssss466yzWL16NTfddBNtbW089NBDFc956qmnuOiii3jmmWfIZEa/ob3wwgsopTj55JNpaWkp/6mrG/tTvKgNfhAl+pojOjvvPNCPUtBcHyczTidr1wupTx2ZbdcjaZpGfcrGn0QuS2tjAkPXKLkBPf1O1eMsU8cPlST8CiHmrJoPZLZs2UI+n+eMM84oP5bJZDjxxBN54oknKp7zq1/9ig0bNnDfffdVDE62bt1KS0tLxSBH1D7XC/D80T2WJrqsFIYK7Qhvux4paiKpj9tEcpBh6CyYlwSiWZmxScKvEGLuqp1X8ioOHDgAwMKFC4c9Pn/+fPbv31/xnL/5m78Z85ovvPACyWSSyy67jKeffpqmpiY2bdrEu971LnQpHFbzXD8kDNWoIm/b9w22JRh/WSluGTUVyMRjJolYtHspnZjYz+Di5hR7O/Ls68jzypXzqh5nGHqU8NuQmKrbFUKImlE7r+RVFItFgFG5MLFYjL6+vkO65rZt2+jv7+eCCy7gYx/7GE8++SQ33ngjfX194wZBYzHH6bI8HmMg58M4gtuBD9dMjMEPQwxDH/Y1+vIuXdkSmgYrF9eP+fW9QDGvPk68SiBzpL4PTZkYezryE/66S+enefz5dvZ1FUadMxjkGbpO3DZwgxBd18atdFxL5PehdsyFccyFMYjKaj6QGUzAdV13WDKu4zgkEof2CfNf//VfcRyHdDoNwKpVq8jn89x6661cdtllhzQro+sajY1j9/WZqExm9n9yns4xdOZcGjJJMnWx8mM7DuQ4ZkEdqbhFa/M4hfB8xZIF9TSOM0Mx098H3TLJlgJSqTjGBAKOE5bPg4e3c6CrQCoZq/gCnUrFsGMW+ZJHIhUjGbem49anlfw+1I65MI65MAYxXM0HMoNLSu3t7Sxbtqz8eHt7O6tXrz6ka1qWhWUNf0E/4YQTKBQK9PX10djYOOlrhqEimy0c0v0MMgydTCZBNlskmGCuRK2Z7jGEoaK9M4cCsoTEbZOWeSnetH4l69cuoqEuTjbn0NGdp+SObqbo+gGOE+CWXHp6Kt/fkfo++EGI7/l0dPVPKOCwDYjbUdPJF3d1lyv+QjQTk0rFyOcd/CCgJ+vQ3mFRn46NccXaIr8PtWMujGOmxzBVH2zF+Go+kFm9ejXpdJrHHnusHMhks1mee+45Lr744klfLwxD/vRP/5S3ve1tfPjDHy4//vvf/57m5uZDCmIGTWbXyViCIJyyax0p0zWGouNTcgISMQPL1FmxtJF7fr6N+zfvIF/0SCUsNq5fyaZzjqvYGbpY9LEtA1PXxr2/I/F9SMcs2noKE94Wvqg5xfZ9WXa355jfOPqTZhBG+URhGFIo+aRm4YyM/D7UjrkwjrkwBjFczQcytm1z8cUXc+ONN9LU1MTixYu54YYbWLBgARs2bCAIArq7u6mrq5tQHRhd1zn//PO54447WL58OWvWrOGRRx7hjjvu4JprrpmBEYnD4fkhfhBiGiatzWnu+fk27nrohfLz+aLHXQ9tBWDDuqXs3Nc77HzXD2hpSNTEtutKUgkTehizNsxQg4HM3s48p6xqqXqcYejkix4tkvArhJhjaj6QAbj88svxfZ9rr72WUqnEunXruPPOO7Ftmz179nDeeedx3XXXsWnTpgld7xOf+ASZTIYvfvGLHDhwgCVLlnDNNdfw9re/fZpHIg6X6wUopbBMg4a6OPdv3lHxuPs3b+dt5x3P3raDW5rDUKGhkYjX7o99Mm5iWwaOG1RNRh5qoq0KLEOn6Prljt9CCDFX1O4r+hCGYXDFFVdwxRVXjHpuyZIlbN26teq5P/vZz0Y9ZpomH/7wh4ctLYnZoej6GIaGZerkih75Kn2E8gPPWebBQMb1AmzbIGHX7o+9ZRrUJS26+0sTCmQWNUe1ZNp7i+Vu3pWvq1OUCr9CiDlI9qGJWUMpRaHkYxk6nh+STlikEpVzPlIDz3lD1sJLXkBdwhpVSK/WRE0kFUqN3x+pLmmTSUb/BoPtGSoxDS2q8Cu5AUKIOaa2X9GFGMLzQzw/LM+y9PaX2Lh+RcVjN65fSW+2NKxSbhAo0lUCn1qSiBnYljEsCBvLopbxG0hqmoZS0qpACDH3SCAjZg3XD3GDEHOgXkpbZ46Lzj6Ov/jTE8ozM6mExTs2rGLTOcfR1pUrn+v5IZahz4pllZhlkByo8jsRiyfYCds0dQql0VvShRBiNqv9V3UhBrheAEOSVUuOz/d++gLHH9PEtz71+mh7ccKiJ1satfXa8aLk2Zh95Ltdj0fTNOrTNn256s0ghyp3wp5Awm/B8SThVwgxp0ggI2aNkhegjXgD/uOObv77Zy/yxjOPYf2rFpa3Z4/keiHN9XH0Gt12PVIyZmEaOr4fjtv6YtG8KJDpy7vkil7V5TPL1Ck6Aa4fEK/hhGchhJgMWVoSs0ax5GMawwORweWUhjqbouNXDGIGk2aTsdrPjxkUjxnEJ7i8FLMNWhqiGkpjLS+ZhkYQhDieJPwKIeYOCWTErOAHISUvGLbjqOj49PRHyy+DsxKVDG5LTsRqf1lpkK5p1KdsnAkm55aXl8ZJ+A0l4VcIMcdIICNmBdeLyopbQxoj7uuK3rQb62JjJvE6bkAqbmKZsyeQgShxWdc1gnD8GZRFEyyMZxqaJPwKIeYUCWTErOD6AUEYDuvwvL8zqpuyqHns5mx+oKhL2tN6f9MhETOI21GV3/GUdy515cesP2OZAwm/E6hRI4QQs4EEMmJWcL0AVOX8mEXzklXP84PZs+16JEPXqU/GcNzxZ2RaGxMYukbRCcrLbZVYpoHny/KSEGLukEBGzAqFko9pjghkusafkXHcgJhtEJ9F+TFDpZIWCsat8msYOguaooBuvIRfPwhxJeFXCDFHSCAjal4YKoquXy6EB5AremTzLgALxpiRcb2QupQ9a7Zdj5QcqH0zoeWllokl/EqFXyHEXCKBjKh5rh/g+WrYjqXBWYeWhnjVRomDsxip+OzZdj2SZerUJawJbcOeyM4lGEj4dSThVwgxN0ggI2qe60VF7obWkBkMZBaOse3a9UIsyyAxC6r5jqUuaROE4zeRHAxkDnQVxtzpZJk6hZIk/Aoh5gYJZETNc/1oNkIbsjy0fwL5MSUvIB2PGjDOZsmYiW0Z43aunpeJEbMM/EDR3lOsepxl6riS8CuEmCMkkBE1r+j4DO1MoJSa0I6lwA9Jz8Jt1yPFbINU3Bw3T0bTNBY1R/8eY/VdMg1dEn6FEHOGBDKipimlKJT8Yfkx2YJHvuSjaxqtTZUDGT+Ias4kZ+G260oyKRtvnBkZGJLwO0YgIwm/Qoi5RAIZUdM8P8Tzw4qJvvMb48MeH8rxAuK2MWeaIyZjFpahjxvMLC53ws6NeZwhCb9CiDlCAhlR01w/xAvCYVuvy8tKY+THuG5IXcJG12fntuuRDjaRHDv4GPw3ae8tjrkUZUvCrxBijpBARtQ01wtQoRoWkIy3Y0kphQJSibkxGwNRE8mGtD1uXktd0qYuaaEU7Gnvr3rcYMKvJ3kyQohZTgIZUdMcLxi2W0kpNe6OJdcPsU2d+BzJjxmUjFsYE2giObi8tKuteiAzmPA70e7aQghRqySQETVtZGuCnn6Hkhtg6BrzG+MVz3HcgGTcrFoob7ZKxAwSMXPc4niDAd6uA9UDGUn4FULMFRLIiJo1OGNgDcuPiWZjFjQlMfTKP76er8jMgW3XIxm6Tl3KHreJ5ODOpbFmZEASfoUQc4MEMqJmuV6FHUtdg4m+lbddB0GIYUAiPreWlQalB9othGH1JN2F85JoQHe2RK7oVT3OMnWKji8Jv0KIWU0CGVGzXD/AD6N6MIPGS/R1vICYZRCf5W0JqknGTeK2MWZuS9w2aW6Ilt32jVFPxjJ0HC+UhF8hxKwmgYyoWa4foqmD+TFhOIFEXy8kk7SrLjvNdqahk55AE8nFLWkA9nRWrydjmQMJv77kyQghZq+5+Wov5oRC0cMYkujblS2Vl5qa60cn+iqlCJQilZi93a4nIp2wxlxagiGdsMep8AtIwq8QYlaTQEbUpDBUFF1/RKLv4LJSsmKhO88PsU2DxByp5ltN3DYwDI0gqL4ktGQg4XdfR37Mrtm6Hu0ME0KI2UoCGVGTXD/A89WI1gTRslK1/JiSG5CMmcTmaH7MINsysM2xu2G3NiXLu5J6c27V4yThVwgx20kgI2qS64f4QYhpjK7ou7jKjiXPD8mk5t6265HMgWaYYwUypqGzuDnKkxlreUkSfoUQs50EMqImuV6AUgfzOIIw5ED3wIxMhUTfIAzRdY3EHKvmW006YREEY8+iLFtQB8DezjECGUn4FULMchLIiJpUcn2GpMfQ3lMiCBUxy6CpLjbqeMcNiVkGidjcXlYaFC2fqTGTfpctyAAHZ7IqKSf8jrMLSgghapUEMqLmKKUolIJh+TH7hxTCG9p7aZDrBWRS1pzddj1S3DawLRNvjOWlZa3RjMz+rsKY/Zl0HanwK4SYtY6OV30xq/hBiOuHmOboHUvV6seEoSIZm9vbroeyTIOEbeCOsSTU0pggZhn4QUhHT6nqcbapUyh5kvArhJiVJJARNcfxQjy/co+lRRV2LIWhQte1Ob9baaRUwsTzxtharWnlvkuDrR0qsUwd15cGkkKI2UkCGVFzXC8gVJRrxfh+SHtPEajcY8n1AizLmHPdrseTsE3QGLNOzGAgM9bOJdPQCYIQR3YuCSFmIQlkRM1xvGDYD+aBngKhUiTjZsXt1a4fkrANTOPo+nGODYzZH6Mw3uAW7PESfkMlMzJCiNnp6HrlF7NCoeRjDmlNsL/zYH+lSom+fhCSTs79+jEj2ZZBzNJxx5hJGZyRae8tjhmomKZOfoxO2UIIUatmRSAThiFf+cpXeO1rX8vatWt573vfy86dOyd03vve9z6++tWvjnruRz/6ERdccAGvfOUr2bhxI7/85S+n49bFJPlBiOONzI8ZSPSdN3pZSSmFhnbULStBlANTl7DHLIyXSdnUJS2Ugv0DdXgqsU2dguOP28NJCCFqzawIZG655RbuuusuPve5z/Gd73wHTdP4wAc+gOtWL71eKpW44oor2Lx586jnHn30Ua644gr+8i//kvvuu4/169fz0Y9+lJdeemk6hyEmwPVCvJE7lrqq71jy/BDD0IkfhYEMQCJuMsbOauDgv9u+cSr8+n4URAohxGxS84GM67p885vf5LLLLuOss85i9erV3HTTTbS1tfHQQw9VPOepp57ioosu4plnniGTyYx6/vbbb2fDhg1cfPHFHHvssXzyk59kzZo1fOtb35ru4YhxeH6AH4blfBfXC+jsi7YOV9qx5PkhMUvHtmr+R3laxCwDc5wGkosHA5kx8mRMU8cLQ8mTEULMOjX/6r9lyxby+TxnnHFG+bFMJsOJJ57IE088UfGcX/3qV2zYsIH77ruPurq6Yc+FYchTTz017HoAp59+Ok8++eTUD0BMiuOHDM2C2d9dQCnIJC3SydF1Ylw/JJ2wKubOHA1itj6wfbp6IDM4IzNWqwIATWmUpMKvEGKWmVBjmvvuu29SF73wwgsP4VYqO3DgAAALFy4c9vj8+fPZv39/xXP+5m/+pur1stkshUKBBQsWTPh6YuYUSz5GhfyYSv2VIKohc7T0V6rE0HXSCYue/lLVf4fBLeu9OZd8ySMVr1w40DQ18iVJ+BVCzC4Tege46qqrJnxBTdOmNJApFqP6IbY9fFdKLBajr69v0tcrlUpVr+c4ziHeZWRoXsehGHwDN2bxNuLDGUOoFI4fELeN8vkHuqIE1SUt6VHXDMIQ2zJIJazD/rcfarZ9HzIpm+7+0rD7HWzVYOg6qYRNc32czr4SB7qLnLB0dK8qgHjMxAtC0KiJreyz7ftQyVwYA8yNccyFMYjKJhTI/PSnP53u+6gqHo8DUa7M4P8DOI5DIpGY9PVisVj5ekMd6vUG6bpGY2PlWYPJymQO/T5qxaGMoeT4xOM2iZiJPZC8u787CmSPW9ZIpm74NQslD8u2WNCamZY33tnyfTBsi+68RzoVLxcRHJRKRT/vyxfV09lXorPP4dQTK48rmQzJFlwSqTjpRO20e5gt34exzIUxwNwYx1wYgxhuQoHM4sWLJ3zBsaqMHorBJaX29naWLVtWfry9vZ3Vq1dP+noNDQ0kk0na29uHPd7e3j5quWkywlCRzVbf3joRhqGTySTIZotjJm/WssMZQzbv0tNXQNXFKJU0io5PZ28UyDSkLLL9xWHH9+VdMkmL/myx0uUO2Wz7Pnh+iOt4dPo+cTv6lTZ0nVQqRj7vEIQh8xuiDwHb9/aO+nccqq+vRHtHP16FDuMzbbZ9HyqZC2OAuTGOmR7DVH2wFeM7pOSCH/7whzz++ON4nlcOXJRSFAoFfve7301pTZbVq1eTTqd57LHHyoFMNpvlueee4+KLL5709TRN4+STT+bxxx/nbW97W/nxxx57jFNOOeWw7tUfI+FyMoIgnLJrHSmHMoZiySfwFSpUBCj2tOcAaKyLETP1US8+juOTaEhM27/VbPk+aETbp/Mlb1j9HYiW34IgZGFT9Cl0T0ce3w+qJkerUJEvuNTV0IzMbPk+jGUujAHmxjjmwhjEcJMOZG6++WZuvvlm6urq8H0fy7IwTZPu7m50XR8WHEwF27a5+OKLufHGG2lqamLx4sXccMMNLFiwgA0bNhAEAd3d3dTV1Q1behrLJZdcwqWXXsqJJ57I6173Or73ve/x/PPP80//9E9Teu9icoquhz7kfbic6FutEJ52dBbCqySdsOjLVa+r1NqURNejWa7enEtjlRmXKOHXn67bFEKIKTfpxIJ7772XN7/5zTz++OO85z3v4ZxzzuE3v/kNd999Nw0NDRx//PFTfpOXX345b33rW7n22mt55zvfiWEY3Hnnndi2zf79+1m/fj0PPvjghK+3fv16Pv/5z/Nf//VfXHTRRTz66KPcdtttHHvssVN+72JilFIUSsGkCuFZpn7UdbyuJh4z0cZoIGkaOgsGZmXGqidjmTolL8CTT6xCiFli0jMybW1tvOUtb0HTNNasWcMPf/hDAE466SQ+9KEP8d3vfveQlnzGYhgGV1xxBVdcccWo55YsWcLWrVurnvuzn/2s4uMXXnjhlO6uEofHD0LcgeBkULnHUoUZGdcPiVkG9hTuVprN4la008vzw3Ki9EiLm1Ps6yywtzPPmhVNFY+xTYNs3sX1g2HfCyGEqFWTfqVKJpPl9fXly5ezZ8+e8pbmV7ziFezZs2dq71AcFRwvxPcP9ljKFz368tFSycIqFX3T8aO3EN5ItqUTt42JFcYbo1WBrmsEocKRwnhCiFli0oHMK1/5Su69914Ali1bhmEY/OY3vwHgpZdeGlWfRYiJ8PyQQFHePjy4rNRcH6+4fBSGUZ8hEdE0jXTSwhujE/ZgILO/qzBmc0hd1yhJqwIhxCwx6XeCD33oQ1xyySX09/dz22238eY3v5mrrrqK008/nc2bN/Onf/qn03GfYo5zXH9YVL1vcFmpQn5MEISYhkbsKO2vVE3CNgnHKH/QXB/HtnRcL6S9t8iCptFLdhDtgMoVPFSTkhkvIUTNm3Qgs27dOu6+++5yXsqnPvUpdF3nqaee4g1veMOkqgALMSjv+JjmwTfNsXYsuZLoW1HMMqIu1kFYsXqppmksak7x8v5+9nXmqwcyVtS7yQ9CLFP+jYUQte2Q5uZXr15dLkYXi8X4//6//29Kb0ocXfwgxHGDcnVepVQ5kKk0I+P6IfVJu1yGX0TithEFIV5IrMoK7+IhgczJJ7RUPCaqSePieBLICCFq3yEFMv39/Tz66KMUCoWK2z1lN5CYDM+PClQlE9GPY3/BI1/y0TTKW4aH8v2QVA0VbKsVuq6Rilt095eqHrN4ggm/qCjht5ZaFQghatNgXa8jZdKBzMMPP8zf/u3flps5jjTVTSPF3Od6AV4YlmdkBmdj5jckRs0IlAvhybJSRam4VW7rUMngDFd7bxHXC6pu1dY0jaLrARMrMimEODr99re/5etf/zrf+MY3jtg9TDqQ+dKXvsTKlSu5+uqraW1tRZfpfXGYXD9kaCw/XiE829Slom8VMdtAG9hCXUkmZZNOWOSKHge6Cyxrrat4nG3q5Iv+Ef+kJYSobd/97nd58cUXj+g9TDqQ2b59O7fccgunnnrqdNyPOAoVSv6w5NSxdiy5XlTwTQrhVRazDGzLwPOrb59e3Jxi6+5e9nbmqwYylqnjeGG58KAQQtSqSb8bLFq0iFwuNx33Io5CoVIUHQ/LiD71D030rbRjyfND0kkphFeNZeokbAN3rHoyLVGAuG+MPBnL1PH9EEfqyQhRk7773e/yxje+kZNOOomzzz6br371q/i+z/3338+qVavYsmXLsOMffvhhVq1axbPPPgtAb28vn/rUp/iTP/kTXvnKV/L2t7+dRx55ZNg5q1at4j//8z+55pprOO2003jNa17D5ZdfTmdnJwBXXXUV9957L3v37mXVqlXcc889MzP4ESYdyHzwgx/ka1/7mlTwFVPC80JcX5XL4ff0O5TcAEPXaG0cnegbKkXClkJ4Y0kn7TF7JQ0m/O7rKlQ9RtM0QhXlLwkhasvXv/51/uEf/oEzzzyT2267jb/6q7/i9ttv51Of+hQbNmwglUqV2wcNeuCBB1ixYgWvetWrcByHd7/73fz0pz/l4x//ODfffDMLFizg/e9//6hg5qabbiIMQ770pS9x5ZVX8otf/ILPf/7zAHzkIx/hrLPOoqWlhe985zucffbZM/VPMMyk3xHuv/9+2tra2LBhA01NTaM6Tmuaxk9+8pMpu0Ext7l+MFDgLvpR3D/w5tralBhVC8UPQixD8mPGE7cM0KhaHG+wd1VPv0Oh5JGMV96ZZBjRsh/103arQohJ6u/v59Zbb+Uv/uIvuPbaa4GoEXJDQwPXXnstl1xyCeeffz4PPvggn/jEJwAolUr89Kc/5QMf+AAA3//+99myZQv//d//zdq1awF43etex1//9V9z44038r3vfa/89U444QSuu+668t+fffZZfvzjHwNRdf+mpiZs2+bVr371TAy/okkHMgsWLGDBggXTcS/iKOR6IUpRXiraO0b9GM8PMU2dmC35MWOJ2Qa2oVdtVxCPmczLxOnKltjbWeD4JZUjFdvUKTo+oVLospQnRE14+umnKRaLnHvuufi+X3783HPPBeDXv/41b37zm7nnnnt45plnWLt2LT/72c8oFAps3LgRgEceeYSWlhbWrFkz7BrnnHMO119/PX19fdTXR68LIwOUBQsWVN21fKRMOpAZGpkJcbhKro82JC7ZPxjIVGgU6XoBjXVxKYQ3Dnug6vFY+S2LmpN0ZUvs68xXDWQsU6fohLheQFyW84SoCb29vQBceumlFZ9vb2/n3e9+NwsXLuSHP/wha9eu5YEHHuDUU09lyZIl5Wt0dHSwZs2aitfo6OgoBzKJxPAlfl3XK9aPO5Im/eq0b9++qs/puk4ymSSTyRzWTYmjg1KKfMkv58eEoSovLVXssRRCMiZvqOPRNI26pE2/E1Bt8mpxS4rfb+8uz4BVYho6fuDjeiFx6QUrRE0YfH+98cYbWb58+ajnm5ub0TSNjRs38v3vf5+PfvSj/PKXv+TTn/50+Zi6ujqWL1/OjTfeWPFrDAY8s8Wk3xXOPffccXeM1NfX8653vYuPfOQjh3xjYu7zgxDPj/JeALqypXIfpeb64blX0ScANW2F8FTog++ifBc/dHEcjVClwRydcDwbJGIm2ZIPVP5dHQwU93Xkq9aK0TQNpZTsXBKihqxduxbLsmhraysvFQFs2bKFL3zhC3z0ox9l4cKFvOUtb+Eb3/gGX/3qV9E0jTe84Q3lY0877TR+8YtfMG/ePBYtWlR+/Bvf+AZ//OMfqwY4ldRCLblJBzJf+MIX+NSnPsVpp53Gm970Jpqbm+nq6uJ//ud/+MUvfsFHPvIR8vk8t956Kw0NDfzlX/7ldNy3mANcP8TzAxIDjYEGZ2MWNCWjMvkjjrUtc0oSfVXglYMW5ZVQTh7lOxB4EAag63hJm1DLoRqXoemzL7k4bhtYpoHn+egVYpkFjdG/ccHx6cu5NNTFKl7HNHXyRY+WhtkZ0Akx1zQ2NvL+97+fL3/5y+RyOU4//XTa2tr48pe/jKZp5T6Ixx13HGvWrOHb3/42GzZsoK7uYM2oTZs28R//8R9ccsklfOhDH2LhwoX85je/4fbbb+fiiy/GsibemiSTydDZ2cnDDz/MK17xCubPnz/lYx7PpAOZH/7wh7zxjW8clSvzlre8hU9/+tP84Q9/4LbbbiOTyfBf//VfEsiIqlwvJAgpBy0HG0VW6Hg9kKdRraR+JUqpKDipGrSE0YSFbqEZFsTSaLqJbmiYaZvwwAGIZdDS86ZkvDMpNlA0sK8YRLuYRjBNnQWNCXIln7zj09yQwA9GJwdbhk7B8QlDNSq4FEIcGX/7t39LS0sL3/72t7njjjuor6/nzDPP5O/+7u+GBSxvectb+OMf/8ib3/zmYecnk0n+8z//ky9+8YvccMMN9Pf3s3jxYj7xiU/w3ve+d1L3smnTJh5++GE++tGPcvnll1fN3ZlOmppk1s7atWu55ZZb+D//5/+Meu7Xv/41H/3oR/nd737H448/zqWXXsrvfve7qbrXmhYEId3d1fMNJsI0dRobU/T05PHHqANSyyYzhgPdefZ3FmjMRLMB3/zh8+zpyHPR61bwypXDg4eerMOCeUkWVkgChsGgJQpY8F2UW0Q5hejvgUe0NYooYBn4U22mxTA0MpkEve0dBArM+cehWZVnLGqVaer0Fn227+4hkxz96SoeMzEsk5WL6ukvuNSnY/RmS7R15Sg5B3cx+H5IoeRz/NIGEjOcn3S0/T7UsrkwjpkeQ0tL5arZYupN+pWpoaGBLVu2VAxktmzZQjqdBqBQKIzKdhZiqHzJxxio6BuEIQe6BxJ9KwQrCjXmG2nY30nYd2AgaAlBM9CMwZmWJJo2+XVcLZaCbBdhth29acmsqyacTtiEFXouxWMmxx0zj3t+to1/vPMx8kWPVMJi4/qVbDrnOF7c2VUOZkxTxwujnUszHcgIIcRETPqVaePGjXzlK1/BNE3e8IY30NTURHd3N//7v//LzTffzDve8Q76+vr41re+VS60I8RIQRjiuEF5x1JHbwk/UMQsg6bM8NkP3w8x9eqF8JTvEva3R2mtyYZDCloq0TQNLV5HmOtCS9ajJWbXbrx4zEDXNYIwHLZlvbU5zT0/38ZdP3mh/Fi+6HHXQ1sB2LBuKTv39Zaf05RGyQ2kLp4QoiZNOpD527/9W7q6uvjCF77AF77whfLjuq7z53/+53z84x/nf/7nf3juuef41re+NaU3K+YOxw3x/ZBkIvoRLPdXak6Omvlw/RDLqh7IhPkecIuQmjflsyaaaaPcAmFfG1osiabPnlmJuG0Ss6LCeEYsCmRMQ6ehLs79m3dUPOf+zdt523nHs7dNL+fMmKZGoeTN2H0LIcRkTPpV2TRNrrvuOj784Q/z2GOP0dPTQ2trKyeffDJLly4FolLHv/rVr7BtKT4hKiu5Pl4QYg5svd7fWX1ZyfUDmuriFZNNlecQ9neg2aMDoKmiJTKofDdhfzdG/cxn5B8qy9RJxEx6+x3isYOP5Yoe+WLlwCQ/8JxlHgxkLFOn6Ab4Q75fQghRKw754+WyZctYtmxZxecGKwIKUU2u6JXzYwD2dVXfsRQGkIxX/lENc13gOZBqmp4bhWipykpGuTKJOjR79uR+1SVsOnoOlhP3/JB0wiKVsCoGM6mB54Y2nbRNnVwxKowngYwQotZMKJA577zz+NrXvsbq1avHLYgnTSPFePwgJFf0yktFvh/SNvBmO3JGJgwV6FQska/cYpS/Mo2zMYO0WBKV6yLoa8doXjZrEn9jtlEubKdpGn4Q0ttfYuP6leWcmKE2rl9Jb7Y0bCu2YehRTpMXVA0ohRDiSJnQq9Jpp51GKpUq//9seREXtano+JS8gIZUtPTY1lMgDBXJmEl9evhypOeHxEyDmDV6JiDMdYPvoKVnZptjtMTUhUrVoyUbZuRrHq64HdWTcf2wHDi2debYdM5xQJQTc3DX0oryrqXRNBzPB2bXNnQhxNw3oUBmaPG7L3zhC+RyOfL5PK2trbiuy7e+9S3a2tp4/etfz2mnnTZtNyvmhqLjo4YUWNs3UNG3cqJvQDJmYZnDE32VW4hmY2Lpmblpoho0SjcHEn9T0dbuGmcNNpB0g3IgU3J8XtzZxYZ1S3nbecfTm3PIJG32tPcP23o9/Doa+eLox4UQ4kib9IL3s88+y7nnnsv/+3//D4DPfe5zfOlLX+IHP/gB73nPe/jpT3865Tcp5g6lFNm8hz1khuVgRd/Rib6er0glRsfbYX8XBB6aFR/13HTS4mlUqZ+wv3NGv+6h0jSN9IicF4iCmZ37evnjtna+//A23vdPD/HvP3yuYhADUUBU8oKK1X+FEOJImnQgc9NNN7Fy5Ur+4i/+glKpxP3338873/lOHn/8cd761rdy2223Tcd9ijnC9UKKrj9sK/VYO5YUalR+jCrlCPNdaPGZm40ZpGk6mp0izHagnMOr5DxTEjGTkMoFvP0gJGGZZPMuu9tzVa9hmTqeF0gDSSFEzZl0IPPMM8/w4Q9/mKVLl/LII49QKpV4y1veAsAFF1zAtm3bpvwmxdxRdH1c/2AhPNcL6OgbSPQdsWPJ80OsEYXwlFIE/V0QBmjmkcnX0OwEhB5Bth0V1v4MRcwysHR91KzMoKXzo4Cws69Evkq9GEPXCRQ4rgQyQhwJQaj4/YudPPzUHn7/YidBhardR8Jvf/tbnnzySQD27NnDqlWreOyxx2b0Hia9BUHX9XJ9mIcffphMJsOrXvUqAHK5HPH4zE71i9mlUPTR0cq5MAe6CygFdUmLuuTIRN8A24pyPAYpJ4cq9KDFjmwfEy1Rj8p3oxL1aOnp2/o9FWK2Qcw2hgWQQyXjJi0NcTp6S+xuy7H6mMaK19GBkszICDHjfvPsPr5x3+/p6iuVH5tXH+fSC1/Jn7xq0RG8M/jLv/xLrrvuOk499VQWLlzI5s2bZ7wEy6RnZE466STuvvtunn76aX70ox9x9tlno2kaXV1d3H777Zx00knTcZ9iDghDRX/RxbYr5MdUKoTnhaQSFvpA0KNUOJCbEqKZR7bYoqabaIZN2NcWNaasYbqmkUqYuF712aNl86PAcNc4y0vVCukJIabHb57dx3XfemJYEAPQ1Vfium89wW+e3XeE7mw0wzBoaWmZ8WK4kw5krrzySh555BHe+c53YhgGH/7whwF405vexMsvv8zf/u3fTvU9ijmi5PqUhuyegeE7lkaKtmQf3BmkSjlUvveIz8aUxdIoN0+Y7TjSdzKuZMxCjTEVvaw1Wl7a1dZf9RjL1HG8EM+XWRkhDpVSipLjT+hPvujxjXt/P+b1vnHf78kXvQldT6lDW456+OGH2bRpE2vXruXMM8/kqquuoq+vj1WrVgFw9dVXc9VVV41aWvrrv/5r/uVf/oV/+Id/4DWveQ1nnHEGt9xyC9u3b+ev/uqveNWrXsWb3/xmnn322UO6r0GTXlo68cQT+d///V9eeukljj/+eJLJ6A3oM5/5DCeffDItLS2HdUNi7io6o8vcV9uxFIYKTdfKy0pKhVHAoGk1s+1Z0zSI1RHmOtCSGfR4jQRYFcRsA90Y3UBy0NKBQGZ/VwHXC7Ar9LWyTJ2C4+J44ajt8EKI8Sml+OTNm3n+5e4pu2ZXX4l3XPvghI59xfIm/vlj6ydVC667u5uPfexjXHXVVZx99tkcOHCAK6+8kuuvv57Nmzezfv16/u///b9s2rSJvr6+UeffcccdfOQjH+EHP/gBP/jBD/jyl7/Mvffey1VXXcWSJUu49tpr+cxnPsM999wz4Xsa6ZDqjafTadauXVsOYgDOP/98CWLEmPoLLuaQHI2S49OddQBYNG/4jIzrB9imUZ69UcUsqtg3rTuV7FSa5uUrsJLR17CS0d/tVPWvqVkxUCpaYgprd6YiZhnYplF1eakhHSOTslEK9nRU3o2l6xphqHAlT0aIo0ZbWxuu67Jo0SIWL17MKaecwm233cZf//Vfl9/z6+rqqKur/EHuhBNO4CMf+QhLly7lve99LxBtDDrvvPNYtWoVmzZtOuxNQlJvXMwIzw/JO/6wCr2Dy0oNaZtk3Bp1fFQIT0eFIWG2EzRj2rpP26k0DQsX0vvIvTSceRGhUyATS5b/3rt/P26+cv6IFs+gCj2ofA9aXfO03N/hMg2dZMykr+CSqLLZa1lrmj9s72ZXWz8rF2UqHqPrGsUqtWaEEGPTNI1//tj6Ce/+++P2Lj5zx6PjHveZ95/BmpXzxj1usGXJZLziFa/gTW96Ex/60IdYuHAhf/Inf8LZZ5/NueeeO6HzV6xYUf7/RCLqUzfYYBogFovhuoeXZygd4MSMKLo+rhvNsgza3zVGITxPkU5EwY0q9k37bEympYXeR+6ld/PdtN19PSr0abv7eno3303vI/eSGWO2UdMNNCtB0HcA5ZWqHnekpRMWfpUt2ADLBrZhj1dPJl869LV2IY52mqYRj5kT+vPqVfOZVz/2TuDmhgSvXjV/Qtc71PZCX/ziF/nRj37Ee97zHjo7O/m7v/u78uzKeCxrdCqAXmF5+3BIICNmRLHko6DclgBg32AhvBGBjFIKtKhPkAr9KDfGsND0qc/LUGFA2HeAnt//mvrT30JixVqKO55h980fprjjGRIr1tJw5kVkO8ZJ6LWT4JaiQnk1+iZv2wb6QAPJSpa1RlPDezryBFXq49imjusFuGMEREKIqWHoGpde+Moxj/nAW07C0Kev/+Hvfvc7Pv/5z7Ny5Ure85738I1vfIPPf/7zPPbYY3R1VerLNvNmxdJSGIbcfPPNfPe73yWbzXLKKafw6U9/mmOOOabi8T09PXzuc5/jl7/8JQBveMMbuPrqq4fl9Jx77rns3bt32HkbN27kxhtvnL6BHKWUUmQLLvaIGiaDib4LR+TH+IHCNKL6MarQhypl0VKVa7XYqTSZlhayHR24+dyov4+8D1XsI+zZS9i9J/pv734IPEqAUepm3vnvZ89tl5XPab7gQ+R7+6ouKw3SNA0SGcJcJ1oig5ac2ToKExG3DCzLGNZAcqiWhjhx26DkBhzoKrC4ZfQMmGXq5IoerhdUvIYQYmr9yasWcfW7142qI9PckOADbzlp2uvIpNNpvv3tb2NZFm9/+9splUr88Ic/ZPny5TQ2NpJMJnnppZfo6emZ1vsYy6wIZG655RbuuusurrvuOlpbW7nhhhv4wAc+wAMPPFBxv/rll1+O4zj827/9G9lslmuuuYbPfvaz/PM//zMQFe7bt28fX//611mzZk35PCnmNz0cL6DoBCRiBwOZfMmjLx+ti46sIeP6ATFLx9IVYX8HmhlD00ZPHo7Ma8n39pFqqC//vWf3y5R2bykHLUHPXqjUVsCMkTzpbOrPeAvt3xseyHY+eButb70Sr1gYP5gx7aiZZXawqWRt/XrZlkHcMii6XsUgRNM0ls5Ps21PH7vacxUDGU3TUErD8QJqd4+WEHPLn7xqEaeftJDntnfRnS3RlIlz4sp50zoTM+i4447jq1/9KjfffDPf/va30XWdM844g9tvvx1d13nve9/LHXfcwfbt27nmmmum/X4q0VStzoMPcF2XM844gyuuuIJ3vvOdAGSzWV772tfy+c9/nje+8Y3Djn/66ad5xzvewYMPPsixxx4LwObNm3n/+9/Pww8/TGtrK0899RTvfOc7eeKJJ8hkKic1TlYQhHR3H17vHdPUaWxM0dOTHzOXoZZVGkNPv8P2fX3D1np3tef4+VN70YB3vWHVsGv09js0N8RZFHcIOl9GSzVVDGSal68g+8T99G6+m8SKtTRf8CE6H7yN4o5naFj/VtInnTVsdgUATUevb0VvXIzeuAS9cTFa3TxaVhw75rUy6zbS+fKOccevVIjK96A3LcGob538P+AUqfazdKA7z77OAk2Zyhm/v/79fn76272sWtbAX5x7XMVjenMOTXXx8lLUdJmrvw+z0VwYx0yPoaVFQv2ZUlsfGSvYsmUL+XyeM844o/xYJpPhxBNP5IknnhgVyDz55JO0tLSUgxiA0047DU3T+O1vf8sFF1zA1q1baWlpmbIgRowtX3LLuTHxmElrc5pXrVrA+lcvoaEuRl+/Q1tXrtx5OQgVSRPCbAeaFa8YxABkOzpoOPMinL3boryWr0XFGRMr1lJ/2kba7/0SWqpxWNCiNyyoWIdm8FpAedfS/D//e/oe/T71p22kd9f4QQxETSWxE4TZdvREJurLVEMStolCoZSqmPg3GJzsbstVPcYydYqOT6hUueqyEEIcKTUfyBw4cACAhQsXDnt8/vz57N+/f9TxbW1to461bZuGhoby8S+88ALJZJLLLruMp59+mqamJjZt2sS73vWuw8qmNiv0sZkMY6BQnGHM3hzskWMIwpCCE5CMm6QSNiuWNnLPz7dx/+Yd5IseqYTFxvUr2XTOcezY3UO+5GFZBvEwh+4X0dKNVTPtg1KeQm8X897wfvbcOiSv5c8upXBgF/pJ55OOjd4RVe1a2bYDZNZtJNfRRkz3cQKDuledS/u9X8LJdpM865KJJRwnUoS5LrR8B0ZiWdVAbDpV+1lKJS3itkkI2BV+zpbMT2MaGgXHpyfn0tIwOhCLx0wcJ0ApMK3pG9tc/H2YrebCOObCGERlNR/IFItRZ+SRuTCxWKxiFcFisVgxbyYWi+E4UfG1bdu20d/fzwUXXMDHPvYxnnzySW688Ub6+vr4m7/5m0O6T13XaGyc2JvmeDKZ2voUfygGx9BfcDFti4aUzfymJPf8fBt3PfRC+bh80eOuh7aCBn925nL2tuWwjJBGsxdzXiNGvPq/qWYnMNMNtI3Ma/nRN2h92yeJZbtQbnESdx0Q9LUxmMoTMwLcjl2U9mxFeSW0HY+Qec2GCV1JJVsJillilodZd+SaSo78WQpDRVfOw/dD0snK/VCOWZDhpb19tPc6HLt09L0rpejqKxJPxmiom/4O5HPp92G2mwvjmAtjEMPVfCAzmIDruu6wZFzHccrFdUYeX6m4juM45V1L//qv/4rjOKTTUTLjqlWryOfz3HrrrVx22WWHNCsThopstjDp84YyDJ1MJkE2WyQIZuc69MgxdPQWyWYLJEyNVMLi/s2Vl2ju/9V23nbu8WRzRRKlLopWH1q6CW2MQKRxSTO9j36/vE26+YIP0/ngrRR3PEPvb+4hs24jPZ2TLwVuGDqpVIx83iFQCWKveSOlx79H/+9+StBwDMa8peNfBAiLPvmdOzAX6DPeVmGsnyXlB3T1FgmDykW5FjeneGlvH1t3drFmeUPFY3J5h/aOfpQ/fcXx5uLvw2w1F8Yx02OYqg+2Ynw1H8gMLhO1t7ezbNmy8uPt7e2sXr161PELFizgJz/5ybDHXNelt7eX1tYo+dKyrFFFek444QQKhQJ9fX00NjYe0r1OVQJZEISzNqFu0OAYerIldE1D1yBX9Kp2T84PPKcFHnG/lzCRQAsBKueiqzCg8yf/TsvrLwEo71pqfeuVw6rxBsGh5LKH5TEEgUJf/EqMJVsJ9vyB4uPfI37Oh6LWBONQVgqV7yLsacdoWDju8dOh0s+Sbep4flj1xXzJ/OgFeOeB/uov+EqRzbs0zsCMzFz6fZjt5sI45sIYxHA1v1i4evVq0ul0uZsmRLuWnnvuOU499dRRx69bt44DBw6wc+fO8mOD55588smEYci5557LrbfeOuy83//+9zQ3Nx9yECNGc72AghPVG/H8kHTCIpWoPDORGngu6O/CVh6aPbob9lD+i49S+MMvaL//ZupOfRO9+/eT72ynd/9+Mus2jtlS4FDYa9+IlqhH5Xtwn/3RhM7RNB0tVhcVyau07fsIidsGhk7VIGVpSxpNg96cSzZfuXS4ZRoUHI9wjI7aQggxE2o+kLFtm4svvpgbb7yRn/70p2zZsoWPf/zjLFiwgA0bNhAEAR0dHZRKUaGgtWvXcvLJJ/Pxj3+cZ599lkcffZRPf/rTXHjhhbS2tqLrOueffz533HEHP/rRj9i1axff+c53uOOOOw45P0ZUVnQDPC/AtnT8IKS3v8TG9SsqHrtx/Up6evPohS6s5NjbFsN8N96WnwMQ1C2ia+fL5aDFzefofHnHlAYxEOXj2KdGu5qCXb/D3/vHiZ1nxSH0CfraUKo2PgXG7IEGklU+lcZsg9bGKJCs1q7AMnU8L8SRBpJCiCOs5peWICpw5/s+1157LaVSiXXr1nHnnXdi2zZ79uzhvPPO47rrrmPTpk1omsbNN9/MZz/7Wd797ncTi8XKlX0HfeITnyCTyfDFL36RAwcOsGTJEq655hre/va3H8FRzj2FkoeC8q6jts4cF551HErBA78evWvpuaf/gI2Pnag+G6OUwv3dDyHw0ZuXYyx79cwMBjCal2Oe8Fr8F36F+/T96E1L0BPjV/CNmkr2oUo5tMSR3/Jv6DqpuEVvrkQiVvklYFlrmgPdBXa19bNmxeiEX9PQ8Ac6YVe7hhBCzISaL4g3W0hBvMjgGLq6c2x5uQfXD8rNHwF+8fQ+XnvyEl5zwnwKpSiQ6cmW6GjroOel56jPpJnfUn15z9/9LO6T94BuED/3w+jT0G3aMLQhSYHDfz1UGOA8fCdh7z70lhXE/s9fT2h7dZjvRqubhzmvcluNqTbez1Jnb5GdbTnm1VfOcXnu5W7u/sV2WhsTfPAtayoe09VXYmlrHfMrbNGeCnPp92E2jwHmxjikIN7cVfNLS2J2ctyAkuMPK4Xv+SGP/PEA//Svj/PzJ3ay90Aff9zWzq59vbjd7eB7xJJjzMY4BdxnfwyAtfqsaQlixqPpBvapm8CwCDt24L/4yMTOi6VQ+T6Ue3g726ZKzDbQdKrmuCybH70It/UUy4UKR7JMnUKxcg6NEELMFAlkxLQoOj5eoLCGFAncvj+L54fUp2ya6myKjo8fhGhuHlXoRsXS2GM0InT/8L/gFtDqWjCP/5OZGEZFel0z9ivfAID3x59GjSfHoZkxCDzCwujaR0dC3DaImVESdiXppEXTwI6k3R3V82QKTlC1U7YQQswECWTEtOgveowsoPnCrl4ATljacLBar1LohW4Cz8eMxUZ1yB4UdGwn2PU7AOzXvBlNP7J5GcbykzEWrgYV4jzxPZQ//syEZicIc10TOna6WaZB3DZw/erJuktbozpLu9qqBzK+H+K4EsgIMZ16fvVdtv/TW+nZfPfwv//qu0f4zmqDBDJiyvlBSK7gErMPzq6EoeKF3b0ArFrWUH5cc/PopT4cI0XcMjAqFCNUgYf79AMAmCvWTbgg3XTSNA37NRvR4mlUrhPvDw+Nf5KVANdBFWtjViadsPC86ilyg32XqgUypqHjh+GYwZAQ4vD0/Oq79PzyLkDR8/B/sf8/P3Pw77+8a0aCmUKhwOc+9znWr1/Pa17zGv7qr/6KZ599lnvuuYdVq4Y3/X3sscdYtWoVe/bsAaINGrfffjvnnXcea9eu5S1veQs/+MEPpvT+JJARU65Q8nHccFh+zN7OPPmST9w2OGZB9EkfFaIXukEpAvSqu1+8rb9E5bvR4nVYa86biSFMiBZLYZ98IQD+jicI9m8d+3hNQ7PsaFYmnL6KuBMVj5mgRS80lSwbmJHZ1zlWcqRGyT3yYxFitlBKEbqlCf+JgpaDii//ftjfe35514Svdah7ez7+8Y/z85//nM9//vPcd999rFixgve973309PSMe+5NN93Et7/9ba699lruv/9+3vWud/GZz3yG//zP/zyke6lE9k2KKVcoeVFnZP1gs8ctu6If+OOW1JdnXaLZmCyBnYKSwjZH58eE2Tb8F34NgLX2gqguSw0xWo/DPPYM/JcexXnq+yTO+whaPF39hFgKle9BFfvRUke2+GLM0qNZlSDEqvBv31QXIxU3yZd89nXlyzM0Q1mmRr4ogYwQE6GUYt+/X4OzZ+wPPZP18g1/NaHjYktWs+hdn6vaiLeSHTt28Itf/II77riD1772tQB86lOfIpVKkUqN3YahUCjwb//2b1x//fWcc845ACxbtoy9e/dy55138ld/NbH7Ho/MyIgp15tzhiX5wsH8mNWDy0oqRC90oTSFr3RMQxt1jlIh7lP3gwoxFq7GXPSKGbj7ybPWnIeWmQ9uAeep74/5qUfTdNANwlz3ES+QF7MMYpaO61W+D03Txl1esgydkhfgz9L+O0LMvIkHEbVg69Yo6Hr1q19dfsy2ba6++uqKDZqHevHFF3Ech09+8pO85jWvKf+5/fbb2bt3b7mQ7eGSGRkxpRwvoFD0hi0rdfYW6co6GLrGsYujAnKa049eyhLG6vC9aEZgZCDj73iSsGcPmDbW2j+b0XFMhmZYxNb9OaWff4OwbRv+jiewVp5W/fhYClXKopw8WvzI1ZrQNI26hE1bb4Fqn6uWtaZ5fmcPu6pV+LV0SgUPxwswR2Z3CyGG0TSNRe/6HMpzJnxO72/upffXd1d9vmH9W2k486KJfX0rNqnZGADTjMKEsc5TSpWf94c0kh38UPcv//IvrFy5ctR54wVCEyWvPGJKFR0fxwuxrYM/WlsGZmOWL6yLApwwGJiNiWYn/ECRtM1hvyhhMYv3x6j5p3XieROqoHs4lFIo30WVclELhL5OwtLE2xzomVaskzYA4P3+fwmz7VWP1QwLVIjKj7++PN0ScZOxdk8vnR8tk+1uy1WsOWPoOkFA1VkdIcRwmqah2/EJ/+n99ffGvF7v5u9N+FqTDWIAjj32WCDqRzjI933OPvvscvPl/v7+8nND+xyuXLkS0zTZt28fxxxzTPnPww8/zJ133oleYXPHoZBARkypQskHbXj0vnVwt9LSBgB0px/dyaHsaB4gDCEWG56j4T3zIPgueuNizJXrpvw+o8DFQZX6CfNdqHw3yiuBaaM3LCTWegxa6KPc4oSvaa48Hb31OAj9aEt2UD13RLPThPneSV1/OsQsI2o3UGVpaEFTEtvUcbyA9t7K96prUJSEXyGmRePr/mLY3xMrXjXm81NtxYoVvP71r+ezn/0sjzzyCDt27OBTn/oUrutyzDHHoOs6//Iv/8Lu3bv5xS9+wTe/+c3yuXV1dbzjHe/gX/7lX7jvvvvYvXs39957LzfccAPNzVNX0FSWlsSUCZUim3eJJ2xUEG3J7S+47O2IWjesWtYQzcbkO1G6GeWKhApdZ1j9GH/f8wT7t4CmR1ucJ9ACYDxKhRB44LsH67iYNpoVQ69rRrMTaFYCTBvTMrAaU2h9RVT7LtD1qKDdODRNI3byWyj+9FZUtg3vuZ9iv/L8ysdaMZSTIyz0YtjTU+J/ImK2jj2QJ1NpaUjXNZbMT7N9X5bdbTkWNI2uvGyaGvmiNxO3K8RRp/G1bwOg55ffofGsd9C4/q0DW7K/Q+Pr/qL8/HS67rrruP766/n4xz+O4zisXbuWb37zm6xevZp//Md/5LbbbuO///u/WbNmDf/3//5fPvzhD5fPvfrqq2lqauIrX/kK7e3tLFiwgI997GNceumlU3Z/0mtpikivpWg2Zvv+LAta6igWHYIg5LdbO/jhIztZ1Jzi/W96BXqxB6NnF2GiHjQdxw1QwPIFdeiajvJKlH7yNVSpH/OE9dhr/vSQ7kWpEHwP5TtRAAMDgUscLV43ELjEo8dGTLcOfh+6u3O4nXsJe/ejJerRjInF/f7+LbiPRlsmY//nrzHmH1v5Hp0CSlOYrcejmVOzVjxoMj9Lezr66ewt0VBXOVj75TP7+MXT+1izvJE/P3v0WBw3wA8UJyytr7j76VDN9t8HmBtjgLkxDum1NHfJjIyYMiXXH9jKqzO4CLF1aBG80I9mY0wbBmZZvECRjpvog39/7qeoUrQ12Vp91oS/tlIKfCeabQk8QIuClFhySOASA2N04FKNpmno9QtQoYfKdkCyEU0f/43aXLiacPkpWJrPvFedTn93H57rYafSZFpayHZ04OZzYCcg140qZtGOQN+oQcmYRRBW3z2wbCBPZld7blhS36CoVYGL41Xexi2EENNJAhkxZXJFD2NI7RjHC9ixLwtE2671Uh+alyeMH6yfEgRhuRBe0LUbf/sTANiv3hglxU6AUgpV6ImClFgSPZEBKx7NvhzmTIem6xgNiwh8H1XohVTjhJa6Ume+lYZFi+l77Ac0nP5mCtl+Ug0N9D5yLw1nXkTv/v1RMGPZhLlutNTEgqTpkIiZWIaG74eYFVpELG5Joesa/QWP3pxL44iZG13XUKHC9QJITOx7JoQQU0UCGTEl/CAkV/SGtSV4aW8fQahoqovRnDbQe7pQRgwGPtErNVDq3zJQYYD7u/sBMJatxZg/eqteNarUj2bFMVqWo9nVu2cfKs2wMJqWEIQBqtiLlmwa95z6BYvoe+wH9G6+G2fvNpr/7IO03X09xR3PAJBZt5HOfA7sJKrYG40h2TDl9z4RMdsgZhvRFuoKgYxlGiycl2RvR55dbf2jAhkATdcoOdKqQAgx82TXkpgSRcen5AXD6sdsHWwSuawBo9SH5hVQ1sFAww9CrIFCeP6236Cy7WAnsU96/YS/rvJKUXG9xkXTEsQM0qwYRtNiMGOExey4x2c7Omg48yISK9ZS3PEMu2/5CMUdz5BYsZaGMy8i29ERXVc3QBsskHdk0tV0TaMuZY+5hXqwXcHuavVkTJ1cyTtiYxBCHL0kkBFTouj4qPBgW4IgDNm2J2qOuHpxGr3QjbLi5dkYYGApw8Ao9uBt+QUA9ivPR4uNXfZ6kAoDlJNDr29Fn4HZDC2WwmiKGlYqZ+zEbjefI9/bR/MFHxr2ePMFHyLf2xctKw25ripmYZxrTqdUzCREVe+7NH/sCr+2qeN6Ad4sTQQVQsxeEsiIw6aUIpv3hhXB23UgR8kNSMZNltU5aEEJZQ7fZuwHimTMwHvmh9G27PkrMZa+auTlq35NVehFSzWhZ+ZP6XjGoicyGE2Lo+J5XvUEWTuVJtVQT+eDtw17vPPB20g11GOnDvZjGiyQFx7BAnlx28Q2jaqByGBhvM6+EvnS6K3Wlqnj+gGOJ8tLQoiZJYGMOGyuF1J0/WHLSs/vjN6UT1hch1nsiYKYEbtdlIJ4x3OEHTvAMLFf/aYJ7yhSpX40O4nRuGjGk2S1VBN64yKUkz9Yk2aETEsLvY/cW15OWvKhr5aXmXofuZdMS8vwa9pJwsKRK5BnWzrxgTyZSpJxk5aGqGHn7gqzMpqmgdIkkBFCzDgJZMRhK7o+rh+UeyUppdg60O169XwNzXejZSWgrqGeNa85iVR9BjMoknbaWPKhr5J+7cXoqfGTaGEgL4aBvJgj0A1b0zT0TAt6phVV7EeFo6vaDubINKx/K61vvZJi+17mX/R35b4ogzky5WtacfBdwkLfTA1j+NfXNDJJe8ylofLyUpU8GV2PlhiFEGImSSAjDluh6GNoWnk2ZV9nnt6ci2loHJcpEg4k4dY11LPyhJXkf/sAx646lhNaDeZv/Bi5PzxM87oNw5ZbqlGhj3Ly6JkF6Mnp7b80Fk3T0RsXoNU1oQq9ozpZu/kcvfv3k1m3kd79+yl4Gu3330z6pLPo+v2jw3Jkyte04lGrhCqzPNMtETcBrXqezEDC7662/orPW5ZOoeQTSsKvEGIGyfZrcVjCUNFfdIflx/z+pU4AjpsfI4ZPaEaf5JetWErfo/eWtyTPO//9tN/7pdFbkqso58Wk56FnWqoeN1M03cRoXEwQBFGNmWTjsKUxN58rj0czY7hGkj23XRb1cjr70tHLaHYiCmRK/WjpeTM4kkjCNohZ0fJS3B790rB0IJDZ31XA9QJsa/iSnmXolNwQzwuHbcMXQojpJDMy4rCUXH9UfswfXuoC4BXNIaF1cAfSrh27qT/j4JbkPbddVnFLcjWqlI12DjXMfF5MNZppYzQtRrMTqOLYy0LWytPAMAl79xN2bB99LS3q6RT2d6HCmc81sUyDVNyoug27IR0jk7JRCvZ0jN5hZZk6fhBKnowQYkZJICMOS9EJCAOFMdBwsDfnsLcjhwasalYwpLJuf28fbfvbmfeG4c3CKm1JHilKglXojYujVgM1RLMT0bZs3USVKi+7QLTN2lx+CgDeC5srH2QnUaXcmNeZTumEjedXXxoaq56MpkXLUq4EMkKIGSSBjDgs/QUXY0g12C0Du5WWNeok0sPrwdQ11NO6sIWuH39j2OOVtiQPpQIf5ebR6xdG7QdqkBZPY8xbglIByi1UPc487kzQdMKOHQTde0ZfRzdA149Ygbx4zMTQozpAlZT7LlXJkzENjYIk/AohZpAEMuKQeX5IvuQTG5Ifs3VnLwAntupgDO9ztGzFEvoeva+8nLT0o7eOuSUZhubFtKDXHfm8mLHoyQaMxsUor4TynOrHLH0lAP62X1c8RoulUKUjUyAvbhvYVvXlpWWtUb7Tno58xWDHtgxyRQ8/kMJ4QoiZIYGMOGRF18cZ0pag6Pi8fGCgSeTi0bMr+x//KfWnbSxvSS65ita3Xll1SzIQdYZOpDEaF6Dptf/jqqWbo47ZTj8qGF04DsA6/v8AEOx7nrB/9Jg1w4LwyBTIMw2ddMKqmufS0hAnbkeF8w50j655E7MMSm5AoSSzMkKImVH77wyiZhVKHgw0fgR4cU8voYIFGZ159cPru+jFXoLH7qL93i+Rfs359O7fT76zfdgW5ZE5MsotggZ6wyI0s7byYqrRNA29fgF6Zn7UDLJC0q6emY+xcBUA3rbfVL7OYIG8MaoHT5d0wiIIKi9raZpWrvJbaXlJ1zU0IFeoHMQJIcRUk0BGHJJKbQm2vhxtuz5paXLkwSS2/S9a6NPb1U37zl3loMXN5+h8ecfoICbwUW4hCgpqNC+mGk3Xo+ArNQ9V6BlVYwbAPGE9AMGuZwgr7HaKCuQ5R6RAXtw2sQy96vLQwXoylZOzY7ZBb96R5SUhxIyQQEYckpIbUHIDYnb0I+T7Pi/ui3I6Xrls+LKS1fZHrN5dhJpBcOKfYRpjb51WKkQVe9EyzTWfF1ONZpjRtux4ZqBg3vAZDqNpKXrzMaBC/G2PVL6GlUDluqouUU2XuG0QG6NdwWCezO62XMWE5Lht4LiBJP0KIWaEBDLikJTcAM8PsMwoKNm5ux03UNTFdZbMO5jkq7l5Ett/AUB20Rkkm8Zv8KiKWbR4BqN+4azIi6lGM2MY85ZEFXuL2VHPWye8FgD/5d+inAo7newEyi1WPHc66bpGXcLGdSvPqCyalyzvTurqG730pesaCsgVZXlJCDH9Zu+7hDii8iUXXR+oTBsGbH15oAjewhj6kIq1iZd+ju6X8JIteEvXER+n4qtyC6Dp6I0L0Ux7zGNnA81OojctAU2Naj2gzz8WrX4BBB7+jsdHn6vpYFgDBfJmdpkmmTAJURVnXAxDZ3FztLW+Wt+luK3Tl3OqbuMWQoipIoGMmLQgDMnmvYPVfEt9bD0QbTdevfBgkq/ZvR27YwsKjc5l55FJx4cFOSOpwEO5RfSGhejxumkdw0zS4nVoiUaUO/xNX9M0rIFcGe+lxyr2WNJiKZQz8wXy4raBZRhVm0guHVheqpYnE7dN2b0khJgREsiISSs6Aa43kB8TBhzY206/AzFTY2XLwCyK75Dc9lB0/MKTCesWkIxXb+0V5cX0DeTFzHyfoemkaRp6uhGUhgqGv7Ebi16BlmoEt4j/8lOjz9UNQCPMz2yBvJhlELfHqiczdmE8XddQoSwvCSGmnwQyYtJKjk8QgqHr6KU+tuyL8juOa7UxjWjGJbZjM7rTTxDL0LPwDJJxE9usvqykCn0H82K0ufdjqcXTaIkMyhkxK6MbmAN1ZfwXf4MKR89gaLFU1MdpjIrBU03TNDIpq2ogs7QljaZBb84lm6/crTsW08nmXVleEkJMq7n3jiGmXbbgYpkaBB56vovnO6KZgtULBmq99OzF2vtbAArHvx4fg3TCGt3teYBy8mCYGI2L5kReTCWapkczTWEwqraMuWwtxNKoYpZg9x9Gn2vaEASE+d4ZuttIMmaBRsWZoJht0NoYbbOv1HcJouWpguPL8pIQYlpJICMmxfUCCk5UzVd3snT35unIKXQNjm+1IQzQfn8/GuDOP5Fieim2ZZCMVV5WUoGH8ksYDQvR4pV7Lc0VWrwOLV4XBW5DHzcsrOPOAMDbtrli3RktloqWl6q0PpgO47crGHt5ydB1lIJ8SZaXRG1SSqHCEBUGUe2qwEP5bsXfQVG7qictCFFB0Q3wvICUBXq+i+e6olh4ebNFwtaxdz+G1t9BaCUoHns2jhfSkLbL27SHGsyL0TOtaOmmmR7KjNN0A72umaBjO0qFw5bQzBWn4r3wK1R/J8H+rZiLXjH8XCuOcnKEhV6M+tYZud8oAI16J8Uq7DZb1prm8efbqyb8AsQsnb6cy/yG5MFdbuKIUUqBUkCV/w57DFAKhSLUNXzLIywUCEclgB9i7tah5HxVPWfwfsPyMSoMIAyBEEIFuqJUjOH3FfA9P3p8YMyqPP7oWkb9ArTM7KxhdTSaFYFMGIbcfPPNfPe73yWbzXLKKafw6U9/mmOOOabi8T09PXzuc5/jl7/8JQBveMMbuPrqq0kmD1ac/dGPfsRXv/pVdu/ezfLly7niiit43eteNyPjmc0KJQ8FGKUsmldgS3v0+OqFMfRCN/bLUcl957hzCY0kyvVIxSsvF6liH1oig17fOifzYirREhm0WCrKd4kdnIHSrDjminX4L2zGf2EzxsLVo5biygXy0vPQjJn51a1L2vT0V54FWjY/2rnU1lOk5PjEK8y6xWMG/XmPguOTTljTeq9HKxWGEHowMKNA4EezCl7p4Bu7UtH/U/mN+2CAMBCkKIYHNYZOKRfDzzsEVXayUf55HSNAqfaUplV5UhvjcuMEQpoWnT/wX83UCc04oesMDPPg8xoa6NH/q2L/+NcWNWVWBDK33HILd911F9dddx2tra3ccMMNfOADH+CBBx7Atke/SV5++eU4jsO//du/kc1mueaaa/jsZz/LP//zPwPw6KOPcsUVV3DVVVdx5plncvfdd/PRj36U++67j2OPPXamhzdrhErRX/CI6R56oYtcGGN3d7RMsrrVJrntB2gqQLUciz//REqOR9w2SMQqzMY4edBNjIa5mxdTiWaY0axM506wU8OCFevYM/BffJSwZy9h58sYLSuGn2wnUPnuqGDgDM1gJWImuq4RhmrUjEo6adFUF6O732F3R57jl9SPOt/QdUKlyBVdCWQOgwoDCHwIvCgh3PdQvhMFK747MPvgD8xAAJoOujHw86VF79mV3rjLb/QMeeOHYQGApqEbGlYmgU4RVaUPV63TDQ0jmUD3xx6D0qrPMIraVPMfg13X5Zvf/CaXXXYZZ511FqtXr+amm26ira2Nhx56aNTxTz/9NI8//jjXXXcda9as4cwzz+Qf//Ef+f73v09bWxsAt99+Oxs2bODiiy/m2GOP5ZOf/CRr1qzhW9/61kwPb1Zx3ICS45Pw+9H8Els7dRSwsN6kJftHzL49KN1CnXQBaBquG5JOWhgjqvMq30X5TpTcO8fzYirREvVgxcEb3j1ai6cxj3kNAN4Lm0efp+lg2IS5mSuQF7cNYlb1dgVLx8mTgWgrd1/OJQxn5xvgTFFhgHKLhKV+wnwPYbadoGsX/oFtBPu34u/fin/gBYK2lwi6dhFmO8CNfoY0M4YWz6Cn50V/Uo3oicxAXlYaLZZGi6XQYkk0OxH9seJoVgzNtKM/hoVmmGi6iaYbaJpeNUFfiFpS84HMli1byOfznHHGGeXHMpkMJ554Ik888cSo45988klaWlqGzaycdtppaJrGb3/7W8Iw5Kmnnhp2PYDTTz+dJ598cvoGMgcUHR/fKWK7vSgryfMDRfDWzvdJbI+W8ZwV6yHZgB+G6LpGKj78U7gKA1QpG+XFpOZ+Xkwlmmmjp+dF3b1HMI//E9A0wvaXCHv3jT43lkKV+mesQJ5p6KQTFu44fZfGypOJ2wZFx5feSxUo3yUs9BJ0742ClQMvEBzYRtCxnaBrN2GuG7wSoEXBR7JhWLCixevQ7GQUiOhjV80WYq6q+aWlAwcOALBw4cJhj8+fP5/9+/ePOr6trW3UsbZt09DQwP79+8lmsxQKBRYsWDCh602GaR5eXGgY+rD/1hI/CCk4Pokgi6E8HDPN9o6oB9D64DdogUNQt4Bg2ToAPE+RTlikEmY0jc3ADoFiFj0zD2PeQrRxmkceKTPxfTAyTfiFLgidqNP10MeXnIS/+/f4235N4oy3jzjRJHR19EIXRqquaq7MVI4hk46Wjypda8XCqDP5vs48oQKrwu+AYehoJZ+S59NQF5vw163l34eJqjQG5ZVQToGw2A/FfvCdaPnGjIGdGlgSqo0xW8k06XnNFHq6AJ9Yuo5k4zxyXZ14hdm1BDP8e1F9RlMzNAxDwzjM13Mxc2o+kCkWo0+tI3NhYrEYfX19FY+vlDcTi8VwHIdSqVT1eo5z6FtbdV2jsTF1yOcPlckkpuQ6U6VQ8mhr66dULDA/7mLaTbx0IMAL4My6PdT1vojSNLRXbySRjN6odFNnUWsd9ZmDb9JBoQ+aGokvOg49VltjrGR6vw8pHL2A170fa8TXSZzyp7Tv/j3+3udIqhxm/fDdEypt4/d3Y+sF7MbhQftIUzEGK27TU/BIJuxRwXpdOk46aZErePQVfFYuHp0nA9GOrVDTqa+f/O6lWvt9mCylQtJ2SODkCXJ9hKUcoe9GtYXqU2h2U80ELkNpdgIzM4/e39xDw59sIizlScdT5b/72a6Ks4pjXc9I1RPk+1BucdTfZ0oqNXYw7RPHrk9iTdHruZh+NR/IxOPRG6HruuX/B3Ach0Ri9AtcPB7HdUdXGnUch2QySSwWK19v5POVrjdRYajIZg+v8qph6GQyCbLZIkFQG3UMenMO+zrzlPI5GunHLRVwiPH09hxxzeXN9qOgwF16Oq7RiF70MEyDMAgIfZ9sNnqBUl4JvBLG/BU4hRAK+XG+8pEzU9+HMIgTFAPw+4YnPJsNGAuOJziwje6nfkb8lDePOld5BoXdL2M4Bnp89AvuVI4hDBWe49FRckctFQIsm5/muZd7eG5HJ82ZyonbfhDS0+dRHzdJTTDptxZ/HyYqyncpoHlFEpTI9fQSei4YJpodByMZzVQ6wGF8gBppcAZlcMZk5N8nfP9K0bRsPr2/uYfezXfj7N1G8wUfpO27/0xxxzMAZNa9ie62NtDNcXNprGSazLwmeh+5l4YzL6KY7SNRV1/+e7btwKRneCY7VsPQSaVi5PPOqJ+noec6uRLxekXKKVF0wfcrL6uOZ6o+2Irx1XwgM7hM1N7ezrJly8qPt7e3s3r16lHHL1iwgJ/85CfDHnNdl97eXlpbW2loaCCZTNLe3j7smPb29lHLTZPlV9uWOAlFx8fzA8IjvDMgVIrO3iIHOrKYpR4a6UMPPPxYHWEQsPVAiY2Jp0iqAkG8geLS08s7JlxXkbBNDE0nCFRUaKrYj960FM3OVKhDUZuCIJyS72k1So8T2BlUoQs9OTxfyDx+PcGBbXg7f4ex6iz0RGb4yUac0Okm6NqL0bKian7EVI0hGTPo6C0Rt0Z/naUDgczOA/0EJ1X+WhpRMcW+nHOw2egETff3YaqowEM5hajJZzGLckvouiLeUI+y4igrSoxWMLCyMbW/43YqTaZ1QTk4yPf2kWo4GCz07t+Pk+sHr1TOs1KlflSxf+Ce+4c9HhxzEvMv+jucvdso7niG3V/7CACJFWupP20j7fd+KQpqNB0GE4etePT/Zqz8GFachg0X0/vIvcODoruvLwdFdes20tU/8byviYzVzY8MZqKfoSAICYa8vo68Vk5TpJua6H0kmnnK5jW8KjliojbUfCCzevVq0uk0jz32WDmQyWazPPfcc1x88cWjjl+3bh033ngjO3fuLNeZeeyxxwA4+eST0TSNk08+mccff5y3ve1t5fMee+wxTjnllBkYUXV+ELJ9bx9uyaWpLj5mk8Xp5Pkh+zv76Wlvoy7oJaZKKCtBmIheiHd3uiwID7A+/gIAxRNeD0b0KTtEEYaKunQ081VuBpluQa+TAlNDaZqGXtdEUOhGBf6wfBej+Rj0pqWE3bvxX3oU+6TXjz4/Xo8q9BD2d057kbxU3KYtrDz9v3T+wM9FW67iNu1BMcugN+fS3JAYswv6bKI8B+UWUKV+wmIWPBc0hWbG0RIZDMvESCbQ/CJM84eTTEvL8GDhzy4dFiykX3kOvd++KtqmPQHFHc/Q99sfM+8NH2DPrR8rPz7vDe+n78kfla+LCsEtRP8OVa7V6fSOHxTt/CMM7KDCjA38146CohGPzzvvHWMHRqdeQMf+7VGQpemg62imQWD5KMdFKa38XN3If7cLPkTb3UNmns64iB4JZGpazQcytm1z8cUXc+ONN9LU1MTixYu54YYbWLBgARs2bCAIArq7u6mrqyMej7N27VpOPvlkPv7xj/OZz3yGQqHApz/9aS688EJaW6MX+0suuYRLL72UE088kde97nV873vf4/nnn+ef/umfjuhYQ6VwPJ+O3gK9/Q4tDQnm1ccxZzDZMV/0OLCvnWLXfhr1ArplE9qNQ4pdwdZ9Bf4i9SgAzoJX4jccnClzvZBEwiIxUBwtagZZh9G4EE2vvTyAI02LpdAS9VFtmGTDsOesE9bjPPpf+DuexDrhtWj28KVPTTfAThFm29Hj0fba6RK3DSzTwPODUVWaFzQlsU0dxwvo6C3S2pSsfI2YQb7oU3T8iktUs4nyXcJsB2G+G3wHNCOajUg1zGi+i/JKhD37CHv20rXrCZrPfvvBYOGWjwLDg4VyEGPFox1PiTq02MB/40P/pIk1L6Rh8VLa7r5+2Nfs+vEdtL71StTSk3H7ugeWjQdr2kT/VZ4Tzfz40X9dzyH7x9+MDorOfz99j99/MChyfdRAc9Sxwr7OYue4gVFp8JpDVFrQ7lyxdsS1Ply+VjQjI0FMrav5QAaiAne+73PttddSKpVYt24dd955J7Zts2fPHs477zyuu+46Nm3ahKZp3HzzzXz2s5/l3e9+N7FYrFzZd9D69ev5/Oc/zy233MJNN93Ecccdx2233VYzxfAyyRieH7CnI0df3qW1KUkmWb3p4lTp7emlffceVK6LhriJitejRixZKKVo7XySBWYfrpGktOKsYc87bkBrcxrT0PALuTnfDPJwaZqOnm4iyPeiwmDYEpG+4Hi0zHxUth1/xxNYq0ZXntYGiuQFvQcwWpZP2xbcuG0Qt6N6MiMDGV3XWDI/zfZ9WXa15aoGMqah4weKQmn2BjLRzrs+wr4DqFIOLZaGWPqQfzftVJpMSwvZjg7cfG7U34d97TBAZdsJevYQdu8l7NmL6u8oP+8BViLBvPPfz57bLis/3vxnl5Lbu4Nw6SnEjz8rClSM8f/961sX0vvIvRR3PENixVqa3/hhOn94K8Udz9D7yL3Ur9tIZ6EwbNfdWOOsX7hwdFD0PwNB0eLX4PR2DARCLgRuFAz5Lipwo0DJP/i467iVA6M3vJ/sU/9Lcd9LYCcHKhuH0bK3UqBGByXFHc/Q9/j9o//d3vgRii6yrDQLaKpSa1sxaUEQ0t19eAmsIYq93UWckoc5UE21v+ihQsW8+jgtDQni9tTHnoHr0rV/Lz0H9mIoj1hdQ3mpaKTetjaWbPlPTC2k94Q3wYKDeUphqCi6ASeubCYoFfHz/Rgtx6Cn5035PU8n09RpbEzR05OfkdwMFYYEbS+ivNKoXBh/1zO4v70X7CSJN3y84huQCgNUoRe9aSlG/fxpG8P+rjz7uwo0ZUbv+vjlM/v4xdP7WLO8kT8/u/oHgv6CS8wyOW5J/bjLSzP9fRiP8hzCbDthf0eU4BpPjzv7YhjakITl4S+1dipNw8KFVfM8enZso7jzD1Gl5+49hH37o+q+I2jJBvTGxSROOJ15p5xL+/duODjDQTSz0PrWK6vkjVQ38v5Cp4AeS46Th1JZ8/IVZJ+4n97Nd0dB0QUfovPB2yjueIaG9W8ls24jnS/vmPS9DV1OGm+sg9+Lvr48gT/Qh0mF2Ok6Gpcur3ytt32SbD44pGCmpaVu0ueIQzMrZmSOVrquUZ+y8fyA9p4i2YJHa2OCxrrYqGq5h0KFIV5/F527d5Pt7cFOpbESDcOOqWuoZ9mKpezasZv+nh6WhLtZ/uEv88f//QG0rhp2rOMFxGyDuK2R6xksetd42Pc512m6XrWZpLHkJLTnf44q9OLvfBpr5WkVzjfAThBm29DjqWlbYkoOzKIopUbNQCwbyJPpybnEYwa+r/Ar7DRK2CaFkk/J8cvXq3VKhah8bzQL4xajGY0pmGEcndMyIs/jpLPou/vu4SdZMfTGxeiNS9AbF2M0Li5Xx25avoK+R+87OIMyJFjofeTeKFiYRCDj5nP07t9PZt1Gsm0HSJgBud4smXUbJx0UZTs6aDjzIoBy0Nb61iuHBUWTMfhvdyhj1TQdTdfK5WDrFy6pfq3f3CM5MrOAzMhMkSmbkenK4zgB5oiESaUUBcen5AY0pGLMb0xQlzy0F1OlFKrUT75zHz1tbeQ8g2QmM6rwWF1DPStPWEnfo/dSf8ZFdL7wDM3HraHv8fupO/1CXt62g/7eg7V8+nIuC5uTLK1XFIIYqnHZjDU3nEpHYiZABT5B2zYIglFtG7ztj+M98yBasp74hsurLh+F+W60RD1Gy3Is25ryMThewLbdvViWPmrnkWlouKHG2uNbyJc86pI2vdkSbV05SiMq+nb1OSxrTdPSMHa5g1qYkVFukaCvDZXvQjNiEEtNahlpvBmZ+oULaL979AzK/Iv+jvb7bsLpbo8Cl6YoeNHS1WvOjDfDM9ngY6LjmKjJLKNN5FqTHWu1MYy8Vq59P+n5i4bsWpIZmVo3+95l5jAVBhjdO7AcD81OghlHGRbKsNB0i1TcIm5H3YTzRY/m+gTNDXHsSWxnVW6RINtGf0c73f0Ojp4i3RCn0mvzshVL6Xv04CfGeee//+CWS2DZKW/ij09HgYwfKExdJ0EJzarHqF9EoMuP10QdbCa5C9TwN0tz2avxnv8FqtBHsPePmEtfVfkaicFdTHUw7/BKCVQSswwSMZOC4w0LZOIxk+OOmcf3fraNm+56mnzRI5Ww2Lh+JZvOOY4Xd3YNC2ZsS6M359BcH6/ZXj4qDAZyj9qiyruJ+ikLylXgEex9jtLLv4VXnFYxpyXfvg9OeiPxCeSyDBo6gzL4Ru4VC4c0gzId3Hxu2CzJyL9P9lpTNdaR1yq17STQY2TOuOiQgxgxs+SdpoZoqCgHplREFbqiNVwN0E2UZqJMG91K0GTGcEKdAx1FsoUk8xtTNNTFxsw5UL5LmOsiyHbQ29tPl2NhxOqoi1X/Edi1Yzcrz7ionM0/+GKbWLGW+jMuYvsL28vHOm5AwgyIGwZ281Ic34YayGuYTbREPdjxqBFg7GDCrGbapP/kbTSsPpXuX92NUopYum7Up9loiSlJmG0jTNcBU7/EVJey6c0NL+DW2pzmnp9v4zs/eaH8WL7ocddDWwHYsG4pO/f1lp+L2ybFkk/RCY5YiYGxqFIumoUp9KBZCbQpyvEKs+34L/8Wf9cz4JWG7yYaovNH36D1rVfiM/ngY6qChXI37SBAhT4aAT4xwoKHUoNbmo3oj6YfkT5PUx0YDbtWsUhP1jvsexQzo/ZeRY5ChqFj2SbxeBIrfhLppE1fdx8du3dTKhRABWihj+YV0Z1+QJFEI6EZFAsaBzpscvUZ5s3LkEwmwbTAsNA0vZwIGmbb8fL9dDk6vW6CZNzEssbOsyns3kJv4eVRnxjnvfHDdHX2lJeVlALf86izffTGlZh1jdBTu5V7a5Vm2uipeYQ9e9GGBDJ2Kk3Dca+n95F7aTn/veT37SQ9ZCp86CdQzU6i8l2EvQdQ86c+yTphG2ga5XoxpqHTUBfn/s2VEzXv37ydt513PHvb9HLOjGXq9AchhZJXU4GMCnzC/k7CbDsoHy3ZeNhv0CrwKLz4HIU/PkLQtav8uJasp/lNHy1vPZ6KnJZJ39tAoELoH/x/TUX7ngeCFM0w0ew0eiKJVZ9C7+4jdEoQeNE5vgsqQKkQlAaog3VbtIFAR9dh4P9rdQZOzG618ypylDIMnVQ6xt0/e5H7N28fMi2/gk1nn8iOPzxHqVhE6SaYQ2orKAWhT8LwifklSu197O/SyKRjZNJJTNsGOwG+jyr2UQoNOkpxCo5PXdIas9+NVsqSeHkz9SmLhnP+btQnxq4f3krr266imC/Q1daO7wUkwhyJxmUYmfnT9491FNBTDYT9HSivVN7WOjIpdN4bPjAsKXTkG56WaCDM9+D1dQLpSl/mkMVtk5ht4noB8ZiJZerkitFSZyX5gecsUx+W/GtZOr05l3k1srwUFrOEfW2oQhYtlkSzM+OfNNb1yrMvz4I3UEhQ0zAWrMJccQr6/GPp78lOaQLsSEopGJxZCaOZFUL/4IuIYYBmohkGWiyDZsWjJGbdjJbRDCtqqaDpmKaO3ZjC1OvBD4dcezAQCqIdVWEQVTj2HfC96LmBYIcwRA2tDqMZUaCoDQQ7g8FTDfadErVNApkjzLJN7v7Zi+VpeBiclo+m6V//mqXsfuGF0SdqGgzmz1gJEglw3YD2okcuCJiXcki4UVfdfpWgs98lCEMyKbtiPgwAgUt89+PE9jyJFvrM+9BXh31izJz/QbL/8/WBbP7vsfj0C+lqa8fL95LO1BOfv+SITDHPJZoVR081EfYdKAcygzs+ykt8A3UzEivWVnzD03QDzUrgd+9DpZaAMX6dj4myTJ1UzKSv4BKPRVWgoy7nVsVgJjXwnDdimTFuGxRKHiU3KBdPPBLKhe1yHdFkQrpx3DfSakmrfW37KW59FH/Hbwm7d5ePN9KNGMe8Bn3pq4dtr5+OnBYV+gM1V5zow45hlAMTLZ6KKg4PztgOBisT6JU0kqZpYJjRH2JUO1uFYTmQOhhMDfy/V0L5XlQbJvSjwoJhGM3uDF6wHOwMWcqSYEeMIIHMEaRpGvG4yc4DWe686ixuvuc5nn6hg9ec0MLHNp3IHT98gfqmE9hvmfje+GXFbdvAsgwKJZ+9WUV9ysbQdbr7S5iGRjpZ5dutQuy2PxJ/eTO6Gy0JBQ1LCIKQ1GkXApA87ULu/sXLvPWiK4g9fh+p0y5EmTam8gnRSbUeE5USF4dNTzUQ5jpRvotm2rj5/7+9+w6zqywX/v9dZfcye/qkkw4hjZKCIWAITSD0prQDHgULCOoPj4pvjhev6NFX5MhRQPFFQT3wihDFQ1EQAkhIQkgoQnpPJtN3b6s8vz/WzGQms2cyNbMneT7XBZlZe+21nzVrl3s/5b6TpKIxKi64rT3rKEDFBbeRisYKfuApHj/CSmNFaxGlEwY1q3LQ76I57lSRNy2baCLLstMndQrG2yw7fRLReLbLUmyXrhG3DFJZY1gCma6J7UJOXaDDKLRaxh8JE1u1gsj8ZeRX7SDfvKe998U9+VRKp8wkkcwVXO0zGPM8hGW0ZtHNO0M6Li9qSY2TNVp3twYrwzOso6gqqAdXVxZqgWjtXaa1V6dLsGMZTmK8tqEsu3UoS2kbymqdp9NWjkBRCv/bbbgljXQykBlGqqqQzVt89ZpZpNes4Fs3tgYLnzyO9JoVfPWaS8nlTXSXu1eBDDiv2YBPx7QE0WQOIXDmw+iFP8j0lt34tr+KlnIyhFreErKTzkQbN4eMp4wHHl/Ply//FPc9vp71mxvYvLuFL1/+Kb73+HruunYuCBs1MopgqcwXM1gUTwDFH0Ekm1D0MtyBIIFISZesqI3PP0z1lXdjZNIFgxnNX4JddwDcQZRBrHPl8+iomoJl2WiaSl1jksuXTAHoOjzaumqpEJeuEkvmKQ8f2eGlLontAt0vaT5UoWG+jsuny8//PHUr/4g23ul90TRl0EtzCCGcD3YjC7bh9K64/ajhKlRPANz+EVUORGntXUZzgaunYKdtArJ5cDKybSHMtqy/ljOEJQTCNg5m8hUChMBWwcCLncxhW229PgcDHaUt4LHlKqWRRgYyw8i2BQFdEF21ov2N8bLzbqXl2YNvjCWnXY5p5Pt8bF1TCAfcCEHBoSQ13Yxvx0pcTdsAEJqH7ITTyI2eC6pOfUuWST43m/dE+ewPVrbfb/3mBj77g5XOkIHfTczyEh5VfUTrQR0LnLIFzQjL6Jr861O30vjCI4edFKpoOri8WNE6JzhyFy4d0Fdet4Zb18gZNn5NJZsz2bqriXPmjeOqpVOJp/IEfS4+3tncZel1Rz6PRiprHrHhJWHbzvL0WF2/E9vFGxooWXhpwWG+koWXEq3dX7CUxIDbLuyD9YyE5RRP9IVQ/SXOdXUVx1yjodJpKKubYAdaA562sgTtpQmc8gSaCt6wh1xLEkzTCXgs8+Acn9bgSPEGnSEsacSQgcwwEkKQtRRCHZY4Zx4+WPwsvOBStuxs5MX3opw5PYBL6/sb1aHvbYqRwbtrFe7aDSjCRqCQHz2X7ITTEC4/li34x+YUr21MERjVwEWLJnZaVttm2ekTiTa1kHGXMjYweHMwJEfHYpJds6JGqbr8a8RW/5mSBRcTPVDX7XFUTwAr1+TUYqo4blC+qWuqSjjgoiGabV91lM2Z7NofZV+dStaw+K8/fkA8lef2K2ZRGio8ZOPSNeIpg3TWHPJARmSTWPF6RKoFRfe09sL07fUkjCzJVS/AqPFdc79ccBvpWBwjnR68NtvWwcKLAnB7UEPlTgDm8cuh3AKcXhUN6BqIqLqKHgqgmh7UHlJDHJpdWyp+MpAZZtmMgTvspfRTXyDz89vat5ef96/EV6/A/ebTLLX81NeXE6keTaByFFawCuEJFe5q4ZCyAtFY6+9jqV37Kuba/4dqOvMbjLJJZCadie13lunWx02efTfO/qjzDXrl21u44/qFKAo89+aOTkMGV3xyMu9/tIeA34d/GCdrHq06FpPMJWJEodMk0HxLPaFZZ1L/zI+xIuPRjzul+2P5wohUC8IXRglVDEr7Al43dXa2y3bTstFVhfKwh3gqz/vbmjhz7uhuj+MML+UoC3uGpEfh4GTeRieNgb8EpY+JGoUQWPs/xnj/BbyjJlEy/6KuuV8OM8zX68fqbr6LN4ji9o/ITNkjjQxiRh75qhhmqqqgCpOWFx7qtL3ppUepuvxr5PZtgR3vUUoaGvZAa7FbW/dhBata/6vGClZh+0oJlUbaywpMWngZdbX1VI+qJPb2CsYtXEZ97Xsk6/eRmfRJzNLjAJxemC1pXtuUwrLB61K4YFaQ2eN0dnz4EeeeNI6rlk4jlc4T8LuINTaydctumtMK46s9PS7llvpP8YZRfCFELkVe1ToNHxmWQt0bz2HseA9cG1Grp3YpONl+HLVtiOlA6xBTz6UBesPr1nBpCoZpF5x/NXdKBTtqE7y3tZEz5ozqNkjxujWSQzC81HkYKY3iCfaqSvOh7HQU473nsQ44vZLl539+SHK/iHwakU+3znfxjdj5LpI0HGQgM8yCPpXoW8+0vzGWX3AbTa1vjLHVf6bs4jt5728vsG3rHkjUM1ZrpkaLopkZ1OguXNFd7ccSmotxt/5np7ICFed/rlM13LILv0ztex+3zuKHurjJig69MNOq3SybGyLsc7pms5kMezZvptalo+saVqKJvKecnLccl+YsvZWGhqKqqMHygsUkAfQpC7H2fYjdsh/jvefxLLy2+2N5Ak7K/dgBtPKBr2LyuDU8bo28YRUMZI6fEMH9tpMrZnddkgk1hevOuF0aibRBJjd4w0t2NoEdq0eko63DSOV9H0ayLcxtqzE+fhUsAxQVfdoiErEEpYOY+0XkM4h8Clxep6aSP3LUz3eRpMEmA5lhlszYRD5xOQCRT1xO3d59VF1xd3uhxu2bt6NXjGd6xXi21uV4ZEOCVNxglNbCJ6oSzCmJ4ck0oKUaUCyDphceoeqyr3YzGbG1rICiYtmCN7ekWbkxhSXA51L41OwQs8cW7uI3MynsfBrbV4odqCCdsQj5ndpP0tBRfGGnmnUuDYcUk1QUFfdJF5N99RdYtRsx932EPmZGj8cSyWaENzTgISZVUQgF3NQ1pQkU6OBx6RonHlfG+i2NvLetqdtABpzikNFkjrLwwOZaCTOHHW9szQkjUPyRfuU1spr3kt/wHCLmzD1Sy8fjnnsRargKI5MdlNwvwsgicinQ3aiR0ajB8l4t/5YkqSsZyAwzw7CIpyC88DKi8Rz1u3cRjyU57pSL2L55e6fq0lOqPXzpLBcvf5RizQ6Np2oreL5F5aI5IY6vcaGmm0kl69E+Xkf5+Z9rD2IAyi+4jbraehLRGHUxZy5MbczphZle4/TChLxd3/QVM4uSzyB0lzN8FShHKCqmaRAJDs28Bumg9mKSDbsLVl5WS2rQp52Ouel18u89j1Y5sduho/YhptjgDDEFPDq2EAghCj4PZk8pZ/2WRj7a0cz588d1W9zU525bvWQ6tcb6yCnw2IIVr4P21Uh9DwqEkcX45yuYO9Y6G1xe3DPPRZswt1Nv2EByvwgjh8glQPegltSgBssGZahPko5lMpApAoZh0WJYWKaTGTXe3MI/1xeuVeRxqVw4J8TMMR7+tD5BU8riv1fHmDnGwwWzy6iZPpnyaZOo/2PnnCNNzz9M9RV3s+rjRp54rb69F+aC2SFmHdoLI4QTwBhZhO7GClVj+yKgO9+Yc3kTj1uXw0pHiOIrAU/XYpJtXNPPwNr3ESLZSP7Dv+I5+ZLuj+UJIJJNgzLE5HXruF0ahmkXDFLGVwUpDXloSeTYuDvK7MmFaz85w0sm6WzfAhkhBCKbwI63DiO5vNCfYSQhsPb9k/z7L0LOCUi0cbNxzzoXxTM4JR6EmcNOJUBzoZaMkgGMJA0iOYtshJpQ4eYLZ5WxaKofBfhwX47/eqWJUePHEnv7YM6RcV9+BN/EOc6cm7efZfGpk7CE0wvzpaVlzB7XYTxeCKcwZTYKQmCFajDLJmGHatqDGIBsziLsd3X7DVsaXG3FJIVReGmvoum4T74YAGvXeqz67QX3a9/fV+IMMaVbBtQut0vF69bIGYUTiCmKwpwpTvDy3tbGHo+laxBP5XrcpyNh5LCb92LVb0dkEk6BR0+wz0GMnWoht+p35Nc+DbkkSrAcz+k34jn18kEJYoSZx4w3gpFDDVehV09GKxsjgxhJGkSyR6YIdU1kXphLUzj3xCAnjvbwp/Vx6uIW//fFbXz5cmfOTWD+pTz12k6uuuz/I7VmBZFPXM4v/vQxV5wS7twLIwSKmUExcgjdgxUaje0NQ4HuedsW2AJKgnI8/0gqVEyyI618PPqkeZjb15Lf8Byuyi8C3QwxtSfKq3WW9PbzQ1VRFMJ+N4l09wkbZ08q57X1+9lRmyCazBHp5nnj9egkMia5vIWnh3lXwjadYaRYHRi5XiW1K1QbKVRZScv6V0m/8Vun2KGq4Zq2GH3aIhRt4D2NwjIQ2QSqrqGXj0ELB1B0GbwMJlsITNPGtASWbTsrQJXW/1Tn+ampihz+PgbIQKaI6JpCwKsTa8rhQcfl6l2H2ZhSF5//ZBlvbk6z4MQaXt1Qx6wZThmBjmUFXt1QxyWLxlK7tbUarxAoRhrFzDnJ8MKjsX0loHX/weDMY9AIeOVT50gqVEzyUK4ZZ2PVbkKkWsj981VYfGn3x+s4xFQxod+5M3xeHVC6nScTCXk4ribEzgMJ3t/WxBlzCueUcesqybRTe6lQINM+jBSrR2RircNIh09qV7A2UkmY2NsrKJ+/DGvXenKJmDOZdxBy7AjLcObAoKIEytFKK3BXV6NG09g9JGGTurKFwLJsDFNg2rYTtNiCvGGSy9vkTQvLElh2ayDTGsSgKK1BjZNqS1UUdE3F49aIZ01SKad0i9p6m6oqXYIgt67JtBIjiPw0KiKqqjGqqhQzs5/meBOWouL1+UDXQXV1mwAPQFcVzp5VwvHTK7nxu3/tVIm4Y1mBx5efR8NODSsdR7HyCN2HVTIW21vi1Do5jGzeYlR5QJYkGAaHFpM8lOLy4J57EblVv8fYsor88aeAp/sP5/YhJl8YJVh4/srh+NwaHpczvNTd/JY5U8qdQGZrE4tnF84poygKuqYQT+W7rF4S+Qx2S72T1A6lT6uRutZG+nyndAQVy26ncfeeAX9rF5aJyCaccwmUooYqUDxBVNfwFGscCYQQmJbAtOzW/5yfc4ZJzrDJGxaWDZZlY9lOvSRQUDXQVCc4cbtUNM0JQJySSk6PsRCivffYtJ2gJ2NYGEIhnsgcLOApRGu9AwWUtuBGZVS5n8qI7EEbKWQgU0QUTcc3diqVnnL05gQNDc0kUnGCbguN1vkRioJQdYTm6hLc6C43yXS+UxDTUSpjkErncIscGVXHClZje0K9CmDAydqqqgohf9/q00iDQ/EEUAIRRMIpJlmIVjMNbexMrL0f0vLm03iXfI7upsI5Q0werKiT+0TxBvu82selawS8GvG0gbebp8UJE0p5/u3dNCdy7KlPMr668FJsr0cnmTHIGRZuXUXk0uSb45gHdmPn0k6CwH7URoqcdlmHdARfApx0BG15XwYSaAjbRGSTIGwUf8QJYLwhGbx0wzAtkhmTeCpHJme2Byqm7ZRLURCoioKmKWiqiktX8Ll11F4MESmtAUl3Ia6mqYRDXnTF6ek5lBMECaKJvFOzSRoxZCBTZFSXB9UXpqQ6iLe0itrGJI2xBEHdxqvZYGZR82kUy0DJp3Fm1CgIzYWpCoJ+DwGfq2Aw01boMecpxwwEoI+p2jM5k4DX1V5fRzry1EAZVtIpJtndXA737E+Rrd+O2VJLftOb6NO6L2KoeIKITByrYaezJNhf4qTx9wR7vaIp6HPTFO9+nozbpTHjuFLe29rE+9uaug1k3LpKKpkm3dyApqTBSJH3qqCoqMH+Dfvk4i3E4/sK1kZKRWP9LifQNtSFZaL4S5wAxheS6e0LMC2bVNYkkc4RSxlk8yaaquDWVXRdxePWi2Iui6IoaIrSU8e3VKTkq66Iedwa42vCjK0pI6v4abEDWKFRmOWTMcsmY5ZNwioZhxWoANWFlU0Ta2xk2ekTCx5v2ekTicaz5N0lfQpihBAkMwZ506Y06HHGoaVhoXiCzpBQtvsPYMUTwDPnfADyH6/ETjT0eEzVF3aKKGo6dqIBq24rVt1m7HgDIp85bJu8Hh1NBcvufg7InNal1//c0YJhHrLKSdgouSRa8gD+xE4y+7YgMnFweXGVVKIUWHLeG3a8HmXbPwhNmUvTS492uq3x+YcJREpwB/q+MklYBiLVjKK70KomolVNdAJAGcS0s23nPWN/U4rNe6Js2xejoSWLpkBZyEMk6MHvdeFxaeiaOuxBjDSyya/WRU5VFapK/Xg9OrWNKZriOSIBN7ruRuju9hVOthBgG9Q1Z7j8k1OAroUeL18yla27mnr92EII0lmTbN4m4NOpKfN3W8lYOjIURXES5GVi3c6VAdDHz8ZT+09yezeRX/8cnsX/0uMHraIoTmp8l9epupzPYDXtAs2N4guhBlqXNxcoWuh1a7hdGnnDxucp/BgTakJEgm6iyTwbd0eZNakczBxqPomSiaK29i56dBdJ1UOZO4RL79/bkxACc/sajA//ytjPPzCotZFELokw8ijhCrSSGlmBugMhBJmcSTJjEE3mSWUNhA1ej0ok6JaTZ6UhIwOZESLsd+MdpXGgOU1jLIvXrXUe4lEU0NxkbNi6u5lz5o13Cj22BjIt8SxbdzWRzZmHfSwhBOmcSTZn4fe6mFDjpyTgKVhTRzryFG8IJViGiDd2O0lXURSn5MUff4zdtBtzxzu4Js3v3fFVDbxBFIIIM4dIx7CSzShunzOR1Rd2ihm2fovWNZWgz0VzPNttvSRFUZg9uZzX36vl/c11zC1Lo+QTKKaB0FzYniCoGpqAVDpPJm/h7UftJZFNknt3BXbdVgCa1zxP1dLrgYHVRhK2iUjHwOVBq5yAEiiVPTCtsnmTVMakJZEjnTUwLIHHrRL2u9DkogDpCJCBzAjidmmMrQri9+jUNqeJJnKUBN1dumWzOZNd+6Psq1Nx6SqG6awKOJy2b1SZnFOJeHx1kEjQKwOYIqMoClqoCjMdR+Qz3eaB0YOleGYtJbfhBYx/voxWMx3VX9K3x9I9KLoHIWzIZ7Bb9mPH65wVOYHS9jwuQZ+Lhmg3w1CtiRbn1sDr78H2A2kSUZNQ0I/wH1o/ylkSm84afe79sw5sJrduBeTTTl6Ymecixs8fcG2ktsrUSrDc6YWRyezIGxaprEksmSOeNjBMp3ioz6sTPsLvF7rWt/c56egjA5kRRlUUKiI+vB6d/Y0pmuM5wgF3wWCjbVnj4RwawIxrTS3v0mXm3mKluH2ooQrsln09Vkt2TZ6PsfsD7Oa95Df8Bc9pn+nXfARFUZ1aT55Aa66UFFY66lRt9pXg0YK4VDBNG73tuWjmUY1U69BRikosJpSp7Gq2WV/v4oxI4WExj0sllTUxepl3RVgGxod/xdzu1EhSwtV45l2BGq4C+l8bSdgWIhsD1YVaNt6Z0DvAquEjmWnZxJI5muNZ4imDrGGiqwo+j044cOTLlXg9OtUVQSIhL8mMQdDnIhrPUteU7FXPcyG6phL0u9E0OQw2kshAZoQK+lxMHBXiQHOahmgWj1sl4O3bm4kTwFhkcmZ7ABMJemTpgRFCDZYj0lGnPpC38EqggxWyH8Gu24K190P0cbMG9LiK5nImHAsBRhY7UY9LNBBMCfJGCJffj5pLouRiTq4iVcd2+0HVmTshw67mBO/tzrJ4qr9gUOXSNTLpPNl84dIHHdnRWnLv/BGRcEog6JMX4jpx6YCz8woji8imUAIlaJFRTgXyY5Rp2TTFs+xuTFPflARb4HVrlIWGr2is16MzZUI5z7y65ZC5gJO4fMmUXg+jdzxeW1CUSOcJB9xksiZm3iy4VFsqLjKQGcFcusaYyiB+j6t9qCkcOPykOiEE2bzlFOnz6IytdHpgZAAzsii6GzVc5Sydtq1uk8Sp4Spc0xdjfPwa+fdfQKuaNCgfzIqigNuH4vYhbItAshmzZS96zulpsV0+hMvfKdfRiaM9PP9+gsakxd4Wk3FlXQOOtuGlZLZwPiQAIWzMrW9jfPQK2BZ4gnhOuRStesqAzkkI21kxpYBaNho1XOlUDT8GCSFIpA3qWtKksgaV5SFKg54B51gZjKGg6oogz7y6hSf/trl9Wypj8OTfNgGCs+eNZ/f+aK+O1V1QdPHiSVyxZAqpZE4GM0Xu2HyFHkVURaG8xIvXo1HbmKYlkSPUQ0HHTM4knbXwujVGVwYoC3nxyABmxFL8ERR/CSKbQPFHut1Pn3Y65r6PEPF68h+8hOfUywe3HaqGp6SEfF7D63GhdBNMe1wqM0Z7eW9Plg27MwUDGQCPrpLOGAWHl+xMnPy6FdgNTnFMbdR03CddPODgTJh5RDaO4g2jRmqcSc3HqFzeoiHmLCxQgNKQl6DPRdw0D2bF7aOBDAXlDYvGWJamWJZU1mT29Gqee3NHwX2fe3MHVyyZyk//+AGZrImuKbh0J3jyuHVUxckM7NJVdE3lxgtm8Me/b+GplzsHRf/9100AXLRoIlam+zxJ0vCTgcxRIuB1cdyoEHXNGvXRDHnTJug7+CGRzZkksyZet87oCr8TwPRQnE8aGRRVc3plsokel2Mrqo77pIvJrXwUa8/7WONmoVVPHdS2eHQVXVUxbYGrh17BueOdQObDvTnOnyVwFZiP4HJpJDMm6ZxJx1vN/R+Tf/fPYGRA03HPOh/tuFMGlp23LbmdbaGWjHJ6YfqYQfhoYduClkSOupY0mZzZ/qVooEunezMUlMkaxNMGTbFsa9CSobH150T6YO/chJoQ0USuxwzmsVSekoCbaCJHrvuOPcIBN5PHRrj3sTUFb//zG9u5aulU8llDZvstYjKQOYromsroigB+r4v9Tc5EYJ9HI5018bg0RlcEKAt5uq2JI41MvVmODaCVjUWfvBBz29vk1/8F79IvorgGLw+KS3fyyZitK1i6c1yFixKfSixjs6k2x8yxnWsrhSIljJ84js2bdpJK5yktLSFSXk7zqufIr/4jAEpkFJ5TL0cNVQ6ozcIyEOkYijeAGhmP4is5ZpOzJTMGDdE0zfGcMwcmPHhzYHoaChJCMGNSGT/43foeJ3gHvDoVJV7GVQWIhL09ZjAvDXm4eslk0jkT07QxLBtbgNulE0tmyectDMsmHHSTyBg9l3XJmKiq0u+eKGnoyU+0o4yiKJSGPHjdGrWNKdI5k1FlAUrDnm5zfEgjW2+XYwO4ZpyFVbsRkY5ifPQK7jkXDGo7gj6dhhaTnhYoq4rCnHFeXt+cZsOebKdAJhQpYdK0ScTefpYZCy+job6RUFU5sbdXUPGJi7HrtmK4QrhO+OSA566IXBJh5lBKKtHCNYMa1I0khmnTGMvQEM1i2zaRoHtQ87/omkok5O12KOgv/9jBlWdNxefRsSyDsrCH8hIvFSVeysOt/5Z4O71/xRJZlp0+qXVOTGfLTp9EtDWnUcf7OLWWfK1FI+32tpUE3D2XdfHpxHrq1pGGnfxkO0r5PDoTRoUwLSHnwBwDDl2ODYW/SSu6G/fci1BrP6D83BuI79+LqflwB4KEKyuJNzT0u/4QgNeloyjOEEVPwxFzxzuBzNa6PPGMRdjnPEfHTxxH7O0eqlVffAdNu/f0u33QmtwuEwfdjVZx3DGb3E4IQSyVp645TTJjEPDpeN2DG8wJITjQnGZMsuehoFTW4LZLZ+LSQOvFEve6xiSXL2nLYL694FBVb5iWTbSHoOjixZPIZE05rFTkZCBzFNNUFZlY89jRaTm23v1EVd+kuZScdh6x1X+idMHFpGMxAqVlnbLd9jeY8Xl1vB6dbN7qsbhoeVBnfJmL3c0G7+/NcvpUZ6Lu7h17mLSw52rVA9Ge3C5Q5iyrPkaT22VyJg3RDE3xLJqqDOowEkA6a7JhayPvbmrAtAVL5k3osdcj5HcT9Oq9XsWUzZls3dXEOfPGcdXSqf3KYN6mu6Co46olqbjJQEaSjhIdl2MLu/scLOHKSmKr/3Sw1+NTn6fu6R+293r0tf5QR6qiEAm42deUwifosZLwnPFedjcbbNidZdEUP4qwyX38BtH4pi7VqssvuI1UNDqwatWZmFNJu2w8aqi82+XqRzPLtmmKZWmIZskZJiF/4WSa/SGEYG9DinWbGvjnjmYs2+nF8Lg0duyPsez0iZ3myLRpGwrq61Ls/mYwL3ScjkFRMm0QCrjIZE259HqEKPpAJpfL8YMf/IAXX3yRbDbL4sWLWb58OeXl3U9q3Lt3L/feey9r167F6/Vy2WWX8dWvfhVNc964DMPgpJNOwjA6fzu47bbbuOuuu4b0fCRpKLUvx84kIFK4snO8oYHIaR16PX4+uL0ezhCFRs4we5xYPnOMhxfeTxBN5MhuXUd10zoCYyYROfk66p+9v9O+Tc8/TNWVd2NkMn0OZoRtIdJRFI8ftWwsajfJA492iXSeuuYMsVQOn0enLOw9/J1a6ZqK2+UsVz70gz1vWHywvZl3NtZT13KwTMWocj+nTK9k5sQyTMPk8iVTAWVAQ0GF9DaDeU86BkXpnEl52EN5+NjsrRuJij6Q+fd//3fWrVvHgw8+iNvtZvny5XzlK1/ht7/9bcH9DcPgs5/9LBMnTuTJJ59k9+7dfPvb38bj8XDHHXcAsH37dgzD4E9/+lOngMjv9x+Rc5KkodK2HJvG7dhm4dwX+VSSVDRGxQW3sednX2jfXn7evxJd/RzJPVvRJpyEGhndr+EGXdMoCbipb8ni7WEVs1c1ubpyEyfk3iNcm3XacP7nOlWrLr/gNppaq1XHVj1LaN4ymvpSrbotN0ygDK10NIqr9x/eR4u8YdEQdZYyCwSlIU+vl1N3zP2SyhjUlAfac7/sPpDgnU31vL+tibzRNnlW4cSJZZw6vZLRFYH2589gDgUNJdOySabzRALH5vL7kaqoA5m6ujpWrFjBI488wqmnngrA/fffz/nnn8+GDRuYO3dul/u89NJL7N+/nz/84Q+Ew2GmTZtGU1MTP/zhD7nttttwu91s3ryZUCjE8ccff4TPSJKGnrMcuxwrHQe6JolzB4IEIiXUPf3DTtubXnqUqsu+Sm7P/WRe+yVKuAp9wkno42b3OdmcUw07h2HaXYYuFDOLe996PPvWscDMggotdgDXlNPYtbeRSQsvA6Bk4WVEm1uouuJuYm8/S3jhZWzfvJ2gaqP2YnKuyKcRRgY1XIMaqUHRivrtbtDZQhBN5KhryZDOGj0myiyk+9wvE1m2eDI/f/ZD9tY7QWV52MMp0yuZM6Wi29WRgzUUJEmHKupX9rp16wBYsGBB+7aJEydSXV3N2rVrCwYy77zzDieeeCLh8MHJjgsXLiSZTLJx40Zmz57Npk2bmDJlYKnMJalYKYqCFq5ETeUQ6QxonXshwpWVRFc9297rUXHBbTS29XqseY6KC77Anoe+hIjXY3zwEsaHf0MbdTz6hJNQqyf3aoWPx+UUEowm8u2BjGKk8ex9F8/+d1Esp7fI8pXyp+gM3khN5EolwomxJNs3b2f8KRexc+tOhJEl2hxj7CkXsX3TNvbta6Sq1Ndjt7+T4C4OcHA+zDG2KimTM6lrdjJ9u3S1X5N5u8/9shkh4KYLZ/DM37dw6vGVHFcT6vXxB2MoSJI6KupApq6ujtLSUjyezksCq6qqqO1mHP/AgQPU1NR02R9g//79zJ49m82bN2OaJp/97Gf5+OOPqamp4aabbuKSSy4ZmhORpCNM8fjRXVWIlq0IX+cPsbY5MgCR0y4jFY1RfeXdnVYt+T71dcy9H2LtWo8d3Y+1/yOs/R+heENo4+eiT5iL2iH53qHLt92BICdMmMjGj3eQb67FX7sOz/4NKLYzhGD5y8mOPw2jchrWR2nsLWk27M5y4hgviWiMf66PoakqgYCHZDTGP5tbAPB5NJpjObxuvWCRVCFsZz6My4taOgbVXzKUf+ai09YLU9ucJpezCAdd6P1Yutib3C+PLz8Pj4oMSqRhN6yBzN69e1m6dGm3t3/lK1/B7e46VunxeMjlCi+Jy2aznXpj2vYH2u+zZcsWdF3njjvuoLKyktdee41vfvObGIbBlVde2d/TQR/g7P+2JFSDmYzqSJPnUBw0TUUPVaL568BIdZrgamVTxOsOEJ63jHjdAYx0EiuXaf/dyqbQfX70qfNh6nys6AGMnesxd7+PyCYwN7+BufkNtIoJuCaejH/aAsKjRrUHQpl4DF+4hOiqZzlxwSXUPfsnsnvXO48drCY/4ROYFVNAUdCAU47z8+aWNFvr86TzgpDXGf5QW/OJqB3yivg8KqadpyXhTFjtOGwlLAORiaMGI2hlY4piafWRfC7lDYsDzWkaohncLo3Ksv6fv8ejk0jnD5Px1sDj0RFFMr+lIyEEAkDg/ItACDBNG9uG1gVViNYdOu2rKM7rZ5BWc0lDb1gDmerqap5//vlub1+5ciX5fNcJi7lcDp+v8IvU6/V2uU9bANM2mffFF1/Etu32Y5xwwgnU1tbyq1/9qt+BjKoqlJYOvKIwQPgomC0vz6E4RMaOJ1u7DT3oPmS5sYUVq8Ongy/sK/B7B+GJMH4iwrqY7O6PSG1ZS27fZqzGXViNu6g4dSnRVQeT2FVccFun5dwV597C7if/A6YuRqmcjEdR6NjHGgh4mFARZ1djno/rTJbM6Dzp3ufr3PPi87uJJnPkLEFpxIuqKti5DFYuh2v8cbjLRqPohYtRDpehfi61JLI0NGdIGTajq8O49f4vLbdswT/e28dnzivtMfdL0O/C63Xjdh/5v7Vp2uRMi7xhdegRUlCc0AQF5eDSf0VBASwFEhkDRVMP9lIprakjlYP38fvdlJUGKC2Viz9GimENZFwuF5MnT+729k2bNhGNRsnn8516Zurr67sMH7Wpqalh8+bOuQrq6+sBJ3ACugxVAUyfPp3nnnuuz+fQxrYF8Xi63/eH1hTaYR/xeGbE5i6Q51Ac2s4hZXvJ2R5EXT1qIDLwA5dPxV0+FT0dw9i1AWPneppe/KUzSbh1OXfbSijfxDmULLiYHe+upX76lQR8bkgXXkk1Z6yXXY15Vm9JMG+8G0VRUFUVn89FJmNg252vgyYEew7EsQyLkJZFETZK6WjyehnpRB4ojmrFQ/1cMi2b+pYMdS0ZFAVCfhfZTJ5sP4/XGM3wzOvb2deQYsakci5aNLFTVeg2Tu6XHNHYwN7zesOybQzTJm84c2uEOLgc3OfRKQm4cblU1NbIpS2AUVoDmLYgRdNVwiEvyWQWy7JRWqOYQwMZAA2blpbUgNo9WF9spcMr6jkyp5xyCrZts27dOk477TTAWTpdV1fXvorpUPPmzWPFihUkk0mCQSePxqpVqwgEAhx//PFEo1HOPvtsvvOd73SaE/PBBx8wderAqgGbPRQ86wvLsgftWMNFnkNxsIWCCFRipeLYudzgVXX2hNGnnYE29XTspt0kNq7tksSu4oJbSceTmHqAnJHG47a7TZA3Y7Sb59+HurjJ3pY8oyMHv+Xbto11SCCjKKApNo21tWiVEfw1E1D8ESwLoPiu2VA8l1JZg9qmNLFkjqDPhcetIWyBRd/T6QshWLuxnpff2Ydp2XjdGvvq4lxx1lQUpfvcL4MdnNm2wLBsDONgoUdNcaqhe10agbBT9Nbj0nC71F6VM2ij6yp+r4tcJo/S3Z+odbtTIFKWJRgpijqQqa6u5sILL+See+7hvvvuw+fzsXz5cubPn9++YimfzxOLxSgpKcHtdnP22WfzwAMPcOedd/L1r3+dvXv38pOf/IRbbrkFt9uN2+3mE5/4BPfffz9lZWWMGzeOv/71r/z5z3/mkUceGd4TlqQh0Nvq2P06tqLimzCT8KhRXZZzNz7/CNVX3k1ZRRlNiRx5w8LjLjzk4XOrTB/l4Z/7cmzYne0UyBRkmwTsJDHFR4NaxThPmGNlRoNtC5rjWQ40pzEtu095YQqJpfL8+c0d7KhNADBpdJiLFx1HOODunPslaxDwDl7uFyEEpmWTN53AxbYBFdyaitulUVbixevS8Lg1PC6tX5OWpWODIoq8GlY6nea+++7jpZdeAuCMM87gnnvuobS0FIDVq1dz44038vjjj7cv0961axff/e53eeeddygpKeHKK6/k9ttvb580mE6nefDBB3nhhRdoampi8uTJfPnLX+bss8/udzsty6a5eWBdkbquUloaoKUlNWJ7AuQ5FIdDz0Hk05h121BUfdAnwVYcN5H42ueIvvl0l+XckdOvJDxvGRvf+4iGaIaSYPc9Qlvqcvx2VQy/W+Fr51fg0TUCAQ+pVK5zj4yZQ82nsf3lGIEqWtKC0RV+RpUXX1f+YD+XsnlnWXVjzKnu3FM9q8MRQvDB9mZeeHs3OcNC11TOmTeWU6dXdllK7XHrREp8RGMZcvn+BzBCCDI5i2zeBBR0TcXjUvF7dfwep1fJrTt5Zgaz9hMc+dd1ZeWxmUF6OBR9IDNSyEDGIc+hOBQ6Bytai92yDyVQPqgfEu5AkEiHVUupaIxApKTTcu54S5Q99UncLrXb2j6WLbj/pSaSOZtr55cwc6yvSyCj5FMotokVrMIOVIKikstbZPMWE0eFCRdZRtbBei4JIYgm89Q2pcjkTEqC7gH1UKSyBv+zahcbd0UBGFMR4NLFEykvKZz5WNNUwiEf8UT/5vqYlk06a2KYNj6PTmnIQ8DrwuPSOs1vGUoykDl6FfXQkiRJg6dTdexBrDeUTyWJ1tYSnresvXK2kUl3+t3r1gn5XcRS+W4DGU1VmDPOyz+2plm/O8PMsR16joRAzcYRmgurZBy2t6R9VqfHrZEzLGqbUu3DEEcTw7Spb0lTH82gawOvVL1pd5S/vLWTVNZEVRTOnDuKRbNGDWh4qhAhBLm8RTpnoSoQ9Lkpq/QQ8rtwDWBVlSQdSgYyknSM6FgdG9sa1OrP+VSyU8XsQ38HCPndxFJ5LFugdfOhOXe8E8hsqcuTzFoEAoBtoWai2J4gdmgUwt11WWzI76IpnqOuOc3YquAR+YZ/JCTSeWqb0iTS+T6VGNC1rmUAcnmLl9buYcOWRgAqI14uXTyJUeWDu8zYsp3el7xh43XrVJf6KAl68Hv1o+a6SMVFBjKSdAxpr46dTaD4I0f0sX0eZx5ENmcS8BV+66kK64yO6OyPmry/N8s5JRpKNoblK8UK14BWeOhIURQiATdNsSwBr6vbIZKRwrJtGqNZ6prT2Ihe98J0LPKYzBgEfS6i8Szvbqrjty9uIpZylqWfdmI1S04aM6hJ33KGRSZrIoCA18Wocg8hv/uo6yGTio8MZCTpGNJWHdvKJhBmfvCWY/eCqiiUBN0kG/MIG7orfzR3vJf90SRb6vNcOCdMpmwsll4Ch+lB0nUVj1ultjmNz6PhL1DCYCTI5EwONKdojucIeHW83RRhPFS3RR4XTeSixZP40xs7UBS45PSJTKgZnKFF2xZkcibZvOWsNAp7iQQ9BH2uQR+qkqTuyEBGko4xQ7kc+3ACXh2fWydrmN1WSV4wyc/Jp8xgztRK0lmDGr+baDxLXVPysEt+/V4XLfEctU1pJtSERtSS3fY6SU1pcoZFJOTuU56Ubos8vrwZAXz5qjm0RNOD0kOSNyzSWRMhwO/VGVflI+R3d3tNJWkoyWedJB1jFEVBC1VipuOIfOaI1iTSVJVwwE1dcxqvm84J8iwDn0tw3Cmn8cdXt/GTJ9cXTMJ2uGCmJOh2ajFFdUaV+Qd9Ge9gs2ybZMYkmsjSHM/hdjnVqvuiN0Uerz57Gv/MGv0u8mgLQSprkEobuDSVSNBDJOT0voykgFE6+shARpKOQYrbjxqqwG7ZBy7vEf2wD/pctLg0DMPC7dZACJR8EsW2qZgxj2de29YpLX4qY/Dk3zYBcM68cezaH+3x+KqqEPS7qG9JE/DolAT7FhQcKTnDIpHO0xzPkcwYqIpCyO/q17wVl66SbC3kWEhbkUeXrvYrkElmDLKmQAFGVwYo8XvwebSiDxKlY4MMoyXpGKUGy1HcAWc59hHk1jXCPjdZw0Ixs6iZFtA8UDmRktJIt70Kz725nUjY26tv/x6Xhqoo1DY7wzTFwhaCZMZgX0OSLXtj7DqQIG9YlARdRELufk++NUyboM9FwFd4XlCg9Tajj/lTROtwF0IwZVyEaeNKGVUWwO/VZRAjFQ0ZyEjSMUrR3aglVQgzjzByHMncmEGfijsfx8rnscKjMEsnoAcive5V6I2Q36ncfKAphT3MeT8N06Y5nmXH/jhb90apa8mgq1AW9hD0u/o0F6aQdzc3sH5zPRctmljwdqfIY7ZPvTG2LZwhOo/OxNElVJX6e/23l6QjSQ4tSdIxTPFHUEIViEwcckmEoqK4vODyoHS3rGgAhBCQS+Ix83hLymkmTEnQKTfSsVehUDDT114FpXWVVFM8R8DroiJy5OYCgXOu6axJuj7Bjr0tJDPO3JKgf/DmlFiWzV/X7mXtxnre2dTAD7+8GEWh86qlDvOLess0bWKpPKVBD6MrAwS76emRpGIgAxlJOoYpqoZeMcHpkcmnsTNxRDYBqRaEqqDo3tY5NAP/4BVGDpFLoLgDaJVjKBF+GmsTWLaNpjpzN6KJLMtOn9Q+J6ajixZNpDmW6VOvgq6peN2asyTbqxM4AkuyLdsmmTZoSeRI5Uw8XhcCKAsNLCPvoRLpPH94bRt7653SKBNHhdi+p5lz5o3nqqXT2gOZvhZ5zOUtklmDqlIfo8oDciKvVPRkICNJEorLg+LyoAZKnaGmfBqRTSIycUQ6igAU3eMENX3MCCxsy+nxURXUklGo4UoU3U3QFgT9WVIZs71GUl1jksuXTAGcOTFtH8YXLZrIssWTeOiP77Fk7ug+5Sjxe3VnWXNjmuNGDd2S7FzembzbFM+2pv+HUMBNRcTf7xpF3dldl+Dp17aTzBh4XBqXnjGR6eMi5A2LXfuj7Kvrmtm3N1JZA8OwGVMRoCril7lgpBFBBjKSJHWi6G4nUZ4/grDMDkFNDJGNI2zrYFCj9dzDIXIphJFB8UdQS6pRO9R4UlWF8rCXHbVxhBAoikI2Z7J1VxPnzBvHVUunksoaBLwuDjQluefhf7CzNoFhWJy/YHyfzikccJZk1zfrREKe9mXfqqKAAs7ntYKiOEvClfafe/4gt4UglTGIpXJEE3lyhoXHrREJulFVBW2QgyYhBGs31vPXNXuxhaAq4uOqsyZTHu6cydi0+hbACCGIp/Koqsr46hClg9x7JElDSQYykiR1S9F0FF8YfGFESTXkM9i5FCIdQ+RTCMsEzY3i8nbKEizMPCIbB5cXrWICSqCsYE9OWxK1dM5sH/bJ5kx27Y9yoFEnUuJjz/4YubzJqdMr2VmbYM3H9ZSFPcw/obrX56GqztLm2uYU9bE0Kq0f0kprwEJr0NL6c+tNKCioqrOPqiiorcGNoiioKuTyNslMHiHA59UI+IYuADBMi7+8tYsPtjcDcOLEMpZ9YkKv6y91x7adytp+r87oigBhf3FVEJekw5GBjCRJvaKoGniDaN4gIlwJ+YwzryYVa+21SYDa+pYibNRwFWq4ypk83A2XrlIe9rK3Idll/opp2eSNgz0LM44rY+kpOV5Zt4+X1uwhEvQwbVyk1+13UuirzgomAa3/AKL9Z9F2G22321hmh9vocD8h2nPWDPU8kuZ4lj+8uo26lgyKAuecOpYFM6oHHDSZlk0smack4GFMZUBm5pVGJPmslSSpzxRFBU8AxRNACVaAkXWCmnQMbNMJYHwlvfqgLQm6aYhqZPMmXnfPb0mfmFlDczzH+i2N/HHldm7+1PHU9KF6s6IoaCNsyGTL3ijPvr6DbN4i4NW54pOTOW4QaiXlDYtE2qCixMvoigAuXRZ3lEYmGchIkjQgiqKA24fi9qEGy9vnu/SW160TCbmpb8keNpBRFIULThtPNJljR22C/35lC5+98IT2ycJHEyEEr79Xy8oN+wEYUxngqk9OHpRzTWdNcnmLURUBqkt9A85jI0nDST57JUkaVP0Z7ogEvWiq0qscMZqqctUnJ1MZ8ZJIGzz5ylbyRZS9tz90TcXn0duHqLI5kydf2doexJwyvZKbzp8+KEFMPJXHtATjqoOMKvPLIEYa8eQzWJKkYRfw6oQDLlLZwll9D+X16Fy7dCp+r86B5jTPvL4d2x7e7L394fXoTBgT4cSpVYyuKeHEqVXUVIX4n7d3s2VvDE1VuHjRcVx42oQBz8MRQtASz6FrKhNqQlSU+OTKJOmoIIeWJEkadoqiUBby0pLIY9uiV/lLSkMerj1rCo+/tInNe2L8be0ezuvjsuzh5PXoTJlQzjOvbumUifeiRRP55r/M53v/dzWLZtUwuiIw4MeyLJtoMk844GZMRRC/V771S0cP2SMjSVJRCPpdBH2975UBGFsV5NLFTn2h1R/Xs+bj+qFq3qCrrgjyzKtbePJvm9tLMqQyBk+9vJnn3tjOXZ8+eVCCGMO0iCbzlIe9TKgOySBGOurIQEaSpKKgqc5S7Lwh+lTAcsZxZZx18hgAXlqzm817okPUwsGjayqRkLfbSt9/+ccOyiO+AQ8nZXImybRJTZmfsVXBAeeckaRiJAMZSZKKRjjgwufRyOT6Nnl30awaTppagRDwzMrtHGhOD1ELB4euK8RT+UGr9F1IIp0nb9iMqQwwqkLWTJKOXvKZLUlS0XDpGqVhD+leFjhs07Yse+KoEHnT5smXt5BI54eolf0nhGDL3hi/fn5je6XvQvpa6fvQx4gmc6iKM6m3qtTvlGKQpKOUDGQkSSoqkYAHt66Ry/etV6ZtWXZFiZd42uC/Xy6eZdlCCLbvj/PY8xv575e3sHlPjPe3NrBs0cSC+y87fRLReLZP9ZLaHieWzONx6UyoCREJegaj+ZJU1GQgI0lSUfF5dCJBd58m/bbxenQ+fXZxLcveti/Kr5/fyG//upm9DSl0TWHhidVg2Vx+1lSuPWd6e89MwOfi2nOmc/mSKdQ1Jfv0OLYtaInn8Xl0JlQHCXbT2yNJRxs5fV2SpKJTGvIQTeUx+zG0UhrycM1ZU3j8xdZl2e/s4bz549E1FZeuYph9qwzdX3vrk6zcsJ9t++MAaKrCKdMrWTSrhlBrYcZOlb5bl1+3xLNs3dVEtg/Da7YtaEnkKAl4GFsVOGyGZEk6mshnuyRJRSfgc1EScJNI59H6Mb1jXOuy7D+u3M6+xjSlET/ja8IkMwZBn4toPEtdU7JPwcKhuguM9jemeG3DfrbujQFO5e2Tp1WwaNYoSg7JzNtW6XtfXf+DrLYcMaVBD2OqgnjkyiTpGCMDGUmSio6qKJSFvdTFcihK/4aGTpxYhqIoXLpkKs+9sZ17HlnV3uux7PRJXL5kSp97PsAZvqquCBIJeTsFRh9tb+Avb+1i0+4oAIoCc6dUcOHpk3CpTsDRHdPqXy+RadrEUnnKS7yMqQgOaJWTJI1UMpCRJKkohfwu0oZNY3OKQD+TuH3qExN57o3tPPXy5vZtqYzBk3/bBMA588axa3+018frKRvvssWTeOrv2wCYNamMM+aOpqrUTzjkI57I9Kv9PWmrXl1V6mNUuVxeLR27ZCAjSVJR0jWVURUB6huTZHImPk/f3q50TSUS9vKXfxROOvfcm9u54qwpPPV3Z3WTx6Xhdmm4XSpuvfO/HpeGS1dZfNLY9my8bdqy8QJ88YrZ7KmNURnx9f/EeyGXt0hlTUaVBagp9/eqpIMkHa1kICNJUtEqL/ExpjLArtoEqqLgcfd+/odLV0m2JpYrJJUxiCXzZPMWuw4kDnu8cMDNFUun95iN9+qzp2HmzSGdTJzJmWRzFqMr/DJHjCQhAxlJkopcZcRH3rDY35hGUeh1mn3DtNuTzhUKZgI+F6UhD2fOHUU8VUHesMibNnnDImfYGKbzb96wyBsWlaV+Yr3MxjtUgUwqa2C0ZuutjMjq1ZIEMpCRJKnIKYpCVakfyxLUNqeJBBT0XkxqNS2baCLLstMntc+J6agt6dxxNeFetUPXVEpDnh4Do/5m4+2NRDqPsGF8dYiysHdIHkOSRiI5O0ySpKKnKgo15X6qIj5iqTyW3btgoa4xyeVLpgxK0rmOgVEh/c3G2xuxVB5FURlfI4MYSTqU7JGRJGlE0FSV0RUBbFvQFM9RGnIfdpJrNmcOWtI5OBgYgTNZuNBy7sHklBwwcLtUxlYFCfvdh7+TJB1jZCAjSdKIoWsqYyoDWLZTGLE05DnsPJHBSDrX8ViDGRj1RAhBNJHH79UZWxUk4JUlBySpEBnISJI0orh0jbGVQSeYSeSJhNy9mvTa36RzhxrMwKg7dmugFvS5GVcV7PPSc0k6lhT9HJlcLsd3v/tdTjvtNE466STuuOMOmpp6132bzWZZtmwZzzzzTJfbfve737F06VJmz57NNddcwwcffDDYTZckaYh43BrjqoL4vTqxZH5Y2mBaNpnc4C+1tmyb5ta6SROqQzKIkaTDKPpA5t///d/5xz/+wYMPPshvfvMb9uzZw1e+8pXD3i8ajXLrrbeyefPmLrc9++yz/OhHP+LOO+/kmWeeYcKECfzrv/4rzc3NQ3EKkiQNAZ9HZ0xlELdLI54anmBmsDkTivNUhL2Mrw72KW+OJB2rijqQqaurY8WKFdxzzz2ceuqpzJ49m/vvv5+1a9eyYcOGbu/3yiuvcMkll5BIFE5y9fDDD3P99dezbNkypkyZwn333YfP5+Ppp58eojORJGkoBH0uxlYGURSFZDf5XUYKw7SJJQ0qIz7GVgVx6TKIkaTeKOpAZt26dQAsWLCgfdvEiROprq5m7dq13d7vtdde44YbbuDJJ5/scltTUxM7d+5k4cKF7dt0XefUU0/t8ZiSJBWncMDN2MogtiVIZwdvsu2RYtlO4cdk2qC6zMlkLOsmSVLvFfXga11dHaWlpXg8nk7bq6qqqK2t7fZ+9957b7e3HThwAIBRo0Z1OebGjRsH0FpJkoZLaciDZdvsqU+iquB1F/VbG+BM6E1mDCxLEPK7qYh4CQfcsuSAJPXRsL7a9+7dy9KlS7u9/Stf+Qpud9e8CR6Ph1wu16/HzGScKrSHHncgx2zTm2yjPdFav4VpI/jbmDyH4nAsnkN1mR8U2NeQQtcFnl6WMhhKmqp2+hecACaVNcgbNiG/i8qIj0jQU9SFH4/F55M0cgxrIFNdXc3zzz/f7e0rV64kn+86iS+Xy+Hz9a+6rNfrZMU89LgDOSaAqiqUlgb6ff+OwuGhrZx7JMhzKA7H2jlEIgGCQR976hJ4fW7cRTLPJBDwYAtBKm1gWCblpQGqywKUhj0jahjpWHs+SSPDsAYyLpeLyZMnd3v7pk2biEaj5PP5Tj0o9fX11NTU9OsxR48e3X6Mjo89kGOC8y0rHk/3+/7gfFMIh33E4xmsIayeO5TkORSHY/kc/LpCwK2y90CMSHB4AwVNVfH73TQ0pUhm8wS9rT0wIQ86Nol4Ztja1hfH8vOpvwbri610eEU9kHzKKadg2zbr1q3jtNNOA2D79u3U1dVx6qmn9uuYZWVlTJw4kdWrV7cf0zRN3nnnHT7zmc8MqL3mIBWLsyx70I41XOQ5FIdj9RyqIj4Mw6IxlqU0NDzDNkII0qZBKm9hC5sx5QFKQ15cugpi8N4vjqRj9fkkFbeiDmSqq6u58MILueeee9qXSC9fvpz58+czd+5cwBkiisVilJSUFJxPU8gtt9zC9773PSZMmMCsWbP4xS9+QTab5corrxzCs5Ek6UjRNZXRFUEsS9CSyFEWPnwpg8GUyZmksyYBn4vjRoXRhC0n8UrSECnqQAacFUj33XcfX/7ylwE444wzuOeee9pvX79+PTfeeCOPP/54p2XaPbn66qtJJBI88MADRKNRZs6cyWOPPUZZWdmQnIMkSUeeS1cZUxXEEoKWRJ7SXpYyGIhs3iSVMfG4dUZXBKgq9VNTGaSlJSV7ASRpiChCCDHcjTgaWJZNc3NqQMfQdZXS0sCIftOT51Ac5DkclMmZ7K5LkMlZREJDUz06b1gkMwYuXaM85KU07MHn0Y+K6wDy+dQflZWhIX8MyVH0PTKSJEkD4fM41aN3HUgQS+bwe3VAob1vRuGQnw/22nTswCnUm+MEMCa6qlBV6qMs5Gs9viRJR4p8xUmSdNQLeF2MrQqyryFJJtfh23iHDmkBCET7L6LDdjp1XB8MaHRVoaLES3mJl4DXNUStlySpJzKQkSTpmBD2u/GNiWDbTlAiEJ3ik4M/i/b/d7794Pa2KEfTFPwe/YhOJJYkqTMZyEiSdMxwDTD7tiRJxUe+qiVJkiRJGrFkICNJkiRJ0oglAxlJkiRJkkYsGchIkiRJkjRiyUBGkiRJkqQRSwYykiRJkiSNWDKQkSRJkiRpxJKBjCRJkiRJI5YMZCRJkiRJGrFkICNJkiRJ0oglAxlJkiRJkkYsGchIkiRJkjRiyUBGkiRJkqQRSwYykiRJkiSNWDKQkSRJkiRpxFKEEGK4G3E0EEJg2wP/U2qaimXZg9Ci4SPPoTjIcygOR8M5wNFxHkfyHDRN9hMcKTKQkSRJkiRpxJIhoyRJkiRJI5YMZCRJkiRJGrFkICNJkiRJ0oglAxlJkiRJkkYsGchIkiRJkjRiyUBGkiRJkqQRSwYykiRJkiSNWDKQkSRJkiRpxJKBjCRJkiRJI5YMZCRJkiRJGrFkICNJkiRJ0oglAxlJkiRJkkYsGcgcQbZt89Of/pTFixczZ84cbrnlFnbt2tXt/i0tLXzta19j3rx5zJs3j+985zuk0+kj2OKuotEo/+t//S/OOOMMTj75ZD796U/zzjvvdLv/s88+y/Tp07v819N5D7V9+/YVbNMf/vCHgvsX23VYvXp1wfZPnz6dpUuXFrxPsV2Hn//859xwww2dtn388cdcf/31zJ07l09+8pP86le/OuxxXnjhBS644AJmzZrFsmXLeP3114eqyV0UOoe///3vXHHFFZx00kmcddZZ/Md//AfZbLbH45x11lldrsvXv/71oWx6u0Ln8M1vfrNLe84444wej1NM1+GGG27o9vWxYsWKbo8znNdBGiAhHTEPPvigOO2008Rrr70mPv74Y3HLLbeIc845R+RyuYL7X3/99eKqq64SH374oXjrrbfEkiVLxN13332EW93ZzTffLC6++GKxdu1asW3bNnHvvfeK2bNni61btxbc//vf/764/vrrRX19faf/TNM8wi0/6JVXXhGzZs0SdXV1ndqUyWQK7l9s1yGXy3X5e7755ptixowZ4v/9v/9X8D7FdB0ee+wxMX36dHH99de3b2tubhYLFiwQ3/72t8XWrVvF008/LWbNmiWefvrpbo+zatUqceKJJ4onnnhCbN26VfzgBz8QM2fO7Pa5ONTnsHbtWnHCCSeIRx55ROzcuVOsXLlSnHnmmeLf/u3fuj1OIpEQ06dPF6+++mqn6xKPx4flHIQQ4rLLLhP3339/p/Y0NTV1e5xiuw4tLS1dnuef//znxfnnny8SiUTB4wzndZAGTgYyR0gulxMnnXSS+P3vf9++LRaLidmzZ4u//OUvXfZ/9913xbRp0zq9Gbzxxhti+vTp4sCBA0ekzYfauXOnmDZtmli3bl37Ntu2xTnnnCMeeOCBgve5+eabxf/+3//7SDWxVx566CFx8cUX92rfYrwOh8rn8+LCCy8Ud955Z7f7FMN1OHDggPjsZz8r5s6dK84///xOHz4PP/ywWLx4sTAMo33bj3/8Y3Heeed1e7xbbrmlyzlfc8014jvf+c7gN75VT+fwta99Tdx8882d9l+xYoWYMWNGt19W1q1bJ6ZNmyZisdiQtflQPZ2DaZpi1qxZ4m9/+1uvj1ds1+FQzz33nJgxY4bYuHFjt/sMx3WQBo8cWjpCNm7cSCqVYuHChe3bwuEwM2bMYO3atV32f+edd6isrGTy5Mnt2+bPn4+iKKxbt+6ItPlQpaWl/OIXv2DmzJnt2xRFQQhBLBYreJ9NmzYxZcqUI9XEXulLm4rxOhzqd7/7HbW1tXzzm9/sdp9iuA7//Oc/KSkp4c9//jNz5szpdNs777zDvHnz0HW9fdvChQvZsWMHTU1NXY5l2zbvvvtup9cTwIIFC3oc6hyons7hlltu4e677+5yH9M0SSaTBY+3adMmKisrCYfDQ9LeQno6h507d5LL5To933tSjNeho3Q6zQ9/+ENuuukmpk+f3u1+w3EdpMGjH34XaTAcOHAAgFGjRnXaXlVVRW1tbZf96+rquuzrdruJRCIF9z8SwuEwZ555ZqdtL7zwArt37+b000/vsn9zczONjY2sXbuWJ554gmg0ypw5c/j617/OxIkTj1Szu9i8eTOVlZV85jOfYefOnUyYMIEvfvGLLF68uMu+xXgdOsrlcjz88MPcdNNNVFVVFdynWK7DWWedxVlnnVXwtgMHDjBt2rRO29rOZ//+/ZSXl3e6LR6Pk06nqamp6XKfobwuPZ3DjBkzOv2ez+d57LHHOPHEEykrKyt4n82bN+P3+7n99ttZv349ZWVlXH755dx4442o6tB8z+zpHDZv3oyiKPzmN7/h9ddfR1VVzjzzTO68805CoVCX/YvxOnT05JNPkkql+MIXvtDjfsNxHaTBI6/QEZLJZADnQ7Ajj8dDLpcruP+h+/a0/3BYt24d3/rWt1i6dGnBN5XNmzcDoGka//Ef/8FPfvIT0uk0n/nMZ2hsbDzSzQWcD5edO3eSTCa58847+cUvfsGsWbP43Oc+x6pVq7rsX+zX4U9/+hO5XK7LhM2OivE6HCqbzRZ8bQAF/85tE2h7+3o60kzT5O6772br1q0sX7682/22bNlCIpHgggsu4Fe/+hXXXHMN//mf/8mDDz54BFvbuT2qqjJmzBgefvhhvvGNb7By5Uq++MUvYtt2l/2L+TpYlsUTTzzBZz7zmYJBWEfFdh2kvpE9MkeI1+sFnA/Stp/BeZP2+XwF98/n812253I5/H7/0DW0l15++WW+/vWvM2fOHO6///6C+yxcuJA1a9ZQUlLSvu1nP/sZS5Ys4ZlnnuHzn//8kWpuO7fbzdq1a9F1vf3Nd+bMmWzbto1f/epXnHbaaZ32L/brsGLFCs4991xKS0u73acYr8OhCv2d2z4IC/2d24KcQvcp9Ho6ktqC5NWrV/PTn/60x6GPxx57jFwuRzAYBGD69OmkUikeeughbr/99iPeG3D77bfzL//yL+1DLNOmTaOyspJrrrmGDz74oMu5FPN1WLNmDfv37+fqq68+7L7Fdh2kvpFX5whpG56or6/vtL2+vr5LtyxATU1Nl33z+TzRaJTq6uqha2gv/Pa3v+X222/njDPO4Je//GWnwOxQHT88wflQGjt2LHV1dUPdzG75/f4u3yCnTZtWsE3FfB2am5tZv349F1xwwWH3Lcbr0FGhv3Pb74X+zpFIBL/f3+vX05FSX1/Pddddx/r16/nlL3952OEPl8vV/uHZZtq0aaTT6W7nnQ0lRVG6zBNpG/JrGx7vqFivAzhftmbPns24ceMOu2+xXQepb2Qgc4Qcf/zxBINBVq9e3b4tHo/z0Ucfceqpp3bZf968eRw4cKBTno+2+5588slD3+Bu/P73v+fee+/luuuu44EHHig47NJx3wULFnTKo5FMJtm5c+ewTTzduHEjJ510UpeJiB9++GHBNhXrdQB49913URSF+fPn97hfMV6HQ82bN49169ZhWVb7tlWrVjFx4sQu82PA+cA9+eSTWbNmTaftq1ev5pRTThny9hYSi8W46aabaG5u5ve//32XCbCHsm2bs846i4ceeqjT9g8++ICKiooee9mGyte+9jU++9nPdmkPUPC5UozXoc26desOew2gOK+D1DcykDlC3G43119/Pf/n//wfXnnlFTZu3Mhdd91FTU0N55xzDpZl0dDQ0P5hM2fOHE4++WTuuusu3n//fd5++22WL1/OpZdeOmw9ATt27OC+++7jnHPO4dZbb6WpqYmGhgYaGhpIJBJdzmHJkiUIIbj77rvZsmULH3zwAbfffjtlZWVcdtllw3IO06ZNY+rUqXz3u9/lnXfeYdu2bXz/+99nw4YN3HbbbSPiOrTZuHEj48aN69KFPxKuw6GuuOIKkskk3/72t9m6dSvPPPMMv/nNb7j11lvb90kkEjQ3N7f/fvPNN/M///M/PPbYY2zbto0f/vCHfPzxx9x0003DcQp8//vfZ8+ePfzoRz+irKys/bXR0NDQHqB1PAdVVTnvvPN49NFH2yfNP/XUUzz66KN85StfGZZzuOiii/jHP/7BQw89xO7du1m5ciXf+ta3uOiii9pXMhX7dQDnNbB169YuE8jbFPt1kPpomJd/H1NM0xQ//OEPxcKFC8XcuXPF5z73ObFnzx4hhBB79uwR06ZNE3/84x/b929sbBS33367mDt3rliwYIFYvny5yGazw9V88dBDD4lp06YV/O8b3/hGwXP46KOPxC233CJOOeUUcfLJJ4vbb79d7N+/f9jOQQghmpqaxDe/+U2xaNEiMWvWLHHNNdeItWvXCiFGxnVos3z5cnH11Vd32T4SrsM3vvGNLrk/3nvvPXH11VeLmTNniiVLlognnniiy32WLFnSaduzzz4rzjnnHDFr1ixx2WWXibfeemvI296xPW3nYFmWmDVrVrevj7bX+aHnYBiG+PnPfy6WLl0qTjzxRHHeeeeJp556aljOoc2LL74oLr30UjF79myxaNEi8YMf/KDT872Yr0ObxsZGMW3aNPH66693e59iug7SwChCCDHcwZQkSZIkSVJ/yKElSZIkSZJGLBnISJIkSZI0YslARpIkSZKkEUsGMpIkSZIkjVgykJEkSZIkacSSgYwkSZIkSSOWDGQkSZIkSRqxZCAjSUeZYzU11LF63pJ0rJOBjCQdRV555RW+8Y1vAE69m+nTp3eq7zUS3HDDDdxwww19us+6des6lTOQJOnYoQ93AyRJGjy//vWv238+8cQTeeqpp4qmMGRvLV++vM/3+cMf/sDWrVuHoDWSJBU7GchI0lEqGAwyd+7c4W5Gn420wEuSpOElh5Yk6Shxww03sGbNGtasWdM+pNRxaOnBBx/k/PPP5+WXX+aiiy5i1qxZXHLJJaxfv54NGzZw1VVXMXv2bC666CJWrVrV6dibN2/m1ltv5eSTT+bkk0/mS1/6Env27Gm/ve2x3nzzTa677jpmz57NOeecw29/+9tOx8nlcvzsZz/j/PPPZ9asWZx77rn84he/wLbtTufRcWhp+vTp/O53v+Pb3/428+fP56STTuKOO+6gsbERgH/7t3/j2WefZd++fUyfPp1nnnlm0P+2kiQVLxnISNJRYvny5cyYMYMZM2bw1FNPkUwmu+xz4MABvv/973PbbbfxwAMPEIvFuOOOO/jqV7/K1Vdfzf33349t29x1111ks1kAduzYwbXXXktTUxM/+MEP+N73vseePXv49Kc/TVNTU6fj33XXXcyYMYOf/exnLFq0iHvvvZcnnngCcCbj3nbbbTz66KNceeWVPPzww5x//vk88MADhx1O+slPfoJt29x///3cfffdvPbaa9x3330AfPGLX+TMM8+ksrKSp556ik9+8pOD8NeUJGmkkENLknSUmDJlCsFgEIC5c+cWnOSbyWRYvnw5Z5xxBgDbtm3jxz/+Md/73ve48sorAbAsizvuuIMdO3Zwwgkn8F//9V94vV5+/etftx//tNNO4+yzz+bRRx9tn1wMcPbZZ/Ptb38bgMWLF1NfX89DDz3EddddxxtvvMFbb73Fj370Iy6++GIAFi1ahNfr5T//8z+56aabuh1WmjZtGt///vfbf3///fd58cUXARg/fjxlZWW43e4ROZQmSdLAyB4ZSTrGnHzyye0/V1RUAHQKACKRCADxeByAt99+mwULFuD1ejFNE9M0CQaDnHrqqbz11ludjn3JJZd0+v3cc8+lqamJHTt2sGbNGjRN44ILLui0T1tQ09PqqkMDlJqaGjKZzOFPVpKko57skZGkY0xbr0pHXq+32/2j0SjPP/88zz//fJfbysrKOv1eVVXV6ffy8nLACYpisRilpaXoeue3ncrKSgASiUS3bfD5fJ1+V1VV5o2RJAmQgYwkSYcRCoX4xCc+wc0339zltkODkmg02un3tjk05eXllJSU0NLSgmmane5XX18PQGlp6SC3XJKkY4EcWpKko4iqDv5Lev78+WzdupUTTjiBWbNmMWvWLGbOnMmvf/1r/va3v3Xa9+9//3un31988UXGjBnD+PHjmT9/PpZldenZ+fOf/wzAKaec0u82DsV5S5I0MsgeGUk6ioTDYdavX8+qVasKrlrqjy9+8Ytce+213HrrrXz605/G4/Hw1FNP8fLLL/PTn/60076//vWv8Xq9zJ07l7/+9a+8+uqr/PjHPwbgjDPOYMGCBSxfvpz6+npmzJjBmjVr+OUvf8lll102oPwx4XCYxsZGVq5cyQknnNBliEuSpKOX/BojSUeR6667DpfLxec+97n25dMDdfzxx/O73/0ORVG4++67ueOOO2hoaOBnP/sZ5557bqd9v/Wtb7Fy5Uq+8IUv8N577/HTn/6Uiy66CABFUXjkkUe49tprefzxx/n85z/Piy++yF133cX3vve9AbXx8ssvZ8yYMXzpS19ixYoVAzqWJEkjiyLkjDlJkgZo9erV3HjjjTz++OMsWLBguJsjSdIxRPbISJIkSZI0YslARpIkSZKkEUsOLUmSJEmSNGLJHhlJkiRJkkYsGchIkiRJkjRiyUBGkiRJkqQRSwYykiRJkiSNWDKQkSRJkiRpxJKBjCRJkiRJI5YMZCRJkiRJGrFkICNJkiRJ0oglAxlJkiRJkkas/x/OASlqLNv3VAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=fmri, x='timepoint', y='signal', hue='event', kind='line', \n", " style='event', dashes=False, markers=True);" ] }, { "cell_type": "markdown", "metadata": { "id": "RaiJ4ERSsQli" }, "source": [ "And, we can plot multiple relationships by introducing a parameter `col` to create multiple columns, or we can also introduce multiple rows with the `row` parameter, as in the following cell below." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 382 }, "id": "Y_IihvS-u4or", "outputId": "ba0628b7-368b-4c4c-d2dd-0302f8693742", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=tips, x='total_bill', y='tip', hue='smoker', col='time');" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 615 }, "id": "97eRCmPYsYHr", "outputId": "b23eb2e0-c6d3-47e9-e6ca-456142650b0d", "scrolled": true, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=fmri, x='timepoint', y='signal', hue='subject',\n", " col='region', row='event', height=4, kind='line');" ] }, { "cell_type": "markdown", "metadata": { "id": "o82VOB92aGXd" }, "source": [ "### Scatter Plots\n", "\n", "We can create scatter plots in Seaborn by using either `sns.scatterplot()` or `sns.relplot()` with the `kind` argument set to `\"scatter\"` as in the following cell." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "h2RRRwM4a8JF", "outputId": "527c81fa-34c6-460d-f231-16ed3191c862", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=titanic, x='age', y='fare', kind='scatter');" ] }, { "cell_type": "markdown", "metadata": { "id": "j-ZRWT0TclOT" }, "source": [ "Similar to line plots, the `hue` parameter distinguishes the data points in the plot based on another feature. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "my1VhkaPdDYX", "outputId": "97c406f9-cbf1-428b-cea7-9aa14bc5c1b2", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=titanic, x='age', y='fare', hue='sex');" ] }, { "cell_type": "markdown", "metadata": { "id": "fTxG0FyRdPlA" }, "source": [ "To highlight the difference between the categories in `hue`, we can add different marker styles with `style='sex'`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "6OfKkvgpd7v0", "outputId": "392ffed1-f9b1-42e8-ebbf-004a31bda1f2", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=titanic, x='age', y='fare', hue='sex', style='sex');" ] }, { "cell_type": "markdown", "metadata": { "id": "KpZbKHw_gXmH" }, "source": [ "Recall that the default size of figures in Matplotlib is 6.4 by 4.8 inches. The same applies to Seaborn, and similar to Matplotlib, to specify the figure size, we can use `figure(figsize=(width, height))`. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 427 }, "id": "O0ipsobReDTj", "outputId": "6b5c37bd-d1bf-4b33-819d-3d174cd8c1bd", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "sns.scatterplot(data=titanic, x='age', y='fare', hue='sex', style='pclass');" ] }, { "cell_type": "markdown", "metadata": { "id": "VqUJD9OokIcU" }, "source": [ "We can also define the type of markers to use with the parameter `markers`. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 427 }, "id": "Pan6vB3fkGbF", "outputId": "d5ddfa39-2c11-45b2-c7cc-1eeb9d712cfc", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# P(plus), X (cross), and D (diamond) markers\n", "sns.scatterplot(data=titanic, x='age', y='fare', hue='sex', style='pclass', markers={1:'P', 2:'X', 3:'D'});" ] }, { "cell_type": "markdown", "metadata": { "id": "Nij2LPowgcSu" }, "source": [ "Adding the parameter `sizes` can make the plot more meaningful, as Seaborn will use `sizes` to control the size of the markers in the plot. In this case, the size of the markers for `pclass`=1 is assigned 100, the size of `pclass`=3 is assigned 10, and the size of `pclass`=2 is 55." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "DDURHloNjcN_", "outputId": "80a42a14-bad8-4548-bad1-613481387ec2", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=titanic, x='age', y='fare', hue='pclass', size='pclass', sizes=(100,10));" ] }, { "cell_type": "markdown", "metadata": { "id": "k9l-HRF7vh1K" }, "source": [ "## 9.2 Distributional Plots \n", "\n", "**Distributional plots** visualize the distribution of data features, and can help understand the range of values, their central tendency, potential skewness in the data, presence of outliers, and other data characteristics. \n", "\n", "Distribution plot functions in Seaborn include:\n", "\n", "- `displot()`\n", "- `histplot()`\n", "- `jointplot()`\n", "- `pairplot()`\n", "- `rugplot()`\n", "- `kdeplot`" ] }, { "cell_type": "markdown", "metadata": { "id": "YZscYDMHmpHd" }, "source": [ "### Univariate Analysis with `displot()`\n", "\n", "**Univariate analysis** explores the characteristics of a single feature in a data set in isolation. It involves studying the range of values, central tendency of the values, and other statistical properties of the feature. Univariate analysis typically employs histograms, bar plots, box plots, and other related plots for presenting the distribution of an individual feature. \n", "\n", "In Seaborn, the `displot()` function is a general function for plotting different distributional plots. Its default behavior is to draw a histogram, and internally `displot()` uses the `histplot()` function to draw histograms. By changing the parameter `kind` in `displot()`, we can create different distributional plots. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 382 }, "id": "WZkXMpKFmrB1", "outputId": "6da345b5-08bc-4f65-e920-f389bb442bfe", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(titanic['age']);" ] }, { "cell_type": "markdown", "metadata": { "id": "EbrWR7nSpOIX" }, "source": [ "We can set the number of `bins` in histograms to a value of choice. Similarly, if we set the parameter `kde` which stands for Kernel Density Estimator (KDE) to True, a KDE plot will be overlaid on top of the histogram. KDE is a smoothed curve representation of the probability density function of the data. It uses a Gaussian kernel to smooth the data distribution. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 382 }, "id": "w4IVGIwGpjtH", "outputId": "bcf01256-0b7e-463c-9298-fbab41f381dd", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(titanic['age'], kde=True, bins=20);" ] }, { "cell_type": "markdown", "metadata": { "id": "mu-6bF_ttLm-" }, "source": [ "We can also plot categorical data with histograms, in which case the histograms become bar plots. The parameter `shrink` in the next cells has a value between 0 and 1 and controls the width of the bars in the plot. Compare the following two cells. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "IGKvJaaAskbX", "outputId": "4ecd0c9b-445a-49c0-c8fe-d1276bbb199e", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(tips, x='day', shrink=0.8);" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(tips, x='day', shrink=0.2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use `histplot()` to draw histograms. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "YDm1GtnutTPg", "outputId": "1e19771d-3026-4f2b-e438-5a196075be05", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(titanic, x='age', hue='survived');" ] }, { "cell_type": "markdown", "metadata": { "id": "vN_1ZT8UtoKm" }, "source": [ "We can stack histograms of multiple features by setting the parameter `multiple` to `'stack'`." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "Ael04daQtddm", "outputId": "f2912381-3754-4622-b371-2db871e255ad", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(titanic, x='age', hue='survived', multiple='stack');" ] }, { "cell_type": "markdown", "metadata": { "id": "JwnU-IwbwNW-" }, "source": [ "### Bivariate Analysis with `jointplot()`\n", "\n", "**Bivariate analysis** explores the relationship and patterns among two variables, or two features in a dataset. The goal is to understand how changes in one variable are related to changes in another variable. Common plots in bivariate analysis include scatter plots and correlation plots. \n", "\n", "In Seaborn, we can use `jointplot()` to plot the joint distribution between two features along with the marginal distribution for each of the features. This function creates multi-panel plots, and it provides useful statistical visualization for any two features in a dataset. \n", "\n", "The **joint distribution** drawn in the central plot displays the simultaneous behavior of the two features as they both change, i.e., it provides information about the probability of different combinations of values for the two features. \n", "\n", "The **marginal distribution** plots are shown on the side axes, and they present the distribution of each feature when considered independently by ignoring or \"marginalizing out\" the other feature. I.e., they show the histogram for numerical features or the bar plot for categorical features. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 454 }, "id": "IYqfnK3PwZZv", "outputId": "05b319f1-1953-4c91-c64f-28e6e7f5971a", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=tips, x='total_bill', y='tip');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the function `jointplot()`, the following options for the parameter `kind` are available:\n", "\n", "- `scatter` (default) displays a scatter plot \n", "- `hex` displays a hexagonal binning style to visualize the density\n", "- `kde` displays kernel density estimates\n", "- `reg` displays a scatter plot with a linear regression line\n", "- `resid` displays the residuals of a linear regression, useful for checking goodness of fit" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 454 }, "id": "5chDokc5xwEL", "outputId": "2b790a9e-2cf5-4b17-93f9-a24ff15ab810", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=tips, x='total_bill', y='tip', kind='hex');" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 454 }, "id": "4GixkWqtyEU2", "outputId": "5c3d4b00-9b74-42af-e4c4-33007f95b191", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=tips, x='total_bill', y='tip', hue='day', kind='kde');" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 454 }, "id": "zAbNciV6yUun", "outputId": "a3d44ae9-aa9a-4955-fbf9-10bc2e0f2af6", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=tips, x='total_bill', y='tip', kind='reg');" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 454 }, "id": "rsP7Xru2zAhO", "outputId": "a1e201ea-4199-4a7e-d3da-31fa9af90378", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=tips, x='total_bill', y='tip', kind='resid');" ] }, { "cell_type": "markdown", "metadata": { "id": "PZnFTH5jzZdz" }, "source": [ "### Multivariate Analysis with `pairplot()`\n", "\n", "**Multivariate analysis** explores relationships and dependencies among multiple features in a dataset, in order to reveal complex interactions between more several features. \n", "\n", "The function `pairplot()` visualizes all possible joint and marginal distributions for all pairwise relationships and for each variable in datasets. It allows to immediately notice relationships between the features. \n", "\n", "In particular, `pairplot()` creates a grid of subplots, where the diagonal subplots are the marginal distributions of each feature (i.e., histograms for numerical features and bar plots for categorical features), and the off-diagonal subplots draw the pairwise joint distributions between different pairs of features. \n", "\n", "Note the difference: while `jointplot()` visualizes the relationship between two features (bivariate analysis), `pairplot()` visualizes the pairwise relationships between all features in a dataset (muliivariate analysis)." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 565 }, "id": "1DX35xD7z78Y", "outputId": "3199a6a3-629e-4f33-dfff-94447d04cca2", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(tips);" ] }, { "cell_type": "markdown", "metadata": { "id": "Q92eu_2f0zQX" }, "source": [ "### Plotting Distributions with `rugplot()`\n", "\n", "The function `rugplot()` visualizes marginal distributions by drawing ticks or dashes along the x-axis and/or y-axis in a plot. It consists of short vertical 'ticks' where each tick shows the presence of a data point at that value on the axis. This plot is useful for showing the density of data points along an axis. \n", "\n", "The ticks in the plot resemble the appearance of a rug, therefore, it is named a rug plot. " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "ZJOcpjAc1M_e", "outputId": "4543e707-ec72-446b-b9b4-0793331b43c3", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.rugplot(data=tips, x='total_bill', y='tip');" ] }, { "cell_type": "markdown", "metadata": { "id": "Vs6DpzaV1o8A" }, "source": [ "Similarly, we can combine `relplot()` and `rugplot()` in one figure." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "B_9HcqYV1VeL", "outputId": "bc36d236-a45c-4e3b-efef-f71854507c17", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data=tips, x='total_bill', y='tip')\n", "sns.rugplot(data=tips, x='total_bill', y='tip');" ] }, { "cell_type": "markdown", "metadata": { "id": "m8BFXHXr2Ebq" }, "source": [ "### Kernel Density Estimation (KDE) Plot with `kdeplot()`\n", "\n", "Besides using the `kde` parameter with `displot()`, Seaborn also provides the function `kdeplot()` to visualize the smoothed curve of the probability density function of a single feature or multiple features. " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "SYfXcBLv2JGK", "outputId": "d9bcbfaa-1f8f-4032-e5fc-c8b132c902fe", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=tips, x='tip');" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "EyPk7HyA4jQ0", "outputId": "3640dee1-316e-42c6-d11c-2a0c6e080a0d", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=tips, x='tip', hue='day');" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=tips, x='tip', hue='day', fill=True);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "n12Pr2zU6BaX", "outputId": "9294e157-041a-44df-976a-d8a9ff945df0", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=tips, x='tip', hue='day', multiple='stack');" ] }, { "cell_type": "markdown", "metadata": { "id": "1ShRNxJ469sc" }, "source": [ "### Cumulative Distributions\n", "\n", "By setting the parameter `kind` in `displot()` to `ecdf`, we can plot the cumulative distribution of a feature, where `ecdf` stands for `empirical cumulative distribution function`." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 382 }, "id": "WL_XaIdO7hGZ", "outputId": "915ce248-03c8-4380-a9d3-22f6a43b37cf", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(titanic, x='age', kind='ecdf');" ] }, { "cell_type": "markdown", "metadata": { "id": "bouZPwQN8GJn" }, "source": [ "## 9.3 Categorical Plots \n", "\n", "In Seaborn, there are various plot functions for visualizing categorical data. These include:\n", "\n", "1. Categorical estimate plots\n", "\n", "- `barplot()`\n", "- `countplot()`\n", "- `pointplot()`\n", "\n", "2. Categorical distribution plots\n", "\n", "- `boxplot()`\n", "- `boxenplot()`\n", "- `violinplot()`\n", "\n", "3. Categorical scatter plots\n", "\n", "- `stripplot()`\n", "- `swarmplot()`\n", "\n", "Similar to the high-level function `displot()` for creating distribution plots, Seaborn also provides a high-level function `catplot()` for plotting all of the above types of categorical plots, by passing different values for the `kind` parameter. The available settings include: `bar`, `count`, `point`, `box`, `boxen`, `violin`, `strip`, and `swarm`. " ] }, { "cell_type": "markdown", "metadata": { "id": "mpO-mvFxylJL" }, "source": [ "### Categorical Estimate Plots\n", "\n", "The function `barplot()` is used to visualize statistics of categorical data based on different statistical estimator functions (mean is the default estimate). As stated earlier, to create bar plots we can either use `barplot()` or `catplot(..., kind='bar')`." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "_8WwMTHvyq8R", "outputId": "730e60cd-0c9f-48fb-ebf6-b74c131b65fc", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=titanic, x='sex', y='survived', hue='pclass', kind='bar');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function `countplot()` is used to visualize the number of observations in each category. " ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "fb91w0u83U0b", "outputId": "29140b9c-2a8d-4f3f-962d-d33df8c650f1", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(data=tips, x='day', hue='day', palette='coolwarm');\n", "\n", "# The same plot can be obtained with\n", "#sns.catplot(data=tips, x='day', palette='coolwarm', kind='count')" ] }, { "cell_type": "markdown", "metadata": { "id": "eZdKV_ar35Qr" }, "source": [ "Rather than plotting bars, the function `pointplot()` visualizes the point estimates of categorical data. Notice that it can also connect the points with the categorical variable specified with `hue`." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "pf_NeiSg37qF", "outputId": "b4d9059f-0685-4469-d5a8-7c87b9236a18", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pointplot(data=titanic, x='sex', y='survived', hue='class', palette='dark');" ] }, { "cell_type": "markdown", "metadata": { "id": "jqjDC_E65n66" }, "source": [ "### Categorical Distribution Plots\n", "\n", "The functions `boxplot()`, `boxenplot()`, and `violinplot()` are used to plot the distributions of categorical data. \n", "\n", "A box plot (or box-and-whisker plot) shows the median, the inter-quartile range with the first (25%) and third (75%) quartiles of the dataset, and the whiskers extend to show the rest of the distribution. Exceptions are data points that are determined to be outliers based on a method that is a function of the inter-quartile range." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "gu-h0AA55tU9", "outputId": "cb2aece9-ed96-4260-9d47-e1fd0e55f3ca", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(data=tips, x='day', y='total_bill');" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "11PdoWCP7OqC", "outputId": "b2577507-5c91-497f-ccca-f997cebb8812", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, x='day', y='total_bill', hue='smoker', kind='box');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `kind` parameter set to `boxenplot` creates boxen plots, which are an enhanced version of box plots. Boxen plots employ additional steps for calculating the quartiles, and are more efficient in visualizing features that have many outliers. \n", "\n", "The approach for creating boxen plots includes first dividing the data into groups and then iteratively constructing the plot by starting with the largest group and data and progressing to the smallest group of data. The boxes can be considered subgroups of data, with the width and height corresponding to the size and range of the data in the groups. Therefore, the boxes do not correspond to the first and third quartiles, as in traditional box plots." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "j7orwR5R7Ukn", "outputId": "df906636-fbeb-4a92-bb17-ff01d0ed3084", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, x='day', y='total_bill', hue='smoker', kind='boxen');" ] }, { "cell_type": "markdown", "metadata": { "id": "PLKu58mt8AHX" }, "source": [ "The function `violinplot()` shows the entire distribution of categorical data and uses a rotated kernel density plot on both the right and left sides of the plots. Understandably, the plots resemble violins, and they make it easier to visualize the shape, skewness, and presence of multiple peaks in the data distribution. Unlike box plots and boxen plots, violin plots do not display the individual outliers in the data. " ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "LK7nfnv88jxK", "outputId": "3fc288ef-a330-4dea-bd6e-9569a84a220f", "tags": [] }, "outputs": [ { "data": { "image/png": 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Is9RyozQ8HxgwzHTQciOEHgo3yiGEl0tbbvRaWrCxPRRu+oCL4Ua4kqcvOyUTznec2gsNQ/vOKJEQWjpouGm9XwhBRP6E8CKEGYHQkkNjbtqicNMHCF92qdRy0ydYrRYYWD80DI9I1gurhcKN0lwp3IC6pRTnYri5tOUmcJu21mmLwk0fYLUGvtzSOFeb20SZrBYLItnAOiiRKh+sVgt9yfVZHccfIi/CFjqXttzotFybx0kAhZs+wGq1ggGPaHhhAAcLXckrFsdxsNqsiFIFpgBHqnzweL30wUeIzLndLZulatq23KhYQKPmqOXmEhRu+gCLpQmRvB8sgEjOA6ulSeySSIjYbFbwPN8abqJaVim20DlXpI7b46jFRmncbjfUKh4q1eWP6TQcbZJ6CQo3fYDF0oQoPvAlFwUfrDYrOI4GGipRU1MTAPws3Pja3E+UgWUDH90dhRvhfqajueJEdlwuF7TqDnaBp5aby1C4UTiPx4Pm5mZE8S1fdrwPPM/ToGKFElpohH2loqnlRuHaDy8UbpTH7XZBq2k/3Og0XGu3FQmgcKNwwpdaFFpabni6klcys7kRwMUWm+iWf81ms2g1keBjmJaWmw6aboT7Kdsoh8fjhlbd/orTWuqWugyFG4Vragp8qQmhJhp0Ja9kwvmOVnvb/NvU1ChaTST4Whfpu+LzKN0ohdvthlbT/hnXqjl4PF6aFfkzFG4UrnUMBn9pyw1dySuRcF5jWrqjhH/pfCsLc4V0w7d2V1G4UQqPx9PpmBue5+HxeMJclXRRuFE4i6XlSh4tLTc8tdwomdAtJYQaE+uHmuFb7yfK0uF1Ol3AK4rP54Pf7+8w3GhaxuJQuLmIwo3CXdZyA2q5UTKz2Qwj64e2ZVdolgkMKm5spHCjRPwVWmaoW0oZhPE0HQ4obgk9NKj4Igo3Ctc6e6Z1tpTQckML+SlRY2M9YlRtr95iVF5Ymsw0/V+BGGqi6RPc7sB7uuOWm8DfAQ0qvojCjcIJWy1EtrTYGMBBA566pRTI7XbB6XQipmUQsSBG5YWf42jbDQXqsF2GGmwUpastN9QtdRGFG4VramqCEX5ocHGjvUjeS+FGgYTp3sJ4G4EQdqhrqu+h2TPKIHQ3adUdzJbSCN1S1HIjoHCjcFZrEyK5tl92kbwPVgttpqg0FwcT+9rcf3HGFIUbpRC6GDsaUsO27gpOXZFKIIQWXSeL+AG0M/jPUbhRMI7jYLPZWrukBJG8D14fbaaoNK3h5tJuqdaWm4aw10RC42K4af8CRQg9NM5KGS7uCN7+In66ls00KdxcROFGwRwOB3ieRwR/SbhpCTtWK23BoCRCuIm+tFuq5TZNB1cOIbSwHbXctIQeCjfKIIQWvbb98yncTxesF1G4UTBh/6gItE37Qtix221hr4mEjjCm5tIxN9Gt4Yam/ysFxwXe02wHLTcstdwoSnNzILQILTSXonBzOQo3CiaEF9MlLTemlrBjs1G4URJhTM2l3VJRKh9Y0EJ+SuL3B97Darb9cKNqCT0+X/tfhkRenE4nAMCob/98GnT+Ns8jFG4UzeGwA7i85UYIO06nI+w1kdAxm83QMhwMbNurdZYBIlU+WrhRQXy+wHtY3cmYGzXLw+/3tfs4kRfhs9rQQbfUxXBDn+kCCjcK5nC0vCH4tuHG2BJ2hPBDlKGpqfGyLilBtMqLpiYzzZBTCCHcqDpouQECrTc+X/t/D0RehM/yjlpujDr6TL8UhRsFa23KvKTlxsgLbwRK+UrBcRysViuiOgk3Ho8Hzc3UbK0EHo8HapbvcEAxAGhUHC3qphCt4yf17bfEmfQ01OBSFG4UTPgiu7TlRg8afKY0NpsVPM8jWtX+h1+USpghR6sUK4HX64Gmk1YbANCwFG6Uwm63gWV4GDpouVGreBh0fgo3P0PhRsGEEfZCmBHoW8KO8DiRP2HF6cgOwo1wP+0ppgwejwcaVeczoQLhhlasVQKr1QKT3t9pS12kwQebjd7fAgo3Cia0zGgvWaVUB1rNUmmE0NJRuIlqDTdN4SqJhJDb7YJO1flMKJ2ag4eW41eEpiYzokydj5+KMnphtVpp+n8LCjcKJly16S5pudGC9iFRmtY++Q7CTQTra/M8Im+u5mZor9Byo1NxcLndNIhc5txuF5qbmxFzhXATHeEDx3HUOtuCwo2CCeFFe0m40YAHA56arBWkNdywHYQblRBuqE9e7nieh8vthr4L4Ybn6X0ud60rj0d0Hm6E8EPrWQVQuFEwYTCh5pJwwyAQcGiwoXIICzZ22HKjotkUSuH1esFxHHTqzrul9GrqflaCuro6AEB8VOfhJi4q8HleX18b8prkgMKNgnm9XrDgoWrnMQ14eL20BoZSCNP6TWz7X3imlhYdWgdD/lpnQao7b7nRq4WJAzT9X87q6gJhJT6q84vRhJbHhef3dRRuFMzn80KD9vvb1TwHr5dabpTCbg+Elo7CjZGlRb6UQggr+iu03BjUwqq1NCtSzroabuKjKdz8HIUbBfN6fVB3FG7Ata5ySuRPWHZd30G4UTGAjuVo7xkFEMKKoYvdUrQkv7xVVVUCAJJiOx87FR/lgYrlW5/f11G4UTC/3wcV337TtZqnpdmVxOVqhpbhoOpkHQw946cuCgUQWt8MHewQLTBqaL8hJaiqOo9ok7fDfaUEKhZIjHGjsvI8zZCDxMJNeXk5Ro8ejZUrV7beV1RUhLlz52LUqFGYNm0aFi9eLGKF8uLzddxyowIPP7XcKIbT6YShg1YbgZ6lcKMEQlgxUrhRPJfLhYaGBqTEdW1QeEqsG06nk9azgoTCjdfrxYsvvtim2dxsNmP+/PnIzs7GihUrsGjRIrz99ttYsWKFiJXKh9/ng6qDBK8CD7+/8w9HIh8ulws65grhhuFo5owCCC03xit0SwnhhvaQk69z586A53n0S2j7vi0+b8J7a7JQfN7U5v5+CYEuy7Nnz4StRqlSi12A4O9//ztMprYnavny5dBqtXjjjTegVquRl5eHM2fO4IMPPsCcOXNEqlQ+fH5fhwOKVeDh81G4UQqP24XIK+w1pGU4eNwecBwHlpXMdQ3pptYdoq/YchNomRUGmxP5EUJKekLbQeHr9yahpDICbg+L/PTy1vvTE10tP1eBESNGha1OKZLEJ9y+ffuwbNky/Od//meb+wsLC1FQUAC1+mIGmzhxIsrLy9HQ0BDuMmXH7/N33i3FUbhRCo/HAx3TeZ+8lg08TrPk5E1ouTFdIdyY1NRyI3dnzgSCS0ZS25Ybl1fV5l9BemJzm5/ry0RvubFarXj55Zfxm9/8BqmpqW0eq66uRn5+fpv7kpKSAACVlZWIj4/v8XHVaknkupDyc36oOgw3aLmCB13Fy5zf74ef46C5UrhpeZzn/X3i71+pWtc00l6h5UYrjLmx0/mWqdLS0zDo/EiM6doq09EmH2IjvSgtPQ2VigHDdDLDQOFEDzdvvPEGRo0ahVtvvfWyx1wuF7RabZv7dDodgN7ti8SyDGJjTVd+osz5fT6wHa5zE7g/KkoPjUYTzrJIkAm7u18p3GiYwDk3GjV94u9fqTyewPk2qjufEKBXcWAZHi6Xk863DFmtVlRXV2FIlrPT3cAvlZPiwIHTGng8dqSkpISuQIkTNdysXr0ahYWF+Pbbb9t9XK/XX7ZFgBBqjEZjj4/LcTysVmXPGuF5Ht5OZ0sFvgjr6ppgMPT8d0nEJ+wrpWY6H3OjZi6ec5bVh7wuEhpmcxM0LA+tqvPzzTCBrqumJgvMZuqakpsDBw4CCISV7shJceLA6Rjs23cQU6ZcHYrSRBMVZYBK1bVWSFHDzYoVK9DQ0IBp06a1uf/3v/89Fi9ejLS0NNTWtl1tUbidnJzcq2P7fMreFl5YoK/jRfwC97tcXmg0yv5dKJ3LFbgAUF0h3Ahr4LjdHsX//SuZzWaDUePDz3scihtN2FKRgGuz65Efd/HL0KTxwW630fmWoePHjwMA+vfrXrgZ0C8wJuvEieOYOHFK0OuSC1HDzV/+8pfLpqbeeOONeOaZZzBr1iysXbsWX3zxBfx+P1SqwMCpXbt2IScnp1fjbfoCYd8odQdTwYVwQ4NL5U+Y0t/R+CqB8DgtASBvdrsNMZq2XVLrS5NQYo6A288iP+7iYFKT1odai4NmyMlQUdExaDUcspK7t31GarwbEQYfioqOgef5PjvuRtS/9uTkZGRlZbX5HwDEx8ejX79+mDNnDux2O15//XWUlJRg5cqVWLJkCRYsWCBm2bIghBYt2r9iE3YKp80z5a813Fyx5SbwOG27IV9+vx/Nzc2IuGQwscunavOvwKTxg+M4uFy0v5ScWCxNuHDhPPJSHVBfofvxUgwD5Kfb0djYiJqaqhBVKH2SjvLx8fH48MMPUV5ejtmzZ+Odd97Byy+/jNmzZ4tdmuQJY5U0HYWblhadS8c0EfkRws2V3szC4HKOoy4KuXI6HeB5HiZN1wJqRMt0cZvNFsqySJAdPXoYADA4q2fnbXCmrc3r9EWiz5a61KlTp9rcHjFiBJYtWyZSNfLl8QQGXus6CDfC/b2ZdUakQQgrV2q5YRkKN3InhJQrTQMXmLTCQn42JCf33ZkzcnPkSGAw8dCehpsse8vrHMINN9wUtLrkRNItN6TnXK5AaNF2sHHmxXBDy/HLHd9yjq/Usy682SncyJfd3hJuuthyY6KWG9nxer04fvwokmLcSIzpWct6lNGHzCQnTp0qarOlUV9C4UahhD72DltuWr4QhTVSiHxxXKBFhr1Sy01LtxTtGCxfQri5dMxNRyJ+1nJD5KGo6DhcLheG51p79Tojcq3w+/04evRQcAqTGQo3CiWkdQPf/oegAYH7aZdo+etqy40waYJabuRLaIGJ6GbLDe0vJR8HDuwDAIzMtfTqdUbmBcLR/v37el2THFG4USghtBg6aLkRwk1fbbJUEqHlhrnCVHAh/FC4kS+hBeZKm2YKhJYbYaFHIm0+nw8HD+xDtMmLzG5OAb9UcqwbKXEuHD16qE8OP6Bwo1DC5npGtP8haOT9bZ5H5EsIK1d6MzPULSV7QstNpLars6WoW0pOioqOwe5wYHR/S7e2XOjI6P4WeDweHDp0sPcvJjMUbhRKaIaO4Nv/EDQhcD+FG/lr7Za64mwp4fkUbuRKaIGJ6Gq40QoDiqnlRg727t0NABib3xSU1xszoKnldXcF5fXkhMKNQrU2X3cw5iaCpw89pRBabq445qZ1nRtaoViuhPdrV6eCa1UcNCxP73MZcLvdOHBgH+KjPMhMCs5Ej+RYD9ITm3H06KE+N+6Kwo1CWa2BwWhRaP8KzwA/WPCwWulDT+66us6NsHYtjbmRL6vVCoM6EFi6gmGACK2X3ucycOjQfrhcLhQMNCOYOyaMy2+C3+9HYeHu4L2oDFC4USiLxQItuA6ngrMAInlfawgi8nVxheKuLeJHe0vJl9XahEht97ZMidTS+1wOdu3aDgAYN7ApqK87Nr8JDMNj587tQX1dqaNwo1CWJjOi+M4/BCN5H5qazGGqiISK39+yA3wX95aicCNPHMfBZrMhUte9cBOl88Hj8Vy2STGRDoulCcePH0V2shNJPVy4ryPRJh8GZthRWnoaNTXVQX1tKaNwo0Acx8FitSD6CuEmhvfC7XbTWjcy5/N1beNMYSd42jhTnhwOOziO6/JMKUFUy/MtlqYQVEWCYdeu7eA4DhMGh+Zic8KgwOvu2LE1JK8vRRRuFMhisYDjOMR0MFNKEI1A+DGbqfVGzny+wHlUX6FbSs1wbZ5P5MVsbgQAxOi6GW5aWnqolVaaeJ7Hjh1boVHxGN0yuynYhudaYdBy2Llza58Zc0fhRoHM5gYAgZaZzgiPNzY2hLwmEjqtO8BfoeVGeNztpp3g5aipqQkAEN3NbqloPYUbKSsvL0Nl5QUMz7XAqAtN8NCqeYzJN8NsNqOo6HhIjiE1FG4USAgrsVcIN8LjwhUhkafWHeDZzj8YtS2PC88n8iK8T4Ww0lVCSw+9z6Vpx46fAAATQ9QlJRBeXzie0lG4UaCGhpaWG3R+hS6Em4aG+pDXRELH7Q6EFQ3TebjRMcJO8BRu5Eh4n8Z2M9zE6j0tP08ttFLj8XiwZ89OxEZ6kZ8e2nVoMpOakRrnwv79++BwOEJ6LCmgcKNAwodg3BVabuJ44UOPwo2cte4jxnY+C0rP0k7wctb6vjZ0r1sx1iBcxNQFvSbSOwcO7ENzczPGD2oEG+JvY4YBJgw2w+fzYc+enaE9mARQuFGgi+Gm8w/BGHjBgKdwI3OtO8BfIdwIjzc3K/+qTYnq6+ugYnhEd3NAsUHNwajxo76ewo3UCLOXhNlMoVYw0AyW5fvErCkKNwrU0FAHPTgYO1jAT6BCYFAxfejJm7A/mOEKY26EcNMXmqSVqK62BnEGT482VIw3uFFXW9NnZsrIQUNDPYqKjqF/mh0J0eGZwRhp9GNIlg0VFWW4cOF8WI4pFgo3ClRfX4d4rmvjKuJ4D8zmRlrYTcZsNhsY8DCxnV/RaxgeOpajfYZkqLnZCYvVgkRjz8ZLJRk98Hi9NGNKQnbt2g6eR8jWtunIxYHFym69oXCjME6nA83NzVfskhLE815wHEczKWTMarXCyHJQdeGKPpKlfYbkSFhZNsnUs2n8SaZAKKqurgpaTaTneJ7Hzp3boFVzGJUX3vfjkCwbTHo/du/eruiWPAo3CiN0MV1pMLGABhXLn9XShChV1853pCqwz5CSP9SUqKqqEgCQ3OOWGyHcVAatJtJz5eWlqKmpxog8C3Ta8L4X1SoeYwY0wWKx4MSJY2E9djhRuFGY1nBzhWngAiEE1dXVhqwmEjputxt2hx0xXQw3sSov/H4/dU3JzPnzZwEAqZE92x8qreXnzp8/F7SaSM/t2rUDAFAQ5E0yu2p8ywDm3bt3iHL8cKBwozD19YEWmPguttzEt7Tc0KBieRK6E2PVXTvfMWpalVqOzp0LhJu0iJ6FmySjG2qWx7lzZ4JZFukBv9+Pfft2IdLow8AQr23TkcykZiREe3DgwL7WFc6VhsKNwgghJb6LY26oW0rehPMdq+ri+W5p4aEwKx88HwglCQY39OqedWGoWCDF5ML58+eoS1JkRUXHYbPZMLp/U8jXtukIwwBjBzTB7Xbj8OGD4hQRYhRuFEZYqCu2i+EmBl6wtNaNbNXWBgaaJmq6dr4TNO6Wn6sJWU0kuMzmRlitVqRH9W7xxYyoZng8HlRWXghSZaQn9u3bDQAYM8Aiah1j8psAAHv37hK1jlChcKMw9fX1MMB/xTVuBBfXuqExN3JUUxMIKYnqrg00TVR7Wn6uOmQ1keAqLS0BAOTEOHv1OtktP19WVtLrmkjP+Hw+HDxYiJgIL7JTenc+eys1zo2UOBeOHT0Et7tn3Z1SRuFGYRoa6hDHdXN5dt4Ds9lMa93IUGVlYCGupC623MSpPVAzPF29y0hZ2WkAQHZ071pusqMp3IituPgkHA4HRuZZerQYY7CNyrPA4/Xi6NEjYpcSdBRuFERY4+ZKu4FfKo7WupGtCxfOIV7tueKO4AIVAySrXai8QGMv5OL06WKoWR7pkb0LN8kmNwxqP4qLTwapMtJdBw7sAxAIFVIwsmWNHaEuJaFwoyBd3VPqUnG0O7gs2e02WCwWpGq616ScpnXB7fHQ+ZYBp9OJiooyZEc7oFHxvXotlgHyYh2oqammCxkR8DyPw4cPwKT3I0fkLilBWrwLcZEeHD16SHEt9xRuFKQ13KB7LTexNGNKls6cqQAApGu7d0XfT+tq+fnyYJdEgqy4+CR4nseAuODsB5YfF5h6fPLkiaC8Hum6c+fOoLGxEUOzrKLNkroUwwDDcqxwOp0oKSkWu5ygksivmARDQ0Ng7ZKuzpQSUMuNPFVUlAEAMroZbjK1zpafp3AjdcIKskIo6S3hdZS8Mq1UHTlyCAAwNEdaC2gOy7YBAI4cUdaUcAo3CtLYKHRLdbPlpmU1Y2qqlhch3GR2M9yka11gwKO8vDQUZZEg4XkeR44chEHNtQ4G7q3UCDeidV4cPXqIxlyF2fHjR8EwPAZmiLNwX0fy0hzQqDkcP35U7FKCisKNgggtL90dUBxLLTeyw/M8Tp8+hTi1B9HqzncDv5Se5ZCqcaG8rERx/exKUl1dhbq6WgxOsEIVpE9qhgGGJlphs9lawzEJveZmJ0pLipGV7IRRJ61QqVHz6J/mwLlzZ2GxNIldTtBQuFGQhoYGqMEjAt37stOCh4n3UbiRkdraGthsNuRoe3ZFn6tzwu3xtC7rT6RHWDl2aIItqK8rvN6hQweC+rqkY6dOnYSf4zA4U1qtNoJBmYG/CSW13qi7+sR9+7o3VaygoKDbxZDeMTc2IJbz9CixxvEe1DY2gOd5MIwEFmAgnTp9+hQAIFffs4GmuXoHttvjUVx8EtnZOcEsjQTJgQP7wDI8hgQ53AyMt0PDcjh4oBB33nlPUF+btO/kyeMAgHyR9pK6EmGPq5MnizBp0lSRqwmOLoebefPmdelLT/hyLCoq6lVhpHt8Ph+aLE3o382ZUoJY3otzbjccDgciIiKCXB0JtqKilg/LHoabAbrAz508eQI33nhT0OoiwdHY2IDS0tMYFG+HSRvcrkOtisfQRCsOVV3AhQvn0a9felBfn1yuqOg4tGoOWcm9W6soVFLi3Ygw+FBUdEwxF7hdDjf//ve/Q1kH6SWzuRE8z3d7jRuBMO6msbGewo3E8TyPkyePI0rlQ1IXt124VLTah2S1C8WnTsDv90OlUgW5StIbhYV7AQCjk0Oz2NvoZAsO1cSgsHAPhZsQs9lsOH/+HAZlOKDu5VpFocIywIB+dhwsUaO+vg6JiUlil9RrXQ4348ePD2UdpJcaG4Vp4D1ruYlrmTHV2NiAzMzsYJVFQqCq6gKampowzmRDby6w8g0ObLPpUV5eiv7984NXIOm1vXt3gWV4jEgKzbThoYk2aFUc9uzZidtuu1MRV+pSJXQh9+8XnLWKQiUvzYGDJTEoLj7Zt8LNO++80+UXZRgGTz31VI8KIj3T05lSApoxJR/CPjCD9b3rvx+kt2GbLR7Hjh2hcCMhVVWVKC8vxbBEW9C7pARaFY8RSRYUVrEoLy9Dbm5eSI5D0LrdRV6atMNN/5b6iotPYvLkq0Wupvco3ChET7deEAhr49TXU7iRumPHDgMABhl6N9A0X++AiuFx9Ohh3HHHXcEojQTBrl3bAQAFqeaQHqcgtQmFVbHYtWsbhZsQKi4+CbWKR6ZEx9sIUuLdMOqVs/dYl8PNyZPK+A9Wqvr6OgDdX8BPcHELhrqg1USCr7m5GcWnipChdSJS1bureh3LIU/nwOkzZbBYLIiOjg5SlaSnOI7Drp3bYFBzGJYY3FlSlxoYb0eUzoc9e3binnsegEajCenx+qLm5macPVuB3NTe7w0WaiwD5KY4cKyiBhZLE6KjY8QuqVdEX+emoaEBL730EiZOnIjRo0fj8ccfR0lJSevjRUVFmDt3LkaNGoVp06Zh8eLFIlYrXfX19WDAI6aHs6Ui4IcWHLXcSNzx40fh8/sxrJetNoJhBit4XnlLr8vV8eNH0WhuxJgUc8i/DFkGGJ/aCIfDgYMHC0N6rL6qtPQ0eJ5HXpo0Nsq8krzWrqlTIlfSe11uuXnwwQfx+9//Hnl5eXjwwQc7fS7DMFiyZEmXXveJJ54Ay7L44IMPYDQa8fbbb+Phhx/Gxo0b4XK5MH/+fFx//fV48803cejQIbz55puIiYnBnDlzulp6n1BfX4to3gcNevaByACI5zyor6sNbmEkqA4fDiy8NswYnIGmwwxWrDSn4fDhg5g6dVpQXpP03NatWwAAk9LDsxXKVelmbKpIwtatWzB+/FVhOWZfIgwmzkuV9ngbQd7Pxt0UFEwQuZre6XK44Xm+3f//Ss/tjNlsRnp6Op544gkMGDAAAPDkk0/i9ttvx+nTp7Fr1y5otVq88cYbUKvVyMvLw5kzZ/DBBx9QuPkZv9+PxsYG5PRwvI0gjvegyumA0+mE0WgMUnUkWPx+Pw4fPoBYlRfpGldQXjNB40WqxoXjxw7D7XZDp9MF5XVJ91ksFhw+tB8ZUU5kRAXn/F5JotGD/Dg7ioqOo7a2BklJyWE5bl9x6lQRWIZHTqo8Wm4yEpuhVXOKGHfT5XCzdOnSdv//3oiNjcVf//rX1tv19fVYvHgxUlJS0L9/f/z9739HQUEB1OqLZU6cOBHvvfceGhoaEB8fH5Q65K6hoR4cxyGB79maJ4KElnBUV1eDrCxatVZqiotPwuFwYFykpVdTwC81wmjBBosex48fwZgxtLK4WLZv/xF+jsOkfqEdSHypSemNKG6MwE8/bcbdd98X1mMrmdfrQXl5CdITm6HXSms/qY6oVEBOqgPF58/BbrfLes2zLoeb9pSXl2P37t2wWq2Ij4/HhAkTkJGR0aPX+u1vf4vly5dDq9XiH//4B4xGI6qrq5Gf33aKalJSYP59ZWVlr8KNWi36cKOgEQYBJ/Sy5SbhZ4OK8/Jo9oTUHDoUGBcxIkhdUoIRRis2WJJx8GAhxo+Xd1O0XPn9fvz44ybo1RzGpTaF9dgjkqyI1PqwffsWzJlzN7RabViPr1SnT5fB5/NLfn2bS/VPc+DUuUiUlRVjzJhxYpfTYz0KNy6XC7/97W+xdu1acNzFRMqyLO666y688cYbYNnuhYeHHnoI9957Lz7//HM89dRT+Oyzz+ByuS57ownN5m53z1spWJZBbKypxz8vNXZ74Eqvs3BTzJiwRZWAa/31yOfbf7MlIvA7tVobFfX7UQKO47B//z5EqHzI1QX3wzJd40K82oNDB/cjIkJLs2ZEsHv3bjQ2NuLqzEbo1OG9ylezPCalN2JDmRrHjh3AddddF9bjK1V5eTEA6e4n1ZEB6Q5gD1BWVozrrrtG7HJ6rEfh5i9/+Qs2btyIV199FTfeeCPi4uJQX1+PNWvW4O9//zsSExOxaNGibr1m//79AQB/+MMfcOjQIXzyySfQ6/XweNp+YQuhpjdjQjiOh9Uqjz7QrigrOwMASOqkW2q9OgklbATcDIt8b3m7z0nkAr/rioqzMJvldbWhdMXFJ2E2mzE5wgJVkBeTZRhglNGCH6xabN++G6NGjQnuAcgVrVr1NQBgakZ4BhJfalJ6AzaWJ+Lrr7/B6NETaMXiIDhw4BBYlkeuTMbbCLKSnNBqOBw8eFBy3wNRUQaoVF1rOOlRuPnuu+/w3HPPtZk1lZaWhscffxxAYExOV8JNQ0MDdu3ahZtuuql1bxuWZZGXl4fa2lqkpKSgtrbt7B3hdnJy7wa++Xzy6APtiqqqKgBAYictNy6o2vzbnjh4oAKPqqpKRf1+lGD37t0AAiEkFALhJhF79uzGsGGjQnIM0r7z58+iqOg4BsbZkGzq3bi5norV+zAiyYpDFeU4efIkBgwYKEodStHc7ERZ6WlkJTllM95GoFIFuqZOnDmP+voGxMTEil1Sj/Ro4ElzczNyc3PbfWzEiBGw27vWDFdbW4sXXngBe/fubb3P6/XixIkTyMvLQ0FBAfbv3w+//+JiZbt27UJOTg4NJv6Z6qoLiOK90KN3byIVgATOjeqqyuAURoKC4zgUFu5GhMqH/j3cBfxKMrXNiFd7cPBgIbzenq2VRHpm06YNAIBpWQ2i1nFNZmCNK6Ee0nMnThyHn+MwOEteXVKCwZmBdbSOHTsiciU916Nwc/311+Ozzz5r97E1a9bg6qu7ti/FoEGDMGXKFLz55psoLCxEcXExXnnlFVitVjz88MOYM2cO7HY7Xn/9dZSUlGDlypVYsmQJFixY0JOyFcnj8aC+oR4pvZwpJUjh3bA7HLDZQrNhH+m+06dPwWKxYKQh+F1SAoYBRhub0NzcjOPH5fuBJjc2mw27d29HotGNwQmhXZH4SnJjnMiIcuLAgX20x1wvHT16CAAwJFPcc9pTg7MCdR89eljkSnquR3tLJSQkYN26dbj11lsxY8YMJCQkwGq1Ytu2bTh27BieeOKJLr0mwzD4n//5H/z3f/83nn32WdhsNowbNw6ffvop0tLSAAAffvgh3nrrLcyePRuJiYl4+eWXMXv27G7+ZypXdXUleJ5HCh+cdTGSW0LShQvnMWjQkKC8JumdvXsDXVKjTV3vkip2mbDFmoBro+qR38XWntEmCzZZk7B37y6MGjW2R7WS7vnxx03wen24Jq8BrMjDXBgGmJbZgKXHjNi0aQPuvfcBcQuSKY7jcOTIQUQafEhPkvZ+Uh1JivEgMdqN48cOw+fztVmORS56tXHm6dOncfr06cvu/9vf/tY6/uZKIiMj8cYbb+CNN95o9/ERI0Zg2bJlXS2zzzl//hwAIJULTstNaktIonAjDX6/H4WFuxGl8qF/N2ZJrW9KQok7Am6ORX5K+wPIL5WucSFJ7cahg/tpQb8w8Ho9+OGHDTBq/JiQJs5A4kuNTrHgm9Op2LZ1M267bTYMBlrMs7vKykphsVhw1RCr6IG1N4bnWLH5kA5FRccxfPhIscvpNto4U+YuXGgJN0FquUlrDTfngvJ6pHeKio7Dbrfjmsimbn1QunhVm3+7gmGAMaYmrLfocOTIIdkvvy51u3fvhM1mww05DdCppbGpoprlcXVmHb49rca2bT/hxhtvErsk2Tl4cB8AYGReaAb/h8uIPCs2H0rEwYOFsgw3IV3Jzu/3Y/DgwTh+/HgoD9OntbbcBCncJPFuqMHj3LmzQXk90jt79+4CEAgd4TCmpetrz56dYTleX8VxHL7fsBYqhsfVGeIOJL7U5PRGaFUcNm5cB5/PJ3Y5ssLzPAr37YFeywXWi5Gx7BQnokw+7N+/V5Z/ByFfprer+0yR7uN5HmfOlCOBd8PQy5lSAhWAFM6F8+fPtlmgkYSf1+vBgf17Ea/2IFsbnr77FI0b/TTNOHrkIJxOeX84S9nRo4dQWVWJcalmROul9cVh1HCY1K8RjY0NKCzcI3Y5slJSUoz6hnqMzGsK+a7uocYywJj+TbDb7Thx4pjY5XSbcvYg6IOamppgs9mQzgX3iy+Db4bH40F1NU0JF9ORI4fR7HJhjLEpqHtJXckYUxN8fj8OHCgM30H7mHXr1gAApmdLc1bStKx6sAyPdeu+pQvUbti9O9DiWTCwSdxCgmTcwMDq97t37xC5ku6jcCNj5eWlAAJhJJgyWsJSeXlZUF+XdI/QNTQ2TF1SgrHUNRVSpaWncfr0KQxLtCI1QpxF+64kzuDFmJQmnD9/TtZrnYST1+vB3r07EW3yon+aMlo9MxJdSI514+CBfbJryaVwI2Pl5SUAgOwgt9xk8YHlwsvKSoP6uqTrmpudOHz4ANI0LqRpw/sFGKf2IlfnQFHRcVgsTWE9dl/w3XffAACuy64TuZLOXdfSqiTUSzq3f/8+OJ1OTBxsRje3VpQshgEmDm6Ex+ttbZWSC4Wcgr6prKwUDHhkBrnlJo13QQMOZWWXT/Mn4XHgQCF8Pl/YW20EY01N4Hm+dY0dEhznz5/DoUMHkBvjQF6stPcc6hfpwtAEK4qLT6KkhD4LruSnnzaDAY+JQ6QxrT9Yxg82Q8Xy+OmnH2TVRUnhRqZ8Ph/KSk+jH+eCLkiDiQUqAFmcE+fOnUVzs7Q/gJVK6BIK1yypS40yWsCCx9698rpak7p1674FANyQI+1WG4FQJ7XedO78+bMoLj6JgZl2xEcpa/uSSIMfI3ItOH/+HEpKisUup8so3MhURUU5PF4v8rjQ9IPmcQ7wPE9XbCKwWCwoKjqOHJ0D8WpxPigjVX4M0ttRVlaKurraK/8AuaLa2hrs3bsL/SKbMUTkrRa6KjfWibxYOw4fPoBz586IXY5kCftxXTNCWtP6g+Xqlv8uOe07RuFGpk6dOgEAyONDE276t4SmkydPhOT1SccKC/eA4zjRuqQEwvHlOFNCitat+xYcx+HGnNqwzn7rrRm5gdabtWu/FrkSaWrdHyza3bonk9LkpjqRkSivfcdCGm4YhkFBQQFMJlMoD9MnHT9+FAx4DAhRy00O74QaPE6cOBqS1ycd2717B1jwGG0Ud4XTEUYrNAyHPXt2yqqvXYoaGuqxY8dWJJtcGJksr01pB8bZkRXlRGHhHlRWXhC7HMnZsmVjYH+wkeLvDxYqDANMG9UAjuOwadN6scvpki5vv7B69epuvfAdd9wBlmWxdOnS7tZErsDtdqG0pBgZXDNM8IfkGFrwyOPsOHX2DGw2KyIjo0JyHNJWXV0tyspKMERvR6QqNOe2q3Qsh+EGKw5UVeLcuTPIzMwWtR45W79+Dfx+P27MqZPdFyDDADfm1uKDQ9lYu/ZrPPbYk2KXJBlutws/bFoPk96PCYOVNZD4UmP6N2HNrhT89NMPuPnmOxARESF2SZ3qcrh59dVXu/yiDMPgjjvu6Ek9pAuOHz8Gn9+PwVxom0AHc3acYiNx5MghTJ58dUiPRQKELiCxBhJfaqypCQecMdi9eyeFmx5qbGzA1p82I9HoxpiUJrHL6ZFhiTakRzZjz56duPXWO5CSkiZ2SZKwbduPsDscuGl8PXQaZbduqlTAtaPrsHKbBps3f4/bbrtT7JI61eVw88MPP4SyDtINhw4dAAAM50LbvD3cb8VqdSoOHTpA4SYMeJ7H7t07oGE4jDBKo+tisMEOI+vH3j07cdddvwCrlAU8wmjt2m/g8/sxI7cWKpn++hgGuCmvBh8cysY336zC448/JXZJovN6vVi/fg20Gg5XDw/PQGJHswo/HolHjVkHALA41HA0q2AyhKeV96ohjdiwLxmbNq3HDTfcBIPBEJbj9kSXw02/fv26/KLUPx86Pp8Phw/vRzTvRUaQNsvsSCI8SOFcOHbsMNxuN3Q6XUiP19edPXsG1dVVGGO0Qs9KY18vNcNjtLEJO5pUKC4+iUGDhohdkqw0NNRj27YtSDK6MVamrTaCYYk2ZEQ5sXfvTtxyyx1IS+v6d4IS7dixFWazGdeNaQhLuHB5WLy9KhfVjfrW+2xODd5elYvn7yqFXhv6zwydhse1o+qwZrcKP/64CTfddGvIj9lTXQ43l1q7di327t0Lr9fbGmZ4nofT6cShQ4ewdevWoBVJLioqOg673Y5pfgvC0XU/irNgvUePw4cPYPz4q8JwxL5L6JIaJ5EuKcE4UxN22OOxe/cOCjfd9O23q+D3+zEzr0a2rTYChgFm5dXivYPZ+PrrFXjiiWfELkk0Pp8P3333NbRqDtNHhWfNog37ktoEG0F1ox4b9iXh9snVYalj6ogGbD6YiA0b1mL69Bug011ekxT0KNy88847eOeddxAZGQmfzweNRgO1Wo3GxkawLIu777472HWSFnv37gIAjOWawnK8sVwT1iMZe/bspHATQhzHYc+eHTCxfgw2SGs6aY7OiTi1B4WFe/DAAw9Bo9GKXZIsVFdXYceOrUiLcGFMirgz34JlSIINOTEOFBbuwZkz5cjKyhG7JFFs3/4TGhoaMH1UAyKN4ekSOn2h41nHnT0WbAYth2mj6vHdHhU2b94o2dabHl1LrFq1Crfddhv27t2Lhx9+GNdeey127tyJr776CjExMRgwYECw6yQI7De0v3APEnlP0Ldc6Egy70EG58TRI4dgsSjjA1qKTp48AYvFgjGmJqgkNpuGZYBxxiY0Nzfj8OFDYpcjG19/vQIcx+Hm/tUhmyHl8KiwtiQJNY6WMRhuNRweVWgOhkDrzS39awAAq1Z9GbLjSJnX68GaNaug1XC4bkz4Vpo22zU9eiwUrhlZD6Pej/XrvkVzc3i+i7qrR+GmpqYGt99+OxiGwdChQ3Hw4EEAwLBhw7Bw4UJ8+WXf/KMPtT17dsHt8WCivzEsXVKCiX4z/ByHnTupqzFUdu3aDkB6XVKCcRFNAIBdu7aJW4hMnDlTjr17dyEr2olhiaFpiXP5WLy9LxcbypLh5QIf5TaPBm/vy4XLF7o+sAFxDgyKt+Ho0cN9cpHPrVu3wGw24+rh9WFrtZEag5bDdaPrYHc4JLvuTY/eAUajEUzLEpvZ2dk4f/48XK7A4NbBgwfj/PnzwauQAAiMZ/rpp81gwWOC3xzWY4/jmqAFh61bt4DjpDHQVUlcLlegRU7tRrZWmnt5pWjcyNQGWvBsNml1m0kNz/NYvvwzAMDtA6pCthrxhrIkVDvaGYPh0GNDWVJoDtri1gHVYMDjyy8/61OfCW63G2vXrIZOy+G60fJYqTdUrh7egAiDHxs2rIXDEZrFZHujR+Fm+PDhWLVqFQAgMzMTKpUKO3cGNtgrLS2FVkt98sFWXHwSZ89WYKTfgij4wnpsAziM8zehtrYGR44cDOux+4IDB/bB7fGgwNQk6WX5C0xN8HNc67gv0r5jxwItGsMSregfF7qwerqxkzEYnTwWDBlRLoxLbUJFRTn27dsT0mNJyebN38NitWL6qLqwTb+WKp2Www1ja9Dc3IwNG9aKXc5lehRuFi5ciHXr1mHhwoXQarW47bbb8Oqrr2LRokX4z//8T0yZMiXYdfZ5wh/PdL84VwvXthx3/Xrp/RHL3c6dga6eAlN4W+S6a4ypCSx46p7shN/vx5dffg4GPG4bENrZK2ZXJ2MwOnksWG7uXwM1y2Plii/g9XpCfjyxOZ1OrFv3LUx6P6aN6tutNoIpwxoRE+HFpk3rJDcms0fhpqCgAF999RVuuukmAMDvfvc7zJgxA2VlZZg5cyZ++9vfBrXIvu78+bM4fPggcjkHssI0kPhSybwbQ/1WnD59CqdPnxKlBiWqr6/DyZPHMUBnR7xGnB3AuypS5ccwgxUVFeU4f/6c2OVI0rZtW3DhwnlMSm9ESoRb7HJCKs7gxbTMOtQ31GPjRvnsFt1TGzeug8PhwPVjamEIw5oycqBR85gxrgZutwfr1n0jdjlt9CjcVFZWIi8vD7fffjsAQKfT4Q9/+APWrl2LN954AyUlJUEtsq/7+uuVAIAZvlpR67jRHzj+11+vELUOJdm5cxt4HpgQIe1WG8H4ljp37PhJ5Eqkx+l0YNWqL6FXc5jVMqNI6W7IrUOk1oc1a1bBYmkSu5yQsdls2LBhLaKMPkwN02rEcjFxsBkJ0R5s2bJRUjuG9yjcXHfddSgqKmr3sSNHjmD+/Pm9KopcdOZMBQ4c2IdczoFBvF3UWnL4ZgzxW1FUdLxPzpIINo7jsH37j9CxHEaKvAN4Vw012BCp8mHnzm3w+cI79kvqvvlmFex2O2bm1iBS2zfGYxjUganubrcbK1cuF7uckPnuu2/gdrsxo6AGWoXvIdVdKhVw0/ga+Hx+fPvtKrHLadXlRfz+8z//E01NTQACswHeffddxMbGXva8oqIiREZGBq3Aviww6+JTAMAsX01Yp393ZJa/BidUUfhy+Wd4/Tf/j/Ya6oWiouNoaGjA5AgzdKw8PjBVDDDeZMYPVjUOHdqPceMmiF2SJFRWnsfmHzYg0ejB1Zl968p+Yj8ztp2Lx44dP+Gaa65Dbm6e2CUFldlsxpYt3yMuyoOrhsijhTXcxg5owqb9idixYytuuulWJCeniF1S11tu8vLysGfPHuzZswcMw+DYsWOtt4X/FRYWgmVZ/PrXvw5lzX3GoUP7A7Mu/Fbk89KYapfJu1DgN6PiTHnrdgGkZ7Zu3QIAuEomXVKCqyIaAQA//bRZ5Eqkged5fPrpEvg5DnMGXoBaJkE1WFgGuHtQJXge+PTTjxU3NXzt2tXwen24qaAGalXfOrddxbLArAk14DgO33yzUuxyAHSj5eauu+7CXXfdBQCYPn063n33XQwaNChkhfV1Ho8Hy5Z9ChV43OGvErucNm7xVeOwKhpfffU5Ro0aC6PRKHZJstPUZMbBA/uQrm1GhlaaK3x2JEnjQX+dHSdOHENNTbUkrtLEVFi4BydPnsDwRAuGJIrbdSyW3FgnxqeasbcC2LbtR1xzzXSRKwqO+vo6bN26BUkxbowb2CR2OZI2IteK9MRm7NmzA7Nm3YZ+/dJFradHfQqbN29uDTalpaU4dOgQzpw5E9TC+ro1a1ajrq4W03z1SOKlNc0yFj7c6KuFxWLBqlXK7WcPpW3bfoSf4zAlokHSa9t0ZEoktd4AQHNzM5Z9sRQalsedA6V1ERJut+VXQ6/msGLFF4pZ6HHNmtXw+/24abz8Nz4NNYYBbplYDZ6XxqSTHp+uNWvWYOrUqbjllltw3333YebMmZg6dSpWr14dxPL6pvPnz2L9um8Rz3twk1+asy6m++uRyrmwZfNGlJScFrscWfH5fPjppx+gZzmMleh2C1cywmhFpMqH7dt/hNut7CnPnfnmmxUwNzXhhpxaxBulPZU/1KJ0PtycVw2Hw4EVK74Qu5xeq6urxY4dW5Ea58LoAfIY8C+2wZl2ZCc7sX//Xpw7d1bUWnrccvPSSy+hf//++NOf/oT3338ff/zjH5Gbm4tf//rX+PHHH4NcZt/h8/nw0Ufvw89xuMd7AVpIs49XDR6/8F0AwOPjj9+DxyOt1iUpO3iwEGazGRNMjbIZSHwpNcNjckQDHA5Hnx17de7cGWzatB5JRjeuywnfBopSNiWjAemRzdi27UfZr4f17berwXEcZo6vCdnGp0rDMIGxN0Ag+IupR+HmH//4B2bOnImPP/4Ys2fPxtSpUzFnzhwsWbIEM2fOxHvvvRfsOvuMNWtW48yZckz0N2KwyFO/rySHd2Karx7V1VX46iv5X6mFy8aN68GAx9WR8p5VMyWyESqGx6ZN68Hz8gxpPcVxHP7974/AcTzuGXwBGpmG1GBTscC9Qy6AAY+lSz+S7XIBdXW12LVrG9LiXRiZZxW7HFkZmGFHbqoDBw4Uitp606NwU1xcjNmzZ7f72OzZs3Hy5MleFdVXlZaexto1qxHPe3CnTx7997f4a5DKufDDDxtw/PhRscuRvLKyUpSWnsZQgw2JGnm3dkWpfBhtbEJl5QWcOHFM7HLCauvWzSgrK8HYlCbkx0tjJqNUZEU3Y3J6Iy5cOI/vv18ndjk9snbt1+A4DjMKqNWmuxgGmFkQWPBVzHVvehRuYmNjW9e8uZTZbKaNM3vA4XDgvX/+HTzPYa73HPSQx3RKDXjM9Z2DCjw+/OBdRa9SGgzr168BAEyPCk03hsOvwtqmJNR4dQAAi08Nh18VkmMBwPQoYc+xNSE7htRYLE346qsvYNBwmN3HBxF35JYB1YjS+fDtNytQVyfuyurdVV9fh507tiIljlptempgxsWxN2Jt1dKjcHPVVVfh73//OyorK9vcf+HCBfzf//0fJk+eHJTi+gqe5/Hxx++jobEBN/lqkceHbifhUMjgXbjDVwWrzYoPPnhXcetcBEtNTTUOHNiLLK0Tebrgn2MXx+LtmlxssCTDywfe2jZOg7drcuHiQjPVI13rwkC9DSdOHMOZMxUhOYbUfPHFJ2hubsbtAyoRpZNnt0uoGTUc7hxYCY/Xi08++VhW3Zbr16+Bn+MwY1wttdr0EMMAM8cHxt6sW/etKDX06BPv+eefh9vtxsyZM/Hggw/ihRdewIMPPoibbroJTqcTL7zwQrDrVLSNG9fj4MFC5HP21v2b5OZqfwNG+C0oKjoumUWcpGb9+jXgeeC6qLqQTP/eYElCtVd/2f3VXj02WJKCf8AW17e0Qklt47xQOHbsCPbu3YXcGAcm9pPX4ovhNjrZgiEJNhw7dgSFhXvELqdLLJYmbNv2IxKjPRjdn2ZI9cbgTHvLujc7RWm961G4qaiowBdffIF58+bB5XLh2LFjcLlcmDdvHlatWoVDhw4FuUzlOnnyBL5c/imi4cOD3nM9n5svMgbA/b7ziOc9+PbbVTh8+IDYJUlKfX0dduzYihSNCyOMoWnqPu0y9eix3srXO5CldaKwcA8qK8+H7Dhi83g8+GTpR2AZHvcOuUBX9VfAMMDdgy5Ao+Lx+WdL4HRKv0X6++/Xwefz4fqxtaCdZXqHYYAbxtaC53lRWm96dPoefPBB1NfX46WXXsLy5cuxYcMGLF++HC+99BJKS0tp+4UuamxswD//8TYYnsMjnjOIgrybuI3g8EvvGWjB44P330VNTbXYJUnGunVr4Pf7cWN06Jq6zT5Njx7rLYYBZkbXgucDs/2Uas2a1airr8P07DqkRvTdtX26I97oxczcGlisVqxa9aXY5XTK6XTixx83ItrkRQGtRhwUI3OtSIpxY8eOn8I+HrPL2y+88sorqKoKDJ7jeR5vvPEGIiIiLnteRUUFEhISglehQrndbrzzzl9hs9txr7cSOTIbZ9ORfrwL93nPYQky8fe//zdee+3NPr89Q319HbZt24IktRtjZLL7d3cNMdiQoXVi795duPnmO0Rfej3YqqoqsX79GsQbPJiZK8+uY7FMz6pDYVUMtmz5HpMnT0V2dq7YJbVr69bNcLncmDGpnvaQChKWBaaPrsMXW9Lxww/f48477wnfsbv6xBkzZoDn+TYDw4Tbwv9YlsWoUaPw5z//OSTFKoUwgPjMmQpM8jdgEtcodklBNZaz4DpfHaqqKvHee+/0+QHG33yzEn6/H7NilDutlGGAm2NqwPPA6tXSvkLvrsDGmP+C3+/HXYMqoaUvvm5RscA9gy+A54GlS6W5sabP58Omjeuh13KYNExZn8diKxjYhEijD1u2bITL5QrbcbvccjN9+nRMnx7YDG3evHl44403kJenrK3tw2XNmtXYt283+nN23O2rhBK/7271V6Oa0eHYscP48svPce+9D4hdkiiqqiqxc+c29NM0Y5RCW20Eg/V25OkCi3eVl5ciJ0cZnw+FhXtQVHQcwxMtGJqojD2Twi2vdWPNMklurFlYuAfmJjOmj26AQSu98CVnGjWPq4fXY+0eNXbt2o5rr70+LMft0ZibpUuXBi3YNDU14Xe/+x2uvvpqjBkzBvfddx8KCwtbHy8qKsLcuXMxatQoTJs2DYsXLw7KccWyb99urF79FeJ5Dx7xnkXoViAJcECFtaok1DAt654wajhCftTAH9aDvnNI5V34/vvvsHXrlpAfU4q++upz8DyPWxTcaiNgGODWmMA4q+XLP5PV9N+OuFwufCFsjDmI1rTpjZ9vrGm3Syskbtq0AQzD4+rh8l41XKomDWuEWhVYzTxcLXeijwd//vnncfjwYfz1r3/FV199haFDh+LRRx9FaWkpzGYz5s+fj+zsbKxYsQKLFi3C22+/jRUrxN9xtCfKykqw+MN/wAAOC7wViIA/pMdzgcXbmlxsUCfDy7Sse8Jo8LYmF64wnHoDODzuCfx3frL0oz63iu3Jkydw6NAB5OvtGGKQ1od5qOTqnRhhsKC4+KQiZsytW/ctmpqacH1OLeINfXtjzN76+caaUlouoqysBOXlpRiRY0VcFJ3jUIg0+DE234zq6qqwfQ+IGm7OnDmDHTt24Pe//z3GjRuH3NxcvP7660hOTsaaNWuwfPlyaLXa1i6wOXPm4OGHH8YHH3wgZtk9Ul9fh//937/A7/PiEU8FUvjQz7bYoEpCNdvOuiesHhtUoVv35Ofi4cVjngownB//ePd/UFVVeeUfUgCO47Bs2acAgNtjqkKyro1U3RZbDRY8li//TLZ7CwFAQ0M9NmxYg1i9F9dl08aYwTAlowHJJje2bNkkmc+CLVs2AQCuHkGtNqF0Tcvv98cffwjL8UQNN7GxsXj//fcxbNiw1vsYhgHP87BYLCgsLERBQQHU6otDgyZOnIjy8nI0NMjnD9HpdOLt//n/YLPZcLe3EgP58OxFc5rtZN2TTh4LthzeiQe85+Bsbsb//O0/YbMpf0nz7dt/wtmzFRhvMiNDF75BdFKQpPFgamQDamqq8cMPG8Qup8dWrlwOr9eHWwdU0SDiIFGxwB35VeA4Dl9++ZnY5cDhcGDfvl1IinGjfz/aIyyU0hNdyEp24vDhAzCbQ78AZpcHFIdCVFQUrrnmmjb3rVu3DmfPnsWUKVPwt7/9Dfn5+W0eT0oKtDhUVlYiPj6+x8dWq8OT63w+H/75z/9FZVUlpvvqMDmMM6PMTCfrnnTyWCiM5Syo89Xguwbgnb//Fa+8+hvF7kHmcDiwcuUy6FiudQxKX3NTdA0KHbH45puVmDx5KmJiYsQuqVvOnCnH7t07kBXlxJgUZQ8ED7chCTYMjLPh8OGDKCk5iUGDhohWy969O+H1+jBpaGOfal0Vy6Shjfh8sxE7d/6E22+/M6THEjXcXGr//v147bXXcN1112H69On485//fNkXoE4XGBjrdve8W4dlGcTGhr7lgud5/OMf/8Dx40cxwm/Bbf6++UUnmOGvRT2jxd7S01i6dDFeeOEFMAr8RPnqq89gs9lwe0wNotXy7ZbpDaOKwy0xVVjWmI7Vq5fjueeeE7ukbnnnncBuxrflVyt+IHi4MUzg9/pfuyPx9dcrMHHiONE+B3bt2goVy2P8INpKIxzG9Ldg5bY07Ny5DQ89NDek510y4WbTpk148cUXMXLkSPz1r38FAOj1eng8njbPE0JNbxaG4zgeVmvoF83bsOE7rF+/HulcM+b55Lu1QrAwAO71XUADo8XWrVsRF5eI2bPvErusoDpzphxr1qxBssaNa6Lk03UaCldFmLHLHoctW7Zg4sSpGDRosNgldUlpaQn27duH/Dg7BsRRV0UoZES5MCLJgiMnTmD79t0YNmxE2GuorLyA0tIyDMuxIcIQ2skdwfJf//Vf7d7//37/bHgL6SGdlsOIXAv2nWKxf/8R5OX179bPR0UZoFJ17ZtUEuHmk08+wVtvvYUbbrgBf/nLX1pba1JSUlBb23Y1UOF2cnJyr47p84V2Otrhwwfx+WdLEQ0fHvdWQAfqswcADXg86j2Dv2r7Y/XqFUhKSsWECVeJXVZQcByHf/1rMXiex91xF6Bm+vY5ZxngnrhK/Hd1HpYsWYzf//5PbcbPSdXKlYFFCGfl1YhcibLdlFeLI7XRWLHiSwwcODTsrTc7d+4AAIzLbwrrcfu6cflN2HcqFjt2bEdWVuhWqxb9k+azzz7DH/7wB8ybNw+vvfYa2J/tVlZQUIAvvvgCfr8fKlVgbZZdu3YhJyenV+NtQq2y8jzef+/v0IDH455yxMh8z6hgi4AfC7wV+Ku2Pz7+6J9ITk6W7JLs3bF162aUlZVinMmMfD1d8QNApq4ZUyIbsa2Swffff4dZs24Tu6ROXbhwHseOHUF+nB25scrYEkWq+kW6MDLJgsNlJSgtLUH//gPCevzCwj3QajgMy5HPBIeXXnqp3fsjZbTDTX6GHREGHw7s34v77psXslArak9JeXk5/vSnP+GGG27AggUL0NDQgLq6OtTV1cFms2HOnDmw2+14/fXXUVJSgpUrV2LJkiVYsGCBmGV3ym6343//97/hcrsx13sWGXzfminTVcm8Gw97zsDn8+Kdv/83mprk3edtNpvx1Zefw8j6cUds3x5bdambY6oRpfLhm69XoLZW2q0hmzatBwBcm1UvciV9w7SW3/OmTevCetza2hpUVVViUIYNWnXfbmENNxULDM2ywtxkxtmzFSE7jqjhZsOGDfB6vdi4cSOmTJnS5n9vvfUW4uPj8eGHH6K8vByzZ8/GO++8g5dffhmzZ88Ws+wOcRyH999/B3V1tZjpq8EoTj5XBGIYzNtxh68K5qYmvPvu/8h6TZTPP/83ml0u3B5ThSiVfP87QsHIcpgTewFenw9Ll34k2ZWLbTYbdu3ahiSjG4MT+saii2LLjXEiM8qJ/fv3oaEhfIFSWGByWDadZzEMywn83g8dCt1Cn6J2Sy1cuBALFy7s9DkjRozAsmXLwlRR76xe/RWOHz+K4X4LZvpp5+CumOZvwHnGgH2lJVi27FM88MBDYpfUbQcPFmL//r3I09kxMULeLVChMspoxTCDFcdOHMOuXdsxadJUsUu6zK5d2+H1+nB1XgPNkAoThgGuyWzA0mNGbN/+E26/fU5Yjiuskjski8KNGAZm2MGyPE6cOBayc97XJ/AEzaFD+7F27ddI5N2Y6ztPv9guEmZQpXEubN78PXbt2i52Sd3idDrxydKPoWZ43Bd/gdbK6ADDAHfHVULHcvji86WwWqW3dsyePTuhYniMTWkSu5Q+ZWSyBVoVhz17doalVY/jOJSUFCMpxo0oE7WyikGv5ZCe0IyKilJ4vZ4r/0AP0HdwEDQ01GPxh/+AtmUmkAG0q2x3/Pz3tvTfi1FdLY1l2bviq68+R5OlCTOja5CkCc2bVCli1V7cFlMFh9OBzz9fKnY5bdTUVKOiogyDE2wwaeUxLVgptCoeI5IsqKmpxpkzFSE/XmXlBTidTuSm0qB/MeWmOuHz+VFRUR6S1xd9tpTccRyHDz54F87mZtzvvYC0MOwZpUSJ8OA+7zl8hCy89947eO21N6HRhHcV5e46daoIP/20Gf00zbguivYe6orJEY3Y74jB3r27MHHiJIwcOUbskgAA+/btBgDZtdp0uO7J68+Gt5BeGpfShMKqWOzduwvZ2TkhPZYwiDUrmWbDiSk7xQkcDqwNNmDAwKC/PrXc9NLatV/j9OlTGONvwgSOxlv0xijOisn+Bpw9ewYrVy4Xu5xOeb0eLFnyIRgEuqNU1B3VJSwD/CI+sAbQ0qUfobm5WeySAATGYDDgMYQGEosiP94BDcuhqCj0O0ZXV1cBAFLi6EJUTMmxgd9/TU1oZpdSy00vnDt3Bt9+sxJxvBf3+i6Avt96b7avCiVsBDZ+/x3GjBkXkkQfDN9+uxo1NdWYHlWPTJ00vqDlIkXjxo1RtfjOzGDlyuWiDyL3ej0oLT2NjKhmGDTy6lLucN0TmW3bpmZ55MQ4cfrcWTgcDphModseR+j2ToqhcCOmxJbfvxA2g41abnrI5/Pho4/eg5/jcJ/3HI2zCRIteDzgPQeAx8cfv3/Z9htScOHCeaxf9y3i1B7cFC3tdVuk6vroOqRqXNiy5XuUlZWIWktpaQl8Ph/6x9IYDDENiLOD53kUFxeF9DiNjY3QqDnZbLmgVFo1jyiTN2RLAFC46aGNG9fh7NkzmORvxECePhSDKZtvxrW+etTUVGPNmtVil9MGx3FYsuRD+DkO98ZdgI6V5potUqdmeNwbdwE8DyxZ8qGoaxydPXsGAJATQ2MwxJQTHfj9h3pQcXOzEwadn2Y2SoBB64fLFZqWbwo3PdDUZMa3365CJHy4zReaJrW+bpa/BnG8FxvWr5HUqrbbtv2I0tLTGGtswmCDXexyZC1X78TkiAacP3+udWVgMdTWBvr8E43UTSGmRFOglbauLrRrhDU3O2GgGXGSoNdyIRt3R+GmB1asWAa3241bvNUwUndUSGjB4w5fJXx+P5Yt+0TscgAAdrsNK776AnqWw+w4CrXBcGtsNSJbtmYwmxtFqUEIzwlG6XWB9iXROi/ULN8aNkPF5/NBRS2ukqBW8SFrtaVw003nz5/Dzp3bkME5aXZUiI3krBjA2XHo0AGUlBSLXQ5WrlwOh9OBm6OraYuFIDGyHG6LqYLb48Hy5Z+JUkN9fR2idD5oVfSFJyaWAeINbtTXh3ZZBZ1OD4+PvvqkwO1lodPpQvLadIa76dtvVwEAbvHV0C8vxBgEfs8A8M03K0Wt5cyZCmzduhlpGhemRDaIWovSFJiakKNzYO/eXTh1KrSDSdvj9XqgU1E3hRRoVRy8IZ5EoNfr4faqQnoM0jUeLwu9Th+S16bv526orDyP/YV7kM05MYin8RbhkMM7MYiz4fjxoygtPS1KDTzP48svPwPPA3fGVtKaNkHGMsCc2MD03OXLPwv7xpo+nw8qhlptpEDF8PD5Qxs0TaYIOFwqhPgw5Ap4HrA51TBFRITk9Wmdm27YsmUTeAA3+Gtls6ZNhyuYvvhseAvphRt9tTipjcTmzRuRlzcg7Mc/duwIioqOY6jBinwDzYwLhUydC2ONTdhfUYZ9+3Zj/PirwnZsn88HFXVJSYKaDd0YDEFKSipOnz6FeqsWybE0zkosNqcazR4VUlLSQvL61HLTRS6XCzt3bEMs78VQjlYxDac83okUzoXCwj2w2cL7u+d5HitXLgMDHrfFhHagY193S2w11AyPVau+hD+Ml9U6rQ5uGoMhCS6fClptaFcgTE0NfJnWmEPTHUK6ptocGGsjnI9go5abLtq/fy9cbhem+xtllQg7XME0zHX0BgNgMteIFT499uzZgeuvnxm2Yx85chBnz57BOFMTUrU0VTiU4tVeTDQ1Ynstg337dmPixMlhOW5MbCwunG0Az4PWPhGZ1aNGTExsSI+Rnp4JADhTY8CIXGtIj0U6dqbGAABIT88IyevL6XtaVIcO7QcAjPU3iVtIHzXabwEDHgcPHgjbMXmex5o1q8GAx43RtDFmOFwfXQcVE/i9c1x4llmIjo6Bx8/CRa03ouJ4wOYOfbjp3z8farUKp86FZqwH6ZpT5yLBMAwGDRoSktend3MXeL0eHDt2BCmcC4mgPloxRMGHLM6J4uIiOBzhGfdSUlKMsrJSjDRakaKhVptwiFN7UWAyo6qqEseOHQnPMeMSAAB1zTLbkElhGpq14MEgLi4+pMfR6XTo338QztUa4GimWVNi8PgYlFWZkJmZjYiI0PQjULdUF5SVlcLj8WAIjbUR1VDOhgrOhNOnT2LUqLEhP96PP/4AALgmMjR7n4RChwPIX3k2vIX0wjWRDdhtj8OPP/6AESNGhfx4OTm5AICKJiMyo1whPx5pX0WTEcDF8xFKI0aMxMmTx3G4LAqThtJ6ZeF2rDwKPj+D4cNHhuwY1HLTBRUV5QCALJ72nhFTFhdYpls4H6Fkt9tQWLgHKRoXcnV03sOpn9aFbJ0DR44cDNmmej8nzMCrsBhDfizSsfKW339eXn7IjzVhwiSwLIvdRaHtAiPt29Pye580aWrIjkEtN11w9mwFACCDC80eGKRrMvjA7184H6G0f/8++Hw+XBXbKKtBph0OIJfZZcykCDMqGkzYt28PZs68OaTHSkpKRmRkJErNHhpULKIysxFajSZkA0x/LiYmFsOGjcCRI4dQ3ahDShx1O4eL2a7GyXMRGDAgH8nJKSE7jsw+8sTR0FAPFjzi4BW7lD7NBD9M8Iflal4YQD7SSLMpxDDcYAULHocOFYb8WAzDYNiwkTC7tDhrNYT8eORyNQ4tKu0GDB4yHGp1eK65p069FgDw46GEsByvt2IjOv7+6ewxqfnpcAJ4nmn9/YcKhZsusFotiOR99MuSgAjOC6vVEtJjuFwunDhxDOnaZsSp5fOhoSQmlR+5OgdKSk6H/HwDaF008EB1dMiPRS53oDoGADBhQvgWbxw1agxSU9Ow52QszHbpd2IM6NfxRIrOHpMSR7MK24/FIy4uDhMmTArpsej7ugscdhtMPG2UKAUR8MNuD+3WFxUVpfD5fBikpwHkYhpssIPneZSUhH7bjSFDhsFkMuFAdQw4Wqw4rHg+EG60Wi1GjRoTtuOyLItZs26Dn2Pww4HEsB23p2YU1CIl7vIB76lxLswsqBWhou778Ug8PF4WM2feGvIWOgo3XcCwLHjZbLigbDwCH0qhVFFRAQDI1NIYKzFlagMDuc+cCf0AcrVajQkTJsHi1uBIbVTIj0cuKm40ocahw5gxBdCFaBPFjkyYMAmJiUnYcSwedU3SXgpAr+XwqzvLMLOgBhp1YA2oSKMXz9xZBp02PGtC9YbFrsaWQ4mIjo7G1KnTQn48CjddoNFo4aNwIwleMNBoNCE9hvBlmqGjcCOmjJZwGY5wAwDXXz8TDMNgU3kiwrx3Z5+2qTzQanLjjbPCfmyVSoV77rkffo7B6h2hG9waLCa9H7Mm1CI5NjAAOtrkg0kvjx1Av92VAo+XxZ133hvyLTYACjddYjAY4GDVoM878TkYNQz60A76NJsboWJ4xKlovI2YjCoOJtYPs7kxLMdLTk7B2LHjcdZqxGmzKSzH7OvOWvU41RiJoUOHIysrW5QaRo8eh0GDhuBoeTROnqVVi0OhotqAvadikZ2dE9Lp3z9H4aYLkpNT4YQKdtBqlmLygIGZ0SA5JTWkx7HZrDCxPpoSLAERrBc2a/hmrN10060AgHUlyZJvvYnVdzJ7ppPHpGRdSTIAYObMW0SrgWEY/OIX88CyLJb92A9uL73xg8nnZ/DFlnQAwH33PRjyYQUCCjddkNLyZVrD6ESupG+rY3TgwbSej1Cx220wsfJo6lU6k8oPuz18A7uzs3MwdmwBSptMOFQj7bE3A+I6mT3TyWNSUVQfgeP1URg8eBgGDx4qai0ZGZm46aZb0WDVYu1u6XdPycnG/YmobNBj+vQb0L9/6BdoFFC46YLs7MBy4KUsNVWLqYQJ/P6zsnJCehwVq4L0h+f1DRzPQKUKb4vp3XffD7Vaja+L0+DxS/cqfkZuLVJM7cyeMbkwM1fas2f8HLDqVGpLq8lcMBJoJr311juQkpKKnw7Ho7yKVqsOhsp6Hb4vTEJcXBzuvPPesB6bwk0XDB48BCzLoogNzQZfpGtOsoH+8KFDh4f0ODq9Hh6O3hpS4ObZsM+gSUxMwowZN6PRpWkd7CpFejWHX40vw8zcGmjYltkzWi+eGV8GnVra8XzruXhUO/S49trrw7IicVdoNFrMn78AYFj8e2MGmj30GdAbHh+DJd9nws8xeOihx2AwhHeBTDp7XWA0mpCb2x8VrBFW2rFCFM1gcVoVgbS0fiHfNdhgMMDJqSU/5qIvcHIq6MP8oQgAs2bdhri4OHxfnoTz1vCGq+4wafyY1b8WyaaW2TM6H0waaXep1jq0WFOSisiISNx++xyxy2mjf/8BuPXW2WiwavHlT2lilyNrX+9IRVWjHjfcMBPDho0I+/Ep3HTRVVdNBgcGe1QxYpfSJ+1nY+ABi6uuCv1I++TkVLh5Fk3+0E45J51r5lhY/JqQj7Fqj16vx/z5C8DxDD45lgEvJ363iRJwPPDJsXR4/QwefOiXiIiQXmv4Lbfcgby8ASg8FYu9J2PELkeWjpZHYtvReGRkZGLOnF+IUgOFmy6aMGESdFotdqriaTxGmPEAdqjioGJZTJ58dciPJzSTV3qle8XeF1R5Ar//fv3E6bYYMmQYpk+/AZV2PdaXJolSg9JsrkhAhcWEiRMnY8yYcWKX0y6VSoXHH38KBoMBy39MR2UDTSTpjnqLBp9szIRWo8Hjjz8V8nXJOkLhposMBiMmXjUFDYwWB1l57D8Ty3cyVbSTx6TmBBuJC6wBY8aOR3R06H/3GRlZAIByFw0qFFO5O/D7z8zMEq2Gu+76BZKSkrCpPBEnG2gNlN4obzJiTUkKYqJjcP/9D4ldTqcSEhLxy18+AY+PwUfrsmj8TRd5fAwWt/y+Hnr4MaSlpYtWC52xbpg16zaoVSp8p06BtHu1AwZwnUwV7eQxKeEArFElg2EY3Hbb7LAcc+DAQdBoNDjWLL0m877kWHMUGIbBkCGhHUDeGZ1Oj4ULn4FKrcGSo5kwu6irsidsHhU+PpIJMCosWLgIJpP0Z56OGjUWs2bdhtomHT7dlE5j8K6A54Evf0zDhXoDrr32ekycOFnUeijcdENCQiKumXY96hgtdrBxYpdzRTP8tUjh2pkqyrkw0y/tqaKC/WwMLrAGXHXVlLBdBeh0egwZMhyVXgMavPL5MovtZAfzzh6TIrtfhTK3EQMGDERkpLghMysrB/ff/xAcHhU+PpwBH42/6RaOB/59NANNLg3mzPkF8vMHiV1Sl91xx10YPHgojpRF4/tC6c6ck4KtR+Kx52QccnPzcO+9c8Uuh8JNd9166x0wGo34VpMKs8RnTunB4VfeMsz01UDDt0wV5b14xlsGnQxGDtmhwkpNGnRaLe64466wHlsYD7DHERvW4/bGAH0nLXWdPCZFex2x4MFgzJgCsUsBAFx99bWYNGkqKiwmrDiZSlfx3bDmdDJONURi9OhxmDEj/PtH9YZKpcLChYuQkJCAtXtScKSMWnPbU3zehFXbUxEdHY0nn3xOtHE2P0fhppsiI6Pwi1/Mgxsslqv7SX6/KRP8mOWvRTLfMlWU98Eki041YKU6FQ6ocOecexEfnxDWY48ffxVMJhN22OPh5eVxpT4juhYpmnZa6jQuzIyWR0sdELjS32aLh1arxeTJ4dmH5koYhsHcufORmZmNHefjsfVsaJcjUIo9F2KwqSIJKSmpeOSRBZJYrK+7IiIisWjRC9DptFi6MRNVNMC4jXqLBh+tzwKrUuOpp55DbKw0Lggp3PTApElTMXTocBxXRWEnK40TqTQH2GgUqmKRm9sf06ffGPbja7VaXHPNdNj8ahxwyGMAuZ7l8KvkMsyMroGGaWmpY714JrkMOlb6LXWCY81RaPBpMWnS1TAapTM2Q6fT4ZlnXkBMdAxWnkrFiToaYNyZUrMRX5xIR4TJhF/96iUYjfIdoJ+enolHH30Sbi+L99dmw9ZM+wwCQLObxXtrcuB0qTBv3qPIyxsgdkmtKNz0AMMwePjhxxBhisAKTT+cZ2jKcDDVMlp8rkmHXqfDL3/5RNg2WrvUtdfeALVajXWWZNm03phUfsyKqUWypqWlTu2DSSWPljog0GqztikZLMvihhtmiF3OZWJj47DomReh0Wjxr6NZqLTRVXx76pxafHgoG2DVePKp55CUlCx2Sb02dmwBZs++Gw1WLRZ/lwWvhLfmCAc/B3y8IRM1Zh1mzrwZU6ZcI3ZJbVC46aG4uHj88rEn4QeDjzRZcNKvMijcYPCROgtusHh4/gIkJ4u3iV1cXDyuv34mGn1abLNRN0Q47LHHosqrx9Sp05CSIs0VYrOzc/DoL5+E28/iHwdy0dgs/vgCKbG61Xh3fw4cXhUefPBRDBw4WOySgubmm2/HxImTUVZlwheb+/XpsVertqXi5NlIjBo1RrSF+jojuW/kd999F/PmzWtzX1FREebOnYtRo0Zh2rRpWLx4sUjVtTV8+Ejccuts1DNafKTJgg99O8n3FgdgiToTlawe1113IwoKJohdEm6++TaYjCZ8b0mCzU9N0aHUzLFYa0mBTquV3LL8lxo3bjzuvXceLG41/nEg8EVOALePxXsHs9HQHDiHUrua761Aq/0vkZc3APtOxWJDYd9c3PGnw/HYejQBGRmZeOyxp0RrXe+MpCr617/+hf/93/9tc5/ZbMb8+fORnZ2NFStWYNGiRXj77bexYsUKkaps67bb7sTYsQUoZiOwXJ0m+QHGUrZalYpjqigMHTpcElMJgcC+YnfMvgtOToUVjdJsSVCKb8wpsPrVuPmWOxAdHSN2OVd0ww0zMXPmzahx6PDBwSxJ7yAeDn4OWHw4E+esBlxzzXTcemt41qUKN41Gi0WLnkdiYiK+25OMfadixC4prI6WR2LltlTExMTgmWdehF4vzWEZkgg3NTU1+OUvf4m3334bOTk5bR5bvnw5tFot3njjDeTl5WHOnDl4+OGH8cEHH4hUbVssy+KXv3wSuTl52K2KwzpV30zyvbVFFY8f1Qno1y8dTzzxDFQq6VwJT5t2PQYMyMcBZwyOOKPELkeRipsDM9MyMjIxY8bNYpfTZXPm/CLQTdFkwr+OZMIvn3HbQRXYMyoDJxsiMWrUWDzwwMOynBnVVZGRUXj22ZdhNBrx+eZ0lFbKd7B0d5yr1WPJhixodTo888xLId/EuDckEW6OHz+O6OhofPPNNxg5cmSbxwoLC1FQUAC1+uKaMhMnTkR5eTkaGhrCXWq7tFotnl70ApISk7BenYzNqvBOW5a7nWwsVqnTEBsTi1/96iUYDNL6oGBZFg8//Dg0ajWWNfaD1S/t9Y3kxsmx+KwxHSzLYv78BW3e61IXqPlxDBs2EsfqovDp8XRwfaz5lueBr06mYX91DAYMGIgFC56W1MVJqKSkpOHpp58HDzU++C4bNWat2CWFVKNNg/fW5MDrZ7FgwSJkZWWLXVKnJPEpMn36dEyfPr3dx6qrq5Gfn9/mvqSkQOtIZWUl4uN7lhzV6uDmuvj4WLzy6m/w1h/fwGozoOf9mMSZg3oMJdrPRmOZph+iIiPxyqu/QXKyNFu+0tP74Z57H8Cnny7B0vp0PJFUAVa5F6Zhw/PA5w3paPRpceedc5CXlyt2Sd2mVmvxzDPP4b/+608oPF0Mo9qPOYOqoOCGizbWliRj+7l4ZGVm4fnnX4bRKM1uilAYOnQoHn10Ad5//13889scPH93CSIN8pmd2FXNbhbvfZsNq1ONBx98GGPHSnPT05+TRLjpjMvlglbbNhHrdIHpl263u0evybIMYmODv35GbKwJb/3pLbz6yitYZk0HvKCA04kDbDSWajJgNJrwhz/+8bIuSam55547UVp6Crt378ZGayJmRNeJXZLsbbPF47AzGiNGjMC8effL+IrfhDfffAOvv/YatlYABo0fN/eXz8KJPbW5IgHflychLS0Nf/jjHxATEyN2SWF3yy0zYbc34bPPPsMHa7Lx9OwyaNXKab7z+Rl8tD4TVY163HHHHbjrLnmMpZJ8uNHr9fB4PG3uE0JNTxeF4jgeVquz17W1x2iMwcuv/Ab/+R9/wBe2dPBeBpO5xpAcS84KW4KNwWDEiy+9hpiYJJjN0t8i4MEHH8Xp06fxXQOPTG0zBhvsYpckW2UuI1Y1pSIqMhKPPvoErNbLV1eWFwbPPf8K3nrrDWwoAwxqDtOz68UuKmR2no/F6uJUxMXF4cUXfw2e18jiPRwKN954C86evYDt23/C0o0ZmD/zrCJadnkeWPZjGk6di8S4ceNx++13i3qOo6IMUKm61usi+XCTkpKC2tq2V0DC7eTkni8M5fOFbuRfSko/vPTyb/GX//ojllkBn5fBNZw0xgdJwR42Bp9p0mEwmvDii68hMzMnpOcjmHQ6I5588ln8x5/fxL/qs/BCymkkaTxX/kHSRqNPg8X1WQCjwsInfoWIiCjZ/A10xmSKwgsvvIb/+PObWF0M6NV+TEpXXuvtgepoLDvRD5GRkXjhhdcQHR2niPPXG/PmPYL6+jocPnkC3+xMwR2Tq8Uuqde+L0zEnqLAZpiPPvoEOA7gOHmcZ0kMKO5MQUEB9u/fD7//Yj/mrl27kJOT0+PxNuGQltYPL7/yW8REx2CFJg0bVIk0TRzAT6p4fKrJgMkUgZdeeh1ZWdLuimpPdnYu5j+yAM0ci/frsuHkJP82khQ3x+DDuizY/Grc/8DDilrkDQDi4xPwwouvITIyEstO9MOBanls39FVx+si8e+jgVbXF174NVJSUsUuSRLUajWeeupZpKWlYfPBRGw7Gid2Sb1SeCoaa/ekICEhAYsWvXDZ8BCpk/yn8pw5c2C32/H666+jpKQEK1euxJIlS7BgwQKxS7uilJQ0vPrr3yMxIRFr1Sn4WpXSZwMOD2CdKgkr1GmIjYnBK6/+DpmZ2WKX1WMTJkzCrFm3odarw+LaLPhksj2D2DgeWFKfifMeA6ZNux7Tpl0ndkkhkZKSihde+DUMBiP+fTQDJ+qVsQ9VqdmIjw5nQaPR4VfPvoKMjCyxS5IUo9GEX/3qZURFRWHF1jScOCPP815aacRnmzNgNBrw7LOvICpKfgFd8uEmPj4eH374IcrLyzF79my88847ePnllzF7tjwGNSUmJuHVX/8eaWn9sFmdiM/U/WSyJ3fwcABWqlKxTp3c8vt4A2lp6WKX1WuzZ9+NceMm4LQ7Ap819O2l2LuC54GvGtNwrDkKw4aNwH33zbvyD8lYRkYWfvXsy1BrtFh8OBulZmktcdBd56x6vHcwBzyjxtOLXkD//tLZJFFKEhIS8cwzL0Kt1uJfG7JQWS+v/cfqmrT48Lts8FDjqaeeR2qqPBcvlVy4+Y//+A8sXbq0zX0jRozAsmXLcPToUWzevBlz50pj9dquiomJxSuv/A65OXnYo4rDh+osePrIVg0+MPi3OgM/qROQnp6BV1/9HRISEsUuKygCCzguxIAB+Sh0xGJNk/w3BwylH6wJ2G6PR2ZmFhYufEZW69n0VP/++XjqqefBQY33D+bgvFWe06RrHFr840Au3H4VHl+wCEOGDBO7JEnLycnDY48/Bbc3sGu2xSGPv3WHS4X31mTD4VLhoYd+iUGDhohdUo9JLtwoVUREBF586TUMGzYSx1VReFeTo/jNNl1g8Z4mCwdUMcjPH4RXXvkdYmJixS4rqDQaLZ5++gWkJKdgozUJP1mlOw5MTHvsMfimKTCzJrBQo0HsksJm2LAReOyxp+Dys/jHgRzUOeU1dqHJpca7+3Nh9wS+8MaOLRC7JFkYM6YAd911P8x2DT78Lgsen7QvaP1+4OP1maht0uHmm2/H5MlXi11Sryj721VidDo9Fi16PrBcO2vC/2jzYIYydxS2QYW/a3Jxio3EmDHj8Pzzr/R46r7URURE4LnnX0VsTAxWmNOwzx4jdkmSctQZic8b0hEREYEXXvi14gJuVxQUTMDcuY/A5lHjnwdyYHPLYz0fp5fFPw/kwOzS4K67foGpU6eJXZKszJgxC1OmXIMzNUZ8/kO6ZLuueR74amsais9HYOzY8bjjjrvELqnXKNyEmVqtxqOPLsSMGTejmtHjb9o8VDHy6pO9kjpo8Tdtf5xjAxvoLVz4DDQaeV2tdldCQiKef+HXMBmN+LQhHcedkWKXJAmnXSZ8XJ8FjU6P5557FSkp8uy/D4Zp067DbbfdiTqnFu8dzIbbJ+2PX6+fwYeHslBp17dsEnqL2CXJDsMwmDfvEeTnD8L+0zH4vlCaXfJbj8Rjx/F4ZGVl49FHF0pyl+/ukv9/gQyxLIt77rkf99zzAJoYDd7W5qGMUUarxjlGj//R5aGe0eK22+7EvHmPyHjV2e5JS0vHs8+9Ao1Wh4/qs3DaFfxVsOXkjNuA9+uyAVaNp59+HtnZ8pv2H2y33XYnrr76Wpy1GvHRYelutMnxwNJj6SgxR6CgYCLuuecBRW+EGUpqtRpPPvksEhISsHZPCo6WS+vCp/i8Cau2pyI6OhqLFr3QugOA3FG4EdGMGbPw2GNPwq3S4v+0uTjGSuuPvruKGRP+rs2DndFg3rxHcPvtc/rcB2Jubn88vegF8Kwa79dl44y774wt+blKjw7/qM2BFyosfOIZGoDagmEYzJ07HyNHjkFRQyRWnEqTZFfF2pJkHKqJwaBBQxRzJS+myMjIluCgxdKNmahulEaAaLBq8PH6LLCqwAVIbKy81+b5OfqLFdnEiZPxzDMvgtXq8KEmC3vYGLFL6pGDbBT+qc2BT63Fk0/+SrHrl3TFkCHDsGDhM/BChX/U5qDSI40PsnCp82rxbm0unJwKjzyyEKNHS3+TvXBSqVRYsOApZGZmYfu5eGw9K61B6HsuxGBjeRJSklPw5JPPQqNR5rjAcEtPz8QjjzwBl4fFB99lwekW9+vX42Xw4XdZcLhUmDfvUeTm9he1nmCjcCMBw4aNwIsv/QZGUwQ+1WRgsypB7JK6ZScbi39pMqHRG/D8869izBiaTTFmzDjMn78ATk6Fd2tzUedV9pgjgdmnxv/V5sLqV+OBBx7CVVdNEbskSdLp9HjmmRcREx2DladScbxOGq22pxtN+OJEOiJMJvzq2ZdhMvXtrtVgGzduPG6++XbUNenwmYgDjHkeWP5jP1yoN2D69BsxZco14hQSQhRuJCI3Nw+v/voNxMXGYbU6FWtVyUFdzVjfsnSgPshLCP6gSsAXmnREREbh5Vd+q7il9Htj0qSpeOCBh2H1B77wzT5lXwHb/Cr8X20uGn0azJlzL6ZPv1HskiQtNjYOz/zqRWi0Oiw5molah7gB2OzS4KMjWQCrxlNPP4+kJFq3KRTuuOMuDBkyDEfKorH5oDgXsjuPx2LvqVjk5fXHvfc+IEoNoUbhRkJSUwPbNSQnp2CDOgkr1KkI1njDmb5aDPVbMdNXe+UndwEPYI0qGV+rA2uXvPrq72W9nUKoTJ9+A+666xdo9Gnwf7U5sPmVObjaybF4tyYHtd7AGhmzZt0mdkmykJWVg/nzH4fLx2Lx4Sy4RVoLxcsx+OhQJhweFR544GHk5w8SpY6+gGVZPP74U4iNjcU3u1JQcqH7k0n0Gn+bf7vjXK0eK7b1Q0REhKIX06RwIzHx8Ql45ZXfISM9E1tVCfhC3S8oASefd2CB7wzy+d5vV88DWKVKxffqQL/8r3/9Bm2e14mbbroVN998O2q9Orxbk6O4jTbdHIP3a7NxwWvA9Ok3YPbsu8UuSVbGj78KN9xwE6rsenxxQpyuipUnU3HGasSUKdfg6quvDX8BfUxkZBSeeOJXYBkV/r0xEw5X9y56Zo6vxdBsK2aO797FqtvD4l/fZ8LPMXj88acRFyet8V7BpKxPWYWIjo7GSy//BtnZuditisNn6vSgteD0Fg9ghToVP6oT0C8tHS+/8jtFv0GCZfbsuzF9+g244DXg/dpseDhlzCLz8QwW12WhzG3CVVdNwX33PdjnZsgFw113/SKwFkp1DLadC++MlX2VMdhxPh6Zmdl44IGH6fyFSV7eANwx+x402TX4fHP39qbLT3dgwS1nkJ/evYvVr7amoq5Jh5tuug1Dhw7vZsXyQuFGokwmE1544dfIy+uPvapYfCKBgMMD+FKdhq2qBGRkZOKll3+D6Gj57RYrBoZhcN99DwZWp3ab8FF9JvwSnALcHRwPfFKfjpOuSIwaNRbz5z9OU4Z7SK1WY+HCRYiMjMTXxWmosodnhl2DU4PlJ/vBoNfjqaeehVbbNwa+S8XMmTdj8ODA+Judx0MbavcXR2PPyTjk5ubh9tvnhPRYUkCfRBJmNBrx3HOvBjZmVMViWZC6qHpC6Irargpc4b344uuIjJTGDA+5YFkW8+c/jpEjR+NEcxQ+bUgHJ9OAw/PACnMaDjhjMHDgYCxc+HSfWawxVKKjYzB//uPwcgz+fTQD3hC37vk5YOmxDLh9LObOe0QxG9rKibD5boTJhFU7UtFgDc2kA4tDjS9/6gedTofHH39aseNsfo7CjcQZDAb86lcvIScnF7tUcVipSg3qLKqu+k6V3NoV9cILryIiIkKEKuRPrVZjwYJF6N8/sJP4anOqJBdxu5L1liRsswV2+F606HnFb68RLiNHjsG0adfjgs2A70pCO1tpU0UiyppMmDBhEiZOnBzSY5GOxcTE4oG58+Hxsvj0h+Bf8PA8sGxLPzjdKtx771wkJiYF9wASReFGBgwGI5599pXAIGN1AtapwvvHuUUVjw3qJCQnp+CFF3+NiAhqsekNnU6HZ555Ef36peNHWwK22GS2rpEtFussyUhMTMKzz74Cg0EZW4dIxT333I+U5BRsrkjAWUtoVriuceiwvjQZcbFxmDv34ZAcg3RdQcFEjB07HiUXIrD9aHC7pwqLY3CsIgpDhgzrU4PFKdzIREREBJ5/4VUkJSZhvToZu9jw7Kx8gI3GKnUaYmNi8eKLryE6OiYsx1U6k8mE5557BbGxgdabg44osUvqkhPNEVje2A+RERF4/vlXacxVCOh0Ojz40C/Bg8EXJ/oFff8pnge+OJEGP89g7rz5MBppoT6xBTbYnI8IkwlrdqfC4ghOt5HTxWLV9jTodDo8/PBjfWqwOIUbGYmKisZzz7+KyIgILNP0wwk2tF1DpYwRn2gyYNAb8Oxzr9CsqCCLjY3Ds8++DINej6UNmSh1Ba8FRM/42/wbDOc8enxUnwW1RotnfvUyLfIWQgMHDsbUqdNw3mbA1nPBfd/tqYxFqTkCY8eOx8iRY4L62qTnIiOjcNfd98PlYbF6R3CW1lizOwX2ZhVuv/0uxMfLq4W4tyjcyExSUjJ+9ezLUGu0+JcmCzVMaMY6NEKDD7XZ4FVqPL3oeaSnZ4TkOH1denomnnr6efCsGh/WZ6PeG5wBhTNjajHUYMXMmOAs2mjxqfF+bTa8vAoLFi5Cbm5eUF6XdOyuu+5DZEQEvitJgdUdnCv5Zi+Lr4tTodfrcN99DwblNUnwTJ58NfLyBmB/cQyKz/euRe1sjQE7jsWhX790XHdd31stnMKNDOXk5OGRRxfCBRYfaLLRHOTT6AGDDzVZcECFuXPnY9CgIUF9fdLW4MFDMW/eI3D4VXi/LhvNQVjkL1/vwIKkM8jX937RRg/H4IO6LFj8GtxzzwMYNWpsr1+TXFlERARm33kv3H4W68uCM85uU0UiHF4Vbr31TsTGhqdrm3Qdy7KYO/dhMAywekdqjwcX8zywekcKeDB44IGH+8TsqEtRuJGpgoKJmDXrVtQyOnyiTg/qDKrl6n44zxowbdr1fWoAmpimTp2GG2+chWqvHkvqMyQzRZzngc8a0nHWY8TUqdNwww0zxS6pT5ky5RqkpKRi5/m4Xu89ZXap8eOZRMTFxfXJK3m5yMzMxlVXTcX5OgMOFPdsTNuJM5EoqYzA6NHj+ux+fxRuZGz27HswZMgwHFVFYzsbnBH2hWw09qpikZc3APfdNy8or0m65u6778OIEaNwojkK6y3SmK65xZaAA84Y5OcPwty58/vUgEQpUKlUuPvu+8DxDNaUpPTqtdaXJsPLMZg9+x6aui9xd9xxF9RqNdbsToXP3733HMcB3+xMAcuymDPn3hBVKH0UbmSMZVk8+uhCRJgisFqThiqmd6uaNkCD5Zp0GPR6PPbYk32yKVNMLMvisceeRFJSEtZbknHMKe6U+9MuE74xpyA2JgZPPKHcDfakbuTIMcjLG4DDNVGocfTsPW52abCnMhZpaf1oTRsZiI9PwPTpN6LRpsG+UzHd+tnDZVGoatRj8uSrkZqaFpoCZYDCjczFxMTikUcXwAsGn6jT0dO5MTyATzXpcCGwWmlfWehJaoxGE5566jlotVosbcgM2gDj7rL41PhXfRYYlRpPPPksoqJoyrdYGIbBrFm3ggeDHyp6NuNly5kEcDyDm266lbbIkIkZM2ZBrVZj0/4kcF1cDoDngY37k1r+Zm4LbYESR3/lCjBy5BhMnnwNzrFGbFP1bNroXjYGJWwExowpoCs7kaWnZ+Khh36JZo7FEhH2oOJ4YGlDBmx+FX7xi3nIyxsQ3gLIZUaMGI201DTsq4yFxdW9FjSnl8XO83GIi4vD+PFXhahCEmwxMbGYOnUa6ixaHCrt2sVF0dkInK8zYMKESX1+qQYKNwpxzz33IcIUgbXqFJjRvat9O1RYrUmDXqfD/ffT9FApmDhxMiZPvhpnPEasbQrvh9QP1kQUuyIwZsw4XHvt9WE9Nmkfy7KYMfMW+HkG28937wJm94U4ePwsbrxxFnUtysyMGTeDYYCtR7p2zoXnzZx5SyjLkgUKNwoRERGJe38xF26wWKvu3pfhelUSHFDhzjn3IjY2tDvTkq67//6HkJycgh+siTjtCs8qsmfdBqxtCizL/9BDfWtFU6kbP/4qGA0G7KmM7fJsOp4Hdl2Ig0ajxuTJV4e2QBJ0iYlJGD58FMqqTKis73y8VYNVg6IzkRgwIB8ZGZlhqlC6KNwoyMSJk5GZmY19qhhcYPRd+pl6aLBDHY/k5BRcc811Ia6QdIder8fjjz8NhlXh04Z0uIOw/k1nvDwT2KkcDB795RO0OarEaLVaTLxqCppcGpys79q5KbcYUePQYezYCbTNgkxNmxZoPd1+vPPWm53H48CDaX1+X0fhRkFYlsVdd/0CPBisVXWt9eY7dTL8YHDnnfdQk7UEZWfn4Oabb0ejT4uvzb2bCnwl65uSUOXV47rrZtDCjRI1Zco0AIHWmK7YfSGwUN/UqdNCVBEJteHDRyI2NhYHTsd0OC2c44HCU7EwGo0YO3Z8mCuUJgo3CjN06HDk5w/CMVXUFaeGN0KDA6oYZGZm0RtCwm655Q6kp2dguz0+qPtP/dx5jx6brIlITEzCnDn3hOQYpPeysrKRltYPJxqi4PZ13mXo54AjtdGIi43rswu5KQHLsigouApOlwqnzrXfYldeZYTZrsHYseOh0Ygzw1JqKNwo0E033QoA2KzqfNroj6oEcGAwc+YtNLZCwtRqdcuOvsDyxn5Bnz3F8cDyhn7gweChh34Jna5rXZpEHOPGTYDXz+BEfefrIJ02R8DpVWHsuPH0/pa5CRMCs9z2n25/1tSB0zEAQLPhfobCjQINGzYCaalpKFTFwgZVu89xg8UudRziYuOo1UYGcnLycM0116PKq8eP1uDu7rvbHosKjxETJkzC4MFDg/raJPjGji0AAByuvfhFp1f72/wLAIdrolqeT+9vucvKykFCQiJOVETBf8maNzwPHCuPQkREBHUn/wyFGwViWRbXTLsOfjA4oIpp9zmH2Ci4weLqa6bTWBuZuPPOexAZEYn11mTY/O2H1u5q5lh8a0mFQa/HPffcH5TXJKHVr18GEhOTUFQf2TpramZeLYYmWDEzL7ALPM8DJ+qjEBkZSesUKQDDMBg+fCScbhXO1LTtmq5u1MFs12DYsJG0QOPP0G9CoSZMmAyVSoXdbPs7/+5RxYIBMGnS1PAWRnrMZDLhjtl3wc2xWG8Jzto3P1gS4fCrMOvmOxATQ7tEywHDMBg6dASafSqcsxoAAPlxDiwYcwb5cYFd4OucWphdGgwZMpy+8BRi+PCRAICiM227I4vORrZ5nATQX71CRUZGYuTI0bjAGlDLtN0kzwI1StgIDBw0BPHxwe3iIKE1deq1SElOwQ5bHGq9vdv8sMmnxhZbIuJi43D99TOCVCEJhyFDhgEATjW0P8BUuF94HpG/QYOGgGVZlFS2ndJ/+kLg9uDBdK5/jsKNgo0ePQ4AcJSNanP/cTaQ9MeMGRf2mkjvqFQqzLnrPnBger1z+EZrErw8gztm3w2tlnaJlpNBg4aAYRgUN7YfboT7aQyVcuh0emRkZOFsjRHelinhHA+UV5uQlJSM6Gja/+3nKNwo2IgRo8AwDI5dEm6EsDNy5BgxyiK9NHr0WGRkZGG/IwZ1PWy9sfjU2GWPQ1JSMu0lJkMmkwlpaf1wxmq8bLVing8s3hcXG0ctswrTv38+vH4G52sD3ZE1Zh2cLhX6988XuTLpoXCjYBERkcjJyUMFa4QHgaTvB1CiikBqahoSEhLFLZD0CMMwuPXW2eDBYKOlZ+fwB2sifDyDm2++HSpVcAYnk/DKze0Pt49Ftb3telZNbg2sbg1yaSCx4uTl9QcAnKsLhJtzLSEnN7e/aDVJFYUbhRs4cDD8YFDBBEbYX2D0cIOlRb1kbvTosUhNTUOhMxZWf/dmuzVzLHY5AssAUKuNfAlfaBWWtrNnKpqEL7y8sNdEQkvYM6qyPrAWVWWDvuX+LNFqkioKNwqXnz8IAFDKBgadlbX8O2DAQNFqIr3Hsiyuv34mfDyDHbbubXa6xx4LN8di+nU30jIAMpaTkwsAOG8ztLlfuJ2dnRv2mkhoJSenQq1W40JLqKms14NhGKSnZ4hcmfRQuFG47OwcAMD5lo00zzOBD76cHLqqk7urrpoCo9GIHfb4Lq9azPHANlsCtBoNpk69NrQFkpBKSUkDy7KosrVdUbqy5XZ6Ou0MrTQqlQqpqWmoMevB80CNWY+4uHjo9bSq+KUo3ChcVFQ0YmNicZ4NNF2fZ/TQ6/RITOzdTBsiPp1OhylTroHVr8bx5s6X4heUuk2o82kxfsIk2vVb5jQaDVJSUlFpD3zRCarsesTGxMJkol3AlSgpKRkuDwuzXQOzXYPk5NBuqCtXsgg3HMfhf//3fzF16lSMHDkSjzzyCM6cOSN2WbKRnpEFM6OBAyrUsHqkZ2TQwl4KMXnyNQACXU1dITxvypRrQlYTCZ9+/dLR7FPB6g50L7p9LBpdWvSjbgrFEsLMybOBi5OkJAo37ZHFN9y7776LL774An/84x+xbNkyMAyDxx57DB6PR+zSZCElJfDHf4KNhB8MkpPTRK6IBEt6egays3NwvDnqilsyuDkWh5zRSE5OoamjCpGcnAoAqHUGZkzVObUt99MXnlLFxwdmSJa2LOaXkEDT/dsj+XDj8Xjw0UcfYdGiRbjmmmswaNAg/O1vf0NNTQ02btwodnmyIHwALtVktNwOztL9RBomTpwCDgyOOqM6fd6J5gh4eBYTJkyiXaIVQggx9S2hhsKN8sXGBiYQnKkxtLlN2pJ8uDl58iQcDgcmTpzYel9UVBSGDBmCffv2iViZfIwZMw4FBRMwfPgojB07HhMmTBK7JBJEwi7Rh5ydr1AqPF5QMCHkNZHwELokhFBT36xrcz9Rnri4QJipbQoMIqZw0z7JzwOtrq4GAKSmpra5PykpCVVVVWKUJDvR0TFYuPAZscsgIRIXF4/c3P4oLjsNJ8fCyHKXPcfLMzjeHIWUlFSkpaWLUCUJhcTEQBdFoysQbhqbNW3uJ8oTFRXT5nZ0dEy7z+vrJB9umpubAeCyvW90Oh0sFkuPX1etlnyjFSFdNnr0GJSVlaC4OQKjTNbLHi9zGeHhWYwZM5b+9hUkNjYGKpUKZlcg1JhbQk5iYiKdZ4WKiWnb/RwbG03nuh2SDzfC/H2Px9NmLr/b7YbBYOjoxzrFsgxiY2maJFGOyZMnYsWK5ShyRbYbbopcganiV101gf72FSYxIQFmiwsAYG7WIDIyAikp1FWhZCaTEQ6HEyzDIC0tkWa/tkPy4UbojqqtrUVm5sVFqWprazFo0KAevSbH8bBanUGpjxApiI1NRmRkJE41tz+D8GRzBLRaLVJTs2A2O8JcHQml6JhY1NRUg+MD+0olpsXTOVa4qVOvxcGD+zF48FBYLM1ilxM2UVEGqFRdC3KSDzeDBg1CREQE9uzZ0xpurFYrTpw4gblz5/b4dX2+y8clECJn+fmDsH//PjT6NIhTe1vvd/pZVHn1GDwkHwyjor99hYmKigEPBk0uDZp9KkRFRdM5Vri7774fd999PwD6LuuI5NuytFot5s6di7/85S/44YcfcPLkSTz33HNISUnBDTfcIHZ5hEjGgAEt+4i52nY7lblN4MHQfmIKJQwovdCy7QINMCVEBi03APDMM8/A5/PhN7/5DVwuFwoKCrB48eLLBhkT0pcJ4aXCY0QBmlrvr3Ab2zxOlCUqKjDA9ELLhplRUZ0vCUBIXyCLcKNSqfDSSy/hpZdeErsUQiQrPT0DapUK59xtB9qf9QRuZ2XliFEWCbHIyEC4qXHoWm53bZ8xQpRM8t1ShJCuUavVSM/IxAWvoXWXcJ4HznkMSE5KhtFoFLdAEhLCBqi1LQv5mUy0ISohFG4IUZDMzGx4eQZ1vsBVvNWvhoNTIyMzW9zCSMhERARaaqjlhpCLKNwQoiDC6sNVnsAXXZU3MMi0Xz9alViphJYaT8vGqUYjrWNECIUbQhRECDHVLaGmyhsIObTlgnJdupgphRtCKNwQoigpKS2LXraEmrqWf4X7ifJcGmZobBUhFG4IUZSYmFio1WrU+1p2iW75NykpWcyySAjpdLo2y+8bDBRuCKFwQ4iCsCyLpKRk1LcMKK7z6RATE0NrQikYwzDQ6XSt/z+da0Io3BCiOPHxCXBwKrg5Fk1+DRISEsUuiYSYXhcYY6XVamkTRUJA4YYQxYmLiwcAnPPo4ecZxMbGi1wRCTV9y6BiIeQQ0tdRuCFEYWJj4wAA5S3bLgi3iXIJXVHalu4pQvo6CjeEKIywcWJly7YLMTEx4hVDwkKrDYQaHYUbQgBQuCFEcYSNE8taWm5oI0XlE1puVCpZbBdISMhRuCFEYYRp32Z/4AsvMZGmgSudRkMzpAj5OYr5hChMWlo/vPbaG7DZrDAaTcjL6y92SSTEWJYRuwRCJIXCDSEKlJc3QOwSCCFENNQtRQghskctN4T8HIUbQgiRPV7sAgiRFAo3hBBCCFEUCjeEECJzarUGAGhfKUJa0IBiQgiRuenTb0B9fR1uueUOsUshRBIYnuf7XGet38+hsdEhdhmEEEII6aK4OBNUqq51OFG3FCGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIUpU/uCs7zPDiuz/1nE0IIIbLFsgwYhunSc/tkuCGEEEKIclG3FCGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIUhcINIYQQQhSFwg0hhBBCFIXCDSGEEEIURS12AaR7Xn31VaxatarT54wfPx79+vXDf/zHf4SpKiKGefPmYe/eve0+9uCDD+L111+/7P5XX30VFy5cwNKlS0NdHgmib7/9Fp988gmKi4sBALm5ubj77rvxi1/8osuvsWXLFmRkZKB///6hKpP0UjDOMwmgcCMzr7/+Ol544YXW21OmTMFrr72GWbNmtd73/PPPi1EaEcFNN93UbogxGAztPv/111+H3+8PdVkkiL766iv88Y9/xGuvvYaCggLwPI9du3bhrbfeQn19PZ5++ukrvsaFCxewcOFC/Pvf/6ZwI1HBOM/kIgo3MhMZGYnIyMjL7ktMTBSpIiImvV7frXN/6d8Okb7PPvsMd911F+65557W+3Jzc1Fd/f+3d/8xVVd/HMef14QhXOcgmiBLoD9iBtEusAGa6KTxywrqwmotaHNc3Sw3HfwB6GaTrTZQYaMwcEVIrlGBhA0hKSPqD0aZUK1iLke7KbiJoKAOGHz/cN68+XVCg3uvH1+Pje2z8/ncs/fhjPt53c85wBBHjhyZ001vdnZ2MUuUBbAQ8yz/0J4bg5qYmKCkpIS4uDhiY2MpKiri2rVrAPT09BAREYHdbndcb7fbiYiIoKenB7i5fPHGG2+wZcsWYmJiqKmpccs45L/Lzc2lpKSEnJwc4uLiaGlpoaioiNzcXHeXJvOwZMkSTp8+zdjYmFO7zWajsbERgKGhIQoLC1m7di2RkZFs2LCBiooKZmZmsNvtJCcnAzeXK6uqqlw+Brm3uczzpk2b7pi/3NxcioqKgH/e27u6unj22WeJiopi8+bNnDp1yjWD8CAKNwb15ZdfEhgYSHNzM2VlZbS1tXH48OF59XHy5EnWrl1LU1MTzz///CJVKoupubmZvLw8Pv74YzZs2ODucuQ/sNls/PbbbyQlJbF161Zqa2vp7+9n+fLlhIeHA7Bt2zZGRkZ4//33aW9vJz8/n/fee4+vv/6a4OBgPv30UwCqqqrYsmWLO4cjdzGXeZ6r8vJydu/eTXNzM48++iiFhYVMTEwsUuWeSctSBvXkk0869t6sXr2adevW8csvv8yrjxUrVpCfn78Y5ckCOX78OB0dHU5tFouFDz74AIA1a9bw3HPPuaM0WSCpqak0NjbS0NDAd999R1dXFwBhYWG89dZbREZGkpmZSWpqKiEhIcDNT/O1tbX88ccfPPPMMwQEBAA3f6b9/PzcNha5u3vNc2xs7Jz72rlzJ4mJiY7jzMxMBgYGsFgsi1K7J1K4Mah/J/0VK1bw999/z6uP0NDQhSxJFsGmTZsoLCx0avPx8XEcaw6NITo6mvLycmZnZxkYGKCrq4sjR45gs9k4efIkr776Ku3t7dTX1zM4OMjvv//OxYsXmZmZcXfpMg/3mue5euyxxxzHZrMZgKmpqQWv15NpWcqgHnrooXtec/smw+np6TvO336TFM/k5+dHaGio09fKlSsd5zWH97ehoSFKS0sZHh4GwGQyERERwdatW6mvr2diYoLu7m5efvllDh06hNlsJjMzk6NHjxIUFOTm6mWu5jLPvb29wJ2bw/9faPH29r6j7UHbVK4nNw8gLy8vAMbHxx1tg4OD7ipHRO7C29ubxsZGgoKCsNlsTudufSK32+38+uuvfP/99wQGBgIwOjrKpUuXHDc0k8nk2sJlXuYyz4GBgXh5eXH16lXHuVsbxsPCwlxZ7n1B4eYB9Pjjj+Pn58ehQ4coKCjg4sWLVFRU6A1QxMMEBASQn59PZWUl4+PjpKWlYTabOXv2LNXV1cTHx5OUlERVVRWtra2kpqZy4cIFDh48yNTUFJOTkwD4+voCMDAwwBNPPKE/CeBh5jLPcXFxxMTE0NbWRkpKCoGBgdTV1TmFHfmHws0DyGw2s3//fg4cOMDmzZsJDw+nuLhYm4dFPNDOnTsJCwvjk08+4ejRo9y4cYPg4GAyMjLYtm0bvr6+FBcX8+GHH1JZWcnKlSvJyMggODiYvr4+APz9/bFarZSVlTE4OMiePXvcPCr5t3vNM8CuXbsYGxvDZrOxbNkycnJyyMjIeOCWnObCNKvvioiIiBiINhSLiIiIoSjciIiIiKEo3IiIiIihKNyIiIiIoSjciIiIiKEo3IiIiIihKNyIiIiIoSjciMh9p7m5mYiICOx2u7tLEREPpHAjIiIihqJwIyIiIoaicCMiHm1mZobq6mo2btzIU089xfbt2xkbG3O6prOzk1deeQWLxUJUVBRpaWl89NFHAExPT/P0009TUFBwR9/p6ekUFxe7ZBwi4joKNyLi0crLy3n33XexWq288847+Pv7c+DAAcf5b775htdff53IyEiqq6upqqoiJCSE0tJSTp8+zdKlS8nKyqKzs5Px8XHH6/r6+vjzzz958cUX3TEsEVlE+q/gIuKxrly5QkNDA3l5eezYsQOA9evXMzw8THd3NwBnz54lKyuL3bt3O15nsViIj4+nt7eXmJgYrFYrhw8fpqOjA6vVCsCxY8dYvXo1cXFxrh+YiCwqhRsR8VhnzpxhamqK5ORkp/b09HRHuMnPzwfg2rVr/PXXX5w7d46ff/4ZgKmpKQDCw8OJjY3l888/x2q1Mjk5SVtbG6+99homk8mFIxIRV1C4ERGPdWtvTUBAgFP7I4884jgeGRlh7969dHZ2YjKZCA0NJTY2FoDZ2VnHddnZ2ZSUlHD+/Hn6+vq4cuUKL7zwggtGISKupj03IuKx/P39Abh06ZJT++joqOO4sLCQ/v5+6urqOHPmDCdOnHBaorolLS0NX19fOjo6OHHiBImJiaxatWpR6xcR91C4ERGPZbFY8PHxob293an91KlTjuMff/yR1NRUEhIS8Pb2BuDbb78Fbv6m1S2+vr5kZGTwxRdf0N3drac2IgamZSkR8Vh+fn5s376dyspKli1bRkJCAl1dXU7hJjo6muPHjxMZGUlQUBA//fQTNTU1mEwmrl+/7tRfdnY2L730EmazmZSUFFcPR0RcxDR7+6K0iIgHamhooL6+nuHhYSwWC+np6bz55pt89dVXmEwmSktL+eGHHwAICwsjLy+P1tZWRkdH+eyzz5z6SkhIICUlhX379rljKCLiAgo3IvLA6O/vJycnh6amJqKiotxdjogsEi1LiYjh9fT00NPTQ0tLCwkJCQo2IganDcUiYniXL1+mrq6Ohx9+mLffftvd5YjIItOylIiIiBiKntyIiIiIoSjciIiIiKEo3IiIiIihKNyIiIiIoSjciIiIiKEo3IiIiIihKNyIiIiIoSjciIiIiKEo3IiIiIih/A+jjTojreCBowAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(data=tips, x='day', y='total_bill', hue='day', palette='autumn');" ] }, { "cell_type": "markdown", "metadata": { "id": "IO5WMcUX-HPz" }, "source": [ "### Categorical Scatter Plots\n", "\n", "The functions `stripplot()` and `swarmplot()` visualize categorical data with scatter plots.\n", "\n", "In a `stripplot()` the data points are shown in a strip, whereas in a `swarmplot()` the data are randomly shifted horizontally to avoid overlaps. Strip plots are simpler and can be used to see the exact positions of data points, and swarm plots resemble a swarm of bees and they make it easier to see the distribution of the data points. " ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "epfyRyyY_Ppl", "outputId": "a7c4a9a5-277e-4980-adf7-44e63b8fda46", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(data=tips, x='day', y='total_bill', jitter=False);" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "wmAYCtZG-_Ax", "outputId": "4787d027-4e25-4a7b-e3a4-74b87a64e6b5", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(data=tips, x='day', y='total_bill');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also, when using `catplot()`, the parameter `strip` is the default value of the `kind` parameter. " ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "77nEnyVz_H__", "outputId": "73b3d834-e2f3-418b-df0f-5e1b16b71d34", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, x='total_bill', y='day', hue='sex', kind='swarm');" ] }, { "cell_type": "markdown", "metadata": { "id": "QizOhUO_AZgL" }, "source": [ "### Plotting Multiple Categorical Plots\n", "\n", "We can plot multiple plots with `catplot()` by setting the parameters `col` or `row` to a data feature." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "tSup3vGNAe-d", "outputId": "17d80536-8222-475e-8780-3ae74a802bfc", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, x='day', y='total_bill', hue='smoker', col='time', kind='swarm');" ] }, { "cell_type": "markdown", "metadata": { "id": "uoUgBNSICN25" }, "source": [ "## 9.4 Regression Plots \n", "\n", "Seaborn provides plots for visualizing the linear relationship between the features. The functions `regplot()` and `lmplot()` can be used for fitting a linear regression model, where `lm` stands for linear model. \n", "\n", "For instance, the figure below shows the regression line, as well as the uncertainty in the predicted values corresponding to 95% confidence interval for the regression fit with `lmplot()`. " ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "PmwmmGxFCRBx", "outputId": "b2470dab-dd2d-4991-8092-a174e130fb4e", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=tips, x='total_bill', y='tip');" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "8pNq8UHxycaA", "outputId": "38aab1f4-e597-48b3-b2f8-31302c64dea3", "tags": [] }, "outputs": [ { "data": { "image/png": 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Dax9FxnDkRIFiOSCdtFk4P4NW0nJETCwJkoQQ57zIGPYfzZEv+mTTDu2tdfKBOwOMVPto18FuHth6mBPdJcIILA3zG1PcuH4Rq5Y0TuuYxdwiQZIQ4py2fW8nmx/bR0dncaABaltzmk3XLGPt8ubpHt45SykoVQLypaCq9tGug918+6E9VPyQdMLGsjRhGNHRWeLbD+3htutWSKAkJoye7gEIIcR02b63k7vu3cHB43kSjkV91iXhWBw8XuCue3ewfW/ndA/xnGQw9BQ8egvVxSEjY3hg62Eqfkh92sWxLbRSOLZFfdqh4kc8sPWw1EsSE0aCJCHEOSkyhs2P7aPsBTRmE7hO/IHrOhaNWZeyF7L5sX3ygTuFlAI/jOjKVSiWg2Fzf+REgRPdJdIJGzVkO1QpRTphcaK7xJEThakctpjDJEgSQpyT9h/N0dFZJJN0an7gZpI2HZ1F9h/NTdMIzzEKCiWf7nxlxOKQxXIQ5yBZtT+6LEsTRvH9hJgIEiQJIc5J+WJciNC2a/8YtG1NGBryRX+KR3buiQz05CrkSqcvDplO2lgawhH6s4VhhKXj+wkxESRIEkKck7JpB8tSBCPU3AmCCMtSZNPOFI/s3KGUohKEdPWWKXlnLg65cH6G+Y0pipUQM+TOxhiKlZD5jSkWzs9M4qjFuUSCJCHEOam9tY625jSFclDzA7dQDmhrTtPeWjdNI5z7ckWPnryHP8LK0FBaKW5cv4iEo+kt+vhB3NTWD0J6iz4JR3Pj+kVSvkFMGAmShJglImPY29HLC7tPsrejd0YlFBsTER7fS3DgecLjezFm5ldE1kqx6ZplJF2L7nxchycyBs8P6c57JF2LTdcskw/cCaYUhJGhK1+hUPYHikOO1qoljdx23QramlN4fki+6OP5IW3NKTn+LyacbNwKMQvM5Fo+waFteFs2E3UfgSgEbaEbF+Ju2IS9eN20ju1M1i5v5o6b1wzMbbEcYFmKJS2ZGTG3c81ItY/GatWSRlYsbpCK22LSSZAkxAzXX8un7AVkkg52ShME0UAtnztuXjNtH+bBoW2UH7wL45dQiSxYNoQBYedByg/eRfL6O2ZFoLRmWZNU3J5kBkNvwadcCSdkFVQrxeKW7ASMTIiRSZAkxAw2tJZP/1F117FwbE133mPzY/tYs6xpyj/UjYnwtmyOA6R006lj9LYLloMpduNt2Yy16AKUmtk7+1oplrfVT/cw5iSlwAsickVvxKP9QsxUM/snlxDnuJlcyyc6sZ+o+wgqka05NpXIEHUfITqxf8rHJqaOUvF/tS/21T7KjVz7SIiZTIIkIWawmVzLx5RzcQ6SNcKCtGVDFMb3E3OSUgYqeVQ4/PsvMuZU7aMxJmcLMVNIkCTEDDaTa/moZB1oC8IRqhuHAWgrvp+YU5QCbQJMoRtTKQ251l/7qDKq2kdCzGQSJAkxg83kWj56fju6cSGmUqg5NlMpoBsXoue3T/nYxORRSqH8ElG+i8irDPvaj7X2kRAzmQRJQsxgM7mWj1Iad8MmlJPEFLsxgYcxUfxnsRvlJOPrMzxpW4yeIoJSN2ExRxSGp25XEIaGrlx5XLWPhJip5KeXEDNcfy2fJS0ZKn5Ib96j4ocsaclM6/F/AHvxOpLX34HVvAT8MhR7wC9jNS+ZFcf/xegoBTryMIUuwnIJEw1aJVJQ8kI682UqfiTba2JOkRIAQswCM7mWj714HdaiC4hO7MeUc6hkHXp+u6wgzRFxcnaBsFysDo6Iax8Viz5BFBCGs/vrHUam7ySpTTop/fpETIIkIWaJmVzLRymN1bJ8uochJpBSoKIAU8wR+h5VS0QK/DCiUPIJDViJ2b18tPNgN5sf3cexrhJN2QR//oGrSSXk41FIkCSEEGKIODm7SFTOEwXhkItQqviUKiFhZNDW7F1BOtFT4p5H9/PS/q6B27ryFbrzFQmSBCBBkhBCiEEUBkq9hF552PZaZOKaXF4wu4/2F8s+339kL48831FVw0kBb7hqKW3N6ekbnJhRJEgSQggRb6+FPlE5R+R5wy5W/IBi+ewa0063KDI8+dIxfvLUAXJDCrAua6vjLa9ezvrz5g+rIC/OXRIkCSHEOU4p4uTsShETDtlew1Ao+5S9cFYf7d91qIfNj+6jo7NYdXtj1uWNV7dz8cp52LN461BMDgmShBDiHKYJMcVeQm94cnYYGvIlDz+ImK3h0cneMj94bB/b9nZV3e7Ymhs2LOL6SxbhjND2RwgJkoQQ4hyklEIFJaJSrmZydtkLKFYCwnB2hkdlL+CBZw/x8JC8I4CrL2zjtZctIptyp2l0YraQIEkIIc4xCgPlHGGlVLP2Ub4YDFR3n22iyPD0y8f50ZMHKJSq847aW7O85dXLuej8Vnp6irM2ABRTR4IkIYQ4R1QlZ/v+kO01hR+G5Ev+iA2VZ7o9R3rZ/MheDp+szjtqyLjcfHU761fNw5atNTEGEiQJIcQ5QCnAKxKVC1V91+KLUKx4lPtqH802nb1lfvj4fl7Y01l1u2NpXrNhEdevX4hrW9M0OjGbSZAkhJgTImNmZNuWmSBuTJsjqpQxQ5Kzo2j21j6qeCEPbDnEw88fIRiydbbhvPm84aqlNGYT0zQ6MRfMmiDpO9/5Dv/4j//IgQMHaG9v5yMf+Qi33HLLdA9LCDEDbN/byebH4uPdYWiwLEVbc5pN1yyb1gbA021ge63UG2+vDbk4W2sfRcbw7MvH+dETB8gNyTta0pLh1lctp721bppGJ+aSWREkffe73+UP//APufPOO7nxxhv5/ve/z8c+9jHa2tq49NJLp3t4QohptH1vJ3fdu4OyF5BJOtgpTRBEHDxe4K57d3DHzWvOyUCpf3stLBfmVO2jvR29bH5kH4dOFKpur0873HxVO+tXz5cVRDFhZnyQZIzhs5/9LHfccQd33HEHAB/+8Id55plneOKJJyRIEmIGm+wtsMgYNj+2j7IX0JhNDFRKdh0Lx9Z05z02P7aPNcuazqkPTqUiKPYSepU5U/uoO1/hB4/t5/ndJ6tuty3F9esXccP6RbiO5B2JiTXjg6Tdu3dz6NAh3vzmN1fd/tWvfvWsnldOOIzM6qs6a0n12TGReau2bU8n339kL0dOFghCg20pFs6Lt0LWrTi1snM287bnSC9HO4tkUw5aVwdBSimyKZujnUUOnSiwYmH92b2hGabWvCkFBJW49lHoY1kQdySLlbyQYsknMgZtTUzQqLXC0gprkoLQih/ywLOH+PmWw8Pyji45bx5vumYZTXWjzzuqnrfqbUZLKyxLY+lzJ6AWpzfjg6S9e/cCUCwWed/73se2bdtYsmQJH/rQh9i4ceO4nlNrRVNTZgJHOTfV16emewizkswbbN15nLvu3UGpHFCXcXAsjR9GHDwRb4F9+G3rWb+6peox45m3PUcLRAaSrj0sSALQSlGqhKCtOftvvn/ejDGExRxR5EHaAZyB+wRhRL7ooTSkMxO72qK0xs4mCbVz5juPQWQMT7zQwbd/touefKXqWntbHf/tdedz3pLGcT9/NpscdptW0NCQwpGTcKLPjA+S8vk8AHfeeScf+chH+J3f+R3uvfdefuM3foOvfe1rXHvttWN+zigy9PYWz3zHc5RlaerrU/T2lghnWULndJpp8xYZw76OHLmiT13aYVnb1Jz2iozh3+99iWLJp7HORSlFZAyWVjRkHLpzHv9+70ssmZdCK3V28xaF6L7q0LW2Wjw/vk4U0tVVGP74WWzwvEVBf2PactX2mlLgeYZ82ScYlpc0MbTWWKTwjH/mO4/Svo4cdz+8lwPH8lW316Ud3nh1O5etaUErRU/P2H+OW5Ymm02Sz5eHfb9ZWuEoJmQlaa4G5eeaGR8kOU7828n73vc+brvtNgDWrl3Ltm3bxh0kAbO2WNpUCsNI5mkcZsK8Tedpr70dvRw+WSCdtAE15Fi5Ip20OXyywO5DPSxvO7UFNp55Wzw/Q2tzmoPHCzRauqp7uzGGfClgSUuGxfMz0/41mSyRV8LP9RAFQfUFBcWKP+m1jwwGIjMhr9Gdr3DvE/vZ+srwvKNXX7yQGzcsJuFamAjCcWdUxd8HYRgNr7ht4ttNJNttIjbjkyfa2toAOP/886tuP++88zh48OB0DEmIGa3/tNfB43kSjkV91iXhWAOnvbbv7Tzzk5yFfNEnDM2IeX+2rePk4eLZrzxopdh0zTKSrkV33htopeH5Id15j6RrsemaZXM2aTso9BAWuqsDJBWv5vUWPIrlYFYUh/SCkJ88dYBPf2PrsADpohXN/M9fWs/NV7WTcGUbTEytGb+StG7dOjKZDFu3buWKK64YuP3ll1+mvb19GkcmxMwzE057ZdMOlqUIgqjmFlgQRFiWIpuemByWtcubuePmNQMrZ8VygGUplrRk5mydJE2IKfYQRVZ177VZVvvIGMPWXSe59/H99BS8qmsL56XZdO1yVi6aWwn3YnaZ8UFSMpnk/e9/P1/4whdobW3lkksuYfPmzTz88MN8/etfn+7hCTGj7D+ao6OzSCbpVG09QXzaK5O06egssv9ormqrayK1t9bR1rcF5tjDt8AK5XgLbCKL/a1d3syaZU1zvuK2UgoVlomKORQhJNNV1wtlb9bUPjp4LM/3H93L/qPVeUeZlMMbrlzK5ee31EzGF2IqzfggCeA3fuM3SKVSfPrTn+bo0aOsWrWKz3/+81x99dXTPTQhZpSBra7UyFtdxXIwIVtdI+nfArvr3h105z0ySRvbjgs8FsrBpG2BaaUmLfCbCZQyUMkTlouYKMKyT81faAz54uyofdRT8PjRE/t5dueJqtst3Zd3dOkiku6s+GgS54BZ85343ve+l/e+973TPQwhZrSp3uoaybm4BTaZ4u21XkLPY2iDtbIfki/4M357zQ8iHnzuMD/bchh/SBL9uuVN3HLNMubVDz+WL8R0mjVBkhDizKZjq2sk58oW2GRSSqGCUlwcMqg+wm+A7lxlxgdIxhie393JDx/fR3e+Ou+orTnNpmuXsWpxwzSNTojTkyBJiDlkura6TjeeubwFNpmGbq+duhAXhyzlQxJJNz6CP0MdOp7n+4/uY19Hrur2dNLm9Vcs5coLFkjekZjRJEgSYhYZTS802eqa/bQJiIo5It8b1nutXAkoevGR/9E345hauaLHj544wDMvH68K4bRSvOqiNm66bDGphHz8iJlPvkuFmCXGUiBStrpmp9Ntr0UGCiWfih9gDFgT1HttIvlBxMPPH+GBLYfw/OotwAvam3jTNe3Mb5S2PWL2kCBJiFmgv0Bk2QvIJB3sVLyF1l8g8o6b1wwLlGbbVldkDHs7es/ZoE5hoJwjrJSG1T7ygpBCaebmHhljeGH3SX7w+H66ctV91hY0pdh07TJWn0WfNSGmiwRJQsxwM6FA5GTbuvM4/37vSxw+WZjyNirTTSlQUUBU6iXy/WHba8WKR6kyc2sfHe6scPdPd7D7yJC8o4TNa69YwlVrWyekF5oQ00GCJCFmuJlQIHIybdsTr5IVSz7ppD2qVbK5YsTtNRU34s4XfbwgHHrqf0bIlUJ+/HwnT+3KD8s7uubCVl57+RLJOxKznnwHCzHDzYQCkZMlMobvP7KXUjmgsc4F5t4q2UhOt702k1uLBKHhkZd7uO+FbipBdfS2Zmkjt1y7jAWSdyTmCAmShJjhZkqByMmw/2iOIycL1GXiVbKqnaY5sEpWy2m31zAUyv6MbC1ijGHboSL3PNtJZz6ouragKcmbrlnO+Usbp2dwQkwSCZKEmOFmUoHIiZYv+gShwbE0UY09pdm8SlaLUoBfJCoViMLq7bUwNORLM7O1SEe3x/efOcmuo+Wq21Ou5vWXNPHqS5cTqtkXpAtxJuMKkrZt28Y//uM/8tRTT9Hb28u8efO49tpr+dCHPsTSpUsneoxCnNNmWoHIiZRNO9iWwg+jmsm9s3mVbChFBKUcUaWMGaH2URjOrPAoXw75yfNdPLErV7XgpRVcvbqe117USF3awbI0M3BnUIizNuYg6dFHH+UDH/gAjY2N3HDDDcybN48TJ07w85//nHvvvZd/+7d/4/zzz5+MsQpxzpqrBSLbW+tYOC/DwRMFGjIO/TlJMPtXyfopBSr04uRsv3pFbGjto5kiCA2P7uzlvhe6KQ+pd7S6LcWmy5ppbXCnaXRCTB1lzNj+af63//bfSKfTfOlLXyKROFXvtVwu8/73v59kMslXvvKVCR/oRArDiM7OwnQPY8aybU1TU4aurgJBIL8ejtZUzNtoKm7PNi8f6K4+3TZklWw2n26LW4sUiIa1FlF4QUChNP7kbMtSZLMp8vnShK1AGWN46XCJzc+e5GSuOu9ofp3DpkubWbMoVbXlqy2NlW3Gi4bny81ElqVoaEjT01McNm+WVsxrSE7Iv6mWltkb2ItTxryS9PLLL/PZz362KkACSCaTvO997+NjH/vYhA1OCFFtthWIHI11K5r58NvWD9RJmgurZAPJ2bVaiwCFsjfjkrOP9sR5R690VOcdJR3Nay9q5JrV9dgzsMq3EJNpzEHSwoULOXjwYM1rnZ2dNDfPvh9oQojptX51C0vmpdh9qGfWr5IppVB+kaicH1b7KIwM+ZKPP4NqHxUqfXlHr+SIqk4XwlWr6nj9JU1kErVXiXTXfuwjW1HN7XDe6/sy08Vs8+KLL/KpT32KF154gSiKWL9+Pb/1W7/F+vXrAXjqqaf4zGc+w/PPP08ikeCmm27izjvvpLm5mTAM+eVf/mUOHjzIPffcMxADfPzjH+fuu+/mv/7rvzjvvPOm8+2dldqFV07jzjvv5HOf+xzf+973CAedznjooYf4zGc+wx/+4R9O6ACFEOeG/lWyi1bOY3lb/ewMkDBQ6iYsDi0Oqaj4Ib0FD8+fGQFSGBke3tHDX999kMd2VgdI57Um+R9vXMwvXjm/ZoCkeo+QePpfST7xNewDz2Bt/Q765K4pHL2YKPl8nve///00NTXxuc99jk9/+tOUSiXe9773kcvlePLJJ3nPe95DMpkc+Ix/4okn+JVf+RXK5TKWZfFXf/VXFItF/uqv/gqABx54gG9+85v87u/+7qwOkGAcK0l/+qd/iud53HnnnfzhH/4hTU1N9PT04Ps+xhg+8pGPDNxXKcW2bdsmdMBCCDHTKAUq8IgqeSLPG3LVUCj5lP2Zs72243CRzc92cry3OpF8XtbmTZc2s3Zxelh1dwBVOInzyv3YHS9W3W60jUlIDs5s9Morr9DZ2cm73/1uLr/8cgBWrlzJv//7v5PP5/mbv/kbVqxYwZe+9CUsKw6Y169fz6ZNm/jWt77FO9/5TlatWsVHP/pRPvWpT/G6172OT37yk1x//fW8613vms63NiHGHCTdfvvtkzEOIYSYleLk7CJhuTAkOXvm1T461uux+ZlOXj5Sqro94Sg2XtjEq86vnXekSj04u36GdXgLasgyWNS4lOiyX8LUtU7q2MXkWL16Nc3NzXzoQx/illtu4YYbbuDaa6/l937v9yiVSmzdupX3ve99GGMIgjiZf+nSpaxatYqHH36Yd77znQC8973v5Sc/+Qn/43/8DxoaGviLv/iLmoH2bDPmIGnwSpEQQpzLtAkwpRyh5w1rTFv2AoqVmVH7qFgJ+ekL3Ty2s7c67wi4si/vKJuskXfkFXB2P4i9/ymUCasuRdlWvNUboW0NVt08mOUHYS2tcG3NudaLN5PJ8K//+q988Ytf5J577uHf//3fSaVSvOUtb+HDH/4wURTx5S9/mS9/+cvDHjv4AJfWmre85S0888wzXHTRRbS0tEzl25g0owqSnnzySdatW0cmk+HJJ5884/2vvPLKsx6YEELMVCMmZwMGQ6EYUPHDmlXEp1IYGZ54JcePn++i5FVHMSsXJLn1smYWNiWGP9Av4+x7FHvvY6iwevswSjfjn3cjYdtFoNSszB3rpxRYWpN0LVIJG9vSjLEqzpywcuVK/s//+T+EYchzzz3Hd7/7Xf7t3/6NBQsWoJTiPe95D5s2bRr2uFTqVI++EydO8NnPfpa1a9fy4IMPcvfdd/PmN795Kt/GpBhVkPTud7+b//iP/+CSSy7h3e9+d1+PpepvpP7blFJs3759UgYrhBBTwZiI6MR+TDmHStah57ejVHzOJU7O7iX0ysO21/wwolDy8WdAfbGXj8R91o72VOcdNWdt3rShmXVLauQdhT72/idx9jyE8qu35KJEHf6qGwgXbwA9O2oijUSpuIlywtYkXAvd1zfwXAyQfvjDH/KJT3yCu+++m5aWFi699FIuvfRSNm/eTGdnJ+vWrWP37t1cfPHFA48pl8t89KMf5TWvec1AYvaf/MmfAPBP//RPfOITn+DP//zPufrqq1mwYMG0vK+JMqog6Z//+Z9ZuXLlwP/O5/Nks9lh9+vt7aVSqUzsCIUQYgoFh7bhbdlM1H0EohC0hW5cSOLyt+AsWElUzg1PzlZQqgSUZkBrkeO9Pvc8e5KXDlcHOa6t2HhhI69aU49jDTnYHIXYh57F3vVzdCVXdck4KfyV1xEsvRKs2d0exrIU6aRDU12CVF/TaBhWxuqcctlllxFFER/+8If54Ac/SCaT4Qc/+AG5XI43vOENbNy4kQ9+8IP89m//Nm95y1sIw5B/+qd/YuvWrXzoQx8C4Dvf+Q4/+clP+Ou//muam5v5+Mc/zqZNm/ijP/ojvvSlL03zOzw7Y664vXbtWr7xjW9wySWXDLv22GOP8cEPfpDnnntuwgY4GeZCxe3JrLwsFbfHZzbO20yo4D2T5i04tI3yg3dhvCLYib66PwrLTaJTWew1N6LntVc9JjJQKE99a5GhFbdLXpx39OjLw/OOLl+Z5Q2XNFGXGvJ7sTFYR17AeeV+dKmr+pLlEiy/Bn/5q+K5GMFMr7itFNiWJuVaJBM2CdeisXHyv99mU8Xt5557js9+9rO88MILlEolVq9eza//+q/z+te/Hojbkf3d3/0dL7zwAo7jcOGFF/Kbv/mbXHHFFRw9epRbb72VDRs2VOUt/b//9//45Cc/yf/+3/+bt771rdP11s7aqIKkO++8kyNHjgDwxBNPsG7duporSXv37sW2be67776JH+kEmu1B0va9nQM9vMLQYFmKtub0hFUnnkkfWrPJbJu3yf4+OpP+LS3t52lYsIBCYgFheObHTeZ4Svf8DeHxPWAiCH2UncDKNIBlERZyqLoWkjf8arz1phReEFIo+eNuLXI2+oOknt4ij7/cy4+f76JQqR7H8pYEt142j8XNQ4IcY7COv4yz8z50/lj1JW0RLL0Sf+V14GbOOI6ZGiRprXBsTSphk3QslIpXjKbq3+lsCpLEyEa13XbzzTfzta99req2obGVZVls2LBh4DigmBzb93Zy1707KHsBmaSDnYr7XB08XuCue3fM6j5XYupM9/dR1ZaWCSnZDqq+DWf9m7AXr5u01z2d6MR+wpP7IaiAMehsI1YiQ+SVCLuPAQYTBkRdh7HmLaFY8ShXQsJprH300sE8//HQYTq6q/OOGjNx3tFFS4fnHenOvTg7f4rVXd05wShFuPhS/JWvwaQaJn3sk0EB2lIknTgR23WsgdpU5/KWmhi/UQVJGzduZOPGjUCcxP2JT3yCVatWTerAxHCRMWx+bB9lL6Axmxj44ec6Fo6t6c57bH5sH2uWNc3qEydick3399HAlpZfQiWyKNtGmYjw5AHCB+8ief0d0xIoRaVe8IqgLexsM9gOYbGXqFKM92yiCPwSYTlPoeDhTWNrkRM5nx9s6WTbwWLV7a6tuHFdI9etqcexq/OOdM/hODg6uXvY8wVtF+KfdxMmM29Sxz1ZtFJYtiLl2iRdG0vHQdFMKd4pZq8x10n6l3/5l8kYhxiF/UdzdHQWySSdYb8dKqXIJG06OovsP5qbc01QxcSZzu8jYyK8LZvjACndhB9ERF6E41hYmUaiQjfels1Yiy4YOE02Zcp5tJtCpxvARAS9JyCMi+fFJbU1mIhibw9+Znr2BctexH0vdvPIyz0M3eG7bEWWmy9poj5d/WNd5Y/j7Lwf+9jwU8fh/NV4qzdi6tsmc9iTxurfUkvaJBwLBX2n1KZ7ZGKuGHOQJKZPvugThgY7VfvDw7Y1xXJAvujXvC4ETO/3UXRiP1H3EXydorurhB9GGBPHII6taUwmUN1HiE7sx2pZPuGvfzoq24SVaSQs5YjKxXjvpp8BTIhRmshOjfQUkyaKDE/tzvGj54bnHS1rSbDp0nksnVedd6RK3Tiv/Azr8Na4bMEgYVM7/urXEjVVJ6HPBlW1jVwb2+6rbRT/nxATSoKkWSSbdrD6jq26zvAkySCI4mTO9Ow+pism13R+H5lyjsD3OVFRREahtUL3xWqeH3EiMCxI+Jhy7vRPNMEUEVorgnIBU+x7ba2JIyWDiUJAY+wkJjH80Mpk2n20xPef6eRId3XZgca0xe2vWsiaVofB5Zqo5OMq2QeeHl4lu64Nb/Vrieav6ju5N3topbBtFSdin+O1jcTUkSBpFmlvraOtOc3B4wUcW1dtlRhjKJQDlrRkaG+VUxUzwViP10/2cfz+02SLvF4uasixtTMzqu+j0xVWHPMYElmKvkGbENVXc0cBKIVlgQoDir4hMyQQGcvcjOW+SilUUCIq5TGJelRmHsYrQxTENZKMwSgFygKlMOkmouzUFMfrzPvc82wnLw7JO3IsxQ3rGrjpwkaaGjPk8yXAxFWy9z6Mve9xVFi9Cuglm4nOv4mo7cLRBUcmQueOorwCxs0Q1bXG243TwNIKdyARW4OJv8Z7OnqntXSFODdIkDSLaKXYdM0y7rp3B915j0wyXmoOgohCOSDpWmy6Zpn8sJgBxnq8frKP4w8tkPgLRnGpm+GBwnqOJdpH/D4aqbCiu2HTuJKrD4VNdIcNtOpO8sau+sBWxpDRFY6GzXhhE8vHMTdjua/CQDlHWClhogilNM7aG6k89W0IyqAdojCIK0+bAAyoYhfu0/+PYOV1RPNWjPn9j0bFj7j/xW4e2jE872jD8gxvXN9MQ9rG6m9EG3jYex7H2fMwKihX3T9nUjwSrGOHt4zGHUmuUnna207/S5Q+uQd790PowomBr3mUmT+p73kopcDWcTXsZMLGsU5tqU136QpxbhlzMcm5QOoknd5sq/czU/TP28PPHOCf7tl+6nj9kABk6PH6Ycfxz3D/sRp6mgzLhjAgKObI+ZrvBq9mV7Bo2PfRSI8zlQLKSY7rFNoLu09y3z0/5Rfdh3HwKJMkxMJWEQlTwsflO96r2fim13LRynljmpvR3lcpUJFPVMoR+f6wxrTekZ1Utt0PPR19rTlMHDAlsqAtlFcC28W78M0TGjRExvDM7jz3PtdFvly9TbZ0XoJbL2umfX5y4DZLhaSOPk+47aeoSr7q/kWT4LFgDTut1aAdwiii5EW4tuL1ly8dMVDSJ/fgvng3BB7GTcXtR6LwtO95Iuskaa1wrFNbaqpvS63fRPxbkTpJYixkJWkWWru8mTXLmqa9UrIYLooM339k76iP10/2cfyhp8kGttZsF7uumcZiN/89u4sjl9xENpMY+D463eOwHExxfKfQsmmH/XoxP+Q1XKu20Gy60FQwaE6q+TxiNrBft5FNO2OaG+CM973n8X1csLwJ5ZeISgWioZUrFZQrAcXsUsJL34H7+NfQJsS42bgdR99zmqSNKuewdz+E17xsQrah9hwr8/1nTnK4qzrvqD5l8cYNzaxfljn19TcR1uHncXc9QFTqrs4vtxNsMWt4sLCcRPJUjSTbssgmNflywBMvHWVJa3b495OJsHc/FAdIybpTq3yWnpT3PJhlKRK2RSpp49p6IDAaHCBNd+kKcW6SIGmW0krJMf8ZaPehHo6cLIz6eP1kH8fvP02mEtmaz08iQ6J4nLX1BayWljE9LhrHKbT+vLptx1s5nLmVVk6QVmU8K83hsJmuvM+SljTtrXVjmhvgtPdtyrpEYcDRQ0dozVrDkn0NhnwxGGgtovPH0JUcJlE3vF+ZUhg3hS6cQOeOEtUvHPX7H6or7/ODrV08v796ZduxFK9Z28Br1jbg9tc7Mgbr2Es4O+9HF45Xj1/bBO1XcbjpMn7+eAeOq2vOQ8rVdOUqHO8q0dqcrrquc0fRhRPxCtLQIGMC3/Ogp6xqF2LpeEttpL0NKYEyfTZu3MihQ4f4/d//fd773vcOu/7Hf/zHfOMb3+AjH/kIv/mbvzmq57vttttGdd/pJkGSEBOot+ARhIb0KI/XT/ZxfFPOxXkl1gj/1C0bKuGw02TjfdyZVOXVFXz85DwcR2OCeO4G50ONdW5Gum8m5VDvRlR6u+nu6mVBpvHURQV+GFEo+fiDtl6UVxjIx6n9RiwwYXy/caj4ET/b3s2D23sJhhQ8XL8szjtqzJyae31yN87LP8XqPVz9REoTLr0Mb8VrMMk6ikdyhBEkde05s7SmHEWUK8PrPE32ex54Gq1wbU1ySLuQM2V+SAmUeKV696Eeegse9RmXlYsb0HpqVs0cx+GHP/zhsCApCAJ+9KMfDQtc5woJkoSYQPUZF3sMx+sn+zi+StbFH25hEG+VDRUGcZ5Nsm5CHjcaa5c3c8fNawby6orlANexWLogyy1Xtw/klIx1bobeV2tFQ9qhzvYo9vaSK5RJJwf9yFNQqgSUvIAwHLKy5GYG8nGwanwoRyEoK77fGETGsGVvnnu3dtFbqg5UFje7vPmyeSxrOZV3pLsP4uy8D6tzT/X4gGjRJSQ2vJEKaUzf+JMJC0tDGEXY1vA5C6MIS8f3G2qy3jOcprYRoy/8eK6XQNm68zjfvG8nh47lCcII29IsXpDlbRtXs351y5mf4Cxde+21PPjggxw5coSFC0+tJD722GOk02lSqamvHzYVJEgSYgKtXNzAwnkZ9h/Lj+p4/WSXddDz29GNCwk7D4LlDHt+UylgNS9Bz2+fkMeN1uC8umIlZHFrPU0Zm2hQsDLWuRl831TCpjGlSZoC+Z4inbkKbU0pFs2LP+AjA4WiR2WE1iJRXStRZj46dxSTrD6FhzEorxTfp6511O9534ky33/6JAc7q/OO6lIWb1zfxIblp/KEVO4Yziv3YR/bMex5ggVr8M+7Cd3YRjKbgnxp4FpLU4qmugTHeypkk8PnrORFtDQkaGka/oE2Ge95ImsbncslULbuPM4XvrmVUjmgLuPgWA5+GLH3SC9f+OZWPvy29ZMeKF1yySXs2rVr2GrSPffcwy233MIPfvCDgdu+9a1v8S//8i/s3r0brTUXX3wxv//7v8+FF15Y87mfeeYZ/uZv/obnn3+e5uZmbrrpJn77t3+bbHZqa5LVMj2FL4SYo7RW3Pqq5SRdi+68h+eHRMbg+SHdeW9YmYb+7afR3n+slNK4GzahnCSm2I0JPIyJ4j+L3SgnGV8fkog73seNaa768uouWTWP85Y2DnuPY5mb/vum3HiFodENsLweTpzopTNXIeFobtywCK01XhjSU6hQ9k/Te01pgpXXge2iyjkIfTARhH78d8eNr4/i/XcXAv79kWP8w4+PVAVItlbcdGEDv71pCZetiBPmVbEL97lvk3zki8MCpLB5OeWr34d36dsxIwQqWimuuqAV11bkywFBGGKMIQhD8uUA146v1/x+msD3bGlFyrVorHNprk+Scm0UatSrRiO9t8n8tzJTRZHhm/ftpFQOmNeQIOFYaK1IOBbz6hOUKgHfvG/nlPSpu+WWW/jhD3848HfP8/jJT37Cpk2bBm778Y9/zJ/8yZ/wnve8hx/84AfcddddlMtlPv7xj9d8zpdeeon3vOc9vPrVr+Z73/sef/3Xf82LL77Ir/7qr86IQqESJAkxwdatiLeTlrRkqPghvXmPih+ypCVT84hy//bTaO8/VvbidSSvvwOreQn4ZSj2gF/Gal5y2mP8433cRBrL3Kxd3swHb72AtQsU+e4uOo7nqQQhbU0pbr9+BasWN1Ioe+SKPsHQAkQ1RPNWxEfe61pRgYeq5FGBR1TXirfuzMf/vSDiJ8938bebD7J1X3Uez8VLM3xs02LecEkzCUdDJYezbTPJh/4O+8hzVSfWwvpFlK94N5UrfoWocckZx93eVsfrL19KS0MCv+94vB/EK0inO/5/tu+5PxE7m3JorkvSWJfEta0J7RUy2f9WZqLdh3o4dCxPXaZ2wnpdyuHQsTy7D/VM+lhuueUWtm7dypEjRwB4+OGHaWpqYt26Uz8LGhsb+fM//3N+8Rd/kcWLF7N+/Xp+6Zd+iR07hq+KAnz1q1/l2muv5Td+4zdYvnw5V1xxBX/zN3/D1q1beeKJJyb9PZ2JbLcJMQnGWqZhsss62IvXYS26YMyVs8f7uIk0mrlRClTosaIxYumrlnD4ZBPFUkA6ZbN4fgZjoLfo4Y2wvTaSaN4KvOZlY6o+HRnD1n0Ffrilc1je0aIml1sva2bFgr7tLq+Is+dh7P1PoKKg+nkyLfirbyJccMGYW4i0t9WxpDXL8a4S5UpIMmHR0pQa1ffTWN+zpq/JrOOSTEx+u5BzrQRKfBgkwhl6yrKPY2vyJZ/eglfz+kS66KKLWLp06cCW2z333MOtt95adZ8rr7yS5uZm/v7v/559+/axZ88etm/fThTV/sVk27Zt7Nu3j0svvXTYtV27dnH11VdPynsZLQmShJgkYy3TMNllHZTS42oaO97HTaTTzY1SBioFwnIRE0VopVgyP9t/kYofUCwHo1o9qv0CetRH3vefKPP9Zzo5cLJSdXs2aXHzJU1ctiIbn0YKPOx9j+HsfQQVVN83SjXir7qRcNHFZ9zaMsbEye/FYFggpJUadsx/1Ebxni2tcCxNMuWQyrhEyu4b0/hecizOpRIo8WEQjR9GJGqcPPSDOIm7PlPjgMUk6N9ye8c73sFPf/pT/vM//7Pq+ubNm/m93/s9br31Vi655BLe9ra38fLLL/Onf/qnNZ8viiLe/OY38+u//uvDrjU3T//KoARJQpwjJrs33FSLK2cHRMUcke/V/HQulD3KXjjp+Ro9xYAfbu1ky97qbTVLw3Vr4j5rCUdDFGDvewpn94Mor7onm3Ez+CtfQ7D0MtBn/tG8vyPHkzt2c6KrSBDFr9VUl+CqC1rP2HpkvPpPqbmOJunGtY2UUvGW2uz9VprRVi5uYPGCLHuP9OLWD09Yz5V8li+sZ+XihikZzy233MI//uM/8s1vfpOlS5eyatWqquv/8A//wNve9jY++clPDtz205/+dGC8Q7cMV69ezc6dO1m2bNnAbbt37+ZTn/oUH/vYx6irm95EfAmShDgHzLV+V0oplF8kKueJguGVs8PIkC96+EE0kSkxp/Q1gPVLBX52MMEDu0L8IWUELlyS5k2XNtOcdSCKsA4+i7PrAXS5t/qp7CT+ilcRtF9du9xCDfs7cvzk6QP4oSHpahJKE0YRx3sq/PjpA2fMPRorrRW2ViRdC9exTgVGxox5K1CMjdaKt21czRe+uZWTvRXqUg6OrfGDiFzJJ52wedvG1VNWL2nt2rUsW7aMv/3bv+XXfu3Xhl1fuHAhzzzzDC+++CJ1dXXcd999/N//+3+BONE7kUhU3f9Xf/VXeec738kf//Ef8yu/8isUCgU++clPUigUWL58+VS8pdOSxG0h5rj+flcHj+dJOBb1WZeEY3HweIG77t3B9r2d0z3EMVEYKHUTFnM1A6SKF9Bb8PAmKUDSJ/fgPPmvvPDwg/zNA2V+/HJQFSAtbHT5wMY23nV9K80ZG6vjRZKP/D2JF79XFSAZy8FfcR2l1/wPgpXXjzpAiozhiZeO4gWG+rSDbcVBS9x6xMYL4uvRBOx7WZYi6drUZ1wasgkSTnxKbXIiTzGS9atb+PDb1rN8YT1lL6QrV6HshSxfWM9vTMHx/6FuueUW8vk8b3rTm4Zd+6M/+iPmz5/Pu971Ln7pl36J+++/n0996lMAbN26ddj9N2zYwFe+8hVefvllbr/9dj74wQ+ydOlSvva1r+G6U7OFeDrS4FYMIw1ux2cmzltkDH/7jS0cPJ6v6ncF8dJ3d95jSUuGj/3yhmnbehvtvClFfNKqkifyhiepGuJaORUvnJAAoRZ9cg8dz/6cb3evY68/v+paVld4wwUJLr94OVqBPrEL95X70L1HqsepNMHSy/FXvgYSY68Dc7SzyPce3oPraBKOTRhVt/IIwhA/iHjLq1eMKyepf0st4cbPb2l92kQjpTVWtolIz44ijrO5we10Vtw+V8l2mxBz2FzpdxUnZxcJywXM0FMyCoIwIj+ktchE6y16/PjRozyVe03V7RYRr6nfx+sTz5Hw5hF0a5xX7sfq2ld1P4MiXHQJ/nk3YlKN4x5HuRISRqDH0XrkdAa21BI2CVvH0VL/lpqYEbRWnLe0cbqHcU6RIEmIOWwu9LvSJsCUcoRejeRsBeVKQLFGa5GJ4gcRD+3o5YEXu/DC6iKOF6WO8ebml2lxSuApdPd+7Ce/Puw5ggVr8VffhMme/bZIf+uRKIpqtg85XeuRWixL4doWCdfCsfSprTSJjYSQIEmIuWw297s6bXI28fZavhhQ8YNJWewwxvDCgSI/2NJJV6G6hlGbk+MXm1/m/FQnhAGqmEMH5WHPEc5bib96I1HD4gkbV3/rkRM9FVx7SM+5M7Qe6Xeql1q8pab7t9QkMBKiigRJQsxhs7XfVZyc3UvolWtsrym8IKRQGl3l7PE43Fnh+890sud4deCT0RVuadjJ1fUdWCZAlXIovzTs9HvYsCQOjs5QlXs8+luP/OTpA/SWfJKORvedbit50Wlbj2itsK240WzCtuJj+7KlJsSIJEgSYg7r73d117076M57ZJJxB/agr13FTOt3FVfO9onKuZrJ2QCFiseBo3nyBX9MlaRHI1cK+dFznTy9O1+1qKIVXHt+Hbd4j5IpHIIyKL84LDgyloN38W3jqpI9Fu1tddx8VTtP7jjeVycp3mJraRheJ0kB2lIk+rfUbAvTXzdKYiMhTkuCJCHmuP5+V/11korlAMtSLGnJzLw6SZUCYaWICWvXPnr5QBcPPneEE90lwgksoBiEhod39HD/i91UgurIYc2iFJsubaYlbXC3pVA9NYIjFMZN4118G9H8VUyF9rY61q5qYdeBzpoVt09tqVl9W2qA4VSAJIQ4IwmShDgHzPR+VybwMcUuwlK5dnK2F/Dy/m5+8Pg+KkFEyrVI6rMvoGiMYdvBIvds6aQzX513tKDeYdNlzZy/wME+8CTOUw+h/FL141EYO0FUt5Bg1fWTsr12OkrFRUHDhlNzVn1KbfCW2pQOTYg5QYIkIc4RM7HflVIKgjJBLkfkDQ+QDPEJvbIX8PALR6gEEdlB5QziAoqafDngiZeOsqQ1O+rA70iXx/efOcnuY9V5RylX8/qLm7hqZRr3yFacB3+GruSqx+WkCBZdQtS8HJNsOGPT28nWv6U21afUlNYo25aq22LOkiBJCDEtFAbKOaKwjMkmh1xUeEFAoRQ3pj3aWaQrVyHlWjXrPaVcTVeuwvGu0hkLKObLIT9+rosnd+eqYjKt4JrV9bz2wgbqurbjPPoAulhdjdxYDsGya/GXXwvOkDFPA6XAsSxsV/VtqalJP6WmtEZZFspJoOwExnKQHTwxV0mQJISYUlXJ2b6PVaOcz9DGtP0FFJNnUUAxCA2PvtzLT1/souJXf6qfvzDFpg1NtHn7cJ/+T3T+aNV1oy2CpVfir7gOEpkxvuOJZ2lFwrWoSzskbQgDM6mn1JTW8X9uciAwAuLgSAIkMYdJkCSEmDJKAV5f5eyB5OxTicZhZMiXPPwwqvq87y+gGEYRdo2o6nQFFI0xbD9U5J5nOzk5JO+opS7OO1qbPIaz41+xug9UP1YpwkUb8FfdgElNTZf1kfQnYruOJuHaJF1NKuHgV/zJCVSUQvcHRk4CY8V9tCQwOve8+93v5oknnqh57Vd+5Vf4+Mc/PsUjiq1Zs4a/+Iu/4Pbbb5+015AgSYhzTGTMtCRwKyIo9hJ5FYa1jDQmrvxd8mtWzu4voHi8p0I2Obze00gFFDu6PTY/c5JXjlbnHSUdzWsvauTVbXmSr/wX1sldw14zaLswbiGSmT/s2lQaSMR2LRKONdAuZFIWjZRCaY22HZSbxFgJUEoCoxnCmAivYw9hsRcrXY/btgI1Rblwt9xyS81gKJUauWjpXCBBkhDnkO17OwdKAYShwbLi01GTWQpAKYUKy0TFHFEQDLkYrx515SsURgiQ4FQBxR8/fYB8OSDlaiw9cgHFQiXOO3piV3XekVJw9Xl13LwypH7/j7Af3zbstcL55+Gt3oipXzhhczAelqVwLYtEYvITsfsTsJXTt2qk7FNNgiU4mhFKe5+n+5Fv4508BGEAlo07bzGNr7qN1PKLJ/31k8kkLS1n31Zntpm+4xhCTBJjIsLjewkOPE94fC/GTF7T07MRGcPejl5e2H2SvR29k9a5vt+2PSf5yubt7D3Si1aKuoxDwrE4eLzAXffuYPvezjM/yRjFydm9hPmemgFSxQ/pznt4fnTGz+L2tjpef/lSWhoS+H3FMP0gXkHqP/4fhIaHXurhr+8+yOOvVAdI57Um+a2bsvxS8mGanvwS9tHqAClsXEr5yvdQufyd0xYgKQW2pcmmbBozCbJpF0fryQmMlELbFlYqg5VtQmWaMU6aCGv4Sp+YVqW9z3P8nn/AO7YX5STR2SaUk8Q7to/j9/wDpb3PT+v4jDF8+ctf5rWvfS3r16/nF37hF/je9743cP3xxx9n3bp1PPbYY7zpTW/i4osv5pd/+ZfZs2cPX/ziF3nVq17FVVddxZ/92Z8NfO8ZY/jKV77CLbfcwkUXXcTll1/Or/3ar3HgwIGRhsH999/P7bffziWXXMLrX/96PvOZz+CNUJR2tGQlScwpwaFteFs2E3UfgSgEbaEbF+Ju2IS9eN10D2/AVK/ovLi3k3/47osUKwFKKSp+Baekqc+4NGZduvMemx/bx5plTROy9aYUqMgnKsXJ2cOP9hsKxYCKH47p5Hx7Wx1LWrMc7ypRroQDBRQV8NKhIpuf7eRErrpZ77w6m1+4OMm64lPYW59Gmerk7qiuFW/1a4nmnzdtR9mnrF1If56R4/blGcl22kxnTET3I9/GeCV0dt7AVrNyEhjbJcp30v3It0kuu3DKtt6G+vSnP83dd9/NH//xH7Nq1SqefPJJPvGJT5DL5XjnO98JQBiG/OVf/iX/+3//bxKJBL/5m7/J29/+dq6//nr+5V/+hSeffJI/+ZM/4brrruOmm27irrvu4ktf+hJ/9Vd/xZo1azh48CB/9Ed/xF/+5V/yhS98YdgYfv7zn/PRj36UP/iDP+DVr341+/fv58/+7M/Ys2cPn/3sZ8f93iRIEnNGcGgb5QfvwvglVCILlg1hQNh5kPKDd5G8/o4ZESht39vJXffuoOwFZJIOdipuE9K/onPHzWsmNFDavreTr23eHlfa1qo/pQUvCOnsLdNcnySTtOnoLLL/aO6saynVTs4+dXHw0X4Aa1j96tPTSlUd8z/a47H5mU52dlQXekw6mjesS3Kd9QLuzsdRYXXwFKWb8c+7ibDtwmkJjga3C3EnubbRwHaamwQ7CcqS7bRZwuvYg3fyECpZV7P8hUpm8U4ewuvYQ2Lh5FV7v/vuu7n33nurbrv00kv5u7/7O77+9a/zqU99iptuugmA9vZ2Dh06xFe/+tWBIAngox/9KBs2bADgDW94A//8z//Mn/3Zn5FKpVi1ahWf//zn2blzJzfddBPt7e385V/+JRs3bgRg8eLF3HLLLWzevLnm+P7hH/6Bt73tbfz3//7fB8bwyU9+kjvuuIODBw+yZMmScb1vCZLEnGBMhLdlcxwgpZtO/TCxXbAcTLEbb8tmrEUXTNtvWxBvsW1+bB9lL6AxmxgYp+tYOLae8BWdwa+nFCitUDDwX2gMvQWP+Y1JwrIhX/TP8Iyn15+cHXqVGqsghkLZrzrafzaKlZCfvNDN4zt7q+r0KAXXrExya+MrZA48ggqqk7ajZD3+qhsIF22AEUoKTCatFJalSDoW7iTWNlJKoSyNclPxqoN2T22jyXbarBEWeyEMUCmn5nVlO5hyPr7fJNq4cSO/8zu/U3VbMpnklVdeoVKpcOedd/IHf/AHA9eCIMDzPMrlU//+Vqw4VZE+lUoxf/78qsTvRCJBpVIZeL2tW7fyuc99jn379rFr1y527txJa2trzfFt27aN5557jm9/+9sDt/V/v+/atUuCJHFui07sJ+o+gkpka/62RSJD1H2E6MR+rJblE/a6xkREJ/ZjyjnI1GMaT79Stf9ojo7OIplBVaMHj3MiV3QGv1466VDxo/iDWJ16PQ34QVxfyLIU2XTtH8RnEidnV05tr1VdhDDsO9of9OUemQidO4ryCqhEBjKjb+cRRobHX+nlJ893U/Kq883Oa3F4+5IDzD/yCKorX3XNOGn8ldcRLL0yXmWcYpalcKy4IrZr9wVnk7ClprRGO26N02kSGM1GVroeLBsT+CgnMey6CXyw7Ph+kyiTybBs2bJht3d0dADwmc98hpUrVw677rruwP+27ep/d/o0v6R8+ctf5vOf/zy33347V111Fe9+97v56U9/OuJKUhRFvP/97+e2224bdu1sEs4lSBJzginn4hykkT78LBsqYXy/CTIs/8myCZ5egnXxLai2C2o+Jl+MT3DZqdo/HGxbx0fhz3JFZ+jrZbIO+ZKPF0TYg4IzBURAsRywfGEd7a1jbxKrMFDJE5aLmCgaepFyJaDoBQMn1/TJPdi7H0IXTvTNm4X/ygLU8ldB0+mDpZePFNn8TCfHeofkHWU171pxlOWdj6L3dVddM5aLv/xVBMuvAXv4h8xk0lqhdbxqlHCs+ENhMlaNBqpg951O045sp80RbtsK3HmL8Y7tw9jusPIXppzHXbAMt21q+wb2W7lyJbZtc/jw4YHtNoB//ud/5pVXXuFP//RPx/W8X/ziF/nIRz7CBz/4wYHbvvrVr454qGD16tXs3r27KpB74oknuOuuu/jEJz5BOn36SvwjkSBJzAkqWQfaio/G2u7wO4QBaCu+3wSolf+koiD+Qfazr5G4rnb+UzbtYFmKIIhwneGFD4MgOqsVndO9XkPG5WRvmSAyWEpB/y6PMSRci03XLBvTFt9pk7MVRJGhUPSpBOHAJX1yD+6Ld0PgYdxU/DWJQujpwH7hbqJ1b67ZJPZ4r8fmZzvZcbg67yhhwy+v6GRD+XGsQ8errhltE7T3Vcl2x/cDcjwGij7a+lSuEUxSIrbGSqRQVn+xR1k1mmuU0jS+6jaO3/MPRPlOVDIbb7EFPqacR7kpGl9127SlEdTV1fH2t7+dz3zmM2QyGS6//HKeeuop/s//+T984AMfGPfzLly4kIcffpiNGzeitea73/0uP/rRj5g/v3bdsg984AP8z//5P/n85z/PrbfeSkdHB//rf/0vFi1aJCtJQuj57ejGhYSdB8Fyhv+2VSlgNS9Bz28/69caKf9J2S7aTRL0nhwx/6m9tY625jQHjxdw7OFFEQvlgCUtmXGt6NQy+PUasy7z6pP0FPq2vSKDMZBO2rzvTReMKVm8Pzk7KheIhiVnx0f7i+VTydnxG4ywdz8UB0jJulPJ0pYGx0UVerB3P4TXvGygWWzJC/npC908+vKQvCNgU3s3N6incU8eqnp5oxTB4ssIVr0Gk5y6hr79RR8TfUUfVX+G/CQlYVvJFE5DE0p7RP1bqWJOSi2/mJY3/fpAnSRTzsd1khYsm7I6SafzB3/wBzQ3N/O5z32OY8eO0dbWNmwVaKw+9alP8ad/+qe89a1vJZPJsH79ej75yU/yiU98omYi9hvf+EY+/elP86UvfYkvfelLNDQ0cNNNN/G7v/u7Z/XelDkHC2KEYURnZ2G6hzFj2bamqSlDV1eBIJiZNYZqObW6U47zXPpOt5lKAeUkJ+x0W3h8L6UffQ6cJGrQqpVSYFkWQaWE8cqk3vA/auY/nTrdFpJJ2th2fLqtUA5IutaknG4b+nqlckCx7/Xeu2ktF47h9TQhptRL6Hm1j/aXAypeOKzuk+49gvvMv2P6kun7xae8NJFXgcDDu+zt+Nk2ntiV4yfPdVEcknd0zfxefiH7LOnefUNeG8KFF+OvuhGTmZzCmLWMWPRxIg0c3U/05Rq5WNbs/Hc63abq51tLy8T8ojPYdFbcPlfJSpKYM+zF60hef8epPKFKXCfJal5yxjpJY2nVMar8p+hU/tPg5G6VrOOCZe3ccfOagTpJxXKAZSmWtGQmpU7S2uXNNV9v+cK6Mb2eUgrlF4nKeaKg1tH+kGLZxx/hg0d5hYHaVTVpC0zIK0cKfG/XIY72VOcdnZ/N8d+bn6c5/woMOcgTtJyPv3ojpq72yZeJ1r+llnQ1Ccee3Fwj20a7KYydAKWlptE5TCk9qcf8xXASJIk5xV68DmvRBVVBiZ7fftrftsZa2HG0+U9HCorKU4/RdOB+EsXjVcUtV2/YxMd+ecOU9VBbu7yZNcuaxv16ighKOUKvMjw5GyiUPSpeSHiao/3GzcTzFoXxFtsQxysJvtt1CS92WMCpAKnVyfMrrdtYXHwJVX1gjbBpGf7q1xI1LR3V+zhbU1L0USm0pfuSsJNgu6dKJkhwJMSUkiBJzDlK6VEf8x9PYccz5T/5hRyHwybuu/9FblUP4ymfvE6RzWZIWFQVt1w+hcUttVJjLiuglEIFpTg5e9jq0aCj/WF0xjghqmslysxH545ikvZATlIpsvlx10p+3rOUcFCnpAZV5B2tL7HG34YqVgdmYf3CODiat3LSC0EOJGI7moRj4dgWZhKClvjovoNyU9VH9yegppQQYnwkSBLDtoOstuUzajxnWgkaSf8WWm/BI1/yqUs51GXcgRWUWoUdjTEYIOFoCiWfux/ZQyJhUywNXn3RuBs2xflPxW4YlP9UKebpqSh+7K/lBuc5Evj0ksaEikqvx7yGJIl045iLW45lO3A0RjPHg1ePwjDk0Ik8B4/mQcPytnrqs268ejRCU9phlCZYeR3ui3ejyjlCJ8XjxWX8oPs88tGpo/lpVeG2ppe4Qr+I9qr7vUWZ+XGV7Na1kx4c9SdiJ10Ld1AitpmgoCUyho6uEl5oSGfraGttAsuVo/tCzCCzKkjas2cPt99+O3/0R3/E7bffPt3DmRNq9TrzmhaRuuFt0DC8MNh0jGc8vdf6t9AOHMtTrASYyKCUIp20Wbogy6ZrlpHqK9zYX9ixVAnoLZwqeGiM4aX9PfztN7bgWHrINtzw/Cdj2RyJmvhBZS2FyKHJ6iZvXEJAKUNooCfvxS01xlDccqL7vJ1pjk+tHuWJgoBdh7q55/H9HO0q4toW2ZTLYy8exbYtXrWulfa20SeoRvNW4F34Zva+8Dzf7WjncNAwcM3F5411O7gh8SJ2VIkLOPU/LtmAf96NhAsvmdQq2TWP709Cq5B9x/I8sbOLjlxErqIp+8dpyiZ40yT17hNCjM+sOd3m+z5vf/vbeeGFF/iLv/iLswqS5HRbbKReZ1QKWMkUyevfM2JRxKkcz1hPp/VvoeWLPhU/IDJg9a0cKRUf0c6mHF5zyUJ+/NTBgRWRzt4ykTHovhWl/tPrWsH8hiSWpYedQBu8InOsZPHX954kVwo43z7IO9KP0BulMIN6k2mtaG1K4dgKij0kb3w/9tKRj+8O2w48y5Nwp53jRJb0De/Bamgl8sqYKGLXoW7+4/5dFMo+dWmXVMKiVAnoKfgYA5mUzS1XtY86UOrM+9zzbCcvHiwO3GYR8pr0Tm5JP08iqq6DZNwM/srrCZZeDnryfqcb8fj+BOov+LjvhMe3Hz/CyZwft4fRalxf09l6CnW6zebTbWLqzZqVpM9//vNkMpnpHsaccdpeZ7aDKfVQfub7JG85f0qOmE5U77XBW2hhFGFQOFZfHSMT9yoLI0OpEvDMzuNoDb4f0lvwiExfkUUgHPKzs7fo09qcrtFf7VT+U9feTvLloxgMJZMiRGOrEB974AM3iuLXd8LwjMUtJ7rP2+nmWKfqUSbEe+FHOJfFhekiY7h/yyH8MKK5PomlobfgUfFDLA1BCKVywBMvHWVJa/a0Yyj7EQ+82M1DO3pOBZ9EXOHu5hfqnidrclUrR8ZO4K94NUH71bWT4yeIpRWObZEcenx/ogKkgaP7LspNEWqH7/7wefYeLUxJ7z4hxNmZFUHSk08+yTe+8Q2+853vcOONN07Ic9r2uV1bIji2j6inA53MovTQHmIaktm4F1rXAewFk1/u/vTjUZhkhqin44zj2XOkl6OdRRKORaEUd72v6lVm4qrWdWmH7rxHc12So51F/CBCa4XqW3EyA68db7/4QYQfhLiORTZlc7SzyKETBVYsPJUIXSwHRFG8KnGEeRyPGmjTnfQYK36igUApgqCAl13I/kIddeRZ1jY8x6j/vWRTTtwEdcicjDSOMc2xUuhkHcq2CfPdBEd24vYewZq3hCPHCpQqAQ0ZFy8M6en14jimvwZk30G1Ez0VTvaWaWseXtU6igxP7c7xwy1d5Mv9id+G9c5+fqFuK/PorgpIjLYJl19DuOrV4KQYoVjAWYlXbzRJR5NM2NiWmoRC2Bql7YHmsmgLY2DfkV4OHM1NyNfU6jshaNU4KShGJvMmxmLGB0m9vb383u/9Hv/rf/0vFi5cOCHPqbWiqencXpUqdvoUTYh2EzVXZoxyUOU8GdsnPQVzdcbx6ASRVzzjePYcLRAZBlpBxN03Bm13ASEGW2sqYch1ly7m7gd3U6gEWKavVcegFQ3b0nF+cAgQH//WSlHqq8E0+PtowfwsWseBgaU193sXc3viURpUkZJJ4GNhE2JVKnRHNncXzuOVzS9hW5rFC7K8beNq1q8+VT6//70kXXvYByow4jhGO8fKduKVrCggKvagQg9tQlJWQLI+je4qo5Wmu1jG88NhidJKxZGFiQwoTTabqrq+83CBbz7SwYET/V3ADWvsI/xC9lkW65ND3oyFXnk1eu1G3NTkbFPERSsh5TgkkxbWhOc2qTjodBPovuBoaBPjif6aAtTXp858JzGMzJsYjRkfJH3iE59gw4YNvPnNb56w54wiQ29v8cx3nMOCwCFSFsarVFWNhvg3WkIfoywKgUOla/Lzt043HgATeKMbTxSiVZx3Bn3la9SpZYK+HvQEUYRWsLKtjre8agX/+uOX4+25vl5mEG/FKDW4BI4hCCM8P34NopCuQWNxFGRSDvmiTxAadpqFfMtcy02J52lRPaS0R4TmgNfIz4P1HEsuoS4Z5xjtOdTD57/xLO9901rWrWiuei9lL6jZ522kcYxmjq1sMzguUblAWOwFYzB9X/NSZFM4WSBfKNNTqFCuhCjd18h28Nek769Kx5FlPh/nE3XmfTY/08nz+0+Nabl9jDent3Ce3VH9HIBZsgH3kpsp6QxRGEG+Oi/pbCmlcGxN0rVxlSYMfAr5iWkgDP0FH904KHKSEGiMHwI1fsZM4NfUsjT19Sl6e0sD3+/izKZq3s71X8TnihkdJH3nO9/hqaee4u67757w5z7XEx1N01J0Qxth50FUemitnwhVzqOblmCalk7JXJ1+PAZTjnuvnWk8i+dnaG1Oc/B4HttS+KHB7vuN3RhDZAyObVHxQpYuyLJ4fobF8zM88dJR9nXkyCTj3/C78x5eEGIiCA24tsaxLaLIkC/F/dUWz89UjWXJggwrFjWwc38XQRgRhIaXozZ2+q20O53UWR5Fk+SomkdjXQqn7z06tkVDNs5H+d7DezhvSQNaqUHvpUCjNbzP20jjOO0cNy1GVXIYbRMVeom80sDzUSmiG9oouC1U8mWySYfGbIJCKYgPwenqxaQw7E9qTzCvPkmxHPLAtm4eeqmXoO+Y/CKrk02pLVzkHhw2nmDBBfirb0I3tJLIpojypdGXExgFSyscS5NM2gP5RmEwMc+vlEJZGuWmwEkQaTeewwCqkquGmOivKcS/EJzrP8/GQ+ZNjMaM3pT91re+xcmTJ7nxxhu59NJLufTSSwH4kz/5EzZt2jTNo5vdVF+tH+UkMcXueKXGRPGfhW6UmyJ52a1T1hfotOMpdqOcZHz9DOPRSrHpmmUkXRtbaxQGP4wGEqYVCksrUgl7oOt9/2MyKYeyH6GUoi7joIiDLIWhPu3g+SHdeY+kaw08duhrv23jarIph4Rr0VSXYF59gsa6JCfsVg5Yy+hQLWRSw7dhlFJk+koS7D+aG/JerDho8+N+aGcax4hzozXJS98Elk1wLO7/FM+xD6VesF38Fa+m1Fc5WyvF1WtbSSVtDBBFfZ03ojhpGyCVtLlyzQKe3ZPnb75/kAe29RBEhhbdy69kfs6dDd8fFiCFzSsoX/1+vEt/GZNdMKqxj4VlKdIJm4ZMgrpMAkdPXD81pTVWIoGVbUBl50MiS6QcRntIeKK/pkKIyTWjSwAcPXqUcrlcddsb3vAGfud3foc3velNLF68eFzPKyUATqlVM8dqWkTLDW+j3LByyn/Tmow6SaVKQFSjTtLQY9ZD6xFFxhBFBq3jQOpM9Yn6jxY//MwBvvfwnmF1jdYtaxooOVDrQzAyht68x/s2reWilfNGHNd46iQpBXhFonIB//AO/O0PEOX6WqVYFmTm4614NUHT8KT4/R05fr71MCd7ywMn0ywN8xpSrG6fz5P7Shzq9ABoUAVuTj3HNYlXsFT1j5awYXFflezq17AsRTabIn8WK0n9CfYJV5Mc3EttAvQf3Y/bhCQwevRB0Ugm4msqJQDGR0oAiLGY0UFSLWvWrJE6SRNsaPVlt205zc110/bDd6oqbtfihSE/fHQfx7tLtDSmeMM17XScKI6q0vXgH76eHw6rkL3/aI6/+6/nSTjWiPkoFT/kI7dfPKx9yNlU3I4rZ/cSepWBwMGYCNN9mKBcoIyLl16AOc3CcmQMxzqLdJwsYhRkUkme3lfiub68o4wq87rkC1yffAlHVX/PRNkW/NUbCVvW1KySfTZBUn9wlHItEu7E1Tca2E7rD4ysOE9uIn9anm0VdQmSxkeCJDEWMzonSUyNob3OpmqLbSRj6b12OmPtVfbDx/ex+dF9lCoBhvg01I+fOsima5fxxquXnfVrt7fW0daXj+LYw/NRCuU4H6W9dfgP1/H1XQMVeoTFHoJj+zFeHuVm0E2LUFrjZdsoOiHBKJJXtVK0zcvQ3JDiZ9t6+K9nTxKEhgQ+NyW3cVNqG0lVnQwdpRrjFiILL4IJ/p4aaBmSsIc0mh3/c8bH9lXVitFA/7RJ+FVyPF9TIcTUmnVB0o4dO6Z7CGKGG89v6D98fB/f+tluwqgv0bvvQ7dQDvjWz3YDjDlQGqo/H+Wue3fQnffIJO1hFbQnKh9FKQOVAt6BF6k8/+NTW2vaQte1EK66nkrDslN9ws4gMoatewv8cGsnvaUQm5AbEzt4fep5srpSfd9ElmDlawiWXBafuZ9A/cnYiYSNa5998cdhgZHlAOpUT9lZtc4uhJhosy5IEuJ0xpPrEUQRmx/dF1fCttSpFR4VH+v3Q8PmR/fxuiuXYp9lbZ21y5u54+Y1A2MslgMsS7GkJTPuXmxDaUJMsZfKwe1UnvgWBGVwM3HuURgQdh/BbPkOXPhmmDc8B2mo/SfKfP+ZTg6crKCJuCaxizcmt9JkVR9xN3YyrpK97GqwnLN+H4NZliJhWyRdOy4CaMxZBkYa5SZRtlsVGEWRYf/R3glrJCyEmN0kSBJzxrA+Z6l4lebg8QJ33btjxJ5YT2w7SqkSYGtV89SZraFUCXhi21FeddHZFzRdu7yZNcuaziofpZZTjWlzhL6P/+J9cYCUaoirlhtDpGxMog5VzmHvfgivedmIW2HdhYB7t3ayZV8BheFSdy9vSm1hgZWrup+xHIJl1+AvfxU4ybN6D9XvZ4Rk7HEkBp1Kvk6g7P4VI6q20ia6kbAQYvaTIEnMCWfT56yztxx/To4Uo/QVlOzsLY9wh7Gb6HwUhYFyjrBSwkQRUdfheIvNzcStVqLo1BaSUhg3hS6cQOeOEtVXB35eEPHz7T38fHsPfhixzjnEptSzLLG7qu5nlEWw9Ar8lddDYuIK5/WfJEwObTY7xuAoLvJox4UeRwiM+o03wBZCzG0SJIk5Yf/RHB2dRTJJ54w1iIYGJ831yTg+6s/WHsrENzfXT9wqyURRClQUEJV6iXx/IJCIKgUIfNCa0Isw2q4+WaYtMCHKO3XK0xjD1n1x3lFPMWSlfZRb655llXOs6jUNinDxevxVN2JSDRP4XhQJR5NMWLi21f9iY9pWq95KO31g1G+iGwkLIeYOCZLEnJAv+oShwU7V3jqybU2xHJAvDm9HcdW6Vv7tJzsplAMcxbBTZ0FkyCRtrlrXOmnjHw+lFMovEpXyBEHA4ZMFiqWAhvIB6vb+DPwSxi+i0CjLxiSyGDsRPzgKQVkYN14BOnCywuZnTrLvRIXF1knenn2Wde7hYa8ZtK7DP+8mTHb+hL0PrRQJx8LJJuI+e2PNN1IKrTXKcVFuqjr5ehTPczYBthBibpMgScwJ2bSDZSmCIKpZgygIorgeT3p4QrGtNZuuXca3fra7r40JA6fbgshgacWma5edddL2RFKYvtpHZV450MkDWw5zvKfESucE15snKeHjKAtt+kpjhz6q1AOpBozlorwSUV0r3fY8fvjocZ7dm2eB7uGOzBYuS+wb9nrh/PPwzrsJ07BoYsbfl2+UdDWppENjXYLe3nBMbUMGttOcZJwLpaz4tN4YU5bOJsAWQsxtEiSJOeFsahDBqeP9A3WS+rbYMkl7XHWSJktc+8gnKueIPI9dh7r59kN7CKOIloYkV1Rewg58uqMUrvJpVKU4oFI63l4r58By8ewk93Ed928+TDrK8/b0Vq5K7BpeJbtxaVwlu3li3r/WCtvScb5RX30jS49hC2tg1SiBcpMYyz2VqjTOSo9DA2zPDwcqrbuOddoAWwgxt0mQJOaEiahB9Marl/G6K5fyxLajdPaWaa5PctW61hmzgtTfWiQsFzBh3PPrZ1sOY1uatuY02cpxMkEPZRJorfAil16laLAqcTdaFCb0eVZdxN0nL8avlNiUeoHrEjuwh1XJbsU7fyPR/NU1q2SPadzEndddR8fbaraF6c8iH2VcM7Bq5CbBToLSE1bksT/A3nckRxDFjYn72ZbC1pplC+tGDLCFEHOXBElizjhtDaKrl3J+ppfgwCFIZDDGYI7vAUAvWDlQ4Vud3M9VDTlUax16fuuI1cdrFawciTERwfF9HOs4RiFK4LYuZ0lrPQeP5WuWABj63Mva6rBMiCnlCD1vYMWko7OIbyIaMi75kk+inEMREhDnHSkFlcjBS6WxdcTBcpbvdK/lcNDATckt3Ni4jaQKqt9Xujmukt124dkHRwNbahbJQS1DBgKkUTyBtjTKTaGcBFgu0RiDq9HQSnHRimZ27O8eVky04kcE2nDRimZJ2h6Hs229IsR0kyBJTIuJ6s82VK0aRIuDA/hbv0ap+wjGr4BfOrU1owBtozJNcdJvKXfGxroj1dN5y6tX8Oqm6qPwwaFtdD36Hfyuw6goJGU0x00D3/YvYS+LhzXOBdj86F5U137SVLDrGsg2L+Da8+tpb8meemKlKFYCPM9QijyMgTJJIixsQnxjxQGJMfQELj8urGFLfgHXJXfw/sxPyWivapxRog5/1Q2EizecdZVs3VcVO5mwcK0xtgxRCqU1ui/XyNiJU6tGow2uxigyhhf2dJJwNWEU56/1b7cmXAtLK17Y08kbrmqXD/gxkLpTYi6QIElMueDQNrwtm4m6j5wxIBmPwTWIgkPbKD/0zxi/BNrpC5AGby1pCANM7zEMCrJNqHRDXJm68yDlB+8ief0dA+M6XT2dr92znWxdkvb56YHX7r3/nwgKBYomQaSTWAS00slbnIf5ZukautIrsCzNweMFvvz9baxQh3mt3kJr2iORzhABx4+EPHTwPK6+7hpWLW4EDIWyTxBE5IoVHFtjWxYnaKIrytJMN5UohW8snvRW8WTPKi5L7OXjjY/QqEtVc2WcFP7K6wmWXnHWVbItrXBsa+AI/5i21JRGJ1Io5fQFRtaplimT3Bqk/3RbQyaBY2u8IDqVk2Rr/CCS021jJHWnxFwxM5ItxDkjOLSN8oN3EXYeiE8kpRvASQ4EJMGhbRP2WsZEeFs2xwFSqhEq+SEBEkP+bqBSjI/W2y4q3Yjxy/FzmGhYPR3XsdAqTu5tzLqUvZBv3reTyBiMiahs2YxfLNJj0hgrPl7uRRY9UZqk8tmYeIFc0Rt4fKu3n03WQyxpiFDZZoqBotjTTXN0nOvNk7yydQt+FNFT8CiVA5rqEzTVJSh5EcYYKkHIg6XzKEcO+4J5/FP+Roomye80bOa/ZR6vCpCM5eKvuoHSaz5KsPzaswqQLEuRcm3qMy51aRdH61FtqSmt0a6Lla7HqZ+HTjcS2SkMGjPOJOzxGDjd1pfwn3AsUgl7oJClbWvC0MjptlEazb+TzY/tG3XfQCGmk6wkiSkzOGhR6aZTJ9BsFywHU+zG27IZa9EFE7L1Fp3YT9R9hMBKEZXLOIE/qFZk//8asg8UePF/dl9RwUSGqPsI0Yn9HAibT19PJ2Vz6FiefR05FnECv/MweePG7TQY3FFDUTQJWq1eFpgTeH4SjOEtdTuoq2+golIE+V4irwJoSqRJ6xKrilvYdfBi5jXEK1VaKa66oJUfP32AfMnHD0NO+m1s9xayzO7kg3X3scjurv4aaItg6ZVxlWw3XXvejOF4V4lyJSSZsGhpSg3bZhp8hD8xlpYhw2oauWBplO1gjHf6x06SsykfIYaTulNiLpEgSZyVsSRm9gctKpGt+cNzcEDSn0h9NvbtO0ymWKYnUjjGp0lF9J82P11miYmiU9ctGyohppwj79edsZ5OqeKTK/oYncOEAYFxGTgcNyiACLBI45FRZSqRYVUmx2JHU66EeOUT8bF9wFIKtMKLEmTCHk6cPAwN5w08T3tbHa+/fCn3bz3C3k7DEvskt6afZYV9ompskVG8GC2nYf3NzG8buSjm/o4cT7x0lK5chTACS0NTXYKrLmilva0Oy1I4WuMOOsI/mpYhk3k67WydbfkIUU3qTom5RIIkMW5jTcw05b6kaGuEb7tBAclEjO3ep0/wVqOwdQRKxzlHxgz0aRuxVdvgI/9hANpCJevIOmdecbAtTV3aQVGHsmwsQsJQoXT1C9qEhGg8O0NrU4I2dQxynZTLoG2NQqH7HmMigxcp0kSkVaX6NUPD3q4QL9/Lr9Y9wxrnyLBxvcIynlQXccRPcYtJM1Kt7P0dOX789AG8ICLlWiS1Jowieoo+T7x0lIY6lxULG7D6V43gtEGOUgplaZSTjJOwLWdQTaORHzfVJqJ8hDhFVubEXCJBkhiX8SRmqmRdfHIqDOIttqEGBSRnoz8n4pDXSHeyifnmJHnShFhYKkAZMHHI1D8yBj61bXdgbMYYTKWA1bwEPb+ddtTpVxxKASsWN7CsrY4XXyljvDoaOEZ3lEZFKj5RrwBjSKsKJxJLsdOtNOgi3bkSXsXDwkIrKw6qjCEM46BOmzjBvb65aeD1th0q8sSzu7iOp3ljdv+wedjHIp7kEjpVE0EYYumIZKL2ybXIGJ546SheEJFNOmilSCYsEq6NYym68x6PvnCUlQsbTr9qVLWdlsRoF9ToW4RMl9OWj5DTWGMiK3NiLpEgSYzZeBuC6vnt6MaFhJ0HwXKG/fAcHJCcjf6ciHTS5Unrcl4XPECWImWS2BTQysSBkiLOfRr40FeQSMdJw6GPqRRQThJ3wyaU0ig47YpDyrV428bVvLS3i7t+tJOF/oX8gtNNoy5SiBKExsIhJOOEhJlWXgwuIBUVONEZUvaybHDqmK96KRoHExoi+tN8DGnlQbYV6tvo6Pb42dN7WVd4gg+5u9FDqmQfNi08qdZzVLUMzG3Ji2hpSNDSlKo5Z8e7SnTlKmQSNpmUQyphoxX4oSFX9PH8kEMn8hw+WWDJ/Oywx8fbaQ7aHXJsH2Z0cDRYrfIRUtdn7GRlTswlEiSJMRtvYqZSGnfDJsoP3oUpdkMiE2+xhcGwgORsDM6JOKCW8BP7Rq4Mn6HZdOHh4uKjiOJmqhiwhtRJKvaAtrCalwwrS3C6FYe3vHoFF6+az8f//iHKXkBXdgX3GZfL/ado0t1YeBg3Q3dqKS8Ey9ibTxFFHlrDsrY66he/DvvlH5CulChGDgYLi5C09rHdFL0rb+TnTxxgfsejvDuxEztRfVLvmGniIf9C9kStpFwLSxvCKKLkRbh2nOQ90gdTxQ9JJx2a6pNYCjw/olQJ6H8F29aUvZBiaVDxyf5VI7d/O82dsmP7k2Vw+QgxfrIyJ+YKCZLEmJ1NYqa9eB3J6+84VSepEo4YkIzX0JyIA3oJB9RiFpjjpCjTGzj4Ycg7Njg01SU4brfR47bFhSetk5hjwytxDzbSioPrWOw+1MORk4WBAPKAWsIBdzGtnKAxGYGy6CjZ/OKrl3ONVpTKAXVph7qsS6USEiVs3N0P4eSOg/FQQJho4hF9OebJZ7jV3Y6bDKvG02nqeMJcxIveIrRS1KUcShWfchRhaWhpOJV4PZTWClsrFjSlSCUsiiWPMBoe4wRBhNaQTtnVjWXdJNCfhD1LIyMxKWRlTswFEiSJMTvbxEx78TqsRReMuuL2WFsbtLfW0daUIjq5nxYdUFYpjqkWjukFGGPorngsacnQtbCdf318Px2dvYRhD6vsw2x0X2Ch04ujzGmLXI604tBb8AhCQ3pQAJlKOqjkIsqmRKFQJF8oU66EnN/ehB+GFEs+pXLcVJd5K/Cal2EdeBpr/9O8lEtzPJ/iavde0onqoLPXpHlGXcROtQKjNdmkIV8OSDia116+As8b+Qi/1grX0iSTNo6lqUu72FrT0VOiPu1UtyQxBi80LGtrYOmieVjJNMZKxOOVuEichqzMidlOgiQxZhORmKmUHtUx//G0NogOb+cO54dUnMPoICRSFl2qkUfNpWyrtJJ0LS5a0cw//+jlgcTzFYnDvD58GCfw6AoSNNRnSFjUrLp9OnFgaCgUfVJJm3n1CeqdgKhSpLdYwfNDEq6mPuNQKHtUvJBwSOFF3bmPEy8/x65iExucvVyULFddL0YuT7OOHfp8InUqSFVKkXI13fkKWsGyhcPn39IKt68qtm1ZfUlP8YfZjRsW8e2H9tBb9Em5VlwEUCsiLJrn1/Oqq1ajM83xlpoER0KIc4AESWLMpioxczwn6Poreif9ElY2Q3cxwkQ+88xJ3sDPyDa9jvXXXccPBieeA1cHz5LAI6cyhBH0FAJam9NnLHI5eJXrZK7ClldOUCyHJBJQr0KiQhc9oR8f5zcGy9Ismp8h4VqUKsGwHapCqcKeJ57iPNPFaxIHq655xiJUDsdNlm3Wmporb5bWlKOIcqV6S86y4uAo5dpYVu3Cj6sWN3LbdSt4dPsxcmVDpB0C7ZDJpLhh/WJWLGma0krYpyONU4UQU0GCJDEuk52YOZYTdBAnk+cLFRY+913cvoreCaVoTYHnh4RhhrTfyy807eB44jVViecLomM0my5KJPuSkcEPIzw/jLcTRyhyOXiVq+KFlCoBrqNZ0pLGNWWCUi8nimVQ0FyXJJWwcGyLNUvqCcLqYCMMI3ZvfYa2joe4yuqpuuYbTcluIJN2wfNpKhVoik7SbbUMm7ewLw+p/6i/ZcVtNpKufaq+Ua1Apy8J+/xVC1l9wQoOdXrxilLCnnEBiDROFUJMFQmSxLhNZmLmaE/Q/WzLIZ7ecZyOziILouP8d+cgeZ0g64Qk3fjb23UscCyMXYfpPoJ3dG9V4nmKMpqIAKvv+SGKOLUNVqPI5eBVrnTCJl/ySScd5mUskmEvxg+oVOI2G9mkg20psimHC5c3s3DwEXpjOPzydtJ77me9OgGDUrxCo+jSzTRmLDJWX9DjONiVIpZXxmgzbKuz5EW0NiVZOD9D0o1XjuJVLGoGR1VJ2E5cCRsDi1sSLDJRXCX94D7MGfLGpoo0ThVCTCUJksRZmazEzNGcoOsteNz98F4iY8gkHVp0gB1G9IaKSk+ZeQ3JgUAJGAh2MrpSlXheIkmExiYkwMaY/t5kfQHIkCKXQ1e5ipWAhoxLoxMQlns5WSyjgLZ5KbIpF8+P6C5UuPG8FhbOO9UvrefQHsIXf8J55nBVNe7IwFEzj+Y6iyZrSGK8CbEdmyBIki8HpFyN1VcZOwgNLQ0JXnv5Eprr+lbfaiRXj6YSdnBo28AJxCDwMVhE9a3UX/kWnCUXju2LOUHGWp9LtuSEEGdLgiQxI53pBJ3vh1T8OO9mXkMSpRTlKEWEhasjKpFFT94j2TzoW7wv2FnQtoC25u6BxPNjqoVO1ch8c5LeKE0UxR+8rmPVLHI5eJXL0oo6F5ywSL6nhB+EaA11aZcogmIloOKHeH6E58Xj9TqPUNj6YxZ7e4a9rwP2CuoThlbvOEYPSbw2BuWV0HWtrF97EZUdx+nKVTBWPF/zG1JcfcECli2sHx4cKYXSGm07cSVsKzFiJez+vK6gXKDHd6lELtqEpMv76fjBP+Jf9g5WXn71WL+kIzImonJkF/6xY0ROdsQVq7HU5yqVA9mSE0KcNQmSxIww9Lf+JQuypz1Bl+urwVSfcQeuxcFOE/PNCXydqcorMibClHrQ2fkoDJuuXspdP9pJd97DthT3+hdyu/sIWVWgaBJEkaJSKuJElWFFLvNFH60UCxoTBKU85XKe7kIFYyCVtMgmXQyGrlyFyBiyKRtLQzrqpfehe1iQf4nGIQsaB9QiWPta5i1diT65B168G1XOYdxU3MolClFeCRyXYOV1tM9roH1RA7mCR2Qgm7JZ0JiOV0oGCogPCoycRF8lbOu0BR+NifC2bCYoFzhWSRCZuIec0Zq8sclGBTqf+h7bm1exdsVIXeBGLzi0jdLWe8j1dhAFPqiRyy6Mtj7Xtj2d/Py5I7IlJ4Q4axIkiWk3UiLuRSuaOdFTrnmCzrbjD8r+PwFQiiety3hd8AB1FCiYBGEYEoWFuIq2MUS5E5R//Hcsa1zIB694Df/ynMWBY3m6TCv/EVzD61MvssDqwTIexbxFYt4imq79xaoP7Ma6BIubbBJ+jpOd3QRhhG2puNaQpSlXAvIlf6AjnFXJc0N6J0ue34WlTNXW2qFoPrnlN7H0grUDwV40bwXehW/G3v0QunACTBgHN3WtBCuvg5aVJPtqHC1oTGOGlBAYnGeknARG2YMCo9OfTotO7CfqPkKP7xIZhWUN6nCnFBWSNEfd/PSRp1iz/Oaz2r7qX7HCL2Ol61BuGhMEI5ZdGE19Lq3hmZ3Hx9wyRwghapEgSUyr0yXinugpc+OGRbyw+ySqaz/JSpmyTtI0v53L1yxg82P7hn1gHtBxG5IrgqdpUl04lW4IynGSUboJlcxAGH8QL8h9i9XOdZxINJJJ2uSsVXzfXs0Cc5ykKXG8ZKP9dj62aO3A8ysMi+simu0Kuw72EIQR9WmXpGtRCSK6cmX8IA5EstrjSncnVyV24xBWBUcdYQOHFlzHeRsupcke/oEf9RWV1LmjKK+AcTOohjZcxyGZsHD6ahz1B0hKa5RloZwEykmA5RJFcXPcsVTCNuUcQeDHW2x6eBARYJHUEaXe7mFtZ8aif8XK+CV0pglt25gwjJsLj1B2YTT1uebVJ+jOeWNumSOEELVIkCSmzdBEXAAviIgiQzphUSgHdO7cyoeaXsIPjmACH6UVttuM7V7P3jqf3q4ufC9NB/NY6nRRb3mUVJKvV97AJU1F3pZ6FJM/AZl58Ydm6MVH15wkQbGXy72fcSJ9A11OGyiF54fs8hqBRiIM0bE8Wx5/mkva01huCpPMEvoBqxbVcfhEjuU6T4ouuks2x0pZQqNw8bkysYtrE7tI6uoq2SfDLE9Zl7Jo/WWsWdRw2tWMCMWxsIGQeupdl8XZ5EBwhDFDErATGMvtm9f+/zd2KlmHwUKbEKOHb2vZhERY5MJkVduZkZKkR7y9b8VKJbI1g5laZRdGU5/r8vNb+PFTB6tXGAeP/zQtc6ZarbkBxpVsLknqQkwOCZLEtBmciFv2QnoLHn4QYYgXXc53O7g2/yhBaLBsF/DBCzAnc3iP7OMXjabi2oRGYSlDFGlMpIjQdLqNNC67BvbnUKkGCCqYUg+Efn8UgQbaVIlf4gcc85r5UfEi9lVaB8a32j7CG7IvsWiPIn9AoYIyvk7xqHc+XhDxC9YL1EU9aBMSWJrOdJauqI41zmGyulL1XnujJD8pXcQL3hK0AuuRfcyrT/Ka9Ytq9lQ7cDTHC3u7qPgBYWDwgohsyuaGDYs4b0kz2nFRiVRfYFQ7AXs89Px2ovpW0uX95I1dHcAYQ5Iyx5nHMT1/oO3M6bZLX9jTWTN5erWVgyiMTxzWUqPsApy5PlcqaXPfs4fG3TJnqtSas7pU3A4mV/TGlGy+bU8n33t4jySpCzEJJEgS06Y/ETewIrp64yRnrRTxGoDhRuc5XDzKUYp0qQdMBIqBnmEWEQnlxSsqGEIUXVGGyFgsSXaT2PdTTODHH7j5zoHHM9Dbvu+vxjDfnOT25CP8R3gNO4OFrLaP8I6WF8mkHEqeodCbwzI+Sd3NlRzte3REybj4kUNGVVhid7FSnah6j8XI5b7yOp6pLEcBjo5fNIrgWHeZHzyxn1uuaq8KlDpOFnj2lZN4fgCAHxq0VuR9w30vdOE0tLBiSdOktAdRSlN/5Vvo+ME/ko0KVEgSYGETkqSMj8v93iW0zY/bzoy0XbrvSI4d+7tJuJqGTGJY8vT7r03Tpq2+E4fu8IEMKbsw2Onqc0XGnHXLnMlWa84KJZ/9x/IANNUlqM+6o0o237rzOF+7ZzslSVIXYlJMb2U4cU7Lph20hp68R2QMllJopVBKscTqpFX3UohcLD/fF+DogW2k/tjAAjSGAI0G6lQFH5vuMI0JfQgqUOga9njoC5AUOAR0RykSyud1yRdI2vDmtkNkUg49eZ9iby/GGEJtUyBNgjIJyhRI4uiIZqtIvVXBVadagVSMzY9KF/G3uU08W1mOVn09Y/v+1Dp+/VI54PHtRzHGYFuadNLmpQPd9OTLRAYSyQRNTQ2km+ahM/PY16P41kP7CaNTgR7EOT7h8b0EB54nPL4XY6qvj4Wz5EL8y97BcZqxI48sBVx8jjOPb3uv5oizlE3XLAOo2i51HQutFK5jEUQRYWQII3BsPXB7Y9al7IV858UQ1bgQUykMa3XSX3ZBNy4cKLswVH99rotWzmN5W/3A1lL/llzStejOe3h+SGQMnh/SnfcmrGXOeA3dYnYdCwUUy8FAylqxHAybr82P7TuVfD/oub55307KXjhs/k/3OCHE6MlKkpg27a11NGYTdOc9LK2qfuvPqAqWitBYWH35MfHpdlO7qwaKCIWjQhwV4IcOgZPF9st9qxJ2/7LRwCPo29iziHCJKJoki+oNG+uOM1/10NuZHzjhpVQcZ2njgzYoBU0mj6OqE7IDo3mksppnw/NRiRTK86quD4y3P1DScR5W2QtpaUzFScUdOerrUiTSGUrGpdszlCsBYRSigCMnqxOPBxd+JApBj3yMfrRWXn4125tX8dNHnqLU200uTHJMz6dtfoY7+rZx9nb01qxb5PkhQWiwdXwSzQsiEk5/NfO+5OmuEl0X3URj7j8xhW6idB1GaUwQYCqFYWUXxmKyW+acjVq1nrwgwg8itFYoFH5wqnTF6ZLN93XkOHQsTyZlS5K6EJNEgiQxbbRSXH5+C/s6coSRQWk1ELv0RglCNAkdovoCo9P/7m8wKDQmbjFiDCEWtuXEe1tRBFWntfpWpJSFMiFOMkGUasTVZbLdRzDmBEal4hpBBsIwHkNSBWjiJVhr0MpRZBRPeivZUlnGjentrE72sjtIDt8O60u4srUmnbJxbAtLawI/xPQcha4eFtVDl9NATwlKfa1N+g1NPO4/Rm/8EiqRjbcWw5GP0Y/F2hXzWbP85hETgkeqWxT1r9b1bY1GQ5LI+99Dd2YFbdffgb/1HkxvR7w1qiys5iVnFeDB5LbMORu15qz/FKKGge//wXM2UrJ5rugThBGpZO38qpmUpC7EbCVBkphW61Y0c++TB6h4Ydwrre+z4biaT5dqpE2dwBgVxzeDPt9OrQOduiW+LU7cVkphEaJsF6M0REG8ojRwdxXnvGgbnWzCUfVElQLlUie9YRvGsbCJ8EJNZMAmoF6XSepBz9Fni9fOz0trWece4K3ZJ0nokBdJxkfo+wfax7EV2bSL61j4QUTJCzkv1cWCwzsJKr3Ul/LcWCpwMpfhKftyDuglVa81OPF48DF6lW46tZpwmmP0Y3W6tjMj1S0aKB3QF9gOLSUw+D3YbetItK8jUzlGzxkqbk/k2KdLrTmLV5D6vp/7vlcGz9lIyeZ1aQfbinOQnBplJGZKkroQs5nkJIlp1d5ax9IFWZIJi5bGJPMbkixoSrGgOQ4SipEb5/GYCKI4FOovKh0OCpFM3wqSbyx8Y+NYCjsso5uXoOcvj5u31rWA5cZ7XNpGpxpwss0Y7VDq7cYuHyen69nvrOBkmMWNyigT0KQLLLDzwwKk7f5CPtNzM7vCNm7LPMVF7iGSqkKRJEnKtOke+mMH19Y01bs018fBU9mPCNEsz1a4MbMTq/sAQSmP0pogVMw3J3ld8ABLo4On3mNf4nFbc5r21rozHqNXg47RT9bXrq05TaEcVOUVuY6FbSmCyGDbGnfQcfyh7yEeqyaxcBVO+yVYLcunvYnuZKo1Z66tcWxNFBmCKMKx9UAAVWu++i1rq2PxgiyFUlAzr2ukxwkhRm/u/jQSs8KpRFubYiVEa4Vtazw/5PniAn6obiCqWxTf2YTVj8UQEtcTsomIgJxJ4OqQeU65L6/lVhKX3opyUuCXIVmHchLY2Sa04xKV8wSlPHXkCJTLk8EaTvZWeKa8FJv/v707j67zKg/9/937Hc6o0ZZHObbjJE4cO7YzkBACThMgbUMYCre9HdIEKJdSaG9b0lsuaZv2cgPtLQRu0wVdYbFKFiz40TTADRkIBMhIRpPJseMMnidJlqzhTO+09++PV5J1rGNbkifZfj5rJYZzdN6zta3ofc7ez34ewyynRO6AWkebow5uH3w3TwVn877ir7gi8xp5J6TdreITUzQl1tineBeP8V8Lv+T8pn20NmXQKILYYrVH4hXotwVWxC+TqXRhtY9yXJTSFJvylMjj2pCL47UYYxomHtvaBI7Rm/HH6I+WQyVJu1rjaIWj0xyb6ZQ8fSI1mjML5LPu6IJjPuNOaL60UnzoqrOnbZK6EKcCZQ/8CHIaSBJDX1/5RA9j2nJdTVtbgX37ysTx1E9JTcbBau1ce9lCzl3YSrThYaINj2Ar+7BJgokDjLEExtlfJwmN0pps1iczY35dXkua3Hw/BENo7WCCEkl5IF1Vcn0qXisPl87itQGfy7zXuDizGVfVf++74lbura5mp53FIq+PX/NfpF0N4WqbrlzZCKMcBpMskVW4ypAlJHGyPJO9nDfCDqrGZyCwVIOE5S1D/Ff3IbxsHuXWH4OvhTGloQraBHw3ehfdumNc7ZukZwvVn/wLeNlxrwewcQhRjdy7/2y0IOOxMJU6SWOTp0/Ez9uJdjTqJI3M2xO/2i51kibheP28dXTICt6pQIIkMc6x/CVircHs3YatDaGyTXX5J4erGjz2tWQKWCx7du9l+4Clmp3N2U1l5hQMTq55XF6LUoCNSbreJBnqBe2RWEswNETk5EhyrbhbnsLd8iTa1K8c9SRNPFBdyRt6MdesmsmKhUV6+2vUahHNSS/tmQR/0yPoSj+q0IKJQoxJwM3g5prxHAPNs+k+93d4fecAGDhzfjPzo62Ej3wD8i0Nt5isNcSlfvYu+x3cBSsazkf1/i+R9O1A5VvH1QSylX6c9k5yv/npY76FNdmK22OdjkESHHnF7bHzFkbJtEtSn64kSBKTIYnb4rgZe1Q9jiMsDqZ5Ns2XvBev8/zDJtoqpcetiCyYtYQFh3lfpSyE1bQmT6aZ7rLLQDk9NdbW1IK//Tlymx9HRdW61/WbHD+urmRtfDZXnNfGX57XMppfM7s9P/xVLajB3ajaULq9Ve7FUQ5etoj2HGxcJo6BHRuYv6yPMy7cP/6kpxlGCio2WAkiiXFdl8WL5uN0jJ8XpTT+qmvT022VfsgURk+3Hekx+sk62N/ddEyeni4ONjdTmS+ZZyGODQmSxHExclQ9rpUZiPy0gapNyNe2seeBO4gu/D3OvOjSo/qeSoGKa5iggokjtu4e5OkNXXT1lRko1Viut3C5/yo+9cFRyWR4qLacx2tLWbawhb9Y2U5rofF/KgpwogqaBK1ddK4N5XiYKCQuD2CD4Wv72XG5QXrmGejWuSR9O8Dxxq8EBWWc9s6DFlQEcOcvI/v2G/bXSQrSOklH4xi9EEKc7iRIEsfcyFH1uFamO8hgrErrD2lNyboUTZm+5+5hQ/sSzls884jfTylQSYCplTFxhDGGN3cO8OCz2+kbqHIWW3m//yrtTv2Wa826PFxbxs+ry5jZXuQjV8xgUUf2oO/haE0u6+I7s4ib2rFxhE1i4srg/nIDIytFcZiu9NRd4+isBLnzl+HMO/eg25hCCCGmRoIkccyNHFUfiPzRCtYjlFIEZGk3/fzsl8+xdNE1U86lUEqhkgBbK5MkESZJqIUxlSDhZ2u30zywid/wX2G2M1j3ushqHg+W8tPqCnS2wHWXtrF6cbHhOBTgOJp8zieXz+JkcoT9CXFpHzaojKnsPWK4WNBBUv+O1kpQo61IIYQQR0aCJHHM2doQcRylW2x6fOAR45DVhupg/5RaKKTBUYgNyiRRiDWGWhRTDRKSxNC/5VWuqvyUebm+utclVvF0sIQHayvpN3k6coZP/OZ8cv74wnwAnuuQy7rkikUcP4fRPom12PIA1tj0pJxNSKOi0dLJwyfoMhA0PiwgK0FCCDE9SZAkGrLWEHdvJi4PHvFNW2WbsDjo4R5sw2+AS4werpFt0Awl2Um1UFAKlImxtQpJWMMaQxAnVIOYODGo/l34r/+cub1vjqsI9qtgEfdXV9FjmskQ0a5KqNDy2tZ9rDy7fsvP9RxymQz5YhGdzWHRJJbR1SE1XHsJPwthJT16P9JHxfXBL6CwDTva7/9eZCVICCGmGwmSxDjRjvXseeABaj07hpvDHlnDVD3zDEzzbPK1bZSsS4aIApW0bQgWBdTwyTvhhFoopMf5DdTKaXCUJARRTDVMiBMDQz14b/wCt2vDuNe+Es7nvupqdibtuCS0qDL+cA82a+HJDV20NWU4Y04TnueQy+XIFos4mSzWKkyDXbORBGzTtwOndQ5mOGBDa6z2oDowXPn74AnYQgghph8JkkSdeOd6gsfvRMU1lF/AZgpH3DBVKU3zJe9lzwN30GIG8VWMwmJQw39qsJb3uU8wJz4fOP8g1yENjoIKNqhiTEIQJdSCmCgxUOnHe+MRnF0vog7oLPtmNIt7q6vZFM9GYSiqKlkixqYdKcDEhld3DHDeOXMpNDWl22rGYg5RTmUkATt4/E5seR/4efAyaYBZHTjmR/EnUovoeJlOYxFCiCMlQZIYNdowNazhNM/AGJM2STsKDVO9zvOJVv8u/tp/R1uDVaBRxHgMmRyR8pjlhUQv3o87/7wGhSDrg6MwNum2WmwwtSG8TY/hbn8u7fE2xo64jXurF7IhSlub5AjIq4ADU6McrWhvyzFvVivGzVAiT9HNjutgfzDu/GU4az5M8vLIClz5uBzFP1Sl8uNdbXk6jUUIIY4GCZLEqNGGqdlCw4apjGmYOpH8mQOra59xxiyG1ucYCjLEBhKriZWL52pmFH1cnam7/vjgyBAlCbVaTJgYTFDF2/IEma1Po5L6XKaupJn7q6t4MVyIRXF+Z57OZsOLrw2RjImjPNehuSlLoamJfLFACc3mbYOsWlpjTlv9kf3D8TqX0bH8Iva+tv6o5HIdzoYtfdz54EZqYUwh6+Hm0o7wO3rK3PngRm64ZulxC06m01iEEOJokSBJjJpQw9QgbZh6qPYiUF9dOwxDEjTGK5C3ES1t7cRhiEkStOPgZbIopdJk8WrCth3dDPZnaXZjsjpmdmuWKDHUgoQwTjBhgLvtGTKbn0DFtboh7kvy/Li6kmfCJRg0c/Mx163IsXhxByiNjWOef6MP33NoKmbJNjWRqAx7qzG93fvwnfRk22AlZN2m3klvGSmlcWcthmPcXsNYy31PbaUWxrQWM6NBre85eK6mvxRy31NbWbqw7Zhvd02nsYjj63C/B4Q42UmQJEapbNOYNhkNEqiHk7jNUA/h/V9K6/qYZFxi90h17aBcoi90ia2PQ0JT0EuiQghquJp0K0+BDTyibCsVk8HLtvHwS110B/vAGppyHq1Fn2UL25jbnsPdsZbMm4+hwlLd0Eomw0+qK3giWEqMQ1HV+M3c81yWeQP9usLsmUV4zrsYqmlmtBXxC0Wsm2GwFtM7UKIaJESJoaJisr7L3Y+8iTFM2y2jbV1D7OmrUMh6DVf9ClmXPX2VKZVUOJnHIo6fsR+EGv0eEOJUIEGSGDX2lJb16ytNj7TJ0IVWwpd+jI1qqExxtEL0SGJ35oo/JHrxfoJyia4gg0WhgBiXivUpqBBsQmIcHMdBZTJoN4tyNHkTs6fi0x04ZFyIjWJvf5Wu3jLZrpdZkNuIH9YXgqwaj1/UlvFwbRkBHg6GX8u+wruzL5HT+7fg3GgId/PDdPhvJcotoHeoRl9fiUotBpvGa1gwFkxiyBZ8XPfItoyO5afsUiUiSSxurvH1XFdTqcWTKqlwKoxFHB8jH4RsVG34e2AqBzyEmI4kSBKjxp7SMqU+rJ/H6v1tMnAzAGmAlG/bv2owNrH72bsxlX76Qnc0QEr/ZWnSARbQro+TKeDm8ijlEAVlbKkPE4W8yDtwtGawGlILYs52drMmu4EOZwjC/WONrMOjtXN5qHY+FZsGdOcXenm/+xgdIxW1tYPOFtCZPAqFCYa4IHiUNwu/Q7WWEISGkdz00XFaaCr4+F667TbVLaNj/Sm7mPdwHEUcm9Gx1r1/bHAcNaGSCqfSWMSxN3rAI6oe/PfAFA94CDHdSJAk6hzqlJa7+CLC5+9FZYoHT+we7CZODLHNjgmQwFOGTDaLyrShHYfEWOLKELZWxti0mGRkXfpqin1xjYVON2sK65nn9Ne9T2IVTwZn85PqBQzYPACzWzzeey4s2/IwKiqDdnFyRbSfS1dzahVsrYS1hlar8Qa2k/HnMqstRxib4SP+lt6BGlorHEeP+94ms2UU7Tj2n7LPmN3EnPY8O3rKeK4e1xy3XIvp7ChwxuyDF7A8WqbTWMSxN3rA41C/ByZxwEOI6UyCJDHOwU5pJTteOXxiN+mWlUNCjItyXNxsnnxG46oKcVQjKg/QH3kUsh6O38xQkBBbTd5WmaN6eHvuZRa5e+subSz8KlzMA9WV7DVpkJL3Ne+6oI1LljTh972JsglOoRWdyWGNIakOYWsV0rWitGilowwd0W76vDkopcgMr3xUa+lWkOdqfHf8p9+JbhlZa6j96t5j/ilbK8W1ly3kzgc30l8KKWTd0e3Bci0m6ztce9nC45IoPZ3GIo69yRzwEOJkJ0GSaKjRKa36xG5//IuSGByPyCvSpEtU/FZc18OamLgySBj1omxColwSncdoD6UhMpAhIKMi3pVdN+6yL4ed3F9dza6kDQCt4K3nNHP18tbRPmsq34LbOhviGkl5ABNUaXRLVqQBz4E386FqBAoynh736RgmvmUU7tlMcpw+ZZ+3qJ0brlk6WpuoUotxHEVnR+G4J5pPp7GIY2tCvwe0c8g2PEKcLCRIEhM2ktid9O0Ap/4kUxjGEJRRs5bQvvKd9D5+N01RicpgRJwYPB0DBqXSk2jGWjKeBpPQostkbMiBscnr0WzurV7Ilrhj9LGl83Jcu7qdjub0l7NSCtfzoOkckk2PYnu3o6wZyYYatr8gpFIOqy+9hK0bLHv6KgyWQ4IobUuigKFyRBAmtBYzZDMu1lrCKGGwHDG7PUfnrOIh5yipDIKJwTlIjaWj/Cn7vEXtLF3YNi2qXE+nsYhj51C/B0YOeDjShkecIiRIEhM2kthde+xObKUfMgWCBMrVmGzGIcl18NTAGVSe6mO+ey4zep9lhq6R1WnO0d6khTxVfBWR8R1UbQAVVckCY2Oa7XE7P6pcyMZ47ugTnja8e3krV5w/Y3gsCsd1UZk81s2mm2nnvQu1+9W0ACWNKmUr9IxOllxwAX95geKR53dyzy+3ANCU90ispW8gIIgMeweqNOU8KmFCFBsUsHegxlf+48VDrow4+WYYTnY/Xp+ytVLT5mj9dBqLODYa/R4YybuzQfmYt+ER4niSIElMijt/Gdm330D4wv1EQ3uxaHLFIkM2xwvBArZUsxhKVIozqC75LX61ZTNxtcRg7NKdtLIsu4drCq+QTQYZ7is7qtu08KPyKl6KzmAkONJY5jdbfmN1B4vnpTdfx3VxMjmMlyexClcrinkfv3UVtaEPEj7zn2APuDhApkDm0t9BKY21lrWv9WCtZUZLdvTTsGpRDJRDgjChvxyhSPOUWos+jqMPWw7An7MYp3Uuce92+ZQtTln7fw8Mn+AMkuPShkeI402CJDFpXuf5OHOW8Mj9j1HZt5codumOmslmXGa2ORgLvQM1tiQl3vvOt/Da9n1Uhir8RvgK8/pfQMVB3fVKuol7hlbwTHAmlvTTpwLOn5/linOaWDC7gFYK7WhcP4v1C0Q4KKCQ88hn0h/jxBh6dAcFr4ATDtU3uVUaNSbR9GAFEHMZl4yn2dNbJUoM7c0Zivn9K0KHKweglCZ74XsoP/zvo5+yI6MwcYSTVHEzefmULU4J7vxlOPPOlYrb4pQmQZKYkJE+aioOMGGNXd39vLgzJOO20ZT3ac1qLFAJkrTxbJLQOxDRt6/EBbyG1/3ouBYigc7zQGU5j1bOJmF/fZ1z5qZ5R7Na0uBEa43j+ZDJk+gMxqT5TIW8j+cojDG8+fLLPPfiJlaWf4lWIUO0k3MMxaxDxvewjoetDIyeLDtUAcQosRhr0QrcKZQD8DrTT9n7nvwh0b5dYBISq+mllfXOpayO5nDekf+VCHHCKaXlmL84pUmQJA5JKYVKQmxYxUYBiTFgLeVSQM53aW3KYCyUazG1IMFYm24r2YRzzGbmPX8fvqnWXTPG4ZHoAn48dC4h+0+LdTR5/OaF7Zw7L61/pLTCdX3ws1Duw/TvRucKFOaeST7jYW1ak2jfkz8k27uLK4nI6ZAYh5CYSuxRK8MM1yHr6rqTZcV8+0ELIBqTfg8AWo9POp5IOYDXoznc2Xsl7VEX7X5M6OXYGc+gvC/hJWn4KoQQJwUJkkRD1hqIa1Atk0QR1oxp2KogO3x8vn8oIE72b2sFUcSCaBtX+OuZmS3BmJcZFM+Hi7mrfAlVmxl9POtprl7eylvPacbRChS4rofK5FEDu1HP/Rg1sAPPJCjHxbbOJVp1LQC1x76JGSxRsz6e1mQJcYhpoYTSRarGY6AUkm13606WndG58KAFELVK0749R0+pgvT+hq8JleJ8qiMNX33wPGdS1buNtXJaTAghThAJksQopRTKxhBWiPtLmHKJJBqOchRgLbUooRYmaRFGa9lXCilmXRQwO9nJW9RLzM0N1F3XWng1nst3Sm9jcLhKdnpJy6VnNfHOC9opZNJgxHEdHD+H8QuY7jfwnv0WKgrQuQMrV38T5edIgir9NofSGkOERWHRaAwFKgS6hSgxhFGCp5LRk2WHK4DoOhrPSRO8J1tBeuueo9PwdcOWvtG6Q0lip22zXSGEOFVJkHSaU8PBj0oCbFgjiSOsMlg3n245qTTnpxbGBKEhMYbhnSjecu5sfrp2O83BHt7hr2O+U18l21rYadr5dulydif1N/VzMnt5f9OLzFh6LSbjpEnZXgabKRLjkMQJ2fUPoOMAVWxQubq0F1vqI860Y61Ba4itS4KDS4xB4ZLgk1CzDklicJP6k2UHK4C4YFaR5YvbefiFXVOqID10FBq+btjSx50PbqQWxhSyHm7uyJrtCiGEmDwJkk5TSjGca1SryzUCwFVYY4kiSzWICOKEJBlfd2hhvsyH256jOLR53HNbklk8UF7Oq3Fn3eMz3TLva3+NZdludFgijms4mQxkCiQ6Q5wYlLJky7twS12QbVy52roZCCtobVEqHbpSirLN08wQevhkmyLBUxY3ClANTpYdqgDiwtlNU6og3XSEDV/3b9fFtBYzo9//VJvtCiGEmBoJkk4jIyfUiGrYqIaJ4wNyjRTGWMIgJrRVBssBcWLGX6fci/fGw7h7xrcQ2WJmc391NRuDWXWPZ1TEFZnX+LX2HeR9DcbiFNuxbXNJcq3EBmxicB1NIefilwOqDfpDhVFCYiwOLi7gkuA5LuFw4BEqn0HbRJEyLgkZG+BpD2/mQjIHqd9ysAKIU60gvXDOkTV8PVh5Aph8s10hhBBTJ0HSaWD0hFpUw4Y1zNhVIwBFmrcTJgRxWoSx6LjYA6pWq9og3puP4Ox8HmXrn6vm5/LdvefxYm0+Y8tnKwyrMtt4R3YjBRXiaw/tZXEdhSnOImw5A5OkAVzWd2jK+7iOIs7U94eqhTEDpZAoSbf7PBXTrjQqqNFSaKN3MCBJLForQjxCXLqSNh7XF3PVpecyd8WKKdVvmUoF6SNt+Hqo8gQw8Wa7J4okmwshThUSJJ2iRleN4uHA6MBVIwAFYZxQDRLixGBMGvg4zgE3tLCCt+kx3O3Pokx9JeukOIuX85fx/21qoxrWB05tbo3/mn+cBW4vVeOjvCzZ5la0NRhrqHReirEKx1EUMi75nAc2jd/G9ocKEkXvYICx6ZF8rSx5AvaYVnJRSNH205LLM1SzYCLy1AiUzwtNb+ftV1zBWScgd+dIGr4Wp7hdNx2CE0k2F0KcSiRIOsmNvTE2F30WzCrgmHg012hk1chYy67eMsFwInBL0SeIDMlw4cRR1qD6u4gHI4Z27MDbt42moTfRJq5/31wb25sv4DvbOtmzzWFsrzRXGc7K9bMgM8QeO5esSZhTNGRyeUx1iHIQszt3Dnv6mtFDe8lnXErViChOmNGc4eLZAToooxeuJti7g2SoB9/4RE4Gl4QsNULrcV9wMXFsuDq7jtnRIDkMsYU+W+R1tZhiczM79w6RybgsmnPwgOFIgouxr21pytDUlGPz7kEGhgKKeY8//+2V7OguTeraZ8xOt+u2d5coWDsaHPpuurJ04HadsZZHnt/JIy/uor8UjOZntRZ91qyax5pV8484WLLWHLay8lSSzY21bN49yOauMpiEuTPyk54vIYQ4VpS1dnxG7jTT39/PbbfdxsMPP0ypVGLp0qV8+tOf5uKLL57S9ZLE0NdXPsqjPP42bOnjwWe3M1gJybmWvJPQnodLz5lRt0X05s5+ntrQRbkWYw2ESULWd7jwrA7OmLM/L0b3bsbd9DgM7EInNZQdXpEaw6LYp9v5j6GL2BDMqXsu48Bb5oRcUn2ENtOPxuBkcnj5AhqLrvZjg8rwdaCmMjxhV/Pg0LlEseFsdzfvzK5jjjtIzk1wTDS8LWjTCgQoavh0M4MHy+fzWjxneOXJMt/pY6m3ixXedlp0BVcZYqvpTlr4RbiCavvZ/PaVS8bdpI9k5ePA11qbblAqhhvwHsEqyo+f3soPHtucJrKPuZ7raIo5bzTg2LClj/94+E22d5Wwo/PEaMyqFCyYVeS3f+2sKa/kxDvX7+/RZdIyCrp1bl2PLmMtt33vBXb0lOqSzSH9++kvhXR2FPjL31k1GvSMzF9XXwVj0/8uE2OHVwuPbP5OB66raWsrsG9fmTgenzsoGjte89bRcfSaWIsT56QIkj7ykY/Q29vL3/7t39Le3s53vvMd7rrrLr7//e+zZMmSSV/vVAiS3tjRzz1PvIlOQgpOgkliypWAci0m42k+cMVilsxvZeueQX72/E6CMMZaCGNDFCdUQ4PvKt510QLOmNOE7t2Mv+4ebDCENsn44MhCYDX3VS/k8eBcDPtXERSWt2S38BtN6ynqGhhD7BVxskUyKoCgjKkMgTWjQQTDJ9IMih9VLmRn0s5vF54iqyIiq2nW1eETagqDomJ8XGUIrcv3qm9jYzQXRyviJA1MznZ3j76+bDLEOLgk5HVAYD3uqlxGd2YhH3vPstEb7riVjwPyhg51zP7A1yaJoXewhjHpqk97SwZX6wld62DXLlUi4sSMJs9bm/6C/8DbF/Prly4c/bregdpoG5WxefZaA8OrSu3NGW789XMnHWzEO9en3d6jKipTHNftPfv2G3DnL2PLnkH+9fsvk/GchluEYZQQRAmf+q0VLJrTXDd/xZyHAXr6KiQGnCOcv9OFBElTI0GSmIxp34lw69atPPHEE9xyyy1cfPHFnHnmmdx8883Mnj2be++990QP77hSKg1IiCqsffF1VKUPLy5TqVSpBRGOo2nOexhree61bqpRxC9f2UPfYJVakBBEadKz6zgUsy5hbHnm1S5MkuBt+DGqNoBj6wMkCxgLTwZL+F8DH+LRYFldgLTA2cuHmx7luuZXaEr6UGGFQbedWnYGjqmSDPRgygNpfhSkwdHIhQGN5d25l3ln9iWyKqLf5MirCE3aviRRGoXFVwm9poBWhiv9dVhrRwMkheWd2XXDr88T4WJRRLgMmDxZFXF1dh2lSnp03gxvP449Zu97DlopfM+htehTC5PRrz1Qo9cOViJA4bkKi2WoHOG5+rDXOtS1Z7ZmmTuzwOz2PB2tOWa358hlHNZt7iM2hvue2kq5GmGtxdUac8Dlrdm/ElipxRMew+jrrSF84b40QMq3oVwfpXT6Z74VG9XS563Zn2zuHjzZPEkspUo0fv5ch4GhMJ0/58jmTwghjqZpn5PU1tbGHXfcwfLly0cfU0phrWVgYOAQrzy0g/0yn65UEqQ5RlGNnV2DbNraje85JDijZ8l8T5P1HZqtT99gwAuv97Jl9yCuq4gxmOHTX67WaK3IZxStpS1kHr8fp7av7v1GbkdvRB3cXbmM3Ulb3fNtusR1+bUs8vqIjEOtFlPwXXSxFd/JE5WHsEE3Brv/h0ztv/DIilKMIqdC5jv7KJkcPgZPJSQjgZhVWBSeSvAwVEyGWc4A850+diQzAJjv9DHLGaBsMow9WTfypmWTYbYzyDzdy84en51701XErr4KxZw3rj+bUopizqWrr8LOvWUWz60/3bZ592Dda8MoIYoNWiuUUmhtiGJDlBgynnPIax3owGsDZPz9KzNaK7r6Kqzd2ENXX4WM71ALEyw2zUUanmdrh+d4+H9nfGfCYxgRd2/FDOxBZ4uoBnNkswXMwB7Uvu20NM3AdRRJYnAarCQlscF1FC1NGXbuLR8wf+nqZjp/oC1Tnr/TiTPcfNlxTq7fZSeazJuYjGkfJDU3N7NmzZq6xx544AG2bdvGFVdcMaVraq1oayscjeEdUzaJMEENE1axOgHfgp/BotMbn+fgOIqM55Lx082pMDKUqxH9pXTrLYottTCtLTRcQBtHK84p9HOZepk53l6ojXlPC1YpepIi91QuZl20oG5MPumqzDtyG8iohCEKhIBfKOLmm7BJRDzQi01iGG4SMhq3HGIhwFMJsXXIqCh9zZhgZ2S1yFGGwHrkVZhu6w0ftCvqGq4ylO34mzOkK1IOIQVVo8/YtLQA6QpZ1ncbNrHVSlEN0vybA39WNneV614bDrduGVm10SiS4W/WdfQhr3WgA699sHFVAoOxkMu6DJbD/V8wbps0DTxyvksliCc0hhGVvoiKTdB+pmH5BKszmLBCwY1YdfYcFszZzJbdg+Qy7ricpEqQsGhuM6vOncMLr/WMmz9r0+1BhULDlOfvdNTcnDvRQzgpybyJiZj2QdKB1q5dy2c/+1muvvpqrrrqqildwxjL4GDlKI/syI20CLFxAFENE4XYA47cAzCcMxRECR3FHNZCqRpTC2OSxBIn6TpMqRJSC9PXaye9/mzdzxp/PUtU9/jLao9KDD+prOTxYCkJ9UHHxf4bXJd7nqKuYVUayljHxy+2Y7UiqewmCcoktGKVTleBhr+nw4lsmkNkrB5OPx4zL8P/TqzGJSGxipLJjj5fMlni4eeiBj/SLunKVNlm0wa6w3OqFdTC+KA5NFqlc71v3wH5ayY54LXp9zcShJox0WA83DfuoNc60LhrNx5XPqOHr2lxHU0YDf+c1MeXGGvJuA7GmomPYWTssYdRDjYMUK4/7nkbh1jlUI49goEKv37JAv79/g3s7a9RyI2pDVVN84p+/ZIFDAxUGn6PIyteKHtk83cacRxNc3OOwcEqSYOir6Kx4zVvEtCfGk6qIOmhhx7ipptuYuXKldx2221HdK3plOiYtgiJ0mKPUQ2bGA6VTz+7Lc/Mlhx79lXBwlA5JIhGknstlcAwsznDrr3l9KZtYYYe4h3+Bs71do27XjxjCTas8XRfG/eXllG22brnFzvdvD//LAvc3uEBp9st5NtRfgdxEFEZ7KeoKqAUCQ6O1iTGwbWNCx6O7Lw5WKrWZ2fSxlx3gAGTI7IOnoqHt9zS1agIlxhNi66yO2ljj52BHv7edibtdCctzHX3MWAc6pdTLAUdsCtpY5eZwTkdBebPTH95zR6uit3qjK+KXaqmx+znzyyM+1mZP5wnNPJaz03bhUSxQWmLMRbfdfAcjTGHvtaBDrz2wcZ10dIOHntxFzt6yjTnPfqG0u3UsflekAaCzQWPci2Z8BhG369tAbplDknfDlTeGzcWW0t74dm2BcSx4ZwFrfzhmNpQSTWtDTV/uDbUOQtaiWMz7nv03XQOR4IhY6c+f6ejJDEyL1Mg8yYm4qQJkr797W9z66238q53vYsvfvGL+P74T7YnE6UUykTpp/FGLUIOQSvFlavm8YPHN1OuxcTDQVVizOiptXM6W3nm1S7m5AIu4hVWeNs4cPdme9zOwII12Nlnc98ze9hdqn++TZe4LvcrVntbsAoMEOBTzLjoXBMl8oTlEqYyRIsOqKgcWkETFWpkKZGjhQSLqQtbxv5vg+In1RWjp9tadJWK9WhWMS4JI6fbqsanRVcJrMez7kW0t+QYLIeEUYKxiodqy4dfX6FywOm2mvX4WW05xbxfV+l6qlWxG1XUbs579A7WiOJ0O7ep4BFNsML24a7daFyu1qNfVwsTmvM+Q5WQaEyPPc/VNOU9aqGZ1BhG/56Uxl91bXq6rdIPmcK4022T6YV3sO+xmHNpafLp6asQJel28FTnTwghjqaTogTAd77zHf7hH/6B66+/ns9+9rNofWQJdyeqBMCBgZGdRGDUyJs7+/nVG71s7xqkXEtwNLQ1ZXjLubPRUYXSSw+x0t2EQ/17dCXNPBIuY1Myj2xzO5v3hnXP+0S8M7eOKzPr8VW6jZMoRayz2PwMal4TcRjgl7tRJt3K2mtb2Nj8VjxXs6z0NC1JHxqDNjFaGTQGd0ywZIGq9flJdQUPB+cDNKyTZK0ltC6BddlrW3nGuZDuzEIAjDH0DQYUsi5aKZpLm7g6s45ZzgCOsiRWnbR1kiY6rrFfFyeWeLjWkKPB1RrX1Udca2gidZKmQuokHRkpATA1UgJATMa0D5I2b97Mddddx5VXXsktt9xS91w2m6WpafI/iMczSFJKoWyMjQNsGGDj9MY/kTydiQiThDd3DlCuxGQzDh1FRWbrkzhbnkKb+q2uflvkKbOc11lAX82jLzhwawouzu/k2pZXaXerhFFaW8lJApyZC+mZdwVrdySs7fKo1GLm6T5mFxLOOGMuL/QVqIYJ8XDvt+XxOi5I1tOkK+Q8jXI0sVtgKDePitdKkGmjOvsCqpHCWqgEMVpRV3HbZvLs6a2wfXsXv3y9xI6knULOb1jPaOnCNrbuGWTTjn5y1d0UVI2yzVLJz+XM+W3HreL2BefM5qXXukYrbh9JxeiJjuvAr+ucVTzqVasnUnF7Koy16WlD7UjF7UmSIGlqJEgSkzHtg6R/+7d/48tf/nLD5z7wgQ/wj//4j5O+5rEOkpRSYBNUHNRvpR2DqY6MYbAcYqIQd+vTeJufQMW1uq8pkeNXLGcjZ9IXOHRVHBJbf+NZ6PXx/rYNLMxXUIB2NCYx4Pk4fg5tDdUL/gsbBgv85Nnt9A0FKGtpb82yYFYTZ81r5rmNPezpq3CG2cl7vcfJqRiv0ISfzTQsQDgZx7In2NHqeSY3ramReZsambepkSBJTMa0D5KOhWMRJB3PwGisMA6pvPoU7huPosL6pKLYyfJkuJS10ZnE2qen6lFL6j/9t+QdfvPMiEu6f0Ds5TEotFZkfJ/Ey2HdLEQButTNloXv41vrPIIooTnvMaMlh1LQva+GtZY/fPc55LMO+Se+Sqa8G6fYPj7Zt9KP095J7jc/PemViGPRwPVoBl9y05oambepkXmbGgmSxGScNInb01F6ZN8MB0YBJo6OS2AEYI0h3vYC0Ss/xSsfUAjS8YkWXU686DIy26vse6GP/kp9MOFqWLOslXec10L/tk1UY0strJHgor0MrpMjiSGq9KKjMjkd8+jGEkHUzOy2PC1FH2thsByS8TT9pZD7n97Gf7+qlSDYC7mmugAJhgPJTAHTvxuzdxtOx6JJfc9aqbqedEdqKg1ZhRBCnD4kSDoCSinMUB9JkhyXwAjS1Zhk13rCdT/BDnTVP6dd4jMuIVp8BYHK8vAr/Tz+6iCxqQ9WVi4s8Osr22ktuGzbM8RPN4Rcp4p0OIME+RngZgmCGlT68VRCToXsjGfw0lCOzllZWpsyhFHCUCUanYdC1mVPX4XuPSEtJklPQTXiuBAkmOog9Gw56jkuE3Vga4yRgM730uP8/aW0hcnShW2SEyOEEKcpCZKO1FFMwj6cpOsNwpcfxPRtrx+CUsTzLyRe8g6STBPPby7x4Es7GKrWF6LsbPd5z0UzWDgzrYNkbNq7LYwNG5tWMavwBnkbUR3qoiUewtMJeri3fE4FXNTWzx6aKFUigqj+2q6rqdRiyiZDi3YgiaFBAUKSOO0JtvaH6bHyKZ6WOtKtt21dQ+zpq1DIeg1XvEaCvm1dQ0d19UoIIcTJQ4Kkk0DSu51w3YOYrjcOeEahF1xAdfE7SHLtbOmpce8ju9jZV3+kvznncM3KNlYtKtYFEj37qvSXAma1FejLz+GntWYuHHyYebofpdLqRoF1CPGY6Qxxrf053913OQNNS8ZVg46jhE5nLwXloPKtmKG9UGhrkJM0AEmEKe2t6yqf9O2g9tidE0rqPhp5RKMNWXMHb8haqcWUKo2LYQohhDj1SZA0jZmBLsJ1PyHZ+cq455y55+KvuIakeTZ93RXuf6Kbl7bVJ6O7juLt57aw5rwWMt74YCCKLU3NTcTZJvrKhv5SK0uNS1V5VKyPiyWvQwoqRFlLhpA/zD/CDxKPbm/x6HU6k+1cmKxltjdA80sO1hqIAuzQXsi37C9AWCtBEoHjpl3lRwIo1wfHw1b6CV+4D2feuQfdejtaeUTFvIfjKOLYNGz/EccGx1EU895hryWEEOLUJEHSNGRKfUSv/JR46wsc2BVWdyzGX/HrODMXEkSG+57r4Scv9hEn9V+34owCv7GqjbZC45u867o0tbXSn5Sp9gU4jmaO3cssZ5Ahk8NVlmanhMJibFr1WqHIqZD32Ed4IHTY6S1gfrSdq8wjZHVEJt8Mw8f9sQbiKM05UjrdUmuaiR3qgWya1B1GyXDhQ5UGKodJ6j4wjyiKDWGYdo9vLfqTyiM6Y3YTc4ZbY3ju+PYf5VraCuOM2XJCRQghTlcSJE0jpjpItOEXxJueGW3COkK3zcdbcQ3O7LNRSjFUjfnHH26ha6B+a21em897LpzB4ln1/ddGr6M1jp+BTJHmvMZx9lCqhTTnPQq6hqsMNeXQrIdQ1pKk9aOBNFyzQFbHvMX8im+VOniL9yvyOsZtaieTGQ7IXB+KM7GVfejiTPyL3o/ONWOqgwSPfIMggYHBClFiRpvCeo6mpeCSMQm2NtRw7CN5RK6j6d5XJRpzfNdzNfnMxPOIJtr+Q5K2hRDi9CVB0jRgwwrRq48Svf5Euh01hmrqwF/+bpzO5XWrHa/trtQFSE1Zh3evbOPCxcWD3thdz0NlChg3O7rydOXKtAdc/2BAwXWxOZccEY5N6gIkGGlKq3FzBRZR4ZNnVmnfVMHNtKLc+hWr9Lh/EVvpR+ea05Whni1EVjEwWCG0btp+Qqd572FsGBis0JZT5LKNV29KlYggTKiFMRaFo9Rop9wwNkRxQNZ3J5xHdN6idm4Y05C1UksbsnYON2SV4/9CCHF6kyDpBLJRQPT6L4k2PgJRfZVslW/FW3Y17qILUXp8zsx58wssmJFh71DEpWc1c+WyBnlH1qCHunCSAF2cgWleTIyLGbM1t6SzlUvPm8VT67uo+J3sNS3Msd2g0lNtMNyLDIvGYpSDl8tDuZ+54TZiExGZPEkQ42iF52miaLgHl1LoOGbzlp24STvzOzrZHTXTSg+JdkfjL6XA0ZC1AbujDppnLGg4X/lcWsjSWPCc4dWt4X5pGogN1MKYfG7ieUQTacg64lgUs5xujlX7ESGEOBlJkHQC2CQm3vQ04fpfQFBfJZtMEf+8X8NdcinqYLWGgHzG4e8+dCahMZQqEcYckLvUuxl30xN4NgA3QxyFhDqHOv/XYfa5o19nrKWnv8aMlizWwmODK3mffpicioaDJIszpjGtIsH27UQBwaa1qCQgqdUYsnkCfKy1KKWw1uLamIxOuOuXXfR60FLwaa6ez/v9X1KkTM1miXFwSchSI1Q+Pw+Xk+8uN9wuU8P5WYrh4MhCYmxd1lZiYMvuAc6cO/Fj+xMpUnks26JMF8eqka0QQpys5CPicWRNQrT5OaoPfJHw+R/VB0heFm/5u8n/5l/hnfO2QwZII5RSDVcydO9m/FcfwCFiiDx7+gP29g1hercTPH4ne15Zm36dUgxWQvaVAoYqEZVaTF9hMQ84V1G1Pg4GdzhAskCCQg3XhTJY9kUOkXXwVEyrGsKzAcaCMRZrLXkd0JU0szloAaCrr8rL5Q7uN1ewV83EJ6JIBZ+IvWomP3XW8GY876DbZeVqTMZz0FoRG0t8QIA04t5fbmXDlr7Dzt9EjZyo29FTIuM5NBd9Mp4zeqLuaL7XiRLvXE/tsTtJ+raDl01PJXrZ0dIM8c71J3qIQghx3MlK0nFgrSXZuY7w5Z+kp7vGcjy8sy7HO3cNKpOf0vWNtezpLbOnt4LFctHQM+hskd7QoTbYj7IGpT2GrEOTqcArP2bHzLMo5LPc/9QWNu8eBJsGXZ6rCYqdPJj5Dd4b3YtjE2IUFoWr0kRpS5pHVCCkRJ4WSmgMzapKaD0cEvI6ILAeD4cXYEhrDrUWfaphzIulDrpnXMcs20OOGlWydKsOwtjgOMlBj90X8x4Z38H3NAOlsC5AUioN+qy1RLE5atWyJ1OZ+2RlrSF84T5sVJ1yaQYhhDgVSZB0DFlrSbpeJ3r5Qcy+nfVPKo175lvwll2Fzk29ovPO7hL3P7mVXb1lLIolLSGrmwP21iJqlUEcRw83mQOlNAFZOtQAj6x7hddKzfQO1IA0gVqhCGPD3oEqc9s8AjxcwMGilR2zoqQBhacSYqMYcIoUbRlPJbTqMqF12B238YtwBZvMXBzF6Ek0z01zloIoodufVTdXhzt2P3Jsf+ueIZRSOGrkW1MolW69+Z5Dc8E/atWyJ1OZ+6zO1iN6rxPF7N2G6d+NyhSPer89IYQ4mUmQdIwke7emLUR6Nh3wjMJduArv/HeiizOO6D3e3NnPz57fSc9ADd/zKBRzOHqAZKiXauhiUejhHCEArRUoD8cEdO/qotf6tDdn6OmvEcYJjgJXKxJjSSqD2KyiO2nGU4aCE5GngkFjrYbhRG6NITAZqsahVVd4NFzGK8E8dibtOFqj03gKhru3tBR9evtrDJYjWpSa1LH7kWP7d9y7HhPEOEql39twbpJWad7T0ayWfTpU5ra1oTQH6TD99g5WmkEIIU5VEiQdZaZ/d1ole9eGcc8588/HX/5udMvsI38fa/nFCzsJwoTW5hw1laE3cKhV9hHlYlwUES6JsXiOwnHSgEKbiNhq9kU+mZyD1prmgk/fYI3E2nSNSMFA5BH5Gg+D1R4BihzpqhMKlAWLGl5VAhdDhMvGaD47kuFE5pFYZ3hfTGuFRlHIeXS0ZukvhZM+dn/eonbee/kivvuz1zHGMrwDiO9qWgo+2YxLGCVHpVq2tYaWcDfnuDuIogL7vNmjq3IjToXK3CrbBIfpt4d20q8TQojTiARJR4kZ2kv4ykMk215kXJXs2WfhL78G5yBH26diV2+ZgUpMe3sLe8qarr4aQRTQTxs9poU5zj4GjINif4CUJIasrdJl2tmZtNMxXDIgl3Fpb84yWA6JYoMFtsft7NNtdKheSsojxiXBwSXGoNEYQusSWRfXgTwBu5I2dpoxQc5wpcjEWnxXj+bwLJhV5M9/eyU7uktTOk6/ZvV81r7Ww9Y9QxSyLo6jR1uLHK1q2SMnvdr6d/Nbbo0wUfTHbTzrXMR23XlU3+tE0zPPQLfOJenbAY43rvq4Dco47Z3omWecwFEKIcTxJ1mYR8hUBgie+z7VH99Gsu0FxgZIun0B2TV/RG7NHx3VAAkgNgqVaaY3TLfLgiit0G1R/CJYQWA92pwqWcdgjEHFIQVbIsLnF+EKtNb7F3qsRWtFU96jtSlDa8GjuZBlxuXvJ9E+RVvGJaFMLi3iSIIFhmwGj5gmysTK5+fBcqIEtAKtwViIEoPCks+49JfC0S01V2sWzWlm+ZkzWDSneVIJ1iPbboWcRy1Kl5KMtYRRUvceU03aPvCkl1tsJVIeM0wvV8cPMz/ZftTeazpQSuOvuhblZbGVfmwcYq1J/6z0o7xs+rwkbQshTjOykjRFNihTfeFewnU/TbcjxlDNs/FXvBtn3rJxibBHTCkc3yfXlqOn2oUfhRxQIomtaj4POVfyVp6nzewjowxWOfQwg1+EF9CVWcD8Jod9pRBjLYPlaHQFaWS0i+Y1c8bKi3kjSOh77h7aTT+uNgT4aT83FDmdYBV0mXYejVeyy51LQacBlzF2NHDLeA4ojmol62NVLbvRSa+sC7RoBoY8sqbEReFaXrWzTqnK3O78ZWTffsP+OklBWifJae+UOklCiNOWBElTVLn/i5iezXWPqUI73vnvxD1jFUof/U/dSmt0tgCZPLOzMLM5y1AlwhhGizgWcx5NBZ9NwTyeL7Wx0NvHYm8v1sIuNQs7YyE3vHURAF+/dz09/TUUab6QshAPR1xdfRUeXruTy1dfwmNqLk+88BKmUqJClm49g+UtZd6xtJkFZ8wlStq4qprw3rxH56zi6DZaIZcmj1eqx6ZC9WSqZU/UwU56ZX2X7AyXsKZZFJX575e2Mn/p+Sf1CtKB3PnLcOadKxW3hRBimARJU2CNqTvSr7JNaQuRxRdPqAjkVGjfR2eKWNfH2nRL6z1vXcQ9v9xC72CARTGjOYPvOvSXQoYqIauKe/md2W/gV3uwSYxyXLzmeWS8a9HzzqOlmGGoEo1Wr7Y2PSEGinI14ls/2chdD7+RBlC0gGqhtZjh2pXzWLN6/miAsOiAsR7psftJzcsEqmVPxuFOenmZDCQ15hbsKRUgjVBKyzF/IYQYJkHSFCitya75I+LXHsOZcQbOmZeiGp0KOkrvpf0sZJvS2tdjttbOW9SO62h+8NgmhqohcQLd/VUSY3lbxwDv95/Bq4aoTDG96ScxZriCcv/5/4WhSsisthwAtSBmsBJhsWnTWZMeqy/X0p5s7S0ZXJ0mXj/47HbmtOdPiW2mA8lJLyGEECMkSJoib8lbyJx9KWagG5Mkx+Q9tOugc01YN4e1jRpwpLlDn/ytFfQN1nh9Wz9GwZlzm5j9/NcxfeFBKyj7G3+CSd6Om/NQwL6hBItNaw+hiIbfz9FgsQyVI2a15Wgt+nVVpk+11RQ56SWEEGKEBEnTkFIK7WdQuSYMTnqU/iB8V+O7mkLWY8GsdHUj6dlC9TAVlP1qD/OdXvriOVjSith6uDjjSNsRAK00lrTVRxgbMp5TV2X6eG6tHQ8jJ71qj92JrfRDpjC6CmeDspz0OkkYa49qrpoQ4vQkQdI0o10HnS1ivdy4U2uNNIqfJlJB2cUwvxm274vJeBrL/noQI6tWaqTthwVD2rgWTo0q04ciJ71Obhu29I2eekwSi+Mo5rTnT5mTiEKI40eCpGkizT3KoLLF4dWjI7jWBPNqLl6xmBeerFCupsGOHf7XSDA08sl7pDSATrO6T4kq04cjJ71OThu29HHngxuphTGFrIebS9ve7Ogpc+eDG7nhmqUSKAkhJkx+408D2nVw8k2Qa00DpCO93nBejQ3K43KZRvJqdOtclqxYwQ3XLOWM2UW0giSxJMbge05a22j46421eMPbeiNVpue05ydVZdpaQ9KzhXj7yyQ9W7DWHPH3eayNnPRyF6zA6VgkAdI0Z6zlvqe2UgtjWosZfM9BK4XvObQWfWphwn1PbcUcYvtaCCHGkpWkE2hk9Sg9uaYPmXs0qetOIq9mpNbQIy/s5EdPbCGKDS0FH6Ogp69ClICjFU0Fj2iCjWgPNNLiw/TvTrcBtYNunStbV+Ko2tY1xJ6+CoWs1zAX71TOpRNCHBvy0fgEGbt6ZI/BX8NIXo3T3glRDSoDENVw2jvJvv2GuuBEK8Wvre7kY+9ZxsI5TQRRQhAkFLIehaxLPusShoYgSujsKExqy+LAFh/kW8DLkgyXIoh3rj/q37s4PZUqEUlicd3G/z25riZJ7CmbSyeEOPpkJel4G24ronLNhz25dqQmm1czsqq0c285zWkyCXNn5KfciLZRi490YPtLEYQv3Icz79xjvpVlrZH8olNcMe/hOIo4NqMNj8c6HXLphBBHlwRJUzBywzVJgI0CKM6c0A1XOU7aVsTPjzu5Ntmb+ES/frIVlLVSLJ7bTFtbgX37ysSxmfLWxEiLj9jJkYQJjlajN6+RUgSmfzdm77ZjWuVZtvtOD2fMbmJOe54dPWU8V4+rcVWuxXR2FCaVSyeEOL1JkDRJY2+4Tr4pbeehPbzzrsSdfVbjFymF9ry0MKT2xi0eTfYmfrLc9Ldu3UWhUmPAKIxNUAo8R9NS9Mn6bponFSRpyYJjZGS7z0bVusrjI9t9B249ipOXVoprL1vInQ9upL8UUsi6uG56um0quXRCCCH7DZMwLr8m1wyujxnYQ/DcD4i73hj3GqU1Tq6AyrdhVOMAaTI5OydLjs+GLX3cs3YvYaJwVbrNoZQijA29AzVqYXzMW3yM2+5zfZTS6Z/5VmxUS58/CU7aiYk5b1E7N1yzlM6OAkGUMFgKp5RLJ4QQICtJE9Yov0ah0pWJXDNUB4k2PIwz68zRba/R1SMn07CtyGRzdqZTjs+hjBzF3hm20p9tY6btpWQLKKVwHEWSWAaGAjqy4TFt8TGy3XeoyuPHY7tPHF8juXVScVsIcaRkJWmCDnvD9fOYoR7Mvl1pMJDNoYptGO0ftO/a4a6pxtzEp/L1J8rIUex81udZ5yIifIqUcW0M1uLrhKwpkWj/mLb4mEjlccyx3e4TJ4ZWikVzmll+5gwWzWmWAEkIMSUSJE3Q4W+46WkwZSN0vglyLVh76Omd7E38ZLnpjz2KvV138pB7JXvVTHwiilTIENFl2tm79IPHNB+orvJ4I8d4u08IIcTJTbbbJuiwrT4suC2zcFrngZ+f0Mn+ibYPGbmJT/brT5QDj2Jv151sV/OZZXvIUWMw9tlm2/hU57FNmB6pPJ707QDHG3fayQblY7rdJ4QQ4uQmK0kTdKhWH3gZ3FwB3ToH2hdMuPTRRNuHjNzEJ/v1J8rIUexyLd4/TqXo1rPYohawKWhjTvuxP4o9UnlceVlspR8bh1hr0j8r/XWVx4UQQogDyd1hghrecLGgNK6jsRacs6+Y1A13sjfxk+WmP3IUO+s79JdCwijBWEsYJfSXwuN6FHsylceFEEKIsZQ9WFbxKSxJDH195Sm9tq5OUq4IXg78PN7yd035hjvd6iS5rq4rJjlVG7b0cd9TW9nTVyFJLI6jmNOe59rLFh73o9jHo+L20Zq3043M29TIvE3N8Zq3jg7JdTwVSE7SJE221cexuOaxGMOxMJ2OYk+28rgQQgghQdIUHIsb7mSvebLc9EeOYgshhBAnm+m19CCEEEIIMU1IkCSEEEII0YAESUIIIYQQDUiQJIQQQgjRgARJQgghhBANSJAkhBBCCNGABElCCCGEEA1IkCSEEEII0YAESUIIIYQQDUiQJIQQQgjRgARJQgghhBANSJAkhBBCCNGABElCCCGEEA1IkCSEEEII0YAESUIIIYQQDShrrT3RgzjerLUYc9p925PiOJokMSd6GCcdmbepkXmbGpm3qTke8+Y4sgZxKjgtgyQhhBBCiMORUFcIIYQQogEJkoQQQgghGpAgSQghhBCiAQmShBBCCCEakCBJCCGEEKIBCZKEEEIIIRqQIEkIIYQQogEJkoQQQgghGpAgSQghhBCiAQmShBBCCCEakCBJCCGEEKIBCZKEEEIIIRqQIEkIIYQQogEJkgQAX/3qV7n++uvrHtuwYQN/8Ad/wKpVq7jyyiv5xje+cYJGN7309/fzd3/3d7zjHe/gwgsv5Hd/93d57rnnRp+XeWust7eXv/qrv+Kyyy5j9erV/Lf/9t944403Rp+XeTu8zZs3s3r1ar7//e+PPibzdnA7d+5k6dKl4/656667AJk7cXgSJAm++c1v8i//8i91j+3bt48Pf/jDLFq0iLvvvps//dM/5f/+3//L3XfffYJGOX385V/+JS+++CK33XYb//mf/8n555/PRz/6Ud58802Zt0P4xCc+wfbt2/n617/Of/7nf5LNZrnxxhupVqsybxMQRRE33XQTlUpl9DGZt0PbuHEjmUyGxx57jMcff3z0n+uuu07mTkyIe6IHIE6crq4ubr75ZtauXcvixYvrnvuP//gPfN/n7//+73FdlyVLlrB161a+/vWv88EPfvAEjfjE27p1K0888QTf/e53ufDCCwG4+eabefTRR7n33nvJZrMybw3s27ePzs5OPvGJT3D22WcD8Cd/8ie8733v4/XXX+fJJ5+UeTuM22+/nUKhUPeY/Hd6aK+99hqLFy9m1qxZ45678847Ze7EYclK0mnslVdeoaWlhXvuuYeVK1fWPffcc89xySWX4Lr74+jLLruMzZs309vbe7yHOm20tbVxxx13sHz58tHHlFJYaxkYGJB5O4i2tjZuu+220QBp7969fOMb32DOnDmcddZZMm+H8eyzz/K9732Pf/qnf6p7XObt0DZu3MhZZ53V8DmZOzEREiSdxq666iq+9KUvsWDBgnHP7dmzhzlz5tQ9NvJpbNeuXcdlfNNRc3Mza9aswff90cceeOABtm3bxhVXXCHzNgF/+7d/y9ve9jZ+/OMfc+utt5LP52XeDmFwcJD/8T/+B3/zN3/D3Llz656TeTu01157jd7eXn7v936Pyy+/nN/93d/lscceA2TuxMRIkCQaqtVqdYEAQCaTASAIghMxpGlp7dq1fPazn+Xqq6/mqquuknmbgBtuuIG7776b9773vXzyk5/klVdekXk7hL//+79n1apVXHfddeOek3k7uDAM2bJlC6VSiT//8z/njjvuYMWKFXzsYx/jySeflLkTEyI5SaKhbDZLGIZ1j4384sjn8ydiSNPOQw89xE033cTKlSu57bbbAJm3iRjZ/vjc5z7HCy+8wLe//W2Zt4P44Q9/yHPPPcePfvSjhs/LvB2c7/s8++yzuK47GgwtX76cN998k2984xsyd2JCZCVJNDRnzhy6u7vrHhv5/7Nnzz4RQ5pWvv3tb/Onf/qnvOMd7+DrX/862WwWkHk7mN7eXu69916SJBl9TGvNkiVL6O7ulnk7iLvvvpve3l6uvPJKVq9ezerVqwG45ZZbuPbaa2XeDiOfz49bLTrnnHPo6uqSuRMTIkGSaOiSSy5h7dq1dTe1J598ksWLFzNjxowTOLIT7zvf+Q6f+9zn+P3f/32+8pWv1P0SlnlrrLu7m09/+tM888wzo49FUcT69etZsmSJzNtBfPGLX+T+++/nhz/84eg/AH/2Z3/GHXfcIfN2CK+++iqrV6+uq2EGsG7dOs466yyZOzEhEiSJhj74wQ9SKpW4+eabeeONN/j+97/PnXfeycc//vETPbQTavPmzXz+85/nXe96Fx//+Mfp7e2lp6eHnp4ehoaGZN4O4txzz+WKK67gH/7hH3juued47bXX+Ou//msGBwe58cYbZd4OYvbs2SxcuLDuH4AZM2Ywf/58mbdDOOecczj77LNHf+befPNNvvCFL/DCCy/wx3/8xzJ3YkKUtdae6EGIE+8zn/kMO3fu5Fvf+tboYy+99BK33nor69evp6Ojg4985CP8wR/8wQkc5Yn3b//2b3z5y19u+NwHPvAB/vEf/1Hm7SCGhob40pe+xEMPPcTQ0BAXX3wxn/nMZ0bLAsi8TczSpUv5whe+wG/91m8BMm+H0tfXxxe/+EUeffRRBgcHWbZsGTfddBMXX3wxIHMnDk+CJCGEEEKIBmS7TQghhBCiAQmShBBCCCEakCBJCCGEEKIBCZKEEEIIIRqQIEkIIYQQogEJkoQQQgghGpAgSQghhBCiAQmShDgJTaW8mZREE0KIyZEgSYiTzM9+9jP++q//elKvueuuu/inf/qnSb1mx44dLF26lO9///uTet3SpUu5/fbbD/k1119/Pddff33D1zz99NMsXbqUp59+elLvK4QQR5t7ogcghJicb37zm5N+zde+9jXe8pa3HP3BTNEtt9xyoocghBCHJUGSEOK4O+uss070EIQQ4rBku02Ik8j111/PM888wzPPPDO6JdXd3c3//J//kzVr1nDBBRfwoQ99iJ/97Gejr7nqqqvYuXMnP/jBD1i6dCk7duwA4Nlnn+WjH/0ol1xyCcuXL+eqq67i9ttvxxhzxOMslUrcdNNNrF69mre+9a387//9v6lWq3Xfx9jtNiGEmI4kSBLiJHLLLbewbNkyli1bxve+9z06Ozv50Ic+xDPPPMNf/MVfcPvttzN//nw++clPcs899wDwr//6r3R0dLBmzRq+973vMWvWLF599VVuvPFGWltb+fKXv8zXvvY1LrzwQv71X/+V++6774jH+a1vfYtSqcRXvvIVPv7xj3PXXXfxN3/zN0d8XSGEOJ5ku02Ik8hZZ51FsVgEYNWqVfzzP/8zfX19PPDAAyxYsACANWvWcOONN/J//s//4T3veQ/Lli3D933a29tZtWoVAK+++iqXX345//zP/4zW6Welt73tbTz88MM8++yzXHfddUc0zsWLF/PVr34VrTVr1qxBKcUXvvAF/uRP/oQlS5Yc0bWFEOJ4kZUkIU5izzzzDKtXrx4NkEa8973vpaenh02bNjV83fvf/36+/vWvE0URr7/+Og899BC33347SZIQRdERj+uaa64ZDb4A3v3ud2Ot5amnnjriawshxPEiK0lCnMQGBgbo7Owc9/jMmTMBGBwcbPi6Wq3G5z73Of7f//t/xHFMZ2cnq1evxnXdo1JPaeT9R8yYMeOQ4xFCiOlIgiQhTmItLS3s3bt33OM9PT0AtLW1NXzdrbfeyoMPPshXvvIVLr/8cvL5PABvfetbj8q4DgyGRsYzEiwJIcTJQLbbhDjJjN3GuuSSS3j++efZvn173dfcc889dHR0sHDhwnGvAVi7di2XXnop73znO0cDpHXr1tHX13dUTrc99thjdf//vvvuQyk1rWo1CSHE4chKkhAnmebmZp5//nmefPJJbrzxRu655x4+/OEP86lPfYq2tjZ++MMf8tRTT/H5z39+NDhqbm5m/fr1PPPMM1xwwQVccMEFPPDAA3z3u99lyZIlvPrqq3zta19DKVV3VH+q1q1bx80338x73vMeXn75Zf7lX/6FD33oQyxatOiIry2EEMeLBElCnGR+//d/n3Xr1vGxj32ML3zhC3z3u9/lS1/6ErfeeitRFHHuuefy1a9+lauvvnr0NR/5yEf4/Oc/z0c/+lH+/d//nc985jNEUcRXvvIVwjCks7OTT3ziE7zxxhv8/Oc/J0mSIxrjJz7xCdavX88f//Ef09TUxB/90R/xqU996ki/dSGEOK6Ula6XQgghhBDjyEqSEOKwkiSZ0Kk315VfKUKIU4esJAkhDmukHcrhbNy48TiMRgghjg8JkoQQh7Vp0ybK5fJhv27FihXHYTRCCHF8SJAkhBBCCNGA1EkSQgghhGhAgiQhhBBCiAYkSBJCCCGEaECCJCGEEEKIBiRIEkIIIYRoQIIkIYQQQogGJEgSQgghhGjg/we0B9+I9vqRCwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=tips, x='total_bill', y='tip', hue='sex');" ] }, { "cell_type": "markdown", "metadata": { "id": "tYyH7BA14v-C" }, "source": [ "If one of the features is a categorical variable (e.g., `survived` in the next example), linear regression models may not produce good results, and an alternative is to apply a logistic regression model by using `logistic=True`. The regression line shown the estimated probability of the variable `y=1` for a given value of `x`.\n", "\n", "The function `lmplot()` also allows to add jitter to the data in the scatter plot by using the `y_jitter` parameter, in order to better visualize the values. Jitter is applied only to the scatter plot, and it is not applied to the data for fitting the regression model. \n", "\n", "In the plot below, the regression lines indicate that the probablity of men to survive decreased with age, whereas the probability of women to survive increased with age. " ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=titanic, x='age', y='survived', logistic=True, y_jitter=0.05, hue='sex');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the relationship between two features is not linear, the function `lmplot()` can also fit a polynomial regression model to identify nonlinear trends in the dataset by using the parameter `order`. E.g., `order=2` in the next cell fits a second-degree polynomial regression model. " ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=tips, x='total_bill', y='tip', hue='sex', order=2);" ] }, { "cell_type": "markdown", "metadata": { "id": "8p9fX_nI8H3_" }, "source": [ "As we explained in the above sections, we can create subplots by setting the parameters `col` and `row` to specific data features." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 759 }, "id": "uxml2EnV8oFe", "outputId": "21e14e5d-ceee-47f3-a8a7-1d920c474d55", "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=tips, x='total_bill', y='tip', hue='smoker', col='time', row='sex');" ] }, { "cell_type": "markdown", "metadata": { "id": "aH9-COBbCg-4" }, "source": [ "## 9.5 Multiple Plots \n", "\n", "Multiple plot functions in Seaborn are used to visualize multiple features along different axes. Seaborn provides the following functions:\n", "\n", "- `FacetGrid()`\n", "- `PairGrid()`\n", "- `PairPlot()`" ] }, { "cell_type": "markdown", "metadata": { "id": "av3UfxuYF7Pf" }, "source": [ "### `FacetGrid()`\n", "\n", "The function `FacetGrid()` creates multiple grid plots and allows plotting the features on row and column axes in order to visualize the relationship between multiple features in separate subplots. It allows to draw a grid based on three parameters: `col`, `row`, and `hue`, where `hue` allows to draw different categories in a subplot with separate colors. \n", "\n", "After the grid is created with `FacetGrid()`, visualizations are added with the `map()` method that specifies the plot type (such as scatter, histogram, bar plot, etc.). " ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.FacetGrid(tips, col='sex', hue='smoker')" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 238 }, "id": "5zPG2dAkF_Ep", "outputId": "c8b78031-40eb-4e2d-80cd-5b7cbb3e6ab4", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.FacetGrid(tips, col='sex', hue='smoker')\n", "plot.map(sns.scatterplot,'total_bill', 'tip')\n", "plot.add_legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`FacetGrid()` allows to control the height, aspect ratio, and other properties of the subplots in the grid." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 419 }, "id": "bYNqfMsoKIRU", "outputId": "00c11d77-c97a-4c84-d3f1-c5ea0c81bb12", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.FacetGrid(tips, col='day', height=5, aspect=0.5)\n", "plot.map(sns.barplot, 'sex', 'total_bill', order=['Male', 'Female']);" ] }, { "cell_type": "markdown", "metadata": { "id": "r8s2G7o-Llgy" }, "source": [ "### `PairGrid()`\n", "\n", "The function `PairGrid()` allows to plot pairwise relationships between the features in the dataset. It is similar to the function `pairplot()` that we saw earlier for multivariate data analysis. \n", "\n", "An example is shown next, where `PairGrid` creates a grid of subplots by assigning each row and column to a different feature in the dataset. Since the `tips` dataset has three numerical columns, the created grid is of 3x3 size. \n", "\n", "Note also the difference between `FacetGrid()` and `PairGrid()`. `FacetGrid()`shows the same relationship between two features, conditioned on different categories of other features. E.g., in the above example, all subplots show the scatter plots of `total_bill` and `tip`, conditioned on the features `sex` and `smoker`. `PariGrid()` shows different relationships between the features in the subplots. " ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 737 }, "id": "okWomCwjLnXs", "outputId": "b594db73-f055-46b7-c454-48e55ea6aa40", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.PairGrid(tips, hue='sex')\n", "plot.map(sns.scatterplot)\n", "plot.add_legend();" ] }, { "cell_type": "markdown", "metadata": { "id": "OQ_KQ7uyNnWY" }, "source": [ "With `PairGrid()`, we can also be selective on the type of plots to include in diagonal subplots with `map_diag` and in the off-diagonal subplots (e.g., `map_upper` for the upper off-diagonal subplots and `map_lower` for the lower off-diagonal subplots). " ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 771 }, "id": "E_X5zyYsNvPE", "outputId": "aa7eb73c-722b-4123-82c8-faee45dfa8e9", "tags": [] }, "outputs": [ { "data": { "image/png": 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FM0fFqGXkS9zNQsnOzkZOTo7H/wAgMzMT/fv3x6xZs9Da2opHHnkEBw4cwLp16/Dqq6/i7rvvjnHLiYi6LpxVMjpb0UaQJBhUCmQla2CI4aI7ncGyfZSo5FSRyiFKXgG/2679dXCI8j9X9CQJN9SRmZmJFStW4IknnsCMGTNgNBqxePFizJgxI9ZNIyLqsnCtMtlTVhl1l+3zmZrUw8v2UfySW/8NKY2uh65+K0cJEfRXVlZ6/Lu4uBirV6+OUWuIiMIvlBKCwcQqRShW/KUmJdI+Us8hx/4bjvMSRU/cpfcQEfVEKqXgdzXcknwjVCHUnZfjQjqRFo+pSUS+yLH/huO8RNHDoJ+IKA6cMdl8roZbkm9E2cRcnDEFXiQH4CqjRPFMjv03HOclip6ESO8hIkp0eq0Kv3lpU/tquB3rYT+1ajuefmBi0NdgRRui+CXH/huO8xJFD8/wRERxQK9WYviQDI9a2G7t1WiCpK64K9r4W2wrlNcgotiQY/8Nx3mJoofpPUREccBdjeb8MpSdqUYTjtcgotiQY/+VY5vIP470ExHFiXBUo2FFG6L4Jcf+e65N561czHOK7DDoJyKKI+5qNO21r7vww9qZ15AEQVYBBhHJD1cujg8M+omIyKdACwHxx4Mo+uS2OBfFF+b0ExGRl2ALAZnsEiqrG3HGKkISWIubKNKC9clY9kNJENBiEXlOkDkG/URE5CXYQkAn6lvx6xe/wX92HMfJJjPqWm0wOZz8sSeKEDkuzgUATkHAjgP1qG0yof60BTWNJuw4UA8nzwWywzu0REQJxp2Hb7Y6kGLQwCFKMFnsncrJD7bQj93hxENzx2D9l4c8yvWVFhqxcGYxVEw1oATgHsGurW6EXquCLoarOoeyOFf7PJ1oEQQ0tFhw/hGRADS0WGBM1bFkp4ww6CciSiDunN+9Rxrx0NwxWPVJJXbt73z+b7CFftJTtPj7p56vDbhGHJ9/pxz3zSmB0snJfBS/5JY/L8fFuRySBNEJfLXzhMe5oCTfiJunFMAhSQw0ZYTpPURECaJjzm/ZpDys//KQz6A8lPxf90JAvpTkG6FSKbxe223X/jrUNJrCluojCQJMDifqmUJEUSLH/PlAfbJ9Iawoc0rA6g1VXueCXfvrsHpDFZwc5G8nh3kPvAAjIkoQHXN+h+Wk+1wlEziX/2tQ+R/3cS+6s3xduccKoCX5RpRNzEX9aUvAtrSa7DAnawK+RyjkNtpKPUMo+fPd/W53lr8+GcuFsKx2MeDFv9UuQqOJ/sWI3MjlPMagn4goQXTM+bXZA6fWhJL/670QkBr7qhvx1KrtWDxvTMC/1agV3c4xDjbaeh9X/KQIkWX+POS3OJfZGnjysNkqIqWHB/1yOo8xvYeIKEF0zOnVqAOf3kPN/3Uv5JWVrIFBJaBkaBaGD8nAvuomlBb4T//ZV93U7RxjuVYrocQnx/x5N88+GduVb5P0gY9DsO09gZzOYwz6iYgSRMec333VTSjJD3/+r3uk8bLS/rhnZrHXe7jTf6pPNnc7xziU0VaiSJBj/rwcGTSqgMfJoGHQL6fzWMQ+jW3btnXq+WPHjo1QS4iIws9dFjNWt9j9vb8753f9xoN4aK4rBcdX9Z7utFWQJKRolUhPT8J9c0pQ02hCq8kOjVqBfdVN+GzLESwoK+r28ZDzaCslNkGScO/MYuw8UI+MVB1sdic0agUaWywYPTSLaWVnCU4nFs4sxgvn56sXuEr3CqzgJavzWMTead68eRBCmJksSRIEQcDevXsj1RQiorCK9aSsYO/vzvk1Wx1YOHNUl+r0B3J+7fI+GQZYUxxoMzswaXQ/6McODEtQ5B5t7Thp0a19tJXBF0WIE8BXu05g53nBbPHQLKZJdKCSJNw7uwQmq6N9EMKgVUHBgB+AvM5jgiRF5p22bt3aqedfdNFFkWhG2IiiE42NbWF9TZVKgfT0JDQ1tcHhSOzOwX1NPP7202hMiUl7Qu2j3f18JEHAMh+TsgDXCTzSk7Ji/f7huuAJ9U6JKAh+q5UkSvWeaJ8zYtVHgcj8lkaCU6HAc2/v8lmZpiTfiPvnlDCo7cDVn52w2BwxX8RMjrpyHotEP43YSL/cg3gioq6IdSm/WL5/uKpQdObCQW7VSqhnMFkdAUtRmqwOJAeZLN9TxPrOZzw4dx5zXRjpNCro1dG/MIpY0L9s2bKQnysIAu69995INYWIKGxiXcovlu8fjguOrlw4uKuVtO8XAwmKsDazPeB2k9mBZHX0S3bKjZzKUcqdIElI1SmR0zc1ZpkADPqJiDoh1pOygr2+Xqfu9nv4S70JxwVHrO+UEIUiSR+4HxlYihKAqz/vPdKIm6YUYFhOevuE533VTVi/8SD7s8xE7Fu7b9++SL00EVHMxHpSVqD3L8k3orK6EaXdqC4S6FZ9sJrboVzwxPpOCVEo9FoVSvKNfnP69VoVEKOc/lhXDuvIbHXgobljsP7LQx4rgJfkG/HQ3DEwWx0wqNif5YKXX0REneAui3l+bepwlMIM9f3vnuG/Pv6K9yu6vNhLsFv1WnXgmtyh1C6P9Z0SolDYHSLunF7ks5/dOb0IdkdsFoYTz07kv+/pL7B42Ve47+kvsGxdOcQQqiVGQopBg/VfHvK6ONq1vw7rvzyEFAMDfjmJ2Nn11ltvxWOPPYa8vDzceuutAZ8rCAJeffXVSDWFiCisYj259EybFYU56Zg2KdfjdvpTq7bDYhO7PFoeLPXGYhMxZ3IBnE7P2v8l+UbMmVyAUMKOWN8pIQpFq8mO3/1tK+67qRS33zgCZosDep0KDc0W/PqFr/E/t18EXZTvSMkxf94hSgEnPDtECRpVbC5IyFvEgv6OlUCDVQWNUNVQIqKIieXkUr1W5XEr/XxdHS0PlnrTZrbj8ZWbUTYpz+uC4/GVm/H0AxOD5u92XEDMV/k6TvojOTDoVDjdasNv/7rF7/Zok+N8GJMlyIRni53pejISsW/t66+/7vP/ExH1ZOHIx43UaHmwQEanVcJiE/1ecJx/h8Hfvsb6TglRMHK8IyXH+TByTteT09wHuYjqp3H48GFs3rwZLS0tyMzMxLhx4zBw4MBOv05DQwP+8Ic/4Msvv4TVasXYsWOxePFiDB06FACwd+9ePPHEE6ioqEBaWhrmzZuH+fPnh3t3iIg6xSkI2HmgHhmpOtjsTrSa7WhssWD00CwoOvFjJEgSFs0qQU2jCa0me/toe/XJZiwoK+ryD1uwQEcbJGe/4w98sNrdLMNJcibHO1IGnQo6jRJlk/J8VsqJRYCtVysxbmQ2cvr28mpT9cnmmKXrce0A3yK2Im9HFosFv/nNb/DRRx/B2WG2u0KhwOzZs7FkyRIoFKHfkrrpppugUCjwyCOPwGAw4M9//jO+++47fP7557BYLLjuuuswZcoU3HHHHdi5cyeWLl2Kxx57DLNmzeryPnBF3u7hviaenroib5cJAk6dtmD1hiqvfPibpxSgT5ou5B9Hfz9oC2cWQ9XJU3rH0bAkvQpqlRIv+Fs5EsBzZ7fpNErMvGIoxgzPBiDAanMgxaBxLTgD4LkYrhocb7gir3x1XGk2VgsqtQvjOSScbbKIEl56d7dXm+6eMQo6pRD1NsV61fJA7erMqsVxtSJvR08//TQ+//xz/PKXv8TVV1+NjIwM1NfX48MPP8Rzzz0Ho9GI+++/P6TXampqwoABA7Bw4ULk5+cDABYtWoRp06Zh//792LRpEzQaDZYsWQKVSoW8vDxUV1fj5Zdf7lbQT0TUHTan5PVjDZybELtw5ihoQpjvFmgy3wudnMzn6+Jh3MhsLJpVAqvN4fO2+KKZxVixvgLXXjwEWrUSr36012OfSguNuGdGMfYeafT5nqzFT/FEDgsquUkA3v6n73OIQgFX349ym+yShL+8t9tnm15+bzfumTkK3V85pHPkOPdBLnceohL0/+Mf/8DPfvYzjyo+/fr1w1133QXAlfMfatCfnp6OZ555pv3f9fX1WLlyJfr06YOhQ4fiueeew9ixY6FSndu18ePH46WXXkJDQwMyMzO7vB+qMH9JlEqFx38TGfc18chxP0Ppo7Fq9xmTPWCVC6tdhMEQ/OexxRLsB82JVF3w0pmiBCx/e5fXa23ZUwObw4kHZpcg1SNdwBVOqADcNX0UdlTV4cudJ7z2aUdlHV58txxlk/IC5v6npumCtrGnkGNfiqRw/5ZGmlw+n3D1/XBqNTuw01+bqupgtTuhj/JCZqZWW+DtUT7/+DvXuqsuPTC7BMooXa1F5ZMwm83Izc31ua24uBitra1det3f/OY3WLNmDTQaDV544QUYDAacOnUKBQUFHs/r3bs3AODEiRNdDvoVCgHp6Uld+ttgUlP1EXldOeK+Jh657Gdn+2i0233ydEPA7RabiPT+aUFfp7ba9wj6uddxIKdvatDXOVZ7JnB5TocTA3r7vr18rPYMMlJ1fi9idlTWYeoE3+d8nUaJtBQt2uxOtJntSNKr0StZy3rekE9fiqRI/pZGWqw/n9rqxoA5/aH2/XA60RT4vGa2ODCkX68otcalOciEZ71OFdXvYHfOteEWlaB/ypQpeOONNzBx4kSvbR9++CEmTZrUpde97bbbcPPNN+PNN9/EvffeizfeeAMWiwUajeePh1arBQBYrdYuvQ8AOJ0SWlpMXf57X5RKBVJT9WhpMUMUEzf3G+C+JiJ/+xmrH/RQ+2isPp8kXeBR/CSdGk1NwXOddZogFXY0qpBe50xb4NGwM202v69zps0Gmz3wsfN1w1qnUeLR+ePxgp/b3NpoDXfJTLS/k7EMuiPxWxpJogSYbCLMVlcetkGjjNqo7Pn0WlXA1W/12tD6fnjbFPjOgk6rjHqbBAgBV1MWIES1TV0910ain0Ys6F+2bFn7/8/KysLHH3+MqVOn4pprrkFWVhZaWlrw5ZdfoqKiAgsXLuzSe7ir9fzv//4vdu7ciVWrVkGn08Fm8zzA7mDfYDB0cW9cIpXLJ4rOhJ7w2RH3NfHIaT87045ot1uvVgQpAagI2h5RELCvutHvD1qorwOEVmrP3+sYdCq0mgPX5+6dbvDa3wXTivD2P6tktbiQnMipL0VSvOyjXPKw3bRqpd/VbwHg/jklUT+2WrUyYICtVSuj3iZBkFA20XWn8fzJxWUTcyEIUlTb1J1zbbhFJeh3279/P/bv3+/1+B//+Mf2/P5gGhoasGnTJlx33XVQKl1XmAqFAnl5eaitrUWfPn1QW1vr8Tfuf2dnZ3d2N4iIwsJfCcDRBUbcdGUBJKB9Ep7P+tIAlq8tx94jjXho7hgA8JpA25lSgt2pQ65XK9HYYgl48WFQK7xq8QMClr29y+drcoIvyYkkCFjxfgXyB6Vj6kTPhehWrK/AXd0ojdtVFpsj4Lwgi80R9f6jUQi4eUpBexvc3BWFNIroV+/RqZT4bMsRn6uWf7blCO4qK4ruYooyWvMhYkH/vn37IvK6tbW1+PnPf47MzExcfPHFAAC73Y7vv/8ekydPRlZWFt566y2Ioth+UbBp0yYMGTKkW5N4iYi6Swng0uJ+mDrB84do6YrNGD4kA/fPLIYI+BxdvHtGMQ6faEbZpDwoFQLmXTcct984AmfabHCITvTLSurU6GN36pALkoTRQ7PQLysZQOCLj461+OtDmGDnfi4X1qFYsjhEXD1+sM9UmrKJubA4ROijPLFXjotzQZLQO02HiaP7eQTYjS0W9I5FCVG4zk93lhVh54F6j8d7p+tx9diBUT+PyGnNh9gtleaDKIooKirCO++8g5EjR/p8zrBhwzBhwgQsXboUv/3tb5GamooXX3wRLS0tuP3226HVarFixQo88sgjWLBgAcrLy/Hqq69i6dKlUd4bIiJPJrsYcKTb5nTVu/aV/vLKBxX4zfzxeO0fe30GIWdMNmQmde4Hvzsr42qUAgb3S8XCmcWw2h2wWEUk6dUB65iHunqn3NIqqOeRJCFgKs2d04qi3ia9NnD/CbY9UhSShNKhWR7rGeT0To7pRboE4OtdJ7zOISVDs2LSnnPn2tiu+SC7+6jB1goTBAF/+tOfMH78ePz0pz/FnDlz0NzcjL///e/o168fMjMzsWLFChw+fBgzZszAsmXLsHjxYsyYMSNKe0BE5FuwkTprgPrSOX174fWP9/oMQtZ/eajL1W/cK+NmJWtgCLJYzPlSDBoY1AJSNEoYUzQwqISAf+++ze2L+zZ3oHUIlq8rhyT0zMm+FF1OSQqYSuOMQUCrVrny530pyTdCrYpuuc6O3OsZFOZkIFUX27tycj2HyOEYyWqkP1QpKSlYsmQJlixZ4nN7cXExVq9eHd1GEREFEWyk22IV/W4blpPut+79rv11cIgSNKrQfsycCgVMVgfazHYk69XQa1VQOCM/kSyU29wmh1N2C+tQz2OxBr5At1gdSFZHN5XGLooBJ6jaRRGaGPUNSRDQYhFRW90Y0mqzkSTHxbnkIi6DfiKieGRQK3HfnBJkpOq8amwPH5KBJL3/sp7BSmSaLPaQ8nkdgoDn397lFTTcO7sYqhB/pLvzAx8spUiWecvU4xh0qoA18YNdwEeC2eLAU6u2o2xSntcE1adWbcfjd12MpBj0Dbml48n1HCKHCyMG/UREUSLCO8+0JN+IR+ePR+80HQTAb5WH5CCr9eq0KkhC4PQap0LhFfADrlHD598px/1zSoKO+IfjB96dUtT+w9vh70LN+yeKJL1GhUfnj8fqDVVec2genT8eeo0KiMLdsY4MOhUsNtHvHb9Y9I1gqTSxKMMrx3OIXC6Meub9DSKiKPP347hrfx3e/lcVBJxLfzk/77200IjsDIPffPiSfCM2VZzEjgP1aHNIqG+1weRweuWumqyBS/6ZgqQ0RCNXNpS8f6JIczidWPPPKp8XyG//swqOKAf8gDz7RiipNNEmt+MkpzkGHDIhIgojf6UmQ80z9Zv+4nT6zIcvyTdi2qRcCIKA9/5z0KM60PkjSW1BFtQymQPnKUcjV1ZO5e2o57LYROz0912vqoPFJkKtiW7wKEgSFs4sxvPvlHul5y2MUd+QYyqN3M4hcppjwKCfiChMAt3C7cyPo7/0F6Uk4e7po2C2iahpMLXn8x44dhp7DjV6jUqef4s90JwBADDoA/8kROsHvjulRInCwRxgUj3gmnSfEuWgXxIErHy/wueiUytjtGCYLkiZ0GDbI0VO5xA5XRgx6CciCoNgt3DnTw1c1zvUPNOWNhsaW6z4w2vb2h97dP44vPFppc/ndxxJMmhVGDs8G0P69/KanHj4eDMM2sB5yue38fyJjvoQ5hWEKlDeP1GkBeuP+lhM5LWL2PJ9DbZ8X+Nz+7zrhke9Ko1CEAKeUxQxLLErl3OInOYYyCroFwQBY8eORVJSUqybQkTUKcFu4aqmC2FZit2gU6H1vDSd4JV9XCNJCqcTd04vwvPvlHtNTrx3djEUZ0tm+hsZ67icvE6jxENzx3itWMpFtCgRaFQKlBYYffbp0gJjTEpjymnE2E2hkHD7jSPwl/cqvM4pd00vgiBIAHr22hodz5vn68y5PxwiFvS/9957nXr+9OnToVAo8Prrr0emQUREERTsB/mMyRaWPFO9WonGFgtK8o3t6TwadeAAxD2SJAkCXlhb7nNy4gvrynH7DSNxsr4NGrUC2/fVovpkMxaUFUEJ12rCZqsD98woxovvliN/YLrPFUtjWbWDKFxEp4QfXVUICPDqrz+aUgjRKQHK6AazBl2Q9Lwg2yNBq1Jh2Tu+K4KtWF+B+2aVRL3KkdzIaY5BxIL+X/7ylyE/VxAETJ8+PVJNISKKuKDpAFpVWPJMBUnC6KFZ6JeVDMD147qvusnjIqCj0kIjdBoVTDYH2swOTJ2Yi/xB6Vi/8SAstnN5yzsq6zB1grk9bci94M+K9RUYO6IPlr29CzqNEg/fOhaXjOqHoQPT/JYO7OkL4FD8UygkpKVoccmofpg64Vz+fEOzBWkpWjglEdEewVYpBb/9vCTfCFWUL0IAwGwLMknVJsIQ4qKBiezcud8Ji80BnUYFvTqB6vT/85//jNRLExHJTqi3cMORZ6qQJPRJ02HhzFGw2kVYbSImjxmIl971HklaOLMYL7+32yMPuCTfiIfmjsFTq7Z7BP4d04TcgUVhTjoyUnUAgLJJeXjvPwexa38dfnnr2IBt9JVq4K+yEZHcqJUqPOdjTQsAGJ1vxH1zoj+CfcZkC7gi7xmTDZlJ0U3vCVYRrC3ERQN7AkGSkKpTIqdvKpqa2uBwRP8OSMSC/v79+4f8XIknfSKKc6Hewg1b4CtJ0AiARqM8W0Xk3EhSm9kOnVYJrVqJPYcasOtAvcefugOGskl5HqP156cJ7dpf114lBACG5aS3Pz/UlCI3uSxOQxQKc4A1LXbur4PZ6kBSkD4QbnqtCk+8shX33VSK228cAbPFAb1OhYZmC55bswO/veeSqLYHCD6hWR+j6j3kW9Q+jY8++ghbt26F3W5vD/IlSYLJZMLOnTuxcePGaDWFiCgigqXvOAUBOw/UIyNVB5vdiVazHY0tFowemgVFGAJfJ4CV6yu8Vvz1NarvDug7Pm9fdZPXa7rTGtz/3y1YSlHHyWlyXLWTKBCTxeFVncpdlWb9xoMwWRxICrCmRSQY1EosnjcWqzdUeY30L543FoYoTgh106gUAVOOYjHhmfyLStC/bNkyLFu2DCkpKXA4HFCr1VCpVGhsbIRCocCcOXOi0Qwioojzm74jCKhvtnj9JksSUN9sQe9eOo8g2deFQ6C7BIFW/AW8R/WBc0G8Oz3gqVXbvfYn2aBG+dk7BR1H99dvPIiH5o7xeA/A9+Q0OS1OQxQKg16FxfO8q1ONLjBi8bwxQde0iAQJwNt+VglWKOC6eI5ym1pMNky/LA8TSvohs5fOY+5DVpo+JilH5F9UvrXvvvsuysrK8OSTT+LZZ5/FiRMn8OSTT6KiogJ33XUX8vPzo9EMIqKYsUsSnBLw1a4TXqN0N08pgF2SoIbvNJhxI7Mxv6wILwRIjzHbnX4D6/NH9d36Zhmw7BdXYF91o9edAHfbUpM0WL/xIADP0X2LTcRTq7ajbFIepk3KhQQgO93gc3KaHEsNEgWiUSnxwZeHvFbl3VlVB0EA7plRDFcYHj1yvHjWa1VoNdnxdfkJj2M1usA1kBCrxbnIt6h8O2pqajBt2jQIgoCRI0dix44dAICioiLcc889ePvtt6PRDCKimHFK8LotD7gC8tUbquCU/I/W5/Ttheff8Z8eIyoUqGkyBXz/82v5lxYakaxVwaASUDI0C8OHZHhtv292MZI0yvZt6zceRNnEXJTkGwEAFpuINRuq8MFXhzCodzIMKt8Lc8lpcRqiUNgcgQNsmyPwir2REMrFc7SplUq8v9H3xdH7Gw9BrYzuqsUUWFTOtAaDAcLZVdkGDx6MY8eOwWKxQKfTYfjw4Th27Fg0mkFEFDM2u+h3YuCu/XWw2UWICsFnoNFxAu35dlTWoabRFPS2fsfUnPNTcILNRei4LUmvwv1zSmCxiSGVnpMEAYCA38wfBwFoz4l231XwtzgNK/1QLLWZgwTYZgeSUqJ7dyrYqHksRtVtjiDnNYcYdNI/RU9UviGjRo3Cu+++i0suuQSDBg2CUqnEN998g8mTJ+PgwYPQaHhbl4gSm8UaeGTQYhXhb8X6YCvutprsOHSi2e+EutEFRqSlaPHLW8ein9EAg1YNi83hFVD7KyXqtc3pDKn0nK9UpY4Ti4cPyfC5OA0r/VCs6bWBR6h1QbZHgkIQMHZ4Nob07+U1ufjw8WYo/J1AIsgc5O6C2epAcpQnPJN/UQn677nnHtxxxx04c+YMXnzxRZSVleGXv/wlxo0bh6+++gpTpkyJRjOIiGImSa8OWA3EoFdBrVRAp1F65dYHGynL6KWFTpOBiaP7468fVHiUDC3JN2LqhFz8z/KvAQB/evByPP/OrogH1IEmFisUwJ9+dhnUCu90IFb6ITnQa1UBA2y9VhX1SjkKhYTbbxyBv7xX4XHnryTfiLumF0EQJER7wbBgE5qZuicvUfk0xo4di3feeQeVlZUAgEcffRQKhQLfffcdrr32WvzqV7+KRjOIiGLGoFbg0fnjsXpDldcP9qPzx2Pr96dQcbABj84fj8dXbvYI/IOVx6w+dQbPv70Lacka3HdTKW67fgQsVhEGvQoqpYDNFScBAAumFeGlddEJqINNOnSITmgE74sZOU5WpJ7HLoq47cYReNlHgH3n9CLYRREqRXS/h1qVCsve8V4wbNf+OqxYX4H7ZkV/wTC1UhmwZKcrp58X6XIRlaD/xIkTyMvLw7BhwwAAWq0W//u//wsAsFqt2LNnDy644IJoNIWIKCYCltsTgGFDMtpH6BdMK8Kyt3e1P+dE3RncN6cENY0mtJrs7SOOR040Y/plQ/H4ys3QaZS4/6ZSrP/ykM/qQEsWZCLJoPF43Y46E1BLgoAWi4ja6kbotSroVOGr2MNKPyQHklPAy+9X+OyvL79XgTunFUWpFMo5ZluQC2KbCIMquiP9Z0zWIKsEW1myU0aiEvRfeeWVWL16NYqLi722lZeXY8GCBdi1y/cPERFRIgg4gl1Vh6lnfzh3VNZh/tQiLPvF5e0TZ9UqJZafn5JTYMTdM0bhl89/BYtNxE1TCrwCfuDcD/HE0f0wKDslYBtDCahDzbfvasUeVvohOXBKUsAJqk4p+qk0bWZ70O2GKE8u1mtV+M1Lm9pL93ZMg3pq1XY8/cDEqLaHAovY2fPJJ5/E6dOnAbhW3l2+fDnS09O9nrd3716kpAT+ISIiinfBRrA7TtY1WezIStbAkKyBJAhY5ivHvaoOL727G1ePH4w1G6oCVvhx1+kPpfpHfavNb7WczuTb69VKlBYaPeYXuPmr2NOdvyMKJ7M1cH+1xGCCarDJw7GYXKxXu0r6+jr3sL/KT8SC/ry8PCxfvhwAIAgCKioqvKr0KJVKpKSkMKefiBJesBHqjpN1Oz431DsE7osGf5OFHaIEhSD4DahL8o34ateJ9h9vX6P3ncm3FyQJi2YWY/m6co/387Vib0dd/TuicNLLsDymVh04f16rjn7Qz/4aXyL2rZ09ezZmz54NAJg8eTKWL1/entNPRNTTBBrBLsk3Yl91EwDv0bFgdwjcP6katavyz0Nzx2D9l4e8Jh9eVtofEIA5kwvgdPrOv31q1fb2x3yN3nc23z5Y/X9/uvp3ROEiCELAADsW5TE1CgE3TykA4N1/b55SAI1CiMmougDg0uJ+mDrhXHpPY4slyslPFIqoXKr+61//av//Bw8exJkzZ5Ceno6cnJxovD0RUcz5GxHrGHD7Gh0LdofAmKbHuJHZ2FfdhPllRfhk0xEU5qR75de+9tH3mH55Hh5fuQUzrhiKn1xTCIcowaBXwemUsH1vjddrnz9635V8+0D1/wPp6t8RhYMgIOAE1ZhEtJKE7DQdfnRVPm6/cQTMFgf0OhUsVjt699LFpI9IgoDnfaT8AWdX9eZov6xE7f7Uhx9+iCeffBL19fXtj2VlZeHnP/85pk+fHq1mEBHFjPcIthoatQIWmwNL77wYSXo1nJKE02026LWu0e1gdwgqq5twyzXDoVIJkJwSMlJ1Pkf6yybmwmpzpQAN7Z+Gv39a6RXMuBfN6lgutOPovV6txLiR2cjp6127vPpkM/N3KWHoVEp8tsX3BfRnW47gzrJRgBTd8pgAIAJYs2G/10T6hTOLoxfQdSDnErtc1dtb1Eb6H3roIYwfPx4PPvggsrKyUFtbi/Xr1+NXv/oV0tLScPnll0ejKUREMdVxBNvfirVlE3Pxm5c2YfiQDNw7s9h3zmyBEQumFeHr8hNY9fFezL1uOOwOZ8AKPvOuG46ZVwxFc6sVP7mmEDdPKYBeq4IE10j/J5uOoGxSnscFQ8fRe0GSML+sCM+/U+51UXHvbI7oUSKRcNsNI/HSu7u9vut3zxiFWNSelxQKvHBeFS/AFVy/sK4c980qgRDlOv0mi6N9fZDMXjpXxTGdCvXNFixbsyNmJXa5qrdvgiRFfu/nzJmDAQMG4I9//KPXtp/97Gc4deoU3nzzzZBf7/Tp03jmmWfwxRdfoLW1FYWFhfj5z3+OMWPGAHBVBHriiSdQUVGBtLQ0zJs3D/Pnz+/WPoiiE42Nbd16jfOpVAqkpycFXMY+UXBfE4+//TQaY1ONK9Q+GuvPxz36BAhYub7C5yhZSb4RhWer8ZQWGrFwxihAEGC1iag9bYYAtK/kW5iTgbKJuchK10GAgAf+3xd+3/tPD14GtVKBl9+vwM4q75xgq12EAGDJis0AvG/P+6sk5Ou5FLpofydj1UeByPyWRoJNAv76wR4M7ufjrtaJZtwxdSQ0UU7xaXM4cf/TX/jd/twvLkdSlEfVLU4JTgl4+b0KrzuHd04vgkIAdIroHig5n6c609cj0U+jMtJfVVWF+++/3+e2GTNm4L//+7879XoPPvggGhoa8MwzzyAjIwNvvPEG5s+fj3Xr1iEjIwN33HEHpkyZgqVLl2Lnzp1YunQp0tLSMGvWrHDsDhFRl3QcfXp0/ji/t8XdJTYBYO/hRthFCXuPNODLnSf8juIvmFaEM222gO8vQMCK8wL+jq8xoaQfhvTrBcB39Q0538onCiebw4mt39dg6/fec10A4CfXDfeouBUNbebAE+nbzA4kRblOv1qlxLK3fa8S/PJ7FbhvTvRXCeZ5yr+oBP3p6entNfvP19TU5FXKM5Dq6mp8/fXXePPNN9tX8X3kkUewceNGfPjhh9DpdNBoNFiyZAlUKhXy8vJQXV2Nl19+mUE/EcWMJLgC7vxB6Zg6MRdaTeDTr7sEZ9mkPLz8fgXKJuYGXizI6USwG7eCgIAXGrffOAJ6jRLPP3Q5dCrv/Feulks9hdnq8Fv+dv3GgzDHoE6/Pkgd/mDbI8FsdQQ8L7mOU3QDbJ6n/IvKJ3HxxRfjueeew4kTJzweP378OJ5//nlceumlIb9Weno6/vKXv6CoqKj9MUEQIEkSmpubsX37dowdOxYq1bkf1PHjx+Pw4cNoaGjo/s4QEXWBxSHi6vGDUVndhMdXboHVFviHyT2KOCwnHTur6jwW7/KludWGXQfqMTrf6HP76HwjLEEWHKppMOGl93ZD4yPgB7haLvUcBp0KD80d095f//DaNjy+cgsqq5vw0NwxMfmu67VqlPjp3yX5Rui16ii3KPgqwaYgdycigecp/6Ky5w8++CBmzZqFa6+9FqNHj4bRaERdXR127tyJ1NRU/PznPw/5tVJTU3HZZZd5PPbxxx/j6NGjmDBhAv74xz+ioKDAY3vv3r0BACdOnEBmZmaX90MV5ttBSqXC47+JjPuaeOS4n6H00Ui3W5SANqsIk8WOJL0aBo0SSgGQHJLHJNt91U0B64C76/a7Y+9gqQROp4T1Gw/iobljvEb0S/KNWDS7OOiFg0ataK/P/8DsEijPS8VNUioCrpabpFV5/Q0FJ8e+FEnh/i2NBLUkBJwUv3BmMVSq6H7ZzVYxYBlRu0OM+qq8SfrAFxoGvSrqn7ecz1Ox7utRCfqPHDmCt956C3//+9+xbds2VFRUoFevXpg3bx5uv/12bN26Ff379+/Sa3/77bf4n//5H1x55ZWYPHkyfv/733ulC2m1WgCA1Wrt8j4oFALS05O6/PeBpKbqI/K6csR9TTxy2c/O9tFItLvutBnPvb3Da2XK+28qhQTP2+DuAB3wv1BWSb4RGak6AIEvEkbnG+FwSrDYRDy1ajt+e8+luPWGEahpMLWnJKxcX4GFs0tCWiBsR2UdLA4nBvT2nkh2/02leG6N9z4+cFMpstLk8V2IV3LpS5EUyd/ScDp9ojlg2orNIaJ/715RbVNtdSOeWrUdZZPyvMqIuvr9JRjUJzWqbbI62wIOXui1qph83nI/T8Wqr0cl6L/11luxevVqPPTQQ17bNm/ejF/96le44YYbOv26GzZswC9+8QuUlJTgmWeeAQDodDrYbJ6T2dzBvsFg6ELrXZxOCS0tpi7/vS9KpQKpqXq0tJghiolb5QXgviYif/sZqx/0UPtoJD4f9+h+TZMJUyfkIn9gOtZvPAiLTcSOyjo8t2YHfnxVocffuAN09w+4QauGXqeEVq2E6JTw//57EvYeacTWvadQkm/E+o0H8fCtYzGhpB8ye+naf/AbWizI6qVvXyvIYhNhsTlQfqDeo9QgANx6vd1n+c/RBa4Ljf97/dyKvGfabGhq8q6yogLwwOwSmGwizFYH9FqV626G5PT5fAou2ueMWAbdkfgtjYRgOf0WqyPq33edRgWdRomCQelITz1XHrNgUDp0GiV0GlXU29TcasGd04v8Vu9pbrVAG4NBbfd5yn3X1aBTI0kb+/NUZ/p6JPppxIL+hx9+GCdPngQASJKEJUuWIDk52et5R44cQVZWVqdff9WqVXjiiSdw1VVX4emnn24f3e/Tpw9qa2s9nuv+d3Z2dqffp6NIlVITRWdCl3bsiPuaeOS0n51pR7ja7a/WfseFrnZU1uGOG0d6/a3FJrYH5o/OH4dfLv8KgGtE6q5pozB8cAaqjjYhf1IuPt2sgCRJ+Lr8hEf1HXfAbhel9vc26FRYv/Gg1/uZLHZok7W4tLgfpk44N1LY0GyBIHje7zboVAGPT4pWiUF9UttLz0U/czfxyKkvRVI87KM7p9/XQncPzR0DfZD+EZE2qRX43aIJeOnd3V4B9u8WTYBOKUS9TTqNCr9+4Wvcd1OpxyrBDc0W/PqFr/Hbey6J6edtUAntk3YlUT7nqVj19YgF/ddccw1eeeUVj8fOryyhVCoxevRo/OQnP+nUa7/xxhv43//9X8ybNw//8z//A4Xi3GXk2LFj8dZbb0EURSiVrty2TZs2YciQId3K5yciOp/kI+AHzqXrdFzoSiEIIaXWAK70mhff3Y3CnHTs/6EJ98woxvyyIixfW+5VbtP977umj8Jv5o9D73Q9Gk6bsXjeGNjsTui0SqQkaaBUCFAKAp73U7+6JN/Y3t7SQiNX16UeTa1UBs3pj/YCXU5BwEvvlvts01/e3Y375pRAEeU+q1crMaR/L/z2r1u8tvE8Ij8RC/onT56MyZMnAwDmzZuHJUuWIC8vr9uve/jwYfzud7/DVVddhbvvvtujIo9Op8OsWbOwYsUKPPLII1iwYAHKy8vx6quvYunSpd1+byKijgLVg961vw4zLsvDTVMKMCwnHW1mO+ZPLcKZK62w2pyw2MT2UfasND2efG2b199Pm5SLNRuq8OK75Zg/tcgr4HfbWVWHUw1teOr17e2jk77mCQQr2TltUq7P+vxEPY3dIQbM6bc7xKjX6TcFKI+5c38dTDEojykIAu6cNsrn3Yc7p41y3UHkuUQ2opLT//rrr4fttT799FPY7XZ8/vnn+Pzzzz22zZgxA3/4wx+wYsUKPPHEE5gxYwaMRiMWL16MGTNmhK0NRERA4HrQOo0SmWl6VFY3eaUHlE3MxZ/e+g4Wm9iennP+35ZNykNaig6/vHUsNGoFTJbApfFsdifKJuUFHJ2cecXQgK+RpFNzVV0iuHL6g21PinKd/mD1582W6K8dYBOdeOWDPSjMSfeaXPzKB3swvyz6KxeTf3FXrPSee+7BPffcE/A5xcXFWL16dZRaREQ9VaB6z2WT8rByfYXfANydSrOzqg6SdO7facka/Gb+eLz+8V6Pi4Xf3nNJwLZo1AoMy0n3mrzb8X1vv3FEwNfQaqK/uA+RHOl1gUtRBtseCcHqy+tjUH/eahexbW8Ntu31vXLx3OuGQcPzimzIv1guEZFM6dVKlBb6XiyneGiW33ScXfvrMCwn3evfOo0Sjy4Yj9f+sRc7q+qQlqzBr/9rHP74s8vQK0nj971KC4zYf+w07EEmhjmdUsDFfRyiBLNdDPgaRD2BWikE7CvqGBR6VwiB26QQot8mszXw+cISZDtFF4N+IqJOkAQBJocT9a02WBwiFs4s9grGSwuNUAdZkOb8hbLc6TkmiytvNy1Zg98uvBQffHkIP/vjf7Cp4iTmTC7w+tEvyTdizpUFEACkp2gDvqdSIWDapFyMLvB8jdEFRkyblItWky1oCgFRT9DcakXZxFyf/a1sYi5aWm1+/jKCBClgmyBEPy1PjncfyD9+GkREIfJVnnPcyGwsmlUCq80Bk8UBg04FvVoZdMT8/EmA2ZkG9Mky4FS9q4b5fTeVetS+HjogDY+v3OxzYZ7HV27G4nljoFIpAi6Uo9UooVQocNOUfNx2w7nyemarHSpBwM4D9bhkVN/uHiaiuKfXqfHYy77721OrtuP/7p8Y9TZpVCp8sumIz/z5TzYdwZ3TRwFSdMtAatUKlBYYfRYIKC0wQhvlicUUGIN+IqIQ+CvPuWVPDWwOJ+6bWQyDe3RfktpTf0Ip0VlaYIQkSbBaRQzum4JnH7wcJqsD0yblojDHtdCXze70qOsPnJvwu3jeGGg1KgiCgNtuGI43P1V45Ni6RwJFpxNqlQKrP6/yqrRx85QCXDyqr2uk/+yFCyf0Uk+l1ygxfEiGzzkypYVG6DWqqAfYVrsD1186BPWnzR6PG9P0GD44A1a7A6ogdxjDTS0I+NFVBbikpB8yUz0XDRzUOxlqVu+RFQb9REQhCFSec0dlHcx28VzQD0CQJJ+r37oD8KdWuVa/LS0w4s7po7B0xSbcM7MEPxxs8Fhx15imx8O3jsX52bo6jdLv4kG3Xj8cN1w6pL0sqHt08k8/uwyrN1T5nVx82w3DsXjZuQXCFs0shpI/2NQDSZKEO6eNwsvv7fbo96UFrlKUUpQDfgAwme0QAK8F+koLjJg2KQ9mswNJKdGt3gNJQnqqDm9+XuXVppJZxQz4ZYZBPxFRCILlupssjvaVH92UkoT7ZhbDbBdhsjig1SjRZrHDZnPipz+6oL1Of0urFYtmlkCtVuKrXSd8jsJb7CLGDs/GkP69MCwnHSqlAkqlgMKcdFRWN8Jic6UT7dpfh9f+ARSeV8mnJN8Iqz1w7XHgXHWfHZV1WL6unCU8qUdyAmhpteKS4n6YOtFz9eqWVivSUgPPn4mEXslarP33HhQMSkfZRM/0no+/OYw7pnqv+h1pkiDgBR+LBu6oqsMLPH/IDoN+IqIQBJuw5t4uCUJ7kO/O7zeoFFAlafDCut1+8+0Xzhzlc7v733fcOAJ3lI3A6TNW6LVqmCwOJOlUGF2QhZFDMvH7V7d6BP7TJuV6vP6d04vQagpc699yXm1yX3cwiHoCSQLW/vsAhvTvhcxeuvbH606bsXXPKfxX2Uh43X6LMIdTwnWX+E/vcTglaKJcVaizd0Apthj0k1+CICCUCmCS5LoVSpTIAuXolxYaYVArIQJeef+lhUbcPaMYNocDldWN7Sv0dhylW7/xYNBReKVSACQBqz/f73Un4O4Zo3DTlHy89o997Y8bdGr8buGl0OtU0KoVWPXxPsy5siDgPqp8BAy+7mAQJTq7Q8S1Fw/2mT5XNjEXdocIrTr69ee1Ae4GxmINrK7cAaXYYdBPPgmCgLR0A1TK4FfoDtGJ000mBv6U0Pzl6Ltz3yV4B/yAa7TrhbXluHN6kd8c/Ifmjgla71qtVOKFdeU+7wS89O5u3D2jyCPoN1nseHzlFpTkGzGhpB+uHDsI31XWBKy0scPHRUewOxxEiUgQFAFXt75zWlHU26RSCAHn5CycOSrqbQr1DijJAz8N8kkQAJVSgZfW7UJTi8Xv89JTdbh7Zgk4QZ96gvNz9A0dqtyYHE6/t7l37a+DSiEEDCIWBAkibI7AdwIcjnMdsLTAVR2otMCIBdOK8HX5CaxcXwEAWDxvDAB4TU6cOjEX//f6do/XLS00Qq9WsnNTjyNJUsD+5pQkRDu/J9jdQKtdjPrqt8HugPL8IS8M+imgphYLGpr9B/1EPY0gSTCoFOduWZ/9QQt2mzvYD7ZCgP9R+EIj2syB8/HbLK7tJflG3D2zGKIo4qqLBmHF+7uxZc+58p2fbj6CRbM91xXQalRY8f7u9jkB7vdcxEl41EOZrYH7s9nqQLI6umkrwVa3tVhFpEQ56A92B5TnD3lh0N8DhZKrr1DEIjuQKH4Fu40dLH2nzWzHgmlFWLG+wuePp9kW+O+T9Go8On8cGpot2Hu4AcW5mRCcTtxVVoR51w1vD/ANaqVXKp5CknD3ec9jnX7qyXRBgudg2yMhSa/u1vZIOXcH1AmLzQGdRgW9WsHzhwwx6O9hOpOrT0ShC7YYV7AgQaEQUH/agjlX5uPW68+tlmux2qGAK8gItNpu/WkzPvjyEG6c4FoD4OkHJsKgUnjdmfA32XjR2cXFzr+DQdQTadWqwKtbq1UAottH9GpFkFQaRcz6rSBJSNUpkdM3FU1NbXA4or+OAQXHoL+HCTVXP6dvKn58zfAotowovgmShIUzi/HCeQG1u9qHNkjQnmLQwGZ3+l0tt0+aDotmFWP52nKv7YtmFcMuivjJtcPx6xe/hsUm+qya4W9VYdbkJ/KkUgi4eYqr2pWv/qhSRH8iG1NpqLsY9PdQwXL101Kiv/AIUbxTSRLunV2CVosdDactEAS0r4b71AMTMf2yPEwo6eex4m5DswVZaXrYRTFIZY5irPr4e0ydmIvbbzx3J6Ch2YLXP/4et1wzDK0mW3tevq90I9bUJgqNxSHC4XDi5qvyPfqb2WqHw+6ExSHCEOWa+EDgYgJEwTDoJyIKI4XTiRSdGsoMASaLAxNK+mHS6P4w2+yQJAlfl5/wWL1ydIHrToDJ4lnHX6lUIC1ZA5VSAbvDieY2K668KAd7jzRi/caDHpNuAeDai4fACeCmKQUoHprlmlh8XkDAmtpEoTFZ7FApBGSk6GBzOF13yc/+u/G0BSaLHYak2PQVf8UEiIJh0E9EFEaiIGD5O7u8UnwWzSrGu/8+iIJB6SibmOuxONfH3xzBgmkjPer46zTK9n93HP0fXWDE4nlj8H+vb/cI/E0WB/obk/D+f5o81gFw3/pXShJrahOFKCNJA2eygOff8U6nu3d2MRQMtCkO8T4uEVEnSYIAk8OJ+lYbTA4npLPlsPzlzO/aX4cX3y3H7CvzUXW0CY+v3II/vLYN//f6dhjT9bjl2mGwOyR88NW5AL9sUp7Puv47q+rwwZeHMOOKoR6PZ6XpsOL9Cq/nu/P1JUFon2zsS3tNbSKCpFB4BfyAqy8//045JAXDJ4o//NYSEYVIEgS0OSQcqW1FbZMZ2/fV4hfPfoll68ohCkLQnHmTxdGe2uMeyf9q5wn87I//QW2TySPtZ1hOut+6/juq6lCafy54L8k3whFgcTB3vr57IuD5gT8nAhJ5MlvPpds9On8cfnnrWDw6fxxumlKAyurGoHX8ieSI93IpLILV9Wfdf4p3oo9R/JJ8Ix6aOwZPrdqO5evK8eOrCgO+Rqvp3AJb54/k2+yeJe7O//f5HKLU3oayibloDbJ4lztfnxMBiYIzW+we6XZu7j5vtkR/cS6i7mLQT92i16ogOiWkpycFfa7olIIuCkYkR4HSdgBXAL9mQxXuuHFkwNfRqM/dXB0xOAMAMG2SK7+/T6YBN00paJ+k2/G5vhj0Kjw6fxz2VTfhsy1HMPe6EYGf3yFfnxMBiQLrlazFG58FqqY1KhbNIuoWBv3ULVqNEkqFELTuf0aqHnfNLIbAqJ/iUKC0nV376zBtUi4AwCE6/dbiLy00Yl91EwBXak9mmh6V1U0+RxGfWrUd+6qbAtb116mVSNarMWl0P+jHDmx/D/8L9ygZ3BOFyC5KftPrdu2vg12UoFHx94ziC4N+Cotgdf8Z7FM8C1bq0p2K09pmx63XD8eqT+ARfJfkG3HPzGKseK8CgOvOwMr13pNuPSbxbjyIh+aO8Xjc/Vo3TymARiEg67yR+kWzSlDTaEKryd5eGaj6ZDMWlBUxfYeoE0yWwOlyZosdSSxvS3GGQT8RURDBSllq1AqMG5mNJIMaqz+vRP7AdEyd4ErbSTaoYdCp8N2+U5hx+VDYHE4My0n3GOHvaNf+Otxx4wgU5WbC6ZQwdWIupk3KhUGrhslqR2OLBb3TdF6j9r5KhZYWGrHwbLlOIgqdXhu4z+uCbCeSI35riYiCcJe69JU6U5JvRGOLBfPLRuH5d3Zh1/46bP2+xus5I3Iz4HA4MXF0P+g0gU+9JosDv/vb1vY6/KUFRsy7fjiSDQbk9E72GrX3N+dgR2UdXlhXjvtYmYeoUzQqZcD0Oo1KCYB9iuILg34ioiDcpS6Xryv3CPxLC424Z0Yx1AJgcjhQmJPePjHXnV6zfuPB9rz/3726Fb+951IolYHT3Sw2R3vAX5JvxJwrC5CqV7sWBPIRvAcrFWq2izCoWKGZKFR2UcS0SbkQBPhcQdsuitCwT1GcYdBPRBQCv6UuAZgdIpSCIuDEXJVSAZ1GCbVKAdHpRGmB0WegPrrAiN7pBvxu4aUw6FVwOiVs31uDS4v7Qq/0HWQEm3PgLtdJRKExWxwQBAGXFvfzWEG7odkCQRBgtjiY009xh0E/EVGIzi91KQJYvrYc+YPSsf9oU8CJuUqFgN/fOwF7DjUgq5ce/1VWhL+ur/Cq+z91Qi5+8exGWGwiHp0/Do+v3AIAGJ1vhN5PkBFszkGw7UTkKTVJg79/Wuk3vSeWJTudCgVMVgfazHYk69XQa1VQOAOv60EEJEDQv3z5cmzatAmvv/56+2N79+7FE088gYqKCqSlpWHevHmYP39+DFtJRIlGEgSseL8C+YPScfGovsjt1wtTJ+a2p/S403N27a/DnCvzYbOLaD5jhSQBTknCibpW/PiaYbj9xpGwWO3Q69T4atcJPLVqOyw2ESX550p8AoDN4YQoCD4n5Qaac8BynRQvpLOrWsth0Ti7KLWvyDssJ90rZS9WJTsdgoDn397lVdHr3tnFULGPUxBxHfT/7W9/w7PPPouxY8e2P9bU1IQ77rgDU6ZMwdKlS7Fz504sXboUaWlpmDVrVgxbS0SJxOIQcfX4wX5X7HQH7wCgEASk99LCZBbx1a4TPktwqlWK9tdxr7L71Krt7f8uP1CP/T80+ZyUG2jOwSJO4qU44GvFa/f3NxbVp8zWwCvyWqx2JKmim97jVCi8An7ANbDw/DvluH9OCUf8KaC4DPpramrwyCOP4Ntvv8WQIUM8tq1ZswYajQZLliyBSqVCXl4eqqur8fLLLzPolwGFQoBCEXh0xDVXkUEKyZskCVj/5aGAKT3uYMFicyAtRYtXNuz1+/x7Zo7C/903ATaHE+UH6j1G/N0XABab6HdSrt85Bz76kpxGVIkCVZ9aHqPqU6kGDf7+iXd6TyxX5DVZHQEXDDNZHUgOspI39WxxGfTv2bMHvXr1wvr16/H888/j+PHj7du2b9+OsWPHQqU6t2vjx4/HSy+9hIaGBmRmZnb5fVVhnqmvPDspT+lncl4kuANuQRACLpjl3hau5+l1KohOCSkp+qBtFEUnzpwxx202Qiw+11iQ436G0kfD1W6nPfAPsHuVXneaTkYvXcDn2+wi+qTp0GIRMSwnHbk/uqA9naDjXQOTxYHUNJ3fdqmVKqR65PB79kurKPkdUdUGqSrUkRw//3jV047l+f20xRKs+pQTqTplNJrWrs0SuH/bRWfU58q0tVgDbjeZHUjT+z83RFpP+x53RayPUVwG/ZMnT8bkyZN9bjt16hQKCgo8HuvduzcA4MSJE10O+hUKAenpSV3622BSU4MHwuGmVCqhUvk/iSoVyrA+z6DVQKkQsPL9CjSd8X/iSk/RYv60IqSlReZYR1MsPtdYkMt+draPdrfdNc2NAbfb7E6PUfrSAmPA51usItL7p6Gt9kz75F1fUpI0XT4XnTHZ8MdV2/2OqD40dwxSDJ1LWZDL558IesKx9NVPa6sD9yWLzYGcvqmRbJaX4wfrA25vMzkwuG+vKLXGpTlIla4kgypicUpn9ITvcXfF6hjFZdAfiMVigUbj+aOl1WoBAFZr4KvkQJxOCS0tpm617XxKpQKpqXq0tJghitHJw1MoBPTqZYAoinA4RL/PE52ubWF7nuTa1tBsQv1pi//nia7nNTeb4HTG51B/LD7XWPC3n7H60Qm1j4br8wm2YmefTAMKc9LbR+k16sAjlUl6NZqa2qBTKQJOytWpFGhqautSm1ssos/XBVyBf2OzBQ6rPaTX6inf82iI9rGMZWDoq58GW6xOp1F1+TvfVUl6dcDtBn3022TQqgIuGGbQRr9NHfGcEFxnjlEk+mnCBf06nQ42m83jMXewbzAYuvXaDkdkvsSi6IzYa5/Pnd4jSVLAvHn3tnA9z71wYbB8ffc2h8MZt0G/WzQ/11iS0352ph3dbbdeHTg4r2+2eKTpnDFZg1TYUbS3J9CkXEl0IvB4n38mS+CA3mSxw9DJiiRy+vzjXU85lufvo16twLiR2cjp28urUk71yWaPvhEtoazIG+02CQDunV2M598p91m9R+jGuSGcesr3uDtidYwSLujv06cPamtrPR5z/zs7OzsWTSKiBCRIEhbO9P4BLi1wrdL71/UV2PJ9DQBAp1Hi4VvHYs7kAjid8Hx+oRE/uqrQI/O+M5NyO4P1/EmOBEnC/LIiPP9OuVelnHtnx6b6lCg5cdf0IvzlvQqvAPuu6UUQJScQYB5bpKgkCffPKYHJ6oDJ7IBBr4KBdfopRAl3hh87dizeeustiKIIpdJ1O33Tpk0YMmRItybxEhF1JAmuOSqFOemYNikXdocTvdMNOHDsNB5e9iXuv6kUFrsTu/bXoWxSHt77z0FUVjeibFIepk3yXOFz1/46XDKqr0dVnvMXAgvHzHbW8yc5kgQBL6wt91kp54UYVe/RqpT420d7MHViLm6/cQTMFgf0OhUami1487N9uP2GkUCMAm2F04lktQLJ6rPnBgb8FKKEC/pnzZqFFStW4JFHHsGCBQtQXl6OV199FUuXLo1104gogZjtIrZ8X9M+mn/LNYVoabMhs5cO98wsgUIhYOrEXMy4LA+9UrTtI5gdRzLdHp0/zjWi72fF3XBhPX+SI7M9WPUe32VqI0l0OjF1Qi6O1rZCIbgm5ltsDjSdsWDqhFyITidYo4biTcIF/ZmZmVixYgWeeOIJzJgxA0ajEYsXL8aMGTNi3TQiSiCmDpU0dBolLi3uh5ffr8DODsHL6AJX9Z7axsATjO2O6JX/i1TqEFFXmYJUpYnGBfH5LHYRFruIb3ad8Cpv2/uyPFjtItRBJucTyU3cB/1/+MMfvB4rLi7G6tWrY9AaIkpkHRe10nWo3jPjiqFYcV7ADwA7q+ogAPjxNYUBXzc70wBDFFNrwpk6JEqAyeHkBQR1mRznmqgEBd774qDP8rYAsGBqUdTbRNRdcR/0ExFFg3jeqqE3TSlor+5Rmm/Em59W+vy7HVV1mF9W5DeXviTfiAM/nEbp0CxEf1pg99SdNuO5t3f5XOhLycCfQiTHuSZOIGDKkXNqVJtDFBZMSSNZUiiEoP8LtAIwUThJ5wX8ALB+40GUTcxFSb4RDjFwQNJmtuHuGcUoyfdcoMu9eNeK9ytgtvtf50KORAl4bs0Ovwt9SeyfFCIBwJzJBT77x5zJBTG5GG4zBylvG2Q7kRxxpJ9kRa9VQXRKIS1K4RCdON1kCrw+AFEY+JpoaLGJeGrVdpRNykOSPsjiQloVzrRZ2yv9dKxD7l68KxZ5y93RZg280FcsJl9SfDLZRTy+crNXZat91U14fOVmPP3AxKh/l/TawPn6uiDbieSIQT/JilajhFIh4KV1u9DU4n/l3vRUHe6eWQJBYIVBijx/Ew0tNhFrNlThigsHBFzIR6t2fa99Ve5xi7ca+cEX+oqvixiKHZPF0d6X/G2P9ndJow6yOBcn8VIciq9fGeoxmlosaGj2H/QTRVOwgFwhADdPKQAAr4V8bp5SAI1CgFohv7zl7jDo1EG28+eFQiPHibwKQQjYpxWCgPal5oniBM/KRERBBJtoqBYE9E7TYeLofh7pCY0tFvRO0wGSBAFIqBr5SdrEuoih2JHjRF614LqYn1DSz2sxPYXg2s6Yn+INg34ioiAEScLCmcV4/p1yr1G/hTOLAUmCAkDp0CyP+vc5vZM9gvlEqpGvFID7byp1TeZNgIsYih1ZLhonScjspcOxulaPhwUByOyl4wUtxSUG/UREQUiCgJXvV/iciLtyfQXuKiuCIEkh1b8PZ438WDOm6fHA7BK0WR1xfxFDsSW3C2JJELDi/Qrk9OuFjFRd++O1TWas6NDnieIJg34ioiDMdhFbvq/Blu9rfG6fd93wHlupRikgYS5iKLbkdEHMPk+JiN9Yimus50/R4K96T6jbiSi+sM9TIuJIfwIRBAHB4luFIjECYNbzp2iSY3URIooc9nlKRPzWJghBEJCWboBK2TNu3rCeP0WTHKuLEFHksM9TImLQnyAEAVApFUGD4Jy+qfjxNcOj2LLIYj1/igZZVhchoohhn6dExKA/wQQLgtNStFFsDVHikFt1ESKKrHN93gmLzQGdRgW9WsE+T3GLQT8RUYjkVF2EiCJPkCSk6pTI6ZuKpqY2OBzOWDeJqMt6RgI4EVEYSIIAk8OJ+lYbTA4nJFaGIgob9i+iyOJIPxFRCERBwPK15dhR5Z3fq+SIP1G3sH8RRR5H+qlHYD1/6g7JR0ACADsq67B8XTlHJIm6gf2LKDo40k8JjfX8KRzMdtErIHHbUVkHs13k6pxEXcT+RRQdDPopoXW2nr9SKcAZZJ6WJIEXBj1MKKtztk/uJaJOYf8iig4G/dQjBCtl2tk7Ai3NZr+Bv3vVY96RThxcnZMocti/iKKDPYkIod8R6JuVhLnXj0RGRvCLg5QUPZqYLpQQuDonUeSwfxFFB4N+og5CWdws2MWBIAjISjNg/rQiCAJ/qxIBV+ckihz2L6LoYNBP1AWBLg4EQYBSqQz7ewqCEFLKEOccRAZX5CWKHPYvoshj0E8UBwRBQFq6ASpl8AoWrEIUOVyRlyhy2L+IIotBfxwIZYTXPXmU5CVcn4tCIUClVIRchYhpRURERNQRg36Z68wIL8lHZ6oBiU4nlIrQPt9gcw6IiIiIfGHQL3OCgJBGeHP6puLH1wyPYssoEK06tGpA7s+Nny8RERFFEoP+ECkUQkhlGrsiNVUf9DlKpQIqlf/JocqzdwKy0g0Bn5fRSx+T56Wn6gAAmWn69rbKqX3hfl7q2ZzUUD+3cH2+aSla13/TDH6fE26hfH+jobN9VC7tjnc8juHTE45lJH9LI60nfD7hwOMUXKyOkSBxth8RERERUUJjojgRERERUYJj0E9ERERElOAY9BMRERERJTgG/URERERECY5BPxERERFRgmPQT0RERESU4Bj0ExERERElOAb9REREREQJjkE/EREREVGCY9BPRERERJTgGPQTERERESU4Bv1ERERERAmOQT8RERERUYJj0E9ERERElOAY9BMRERERJTgG/URERERECY5BPxERERFRgmPQT0RERESU4Bj0ExERERElOAb9REREREQJjkE/EREREVGCU8W6AfFCFJ1obGwL62sqFAIyMpLQ2NgGp1MK62vLDfc18fjbT6MxJSbtCbWP9pTPJ9J4HMMn2scyVn0UiMxvaaTxux4aHqfgOnOMItFPOdIfQwqFAEEQoFAIsW5KxHFfE0+87me8tltueBzDh8dS3vj5hIbHKbhYHyMG/URERERECY5BPxERERFRgmPQT0RERESU4Bj0ExERERElOAb9REREREQJjkE/EREREVGCY9BPRERERJTgGPQTERERESU4Bv1ERERERAmOQT8RERERUYJj0E9ERERElOAY9BMRERERJTgG/URERERECY5BPxERERFRgmPQT0RERESU4Bj0ExERERElOAb9REREREQJjkE/EREREVGCY9BPRERERJTgGPQTERERESU4Bv1ERERERAlOVkH/8uXLMW/ePI/H9u7di7lz52L06NG4/PLLsXLlyqCv8/HHH+P666/HqFGjMHXqVGzcuDFSTSYiIiIikj3ZBP1/+9vf8Oyzz3o81tTUhDvuuAODBw/G2rVrcf/99+PPf/4z1q5d6/d1Nm/ejIceegi33HIL3nvvPUyYMAH33nsvDh48GOldICIiIoooSRBgcjhR32qDyeGEJAixbhLFCVWsG1BTU4NHHnkE3377LYYMGeKxbc2aNdBoNFiyZAlUKhXy8vJQXV2Nl19+GbNmzfL5ei+//DKuuuoqzJ07FwDw8MMPY8eOHXj11Vfx+OOPR3x/iIiIiCJBFAQsX1uOHVV17Y+VFhqxaGYxlJIUw5ZRPIj5SP+ePXvQq1cvrF+/HiUlJR7btm/fjrFjx0KlOndtMn78eBw+fBgNDQ1er+V0OvHdd99h/PjxHo+PGzcO27dvj8wOEBEREUWY5CPgB4AdlXVYvq6cI/4UVMxH+idPnozJkyf73Hbq1CkUFBR4PNa7d28AwIkTJ5CZmemxraWlBSaTCX369PH6m5MnT3a7rSpVeK+RlEqFx38TGfc18chxP0Ppo3JsdzzicQyfnnYsw/1bGmly+XxaLKJXwO+2o7IOZrsTqTpllFt1jlyOk5zF+hjFPOgPxGKxQKPReDym1WoBAFar1efzAfj8G1/P7wyFQkB6elK3XsOf1FR9RF5XjriviUcu+9nZPiqXdsc7Hsfw6QnHMpK/pZEW68+ntrox4HaLzYGcvqlRao1/sT5O8SBWx0jWQb9Op4PNZvN4zB28GwwGr+e7Lwh8/Y1e370D7HRKaGkxdes1zqdUKpCaqkdLixmi6Azra8sN9zXx+NvPWP2gh9pHe8rnE2k8juET7WMZy6A7Er+lkSaX77pOEzhk02lUaGpqi1JrvMnlOMlZZ45RJPqprIP+Pn36oLa21uMx97+zs7O9np+WlgaDweDzb85P+ekKhyMyX2JRdEbsteWG+5p45LSfnWmHnNodz3gcw6enHMt43cdYfz56tQKlhUbsqPRO8SktNEKvVsji2Mb6OMWDWB0jWSdejR07Ft9++y1EUWx/bNOmTRgyZIhXPj8ACIKACy64AFu3bvV4fMuWLbjwwgsj3l4iIiKiSBAkCYtmFqO00OjxuLt6j8DqPRSErEf6Z82ahRUrVuCRRx7BggULUF5ejldffRVLly5tf86ZM2dgt9uRkZEBALjjjjtw1113YcSIEZg0aRLWrl2LvXv34oknnojVbhARERF1m1KScN/MYpjtIkwWBww6FfRqJQN+ComsR/ozMzOxYsUKHD58GDNmzMCyZcuwePFizJgxo/05TzzxBGbPnt3+7wkTJuB3v/sd3nzzTcyYMQObN2/Giy++iLy8vFjsAhEREVHYCJIEg0qBrGQNDCoFA34KmSBJ/LaEQhSdaGwM7wQZlUqB9PQkNDW1JXz+G/c18fjbT6MxJSbtCbWP9pTPJ9J4HMMn2scyVn0UiMxvaaTxux4aHqfgOnOMItFPZT3ST0RERERE3cegn4iIiIgowTHoJyIiIiJKcAz6iYiIiIgSHIN+IiIiIqIEx6CfiIiIiCjByXpxLiIiIiKSN0kQ0GIRUVvdCL1WBR3XD5AlBv1ERERE1CWiIGD52nLsqKprf6y00IhFM4uhZOAvK0zvISIiIqJOk3wE/ACwo7IOy9eVQxKEGLWMfGHQT0RERESdZraLXgG/247KOpjtYpRbRIEw6CciIiKiTjNZHN3aTtHFoJ+IiIiIOs2gCzw1NNh2ii4G/URERETUaXq1EqWFRp/bSguN0KuVUW4RBcKgn4iIiIg6TZAkLJpZ7BX4u6v3sGynvPC+CxERERF1iVKScN/MYpjtTlhsDug0KujVrNMvRxzpJyIiIqIuEyQJqTolCnMykKpTMuCXKQb9REREREQJjkE/EREREVGCY9BPRERERJTgGPQTERERESU4Bv1ERERERAmOQT8RERERUYJj0E9ERERElOAY9BMRERERJTgG/URERERECY5BPxERERFRgmPQT0RERESU4Bj0ExERERElOAb9REREREQJjkE/EREREVGCU8W6AcFs2bIFt956q89tAwYMwD//+U+vx99991388pe/9Hr8s88+Q05OTtjbSERERNRTSYKAFouI2upG6LUq6FQKCJIU62bReWQf9JeWluKrr77yeKyqqgp33XUX7rnnHp9/U1lZiYsuugjPPPOMx+MZGRkRaycRERFRTyMKApavLceOqrr2x0oLjVg0sxhKBv6yIvugX6PRwGg0tv/bbrfj97//Pa6++mrMmTPH599UVVVh2LBhHn9HFAmNLRZ8U3EK+4424YzJjoKBaZh9eR7S02PdMiIiosiSfAT8ALCjsg7L15XjvpnFHPGXEdkH/ef7+9//jpMnT+Kvf/2r3+dUVlbimmuuiWKrqKepO23G+q8PY/OeGojOcye0H2pbIQH42S0Xxq5xREREUWC2i14Bv9uOyjqY7SIMKk4flYu4CvqtVitefPFF3Hbbbejdu7fP5zQ2NqK+vh7btm3D66+/jtOnT6OkpAS/+MUvMGTIkG69vyrMX1ylUuHx30SWKPtqtjrw/leH8dnWo3CIrmC/cFAaxo/sg4PHm/FV+UnUNJoAxP++BiPHzzSUPirHdscjHsfw6WnHMty/pZHW0z6fzjC12gJvtziQmqaLUmvkL9bfpbgK+t9//31YrVbMmzfP73OqqqoAAEqlEk8++SRMJhOWL1+OW265BR988AGysrK69N4KhYD09KQu/W0wqan6iLyuHMXrvkqShC93HseK9yvQdMYKABidb8Tc64ahMMc1V2Tl+goAQJ8s1/ckXve1s+Syn53to3Jpd7zjcQyfnnAsI/lbGmk94fPprDa7M+D2lCRN3H7ekRSr71JcBf3vvfcerr76aqQHSJgeP348tm7dil69erU/9vzzz+OKK67AunXrcNddd3XpvZ1OCS0tpi79rT9KpQKpqXq0tJghioE7TryL53092dCG1z6pxJ7DjQCA7AwDfnJVAUqGZkIQBDQ1tcFic+DzrUcBAMW5mQAQl/vaGf4+01id4EPto/H8XZQTHsfwifaxjGUQFonf0kjjd90/nUqB0kIjdlR6p/iUFhqhUynQ1NQWg5bJU2e+S5Hop3ET9Dc2NmLHjh24++67gz63Y8APAAaDAQMGDEBNTU232uBwRKazi6IzYq8tN/G0r1abiI82H8EnW1ypPCqlAjdenIPrxg+CWqWEKEoAXCk+n245ijazHdnpepTkuYL+eNrX7pDTfnamHXJqdzzjcQyfnnIs43Ufe8rn01mLZhZj+bpyj8DfXb1HEp1wxLBtchWr71LcBP3fffcdBEHARRddFPB5b7zxBv785z/jP//5D3Q6Vx5Za2srjhw5gtmzZ0ejqRTnnJKELd/X4J0vDran8hTlZmDu1YXoneZ9S665zYaPNlUDAMouHQKFQohqe4mIiGJFKUm4b2YxzHYnLDYHdBoV9GrW6ZejuAn69+3bh4EDB0Kv9wy6RFFEY2MjUlJSoNPpcMUVV+BPf/oTFi9ejPvvvx8WiwXPPPMMMjIyMGPGjBi1nuKBJEnYfagR7248hOqaMwCArF463Dw5HxcUZEEQfAfz7248CItNxOA+KRg3MjuaTSYiIoo5QZKQqlMip28qmpraeEdEpuIm6K+vr0daWprX4ydPnsSVV16J3//+95g5cyb69u2LV199FU8//TR+/OMfQ5IkXHrppXjttdfaR/6JOnKITnxXVYdPthzFkVOuYF+nUeK68Tm4ZuxAaNRKv397+GQLvtx1EgDw4yn5UPi5MCAiIiKKpbgJ+pcsWeLz8QEDBqCystLjseHDh2PlypVRaBXFK0mS8ENtK7burcU3FSdx+mzZMY1KgSsu6I/rx+cgxaAJ+hpvfF4FCcDFI/sgf0Ba5BtORERE1AVxE/QTdYfVJuJEQxuO1pzBweMt2FvdiIYWa/v2VIMal5f2x+QLByA1SLDvtmVvDQ6eaIFWrcTsy/Mi1XQiIiKibmPQTwnDahNxsrENpxpNqGsyo+60BfXNZtSeNqOxQ4DvplYpMCo3E+NHZKNkaBbUnVgwxu5wYt1/DgEArh8/COkp2rDtBxEREVG4MeinuNTSZsOhEy04cqoFR2tacayuFfXNloB/k6xXY2DvZOT2S0X+gDQUDkyDVuM/Xz+QL8tPoL7Zgl7JGlx90aAuvQYREVEikAQBLRYRtdWN0GtV0KlYved8cjhGDPopLtjsIvYcaUTFoUbsrW7CqUbfi7ukGNTok2FA73Q9jGnn/pedrg+aox8qh+jEPza7SnTeePFgaANM9CUiIkpkoiBg+dpy7KjyrtOvZOAPQD7HiEE/yZYkSTh4ogX/2XEc26vqYLWJ7dsEAH2zkjCkbwoGZadgoDEZ/Y1JYQvsA9m+rxaNLVakJmkwqaRvxN+PiIhIjiQfwSwA7Kisw/J15bhvZnGPH/GX0zFi0E+ytK+6Ce9+eQj7jzW3P5aRqsXooVkYOTgD+QPTkKxXx6Rt//ruOABg8gX9oVZxlJ+IiHoms130CmbddlTWwWwXYejEfLlEJKdjxKCfZKW51Yq/f16F7WeX81YpBYwbkY1JJf0wtH8vvwtkRUtNowkHjjdDIQi4rKRfTNtCREQ9jyQIMNtFmCwOGHQq6NXKmI2mmywO6DRKlE3Kw7CcdNjsTmjUCuyrbsL6jQddbUyO/B14OTNZHEG3R+sYMegn2ag41IC/fPA9Ws12V1A9uh9uvGSwrCrjbK+sBQCMGJyOXsnyaRcRESU+ueSGuyXpVXho7his//IQ1myoan+8JN+Ih+aOQZKeYaZBF/gYBNseTj37ngvJxufbf8Af396FVrMdA3sn49Hbx2DeNYWyCvgBYPehRgBAaYExxi0hIqKeJFhuuBSDO+FatQrrvzyEXfs927Rrfx3Wf3kIWjWDfr1aidJC3zFDaaER+igWA2HQTzH34TdH8OaG/ZAkYGJxX/z61jEYlJ0S62Z5cTolHD7ZAgAYNigtto0hIqIeJZTc8Giz2BxeAb/brv11sNgCp7b0BIIkYdHMYq/A332HJpqpWbwEo5j6947jWLfRtcjVjIlDcOMlg2Oet+9PY4sFdocTKqWA7HRDrJtDREQ9iJxywzu+Z7DtPT2nHwCUkoT7ZhbDbHfCYnNAp1FBr45+nX6O9FPMVB5twt8/c+UAll06GFMvHSLbgB8A2s6e3JL0aigU8m0nERElHjnlhof6nrFok1wJkoRUnRKFORlI1cVm8jWDfoqJVrMdL63fA6ckYfzIbEybMCTWTQpKo3Z1F6tNhNTD6w4TEVF0ySk33E2ObSL/GPRTTLy5YT9Ot9rQJ8OA264ZJusRfjdjmh4qpQIWm4gjp87EujlERNSDyCk3XM5tIv9434WirvJoEzbtOQUBwPwbh0OriY+RAJVSgTHDjNi8pwavfrIPD99yAfRadiEiIoqOc7nh8qjT727TvbNKYLI6YLI4kKRTQa9VQeF0xqxN5BsjFooqpyThrX8eAABcNrof8vr1inGLOmfWpDzsOdyIozWteOyvW/HjKfkYPTQrLu5UEBFR/BMkCQaV4twE2RiPpouCgOXv7JLN2gHkH9N7KKo2V5xCdc0Z6LVKTJ+UG+vmdFpmLx0evGk0MlN1qG+24Lm1u/HYX7fi690n4RA5qkFERJElCQJMDifqW20wOZwxqc/fsS1yWzuA/ONIP0WN3eHE2v+4ynNePz4HqYb4LOOV0ycFj8+/CB9tqsY/vz2GY3VtWPnRXqzbeAg3XJyDyRcOiHUTiYgoDCRBQItFRG11I/RaFXSq6JdZ7EhuK/KGsnaAQcXxZblg0E9R8+nmI6g7bUavJA2mXDgwou9ld4g4UW9C3Wkz2ix2qJQKZPXSYXDfVGjDUE1Ar1Vh9uV5uG78IHyx4zg2fHsMTWesWPVZFb7YcRw/u+VCGFPi86KGiIjkF2AHG1W/LwYTZ1mnP74w6KeoMFsdWP35uZr84Z68a7OLqPrhNPYcaUTl0dP4obYVotP75KfTKDGppB/KLh0SlvrBSTo1brh4MK4eOwgbd53A+18dxrG6Njz03Jf40ZVDceUFA5jvT0QUZ+QYYMtxVJ11+uMLPw2Kio++OYLTrVZkp+sxsaRfWF6z7rQZOw/Uo/xgAyqPnvbKqU/SqdAnw4BkvRoOp4Tjda043WrDZ9t+wLeVtbhvZjFy+qSEpS1qlQJXXjgA40Zk4++fV2HL9zV44/P9OHCsGbddO4xVfoiI4ojZLmLvkUbcNKUAw3LSYbM7oVErsK+6Ces3HoxJgC3HUXV3nf4dld4XI+11+jmZVza6FIl8//33+Mtf/oLt27ejpaUFmZmZuPjii7Fw4UIMHBjZtA2KP/Wnzfh481EAwI+m5EOl7NqJUpIkHK1pxbZ9tdixvw4nG0we29NTtBg5JAPDc9KR378XMnvpPEbZnZKEikONeOPzKtSeNuMPf/8O984oQlFuZtd37jzJejUWzShCcYERf12/B1v31uLA8WbcMD4HpQVG9ErSQBAEOJ0STFYH2sx2mKwOOJ0SdBolMnvpoNPwAoGIKJbMVgcemjsG6788hDUbqtofL8k34qG5Y2C2OmBQRTfAluOourtO//J15R6BP+v0y1OnvyGbNm3CnXfeibS0NFx22WXIzMxEfX09Nm7ciE8//RRvvvkmCgoKItFWilNv/nM/7KITxUOzcEGBEaLYuZNAi8mGL3edwFe7T6Gm8VygrxAE5A/ohZKhWRiVl4l+mYaAqTQKQUBxXiaG9h+D59+twN7qJvz5nXLcclUBLh/dL2xpOIIgoGxiHrJ76fDiexWob7bg9c+q8PpnVVAqBCgVAmwO/5V++mcl4cJCI64o7Y9eydqwtImIiEKXYtBg1SeV2LXfcwTb/e+FM0dFvU1yHVUXAFxa3A9TJ+S23xFpbLGAia3yI0hS574hN910EwwGA1566SVotecCEovFggULFkCn02HFihVhb2isiaITjY1tYX1NlUqB9PQkNDW1wREgCIxn31bW4fl3d0OpEPDnBy9Hqk4Z8r42nbHiw01H8FX5SdjP/o1apUBJXiYuKDRiVG4mknTqLrXLITrx14/2YvP3NQCA0vws3DR5KLLTDV16vY46fq5tZjs27jyBrytO4oeaVpzf2bQaJQxaFRSCAIvNgbYOt2+1aiVmXpaLKRfKc16Av++v0RielKnOCrWP9oR+Fw08juET7WMZqz4KROa3NBJMDgn3Pf1vv9uX/eIKGFTRPy+LguB3VD1Wk4uX+Zj74G5XLOY+yFln+nok+mmnR/qrqqrw5z//2SPgBwCdTof58+fjwQcfDFvjKL61mu1Y9VklAOD6i3OQ0zcVTU3BT/Y2u4h/bK7GJ1uOto+I5/RJweQL+mNMYe+w5MerlArcOXUEBvROxrsbD2HH/nrsOtCA0flZmDCqL4pyM7qchtSRVq3EVWMH4qqxA2F3iDhjssPplKBRK2HQqbzeo8Vkw57Djdiw/QccPnkGb27Yj0MnWjD/huFhaQ8REQVnstiDbo9FVRq5rcgrx8nF5F+no6e+ffvi2LFjPrc1NjYiIyOj242i+CdJEl7/tBLNbTb0zTRg2sQhIf1d5dEm/O3jfahpMgMAhg7ohRkTczFsUFrYR7sFQcD143NQkpeJt784iPKDDfiuqg7fVdXBoFVhzLDeuLy0Hwb3SQ3L+6lVSmSkBq5alGrQ4OKRfTBuRDb+/d1xvPXP/djyfQ0cohMLpxVBoZDfiD8RUaKRY/68m5xW5JXj5GLyr9Pf2ocffhgPP/wwUlJScMMNN0CpdAUxX331Ff70pz9hyZIl4W4jxaEvy09i275aKAQBC24cAY0qcLDrEJ14d+MhfLLlKCQAacka/HhKAcYUGiOe2tLfmIyfzinBsdpWfLX7JLbsrUFzqw0bd53Axl0nMCo3E7ddW4iMVF1E29GRQhBw5YUDYEzTYdm63fi2sg5r/n0AP7oyP2ptICLqqeSaPy83cr44Im+dzumfPHkympqaYLFYoFQqkZ6ejubmZtjtdkiS5BGgCYKA77//PuyNjgXm9Ieu+tQZPPH6t3CITsy6LBc3XDw44L7WnTbjxff34PDJFgDAxOK+uHlyfsxOFk6nhMofTuPL8hPYtrcWolNCsl6Nh28pRX9jctC/D/fnunVvDV58fw8A4K6pIzB+ZJ9uv2Y4MKe/Z+NxDB/m9MuT3PLn5UgSBCw77xi5MaffW9zl9M+cOTPsjaDE0dJmw7J1u+EQnSjOy8R143MCPn/ngXqs/PB7tFkcSNKpcMf1w3FBgTFKrfVNoRAwPCcdw3PSUXbpELz4fgWO1rRi2bsVePy/xkId5K5FuF00PBvH6lrx4TfVePXTSgzpm4rsjO5POCYiIv+UkoR7Z5XAZHXAdPY3Sq9VQeHkRa6bIEm4f2Yx2mwiJABtZjuS9GoIAJI0vBsiN50O+u+7775ItIMSgNUu4rm15WhosaB3uh53TR0BhZ/UHKdTwvtfHcYH3xwBAOT2S8XCaUXI7BW9FJpQ9Mkw4MGbR+Oxv25FTaMJ2/bV4pKivlFvx7QJQ7D/h2ZU/nAar3y8Dw/fUirLij5ERIlCFAQsf2eXx0RVjvR7cwBYsX6PR3nTknwj7p1dHNMVYCVBkM2EZ7kI6fPYtm0bRowYgaSkJGzbti3o88eOHdvthnV0/PhxTJ482evx3/72t5gzZ47X401NTfjtb3+LjRs3AgCuvfZa/OpXv4LBwNHRSHGITrz0/h4cPNECg1aF/55dDIOfcpqtZjv+8sEeVBxqBABcecEA3HzlUNlWp0k1aDCpuB8++OYIKg43xiToVyoUmH/DcPx65RZU/XAa5QcbUDI0K+rtICLqCSRBwHIfpSh3VNZh+bpypq2c5VQo8Pzbu3yuZ7D8nXLcN6ckJndGRB+fHy/YQgz6582bhzVr1qC4uBjz5s2DIAg4fyqA+zFBELB3796wNrKyshJarRYbNmzwGN1MSfGd7/TAAw/AarXib3/7G1paWvDII49g6dKlePLJJ8PaLnIRnU6s+PB77DxQD5VSgQdmF6NvZpLP5x452YJn3ylHfbMFGpUCt107DBcXdT5H3Wx1oL7ZApPFDkkCkvRqZKfroVFHJvWmv9G1P43Nloi8fiiy0vS4rKQ/Pt/+A7bvq2XQT0QUIXIuRSmnEWyT1eEV8Lvt3F8Hk9WBZHV0j5MkCFjxfgXyB6Vj6sRzC4btq27CivUVuKusKCbHy6lQ4LTZgRNNDUjSq6DXRD9VLKSg/7XXXkNubm77/29tbUVysveExpaWFlit1vC2EK61AYYMGYLevXsHfe6OHTuwdetW/OMf/0BeXh4A4PHHH8eCBQvw4IMPIjs7O+zt68kcohN/Wb8H2yvroFQIuHdGEQoGpnk9T5IkfLalGi+uLYdddKJ3mh6LZhRhUHbwiSpOScLRmjPYV30aB4434/DJFjSd8f6eKQQBef1TcUlRH1w8sk9YLwBEp+sEEeuSmYP7uo5XfQwvPoiIEp1cS1HKbQTbHOQ4mS0OJKuje5wsDhFXjx+M9V8ewpoNVe2Pl+QbUTYxFxaHCH2UMwscguB1R6Q9BSqKn1tIQf9FF13U/v9vu+02rF69GsXFxV7P27x5Mx588EHccMMN4WshXCP9Q4cODem527dvh9FobA/4AVf7BUHAt99+i+uvvz6sbevJzFYHlr9XgT2HG6FUCFg0o8jn6LPVJuKNDVX4svwkAGD00CzMv3F4wNV0zVYHKg43YteBeuw+1IAzJu+FUpL1aqQYXK/R0mZDm8WB/ceasf9YM9778jDKJgzBpJK+UCq637lP1LuqTWSl6bv9Wt1xssEEAOjFusdERBGjD7Lae7DtkSDHlCODPkjJziDbI0GSBKz/8pDPlCMAuHNaUVTbEygF6vl3ynF/FFOgQvo0Hn74YZw86QrYJEnCkiVLfI70HzlyBFlZ4U85qKqqgtFoxC233IIjR44gJycHixYtwsSJE72eW1NTg759PXOuNRoN0tLS2vehq1RhvpWnPHulqZRpLnsgjS0WPLN6J47WtEKjVuC/Z5dgVF6m1/NO1Ldh2dpyHKtrg0IAZl8xFNdfnONzgq/F5sCOqnps+b4Guw82wC6e6wQ6jRLDctJROCgNef16YVB2ikdJT0mSUN9swda9Ndiw7RgaWix4/dNKfLHjOG67bpjPuw+dsftQAwBg2KD0oN+DSH2urWY7vthxHABwYWHvsH8fO0uO399Qjokc2x2PeBzDp6cdy1ifu0KhlpwoyTf6TF0pyTdCrRSivh8tlmApR06k6qJbXU4lIeBxUikVUT9OTrv/lKNd++vglCSooliF77Q5cHtMVgfSonRxFNK7XHPNNXjllVc8Hjs/p1+pVGL06NH4yU9+Er7WAbDZbDhy5Aj0ej0WL14Mg8GA9evX484778Qrr7yCiy++2OP5ZrMZGo33KKhWq+1W6pFCISA93XeeenelpsZ29Liz9h1pxBN/24bTZ6xIS9biN/PHoWBQutfz/v3tD3j+nV2w2kSkp2jxi7kXonioZzlOSZJQcbABG7YdxdflJ2C1ie3b+mYlYdzIPhg7IhsjhmQGneibkZGMgiFZuPnq4fhk0xG88ek+/FDbiide246pE3Nxx40juzRZeP8PTTha0wqlQsDlYwehV7I2pL8L5+cqOiU8t24LWs12DOqTgmsuGSKbAEEu39/O9lG5tDve8TiGT084lpH8LQ2nk4fqUTbRldZ8fkpG2cRcNLfa0D/Xe6ArkmqrGwNut9gcyOkbnhXkQ3XqcEPA43SmzYYBQ6J7nE42NQTcbrY6MKRfryi1BjgRpD0mS/TaE1LQP3ny5PbqOfPmzcOSJUs80mciSaPRYNu2bVCpVO3BfFFREQ4ePIiVK1d6Bf06nQ42m83rdaxWa7eq9zidElpaTF3+e1+USgVSU/VoaTFDFOVf91eSJPzru+NY9WklRKeEgb2T8dObSmBM0aCp6dxiK1abiNc+2deezjNicDrunVWMQf3S2vfVZHHgq/IT2LD9GE41njuuvdP1GDciG+NGZGNg7+T2idtnWsydauuEomyU5KbjrX/ux5e7TmL9xkM4fKwZP7u5pNOB/98+cC2MNW5ENpx2B5qaAucwhvtzdTolrPzwe2z7vgZqpQILbhiOlk4ej0jwt5+x+kEPtY/GW7+TKx7H8In2sYxl0B2J39JI0OvUeOzlzSiblIdpkzwngz61ajv+7/6JHr970aDTqKDTKFE2KQ/DctI92rR+40HoNKqot0mvU+PRv2zye5yeemBS1NsUdJVgbXSPUyirFvtqTyT6aafvJ7z++uthb0QwvoL1goICfPXVV16P9+nTBxs2bPB4zGaz4fTp092exBuplRJF0Sn7FS1NFjte+7QSW/fWAgAuLDRi/g3DodOoPNr+Q20rXnivAqcaTRAEoOzSIZh6yWBoNK5baXVNJvxjUzX+s+vcqL5Wo8S44b1x6ai+GNq/V3ugL4oSgK7nJ+o1Ktxx3XCMHpqFl9bvwe5DDfh4czWuGxd4wbCOvq2sRfnBBigVAqZeMrhTn1M4PlerXcTLH3yP76rqoBAE3Dl1BAYYk2X1fZHT9zfanw/xOIZTTzmW8bCPBq0KhTkZHhNB3UryjTBoVVHfD4NagUfnj8fqDVVeE1QfnT8eBrUi6m3Sa5QYPsT3cSotNEKvUUa/TVoVRucbsdNHSs3ofCP0Uf7sDFpVwBSoaH6X5JEfEMC+fftQWlqK7du3ezxeUVHhc3Lv2LFjcerUKVRXV7c/tmXLFgDABRdcENnGJqj9x07jsb9uw9a9tVAqBNx0xVAsml4EncYzp/7fO47jf1/djlONJqSnaPHQj0oxbcIQKBQC6pstWP7OLvx82df4bNsPsNpE9MtKwtyrC/DMvZfi9uuGI39AWkQWnCrNN+KWKQUAgH9/dzzkv2s6Y8Wrn1QCAK4dNyjqq+DWnTbjd69/i++q6qBSKnDPtJEYMyx4BSsiIuoehdOJe2cXoyTfMyXVXXElFrXnJQBv/7PK54TQt/9V1Y0hsq6z2kVMnZCL0QWex2l0gRFTJ+TCahf9/GXkKJxOLPLz2S2KwWcnp+9SLBdLC0lBQQHy8/OxdOlSPPbYY0hPT8eaNWuwc+dOvPPOOxBFEY2NjUhJSYFOp0NJSQkuuOAC/OxnP8OSJUtgMpnw2GOPYfr06SzX2Ul2hxPrvz6Mf2yuhiQBWb10uLtsJPL6e+aemSx2vPLxPnxb6ToRFedl4r9uGI5UgwatZjs+/OYI/vXdMThE1ympcGAarhs/CKNyM6O2qmzx2UnG9c0WOCXJ70rBbnaHE8vf2+3Koc9ORtmlQ6LRzHbfVtbhr//YC7PVgVSDGotmjOr2ZGQiIgqdSpJw/5wSmKwOtJkdSNKrYNBGv7a6mxzXDmg12fHs6h2476ZS3HbDCJgtDuh1KjQ0W/Ds6h341W0XQZ8S/WpzHT87k9kBQ4w/O4/2nF1fIRbtkX3Qr1Ao8OKLL+Lpp5/GT3/6U7S0tGDEiBF45ZVXUFhYiGPHjuHKK6/E73//e8ycOROCIGDZsmVYunQpbrvtNmi12vYVeSl0h0+24K8f7cXxs6UqLynqg59cVQC9VuX1vBfeq0B9swVKhYBZl+Xh6osGwumU8NnWo3j/6yMwW1058EV5mSi7ZDCG9o/eBBq3VrOr5Kdeqwwa8DslCX/9x14cPO5aXXjhtCKoo3QitTucWP2v/fjX2TsSef1TsXBaETJSdVF5fyIiOkfhdCJNr8KQfr3Q1NQW09QkOa4doNcpcf9NpV4lMkvyjbj/plLoo1xNqCOF04lkteLcOgExCvg7tifW3yXZB/0AkJGRgd/97nc+tw0YMACVlZUej2VmZuLZZ5+NRtMSjt0hYv3XR/Dx5qNwShJSDWrMvbrQK63EPan3rX/uh+iUkNVLh4XTizCkbyoqjzbhtU8r22vKD+ydjJuvzMekCwfi9GkTHA4nHKIT1TVncOhEC47XtaHutBktbTZYbCIEAUjSqZGVpkNOdgpGDsnA4D4p3borUHn0NAAgJ8hiYJIkYc2/DmDL9zVQKgQsnFEUtbSeutNmLH+3AtU1ZwC4UopmTsrtUsUhIiJKLKFMCI02nUYVsCb+vbOLgRitFkze4iLop+io+uE0Xvl4H2rOVtO5aHhv/OSqAqQYPEcOLDYH/vbxvvZJvRcUGPFf1w8DAPz1o734arerak+KQY1Zl+Vhwqi+0GiUMFsd+Hr3SWz9vgbfVzd5lOc8X32zBdU1Z/BtZR3WbTyE3ml6XHFBf1w2up/HXIJQbdtbAwAozgu8jsQ/Nlfjs20/AABuv24YRg7O6PR7dcXuQw146f09riXL9WosuHFEe0oSERGRXq1EaaEROyq9U3xKC43Qq5VRD7BtdmfAGvQ2uxMqVWxXsqdzGPQTLDYH1n5xCP/67hgkuFZ7nXd1IS44b2IOANQ0mbBs7W4cr2+DUiFgzuV5uGrsQOw+1IhXPt6L5lYbBACXje6HWZfnIUmnRvWpM/jXd8ewZW8tbB0m9STpVMjr71poq0+GHmnJWmg1SkiSK0/wVKMJB483o+JwI2pPm7H6Xwfwj83VmD5hCC4b3R8KRWgnklONJlQda4YA14WMP1/sPI61/zkEALh58lBcOqqv3+eGiyRJ2LD9GN76135IEpDbLxWLpjOdh4hIDpwKBU6bHTjeWI9kvRr6GOaFC5KERTOLsXxduUfgX1poxKIYrMYLuOb0Bdse7ZQj8o9Bfw9XebQJKz/ai/pmCwBgQnFf/GjyUBh8LDG+50gjXni3AiarA72SNVg0vQg52SlY9VkV/n12pdjsDAP+6/phyB+Qhr3VTfjg68PYdza1xr39omG9cUGBEQOzk4Pm1wOuuv9b9tbgH5urUdtkxuufVWHz9zW4c+oIZPUKvpiNu2LPqLxMv8H0jqo6vP6pK03shotzcM1Fg4K+bndJkoQ1/z6AT7e67ixMLO6LuVcXRm3+ABER+ecQBDz/9i6vXPV7ZxdDFaOUFaUk4b6ZxTDbxfYJoXq1MiYBPwCfsUJntvckkiCgxSKitroReq0KOpUi6p8bg/4eyiE68d6Xh/Hx5mpIADJTda50liG+01n+9d0xvPH5fjglCXn9UnHvzFGw2ET89rXtOFbnmux71ZiBmHVZLk41mvDUmzuwt7oJAKBUCLhoeDZmXJGP7F6as/X3Q6fVKDGppB8uKeqDL3Ycx9qNh7D/WDN++9q3+PnNozGwd7LfvzVbHfhq9wkAwOQLBvh8TvWpM3hp/R5IEjCppB9mTsrtVPu6QpIkvLFhP/757TEAwJzL83DtuEFRq2ZERET+ORUKvPzubhTmpHstOvXyexW4e8aomI74G1SKcyPoMcyZVymFgDXoVUr+pgGAKAhYvrbco/qS+w6NMoqfH4P+HqixxYIX3q/AweMtAFyj+z++Mt+rMg/gqmSz5l8H2vPcLx7ZB7dfNwzlBxuw8qPvYbGJSDWosWDqCOT2TcVb/zqA/+w4Dgmuk8Gkkn64fnwOemcYkJ6edHbVua59wVVKBaaMGYjioVlYtnY3jtW14pk1O/H4f13kNe/A7evdJ2G2iuiTYUBRrvcFjclix7J1u2FzOFGUm4F51xREJfD+4Jsj7QH/7dcNw6SSfhF/TyIiCo3Z5sC1Fw/G+i8PeS2EVTYxF2abA0m8K4szJhvKJroGys6/I1I2MRdnTDZkJvXs9B7JR8APuMqsLl9XjvuimJrFoL+HOXi8Gc+tLUeLyQ69VoU7rhvmd8Enh+jEig+/b5+wO+uyXFw3bhA+/KYa7311GABQMKAX7plehCMnz+CRFVvQ3GoD4Mqdn31ZHrLSXOk3kiShttGEXZW1ONVgQpvFDklyldA0pukxKDsF2en6kALu3ml6/PInpXji9W9xssGENf8+gPk3jPB6ntMpYcPZwPrKCwf4TCX6++dVaGixwJimwz1lI6FURP4kXn6wAe996Tp+c68uYMBPRCQ3EgJWpVlQVhSLVsmOXqvCb17ahLJJeV53RJ5atR1PPzAx1k2MOTmtr8CgvwfZeaAeL7xXAbvDiYG9k3HvzFHoneY7J97uEPH8uxUoP9gApULAf90wHGOH9cbKj/Zi0x5XJZwpYwZg+oQheOeLg/hipyuFJjvDgNuuKcSwnHRIkoSDx5uxac8p7DrQgIYWS8D2padocUG+EROK+yKnT+DSmgadGndcPxy/e/1bbN5Tg5sn5yNZ75k7WH6oAbVNZiTpVLh0VB+v16g82oRNe2ogALhr6sio5B5abA688vFeAMDkC/r7TTkiIqLYkQBUVjfipikFGJaT7hHMrt94EBIkALFJXXEqFGcXDLPHfHKxXq3EmOG9UTAoHempOpgsDiTpVCgYlI4xw3vHpKKQ3MhpfQUG/T3Ejv11WP5uBUSnhOK8TNwzbaTf0pd2h4hn1+7GnsON0KgUuHfmKBQMSMOf3ynHnsONUAgCbr22EMMGpeEPf9+BY3WtEABcfdFAzJiYC6VSwDcVJ/HJlh9wrK61/XWVCgEDeicjO12PFL0GggJoMztQ22RCdU0rms5Y8c/vjuGf3x1D/oBemDkpF4WD0v3u09D+vdAnw4BTjSYcON6M0UM9y3G602cmFPf1ua8fbqoG4Ko0dP4qw5Hy7++Oo7nVBmOaDjddMTQq70lERJ1jtTnw0NwxPtN7Hpo7Blab49yiT1Ekt8nFgiTh1utH4Pl3yn22KVYTjOVETusrMOjvAap+OI0X3nMF/ONGZGP+DcP9LvjkEJ14/t0K7DncCK1aiZ/OKcag7BQ8s2Yn9h9rhkatwL0zRkGpEPD437bDZHUg1aDGnWUjMSInHTsP1OPtfx/EqbO1/jUqBS4s7I2Li/rg4tH9YW6z+lyFzmYXse/syPv2fbXYf6wZT76xA5cW9cEtPlYCduuflYRTjSY0NHveRTjVaMKew40QAFzhYzS91WzH90caAQDXjs/pzOHslvKDDQCAay4aBI06disVEhGRfykGLVZ9Uuk3vWfhzGJ0dX5aVzkVCq+A392m598px/1zSqI+4i/HNsmNnNZXYNCf4BpbLFi2bjccooTS/CwsuHG437x1SZLwyj/2ovxgAzQqBf57djFy+qTgmTW7cOBYM/RaFX52UwlONZjw6if7IDpdlXwWzRgFSZLw7Dvl2HU2qE3Wq3H12IG44oL+SNKpoVIpoNOoYG6z+nxvjVqJ4rwsFOdl4aYrhuKDb47gPzuP4+uKU/ihrhWLf1zqM/3GXavf6fTsMBvPphuNysv0mcJ0xmSDJAEKQUCvDpOAJUnCGZMdNU0mNJ2xwu5woleyBoUD06BWhS9IP3i8GRcUGJGWrA3baxIRUXjYRTHgolN2UYQmyhN5TVZHwDaZrA4kq9kmuZHT+goM+hOYJElY8eH3aDXbMSg7GXcFmaj67peHsWlPDZQKAYtmFCGvfyr+9HY5DhxrhkGrwi9+PBr7qk9jzb8PAADGj8jGHdcPw7dVdXj90yqYrQ4oFQKuvmggbrx4cPvovNMpoe60GXVnbGhpMUOrViIzVee3Hn16iha3XlOI8SOysfzd3Tha04qVH+3F/bOKvZ57xuSaONwxn98hOvFNhWtV4Mv8TJJNT9FCr1XBbHXg4Re/gTFdD6tNRGOLFSard/5dikGNX829EH0yDH6PXyguKDSi8ofT2LSnBpv21ECvVSFJp4Jeq4JBq0JqkgbGND0G90nBiMEZMVlWnYiop2s1BV50qs3kQFJqdNN72sxB2mSOfspRsDaZYtAmOTq3voITFpsDOo0KejXr9FMYfVNxCvuOnoZGrcDCaUXQBkgn2bavFh9+cwQAcOu1hSjKzcSL7+/B3uomaDVKPHjzaOw+2IB3z1aduXbcIEyfMARvbtjfPok3t18q7rh+OPpnJaGxxYIvdh5H+YEGHD7ZAtt5KT0KQcDA7GQU52biklF9kJ3uHUwXDEzDz24ajd++th079tej6ofTKBiY1r5dkiScaHClEfXOODeaX3G4ES0mO1INaozKy/S5vzqNCg/eVII/vb0LLSY7Wjqc4AUAGalaZKbqoFErceTUGZwx2bHqs0r84kel/g94CKZcOADpyVp8tLkaR0+dgdnqgNnHRQYAqFUKXHnBAEyfOISpQEREUZSkD7LolD764VOwNiXFoE3nF9A4XyzaJFeCJCFVp0RO31Q0NbX5THWONH4aCcruELFu4yEAQNmlQ5AdYIT6ZEMb/vqRq6LMtRcNwsTifljz7wPYvq8WSoWAB2aOwr6jTe0B/8xJuZg0uh+efmsnDhxvhgDgxksGo2zCYPxQ24rn1+3Gd/vrPFLUVEqhPZXljMkOq11E9akzqD51Bh98cwQXDe+NmyfnIz3FM90lp08KLh7ZB1/tPomte2s8gv6GZgta2myuCcLGcwt0bd/nKjF60fBsv3MXACCvfy/838JLcLTmDNosDmjUCqQla2FM03tcIP1Q24rH/roV+6pPwylJIa0i7I8gCBgzrDfGDOsNs9WB061WtJkdMNscMFkcaG6z4VRDG/YePY2aRhM+2XoUlT+cxq/mXhBwX4iIKHz0WlXARaf0WhUQ5Vx1Q5A2GWLQJr1WFThfPQZtIv8Y9CeorXtr0XTGivQULa4a478spM0uYvl7FbDaRQwblIZZl+fi690n8cmWowCA/7phOE41mfHOFwcBuGr1jynsjSde24660xbotSrcM20kBhiTseLDvdjyfU37axcMTMPYYb0xPCcdA3onIzMzGU1NbbDbRTSdsWJvdRO27q1FxaEGbN1bi++PNOGB2cUYel4lneGD0/HV7pM4fnblX7c9ZyfiDumb2h6ki04ndh2oBwBcWGgMepz0WlXACkGu57heWxCAcFZp02tVficoS5KEXQcbsPLD73H4ZAs+3XoUN1w8ODxvTEREAYlOEffOLsYL56+iWmDEwlnFEJ0ilFEu2amQJNw7u9hvpRxFDCrliE4n5kwugNPpvTjXnMkFEJ1OcLhKPhj0J6j/nE25mXxB/4ATUN/+4iCO17UhNUmDu8tG4lhtG179pBIAMPWSwdColFjxwfcAgBsvyUFxXhZ+v+pbtJjsMKbp8N+zi3HwRAtefL8CZqsIAcC4kdm44eLB6J+V1P4+7gm3gGu0OyNVh0tH9cWlo/riaM0Z/PUfe3G0phV/fnsXHr19LIwdJt8azgbGFrvo0XZ3JZyiIedW2j180jVqn6RTIX9AWheOnDf3ysX9spI89iOSBEHA6KFZmHPFUPzt4334puIUg34ioig502aH6HDipin5uPWGEe31581WOxpPm6FUKaK+0qzNKeGf237AfXNKYD5bpz/pbJ3+zzZX48qxA6GJ8tIBZpuIx1du9rk41+MrN+PJ+yZArWF6qlww6E9AjS2W9rSbS4r6+n3evuqm9lr2828YDrVKgeff3Q2H6ERJXiaKh2bi/97YAQmuWvYXFBjxf298hzaLA4N6J2PhjCKs+88hbDubTjOkbypuvaawfWGtljYbappMMFkc0GqUyBskQeej7w/KTsGvfnIhnnzjOxw5dQbrvz7sscJu69mJQkkdJrWarQ5UHHaN9I/OP1ef/8CxZgCuuwzhCtDd+9fx4iJaRgx23YWobTJH/b2JiHqqXkka1DdbsfrzKq8R7JunFCAjygE/AIiSiCnjBmGZjzr9i2YXwyE6ACG6AbbFKsJiEz3WMjh/ewqDftlg0J+A9pwNhnP7pXrlyLvZ7CL+9vE+AK6AvmhIBpa/W4H6Zguyeukw6/I8/L+3dsLucKI4LxOXl/bD02/uRJvFgbx+qZh7dQGefaccJxtMUCoETJ84BNeNy8HJRhNW/2s/duyv9xmopiZpMH5ENm68ZLDHBCCtRokfT8nH71d9h28r63DHdVJ70P5DrWuBr46Vc3bsr4Pd4UR2hgEDe5/L5z9+djGwnOzAK/qGqr7ZjJ37XelCFxd5r+obaeLZUqTKKN1hICIiwCkJePeLAyjMSfcawX73iwOYX1YECNFNp9Go1PjLu7t9tmnFexW4a8aoqOfPB5/wHPmV7il0DPoT0L6jTQBcufD+rP/6CGpPm5GeosVNVwzFFztP4NuqOigVAu6cOgKv/GMvmtts6G9MwoxJufjjml1osziQ2y8VZROG4Om3XBcA6SlaLJxeBLVSgWfXlren3Px/9u47Pq7ySvz/505X711WtYqb5G5j3LAxpoMNhBJIQkgHkmw2yf42yXeT7GaTzaZsCpBKqKEZTG8ugMFg4265qVq995Gml/v740qDjdVsq1k+79eLFzDlzjNXc2fOfe55zgEt9T0mwkJIkBGv109rlwOrzc2WvbXsOtbEN28qOK0TbnZyBHqdgtPto6vXRXS4BYAT1dr7OTXXf9fRJkArG6qcsrC2o0frAxA3QG3+c/HGrmr8qqqtSzhlsfB4qWvR1jHER43O+xFCCDE8t9fLlZdkDNiR9/oVWbi93nGvquZ0Dz0mp9tLyDj3DjDqlSEXFxv1MmE1mUjQP8WoqkpxTRcA+YMsUG1os/H2Hm2h7p3rcunqdfHs9jJAq8zz/uEGKht7CLEYuPuqfB7cfASrzc20+FDWLUzlgc1H8Hj9ZCaF8eXrZrJlbx07DtZra1wVmJcTxyWzEpiR/kmdeYNBR2hYEB8cqOG57eXUt9n44+Yj/PTuRUT0VfVRlL7FsoC/b0FSc6ed2pZeFAVm9aXXtHU5OF6lnQh8evbd01cCyzQKzUAa2218UKTV+79heeZ5b+9cHKvUTqJGa32CEEKI4SmKjlc+ODloR94v3TB7/AelMvSYrh//MfXY3Vy/Iuu0ccAnJyI9dve4r30Qg5Ogf4pp73bS2eNCr1NOm0Xvp6oqT24pwedXKcyOYU52DL94cj9ur5+ZGVGYTHo+PNKEomiVe554u5S2bifxkUGsmZ/C3187gc+vUpAdwxULp/GbZw7RbtVm1xfPiGfDyqwBa+6DVnd+Xk4cuSmR/OzxfdS32XjvUEMgoO7sceH1qSgKRIRoJwI7+4LuWRnRhPV1zn2/qAEVmJEedUa33f6TDOswjVWGo6oqT20txedXmTs99rRSoePF4/Wzr68M2rzc2GEeLYQQYrSoqjpkp1lVHcVSbiMdEww9ptEsLzdCQWYD/+8vuwZcyPurJ/fx62+uGNfxiKFJ0D/FlPUtZE1LCBuwGdfe4haKa7owGnTcsS6X1z6qorKxh2CzgXULp/HA5iMA3LQyix2HGqhu7iEs2Mjli1J54u1S/KrK4hnxpCeG8dvnDuNXVeIiLXzhqhnMSI/C71dpbLfR3evGaNCRHBtyRllKs0nPukXTePTNYoqrOwNBf0nfFYpp8aEYDTo8Xh8fHNaqEK3s66zr9fn54LB2IrB6XsoZ729afChFFe2U1HRy2QD3j9TuY80cq+rEoNdx69rp57yd87GvpIVeh4eoMDMz08d/EbEQQlysnIM0TTz1/vHuNDsZxxRk1DMjM3rAhbzz8uIIMuphAkqJioFJ0D/F9Oe/5w0wM+3y+Hj2nXIArl6aTq/Dw2sfVQPwmcum8+QWbWZ7fm4cnb1uiiraMRp0XLU0jWe3l+NXVZbOSsCg07HpXa1u/9KZCdy1Po/all7+9uoxDpe3Yz/li8mg17F0lvaYU5ONovsWGNucnzy2v0pOQV8X3Z1FjVjtHmLCzYGZ7r3FLXTb3ESEmpiXc+bs9/zcOF7fVc2+4lbqLuklNf7s8/C7el081fcFdv2lGYNeuRhLqqoGUrBWz00et1KhYvyERwRhNg3+Fexye7F2S9UmISZCkGXo8Gi4+8fCYH1dRnr/WFBUlW9sLOBQWRsxEZbATH97t5O5ObEoEvBPKhL0TyF+v0rRSS0HfFbWmTPDr31URWePi9gIC5cvSOXnT+7Hr6osyo/jUHkb7VYncZEWclIjPjk5WJLG5h2V+Pwqi/Lj6bF7OFbZgaLAbWtymJ4awR+eL6KktivwOiajjphwS1/HWTc7ixrpsXv4z68uCzymq9cNQGhfi+72bmdgEfDSmYl4vH5e362dkKxfnIZep0NVVbbsrQVgzbyUATvUZiaFsyA3jv2lrTzy5gn+/c4FZ9XJ1q+q/OP1E9icXtITwrhySdqInzuajlZ2UNPci8mo47L5gzdXExcus8nA936/Y9D7f/WtVeM4GiHEqYx6HfNy405rzNVvXm4cxgnokG406IZeNDvOi3gBUBTaup18WNTAoVP21dzcOFLjQ0mIsMhM/yQiQf8UcrLBitXm1rrMfmqmv7nDHuiye9vaHF79qIrGdjsRISZS4kJ56YNKDHqFq5ak8+QWbZZ7zfwU3t5bi9fnpyArmg6rk4oGKyajji9fO5Oyum6eebwMVQWDXmHZ7EQunZNEdnJEYGb6WFUHv99UxOHyNorKW0mP0xp2ldV1AVoaEsDWfbX4VZX8tEiSY0PYsqeGDqvWUXjVXC2150R1J9VNPRgNugFTe/rdfnkOJ6o7qWzsYcehBtYuGHnQvGVPLUcrOzAadHzpuplndcIwWlRV5aUPKgFYPTfltNKmQgghxp7Xr3L7FbnccnkOQWZjoDmX3eXBoFO0csrjXJnGanOzcfV0bl135pg8HhWrzU1s6Pg3DNv8bjm5aVFaVaNTcvo3v1vOPdfPGveGYf1URcHh8WF3egm2GAgy6i/6Kw8S9E8he4qbASjMjjktWFVVlSf7FqXOzoomyKQPzJhfsWgam98/CcC1l2Twwo4K/Kq2eHV/SStOt4+c1HC6bR6qm7WKPnetz+PlnZXUtWrlJJfMTODmVdnERFjOGNOsjGgW5sex+1gzJdWdpMeF4PH6OdhX+35OVgxdvS7eO1gPfJJ29OpHVYBWNae/o/Dru7SZ/5UFyYFFvQOJDrewYWUW/9xayvuHRx70n2yw8sIOLW3ptrU5p3UUHk+HK9qpbNROrq5amj4hYxBCiIuZoqhEhFp46IWiMxth3VSA1+9j3BfNWvSEBBn560tHzxjTV26cjV8d3xr9AG6vb5jSpr5xL20K4FMUHnqh6LQrNfPy4vjGxgL0F3HgPwHXgsRY8Hj97D6mBf1LZiacdt+eEy0cq+zAoNdx08osHn7jBADLZiey/UAdPr/Kgrw49pW0YHN6mRYfSlOHnW6bm+SYENwelermHkKDjNywPJNH3yymrtVGeLCRb91cwFevnzVgwN/P0nfAe33agba/b4FqZKiJ/PRIXt5ZidvrJzslnFmZ0bz4/klsTi+pcaEsn6N1FC6t7eJEdSd6ncL6JdOG3R/9Vzrau50j2n92p4c/v3w0sC9W911dGG9+v8rmvhOPtfNTiZBSZ0IIMe6MesMZAT9oVXIeeqEIo37850wtpjMD/v4x/fWlo1hM439VWDdEadNXPjiJTpmAq+UDBPwAB0taeWhzEapy8a6Rk5n+KWJ/6SeVXmafks9vd3p4uq8G/7WXpLN1Xx0dVhexEWasdjcdVhfxkRZUFepabYQFGzEadNS29BIZasJs0lPZaCU0yMjKwmSe3laGCuSmRvC1G2cTGTpwx99TNXXYAYiLCkJV1UCa0ep5KdS32ni/r0LPLaunU9XUE5j1/+y6HHQ6BVVVebHvasTygiRiI4ZvVNXY95pR4cOPT1VVHn2zONCN+O6r8k9r+DWedh1roq7VRrDZILP8YkjDLQQGWQwsxLlyur1Dlsd0ur2EjkI/mLPhcA09Jodr/MfkH6a0qX8CSps6PL4B12KAFvg7PD6CJ2L9wyQgQf8UoKoqW/vSdVYWJqPXffJh3vReBVabm8ToYGIjg3hpZyWKAgXZsbxzoB6DXkdBdizb9tehUyAjMYwjJzswG3XERgRRXt+NxaRnXk4sb/QtrF1ZmMSdV+Sh1ymcbLBS1WRFVSE/LZKUT3WttTu9lNdrZURnZkazr6SVmpZezCY9q+el8MDmI6gqLMqPJzslnP96dB8qsHRWAnl9zcWOnOygpLYLg17HdcsyRrRPdhzSThwKsmKGfex7hxrYV6J1I/7aDbMJtkxMDr3L4wukWl1zSbrk8oshDbcQGGQxsBDnyuYYuteL3TH+5TGHG5NtAsZkdw5dRtThnHxjsju9BI/z2ofJQoL+KeB4lbZo1WTQnVab/nhVBzsOabPoG1Zk8uhbJQBcMiuR9w5qt6+am8z2A3UAFE6P5WBZGwqQkRROSU0XRoPC7MzoQGfaDSsyuXppOruPN/PG7moa2+2B19MpCt+8uSBQchNgb3EzXp9KSmwICdHB/OfftapA6xZO41BZG+V13ZiNem5dM50te2qpaeklxGLgtjU5APj8fja9qz1n7YIUosMHTyPqd6K6k+NVWirQUAt+QetO/EzflZCbVmWTlRw+7PbHyqsfatWVYsItXL5QKvYIIcRECRlm0iU4aPzDp+HGFDIBYwqehKVNhxvTcPdPZRfn9Y0pRFVVXt6pVXpZUZhMeF8OuNPt5dE3iwFYPS+Z7Qfqcbi8pCeEcryqA7+qUjg9hl3HmlBVrbtt/+LavLRISmq60CmQnxbFvpJWFOCu9XnMyY7hZ4/v5+HXT9DYbsds1FOYHUNqXAh+VeXvrx3H6/MHxvbOgfrA2N7sqxgUFmxk2awEnusrC3rD8kxcHh8v9b2PW9fkBN7HewcbqG+zEWIxcM0lGcPuD4/Xx5NbtJObVXOTiYscPBXI5/fz8OvH8Xj9zM6M5orFw68VGCuVjdZA2tMd63ICi5eFEEKMP5NBT2FO3ID3FebEYZqA7+hgs2HIMQVPQJ1+i8nA3EHGNDcnDsswKYhjIcioZ17ewGMKNAy7SF0QQX9XVxf/8R//wcqVK5k/fz633347+/btG/TxL774Inl5eWf8U11dPY6jHh8Hy9oor+/GZNBx9Sk54Jveq6Ct20lMuIWwIBOltV2YjDrMJj1dvW4SooJo63Jid3pJiQuhoi8FZ3pKBMV9nXFz06I4clKryX/31fnYnR7++/H9VDf3EGQ2cMvqbH5736V865ZC/t/nF6HXKfQ6PLRbtcWzR062U9vSi9moZ25ODE+9rZ2E3Lgik+d3nMTu8pKeGMbaBSn84/UTgeD70jmJAPTY3bz0wcm+52SNKN3llQ+1E4vwEBMbVmYN+di399QGuhHfffUMdBOUx99tc/PQi0fxqyoL8+OZN8gXqBBCiPHh9fv48o2zzwiyC3Pi+PKNs/uq94wvt9c75Jjc3qHTWsaCAZWvbJgz4Ji+smEOBsa/Uk5/w7BPB/791Xsu5rKdF8Q1ju985zu0t7fz29/+lujoaJ566inuueceNm/eTHZ29hmPLykpYfHixfz2t7897fbo6DMbVl3IvL5PUl/WLZpGVF+X2yMn23m3b4Z93aJUnntHqwYzJyuG/SWtGPUKCdHBFFW0ExpkwObw4Pb6SY0LCeTfT0+JoLi6U5vhvyKX/SWtHO5rnrUwL47PXpF3WmUZRfmk/4bJoD+91vy8ZF7ZWYXN6SUjMYwgs4EDpVoO/RevnsHWfXVUNFgJMuv5wimLaJ9/r6Kvik8Iq+cNX02nrK4rsO7grityCRkiN7+tyxG4QnLr2umBfTfeGttt/PGFI7RbncRHBvGFK/MmZBxCCCFOoSo89XYx163I4gvXzsTh9BJkMdDe7eSpt4q5Y33+uA+p1+7l54/u4b7PzDtjTD/604f84AuLsYx3rrqqYtYr3LYu57QxOV0ezHplwhpz6VWV+zYWSJ3+T5n0QX91dTUffvghTz/9NPPnzwfghz/8Ie+//z6vvfYa3/rWt854TmlpKfn5+cTFTe0Z0617a2nudBAeYgrM8vc6PPyjryTnysJktuzVml7NyIjiQN9q9vm5cXx8ogUFiAgxU99mIyrMHKiyk54YRnl9Nwpw82XZbN1XR2O7HYNex51X5LKiIOmM6jYV9d34VZWwYCORoSb2FrdQ1dSD2aQnKymcP718DEXR8ub//PJRQFusqp0caLP5t63NCeTsl9Z2BdYR3LU+77TFyQOxOT389ZXjqKq2ZmFBXvyQj3/u3XI8Xj/5aZGBsqDjRVVVGtrt7Cxq4J0D9Xi8fqLDzfzLrYUTtohYCCHEKRSVtYvSzihH2V9/HmX8q9IEmQ109br52T8+HvR+8QlFVQk26D5ZtHuRB/xwAQT9UVFR/PWvf2X27NmB2xRFK+PY3d094HNKSkpYv379eA1xQrR1fzJTffOqbILMBlRV5fG3S+judZMYHURPX0nOmAgLdS29qCrM6augA5CZFM7JRitmkx6X24fXp5IcE0x1Uw8AVy1N462Pa+ixa6VA779pDhmJAy903VvcAsDszBg8Xj+b3tWuLly+IJVN72n/fc2lmWzdV4vN6SUtIZT1i6bx8ycP4PVpzcD6g2+3x8djb2mpQCsLk8hJjRxyX6iqyqNvFNNudRIXaeHOK3KHfHx5Xbe2TkGB2y/PHfPynKqq0thup7y+m7K6Lkpqumg7pX/ArIwovnjNzAm72iCEEOJ0ZqOBt3ZVkZcexQ0rT+80+9auKr6yYQ74x7cZlrFvncFAJTILc+L61oKNc2CrKDR3OXl2W9kZJ0e3Xp5LYqRFgu1JZNIH/eHh4axadXrZuTfffJOamhqWL19+xuM7Ojpoa2tj7969PPHEE3R1dVFYWMh3v/tdMjMzz2sshlGu66rv65qr15/ddlVV5eltZbi9fvLSIlk1LxlFUfjgcAP7ilvQ6xQW5ifw2kdV6BQICzZS1egkKSaImtZefH6VjMQwTjZaAQgxG+jocREbYaGhrxrPZfNS2L6/HpfHR3piGN+5de6gQanT7WX3ca0x2KUFSbzxcQ3tVifRYWZ6HZ5A/fuE6GBe21mJUa/jazfO5sWdldS32QgPMfGl62Zi7Ftcs+m9chrb7USEmrj98txh9/tbH1ezvy9d6N6NBYQN0dBKVVVeeF87CVlZmEzmGFTr0et1uD0+Dle0s7+4hcPlbXT2uE57jEGvMCszhssXplKQHTNhfQHOx7l+fsfSSI7RyTTu4f7uw72fkXxuRvt7q99k2o8XuottX47VZ3I02ZzeITvNOt1eIsa5CozN6dWuMsCAVx88Pt+4V6axe1Se3VY6YHMugK9vLCB4nHsHTGYTfaxP+qD/0/bv388PfvAD1q5dy5o1a864v7RUOzj1ej2//OUvsdvtPPTQQ9xxxx28+uqrxMbGntPr6nQKUVEh5zX2wYSHD99s6lTvHajjYFkbBr3C/bfOIzo6lMY2W6BqzZXL0nl7t1YJpiAnjkOlrZiNOkKDzTS2dxEfHURtSy8AybEhNPQF3h1WLTBdXpjMziONeLx+CnNi+cEXFg+ZdrJpe2lgQXBaSgS/e+4QAJcvSeO5bVo5zNuvyOMvLx4B4AvXzsTu9rNtn1Yq9Dt3zCc9VavJf7SiLVDF5pu3ziM1OXLIfVFU3soz27V1DV+6YTYLZg2dqnOwpKWvFKmOz187m6ios9v3Q/H5VY5WtPHu/lo+KmrE4fpkUZXJqCc3LZIZGdHMzIxhVlbMlLkUe7af37FytsfoZBi3YZgKIMO9n+GeP5JtnK/JsB+niothX47lb+loqq9o41dP7uP6ldlnzPT/6sl9/PhLl5CRFDGuY2qu6hhyTP/11WXjPqbO+u4hm3O5PD5S4sd3TBeCiTrWL6ioY9u2bXz3u9+lsLDwjEW6/ZYuXcqePXuIiPjkQ/bggw9y2WWXsXnzZr7yla+c02v7/SpWq334B54FvV5HeHgQVqsDn29klwm7e138eXMRANcvzyTcrKetvYdfPr4Ph8tHTmoEB0+04PH6yU4O53BfHv+MjGgOlbVhNupwOL34/CoJ0UE0tNkwGnQ4XF78qsrsrGg+PtaEx+tnXk4s9940B5fDjcvhHnA8PXY3z/fVub96aTq/e0pL15mdFc1bH1UBsGZ+Ci+8W47b66dweiz5qeH8x8N7AFi/JI2shFA6O2302N386sl9qKo2C5+TFEZnp23QfdHUYefnj+7F71dZNjuRZTPjh3y8qqo8+toxAC6bn4IB/5CPH6nOHhfvH6pnx6GG09J2osPNzM+NY25OHPnpkaeVeHPaXTjtroE2d8EY7PM7UT/oIz1Gz+W4GwtRUSF4vUNXABnq8zmS5w+3jfMxWfbjVDDe+3Iig+6x+C0dCyFBRpxu32mz/KffbxizY2sww00UBZnHf0xO19AVg5wu77iPaTI7m2N9LI7TCybof/LJJ/nv//5v1q1bx69//WtMpsFTOE4N+AGCg4NJTU2lubn5vMbg9Y7Nl7HP5x/RtlVV5bE3i7E5PKTFh3Ll4jS8Xj+v7Kykot5KkNlATLiFsrpuwoKNtHY5UIFZmVEc6qvBHxVmoanDTmSYieYOBwAmgw6b00tmUhhltV14vH7mTo/l6zfORocy5Nie2lKK3eUlLV672nCywUqw2YDb7cNq95AcG0KP3UNDm43ocDNfuDqPP2wqCrzeTSuz8Hr9+P0qf37pGB1WF/FRQdy2dvqQr9ttc/Prpw5ic3jITArnc+vz8PlUhspn3HOimZMNVsxGPVctST+vv6eqqpTUdLF9fx0HyloDKYvBZgOLZyZw5bJMEiPN+H2fjGesPj8TbaSf3/FwNuOYDONWh8l1HW58wz1/JNs4X5NhP04VF8u+vBDeY7DZwLy8OA6WnDmLPS9Pq4k/3u/DbNTxH/cs5dltpWekHP3HPUsxG3XjPqbhmpQFB43/froQTNSxfkEE/U899RT/9V//xV133cUPfvADdENUcnnqqaf4/e9/z44dO7BYtEowvb29VFVVcfPNN4/XkMfEx8eb2Vei5a7fffUMDHod5fXdvPJhFQDLC5LYurcWgNgIC5WNPSREBVHdpKXypCWEUtPci9moo9eutfOODDXR1esmPiqI1i4nLo+fWRlRfP3G2RiGyTk7WNbKh0ebUNBy+Z/pS+XJT4/kQGkbJoOOudkxvPFxDTpF4ft3LeSF905S2dhDiMVw2mu88H4FR062YzTo+MaNs4ds6GG1u/nNMwdp6XIQG2HhmzcXYBqm2YbL4wuUN71ySdpp5UbPhtfnZ8+JZt76uIa61k9mL3JSI1g1N5mFefEEBxmJigqhs9OGfwJqFAshhDg/Pr+fW9bk4vefmT9/y5pcfH7/uDc68vlVnts+cP68ToGvbpiDfpyXh+lQmJcbx8HSAU6OcuPQjXOFIzG0SR/0V1ZW8vOf/5x169bx1a9+lfb29sB9FouF4OBgOjo6CAsLw2KxcNlll/G73/2O73//+9x///04nc5Aff8NGzZM4Ds5P509Lp7cop3ZX7csg/TEMBwuL3979Rh+VWV+Tiy7jjYBWtBdXN2FQa8QbDHQ3OkgLtJCTbMW/JuNeqx2D9FhZjp6XASbtYC51+EhPTGMezfOwTjMQqu2bgf/eF0rDbqiMIlXP6xCRevse6BUu6qwdkEqb+3RTkJuuzyH0poudhY1oijwtRtnExuh5bS9f7iBN/vWINx9VT5pCWGDvm6H1clvnj0UWOj73dvmjiiAf+mDk7RbXcSEm7lySdqwj/80r8/PzqJGXttVFVj7YDLquGRWIpcvSCUlLvSstymEEGJycrh9/HnzYf7t84vw+VRsDg+hQUZ0eoVfPraXf/3sAoym8e3s6vL4qGro5kdfXEJMhAW700uIxUBbt5MHnjuIy+PDNM5jQlG55bIcvrphDm6vP7CfjAYdHV3OCSlt2k9VFKnT/ymTPuh/++238Xg8bN26la1bt55234YNG7jvvvtYu3Ytv/jFL9i4cSNJSUk89thj/PrXv+b2229HVVUuvfRSHn/88cDM/4VGVVUef6sYu0trbnX1JVpN/k3vltPa5SQ6zITT7aPX4SEpJpjyOq2U6ezMGA6VazPudpeW+5sQFURzp4NQi5GOvooyKXGhlNV1ExVm5ls3FwzbNtvh8vLAC0cCpTfL67vpdXhIjA6mvK4LgKUzE3jvUD1+Vcu3jw4z8eCLWn3+29bkMCtDa5R2sLSVx9/SFiBfuyyDpbMSB33dykYrf3yhiK5eN1FhZr5721zio4KH3X8nqjvZ0nfycecVeZjPogW3qqrsK2ll07vlgXz98BAT6xamsnpeypANwIQQQlyYvF4fP7h7CX96oeiMmf4f3L2EXrsLxjnAdnt9/Ozrl/K3l46eMaafff1SHC7PuI8pyKDHGB3Eg8+fuZ/uvblACzInIND2KQoPvVB02hWI/o68+os48J/0Qf/XvvY1vva1rw35mJKSktP+f8aMGTz88MNjOaxx9eGRJg5XtGPQK3zxGi2t58jJdt471ADAwvwEtuytxaBXUACvT2V6ajhHK7WrIgnRwdS29BIVZqa504ECuH3aSUBhdgyHK9rR6xS+sWE2kaFD14r3eH08+OIRalp6CQs2YtTrqGnuJTTIiNXuxuNTyZsWyYnqDhwuH7mpESyZmcAfXyhCVbXZ/8sXpgJQVNHGn14+il9VuXROIhtWDFxSVVVVdhxq4KltZXh9flJiQ/j2LYXERAx/EtdhdfKXl4+iotX8L5w+8upNLV0OHnuzmBPVnQBEhJi4+pJ0Vs9N7quHLIQQYrRMppnZiFALD2w6PGAqzZ9eKOK+WwrHvU5/RIj5jOC6f0x/e+ko995cMO4Btl9ReHCQ/fTg80Xcf0shunEekzpAwA9wsKSVhzYXcd/Ggot2xn/SB/0Xu/ZuJ09v19J6blyRRWpcKDanh0f6uu5eOieRHYe14D8vLYpjlR0Em/U4nFqzrbT4UGpaetHrCJSQjI200NrlJCMxjJLaLgA2rsoiO3noslouj4+HXjzK8apOzEYdcZFBVPQtjFUUsDu8pMaF0G510m3TFvFesyyDh148itensnR2Inetz8PvV9lf0sKfXz6Gz6+yMC+OL1yVP2DN8W6bmyfeLgl0E56XE8uXrp05onKXNqeH3206jNXuITUulNsvH7ppVz9VVdlxuIFntpfh9vgxGnRctSSNq5amn9VVAiGEECMz2WZmHS7vkKUoHS4voeNcf97p9g05JqfbN+5jsg+zn+wTsJ8cHt+AawxAC/wdHh/BF0CviLEgQf8k1t9h1+HykZ0czvrF0wB49p3ywOLb9m4nLreP9IRQivtmpGdnxrCnuIVgsz6QkpIUE0Jdq42YCC3gNxl0xERYqGrq0ba9aOg8d6vdzQObj1Be143JoCMxOpiTDVaMeh0mo44eu4f4qCBcHn+gGdfGlZn86aWjuDw+ZmVG8707F2LrdfLO/jqe2FKCqsKi/Hi+fN1M9J9anK2qKruPNfP09jJ6HR70OoWbVmVzxeJp6EbQkMjm9PDbZw9T12ojIsTEN2+eM6KA3e3x8ehbxew+plV6yk+L5AtXzyA+curXzxZCiIkwGWdmbQ4PFpOe61dmk58edVpN/Ffer8Dm8BJqPLeCEOczpqHYJ+GYJmI/2Z1DlxG1O70Eh47vmCYLCfonsY+ONnHkZDsGvY67r56BXqfjWFWHthgWWJwfz2u7qjHoFUDB51eZkR7FwXJtIW1/rn5cpCVQacbj0dJ61sxPYcterTnWbWtz0OkGD6QrG6089OJR2q1Ogsx6IkJMVDf3YjToMBq0gD8u0oLX66ejx0VMuIUbVmTy11eP4/b4yU+L5Nu3FGLQ63j2nTJe/6ga0Grx37U+94yAv7Hdxj+3lnK8SjuJmRYfyj3XzBhyge+p2rud/O75w9S32gixGPjOrXMDi4aHYrW5+f3zRVQ2WtEpCjetymL9krQRnWQIIYQ4Nw6Pf5iZWT/BhvH9Hg4NNvK9OxcO2JH3e3cuJDR4/MOnkKCh15ANVz5zLAw3ppAJGNNwXYnHu2vxZHLxvvNJrqvXxTN9Ta9uWJ5BcmwILo+PJ/oWvS4vSAzk9BdOj2V/SStmkx6dTsHj9ZOeoAX8QCCozp0WQWltN9HhZixmA35VJT8tkuyUgdN6vD4/b++p4aUPKvH5VaLDzHh9fpo6HFhMenx+FbvTS0JUEDanh16Hl/jIIC6bn8KjbxTj82tNuu7dMAe/qvLzR/fw8TGtwtD1l2Zww/LM01J6HC4vr31UxZa9tfj8KkaDjuuWZXDlkrRhy4f2O17VwV9eOUaP3UNEqIl//cxcUuOHr6zT0uXgt88eoqXTQYjFwH0b55CXFjWi1xRCCHHuhp8t9hAcNr4zs0EmA698cHLAXHWA+ycgpz/YbKAwJ27AdJrCHK13gIwJgoz6IXssBBn1E7K4eDKQoH+SempbGTanl/SEMNYv1lJvXt9VTUuXg6gwMypKoFpPaV9e/iUzE3jvUAM6RQkEyflpkRTXdGEy6Oju1brqXrUknWOVHYBWR3cgJ6o6eHp7OXWtWpnPaXEhNLTb8PkhLMhIT9+XdEpsCC2ddjw+lWnxoeSnRfLsO1o9/CUzE7jnmhk0d9h56KWjNLbbMep1fOGqfC6Z/UmVHr+q8tGRJp7fUYHVpo2xIDuGOy7PGVF1HtBOGF784CTb99WhAmnxodx305wRzfDXt9n4zTMH6ep1Exth4Tu3ziUxemSvK4QQ4vxYzEOnXg53/1gYSf78eF990Pn93HtzwaCVcnTjHFxP1jEpqso3Nhbw0Oai0wL//jUiF+siXpCgf1I6VN7GvuIWdIrCF67Kx6DX0dxh562PtbSYdQtS2fReBQDpCWHsPt5MQlRQoA7/3JwYDpS2oddpKT8AC/Pj+OhoM0aDVlu+f2HsqakrLo+Poop2tu+rpbTvKkGw2UBUmJnavvSgiBAT3X2B+bT4UGpbtNecmRGFUa9j6z4tZeiqpWlsXJnFR0eb+OeWUtxePzERFu7bOIf0U9J0Smu7eHp7GdVNPQBaN941OczNGVmVHa/Pz65jTbz4/km6+k5qVs1N5ra1OSPK4a9p7uE3zx6ix+4hJTaEf71t7rAVjIQQQowes1E/5GzxRBRQGPbqg9Mz7nnhfp2Of755gs9dMwOjfhY2h4eQICMen59/vlXMXVfNmJAg26Cq3H9LIXaXF5vDS0iQgWCzYULG0k+vqty3sWDSVIOaLCTon2Scbi//7GvCdcXiaaQnagHys++U4/WpzMqM4khlByowd3oM+/uC96WzEnh5ZxUmgy4Q6C/IjWNvcQsACdEhgNY5NthiIDslghPVnTyzvYxDZa04PT5qmnvx9LWFNugVMhLDqGnupb7Nhl6vYDLo6ba50esUYiMsgYB/2exEKuq7ae50YNArfG59PvNz43j4tRPsPq4tiJ2dGc2/fX4xqteL1+unpcvB8++Ws6/vLDzIrOfaZRlcvmDasI3BQFtYvOtoE9v31wUWK8dFWvjsujwKsmNGtK8r6rv53abDgSsq/3rbXEKHyU8UQggxukw6hVv7qqt9erb41stzMemUcU/HCB4uf34CerTYXV52HKxnx8H6Ae+/aU3OuFfK6afz+4kMMpCZHEFnpw2vd+IC/n6KqhJs0H1ycnaRB/wgQf+k89pH1bRbndpi2Eu1uvXHKjs4VK7N3C/OT+CRN4sx6BVCg0x4vH6mp0ZQVqvNzC+dlcCHR7S8+aTYEFQgKzkcn087AOP6qtBcsWgalY1WjlV2cKxvwSxATLiZlLhQapp7Ka+3AhAebMRq9+DweYkMNeHy+GnudGA26VmYF8/Hx5vx+vxEhZn5xo2zcXt8/Mc/PqbD6kKnKNy4IpPrV2QSGWamvtHJSx+cZNu+Wrw+FUWBVYXJ3Lgii/BhOuu2dTk4WtnBgbJWTlR1Bk5uwoONXLkknbULUkZcP7+ooj1QWSg7JZx/uWXuRb24RwghJoyqEh9pYcXcZG5YmRWolNNhdRIfaZmQYM2oV5iXGzfgAuN5uXEY9eNf4GEyVu8RFxaJciaRxnYbb++pAeCOdTmYTXr8qsqm97Qc+dVzk3m/ryb/sjmJ7D6qzaKvKEjikTeKURRIiArG51dJSwilx66lu+SmRhIWrH0RVDX24FdVQoOMfOczhVTUW2lot+Hy+GjpsLO/tJWiCq2pV5BZj98PVrsHBS31prnTAWi5/CFBRj480gjAnKwYPrsuhy17a3nngDYLERdp4cvXzWJ6SgR+v8rrH1byz7dO0GPXvrhmZURx65qcQRfadve6OFHdSXFNJ8XVXbR0OU67PyMxjJVzk7lkVuKIL/+qqsrWvbU8924FflVlVkYU920swDzercuFEEIE6FSVedNjT0vHSI8PnbB0DJ9f5Za1ufjVM68+3LI2V5t0GufAPyTIOGQZ0Ymo3iMuLPIJmSRUVeWpbWX4/CqF2THM7escu/dECzXNvQSZ9eSmRbH9QD0mg47wYBNur5+0hFDa+9JbZmfGUNu38LYwO5bmTjsAkaEmFubFsem9cqqbe/j5E/spyI5Br1No7XJQVtdNY7s9MJYgswG9Tlso3P98p9tHc6cDnaIwOyuastou6ttsGPQ6blmdTVykhV89fZB2qwuA1fNS+Mxl2ZiNeg6Vt7Hp3fLAayTFBHPLZdMpzI45rXqPX1U52WDlYFkrRyraA2VG++kUhayUcAqyYliQF0dSTMhZ7WO708vjbxez54SW8nTpnEQ+f2X+iCsDCSGEGDuTKR3D51f5z4d3c/3K7NOuPhRXd/KfD+/mf+9fMf5Bv9nAf9yzlGe3lZ5RRvQ/7llKyARUyhEXFgn6J4lD5W0cq+zAoFe4/fIcFEXB71d59aMqANYvTmNnkTarvnxOUiBwXTM/lXcOaItnF+XHs3VfLQCZyeGBoL3d6iIi1MwXrsznH28Uc7LByskG62mvr1MgLioIh9OLtW8mPsisx2LU09m3QDYpJhizURe4EpCRGMYtq6fz7qF6nu4rLxobYeHzV+YzKzOaykYrm94tp7imC4DwEBM3rshk+Zyk0wLt+jYbHx5pZM+JZjr6ThoAFCAtIYwZ6VHkpUWSOy1yRJ14P01VVfaXtPLMO2V0WF3odQqfWTOdyxekDtgFWAghxMWtv4P9UPePeyqNqrJpe+mAZUR1OrhvY8H4jkdccCTonwS8Pj/PvatV47liUVqgTOX+0lYa2rQGU3OyYnjpg0oUID8jincO1mM26inIiuGxN4sBmJMVzUs7TwIQHmxidmY07x6sZ8fheublxLJ0ViL56VHsOtZEY5sdl8eH1+fHanNT1dRDc4eWPmMx6QkLNtLa5cTh8hFkNpCeEEppbRd+FUwGHdddmgEq/GFzES63D0XR1gncuDyLLpuLv7xyjI/7FvEa9DrWL57GXdfMwu104/X68Xj97Ctu4d2D9ZTXdwf2hcWkpyA7hrk5sczKiA6kJZ2r6qYeNr1XHmj0FRdp4cvXzmJ66sC9CYQYLeERQZhN8hUrxIUoyKzn3z63iLZPpZXGRQbxb59bRNAElBF1eHzDNDHzETyCQhji4iW/SJPAOwfqaO6wEx5s5JpL0gFtdro/v3/tgtRAic052THU9VXNmZMVTXuPExWICDUREWomyGQAXFjtbgqnxzIzI4rjVZ3879MHiQm3EBNhwefz02Z1Bur294sON2PQKbR0OXG6feh1ClnJ4TS02QKz9YXTYyjIiuXtvTW09OX3Z6eEc+e6PMJDTDz3XjnvH2rA51dRgKWzEtmwMpPEGG0NQHtHL9v68v77S3/qFIXC6TEsm51IQXbMiBfjDqW6qYfXd1UFqgMZ9DquXprGVUvTJ6T8m7j4mE0Gvvf7HYPe/6tvrRrH0QghzkaQyYjZ6GXn4YYBKwoFmYygjm8qjd059NUHu9M77mVExYVFgv4J5nB5eXVnFQA3rMgKpK/0p+AY9Aqr5ybzP/88CMAlsxLZcUhbKDszMzqwmj8yRKstn5kcTn2bjQ8ON1CYHcO9G+bw7DvlfHikkXark3arM/DaCpAYE0yIxUhLlz2QWqPXKWQmhdHS5Qx09U2ODWH5nEQOlrXxxBatK3B4iIlbVmczKzOaLXtq2X6gLlDyc3ZWNDevyiatryZ/W7eT53ec5K3dVbg92mOiwsysnpvMisLkUamNr6oqx6s72bq3NpCCpABLZiVw4/LMETf6EkIIcXHz+VWe3TZwKg3A1zcWjHdK/7AV5qQCnRiOfEIm2CsfVNBtcxMfGcSKgqTA7R8UaVV6Fs9IwOb00tLlwGjQMXd6LP/cqi3gyUoKDwT9To8PgMsXpLLraBMHy9p46KWjXLkkjc+uy+HWNdOpaOimsc1GZ4+bdquTmpae0xbwhlgMpMSF0NhuD5TrjAozc+mcRKqbegIpSCaDjisWp3Hp7AR2HG7kiS0lgUB+ekoEG1dmkZ8eBUBzh503dlfz0dGmQInNtIRQrlycxsL8+FFZROty+/j4RDPb99cFegcoirbvrrkkndS4gasDCTGZebx+4uLChn+gEFOEX6fra/DkITTISNAENnhyebxDduR1ebyYxrnqW5BRz7y8uNO6zPablxdHkFEvtejFkCTon0AOl5eXd2g5+DeuyAwEwB6vn73F2kF96ZwkSmq7AMhNjUB3SlWdmAgLEX0z5C0ddjp7XKQlhPHZdbk8uaWU/SWt7A+ktyh4fWd+Geh1WhMug17HyYZuSvvq/UeHm1mYF09jm43XPtI6AesUhRWFSVw6J5E9x1v4j3/sDczsZyaFccPyTOZkaRV56lp6eX13NXtONAe+gwqmx7J+0TTy0yLPewGtqqpUN/fw4ZEmdh1twt636Mps1LN8ThKXL0olQWb2xQXMaNBJepC4aHgVhQc3HT4jlebemwswTEAg63D5hrzf6fIRNs5Bv6KqfGNjAQ9tLjot8J+XF8c3NhZc9N1mxfAk6J9A7xyoo8fuJiE6mEUz4gO3n6juxOHSGmHlpUWy54S2IDYjKRz1lINapyhEhBjJTY2gtK6bx94q5r6Nc1g9L4XslAhe+6iKo5UdOFzeQMBvNOhIigkmLiIIFaht7qHilEo+0+JDyZsWSXWTlS17tUpAigJLZyayMD+O/SWt/M+TB/H3jSM7OZxrl2UEuuCW13fz5u4aDpW3BbZZkB3DDcszWVyQcl6d+lRVpaHdzoHSVvacaKb+lJKecZEWVs9LYUVBsnTVFUKIC4hfpzsj4AdtRv3B54u4/5bCcZ/xDxmuI+8E/c7oVZX7Nhac1s8gyKiXgF+MiAT9E8Tn97O1L6i+blkGet0naS7HqzoAKJwei05RArn28ZFBGA06gs0G7C4vLZ0O0hPD+MyaHH751AGKKtr58T/2sGZ+KtNTIrjj8hxUtE62LV0OWruc1Lf2UlrbRU1zb+D1TEYdhdmxhAUZKTrZxrb9WglQg15h6axEpqdEsK+4hT++cCTwnBnpUVx9SToz06Pw95XEfHtvDRV9aUEKsDA/nquXppOeGIbhHCoKqKpKh9XFyUYrJTWdHK3sCCwe1sanY35uLJfOSWJWZjQ6Kb8phBAXHLtr6FQau8tLqHF8q9IY9QqFOXEDjqswZ2I68vabTP0MxIVFgv4JcqC0jQ6ri4hQE0tnJ5x238lGLXDO6Ssr6e7L1zeb9CiKQk5qBIcr2vnoaBPpiWFkJYdz/8Y5/PXV4zS22wM5/0Mxm/TMSI8iPsJCS7eDA6WtgZz7EIuBZbMTCQ0ysutYc6A/gKLAgrx4rlycRlZyOD12N2/tqeGd/fWBBcIGvcKy2YlcuSSdxOiRpdc43V6aOxy0dWsnJq1dDpo67NS19ga69/Yz6BVmpEezIC+OhXlxBFtkVl8IIS5k/WvTBmN3jH9NfKvNzfUrsoAzO/JevyILq81NrFTKERcYCfonSP9C3fVLMzAZ9KelvDT1La7tX4DaX9GnP5f/svmpHK5oZ/v+OnJSI1iYH8/srBj+56tL2VnUyKHyNupabYHHB5n1RIVZSIoJJik6GL1eR1O7naKTbRw6JW8xMymMmRnRdPW62HG4IbA4N8isZ/mcZNYuTCU2wkJpTRd/ffUY+4pbAmlDoUFGVs9LZu381MA6g4Goqkpju40T1Z2U1XVT2WCl5VN1kE+l1ymkxIWQkxLJjIwoZqRHnVODLiHEmYbrJeBye7F2D358CjEahk+lGf/vfIvZwH/8ddeAHXl/9eQ+rSOvEBcYiZ4mQK/Dw4m+ZlFrFk477T6/Xw0E65FhWvCcEhfCofI2Smu7WDM/lYJsrab9R0ebeOiloyzIi2PZ7ESykiNYt2gaVyxOQ1VVeuxalZ7GdjtVTT2U1XVzoKSVUy8ERoWZKciKwWzSc6yyg9d3VQfuS4kNYfW8FJbNTsTm8LDrWBM7jzTS2vVJ2c/0xDAum5fC0pkJmIaof9/a6WDLvjq27605rWJQv9AgI/FRQcRGWIiLDCIxOpjk2BBS40JGpW6/EOJM0ktATAbBZsOQqTTBZgOMc05/sNlAfno0z20788r53AkakxDnS4L+CXC4vA2fX2VafCgpcaF0dtqGfPz83Dhe31XN/pJW6lp7SY0L5e6r8wkNMrJlb+1pVXr0OgW9XsHrVQOLbT8tKSaY3NRILCY9lY1WdhxuCNxnMuiYnxfHqsJkkmNDOFDayu82HQ7U6wdt5n9RfgKr5iaTmRQ+6Lj9fpXDFW1s318X6IgLWorO9JQI8tOiyE6JID0xTBbfCiHERUrn93PvzQU8+HzRgNV7JqJsp87v5xuDjOkbEzQmIc6XBP0ToLhGC4ALp8eecZ9OpxAWbKTH7qG920l4sInMpHAKsmMoqmjn95uKuG/jHNITw7htbQ7L5ySx43CDtsi1w47PrwZy80FroJUYHUxKbAihQUacbi+ltd2nBfqgrR+4ZFYic7JiKK3t4s2PazhW2RHYlgLkp0exbHYiC/Pjh+xq63L72Hmkkbf31NDW7Qw8vyAnlsX58cydHispOkKMA6n1Ly4UBlXl/lsKsbu82B1egoMMBE9gnf5Pj8nm8BIyCcYkxPmQyGsC1PZVzslOGXiWPDMpnKKKdg6XtwVm0u+5Zgb//cR+Wjod/Ndj+1g8I54FefFkJYdz++U56BQFj9dPt81Ft81Dr91Nd6+LhnY7JxutfFDUcFqdfgXISglnQW48MzOiqG3pZV9xC//cWnraSUNafCiLZyZwyaxEosKG7prbbXOzfX8t7+yvD9TND7EYWFGYzLpF08jNjD2vkp1CiLMjtf7FhUTn9xNq1H2yaHcSBNc6v5/IIAOZyRHy+yUueBL0T4D+SjcJg1S3WTorgaKKdrbuq2NFQTIxERbCgk388K4FPPF2CftKWtl9vJndx7X6/TpFwWTUoQJut4/BineFBxvJT49iVkY0iTHBVDZYOVDWxqb3yk+r+JUUE8zCvHiWzkogKSZk2PdT19rLlj217D7eFDixiI8KYt3CaSwvSMJs1J9TyU4hJqvhFsAKIYQQk438ak0Ap1urmBM8SIrL4vwE3t5TS3VTD7997hDfvLmAhKhgwoJNfGPDHCobrew62sSJ6k4a2m34VTWwTdBm8SPDzMRHBpEaF0pGUhgJUUG0W52cqO7k5Q8rA7X/+6XGhTA/N45FMxJIiR0+0Pf6/Bws0/L1S/s6BoPWrGv94jTm58ah00ndfDE1DbcAFmQWXQghxOQiQf8EMBh0+Nw+3INcJtTpFO7bMIefP7mfxnZ7oOHWstmJpMSGkJkUHkj78fn9WG0erZa/AmajHlVVael0UN3cy8mGbl76oDJwdSEwBr1CTmokc3NimTc9ltjIoGHHraoqNc29fHi0kd3HmgNVhnSKwrzcWK5cnEZ2SsR57h0hxIXC4/UTFTX0JIGU/RRCiMlBgv4JEBthob7VRn1rLzOy4wZ8TEyEhR/etYC/v3ac4pou3vq4hrc+riEs2EhyTAiRYWYsJj2qCm6vj167h65eF+1WF46+fPpTKUBqfCj5aVHMzoomd1rkkItx+/n8fk42WDlY2sa+kpbAwlyAiFATKwqSuGxe6rD5/kKIqcdo0PH9P7yPOkRHULniIYQQk4ME/RMgb1ok9a02Pj7WzOVLMwd9XHS4he/dPo/D5e3sOFTPsapOeuweSuxdw75GbIQlkNozPSWCzKTwEVXMUVWVpg47xdWdHK3soLim67STCJNBR8H0WJbPSWRWZjR6neTqCyGEEEJMdhL0T4AVBcm8c6Cej483U1zdQUL44LPkiqIwNyeWuTmxeLw+6lptNHXYsdrcuDxaHr/JoCckyEBkqJnoMDOxkUEjmsUHLTe/urmHstpuSmu7qGjopsd+ekv0EIuB2VkxLMiNY05fIy8hhBBCCHHhuCCCfr/fzwMPPMCmTZuwWq0sWLCAH//4x6Snpw/4+M7OTn72s5/x/vvvA3DllVfy7//+7wQHD1wtZ7ylJ4ZxyawEdh1r5r8f2cP3b59H4iCVfE5lNOhPy+c/W6qq0t7tpKLBSnl9NycbrNS29JxWyhPAoNcxPSWcGRnRzM6MJi0hVGb0hRBCCCEuYBdE0P/QQw/xzDPP8Itf/IKEhAR+9atf8eUvf5nXXnsNk8l0xuO/+c1v4nK5ePTRR7Farfzwhz/kpz/9Kb/85S8nYPQDu/OKPOrbbNQ09/KTR/Zw4/Is1sxPwTTCGfrh+P0qzZ12app7qWqyUtPcS21Lb2Dx7alCg4xMT4kgd1okOakRpCWEYZQSm0IIIYQQU8akD/rdbjf/+Mc/+N73vseqVdqCsP/7v/9jxYoVbN26lWuuuea0xx88eJA9e/bwxhtvkJ2dDcB//ud/8qUvfYnvfOc7JCQkjPt7GEiQ2cC/fXY+f3vtBIdKW3nu3XLe2F3N4hnxFGTHkpUcTmiQccht+FUVq81NW7eTlk47je12mjvsNHU4aO604xmgOpBep5AaH8r0lAiyU7SrBvGRQSiKlNcUQgghhJiqJn3QX1xcjM1mY+nSpYHbwsPDmTlzJnv37j0j6N+3bx9xcXGBgB9g8eLFKIrC/v37ufrqq8dt7MMJCzbx0y9fwqs7ynnpg5O0dTt550A97xyoB7QZ+MhQE8FmA3q9DlVV8fj8ON0+eh0eemwe/ENUzTAZdKTGh5KeEEZ6YhjT4kNJjQvBaJCcfCGEEEKIi8mkD/qbmpoASEpKOu32+Ph4Ghsbz3h8c3PzGY81mUxERkYO+PizMdpdZfV6HTqdwmULUrm0IJGjJzvYV9xCcXUnzZ0Oeh2eAdNxTqUoEBVmJiEqmMSYYJJiQkiMDiYpJpi4yKBJ0yBLr9ed9u+p7GJ5r5PxfY7kGB2tcY/k6thwjxnr+0djG4Pt08D+U0Dh3LYhNJPxWBpLF9rn4WL7+5wr2U/Dm+h9NOmDfodDa+ry6dx9s9lMd3f3gI8fKM/fbDbjcrnOuH2kdDpl2CY05yo8XGuMtTomjNWLtMXJdqeH5g47nVYXdpcHr09FAUxGHUFmA6HBJqLCzESGmi+oA6z/vV4MLpb3Olne59keo+c7bsMIrpgN95ixvn80tjHcPjXohx/DWH13TjWT5VgaS2P5WzrWLoa/z2iQ/TS8idpHkz7ot1gsgJbb3//fAC6Xi6CgM3eaxWLB7XafcbvL5Tqv6j1+v4rVaj/n5w9Er9cRHh6E1erA5zsz/z4yyEBk0BB/Ir8fq/XC6HQ53HudSi6W9zrY+5yoH/SRHqOj8feJigrB6/UN+7jhHjPW94/GNjo7bQPe3r8fvT4fDJ5lOOQ2hGa8vzMmMugei9/SsXaxfKefL9lPwzubfTQWx+mkD/r7U3VaWlpIS0sL3N7S0kJ+fv4Zj09MTGTbtm2n3eZ2u+nq6jrvRbzeARbGjgafzz9m255s5L1OPZPpfZ7NOM533EN1oR3pY8b6/tHYxrD7SB2FbQhgch1LY+lCfY8Xy9/nfMl+Gt5E7aNJnxeSn59PaGgoH3/8ceA2q9XK8ePHWbhw4RmPX7RoEU1NTVRXVwdu63/u/Pnzx37AQgghhBBCTDKTfqbfZDJx55138utf/5ro6GhSUlL41a9+RWJiIuvWrcPn89HR0UFYWBgWi4XCwkLmz5/Pv/zLv/CTn/wEu93Oj3/8Y2688cZJU65TCCGEEEKI8TTpZ/pBa7Z1880386Mf/Yjbb78dvV7Pww8/jMlkorGxkeXLl/PGG28AWiWKBx54gNTUVD7/+c/z7W9/m5UrV/KTn/xkYt+EEEIIIYQQE2TSz/QD6PV6vve97/G9733vjPtSU1MpKSk57baYmBj+8Ic/jNfwhBBiSvJ4/cTFhY3pNlxuL9buwQsShEcEYTYN/lM13POFEEJoLoigXwghxPgzGnR87/c7BrxPURT+95srz2sbAL/61qohn282Gc7r+UIIITQXRHqPEEIIIYQQ4txJ0C+EEEIIIcQUJ+k9I6TTKURHj21H3ouBvNepZ7K8z7M9RqUj7+jcP5KO4ENtYyTrBoYbw3B/d7+qYhxyDD50ijLkNs5n+/2vMfQY/JPmWBpLY/lbOtYuhr/PaJD9NLyJ2keKOpLuLkIIIYQQQogLlqT3CCGEEEIIMcVJ0C+EEEIIIcQUJ0G/EEIIIYQQU5wE/UIIIYQQQkxxEvQLIYQQQggxxUnQL4QQQgghxBQnQb8QQgghhBBTnAT9QgghhBBCTHES9AshhBBCCDHFSdAvhBBCCCHEFCdBvxBCCCGEEFOcBP1CCCGEEEJMcRL0CyGEEEIIMcVJ0C+EEEIIIcQUJ0G/EEIIIYQQU5wE/UIIIYQQQkxxEvQLIYQQQggxxUnQL4QQQgghxBQnQb8QQgghhBBTnAT9QgghhBBCTHES9AshhBBCCDHFGSZ6ABcKn89PR4dtVLep0ylER4fQ0WHD71dHdduTjbzXqWew9xkXFzYh4xnpMXqx/H3GmuzH0TPe+3KijlEYm9/SsSaf9ZGR/TS8s9lHY3Gcykz/BNLpFBRFQadTJnooY07e69Rzob7PC3Xck43sx9Ej+3Jyk7/PyMh+Gt5E7yMJ+oUQQgghhJjiJOgXQgghhBBiipOgXwghhBBCiClOgn4hhBBCCCGmOAn6hRBCCCGEmOIk6BdCCCGEEGKKk6BfCCGEEEKIKU6acwkhhBBCDEBRtH8+/d8DUaUflZjkJOgXQgghhPiUyMhgjEb9Kf8fMuTjPR4fXV32sR6WEOdMgn4hhBBCiFMoChiNev77H7txuX0YDHq8Xh/qINP5FrOBH35xKYoiM/5i8pKgXwghhBBiAE6XF5fHj8HPkEG/EBcCWcgrhBBCCCHEFCdBvxBCCCGEEFOcBP1CCCGEEEJMcRL0CyGEEEIIMcVJ0C+EEEIIIcQUJ0G/EEIIIYQQU5wE/UIIIYQQQkxxEvQLIYQQQggxxUlzLiGEEGfN5vBQ295KVV0XTreP0CAj6YlhxEcGTfTQhBBCDECCfiGEECPS1eti19Em9pW0UNXYw0C9SbNTwrlzXR7piWHjPj4hhBCDk6BfCCHEkJo67Lz6YRV7TjTj838S6idEBxMXacGo19Ftc1PV2ENFvZWfPb6P+28qoCA7ZgJHLYQQ4lQS9Ispze70YHd6MRh0hAeb0OmUiR6SEBcMh8vL5vdP8u6BevyqFuxPT4lg2ZxEFubFk5kWTWenDa/XD2hXAh5/q4RD5W385ZVj/PzLS4gINU/kWxBCCNFHgn4xpXi8PvaXtLKvpJXS2i56HZ7AfQa9joykMJbMSGDZ7ESCzPLxF2IwJTWd/PXV43T2uAAoyI7hhuWZZCaFA2AwnFkHIjLUzDc2zOa/H99PdXMP7x6s58YVWeM6biGEEAOTqEdMCR6vn+3763hjd/VpgT6A0aDD6/Pj9fkpr+umvK6blz44yU2rslk1NxlFkdl/IfqpqsrWfXU8+04ZqgrxkUHcdWUeszKiR/R8g17HFYun8bdXj3OwrE2CfiGEmCQk6BcXvMpGK39/7TiN7XYAYsLNLJudRMH0GFLjQjEb9fhVldYuB0UV7bxzoJ7mDjuPv11CWV0391wzQ9J+hEAL+J9/r4I3P64BYNnsRO68IheL6ex+KvKmRQJQ32rD71fl+BJCiElgSgf9L730En/961+pra0lLS2N++67j6uuumqihyVG0QdFDTz+Vgk+v0p4iImbVmWxbHYiet3pqQc6RSEhKph1C4NZOz+VLXtref69CnYdayIi1MRnLps+Qe9AiMnjlQ+rAgH/LZdlc+XitHO6EhYWbATAr6o43T6CLVP6p0YIIS4IU7Y518svv8wPfvADbr31Vl577TWuvvpqvvOd73Dw4MGJHpoYJW/vqeGRN4rx+VXm58bx319ewoqC5DMC/k/T6RSuXJLGV66fGdhOc4d9PIYsxKS1v6SFl3dWAvDZdblctST9nFPf3H0LewGMBpnlF0KIyWBKBv2qqvL73/+ez3/+83z+858nPT2de++9l2XLlrFnz56JHp4YBTuLGnn2nXIArl6azr0bZhNiMZ7VNhbPSGB2ZjSqCnuLW8ZimEJcELp7XTz6ZjEAVyyaxtoFqee1vbYuJwAhFgNGg/68xyeEEOL8TclrridPnqS+vp7rrrvutNsffvjhCRqRGE3VTT08/rYWoFy1NI2bV2ef87amp0ZwtLKDli7HaA1PiAvO5vdPYnN6SU8IO6/jqV91cw8AqXGh570tIYQQo2NKBv1VVVUA2O127rnnHo4fP05qaipf//rXWbNmzTlvd6ASdedDr9ed9u+pbLTeq9fn5x9vnMDr01J6blubc17Vd+wuL6DNSI7W3/di+btOxvc5kr/hZBz3ROqwOvnwSBMAn7syD8sIS9kOtR+LqzsByEuLHPXvzanoYvtMXgifif6fFUVRoP8nRgGFgX9v+n+HDAYd6kCtqi8CF9vn+FxM9D6akkF/b28vAP/2b//Gfffdx3e/+13efvttvvGNb/DII49wySWXnPU2dTqFqKiQ0R4qAOHhQWOy3cnofN/rm7uqqG3pJSzYxHc+u+C8Gv/4/SpHKjoAKMiNH/W/78Xyd50s7/Nsj9HJMu6JtnW/1nhrdnYMiwtSzvr5n96PLo+PwxXtAKyYP23MvjenoovhMzmWv6VjwWDQY+hbomLQD56qZuhLY4uMvHDe21i5GD7H52ui9tGUDPqNRi23+5577mHDhg0AzJgxg+PHj59z0O/3q1ito7vYU6/XER4ehNXqwOfzD/+EC9hovFdVVXnhnTIArl+egd/jpbPTe85j+vBII43tNoLNBnKTw+nstJ3ztk51sfxdB3ufE/WDPtJj9GL5+4zU3mONACzMjTurY2Cw/fjRkUYcLi+xERbiwk2jdlxNZeP9mZzIoHssfkvHgqJoAbzX68Pr82HQ6/H6fDDILL63b+K2q8t2Uc/0y3fr0M5mH43FcTolg/7ExEQAcnNzT7t9+vTpvPfee+e8Xa93bD7EPp9/zLY92ZzPe61qstLcYcds1HPp7MTz2mddvS6e3loKwJVL0tDrlFH/G1wsf9fJ9D7PZhyTadwTqa5VC8ozEsPOaX98ej9u218HwKVzkvD7VPyDRUniDBfLZ/JCeI/96T2qqn4S6Kt9/z+A/tu9Xv9FG/T3u1g+x+djovbRlEy8mjlzJiEhIRw+fPi020tLS0lLS5ugUYnzVVbbDUB+WuRZNws6lcvt48HNR7DaPaTGhbB+sXwmxMXL0beuJTTo7KpfDaS/47Vep7BqbvJ5b08IIcTomZIz/RaLhS996Us8+OCDJCQkUFBQwOuvv86HH37Io48+OtHDE+fIancDEBt57rlwvQ4PD2w+QkWDlWCzgW9smIPxAlhUJsRYCbEYsNo9dPW6iQ63nNe2XttVBWidfCPPY72NEEKI0Tclg36Ab3zjGwQFBfF///d/NDc3k52dzR//+EeWLFky0UMT5yi4r6pI2zmU1/T7VfaVtLDp3XLarS4sJj3/8plCEqODR3uYQlxQMpPCOVzRzqHyNrKSw895OxX13RRVtKMoWu8MIYQQk8uUDfoB7r77bu6+++6JHoYYJXOyY9j0XgVFFe3sLGpk2ZxEdAOU6/SrKl09Lpo7HTR12Klt7uHIyQ7arVrDoLhIC/dvLCA1XmqIC7FsThKHK9rZuq+WZbMTz/lE+KW+br6XzkkiQU6mhRBi0pnSQb+YWlLjQllZmMz7hxv4xxsnePadMpJjQwgyG/D5/NhdXqw2D129Lnz+M1dShVgMrF2QylVL0jGbpEuoEAAL8uLInRZJaW0Xv3nmEN+5tZCkmLOrGlFc3cmxyg70OoXrlmWMzUCFEEKcFwn6xQXlrvW5xERYeOvjGmxOL2V13QM+Tq9TiImwkBgdTEpsCNNTI5iZHi3BvhCfolMUvn7DLP7nnwdo7nTwn4/uY8PKLNbMT8EwwgYyr++uBmDl3GTizmPNjRBCiLEjQb+4oOh1Oq5blsFVS9KobemltcuBy+NDr1MIMhsICzYRHWYmItSEXicLdIUYiYhQM/9+1wL+/NJRimu6eGZ7Gdv21bJu0TSWzU4kxDJ4ZZ/WTgfHK7Umd1dKJSwhhJi0JOgXFySDXkdmUjiZSSNbeOhXVSrqu6lvsxFkMpCXFinVRYQ4RXiwie/ePo8PDjfw4vsnaet28vS2Mja9W8Hc6TEszI9nTlYMQebTfzaqmqyoQHiIidiI86v+I4QQYuxI0C+mNFVVef9wA699VEW71RW4Xa9TWDwjgTvW5Qw5iynExUSnKKyam8LSWYl8dKSRdw82UNfay76SVvaVtGIy6lhVmMJ1l2YQGaadNKfGh6JTFKw2Nz/6+8dcMiuRpTMTzqu0rhBCiNEnQb+Ysrp6Xfzt1eOcqO4EwGLSk5MaSbfNRU1zL7uONVFe38W/3TH/vOuTCzGVmI16Lpufyup5KdQ097LnRDP7S1tp6XSwdV8th8vb+MXXLgEgKSaEL1yVzxNbSmhst7P5/ZNsfv8k01MjWDM/hcX5Ceh0Z1bZEkIIMb4k6BdTUnl9Nw++eITuXjdGg44NK7JYuyAFo0FbyFvR0M1fXj5Ga5eTXz1ziB9/YeF5dfkVYipSFIX0xDDSE8O4eXU2xyo7+O1zh2npclDT3EN8XBgAywuSmJ8by/6SVnYfb6a4ujPQnfeNXdXcc81M0hPDJvjdCCHExU1WOoopZ/fxJv73qQN097pJjg3hp19czJVL0gIBP0B2cgT/32fnExVmprnDzqb3KiZwxEJMfoqikJEUjr5v1t7yqUpYwRYjKwqT+d7t8/j1vZdy44pMQiwG6lpt/OzxfRwqa5uIYQshhOgjQb+YMlRV5Y3d1fz1leN4fSrzcmL50ecWDNpsKDrcwj3XzADgvYP1tJxDp18hLiZvfVyDz6+SlhBKStzgze2iwsxcf2kmP//KUuZOj8XnV3nopaPUtfSO42iFEEKcSoJ+MSX4VZVn3ynn+b4Z+ysWTePeDXOGTdmZmRHNrMxoVBV2FjWOx1CFuCC1djnYsrcGgBsuzRzRc8KCTdy7cTazs6Lx+vw8807ZWA5RCCHEECToFxc8n9/PI2+cYMveWgBuWzOd29bmjHjx4LJZiQAUVUj6gRADUVWVp7eV4fWpzEiPYm5O7Iifq9fp+NwVeegUheNVnTS228ZwpEIIIQYjQb+4oHl9fv76ynE+PNKEosCXrp3BFWfZICgvLRKA2pZePF7/GIxSiAvbwbI2DpW3odcp3HF5DopydtV4YiODmJERBcCxvkZeQgghxpcE/eKC5fH6+dNLR9lb3IJep/CNG+ewbHbSWW8nKsyM0aBDVbUyn0KIT7jcPp7eVgrAlUvShszlH0pWXyO9+jaZ6RdCiIkgNQrFBcnj9fPQi0c4XNGOQa/jvo1zKMiOOadtKYqCxaTH4/XjcvtGeaRCXNhe2nmSdquL2AgL1y7LOOftRPU18+rudY/SyIQQQpwNCfrFBcfj9fPgi0coqmjHaNDxzZsKmJUZfV7b9PlUAPR6aSIkRL/qpp7AWpk7r8jDbNQP84zBGQ3ahWWvT1LohBBiIkjQLy4opwb8JoOOb95cwMyM8wv4vT4/DpcXgBCLcTSGKcQFz+9XefztYlQVFuXHn/OVtH79wb5BL1mlQggxESToFxcMj9fHA5uPcuTk6AX8AO1WJyraTGRYsAT9QgBsP1BHZWMPQWY9t1+ec97bszm1E+sgs/zsCCHERJBvX3FBcHl8PLD5CMcqOzAZdHzr5gJmjELAD9DQt7AwMTr4rKuSCDEVtXU72LzjJAA3r55OZKj5vLfZv0g+ItR03tsSQghx9iToF5Oe3enh988XUVbXjdmo51s3F5CfHjVq26/t6xKaeo5VSYSYSlRV5bE3i3F5fOSmRrBqbvKobLfTqgX90WHnfwIhhBDi7EnQLya19m4nv3v+MPWtNoLMBr59SwE5qZGj+hrVTT0ApCdI0C/E9v11HKvqxGjQ8YWrZ6AbpatfbVYnALERQaOyPSGEEGdHgn4xaR2r6uCvrxyjx+4hItTEv9xSSFpC2Ki/Tk1zX9CfOPrbFuJCUtlo5bl3ywG4ZXU2idHBo7btzh5tpj9KZvqFEGJCSNAvJh2X28eLH5wMlApMSwjl/o0FxERYRv21nG4v7X1pB+fadEiIseT2+Ciu6aKsroumDjsut4/QYCPZyRHMz40btSC6vdvJH18owutTmZcTy9oFqaOyXdBShnrtHgDCQySnXwghJoIE/WLS8Pr87D7WzIsfnAzMCq6em8xta3MwnUd98KH0v06QWU9okFTuEZNHY7uNrXtr2X28GecATeN2H2vmqW2lLJ2ZyIYVmcRGnnvaTEuXg988c5CuXjfJsSHcc83MUV3U7vOr+FWtF4bJKCU7hRBiIkjQLyac1e7mwyONbN9fR0ffrHtshIU7r8ilIDt2TF+7P5iymORQEJNDa5eDTe9VsK+4JXBbdLiZmenRTEsIJchkoKPHydGTHZTXd7PrWBN7TjSzcm4y1yxNJzp85FfEVFVlf0krj71VjM3pJS7Swnc+U0iwZXSPB71OQQFUwO3xEzL6F+2EEEIMQyIdMSG8Pj9HKzv44HADRRXt+PzaLGB4sJH1S9K4fEEqRsPYzO6fqr9muM3pwa+q57Vo0a+qWG1uPD4/OqMcWuLs+Px+3thVzasfVQcaWc3LieXyhdPIS4s847N5/aWZVDZaeWFHBcerOnn3QD07DjZQOD2GS2Ylkp8eNejVK6fby9GTHWzdV0tZXTcAmUlh3LexYExy7hVFITrcTLvVRVO7TfL6hRBiAkhkIsaVzelhy8c1vHOgnm6bO3B7RmIYl81LYemshHEJ9vvFRVoIMutxuHwcPdlxVl1HvT4/lY1Wjp7soKSmk+rmXlyeT9Iw4iODWDU3mbULUscsPUlMDZ09Lh568QgVDVYAZqRHcdvaHKbFD73OJDMpnO/eNo8T1Z28srOSktouDpa1cbCsDYCYcDNxkUGEBpvQ6xQcLi/tVieNbfZAuo1Br+PKJdO4blkmRsPYpd7kTovSrkoUt4xajw0hhBAjJ0G/GBduj4+nt5Sw+d2yQEpNWLCRS2YlsqIwmZTYkAkZl16nY0VBMlv21vLYW8V8/cbZTE+JGPCxflWlsc1GcU0Xx6s6OFHdeUautaKAxaTH6fbR0pem8f7hBr52w2ypDiQGVN3Uw+82Habb5ibYbOCz63JZOivhrHLqZ6RHMSM9ioY2GzuLGjlc0UZju512qyuwUP3TYiMsLJmZwJr5qeMy876yMIldx5rYWdTI6rkpcjwIIcQ4k6BfjLljVR08/lYJrV0OAFLiQrhmaToL8+Mx6Cd+Ud/1l2Zy5GQ7je12fv7EftLiQ8lICiMkyIjfr6XstHQ6qGuz4fpUkB8aZGRGehSzMqPJTokgMToIs8mAOcjEtt1VbHq3nOZOBz9/cj93X5XP0lmJE/QuxWRUUtPJ758vwun2kRIXwv03FRB/Hgtyk2ND+Mya6XxmzXTsTg/1bTbaup3YHB78KpiNOqLCLKTGhZxV7v9oyEuLYl5OLAfL2vjj5iK+f8f883qvQgghzo4E/WLMeLx+nnu3nO376wBtZvEza6YzPzdu1Br+jIZgi4Ef3rWQf24t4ePjLdS09FLT16X300xGHdnJEczMiGJmRjTpiWEDvpdgi5EVhckUZsfw11ePU1TRzl9fPU59m40NK7Mm1fsXE6O0tov/23QYt8dPflok920sGNUFtMEWIzmpkeSMXuXN8/bFa2bw8yf209hu5xdP7udbNxeQkRg+0cMSQoiLggT9Ykx0WJ08+OJRKhu1HOW1C1L56k2FOO0uvF7/BI/uTMEWA1++bhafWZNDcXUnTR127E4vOh2EBZuIjbCQEhtCYkwwet3Ir04EW4x88+YCnn+vgrc+ruH1XdVUN/fw5WtnEhYs9covVjXNPfz+eS3gn5UZzf0b51wU6z5CLEa+d/s8fvPsIepbbfziyQN8bn0el85JmuihCSHElCdBvxh15XXdPPDiEaw2NyEWA1+6diYL8uMJMhtw2gfOLx4pv6rS3GGnrtVGh9WJ2+PDbDKQGB1ETmpkoBrPuYoIMbFkZsJ5bePTdIrCZy6bzrS4UB59q5ijJzv4ySN7+cp1M8lLixrV1xKTX2uXg98+dxiHy0fetEjuu0gC/n6RoWZ+cOcC/vLKMYoq2nn49ROU1XVzx+Vj149DCCGEBP1ilO050czfXzuB1+cnNS6U+2+aQ9x55O2qqkptSy/HKrWFs+X13QM2KgKtFvi8nFiuuSRjUi4SvGR2IqnxoTz04hGaOx3879MHuf7STK5bloFOJ+k+FwO708PvNh3GanMzLT6U+28qwHwRBrpBZgPfvLmAV3ZW8uqHVbx/uIGTDd187YbZJE/Qon4hhJjqJOgXo2br3lqe2V6GCsydHstXrp95Tk2v7E4PRys7OHKynaOVHXT3uk+732TUkRoXSmyEBYtJj93lo6aph5YuB/tKWtlf0sqKwiRuuWw6IZbJ1WV3WnwoP757Ef/cUsqHR5t4eWclpbVdfPX6WYSHSLrPVObz+/nTy8dobLcTFWbm27eMfhOsC4lOUbhxRRY50yL52yvHqGu18Z+P7eXWy6azel7KqHYEFkIIIUG/GAWqqvLyzkpe+bAKgDXzU7jj8twRz16rqkp9q41D5W0cOdlORb01UEMctCA/Py2KWRnR5KVFkhIXMmBefU1zD29+XMPHx5t5/3AjR052cPdV+czOGnnt/fFgMRm459qZzMiI4vG3SzhR3clPH93LN28qmJRXKMTo2PRuBccqOzAZdXzzprFpgnUhmpURzU++uJi/v3ac41WdPLGllI9PtHDH5TmkJcjxIIQQo0WCfnFeVFXluXfLeXtPLQA3rtDSVYabpVNVlYp6K3uLWzhY1kpbt/O0+5NiginIjmFOVgw5qREjatiVlhDGV6+fxWXzUnjkzWKaO+z89rnDrF2Qys2rsyddGsWy2UmkJ4bz4OYjNHXY+Z9/HuDrN84+qwZh4sKw50QzW/Zqx8iXrpk5Zid3qqri9flxe/34/SqKoqBTtAZcBoNu0laNigw1851b57J9fx0v7KigtLaLnz6yl/l5caydn0ruAB2JhRBCnB0J+sU5U1WVp7eXsW2fVpLzjstzuHzhtCGf02F18u6Bej462khr1yeBvtGgY2Z6VCDQjz2PdQC50yL5yd2L2PRuOe8cqGf7/jqOVLRzx7oc5mTFTKq0gZTYEH70uQX86aWjHKvq5I8vFHHPNTOknv8U0thu45E3iwG4uq8/xblSVZXWLge1LTaaOmw0dzpo73bS1euix+7B4fLi86uDPt9k0GE06DCb9JgMeu3/jTqMeh0GvQ69TkGnU1AUBbXvapvfr+I75R9UFRQFo0FHeKgZs0FHZKiJxOhgMpLCiYuwnNMxplMU1i2cxrycWJ5/r4I9J1rY35euFxVmZm5OLHMyY8hLO/8F+0IIcTGSb05xTlRV5dl3ygMB/+euzGP13JRBH1/T3MPDrxfzwaH6QOqO2aRnfk4sC/LimZURjdk0ejPxZqOeO6/IY25OLI+8UUxLl4PfbSoib1okVyyexpysmEnRGAy0sp7fuqWQf7xxgt3Hmvnbq8fpdXiGPYESk5/b4+NPLx3D5faRnxbJhpWZZ/V8VVWpae7laGU7JbVdVDZYsTm95z4er3YV4Hy2MZzYCAsL8+JZOTeZxOjgc3h+EF+7YTbXLetl67469pxoprPHxbsH6nn3QD16nUJOagTzcuJYPCOeiFBJkxJCiJGQoF+ckxc/qAykK3z+yjxWDRLwt3Ta2fz+SfacaAncljstklVzk5mfGzdkyo3D5aWh3UZLp4POHhc2hwevT8Vo0BERYiI5LoTpyRFDnizMzozhZ19awqsfVrFtfy0ltV2U1HYRYjEwIz2K9MQwEqKCiQwzE2w2YOqb9dT3zXoa9DoMemXMrw4Y9Dq+dO1MQsxGth+o46ltZTR22LltzfQRpTaJyem5d8upa+0lLNjIl6+bNeIeD/Wtvew80sje4hY6rKeXuTXoFVJiQ0mODSYhOpiYcAtRYWbCg02EBBmxmPQYT0nl8fm1lB+P14/b48PV92+3x6edBHj8eH3aPz6/il9VUf3abL6iaDPwep2CXq+g1+lQABXthEQx6Glq7aW100F9Wy81zb20dTt5a08Nb++p4ZLZiXxmzXTCz6EnRUpcKF+4Kp/PrsvhWFUnRyraOVbZQUuXg+KaLoprunj2nXIW5MVx3aUZpMaFnvVrCCHExUSCfnHW3t5Tw2sfVQHw2XW5Awb8Xp+fN3ZV89quarw+PwqwfG4K6xamkBp75o+z369S3dxDWV03FfXdVDVZT0v/GYxBr2NuTixXLUkjM2ngzp5BZgOfWTOdyxemsm1fHR8ebaTH7mFfSSv7SlqHfQ1FgWCzgbBgE9HhZhKig0lPCGN6SgRJMcGjdkKgUxTuWJdDRKiJze+f5N0D9Rw72cGVS9MozI6VhZ8XmKKKdt45UA/Al6+dOaK/X3F1J69+VMWJ6s7AbWajnpkZUeSnR5GTGkFqXOhZXaXS6bRUnKBR/vgYDDqiokLo7LQFGu653D6OVnbwQVEDRRXtfHS0iaMn27n/5gKykyPO6XWMBj1zp8cyd3osoE0kHCpvZ++JZioatHVB+0pauGxeCresnj6qVwyFEGIqkaBfnJXdx5p49p1yAG5alcXaBalnPKa+tZe/vHKcutZeAGZmRHHHulwK8xNPCxCsdjeHy9ooqmjneHUnDteZKQcRoSYSo4KJDrcQFmzEoNfh9vrotLqoarLSbnWxr7iFfcUtXDo7kTvW5Q6a7xsdbuEza6Zz0+osTjZYKa3tor7VRmuXg26bG4fLi6tv1vNUqgo2pxeb00tTh53jVZ2nbNPMwrx4Vs1NJinm/OuLK4rCtcsySEsI45E3TtDS5eDxt0qAEsxGPZa+gMbnV1FVFYNeR1iwkWnxoSzIi2duTqwseJwE7E4Pj755AoDLF6YOW0GqudPO09vKKKpoB7QTzbnTY7l0ThJzsqIvmKs9ZpOeBXlxLMiL42SDlUfeOEF9m41fP32I790+j6zkgU/Mz0Z8VDBXLArmikXTqGnu4dUPq9hf2so7B+o5XtXJ/TfNGZVjUQghphoJ+sWIldR08vDrWiBzxaJpXL00/YzH7DraxGNvFeP2+gkNMvLZdbksnhGPsS+Nx+vzs+dEMx8UNXK8qoNTKnMSZDaQkxpBTmoEmUnhpCWEERo0eJ39/sZdb++pYfexZj482kR5fTff/kwhCVGD5xLrdTpyUiPJSY0c9DH+vpQIr8+Py+PH7vJitblp73bS0G6jqtFKRYOVDquLLXtr2bK3lgV5cdy6ZjqJoxBwFGTH8IuvLuW9gw3sPt5EbUsvLo8Pl+fMxmTdNjd1rTZ2HWsmPTGMb99SSITU/J9QT28vo6vXTUJ0MDevyh70caqq8u7Bep57pxy3149ep7BybjJXLUkjNuLcF7NPBlnJ4fzwcwt4YPMRjld18tBLR/jpFxePau+MtIQw7t04h2NVHfzj9RM0ddj5+RP7+c6tcwe98ieEEBcrRVXVwUs9iACfz09Hh21UtznQ5fHJqqXTzn89tg+b08vCvDi+duPs02aUVVVl8/sneX1XNQCzMqP50jUzAovsfKrK7hMtbH63nM6eT3KU0xPCmJcTy+ysGDISw865M215XTd/eeUo7VYXESEmvn/HvDGf7XN7fByr7OD9w1oqg4qWinH3NTO4ZkX2qP5d3R4fnb0uXH3diPurrHi8frp6XRRXd7HjcD0Ol4/MpHD+/c75Y75QebDPb1zcxNRWH+kxOtbH3YmqDn71zCEU4N/vXMD01IHTWjxeH4+8WczuY80AzEiP4q71eWe9+LXH7qat20m3zY2776TQYjIQEWIiPipozCrdjHQ/OlxefvroXlo6HVy5OI3PrJk+JuOx2t384fkiTjZYCbEY+P8+O5+UCyTPf7x/CybqGIWx+S0dC4oCsbFh/L8/7cTl8WMw6PF6fQwWMllMev7r68tpa+vhYo2qLqSYZqKczT4ai+NUZvrFsFxuHw9sPoLN6SUzKYwvXTvztIDf71d59M1idh5pBOCaS9LZsDILXV/Zv49PNLPp3YpAsB8RYmJFYTKXzkkcckb+bExPjeBHn1/Eb545SF2rjf977jA//NzCMZ3xNhn1zMuNY15uHPWtvTyxpZTS2i7+/NJRzGYjC3JGr96+yagfdF+lJYRRkB3LqrnJ/Ndj+6hstHLkZDvzcuJG7fXFyHh9fp7cWgrA6vkpgwb8TreXPzxfRHFNF3qdwi2rs7l80bQRpWZ1WJ0cKm/jWGUHFQ1WrDb3kI+PjbAwPTWCudNjKcyOHfec9yCzgdvX5vD754t491A9NyzPHJMxhAeb+O5tc/nNs4eoqLfyxxeO8B9fWEjwJOvKLYQQE0WCfjEkVVV5/O1i6lpthIeYuG9jAaZTKu74VZWHXz/OrmPN6BSFz1+Vx4qCZECbeXv0jWIOlbcBEBcVxPXLMlg8IwGjYfRnoSNCTHz39nn8/In9tHQ6+PNLR/nu7XNHXDHlfKTEhfL9O+bxzLYytu2v40+bi/jFV5aO6+LbhOhgLpmdyPb9dRyv6pSgfwK8c6CexnY7YcFGblqZNeBjPF5fIOAPMuu5d8McZmZED7ldr8/PvpIW3jvYQGlt1xn3R4WZCQ8xYTHqUdFOKrp6XFjtHtq6nbR1O9l9rBmzUc/iGfFcfUn6qJ1wj0RBdgxxkRZau5wcq+pgfu7YfDYtJgPfvKmA/3psHy1dDp57t4IvXJU/Jq8lhBAXGgn6xZA+KGoMBPRfv2HWaUGsqqo8va2MXcea0esUvnr9rEDjocpGKw9sPkJnjwuDXuH6SzP57NUzsfU6h7yk5fer1LfZqG3pob3bidvrJyzISHZKBJnJ4cPOhIYHm/jWzQX852P7KKnt4vWPqrl++dnVRj9XOkXh9stzqGvtpbimiy17a7h1Tc64vHa/+L6mZt3DzP6K0Wd3enn1w0oANqzMGnCGWVW1q2LFNV1YTHq+e9u8IXPP/arKrqNNvLyzMtC1WgGyUyMozI4hb1oU0+JDB505tzk9VDX1cLyyg/0lrbR0OfigqJEPjzSxcm4yN68aeJyjTVEUZmZEs+NQA5WN1jEL+gHCgk186dqZ/M8/D/DB4QbWL54mC3uFEIKLIOivrKxk48aN/L//9//YuHHjRA/ngtLYbuOpvlSFjauyyEuLOu3+7fvr2L6/DgW459oZgYD/WFUHD7xwBJfHR2J0MN+4cTYZyeGYjHoGyuT0+1WKKtrZdayJY5Ud2Aeo4gOQlhDK3VfNID1x6Dy3pJgQPrc+j7+9epxXP6pifm4cqfHjk9urKArrFqdRXNPFscqOcXnNU/VXQLJI2cJxt2VvDTanl6SYYFb2Xe36tB2HGwIn0fdunDNkwN/caefh109QXtcNQHiwkTXzU1lekER0uGVEYwqxGJmVEc2sjGhuXp1NWV03r++q5sjJdt47WM+hslbuvnoGc4apLgTacVrZZKWirpu2bidGo46C3HjyU0e2YDau74S0q8c1zCPPX+60SOZOj+VQeRsfHG4cs3UEQghxIZnSQb/H4+G73/0udrt9oodywfH7Vf7x+gncXj8z0qO4cknaafeX1XXxzHatdOfNl2WzdGYiAKW1Xfzh+SI8Xj+zMqL4xoY5gy4k9Pr87DjUwNt7agKzmKAFrOkJYcRFBWE26OnocXK8upOa5l4e2FzEf96zZNjFiUtnJrCvuIWDZW08v6OCb99SeD6746zERWgBWa/DM26v2a+qqQeAZJnZHFcOl5et+7RmdRtWZA24IL2928mz/cfM6mxmDZHSc7SynT+9dAyHy4vZpOf6ZRmsXZB6Wmrd2VIUhdxpkeROi6SkppNH3yymudPB/z13mCsXp7FxVdaAi79PNlj5oKiB/SWtZ3ym39xdQ2pcCP9669xhO+OOd82IxTPjOVTeRklt5/APFkKIi8CUDvr/+Mc/EhIiwc+52LavlooGK0FmPfdcM+O0tBq708tfXzmOX1VZMjOBKxdrJwRtXQ4e2HwEj9dPQXYM926YM2juflWTlX+8foK6Vm3uPzTIyKVzElmQF09mUtgZefjdNjc/e2wf7VYnu483c9m8gTsA91MUhVsum87h8naKKtqpb+0dt0oe/Scw4eNcNtPl9gWaOuWlRY7ra1/s3jukVU5Kiglmft7AqSub3ivH5fGRkxrBFYunDbqtE1Ud/OH5Irw+lekpEXz1+lnERIxsZn+k8tKi+MkXF/Pcu+W8e6Cet/bUcLyqgxtXZjEzPYrOXhcHS9vYfbyJmubewPOCzQby0iJJjAnG4/Xz8fFm6lptvLSzks9fOXTufHvfcTHcycFo6V+z0NUrqW5CCAFTOOjfu3cvzz77LC+99BKrV68elW0aRnnxqb5vVk0/xqUVz1aH1cmLH2i5ybetzSH+UyUEN79fQbvVSVxkEF+8ZgZGox6/X+Vvrx2n1+EhIymM+28uwHzKrOSp73V/SQsPvXgUT18t/42rslhZmDzkLGZMhIW5ObFs319Hu9U5or9Fanwoc7KjOVyuNf9KH6e63XuLWwDIT4sa9c/MUHYeacTl8REfFcT01IhR6xQ8mMn4+R3J/h7tcfv9Ku/s1zrvXn1J+oCf47qWXvacaEEBPn9V/qCf9e5eF396+Rhen8qCvDi+McSJ8/kyGHTcffUMCrJj+Nurx6lp6eUPzxed+Ti9wuIZCSwvSCI/PSpwNUCv17FkTjL//cgejp7sGHbfl/alKWWlhI/LceF095cv1Y/rcXguJuOxNJYm+98DtJKd2r8VbSENgAIKA3+v9n/fGgy6i7Zk58X2OT4XE72PpmTQb7Va+f73v8+PfvQjkpKSRmWbOp1CVNTYXDUID59cTXj+/toJXB4fMzKi2bAm97Tgsby2i3cPagHOv9w+n+RErSThmx9VUlbXTZDZwI++uJSEQWqNN3Y6eHDzEbw+lYUzEvj2bfNGPPNX29fhNyMlcsR/i/BQbYZUZ9CP2d/vVJUN3Xx8XKu7ftXyrHF5TdA69L69R0svuXZ5FtHR41effLJ8fs/2GB2tce8vbqbd6iQ0yMjVy7MHDOj/ua0MgEsKkijMTxx0W09vL6fX4SErOYIffnHJuHTivXxpJotmJ/P8O2Vs3VODzeHBoFfIz4hmxdwULi1IHvQYdbi0ylzhoaYh931FXRcNbTYMeoVL500bsuneaDnZVAVATlrUuB2H52uyHEtjaSx/S8eCwaDH0Fd7wqAf/Hg09B2rkZEXznsbKxfD5/h8TdQ+mpJB/09+8hPmzp3LddddN2rb9PtVrNbRXRug1+sIDw/CanXg802ORhYV9d28f6geBbjj8hy6uk5/z39/+YmR6R0AAJvfSURBVAiqCpfMSiQ1JojOThtur49/vlUMwE2rszApKp2dpy/Z1et1hIZa+N3TBwKzmPdumIXf46Wzc+CFu6c6UNpKaU0XBr3CjNTwM7Y/kKomK7uONACQHhcyouecD5fHx6+e2Iffr7KsIIn4cPOYv2a/HQfrqW/tJSTIyJL8uHF53cE+vxP1gz7SY3S0j7u3+ir2LJ2VgK3XecZidY/Xz/sH6wBYXZg86N/G7fGxbW8NALetnU5vj3PAx42VjSsy2bA8A7vTi8WsD6TYDXaMev0qm7ZrC/0Ls2OG/Mw99bb2/bAwLx6P002nc2xTbhwuL1s+1hoFzh1mbJPBeP8WTGTQPRa/pWNBUbQA3uv14fX5MOj1eH0+GGQW39s3cdvVZbuoZ/onW0wz2ZzNPhqL43TKBf0vvfQS+/bt49VXXx31bY9Vhzmfzz9putc9u12bkVw2J5GU2JDTxlXR0M2xyg70OoUNKzID9+060kS3zU1MuJmVBcmDvpfjle3UtdqwmPTcfVU+qh+8/uHfd3Onnb+/ehyAdQunEWIxDru/TjZY+d2mw3h9KgXZMWQnh4/pPvb5/Tz04lFqW3oJDzHxlRvnjNvftdfhYdO72gLR6y5Jx6jXjevnaTJ9fs9mHKMxbo/Xx8Eybbb7klmJA27veFUHDpePiFATWUN8Dk/WW/F4/USEmMb88zoUs1E/7LHp8vj488tHqW3uJSLExJr5qYOOt7S2iz3Hm1GAK5ekjcv7euG9CnrsHhKig5mdGT1pPp/DmUzH0li6EN5j/wVuVVU/CfTVwRek99/u9fov2qC/38XyOT4fE7WPJlXQ39HRwcMPP8xHH31Ea2srf//739m2bRv5+flcfvnlI9rGCy+8QHt7+xl5/D/+8Y95+OGHef3118dg5FNDSU0nxX2z6RtWnNlYaNs+bbZy6cwEYiM/uTTVn86ysjB5wOof/UprtEWms7NiRlwbvLnTzq+fPqitFUgM48YVQ9fcV1WVHYcaeGpbKV6fSnqi1kF4LPPb3R4ff3nlGAfL2jDoddx/0xxiIoLGbXbx2XfKsNo9JMUEs2ZB6ri8ptCU1HTh8viICjOTMUgp2Yq+XPYZ6VFD9pnocWiz39Hh5jFfj3E+qpqsPPz6CepbbZiMeu67ac6g6ToOl5d/vHECgBWFyaQljH5b+U8rqmhn614t1e32tdOH/E4SQoiLyaQJ+mtra7n99ttxuVwsWLCA4uJifD4flZWVPPTQQzz00EMjWpD761//Gqfz9MviV1xxBd/85je5+uqrx2j0U8OrH1UBsLwg+Yw64Hanl/0lrQCsXfhJYOn1+QMdQodruONwaQvrRprPW1rbxYMvHgnM2H3r5oIhc5ztTi+PvlXMvr6FtHOnx/KV62diMY3dx7zD6uTBF49S2WjFoNfxjQ2zz+hnMJYOlrby4ZEmFOALV+VLgDPOjvb1YpiVGT1ooN7Qrp38pcUPHfAG95Wh7bGPf6nX4bjcPo5XdbDjcANFFe2AVp3qB19YTHKUZcAZK1VVeeTNYlo6HUSHm/nMZdljPs661l7+8soxVOCyeSkUZMeO+WsKIcSFYtIE/b/85S+JiYnhiSeeIDg4mNmzZwPwm9/8BpfLxZ///OcRBf0JCQkD3h4TE0NKytBlHi9mtS29HK/qRKcoXL007Yz7D1e04fX5SYoJJv2U2brWLgdurx+zUU9S7ND5Z9F9ZQfbuhxDPs6vqmzZU8sLOyrw+VXSE8L49i0FQy74La3t4m+vHqfd6kSvU9i4KosrF6eN6YzpvuIWHnurGJvTS4jFwH0b54xrwN9hdfLIm1qu9PolaeSkRo7bawtN/wnvzPTB/+79JSOjw4desJ4aH4qCVvK1w+occQOu0XSywcqJ6g7arS7sTg82p5f2bifNnfZAyoICLJmZwJ3r80hPjRr0itaLH1Syr7gFvU7ha9fPHvPOvy1dWs8Bh8tLTmoEt60d327YQggx2U2aoH/Xrl38/Oc/Jzw8HJ/Pd9p9t956K9/+9rcnZmAXiS17tAWEC/LiiI04c1X50ZPa7N68nLjTAulTA5qhUhdA65IJUFbfjcfrH7AUYWuXg0ffLA7Um188I567r5qBeZAOs36/yuu7qnhpZyWqCrERFr52w2yykseuPGdnj4unt5Wyr+/KR3piGN+4cXag4+h48Pr8/OWVY/Q6PKQnhLFx5ZnpWGJseX1+6voqSmWlRAz6OLdH+z4brrFWiMVIzrRISmu72FnUyPXLh05lG029Dg8Pv3acw32z+AOJCbewIC+O1fNSSIwOHrLs4pa9tbzWd+Xwc+vzmJ46+P4ZDa1dDn711AE6e1ykxIZw/00FY1bqVAghLlSTJugH0A9SDsvtdp/XjG1JSck5P/di0Ovw8PEJLSXmikUDNw0qOyUv+VSuvoDGPIJOoZnJEUSGmujqdXO0sp15OZ+kA/n8frbvq2PzBydxe/yYDDpuW5vDqrnJg/7tex0e/vrKsUCKxSWzErnzitxhu/WeK4/Xz9Z9tbz6URUutw+donDV0jRuWJ457mk1m96toKyuG4tJz9dvnCVpPROgudOB16diNukDXZgHotdrn1+fb/jVfavnJlNa28U7B+pYvyRtRMfVaOgP+PU6hbk5sSTHhBASZCTEYiAyzExyTAiRoaYRfQ9v3VvLM30FAW5ckcmKwuQxHXtzp51fPX2QDquLhOhgvnvb3HEpCSqEEBeaSRP0L1y4kL/+9a8sW7YMs1m7DK4oCn6/n6effpr58+dP8Ainrp1FjXh9ftLiQwecIbc5PYEus5lJn8pL7r/kP4JzMp1O4ZLZiby5u4YdhxoCQX9pbRdPbikNzJrmp0Xy+avyAx01B9LYbuP3m4po6XJgMui4a30el84ZnZ4Mn+ZXVfaeaOGFHRWB/ZCVHM7n1ueNy8LET9tzopmt+7SFil+6dibxQ+wnMXZaO7U0tYSooCGD4ZC+tJZex/BlKhfmx7P5/ZO0dTvZvr+Oq5emj85gh1DfZuNwRTs6ReEHdy0g8xyb2KmqymsfVQUa+11zSTrXLcsYxZGeqbHdxv8+fZDuXjdJMcF87/aR9/0QQoiLzaQJ+v/1X/+V22+/nSuuuIIlS5agKAoPP/wwFRUVVFdX89RTT030EKckrdqN1mxr9fyUAYOXhjYtZzc63HxmXu5ZXoBZPS+FN3fXcORkO/VtNrbureH9w40AhFgM3Lw6mxWFyUOmClXUd/N/zx3G7vISG2Hh/psKmBY/Ns2oSmu7ePadciobrQBEhpq4aVU2l8xOHDadaSw0tNl45A0tj/+qpWnDLp4WY6fdqp0ADpQOd6rIviC0s8c17DYNeh03LM/k4ddP8Obuai6blzJmV676tXRoNdOnJYSec8Dv96s8vb2M7fu1Cl/XX5rBDcszx3RNTX2bjV89dQCr3UNKXAjfvW0eESGmMXs9IYS40E2aoD83N5fnn3+eBx54gI8//hi9Xs9HH33EokWL+OUvf0leXt5ED3FKKqnpornTgdmkZ+nMgRdBN/UFBYkDdNntr9ox0vSSpBhtsa+qwv/7+8eB21cWJrNxVRbhwUP/aFc2Wvn1s4dwuX1kp4Rz/00Fwz7nXLR1O3junfJA3r7ZpOeqJWmsX5Q26PqCsebx+vnzy0e1bsnpUdy0cuyroYjBdfVqQXzUMDPLsX2pP+3dI2u2dcmsRF7fVU1Th533DtVz1ZKxne0PtvRXDTq3hllur1azv/9YuX1tDusGSRMcLY3tnwT8afGh/Ottcwkbg+8BIYSYSiZN0A+QmZnJb37zm4kexkXlnQOf1N4frLRlSyCN4cygv3/2ciSBt9Pl5Z9bS0+7LTTIyH0b5wQW+Q6ls8fF7zcdxuX2kZ8WybduLhz1ANzn97Nlby0vf1CJ2+tHUWBVYTI3rMia8FnEl3dWUtdqIyzYyFeun4VON3lruV8M+oPksJCh88ejwvpm+nuHn+kHLQ3uyiVpPPpmMbuONo150J+WEIZep9BhddHSaT+rdLFeh4df/fMgJbVaf497rpnJkkEmD0ZLh9XJr585FAj4v3v7PMnhF0KIEZg0q/8+97nPDdo46/Dhw8yYMWOcRzT1dVidHCjVuomunT94U6f+9J6EAWb6Kxq0Bb4pcUOX6zxY1so3f/seb39cc9rtq+YmjyjgV1WVf7x+HKvdw7T4UO6/qWDUA/72bif/888DbHq3ArfXT960SH5692I+d2X+hAf8HVYnW/oaDn1u/cSPR0CvwwsM33ciLFi73+b0jnjbszOjAS2FxTeCrtXnI8hsYHpf9aHD5YNX7/k0q83Nvz+4k5LaLoLMBv7lM3PHPOB3uX38blMRnT0ukmKC+Y4s2hVCiBGbNDP9e/bsYe/evZSUlPCd73xnoodzUdi6rxa/qpI7LZLUIXLia5q1BbbTPhXY251eDpVrJw1zsmIGfG5nj4tntpext69hVlSYmbvW59HV6+Lxt0o4XN7OxpVZw+b+HjnZzrGqTgx6HV+/cfao5zmX1nbxxxeKsDm9BJn13LYmh+UFSZOmM2r/Yuuc1Ajm50rDocmg16E10Rou6Oxf+6H6h6/e08/ed4Jg0OtQznbhzDmYlxNLSW0XhyvaRpSa02N3879PHaS+zUZEqInvfGbumK2rOdUTW0qoa+0lPMTEv9xSOCapfUIIMVVNmqAftHr8jzzyCKWlpfz6178mNHTsf0QuVr0OD+8dbADgqiVnNuPq19rloN3qRKcoZHxqkd+2fbW4PX6SY0POqPqjqiofHW3ime1l2JxeFAVuWJnNVYunYdTr6HV4eGprGXWtvVQ29gxbV79/se+a+SkDri04HyeqO/ndpsN4vH4yEsP4+jjX3B+JqqYeABbPSJg0JyIXu0B6zzBBf3+H3f7c+eH4/SrP76gAtBK545HGNbPvykJ5fTden3/INTpujzbbXt9mIybCwr99dj6x49BIrKiinY+ONqEo8PUbZhE7yY5RIYSY7CZNeg/Axo0beeSRRzhy5Ai33norNTU1wz9JnJM3dlXj8vhIiw+lIHvgWXrQus4C5KRGnDa73tbl4I3d1QBctyzjtEDUanPzwOYjPPz6CWxOL+kJYfz0nsXcc/0nM/ShQUYW5mmVZ3YdaxpyrKqqUlKjNesa7fSB5g47D2wuwuP1U5Adw799dv6kC/jhk5KoHu/YpnqIketfyDtcicjqZu2ELTFm6BQ40AL+x98uoaiiHYNe4ebV47NYOzk2hBCLAbfHT21L75CPfXJLKZWNVkKDjPzXV5eN+kn4QFRV5YW+E6F1C6eNa+drIYSYKiZV0A9avf5NmzZhMBi4+eab+fDDDzEaJWdzNLV0Odi2X8sP37hq8NQav19lxyHtasAlsxNPu/0fb5zA7fWTOy2SxTPiA/cdr+rgx//Yw8GyNvQ6hZtWZfHDzy0gI/HMmfz+AH5vcQv+IVIffH41kA89mgG5X1V5+PUTOFw+pqdGcO+G2ePWDOls5fWte/igqGHIfSXGR6/Dg8OlNaaLGWKWW1VVjvR1s86dNnRXWpfbx59eOsr7hxtQ0HowpMad/dVOt8dHSU0n2/fX8cKOCp7ZXsYrH1ayr7gFm9Mz4HN0ikJ6otZzYqig/1BZGzuPNKIocN/GOUwbpz4VNc291Lb0YjLouHaMa/8LIcRUNanSe/olJyfzzDPP8P3vf5+vfvWr3HbbbRM9pClDVVX+uaUUr09lZkbUoLn4ALuPN9HS5SDEYmDJjE9m2F/9qIrimi5MRh13X52vNVFTVV77sIqXd1aios0cfuW6mUM2r5qVGU2IxYDV5qa4ppOZGdEDPk6nUzDodXh9fuxOz6gt3Ntf0kp5fTdmk56vXjcLo2HsA/66ll7arE7iIiyknEVAt6IwmZc/rKKx3c6OQ/VcNsTCazH2+he3R4WZh1xQfrLBSmO7HaNBR0HW4GsxOqxO/vjCEaqbezDoFb583SwW5ccP+vhPc7q97C9pZW9xC8erOvH6Br4ipNcpXDIrkZtWZZ1xhSI5NoTjVZ2B9/ZpXp+fZ97ROu2uX5wWSAkaD6W1XYCW7iQLd4UQ4txMyqAfICgoiD/+8Y/8/ve/589//vNED2fK+Ph4M0dOaqkDn12XO+gsv8vjY/P7JwG4cskntemLKtp4eafWcfOuK/JIiArG4fLyt1ePBxb1rixM4va1ucNW1zHodSzIi+P9w43sL2kdPOhXFKbFh1LZaOV4deeodaDdskdLH1u/aBoxEWOfkwxataOMxHDaup1nFfQHmQ1sWJHJU9vK2PReBXNz4gKlIMX462/Wlj7MTPfbfRWXFufHD5rTX1HfzR9fKMJq9xAWbOTeDSMrYQvQ3Gln+746PjzaGLjyAFoTuYzEcGIiLBgNOnrtHiobrdS32dh5pJEjle18++bCwOw+fHIVrcM6cD+BvcUttHQ6CA82jnmn3U/r6NHGlBgj3aeFEOJcTZqg/xe/+AXTpp1ZNeJb3/oW+fn5vPfee+M/qCmms8cVqJN/7bKMQKOsgby8s5IOq4vocDPrFmp/l8Z2G3955Rigdda9dE4SHVYn/7fpMPWtNgx6HZ9bn8fygqQRj2l+rhb0Hypv484rBj8JWZgXR2Wjlbf31LJ8TtKIm4ENpqnDTkWDFb1OGddZ8xUFyZTUdJJ/DjnJa+ansvt4MycbrDy1rZR7N8wZgxGKkThRra0xGSo4r2vtZX/fmpj1iwdeLL+3uIW/vXocr89Palwo9980Z0QpbNVNPby+u5r9xS30J3vFRwWxbHYiC3LjSI4NGfBYqqjv5tE3i6lvs/G75w/zky8sCsz493cOttoGbtK146DWuXvNgtQx7xL8aV6v9i6NhkmXkSqEEBeMSRP0b9iwYdD71q9fz/r168dxNFOPlr9+XFtYmxjG1UsHb/hT0dDN232z4HdekYfJqMfm9PCH54twuHzkpEZwx+U51LX28ttnD9HV6yYi1MR9G+eQnTx03vKnzUiPwmTQ0dnjor7VNmjp0NXzUnhrTw3NHXZe3lnJTavOb4HjwTKte2h+etS41rzX6RRmDHJFYyTP/fyV+fz0kb3sL2nlRHUnM9JlQeN4c7l9gaB/9hApLpt3nERFO2Ed6HO9bV8tT23T0mXmTo/ly9fNHDKYVlWV0touXt9dzdGTHYHbC7JjuHxBKjMzowPlQQeTnRLBD+5awH8/sZ+GNhvPv1fBPdfOBCCo78qcw+0743kdVieldd0oaCeu481k0oJ9l1sWsgshxLma0KB/7dq1PPjgg+Tn57NmzZohSxEqisK2bdvGcXRTy5Y9tRyv6sRk0PGV62YOOlPu8vj4+2snUFVYOiuBudNj8fn9/PnlYzR3OogJN3PvhjnUtmgBv83pJSU2hG/fUnhOKTJGg568tCiOnGznaGXHoEF/kNnAnVfk8aeXjvL6rmriIoNYWXjuwUd/0DRU5aLJaFp8KKvmJfPugXpe+uAkM9IXTPSQLjpHK9vxeP3ERlgGbUp3orqTQ+Vt6BSFDSuzzrj/9V1VvLBDS59bOz+V2y/PGbQ0p9+vcrCslbc+rqGiQUsr0ikKi2fGc/WS9CF7bAwkyGzg7qvz+e/H97P7eDOfWTOdsGAT+r7vBN8AC8X7FyNnp0RMSFpZUF+3cKd75A3OhBBCnG5Cg/7FixcTEhIS+G+pPz42qpt6AuXublubM2RazzPby2jusBMVZuaz63IBeO6dCo5VdmAy6rj/pgJaux385plDON0+slPC+dbNhee1uG5Guhb0F9d0cuUQPQMW5cdTvTSdN3ZX89ibxfhVldVzU8769dweH2V1WifhWec46z6Rrr0kgw8ON1BW1011U89pedli7O061gzAwrz4Ab+z/KrKs30LXlfPSz7jeNuytzYQ8F9/aQY3LM8ccDt2p5edRxrZvr+W1i4tp92g17F8TiJXLk0n/jwqWWUnR5AWH0pNSy9FFe1cOicJv6oF+wN9DRfXdAEwM2NiriyZ+tJ63FKyVgghztmEBv2/+MUvAv/9P//zP/T29mKz2UhISMDtdvPYY4/R3NzMFVdcweLFiydwpBcul9vHn185hs+vMj83jlVzB58d31/Swo5DWrnAe66ZQYjFyIdHGtm6T1uM+KVrtDSA3z57GKfbR960SL51SwEW0/l9jPLTIwEoq+vGr6pDpijctCqL/5+9+w6Pq7oWv/89UzSqo95779W9N2yKwfReQgmhpNy0G24SfiH3TSC5KRAggYSe0DEGF2yDbcC4N9mWrN57l0YaldH0948zGltI7kW2vD/P4wc8TfuM52jW3mfttYwmK18ebOI/n5djGLZw9QlSlcYz0oDIx9OF0EtwY6Cvl4a8pED2lXawt7RdBP0XUP+QiQLHhvXZx5SxPdae4jYa2gdw0yhZMTd21H17S9r54Et5QnDD3Ngx9wN09RnYtL+R7YWtGB2pNh6uKhbmhnPFlIiT9gU4VSnRvjR0DFDX1s+czFBMjp81XtnaKsck+VQ3GAuCIAgXn4smp7+wsJDvfve73Hbbbfz85z/n97//PStXrsTLy4v33nuPF198kSVLlkz0MC85H31d5Vy5v//qlONeTenRD/PWxjIArpoZRVqMH/Vt/fz783JAXpGMCvHimbfzMRgtJER4jwn4jSYrhyo7qWzuwzBsIcDHjQXZYSdN+4kM8sRFrcBgtNDaPUR4wPGvREiSxF1LE3HVKFm/u56VW6tRKKTjbpQcT1GtnNqTFuN3yV5dyk4IYF9pB5VNvRM9lMvKnuJ2rDY70cFe46bVmC02PnVUvbpmZjRa96P7RWpb9by+vhSAK6ZGcN2cmFHP7dEPs3ZnLTuPtDlTbEL93Vk6NZJZGSHnvIdEsO/oaj0DBrmGv4fr6Kt2fYMmuvXDSEBs6Ik7Z58vhhNMSARBEIRTc9EE/c899xxxcXHcfvvtDA8Ps27dOu68805+85vf8Jvf/IZ//vOfIug/TcW1PXztqLjx4PLU46bg2Ox2XvtM3uQbE+LFjfPiGBw2849Pj2Cx2siO92fxlAj+8M5B9IMmIoM8+fEt2c6A32K1sXl/Ixv21DubaI3YtK+B79+USW5S4HHHqVQoiAnRUtHYS01L3wmDfpAD/5sXxOOiUvDp9lo++qqKqGCvU97UWlgt5ydnxF16qT0jRrqg9uiNEzySy4fdbmdbgdys7ngVqr453Ey33oiPp4uz6hXA4LCZlz4twmK1kZMQwB2LE50TTqvNxqZ9jazZWYvJLKevpEb7cvWMKNJjz9/EdOT8NZrlgLrXUbXn2xvbGzvkjsLBfu4XvGrPiO4+eWIiytQKgiCcuYum/llBQQGPPfYYkZGR7N69m+HhYa6//noArrnmGiorKyd4hJeWYZOFtzbKq4pL8iJOmLu+aV+js9nWIyvSUSok3txQRlffMAHerjxwTQr/WlNMe88Q/loNP7kt21lzvK1niN//+wArt1YzOGwhwNuVq6ZHcduiBOLDtZgsNl5eXYSu/8TBaXyYvII4kkZwKq6dHcPcrFDswDubyk+pU21bzxAtXYMoFRJZJ2hMdrEbab50smotwrlT29pPc9cgapWCWenBY+43W6ys31MPwHVzYnE5ZlX63U0VdOuHCfJx47vXpjk37er6jfzfe4dYubUak9lGQoQ3v7pnCv99Zy4Zcf7n9UrUSA7/yGdoZMXfTzs6sG7tGgI46WT8fGpwTDwmcgyCIAiXuotmpV+hUODiIq8wffPNN2i1WrKysgAYGBjA1fXCNE+aLNbsqKVbbyTA25VbFh6/vGVTxwCfbDu6yTfYz50v85s4WNGJUiHx2A0ZrN/dQGm9Do2Lkv+6JdtZz/tITTcvry5i2GTF003NrYvimZMR6gxorpgqXx2obdWz5UAj34s6/sQjMdKHjXsbKGvQnfIxSpLEnUsSOVjeSWv3ECV1PWScJJA/4Kibnhrti7vrpdvZc2RyFBpw6e1JuFTtONIKwJSkwHE/OzuOtNE3YMJPq2HeMVcCDld2saekHUmCh69Lc06Y69r0/G1lIfpBE24aJXcsSWRuZugZBfoDBjOHK7uob+/HYrURE+LF7IyQE3aZHjLKV+VcHav3HToDwJg+Ae06OegP9puYz9rQsJnGjgEA4sImJr1IEARhMrhogv6MjAw+/vhjXF1d2bhxIwsXLkSSJLq7u3n11VfJyMiY6CFeMlq6Btm8vwmAe5YdvzOuxWrjtfUlWKx2suP9WZAdRmPHAB9+VQXArYsS6Ow1jNrIO5LHvLu4jdc/K8Vmt5MU6cOj16c7JwMjVEoFV06P5J9ritlb0s7DNx5/JT450gelQqKzd5jW7sETVhg6lptGxfTUILYebqGwuvukQf++UkfllZSgU3r9i5HRbOWrg/K/75QTpE0J547ZYmVvifzZGS+1x2a3O3tbXDk9ylkS12i28u5meV/MVdOjiA+X+1hUNfXx148OYzRZiQj04Ac3ZZ5Rp+nuvmE+213HziNtzqs/AN8AO4va+K9bssbk6I/Qfyud53hB/0gK2YXqWv1tRbU92O3y/gY/rVj8EQRBOFMXTXrPL37xC3bv3s2dd96JUqnkscceA+Daa6+lrq6OH//4xxM7wEvIR19XYbPbyUkIICs+4LiP27C7nob2ATxcVdx/dQpmi41X1hZjsdrIivcnI9aXNx2be6+ZGc2UZDnA3FXUymvrSrDZ7cxKD+bnd+SMCfhHZMX7o1RIdOgMtHQNHncsbhoVaY4UpB2Frad1vCOBVFPnwAkf19Q5QFPnICql5DyWS9HKr6vodnRLnpk+fgUZ4dwqrO7BYLTg66UhZZy9I4XV3XToDLhrVMw/pnnVF3sb6NYb8ddqnJV66tr0zoA/JcqH/7l7ymkH/AajhVXfVPPLV/bwzeEWZ0ffK6dHcvWMKNw0Kqqa+pylQcczks7j66XBYrXR0y//fWSD74h+gzw5OHZT8oW0x1EiNU9McAVBEM7KRbPSn5aWxqZNm6iuriYxMRF3d/lL8Le//S15eXkEBopf+KeivEFHYXU3SoXEbYsTjvu4+rZ+1u2qA+DuZUl4e2p4d1MFzV2DaD1cuGdZEs9/XOgMTG6cLwcs+0rbeX19KXbkLrn3LEs6YV65q4uKpEgfSut15Je2My/z+EHqwtwwjtR089WhZpZOizzuROLbAhwrkLoB0wkft69UTu3JiPU/7urnxW7Tvga+Oihvzr7vymRRzeQC2VvSBsD01KBxP+8jV17mZYc6r6z1DhjZsFfO8b91UQIatZIO3RDPfljgPK/+69bs0/o3tNns7DzSyqptNc6V+pQoH26YF0dihLczNSgt1o+/fnCYXUWt3L44YdyfMbLPxs9Lg67fiN0uX53Tfmsjr9mxudhFfeHXiHT9RufGezHBFQRBODsXTdAP4OnpSXZ29qjbrrzyygkazaVp9fZaAOZlhzkrvHybxWrj9fUlWG12piQHMiM1mMOVXXzpCFwevCaFNdtrae6UJwDy5l4Fhyu7eHVdCXY7zM8OO2nAPyI7IYDSeh1bDzYxN2PsBshjHxcbqqW2Vc9bG8v40S1Zp/T6I/nVhmHzCR+XXy4H/dNSL73UHrvdzme7653lIG9eEHfCqzjCuWM0WY8GnmljA8+uXgPFjg7Pi3KPNotbu0OuxhMfpmVaShADBjPPrSxkwGAmOtiLH96cdcoBv9VmY39pB2t31tHWI+fYB/m6cfuiBHISA8bsA0iL9sVfq6Fbb6S8oXfcztN9I+k9nhr6h+RzR+uhHvNaakewb3JU+bmQvjncjM1uJzHCW2ziFQRBOEsXTXqPcPbKG3SUN/aiUkpcO+v4DavW7KilqXMQL3c1916ZTI/eyOvrSwBYNi2SHr2RnUVtSBI8siIdb08NRbXdvLS6CKvNzsz0YO67MvmUK8fMSAtGrVRQ2djLkZru4z5OIUl856pk1CoFhdXdfPBlJXb7ySvyuDpWVodNxw9KOnsNtHYPoVRIZI8TAF3MTGYrr68vdQb8186O4ZrTbEgmnLmi2h5MFhsB3q5EBY+tzb+tsAU7crfakTSd1u5BthXIaWq3LkrAarPz0qdHnBWwfnRL1imVv9T1G1m3s5ZfvLybV9aV0NYzhIeritsXJ/D7784gNylw3I2/kiSRGi2nyx2vl8PIRl53jQqz5fh18H295CtpI12BLxSzxeosObw4L+KC/mxBEITJSAT9k8j63XIqwdyssONueCtv0LHB8bj7rkzGzUXFy2uKGBy2EB3iRVa8P+9urgDg5gXxpEb7UlzXw4ur5Jr9eUmBPLQ81Vmh51R4e7iweKr8pf3G+lL6Bo5fvjMq2Iv7r04BYMuBJt7bUuksLXg8I9VQTBYbZott3MdUNPYCEBPqdUlV7WnpGuT3/8lnV1EbCkni7qVJ3DQ/7pJtKnYpOljRCUBu4tgA22K1sd2xB2VBztFV/o++OrqvJjHCm3c2lVPW0IvGRcmPbsk+Yb35wWEz2wpa+NN7B/n5P3by6fZadP1GvNzV3Dg/jj89NnvUZuHjiQuXK91UN49fBnfktJIkUKmObjz+tmjHRGfkHLpQ9pZ00D9kxk+rYWqKSO8UBEE4WxdVeo9w5ura9BTV9qCQJK6eMX532v4hE6+sK8EOzM0MJS8pkH9/Xk5Nix53jYpbF8bzzzXFWG12pqYEcfWMKAqru/jHp0WYLXKTrkevl1N9TtfNC+IoqummuXOQv354mJ/clnPcwGdWegjDJitvf1HOl/lN9A+ZeGh56nHLD7prVKiUEharnb4BIwHfqj4CRzf5xoRcGiX/bHY7Xx5o4uNvqjFbbHi5q3l0RTqpJ+i3IJx7VpuNwuouAPKSxqZTFVR10TdgQuuuJjdRvr+oppsCx76aWxfF8/neBrYVtDqvnEWO08nXZLaSX9HJ7uI2Sut0zo68AIkR3izMCWdqShBq1amfeylR8objyqY+hoYtzsnxCA9XFfpBEwMGM2GO1BldvxGj2TpqxT87PoBV39RwpKYbXb/xgjTIstvtbMmXq4Ytzos4o985giAIwmgi6J8kRlb5p6cFjSm5B/IGwFfWlaDrNxLi587dS5PYvL+RbQUtSMBdS5N4a2MZAwYzsaFePLQ8lT0l7byxvhSrTV6xfOyGjJOuLh6Pq4uK33x3Jr94cTtNnYP8/j8HeGRFOkmRPuM+flFuOK4uSt5YX8q+0g56+4384OascbsKS5JEgLcbbT1DtOsM4wb9I5sWAyeo7ODpaOoc4D9flDtr8afH+vHd5al4n+LGZuHcqWrqY3DYgqebmsQInzH3bzkg74OZmxWGSqnAZLbyjuNK2ZIpETR2DLBy69E+GDkJoycOrd2DbD7QxN6SNgzGo6vsEYEezEgLZkZq8Lif51MR7OtGWIAHLV2D7ClpG5MiE+zrTmv3EI0dA6RG++Lr2NBbVq8j+5hxRgR5khjhTWVTH5/truPeZclnNJ7TUdfWT0P7ACqlgvnZYSd/giAIgnBSYvlkEmjqHCC/vBMJWH6cXO9PttVQXNuDi0rB4zdkUFDd5azHf92cGNbvrqOrT+4Y+qObs/gyv4lX18mbfWekBfP4jRljVhnNFisduiGauwbpHTCeNA0nLMCT33xnGqH+7uj6jfzpvUOs3Fp13A2Cs9JD+Olt2bhplFQ09fGn9w7Se5zUoIhAeaWyvr1/3PutVnlsp7NSeqENDZv54MtK/vfN/VQ19aFxUXLvsiR+elu2CPgnyKFKeZU/M85/TEpbfVs/5Y29KCSJxXlyas+anbV06Az4eLqQFuPLa5/Je2WumBrB0qmRo577wseFPPnqXrYeasZgtOKvdWXFnBiefngG/99DM1g+K+aMA36QJ8MLc+SA+fO9DWNS30Ym3Icqu5AkyVkSc6sjj/5YN8yLc95X26o/4zGdqpGeCHlJAeNO9AVBEITTJ1b6J4GRij1TUoIIDxybOrCrqJUNe+QrAfdfnUJP/7BchQeYkxnCgbIOWruH8PXS8ONbs1i1rcZZK3/ZtEhuW5yAQpKw2+1UNvWxr7Sd0nodbd1DHBvma1yUxIZ4kR7rx7TUYILGCVgCfd34f9+ZyttfVLC7uI2NexrIL+/knqVJ4zbWSo3x45d3T+GvHx2mqXOQP79/iF/cmTsmCE4I9+ZAeSdl9bpxN7mOpDboh05c4WcimC1Wth5qYd2uOgYM8vhyEwO4e2mSaEY0gWx2OwccFZ/G6+swUvJ2eloQflpXqpr7+Hyv3KDrqulR/GttMRarnSlJgdyxOBGQa+Ov3FrtDGoBchICWDo1guRo31PeHH+q5mWFsX53PV19w3y+t57r5sQ675ueGsTHW6upaOyltlXP4rxwvj7YTEF1N8W1PaTHHk0lS432ZUZaMHtL2nntsxJ+c/805z6A8+GwY7I1LeX41b4EQRCE0yOC/ktcZVMvBys6kSS4fm7smPuL63p4c8PRBlue7mpe+PgIVpvchbeysY+OXgO+XhoeuyGdNzaWUdXUhyTBnUsSuWJqJGaLlW8KW9mS30Rr99Co13dRKVCrFAwZLRhNVsoaeilr6GXVNzUkRXizICecaalBowIEVxcVD1+XxtTkQP6zqZwOnYFnPypgakoQdy5JHJMzHBHkyS/vmcKf3jtIa/cQz60s4Im78kZVP0mP84evqihr0GEwWsZURhnp8Ft3AVYpT9XQsJltBa18sb+BPkePgVB/d25fnDhuiUXhwqpu7qNHb8TVRUlm3Oi9FHVtevm8A5bPimFo2MIra4ux2yE30Z+NexswGK0kRXjz8HVpAHyxr4HV22udm2VnpgVz3ZyYMd2nbTY7un4jugEjAwYzwyYLFosdSZKvVLlpVHh7uBDo43bSCkAaFyW3LU7g1XUlrN1ZR0acP7Gh8r4WP60rs9KD2VnUxrubK/jlPXksygvny/wm3thQylP3TxtVs//upUmU1eto7R7i/S0VfPe69LN9i8fVox+mo9eAQpJIixnbCE0QBEE4MyLov4TZbHbe21IJwLys0DF1rOva9Pz9EznAn54aRGKENy98LFfhSYnyob69n94BEwHerty2OIGXVxej6zfiplHy2PUZpET78tXBJtbvrnfmxLuoFUxLCSIvMZC4MC1aDxckScJitdHeM0R5Yy/5jhX3iqY+Kpr6+GhrFUunRnLzkqRR48tNCiQl2pfV22vZkt/IgbIOimq6uXlBPIvywketegb5uPHfd+byh7fzaWgf4NV1Jfzg5kznY8L83Qn1l3OUD5R3MC9rdB5wqqOLakm9jgGDecJSBmx2O1VNfew80sre0nZMjsZHfloN186OYW5m6BnvmxDOrd1FckOu3MTAUZvI7XY7H34pp8bNSA8mzN+dl9cU09U3jJ+XhsaOQfoGTUQEevKjW7LoHTTx2mclzj0aCRHe3H1FEtEhXgC064Yoqe2hqrmPho4B2nsMWKzjV6H6tgBvV+LDvcmI9SMvKXDcScDMtGAOlneSX9HJS58e4cnvTMPbEczftCCeg5Wd1LToWbujjlsWxFNc20NbzxAvfXqEn92R60yJ83RT873r0vjLB4fZVtBKWowfy+cfvwHgmWrokDfdhwW4n1JZU0EQBOHUiN+ol7Cth5upb+vHTaPixvnxo+5r7R4c1flzSnIQ//j0CBarnYRwLfXt/RiMVsL83ZmVEcK/HFV7Qv3d+eFNmbT2DPH/Xt9Hu6MRkK+XhqtmRDE3M3TcL2KVUkF4oCfhgZ4szougRz/MjiOtbD3UTO+AiY+3VrN+dz2Lp4Rz5bQoZ9DtplFx5xWJzMkM4e0vyqlu0fPu5goOlHXw0LWpBHgfTREK9nXnR7dk88d3D3K4qovP9zY4U3kkSWJ2Rgirvqlh2+GWMUF/VLAnkUGeNHYMsOVAozNH+UJp7xlie2Ere0ra6NEf3ZcQHuDBsmmRzMoIEcH+RcRgtLDbkYIzNyt01H355Z2UN/aiVim4aX4cXx1s5kBZBwpH6csOnYFAH1d+dns2RbU9vLWxjGGTFVcXJXcsSWRuVig6vZG1O2rZV9ZBS9fgmJ+vVEj4eGrwclfjplGhVMqTW4vFxuCwBV2/fBWgq2+Yrr5h9pa08/YX5UxPDebKGVGjFgAkSeKBa1Jp7BygQ2fg76sK+fmduWjUSny9NNy7LJlX1pWwblcdEUGe/OCmTJ5++wAVTX28uaGU716X5pxcp8b4cd2cGNburOPNDWVkJQfj6XJuP7edvQYAgo/TXFAQBEE4MyLov0R19RmcVUFumh/nXLkDuUPoXz44LHf+DPFiZroc1NvsdmJDvahr68ditRMfrsVf68qqb+SmT1OSArluTgwffFXl7EDq5a5mxZxY5meHoVYpsNnstOuG6OkbxmCyYreDm0aJn9aVQB9XZ2k9P60rK+bEcs3MaPaXdvD5vgYaOwZYv6ueLw80cdX0KK6cHoXG0VgrKtiLX947ha8PNvPx1mrKG3v53zf38/B16aNSXeLCtNyzTK409Om2GlKjfZ3pCnMzQ1m9vZbqFj01LXriwo6W55QkieWzovnnmmI+39fA7IwQZyOl86lvwMj7X1ayr7TDeZuri5IpyYHMywojMcJb1Ny/CO0pacdoshLs505KlI/zdoPRwvtfylfXrpoeRd+giQ8cf/fTutKhM+Dt4cJPbsvhi32NfL5PzvFPiPDme9elMWiw8M81xeSXdzjr5CsVEokR3iRF+hATqiUswIMAretJe2EMGMw0tPdT1qAjv7yT1u4hdhxpZeeRVmZnhHDzwnh8HHtf3F1V/PjWbH7/7wNUt+h5ZW0xj9+YgVKhYGZ6CLWt/Ww+0Mir60r42e3ZPH5jJn/7qIA9Je34aV25ZeHRRYUVc2KpaJTT+P709gGevG/KOd2LMNId+NjfaYIgCMLZE0H/Jchmt/PmhjKMJisJEd4syjvaFKh3wMhfPjyMrt9IqL87M9OC+ffGMuzIq921rXJ1m4w4P/SDJvaVdiBJ8sRBIUk8/XY+ZosNpULiyulRLJ8VjX7IxKb9DZTU6ahp0Y/bwAfk/P6YUC1pMb5MSQokPNATlVLBrIwQ5mSHUtXSz9sbS6lv62f1jlq+KWjhziWJTEmWmx4pJIklUyLIjPPjX2tLqG3V8/zHBdyzLJlFuUePcV5WKEW1PRwo6+DNDWU89cBUlAoF3p4aZqQFs6uojS/2NfDYDRmjxjctJYith5opa+jlX2tLeOKuXFzG6UB6rjR3DfKndw+i6zciARlx/szNCiUnwf+4PQeEiWez2fnCEawvyg0fNSn75JsadP1GgnzcmJcdyh/eOYjVZsfb04WuvmHcNCp+cFMmH3xZ6Zw4Xz0zivlZYXy8tXrU5C8lyoc5maHkJgbgplExOGyhRz+MTj9MV68BlVKBu0aF1tMFLzf1mMmhp5uatBg/0mL8uHFeHFXNfXyxr5GDFZ3sLGrjYGUXd12RyOyMECRJIsTPnR/dksVfPjjMocou3v6inO9clYIkSdy+OIGuPgOHKrt4YdUR/ufuPO6/OoXX15eyYU89of7uzMmUr3goFBLfW5HOU2/so65Vz3ubK7jnHJbxNDo6a7u6iK8nQRCEc0n8Vr0EfZXfRGm9DheVgoeuSXWusg0YzPz1w8N06AwEeLsyLSXIWZYzLMCDhnY5V3ZqSiBl9b3O3PbbFifw9cGjpfhSo32584oEmjoHeX5lARVNozt6uqgU+Hu7OiviDA1b6O4bxmSxUdHYS0VjL6u31xId4sXi3HBmpofgplIxIyOUhDAvdh9p4+Ot1XTrh3lpdRG5iQF85+oUtO7yyl6Qrzu/vCePt78oZ3thK29/UY7NZmfJFLnOuCRJ3LtM3lTY1DnA1webucJRDvHK6VHsKmrjQHkH7T1Do1IEJEnioeVp/PbNfdS26nllXQmPXp9+XtJqhk0WXlhZ4Jx8PbIinahgr3P+c4Rz72BFJx06Ax6uKuZnH03tqWru46uDcl3+u5cl8cb6UnT9Rtw1KvoGTKiUCh6+NpV3N1dQ19aPWqXgweWp9PYbeeqNfZgsNiRgRlowVzka6BVUd/PymmLq2/qdlZvGo3FREubvTkSgJ7GhWhIjvAkL8HBOBCRJIjHCh8QIH2pa9LyzqZy6tn5eX19KSV0P37kqBRe1kqRIHx69Pp1/fHqEbQWtaD008oRfIfHIinSe/fAwFU19/G1lAU/eN5VrZ0fz2a56/vNFOdHBXkQ4Gov5eGp49PoM/vz+Ib462ExKlC9TU4LOyftvtcn7GZSn0fVbEARBODkR9F9iGtr7+ehrOa3n1kUJzqB22GThbysLaO4cxNvThSnJQazdWQfITXpaugaRkEsPHizvwma3ExXkyZTkQN7+ohyzxYabRsVti+TL+C98fISuvmEAJAnSYvzISQggJcqHUH+PMakHNrudtu4hKpp6Kazq5khNN/Vt/by5sYzVO2q5cX4cKxYmopAkZqQFk5sYwPrd9WzYU8+hyi5qW/fx+I2ZJIR7A/IegfuvTkHr4cL63fW8t7kCf60rOY6up17uLtw4P463vyhn7c465jj2GkQGeZIV709hdTdf7GvgvqtSRo3T39uVH9yUyV8/PMzBik7+8ckRHr0+w5lmdK58urWa1u4hfDxdeOLuPOeERri42ex21uyUS+AuzotwrjabLVbe3FAql7nNCKGsQUdZQy9KpcSQ0YIE3LMskZWOf3dPNzUPLE9h095Gyht7AUiO9OGmBXHUtfbzyrqScXP5Pd3UeLipUSnkzfGDwxYGDGaMJiu1rf3Utvaz3VFOV+uuJiPOn7ykQDLj/J0bbuPCtPz6vils3CNXC9pd3E6HzsB/3ZqNp5uavKRA7rsymX9/Xs5nu+rw12pYkBOOi1rJD2/J4pm382ntHuLvnxzhibtzqW8b4EhNN6+sK+E39091TpIz4/25eVECq76u4q2NZcSEeJ1VXwFBEATh/BJB/yXEaLLyzzXFWKw2suP9nQ2BLFYb//i0iJoWPR6uKqYmBTrTEwK8XWnXGVAq5MD9QHknIK/2Wyx2PnXU+E+P9WN2egif7a5zluXUuqtZnBfBrIwQevTDjrzfJvoGjJgsNpRKCa27C8G+bsSGaUmM8GFhQDgLc8LpHzKxo7CVzQca0fUbeWN9KdsLW3nwmhSCfd1xUSu5cX4cU5ID+dfaYlq7h/jTe4d4ZEW6sya6JEncND+OwWELWw818/r6Ev6/h2Y4S3rOzw5l0/5G2nuG2Hq4matnyJt6r54RRWF1NzuOtHH9vLgxucHJUb784KZM/vFpEQXV3TzzTj4/uClz3E7GZ8JitbF+p7xP4vbFiSLgv4QcKOuguXMQN42KZdOPNtNavaOW1u4hvD1dyIz3559rioGjTd9WzIlh4175s+jrpeHmBXG8taGM/iEzGhclty6IY9hs5YWPCxkctgBy+c2MWDk9Jy5MS5i/O2qVEkliVCqP2WKlo3eY1q5B6tv7qWnRU93ch37IzK6iNnYVteHhqmJuVijLpkXh66VBqVBw7ewY4sO9eenTI1S36Pnz+4f47ztz8XRTsyAnHF2/kbU763hnUwXBvu6kRPvi4armv27J4nf/PkBtq541O2p5aHkqT762l6bOAbYcaHJepQC45+pUDld0UN2s55XP5JS5kX09Z+vErf4EQRCE0yXZ7SdpoyoAYLXa6OkZuzJ3NlQqBb6+Huh0g1gsJy/R98aGUnYUtuLj6cL/PjgdL3cX7HY7r35Wwp7idlzUCuZkhvL1Qbmjpp+Xhp5+Ixq1gshgL2fJwCumRlBY1U1HrwGVUuLa2TE0dw6yv0zON/Z0U3P1zCiCfNzYX9ZBQVX3cfP4j+WiVpCbGMgVUyOID5NX7M0WG18fbGLNzloMRitqlYJ7lyWPqogybLLw6roSDlV2oVRI/PDmTLLiA5z3W6w2nnk7n7q2fqanBvHo9Udz9bcXtPDmxjL8ta7836OzUCjkJmJPv51PTYueG+bFsmLO2P4FIKdr/H1VIfohMx6uKh5ZkT5ug7DTdaiqixc/LsTH04U/Pz77nAVBF5vjfX4DAycmjelUz9HjjdtitTkrVq2YE+Os8FTf1s/v/n0Am93OA1ensHJrNQMGM0qFhNVmZ3ZGCPVt/TR3DeKv1bB0aiQrt1ZjtdmJDPLkyumRrN1RR8cxVWmW5IXh7elKdXMfda162nUG+ofM2Ox2lAoJT3c1QT5uRAR6khDuTUq076j+FWaLjarmPg5XdnGgvMNZUletUnD1jCiWz4pxrvw3dw7w5w8Oox80kRThzc/vzEWlVMi/O9aVsKekHa2HC//7wDRn07uDFZ38/ZMjKCSJ39w/lfr2ft7cUIa7RsWfHpuFu6va+T6W13Ty5Kt7GTZZuX5u7Lj9Qk7HO5vK+epgM9fOjuGm+Re2ytZEOd3vgrM1UeconJ/v0vNBkiAgwIv/9/IOjGYbKpUSi8XK8UImVxclv3tsLl1d/VyuUdWF/hxfik7nPTof5+nkjEYmoX2l7ewobEUCvnddOl6O1eNPttWwp7gdpUJi7jEBv68j4HfXKAn2c6eqqQ+VUg4Ithe00tFrwF/rys0L4vkyv4n9ZfKG3sV54Vw3O5pvDrXwj0+L2FfagdFsReuuZkpSICvmxHDfVcl877o0HrgmhZsXxDEzPRg/rQaT2cbeknae/k8+L3xcSHffMGqVgmXTo/i/R2eTlxKE2WLjjQ2lzm6mIG/Y+/6NmcxMC8Zqs/OvtSXOAAmOpvpIwL7S0SUOZ6QF4+Gqols/TGVTLyCvko7k/28raMFmG/83cEK4N7+5fxqxoVoGhy38bWWhsxPx2djvKPU4KyN00gb8k9Guojbae4bwcldz5XR5Ndtqs/HmxlJsdjtTkgPZU9LOgMGMWqXAapMrYHX2GmjuktPq5maF8sFXVVht8uNTo3157bNSOnoNeHu6cNuieDJi/Vi9vY6XVxexaX8jFU199A2asDkiBavNTt+AicqmPr4+1Myrn5Xws3/s5Kk39rFmRy2t3YOoVQrH3ptE/vzYbH50SxYJEd6YLTbW7qzjmXfy6dHL6XnhgZ78/I4c3DQquW+GY5+PJEl85+oUIgI90A+aeGdThfO9yEsKZGpKEDa7nU+21TAnI5SwAA+GjBa2FYw+R4J83bn3Snkj77qddc69QWdq5HxViZx+QRCEc0qk91wCOnoN/Ptzuavu8tnRpDgaTe080sr63fUAzMseHfDr+o14uKrw8dTQ0D6Am0bJvKxQPt/bgB25ckhYgIdzo29EoAfzssP46mAzXzlex12jYk5mKDPTg4kJ8cJktsn5y5J8NeDYDbB2u526tn6+ym9id3E7h6u6KG/s5XvXpZGdEICPl4anHprJ66sLWbuzjk+31eDlpmahoyqPQiHx4PJUOvsMVDfLFUF+fGu28/Wjgr3ITgjgcFUX2wpauGNJIgAuaiU5CQHsLGqjoKqb5Cj5vZmSFMh7rip69EbKGnSkxYzuqDrCT+vK/9ydx78/L2NXURtvbijFy11NdkLAuI8/GZvNzpHaHgDyks7sNYQLz2S2smaHnOp2zcxoZy+KzfubaGgfwMNVRUSgB2t21KGQ5JV2L3c1vp4aDpR34qZRsiArjDU76gBYmBNGR6+BTfsbAZiTGYKLSsmqb2qwOoJaH08XshMCSAiXN+V6e7igVikwW2z0DZpo7xmirq2fisZe6tv6aewYoLFjgDU7aokL07IoN5wZacGolApyEgLIjvfnQHkn//m8jPq2fv747kGeuCsPf29XIgI9+d51aTz/cSFb8puYmhJEUqQPGrWS716bxu/+fYD8ik5K63XORnY3z48jv6yDwupuOvsMLJsWyVsby9he2MKVx6Q+AcxKD+FwZRf7yzr498Yy/t/9U894wjtyVfF8VtYSBEG4HImg/yJnsdp4ZW0xBqNcnnMkVaW6pc85EZiVHsyOwlbsHA343TVKfLw0NHcO4ummZnpqEJv2y5VHZmeEoOs3OoP7hTnhDBnNvO/o7uvlrmb5zGimJAdRWN3lXL3rGzQ5x6WQJEL93UmP9WNRbjjBfu7Ehmp56No0rp4ZzRsbSqlp0fPiqiM8fmMG09OCUSgkblmUgCRJrNlRy3tbKkmKlCcfIK/oP7Q8jf/32l4Kq+WNwCNdS0fGfbiqi8LqbmfQD5AS7cvOojaqW45WGXJRy7XwtxW0cqii67hBP8gpEQ8tT0WllNhW0MqbG8v4w/dmnlE30JpWPYMGOV0oIcIbu7jCeUnYeqgZXb8Rf63GuVdG1290TgSunB7lvDpls4METE8N5sv8JhSSxLJpUazdMbIBOJzKpj4aOwZwUSu4ekY02wpanCk4qdG+LMoNx2SxUunozjxgsKBQgNbdhbAAD1KjfZmSHMTM9BAA+odMFFZ3s6+0g+LaHmocvShWb6/lloXxTE8NQpIkpqUEERvqxV/eP0xHr4GXVh/hl/dMQaVUkJ0QwPzsMLYVtPDhV5U8ed9UJEkiKtiLBTnyhH/Dnnpn0B/s5056nB9FNT3sK+1gSV4E72wqp7V7iLaeISK/VY3q7mVJlNT10NAxwI7CVhbkhHMmBgzynoeR6mCCIAjCuSFyDy5y63fXU9Oix02j4nvXpaFSKugbMPKPT+Tuumkxvhyp6cFiteOnlQN+F5WCIF93mjsH8XBVMT01yBngL5sWQUN7v1zyU63g5gVxHKnpctbrXzYtkp/cmk19+wC/fGU3b2+q4HBVlzPgV0gSkiRXOWnuGmTT/kZ+/epe3ttcgdmRnxYW4MH/3J3HrPRgbI49Bx26IecxrZgTQ1a8PxarjU+31Yw63hA/d+dG3r2ONJkRSY4mSW09Q6P2GEQEymUER7oHj8iIlfPzyxp1J32fJUni7qXJBPu6oR80sedbP/tUHaqQN0rnpQSL1J5LhMFo4TPHFbPr5sQ6eyis3FqF0WwlLsyLkroeZ/8KgNmZIXxzWD6nlk6LYOPeeuzIE9ORgF/r4cKSvAjW7qx11vZ/cHkKfloNr35WwmuflfLN4RbKGnpp6hygoX2AotoeNu1v5PmPC/np33fwwZeV9A2a8HJ3YU5mKD+5LZu//mAONy+IQ+vhQrd+mH+tLebVz0owW+RzIsDbjZ/fmYOHq4ra1n6+zG9yHutN8+NwUSuobe2n8phSvCPpTMW1PfQOHO0YneO44lXRoMPdVeWsrlXhqEh0LK27i3NRYsOeeme60unS9ctpSSONxQRBEIRzQyylXMRqW/Wsc5TdvHdZEgHebthsdv61tpjeARMhfm70DZoYMJjx8dTQo5ebQMWGaSlv6EXjomRuVihf7JNTDK6dFc3+sg7aHV1Dl02LZPWOWswWG0E+btx/dQqHKrv4/X/ynV/Y0cFeTE0JJDnSl7AAd9xd1djtdnoHTFQ397HjSCuF1d1syW+io9fAD27KRKVUoFLKNcq79UYqGntZtbWGX8Udrcpz68J4Cqu7OVjR6ewXMCIr3p99pR2jVu4BvNzUzvQH/aDJWW1n5LlDRsuox8c7ApSWrkEsVttJ6/GrVQrmZoWy6psaSup6RjUEOxV2u52DjqB/VkboSR4tXCy2HmpmwGAmyNeN2RnyynpNi549xe1IQHZ8AJ9ur0Uhyfn2of7u1Du6WmfG+XO4qguT2UZqtA+6/mFnwD8tJYiNe+UqWjPTggn0ceM/n5djcVT8CfV3Jzs+gMggT7zc1djscnO9ulY9h6q66BswsWl/I98UtHD9nFiWTY9EIUl4e7iwfFYMS6dGsnFvA+t21rGnuB2r1c4j16ejkCQCvN24dVECb20s44t9DSydGolCITnHtfOI3MsiKdIHgEAfN6JDvKhvkzv8zkyT34eR3hKtjgl1VLAXZQ29zgpf3zY/J4zVO2rp7B2mqqnP+fqnymaz06GT9/ME+Yryn4IgCOeSCPovUmaLldfXyxsIp6YEMSMtGID1u+soa+hFo1YSHuBJfkUn7holfYPy6txI3rtSIXHVjCjWbh/JU47iUGUX7Tp5A++ivHA+3lqNHTnIvm52DK+vL6XN8eWeHe/PirmxxIZqx4xNkiR8vTRMTQliakoQh6u6+OfqIgqru/n6YDNLp8n5vkqFgjuXJPK/b+1nX2k7w6ajQXl4oCeh/u60dg9R09I3qlqPv9YVAP0x6UQjRionHNuc1Gx1NPP5VlDv4+nirLCiHzTh53jdEwlx9D04drXzVNW0yFVY1CoFU1KDMBrGjl+4uBhNVmdgft3sGGdVm4+3yntdpqcF801BCyCn9YBcb3/r4RY83dR4e7hwpKYbXy8NYQEefJnfjEatZG5mCBv2yK977axo6tv72bNLvnqUFuPLjfPiiAvTjumyCzA/O4x7bHaKartZs6OW2tZ+Pvq6ivIGHd9bke5MO3NRK7l+biwJ4d78bWUB+8s6yEsKdP6umJ0Rwsqvq+gdMFHbpndW1MqI9WfnkTZqWkZvuI0K8qS+rZ+OnqOb6LWOcrcjjcO8PeW/9w+N30hMo1aSGefHvtIOyht0px30t/YMYbLY5KuVoua/IAjCOTUp8w96e3v5zW9+w/z588nLy+POO+/kwIEDEz2s0/LZrnpaugbRuqu5d1kSkiRR39bv3Cg4OyOEfMeqMpKE3Q4ZcX4UVHcBcO3sGOem3fnZodS06GnuGsTH04WrZ0SxyhHwL8gJY9m0SJ796DBtPXIzqZ/cls1/3Zo9bsA/npyEAO64Qs6xPzaVACAq2BOthwtWm53G9v5R942UIPx2ADGSujOSZjFC12/EYrUjSaMv/Y9MVALGCepHYqpTzTQYctRQ15zBJsKRTZsz04Jxd1Wf5NHCxWB7YYu8yu/jxsx0OVgua+ilrKEXlVJBgLcrPXojKqX8QZqaEsiu4jYAFuWFseOIXMlm2bRIvsyX032umRnF53vlz8J1s6OpaOrjSE2P3EF7eSo/uz2H+HDvcQP+EQqFRFZ8AL++byrfuSoZtUpBQXU3r31WMiZtJj3Wj+vmxAA4OwaDvEdm5Bxu7jxa8WrkCtm3J7YjjciMlqOpc9aRCbUjVW3kR59g6IT5y3t0Rpr7nY6KBjkVLy5MO6YBoCAIgnB2JmXQ/9Of/pSCggKeffZZPv74Y9LT03nooYeorq6e6KGdkpauQTbskXOM71mWjJe7Cxarzbnynx3vz75SedUwxM+doWELIX7uNHUMYLfLG3vzyzsxmqwkR/rgplHJVwdclNyxJJEPv67CjlxhZG5mCC+sKsRgtJIU6cP/PjidzDOoVT8lSU7d6eg1jMq3lyTJGTBZv1U6s29AXgk/NrUHcK5AhgW4j7q92FEVJyrYa1SqTkmdfHts2OhJSlffMBarXU6J8Dy1Blkjec4j+wROVWPHAAfK5T4HVx7TvEi4eFltNudE7crpkc7A9jPHht05mcF8c1he5bdY7ahVClQKBSazjbgwL4pr5AB1TkaIs0vunMwQdhxpxWa3MzMtmJ5+Ob3NTaPiibvzmJMZesJg/9sUksSCnHB+fkcOKqXEocouimq6xzxuWkoQAHVtoyfWI52mzcfUg7babM7XPtaA48qU+zEb2Dt75cB9ZIKu08sThW83vBvPaRym0+Eq+djSY4+/8V4QBEE4M5Mu6K+vr2fnzp089dRTTJ06lbi4OH79618THBzMZ599NtHDOym73c57Wyqw2uxkxfs7N7Vu3t9IU+cAnm5qlEoFg8MWArSutPUMoVTIlXR6B0wE+brh46lxPnbptAhnTv93rkzm0+1yDn9WvD/Xz43l758WYTLbSI/142e3Zzvr/5+ukcv/SoXkbAoE0KMfpscRKIQfE0iP1DYHRl1RsNnszg28IxtxR96XbY40izzHBAPk9IyRx+cmji6ReahSvuoRF6Y9aT4/wNCwmfwKOXDPOY2SnTa7nbc3lWO3w9TkQGcetHBxO1TRRVffMJ5uamZnynsw6tvkTe5KhYSfl6tck9/x2ZmRFuxsYDclKYiaVj0uagWRQZ60dMlVsvy8XOnsHcbXS8OU5EB2HmlDkuAHN2ac8pWz8SRG+DDXMcYj1T1j7h/ZYPztxkFdjqD92CB95Lz7dgfq2lZ5wjBSTQvkBnYgp/4c+/eIoONPipscrx/gfXrpOf1DJucEPjcx8CSPFgRBEE7XpMvp9/X15ZVXXiEj42jXVkmSu7T29fWd4Jknp1Kd2znSSA76sbno+eUdlNTpUCsV3HdVMmq1kt5+I2sdG3oX5oQ5K42YHJfhZx+z0njTgjheXVsCwHeuSubTbXJO/4KcMNp0Btp7hvD10vDYDRm8u7mCvgETYQEe/NetWc7L+2diJO85Ndp3VH3tLxwrqakxvni5u6B3jPmz3fLxZMT54ed9NC1ne0EL7ToDHq4qZqQHO9/zgxWdVLfoUasULMoLd96+YU89/UNyekZuUqAzuDcYLXyxT86pnpsVekr/dhv3NmAwWgkP9CAtzm/MSujxfLarjqqmPjRqJXctSx7333UyuhiP81T+nUfGO7KKvyA3DA/H1aaRz/FURyMukPeMKBUSbhoVVpud5EgfiuvkVf7FeeFsc5x7V8+Icu4PuG1xAp87Pn/LpkeReYZ9H45lcqzWu7goxxxneePRK1Qj93X1GmhwpNSlRPs6bz/smAwfe1tjx4BzASEt1g+VSoHNbndOcrITAujsM1Df3o8kyX8f79/fYLQ4r0Skx/md1u/M3cXtWG12YkK8iAq5vCbOF+O5dD6d6+/S82Hk178kSXKNXgAJJMb/Xhi5gqdSKS7bjryX2+f4TEz0ezTpgn6tVsuCBQtG3bZx40YaGhqYO3fuGb+uQiHh6+tx8geeAa1WXhGzWm184gjSb1gYT7Kj2s27Wyoxmq0kRflQ7kg/SYr0oaKxl0AfVzodK+lXTIviSK1O7gaaEoTKRUVz1yBe7i7cfXUqP/zrVgAevSkLlUbNTkc+8k/vyiM02PuMx3+gtJ0tjuD+1qXJzvfpUHkHXx6Qb7/ryhTnse4raWO7o6vnfdekOx/fqTPwwZdyr4BblyQRFiKPqX/IxDtflAOwYl4csZHypf/6Nr2zNvq9y9MIDJADBbvdzhvvH0TXbyTU34NrFyScNEe/tLaHzx0B24PXZeDvd2rpPfll7Xy8VU4be/iGDBJjjl6dGPl3newuluM8nXO0o2eIQsf+lxULEvD19cBgtLDbka+fkxLM3tIO50bwaWnB5DvStxZNi+KfnxQiSTAlNZTP9zaicVESGaplwGAmwNuVrORg/rWmGJVS4u6rU/H1Ovkm8hPZV9zmnIQsnBo56jgNRoszHXDRMfe996WcxpedGEBslHzO1Lb0UVjdjSTBVbNjnY9963P5/JqREUJEqA8Au4+00t4zhIerisUzonljXTEA01JDiI7wdf78Y//9P/+ijGGTlchgT6amh51yXr7ZYmOLYz/QdfPjz9vv2ovdxXIunU/n87v0fFCplKgc2XEq5fG/R1SOPWg+PpfOsZ0vl8Pn+GxN1Hs06YL+b8vPz+dXv/oVS5YsYfHixWf8OjabHb1+/DJ1Z0qpVKDVuqHXG7BabWwvaKGxvR8PNzWLc8PQ6Qbp0A2x2RGMZscHsPLrKlxUCho7BgCYmRbCul11qJUKpqcE8szb+QDcOC+Wlz8tAuCaWVF8vb8Bo8lKdIgXKRFa1u+uw26Xc2eDtBp0usHxB3kSB8o6eHl1ETa7fDUhNsgDnW6QyqZe/vL+IeftcY6Vu0Olbfz5bXlT9dJpkYT4yD/bYLTwh7fz6R8yExPqxfysEHQ6udTmsx8cpqtvmGA/d66aFolON8iAwczv39yPyZGqlBXj4zyGj7+uYqujadID16QwNDDMif7lOnsNPPPWfqw2OQ87MczrlN6PyqZe/vzeIWw2O/OyQpmWFIBONzjm33WyOt5xTtQX+qmeo0qlgm2Hm7Hb5StTbkoJnW6Q3UVtGE1Wgv3cqXH0dlA4gv7IIA/2FLXh7qqit0+ubpMS5UthpTwRyE0I4NBI6k9KEIVlcoAeH+YNFusZn19Wm431u+r55JsabHY787JDCfVxdb6e1Wbj76uO0N4zhL/WlZmpQeh0g5TU9fCF42ra8pnR6HSDWG02nv/gECA3FnNTycdd1dTH147J+bKpEeh0g5gtNt5cJ//+WDwlgvKaLjbtlScWSx2P+fa/f12bnpWOSfuKObH09Z3678stBxrp6jXg66UhO873jN+vS9WF/p0xkUH3+fguPR8kSQ7gLRYrFqsVlVKJxWqF46ziWxwLt729g5f1Sv/l8N13Nk7nPTof5+mkDvq3bNnCz3/+c7Kzs3n22WfP+vUslvPzIbZabZjMVucGwmtmRKFRKbFYbKzfLTe5yYj1o6BSrtYTH+5Nab2OYD93mjrl4H9uVqhzJTI73h+T2Upz1yAuKgXzs8J4/uNC+XGZoVitRyvppET5nNFxGc1WVn1TzZYD8upcTkIAdy9NwmKxcaCsg9fWl2Ay20iO9OGuK5KwWm0UVnXyx7fzGTZZSYny4daF8VgsNoaGLTz/cQF1bf14uat59PoMsIPRZOG1z0opqu1Bo1by2PXpKBUS/YMmnv1Qrjbkr9Xw4DWpWK12bHYbK7+ucu5huHtpIgnh3ic8vo5eA395/xC9AybCAz2498rkU3o/qpr6eG5lAcMmK2kxvtx7ZTJWq51jvxGsVtt5+8xcTC6m4zzVcewslNN4pqUEOZ9zwBG05yUGsNexUd5sseGmUTLoqDCVGedPqSPvPDPO33m1ICXa11nJJybYy7nHxdNNfUbvjd1u51BlF6u+qXbWxJ+VHsx9x3w+h4YtvLKumMLqblRKiYevS0OtVNDY3s/fVx3Bjvx7YeQceH9LJdXNfbhpVNyyYOTcM/PPNUXOxmJRQV5YLPJ51No9hNbDhYU54Tz70WHsdpieGkR8mHbUMVmtNjp6hnj+owLMVhs5CQHkJQac8nEPGMx88o3cpG/5rGgUSBfN5+lCu5jOpfPpUjjGo5Xf7Ed/rdvH7psZMXK7xWK7bIP+EZfL5/hsTNR7NGmD/nfeeYenn36apUuX8pe//AUXlzPboHqhHKropLV7CHeNioWOplCDw2ZnCk5eciD/+bwchSSXrgSYmxnizNlflBfOcx8VADAvO4wjNXJgkhHnj5tGRWOHHOQnO7rajuSrW62n99vJarOxu6id1TtqnBt0r5gSwe1LEjCZbby3uYKtjlzpjFg/vn9jJiqlxOd76/nwyyqsNjtJEd788OYsVEoFXX0GXvj4CE2dA7hpVPz41myCfNwwma28uq6E/IpOlAqJR69PJyrYC/2QiedXFlDb2o+Hq4r/ujUbrYcLBqOF19eXOptj3bE4gUV5ESc8lvIGHS+vLkI/ZCbQx5Wf3pbjrIF+IoXV3by8ukhOuYr04Yc3ZZ3SRmHh4tDVN0xVYy+SdHRTuNVmo6hWzkWPDvFi494GFJKEzW4nOdLXWVEqNdqXNY6UsoRwb7bkyxPM8AAPhh3N4Tzd1Lg4cpYbOvqx2eynnOYykmL0ZX6TM9j3cFVxx5JEZmeEOPcnHa7q4t3NFfTojahVCh67PoOkSB8a2vt57qMCBgxmokO8uHtpEiD399jsWM1/4OoU/L1dsVhtvLymmA6dAX+thjuWyGV388s7nKlu9yxL4qOvq2juHETr4cKdVySNfT97Dfz5g8N0640E+7rx4PLU06pQ9P6WSgYMZsIDPJifHXbKzxMEQRBOz6QM+t977z1+97vfce+99/KrX/0KheLiD8i+OijX+F6UF+4MPPcUt2My24gI9KDNEQCkRPtSUqdDpVTg5qLCZrcTHeyFUiGh6zeiUirIjPNjjyM3OTHCG7vdjsEob6DVOqrzxIVp2VnUxjcFLczPCTtpy/se/TC7itr45nAz3Y5g31+r4d4rU8iM82NvaTsrv652TkiumhHFzQvi6NEb+c/nZc6NjzPTgnngmhTUKiWHq7p4Y30pAwYzWg8XfnJrNtEhXuj6jfzj0yPUtOhRKSUevT6D7IQAmjoHeHFVIZ29csWVn92eQ0SgJ3Vtev61pph2nQGVUuKBq1OZ5eisOh6zxcq6XXWs312P3S5XJvnxbdknfQ8Avj7UzLubKrDZ7aTH+vGDmzLPqKa/MHGKHRtNE8K9nc2nGjsGMBituGtUzg2z7q4qBgxm4sO1zqtHEYEezs94kK8bw47zyt1VhYejN0PfoJGchEA8XFV09g6zals1Ny+IP+7G8GGThaKaHvaXdVBQ1eX8+a4uSpZMieDqGdG4u8rnekFVFxv31DtLywZ4u/L4jRnEhGjZXdzGfz4vx2i2EhHowU9uy0atUrByaxUbHY3Cbl0Yz9SUIMwWG/9cU0Sx4yra92/KxNNNTUVjL6+ukwsBXDElgqqmPvaWtMsT7xXpY0p1ltf38Pu39tM7YMJfq+Fnd+SMKcF7IvvLOthdLFc4+s7VKWLyLAiCcB5NuqC/traWZ555hqVLl/LII4/Q3X20prWrqyteXhdfVYj2niFK63VIwIJjVrpGavHPyQjhS8ekYCRoz4j1o7ZVXn3MiPNz5vhHB3uiVinRO9IRfL00SJKEh6uKwWEL3fphtB4uzMoI4fN9DXT2DvPbN/axKC+CtBhf/LxckST5kntbzxB1rf2UNuioP6b+t6ebmqtnRrEoN5zSeh3/31sHqHekCwV4u/LA1SnEhXmzflc9G/bUY7LYUKsUPHRdOrPSgtAPmnh7UwU7HFVPokO8+OFNmfhpXTlc1cWbG0rpHzLj4ariBzdlkhTpw47CVt7ZXI7JbCPA25Wf3JZNkK8b63bWsnZnHVabHV8vDY/fmOHsPPptNrudg+WdfPxNNR06OS97VnoI912VfNLA3WKV0yO+PtTsfN4D14gg5VJU0dgLyKv2I0bKVcaFaWntGsknl6+Chfi5O9N1ji1p66ZRoXFRMmS0MGS0EB3iRXljLwVV3czOCOXWRQm8tbGMjXsaKKjqJjcxgGBfd5QKST6/dEPUt/VT39Y/qodFqL87C3PDmZsZiquLkvr2fvaXdbCvpN054VYpJZZOjWTFnFiGjBZe+vQIB8o7ncf1/RszsAN/X3WEw1VyCtLNC+K4emY0AwYz//jkCOWNcgOy798kTxrKG3Q8/3EhJouNzDg/JMXRhnP3X51CyjHvl91uZ/P+Rt7fUonFaiM8QJ5knErX6xHNXYO8uaEUgGtmRpMQfubFBARBEISTm3RB/xdffIHZbGbz5s1s3rx51H033ngjf/zjHydoZMe3u0helU+L9SPAUTu7b9BElWM1LzpES1dfNSqlwhl8pMb4OoPmuDAtnY4g1t9R/nKkIZbFsVEkKdKHQ5VdbC9oITZUi6uLip/dnsNzKwtp7xlizY5aZ9rCeCTkqwbzssNIj/Ujv7yT3/37gDMFQaNWco1jIrCnpJ1XPitxNt9KjvThoevSSIrxZ83WSj7eWu3swrtsWiQ3L4jHaLbyxvpSZ150ZJAn378pEzcXJS+vKXbmW6fF+PLo9Rl09hr4/b/znZONKcmBfOeqlHFXGc0WG/vL2vl8b6NzD4S3hwt3L01iqqOp0Yn06Id5eU0R1c16JODG+XEsnxV9WikMwsVjpNZ8fMTRILO1Ww70wwM96OiVz6WRFXdP96OfKa9j/t9ssRHi546u30h9Wz+z0kPYtL+R/WUdzK/tYX52GJIE722upKVrkJau429ODfJxIy8pkGmpQfhrNZQ19PL+l5UU1/Y4ryyA3DhrfnYYS6dFolYpWL+njs37mzCarSgkievmxHDt7GhK63W8tbHM0U1Ywf1XJzM7I5Tqlj7+taaYrr5hXF2U/PCmTFJj/NhX2s7r60sxW2ykRPng4apm8355v849y5KY4+gRAHJ64b8/L6OwWl5QmZIcyIPXpJ5SatyI3gEjzzv2xCRH+nDDvNhTfq4gCIJwZiZd0P/oo4/y6KOPTvQwTku+Iw99Rmqw87bSuh7sQFSwJ52OaiHxYdqjDa1CtKzZLgfpQb7utPXIwffIynOQjxsl6GhoH2B2hnyp/lBlF1sPtxAR5Mmi3HCCfN353UPT2VfazoGyTurb+9EPyoG6h6uKQB83IoM8SYzwIT7cm8YOecXxP1+UOzt8urooWZwXwZzMEA6Ud/Lk6/ucrxHg7cotC+OZkhxIQXU3L6464txAHOrvzv1XpxAf5s2OI62s+kaeCEjAsumR3DgvlgPlnXz4VRX9Q2aUCokVc2NZmBPG6u01fH1Irr7i4aririuSmJkePCYIb2jvZ1dRG7uK2pyTJY2LkmVTI7lqRtQpBSlHarp57bMS+ofMuGlUfO+6NLLPQc11YWIYjBbnRPXYK0LdfXITq0AfN2od+fsWx34XT9ejgb5SocDTTc2AwUy7boj0WD9K63XsPNLGotxw5meHsq2glRdXFXLLwngW5oYzJSmQ/IpOqpv76NEbsdntuLuqCfR2JSLIkwCtK7oBI5WNfby5oZSmztGTAxe1gsw4f6anBpMd70dz1xDrdtayq7gNk9nmOBYt914pd+9+fX0pe4rlq4RBvm48dn0G4YEerN5ew2e75MIAgT6u/PDmLEL93Vn1TTXrHb0/MmL9GDZZ2VPSjkKS+M7VyczLkq8+2u12dh5p44MvKxkyWuRUumvTmZsRfFp7g/SDJv76oVyRK8jHjcdvzHB2QxYEQRDOn0kX9F9quvsM1Lf1IwFZ8UdrvI9sHEyK9HGuEIYHelDuSE0I8nPDaJbzid1clM7ApM8RcKfH+rP1cAu7itq4fm4sqTF+XDk9ki/2NfLOpgoOlHWwMDectBg/ZmeEMjvj6Eqe3W6nd8BEU+cAtS16dhxp5c2Npc4gCOSunfOzwwjxc2NvSQdPvbHfeVXBX6vhmlkxzEwLJr+8k6fe2O88Bg83NStmx7AwN4ziOh2/fXO/c/U9LMCD+69KQa1S8OyHBVQ4rnSEB3rwwNUp1Lf18+tX9zoD+BlpwdyxJHFUnnGPfpi9pe3sLmp3vi7IaU6L88JZkBN+SjnHZouVVd/UONMbIoM8+f6NGQT5up/0ucLFa2Ry7OOlQevh4qyeMHLe+HhqnCv8I1NItUqBSilhsdrpHTASE+pFUU0PZfU65mSEsHZnLbWterYXtnL30iR6B0wUVnfz3pZK1u6sIz3Wj7AAD6KDvYgK9mJo2EJPv5G6tn52HGl1XvU6VkSgB2kxfmTE+hEbqqWuvZ+imm5WHZOaBvJ+lOvmxJAc5cOm/Y1s2t+IyWxDApZMjeDm+fHUtPTx2zePnoPTU4O478pkBgxm/vTeIef+gCnJgVQ19dI3aMbVRcljN2SQGSf/TmrtHuSdTRWU1st7c2JCvPje9elkJgU7ymueWtDfox/mrx8eprV7CG9PF356R84ZdwEXBEEQTo8I+idYgaM7ZnSIl3NTIeBc0Y8M8qTIUYnn2I2mHq4qXNQKDEarvHEvSG4mVdPSh8VqIyfRnyAfNzp6Dby1sYxHVqRz26IEvD00rPqmmrKGXsoaegHQerjg4apCoZAwmqzoB03OwOdYAd6u5CUFEh3iRXPngFxb27FCCnIgsHRaJPGh8ibhX76yx7nq76ZRcv38BOZnhVBa28Mf3z3ozKN206i4fk4MmXF+rNtV72xC5KJScO3sGIJ83Xh9falzhTbU3527lyaRFiM3HDKarRys6GTnkVZK63TO8EOpkMhJCGBOViiZcX6nvJpY39bPa5+VOP8NFuWFc8fiBNQqsWH3Ujeyoh/iN3ryNjKB1rgoUTpS4zQuSoaGLQwOWwjx86Cpc4D6tn7yEgMpqulhW0ELy6bLefUfb63m7S/KUUgSP7w5k22HW1i7s46+QRN7HZ/n41EqJCICPUmI8CYpwhs/b1e6eoepbdWzZmctda2jc/7VKgV5SYEsyA7DX6vhq0PNvLa+FKNJPob4cC13XZGEi1rJK+uKOeT4HePlrubupUnkJgbwZX4zq3fUYDLbcHVRkhzlw8HyTuzIk+/v35hBqL8HJrOVDXvkvTkWqx21SsENc2NZNj0SzWl28K5p0fPiJ4X0DZjw9dLw33fmEuQjmvgIgiBcKCLon2Dl9XJAnxTpM+r2br0cnAT5uGFwlAJ0dz36z2Wz2fHXutLUOUhbzxDZCQH4eLrQO2Bid3Eb87LCeOCaFP7ywWH2l3VgMFq498pkrpoRxbSUIL4+1MzBik7aeobQD5qcwfkIhSQR7OdGdLAX0SFeaNQKmjoHOVjR6Vz9Bjm9Z1pKELMyQujtN7KrqI3X1pU4A29fLw1LpkQwNzuU8iY9v3trvzN4d1ErWJIXwdSUIL4+2MxHX1djcxQ4npEWTEasH18dbHJODjzd1Fw/N5YFOWGolHKDsq2Hm9lT3OasTgSQFOHNzIwQpiYHnVYlEZNZruqzcU8DNrsdrbua+69JJUek80wa+iHHir7X6EpNzsQwO3i5yZNvD1cVQ8MW2nqGSInyoalzgMNVXdy9NIlPttXQrjOwaX8jV82IorlzgN3F7byxoZS9pe0smxbJHx6ZSW2LnqoWPZ06g/M8dtOo8PFywddTg1qlwGy10do9REP7ALuKWkd9lkf4emlIi/YlKyGAhHBvyht0bNhTT3Ftj/Nciwj05Pq5sYT4ubF+Tz17i9uxI5/LC3PDuH5uLLWtev73rQPOVf+oIE+GjBYKquT8/HlZoY4Jg4JDlZ28v6XSObHPiPPjnmXJpx2o2+x2vsxvYuXXVVis9jPa9CsIgiCcPRH0T7CRqjjRwaOrCg0Mja0WolYqUCkVWKw2dAMm4sK8aeocpKRWR25iIEunRrJyazUfb60mM86f5ChfHrshg3+tLaaotodfvbKHvKRAchMDmJ8dyo3zYxk2WenqHWZo2IzNbsdis2My2xgwmGnuHKC6Rc++0g5nMA7ySmNGrB95SYGolQoOV3Xx/MpC52opyE2/FuaE4+etYdeRNv7n5d0MO1Yi3TQqFuWGkRjhw44jrfz+3wecgUtGnB9p0b7sK+1wrpBq1EqWTovgqunRqFUS+0s7+OpQE9XNeufPC/B2ZU5mKLMzQgg8g9XDIzXdvLupwrmJc2pyIPdcmeysliRMDiOr4e6uoyeDI/s7howWgnzlz4+rYyW7srGX2RmhbMlvYn9ZB7cuSuCWhfG8tbGMVVtrCPZ156HlaYT4ubN2Zx3FtT0U1/bgolYQEeiJr5cGV7USF7USg9FCc9cgR2q6nSlF36ZSKogM8iQm1Iu4UC3x4d6YzFbKG3vZUdjKq+tKnKl0IG9uXzo1EheVgs0HmpzVekDuQ3DjvFj0Q2b+8WmRs3LRyJ6dOsfvH29PF+5blkxuUiCt3YO8/2Wl8wqjn1bDHYsTmZIceNqb1zsdVxpH0oJyEwP47rVpp7XpVxAEQTg3xG/eCdbmqBoS5Dc6UDU7vtRdVArnCv+Q0UKYvzsNHY40g6QAthW0sLu4jZsWxLF0WiS7i9to6hzkLx8c5se3ZJGXFMhv7p/GB1sqKK7Tsb+sg/2OSjgKScJNo3ROJIaMluN2EgzwdiUtxo+EcC1mi52Suh7e3lTu3Eg48piZ6SGkRvtS3dzHmp21zlV9kHPz52WFoVLA9iNtbHDUDgc52I8I9ORQRScfOYINF5WChbnhXDMzGpNFTjPYVtDizOlXKiRyEwNYkBtOarTvceugn0hz5wAffl3lDHB8vTTcdUUSU5IDT/u1hIvfSJqM8lvNsnwdK//dfcPOCfjIJPZgZRd3LU0kNlRLbauej7+u4sHlqVQ29rKzqI1/fHKEa2fLVXNmpIeweV8j+8va0Q+ZnXtzjkfrriYswIPIIC+igj0J9fdAoYDW7iEa2wfYeaSVdzdXOCfMI4J83ZiRGkxOgj9VzXpWbq0eVR0oNzGAa2fFoBsw8tbnZc4JskopEeYvpyrVtfUjSbAwN5yb58dhs8uNsr462ITVZkepkOT0pdmxaFxOL7Vt2GTh870NbNzbgNlRsve2RQkszgsXVa8E4QydzqlzuXcFFsYngv4JZLPbneX4/LxGX+pWKxWYLTbMVhsB3vKEoK1nSO662TFAQVUXDy5PJcRPrtyz6ptq7lmWzA9uzuL/3j1IS9cgT725jxvmxrEgJ4yf3ZFLfVs/+0rbKa3X0dQ5gMVqZ3DYMurnSoCvVkOonzvhgZ6E+rujkCSauwYpqdOxraBl1OP9tBrykgKJD9PS2Wsgv7yLz3bVHT0OlYLcxAASI31o1xlYvb3GGcColAqy4/1xUSs4XNXtDLzdNSoW5YVzxdQIGtsHeGtjGQXVXc5fYr5eGhbmhDE/OwzvU2ioNZ72niHW7qxjT0kbdrscBF4xNYIVc2LFKuQkNpKvb7aO3rMykuPf3DnAjLR4ADp0BjxcVegHTewv7eTOJYn84Z18dha1ER/hLTeTUin45nAL63bVsb2whfnZYczLDuX2JQl06Ay0dA3SO2DEZLEhSeDmosLLXe7Yawf0g2ZaewZp7RqioLqLzl7DuF/WGrWShAhv0mJ8SQj3pr1niAPlnWzYU++cyLioFcxOD2FOViiVjX28vKbImZqjVEgE+brRoRuiwdHTIz3Gl1sXJRDs586X+U1s2F3PkCMFKSvenzuWJI7Z+3AyRpOVrYeb2bin3tkrJCXKh+9clULwab6WIAhH+fi4oz6NRpBms5Xe3qGTP/AMjTcBGblNko7+v5h8XFxEdDOBDEYLNscX9rdzz73c1QwZLfQOmIgJkVceKxp7eeDqVLbkN7GvtINbFsZz19JEnv2wgK8ONhMR6MnC3HB+eU8er6wtoaq5j/e/rGTtzlqmJAeSFuPHvOwwbpwfh0KS6Bs0MTRsxmqzY7XaGTZbGRq20K4boqG9n4KqLjbtN4wZd3SwF5lxfvhpXWntHqSwupstB5qc90sSpEb5Eh/ujcFo4WBlJ/tKO5z3B3q7EhPqRY/e6CxXChDo48oVUyPJjg9gf1k7T/8nf9RG4dRoXxbnRZCT6H9GJf7sdjuVTX1s3t/IwYpOZ0pRXlIgty6MF0HJZcDdMaEb+FbFnNhQLQDljb34eLqQEuVDWUMv4YGeVDT28sm2Gn7/8AxWzI1lzY5a3v68HIvFxr3L5A3lH3xZia7fyNqddazdWYeLSkGAjxuebmrUSgmrzY7BZGVgyEzfoHFUJazxxhge6EFEkCfRwV6EB3gwbLJS2dTLwYpOPt5aPeqLNDrYi7lZofh5adhX1sH/vXvImf6jUSvx8lDT1TvsvOqWFOHN9XNjiQ/3ZltBC899VOBMNYoM8uS2RQmkx/qd1vva1Wvg60PNbCtocS4kBPq4csvCBKaeQVqQIAhHSRKo1UqefmMPw0bLSR/vqlHx6wdnIknnJ+g+2QTEx8fD+f/ne/IhnB4R9E8g8zGlAdWq0UFsoK8b7ToDbT1DzEgNQqmQaO0ewkWtID5cS3Wzno++ruJ716Vz7exoPttVz3++KKdbP8z1c2N54u5cthe2sn5XPd36YbYVtLKtoNX5+q4uStQqBTabHaPZesIgJMTPnaRIb0L9PbBYbVQ19bH5QNOoHH6lQiIlyoewQE8Mw2aK63SUOPJ4R35eSowfZrOVysZe9pfJwb4kQWacPwtz5EZG2wvb+OirKufqpZtGxZyMEBblhRPq78GZ6OozsK+0g51HWkelG2XH+7Nibqwz4BMmv5EKWF29oyezyVE+qJQKuvqGaewYYMmUCMoaeqlv0+PjqaFbP8y7myu4/6pk+odMfHWwmfe2VFJSp+O2xQn88ZFZHCiXu+aWNfZiNFlP2IxLksDPS0OQrzsh/u6E+XsQ4ueGp5sL/UMmWroGaeiQK2Q1dw2O+eKOCPQgLymQyCBPqlv0bNhTP6qJl9ZDjcViZ8howdhrRQKyEwK4akYU4YEebD3UzL/WFjtX4wO8Xbl+biyz0kNQKE4tQB82Wfg6v5HPd9U5+4qAnHp0zcxoZmeEiI7VgnAODRstY1L9LrQTTUAkSUKlUmKxWLHb7ed98iGcPhH0T6CRHHQ78ir0sathMSFyLfCqpj4W5YaTmxjAgfJOvtjXyJ1Lknj6PwfYU9xOUoQPN86Lw2qzs3FPA+t315Nf3sn1c2OZmxnK/KwwSht0FFR2UdncR2vXICaLjWGTdcwvDzeNikBvV0L83QkP9MDDVc2w0Updez8FVd2jJg0g5yMnRvrg6aZGpx+mvKmP4rqjgb5GrSAyyAulQqKxo5/D31rVn5MRSmyoF8V1Ov79efmojY1xYVoW5oQzLTUIzWlc0gQ5xaC6pY/iuh6Kanpo7Dhar99FrWBmWjBLp0URHnBmkwjh0hXiL1/NaekcwGo7muLj6qIiJzGAA2UdfFPQwt1Lk4gO9qK+vZ+YUDf6BozsKGzFz0vDXVckEuDtxqpvqjlc1UVBVReZ8f5MTQ7irqVJ+Hlp6Oobpks/zKDBjMVqQ6GQcHVR4e6qRLJLWKw2evqNtOuGaOsxsL25hXadwbnR+Nt8vTQkRniTHOWDp6ua6hY9u4vbWLvz6JUwtUqBm4sS/ZAZ/aAczHu4qpibFcqi3HBMFhtf5Texu7jdOWH317qyfFY0c7NCTylANxgtFFR1sb+sg6LaHufCBcgbipfkRZCdEHDKEwdBEC5N401AJElCZcMZ9AsXHxH0T6Bjg9lhk3VULnlatB+f7aqnsLoLi9XG1TOjOVDeyZ7iNhblhXPDvFg+3V7L21+UY7XZuWVBPDEhWt7dVE5bzxD/WluMl7ua7IQAUqJ8mJ8Txs0L43FRKeg3mBkatmCx2rBabRhNVoZMFrr7jDR3DcoBemXXmFr9KqWCuDAtAd6uWCw2Gjr6yS/vHPUYLzc1QX7uWK02mjsHqGruc97n46lhaoqc/9/SNcje0nZW76h13u/ppmZWegjzskOJCPQ8pffQZLbS1DlIfZue2tZ+6tr6aekaHFVtSJIgKcKHWY4ynseWPhUuL4E+brhrVAwZLdS3DRAVdPRztjAnjANlHewsbGXF7BjuuyqZp/+TT3lDL1OSA8kv73TW3r/rikQy4/z4eGs1BdXdFDr+gHxe+3i64KZRoVRIWGx2jCYrAwYzgwbzCdtYKSSJQB9XwgM9iQzyJCLQAxeVktbuQUrrdaz8unrUF61SIeHuqmJgyCzvAXLsHUiL8WNeVijJkT4cquzilXUlozYVRwR6cNWMKKanBp802O8bMHKwsouDFZ2U1etG9QwIDfBgZlowM9OCz6hqliAIgnDhiOhnArmoFbioFJgsNvoN5lFBf1KkD96eLvQNmDhY0cn01GBmZ4Swq6iNf60p5snvTKFvUE4zeHdzBeWNvdy5JJFnvjeLLQca+epQM/pBEzsKW9lReHSF3kWlcKYSmRxBwvG4aZTEhGjx89Jgtdtp7xmiqqnPWfYP5IA62Ncdd8eGx66+YfqPCfT9tBpyEgOICvai32Bh95HWUfn/KqVEdkIAczJCyYjzO2EAYrfbae0eoqKpl+rmPurb+mnpGhoV4I/w12pIivQlI86P9Fg/UXpTAOSgOjlKDoRL6npGBf2p0b7Eh2mpbtHzybYaHrgmlZsXxrHy62oOlncyIy2YfSXtfHO4hbJ6Oa3nR7dk0dYzxN6Sdo7UdNPQPoDRbKVdN3YvzAilQsLXS0OgjxvBvm4E+boT7Ocmn2dWO83dgzS0DVBc18PGPfVjJt8uKgUuaiUDBnk/zkhH3+gQL2alBZOTEEBdez97S9p57bMSZ+qeQpLITQpgcV4EKVE+J8yz7x0wsr+0g/3lHVQ39Y2aqIT4uTMlOZCZ6SFkpwTT2zvk7GwsCIIgXLxE0D+BJEnC39uN1u5BdPrhUU1vFAqJBdlhrN1Zx/rd9UxNCeKuKxKpau6jQ2fgrx8U8LM7svHXuvLJthoOlHVQWN3F/OwwFuWGs3x2NGUNvRTVdFPV3EdL1yAGoxWTxTYmiFCrFPhrXQnxc8ff2xWVQmJg2Exr9yAVjb2jVvYAfDxd8PHUyMFNzxBtPUfz5CVJTs1Ji/bFVaOiuWOA/LJOvspvdj5GqZBIj/VjemoQOQmBJ1x57+4b5khNN8V1PVQ09joDnGN5uauJDvEiJkRLTIgXsaFaZwlGQfi2jDh/DlV2caiik6umRzlvlySJ2xcn8sw7+WwvbGVGWjBXTY+iq3eYrw81s7eknZlpwZTW62jXGXhx1RFC/d2ZmR5CbmIg182JwW6Hrr5h+gaMGExWbI7Slxq1Eg83Na4aJSazle4+Ix26Idp7DJTU9fDVwSG6+4bHvQqgVilw16gYNlsxmkafwzEhXkxLDSI9xo/mzkHyKzr5ZHvNqFK64QEezMkMZVZGCN4ex5/8GowWDpR3sKe4nbIG3agc3NhQL6YkB5GbGODcW6NSKcQGXUEQhEuICPonWIi/O63dg7TrDCRH+Y6674qpkWw+0EhjxwDbClpYmBPOj2/N5o/vHqSpc4Cn/5PPYzdk8OR9U3lncznVzXq2HGhiy4EmIgI9SIn2JTZUy/TUYHw8NdjtdgxGC0PDci6ewWim32Cmu0+u7NHQ0T+qsc8IL3c1/lpXrDY7Hb0GegdM9A4czb/312pIi/EjwNuVQaOZ6iY963c3jFqBd3VRMiU1mKxYP9JjfMc0RxphsdqobOyVS3jWdo/aeAtyABQXqiUx0ofYUC+ig73w9dKI4EM4ZVOSA3lnUzmVTX2064YI9j1atSkhwpuFueFsPdTMK+tKeOr+ady9TO5Q+8W+RvaUtBMd7ElajB8HKzpp7R7i0201fLqtBpVSQaCPK17uLrg66tpbbXaGTfI51zdgcpbEPB5XF6WzkteAwcywyYrZYqPPIp9vLmoFadF+ZCf4Ex3sRXWLnsNVXXzyTc2oyXmAtysz0oKZnhpMRKDHcc8Pm91OWb2OHUdaOVjROWqyEB+mZXpaMFOSAkX3XEEQhElABP0TLDLEi0MVnTR3jq304emm5vo5sXzwVRUffVVFapQvIX7uPHFXLs+vLKSj18DT/8lnyZQIfnhTJg3tA2zJb+JITTdNnYM0jfOaJyMhV9/w8dQ4g3z9oGnUCruHq4qUaF9C/d2xWuw0dPazr7RjVDUfkNMAshP8yYzzJzXGj6BAL3S6wTGpAPohEwVVXRyp7qa4TofhmMBIkiA+3JuMWD9SouRJzLcrHQnC6fDTupKbHMTBsg6+OdzCbYsSRt1/++IEqpp6aeoc5PmPC3jirjxuX5xIVJAX72wup759gPr2ARIjvAnydUPXb6SmRc+wyUpr99CYieq3adQKtO4uuGqUKCRJDuqHTAwaLGM22I/so0mJ8iElyge1SsmRmm6+Odzi7KY7ItTfnanJQeQlBRIV7HnCiXC7boidR1rZU9w+qixusK8bczJDmSFy9AVBECYdEfRPsLgwbwDq2sbv3HnF1EgOVnRS0dTH3z4u5Jf35BHq78GT35nK21+Us7+sg80HGtlW2MLsjBCunxvLQ8tTKanTUdXUR31HP506A/oh06jL9RoXJd4eLgRoXfH2dMFulzv+tvYM0a4zjMpJVikVJEZ4ExemRUIOGMoaesds4vV0U5Me60dajC+p0b7OpmIgpwKMsNnt1LfJfQCKa3uoadWPGpuXu5rs+ACy4v1JjfHF4zhXBQThTF0zK4aDZR1sO9zCdbNjRu2n0aiV/OCmTJ5+O5+G9gH+trKAH9+azayMENJifPl0ew07CtuobOqjsknevxLo7Up0sBdqtQLs8v4Tmx2sNhsWqx2TY7N834AJo9lG5zGB9ggJCPJzJzZUTlGLDdUS4udOZVMvhdXdvLa+lB69cdRz4sO05CUHkpMQcNKStn0DRvaVdrCvrN3ZoRfkvTsz0kKYkxEin+PiqpkgCMKkJIL+CZbkSOmpa+vHYrWN2ciqUEg8dkMGv//PAdp7hvjze4f46e05+HppeOyGDObVdvPx1moa2gf4+mAzXx9sxtdLQ1KkDxGBHiRGRuDppkapkDCYrAwazOgHTXTr5ZSe+vZ+BuvHduWNDvEiLcYXrYcLPfphSut7Wb+7ftTjNGolKVE+pMb4kRLlQ0SQp7MM6bf16Ic5UNHF/uI2imu7nfXBR0QFeZKTGEBmnD+xoVpR8k84r6amhRDq705r9xBbDzdz9YzoUfcH+brz41uz+csHh6ls6uOP7x7kv27Jwk/ryv1Xp7JiTiw7jrSSX95JY8cAnX3D4wby41FIEgGO0rhh/h5yidwAD8IDPXB1UdGuG6Kgqpu1O2spb+gdtdneRaUgPdaPnAR5UnyyjtQ9+mHyyzs5VNlJeWOvc3ItSZAR68/sjBByEgNOuyyuIAiCcOkRQf8ECw/0xMNNzaDBTEP7AHFhYxtFeXtq+OntOfz5/UM0dw3yu3/v55EV6SRH+ZIR6096jB+l9Tq2FbRwuLILXb+RvSXt7D3FMaiUEtEhXiRF+hAXqsVstTnyfNvQH1M7XwJiQrVkxvmRFuNHXJj2uNV2BgxmSut1lDfoKGvoHdOoSOOiJDPWj4w4fzJi/UTOsHBBKRUSy2fF8NpnJWza18jivIgxgW9sqJb/vjOHv31UQGPHAL99cz/3XZnMlGQ5x33FnFhWzIllwGCmsb2fzr5h9IMmjGYrVscGXhe1EneNCi93Nd4eLvhpXfH10ow6b4aGLZTW97CruI3i2h46vlX5x1/r6pgQyyluLicI0G02OzUtegprujhS3UN9++gUoLgwLTNSg5mWGuRsVCYIgiBcHkTQP8EUComkCG8OVXZR0dg7btAPEOrvwS/vmcLzHxfS0jXIn94/xNKpkVw/NxY3jYq0GDkQN5mtVDb3UdOip7V7kJ6+YQaHLVhsdlRKCQ+NCh8vDf7ecrWeiEBPAn3cKKvXcbCykzcOlY3KqXfTqMiOl/Py0+OOX/pywGCmrF5HRVMvFY29NLYPjKpEIgGJUT6kRPmSEulDQoS36NYpTKjZmSF8uq2Gbv0w3xxuYdm0yDGPiQnR8uR9U/nHp0XUt/fz0uoiUqN9uWZWNGnRvkiShKebmtQYP1JP4Wfa7XbnHoCqZjk9qK5tdHqbUiGRFOlDZpw/GXF+hAccfyMuyOfekWp543tRbc+o/TcSkBjhTV5SILlJgSJPXxAE4TImgv6LQHKUL4cquyhv0HHVjKjjPi7Qx40n75vCu5sr2HmkjU37G9lT3MbVM6OZnx2Gm0aFi1pJeowf6TF+J/yZ/UMmCqu72binniM1PaM24fp4ujAlKYicxACSo3zGDc7NFhvljTpK63SUNeioa+0fU24wPECuIJQc6UN6nB9R4b7jbuQVhImgUipYPjua/3xezhf7GliUGz7uJvEAHzd+dW8e63bVs3FPPaX1OkrrdfhpNWTE+hEZ5EWgjxte7mpcVArsyOfH4LCZ/kEzvYNGuvqGaeseorlzYExqG0CwnzsZMX6kOvbDHLvHYDzdfcPkV3RyuLKTisa+UZWy3DQqMuP8yIyTJ+vaE5TpFARBEC4fIui/CKTFyHn95Y294+b1H8vVRcVDy9OYnhrMe5sraNcZ+PCrKtburGVKUhBZ8f7Eh3vj4+niXB202ex06YdpbB+gtlVPWYOO2m9tng3wdmVKciB5SYHEh3uPm5s/OGzmcGUXh6u6KKrtwfitFtyh/u6kRPuSFOFDcpTPqPQBlai4I1yE5mSEsnZHLbp+I7uL25ifHTbu49QqJTfNj2N+Viif72tgZ1EbPXoj2wpagdZxn3M8CkkiItCDuHBvEsK1JEf64u998vQ2g9HC/rIO9hS3UdbQO+q+iEBPsuL9yYzzIz5cXEUTBEEQxhJB/0UgKsQLTzc1AwYzNS16kiJ9TvqczDh/fvfdGewqauOLfQ20dg+x40grO47IAYiLWm7oY7PZGRy2jGmwBfLm2ayEAHITA4gJ8Ro3hcBqs3GkuoddRa0crupydvcE8PZ0cZbSTI32FXn5wiVHrVKwbFoUH31dxZYDjczLCj1hKk2Ajxv3LEvmtkUJlNTrqGzqpbVriG79MAMGs3PT7cj55+XugrenC/5aV4J83QgL8CAi0PO0Ns62dg/yZX4TO4vaRk20kyJ9yEsMICcxgKBjeg0IgiAIwnhE0H8RUEgSGbF+7Clp53BV1ykF/SCnJ8zPDmNuViiVjXIJzbIGHc1dg5jMNkxm0zGPlQjz9yA6xIvECB/SYk4cpA8Om9lW0MJX+U10H1MmMDzAg7ykQHISA4gO8TputR5BuFTMyw5l9fYamjoHqWzqO6Xzz0WtJCchgJyEgPM2rsaOAdbtqiO/rMOZOhfq787sjBBmpAWPKokrCIIgCCcjgv6LRE5iAHtK2skv7+DWhfGnVStbIUkkR/k6O/qaLTZ0/cMYjFYUCgkPVxU+nppTKoM5OGxm075GtuQ3YjDKq4qebmpmZ4QwOyOEyKATN/0RhEuNh6ua6WnB7ChsZXtByylPus+XHv0wn26rYWdRm/O2nIQAlkyNcG4eFgRBEITTJYL+i0R2vFwru7N3mIrGXmcAfybUKsVpX+43W2x8dbCJdTvrGHJU7wkP9GDp1EhmpgWfsEygIFzq5meFsaOwlf3lHdy1NOmkG2nPB4vVxpYDTazeUYPJLKcJTU0JYsXsGCKCPC/4eARBEITJRQT9FwmNi5IZacFsK2hh0/7Gswr6T9eRmm7npmCQg/3r58SSlxwo0neEy0J8uJZgP3fae4Y4UN7BvKzxN/SeLw3t/byxvpSGjgEAEiK8uWNx4nFL+AqCIAjC6RJB/0Vk2bRIthe0cKiyi6qmPhIivM/rz+vRD/P+lkryKzoB8PZw4cb5cczNDBUdcYXLiiRJzM0MYdU3NWwraLlgQb/FamP97nrW7azDZrfj4aritkUJzMkKFRNuQRAE4ZwSQf9FJCzAgzlZoewobOXNjaX85jvT0Lic+7Qaq83Gl/nNfLqtBqPZilIhsWRKhLPRlyBcjuZmhrJ6ey3VzXpqWvTnfZW9sWOA1z8rca7uT0kK5J4rk/EWdfUFQRCE80BEeBeZ2xYlcKS6m9buIV5fX8Kj12ec01X3yqZe3tlUQeNIGkG4N/demUykyBkWLnPenhpmpAWzq6iNVd9U8/M7cs7Lplmj2cpnu+r4fG8DVpsdTzc1dy1NZGZayDn/WYIgCIIwQgT9FxlPNzWP3ZDBn98/xIHyTl79rIQHr0kdt1Po6ejuG2bVtmr2FLcD4OGq4uaF8czPDhNpBILgsGJuLPvLOiit1/FlfhNXTI08Z69ts9s5UNbByq+r6dYPA5CXFMi9y5LwPqaRnSAIgiCcDyLovwglRfrw6PXp/HNNMXtL2unqM/DwdekE+Zx+XW5dv5GNe+vZeqgZi9WOBMzJCuWWhfFo3UUagSAcK8jHjZvmx/HhV1W8v6USpUJiYW74Wa34my028ss72LCngaZO+Qqbn1bDnUsSmZIcdK6GLgiCIAgnJIL+i9SU5CD+61YlL68uprpZz1Ov7+PqmVFcMSUCd1f1CZ9rs9upbOzlm4IW9pd2OLvxpkT5cOuiBGJDRUUQQTieZdMiae8ZYuvhFt7eVEF+RSfLpkWSGu13ylfcBgxmqpr6KKzu4kB5JwMGMwCuLkqunB7FVTOiTqsrryAIgiCcLRH0X8QyYv156oFpvLG+lIrGXlZvr2XjngZykwJIjfYlzN8DT3c1Npud/iEzLd2DVDf1UVTbQ9/g0W68SZE+XDc7hrQY0dhHEE5GkiTuuTKZQF83Pt1WQ0mdjpI6HS4qBRFBngT5uOHprsbVRYlCkrDa7JjMNgYMZnoHjHTohkZ1sQbw8XRhYU44i6dE4Ol24km7IAiCIJwPIui/yAX5uPGLu3LZV9rO+l31NHcNsqe43ZmbfzxuGiVTk4NYlBdOTIhY2ReE06GQJK6eEc205CA27W9kX1kH+kETNS1yZZ9TEezrRmqMH1OSAkmJ9kGpOLt9OYIgCIJwNkTQfwlQSBIz00KYkRpMdbOeguouqpv76Og1MDRsQZIkPN1UBPm4ER2iJTXGl+RIH1RKEWQIwtkI8HHjrqVJ3HlFIm09QzR1DtLdN0y/wYTJZMOGHYUkoVEr8XBV4e3pQqCPG2EBHnicJA1PEARBEC4kEfRfQiRJIiHC+7w37RIEYTRJkgj19yDU32OihyIIgiAIZ0QsBQuCIAiCIAjCJCeCfkEQBEEQBEGY5ETQLwiCIAiCIAiTnAj6BUEQBEEQBGGSE0G/IAiCIAiCIExyIugXBEEQBEEQhElOBP2CIAiCIAiCMMmJoF8QBEEQBEEQJjkR9AuCIAiCIAjCJDdpg36bzcYLL7zAvHnzyM7O5sEHH6S+vn6ihyUIgiAIgiAIF9ykDfpfeuklPvjgA37/+9/z4YcfIkkSDz/8MCaTaaKHJgiCIAiCIAgX1KQM+k0mE2+88QY//OEPWbBgASkpKTz33HO0t7ezefPmiR6eIAiCIAiCcJYk6dT/CKCa6AGcD2VlZQwODjJz5kznbVqtlrS0NPbv38/y5csncHSCIAiCIJzIqQZpdvv5HYdw8fLxcUetVp7y481mK729Q+dtPKfymZ3oycekDPrb2toACA0NHXV7UFAQra2tZ/y6KtW5vTCiVCpG/XcyE8c6+VyMx3kq5+jFOO5LkXgfz53L7b082Xnq6eWKWnVqwZzZYmWgf/hcDGuUkeBMkiQYCdQkkBg/apMcT1CpFOd8InLsWKRTiBonbCzfep/O9zjUaiXPvLmXYaPlpI931aj41QMzUKvP/Vjg9D6zFqttws71SRn0GwwGAFxcXEbdrtFo6OvrO6PXVCgkfH09znps49Fq3c7L616MxLFOPhfLcZ7uOXqxjPtSJ97Hc+dyeC9P9Tz9038OMGw6cTDn6qLiF/dNPW/fzQAqlRKVzfH/yuMHdSpHwOfjc2HGcrLHTeRYRt6nCzEOi9WO5RTeE4vVft7Hcjqf2Yk61ydl0O/q6grIuf0j/w9gNBpxczuzN9pms6PXn9vLQkqlAq3WDb3egNV6Cp/aS5g41snneMd5Pr+AT+RUz9HL5d/nfBPv47lzod/LiTpH4eTnqSTJgdnAkJFhk/WEr2WxyPf39g6el5VkHx8PLBYrFqsVlVKJxWqF4/wci2Ph9ryPxXLi92RCxyIx6n263N6TU/rMWuX7T+VcPx/n6aQM+kfSejo6OoiKinLe3tHRQUpKyhm/ruVUppNnwGq1nbfXvtiIY518LqbjPJ1xXEzjvpSJ9/HcuVzeyxMd40jGiN1ux36S6GzkfovFdt7SWOx2+9FA385xx3ShxnKy92Qix+JMfbKPvv9yfk/GDkT+j802Mef6pAz6U1JS8PT0ZO/evc6gX6/XU1JSwj333HNGr6lQSPj5ifSesyWOdfK5WI7zdM/Ri2XclzrxPp47l8N7earnqaeHBpXqJKkSGjmEOZ9XLjw9NKiMFiRJwq4+fh72BRvLSd6TiR7Lse+TeE+OPw4vr4k51yX7qUyRLkHPPfccH3zwAc888wzh4eH8+c9/pqmpiXXr1o3J9RcEQRAEQRCEyWxSrvQD/OhHP8JisfDkk08yPDzMtGnTeP3110XALwiCIAiCIFx2Ju1KvyAIgiAIgiAIssujKLAgCIIgCIIgXMZE0C8IgiAIgiAIk5wI+gVBEARBEARhkhNBvyAIgiAIgiBMciLoFwRBEARBEIRJTgT9giAIgiAIgjDJiaBfEARBEARBECY5EfQLgiAIgiAIwiQngn5BEARBEARBmORE0C8IgiAIgiAIk5wI+gVBEARBEARhkhNB/wSw2Wy88MILzJs3j+zsbB588EHq6+sneljnRG9vL7/5zW+YP38+eXl53HnnnRw4cMB5f2lpKffccw85OTksXLiQ119/fQJHe27U1taSm5vLJ5984rxtsh3n6tWrueaaa8jMzGT58uVs3LjRed+lcqyT+by70Jqbm0lOTh7zZ+XKlRM9tEvGSy+9xL333jvqtkvlXLpcnOz7TBhrvO9D4agTfZdeCCLonwAvvfQSH3zwAb///e/58MMPkSSJhx9+GJPJNNFDO2s//elPKSgo4Nlnn+Xjjz8mPT2dhx56iOrqanQ6HQ888AAxMTGsWrWKH/7whzz//POsWrVqood9xsxmMz//+c8ZGhpy3jbZjnPNmjX86le/4vbbb+ezzz7jmmuu4ac//SmHDh26pI51Mp93F1p5eTkajYbt27ezY8cO55/rrrtuood2SXjrrbd44YUXRt12KZ1Ll4sTfZ8JY433fSgcdaLv0gvGLlxQRqPRnpuba3/vvfect/X19dmzsrLsn3322QSO7OzV1dXZk5KS7Pn5+c7bbDabfenSpfa//e1v9n/+85/2efPm2c1ms/P+v/71r/Yrr7xyIoZ7Tvz1r3+133vvvfakpCT7qlWr7Ha7fVIdp81msy9atMj+xz/+cdTtDz74oP2f//znJXOsk/m8mwgvv/yyfcWKFRM9jEtOW1ub/aGHHrLn5OTYr7rqKvs999zjvO9SOZcuFyf7PhPGGu/7UJCd7Lv0QhEr/RdYWVkZg4ODzJw503mbVqslLS2N/fv3T+DIzp6vry+vvPIKGRkZztskScJut9PX18eBAweYNm0aKpXKef/MmTOpra2lu7t7IoZ8Vvbv38+HH37I//3f/426fTIdZ01NDc3NzWNWcF9//XUeeeSRS+ZYJ/N5NxHKy8tJSEiY6GFccoqLi/H29mbt2rVkZ2ePuu9SOZcuFyf7PhNGO973oSA72XfphSKC/gusra0NgNDQ0FG3BwUF0draOhFDOme0Wi0LFizAxcXFedvGjRtpaGhg7ty5tLW1ERISMuo5QUFBALS0tFzQsZ4tvV7PL37xC5588skx/5aT6Tjr6uoAGBoa4qGHHmLWrFnceuutfPXVV8Clc6yT+bybCBUVFXR3d3PXXXcxe/Zs7rzzTrZv3z7Rw7roLV68mL/+9a9ERkaOue9SOZcuFyf7PhOOOtH3oSA72XfphSKC/gvMYDAAjPpFAqDRaDAajRMxpPMmPz+fX/3qVyxZsoTFixczPDw87nEDl9yx//a3vyUnJ2fcHObJdJwDAwMAPPHEE1x77bW88cYbzJkzh8cff5zdu3dfMsd6OZ1355vJZKKuro6BgQF+/OMf88orr5CZmcnDDz/M7t27J3p4l6xL5Vy6XH37+0w46kTfh4LsZN+lF4rq5A8RziVXV1dA/uIc+X+Qf6m7ublN1LDOuS1btvDzn/+c7Oxsnn32WUA+9m9vmhz5MnN3d7/gYzxTq1ev5sCBA6xbt27c+yfLcQKo1WoAHnroIW688UYAUlNTKSkp4c0337xkjvVyOe8uBBcXF/bv349KpXIGqRkZGVRXV/P6668za9asCR7hpelSOZcuR+N9nwmyk30fCrKTfZdeqN+bYqX/Ahu59NXR0THq9o6OjjGXdi9V77zzDj/84Q+ZP38+r776qjPICgkJGfe4AYKDgy/4OM/UqlWr6O7uZuHCheTm5pKbmwvAU089xfLlyyfNcQLOz2RSUtKo2xMSEmhqarpkjvVyOO8uJHd39zGr0klJSbS3t0/QiC59l8q5dLk53veZIDvZ96EgO9l36YUigv4LLCUlBU9PT/bu3eu8Ta/XU1JSwtSpUydwZOfGe++9x+9+9zvuvvtu/va3v40KDKZNm0Z+fj5Wq9V52+7du4mNjcXf338ihntG/vKXv7BhwwZWr17t/APwox/9iFdeeWXSHCdAWloaHh4eFBQUjLq9oqKCqKioS+ZYJ/t5dyGVlZWRm5s7pl55UVGR2Nx7Fi6Vc+lycqLvM0F2su9DQXay79IL5oLVCRKcnn32Wfv06dPtW7ZssZeWltoffPBB+7Jly+xGo3Gih3ZWampq7Onp6fbvf//79o6OjlF/9Hq9vauryz5t2jT7E088Ya+srLSvWrXKnpmZaf/kk08meuhn7dgSZZPtOP/xj3/Yc3Nz7evWrbPX19fbX3rpJXtKSop9z549l9SxTtbz7kKzWq32W2+91X7ttdfa9+/fb6+qqrI/88wz9oyMDHtZWdlED++S8cQTT4wq2XkpnUuXg5N9nwnHJ0p2ju9E36UXisjpnwA/+tGPsFgsPPnkkwwPDzNt2jRef/31S34V4YsvvsBsNrN582Y2b9486r4bb7yRP/7xj7z22ms8/fTT3HjjjQQGBvKLX/zCmd82Wfj7+0+q43z88cdxc3Pjueeeo729nfj4eF588UVmzJgBcMkc62Q97y40hULBP//5T/7yl7/w4x//GL1eT1paGm+++SbJyckTPbxL1mT7vXGpO5XvM0E4HSf7Lr0QJLvdbr9gP00QBEEQBEEQhAtO5PQLgiAIgiAIwiQngn5BEARBEARBmORE0C8IgiAIgiAIk5wI+gVBEARBEARhkhNBvyAIgiAIgiBMciLoFwRBEARBEIRJTgT9giAIgiAIgjDJiaBfOGfOpOWDaBMhCJc+cR4LgiBc/ETQL5wTX375JU888cRpPWflypX83//932k9p6mpieTkZD755JPTel5ycjIvvvjiCR9z7733cu+99477nL1795KcnMzevXtP6+cKwmR37LkvzhNBuHj9z//8D4sXL57oYQgTSDXRAxAmh7feeuu0n/Pyyy8zffr0cz+YM/TUU09N9BAE4ZJz7Lmfnp7Ohx9+SEJCwsQNSBCEcT3++OPcd999Ez0MYQKJoF8QHESgIghnx9PTk5ycnIkehiAI44iKiproIQgTTKT3CGft3nvvZd++fezbt895ab+jo4Nf/vKXLFiwgKysLG655Ra+/PJL53MWL15Mc3Mzn376KcnJyTQ1NQGwf/9+HnroIaZNm0ZGRgaLFy/mxRdfxGaznfU4BwYG+PnPf05ubi6zZs3i97//PQaDYdRxHJveIwjCiY137h+b3vPiiy+yePFivv76a6666iqys7O59dZb2b179wSPXBAmp+LiYr7zne8wZcoUcnNzuf/++ykoKABGp/d88sknJCcnj/vn2O/BiooKHnnkEfLy8sjLy+P73/8+jY2NE3JswtkTQb9w1p566inS0tJIS0vjww8/JCIigltuuYV9+/bxk5/8hBdffJHw8HC+//3vs3btWgD+/ve/ExgYyIIFC/jwww8JCgqirKyM+++/Hx8fH5577jlefvll8vLy+Pvf/8769evPepxvv/02AwMD/O1vf+ORRx5h5cqVPPnkk2f9uoJwufr2uT8wMDDmMT09PTzxxBPcddddPP/887i5ufHwww9TVFQ0ASMWhMlrYGCA7373u/j6+vLCCy/w3HPPYTAYeOihh+jv7x/12IULF/Lhhx+O+nPHHXcAcOuttwJQW1vLHXfcQXd3N3/84x95+umnaWxs5M4776S7u/uCH59w9kR6j3DWEhIS8PT0BCAnJ4c///nP9PT0sHHjRiIjIwFYsGAB999/P3/605+49tprSUtLw8XFBT8/P2c6QFlZGbNnz+bPf/4zCoU8H50zZw5bt25l//79XHfddWc1ztjYWF566SUUCgULFixAkiT+8Ic/8PjjjxMfH39Wry0Il6Nvn/vjbeA1GAz89re/5YYbbgBg5syZXHHFFbzyyiu88MILF3K4gjCpVVVV0dPTw7333suUKVMAiIuL44MPPhgzIffz88PPz8/59wMHDrBq1Sq++93vsmLFCkBenHN1deWtt95ynuezZs3iiiuu4LXXXjvt4h3CxBMr/cI5t2/fPnJzc50B/4gVK1bQ2dlJTU3NuM+74YYbePXVVzGbzVRWVrJlyxZefPFFrFYrZrP5rMd15ZVXOicTAMuWLcNut7Nnz56zfm1BEManVCpZvny58++urq7Mnz+f/Pz8CRyVIEw+iYmJ+Pn58dhjj/HUU0/x1VdfERgYyC9+8QtCQ0OP+7yWlhZ+9KMfMWvWLH72s585b9+zZw8zZszA1dUVi8WCxWLB09OTqVOnsmvXrgtxSMI5Jlb6hXOur6+PiIiIMbcHBAQAoNfrx33e8PAwv/vd71izZg0Wi4WIiAhyc3NRqVTnpA74yM8f4e/vf8LxCIJw9vz8/FCr1aNu8/f3p6+vb4JGJAiTk4eHB++++y4vv/wyGzZs4IMPPsDNzY0VK1bw61//etznDA0N8dhjj6HVann22WdHLYz19vayYcMGNmzYMOZ5x14lEC4dIugXzjlvb2+6urrG3N7Z2QmAr6/vuM97+umn+eKLL/jb3/7G7NmzcXd3B+TLiefCt4P7kfGMBP+CIJx7vb292O12JEly3tbV1SXOO0E4D+Li4vjzn/+M1WqlsLCQNWvW8P7774+7EGe323niiSdobm5m5cqVeHl5jbrfy8uL2bNn88ADD4x5rkolwsdLkUjvEc6JY1cHpk2bxqFDh8bs8F+7di2BgYFER0ePeQ5Afn4+M2bM4IorrnAG/EVFRfT09JyT6j3bt28f9ff169cjSdJF1StAEC413z6Pv81sNo8694aHh9m2bds5m8wLgiD7/PPPmTlzJp2dnSiVSnJzc/ntb3+LVqulra1tzONfeOEFvvzyS5599lliY2PH3D99+nSqqqpITU0lMzOTzMxMMjIyeOutt9i8efOFOCThHBNTNeGc0Gq1HDp0iN27d3P//fezdu1aHnjgAX7wgx/g6+vL6tWr2bNnD88884wzSNBqtZSUlLBv3z6ysrLIyspi48aNvP/++8THx1NWVsbLL7+MJEmjSmueqaKiIn79619z7bXXcuTIEV544QVuueUWYmJizvq1BeFydey5P171HoBf/epX/PjHP8bf35/XX3/dmVIgCMK5k5eXh81m4/vf/z7f+9738PDwYOPGjfT397Ns2TJWr17tfOwXX3zByy+/zN13342/vz+HDx8e9Vo5OTk8/vjj3HHHHTzyyCPceeedaDQaPvzwQ7Zs2SI24V+iRNAvnBN33303RUVFPPzww/zhD3/g/fff569//StPP/00ZrOZlJQUXnrpJZYsWeJ8zoMPPsgzzzzDQw89xJtvvsn//M//YDab+dvf/obJZCIiIoLHHnuMqqoqvvrqK6xW61mN8bHHHqOkpIRHH30ULy8vvvvd7/KDH/zgbA9dEC5r3z73x/Pb3/6WZ555hp6eHvLy8nj//fedV/wEQTg3goKCeO2113j++ef59a9/jcFgIDExkRdffJGZM2eOCvq//vpr7HY777zzDu+8886Y1yovLyclJYV3332X5557jl/84hfY7XaSkpL4xz/+Meq7XLh0SPZzsUNSEARBEL7lxRdf5O9//zvl5eUTPRRBEITLnljpFy5ZVqv1lKr6iA1HgiAIgiBc7kQ0JFyy7r//fvbt23fSx/3/7dyxDQAhDATBb8j9d+MunFMC2QuOmdgB4cqysGUEAF7nvIdrdfc3M9u5qvrhNQAA5xL9AAAQzj/9AAAQTvQDAEA40Q8AAOFEPwAAhBP9AAAQTvQDAEA40Q8AAOEWH8+LbHtG+6UAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.PairGrid(tips)\n", "plot.map_diag(sns.histplot)\n", "plot.map_upper(sns.scatterplot)\n", "plot.map_lower(sns.kdeplot)\n", "plot.add_legend();" ] }, { "cell_type": "markdown", "metadata": { "id": "_2xeBJVEPezT" }, "source": [ "Also, instead of plotting all features in a dataset, we can select the features we are interested in." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 385 }, "id": "0wReSeVoPn38", "outputId": "d9897057-fc83-4485-cd8f-036b1d440234", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = sns.PairGrid(tips, vars=['total_bill', 'tip'], hue='day')\n", "plot.map(sns.scatterplot)\n", "plot.add_legend();" ] }, { "cell_type": "markdown", "metadata": { "id": "e6hI1_8PQJlw" }, "source": [ "### `pairplot()`\n", "\n", "The function `pairplot()` is very similar to `PairGrid()`, and it allows to plot pairwise relationships between the features in a dataset. It provides faster plotting in comparison to `PairGrid()` but it also offers less functionality. " ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 775 }, "id": "i_fnldc-QLuj", "outputId": "5ced4eb2-4e64-41d6-cf3b-ab3b399c05c8", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(tips, hue='sex');" ] }, { "cell_type": "markdown", "metadata": { "id": "iWd-fvW6Rx_q" }, "source": [ "## 9.6 Matrix Plots \n", "\n", "When performing data analysis, in some cases it is beneficial to visualize array data as color-encoded matrices that can be used to find patterns within the data. " ] }, { "cell_type": "markdown", "metadata": { "id": "3xYAxOIhU7gW" }, "source": [ "### Heat Maps\n", "\n", "The function `heatmap()` in Seaborn adds colors to the elements in a matrix, and attaches a color bar to the plot. \n", "\n", "Let's visualize a matrix with random values. " ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 285 }, "id": "T6c8TijvU9Qk", "outputId": "76e19682-a4f0-473c-c65c-01db46cdedc4", "tags": [] }, "outputs": [ { "data": { "image/png": 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survived1.000000-0.338481-0.077221-0.0353220.0816290.257307-0.557080-0.203367
pclass-0.3384811.000000-0.3692260.0830810.018443-0.5495000.0940350.135207
age-0.077221-0.3692261.000000-0.308247-0.1891190.0960670.2803280.198270
sibsp-0.0353220.083081-0.3082471.0000000.4148380.159651-0.253586-0.584471
parch0.0816290.018443-0.1891190.4148381.0000000.216225-0.349943-0.583398
fare0.257307-0.5495000.0960670.1596510.2162251.000000-0.182024-0.271832
adult_male-0.5570800.0940350.280328-0.253586-0.349943-0.1820241.0000000.404744
alone-0.2033670.1352070.198270-0.584471-0.583398-0.2718320.4047441.000000
\n", "
" ], "text/plain": [ " survived pclass age sibsp parch fare \\\n", "survived 1.000000 -0.338481 -0.077221 -0.035322 0.081629 0.257307 \n", "pclass -0.338481 1.000000 -0.369226 0.083081 0.018443 -0.549500 \n", "age -0.077221 -0.369226 1.000000 -0.308247 -0.189119 0.096067 \n", "sibsp -0.035322 0.083081 -0.308247 1.000000 0.414838 0.159651 \n", "parch 0.081629 0.018443 -0.189119 0.414838 1.000000 0.216225 \n", "fare 0.257307 -0.549500 0.096067 0.159651 0.216225 1.000000 \n", "adult_male -0.557080 0.094035 0.280328 -0.253586 -0.349943 -0.182024 \n", "alone -0.203367 0.135207 0.198270 -0.584471 -0.583398 -0.271832 \n", "\n", " adult_male alone \n", "survived -0.557080 -0.203367 \n", "pclass 0.094035 0.135207 \n", "age 0.280328 0.198270 \n", "sibsp -0.253586 -0.584471 \n", "parch -0.349943 -0.583398 \n", "fare -0.182024 -0.271832 \n", "adult_male 1.000000 0.404744 \n", "alone 0.404744 1.000000 " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Correlation of numerical features in titanic dataset\n", "correlation = titanic.corr(numeric_only=True)\n", "correlation" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 340 }, "id": "ikC4n6XrWHpB", "outputId": "4885cd57-382a-4682-e446-a10db24a9672", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(correlation);" ] }, { "cell_type": "markdown", "metadata": { "id": "wXwcvIeMWYy0" }, "source": [ "If we want to add the values to the heat map, we can set the parameter `annot` to True." ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 340 }, "id": "JhE4oJmmWPbq", "outputId": "273474e8-7f95-4eaf-e428-8df9c1597a44", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(correlation, annot=True);" ] }, { "cell_type": "markdown", "metadata": { "id": "okGSRKgnYJeO" }, "source": [ "## 9.7 Styles, Themes, and Colors \n", "\n", "Seaborn allows to customize the visualizations depending on our needs, and provides ways to control the styles, themes, and colors in our plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Styles and Themes\n", "\n", "There are five styles in Seaborn plots: \n", "\n", "- `darkgrid` (default) provides a dark background with grid lines\n", "- `whitegrid` provides a white background with grid lines\n", "- `dark` provides a dark background without grid lines\n", "- `white` provides a white background without grid lines\n", "- `ticks` provides a light gray background with tick marks on the axes" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "ez1iXbyXHvtw", "outputId": "87c60e67-91e3-4c75-a742-1822cb1ac8d4", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('whitegrid')\n", "sns.catplot(data=tips, x='day', y='total_bill', kind='bar');" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "GryQPzDWI1y0", "outputId": "11cd1eb3-d24c-4fac-f42d-a1c0ae2f729d", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('dark')\n", "sns.catplot(data=tips, x='day', y='total_bill', kind='box');" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "zoe2dNf7I9Dt", "outputId": "e380a1c7-e970-4ec2-8ec8-9f66b770312c", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('white')\n", "sns.catplot(data=tips, x='day', y='total_bill', kind='boxen');" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 399 }, "id": "O3MJfNxZJqYB", "outputId": "e944ea2c-e46d-475b-a371-cfed07760a68", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('ticks')\n", "sns.catplot(data=tips, x='day', y='total_bill', kind='box');" ] }, { "cell_type": "markdown", "metadata": { "id": "M5oviPyzLGMR" }, "source": [ "#### Removing the Axes Spines\n", "\n", "We can use the function `despine()` to remove the axes spines (borders) in the plots, or to show the spines by setting them to False." ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 382 }, "id": "ByFlYAxgLLdP", "outputId": "0072ab88-bc16-4e5a-b124-dcfbb1547d64", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, x='day', y='total_bill', kind='box')\n", "sns.despine(right=False);" ] }, { "cell_type": "markdown", "metadata": { "id": "UmUGTM3lMfmy" }, "source": [ "We can also move the spines away from the data by setting the `offset` distance that spines should move away from the axes." ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 392 }, "id": "f1ZLBv1hLjtn", "outputId": "d9a5f92e-3aab-47f0-b2d0-befd41aa82c1", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, x='day', y='total_bill', kind='violin')\n", "sns.despine(offset=10, trim=True);" ] }, { "cell_type": "markdown", "metadata": { "id": "OOjaBttPSlO6" }, "source": [ "#### Scaling Plot Elements with Context\n", "\n", "Context is used to control the scale of the elements of the plot. This can be helpful depending on where we want to use the visualizations. \n", "\n", "The function `set_context()` allows to select four contexts: `paper`, `notebook` (default), `talk`, and `poster`." ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "id": "5BAbJrbsY-4w", "tags": [] }, "outputs": [], "source": [ "sns.set_theme()" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "paylZnnhVOfU", "outputId": "0fa7556f-a060-42c8-e633-48e4fb68aabc", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('paper')\n", "sns.kdeplot(data=tips, x='tip', hue='day');" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "ioGvNuWaWLrI", "outputId": "d1a3740e-927d-48d8-a128-4dae3a989837", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('talk')\n", "sns.kdeplot(data=tips, x='tip', hue='day');" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 329 }, "id": "zL3iEGDLWU2U", "outputId": "5c5650d1-2b9a-4ed9-c230-f288c3f5b417", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('poster')\n", "sns.kdeplot(data=tips, x='tip', hue='day');" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "eiFxiiAEWZPi", "outputId": "a24a10c6-a968-46b6-e8ed-fbe285b6e28a", "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('notebook')\n", "sns.kdeplot(data=tips, x='tip', hue='day');" ] }, { "cell_type": "markdown", "metadata": { "id": "SVW91n2kX5QZ" }, "source": [ "### Colors\n", "\n", "Seaborn allows us to choose colors from a wide range of color palettes for plot visualization. \n", "\n", "To specify preferred colors, we can either use `color_palette()` before each plot, or set the parameter `palette` inside the plot definition." ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "4zjygwanX6ZG", "outputId": "e439a0f3-5d54-4716-e061-863804cc9409", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_palette('rocket')\n", "sns.kdeplot(data=tips, x='tip', hue='day', multiple='stack');" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 302 }, "id": "LFcQUOtTZVS6", "outputId": "e2ed75cc-00cd-4fba-b2b4-84d462530e58", "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=tips, x='tip', hue='day', multiple='stack', palette='icefire');" ] }, { "cell_type": "markdown", "metadata": { "id": "HkV2Zh69Z4eD" }, "source": [ "To see the available color palettes, check out the Seaborn [documentation](https://seaborn.pydata.org/tutorial/color_palettes.html). " ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "ImWZT_XWaJxI", "outputId": "a1b6d90a-f2f9-4685-b9fe-494f656f1422", "tags": [] }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "[(0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n", " (1.0, 0.4980392156862745, 0.054901960784313725),\n", " (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n", " (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n", " (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n", " (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n", " (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n", " (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n", " (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n", " (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)]" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check the palettes\n", "sns.color_palette('tab10')" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "3u3XsgpLcYXI", "outputId": "a9dee61a-a427-4f25-e8ba-a14672161e57", "tags": [] }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "[(0.0, 0.10980392156862745, 0.4980392156862745),\n", " (0.6941176470588235, 0.25098039215686274, 0.050980392156862744),\n", " (0.07058823529411765, 0.44313725490196076, 0.10980392156862745),\n", " (0.5490196078431373, 0.03137254901960784, 0.0),\n", " (0.34901960784313724, 0.11764705882352941, 0.44313725490196076),\n", " (0.34901960784313724, 0.1843137254901961, 0.050980392156862744),\n", " (0.6352941176470588, 0.20784313725490197, 0.5098039215686274),\n", " (0.23529411764705882, 0.23529411764705882, 0.23529411764705882),\n", " (0.7215686274509804, 0.5215686274509804, 0.0392156862745098),\n", " (0.0, 0.38823529411764707, 0.4549019607843137)]" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.color_palette('dark')" ] }, { "cell_type": "markdown", "metadata": { "id": "BG7kxLABcdAy" }, "source": [ "Also, we can use `sns.set_theme()` to directly set the style, palette, and context." ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 318 }, "id": "wDo9hQMScti9", "outputId": "c23e13f1-a54b-48fc-96b4-4cc118d9e2e4", "tags": [] }, "outputs": [ { "data": { "image/png": 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pvvzyS2u+Vnx8fKN9zp492xqcSVJ902RXoxA20hXLjJer0ej46uO9LFsxT3Y5CiEYOHAgq1evbvTe6dOnG1ybNm0a06ZNa7K9l156iZdeeqnJ+1VVVVRXV+Pq6soNN9zQ9gH3EjLjJYQNaC7WkpnW/K6fzpB8Mocj+9Il6BJCdLpvv/0WvV7P/Pnz8fPz6+rhOCyZ8RLCBpKTcjAZHSOxfdP6QwwbFYa3r0dXD0UI0cOlpqbi7e1NQkKCdQlTjtFrngReQthA2uncrh6CleZiLd9+fpDfLp8tS45CCLt66aWX2LNnj/X3v/nNb4iNje3CETk+WWoUogMs5RvSkvO6eCT1nThyltMnzkvQJYSwq3HjxuHj40OfPn249957efrpp7t6SA5PZryE6ABLtfqKsotdPZQGvv38IFHDQ3F1lf/NhRD28cgjj/DII4909TC6FZnxEqKD0s441myXRVlJNdu/T+jqYQghhLiMBF5CdFDaGcfJ7/qln386RUFeeVcPQwghRB0JvIToAJPJREZK15eRaIrRaOLbzw4AcpyQEEI4Agm8hOiAnHMlaGt0XT2MZqUn55GUcE4S7YUQwgFI4CVEBzjyMuPlvl9/GIPB2NXDEEKIXk8CLyE6IDPVcZcZL1dSVMWeHQ2PCBFCCNG5JPASop1MJoXzZ4u6ehittmPLCS5Wa7t6GEII0atJ4CVEOxXklqGt0Xf1MFpNW6Nnx5YTXT0MIYTo1STwEqKdstILu3oIbbZ/ZwplJdVdPQwhhOi1JPASop2yMgq6eghtZjAY2frdcUDKSwghRFeQs0SEaCPLwdNZGd1vxgvg2IEM5lwTS79Q/64eihCim3vzzTd566232vSO5Yiht956i9tvv73Xne8ogZcQbaRSqais0FBa3D2X7BRFYfvmBG6/b7Y1iBRCtM+zj3+GrtbQ1cNoFVc3Z5599TabthkTE8OCBQvqXaupqWH79u0ADe5Z3klJSbHpOLoTCbyEaIfumN91uRNHspi3oJzgEP+uHooQ3Zqu1oBe1z0CL3uYP38+8+fPr3ctJyfHGni98sorjb7XmwMvyfESoh26Y37X5RRFYcdm2eEohBCdTQIvIdrhXEb3qd/VlITDZykqqOjqYQgherljx47xu9/9jokTJzJ27FgWL17MN9980+C5O+64g5iYGH788ccG93JycoiJiWHcuHH1rs+dO5cRI0aQnZ3N7bffzqhRo5g+fTpfffWV3T5PSyTwEqKNDAYjF7JLunoYHWYyKezcmtTVwxBC9GJ79+7lt7/9LZmZmUydOpXIyEiSkpJ44oknWLt2rU36UBSF3/3ud5w/f57Zs2fj6upKbGysTdpuD8nxEqKN8i+UYTSYunoYNnHsQAbX3jgOHz/Prh6KEKIXysrKYtmyZaxcuRInJ/Nc0Jo1a3jttdf44IMPWLZsGWq1ukN9mEzmr9c//PAD3t7emEwma19dQWa8hGijnHPdf7bLwmAwsif+TFcPQwjRS4WFhdULugDuuece1Go15eXl5OXl2aSfxYsX4+3tDdClQRdI4CVEm2VnFXf1EGxq/85kdLXd5+gjIUTPMXbs2AaBkKurK4GBgQBUVVXZpJ/hw4fbpB1bkMBLiDbKOdezAq8ajY5De9K6ehhCiF7I19e30evOzuZMKIPBNqU6/Pz8bNKOLUjgJUQb6PUGCnLLu3oYNre3brlRjhESQnQmWy37WfK4muJIhaIl8BKiDfJyyjAae0Zi/eWKCytJScpxqC9OQghxOcvXp8aCrPLy8k4eTftJ4CVEG+T0sPyuy+3dmdzVQxBCiCZ5epp3XxcXN/w6fPz48c4eTrtJ4CVEG2T3sPyuyyWfzKG02DaJrEIIYWvDhg0DYP369VRXXzor99SpU7z33ntdNaw2kzpeQrRBT9vReDlFUdi/K5lfLZ7U1UMRottwdes+30a701gbc+utt/LZZ5+RmprK/PnzGT9+PGVlZRw7doxZs2aRkJBAbW1tVw+zRd37b0GITqTTGSjK79lH7Bzam8Y1N47H2bljBQuF6C2effW2rh5CrxESEsKXX37Jm2++yb59+9i1axcDBgxg5cqV3HXXXcyaNaurh9gqEngJ0Up5OaWYTD1715+mupZTJ84zZsLgrh6KEKKbCg8PJyUlpdlnVqxYwYoVK5q8HxcX1+j1QYMG8corrzR6b+/eva1upytJjpcQrZSXU9bVQ+gUh6WmlxBC2E23mfE6e/Ysb7/9NkePHqWkpISQkBCuu+467r//futOh9bauXMnn3zyCUlJSVRVVeHv78/48eP53e9+x5gxYxo8v2fPHpYtW9Zke56ent1qR4Von9zs0q4eQqdIPZ1LeelF/Pt4dfVQhBCix+kWgVdiYiJ33XUXGo2G0aNHExsby7Fjx3jvvfeIj4/n008/tZ7B1JLXXnuNNWvWoFKpGDlyJCEhIWRmZrJt2zZ27NjB888/z0033VTvndOnTwMQGxtLREREgzbd3Nw6/BmF48vL6R2Bl6IoHNmXxtU3jO3qoQghRI/j8IGXwWDgj3/8IxqNhueff54lS5YAoNVq+cMf/kBcXByvvfYaTz/9dIttHTlyhDVr1uDh4cGaNWuYMmWK9d7nn3/OM888w9NPP82UKVMIDQ213ktKSgLgscceY8aMGTb+hKK76C2BF8DhusBLURQpqiqEEDbk8DlemzdvJjs7m2nTplmDLgB3d3deeOEFPD09+fLLL6moaHm32VdffQXA7373u3pBF5i3qc6aNQudTsfWrVvr3bPMeI0aNaqjH0d0U8WFldTW2ubMsO6gtLiajNR8CbqEEMLGHD7wsuxImDdvXoN7AQEBTJkyBb1ez+7du1tsy93dnejoaKZOndro/cjISAAKCgqs1yorK8nOzmbgwIH4+/u34xOInqA3zXZZHD+Y0dVDEEKIHsfhA6/U1FQAYmJiGr0fFRUFQHJyy8edPPvss2zatImJEyc2ev/EiROAuVaIxalTpwAYOHAgb7/9NgsWLGDMmDFMnz6dlStXkpmZ2foPI7qt3pJYf7nEo1kY9MauHoYQQvQoDh94FRYWAtCvX79G7wcHB9d7rr3i4uI4duwYLi4u9WbXLIHXnj17WLNmDcHBwdZlyk2bNrF48WL279/fob6F4+stpSQuV6PRkZyU09XDEEKIHsXhAy+NRgOYlwkbY7luea49UlJSePLJJwFz/ldYWJj1niW/a9KkScTFxfHBBx+wdu1a4uPjuf3229FoNDz22GNUVla2u3/h+HJ74VIjwDFZbhRCCJty+MBLrTYfXdJSkq+itK+iuKVURXl5OXPmzOHRRx+td//FF1/khx9+4L333iMwMNB63dXVlVWrVjF8+HDKy8vZuHFju/oXjq9GU0tZSXXLD/ZAZxJzqKnRdfUwhBCix3D4wMvLy1zEsaamptH7Wq0WAA8Pjza3/eOPP3LnnXdSVlbG1VdfzRtvvIGTU/0/EldXVyIjIxutE6ZWq5k9ezYAJ0+ebHP/onvI7YXLjBYGg5GkY+e6ehhCCNFjOHzgZcnhKioqavS+JbfL8lxrvf322zz22GPU1NSwdOlS3njjDVxdXds8vv79+wNNB4ai+8u/0HsDLzAn2QshhLANhw+8LLsZ09PTG71vud7UrsdfMplMPPHEE9bZrVWrVvHMM89YlzQvV1tby6pVq3jwwQcpK2v8m29eXh5Qfyek6Fl6e+CVdiaXGk1tVw9DCCF6BIcPvGbNmgXQoKgpQFlZGQcPHsTFxYXp06e3qr2nnnqKb775Bk9PT959913uvPPOJp91c3Nj7969xMXFsWPHjgb3dTodmzdvBrAuOYqeJz+3dwdeRqOJUwnZXT0MIYToERw+8Jo3bx6hoaHs2bOHdevWWa9rtVpWrVqFRqNhyZIl9RLf9Xo9GRkZZGRkoNfrrde//fZbNmzYgLOzM++88441qGvO0qVLAXj55Zfr1QrTarU8+eSTnD9/nkmTJrU68BPdT0FueVcPocslHj3b1UMQQogeweHPanR3d+fFF19k+fLlrF69mg0bNhAeHs7x48cpLCxkxIgRrFy5st47BQUFXH/99QDs2LGD8PBwjEYjr7/+OgB9+/Zlw4YNbNiwodE+Z8yYwcKFCwG45557OHbsGPHx8SxevJjx48fj7+/P0aNHKSkpITIykn/+8592+/yia1WUXaRGI7v6Us/kUlOjw8Oj7XmQQvRkf359I7X67nGcmJuLM/947Eabt5uTk8NVV13Vqmd9fHw4cuRIi8/dcccdHDp0iH/9619ce+21HR2iQ3H4wAtgypQprF+/nrfeeotDhw6Rnp5OeHg4S5YsYdmyZY3uOPyllJQUaz5WQUEBmzZtavJZX19fa+Dl4uLCO++8w/r169mwYQNJSUmYTCYGDBjA0qVLuffee/H09LTJ5xSOJ19muwAwGkycPnGeCVOjunooQjiUWr0BnZzwYLVgwYJm78v3y24SeAFER0fzxhtvtOrZ8PBwUlJS6l0bMWJEg2ut5eTkxC233MItt9zSrvdF91XQy/O7Lnfy2DkJvIQQzXrllVds0s5LL71ETU1Nk6fWdGfdJvASoivIjNclqadz0esMuLjKlw0hhH2FhoZ29RDsxuGT64XoSr19R+Pl9DoDqWdyu3oYQoge4M033yQmJoZvv/2Wl156iYkTJzJu3DgeeOABwJzjFRMTw48//tjFI7U9+dFViGYUyoxXPacSzjNyzMCuHoYQoodYs2YN58+fZ/r06VRWVjJ48OCuHpLdSeAlRBNKi6uore0eu5U6y5nEbEwmBSen5s9OFUKI1sjMzGTt2rXW8k4mk6mLR2R/EngJ0QTJ72qoukrLucxCBkf1vIRXIUTHNXeKzOTJk/n444/rXYuMjKxXU/OX5yX3RBJ4CdGE3n5UUFNOJZyXwEsI0ajmykkMGTKkwbXhw4fbczgOSQIvIZpQmFfe1UNwSKcSznPDkkkoioJKJUuOQohL2lpOwtfX104jcVw9f05PiHYqkMCrUcWFlRQVVErQJYTosN6wtPhLve8TC9FKhfkVXT0Eh5WclNPVQxBCiG5JAi8hGlFWWo1OdjQ2KflkdlcPQQghuiXJ8RKiEYV5MtvVnMzUAnS1elzdXLp6KEJ0KTeX7vNttDuNtSeTvwUhGiGJ9c0zGIykJedJMVXR6/3jsRu7egiim5GlRiEaIfldLUs+KXleQgjRVjLjJUQjZEdjyywJ9lJWQojeLTw8nJSUlDa9s2LFClasWNHk/V8WWu1JZMZLiMsoigLIUmNrlJdeJP9CmQRdQgjRBhJ4CXEZlUrFxWotF6tru3oo3ULKqQtdPQQhhOhWJPAS4hdkmbH1Uk9L4CWEEG0hgZcQvyClJFovM60Avd7Y1cMQQohuQwIvIX6hML+8q4fQbRj0Rs6m5Xf1MIQQotuQwEuIX5AZr7aRPC8hhGg9CbyE+AXJ8Wqb1NO5wKUdoUIIIZomgZcQl9HpDFSUXezqYXQr+RfKqCjXSFkJIYRoBQm8hLhMcUEFMnHTdmmyu1EIIVpFAi8hLlOYX9nVQ+iW0s7kdvUQhBCiW5DAS4jLFBVIYn17pCXnAZLnJYQQLZHAS4jLFMnh2O1SVVFDfq4cHySEEC2RQ7KFuEx3mvHy8fVgUGQQYYMCCernS98gHzw8XXF1dcZoUqi5WEtluYbscyWcP1tE2plcDHYsdpp2Jo+Q0AC7tS+EED2BBF5CXMbRZ7wGRQYxcuwgRoweQL9Q/2af9Q/won94H2JGhQNQo6kl4fBZ9sSdtkutsvTkXGZeNcLm7QohRGMURemWs+wSeAlRp6LsIrW1hq4eRgNe3m5MmRnDxCuiCOrnZ72uKAp6g4mSiosUlFSRV1RBaaWGi1odLmon/H08CQv2Y1BoHwL9vfDwdGParGFMnhHNgZ9T2PbdcTQXbXcYeGZqPkajCbVaMhiE6I2qq6v59NNPiYuLIysri+rqanx9fRk8eDCzZs3itttuw8fHxyZ9xcXF8cknn/Dhhx/apL3OJIGXEHWKChxrR2NAX2/mXBPLxCuicHE1/6+qKAqlFRoS0y6w41AqJRWaVrXlBMyZHM3VU2Lw9/Fg+pzhjJkQwcdrd5KZapsjf7Q1enKyihk0JNgm7QnRHTz8+XfUGhzvB7bGuDk78/atv7ZL26mpqdxzzz0UFxcTFBTE6NGj8fT0pKioiOTkZI4cOcKHH37I2rVrGT16dIf6Sk5O5sEHHyQsLMxGo+9cEngJUcdRlhk9PF256voxTJ8zHGcXNQC1OgOHT53nu10nqdK0fZbKBOw4lMqOQ6nMmTSUm+aMxtvXg+V/uIbvvzrMnh2nbTL2tDO5EniJXqXWYEBn6N0HxRuNRlasWEFxcTGPPvooDz74IE5Ol2a+q6ur+fvf/85XX33F/fffz/bt2/Hy8mp3f91997QEXkLUKXSAxPrY8YNYtHQa3r4eAFysqWXzntPEH06zWR/xh9M4ePIcT95zNYEB3tx4yxS8vNzY+t3xDrednpLH1TeM7fgghRDdxtGjR8nKyiI6OpqHH364wX1vb29Wr17NsWPHyMzMZOvWrSxatKgLRuoYJPASok5Xzni5e7iw+LdXMHZSJAB6g5Ef9p7mh71n7NKfRqvjr+9u4cGbZzB6aChX3zAWvd5I3A+JHWr3XEYRer0Rl7qZOiFEz1dSUtLiM2q1mnvvvZdjx47Rt2/fBvd37drF+vXrSUxMpLS0FBcXF0JDQ5k1axb33XcfAQHmHdNPPPEE33zzDQAXLlwgJiaGsLAw4uLibPuh7EgCLyHqFHZR4BUU4sfdD80lOMQfRVFIzy7mnS93o9XZP2/k3fV7eOjmGcQODeW6myaguVjLgZ9T2t2ewWDkXEYhUcP623CUQghHNnz4cFQqFampqTz33HPcf//9BAUFNXju5ptv5uabb25w/ZVXXuHf//43zs7OjB8/nrFjx1JUVMSJEydIT0/n559/5uuvv8bV1ZVx48ZRWlrKrl278PT05KqrrqJPnz6d8TFtRgIvIQC93kB5aecfjj10eCh3PjAHdw9XjCYTn2w+woGTWZ06hnfW7+EPt88melAwN946hQvnS8jOKm53exkpeRJ4CdGLREREsHTpUtatW8fHH3/MunXrGDVqFBMnTmTChAlMmDDBOmP1S8nJybz//vv4+vry+eefM2TIEOu9tLQ0br31VtLS0ti3bx+zZ8/mlltuYfTo0ezatYuAgABeeeWVzvqYNiP7voUASgqrOj1hc/joAdz7yNW4e7ii0ep47t9bOz3osvjnup2UV2lwdlZzx/1z8PRya3db6Sl5NhyZEKI7eOqpp/jLX/6Cv78/JpOJxMREPvzwQx5++GGmTZvGLbfcwjfffNPg62x5eTnXXHMNDz/8cL2gC2Do0KFMnToVgJycnE77LPYmgZcQdH7F+lFjB3LXg3NxdlFTXlXDk29sIr+kqlPH8Esv/XcHBqOJgL7e/ObuGe1uJ/tsMbpavQ1HJoRwdE5OTtx1113s3r2btWvXcueddzJy5EjUajWKopCQkMATTzzBXXfdhUZzqQzO1KlT+de//sXdd99tvWYymcjOzubHH3+0Blw6na6zP5LdyFKjEHRuDa+IIcEsvW82arUTJeUXeXbtDxgMpk7rvynlVTV8uPEA9900jZFjBjJ6QgSJR7Pa3I7RaCIro5DoEd2zxo4Qov1cXV2ZNWsWs2bNAsylJA4dOsQ333zDtm3bOHjwIC+99BJ/+9vfrO/odDq2bNnC1q1byczMJDc31xpoWSrTd/cSEpeTGS8h6LwZr75BPtz98FW4uKipqKrh6fe2OETQZXE8OYe080UALLx1Ch6eru1qJz1ZlhuF6C2Sk5PZv39/o7NS3t7ezJ07lzfffJMnnngCgO+++856v6SkhIULF/L//t//Y+/evfTt25ebbrqJp556ig0bNvDrX9un4GtXksBLCKC4E2a83NycuXfF1Xh5u1OrM/DcB1sxmRzvp7h31+/BYDTi4+fJ9YsmtquNjBTbVMMXQji+ZcuWcffdd5OY2Hw5mt/85jcAaDQatFotAK+99hoZGRlMmzaN3bt38+mnn7J69WruuOMORo0aRWWlY50oYgsSeIlezTJ93RkzXgtvm0ZwiD9Gk4l//G8H1RrHzFnQ6gx8tf0EAFOvjCFsYMOaOy3JOVeMVit5XkL0BhMmTABo8dzEzMxMwLwL0t3dHYBjx44BcPfdd+Pn51fv+erqao4fNxd2NpkurQx0x4OxL9dtAq+zZ8+ycuVK5syZw+jRo5k/fz7//Oc/6yXptdbOnTv53e9+x9SpUxk5ciTTp09nxYoVnDhxosl3Tp48yYMPPsjMmTMZM2YMN9xwA++//z56vXxz6c5UKhWai7VcrLbdYdGNGTc5kolXRKEoCl9uO05uUddXyW/OrqPpFJdXA3DdTRPa/L7JpHAuvcDWwxJCOKCHHnoINzc3duzYweOPP05BQcP/95OSkli5ciUADzzwgPW6pczE9u3b6+VxlZaW8vvf/57y8nIAamsvfY12dTWnQFRXV9cLyLqLbpFcn5iYaN0JMXr0aGJjYzl27Bjvvfce8fHxfPrpp3h7e7eqrddee401a9agUqkYOXIkISEhZGZmsm3bNnbs2MHzzz/PTTfdVO+d+Ph4HnnkEUwmExMnTsTX15fDhw/z8ssvs2/fPtasWYOLi4s9PrroBMWF9p3KDujrzaLbpwGQeq6Qn49l2LU/W/no+0P84fY5xIwMY0hMfzLaWCYiIzWfmFHhdhqdEI7BzblbfBsF7DfWYcOG8dZbb/GnP/2J77//ni1btjB8+HDCwsIwmUycPXuWjIwMnJyceOSRR+p9j7VUs1+/fj1Hjx5l6NChlJeXc/z4cXQ6HUOHDiUtLY3i4ku1Bfv374+bmxsVFRXceuutDBw4sFvV83L4fzEGg4E//vGPaDQann/+eZYsWQKAVqvlD3/4A3Fxcbz22ms8/fTTLbZ15MgR1qxZg4eHB2vWrGHKlCnWe59//jnPPPMMTz/9NFOmTCE0NBSAiooKa5T+73//mxkzzNvsy8vLWb58OXv37uWjjz5i2bJltv7oopPYe5lx4W1TcfdwpaZWz1uf77ZrX7aUdr6YC4UVhPfz5/pFE3jz79+36f3MVMnzEj3f27f2vOTv9rjyyivZtm0bX3zxBXv37iUzM5P09HTUajXBwcHccsst3HrrrYwYMaLee1dffTX/+9//eO+990hJSWHXrl2EhIQwc+ZM7rjjDvz9/Vm4cCHx8fE8/fTTODk54eHhwcsvv8xrr73G6dOnyc7OpqysrMkirY7G4QOvzZs3k52dzbRp06xBF4C7uzsvvPACc+fO5csvv+T3v/99g/XhX/rqq68A+N3vflcv6AK49dZbiYuLY9euXWzdupV77rkHgHXr1lFdXc2SJUusQReAv78/f//737n++uv5z3/+w913341aLefTdUf2TKwfNXYgI0YPQFEUPvx2P4ZuNi3+4XcH+OvvrmHg4CBGjh3IqYTzrX43+5y5nperm8wGC9Eb+Pn5sXz5cpYvX96m96ZMmdLge/LlUlIaHmN2zTXXcM0117R5jI7A4XO8LAdfzps3r8G9gIAApkyZgl6vZ/fulmcS3N3diY6OtlbC/aXISPMBxZevT1v6nz9/foPnhwwZQnR0NEVFRS3u5hCOy141vFzdnLnxVvO/tYycYpIyut8MUF5RJZk55gNw51wb26Z3TUaFrIxCewxLCCG6LYcPvFJTUwGIiYlp9H5UVBRgriPSkmeffZZNmzYxcWLjW+QtyfUhISHWa2lpaQBER0d3uH/hmOy11HjV9WPw7+OF0Wji3fV77dJHZ/j0x6MoisKgyGAGR/Vr07tSVkIIIepz+MCrsND8E3O/fo1/wQ8ODq73XHvFxcVx7NgxXFxcrLNrFRUV1loj9u5fdB17JNf7+Hkw4ypzLsO2A8lotI5ZOqI1cosqyC8x/xnNbuOsl+R5CSFEfQ4feFnKRVhqfvyS5Xp7ykpYpKSk8OSTTwLm/K+wsLB6bbq6uuLk1PgflS36F12nouwiulqDzdu9+ldjcHV1Rlur57tdSTZvv7N9se04iqIwYvQA+oX6t/q97KxidDrb//kKIUR35fCBlyVhvaWCae09x8lSqqK8vJw5c+bw6KOPWu9Zgq3WFGvrSedI9SZFdpjt6hvkw5SZ5qXxnhB0AaRkFVJeVQPAlfNGtvo9o9HEOcnzEkIIK4cPvLy8vACoqalp9L5lKdDDw6PNbf/444/ceeedlJWVcfXVV/PGG2/Um9my9F1bW9tkkbaO9C+6nj12NM5bMBa12okqjZb4I2k2b7+rbNlzGoCxkyLbdIajLDcKIcQlDh94WXKoioqKGr1vya2yPNdab7/9No899hg1NTUsXbqUN954w1oN18Lb29tamNXW/QvHYOvAK6CvN2MnmXfHfvVTgk3b7mp7EjLR6Y24ujozYWpUq9/LTJPASwghLBw+8LLsZkxPT2/0vuV6U7sef8lkMvHEE09YZ7dWrVrFM88802QNLstuRlv1LxyLrRPrr7x6JGq1E9WaWg6dan3Nq+7iRGoOAFNntf7f+/mzxRj0RnsNSQghuhWHD7xmzZoFwNatWxvcKysr4+DBg7i4uDB9+vRWtffUU0/xzTff4Onpybvvvsudd97Z7v4zMjJITU2lT58+jBkzplX9C8dSVGi7UhKe3m5MnmkO1LfuP2Ozdh3JV9tPoCgK/fr7Exkd0vILgEFv5HxW4zPGQgjR2zh84DVv3jxCQ0PZs2cP69ats17XarWsWrUKjUbDkiVLCAwMtN7T6/VkZGSQkZFR7xDrb7/9lg0bNuDs7Mw777xjDaqas2jRIry9vdmwYQM7duywXi8vL+cvf/kLYD5rSs5q7H5MJoWSoiqbtXfFrGG4ujqj0xvYfjDVZu06ksqLWvKKzbOE02YNa/V7malyYLYQQkA3ODLI3d2dF198keXLl7N69Wo2bNhAeHg4x48fp7CwkBEjRljPUrQoKCjg+uuvB2DHjh2Eh4djNBp5/fXXAejbty8bNmxgw4YNjfY5Y8YMFi5cCJhzt5599ln+/Oc/8/DDDzNu3Dj69u3L4cOHKS8vZ+bMmdx99932+vjCjspLqzEabHOEj7OLmulzzXW79iZk2qTN5vTx9aRfXx/6+HkR4OOBh7sL7q4uqFTmgFKrM1BZraW08iLZ+eUUllZhq3233+8+xfJFVzBq3EA8vdzQXKxt8Z2zafmAzAoLIUSHA6+ioiKCgoJsMZYmTZkyhfXr1/PWW29x6NAh0tPTCQ8PZ8mSJSxbtsyaAN+clJQU8vLyAHNgtmnTpiaf9fX1tQZeAAsWLKB///6sWbOGhIQEkpOTGTBgAA8++CBLly6V2a5uypb5XaMnRODt447RZOLrHbY9PsrJScWQ8ECiBwUzdEAgA/oF4OnR+l2FABqtjlMZeRw9k8OpjDwMxvYHnMeTc9DpDbi6ODNm4mD272r51IasjEKMRhNqtcNPsgshhF11OPCaM2cOM2bMYNGiRcyZM8duQUh0dDRvvPFGq54NDw9vcKjmiBEjGj1os7UmTpzY5FFDonuy5RmN0640J5unZhXa7CDsmIhgpowaxOihoXh5uNW7pygKBpMJjU5PdW0tF3V6tDo9JsBJpcLT1QVfNzd8Pdxwc3bG092VSSMHMWnkICqqa9h+MJXdxzKo1bevuOnpzHzGxoQzYdqQVgVeuloDF86XMHCwfX9IE0IIR9fhwMtoNLJz50527dqFn58fCxYsYNGiRQwfPtwW4xPCbmxVSqJ/WAARUf1QFIUNO050qC1ntRPTx0YyZ2IU/fr6Wq+bFIXSixpSC4o5ev4CJy7koWvlMqmzkxMzhgxkdswQIvr44+ftweKrxnD1lGg++/EYJ1IvtHmc3/2cxJjoMAZFBhPUz7dVQWxmar4EXkKIXq/DgVd8fDzffvstGzdu5OzZs3z88cd88sknDBs2jEWLFnHDDTcQEBBgi7EKYVO2WmqcWjfbVV5Vw4Wi9u2SVAFTYiO44cqR9PUzF+5VFIUL5ZXEpWQQl5pBeyfSDCYTO9Oy2JmWhauzE3dOGc8VQwbh5+3BA0umc+T0edb9cBRtrb7lxurkFVVSpanF18udCdOi+PHbYy2+k5maz+xr2nbWoxBC9DQdDrxCQkJ44IEHeOCBBzhx4gRff/01P/74I2fOnOGFF17gH//4B3PmzGHRokVceeWVTZ55KERns0Xg5ermzPipQwCIO9y+nYyB/l789leTiBlkLsJrMikcOpfNuoMnqKg7GcFWdAYT7+89wrpDCTw+byZDg/oyccRA+gf68vaXeyirbP2Zo4dPneOqyTGMnzqErRuP0dKpWVkZhZhMCk5OLR/BJUR3sTx+A7XG7nEeqZvambVzFtut/erqaj799FPi4uLIysqiuroaX19fBg8ezKxZs7jtttvw8fGxW//dhU13NY4ZM4YxY8awatUq4uLi2LhxI/v27WPbtm389NNP9O3bl4ULF3LTTTcxZMgQW3YtRJsYjSZKSzpeSmLMxMG4e7hiMJqIa0cJiSmjBrH0ugm4ujijKAoncvJ4b/dBNHY+WLpGb+C5LfHMjIpg2fSJhAX78//uvoq3Pt9NTmF5q9r4/udTzJ0UTUAfbwYP7ddiyYgajY78C6WEDuhrg08ghGOoNRqoNUqB4NTUVO655x6Ki4sJCgpi9OjReHp6UlRURHJyMkeOHOHDDz9k7dq1jB49uquH26XsMv3k6urKtddey7vvvsvBgwd54okn8PDwoKSkhA8++IAbbriB22+/ne3bt9ujeyFaVFpchcnY8QILltmu1HOFtGUlUKVSsWjuGO7+9RRcXZyprq3lhR938tqOvXYPui63Oz2L/9u8A53BiJ+3B4/ediX9+rTuJ1KtzkBRWTUAYyYMbtU7Us9LiJ7HaDSyYsUKiouLefTRR/n5559Zu3Ytr7/+OuvWrWPXrl0sWbKEsrIy7r//fi5evNjVQ+5Sdlv3y8nJ4b333mPp0qW89NJLaDQaFEUhJiaGvn37cvToUVasWMF9992HRtP65Q0hbMEWy4z+fbyIiukPwObdp1r9ntrJieWLpjFvqjk37Ex+IY989h0pBcUdHlN7ZBSX8aevt1CrN+Dj5c6jt11JgE/rDn3fn5gFQOyECFSqlpcQ5dxGIXqeo0ePkpWVRXR0NA8//HCDlCJvb29Wr15NZGQkpaWljZ4E05vYNPCqqqriyy+/5Pbbb2fevHn861//4vTp0/j6+vLb3/6Wb7/9lm+//ZZdu3bxxhtv0LdvX/bs2cPzzz9vy2EI0SJblJIYN9l8GLZGqyPzQkmr3nFyUrHspqmMjQlHURR+SErh7z/uatNsmT2UabQ8vekn9EYjffy8ePiWmbg4N35+6eW2H0pBURR8fD2IjO7X4vNn08wzXkpLCWFCiG6jpKTlr39qtZp7772XRYsW0bfvpXSDgwcPEhMTww033NDoe0888QQxMTF88MEH1mtff/01MTExvPPOO6SlpfHoo48ydepUYmNjueGGG/jggw8wGBw3784m5SR27drFxo0b2blzJzqdDkVRcHJyYtq0aSxevJirr74aV9dLBR/VajXz58/H09OT3/3ud2zfvl2CL9GpbFFKYsLUKIBWl2NQAffeOJVxdUHXV8eS2HSy5RpYnSWvspoXfojnr7+6irBgf269Zjwfbz7c7DsGg4nC0ir69fVlzMTBZKQ0P6NVXaWlML+C4BA/Ww5dCNGFhg8fjkqlIjU1leeee47777+/0cLqN998MzfffLPN+j1x4gRr1qzBy8uLsWPHUl1dzZEjR/jHP/7B2bNnee6552zWly11eMZrxowZPPzww2zdupXa2lrCw8N59NFHiYuL44MPPuD666+vF3RdLjLSPGOgVrf8k7UQttTRpcawgX3pF+qPoih8tyupVe8smDWKCcMHoCgKXyeccqigyyKjuIzPDpsPwr5izGCmjY5o8Z19J7IAiB0f0aodi2dluVGIHiUiIoKlS5cC8PHHH3PllVdy880389JLL7F9+3bKysrs0u/OnTuZN28e27dv57333uOTTz7hzTffBOCrr76iqKjILv12VIdnvMrKynB3d2f+/PksXryYKVOmtPrd2tpafvOb3xAbK7V9ROfqaOA1for5h4aySg3lVTUtPz88nOumm89yjEvJZOOJMx3q3562nk5jTHh/RoX249ZrxpOeXWxNom9M3KFUFs6JxdvHnSEx/Uk7k9ts+5lpBUyZGWPrYQshutBTTz3FoEGDeOeddygvLycxMZHExEQ+/PBDVCoVY8aM4dZbb2XhwoWtygdtDQ8PD/72t7/h6elpvTZv3jzCw8PJyckhJSXF7kcatkeHZ7z+9re/sWfPHv7xj3+0KegCGDx4MKtXr7bp1KMQLTHojZSXtn9XjUoFo+t28R1MOtfi8yGBvtz5q8kAZBaX8r8DLRcb7WqvbPuZ6tpaXF2cWXrthGafNZhM5JeYA9nYcYNabDsz1TzjJXleQvQcTk5O3HXXXezevZu1a9dy5513MnLkSNRqNYqikJCQwBNPPMFdd91lsw11w4YNw8vLq8H14GBzTcSampZ/KO4KHQ68ioqK2LZtW6uefffdd/nTn/7U0S6F6JCSoqoOfdMfEBGEfx8vFEVh2/7mlwudnFTcs2Aybq7mkhHPbYlvd7+dyQS8Gb8fRVEYNrgfU2Mjmn3+UNJ5AEaMHUhLP8yWl16ktLjKZj/1CiEch6urK7NmzWLVqlV8/fXXHDp0iHfffZf58+cD5mT6l156ySZ9+fr6Nnrd2dm8mGd00PpqHQ683nrrLTZs2NCqZ3/66Sep3SW6XEeXGUdPiACgtEKDtoWaW9ddMZyB/fugKAov/rjLZgdod4Yz+UWcuGCenVpy9Vh8vNyafHbnkTQURcHP35MBES1P7Vt2Nwohur/k5GT279+PTqdrcM/b25u5c+fy5ptv8sQTTwDw3Xfftbrt5oKn7vrDW5tyvC5cuMD+/fsbXC8uLuarr75q8j1FUcjNzSU1NbXeWqwQXaGjgVfsePNy2uHT55t9bkA/f2te17Yz6Zwva985jl3pjbh9vLv0Rrw8XLlh5ig++/Foo89pdQZKKzX09fNi5NiBnD/bfFJrZlo+E6ZF2WPIQohOtmzZMoqLi1m3bh0TJ05s8rnf/OY3vPjii2g0GrRaLe7u7taaX00FWBUV3e/rZkvaFHj17duXN998k8LCQus1lUrF+fPn+etf/9ri+4qiMG3atLaPUggb6kjgFT4okD6BPiiKwk8Hml5mVAFLr5uAWu1ESbWGdYcS2t1nVzKYTHx+OJG7po1n+tjBxB9OJb+Jo5ZOpFxg7uRoRo0bxA/fNB6gWUgFeyF6jgkTJrB161Y+/PDDZgOvzMxMwLwL0t3dHcA6GVNaWoqiKPVmsfR6PUlJrds13p20aanR3d2dlStX0r9/f+svRVFwcXGpd+2Xv8LCwhg6dCgLFy7kmWeesddnEaJVOlI8dczECMC8m1Gj1Tf53JTYQUSE9kVRFF7dsbvd/TmCHSkZlGtqUDs5sXBO02esbTuQjKIoBIf4tVinq7iwkqoKObFCdH9uamfc1Opu8sumxzNbPfTQQ7i5ubFjxw4ef/xxCgoa/mCVlJTEypUrAXjggQes1wcPHoyrqyvl5eV8/fXX1ut6vZ7nnnuuVcVZu5s2/y0sWLCABQsWWH8/bNgwYmNjWbdunU0HJoS9FBe0f+rassx49ExOk8+4uTpbA5QTF/LJKet4sdau9v7eIzx+9QzGRIcRNSCQ9OyGxxtVVGup1tTi4+XOqHGDiPshsdk2M9MKGDOxdWc8CuGo1s5Z3NVD6HLDhg3jrbfe4k9/+hPff/89W7ZsYfjw4YSFhWEymTh79iwZGRk4OTnxyCOPcNNNN1nf9fT05I477uCDDz7gL3/5C1999RV9+/YlISGByspKbrjhBr7//vsu/HS21+Hk+kceeYRFixbZYixC2J1OZ6CynTMt/fr70zfIt8VlxuuuGI6ftwcGo4l3dh5o71AdSuKFfHIrzAHkr2c1XXfvVKY5GX/k2IEttpkpCfZC9BhXXnkl27Zt4/HHH2fy5MkUFRWxa9cu9u3bh9Fo5JZbbmHDhg2sWLGiwbt/+tOfePbZZxkxYgSnTp3i0KFDjB07lq+++qrZpcvuqsPzjo888ogtxiFEpygprKS9lSRGjBkAQLWmlipNbaPP+Hq5M2dSNACbk5LROvB5YW21Zvdh/nbDVQwdGNTkrNeOQylMjY0gfFAg3j7uVFdpm2zvbKpUsBeiJ/Hz82P58uUsX768Te+pVCpuu+02brvttgb3oqOjG1xftGhRsxM+H3/8cZv672xtCrwsOxrHjx+Pm5tbvWttIQn2oqt0JLF+xBjzLE5yVtMzNfOnDcPVRY1Wr2fD8VPt7ssRZZWUkVtRSZi/H9deMZy3vmiYu5ZTUEGtzoCbqzPDRoVzZH96k+3l55ahuViLZzNlKoQQoqdpU+B1zz334OTkxObNmxk8eLD1WltqaahUKk6fPt22UQphI+1NrPfycWfgYHN9qu0HUxt9xtfLnZnjhgDwXaLjncNoC//df4y/XDubkUP6MzAkgPP5Dc9gO5dXSvSgYIaPHtBs4KUo5nperVmWFEKInqLNOV6mRgpAKorS6l+NvS9EZ2nvjNfwUeE4OanQ6Q2NBhsA19TNdtXo9XzvgAdg20JKQTFFVebjlq6dPrzRZ/YmnAUgemQYanXzX2IyZblRCNHLtGnGKzm54TeTxq4J4ajaG3hZlhmzcksbve/j5cYMy2yXAx+AbQsfHzrO41fPZEx0GIH+XhSX1z/38sipc9y1YDLu7i5ERvcj7Uxek21lSOAlhOhlOryrUYjupD2Bl7OzmugRoQDsTchs9Jkrxw2py+0ysDkppUNjdHQncvKp1GpxUqmYNaFh9XkTUFRmLrI6PHZAs23lZpeirWl4zIgQQvRUdg28tFotcXFxbN++nfLycnt2JUSLtFo9VRVtP61+8NB+uLm7YDIpHDrV8JggZ7UTV9YFILvSznZ4nN3BT6fNuVtXjBmMm0vDifPjKeY6Z5adoE1RFIWz6YXNPiOEED2JTQKvgoICnn32WdauXWu9lpGRwfz583n44YdZsWIFc+fOZcuWLbboToh2ae8y47BRYcClWZxfmjRyIL5e7hhNJtYfab5oaE+xKfEMBqMJT3dXpsQOanA/7pD50Oy+Qb4EBvs225bkeQkhepMOB16lpaX85je/4YsvvuD48ePW608//bT1TEcvLy80Gg1//vOfycjI6GiXQrRLcTt3NMaMDAfgZHrjuUpzJ5vrdp3MLUDXSzaPmIBj5y8AMHvi0Ab3qzS1aLTmJcRho8KbbUsCL+FILt+l39TBzaLnu/zvvi2VG1qjw4HX//73PwoKChg4cCC33HILAOfOnePo0aOo1Wo+++wzjhw5wvLlyzEYDPz3v//taJdCtEt7Zrz8+3jRL9QfRVHYeSStwf3oQUGEB5vvf7T/mC2G2W18cigBRVHoH+hLzKDgBvczcsxnrFlmDJuSc76Y2mbOvRSiM6lUKmudysrK7n/cl2gfy9+9m5ubzQOvDleu//nnn3F2duaDDz4gPNz8k+3OnTsBc6HVsWPHArBixQo+//xzDhzoGUeoiO6nPWc0xow0Bw1anYGSRo4astTtulBeSfHF3nXoc3mNlgvllYQH+HHFmMGknKufq7U3IZPRQ0OJjAnBxVWNXtf47IHJqHAus5DoEc0HaEJ0loCAAPLz8yksLMRgMODj42OXb8DCsSiKQm1tLVVVVZSWmnewBwQE2LyfDgde2dnZREREWIMugH379qFSqbjiiius11xcXAgPD5elRtFl2jPjZVkmy8otaXDPy8OVMdHmYKGnl5BoyqaTZ3jwyqmMGxbOF9uOW5cXARLTcjGaTLi4ODMkuj/JSU0fLJ6Rki+Bl3AYfn5+aLVaysvLKS0ttX4TFr2Lv78/fn5+Nm+3w0uNRqMRV1dX6+8NBgOHDx8GYPLkyfWerampkZ8YRJcpamPgpVY7ETWsPwAHEs81uD81NgIXZzW1egMHsrJtMsbuZn9mNjqDARdnNVNGNUyyLyw1b0iIaWG5MSOl6VpfQnQ2JycnQkJCCAsLw9fXF7Va3dVDEp1ErVbj6+tLWFgYISEhODnZvvhDh2e8wsLCuHDhAnq9HhcXFw4fPoxGo8Hb29u6zAjmnY/Z2dkMGND89nIh7EFzsRZNdeMHWzdl0JAg3D1cMSkKR041DLymj40E4GhdknlvdSw7l6mDBzJ97GDif5EHdyL1Av0D/eo2KBxsso3sc8XoavW4urnYebRCtI5KpcLX1xdfX/OuXMvpK6LnUqlUnTI51OFQLjY2lsrKSl555RWSk5N5/fXXUalUzJo1y/pTQklJCX/6058wGo1yQLboEu1ZZrQsfZVWaPjlXsUh4YH0D/RFURQ+7yUlJJryxZGTKIpCWLA/EaF96t2LP5yOoigE9fOlb5BPk22YjFLPSzg2lUqFk5OT/OrBvzprRa7Dgdd9992Hu7s7H330ETfddBMnTpxArVZz3333AXDkyBFmzZrF4cOH8fHx4d577+3woIVoq/aUkhg63FytPvlsw3IHV4wxHxKfX1lNeY22Y4Pr5kouaiiqNh8bNDU2ot69yotaamrNOxYtGxWaIsuNQojeoMOBV2RkJB9++CGxsbG4uroSHR3Nu+++y7BhwwAIDg7GYDAwdOhQPvvss3pJ+EJ0lrbOeHl4uhI+qC8Au4/XPybIxVnNuGHmf8fbTjcsMdEbxaeY/4wmDB+A+hc5EWcvmDcmRLcYeEk9LyFEz9fhHC+AcePG8eWXXzZ6Lzw8nG+//dYaiAnRFYraWEpiSLQ5qdJgMHI+v6zevdih/fFwc8FoMhGfIrt0AX44ncLN42Px9nRj5JAQEtNyrff2n8xi5JD+DInpj1rthNHYeJFZSz0vN3fJ8xJC9Fx2PyTbyclJgi7R5do642VZZswvaXhM0JSR5t17GUWlDXK/eiuTCbJKzQHqL48QOn46G5Oi4O7uwqAhDQutWtswKpxNL7DrOIUQoqvZZMbLoqamhqqqKoxGY7O7P0JDQ23ZrRAtamvgFVUXeJ1Mz6133cvDlZFDzCUmvj/ZO2t3NWXzyWRWzLmC2KhQPNxcrLldJqC04iKB/t7EjAxr9oigjJT8Fo8YEkKI7swmgdeuXbt4/fXXSU5ObvFZlUrF6dOnbdGtEK1SXVmDtqb1R9L49/EiOMQPRVH4+Vj9pcQJwwegVjtRazCQkCM5SZc7fO4COqMRV2c144cPYG/Cpdy405kFXDnem+gRofzwzdEm20hPzm3ynhBC9AQdXmo8cuQIDz30EMnJydY6J839MvWSQ4SF42jzbFdd0dRanYHyqpp69yaNHAjAqVwpfdCY03nmP5fJdX9OFjuPmjchhA8KxMvHvcn3L5wvpUbTtnprQgjRnXR4xuv999/HaDQSExPDI488QmRkJO7uTX9hFaKzFbYxsd6S35VdUF7vur+PB1EDggD49sQpm4ytp9mYcIqx4f2JGhiEn7c7FdXmUht5RZXo9AZcXZyJHh7K8UOZjb6vKAoZqfmMGtuwCr4QQvQEHQ68jh8/jpubGx988AGBgYG2GFOjzp49y9tvv83Ro0cpKSkhJCSE6667jvvvvx9PT892t1tWVsaCBQsYOXIka9asafSZPXv2sGzZsibb8PT05Pjx4+0eg7Cvttbwssx4JaTWP1twXIw596hGpyerpNwmY+tpMorLqNHr8XBxYfywAfUq2ecUlBMZHkj0iLAmAy+A9OQ8CbyEED1WhwOvmpoaoqKi7Bp0JSYmctddd6HRaBg9ejSxsbEcO3aM9957j/j4eD799FO8vb3b3K5Go2HFihUUFRU1+5wlJy02NpaIiIgG993c3Nrct+g8RW0IvIJC/PD180RRFPYlnK13z1K761SeLDM2J+lCAZMiwpkwvH7gdSw5h8jwQIaOaH5zTfoZKaQqhOi5Ohx4hYaGUlJSYouxNMpgMPDHP/4RjUbD888/z5IlSwDQarX84Q9/IC4ujtdee42nn366Te1mZ2fzhz/8gZMnT7b4bFJSEgCPPfYYM2bMaPuHEF2qLTW8omJCAKip1aPVGazXfb3cGTLA/MPFZtnN2KyNJ04zcVAYQwYEEuDjQVldntzehEwWXzUGP39P+oX6U5Bb3uj7BXnlVFXW4OPr0YmjFkKIztHh5Pprr72WwsJC9u/fb4vxNLB582ays7OZNm2aNegCcHd354UXXsDT05Mvv/ySiorWfXPVarWsXbuWhQsXcvLkyVYd2m2Z8Ro1alT7PoToMiaTQklRw1pcTRkSY15m/GXR1HHDwnFSqdDq9WQUlzX2qqhzvqyCGr15F+n44Zf+/9LqDFTXmBPnY0Y0X8U+PVlmvYQQPVOHA6/777+fqKgo/vznP7N9+3Z0Op0txmUVFxcHwLx58xrcCwgIYMqUKej1enbv3t2q9rZs2cKrr76Ks7Mzzz//PA899FCzz1dWVpKdnc3AgQPx9/dv8/hF1yovrcagN7b6+SHR5hmvhJRf5HfVLTOezmt+WVqYJdaV2pgwvP4PNhnZdccHtbTcKGUlhBA9VIeXGp966ilCQkJIS0tjxYoVqNVq/Pz8cHFp/NgPlUpFfHx8q9tPTU0FICYmptH7UVFRxMfHk5yczA033NBie/7+/jz00EPcc889+Pr68vXXXzf7/KlT5t1rAwcO5O233+bHH3/k/PnzeHt7M23aNB566CEiIyNb/XlE52pLKYl+/f3x9vVAURQOnjxnve7j6cbQut2Mm5NarlUnYOOJM0wZPIDBYX3p4+tJaaUGgP2JZxkbE8bg6BCcndUYDI0HxWl1eV6KoqBSqTpt3EIIYW8dDrw2b95s/W9FUTAYDM3mfLX1i2hhoTmRuV+/fo3eDw4OrvdcS+bOncvcuXNb3b8l8NqzZw+HDx9m0qRJ9O/fn1OnTrFp0yZ27NjBO++8w7Rp01rdpug8bUmsH1K3m/GiVlcvvyt2aChOTipqDQbSCu2Xz9iTXKioRKPX4+XqytiYcOIOm3+ASkzLxWQy4erqTERUcJNLimUl1RQXVhIY7NuZwxZCCLvrcOD197//3RbjaJJGY/5JuanaYJbrludszZLfNWnSJF5//XXr7k2dTseLL77IunXreOyxx/jpp5/w9ZVvEo6mLaUkLIn15/Pq53CNHmpeFksvkqCrLU7nFjIpIpxxw8KsgRdAcflFgvv4ED0irNlcrrTTuRJ4CSF6nA4HXjfddJMtxtEktVqNyWRqcaasubMhO+LFF1/kkUceITg4uF7JCldXV1atWsWxY8c4c+YMGzdu5I477rDLGET7FRW2btOFSgWRdfldx5KzrdddnNUMH2yebY1Lzmj0XdG4TSeTmRQRTmR4IL5e7lReNBdTPZ2ZXxd4hbKlmZX+1DO5TJs9rJNGK4QQnaPDyfX25uXlBZjrhTVGqzV/MffwsM/Wc1dXVyIjIxutE6ZWq5k9ezZAq8pSiM7X2hmvfqEBeHm7m/O7ki7ldw0f3A9XF2eMJhOHz12w1zB7pKySMrR6PU4qFWNjLu1i3HU0HYCwgX2bPT4oPTlPjhgTQvQ4Ngu8dDodn3/+Offffz/z5s1j6tSpAJSWlvLkk0+Snp7ernYtOVxNFTm15HZZnuts/fub84KaCgxF1zEYjJSVVLfqWcts18UaHQbDpW/2lmXGnLK2Vb8XZsn55v9vLVX/AfJLqtDpzTl0luOZGqOt0ZF9tti+AxRCiE5mk8Dr7Nmz/PrXv+Zvf/sbu3btIjs721pXKzc3l2+++YbFixezffv2Nrdt2c3YVOBmud7UrseOqK2tZdWqVTz44IOUlTVeuykvz5yjEhISYvP+RceUFFVhMrVuCTpyqHk5Mfuy+l0qlcoaeO3LPNfoe6J5P5wy53YNHRSEl4er9fqFuiXgmBbKSqSekbISQoiepcOBV1VVFcuWLSMrK4v+/ftzzz33MHDgQOt9Hx8fIiMjqa2t5bHHHrOWh2itWbNmAbB169YG98rKyjh48CAuLi5Mnz69Yx+kEW5ubuzdu5e4uDh27NjR4L5Op7Pu6rQsOQrH0ZbEesuMV0LqpeXEwaF98PEyLz/uONO+Gdve7kx+ETqDEbWTE7FR/a3XLXl0zc14gTnBXgghepIOB17//e9/yc3NZfbs2fzwww/8v//3/+qd2zho0CA2bdrE1VdfjcFg4D//+U+b2p83bx6hoaHs2bOHdevWWa9rtVpWrVqFRqNhyZIl9frU6/VkZGSQkZGBvq6CdnstXboUgJdffpnk5Es1nLRaLU8++STnz59n0qRJdgn8RMe0toZXUIgfPnX1uw5dlt8VG2UOCkouatBJrlG7WXaDjom+lOe153gmiqLgF+BFv/7+Tb577mwh2hrbFmUWQoiu1OFdjdu2bbNWgW/qsGi1Ws3q1av5+eefOXjwYJvad3d358UXX2T58uWsXr2aDRs2EB4ezvHjxyksLGTEiBGsXLmy3jsFBQVcf/31AOzYsYPw8PDGmm6Ve+65h2PHjhEfH8/ixYsZP348/v7+HD16lJKSEiIjI/nnP//Z7vaF/RTml7fqOUu1+l+ezziqboYmIUeOr+mIHcnpjOgfzIjIEFyc1egNRuvxQT6e7gwdEUpBXnmj75qMCunJeYwaN6hzBy2EEHbS4RmvnJwchg4dSt++fZt9rk+fPgwePLjJJPnmTJkyhfXr13PNNdeQm5vLzp078fHx4aGHHuLjjz9udMehrbi4uPDOO++wevVqRo4cSVJSEj///DN9+vRhxYoVbNiwgaCgILv1L9qvKL91M16W/K6cgnLrNX8fD8L7+aMoCltPtW15XNR3+NwFjCYTri7OjIi8VAg5M8dyfFDz5zYmJ+U0e18IIbqTDs94qVSqVu/oM1esdm35wUZER0fzxhtvtOrZ8PBwUlJSWvXsokWLWLRoUbPPODk5ccstt3DLLbe0qk3RtSzHzBQWtK6G1+C6Ga8TaZfyu0YNMc92aQ0GCqou2n6QvUx2WQURfQMYEx3GiVRz3taBxCzGRIcxJCYEtbMTRkPjy7kpp8x/L3J8kBCiJ+jwjNegQYPIyclpcSYrLy+PjIwMBg2SJQNhXyqVCs3FWi5WaVt8tm+QD/4BXiiKwoHELOv1kXWBV0ZRqb2G2avsyTDnzsVGheJUFzwlpF7AZFLMxwcNafxIMIDy0ovk55ZJ0CWE6BE6HHhZkuZXr17dZPV4nU7HqlWrUBSlTeckCtFeRa2d7apbZtTqDGi05o0Yzmonhg0214X7OfWsfQbYy8QlZ6AoCt6ebgwZcGkjTEm5eTYxuoWyEilJUrxWCNEzdDjwuuuuuwgNDWX79u3cfPPNfPjhh9ZDsnft2sX777/PggUL2LdvH4GBgXKsjugUrc3vsgReeUWXArWoAUG4u7pgMikcyMpu6lXRBgaTicK6Jduxl+1uPHXWvHEhZqTkeQkheocOB17e3t78+9//ZsCAASQlJfHyyy9z/vx5AB544AFeffVVzp07R1BQEO+++y5+fn4dHrQQLWn1jFeUOb/rVOalnYuW3YwFVa2rei9a53BdEGspSguw68il44O8mzk+6Gx6AbXajpWGEUIIR2CTyvVDhgxh48aNPPnkk0ycOBE/Pz/UajXe3t7Exsby+9//ns2bNzNq1ChbdCdEi1oTePn4eRDUzxdFUdifeKl+18ghdYdlZ8vyli1tOZWKoigEBngTGuQLtP74IKPBRFqyFFMVQnR/Hd7VaOHh4cFdd93FXXfdZasmhWi3wvyWA6/BUeZlRr3BSFmlBoA+vp6E9DUHY9vPZNh1jL1Nda2OSm0tfh7ujB4aRm6ReTk4p6CcyPBAYkaGcfxQZpPvnz6RzaixsjlHCNG9dSjw0ul0HDlyhIMHD5KXl0d5eTkqlQpfX1+GDBnChAkTmDhxouxGEp3KZFIoKaxq8TlLfldh6aUlxRGR5tkurd5AyUWNfQbYiyXl5jN9SASjh4by474zABxLziEyPLDFBPvkk5LnJYTo/toVeOn1ej766CP+/e9/Ww/Dhsbr7AQHB7N8+XJuu+02nJxssrIpRLPKSqoxGIwtPmcpnJqcVWC9Zgm8MouljIQ9bElKZfqQCAaH9cXXy53Ki1r2JmSy+Kox+Ph50j88gLycxg+kr6qs4VxmIYMigzt51EIIYTttjoSqq6tZtmwZr7zyCuXl5SiKgpeXF9HR0YwfP55Ro0YxaNAg1Go1iqJQUFDAc889x3333YdGIzMIwv5ak9/l7uFKSFgfAPbX1e9yclIxLML8TX1f5rmmXhUdkF1Wgbbu/FRLkr1WZ6BKUwu0vLvx9AnZZSqE6N7aHHj9/ve/59ChQzg5ObF06VI2btzIkSNH2LhxI59++inr16/nxx9/5NixY3zyySfceOONqFQq9u3bx5///Gd7fAYh6ilqRX5XRFQwTk4qDEYTuXWlJAaH9sXD3RVFUdgrgZfdpBWay82Mjr60tJh+3lyAOWZk8+eqnk40B15N1QwUQghH16bAKz4+nr179+Lt7c3//vc/nn76aWJiYhp91tXVlYkTJ/LSSy/x3//+Fw8PD3bs2MGBAwdsMnAhmtKaGS9LYn1JxaXjgCzLjCUXNZgaP71G2MCOZPOmhWER/XB1UQPw83HztYioYFzdms6AyL9QRmlxleSNCiG6rTYFXt999x0qlcpaNqK1Jk+ezOOPP46iKGzatKnNgxSiLQpbUTzVklhvmWmBS4FXUm5Bo+8I2ziWnYvRZMLFWc3wwea/h5SsQoxGE87OaobE9G/2fVluFEJ0Z20KvE6fPo2rqyu//vWv29zRTTfdhFqtJjExsc3vCtEaluWnwvzyZp9zdlYzYJD52JrDp8zFfr08XBnYPwCA7WfS7TdIAUBOmXlWcvTQSzld+SXmgHlYC3leSQmyDCyE6L7aFHgVFRUxYMAAXFxc2tyRp6cn4eHh5OXltfywEO2gUqmoqdFRVVHT7HMDIgJxdlFjMimknCsEICYiGCeVCr3RyPmy1lW9F+2313podn/rsmFCirlgbcyo5vO8zqYVUN2KA9CFEMIRtSnwqq2txdvbu92d+fn5UVPT/DdFITqiMK+8xWciosw7FyuqL/1bHB5hXma8UN66Mx5Fx1gOzfbxcmdwqHl36a6j6SiKQt8gHwKDfZt812RSOCWzXkKIbqpNgZfRaEStVre7M2dnZ0yStSzsqDU7GgcPNQdZWbmXanVZco2OnpdjgjqDzmSyFqiNrSsrUaWpRaPVARAzqvnlxpPHJPASQnRPUtFU9CgFec0HXiqVioghQQAcSzYnaQcFeNPX3wtFUaw77oT9HT1vPnvx8kOzM3PMpSaGtbDcmJ6ch+Zirf0GJ4QQdiKBl+hRWprxCgnzx8PTDUVRSEg2z25ZZrs0ej3VtTq7j1GY/Vh3aHZokB9BAeYUhj0J5rMah8SE4OLa9Oy60WiS3Y1CiG6pzUcGVVVVcfjw4XZ1VlXV8vl5QnREQQs5Xpb6XRdrdBjqlr0tgVdmkRwT1JlKLmq4qNPh7ebG6KGh7DiUSmJaXakJF2eiYvpzppnzGU8ez2LiFVGdOGIhhOi4NgdeaWlp3HnnnfYYixAdYjAYKS1pPriPqAu8cgrKAXBSqYgZVHdMUMZ5u45PNHQmr4hJEeGMjjYHXgD5xVWEBfsxLDa82cAr9VQuNZpaPDzdOmu4QgjRYW1ealQUpUO/hLCXksIqTMbm/41ZCqeezDDnFw3qH2A9Jmh/liRsd7YfT5uDrajwILw8XAE4Xpd7Nzx2QLPvGgxGSbIXQnQ7bZrx2rFjh73GIUSHtVQ4NaCvN/4B5iT6A4nmb9jD6pYZyzQ1ckxQF0grLEFnMOLqrGbUkP4cTDpH/JF0fjVzJAF9venX37/Z5ePjhzKZPCO68wYshBAd1KbAKyys+S3eQnSlwhYS6wfX1e+q1RusZQuGRZgDr+SCoibfE/aVWVzKsJAgRkeHcjDpHBqtjmpNLT5e7gyLDW828MpIyaeyQoOvn2fnDVgIITpAdjWKHqOl4qmW/K78YnMemKuLmshw89FBu1LP2nVsomm7Us07GUdEhuCsNn9JSq07Q3N4bPNlJRRFIeGw/N0JIboPCbxEj9HyjFfd7FZWPgBRA4JwVjthNJk4ky8zXl1lb+Z5TCYFd1cXYiLMs5I7D6cB5mDZw9O12fePHzQHbpJDKoToDiTwEj1GczW8PL3cCAkzH4J94GRdflfdN/nCqov2H5xoVm6F+aimMdHmdIb0nGL0BiNqtVOLxVRzzhVTmF9hPfNRCCEcmQReokcoK62mttbQ5P1BQ8xBlsFgpKCu5IQlv+vkhXz7D1A0a1+muZTH6KGhWMKnc3nmumojxgxs8f0j+9LsNTQhhLApCbxEj1CQW97sfcsyY3G5eXbL29ONASHmGbD4lEy7jk20bNsZcxV7P28PIsL6ArDvhDl3a9ioMNTq5r9UHd2fLufACiG6BQm8RI/QcuBlnvFKzzbnclmKpuoMRi7ULXOJrqMzXDo027LceDAxy5z75eFKZHRIs+9XVtSQnCQHnAshHJ8EXqJHaK7kgLOLmvBB5t2Lh06Zl7Qsy4y55RJ0OYoj58yB09i6wMsEFJaal4VHjGm+mCrA4T2pdhubEELYigReokdobsZrQEQgzi5qTCaFtLoyBZbE+mPZMkviKDafTEFRFPr19SGkrw8AR8+Yq9iPGN1y4HXmZA7VlTV2HaMQQnSUBF6iR2iuar3lmKDyKvNSVl8/LwIDvFEUhfgUqQHlKCq0Wiq1tQCMjTHvZIw7nIaiKPQJ9CF0QJ9m3zcaTRzZn273cQohREdI4CW6vfLSi2hr9E3etyTWZ+Wad8lZZru0egMVWq39ByhazbLDdGyMeblRo9VRUW3+O4odN6jF9w/8nILJJPW8hBCOSwIv0e01l9+lUqmspSSOnckBIKYuv+tcadPvia6xKfEMiqIwqH8f+tQdA5SQav57GzW+5cCrpKiK5KQcu45RCCE6QgIv0e01F3j1Dw/Aw8MVRVE4nmoJvMyB2OFz8g3a0eRVVqPRmWcvx9UtN27bb879CgkNICjEr8U29sWfAaSSvRDCMUngJbq9gtyyJu9Zlhmra2oxmRRCg/zw9XJHURR2p2V10ghFW5zKLQAuLTeWVWqo1phzv1qz3Jh6+gJFBZVSyV4I4ZAk8BLdXkFu00cFWRLrs+uS7y35XdW1OrSGpivdi67zfVIyAJHhgfh6uQNwKiMPgNhWLDcqCuzfdcZ+AxRCiA6QwEt0e80tNUbUzXglpuUCl/K7MopK7D4u0T5ZJeVo9XqcVCrrrNeP+5NRFIXwQYEE9PVusY1De9KoqdHZe6hCCNFmEniJbq2i7CLaJr7B9g3ywc/fE0VROHgyCycnFUMHBgGXzgYUjulMvrne2rhh5jyvgpIqamrNuV+jJ0S0+H6tVs/+ncl2G58QQrSXBF6iW2tutsuS36XVGdDqDET074OHmwuKonDobHYnjVC0x+aT5qApemAwPl5uACSlm5cbx04a3Ko29sSdxqA32meAQgjRTt0m8Dp79iwrV65kzpw5jB49mvnz5/PPf/4TjUbToXbLysqYMWMG999/f7PPnTx5kgcffJCZM2cyZswYbrjhBt5//330+qbrRwn7y7/QTGJ9XX5XXpE5B8yyzFimqUGOU3ZsqYUlaPUGnJxU1t2NW/aeti43Bgb7tthGVUUNRw9IQVUhhGPpFoFXYmIiixYtYtOmTQQGBjJ79mw0Gg3vvfcet956K9XV1e1qV6PRsGLFCoqKipp9Lj4+nltvvZWdO3cSERHBjBkzKCws5OWXX+b++++X4KsL5TUbeJkPVk6qS8y2JNanFDT/9y0cw+m8QgAmjDAfF1RQUkV1TV1l+1bOeu3aliQFVYUQDsXhAy+DwcAf//hHNBoNzz//POvXr+eNN95g+/btzJ07l5SUFF577bU2t5udnc2dd97J4cOHm32uoqKClStXAvDvf/+bjz/+mLfffptt27YxZswY9u7dy0cffdSuzyY6Lv9CeaPXffw8COrni6Io7E/MwsVZzeCwvgD8LGUkuoVNiacBiBoQhJ+3eXfjiZS6g7QnRbaqjaKCSk4czrTPAIUQoh0cPvDavHkz2dnZTJs2jSVLllivu7u788ILL+Dp6cmXX35JRUXTJQUup9VqWbt2LQsXLuTkyZMMGND84bvr1q2jurqahQsXMmPGDOt1f39//v73vwPwn//8B6NRckk6m8mkUJDX+IyXJb9LbzBSXlVD1IBAXJzVGE0mTtXNpAjHllFcRk3d7sbxw8z/n27eY15u7BfqT/+wgFa189PmE5hMsrgshHAMDh94xcXFATBv3rwG9wICApgyZQp6vZ7du3e3qr0tW7bw6quv4uzszPPPP89DDz3Uqv7nz5/f4N6QIUOIjo6mqKiIxMTEVvUvbKekqAq9rvGA15LfVVBaBVzK7yqqvtg5gxM2kXTBXEx1wnBz4FVeVWM9u3Hs5FbOeuVXcPyQzHoJIRyDwwdeqampAMTExDR6PyoqCoDk5NZtHff39+ehhx7ip59+qjeD1pS0tDQAoqOjbdK/sJ3mEusj6/K7ks+aZ7cs+V2Wquiie9h00nx245ABgfTxNZ/dePiUuRTI+ClDWl2dfvv3JzAaZdZLCNH1HD7wKiw0f+Ps169fo/eDg4PrPdeSuXPn8vvf/x5f35Z3RVVUVKDVam3av7Cd/AuljV738HQlpG4Zav/Js3i6uzIgxPz7+BSZ+ehOskrKrWc3Thw5EIAte06hKAr+fbyIGta/Ve0UF1ZyZJ/scBRCdD2HD7ws5SLc3d0bvW+53tGyEs317erqipNT439U9uxfNK+pHY0RQ4JxclJhMBrJK6okZlAQTioVeqOR82WtywUUjuPoeXNC/ZRR5uOCtDoDuXUlQiZOi2p1O9s2HUdXKzuQhRBdy+EDL7VaDdDikoKi2H7LuCXYas1yhj36F83Lzy1v9HpktHmZsaTcnM81bLB5tjK3vLJTxiVs65sEc0J9aJAf4cH+AGw/aE5BGDV+EO4eLq1qp7Jcw65tSfYaphBCtIrDB15eXl4A1NTUNHrfshTo4eFht75ra2ub3BVlz/5F0/R6AyWFjQdSlsAr5Zy5XtewusT649l5nTM4YVMlFzWUacz//0+um/U6cDILvcGIq6tzq44Qsti5LYmqCpmdFkJ0HYcPvCw5VE0VObXkVlmesyVvb2+8vb27rH/RtIK8ikYLY7q5ORM20Fyva3/iWfr4eRLcxwdFUYhLyejsYQob2ZN+DoBJIwdaZ6CTs8wbJSZdMbTV7ehqDfy48Rggs9RCiK7h8IGXZTdjenrjibGW603teuwoy27GrupfNC4/p/H8rkFDglGrnTAaTWTlllpnu7QGA+U12s4corCh706alxv9fTyIGWT+Iee7XSdRFIWIqH70C/VvdVuH96Zx/mxRq3dECiGELTl84DVr1iwAtm7d2uBeWVkZBw8exMXFhenTp3d6/xkZGaSmptKnTx/GjBljl/5F45oqJWFZZiytW06yBF7nSso7ZVzCPnQGExfqcvSuGGM+LiinoMJa02vqla3/wUdR4JtPD8hRQkKILuHwgde8efMIDQ1lz549rFu3znpdq9WyatUqNBoNS5YsITAw0HpPr9eTkZFBRkZGh89RXLRoEd7e3mzYsIEdO3ZYr5eXl/OXv/wFgHvvvRcXl9Yl+ArbyM0pafT6kLrAKy27CBWX6ncdysrurKEJO9l08gwAY2PC8HR3BSD+sLnO3oRpUbi4Ore6rZxzxRzak2r7QQohRAscPvByd3fnxRdfxN3dndWrV7No0SIeffRR5s2bx44dOxgxYoT1LEWLgoICrr/+eq6//noKCjpWMDM4OJhnn30Wk8nEww8/zG233cYjjzzCNddcQ0JCAjNnzuTuu+/uUB+i7XKzG9bwcnFVEx5hDsAPnMwiNNgPHy93FEXh5/SznT1EYWP7M7PRGYy4OKuZPMpc02v7gWQMRhMeHq6Mm9y6g7Mtfvj2KNVVsvwshOhcrf8RsQtNmTKF9evX89Zbb3Ho0CHS09MJDw9nyZIlLFu2zJoAby8LFiygf//+rFmzhoSEBJKTkxkwYAAPPvggS5culdmuTlZedpGL1bUNrg8cHIyzsxqTyUTa+SKunmJefqqqrUVnkKrlLfFxc2VIUF8GBwYQ4OmBp6sLigJlmhqKqi5yKq+A3IqqLh1jQnYukwcP4Ioxg9l5JB0TcCYzn9ihoUy9chiH9qS1ui1NdS2bvjzIbctmoSiK5HwJITpFtwi8wJzk/sYbb7Tq2fDwcFJSUlr17KJFi1i0aFGLz02cOJGJEye2qk1hX43NdgEMiTbnc5VWmksPDK+r35VW0PiypABvN1emDR7IlMEDiO4X2OLzBZXV7EzNZHtyOrWGzj8Y/oujiUyKCGdAvwAGhgRwPr+M9dsTGBXVnwERgQwcHMT5s43vQG7MsYOZTJgWRfSIMDuOWgghLnH4pUYhfikvp/HAy5JYn5FdhLPaiagB5kBid3pWZw2t2wj18+HeKybw+s03cMfUcdagS28yknexkqSSfA7kn+NQfjbp5cVU6WpRFIV+vt7cMnE0ry35FfOGR9HZc0RF1RpKLpo3Tkwfa15aLCqrpqisGoAr549sc5sbPtmHTmew3SCFEKIZ3WbGSwiLxma8nF3UDIqsS6RPOs+QAYG4ujhjMikcy87t7CE6rBBfb24aO5IpgwfgVLe0Vms0cKIoj68zk8iqavrgcV9Xd26NGs2VYZH4uLtxx5RxTBgYxtrdhyjVNF7g2B62nU5j6eSxTB4VwTfxJ9HW6vk2PpHli6cTO24QAX29KSupbnV7pcXV/PjtUX79mymy5CiEsDuZ8RLdTmOB16DIYJxd1JhMCqfP5jO8roxEcfXFzh6eQ/LzcOPuaeN5ceG1TIsciJNKRalWwwenDnPX9i957cTuZoMugEqdlrWnD3H3ji/Zm5eFoiiM6B/MczfOJzq45WVKW/nxdBp6oxF3V2emxpor2R9PuUC1phYnJydmXjWizW3u2XGGrPQCCbqEEHYngZfoVmq1ekqKGh4VNCSmrn5XpXkZypLfdTI3v/MG54Bc1WpuHD2clxddz9yYITg5qSivreGNE3t5aNe3/JTT+mR0C4PJxJuJ+3j+SDxagwFvN1f+PP9Kxg8MtcMnaJzl4OxZEy4dkr39oDmvc/KMaNw9XNvUnqIofPm/PehlyVEIYWcSeIluJS+nlMZOerEEXunnC/HycCU8JACAHb30mCAVcEXkQF5adC2Lx4/C3cWZGoOeD08f5oGd37Av/1yH+0gqzeeRXd9SXluDq7OaR2dfwdTBAzo++FZYd/AEiqIQ0tfXWqtt6/5k9AYjbu4uXDF7WJvbLCqolOOEhBB2J4GX6FZyG0msd3FVM3BwEAD7ErMYFtEPJ5UKncFITlnjB2n3ZDH9Annmhqt44Mop9PXyxGgy8cO5FO7ZsZ5t2W2f4WpOtUHHIz9vJPdiJU5OKpbPnExsaD+b9tGYCq2W7LIKAGZNuHRW4/7ELACunDcSV7e2p7Du3n6as7LkKISwIwm8RLfSWH5XxJB+ODurMdbV77IsM14or+js4XWpQX38efzqGay6bg6RgX1QFIUTRbncF/81/0s+ard+DSYTK/d8T1FNNc5OTjw65woiA/vYrT+L9cdOAjA6OpSgAHMtv/XbjmMwmvDydueK2cPb3KaiKHzxn93oajt24oUQQjRFAi/RrTQ242XN7yo353eNiDT//vC5C503sC4UGdiHx+ZO5/9+PY8x4f1RFIXsqnJW7t3M34/tRGPQ2X0MJuDxPVuo0tXi5uLMY3OvwM/D3a59nsjJp6JGi5NKZS2WazCZOJBoPqVg1vxR7Zr1Kimq4vuvjgCy5CiEsD0JvES3YTSayMtpuPMuKqY/ACnnCukf6EuAryeKohCXkt7ZQ+w0TioVEweF8ZdrZ/PsDVcxfmAoiqJQqKnm/w7v4E/7tnDhYucus+pMBh7fuxm90Yi/pwcrZk9D7WTfJbtvE04DMG10BL5e5kDvi63mWS9vH/d25XoBHPg5mdTTF2TJUQhhcxJ4iW6jILcMg75+tXQ3N2fr+Yz7E89aZ7uqa3VoeuAOtTB/X34zIZZ/3vwrHp1zBcNCglAUhbyLlfz9aDyP7v6O02WFXTa+Sp2Wl47tQlEUovsFctvEMXbtb0dKBlq9HhdnNbMnmnc4mme9sgCYc+1oPDzbtsMRQFHgy//tRVtj/9lCIUTvIoGX6DZyzjU8+mdwdAhqtRNGo4nMCyXWwCu1oLizh2cXKhVEBfVh8biRvLjwGv6+8BpuiB1GgKcHJkUhubSQJ/f/yB/2fE9iiWOUzkgqzefrzFMAzB8xlLHh/e3a309nzDObs8ZH4e5qXlr8bOtR9AYjnl5uzL1udLvarSi7yLefHwRkyVEIYTtSuV50G40FXkOHmb+pF5ZV4+KsZuhA8+7GXWmZnTo2Wwrx9WZ4/2BG9g9mREgw3u5u1nuKolCu0/LzhUw2ZJxCZ3LMWb316YmMDezPEL++LJs+kb9s3EaVtuHB5raw4VgS146MxtPDlTmTovlh72lMJoUf951mwZWxzJg7gn07k9tUzd7i6P50YscPYuSYgXYYuRCiN5LAS3QbOecazmINHW4u2nk6M4+hA4NwqdvdmJDjGLM/reHt5sqo0H6MDgtheP9g+np51ruvKAolWg1Hiy6wMfMUpbWddzxPRzx/ZAfvzV6En4c7y66YyOtxe+3SjwmIS8nkmhFDuXpKNLuOpqHR6tmy5wxzJ0Xj5eHGtQvH89kHP7er/Q2f7GNwVD88vdxaflgIIVoggZfoFhpLrPf2cad/uLlswe7jmcwcNwSAwqq2z2x0Nl93N6ZEDGBSRDjR/QKt5yaCOdDSGPScrSxlf/45duWexWAydeFo20djMPBm4j7+OHYm4weGMmPIIPZkdLxwa2M+O5TAnJhIPN1duXpKDN/tSjJf33qMZTdOZfyUIRzYlcLZ9II2t11VUcM3n+7n9vtmy1mOQogOk8BLdAsFuWUYDPUT66Pqlhl1egMFJVXW/K6E7LxOH19rRQcHMm94FBMGhuGsvpRiqTMaOFdVzqGC8+zIyeyUEhCd4XBhDgnFuYwLCmPp5LEkXsin0g5LjiZg26lUbhg9nDkThxJ3OI1qTS1HT2fzqxkj6B/ox023T+P15zZiMrY9Xyvh8FlGTxhM7PhBNh+7EKJ3keR60S00lt8VNcy8zJhbVElfPy/6B/qiKIo12dqRRAf35YlrZvHU9XOYMngAzmontAY9hwuyeerAVu7c/iV/PbiNTVnJPSbosng1YTe1RvOZjndMGWe3fr48lkStwYC7mwvXT790UPa76/dgUhT6hwUwY27bD9C2+ObT/Wgu2idPTQjRe0jgJbqFxvO7zDNeJ1IvMHKIebarRq+n+KKmU8fWHB93Nx6YOZmnrp/LiP7BKIrCheoKXk/Yzd071vNqwm7SKxoGlT2JwWRiTdJBFEVhyuABjBtgv12OXx8376a8csIQQgJ9ASgqu8j+E+aiqvMXjMO/j1e72q6qrGHjF7LLUQjRMRJ4iW7hlzNefYN86BPog6Io7EnIYOQQ8zfz9KKGle27yqRBYbx007VcMWQQiqKQU13BUwe38fjezRwoyO7q4XWqffnnSK8wB893TBmHq7PaLv38cCqVMk0Naicnbr56rPX6p1uOUFOrx83dhd/cNaPd7R87kMHpxGzJ8xJCtJsEXsLhNZZYb9nNqK3Vo601MCwiGIBdqV1fRkKtUrF00hhWzLkCbzdXao0G3jm5n5V7N5PRw2e3mvPS0V0YTSYCvb349ei2n6PYWu/9bJ5dGxEZwqgoc0BuAtZs2IuiKAwdHsrUK2Pa3f7X6/ZTq5WzHIUQ7SOBl3B4eTmlDRLro0eEAZCVW8rQgUG4ujhjMildfj6ju4szK+fN5NqR0QCklRdzX9xX7M7L6tJxOYJqg47vzpqP+Ll+ZAz9/Xzs0s+Z/CIyis0zn7fMH4eri3l2LSWrkIQU87+PG5ZMok+gd7varyi7yJZvzIeOy5KjEKKtJPASDu98ZlG93zupVUTV5XcdPHWOUXXLjAVVVZ0+tsv5uLny5DWzGBnaD0VR+DbzFH89uA1dNywFYS9fpCdSXluDs9qJO+2YaP/6jj3m2TV/b349K9Z6/f2v96HR6nBzd2Hpslk4qdu3ZLh/ZzJZGYWy5CiEaDMJvITDO3e2fuA1cHAQHh6uKIrC4VPnrYn1x87ndsXwAHPQ9Zfr5jA4sA8mReGtk/v4PO1El43Hkb1+Yg+KojAytB8TBobapY9Krc6aaD9n0lAGh5rrvZmAt7/YjaIoDBoSzDW/Ht+u9hVF4auP92I0SlAthGgbCbyEw/vljJdlmbGsUkNfPy/69TWXkdh6Oq0rhoe7szOPz5tJmL8vRpOJfxzbyd48+xQK7QmSy4pIKTP/nS6dNBYXtX2+DG06mUxBZTVOKhV33DAJl7qE/swLJWw/kALA3OtGEz2ifcFfQW45u7Yl2Wy8QojeQQIv4dA0F2spLqysdy1mpDnwOnO2gNgo8zfNizod5TXaTh+f2knFo3OvILJupuulYztJKHbcAq6O4tWEnzGaTAT5eHH9yPYnurfklZ9+NtfwCvTj5nljrde/jk/kQmEFALctm9XuEhPbNydQWty1S9xCiO5FAi/h0M7/YpnRw9OV8EGBAOw6msHooeb8ruT8hnW+OsMdU8Yxqi6n692T+0ks6T5nRHalKr2OrdmpANwwehh9PD3s0k9B1UW+PJKIoijMHDeE8cPCrfde+WgHOr0Bbx937nxgLs7tKHGh1xn55tMDgCTaCyFaRwIv4dB+ucw4dHgoTk4q9AYjxeXVRA0IAuCnM52/zDhr6GDmxgxBURTWp5+UnYtt9FHyMTR6HW7OztwycbTd+tlyKpW0InMZj9uvn0hQgHk3o1Zn4F+f7sKkKAyICGTR7dPa1X5yUg4nj52TRHshRKtI4CUc2rnMwnq/tywz5hZVMHJICGq1E3qjkTP5RY29bjeRgQHcOdW8K+9kSR5fZ0quT3u8f/owiqIwLXIg0cF97dbPP37cRY1ej6e7Kw8smY67q/mY2swLJXwbZ54RmzR9KDOvbt+RQt99eRCdzmDLIQsheigJvIRDy86qv4Q4LNa8VHT0dDaj6vK7zpWWd+qY3F2ceWjWVFzUakq1Gl44urNT++9J9uWfI/eiOYfv9snjsNeckc5k4vkt8ZhMCqFBftxz41TrDNVPB1M4kWreEXvDkkkMGxXeXFONKi+9yI7NsotVCNEyCbyEwyrML6dGc+nA6LCBffH186w7JiiTUXVlJPamd+4OwjumjCPYxxujycRTB7Z2at890WsJ5vIOgwMDmDk0wm79nC+r4N97zDNso4eGsuSqMdZ7azbsJb+4EicnJ26/bxYhYQFtbn/XT0kU5lfYcshCiB5IAi/hsH6Z32WZiais1hIW7IeXhxuKorAr7WynjWnSoHBmRkWgKAr/PXOU0tqaTuu7p7pwsZIjheaK8jePj8XDxdlufe3NPMdPZ9IBmDs5mmumDbPe+/uHP6HR6nD3cOXeFVfj69e2hH+jwcR3coi2EKIFEngJh5WZVlDv98PrlhnPZBUwJtqc61VUdRFDJ1WG93F3455p5oKbKeVF/JTTNXXDeqI3E/ehNxnx83Bn4Zj25Vm11ieHEjhSd7TUwjmjmTE2EgCdwcgLH/6EwWgkoI8396yYh6tb24LAlFMXOJVwXhLthRBNksBLOBzLbMHZywIvT283Bgw272CMP5zG2Bhz4HUoK7vTxvXbyWPxdndDZzTwwpG4Tuu3N9CZDHyTYd6gMG/EUEJ823eOYmu9Eb+PtEJz/uBt101g2ujBAJSUX+SNz3ZhMimED+zLb5fPwcmpbUHUd18eRK83tvygEKJXksBLOByVSkVVZU29wqkxI8JwclKh0xswmRQC/b1RFIUtp1I7ZUxjwkOYFjkQRVH496lDcv6iHXydeYqKWi3OTk781o7nOFr835Z4zpWU46RS8dtfTeSKMebgK+18MZ9sMeeCDY8N56albSszUVpcza6tJ+0xZCFEDyCBl3BIWemNLzNm55czpm62q6JGS3WtrsG7tubmrObuqRMAyKwslXpddvRG4l5z8ntYiN3OcbzcXzf9xPlSc/B1x68mMWtCFAD7E7P4cd8ZFEVh6pUxXHX9mBZaqi/ux5OUl160x5CFEN2cBF7CIV2e3+XkpCKmLrH+0KlzjK3L7zqe3TlH8/x69HD6entiNJl48Wh8p/TZW50qLSCl3Lyp4vbJY3FVt72afFs99d1PZJWUAXDrNeO59orhAHy3K4mjZ8xL2dcuHM+EaVGtblOvM7B5w2FAEu2FEPVJ4CUc0uX5XYOH9sPTyw2TopCcVUB4P38UReH7k2fsPo4QX2+uqztLcOPZ01Tp7T/D1tu9csx8jmOgtxcLRg9r+QUbeHrTdk7nmYv13jg7lpuvHosK+ODbA2TmmHPBbr5zOkOHt34WLuHwWTLT8iXRXghRjwRewuFotXryckqtvx85ZiAAxWXV9Q7FLqrW2H0st08ei7PaiUqdli/TE+3en4Bqg47vs8xB9a9GDaO/n0+n9Pvi1l0czsoBzKUm7l04FWe1E69+FEdx+UXUaifufGAO/cNbX+Pruy8OYTLJjJcQ4hIJvITDOZ9ZWO+b1cix5sDrWHI24+oOOT6VW9jou7Y0Nrw/Y8L7oygKbyXus3t/4pLP0k6YE+3VTtwzbUKn9fvmzv1sPZ2GoihMHDGQR26ZiZubC8+/v/WyGl/z8PX3bFV7F86XcHhv52wAEUJ0DxJ4CYdz+TJj/7AA+gT6oCgKR0/nMCQ8EEVR+C7RvsuMapWKWyeZD25OryghsSTfrv2Jhl47/jOKojAsJIiZURGd1u+6Qwl8ccR8fmNMRD8ev2MO7m4uvPDBNvQGI/4BXixbcTVurazx9cO3x6ipkSVqIYSZBF7C4WSkXApyLLNdVRe1RA8KBqBGrye7zL5Hs8yOjiTUzxeTovDPhN127Us0LqWimGNF5kKnt00cjZ+HW6f1veVUKm/vOoBJUQgL9udPd12Fi4szr3+603ze44C+3N7KGl8Xq7Rs35Rg/0ELIboFCbyEQ9HV6jl/9tJRQSPGDADgVGY+E4ablxlPXiho9F1b8XBx5qZxIwE4mH9ejgXqQv86sYdaowFvdzfumtp5S44Ah7JyeG5LPHqjkT6+nqy8Yy4qVHy0+ZC1xteCmye3qq298WcozC+374CFEN1Ctwm8zp49y8qVK5kzZw6jR49m/vz5/POf/0SjaXuCdUFBAc888wzz5s0jNjaWOXPm8H//93+UlpY2+vyePXuIiYlp8te4cfYv9thbZKYVYDSai5P6+XsyICIIRVE4lHSeyE5aZrwhdhi+7m7oTUbeTdpv175E83QmE++c3G/OuRoUxrTBAzq1//SiEv7y7VZq9Hq8PFx59LZZaGp0/HQgGYAZV43gijnDW2zHaDTx3ReHACkvIURv1y0Cr8TERBYtWsSmTZsIDAxk9uzZaDQa3nvvPW699Vaqq6tb3VZ2djaLFy/m888/x93dnTlz5qBWq/nkk0+46aabyM9vmMtz+vRpAGJjY1mwYEGDX9dff73NPmtvl37mUm2u2PERAGh1BsKC/QD7LzMGeLpzzYhoAL4/e0Yq1DuAgwXZnCo1z3LeMXU8/h7undp/QdVFHl+/hYoaLa4uau5fMp3cokpOpucCcOMtk4ke0XKZiZRTFzh9Qs5xFKK3a9sJsF3AYDDwxz/+EY1Gw/PPP8+SJUsA0Gq1/OEPfyAuLo7XXnuNp59+ulXtPfHEExQVFfHwww/z6KOPAmA0Glm9ejWff/45zzzzDGvWrKn3TlKS+Qy5xx57jBkzZtjw04lfSk+5LPCaMAiA5LMFjB/WOcuMN44ZgauzGo1BxxdSPsJh/OPYTtbOWYK3myv3z5zMP7b9TGfOG1XrdDy+fjPPL7yGfr7e3P3rKXyx7Rj9+vgQ3MeH3y6fw5svfk9RfvM/FGxaf5jokWE4O9u/MKwQwjE5/IzX5s2byc7OZtq0adagC8Dd3Z0XXngBT09PvvzySyoqWp4FOXLkCEeOHCEiIoJHHnnEel2tVvPUU08RGhrKzp07SU9Pr/eeZcZr1KhRNvpUojEXq7XkZpcA4OvnQcSQfoC5Wn1nLDOG+Hoza6j5vL7PUk7YrR/RdjqTiddP7EZRFEaG9uNXsZ1TWPWXY/h/X/9AVrG5yv0t88dz+NR5amr1eHi6cs/DV+Ph6dpsG8WFlfz806nOGK4QwkE5fOAVFxcHwLx58xrcCwgIYMqUKej1enbvbnnnmaWtq666Cien+h/dxcWFuXPnArBjxw7r9crKSrKzsxk4cCD+/v7t/RiiFTJS8rGkv4waH4GTkwptrZ7+gb6AuWiqPZcZF48bhdrJifLaGn7KSbNbP6J9EorziL+QCcDicSOJCurb6WMwAU9/v50z+eY6cr+aOZLjydkYTSaC+vly+32zW9zpuGPLCcrL5BxHIXorhw+8UlPNxQdjYmIavR8VZT4/LTk5udVtRUdHt7qtU6fMP50OHDiQt99+mwULFjBmzBimT5/OypUryczMbOUnES1JT760zDh6QgQAKecKmTTSvOR45NwFu/U9qI8/UwYPQFEUPjh92G79iI5Ze+ogRTXVqJ2cWDFnWqfne1n8/cddJOSY/71eMSaS9PNF5rpfI8O4ftHEZt/V1Rr4/is5x1GI3srhA6/CQvNPlv369Wv0fnBwcL3nbN2WJfDas2cPa9asITg4mClTpgCwadMmFi9ezP79svOtIyzffNKTzcnKPr4eDI4y/x2dTMulf6AviqLw9XH7LdEsHmdeRi6qucjhwhy79SM67q8HtqE3Ggnw9OD3c6/ARd01X8Ze276Ho3U/DMRE9KO8ylx2ZNb8UYyfOqTZd08cPktGSp4k2gvRCzl84GUpF+Hu3vhPtpbrrSkrYXnGw8Oj1W1Z8rsmTZpEXFwcH3zwAWvXriU+Pp7bb78djUbDY489RmVlZSs/kfgllUpFSVEVRQXmP8PY8YNwclJRqzMQUrfMWHqxhvIarV36jwrqy9gB5qOB1pw6aJc+hO2U67T8/Wg8JkVhSFBfll0xka4KX/4Vv88afAX4elp/iFjy2ysIG9j8Uug3nx6wlk4RQvQeDh94qdXm3T8t/WTYmin79rT14osv8sMPP/Dee+8RGBhove7q6sqqVasYPnw45eXlbNy4scX+RdOSky7NMo2bHGm+llXAxBHmuk17M87Zre8l482zXbkXK61lC4RjO11WyKcpx1EUhSuGDGLp5LFdNpZ/xe/j2HnzbK3la4uLqzN3PTQXL++mq+0X5JVLor0QvZDDB15eXl4A1NQ0Xj1cqzXPgjQ1i9XRtlxdXYmMjMTb27vB82q1mtmzZwNw8uTJFvsXTUs+aQ68Avp6ExHVD0VRSMkqwN/HPIvw/cmWc/jaY0T/YEb0D0ZRFN5NOmCXPoR9fH8umZ+yzZsgrhkxlJvGjuiysbwet5ek3PpBe0Afb357f/PHCm3fnEBZaevrEAohuj+HD7wseVdFRUWN3rfkY1me66y2LPr37w80HcyJlul1BjJSzYnK46aYZ7s0Wh2Dw8wzjNllFWgNBrv0vaQut+tcVTnpFSV26UPYz4dnjnAg3zwbetPYkdw8vutKvvxj28+kFhZbf68oClEx/fnV4qaT7XW1BjZ+ftD6vBCi53P4wMuym/GXtbUsLNeb2vXYkbZqa2tZtWoVDz74IGVlZY2+k5dnDhhCQkJa7F80Lj0lD73OCMD4yeak5DNnCxgbEwbA5iT7zHaNDgshKrgviqLwzknZINFdvX5iL8cKzXlWC0YP594rJuDURUnrz22JJ7u0HLi07HjlvFGMrVs+b8yphPMkHT8nifZC9BIOH3jNmjULgK1btza4V1ZWxsGDB3FxcWH69Omtbuunn37C9IujYPR6vbV+15w5cwBwc3Nj7969xMXF1avtZaHT6di8eTOAdclRtJ1lmTE0vA/9Qv1RFIX84kpcnNXoDEb2Z2bbpd/FdQdhZ1SUcL663C59iM7xj+O72HUhE0VRmB0dyZ/nX4mve9P5Vfb01+9+oqiqfp2um++cTv/wgCbf+eazA2hrdPYemhDCATh84DVv3jxCQ0PZs2cP69ats17XarWsWrUKjUbDkiVL6iW+6/V6MjIyyMjIQK/XW6+PHz+e2NhYMjIyeO2116xT+0ajkeeff568vDyuvPJKhg+/dOjt0qVLAXj55Zfr1ffSarU8+eSTnD9/nkmTJrUq8BP1Wf78LYn1lmXG8qoaRkWZz747eaHh2Zm2MH5gKIMD+6AoCm/LbFeP8G7SATaePY2iKIzoH8zqBfMYHhLU6eMwAU9u/JFK7aVduK6uztz14FVNVravLNew5esjgCw5CtHTqZRu8H/5wYMHWb58OVqtlpEjRxIeHs7x48cpLCxkxIgRfPzxx/WS33NycrjqqqsAcxX68PBw6720tDR++9vfUl5eTmRkJEOHDuXMmTOcP3+esLAwPvvss3p1vvR6PStWrCA+Ph5nZ2fGjx+Pv78/R48epaSkhMjISD766COCgmzzBX7RokWcOnWKkSNH8vXXX9ukTUdWkFfOK898g5NaxVMv/gYfP08OJZ1j8qhBKIrCE9/8SF6lbZOPVcD//XoeA/v4k1JWyDOHttu0fdG1xgaG8vi4mbg4mXcx70zN5PMjiWh0+hbetC1vN1deW3I97i4u1mvJSTl8+Ob2RoMrlQoeWHkdkUMlbUGI7qi1378dfsYLYMqUKaxfv55rrrmG3Nxcdu7ciY+PDw899FCDoKslQ4cO5euvv2bRokVUVVURHx8PwB133MGXX37ZoLiqi4sL77zzDqtXr2bkyJEkJSXx888/06dPH1asWMGGDRtsFnT1RknHzYnRMSPD8fHzxKQo1OrNifTlNVqbB10AkyPCGdjHvKT5VuI+m7cvulZCcS4P79pITrX5eKnZ0ZG8sug6rh8Vg2snHk5dXavjr9/9hN5ozl9UFIVho8K55sZxjT6vKPDlf/eg09lnI4kQwjF0ixmv3qS3zHgpioJKpeL1577jwvkS7npwLqPGDSK7oIxAP2883F1Yf/Qkm2xcRsJJpeKFhfMJ9fMlqSSf547E2bR94VjmhQ/lzmHjcamr4VdZo2Vn6lniUjIo1XTOTuSooL48dV39shIfvRfHyWON16abMXcEN946xfr/iBCie+hRM16i51GpVJQWV3HhfAnePu4MH20ulJpTUI6HuwsGk4nNdqjdNS1yIKF+5iOI3pbZrh7vp5w07olbz/bsNAwmE74e7vx6zHBeW/Ir/jz/Sq6MisDbrfG8K1tJLyrh7V376y0v3nL3TELCGk+23xt/mozUfAm6hOihJPASXcayzDh+6hDUaie0Oj1hQX7mexfysfVhKmonFQvHmItsJhTnUqazzxFEwrEYTCbeP32Ye3d8yfdnz3BRr8PJScWo0H78bsYk3rrl16y6bjY3xMYwqI+/XY4fOnzuAp8dPmENvtzcXbj7oavw9Gq481JR4Iv/7JZdjkL0UM5dPQDRe52sC7wmTR8KmGe7ogYEoSgK6w6dsHl/Vw4dTD9fb0xSt6tX0plMfJJ6nE9SjzMiIJiFkSMYFhCMq9qZmH5BxPQL4jcToKJGy8kL+Zy8kE/ihXwu2igp/8fTafT19uKaEeZ/732DfPjt8tm8/69tmEz1Mz7KSqrZsG4/t/9uliw5CtHDSOAlukRlhYZzGYVERvcjJDQARVG4qDX/hF9UfZGCKtsm1buonbhxtHm261BBNlV6mU3ozU6XFXL6qPmkiqF+fbluUAwj+vTDz9UdPw93ZkRFMCMqAqPJREpBMUfO5XAwK4cqbW2H+l13KIFAL08mDApDURSGDg9lwc2T2fhFw8PZEw5lMmxUGBOmRnWoTyGEY5HAS3SJU8fPoyhwxWxzzbSSCg0jI83HL208ccbm/V01LIo+Xh4YTSbeOylnMopL0ipKSKvL93N1cubqAUOYFjKIQT4BuKrV1vM8b588lqTcAuJTMknIycPUzn1J/4rfx7O/uorIoD4AzLhqBAV55Rz4OaXBs9+s28+AiCCCQ/za/wGFEA5FcrxEp7LkuBw7lIGvnwejxg0CoKS8Gme1EzV6PbvTs2zap7uLMwtihwHwc+5ZtCbZri8apzMZ2HIuhb8e3Mad27/gb4d+4nBBNlqDHrWTE2PC+/PYVdN5dfH1XDNiaLvLU6zevIPCy2Z1F942laHD+zd4rrbWwMdr4qXEhBA9iAReolOpVCpKiqrISi9kysyYS0n1wf4AxKdk2rzPX42KwcfdDb3JyAdnDtu8fdFznSkr4tWE3dy9Yz3PHY4jvbwYk6LQ19uT2yeP5Z9LfsV1I6NxUbftS6kJ+MvGrdalS7XaiTvun0u//v4Nns2/UMbXn8gOXCF6Cgm8RKc7djADJ7WKKTOjASit0ODt6YbRZOKrY0k27cvPw41rR5j72ZKVjMFk672SordIKs3n/7d352FVlWvjx7+bzWaeZxRHBBTnKVSOohiadUwzGzzV6TXfrJMNWv60sqxjeU6jvZVllmXHMiuPlpmapuKMOKCiCKKAIojMIAgb9rB+fyA7CUzI7d4bvT/X5aU8a61n3esq9rr3s551Py8lbuJ/t65kx7lM9EYj7k6OTBrYmzfvuo2oTu1a1F+t3sjsH34xFQx2dnFgytNxuHs6N9r34N4Mdm45DsiSQkK0dpJ4CYsxPWbcm0Gv/p3w9HbFaFTQXHpcc/hsntkTo3G9InHU2FOt17HipPnflBQ3nyq9no+P7uV/tnzP1pwMDIoRPzdXpsUMYvaoYQR5NH8ljcqaWl76aROGS//fe/u68chTcTg6aRrt+/PKfaQfz5U3HIVo5STxEhajUqnIziqkqOACMaN6AFBRpcXf2w1FUfjP3iSzni/Q3Y3hEXULb38nSZcwM73RyKcpiTy6dTXHis+jKArd2wQyf9wobosMa3Y9sPyKi8xdW7deqKIohLT35eF/xKK2b/jxbDQqfP3pNgrOl5v5SoQQliSJl7CopL0ZdOkaTEh7XxRFMX3TP5FfRFm1eQua3jegJ/Z2dpTXaPklO92sfQtRr0pfy+sHtvLa/i1U1NagUav52y19eOG24fi6ujSrj7Ol5by2fisqlcpUZmLSI8MajW5VV9Wy5P1NXCivuh6XIoSwAEm8hMXoavUkJWYw/NJol7ZGh4+HK4qi8Plu8056jwj0Y0CHEBRF4dOUxjWShDC346UFPBq/ip3nMusWxA7y5/U74+jfvk2zjj9ZUMxbm7abkq/eAzox8e9D+P2TxdLiSpa8v0kq2wvRSkniJSzmyIEsvLxdiehRlxDpDHWjXZlFJeRXXDTbeVTApIG9Aci9eIGDhblm61uIq/no6F7m7d+MVq/D1dGBZ2KjeeCWPqibMTfr2LkC3vl1pyn5uiU6nLsmDW60X15OKV8s3ExtjXmq6gshLEcSL3Hd1U+qT9h+gtjbewFgMBrxcHWqG+3ac8Cs5xvUuT2d/XxQFIX/O7zLrH0L0RyppYVMjf+BU2VFAIyODOP522LwdHa66rHJued5d/Nvydfg4V0ZP2lQo5GvrJP5dcmX1PgSolWRxEtcdyqVitzsYmq0Onr171TXdmnq8ZmSMnJKL5jtXI72au7rX5fcHS3OI+eiTEQW1lFr1PNS4iZ+yDiGoihEBPozb+ytdPbzueqxR3LO8+bG3x47Ro/oxt0PDmk05yvjxHmWysiXEK2KJF7CIvbuOEHc2D7Y2dXdONRqOxRFYdF28y7fM653JD6uzuiNRv7viIx2Cev77lQy/z4Yj85gwNvFmTljhhMd2uGqx6XkFTSYcB81NIL7HxmK+nfFWk+l5bF4wUaqLl7bOpJCCMuQxEtcd9XVtZw7W0LvAZ0atKeeLyTvgvkWww50dzMVS12TdZwqvTyCEbYhufg8T+1YQ6m2Co1azWNDb+He/j0bPT78vZMFxcz+4RdT8tUvKpTJT96Kg2PDZXazswr5+K31lJXWzZWUIqtC2C5JvMR1l7AtjeGjezRoMyoKi7ab923DB6P6YK+240KtlpWnks3atxDXqqxWy7TtP5JWWgDAX3t25ZkRQ3C8ynqPeeUVPP3dWlPyFdG9LY8/NwaP31W4z88r44N/rSU7q9C0rxDC9kjiJa4rnc5Azpkievbr2OBGcPBMLuVa89XtiuoYQu+QYBRFYWGyrGsnbJMReHXfZjZmn6gbwWrflpduj8XXtfEyQZcrq9byv8tWcbFWh6IotOvox9MvjiWkg2+D/SrKq1n0zgaSEjOkwr0QNkoSL3FdHUw4xfDRPQFMNwKdwcDiHeYb7XJx0PBAVF8Ajpfkk1x83mx9C3E9LE09yOKURIyKQgcfL17569Un3dcajTyxYg2ZRSUAeHq78sT/u53+g0Ib7KfXGVjx+Q5WL09ArzNct2sQQvw5kniJ68ZoVCgvvUj7Tv4NRrtWJR2j1oxrMt7bvydezk7ojAbeTtphtn6FuJ625WYyN3ETtQY9Xs5OzBkznEHNWGj7n+u28uPhFAA0Dvbc/8gw7n5wCPaaho8sE7an8dFb62SJISFsjCRe4rpJPXqWgdFhwG+jXaVV1axPMd/yPd2C/ImNqPvG//WJJLRGmVAvWo9T5cU8veMnymqq0ajVPBEziLv7dr/qOo+rDx/nnz9vAeom0g8aFsEzL44lOMS7wX45Z4r5v9fXsDs+9TpdgRCipSTxEteFwWDEoDfi4+dualMUhY+2JZjtHE729vxv9EAAcirL2Zh90mx9C2EpZbVanti2hpOXiq2O6x3JUyOG4GRv/4fHZRSV8MiyVVRo68pIBLX15ukXxjJ8dA9T2RYAXa2BH1fs5ZN3N1CYb76aeUKIP0cSL3FdnM0qpHuf9g3aDmafI72g2GznuH9gL/zdXTEYjby+f4vZ+hXC0owYeTlxE5vPnkRRFAZ0aMvcO2IJcHf9w+P0RiNPfreWNUfqHj3aa9TccfdAnnz+r41GvzJOnGfBvB/ZvO6Iae6XvPkohOVJ4iXMTqcz4O7p0qDQo1anY+F2871t2KttkOkR4/L0Q5TVmu8NSSGsZcnx/aZJ9yHenswbeyu9Q4KuetyqQ8d5YsUa9Eaj6a3HZ+bcyZ333oKTs4NpP73OwMY1Sbzz6g8cP5JtmgIgCZgQliOJlzA7o8GIr7+76cNcURQ+2bEPc82n93ZxYurQWwA4faGU9WdOmKdjIWzAttxMXkz4hWq9DhcHB2aM/AsT+nS/arHVyppaHlm2itWH6ka/1Go7ht7anVmvTWDQsIgGjx+LCytY+tEWFi/4hdzsYik9IYQFSeIlzM7RSQP8NqH+cE4eSWfPmaVvlQoeGxqFh5MjNQY98/b/apZ+hbAlpytKeSz+B7IryrBTqRjfJ5LZo2LwdHa86rFrklP5n2UrOX+hbj6Xu4czdz84hGdfGU+Pvg2XKjqVlsf783/i68+2yfwvISxEEi9hFld6VFFZU8P7W3ab7Tzje0cSGRyAoii8e2iHLAskbli1Rj2z9qw3FVuNDA5g/p2j6NX26o8ejUaYtXojs1dvwHBpqDkw2IuH/xHL9JfupHuf9qYRNEWBI/uzeOfV1Xz/n12UFFVcz8sS4qYniZcwi8sfVdQnYUZF4d+/bMdcFbv6t2/DXX26A7D57CkplCpuCktTD/Jm0jZqDXo8nJ2YGTeUh6L64KD+46WGAPIuVDJ52Sre3VxX305RFNq29+V/nhjJs3PH0y+qM3bqut9do0Fh/+6TvPnyKr7/zy6KCn4bAZM5YEKYjyRewuzq14lblXSMs6XmKd7Y1sujwbyuz1P3m6VfIVqDw0V5PL5tNVkX6qrWx3UL4/VxcYQF+F7lyDpHcvL5+5cr+Xh7XTkXRVEIauvNpCkxvPCvexg+uifOLnWT8OsTsLfnrmb5ku3k5ZTIJHwhzEgSL3FNrvRBfCQnj7VH08xyDg8nR6bHRuOs0VCpq2Fu4kaz9CtEa1Kl1/NCwi+sSD+CQTES5OHOnDEjeCiqD06aP675VS/xdC5//3Ilb236bYUHL29X7rh7AC+/dR8TH4qmbfu6ZM5oVDi8L5MF89bw+Ye/knnyvEzCF8IMmvfbKsQVNPVBXFR5kQVmmtflZG/Pc7cOJdDDDb3RyMt7N5l1uSEhWps1WSnsysvipQGxBLt6ENctjP7t27J83xH2n8lpVh8peQX8/cuV+Lm58OodI/FwdkLjYE/U0HCihoZz9nQRiTtPcHh/FjVaHWlHc0g7mkOHzv4MH92TyN7tG7wlKYRoPkm8hFlV1dYyZ80ms/Rlb2fHUyMG08nPu26+2MF48qpk4q8QxdoqZuz6mbEdu3JfWB98XF14asRgjucVsHzf4WY/4i+qrOLJ79YCMCN2CH3btzXVAWvX0Y8774si+cBpDiScIjM9jzOZhfxn0Vb8AjwYOjKSAUO64OCouZ6XKsQNRxIvcc0URUGlUlGrNzBnza9U6679TUN7OzueHjGEnm2DUBSFRUcTSCnJN0O0Qtw41p5OY0tOJjP7DqWbdwCRwQG8dmccuzPOsCrpGCVV1c3u672tdQWOe7cN5unYwWjUahwc7BkwpAsDhnShtKSSQ4mZJCVmkH+ujB9W7OWXNUkMGhbBkBHd8PKuq7Jf/3kghGiaSpHZkjZlwoQJpKSk0L17d1avXm3tcK6q/kNWbzDy6s+byTbDZHqN2o6nhg+hT7tgFEXh6xOHWHfGPPPFhLhRRXj68VTvaPyc6xIgncFA/IlMfj6aRln1n1vZ4anhgxnYMaRRe15OCYf3Z3HkQBbFhRXYqVX07NuRv4yMpGNowDVdhxCtVXPv3zLiJf60+qRLZzDwz5+3mCXpcnHQMD02mq5B/pJ0CdECJ8qLeHLHGmLadObvXfvhqnFgVGQYIyI6s+NkFuuPpVNYebFFfX54aVF7fzdnZsbFEOxZtyJFcIgPwSE+jLmrPznZxSQfyOLYoTN89OY62rb3JXpEN/oM7ITGoe4WI6NgQvxGEi/xp1z+ePGVtZvJLb/2qte+ri7MjBtKWy8PFEVhWVoSG7JlOSAhWmL7uUy2n8vkjg5duTu0By4aB0Z27cKI8FAOZOew6fjJFi9WX1hZzewffgGga5Af02IG4+nshKIohLT3JaS9L7dPGED+uTJSjmSTuDOdn1ftp/+gUKKGRhAY7HUdrlSI1kkSL9Fi9UnXBa2Wl9b8+qcfY1yue3AAT8QMwt3JEYNi5P8O72J/QfPe0BJCNLbuTBrrzqQxun0YEzr3xNPRiVs6tuOWju04XVzK1hMZJGRmU6M3tKjftPNFPHVpQn7P4EAej7kFd6e6JCywjReBbbyIHdOLygotJ1Jy2LzuCHqdge6929NrQEccZBRM3OQk8RItplKpyC4p49Wft6C/xtIOdioVY3t15a4+3bFTqdDq9bx2YAsZ5S37Ri6EaNrG7JNszD7JwIAQ7g/rTRtXDzr6evPIkAFMGtibfVk57Dx1mvSCohb3fTQvn2nf1iVhoX4+PDEsCn8PNwDc3J3oP6gL/Qd1wWhUyM0u5uCeU7i4O+Lr505IBz9TP5KEiZuJJF6ixTYeP8nyfYevuZ82nu48+pdbCPX3ASC3spyXEzfK+otCXAf7C3LYX5BDoLMbD0b0o69/MM4aDTHhnYgJ70RhxUUSMrPZm5VNTlnLpw5kFJXw3OoNALhqNDwWE0WfkGAA7OxUphIVAAaDkYryKtw9XYCm6wEKcaOSxEs0W7VOxwdb95CSV3BN/TjaqxnbsxtjeoSjUatRFIVfz57ki9QDZopUCHEl+dWVvHu4rnL9qHZhjOkQQZCLO/7urtzZuxt39u7GubIL7D+Tw8HsXE4Xl7X4HBd1OhZs3mX6eWCHtkwa2Bs/t7o3LtVqO1PSJcTNptUkXllZWXz00UccPHiQ4uJigoKCGDNmDI899hguLi37Bc7Pz+fjjz9mz549nD9/Hj8/P2JjY5k2bRo+Pj5NHnP06FE+/vhjjh07xoULF2jXrh3jx4/n4YcfRqO58QsIJmadZdH2vde04LXaTsXQ0I6M7xOJj2vdf7PyGi3/PhjP6YpS8wQqhGi2TWdPsunsSdzsHZjQpQeDgzrg5eBEGy8PxnlFMq53JMWVVRzOyeNITh7HzxdQ28I5YQD7z+Sy/0yu6efY8M6M7dUVXzep/SVuPq2ijldycjIPP/wwVVVV9OrVi+DgYJKSkigsLCQiIoJvvvkGNze3ZvV19uxZJk2aRGFhIeHh4XTq1Injx49z9uxZgoKC+O677wgKCmpwTHx8PE8++SRGo5EBAwbg4eHB/v37KS8vJzo6msWLF5st+bK1Ol555RUs3JZwTYtdO9nb85cuHRjTIwL/Sx+0eqORtVnH+e5UsrlCFUKYgY+jM+M7d2dAQAjejs4NEiKdwUB6fhHHzuVzPK+A0yWlmOMO0t7bk3sH9KJbkD8atRqQZEy0PjdMHS+9Xs+zzz5LVVUV8+fPZ+LEiQBotVpmzJjB1q1bWbBgAXPnzm1Wf88//zyFhYVMmzaNp59+GgCDwcC8efP49ttveeWVV1i8eLFp//LycmbOnAnAZ599xl/+8hcAysrKmDp1Krt372bZsmVMmTLFnJdtdWVV1XyZkETS2XN/uo8u/j5Eh3ZgSOcOODvUJaZGReFAfg6fpCTIXC4hbFBJTTVfpB7gi9QDuNg7cFv7cAYHtaeNqwcatZrubQLp3iYQgKpaHScLijiRX8jJgmKyikqpNbR8RCy7tJx3ft3ZoC3Iw41xvSPpERyAp4uzWa5NCFtg8yNea9asYdasWQwePJgvv/yywbbS0lJiY2PR6XTs3r0bT0/PP+zrwIEDPPDAA3Ts2JENGzZgZ2dn2qbT6Rg1ahTnzp1j3bp1dOnSBYCPP/6Y999/n4kTJzJ//vwG/WVkZHD77bfj7+/P9u3bUV/6pnYtrD3ilVdewZcJB0k9X9jiYzVqO8IC/OjbLpi+7doQ4P7bKKTOaOBAfg6fHd9Plb7WnCELISykl28QI0O6EO7lh9fvRsOgbiQ7p7SczKISTheXcqa4jJyycnQG8y1s7+6kYUR4KH1Cgmnj5YGLg4PZ+hbiWtwwI15bt24FIC4urtE2b29voqKiiI+PZ+fOnfz1r39tVl8jR45skHQBaDQaYmNj+frrr9myZYsp8ao/ZtSoUY36Cw0NJTw8nPT0dJKTk+nbt2/LL9BGbDuRwfcHj1FZ27ykSAX4urnQwceLTn4+hAX4Eurvi8NlyaeiKBRUX2RLzkl+zkq9pvlhQgjrSy4+T3LxeQDssGNQUDsGBbani5cvXo5O2NvZ0dHXm46+3qZjjEaF/IpKcsvKySuvIO9CBfkXKimoqKS8uqbFMVRodfyUnMZPyU2vaKFWQY82QXQNDqCjjxf+7q54OjvhoFa3mkeX9eMhyqV/KwoYFSNGpe6pgXLpj/HSn8tHT+qvUKVSYff7P3Z1f6tUqgb7Ccuy+cQrPT0dgIiIiCa3d+nShfj4eNLS0q6aeNX3FR4efsW+ANLSfvuFPnny5FWPSU9PJy0tzeYTr8vnTCiKwo5TWaw5nErRxapG+zraq3F3csTDyRFPZye8XZzxcXUhwN2VAHc32nh64KRp/L+PUVHIr6pgX/5Zfj6dSoVORreEuBEZMbLn/Bn2nD9jagvz9CUqsD0R3v4EubjjqnHAzk5FsKc7wZ7ujfqo0espvlhFycVqSi5WUValpVyr5UK1lgvaGiprarlYU0tVrQ5tM6cmGBQ4knueI7nn//S12atUODva4+bghIO9GmcHDepLyYqdXd3atAajglZfF1dFdQ3VOj02/fjoGqntoIu/H+EBvnTw9SbA3Q0vZydcHRywV9tJAtcCNp94FRTUlS4IDAxscntAQECD/czZV3l5OVqt1mznb46cnLpq7RkZGUyYMMEsfV5ObzCi1etQoUKl4tLfdf++/JtRpUpFS0qY6o1GtAYdtQbDDf3hI4S4sjxgx2U/qwB7Ozsc1fbY29mhVtld4cir+23kR8GIYvpZURQULv2by0eL6hqU3/XRoM8mT9R0g3yuQRbwawuPUalUOKjVaNRq1JdG3OrbbzQZGRnAb/fxK7H5xKuqqm40xsnJqcnt9e31+zWnL2fnpidq/r6v+r8dHBwaPZr8M+dvjpqauqF3rVZLSkqKWfoUQgghhGXU38evxOYTL7VajdFovGp23Jx3BOonvze3r/pkqzmZubneUfDx8aGkpARHR0dCQkLM0qcQQgghrq+cnBxqamquWA+0ns0nXq6urpSVlVFdXd3k9vpHgVcaxfp9X0Cz+6rfv6amBqPR2OSoV0vO3xzx8fFm6UcIIYQQtufPP3C3kPo5VIWFTZc3qJ9bVb+fOftyc3MzFWY1x/mFEEIIcXOz+cSr/m3GU6dONbm9vv1Kbz1ea1/1bzOa4/xCCCGEuLnZfOIVExMDwMaNGxttKy0tJTExEY1GQ3R0dLP7+vXXXzEaG1aV0ul0bNmyBYARI0Y06/wZGRmkp6fj4+ND7969m3lFQgghhLhZ2XziFRcXR5s2bdi1axfLly83tWu1WubMmUNVVRUTJ07Ez8/PtE2n05GRkUFGRgY6nc7U3q9fP3r27ElGRgYLFiwwTYg3GAzMnz+fvLw8hg0bRrdu3UzHTJgwATc3N1atWmVKzKBuyaAXX3wRgEceeeSmWChbCCGEENfG5pcMAkhMTGTq1KlotVq6d+9OSEgIhw4doqCggMjISL766qsGi2Tn5OQwcuRIALZs2dLg7cCTJ0/y4IMPUlZWRufOnQkLCyM1NZXs7Gzatm3LihUrGtXsWrt2LbNmzUJRFPr27Yuvry/79++nrKyMoUOHsmjRIkm8hBBCCHFVrSLxgrqq8wsXLmTfvn1UVVUREhLC6NGjmTJlSoOkC/448QLIzc1l4cKF7Ny5k/LycoKCgoiJieHxxx9vMHJ2uQMHDrB48WIOHz6MXq+nXbt2TJgwgb/97W84yFphQgghhGiGVpN4CSGEEEK0djY/x0sIIYQQ4kYhiZcQQgghhIVI4iWEEEIIYSGSeAkhhBBCWIgkXkIIIYQQFiKJlxBCCCGEhUjiJYQQQghhIZJ4CSGEEEJYiCReoklZWVnMnDmTESNG0KtXL0aNGsV7771HVVWVtUOzaWvWrOGhhx5i4MCB9OjRg5iYGGbPnk1GRoa1Q2sVnn76aSIiIli9erW1Q7FZJSUlvPnmm4wePZqePXsycOBApkyZQkJCgrVDs1nbt29n8uTJDBgwgB49ejBy5Ehee+01ioqKrB2azTh9+jR9+vRh3rx5V9xnz549TJ48mcGDB9O3b1/uvvtuVq5cidRhbxlJvEQjycnJTJgwgbVr1+Ln58fw4cOpqqrik08+4f7776eystLaIdocRVF47rnnmDVrFklJSYSGhjJs2DDUajU//vgjEyZMYNeuXdYO06atXLmSjRs3WjsMm5aZmcm4ceP44osv0Ol0xMTE0LZtW3bt2sXkyZPZtGmTtUO0OUuXLmXq1KkkJCQQFhZGTEwMtbW1fP3114wfP57s7Gxrh2h1RUVFPPHEE1RXV19xnxUrVjB58mT2799PZGQkUVFRZGRk8NJLL/Hiiy9aMNobgCLEZXQ6nTJy5EglPDxcWblypam9urpaefzxx5Xw8HDln//8pxUjtE0//vijEh4erkRHRyupqammdr1eryxYsEAJDw9XBg8erFRWVloxStuVmZmp9OnTRwkPD1fCw8OVVatWWTskm6PT6ZRx48Yp4eHhyuuvv67o9XrTth9++EEJDw9X+vbtq2i1WitGaVtycnKU7t27Kz169FD27t1raq+pqVGeeeYZJTw8XJk6daoVI7S+48ePK3FxcabfvaY+3zMzM5Vu3bop/fr1U1JSUkztubm5yq233qqEh4crGzZssGTYrZqMeIkG1q1bx9mzZxk8eDATJ040tTs5OfGvf/0LFxcXvv/+e8rLy60Ype3573//C8Bzzz1H165dTe1qtZrp06cTFhZGcXExu3fvtlaINqu2tpbnnnsOOzs7IiMjrR2Ozfr1119JTU2lf//+vPjii6jVatO28ePHM2zYMHx8fEhNTbVilLYlISEBnU5HdHQ0UVFRpnYHBwemT58OQGJiopWis67y8nLefvtt7r33Xs6cOUNISMgV912yZAkGg4EpU6Y0+B1t06YNc+fONe0jmkcSL9HA1q1bAYiLi2u0zdvbm6ioKHQ6HTt37rR0aDbNw8OD0NBQBgwY0GibSqWiU6dOAOTn51s6NJv33nvvkZKSwty5cwkODrZ2ODZrw4YNAEyZMgWVStVo+2effcbmzZvp06ePhSOzXfXJaUFBQaNt9fO7vL29LRqTrVi2bBlLlizBx8eHRYsWMX78+CvuGx8fD8CoUaMabRsyZAju7u4cPXpUPt+aSRIv0UB6ejoAERERTW7v0qULAGlpaRaLqTX46KOPWL9+Pe3atWu0zWAwkJKSAiCJxe/s2bOHpUuXcscddzBu3Dhrh2PTjh07BkDfvn0pKyvjm2++Ye7cucybN4/169djMBisHKHtGTx4MBqNhpSUFF555RVyc3Oprq4mISGBF154AYCpU6daOUrrCAoKYvbs2WzcuJHY2Ngr7ldUVERxcTEajYbOnTs32q5Wq03tJ06cuG7x3kjsrR2AsC313wwDAwOb3B4QENBgP3F133zzDbm5uXh5eTF48GBrh2MzSkpKmDVrFkFBQbz66qvWDsem1dbWkpubi729PSdOnGDGjBmUlpaati9fvpzIyEg++eSTK/7u3oyCgoJ47733mDNnDt9++y3ffvutaZu3tzcLFy5scnT/ZnDPPfc0a7/6z3o/Pz/s7Joeq5H7QsvIiJdooL5chJOTU5Pb69ulrETzJCQk8NZbbwEwc+ZMXF1drRyR7ZgzZw7FxcW8+eabeHh4WDscm1b/JrGiKDzxxBOEh4ezatUqkpKS+Pbbb+nZsyfHjx/nH//4h4x8/U5kZCSjRo3C3t6evn37MmLECAICAigtLeXTTz/l7Nmz1g7Rpl3tngDg6OjYYF/xx2TESzSgVqsxGo1NziG5nCJ1W64qPj6e6dOnU1tby6RJk5r9DfNmsHz5crZu3cqjjz7aYNKzaFptbS1Q99g6JCSEzz//HI1GA9Q9ely6dCljxowhJSWFTZs2MWbMGGuGazNSU1OZPHkyjo6OrFy50jQxXKfTsWDBAr744gseeugh1q9fj4uLi5WjtU31o1xXuyeA3BeaS0a8RAP1IzJXquei1WoBcHZ2tlhMrdFXX33FtGnT0Gq1PPDAA7zyyivWDslmnDx5krfeeovu3bvzzDPPWDucVuHy0YZJkyaZkq567u7ujB07FkAKqV7m9ddfp7S0lJdffrnB23gajYZZs2bRv39/8vLyTG8li8bq7wn1n/1NqampAZDktZlkxEs0EBAQQFlZGYWFhU1OFK9/hl//TF80pNfrmTdvHt999x0qlYoZM2bw+OOPWzssm/LOO++g1WpxcnIyTXCuV/8Swvfff8+ePXsYOHAg9913nzXCtCnu7u44ODhQW1t7xdf+69svn/t1M6upqSEpKQmVSkV0dHSj7SqVipiYGA4ePGh6cUE0Vj9nsKioCEVRmhz5kvtCy0jiJRqIiIggPT2dU6dO0a9fv0bbT506ZdpPNKTVapk2bRq7du3C2dmZN954g9tuu83aYdmc+nkgBw8e5ODBg03uc+jQIQ4dOoS9vb0kXtRNAQgLCyMlJeWKr+zXl0fw8fGxZGg268KFCxiNRuzs7BrUPLtcfbter7dkaK2Kl5cXgYGB5Ofnc+bMGTp27Nhgu8FgIDMzE5D7QnPJo0bRQExMDECTS7eUlpaSmJiIRqNp8hvkzcxgMJiSLl9fX5YtWyZJ1xV89dVXnDhxosk/I0eOBODf//43J06c4I033rBytLZj+PDhAPz000+NtimKwo4dOwBkztwlvr6+eHl5YTQa2bZtW5P71Bc07tatmwUja33q7wtNLUm1e/duKioq6Nq1K0FBQZYOrVWSxEs0EBcXR5s2bdi1axfLly83tWu1WubMmUNVVRUTJ07Ez8/PilHankWLFrFr1y5cXFz4z3/+Q69evawdkrjB3H///Xh4eLBv3z4WLlxomsisKAoffPABx44do127dtx6661WjtQ22NnZMWnSJADmz59vqlEIYDQaWbhwIXv27MHDw4O7777bWmG2Cg888ABqtZrFixdz+PBhU/u5c+d47bXXAHjsscesFF3rI48aRQNOTk688cYbTJ06lXnz5rFq1SpCQkI4dOgQBQUFREZGMnPmTGuHaVPKy8v5/PPPgbo5DosXL77ivmPHjjV9exSiJQICAnj33Xd56qmn+PDDD1mzZo1pasCZM2fw9PRkwYIFODg4WDtUmzFt2jTS0tKIj49n3Lhx9OvXD09PT9LS0sjNzcXFxYX3339fHs9eRdeuXZk+fTrvvvsuf/vb37jllltwcnIiMTGRqqoq7rnnHm6//XZrh9lqSOIlGomKimLlypUsXLiQffv2cerUKUJCQpg4cSJTpkzBzc3N2iHalH379pnmLZ0+fZrTp09fcd9u3bpJ4iX+tGHDhvHTTz/xySefsGfPHrZt24afnx/33HMPjz32WJMvxNzMNBoNixYtYvXq1axevZq0tDRqamoICAjg3nvv5dFHH6V9+/bWDrNVmDp1KqGhoXz55ZckJyejUqkIDQ1l0qRJ3HXXXdYOr1VRKVJ4QwghhBDCImSOlxBCCCGEhUjiJYQQQghhIZJ4CSGEEEJYiCReQgghhBAWIomXEEIIIYSFSOIlhBBCCGEhkngJIYQQQliIJF5CCCGEEBYiiZcQQgghhIVI4iWEEGZQXV1NTk6O6efVq1cTERHBsGHDrBiVEMLWSOIlhBDXaO3atYwePZqEhARrhyKEsHGySLYQQlyj9957j/z8/AZtcXFx9O7dG41GY6WohBC2SBIvIYS4Dtzd3XF3d7d2GEIIGyOPGoUQQgghLESlKIpi7SCEEKI1+vDDD1m4cGGj9ieffJK2bdvywgsvEBgYyI4dO0zbHnroIfbt28dHH32Er68vH374IcnJyQCEhoZy7733ctddd2FnJ9+LhbgRyaNGIYT4k4KDg+nXrx/Hjh2jtraWDh064OvrS3Bw8FWP3bVrF//9738xGo2Eh4dTUVHB4cOHOXz4MNu2bePdd9/FwcHBAlchhLAk+UolhBB/0sSJE1mxYgX+/v4APProo6xYsYKJEyde9dgVK1bQpUsXNm7cyI8//siWLVtYtGgRLi4ubNq0iaVLl17v8IUQViCJlxBCWIGrqyuLFy+mXbt2prbY2Fief/55AD799FNqa2utFZ4Q4jqRxEsIIazg9ttvJzAwsFH7XXfdhaOjI5WVlSQmJlohMiHE9SSJlxBCWEGvXr2abHdwcKBTp04AnD592oIRCSEsQRIvIYSwAk9Pzytuc3FxAeDChQuWCkcIYSGSeAkhhBVUV1dfcVtlZSUAvr6+lgpHCGEhkngJIYQVpKenN9leXV1NVlYWAF26dLFkSEIIC5DESwghrpFKpQKgJfWo161b1+So16pVq9DpdPj7+9OvXz+zxSiEsA2SeAkhxDWqn5OVm5vb7GPOnz/PjBkzKC0tNbVt2LCBt99+G4Bnn31WqtcLcQOSyvVCCHGNIiMjSU9PZ8mSJezYsYO4uDiCgoL+8JiwsDC2bdtGTEwMYWFhlJSUcO7cOQAmT57MhAkTLBG6EMLC5OuUEEJco9mzZzN69GicnZ3JzMwkIyPjqseMHDmSzz//nF69epGRkUF1dTXDhg1jyZIlpiKqQogbj4x4CSHENfLx8eGDDz5o1H61Uavo6Giio6OvV1hCCBskI15CCCGEEBYiiZcQQgghhIVI4iWEEEIIYSGSeAkhhBBCWIhKaUnFPyGEEEII8afJiJcQQgghhIVI4iWEEEIIYSGSeAkhhBBCWIgkXkIIIYQQFiKJlxBCCCGEhUjiJYQQQghhIZJ4CSGEEEJYiCReQgghhBAW8v8BoAgqCLMDkKcAAAAASUVORK5CYII=", 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