{ "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-2024-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-2024-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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", 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" ] }, "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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XvFntm3RMCm4g00tCCDGOBDLiiDBS8DGt+jkvz+yN82OOWZ2bt/PIZRzWjBbEe3yWSb+mYRBFWqaXhBBiHAlkxJIXhFHcQXqaYnLP7ovzY+YzkAHYtL4NOPTVS4N5j0jL9JIQQoAEMuIIUPJC3GmaLg7lPQ4OlgA4etV8BzJxnsxz+4YpznKaKOmYFN1g1vsJIcRSJYGMWPJKbpwfYxi1p5bKozGrl6VJJea3TuSyXJKV7SkirXli18Cs9rVMgyDUFEoSyAghBEggI44AI0UPa5r8mHL9mKPneVqprJz0u/0QVi/ZlpI8GSGEGCWBjFjS/CAi74Yk6iy71lpXRmTme1qp7MTR6aWn9w7i+eGs9rUtg4IbEEZS5VcIISSQEUtayQvi/Birdn5M72CJ4YKPaSiOWpldkPNa2Z6ivSVBEGqe2jM4q31ty8APIlxPAhkhhJBARixpJS9ER7pufswzo9NK6zqz2NOsbJorSqnKqMxsp5fiPJkId5YjOUIIsRQ1RSATRRGf//znOfvss9myZQtvf/vb2bFjR83tn3zySd797ndzxhlncOaZZ3LppZeyd+/eCdt8//vf54ILLuCUU07h1a9+NT/96U/n+zLEIhgueNMGJ+W2BAs1rVRWXob9xO6BWTeDNJTC9SThVwghmiKQufHGG/nqV7/K1Vdfzde+9jWUUrzrXe/C86ZWRu3v7+dtb3sbmUyGf/mXf+GWW26hv7+fd77znbhu3KjvV7/6FZdddhlvetObuOOOOzjrrLO4+OKLefrppxf60sQ88oOQolu/LUEUaZ7bv7CJvmVrlmdoSdt4flTJ0Zkpy1KMFCWQEUKIhg9kPM/j9ttv55JLLuGcc85h06ZNXH/99XR3d/ODH/xgyvY//OEPKRaLfPrTn+b444/n5JNP5tprr+Xpp5/mwQcfBOCWW25h27ZtXHTRRRx77LF8+MMfZvPmzXzpS19a6MsT86hY7q9UJz9mb28e1w9JOiarOtILeHbx9NKmdYc2veRYJq4f4geSJyOEOLI1fCCzfft28vk8L3rRiyq35XI5TjrpJO6///4p25955pn8wz/8A4lEYsp9g4ODRFHEgw8+OOF4AGeccQYPPPDA3F+AWDQlLyTS9fNjytNKG7pa6m43X8ZX+Z1NM0jbMvCCUPJkhBBHvIYPZPbv3w/AqlWrJty+cuVK9u3bN2X7tWvXTglSvvjFL5JIJDjttNMYGhqiUCjQ1dU1o+OJ5jWcn0F+zALXj5lsfWcLqYRF0Q3Y0T084/0MQxFFetZLt4UQYqmZ3xKmc6BYLALgOM6E2xOJBIOD0y9b/fKXv8xXvvIVrrjiCpYtW1YJjKodr5xDc6isw1zxYprGhD+bUaNcg+eHeEFIKmnXPBcvCNnVMwLAcWtax87dmPjnfDLNeFTmoScO8viuAY5b2zbjfW3bxAvCqq+7RnkeDodcQ+NYCtexFK5BVNfwgUwymQTiXJny3wFc1yWVStXcT2vN5z73OW666Sb+4i/+gre+9a0AlSmnyYnC0x1vOoahaG/PHPL+4+Vyh34ejWKxr2Fg2MVJ2nTkUhiq+pTR4zv6CCNNWzbB0WvbUZO2y2SmTk/Oh1NP7IoDmZ0D/PG2ZM3znUyZJsoyaGtLTzn3ssV+HuaCXEPjWArXsRSuQUzU8IFMeUqpp6eHdevWVW7v6elh06ZNVffxfZ8rrriCO++8k8svv5x3vOMdlfva2tpIp9P09PRM2Kenp2fKdNNsRJFmaKhwyPtD/E0hl0sxNFQknOVy3EbRKNewvy/P8LCLUyfv5ZGnDgKwYVULwyOlyu2mYZDJJMjn3QWpntvVliRhGwyOeGx/5iBrZ1iUz/NDhryQ7qxDwpmY0Nwoz8PhkGtoHEvhOhb6Gubqi62YXsMHMps2bSKbzXLvvfdWApmhoSEeffRRLrrooqr7XH755fzgBz/gs5/9LK985Ssn3KeUYuvWrdx333284Q1vqNx+7733cuqppx7WuQZztIIkDKM5O9ZiWexrGBz2MA3qvmE9szeemtzQ1VJ1uzCKFuQNz1Bw3No2fv9sH79/to9Vy2a2espQcUJzvhhXJa5msZ+HuSDX0DiWwnUshWsQEzV8IOM4DhdddBHXXXcdHR0drFmzhmuvvZauri62bdtGGIb09fXR0tJCMpnkW9/6FnfddReXX345p59+OgcOHKgcq7zN2972Nt797ndz0kkn8ZKXvIRvfvObPPbYY/zN3/zNIl6pmCuuH1J0Axy79rLrQilgX288gnb0qpaFOrWaTlwfBzLbd/Rz/qlrak4VjaeUQmstK5eEEEe0psh6uvTSS/mjP/ojrrrqKv70T/8U0zS57bbbcByHffv2cdZZZ3HXXXcBcOeddwLwmc98hrPOOmvCT3mbs846i0996lP827/9G69//ev51a9+xc0338yxxx67aNco5k7Ji+urOHWSr5/bHy+7XtGWpCXt1NxuoRy3phXTUPQNu/QMFGe8n2UZ0glbCHFEa/gRGQDTNLnsssu47LLLpty3du1aHn/88cq/b7/99hkd83Wvex2ve93r5uoURQMpuj5aU3dUo7LseoHbEtTi2CbHrmnliV0DbN8xQGf7zKaXnHGdsBdilZUQQjQaeecTS4rWmuGCj23Xn5qp9FdapPox1ZxYLo63o3/G+9imQRBEeL7M+QshjkwSyIglxfMjSl5Iok5+zMCIS9+wi1KwoXPx82PKTjiqDUMpuvuL9A2Vpt+BeGrJj6QTthDiyCWBjFhSSl6AH0R1K/qWp5XWLM9MWba8mFIJiw2jicfbdw7MeD+FoiSdsIUQRygJZMSSUnTjD/S6+TENOK1UtmldGwCPzWZ6yVLkpRO2EOIIJYGMWDK01gwV/LqrlbTWPLtvNJBpkETf8TaOBjJ7DuQZynv1Nx5lWwYl6YQthDhCSSAjlgzXDyl5IY5d+2XdM1AkXwqwLYO1Kxqv8mZL2uGo0cq+M51eciwTf7S3lBBCHGkkkBFLRskL8cOwfn7M6LTSupVZrAZtHrdplquXyp2wXU8CGSHEkacx38mFOAQFN8BAzax+TAPmx5RtWtcOwI7uYQqlmRW7U4ai5EogI4Q48kggI5YErTUjBR+7zrRSGEXs2B8HMsc0YH5MWXtLgq6ONFrD47sGZ7SPbRmMlHy01vN8dkII0VgkkBFLQskLR+vH1H5J7zmQxwsi0gmLzo7UAp7d7M12esmxDFw/xJOEXyHEEUYCGbEkuH45P6Z2XZjytNKGVS0zasq4mE5cH08vPbN3aEa5L7YVV/iVwnhCiCONBDJiSSh5cX5MPc+MJvoes8D5MVGkiaLZTfksb02yLJckjDRP7p5+ekkphQY8SfgVQhxhmqJppBDTKZYCTLN2IOP5IXsO5IHDrx+jtSbSmigaDVK0JhwNVqJIozVo4h8FKAVBqOnIOTNu7KiUYtP6Nn7+yH627+zn5GM6pt3HNOKEZyGEOJJIICOaXhRpil79Zdc7uoeJtKYt69Dekpj2mEU3YLjg4QdRHJxEgBobVTEMhaEMTENhGHEtF8cysCyFY5kYhsI0yvcr9hwYoeSFZJIzHwQ9cX07P39kP0/uHpy27QKAbZnkS/6sR3+EEKKZSSAjmp4XhAShJpWYPj9mJqMxYaRxix4pxyKbVFiWgW3GQUk5MCkHKaapRoOa+tNauYzDvt48maQ94+tatSxNa8ZhMO/xzN6hStXfWhzLoFAKcP0Qp4F6SAkhxHySQEY0PS+ICMIIy6z9cn52Fvkxrh/Skk2yuj0Zzw/NgZa0w/6+AmEUzXp66d5He9i+o3/aQMY0FX4U4UnCrxDiCCLJvqLp+X4EunajyHzRp7u/CFDpLl2P64XkMs6cVv5NJyzSCWvWRes2ja5eenzXAGFUf2m1UgqlFSVJ+BVCHEEkkBFNz/VCVJ1XcnlaqbM9Ne3UjtZxwm4u48zlKWIYitasM+sg46gVWTJJi5IX8txoMb96LEuRn2E1YCGEWAokkBFNL+/62HVGTyrdrmcwreQHEY5lkJ5FLstMZVMOpqEIw5kXrTMMVZlS2r5jYNrtHcug5IUEs3gMIYRoZhLIiKYWhBFeEGFZ1aeVtNaV+jEzSfR1/ZBUwiI5D8my6YRFOmlTnOWoTHl6afuO/mlXJNm2gReE0kBSCHHEkEBGNDXPjwiCqOaITP+wy2DewzAU6zuzMzpea9aZl8q/hqFozTizDjKO7mohYZvkSwG7D4zU3dY0DMIIqfArhDhiSCAjmpofhARRhFkjkCnnx6xdkcGx64+yhFGEYShSiflbzJdN25immtXUj2kanHBUKwDbdw5Mu72hkIRfIcQRQwIZ0dS8IKrbmKCSHzOTaSUvImGbpJPzF8ikEhbphD3r1Usnjptemq7DtW0aDBc86YQthDgiSCAjmlrRDTCN2vkx5RGZmdaPyWXsGdd5ORSGUrRlHUqznPo5dk0OyzQYGPHY31esu61tSydsIcSRQwIZ0bS01hTdAKtG6f79fUWKboBjG6xenp72WJHWZJJzu+y6mmzKxjbjbtUzZVsmx62Ng7HtO/rrbutYBr4fUZK+S0KII4AEMqJp+UEU9yCqmR8TTyut72yZdpQlXnZtkp7H/JiyZMIinbQoerMLNE5cNzq9tLN+IKOUAoWsXBJCHBEkkBFNywsi/DCqWYH3mVm0JSh5IemEhWPP/69EPL2UwPNnN/Vz/NpWDENxYKDEwYH600uGksJ4QogjgwQyomn5QUSk42XNkwVhxM7ueKnyTBJ9gzCu5jsfy66rySTj6SV/FtNLyYTFMaMtFqZbvWTbBsMFn0gSfoUQS5wEMqJpuX5Q8wW8u2eEIIzIJC1WtCXrHieMIgzFvC67niyVMEknbUqznF46dk28DHu6ejKOZeL7oTSQFEIseRLIiKZVLAWYZvURlPGrlaYbZXG9kIRjkkrMfTXfWtTo6qXZTi+tXp4BYM+BfN3l1Zap8IJI8mSEEEueBDKiKUWRpuiF2DVWLD0zy/oxubQzr8uuq8mkytNLMw82ujrSo/kvAUN5r+Z25eBNKvwKIZY6CWREU/KCkCDUVRN9S17A3oN5AI4ezSmpRWtNhCaTmvsmkdNJOiaZlE1xFsXxbMugsyMFwJ7Ra6y5rWkwUpSEXyHE0iaBjGhKXhARhBFWlamlHftH0Bo6cglas4lpj5OwzAXNjylTStGadWaV8AvjppemCWQc26DoBtIJWwixpEkgI5qS70egqZr/Uq4fc8yMppVC0kmLxDR9mOZLJmljW+asknLXjAYyew9MF8iYeIGWhF8hxJImgYxoSq4Xomq8eiv9lWZQP8YPNLn0/FfzrSXpmGST1qyaPJZHZPb2Foiiegm/BmEU4c4yoVgIIZqJBDKiKeVdv2pF3+GCx4GBEgAbuurnx4RhhGlCah6bRE4nnl5KzGp6aXlrMm5DEEQcHCzV3daAWS/xFkKIZiKBjGg6QRjhBRGWVW1aKV52vXpZetq8l5IfknIsUs7iBTIAmZQ1q+klw1CsmmGejGVJwq8QYmmTQEY0Hc+PCGr0WHp278ynlTwvoiXlVK0MvJCSjkVL2qI4i+mlmebJ2JaJ60ezWuIthBDNpCkCmSiK+PznP8/ZZ5/Nli1bePvb386OHTtmtN873vEOvvCFL0y577zzzmPjxo0Tfv7P//k/83H6Yo75QUgQRZiTAhmt9Yzrx2it0cSjIY2gNZMgCHTdInfjrZnpyiXLwAtCyZMRQixZjfEuPo0bb7yRr371q1xzzTV0dnZy7bXX8q53vYs777wTx6meqFkqlbjyyiu55557eP7znz/hvpGREfbu3csXv/hFNm/eXLk9maxfyl40Bi+IqDaG0jvkMlzwMQ3FUSuz9Y/hRzj24iy7riaTtHFsI14OPoMVVKuXpwHo7i/EHcBrFAY0DAWRxvVCsotQK0cIIeZbw4/IeJ7H7bffziWXXMI555zDpk2buP766+nu7uYHP/hB1X0efPBBXv/61/Pwww+Ty039Zv7EE0+gtWbr1q2sWLGi8tPSUj85VDSGohtgVpkOKk8rHdWZrfnBXlbyQzJJE2eRll1PlnBMWlI2JXdmibm5jEMmaaE17O8r1N3WMBRFT/JkhBBLU8MHMtu3byefz/OiF72oclsul+Okk07i/vvvr7rPz372M7Zt28Ydd9xRNTh5/PHHWbFiRdUgRzQ2rTVFN8CqEqg8M4v6MWEQ0bKIy66ryWUcgnBm00tKKdasGM2Tma7Cr22QLwbSCVsIsSQ1xrh6Hfv37wdg1apVE25fuXIl+/btq7rPX/7lX9Y95hNPPEE6neaSSy7hoYceoqOjgwsvvJA3v/nNGIfRb6fah+tslHM+Jud+NJP5vgbPDwm1JuFYEx4jijQ79scrlo5b21r38YMwwnYsWjJO1edssZ6H1pYEqX6LIIKkM/1jr12R5Yldg+ztLUw513LfKNMwSCYsXDdEa7Ds5nltye9D41gK17EUrkFU1/CBTLFYBJiSC5NIJBgcHDykYz755JMMDw9zwQUX8P73v58HHniA6667jsHBwWmDoFoMQ9HenjmkfSfL5VJzcpzFNF/XMFzwSCYd2luSE1Yb7dg/RMkLSSUsNm5YXncl0nDBY2U6warO1qpTVGWL8TyMeCF9gy65lunztY5f38GPH9zDvt4CuZbq55rJJEinHXoHiyTTCdpa6rdsaETy+9A4lsJ1LIVrEBM1fCBTTsD1PG9CMq7ruqRSh/aC/Kd/+idc1yWbjRNCN27cSD6f56abbuKSSy45pFGZKNIMDdXPVZiOaRrkcimGhoqETdofZ76voW+oxPBwickDC488dQCIi+CN5OsXiesbKrFqWYahwerP12I+DyqMGBwqYhJVbb8wXlsmTt49OFBk/8Fh0uMSl03DIJNJkM+7hFHE8IhLz4FhdNA8xfHk96FxLIXrWOhrmKsvtmJ6DR/IlKeUenp6WLduXeX2np4eNm3adEjHtG0b2564guOEE06gUCgwODhIe3v7IR03mGXzv1rCMJqzYy2W+bqGQsknivSUN6Kn98Sjcxu6Wuq+SWmtiUJNwjanPb/FeB6StollGhRKPslpCvUlLIOOXIK+IZdd3cMct6Z1yjZhFBGGEUrB4IhLexOOyMjvQ+NYCtexFK5BTNTwk4WbNm0im81y7733Vm4bGhri0Ucf5YUvfOGsjxdFEeeddx433XTThNsfeeQRli9ffshBjFgYxVKAOanjtR9E7OoeAaYvhOf6IY5tkk40xmqlyRzbJJe2KbkzK2BXKYw3g3oyBTcgjOQNXAixtDT8iIzjOFx00UVcd911dHR0sGbNGq699lq6urrYtm0bYRjS19dHS0vLjOrAGIbBy1/+cm699VY2bNjA5s2b+eUvf8mtt97KlVdeuQBXJA5VFGmKXjhlafWunhHCSJNL2yzL1R9xcL2Q1kwC22rMQAagJe1wYLCI1nra6aXVyzM88kwfe6at8GtQKAa4XkQ62fDfX4QQYsYaPpABuPTSSwmCgKuuuopSqcRpp53GbbfdhuM47N69m/PPP59rrrmGCy+8cEbH+9CHPkQul+Ozn/0s+/fvZ+3atVx55ZW88Y1vnOcrEYfDC0KCUJOaNJqyozterbRhVW7aD/4g1A237HqybMoiaVu4XkhymoJ940dk6gU+lmkQRBGuH5JexCaZQggx15riHc00TS677DIuu+yyKfetXbuWxx9/vOa+P/7xj6fcZlkW733ve3nve987p+cp5pcXRARhhGVOfNmWp1XKdVVqKfdnapRqvrXYlklL2qZ3qDRtINPVkcZQinwpYDDv0ZatPSKlULheADRfnowQQtQiY8yiafh+BJoJow5aa/YdjFcfrV6Wrrt/yQ9JOCbJBs2PGS+XcdCaaYvjWZZBZ0e8em+6PBnLigMeIYRYSiSQEU3D9ULUpFfs4IhHwQ0wDEVnR/1AxvMjchkHY5rpp0aQSdokHJPSDDpiVxpITpMn41jx8XxZsSGEWEIkkBFNI+/62JOqcu7tjT+8O9tTWHUqdpZHNjLJ5micaFsGrRkbdwaBzOoZdsK2K52wZ7YiSgghmoEEMqIpBGGEF0RY1sTRlL2VaaX6+TGuF08rNXp+zHgtqZlNL5UDmX29BaKo9raGoYgijSeBjBBiCZFARjQFz48qybrjlUdkVi+vP63k+iGZhDVtV+xGkp7h9NLy1iSOZeAHEQcGi3W3NQxFcYYdtoUQohk0z7u6OKL5QUgQRRMavo1P9F21fJoVS6Eml2nsZdeT2ZZBLjN9cTzDUJXrL49Q1eJYBiNFf0YdtoUQohlIICOaghdETE7R7Rtycf0Qy1SsbKvdd8tvkmXX1bSkE2ioO2UE4+rJzKAwnhfE03RCCLEUSCAjmkLRDaZ0qi4vN+7qSNftdl0uLJdwGn/Z9WSZpEVyBtNLa2aR8OsHkST8CiGWDAlkRMPTWlN0A6xJ+S3lQGb1NNNKXhCRy9hNsex6Mss0aMskpl29tHq0GGB3f6Hu8mqlFFprvBmshhJCiGYggYxoeH4QVaaHxtvbO7piqU4gE0UaRZw426yy6fjc600v5dI22ZSN1rC/r36ejGVKYTwhxNIhgYxoeF4Q4YfRhDoxUaTZ1zt9RV93tJpvugnzY8rSSWt09VLt4EMpNVZPZto8GZN8yZ8270YIIZqBBDKi4flBRKSZkAdzYLBIEEY4tsGy1tpdz10/JJuy6xbLa3SWadDWkqDk1U/QXTO6BH26VgWOZRBInowQYolo3nd3ccRw/WDKC7W8zHjVskzdjtdhCNlU804rlWVTNkrVn14q58lMl/BrWQZ+JIGMEGJpkEBGNLxiKcA0JwYr+w5OXwjPD0JsqzmXXU9WXr1UrDO9VK5u3D/sUij5dY+nUHWnqoQQollIICMaWhRpil44pSJvZcVSndYEJS8klTBJNuGy68lMw6Atm8B1a08vpRIWy3IJYCbLsBX5ogQyQojmJ4GMaGheEBKEekKOSxBG7O+PS/HXW7HkBxG5tFN36qmZZFM2yoAwqh3MzDzh16DkhwShFMYTQjQ3CWREQ/OCiCCMsMZNLfX0F4kiTSph0Zat3nYgijQoRTrZ/NNKZemkRTph1W1ZMBbIjNQ9lm0Z+L50whZCND8JZERD8/0INBNGVcamldI1R1tcPyRpN1e36+mYhkFr1qkbfKwZNyJTr5+SaRiEkZ620J4QQjQ6CWREQ3O9EDXpVTqTQniu1/zLrqvJphwMpQhrTAl1daQxVFzwrn/IrXssw1DTNqQUQohGt7Te5cWSk3f9qRV9Z7BiKYw0Lenm6nY9E+mERSphUawxkmJZBp0dcQPNHd1DdY9lWwYjJemELYRobhLIiIYVhHGXZssamz7yg5ADA/UTfT0/xLZMUonmX600mWEoWrMOXp3ieOXppV3dw3WP5VgGnh9KJ2whRFOTQEY0LM+PCCb1WNrXW0DreAVPrREX14+XXSfspRfIAKQcC610zZGUcoC3c3/9QKbcCduThF8hRBOTQEY0LD8ICaIIc1wgU67oWy8/xvMjWrOJJbPsejLHNrENgyCsHsisWTE2IhPWqQSslEKDrFwSQjQ1CWREw/KCiMmhyL7e+vkxUaQxDNXUTSKnk7BNbNvAD6oHIMtySRK2gRdEHBydhqvFMKAgnbCFEE1MAhnRsIpugGlMDGWmq+hb8kIS9tKo5luLYSgySbtmbothjHXC3j1NYTzHMqQTthCiqUkgIxqS1pqiG2CNa01Q8gJ6R5cU1xqRcf2QXGbpLbueLJ20COvMCK1ZkQVmUhjPxPelgaQQonkt7Xd70bT8IMKvkugL0JZ1SCendrTWWhNpTSa59JZdT+bYJoaiZsJvOU9mulYFlqkIIi0rl4QQTUsCGdGQvCDCD6MJIytj9WOqTyv5QYRjmUs6P6YsYZuVVUfVlEdkevoLNXNpoFwxWcuIjBCiaUkgIxqSH0REOs73KCuvWFq1rPa0Ujph4dhL/2XtWAaObdYcScmlbXIZh0iPjWTVYpkGhaI/H6cphBDzbum/44um5PrBlBfndCMynh+Ryyydbtf1KKXIJu2aIzJKKdZ1tgBj/2+12JZBwQ3qdtUWQohGJYGMaEjFUoA5ruN1vuQzmPeA6iMyYRRhGmpJNYmcTjJhUm+x0bquOJDZc7D+iIxtGgRBhOdLICOEaD4SyIiGE0WaohdiW1ML4S3LJUk6U4MV14tIOEuzLUEtCcfEVNQcSZnpiIxlGfiRVPgVQjQnCWREw/GCkCDUExJ9pyuE5/ohLWkb0zhyXtJxYbx4+XQ1R40GMv3DLoVS/RwYpZUk/AohmtKR864vmoYXRARhhGWOT/Stnx8TRZp0YuqS7KXMMg2STu2E33TSZllrEph+esmyFHlJ+BVCNCEJZETD8f0INBOSduv1WAqjCNNUJJZwNd9askmbIKidKFPuhD2ThN+iF0rCrxCi6UggIxqO64Woca/MobzHSNFHKejqSE3Z3vPj+jFLtdt1PUnHrNsJu1IYbwaBTBBEuJ4EMkKI5iKBjGg4edefUNG3PJqwsi2FbU0NVvwgIp0wl3xbgmqm64S9drQw3t6D+ZrBDsTTVH4U4dUpnieEEI3oyHvnFw0tCCO8IMKyxk0rjRZ0W1Wnom86tfTbElQz1gm7+khKZ0caw1AUSgGDI17dYykUrieBjBCiuTRFIBNFEZ///Oc5++yz2bJlC29/+9vZsWPHjPZ7xzvewRe+8IUp933/+9/nggsu4JRTTuHVr341P/3pT+fj1MUseX5EMKnH0ljH66krlrTWKKVIHoHTSjDWCbtWGwLbMuhqj6fjppteskxFfprVTUII0WiaIpC58cYb+epXv8rVV1/N1772NZRSvOtd78Lzan/DLJVKXHbZZdxzzz1T7vvVr37FZZddxpve9CbuuOMOzjrrLC6++GKefvrp+bwMMQN+EBJEEeZoIKO1Hrf0euqIjB9E2JZxRObHlKUTFmGd1JbVM8yTcSyDkhcS1DuYEEI0mIYPZDzP4/bbb+eSSy7hnHPOYdOmTVx//fV0d3fzgx/8oOo+Dz74IK9//et5+OGHyeVyU+6/5ZZb2LZtGxdddBHHHnssH/7wh9m8eTNf+tKX5vtyxDS8IGJ8g4GBEY+iG2Iais72Kom+QUTCNo+I/kq1OI6Jok4n7FmsXPKlwq8Qosk0/Lv/9u3byefzvOhFL6rclsvlOOmkk7j//vur7vOzn/2Mbdu2cccdd9DS0jLhviiKePDBByccD+CMM87ggQcemPsLELNSdANMY2r9mM6OVGWUZjw/iMgm7SOiv1It03XCLo9k7estENXpaWCaBkEYSWE8IURTmVFjmjvuuGNWB33d6153CKdS3f79+wFYtWrVhNtXrlzJvn37qu7zl3/5lzWPNzQ0RKFQoKura8bHmynLOry4sPxBXe0Du1kczjVoreMRFseq7L+vL070XbM8W/WYSkE2Yx/2//14zfY8mKYilbTwgrEpuXKFY9MwWNmRJmEbuH5E77BLV0f16sgQv4bDKJrT/89D1WzPQzVL4RpgaVzHUrgGUd2MApmPfOQjMz6gUmpOA5lisQiA40xclZJIJBgcHJz18UqlUs3jua57iGcZJ122t1dfVTNbudzUKZRmcyjX4PohiWSenG1Vitt198XP/7FHtZNrmXjMIIwIUHSuzJFNzX1V32Z6HlZ7mr0HR6b8H2UyCQCO6szx1O4B+oY9Tli/rOZxtDJQtjVnr+W50EzPQy1L4RpgaVzHUrgGMdGMApkf/ehH830eNSWTcYl1z/MqfwdwXZdUavYvyEQiUTneeId6vLIo0gwN1S8DPx3TNMjlUgwNFQmbNOHycK5hpOjTP1CkNevguopIa3b1DAPQkbUZGi5O2L7gBqA1pUIJv1R/afFCXcNi8V2P4eESzuiXTdMwyGQS5PMuYRTR1ZHiqd0DPLWrn5PWt9U8TskNKBRclmXsRa/L04zPw2RL4RpgaVzHQl9DI30ZWOpmFMisWbNmxgesV3TrUJSnlHp6eli3bl3l9p6eHjZt2jTr47W1tZFOp+np6Zlwe09Pz5TpptkKauQozFYYRnN2rMVyKNdQLAX4YYTWmjDUHBgo4vnxqqSOlsSUN5+SG9CadtARBPNQWr+ZngfTUKA1nh9MaJwZRhFhGLFqdOn67p6Rum/ipgGFUkCh6JNONkbvqmZ6HmpZCtcAS+M6lsI1iIlmFMhM9r3vfY/77rsP3/crgYvWmkKhwG9+85s5rcmyadMmstks9957byWQGRoa4tFHH+Wiiy6a9fGUUmzdupX77ruPN7zhDZXb7733Xk499dQ5O28xe64fTMg+3zdaCK9rtKjbZEEQkZmHKaVmNL4TtpmYOpJSXrnUM1DE80OcGsvVTcMgCsH1I9LJqpsIIURDmXUgc8MNN3DDDTfQ0tJCEATYto1lWfT19WEYxoTgYC44jsNFF13EddddR0dHB2vWrOHaa6+lq6uLbdu2EYYhfX19tLS0TJh6qudtb3sb7373uznppJN4yUtewje/+U0ee+wx/uZv/mZOz13MTrEUYFbteF27EN6R2CiymnIn7HzRJ5mYen9L2iabshkp+uzvK7Cus2XqRqOUgpIXAFUOJIQQDWbWk+Df/va3ec1rXsN9993HW9/6Vl760pfyi1/8gm984xu0tbVx/PHHz/lJXnrppfzRH/0RV111FX/6p3+KaZrcdtttOI7Dvn37OOuss7jrrrtmfLyzzjqLT33qU/zbv/0br3/96/nVr37FzTffzLHHHjvn5y5mJoo0RS/EHrdaZiyQqV4IzznCC+FNVq8TtlKqMiozbYVfK25pIIQQzWDWIzLd3d289rWvRSnF5s2b+d73vgfAySefzHve8x6+/vWvH9KUTz2maXLZZZdx2WWXTblv7dq1PP744zX3/fGPf1z19te97nVzurpKHB4vCAlCTSoRByZhFLF/dOn16mVTAxnPj3BsE6cBlgk3inIn7FpWr8jw+K4B9h6YvjBeyQ8rVZOFEKKRzfpdKp1OV4qPbdiwgd27d1eWNJ944ons3r17bs9QHBG8ICIII6zRqaUD/SWCUJOwTTpyU6c4/CAimz6yC+FNVumEXSORcaYjMrZl4PuhdMIWQjSFWQcyp5xyCt/+9rcBWLduHaZp8otf/AKAp59+ekp9FiFmwvcj0FQCk72j/ZVWLU9XDVYirUk5h5SrvmSVO2F7tSr8jq5cGhjxKNRpDmkaBqFGWhUIIZrCrD8J3vOe9/C2t72N4eFhbr75Zl7zmtfwkY98hDPOOIN77rmHP/iDP5iP8xRLnOuFqHFh9VjH66nTSkEYd8eW/JiJyp2w+4dLVe9PJiyW5ZL0DpXYc7DA8Wtbax8LKHoB7ZLwK4RocLMOZE477TS+8Y1vVPJSPvrRj2IYBg8++CCveMUrZlUFWIiyvOtjjyvAVl56XW3FkufHJfQTjuRvTJZOWBysU/B6zYoMvUMl9h7M1w1kbMsgX6w9aiOEEI3ikMbmN23aVClGl0gk+H//7//N6UmJI0sQRnhBhGXFU0hBEFVaE1RfsRTS3pKcUPhNxMqdsKMahSlXL8/w26d7Z5Qn4/mRJPwKIRreIQUyw8PD/OpXv6JQKFSt5CurgcRseH5caTOZil+O3f0FIq1JJyxaM1NzroIwHnkQU03XCXvN6AjX3gP5Si2eamzLoOB6uH4ogYwQoq567yULYdafBj/5yU/4q7/6q0ozx8nmummkWPr8ICSIxjo37z04Nq00+ZcjijRKaSmEV4NjGTi2WTOQ6RytklxwAwZGPNpbqufAGIZCRxrPD0GqJwshavj1r3/NF7/4Rf7xH/9x0c5h1oHM3/3d33HMMcdwxRVX0NnZiSHD++IweUHE+HClbiG8MMKxLUn0rUEpRTZpc2Co+hcNyzToak+xt7fA3oP5moEMgDIUJVeWYAshavv617/OU089tajnMOtA5plnnuHGG2/khS984XycjzgCFd0gbno4amzpdbVCeCFJx6rZK0hAMmFSr3fr6hUZ9vYW2HMwz+ajO2puZ5sGIyV/0YeNhRCinlkPp6xevZqRkZH5OBdxBNJaU3QDrNE8DM8POTgYLx8u1z0ZLwg0LTLVUVfCMTEMVbPLdaUw3nQVfkdr0gR1umULIRbH17/+dV75yldy8sknc+655/KFL3yBIAj47ne/y8aNG9m+ffuE7X/yk5+wceNGfvvb3wIwMDDARz/6UV784hdzyimn8MY3vpFf/vKXE/bZuHEj//qv/8qVV17J6aefzgte8AIuvfRSDh48CMBHPvIRvv3tb7Nnzx42btzIt771rYW5+ElmHcj8xV/8Bf/wD/8gFXzFnPCD0ZUxo/kx+/oKaB03OWxJT030jdAkJdG3rsRo64ZaBe3KU3b7egtEUe2hG9s08IMQVwrjCdFQvvjFL/J//+//5cwzz+Tmm2/mz/7sz7jlllv46Ec/yrZt28hkMpX2QWV33nknRx99NM973vNwXZe3vOUt/OhHP+IDH/gAN9xwA11dXbzzne+cEsxcf/31RFHE3/3d33H55Zdz991386lPfQqA973vfZxzzjmsWLGCr33ta5x77rkL9V8wwaw/Eb773e/S3d3Ntm3b6OjomNJxWinFD3/4wzk7QbG0eUGEH0akk/FLsV5+TBBE2IYUwpuOZRqkEhZuEFb9prK8NYljx4FOz0CRro6pI18QJ/xGkvArREMZHh7mpptu4o//+I+56qqrgLgRcltbG1dddRVve9vbePnLX85dd93Fhz70IQBKpRI/+tGPeNe73gXAf/zHf7B9+3b+/d//nS1btgDwkpe8hD//8z/nuuuu45vf/Gbl8U444QSuueaayr9/+9vf8p//+Z9AXN2/o6MDx3F4/vOfvxCXX9WsA5muri66urrm41zEEcgPIiIdf2gC7CuvWKoyreQFIbYtgcxMZFIWA4WAhDk1t0UpxerlGZ7bN8zeg/magQzEz4sk/ArROB566CGKxSLnnXceQTDWpf68884D4Oc//zmvec1r+Na3vsXDDz/Mli1b+PGPf0yhUODVr341AL/85S9ZsWIFmzdvnnCMl770pXzmM59hcHCQ1ta4YObkAKWrq6vmquXFMutAZnxkJsThcr1gwqhBvREZL4joaElWgp75oqOIyCuidfNOqSQdCwpBzfvXjAYyew7k2XrCiprb2ZYk/ArRSAYGBgB497vfXfX+np4e3vKWt7Bq1Sq+973vsWXLFu68805e+MIXsnbt2soxDhw4wObNm6se48CBA5VAJpVKTbjPMIyq9eMW06wDmb1799a8zzAM0uk0uVzusE5KHDkKboA5OmpQdAP6hl2geiAThZpMcm6nOLTWEProwAXfRbsFdFCglLbQdgekaq/qaWRxYTwT3w+oFveVE373TlPhN861CfGDSFaKCdEAyp+v1113HRs2bJhy//Lly1FK8epXv5r/+I//4OKLL+anP/0pH/vYxyrbtLS0sGHDBq677rqqj1EOeJrFrAOZ8847b9pvZq2trbz5zW/mfe973yGfmFj6okhT8sYqx5b7K7W3JEhNSuiNIg2GOuxCeDoK4oAl8NBeEV0aiYOY0AetwTAxnASgCQe7wc6grOZrnFhO+B0qhlWn4sqBYs9AEc8PawYplmkwUgrwJJARoiFs2bIF27bp7u6uTBUBbN++nU9/+tNcfPHFrFq1ite+9rX84z/+I1/4whdQSvGKV7yisu3pp5/O3XffzbJly1i9enXl9n/8x3/k97//fc0Ap5pGqCU360Dm05/+NB/96Ec5/fTTedWrXsXy5cvp7e3lv/7rv7j77rt53/veRz6f56abbqKtrY03velN83HeYgnwgpAg1KQS8QfkWMfrqTkbfhCRsEwS9sx/abSOIPDRfgkCl6g0gvaLEPgQhaAUyrRRpgOJDGq0/bYyFUYqSdS/G4YOYnasmYOrXViGocikHA7256sGMrmMQ0vaZrjgs7+vwLrOlprHIdK4XkhWEn6FWHTt7e28853v5HOf+xwjIyOcccYZdHd387nPfQ6lVKUP4nHHHcfmzZv5yle+wrZt22hpGfsdv/DCC/mXf/kX3va2t/Ge97yHVatW8Ytf/IJbbrmFiy66CNue+e96Lpfj4MGD/OQnP+HEE09k5cqVc37N05l1IPO9732PV77ylVNyZV772tfysY99jN/97nfcfPPN5HI5/u3f/k0CGVFTuUaJZY6uWKpXCC8ISSdsbKv2qIAO/dHRFjcebXFH0L4HkQ8aMK04aElmUUb9l75SCiPZQjByECPdikpmD/1CF0k2bROGteeyVy/P8PjOAfYczNcMZCAOZoqeDyRrbiOEWDh/9Vd/xYoVK/jKV77CrbfeSmtrK2eeeSYf/OAHJwQsr33ta/n973/Pa17zmgn7p9Np/vVf/5XPfvazXHvttQwPD7NmzRo+9KEP8fa3v31W53LhhRfyk5/8hIsvvphLL720Zu7OfFJ6llk7W7Zs4cYbb+R//a//NeW+n//851x88cX85je/4b777uPd7343v/nNb+bqXBtaGEb09dXPN5iOZRm0t2fo788T1OiV0+hmcw0HB4vs3D9CR2s8dfP3X/8tQ3mPN79iIxu6Jn6w9g25rF6epqtjapADEI30Eg7si0dbdATKQFkOmDaY9qwSVU1TkculGBoq4g/3olJtmCs2VEZsmoFlGRi2xf2/20suXf367/ntPn784B42b2jnf597bM1j5Ys+lmlwwlFtC5rwe6T9PjSypXAdC30NK1bU/nIg5tas35nb2tqmVAws2759O9ls/M21UChMyXYWYjzXCynHBiNFn6G8B8CqSVNLWms0mpRTfRRFhz7RUA9EESqVw8guw8i0oxIZlOUc1oevSubQhX50YfCQj7FYEk79TtjlPJk90yT82lZc4ddr0g8wIcTSNuuppVe/+tV8/vOfx7IsXvGKV9DR0UFfXx///d//zQ033MCf/MmfMDg4yJe+9KVKoR0hqim4QaWibzk/ZnlrckpORxBqbNOsmWyqC4Not4DKtM/5qIkyLDAdosH9qGQWZTZPnkjCNknYJkU3qPp/V85FGhjxyJf8mivCbMtgpOjj+dUTh4UQYjHNOpD5q7/6K3p7e/n0pz/Npz/96crthmHwv//3/+YDH/gA//Vf/8Wjjz7Kl770pTk9WbF0BGH8Dd+y4tGS+vVjQhK2UXXFkg59ouEDKCsxf1M/iQw630c0fBCzbdX8PMY8UEqRTdmVka7JkgmL5a1JDg6W2N0zwsZ17TWPg1a4fogMlgshGs2sAxnLsrjmmmt473vfy7333kt/fz+dnZ1s3bqVo446CohLHf/sZz/Dcab2yhECoOSF+H5IMhOPApSXXq9eXmXFkh/R2uZgVJkiGj8aM1+UMsDJEA2PJv46tSvhNppUwqrbT2ldZ5aDgyV2dNcOZAAMI67zI4QQjeaQu++tW7eOdevWVb2vXBFQiFpKbkAYgTlaJXJs6fXUEZkw0qQTU6c9KqMx9jyOxoxSTgqd7yMcPIC5fF3TVLlN2CamoQijCLNKvYd1nS08+MRBdnXX72hv2waFUkCkddWAUgghFsuMApnzzz+ff/iHf2DTpk3TFsSTppFiJoYKHvbotNJQwSdfCjCUonNS358o0hiGqprjoQsD6FIBlZ2/0ZjxVLIFne9FZ1pR6bYFeczDlXBMbNvE9yPMRJVAZmWcnL+vt1C3MJ5tGrh+hO9Hh12UUAgh5tKMApnTTz+dTCZT+XuzfBsVjcn1QwqloPKBWB6NWdmerFT5LfOC+MM1OenDM16pdBDlzP9oTJkybbRhEg32xIm/09SiaQSWaZB0TPJFn2SVAsWt2bHCeHsO5jl6VfX2InHCb4AbhBLICCEayozeiccXv/v0pz/NyMgI+Xyezs5OPM/jS1/6Et3d3bzsZS/j9NNPn7eTFUtDyY1L3mdSo4XwRgOZVVWmlTw/IpOyscyJwYouDMS5MQs0GlMWj8r0Ew33YbYufAXLQ5FN2gyOVE/4VUqxrrOF3z/bx87ukZqBTPnLi+dLJ2whRGOZ9VfZ3/72t5x33nn8f//f/wfA1Vdfzd/93d/xne98h7e+9a386Ec/mvOTFEtL3g1QjH041luxFASa7KRlwfFozIEFHY0pU8pA2Smi4Z649UETSDgmmvoJvwA7u4frHscwoFCShF8hRGOZ9afA9ddfzzHHHMMf//EfUyqV+O53v8uf/umfct999/FHf/RH3HzzzfNxnmKJiCLNcN7DceKXnta65oolrTWoeJnwhNsLA2i3CIu0ekgl0uCXiIYONFw7+2oStoltGDWrmZYDmd0H8nVXODmWQdGNE36FEKJRzDqQefjhh3nve9/LUUcdxS9/+UtKpRKvfe1rAbjgggt48skn5/wkxdJR8gJK3lhhtf5hl5IXYhqKle0TK0HHfZiMCY0ideAt2mjMeCqZIxrpRZfqj2I0goRtYttGzcq8K9tSJB0TP4jY11eoeRzbGkv4FUIIgF//+tc88MADAOzevZuNGzdy7733Lug5zPqTwDCMSn2Yn/zkJ+RyOZ73vOcBMDIyQjIpjeVEbUU3rAQoMDat1NWRnrI82PMjErYxYSVNVBhc1NGYMmXFvwPRUA86auy8EcNQZJI2flD9PJVSHDW6emlXneklyzQIwghX8mSEEKPe9KY3sXPnTgBWrVrFPffcwwte8IIFPYdZBzInn3wy3/jGN3jooYf4/ve/z7nnnotSit7eXm655RZOPvnk+ThPsUQMFzwsc2zV2946hfDKCcHluiU68NDDB1BOsiEaOKpkSzzNVRhY7FOZVjphEdYZSBnLk6ldT0YphdZaEn6FEFWZpsmKFSsWvBjurNePXn755bzzne/ke9/7Hh0dHbz3ve8F4FWvehVRFHHbbbfN+UmKpcEPQvLjll1D/UTfaFIhvCgf58aobMf8n+wMKMMEO0k02B0vx7aqrG9uEM7o/7nWumr5hHWdcfOBnT0jNbcBsExFQSr8CnHItNa43uJ8GUg45iGVT/nJT37C5z73OZ5++mnS6TTnnHMOV1xxRWWV8hVXXMF9993H+9//fs4//3y+/OUvc8YZZ/Dnf/7nnHrqqfT29nLnnXeSSCR485vfzCte8Qr+7//9vzzyyCNs2LCBq6++ujKzcyhmHcicdNJJ/Pd//zdPP/00xx9/POl0/E364x//OFu3bmXFihWHfDJiaSu6Ia4f0p4cnZaJxhJ9Jy+9jivRqkrQowMPPXJwdDSmgeoYORl0vpdo6CBmx5rFPpuaEvZYJ+xqRe9WLUtjGopCKaB3sMTytuqd623LIF/ypcKvEIdAa82Hb7iHx57rW5THP3FDB3/7/rNm9R7a19fH+9//fj7ykY9w7rnnsn//fi6//HI+85nPcM8993DWWWfx13/911x44YUMDg5O2f/WW2/lfe97H9/5znf4zne+w+c+9zm+/e1v85GPfIS1a9dy1VVX8fGPf5xvfetbh3xdhzQ+n81m2bJlSyWIAXj5y18uQYyoq+D6oMeWXR8cLOEHEbZlsLx1Ym6V78cfuOWk4Cg/gPYKi54bM5lSCpVoIRo5iC7VL/O/mBzLIGGbNRN+LdNgzYo4mNzZU/s6bMvED2R6SYgjRXd3N57nsXr1atasWcOpp57KzTffzJ//+Z9XPvNbWlpoaaneUvaEE07gfe97H0cddRRvf/vbgXhh0Pnnn8/GjRu58MILD3uRUOOXJhVLQqQ1Q3m/suwaxhfCS2MYE78heEFEy2ghvMpojJ1qrNGYUcpOoP084VAPZiLdEPk7kymlyCZtugf8mtus62xhZ/cIO7tH2HpC9S8llqkIwwjXj0hKT1ghZkUpxd++/6ymmlo68cQTedWrXsV73vMeVq1axYtf/GLOPfdczjvvvBntf/TRR1f+nkrFI73lBtMAiUQCz6tesHOmJJARC8L1QkpuQCo59pLb11unEF4YkUmPTkGNjsaozLJ5Oz+tI/RwL9odwew6Ztb7q2QOXehHF9rntRP34UgmzPqdsFdOXxhPKUUkCb9CHDKl1JTaWI3us5/9LBdffDE//elP+cUvfsEHP/hBtm7dype//OVp97XtqQ1/jSoNbA9HU/xvRlHEDTfcwNe//nWGhoY49dRT+djHPsb69eurbt/f38/VV1/NT3/6UwBe8YpXcMUVV0yYCjvvvPPYs2fPhP1e/epXc911183fhRzBim6AH2py43op7Tk4umJpUn5MXGROkbTNeRuNiYpDRP17xv3shcBFpVtxLvjgrI+nDAtMh2hwf5z4a0795V1sCad+J+yjVmZRCgZGPIbyHrlM9SEXyzKkwq8QR4jf/OY33HXXXfz1X/81xxxzDG9961v5zne+w2WXXUZvb+9inx7QJIHMjTfeyFe/+lWuueYaOjs7ufbaa3nXu97FnXfeWXWZ16WXXorruvzzP/8zQ0NDXHnllXziE5/gb//2b4G43s3evXv54he/yObNmyv7SQ2c+TNS9BnfLikMI7r7qi+9LufNJGyTKN972KMx41fhhPsex3v4e+ji0NQNTRuVakWHPlon8Z6+D22nsdZsnrptNYkMOt9HNHwQs23VIZ/vfIkL48WF70xnaiCTcEw629Ps7yuwq2eEzUdXXx1mmwYF1690JhdCLF3ZbJavfOUr2LbNG9/4RkqlEt/73vfYsGED7e3tpNNpnn76afr7+xftHBs+kPE8j9tvv53LLruMc845B4jbJJx99tn84Ac/4JWvfOWE7R966CHuu+8+7rrrLo499lgAPvnJT/LOd76TD37wg3R2dvLEE0+gtWbr1q3kctWb5Im5E4QRI0V/wrLrnoEiYaRJOibtLROXLXtBFH/oqoBolqMxOgrRQz2E5ZGWvt2YKzbgbBl9nSTSo0GMQuVWYLSvxWxfg9GxBtWyAmWYKFNRfPpB3Ie+B3YSo30NRrpt2sdWygAnQzR8ECPdimqwxGTLNEjaJgXXr5nfsq4zy/6+Aju7h2sGMs7oiIzrh6SabIhcCDE7xx13HF/4whe44YYb+MpXvoJhGLzoRS/illtuwTAM3v72t3PrrbfyzDPPcOWVVy7KOTb8u9D27dvJ5/O86EUvqtyWy+U46aSTuP/++6cEMg888AArVqyoBDEAp59+Okopfv3rX3PBBRfw+OOPs2LFCgliFkjRDSj5IW3jpir2Hiwvu05PCVL8IKIjm4yLzc1gNEb7Lv4T9xAdfI5ocB+EE6c9InPsZW60riJx9lsx2lbVrfuSOub5DP7u50R9u/F+/W0SZ71lRkm8ykmh832Egwcwl69ruOTkTMpiMF87sW5dZ5b7HuupWxjPNBVBpPGCiFTjls4RQsyRl770pbz0pS+tet8ll1zCJZdcUvn3448/Xvl7ubn0eOPvB7jwwgu58MILD+v8Gj6Q2b9/PxCXPh5v5cqV7Nu3b8r23d3dU7Z1HIe2trbK9k888QTpdJpLLrmEhx56iI6ODi688ELe/OY3z3kSkogDGT1pGqJ+ITxIWdGMR2O8336fcOdvxm6wExhta+KRlI41mO1j9V2UaWEu3zDtOSvDJHX6heR/cBPRwR0ET/wce+PZ0+4HoxV/873oTCtqBiM5CynpWPU7Ya+Ml1B29xcpuUHVpMT4+dDSqkAI0RAaPpApFosAU3JhEolE1eI7xWKxat5MIpHAdV0AnnzySYaHh7ngggt4//vfzwMPPMB1113H4OAgf/mXf3nI52pZhxcEmaNJJKbZvMHU5GvQWpMvxauVxl9XuRDe2pXZCbcHYYRjGyT1CGbgorId0wYyyc3nUvLymMvXY63ehNGy7LCWQJfPx25dQfIFr6T0wB34j/0PdtexMyt6ZzpEgYUaOYCZyaHMhf81q/VayqRsko5FpOPidpO1tiToyCXoG3LZ01vghKPaqh7fcSxcPzjs13w9S/H3oVkthetYCtcgqmv4QKacgOt53oRkXNd1K2vSJ29fbU2667qVVUv/9E//hOu6ZLPxctONGzeSz+e56aabuOSSSw5pVMYwFO3tU0cXDkUuV72qajMpX0PRDTDtPMuzyUpxO88P6emPA5mNG5aRaxl7Xgsln4QF7dYA5rJ2zOQM8kxyKVj1rjm/hkwmQfqUM+k7+DSl5x7BfeBbrHztX2HY0xdQ0dkEwXAfjlnEae+a83ObqcmvpVykOTjsoXUc1FRz3Np27nt0P/v7irzwpOpJy6ZtVY4/3x8MS+n3odkthetYCtcgJmr4QKY8TdTT08O6desqt/f09LBp06Yp23d1dfHDH/5wwm2e5zEwMEBnZycQr2ufvLb9hBNOoFAoMDg4SHv77OuARJFmaKgw6/3GM02DXC7F0FCRsF6HvwY2+Rr6h136Bgp05BK4pXhkZfuOfiINbVkHQ0cMDRcr+w+OuLQzSMEYjEdjvGKthyLY/xTmig1zPuJhmgaZTIJ83iUMI6znXYDq3kE4dJCD93yb5KmvmdFxtKco7NyB5dsoe2FXxNV7LUVBQN+wSxhUT3BZtSx+o39yV/+E52Y8P4golAK6DzjzlvC7FH8fmtVSuI6Fvoa5+mIrptfwgcymTZvIZrPce++9lUBmaGiIRx99lIsuumjK9qeddhrXXXcdO3bsqNSZuffeewHYunUrURTxB3/wB7zhDW+oNLwEeOSRR1i+fPkhBTFlQY3y77MVhtGcHWuxlK9hcKSE1nq0EFucm1HuM3LCUW0TbgfwiiUS5iBRJoGKmHDfeNHAXkr3/AuqZRnJc945x4FCVLmGMNRgpnBOfT3er7+Nsfqk+LaZsFJEIweJ+roxOtYuSuJvtddSwjLxvLDmm/na0VYFew7kcd3q00eGAtcPKBR97HkekVlKvw/Nbilcx1K4BjFRwwcyjuNw0UUXcd1119HR0cGaNWu49tpr6erqYtu2bYRhSF9fHy0tLSSTSbZs2cLWrVv5wAc+wMc//nEKhQIf+9jHeN3rXlcZkXn5y1/OrbfeyoYNG9i8eTO//OUvufXWWxdt6dhSFUYRQ3m/MqUE8cjVE7vj3KaN69ombK+1xvKGcJIuOBPvm7BdFOI+9F1AY7R2Lchoh7niaJLbLpl1oTuVzBGN9KLSrahUY6ySc0bLlNfqct3RkiCTtMiXAvb05lnfWb2HitJKEn6FEIuu4QMZiAvcBUHAVVddRalU4rTTTuO2227DcRx2797N+eefzzXXXMOFF16IUoobbriBT3ziE7zlLW8hkUhUKvuWfehDHyKXy/HZz36W/fv3s3btWq688kre+MY3LuJVLj1FN8TzQ1oyYx/+uw+MUCgFJB2TdZ3ZCdv7bomUP4DVlq07ehE8fS96YB/YSZxTXjFv5z/Z+CAmPPAsxvL10yYVK8tBewWioR5UIotqgFVx03XCVkqxrrOFx3b0s7N7pGYgY1mKfNGHxuzIIIQ4QjRFIGOaJpdddhmXXXbZlPvWrl07ZV36smXL+PznP1/zeJZl8d73vnfC1JKYeyU3IIyYUA5/+84BAI5f2zqlTH403E8KDztVe245yvfjP/Y/ADgnvwyVzNbcdr54v/kewbP3Y5/ycuzjzpx2e5VsQRcH0aVhVLp1Ac6wvrFO2GHVQAbiejKP7ehnV/cwUD3h17YMil5Ys+WBEEIsBHn3EfNmqOBhW2MjK1prHh8NZDatm/Q1PvDQ+T4S2Zaaq8a01ngPfw9CH2P5Bsz1L5ivU69Lta4EwP/9D4kG90+/vWECiijfN9pHanGVO2H7dfIEyqNlu3ryNRtN2pZBEES4nuQbCCEWjwQyYl64fkihFExoS3BgoET/sItpKI5dMzFfxCgNooIiiTqjMeHu3xF1PwWGifP8Vy1a1Vxrwwsxu06AKMS9/5vo0J92H5XMoouD4B3eyra5Ml0n7M72NI5t4PohPf3VVy5ZpoEfRXiB5MkIIRaPBDJiXhTdAC+IcMateHl81wAAx6zOTZzSKHe4dtI1pzoAgh0PAmBvfAlGy/J5Oe+ZUErhbH1t3CRy+AD+734w/T6mDWFIlF+8xmrjlTth1wpmDEOxdkU8KrOzZ7jmcRQK15NARgixeCSQEfOiUApQMGHU5PGd8Yf45NVKRmmQyC1gJFI4du2XZOLFF2FvuQDrhP81H6c8KyqRIXHq6wAInrmPcP8TM9onyvej/dI8n930yp2w642mlKeX6vVdskxFvjT9iJQQQswXCWTEnAsjzWDexXHGXl7DBa/SKPKEtW1jGwceRqEXTyVIJWyMOquAlGFiH3M6ymiMHHWz83isY88AwH3wP9Bu7Q98IF4mHrhEhamtNRZauRN2/TyZeLXSzu6Rmrk9jmVQ8kKCJi2SJoSYXqFQ4Oqrr+ass87iBS94AX/2Z3/Gb3/7W771rW+xcePGCdvee++9bNy4kd27dwNxbuMtt9zC+eefz5YtW3jta1/Ld77znTk9v8b4RBBLStENKHkRqXH5MeUk37UrMmTTY8uY49wYl8DITNi+TIc+3sN3YZ9wNka2Y97PfbbszX9AeOBZdHGQaOgA5or6q6iUnUKP9KKzHbOuSTPXpuuEvWZ5BsNQjBR9+oddOnJT6/XYlsFIMcDzIyzpYSPEjERe/VFZZdmjiwTi90Ad1pm+VQrDjqt0a63RvltzU8M5tJpbH/jAB3jqqaf41Kc+xfr167nlllt4xzvewXve855p973++uv57ne/y0c/+lGOPfZY7r//fj7+8Y8zPDzMn/3Znx3S+UwmgYyYc4WSH5f2H9c6oBzITJhWGh2Niawk+FTNj/Ef/ynhjoeIDu4gue39h9UMcj4o0yZx+hvAtDFm0unaSaHzfejiECq7bN7Pr57pOmHblsHqZWl2H8izs3ukaiBjmgZBGOH6IemkvJ0IMRPPXVv/A3zlhR8ie+KLAei7+ysM/qr2CEZi1bGseftnAIgKQ+z4+7fX3PaYK78563N99tlnufvuu7n11ls5++yzAfjoRz9KJpMhk6nfhqFQKPDP//zPfOYzn+GlL30pAOvWrWPPnj3cdtttcxbINNanglgShkZcLHMsN8b1Qp7dHyeMbhy37NooDaBCF1852JY5pRtzNNhN8MTPAbBP3tZwQUyZ0bJiQhCjw6DmtkoZKCtBNNyLjhY3STZhm9iGUbdce3l6aVdP7WkzQylcv/Y1CyGaV7lO2/Of//zKbY7jcMUVV+A49RvoPvXUU7iuy4c//GFe8IIXVH5uueUW9uzZQ6k0N/mC8hVKzCkvCBku+BOWXT+1Z5Ao0izLJVneOvqtPnAxCn1oK4kfahzbxLbG9tE6wnvoO6AjzFWbsFafuCDnr3WE9jyCERcdGszmV0RHAf6jPyY88CzJl7yjdjNLJ40uDowWyGubk/M+FHHCr4EXRFX7KUGc8PuL38HO7torl+IKvxLICDFTGy7717r3K2ts2rnj3DfRfvYf19l47Eujkc5Ne+zZsixr9GFql7sY3+4kCIIJtwP8/d//Pcccc8yU/aYLhGaqMb/iiqZVckNcP5gwTVRtWsko9qECF20lCUNNelIH5eDZB4j694DlYG+5YF7PWYc+ujQSF6zLD4COMFJx3ZdZjZp4RYIdv0EP7MN/9Mc1N1OGCcokGlncAnmGocgkbfw6K5eOWhnn/PQOuYwUq69Osk2Dki8Jv0LMlOEk6/6U82Mgnr6uu7091sVeKVV320Nx7LHHAnFj5bIgCDj33HOx7TjgGh4e+6KzY8eOyt+POeYYLMti7969rF+/vvLzk5/8hNtuu61m8dPZkkBGzKlCyUfreLoB4k6zT05qEqn8Akaxn8hJg1Jo9IQRnKg4iP/7HwJxMq0xx80WtY7QfomoMEA00ov28mDZGG2rMLuOw1q9keSqYzGyy9GFAbSe2Qe0SrbgvOA1AARP/YKw5+na2yYy6OIQuPk5uaZDlU5YBHW6eacSFivbUkDt6SXbNvCDuK+WEGJpOfroo3nZy17GJz7xCX75y1/y7LPP8tGPfhTP81i/fj2GYfD3f//37Nq1i7vvvpvbb7+9sm9LSwt/8id/wt///d9zxx13sGvXLr797W9z7bXXsnz53NUCk6klMWcirRnMeyQTTmUk47nuYVw/JJO0WLsiA1pj5PtQYYB2soShxlRGpXCe1hr/4bviROCOtVhHv3BOzk2HAQQldOCB1mAnUOk2jFQLykmBnazk4CjTQJkWZvtqAtdFFwdQ6ZmtmLJWbyLacCrBc7/G+/UdJM97LyqRnrKdMm20DonyfZiL0C+qbLpO2BBPL/UMFNnZPcyJ66d2iDQNgygE149Iz38jciHEArvmmmv4zGc+wwc+8AFc12XLli3cfvvtbNq0iU9+8pPcfPPN/Pu//zubN2/mr//6ryf0Mbziiivo6Ojg85//PD09PXR1dfH+97+fd7/73XN2fhLIiDnjeiElLySXMykV40Bm/LSSUgrlDmOU+omcONvdDyMsS43lx+gInEzchuAFrz7kBF+to7hisO9CFIBpouwkRnYZykmjnBTKqj8/q+wEZscagoPPERWHZjwyZJ/ycsKDz6FHevF+812c099YNUhQTpYoP4DRsiIOphbBdJ2wIQ5kHnj8QN3CeEpByQuARM1thBDNKZvN8slPfpJPfvKTU+57wxvewBve8IYJt41v5GxZFhdffDEXX3zxvJ2fTC2JOVN0A/wgxBkNSrTWPDEayJxwVFuce5LvjRf8jtZQ8YOIVMKqTEUpwySx9TUkt12Kkeuc1ePrKEC7eaJ8L7rQjw4DVKoFc8UGrM7jMbtOwGxbhZFunTaIKVOJDGb7GiBCz7BPkrIcEqf9b1AG4d7HCHc8VH07OwGhT1QYmOEVzr1KJ2x/+pVL+/sKuDWmjyxLUShJwq8QYuFJICPmzEjRxxyXvLWvt8BQwce2DI5ZlcMoDWG4Q2hnbCpFR5B0yoWfxj4IjXTrrB47Kg6gSyNgGBitqzBXHoe16gSslcfEozCJzCGP7hjpNoy2NWivGE9NzWSfttXYJ50HgPf7H9bcTzmpOE9nhseda0opchm7biCTyzi0Zhy0ht0HauTJWHHCb71KwUIIMR8kkBFzIggjRooTl12Xp5WOW9OKZUQY+YNow4JyxcoIMMCxLcLenZT++3MEe34/68fWpWEwLMyVx2B2bcRsXz2rUZeZMFqWY7R2oYvD6GhmIw/W8S/GOvqFJM9+a+1zsVPgu3Fn7EWSStigqLuCarq+S7Zl4PuhdMIWQiw4CWTEnCi6ASU/JDF+2fVot+uN69owigMoL492xipBBmGEbRrYRoT30HfRpWHC7qdm9bjaK6J1iNmxFiOVQ83Rcr7JlFIYbV2olo4Zr2RSysB5/qswcivrHjcukHdwxgHSXEs5Jo5t4s2w71I1pmEQauqO7AghxHyQQEbMiaIboCONYcS5Ln1DJXr6iygFx3cl49EYOzGheJMfRnHg8/Qv0cMHwEnjnLxtxo+pAw/tFzBaV8+sPcBhUoaJ2b4GlcqhZ5nXonVEeODZ6ncm0mi3gC7WLjo3nxzbJOWYuN70nbD3HMgT1qgXYwBFT/JkhBALSwIZcdj06LJrxx57OW0fnVZa39VCJhoaLX43cWVOEGrSwQD+4z8FwHneH6KcqUuVqz5mFKBLwxi5Lozc3NUjmI6yHMyOtWAniIpDM9pHRwGlH92Ee8+XCPv3TD2mMsCw4lyZGdasmWu5jFM3v2V5a5JUwiIII/b1Vk96ti2DfI2ieUIIMV8kkBGHzfVDiu7EaaXtO/oB2LQ6PaH43XhaRyQe/y+IQozO4zDXnjyjx9M6QhcGUNll8XTPAvdgUk4as30toNHu9CuZlGFhtK0CIHjinurbJDNx/k2p9hLn+ZR0TJShiKLqeTJKKdaNVvndWaswnmXg+ZEk/AohFpQEMuKwFd2QIAwrTR9Hin6lN8+JyyNUGIA1sb5IEGpyvY+h+neBaeNseWXdXh5lWmt0oR+VasVsXz2hlPdCMtKtmO1r0H4JHbjTbm+fcBYA4d7HiIYPTLlfGRYoTTTSvyhtC1IJi6Rt1q3OO5bwW30KzLYMvCCsuURbCCHmgwQy4rDlS16ctDoaiDz6bC9aQ1dbgg41VCl+N55fGKF1988AsE98KUZmasXYanRpCGWnMDvWzumqpEMRjwh1okvTr2QycisxuzYC4D/5i+rHc7Lo4gDMsF7NXLJMg3TCqhuEHDUayOzqGakabBmGQkdaWhUIIRaUBDLisIRRxFDenzCt9LunDwKwqXP05WXaE/bRGjwcok3bMFYei3XsGTN6LO3mAYXRsXbRKuGOp5TCaO1CZVfMaCWTtXF0VGbnw0RVllsry4EwIMoPzMfpTqsl7RDWmFoCWLUsjW0ZFN2QAwOlqtsoQ1FyJZARQiwcCWTEYSm6cbPAhBO/lLwgrOTHnNThEzlT+wgFo+Xwk0e/gOT/+vMZTQ/FUzgeZseaOW8ieTjilUyrUKnWuJpwnWkhs+MojOXrQUcET/6y+vGcNFG+P26tsMCSCRPDUDVXJZmGwZoV8ehazekl02Ck5C9qV28hxJFFAhlxWEpuQBhRqej7zJ4h/CCiLWXQ2WpXit9VBB5R/x4yKbtmb5/JdOij3ZE4sTczs+aNC6m8kknZKXSp/kqmcq5M8NyvqycK20kISovStiDpmDiWiVuvXcE0Cb8Jx6TkBhRlVEYIsUAkkBGHZTDvYVtjSbrbd8ajMSeuBBJTR2OSz/6Mldu/Rnbf/TM6vo5CdHEQI7cSI9c5o4TgxaCcFEbHWkCNToFVZ6w8DqPzOOxN54A5NZBTSsUB0UjfhJYNC8E0DHIZu26eTLkw3q56FX7DiIIry7CFEAtDAhlxyOJl10GlLUEUjTWJPHFVcspya3NoL4l9D6GAxLK10x4/XqE0gEq3Y7StnreqvXPFSOUwO9agA7fmSialFMkXX4R9wlkoq0anaCeF9vLoGdapmUuZpENUJ9Vn7YoMSsUB7OBI9Wu0LYPBEU+ml4QQC6KxPxlEQyu5AV4Q4Ywuu959YIR8KSBlw/rOSaMxUUj6if9CAUHXydhdx017fF0cQCUz8bSNac3DFcw9lemIezKVRmY0olItQVgpA0wnLpBXL6qYB0nHxDZVzVowjm2yallctLBWu4KkY5IvBbIMWwixICSQEYcsXwxQUJnuefy5eLXSSauTmObEl1Zi132YhV5CK4V18sumPbYuDYNpY7avRdk1Ri4aULySqROVXY4u1l7JpP0S3iP/RelHN1Zduq0SmXhZd2lh2xYkHJOEU7+ezFErR/su1ciTcWwTP4golKRdgRBi/kkgIw5JFGmGix7O6GolHUWVbtcnr584GmMUeknu/BUA+WPOI5ltqXvs8Y0gVXJqnk2jG1vJ1Da6LLvKFIthEux6BD18kHDXI1WPAYoo37egUzSGUrRknLrNH9dPUxgPwDJhKO/N+fkJIcRkEsiIQ1LyAkreWFuC3oN99OVDLAM2rR5X40Vr0k/8N0qHFHIbSK47GaNOwu5CN4KcL/FKpjVx4m6VXBdl2tjHvQgA/4mfV59iSmbRxUGokzw8HzIJiwhdM4AqF8Y7MFCqOeqSTFiMFH2ZXhJCzDsJZMQhidsSRFimATri8Wd7ADhmRYLkuOaR5kg35vB+tGEzfPR5pJO1q/HqKEAXF74R5HyJVzKtAVV9JZN19AvBTqBHDhLue3zq/qYNUUSU71+I061IOhaOZdbMk8kkbZa3JoG4ym81jmXgBqFMLwkh5p0EMuKQDBdcrNEkX6M0xON7iwCcuHpiPkvY0sXwqW+m9+iXkWztqFk7ptIIsqUDo61zwRtBzpfKSibfnZL8q+wk1tGnA3EzyWojIMpJExUG0F5xQc4XwLENko5Zv11BpZ5M9eklpRSmUgwXZHpJCDG/lsanhVhQfhCSL4UkbAOigJHeHnYPahSwadXUxNwwuYxC23G0pKuPxkxsBLkmbqC4hKhMOyrThnanjl7Yx50BhkXUv4fo4LNT97WTcRHBwtSWBvNFKUUu7dTtYj3WQLJ2t+6kYzJc8PEDmV4SQswfCWTErBXduMNxwjYxigM8vjf+MFvTbtGSjEdcrANPkNj9AOgINwhxbINUonqAMtYIcs2iN4KcD0oZGNlloKMpK5RUIou14QUA+E/cU31/O4XO96GDhRvdiJ8rVTNPplwYb9/BQs1AJTE6qiPTS0KI+SSBjJi1fCmu2qpCHyPfy2MH4uTdymiMXyTxxA9IPXM3zr6H8fyQXNqptDEYb2IjyPRCXcKCU6mWuB9TaeoIhnXci+Pigb5XPVhxUvFKrgVcip1KmCRss+bqpbasQ0vaJtKa3QeqJyMrpTAUDBdlekk0Dx1FUsyxySytMXwx7yKtGS74OLaBUezFLRV49mD8jbwcyKjHfoTy84SpDoorT0Z5kE7aU46l/bgCrrl8fUM1gpwPShkYLcsIi4PoKJgwfWZk2kme/z5UdnnVFgxKKbAcouFeVLptRk02D5dtmaQSJiNFv1K5efI5rVuZ5ffP9bOrZ4SjV1V//hKOyVDeJ+gYTQwXYpFprdGhD2EQj5CGAYR+XJHbdyHwMHIrUS3Nv+DgSCGBjJgV1wspuQFp08co9vHEgEOoiyzPmqxosTD7d6B2PQRA4YSX4QaKVMIkOenDUIcB2h3GaF/TkI0g54NK5lCpHLqUR6VbJ9xntKyov7OTjgvslYZRC7QsPZd2GBipPZqyrrOF3z/XXzdPJmGbDIx4FEoBuczSmzY80mit41IBGmD0z0rpAA169Idxt2uNnnDfuNEOZcSJ/UqBMkZ/Jv79UPqr6SiMA5QoqAQtAQGlkkHQO0DgexAFEIagRk/JMFGGGSfWSxDTVJoikImiiBtuuIGvf/3rDA0Nceqpp/Kxj32M9evXV92+v7+fq6++mp/+9KcAvOIVr+CKK64gnR6buvj+97/PF77wBXbt2sWGDRu47LLLeMlLXrIg19PMim6AH4Qkwn5U6LO9J/6WvXFVAkKf5BP/BYC3+vmErWvxRzyWtyYn1I7RWsftB7IrGroR5FxThoHRspywMISOwikjK1prot6dRIP7sY89Y9K+JlqZ8ahMKrcgq7qSCQul4uKHhjH1OSon/O7uGam5Tfm2kZIvgcw80Toa/dAO4xGGyod4OBp0lAOL0SCiEmCALgcjjAtAxv99NPjQpqI45BAMFwlHk8DHgpMq+zN6+/jApXy/UuO2ZVzgAlAOZNS4AMcEw4gDDWWCEf9bGebYvhBfr1eK+5yFfrxKMArHrtc0iKLs2IiolRw95sTX7ULmoom50RSBzI033shXv/pVrrnmGjo7O7n22mt517vexZ133onjTH1zvPTSS3Fdl3/+539maGiIK6+8kk984hP87d/+LQC/+tWvuOyyy/jIRz7CmWeeyTe+8Q0uvvhi7rjjDo499tiFvrymMlL0saMChjeAZ2V4cn+8mubEVQmSO3+FURxAJ1pwjzkHP4iwLYP05CRfdwTlpDHbOhu+EeRcq4zKuCOo1MRRGT3UjfuzfwJlYK4+ccp0m0pk0aUhtJtHJetXR54LSSfOk3H9sGqi9sr2VOX+/X0FVi/P1DiOweCIS2d7qmqelKhN62hiYDIaqOjAh8Ab+9COItABRNHUICH+y6R/j79t3N9h0ge7AgVaK3RoQqQrt6tK8KHGjqtUZZ/xt9cLvCvB1vhAq/zvSAMeBHrcaNDofWo0WCoHRgpQZhykGGa84s+0Ko9tmAozk8IIi+hQcmCWkoYPZDzP4/bbb+eyyy7jnHPOAeD666/n7LPP5gc/+AGvfOUrJ2z/0EMPcd9993HXXXdVgpJPfvKTvPOd7+SDH/wgnZ2d3HLLLWzbto2LLroIgA9/+MM89NBDfOlLX+KTn/zkwl5gEwnCiJGCS9rvBzQ7+qEUaLIJg3V2H4ld9wGgT/5DsBKURlxyaRvHHnuZ6cBDh37cfsBOLtKVLJ54VGYZ4YHBKaMyRmsXxrL1RL07CJ76Jc4pL5+4r2nFozb5PowFCGQs0yCbsukbLlUNZJRSHNWZ5andg+zsHqkTyFgM5uPppVpL8I90OvTjKY1y7kbgxiMDoY8OQ9BhHNCURzoqH9rxCIUybTCqjzDMBcNUmKkUyjdRcxwEjAVE02w3p48qlpKG/3q0fft28vk8L3rRiyq35XI5TjrpJO6///4p2z/wwAOsWLFiwsjK6aefjlKKX//610RRxIMPPjjheABnnHEGDzzwwPxdyBJQdAP8/ADJIE/kZNm+zwXghC4HQ4dEyVb85SdA18bREveQHffBpXWELg1htKxYsDyPRqRSOVSypWq1X/uEswAInn0A7RWm7pvIoPODC1YgL5uyCet8cK2bpjAexNNLWuvKajcR04FLlO8n7N1JsP8Jwv1PER58jrB/N9FIH3hFiDTKtFFOBpVuw8gsw8gui/9Mt6GSLSgnjbITKNM6YqZphRiv4Udk9u/fD8CqVasm3L5y5Ur27ds3Zfvu7u4p2zqOQ1tbG/v27WNoaIhCoUBXV9eMjjcb5Uq3h6rcMXpy5+hG4bouTqkPM+EQmRbb98eBzObVSWhro3Da2zCISAFBoEklTFrSDuZonkRUGEFlWrGWrUJZ87/y5lDN//NgYLatJOh5BqWiiaMyq4/Hb+0iGtxP+Oz9JE46d9LJJQn9AqrYj5lK1/zgmqtryKRtHMdCQ9VVR0evzsGDe9jVPYJh1E7MTCVtRooBhqGq5tJU0+i/DzMx/hq01uCX0G4+LnDo5iHwUMrAspOQa2/YitYTn4vahRIb2UyvQZkK01SYh/l+LhZOwwcyxWL8zXNyLkwikWBwcGq102KxWDVvJpFI4LoupVKp5vFc1z3k8zQMRXt79aH12crlUtNvtIC01vQOFnGH+mlPBKTaV7Crz2eoGJGxQk45OodtKmBcVV9DsWp5jva2OME68kpoI0Fi9bGYmdbqD9Rg5vN50K1JSnoE7Rcx0xM7fNsvOI/+u79C8PS9LDv1fAx74ms1Sq0gKg2SsFdgtdRf8XW415CLNH0jPpGOR2cm25RKYJmKfCnADeO8mWrS6QRDeY9EypkwSjejc2iw34fZ0FFIWBwmGeQJR/rjekCBD6aF0Z5DWYmmGkXJZKZW7m42011DQBKnNY09R+/nYv41fCCTTMZ5FJ7nVf4O8ehAKjX1DS6ZTOJ5U7POXdclnU6TSCQqx5t8f7XjzVQUaYaGpk4FzIZpGuRyKYaGioRhY3zrCaOI7p5B+vbsxPH6SaYz5As+Dz49DGje23Y3xgP3Uzj+D9CJLIZh4DgWnhegg4ChoSI6CtGFfoz2NbieBd7CdnOerYV6HiKVJRg4gPKtCd/EdcdxqEwHUb6Pvt/+HOf4F03dtxiSf+5prE5Q9tQ35rm8BhVFHOwvEOWq5zStWZ5lR/cwv3/6IMmNtZeRDw6V2L1vkM6OmRU+bMTfh5nQoY92i0TuCModJmWGFPIlImWhnCTKzMQDAkUNlBb7dGfEMCCbTZHPu031XIxnmgaZTGLaa4hGSpiJAiaH9z41V19sxfQaPpApTxP19PSwbt26yu09PT1s2rRpyvZdXV388Ic/nHCb53kMDAzQ2dlJW1sb6XSanp6eCdv09PRMmW6araBOb5rZCMNozo51OEpuQPfe/Yz07CJjeJjpHOFoR+bH9pV4ofMMR0V70L0mxQ1nEdnxB1TRC0hYJrZlEoaaqDCISrSi0ssb4rpmar6fB+1kiewMFEYmrUIysI5/Mf5v7sR76lcYR58+dYmonUHnewkP7sVcdlTN1V9zcQ0J2yQIoppv/kd1ZtjRPcyOfUM8/7hlNY9jGtA7WKK9JTFhOf50GuX3oR7tu2ivgC4NE5WGwXNBacxECjPXDjqFDnW8ELmBVszoKECXRtCl4cqfRq4Tc3lc2iLY/Qjew3eBV2SwvBLISsTBs51EWQmcM95YCcSDHQ/FK4jsxLhtk5XtMRYzjyd+DYVhVDfvKwo1hBrd4K85MabhA5lNmzaRzWa59957K4HM0NAQjz76aGXV0XinnXYa1113HTt27KjUmbn33nsB2Lp1K0optm7dyn333ccb3vCGyn733nsvp5566gJcUW1aa/qHSnh+OKs3+vkwPJynZ+cOvMEeWlIOKtlRWUrZlw8ZGc7z+tY4Obq0/sVE6bEpDt8Pacs6GErFCavKxGzrQpkN/3JbUMqwRlcwPQs6M2FUxlq3BV0YwDr6tNrVflNt6JGD6GRmXquQJp04KPWDELtKbtO6lS3Afnb21C6MB5ByLAqlgJIbkk42/2tBB14cuBQG48TtwI1XEtlJyLTF1ZxNtSCVmKecWxSi3XwcoBSHMbuOq1ST9n5zJ2HfLnRxGKoklFvHnVkJZDCsOOkY4mXfbh7c/FhJO2PiaKL3+x/GuT812Ke8HPu4MwEIdv2W4NkHwHLiHmtWYvRPJ55yS2Sx1j+/sm/Yt3vc/aPbL8L/rWg8Df9u4jgOF110Eddddx0dHR2sWbOGa6+9lq6uLrZt20YYhvT19dHS0kIymWTLli1s3bqVD3zgA3z84x+nUCjwsY99jNe97nV0dnYC8La3vY13v/vdnHTSSbzkJS/hm9/8Jo899hh/8zd/s6jX6ocR+3uHGRkpsTyXpC2bmHFi5FyJtKavp4feXTsxvGEyubYpjRy373O5MH0/WcMlzKzAXfvCyn1eEGHbFumkFX/b8woYHetQyezkhxKASrfG/zduHsaNyijTxtn8B/X3NS2wk4QD+1BOCpWYn6HspBNXZnb96oHM2pXx4/YPuwwXvJpLrC3LIAgjCiW/qQOZuFv7ANHg/viD3bDj4CWRXZTRhsr59O+Jf/p2Ew3ui2vPjEq+7NJKBe1opA892D12AGXEq5+SLahUC0ZuZeUuc/kGkue/FzOVJZu2Ge4fICwVIXDRfml0SfgYs/P4SlCn/RL4LjqI/wRQ1tg0qM73E/XurHldKtNeCWR0FOL+5NapGxlmHNgYFs7W12J2HgeA//jPCHb/Li6cN1olWBkGnm0TRBrVsrJS3kB7BbyHvx8X1jMMjLbVmMuOmsH/vGgUTfFucumllxIEAVdddRWlUonTTjuN2267Dcdx2L17N+effz7XXHMNF154IUopbrjhBj7xiU/wlre8hUQiUansW3bWWWfxqU99ihtvvJHrr7+e4447jptvvrkhiuGFUUTJC3lu/zBtGZeVHemqSZbzwfdcDuzawXD3PizbxGlfMamAVszd+xQvTDyLRlE44WXxm8mokhfQ3pbEsUz8wX5UpgNDyn3XFI/KrCA88BzoqOqqFR366NIIRqZ96v6JDDrfRziwD3PFhgk9nObsHJWiJW2zr9eHKmlkSceiqyPF/r4iO7tH2Hx07QRkyzIYzHssa002VZJrmfZdwqH96OHeeDQis2zBr6PcQLQccOihHko/vmnqhkpVAhTCsYDD3vQSOP7MsfucVM3VUspJoZwUhqmwsinMKAHZ2tMyiVNfV/2cdQSBN+G9wlyzOR5JDEabpZZr54z+WznjXmxRgEq3xQUAA28sgIpC8IqjxYXHpoJ0cQg9FAdr48+2/L9gBGNBng48wt2PjF2zKbWOmo3S0uZzToRhRF/f4SWHRWj29BVxSz4KzXA+wFCwrDXJ8tZU1eZ9c6Uw2M/Bnc9SGOwn2dKKmaie2FkolEje+090mHkGO7eiN55XuU9rGCkGnHjscnR+kDDSWCuPnfiG1AQsy6C9PUN/f35BcjN0GBB2PwlhMKVib3jwOdz7voGRbiVxzjurfmjqKETnBzA6VmO2rZqXaxjMezy9Z5D2FqfqOfznvTu577EeTtu0kj980boqR4h5fkjJizh+bWvVInvjLfTzUI/WUTyCMNiNdgvxSJo5/RcM01TjEpZn/1aro4BosHtspKV/D3qkF5VdRmrbJZVzK37vMxiZdoz2tRjtazA61qCyy+ZsOffhXsdc01E4IfAhClGZ9kqRzWj4ILo4CFE0Wg04wlBxSYhiwUXbKczO4+Nj+aXR3J4IogiVbsM+7owJI1OHYsWK+S9aKWJNMSJzJDINg7YWB88P2ddXYDDvsbI9RXtLYk7LvOswYLB7D317duH5Ien2Fag6dTuCJ35Oh5lnQGfhuLMm3Of6IUnHIG1r8qGH2b6u6YKYxaDM0VGZg89NyZUxssvBLxH1jxAdfA5zxdFT9zdMSGaIhrpRicy8dBJPOiaOZeAHEY5dJU+mM8t9j/Wwq05hPADHNhku+BTdYNpAplFor0g42I3O96LMxGiAML+jMGHP0/iP/k88RTRp+iY+KY0Og9EieAapCy47ovJFlGGCk0Y51VfAGS3LpzR+NE1FOpcimBSMKTtZydsBiEZ65+ekxbxpjneSI5hjmyzLGRRKATu6hxkYjgOalrR92G+mYWGY3t07GDx4AJ1Ik25vqzaTNMGPSyfyPLef4srNbJ40BOt5ESvbk1AcxsguR1eZChHVqXRrnOPiFmBcPpFKZrHWv4Dg2fvxn7inaiAD8Zux9l2igf2jq0Xmtv1DwjZJJSwKrl81kDlqtMLv/r4iJS8g6dR+a4mnl1w6aiznbhQ6iuJpu8H94LuoVOucJ6xrrYn6dxM8+2uMTBv2pnPjO5RB1L87/rudwuhYg9G+BrM9/nNyPtSRFMQIMZkEMg1E6wgjfxDD0ygngTYTld4pmZRNKmExVPAY2eexLJdkRVuq7gdGzceJAty+bnr37GIoX8LJtuE40w+Te4HmdwcsHgpfwnvWTwxSokijDEhTxEgtx0x1ETZoldJGpEw77ox9YCck0hNXMB3/YoLnHiDqeZqofy9G++rqx0i1oPN98fRHovb0zqFqyTgMjFQvGtmSdmhvSdA/7LKrJ8/xa2sXPUw6JvligOuF8zpdeji0mx8dhelD2SlUtvay8kM6vlck2P0IwbO/Hsvl6DiqEsgY7atxXnhhHLRkOpoyn0iIhSKBTCMJQ9RwD1Yxj2naaNNB28m4ZojlYFgJ2jIOXhDR019kKO+zoi1JRy5ZtXx8Nbo0wkjPbvq6exgJbTJtyyotBGpRfgn7wGM8oY/HD6E1ZdDVOvGlU/JCkmZE0jZxlq3G9R2QOgyzotJtqMSBeElsYmxUxsi0Y649mXDXI/hP3kPi9DdW318ZkMwRDR9AZ1qgY25XiiUdE0MpokhXXU23rjNL/7DLzu7huoGMYxmMFHwKbtBwgYyOAqLhXqKhHgg9VLp9zkY7tNZEfbsJnvs14Z7fja0qMizMNZuxNmytbKusBNZRz5uTxxViqZNApgFFTgvKNFGhjyoNYRT6QSm0aaOtBEk7QyKRpBAE7Oz2GBjx6GxPkctUT8SE0VLpQwcY6t5N/0AB18rSknXqTyVFIc6+h0nu+AVGUOJEdR9Z9Qo2rZr6DdH3A1YkPcy2ozEzbTBweFWOj0TKtFHZ5UR9u8DJTPg/to8/i3DXI4R7HiUaPlhzJZiyHAhswv59RJ1zu1os5Vg4jokXhFVHAtd1tvDwU73s2F8/T0apuJfNcMGjvaVxSt7r0gjh4H50YSBuxJic21GYqPtJ3F9+pfJvlVuJteFUrKOe11C5ZFpHcV5OGMS1Y6IApTS+ThDlXSKt4hVRo8uay8uWGfdvGUESC0kCmUZlmGjDBDs5urRQQ+ijAhfDHQGtyZkWGWUzUnLYNZCktS3HsmWtpNMT3xS1m8fr28dgdze9noGZzNFSL9FSa6y+Z0g98xPMYh8AQXoZ3+h9ASM6xaZVEz98/CAiERZItK7AbF0pb2KHwcjERe7iUZmxPAijtROj6wSi/U/gP/kLEltfU/sgiSy61I/fuxftHN7Ki/FsyyCTMBks+CSrrFA9dnWcZLz7QJ7+YbdukJJ04qTfWkX2FpIOA6LhA/EojI7mZBQmHn3ZRTiwB154PgDGymPiDtbLN2BtOBWjY+2i1Z1Bh/GS7CiIVwBFYbxqRwEY8TJp00RZDoadw0ylSLRlKPaPoD0PHfqjgU4wurR6dP/Rn3gx7Oi1KR0fc7SWCzUCIHnfEIdKAplmoRRYDhpnrC5CFGCEHjmGiUoD5HfupbQ/QWtbK60d7dipNNp3cXv30jcwwkCYIJ1OYNfp6mqM9JB65m7sgbhQVWSnKK3/XzzpbOI3u4dI2or1yybm07iFArmkTWrl2hktSRW1KctBZZeNjspM7G5tn3AW3vCBaYt1KaVQ6Vb8wQOESQMyczcyk0079A1N7WUGkMs4HLM6xzN7h3j4qYOc+4I1NY+TsE36Sx75UkBbdvECmag4RDSwH10aQiWyleW7h0p7RYJdD8e5L8MHAEWwaSuQRBkWyW2XLEhirtYaomDCqAo6BK0ADaYJyopHfp1U3EbAssG041pEpg2mVTlX0zKw2zJYOjthyjgOiqKxQCgKR0d0ogm368CPg57R4Cc+J3/0WNHoMuly8DP6Djca6ChlTh31KRe6EwIJZBrK757tZ/cujxNXJZjRW51hoQ0LbFBJyOgIr1ii98BBCgMHac0kMJXmYFFR1GlaMnbdSsHKHabloX9B6QitTNy1p1I66gxCw+GBB4cAOKHTmZBTo8MQ5edJrzkBIyl1E+aCkWknqjIqYy5bF38QzuANXBkWZiKDHtwP1txV/U06FoYRF26sVgbg+cct45m9Q/z26V7Oef7qmt+ylVIYCkaKHm3ZhZ9e0oFHNHSAaPhAfD6ZjkP+YNRaE/XuHM19eTT+oAYwLayjTolHU0fNVxCjR0dsCTx06MaxgGlPGFVRTtzrCNOKV1+NBiyHMxKilAJlTih0N5Oj6SiKA6txf+pKMBTE/w79iSM/URD/X+oQIh0HTOUH1IyN7BiTR3zM+M+ZvauKJiSBTAP55/98ksG8x+pnfV631aQzN8unRxk46TR2Kk2hFJAvRJhKoQ1FS8qqng8T+vEbmlLoRAte52ZU6FHacDZRqo2eoYA7Huxnz0D85nzK2onfWMP8AFamncyKw2u4KcYoy8Go5MpMHJWZ0CXbL9UdQTASaXQ4QNQ/WvV3DpYOpxImjm3i+RGpxNQP/o3r2knYOxkY8dixf5gNq2rXtEk4JkN5n6AjmnGy+uHSWqOLg3F7geIIKtUyoWz+rI8XhZTu/scJJf9VbiXW0S/EWnsKViqN1ZKCoeJcnP7Exw79saJwOgLTQdlJjGwHKpGOXxum3ZBLs+Mmp8aE2KJeAFSZDovGjfKMnxKLQnQYoEMvDnxCf3TKK6gEPpGhCUgSjpSIotHprkoLA3NsxEdqxDYdCWQayJ+cdwxf+v529g6EfPF/+jh7Y4azT0hjzbLfklKQSVmEkSaKdPWpJK2xex4l9ezPKB59Nn7nZgCKx28DZRBGmp8/kefu7XnCCJKW4g+fl+WErrE3feUXKEUmrSuOmtHybTFzRqYtHi3wipCYWPRLe0W8336fqG83yfPfW3c6T6Vb0YPxKhyzxrLt2TANg2zKpm+oVLWgnW0ZbD66nQefOMjDT/fWD2Rsk4GReHqpNTP/ZeF14MVVcocPxmUNsoc2CqOjsJLToQwTI9NBONKHufbkOPelfc285Hvo8ohL4MYftqaFshMY6XZUMjPWbXoJ5prEIz8WjHu6pg98RoOe0WDHVJpELkGpf5jAD9BBecTHnzjiY8nHYrORZ6yBvHDjclbt2sGv9pjc39vK3ds1j+4t8boX5FjTPvtAwTRU1aXV5sAuUs/cjTUSf4tM7HsYf+VJcQSkDLqHAu54cIi9o6MwJ3Q6vPr5LeRS474+RQHaLRFkush1tB3S9YralJWIR2X6d4/2whn3PCpFdOBZdGkY/7G7cU7eVvs4ow0Bo6GeuOpvuvay6JnKpmwODNQeYdhy3HIefOIgjz7Xzx+esa5qAT0Aw1AoIF/w5zWQqYzCDOxDu3lUMjelEepMhQd34P3mTuwTz8VaEwf/9ikvx9n62sPOr5lMh8GkEZdy4NI5NuJiJyRXpIpqU16GZWC1ZDCCBMak0hBjIz6joz6WfDFrJhLINBAdRbTt/gV/GPn8YRsUtc3uoIM993cwvGwVxx9/FGbLsnj48xAYxX6Sz/4U5+CT8eOZDqWjzsBdsxWUIow09zxZ4CePj47C2IoLTsnyvKMmNfjTGsMdZsRqJdG6nHSTlJpvNpVcGb8I40qxKzuJ/fxX4v3qqwRP/QJr7WaMttqjLcpOoIMS0eBol+xD/BAvSzoWtmkQBBFWldG+tSsydOQS9A25PLajny3H1U42TjgGA3mXlR2peZle0qFPNNhDNNwDyjzkJo/aLeD9/geEOx4C4u7K5uqT4lyfdNvcnGsUgl8aF7iYcUCbW4FKZCRwmUdjIz7yXtaM5FlrJIGLv+J4jJGDmIVeUvgcb3dzvN0N+cfgN/Ds2j+k/Zj4m6A53A1EhJkV9X8BA4/kjp+T2PtQnMiLwlv1PErrX4x24iTQ7sGAbz84xL7BeBRmY5fDq7ZMGoUZpfwC2kqRNztYl0vVTSAWh07ZCYzsMqL+PVN6ylirNhGu2Uy45/e4D36H5LnvqpsLoZLlqr/7R5f9HvqHYTJhknBM3CCsGsgopdhy3HL+58E9/Oap3rqBTNKxGMh7FN2AlvTcjspMWJGUPLRcGK014c6H8X7333HyNWBtOBV78x/M2RSO1hG6NBw3PnRSGC3L48DFiVtNqDnsrSbEUiSBTANRTgr3+PPwQgPTNDEKvVgjPQz17KPUu58uo5d/+V2CDUPDbNucoWPnr3B6n0SjiNLLCLMrCbOdBNmVhNmVUH7jVuAc2I7SEX77BorHnEOUWQEwNgqzPU+oIWUrLnheC6esrTHXHvqoMKCYXYllpMmkZAh2PhmZDqLhXrRXnFI0zdnyhxR7nkEP7id48hfYG8+ueRylDEi1Eg0djJcZZzsO/ZyUoiXl0N1fIFNjNuV5xy7jfx7cw479wwwMu7TVqCljGAoiGCn6cxbI6CiIVyQNdYM+9BVJ0fABvN98j+jgc0CcxOs8/1WYy+am/YPWGrw82ndRyRaM1pVxwNWAyblCNDIJZBqVYRJlV+JlV5LsOhn8iH//3TAH+0scfK7Ik90ul3RaLLNTGH4Rs3AQs3AQeh6tHKK09oWUjjkXTIficX+ANiyCjrGmg/sH41yY8aMwr35+Cy3JGm+ko1NKUWYlI2RoS9tN08G4WSk7gdFSHpWZGMioRBbneS/H+/Ud+Nvvxlx9Ys2KvxBXDsZyCAf2xlNMh1FNNp2yiPo1WuuqAW9rxuHoVS08u2+Yh0eXYteScAyG8h6d7enDHt3TpRHCgf3owuBYAuyhHCcKcO/5cjxSYlrYm87FOu7MuWtX4JfQ7gjKSWMuX4/KtMX1W4QQsya/OU0iaRu85gWtnLI2xX88NER/IeLq505jy9qzuOAUyLoHMUe6MUd6/v/27jvMrrJc+P93ld3L9MykJyYkJKQDCUWCVJEioggqIAc4CgelHb3wKPjmePEKHn1FjrweUOFFRfyJBSIootICUkISAoSSSkLq9Lbr2nut9fz+WDOTTKYk0/dk7s915crM2muvvZ5Zu9z7KfeNmaxFt1pxA/tXjOTLj+r42XEVL2325sK4h9MLA21BTCvKH8WOlOOkXYpGIP/HWKRHSnAT9d32yhiTF6Lv2oBbu43chr8RPOmyXo+lBaOoZANO8z7vA7SfH8xBv4HPMMjbbo+TeRfNLPcCma31LF84vsfnVnuW37RlE+1nD59yHdxEPW5LDSinLTDoe9uUcr0J0rqJb+7p2Hvew7/wXPRBquSunLwXHOkmevEE9FjZgJZ/CyEkkBl1plf4uf70Mp57P8lr2zK8tdtia53GeQsmMnfKRzo+LLR8hu4Sx+xrzrNyfYLqtl6Yo8d7c2F664XR8mk0x0L5IjixKrKOTsiv9/tDR/SNlxukDLd5X9deGU3Dv+h88u/8Hd/8jx/e8cJF3nyZQASjqLJf5xTwGQT9Brm802Mgc/TUYvyv6TQnc+ysSTK1qvuEiYbhLfdPZ/P9ek6pXNrrhUk1ejWS/D0v+e7xGFaS3Ia/o/lD+Bd8wjuvKYswpiwalLkwynVw062AQouUYcTLBy1JoRBjnQQyo5Df1Dhnfox5E4OsXN9KXcLhd2tamTM+wHkLo8SCBsrX+QPPdhUvbUrx4uY0roKw3+uFmTexh16YAwMYM4JTVIkbiIHhI9NqUVUS7rXUgRhc3gqmhm6T4OmREgLLLj3sY2m6Cf4IbksNeiCCFux7lWxN04hHfOyty/e4j880OGZaKeu31PPW1voeAxnYn1OmvDiEfpiBg1IuKtmI01zd70rVSrk4O9aTe/cfkM+CpmMedRJ6qGhwAhjl4qQTqFQLWjCOHm+bB3ME5noRYqRIIDOKTSr1cd3HSnlxc4qXNqd5f5/F9voc58yLsmjK/iXT+5rzrHwjQXWr1wszZ3yA8xfGiAa7T5TnBTA5lBnuFMCAl5pe0yAWkd6Y4aT5Q97E35Z9vc77UI6Ns+dd9GkLD3k8lc56Q0wV0/uV9Tcc8IFGj/NkABbOLGP9Fi+nzDm95JQJ+g1SWZusZRMOHvq5pfJZnOYaVLLeqxMU6fvkZbe1htz6P3sZlAGtqAr/4gvQQwPPtQNeT5Gys1BehjluOk4gLhN5B5HjuuTyLjnbxba99yVd19A1zctRpHkT073fAc0bVleSufeII4FMAXJd97CrgpiGxulzosydEORP670kdivXJ9iwO8u5C2O8vSvLSwf0wpy3MMYxE7rphWkPYOwcyhfGKRrnzbE5KGtsJusQCfqIHMaHjRhcerS0x14ZaEuXv+rnqJYadNOAoqW9Hk8LtQ0xtdSgl/RcF6knQX9buQLbJdBDgDJ5XJSSWICmhMXGnc0smFHW7X6mqWM7Luls74GMUgqVbsZp3gu5LFqoqM9BmLJz5Deuwt76alu+Fh++uadjfmTpoAQays6hsq1gBtHLJhGcNBkrkcc9KAmbOHx52yVnO+TyLlbeJp21yeYcbNvFdlVbnUnVlu7XK77UHsTQVtfLNHXiTVmSyWxb3UwNU/eCHsPQvZ81DU3TCAdNWcgwisiVKiA+06CkOMqenfuwsmkC4TCY/sNKgFdVZPKvy0t4dVua599Psa0uz73PNHbcfsyEAOcujBE9uD5OpwAmhFM8qdsApl0u71BZOvDVJaLvNH/ImyvTUt1tIKPpBub4OeRbarDe/CvOjGPolNP94P01HYKxtmXKDnqkFAKRww5o/D6DUMAglcn3GMh4OWXKeGH9Xt7cWt9jIOMdz5tPU1YU7PYclG21Jber81ZgRUr7NUSTW/8kzu4NABjjj8a34BODkvFYubY3kVfT0OOV6LFyzHAE3fQDPQ/Bif1cpcjnDwhacg7JbJ687ZK3HVwX0LwvcD5TJxw0MQyty/NAKeXVl1QKt+1/TdfR2h7Dtl1U3tvHbdsXBQqF4yimVsUkkBlF5EoVEN30MenoY7D9xVTvrSWZTBANZNA1ULoPZQZ6DDDAK0nw0aMiHD0+wBPrE3zYkCfS3gsz8aAPvj4GMOAFMaZpyCTfEaRH2+fKWGi+rqtdzNkfxd7zLipRR8vqJzEXX9jr8bwVM5q34ifViBYpwYiUHXZAEw/7aU5Yve6zcIYXyOzYl6A5afVY7TroN0hb3jftAz9ElFK46eb9JQZCRb3WlzoU3+xTcJt245v/cczxR/f7OPvPz0Vlk+DYaJFijPi4PgWEY5XtuF5PS94hZ3u9cRkrT85W2I7jdbDoXsDiM3SCAV+3Fde7o2la21oHraN32zB0wkEfdt7GcXruHWtszQ64bWJ4SSBTYPRAmJKqCZixcqrrWmhoaiXqyxNw02h2Fi2XBDSUGUAZ/k61RNqVR03+5aPF7GzIMy5uEvYf8OJXCi2fQbOtww5g2qUtm+KIn6BfxvlHiuYPexN/W2u7DWQ03cS/5JNYq/4fmW1vEBo/F61iZu/HNP1oZqk3JJKox041oYVKvHIYh/hADgVMNF3DdVWPvXRF0QDTxsfYsS/B29saWL6w+5wyPtOrhp3O2h2BjGvncBr34DTX9LvEgFO3HXv7WvzHfwZN09Hj4wiedcOAU/17Ce3SqHzGm8hbVoEWLpISAj1QSpHNOaSzNom0RdryhobyrouG90XMZ+qEAjqmYUogKA6bBDIFKhQwmTy+hEAoSG1jmoyvhFgc9HwGLZdGyyXRc0lwXZRhooy23pq2F7+uaUwrPyBT6sEBTNFE3GDRYQUwjuOSSOfRdZ3iWPfd/mL46LEy3HRzj3NljNLJ+GYuI7/1NbJvPEnw9Ou7DXoO5gU0ZV5Ak2rATjehhYvaUuZHu73uQb9B0Octww720hW/aGY5O/YleGtrA6cs6DmnjGnqtCRSlPgs7HySbHMOt7kJzR/pc74V5drk33see8vLANhlU/DNWOa1daBBjGuj0i3gC6CXTUWPlPRrwvSRznUVmZw3p6U5aZHJ2uQdr0aX39QJh8whqbElxhZ55RUw09AZXxom5DfZ15CiMe1QHC1CDxV7dVnsrPfPSnhBSt6rBaOMtmEo3TwggMm2TeI9/ABGKUUyk8e2FcUxPxXFYRlWKgCaP9yWV2YvmN0vnw/MOx23ehNOson8e8/iX3ju4R+/vYfGyaPSTTjpZrRwMXq0DC0Y7RQEmIZOOGDSkrJ6DWSOnlKM39RpSljsqk0ypfKgpdiug5ZPE7VasRtbsDIGgaAPrbQYLVqC5vYteHYTdVhrH0M17/POc9qxmFMX9+kYPVG5DCqXQouWYRSPH/Sq16Od7bhkLJtUNk9LMkcmZ+O64DM1QkGTuKRtEINMApkCp2kaJbEAQb/BvvoUTQmLWNiH32eg/BGv6GO4zMujkc+i5dPoVhI9nwHHBlRbADPpsAMYgIzlfYuKhnxMqghTFPHLBN8CosfKcFONXiHDbhKraWaA4pM/Q8PfHsBp3IVy7D73GGiGDy3cHtA046Sa9/fQHBDQxMJ+GhO9zyvw+wzmTi/lzS31vLW1wQtk2oIXLZdCz7ai2VkMpWh1DDJmEaFIGD0QQrMytC1LOSSlFPaOteQ3/M17/vtD+Bd/EnPCnD61vftju6hMK2g6eulk9FiFFHRsk7dd0pZNKp2nOWWRzTvgeuUnYiEfhvS6iCEkgcwoEQqYTKmKEWw0qWlOk7Pdzr0jhh9l+FHBOG7URbMtNDsLSnXKA3Moedshkc7jNw0mVUQpjQcl8V0B0swAeqwCt2E3+EPdDpUEJ84idNIXoGLGgJYVewFNSVtA09K5hyYUIxgw0HUNx3F7/cBaOKOMN7fU8+72Rj4xN0DQTnrPURTK9OMG420r9PKkLYe+ZoZRuTS5dStxqjcDoI/7CP4ln0IP9T3Tb5djO3lUpi2pXcl49GDPyf3GCivnkLZsEukciUyeXM4BIOA3KJYvPmIYSSAzipiGzvjyMKGgyd6GFE2tFkXRbt4wNB3lC3XJ7tsb11W0pnOgoLwoREVxSJYfFjg9WopKNYKVgh4+WM0Js3GcwUkAphk+tEgJyrFRmVYvoAkVEYiU4jc0rLxLuLtARrlo+QxTI2lKwjpNaZfNH1SzYHIINxjrkl4g6DNIWw75vuZd0Q3cRD3oBr5jzsScsWxQJt4qK4Wys96S6qJKNHNwqnSPNkopMpZNazJHS8oilbXJ5R0MXSPoNyiO+WX+nBgR8kk1yrQPNQV8hhfMHDDU1B9KKVJZGyvvUBQJMK44RCzskzekUUAzfOjxcTh128EN99rr4iYbyL31FP55Z6P3s77S/sc10cLF+/OmZFootnzU22EIlHmBiXK9oc5cCj3bgmZnQLksmmjw/BaXN6p15s8Id3t809RJp3Nk277h90Y5eW/Zsz+EZgYILL3YG/opqhpQG8FLMKgyLWD4McqnoUVKxuSKJFcpGluzVDdnqalPkrVsTFMn6DeIhmR1kRh5EsiMUuGgybSqGDWNBrVNGfK2S6SPE3GzOZtkxiYcMJlWGac45j/sPA2iMGjhYrRQHGUl0XpJrZ9/7zmvQvb6Jwices2gfCBr+v6AJpRtxt9Sj6EnUP4ompXw5mkpF2X4cP1R0A0WTnN4fksD2+vyNKcdisNdg6/21PLJbO9J5NyWaqw1f0SPluJf9jk0TUMv7n5pd18p20JlE2jhYm9C7xgt8JjO2tQ2pWlJ5yguChMKmESC8rEhCos8I0cx09CZUB4hFDDZ25CmOWERP4yxadt2aU3nO+5fHg/2u0dHjCxNN7xemdoPUK7tFYTshm/+x3FqtuI27cHethrfzBMH8RxMAvFiSGq42RSmlUAZflx/2Fs5d4CSiMH0ch/b6/O8tSvLqbO7DxD8pk46k8fuJnGZUi72ttXk330GXAcnl0ZlWtEGIzuvUmAlUa6NXjwePV45JpdV245LY2uW2qYMOdulJB6gOBqgNeH2mkxuqGUtm/rWLA0tWepbvP8bWrPYjsJn6Jim1va/3vl/Q8fv04mEA7iONxxmGjo+U8c0DvxZJ287TKroeyFVMXLG3iv0CKNpGqXxIEG/wd76NE0Ji3jEh8/sGpi4riKRyeO6irJ4gIri0GEV6BOFTQvFvZ6RTAtauKTbffRQHP+8s8i9+Wfy7z2HMf5o9Ej3+/aHzzTwB3xYroF+iLlVi6YEvUBmZ5bls8LdDk34fV4RybRld9ruZlrJvbESt/YDAIyqWfiXfBItMPAPnvbcMJo/hFE22csgPAaHTRLpHDWNGZpTFpGgSWk4MKyrjlxX0ZLK7Q9UWrLUt2Sob8mSytqHPsAg+OxpLp9YNnVYHksMnAQyR4hw0MfUqhg1TTq1TVmCfrcjSGmfpJe2HOJhP5UlIWIRv1dQTYx6mqajx8pxMq0oO9fjZFRj2hL03e/g1u8gt/5JAidfMWgf1LqmEQ75aGzJwiHy1s2ZEOAvbyVpSDnsarSZUtY1mNY0r/RfOmMT9nnnaO99n9z6JyCXAcP0SgxMO25Q2iC5YbwVi3XNWeqbM7hKURoLDOnKo1ze8YKV1mynoKW9h6UnsbCPsqIg5fEgZUXeP7+pYzuKvONVwm4vf2A7LnnHq63kuF69pXQm11ExO+94++z/2Xvc8vjYu/6jmQQyRxCfqTOhPErI72NfQ4rmRI5QwCCRyRMKmEyrjFEcC0gmzSOQFoyhRUtQiQY0s/uFy5qm4198Adln78Ot+wBn55uDliQOIOQ3cPEK8PUWWwRMnbkTA7y5M8ubOzPdBjLgFZFsTVkE4gHy29eSf/PPXjuKqggc/xn0WMWAz3l/bhitLTdM+aBUwB5NlPJ6QGoa0yQzeaJhX49FQAf6OHvrU6zbVMcHe1tpTfc8B8rQNcoOCFTK2/+PBwn0s0SKYejEYyFaE5lD1lqSoaXRRQKZI4yuaZQVeS/2fQ0pMlmb8aVhyotC/X4DEIVP0zSMaDl2qgWVz4LR/dJ7PVqGb87HyL/7DLkNf8OonIk2SDlR/KaBz9CxHfeQuYcWTwny5s4s7+yx+MQChc/oGvn4fAZW3iGbswlMmIO9cRXG5AX45p7W41ygvtifGybmzYcZhHwzo002Z1PblKGhNYuha5TGu88UPRC5vMM72xtZt6mOfQ3pTrdFgmanQKUs7v1cHB3a3iBxZJFA5ggVDfmYVhUnbzsyD2aM0AIRr3RBSzUEe84hZM48EWfPu94KnwFUkT6Yz9Txt9VdOlQgM6XM15FTZuM+i/mTOnfla1aS0J51pCcvpSmpqCwOETzzK4M25NOeG0aLV2AUjR9zuWFcV9GUsKhuSpO1bOIR/6AnvqxtyrBuUx1vb2vAyntL6Q1d45jppSycWUZVaVhyVYlBIc+iI5jP1CUr7xjjFZRsQuXSQPfBjKYbBJZfjTaIQQx4vUKRoI/0IZZNg9dzuHBykBc2pVm/M9sRyOjZFgK7Xsdf/Q6acjB8PvaWLcVvGJQNwrwFbyipGXTfmM0Nk8rmqW1K05iwCPqMQe2FsR2XjR82sXZTHTtrkh3bS2MBjp1dwcKZ5YRl+bYYZPKMEuIIovmC6LEKVPMebylxT/sdEMTkP3gdnDzm5IVowYHNDQj6DTRNw3XVIYcGFk4J8cKmNB/U5kg11lFRtxZfzXtobXWV7KJJ6OM+QtA0aGzJEvQbRAbQu9iRGyZUjFEy9nLD2I5LfUuG2qYsjuNSHPEP2mqkpoTFG5vrWL+lnnTbyiJNg9mTizn26Ao+Mj4+JleAieFR8IGMZVl873vf4+mnnyabzXLKKaewYsUKysrKerzP7t27ueOOO1izZg3BYJCLLrqIf//3f8cwvDki+XyexYsXk893/uZ43XXXccsttwxpe4QYanqkBDJNuNkU0Pu8KKVc7E0vobIJ8u8+i1F1FMbUxRiVR/Vr0msoYBIO+MhYNpFQ728vpRGDxaUpFljrmPDODto/5vLFU8lOOQFKpxKJBAimLCzLpr4li9/Uu00t0Hsb23LDODZ60XivzMAYyg2jlCKRzlPTlKY1lSMSNAlGDrG07DC4rmLLnhbWbaxl657Wju2xsI8lsypYfFQ58cjYGrITI6PgX83/+Z//ybp167j33nvx+/2sWLGCm266iV//+tfd7p/P57nmmmuYPn06v/3tb9m5cye33XYbgUCAG2+8EYAPPviAfD7Pn/70p04BUTjcfcp0IUYTzfSjFY3DzVSjVAjo5ZuwcvEd/THsD9fjNu3G2bcJZ98mCEQwpyzEnLIYPX74q4N0TaMo6idZl0O5XcoodbFoXI5FtTsAyJXOwJpyAk58PNA5BIuEfLSm8jQmslQUhw87dcBYzw2TyzvUNWeoa8mgASWDsKQ6mc6zfksdb2yupyWV69j+kQlxjptdwazJxTJRVwyrgg5kampqWLlyJT/96U857rjjALj77rs555xzePPNN1m0aFGX+/ztb39j7969/P73vycejzNr1iwaGhr4/ve/z3XXXYff72fz5s3EYjGOPvroYW6REMNDDxdjkEI1NoO/51VJmm5iTj8Wc/qxuK212B++ib3rLbBS2Ftewd7yCoFT/xWjdNJhP3YkaBIOmGRzNqGD5kMYLbvxNW4nO/0UAMZ/ZCbP7pzHWms65877CJPj3Q8daRpEQiZNiRxBv0nRYfQojOXcMK5StCRz1DSlSWXyA6rHBl6vzpZdTax6Yzfv72jCbRu2DAUMFs4s59jZFYMyh0mI/ijoQGbdunUALFu2rGPb9OnTqaysZM2aNd0GMmvXruWYY44hHt+/lPKEE04gmUyyceNGFixYwKZNm5g5c+aQn78QI0UzTHzFlVBXj3Kdwxom0uPj8M8/G98xZ+BUb8H5cD1uog69ZH/9ovzGF9DLp6GXTe2xZ8PQdYqifvY1pAkq0FCYzR8S3PkaZstu7zhlM3DiEwj4DT4sO4m9u7ycMpNLe54DYxoaPlOjviVLwGcQ9Hf/9rU/N4zelhumAm0M1RDL2w7VjWnqm7OY5sCXVG/d08LfX99FfUu2Y9ukigjHHT2OuVNLMGVBgRhhBR3I1NTUUFJSQiDQ+dvXuHHj2LdvX7f3qa6upqqqqsv+AHv37mXBggVs3rwZ27a55ppreP/996mqquLKK6/kwgsvHND5DvQF3T7xbjjTgQ82aUNhMAwdI1qMGS3BTrWgR4r7cGcTc/IcmDwH5dhobXPLnNZa8u+/AIAWLcU3dTG+aYu6zb8SjwZoSVpodVuI7XkdI+G9XpVmkK+ahxaMdxQoPXZaiLd2eTllzluodeSU0dtu1w8IQqIhPy2pHE1Ji/FlJsZBQxjKzrVN6I1hlE5AH6QcOf013M+lRDrH3voUrakcRbHAgFYt5vIOf399F2s21gIQ8BksnFnGsbPHUVU2+obh259vhyqMqxs6RludJjE6jGggs3v3bs4444web7/pppvw+7tOFgsEAliW1e19stlsp96Y9v2Bjvts2bIF0zS58cYbqaio4IUXXuCb3/wm+Xyeiy++uF9t0XWNkpLBWQURj/ecA2S0kDYUhuJJU8ju2YwRMtHMgS23tonCrKVkPngTlWwk9+6z5N57jsDEWUSOOp7glLkdk2gzOzYw7t2/o1prAFC6CVOWoD5yImYo3umN55iwn5I3WmlKOXzQ4LBkeufXUeigqu7BkJ+WpEXOhcri/dfIySRQmo1ZMQ1f6Xj0AsoNM9TPJcdV1DamqGvNoRsm0yZFBlSCZPveFn7zt40dvTAfXTiB806aTnAU531RSqGUIhT2gwK1/wbv57YNWVtRVBQetPdzMfRG9FlZWVnJU0891ePtq1atIpfLddluWRahUPdvDMFgsMt92gOY9sm8Tz/9NK7rdhxjzpw57Nu3jwcffLDfgYzrKlpb04fesReGoROPh2ht7T2FdiGTNhSG9jYkbR85wrh1teiR7ksXHL4wxoLziMw9E3v3e+R3rMep/xBr9yas3ZvQwsVEPnETmqaT/XAjqrUGV/eRHb8Id+pSlD8CLpDq+iVk0eQgz29M8dqWVmaP896WdF0nFPKRyeRx3YOug1Ls3NuMk7eJBHRvQq8v6C2rNkvQEnng0PlshtpwPJesvMO+hhT1zVlCbfOTksnsoe/YDdtxef6NPby8YR9KQTzi51OnTGfW5BKCAZNUysI5+FoMM8d1sW3VUSfJdb2oRGnAAeUxlALaanahvJ6WSNhPOpPDddT+29ruoO3/kURrhuAAE6FLIDR8RjSQ8fl8zJgxo8fbN23aRHNzM7lcrlPPTG1tbZfho3ZVVVVs3ry507baWq9rtLKyEqDLUBXA7NmzefLJJ/vchgPZ9uC8wJ22ImajmbShMLiuQoVKcRJNuFYWzRz4sls0P/rkRQQmL8JNNmB/uB5n51voFdNxXe/TxJh5MsoXpqVsIQ1ZiJt+6OUDcMHkAM9vTLG1JkdTKk88tP9TxHXdLh+epg6WgrraJoyYwhcvxygej+sPgaM44Pt2QRiq51JrKse+hhTJTJ6iqB/T0PsdMNU0pln50nZqmjIALJhRxjlLJxMMmB1/f8d1hy24d5z9hRxtx8VpCz4MXcNnGJiGRlHYTzBg4jP0jkKjAGhaW5DS9ive0H9xcYSWljSO4x6wlk/rVBtM07xyG6P9tT+WFHQ/4bHHHovruqxbt44TTzwR8JZO19TUdKxiOtjxxx/PypUrSSaTRKNecq9XX32VSCTC0UcfTXNzM2eeeSbf/va3O82J2bBhA0cdddTQN0qIYaYFo+iRUtzWGrToIAQyB9CjZfiPORM15zSw9/eE6uFi/HNOI5azaa5Nkrd7r79UGjGZWubjw4Y8b+3KcsqsQ3ybVYqIliaZzlMfm8iEsiljKjeM47rUNWeobcyAxoAm9Lqu4tV3q3l+/V5cVxEOmJx30lTmTC0Z5LPuSimF46q2itVewOK2xaCGrmGaOn7ToCjiJ+g32/IIebmETEPrU5tNUyce8ePk8hKkHGEK+pVfWVnJeeedx+23386dd95JKBRixYoVLF26tGPFUi6Xo6WlhaKiIvx+P2eeeSb33HMPN998M1//+tfZvXs3P/rRj7j66qvx+/34/X5OOukk7r77bkpLS5k8eTJ///vfeeKJJ/jpT386sg0WYojosXLcdDMql0HzD/58DU03oJvjBv0msbCPlmTukBNPF00J8mFDnjd3ZvnoUb1MJnXy6FYS5Y/gr5pCnR0glMhTXlzQb2eDJmPZVDemaGy1iITMHldvHY7G1iwr/7md3bUpAGZNLub8k6YSDQ1dfba87ZDK2rgOoIHZFrAE/AbFAS9g8bUVIPX7dMxRPOleDA9N9ZbHvACk02nuvPNO/va3vwGwfPlybr/9dkpKvG8Lq1ev5otf/CK/+tWvOpZpf/jhh3znO99h7dq1FBUVcfHFF3PDDTd0rH5Ip9Pce++9/PWvf6WhoYEZM2bw1a9+lTPPPLPf5+k4Lo2NqQG11TR1SkoiNDWlRu03BmlDYeiuDU7zPtymPWiRsmFNCpe2bHbVJggHTIxuqly3s/IuP3i6nrwDXzq1hKllASKRQKd5GVoujebkcMNlONEKMPykszauq5g+IT6gEgZDYTCfS0opmpPeUFLWciiK+Q65Aqe3Y63bVMc/1u4mb7v4fTrnLJ3CwpndPzcMQyceC9Ga6P9cHyvnBTCmrhGP+ImF/R314Hzm0Acsw/26rqgY2RVzY0nBBzKjhQQyHmlDYeiuDcrOYddsQVMMa50hpRR72+ZxxMK9Bxp/XNvC27stjp8e4sLFRfsDGcdGz7aiDD9udBxuqLhT2uDmhEU05Gfa+FhBfYMfrOeS7bjUNmWoaUpjGhrRkK/fwWhrKseTL+9g216vrMDUqhgXfnQaxb0MO/Y3kFFKkW0LYAI+g5KYn5JYkHDAHPYMyxLIHLnGRl+sEALN9KNHK3Abd4E/NGxVnzVNoyjiJ5HOH7KY5OKpId7ebbFhd5ZzF7SlUbAt9GwSN1iEG6tE+boOYcUjfpoSFrWNJuPLw0dUGYJ0Ns++hjTNSWtAGXqVUry7vZGnXttJNudgGhqnL5nEsrnjBv3vpZQinbXJ5hyCAZOJ5RGKowFCo3j5tihc8qwSYgzRo6WodCNYKRjGZHHhoI9w0CRjOb0Wk5xW7qMopNOScdm4N8sJvhzYFk6sEjdSAT1kKNZ1jVjYR01zmlDQpCQ2uJOaR4KrFM0Ji70NafJ5Z0B1ktJZm6de+5D3djQBMKEszIWnTKeieHDnSzmuSypjk3dcIkEfUyvDxCP+AZVHEOJQJJARYgzRDBM9Ng6nbjscZumCwaC39crszaZ6LSapaxoLJwd5cXOa9TtaOWFmFW5JJa4vesjH8PuMjpwqoUDPJQxGg7ztUNOUprYpS8CnUxLvf2C2eVczf37lQ5KZPJoGyxdO4KMLqvo9v6Y7tu2SzOZxXYiGfEwqChKP+AtqmE8cuUbvK10I0S9auAgtVOSl8g8XD9vjRkM+wn6TbN7ueYjBdVgyzubFzbClXtESmugNgR3mvIxoyEdTwqK6Ic2UytiorMKczOTZW58ikc4Rj/jwmf0LNq28wz/W7OKNzfUAlBcF+dQp05lQPnjzo3J5h1TGRtOgKOqnNBYkFvaPyr+7GL0kkBFijNF0Az1ejlPb2lZLaXjeBgxdpyjiZ19jmqAfDp6W4a1IsigpK2JyRYpddRnWbW7kuNnlh/0Y7fNxGhJZwkGTcSWjpyaQ6yrqWzJUN2ZwXXdAuWE+rEnwp5e205z0cvssm1vJ6UsmDqj20oGylk3asjF1nbKiICWxwIAmIAsxEBLICDEGaaE4WqQElW5CCw+0dMHhi4Z9BJLeEFDQ39bT4OTRc0mUEcApmowbLGLhUY3sqvuQ19+r5thZZX16DMPQCQdMqhszhIO+Ic2JMhgc1yWZztOUsGho9QKwUDfZxw+HUopX3qnmuTf2oBQURfxc+NFpTBvftbBnX7lKkcrmSaXzBPwmVSURimN+wgW25F2MPRLICDEGaZqOEavAzrSg7BzaMBVYNA0vS2ttU5agT0fLJdFc5eWFiVRAWwmFudNK+NvqXdQ0ptldl2JCH6sthwImVt5ib32K6eNj/R6eGUpW3iGRytHQmiWVtdHbhmf6O6/Eyjs88c8dvP+hN6F3wYwyPrFsCgH/wNuezuaxbIUGTKqIUhT1j+o5SOLIIs9EIcaqQAQ9UobbWosW7Vuvx0DEQj5amlpxEi2Y4Th20ThUINZprCnoN5k7vYS3tjbw+KptXHXuHMLBvr1dFUX8NLZa1DSlmVgeLYhhD6UUqaxNS9KiKZnDynn5VYqjA5tXUtec4ffPb6O+JYuua5yzdDLHzq4YcJuVUiTSeQxDZ+bUIjTXQWfk/45CHEimlAsxRmmahh4rA18AN9mAyiZRztBWjFaug5lvJRaAhK8Cu2QqKhjvOmEGOHvpFEpiARpaLX73/FbsPmaU1TSNeMRHXVOWpkTXitvDyXZcmhIW2/e2snVPMzVNGUzdq5EUDfsGFMS8v6OJB//8PvUtWWJhH/9yzmyOO3rguWGUUjQncpiGzvTxcarKIvgLsGdLCAlkhBjDNH8Ys3waeslEMP2oXBo32dBRl0mpwcmAqpRCWSlUuhktWERsymxUrJKc2/NbUDTk40ufmk/AZ7CzJsmTL++gr4nIfaaBz6ezrzFNxrIH2ow+y+Zs9tUn2bKrmQ/2tpDI5okGfZTGAwQHmN3WdRX/WLuL37+wjZztMrUqxpcumMukcYdeqn4ojuPS2GoRDfuYVhUnHhmeoUch+kOGloQY47RgFCMYRRWNg7zlBTPZJMpKQroZpZQ3h8YM9GsujbJzqGwr+EMY5VPRIqWENY2iTIKmhNVrsrTxZREuPWMmv/7bZjZ80EhpPMipiyb06fGjIR+NrRbVjSmmVMYGNX9Kd1ylSGW8ybvJTB5fwIftqgEltDtYKpvnj6s+YMe+BAAnHFPJmcdOGpTj522H1lSesniQCeURSWYnCp4EMkIIwJsAjD+E5g+hR8tQTt7rlcllUOkWVD6LyiZA09F8AS+w6SWhnlKut7/rosfHocfHofmCHbeXxoM0JSxsx+11guuMiUWce+IU/vzKh6x6cy8lsQALZvRtTk9R1EdDq0UoYFIWD6LrGrqmDeq8mbztkkjnaGy1SGRyoCAa8TOuJDygYosH21OX5PfPb6M1ncdn6nzy5GkcM31wVp55y6odqkrDVJaGJaGdGBUkkBFCdEszfGghH4TiqPg4yGc7ghmVTaIyLSjlopleUIOxP4+IymdRVhItGEcvGocWKuoSNERCPuJhP4lMjqJeChYCLJlVQWOrxSvvVPPkyzsoiviZWnX4JRYMXScaMtlbn6K+OdsRyLRXXfYZOqapoesahq63/e/90w/4X+8m8ElnbVrSFk2tFhnLxmfqxMM+DEPHGORA4I3Ndfz1tZ04rqIsHuCzp81kXMnglBlIpvPYrsukigjlxaFu2ypEIZJARghxSJqmdfTWEClBubbXU2OlUZlWVC4DVgKFDijQTfSSieixcjSj+zwjuqZRVhSkOZXDcd1DDvmccexEmhIW73/YxO+e38rV582hLB7s9T4HCvpNfIaO4ypcV+Eql4zl4iqF4yrap98o8NblaGC09doYuoam0Rb0aJimF/xYeYeWVJ687RAKmANKYtcb23b56+qdrN/iZemdPaWYCz86bVCWQCulaEnmME2DqZXxI6JOlRhbJJARQvSZpptowRgEY15vjW15gU02iXJtjFgFWvDQk05jYT/RkI901iYW7n3+jaZpfOqU6bSmcuypT/H//WMLV5/Xt2XZXi/J4e2rVHvAo3Bdb+5L3naw8u3bvYAnHDSJR4YuKVxz0uIPz29jb0MaTYPTFk/k5PlVgxIwua6iKWERDfmYWBEt+OSBQnRHAhkhxIBomga+oDf/JVLSp/vqukZ5UZDt1a3epOJDfDj7TJ1Lz5jJ//vL+zQmLB59bitXfHzWkMzl0DQNw9AYyamuH+xt5Y+rPiBjefWpPn3qdGZMKBqUY9u2S0sqR3E0wMSKiCS4E6OWzOQSQoyoeMRPJOj1yhyOaMjH5888ioDPYFdtkif6sSy70Cml+Ofb+3jkH5vJWDbjy8J86YI5gxbEeENiOSqKQ0ypjEkQI0Y1CWSEECPKNHTK4kGyOeewA5KK4hCfPW0GuqbxzgeNrHpz7xCf5fCxcg6/f35bR72kRUeVc9Unjqb4EBOiD1c6myedtZlQHmFSRXTQCkkKMVLkGSyEGHFFET/BgEk25xz2fT4yIc55J04B4MW39vHW1vqhOr1hU9ec4YE/v8/Gnc0YusZ5J07lgpOmYg5SsNGaymE7MGVcjKrS8KDltRFiJEl/ohBixPl9BqWxAHvqU4QCh/+2tHhWBY0Ji5c3VPPkKx9SFA0wrQ/LsgvJezsa+dM/d5C3XeJhH589bQYTKwaepRf2lxsI+A0mVUQlU684okiPjBCiIBRHAwR8BlYfemUATl8ykbnTSnBdxe+e20p9S3aIznBoNCcsnvjndv7wwgfkbZdpbaUGBiuIcVwpNyCObNIjI4QoCKGASUnMT21jloD/8NcKaZrGhR+dTksqx566FP/fM1u45ryjCQcLeylxayrHS2/vY/2WelzXmxt04rxKzlgyOKUGQMoNiLFBAhkhRMEoiQVpbLHI206fsuL6TJ3PnT6TB//yPk0Ji0ef28YVZ88atLklgymRzvHyhmrWbarDaQtgpo+P8bHFE5k8CAUf20m5ATFWSCAjhCgY4YBJUdRPUyJHMNC3HpVI27Ls//eXjR3Lsi9aPn1IMu32Ryqb5+UN1azdWIfdVndpSmWU0xZP7FO5hcORzOSxHSk3IMYGCWSEEAVD0zRK4kEa24pJ9lVFcYhLTp/BI3/fwjvbGymJBzht8cQhONPDl8rkeWbtLl57t4a87bVpUkWEjy2eyPTxsUENtJRStKRymIaUGxBjhwQyQoiCEm0rJpnK5Ckt7vv9p4+Pc95JU3ny5R289NY+SmMBFs4sH/TzPJSsZbN6Yy2vvVvTMYF5QlmYUxdPZObE+KD3FLmuojmZIxI0pdyAGFMkkBFCFJT2YpIf1iQ65pD01eKjymlsze5flh3xM218fJDPtHtW3mH1ezW89m5NR16cqtIwpy6awKzJXauADwbbcWlJ5iiKeOUG+rKEXYjRTp7tQoiCEwv7iIZ8JDM5+vuxf/oSr1r2ezua+N3z27j6vDmUFx1+tey+yuUd1mys5ZV3ashYXrmFiuIQ5548nWmVEVQ/g7LDedzWdJ6KIm9lks+UlUlibJFARghRcAxdp7woRF3CwtfPxTbty7JbUzl2ty3Lvvq8o4kM8rLsvO2yblMdL2/YR6qtXlRZPMCpiyYwf0Y5xUVhWhMZHAY/kMlYNhnLYUJphMqyEIYuK5PE2COBjBCiIMUjflJ5l5bWDKE+5JU5UHu17Af/7C3L/vkT71Ec8xLv+U0dv8/A79Pxm23/+4yO23w+nYBpdNon4NM7loXbjsv6zfX8c8M+Euk8ACWxAMsXjmf+R8rQdW1ISwAk03kcV8nKJDHmSSAjhChIPlNnQnmUhsYUGaX6Pe8jEvSWZT/01EZa03la24KO/tJ1Db+po5Q3Hwa8WlGnLBzPwpllQ94ropSiJZnDZxpMqYzKyiQx5kkgI4QoWOXFQSZWRPiwOoEGBPsZzFQUh/jqp+ezpz5F3naw8i65vOP9s9t/dsnZLlbeIWe3/d6x3cF2vKEh11Udk3hjYR+nLBjPoqPKhyXhnOt6NZMiIVmZJEQ7CWSEEAVL0zQqikPYtsueuhRoEPT3720rHDQ5alJRv8/FdVVH4GPlvcCmoig4bNmD21cmFUe9lUn9/TsIcaSRV4IQoqC1BzNKwZ76FBpan2oxDRZd1wgGTIIjMJKTyzsk0nkqikOML4vgK8DSC0KMFAlkhBAFT9M0xpWEUCj21qcBRiSYGQntK5PGl0eoLJGVSUIcTAIZIcSooGkalSVhFFBdnwYNAkd4NedEOodyYcq4KGVFwYKpGyVEIZFARggxarQHMyjY15BGA/xHYDDjrUzK4/PpTBoXoSgqK5OE6EnB91FalsV3vvMdTjzxRBYvXsyNN95IQ0PDYd03m81ywQUX8Nhjj3W57ZFHHuGMM85gwYIFXHrppWzYsGGwT10IMQR0TaOyNExVWZhEOk+ubQn0kcJ1FU0Ji1DAYFpVTIIYIQ6h4AOZ//zP/+Tll1/m3nvv5Ze//CW7du3ipptuOuT9mpubufbaa9m8eXOX2x5//HF+8IMfcPPNN/PYY48xdepU/vVf/5XGxsahaIIQYpDpmkZVaZjxZRESmSMnmLFtl6aERXEkwLSq+KBnIRbiSFTQgUxNTQ0rV67k9ttv57jjjmPBggXcfffdrFmzhjfffLPH+z377LNceOGFJBKJbm+///77ufzyy7nggguYOXMmd955J6FQiD/84Q9D1BIhxGDrCGZKvGAmb4/uYMbKO7SkclQUh5hcGRszk5mFGKiCDmTWrVsHwLJlyzq2TZ8+ncrKStasWdPj/V544QWuuOIKfvvb33a5raGhgR07dnDCCSd0bDNNk+OOO67XYwohCo+ua1SVhakqCdOaypO33ZE+pT5zXJfmhEXGsplQHmFSRVSWVwvRBwU92bempoaSkhICgc5jxOPGjWPfvn093u+OO+7o8bbq6moAxo8f3+WYGzduHMDZCiFGgq5rjC+LoFBUN2YoivhHRSCglCKVscnZLkURPxUlIWIhn6xMEqKPRjSQ2b17N2eccUaPt9900034/f4u2wOBAJZl9esxM5kMQJfjDuSY7Qaa4bO9GJ0xDKnOh4q0oTCMxTZMroyh6zq1TWnikUBBBDPtOV8Ozv2SsWzSWZtI0GRyZYySWGBIC0wO1Fh8PonRY0QDmcrKSp566qkeb1+1ahW5XK7LdsuyCIVC/XrMYDAI0OW4AzkmeN8KS0oi/b7/geLx/p9HoZA2FIax1oaS4gg7axLsq08RDxVGMAMQiXi9yjnboSVpEQz5mTqhmHGl4VG1fHysPZ/E6DCigYzP52PGjBk93r5p0yaam5vJ5XKdelBqa2upqqrq12NOmDCh4xgHPvZAjgneksnW1nS/7w/eN4V4PERrawbHGX1j/SBtKBRjuQ2xgE6LT2NXdTPF0cCwFHPsiaHrRCIBWhNZmpNZlAtlRQEqioKE/TqpZJbUiJ3d4RvLz6f+GqwvtuLQCnqOzLHHHovruqxbt44TTzwRgA8++ICamhqOO+64fh2ztLSU6dOns3r16o5j2rbN2rVr+cIXvjCg87UHaaKh47iDdqyRIm0oDGO1DZUlYRxHUdecoTjqH7HhBKUUiXSOhpYM0aCPipIQ8bA3D2Y0Xpex+nwSha0w+l17UFlZyXnnncftt9/O6tWrefvtt/na177G0qVLWbRoEeANEdXV1XU7BNWTq6++moceeojHH3+crVu38q1vfYtsNsvFF188RC0RQgwn09CZUB6hvChIcyI3Ir0IVs6hoSWLrmtMGx9n+oQYRRG/TOYVYpAVdI8MeCuQ7rzzTr761a8CsHz5cm6//faO29evX88Xv/hFfvWrX3Vapt2bSy65hEQiwT333ENzczPz5s3joYceorS0dEjaIIQYfqahM7EiilLQ0JqlOOYfloKLtu2SSOcx2h5/xtQSMilLegGEGCKaUkqN9EkcCRzHpbFxYKPdpqlTUhKhqSk1at/0pA2FQdqwn+247K5NDnkw47qKZCaP4yhKYgEqSkIURQOj/jqAPJ/6o6IiNuSPITwF3yMjhBAD0dEzg6Kx1cLv09E1DV1v+6dp6LqXKbg/wz5KKW85teUQD/sZVxIiHvGjyxCSEMNCAhkhxBHPZ+pMqogSME2yeZu87eK4CttWOK6Lq1xct3PntKZp6BoHBDv7Ax9D19A0yLcNIwUDJlMro5TEgiO6SkqIsUgCGSHEmOAzDSZU7F8S67oKx1Vt/7sH/Nz2z3HJOy4521vl4riKvK1wDwh8TF2nqjRMeVFIaiMJMUIkkBFCjEntPSyeQwch+4Mct+NnQ9cIS4VqIUaUBDJCCHEY2gMfX2FnrRBizJFXpBBCCCFGLQlkhBBCCDFqSSAjhBBCiFFLAhkhhBBCjFoSyAghhBBi1JJARgghhBCjlgQyQgghhBi1JJARQgghxKglgYwQQgghRi0JZIQQQggxakkgI4QQQohRSwIZIYQQQoxaEsgIIYQQYtSSQEYIIYQQo5YEMkIIIYQYtTSllBrpkzgSKKVw3YH/KQ1Dx3HcQTijkSNtKAzShsJwJLQBjox2DGcbDEP6CYaLBDJCCCGEGLUkZBRCCCHEqCWBjBBCCCFGLQlkhBBCCDFqSSAjhBBCiFFLAhkhhBBCjFoSyAghhBBi1JJARgghhBCjlgQyQgghhBi1JJARQgghxKglgYwQQgghRi0JZIQQQggxakkgI4QQQohRSwKZYeS6Lj/+8Y855ZRTWLhwIVdffTUffvhhj/s3NTXxta99jeOPP57jjz+eb3/726TT6WE8466am5v5X//rf7F8+XKWLFnC5z//edauXdvj/o8//jizZ8/u8q+3dg+1PXv2dHtOv//977vdv9Cuw+rVq7s9/9mzZ3PGGWd0e59Cuw7/8z//wxVXXNFp2/vvv8/ll1/OokWL+NjHPsaDDz54yOP89a9/5dxzz2X+/PlccMEFvPjii0N1yl1014bnnnuOz3zmMyxevJjTTz+d//qv/yKbzfZ6nNNPP73Ldfn6178+lKfeobs2fPOb3+xyPsuXL+/1OIV0Ha644ooeXx8rV67s8TgjeR3EACkxbO6991514oknqhdeeEG9//776uqrr1ZnnXWWsiyr2/0vv/xy9dnPfla988476pVXXlGnnXaauvXWW4f5rDu76qqr1Cc/+Um1Zs0atW3bNnXHHXeoBQsWqK1bt3a7/1133aUuv/xyVVtb2+mfbdvDfOb7Pfvss2r+/Pmqpqam0zllMplu9y+062BZVpe/5z//+U81d+5c9bvf/a7b+xTSdXjooYfU7Nmz1eWXX96xrbGxUS1btkzddtttauvWreoPf/iDmj9/vvrDH/7Q43FeffVVdcwxx6iHH35Ybd26VX3ve99T8+bN6/G5ONRtWLNmjZozZ4766U9/qnbs2KFWrVqlTj31VPUf//EfPR4nkUio2bNnq+eff77TdWltbR2RNiil1EUXXaTuvvvuTufT0NDQ43EK7To0NTV1eZ5/+ctfVuecc45KJBLdHmckr4MYOAlkhollWWrx4sXqN7/5Tce2lpYWtWDBAvXnP/+5y/5vvPGGmjVrVqc3g5deeknNnj1bVVdXD8s5H2zHjh1q1qxZat26dR3bXNdVZ511lrrnnnu6vc9VV12l/vf//t/DdYqH5b777lOf/OQnD2vfQrwOB8vlcuq8885TN998c4/7FMJ1qK6uVtdcc41atGiROuecczp9+Nx///3qlFNOUfl8vmPbD3/4Q/Xxj3+8x+NdffXVXdp86aWXqm9/+9uDf/JtemvD1772NXXVVVd12n/lypVq7ty5PX5ZWbdunZo1a5ZqaWkZsnM+WG9tsG1bzZ8/X/3jH/847OMV2nU42JNPPqnmzp2rNm7c2OM+I3EdxOCRoaVhsnHjRlKpFCeccELHtng8zty5c1mzZk2X/deuXUtFRQUzZszo2LZ06VI0TWPdunXDcs4HKykp4Wc/+xnz5s3r2KZpGkopWlpaur3Ppk2bmDlz5nCd4mHpyzkV4nU42COPPMK+ffv45je/2eM+hXAd3n33XYqKinjiiSdYuHBhp9vWrl3L8ccfj2maHdtOOOEEtm/fTkNDQ5djua7LG2+80en1BLBs2bJehzoHqrc2XH311dx6661d7mPbNslkstvjbdq0iYqKCuLx+JCcb3d6a8OOHTuwLKvT8703hXgdDpROp/n+97/PlVdeyezZs3vcbySugxg85qF3EYOhuroagPHjx3faPm7cOPbt29dl/5qami77+v1+iouLu91/OMTjcU499dRO2/7617+yc+dOPvrRj3bZv7Gxkfr6etasWcPDDz9Mc3MzCxcu5Otf/zrTp08frtPuYvPmzVRUVPCFL3yBHTt2MHXqVK6//npOOeWULvsW4nU4kGVZ3H///Vx55ZWMGzeu230K5TqcfvrpnH766d3eVl1dzaxZszpta2/P3r17KSsr63Rba2sr6XSaqqqqLvcZyuvSWxvmzp3b6fdcLsdDDz3EMcccQ2lpabf32bx5M+FwmBtuuIH169dTWlrKpz/9ab74xS+i60PzPbO3NmzevBlN0/jlL3/Jiy++iK7rnHrqqdx8883EYrEu+xfidTjQb3/7W1KpFP/2b//W634jcR3E4JErNEwymQzgfQgeKBAIYFlWt/sfvG9v+4+EdevW8a1vfYszzjij2zeVzZs3A2AYBv/1X//Fj370I9LpNF/4wheor68f7tMFvA+XHTt2kEwmufnmm/nZz37G/Pnz+dKXvsSrr77aZf9Cvw5/+tOfsCyry4TNAxXidThYNpvt9rUBdPt3bp9Ae7ivp+Fm2za33norW7duZcWKFT3ut2XLFhKJBOeeey4PPvggl156Kf/93//NvffeO4xn2/l8dF1n4sSJ3H///XzjG99g1apVXH/99biu22X/Qr4OjuPw8MMP84UvfKHbIOxAhXYdRN9Ij8wwCQaDgPdB2v4zeG/SoVCo2/1zuVyX7ZZlEQ6Hh+5ED9MzzzzD17/+dRYuXMjdd9/d7T4nnHACr7/+OkVFRR3bfvKTn3Daaafx2GOP8eUvf3m4TreD3+9nzZo1mKbZ8eY7b948tm3bxoMPPsiJJ57Yaf9Cvw4rV67k7LPPpqSkpMd9CvE6HKy7v3P7B2F3f+f2IKe7+3T3ehpO7UHy6tWr+fGPf9zr0MdDDz2EZVlEo1EAZs+eTSqV4r777uOGG24Y9t6AG264gX/5l3/pGGKZNWsWFRUVXHrppWzYsKFLWwr5Orz++uvs3buXSy655JD7Ftp1EH0jV2eYtA9P1NbWdtpeW1vbpVsWoKqqqsu+uVyO5uZmKisrh+5ED8Ovf/1rbrjhBpYvX87Pf/7zToHZwQ788ATvQ2nSpEnU1NQM9Wn2KBwOd/kGOWvWrG7PqZCvQ2NjI+vXr+fcc8895L6FeB0O1N3fuf337v7OxcXFhMPhw349DZfa2louu+wy1q9fz89//vNDDn/4fL6OD892s2bNIp1O9zjvbChpmtZlnkj7kF/78PiBCvU6gPdla8GCBUyePPmQ+xbadRB9I4HMMDn66KOJRqOsXr26Y1trayvvvfcexx13XJf9jz/+eKqrqzvl+Wi/75IlS4b+hHvwm9/8hjvuuIPLLruMe+65p9thlwP3XbZsWac8Gslkkh07dozYxNONGzeyePHiLhMR33nnnW7PqVCvA8Abb7yBpmksXbq01/0K8Toc7Pjjj2fdunU4jtOx7dVXX2X69Old5seA94G7ZMkSXn/99U7bV69ezbHHHjvk59udlpYWrrzyShobG/nNb37TZQLswVzX5fTTT+e+++7rtH3Dhg2Ul5f32ss2VL72ta9xzTXXdDkfoNvnSiFeh3br1q075DWAwrwOom8kkBkmfr+fyy+/nP/zf/4Pzz77LBs3buSWW26hqqqKs846C8dxqKur6/iwWbhwIUuWLOGWW27h7bff5rXXXmPFihV86lOfGrGegO3bt3PnnXdy1llnce2119LQ0EBdXR11dXUkEokubTjttNNQSnHrrbeyZcsWNmzYwA033EBpaSkXXXTRiLRh1qxZHHXUUXznO99h7dq1bNu2jbvuuos333yT6667blRch3YbN25k8uTJXbrwR8N1ONhnPvMZkskkt912G1u3buWxxx7jl7/8Jddee23HPolEgsbGxo7fr7rqKv7yl7/w0EMPsW3bNr7//e/z/vvvc+WVV45EE7jrrrvYtWsXP/jBDygtLe14bdTV1XUEaAe2Qdd1Pv7xj/PAAw90TJp/9NFHeeCBB7jppptGpA3nn38+L7/8Mvfddx87d+5k1apVfOtb3+L888/vWMlU6NcBvNfA1q1bu0wgb1fo10H00Qgv/x5TbNtW3//+99UJJ5ygFi1apL70pS+pXbt2KaWU2rVrl5o1a5b64x//2LF/fX29uuGGG9SiRYvUsmXL1IoVK1Q2mx2p01f33XefmjVrVrf/vvGNb3Tbhvfee09dffXV6thjj1VLlixRN9xwg9q7d++ItUEppRoaGtQ3v/lNdfLJJ6v58+erSy+9VK1Zs0YpNTquQ7sVK1aoSy65pMv20XAdvvGNb3TJ/fHWW2+pSy65RM2bN0+ddtpp6uGHH+5yn9NOO63Ttscff1ydddZZav78+eqiiy5Sr7zyypCf+4Hn094Gx3HU/Pnze3x9tL/OD25DPp9X//M//6POOOMMdcwxx6iPf/zj6tFHHx2RNrR7+umn1ac+9Sm1YMECdfLJJ6vvfe97nZ7vhXwd2tXX16tZs2apF198scf7FNJ1EAOjKaXUSAdTQgghhBD9IUNLQgghhBi1JJARQgghxKglgYwQQgghRi0JZIQQQggxakkgI4QQQohRSwIZIYQQQoxaEsgIIYQQYtSSQEaII8xYTQ01VtstxFgngYwQR5Bnn32Wb3zjG4BX72b27Nmd6nuNBldccQVXXHFFn+6zbt26TuUMhBBjhznSJyCEGDy/+MUvOn4+5phjePTRRwumMOThWrFiRZ/v8/vf/56tW7cOwdkIIQqdBDJCHKGi0SiLFi0a6dPos9EWeAkhRpYMLQlxhLjiiit4/fXXef311zuGlA4cWrr33ns555xzeOaZZzj//POZP38+F154IevXr+fNN9/ks5/9LAsWLOD888/n1Vdf7XTszZs3c+2117JkyRKWLFnCV77yFXbt2tVxe/tj/fOf/+Syyy5jwYIFnHXWWfz617/udBzLsvjJT37COeecw/z58zn77LP52c9+huu6ndpx4NDS7NmzeeSRR7jttttYunQpixcv5sYbb6S+vh6A//iP/+Dxxx9nz549zJ49m8cee2zQ/7ZCiMIlgYwQR4gVK1Ywd+5c5s6dy6OPPkoymeyyT3V1NXfddRfXXXcd99xzDy0tLdx44438+7//O5dccgl33303rutyyy23kM1mAdi+fTuf+9znaGho4Hvf+x7f/e532bVrF5///OdpaGjodPxbbrmFuXPn8pOf/ISTTz6ZO+64g4cffhjwJuNed911PPDAA1x88cXcf//9nHPOOdxzzz2HHE760Y9+hOu63H333dx666288MIL3HnnnQBcf/31nHrqqVRUVPDoo4/ysY99bBD+mkKI0UKGloQ4QsycOZNoNArAokWLup3km8lkWLFiBcuXLwdg27Zt/PCHP+S73/0uF198MQCO43DjjTeyfft25syZw//9v/+XYDDIL37xi47jn3jiiZx55pk88MADHZOLAc4880xuu+02AE455RRqa2u57777uOyyy3jppZd45ZVX+MEPfsAnP/lJAE4++WSCwSD//d//zZVXXtnjsNKsWbO46667On5/++23efrppwGYMmUKpaWl+P3+UTmUJoQYGOmREWKMWbJkScfP5eXlAJ0CgOLiYgBaW1sBeO2111i2bBnBYBDbtrFtm2g0ynHHHccrr7zS6dgXXnhhp9/PPvtsGhoa2L59O6+//jqGYXDuued22qc9qOltddXBAUpVVRWZTObQjRVCHPGkR0aIMaa9V+VAwWCwx/2bm5t56qmneOqpp7rcVlpa2un3cePGdfq9rKwM8IKilpYWSkpKMM3ObzsVFRUAJBKJHs8hFAp1+l3XdckbI4QAJJARQhxCLBbjpJNO4qqrrupy28FBSXNzc6ff2+fQlJWVUVRURFNTE7Ztd7pfbW0tACUlJYN85kKIsUCGloQ4guj64L+kly5dytatW5kzZw7z589n/vz5zJs3j1/84hf84x//6LTvc8891+n3p59+mokTJzJlyhSWLl2K4zhdenaeeOIJAI499th+n+NQtFsIMTpIj4wQR5B4PM769et59dVXu1211B/XX389n/vc57j22mv5/Oc/TyAQ4NFHH+WZZ57hxz/+cad9f/GLXxAMBlm0aBF///vfef755/nhD38IwPLly1m2bBkrVqygtraWuXPn8vrrr/Pzn/+ciy66aED5Y+LxOPX19axatYo5c+Z0GeISQhy55GuMEEeQyy67DJ/Px5e+9KWO5dMDdfTRR/PII4+gaRq33norN954I3V1dfzkJz/h7LPP7rTvt771LVatWsW//du/8dZbb/HjH/+Y888/HwBN0/jpT3/K5z73OX71q1/x5S9/maeffppbbrmF7373uwM6x09/+tNMnDiRr3zlK6xcuXJAxxJCjC6akhlzQogBWr16NV/84hf51a9+xbJly0b6dIQQY4j0yAghhBBi1JJARgghhBCjlgwtCSGEEGLUkh4ZIYQQQoxaEsgIIYQQYtSSQEYIIYQQo5YEMkIIIYQYtSSQEUIIIcSoJYGMEEIIIUYtCWSEEEIIMWpJICOEEEKIUUsCGSGEEEKMWv8/uU2o+NodgBsAAAAASUVORK5CYII=", "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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", "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', estimator=None);" ] }, { "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()`." ] }, { "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=titanic, x='age', y='fare');" ] }, { "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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", "text/plain": [ "
" ] }, "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." ] }, { "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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b6ji690nUSC/MCHwAiALUSC+690morkzal8V85Stf5rbbPrsmzwXS8yOEEEJsL9Vx9OBhAOoNbk3dZoxBDx4mbtsD3soW+57S19fLxz72YX7wg++xd+/Jq/Ic9UjPjxBCCLFdxBG6dASoH/jMNHW/Lh2BOFqVw3nssUfJ5/N84Qt/wVlnnb0qz1GP9PwIIYQQ24Qqj4AxiwY+09uT9ACp8ggmW1zx47nwwou58MKLV3y/i5GeHyGEEGI7MAY1XlrSQ9V4aXll2DcYCX6EEEKI7cBEqChouNdnioJkNZjZOvXUJPgRQgghtoN4mT03sQQ/QgghhNhM9DITF+qtEzJsnZYIIYQQYn7KShIYNvkwQ5L4ELV1Qoat0xIhhBBCzE+pJa/YMtnilip5IUvdhRBCiG3CpAuo0b5k+Xoj20MSNKULq3xkcO211636c0yRnh8hhBBiu9AWcXE3wKLDX1P3x8Xda1rjay1I8COEEEJsJ142KVmhVDKfZ9bd07cptaqlLdaTDHsJIYQQ242XJe46dbqqe01x03Wq6r6WJPgRQgghtiNtJUFOpjVJYBjHyXJ2pbfU5OZ6JPgRQgghtjOlQFlbtpenHpnzI4QQQohtRYIfIYQQQmwrEvwIIYQQYluR4EcIIYQQ24oEP0IIIYTYVmS1lxBCCCHW3MjIMJ/97B/zrW/9J+Pj45x66mm8/e3v4pxzzl3155aeHyGEEGIbi8OIwSeP0vujgww+eZQ4jNbkeT/4wffz4x//iOuu+wi33noHZ555gPe8550cOvT0qj+39PwIIYQQ21AcRhz65vc5/O2HCcvV6dvttMeeC87i5IvPQdurk/vn2Wef4f777+NP/uQ2nve8cwD47d/+Xb797W9xzz3/yG/8xttX5XmnSPAjhBBCbDNxGPGDP7+H0lNH5hT3CstVnv6/32P4mV6ef+VlqxIAtbYW+cQnPsWZZz5n+jalFMYYRkaGV/z5ZpNhLyGEEGKbOfTN79cNfKYZKD11hEPf/P6qPH8+n+elL70Q13Wnb/vXf/0Xjhw5zItf/NJVec6ZJPgRQgghtpE4jDj87YfnD3ymGDhy38NrMgfoBz94iI9+9H9z0UWXcOGFF6/680nwI4QQQmwjQ4eO18zxWUgwUWX4meOrejz/8R//l/e857c466znct1116/qc02R4EcIIYTYRhoNfKYEE81t34y7776La6+9hgsueDmf+MRNeF5q1Z5rJpnwLIQQQmwjdtpransn09z2jfqrv/pLbrzxE/zCL/wKV131HrReu/4YCX6EEEKIbaT15B3Yaa+hHiAn49Gyd8eKH8Mzzxzipptu4OKL/xuvf/0bKJUGp+/zvBS5XG7Fn3MmCX6EEEKIbUTbFnsuOIun/+/3Fp70rGD3S85alaXu//qv/0IYhnzzm//GN7/5bzX3/dzP/Xeuvfa6FX/OmST4EUIIIbaZky8+h+Fneudf7q6geMpuTr74nFV5/je84c1ceeUbV2XfjZAJz0IIIcQ2o22L5195GfsufQH2rDk9dsZj36UvWLUEhxuB9PwIIYQQ25C2Lfa/4oWTvUDHCSaq03N8tmrQM0WCHyGEEGIb07ZF8ZRd630Ya0qGvYQQQgixrUjwI4QQQohtRYIfIYQQQmwrEvwIIYQQYluR4EcIIYQQ24oEP0IIIYTYViT4EUIIIcS2Inl+hBBCCLEuSqVBPv3pG7nvvnupVquce+4Lecc7fpv9+09Z1eeVnh8hhBBCrIv3ve89HDlyhBtuuJnPf/6LeJ7H7/zOO6hUKqv6vBL8CCGEEGLNDQ8PsXPnLq655loOHDiLffv28+u//hsMDPRz8OCTq/rcMuwlhBBCbHOP/OgxDh86wp6Td/Ocs89ck+dsaWnlQx/6yPTfg4MD3Hnnn9HVtYN9+1Z32EuCHyGEEGIb+9zNf8pdX7x7+u9f/rUreOtVb1zTY/j4x6/nb/7mr3Bdl4997JOk0+lVfb4NNex18OBBXvCCF/C1r31t+rZHHnmEK6+8knPPPZdLL72U2267reYxcRxz8803c9FFF3HOOefwpje9iUOHDq31oQshhBCbziM/eqwm8AG464t388iPHlvT4/ilX3ott976Z/z0T/8cv/d77+Wxxx5d1efbMMFPEAT87u/+LhMTE9O3lUol3vjGN7Jv3z7uvvtu3vWud3HTTTdx990n3qhbbrmFO++8kw9/+MPcddddKKV4y1vegu/769EMIYQQYtM4fOhIU7evlv37T+HAgedwzTXXsnPnbu6++65Vfb4NE/z8f//f/0c2m6257Stf+Qqu63Lddddx6qmncsUVV/CGN7yBz3/+8wD4vs/tt9/Ou971Li655BIOHDjAjTfeyPHjx7nnnnvWoxlCCCHEprHn5N1N3b6SSqVB7rnnH4miaPo2rTX79u2nv79vVZ97QwQ/999/P3fddRcf//jHa25/4IEHOP/887HtE1OTLrjgAg4ePMjAwACPPvoo4+PjXHDBBdP3FwoFzjrrLO6///41O34hhBBiM3rO2Wfyy792Rc1tv/Lrv7Amk577+/v40Ic+wEMPfXf6tjAMefzxR9m3b/+qPve6T3geGRnhmmuu4QMf+AA7d+6sua+np4czzjij5rauri4Ajh49Sk9PD8Ccx3V1dXHs2LFlHZdtr0xcaFm65t+tSNq4+W319oG0cSvY6u2DxdsYx2rFn/OtV72Ri17xsjVb7aUmm3D66Wfw4he/lD/6o4/xvvd9gHw+zx133M7o6Ci/9Eu/uuA+LEst6zy97sHPddddx7nnnstrXvOaOfdVKhVc1625zfM8AKrVKuVyGaDuNsPDw0s+Jq0VxWJ28Q2bUCis7sz1jUDauPlt9faBtHEr2Ortg/nbWKlY9PfrZZ/8Z3veuc/heec+Z8X21wjbtvjIRz7GLbd8mg9+8PcYHR3j3HPP5bOfvY09e3bVfUwcK7TWtLRkSKVSS3/uJT9yBXz961/ngQce4G/+5m/q3p9KpeZMXK5WqwBkMica7vt+zYtQrVaXtUwujg0jIxOLb9gAy9IUCmlGRspEUbwi+9xopI2b31ZvH0gbt4Kt3j5YvI2+XyWOY6LIEIab8zVQKmlnFMWkUlne85738Z73vK9mm/naFkWGOI4ZHp6gXI5q7isU0g33Cq5r8HP33XczMDDApZdeWnP7Bz/4QW677TZ27dpFb29vzX1Tf+/YsYMwDKdv27t3b802Bw4cWNaxrfSHKoriTftBbZS0cfPb6u0DaeNWsNXbB/O3MYrMOhzNyjKm9t+lWG7wt67Bzw033DCnfsdP//RPc9VVV/GqV72Kv/u7v+POO+8kiiIsywLg3nvvZf/+/bS3t5PP58nlctx3333Twc/IyAgPP/wwV1555Zq3RwghhBAb37oGPzt27Kh7e3t7O7t37+aKK67g1ltv5dprr+U3fuM3+MEPfsAdd9zBhz70ISCZ63PllVdyww030NbWxu7du/nEJz5Bd3c3l1122Vo2RQghhBCbxLpPeF5Ie3s7t956K9dffz2XX345nZ2dXHPNNVx++eXT21x11VWEYcgHPvABKpUK559/PrfddtucSdBCCCGEELABg5/HHqtNqf385z+fu+6aP9OjZVlcffXVXH311at9aEIIIcSGYJYzYWYTW6l2b91kCUIIIcQWMzX/1fer63wk62Oq3Za1vL6bDdfzI4QQQoj6tLZIp3OMjZUAcF0PpVY+8eFqi2PV1Mo1Ywy+X2VsrEQ6nUPr5fXdSPAjhBBCbCKFQhvAdAC0GWmtiePml6qn07np9i+HBD9CCCHEJqKUoqWlnXy+SBSF6304TbMsRUtLhuHhiaZ6fyzLXnaPzxQJfoQQQohNSGuN1ptvZbNta1KpFOVytG7JKmXCsxBCCCG2FQl+hBBCCLGtSPAjhBBCiG1Fgh8hhBBCbCsS/AghhBBiW5HgRwghhBDbigQ/QgghhNhWJPgRQgghxLYiwY8QQgghthUJfoQQQgixrUjwI4QQQohtRYIfIYQQQmwrEvwIIYQQYluR4EcIIYQQ24oEP0IIIYTYViT4EUIIIcS2IsGPEEIIIbYVCX6EEEIIsa1I8COEEEKIbUWCHyGEEEJsKxL8CCGEEGJbkeBHCCGEENuKBD9CCCGE2FYk+BFCCCHEtiLBjxBCCCG2FQl+hBBCCLGtSPAjhBBCiG1Fgh8hhBBCbCsS/AghhBBiW5HgRwghhBDbigQ/QgghhNhWJPgRQgghxLYiwY8QQgghthUJfoQQQgixrUjwI4QQQohtRYIfIYQQQmwrEvwIIYQQYluR4EcIIYQQ24oEP0IIIYTYViT4EUIIIcS2IsGPEEIIIbYVCX6EEEIIsa1I8COEEEKIbUWCHyGEEEJsKxL8CCGEEGJbkeBHCCGEENuKBD9CCCGE2FYk+BFCCCHEtiLBjxBCCCG2lXUPfgYGBrj66qu54IILeMELXsBb3/pWnnjiien7H3nkEa688krOPfdcLr30Um677baax8dxzM0338xFF13EOeecw5ve9CYOHTq01s0QQgghxCax7sHPb/7mb/Lss8/y+c9/nr/8y78klUrxhje8gXK5TKlU4o1vfCP79u3j7rvv5l3vehc33XQTd9999/Tjb7nlFu68804+/OEPc9ddd6GU4i1veQu+769jq4QQQgixUdnr+eSlUok9e/bwm7/5m5x++ukAvOMd7+B//I//wU9+8hPuvfdeXNfluuuuw7ZtTj31VA4dOsTnP/95rrjiCnzf5/bbb+fqq6/mkksuAeDGG2/koosu4p577uHVr371ejZPCCGEEBvQuvb8FItFPvnJT04HPv39/dx22210d3dz2mmn8cADD3D++edj2yditAsuuICDBw8yMDDAo48+yvj4OBdccMH0/YVCgbPOOov7779/zdsjhBBCiI1vXXt+Zvpf/+t/8ZWvfAXXdfmTP/kTMpkMPT09nHHGGTXbdXV1AXD06FF6enoA2Llz55xtjh07tqzjse2ViQstS9f8uxVJGze/rd4+kDZuBVu9fSBtXCsbJvj59V//dX75l3+Zv/iLv+Cd73wnX/7yl6lUKriuW7Od53kAVKtVyuUyQN1thoeHl3wsWiuKxeySH19PoZBe0f1tRNLGzW+rtw+kjVvBVm8fSBtX24YJfk477TQA/uAP/oCHHnqIP//zPyeVSs2ZuFytVgHIZDKkUikAfN+f/v+pbdLppb+ocWwYGZlY8uNnsixNoZBmZKRMFMUrss+NRtq4+W319oG0cSvY6u0DaeNyFArphnuT1jX4GRgY4N577+Xnfu7nsCwLAK01p556Kr29vXR3d9Pb21vzmKm/d+zYQRiG07ft3bu3ZpsDBw4s69jCcGU/dFEUr/g+Nxpp4+a31dsH0satYKu3D6SNq21dBxV7e3t573vfy3e+853p24Ig4OGHH+bUU0/l/PPP58EHHySKoun77733Xvbv3097ezsHDhwgl8tx3333Td8/MjLCww8/zHnnnbembRFCCCHE5rCuwc+BAwe48MIL+dCHPsQDDzzA448/zvve9z5GRkZ4wxvewBVXXMHY2BjXXnstTzzxBF/72te44447eNvb3gYkc32uvPJKbrjhBr7xjW/w6KOP8u53v5vu7m4uu+yy9WyaEEIIITaodR32UkrxqU99ij/6oz/id37ndxgdHeW8887jS1/6Ert27QLg1ltv5frrr+fyyy+ns7OTa665hssvv3x6H1dddRVhGPKBD3yASqXC+eefz2233TZnErQQQgghBIAyxpj1PoiNJopiBgfHV2Rftq0pFrOUSuNbdvxW2rj5bfX2gbRxK9jq7QNp43K0tWUbnvC8dRMJCCGEEELUIcGPEEIIIbYVCX6EEEIIsa1I8COEEEKIbUWCHyGEEEJsKxL8CCGEEGJbkeBHCCGEENuKBD9CCCGE2FYk+BFCCCHEtrLs4KdarSJJosVWobVCa7Xi+1Wq/r6nblNq5Z9TCNG41frui41pSbW9nnrqKW6++Wa+9a1vMTY2xle/+lW++tWvcuqpp/L6179+pY9RiBWjFLg6QoU+GANKg+NBFEJ1nLgyAYB2U5DKEloeYbT4PmLbw4/m/nC6FuiwjCmPY/wqaI1O59CpNKZaIRobgyhC2Q4qnSN20nX3I4RYeZYGxwRzv/vpLKHy2KLVJQRLCH4eeeQRfvVXf5X29nZe85rX8OUvfxkAx3H4yEc+Qi6Xqyk8KsRGkdIBZmKEcGggCVomKW3hFFrAGKLxUYDJf/vQXpp0xy4CkkK5jgmwykN195EqdmBSeaqxhcKQUj5+zxGiMJjezkpnUEGFav+xmscDMFJCaYt01y6qOkMsHapCrBrPijCDPQQTYzW3R+OjUOpDp5Lvfjla1/rfYpU0Pez18Y9/nLPPPpt/+Id/4Pd+7/emh7yuvfZafuEXfoEvfvGLK36QQixXWvkER58mLPXPCTpMHOEPDRKMj+G1ddTcF1fLBMeexiXAHxnCP/LUvPsIBo4THT9ESodJ4HP0aZgZ+KTSaNvBHxqcG/jMPJaeZ/HCMaT/R4jV4VkRUc8holmBz0xxpYx/7GnSVjTvNmLzajr4eeihh3jDG96Abdtz5im86lWv4umnn16pYxNiRaR0iH/sEJiF+7BNGBCMjuAUWmtvjyOYGGXs0FMN7SPqfRYzNjTnPiudJRgdbuiY/d4jeCpYfEMhRFO0BjPchwkb+H5FEWHfEWxr9Y9LrK2mgx/P86hUKnXvGxoawnXdZR+UECtFKWBieNGgZUoc+Cir9pdOaYs4qC5rH1YqTVQeb+jx0yrzX5UKIZbGJSRq8CIEkt5fO6qu4hGJ9dB08PPyl7+cm2++mZ6enunblFKMj49z++2387KXvWxFD1CI5XBVTDA00NRjwvEx7Exu+m+n0NJwj830PiZq92GlM0SVclP7CEr9uJbMuBRiJanqRPMPkguRLafpmVxXX301v/zLv8zP/uzPcuDAAZRSfOxjH+PgwYMYY/jkJz+5GscpxJKoyJ93fs18Yr+KncnCzN/IZvdRrWK3ztjHUtJBmBhlYiQdlxArJw795h9TraAzilhWIWwZTf+q7ty5k//zf/4Pv/7rv44xhr179zIxMcF//+//na997WucdNJJq3GcQiyN5KASQiyXrD7Ycpru+fnMZz7DK1/5St797nevxvEIsbLUBuk1WUoSQ60xSmZaCrGStNP8vFTtpqXXZ4tp+sxw6623cuzYsdU4FiFWXGy7YDUX49vZHOHEicnJJopQy9xHODGOlck2tQ+n2CkJD4VYYbGbaf5B6dzi24hNpengZ9++ffzkJz9ZjWMRYsX5kcIpdjb1GO16xP6J1R3B6AhOS+uy9hFXK9ipdFP7ICU/uGJxloaUCkgFIzgTg0z0HMEJxnEt6amoJzA2dqHY8PY6kyNUsop5q2l62OvSSy/lxhtv5N/+7d84/fTTaW9vr7lfKcU73/nOFTtAIZYr9rIo10vKSyzCzuSIZqdysCysbAt6bLQmoJmPlWtBZQowK5lhMDaK01IkGC4tug+3+yQqRjLLioWldUBU6p2TpRhAWRbp9m58J0ckiwanxQYodKAqZYxfP23LNNvGauumInkOtxxlmqxKeuDAgYV3qBSPPPLIsg5qvUVRzOBgkzlZ5mHbmmIxS6k0TrhFC8VshjZ6OiLqP4ypzv9jZ2dyKK0Jxkamb7OyeXRxB6FyyKdg7JmDxAvsw8q1YFq6CGJNWvsEfcemf2CV4+C2tkEUUR0ahHjua6VsB7eliHEzlPGW0eLmbIb3cLm2WhvTOkiyiC+Sf8pu7SDMthHFm38IdSXfQ8+KYaSfcKT+xYiVLaCKXVSjtZ13t9U+p/WsVhvb2rJYVmMDWk1fWj766KNNH5AQ660aW7ide9FBmWhkgLh8Yh27lW/BzrWAiYkqZeyWNpTjgpshUA5+BLYNdjqLteNkrOpE3X3obGtSCHXyJFOOXeyuvTiRD9Uy2tZUe4+BUjiFVpTWmDiGOEJpK5ngHARUB3pBKbxdp1CNpfdHzOVacUNZywHCoX4cL02klzDXZQurRhqd68LJt6GrE8kSeGNqvvuR9PhsWSv+yzo6Oko+n1/p3QqxbH6kQGew2zLYREBSkT2INb4BFKjJScnGJHczq180NJpwnn3EBph1LgojRYiHTnvYw5OJQY05MfSlVBIERXHtkxmTJGNzCiv9MogtQAdloibOzGGpD6fzZIKt2ZGwZLGBqrHBKTA1rWe+777YWpoOfnzf5wtf+ALf+c53CIJgurCpMYaJiQmeeOIJvv/976/4gQqxUsIYQup3ZTc6CLzQPupxCQnG6mSJNgYzz0ksLPXi7szLii9Rw9YQDTaXtdz4Fey4SrCGQ6mbjaQE216aDn7+8A//kD//8z/njDPOYHBwEM/zaGtr4/HHHycIAn7rt35rNY5TiM0tar5IqYkilIlYhQ5asYlZ2hBWmyuVAiSfQUuCHyFgCUvd//mf/5k3vOEN/PVf/zWvf/3rOfvss/nqV7/KP//zP7N7927iOpM4hRBCCCE2iqaDn8HBQS655BIAzjzzTH74wx8CsGPHDt761rfy93//9yt7hEJsBUvJ1KzUxslQLTaM2CiwneYfKNnChZjW9C9rPp/H95PCcPv27ePYsWOMjY3V/C2EqBVaLtprLsmh09qOH0vwI2oFEU0n7lSWReykVumIhNh8mv5lfdGLXsSf/dmfMTExwZ49e0in09xzzz0AfO973yOXk6y0QswWRmC1ti++4UzpvEzCFHWZJks02MUumTgvxAwNBT/V6omstu9617t46KGHeNvb3oZt27zuda/j93//9/mf//N/ctNNN/EzP/Mzq3awQmxmoZ3Byrc2tK3T0Y2PpNQX9fmxxt2xp6FtdTpL5MlFqRAzNbSM5BWveAWf/vSnecELXsA999zD3/7t3/Lkk08C8N73vpdcLsd3v/tdXvGKV/DWt751VQ9YiM0qjBVOoQvbsgmH+utvpBRux058J48UkRbzMSiqVhav+yT83iN1s4UDSbBd6JThUyFmaSj4GR0dpbe3F4A//uM/5uKLL+blL385kJSzePvb3756RyjECrI0OCaAoJpkx9Ua46QIjL0mwUYQK3SmHTfbAtVxorFhiCOwbOx8kdjNUIm1DHctQAGuFaH8SnLSV4DtJtm1l5mR98Tno5IkudNqTT8fzYgNlFUGb9epqKBMPDaECQKUUljZAiaVS7IUywJcIeZoKPh5/vOfz3vf+14+/vGPY4zhne98J65bv0teKcW//Mu/rOhBCrFcCkipKmGpv24RSCffii60U16DchKxISla6rRgtbeiVHIlX45ikHT6C/J0BOMlwuHBOVnplJciXeyiqlPJiqgmTH8+BvsIynPr+jmFIirfRmUDlhupRhp0FquYw7YU+UKGoaGJpGbSBgvYhNgoGvom/9Ef/RFf+MIXGBoa4utf/zpnnXUWbW1tq31sQqwIhSEVl/GPPzvvNuHoEIyPkN65j3K8hGXESxRNdyfIWWoxKR0SHD8EYVj3flOt4Pc8g9vRje8WGg6AGvp8jJRgbHjNPx/NiCKDUgqlZGKzEItpKPjZsWMH73vf+wC47777ePe7371odXchNoqUChY8sU2Lk2KR3s5TqMociQ3FtQzh8cPzBj4zBf09eN0uZdVYaoGmPh89h/C65fMhxGbXdB/uv/7rv67GcQixKrSCeHyo8QfEEdofB1uK824kOigTBdXFN5wUDvdjt51EuMh8F60gHhtq/ECiCO1PgC2rp4TYzOTyRWxpjooIpyqoN8gv9eFIMtwNw9IQjzb3HsblCWzjL7qdo8JkSKsJwVAvjiXDlEJsZhL8iC1NRYufAOcIA7RZfHhFrA1bGaI6k9QXFS7+3qtwCQVngwBtZGa6EJuZBD9ia1vqBbpc2G8cS52/K/kChBDzkOBHbG16iR/xpT5OrDhjFMpawhJz3cDY5VLfZyk4K8SmJt9gsaVFlodymisTYbcUCWQ1z4bhR2AXO5p70GTyysVElotymlu6bre04Ufy+RBiM5NvsNh0bEvhWMm/iwkisJutgJ1p2XDZfOejFbg2eLbBtWGxFC+WVjiWwrbUottuKF62qc2d1o4k+d8igkjhFLsa2qdyHOxMDivfurleOyHEHBsvXakQdWgNrgmgMkY0NoyJY5RlkSq0YdwMfmzNO00ncjLodI64vPikWbu1nUB5G37Oj60NduxjxocJR4bAGJS28FraIJ3HV850uSelwNUxyp8gKpUwYVICwc0VUOk8odr4BVSrsY3XsZOg/9ii2yrHI063QINlHUIni05nietkdgawcwW04xAHPnG1Snz8WWw3hc4ViZ2UVEsXYhOS4EdseI426LF+guHBmttNGBD3HQXA6+gm8ApE8dwTURBr3LadWMPHicZG5n+eYidhprjhayG5OoahHoLx0ZrbTRwRlPqg1IfT2k6UbSc2Ci8axz92pGYCsAHiUj+U+rGyeXRb9xq3ojkGCNwCbgf4CwRAOpVBd+xqqNdnShAr3PZdWKUeolmvqdfeSTAyTDj7cxMEybaWTbp774bN+iyEqE+CH7Gh2dqgho8Tjg0vuF3Q34PTFmNSrXXLGvixxm7ZiZNvw0yMEI2e6D2yW9oglcPHJq4TPG0kjo4xg0fn7aWYEg4NYCmF63pUjx9ZcNtofBQTRUSZxefIrKfIQMUp4O7OoKoThMP9mDAEpZIALttKZKeoLmEVuh9p7NZdOIXq9OfDbS3ilwYx8QI7jEL8owdJ79pHOd74PWhCiIQEP2JDs8MJgkUCnynBYC/urgwVvLr3hzGEeKhMJ06hE4UhNopKxIYf5ppi+xP4iwQ+UyzMooHPlLgyQbXUD17rMo5u9RmSITCcAs6OFixlMCZ5b2PDsgrDzvx8uC2dhP1HFg58pg/KEPQextmxn0CGwITYFGTCs9iwbAvCof6mHmMmRhdNC2MAP4RqqAg2Ua46xzIEQ70Nbq2aDuiq/b3YaoOP+c0QRIZqmKwGW8kJ6oYk+WEziRVNEGCFjZffEEKsLwl+xIZlRz6mWmnqMeHwIK61eU7gzbAiHxM0lpHYzuUIFpjfVI+JI1RQXsqhbT3+RNMPMeUxWQUmxCYhwY/YuJZSQsAYppc5bTVNtEvbDmYJpRuINlFX2GpawmsX+2W0JMcUYlOQb6rYuJY6lLFVr76badeSSzts1RevSUvI4KyUxkhJDSE2BQl+xIZl7CUsH7ZsjNqaJdmN1fhqoqhawUqlm3+SpbzmW1CzWcGBJFfQZsmOKcQ2t+7Bz9DQEL//+7/PxRdfzAtf+EJe+9rX8sADD0zf/8gjj3DllVdy7rnncumll3LbbbfVPD6OY26++WYuuugizjnnHN70pjdx6NChtW6GWAWBsbHzrU09xil2btmkc76ZXJbfgKhSxkpnmtq/9lLEdv2VcttN7KYXT5c9W6q5LNRCiPWz7sHPe97zHr7//e/zyU9+kr/8y7/kuc99Lm9+85t58sknKZVKvPGNb2Tfvn3cfffdvOtd7+Kmm27i7rvvnn78Lbfcwp133smHP/xh7rrrLpRSvOUtb8H3/XVslVgJsQGdKzb+AKUxTZZB2EyMAZ1tbXz7OEbZjWezSHV2E9XJkbQd+ZGF09p4PTEr30KA9JoJsVmsa56fQ4cO8V//9V/8xV/8BS984QsBuPbaa/nmN7/J3/7t35JKpXBdl+uuuw7btjn11FM5dOgQn//857niiivwfZ/bb7+dq6++mksuuQSAG2+8kYsuuoh77rmHV7/61evZPLECKsol1bUbv3eRfDVK4e7cSznemkNeUyo4pLr34vc8s+B2SluoXBEn34Z/9GlYJF+N09aJ11KkPNLc6rqtygBRpoj2K8Szsj7PprwUqqVL5ooLsYmsa89PsVjkc5/7HGefffb0bUopjDEMDw/zwAMPcP7552PPuHq94IILOHjwIAMDAzz66KOMj49zwQUXTN9fKBQ466yzuP/++9e0LWJ1GANVO4e782SUW39IRmdyuLv2UzZbf8jGGKioFO6u/VjZfN1t7JY27J37KMcO5cjG2bkPK99Sf4e2jbtjD3GuHWVt7cCxWUGsoHUnTvuOpLjcbErhFDvQHSc1VU5DCLH+1rXnp1AoTPfYTPmHf/gHnnnmGS688EJuvPFGzjjjjJr7u7qSCsxHjx6lp6cHgJ07d87Z5tixxQsgLsS2V+bHzLJ0zb9b0Vq0MSCD1b0fHVYgqCZRgFLgpYm0R2Bghd6yujba+xhgodr34BZ98KtAnKxQctMEk1/rqdcjxEUVd+G2dkC1fGLJvONh3BRBrLH0xmrfaljKe2iAMNOGm20Bv3xiCbxlg5smVDZmlT97zdhon9OVttXbB9LGtbKhyls8+OCDvP/97+eVr3wlr3jFK/joRz+K69auuvC85Oq+Wq1SLicJ2eptMzzcWEmEerRWFIsrO3ekUFjCyptNZm3amFuD55jfxnsfm/mcZoGF51BtvPatvKW3sbCix7Gatvr7uNXbB9LG1bZhgp9/+Zd/4Xd/93c555xz+OQnPwlAKpWaM3G5Wk1SyGcyGVKppBCj7/vT/z+1TTq99Bc1jg0jI81neK3HsjSFQpqRkTLRRi8XvkTSxs1vq7cPpI1bwVZvH0gbl6NQSDfcm7Qhgp8///M/5/rrr+eyyy7jhhtumO7J6e7upre3tpbR1N87duwgDMPp2/bu3VuzzYEDB5Z1TGG4sh+6KIpXfJ8bjbRx89vq7QNp41aw1dsH0sbVtu6Dil/+8pf5gz/4A371V3+VT33qUzVDWOeffz4PPvgg0YxlFPfeey/79++nvb2dAwcOkMvluO+++6bvHxkZ4eGHH+a8885b03YIIYQQYnNY1+Dn4MGDfOQjH+Gyyy7jbW97GwMDA/T19dHX18fo6ChXXHEFY2NjXHvttTzxxBN87Wtf44477uBtb3sbkMz1ufLKK7nhhhv4xje+waOPPsq73/1uuru7ueyyy9azaUIIIYTYoNZ12Ouf/umfCIKAe+65h3vuuafmvssvv5yPfexj3HrrrVx//fVcfvnldHZ2cs0113D55ZdPb3fVVVcRhiEf+MAHqFQqnH/++dx2221zJkELIYQQQgAoI5X45oiimMHB8RXZl21risUspdL4lh2/lTZuflu9fSBt3Aq2evtA2rgcbW3Zhic8r/ucHyGEEEKItSTBjxBCCCG2FQl+hBBCCLGtSPAjhBBCiG1Fgh8hhBBCbCsS/AghhBBiW5HgRwghhBDbigQ/QgghhNhWJPgRQgghxLayIaq6CyE2FtsCO/IhCpIbLIvIShFECz9OgFbgqBAV+mAMKI1xPPxYI/n0hdgYJPgRQkzTypCKJ4gG+wmq5Zr7lOOSLnYSOFnCWK3TEW5saR0Qj5YIR0q1dyiN19qOybZQjaz1OTghxDQJfoQQAMRhiB7tJyj1173fBD5+7xGsXAtOSxdBLKPmM6Wp4B99hrrdOyYmKPXBSIl098mUY/npFWI9ya+XEAKAamn+wGemaGwYPV5CS+fPtJQO8HvmCXxmikL848/gWluzYKUQm4UEP0IIbBVTPn604e3DoX4cFa7iEW0eCjBjw4sHPlPCAO1PrOoxCSEWJsGPEALlT0DcXG+EqsoJHMC1IsLhwaYeEw4N4MivrxDrRr5+QggIqk0/JC6PomXsCxX4QHPLuIxfQSNL54RYLzLrTgiBiZs/EZsoQilFsyf+lWJbCo3BAGG88KiTpRW2NsRBgN4wl3yy7t3SCq0MCogMRDIVSqwRCX6EECjLafox2vGI1jhxjcLg6hjtTxAMDBCFAUpp3FwBlSkQardmGb5rGXRYIR4qEVYmGAa0myJVaCN2UvjRCkRCS42m1IaJwtacaxl0UCEeKRFXJjAk74uzku+LEAuQ4GcNORZYURX8MiYKUVqDkwI3nSSTq5YxUTB5u4dx0pIYbZNIEttFaH8CE/rJRb3tgJfBx25oOk29fSjbwTSxjyVz000/RGXyxPHafTi1Bi8Yxz92lJm9JoY4mXMzPIhOZ/HadlGNNWkd4Pc8SxQGNfuJyuNE5XGUtkh3n0QFb1nfsdhywbIhanwCuJ1v3bapAtKTK+OisPb1MuVx4un3ZS9l467TEYrtQIKfNWCMwY0r+H1HCHx/zv1KW7itRcKJcaJKeeYdeG1dhKmCJJXbwFwrRo0NEg4N1L3fzrWgWjsXTG7nWjFqdJBweIF9tHRSjVcnQV5se+hUirhSaWh7pS1iJ81aTVtRgBeM4vcuvCItLo9j+p8l27mLytGnF5zEbeII/+ghUrv2UWbpJ1o/UqTaOgn6jjX8GJVtYQ3jxg0jrUP8Y0838L48TXrXPgmAxKrZnpcea8wfLlE9chBTJ/CB5MteHexHeym0l5p5B8FAD3q0D1tvw1/KTcC1Ykz/4XkDH0jy4oQ9h0hZ9SOF6X3ME/hM7+P4/PtYrsgoMjtPIgkzFud07caP1i4gd3W4aOAzRStFMNDT4Oo1g997GGeZMWXs5lAzv7sLsAtFAquxbbcSW0M4eKzh9yXoO4xjye+eWB0S/Kwyh5DxZw82tG0wXMLJ5ubcHo2UcILxlT40sUxKgRobJK6UF984DIgGjmHP+satxD5Wiptvwdu9b9G5KO6OPVR188Nky9HMsnornSEqN7EMPwywwgZe/wX4scbq2INOZRbczi4UifMd23Jir2184ibeFxMEWGFjPZFCNEuCn9VWGWs8+RkQliewUnNPLP5g77KvTsXKclW0YI/PbHF5HNvU9v6txD5Wkq9T2LtPwe3cjXJOTIJWlo3TsRN796lUdGZNh2wcC8JSX+MPWMIEHjMxhlpmR1Y1tqB9D073XqxsvuY+u6UNZ+c+wnzntp3rQ7X5ANOUx5f9vghRj8z5WUWuZQh6m/jRBqLyBG6xvXbuD0xenVYI1PbrLt+otL+E3oLyKCrdPn1+Xol9rLRqZIGdw9mRwyLpojBoKhGwDj0WWhnCRicTK41ZwszwOKigtSZaZpdMECsClcZqTWMX42Retlb4oUqmaG/DHh9IejhNFCy+4SyxX0HnFVEkw19iZUnws4qUiTFNrACZNt9ZLQrAluBnozBR8z0wUaWMzp74MTfh8vexWoIINkTncDPNNGYy91BzlNaYFYwmoxiiqddumwY8MxnDMt6XVTggse1tgF+2rUy+tVvakt5eQ6OTild3H5tHaBQ6nW1wa7OkvDs6lV3TZfvbkXa8ph9jpTPyvohVIcHPKjLKWloCtPmukCzpqNtIlN38+6G9NPGMYRm1hPd09j62uigGq9DW+AOSbobmnsRrNLgSS6Ucp+n3RTuy1F2sDgl+VpEfKdxiZ1OP0V6KuDp3hYOyLGIZ8tpQjLvwyp56VDpf041vvOXvYzuI7TTKbiwLdTA6jFvsaHjfdr6VQDWf4Vo0J6qUcQutDW9v5wqE4+NSP06sCgl+Vls6v/g2M9iZHOHE3GXtdrFrTfOqiMX5xsbKtzS8vXJTRLq2638l9rHZ2BpSKiBFlRQ+rpX0YrmWIaX85HYV1Kxu9GOFs2MvWIsvebRbO4gyrVi5wqLb6lQG09K5LZeeryWlwIQBcRRiZ+am85jNSqVRWhMHVVntJVaFjKOsskDZZHbtZeLoM4tua+fyRJW5eTB0Jkfk5WXi5AYTG1AtnajyBCZcZCWL1jhduynPylG4EvvYLGxtsMMy0dAgQflEgO+2tpGxbPyhQaIZCwSUmyJV7CCy0wSxphzbeDv3wegg4XBpzv6V4+K078C3MkQROC3duKksQakXE8160ZTGLXagU2miyjgpBdguoeURbtbX15os3houYZHFKjMmqR8XDA9iZ/O4xXaCkaH670uhBRPHBCND2IVWQvndE6tAgp9Vp/DaOohig997dN7q2W5LkTgI5iRns1vaMLl2fClvsSEFsUWmaxd+qZ+oXD8RpXY9vPYuyqZ+r0U1svB2nExc6iGeGKu7jXJTOJ27KUeb8yvr6Bg13EswNlxzu9feiT9Uqrsq0vgVguOH0akMXscuqpFFNbLR2S6cXDvKL4OJAAW2R2R7SWA4ebI0AFph51uSlUaTY4XKdlBaUxnohcHa76P20qTbuqgqj9hs/O+cAlwdofwJwoEBgjBgWGnsXAG7TqHXdTWZATscH4UJhZNvQVnWidWtSkEc448OT2eBToZ4t9kYr1gTm/OXdJNRWuM7OfSuU9BBBTMxmnTnWjZWJo/y0sRRCOMj6HQGpTU6nQMvi29WuaClWBYvLlPueQYrncEttmPimNj3AYN23GSull+lfOxZ3I6dVNxC3fk61djCLu7GafWhPHai0rWXQqXzRNqjvEk/B7YGNdJHNCvwcVvb8IcG5179zxJXJmDgGE7bLoJYExuomiQXUY0Zu3G0QY324o8M1WzitXXgDw1g5ukdiatl/GOH8Dp3UnXyGzoA0ho8fxS/r7bshyEmqFPodb1FVgrlukmZH2MIZr03sylrbevHie1Fgp815EcadAZdyKKUwhiDH5vJL7eNyqXROrk9jo0Mc21wjgV+T1LMMipPJL12SqMdBxSEY6M1PX3+QA/urhxVU/9EFMYQ4kKqDZ1pRykIY5MES5v4s2DHVYLRodoblQZjFg18psTlcZywQqAXnyCuFFiV4TknVyffQjA6Mm/gM5Pfdwyv26W8QZOKKuoHPrNNFXp1O/bgr1JR3EYFEaQ7duEffbqh7Z3OXZRlnqNYJet/ObANxbEhiuI5+SuMqX+72JissAyz5+mYmNivElerc4c4jUEFjdU2Sj4jZtOv6lKAmRiZc7tbaEmGN5oQjZawGvjFcnVMMNg791hsmzhoPKlkONy3anXUlsvT4aKBzxRTraAro6t8RI2pGBd358mLLnlP6sc1vxJSiEZt0K+2EJuAX236IfH4yLZauuvYEI7MnZw8Nb+jGfHEGLZavKdIBeU5WdK1lyKqk0JiwecrT6xqHbVlqTZX6Dgo9U2vqltPBkWZFPauU3E6d9bkLlPawmnfgbMO9ePE9iPDXkIsVdz8qhoThZNp/rfHL7vCLKnQ6LwaOSMGc4NSO5XGr7NCbFGhD9bGSrTnWhD29jf3oDhGBxXYIL0p1dgCu4C7s4AySUBrlKYSqU09xCs2Dwl+hFgq3fzXR1n2tlq9YlCTSV5WqM1aLT4Btl6P0lKTxWzA90ops7SagXG04fr6/Qhgfeciie1pg30VhNhE3OYnw+psYVvN6QpCsOuVpjDN1+DSmRzhPOkCalhzszWbKEqWVTdLb6ETs5KfeyGmyLdBrArHAs8yuPbSyput1D5WU2SnoMGSCwAohXE2xrDDWjGAyszNcu6PDOPOymytvBSprp2kuneT6uyGWbXTrHyxsUzMXnrOTcHYCE4TmbSTA9IYZ+Ot9grjZgq9ztDMZ1WILU6GvcSK8nSIqo4T9vUThiEohZ3No3OtRFaKYJGEa0nStuXtY60kS3d34vcsnr0bwO3opjLPMvetLNAeVr6VaOZydxODUijLxs63YLkuUXmCSt9xMDHKsnALrWg3RTA6nKyEtFMNzQcJlYtOZ4hnJgxdQrFTp9hBJdp471cUg1NoI54nqWY9OpUmVO52mWomxKIk+BErwkQRTmV47vJbY4jGRojGRpIr+849VKL6QwmWAjcYwe87tuR9rLWqTuN17cbvPbLgdk5bF76bx2zDyZxRDLrQiWVMTaJDf2iQzO69VAcHCIYGah5jogi/lNzmtBTRLe1MBI0FImEM6bZu/KMHa+bsBKPD04kVF6McD5MpbNgEe1OFXhctiTLJbu3ctEkyhVgNG++yRmxKlYG+RfOOmGqF8PgzeHrur7ACXL9O4DPvPjbGWSk2ULFyOLv2Y7e2z+ldsPOtODtPJkgXiTZIj9V6CGJN3LIDZ8dJ00M2XnsX1YG+ecuCTD92uEQ8PIBT53Mzn3Ls4O7aX1MI1YQhYXkCt9i+4GN1Ko3VdRLVDRJg19NMoVenvZuq3njDd0KsJ+n5EcvmEFDuOdzQtibwURNDqHRbzUIaT4f4/QsHPrX7GJ6zj/ViSJK3qXQHbrYNFYeAwWibwFjJ6my56iaMFaHOYLVlcAhQ/jhRpdzQY4PhEqlMjoDG50yVYwd3Z1JSJhoZIK6Uif0qobZI7dyLCX380kDSe6I1VjaPzrYS2R7VTZBZ+ESh1xLh8NzeLOV6OG07qFppKZEjxCwS/IjlK9cvxjmfYKgfN9tKdeZ8imaTttXbxzozMFlDaTIvTJyszE7pEPxysgR7snp4bKcnl/luTJ41mY16akm1tjFuGj/Wyw44oxgc26bawPBTzePGR7HymcYmPU+aKiljtWVwbEUm7TJWDhj3Y7DTON0tWBgMSXAWGzbsUFc9SaHXTpxcGyooo0yMZVtEyibUtYVeN5q6nzEnjW+W/xkTYjES/IhlcSwImk24ZgxqRsI1ZylJ22btYz6uPZVoD0KjmjpxLldKh8Qj/QT1yjjYDun2LnwrS7SBimdaKsb2hwhKfXPz5SiF19pOnCniL7NQpg7LmKCx+SpTgpEhUi0djC9Qo0orsC2TlNUwEMQKY5KAS8UKy3WJx088bxBBEpFuHrYGSyfRQWwUQTRZ6NXKYduaXDFLqTROGG7MqMfRJqm9ttBnLFtMAlchVokEP2JZtDKEy0y4thL7qD0mcFUIlXHC3r7p4plWNo+TLxLZKYJIrWjuvdnSOsQ/9nRyjPWEAf7xIzjFTki3EW2AK93I9zEDRwnH56kDZQxBqR81MYbXedLyet2WGIUm9dLmBj+2NthxFTM6TDg2PJ1HyGtph3SeQG3+Zd6eFaOCMuFgP+FkqQ7luKRbO4m99IaeozTF0QY1dIxgsc9YeQy3/aRlB9lCzEeCH7EsS87gO2NisJn6exn7mGIpg+OPEtSZPxSNjxKNj6LdFNliB2F5DGU74GaI7dSKDUO5lkmWv88X+MwQlPpw3RTldS47oBRU+48TzXdSmsFUK5ihXqyW7qX3pC21s6XO41wdY0rHCCZmDb/GcdK7UOpLJqPnO5b4pOsvrXyCo8/MKZZrAh+/7wgoRbp7LwFzcxxtFAqwJkrzBz4zmEoFRnqxCsv4jAmxAAmrxbJEMdjZuUnsFmWfqJcUxQqrTiK8ZvYBSY/PfIHPTLFfoTpwHK01wWAfQc8hop6nSFNZkQEQHdSp9r6AoNSHs47fREuDqwLiMMBtbUM5i/eSRGPDOKa5YasaS0geqB2XWNe+566OMQNHiGcHPrOEQwOo0X7ipfQwrrO0DvCPPT0n8KlhDP6xQ3hRmbBS3pBJQV0rIhhqfHg7Gl3mZ0yIBWzAr4jYTKIYdL7Y1GOmE67V7KN1WfuAZKhrscBnigkDjDGoqfIFYYB/7BCpeCKZI7REloZopLmJvMavYMXNV4hfLkcbUvEEunSEyqEn8IcG8YcGsbw0brEdK7VIL0KluYnuM1WNjdPke+60tlGZdS60/AniykT9B8wSDA0Qji/9mNeDbUHYf6zhXtHq8SOUjx3GHH+aVDy+ISq5T9F+ufne3SYXQgjRKAl+xLIZJ4WuU1JgPnaxi9lzMSMrhWqiVpbd2jlnH6ra5KqzkSGcQm3JA//4s8vKIWQr01Tm3WnR2l7helYEA88SHH92Tq9JODaCXxpIsi/n5u+Ri8vjaL20vrIoBruJchPKslCpXM1tjgVBqbep5/WHllDZfR3ZUZW42lg6AAAThSjbJq6UCY4fJu55mrTeGL1dxm8+wI8rS/+MCbEQCX7EsoVGkztpXzJ/ZhFux06qyptzexAr7K49je9jVtI214KgNDDPI+ZhDHUnkSyjR2PJ42ZruLbX1TFR72HiRXLshOOjYMBK15+PZDCopVZLByaMS6p79+Ibak1q517Gw9oJvVZUbTjD8RR/aABHbaK17H6l6YeYMEBZ9vT/+z2H1j0pqFJMJhRojolNs1VJhGiIBD9iRdiZLM7OfTjFjroTkbWXxt15MlU3TzzP0u5KZGHtOHlJ+7C0wSxpPsfcH+Sg1IdrLS0YiY1aWgHJNawerv0xTIMn1XB8dN7hL+2miJeRPS9GU1ZZ0rtOxsrUL9TpFFpJ7TqZscide+dSn7uBiegbgVJgltAjGIdJ78+0KEwSi65jEGEMKKv574X2UsTxBlgKKbYcWe0lVkyATZRux80UUWHlxEnGcU8kXFvkd6waW6gl7EPB0laM1RPHKBOxlK9HEEGq2EGwSJmOGloTO6k1Sa7nWoagt6+px8S+n0w2Dvya21Umv+yXO0YxZlK4bXtItVYxQWXyTKnBy1A1NpWVfl3U5rjmS2qxNn+sSmlMXHshEAwN4GaKVNezsK7X/IpGlc5JwkOxKiT4ESvKGJIfWJ050a/YZNbcpewjNmCns4SLrPqZYxUuh41bvxdjPk6xc82qh+vIJ2qyhywcH51TEFQ5DpG1cgGbH4GPB/aMIdFF9m3sOr1Bi9CuR6wtNk15c3fuEPFitOsSzp53ZkxyMbGOKRUC5aAzuUVX5k1RjruinzEhZtpQl0C33HILr3/962tue+SRR7jyyis599xzufTSS7nttttq7o/jmJtvvpmLLrqIc845hze96U0cOnRoLQ9bbAChUejFVifNYqXS9WtLKY1ZRu+AH2vcHXsa2lalUsTpwpKfq2krUeRJKZyuPZPZkdePbyzslramHpPq2LGpCswaJ918T9V8PaDrPNwXxWAXd5xYYbmQDfIZE1vXhgl+vvCFL3DzzTfX3FYqlXjjG9/Ivn37uPvuu3nXu97FTTfdxN133z29zS233MKdd97Jhz/8Ye666y6UUrzlLW/B9/3ZTyG2sDAClUqjm7hStrM5ovLcZdJOsZ1gGZllDYqqlUkCoAV6lqxMHqtjz9qm8V/meV9ZNu7OfZTj5ntdVpoxoHOtDW+frF5bw0BzBfixxmnvanh7J99CODZPEsENMNxXjm2cXftQzgKfH8vG3bWPcrz5s3KLjWvdh72OHz/Otddey4MPPsj+/ftr7vvKV76C67pcd9112LbNqaeeyqFDh/j85z/PFVdcge/73H777Vx99dVccsklANx4441cdNFF3HPPPbz61a9ejyaJdRIpDzubJzQx8SJ1o9xiO8HIUP07Uyswl8UoKlYWd9dpqGCCaGQwWYWjNDqbR2UKhMolXOMrW2N5Tc+N0q6H0Rpnx0nETpryBqp4XjEOqe69SUbthWgLd9fJ2KkULCUVwToxBkKvgF2oEo4svEzfSmfBmDlzs6bZLopktZ/yyyfSK1iTBUVja00GA8uRjbtjPzqsEI8PJXmaTDK5WedaN9xnTGxN634p8OMf/5iWlhb++q//mnPOOafmvgceeIDzzz8fe8bKhQsuuICDBw8yMDDAo48+yvj4OBdccMH0/YVCgbPOOov7779/zdogNoZqrCGdw87kcFqKda90rVQar72TcGykboDk7diNsWycFVh8ZUxyTBUrR9x+Mqr7VMyOU/AzHVSMOydP0RTbAs82eLZZkeOYyTcau6W9qcfYxU78dDsVncHfYCclY6CiUri79mPV7dVR2C3tODv34bP+vVVLEcaKKN+J27W7bvZtZdm4xXaUpQnGRuruw8rmQVt4lRLhkScIeg8TDBxP/us9QnjkSdxyP65em6SIfpS8b2G+G7XjFFT3qYStuzbkZ0xsTeve8/OKV7yCV7ziFXXv6+np4Ywzzqi5rasr6QI+evQoPT09AOzcuXPONseONbHapg7bXpm40LJ0zb9b0UZqY0AKN6cI+o7itrSeuENrtOMQjAxTHZi72klZVtIbNNhHHBxBOQ7pYid4WQLsFWmjmRxzsqz6P+6OiqA6MatwZe1xrAQr30I4PNBQ749yHIyXQRu9YMkER0UQ+tMrtYzjEs4zdGhpgw6qYCZPtLZLqOymetvq7YP2XbitnRBUp5ZKgZsmwALUqnxOV6ItjQq8AtbOPDqoQByg/CoGgwlD/NIgC03idoqdBIPHiOadbGwIhwbQ5XHSO/YSmLVLvTB11FqpRctybKTfmtUibVwb6x78LKRSqeC6tVdrnpfM6ahWq5TLyWTVetsMDw8v+Xm1VhSLza3YWUyhsHELDq6UjdPGHKlCnnB8jGBshLhaRWkL5aVId+8mqlYJx0cwYYSybZS2MFGYBEWTZy0TBPi9R0Epsnv24eaTibWr1UZ/ZJixZ56cMyF5znG0ti0rsSCAP+xDe2dNe+tRto2bb8XzLOx0/e9DODGOP1yi0t97IgCYfGyqcwduoYjlJQkpI98nGBmicvw44cxsv0rhtnXgtbThLJBRerF9eG0duC1tOG0Ll1tZifdwJdrSLBPHhOUJwmqQ1O9KpQhKg8SL5GzK7NlHVB5dIPA5Ia5WMKXjtJ58KmojFgibtHF+a1aPtHF1bejgJ5VKzZm4XK0mPzSZTIZUKvlR9X1/+v+ntkmnl/6ixrFhZKSxekGLsSxNoZBmZKRMtEXLE2+ENloaNMlzx6jJFT0eZDvReUVsIDQGQsCyUS1ZXEKqRw9iwgWWfhvD+LMHiWJDpr1jVdromirVIwcX7omZPI4wMvjW0j/bSoEe7CccH8ErthMHAcHorAsFrXHzLaAU1cE+jGUT1Dm/uqZK9ejTEMdox8XOZEGp5CQ9Nkr52BGqA/3YO/ZilCLuP1r/BGwM/kAf/mA/3s69+Fb95dg2EfHA/PuoDvRRHezH23ly3ddopT6nyXEcIZqoM3eopi31j2MpHBURl44TznivguEkCaSdyRCMDmOi2glkdr4Fq9BGqCz8gcYLigajw4wPDROojTdMuBF+a1abtHHpCoV0w71JGzr46e7upre3tnbP1N87duwgnDxp9fb2snfv3pptDhw4sKznDuebkLFEURSv+D43mvVoo2fFqKBMOFQ7VGS3dmK8DNWofve9rcEfOLxw4DNDtedZvHx+xdtoawgGGi9c6R9/Fr3z1CXPi0jpkGAsOYFWB/uT3p3WdmqGTIzBHxme7snxB/uwduZrnjOlQ6rHnsZOZdCeRxz4+MNDyX6UxskXUJZFODFONNwHUbR4z4MxVI8+k6z0MbUnXlsb4qGFhm1m7uNQ3X1MWc57eOI4Fpk03cBxNMqzIoLjz9atjRWMDCXLwvMtKMtGeSlsxyHAohpZVGNI+2M0m9fIlMcI3dZlHfdqkt/TrWE927hx+zWB888/nwcffJBoxhXNvffey/79+2lvb+fAgQPkcjnuu+++6ftHRkZ4+OGHOe+889bjkMUaSiuf6OhTBMcPY6onuiZMEBD0HSU88iRpU667uts2/qK1rWYyUbQqFcGdJRyHDhrffo5ZtbBMGOIPDUxXdPeHBvGHSzVDWEThZMbrhFLAxAhOvgVjYvzSwOTy6skTrIkJRobwSwNYroeTShGNz7P8em4LiUYG58z9sGO/wX0otOdiKmPY9spPnLWjRo8DwBCPDuI5S8+lqRUwMrBwUVBjJl/vfsLhQZxCCwEOU1UhTLi2BUW1VtiW2tJzVsTmt6E/nVdccQVjY2Nce+21PPHEE3zta1/jjjvu4G1vexuQzPW58sorueGGG/jGN77Bo48+yrvf/W66u7u57LLL1vnoV5elwbWT/+y1m5u4YaR1gH/sacxCiduMwe95hhR1xmyaqJQ9xR8pLXu+DSQnNE+HpIIRqDR6Ij3BTIwueBxKgWvFpFRASgVJ79hyDngWV8cQJkFbvTxJMwWjw0TlyvS8n0ZEY8O4nOiR0wrM+MJz+JTt4BbbcVuLKG0RjY9iDR4mFY8n7V+BF0ArMBPNzSUMR4fRo/24EwOklM88c93n5ahw0SXuM0XliTm9UmYJs6+XUlDUtQypeAJ7+Ciq72n0wCFS/hApHS46kVmItbahh73a29u59dZbuf7667n88svp7Ozkmmuu4fLLL5/e5qqrriIMQz7wgQ9QqVQ4//zzue222+ZMgt4qXMuggzLR0CBRJTnxKNcl1dKBcTNU1zJh3jqxNYSDPQ0PFQW9h3FnDxUtoQhqXK0u+yRqa4M9USIo9U0PVzR9HEEVrRVRVNt+hcHTIZRHCUoDRFO9N0rhtrSjMnmwlhApK1WTNkCFPsq2iWbPFZpHMDqEW2wnqjZRoTyowmRlctuCcHRo3k3tbA5l2filgZrb4yowPgZKk+rcSWgtbwKyY5kFj2NeJllJxVA/dms7OttO0GCWae0vIUgfHYH0iczXegmFdrWXImywoKgCUpQJjh4hmnUxEpcngOM4hSIm34G/jOShzVIKlFIYs7QAUGxtysinYo4oihkcXJlEaLatKRazlErjyx7bTOsgSeY234lbKdzuvVTwppdVr4WVbGMjUsonOHqwqcc4O06iojPYOhny0tWJExWzlSIcG50/OdwkK5ODzr34/tIyE9rKYI311VzJz66Z1Qgrk8O07yEIT3x1FZCKJ/CPP7vgY1N79uH39RA3EYg4LUWCXBdT8xIz2sc/fhgTNl5x3MkVCKtlzALJJ5XtYGeyKK3RmTwTpDAmyXkUPvt43cdY6SzK0vNnNZ7B7dpFdsdOhoYmlvQ5Xeg4FnzeyfdYWXYyF8pxMU6KWNkExmKhGCNVHiAYanyyMsz9nKZ0QHDkqab24ew8mQqL99YpNfm561n4cwegMzko7mo48JvNtQyWCXFdCz+ICbDrJgl1LdBhBSpjxIGP0hY6lSF2M2uWyHE51vr3dD2sVhvb2rJbY8KzOCGtQ/yjT9fOxZjNGPxjh0jt2kfZNF8QcdNYwpCVKY+TyVkEg70EdYZq7GweJ99CtdQ/b4+Sky9QjQ1agatCdOSDiTFKE9sp/Fgv2BllR2WC2UMYS+hKslyXqHSUVK6VyEoRxIoUlUUDH4B4bAQ7k8VvIvhR2sJWMdHUKHkcNhX4AARjI/MGenYmi/ZSJ1aeGYMaGcZraYNMHoOT9DzV+ezb6TTVwcaCA7/3KF4uz1JH+w1q3uNYkNJ4bR3EQYA/VGLm5GOnUERlW/CVS2xW6oIl2b9WybCZiiPsbK7hOWszC4o6Fthh+UQOJ60xTirJTh6DqyL8nsMN7TeeGMPJjBI4zZUY8XSM8scIevuIopCpSxTtpUm1thPZGYJYoTDJhVHPEaLZn8/RIUDhFTuSQCiKJvNReYt+b8XWJMHPJmBND/M09qPrHz+Mu/OUrZsptckhK2VZWK6TLMueRzg+SjgxjtfeSbW/t+42Tr6AqVSJxwbnlsZQCq+1HbItVKK5XytbQ1Sqc5KOY9C6uYKjShGNjaAA2/NwlMZEIW5rW3LfInNx4mql4ZOh29pGODaCTrcAGscCFa7cmcIptCYrxWYNWZk4SoYGS33YrR24nV34vT0121iZLEGTk9D9kaGaIaFmBNHk61HvfZyHdhyUZVHtP173/nCkBCMl3LYuglQr0WQA5FhgRRW01sn7Cg29twB2JgdRBTVWmu5l9No6iCrlOcvh51AKb8duygYyZgK/pwe/TqBrpTNk2nZMTsRu/PMQlPpwZ60cXEhah/g9h+p+5+Nqmfj4YXQ6i9u2Cyv28Y8uVNTaEJT6sLM5MBBOJEOiXms7Jtsy78pQsTVt/QkiW4BjAuJm6hFFYdLtu1U1OXvSbWmb9+RTw8RUB/tPnGxmcFrbiatJPp66NcGMISj1Ex47RMaa+0M93+oyf2QYt2XhpHw1x5FvIaqU8do7iatl/IE+qv3H8UuTK7ZKSeZmr71r3tcpnBhP5hsVFphvpBRusZ2wPEEc+GgN6WgMc/xgUotpBTi5ArFfXfRkHg71Y3x/zqRpy001NXwHUB3oxVFL62Y3BlS6uXlDbrG9oc9eMNiLG4xhaUPaTGCOP0Vw7BDVwd4Tq/AaeG9RGstLUT18sGZ4tTrYj9vStmDhX2U7pDp2QBCQ8oep9jw7bw9fVJ4gGu5PAtRmNPHb5OkIv+fpRS924vI4dnV08fpuk8LxMfRkslxMTFDqI+x5mnSd763YuiT42Qz85k82ZnxkyUtVNzyn8SE9ZTvECy0Tni2O5wxFWdk8dq7A+OGnF51kbaLkSjVlzbrCnm9VmomJKhWc/OJDAVY6m5zcUmmqA33zFm+NKmWqA314xY55h9XCsVGicnlyhVRbUlTScbFS6eS2liLByBBxtYJ2XMz4MH7vEUzgs5TS8Npx5xyvchyiBpf5B0ODOIXW2huX8vE2BszSq8kGuNgtjfUcOYWWhofkAPz+Y6TiCn7Ps/POjYoqZaqDfXht9d9br72TiaPPUK83pjrYh3Zc3GI7Tr6Adj2062Hn8rjFdux0hkpfD+HYMOF8RX9n0LbT9PAnMP93YRZVHoHFeqommShoqlhvMDqCM7MWXBgS9DyDa23NOTZiLgl+NoMGfwBmioPqGk55XlvGSTfc++PkCvMWe5zP9A+jZeN27sS0dhOODTf842rCED0rYFXzDQ0oRexXiMMQr60D7cxdpThduFJrtG3NGSKa5yioDvbhzjpRB2Mj0yvMpoab/OFkCb923GTe2GQv0tQQiV1oJZgx1BOMDTe9Ss0ptNScrJfyvkSVMvaMAEgtYRUTLC1mmj4GA3GuA7uwcG+dsiysVKbhJJpAUpG90kAPrzFUB/rnvLfKcZPgdIHPaTg+muRlKk8kE7Bb24irFfzSwHSm73B8FCuzsuV9muVZcc1nbiF2Nt/QhPeZTBjMKRJrwmB5ObRWgFIKrZMs6SuRVkPMT+b8bAZL+RIovbxf+Q2sGinS7Tvw+xopXruEHCdhgFXYRdzaTTlSZHREdbjxXCsAwVA/bleeqYVhWtfOJzDaY7TkUzo6THWsQqaYoW13kXxHBjeXny7MqSx78uQ0iHabPNkbQ9J+xdTrYMIQ7Tg1t2HMvD0wyrKnEyMabVGtWgweHKJjfwp35j4WoCwbEyaTpN1iO7GfLJU3Y01Omh4dxuvoQk/tYwnJY5RlLfukEsQKK9+FkykQjw/VLPlXtpP04hnTXI/jpNj3k2KyC6yKAybn/514b610BrelSLnnaEPPY8KQKAwxUYh2vLm9iFM9oAsEUpFfTSaqNzn0iLX451iFM4rFLkI7DmHDiSdnqNO2cKgfuzNDuMbzJZM5XlXM+AhxZZzhY2ClMljZQrKoYemdlWIeEvxsBnV6AxZjZXIE0cpNTN1oAjeP3eIn1ckXYi3tIx5in5iU6Vea6lKH5CTmEeJPfsVik0xEDSfGCHWaR77xGMcfmTtH4bSLn8fe53eiYx+3tY3qQO/0c9vZfIO9PicEoyM4+UJN/a7q0CCp7t1UFlulY1l4nTuo9BzBWDY9T47x4394AAzYKZcLXn8xKWeRE59l4XXvoXLkaSDpvdGOi5WuX79rMUlG6sFkKI789GvaKCffQhzHLLfTO4ohUil0vhu3pRPtj2P86mSF9QHQekmFTU0cJYV2WTwwDEZHSHV1Ewd+MhG6UqbZYD/2q0lNtlkj63Hgox2H2J8//UM0MY5bbG9u5aDrEVkeLDbvep0WpJtqBdvEhKzd5Oe0FRH0HiaYVaA29qswUkI5DumukyjHS+vpFPXJsNcmYJx0TZK5hnjr22292sJYEeU6cHbsQdULDi0bp3MnylvaSbZ2WG1pP8RqxpWrMQYrlcIutPOT/3qqbuAD8MQ3f0jfsxOoVHrulfdSMvVGIWo6saGaXtJvvDTu7lOwcvXmGins1nZSu/ZROZ70JAz1Bvz47x+YfinCis99f/ZNhoc1xqqXD0Zht7Rjd+/Dx0XNmKwcB/7S5orMEAc+plrFSjWeOXoy6x3olbvmiw1UIitJdTBUOjGUF8co3fwJVGm9cNbyGUwUEvtV/NLAopPGm5Wkf2ug96PJdtrFzoZ6MZrpd0kCtSUktZ23B3DtAq+UFeEfO4jx5w8gTRDgH32atF7ed0bUkp6fTaAaaVLtXQT9PYtvDNj5VgLlrOV3eF2EMYQ6i7NjP3ZUObEqRCcno0qkcHSSAdsscAU7m93SVpuJdonDJKYyRspyMW4Gg0dUGWVsyOfI955c8HGP/tN36f6d1xCMNTfUNq/JlVsYQzg+RjwxBqPD2NkCVr6IXezC+BVsSxPGhtj28CMLMGAMxk7xk28+OGe3QcXn/i99k9yOVk596ZnsOH0HtgPK8Yi8LH5kTY9ceB17iHqfxQRTQ0FLnDQ9I2iKQx8TxQ0nivTaOjHGEBgNrOzE1iouqZ0n4R+bEdQu4XOjXW9Vasg1fRyOS1hdfCjJHy7htXdRHexbNDi3W9sJ7ExDL72yrIZzKoXjY0kPVBO9otpx5l0w0PSF5hJZGuLBnsbmdJqYoO8oTtfJMgS2QqTnZ5MIvcKikywBdDqLaemczsa7HQQRVEhRsXLJfyo9PWQVRGC3dja1P5Up1P6OO2mU3dx1gp3LE4wME/QeITzyJFbsY6fSDD27+NLgoOJTOtSD1zbruJc090uhvdT0JOZ4akJsHBOODuEfO0TQdxTcNKmOLgInRzVKsuAao0BryqMhI8fmD8TGjg/x/a/fx8H7DybPoazpfUypxha66ySctmSZdhwGS5g03Uo0caKHIxwbxUqlkvxMbZ3J/KQ6tOvhtXfhlwZwZ68YWyHGQEWlcXftx5pslwnD5j43i8yxWWx7E0XzvgbzsXMFgjrzZZRlNdwDFYchqd370en6vc1KW7idu4iy7UQNZneOIoO7UCqG2YxpKmixcy2EdSbc24UiwRqV4HBMQNTEkK3xK1hR8/PIRH3S87NJhLGCfCduKoM/2DunOrfSFnaxgzhVwN8G9b2aETkZlJfBVBcfGtC5VgLl1fSaVSJNqmVy/k2DtOOeWIFiYqKxEiYIiBuch2XCmNivJEM0cdKjFVebn2DqFopU+xbuMYwrE4THnyFMn1ZzexCD19KGGW2sByqsBpNZc1N1r+792AKviLerFSsqN5WpO5k0HeDkC0nV+aljD/wkieBgf1I6wrYnl7Ob6WGuuFpN8vsUO3FyORhenRxYxkAZN5kHVOiAoIqXzVHpOdLQ493WdoIZbVOWjR/aRGGM7VrYqlqTDNPJtxCMnjiBB6MjuK3FpsqlaMeZEwRox11wrs9sVibLeORgt+3BMT745cnl7Aocl9hJU450c51tSoPWSRDWQM9IVK2Q6txBpbeHxbq87WyeaJ7Pnsq01JQbsS2FxmBIeppXNBN0A79Hc5THUBlPMlKvAAl+NpEwVoRWDrc7hw7LyTCPASyL2ElRafYHZpsIYk0Up7F1hI7nv3IKSEGUQs/6YYkNqEwONTI8Y9hmfnY2P2cOhp3OUhk5SirfWI4iL5/CHy6R6to5ffIMJ8aanmCKVg2dPKbmjpA60btoDJDO42bG0LZFXK+Q0gzZ9hx2oTUJchZQjRSpWBEOTQ6ZLBJUKm1NT/5Ode9Bl8enT87h2ChOvgWV0TWTumdz2rqIc21LmofTrNhAxdhg2Whl8Lp24fcuvArLaesCL4Up9YPWjI9bPPvQMxx56Klkvphjc8rLDtB9oBvPSt7/ub0zk2UtvDRxA4GlnSvMnSukFKkdu/EbTF7otrYR2h6Ek8PQuHMXaCxhmCa0XJgYx21txx8aWPAzbKXSWK5HFEa4u/cRTOejmkUp3JYise8TTcxNKWAXigSWi4rB1RHKnyAcGCAKA5TSuLkCKlMgtNxlrwZTCkzYeIA5JfYrqKySQq0rQIKfTciPAJWuffdkHHhBOpvjR197kD3P20vrjiyWCpJcGpaFH1iUjo1QOnKc0//7SXWvG6u4OG07qPYfQ0XzTzy0c3kwzFk6PvXj3bIjh5PxCCbmD6I6z9hNJqeSs4nl4BQ7k+KWxjRXmqKtk7DByusAlf5e3JMKhDPm4wS4pNvz7HvJGTz1X4/M+1ilFMXdrahcseHSVyaO8IcG8No7icoTSebpWZx8C9pxpgOkuDKBdjzsbB7iOKnRBFjZLHY+OZmH42PT763d2g5eFt/Y6BWrndW42CgCJ0dq50lEY6MEs6rC27k8dq4F38ok1zG5FoZ6xrn/S/9OPGPsOgpCfvLvP+LZ7z3F+b/yMvIdmbl5kpRC5YvkOrsZf/bgggkk7VxhTooDZTs4O05iLLLJtHSgtDWdF2pmWoHY9wnLSWBCtoVquPIBZRhBqrWD6vHD0xnXg9ERzIxsz9r1sLO5pGbacAln1ymUYyeZAxhWwR/HBAFqsgeJOCIYHa4bSNmFInG+A4wiFY7i99UGq4aYcHgQhgfR6Sxe206qiwT5C0nmky9tGFusDAl+xKY3XcAxDAEDlk2gnJp5TyqdYu9Lz+bBL/wTTsaj8/RduGmXymiZ3scOoyyLF7/l1Zh5c8cosl2djA2MUR0dItfqoqITPTBOvgVl20na/wVOOpapcO7lL+GBL/9H3as3J+Vy5sUHIEyCI4Oimm7DzbaiggrEEdq2UY5HMDTPBE+lcDu6CcdGFq1UX8PEyZCFOrFCLjKg00X2nncqPY8cZmKw/iTYs3/+xeRO2kUlbvAnZTJBoYkiqgN9aC81PSl7RkMIxoYxo8kJT1k2JoqSnC7jSTuVtjAmhskgT1k2VjqTJIRs6WAitKZ7Q1djMHgqP0sS8SmM5eAba7oZtgZrfIDK0ADKtueUTgnHx6iMHcbKtUBLF6Hbwvfu/kZN4DNTZWSCJ7/9JGdfdkZtLiDbwd1xEj4u1vhY8lzFduJqZUZQmZQ0sdKZJIAZH02yPHtpVLZAbKcpT8YFE8YjM1kOY3bPi3Y9Up3dGC+bvL6rJLQzWPnWZBhPqbpB2NQkZ7dzF1WSz1QQkQxdex4qleRBslWMFVXRQUA0PcdJYbcUUZkCgXKJ4/qBz2xxeRzTfxi386RlTTHQTWSqn35MKkMcS6/PSpDgR2xaWhlc4xOPlub0cNgtbaQyWeIgSLLsakVqXyv/7Zpf4JF/fJAjDz0FgNKKk158gJNe8hzcjkWy9iqFt7OT8kiVg987zJmXnomanI8TjI0smM13erm5MbS0Kl7y+ks4eN8THH/s8PRx7D3vNE46Zy8pZ7JXSGuwbEyQrPhDZ6bP4DqTxs22QmWcaGwomQtiWdj5NmIvTaw0cUNJIGcdZ+iTcq1k4mxlYnpJeqY1zcW/9WoOPfgkj/3Td6eHwIp7uzj9vz2f4ml7qJjGT4QBNlauQDTZexFXK4sO582e74MxNT0Bkzcm7XA9ImWz2PyPpXK0wQrGCfv7CGYGmErhtrSjsgUqsYPjj+JPBqlTOYrqicaGcRyH/mfG8McXfh2O/uAgp114gFxrG1gWOpUlUC4BKqlqPjJEVKkQjo0mQeVUwGUMwdgowcgQyrLRXgqrYxfVSCcn1BkdIikdUDn2TN2VSLFfpdJ7DJ3K4LbvWnSYc6nCWOEUunBsm6DUX7+mntK4nTupOrm6tYGnLjACowlUGqs1jV08MSfMjyYzChlI6XDRwGd6v9UKujwCbutSm0fsLiENh5fd8qt414oyMng4RxTFDA42UUh0AbatKRazlErjhOHWnJCzHm3UGtzq8Nzl/0rhtXUQjo/V74FRGqe9i4pvUR6pYKc93Nb8or8nc9oYR3iVUk2SRctLJWUBpr9SSemKcGIcu9CCCYLaORa2S6UMURDhpBxcJ6g52bjFDnA8YidFYGzmu+CzreTq1hhFNLmRZxnCwz+h2V/KVNdOosoEwUj94TI73wKZVkaPj6Adi1RH65ITwqWp4B9bqAr3DErhtnfi99efH2Sl0ljpzGTP0OSwl21ht8wY9rJW5nPq6ggzeGzhYsNKkdq5l0rvEWiixMXRZ0Ie/ttvL7rdi37pZRQ7TvQ6OIViMoQ7NIjSCjudRTkOcbW6YBJIt3MXZbs2GaOnI8Kegw0twdbpLLTtWtUVUtM9u9UJ4vFhTByhbQeVbcG4GfxYr8gE4FRQ5/dkAUpb6F2nLLn3RylwJ/oJ5+vBncXKtRC1dG+Jlbyrdc5oa8tiWY29H9LzIzYlL5zAr/ND5bV1LpxzxMQE/T14hSL2rk5CcyKXrGuZycSEBqOsExme69FWkohwOBkGcHJ5wnJ5Tq6RZDing6hSTiqyzwx+Qp+UA0lvfVR33pbfm0x2dgpFKLRTjWoDDVuDZSaH+5TGKE1sIDQKK5NtaimtU2glGB6adyUMkPSwlSfI7z6ZamwxdVq3NVhE08cRxHreYE0BrhUT4+B1dFNd9ISTBBJYNk7RJMN9pnbVk4mjOa+9CeLpk5k7OeG5UUqpyZXkpuajZGsDQ8cXDnwAjKFy9Bm8to7k87gYrdGWjeMZlFp8Qquyaj+bwUgpKVrakgwTTc0HslLpBfMgBaU+nO4cwYzPejMFRePyOE5YIdBLTCbayHMYqBobnAJuV5GWfIqR0QpVv/53ZilcG8Le5irUmzhCB1XQ6SU9pzFgsm3oamXRz5NyPVRr11LKPIp5SPAjNh3XMvi9c4d0nJZiMsTQwGVgOFLCTWcIdQ5PJ1eVQW/fjESJmlRrB6RyVE39tPLGSWN5aaxUat7q3VPDOXYuTxxF2PkiYQNLx922HQTDJ/YZjpRQ5TG8HSdTjSxcK0YHFaKhpEjlFDvfgs62EJoUutDWcPAzlY9mocDnxMEExIPHsNv2oNVCx9FKqD3CyYnGlgLHVNGRjyknQzvGskjt2EV1oK9u1uepk3cwUgITo22HVFc3xhj8gT6sdJo4DBbNcBwM9uJgMIX5T1RKgadjdDBBXB5L8ubYDjqTI7SS3FF25NfNi1OfIapW0O78S8edXAErnSHyq5ggYOcpHoW3vpLBw0M88c2HqY7ObZftOeTaMmBq36s48Il9H8tLEU0OIUaVMiaOk8C2zrCRCQMsEwMWSkHajjHlCLe1bUbJjIXFoyWsYmZNeiTi2KC0XvF5L8rEDa2KnMMsLxrxY43bthtnojS9qGE2u6Ud8m3J0LdYMRL8iE1HhxWiOXM9JksDNPEDFgz2kt3hJnWnZv/oxDHBYC/QS6prN6Ezt06TH2vShVaqM+fWTBYjRSVzPKb2G46N4tgOyvUwbgEVjIGJUZY9fdwmjsCyINVKMFqa0xYTBMSDPaTbuwl6D0+f4GaKRoeJRoexci2oYifK8Rpanu/kW2p6TqxMFstLnXhdlCIO/OncRXF5nJQKqPYdXfQ4nJYuDAo3GMP4Ffw6K2689q6k2GkUEccGbSkUEIyNUZ6dJ2e4hJVKk+reTRz4VOsEwvUEg30EhVbq/ezZyuD6I1QHjs/9LAyXUJZFtmsXYaW53Czh+GiSnsCv7ZVS2kry0gz0zVm15Vmw8+QUXb/+cn7yX09y+HtP1dx/xivPwab+ezqVDmHmexL7Vex0Zv6MycqQUgGUR6nOOAFb6QxusR0ThgumEYgmxrCLEdEa1sNacUteRbX81Vd+rFDpNtxMKyqYQEUh2lLEWMROOplTFZNUezfIMvcVIsGP2Hzq1MGx0pm6uTsWYoKAeHxk0Z4iv/cIXvdJQK7mdkebJOEkoD0PO5NLlqNPrsLRGRu0Tq6gyxMEQ4O4re3EUYyxWkhlLYj8ZLJyysZgUx4Pscvj6Hh2T4Hi8Z5RQsZ4jl+ZXNk2v2hsmGq1ymjsULSiEz1a85jKf2N5qeml9HOG8BwXt9jO4Z4h/u3fH6C97Sledu4pZBb4FYnGhrEUuLkW/OEB4mr9k/bUUnavvQs7k6V6/MiCK9WiSplgZIi4gZ6JmfzhEuRqM2db2uCM91NdIDmgiSIqx57Fa+sgajDx3okHz/p8KYXXuYPy8YUn11pxmTNetp8oiDj2o2Ru1N7zT6f7tDa8Qmbe3sZ6Fdn90WGcQktNEkVIvjdqYoSgztBcVJ4gKk+gHXdy+G6e50sauWBbNrowVuh0hrjZGmn2ypQRMgaqRoOVw/ZOzIfRJsYzFSiPJQk9tZWs+HIz+LG1yV/19SX9aGLzqbOsw3K9uj0Qi2rwKqrae2TO/nVQxkTJEIG2nekSEuH4KOH4KP5wKQkgjJkuVaFsh3TBw46GCIf7CcdGkkrvo0NEo/14apR0sYByaofajo5U+d2rb6CQdhcNfKbYQYWnHnuSf3/oIHZLW92r26T0QycmCrFSabSXDOHVey3jIFlanLFiDj71LB/+0B/zjW/Pn/tnSjQ6jPEr8wY+M1UHepNtG1iiry2ruaX8gF8awFG1gUsqmmg4K3J1sB9nmSUyvI4dVBrsrdKmyoFXnMWpFz2Xl/zaJZz+kj3ocIJgdHje44gmK7LXiGPUrPdfOy46la4b+NQ8NPDxR4bnLNOvtbnzz0QxWIX2ph6j0xlCtYSCqg0wxuDGFaKepwh6DhEMDRCNjyYlafqOEh55Eq86iDM7I6tomAQ/YvOx6nSvr3byrziem1gwqCYZbsfHFkw6GFXK+MODpDq7if3KdEBUT5L3phc33zKjGjv09Q/zU5e9nN2tTVQxB55zyi7+9Na76R2pkNq9H69rJ25rW/JfsR1tO1QH+zFKYaWz9ZcTz5KzDW9708/TvbOTRx99quY45xNVJtBuY3lNgrERtNdcOxtnJksvJGwNQRPlIIDJnpVl/HROld9okE2FM162j3wuQsVJr2IcBPO/7g1WZLdzeYIGi4GaMMAYUzdDtpXJLnnF30YSO+np/FONsFs6WK3Frf5wieqRg3PKGJ1gCAb7UMPHk0n4omkS/IjNx5l7YowDHz07rX4jmgia/OHSnKtnE4YN9T6YKMKYuKHgAqZ6GE7kHdqzs42LLnrB5Gq0xmV0xDvf9avk4gqVw0+B0vhDg8l/pYFkGbQx2Kn0nCGRhRRd+NXX/zwvfek5DQ0BheNj2Jn6hS9niybGG952SWYELi4+UZPzePzRYZx8odEnY2Yg4rS0NvU6QxJ41CuQGk6MJUOts2jHXTDnVLKRptnemmBkCKdOsVErnd3k/T4JP1K4O/bWv7iaxWnvpqpXJ0B3VMT4swcb2jYaG8bxVyYty3YjwY/YdCI7hZoV6ITjY0lpiSZMZQxuVBz4NbGS5bpzSwzMw0qlGypJUfuE0eRJCtrTFuc+7/TmHj/p/BeciauSoCkaHUJ7c1c8mThuuIr3lFf/7Et52dl7l3RMi2qkZ2QJvX3KdojVjJPbEuorEcc1mYYXYrcUIZOfPlYrlWl6qA6o+3rE1SranRvwz1uRfcbrldqxB3+4yR6vOsdgpdLElYnJNAebXzm2cbr3Je9bHcr1cLv34qdaiFerXEplvKmewWCoF2fzd7ytOZnwLDadIIJ05y78o0/X3jFVybvBHw6n0NJUBWxl2TUTDOdmF56flc7MmUC8mKSH4cQkVc9WLOG0iWsx/bhwYhy32IE/c0m70k1V8Z7erwmJbXtpJ/MVEI6NYOcKc6qSLyTV2U3FJEkhV53WqFyRcmzj7T4VXS0nGftW8ynnWVZvpdLEQYDTsRPjZYi0rjt3rhlWKo12PYKRIezWrTP0UoltdLYLJ9eO8suTy9k1OC6R5SUlQFZpuMuxIOxvMt9QEGCHFQK1WkPFW5MEP+sgCkMee+RxgqrPmc89g1R64QRhSjGd+Gw9VzkePvQMvT19nHTyHjq7dyy47XCpxJM/OUhLa4FTzziVpUyIHC6VePLxg7S2tXDK6afU7KNiPFLde/F7ngXF9DBEasduovJ4sjR3gR93K52UvmjmBXUKLVRm5BeZr8p5MtlUTa76mtx+KW9cnUmqzQR3kKxCm30yjKpl7HxLTUmQZnt9ksc03gOivdSCAZadKySv22TblGUlS7YXqJUWBwFOvpVGQ1ClLZx8nkrZzLit8Z/AEItHnuklCg1nn9u58I+nZeF2n0x5stZZNbLAzpF1Ddr1iP3FJ3/XHnwD3x+lcfKt0yvnZrKLnfhWmnDyxO2ppf+QaC+FnckSB/6MYdytNYiQJFZM3rMaq9zBpTGES7mYiEO2wLSrNSXBzxpTCv7+6//Ipz72GQAu/+VX87bffjNOne5rU/UZfbaXvkefoTw0Sn5HG+1nnkR2V0fdOQCr6fFHHuc9b30/5XKF7l07+KPPfJjuXTvrbjsyNMyH3/+HfPf+H6K15mM3/z4vuuC8pp5vZGiYP/i9P+R7D/wQy7L46M2/z4te8qLp+w1Q0Wkye/ZhJsbwhwcnh7AGk5NAISmCGIwOz5n/YLe0oQvtBEdr86csxskVqFTmS1us8GOP0pFh+p58FhPFtO/vpP2kIp4zfxX4xYwNB5jQI+WGBKOjuK3t+KWFlhzXsjO5OT1O0cQ4bnsXdrGDsNSfJA+0mv88KdsmqjS2ws7OZOv2fGnHTZZgjwzX7cGxUmm89i6qpf66waw/XCK1YzeV40fm3Fd7sBp318nYqQzMyKYb2l6SJmGxJc5a8/V7vsunP/VFAH759f8Pv/mOX8GqjhHNzIFjO7jFTmI3S7lOyYeJQCW5ofqPL/x8Mw/dcabTJ8xk5/LTQ6nKcXALxbrZpJ2ObioqNXOed5IBfEZttUZpL4X2q7U5oXIFwi0W/KybJXcMboVZV2tLgp81Vq1U+NLtX53++6/u+jt+8crL2bGzu2a7cHSch//y3xl46sSS2L7HDvPUN3/ASeefyWk/fT6RH2Iw2NkULOHk1YwffPeHlCez8vYcPc5jD/9k3uDnmaef5bv3/xCAOI7513/6Jue99PymknM98/SzfO+BZB9RFCX7uOC86X0oDClToXLk2bk9ISY+MVTU0UVYKUNs0JncdJ2nOIR0e/d0+YjFOG2dWKk0zJgcq6ZWhijF2JjN/X/xf4n8E4HW8UefRWnFC37h5XS3LuHHSWuOPHSIp771CC/4xQvZ8fyTMSgYGqyfrG72wx133jlN4fgodO7DzrSgquOoJQzHaMedTnq48HZe3SFCZTvYuTzVgfm7+aNKmahawWvvTLab9V5rx8V3crg79xEO9dbN02LlW1C5NsZHfMLqAMa2meqpqIaKbL510eCnHGv+/I7/M/33XX/2da543f+gs6sbp6UTFccYpYiVveCwiDGgUjlQfQ29h5AE3XUDRy+V9Ga1thGXJ+b0+Cg3hdPWRVWn5sxPiWJwcq1NBT9WJkswNDg35UOuFX+N6k2FYxMMlyvEKJi9nH8LiI1CO27zQ8kNTNIWtST4WUtxTLWnxIEDp6K1RmmFpS0YmsB0BNO5XVQc85N/uK8m8JmS62zB8Rx+cOe/MvBkkiStZXcH+y96Hq1nnDQnP8xK6dpRmxiuo2v+nBjFtlY8z6VaTb7Ap5y2r+mspK1tLbP2cXLNPlLKxz/6zKL7qfb34nXvoWLlkpT4M36kfTuH09Y1mcl5flahiMm1zRmCit1k4nA1dLn/y/9OFMw9wZvY8L2v/hcXvf2nSWeyRIvVhJohiF2evu/xZB9f+U9eXGwls7uL9M6Tk4KgC5w8le3g5AvzJqZTlk0YG4LYBqeFlKfRXom4wVxJSlvoXCsMlRY+DsfB3rEHMzH3JOsWWhZJnDfJGKoDfUmNqhlBgLJs7M6dTIQQ4GG3nYRjfAiqk1GGJrZc+p84ztPf+gYDT0x+X/Z0sP/C59N6xh6U4xC62clVWEPzHoKr4cBZp/Lt//ouACedvIt0JpMMj0QWYE2PcDoarLiaHMdkrTOcFIFyiGIoxxbZnbuZOHqYxeYe2dl83ffEzhUw2SJ+pJOcMG4OJ5NHmRjLtoiUTag8yvH8TxFZKVQqhWm09y6dmROoWtk8oZVKMhArcFUIfvnEZ8L2iOwUwTKHi6q9gxz97k945tsPE0cxTsbj1EvPofO5+7ELc1e8bVZBBOliZ8MXZQDKcYms1KoPyW01UtW9jlWp6j4wyuF7f8z48RJW1mPk6ABxFNOyqx3C5Jdj3ytehHIdKj393PvH/2fOvjLtBTpO3ckz33ms7nPtffEBTvmZF6PcpQdA0eg4w4d6qAyPo22Lwu5OMjvbqQYB//Gv/8WTPznIuS96Hi9++fmoySXD9Sr0/vj7P+Zb/34f3bs6ufinLqKltbXpY/nx93/Et/79O3Tv6uSSyy6m0JIss3U0mL6nMY3Om9Aae9dpVOsUKrU0STKx4YE5dbCUl8Ju7SC0M6CtOW3UCpzxXg597zCP/OP3FjyEk198Bmf/7POaGu7oOxbw/b+6b/rvvRecxamvfikAKR1gxkeSqvJm5hwWK1mObEySzXgebuduyjPmM9i2JmuFjD39BI1MBna7T6KsMqR0iBkfrnscdlsnxstRjS1sZbArpemEetr10I7T1Ao4t7V9coK6wcpksdt2MhEtcMUbxxz91o947J/ur3v3yS89i/2XnY9ybFJ2hBofTmrD1RleU7ZDb1Xzj/98L4Ef8N9+9hL27ju5ZhutwDMVgoHjmHpZyLN5rNZOImzivkO4+RaC0aH6c6GUwm0pJiVFZr1GdjYPClS2lcqsgqLNVsv2dETU++yiJVC8tk784VJND56VzUNrN36sSemQeKS/dghwqimOg9PWjW9liJZwtikfPs79t/8DUZ0IKtNR4MVv+GnSLclkX6MtAmPPW1R3M0g7Mf6zTzbcM+h27aZsba4AUKq6byOjh3sJJ6oc/cFThNUT4/elJ4+hlOLUi5/HEz9+jB8+8hNyKY98dwuVntofkh1n7uHgtx6e9zme+c6jtJ22m+Jz9jV0TEODJb71zW/j+wEvv+glOENlfvDVuT0YO55zMme85qX81KteyU812N7nnvNcnnvOcxvcur50Jk17R5FcIY8zI6Cz4ipBMxNG4xgVTICemzsmimF4oMLB//s4nfs7cVI2SilCP6LvyYPsuSBDelcWu873KTZAroNnv/sfix7CMw88wZmvejFOsZOgtPhqjmqY4uF/rD1pP/udRznllS9EpTwqsYPKtOPmWrFCH1NNlseaOE6CnoWuaZQi9tJzrhTdQgve7pOpHn1mwR9ed8ceqjoDJlkZM3UcKvRP9LjYHpVITfe0hUZhUm04u3JQHkVhml79FowOk+7eTWS7+MbBX+RKd+xw77yBD8Chex8mvbPIvY88QntHkZdf8mJadu4lrkxgAj+Z0G1ZaNdDuRm6cHjdm/bV3ZdW4IVjC16xR+OjRBNjpLp2UfGT18rOFSaTHkIcBiit0I6HchyC0WGiGYGPk0syf09NAtdRjNW2vIKi1djC7dqLrowkn8tZgZ+dzWOl0/ilwenAx8rk0PkioZ0mjBVpK0xWXs4zad4EAf7xZ3HauiBVbCoAMtUq3/vyN+oGPgAT/SM8+W8P8byfPTuplacUKdshtj0CnVqTYqsrLTA22ZP2Mf7M4nMS7UIrgZNdtdVnW5kEP2tk4niJp/7zhzVzQqYYY3jimz8gfs4O/viTtwHw1t/4FXZohZm8hHGzKarji3dPH/rWjyiecVLNGLDCEAyPEfkhTtrDymcwxnD7n/wZf/dX/wzA7nSese/U/7Idf+QQURjyvNe+cs3G2Y8fO8Z73/4BRoaTOSXv/cA7edX/83PJnX5z9ZwA4vERdEtuTjXocHScB7/wj1SGxpnoH6Z4UgcozWhPif6nejj240O85O0/j72z/jCfH86/6msmE8dUqzFOrohrO/gDPfVXo2mLcsXhwa9+i6B8IsBTWrPjwB5cV6FsCKMk+DIoYqWxXC8ZHonjJAiyU1TLMRjw0hYqKgMKO5tNVkgpC62Sni8rrKDKVSYqJeIoJnZbMaGPRWW6JpiyLPzAoXRshLwao7Aj+XwZ28WPdTL0o9In5l3OeEmmrsSiKCbCRaXbScUTQHPBj4lCAsujGjX2s3X8h4sninv2vkf413u/ySM//gnX/P67+Jmf/xmslIedjplaEF+J9aKrwj1TbWiowvJSBCOlZA7TjEncbmsbUXkCY2KIk4ueqYr2U4KxUcyMOTpxeRyb5guKagWOClHTvTg2QaoVa1cBHVRnDFm5BMohVmDtyKOIMcoixCI04BDi6Zhqz7PzBj4zBYO9uN0pyqo2z5SenG9Wr1L7yKHjVEcX/r4f/u6TnPzCk0k5yfdFWRZOvhXPC6naWaJ4c00GVspMznPrSurX1Zv/M9UzGMVYxJsqw7ZjKSwdE9WZxL+WJPhZA2EQMtJTqhv4TDPQ4is6u9rp6x3g8ScPcVLn/ukvfr6ryPCRxedHlJ4+TlyporNJd/j/3955h8dRnnv7npntK2m16r1b1U027tjYFENsMCUh9JDASTgpEFKAk5MQcr7UcxKHFggpkEIaEAi9hGawQdjGvcvqvUu7krbvvN8fK6+1VjfYxvLc1+XrsmZnZ99ndnbe37xPc7d20bT5AE3bK0GArFPIWVZG8px8Nr+3DYCymYWIpvGrznYdbmaguYuonNGDnD9uOtq7wsIHYN+uA6y9fE0o7mcqTSWHEAH/qPkQfdUtpJVlkVSQRJRNB8HQD1LSpeIaKKWrrpvOA3VYxxA/QpZJmJFOw+aD435+bGYSislIUJVw66IxpkUh+d0IrwuCQYIBFUd7P22HWmjcVhUhegtXzSQu3YbRqKJ21IEkobdGo7NYCfT34x/o58htROjN9HZLVL27HWdrqIaROdbKjFWzSZmRhOrtx93ejKw3YLbF4e3twn9MCX0ZEIqBgBRFR20rajCIu89F4/Zq1ECQ7EWFzFiYGvoeJAljbDxYYvCokcLY3+ugp6qZtj21iKBKUmk28YUZGBPiEMdZIE4X8CDJegKKkfE0p6QG6Tw0cUzYYEsPs8uKOLDvMAf2VnLRpRcSVCE4hewlWYJg/+SqNismc2h1rq9nhPg9Nig86HGPmeY/7F3hMehlFZkgAbcLRRIjSgDIEhiEF7W/N6LMAYRcWHK0Hb9iProyI0L/Qqc5NFXIDB1jIHQMeajr+2QJ9HaiS8xCCNDjB88g6lASgWwwgdlKQDKG20a4eiYOqBdC4Ha6McWHvjMRDOLr60YxWzDFyrgkyyktETJVdKofz1DTW501OlS8VVVRg0EkWUJSdCBEKJM1GESvN4Bx9KKMnxQkwCAHkLwuAl1d+AMBnJKMEhWDzhIT+j2fZJGqiZ+TgBCC7prxOzgDDFS3s2rlEp588kXmzynFW3m0AJ8aDCJPIqJfkqRw7RVXYxtbH30FddjarxoIUvPObpq2Heae797KrV//AUsXzGWwZeKbd29tC/0GsMfZMZlObEGt9Mw0snMzqa9tBGDx2cOyxSZZW2Y4kjyyA7IMRNuNJKcmhZ5ch82mwu/DbITMYhtujx7h8QKRbrPB/n6c/QMkluVMKH5yzp6JGDZub1AC2QJmC5IkMVDfypa/RLrPYtLimLtuHgbZA3gRR+YYIQj0Owj0O1CMplAgcF8PQtZRt72F6o37Io7j7htk978q6JqVQ/GKPHQ6HTprFJ7OsZtrSkEfOvzEpsay+fENEW6Hxg+ryF+Yi0zI1ebv7YK+biwpWbgIXRcDdS1s+9O/UQNBdEY9kiTR29ABr21lzmdXkTYzY6gSsTr5ukWShOpx4Xf0IpvMmBPScY8R86OXQZ6E71+SZIJDImTB0nlTmiQlCQyyik714Rkl1oWh3+KxGXeSoky6QOZAQMLp8hEXZcA0Sg8nWZIw4R2K/wrdL3yEYqpMsQmoegs+VUZRQO9x4O9qG/VzgoP9BAf70cUmIFnjRp2IFBn03qPHmFSJgGNQvW5Mqhe/oxv/YKSwCQ72Q28nstmCOT4Nd1AZkYUo6xQUg46Axxd+QABGzVYMul3IOj2GWBPewPGn4k+xtNZHx3X0vAQG+2GQoWtJGVoZjBTN/t4ujOk2vMFPZrkBRRLoff34uyLvN0IECTh7wdmLbLZijEvDO0p5iBOFJn5OAhLS5FwjQnDBRStYfN5iCpJT+LD61fD7HC3dZMwroL99fJGSPq8A2WxE9XrZ+Y+3IoTPcHwDbkRDL/f/7sdYgjL1z22ZcHzdbT18/3/+l3kLZvPN736NmOMIYp4M/j4nzg+rueWyS2jp7yPaYiWmeQBHZQO2ggzQT65B5nAUawy+Y5bVjZIfyegdv9KtUDEbvRjlyMmqtamZe+74GdWHa/nsteu4aOU8ajbsGvUQaeUFxOanj/0RQmBJT6Tg3LlUvbUzNLYY8zDhMzZBrwehquhtdrob+kYIn+G07KkjeUYqaaXJk8uyQmAx+yi5aB57XzgaO6MGVcSxUlIIvG0NGOypDPQHOPDC+8xcM4/YNBt6Q+iGFvALAqqCxWZG9rsw2OIQgKzThTO6xiu2qI+2hduJqB43vpZazGm5IwSQBMgeBxlzcjn05ujfyRHSy/Mw22D5hWdTOqcMnQy6YzLGMJhC5RGGmWyUg0guB/6+LuThrRCG1ZgSamiikhQlJNz8fpCVkYH1ioJsNGGwx4MIuTyCHg+DeisHq6rwebw44mIpyE/HGPCGAp4RSIoOKejB19M1IiNM9ftRvC6UgBeTAIZWDQz2eFS/f8yq2IG+LvSKjqDRNmLCNwQG8Q0TT4rRNKUK6eGxuZwhoTPW624XvtZazKm5RKfGo+h15C4tJikvEVOUHkkKuXwHut20HmimdX8DUXYLMHKVzN/vwGSJQlFVJJMVt6qM+LkrMuiFP+TilQBZQSgGpIAXvG5EwBdq6GowIgwhMXmixJBBAV/fKL9NIcYWzEJF8ntCD1OfMGSJUYXPsajuQURXI4aEDHzqyXHhaeLnJKAz6EjIT2Owa/yaGra0eBIzUkgxGLBERbHolotp2nqQ3h4HPp3AGGtF1imogSCyTiG6MBUhSbhq2gm4Q37h+Pw0dr+1mcToGLzOozcDa3YicpSRQNcA7vY+ADr2N7D0vHkoRgMN8oehm/U4mOxW/uNr11N5oJo9O/axbNWyMfcNBoP09fRgMpuxRk0+EyHQ52TbY6/g7g1NELEAuOkBeg63UHbZMjIWFg09PU+hL5fBEhEUqMgQ6GmfdEaFr6sFU1xs+O+KjVuoPhyKKXnyb8+zeMk8Ci+YR+ueWvrbQgLVYo8mZVYOqXMLkIyj9GBSVbw9TgI+PwaTAWO0hbyzZ9JZ1UzuohkTCp+wbX4fOqy0V08cSF275TBJBWOXKRiBEMSl25AVOSykY7MSUaRRzr0QBAcdOOv7mX3JQszmAJLqgQAgycSkpRMYcOLv78R7TJKXbDBiTEgi6HGP2fx1RC82NYi/owmPOQ6T5WhfN89AH13t7cTlJkSMezTSy9IpjgqiT8tDEn4CPS34R1nN0EXbUGLi8Qg9RkUl0FqPOMZdqJjM6CxWvKO4tCBU+VtnjcI/FOsgG4zorFGIYBBPR2t4ecGUkIxisoCjh7MKjlZSlwIe9DF2VJ83VMH8yNgsVvRxCQQGBwh6PZMahzE+KbRaOMqE6u9px5AWjVcMawCrCPwd409gHyvBIIHOZuxZ6az4ymqU4ACo/rBbWgFssWBblkXxebOQfI6jK6PHoHrd+Pp6QQJTXCJBcyzeoBQSPUE3am8P/mMEqWIyI5tDpSkiXI+ShDEumYAp5oS4aSRGruxMiik2PD5ZGPBPKHyOILweZE8/GGJP7KCG0MTPScDV248xZmJVnja3gM4PK5FkGXt2Mvb8dAyFKTz0nT/T2NDC0uUL+NaXb2T3E++iFify/Qd+h8/n52tfvp64VshaVMpTr77Jk0+8wE++/bXwcc1FKfzxlX9z6FA1K1Ys4sLS2bjrQ08X3Yea8Lm9ZMwroPHDynHH19jbzf3rf8uis+cTEzu2oPH7ffz9D0/yp9/+g+SURH58393kFuRNaL8kQdPWQ2HhMxr7nnuP2JwUbAmp+NqbJjwmgN6eGCpVP3yb8OGfQs0dEQwQGBgAQqtORmPk6lNnbSs9BzqIz00la2ERAB6ni5qNe2jcVsmiWy5Bbz/SEVvgamynesMuuipDNkiSRHJJFqlz8ohKiiU5Nxbh7pv0+HxOB9HxEzd27WvqwufyTSk80qDzk3XWDOo2h0os5C4ogMAY2XbeQWKSo2ncXocx2kRmaTyy6secko6no3XMp1fV58XT0YrBnhDRekPoTAz0+hjs86DWNWK1mYlJNCMFQhOS8HnYv3cHMcmpFBQV0FFVT/3uwwS8fqLs0Sy48Xx2PPkuvoFjhKQEc69YQnQMSJIO2e/GO44bMNjvIDjQj6rEsO+DSmJTY7Gnx4Kip7uqD2+/G0XvJzoxgMWig1G6sKn+UCyHMT6RwJBL5tiMN2N8Et6erlFXwITfj7e7A9lgDLs6IdSvLeAaRLbYGPRAtMUw7sqeOnScUND1KKn9QiD7XaBEgaribu2iq7WLoNeLwWzAlhKNXvEigoEhQTr5mJ8QkxUNAtndh+If56FRDYCrG8NYtgCqz4es16P6fXi7O9BFezHFJsGgY8waX0firfTRNpBlgq6he4UQ+Lvb0MV4ISqRwMfd3PQ4mvUOvfFjHcbHhndqJWMCvV0Y0mLwnQQXniZ+TgIdh5po2VVDxrwCmrZXjbpPYmE6nVVN+AY9+AY81L2zh+TSbIx5iTQ2hOKF3t+4lUUzS1h+/bnc+s0fhCsuP/jw4/z63h/Q0NjGk0+8AEBg2A2puqeTQ4eqAXj33c3MKy7kiHRx9w3QsOUguUtLMViMBLx+lNIUDjY0YIuOJkM142npIXVxEff//UmKy2awe/t+liw/i1nlc4DQ71UddtOpOlTNn377DwDa2zp58ZlXue2ur0y4VOx3DFD//thuGwAE9NW2Yk4oQR+fjL97/Lo5uhg7AYt95IPRcWSM+Zy9SLZQJe6lKxdz+GA1Wyq2s/aS87D2+PAA3bWtdNdGTqL+QS+d++tJWzYbAOfhRrY//kZE0UYhBEnFmdS8u5vo5FiS06f40xQqMSkh8SMrMikzc9AZQwHIakCldW8tQV8ASZZH9gubCDWINT50xaTOzsWeHgWBsc+f6vHQvLOK7EUldLd4yJydgberfVKTpK+3C1NyGoF+B96giT0v7KSvMXIit8THUH75AsyGkACbkZPM+x8extDUR9P+WjqjJDq6e8iT0uh/aiOF585FlqFxRw1CFSQXppGQE4/ZHAA1iCEuYVzhE0ao6IJOrLFWDr6xm6yFxdRX7MfviRQ6GeX5FCzOQSeNLhD9Tgc6a9QIl5HBHj9mG4/hqD4vAUka0dRVdTmITZu4aOcRvN1dGOxxo5YcCLr6UWWZ2rd30LDlYETpJ0WvULb2LBIzFYzRMVNrDiyP0XF+FPTWqEm6Z8e3RQg1QlQE+h2YzBY8kzhP/n4Hhtg4VK8nYtUx4OxFb7ISUEaWz/goBFQJxRI1wjU6ITrDSenVOxUMSkjMTAWhBkMZh7J54p0/Ipr4OcHIskTDh4cY6OhD1inknT2TruqWo5k49iiSi7PwOF3U+Z08t/FtcrLSOKe4jPb99cR7/Vx11cU88cSLAOhkHZ0HGyMCjnV6HYpRHyomO9QAtcs1SMyR13WRz/nK0N+KQYcYcgnUVRwgZ2kpTgL894/vCwur/7j5apatmE2zcJGdl0nN4XpWr11JbGzo6HXVtfz+V39iYMDFf3798xTPLEWvj7ysTCbTpHzkvgH3pGKjBjsdqIAnaMTnM2KyEPLPRxhpwO0GvbAgDV+eFgJvVx8G09SbB6peT1g42OPi+MZ3b8Xv91H5xDu0N46fWVSzYRdpC0oQgQC7n3p3RMXr4k8t5PDbO3H3DpBcmH4cT9NgtpmJz08lOslOy+4afEOlEXRGPWmz8wh4fBijTchMzp02HL3ZQM6SUga6HAw4VGLGuedLikzQH6Rm014KVs0FIaZUrt/f14MuIZ2Kh15hsHvkU7+r28mWv2xk8eeWY9R5iYm2kK2Ppvqd3fTnxPDAw38CQJZl7r79S+x9/gPKLl/Cpp4GPB4vly5IJ9PoC1Ul1usJTqWjvVCJz47D7yuiasPOUSecph3VBHx+ys4tQAqOPLYuKnrkJD0sRmgyqF4POkvkl6CYzKjuqUyaYiiuaWRErxCC2rd30F3dSs7iUoSqIoQYimUSHPj3TnQXn0VKzNSEtD7GNm7xzeG2BKYUTD22LbJOT+CYumC+3u5Qb7RJtGfxOXox2OwjRF6gtwN9cu5Hrl49nKAKBlvclMSPYonCL+k/ceJHQj2uhsmIk1Oq+pMZHj6dEALX0A3c2dJNzaa96EwGshYWUfKpBaTOyqPug/30qF7WP/AYhw/V8Prrm9jd1oSi19Fd3cLaFcvIycvk8zd+hrK8HPqqW7nxiovJycskKTmBO267ifZ3D5CblsK3vn4zuQXZdA/2k1AUCrLNNtlYtWoJ9jgbV356DXZ36IaVUV5A697aoWEKat/bR09PX1j4ANQ1NtG0s4rW5nZef/kdqg/X8dxTr2A0mVCDAX75k4eo2Pghe3bs586v/QBnXx95M/L49t1fIy4+lrMWz2HNZasndapk3eScMTqTASGgu6qF937/Jh8+vYvOFj99PSqOXkFXW4Bdrx7kvd+/RcuOoyttqsdL7WtbqHjwX/jdx9E5WYr8uQgBBkU3YRA6gN/jQwQC9FY3R9TvCR8rEAy7+0IxKlNfxtYb9Sh6HXUV+8PCByDg9dP4YSVuxyDps3OnXipACqXX1n2wn67DzbTtb0IepRHvEdRhx5cVwkHKkyXo9SCjjip8juD3+Oio7gJJxueC1iGXbbfzaCyMqqr09ofOadWbuxjo7eeV59/izm//AufQsrrOGjNm8O9YmKxyaHVvnMmmbV8DA45RzvMRkXMMhpjYMWOdxiLodqGYj7rTjyf7yt/vCLl2jsE9IHD3DhCTYqeuYj/1mw/SsOUQ9R8coGlbJelz8qnfVoNvwIMxLmFSnyUbTaHVk0k8CX2ctkg63Yj4QNXvQ9aPfQ1HcERUHbvZ70MJTqHY6iQRejOyYfJJHYot4ZNZzPET7sLTVn5OMAIJW1p8eKUHCbz9LnyDHmxp8Rx4JZRF4/H5IlYDevscKLYYgv4A/j4Xd117NXqDgeYPK3H3DUJ7L19ZvQYUiYGDXbgDQarf3UPJwiK+vGo1gUEvRrOJ2MxE+mo7OT+9kE/NLMfb7sDT1kdySRaD3c6IatMAZo+guDifgwerkSSJ+WUleA92MWiIvCC9Xh+BYJCu9qNPsIMDLnw+H7KssOayi1i1+hwMBv2EHcPVQReuLgciqDLjvLnUVRzA7xr7phKbnYwshQrUATiau9g1Rg2kmnd2k76oFPR6Gt7dRd17e0Pne9CPZYrZ+orJNLJ9jiwTlRyLq3f8J0hjjAVJr8M9St2StLn5tB84unLUWdVCzpxkmOKNNRAQdBxsHPP1vsZOBjr7sGZbJ93DCyCIib0vvhue7Jt2VJG/bAbKKHEtEMrCOUJ8VuKU+pkdQQ34w6uYY1Hz3gEyylbibO4Pjy0/PR29QY/f5ycpKZ7kqBjcDOJ1uijLzeV1NtHvHMDnD4JBf1yThrs/QG/9xC6TvhYH0YWRsXH6qJiIYOUIpphCFPS4w8URj+f9EKqJI41SOqK/axCdUU/rKIUi1aBKXcV+8s+ZTX+3Cxk/xriEUMzNGGNQLFb00bZw/ZqJB/bx2CLpdGPXIZrCZ6g+L5Jejzi2MF/QD8rUs0/HIyBkorPy6K+rGhFUfyyGpHS8kvETt+oDEFQlZLNl1GbD43KSXHia+DnBCCHImDeDph3VZJ41A0mWGejoQw2quHoHyF1aSsueWmRXkIsuPIdXX3sHa5SF5fPn4tsVqhjrG3DjG/RgyYoOCZ8hnMfcgIO+AH6XD1eXk4DHh6u3n4SCdHKWlKIGgngHPcQUZaDT6+itb8fRMtI/7qrt4Ibzzsd12YUoXhVdowMfMCM5ldT0JFqbO5i/aA4z55RhMBi55vNX8ODPf08wGOS6mz5DdEzMkN1gMo/vt1U9Xtp3HKbqrR0EhuImZJ1C6swckCSad4yMj4rNSiI6IwkRVPE6J/5RBbx+1ECQQL+L2k17wtu763uwFNumlCUhjSLiVAHpZxWNKzoAClaVh6pjj/I0ZIq20lt/NHbJ0dLDgCPAFJLkUIwm6nePPwaA6k0HSC0+d0rix9ExGCFG1UAwosbKcFTFTNXGo33OjqdbPIDP78dYnILnwNixOH6PD1UlojeQJMHaS8/H5/ej0+kYHo+qH6qTdfu3v4BVb2X/u4dJL0vDFju1MY7VamGEDS4vSNHH9DyTjy+b52QiyYA0qvAZTvPOahLzFqP6vfj6Qq4hJImgaxA1EIovU8wWJEUh6HGjTqUlzceEwRY3otv98SBUNeTy+xjGNBl0Fiv61BzEQB/+vq6RrjxLFDpbAl7J+IntYxZQwRQTPyXxI5utJ82Fp4mfk0BSUSallyzm0KtbI/t6DU14eWfPpGVPLWen5LD09hL0koxrz9EnJJ1RT39HH52VE2c3te6pJXVWTjiwuquqme7qFpZ949OYEuwcfv496irG7g8GoPR7SZSsdFW3h5/t3fta+On/fBu3QSY1PZVomw2Px83T/3iRi9adC8AbL7/DxVdcRFJKyoTjFD4/h1+qoGVndcR2NRCkeWc1MalxpMzMoW1vXfi12KxkZl55Dhj0IEF0WtyEKy4mmxXZoMdxqDHiB1X93gFSi89BN0ptkNHQRcUgVDHqSkRMdkooYL1y9PYGUUmxxBVlhv9/LM62bqwJtogst9aDrRQsTENSJxf7o4u2Ub/lgwn3G+jow+/2obdGhwqoTYBPmDj41uaIbdHJdnSKysgSwjIDbgHKUTHhbHdgzTFPOYbJ6wvQ4XSE49ZGwxxrRWc2YLAeFdlVTc08+9Qr4b9z/uO68DEWLJ3N40t+TIItlq1/fgefy0vyjBSYYmsAvclAuPfFeOOzWUauLpzIannH42YYxQ1nSEzFXTl6YsZwPI5B/G4/mEOBqkdiYhSTGVNiMv5+B4HB/rDLSQQCoZWvybgZP6otkhRqxjpe/7gpfIak6EaPW5NP3BTqR0fQHIfBGhuq46MGQ8J0qO2IW+UTueIzHFVnRtLpJ1zBOoIuNiFk10lAi/k5CbgdgyOEz3BqNu0lbXYeng4nvkPtDB5sjXiylhUZvdkQepKcgKA/gJIUg6UkLVzhtuyyZehjYwgGVZLKsic4AiQUpNNVHbk8LUkSVTUNfPXzd/KHR/6Ca3AQk9FEycxCXvrX67z0r9eJsUURFX003VoIdcz7S3992wjhMxxnaw/2jERyl89ixvnzOesLF1F+44XoY6OHjg3p8wontCV/1VzQ6Qj6Is99wOPj0DuHCMoTL1lLehOSLKO3Ro06d8kmIyWXryD37JkjVjrS5hZQfv0F+Adc9B2qx2KPJrn06HdgLUyhR/KRWJQR8b76LZV0t3gQ8sQTsyE2Dr9rMDQpT4CiVxBDtVL0MbFj7yhJ+FQTu1/Yias7UiRlnTUDvMcIJ0mmqsPNZ665nfd7mjBnhHpSNe6oRhc9zueMhiyz92A99pjxU/fzl5eisycQk5USjhdLHFZ4U1EU7EMrkbEZCSQmGMlMiKLxw/rwb6m9snXKE5jerCO5OGvC/ezpI+NPAm4XOuvIJb3QysLURJjOYiUwzKUY9LhRTFPLkgl1lj8qRvQJqfh0URECdnxGzlSKyYy3p4vA4EBErI3q9yHp9ZOKZwn6fVO3JSaWoNeDwR6PwWbH2zN20cypTMgQCowf4T7T6QnqTmyleyHAG5TxyBY8umg8ihWPOD537anAp0rok7NggtAHAENCKl7pxJ7P4WgrPyeB9gMNYwqfI/S39WBNsDHYFRkPkDYnn47KJkRQYE20hYOnx8IYY+Hvz71CxQc7+N6dX6a0uJCY/PTwU05URjK5y2dTu3H3qO+Py00ZNdA069zZ3PHje1FVleeeeoUFS+axZMUSvvi1GymdVYQaCLBo+UIsVitCqLz75kb+/Nt/kF+Ux81fvoHktKOrQZIELTsnfrKs33qQxV+7AqEb/TKNzk4huTSb9v31o7+eag+vuBiiR9ZZat3bgBpUKVxRjNHgHxkILMsEJROKwUpgsBdLejYMjB7nokRZyLlwEemLShls7wERSslGhrZdVdhzkjFZDKiBIBnl+QS8PtzRevY01IMqENEm4vLT6BkmOnc+8wFla+aTlGdHEd4RqwaS3oguKpaetn58gz7yV8xm51PvjOmSAshZXISieggMBpH1Bgz2RFRVRfUMglARskIgoKPtYBtVm7aMiL1KnJFGQnYsMLSUrSh4fXoae53c8h93EwwGefmVtyn+zyysskze8pm43TJCsaFXAuCbOP5HF23HaOzFrJgYvRkD2NLiSCzJweX0oRj1lK5byt5nNpLiN/C9u2+jtb2TGXlZ+LY1oMoyRRfMRcgG/AETfS1Hs3Za9tSRtzAfk2HYxCbLqLIJNRjqDywFIpftHa39WBNs6Iz6MX/XM1bOJuBT6XEEMZgNRMXqIOBF9XlD4mcwMpvH3+8YNaNoPGSjicCwlY2g24UxLmES/cCOEhAGfFix2E1I5ih8GFAFmGyT87kaTDogEOo3F21D1unw9TtGxsaEB62gM1tQDcYxA811lihUTKAXMAVbZKMJ2ecdf7VnCH2MDd8k0+glefSCqgZ7Iu6Tk5h0WuNWdRhTcmCgJ9yCZTiS0YTenoRXNp1UF54mfk4wkkSoTsYEdB5uJmthUVj86M1GMsoL6GvqDFeGTirOZKIavlKGjQ1PfYCqqry3YzdLLjk3cs7UKeScW05MahyH39weFlOGKBP558xB1us4+NJRN4ctM5EZ581j66FDJCTGMX/RbPbvqQynfMclJHD5Veuw26309g4SCKjUVtXyw+/8AiEEdTWNpKUl8/kvf+7oGIIqjqaJqxG7uvsJev2h9gejIBsNFF96NlHJsdRu3BtOk5ckibT5BeSdMxe/08VAUxcmqwnFoCPoC6AzGUgpzULWKfhdXt57dAOZ8/NIn5mJwagQ8AUI+IL4fAKrXY/i6kZOyRoah2/oM8DT58Q94MIaG43eGko71sdGEzu0OuXr6sXXO4Ci17HvufcZ7HIiKzLp5TPIP3sWTQfrKRw0EPD60Vd2kXL+PGwpcdRvPhC2Zf8r2+lfWETB8lK8DgeKSRcSS0LG6wjSsmk3bXvrCHj9mGIsZC8qwefy0rJr5KqarFOwZCVQ29FPSmI8ng43voYOepu6GOxyIOtkEBCfl4YQEnqjISx+jFFmspeUEp0cS1ddN3qTnoAvgMvhxhBlZcue3QSHTRDZRTmkLYilZUc1Ow5tABES1hlz80jIjEIOjB4HIBuMKAYDszNsBDKSsMZFUfv+wYjvNnNBIUklWWz94+vhEhIF589nwY2r6TzcjHtbJalePwFHE9kLi7FnJ1O/5SBt++tBgD07mdylZfTUt+No7qJuWy2Fy3KQVT9ev4H2qg5q3j8YOqc2C/nLSkjIjkUveQkII4c3bsfn8jH78mU0bD1EV/XRuCS9xUjBytl0VbVyeMPRBwxbejwl588mKjqI1yNANiCpw4T00I903ADdYShmK6p35EqwayCAJJuQ1YljurxBE5sffAlrgo3k0iySynJRbKHVQ1t2CopeGTe+KS4nGZ9HJTo5EZ0SxN/vHN29qRhwuQTO9kECNQ0YjAr2dBuWuAQkIcL2SopCUNWx/+29NGyuJD4vhdkXlaEw8Yq3ITkDIUsEXJMQ19YoZEs0TFL8GOxxI+oNKVE2Aoao0Ra+NEbBqypIlkQMUXFIfjeSEOj0CgF0+GVDSESeZBeeJn5OMH7HAMFJ1K4BSJ6ZizE+Gr2i4Gjupn7LwYi6N862HhLy00a4pI4QnRZHxeGqcMHBpJSE0UMMdDriZuWzqDgLT28oU8ZosyKZjKEFojgL7Q2tmCxmskrzMVqtFCoBzjl/Ce2tXXzm2nUUlxWNaYfH442IjenrdUSU35AUGYPVNGHHZkWvC7sz/H4/A85+rFFWhBC4Bl1E26LRWUykLZ+JnGDF1e5AAswJMdhTk9j/r01014QmJp1JT+EF83H39BPw+mndU0vQH8AYZSZzfgFBfxB/QKHL6UINBomLjab7cCOOtl5qgwP86db1FJYWcPNXbsCmGGnZWUnD+wcI+gMYrCZyV8wiaWYeupihJ2YhCA66qX5nFz11R4OZVVXFFG1m+xMbwkHeAL5+N/v/9R6xmQmUX72SgQ4HIDBYTDRuO0T1pv0EYk3UHaoj2m6jMDeT/S9tiTiGx+mirmI/1oQYZl22bCigXSArCj11bbiTLdR0dLF3z0GWls8hyiOordgfcQyArqoWrIkx5K2YRdAXYLDbgd/t4/CbO8iYV4A72cK/X3iblNQkzl5QzkB9N2XZOSxaXM6OHfv4xh1fJDaosOuf70Yct6e2jZ7aNopXzyc2LRZv/yCyTiY63opO9iIbjFR3DPK3ex9m+fKzOHtONnlzEsk+qwBnjxtVBVOMhdqNu/nwT68PO6dBLDFmdvzj7YiVGI/TxeG3dmJNsJG7tIy2faEVwt76dnrr20mbk48E9DZ207jPSlJBKpv/fMwxHC72vbyN6BQ7868+G1UxUfbplZhiozCZZRILEuht6MXjcKG3GJF1Ctv+vmFEvSpHczebH3+HJTevRvX5scbGgbsHhtUB8vX1hOJUnH3jumQUswVZrx+RGu8XZnY8+T7mGAsl55WgwzNqjJGkKLi9erY/vTlUVHXQQ299OwPtfeRdMA8lKgpdtJn8lXOofH37qGOQdQqZ82ew46lN6Ix6zrp6GRbLyM8KYqBmczMBXwCdUR/qwC7LtB5oJqkgmdS8GCCIhITLrfDB4+8S9IXEUHdNG/vf0k1oiz4xDa9sAQHmtCy8HS2o6Bh0+PEOeI9eY5I35OqNiccVkDGlZOFra2S8WdcYl4Df6Yj4bL0tngGXRP++OvRWM1FpCTDGA9pUkABfj4O+zj6cegW9LQp9vI1PbPXmKSIIiSCUKHQ6mahhD8ynAk38nGC6q5qJTrbjHCWzajhRyXaiMpOJyk3HWdXE/hc3j9inp7aNpOJMshYW0byzOnyTkGSZjIVF5CyfTXD3Ptr7eknPTOWiSyPr64yo/6XXY0qKi9hHCEjKzSIpNzKmYffOAzz68N+AUFHF5JRElpyzdFRb8gpyueLqi3nmHy8SY4tm7RUXRnyuKiBzUQl9jeOv/uQun4lkMuB0OHnkvkd59fk3ufFLV7Fz2152bdvH2ssv4Mtf/hxtWw5RX7E/wt2TWJhBVFJsWPzE56YiAU3bD0dMbt4BN/WbD2JNiMGYE89XbrsHn8/PrV/+HDOscbhjDfzw6/cihKChrpkrLjyXg2/tjTiGb9DDoVe20vRhJfM+txpdbAzBwQE6DzdHCB+A5OIsmndWjxAcR+hr7KJ5exWOlm7cfQMR23OXlqKv7SN/ZgmH39o55jEGu5x0VjbhaOkKZwfGF2dwuL2TV//2DPb4WEpm5NG3t23sY3Q66alrp7ehPSIQu/HDSihK4uXn3wRAFpDa7EWogktLyrly2dnkzpjBjn+8PeKYR4p8tu6t4+C/j/4edEY9RReU4472c9Pn7gTg9Vc3cd/D32dmbhZNO+vIWXUWQaDlvd207qqJOG7RefM49O9tY7qgBrsc9NS3YctIwNF09Am+o7IRdVYKL7z4Jp/KstL0VO2Yx+hv66Vyw35KP70yHB7tUeFAZTOvPvsaiUlxFOfnMfhe9ZiFOoWqsv+17ZTftAavc5D2PR2klaRg0PnDbhVvTyf6mFgknQ6/04kIHP1+JKMZnSUK4fMcFT6SRFAy4ex0ceD1D3D19ONs6aG3sYv85SUkZMVhitJBMOTmdHYO0lHdSe0Hh0aMs2n7YWKzkkicX4y7rYem7VUUrJxDy66aiMQCe1YS8XmpVL65k5SZubTsqqbij2+TdVYBKUWpRMUa0RkVUPQ0bGtCMRpo3VsXEbNoTbDh8yTQ262SkGEFSaZu08HwPe0I7Qeb6G3somB5CfGZcVhijSBUZL0eTFGoejPuoBTWL4PCjE+NYf/zFfQ2HL2/6Ix6ilafRfL8WMRQh3ePbMaYngeeQQK9w+KDJBmDPQHZZCbgGkTS6VGMJmSTFXe/jy1/eBdn29HaXlEpdkovWYo1K5njFSrBgUHq391NwwcHjj44SpBePoO8c+ehm6QbUmPyaOLnBCJJEt1VLRjMEwei5i4tpbq6jm1bdhAXZ8c+IwXn4ZERDx0HGzHbo4haWoCj24GiyAhFInXlbHTWKMwWMwmJcSQkxKHXhdobuN0u3n7tHQ7sPcTisxewZMVi5CkGV7a3Hk0XDfgDdLSPvWRsMpv50m1f4NLPrsUaZcUeN0xgCYHX5yU2Lw1TrBVP3+jL1IpeR9LMPLweD7u27eLVocm2u7OXXdtCLTAGepwcfPZ9+mpHnqfOyiYs9uhwS5HEGelUv7tnnAnSSdeeemLjbLQ2t/PAw3/ip9/8KoN17eGb0XnnLaO7onLsY3Q6qHlzB4VXrEAd8NKweaS70xwbFVHTZzTaDzSQtaiY+g8ORGx3tHQTkxaPGgyO2/9stGN0H2wi02bh0rXnUTCzgARh4GDv+HFXrbtrRh2HdTBIYVE+lYeqaaxvYf78BaQWpWCOMQ5lQsmUX7GEmg8qI8op5C4ppfa9fQT9kRNcwOtn34tbSJqXT3ZOBvV1oazGhoNNdL2wB0mSSMhLx5gQS/WGkV3aZb0uQiiObkstZeuWRIgfsuP40Q8fRFVVVi9ZNPExdtWQtaAIc1ZqeJtOr+fF50LX5j1fv2XCCuV9DR242npACA5v2Ev1pgPkLCoiPisORR+qnuxu6aSm4hC2lDgy5+Xi7h0g4AvQsq+S/rZe8pYWk7OsDEkn01BxkOpNWyOKWkJIkB94dQdIUHzRQvrbetAZ9SO+yxE27qkhcU4+zqZOXN1Oqt7ZRVJRJomFGaEEBlmmr7GTqqHvIWkoUF+ogvoth6nfchiD1cTyb38Wj2MQ36B31OzSwS4HVW/vYsb587DNyMY34KJ5FFftEVv2D9ky58pzKDq3nL6+Qfx+lWMLb3nautny25dGuOsCXj/7XqjAM+Ama9U8kCSEAI/QgcGGIS0GaaiysJBkPEOd2yWLCckaEjStm/ex//mKEeMbaOtl66Mvs/A/1mLJTB7x+kSobg97n3yHnmPa4iCgefthnC1dlH/uIpRR4hY1jh9N/JxgJFmi/UAj2YuKqR9lMgRIKEjDmGjjm5+7nYH+kBi47Vs3EzdGQKU1I54tBw5xYO9h3G4P8xfOptg5QG9XL3d+7R78Q5lNQVXl6hs/ywfvbmb9jx4C4OVn3+C+3/+UWXNnTcmOmXNKwkXnzBYzZXNKxt1fbzCSkZUZsa2nu5vHHn6cLe9vZ92nL+LT169mz5PvMNjRF7GfwWqi/PrzeXfLhzz60F+4aN154dfkYdlUy+fOoa9yrJDYUEPZxMIMJDnUbuHYye3Yjt+OqlZu+8qNvPfhTg7uq0QCjL0err7+Mnr7HKxasoCBTYfHtbu7s5uNr7+Dz+UhKjUWf21kjRF1EtWVhRCjVgHuqWsna0HRqBWiJ3MMn8NFeflsUnIy6dw7epD4iGOMklYy2NzNvLmluNyDfP3267AI75D7xgdDKxXxKQpxn5mLo9PHjn++jzHGSn9H3wjhM5yO7dVcsfZ87n3oj+TlZ5GAAdfQOLz9LmSrkYB35ErVsRP/WLYcW9Xb4/OGXcTRBuOETT+EEAx09EWIn4LCfL7z/27nz797Arsthi4m0S/K5cFkC8WIqYEgNe/tp+a9kfsNtPehGA0jYgYr395DVFYqerORA6+N7pY6OmjwOgex2KPG7Cs4nJ6aNlSXl+ARV4Rg3BpWo5V+SCzKRFV0eLoc48Y7CiFo21tL/IyMULzYRDEfAgaGqqmP5s6XhKB+0+5x45Sq395J8qxczMlxEeWWfEGJ0aZDIULjDPT1R8RCjthPFRx6ZQvlN68JRclPAUdd60jhM4z+tl56qhpJLB871EBj6mji5wQihCA+P52mbYdxdDsouGg+3Qeb6B1yhVjiokkqyiTgC9DZ7wwLH4C9ew5x57f+k6atB6mvOIBQVXRGPbkrZpMyL5/ffO0lDuwNTcSN9c1c8pk1OPqcYeED0FjXFFp96opsv9BzzN+T4awlC7jv9z+lqb6ZopICcmfkT/kYFe9s5pXn3gDgD4/8jaLSAhbcso7+pg4Ghp6GLQk2bFkpVNc38LN77gdg54d7WHPp+bz9+nskJiew4twltLW2Yw/qmMiSnp4+jMvy6BXecACnKSmGTptMc3sHhdlZGGv68A96Qk1TW7t487WNXP6ZT+Fvd6AY9ZgMJt584kWqDtbyhcvW4tk3esyVMdrC9u4Wnvn9YwAsXlTOJWXluFtDo4xOjZt0bRFJkTHZrHgcR68JSZKw2KMIfoQ815btVWxvrqckcexaTKYYCzpzSGg4zRJKcTL6LjeeocB7k83Kpy5bwC1f+TSSM9KdKylHM2OkgJfYOIkF162g7VAbdcesOujNoUa6w0VaWUYW3/nqzUSjw3U49DsxlqXxi98/jsfj4bLzVhLY04IQAlNGHG6jBJMspChJRGRoRfsklp+9gI2btk662ausU5BlCXXIxSrJMuevOZ/VF59Hx7bDdG2dWGAoRj3GBBtxean0DLllTSWpNPf1EBsdjbndhc8RCgiXFTkcqB9pi0RwEqUvwvvrlckVnJQkJJ2MKWZyqwzykYleCrmy1ECQtHkzQJIY7HJGPFyMhrO1B69jAFPceBWdjqIfpyy7t8dByzEu0dGo236Q+//6JJd8+iJWrz0fZRLxOo6G9glt6WvswNXegyUtccLjHUFC0DDBahyEKtUnzs6fVMq4xuTQzuQJxp6XijU9noqmGp5+8GHK58/kqzddi9rhxONwUffBfsquOJtOv5/s3Azqa0NL/jNK8jEk2Mm9aDHZy2cT9PlRTEZkswm/z0dPd1/4MwYHXIBEVm4mS5YvoGLjVnR6HavXrkIIwbyFc4iKtjLQP0h2XiYlMyeuj3MskiQxc85MZs6ZedznwndMA0mfz49k0GPNTqHV7cTvCxCfnYxkMuIfliq7Z+cB5swv44mXHkMVgkN7D+B0DKAOjH8zMmfG8+zWD6io2I7BaOC/vv5F2NNCb4qJ+//3N2G7/uee22FzHaaiFA53NrPy/KUkpMSjw0QgKYo/fvunAFRX1bHlcCXzjPZRV+SMyTFs+NtL4b8/2LyDS5cvw+IN4ClLZMMHO/lUadqE58kQbaY3RqY900T+ymK6ntuG2R6Fd2YSf3zt31x6wcoJjzFWnzSv00WvrFLjFxyZ3mRFxlCYjMPtJiknhdffqaBpfwvrPn0Ru/buw+VyU1o2g5hAENmkx5Fu4Y3XNpKWGs/ys2YQpZNwBeDNDw5w8EANS5fOZcnMTGShghBERQVJKUmnruJAaFKVJbwZ0by/ez+pKQkUGOPxNIZElH/QQ7/fiznaiKzIWFPjeOylVzl0IOQSqa6s43s3f57YpFjc0YCzn5TSNPQ6iepNB8ZcFZN1ClKchfYsMwW5Rez8cC/GQD/XXHsZF1/1KTKsNg7sH7/1gqxT2NfYwMYnn+HK6y+nsLQIIVReefZVXnr2dT539aUTFj8026OJSo0HWSH/3HJ6alsxFyTz4N+foq01FKPyra/fjNnhIqk8j92dzdSqvZQW52Fp7Mc/6EHRK1gT7fh6nRijzXj7x08HN9it7GxppKQ0m7pNe8fdN3VWLrLFjC07edxUfoD4vFS6a1qRFRm5LJV//Pst7PGxZIjFRAHBSWStAaj+IMYEG/H5qXRXj70CAmDPGVu0T2ZFFGCwp5/qw3X84oe/Ij0zldnz5oy578F9B9i+ZRexFgv2VDue1vEft/yuKTYNDgQZ7Byj3ckwXD1OhC+AZD7+KXv/nn1s37yLxOQEzl61DGvUx9uR/nRDEz8nGL0tirglBTx98+8B2LFtL783/JN1uTNx9faTMr+AxNJcRHcPpbOKKJtTjNFoIC7eHl5Slq0W5GHXqd5g4LY7b+GeO35KIBDktru+REJiApIsc9f/fIO66npssTFk52UjBOTNyOc3f72PzrYu0rPTiIuPPxWngiXLF/L6y+9waP9hzr1wObPnzUKS4JXnXuXen/wagCuvv5T/+NrnibFFccGalbz+8gbiEuzk5mdjjY7m/Q2b+Ok99+MadJORmcqXP3057kOj3zAH9IKKipBbwOf18cHO3ZwdnU51+9FASCEEHf0O0pNjeeb999m6JRTLsPWDHfziwXuoq4+s2iyNE9Do7x7grPmz+fe/Q1lOs2YXQ78XZV4GP/vvX+Dz+uhq7eTKuYtwNo0eM6UYdAzm2/jBN3+CqqpccfVa1l6zis6OHn7ynf8j4A/g6OnjM3MW0T/GMQDS5uTROqw69hH0ZiN9jnYOV9fxmdkL6G/uRilJ4ccPPYYsSyxftZh/v7wBgEP7q1l72fm89K/X2bVtH9/7/q10t3Xz4E8ewu0KTbi+O27i0hVlvLezivX/G7rGX3r+LR586LvMyhqK9VJVrDYjxjkZvLH5Q+bML+Oh+35HYMgF9vkbP03mUHXefp+Hh373V0xmE//95S8geQVdw1Yqly6fz9wLZmGQfeD3AXYQ/WQURpNatILe1gH2PL91hHstZ2kp3/7Oz2htbueCNSsxWUw0Hapi18HDbK3YwdnLF7CuaC7OMXrEASTPz+f5rVtwuTy8t6GCtIxUDuw9yC9/8muEEDzw6z/z31/4HB3bxy7eGTUzgwGPhyi9nqisVOZdfwHbdu0NCx+AvVU1XDp7HtVuBw88+EcAXpQk7r79FjjoIW/FHHQ2K96+ftJm5VL7/tgV200xFl7eVMHf//48D933AyRZGrcOVFp5PgIJ2Wph9mdXsv0vr48q5nQmAxlnFVL5723Y5mTzvXt/Hb4mvF4fP7r3HgzWyRWsM9isITG4qjyUoDDG8NLm5GFNG9lEtaOtnU1vv09RRsYo7xqJqkjhay/04Dg6TQ2NfOuW7+HxhETVf37pWhImELc6o35SYzj6BgWTzYK3f/wWEMYoM4pBd9yZ9Y31DXz7P+/GO+Q2DgaDrLnsU8d5tOnBtKjwrKoqDzzwAMuXL2fOnDncdNNN1NdPHNNwsrCnJqAM8wPHx8WSUJxB2dUrKVq7BMlgIDk1hSuuWUdOXhZls0tYtnL0TKojLFmxmD898wh/evrXXPLpteGGftExMcwqn0VWbnaEXzwlLZVZ82adMuEDkJKexvpHfsTfX/w9d3z/60THxOBxe3j890+E93nqL8/R29VDb4+TA3srWXPZ+cyaU8LWD3YiSRL79hzCNRi6yTY1ttI2MPZTk8VkRDdsBSQlJYmA1096ZiomU6jKbFJyAvZ4O4rVRE3t0diGro4enAMuEHDJFRdiMBrIK8hm2dxZYz4Nu3sH+NSKJVx+1Vouvnw1V159CbFxNrp7HfiGbjpbt+7Gkx6NJX706sWpi4p47NEnw7Eoz/zjJTyBAL39/eEb9tYtu/FlRGNNGN1VEJeTQsDjH7U5bHRxGm+++R67dx0gqjwbS3wM1S0tuF1uTGYTvT1Hz2cwGCQw5MJqamghKAQeNRCe5AAqK+uQFIXuY4pz9vZEFrCTAgPsqa9hw9sVHK6qC9sC0NrWhc4UmjRanH2hdGiXm06HA6Nez1dvuxFZlrn6ukv49lc/gyE4MCR8hiEEiuomIUXHos+dg2I4+lyXXJxB5uxUPn1lKPvx9Zc3kF+QRWpGMlsrQn3INm3cisiPw2If/XtJLEznw/oaXnvpbT7Y9CEvP/cGg4ODOB394YeUtpYODjo6yV85Z4QbTdHrsMzO5BeP/JHmhiFBLYGtMIuE3BSiY45m82Rkp6IKlfZhSQVCCPoG+kkuyyFtYQlCQFR6IqoqIiqGD8dgNWFfPIN//OMFAO66++cUr1sypvtr5qVLic47KiBsM7JYePMa4guOrlaG6iwVsfBLFxM/u4Al3/gMKWcVRlwTLU1tqKpKbG7qhMlP1oQYrKkhQWPNSmX+DatHrVSesaCIgk8tRjpmRVMNBnlo/e94aP2jPPL7vxGVMfH9rccXGuvCpfMpmTV27GJXR1dY+AA0NrehM4wtbqyJNqwpk+twfwSBRPaSsgn3M+YlEjzuLumhWETvsHi52upPzvx4qpgWKz8PP/ww//jHP/jpT39KcnIyP//5z/niF7/Iiy++iMEwcabViaaotIAf/fK/efShv5CZk841//FZ0rIyRgTt5c3IJ2+SsTRChATN6YbZYsVsObqMZTDqKSopoKtjCwApaclYrBaycjNJSkng5WffQFEUfvbgPQghSEyKvLnEJdgJNo9RMK+1n2/ceQvvbKggITGe2eWlBHY0Yo6zcfWNl9PZ3k1aRgpxthj0vSpXXnMJjzzwJwA+del5mDyCuJhoerp7WXHuYnp7HNjS4vHaO/COkm2VXJKFy6Tw3FOvoKoqUdFWrrxkNfqBAcpmF7Nv90EURcGnE8y9dCnOjj5ad9fgH/BgSYyhGz9um46EpDg6O0JuoOiYKKwWMxmJCcwuL2P3jn3o9Dr8OohPTyD1rBl07W/EN+AmKimW6GQ7jqYu2vbVjRifwWKk3yA471MrkCSJ6uZmVqxZSN+ekCuku7OHiy5exe7t+3C7PVyw5hxqq0I3yQvWrCRKlUhPT6WwOJfKg7VIksTZy+YhgkHmzS3EYjXjGnSTk5dJ8YxjnsKDQVKSQxNTZ3s3M+cWs3fnQXR6HQtnl+Lf20ZiaRbPvvbK0HVhYMbsQtJibNg8Hr72zS9w8aq56IKjp+aHEQKLyceCa5ZTt7Wa9JkZ2BJNyKqLdavKaWxoZfMHu6mqrEOn06EoSrg4Y01bO5ffcD5NB2vp3t9I0OVDZ7OQPCuHhLx0fnDN18If09Pdh6LomDmnhLNXLmLThs1ERVtJL8gg++z5iEQLLftD1bsVkx5joo3vfe/nqEGVmNhI0WqPT2D12pW43R5MJiOJyYkUnrOEwG4bT//rVdxuD5lZaZSfPZ/MGTlIQ/c0VVFIKEinesMucpaU4u4boL+jD51Rjz0rCTWgsremLizOBvoHqXN2s+g/1tBd1ULrnppQaYviTJJn5mJOS4yMSZPAmp3K7BuS8XY7CPr86C0mDPZoBKFsKWSFxLRUvvi1G/jdrx5Hp1P4z2/chCwrGONt5J8zZ9QMvSMUr1kMel3482JmZFJy43ns3rANk6QQRJCUn0bhormIUSb/UDZo6Prdv+8wAxedF07MGI2M+YWknDOTR5fMJiklCYt1bNdPVk4WeTNyqDlchyRJLFw0F3/F2M1ei9csOmrLFIjNSyMqMZaBzr5RX9dZjJjT45EV5bhbw2XnZjGjKI/Dh2qQZZnFy846vgNNIyQx1lVymuDz+Vi8eDF33HEH11xzDQBOp5Ply5fzk5/8hLVr1075mMGgSk/PxJVCJ4NOJw+rfhxEluVwsOR0IdLGqS/MtrW08sbLb+Nxe7hgzSqy83MBcPT1UXu4FpvdRt6MPIQAp6OP1154g9qqeuaeNZOVZy+m8vkP6Dwc2fQ1KjmWgnPmsK2+mo3vbCE+IY7zVi4hKy4Bl8dD84CDQZcLW0w0qaZo+hs6CdqMNA704fP6yM/MoO+9SswLc+jp76ettRN7nA3XoJuEqGgyY+PorWzG63BjTY4lOsFGbHYy7YEBWpra8fkCZOakkRUdT+ehBnwpVmrrmoiLt5OqsyAFVbp8bvx66O/rJy7Bjr+hB2tWIh5J5ZknXsI96ObK6y+lJC2DPU+9g21ZIU1dndjjYont8WEwGmltbqdeuBhwDZJkt1OemUNvbQfdNZHxK9HJdtLm5lPvc7JnzyESk+PJMcYQhQ5DbiK7D1dRU9XA3AUziY+JobuzhxS7ncaebvx+P5lRsXgq20kpy8GYZ6fmYBWxcTEUZ8SFYnuQaHZ46ex2kJkaR7x5ZMzRgdZBvvyl7yNJEnffcxv+rgEsRiPBmi5SynIQkkSPRdDW0UVOeiquzbWUrF2MrSQL1eXAODC5irwAOms0qhoc0VG606fQ43DR09GJNcqM2xvgxRc2kFeYxyWfXoM9Pg6hBtm9fReOHgfJ6SkUlZUgSfD6S2/w0+/fB8AXb/0cV15/BYqio7OtjZrDtdgT7BSWFIeu3d4+dm/fTU93D5nZGdRU1dPR1sWq1WdTMmvkk/7eHXt4/93NpKansPKCFUTbQgKpuaGRjrZOsnIyiU8aLZBWpW9fHfteqAjFAsXbCPj8OJq7SJ9bQMKiGTzzzCvs3LaP1WtXsuayT4UDfI/0KBdDad8fhWAgQFNDEwajnrSM9PDxhM9Pc8Veqt7aEeFu05kMzLzsbOwl2SCPdEDs2bGbine3hM7H6hVED/VoG3mvEfz10X/w2K//CsDVn7ucq9ZeyJ5/voNvYFj8jQQ5S8rIXjkX2Tz5/lFdHZ0cPlhFXLydGQW5NFfsp/rtUWy5/GzsJTnH15AV8Pc62f/spnAA/BGiU+PIPG8O8fmZ6HRTdKkdQ3dnF1WVNcTHx1JQPINTWTzxo84ZYxEXZ0VRJufQOu3Fz+7du7nyyit59dVXyc3NDW+/5pprKCoq4gc/+MGUj3nixM/0rIV+KmyMKNioBnG39TDQ1oMYyhiLSk9EBFX6G9uRFYWA14clIRZDQqhiqtPRi8s5QEy8HYslCgIB2qvr2bp9D35fgLPKZ5FZlEtdUzNfvObrGI0GPB4vN335Wq696RoCff24uvoQqkDWK1iT7MhWS3hscPTpU3h9uFq7CHj9SLKEyR6DIcGGv28AZ2NH6InaasKWmYRstQyJvhqQIC0jnaSUZITXR39DOx7HILJOISYjcegY/Qy29xJUVXQ6hei0BGSz8ZjzEUtUegKqx0tvdSsiGERVVaJT4jBnJOHv66e/qRNFJwMy0ZlJyGbDGOc0iOJzIQ1MnNJ97BcWsCZxuKENg16HXTHh6xtA0inEpCdiiLfh63XScqAWn8uD1R5NakluKN5NAv1gBwHH1LIUDfb4EX2eFJM5VBhwmCiS9Xp0ccm45fEDQIVQqauuQw2qZOdnTzgZybJEMBD4SE/so+Ho7eWDTVsJBAIsXHoWiclJqP2D9FY343W6kHUKsdnJmNISQJKRJJBl+SNlCX5U/L1OnI0dBHwBDFFmbFlJyJapNS6F0e81Pq+Xfbv3EwgEKZtdEuov6PbgbOwInQ/90O8lznbc4mQ0W4K+APqPYMuxSMEgg23dDLb3otPJGO0xWNPiEdMww0sTPx8D//73v7n11lvZtWsXJtNRRf/1r38dj8fDb37zmykfMxhUcTon31BvPBRFJibGjNPpPqU3nxPJdLBRCJX1P/oVLzz9KgCzy8v4v4f+B7PFzHsbKnjy8WeZUZzP1TdeQcKoT+AfD6qq8ssfPcgLz7wWHsf/PvQ/WCwntsDZVL5DRRKobbWovsmnWutjEwhEJzDe0+b771Twna//MLS/Qc8jf15PQXEBOlnF31A5enGXcTDExo3aKHS07TprDGp8xpjukk8Kqqryi/93Hy89GyoZUX7WbH76wPcxD10f0+G3OB7T3T7QbPwoxMSYJy1+TntJ6XaHRMqxsT1GoxGHY+IUwtGQZQm7/eNNA4yJ+ehPBp90TmcbnX1O3nvnaBGz3Tv24fN4SEtP5OLLL+Diyy84KeNwjDKOgNeDPf3ECa7hTPY79ASTcTWPX6l6OCa7HX30+CX6G+uOui79Pj/tre0sWDKHoNeD4wSLEhH0Exv7ya+g29vjYOPbR6+PHR/uJuD3YrdHXh+n829xMkx3+0Cz8URz2oufI6s9Pp8vYuXH6/ViNh/fiVVVgdM5furhZNFU/OmBEDIXXXIuf/vD0wCcvWoxRouZ3t6Q+/Nk2SiEzIWXnMff/xgax/JzF2MwHx3HiWKq9imKGZ01hsCgc8J99fHJDAYUxAQ2FBTnh4NVrVEW0rMz6O0dRCcLkGQQJ+68S3oDfX2uT/zKj0DmU+vO54nH/wXAOecvw2C0nPTr9FQx3e0DzcaPwhm18pOaGsp46ujoICvraDPOjo4OiouLj/u4H3fsSjCoTtuYnyOc7jZe+4WrKJlZhM/rY+6COeh0xhH2nAwbr/3CZymZWUjAH2DOWbNHHceJYrL2BQB9bDI6RSHgHDsWR5+Qgt8YQzAgmKh/wex5c3jg0Z/R2txGQVE+GVmZBAIqQQkMtjgCfZMPeAZGje/QWawE3CMfbCRLNP5x2iJ8krj+5qspm11MIBBg7oI5KDr9KblOTyXT3T7QbDzRnPbip7i4mKioKDZv3hwWP06nk/3793P99def4tFpnE6YLRaWjtGp/mRisVpZtnLZqR7GhPhVGSU6CX2UHTwDBPv7Qq0qFAWdLQ5hsOJVlUkv2EiSROnsMkpnR2ZDhRpMRsMUxI8+2oa/f+SqlGw0ETgmCBpJRujNI5pkflKxRFlZtuqTf31oaHySOe3Fj8Fg4Prrr+cXv/gFcXFxpKen8/Of/5yUlBQuuODkxGloaJypBFUIokcy2VEs9qHuDhKeoOC4y9GOgh89uhj7uKtMYWQZWa9H9EcWo1TMFlTvyCBtQ2IqHnVa1HvV0NCYJKe9+AG47bbbCAQCfO9738Pj8bBgwQIeffTRT0SBQw2NMwEhIBBeOfn442aCQkKOTkABguMIIElWMNjj8XZ3RmxXzBZkvQG/sy9iuz4hFZ8u6mNNRdfQ0PjkMy3Ej6Io3HHHHdxxxx2neigaGhonCL8qo4tKRG+JQR3oJThw1K0lKToM9niEquLtPlqDSDFb0EfFEHANDhM+ErrYOCRzDD7JwDSrOaqhoTEJpoX40dDQODMICImAZEKxpaKzJSGJICChyjpcQQm9AjpTDBIqQpIJosMlwGCPxhCbhNGkw+sTeAJSaH1KEz4aGmckmvjR0NA47QjFGinAUBuNIZdbKGFr6LY2TNh4gzI6nY4oq5UB3yDi4wxI0tDQOO3Qovw0NDQ0NDQ0zig08aOhoaGhoaFxRqGJHw0NDQ0NDY0zCk38aGhoaGhoaJxRaOJHQ0NDQ0ND44xCEz8aGhoaGhoaZxSa+NHQ0NDQ0NA4o5CE0Aq7H4sQAvVjLPuqKDLB4PSuK6LZePoz3e0DzcbpwHS3DzQbjxdZlpAkaVL7auJHQ0NDQ0ND44xCc3tpaGhoaGhonFFo4kdDQ0NDQ0PjjEITPxoaGhoaGhpnFJr40dDQ0NDQ0Dij0MSPhoaGhoaGxhmFJn40NDQ0NDQ0zig08aOhoaGhoaFxRqGJHw0NDQ0NDY0zCk38aGhoaGhoaJxRaOJHQ0NDQ0ND44xCEz8aGhoaGhoaZxSa+NHQ0NDQ0NA4o9DEj4aGhoaGhsYZhSZ+TiCqqvLAAw+wfPly5syZw0033UR9ff2pHtbHwsMPP8wNN9wQse3AgQNcf/31zJ07l5UrV/Loo4+eotEdP319fXz/+99nxYoVzJs3j2uuuYYPP/ww/Pp0sLG7u5s77riDxYsXU15ezpe+9CWqqqrCr08HG49QW1tLeXk5zzzzTHjbdLCvubmZoqKiEf+eeuopYHrYCPDss8+yZs0aZs2axdq1a3nllVfCr53ONm7evHnU76+oqIjzzjsPOL3tO4Lf7+fee+9l5cqVlJeXc+2117J9+/bw66fURqFxwnjwwQfFkiVLxIYNG8SBAwfETTfdJC644ALh9XpP9dA+En/4wx9EUVGRuP7668Pbenp6xKJFi8R3v/tdUVVVJf75z3+KWbNmiX/+85+ncKRT5wtf+IJYt26d2Lp1q6iurhY//OEPxezZs0VVVdW0sfHKK68UV111ldi9e7eoqqoSt956q1i2bJlwuVzTxkYhhPD5fOKKK64QhYWF4umnnxZCTJ/r9M033xSzZs0S7e3toqOjI/zP7XZPGxufffZZUVJSIv74xz+Kuro68atf/UoUFxeL7du3n/Y2er3eiO+to6NDbNq0SZSWloonn3zytLfvCPfff79YtmyZ2Lhxo6irqxPf/e53xbx580RbW9spt1ETPycIr9crysvLxd/+9rfwNofDIWbPni1efPHFUziy46etrU3cfPPNYu7cueKiiy6KED+PPPKIWL58ufD7/eFt69evFxdeeOGpGOpxUVdXJwoLC8W2bdvC21RVFRdccIG47777poWNPT094hvf+IaorKwMbztw4IAoLCwUu3btmhY2HmH9+vXihhtuiBA/08W+X//612LdunWjvjYdbFRVVaxatUr87Gc/i9h+0003iUceeWRa2Dgcn88n1q5dK26//XYhxPT4DoUQYt26deKnP/1p+O/+/n5RWFgoXn311VNuo+b2OkEcPHiQwcFBFi9eHN4WExNDaWkpW7duPYUjO3727duHzWbj+eefZ86cORGvffjhhyxYsACdThfetnjxYmpra+nu7j7ZQz0u7HY7v/3tb5k5c2Z4myRJCCFwOBzTxsZf/vKXzJgxA4Curi4effRRUlJSKCgomBY2AmzdupUnnniC//3f/43YPl3sO3ToEAUFBaO+Nh1srKmpobm5mUsuuSRi+6OPPsott9wyLWwczl//+ldaW1v5zne+A0yP7xAgNjaWt99+m6amJoLBIE888QQGg4GSkpJTbqMmfk4QbW1tAKSmpkZsT0pKorW19VQM6SNz7rnnsn79ejIzM0e81tbWRkpKSsS2pKQkAFpaWk7K+D4qMTExnHPOORgMhvC2V155hYaGBs4+++xpYeNw7r77bpYtW8arr77Kj3/8YywWy7Sw0el0cuedd/K9731vxO9vOtgHUFlZSXd3N9deey1Lly7lmmuuYePGjcD0sLGurg4Al8vFzTffzJIlS7jyyit56623gOlh4xG8Xi+PPPIIN954Y9iG6WLfd7/7XXQ6Heeddx6zZs3i3nvv5b777iMrK+uU26iJnxOE2+0GiJhIAYxGI16v91QM6YTi8XhGtRU4be3dtm0b//3f/815553HueeeO+1svPHGG3n66adZt24dX/3qV9m3b9+0sPEHP/gBc+fOHbFqANPjOvX5fNTV1TEwMMDtt9/Ob3/7W2bNmsUXv/hFKioqpoWNAwMDANx1111cfPHFPPbYYyxbtoyvfOUr08bGIzz33HN4vd6IBJLpYl91dTUxMTE89NBDPPHEE1xxxRXcddddHDx48JTbqJt4F43jwWQyAaEb1ZH/Q+hLNZvNp2pYJwyTyYTP54vYduQCtlgsp2JIH4k33niDb3/728yZM4df/vKXwPSz8Yjb5Ic//CE7d+7kL3/5y2lv47PPPsuHH37ICy+8MOrrp7t9EHqg2rp1KzqdLjx5zJw5k+rqah599NFpYaNerwfg5ptv5vLLLwegpKSE/fv384c//GFa2HiEZ599ltWrV2O328PbpoN9zc3N3HHHHfzxj3/krLPOAmDWrFlUVVXx4IMPnnIbtZWfE8SR5faOjo6I7R0dHSOW+qYDKSkpo9oKkJycfCqGdNz85S9/4dZbb2XFihX87ne/C4vX6WBjd3c3L774IsFgMLxNlmXy8/PD1+bpbOPTTz9Nd3d3OLW2vLwcgHvuuYe1a9ee9vYdwWKxjHhqLiwspL29fVrYeOQeWVhYGLG9oKCApqamaWEjQE9PDzt27GDNmjUR26eDfbt378bv9zNr1qyI7XPmzKGuru6U26iJnxNEcXExUVFRbN68ObzN6XSyf//+sAqeTixYsIBt27ZFTKoVFRXk5uYSHx9/Ckc2Nf72t7/xwx/+kOuuu4777rsvYoKZDjZ2dHTwrW99iy1btoS3+f1+9u/fT35+/mlv4y9+8Qtefvllnn322fA/gNtuu43f/va3p719EEqmKC8vj6g/BbB3714KCgqmhY2lpaVYrVZ27doVsb2yspKsrKxpYSPA9u3bkSSJhQsXRmyfDvYdWQA4dOhQxPbKykqys7NPvY0nJafsDOWXv/ylWLhwoXjjjTfCdX5Wr1592tf5EUKIu+66KyLVvaurSyxYsEDcdddd4vDhw+Lpp58Ws2bNEs8888wpHOXUqKmpEWVlZeKrX/3qiBocTqdzWtioqqq46aabxIUXXii2bt0qDh06JL7xjW+IBQsWiObm5mlh47EMT3WfDvYFg0Fx5ZVXiosvvlhs3bpVVFVViZ/85Cdi5syZ4uDBg9PCRiGEeOihh0R5ebl44YUXRH19vXj44YdFcXGx+OCDD6aNjQ8++KBYvXr1iO3Twb5gMCiuvfZacdFFF4mKigpRW1sr7r33XlFSUiJ27Nhxym3UxM8JJBAIiP/7v/8TixcvFnPnzhVf/OIXRWNj46ke1sfCseJHCCF27dolPvvZz4qZM2eKVatWiccff/wUje74+PWvfy0KCwtH/XfXXXcJIU5/G4UQwul0invuuUcsW7ZMzJ49W9x0000RdX+mg43DGS5+hJge9nV3d4vvfOc7YtmyZWLWrFniqquuElu3bg2/Ph1sFEKIxx57TJx77rmirKxMrFu3Trz++uvh16aDjffcc4/47Gc/O+pr08G+vr4+8YMf/ECsXLlSlJeXi6uuukps3rw5/PqptFESQogTv76koaGhoaGhofHJQIv50dDQ0NDQ0Dij0MSPhoaGhoaGxhmFJn40NDQ0NDQ0zig08aOhoaGhoaFxRqGJHw0NDQ0NDY0zCk38aGhoaGhoaJxRaOJHQ0NDQ0ND44xCEz8aGhoaGhoaZxSa+NHQ0NDQ0NA4o9DEj4aGhoaGhsYZhSZ+NDQ0Tms8Hg/r169n9erVzJw5k3nz5vGFL3yBAwcOhPf517/+xZo1a5g1axbr1q2joqKC0tJSnnnmmfA+LS0tfPOb32ThwoXMmTOHG2+8kf37958KkzQ0NE4wmvjR0NA4rbnzzjv55z//yZe+9CUee+wx/uu//ovKykq+8Y1vIITg2Wef5b/+67+YN28eDz/8MBdeeCFf+cpXCAaD4WP09PRw9dVXs2/fPu6++27Wr1+Pqqpcd911VFdXn0LrNDQ0TgS6Uz0ADQ0NjePF5/MxODjI3XffzZo1awBYuHAhg4OD/OxnP6Ozs5P777+fVatW8aMf/QiA5cuXo9frWb9+ffg4f/rTn+jr6+Pvf/876enpAKxYsYI1a9Zw//3388ADD5x84zQ0NE4Y2sqPhobGaYvBYODRRx9lzZo1dHR0sHXrVp544gnefvttAOrq6mhpaeGiiy6KeN/atWsj/q6oqKCkpITk5GQCgQCBQABZllmxYgXvv//+SbNHQ0Pj5KCt/GhoaJzWbNy4kZ/85CfU1NRgtVopKirCarUCoNfrAYiPj494T2JiYsTffX191NfXU1ZWNupnuN1uzGbzCRi9hobGqUATPxoaGqctDQ0NfPWrX+W8887jN7/5DVlZWQD89a9/ZePGjeG4nu7u7oj3Hft3dHQ0Cxcu5M477xz1cwwGwwkYvYaGxqlCc3tpaGictuzduxev18stt9wSFj4QWg0CSEpKIisri9dffz3ifa+99lrE3wsXLqS2tpbc3FxmzZoV/vf888/z1FNPoSjKiTdGQ0PjpKGJHw0NjdOWsrIydDodP//5z3nvvfd4++23ufXWW9mwYQMQclfddtttvPHGG9xzzz1s2rSJ3//+99x///0AyHLoFvj5z38eVVX5/Oc/z8svv0xFRQV33303f/7zn8nLyztV5mloaJwgJCGEONWD0NDQ0DheXn31VX71q1/R0NCAzWZj7ty5fO5zn+OGG27g7rvv5rrrruOJJ57g0UcfpaWlhRkzZnDdddfx3e9+lwcffJDVq1cDIRfa+vXrqaiowOv1kpOTww033MBnPvOZU2yhhobGx40mfjQ0NKY1L774IqWlpRErOBs2bOCWW27hueeeo7i4+BSOTkND41SgiR8NDY1pzZe+9CWqq6u5/fbbSU1Npa6ujgceeIDs7Gwef/zxUz08DQ2NU4AmfjQ0NKY1vb29rF+/nnfffZeenh4SEhK48MILue2228Ip8RoaGmcWmvjR0NDQ0NDQOKPQsr00NDQ0NDQ0zig08aOhoaGhoaFxRqGJHw0NDQ0NDY0zCk38aGhoaGhoaJxRaOJHQ0NDQ0ND44xCEz8aGhoaGhoaZxSa+NHQ0NDQ0NA4o9DEj4aGhoaGhsYZhSZ+NDQ0NDQ0NM4o/j9lu3ZLgaEAUgAAAABJRU5ErkJggg==", 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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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", 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" ] }, "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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r27aVkxNwvHb4gl6EG8AdTNPgAn2NQLABmoA/wyPDMPRO8efaV1HtWN3cln4NLewg0zSa/ZsRgPpQc3JelgwzNWeK2JalfWWHGvV+8uST8/XBB3/XnDlPODiy2BFsgCZUfiCo0vKqVA8DQJoyTUOGaar0o9Wqq9zfpNv2Zp+k/F6DGvWH0osvPqd58x5Xr159HB5d7Ag2AACkmbrK/aqt2JfqYcRsz54SzZx5r/75z3+offvU3MAzjFlRAACgUTZt+lQtW7bUU089r7PP7pHSsbDHBgAANMrAgYM1cODgVA9DEntsAACAixBsAACAaxBsAACAaxBsAACAaxBsAACAazArCgCANOPNPumE2GYyEGwAAEgTlmXLtizl9xqUku3bltXo27P85jfTVVdnOTSi+BFsAABIE5Zla1/ZIW6C2QgEGwAA0ogbwkUqcfIwAABwDfbYoNkxTcPR3bQejxmpCwBo3gg2aFZM01BeXoukhJDs7ExJkiECDgA0VwQbNCvhvTWr1u5Q+YGgMzUNQ36/V61yM9Wv26kyyDUAksC2OW/mmzj1/BBs0CyVHwiqtLzKkVqmaSgQ8Ckzw+NIPQA4msdT/95SUxOUz+dP8WjSV01N/R+rHk/jognBBgCAJDJNjwKBbFVWlkmSsrIyFQqleFBJZFmGQqHY977Ytq2amqAqK8sUCGTLNBs3r4lgAwBAkuXknCxJqqws06FDpiwrdRewSzbTTKy/QCA78jw1BsEGAIAkMwxDJ52Ur7y8k9WihU/79x+Ka69Gc+HxGDrppKy4+/N4vI3eUxOW8mDzxRdfaOjQoccsv/fee3XFFVdo48aNmjFjhj7++GPl5uZq7NixGj9+fApGCgBA45imR5mZmaqqCqX0tgPJ4vWaKe8v5cFm06ZN8vv9WrFihYyjpqO0bNlSZWVlGjdunC688EJNnz5d69ev1/Tp05Wbm6tRo0alcNQAACAdpTzYbN68WR07dlTr1q2PWbdo0SL5fD5NmzZNXq9XnTp10o4dOzRv3jyCDQAAOEbKb6mwadMmde7c+bjriouLVVhYKK/3SP4aMGCAtm3bptLS0qYaIgAAaCbSYo9Nq1atdNVVV2n79u3q0KGDJk6cqEGDBmn37t0qKCiIenx4z87OnTuVn5+f8Ha9XmcyXfhy/OGPbpROPUZuf2A4d1uFcJ3weWum6fztFcKHWZ2ubR6u29Brk06vYbK4vUe39yfRoxukQ38pDTY1NTXavn27AoGAJk+erKysLP35z3/Wddddp4ULF6q6ulo+ny/qa/z++osbBYOJX3U2fFl+J+XkBBytl47SqUe/36tAwNfwA+Pg9dZfRCsjw/naPl9yavv99T/Csb426fQaJovbe3R7fxI9ukEq+0tpsPH5fFq7dq28Xm8kwHTv3l1bt27VggULlJmZqZqamqivCQearKyshLdrWbYqKg4lPvCjeDymcnICqqioUijkvjPcpfTqMTyWYLBOVVU1DX9BDEzTkN+fobq6+itm1dY6VzuspiY5tbMOB6aGXpt0eg2Txe09ur0/iR7dIJn95eQEYtoTlPJDUccLKAUFBXrvvffUtm1blZSURK0Lf96mTZtGbdfpaWihkOXKqXtHS6ceLduWZTl7DYjw9aQsS47XDt8Dxena1uG6sb426fQaJovbe3R7fxI9ukEq+0vpQb5PP/1Uffr0UXFxcdTyjz/+WJ07d1ZhYaHWrVun0FHXni4qKlLHjh0bdX4NAABwp5QGm4KCAp155pmaPn26iouLtXXrVt1///1av369brjhBo0aNUqVlZWaOnWqtmzZoqVLl2rRokWaMGFCKocNAADSVEoPRZmmqblz5+qBBx7QLbfcooqKCnXr1k0LFy7UWWedJUmaP3++ZsyYoZEjR6pVq1aaPHmyRo4cmcphA2knWbOiLMv5Q34AkEwpP8fm5JNP1n333fe163v27KnFixc34YiA5iPg98q27aTNirIsW2VlBwk3AJqNlAcbAInzZ3hkGIbeKf5c+yqqv/ZxpmHI7/cqGKyLnHDckNyWfg0t7CDTNAg2AJoNgg3gAuUHgiotr/ra9aZpKBDwqaqqhpACwNXceelDAABwQiLYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA1yDYAAAA10irYLNt2zb16dNHS5cujSzbuHGjxowZo969e2vIkCFasGBBCkcIAADSWdoEm9raWt1+++06dOhQZFlZWZnGjRunM844Q0uWLNGNN96o2bNna8mSJSkcKQAASFfeVA8g7NFHH1WLFi2ilr344ovy+XyaNm2avF6vOnXqpB07dmjevHkaNWpUikYKAADSVVrssVm7dq0WL16s3/72t1HLi4uLVVhYKK/3SP4aMGCAtm3bptLS0qYeJgAASHMp32NTUVGhyZMn69e//rVOPfXUqHW7d+9WQUFB1LLWrVtLknbu3Kn8/PyEt+v1OpPpPB4z6qMbpVOP4TGYhiHTNBypGa5jmop8dKp2mGEc2YaTtWOte6TH2LdtHq6dDq97LNLp+zQZ3N6fRI9ukA79pTzYTJs2Tb1799all156zLrq6mr5fL6oZX6/X5IUDAYT3qZpGsrLa9HwA+OQkxNwtF46Sqce/X6vAgFfww+Mg9frkSRlZDhf2+dLTu146/r9GTHX9vvr3x7S6XWPRXMbb7zc3p9Ej26Qyv5SGmyWLVum4uJivfrqq8ddn5mZqZqamqhl4UCTlZWV8HYty1ZFxaGGHxgDj8dUTk5AFRVVCoUsR2qmm3TqMTyWYLBOVVU1DX9BDEzTkN+fobq6kCSptta52mE1NcmpHWvdcI/BYK0sy46pdtbh0JQOr3ss0un7NBnc3p9Ej26QzP5ycgIx7QlKabBZsmSJSktLNWTIkKjld999txYsWKDTTjtNJSUlUevCn7dp06ZR266rc/YJD4Usx2umm3Tq0bLtmH9Bx1zTOvLR6dq2bSeldrx1LSv25806XDudXvdYNLfxxsvt/Un06Aap7C+lweaBBx5QdXV11LJhw4bppptu0ogRI/SXv/xFL7zwgkKhkDye+r8ei4qK1LFjx0adXwMAANwppWcvtWnTRh06dIj6J0n5+flq166dRo0apcrKSk2dOlVbtmzR0qVLtWjRIk2YMCGVwwYAAGkqrU/Lzs/P1/z587Vt2zaNHDlSc+bM0eTJkzVy5MhUDw0AAKShlM+K+qpNmzZFfd6zZ08tXrw4RaMBAADNSVrvsQEAAIgHwQYAALgGwQYAALgGwQYAALhG2p08DCC9JOOeL/FcKBAA4kGwAXBcAb9Xtm0n5Z4vlmWrrOwg4QaA4wg2AI7Ln+GRYRh6p/hz7auobvgLYpTb0q+hhR1kmgbBBoDjCDYAvlH5gaBKy6tSPQwAiAknDwMAANcg2AAAANcg2AAAANcg2AAAANcg2AAAANcg2AAAANcg2AAAANdIKNisXbtWBw8ePO66iooK/eUvf2nUoIBUMk3JNA1H/xmGkeq2AOCEkFCw+clPfqKtW7ced92GDRt0xx13NGpQQCqEs0dGhleBgM/Rfz6fJ2obAIDkiPnKw1OmTNGuXbskSbZta9q0acrOzj7mcdu3b9cpp5zi3AiBJhIOHTX796ryP7scrR0MdJDUjmADAEkWc7AZPny4Fi5cGLXMtqPv8+LxeNS7d2+NHj3amdEBKWDV1coKOnsLAbuuztF6AIDjiznYDB06VEOHDpUkjR07VtOmTVOnTp2SNjAAAIB4JXQTzKefftrpcQAAADRaQsGmqqpKc+fO1dtvv62qqipZlhW13jAMrVixwpEBAmhYeCbX1683oj7GIjyTq6Ha8TI50QhAEiUUbGbMmKElS5aof//+6tq1q0yTy+EAqVEfEsIzuRri92fEXDk8kyvW2rHy++vfdpgCDyAZEgo2b775pn7xi1/o+uuvd3o8AOIQ60wuw5A8Xo9CdSF95Zz/r1Wb3UlSO9U6PEss0PYUSR0d3QsEAGEJBZu6ujr17NnT6bEASFBDM7kMw5BpeWTVho6Zzfi1NUN1MdWOl1Vb61gtAPiqhI4hDRw4UO+++67TYwEAAGiUhPbYjBgxQnfffbf27dunXr16KRAIHPOYH/zgB40dGwAAQFwSCja33HKLJGnZsmVatmzZMesNwyDYAACAJpdQsFm5cqXT4wAAAGi0hIJNu3btnB4HAABAoyUUbObMmdPgY37+858nUhoAACBhjgeb7OxstW7dmmADAACaXELB5tNPPz1m2aFDh7Ru3TpNmzZNd911V6MHBgAAEC/H7oWQlZWlQYMGadKkSfrd737nVFkAAICYOX6Tp1NPPVVbt251uiwAAECDEjoUdTy2bWvXrl2aN28es6YAAEBKJBRsunTp8rV35rVtm0NRAAAgJRIKNpMmTTpusMnOztaQIUN0xhlnNHZcAAAAcUso2Nx4441OjwMAAKDREj7HpqamRkuXLtWaNWtUUVGhvLw89evXTyNHjpTf73dyjAAAADFJKNhUVFToJz/5iT799FOddtppatWqlbZt26bly5fr2Wef1XPPPaeWLVs6PVYAAIBvlNB071mzZmn37t165plntGrVKi1evFirVq3SM888o9LSUs2ePdvpcQIAADQooWCzcuVK3XLLLerXr1/U8n79+ummm27Sm2++6cjgAAAA4pFQsDl48KC+9a1vHXfdt771LZWXlzdmTAAAAAlJKNh8+9vf1ttvv33cdStXrlSHDh0aNSgAAIBEJHTy8Pjx43XrrbeqpqZGl156qU455RTt3btXr776ql566SVNmzYt5lqlpaWaOXOmVq9erWAwqMLCQk2ePFmdO3eWJG3cuFEzZszQxx9/rNzcXI0dO1bjx49PZNgAAMDlEgo2I0aM0Pbt2zV37ly99NJLkeUZGRmaNGmSrrzyyphr/exnP5Npmpo3b56ysrI0e/ZsXXPNNXrrrbdUXV2tcePG6cILL9T06dO1fv16TZ8+Xbm5uRo1alQiQwcAAC6WULA5dOiQJk6cqDFjxmj9+vXav3+/du3apSuvvFInnXRSzHXKysp0+umn62c/+5nOPPNMSdLEiRP13//93/rXv/6loqIi+Xw+TZs2TV6vV506ddKOHTs0b948gg0AADhGXOfYbNy4UT/4wQ/01FNPSZJycnI0ePBgDR48WA8//LCuuuqquO7snZeXpwcffDASavbu3asFCxaobdu26ty5s4qLi1VYWCiv90j+GjBggLZt26bS0tJ4hg4AAE4AMe+x+fe//61rrrlGWVlZkfNfwnw+n+68807Nnz9fV111lV555RW1bds2roHcddddevHFF+Xz+fT4448rKytLu3fvVkFBQdTjWrduLUnauXOn8vPz49rG0bzehM6bPobHY0Z9dKN06jE8BtMwZJrHvxFrvCJ1Dt//zJC+9iaviQpXMwzDse89STI9MY7ZOPLRUGy9RR5lGI4+H+FSpunsc5FO36fJ4Pb+JHp0g3ToL+Zg88QTTygvL08vvPCCcnNzo9YFAgGNGTNGF198sX74wx9q7ty5cZ1ALElXX321rrzySj3//POaNGmSnnvuOVVXV8vn80U9Lny7hmAwGFf9o5mmoby8Fgl//fHk5AQcrZeO0qlHv9+rQMDX8APj4A2HJo8pb4bH0dqew3sdvV6P/P4Mx+rGO2avN/a+woHPNA1Hn4/wG152dqZjNY+WTt+nyeD2/iR6dINU9hdzsCkqKtINN9xwTKg5Wn5+vsaNG6dnn3027oGE9wLdc889Wr9+vZ555hllZmaqpqYm6nHhQJOVlRX3NsIsy1ZFxaGEv/5oHo+pnJyAKiqqFApZjtRMN+nUY3gswWCdqqpqGv6CGJimIb8/Q3WHe7NClupqQ47UDgs/a7X79+rgF7scq1uX3UlSO1mW/c1jNupDTV1dSLJjq21ZduSjk89H+HuosrJatQ7WTafv02Rwe38SPbpBMvvLyQnEtCco5mCzZ8+emK5PU1BQoN27d8dUs7S0VEVFRbr44ovl8dT/RWiapjp16qSSkhK1bdtWJSUlUV8T/rxNmzaxDv246uqcfcJDIcvxmukmnXq0bDvyi9cxdn09W5JtO1s7XM2qq1WousqxuqFQ3eEN2N845sjhJzv23iKPaqB2vMKlLMtOyvdTOn2fJoPb+5Po0Q1S2V/MB8FOPvnkY0LG8ezbt+8b9+ocraSkRLfddps++OCDyLLa2lpt2LBBnTp1UmFhodatW6dQ6MhfdUVFRerYsWOjzq8BAADuFHOwKSws1NKlSxt83LJly9S1a9eYanbp0kUDBw7U9OnTVVxcrM2bN2vKlCmqqKjQNddco1GjRqmyslJTp07Vli1btHTpUi1atEgTJkyIddgAAOAEEnOwGTt2rNasWaOZM2ce98Tdmpoa/fa3v9Xq1as1evTomGoahqGHH35YAwYM0C233KIrrrhC+/fv17PPPqvTTjtN+fn5mj9/vrZt26aRI0dqzpw5mjx5skaOHBl7hwAA4IQR8zk2PXr00B133KH77rtPr7zyis455xydfvrpCoVC2rlzp9asWaOysjLdfPPNGjRoUMwDaNmypaZNm/a1s6h69uypxYsXx1wPAACcuOK68vDo0aPVpUsXLViwQCtXrozsuWnRooUGDhyoa6+9Vr169UrKQAEAABoS9y0VvvOd7+g73/mOpPpbIpimGddtFAAAAJIloXtFheXl5Tk1DgAAgEZrVLABgEQl65YKTt8OA0DzQrAB0KQCAb9s207qLRXKyg46fwFHAM0CwQZAk/L7M2QYhv533b9Vut+5qzCbhqHW+S30Xz1Pk2kaBBvgBEWwAZAS+yurVVruYLAxDfn9vKUBJzp33jcdAACckAg2AADANdhv6yDTNGSayZmRYVlJuJt1M2Yazj3XkTrMpgGAZo9g4xDDMHRyXkCGmZydYLZlaV/ZoRM+3ISn8vr9XgUCPkdre8PThR2tCgBoSgQbh5imIcM0VfrRatVV7ne0tjf7JOX3GsRMDx3Zu1JdukuVu/c6UtMwJI/Xo7rsMyS1c6QmACA1CDYOq6vcr9qKfakehutZtbWygs7MqDEMQ6blkRWqc6QeACB1OHkYAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4hjfVAwAAp3k8zetvNsuyZVl2qocBuALBBoBrZPo8sm1bOTkBx2tbti3TMByvK9UHm7Kyg4QbwAEEGwCu4cvwyDAMvVP8ufZVVDtW9/Q2LdX/7FMdrytJuS39GlrYQaZpEGwABxBsALhO+YGgSsurHKuXm+1PSl0AzmteB6IBAAC+AcEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4BsEGAAC4RsqDTXl5uX7zm99o8ODB6tu3r3784x+ruLg4sn7jxo0aM2aMevfurSFDhmjBggUpHC0AAEhnKQ82t956qz766CM9+OCDevnll3X22Wdr/Pjx2rp1q8rKyjRu3DidccYZWrJkiW688UbNnj1bS5YsSfWwAQBAGkrpvaJ27Nih999/X88//7z69u0rSZo6dareffddLV++XJmZmfL5fJo2bZq8Xq86deqkHTt2aN68eRo1alQqhw4AANJQSvfY5OXl6YknnlD37t0jywzDkG3b2r9/v4qLi1VYWCiv90j+GjBggLZt26bS0tJUDBkAAKSxlO6xycnJ0XnnnRe17LXXXtPnn3+ugQMH6qGHHlJBQUHU+tatW0uSdu7cqfz8/IS37fU6k+k8nvo6pmnUfzSMyP+dYhpG1LaaWni7qdr+0cLPrWHUh2BHGF/5j2E4V/uYTThbO+a6xpGPhmLbflOM2cmflaNrmaYcrR3u3+m6Uuw/3+n0c5gs9Nj8pUN/KQ02X7Vu3TrdeeeduuCCCzR06FDdf//98vl8UY/x+/2SpGAwmPB2TNNQXl6LRo31q7KzMyVJvswMeep8DTw6Pp7MDElSTk7A0brxSvX2j+bxmPJmeBytaZrhj0YSahuRj07Wjreu1xv7tpM2Zk993QyvR4GAsz8rYRkZXkdr+3yepNSVJL+//m041p+vdPo5TBZ6bP5S2V/aBJsVK1bo9ttvV69evfTggw9KkjIzM1VTUxP1uHCgycrKSnhblmWrouJQ4oM9isdjKicnoMrKamVnZ6qmula1VTUNf2EcMry1kqSKiiqFQpajtWMR7jFV2z9aRoZH2dmZCoUs1dWGnClq1P/Ctw63Zlm2c7V1pGYyasdc93CPdXUhyXa4dpysUH3d2rqQqhz8WTl6T0ptbZ2jtWtqQkmpK0lZh0NTQz9f6fRzmCz02Pwls7+cnEBMe4LSItg888wzmjFjhi666CI98MADkb00bdu2VUlJSdRjw5+3adOmUdusq3P2CY/8ErDtyP8dq23X1wuFLMfHHY9Ub186snvTtiXbduZ5PnJo5nA923asdlikmsO1Y60b6TGO560pxuz0z0qYZcnR2uH+na4rxf/znQ4/h8lGj81fKvtL+UG+5557Tvfcc49Gjx6thx9+OOrQU2FhodatW6dQ6Mhfi0VFRerYsWOjzq8BAADulNJgs23bNt1333266KKLNGHCBJWWlmrPnj3as2ePDhw4oFGjRqmyslJTp07Vli1btHTpUi1atEgTJkxI5bABAECaSumhqDfeeEO1tbV666239NZbb0WtGzlypGbOnKn58+drxowZGjlypFq1aqXJkydr5MiRKRoxAABIZykNNjfccINuuOGGb3xMz549tXjx4iYaEQAAaM5Sfo4NAACAUwg2AADANQg2AADANQg2AADANQg2AADANQg2AADANQg2AADANQg2AADANQg2AADANdLi7t4ATkCGIdM0Gn5cjJysBaD5ItgAaFKGWb+jOMPrUSDgS842yDjACYtgA6BpHQ42tfv3qvI/uxwraxhSXYuOktoRbIATGMEGQEpYdbWyglWO1TMMQ3ao1rF6AJonTh4GAACuwR4bJI1pOntyaLgmAABfh2CDpDBNQ3l5LZIWRAyPJyl1AQDNG8EGSRHeW7Nq7Q6VHwg6Vrd925bq1+3UyMwaAACORrBBUpUfCKq03LkTRPNaZjpWCwDgPvzZCwAAXINgAwAAXINDUUgq0/HL5jtWCkgrHs83f3OH1zf0uKNZli3Lshs1LqC5IdggKYzDl371+72OXjbf662fDcWkb7hFwO+VbdvKyQnE9PhYHyfVB5uysoOEG5xQCDZIivBemurSXarcvdexurXZnSS1c6wekGr+DI8Mw9A7xZ9rX0X11z7ONAz5/V4Fg3Wy7IaDSm5Lv4YWdpBpGgQbnFAINkgqq9bZy+ZboTrHagHppKEZhKZpKBDwqaqqhqACfAPOWAAAAK5BsAEAAK7BoSgASAOm+c33Qguvi3WWoWlwij1OTAQbAEip+gCSkRHbDEK/PyOmqn5//du7QcDBCYZgAwApFM4dNfv3qvI/u77xcR6vR6G6kGKYFKVA21MkdUzajWiBdEWwAYA0YNV98wxCwzBkWh5ZtSHZMSQbq7bWyeEBzQYnDwMAANdgj43DvC1ymkVNAADciGDjEMMwZNu28nsPTkp927Y5CRAAgAYQbBxiGPXhZtWqddq3p9TR2ie3ytfQod/hJEAAABpAsHFYWXml9u4pc7SmkeF3tB4AAG7FycMAAMA1CDYAAMA1OBQFwH0Mw9Fz0sIn7jd024NEmPx5CTiKYAPANQzDI0nK8Hpiuj1BrHy+w3VjvO1BPLze+tpMDQCcQbAB4B6H96bUNnB7gnjVZneS1M7xukfXBuAMgg0A12no9gRx1wvVJaXu0bUBOIOjuwAAwDUINgAAwDU4FHWCM82GZ494PGbUx1jrAgDQ1NIq2Dz22GMqKirS008/HVm2ceNGzZgxQx9//LFyc3M1duxYjR8/PoWjdA/TNJSX1yLmEJKTE4h7G4bHE/fXAACQqLQJNk899ZQeeeQRFRYWRpaVlZVp3LhxuvDCCzV9+nStX79e06dPV25urkaNGpXC0bpDeG/NqrU7VH4g+PWPMwz5/V4Fg3WybDum2u3btlS/bqfK4CIdAIAmlPJg8+WXX2rq1Klat26dOnbsGLXuxRdflM/n07Rp0+T1etWpUyft2LFD8+bNI9g4qPxAUKXlXz/TwzQNBQI+VVXVyLJiCzZ5LTOdGh4AADFL+Z/Tn3zyiU466ST9+c9/Vq9evaLWFRcXq7CwUF7vkfw1YMAAbdu2TaWlzt5BGwAANH8p32MzdOhQDR069Ljrdu/erYKCgqhlrVu3liTt3LlT+fn5CW/X63Um04VPqA2fp2IYRy6/7pRwOdM0HBu3dNTYG7j8fHhdPCcEh49AGXL2+YhUMgzn6hpf+Y+TtY/ZhLO1Y65rHPloxHiN25SPOeHCztdO2pjjqR3na5is941kSmSiQnPj9h7Tob+UB5tvUl1dLZ8v+vLlfr9fkhQMfv05IQ0JnzTrpKys+nF5PKa8Gc6eMBv+BsnOTs7hHb8/tsvE+/0ZMdcMXybedPj5ODpkOf08h8NYcmonZ9zx1g2/Lsmoneq6X91Gcxlzsl7DZL9vJFMiExWaG7f3mMr+0jrYZGZmqqamJmpZONBkZWUlXNeybFVUHGrU2MI8HlM5OQEdOhRUVpZfoZClutqQI7XDQiFLklRZWa1aB2uHxx4M1qmqquZrH2eahvz+DAWDtTGfY1NXVz9Oy+HnI7x9y7Kdq2vU/7KwrCPbcPo1TMq446l7uMe6upAU20uY+jHH66idGM1mzPHUjvM1TNb7RjKF35MqKqoi43cbt/eYzP5ycgIx7QlK62DTtm1blZSURC0Lf96mTZtG1a6rc/YJD7852bZkxzhzKFbhcpZlOz5uSbJsO6bAYlmxPa7+sfUfbTn7fEQq2bZjdY/s1rcdrx2WjHHHUzfSYxzfn6kec7yiDs80kzHHUzve1zDZ7xvJFApZzW7M8XJ7j6nsL60P8hUWFmrdunUKhY78tVFUVKSOHTs26vwaAADgTmkdbEaNGqXKykpNnTpVW7Zs0dKlS7Vo0SJNmDAh1UMDAABpKK0PReXn52v+/PmaMWOGRo4cqVatWmny5MkaOXJkqoeWEsmaFQXAvZI1KyqeQ9NAU0qrYDNz5sxjlvXs2VOLFy9OwWjSR/i2BMma3RDr9F8AzUcg4Jdt20l737AsW2VlBwk3SDtpFWxwfOHbElT86x+qKvnCsbr+Vqcpt6CvHL4sB4A04PdnyDAM/e+6f6t0/9dfWTwRuS39GlrYQaZpEGyQdgg2zUjoUKVqK/Y5Vs/bIsexWgDS0/7K6m+8ZQrgNpxkAQAAXINgAwAAXINDUQCAhDg9s5KZmnACwQYAEJeA3yvbtpNyPyDbth2/0ShOLAQbAEBc/BkeGYahd4o/176KasfqnpyTqSH92kduDAokgmADAEhI+YGgozOuTPbUwAEc0AQAAK5BsAEAAK7BoSgAcDPDcPyclWSf3Mv9rdAYBBsAcKHwrVgyvB4FAj5Ha/t89fevczrfhGdbcX8rNAbBBgDc6HCwqd2/V5X/2eVo6WCgg6R2jgcb3+HZVtzfCo1BsAEAF7PqamUFnQ0Jdl2do/W+ivtboTE4eRgAALgGwQYAALgGwQYAALgGwQYAALgGwQYAALgGwQYAALgGwQYAALgG17FpRjyBFsrIOdnBetmO1QJwAnL4dg1mM/5T2zRjey48HjPqY0O4DUT8CDbNQCDgk23byinoq5yCvo7XT/JtXwC4TLJu1+D1ehyr1ZRM01BeXou4Ql5OTiCmx3EbiPgRbJoBny9DhmHonXf/qb27djtWt33H09W/fzeCDYD4JOl2DTWBMyS1a3Z/bYX31qxau0PlB4Lf/FjDkN/vVTBYJ8v+5rDCbSASQ7BpRsr3V2rvnjLH6uW1ynesFoATj9O3a7Drah2rlQrlB4IN3grCNA0FAj5VVdUQVpKkGR/RBAAAiEawAQAArsGhKDQ4syG8Lp4T45rz7AYAqWUovvebWJiHz9uJdTZSPJJRE4kj2JzA4p3Z4PdnxFw7PLuheZ0CCCClDgcEr8OzrSTppJb++tmlMc5GSoTBO15aINicyGKc2WAYksfrUagupAZO4o+oze4kqZ0DgwRwojCM5My2kiQ70EGG0V7/u+7fKt3v3AnPknR6m5bqf/apzW0yl2sRbNDgzAbDMGRaHlm1IdkxJhsrVOfU8ACcYKxQnaOzrSTJrqt/T9pfWd3gzKV45Wb7Ha2HxuHAIAAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA2CDQAAcA3u7g0AQBrzeJrPPoh0GGuzCDaWZWnOnDl66aWXVFFRoe985zu6++671aFDh1QPDQCApAj4vbJtWzk5gaTUt2xbpmE4Xte2bRlJqBurZhFsHnvsMb3wwgu6//771aZNG/3+97/Xddddp+XLl8vn86V6eAAAOM6f4ZFhGHqn+HPtq6h2tPbJOZka0q+9yjd/qOCenY7V9bXMVV7PgTJNgs3Xqqmp0ZNPPqlf/vKXOu+88yRJDz30kAYNGqS33npLl1xySYpHCABA8pQfCKq0vMrRmuE9NaFDlaqt2Od43VRK/cGwBnz66ac6ePCgBgwYEFmWk5Ojbt26ae3atSkcGQAASDeGbdt2qgfxTd58803deOON+uijj5SZmRlZfvPNN6u6ulp//OMf465p27Ysy5m2DUMyTVOWZcs0DVVVBWVZliO1w7xer/z+DFVV18gKhdK+bjJrN8cxJ7M2Y26a2oy5aWo3yZiDdY69/0dqewz5fd6YaxuGFMtv3njrxsM0DQX8Xll1NbIdfK4N05SZ4ZdlWTH1GA/TNGI6dyftD0VVVdXvfvvquTR+v1/79+9PqKZhGPJ4nN1dFj6eGAj4Ha17tEBmcs4nSlbdZNZujmNOZm3G3DS1GXPT1E7qmP3J+7WXrNrJHLPp9SUlCZhm6g4Ipf2hqPBempqamqjlwWBQgUByzhQHAADNU9oHm1NPPVWSVFJSErW8pKREbdu2TcWQAABAmkr7YNOlSxdlZ2drzZo1kWUVFRXasGGD+vXrl8KRAQCAdJP259j4fD6NGTNGDzzwgE4++WS1a9dOv//979W2bVtddNFFqR4eAABII2kfbCTppptuUl1dnX7961+rurpahYWFWrBgARfnAwAAUdJ+ujcAAECs0v4cGwAAgFgRbAAAgGsQbAAAgGsQbAAAgGsQbAAAgGsQbAAAgGsQbAAAgGsQbBJkWZYeeeQRDRo0SL169dK1116rHTt2pHpYjnnsscc0duzYqGUbN27UmDFj1Lt3bw0ZMkQLFixI0egSU15ert/85jcaPHiw+vbtqx//+McqLi6OrG/u/UlSaWmpfvnLX2rAgAHq06ePrr/+em3ZsiWy3g09hm3btk19+vTR0qVLI8vc0N8XX3yhs84665h/L730kiR39ChJy5Yt04gRI9SjRw9dcskleu211yLrmnuPa9asOe5reNZZZ+mCCy6Q1Px7rK2t1UMPPaQhQ4aoT58+uuqqq/Thhx9G1qe0PxsJefTRR+1zzjnHfuedd+yNGzfa1157rX3RRRfZwWAw1UNrtIULF9pnnXWWPWbMmMiyffv22d/97nftqVOn2lu2bLFffvllu0ePHvbLL7+cwpHGZ9y4cfZll11mr1271t66dat9zz332D179rS3bNniiv5s27avuOIK+8orr7T/+c9/2lu2bLFvvPFG+9xzz7UPHTrkmh5t27Zramrsyy+/3C4oKLCXLFli27Y7vkdt27ZXrlxp9+jRw/7yyy/tkpKSyL+qqirX9Lhs2TK7a9eu9lNPPWVv377dnjNnjt2lSxf7ww8/dEWPwWAw6rUrKSmx33vvPbtbt272iy++6IoeZ8+ebZ977rn26tWr7e3bt9tTp061+/bta+/evTvl/RFsEhAMBu0+ffrYzz33XGTZ/v377Z49e9rLly9P4cgaZ/fu3fb48ePt3r1729/73veigs3cuXPtQYMG2bW1tZFls2bNsocPH56KocZt+/btdkFBgb1u3brIMsuy7Isuush++OGHm31/tl3/i/0Xv/iFvXnz5siyjRs32gUFBfZHH33kih7DZs2aZY8dOzYq2Lilv8cff9y+7LLLjrvODT1almWff/759syZM6OWX3vttfbcuXNd0eNX1dTU2Jdccol9yy232Lbtjtfxsssus++///7I5wcOHLALCgrs119/PeX9cSgqAZ9++qkOHjyoAQMGRJbl5OSoW7duWrt2bQpH1jiffPKJTjrpJP35z39Wr169otYVFxersLBQXu+R24sNGDBA27ZtU2lpaVMPNW55eXl64okn1L1798gywzBk27b279/f7PuT6nt88MEHdeaZZ0qS9u7dqwULFqht27bq3LmzK3qUpLVr12rx4sX67W9/G7XcLf1t2rRJnTt3Pu46N/T42Wef6YsvvtCll14atXzBggWaMGGCK3r8qmeffVa7du3SHXfcIckdr2Nubq7efvtt/ec//1EoFNLixYvl8/nUtWvXlPdHsEnA7t27JUmnnnpq1PLWrVtr165dqRiSI4YOHapZs2bpW9/61jHrdu/erbZt20Yta926tSRp586dTTK+xsjJydF5550XdePU1157TZ9//rkGDhzY7Pv7qrvuukvnnnuuXn/9dc2YMUNZWVmu6LGiokKTJ0/Wr3/962N+/tzQnyRt3rxZpaWluuqqq/Rf//Vf+vGPf6zVq1dLckeP27dvlyQdOnRI48eP1znnnKMrrrhCq1atkuSOHo8WDAY1d+5cXX311ZE+3NDj1KlT5fV6dcEFF6hHjx566KGH9PDDD6t9+/Yp749gk4CqqipJOubu4n6/X8FgMBVDSrrq6urj9iupWfa8bt063Xnnnbrgggs0dOhQ1/V39dVXa8mSJbrssss0adIkffLJJ67ocdq0aerdu/cxf+1L7vgeramp0fbt21VZWalbbrlFTzzxhHr06KHrrrtORUVFruixsrJSkjRlyhR9//vf15NPPqlzzz1XEydOdE2PR3vllVcUDAajJmO4ocetW7cqJydHf/jDH7R48WJdfvnlmjJlij799NOU9+dt+CH4qszMTEn1b0Lh/0v1L1ggEEjVsJIqMzNTNTU1UcvC36BZWVmpGFLCVqxYodtvv129evXSgw8+KMld/UmKHMq45557tH79ej3zzDPNvsdly5apuLhYr7766nHXN/f+pPo/ltauXSuv1xv5xdC9e3dt3bpVCxYscEWPGRkZkqTx48dr5MiRkqSuXbtqw4YNWrhwoSt6PNqyZcs0bNgw5eXlRZY19x6/+OIL/fKXv9RTTz2lfv36SZJ69OihLVu26NFHH015f+yxSUB4F3hJSUnU8pKSkmN2v7lF27Ztj9uvJLVp0yYVQ0rIM888oxtvvFGDBw/WvHnzIsHUDf2VlpZq+fLlCoVCkWWmaapTp06R783m3OOSJUtUWloamV7ap08fSdLdd9+tSy65pNn3F5aVlXXMX7sFBQX68ssvXdFj+D2yoKAgannnzp31n//8xxU9hu3bt0//+Mc/NGLEiKjlzb3Hf/7zn6qtrVWPHj2ilvfq1Uvbt29PeX8EmwR06dJF2dnZWrNmTWRZRUWFNmzYEEmvblNYWKh169ZF/dIsKipSx44dlZ+fn8KRxe65557TPffco9GjR+vhhx+O+uXhhv5KSkp022236YMPPogsq62t1YYNG9SpU6dm3+MDDzygv/71r1q2bFnknyTddNNNeuKJJ5p9f1L9xIQ+ffpEXV9Jkj7++GN17tzZFT1269ZNLVq00EcffRS1fPPmzWrfvr0regz78MMPZRiG+vfvH7W8ufcY/uN+06ZNUcs3b96sDh06pL6/Jpl75UIPPvig3b9/f3vFihWR69gMGzbMFdexsW3bnjJlStR0771799qFhYX2lClT7H/961/2kiVL7B49ethLly5N4Shj99lnn9lnn322PWnSpGOuL1FRUdHs+7Pt+mm01157rT18+HB77dq19qZNm+xf/OIXdmFhof3FF1+4osevOnq6txv6C4VC9hVXXGF///vft9euXWtv2bLFvu++++zu3bvbn376qSt6tG3b/sMf/mD36dPHfvXVV+0dO3bYjz32mN2lSxf773//u2t6tO36650NGzbsmOXNvcdQKGRfddVV9ve+9z27qKjI3rZtm/3QQw/ZXbt2tf/xj3+kvD+CTYLq6urs3/3ud/aAAQPs3r1729ddd53973//O9XDcsxXg41t2/ZHH31k/+hHP7K7d+9un3/++fbTTz+dotHF7/HHH7cLCgqO+2/KlCm2bTfv/sIqKirsu+++2z733HPtnj172tdee23UdW3c0OPRjg42tu2O/kpLS+077rjDPvfcc+0ePXrYV155pb127drIejf0aNu2/eSTT9pDhw61zz77bPuyyy6z33rrrcg6t/R499132z/60Y+Ou66591heXm5PmzbNHjJkiN2nTx/7yiuvtNesWRNZn8r+DNu27eTvFwIAAEg+zrEBAACuQbABAACuQbABAACuQbABAACuQbABAACuQbABAACuQbABAACuQbABAACuQbABAACuQbABAACuQbABkNaqq6s1a9YsDRs2TN27d1ffvn01btw4bdy4MfKYP/3pTxoxYoR69Oihyy67TEVFRerWrZuWLl0aeczOnTt16623qn///urVq5euvvpqbdiwIRUtAUgigg2AtDZ58mS9/PLLuv766/Xkk0/qV7/6lTZv3qxf/OIXsm1by5Yt069+9Sv17dtXjz32mIYPH66JEycqFApFauzbt0//8z//o08++UR33XWXZs2aJcuyNHr0aG3dujWF3QFwmjfVAwCAr1NTU6ODBw/qrrvu0ogRIyRJ/fv318GDBzVz5kzt2bNHs2fP1vnnn697771XkjRo0CBlZGRo1qxZkTqLFi1SeXm5nn/+ebVr106SNHjwYI0YMUKzZ8/WI4880vTNAUgK9tgASFs+n08LFizQiBEjVFJSorVr12rx4sV6++23JUnbt2/Xzp079b3vfS/q6y655JKoz4uKitS1a1e1adNGdXV1qqurk2maGjx4sP72t781WT8Ako89NgDS2urVq3Xffffps88+U4sWLXTWWWepRYsWkqSMjAxJUn5+ftTXtGrVKurz8vJy7dixQ2efffZxt1FVVaVAIJCE0QNoagQbAGnr888/16RJk3TBBRfoj3/8o9q3by9JevbZZ7V69erIeTSlpaVRX/fVz1u2bKn+/ftr8uTJx92Oz+dLwugBpAKHogCkrY8//ljBYFATJkyIhBqpfi+OJLVu3Vrt27fXW2+9FfV1b7zxRtTn/fv317Zt29SxY0f16NEj8u/Pf/6zXnrpJXk8nuQ3A6BJEGwApK2zzz5bXq9Xv//97/X+++/r7bff1o033qh33nlHUv0hpJtuukkrVqzQ3Xffrffee0/z58/X7NmzJUmmWf8Wd80118iyLF1zzTX661//qqKiIt111136f//v/+nb3/52qtoDkASGbdt2qgcBAF/n9ddf15w5c/T555/rpJNOUu/evfWTn/xEY8eO1V133aXRo0dr8eLFWrBggXbu3KkzzzxTo0eP1tSpU/Xoo49q2LBhkuoPa82aNUtFRUUKBoM644wzNHbsWP3whz9McYcAnESwAdCsLV++XN26dYva8/LOO+9owoQJeuWVV9SlS5cUjg5AUyPYAGjWrr/+em3dulW33HKLTj31VG3fvl2PPPKIOnTooKeffjrVwwPQxAg2AJq1srIyzZo1S++++6727dunU045RcOHD9dNN90UmRYO4MRBsAEAAK7BrCgAAOAaBBsAAOAaBBsAAOAaBBsAAOAaBBsAAOAaBBsAAOAaBBsAAOAaBBsAAOAaBBsAAOAa/z8RNix2URsUswAAAABJRU5ErkJggg==", "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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V09PPWHQBaL/i0H7Fow2LU8n2a20dX9Tx/IzTy6VtbT9MBgAAUE4kQwAAwNFIhgAAgKORDAEAAEcjGQIAAI5GMgQAAByNZAgAADgayRAA1DjLMDQQMbW3b1gDEVOWwQ7mQD5sX4EaAJBe1DC0cs1mbdzWFX+ss61V1yxt5wMeyBE9QwBQo6wUiZAkbdzapZVrNyvquP0FgMKQDAFAjRoMR5MSoZiNW7vUPxStcERAbSIZAoAaNRCKZHk+XKFIgNpGMgQANSrozzwrKOj3VigSoLaRDAFAjQp43epsa035XGdbqxob3BWOCKhNJEMAUKMMy9I1S9uTEqLYajI3K+yBnLDyEgBqmNuytHxpuwbDUQ2EIgr6PQp43TIsSxLZUL2zLEumZck0WTpYDJIhAKhxhmUp6HEpOM438oDFjdEpDMPQgf2DJENFYpgMAIAaZpH8Fo1kCAAAOBrJEAAAcDSSIQAA4GgkQwAAwNFIhgAAgKORDAEAAEcjGQIAAI5GMgQAAByNZAgAADgayRAAAHA0kiEAAOBoJEMAAMDRSIYAAICjkQwBAABHIxkCAACORjIEAAAcjWQIAAA4mqfaAQAAgMK53Yn9GqZpyTStKkVTm0iGAACoUZZlqakpkPBY1DT1Xs8ACVEeSIYAAKhRhmHo4V+9rj3dA5KkKS1BXXzOPLlcBslQHkiGAACoYXu6B7S7q6/aYdQ0JlADAABHIxkCAACORjIEAAAcjWQIAAA4GskQAABwNJIhAEDdsgxDAxFTe/uGNRAxZRlGtUOCDbG0HgAysAxDg+GoBkIRBf0eBbxuGRb1W2pB1DC0cs1mbdzWFX+ss61V1yxtl5ufIUYhGQKANLiZ1i4rxc9OkjZu7dLKtZu1fGk7SS3iGCYDgBSy3UwZbrG3wXA06WcXs3FrlwbD0QpHBDsjGQKAFLiZ1raBUKSo5+EsJEMAkAI309oW9GeeBZLteTgLyRAApMDNtLYFvG51trWmfK6zrVUBr7vCEcHOSIYAIAVuprXNsCxds7Q96WcYmwDP5GmMxlcbAEghdjNduXazNm5NXk3GzdT+3Jal5UvbKY2ArEiGACANbqa1z7AsBT0uBcf5Rh7gZ4cUSIaAGlULxQBrIcZsuJkC9Y9kCKhBtVAMsBZiBACJCdRAzamFYoC1ECMAxNAzBNSYXIoBBj3V/Z5TCzEC9WJKSzDl/yN3JENAjcmlGGB8fkuV1EKMQD2wLEsXnzMv4bGoaco0GYrOB8kQUGNqoRhgLcQI1APj4JBzb++golFTkmSaFslQnuinBmpMLRQDrIUYgXoSjZqKREb+kAjlj2QIqDG1UFm3FmIEgBj6qoEaVAvFAGshRgCQSIaAmlULxQBrIUYAYJgMAAA4GskQAABwNJIhAADgaCRDAADA0UiGAACAo5EMAQAARyMZAgAAjkYyBAAAHI1kCAAAOBrJEAAAcLSaSYaeeOIJffjDH9axxx6rj3zkI3rqqaeqHRIAAKgDNZEM/exnP9OXvvQlfeITn9CTTz6pD3/4w/riF7+ojRs3Vjs0AABQ42yfDFmWpe9973v61Kc+pU996lOaNm2arr32Wp188sl64YUXqh0egBpgGYYGIqb29g1rIGLKMoxqhwTARmy/a/2bb76p3bt3a/HixQmPr1q1qkoRAaglUcPQyjWbtXFbV/yxzrZWXbO0XW7LqmJkAOzC9j1DO3fulCQNDAxo2bJlOumkk/Txj39c//M//1PdwADYnpUiEZKkjVu7tHLtZnqIAEiqgZ6hvr4+SdJNN92k5cuX6/rrr9evf/1rXXPNNfqP//gPnXTSSQWd1+OxfR5YdW63K+G/yA/tl17UkvqHohoIhdUY8Croc8s9Ji8pRfv1hqJJiVDMxq1dGgybavK7Cz6/3fE7WJxaaj+v1x2P0zQtWfR65sX2yZDX65UkLVu2TOedd54kad68eXrttdcKToZcLkPNzY0ljbOeNTUFqh1CTaP9EnW9N6h7Ht+ojVsTh62uu7BTrROT26qY9tuzqzvj86HhiKYd3lTw+WsFv4PFsXP7WZYly5LGjfPHHzNNSy4XvZ75sH0ydNhhh0mS5syZk/D4rFmz9Nvf/ragc5qmpd7egWJDq3tut0tNTQH19g4qGjWrHU7Nof2SRS3pnsc3pRy2uuexjfrcBR3xHqJStJ/fl/kjzu/zqKenv6Bz1wJ+B4tTyfYr9Au6YRhat/4N7XynV5I0pSWoi86ey898lFza1vbJ0DHHHKPGxkZt2rRJCxcujD++bds2/c3f/E3B541E+CXJVTRq0l5FsFP7WYahwXBUA6GIgn6PAl63jAp2pw9EzIzDVv1DEQXHDGEX034Br0udba0JvVAxnW2tCnhdtvnZlJOdfgdrkd3b763d+7W7a2RKSWx4zO4x243tkyG/368rrrhC9913n6ZOnar29nb94he/0O9//3s99NBD1Q4PqBl2WFU1EIpkfT44zley6xmWpWuWtmvl2s1Jw3LXLG2vaCIIwL5snwxJ0jXXXKNAIKC77rpL7777rmbOnKl77rlHJ5xwQrVDA2pCtlVVyyuUGAT9mT9ysj1fCLdlafnS9qr2iAGwt5pIhiTp8ssv1+WXX17tMICaNBjOtqoqmjQ8VQ4BrzvLsJVbKkOSYliWgh7XoV4nEiEAo9h/vSCAouUyPFUJsWGrzrbWhMcZtgJQTTXTMwSgcNUYnkqHYSsAdkPPEOAAseGpVOLDUxUUG7aaPM6noMdFIgSgqkiGAAdgeAoA0mOYDHAIhqcAIDWSIaDG5VNIkVVVAJCMZAioYXYopAgAtY45Q0CNylZI0TLqY6PGqDWyjcfevmENRMy6eV8A7IOeIaBG2aWQYjmN7HC/iZ4vAGVV0Cfla6+9ps9//vM65ZRT1N7err//+7/Xl770Jf35z38udXwA0rBLIcVyiVrSPY9trPueLwDVl3fP0LPPPqsrr7xSEydO1GmnnaZJkyZp7969Wr9+vX7961/rkUce0Zw5c8oRK4BR7FRIsRz6h6Ipt+2Q6qfnC4A95P1pedddd2nhwoX6/ve/r4aGhvjjoVBIV1xxhb797W/rBz/4QUmDBJCsWvt8VcpAKJzl+dLucA/AufL+WrVt2zZdfvnlCYmQJPn9fi1btkwvvfRSyYIDkF69F1IM+r1Znq/tni8A9pH3p8nhhx+ut99+O+Vz3d3damlpKTooALmp50KKjQ313fMFwD7y7hm66aabdPfdd2vdunWKRqPxx3/3u99pxYoV+tKXvlTSAAFkVq/7fLkN6boLO+u25wsolamTGnXUlPE6asp4TZ3UKElyu13yeAr743I5b3GCYVn5faKcccYZ6unpUSgUktvtVnNzs/bv369wOCzLsmSMWuFhGIZee+21kgddrGjUVHd3f7XDsD2Px6Xm5kb19PQrEjGrHU7Nof2KE2u/vd396h+K1F3PVyXwO1icSrZfa+v4go4be9+VJNO0ikpooqap93oGZJr18e8sl7bNe5hs6dKlBQUDAIVwG2ILESANwzD01B/eUvf+wfhjoaGIDgxkXoCQzpSWoC4+Z55cLqNukqFc5J0MLV++vBxxAACAAmzd2a3dXX3VDqOm5ZQMvfjiizrmmGPU2NioF198Mevrjz/++KIDAwAAqISckqFLL71Ujz32mNrb23XppZfKMAyNnWoUe8wwDL3++utlCRYAAKDUckqGfvSjH2nGjBnx/+/r69O4ceOSXtfb26uhoaHSRggAAFBGOSVDf/d3fxf//0996lN69NFH1d7envS65557Tl/84hf1kY98pHQRAgAAlFFOydBNN92kv/zlL5JGlvHddtttKXuGdu7cqcmTJ5c2QgAAgDLKqeji2WefLcuyEuYJxf4e++NyubRgwQJ985vfLFuwAAAApZZTz9AZZ5yhM844Q9LIZOrbbrtNM2fOLGtgAGBHlmHU5fYngJPlXWfoxz/+cTniAADbMw1DL7+xVy1Nfg2HTfUNhtXdG9KCWZPlIiECahbbPtc4vqWi1PidSsMwtOe9kJ55+R1t2n5o89iO2a06YvI4HTbRT3VsoEaRDNWwqGFo5ZrN2rjt0AdzbBNLNx/KKIAdfqfiyVjfsPrDpvyevPeTLoth09KjT29LSIQkxf9+9dJj5XPe/pZAXSAZqlFWipuWJG3c2qWVazdrObt6I092+J2yQzKWzlA4mpQIxWza3qWhcFQ+n7vCUQEoBXt85ULeBsPRpJtWzMatXRoMRyscEWpdtX+nsiVjllHdbpfQUOb3n+15APZFMlSjBkKRop4Hxqr271S1k7FsGgPeop4HYF8kQzUq6M88wpnteWCsav9OVTsZyybgdamzrTXlc51trQp4+TgFahX/emtUwOvO8sHM3AXkp9q/U9mSreGIWdWhMsOydM3S9qQ2is1pYo4eULvoPqhRsQ/mlWs3a+PW5MmmfDDbTyFL1su9zH30+RsDHl29tF335/g7VerYYsnY6GvHdMxu1eY39mrigiMUHLW6LN8Yio3ZbVlavrR91Dm88rgNvdc3pEBD7ZUhKLY97F6Gwe7xwT5IhmpY8gcz/9jtqpBVUuVeWZXq/Ce8f6quOb9DQ8ORjL9T5YjNsCx95txj9e8//WNSHZ8lp87QHas3aOHcKQqO8xUUQ6liNixLQY9LDeMbbLvyLRfFtoedV/5J9o8P9sIwWY2LfTBPHudT0OMiEbKhqKW8V0mVe2VVuvM//+q7WrlmkwJed9rfqXLGZlqm2qY169ZlJ+jmfzxety47QW3TmnXH6g0KDUfjQ2n5xlDqmO2+8i2bYuO3+/u3e3ywH3qGgDLrH8q+Sio4prBgLiurxh6Tj2LOX87Y/B63tv+5R489vS3pufi8JcvKO4ZSx1zun0+5FRu/3d+/3eMrtamTGmWMSvCsIr4UT2kJliKkmkMyBJTZQCic5flIfOhn9GP5HpNfTIWfv5yx5ToXLt8YSh1zuX8+5VZs/HZ//3aPr5Qsy9JFZ88t6TmjpinTdNYoA8kQUGZBf+b6M6lWUZV7mXsx5y93bIfmwpkKDUfk93kU8CYO1+UbQ6ljrnYZgmIVG7/d37/d4yslwzD01B/eUvf+QUlSy4SAPnTydPX2DioaNQs6p2lajkuG6qefELCpxob8l6yXe5l7MeevxBJ8w7LU5HerbVqLmvzJE7jzjaHUMVe7DEGxio3f7u/f7vGV2tad3Xp5W5de3talrTu7JUnRqKlIpLA/TkuEJJIhoOzchvKuT1PumjbFnN8O9XbyjaHUMduhDYpRbPx2f/92jw/2Y1jFzLSqUdGoqe7u/mqHYXsej0vNzY3q6elXJFJYd6uTjW0/u9cZyvf85Y4tl9+/StcZKvf5Si1bG1JnKLNKfga2to4v+NgVD7+k3V19kqQjW8fp8xf/LZ/bo+TStvUzcArYXKwMQnziZg4fyoUcU+6YKhVbOWIodcx2aINiFBu/3d+/3eODfTBMBgAAHI1kCADqVNSS3t5zQH99L6SBKu/tBtgZw2SAg9l9zgcKFzUMrXx8E9tRADkgGQIcir2b6le27SiWs6IKSMAwGeBA7N1UPpZhaCBiam/fcNWGpnLZjgLAIfQMAQ7ktL2bKsUuvW1O2o4CKAU+7QAHyuVmifzYqbfNSdtRAKVAMgQ4EDfL0rPT0JTTtqMAikUyBDgQN8vSs1NvG9tRAPnh6x/gQLGb5cq1m7Vxa/L8Fm6W+bNbb5vbsvS5CzoUipg60D9M6QQgA5IhwKHclqXlS9upM1Qisd620cllTLy3rcJt6zako6aMP7RPFT9bICWGyQAHi+3dNHmcT0GPq+YToWoua2doCqhd9AwBqAt2WNZObxtQm+gZAlDz7LSsvd562wAnoGcIQM2jiCScbOqkRhkHE/4pLUFJkttd+t9307RkmvWZ3JMMAah5VFyGU1mWpYvOnpvwmGlaamoKlPxaUdPUez0DdZkQkQwBqHl2W9YOVIphGHrqD2+pe/9g/LHQUEQHBsIlvc6UlqAuPmeeXC6DZAgA7MiOy9qBStm6s1u7u/qqHUZNYxAdgCR77LZeKJa1AygGPUMAbLEsvVgsawdQKHqGUNdqrbej0vGOXM/Sn/b0afGpM3ThWXPk943sS1aNZenFYlk7gELQM4S6VWu9HZWON9X1Oma36oZLFuqO1RsUGo6yLB2AI/AJh7pkpyJ8uah0vOmut2l7l9Y986aWLJoZf6ySu60DQDWQDKEu5VKEz04qHW+m623a3qW505rjf2dZOoB6RzKEupRLET47qXS82c43HDYljVqWXkGxeVN/fS+kt/ccUNR+I5oA6gxf+VCXqlWEzzKM+GqmxoBXnoHhnI6rdLzZzufzuqqyLL3W5nkBqA8kQ6hL1SjCl/FGbrN4s13viMmNWl7hRCjbvKlKxwPAORgmQ12qdBG+YidAVzrebNfzGap44lFr87wA1A96hlC3KlmErxS7ple6aKDdihSy2SqAaiEZQl2LFeGL30TLdKMv1Y28UvFW63qZsNkqgGphmAwYo5Aq0Nlv5N5R57Q0bEn7+mujKnalxOYxpVKNVW0AnKOmvmq99dZbWrp0qb7yla9o6dKl1Q4HdajQ1UzZJiRv2dWtex/fFH+sY3arlpw6Q1/5/rOaN72F1VI6NI9p5drNCe3IZqsAyq1mkqFwOKzrr79eAwMD1Q4FdaqY1UyZbuQfP2OOvrbquYTXb9o+8poli2bqsae3sVrqoLHzmMY3+uT3uGRFzWqHBqCO1UwydM8996ixsbHaYdSt0fVxYhNp7SBVXIUkDKPPE2jwyDAMGYYlv+fQ+cZOgvb73FqyaKbmTmvWcNjUYDgqv8+j0HAkZTzJE5K98nlduvGeZxLO4/O6tGVXj9at36FzF82QlPsk63K0TTHnNF0uDQxF1D8Y1riAV4EGj1xmcYlLbB5T00S/mpsb1dPTL3uVyKyMcvx8AaRWE8nQiy++qEcffVRPPPGETj/99GqHU3cyDQ1VU6kK8KXbkHTJqTP0X8/v1BVL5sttWQmToP0+t264ZKHWPfOmHnt6W8LfY706qeIZPSHZ43Gp68CQrruwM36e0de/4ZKFiowqr5zPaqlyFCfM95wRw9B9j29KaI+O2a269oJ2ebhpF4Xik0Bl2X4CdW9vr2688UZ9+ctf1uGHH17tcOpOtqGhAzlWUK50XLlOOs62Iem0wyfEzzd6EvSSRTMTEp+xf881nvFBX8rjYtefPNEffyzX1VLl2NQ133OaLpfu+8nmlO/rvp9slumy/UeLbdXaJsNAPbB9z9Btt92mBQsWaPHixSU9ryeP4Yh61hvKXB9nf9+QmqqwpDlbXINhU03+7EN5mc6zaXuXzl00Q489vU2DYVONDZ74JOi505oTenLG/j2XeNxul8JD4aSEYfT1I5E2SQdXSzV4NDAU1UAorMaAV0GfW+4U971StU0x53xvMJLxfQ0MRTQxUNzvjdvtSvivU5Ty5+vUNiyVWmm/qZMaZbjKmCRb0pSWoCT7t0WhbJ0MPfHEE9qwYYN+/vOfl/S8Lpeh5mbmH0nSnl3dGZ/vHwzrqCnjKxTNIdniCg1HNO3wpqLPE9uQNHa+6y7s1D2PbYw/PvZ1+cbzl57BjMf1HBgaGf44v0MPPPFHPf/qu/HnOttadd2FnWqdGMjrPeXaNsWc852efRlfPxCKaPoRE/KKIZ2mpkD2F9WRcvx8ndaGpWbn9rMsSxedPbci1zJNy9ZtUQxbJ0Nr1qzRvn37kuYJffWrX9WqVav0i1/8oqDzmqal3l5WpUmS35f5V6Ax4FVv76CiFV7Nky0uv8+jnp7+os/j87oSzueR9LkLOnRgTBHF2Ovyicftdqkx4M143OGTG7X8gg498NM/6vnX3k14buPWLt3z2EZ97oKOhB6iUrXN2GPyOWcuBRLzjWEst9ulpqZAVX7/qqmUP1+ntmGpVLL9Cv2CbhiGfvWHt9TdGypxRCNamvw65+Tp6usLKRIxZdXgnLVc2tbWydCdd96pUCjxB/zBD35Qn/vc5/ThD3+4qHNHInwwSFLg4O7k6erjTBjXoMhQuOLtlS2ugNeVU0yZztMxu1VbdvWkPF+jL7Fu0JZdPeqY3ZpyaChTPBPGNWR8H40+twaHIkmJUMzGrV3qH4okrDIrVduMlu85gw2etO3RMbtVwQZPyX5nolHTUf9ey/HzdVoblprd22/Lzm7t7uory7mPbB2nc06ernA4aus2KJatB/+mTp2qadOmJfyRpEmTJunII4+scnT1IeOGnee3a3ywOntBlWrj0nTnia0m2/WX/SnPN/a4det3aMmpM9QxO794xgd9Wd9HLlt55PKeiilOmO85Xaapay9oT2qP2GqyYpfXO1mlN+0FYPOeIVRGug07veWckFdEXPneDMaex9/gketgnaHPLJmf9nxjj2sMeHTdxzvS1hlKp8FtZHwfhezJVY5NVvM9p8eydN3HOzQwFNHAYETBgEfBEtQZgv020QXqXc0lQ1u3bq12CHUp9Yad1V/CW6qNRJPOM/Jo1vMlHWeaBcWT6X1k28oj4HWnvE45NlnN95wu09Q4r0vjvIfaB6Vhp010gXpn62EyoNpMl0t9YVPv9g6pP2yWpX4OwyIAUF011zMEVEolKyxXeliErR4A4BCSISAF0+VKSoSkQxWWr/t4R8nnxlRqWIStHgAgEcNkqGuWYWggYmpv37AGImbOWxkMDGWvsFyL2OoBAJLRM4S6VUwPSP9gOOPzA4ORQ5OGa8hgONtWD9GEmkZIxPAiUJ9IhlCXsvWALM8yMTlb5ehgkftuVUsuNY0SV9whhuFFoH7xFRB1KZcekExiFZZTiVVYrkWF1DQCw4tAvSMZQl3Kt6rzWPVQYXnsfCnT5ZLX40pawh8Tr2mEJMUm1wDsja+BqEul6AGp5QrLqYZ0Oma36mOnzdTiU2bINJUwQZyaRpkxvAjUN5Ih1KVCqzqPVYsVltMN6cSSn/fPaFHbtGadu2iGLElTm4MKeF0kQhkwvAjUN4bJUJecXNU505DOpu1dmnXURD329DZ9bdXz+vqq5yVZdd0epdDgSz+HjOFFoPbxdQZ1q5JVnVMtua6WbEM6w+HE3i2GeDKzDEM/eOKPWnLqDElKqkhe78k14AQkQ6i6ctZuSVfV2TIMhSJRWZYhS5YMGTItS6GhkRiCXrcsKae4Mi25Tv9+TfUPhuVv8Mjvc8njcmlwOJLyWmNf3+B1yedKv8ns2CEbv8+tJYtmau60Zg2HTR02KagLz5qjdet3KDQcZYgni8FwVM+/9q42vbFXSxbN1LmLZmg4bMrndWnLrh4NR6IKuOlkLxS1m2AHfAqiqqpRuyVqGPrBz17RB088Wr96dqfOOelorXvmzfg3fr/PrVuXnajHf7Mta1zZllzfcMnCpGsnvd85rfr4mXP0tVXPKTQcTbiWIem+FBOhP3HWHE2Z6JcrRRuNni/l97l1wyULte6ZN/XY09sSznHDJQv1X8/vzHn+lFPFetpCw9GENoxZOHeKAvSsFYTaTbALvs6gaqpRuyV2zWlHTNC6Z97U9CMnJCRCkrRk0Uw9+vS2nOLKtuR6f99Q0rWTzrutS48+vU1LFs1MutbLb+xNORH60ae36eU39qZso9HzpZYsmpn0/mLnWPfMm7ri3GP5Fp4Fk6fLg9pNsBP+FaNqqrE1ROyai0+docee3qZzF81I+rY/d1pzyh6AVHFlm5/TPxhWo7ch4dqpbNrepXMXzUi61uJTZmR8fbo2is2X6k/TmxE7x9BwJOc2dupwRqlWJiIRW8OUztRJjTLKlDxOaQlKktw2HQo2TUumWfy/P5IhlEy+N8tK126xDENR09LN/3i8/L6RX/2xk4nTPZYurmy9AqO39ch3YnO2WIbDZsY2Mg7Ogcok1zZ28nBGrKdt5drNCQmRE1YmlhO1m0rDsixddPbcsl7DNC01NQXKeo1CRU1T7/UMFJ0QkQyhJAq5WVZy+GFsfLcuO0GS5PMmf9tJ9Vi6uLL1GkwY16DIUDjpuFTyjcXndRXdhrm0cbH7vNWDSq5MdAqGH0vDMAw99Ye31L1/sGzXCA1FdGAg8+bV1TClJaiLz5knl8sgGUL1FXqzrNTwQ6r4tuzqUcfs1vh/R8+pSfVYurgy9hqc367xQZ96DiZDfp8n7fuNxTL2Wt29oZTvqWP2yHPTpozL2EalaGOGM0akW5mIwjD8WDpbd3Zrd1dftcOoafX/CYayK3TfpkoVRkwV37r1O7Tk1Bl6a/d+LTl1RkJBvXXrd+gTZ83JOa5Yr8G915+uby8/Rfdef7qWL21Xg+vQGH7UMPTgE3/URz8wI6l4X+eckdVh69bvSLrWglmTk+KIrSZbMGty1jYqRRsXu88bkIqTC6PCfugZQtGKGfuvxPBDqvhCw1HdsXqDliyaqdZmv648d35SnaF84krdazCSDEUtxXumxtaqGRf0ampzQC7D0J2fOzXltUbiiNUZcqvB605ZZyjdnK1i25jhDJQLw4+wCz7FULRib5blHn5Id/1Y3ZhFC45Q0GNIMg7tQWZZMqSSxNU/dKhnKlWtmnuvP33kOmmuNdI+hoLjRyWUY2LJNmermDZmOAPlxPAj7IBhMhQtdrNMxQ77NuUTn2UYGoiY2ts3rMGoKdPliv99IGIWVPtkIJR54mE+w0yj44vHU+Z6LQxnAKh39AyhaJVcelxIrRvDsnTN+R16t3tAfQPh+DYKu/6yX1csmR8/fnTvyujKzaMnUheynDzo92Z5Prd/hul6f646r12v7+xOeUypJjgznAGgnpEMoSQqcbMstNZN1DC08iebko67etRxY1ecpavcnO9y8gMDw5Kkryw7QYZGVqrF9gSLxZHLMFOmFXvf/+lmLVk0M21xxVLVa2E4A0C9YpgMJRO7WU4e51PQ4yp5j1AhQ0GZjrt/1HFjV5zNndaccml97Nh0K+Riw1j7+oc1GLF0x+oNWn7n/+rrq57X11Y9r627enTDJQvl97nz6jnLtmJv7rTmtMc6bYJzyqFEAMjAWZ+SqFm51roZO4wmGTkdN3beTj5VqGNG91xdeNYcbd3Vk3JPMJdLWvGF0+R1GTknjNnmFaU7i9MmODu5UjaAwpEMoSZkSwYGhyJq8DYk3Qi/crDSdKbzBsf5knpP8qlCLSX3QB1zdIskxZfQx+YprVu/Qxu3dikSNeUzcu+Yzda7M6U5mLTiq1wTnO26RxmVsgEUimQINSFbMjA+6Et5I8w2QBI779jl4/lUoZYSe678PrcmTQxo666ehHk8HbNbdcMlC3XH6g15z+PJtrw96HVVZIKznXte8qmUbdeEDkB1MGcINSHb8vhI1Ep5I4wlNemOiy2rH7t8PFahOqladJreltE9V0sWzdSqda+kHCJb98ybWrJoZt7zeHJZ3l7OOVtS4fO2ChW1pLf3HNBf3wvlNPcn10rZUcPQvWs2a/mdv9WN9/5Oy+/8re5du1lR5hYBjkXPEGpCtuX7PQeGUh63bv0O3XDJQrlcSjruMx87VqFIVH7PoUrN1y1t17BpaSgc1dBwVFcvbVckamogFM7YgzA6uZk7rTntyq5N27v08TNnFzSPp9rL2wfDZpaeF/Ng8criRQ1DKx9PXgFY7Ma/DKUBSIVkCLZTyLYSmapM37F6g1Z84bSDSU1EwxFTm9/Yqy/c9f9TaDiacJONSvr+T/+Y/iac5kY5ehgr2+RrXxG9NtVc3t4/mLl4ZP9gOLFKdoHKufEvm84CSIVkCLZS6JyUTDfCedNb5HUZ8rrcWrXu1bQ32WvP70iqRzT6+Uy9BqN7rvKdfF0r/A2ZK4lnez5XhSYsuRT/LGYfPQD1qzY/lVGXYj0Cr+/s1oVnzdHcac3xlVib3tirBbNbdd9PNun1nd1asmim5k5rlmEYOmJyo2RJn148X31nDsvv88jrcSkcjeq9A8NqnRiQJIUi0Xh16djxw2FTfp9bEdPSwFBEZ594tBafOiOpOOLGrV0aCEfV4HVrODxm2EzSwMHeqk9/9P3yetw64f1T9fyr70pSwvVGUilDpsuloXBUfQNh+Rs8avC6Um6+mqqNqjVM1uB1p51U3jG7VQ1jtl3JFGum58q58W8tbTo7to2CXrcsqeCfP5PGgfTs8y8fjjcYjur1nd3xbTDGrsSaN32S3npnf/z5det36KZ/PF7dvSE9+vQ2vTyqN6Fjdqs+cdYcSdL1d6/XvOkt+sy5x2riOJ+uu7Azfv7Yths/H1NtevTKr9BwVH6fW26XS/f9ZHPS9hwfP2OOvrbquXji1DG7VVd+bL5MU/rjjr1p38+SU2fEzx+Ld8pEv1xpblDVXsnlcxnxNh3bVp84a05CMpcpVkPSfRneRzk3/q2VTWfHtp/f59aty07U47/ZVtDPfyhq2XYVIGAHhmU5719CNGqqu7u/2mHYnsfjUnNzo3p6+hWJZJ4HUwp7+4a1YcuelMUKJalzTqs+csqMeOJy4Vlz1DoxoN9vfichEYrpmN2qUzqOUNd7g3rs6W3qbGvVRz4wIyHxSVccMXZ828HJ0BeeNUfb/9STcvhm9OtGP7b41BlqnRjQQ08mD82lOq5jdqtOXXCEOmdNTvrGbh1cAZXqPJ1trRWb+Gsahl5+Y69amvzxXrvu3pAWzJocT+KyxfqB9iN07+Ob0r4PSbp3zFDX2NcU816jhpF2KM0OiUGq9sv0e5qpTTwelzwNXt3x4w1V/92pRZX8DGxtHV/wsSsefkm7u/pKGE1tOLJ1nD5/8d9m/fnk0rb0DME2gn5PxpVYG7d16R8/ckz8hhDbgiJVIiSN9F6cu2iGJk3wjxy/tUuf+vAxCTeUbCu/zl00Q5LUPmtyTq8b+9i+/YNp57+MPS7291RzYuwy8ddlWeqcNTlhuGXalHEJN9NssS4+ZUba52Lvo5wb/1Z7VV42qdov47+LLD///X1DtvjdQflMndQoo4qlIarVpzKlJViyc5EMwTYCB+dEZDI4aj5JtlVbqV4TGopmfD7V8R2zW+XK8kGT6jyFxDcyHyl5Tkwh82jKNUck24q2bLFmapfY+3Bblj53QYdCEVMH+odLnrDYedPZVO1XyPYwMdlWATJpvLZZlqWLzp5b7TCqJmqaMs3i//2SDME2DMvSlObMmX5g1HyRbKu2Ur0mGMhv242pk4Jqm9as0HDmG3yq8xQSn8/ris+JGZ3MBBo8uvCsOQmTukcbO4+mmvOLss3pydQuo491G9JRU8Yf6gK3UcJSTqnar5gVio0Bb8HHwv4Mw9BTf3hL3fsHq3L9lgkBfejk6ertHVQ0Wv7pFGOZpkUyhPoT9LoyTnANDYXjK5q27OpR68SAFsxpTTtnaN/+kLreG4wfH2zw5LztRsfsVj37x7/E5wxlet2WXT0pH5vSHEj7fsYe1zG7Vd29IR09ZZyiUlIyM3ZS9+h2GT3xt9qFBbNNUu7uDaU8zk4TmKspVfvluz3MaBPGNdTEpHEUbuvO7qrNGTqydZw+dPJ0RaNmReaWlgsDxbCVbNtOTJ0Q0NXnjzy/bv0OTZ4Y0CfOmqPOOYmvj61wmjwxoHXrd8SPd5lmTttuxFZ7rVu/Q5L01u79uvJj87UgxfYcnzjYYzP22F1/2a+/nTs15fsZe/5YvAtmTZal5ERIStzOY2y75DNnZzCc3LNUStl+hgtmTc64rYjTpWq/det3jPyeF9Bu44O+rFu5AE7HajKkVenVZKNlm+8Se35wKKKmRp8kQ0PhqAZDEfkb3GrwemQYlnr7hxVoSH/8QCiixoBHDV6PQsOR+PX8Po+GwhH1D0bkb/DIZRiyZKrB68lYZyj2WsOwFPR51OD3qqc3JMuSTMtSaGj0+WN1htxq8LrjS9MHIqaW3/nbtG1z9z+fHj9Pqnk0e/uGdeO9v0t7/LeXn6LJFZgjUmidoZhq/v7ZQSnqDI1uw3DUsu2kcbtiNVl2ua7oqiZWk6FmZZvgGn/eE7upW/J6XRrnPfR3SZrUmOX42PlNM+nvAbdLgYSkYWQ4weMxkuJKOHbkCoqYlu5evSHliiiXaSrgNhQYvX1FjkUHQ0ORQ8lMln3SUqnUHJFMP0M7T2C2i1RtZEgFtxttDqTHMBlQBvF5O1tTz9vJtAN7sclMbM5JKvE5IgCAOJIhVI1lGBqImNrbN6yBiJkxQai1GIqZt1NsMpNtzg5DIwCQiGEyVEXUMPSDn72iaUdM0NxpzeruHdL4Rq+mNAflNisz7lzO5efF7K+Vy4aj2di9sCAA2AnJECrOOpgIffDEo1Pu2XXtBe3ylPmmXe7l50F/ttoumZ8vRTLDHBEAyA3DZKi4wXBU046YoHVjNkeVRpaP359lTk2pYijn8nOP20harh/TMbtVHnf29xdLZiaP8ynocdGrAwBlQjKEihsIRTR3WnPKAnJSZWrh5DKMVYwDA8MZ6xcdGBgu6vwAgNJhmAwVF/R71N07lPE15d4vyd+Q+Vff3+CRZRgF98YEGjz6yvef1ZJFM3XuohnxHd637OrRHas36M7PnVrQeQEApUcyhIwODAyrNxRNLDJY5HBNwOvWuGB190tyGUbG7TWGw6b+48lXC55MHfC6NW96S8qdxtkCAQDshWQIaQ1FLd2VpmhgMautDMvS1JagFsxu1ctpkpEGn0cq46oyw7C05NQZkpSQEMWGsfoGhouaTF2KFWEAgMogGUJK5V5t5TZNXXNBu+77yeaUycgPfvZHfWbJ/LIlDX6PW//1/E61TWtOGsb61bM7Nf3ICZIOzV8KevKfXtfgNnTDJQvVvT9U0p61WpTL9hsAUC0kQ0gpl9VWhSQIo4Uj0ZTJSGxX9ks/NK/oa6RjWJauWDJfK9duTlrav+TUGbpj9Yb4Y8XMXxof9CkyFFbQc3D1WIUSADslH+Ws5wQApUAyhJSKKRqYSqqbc/9gJOWcmkKvka9YLZ/+4aje6epPSsZiKrWXV6nYKfkodw8jAJRCbX3Ko2Jy3R8rlx6IdNWmJ08I6KKz2zT7qIkJPUPr1u9QaDgqf4NHe/tGdp03Du4E7/fk18MxEp+p/sGw/A0eNXhd8d3hY7b9qUfPvPxOysnUnW2t8vs8Ghi1o72dh3jslnxUoocR9manXkogHZIhpBTbH2vsRqPSSIIQ9LoVlbL2QKSrNu33uXXrshO15a1uPfLrrfHjO2a36oZLFupXz+7U7za9E399bPjqv57fqSuWzM+phyNVD0nH7FZ94qw5mjLRL5dlaTAc1Q9+9opuuGShpOTJ1Fed164Hn/ijnn/t3bTv0U7slnyUuocRtcVOvZRAJnwlQ0rZNvu0lJwIScm7sg+GzZTVppcsmqlHn96WdPym7V1a98ybuujsNq1bvyPp8WmHT8i667uUvodk0/YuPfr0Nr38xt6RTVpDEYWGo7pj9Qa1TWvWrctO0M3/eLxuXXaC2qY16y97+xMSoVTvMVeV2Ji23MUk85VrDyPqT7ZeympszAykwycR0sq0GmogYubUA9E/GNbcac1Jc4NSPRazaXuX3jswI2HeTuzxcxfN0GNPb8vaw5GphyR2nsGwGb8Zh4ajKeO5ddkJWd9jLir1DdluyUe2HkbqLdUvu/VS1rOpkxplVCm5nNISlCS53fb5WZqmJdPM73OFZAgZpVsNlevwh7/BrZ4DydWmh8OZawilez72eLbhlWzxDR+cRzS5qSHjzXrLrp6M18hliCdqZe5FK+U8HrslH9Rbci6GSCvDsixddPbcqsZgmpaamgJVjWG0qGnqvZ6BvBIikiEUJNceiIY01aZ93szfItI9H3u82B4Qn9clf4M74836s+e165+++9uCrxHTP1S5b8h2TD5iq/aYROssduulrFeGYeipP7yl7v2DVYshNBTRgYFw1a4/2pSWoC4+Z55cLoNkCOWXaw+Ez2WoqdGXtPXFll09GbfDSNUjE3s8lx6OTPF1zG7Vvv0hHTG5UVKGm7WkedNbiu5lGQhl/pAo9TdkOyYfhmUp6HEdep8kQnXPbr2U9Wzrzm7t7uqrdhg1zT6DfKgp2SZYx2+8lqVGn1ufXvx+dc459Np163foE2fNSXn8tRe0a9df9ic8HltNtusv+3Pq4UgXX2w12fumjBtZYj/q9UGPS5PGN0iS9h0Y0mAkqqtzeY9ZBP2V34ct9n4mj/Mp6HHRC4OKy/kzArABw7Kc9xsZjZrq7u6vdhi25/G41NzcqJ6efkUiqefwxGqIDA5FRuYXRa3UW08YhoZNS0PhqEJDUTUGvAp6XbKklD0Yo2uT+Bs8chVYZ8h0udQXCis0FJW/wS2fx60D/SFNbgqkrIc0dm7PCe+fqivOPVbD4Ygsy5BpWQoN5dbbEmu/vd39uvsnm9J+Q6bwYGq5/P4hMzu0YS3XGapk+7W2ji/42BUPv0TP0EFHto7T5y/+24SfWS5tyzAZihLrgWjwNmReLWVZ8hmSz+fWeJ975AWWJUNKOXySNKwy8mje3eqWZemHT76WOq7Rr0uzDPj5V0eW1S9bMl/3F7gazG3IdvN4gEphiBS1gGQIRbNb1eNC4sq0DHja4ROSEqF050nHjvN4AAAjmDOEouVSTySm3IUHLcPQYNTUQMRS/3DucWVaBjx3WnPO58nEsCwFvG4F/R4NhCIaDEcpPAcANkDPEIqWaz2RchcejI7Z+uNDJx2dU1xS5knM2Woi5VxviK0JAMCW6BlC0VIlEn6fWxeeNUe3LjtBliUNRCxtemOvXt/ZnfC6fEvzp+tZig2Jjd76I1sto9Fxx5YBp5KqTlK682SKm60JAMCe6BlC0cbWE/H73LrhkoUJG7NKhzZhvWP1hoStNnItPJipZ2U4MjIktvjUGfFrZqplNLbOSaZihVNbgkXXSynl1gS1vDoHAOyIZAhFG5tILFk0M2ljVunQjvBLFs1M2gcs21BTtp6VZYvnS0oc0lq3fkfK3ejTreJKO8nZNIteDVaqrQkYagOA0iMZQkmMTiSippVxE9ZzF81IejzbUFO2nhXzoyOJwOihsdhu9EsWzdS5i2ZoOGzqiNZGNfrS96SkWwZc7GqwUmxNYNdVewBQ65gzhJKJJRJDw5lXV42dkBwfasogW89KaCiiE94/NT40Fn/84G70X1v1vH79/M6MiVA2xVR1zjQnKZf3L+W3ag8AkDuSIZRcLpukxuQ61JTtnMMRU8uWzNc7XQe05NQZCQlRPtcpl1JsTZDLUBsAIH8Mk6Hksm3QeMTkRn17+Sl5DTVl23h18xt7tf3PPbr2/A4NhSO68tz5eW2dUQl2GGqrJiZ+A7CrmugZeu+993Trrbdq0aJFOu6443TRRRdpw4YN1Q4LaWTrBfEZynuoKdPGqx87babcbkOLT5mhfftDsqyRFW1uG/52V3qordxFLnMVNQzdu2azlt/5W9147++0/M7f6t61mxWlpAAAG6iJjVo//elPa9++ffrKV76ilpYWPfzww3r88ce1du1azZw5M+/z1eNGrbl+687vdaYGhiIKHNxLzHBJHpdbBwaGFGhIvalq8marpvoHw/I3uOX3eeQypMHhiFyGS6ZlaSAUUaPfI3+DR0PhiPoHIwo2eBKu1zc4pHGBBoWjUfUNhNUY8MrtMrTvvZC2/Klbs46aqJ+tfzNpxdhVH2tXOBqVaUoDobDGBbwyctjwtZgejNHHNga8agx61T8QVv9gis1r82QZhgbCpvb0DMjQSOmAdet3aN70lqTVZJlee9V5IwlpKfaIyqWtrIOJUKr5Tpk2qjXcLoUipg70Dyvo98rjNnRgYDjhdw+Z2WGj1lrGRq21p243at21a5d+//vf65FHHtFxxx0nSbrlllu0fv16Pfnkk/qnf/qnKkdYfbkuty7mdR2zW7Xk1Bn61bM7dc5JR+sr339W86a36LPntev/+9krev61dxPOee3SdlmSVq17RRu3dcVrD8WOH7v0fsHsVi0+dUa8BlHser958U+6+Jy5un/t5oTXd8xu1ZUfmy/320ZSIiSNTCj+/k836+T2I3TfTzYlvY//en6nrlgyP2k5ejFL1zO1W+x9FboMPl1cK754elJiky6OWI2n+9ds1qkLjlDHrMlFLcfPta0KqbEUNQytfHxTyraM/e5RTgBAqdhwICFRc3OzHnjgAc2fPz/+mGEYsixL+/fvr2Jk9pBrZeNiX7dpe5fWPfOmph85UuF5yaKZI8cerPo89pwvv7E34Tyx2kOx48cmLy8fPP+SRTMTrnfG8X+jB594JWXNogefeEXHtU1NWVRRkjZu69KkCf6U72Pa4ROSKj8XUyU6W7vF3lchFaczxfX9n26WlcNrR8exaXuXWpr8RVW+zqet8p34nct7oHI3gFKyfc9QU1OTTjvttITHnnrqKf3pT3/SKaecUvB5PTlW+7W73lC2b92mmvzukrwuViPosae3xWsFpasb1NLkTzjP3GnN8eNyrUG0aXuXLvvoMWmTnU3buzSUZTl5qn3FRr+P2PuWcm/LVHJpt1zPlc+5x54r1ziGw2becRQaU9CfbTsTb8K/x1zfQzHxO4X74MQ5tx0n0NWAWmm/qZMaZbhs9MWgih22U1qCkvL/mdk+GRrrpZde0pe+9CWdeeaZOuOMMwo6h8tlqLm5scSRVceeXd0Znw8NRzTt8CYd+Guvbl12gobDpnxeV3wOSWxbjNjrsp0vllyMTjJSJRxjH0t1XKbzxwxm6VXwN2S+Eabbnyx2ndj7lnJvy1RybbdczpXvufN5D7E4Yu2STxyFxuQZGM64urBlgl/jg4eqb+fTloXG7zRNTYFqh1DT7Nx+lmXporPnVjsMWzFNK++fWU0lQ08//bSuv/56dXR06Lvf/W7B5zFNS729AyWMrHr8vsw/wkCDR3/d26cf/OyVtHNIQsNR+X0e9fT0Zz1f7CY6OslIlXCMfSzVcZnOH48/W80ijzvt/mMds1u1ZVdPxuvE3nfs/zMZ/dpUz2WMc8z7ynSufM+dz3vweV0J7ZJPHIXGJCn9dibntysyFFbPUDjnc49uy0Ljdwq326WmpoB6ewcVjTKBOl+VbL9Cv6AbhqFf/eEtdfeGShxRYVqa/Drn5Onq6wvJNKvTRWSalkavDculbWsmGVq9erVuv/12/cM//IPuvPNO+XzZ93HKpF5WVgS8rozfuhu8bt33k00p519II3N5tv+5RwGvS5GImfF8sZvo6JtpuoRj3/6QFsxp1csHrzv6uFyTl47Zrdq3P5Tx9X/tHtCSUw8N2cUsmNOqC8+co6+tei7tdUaWo7vivwvZ2nL0a8fKpd1yPVc+587nPcTaMzahO984Co1JktxSmn3fLEXGfGDm2pbFxO800ahJOxXB7u23ZWe3bVaTHdk6TuecPF3hcNTWbTaWvQdCD3r44Yf19a9/XZ/85Ce1YsWKohOhepKtpk9oOJJx/kX7rMkJFZAz1fNZcuoMvbV7v5acOkPr1u+Ir+h6a/f+pNdOnhhIqAS9bv0OLTl1hnYePH5shegFB8+/bv2OhOv9z4t/0pUfm5/0+ti17/7P/9MdqzeobVqzbl12gr61/BSt+OJpWrTgSA2Fo2qb1pLyfez6y/6kys/FVInO1m6x91VIJex84kr72jmt+szH5qvnQEh3rN4QX41VzNYk+bZVrjWWcmnLalcUB1BfbF9n6K233tLixYt1+umn66tf/WrCc36/X+PH51+bwUl1hvb2DevGe3+X9rhvLz9Fk1Pslm66XBociozUGWrwxOvzxOoMDYVNbX5jr/7ruZ364IlHq33WZPk8LgX9Xm3Z1a0f/OwVSSM9T3OnNWs4bKqp0avW5qAGh8LxOkODoYgCfo8CB+sMDQxG5B9zvdF1hvoHI/L73Nq7P6R7H9uo9/qG4zF3trXquqXtkqRh09JwJHroOgffh6uCdYaCfq/GNZa2zlCucY19rd83qo5TCas/l7OqNHWGikedoeJQZyh/qer8VFtd1Bn69a9/rXA4rP/+7//Wf//3fyc8d9555+nf/u3fqhSZvaTbbb2QLRyihqGVY4bWRtePmdTok2UYmrjgCC2cOyXpJtgxa7LmTW/Rxq1dIz0ii2aqfdZkud0uDQ1H1OjzHHytoXHeg/GapoLuUfGPvCtJllqCPkmWfB6XGsf7FDUM/fCXbyYlQtcsbY+/b58h+eIVmUddJ3beLL08qdoyF6OP9Xhcam4KyBU1FXAbeZ+rmLiSXmuaCrhdChTwnkoVU77chnTUlPEJH6qTGkt/HQCwfTL02c9+Vp/97GerHUbNyrZPWMDrTrixZKsfE6sWnOkmGNuDK3SwZ+aBJ/6YsJy+0MKDY8/PPlcAgFKoiTlDKFy+cztyqRY8Wrq9rwxrZCjqgSf+WFARw1zeV6F7fGVil728AACVY/ueIRQvv54UI2M9ooFQJN4blG07hkK2YaimYrbiAADULvvciVBWufSkRA1Dq9a9oq+tel7/9qMX9bVVz2vrrh7dcMlC+X2J1YRz2Y4h320YqqmYrTgAALWNniFIyrwflDSyKmzrrh5t2dWtjlmTNZRLr0+Ok7fLuSIpV7XWiwUAKB2SIUjKnAxs2t6lj585W6d1Hqnfb35HP1j3is7/+9kZzzcQimjS+IaMk7eDXreiki2GpnLpxQqmKEEAAKh9fNWFpOzJgGla+ufvrderb3brgyccrUBD6jza73PrwrPmyN/g0b4DQ1q2eL6Wf7wjPswmHUp2LCUnQlL+Q1OlmPRcSAkCAEB94BMekjLf7P0+t8YFvbrx0oUaDpvy+9xq8Hl0wvun6vlX30143Q2XLNS6Z95MWkq/4oun60D/UELBvIGIWfTQVKkmPedbggAAUD9IhiApfTLg97l167IT9aNfvh7fZ0waSRCuPljtOZYQLVk0U+ueeTNpH7GNW7v0/Z8eqlEUSyoGQiPVpEdXqR69gi3b0FSuNZFyEStBkHIzUbZ9AIC6RjIESemTgSvOna/Hf7MtIRGSRhKO+9du1rXnd+jSD80bSWwaPAk9QmNfP7anpzHgSdmT1DG7VTdcslCNgcy/nqWe9EwxRwBwJpIhxLktS9ec36F3uwfUNxCWz+vSuIBX92ZIOELDkXgl6r2jtsdIZWxPT4PXk7InKfb36z7eIZnp97Ypx6Tncm4vAQCwJ5IhxFkp9iS7+R+Pz3jM6IQj30nIoeFIUiIUs2n7oUQr/fm8Wa6X+XkAACSSobqXTw2fVMNOPm/mYSZ/g0f7+oc1PuiTJUNfWXaCDCmpcvXIdiAjq77iE6iL7NnxuA11zG7Vpu1dSXOPxge9I7GXsWfHDvWRKsEp7xOAc5EM1bF0K62uOq9dPkNJiUKq5GTLrp6MCce+9wYlw9DqX21N6OWJzfu5Y/UGtU1r0Uc/MEPX371eoeFofFJyscvZDwwMa8mpM+TzuHTOSUenXMVWrnpFTtm6wynvE4CzUWeoTmVaaXX/ms36vzf2KjqqHo9lGPKnqB20bv0O/eOH5+n4eVN1wyULtXVXT3y7jlv+/Q/62TNvqsHr1tZd3QnHbdrepSd/96a+tfxUtU1r1h2rN8R7iWKrvfw+T9IGsjHx5ewZBBo8umP1Bp190tH6+e9Sr2Irx1YaTtm6wynvEwDoGaoXhqFh09JQOKrQUFTBgEdzp7fo9Z3d8SQkZtP2Lp27aEZ8+bmpkeKHs/+mOd4LFBMajupA/3DahOPlbV2yrJFl9WNXkm3c1qXF+wdTrjDbuLVLQ+FIUcvZA1635k1vkctQ0mq30dcp9VYaTtm6wynvE6h1Uyc1yij1l74Ce36ntARLGkelkAzVAdMwtOe9kB59eltCstI5p1U3XrpQ3/7xhqSEaDhsHryhmVq17hVt3Nal13d264ZLFkpSwnmilpUx4YglV6kMh9OvBusfjCgwzlXwcvZYOYA/7enL+LpSb6XhlK07nPI+gVpmWZYuOntutcNIEDVNmWZtDaOTDNU4yzD08ht79czL7yQPE23rkqXUvTaxidH9g+H4t//QcFR3rN6gJYtm6txFMzQcNnXklEYZMvR2loQjXdKTaQJ2bE5QMcvZ3Zalqc2Zv4mUeisNp2zd4ZT3CdQywzD01B/eUvf+wZKds2VCQB86ebp6ewcVjab/QpuOaVokQ6iswXBULU3+tEvUX97WpSWnJvbadMxu1ZZdPZIkf0PivJzQcDQhcbrzc6dq0vgGjQtmXqaeKulZMKdV+/aHUr6+lFtcBLyuimylMXpV1e1Xn6xN2/cmrJgr9fWqjS1KgNqwdWe3dndl/sKajyNbx+lDJ09XNGoqEsk/GapFDPjXuIFQJONQlJTYa9Mxu1VLTp2hdet3qLOtVQ1ZJik3BrxyG9LUlqA6ZqeZ7Jwi6YldZ/LEQNJxpd7iIjZcNnYydimvEzUM3btms5bf+VvdeO/vdMv9f9DWXT264ZKF8U1o623rjkq0KwDYAT1DNS7o96hvMJzxNUe0NibU/7lj9QbNm94ysjxaIze319/qTtojrLs3pAnjGhQZCsttmrr2gnbdn2Ky82c+dqxchnTv9X+vgVBYQb9Hfp9HQ+GIBkIRXb30WEWiVvy5ctSpKedWGulWVW3a3iWXS7rzc4skWXVZf4ctSgA4AclQjQt43eruDSWtAovpbGtVo8+txinjNBiOalzAq0ULjki4oV27tD0+AXtsnZ7j5k6N/5J4stwYvR7j0Lwf01TA7VKgceTvvtHPlelGWq6tNLKtqtLikevW65ARW5QAqHcMk9U4w7K0YNZkfeKsORmHo2I3tMnjfAp6XAnf7A1Jj/9mW8o6Pfc8tlHRUfe+TOepV7msqgIA1C56huqAy7J02ES/rl56bLzOUGPAq4D3ULKSaUuFsT0fYytN9w1FFDg47NU/6LyhElZVAUB941O8XliWfIbk87k1/uCE3thwRrYtFUb3bPh9bt1wycKkrS1iE6JjlaSdtCUDq6oAoL4xTFbnctlSYXTPxpJFM7XumeRK05u2d2ndM29qyaKZScfXO1ZVAUB9o2eozuWypcLono+505pTbp8hJVeadtKWDKyqqh+ZhowBOBPJUJ3LaUsFjyu+R1g+NYvixztkSwZWVdW+bEPGAJyp/r/SO1yuk39jPR9HtDZmfP3YStNMHkatyGXIGIAzkQzVudgQWCrxyb8HGZalRl/614/exiPV8bmyDEMDEVN7+4Y1EDG5CaEichkyBuBMfK2vc7HJvytTVI5ONfk33etHrybLdHw2DFOgWnIaMnbIkC+ARCRDDpDv5N9DrzcVGo7I7/PI73NrKBzR1z5zUsGTTrMNUyxnZRbKiHpRANJhmMwh8q0cbViWmvxutU1rUZPfLdfB7TWKqTzNMAWqKZ8hYwDOQjKEirHTthbMW3Ie6kUBSId+4QKVq1ZJvuetpZopTY0+3brsBA2HTfm8Lm3Z1aN163coNDzSI1SpYQrmLTkX9aIApEIyVIBy3UzzPW8t3dSjhqHvr02MtWN2q264ZKHuWL1B86a3VGRbC+YtgXpRAMZimCxP5apVku95a6lmSrpYY1t8XHHu/IoNUzBvCQAwFj1DecrlZlrI9hT5nrdccZRDplg3be/SlefOr1hPFsurAdSbKS1BW5+vFpAM5alcN9N8z1tLN/XssYYrFivLqwHUE8uydPE580p+3qhpyjSdM4TMJ3+eynUzzfe8tXRTt1OsozelHSu+vJo5JABqhGla6u0dKMt5nZQM2WMcpYaUq1ZJvuetpZopdoqV5dUA6k0kYpb8j5MSIUkyLMt5n/7RqKnu7v7CjzeMtNtbFL2aLI/zliuOGI/HpebmRvX09CsSybybfTbljjVflShJUMr2cyLar3i0YXEq2X6treMLOq7Y+5kT5NK2JEMFckKdoVJ/ENRSTaRS4EZUHNqveLRhcUiG6kMubWufiSU1ply1SvI9by3VTKmlWAEAzsGcIQAA4GgkQwAAwNFIhgAAgKORDAEAAEcjGQIAAI5GMgQAAByNZAgAADgayRAAAHA0kiEAAOBoJEMAAMDRSIYAAICjkQwBAABHc+Su9ZZlyTQd97YL4na7FI2y23WhaL/i0H7Fow2LU6n2c7sL65tg1/rsctm13pHJEAAAQAzDZAAAwNFIhgAAgKORDAEAAEcjGQIAAI5GMgQAAByNZAgAADgayRAAAHA0kiEAAOBoJEMAAMDRSIYAAICjkQwBAABHIxkCAACORjKEBCtXrtSll16a8Njrr7+uSy65RAsWLNDpp5+uVatWVSk6e3rvvfd06623atGiRTruuON00UUXacOGDfHnab/M9u3bpxtuuEEnnniiOjs79ZnPfEZvvPFG/HnaL3dvvfWWOjs7tXbt2vhjtF92u3fvVltbW9Kfxx9/XBJt6AQkQ4h76KGHdPfddyc81tPTo8svv1xHH3201qxZo+uuu07f+973tGbNmipFaT9f/OIXtWnTJn33u9/VT37yE73//e/XsmXLtGPHDtovB1dffbX+/Oc/68EHH9RPfvIT+f1+XXbZZRocHKT98hAOh3X99ddrYGAg/hjtl5utW7eqoaFBzzzzjH73u9/F/yxevJg2dAhPtQNA9b377ru65ZZb9NJLL2n69OkJzz322GPy+Xy67bbb5PF4NHPmTO3atUsPPvigzj///CpFbB+7du3S73//ez3yyCM67rjjJEm33HKL1q9fryeffFJ+v5/2y6Cnp0dHHXWUrr76as2ePVuSdM011+jcc8/V9u3b9eyzz9J+ObrnnnvU2NiY8Bj/fnOzbds2TZ8+XVOmTEl67oc//CFt6AD0DEGvvvqqJkyYoHXr1qmjoyPhuQ0bNuj444+Xx3Mobz7xxBP11ltvad++fZUO1Xaam5v1wAMPaP78+fHHDMOQZVnav38/7ZdFc3Ozvvvd78YTob1792rVqlU67LDDNGvWLNovRy+++KIeffRRfetb30p4nPbLzdatWzVr1qyUz9GGzkAyBJ1xxhn6zne+o/e9731Jz/31r3/VYYcdlvBY7NvTO++8U5H47KypqUmnnXaafD5f/LGnnnpKf/rTn3TKKafQfnn4yle+og984AP61a9+pdtvv13BYJD2y0Fvb69uvPFGffnLX9bhhx+e8Bztl5tt27Zp3759uvjii3XyySfroosu0jPPPCOJNnQKkiFkFAqFEm70ktTQ0CBJGhoaqkZItvbSSy/pS1/6ks4880ydccYZtF8ePvWpT2nNmjVasmSJrr32Wr366qu0Xw5uu+02LViwQIsXL056jvbLbnh4WDt37lRfX58+//nP64EHHtCxxx6rK6+8Us8++yxt6BDMGUJGfr9fw8PDCY/FPgCCwWA1QrKtp59+Wtdff706Ojr03e9+VxLtl4/YMMXXv/51vfzyy1q9ejXtl8UTTzyhDRs26Oc//3nK52m/7Hw+n1588UV5PJ540jN//nzt2LFDq1atog0dgp4hZHTYYYdpz549CY/F/j516tRqhGRLq1ev1nXXXadFixbpwQcflN/vl0T7ZbNv3z49+eSTikaj8cdcLpdmzpypPXv20H5ZrFmzRvv27dPpp5+uzs5OdXZ2SpK++tWv6iMf+Qjtl6NgMJjU+zNnzhy9++67tKFDkAwho+OPP14vvfRSws3q2Wef1fTp0zVp0qQqRmYfDz/8sL7+9a/rk5/8pFasWJHwoUr7ZbZnzx798z//s1544YX4Y+FwWK+99ppmzpxJ+2Vx55136pe//KWeeOKJ+B9J+tznPqcHHniA9svBli1b1NnZmVAbTJJeeeUVzZo1izZ0CJIhZHT++eerr69Pt9xyi9544w2tXbtWP/zhD3XVVVdVOzRbeOutt/SNb3xD//AP/6CrrrpK+/btU1dXl7q6unTgwAHaL4u5c+fqlFNO0f/7f/9PGzZs0LZt23TTTTept7dXl112Ge2XxdSpUzVt2rSEP5I0adIkHXnkkbRfDubMmaPZs2fHfwd37Nihb37zm3r55Zf12c9+ljZ0CMOyLKvaQcA+br75Zu3evVs//vGP449t3rxZt99+u1577TW1trbq05/+tC655JIqRmkf//7v/6677ror5XPnnXee/u3f/o32y+LAgQP6zne+o6effloHDhzQwoULdfPNN8eX29N++Wlra9M3v/lNLV26VBLtl4vu7m7deeedWr9+vXp7e3XMMcfo+uuv18KFCyXRhk5AMgQAAByNYTIAAOBoJEMAAMDRSIYAAICjkQwBAABHIxkCAACORjIEAAAcjWQIAAA4GskQUCcKKRlGmTEAIBkC6sJvfvMb3XTTTXkd8/jjj+tb3/pWXse8/fbbamtr09q1a/M6rq2tTffcc0/G11x66aW69NJLUx7z/PPPq62tTc8//3xe1wWAXHiqHQCA4j300EN5H3P//ffr7/7u70ofTIG++tWvVjsEAA5FMgTAFmbNmlXtEAA4FMNkQI279NJL9cILL+iFF16IDyXt2bNH//Iv/6LTTjtN7e3tuuCCC/Sb3/wmfswZZ5yh3bt366c//ana2tr09ttvS5JefPFFLVu2TMcff7zmz5+vM844Q/fcc49M0yw6zr6+Pl1//fXq7OzUSSedpH/913/V4OBgwvsYPUwGAJVCMgTUuK9+9as65phjdMwxx+jRRx/VUUcdpQsuuEAvvPCCvvCFL+iee+7RkUceqWuvvVbr1q2TJN17771qbW3VaaedpkcffVRTpkzRli1bdNlll2nixIm66667dP/99+u4447Tvffeq1/84hdFx/njH/9YfX19WrFiha666io9/vjj+vKXv1z0eQGgWAyTATVu1qxZGjdunCRpwYIFuuOOO9Td3a2nnnpK73vf+yRJp512mi677DJ9+9vf1kc/+lEdc8wx8vl8amlp0YIFCyRJW7Zs0cknn6w77rhDLtfI96QPfOAD+u1vf6sXX3xRixcvLirO6dOna+XKlXK5XDrttNNkGIa++c1v6pprrtHMmTOLOjcAFIOeIaDOvPDCC+rs7IwnQjFLlixRV1eX3nzzzZTHfexjH9ODDz6ocDis7du36+mnn9Y999yjaDSqcDhcdFxnn312PMmSpA9+8IOyLEvPPfdc0ecGgGLQMwTUmf379+uoo45Kenzy5MmSpN7e3pTHhUIhff3rX9fPfvYzRSIRHXXUUers7JTH4ylJPaLY9WMmTZqUMR4AqBSSIaDOTJgwQXv37k16vKurS5LU3Nyc8rjbb79dv/71r7VixQqdfPLJCgaDkqSTTjqpJHGNTXpi8cSSIgCoFobJgDowevjp+OOP18aNG/XnP/854TXr1q1Ta2urpk2blnSMJL300ks64YQTdNZZZ8UToVdeeUXd3d0lWU32zDPPJPz9F7/4hQzDsFWtIwDORM8QUAeampq0ceNGPfvss7rsssu0bt06XX755Vq+fLmam5v1xBNP6LnnntM3vvGNeBLU1NSk1157TS+88ILa29vV3t6up556So888ohmzpypLVu26P7775dhGAlL4Av1yiuv6JZbbtFHP/pR/fGPf9Tdd9+tCy64QEcffXTR5waAYpAMAXXgk5/8pF555RVdeeWV+uY3v6lHHnlE3/nOd3T77bcrHA5r7ty5Wrlypc4888z4MZ/+9Kf1jW98Q8uWLdN//Md/6Oabb1Y4HNaKFSs0PDyso446SldffbXeeOMN/c///I+i0WhRMV599dV67bXX9NnPflbjx4/XFVdcoeXLlxf71gGgaIbFTo0AAMDB6BkCUJBoNJrTKjOPh48ZAPZGzxCAgsS2Aclm69atFYgGAApHMgSgIG+++ab6+/uzvu7YY4+tQDQAUDiSIQAA4GjUGQIAAI5GMgQAAByNZAgAADgayRAAAHA0kiEAAOBoJEMAAMDRSIYAAICjkQwBAABH+/8DDV2fYuD/km0AAAAASUVORK5CYII=", "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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", "text/plain": [ "
" ] }, "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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GcXr01Tr01hr01Tr01hp26Gv79mnyeM58l5qY99hMnjy5VQUBAABYLeZgc8cdd1hRBwAAwFmLKtgUFRUpLy9PaWlpKio680cRFBQUnHVhAAAAsYoq2EydOlW//vWvNWTIEE2dOlUul0vfPDWnaZnL5dKWLVssKRYAAOAfiSrY/PKXv1Tfvn0j/11VVaX09PRTxgUCAdXX15tbIQAAQJSiCjYXXXRR5L9vvPFGLV++XEOGDDll3Lp163TPPffo6quvNq9CCzSGwlr3ZUnU47t1TFPPLhkWVgQAAMwQVbCZM2eODh06JEkyDEPz5s1rcY/Nnj171LFjR3MrtEBlTVBL3on+MvS+3TL00A84bwgAgER35gvCJU2YMEGGYTQ7r6bp+6Z/brdbw4YN0xNPPGFZsWbxxvhp3T06s7cGAIC2IKo9NoWFhSosLJR04kTiefPmqV+/fpYWZqW05HaaOy36PTCZ6T4LqwEAAGaJ+T42r776qhV1nFNut0u9ctgLAwCA3UR1KAoAAKAtINgAAADbiPlQlB2Ew4b2llRGPT4z3aes9CQLKwIAAGZwZLCpbWjUT5ad+aMhmkwa3VvfGdPXwooAAIAZHBlsUnxerooCAMCGHBlsuCoKAAB7cmSw4RwbAADsyZHBhnNsAACwJ0cGG4/brcvzu0U9vmuHVAurAQAAZnFksKmuC+rjTQejHv/FzlJdnJdjYUUAAMAMjgw2GSntNHlMn6jH9+nmt7AaAABgFkcGG7fbpY5ZKVGPz0jlcm8AANoCRwabqtqglrxTHPX43B6Zuv/7/2RhRQAAwAxtKtjs3r1bkydP1o9//GNNnjy51fOkp7TTzRPzoh7frWNaq7cFAADOnTbzIZjBYFCzZ89WTU1NvEsBAAAJqs3ssVm0aJHS0szZc1JZE9uhqL7dMvTQD6L/CAYAABAfbWKPTVFRkZYvX66nnnrKlPm8HldM43t05uMXAABoCxJ+j00gENB9992nhx56SF27djVlzlDYUFK76DNdybEqeb1ueTwn1mn6CnPQV+vQW2vQV+vQW2s4qa8JH2zmzZunYcOGaeLEiabNGWwMqz4Yjnr8tv0BZWd/fRjM74/+UnFEj75ah95ag75ah95awwl9Tehgs2rVKm3YsEHvvPOOqfO287pj2mPTu0u6ysur5fG45fenKBCoVSgUfTDCP0ZfrUNvrUFfrUNvrWGHvvr9KVHtcUroYLNixQqVlpZq3LhxzZbPnTtXS5cu1Xvvvdeqedt53THtsRnQq70aG78eHwqFm30Pc9BX69Bba9BX69BbazihrwkdbJ555hnV1dU1WzZ+/Hjddddduuqqq1o9b4rPq7nTor/KKTOdOw8DANAWJHSw6dKlS4vLO3TooPPOO6/V87rdLvXK4UonAADsxv6nRwMAAMdI6D02Ldm2bdtZz9EYCmvdlyVRj+/WMU09u7CHBwCARNfmgo0ZuPMwAAD25MhDUZ4Y7zzcJTvVokoAAICZHBlsYos1ks/ryDYBANDmOPIvtssVW7RJ8jnyiB0AAG2OI/9i+7xuTR7TJ+rxfbr5LawGAACYxZHBpqa+USvX7I56fG6PTF3Yp4OFFQEAADM4MtikJnnZYwMAgA05MthU1QZj2mPTtX2KHrv5EgsrAgAAZnDkycOhsBHT+ENltRZVAgAAzOTIYBOrdjHe9wYAAMSHIw9Fpae004gBHaMeP7BXtoXVAAAAszgy2NQ1hLRh27Gox5dV1qtweA8LKwIAAGZw5KEoPlIBAAB7cmSwif0jFTyW1AEAAMzlyGATu9iuogIAAPHhyGATjvFy77LKeosqAQAAZnJksAk2hmMav33fcWsKAQAApnJksPF6Y3vafbrykQoAALQFjgw2sR6KOl7FoSgAANoCZwYbI7ZgU1nTYFElAADATI4MNi5XbBd8J/sceR9DAADaHEcGm1iv3m4IhqypAwAAmMqRwSbmQ1G1jRZVAgAAzOTIYAMAAOzJkcEmxlNslOyL9UMYAABAPDjyrNj2GcmaO60g6vGZ6T4LqwEAAGZxZLCpqW/UT5YVRT1+fEF3/dsVuRZWBAAAzODIQ1Gx41AUAABtgSP32CT7PLp5Yl7U47t1TLOwGgAAYBZHBpv6YEhL3imOevyk0b3Vs0uGhRUBAAAzODLYeNxuXZ7fLerxXTukWlgNAAAwiyODTXVtUB9vOhj1+I3bjurivBwLKwIAAGZw5MnDsd7HJiOVy70BAGgLHLnHxp/m4+RhAABsyJF7bAAAgD05co9NZU0wpqui+nbz66EfjLCwIgAAYAZH7rFxu2M7ySYrrZ1FlQAAADM5MtiEwuGYxh8+XmdRJQAAwEyODDbhsBHT+NKKGosqAQAAZnJksDFiyzWqa4hxBQAAEBeODDax3scmNdljTSEAAMBUjrwqKis9ifvYAABgQ44MNl6PWyMv5CMSAACwG0cGm3DY0N6SyqjHZ6b7lJWeZGFFAADADI4MNlW1Qf1kWVHU40fmddbNkwZZWBEAADCDI08eDjbGdh+brV8dt6YQAABgKkfusUnyedQ7Jz3q8Rf0zrawGgAAYBZHBpu6+kbtKamKevzBY9X63rjzLawIAACYwZGHomL+rChOHAYAoE1oE8Hm+PHjevjhh3XZZZdp+PDhuv7667Vhw4ZWz9fOG9vTvqBX+1ZvCwAAnDtt4lDUPffco9LSUs2fP1/t27fX66+/rpkzZ2rlypXq169fzPOlJHm5QR8AADaU8MFm7969+tOf/qQ33nhDw4cPlyQ9+OCD+vTTT/Xuu+/q3//932Oesz4Y0pJ3iqMeP2l0b/XskhHzdgAAwLmV8MEmOztbS5Ys0aBBX99HxuVyyTAMVVRUtGpOt8ulEQM6Rj3en9auVdsBAADnVsIHG7/fr7FjxzZb9v777+urr77SpZde2qo5q2qD2rDtWNTjN2w7pvEX9ZLHc+LcnKavMAd9tQ69tQZ9tQ69tYaT+prwweabNm7cqAceeEBXXHGFCgsLz9l2s7O/Ps/G7085Z9t1EvpqHXprDfpqHXprDSf0tU0Fm9WrV2v27NkaOnSo5s+ff063XV5eLY/HLb8/RYFArUKh2O5ejNOjr9aht9agr9aht9awQ1/9/pSo9ji1mWDz2muv6bHHHtOVV16pZ555Rj6fr9VzZaT6dHl+t6jH5/bIUuNJH8MQCoWbfQ9z0Ffr0Ftr0Ffr0FtrOKGvbSLYvP7663rkkUc0depUPfDAA3K7z+4YYSgc1sebDkY9PiO19SEKAACcOwkfbHbv3q3HH39cV155pW655RaVlpZGHktOTlZGRuyXYSe183AfGwAAbCjhg80HH3ygYDCoDz/8UB9++GGzx6699lo9+eSTMc9Z1xDbfWzGF3TnPjYAALQBCR9sbr31Vt16662mzmkYRkzj64P2Ph4JAIBd2P+C9hbEmGtU39BoTSEAAMBUjgw2oXBsyeZQaY1FlQAAADM5Mti43a6YxnfwJ1lUCQAAMJMjg02sNyc6yB4bAADaBEcGmxiPRKmqNmhNIQAAwFSODDbtPLEdiurb1W9RJQAAwEyODDax7rGpqG6wphAAAGAqRwabWO9jU1vP5d4AALQFjgw2sV7ufeR4nUWVAAAAMzky2LhiO8VGKT6PNYUAAABTOTPYKLZk087ryDYBANDmJPxnRVkhI7WdJo/pE/X4Pt24KgoAgLbAkcHG63FrcL+OUY/PTPdZWA0AADCLI4NNTX2jfrKsKOrx4wt66N+uON/CigAAgBk4eSQqMd74BgAAxIUj99h4PW5dnt8t6vF9uPMwAABtgiODTXVdUB9vOhj1+C92lurivBwLKwIAAGZwZLDJSOGqKAAA7MiRwYarogAAsCdHBpvahtiuipo0ure+M6avhRUBAAAzODLYJLXz6OaJeVGP79YxzcJqAACAWRwZbOqDIS15pzjq8ZNG91bPLhkWVgQAAMzgyGDDHhsAAOzJkcGmuq4xpj02w8/voDu+O9TCigAAgBkceefhYDAU0/gv95RbVAkAADCTI/fYpKf6YrrzcG6PLOuKAQAApnFksEn2eTR1wsB4lwEAAEzmyENRAADAngg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANgg2AADANtpEsAmHw3r++ec1ZswYDR06VDNmzNDevXvjXRYAAEgwbSLYLF68WL/61a/06KOPavny5XK5XJo1a5YaGhriXRoAAEggCR9sGhoa9POf/1x33nmnxo4dq4EDB2rBggU6fPiwPvzww3iXBwAAEkjCB5utW7equrpaI0eOjCzz+/3Ky8tTUVFRHCsDAACJxhvvAs6kpKREktS1a9dmyzt37qxDhw61el6vN/ZM5/G4m32FOeirdeitNeirdeitNZzU14QPNrW1tZIkn8/XbHlSUpIqKipaNafb7VJ2dlqra/L7U1q9Lk6PvlqH3lqDvlqH3lrDCX1N+GCTnJws6cS5Nk3/LUn19fVKSWndCxQOGwoEamJez+Nxy+9PUSBQq1Ao3Kpt41T01Tr01hr01Tr01hp26KvfnxLVHqeEDzZNh6COHDminj17RpYfOXJEAwcObPW8jY2tf2FDofBZrY+W0Vfr0Ftr0Ffr0FtrOKGvCX+wbeDAgUpPT9dnn30WWRYIBFRcXKwRI0bEsTIAAJBoEn6Pjc/n05QpU/TMM8+offv2Ou+88/T0008rJydHV155ZbzLAwAACSThg40k3XXXXWpsbNRDDz2kuro6FRQUaOnSpaecUAwAAJytTQQbj8eje++9V/fee2+8SwEAAAks4c+xAQAAiBbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2IY33gXgVMer6vXJpgMal3+estKT4j73V4cr9frq7brhW7mSpNdXb9fEUb319/0VzeY5XlWvt/64W7sPVahP10xdnn+ePt9+9JRtHa+q11trdmlPSaV65/j1rYIe+vnvtmjTtqPKTvdp39Eqjb+oh77cXaZQyFD/7lm6PP88/XnzIdUHw6pvaNSR43W6ckR3fbhhvzpnJcuflqTBfdvrt2t2qUt2qgxJ+w5XqqExrJq6RmWktlOnrBTtLalUr5wMlQXqVNcQUqCmQYP7dtDl+efpt2t2KyutnUoD9eqYmazyqnpdOaKHPt50QBNH9daGbUe170ilRg3K0e/WfaXp/zxQkvTKO8VK9nnkdrvka+fWhX3a63/W79f4i7rrbzvLdPR4tYKN0oAeWeqcnSK5XKqsadCugwEV/tN5+mTTQY3L76Y/bDyggT2z1b+7X7/+eKcy03zq1y1TxypqteNAQAN7ZOrqUb315ic75JJL06+6QP40X+T1DFQ3RF6bP/2tRFu/KtcNV+aqvDoon0da/tEOXT68m9ZuPqyc7BSVlNfqkkFd9PHnB3XduL4KVAcj8/zyg63q0SlD/zKmj7LSk3S8ql6//+wrSYYG9+2gd/68RxNH9dafN5doy95yzbz6AmWk+k55b0jSJ5sO6PzumfrNJztlyND3xvXX3/dXqGuHVL35yU59b1w/HSqt0fDcTvp8+1Gd3z1Tv12zWz06peny4d31582HJLk0alBOs/dT03v55PWa6tqw9aj2lATUO8cfeQ6ne0/703yR5/bti3tJkn7/2V5JLn374p4trvvq/2xTjy4ZkiH5vG4N7tte7/x5j274Vq56dsn4hz9zJ3p56vwnj5Okt9bs0r6j1frBhAGnzHk6J/fkz5sPqbImqMPlNfrBhIHq2SWjxZ9/M3/fnNzXk2s+3TZOt7wsUKff/u9OXTa0W7PX2uy6o50jmnFW/t4+eRtvrdmtfUcrI6+pWfNaXfu5RLBJQBVVDXr7T3uUf34n099krZn74LFqbd9XoYPHqiVJ2/dVaPfBwCnzVFQ16H//clCS9NXhag3okdXitiqqGvS/XxySJO09XKULemfrk88PnHisukGStGVPub46fGJ7B47VaECPLP1P0f5mdW3fd1y7Dga062BAkpSe7NWug5XadbDylOdQXdeokrJaSdLfdpU1e+zz7cfUu0tGZJ6mupq20fR8m55b+4wklQXqtfv/xgdqggrUBCPrul0uhcKGtuwp1/6j1ZHlW746ri1fHW+27S17ylUWqNeWPeU6XtWgdcWH1RgKqSEY1tHjdTp6vC4yduu+CuUdDET6cvBYtQxDkR4fKq2O1Lqu+PCJdfaW6w+fH1DBwE6qawhFtnO86us+1zWEtHVvuTZsOxaZp6mPTb/oKqoa9D9F+/6vz+0i21n75Ynt7D4YUMeslFPeG9KJ+iaP6RPpadPjl+d3U1mgXtv3HdfHmw4qp31qZGzT6zqgZ3bkde+dk9Hs/dT0Xj55vchr9cXByOvY0i/rk9/ThqHIc7vkwq6SFNnmJRfmtLjuzgMB7Tzw9fslPdkbme+bf2y++TN3openzn/yOEmRn5GW5jydk3ty8s9L0xwt/fyb+fvm5L6eXPPptnG65WWBOq1as1tD+3Vs9lqbXXe0c0Qzzsrf2ydvo+m9Hcv7Ipp5ra79XOJQFAAAsA2CDQAAsA2CDQAAsA2CDQAAsA2CDQAAsA2CDQAAsA2XYRhGvIs41wzDUDjcuqft8bgVCoVNrqi5xlBY5ZX1ys5IktdjbvZszdx1DSFV1jQoI9UnSaqsaVBaslfVdY3N5mmau0lGqk+VNQ2nbOub4/ypPgVqGppt0+txq/GkPjfNdbJkn0d1DaHI9001tcbp1m3axsmPJ7XzqD54YpmkU9Zrqv2bz6El7bxuBRvDka8nz3+mOjNSffJ6XJHXszFkNHttJCnF51VtQ2Nkzm/W1PR90+MnzyMp8tqd/Jo1zX/ydtKSvXK73ae8NySpvLL+lLHVdY2R3jZ9bXqNv/kcm2r55vupqaZvrvfN17Kl9/rJ7+mmHjaNbar5TOu29LpkpPqU7PM0e+ybP3Mn97Kln59v1tDSnKfzzZ40aZqjpZ9/M3/fnNzXk2s+3TZOtzxsGCqtqDulZ2bXHe0c0Yyz8vf2N7chxfa+aHK6v1/nonYzuN0uuVyuM45zZLABAAD2lLjRDAAAIEYEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEGwAAYBsEmyiEw2E9//zzGjNmjIYOHaoZM2Zo79698S6rTVu8eLGmTp3abNmWLVs0ZcoUDRs2TOPGjdPSpUvjVF3bc/z4cT388MO67LLLNHz4cF1//fXasGFD5HF62zqlpaW69957NXLkSOXn5+vmm2/Wjh07Io/TV3Ps3r1b+fn5WrlyZWQZvW29AwcOaMCAAaf8e/PNNyXZv7cEmygsXrxYv/rVr/Too49q+fLlcrlcmjVrlhoaGuJdWpu0bNkyPf/8882WlZeXa/r06erdu7dWrFihO++8U88995xWrFgRpyrblnvuuUdffPGF5s+fr9/85je68MILNXPmTO3cuZPenoXbbrtN+/bt0yuvvKLf/OY3Sk5O1rRp01RbW0tfTRIMBjV79mzV1NREltHbs7Nt2zYlJSVpzZo1+uMf/xj5N3HiRGf01sA/VF9fb+Tn5xuvv/56ZFlFRYUxZMgQ4913341jZW1PSUmJMXPmTGPYsGHGt7/9bWPKlCmRx15++WVjzJgxRjAYjCx79tlnjQkTJsSj1DZlz549Rm5urrFx48bIsnA4bFx55ZXGwoUL6W0rlZWVGXfffbexffv2yLItW7YYubm5xhdffEFfTfLss88aU6dONXJzc40VK1YYhsHvg7P10ksvGZMmTWrxMSf0lj02Z7B161ZVV1dr5MiRkWV+v195eXkqKiqKY2Vtz5dffqnMzEy9/fbbGjp0aLPHNmzYoIKCAnm93siykSNHavfu3SotLT3XpbYp2dnZWrJkiQYNGhRZ5nK5ZBiGKioq6G0rZWdna/78+Tr//PMlSceOHdPSpUuVk5Oj/v3701cTFBUVafny5XrqqaeaLae3Z2fbtm3q379/i485obcEmzMoKSmRJHXt2rXZ8s6dO+vQoUPxKKnNKiws1LPPPqsePXqc8lhJSYlycnKaLevcubMk6eDBg+ekvrbK7/dr7Nix8vl8kWXvv/++vvrqK1166aX01gQ//vGPNXr0aP3+97/XY489ptTUVPp6lgKBgO677z499NBDp/x+pbdnZ/v27SotLdUNN9ygUaNG6frrr9eaNWskOaO3BJszqK2tlaRmfzQkKSkpSfX19fEoyZbq6upa7LEk+hyjjRs36oEHHtAVV1yhwsJCemuCG2+8UStWrNCkSZN0++2368svv6SvZ2nevHkaNmyYJk6ceMpj9Lb1GhoatGfPHlVVVek//uM/tGTJEg0ePFizZs3S2rVrHdFb75mHOFtycrKkE2+Wpv+WTrwBUlJS4lWW7SQnJ59yMnbTD1lqamo8SmqTVq9erdmzZ2vo0KGaP3++JHprhqbd+o888oj+8pe/6LXXXqOvZ2HVqlXasGGD3nnnnRYfp7et5/P5VFRUJK/XGwkwgwYN0s6dO7V06VJH9JY9NmfQtIv0yJEjzZYfOXLklN15aL2cnJwWeyxJXbp0iUdJbc5rr72mO++8U5dddpleeeWVSBCnt61TWlqqd999V6FQKLLM7XarX79+kZ9/+to6K1asUGlpqcaNG6f8/Hzl5+dLkubOnaurr76a3p6l1NTUU/bK5Obm6vDhw47oLcHmDAYOHKj09HR99tlnkWWBQEDFxcUaMWJEHCuzl4KCAm3cuLHZH5G1a9eqT58+6tChQxwraxtef/11PfLII/r+97+vhQsXNvulRm9b58iRI/rP//xPrV+/PrIsGAyquLhY/fr1o69n4ZlnntHvfvc7rVq1KvJPku666y4tWbKE3p6FrVu3Kj8/v9l9rCRp8+bN6t+/vzN6G+/LstqC+fPnGxdddJGxevVqY8uWLcaMGTOM8ePHG/X19fEurc2aM2dOs8u9jx07ZhQUFBhz5swx/v73vxsrVqwwBg8ebKxcuTKOVbYNu3btMi688ELj9ttvN44cOdLsXyAQoLetFA6HjRkzZhgTJkwwioqKjG3bthl33323UVBQYBw4cIC+muzky73pbeuFQiHje9/7nnHNNdcYRUVFxo4dO4zHH3/cGDRokLF161ZH9NZlGIYR73CV6EKhkObPn6+VK1eqrq5OBQUFevjhh9W9e/d4l9Zm3X///Tpw4IBeffXVyLK//vWveuyxx1RcXKxOnTppxowZmjJlShyrbBtefvllLViwoMXHrr32Wj355JP0tpUqKyv17LPPavXq1aqsrNSIESN0//33Ry4Bp6/mGTBggJ544glNnjxZEr09G2VlZXrmmWf06aefKhAIKC8vT7Nnz44cZbB7bwk2AADANjjHBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBgAA2AbBBoBlWnObLG6tBeBsEGwAWOKjjz7SnDlzYlrnzTff1FNPPRXTOvv379eAAQO0cuXKmNYbMGCAFi1a9A/HTJ06VVOnTm1xnc8++0wDBgxo9jlyAOLPG+8CANjTsmXLYl7npZde0kUXXWR+Ma00d+7ceJcAIEYEGwA4jf79+8e7BAAx4lAUANNNnTpV69ev1/r16yOHa44cOaIf/ehHGjt2rIYMGaLrrrtOH330UWSdwsJCHThwQL/97W81YMAA7d+/X5JUVFSkmTNnqqCgQIMGDVJhYaEWLVqkcDh81nVWVVVp9uzZys/P1yWXXKJHH31UtbW1zZ7HyYeiACQ+gg0A082dO1d5eXnKy8vT8uXL1b17d1133XVav3697r77bi1atEjnnXeebr/9dr399tuSpBdeeEGdOnXS2LFjtXz5cnXu3Flbt27VtGnTlJWVpQULFuill17S8OHD9cILL+i999476zpfffVVVVVVaeHChbrlllv05ptv6qGHHjrreQHED4eiAJiuf//+Sk9PlyQNGzZMTz/9tMrKyvT++++rR48ekqSxY8dq2rRp+ulPf6prrrlGeXl58vl8at++vYYNGyZJ2rp1q0aNGqWnn35abveJ/w8bPXq0PvnkExUVFWnixIlnVWefPn20ePFiud1ujR07Vi6XS0888YR++MMfql+/fmc1N4D4YI8NAMutX79e+fn5kVDTZNKkSTp69Kh27drV4nrf+c539MorrygYDOrvf/+7Vq9erUWLFikUCikYDJ51XRMmTIgEJkkaP368DMPQunXrznpuAPHBHhsAlquoqFD37t1PWd6xY0dJUiAQaHG9uro6PfLII3rrrbfU2Nio7t27Kz8/X16v15T73TRtv0mHDh3+YT0AEh/BBoDlMjMzdezYsVOWHz16VJKUnZ3d4nqPPfaYPvjgAy1cuFCjRo1SamqqJOmSSy4xpa5vBpimepoCDoC2h0NRACxx8iGegoICbdq0Sfv27Ws25u2331anTp3Uq1evU9aRpI0bN+riiy/Wt771rUio2bx5s8rKyky5KmrNmjXNvn/vvffkcrkS6l46AGLDHhsAlvD7/dq0aZPWrl2radOm6e2339b06dN1xx13KDs7W6tWrdK6dev0+OOPRwKN3+9XcXGx1q9fryFDhmjIkCF6//339cYbb6hfv37aunWrXnrpJblcrmaXZbfW5s2b9eCDD+qaa67R3/72Nz3//PO67rrr1Lt377OeG0B8EGwAWOL73/++Nm/erFmzZumJJ57QG2+8oWeffVaPPfaYgsGgBg4cqMWLF+uKK66IrDNjxgw9/vjjmjlzpn7xi1/o/vvvVzAY1MKFC9XQ0KDu3bvrtttu044dO/SHP/xBoVDorGq87bbbVFxcrFtvvVUZGRm66aabdMcdd5ztUwcQRy6DT5wDAAA2wR4bALYRCoWiulrK6+VXH2BX7LEBYBtNH+VwJtu2bTsH1QCIB4INANvYtWuXqqurzzhu8ODB56AaAPFAsAEAALbBfWwAAIBtEGwAAIBtEGwAAIBtEGwAAIBtEGwAAIBtEGwAAIBtEGwAAIBt/H8TKnhUddtQCwAAAABJRU5ErkJggg==", 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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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s4w/sShoM9Q88kUgMeBPxeByrdexfoP5teO9Ovh7v+Y6VyegEApEJnWMy0zQVl8tKIBAlnZ4MsyCl0xXppjnQxilVKwEIh+NkMpPjnpQbyjGqBl5reAvnfE9JxiCflcHkngwm9+SoRCL7MySd1kmnM2iaSjqdGfcsyHSjKIz7nqTTOplMBr8/QjSaHvS8y2XNKcgqaTDUvzzW2dlJff3Rvk+dnZ0sXbp0zOfzeDzYbDY6OzsHPN7Z2Tlo6Ww8Uqnp/4VOpzMz4n2O5O3OnaiKyhznLIAjP8QmAwWNOc7ZbO3cwYVzzivpWOSzMpjck8HknjDg50f/P/YSCB2Vj3uSTusT+pyVdDF36dKlOBwO3nzzaNJUIBBgx44dnHrqqWM+n6IorFq1ivXr1w94/M033+SUU06Z8HjFzLCjZzez7TWYNNPoB5fAPFc9Df5GwsnpO1MphBDFVNJgyGQycd1113HHHXfw3HPPsWvXLm6++WZqamq46KKLSKfTdHV1HckFysVnPvMZ/vrXv/Kb3/yG/fv389Of/pSdO3dyww03FPCdiOkimU6yp28/9a7ilYEfq3muenR0dvbsLvVQhBBiWih5mv+aNWu4+uqr+fa3v80111yDpmncd999mEwm2traOOuss3jyySdzPt9ZZ53Fj3/8Y/7whz/woQ99iHXr1vHLX/6ShQsXFvBdiOlin/8AyUySeYeDoR5fgs07grR1xgeVki8Vp8lBpbWc7T27Sj0UIYSYFkretV7TNNauXcvatWsHPVdXV8fu3cP/9vv8888P+fhVV13FVVddla8hihlkR89uHEY7ZWYvT77YzeYdR8vFz64289FLK7GYS7+7bJ6rnnd6dpHRM6hKyX+nEUKIKU1+igpxjB09u6l3zuHZ1/rYvCPEmau8fOyySs45zUN3X4IH/9pJPFH6ZNB5rnoiqSiHgs2lHooQQkx5JZ8ZEmKy6I310R7ppDa1ktd3hDh9pZPlxzmJRuLMrjZz3ulenn+jj+de7+Wy8ypKOtZqeyUm1cSu3n3Mc9WP/gIhxKSVCfWgx4JFv65icaI6yot+3clIgiEhDtvZswcyKju2mqip0Fg0d2BtqjKPkZXLHGzcFmTlUieza8wlGiloikado5ZdvXu4ZN7kaRkihBibTKiH8B+/Canhm5MXjMGE/WO3jzkg+tKXPs+WLW8N+dxHP3oNX/nK1wc9/qMffZ+2ttYhW3VMBhIMCXHY7r59WH3L6AumOfMc95DtLhbOtdJwKMrfX+3h0x+pLWmX5TnO2bza+iaJdGLSlgEQQoxMjwUhlcB40gdQncWbpckEe0hueSJ7/XHMDp1//kVDBj3DFTj+yle+QSYzuCjiZCHBkBBku9Tv7t1PpPUM5s6y4HEN3bxQVRROOt7J82/0caA5xoI5pWs1UO+qI93yOvt8Bzi+/LiSjUMIMXGqsxzVPfHiwMViNpspL889XcDhcBRwNBMnwZAQQHukE3+PmUTEwKKTRw5wqsqNlLkNrH87UNJgyGv24DDa2dW3V4IhIcSk8aUvfZ7Zs+toaNhPU1MjX/3qWjZt2jCpl8lkN5kQZJfI0p31uJ0aFd6hZ4X6KYrCcQttHGyJ0dFTgnX+Y8YxxzmbXT17SzYGIYQYypNPPs5HP3oN99xzH2ee+d5SD2dUMjMkBPBO+wHSvloWnWDLKQ+ovtbC25YQW3YEufjs0u3GqHfO5uneFwgmQjhNk3saWggxffz970/x4ovPDXhs+fITufPOnwOwePES3v/+S0oxtHGRYEjMeBk9w64DQdBrqZ9lyek1qqowt87Czv0RLnhPGQatNInUc5yzgezM1qnVJ5VkDEKImeess87hppvWDHjMbD66w7aubmqV/JBgSMx4LaF2oj1ePB4Fizn3leP5dVZ27ouw/1CU4+bbCjjC4dmNdsrMHvb6GiQYEkIUjc1mp65u+B6OxwZGU4HkDIkZ753OvWT85cyttY/pdW6ngTK3gXf2hEY/uIBmOWrZ27e/pGMQQoipTIIhMeNt2tcOusac2tyWyI41t87CvkPRkrbomO2opSPSRTBR2qBMCCGmKlkmEzNaRs/Q3JzGYkvjtI/96zCnxsLmd0I0HIqybNHYZpbypc4xC4C9vgZWVZ1YkjEIISYmE+yZ1teb7CQYEjNaW6iDuM9Nfe34OtHbbRpet4E9ByMlC4YcJjses5t9EgwJMeUoFicYTCS3PFH8ixtM2euP0Wi1goZ6/lvf+v6Yr1NMEgyJGW1L8wFIWqmvGvsPhH51NWZ2N0RIpfWS7SqbZa9hT19DSa4thBg/1VGO/WO3S6PWEpNgSMxoWw90Ak5qKsaeL9Rvdo2ZbbvDHGotXXuOmrSNHeHd7PyXb2HLaFgXL8Fz/oWYaqZOeX8hZirVUT6u/mAifySBWsxoTa0JrI4URuP4vwoepwGHTWNfYzSPI8uNnkrie+E5TE++CEBbnQPN4yGw7nUOfvdW/K++XPQxCSHEVCMzQ2LG6o32EfO5mDNrfPlC/RRFoabSxIGm4gZDejJJ1yN/JtHcTNXylTjVDjqPr+UM9+noqRS+F56j47f3kw6HKbv40qKOTQghphIJhsSMtfFQA6RM1FdNPPG5ptLEvsYovkBy2I73+aSn03Q9/CcS7W24zzkPU1UVNcEEBxIdACgGA54L349iMtP95z9imTsP29JlBR+XEEJMRbJMJmas7Y3tgE5txcSrR1dXmFAUaGiKTXxgo9B1nb5nnybR0oz77HMwVVUBUGP00JrsJZFJAdkZK/fZ52Cun0vbvb8gHQ4XfGxCCDEVSTAkZqxD7WFM1onlC/UzGVUqvMaiLJWFt75NZOtWHKeuxlRZdeTxGoOXDDpNya4jjymqStmll5OJx+h54rGCj00IIaYiCYbEjBRLxQj2mfG48/cVqKk00dgaI53W83bOd0v19uB74TksCxdinb9gwHNezYFJMXAw0Tngcc3hwHn6Gfiee4ZEe3vBxiaEEFOVBENiRtrTfQg96qC6LH9b4WsqTSSSOu3dibyd81h6JkPPX59As1qxr1w16HlVUag2eI7kDR3LecpqNIeT7sceKcjYhBBiKpMEajEjbWlsBhTmVDryds4ytxGDQeFQa4zZ1fnv2BzatIFkRzvuCy5ENQ791a0xeNgWO0RG11GVowUgFYMB56mr8b34PMmPfAxjudQ0EWKy6I31EUoWP6fPYbRTZvEW/bqTkQRDYkba29KHorlwOfP3FVBVhcoyI42tMc482Z238wKkfH34X30F6+LFmMorhj2u2uhlQ3QfnSkfNcaBP+Rsy1fgf/1VfM/+ncqPX5PX8Qkhxqc31sdt6+4gmUkW/dpG1ch3z/jGuAKiv//9bzz88EM0NOwDYO7c+XzgAx/kqqs+kvM5XnvtFWbNms38dy35l4IEQ2LG0XWdru40dkcGRclv+4yqchPv7A2TTutoeWzN4Xv+WVSzGdvylSMeV21wo6BwMNE5KBhSTSYcK0/C9/KLlH/wQ6iW8VfdFkLkRygZJplJcvHc8ymzeIp23d6Yj6cbnyeUDI85GHriiUf593//GWvWfJ2TTloF6GzYsJ677vo3+vp6+cxnbhz1HO3tbfzzP9/MXXf9UoIhIUqhO9pLImSnujr/9YCqK0y8vTNEW1ecupr8BBvRfXuJ7d+P671nDbs81s+oGKjQnBxMdHCG/bhBz9tXnkxw/ZsEN23A/d6z8zI+IcTElVk8VNkqSz2MnDzyyJ/5wAc+yJVXfujIY/X18+jq6uSPf/xDTsGQrhduo8l4SAK1mHF2dh2AhJXa8vx3mfe6DBgNCo2t+ak3pKeS+J57FmNNLabZdTm9ptro4cC7dpT1M7hcmOvnEnjt1byMTwgx86iqwrZtWwkEAgMev/baG7j33t8A0NnZwW23fYcrrng/5557Oh/+8OXce+/PyWQytLW18tGPXgnAmjX/yH333Vv09/BuEgyJGeedpjYAKj35Xybqzxtqbovn5XzBjRtIh4I4Tl6V85JetcFDbzpIOD10QGY7YTnRPbtJdA0dMAkhxEiuvfYG9u7dzYc+dClr136FBx74LTt2bMfhcFBfPxeA/+//u5m+vl7+3//7T37/+4f55Cc/xQMP/IbXXnuZqqpqfv3r3wHwox/9lGuu+VQp3w4gwZCYgQ62B1DUDA7HxHqSDaeizERLR5xMZmLTwKlgkMC6N7AuWoLB5cr5ddUGDwCHjim+eCzrosUoJjPBdW9MaHxCiJnpvPMu4N57f8N5553Pzp07uPfeu/n85z/NJz/5EbZu3UI8HuPiiy/jn//52yxefByzZ9dx9dWfoKKikv3796FpGh5PNk/J6XRhs028C8BESc6QmFES6SS9fWB3DNx6nk9VZUa27tLp7E1SU2Ea93n8L7+IomnYTjhhTK9zqlasionGRBfLLHMGPa+aTFgXLiK4cT3lV3xw3OMTQsxcy5adwHe+8y/ouk5Dw37eeONV/vSnB/nGN77CQw89wkc+8jFefPE5/vjH39Pc3MS+fXvp7u4inU6XeuhDkpkhMaM0h1rIhJ2UuQvXTLXMY0RVoblt/HlD8dYWojvewb5iBappbAGVoihUGTwcSgw9MwRgXbyYREsLiQ6pSC2EyF1nZwd33vlTug4vsyuKwsKFi7juuk/zH//xCyKRMOvWvc5NN/0Dv/vdfdjtDi6++HJ+/vNfU1VVXeLRD09mhsSMsq+3CT1mp9pbuGlZTVMo9xhpao9z6oqxv17PZPA//yya14tl3sJxjaHa4Obt2MFBxRf7mecvQDEYCb21ibJLLx/XNYQQM4/JZObRR/+Pqqpqrr32hgHP2e3ZTSltba3s3r2Txx57mrKybIHXQMBPb2/PkWPzXdZkoiQYEjPKrpYOoIwy9/iXr3JRUWbkUEsMXdfH/KWP7HiHRFsb7vddgKKO7wdGtdFDPJqkK+Wn2ugZ9LxqNGKZP5/gpo0SDAkxCfTGfFPieh6Ph2uvvYFf/eoeQqEQ559/ITabnYMHD/Db3/4Xq1adyhlnvIf77/8VTz/9FO973wV0dHRw7713k0qlSCSy7Yqs1mwrpIaGfSxZshSPJ/e8yEKQYEjMKIc6A4A3r5Wnh1JZZmLnvgj+YAqPK/clOT0Rx//yi5jm1GOqqhr9BcNdX8tWwG5Mdg4ZDAFYFy+h98knSPn6MHikJL8QpeAw2jGqRp5ufL7o1zaqRhzGsZcYufHGm6irm8Pjj/+FRx75E7FYjOrqGs4//yKuv/6zWK1Wvvzlm3nood/z61//gsrKSi644P1UVVWzY8d2ANxuD5dffiX33HMXzc1NfOMb/5zvtzcmEgyJGSOaiuH3g9WqY8hjdeihVHizAVBLR3xMwZD/9dfIxOI4Vp48oeubVANlmpNDiS5Osy0Z8hjzvPmgKIS3b8d9lhRgFKIUyixevnvGN6Zcb7JLL/0Al176gWGf//jHr+XjH792xHN885vf5Zvf/O64rp9vEgyJGaMp2IwedeAu8KwQgNmk4nJotHQkOGFxbq9JdncT2rQR2wnL0ewTz2mqMrhpHCGJWrPZMNXUEt62VYIhIUqozOKVhqklJrvJxIzRGGhGj7godxenJ1e510hze247ynRdp+/Zp9HsDmzHLc3L9asNHjpSPmIjNIA0z5tPZMd29Em63VUIIYpBgiExY+zrakFPmca0bDURFV4jXb1JEsnMqMdGtm8l0dSE45RTULT8FIOsMrjR0WlJ9gx7jGXBAjLRKLGGhrxcUwghpiIJhsSMcaCzDwBPEZbJACq8JnQd2roSIx6XDofxvfgC5nnzMVXX5O36Xs2BEY2mYSpRA5iqa1CtVsLvbM3bdYUQYqqRYEjMCKFEGL8fFEXHYS9MG453czs1jAaFlvbh+5Tpuk7f3/8GZDvK55OqKFQYXDQluoc9RlFVzHPqiezcmddrCyHEVCLBkJgRGoPNZCJOnA4NdZy1e8ZKUbLFF1s7hg+GojveIbZvL85TTkWzmPM+hkqDe8SZIQDznHpiBxrIxMZfMVsIIaYyCYbEjNAUbIaYE6+zOPlC/cq9Rlo74+j64KatKZ+PvueewTx3Hua6wT3E8qHK4KYvHSY0TAd7AHP9XMhkiO7bU5AxCCHEZCfBkJgRDgVb0GOOghdbfLdyr5FILIM/NHC3lp5O0/P4oyhGI45TTi3Y9asM2eKLI80OGcrKUB0OIrt2FWwcQggxmUmdITEjHOxtJ5Osw+UocjDkyc5EtXbEByRu+154lmRnB57zL0Q1Fm62yqlasShGmpLdQ3awh+xyXjZvaEfBxiGEGF6yp4d0KFj062oOJ8by8qJfdzKSYEhMe+FkhF5fCqDowZDFrOKwabR2xjl+UbbsfejtLYQ3b8Zx6uqC/yBSFCWbNzRCEjWAZU49fc88TToaRTvcM0gIUXjJnh4Ofueb6ImRd50WgmIyMe9fbh/Xz6G///1vPPzwQzQ07ANg7tz5fOADH+Sqqz6S72EWhQRDYtprCragRx0AOIu0k+xY5d6jSdTR/fvxPft3LIsWY124qCjXrzK42RVvHrFprKmuDnSdWMN+7CcsL8q4hBCQDgXREwnKLvsAhiLO0qR6euh98gnSoeCYg6EnnniUf//3n7Fmzdc56aRVgM6GDeu5665/o6+vl8985sbCDLqAJBgS015TsAUl7sRp19AK3JNsKOUeI2/vDBI51ETv43/BVDsLx8mnFO36lQY3m6L78aXDeA2OIY8xeMtQbTaie3dLMCRECRjKy/NaZ6yQHnnkz3zgAx/kyis/dOSx+vp5dHV18sc//mFKBkOSQC2mvaZgC1rci8tR/FkhgHKvgXQG9j7ydwweL64zzkQp0vZ+OJpEfWiEJGpFUTDNmk10z95iDUsIMUWpqsK2bVsJBAIDHr/22hu4997fAHD11Vdw3333Dnj+S1/6PD/60fcBeOutjZx11qm88cZrfOpTH+Pss0/nuus+xmuvvVKU9/BuEgyJaa8p2EImasNZ5HyhfvZwN4qeoc9Rh/vsc1EMxR2HTTXjUC0jtuUAMM+uI3ZgP3oqVaSRCSGmomuvvYG9e3fzoQ9dytq1X+GBB37Ljh3bcTgc1NfPHdO57rnnP/jqV9fy29/+L7Nnz+a2275NJBIp0MiHJ8GQmNZiqRid4V7iUQ13CYKh6L59hF5/CacaI1C1BNVYmoCsQhs9idpUV4eeTBI71FikUQkhpqLzzruAe+/9Deeddz47d+7g3nvv5vOf/zSf/ORH2Lp1y5jOdeONX+SUU1azcOEiPve5mwiHw0eSsotJcobEtNYcaiMTswNKcZfJ0mlCW7YQ3bsb06w6yk1W2v3Fz1fqV2lwsS3WOHISdVU1isFIdO8erAsWFnmEQoipZNmyE/jOd/4FXddpaNjPG2+8yp/+9CDf+MZXeOihR3I+z7x584783eHI5jQmk8l8D3dUJZ8ZymQy3HXXXZx99tmsXLmSz372szQ2Dv+baV9fH1//+tdZvXo1q1ev5jvf+c6gKbXHH3+cyy+/nJUrV3LZZZfx8MMPF/ptiEmqKdiCEju8k6xIM0OZaBTfSy8Q3b8H6+LjsB13HOUOhd4wJEq0AlVlcBHTE/Skh69lomgaxtpaYvv3F3FkQoippLOzgzvv/CldXZ1ANt9w4cJFXHfdp/mP//gFkUiYLVveGvK16fTgH4BGo2nQY0NV7C+0kgdD99xzDw8++CA//OEPeeihh1AUhRtvvJHEMDUX1qxZQ1NTE7/97W+56667eO211/jBD35w5Pk33niDW265hU996lM88cQTXHvttXz729/mhRdeKNZbEpNIU7AFS7oSs0nBbCr8xz3Z3UXf3/9GyufDsfJkzHV1AHizJYbo8Bd8CEOqOJxE3ZwcZamsppZoCaaohRBTg8lk5tFH/4+///2pQc/Z7dkfdGVl5RgMRkKh0JHnMpkMra0tRRvnWJU0GEokEtx///18+ctf5txzz2Xp0qXceeeddHR08Mwzzww6fvPmzaxfv57bb7+dE044gTPPPJPbbruNRx99lI6ODgCef/55jjvuOD7xiU8wZ84crr32WpYuXcqrr75a7LcnJoGmYAtawoXTXvhZodiBBnzPP4diMuE8dTUGj/fIcy4rGFRoL1EwZFVNOFUrzYlRkqhnzSLt85Hs7S3SyIQQU4nH4+Haa2/gV7+6h3vv/Tl79+6mpaWZ1157hVtvXcuqVaeycuXJnHjiSp577u9s2fIWhw41cscdtw8IjiabkuYM7dq1i3A4zBlnnHHkMZfLxfHHH8+GDRu4/PLLBxy/ceNGKisrWbjwaD7DaaedhqIobNq0icsuuwyPx8O+fftYt24dp59+OuvXr2f//v185jOfKdr7EpNDKpOiI9KJIboCTyGLLeo64e1bibzzDqbaWqzHLUVRBv6eoSjZ2aF2X+GGMZpKg2v0maHaWgBiB/ZjLCsrxrCEEGSLIE6V6914403U1c3h8cf/wiOP/IlYLEZ1dQ3nn38R11//WQA+//l/IhgM8I1vrMFisXLFFVdxwQXvL8kSWC5KGgy1t7cDUHv4B3C/qqoq2traBh3f0dEx6FiTyYTH4zly/PXXX8+2bdu44YYb0DSNdDrNjTfeyJVXXjnh8RoMJV9VLBhNUwf8OR20BbpI6xmSIY25VRpjfWv9AY2iqGhqZshj9AwENm0kum8v1kWLsdTXD5ugXObQae0DVS3NPa40utkSOYCiKqjDjFFzu9HcbhIHGjCcfvrQx0zDz8pEyT0ZTO7JUZnM0e9b/1dPUUDXs/3BFJOJ3iefKPq4FJMJzeEc12svvfQDXHrpB4Z9vqKigttv/7dhn1+16lRefXVjdhyH78msWbOOPDZWmqZM6N/okgZD0WgUyAY0xzKbzfj9g9cTotHooGP7j4/Hs+0O2tra8Pl8fPe732XVqlWsW7eOO++8kwULFvDhD3943GNVVQVvf+LHNOZyTZ++VG/7eiBlJJ6A8nILVpt5XOexWIdppKrr9Ly+juj+fbhPXIGtbvaI56nyZNjdlkZXjdgtxd9ZNkep4M3wHmLmONVmz7DH2efUkWg8MOrnfTp9VvJF7slgck8gFtPo7lbRNGVQkGiormTR7f9KKlj8JSSD04GxvKLo1x3OeALnTEZBVVXcbhsWi2Xc1y5pMNQ/8EQiMeBNxONxrEM0i7RYLEMmVsfjcWw2G5BNsL7iiiu49tprAVi2bBl+v5+f/OQnXHXVVeP+rTyT0QkEil8Iqlg0TcXlshIIREmnh54FmWp2tR/Anq4mCliMOtFIfEyvVxQVi9VILJpE1wffk9DWbYR27sK+bBlaZTXx+MhbxZzm7PTwgbYEC6qLHwy5MtnvyK6+Fmz24X9oaFU1+F55md4u/5AFIqfjZ2Wi5J4MJvfkqEQiTiaTIZ3WSaczaJpKOp2hf8VIcZdhdJdmWTqVKv3/N4rCoHuSq3RaJ5PJ4PdHiEbTg553uaw5BVklDYb6l7w6Ozupr68/8nhnZydLly4ddHxNTQ3PPvvsgMcSiQQ+n4/q6mp6e3s5cOAAK1asGHDMSSedxC9+8Qt8Ph9lE8iDmAwfmkJLpzPT5n0eCjRjTWcbENqsGmP9edy/NKbrmUGvjTc2Etq+DcuCBRhrZpHJjP4NthrBbIA2n868yuKvm5sw4FJtHIp3sdIyf9jjDNU16Mkk4UNNWEaoJjudPiv5IvdkMLkn2X+w+/X/Yz9JU2dKIh/3JJ3WJ/Q5K+li7tKlS3E4HLz55ptHHgsEAuzYsYNTTz110PGrV6+mvb19QB2i/teuWrUKj8eD1Wpl9+7dA163Z88eXC7XhAIhMbXouk5LqA0t4cZqUTHmMd8rHQgQ2PAmpuoazPXzcn7dkSTqEu0oA6jIIYnaWFUNqkrswIEijUoIIUqrpDNDJpOJ6667jjvuuIOysjJmz57Nz372M2pqarjoootIp9P09vbidDqxWCysXLmSVatWcfPNN/P973+fSCTC9773Pa666iqqq6sBuOGGG/jFL35BZWUlp5xyCps2beKXv/wlX/ziF0v5VkWR9cZ8RFMx7FEbznzuJEunCbzxOprJhHXJ0mGTpYfjtcPBruxvQGN8aV5UGlxsiR4go+vDJlGrRiPGigpiBxvg3POKO0AhhCiBkrfjWLNmDalUim9/+9vEYjFWr17Nfffdh8lkorm5mQsuuIDbb7+dD3/4wyiKwt13380PfvADbrjhBsxmM5dccgnf/OY3B5zP4/Fw77330tbWRl1dHWvXruUTn/hECd+lKLbmUCsA0XB+e5JFdu8k5e/DcfIpKIaxB1leO+xshWAsW3uo2Co0F3E9SU86QOXhQoxDMVbXyMyQEHk2WbeVT2X5uqclD4Y0TWPt2rWsXbt20HN1dXWDlrzKy8u56667RjzfZz7zGakrNMM1h1qxaBYCwQyzq/MzM5QOhwi/8w7m2XMwuIYPJEZSdniDVruvRMGQwQVAS7JnxGDIVFNL5J3tZOJxVPP4duEJIbI0LfszKJGIYzLJ9ymfEonsxhhNm1g4U/JgSIhCaA62Umaooi+p47DlJxgKbX4L1WDAMm/45OPRWExgM0FHAJbUjn58vh1bifok64JhjzPV1EAmQ7y5CevCRUUcoRDTj6pqWK0OQqE+AGw2C+nBG59mtExGGZBoPhpd10kk4oRCfVitjgnXb5NgSExLzaEWyjPZSuX5yBlK9XSTaG7Guuz4Ibebj4WnxJWoc0qirqgEzUDswAEJhoTIA5cru4EnFOojElHJZGb2Drt3U9Xx3ROr1XHk3k6EBENi2ommovTGfFTjAcCRh2AovG0bmt2Oqbpmwufy2mFve+mSqCs0F9tijei6PmwCuKJpmKqqiDVK3pAQ+aAoCm53OV5vGXa7Cb8/MqaZkOlM0xTcbtuY74mmGfJW0V+CITHttISybV70uB2LOTXhbfWJ7m4S7W3YTjhhzLvHhlJmh0QKfJGj3eyLqdLgIqYn6E2HKDcMX4rfWFVN/KAEQ0Lkk6pqWCwWotH0jK+/1M9gUEt+T6RpjJh2WkNtqIpKPGzIS75QeMdONLsNY2V1HkZ3NAAq1VLZsUnUIzHVVJNobycTH1vlbiGEmGokGBLTTkuojTKLF18gNeElslQgSLylGdPsOXmZFQIwGcBhho4SFV+0qWbsqmX0vKHqGtB14ocOFWlkQghRGhIMiWmnOdRGucVLXyA14eRp/zs7UQwGTDX53fpV6krUlZqL5sTIM0PG8grQNGKHDhZnUEIIUSISDIlpJaNnaAu34zWUE41lJrRMpqfShPbuxTxrFoqWxyrWZIOhrgCUakNJhcFFS7JnxIJliqZhrKwi3niweAMTQogSkGBITCu9sT7i6QSmVHar5USWyWLNTWQSCcyzZudreEd47ZDKQE8o76fOSYXBRUSP40uHRzzOVF1N7ODB4gxKCCFKRIIhMa20hNoAUJMOAJy28W+YjO7fj6msDM1my8vYjuW1g0Lp8oYqtNySqI3V1STaWiWJWggxrUkwJKaVllAbVoOFaFjDaFAwmcaX9JwOhUh0dGCtq8vzCLMMWrYdR6mCIbtqxqqYRt9RVlWdTaJuaS7SyIQQovgkGBLTSnOojQprOf5gCodNG/cOsPihg2AwYK3Jz3b6oXhKmEStKMqRvKGRGCsqQVGJH2os0siEEKL4JBgS00pLqI1ySxl9gRT2CSRPxw4dwlRePq7O9Lny2qE7CKkS9SjKtuUYORhSDAaMlRUSDAkhpjUJhsS0EUvF6Yn2UGEty9YYGmcwlA74Sft8mKoLNysE2UrUGT0bEJVCpeYimIkSSEdGPM5YWUWsUYIhIcT0JcGQmDbawh3oQJm5jEBw/AUX44eawGDAUFae3wG+i9sGqlK6pbL+StStyd4RjzNWVZNoaUZPpYoxLCGEKDoJhsS00RpuQ0HBlHaR0Rn3MlmsqRFjeTlqnmsLvZumZgOiUiVRO1UrZsWYUxK1nkqRaGsr0siEEKK4JBgS00ZrqB2P2U3ocO2e8SyTpUMh0n5/NnG4CLz20vUoUxSFcs05at6QsaoKgJjkDQkhpikJhsS00RJqo9zqxRfMLufYrWMPhhJtraAqGAu8RNbPa4fecLaLfSlUGly0jNKjTDWbMXjLiDdJMCSEmJ4kGBLTgq7rtIbbKbeU4Q8ksVtVNG3s2+oTLS0Y3F4Uw/iLNY5F2eEO9iUrvmhw0ZcOE8mMXFTRWFkpDVuFENOWBENiWggkQoSTkexOsuA4t9UnEyQ6OzBWFGdWCLKFFw1qaYMhyKESdVU18aZDI/YyE0KIqUqCITEttIazyb3llnL6/OMLhuLtHZDJZLu1F4milLb4olu1Y0TLIRiqIhONkuoeeUlNCCGmIgmGxLTQGmrHoBpwm51Hqk+PVbK9Hc1mQ7XmvxfZSEqZRK0qCuUGFy2jbK83VWVrLsWaZKlMCDH9SDAkpoXWUDvlFi+pFERimfElT3e0oXnKCjC6kZXZIRiDSIl6oVYYnDQnRkmitttR7XbiEgwJIaYhCYbEtNDfhsN/eCfZWGeG0qEQ6VAIY1kJgiFH9s+SFV/UXHSnA8QzyWGPURQFY2WVtOUQQkxLEgyJKS+jZ2iLdFBuPRoMjTVnKNHeDoqCwespwAhHZjOB2TD5K1GbqiQYEkJMTxIMiSmvK9pDKpOiwpLdSaaqYLWM7aOdbG9Hc7lQDMYCjXJ4ipKdHSpV3pBXc6Ch5pREnerrIxUqUTM1IYQoEAmGxJTXFmoHODIzZLdqKMoYagxlMiQ62zF4vAUa4ei8h3eUlWLnuqaolBkcOW2vh8O924QQYhqRYEhMeS3hdqwGC3ajDX9g7Nvq08EAeiKB0Vu6YKjMDvEk+EduIF8wFZpr1LYcBo8XxWiUthxCiGlHgiEx5bWF2qmwZBOffePYVp/o7ARVQXO5CzG8nHgPV6IuZd5QZ8pHUh++L4iiqhgrq4hJJWohxDQjwZCY8lrC7ZRbDwdD45gZSnZ2ojndKAXuUj8SsxEcFmjzleb6FZqLDDrtyZEHYKysJNZ4sChjEkKIYpFgSExpyXSS7kg35ZYyYvE0iaQ+thpDuk6yqxODp3SzQv289tIFQ+UGJwoKzaM0bTVWVRNvayOTSBRpZEIIUXgSDIkprSPSRQY9260+MPYaQ+lggEwshtFdunyhfmV26ApAKl38axsUDa/mGHV7vbGqCjIZIpJELYSYRiQYElNaazi7k6zMUoY/mI0ixrJMluzsBkVBc5d+ZqjMARkduku0c73C4Bx9ZqiiEhSF8IEDRRqVEEIUngRDYkprDbXjMjkxayb8oRQGTcFsyn1bfbKnC83hQDEYCjjK3HhsoCqlzRtqT/aR1jPDHqMajRjLywk1SDAkhJg+JBgSU1pruJ0yS3aJyx/MJk+PpcZQsrurpLvIjqWp2YCoVDvKKg1uUmToSPlGPM5YWUVYgiEhxDQiwZCY0vobtALZGkPW3D/SejxOOhjEMAmWyPqVOUqbRA2MWnzRVF1N+GAjemb4GSQhhJhKJBgSU1Y0FaMv7qPCerTG0Jjyhbqz+TGGSTIzBNlgyB8pTQd7k2LAo9lHD4aqqsnEYiS7uoo0MiGEKCwJhsSU1R7uAKDcUoau6wRCqTFtq0/2dKOYzSgWS6GGOGblk6CDfXNitGCoCoBYo1SiFkJMDxIMiSmrNdyOgoLX4iEWz2RrDI1pZqgLg8s1tj5mBWYzgcVYwiRqg4u2VC+ZEZKoNbsdg8slbTmEENOGBENiymoLdeA1uzGoBvzBbI2hnIOhTIZkb++kWiKDwx3sS1h8sdLgIqGn6E4FRjzOWltDVGaGhBDTxLiCodbW1nyPQ4gxawm1HbOT7HCNoRyXydLBAKRSaC5XwcY3XmUOaPdlaw4VW4WWvR+j5Q1ZamqIy8yQEGKaGFcwdMEFF/CZz3yGxx9/nHi8BJmeQgBt4Y4jPcnGWmMo2dOTLbbomJzBUDINvaHiX9usGnGptlE72Ftqa0j5/aT8JUpuEkKIPBpXMHTHHXdgMBi45ZZbeO9738t3v/tdtmzZkuehCTG8YCJEMBmi/HC3+rHWGEr19KDZ7CiG0jVnHU6ZHRSgta80189Woh4tGKoFIN4ks0NCiKlvXMHQ5Zdfzq9//WtefPFFvvCFL/DWW2/xiU98gksuuYRf/epXdHR05HucQgzQ1r+TzDq+GkPJnm40l7MgY5sogwaeEuYNVWguWpI9ZPTh1+lMZV5Ui4X4oUNFHJkQQhTGhBKoKysrufHGG3niiSd45JFHqKqq4s477+T888/npptuYtOmTfkapxADtIU70BQNtzm7zOULprDluq0+lSIV8KM5J98SWb8ye+lmhioNLuJ6kp708EnUiqJgrKqSHWVCiGlhwrvJNm7cyHe+8x0+/elPs3HjRt773vdy6623kkqluO666/jNb36Tj3EKMUC2DYcHTdGO1BjKtVt9sq8PMvqkTJ7uV+4EX4mKL1YYsjvscim+GG88WIQRCSFEYY2rO2VjYyOPPvoojz32GC0tLcyePZvrr7+ej3zkI9TU1ABw7bXX8o1vfINf/OIXfOYzn8nroIVoDbXjPbyTLJ4YW42hVG8PqCqaw1HIIU5If/HFNh8srC7uta2qCadqpTnRw0nWBcMeZ6quJrhxA+lIBM1mK+IIhRAiv8YVDF188cWYzWYuvPBC/uVf/oUzzzxzyOMWLFjAwYMHJzI+IQbRdZ22cAcnVS4HwDfGbfWpvr5sp3pl8pbZspnAaipNMATZ4ovNye4RjzFVZwcWb27CtuS4YgxLCCEKYlzB0He+8x2uvPJKnM6RE1C/+MUv8sUvfnFcAxNiOP5EgGgqeqQnWWCMBReTvT1ojsmZPN1PUaDcDi2l2lGmudgWa0TX9WF36BnLykEzED/UKMGQEGJKG9evxk8//TSdnZ1DPrdr1y6uuOKKCQ1KiJG0hbI7yY4WXEyhaeRWYyiVIh0MTtqdZMcqd0KHH1Lp4l+70uAipifoSQeHPUbRNExVlcSlErUQYorLeWZo48aN6Ie32q5fv54NGzbQ29s76LgXXniBpqam/I1QiHdpDbdjUA24TdkEaH8whcOaW42hpK8PdH3SzwxBNm8onYHOAMzyFvfalYajlagrDMMnmhurqolJErUQYorLORj685//zF/+8hcURUFRFH7wgx8MOqY/WPrABz6QvxEK8S5t4Q7KLd4jwY8/lPu2+lRfH6jKpE6e7uexgaZmt9gXOxiyqmYcqoWWZA8rrfOHPc5YXU1469tk4nFUs7mIIxRCiPzJORj61re+xYc//GF0XeeGG27gu9/9LosWLRpwjKqquFwuFi9enPMAMpkMd999N3/6058IBAKccsopfO9732Pu3LlDHt/X18cPf/hDXn75ZQAuueQSvvnNb2I7ZjfL1q1b+clPfsK2bdvwer185CMf4Utf+hKqOnkTZkXuWo/pSQbZmSGXI7ePcqq3F80+uZOn+6lqtjVHSx+cWoLrV2gumhKjJFFX1YCuE29uwrpw0YjHCiHEZJVzMOR0OjnttNMA+O///m9OOOEE7Hb7hAdwzz338OCDD3L77bdTXV3Nz372syOFHE0m06Dj16xZQzwe57e//S2BQIBvfetb/OAHP+AnP/kJAAcOHOD666/n0ksv5Yc//CG7du3i1ltvxWq1cuONN054vKK0MnqGtnAnp9WsOvKYP5iitjK3WYlkby/aKIn/k0mFAw50ga5nk6qLem2Di3dih0ZOoq6oAFUjfqhRgiEhxJSVczD0l7/8hXPPPRev10tra+uoneuvuuqqUc+ZSCS4//77Wbt2Leeeey4Ad955J2effTbPPPMMl19++YDjN2/ezPr163nyySdZuHAhALfddhuf+9zn+NrXvkZ1dTX33nsvixYt4sc//jGKojB//nz27t3LW2+9letbFZNYX8xHIpOg/PDMUCyeIZ7QsdlymOlJp0kH/Ue2hE8F5U7Y2Qp94ewsUTFVGtxE9QR96RBlhqEDSMVgwFhZIXlDQogpLedg6JZbbuGPf/wjXq+XW265ZcRjFUXJKRjatWsX4XCYM84448hjLpeL448/ng0bNgwKhjZu3EhlZeWRQAjgtNNOQ1EUNm3axGWXXcYrr7zCjTfeOOA32TVr1uT4LsVk1xpuBzjSrT4Qym6rd+SQM5Ty+7OVp6fQzFC5I9u0taWvFMFQNnG6Kdk9bDAE2UrUMaknJoSYwnIOhp577jkqKyuP/D0f2tuz/7DVHu6A3a+qqoq2trZBx3d0dAw61mQy4fF4aGtrIxQK0d3djdPp5NZbb+Xll1/G5XJx1VVX8Q//8A9o2sQ6lBsMkz/PZLw0TR3w52TVEe3ErJlwWxwoikIwkt137rRrjDb0uL8PFAWD04Gq5rDmpBz9M6fjC8Csgseu09oHK+cW9/8bh2rFqVppSfWwSjv6C4iqKcf8qWKurSX8znbUTAp1iKXtmWCqfH+KSe7J0OS+DDYZ7knOwdDs2bOH/Hu/VCpFKBTC4/HkfPFoNAowKDfIbDbj9/uHPH6oPCKz2Uw8HicUCgHwk5/8hOuvv55f//rX7Ny5kx/96EdEo1G+8pWv5Dy2d1NVBa934jlSk53LZS31EEbUvbubKns5Llc2YT6WiKKpUFZmHXVrfSQYwGC3Y7VZxnRNs2lctUnzptqTprkvg81W/ECjJuShNd2L0zn4ntlt2TwtbcFcejMZTP5unEty3zwxHU32708pyD0ZmtyXwUp5T8b1Uz6VSvHLX/6S+vp6rrzySt544w2+8pWvEAwGOe2007jrrrtwu92jnsdiyf6ATSQSR/4OEI/HsVoH3xSLxUIikRj0eDwex2azYTQaAXjPe97Dl770JQCWLVtGb28vP//5z1mzZk1OtWiGksnoBAKRcb12KtA0FZfLSiAQJZ3OlHo4wzrQ04TX4iEYzAbSnV1RbFaNWHTw5+Ldol3dqDY78Xgqt4sp2UAonkiBPpFRT0yZXWdXC7T3xHFZiztDVaY4eTt6AH8giqocnRGy28yEI3EyaR3d7gZNo3PrDlKVs4o6vsliqnx/iknuydDkvgxWyHvicllzmnEaVzD0n//5n/zXf/0Xt956KwA//vGP8Xq9fOlLX+I3v/kN//Zv/8Ztt9026nn6l7w6Ozupr68/8nhnZydLly4ddHxNTQ3PPvvsgMcSiQQ+n4/q6mo8Hg9ms5klS5YMOGbx4sVEIhF6e3spLy8f8/vtl0pN/w9uOp2ZtO8zo2doD3eywD2fdDobnfgCKexWjVG/P5kMyb4+LPVzyWRyi2yOLI3p5PyaQig/PCHZ1K2zbHZxx1GhuYjpSToTPioN/b/gZH+wZNJ69geXomKsrCSyvwHXuZPzs1Msk/n7UypyT4Ym92WwUt6TcS3QPfHEE3zta1/j2muvpaGhgb1793LTTTdx/fXXc/PNN/P888/ndJ6lS5ficDh48803jzwWCATYsWMHp546uLLK6tWraW9vp/GY8v/9r121ahWaprFq1SrefvvtAa/bvXs3LpdrTEt4YvLpivaQ0tOUWwfWGMplJ1k6EoZUCsMUqDz9bmYjuKyl6VPWn0TdnOgZ8ThTdQ2xgw3FGJIQQuTduIKhzs5OVq5cCcDLL7+Mqqqcc845QHb2Jhgcvp/RsUwmE9dddx133HEHzz33HLt27eLmm2+mpqaGiy66iHQ6TVdXF7FYDICVK1eyatUqbr75ZrZu3cq6dev43ve+x1VXXUX14e3SN910E6+88gr/+Z//yaFDh3jqqaf41a9+xQ033DDhBGpRWm3hbE+yckvZkcf8oVRO3epTfT4A1ClQeXooFU5oGjkeKQiLasKl2kbvYF9TQ6KtjUw8XqSRCSFE/owrGKqqqqK5uRmAZ555hmXLllFWlv0HavPmzdTU1OR8rjVr1nD11Vfz7W9/m2uuuQZN07jvvvswmUy0tbVx1lln8eSTTwLZLft33303dXV13HDDDXz1q1/lnHPO4fvf//6R851++unce++9vPDCC1x22WX89Kc/5fOf/zxf/OIXx/NWxSTSFmrHarBgM2TzyRLJDNFYJrdgyNeHYjJN2ZYRlU7wRSAUK/61KwwumkYJhozVtdlK1IekaasQYuoZV87QlVdeye23387jjz/Opk2b+O53vwvAj370I/7whz/wj//4jzmfS9M01q5dy9q1awc9V1dXx+7duwc8Vl5ezl133TXiOc8++2zOPvvsnMcgpoZsT7KyI0nwgVB2W73dlksw5EOzT81ZIcgGQwAtvXBckXOUKw0uNkcbyOgZ1GHamBjLy1EMBmIHDmBdvGTIY4QQYrIa18zQmjVr+OxnP4uiKHz961/nk5/8JADbtm3js5/9LDfddFNeBykEQEuojTKL58h/B4LZXWG5zAylfX1TOhiymMBlgabe4l+7yuAmoafoSgWGPUbRNIySNySEmKLGNTOkKApf+MIX+MIXvjDg8QcffDAvgxLi3VKZFJ3RbpaVHZ118IdSKApYLaPE9MkE6XAYU/3QzX+nigpXafKGKrSjlairjZ5hjzPV1BDdv79IoxJCiPwZdzW5YDDIunXriEQi6Prg7b65tOMQIledkW4yembwTjKrOmp16KQvW8BzKs8MQXaprKEzmzfkGFvdyAkxq0Y8mp2mRBen2oZvxmqqnUVo00ZSwQAGp6t4AxRCiAkaVzD00ksv8dWvfvVIBel3y7U3mRC5ajvck6zsmJ1kgVx3kvn7QFXQ7LaCja8Y+vOGmnthabHzhjT3qEnUptrsoGINDThWnlSEUQkhRH6MKxj6f//v/7FgwQK++c1vUl1djapKjxVRWG3hDuxGO1bD0SkRXyCFLad8IT+azY6iTu3SChZTtt5QU0/xg6Eqg5t1kd2k9DTaMKmGmsuFarMRO7BfgiEhxJQyrmCooaGBe+65Z8jCiEIUQmuonXKLd8Bj/lCaebONo7421deHap8efeWqXNA48gRNYa5rcJMmQ1uyj3mGqiGPURQFU20tsf2SRC2EmFrGNaUza9asI01RhSiG1vDAYCiV1glH0qNvq9d1UoGpva3+WFUuCMbAX+Q2eeUGJyoKTcmuEY8z1cwidrABPSNtBoQQU8e4gqEvfOEL/PznPz9SeFGIQkqkk3RHeyizHs0XCoYOb6sfJRhKR8LoyRTaFK08/W4VTlCAQ0XeVWZQNMoNTpoSo+QNzZpFJhol0d5WpJEJIcTEjWuZ7PHHH6ejo4OLLrqIsrKyAR3nITtd/u6GqkKMV3ukAx2osAzcSQZgt44cz6enyU6yfiYDeO3ZvKEVc4p77UrNzaHRZoZqZ4GiEN23F/Os2UUamRBCTMy4gqGampoxtdwQYiLaQtmeZGXHBkOHZ4ZGS6BO+31gMKBM0TYcQ6l0waFu0HVQRq4qkFdVBjc74k3EMgmcDL23XzWZMFZVEdu3D845r3iDE0KICRhXMHT77bfnexxCDKs13I7b5MKkmY485g+msVlUtNFqDPmz+UJKMaOGAqt2w+426Apmc4iKpcrgBrId7CsZ/sKmWbOJ7ttTrGEJIcSETWhP/P79+/nv//5v7rjjDjo6Oti4caMkVou8aw21D2jDAdllstx7kk2PnWT9yh2gqcXfVebRHBjROJQYeanMPGs2yc5OUsHh23cIIcRkMq6ZoXQ6zfe+9z0efvhhdF1HURQuvfRSfv7zn9PU1MT//M//yDKayJu2cDsL3PMHPJatPj1KMJROkw4GMFVNr8+ipmYLMDZ2w+oFxbuuqihUGtyjBkOm2XUAxPbtw3HyqmIMTQghJmRcM0O/+MUvePzxx/nhD3/Ia6+9dqQdxz//8z+TyWS488478zpIMXNFUzH64n4qrO+qMRQcvfp0OhSCjI7mmF4zQ5BdKmvtg2S6uNetMrg5GO8c8RjN6URzOmWpTAgxZYwrGHr44YdZs2YNH/nIR/B4PEceX7p0KWvWrOG1117L1/jEDNcWziZPlx/ThiOd1glF0thtI398Uz4fwLRbJoNsMJTOQEuRu9hXGz0EMhF6k8MvhyuKgml2HZHdu4s4MiGEGL9xBUPd3d0sW7ZsyOeqq6sJBCRXQORHW6gdBQXvMTlDwXAKXWfUmaFUwIdqNqMYTSMeNxU5LWAzwcGRV6zyrj+J+kC0Y8TjzHPqiR9qJBMbun+hEEJMJuMKhubOnctLL7005HPr169n7ty5ExqUEP1aw+14zG4M6tH0Nn8ouzY0WgJ1yuefNm043k1RsrNDB4ocDNlVC07VOnowVFcHmQzR/fuLNDIhhBi/cSVQ33DDDXz3u98lmUzyvve9D0VRaGxs5M033+T+++/nlltuyfc4xQzVGmqnfIh8IcilxpAfwzHLuNNNzeFgyB8Bt614160yutkfaYcRrmkoK0e12Yju3oX9hOXFG5wQQozDuIKhj370o/T29vLLX/6S3//+9wB87Wtfw2g08rnPfY5rrrkmr4MUM1druJ0TypcOeMwfTGE1qxi0EWoHpVKkwyFMddO3CnKVOztDdLALVhZxMrba4GFDZC9pffj+Y4qiYK6bQ2T3ruINTAghxmlcwRDAjTfeyBVXXMH69esxGAw4nU5Wrlw5IKFaiIkIJkKEkuEBydMAgRxqDKUCAdD1adOGYyhGDSoc2dmhogZDRg9JPU1bspdarWzY48x1c/C99AKZeBx1GlUAF0JMP2MOhp544gkefPBB3n77bVKp7HKFxWJh1apVXHPNNVx44YV5H6SYmVpD7QBUWAf+g+sLprCN1pPMf7gnmW165gz1q/HAzhZIpcEweg3KvKg0uFFRaEx0UWsdIRiqnwvpNNF9e2WpTAgxqeUcDGUyGb7xjW/w5JNPUlVVxWWXXUZFRQUAHR0drF+/ni9/+ct88IMf5F//9V8LNmAxc7SG29EUDbd5YOsHfzDF7JqRZxqSfh+qxYJiGPfk55RQ64FtTdnGrfOrinNNg6JRZXJzKN7FGdbjhj+uvBzN4SCy4x0JhoQQk1rO/1L8/ve/529/+xu33HIL119/Pao68DfzTCbDH/7wB3784x9z9tlnc/nll+d9sGJmybbh8KIqRz9rmYxOMJweveCif/q14RiK0wJ2MzR0Fi8YAqgxezkQGXlHmaIomOvnEtnxTpFGJYQQ45Pz1vr/+7//4+Mf/zif/vSnBwVCAKqqcu211/Kxj32MP/7xj3kdpJiZWsNtlFsG7iQLhtPZGkOj5Ayl/X7UaZwv1E9RsrNDDZ3ZLvbFMttcRnc6QDgdG/E489x5xJsOkQ4GizQyIYQYu5yDoYMHD3LuueeOetzZZ59NQ0PDhAYlhK7rtIU7KH9XTkr/tnrHSDNDyQTpSGTa1hh6t1oPhOLZLvbFMsuc/f+lMTlyaw5LfTazO7JrZ8HHJIQQ45VzMBSNRnG73aMe5/V66e0tco8AMe30xvqIpxODdpL5Q6PXGEr6sxXQZ8IyGWSbtho1aBh51SqvXJoNu2rmYGL0PmWGigrC27cVaWRCCDF2OQdDuq6jaaNvV1FVlUxm+PojQuSiNTz0TjJ/MIXFrGIwDF9jKB3wg6JM+51k/VQ1W4BxbxGDIUVRqDZ4Rw2GACzzFhDe9ja6/FwQQkxS42rHIUShtYU6MGsmHMaBAU22W/0oDVr9flSLFSWH4H26mOWF7mC2GnWx1Bg9NCW6Ryy+CGBZsJB0IED80KEijUwIIcZmTPuOv//97+NwjJyUGgoN381aiFy1hNsot5ShKANngPyB0Qsupv1+NFsR+1NMAjUeUBXY3wGr5hfpmkYvKdK0JnuYY6oc9jjz7NkoZgvhbW9jmTevOIMTQogxyHlmaPXq1djtdnRdH/F/drudU089tZBjFjNA/7b6d/MHUzn1JFMdM2OJrJ9Ry7bn2FfEpbJKgwsNddSlMkXTsMybR+jtLcUZmBBCjFHOM0MPPPBAIcchxBHpTJqOSCdLvAsHPN5fY2jxCDNDeiJBOhrBNAO21b/bbC9sOgDheLb2UKFpikalwc3BRCdnc8KIx1rmL6Dv6adI+XzTunmuEGJqkpwhMel0RLpI65lBydPBcJqMzogFF1OBmdGGYyizPKAA+9qLd81qg4fGHJKorQsXgaIQ2rypCKMSQoixkWBITDqtoTYAyi3lAx4/UmNohJmhtC9weCfZzMoZAjAbs0tle4oYDNUYPfgzEfpSI+cKqlYr5vp6gps2FmlkQgiROwmGxKTTEm7HYbRjMQxc6+kPhmwjBEOpgA/NOrN2kh2rzgstvdmlsmKoMWTzug4kRk9Wsi4+juie3VKNWggx6UgwJCad1lD7oCUyyHart5pVDNoINYb8ftQZuETWb5YXUIq3VGZVTXg1e27B0KLFoOuENr9VhJEJIUTuJBgSk05LqHVQ5Wk4XGNolG31qYB/xrThGIrZCNUu2NVavGvWGLw0JEaPvjS7HfOcegJvvlGEUQkhRO4kGBKTSjQVpS/uH3JmaLRgSE8kyESjM6YNx3DmlEOrDwLR4lyv1uilM+UnnBm5aSuA7fgTiO7ZTbKnpwgjE0KI3EgwJCaV1lB2ueXdydMAvsDI1adT/uxOspm8TAbZpTJNhd1Fmh06kjcUz2GpbMkSFM1AUGaHhBCTiARDYlJpCbWhKipei2fA4+m0TiiSHnFmKOU/3JPMPvN2kh3LqGW32e8sUjDkVK04VEtOfcpUkxnr4iX4X38VXdeLMDohhBidBENiUmkNt+M1ezCoA4OeYDiFrjNiMJQO+NFsVhR1Zu4kO9accugJQWeg8NdSFCXnvCEA2/LlJNvbie3bW+CRCSFEbiQYEpNKS6iN8iHacPhyqTHk96NaZ/YSWb8adzaZekdzca5Xa/TSkuwhkUmOeqy5fi6GsjL6nn+uCCMTQojRSTAkJg1d1w9vqx+cL3SkxpBlpGUy34zeSXYsVYX68uxSWXrkpvJ5UWvwkkHnULJr1GMVRcG+8iRCb20k5fcVfnBCCDEKCYbEpNEX9xFLxygfaidZIIXNqqINU2NITyTIxGIzfifZseZWQCwJB0aPTybMqzmwKEb255BEDWA/YQWKouJ/6cXCDkwIIXIgwZCYNFoOt+EYruDiSEtkR3eSzbwGrcPx2MBrh+1Nhb+WoijUGsvYl8gta1u1WLCtWEHfs8+QiY2+JV8IIQpJgiExabSE2jBrZpzGwQFNXyA1coPWIzvJrIUc4pQzvxIOdkGwCDWHZhvKaEp0k8ikcjreufp0MrEo/pdfLOzAhBBiFBIMiUmjJdRGhbUMRRm8FDZawUXZSTa0OeXZmkPvFCGRepaxjDQZDiVH32IPYHC5sB1/Ar1PP0UmXqRmakIIMQQJhsSk0RxsHTJ5OpnMEIlmRlkm88lOsiEYtWxAtK0ZMgVOpPZqDqyKiX3x3Bujuc44k3QoRN+zfy/gyIQQYmQSDIlJIZFO0BXtGTIYynlbvSRPD2lBFYRi0FDgROr+vKH98bacX2PweHGcdDK9Tz5xJO9LCCGKTYIhMSm0hTvQ0akYpkErDF9wUXaSjcxrh3IHbGks/LVmGb0cSuaeNwTgOuM9KIpC18N/KuDIhBBieBIMiUmhJdSGgkK5deiCi5oKVsvQH1fZSTa6hVXQ1AM9wcJeZ5ahjAwZDuaYNwSgWq24zzmP4OuvEn5newFHJ4QQQ5NgSEwKzaE2vGY3RtU46DlfIJs8PVRiNchOslzUlYHFCJsLPDvUnzc0lqUyANuKEzHXz6Xjv39DOhIp0OiEEGJoEgyJSaEl2DpksUXIFlwcaVt92i87yUajqrCwGna0QKSAG7cURWGWsZx9YwyGFEXB+/5LSIdCdPzufmniKoQoqpIHQ5lMhrvuuouzzz6blStX8tnPfpbGxuF/fe3r6+PrX/86q1evZvXq1XznO98hMsxvkolEgiuuuIJbbrmlUMMXeaDrOi3htiGTpyG7TDZyt3ofqk3yhUazoDL759uHCnudOmMZTcluopnEmF5n8HjwXnwpoU0b8T3zdIFGJ4QQg5U8GLrnnnt48MEH+eEPf8hDDz2EoijceOONJBJD/yBds2YNTU1N/Pa3v+Wuu+7itdde4wc/+MGQx/70pz9lz549hRy+yIO+uI9oKjZkMKTrOr7AyNWn0wG/BEM5MBthXgW83QjJdOGuM9tYjo4+5qUyANuS43CsPp2uPz1EcNPGAoxOCCEGK2kwlEgkuP/++/nyl7/Mueeey9KlS7nzzjvp6OjgmWeeGXT85s2bWb9+PbfffjsnnHACZ555JrfddhuPPvooHR0DeyK98sorPPXUUyxevLhYb0eMU38bjsohgqFILEMypeOwD7OTLB7P7iRzSDCUi8U12X5lhWzR4dJsuFUbe+O5teZ4N/c552Jdchztv/6lJFQLIYqipMHQrl27CIfDnHHGGUcec7lcHH/88WzYsGHQ8Rs3bqSyspKFCxceeey0005DURQ2bdp05LHe3l6++c1v8i//8i94vYN3J4nJpTnYhkUz4zAODmh8gZFrDPXvJNNkJ1lOHJZsN/uNDZAq8OzQnnEGQ4qiUHbp5Zjr59J6939IQCSEKDhDKS/e3p6tVFtbWzvg8aqqKtraBk+xd3R0DDrWZDLh8XgGHP+tb32L973vfZx//vn85je/ydt4DYaSryoWjKapA/4sppZwK5W2iiHvbyCUDYZcDo2hhhYPBEBVMDjsKOrQu83GTTn6p5rvc5fQsjqdv70Nu9oUTqwf+/tS1KN/qsP8PjXHXMGOeBMBPYLXMI5AVTNR9aEP0/WXR2i5605m3/gF3Mf80jTZlPL7M1nJPRma3JfBJsM9KWkwFI1mu0eaTKYBj5vNZvxDVKONRqODju0/Pn64t9GDDz7I/v37+bd/+7e8jlVVFbze6b8U43IVf3t6S7iNBWX1OJ2Drx2JhbCYVdzuoccViQQx2B1YrIM/F/liNpX0a5J3lWaYV5nmzX0ZTl1swqCNL9CzWoa/54vMtfw9sJkmpYt6Z8V4h4rz+k/S8sijtPzyHgzRILM/9MFhSyxMBqX4/kx2ck+GJvdlsFLek5L+lLdYLEA2d6j/7wDxeByrdfBNsVgsQyZWx+NxbDYbDQ0N/OxnP+O+++7DZrPldayZjE4gMH3rn2iaistlJRCIkk4XuInVMaKpGJ3hblZVnUhwiNbqHd0xHDaN6DD7wWPdvahWK/F47hWPc6ZkA6F4IgXTbKf30lk6T78Nb+5OcPK8sQUXipoNhKKxBPoIH5VKg5utvkZO1OZPaKyu91+KbrXT+LsH8DU0MuuGT6MYJleAWqrvz2Qm92Rocl8GK+Q9cbmsOc04lfQnSv+SV2dnJ/X19Uce7+zsZOnSpYOOr6mp4dlnnx3wWCKRwOfzUV1dzZNPPkk4HOYzn/nMkedjsRhvvfUWTz/9NH/961+ZNWvWuMebSk3/D246nSnq+2z0tQBQbi4jnR4ccfT6kthtGsN9P1IBH8aaWWQy+Y9WjiyN6RTk/KXkMGdzh9bt0zl+lo5xDD8J+pfG9Ey2NMZwZhnK2B1rIZlKo05wNsf53rNR3R76nnmaRGcns/7py2iTcAdhsb8/U4Hck6HJfRmslPekpIuWS5cuxeFw8Oabbx55LBAIsGPHDk499dRBx69evZr29vYBdYj6X7tq1Squu+46nn76af7yl78c+d/y5cs5//zz+ctf/kJVVVXh35QYk+ZgK5qi4bV4hnx+pG31mViUTCwuPcnGadlsiCXgrYOFOf8cUwXhTIzWZE9ezmdfvoLKqz9O/FAjTbf/iGRPd17OK4QQJQ2GTCYT1113HXfccQfPPfccu3bt4uabb6ampoaLLrqIdDpNV1cXsVgMgJUrV7Jq1Spuvvlmtm7dyrp16/je977HVVddRXV1NR6Ph7lz5w74n8ViwW63M3fuXAyTbGpdQHMoW3laUwYHPKmUTiiSHjYYSvsDAGgO2Uk2Hg5LtqP9hobCVKWuMXgxKhq74y15O6d5zhwqr7mWdDRC0+0/ItE2vh1rQghxrJKns69Zs4arr76ab3/721xzzTVomsZ9992HyWSira2Ns846iyeffBLIbrm9++67qaur44YbbuCrX/0q55xzDt///vdL+ybEuDUFW4bsVA9Hu9UPV2MoFfCDqqBa85sfNpMsO7xq/Mbe/J9bU1RmGyrYFWvO63mNZeVUfeJaMBho+sntxFvzF2wJIWamkk+VaJrG2rVrWbt27aDn6urq2L1794DHysvLueuuu3I+/wMPPDDhMYrCSGfStIU7WOQZOsG2L5AEhq8xlPb50OyOSb27aLIzG7PLZdsOwYn1UOnK7/nrTeW8Et5JNBPHqprzdl7N4aDy49fQ/ccHaf7ZT5jzz7diqqnJ2/mFEDNLyWeGxMzVHukkraeH70kWSKGpYLUM/TFN+f2oed41OBMtqsoumb2wA/LdH3WOsRIdnb3jaM0xGs1qpeKjH0cxmWi+8w5SgUDeryGEmBkkGBIl0xzM5nsMFwz1BVI47NrQMz+6Tsrvk+TpPFBVWDkXWvpgV55TcJyaFa/mYFc8v0tl/TSbjYoPX00mFqP1P/+dTHJszWGFEAIkGBIl1BxqxWN2Y9aGLt7X508Ov0QWjaInk2h2SZ7Ohxo31JXBS7uyvcvyaY4xmzek53va6TCD203Fhz5M7NAhuv7w+4JcQwgxvUkwJEqmKdhChXXo5GnonxkaOq0t7fcByMxQHq2sh2QKXt09+rFjUW+sIJiJ0prqze+Jj2GqqcV74YX4X36RwOuvFew6QojpSYIhURIZPUNTsIUqa+XQz2d0/MEUzmF2kqX9ftAMKBYpaZ8vVhMsnwPbmqA5P6WBAKg1lmFSDOyINeXvpEOwr1iJ7YTldPzvAyS7ugp6LSHE9CLBkCiJ7mgvsXScKtvQfasC4TSZzEjd6n1odpvsJMuzhVVQ7oBntkMyT13tNUWlzljBjtih/JxwBJ7zL0S1mGm7/9foI1THFkKIY0kwJEqiKZitDVNpHToY8vkPb6sfrsaQr0+WyApAUeDU+RCMwWt5XC6ba6qkOdlDIF3Y/n6q2UzZJZcR27sH/ysvFfRaQojpQ4IhURJNwRacJgc249DLXH2BFIoCdusQwVAmQyoQlMrTBeK0wgl1sLkRmvK0XFZvrEQBdhZ4qQzAPKce+4kr6f7zH0kdzi0TQoiRSDAkSuJQsHnYWSGAPn+2J9mRZqnHSIdCkE7LTrICWlwNFU54emt+dpdZVRM1Bi/vFCEYAnCffS4oCl1/eqgo1xNCTG0SDImi03X9cPL0SMHQ8Nvq+3/bVyUYKhhFgdULsoHQ8+/k55z1pkr2xVtJ6qn8nHAEqtWK66yzCa57g2hDQ8GvJ4SY2iQYEkXXG/MRSUWpHCZ5Go4WXBxK2u9HMZlQTUPXJxL5YTfDyXNhdxvszEP7r3mmKpKk2RsvTnNV+/ITMVZW0fXg/xasxpEQYnqQYEgUXVMwW424ephgSNd1+gLJEZKnpfJ0sdRXwNxyeO4d8IUndi6Pasej2dkeLfyuMgBFVXGf9z5iDfsJb9lclGsKIaYmCYZE0TUFW7AbbdiNQwc0gVCadBpcwxRclDYcxXXSvGxD1ye2QGoC2+0VRWG+qZrtsUbSenG2vVvmzsNcP5fuRx6WrfZCiGFJMCSK7lCwZZTk6WzG7pAFF1Mp0qEQquwkKxqjBqcvhJ4gvDLB7fbzTdVE9QQNifb8DC4HrrPOJtHaQnDDm0W7phBiapFgSBSVruscCjaPmDzd6z+8rX6IBOpUwA+6LjvJisxrhxPrYUsj7G0bf/5NpebCqVrZFm3M4+hGZp41G8uChfQ8/qjMDgkhhiTBkCiqvriPUDJMlW3oNhxwdCfZUNvqUz4fKIoEQyWwsCrbzPVvW3V6Q+MLKrJLZVVsix0kU8SkZucZZ5Jsbyf01qaiXVMIMXVIMCSKqjFwOHnaPnww1OtPDtuTLOXzodmsKNrQz4vCURQ4ZT6YDPDn15Mk0+MLZuabaghlYjQmOvM8wuGZZ83GPHcePU88JjvLhBCDSDAkiupQsBmH0Y5jmORpgF5fCqdjmORpX5/UFyohowbvWQzdQZ3nt48vqKgxeLApZrbFDuZ3cKNwnn4GieYmIu9sL+p1hRCTnwRDoqgOBppGXCJLp0foVq/rh7fVSzBUSh67wumLNbY3w/ZxFJTu31X2drS4S2XmOfUYa2ro/duTRbumEGJqkGBIFE1Gz3Ao0Ez1CMGQP5Qiow+9kywTi6InEtKTbBJYWKOyoAqe3wEd/rG/fpG5lkAmwsFER/4HNwxFUXCeehrRXTuJNR4s2nWFEJOfBEOiaLqiPcTSsRGDoT5/tlWDc4gaQymfD0BmhiaJk+eBywpPvAXRxNheW2Pw4FAtbIkeKMjYhmNdchya20PfM08X9bpCiMlNgiFRNI2B7JrKSMFQry+JpoLNOvijme7zgcGAYrEUaohiDDRV4YxFEEvBU29DZgwrXoqisNBUy9vRA0UrwAjZqtSOk04muGH9keBaCCEkGBJFcyjYjNvswmIYPpjp8SVxOQwoyuBt9Ul/H5rDMeRzojTs5mxBxsZuWLd3bK9dZK4hosfZF28rzOCGYV9xIoqq4XvphaJeVwgxeUkwJIqm0d9EtXX4WSHIBkNOxzDb6nv7JF9oEqp2w/I6eHM/7B9DClCF5sKj2dkSLW5XedViwXbCCfhffJ5MMlnUawshJicJhkRRpDNpmkItIy6RweFgaKieZKkU6VBQgqFJ6rhamO3NLpf1hnJ7TXaprIZtsUaSeqqwA3wXx8mrSAeDUoRRCAFIMCSKpD3SSTKTGrHYYiyeIRLN4BpiZijl92XbcEgwNCkpCpy6ACxGeOwtSOQY2ywxzyKuJ4vWyb6fsbwCc/1cfC88V9TrCiEmJwmGRFEc8DeioFA1wjJZ7+EGra4hCi4m+3zZNhw2CYYmq/6CjMEY/G0r5FJCyK3ZqTF42RjdV/gBvot95UnE9u0l3jSOYklCiGlFgiFRFAcCh6i0lmPUjMMe0+s73K1+iJmhtL8PzWaTNhyTnNMKpy3I5g6t35/ba5aYZ7E33oo/HSns4N7FumgxqsMhidRCCAmGRHEc8DdSba8a8ZgeXxKbVcVoGPyxTPVKG46pYpYXjp8Nr+/NLaF6oakGFYXN0RyjpzxRNA378hUE3nidTCxW1GsLISYXCYZEwUWSUToiXdTYRguGUkMnT2cyJP0+DE5ngUYo8m3ZrGxQ9NTb0BMc+VizamSeqZqNkX1Fb6JqX7ESPREnuP7Nol5XCDG5SDAkCq4xmM3JqLVXj3hcT19yyOTpdCgIqRSaBENThqLA6gVgM8Gjm0avUH2ceRYdKR/Nye7iDPAwg9uNZf4CfC8+X9TrCiEmFwmGRMEd9B/CopnxmN3DHpPJ6PgCySGTp1N9fQCospNsSjFq8J4lEE3CE5shPUKh6TpjBQ7VwpuRPcUb4GH2E1cSP9RI7FBj0a8thJgcJBgSBdfgb6TaVjVi5WhfIEU6Ay7nUDvJ+lAtFlSjqZDDFAVgN8OZi6ClD17YMfwOM1VRWGquY3O0gVimuIUQLQsWojoc+F9+qajXFUJMHhIMiYLSdZ2DgUPUjJI83d2X/QfQPVSNob5eNIcskU1VlS5YNQ+2NcHmg8Mft9Q8m6SeKnpFakVVsZ+wguC618nE40W9thBicpBgSBRUV7SbSCo6ar5Qd18Sk1HBYn7XR1LXSfX1Sb7QFDe/EpbUwku7ht9h5tCs1BsrWRfZXdzBke1XlonFCG7cUPRrCyFKT4IhUVAH/NnKwtWj7STrS+J2Dm7Qmo5E0BMJNKfkC011K+qyLTue3ALtvqGPWWaZQ0uyh+ZEkROpPR7Mc+fhf0WWyoSYiSQYEgXV4D9ImcWLxWAe8biuvsSQydPpvl4AWSabBhQFTlsIbhv8ZSP4woOPqT+cSP1GSWaHVhDbt5dEe1vRry2EKC0JhkRB7fcfZNYoS2SZjE6Pb+ht9cneXhSTCcU0cjAlpgZNzbbsMGjw8AYIvytFR1VUlpnnsDmyn3CmuIUQrYuWoFqt+F95uajXFUKUngRDomAiyQht4Q5q7TUjHhcIpUinwT3ETrJUby8Gp3PEnWhiajEb4azjIJmC/9sAsXdtHjveMocMOuvDe4s6LsVgwLbseAKvv4qeyrHTrBBiWpBgSBRMgz9bt2WWY+RgqH8n2aBt9bpOsq8X1ekqyPgmEyWTwhjpxdZ3CEfnHlxtO3C1bcfVtgN7934sgTa0RCS37qdTgN2cDYgC0eySWTJ99DmramKhuZbXIzvJ6CMUJyrEuFasJB0MEt72dlGvK4QorSF6HwiRH/v9B7EbbbhNIwcz3X1JDAYFm2VgbJ6OhNHjcQyuaZgvpOsYo37MoU7MoR4M8QAKoKOQMZjQVQMoQEZHTSdRD9feSRktxF01RDx1pE32kr6FiXLb4L1L4JVd8Ngm+OAp2eUzgBWWeh72t7Aj1sRy69yijclYWYmxphb/Ky/jOPmUol1XCFFaEgyJgtnvO0CtvXrUJa6uniSeIXaSpXr7k6enz8yQIR7C6m/B4m9HS8XIqEaSFheR8nmkTHbSRgsogydslXQSQzyEKerH1teMrecgcWc1ocpFpMxTd6dduSNbpfq1Pdkq1VesyuYVVRrc1Bi8vBLeUdRgCMC+fAW+554h2deH0est6rWFEKUhy2SiIJKZFI2BJmaNki8E0NmbGDJfKNnbi2oxo5qndvK0kklj9bVQdmAdFQ2vYe1rIWl1Eaheiq9uJeHKBcQdlaRNtiEDIQBdM5K0eQmXz6Nv9olEyuZhjPoob3gdZ8culMzUzXGpcmWrVDd2D2zbcaJlLg2JdpqKvM3etux4FM1A4PVXi3pdIUTpSDAkCqIp2EJKTzPLUTvicem0Tq8vicc1xLb63t4pPSukJaM4O3dTufclXG3bAZ1gxUJ8dScSKZtLyuLM7jcfK1Uj7qzEX7ucqGc2tr4myhvewBjz5/09FEuNB85cDAe7jgZE80zVuFUbL4a2FXUsqtmMdckSAq++jJ4pbs6SEKI0JBgSBbHfdwCjaqDCWjbicX2BJOnMEDvJMhmSvT1Tr/K0rmOM9OJp3kzFvpex9TaRsJfhn7WCUPVxJO1lw87+jJmqEnPX4q85HhSFsoPrsfqa83PuEqj1HA2IHn8LMhmFE63z2BZrpCcVLOpY7CtWkuzqIrqn+PWOhBDFJ8GQKIh9vgPU2KrQlMG1g47V1ZNNDH73zFA6FERPJjG4psjMkJ7G4muh/MAblDduwBANECmbi69uJZGyejJGS8EunTFZCVQvJWEvx932Ds6O3VN211mtJ1uH6FAPPLoJFhhmY1aMvBzaXtRxmOrqMHjLpCK1EDOEBEMi7zJ6hv3+A8x2zBr12K7eBFaLitk08KOY6jmcPD3JgyE1lcDevZ/KfS/jaduOrqgEq5YQmLWcuLMKXR05GMzfQFTC5fOIeOux9R7E3boVirwtPV9qPNldZq198PhGjaWGuWyI7CWUjhZtDIqiYFu+gtBbm0iHhyiVLYSYViQYEnnXEmojmopR5xw5Xwigszc5TPJ0N5rdhmIwFmKIE6bFw7jadlC57yUc3Q2kLG58tcsJVS8haXWPLxcoD2KuakIVC7EEOvC0bAU9PfqLJqEqV7YOUWcA9m+fD2kjL4WLOztkX74cPZ0m8OYbRb2uEKL4JBgSebe3bz8GRRu1OStAV08Cz1DBUHcP2iQstmiM+LL5QA2vYgm2E3XX4pt9IuHyeWRM1lIPD4CkvYxQ5ULMoS48Ldum7AxRhRPOWQq+sEpq1xm86ttPOF28Fh2a3YFl4SL8L72IPkWXHYUQuZFgSOTdHl8DtfZqDOrIZaziiQz+UBr3u3eSpVOk/H1oTncBRzkGuo4p3E1Z43rKG9/EGA0QKZuHb9YKYu5Z6Nrkm71K2ryEKhZgDnbiantnyuYQee1w7lJIJ8yEd5zCM707i3p9+4oTSbQ0Ez94oKjXFUIUlwRDIq8yeoZ9voac8oU6exIAeN0Dg6FkXx9kdDR36XeSGYLdeA+8SdmhTaipBMGKhfhnLSfurIRi5QONU7Yu0Xxs/lacXXtKPZxxc9vgvKUKatrC8xtdtIQiRbu2Zd58NJcL38svFu2aQojik2BI5NWY8oV6EqgquBwDg6FUTw+oKpqjdMGQMebHfXAD9r3rUDJJglWLCdQsO7w1fuo0jU04yol452DvOYit71CphzNuTiucuyyDntH491d76A4Xp8ikoqrYl59I8M11ZGLFS+AWQhRXyYOhTCbDXXfdxdlnn83KlSv57Gc/S2Nj47DH9/X18fWvf53Vq1ezevVqvvOd7xCJRAac77/+67+4+OKLOemkk7j88sv505/+VIy3Ijg2X6h61GM7urOVpzV1YHCR7OpCc7lQ8lWPZwzUVAJX23bKDqzDkAgTq11CsOZ4klbPlAqCjhVz1RBzVuNs34k51FXq4Yyb12Ji8aIeYukU//5qNz1FCohsK1agJ5ME3lxXlOsJIYqv5MHQPffcw4MPPsgPf/hDHnroIRRF4cYbbySRSAx5/Jo1a2hqauK3v/0td911F6+99ho/+MEPjjx/77338qtf/YqvfvWrPPbYY9xwww384Ac/4JFHHinWW5rR9vgaqHXUYMhhCamjO4H33flCuk6yuwuDq8j5QrqO1ddMxf5XsQY6iHrrCcxaTtpRXtxxFEjEO4ek1YOn+W0M8VCphzNuyxxVWObuIZpO8u+v9tAbKfxuOYPTlU2kfvEFSaQWYpoqaTCUSCS4//77+fKXv8y5557L0qVLufPOO+no6OCZZ54ZdPzmzZtZv349t99+OyeccAJnnnkmt912G48++igdHR0APPjgg3z2s5/l0ksvpb6+no997GN88IMf5M9//nOx396McyRfyD76Elk6rdPdl8TrHph8nI5EyMRiGNzFC4bUZBTvoU24294haXXhm7WcmKuabNv4aUJRCFcsIG0w4Wl6CzU99C8bk51RMbDEXgFz3iGV0bnr1R580cIHRPYVK4k3HSJ2QBKphZiOShoM7dq1i3A4zBlnnHHkMZfLxfHHH8+GDRsGHb9x40YqKytZuHDhkcdOO+00FEVh06ZNZDIZ/vVf/5Wrrrpq0Gv9/qnbt2mqaAw0E03FmOOcPeqxPb5sG453V55OdWeXcbQizQxZgh1UNLyBMR4gWLWYcMWCSbk7LB90VSNUuQg1ncTdPHWLMs43VWM2Zaie30w8pXP3672EEoV9L5b589HcbvwvPl/Q6wghSmPkvc8F1t7eDkBt7cCZhKqqKtra2gYd39HRMehYk8mEx+Ohra0NVVU588wzBzzf3NzMX//6Vz7xiU9MeLwGQ8lXFQtG09QBf47HHv8+zJqJ2a5q1FHya7p6s204yj0Gjr1kqqcHzW7DYClwp/qMjqNzN7aegyRsXiLl89BVw4C5oP6UJUUFpmbcMIhutBCuWIijczeurn2Eao4b+0mUo3+qavFnz0wYWGqpY0v0ABctm8MLO9L84o1evnpOBZZCfUc1FefKk/C/8Tq1n/wkmsMx8Ok8fH+mG7knQ5P7MthkuCclDYai0ezuDJPJNOBxs9k85ExONBoddGz/8fF4fNDjXV1dfP7zn6e8vJybbrppQmNVVQWv1z6hc0wFLtf4Cwfu8e1lvncObtfo96nX78flNOB2D7xeb083Jo8Hs7lwH00llcTWuBEt3Eu8ch4pTw3GEZbEjIaSfk3yz1RGIjMXW/cBcJeR9Iy+rDkUs6l092WJaRaNyU7eYTefOPVM/ndDD7/Z6ONrF9RiKFCAZn3Pafhfe5X4W28y+4NXDnnMRL4/05Xck6HJfRmslPekpD/lLZZs88pEInHk7wDxeByrdfBNsVgsQyZWx+NxbDbbgMcaGhr4/Oc/TzKZ5IEHHsA9wRyUTEYnEChefZNi0zQVl8tKIBAlnR77NEgsFWNPzwHOm/MegsHRtyA3tkTwujSikaNBbCaZItHbi+24pcTjhdkppMUjuBs3oqWThKqOI2VxQmLonBNFzQZCyVRqqq4oDSthr0KJBLEe2EJ0oZW02TH6i/op2UAonkhBCfOJjzfP4bXwLjrNrVy+rIK/bA9w70vtfOoUD0pBdv4ZsB63lJbHn8R61vtQ1KO/xU70+zMdyT0ZmtyXwQp5T1wua04zTiUNhvqXvDo7O6mvrz/yeGdnJ0uXLh10fE1NDc8+++yAxxKJBD6fj+rqo1u5N23axE033URlZSUPPPDAoKW18Uqlpv8HN53OjOt97uzeR0bPMMdRRzo98r+QmYxOe3eC5UvsHPu5T3R2gq6jud1kMvn/V9YY8+M9tAld0fDXLB29k/zhsemZkv6bXzDh8nk423bgPrSZnvlnoI9SMbzfkaUxnYL8/5Srcs1FjcHDa8GdXOM9mwsW2Xlmb5hKu8b7l4whuBsD+0kn0/X7/8G/5W0cJ64c9Px4vz/TmdyTocl9GayU96Ski5ZLly7F4XDw5ptvHnksEAiwY8cOTj311EHHr169mvb29gF1iPpfu2rVKgC2bt3K5z73ORYvXszvf//7vAVCYmQ7e/fiNjlxm0bvJ9bjS5JK6ZS/aydZsqsLxWRCtdqGeeX4GSO9lB3cQMZgIpBLIDQD9CdUa8kortap2bJjuaWeqJ5gU3Q/y6rMnDbHwmM7gmxpLUyBRFPtLIzVNfief3b0g4UQU0ZJgyGTycR1113HHXfcwXPPPceuXbu4+eabqamp4aKLLiKdTtPV1UUslm3OuHLlSlatWsXNN9/M1q1bWbduHd/73ve46qqrqK6uJpVK8Y1vfIPy8nL+9V//lUQiQVdXF11dXfT29pbyrU57O3v3MMdZl9PyRFvn4TYcnne14ejsxODJ/xKHMdJL2aFNpEw2glXHTdvdYuORMVkJl8/HGmyfkhWqbaqFxeZZvB09QF86xOlzrCyuMPG7TT6a/cm8X09RFBwnnUxk+zYS7YM3eQghpqaSp7OvWbOGq6++mm9/+9tcc801aJrGfffdh8lkoq2tjbPOOosnn3wSyP4guvvuu6mrq+OGG27gq1/9Kueccw7f//73geysUGNjI01NTVx44YWcddZZR/539dVXl/BdTm99MR+dkS7qnXU5Hd/eFcft1DAeu/MnnSLZ25P3+kLGiI+yQ2+RMjkIVi1Gn+T9xEohYS/LVqju3IMx4iv1cMZskakGq2LmldAOFAUuXGTHa9H41bo+wgXYcm9bdjyq3U7fczI7JMR0oehSUjUn6XSG3t5wqYdRMAaDitdrp68vPOY121db1vHg7kf4/IobsBhG3xL/u/9rw2xWOfPko4FPsrMT3/PP4jj1NAzO/PQkM8SDlB1cT9poJVi1eMyNVRXAZDKQSKSmZc7QAHoGV8dulHSKnvlnkjEM3rXZT1UVzGYD8XiqpDlDx+pM+VkX2c37HCs4zjybQCzNQ28HmFtm5Itnlo1a6mGs/K+9SmjTBhb87E40u31C35/pSu7J0OS+DFbIe1JWZs8pgbrkM0Ni6tvWvZNZjpqcAqF0WqezJ0HZu/OFOjvBaBhUv2W8tGQU76GNZAxmQpWLJn2H+ZJTVEIVC1Eyadwtb0+5goxVBjdzjBW8Ft5JJBPHZdG4+DgHuzsTPLUr/+1HHCedjJ5O43/5pbyfWwhRfBIMiQlJpJPs7tvLfFf96AeT7UeWzkC5d2AwlOhsx+j25iVfSE0n8B7aBCiEqhaha9OsTlCBZAwmwhXzMUV6cXTtL/VwxuwEyxxUFF4OvQPo1HuMnF5v5W+7Q+zoGFyHbCI0ux3bsuPpe+7v6KniNIwVQhSOBENiQvb07SOZSTHfPTen41s64mgqeN3HBCipFMnubgxe78QHpKdxN29BS8UJVi4mow2/3CMGS1rdRD11OHoaMAc7Sz2cMTEpRlZY5nIw2cm+eDa5eXWdhXqvkd9t6st7DzPnqaeR9vmkm70Q04AEQ2JCtvfswm1y4TV7cjq+pSOO121EO6ZKcKK7GzKZiQdDuo6rfRemqI9g5SIyJqnwOh4xVw0JmxdPyza0+NTKk6s1ljHbUMbL4XcIpaMoisJFi+0owG83+cjkMUXSWFGBZcFC+p5+SrrZCzHFSTAkxk3XdbZ172Ceuz7n5a2WjjgV3nfnC3Vk6wvZJtbuxOZrwuZrJlI2N1tZWoyPohAum09GM+Bt3oySmVrLQCda56Gh8XxoGzo6NqPK+5c42N+d4Ond+c0fcp52OonWFkJbtuT1vEKI4pJgSIxba7gdX9yfc75QMJwiGE4PCoYS7e0YPBPLFzJGenG27yLmrCbuqBz3eUSWrmkEKxehJWO4W7dNqYKMRsXAydb5tKZ6eTt6EIA6t5HVdRae2h1if8/glj7jZa6bg6mujq7HH5XZISGmMAmGxLht696JUTUy2zErp+NbDiexlpcdDYb0eJxUXy+GsvEvkampOJ6Wt0mZHUS8udU6EqPLmKyEKuZjDnbi6J5aCdUVBjeLTDW8GdlNe6oPgNPqrVQ7Dfx2Yx/RZP52yzlPO4NYQwP+bdvzdk4hRHFJMCTGbXPnVua55mDIcdt6S0ccu1XFZjl6fKKjHXQdY1n5+AahZ/C0vI2i64QrF2S7q4q8Sdq8RD2zcXTvxxJoL/VwxmSpuQ6v5uCZwBZimQSqonDxYjvhhM5Db/vzdh3L/AWYampoevCPeTunEKK45F8OMS7d0V6aQ60s8szP+TVNrXEqygbu7kq0t6HZ7ajm8fUKc3TtxxjpI1SxQHaOFUjMVUvcVoa7dRvGWP6CiEJTFZVTrItIkubZ4Nvo6LgsGuctsLGxOcaGpvz0L1MUBfd7ziLwzg7CO3fm5ZxCiOKSYEiMy5aubRgUjXk55gvFExk6ehJUlR+TL6TrJNraMHjLxjUGU7gbe08DUc9sUpbRG8SKcVIUwuXzSButeJo2oyZipR5RzqyqiVOsC2lJ9bAuvAeApVVmllSaeOhtP72R/Gy3ty5ahGX2LLoe+T/JHRJiCpJgSIzL5s6t1LvmYMpxNqalPY6uQ1X50ePTgQCZaHRcS2TZPKFtpCwuYq7aMb9ejJGqEapaBOh4Dm1CSU+dHWaVBjcnmOt5O3aA3fEWAM5bYMOoKfz3pr68bLdXFIWq951HZM9uIjvemfD5hBDFJcGQGLO+mI+DgSYWj2WJrC2GxazitB+TL9TaAqqG5vGMbQC6jrt1O+g64Yr5kOe+U2JoGc1EqHIJWiKCrWEjZKZOy475pmrqjZW8FNpOW7IXi0HlosV29vUkeX5ffmopOY9bgnn2bLr/788yOyTEFCPBkBizLV3bURWV+a7cqk4DHGqLU1VmHLB9Pt7agtHrRdHG1jfM3tuIOdxNuGK+5AkVWdpkJVS1CC3Ui+twQDoVKIrCiZa5lGlOngq+RW86SJ3byKpZFh7fEaTZn8zLNTznnEu88SChTRvzMGohRLFIMCTG7K3OrdQ7Z2POoTErQDKZoa0rTuUxS2R6PJ5twVFRMaZrG2IBHF17iTmrSVrdo79A5F3K4iJRswizvxVn5+4pExCpispq2yIsipG/+jcSysQ4Y64Vr03jtxt9JNITfx+W+rmY5y+g++E/Sc8yIaYQCYbEmPREe2nwH+Q476KcX9PUHieTgeqKo8FQorU1u6W+PPd8IUVP42ndStpgIeKRekKllHKUEy2rx97biL2nodTDyZlRMXCG/Th0dB7zv0mCBBcvsdMVTvHYO4G8XMNzznkku7vwvfhCXs4nhCg8CYbEmGzo2IxRNbDAnXu+0MHmGFaListxdDks3taC5nSOaUu9s3MvWiJKuGIBqPLRLbW4s5qIexbOrn3YehtLPZycWRQT77EvJaGneTywHpslzXvn2nixIcKOjonvlDNWVmJfvoKex/5COpTf9h9CiMKQf1FEznRd5832t1jono9JM47+gsMONEepqTAdzRdKp4m3tmKsyL1thincja23kahnNmlpwDppxNyziDprcHXswtrXVOrh5MymWniP/TiimQSPBdazsFpnrtfIA2/5CcYnvt3eddbZ6KkUPY89kofRCiEKTYIhkbNDwWY6I10sLVuc82vCkTRdvUmqK49ZImtvh1QKY2VuwZCaTuBu3U7S4iLmrB7zuEUBKQpRbx0xZzXu9h1YfVMnIHKoVt5jX0o8k+TRwJucPl8lndF5IA/d7TW7A9eZ78H3wvPEm6bOPRFippJgSORsQ/tm7EYbc5yzc37NwZbsskPNMflC8eYmNLstty71uo6rbQdqOkW4XLbRT0qKQsQ7h5izCnfbDmx9h0o9opw5VCvvtS9DAf4WXccpC2BHZ4IX9098u71j1SkYysro+J/foU+hMgRCzEQSDImcpDNpNnRsZolnIeoY+n8daI7icRmw9vcjS6eJtzRjqKjKqUu9JdCGJdhBuGwuGYNso5+0FIWIt56YsxpX+84plUNkVc28x74Mm2pmg7KeedUpHn0nSGPfxLrbK5qG54L3E9u/j8Crr+RptEKIQpBgSORka/cOQskwy8qPy/k1mYzO/sYotVXHLJF1dqAnEhgrq0Z9vZqM4m7fSdxWRsIxzkauongOzxD15xDZu6fOLjOzYuQ9tqXMNpbT4tmMxZrkvg19RBITm9Gx1NdjO2E5XX9+iJR/6vR1E2KmkWBI5OTVlnXU2quptOYelLR1JojGM8yuPlqPKN7YiGa3oTkcI7/4cJVpXVGJlOVe3FGU2OEcouwus71Trg7RSZb5rLDMIVnzDn2xJPdv6p5wNWn3ue8DoPP3D+RjmEKIApBgSIyqM9LNrr69rCg/fkyv23cogtmkUO49vPMslSLW3ISxqmbUJTJ7byPmSC/h8nnommG8QxeloCjEPLOJeOdg7zmIq2076FMjZ0ZRFBaYazjbswjbrEZ2daS5b8eBCSVUazYbnvMvJLRpI8GNG/I4WiFEvkgwJEb1eut6LJqZxd4FY3rdvsYotVVm1MOBT7ylBVIpTFUj7wgzxINSZXoaiLlqCJXPx+pvw9u8GSWTnw7xxeA1OLiodi5llT627LVwx75XaUv2jvt81uOWYl28hI4HfkvK78vfQIUQeSHBkBhRMpPi9bb1LC1bgkHNfYbGF0jS1ZscsEQWazyI5nKh2mzDv1BP42nZStpgJuLJfdeamJwSjgpCVYsxhXspa9yAmppYUnIxGRSN983zUOZK0bRrLv/W9CyP+N4gmI6O+VyKouC56GIA2n9zvzRyFWKSkWBIjGhz51bCyQgrKpaN6XW7GyJoKkeSpzPRKIn2VkzVtSO+ztm5Dy0ROVxlemwNXMXklLS6CVQfh5aIUHZwHVoiP13ii0FR4KxFRuxGA8re09kQPMjtnX/iycDGMQdFms2G9/2XEtm+Fd9zzxZoxEKI8ZBgSAxL13WeaXyRuc45lFm8Y3rtzoYIs6rMGA3Zj1j8wAFAwVQz/BKZKdyNvfcgUfds0qYRZo/ElJM2OwjULEXRdcoPvokx0lfqIeXMZID3LlFIJ004Gs7hBNM8Xg3t4Ecdf+SPvldpSfbkfC7rwoU4Vp1C158eInZo6pQfEGK6k2BIDGtX315aw+2sqj5xTK/zBZK0dyWYM+tw3zFdJ9qwH1NVFYph6DYeaiqBu3Vbtsq0S6pMT0cZo4VAzTLSBgtlhzZi8beVekg5c1rgzEXQ7lPp2buYaz3ncaptETtiTfx712P8W/sjPNfzNv706LNe7nPOw1hRTtsv7iYdmTqzZEJMZxIMiWE92/gSVdYK5jjGlrvTv0Q2qzq7RJbs7CQdCmKqnTX0C3Qdd+s2lIwuVaanOV0zEKxaQsLmxdO6FXvXvimz9b7SBacthD3t8PouIydZFnCt5xwuca7CpBj5Y8fr3Nb6IHd3/ZXng1tpTfYOmRukGAyUX3EVqUCA9vv/S6pTCzEJyJ5lMaTmYCu7+vZy8dzzc6oUfazte8PMqj66RBbduwfNbkdze4Y83t7biDncTbBysVSZnglUlXD5fNJGC87u/RgSYQKzlqMrkz9HrK4MVs2Dtw6CQYOzj1OZZ6pigaUG1QI7fM00xNp5NriFp4KbsKtmFppqmW+qZp6pilpjGZqiYvB4KLvsA/Q88jC9f32c8is+WOq3JsSMJsGQGNLTjc/jNDnHvJ2+oztBV2+Sc07zAJAOh4m3NGNdvGTIoMoY9R/dRm/z5GHkYkpQFGLuWWQMFuw9B9AObsA352QyBvPory2xBVWQzsCmA9lJrXOWZh+3qCaWWupYYppFWs/QluqjJdlDa7KXd2KHSJPBiEatsYx6UwWza8txn7uazscewVxXh+PkU0r7xoSYwSQYEoM0B1t5q3MrF8w5B22Mv61v2x3CYlapPdylPrp3D2jakLvI1HQCd8vbpI1WIt66vIxdTC0Jexlpgwln1z7KD6zDN+dkkhZXqYc1qsU12dXctw5CIg0XLR+4HKYpKnXGcuqM2YrtKT1NdypAR8pPV8rP9ughXg3vhNmgfbyK8v3/y/zUVubVHscc52xmO2Zh0obOrxNC5J8EQ2KQJw48jcfsYln5kjG9Lp3WeWdvmLmzLaiqAskEsf37MNfMQjG8K6g63G5DSyfx1xwPY2j+KqaX7E6z43F07aPs4Jv4Z68g5qwp9bBGtagaDGp2higa17n6vcPnPhkUjRqjlxrj0V2ZiUyK7nSA7oSP1r497G7bwYbgLjLoqChU26uZ75rDXNcc5rvnUmuvHlOTZCFE7iQYEgMc8DWyrXsnF889f8yzQnsORIjGMyyYYwUgum8fejqFuX7OoGPtPQcwh7qyeULGyb80IgorYzARqD4Oe88BPM1vE6wIEa5YOOmT6edVgtkIb+6H3zyf4MpV2Z1nuTCpBmapZcwylnFCfS2+Z59Bt5jRPnQ5XekAHZEu9voaeKNtIzo6Zs3MfFc9izzzWeSZzzz3XIxjKIQqhBiefJPEEbqu88i+pyi3eFniXTjm12/aHqS63IjHZYB0isjuXZiqa1DNA/91MIW6cHTtJeqaJXlC4ihVI1yxkHSgDWf3fozxEP5Zy9En+T/4tR644AR4bY/OA6/AxSfCwjFWh9AsVtznvA/f88+gPvk8yz92DSsqsr0Ak+nk/9/evUdHVd77H3/vuc9kMkkmtwkJJiEhQBDCRRR+CiqWypHaU7U9rS3UpWi72tV21bZKi13F9mipS6tVlLpUWnqWh0oVm1orttTaih7KTSq1CBRIIAm5X2Yy98vevz+GRGKCJkqyJ5nvi5UVsmfP5DtPZvb+zPPs/Wxag+00B1ppDrSw49RfebHuT5gMJiqyypjunsoMdxXFziLpORLiQ0rtrYwYU3ua/sGRrmNcO2X5iDeqrR1RGlsjXDY/eS2x0LHjqJEI1gvKBqxnjAbIbjpIzJZFKPscp9qL9HXmwOqEyYazs47c+j10T55LwmzXu7L3leVQuGaekdffifPCmzBrcvLAassItrAmVyZZiy+n52+v0v7b58i//tMoJjNmo5mSzEmUZCbfL6qm0hHqotF/mobeJl6q28Hvjm8n0+ykOncaF+bNYIa7CrtpmF1UQggJQyIpmoiy+cCzTMkqZUpW6Yjvv/9tHw67gWKPFWIxgofexuLxYDzrOmSGRIychgNoBlPychspPgQi9BPLcOMz23C2HyO3bhc9xTVEM3L1Lut9Wc0Kl1bBsRY42AD17XBl9ch6icy5uWRdtgTva3+lo/a35H3qehTTwM20QTFQ4MijwJHHvILZxNUEzYEWTvoaONZTx+6W/RgVA5XZU6jJv5DZedXk2LLP75MVYoJRNLli4LAkEipdXRN3ttiX6v/Ey3WvctPM/yLTPLKzeXz+OI//uonZ05zMqMwg+K+3Cfzrn7gu+X8YbH2zUKvknHoTS9iLt3A6qiW1P+kDKIDFYiIajSNvkneNZbsoiRjO9hOYIr34C6oIuEtTMkQbDApWq4lIJI6qavjDcOAktHqhNC/ZS5SXOfzHi7Y04925E2tZKXn/ed05Z24fii/SS53vJCe89TT6m1E1lQsyS5ibP4uaggspdOR/iGc4ciaTgZycDLq7A8TjMrFkH2mXwUazTdzuDIzGDx7pkDA0TBM5DLUEWlm/52EWXTCfBflzSSRG9pLY8UYX/zzi55Mfy8MYC9P5hxexeoqwTz1zNpqm4Wp+G7uvGX9+FTF76p86DRKGzmXM20VTsXc3Ye9tIeTy4CuamXLHEb03DEFyDqLTPfDPBvCHk6fjX1wBBcN8+UdbmvG+vhPr5MnkfeoGFPPIT7WPxCPU+U5x3FvHSV8DMTVOUYaHeQWzmFcwG0/G6F36Rnb6Q5N2GSwVwlBqbVHEmEuoCX516Blc1kwWl15MOBgb0f39wQT/eKeXGRUZmE0GfHv/gWIwYCsv71/H2X4Mh/c0/tzycROERApRDITck0lYM8jorMMc8dNdMoeEJUPvyt6XokBxDhRlQX0HHG6G/30DJufC3FIozwfD+2yjLZ4ispZcjnfnTtp/8wx5N3zm3Z7WYbKarEx3T2W6eyoxNcZJXyPHek6w4+Tf+EPdDjyOAuYVzGZuwWyKMgpHPNu8EBOFhKE09/LJv9DQe5obZ1yH2WgizMjC0Ov7ejAaFKaVO4i1tRE5WY99+vT+bv2MznqcnScIZpcQdeaNxlMQaSKa4SZhtuFsP07eib/jLb6QcGbqX9TXYEjOWl2WD41dcLwVXngTHBaoLobpk5JDaEPlEEtBIVlXXInvtb/S9uunybvhvzC5PtwHCrPB3H9aflyNc6q3kX93n+CVhtd4qf7PFNiTxyDNKZhFiXOSBCORVmSYbJgm4jBZnfcUD+5/jAWeeVxasoDMTDu9vaFhD5N1dMfY9Oxp5sxwMr3UStfL28FowDl3PoqiYO9pIKv5EKFMDyH34LmGUp0Mkw1N73ZREnEcXfVYg90E3KX0FkwFna9rNtQw2fvpDiQPsG7sgkgccjKgygOVHsgfIhjFvV68O/+GohjIu+HTmAvOXwiMqwlO9SZ7jOq8JwknIuTa3MzJv5Ca/Aspz7rgQ52yL8NBQ5N2GSwVhskkDA3TRAtD3kgv9+19GIfZzg1Tr8ViMo0oDGmaxrPb22jtjLHiilxCBw8Q+vdRMhdcjNGR0R+EwpkFBHMuSMmDXj+I3jv9VJUS7aJp2Hpbsfc0Erdm0lNcQ8Li+OD7jZKRhqE+qgot3mQoau6BWCI5aWNFYbI3qcQNfdvxRDCI9/XXSPj95F77n9grKs/780hoCRp7m5PByHeSQCyI05zBrLxqZuXNYFrOVGzDvH6c7PSHJu0yWCqEIRkmS0NxNc5T//wf4lqca8qXjXimaYDDJ4KcaAizeEEWibZmQkcOY6+YitGRgaPrJK7Ww+M6CIkUpyiEXR5iVifOjhPknfg/vEXVhF1F4+r1ZjDApJzkl6pCWy80d8PRZvjHSTAbk8NrFQVQXuAg+8qP0bt7F52/3UbW4iU4L154XoezjIqRUlcJpa4SNE2jJdjK8Z56jnQfY1fzXoyKkcrscqpzpzHDXcWkDI8Mp4kJQXqGhmmi9AxpmsbT7zzLntY3+fTUaynKSF4DymhUht0zFAonePI3p8nNMrOo2kz3n17G5HTimDWbzPbjODtPEHJ5CGWXjKsd03ulRA9ICkq1dlESCRxdJ7EGOwlnFuIrqkY1Wsa0hg/bM3QumgbeYPJstJYe6Aq8e0B2ZaFGUfdhjEf/ga1yKu7/WDHiA6s/jJ6Il3rvKep9DTT5TxPXEmSanVTlVDA1p4KKrDI8GQX9Q2oToQdE0zS0s17lCspHDn8ToV3Ot1ToGZIwNEwTIQxpmsa2Y7/n1YbXubr0Sqa7370Q63DDkKZpPP+ndk42hfmPy7KIvPEKaiiMc958cjr+jd13mmB2CWGXZ1wHIUi9nX6qSNV2sfg7yeg6iWo04fNUE8ksGLPffb7D0HuFoslgdLob2n2galDoiFDS8w5TLJ2UXLsc66Sxm9E9rsY57W/hVG8TTf5mWoNtaGjYTXZKM0soc02mLHsy1SUVmKM21MSYlTZAQk3QG/PTGw3gj/rpjfnxxwIEogEC8RDBWJBgPEQoHiIcjxBJRImqMeJqjLiaQNUSg17jBsWASTFiMpixGs1YjVbsJjsZZgcZZgcuSyaZFifZ1ixybFm4bTm4LJkTKiSebxKGxpHxHoY0TePFuj/xcv0rXFFyGTX5MwfcPtwwtP9tHzve6GbxfBeZx/cSbWkhq2YWud1HMYd7CbjLiDpTe6bg4UrVnb7eUrldDPEojs56LGEvIZeH3sIZqKbR7yUa7TB0tmg8eXxRYxe0erVkMIq3MaPMzJyrZmGzjf3RD9FEjJZgK83+VlqDbbQFOwjEgwBYDGbyHXl4HAXk2t24bTlkW11kWVw4LRk4THasRusH9rhomkYkESWcCBOKhwnEggRiQfwxP/5o4Ezo8eOL9OKL9tIb8xOIBQc9jtlgwn7md9qMFixGK1ajBYvRjMlgwmxIfjcqBgyKAUUxoJxVg6qpJLQEcTVBTI0RU2NEElEi8QihRJjgmZAVU+P9v9OkGMm1uyl05ONxFjC1oJRsQw751nzMxpHPHzXRSBgaR8ZzGFI1lWeP/o7XmnZx6aRLuKhwzqB1hhOG6htD/OalNipL7Uz1/5NIwyncVWXk9Z4EwJ9fQdzqHM2nMqZSeaevp5RvF03DEugko7sBDYXewqmEsophFC9iOpZh6GzRODR1qZxsCtMRtWNQNCqLzcye5WbKZDsGgz69s5qmEdHCBPBzqrOZrlA3PRFfMqRE/QOGniA5/JQMI2aMigHlTPxQUUmoKrEzvTXnalmb0YbDbMdusuEw2XGYHQO/m+z9t5sNox8+NE0jmojSG/Pji/rxRXz0RH10h3voiXjxRXsBMKBQmFHABZkllLomU+oqocQ5CVOKTSo62iQMjSPjNQyF4xH+59AzHOw4xNLJi7kwb8aQ631QGGrrjPK/L7SQ4zIxVz1EvPEURaU5ZIbbidtcBPLKx/w4jdGW8jt9nYyXdlESMRzdjVgDHcSsLnyeacQc7lH5XXqFobP1dvqoO97FaTUPv8GJw25gVpWTWdOc5OWMfe/DubYpqqb2954E4yEi8SgRNUpcjRNX46ia2h+WDIoBAwZMBhMmgxGLwYLZaMZmtGIzWbEZbdhM1g916r9ejEYFi91Ifftp2gIdtAU7aA910B7qRNVUTIqRksxiKrPLqcgqY0p2GU5zak8w+lFJGBpHxmMYavI389TbT9Md7mF52VKmZJWdc933C0NtnVG2/L4Vu1Vhfvyf2H3NFOcZMaoxQlmTJsTxQUMZLzv9sTbe2sUU9uPoPoUpGiDizKe3oOq892CmQhgC0NQEofqTdDR20GKdTIvJQzShUFRgSV47sMKBzTo2czKN5KSMdHKudomrCTpCnbQEWmkOtHI60II/ltzneBwF/QeqT82eQqZl4vTAg4ShcWU8haGEmuCvjW/wwomXybZmcU3Zxz7wqtXneoPWN4b47Y527GaNBYE9FFm8uKwqcauTgLuMxDi44OqHNd52+mNlXLaLpmEJdGH3NmGIRwhnegjkTyFuHcHVU99HqoShPmowSOj4MSIdHXRlldOSUUarV8FggKllDi6syqC8xI7ROHofYiQMDW0kJ6v0Rv00BZpp8jdz2t9Md8QL9IWjSqbmTJkQ4UjC0DgyXsLQv7tP8JujtTQHWqnJn8mlky4Z1vjze9+gmqax+y0fr+3pIc8a4vLo3ylwRNGMZkI5xUQy8iZkb9DZxuVOfwyM63bRVKz+Dmy+FozxCJGMPILuCz7y6znVwlCfeE83oRPHSXi9JNyFtOdOp6HXirc3gd1mYEZFBjMqHJR4PvgA5pGSMDS0j9Iu/miARv9pGv2nafI303MmHBVlFFKVU0Fl9hQqs8txWc5PyB8rEoYAVVV59NFHefbZZ/H5fMyfP59169ZRWlo65Prd3d3cc889vPbaawAsX76c733vezgc784+u337djZs2EBDQwNlZWXccccdLFmy5CPVmcphSNM0jnvrealuB0e6j1HoyOfKyYspdOQP+zHOfoO2tEf4485OGlsizDSeYontCIpBIZzlIeLyoBn0vfTBWBnXO/1RNCHaRVOxBLqw9bZhigaIm+2EsosJZU1CNY+8tzNVwxAktw+Jri5Cp+pJ9PRgyMggOnk6zYYCGtriBEMqToeRqnIHVeV2Jnts56XHSMLQ0M5nu/RG/TT5T9Pobx4QjgrseVRmlzMlu5wpWaUU2PNSenJMCUPAo48+ypYtW1i/fj2FhYXcf//9NDQ08OKLL2KxDD4gd9WqVUQiEdatW4fP5+Ouu+5iwYIF3HfffQD8/e9/59Zbb+W73/0uixYt4rnnnuPpp5+mtraWioqKD11nKoYhfyzAgbaD7Gz8O02BZvLsbi7xzKciq3zEL3yjUSGaMLLjz/W8dTyOSwlype0QHmMPkcwCotmT0IzpEYL6TIid/iiYUO2iaZgifqz+dizBbhRNJWrPJpJZSDgzn4RleAeupnIYOlvc5yXa1Ei0rRUAc4GHQN4UWhJZNLbHCIZULGaF8sl2pky2UVZsJyvzw53ZJGFoaKPZLv5ooH9YrTnQSkeoEwCHyUGZa3L/GWuTM4vJsrhSJiClfRiKRqMsXLiQO+64gxtvvBEAn8/H4sWL+fGPf8yKFSsGrH/gwAE+97nP8dJLL/UHm9dff51bb72Vv/3tbxQWFrJ69WpcLhcPPfRQ//0+97nPUVVVxY9+9KMPXWsqhCFN02gOtHKk+xhvd7zD0e5jaEB5Vimz8mZQmjl5xC/uWDBE/dsNHDwa4t+BLBxKlDnmOqpMzcSzC1FzCif8cNi5TKid/nk0UdtFSSQwh7qxBLsxh30omkrcbCeakUvUkUPMnk3CbB/y/TBewlAfLRYl2tpGtK2VhLcHDAomdx4h92TalRza/CY6e5J/3yynkcmTbBQXWinKt5Dvtgyr50jC0NDGsl0i8QgtwTaaA8n5n1qD7YTiYQCc5gyKnUUUO4soyijEk1FIoSOfDPPYX+MvFcKQrpMZHD58mEAgwMKFC/uXuVwuqqur2bt376AwtG/fPvLz8wf08Fx88cUoisL+/ftZvnw5b775Jt/97ncH3O+SSy5hx44do/tkzrNwPEx7qIvWQCvNwTZO+ho41dtIIBbEqBiZ5PRwecmlVGSXD+/Fm4hjDPQQbmunraGT5vYYJ/0O6mL5xLFSYAhxqfkwkzNCKLmFRO1jN3uvEKlAMxqJOvOIOvNQ1ASmsA9z2IfF34GjpxEA1WAmZsskbsskbs0gYckgbrbDODuRQDFbsJaUYC0pQY2EiXV0EO/qwnziIJPicSYZFDRXHt4MD11KFk2Ncf717wCalryeWm62mQK3hdwcMzlZJnJcJrIyTdishpTpbRBgNVnP9AZNBs4clB3z0x7soC3UQWeoi/1tb+GN+Prv4zDZybfnkmfPJdfuJseaTY4ti6y+iTLNGRgn4KESuoahlpYWAIqKigYsLygooLm5edD6ra2tg9a1WCxkZ2fT3NyMz+cjGAzi8XiG9XgjYTAouN3nf66HcDxMXEv0z2za92VBoTgzl2JyUZSZGBUDZhSMihFj35wampa8uqOmARpoGoqmoWoaMdWIqoEGqJqCigEVBa1cYfolybsbUZNfBg2DQUExGJDj6QdSFEXaZAjp2C6Kpva/x6Dv+7u0vhCgKGgoyS40lOTXmZs0zg4K7y5P/l//EJF8aiqaqvZvWzSt75O6ktyGKEZUDGhnfn4vRQGD8u73SbbkQoOinHmaSn/TDPhOcjubAs0w6hRFQctJnffP2fufRP9+SEMj+X2gOBrxM7NzKxhIfk/+Xc/8U5ITadK/DKDvb6v0/73PDs4JVSUry8753qwMd+JRXcNQKBQCGHRskNVqxev1Drn+UMcRWa1WIpEI4XD4nI8XiUQ+Uq2Kopz301BVTcU/xHTx76VpGsZEDPswu1Sjmpmg9sGTrCUwkMAAKskvIcT7+IBPw6mzb/uIDGe+zhjhZk/TYPCm6swHtg+iqCiWj7atFqNPAxKaeuZPev4uPJfryMGk07GpuoYh25krLUej0f7/A0QiEez2wd3ONpuNaDQ6aHkkEsHhcGC1Wvsf7723D/V4ejMoBgqdeef9cc3A+DqxUggh+sjWS4w9Xecw7xvyamtrG7C8ra1t0FAXgMfjGbRuNBqlp6eHwsJCsrOzcTgcw348IYQQQghdw9D06dNxOp3s3r27f5nP5+PQoUNcdNFFg9ZfsGABLS0tnDx5sn9Z333nzZuHoijMmzePPXv2DLjf7t27mT9//ig9CyGEEEKMZ7oOk1ksFlauXMkDDzyA2+2muLiY+++/H4/Hw7Jly0gkEnR1dZGZmYnNZqOmpoZ58+Zx++23c/fddxMMBlm3bh2f+tSnKCwsBODmm2/mS1/6EtXV1SxZsoRt27bxzjvvcO+99+r5VIUQQgiRonSfdDGRSPDggw/y/PPPEw6HWbBgAT/4wQ8oKSmhsbGRq666ivXr13P99dcD0NnZyQ9/+EN27tyJ1Wrtn4G673ghgNraWjZu3EhLSwuVlZXccccdLFq0SK+nKIQQQogUpnsYEkIIIYTQk67HDAkhhBBC6E3CkBBCCCHSmoQhIYQQQqQ1CUNCCCGESGsShoQQQgiR1iQMCSGEECKtSRgSQgghRFqTMJTmVFXlkUceYfHixdTU1HDLLbcMuNxJOurp6eEHP/gBS5YsYd68edx4443s27dP77JSSl1dHXPnzuX555/XuxTd1dbWcs011zBr1ixWrFjB9u3b9S5Jd7FYjIceeogrrriCuXPn8vnPf54333xT77J0s3HjRlatWjVg2TvvvMPKlSuZM2cOV1xxBZs2bdKpOn0M1SZ/+ctfuOGGG5g7dy5Lly7lvvvuIxwOj0k9EobS3MaNG3nmmWe455572Lp1K4qicNtttxGNRvUuTTff+ta3eOutt3jwwQd57rnnmDlzJqtXr+b48eN6l5YSYrEY3/nOdwgGg3qXorvf/e53rF27ls9+9rO8+OKLXHPNNXzrW9/iwIEDepemq5///Ods27aNe+65h9raWqZMmcJtt91Ga2ur3qWNuc2bN/PII48MWNbd3c3NN99MWVkZ27Zt4+tf/zoPP/ww27Zt06nKsTVUm+zbt4+vfe1rXH311dTW1nL33Xezfft2fvjDH45NUZpIW5FIRJs7d662ZcuW/mVer1ebPXu29uKLL+pYmX7q6+u1qqoqbf/+/f3LVFXVli1bpv3sZz/TsbLU8dOf/lRbtWqVVlVVpW3btk3vcnSjqqp25ZVXaj/5yU8GLL/lllu0xx9/XKeqUsMnP/lJbf369f0/9/b2alVVVdrLL7+sY1Vjq6WlRVu9erU2Z84cbfny5drKlSv7b3v88ce1xYsXa7FYrH/ZT3/6U+3qq6/Wo9Qx835t8u1vf1u7+eabB6xfW1urVVdXa5FIZNRrk56hNHb48GECgQALFy7sX+Zyuaiurmbv3r06VqafnJwcnnjiCS688ML+ZYqioGkaXq9Xx8pSw969e9m6dSv33Xef3qXo7sSJEzQ1NXHttdcOWL5p0ya+/OUv61RVasjOzubVV1+lsbGRRCLB1q1bsVgszJgxQ+/Sxsy//vUvsrKyeOGFF6ipqRlw2759+1iwYAEm07vXSl+4cCF1dXV0dnaOdalj5v3a5JZbbuHOO+8cdJ94PI7f7x/12nS9ar3QV0tLCwBFRUUDlhcUFNDc3KxHSbpzuVxcfvnlA5Zt376dU6dOcdlll+lUVWrw+XzceeedfP/73x/0mklH9fX1AASDQVavXs2hQ4coKSnhK1/5CkuXLtW3OJ3ddddd3H777Vx11VUYjUYMBgMPP/wwF1xwgd6ljZmlS5ee83XQ0tJCVVXVgGUFBQUAnD59mtzc3FGvTw/v1ybV1dUDfo5Go/zyl79k5syZuN3uUa9NeobSWCgUAsBisQxYbrVaiUQiepSUcvbv38/atWu56qqr0n4Hd/fddzNnzpxBPSHpqu/T6po1a/jEJz7BL37xCy699FK++tWvsmvXLp2r09fx48dxuVw89thjbN26leuvv541a9Zw+PBhvUtLCeFweMjtLiDbXpK9QXfeeSfHjh1j3bp1Y/I7pWcojdlsNiCZwPv+D8k3o91u16uslPHnP/+Z73znO9TU1PDggw/qXY6uamtr2bdvH7///e/1LiVlmM1mAFavXs11110HwIwZMzh06BC//OUvWbRokZ7l6aapqYk77riDzZs3c9FFFwEwa9Ysjh07xoYNG3jsscd0rlB/Nptt0EkqfSHI4XDoUVLK8Pv9fPOb32T37t088sgjg4bTRov0DKWxvqGOtra2Acvb2trweDx6lJQynn76ab7+9a+zZMkSnnzyyQFhMR1t27aNzs7O/lOl586dC8C6detYsWKFztXpo+898t7hjsrKShobG/UoKSUcPHiQWCzGrFmzBiyvqanpH1pMdx6PZ8jtLkBhYaEeJaWEtrY2vvCFL3DgwAGefPLJMe2Nl56hNDZ9+nScTie7d+/uH8v3+XwcOnSIlStX6lydfrZs2cJ///d/s2rVKtauXYvBIJ8ZHnjggUHzfXz84x/nG9/4Btdcc41OVemrurqajIwM3nrrrf4eEICjR4+m1bEx79X3IevIkSPMnj27f/nRo0cpLS3Vq6yUsmDBAp555hkSiQRGoxGAXbt2UV5ePmGPF/ogXq+Xm266Cb/fz5YtW5g2bdqY/n4JQ2nMYrGwcuVKHnjgAdxuN8XFxdx///14PB6WLVumd3m6qKur48c//jHLli3jy1/+8oAzO2w2G5mZmTpWp59zfVrNzc2luLh4jKtJDTabjVtvvZXHHnuMwsJCZs+ezR/+8AfeeOMNNm/erHd5upk9ezYXXXQRa9asYd26dXg8Hmpra9m1axdbtmzRu7yUcMMNN/DUU09x1113ceutt3Lw4EF+9atfjd2cOilo/fr1NDQ08NRTT+F2u2lvb++/ze1294fG0SJhKM194xvfIB6P8/3vf59wOMyCBQvYtGnToIP70sUf//hHYrEYO3bsYMeOHQNuu+666/jJT36iU2UiFX31q1/Fbrfz0EMP0draSkVFBRs2bOCSSy7RuzTdGAwGNm7cyM9+9jO+973v4fV6qaqqYvPmzcyZM0fv8lJCbm4uTz31FPfeey/XXXcd+fn53Hnnnf3HnqUbVVV56aWXiMVi3HTTTYNuf+WVVygpKRnVGhRN07RR/Q1CCCGEEClMDoYQQgghRFqTMCSEEEKItCZhSAghhBBpTcKQEEIIIdKahCEhhBBCpDUJQ0IIIYRIaxKGhBBpQWYREUKci4QhIcSE98orr7BmzRoAdu/ezbRp09i9e7fOVQkhUoXMQC2EmPDOvjzGzJkz2bp1K5WVlfoVJIRIKRKGhBBpxel0ymUhhBADyDCZEGJCW7VqFXv27GHPnj39w2NnD5Nt2LCBpUuX8uqrr7J8+XJqamr4zGc+w65du3SuXAgxViQMCSEmtHXr1lFdXU11dTVbt27F7/cPWqerq4s1a9bw+c9/nocffhi73c5tt93G22+/rUPFQoixJmFICDGhVVZW4nQ6+4fHnE7noHVCoRBr167li1/8IldccQVPPPEE2dnZPPHEEzpULIQYaxKGhBBpz2g0smLFiv6fbTYbS5YsYf/+/TpWJYQYKxKGhBBpz+12YzabByzLzc3F6/XqVJEQYixJGBJCpL2enp5BkzJ2dHSQm5urU0VCiLEkYUgIMeEZDO+/qYvFYuzcubP/53A4zGuvvcaiRYtGuzQhRAqQeYaEEBOey+XiwIED7Nq1a8izyQDWrl3LN7/5TXJzc9m0aRPBYJCvfOUrY1ypEEIP0jMkhJjwvvCFL2A2m7ntttsIh8NDrnP33XezceNGbr/9diwWC7/+9a8pLS0d40qFEHpQNLl6oRAijW3YsIFHH32UI0eO6F2KEEIn0jMkhBBCiLQmYUgIIYQQaU2GyYQQQgiR1qRnSAghhBBpTcKQEEIIIdKahCEhhBBCpDUJQ0IIIYRIaxKGhBBCCJHWJAwJIYQQIq1JGBJCCCFEWpMwJIQQQoi0JmFICCGEEGnt/wMZyDOM01WYKgAAAABJRU5ErkJggg==", "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', 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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", "text/plain": [ "
" ] }, "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(data=tips, x='day', y='total_bill', 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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", 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" ] }, "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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", "text/plain": [ "
" ] }, "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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", 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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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", "text/plain": [ "
" ] }, "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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p5jUJkoQQQswqpeJikWU/nOuhCHFKEiQJIYSYNUopCmUpFikWBgmShBBCzIq4FlIoxSLFgiFBkhBCiBk3shaSFIsUC4UESUIIIWZcILWQxAIkQZIQQogZFUWWvrzUQhILjwRJQgghZkwUWXoLFQIJkMQCJEGSEEKIGRGZwQBJikWKBUqCJCGEENMuMpbevARIYmGTIEkIIcS0khUkcbaQIEkIIcS0GQ6QAgmQxMLnzvUAhBBCnB2MtfTNUoBkrOVoV4FiOSSTclnSkkUrNePPK84tEiQJIc55xloOdA6QLwbkMh4r2+rkDXeSjIW+fAV/FgKklw/18uD2I3T1logMOBpaGtNct3kp65Y3zvjzi3OHBElCiHPazn3dbHt0Px3dRaLI4jiK9uYMW69axYbVzXM9vAXBYunLV6jMUoB0z8N7qQQRmaSL42iiyNDRXeKeh/dy6zVrJFAS00ZykoQQ56yd+7q5+4FdHDqeJ+k51OcSJD2HQ8cL3P3ALnbu657rIS4Alt68PysBkrGWB7cfoRJE1GcSeK6DVgrPdajPeFQCw4Pbj0hfODFtJEgSQpyTjLVse3Q/ZT+kMZck4cVvuAnPoTGXoOxHbHt0v7zhnoqCvrxPxY9m5emOdhXo6i2RSbqoUduhSikySYeu3hJHuwqTfmxjLUdPFGbttYiFQbbbhBDnpAOdA3R0F8mmvJpvuNmUS0d3kQOdA6xur5+jUc5fSkF/MaAczF5QUSyHcQ6SU/vzveNookpEsRxO6nG7ekv8x4Mvc/BYnua6JH/27leSTsrbo5AgSQhxjsoXA6LI4qZrv+G6rqZYDskXg1ke2fynlKJQ8imWA2ZzoS2TcnE0RJFBu86Y66PI4Oj4dhNhrOXR5zt54GcHhtumdA9U6M1XJEgSgARJQohzVC7j4TiKMDQkvLFvuGFocBxFLuPNwejmL6Wg5Ifky+GsBkgAS1qytDSm6eguUe/oqhVAay3FSkR7c5olLdnTPlbPQIV//8Fu9hzpr7r8+kuX0d6cmfaxi4VJcpKEEOeklW11tDdnKJRD7Kh3e2sthXJIe3OGlW11czTC+UcpqAQRA0UfY2Y/V0srxXWbl5L0NP3FgCCMMNYShBH9xYCkp7lu89JTlm+w1vLTZ47wqa9srwqQsimXt9/0Ct72uleM2X4V5y5ZSRJigZjPtXysNZiuA9jyACpVh25ZiVLz+zOYVoqtV63i7gd20Zv3yaZcXFcThoZCOSSVcNh61ap5M8dzTSnwQ0N/Id6mnCvrljdy6zVrTtZJqkQ4GtqbT18naaDoc+9De9m5v6fq8o2rm/jl16ylIZuY4dGLhUaCJCEWgPlcyyc8vAP/6W2Y3qNgItAOunEJiS1bcZdtnNOxnc6G1c3cftP64bktlkMcR7G8NTsv5nY+8UNDX94njOa+3ci65Y2sWdYw4Yrb1lqeefkE3/jJPkqVk0ndqYTDG1+1mi3nt8jqkahJ2dHrzOeAKDJ0d0/+iOi5wnU1TU1ZenoKhNKgcsJmat6GavmU/ZBsyhuz2nH7Tevn7M08PLyD8kN3Y4MSKpkDx4UoxFYKKC9F6jW3nzZQmg/fb/N5lW48szVvSkEwGCAF8yBAmqx8KeAbD+/lub3VNa/OX9HAm1+zloZccvgyRysWNaSm5Wvf2irbtGcDWUkSYh4bXctn6NNuwnPwXE1v3mfbo/tZv6pp1t/UrTX4T2+LA6RM08lP4m4CHA9b7MV/ehvO0gsWxNabHPMfSykoBxEDhWBerCBN1vN7u7n34b0USidPKCZczW2/cD6b1jRhFt5LErNMgiQh5rH5XMvHdB3A9B5FJXM1x0Yyi+k9iuk6gNO6elbHJs6cUopiOSBfCojmIEn7TBTLId/86T6e3t1VdfmaJXX86g3nsWZFM319RWBhvS4x+yRIEmIem8+1fGx5IM5Bcsb5NeK4UIni24kFRak4yblYDhdcxfEX9vdwz0N7GBjxM+E5mpteuYKrLmzHc+f3qqaYXyRIEmIem8+1fFSqDrQDURhvsY0WhaCd+HZiwRiqpD3bhSLPVKkSsu2RfTz1YvXq0cq2HLddu46WxvQcjUwsZBIkCTGPDdXyOXS8gOeOLZ5XKIcsb83OSS0f3bIS3biEqPsQON6YsdlKAad5Obpl5ayPTUyRgv6CT7Ey+4Uiz8SuAz3c8+M99I9YPXIdxesuX8GrL16C1vM7CV/MX7LuKMQ8NlTLJ5Vw6M37+EFcPM8PInrz/pzW8lFKk9iyFeWlsMVebOhjrYn/LvaivFR8/TxP2haDFAwssACpVAn56oMvc/e3d1UFSMtbs3zgzZt4zealEiCJMyIrSULMc/O5lo+7bCOp19x+sk5SJa6T5DQvXxB1kkRMLcAVpBcP9vKfP95Df8EfvszRihsvX841m5biSHAkpoEESUIsABtWN7N+VdO8rOXjLtuIs/SCBVdxW8SGc5AWSIBUqoTc/8h+nnzxeNXly1qz3HbtOtqk75qYRhIkCbFAzOdaPkppOea/AMWn2BZOkvauAz3c89DeMatHv3DZcl6zWVaPxPSTIEkIIc5BSsFAKaBYPrMVJK0USjOj/dzik2v7eWrU6tHSliy3XbeOdlk9EjNEgiQhhDjXTFMOkqsVOiqDcokYW6JiOuzc38O9o+oenVw9WoKjZVtXzBwJkoQQ4pxi6csHlP2pB0hKgatBV/oxoY/KNE7rCAGK5YBv/nT/mKrZy1qzvOVaWT0Ss0OCJCGEOEdYLL15n4ofTfkxHEfhGB+KeXzfRzt62teQntvbzTce3ku+VL16JCfXxGyTIEkIIc4BxkJfvkIlmFpXV0VcoFH7eaJKiSiaeqA1nnwp4L6f7OXZPd1Vl69YnOMt165jcZNUzRazS4IkIYQ4yxlrzyhA0lrhEkFpgMCvYKf5KJy1lmdePsF9P91HsRwOX+46itddsYJXXyRVs8XckCBJCHFWMNbOyzpScy0ylr5CBX+KAZLrKHRYwpTzROH0rx71F32+/tBedu7vqbp8VXsdb3ntWum5JubUggmS7r33Xv7hH/6BgwcPsnLlSj7wgQ9w8803z/WwhBDzwM593cMVyaPI4jiK9ubMnFckn2tRZOktVAjCyQdIQ6tHqpwn8MtYM/2rR0+9eJxtj+ynPCJHynM1N125gqsubJcgV8y5BREkff3rX+fDH/4wd9xxB9dddx3f/OY3+dCHPkR7ezuXXHLJXA9PCDGHdu7r5u4HdlH2Q7IpDzetCUPDoeMF7n5gF7fftP6cC5SUAj809Od9gmhyAZJWCkdbdFDAVEoEYXj6O01Sz0CFex/aw0uH+qouX7u0nje/di3N9alpf04hpmLeB0nWWj7zmc9w++23c/vttwPw/ve/n6eeeorHHntMgiQh5rGZ3gIz1rLt0f2U/ZDGXBI1+NgJz8FzNb15n22P7mf9qqZzZlVCKagEhv6CTzjJAMl1QIclbKlIEIbTnntkrOVnOzp54LEDVdt/Sc/h5qtWcsUFi4e/hkLMB/M+SNqzZw+HDx/mjW98Y9Xld9111xk9rutKAbLxOI6u+ltMjMxbtR17u/nmT/dx9ESBMLK4jmLJoiy3vGo1G9ecXNk5k3nbe7Sfzu4iubQ3JrFXKUUu7dLZXeRwV4E1S+ZnS5epqjVvSkGxEpIv+VjibceJ0Frh2hAqecLBxOy4RuPp76+1wtEK5zTBzfGeEl998GX2dQxUXX7BqkZufe1aGnPJCY31TFXPW3UQ6WiF42gpMSCGzfsgad++fQAUi0Xe9a53sWPHDpYvX85/+2//jRtuuGFKj6m1oqkpO42jPDvV10vC5FTIvMH2l45z9wO7KJVD6rIenqMJIsOhrngL7P23bWbz+a1V95nKvO3tLGAspBJuzdNPWilKlQi0c9b+zI+ct758BUJLrm7ic6mxKL9AVClhPEXSm9xWl9IaN5ci0l7N66PI8N3HDvDNh/dWrWxlUy6/+rr1XLmxbU5Wj3K5sa9TK2hoSOO5M1M9XCw88z5IyufzANxxxx184AMf4Pd///d54IEHeN/73scXv/hFrr766kk/pjGW/v7idA/1rOE4mvr6NP39JaJJLtefy+bbvBlr2d8xwEAxoC7jsap9dk57GWv5twdeoFgKaKxLoJTCWIujFQ1Zj94Bn3974AWWL0rH+S9nMm8mQiso+yEJb+wbmx/E12MienoK0/MC54nR8zZQCiiWAswEt8gcR+FEPrZSIAr8KW+taa1xSOPbYMx1h48X+OqDuznSVf37dtN5i/ilV68hl/Ho7y9N6XmnynE0uVyKfL485vvN0QpPMS0rSWdrUH6umfdBkufFn07e9a53ceuttwKwYcMGduzYMeUgCSCcwmmPc00UGZmnKZgP8zaXp732dfRz5ESBTMoF1KjWF4pMyuXIiQJ7Dvexuv3kFthU5m1ZS5a25gyHjhdodHTVioS1lnwpZHlrlmUt2Tn/msyUMIro6a9QmmAfNq0UropQxQK+X8acYUBvsWAs0YjTb0Fo+MFTh3ho+xFGHoqry3j80jVr2Dj4PTiTTXHHZwaf24x9fhtfbo1st4nYvE+eaG9vB+AVr3hF1eXnnXcehw4dmoshCTGvDZ32OnQ8T9JzqM8lSHrO8Gmvnfu6T/8gZyBfDIgiO27en+tqosiSL45deZgsrRRbr1pFKuHQm/fxgwhjLX4Q0Zv3SSUctl616qxN2g7CiN6BCqXyxAIk19G4toIt9uKXimccINWy50g/n/3aM/zo6eoA6fILFvO7v7J5OEASYiGY9ytJGzduJJvNsn37di6//PLhy1988UVWrlw5hyMTYv6ZD6e9chkPx1GEoam5BRaGBsdR5DK1c1gma8PqZm6/af3wylmxHOI4iuWt2bO2TpJSEESGE/1lyn7E6eKj4Ya0fj9hpTQjwVHZD/nWowd4/IVjVZc31yW59bVrWbesYdqfU4iZNu+DpFQqxbvf/W7+5m/+hra2NjZt2sS2bdv4yU9+wpe+9KW5Hp4Q88qBzgE6uotkU96YZFilFNmUS0d3kQOdA1VbXdNpZVsd7YNbYJ47dgusUI63wFa21U3bc25Y3cz6VU3nRMVtpRQlP6RYCcjlTp+g7WqFNhUoFgiCYNqP9QM8t7eHrz20n4ERq4NKwasvWsKNly+vGSwLsRDM+yAJ4H3vex/pdJpPfepTdHZ2sm7dOj73uc/xyle+cq6HJsS8MrzVlR5/q6tYDqdlq2s8Q1tgdz+wi968Tzbl4rpxgcdCOZyxLTCt1IwFfvOGgoGiT7EScrrpG+63VskT+RWMmf7Vo/5SyH1PdfPcgeqk+PbmDG9+7VqWL85N+3MKMZsWRJAE8M53vpN3vvOdcz0MIea12d7qGs+5uAU20yyW/gGfchBhLaesgeQ6Ch2UMJWZ6bdmreWJPXnu/3k35RFFIV1Hcf0ly3ntliU4et6nvApxWgsmSBJCnL6C9VxsdY3nXNoCm0lKxafF+ov+aZvUDucelftmpN8awPH+gHse72LvsXLV5avb67j1tWtplYa04iwiQZIQC8REjvXP1VbXeM6JLbAZpJSiVAkYKAWnPS7vaIVjAygO4Pv+tI8lMpaHdvbx/ed6CUcEX0lPc8vVK7hkvTSkFWcfCZKEWAAm08R1oW51GWvZ19Evq04j9Bd9SpUQc5oVoXh7rYipFGZke+1AV5l7Huuio686l+3C5Rl+6cpWmhcvxpfaQuIsJEGSEPPcVI71L7Stru0vHeffHniBIycKs178cj6yxC1GKoP5R+NRgKctttg/I9trlcDwwDM9PPpif1WZgbq0w5suW8RFK7Jo6VUozmISJAkxz031WP9C2erasTdeJSuWAjIp95SrZGe7yeQfOY5CR2Uo9uCXp397bcehAt948gR9xeqVqSvPq+MXNzeRTsixfnH2kyBJiHluPhzrnynGWr75032UyiGNdQmGus7PZvHL+WKo/lG+GFQ1gh17uzg526kMEBoIg+n9uvcXQ+576gTPHazut9Za73HrFS2sWTy5BrhCLGQSJAkxz82XY/0z4UDnAEdPFKjLxqtkI7eWZqv45XygFBRKPvny+PlHiqHVo8HCkCYk6UxfwGKs5We7B3hgezeV4OQYHA3XbWzkuo2NuKcoOyDE2UiCJCHmufl0rH+6xasmFs/RNbvXL+RVssnoL/iUKlHNOYA4OHJMAOUCke9jjDllnaTJ6uj1+c/Hujh4olJ1+erWJLde0cLihsS0PZcQC4kESULMc/PtWP90ymU8XEcRRAZHjx3/Ql4lmwiLpT9/skDkaENVs1WlQOhXMNH0nlzzQ8MPnuvloRf6qprRpjzNzVuauHzd/E32F2I2SJAkxAKwUI/1n87KtjqWLMpyqKtAQ9ZjKCcJFv4q2elExtJfqFCpkaCtlcLRFh0UiCrFGTnW/+LRIvc+foKeQlh1+aaVWW65tJm6tLw9CCE/BUIsEAvtWP9EaKW45VWr41WyAT8+3XaWrJKNR6l4Bae/4BOEZsx1rgYVlrClIkEYTntD2oFSyLafd7N9f3W/tcasyy9dvogLlmam9fmEWMgkSBJiAVkox/onY+OaZt5/2+bhOklnyypZLeNV0Ha0QiuLCitQLhGG/rTXPDLW8sTLA3zr6Z6qfmtawTUXNPALFzWScKXmkRAjSZAkhJhzm89vZfmiNHsO9501q2S1jKygrRQ4WqOtjwoqGL9MaKIZ6bfW0etz7+Nd7O+qTsxevijJm69YxJKm5LQ/pxBnAwmShBDzwtm4SjbEWEtfwccP4twizwEV+VAuEQXBtCdkD/FDw/ef7eXhXdWJ2UlPcdPmZl65rg5dI2FeCBGTIEkIIWbIUAXtvsH8I3dEnaMoDDHm1FW1z8TOw0W+8eQJekclZl88mJhdL4nZQpyW/JQIIcQMUEpRDkIGCgEWS0JHg3WOKjMaHPUWQr751AmeP1RdMbtpMDF7vSRmCzFhEiQJIcQ0UwoK5YByJUTbEBUUifzyjBzlHxIZy09f7Od7z/bghyf31rSC125o4PoLJTFbiMmSIEkIIUax1mC6DmDLA6hUHbplJUpNLMCwWAaKIZHvo/wikV+a0eAIYP/xMvc+cYKO3upGt6tbk/zyFS20ScVsIaZEgiQhhBghPLyDys+/iek+BCYE7aKbl5O85BbcZRvHvZ9SiiCKKBZKRKU8UVCZ8eAoXw756qPHeWz3QNXlmYTmDZc0c+maXFUbGyHE5EiQtEAZa8+qooJibszl99Hwak2Qp1JejE0unpXnPZXw8A5KP/xHKPeDhfg/CtOxi9IPj5K+/rdqBkpKQalQoFwYIKxUiGbotNoQYy1P7R7g/qd7KJSrn+uKdTlu2txMNjm2GbIQYnIkSFqAdu7rHm5PEUUWx1G0N2fOusJ7YmbN5fdReHgH/tPbML1HwUaUXA9V3463+Q2nXK2ZSdYaKj/7CpR6AQVaAxqwYAyU+qj87Cs4t350eOtNa4gqZQb6+6iUykTRzCVkDzna4/P1J8bWPGpv8PilK1pY3Zqa8TEIca6QLL4FZue+bu5+YBeHjudJeg71uQRJz+HQ8QJ3P7CLnfu653qIYgGYy++j8PAOyg/dTdR9ELwUKtOA8lJEJw5SfuhuwsM7Zuy5TyU6vg/TfZg4QHJA6XiJSOn434DpPkx0fB8AWhkq/SfoPX6cYr444wFSJTBse+oEf/3A4aoAKeEq3rClmQ/84jIJkISYZrKStIAYa9n26H7KfkhjLjmca5DwHDxX05v32fboftavapKtNzGuufw+stbgP70NG5RQmSaC0GB8g+c5ONlGTKEX/+ltOEsvmHCi9HQxx/aAjUA5cXA00lCwZA30HsZZtIRCXx8DhTJmBipkj2St5bmDRb751An6S9Vba5esrefmzY3UpWRrTYiZIEHSAnKgc4CO7iLZlDcmGVMpRTbl0tFd5EDnwFlbuVicubn8PjJdBzC9Rwl0mt6eEkFksDaOQTxX05hKonqPYroO4LSuntbnPlPK9XAy9WB8+rq7KZUCzDQ3nx3teH/AN57sYndHuery5pzLL1/RwuXrF5HPl6r6wAkhpo8ESQtIvhg3xXTTtT9hu66mWA7JF4NZHplYSOby+8iWBwiDgK6KwliF1ipO/QH8wNAVWhYnA2x54NQPNAP04rWgXYiiwa22Edel6nASSUwUUSRDueQzk/GRHxoe3NHLj3f2MXIXz9Fw3cZGrt3QQEoSs4WYcRIkLSC5jIfjKMLQkPDG/oIMQ4PjKHIZbw5GJ0ab7MmxmT5pNnSarCnfyXKni+6gjURi7K+A0d9HZ1IzaMwYkjmKgUXbCOXEj68AlMJxQEUhxcCSTeaq7jeZuZnqPDqtq9FNSzFdByAKwXFQbiJePQKiYj+Rk6KcbJ2xAMlay87DRe57qntMO5Hz29O86fJFtNRN7OfbWMvxnhLlSkQq6dDalJ7495M16IFOlF/AJrKYurY4cJwnjLUc7SpQLIdkUi5LWrKSYiBmhARJC8jKtjramzMcOl7Ac3XVVom1lkI5ZHlrlpVtdXM4SgGTPzk20yfNRp4mazAR/9WL6AwbeCq6jEPOiuHbjf4+qjqFZiLQDrpxCYktW6d0Cu1w1ERv1ECb7iZv3arcH2UtWV2hM2rGj5pYPXj5ZObmTOZRKU3ylf+F8g//AVvO46Rz6EQKEwZEhV5sFGI9g/fk/yNcew1m0ZpJv/5TOTEQcN9TJ9h1pFR1eUPG4ZZLF3Hh8syEax4d6BjgsRc66RmoEJl4BaqpLsmVF7Sxsv3Uvx/0ib24ex5GF7qGv+Ym2zIjr3kqXj7Uy4Pbj9DVWxp+bS2Naa7bvJR1yxvnenjiLDOljwY7duzgd3/3d7nmmmvYtGkT119/PR/+8Ic5ePDgdI9PjKCVYutVq0glHHrzcUdxYy1+ENGb90klHLZetUo+Uc2xHXsnd3Jspk+ajT5NRqaBVCZLu+7mhuBBlvgHan4fmSM7x9wPL0XUfWjKp9DypYgfh5sJSJCjgGtDsBbXhmQpEJDgx+Fm8oMJypOZm+mYR3fZRlI3/DaJ865AZeqJCn1E/V1YqzDpJmwigx7oJPH8fegTeyf9+mvxQ8N3n+nh0/cfrgqQtIJrNzTwoa3LuWhFdlIB0nefPMjxvjKeq8mmXDxXc7yvwnefPMiBjvG3MvWJvfFrG+jEuglsKod1E9P+mqfq5UO93PPwXjq6iyQ8h1zGI+E5dHSXuOfhvbx8qHdOxyfOPpMOkh555BF+9Vd/lSeeeIJrr72Wd7zjHVx99dX8+Mc/5pd/+Zd58cUXZ2KcYtCG1c3cftN6lrdmqQQR/XmfShCxvDXL7TetlzpJc8wYyzd/um/45FjCc9BKkfAcGnMJyn7Etkf3Dyf8jj5pdrrbT9bo02TKTcQrJuk0ifpm0jrkSvMUA/lK1ffRBasaa95PuQlUphEblOPr7eSOvecyHgf0Mr7Na+lSLSQIyFIkgc8J1cK3eS0H9DJyGW9SczOd85hYcj6Jy99MFEEUGaLMIkx2URwoOh42VQehj7vn4fi02xRZa9lxqMCn7z/MD57vJRxxSm5dW4oP3ryMX9zSPKl+a8ZaHnuhEz805FIeruOglMJ1HHIpFz+Mr685D9bEryn049foePEW2zS+5jNhrOXB7UeoBBH1mQSeG3+NPdehPuNRCQwPbj8y48n04twy6e22T33qU1x++eV8/vOfJ5lMDl9eLpd597vfzSc/+Um+8IUvTOsgRbUNq5tZv6pJKm7PQ3sO93H0RGHCJ8dm+qTZ0GkylRzbniKV9Eg6jayuFHnvxXUk2tcOfx9Fx/eNez+lFCSzmCmcQhvaMt5xvI0j2Vtoo4uMKuM7GY5EzfTkA5a3ZljZVjepuQHOeB6VUqiwhCkPUOnchyn0YJK5OFioviE2kUYXutADnZj6JRN+/UO6BgLue/IELx6t3lqrTztsvaSZi1dOfOVopOM9JXoGKqQTTs15SCc0PQMVjveUaGvOVF2vBzrRhS5sIl2zBMKZvuYzdbSrQFdviUzSrfnaMkmHrt4SR7sKLGvNjfMoQkzOpIOkF198kc985jNVARJAKpXiXe96Fx/60IembXBifFopOeY/D/UXfMLIkpngybGZPmlmywNxXokzzo+64+JiWLvIwR3x/TSR+1GJJn0KbWjL+O4HdtFbCAhSi/A8jQ3juRu5ZTzZuZnqPCoFyoTYcoHIr1AoV6j09eFGEdQ4IBG/EAdshPILk3r9451a0wquWd/ADRc1kvSmniBdrkREBlK69mM4WlM2hnJlbNsU5ReGc5BqmuJrni7FchjnIDnjvDZHE1UiiuWw5vVCTMWkfxqXLFnCoUOHal7X3d1Nc7Ns94hzV302gTt4ArGW0SfHRp5YnMjtJ0ul6uI3t2icN44oBO3Et5uG+03E6C3jvgGfsh+xYnGuast4MnMzlXlUChQWKnlMoYdKsUBvvkyxHGK8TPz6zTg92ExcdNImshN6zXFByAJ/te0QP3y+OkBauzjF/+/mZdx8SfMZBUgAqaSDoyEytechMgZHU7N8gE1kp/U1T7dMyo1f2ziVzaMofm2ZlJxHmqznn3+e22+/ncsuu4xLLrmEd7zjHWzfvn34+ieeeIJf//VfZ/PmzVx55ZXccccddHfHOX5RFHHbbbdx1VVXDV8G8JGPfIRNmzaxe/fuWX8902nSP5F33HEHn/3sZ/nGN75R1cTx4Ycf5tOf/jQf/vCHp3WAQiwka5c1sGRRlkI5xI7KjRg6OdbenBk+gTi0/TTR20+WblmJblyCrRRqPr6tFNCNS9AtK6flfhO1YXUzH/ovW/jAmy/mt950IR9+x5X8/lsvqcqpm8zcTOa2Sim0DaGSx+a7iEoFCsUy/cX4MIS1YOraMNkWlF9izHl/a1F+CZNtiY/Gn8axPp9/+mEH/9/Dx+grnvydWZ92+K+vbuXdN7TT1pCYwiyO1dqUpqkuSck3Neeh5Bua6pK0NqXH3Hc6X/NMWNKSpaUxTbES1XxtxUpES2OaJS1zE8QtVPl8nne/+900NTXx2c9+lk996lOUSiXe9a53MTAwwOOPP8473vEOUqnU8Hv8Y489xm/8xm9QLpdxHIe/+Iu/oFgs8hd/8RcAPPjgg3z1q1/lf/yP/8F55503x6/wzEw65P74xz+O7/vccccdfPjDH6apqYm+vj6CIMBaywc+8IHh2yql2LFjbvowCTEXtFbc8qrV/NP9O+nN+2RTLq6rCUNDoRyOOYFYtf00gdtPllKaxJatlB+6G1vshWQ23iqLQmylgPJSJLZsHVP3aKr3m9RcDW4Zu66mqSlLT08Bg626fjJzc6rb5tIuv3zNGlwbYktFosDHmojIWAqlAD+MquMCpQnXXkPi+ftQ5YE4T2dwlUX5JfAShGuvOWXtoHJg+MFzPfxkVz8jO5c4Ot5au/7CM9taG29Or7ygje8+eZB8OSSd0DhaExlDyTck3Pj6mt9P0/CaZ5JWius2L+Weh/fSXwzIJJ14iy0yFCsRSU9z3ealkps5Sbt376a7u5u3v/3tXHbZZQCsXbuWf/u3fyOfz/OXf/mXrFmzhs9//vM4TrwCuXnzZrZu3crXvvY13va2t7Fu3To++MEP8slPfpIbb7yRj33sY7zmNa/h13/91+fypU0LZUeH5Kfx13/915N6gpFB03wRRYbu7rnZV18IRr5pjbd9IcYaOW/P7u6at3WSJlPvaLrrJNVyuu+3M6mTlE46rG6v46ZLFrO6xcMEAdYYUFDxQ4qViPAUjWmragYN9nU7Xc0gYy1P78vz7ad7GChXb12d357mjZc101p/5itHjqPI5dI125JMW52kCbxm7WicXDO+mZ0K4GdaJ8lxFA0NGfr6imPmzdGKRQ2paQm0WlsXRr26QqHAjTfeSBRF3HzzzVx77bVcffXVpNNpSqUSl156Ke9617v43d/93ar73XrrraxYsYK//du/BcAYw9ve9jaefvppGhoauO+++2htbZ2DVzS9Jh0knQ0kSDo1CZKmZvS8zdeK25OtnD2dFbdrmcj322Qrbh86nqdSCahLGNpyCqIoDo4AS7z9VvGjiR0Xn0T16cPdFe578gT7uypVlzdlXW65tJkNyyZeEPJ0HEeRzaZ4+WA3xWI4pqr2bFXcnu0gCc6s4rYESWPt2bOHv/u7v+PBBx+kv7+fdDrNm970Jt7//vfz2te+dtz7XXzxxXz1q18d/ve//uu/cuedd/Ka17zmrDnlPqHttscff5yNGzeSzWZ5/PHHT3v7K6644owHJsRCN9kTiDN9YtGiOBg1kw/qyHkeK1FM5K1AKT3nzWYnMzeOhlXNDrbiY8IIGwy+ESoIIkOhFBBMJvhX+rRH3guViO9s7+HxlwcY+bbrOoprNzRw7YYGvEnUO5qIAx0DPL5rD109RcIaq0VaqTHH/CdsAq95Lmml5Jj/NFq7di3/5//8H6Io4plnnuHrX/86//qv/8rixYtRSvGOd7yDrVu3jrlfOn0yt62rq4vPfOYzbNiwgYceeoj77ruPN77xjbP5MmbEhIKkt7/97fz7v/87mzZt4u1vfztKqTGJc0OXKaXYuXPnjAxWCDE1M72dNx8oBSosYypFTBCMST4uVoLBI/LTsHg+uNJiygUeOZrkOy8ZykF14HXh8gxbL2mmKTf9vRQPdAzwvScPEkSWVEKTVHHe0VBV7dddtuK022pCAHz729/mzjvvHN4eu+SSS7jkkkvYtm0b3d3dbNy4kT179nDxxRcP36dcLvPBD36Q1772tcOJ2R/96EcB+Kd/+ifuvPNOPvGJT/DKV76SxYsXz8nrmi4TCpK+/OUvs3bt2uH/z+fz5HJjo/j+/n4qlcqYy4UQc2eoXUfZD8mmPNx0nNA81K5joVdqHx0cVX2AG1w9KpYCgshMS2PaoZydl7vhnv6LORpWbzMtrve45dJFnL9k7Amy6XCyqralIethbBwPxlW1NflyyGMvdLK8LSdJzOK0Lr30UowxvP/97+c973kP2WyWb33rWwwMDPD617+eG264gfe85z383u/9Hm9605uIooh/+qd/Yvv27fy3//bfALj33nv53ve+x//9v/+X5uZmPvKRj7B161b+5E/+hM9//vNz/ArPzKRzkjZs2MBXvvIVNm3aNOa6Rx99lPe85z0888wz0zbAmSA5SacmOUlTMx/nzVjLX33laQ4dz9OYS45pityb91nemuVD/2XLnL2hTnXeRgZHdnRwBICl6IfTt3pEHCDlt3+Pr/dewDOV5VXXpVTAja/wuGrLahw9c3PZ2V3kGz/ZS8LTJD2XyNiq4C+MIoLQ8KZXr5n6dtskzEVO0pmQnKSxnnnmGT7zmc/w3HPPUSqVOP/883nve9/L6173OiBuR/bXf/3XPPfcc3iex4UXXsjv/M7vcPnll9PZ2cktt9zCli1b+Md//Mfhx/x//+//8bGPfYz/9b/+F295y1vm6qWdsQmtJN1xxx0cPXoUiH+x3nnnnTVXkvbt20dLS8v0jlAIMWUz3fZkLiilUJGPreSJhk6rVd8AP4wolgPCaVo9AvCDkIceP8CDPdcTcjIgUFiuyB7mlvTTZKNGfLUKJpTtNTVDVbX1FKpqC1HLpk2buOuuu8a9/uqrr+bqq6+ueV1bW1vNXOW3vvWtvPWtb522Mc6VCQVJN910E1/84herLhv9qc1xHLZs2cLb3va26RudEOKMzHTbk9l0sn1Ikcgvjw2OiE+uFUsB5SDCTNPqkbWW7fsLfPvnx+krVxfPXJXs5dbmXaxM9kOkUbPQ22yoqrYxg9nao5yqqrYQYnImFCTdcMMN3HDDDUCcxH3nnXeybt26GR2YEOLMjWzXkajRh+xM257MBqVA2ehkcBTVWCFRCj8MKZTCU9Y9mqzxjvTXOxVuaXqJS7NHGd5Zm6XeZkNVtbv6KiTc2lW1WxtqV9UWQkzOpCtu//M///NMjEMIMQOG2nUcOl7Ac/WYnKRCOWR5a3bKbU9mklLE22p+mSioDAdHxlqOnChQLIVkMy5LFmUplQPK/vStHg2UQr7zTA9P7slXHel3iLi2bh83Nu0npUcFa7PU22yoqvb3njxIfykg5Wm0mmBVbSHEpEgnQCHOYjPd9mQmKAUqKGH8EiYMq7bVXj7cy4NPH6Grv0Q64ZFOOWSSLhtWNrFiGgK9MLL8ZFcfP3y+l0pYHXBtXJbml9yHWFzej1V1VOUdDfU2q2ubld5mK9vruOnKlTy+6/hgnaR4i621YWJVtYUQEyNBkhBnuQ2rm7n9pvXDdZKK5RDHUSxvzc6rOklKgTY+phwnZI/OuH75cC/3PLwXpWBxYwblKAbyPkdPlDh4LH9GtYGstew4XOT+n3fTnQ+rrltc7/HGyxZxXnsafeJyeP7ovOhttrK9jg3rWsetuC2EOHMSJAlxDtiwupn1q5pmtO3JVCkFxq9gir1EpdoJ2cZafvzMUVIJh4ZckrIfUSj4WAu5lHtGtYGO9vh886kT7DlWrro8ndC87uImrjyvbvhIv1m0Bv/CN47tbVbXdsp+bjNFqbgoaNRwznWXEmJWSJAkxDliptueTJZSCmUCbKlMaBSmUsKOk1N0rKdIZAzJhENv3q+qp6SUIp3Q9AxUON5TmnBtoHw54rvP9PD4noGqRSut4JXn1XPjxY1kapwQM4vW4DevmnBvMyHEwiVBkhBiVp1MyC4RBT5WGUiME9iowaKXBZ++vB8HVjVWiiZTGyiMLD99sY8fPN9LJagOys5vT7P10mbaGhKneRHzu7eZEGJ6SJAkxDnGWDvr225KEecYhSWsX65OyHbHeW4FFT+kWImIQkMliPBcjeuMXd2ZSG0gay3PHyryrafH5h211HlsvaSZ9UvTNYMwIcS5SYIkIc4hs93oNg6ODFSKWL+EicyYhOyxd4LIWIrFAD80GGtpGawNdLyvQi41tpTB6WoDHe6usO2pbvYer847SnmaGy9u5Krz62e0lci4TARBEeWXUEH8h7CMCssQlFFhBRX5EPoQBfH/mwAVhWBCAiISYRA/jjXx3ww2cxs9z4p4S3DEH6sdUA44LmgXqz1wPKzjgZMAN4F1k1gnAW4S66XBTWG9FNbLxMnrqZkteSDm3g033MDhw4f5wz/8Q975zneOuf5P//RP+cpXvsIHPvABfud3fmdCj3frrbdO6LZzTYIkcdax1mC6DmDLA6hUHbplJWoe5ovM9orOjr0nuOv+F6j4IZmURybrEkV2xhrdKmwcHFWKmFoFIGvfaXj1aGRRyKHaQN998iD5ckg6oXH06WsD9RdDHnimh5/vra53NJR39AsXN5Kd7srU1saBTrkfVR5AVfpRlTyqMoCqFFB+HuUX4j/hmTcEn/B3jCVONOfk12K6vttM23p41fvAmb9FSc8Gxlj2HO6jv+BTn02wdlkDepaCe8/z+Pa3vz0mSArDkO985ztn7QqsBEnirBIe3oH/9DZM79H4U7V20I1LSGzZirts41wPb9hsr+g8v6+bv//68xQrIUopKkEFr6SpzyZozCXozftse3Q/61c1nXGgppSFoIQtDwZHE2yeZizkSwEVP8LUuM/K9jped9kKHnuhk56BCuVT1AbyQ8NDL/Txox19BKOamK5fmuYNW5pZfLq8o1PxS+hSN6rYgyr1okq96FIvqtwX/4nmf5uX6aQ7d+Ecf5Go/cK5HspZa/tLx/nqD17i8LE8YWRwHc2yxTluu+F8Np/fOuPPf/XVV/PQQw9x9OhRliw5mY/36KOPkslkSKfPzgrvEiSJs0Z4eAflh+7GBiVUMhdvIUQhUfchyg/dTeo1t8+LQGnnvm7ufmAXZT8km/Jw03Fxx5la0dm5r5svbtsZ10fSCqXiRQU/jOjuL9Ncn5qWRrdKgQrLmEoRU6PO0akUigF9eZ+KH57ydivb61jeluN4T4lyJRpTG8hYy9P78jywvYf+UvXqVVuDxxsuaeYVSyZ2+o0oiHuxFbrQhROoYjeqcAJd7I63w6aR1Q7Wy4CXwrrpwb+TWDcZb3MNbX3pwW0wx0W7HqlshlIlwqCxyhmxlaYAdXKpyA7+xw5ud1qDslH8QcJEYEKUCSEKBrf1Aoj8wa2+wS2/oIIKS6igDINbg8rEXy+bayVqWjWtcyJO2v7Scf7mq9splUPqsh6e4xFEhn1H+/mbr27n/bdtnvFAadOmTbz88stjVpPuv/9+br75Zr71rW8NX/a1r32Nf/7nf2bPnj1orbn44ov5wz/8Qy68sHYQ/dRTT/GXf/mXPPvsszQ3N3P99dfze7/3e+RyuRl9TRMhQZI4K1hr8J/eFgdImaaTS79uIs6xKPbiP70NZ+kFc7r1Zqxl26P7Kfshjbnk8DgTnoPn6mld0Rn9fEqB0orBt08UEFlLf8GnpTFFVLZTanQbn1arxL3VwqBmnaPad4y31vySJZmGcIJbclqpmsf893SW2Pbzbo70+FWXZ5Oa121q4vK1dbXzjqIQVTiOHjiGzh9D54/H/y71Tux1jMNqB5usx6bqsMk6bDKHTeQG/85CIotNZOM8H8cbDGwmwVHoXBqbL2GiyddJmpbKSlGANj7OohVgZattJhhj+eoPXqJUDlnUcPJ3RlI7JOo1J/orfPUHL3HxupYZ33q7+eabq4Ik3/f53ve+x5e+9KXhIOm73/0uH/3oR/nEJz7BFVdcQVdXF5/4xCf4yEc+wr333jvmMV944QXe8Y538N73vpf/+T//J11dXXzyk5/kN3/zN/nKV74y59t4EiSJs4LpOoDpPYpK5sb8UCmlIJnF9B7FdB3AaV09bc87Mv+JbD228dQrVQc6B+joLpJNeTXHOR0rOrWeL5PyqAQmfmdUJ59PA0EYH52fTKNbpVTczDWs1Gwfcpo744cBpWMHiYp5VDJLctnUizAe7/f51tM97DxcrLrc0fDq9Q1cv7GRVGIwMPYL6P4O9EDH8N+qeAI1iVWvIdZJYNNNmEwTNt2ATTdiU42YdAM21QBeevKBz0LjeJBIxqtXUs9yRuw53MfhY3nqsrV/Z9SlPQ4fy7PncB/nrWic0bHcfPPN3HXXXcNbbj/5yU9oampi48aTv/caGxv5xCc+wS//8i8DsGzZMn7lV36Fj370ozUf86677uLqq6/mfe97HwCrV6/mL//yL7nxxht57LHHeOUrXzmjr+l0JEgSZwVbHoi3DZxxvqUdFypRfLtpMib/yXEJn1yOc/HNqPYLat4nXwyIIoubrr2a5bqaYjmc0orOqZ4vm/PIl+LTYu6IX7QKMECxHLJ6Sd0pG90OHeNXUQUbVLCBT2QmcFptBIuleGAX0Ys/Que70CYCxyHYvRi1+lXQNPFgqVCJ+P6zvfxsdz+ja1BuWpnlFy9MsSg8jj74HLr/KLr/CLrcP+HHh8HVoEwLJrsIm12EyTRjM/HfJDJnfxAk5lx/wSeMDN44SfGeq8mXAvoLfs3rp9NFF13EihUrhleT7r//fm655Zaq21xxxRU0Nzfzt3/7t+zfv5+9e/eyc+dOzDgfonbs2MH+/fu55JJLxlz38ssvS5AkxHRQqbq4j1YUxltso0UhaCe+3TSolf+kTIh/bD/2R18keU3t/KdcxsNxFGFoSHhjT1WFoZnUis7pjHy+hmyCE/1lQmNxlBos1BgfoU+eotHtcI0jv4StFIgmcoy/xoNUgpDS4RdxnvkGKvSHe58pE0FfB+5z92E2vvG0rT2CyPDTXf38cMfJYpAawxKnh0sbe7m8qZf68lH0z7onPDyrHGyuFVO3GJNtjf8/14pNN0olbTGn6rMJXEcTRIakHvs7IwjjJO767BkcRJiEoS23t771rXz/+9/nP/7jP6qu37ZtG3/wB3/ALbfcwqZNm7jtttt48cUX+fjHP17z8YwxvPGNb+S9733vmOuam+e+r6QESeKsoFtWohuXEHUfAscbU0fHVgo4zcvRLSvP+LnGy39SbgKdSBH2nxg3/2llWx3tzRkOHS/guWPr/RTKIctbs6dc0ZmMkc/XmEuwqD5FX8EnCA3WWKyFTMrlXW+4YEyy+HDbEL+C9YsTq3E02mDF7EIpoOIHuC89BKGPTdWdXIVxNHgJVKEPd8/D+M2ragYmxlqe2V/gge3dFItl1rjHWZs+xhr3GGvcLhIqjLd8ThMb2UQGU7cEU9+OqWvH1LVhM4tASzAk5p+1yxpYtjjHvqP9JOrH/s4YKAWsXlLP2mUNszKem2++mX/4h3/gq1/9KitWrGDdunVV1//93/89t912Gx/72MeGL/v+978/PN7RW4bnn38+L730EqtWnUz837NnD5/85Cf50Ic+RF3d9PwunCoJksRZQSlNYsvWeHWn2AvJ7PDpNlspoLwUiS1bx03ankzNotPlP6lUdf7T6LpNW1+5gru/8xK9eZ9sysV149NthXJI6hQrOlOhlWLrVau4+4Fdw8/X2pSmVA4pDj7fO7duYONggBQ/rR1sG1KO24ZMtMZRDWU/pDRY80j3d6ALXfEK0ujXpxQ2kY5Pkg10jmn5se9ILzue3UlT6RDv9I6xoukEjjp9wGa9NKZhGaZ+KaZhCaZ+KTZZd1Ztkymo+n6xo5KD1IhTblWH3Ub8z+j7YCXFaL7QWnHbDefzN1/dzon+CnVpD8/VBKFhoBSQSbrcdsP5s1YvacOGDaxatYq/+qu/4rd/+7fHXL9kyRKeeuopnn/+eerq6vjBD37Av/zLvwBxoncymay6/W/+5m/ytre9jT/90z/lN37jNygUCnzsYx+jUCiwevXq2XhJpyRBkjhruMs2knrN7SfzhCpxnSSnefkp6yRNtmbRhPKfTETH0U5K+ztoOvhDksXjw3WbVjUu4T2Xv5b/fClFR3cxPprvKJa3ZmekTtKG1c3cftP64dc49Hyrl9QNP99wP7Wggg3KGGMnnog9moJKEFGqhISRGV58Un5heA5q0k6cDO4X4lNTvQcpH9mNf3Q3F5guNioLpyjFYpWOV4Yal2MalmMalw9uly38gEgxGICrwYR7BZ7nkE25aJvEDk6yHTrqX3XPeJFMxeESEOehgR1VmPvkY1hrRwVKcRhlB+9srD15OzVY2HNwnocer3pM4kxsPr+V99+2ebhOUr4U4Dqa1UvqZ61O0kg333wzf/d3f8cb3vCGMdf9yZ/8CX/6p3/Kr//6r5NIJLjgggv45Cc/yX//7/+d7du3c+WVV1bdfsuWLXzhC1/gM5/5DG9+85tJp9NcddVV3HHHHSQSs7OFeCrK2nPvWziKDN3dhbkexrzlupqmpiw9PYWqbusLxWQqbo+pWTRqVadWzaLo+D5K3/kseCnUiPwnpcBxHAoDecrFAg+Gm3mVepakCvB1mlwuRdJheGUrec1vcNhdMWsVt2utljkaVFDG+CXsZE6o1aIUQRRRLIeEg+1ERtL9R0k89W/YwbIMw3cj/rRsysW4CGWuBd3fEdfxOQXrJjGNK4iaVmIaV2Iali6Yis9DwQ4MhjHDKz2q6jZaKRxH4WiF1hpHq8F8MoXrQl1dhv7+IlE4C7/GVe1/aEejs41Eyh0OuuIgymIsWGMx1mJM/CeyFmMGw67BQGxsUDZzHEfR0JChry/+UFR1nVYsakhNy89ha+v0bxPNZcXtc5WsJIkxQYXTvnpejWeybUWU0jitq4eDgv493eRLAXVpj7psYjgYqVWzyNr4E3PS0xRKAff9dC/JpEuxNCKQOUX+U6nsU8n302ma2Kj3kiSgnww2UlT6fRY1pEhmGrHFXoLt97PqDb83odc2HS1MtFIjygpE2K69hAMnsMpFNbSdchzGWg535TnUmccqWLG4jmUt2XgMQ73WSgF+GGFGHzUbeoy6Nky2BT3QiU25wyflVFiBsIK2gwFa3+Ga9y+RJGhYRWrJGqKm1di6xQsmqVqpOBB0tCbhahxHA5auvjLlSkg66bK4KY2jdFwDUqnqFZ7RU2ot1s7ym6Ot/Q9r4vENrXShwBnV8OTkt+rJDT8zGCwZezKIiozFREOB1OBq1eCKFyP//xyltZrxY/6i2oIKkvbu3cub3/xm/uRP/oQ3v/nNcz2cs0KtNh5+01LS194GDWvnxXim0lZkaAvt4LE8xUqINXHCYCblsmJxjq1XrSI9WJNoqGZRqRLSP5TUTPzp9oUDffzVV57Gc3TVNtz54+Q/Vfp6KVuP7cEqrveeIW8TRMStOiILfXk/LoQ4ibpN09nCRGGJju7Af/4HhMcPYP1SPMd1rXgbrsNtO2/MfV4+3Mv9PztAZ0+RoYUmreNA6RevXElLY4pKEI35VF7r2aP2C+Oj+PljcdXnU9y6Yl12B20c1stYcv4FrD1vFa7WnLom99zTWsUrQHpoBQi01niORmsN1vLy4V4efPoIx/tKGBPPZ2tDmuu2LGXdskbOtgX+0Vt6EK+aObo6oBoZTCk1YkVqMJiKjI2DslN949ga/2tPbhdqpUh6DqmESxhGGHty+3CuCxeK+WfBbLcFQcCv/dqv8dxzz/G///f/PqMgSbbbYuO18aBSwEmlSb3mHePW+5nN8QxtT020rcjQFlq+GFAJQowFZ3DlSClFMuGQS3u8dtMSvvvEIepzCSp+3KLDWIseXFEa6q+qFbQ0pHAcXbUNd77XURXQhWj25jN8p3Qhmoi3Zn5Kv0ljR25NaEVbUxrPVVDsI3Xdu3FXXHza1zKZ7cBaFBbCEsGhHZQf/Sq2MgCJLDgORBH4RXCTJC+/tSpQevlwL//+w5cZKAXDTeRdpchkPDzHwXEU11zUzorxTuOZCN2zH+fYLpxju9DlvnHHaKziQLSIF4Kl7AqW0OUs5tqLWnjleeNUyp5jQ1tm8WKawnUUnqNxPY073BpkODN62MuHe7nn4b1Ugoh04mTifsmPSHqaW69Zw7pljad9fsdV1NfP4nbbOJTWOLkmjJ7fW53DRfhdTWNjlt7eAmFoUQoiYwgjSxgZUgmnattzqmZiu03MvgWzkvS5z32ObDY718M4a5yyjYfrYUt9lJ/6JqmbXzErbTymq63IyC20yBgsCs8ZzP2wcRuOyFhKlZCnXjqO1hAEEf0FH2MH6wcB0ajUnP5iQFtzpqp1yIf+yxbSSy8Y3hrc02P4+wdOEFlY6XQToXFVRIA7/CY5tKXgRXFQtedERMLrr7l9dqYtTIaLPw72U4sCn8rT344DpHTDiDnWWKceSv0EOx/EWbwWpTTGWn749GEK5ThAchzIpROkky5hZOjNVwhDw892drJsce7kGEIfp2s3zrEXcI6/eMpO93mb5nl/KTuDpewKllK0STxH8er19bx9w4hK2XNkdCCktcLV8d9Df1ytBudSVWcp1/j8aazlwaePUAki6jOJ4Xdub/Br2l8MePDpI6xZ2jCj+WnnopMJ5Sf/tkMrSIO/JzxnYWzfitmzIIKkxx9/nK985Svce++9XHfdddPymK57bv8whMf2Y/o60KkcatSndKU0pHLxMfeeg7iLp94yYnrGo7CpLKav47Tj2Xu0n87uIknPoVCKG7pWteGwccHGuoxHb96nuS5FZ3eRIDTowTc7Y08eiFYKHB0ftw3CiITnkEu7dHYXOdxVYM2SelgSb0v2FTqITDdaw1EWcdw00K676bMOw11lgUolJAr6ORo18eWHBnCcZ1myKMstr1rNxjXNY15LLu2NSc5USo0dx8jrMVi/hPVLmChEWYvqO4LJd6GS2ZqlC2wyE1/ffxRn0XKOHitwrKcEQDrtUpf20EpRKAUUKsFwkm5XX4Xu7j6WBAfRHTvQx3cPNz6tpZJbwrOVZfywq43DUfPwSptScMW6Ol6/uYmGzNz9alIolFZ4rooDUu2gdLyiODRt46+/nzqwOXqsQFdfiUzSHbu1oxSZpENXX4nOniLLF5+6uaczWNfJ0RrcuTtgoZTCcQe3EhcAZzAQciQgEhMw74Ok/v5+/uAP/oA//uM/ZsmSJae/wwRorWhqOrdXpYrdAUUboRPJmiszVnmocp6sG5CZhbk67Xh0EuMXTzuevZ0FjGX4E+HQCsAQDURYXK2pRBHXXLKM+x7aQ6ES4tjBKtQj3m9cR8dvjBGAwnU0WilKg+UFRn4fLW7JoXW8WuRozQ/9i3lz8hEaVJGSTRLg4BKhKkVK1uMJ7zKaM2mCyHCoq8DdD+yq6uY99FpSCbfmCZZa47BhQFQpxgGSa8D1gHgbpNwbUrIR2kvUzL2wOoEJSqSdkFR9BrpKOI6muT6J5zpUgihuc2LjBnBJ5bPO6+Ai9wgrnjw2/mk0x0W1nU950XoeOLKIH+wOxgQZF63K8cuvbGNpc2rcr+1MiI/Wx39cR+M5Dq4LnuvMzJt+VwlrIek543xNHSp+/DWtrx/bxLeWbG5252wMpXBzaXQiefrbziP19aeoJyHEoHkfJN15551s2bKFN77xjdP2mMZY+vuLp7/hWSwMPYxysH6l6hg7DCYvRgFWORRCj0rPzOdvnWo8ADb0JzYeE6FVnHcGg5/4RxQdNIPLOaExaAVr2+t406vW8P9998V4e26o9gvxcWClqpNOw8jgB/FzYCJ6RozFU5BNe+SLAWFkecku4Wv2aq5PPkur6iOtfUKr6TBNPJ28nCPOCrAWRysash69Az7/9sALLF+UjrdaBl9L2Q9rtjDxgyhOfFWG3hN9cVVsv4w1tYOVKHLjOQ58VI2j8nbwa16KXPz+Io62NOYS9Bd8+vtLRMbiEnKB28lG9xBrnU5cZYampvqx3BRm8Ssw7RdQaFjDgy+UeOjhPsKouifdikVJbrmshYvXNlIsVsjnS+N8YadHXGNI4brx1oqjHbQe/FpjiEITp+UxPb3zxjARarCOlOfWajERX4+JTvs7ytGabC5FIV+Oe+jNEaU0ji1h9XxPqY85jqa+Ph1/T4/eV59G5/oH8bPFvA6S7r33Xp544gnuu+++aX/shVj/ZzrZphXohnai7kOozOg2HgZVzqOblmObVszKXJ16PBZbjtuKnG48y1qytDVnOHQ8j+sogsjiajX8OMbaeFXEj1ixOMeylizLWrI89kIn+zsG4uJ8WtGb9/HDCGsgspBwNZ7rYIwlX4pbhyxryVaNZfniLGuWNvDSgR7CKE4EfdG081LQxkqvm5z26Q8TlOuWktTeqMAiPnl35ESBPYf7WN1eP+K1FGh0qtsRDEZ/XLiqgSXpEL/vxGkrY9v6JehcC6avA5uuHzPHVIrohnZoWEKpEuLpeBWtb6DMauc4FyUO8QrvKElV+83QemmixRcQtm/ENK8hsIpHXhzgwR93UvKrv2aL6lxu2tTMRSsyw1vfxpgJnJCbPK0U2lGkPac6qXoo+jVxCYPZ0NaUoaUhTUdPiXpHn9y/A7CWYiWivSlNW1Pm9MnYg1tskTFznLhtITQYvbB+p0aROeffB8Tpzesg6Wtf+xonTpwYk4f00Y9+lLvuuott27bNzcDOAqdq40GlgE5lSF16y6wkbZ9uPBNpKzJkZBuOKLSEUUgQ2arTbY5WpJNuVfuPofuU/YhsyqUu69HdZ+L7aqjPePhBdMrWIVrF7QM+95WfU/JD6lwHrcBY6Arb6FaKwBqavdo/dq6rKZZD8sVgzGsZainiuTr+oy3tnuG156WwlYmtviil8TZcR+WJe6DUj01kxpxu0xdcS38xJAgibP9Rbs7sIFn/PFlVO/m6ZBNUFq0ntXYLpmk1aE1kLD/fm+d7z/XQV6wO3HIph1+4qJEr1s38iTWt49WiVNIhMbRqMxRLzNGhXq0U121Zyj0P76W/GJBOOGNOt123ZakkbQsxT8zrEgCdnZ2Uy+Wqy17/+tfz+7//+7zhDW9g2bJlU3pcKQFwUq26RE7TUlqvvY1yw9pZ/6Q1E3WSSpUQU6NO0uij8zv3dfPNR/ZxoDNPGMU1fLQTVzkeqnx8qvpEQ5XKf/LUQb7xk71j6hpdtr6VbY/sJ+k5426fVYKID7z54hFFH0++lv6iTy6hyLkhDQnDlRe0sG5p42nnwlqD6TmC9QuoRBbjlwhf+BFm4PhwexWVW0S07rX4qWb04e24R56JaxnVULEuLwZLOJhYy9pNW1i5pHHweSw7DhX5zjM9HOuv3q5KuorXbmjg1esbSHrVga7jKHK5NPl8aVpWkhxHkXAdkok4OLKztEo0GaerkzQRUgJgamaro4CUADg7zOuVpLa2tpqXL1q0aMoBkqjmLtuIM+IYu0rVkWhfTbq5jvIs5CJNZDyTrbgNcb+y9aua4orbBb9mxe3R9ncOsL8zDqriwnKQ0opXbmxn09pFE650vXFNM+ctbxhTIRvgyV3HOXS8gOeO7eZdKMfbeCtH1RzauKaZDasa6OjootA3gOfC0kXZCa02hJ27CXY+eDIgGiwc6V5wLU4yTVgu4FuXIN+L3v0wya7dqBqfm6zSFBvWciixlu7Maha3NPDa5vTwGPZ0lvj29h4OnqhecXI0vPK8eq6/sJFcapyebdNgqIBjMqFJem584svaeRkgAaxb1siapQ0cOVGgWArJpN0Jf02FmG1vf/vbeeyxx2pe9xu/8Rt85CMfmeURxdavX3/GdRNPZ14HSWJ2DLXxGPnvuTR6PJM1uoXHRWsXnfbN59s/28/XfrQnTk7WKj4GZ6FUifjhU4dprkvyi69cNeExVLcAOWn09tno4pCjt/EUFvwSVAosTltIn/pY+Ehh5+54ay0sVxWONH0d+E/eA+ddS9jfgXNoO15QO0k4alxBtHQTYduFqESaFcCKEdcf6a7w7e09vNRRveWngEvW5LjxokaacjOzwjBUniGR0CRc52SNm7hc+ow853TSSrG8ZeJfTyGsNfgde4mK/TiZehLta2bt9/XNN99cMxhKp8/uU4ILLkjatWvXXA9BzGNTaeERGsO2R/bHRR4ddXKFR8Un1oLIsu2R/dx4xQrcMzwWvmF1M7fftH54jMVyiOMolrdmq8aolI2bvZaLmCia9Ju+tYZg54NxgDSicKR1FGgHW+xFbb+n5i8Ak2ogWrqZcOkmbHZRzcc/3u/z3Wd7efbA2NXGDcsyvH5TE+2NM9PB2xnMNUomHRKOE0dkwy3qz4yxVlZ3xLxU2vcsvT+9B//E4Th31HFJLFpG46tuJb16/Kr90yWVStHa2jrjzzPfLLggSYjxjGnhkY5XaQ4dj2sQjdfC47EdnZQq4YjKyScppXA1lCohj+3o5FUXnXmtrpFbgaMb1irFcIVsEwRTXhExPUfiLbZEXDjSRgGUC1i/iKpqlBKz2iVq20C4bAumeU31qasRegshP3i+hyf35Bm9k7W6Nckvbm5mVevM1O3RWpFwNJmUFxcCHC6dPD2PPx15QkLMhNK+Zzl+/99j/RIqVYdKe9gwwD+2n+P3/z2tb3jvrARK47HW8oUvfIF/+7d/o6uri9WrV/Oud72LN73pTQD87Gc/453vfCf/9E//xMc//nEOHjzIxo0b+fM//3O+/e1v88///M+EYcgb3/hG/viP/3i42fhdd93F1772NQ4ePEgymeTyyy/nj//4j1mxYkXNcfzwhz/kc5/7HLt376atrY2tW7fyvve9j0Ri6h/YJEgSZ4UzaeHR3V+O32fHWzAYPC3e3V8e5waTN3o7TimFinxsOU8U+Gfc4NT6hfjTplLYUi+Efvw8o25n0k2Eq68iXHIxeOMvm+fLEQ/u6OVnLw0QjoqOljQmeP3mJtYvSc9Ig1Cl4uKg6ZQbn1Kbge208fqpdfSUuOfhvRPupybEdLPW0PvTe7B+CZ1bNPwzprwk1k1g8t30/vQeUqsunLNUiU996lPcd999/Omf/inr1q3j8ccf584772RgYIC3ve1tAERRxJ//+Z/zv/7X/yKZTPI7v/M7/Nqv/Rqvec1r+Od//mcef/xxPvrRj3LNNddw/fXXc/fdd/P5z3+ev/iLv2D9+vUcOnSIP/mTP+HP//zP+Zu/+ZsxY/jxj3/MBz/4Qf7oj/6IV7/61Rw4cIA/+7M/Y+/evXzmM5+Z8muTIEmcFQ50DtDRXSSb8mquBmVTLh3dRQ50DozJFWquT8XBQ1x6aKzBpuPN9dO/QqIUKGuwpTyRX8ZOsSjgyG2irC6x6Ohz8bF+v0YSNgrrJkC5+Ft+BVM//upY2Tc8tKuPh1/owx91gqo55/L6TU1cvHJmtqS0ipvGppIuSc85uaVWlbNF7VWv0bcZxcJwoGWs5SfPdWIsNNWlhjvCSz81MR/4HXvxTxyOV5Bq/G5TqRz+icP4HXtJLlk3Y+O47777eOCBB6ouu+SSS/jrv/5rvvSlL/HJT36S66+/HoCVK1dy+PBh7rrrruEgCeCDH/wgW7ZsAeKT6l/+8pf5sz/7M9LpNOvWreNzn/scL730Etdffz0rV67kz//8z7nhhhsAWLZsGTfffPO4pX/+/u//nttuu43/+l//6/AYPvaxj3H77bdz6NAhli9fPqXXLUGSOCvkiwFRZHHTtT9Jja5BNNKVG9v41++9RKEc4g02NB1irSU0lmzK5cqNtU9bTpVScVK2qRQw4akLQZ7K0DaR7jvEJe5ulnCQqMYelFUONpnFuilUpYCpa8PU1X5Nfmh45MV+frSzb0whyPp0XOvosrXTV+tIKTXcBkQ7Cs9xSCVdEgkX0MTN0zSgQKu41YxS8eUM9edTgyuCg81mT/V8xMEp1tJxIk+fTdPQkiXhKjQGhY0rlxtDOh1Q8kM6+8osbc7Gq3wLIDFcnB2iYj9EISpd+wCEcr14BbrYP6PjuOGGG/j93//9qstSqRS7d++mUqlwxx138Ed/9EfD14VhiO/7VWV81qw52XcznU7T0tJSlfidTCapVCrDz7d9+3Y++9nPsn//fl5++WVeeumlcU+979ixg2eeeYZ77rln+LKhFfmXX35ZgiRxbstlPBxHEYamZg2iMDRxPZ7M2F80rtZsvXoVX/vRnsEK3QwnA4cmbhuy9epVZ5y0PSTeWqtgyvkzyjsCePngCZ776UNcr16kze0ec33VI1sDVqEqBfAShGuvGQwyTgojy2MvD/Dg870MlKsDt0xCc93GRq46vw5vig2ilVZoFZc/UNpBOQ7adXGzWVydwXUckkkPz3MAPTg1J1/FdKYhWaVBwYkBw4ETAQ25BI5WRIN9+jw3QTLhgKsoBRVKTj1Orh5sFK/4mQhrwnhbc6idzVBzZAmixDRxMvXguNgwQHlj++PZMADHjW83g7LZLKtWjT3h29HRAcCnP/1p1q5dO+b6kflArlsdcpyqP+I//uM/8rnPfY43v/nNXHnllbz97W/n+9///rgrScYY3v3ud3PrrbeOue5MEs4lSBJnhZVtdbQPtvCYTA2iIUPH+7c9sv9knSQgm3LZevWqMcf/R5cZGO9xR1PKwBlurQHYShF/z89oeO4hblRjj+9HKIomidGaeieIq2pjUH6eqGkV4dprMItOfqobqpL9/ed66B1VJTvpKq65oIFrLmgg5U0iOFLEAZFWaO2g3ATW8UC7WKUxxG1PHE+TrsvhJALUYLART83sBBq5jIdS0F/wKZZDghEFBj1Xk0m6oMD1vMGCiR44J5snKwXWRGhr4kDURHHANCKIshYw5oxzzcS5J9G+hsSiZfjH9mPdxJjfbbacJ7F4FYn2Nad4lJmzdu1aXNflyJEjw9ttAF/+8pfZvXs3H//4x6f0uH/3d3/HBz7wAd7znvcMX3bXXXeN+zN0/vnns2fPnqpA7rHHHuPuu+/mzjvvJJOZWMPo0SRIEnPCWnPGBSNHqtXCo7oGkeaXN2rMoecwyXjLxB7fG9938Vqc1tXcdOUKblgT8cKug3T7LonFq7nywiVjVpDGKzPwplev4dU1mlpaa4i6D9F77BjFSgC5RbQvytFxoljzqHlkI47tfRm/MEAiW8fiNetwVLw6ZvInCF58mHDvExAFjE61DtGUSFK0SUBhjSWVzuFqA6GPMhHhK34B07A0fjxreWZ/ge8918OJgeqebK6juPr8Oq7d2Eg2eepCkPHKkEIpjdYa5bhY7cW1mZSDUQ7GgjUWa+Kq2OmEQzrhkkw6NOSS9AThnPTSWtlWR10mwYHOASBeWRxaSawMVkFf2VY3JhAeWuWK/9bDK1MMfrsMBVFgUdagTBg3ag59bDS4GnWWB021PkxIXtfkKKVpfNWtHL//7zH5blQqF2+xhQG2nEcl0jS+6tY5S9quq6vj137t1/j0pz9NNpvlsssu44knnuD//J//w2/91m9N+XGXLFnCT37yE2644Qa01nz961/nO9/5Di0tLTVv/1u/9Vv87u/+Lp/73Oe45ZZb6Ojo4I//+I9ZunSprCSJhWW6Wo+MNl4Noiubunld6jnSz3ZRCioQlE6+OSlAu6hsEyqRxpYGWGsi1moHXV4CzVthxJhOVWbgi/fvJFeXYmXLyU8sUceL5J/5PmFvB1G+B8cP6LZ1fDdcz2Ha4uarI46aJ3r3U9n5INmolxQGg2bvU41kVl1Mc3CU6PBzY95YIzS7WcVxmthin6dgElgLgxs/9A1WG08k0lDJo4Ji3ELkcJHvPtNDZ191npZWcMW6Oq6/sJGGTO1fEUNBkdYa7XhYNxlvCeBglB5uJmyH6xfZeNXI0aQSTnyMX8+jGGFwIHFIY+MVreF/M6WBVm8VaqxOoJIJVFKhbIiKAmzgY8NKHDyeZblOU6lZJmpLr76Y1je8d7hOki3n4zpJi1fNWp2kU/mjP/ojmpub+exnP8uxY8dob28fswo0WZ/85Cf5+Mc/zlve8hay2SybN2/mYx/7GHfeeWfNROxf/MVf5FOf+hSf//zn+fznP09DQwPXX389/+N//I8zem3zunfbTJHebac2k72NwsM74ia2QQmVzI1pYpt6ze1nFChB9afXxsJeGp//d2xQBu1BsSfeEhmiht6pB98Sc03xuGqMyVjLX33laQ4dz1eVGYB42bsv77NmWQO/+yubMJHFdL5E4Wdfpdx7gnzRx2gHx4YkbYWK9fh2eTP96eVorSn5EStVJ9c7T+KpAF+liNCk8EnbEq4a+2MauWmeqKxmhzqPwMnREBznJvUwvnWJBj//WOKgR2lFQ0rh2ZBnV/wK33lZcbjbr3o8peCS1Tl+4aJGmmtUydaOg+N68adY7cZFKZWDQWGMrfn+rtTJ+kbJpEvS02ilqm47W720xrOvo5+//s9nAYa324YCJM/VZFLxXI7uqTcdhuuWmiD+ngsDbBTEK02nCZrmc++2MR8mRlWWH69m2WxYyL3b5rLi9rlKVpLErLHW4D+9LQ6QMk0ngww3AY6HLfbiP70NZ+kFZ7z1trq9HmsNxfv/ibBSInDr8Epdcd5I1aAMJ09CWagUUam6mmM60Jk/dZmBtMuR43kOdxVYWgeVZ79N+dgh+kIvzskBAuPg2zR1usRViZe4p9RGc2MGz1FsKe/EI6CkMiQJqKeASzTmoJbJNBOuvhp/ySZ2PXyA7r4KuZRhfznHiWQdbU4fA8bBDubLaEcRRZYX83V8L7iU/R1jT/htWpnlFy5uZHF9AmMtnd1FKr4hk/FY3JzFTaaxbhKjvMEVIjsi1qx+gx4KjDxHk0w4JD0HR+vhXIL59rFs6GRkfS5BLu3hhwZjbBzcuRoL9Of9micjz9RwIrrywPVQ3mA/PBNCFMRB09D23AJZaTqTmmXi1JTSM3rMX4wlQZI4I5PJOTBdBzC9R1HJXM0gg2QW03sU03XgjHq3DXn52WfJHNlPybhgizSr4OQn95GB0cg3+dCP/7jJMWPKF+tOWWYgm/ZwlcXvO0HQ30Xl8EsUojhxefiZBqtWlmyCFidPs+0hCJK00E2z7sdaRRP9uIz9hBtaTd+K15DeeC0ohQauvKCN7z55kIFCQBDBo/753JzaTp0uUTIJrHY5HDTyYGk9+8LFYx5z47IMN17cyJKm+NTMoWMFntl7gkLFEqoERjsk0z5XrPdY2Z6BGuMaolT8KT2TcEkmRgdG8/fNffTJyOSo05FBEI17MnK62aFTcjjgOCg3ruGlTYiNfAh8bBhgziDpf6adSc0yIeYbCZLElE0258CWB+IcJGecbzvHhUoU324axvbQI7u4hYhIpUiqIK6iM5hrMlxapwZrzMnrRowpl2muWWZAAblsgqz2icoFXNOE8fuxJiI0bpzIq6oXASIcHAIyqsKADVjPy9TrCrXKDlXwKJLEsz4Fr5n0iDeele11vO6yFfxo+xHKvWX2BYu5327m1andFG2CHwxsZHfYPuYxX7EkzY0XN7FiUXIwr0hztMfnJy/nGfBToBzC0FIqBxSO97H36EBcdXp545jH0krhuYp0yiPlOfFpLzu/A6ORzvRk5Ew6udLkguuivCzKRriRjzL+mBIO88GZ1CwTYr6RIElMyVT6pKlUHWgnrivj1uilE4Wgnfh2Z2Boud8EHjbh4BENlgdUDGXk2ngzqub91cjTbCPGtLJl7Jup52oaMg5ZSnSd6KelMcnS1hz7dlhSgUXbiDA62TB3iENEhGKte4yL1M/JUN3yxAIVEhRIxQGVDTE4OOmxXeNXttdxo7eCex/ei6uhkxV8obSWfDD2TWpFc4I3XLqINYvTcY6Rl8C6SSKd4Ls/eZEDXSGZpItScRkA13WodwarTm8/wpplJ6tOO4PbUemUR8LTwwtyCyQ2Gnb6k5EOW69aNS+2huLAU2OdFF4qg5vzcAKFLRZPbsnNsTOpWSbEfDP/PoaIeW90zkHCc9BKkfAcGnMJyn4UBymjfmHrlpXoxiXYSmHML3NrLbZSQDcuQbesPKPxDS339yXa6VZNpCgT4hAR/8JWg0eW7PA224g3PzcxHMCNHtPQm2kq4dCb90m4mpaswqv0c7ijG2sibrpqNXsO9/EfTxc5EeVIa3/4eezQKhaGelUipypcmXy5KkCyFkok6KaefrLDY07iM+A00LBsddXXobO7yP6jAygsmXSSI8UkB/LJMQFSUkesX2R4383LOX95I262AZVbRJisJyDBgc48BzoGSIxaSYnnS5FJOnT1lujoKsRvcGmPpvoUjXUpEq6GuX9vPiNDJyOXt2apBBH9eZ9KELG8NTunScanYi1oNwGJHKpuEU6uAZ1IVgf5c2BoZa5QDmv+nBfKIe3NmTlZmRNismQlSUzaVHMOlNIktmyNT7cVeyGZHXO6LbFl6xmf1ji53O/wuL2UG8MHyVGkTAqXAjpeUxoclMYOZyArVCIT/2KPgppj2rC6mXf84np+8uwRyvl+8t0FyhWfxQ1pbrhsOetXNPGp//cklcDwfOoiXhX9jPrB/KAITVaVyWp/zLZaiMM+08YievAwDDWMc2xIEp8Al2jNNcMVag90DPDYC530DFQohor+IEExGvupPe0aWtOWlnqP6y5bjVfXjFEekbHYCIaim2I5JDLxEf1a4qRbB89zWFSfwtFqQW2pTcSG1c2sX9W0IOv6WKuwTgqVTaONjw0qWL+EjWa/gOVCWpkT4nQkSBKTdiY5B+6yjaRec/vJOkmVuE6S07z8jOskDRm53H/QW8733Ou4InqKZtuDTwKPYLA/l8JYS2Qdem0WXyWoL5bJ+F24joOuayVxxVuqxqSUYuOKHOtblnCoI02hGAwXg/Q8zcFjAxzrLZJOuHQ4S3hEXcVF4TO06F6SKqgZHD3PeexKXMimDasZGDiAs/dh6qI+ktYHBRWVIVh2KS3nbQDiAOm7Tx4k70M+TJIPxwZHKcfQXq9pyKXJ1OW45BXtLG6rxzejEtUHZVIujo7LY2j35ON5riabiufTDyIa6xJjjvCfTYZORi5U1lqs8lBJD5XMosM4WDJBcEYV3idrvJply1uzUidJLCgSJIlJO9OcA3fZRpylF0y44vZkq/aubKujvSmNOXGAVh1SVmn+07mFxXSRsiWOlxzq0i6LgqNEkeW4t4QTXhvLwoNcE/4MbQZIeeAUegi2349SCnfZxjjxuzxAVClhjWHZoiwsqn7ufDEgMpB2NdpG1Nt+mlWetKoOGI32KLRfytHGS6jP1vGGpsGj3+0XYtZtoLTrEbLHtuOFBTLKh67HMU/sJVjzah581nC44FGKxv74plzL+e1pbrpqDYVA43maxU0ZtFJjtj9HWtKSpaUxTUd3iXpHk066ZAZzjaLI0NFdYlF9kmUtY3OixPwzdIrSOilUJo0T+YPBUgUbTb2Z8mQs5JU5IYZIkCQmbTpOAymlJ3TMfypVe82RndzufZuKdwQdRhjl0KMaecRewvZKO6mEQ0k77Aoah+u4rDKHuJGH8ByfvElRjDwWJzyi7sP4T3wtPgFW34oJw1NmJmfSLgrDivJurnKfp57qoqUhDi/oV9Cw+QYWLW6hVl9qt2c/i44/CZGPTWaw2gETcbi7wgMHO9hZWTLmPtmEYumiNI7n0FUIKUcOK9omHtBopbhu81IeeOIgCdchl/aIrOVEb4mevC9bJAuYtRarPVTaw0lF8TacX8JEM98WZaGvzAkhQZKYtNnKOZjoCbpaFbZTQRknl6W3aLAmYJE9wev5EbmmG1ly4aVse2T/yZwqa7kieooEPgNksVoRGUvopEkuboPKAJWfbyNx9X8ds9plrOXIiQLFUkhvvkLvnu38mvMEi53+qttFaF721vNQ+Ty8ZD1vbh21BDXEGtw9D0PoY1N1oBQHK/V8p3ctz5fG9h/KJjVtTWkc16USRPiFiHwxpFAOazz4+BxHcfF5LbQ2pfnBzw+z72g/Fd/M2y0S6Qk2efHBASeuU5bI4vhFrF/EhLOzsiTEQiRBkpiSmc45mGjVXgN8a3AMJjL8hvdtPJ3HrWsilfRoS4MfRERRlkzQzy817WJv/dVVOVWL7XGabQ8lUqAUSimcZB06nYPIJyzlwT+O23MEp/nk2s/Lh3t58OkjHO8r0Rp2co37HBe63TBiB9Kg2MUanuRCOgeSJFzF6y5oG/cNXQ90ogtd2ESa/X4D3+1dy44awVFdwtLYkMNxNOXQQBgHRVFkcDTDrTROxx3spZZOuriOpj6T4LzljXEAUqjQEHTSljE46X6sbZwXLRCkJ9iZGdqKU8ksKpGOg6VKKS5QebYmmwkxRRIkiSmbyZyDiZygO3gszxe37SQ0hmzKY1mqh5awjwGTwPRXWNSgSCXcOG/Kc7BuHbb3KA1BZ1VOVZoyGkOIg04k8dI5FAZb7COyQVwzwERY/+TW2cuHe7nn4b1kw25ucZ5jTeromNfwslrFjysbOVJKohUsbUnyyg1trGw/xTakX2BvuYEHShezqzy22/WKdJEbsrt4trKcoyZLNKLNirWWYiWivTnNkpbs+M+h4k736aRDKnmy0ezQKSitFMujQ/gvxMn1xTCIG9fWt1F/xZvwll84/hduhk2mPpesNp1a/OXW8cpSMoPjl+OtuHDs0X0hzlUSJIkzMlM5B6c7Qec4imI5JOlpWhrTcS0fU8HBYLWLMdCX90k1j/gWH6ye3ZYxVTlVJVIY5ZDK5rBeGlMuQiWP05CK7xfFJ/BUIg48jLU8+tRuXmOeYKO7Hz2q+ex+lvKT4EIOVLKkEy65NIQGrtm0lCWLMuO+5r3HSvzgaY/dPdePuW5lushNLYe4QO/HVIo84a+jvxiQSTo4TpxcXaxEJD3NdZuX1gwGtFK4riKdcEklneFTaqPfD4eaEIflAn1BgopJoG1EpnyAjm/9A8Glb2XtZa8c93VMlrWGytGXCY4dw3i5cZP4J9MTbNf+HlltmqDhYCmRQSXS6LCCqRSxQSDBkjjnSZAk5oXRn/qzafeUJ+jKlbi6cGbESlOJFAaNS4TVLkFk8INo8P4W/CJYgyrn2frKV3D3d16iN+8Tppvpz62mVffS29eN8Su4rqLih/F9/SK6oR3dtBQbVOj++XfZWnwEz6nO5ehkEQ+Hm3ix1EgUxbWYykQ05BJE5QjfH5v7Ya3l5c4yP3i+l73HymOuX5Up8PrmA1yQ6IxrhpcK0LiUqy65nPIzHXT1logqEY6G9uY0121eOqZ1iKPVcDf7hOecsjL2UBPisFzgWCWJsQqtFVZr8tYlZwp0P/ENdjavY8OasStdkxUe3kFp+/0M9HdgwgCUg25cUrMcxETrc/3o6cM88NjBSVWDF6NOxGVT6LAcB0thOKvlA4SYTyRIEnNuvByTurRHT96veYKuWA5RWpEekXtzTLXSrZposV2EZDGWuGhiUMIWeuPGtVpTfuw/WNW0lPdc/lq+vjtFqTDAE/l2XhvtJYtPxUkSGod8vkhDwuAkUrgXvJZwzxMEz3+HdDlfVaS7lzoeZTPPFFrxg5N1iJSCKLIEfpwnlEo6Va9h19ESP3y+lwNdlTFzsibVz011L3B+uhflxgU3lV8EL0lwwU2sW9zMmuVNHO0qUCyHZFIuS1qywytIirgwZDLhkEnEifX2ZMnvcQ01Ie4LEhircJyTL1QpRYUUzaaX7//0CdavvumMtq+GVqwIyjiZuriQZxgSdR+i/NDdpF5ze1WgNJH6XIVSwI+ePiId6M+QtZwMlobLB/izVj5AiPlCgiQxp0bmmGSSLtaFIDDs7xjAdRRaKfryFdYke6nTZRKmRK/vkUukiBxDQ7mTvEnRwSJWeD3s18totj3kyFNUKZyojM33gI23zEjXAwrTc4Ql0Xd5TXIN23s0R2nkp/oKNrODBttPUvlEVnM0qGPR4pXwxH9Csbdq7CVS7GQtB/xGuioOQWQYGT0NxSQlP6StOYOxlqdePMaRnoiXjoccGxh7Am3t0nquv2QZ57lHSex6AdtXxlZC0C6qYSnBBTdhFq8H4u2zZa3Vx/yVipOx00mXdNWW2sS2TWx5gDAM4i22Gt12QxxS2lDq762qqD5e/s94lw+tWNmghM42oV03fgN2E+B42GIv/tPbcJZeMLz1NpH6XCgGT1zO/w70teYGmFIe1UzlX1kLVidQ6SROKsSWCxi/LCtL4pwhQZKYMyNzTIb6oQWhwXIy1Li04QTXuttpCo+Tivy4oGMCFIrIVfjWIdIKR1mM0VgT/z9YcqqMWw4BA85gYctSPzpVh5NKExW6OW9gD0t1il6b4+HiK/iyfxVtTi8Z5bNUn+CK1D7Sh49VjTtCs4cVpEyBtXYvr3AjQkdzIqrjEf989oWLgZOLNmFk6e6vcPf39pE3yeF+bCOdt6yB6y9dxpol8Rv37kOWB/t/AW/gEClbpqxSBGo51/ltrKsxl8P5RkmXdMJBjZNvdDoqVYfFQdsIW6MHmEuEwWEgSg1XVB9vJfCiNc08t7e7Zl7QK7L9mN6jcdJwjWCGZBbTexTTdWC4ntZE6nM15pL05n1cd353oK81Z3VpD5RioOhPKo9qx95uvvGTvTOaf2WtjcsHpBtwEilMOY8JAjkNJ856c3+eV5yzhnJMXEfT3V/BDyOUAkfFKyLrnCPcZH5Euz1OVgc4Kg4GNBZlDZqIpPLJap+08kmpCmXr0B8lMWiSCS9O1k7WgzEopXHrF6GTaaJCH9FAN9oalI1osr28PvlzVrnH6TFZLkns49r0i2S1XzXmEE2ZBO22kyb68a3DgEnjW5fFbh83p7ez2j0ZVFkLBeNxsJikz2TGBEhJT3PL1av4za0bhgOklw/FJ+c6ekqccNvoSK2J/+4pc8/De3n5UO/w/R0nDowa6xI016dIJ1xg6m1DdMtKTH0bGVUZu/pkLSnKnKCRY7qFXMYbXgk8dDxP0nOozyVIeg77jw7wtR/tYV9Hf9XlQ3lB+/cfARPFX59aHDc+UVgeODm2UQ2G/SDCWIsfRPQOFry8dvNS3MHVplrmQwf6WnMGcOBYngOd8esdPV8793XXfKztLx3ni/fvHDP/p7vfVFlrMTqByjThZOvQicSYIFeIs4kESWLO5IvBcAFKYy2OirfXlFI4Cm5MPUdS+RgTxUnLWscrSYMUcUkijSVAo4A6VSHAoaCyOEQQBRCW0OkcbkMr1hjCvuOYSnH4cRIE9JsUCeXz+tQzvK/ue2xIHGXk7/4Al27qOGHqSFIhrSoUVJoIF4sixGXApEmogKsTL6GspWw9emyOvE2PCY5cR6GAIDTs2N893DLEWMuD249QCSLqMwk8N94y81yH+oxHJTD85PmOeOUh49Fcl6Ixl8RzFNGxfYQHnyU6vm9E097JUUpTf8WbiHSCnC3g2rjCuGtDchQISPBDfxPtzVmWL85VnTZLePFYE55DaAyRsUQm7v82dHljLkHZj/jxrv54+zMap+hlFMYnClPV5RKG6nMtb81SCSL68z6VIGJ5a5bbb1rPtZcsm9cd6Eef0Et4Doq4wfDQt1uxHI6Zr22P7h/TVsZYy1d/8BJlPxoz/6e633SwKKybQWWb0dkGqLHqKMTZQLbbxJzJZTxQcaAwFBwNWapPsNjpxzceGVXEao1SYLHDqyQjP7/G4ZPCUxEJFREZTeikcMMAN9MAXoKoPIAp9A3fRwFWgWMNaQJSKqLOzVeNMUKTJ03ZeBgDLiEoi1LgKUPoulgDxlgsit4ow85wKd02R1hjW83RanCk8fuKsdDZU+JoV4FlrTmOdhXo6i2RSbpjPqGnki712XjVoeJHLG5MYy0Eh54/2TDYxLlX450Qmwhv+YUEl76V7ie+QbPpJaUNBofjLOKH/iaOeiu4/apVHDqWr3nazA8iwsji6nhFxw8NycEcoqG8oOf6crxxSSuJfAfWrV7VsdZiKwWc5uXolpVjxne6+lzzuQN9rRN6fmjinwGtUCiC8OSpzFPlUe3vGODwsTzZ9NjvldnKvxrKWRLibCVBkpgzK9vqaMwlGSgGY37JZ1Vc8yhSDmowMDr121ocpGhsXBjSWmymCTeVBBMS9XVjI7/mPRXQ5JaqH81CQaUomBTGnMwv0soOj2NoVUtpKJsEj5fX8GSwhrId+6Yx3GDWWpQ+eQINIAotxZKP7jmA09FBm+2hX7cP3yadipvNeo6iEkYcO1Gid6DC8tbc8AkxG5RQyVy8TRWNf0JsotZe9kp2Nq/j+z99glJ/LwNRimO6hfaWLLcP5ro8t+dEzdNmxpyMYq0d8e9BcV4Q9Ky4nvbd92ALvZhMHVbp+Lh5pYDyUiS2bB23wvep6nPN5w70tU7oxQH24LK+AkbN2Xh5VAPFgDAypFPjNJKeJ/lXQixkEiSJOaOV4trNS/n/vvsSoYlXHobeJPpNkgiNVvHSvlacJkpSg3dVGOWSrGskkUxi8v2Y/uPxncd9w63+dwctZMlTDl1GH3g2Vg0nllsU/SbFz0pr+XllFcGoHyc1mFtlDCe3PEY819Db4PmJo5z/0sMky12sCkPeljB008iziSvpzq5Ba4UfGnrzPsVySGgMuYxXdUJMZZpOBpqnOCE2GRvWtLB+9U3jrtiMd9ps+FTcYGA7+pTcUF6Qu3wjqSX1BNvvx/Z3YAfrJDnNy6e8CjY89nnagb7WnMUrSPH3w1Bd0pFzNl4eVV3Gw3XiVTLPrX3ab67zr4RY6CRIEnPq2kuW8eNnjnLoWJ7ImOE3+uOqhR7VSCsnMMrBtRHxppqK30kGj9cPvZXEZ28soZvFySwm5Vjo64BsE2gX+jrjMgCjjHzLjFB02Qb+pXANtyZ+wmK3j8A4DAVgECduoxTHojq+Xb6EZyorMKNS+xIqpC0d0pA0vJTPUhmxKjA8XmsxBs73jvKW1GOkiwabzKKSWawp0hb1sMj/IT/WipejpRhrh3NqlrdmWdlWh+naP+kTYpN1qhWb8U6bJTwH11FUAkMy4ZAYcdJs9GvQaiPJlRvJVo7Rd5qK29M59rlSa84SrsZzNX4QYbEkPWc4gBo9XyOtaq9j2eIcew/30ZCrfdqv1v2EEBMn2XZiTmml+NXr1rGoIUU66dKQTdDamKKxLsWDwWYCEjiuGy/JWMPIbGoLRMRNZF0MKlOPn2sjERXJFI/EOUobrie5eStkGsFNxQHTKBbwcekzab5b2Eg5hEf88/GtR50u4RKilcXTEQM2zRcHruUv+t7E05VVVQFSVvvclH2eP6i7j/cm7+NX1bd5T+a7nO+e7OtmbbyqFJn4mV+feZ6cE0G6Ee0mcB2HXC7LABl0VOGi4mOEUVR1gmsop8aWByZ9Qmw6neq0mas1jlY4Os6xGX0KbWRekFKa5JJ1eCs34bSunhdNdGdKrTmzxA2Jh0LpTNI95XyNfKzbbjj/lKf95jL/SoizgawkiTk3OoekVIlwHEXQcj7R+atIdPyY6MSBwbYiFqU0drAOUMU48fZafQM4CdxSD54N8Brb8TZch9t2HtYa3KUbCHc/EgdaI1jlYBNpfK+Zn+bXcdA0ALAvXMy3Spu5OvESLU6eg6aJH1U28qLfNmb8DU6Z63K7eZW3A08reqM0/VECx0a06R7eWv8Y90WvZvtASxwcWXA0XLKoxGq3iJesQ4/YLkl6Ds31KfIDhibTQ7Z4lGO6dUxOjUrVnTwh5tZInh3nhNh0Gi//Z9WSuqo6SfMpL2iujTdnKxfnhusk9ef9Cc3X5vNbeecbNgzXSZJ5FmJ6KXsOdjCMIkN3d+H0NzxHua6mqSlLT09h3HozU2WtwXQdwJYHUKm6qq2VU1VnNl0HMKV+KOchlUOlclgsx471cKKkCXWSNtXDonSEk8yim5ailCbqPYL/xD2Y7oNV4whSTQwsu4p0QzMqmcXUtWFQdHaX6OguYK0l6WqO5Q3PHshzdGDsp/GGbIKrVntcsxKyL30LXTiByjVj/AphGGKsAscjEQ5gGpaxe/07OHi8QMLRrFnWwGqzH/uTL0GmoebqibWGMN9L18b/grvi4jE5NdYaSvf/JVH3IVSmccx2iy324jQvJ/2G35vx1ZnJVtweaSa/3+azM624PXLe/CCad/lX89Vsfb+1tso259lAVpLErAkP7xg+qh6GARYHU99G/RVvwlt+4bg5JEppnNbVYw7UKwXLm4ssKxUwUQQsGr7Ohj7+898jePHhqtWjQHk8oTbxaN9KTI+mIWd49UU5VtVrNLBkUYbWxjRP78vzwM4+jvcHjM4YX9aS5dpLlrJxVTNaK3TPAVSpD6s9VH8nKgrw7GDGlONhvQx6oJM1yV5ecdla0kmXpKcJj/VTOs1KkOu6rFm9DKe19rwktmyNT7cVeyGZHT7dNpETYtNpvK/dfMwLmi/Gm5upzJfMsxAzQ4Kk/3979x5nZ1Uf+v+z1nPZ17nmNrmRxAAJIZCEiyC3UFCxRaxa2x6rFtTjsbZqe1pOa6s9ti+LtkdFjvjSvuRY5afVIoqIIqJYkYtcU0AgEG65X2Yy1z37+lzW+v3xzOzMZPYkM5NkZhK+79crJjx772evvWbc+7vX813fr5gWw1vVo2qJgdBPeoPZmGx1B/vu+irhWX/Ea84+b8LnU8pAZRBTq44pGhjt3UKw6QdJ4DDCVr2Mn5fX0ht6xHGS0VSpVbj9gVe4cG0Ha1fO49GXBnlwywCFytgk75MXt7Bx/SJes6h51KqNqhUhqqGiGsmWLp0UQbIW4gAVhygvRZMbkM6nklUem1S31q0LiXt3geONXQk6RK2gYe7iNaQvvvpAnaRaUifpaOwQE0KIVzsJksQxN7xVPaqW6KqlMFahtcJqTdG65E2J3sfv4Ln2lZy2Yu4hz6UUqCjAVAeT3lEjn6c6SO2JHxPvfGr08Wwb98Zn8XhPC2Gc9IbTmmSByEAYKX76VB8/erpCEI0OuBSw9jXtXLxuEUsOaiZbP7+fRcVBsmLljNhurVSyihNHEIc46fyogO5orQS5i9fgLFo97mVMIYQQUyNBkjjmTPcOTP9eBkIfYxWOM2IVRilqpGk3/fzi14+zavkV4+ZSKAUEZeJqKekYP8RaS7RtE8FTd0JwoCikVZr4NReyq/VsfvPQLmIbYUmSpgEiqykan4r1ktLbI7bqO1px9qp5XHTmQua2ZA7zCtWIv+1QmYL64IYON079O1orQcOXJIUQQhw9EiSJhqw1RF1biUqFI16ZsNVBoihMLrHVCw3aZGs9NtnCr2Mqhf5xWygoLFQKYy6vmWIPtU0/wHS+NOr+pnUJtTVXYZvmU9k7SBgZ4jhZQQqMQ9H41GzSDHYkz1FcdOZCzj+9g6bs4dstKAVOVAbHRxEcKFNg66WTk8tvbgpqjTcLyEqQEELMThIkiTHCXZvZd9ddVPfvqm8jP5JeYCrdhMVB2xirNb4NyFHGIa639rBoms1gwxYK2kaYSgETHGgrYo0hevFBgmd+ljSxHT7u+ISnXk609Nx6TaV0KikIWbMu5dgntGN/7R2d3M/3XV6zsPmwAZLWCs9RZFIu7px2qqkMkIGgjI2CAytIrg9+LunXdoit+LISJIQQs48ESWKUaPdmag/cjIqqKD+HTeWOuBeYnnsSpnkB2eoOAmtopojCYtBD/dZiwHKh+zRuaQPDu9SUAhXXMOUCJjpwec0Uuqg99j1Mz45RzxPPO5XgtN/BZlrqx8LIsLUnojPMEtixl/F8J2kcG0SWciXGxHDvU3tYsbhlzGU/pcDRmrTvkPYdPFcnDT7nLkO3dGB6d+G0dmCCKtYY0BqrPagMoA+TgH0kJrLNfrrMprEIIcSRkiBJ1NV7gQVVnOY5mOHOrlPsBTayJlLu1PMo799Liy2ilK1XqtYYLA79JktGRzTt+CV27VloraFWSvKPTLKF35qYcMt9hM/ek1SaHn4eP0uw+reJO06vrx4VqzEPv1jg4RcLlGqGgy+rZTxIpzyqoaFQjgDwPU0u49LdX2Fvd4nFQ4naWikcV5H1XdIpZ6h204E0o+EE7NoDN2NLfeBnwUslq3CVgWO6Ff+5bb31ooRxbHEcRUd7dkYKCc6msQghxNEgQZKoG06wVuncYXuB6bknHTKHZmRNpCAIiNE4ngdBkmitVQwoYhwKJkOoUjTnNFFhP9ufe44SaVwbkUk5LJqTg0IntUe/h+nbNWpc0cIzCFa/KQlMgP2FkAee7+e/thZpVCcun0qCo0pg6SuOvrSX9hxc16ESGHZ2FYliS2uTz7KOJtK+W8+/bpSD7S5eg7PxvcRPD1+mLB3zrfjPbevl5ru3UA0icmkPN5M0O921v8TNd2/h6itWTVtwMpvGIqbPoYrDCnEikCBJ1E2oF1gtJtr9LPGjtya7sUw8JmdpuCZSrVSkN3CJrI9DTLMuoJTBoFFDkYbG0KyrxL5PyWbJuvDQw0/xTF8O19G05V0uyrzMqeUnUCMa1JpUE+GaK4nnr8Jay9auCg88X+D53WUOjmE8FXF+ex8XnbeKh/ek+OWTe2mkVA1xHU0u7bB5Rx+bt/URxjHNWZ83vfakw37Ie0vWMG/t2XS/sPmoJLwfirGWOx/eTjWIaM2nRjWX9VxNfzHgzoe3s2pZ2zG/3DWbxiKmz8gvQo3eB4Q4EUiQJOpG9wLzxt4hjrDWED77C6yJUKl8va7PcM5S6qI/JnzqJ9RKRTprqeEN8US41KxHVoVoDLFKLltpBQ4KP6WxGsJSkWLFMKc5RastsNE8zPxS76hhRIvXE6y6gthJ8fS2Ig9sGWB3bzBmuE26ysbWXVzUvJNs0Ee86X5iLkfRktRKUsN5Ropc2sP3XRytiGJDFMbEFqLIsL2zOOHVEKU07vwVEJlj+i17R+cg+3rL5NJew1W/XNplX2953N2CR9NsGouYHsNfhGxYafg+MJXcRSFmIwmSRN1wBWjTuwvrp0fdZq3FVotgTRIgZdsOfCCOzFl67PuYcj+9gVsPkJL/sWR0MOp82nXQqRzGz6BMSKq4hz1xK0WvndOizZyvn8FVB66Zlciiz3or5ZbX8NhLg/z6hS4GymMrYy9wC1zetpNz83txgiKmMIjBooDzzf38JvdWBisRnueQz3hkfQcDFCsRpUpIPuNiUy5aTX015Fh/yy6WQ+LY4mYaB12uqylXo4a7BY+22TQWcezVcxfDyvjvA5PIXRRiNpMgSdSNTEA2xV6sn8XqAxWgcVxUbCGVHz9nqdCVrMTY9IgACTxiPAwRCheL4zjobCvaTxGXB4nLA2At24N2rnB+wVK3Z9T5N8fLuSdcT9MLTWzes3NMZWyAU1LdvL5tO2uyvdigjCkUMXZ0YtJ81c/qpkH65iykFsZUahF9xYByLSKOk0DKc0d3iZvsaki469h/y85nPRxHEUUG3zu4q12yAuY4iny2wYrgUTabxiKOvXru4qHeB4ZyF6WshTjeSZAkRjlUArKzeA3h0z87dM4SSeFqh5hoxK+Xg0Fhk/WcbBMq0wxxQNjXSRyFxCiwmvP8F/BGrB4VTYofls/mWbOCUqRhR2X0U2pYtzzPZSdFrNjzLKbSTzwwOG6Fa0cZTnL2U/SWEEYGpZJaR56j6RusJQ1r9diVoomuhlhrqP7Xj4/5t+yTFjTR0Z5l1/4SnqvH9H0rVSOWzMvVO8sfS7NpLOLYm2juoq0OTu/AhDgGJEgSY4yXgGy6dxA++4tDdq3H8Qi9PLlwP4O4aKVQSqFwwPHwcy3EOkVv0ZKzIY6boxjWyKsavh596ew3wVK+WzqPQZsd81QZX3P+Kc1cdPocWtpaYbCbYEsvqjb8xjyi9cmIx1mgr1CjENVQSpEaWvkoxsFQnpLCd8cGLxNdDQn2bSWehm/ZWimuPH8ZN9+9hf5iQC7t4rrJjrJSNSLtO1x5/rJpSZSeTWMRx97o3MVx3ge0c8jiqUIcLyRIEg2NTEAedqiu9UEQQXUQ27KYlrN/h/13f40WW6ZiU0TGgVQaN5cBE9HfXyCKNX5rGsIarbqCHrEnrWx8bi2fx38FK8aMa26Ty0WrWzn35FZS+SasmyI0YHMLSGfnjAiSRgZHI1aVlEOn21H/MI9jQ38xIBx6nWFs6Owt05pPkU65WGsJwphCKWRBe4Yl8xs3uR0WlwtgInByje9wFL9ln7a8nauvWFWvTVSuRjiOYsm83LTXJppNYxHH1qHeB6y12FoJ5xgWTxViOkmQJCasUdf6WgzlchUvrhIqj18WVtP3mGVF+xUs2nc/85xB8s1ZrJOiqxySqvTiK4vvZ1DVfnRYHfUcm4NFfKd0AYWDVo8yTsxvrWnjknXz8FI5jJ8lMgoT2/rY4jPfgnP/l5MgZUwhAACFO2cJV2y4kDsf2cnOriKlSogFPE+TSTkUyxG10NA9UKEp41EO4uSyHNA9UOWG7z51yA99J9sMQ3lc0/Et+7Tl7axa1jYrqlzPprGIY6fR+8Bw3p2tlY5p8VQhppuydpzkjRNYHBt6exs3GxVJ/k1bW46+vhLRQRUZlVJEu5+l9sSd1Hr2UKvViK2mT7XxkFrPS9FCyrWYlKc57aRWbO8O8nGB7sGA3dU8J6d7uKJ5C81Bd71vG0DNuvywfDYP1k7lwBqQJedELGvTXL5hEcuXzMGm8sQ4xGaozpJWuI4i7bukfZfo6Z9Se+RWsGN3vZHKk3n9nya1nIzhM9/cRGdvmeacj+85KKWo1CIGSgG1IHl8ksitac37OI6uXz5qVA7AdTWtrRl2/n//SNSzE5VtHfstu9yP076EzO/8lXyIDDnU75sY30zP2/FaJ2m65m3ePLnceCKQlSQxLqWSoMhYQxRbwsgQRjFR/jVEF3yIu+56gMFCH9bP08U8QOG50DKUvOvaGm+6bA2bX+piQf9eXucFLKeMt3t0gLQ9msM3ixez3yS7xjK+4tQFPuuWZJnTkmLh/GZ0Ok/spIniJAHcdTQpT5NOuXhOsuMmKhfoKRnSXhYnKI56DpRGjUg03dVVZKAU0JJPjdqRlUm5pDzNvp4KYWxob06RH9Hs9nDlAJTSpM96M6V7v17/lh0ahYlCnLiCm8rKt2xxQnAXr8FZtFoqbosTmgRJAqi3PEuCoSBCFWv0FwOCICIyFmuSysrDdu8v81RPDt9rxtMHggzf07RkHLywxJ5dvex0drC+/Bt0sYswqOFzYHeYsYqfV9fy08o6DJrF7T4XntrCGSflcB2F4zo4fhbjpYn79kClgJdpItWxnFzGRytFuGsz5SfvpNazm6BaI2VrAPSQx3Fc8mmHlO9hHQ9bHqjvLDtUbZ8wthhr0QpcZ/TtEykH4C1ZQ/riq+l76HbCvj1gYmKr6aGVzc55bAg7OO2IflpCzA5KadnmL05oEiS9ihxY9Eg24xtjiYf+hJEhCGNiY9EarHYoV5NAopFyNSI24AwFEQrIZ30yOiAo9NM1UGaJ6mTO9qfYbrMscaqkVFR/fE+c51ulC9kWL+D0k3JceGozJ81NWloorXD9FKTymO5tOM/eiTfYiTIxynGTpNH1VxID1ftvJqqW6Ku5YH3adRWwtFKmP8rRXXKY4zqkXT1qZ1k+2z5ubR9jLMNXoadaDuDFsIObey6lPeyk3Y8IvAy7ozmU+mJ+M4leZsZayfERQogZIkHSCWRkEDT837ExxMYSxZY4NsSxHTo2lCNjwWJHlRU6eOt6I9m0i6OT/K5U2qMt5+JGJXq6ByhVQrCQcWvsjOayIbV91GMfr63gzvJ6NrT28/sXLaY1f+Bylut5qFQO46ahcwv+4/+Oimqo9MFFGb+B8jPYsEJvmCGwloxOghaDg8bQpCt0G5+BYkC63R21s+ykJcvGre2jVZL27Tl6SsURD/QyiynnF1MZ7mXmg+c5E67e/dy23vpusTi2OI6ioz0ru8WEEGKaSJB0nLNAEMUYYw/8sRZjqf876Vxvx6uvOCUL5+aY15qhVIuZn1c44SC7OvspBVC1aeboAhdlXmSBU6g/pmo9fl5dR3vW8tetD5IyVQJzCoaFaMfB9VNYP4dRLq62uC/8DBvXULkGRRmL3dhiL1GmndAYtFZD5SqT+xk0LjEpHRHELkEY46m4vrPscLV9XEfjORpr7aSLI27fd+S9zJ7b1svNd2+hGkTk0h5uJhnbrv2lCfeRE0IIcWQkSDrORbGhUAzqu72mi6s1v/Paxfz6v15moKefgbKlt5YmxOHi1PO8NbtpVN+1fXELnXELb2jfgec5YBXUYnRUwUmlkkthbgpHKZoyHk7fDsoD+8YUZRy+JOhqH8eWMcZgLWgNkXWJcXCJMCSXAfXQKlkcG9x4dP2W8Wr7LJ2fZ+2Kdu59cs+UiiMOHmEvswMrURGt+VT99U+1j5wQQoipkSDpBDDdNRxcrdBxlWanCsrhlQGXyCiyqsYf5+7nTH/ngbFZ6LM5tKPoUINYhi5RmRidbcFp7cBm21COJpvySHkaayGqjG59UA0iBooBYZwERb4yzFFgohClPKxNVmlKNkszg2iSAM0Anopwwxqqwc6yQ9X2WbagaUrFEZuOsJfZjs4jX4kSQghx5CRIEhOmlcIh4pVtXTywuZtnd5ZIFrAUy90ursndR5tTrt8/sppQOUTKr1/q0wqUdnB9H1oWYea9hmzaJ+U5Q5cFk/uNbH1QNZqegSrGMtRbDbCK2GpMUEUrj9gkOTuB8inYPM0UAUXKBqAdvLnLSI1Tv0Ur1TDYmGpxxGUdR9bL7FA772DifeRmiiSbCyFOFBIkiQmJYsMTz+/l18900jkQ1I8rLL+VfpY3Z57AUQfWtHbSwXNqJa/lKXKUCayD1grfz+L6PlZ7cMqFtDRlwI7tRzuy9cFA1U+a5jpDH7TWkqFGt2rDMzXylCiRIoo0njL4OqRAjvvDMym7LVx23ioWnnHGlOq3jBdAjccYy/Z9g6xZ1sa+njL9xVqSUzSJy3X5Ka5EzYbgRJLNhRAnkuMiSOrv7+f666/n3nvvpVgssmrVKv7qr/6Kc845Z6aHNuOstezpLjJYCsmmXRbOzTX8YDTWsre7RLkaHfJ+WIPq3UXYH9C/Yw+7ylme7XF5ZneV4KAi1jlV5ZrmBznV2V0/FlvFg9Hp7HMWkNMR28xCTlXbaHYivHwrWhvCYh99mZPYV2hh8LEdWAvlWoRWMKc5xTkLauhaCb1sA5WuneTMAI7yCWwKF0OaKoH1+FH1bMLYcrn/NPOdAmlliC3sD3M8HSxlrz+XRStOQ89bhEUxXrhwJMHFyMf2Fmo88XI3uzoHiYZqLRljKVbCZBVugpfrTlqQrETt7CqSG0rC1/pA492DV6KMtfzqid386qk99Bdr9UuPrXmfjesXsXH94iMOlqw1hy0aOJVkc2MtW/cW2NpZAhOzcE6WXV1FWYUSQswKx0Vbkve973309PTw93//97S3t/Ptb3+bW2+9ldtuu42VK1dO+nwnSluS57b18uvNnby8q59iJcLRMLc1w6XrFrFySWv9fi/v6ufep/bQ3V9JahuNcz/dtQXv+bsJe3fzdG0xD1VP4ZVaW8PnviC1hbdmHyelDkROxsuyveVs3O4XaDEFPCJ8FSY70vJzcYmwpX5smKxEVa3LTyvruLd2OgCnuHt5ffoZOtwCGTfGMeHQElOyZ82iqOLTaedwd/l0Xow6UCSrN4udXlZ5ezjD20mLLuMqQ2Q1XXELvwzOoNJ+Cn9w6coxH9JHsvIx8rG1IKZSi9EaWnI+2YxHFBmKlRDX0Vx+1mLWrGif8If+Tx/Zzg/u3zpUYTwJehxH4TqafMarBxzPbevlu/e+zM7OIrY+T9QT1ZSCpfPz/MFvnTzllZyJtJ8w1nL9LU+ya39xVLI5JIF8fzFgybwcf/mH6+uvf3j+OnvLmKHk+qROl6oHlbIKNb6ZbktyvJK2JGIyZn2QtH37dt74xjfyne98h7POOgtI3nSvuOIKrrzySv78z/980uc8EYKk4W/tLXmfai0iHKqDNNw37W0XrWDlklZe3tXPDx7YSi2MyaZcHEc3vJ/u2kLh4dt5aHAhj1aWUzJjm7NmVI2z/Fd4U/o3NDm1USszMZoKPtaAwlDBo0XV8FI+bq4FG9WIC33YoU9vVX+c4kfls9gdt/MHuYdJq5DQapp1BY0lOZuibHxcZahZl++ULuCFaNGosZ3i7q0/vmRSRDi4xGR1jZr1uLV8Pl2pZXzgzWvqH7hjVj4OuiR2qG32Bz+2t1BNGuEOtXJpb06TSbnjBggT+dkWyyFRbIji5I3c2uQN/m0Xr+BN5y2r3y/J10oqhMcj3vOT3K3h8aS45k2rJx1sRLs3J41MwwoqlR/TyDR98dW4i9ewbV+BL932NCnPaXiJMAhjamHMh99+Bss7mkfNXz7jYYD9veWhIF7R3pLC1YfulfdqJ0HS1EiQJCZj1jfZaWtr46tf/Spr166tH1NKYa1lYGBgBkc2c0ZuEW/K+Hiug1YKz3VoznrUQsO9T+0hNsnftSAi4ztDRSUNrqPr9/vlk7t55pVu/u3n2/j0vo38snTqmADpJKeb/5Z9kE+23MrvZx+jeUSAZIGCSdMV5UjbGhlVo6yzOErj5fKofCumViIu9DJyH97wvzSWN2ae5vXp35BWIf0mQ1aFaCDCwSiNwuKrmB6Tw1GGy9PPjurLprC8Pv3M0OOzhLhYFCEuAyZLWoVcnn6GYjnZOp/UkRq9zd73kjn0PYfWvE81iOv3PdT8t+ZTQNLOxXE0jtYYaymUgnqNpZG70Sbzs53bmmbh3BwL2rPMa82woD1DJuXwzNZeImO48+HtlCoh1lpcrTm4CoQ1BwqMlqvRuK9nPNYagifvTAKkbBvK9VFKJ39nW7FhNbndmgPJ5u74yeZxbCmWw7Fz7zoMDAaAwnOSavCDpbDeWPhQPwshhDiWZn1OUnNzMxs3bhx17K677mLHjh1cdNFFUz7veG/mx4Otewt09pbJZzy0Hm5Em9yWfCg79PRXeGZrL/t6ygSRoVKr1R/vupps2sVaw9a9g7yyZxBoGfUcHhFn+Vu5IP0CJzk99aBo5EKIBQbJUrI+DlHS7ESBqyDd1IbjhoTFAXRt/FU7gyKjAhY7fRRNBh+Dp2LiofjdWgUoPBXjYSibFPOdARY7veyK5wCw2OllvjNAyaRgTOaRomRSLHAKLNI97N7vs7s7Gc+BORy7zT6fcensLbO7u8SKhaMTt0fPv6p/eA9fFtNaJc2AY0PKc/C8ZDdauRYf9vfu4HMDpPwDKzNaKzp7y2zasp/O3jIp36EaxPWq6WpoIEkl9eTnZW1yjvFez3iiru2YgX3odB7VYI5sOocZ2Ifq20lL0xxcRxHHBqfBSlIcGVxH0dKUYnd3adRrDMKkcbLWCqVAW0bN36F+Fq9mwy2BHOf4fS+bCTJvYjJmfZB0sE2bNvF3f/d3XH755Vx22WVTOofWira23FEe2fTZ2plsvU/77tDqhcIZ8SGmvOSDc0dXkqit1FAPMmsxQBAagjBoeO75up/XpV/iHP8VmnR1TH7LMDN0OEaDpb6zTbs+ueY5RFYRDnRi4xqHMrw24KmYyDqkVDi0SqRG3UdjcZShZj2yKiCvq6g4uS2vq7jKULJjP5whWZFyCMipKr3GJqUFoD6HjfqzaaWo1JL8m4N/V0bOv9bJCp4aamWiAI0iHnplrqOpBTG+57B4QfNhf+8OPvd44yrXDMZCJu1SKI34WR70EGuTwCPju5RrUcPXM55yb0jZxmg/1XBnoNUpTFAm54asP6WDpR1b2ba3QCbljslJKtdili9sZv3qDp58Yf+o1xiEBwqCKhQaRs3foX4WApqbMzM9hOOSzJuYiOMqSLrnnnu49tprWbduHddff/2Uz2OMpVAoH/6Os5WJ0SopsDic7Dqy4nYYxSiShO3hD+5kp1Xj02kF69K7OD+zjZVmaxIMDa9McdDqkU0CJKOS3WLWJiGNsQqdyeFkmylHluJgAR0b/HFScIYTsetjtkkOkbF61PGR9zVoPGJiqyjZNFonOThFkyaySRuSsMGvtEuyMlWy6SSYNHH9dVeDaNwcGq2Sue7rO2glbMT8+56Dq5OE6jAyaAcMo38WhVLA0vl52nLu2HMd7KBzjzeubEoPjc/iOpogHEqgHx1fYqwl5ToYa8Z/PeOIIg+jHGxQQ7ljc9RsFGCVQynyqA2UedO5S/n6T56ju79KLjOiSnklySt607lLGRgoN3yNwyteKDtq/qLYHPpn8SrmOJrm5gyFQoU4lpykiZqueZOA/sRw3ARJ3/rWt7juuut4wxvewOc+9zl8f+yb9mQcz4mOi4fyVHbtL2EMo4owJsUKY1pzHn2DtaEAiYZluR0M87KW975hGXOffQBd2AORZUS5o1HhynCAhEpWdmJcQobyoVrm4PghcbWcFDlUiqLN0KbGFjwc3oEVAw6WivXZHbex0B1gwGQIrYOnomSVSlmUtYTWJbSaFl1hr2lnn51Tf82743a64hYWun0MGOfgUZPTNfbEbewxczh1Xo7Fc5M3r+E5bHXGFnwsVpJt9ovn5sb8royc/+HHtuR8eoaStyFpZGuNpW8wIO07/PZ5J2Hi0QHA4X62hxrX2avmcf9Te9i1v0Rz1qN30GBiO2rlD5JAsDnnUarG476e8di2peiWDuLeXaisN2Ystpq0ebFtS4kiw6lLW/njEW1e4kpSpXzxUNmDU5e2EkVmzGv0XY3nOvVgyFiL7zp4jh4qoTD+z0IkG1FkXiZP5k1MxHFxUfbb3/42n/rUp3jXu97FDTfccMQB0vFuuDlr2ncYrISEUYyxljCK6S8GxLGhe6BGuRY3+Ei2ZHREiyrRropccEqe5qyHmbsSFY3YsWbHBkgRULF+/baq9XAcl3x7K1kPBou1pL4NJTK2QrMuN8gQSj7DDQoHi0Hxs8oZ3FM9k5r1aNEVytbDkqwAORgsirL1adEVatbjMecs2pozeJ5TX2W6p7p26PFlvKH8KI+IFl2maj1+UV1LPuvXiziOnMP+YkAQJnMYhMkcHqrgY6PH+r5DSy5Vv0TmakUQGZbMy01qZ9ZEx+VqXb9fNTQ0Z308Z/RYPVfTkk9RDcxhC1g2opRO2rh4aWy5P1k5sib5u9yP8tIN27z85R+u58NvP4P3X3kaH377GfzlH64f9frHvMYopqXJByxhnFS0asp5hJE57M9CCCGOpVlfAmDr1q1cddVVXHrppXzyk58cdVs6naapafLbLE+EEgBwoE7SSzv7GCgNbxdv/OP0HMjqAC+u4SiL1uC5Dm+/5DUsaEvjP/7v6IFdKBMlBSVHPNbapB9tpHwC6w7tflPkfUu6uRWFYntfzC9ra8n4DpfyMPPpRtmkck+kHIyBtIqS8zFU88h6/KxyxiHrJFlrCaxLzXrsN808rDewP718VA2iM1a088KufpoHX+Hy1DPMdwZwlCW2akJ1kn780DZ2d5eIIovrKhbPzfHm1y2fVJ2kOLa4jmLpgmbWnTyHOU2pIyqGONH6TSPvF8XJ7sXYWBydNCF2XX3EtYYmUidpKqRO0pGREgBTIyUAxGTM+sttd999N2EY8vOf/5yf//zno25729vexj//8z/P0Mhm3tzWDFnfoVAOqR5cDptk1aY5DXMzhpSKiY3BGBeloBoa5rWkmdeWQQ/uQxf3g7Uoe+BNwwKRk8FqF5cYVm5kf9zOI3s02nFo92qUK1VClaLjjFWE2/rZ2VviXOVR0z6BSpPLpUinM4SRIQgjdK2XyMmxa+GlVDrWsShUvLNecXs5YfOlLBiquG1TWfb1lKkVC/RUXe7b6dLZXyUuBjiOYun8fP0D1FjL9n1reGXXRYSVveRUlZJNU84u5B2L21jeMX6wooaTsFSS0HNwU9nxHNzbraUpxfrVHQwMlI/4zXeifeMa3W/J/PxRrVrtLl6Ds2j1YStuT/U17u4uJcn0UnFbCDHLzPqVpGPhRFhJ6uwr849ff6xhcDS3JcV5p7TQkbP86okdBJEl4yc1fGJjqAQG31W84eylnNTRxMDmX7Ng5z1DxRsTMZqa24zyfDQWLyqzZ+kV3LcvRyrlYfw8PRVF/2CtXvDvj994Kk21veQf+X/gpfDTY3eP2CiAsErmjR/Fmbd8Uq/5aPcmO5Jiko3IN/upkXmbGpm3qZGVJDEZs34lSTS2t7s8KkByHcWZK9p47clNLJ+TJA0D+Hopjz7fSd9gjaoxOBrmtaR47eoFnNTRRM8LT7Fgxy/RI7K1a9alL87gRBFOLUQpi6/hhf0RrucSeU30lGx9d5LnavqLAT95ZAcfvcAh0BZSqcYDd1yoxZhKAfZvm9TKxGSbzR7KwQUNh1ePRr6eOx/ezqplbbKSIYQQr1ISJB2nTl/RzqXrF9HZV2b1kjwblmVJ6RgTm3qABHBSRxNLFuTZ31ehWotJp5zkEhvgvHwfS7b+ctQW/5JNUTUOrbqCq2LU0Ib8Gh61oEYhlaVasge2nDNcwDKpKt1ZbqFNOxBHSc+2g8VRUsl50+3Ycv+Uc1yOdFVpR+cg+3rL5NLemMtrB1fJPlqBmRBCiOOLBEnHIaXAdxXXvH4ZQaXEQKFMFIXD5X/G0EqxoD174EAU4D/zQ9zOzQcO4VDDQ9mYZl1Dk+xAUyr528+3comzhf/o0gRNrxnzHK6jaKntp1awqGwrZrAbcm1jt42XByAOMcXuUb3A4t5dVO+/ud4L7FCOpCntsHobjcz4bTTK1SgpZyCEEOJVSYKk44hKqjdCUMHWysRxTBzHmPGqRDY6R7mP1BO3oIud9WMD5PgZl+CbEm/gIRyGqlyrZFub1zwH5TjowT38N28PdwQOe/1l9ccvNbs4J9pEm9dH03Maq4Cwhh3shmzLgaao1SLEITguKttGGBniwOBoBy/bii33Ezx5J86i1eNeehuTR5RJ8oh27S9x891bJpxHlM96OI4iikzDoo1RZHAcRT7rTXhuhRBCnFiOizpJImniSlDGFruJy4OYKDpQQXKCdO820g/fNCpA2m7m8z3zevpUK6XII7AOBbKUVQaLg9M8B+t41Ap9RFFERgX8tv0lS80uIAmQXh/dy1zbg9Ep3HwbpJvA9SAOsdVBKA9AWEU3zUV5KUKvia6+Cl39FboHqnT1V+jqqxDqFKZ/L6Z7R8PxN2osGwzlZU22EepJC5roaM9SqkYcvHchKcgZ0dGe5aQFknwphBCvVrKSNIvVV46iCrZWmVJgNMzd+Tjec3eN2uIfLDuf+/auoL8Q4jsRbbaK51hK1qPZlnFb2jHaIS70YuMIUBjAJ+ScaBPbnYWcE2/CtQFFssxpyiQrQK4P+bnYch86Pxf/7LeiM82YSoHSf95EdyVK2phohdZDi2ORobtomZ8aCqwaGM4jch2dBFUjdqZ4riabmnge0XBBw5vv3kJ/MSCXdsfsbpMChkII8eomQdIslawcJZfVTBxPLTiyBj2wF++VX+Hsf/HAYe0QnH4V8aJ1nNs6yF2P7iCILU46T2w1rolJt7VhtSYq9EEcJT3chhqDBSrFXNvDedUHmev2EKg0+YyPVgqLJQyHigI6GXSxj929Br+jnUVpQzm0aBujnAOXsZQCx1GoOKIcWnKpfMOXUyyH1IKYahBhUThDz4eFWhgThDFp35lwHtFpy9u5ekQbjXI1aaOxZKiNxsGX7Y52CYLZyFpz1OshCSHE8UqCpFlGKVBhBVMrH9HKke7ZivvSr3AGdqHsgYxu62WonfUuTOtiAJYsyLOgLUO5GrG71ky3amZpu0YpQ22gF20iHOxQgAQoaKWIVXC+/zyOjfBsSLEUUyj5WGtRSiWXsKylWVf56X2b2eGWaMl6XBk1s9Dpo2jdMZ1zc7pGZ9xOELexvMFrymY8amGMseA5CjPU2Hd4hixQrsV09ldYO8F5mmjRxqORLD7bHavK2kIIcbySr4izhFIKbUJsqY+4VMCE4REFSP7Tt+P07xgVIMVWMRgquvb3148NlIIk2LAW19W83HoegfWIC904JsTBHAiQhtihxiJV42AteCqiVRXxbA1jwRiLtUnvtcgq+sJk1aizr8rPyqcTWI88JVybBIGujchTIsTnvmgdxUrjbXrD41BAbAzRiABppJ88tJ3ntvVOfL6G6i+tfc0clnc0NwyQbr57C7v2F0l5Ds15n5Tn1JPFJ/Ncs1W0ezPV+28m7t0JXjpJuPfS9V2H0e7Nhz+JEEKcYCRImmFKgbYRVPqJi32YoDYmkfhwjLXs6ynx5Av7eeKFLnj2p6haYVRwU8Wnm2a0jeGl+9jdWaCnUOPhZ/exq7tEX6GG9lI8XV3Ebf1rqcTO0ApSwg79qf/DgkdIpFxAoTA0qWq9ga3FktU1um0ru+I5lKsRzTmPF6OFfLf8OrrVXHxC8pTxCelWc/kpl7BDLx53R1mpEpHyHJSCeJwNfQqoTSKBeyJzOzJZ3PcctFL4njPpZPHZylpD8OSd2LCCyrahXB+ldPJ3thUbVpPbrVR1FkK8usjlthmilEKZEBtUiWsVbDxOkaPD2N1V5CcPbWdPT4nYwG+lnyGV6hp1JatImjJplFIEpGijyGMvv8zusIn9/VWshbbWPIM2y96+KrvtPOa1nMcbeQCsJR6KpV2VfEham7QtcbEUrU9exSiSFSVfhRiryOoaNevxn7Uz0ErXk6w9V/N8bQF9uWUsdfvIUKVCmk7m0l8KWTJv/B1l+axHyndwHEWhNDrvSCnqK0DZo1gIcjJFJ09e0npEzzVTTPcOTP9eVCrf8DWSytV3HU62lYwQQhzPJEiaZkpZVFRLgqMwwE6ixtHBXt7dzy+e2M3+gSrWGN6UeYZzUq/UbzcWCuQIVFL5OlnlcXBVQKGvj67QozXvY5RLv83QM1BFA7GF3dUMtbSHsgZXmXrbEksSIFkUGkNoHQbIk7NlfBXTpKpUcdkbtfHL4AxeMQuHnxhroSXv09NfpVCK2JWfM2JHWXjYHWXD2/a37R1Ea5Ukk6vklSWrSxbf1WTSLoVicFQKQb4aik7a6mCSg+SM83Yw1EpmvF2HQghxopIgaRrUt/KHFWyQbOU/0r7Cxlp++eRuKtWIFCFvyz3CSu9A/aPYKnriHLFycZwkTnG0wiEmNpqeqsZPaZqbswzaLD27i9Qig1ZJwDEQelR9j5pxcByNT0iOcpLCrTTKWiyK2CpC5REayOqAe6pn8nI4j91xO46j0cPX3yDZ8o8il/GY15qmvxgcdkfZSMPb9v/fnc9RCaKhsSqwSYCkFbTk/KNWCNJaQ0uwl1PdXYRhjj5vwehkc06MopMq3QSHaSWDdpL7CSHEq4gESceQUqBsjK0NBUexmXIy9sH29JTo7KswPxXwu+l7macL9dtqxiVEEeHUAxRHa8DimRrdppnOuJVl7TlCr4niYEQ65RLFyW4xgJ1RO32qlXm6h5LKU8ElTYBLhMGiMQTWJbQuLpasDtgTt/HrcDX1tm7WglLENlnhGW4cu3R+nr/4g3Xs6ipOejv9acvbef/vrOYrP3yWcjVCDe2m811NS84n5Tv0FwOWzMsdUSHI4Z1ebf17ebtbJYgV/VEbjzlns1MvGXp5SdHJI32umabnnoRuXUjcuwuc0ZcVrbXYWgmnfQl67kkzOEohhJh+krh9DGid7FSjUiAe7CUuFzHRFGsdjaNciZhrenir/dmoAOn5cBE/rJxDzfo06Qq+inCHksNTpkSIy8PhKlpbckRunt29Abv3lygUA6KhIE4ryKY81Bm/TaD8ZCcaMSUySX0iYiwwaFO4RDRRJlI+/1lbSxiDVqB1crkvjJPdcdmUS38xqF9Sc7U+5I6yQ1mzYg5/8ta1tDWlSPsubU2ppGmvVqOeY6o1jA7e6eXmWwmVxxzTw+XRvSyOdxKE8VF5rtlAKY2//kqUl8aW+7FRgLUm+bvcj/LSye1SL0kI8SojK0lHSX3VKKxhwio2io4o3+hwWoov8Yep+/A4kPD9UO0UfhWsARRBRXNx5iXanSKOrWDQ9NLKI8EqgvbX0JZtYcueMoPlAGMtWilcleyHi2NLoA3ekrX8+pXXc9rgI8x3BtAYavhoLEZp0irGKEunbee+aB173IXktEXrpIZRbWhJKeUl1/smckltok5f3s77rzytXruoUAwmfNnuUMbs9FKKtAu0aAYGPdKmyNnBJp6384/q65lp7uI1pC+++kCdpFpSJ8lpXyJ1koQQr1oSJB0hpUCZCFstE4e1JDA6htvBrbVELzxA/umfwFAydWwVP62u4+loOZCs5PRnlvAz9yRa4m7mm26shS41h+ziFfzWuauoxg6bXv4NUWxx9cjcHlPfKXbbva/wlosu4Oa72mkPumj3Q0wqx+6onZagi1Yv4NLXraJ13jIuq8S8JeuxZH6+fhktl3GxKMqVY1OheqKFICdjvJ1ead8lPcclqGqWhyX+/LxWFq86/bheQTqYu3gNzqLVUnFbCCGGSJB0BJRSUBlIgqMpbuGfDGtigid+RPTyw/VjAR63187nxdoctE6Ss5vzKRQw3+zlirbteNVerIlxsp347VU8Zx473YWkfWeoMKPFGptUy05eGEFkeGVvgX+9/VlQsDVs45VqskqUScW0zV/Gxecv49QGqyhHuu1+MoYLQR4th9vp5aVSEFdZmLMnVIA0TCkt2/yFEGKIBElHQCkw0xUgRQG1h75NvPf5A8+fbaV42u9T+U0ZHZTwXIemnA/WsMzt4XL3N3jVAPwcKpPDTeeJu7YS7X2J6OS3oZViwZwsUWSo1iIK5RCLRWvAQGShEsQ4WtHWnAIL5WqE62h+57yTTojLTAeTnV5CCCGGSZB0HDCVQWoPfAPTt7t+TLcvIXXh1XSkcvz+vBo9/ZWkVo9WLGhNM2fzJuxAAJkWtJfCybVioxCrPWy1RNvOX+I4FxNFBs/V9A3GWCyOUigU4VB1ZUcn1bOL5ZD5bRmy6SQB+yeP7GD18vYTbjVFdnqdGF4NzYiFEMeeBEmznCl0Ub3/69hSX/2Ys2gNqfP/G8r1iY3BcxxWLmnFSyKapN/W4H7wc2jPHwqQIkylWK+gnCrvZ21LkSd782RTDmG9RpLC2KT3WlJbSWOsJYwMQWRIec6oKtPTeWltOgzv9KrefzO23A+pXHLpLY6wtZLs9DoOvBqaEQshpoe8089i8f5tVP7zK6MCJPfk15G64N2ooUtBWimasx6e1vWaSDYogYlRfgon24o1MaYyolqy44KJuWRVM2nfoVAK68Ut7VCDWgDHSb55D9eDHD7uupo4tpOqMm2tId6/jWjn08T7t83qPmDDO72c9iUQVqE8AGEVp30J6Yuvlp1es9iroRmxEGL6yErSLBXtepraw7eAierH/HVX4p560ahLQI5W9eBomPJz4KVwss1YazHlg9pJDOXVLFu2iKvnNvO9X73M9n2DGGNRKumvFsW2/jyWJFDSOvnvyVaZHi7MaPr3JknR2kG3LpzVW8tlp9fx5+BmxMO/v77n1AuZ3vnwdlYta5NLb0KICZF3/FkofPFBar/+9oEASbukXvdHeKsuHtOA9OAACUC3LcLvOBmqZeLSwKg7DefV6NaF6LlJ8vXfvudsli9sIu27zGtN0zEnh+85mKEdb8ZaPFfju7peZbqjffxGtCMdXJiRbAt46eSS4P03E+3efAQzdWwN7/Ryl56BM2+5BEiz3GSaEQshxETIu/4sYq0heOougid+RD2w8dKkN74fd+mZEz6Pk0rjnf564qCCLfcdtoKyqzW/d8lK8lmPci0mjGJamnzAEsYWhaIp5xFGZlJVpscUZnR9lNLJ39lWbFhNbp/Fl97E8aPejNgdvxnxZC8TCyFe3eRy2xRYa5Kig3ENG9YgP/eIVxlMHFB78N8x+7bUj6lsK+mL34tuWdB4DH17sEEJ5efQbYtQSqM9D51tgWw76Yv+eMIVlE9b3s7VV6zizoe309lbxljIpb2kcaxWBIEhduykqkwPF2aMnAzxUCkB33OS1zaUQG7692K6dxzz2jzDPzO5dHbiymc9HEcRRab+ezbSidCMWAgxvSRImqSR+TVOtglrwWoP77RLcRecPKVzhrs3Ezx2KwSVAwddH+/M324YIEWdLxE+dy9mcP+BHJ+meaTWX4G7bD2G5ANisnk1wxWsd3eXklpBJmbhnOyUGtECbN++h1y5yoBRGBsn+U6OpiXvk/bdJIG8FicFHI+h4zEnSkzeSQua6GjPsmt/Cc/VY8o3nAjNiIUQ00u+Sk/CmPyaTDO4PmZgH7XHf0DU+dKkzxnufJrgoX8fHSA5HmiP4OmfjTln1PkStcd/gBnYC24KMk3J32GJ6Ll7Cfe9POr+k82r0UqxYmEzZ62ez4qFzVNuRPvctl7u2NRNECtclXyDV0OVvHsGqlSDaFoKMx7POVFicrRSXHn+MtK+Q38xIAhjjLUnVDNiIcT0kiBpghrm16BQjpsES1GN8Ll7J5VfExe7CR79brK6MczLQNO85MP8oHNaawifuxeiKmRaUK6XBEG5ZpyWDqJCD7X/+tGM5/gM7zLaHrTS77SRoQo22TnnOApjYWCwNiqB/FiQnKhXn+HLxkvm5aiFMYViQC2MWTIvx9VXrJI6SUKISZHLbRM0XuNTSPJrrJ/FDO7H9O1J6usc7nz9e6neexPEI5JIU7kk+Bneen/QOU3fnuQSm5+r30e5PjrTnORGKT1tOT6HMrzLKJv2ecw5m9dH95KnRNWmiXDwdUzaVIl1nswxLMx4uJ/ZdOZEielzLBofCyFenSRImqDDNT7FcSCIk0KOhxHv30r1gZuTQoXD0s2QPujD/KBzDheJxBlKfnbcoWraAaZamrYcn8Op7zLKaHaqJdzjXsq58X/RbvtIU8Og6TTtNK26itZjmBN0+J/Z7JgvcfQd7cbHQohXJwmSJujwjU+ThGDl5w55nmjPZmoPfTs5z7BUEyrTIC/noHMqPzc0hhg8FyfXkuzaqhSH7j87mq8evMtop17CTrWY+XY/GaoUIp8dto0PLzm2SdPSrFYIIcSRkJykCRpufGprpXoLj2HWWgjK6KZ56LZF454j3LaJ2oPfOhAgaRfV0gHYCZ1Tty1CN81LjmebQTn1atoHF4mcScO7jErV6MDrUoouPZ9taimv1NroaD/2u4wO9zObLfMlhBBidpIgaYKGG58qL40t9yeFGbHYOIJKAdwU3mmXjptfE265n+DRW2E4SdhLkd74Pvz1b052p1UK2CgcKvoYNjynUhrvtEtxmuejooB4sAdronGLRM6U2bLLqOHP7BBFNYUQQoiR5NNhEsY0Pq0UIArQLR2kznlbwzpJ1lqCp39G8NSd9WMqnSd96Qdx5r0Gd8HJpM55G7qlA6IaVAYhqo17Tm/hqaTP/31I5bHV4qxtvjpbdhlJs1ohhBBTJTlJkzSyQKM6TMVtaw3Bf91B9PLD9WMq10b6kvejm+YeOOeCk3Hmv6ZhBe2RlFLodA5a5pPuWDXrK0jPll1G0qxWCCHEVEiQNAXDBRq1VpiBLkwcj7mPNTG1R28l3vHkgcc1LyB9yfuStiGNznmo0gFKoVMZSOWw9sAYZrvZssvoeJkvIYQQs4cESceAjUNqD32beM9z9WO6fSnpi69BpQ69+208judDOmmDIoQQQohjT4Kko8yGNaoP/n+YrgPtQfT8k0lf+B6Ul5rSObXnQbYFixTDE0IIIaaLBElHkQ3KVO/7OqZ3Z/2Ys2gNqde9E+VMrfO4dhx0phkjOfZCCCHEtJIg6Six1SLV+76WdJof4i7bgH/uO1DamdI5ldboTB7reCCX2YQQQohpJUHSUWDKA1R/9f+wg/vrx9yV5+Of9Zap76AaStS2XnZMIUQhhBBCHHsSJB0hU+yl+st/xZb66se8VRvxznzTmKaqk+H4PqTzEiAJIYQQM0SCpCMQ9++lfM+XsZWB+jFv7RvxTvutIwqQtOdBpgVrJVFbCCGEmCkSJE1R3LuTyp2fxVYK9WP+uivxVl18ROdVkqgthBBCzAoSJE2BNYbKz780IkBS+Ge/FW/leUd0XqU1jiRqCyGEELOCBElToRS2PFD/t3/u7+MtP+uIzymJ2kIIIcTsIUHSFCilyFzx50QvPYy7aDV67oojPqckagshhBCziwRJU+QuOg1/yZpxe7dNhiRqCyGEELOPZAfPsOGK2lZ+FEIIIcSsIp/MM2hURW0hhBBCzCoSJM2UUYnaMz0YIYQQQhxMgqQZoj1J1BZCCCFmMwmSZoB2HXSmSRK1hRBCiFlMgqRpluQhNWGUbCwUQgghZjMJkqaTUuh0FutmZnokQgghhDgMCZKmkeP7kMpJHpIQQghxHJAgaZpIwUghhBDi+CJB0jRQjoNON0nBSCGEEOI4Ip/ax5hSCp3OYV1/pocihBBCiEmQIOkY06k0+FIwUgghhDjeSJB0DGnfh3STBEhCCCHEcUiCpGNE8pCEEEKI49tx8QlujOGLX/wiF198MevWreN973sf27dvn+lhjauehySNa4UQQojj1nERJH35y1/mP/7jP/inf/onbrnlFpRSfOADHyAIgpkeWkPaT0kekhBCCHGcm/VBUhAE/Nu//Rsf+chH2LhxI6tXr+YLX/gCnZ2d/PznP5/p4Y2R1ENqlgBJCCGEOM7N+gZizz//PKVSifPPP79+rLm5mTVr1vDYY49x5ZVXTum8rnvk8aFSCuUqlEoKRCqtcXLNWGfWT+shOY4e9beYGJm3qZF5mxqZt6mReROTMes/zfft2wfAwoULRx2fP38+e/fundI5tVa0teWOeGwAgcmANcl50zncXMtROe9s0NwsPeamQuZtamTepkbmbWpk3sREzPogqVKpAOD7o4sxplIpBgYGpnROYyyFQvmIx6aUwhQrmDhG+2m042D7Skd83pnmOJrm5gyFQoU4NjM9nOOGzNvUyLxNjczb1EzXvB2tL+JiZs36ICmdTgNJbtLwvwFqtRqZzNS/CUTRkf+fQ2uFiSwojfVyhKEFTpxkpDg2R2WeXm1k3qZG5m1qZN6mRuZNTMSsvyg7fJmtq6tr1PGuri46OjpmYkijKK3R6TxWz/p4UwghhBCTMOuDpNWrV5PP53nkkUfqxwqFAps3b+acc86ZwZENcTysJ9v9hRBCiBPNrF/+8H2fd7/73Xzuc5+jvb2dxYsX89nPfpaOjg7e8IY3zPTwhtqOSIQkhBBCnGhmfZAE8NGPfpQoivjEJz5BtVrl3HPP5Wtf+9qYZO7pZowF1IyOQQghhBDHhrKvwmWQODb09h7/u9COFdfVtLXl6OsrSWLjJMi8TY3M29TIvE3NdM3bvHlNx+zcYvrM+pwkIYQQQoiZIEGSEEIIIUQDEiQJIYQQQjQgQZIQQgghRAMSJAkhhBBCNCBBkhBCCCFEAxIkCSGEEEI0IEGSEEIIIUQDEiQJIYQQQjQgQZIQQgghRAMSJAkhhBBCNCBBkhBCCCFEAxIkCSGEEEI0IEGSEEIIIUQDEiQJIYQQQjSgrLV2pgcx3ay1GPOqe9mT4jiaODYzPYzjjszb1Mi8TY3M29RMx7w5jqxBnAhelUGSEEIIIcThSKgrhBBCCNGABElCCCGEEA1IkCSEEEII0YAESUIIIYQQDUiQJIQQQgjRgARJQgghhBANSJAkhBBCCNGABElCCCGEEA1IkCSEEEII0YAESUIIIYQQDUiQJIQQQgjRgARJQgghhBANSJAkhBBCCNGABEkCgC9/+cu85z3vGXXsueee493vfjfr16/n0ksv5Wtf+9oMjW526e/v53//7//NJZdcwllnncU73/lOHn/88frtMm+N9fT08L/+1//i/PPPZ8OGDfyP//E/eOmll+q3y7wd3tatW9mwYQO33XZb/ZjM2/h2797NqlWrxvy59dZbAZk7cXgSJAm+8Y1v8MUvfnHUsb6+Pt773veyfPlyvv/97/ORj3yE//t//y/f//73Z2iUs8df/uVf8tRTT3H99dfzve99j9NPP533v//9vPzyyzJvh/ChD32InTt3ctNNN/G9732PdDrNNddcQ6VSkXmbgDAMufbaaymXy/VjMm+HtmXLFlKpFPfffz8PPPBA/c9VV10lcycmxJ3pAYiZ09nZycc//nE2bdrEihUrRt323e9+F9/3+Yd/+Adc12XlypVs376dm266id/7vd+boRHPvO3bt/Pggw/yne98h7POOguAj3/849x33338+Mc/Jp1Oy7w10NfXx5IlS/jQhz7EKaecAsCf/umf8ru/+7u8+OKLPPTQQzJvh3HjjTeSy+VGHZP/nx7aCy+8wIoVK5g/f/6Y226++WaZO3FYspL0Kvbss8/S0tLCHXfcwbp160bd9vjjj3Puuefiugfi6PPPP5+tW7fS09Mz3UOdNdra2vjqV7/K2rVr68eUUlhrGRgYkHkbR1tbG9dff309QOru7uZrX/saHR0dnHzyyTJvh/HYY49xyy238C//8i+jjsu8HdqWLVs4+eSTG94mcycmQoKkV7HLLruMz3/+8yxdunTMbfv27aOjo2PUseFvY3v27JmW8c1Gzc3NbNy4Ed/368fuuusuduzYwUUXXSTzNgF///d/z4UXXshPf/pTrrvuOrLZrMzbIRQKBf76r/+aT3ziEyxcuHDUbTJvh/bCCy/Q09PDH/3RH3HBBRfwzne+k/vvvx+QuRMTI0GSaKharY4KBABSqRQAtVptJoY0K23atIm/+7u/4/LLL+eyyy6TeZuAq6++mu9///u85S1v4c/+7M949tlnZd4O4R/+4R9Yv349V1111ZjbZN7GFwQB27Zto1gs8hd/8Rd89atf5YwzzuADH/gADz30kMydmBDJSRINpdNpgiAYdWz4jSObzc7EkGade+65h2uvvZZ169Zx/fXXAzJvEzF8+eNTn/oUTz75JN/61rdk3sZx++238/jjj/OjH/2o4e0yb+PzfZ/HHnsM13XrwdDatWt5+eWX+drXviZzJyZEVpJEQx0dHXR1dY06NvzfCxYsmIkhzSrf+ta3+MhHPsIll1zCTTfdRDqdBmTextPT08OPf/xj4jiuH9Nas3LlSrq6umTexvH973+fnp4eLr30UjZs2MCGDRsA+OQnP8mVV14p83YY2Wx2zGrRqaeeSmdnp8ydmBAJkkRD5557Lps2bRr1ofbQQw+xYsUK5syZM4Mjm3nf/va3+dSnPsW73vUubrjhhlFvwjJvjXV1dfFXf/VXPProo/VjYRiyefNmVq5cKfM2js997nP85Cc/4fbbb6//AfjoRz/KV7/6VZm3Q3j++efZsGHDqBpmAM888wwnn3yyzJ2YEAmSREO/93u/R7FY5OMf/zgvvfQSt912GzfffDMf/OAHZ3poM2rr1q18+tOf5g1veAMf/OAH6enpYf/+/ezfv5/BwUGZt3GsXr2aiy66iH/8x3/k8ccf54UXXuBv/uZvKBQKXHPNNTJv41iwYAHLli0b9Qdgzpw5LF68WObtEE499VROOeWU+u/cyy+/zGc+8xmefPJJ/uRP/kTmTkyIstbamR6EmHkf+9jH2L17N9/85jfrx37zm99w3XXXsXnzZubNm8f73vc+3v3ud8/gKGfev/7rv/KFL3yh4W1ve9vb+Od//meZt3EMDg7y+c9/nnvuuYfBwUHOOeccPvaxj9XLAsi8TcyqVav4zGc+w9vf/nZA5u1Qent7+dznPsd9991HoVBgzZo1XHvttZxzzjmAzJ04PAmShBBCCCEakMttQgghhBANSJAkhBBCCNGABElCCCGEEA1IkCSEEEII0YAESUIIIYQQDUiQJIQQQgjRgARJQgghhBANSJAkxHFoKuXNpCSaEEJMjgRJQhxnfvGLX/A3f/M3k3rMrbfeyr/8y79M6jG7du1i1apV3HbbbZN63KpVq7jxxhsPeZ/3vOc9vOc972n4mEceeYRVq1bxyCOPTOp5hRDiaHNnegBCiMn5xje+MenHfOUrX+G1r33t0R/MFH3yk5+c6SEIIcRhSZAkhJh2J5988kwPQQghDksutwlxHHnPe97Do48+yqOPPlq/JNXV1cXf/u3fsnHjRs4880ze8Y538Itf/KL+mMsuu4zdu3fzgx/8gFWrVrFr1y4AHnvsMd7//vdz7rnnsnbtWi677DJuvPFGjDFHPM5isci1117Lhg0beN3rXsc//dM/UalURr2OkZfbhBBiNpIgSYjjyCc/+UnWrFnDmjVruOWWW1iyZAnveMc7ePTRR/mf//N/cuONN7J48WL+7M/+jDvuuAOAL33pS8ybN4+NGzdyyy23MH/+fJ5//nmuueYaWltb+cIXvsBXvvIVzjrrLL70pS9x5513HvE4v/nNb1IsFrnhhhv44Ac/yK233sonPvGJIz6vEEJMJ7ncJsRx5OSTTyafzwOwfv16PvvZz9Lb28tdd93F0qVLAdi4cSPXXHMN/+f//B/e/OY3s2bNGnzfp729nfXr1wPw/PPPc8EFF/DZz34WrZPvShdeeCH33nsvjz32GFddddURjXPFihV8+ctfRmvNxo0bUUrxmc98hj/90z9l5cqVR3RuIYSYLrKSJMRx7NFHH2XDhg31AGnYW97yFvbv388rr7zS8HFvfetbuemmmwjDkBdffJF77rmHG2+8kTiOCcPwiMd1xRVX1IMvgDe+8Y1Ya3n44YeP+NxCCDFdZCVJiOPYwMAAS5YsGXN87ty5ABQKhYaPq1arfOpTn+KHP/whURSxZMkSNmzYgOu6R6We0vDzD5szZ84hxyOEELORBElCHMdaWlro7u4ec3z//v0AtLW1NXzcddddx913380NN9zABRdcQDabBeB1r3vdURnXwcHQ8HiGgyUhhDgeyOU2IY4zIy9jnXvuuTzxxBPs3Llz1H3uuOMO5s2bx7Jly8Y8BmDTpk2cd955vP71r68HSM888wy9vb1HZXfb/fffP+q/77zzTpRSs6pWkxBCHI6sJAlxnGlubuaJJ57goYce4pprruGOO+7gve99Lx/+8Idpa2vj9ttv5+GHH+bTn/50PThqbm5m8+bNPProo5x55pmceeaZ3HXXXXznO99h5cqVPP/883zlK19BKTVqq/5UPfPMM3z84x/nzW9+M08//TRf/OIXecc73sHy5cuP+NxCCDFdJEgS4jjzrne9i2eeeYYPfOADfOYzn+E73/kOn//857nuuusIw5DVq1fz5S9/mcsvv7z+mPe97318+tOf5v3vfz9f//rX+djHPkYYhtxwww0EQcCSJUv40Ic+xEsvvcR//ud/EsfxEY3xQx/6EJs3b+ZP/uRPaGpq4r//9//Ohz/84SN96UIIMa2Ula6XQgghhBBjyEqSEOKw4jie0K4315W3FCHEiUNWkoQQhzXcDuVwtmzZMg2jEUKI6SFBkhDisF555RVKpdJh73fGGWdMw2iEEGJ6SJAkhBBCCNGA1EkSQgghhGhAgiQhhBBCiAYkSBJCCCGEaECCJCGEEEKIBiRIEkIIIYRoQIIkIYQQQogGJEgSQgghhGjg/wdrcIg8jGr59wAAAABJRU5ErkJggg==", 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" ] }, "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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", 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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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FxWJx2+YMLvV6fb3Pa7fLKCszNqhsFJgoKpCQoENZmQmSZI90cZqUWL/2WrX/qkmrVqK42PtqPMEKDFlPhE+sf19jWVO+9nyIDL2oDjJbtmyJEydOuG1z/rtFixYNOrfN1rRupkiSJDuvd4TE6rXXqRTIy0rDrv2eXeZ5WWnQqRRh+VyxeO1iWax+XxsDXnsKhagehNGtWzfs3LkTkiS5tm3duhUZGRkNGo9JRNFNkGXcOyQbeVlpbtuds8sFzi4nIop6Ud2SeeONN2LJkiWYOnUqRo0ahb179+Ktt97C008/HemiEVGIibKMCUOyYbJKMJpt0GuV0KlEBphERDEiqoPM1NRULFmyBNOnT8cNN9yAtLQ0TJ48GTfccEOki0ZEYSDIMvRKBfRxpycAMsAkIooZgiw3vVpbkuwoKvI+aYCCR6lUIDnZgOLiSo71CbOmfO3T0uKDch7WE+HTlL+vkdaUr32w6gryLarHZBIRERFRbGKQSURERERBxyCTiIiIiIKOQSYRERERBR2DTCIiIiIKOgaZRERERBR0DDKJiIiIKOgYZBIRERFR0DHIJCIiIqKgi+plJYmocdEprBBtlZAtRggaPSTRAJNdFeliERFRCDDIJKKwiBdNKN7wGkz5e1zbdBm5SB4wFuWSLoIlIyKiUGB3ORGFnE5h9QgwAcCUvxvFGxZCp7BGqGRERBQqDDKJKOREW6VHgOlkyt8N0VYZ5hIREVGoMcgkopCTLcYG7SciotjDIJOIQk5Q6xu0n4iIYg+DTCIKOUlpgC4j1+s+XUYuJKUhvAUiIqKQY5BJRCFnsquQPGCsR6DpnF3ONEZERI0PUxgRUViUSzrE9x+PJGeeTLUektKAcokBJhFRY8Qgk4jCxmRXAYokQJvk2GCPZGmIiCiU2F1OREREREHHIJOIiIiIgo5BJhEREREFHYNMIiIiIgo6BplEREREFHQMMomIiIgo6BhkEhEREVHQMcgkIiIioqCLiSDTarVi9uzZuOyyy5CXl4fbb78dP/74Y6SLRUREREQ+xESQuWDBAqxevRrPPvss1q5di3bt2mH06NE4fvx4pItGRERERF7ERJD5v//9D9dccw169eqFtm3b4tFHH0VFRQV2794d6aIRERERkRcxEWQmJSXhiy++wOHDhyFJElatWgW1Wo2OHTtGumhERERE5IUy0gWojalTp+LBBx/EFVdcAVEUoVAo8PLLL+Occ86JdNGIiIiIyIuYCDL//PNPJCQk4NVXX0WLFi3w/vvv45FHHsHy5ctx3nnn1eucSmVMNOLGNFFUuP0vhQ+vfXCwnggPfl8jh9eeQkmQZVmOdCH8OXLkCPr374+lS5eia9euru233347kpOT8eqrr9b5nLIsQxCEYBaTiBoZ1hNERA0T9S2Ze/fuhdVqRefOnd225+Tk4Ouvv67XOe12GWVlxmAUj/wQRQUSEnQoKzNBkuyRLk6T0pSvfXKyISjnYT0RPk35+xppTfnaB6uuIN+iPshs1aoVAGD//v3Izs52bT9w4ADatm1b7/PabE3rZookSbLzekcIr33D8NqFF7+vkcNrT6EQ9YMwsrOz0bVrVzzyyCP4/vvvUVBQgDlz5mDr1q0YM2ZMpItHRERERF5EfUumQqHA/PnzMWfOHDz22GMoLS1FZmYmli5ditzc3EgXjygq6BRWiLZKyBYjBI0ediEOALuCiIgocqJ+4k8oSJIdRUWVkS5Go6dUKpCcbEBxcSW7YUIoXjSheMNrMOXvcW3TtctF2qBxKJd0Te7ap6XFB+U8rCfCh3VF5DTlax+suoJ8i/ruciLyTaewegSYAGA6uBuF6xZALVgiVDIiImrqGGQSxTDRVukRYDqZDu6GaKkIc4mIiIgcGGQSxTDZ4j/Fjr2KKXiIiCgyGGQSxTBBrfe7X6Hxv5+IiChUGGQSxTBJaYAuI9frPl27XEjquPAWiIiI6DQGmUQxzGRXIXnAWI9A0zm73CKrI1MwIiJq8qI+TyYR+Vcu6RDffzySnHky1XrYNXFQJiQDxUzBQ0REkcEgk6gRMNlVgCIJ0CYBAJSygqnYiYgoothdTkRERERBxyCTiIiIiIKOQSYRERERBR2DTCIiIiIKOgaZRERERBR0DDKJiIiIKOgYZBIRERFR0DFPJlEY6BRWiM5k6Ro9JNHgyG3ZxPA6EBE1HQwyiUIsXjSheMNrMOXvcW3TZeQiecBYlEu6CJYsvHgdiIiaFnaXE4WQTmH1CKwAwJS/G8UbFkKnsEaoZOHF60BE1PQwyCQKIdFW6RFYOZnyd0O0NY21xXkdiIiaHgaZFHVkQYDRZsfJCguMNjtkQYh0kepNthgbtL+x4HWgWNSY6iKiSOCYTIoqkiBg/uq92HWg0LUtLysN9w7JhijLESxZ/QhqfYP2Nxa8DhRrGltdRBQJbMmkqCF7qdQBYNf+QsxfszcmWxEkpQG6jFyv+3QZuZCUhvAWKEJ4HSiWNMa6iCgSGGRS1DBZJY9K3WnX/kKYrFKYS9RwJrsKyQPGegRYzlnVTSV9D68DxZLGWBcRRQK7yylqGM22gPv1ceowlSZ4yiUd4vuPR5IzP6RaD0lpQLnUtAIrXgeKFY21LiIKNwaZFDX0Wv9fx0D7o5nJrgIUSYA2ybHBHsnSRA6vA8WCxlwXEYUTu8spauhUIvKy0rzuy8tKg04lhrlERNQUsS4iCg4GmRQ1BFnGvUOyPSp354xOgTM6iSgMWBcRBQfb/CmqiLKMCUOyYbJKjnFPWiV0KpGVOhGFFesiooaLmZbMtWvXYuDAgejcuTMGDRqE9evXR7pIFCKCLEOvVKBZnBp6pYKVOhFFBOsiikZr1qxBVlYWDh8+HOmiBBQTQeZHH32EKVOm4JZbbsGnn36KgQMHYuLEidi1a1eki0YEncKKOHsJDOajiJNLuA43ERERYqC7XJZlvPzyy7jrrrtw1113AQDGjx+PH3/8Edu2bUNeXl6ES0hNWbxoQvGG19zW5XbmfiyXdBEsGRERUWRFfZB58OBBHDlyBNdee63b9tdffz1CJaLGRqewQnTmbtToIYmGWiUH1ymsHgEmAJjydwMbFiK+/3gmGSciaqR++eUXvPjii/j5559ht9uRk5ODBx98EDk5OXj00UdRWFiI/v37Y9GiRThx4gTOP/98zJgxAwUFBZg1axb++usvZGZm4plnnkHHjh1d592yZQteffVV7N+/H0qlEr169cKkSZPQqlUrr+UoKyvDsGHDUF5ejmXLlqFNmzaw2+1YsmQJ3n//ffzzzz9o3bo1hg4dimHDhrmOGzZsGFq0aAGLxYJvv/0WXbt2xaJFi4J6jaI+yCwoKAAAGI1GjBw5Er/++ivatGmDcePGoW/fvvU+r1IZEyMFYpooKtz+N1jUggWipQL2KiMUGj0kdRwscv0SI+vkSs+WyHa5SO4/FibB/1KHSmulR4DpZMrfjWSpEkpVSr3K1VChuvZNDeuJ8OD3NXJ47eunoqICo0aNQo8ePfDKK6/AarViwYIFGDlyJL744gsAwO7du3HixAk8+uijMJvNmDZtGsaMGQNBEHD//fdDoVDgueeew6RJk7Bu3ToAjuGBkydPxsCBAzF27FgUFxfjlVdewS233IIPP/wQqampbuWorKzE6NGjUVZW5gowAWDatGlYs2YNxo4di7y8PGzfvh3PPfccysrKMH78eNfx69evx4ABA/Dqq69CkoK/klXUB5kVFRUAgEceeQQTJkzApEmTsHHjRtx777148803cdFFF9X5nAqFgORkrpUcLgkJwes2tpWdROGn8z2CwrRB46BMaFanc0mmCpz40EtL5MHdwMaFaH79gxB1cT6PNx854v8NrGYkN4/s9yyY176pYT0Rfvy+Rg6vfd388ccfKCoqwrBhw3DhhRcCANq1a4eVK1e64paKigrMmTMH7du3BwBs27YNq1atwtKlS12xy7Fjx/DCCy+grKwMcXFxmDlzJi6++GLMnj3b9V5dunTBwIED8cYbb+Dhhx92ba+qqsK4ceNw7NgxLF++HGeffTYAID8/H++99x4mTpyIMWPGAAB69eoFQRCwcOFC3H777UhOTgYAKBQK/Pvf/4Zerw/JdYr6IFOlcnQ3jhw5EjfccAMAoGPHjvj111/rHWTa7TLKyoxBLSd5EkUFEhJ0KCszQZIavrSLWrCg7L/zvQaFhesWIOHqCXVq0dRZi323RB7cDWt5McrMgu/jVQEqZZUWxcWVtS5PMAX72seSYAWGrCfCpyl/XyOtKV/7htQVHTp0QEpKCsaNG4err74affr0wUUXXYTJkye7XpOYmOgKMAEgLc2RdzU3N9e1LSkpCYCjy7uwsBCFhYWYOHGi23udc845yMvLww8//OC2ffLkyfj5558xffp0V4AJAN9//z1kWUbfvn1hs51ZIrVv375YsGABdu7ciSuvvBIA0KZNm5AFmEAMBJktW7YEAGRmZrptP/fcc/Hll1/W+7w2W9O6mSJJkuxBud5ae4XfoDCpqgI2RVKtz2ev8h9A2KuMsAm+z2cTDdBl5DrGYNagy8iFTTRE/HsWrGvfVPHahRe/r5HDa183BoMB77zzDhYsWID//ve/WLlyJXQ6HQYPHoypU6cCAOLivPeE6XTeGyhKSkoAAM2aefbKNWvWDL/++qvbtuPHj6NTp0549dVXcfXVV8NgMLidZ9CgQV7f5/jx427nDaWoDzLPP/98GAwG7NmzB127dnVtP3DgAM4555wIloxCSRYEjyTIssV/UChbjGfWxK4FQe3/6S3QfpNdheQBY4ENC90CzTOzyznph4iosWrXrh1mzpwJSZKwd+9efPTRR1ixYoVrXGRdOVs1T5486bGvsLDQ1cXtNG/ePMTFxeH666/H7Nmz8fjjjwMAEhISAABvvfWWK/Cs7qyzzqpX+eqjXkHmr7/+ikWLFmHHjh0oKytDamoqLrroIowbN86tyTYYtFotRo0ahVdffRUtWrRAdnY21q1bhy1btmDp0qVBfS+KDpIgYP7qvdh1oNC1LS8rDY9d7/+7FSgo9Hgfpf+WSEGtRZylxO+s83JJh/j+45HknJ2u1kNSGhhgEhE1Yhs2bMC0adPwySefIC0tDXl5ecjLy8O6detw7Nixep0zIyMDaWlp+OSTTzBkyBDX9r///hu7d+/GnXfe6fb6Zs2aoU2bNhgxYgSWLFmCQYMGIS8vD926dQMAFBcXo2fPnq7Xf/PNN1i6dCmmTJniMYEoVOocZG7duhWjR49GUlIS+vTpg9TUVJw8eRJff/01Nm7ciBUrVnh0bTfUvffeC51Oh9mzZ+P48eNo37495s6dix49egT1fSjyZC8BJgDs2l+IHfnNcG67XMfEnBp0GbmQlAagDr09/loiUweMRtGmJTD+vsNtu7f8lya7ClAknWlFZY8TEVGj1qVLF9jtdowfPx5jxoyBwWDA+vXrUV5ejn79+mHt2rV1PqdCocDEiRPx2GOP4cEHH8T111+P4uJizJs3D4mJiRgxYoTX48aPH49169bh8ccfx4cffojMzEwMHjwYTzzxBI4cOYJOnTohPz8fs2fPRps2bZCent6wD18HdQ4yZ8+eja5du2LhwoXQaDSu7WazGaNGjcKLL76IJUuWBLWQADBixAifF5gaD5NV8ggwnV5ZewBvTRoDbFwUtO5pby2RglrrEWACzH9JREQOzZs3x5IlS/Dyyy9j6tSpMJlM6NChA+bOnYuePXvWK8gEgCFDhsBgMGDhwoUYP3484uLi0Lt3b0ycONE1cagmrVaLJ598EmPHjsVrr72G+++/HzNmzMDChQuxcuVKHDt2DKmpqRg4cCD+9a9/QRTFBnzyuhFkuW6Lsebm5uLll19Gnz59PPZ98cUXMbHcoyTZUVQUmVm/TYlSqUBysgHFxZW1HlB+ssKCyfO+9bl/5n290CZeOJM8/XT3dDCDvjh7Cf5Z8i+f+1uNmoOKOkwwioT6XPvGIi0tPijnYT0RPk35+xppTfnaB6uuIN/q3JLZqlUrn4uyFxUVISUlMsmnqXHQa/1/JXUaJUx2RUi7p4M9wYiIiKgpqnOK/0ceeQSvvPIKPv74Y7fs8N9++y3mzJmDKVOmBLWA1LToVCLysrx3CeRlpUGnCn0zf0NnnRMREVE9usv79u2L4uJimM1miKKI5ORklJaWwmq1QpZlCMKZ5NWCIHjkdYoG7AYLj/p2w0iCgPlr9mLXfvfZ5fcOyYZYt69rvegUVpRvfNXnrPNYGJPJLrCGYz0RPk35+xppTfnas7s89OrcXV59Wj1RKIiyjAlDsj3yZAphCDAB5r8kIiIKhjoHmRMmTAhFOYjcCLIMvVIBfdzpZSLDFGA6Mf8lEUWSTmE9M8HRR55eomhXqyBz+/btrpV3tm/fHvD1zkSgdIa3FWzC1TLXFITi+jL/JRH5E6pAMF40w3JoN4S4ZMg2KxRVFbCXFyO+bQ7KJW0QSk4UHrUKMocNG4b33nsP2dnZGDZsGARBQM2hnM5tgiBg3759ISlsrPK1gk24xhg2dry+RBRu8aIJxRtegyl/j2ubrwUb6kKnsEIuP47KX7+DqWDvme3p2VCltIIurhVbNClm1CrIXLZsGdq1a+f6/ysqKrwu/F5WVoaqqqrgljDG+VvBZv6avZgwJJstmg0QiuvLbioi8kensHoEmEBwFmxQoQpF3652CzABuP6dMmAMTGB9RLGhVkFm9+7dXf//XXfdhVWrViE7O9vjdd9//z0mTpyIQYMGBa+EMc7fCja79hfCZJWgV9Y5k1TM8Re4NSSoC/b1DdQ64aussTAcIhqC52goAzU9ge7Pun4vRVulR4DpZMrfjSRbpWOoTX1YzR4BpuvcBXsBqxkQPRt5wikW6juKDrUKMh955BH8888/AABZljFt2jSvLZkFBQVo1qxZcEsY44xmW8D9rsktjZROrkTxRu+BGyCgeMOCenc5BfP6BmqdSLl6LIrWe36OpAFj8Z8PD+KHX4+7tkdbd32ouvZirQzU9AQaTlOf72UoF2ywW8z+91cZER9vitg9w+FJVBe1auLp378/ZFl2G4fp/LfzP4VCgdzcXMyYMSNkhY1FgVawCbQ/1kmmCp+BW/HGhbAc2u1934aF0CmsAc8fzOsbqHXCXnrca1mL1r+Gjq3dB+M7u+vlanljI8Vf8Fzb69wYykBNT6DhNFrRVq/vZSgXbBC0Bv/7FWLE7plA1zMa6rum6OGHH0Z2djYKCgo89p06dQo9evTAxIkTw18w1LIls2/fvujbty8AxySgadOmoX379iEtWGPhXMGmemJxJ9cKNo346U+qLPUduB3cjYSuV3vfV8sup2Be30CtE5Kpwuv2qoI96HrhrVhaY3u0DIcIaddeDJWBmp5Aw2lEa5t6fS8lpQG6jFyfCzZISkO9s1HYxDjo2uXAdNCzXLqMHBjz90bsnuHwr+j0+OOPY+vWrXjiiSewbNkyt0VxnnnmGajVajz11FMRKVudvw1vv/02A8w6EGQZ9w7J9lgq0dm90NjHsdir/K+YItt8P40HCvqA4F7fgK0TSj9jtCST1+2BuvPDoVZde02gDNT0BLr/JHP9vpfOBRt0Gblu253d7A0ZZ2yyq5Dc/x7oMnJqnDsbCd0HofT7j/yWLZRqMzypqSs3WnD4RDn2HyrC4RPlKDdaQv6eiYmJePrpp7Ft2zZ88MEHru2bNm3Chg0b8NxzzyExMTHk5fCmcffVRolIr2ATSQpNgK4fP4FbbbucgnV9/bdO5KDqyAHfx4rex0dFajiEJMNRwVVa0Fbvf+xWONZi53rwFAmB7j9RW//vZSgXbCiXdEjpPxq2oiOQbVYIShWqjhzAiTWzIFvNAcsWKk19+FcghSUmzH1vl8eSyPfdnIe0pNCOob3iiitwzTXX4MUXX0Tfvn2h0Wjw9NNP4/bbb0fv3r3x559/4vnnn8eOHTtgMBjQo0cPPProo0hLczTQFBQU4N///jd2794Nu92OLl26YPLkycjKympQudiuHSbOFWyaxamhVyqaRIAJAKIhEbp2uV736drlQqoo8b7P2eXkh05hRZy9BAbzUcTbi5Gqlhp0ff21TqQMGAvLib+8HqdJz8GOAs9WBVd3fZhJgoBX3t+DcS98jsnzvsX6XUXQpOd4fW1trnNQynQ6gI9kGajpcQ6n8SYvKw2SKr5B30uTXYUKRRIqtWehQpEU1EwJVmhQtn09Tqx5Ccffm4GSLatdAWak7plA1zMS9V20KDdaPAJMwDGMYO57u8LSovnEE09Ao9Fg5syZePnll2EwGDB58mQcP34ct99+O84++2x88MEHeO2111BRUYFbb70VRqPjt2vixIlo3rw5Vq9ejffffx8KhSIoKzwKcs2s6k2AJNlRVOS/G5caTqlUIDnZAHPRCRT7WAfcMbv8NR9rhPt+8gvlTGW3dCanWydMdtXp9/T8HEkDxuI/aw/ih18iP7tcFgTMqzEwX6sWMf3OjjD8+A6qCiI9u9zXevDBK0NaWnxQzsN6InycdUVxcSVstuAurSUJAuav2evRuuQ+uzz038v6qF42QaVFYvdB0KV3BkQVoDEEJQVYXa99oOsZS4JVVwCOnqNxL3zuc/+CR/qiTfPgvZ8vmzdvxoQJE6BUKrF8+XLk5uZizpw5+N///odPPvnE9TqTyYSePXviqaeewpAhQ9C1a1fcdttteOCBB6BUKlFYWIiDBw+iW7duUCjq3x7JIJNCpnrlpbJXeQ3cAN9BnS86hRXlG+d5HbCvy8htUCLkQHyVNVryxhltdkx46UuP7Vq1iFv7tMHVeSmAxVSr6xwKdf1b1weDzNgTyiATqGOezAjdG77oFFaIkhGiQsCpz14P+oN1fa59tNR3DRXMIHP/oSJMeuUbn/tfur83stqmBO39/LnpppvQunVrvPzyywCAMWPG4Ntvv4VGo3F7nclkwsiRI/Hwww/jnXfewXPPPQedToeePXuid+/euPrqq5GQkNCgsjTtARQUNv7WAa/rGuGRnKnsq6zO4RCunJwRqnB9Dbw3WyQs3XQI52edjWZxyY6NEViLnevBUyQEuj+j+XtpsqugE/Uo8fJgHYwVhuojWuq7aGLQ+b/+gfYHk06ng0535sHDbre7Wi1rio93BNp33HEHBgwYgK+++gpbt27FrFmzMHfuXKxdu7ZB+c85JpNiTjTMVK4+HjROLomaPI8cmE/U+AR6sBZtbHGPtMQ4jd/xqolxGq/7wqFDhw74888/0apVK7Rt2xZt27ZFYmIinnvuORw4cAAnT57EM888A6vViiFDhmDmzJn4+OOPUVhYiG3btjXovRlkUsyJ9EzleNGE8o3z8M+Sf+HYsin4Z/G/UL7xVcSL3tMYhRMH5hM1PtHwYE3+xevVuO/mPK/p9O6/OQ/x+sit7Hf77bejvLwcEydOxL59+/Dbb7/hoYcewt69e9GhQwckJSXhyy+/xOOPP459+/bh77//xrvvvguVSoVOnTo16L3ZrEExJ5SJkAMJtPRkuLutanLmDfU1MD8Wx00RNXWRfrCm2klL0uHhoV1RWlGFSpMVBp0KiXGaiAaYAHD22Wdj+fLl+M9//oPbb78doigiNzcXb731FlJTUwEAixcvxgsvvIDhw4fDZDKhY8eOWLRoEc4555wGvTcn/lDIhHIwv3PWpfnwb0jsPgia1pmO90xsDqsYF7JAL85egn+W/Mvn/laj5qAiClauEUQFzDY7yistMT0wvz448Sf2hHriT6xzTHZ81eeDdUMebpvytQ/mxB/yji2ZFBFuszk1+jqn4iiXdIgbMAGpsgmnNi5ByZbVZ84dwvQjteq2ck4eiCBRANo0jz/zw9FEAkwKn8YywzgWOHP4wmeqpeiYCU9UE4NMCrtg5LiUBAG7fy9Exh8rYCnY67YvlF3X7LYiOp0rsUY+1ljNlRgrQrnCEFGocOIPhZW/MY3FGxbWapa2fPoH7pxEeASY1c8XihmXXLmGmjrZS4AJOFY2mb9mL2RBqNO5jDY7jpWYcfhEOaQYik8jkWEilCsMEYUCWzIprIKR49JklbDrQCHEXgZIfl4Xiq5rdltRU+e8/7zZtb8QJqsEvTJw+0Ust4aGcsUxosYkpoLM/Px8DBkyBE888QSGDBkS6eI0SQ0dSxmMMY3OhOOS6L8yD1XXNbutqCnzlfC/+n5Xkm4ffLWG7ssvwu9/HkXXDB3kqvrVMaEW7RkmiKJJzASZVqsVkyZNci3mTuFX36d3SXYsd2g022DQNzwwdCYU31FgRI/0bK9d5qFOZRTNK4QQhVIwEv57aw3VqkVMv7Mj9D8uxz+bz9zT0dZCGMkVx4hiTcyMyZw7dy4MBo53CxfHWCkZheUWlFvsUFd7ehdUWiRdciNa3PwY4vOuhFx2AlrBBJNk9xiPVVhiws4DhThRbEJRWRWKrRpoM3K8vqczMHSO0zpZYYHR5nlOZ8LxlV8dhrHLUKjTs933t3P8KJnsKse4KbkEetNR6KRiKAULUIcxY9EmWlcaosgIdK+E4rzBSPjvrTX01j5toP9xudeJfLUdrx1IMO4fJkYnqr2YaMncvn07Vq1ahbVr1+Kyyy6LdHEaPW9jpRaP7+QKMJvf8CDKtq2rkTYoB+a8O7BsayFGDe4EUZYhycCxU5X4ZvdR7PndcS6tWsTsMcOhw1L3FtF2uUjuPxaldjVeDTBOq3rC8anL9uHWPteh64W3QauwICEpEZLo6Lr21vKqTs+GfPFwqONToYjycV81cRwYVReqMY2BzhuMhP/eWju7puth2el7Il9DWwiDdf8wwwRR7UV9kFlWVobJkyfj8ccfR6tWrSJdnEbP11gpm6kCAJDYfRDKtq2DyaO1YQ/0soyOZ12H+Wv2YsKQbFhsMlZtPuAKMF2vrbKh+XkXIaHbQMg2KwSlClJFCWQIWPzRzz5nrU6o9gMmyjImDMl25emDVglBJaJClgG773FTloK9UGMpDpx7G7LanxUzef04DoyqCzTDe0I9V3eq7Xlr3n91zZPpbA2tHqSKkilkE/mCef9EcsUxolgT9UHmtGnTkJubi2uvvTao51XWYvZjU1Rm9j5z1DnJRtM6060FszpLwV50vfA2LN10CCarHZJd9ggwb+3TBrqdb+OUj3GUHVtfix9+9Ty3Y9aqHQla9644lahEgluriKNbT2n1PW7KUrAX51x4m9fzRSt/n8eUvxvJUiWUqhTXNlFUuP0v1U+01hO+7lPA970SivP6uv9qo2ZraKCJfAqNvt5/j7reP/5YoXFkmNi4EKaDu13bnb0xJkGDKP3aeMW6ovHo27cv7HY7Pv30U8TFxbnte/TRR3HkyBG8/fbbYS1TVAeZa9euxY4dO/DJJ58E9bwKhYDkZI7v9ObEoSKv252TbGSb/zFMomQCAJgtNkh2z1aNQF1iXbvcgqU+zm222NC2VYLf93e99siRgOWsrMP5Ii3Q54HVjOTmnt/phAR2o9dXNNcTvu5Tp7rcK+E4ry/V13lOigOM7XLdAjcnXbtcqOKTodXV7+9R3/vHNwOaX/8gpMpS2KuMUGj0EA2JEHVx0NarhJHHuqJx+Oeff/D888/j2WefjXRRAER5kLl69WqcOnXKYxzmU089hddffx3r1q2r13ntdhllZRyc7Y1W7f0rsfKrw+h851Ck6IwQVFrXeuGyzQqFSg3z4f0o3bbO1Rrh6zyBusScQaqvshUX1y7Buk7lv8KURF2dzhdpgT4PVFq3zyKKCiQk6FBWZoIkNa2+u2AFhtFcT/i6v6rvr893O1Tn9cegUiBBq0NCgg7aAWNRtMF7C2GZWQDMdX9vtWCBUqlB8yGT3Ooq2Wo+86Ia90/tCICYBOiTHP80o17lizTWFY3L2Wefjffffx/9+/dH7969I12c6A4yX3rpJZjNZrdt/fr1w/3334+BAwc26Nw2W9O6mWpLr1Jg8s0dcU7i6YBQqcOOfCNWfnUYK7cUYvy1GWh5y2Mo+Xa1+8Sf9Gy0uOUxfHbAfHqGqQIKheAx7ipQl5hSF+d1u/Octf272UQDdD5aRdTp2cgvBbKa1f58wVLf9Z5tov9xYDbR4PWzSJKd3/UGiNZrp1MpPO4tp7reK+E4b20ZYUB8P185aOv+vvGiCcXra0z2Sc9G8xsexIkPZ0O2mv3eP00J64rgkEwVp1u4K6HQGiDqHS3c4TJ48GD8+OOPeOKJJ7x2mwNASUkJXn75ZXz++ecoLi7GBRdcgIceeghdu3YNenmiOshs0aKF1+2pqalo3bp1mEvTNMQrjDj3z5Uw5e9xtTj2SM9G99HDUSYboFaJKPnfGs+JPwWO5eTSOtyKe4e0c0wOEATcd3Me5r63y/WjtaPAiJ7pOagq8BwfpcvIhT4pxeNHri6zVl3lsauQ3N9z3JRzdnlmfGrYJ/00ZDYwVxqi6oIxwzuc562LYOWgjVeaPQJMAK66K7H7IFQd/ZP3DwWNrewkCj+d75E5JW3QOCgTmoWlDIIgYPr06bj22msxY8YMTJ8+3W2/JEm4++67YbVa8cILLyAtLQ3Lly/H8OHDsWLFCnTu3Dmo5YnqIJPCy9+MbJ2wDG0HTIDCWu5zAL05fw/yrhiBymo/RGlJOtx/Uw4qq2yOZOw6JVLU96DEZ7CkdJu1atApkay2Q2ktrvMqQ+WSztEqIlXCbjZCVutgVRpggwYIc4AZjNnAXGmIqmvoDO9wnzec4kUT5NLjvif7FOxFypXDoe48gPcPBYVkqvAIMAHAdHA3CtctQPPrHwxbi2br1q3x8MMPY9q0aRgwYIBbt/m3336LX375BZ988gkyMzMBAE8++ST27NmD119/HXPmzAlqWWIuyNy/f3+ki9BoBVzJwloBmznAGLWqSsRpHOlGFBo9JJOjRVOvVLiWmqsIECwJsux6fUNz25nsKkBIAnRJjg2y6/+EVbDWe+ZKQ1Rd9XsFQNAenkJ13nBwPizH513l93WSxQyTonYzyokCkSpLff9+HtwNqbI0rN3mt956KzZu3OjqNnc6cOAA4uPjXQEm4Gj97Nq1K7755puglyPmgkwKndqsZCFqAyQitlvxz5J/uf7tHLRfDp1j3XPJCAF2CDYZdosJgsYASXQMvo6zl7i1VgJwCzCrTziSTv2F+MQWsEXZusa+BGO952hS37GlFJ2C8ffUKaxQwQJBliDbLLBbzRA0cTAr9DhWAeg0tTuvv7LUppzOh+WEbv7H7TNpOgWTvcr/pC97VXgnEdbsNneSZRmCl5XB7HY7lMrgh4QMMsmlNitZ2FRx0PgaU5meDVPBT27bTAd3AxsXImXAWBRveh3xeVd5JHPXtctB0sVDcGzVDNeMT11GLlL7j4L5sKPl2vdKQ56tmtEYAOm1/gPhQPujSahWmqHICMbfM140Q64ohF22o+Tb1W73tzYjB2KXoZi08Fd0zEjxe94qSfZZFgEIuBoYcOZhuerIgdN1kvecvEyaTsGk0Pifqa7QhP+hpnXr1pg8eTKeeuopnH322WjVqhWysrJQVlaGAwcOuLVm7ty5E+eee27Qy8DsqzEs2OtYO1eyqL42efMhk9DyliloNnAcJKUBZkmJlKvvgSbdff1xXUYOEroPQuk2z7RSpoO7YS89DnXztt5XCzq4ByXfrkZi90FntuXvxqmNi13bfK805L6usSQImLd6Lya89CUmz/sWE176EvPW7IUU4fXKlaKAnA7e13vO6ZAGpRgb66kHGlsarLWzKTyC8ffUKaywHNoN68kjHgEm4Birbdi5HLf2aeP3vOVGi9+y7P7jZK3K6XxYLt22DgndB0GXnu1e3owcJA8YGxM9IBQ7REMidO1yve7TtcuFaEgMb4FOu/XWW3HxxRfj77//BgBccsklyMrKwkMPPYQffvgBf/75J55++mkcOHAAd911V9Dfny2ZMSoU61g7ZjDfA7n8BEq+/cC9xbBdDpLbZgNQoULSIeHq+yBayyGZTRC1OigE4J+lj7nnnqtOUECf1cPnakGmgr1IqBZkAnDr8vK30pBzXWNZTA7JUnvBUG60YHDvdgDgtgpSToc0DO7dDuVGC1IN0d9dHqyxpRQdgvH3FG2VEOKSHefz0moIAOaCPeh64a1Y6ue8pRVVfstyba92tSpn9WUfT3w4G4ndByGh+yDINitEXRyExJYot8VqynSKVqIuDmmDxqFw3QKPPK9pg8aFdTxmTc8++6xr1USlUok333wTL7zwAu677z5YLBZccMEFWLp0KXJzc4P+3gwyY1Ao17G2ySLKt3i2RpgO7gE2LETy1fdAtpghmx1jJ4W4NFTaVY7xlL4CTAB2iwmysczve/tbTSjQSkOyxQiTMiFqAyCdRoknFm7F4Evb47pL28FitUOtUuC3Q8WYuXwHXro/8klza6OxjS1t6oLx95QtxoD3J+C+0IK381aa/J/DYvXdt139fDXTfTkfTl0P4QwwKUSUCc18rgQVDp9//rnX7a1bt8aPP/7o+ndqaipefPHFsJSJQWYMCjgL3FbpmIHsh05hheic3V0tLVDAc5cewz/vTDtzntMVt03hJ1l4ejaqjhyApnWmx77qBKVnYKyMS4YuPdvrPrdj1XoYjdEbAOlUIjpmpOC9zQc89jmSXIsxMYNXr/VfZQTaT9GloX9PWRAAtS7g/QkAKcnxmDemI3bkG2HQeZ7XoPN/DrXK8YCoVYu4tU8bdE3XuxaMSIgHbNVuH6b7okgRdXERbbWMNuzXikG1mQXuT7xoQvnGefhnyb9wbNkU/LP4Xyj/7FUYFEbYAiyLJpkq3P7tHBMJAMkDxkKXkeu2X5eRg+TLb0fZrs2ugfjeOAPRmtsqf98JTesOEA3J0GXkeD/29CD+cAZAsiDAaLPjZIUFRps94Ng1Z5LrvCz3cZnhTHIdDDqV6PEZnFzBMsWMhvw9neOf1+8qgq28GFJ5sd/723zge0gfPIaepz5GmrrK4zWJcRq/ZSkqM0OrFjH9zo7oceojSKsfg2XtM5A+eAzmTfMRL7ovSWuyq1ChSEKl9ixUKJI4BpMoAtjsEINqMwvcF59d7Qd3Q9rwGvS9h/k/t5cWC2frabkiCSlXj4W99Dgks9GxwoFkhVRZila3PY7KP3Yjocc1jmM8ZpffiGOrnjuzLSMHCd0GupZ+K922Ds1veBCQZfdjq614o1OdWcayZmuHUhcHg8YOs9Tw5ypvs3F7XNACo67rjCqLzees9saQ5DoaVoSh4Knv37P6hKF9BSKy7zofrfVmJPW6EUCN+zs9GwndB+HEh7MBAFUFe1DiZVhPvF7tvywA7r8+E/ofl8PiMZxnd72HCkVjNgqixoJBZgyqPrC9Jl+pOZzd4zBVOHJNnnUuSretcxtHaSnYC8NlKqjTsz0qccB7a6OTbDFCpzegaP1rMB/ej+Y3PIjiL5bXCAizoWmZDs3ZHZHQfRAUWgOgjoOkNEAC0PKu511dWwqlEkdfn+Qqn2w1uw3ir35s9STu9w7JxpKPf8bNF6U5fox27oUEwAJAbuDEKMD7bFytWkS/HumY9/4et0k93tKrxHKSa6fGECzTGfX5e9acMPTL3xVIPS8eeq2I1AGjIFsdeTLt5kpUHTngelh0He9jWI9GFPyWpWuGDv9s9j65qLZDhaoLRvomBqlEvjHIjEF1Xcfa60z09Gw0v+FBj8rfWFYCY5eh0MO9taB6y6I3glrvGs+ZdMmNPtIN7QVkQNO6A0q3/xcJ/Sc4Wh2cAXG1lWx0sELb5jy3zydbzSjZshq6jNwzLRY1gmlRlvHA9Vmo2DDXa7qjhk6M8jYbd/Cl7fHxNwfdAkwgOma1h0pjCJbpDF9/T19jt50Thpzd1/ofl6Nk216UnD6fNiMHyb1vxvH3Zni+2WmyxXhm5apalAUA5AAJrX2d0+trg7DUK3PGEvnHIDNG1XZgu05hRcnm16E561wkdBsI2WaFQqWG+fB+lP/4GRK7D3JLDZSUnAiTLR6lF45AfFczkrUylFo9oNah+LPFjtf0vgX6jGzIdhsEtQ6CQoSgVkOqLAFwJt1Q9RV6HO+rgWy3Q5mYCl37LoBUCV21FXtq/qClXD0WxZvegPH37Wc+j49AujqltcL/5CWpEkYpwdXyoFUrUWW1odIUuCXC22zc89ome53QAwR/Vruz1cRUZUO8Xg2bJMNotvostyQDRpudrSxUZ86HU/Ph/a77WAAQn9QC+kQtXh3TEfFKKzSiEeazO0J/TkdoWrZz1TGC4sx4Ts+6QA1RH484qRRyVaVrCVogwNjmBgwVqqmh6ZuCEaQSNXYMMmNYbdaxFiWja5Udt7yXp8dJQThTiarTs7FhdxF2FRzGLVdm4oRVA2i00CkUMFXZUZVzC9r0HIySLR+g5JtVbudK6nUjREMyBJUWss3qe4WeauOzZKvZtewkIKB4wwKPvJ8pA8Yg8bKhkKsqaz1DNNDEp7KSUkxYeCadgzNX5czlO2C2SH5bIrxNHvKXWgUI3qx2Z6vJvoIiPDy0K5Zv2O+3e76wxIS57+9hKwvVmXPstnPoi/M+rn5f2wr2otj5+owcJF3ivmpXs6vvgS4jx+McqHZM9XHX1Zeg9cXfUCF9h24Q1FrEWUo8Wl69aWj6JuaMJQqMd0AjJ8Duveu6YC/Ktq1zpVpQp2fD2GUoVn51GHt+L8SqzQdwssQEjcoRVFWabPjl7woUb1nt6Pauca6Sb1fD/PevSL1yOASlyvcKPaff17mSj+ngbhRvXAjLod1e834WbVgESdTXaYZooNYMs939h2PP74X4+JuDGHxpewD+VzvxNhvXmVrFl2DMaq/eahKoe14WBEgyMPe9XVyZh+rFOfSl5n3se+Utz1W7Tm1eiqRLhiDlyuE+j/FWF/hauUwWBBRZRcRfNdoji4W+QzekXDkcxesXuGfN2Piqx6xz1zENzEZRmyCVqKljkNnICTVmY1dnKtgLQamGeOMM/JB6HaYu2wezRQLgCLxSE7UwWxwVpV6rRN7ZWph9dUMX7IUYlwxNq3aQKoqhS+/s932r58w0HdwN8fSKIR6vzd/tmLBUB87WDm/U6dnYUeDZ0rnn90Kc1/ZMGZwtETV5S0X026Fin0tGBiutT/VWk/PaJnsEmDXLXVkluc3Q9fYaIl+cvQGa1plu93HNf1dX876WrWYcWzUj8DFtslzL2MbnXgmVrdwj0HSmSxo/80uMmLUD36VcC/1tL6LFnc+h1ag5SLpqJE5tWOT1QbX6srPVNTQdF3PGEgXGu6CRs1u8P8U7VVZUYsLiP7zus1jtri4jnUqErLDAX7gn26ywlhZCbt4BsPt/35orhPhd7acOg/kB3xOjtBk5qMi7AyuX7fN6XM1ub1/dZTVn4xp0SlzZ7WwsCGFan+qtIrXpnq/N+bgyDwHeJ/cIGgOAut2nXl9vNXvk1q1JodKi6sjvNZaxPd11Luk8xj6aLRKWbjqEpZsc99iEIa0Rbymu8wIVDU3H5QxSvT3MxdICC0ShxCCzkXKlLJJltLxlCsyH93ukLAKACpvv7me1SoE4vRLxSjMEixF2rQJJI2fCVlaEwnXzYTeWur3emUOzpNwCQfDfClAz36a/FUPqMpjfydvEKLOoxwP/2epqra2pZre3v5YIbzNgQ5nWp3pZatc97787nK0sBPjIPHF6LLS+Q7c63ae+9guaAPevbPeyjO1uYONriO83AacsYsCxj3G2+s06b0g6LuaMJQqMvzSNUG1TFuna5eKPEu/nyOmQhgqjBS1aAqf+u9AjufJZQ6fh6PJprkBTl54NqbwYMoAdJxxfqx61zLepa5cLqcJ7QXzl/ayNmhOjZAjomJHiteUhp0MafjtU7Pp3fVoiQpnWp3qribN73luXubPcCoXAVhbyy+fCDKfHQqdcPRZVBXuhS8923f/OVbu8dX97y6OrTs/GXyUy4tNzUFXg2dKoy8iBqeAnr+UzHdyDZKkCRrPB7+cwmm0Q9PWfdd6Q+5Y5Y4n845jMRsbnD0eNCTe6DEd3VGb7szzGJeV0SMMtV2aiZ3s9Tq1f6HXyzqnP3kTLW6ZCUGlds8tVzdqgPCULK786jJVfHYaxy1Bo0t2XgnTOLi/dts7x79PdYuq2OV6WpHSkKwrWcnC+lnZ0zi7/+Os/AURnS0T1sn/89Z8Y3LudxzjQ6uUWBeC+m/NifhlLqj2dwoo4ewkM5qOIk0t8TqBxck7uEVRa15jI5kMmoeUtU6A5qz3sVgsU53RB6oAxriVdS7etQ0L3QR7LR+ra5SCp102u+xo4M5nwo+0nkXL1PZ73d3o2Uq4c7nZMTXJVZa3GPvobh+16UA0RZ5DaLE4NvVLBe4uoGkGWm94dIUl2FBXVbTJJrIizl+CfJf/yub/1yJdgFxyVsjN4c+RetKPSZIVWI0KjEqFWCEiQTuHIkol+zjUTgkoLyIAsKGCFGiZZDaNrrKIKaQYZgqkM9irHeC+7UgvZaoZQZYRC655ixG1s2Ol0RSa7ymdC6Pry/LxKCIKMskoLdJrobomobZ5MpVKB5GQDThZVorLK91KXjVFaWnxQzhNL9YSvbm9/K1wZzEdxfMUzrvRCNXsrUvuPQqmc4Pi3wgpRqoTdbISs0UNQaaGwmSFXnblXAbjuU6h1qJB1MEMNrdLxnat5fwtqLQSrEUcW+6tjXkKpMg3zanRJOznGZDoemhzXwNcCFfVf5auxc9YVxcWVsNnq0WUUw4JVV5Bv7C5vRHQKK2D2/6Not5ig0OihQBWgcHQpO57EBejjq00EkWXYqwKcy2xEyefLkdJ/tCPAtKsAnOl6UioV0MUbUGxTwiYkOQ6SACi0gO70v6vVad7yftbnxzMQO4DXP/7Zd/7IKA7CXF17SsffSq0U/HbziQK4Mk8j56/bGxsXQnvVvThW7mjx06tE6AQLRFslFCq131Rjpz57HfGnV+Uy2VWAkHTmvpUAWaGDSZmIykrnw5oCajHZdf8KgCPj5envnMf9bQMSRJvf7neotBDstRv7WNsFKih0uMQm1cQgs5GIF82Qy48HDCLsVUb88/YTp7u4b0J8fHOUS1qvr1Vo/HcxKTQ6mPL3wFZ0BOXb1we9xcDvj2c9l4fkKh3U2Di7vb0xHdwNy8lTmLx4H7RqEbPGdIZt61uu5V916Z3dZnW7HZu/x+da4JIgYMlHP6Njay26pushmkwQdXGw6xIgqHS1voes0CCp102O96uxjG1qv7thVygBe+3HPtZmgQoKDS6xSd4wyGwEdAorLId2o/LX76Bp3aFWA/Od+w3nXwLdOV28BmuyWu/3XLZyx0QZ2WYNyrrgNfn98fSRliQQrtJBjU2gFa5EyZFO7NY+bSB8t9R1P5duWwddRra/Q73OypZPB5g3X5wG/Y/LYdm5FxIACwBNeg50fUdBUiXUqtXcZFchPr45DJ16I6XvUNgqHHVK1ZEDOPLGI9C2Oc/18BrKiXXUMHx4J1/4a9oIiLZKiHHJMBXs9T0wPyPHbcIN4EygnuQz2Xm5TYvUq8d4nis9G6n9RqBw3XwAZ9KW1Cdxuj+BfjwD7feGq3RQYxMoxZckOnoXuqbr3bI9yFYz7NaqOp/bZJXQsbXWEWDWeACtKtgD8xdLoIT/81ZXLmmhbpuNoi/ewfH3ZuD4ezNQsmU1ZKvZbzJ1ih61eXinpoktmTHMlQuzqhwKteOHRLaaceLD2UjsPggJ3Qc51hFXqiDqE/DPO0975MmUbVa/yc5tpgokXz4UKQoBdrMRCo0OtvJiV/oiXUYOREMymg+ZBIVKDUEI3tNqoB/P+uTP5Cod1Nj4W89bnZ6NH06vcCVKJtT8qa86vN9nb4U2I8dr+jCj2Yau6XpY9x5A0iU3QtM6E7LNCoVK7crHm2CrhE2sQ7J/iynovRYUPg1dB54aL/6ixqiaE2Ja3PyYa59sNXuMs2px82MeASbgaIX0m0NOqcU/bz3qewZqv7tx5I1HzuTezMhB8oB7gjI209+PZ33zZ3KVDmpsfK1w5Uwh5FzhytmiWV3ptnVofsODjvNUu7fV6dlI6j8WlV6Gvui1SijNVUg6XSe4rdRzOh8vrGagDqup2qvql0ydogMf3skX/uVjkLcJMXVNkuzcLlWUQE5p5wrWaqYLEtRaaNuc57V1VCovRsW+79yCV1P+HtfYTCs0bmWuaxoiXz+eZ2aX133sJ1fpoMbIY2a1Ro8d+Sa8smyfa4WrHQVGjwUSnD0fKVcOh6b3MBjLyyGJOuSXAhrZAJ3C4nHfajUC1GkpKNq4xOusdABIGTCmTg+AigCrAtWn14LChw/v5AuDzBjkbUKMrxYJXbscpPYfg6L/ven2eufsciG+uStY85YuSN+hG1IHjMapDYvcWywycpDQbSBObV7qUT5n95ZV7QgydXIlijfWLg1RzWDUJhuCnpaEq3RQY1RzZnWH9snomHHS9cO/8qvD6D5mOHSKZY5lG09Tt87CcV07TF3wK8wWCXlZaRg/JBvxCqNn+rB2OUi6eAhkUen1gRZw1D+yZA20sqkbSR0HXbtct3K53rMBq35RePDhnXxhMvYYZDAfxbFlUzy2CyotErsPguG8i2CrMkPUGWAT41wJzZVSBeSqSihUWkClhRUat0To5RvneR0Xpe/QDclX3Alb0VFHK6ZKDTEuGf8se8JrFzwAtLzzOVTFtUGCVsaJD2d5Pa8uI9dtNnoocmI2VUyw3HCxXk8AnnkL9SoRWoUVlSVFsJkqYFfqUCppYBG0MFskxOlVaJmihwFVPusDXXo2Ei+6HsdWPOPzfVve+RwqtWfVupxKpQLxogmF6xa4BZq8/0MvmHVFrOXJZDL20IuJlsySkhLMmjULX375JSoqKpCVlYWHHnoIXbt2jXTRIsJX15FzLGZ5y66YsPgA5k26DHrBkUDAkUw5GdAmO15sP10h2BwVQlu973RBxt+3I7nPbTj+3gzXNl9jPGuWUaosrdWA/lDkxAwk2CsJEUUbb2l/iqoUmPDqzz6PmTfpMiQo/KQPK9iLlL5D/b9vPbq3lQnNkHD1BCRVVTCZeoximimqKSaCzIkTJ+LUqVOYNWsWUlJS8O6772LkyJFYs2YN2rdvH+ni1ZqvoCZQsFPz6VCrifM5IUabkYPE1AS8/2hXCFIR7FVVEHUJkCUrpCoTBI0BVQo9/qkArDY7fjl4CjKA1ucp0OL/HoMyPhl2SxVEQyJkqxnW0pNQKJWAIEDfoRuMv28H4HsMqKDSIvWqERAEGdqKw5AC9HE5B/QHyomZaKvESaMeLeIArd0INDAwDNRqWv2a6zRKCILg+EzK6H4ypyZKEKBEFVS2SggWEwStHpWyFkpRAa3d6Fj+UWuAoNRAL5mw4O50SEodduQbsfKrw65xm1q1Y0UghWxDy9uegKhPgCzZYDdXwvz3PpRuWwfZaoYs29Hs6nsgxid7zCzXtjmv3t3bFlkNW4SSqcdaKxxRLIj6IPPQoUPYsmULVqxYgS5dugAApk6diq+//hqffvopHnjggQiXsHZ8BTWpA0ajaPObMP6+w227M9jxtopCjwtaYOJ1Y4GNNSfE5CC1/2hIFadQ/O0HMB85gOY3PIiSr1a5BYPajByoLxyKP44YcW3nBJgqKqGNi8epb1acOebb9z1X4BgwBnZZhvmPHV7HgAoqLVreMgUlW1bj5H8XAHCf9e6Ns8XDHiDnZXFRCURYYPxuOUrcylX37rRAraaGARPw0vv73K55Toc0DO7dDp/9UIBRgztxBQuKGnZBgKXsFIStS90m9egycmC4ZAiOrXL0QHjLENEjPRud7xyKqadnoE+/syOkzxfgSPV6Kj0bCd0HwXK8AM1veBCFn86HQqVF5W/fwZTvnm2i5S1T3MZ5xwquVkMUGlE/JrOsrAy7du3CRRddBLX6TJ6tq666Cr1798aTTz5Z53OGe6yVv/GOuvRsaFp38Eg5pMvIRdyACZhZI9hxurhzKzxwbVug/ATspgpHQnQZkIylqPzlW5gK9iLpkhtRdeR37zPOM3KgP+8inFr/Glr832Mo274u4DHajByU5Q2FTrBBlEywK/Uw2kUkaWQkqGwQ9Qko2rjY7XP6L4NjTKZRVsNedhzGFZN9XsPk4XNQ+eUbHsmfq5+nti2acfYS/LPkXz736297EaO9dCfmdEhDVttk/P53cdSvYMExmQ0XC2MyZUHA/j+PIuOPFd7vjdP1CwCf96E6PRs/pF4HAOh56iNU+TlP1ZHfkdTrJpR8+4H3e7pdLuL71X1oSyS/r7IgYJ6X1WoAR6AZ7fd6Q7GuoFCK+pbMhIQE9OnTx23b+vXr8ddff6FXr171Pq8yjEsHKq3+xzcldB/kuT1/NxKtFT5XUchsqUbJxoUwVztvi5sfg2hIdFX+mtaZftclTug20FG++ORaHWPO3wNdl1sxYfE+j33zJl2OFpLn+Evfs95zkdx/LEyCBiazhB0Hyj3SqzhpM3IgS1av+xyfZTeSpUooVSle99ckV/hvNbWZKrxu3/N7Ia67tB3e23wAJqsdCdo6JAIMM1FUuP0v1U8464n6KDNLOCcRvu+NavWLr/vaUrAXXS+8DRq1COMK/+cp2bIaKVfe5Xtm+cG63YtOkfy+lpkDrVYT3fd6Q7GuoFCK+iCzpp07d2LKlCm44oor0Ldv33qdQ6EQkJxsCHLJfDMfOeJ3v2zzvmSavwTFXdP1MO90D+hqnsfXeWvut1eZan2Mcx3kmswWG6D03Fd9BaLkvkNhKzkBVUorKBOaQdTFQQvgxKEirPzqMDrfORR6uC9Vp07PhuGK0ag45f1HwMVqRnLz2v1NLVKc3/3ekla7jrU6nvTNFhvatkqo1ftFUkICZ+XWV7jrifo4cagIcXazx0o+1QW6pwEgWWuHTbLB3+PXmfoiwHKudbgXa4rE9/XEoSK/+2PlXm8o1hUUCjEVZG7evBmTJk1CTk4OZs2aVe/z2O0yysrqvu51felU/m9e59rfNflLUOxtibia5/F13pr7FRqdxzavr1dpYUhKwbzROsf7V5s4oFUrAR/BmXPWu6Z1Jk6seQlnjZ6DMrMAmB1dkVq1EmaLhKnL9uHWPteh64W3Oc4v6vBDgRHpRQo0U2j9fhaotCgurl3Xplqp95uT77sC398NtUrhKnNt3y8SRFGBhAQdyspMkKSm1QUWrMAw3PVEfeg0SiSpE3Dcz2sC1QMAIGq0KCmz+H3NmfoiwPWtw73oev8Ifl+1av8/g9F+rzcU6woKpZgJMpcvX47p06fjqquuwksvveQ2PrM+wjn2xCb6WR7Ry2o8gkqLlKuGQyHIWD6hA1RaPaySjFKjDdsPVmLlV4eh1MWh5k9C1ZEDUCakuWZ913YVIFt5ccBjHJN6HkPxl29AKtjrCnB7pGej+5jh0KoUsAmBP6cuIxc20eB2/XUqhWu1iKWbDmFpteNyOqTBKBdBL1T57E73dk5/bFAiub/3lYSSBozFvrUHvR6X0yENvx0qPr2ChSImxi9Jkj0myhmtov3aJasl2Ap+r9V97u81tn9+h1HXHnG+7rFq96+s1vtd7rUu92JNkfi+Vq9/aoqle72hWFdQKMTEIIx3330X//73v3HHHXdgzpw5DQ4ww825PKIuI9dtuzo9G/FXjYbpeIFrm6DSosUtj8G4byuOLn4Qp959AsfeeAjGr5YhVSjFJWXrsfj+PMiaeKjTs93OV7ptHcSEVCT1uhG69GyUbluHhO6DoKvxOl1GDhJ73YjSbesAAIXr5iO13wi/x6ReNRwlW9bAXOMHyFKwF8rvl0EnWHx+Ttfs1BN/IXnAWI9JAc7VIvKy0ty252WlYfxN2Tj0TylWfnUYxi5DPT6zc3Z5XScaOJfhazVqDlre+RxajZqD+P7jUSHpMGpwJ4+yOGeXH/qnlCtYUNRQWitQtHmpz/s86fR97rMuSM9GQo9rIFUW45xkBVL7jYQuI8fzNdXu33Kb1vt9Xs97MdL81T+814kaJupnl+fn5+Paa6/FZZddhqeeesptn1arRXx83WeHRWrWaM18mDvyTVj03z9x/UWt0DVdD1EywZCUAtNXb7pN6HEdX22Gp+ry0SguM0O/czmqCqotA5nZDSlXjgAkG2SbBXablzyZoh5Kuw3lmxa5WiMU+kQ0H/IQRK0BdovpTH68KhOE0932Rxc/6POztRo1BxWKJLfPCYsRCo0WMgTIUEAS9X5/gHzlqXNst8NotqJFnAyt3eTIk3k6WXMoftSql0WrUUIRY3kyOWO04WJhdrlz9S/nal+a1pmOVbmUKlT9cxCGjhfBDgGCbIcg22E3V0Ch0UOWbJBMFag6+gc0Z52Lsh8+galgr+s8uvRsQFRCoXbkjPV2/7rVZw28F6Ph+9pU82RGw7WPFM4uD72o7y7fuHEjrFYrNm3ahE2bNrntu+GGG/D8889HqGR1521t4YzWJ926iBePj/MaYAKnZ3j2uAYlW1Yj0XIKlvgWOJV3FxK7VkFhMyEpNRlQxaHU5qjoZaUAkyzBWGaDXmuATpfqqDTtgFXQ4I/2t6Dthbci0aCESgSqjEaUl1pwqFjEee0TAUEGTg+FNJiP+v1szqTq1T+nMi7FvfIKUH/5Wi3CsV2APk4NCUClQhPyZM0eZXFs5QoWFFWceWad455r0ra9AGJ8MxRtWOieo/d06yQEuALM6ucp2bLaMzVYjXutZn0W62uLc7UaouCL+iDznnvuwT333BPpYoSEKMuYMCTb7ek5wXbM7wxPhUoLQaWF3VSBOHUCCmwqKPXxUBkEGGFDnK0CBouj9XHHQRNeWXvAtZpH9eTCRquEV9YewPQ7O0Lx1TK3cVjtM3IQ1+EeVFRLcB5omTiFRoc4e4nbqkVWaBp0fYjIwdeqYJLSAF1GjiuAdLVotjkPoj4RCrUWp2oEmMCZdGLJlw9FydervL5n9WVfGyMuK0sUelEfZDYmOoUVolQJu9kIWa2DTWmAqFAgXlEBWWmEIOoh+Jih7fzxUGh0aHHTwxD1CTDb7Ji94kcAwKzRnWH7+i0cq/ZjkpGejemnV/MwWyTs2l+I+Wv2YsKQbBjNNtzapw30Py73GOhvzt+DovWvIf7q+1AlOb4ijh8zH4P92+XAcmQ/Tv73tTPbTo/PAjh7j6ghAi2BmtpvJE5tXOJarav8x8+gaZ2J4i+WI6H7IL85epMF/+9dvYeiMQl0TYkoOBhkhom3Sk2bkYPk08u+yVYzAKDZwHuga5cD08EzrxNUWteScNW7xHQZOZh+5x349XAlhK1LvU7K0WM5bu1zHZZuOgTAmVxYgl6rRNd0PSw7vSdVrirYA7GkCIqEFhBk2TWpx2NGdrtcJF18g2vpOidT/m5g40I0v/5BAAF+yYjIq0BLoMb3Hw9JkqFp3QHJlw9F8ZfLoTmrg2v5yPgu/fyeX7YFSFsUoAcjFtXmmrJFkyg4GGSGga9KzZy/ByWyjMTTK2kAwKlNS9HylscAWXatC5zYfZDHmsOAY9UevSyjz2V3o3ib92DRuZrH0mrbjGYbUuM1kBUW+JvWYDNVQNI1g/70qifOGdlJ1Qb7K5RKHH19kitIdivfwd2QKksBMcnv9SEi70Sbn9XCTndnS0oDqo7+CU3rTJjy9yKh25n6JGCuXI2fHoqMXEhKQ1DGWkZT13RtrmljHSJAFG4MMsPAb6VWY1lJ2WrGsVUz0GroM0joVgzZZoUqqbnfJeFShLqt0qPXKiHIMuKTEv0GmZKoc4wVrTb5peZgf4PxqNcA08leZQT0SX7LR0TeyRb/yeBlixEmRRKSBoyF/dRfjm3VVvjxmys3Ixc2Mc57D4Wr67jhgWC0dU3X5po2xiECRJHAIDMMAlZqNZeDtJohGUtRdeQANG2yYLeY0fKWKTAf3o/Sbes8gjp/QR7gvkyiI7mwCMgyJD9J4tXp2fihwIiuOS38njvwhKDG191GFC6B7i/n/gpJh/jE5o5t1VovS7etQ/MbHKnHqgea7kGkyqOHQlIaghJgRmPXdG2vKRE1HIPMMAhYqdVcDlKlhSq5Bcp++MR9DGZ6Nprf8CBOfDjbLbCsErRQ+1ipwxksAp7JhU12laMFZP1rbrk21enZMHYZin1bC9G7q+g3lYf/CUG5EA2JgP8YmIh88Ht/pWdDodYANse/bWIcdO1y3VovZasZJz6cjcTug1w9JmJic9jEOLcgMlTpiKKxa9rvNQ3iEAEiipEVf2KdpDRA1y7X6z5vy0qmXjkcpzYs8RyDWbAXZdvWIbFa97o6PRtf76+AfNFwaGuu1NEuFykD7sEF552NeZMuw4TT6Yuqq5B0iL/6PuhvexHq65+EeOMM/JB6Hd7bWohRgzsFTEbsc5WfjFwk9x8LURfn9/jGRBYEGG12nKywwGizQxY44YkaxmRXIWXAGO8r9XQfhOJNb0CnsLpem9x/LCwn/nJb3ceZ+7Js+3qIqeegXEgOW+thrbqmw8xvnRWDKxYRRTO2ZIaBs/LHxoUwHdzt2q7NyEHS6dnlTrr0bGhatcPJ9a95OZP7GE5dRg7irxqLLpIOoihAdcU4JMEEWEyuLq9KuwqpzixCPgLGKkkJRUILSLpmMJpt6JrTAr271n61C28TgiSlASZB48zl3uhJgoD5q/di14Ez6x9Xz0tKVF92mxWa1h2Q0H3QmdV8jhxw9Wgk9rnD1RpYLukQd8UYKCQjkq8agRRZht1iBrx0gYdjhZto7Zr2VWcFY4gAEZ3BIDNMyiUd4vuNR1KNPJk2hQIt73oessUIUa1F5b4tsJYW+j2XQqVFi5sfg5jYHOXQQyc6d2hRCS2gTXb8uw5dPg1d7cJbd5uyibSTy14CTABueUmbwvJ0FBpyVaXPiX+A50QVk10FCImOfwhwrdpVvT4I10NRNHdNN7YVi4iiURMJA6KDya5ChZAEo+4smMRkWGU1zJISFYokVGrPglUZj6qjf0IQ/cf+dqsZx9+bAVl2745ld21kmKySR4Dp5MxLSo1XXe+7QK/XKayIs5fAYD6KOLkECo3/Gdh1bQ0M9FBU33qjZrl1Ciu7pomaOLZkRhFnhWw5tNd32pHTYzhrtgKwuzZyjGZbwP3ua6BTY1HX+y7Q672l+2k2cJzHAg1O9WkNrM1Dkb6O3RCB0hSxa5qoaWJLZpQpl3RQnNMFqQPGQFdzIs/pwf6WE3+5tQKEqmWCakev9f+sFmg/xaa63neBXq8VbV7T/Zza9CaSLr7RY/JgfVsDa/NQVBf+0hQVb1joatF09thUKJLYgknURPDXLwqZ7CqYoEJ8/wmOFB8WIxRqLWRBgAwF4q4Y455+JAQtE1R7OpWIvKw07Nrv+TeonpeUGpe63neBXi9a23hN9+NYoOE5nDXyJdhttga3Bgb7oSga0xQRUXRg5BHFnE//FdqzUKZIQbmQjAoh0aMVINgtE1Q3gizj3iHZyMtKc9teMy8pNS51ve8CvV4y+07n41igoSworYHOhyJvXA9FdRCNaYqIKDqwJbMRYHdt5ImyjAlDskOeEoaiR13vu0CvF7XhSffjfCiav2avW+t7fR+KojVNERFFHqOPRoDdtdGhoWmgKLbU9b4L9HpJFR+2dD/BfCiK5jRFRBRZ7C5vBNhdSxR+db3vAr3eLCnDmu7H+VDULE4NvVJR73qCaYqIyBdBlpteBCJJdhQVVUa6GEEXjhU86kKpVCA52YDi4krYbGzKCKemfO3T0uKDcp7a1hN1ve8CvV6nsEKsuXpWDARqDSl3U/6+RlpTvvbBqivIN3aXNyLsriUKv7red4FeH6sr0cRquYkodNhdTkRERERBxyCTiIiIiIKuSY7JlGUZdnuT+9gRIYoKSBL7zSKhqV57UQzOszPrifBqqt/XaNBUr32w6gryrUkGmUREREQUWgzjiYiIiCjoGGQSERERUdAxyCQiIiKioGOQSURERERBxyCTiIiIiIKOQSYRERERBR2DTCIiIiIKOgaZRERERBR0DDKJiIiIKOgYZBIRERFR0DHIJCIiIqKgY5BJREREREHHIJMarKSkBE8++SQuvfRSdOnSBbfddht27Njh2r9v3z4MHToUubm5uOyyy/D6669HsLSNV35+PvLy8rBmzRrXNl57iiasKyKP9QSFE4NMarCJEydiz549mDVrFj744ANccMEFGDlyJP78808UFxdjxIgRSE9Px+rVq3Hffffh5ZdfxurVqyNd7EbFarVi0qRJMBqNrm289hRtWFdEFusJCjdlpAtAse3QoUPYsmULVqxYgS5dugAApk6diq+//hqffvoptFot1Go1pk2bBqVSifbt2+PQoUNYvHgxbrzxxgiXvvGYO3cuDAaD27b33nuP156iBuuKyGM9QeHGlkxqkOTkZCxatAidOnVybRMEAbIso7S0FDt27EC3bt2gVJ55nunZsyfy8/Nx6tSpSBS50dm+fTtWrVqFF154wW07rz1FE9YVkcV6giKBQSY1SEJCAvr06QO1Wu3atn79evz111/o1asXjh07hpYtW7od07x5cwDA0aNHw1rWxqisrAyTJ0/G448/jlatWrnt47WnaMK6InJYT1CkMMikoNq5cyemTJmCK664An379oXZbHb7UQEAjUYDAKiqqopEERuVadOmITc3F9dee63HPl57imasK8KH9QRFCsdkUtBs3rwZkyZNQk5ODmbNmgUA0Gq1sFgsbq9zVlx6vT7sZWxM1q5dix07duCTTz7xup/XnqIV64rwYT1BkcQgk4Ji+fLlmD59Oq666iq89NJLrifjli1b4sSJE26vdf67RYsWYS9nY7J69WqcOnUKl112mdv2p556Cq+//jrOOussXnuKOqwrwov1BEUSg0xqsHfffRf//ve/MWzYMEyZMgUKxZlRGN26dcPKlSshSRJEUQQAbN26FRkZGUhNTY1UkRuFl156CWaz2W1bv379cP/992PgwIFYt24drz1FFdYV4cd6giKJYzKpQfLz8/Hcc8/hqquuwtixY3Hq1CkUFhaisLAQ5eXluPHGG1FRUYGpU6fijz/+wJo1a/DWW29h7NixkS56zGvRogXatm3r9h8ApKamonXr1rz2FFVYV0QG6wmKJLZkUoNs3LgRVqsVmzZtwqZNm9z23XDDDXj++eexZMkSTJ8+HTfccAPS0tIwefJk3HDDDREqcdORmprKa09Rg3VFdGI9QaEkyLIsR7oQRERERNS4sLuciIiIiIKOQSYRERERBR2DTCIiIiIKOgaZRERERBR0DDKJiIiIKOgYZBIRERFR0DHIJCIiIqKgY5BJYVef1KxM50rUtLCeIIp9DDIprP73v//hkUceqdMx77//Pl544YU6HXP48GFkZWVhzZo1dTouKysLc+fO9fuaYcOGYdiwYV6P+eGHH5CVlYUffvihTu9LRGewniBqHLisJIXV0qVL63zMggUL0L179+AXpp6eeuqpSBeBqFFjPUHUODDIJKqjc889N9JFIKIox3qCiN3lFEbDhg3Dtm3bsG3bNldX0YkTJ/DYY4+hT58+yM7Oxk033YT//e9/rmP69u2LI0eO4MMPP0RWVhYOHz4MANi+fTtGjhyJbt26oVOnTujbty/mzp0Lu93e4HJWVFRg0qRJyMvLw0UXXYRnn30WJpPJ7XNU7wYjouBhPUHUeDDIpLB56qmncP755+P888/HqlWr0KZNG9x0003Ytm0bHnzwQcydOxetW7fG+PHj8fHHHwMA5s2bh7S0NPTp0werVq1C8+bN8dtvv2H48OFISkrC7NmzsWDBAnTp0gXz5s3DunXrGlzOt99+GxUVFZgzZw7Gjh2L999/H48//niDz0tEgbGeIGo82F1OYXPuueciLi4OAJCbm4uZM2eiqKgI69evx9lnnw0A6NOnD4YPH44XX3wR11xzDc4//3yo1WqkpKQgNzcXAPDbb7/h4osvxsyZM6FQOJ6TLrnkEnz55ZfYvn07rr322gaVMyMjA/Pnz4dCoUCfPn0gCAJmzJiBe++9F+3bt2/QuYnIP9YTRI0HWzIpYrZt24a8vDzXD4fT4MGDUVhYiIMHD3o97vrrr8fixYthtVrx+++/Y/PmzZg7dy4kSYLVam1wufr37+/6UQKAfv36QZZlfP/99w0+NxHVDesJotjFlkyKmNLSUrRp08Zje7NmzQAAZWVlXo8zm83497//jY8++gg2mw1t2rRBXl4elEplUPLkOd/fKTU11W95iCh0WE8QxS4GmRQxiYmJOHnypMf2wsJCAEBycrLX46ZPn46NGzdizpw5uPjii6HX6wEAF110UVDKVfNHwlke548IEYUP6wmi2MXucgqr6t1L3bp1w65du/D333+7vebjjz9GWloa2rZt63EMAOzcuRM9evTAlVde6frh+Pnnn1FUVBSUWaPffPON27/XrVsHQRCiKgcfUWPGeoKocWBLJoVVQkICdu3aha1bt2L48OH4+OOPMWLECEyYMAHJyclYu3Ytvv/+ezz33HOuH42EhAT8+uuv2LZtG7Kzs5GdnY3169djxYoVaN++PX777TcsWLAAgiC4pRCpr59//hlTp07FNddcg59++gmvvPIKbrrpJqSnpzf43EQUGOsJosaBQSaF1R133IGff/4Zo0ePxowZM7BixQr85z//wfTp02G1WnHeeedh/vz5uOKKK1zH3H333XjuuecwcuRIvPnmm3j00UdhtVoxZ84cWCwWtGnTBuPGjcMff/yBzz//HJIkNaiM48aNw6+//op77rkH8fHxGDVqFCZMmNDQj05EtcR6gqhxEORgjIAmIiIiIqqGLZnU6EmSVKvZpEolbweipor1BFHwsSWTGj3nMnWB7N+/PwylIaJoxHqCKPgYZFKjd/DgQVRWVgZ8XefOncNQGiKKRqwniIKPQSYRERERBR3zZBIRERFR0DHIJCIiIqKgY5BJREREREHHIJOIiIiIgo5BJhEREREFHYNMIiIiIgo6BplEREREFHQMMomIiIgo6P4fGVwIArMxJe8AAAAASUVORK5CYII=", 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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": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\vakanski\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:712: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n", " warnings.warn(warning)\n" ] }, { "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');" ] }, { "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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", "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_theme()\n", "data = np.random.randn(10,15)\n", "sns.heatmap(data);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, if you recall from the previous lecture, we used the `.corr()` method in pandas to calculate the correlation between the features, and afterward we used `heatmap` to visualize the correlations. By applying colors that correspond to the correlation values, it makes it easier to identify relationships between the features. " ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "1yx0eZ9nV_bf", "outputId": "62e0ff8d-d809-46af-e3ec-ab12e53dc8f8", "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\vakanski\\AppData\\Local\\Temp\\ipykernel_8840\\971058138.py:2: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " correlation = titanic.corr()\n" ] }, { "data": { "text/html": [ "
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survivedpclassagesibspparchfareadult_malealone
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
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" ], "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": [ "# Finding the correlation of features in titanic dataset\n", "correlation = titanic.corr()\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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XXy/HcdS6dWt9/fXXkqQ2bdpo0KBBeu2111wdEgCAqi6oIMfExMhxHElS06ZNtWXLFh0+fFiSdN5552nLli3uTQgAQAgIKsjnn3++FixYIEk666yzVK1aNX366aeSpI0bNyoyMtK9CQEACAFBvalr0KBBuvXWW/Xzzz9r2rRpuu6665SRkaFOnTrp448/1pVXXun2nAAAVGlBBTk5OVlz587VunXrJEn/93//p7CwMH311Vfq0aOHRo4c6eqQAABUdUEFedu2bWrWrJnOPfdcSVL16tU1ZswYSdKRI0e0Zs0adejQwb0pAQCo4oJ6Dblbt27Kzc094X2rVq3SrbfeelpDAQAQagI+Qn700Ue1d+9eSb/8RK6srCzVrl271ONyc3MVFxfn2oAAAISCgIPcrFkzZWVlSfrlak6rV68u9W7qatWqKS4ujteQAQA4RQEHuW/fvurbt68kqWvXrsrKyip5DRkAAJyeoN7U9d5775Xc3rhxo37++WfVrl1bTZo0cW0wAABCSdBXe1q0aJEeffRR/fjjjyXb4uPjNXz4cPXu3duN2QAACBlBHyHfe++9SklJ0bBhwxQfH69du3Zp4cKFGjlypM444wxdfvnlLo8KAEDVFVSQp06dqh49emjChAl+29PS0nTPPffo6aefJsgAAJyCoD6HvH79evXp0+eE9/Xp00dr1649raEAAAg1QQW5du3aJZ9J/r09e/ZwcQkAAE5RUEG+6KKLNGnSJG3bts1v+9atWzVlyhRdcsklrgwHAECoCOo15GHDhiktLU09evTQBRdcoISEBP3www9auXKlatasqeHDh7s9JwAAVVpQR8ibNm3SK6+8ovT0dB0+fFirV6/W4cOHlZ6ergULFmjlypUujwkAQNUW1BFy//79NWfOHN17772l7vv88881cuRIXX311ac9HAAAoSLgIP/tb3/T9u3bJf1ycYnRo0crNja21OM2bdqk+Ph49yYEACAEBHzKOjU1VT6fTz6fr2Tb8d8f/xUWFqYLLrhADz/8cLkMCwBAVRXwEXLXrl3VtWtXSVJ6erpGjx6tZs2aldtgAACEkqBeQ549e7bbcwAAENKCepd1ecrKylJ6errfttzcXN1888264IILdPnll2vGjBkeTQcAQPkwFeTnn39eTz31lN+2PXv26NZbb1XTpk01b948DRkyRE8++aTmzZvn0ZQAALgv6Msvumnnzp3KzMzUihUrlJiY6Hffq6++qsjISI0ePVrh4eFq1qyZ8vPzNX36dKWlpXk0MQAA7jJxhLxmzRrVqlVLCxcuVLt27fzuy8nJUXJyssLDf/23Q0pKivLy8rR79+6KHhUAgHJh4gj5t+/g/r0dO3aoRYsWftvq1asnSdq2bZvq1q1b7vMBAFDeTAT5ZA4fPlzq6lHVq1eXJB05ciSoffp8Ph06dOikj3EcR9HR0UHtHydWUFDg9zn208H6uIu1sYu1sS2Q9YmJiQloX+aDHBUVpcLCQr9tx0Mc6JP8vaKiIuXm5p70MdHR0WrVqlVQ+8eJ5eXlqaCgwJV9sT7uYm3sYm1sC2R9kpKSAtqX+SA3aNBAu3bt8tt2/Pf169cPap8RERFq3rz5SR/jOE5Q+8b/lpiY6Oq/9OEe1sYu1sY2N9fHfJCTk5P1yiuv6NixY6pWrZok6bPPPlNiYmLQrx87jhP00TWCx6kyu1gbu1gb29xcHxPvsj6ZtLQ0HThwQJmZmdqwYYPmz5+v7OxsDRw40OvRAABwjfkg161bV88++6zy8vLUp08fTZ48Wffdd5/69Onj9WgAALjG3CnrRx55pNS2tm3bas6cOR5MAwBAxTB/hAwAQCggyAAAGECQAQAwgCADAGAAQQYAwACCDACAAQQZAAADCDIAAAYQZAAADCDIAAAYQJABADCAIAMAYABBBgDAAIIMAIABBBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAAwgyAAAGEGQAAAwgyAAAGECQAQAwgCADAGAAQQYAwACCDACAAQQZAAADCDIAAAYQZAAADCDIAAAYQJABADCAIAMAYABBBgDAAIIMAIABBBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAAwgyAAAGEGQAAAwgyAAAGECQAQAwgCADAGAAQQYAwACCDACAAQQZAAADCDIAAAYQZAAADCDIAAAYQJABADCAIAMAYABBBgDAAIIMAIABBBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAAwgyAAAGEGQAAAwI93qAQGzdulVdu3Yttf3BBx9Uv379PJgIAAB3VYogr1u3TtWrV9fSpUvlOE7J9ri4OA+nAgDAPZUiyOvXr1diYqLq1avn9SgAAJSLSvEa8rp169S8eXOvxwAAoNxUmiPkhIQE3XTTTdq0aZOaNGmiu+66S5dddllQ+/P5fDp06NBJH+M4jqKjo4PaP06soKBAPp/PlX2xPu5ibexibWwLZH1iYmIC2pf5IBcWFmrTpk2Kjo7Wfffdp5iYGC1cuFADBgzQzJkzddFFF53yPouKipSbm3vSx0RHR6tVq1bBjo0TyMvLU0FBgSv7Yn3cxdrYxdrYFsj6JCUlBbQv80GOjIzU8uXLFR4ersjISElSmzZttHHjRs2YMSOoIEdERJR5Cvy3bx6DOxITE139lz7cw9rYxdrY5ub6mA+ydOLD/RYtWujjjz8Oan+O4wR8CgHu4VSZXayNXayNbW6uj/k3da1du1bt27dXTk6O3/bVq1fzRi8AQJVhPsgtWrTQOeeco3/84x/KycnRxo0b9fDDD2vlypUaNGiQ1+MBAOAK86esw8LCNG3aNI0fP15Dhw7V/v371apVK82cOVMtW7b0ejwAAFxhPsiSVKdOHT300ENejwEAQLkxf8oaAIBQQJABADCAIAMAYABBBgDAAIIMAIABBBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAAwgyAAAGEGQAAAwgyAAAGECQAQAwgCADAGAAQQYAwACCDACAAQQZAAADCDIAAAYQZAAADCDIAAAYQJABADCAIAMAYABBBgDAAIIMAIABBBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAAwgyAAAGEGQAAAwgyAAAGECQAQAwgCADAGAAQQYAwACCDACAAQQZAAADCDIAAAYQZAAADCDIAAAYQJABADCAIAMAYABBBgDAAIIMAIABBBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAAwgyAAAGEGQAAAwgyAAAGECQAQAwgCADAGAAQQYAwACCDACAAQQZAAADCDIAAAYQZAAADCDIAAAYUCmCXFxcrKeeekqXXXaZ2rVrp9tuu035+flejwUAgGsqRZCzsrL0yiuv6MEHH9ScOXPkOI4GDBigwsJCr0cDAMAV5oNcWFio5557TkOGDFGXLl107rnnasKECdq5c6eWLFni9XgAALjCfJDXrl2rgwcPKiUlpWRbzZo11apVKy1fvtzDyQAAcE+41wOUZceOHZKkhg0b+m2vV6+etm/ffsr7Kyoqks/n06pVq8p8rOM4uvrCBB0rrnvKXwe/qhYWpm+//VY+n8/V/TqOo6PnXimnxTFX9xtKjoRVK7e1SW14qY7WZ22CFV6OaxPdo7uqHzvq6n5DTVi18IDXp3r16mrZsmWZjzMf5IKCAklSZGSk3/bq1atr3759p7w/x3H8/rcsNWOjTvlr4MQC/Z6fivCYONf3GYrKY23iomJd32coKo+1iazJfzducXN9zAc5KuqXIBYWFpbclqQjR44oOjr6lPfXvn1712YDAMAt5l9DPn6qeteuXX7bd+3apQYNGngxEgAArjMf5HPPPVexsbH64osvSrbt379f//nPf9SxY0cPJwMAwD3mT1lHRkbq5ptv1vjx41WnTh01atRI48aNU4MGDXTVVVd5PR4AAK4wH2RJ+utf/6qjR4/q/vvv1+HDh5WcnKwZM2aUeqMXAACVleNz+z31AADglJl/DRkAgFBAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAAyrF55CruoyMDC1YsOCkj7nwwgvVqFEjPfLIIxU0FQKRnp6uL7/88oT39e/fX5mZmaW2Z2RkaOvWrZo9e3Z5jxfS3njjDb3wwgtav369JOnss89Wv379dOONNwa8j/fff1+NGzdW8+bNy2vMkOLGmlRlBNmAzMxMDR8+vOT3l156qUaNGqVevXqVbBs2bJgXoyEAPXv2PGF4/9fFTzIzM3XsGJclLE9z587Vgw8+qFGjRik5OVk+n0+fffaZxo4dqx9//FGDBw8ucx9bt27VoEGDNGvWLILsAjfWpKojyAbExcUpLi6u1LaEhASPJsKpiIqKOqW1+v1aw30vvfSS+vbtqz/+8Y8l284++2zt2LFDs2bNCugvf35mkrvcWJOqjteQK5GDBw9q1KhR6tixo5KSkpSRkaFDhw5Jkr744gu1bNlSW7ZsKXn8li1b1LJly5ILc2RkZGjw4MG67bbb1KFDBz399NOePI9Qkp6erlGjRqlfv37q2LGjXn/9dWVkZCg9Pd3r0aq0sLAwffXVV6WumT5gwADNmTNHkrRjxw6NGDFCF198sVq3bq0uXbpowoQJKi4u1pYtW9StWzdJv7z0MGnSpAp/DlVNIGvStWvXUt/r9PR0ZWRkSPr177lly5bpmmuuUZs2bXT11Vfr/fffr5gnUc4IciXy73//W/Hx8Zo/f74ee+wxLV68WNOnTz+lfSxZskQXX3yx5s2bp+uuu66cJsVvzZ8/X/3799fLL7+sLl26eD1OSBgwYIByc3PVuXNn3XnnnXrmmWe0atUqxcXFKTExUZI0cOBA/fTTT5oxY4befvtt3XHHHZo2bZree+89NWzYUK+99pokadKkSbrtttu8fDpVQiBrEqhx48YpMzNT8+fPV+PGjTVixAgdPHiwnCavOJyyrkTOP//8kteSzzrrLF1yySVavXr1Ke2jVq1auuOOO8pjvJD1xhtv6J133vHb1r59ez333HOSpPPOO0/XXnutF6OFrNTUVM2ZM0ezZ8/Wxx9/rGXLlkmSmjZtqoceekitW7fW9ddfr9TUVDVq1EjSL0dizzzzjNatW6crr7xSderUkfTLfzM1atTw7LlUFWWtSVJSUsD7Gjp0qC666KKS29dff73Wr1+v9u3bl8vsFYUgVyK//1dkrVq1tHXr1lPaR5MmTdwcCfrlNNuIESP8tkVFRZXc5nvujbZt22rcuHHy+Xxav369li1bplmzZmnAgAFasmSJbr75Zr399tvKzs5Wfn6+1q5dq127dqm4uNjr0ausstYkUGeffXbJ7djYWElSUVGR6/NWNE5ZVyLVqlUr8zG/fSPK0aNHS93/21DAHTVq1FCTJk38ftWvX7/kfr7nFWvHjh0aM2aMdu7cKUlyHEctW7bUnXfeqezsbB08eFAfffSRbrzxRk2dOlWxsbG6/vrr9eKLL6pBgwYeT181BbImy5cvl1T6zXQnCu2JLr1bFd6ExxFyFRERESFJOnDgQMm2/Px8r8YBPBMZGak5c+aoQYMGGjBggN99x4+mtmzZojVr1uiTTz5RfHy8JGnv3r3avXt3yV/sjuNU7OBVWCBrEh8fr4iICP38888l9x1/g13Tpk0rclzPEOQqokWLFqpRo4amTp2q4cOHa9euXZowYQJ/qSDk1KlTR3fccYcmTpyoAwcOqEePHoqNjdWGDRuUlZWlTp06qXPnzpo0aZIWLlyo1NRUbd++XU888YSKiopUWFgoSYqJiZEkrV+/Xq1ateLjaqchkDXp2LGjOnTooMWLF6t79+6Kj4/XzJkz/QJd1RHkKiI2Nlbjx4/X448/rquvvlqJiYkaOXIkb+BCSBo6dKiaNm2qV199VS+++KIOHz6shg0bqlevXho4cKBiYmI0cuRIPf/885o4caLq16+vXr16qWHDhvrmm28kSbVr11ZaWpoee+wx5efn6/777/f4WVVuZa2JJN1zzz3at2+fBgwYoOjoaPXr10+9evWqEqejA+H4QuWZAgBgGG/qAgDAAIIMAIABBBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEG4Gf+/Plq2bKltmzZ4vUoQEghyAAAGECQAQAwgCADIay4uFhZWVm6/PLL1a5dO911113at2+f32OWLl2qm266Se3bt1ebNm3Uo0cPvfDCC5J+ueb2pZdequHDh5fad8+ePTVy5MgKeR5AVUCQgRA2btw4TZkyRWlpaZo8ebJq166txx9/vOT+Dz74QHfffbdat26trKwsTZo0SY0aNdKYMWP01VdfKTw8XL1799bSpUv9rsX9zTff6L///a/+8Ic/ePG0gEqJyy8CIWr//v2aPXu2+vfvryFDhkiSLrvsMu3cuVMfffSRJGnDhg3q3bu3MjMzS/5/7du3V6dOnbR8+XJ16NBBaWlpmj59ut555x2lpaVJkhYsWKCzzjpLHTt2rPgnBlRSBBkIUStXrlRRUZG6devmt71nz54lQT5+Pe1Dhw5p8+bNysvL07fffitJKioqkiQlJiYqKSlJ//rXv5SWlqbCwkItXrxYf/7zn+U4TgU+I6ByI8hAiDr+WnGdOnX8tickJJTc/umnn/TAAw9o6dKlchxHTZo0UVJSkiT5XTS+b9++GjVqlLZt26ZvvvlG+/fvV58+fSrgWQBVB68hAyGqdu3akqTdu3f7bd+7d2/J7REjRmjVqlWaOXOmVq5cqbfeesvv9PVxPXr0UExMjN555x299dZbuuiii3TmmWeW6/xAVUOQgRDVvn17RUVF6e233/bb/v7775fcXrFihVJTU5WSkqLIyEhJ0ocffijpl3doHxcTE6NevXpp0aJF+uijjzg6BoLAKWsgRNWoUUN33XWXJk6cqOjoaKWkpGjZsmV+QW7btq3eeOMNtW7dWg0aNNDXX3+tp59+Wo7jqKCgwG9/ffv21Q033KDY2Fh17969op8OUOk5vt++EAQg5MyePVvZ2dnauXOn2rdvr549e2r06NF699135TiOxowZo5ycHElS06ZN1b9/fy1cuFB79+7V3Llz/faVkpKi7t2765///KcXTwWo1AgyAFesWrVK/fr107x589SmTRuvxwEqHU5ZAzgtX3zxhb744gu9/vrrSklJIcZAkHhTF4DTsmfPHs2cOVN169bVww8/7PU4QKXFKWsAAAzgCBkAAAMIMgAABhBkAAAMIMgAABhAkAEAMIAgAwBgAEEGAMAAggwAgAEEGQAAA/4/l7CsTR5G4wEAAAAASUVORK5CYII=", "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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J6/XaXBEAoLYIZIcqKSmR1+utXD7T7/fL6/WqpKTE5soAALVBIDuQ3+9XXl5elWtZV9UOADAfgexAFZtLlJeXB7SXl5ezuQQAOBSB7EBsLgEAoYdAdiA2lwCA0EMgOxSbSwBAaCGQHYzNJQAgdBDIDsbmEgAQOthcwuHYXAIAQgM9ZAAADEAgAwBgAAIZAAADEMgAABiAQAYAwAAEMgAABiCQAQAwAIEMAIABbA/k0tJSPf7440pJSVFiYqIefPBB7d69u/J4UVGRhg0bpu7du6tXr15asGCBjdUCAFA3bA/khx56SP/7v/+refPmyev1yu1264EHHtB3332no0ePasSIEWrbtq0KCgo0duxYvfjiiyooKLC7bAAAgqraS2du3LixRidOTk6+7HOOHj2q1q1b66GHHtKNN94oScrMzNSgQYP0+eefa/369YqMjFR2drYiIiLUvn177du3T/PmzVNaWlqN6gEAwGTVDuT09PRq7bPr9/tlWZaKioou+9ymTZvqhRdeqPz6q6++0oIFC9SiRQt16NBBs2fPVnJysiIi/l5mSkqK5s6dq9LSUsXGxla3fAAAjFbtQH711Vfrsg498cQTWrJkiSIjI/XSSy8pOjpaBw8eVMeOHQOe16xZM0lSSUkJgQwACBnVDuS63lHo/vvv1y9+8Qu98cYbevjhh/X666/L5/MpMjIy4HlRUVGSpFOnTl30XH369LnosQMHDighISE4RdeQ3++/ZN21Paekao1eVFdUVFRQzwcAuLxqB/KcOXOqfVLLsvTwww/XqJAOHTpIkqZNm6atW7dq0aJFcrvdOn36dMDzKgItOjq6Rue3m9/v18SJE6s1lG+3zp07Kycnh1AGgHpkayCXlpZq/fr1GjBggBo0aCBJcrlcat++vQ4fPqwWLVro8OHDAd9T8XXz5s0vet5169Zd9Niles8AANil2oH82WefBf2HHz58WOPGjVNsbKxuv/12SdKZM2f06aefqnfv3oqLi9Obb76ps2fPVgb2+vXr1a5dO8ddP7YsSzk5OUEdsvb5fEpPT5ckLVy4UG63OyjnZcgaAOpftQO5LvzoRz/SHXfcoalTp+r3v/+9rrnmGuXl5enEiRN64IEHFBUVpfnz5ysrK0ujRo3S9u3blZ+fr6lTp9pZdq1ZlhW00Pwht9tdZ+cGANS9agfy8OHD9eSTT6p9+/YaPnz4JZ9rWZby8/Mve07LsjRr1iw9//zzeuSRR3Ty5En16NFDr732mlq2bClJmj9/vqZPn67U1FTFx8drwoQJSk1NrW7ZAAA4QrUDueJu3h8+vtxzL6dx48bKzs5WdnZ2lce7deumxYsXV/t8AAA4UbUDeeHChVU+BkKBU6akSVzjB0LVFV1D3rt3r/72t7/pxIkTio2N1W233abrrrsuWLUB9cJJU9IkpqUBoapWgezz+fTEE0/o7bffVnl5eWW7y+WSx+NRdna2XC7b960AAMAxahXIM2bM0Jo1azRp0iT17dtXMTEx+uqrr7Rq1SrNnj1b8fHxGjt2bLBrBeqEk6akSQxZA6GqVoG8evVqPfroowF3W7ds2VIPPvigpHO/gAhkOAlT0gDYrVbjyt99951uuOGGKo9169ZNX3/99RUVBQBAuKlVIN999916/fXXqzy2atUq3XnnnVdUFAAA4aZWa1nHxcXpnXfe0b333qt+/fopLi5OJ06c0EcffaQdO3booYceqpNiAQAIVVe0ucTnn3+uzz///IL2mTNnVl5PBgAAl2fr5hIAAOCcOp0sfPbsWXXu3FmffPJJXf4YAAAcr85X76jJutYAAIQrltMCAMAABDIAAAYgkAEAMACBDACAAQhkAAAMQCADAGAAAhkAAAPUaSBblqXk5GQ1bNiwLn8MAACOV+2lM1esWFGjEw8ePFgul0sLFy6saU0AAISdagfypEmTqn1Sy7I0ePDg2tQDAEBYqnYgr1u3ri7rAAAgrFU7kFu1alXtk7J+NQAANVPtQP6ht99+W4WFhTpz5kxlAPv9fn377bfaunWrPvzww6AVCQBAqKtVIM+ZM0dz5sxR48aN9f333+uqq65SRESEysrK5HK5NHTo0GDXCQBASKvVtKfly5frvvvuU2FhoR544AH9wz/8g/7617/K6/Xq2muv1Y033hjsOgEACGm16iEfOnRIgwYNkmVZ6tKli95++21JUteuXZWRkaGlS5dq2LBhQS0UAFB7fr9fp06dsruMS/L5fFU+NllUVJQsywrKuWoVyNHR0ZUFtG3bVsXFxfL5fHK73ercubOKi4uDUhwAIDhOnTrlqMuJ6enpdpdQLUuXLpXb7Q7KuWo1ZH3zzTdr+fLlkqTrr79eDRo00F//+ldJ0p49exQZGRmU4gAACBe16iFnZGRoxIgROnnypPLy8nTfffdp0qRJuu222/TnP/9Zd999d7DrBAAEyf1NYnRVkIZZg61i1k6whoHrwhm/X/nHy4J+3loFcnJysrxer3bu3ClJ+t3vfieXy6WPP/5Y/fv31+TJk4NaJAAgeK6yLGMDWabWVQ9qFcglJSVq3769fvSjH0k6d1F72rRpks5dp/jkk0+UlJQUvCoBAAhxtbqG3KdPHxUVFVV5bPv27RoxYsQVFQUAQLipdg85JydHx44dk3RujD83N1dNmza94HlFRUVq3Lhx0AoE4BxMrQm+YE6rgdmqHcjt27dXbm6upHMX23fs2HHB3dQNGjRQ48aNuYYMhCmm1gRfMKfVwGzVDmSPxyOPxyNJ6t27t3JzcyuvIQMAgCtTq5u6/vSnP1U+3rNnj06ePKmmTZuqTZs2QSsMgLM1HdhGVoSZQ62mT63xf+/X0dX77C4D9azWuz2tWrVKOTk5+uqrryrb4uLiNG7cOA0ePDgYtQFwMCvCkhVRq/tG65yZMXy+crsLgA1q3UN+/PHHlZKSoscee0xxcXE6fPiwVq5cqcmTJ+vaa69Vr169glwqAAChq1aB/NJLL6l///6aOXNmQHtaWpoeffRRzZ07l0AGAKAGajWetGvXLqWmplZ5LDU1VZ999tkVFQUAQLipVSA3bdq0ck7yDx09epTNJQAAqKFaBfLtt9+u2bNnq6SkJKB9//79+sMf/qCf/OQnQSkOAIBwUatryI899pjS0tLUv39/de/eXfHx8Tpy5Ii2bt2qa665RuPGjQt2nQAAhLRa9ZC/+OILvfnmm0pPT5fP59OOHTvk8/mUnp6u5cuXa+vWrUEuEwCA0FarHvLw4cO1ePFiPf744xcc+9vf/qbJkyfrnnvuueLiAAAIF9UO5IkTJ+rAgQOSzq1yk52drUaNGl3wvC+++EJxcXHBqxAAgDBQ7SHrfv36ye/3Vy45J6ny64o/LpdL3bt319NPP10nxQIAEKqq3UPu3bu3evfuLencDinZ2dlq3759nRUGAEA4qdU15IULFwa7DgAAwpqZK78DABBmCGQAAAxAIAMAYAACGQAAAxDIAAAYgEAGAMAAtZr2BNjJ7/fr1KlTdpdxST6fr8rHpoqKipJlWXaXAYQ1AhmOc+rUKQ0dOtTuMqotPT3d7hIua+nSpXK73XaXAYQ1hqwBADAAPWQ42vjb4hXZwMyh1op1300dCj591q8ZG47YXQaA/0cgw9EiG1jGBrJkal0ATMSQNQAABiCQAQAwAIEMAIABCGQAAAxAIAMAYAACGQAAA9geyMeOHdPvfvc73XnnnUpKStI//dM/adOmTZXHi4qKNGzYMHXv3l29evXSggULbKwWAIC6YXsgP/bYY9q2bZteeOEFeb1edenSRb/+9a+1Z88eHT16VCNGjFDbtm1VUFCgsWPH6sUXX1RBQYHdZQMAEFS2Lgyyb98+/eUvf9Ebb7yhpKQkSVJWVpY+/PBDrVq1Sm63W5GRkcrOzlZERITat2+vffv2ad68eUpLS6uzupyweYHEBgYAEEpsDeSmTZvq5ZdfVteuXSvbLMuS3+/X8ePHtWPHDiUnJysi4u9lpqSkaO7cuSotLVVsbGyd1OW0zQskNjAAAKezNZCvueYa3XXXXQFt77zzjr788kvdcccdmjlzpjp27BhwvFmzZpKkkpKSiwZynz59LvozDxw4oISEhCusHACA4DJqLevNmzdrypQp6tOnj3r37q2nn35akZGRAc+JioqSpHobUm5442BZLqPepgCmb2DgL/9e33y+wu4yAMB4xiTN2rVrNX78eN1yyy164YUXJElut1unT58OeF5FEEdHR1/0XOvWrbvosUv1nqtiuSKMDmQzYxiAyc78/3/kUTt19f4ZkTSLFi3S9OnT9bOf/UwzZsyo7BW3aNFChw8fDnhuxdfNmzev9zoBwKn854VI/vEyGysJLf4ghrPt055ef/11TZs2Tf/8z/+sWbNmBQxRJycna/PmzTp79mxl2/r169WuXbs6u6ELAAA72NpD3rt3r5566in97Gc/05gxY1RaWlp5zO12Ky0tTfPnz1dWVpZGjRql7du3Kz8/X1OnTrWxagBwnvPvM7m/SYyuMvS+Eyc44/dXjjIE8/4dWwP5vffe05kzZ7RmzRqtWbMm4FhqaqqeeeYZzZ8/X9OnT1dqaqri4+M1YcIEpaam2lQxADjfVZZFIBvI1kDOyMhQRkbGJZ/TrVs3LV68uJ4qAgDAHrZfQwYAAAQyAABGIJABADAAgQwAgAEIZAAADGDESl0AQo//+3K7S3As3rvwRCADCJrzlxE8uvpLGysJHcFcmhFmY8gaAAAD0EMGEDTnLyPYdOD1siL4P39t+L8vrxxhMHVrVQQfgQygTlgRLgIZqAH+tQAAYAACGQAAAxDIAAAYgEAGAMAABDIAAAYgkAEAMACBDACAAQhkAAAMQCADAGAAAhkAAAMQyAAAGIC1rC/DX/693SU4Gu8fAFQPgVyF8/cf/ebzFfYVEmLY1xUALo4hawAADEAPuQrn7z/a8MbBsly8TbXlL/++cpSBfV0B4OJImsuwXBEEMgCgzjFkDQCAAQhkAAAMwFgsHO30We7cri3eO8AsBDIc5/zpUzM2HLGxktDBlDTAfgxZAwBgAHrIcJzzp0+Nvy1ekQ2YTlUbp8/6K0cYmJIWXs4YPCJSMVpj8t/Junr/CGQ4WmQDi0AGaij/eJndJaAKDFkDAGAAesgAEAaioqK0dOlSu8u4JJ/Pp/T0dEnSwoUL5Xa7ba7o8qKiooJ2LgIZAMKAZVmOCLgKbrfbUfUGA0PWAAAYgEAGAMAABDIAAAbgGjKAOuH/3i+p3O4yqmT6XNdz7x3CDYEMoE4cXb3P7hIAR2HIGgAAA9BDBhA0zHUNvmDOc4XZCGQAQcNcV6D2GLIGAMAABDIAAAYgkAEAMACBDACAAQhkAAAMQCADAGAAAhkAAAMwD/ky/OXf213CJRm/Jq/h7x8AmIJAvoxvPl9hdwkAgDDAkDUAAAagh1wFJ6zHK7EmrySdPmvuNnWmX04w+b0DwhGBXAWnrccrhe+avDM2HLG7BAAICoasAQAwAD1kOI4TLilwOQFATRHIcBynXVII18sJAGqGIWsAAAxAIAMAYAACGQAAAxDIAAAYgEAGAMAABDIAAAYgkAEAMACBDACAAYwL5Nzc3MoVjioUFRVp2LBh6t69u3r16qUFCxbYVB0AAHXDqED+4x//qH/7t38LaDt69KhGjBihtm3bqqCgQGPHjtWLL76ogoICm6oEACD4jFg689ChQ8rKytLmzZvVrl27gGNLlixRZGSksrOzFRERofbt22vfvn2aN2+e0tLSbKoYAIDgMqKH/Mknn6hJkyZauXKlbrnlloBjmzZtUnJysiIi/v5/h5SUFO3du1elpaX1XSoAAHXCiB5y79691bt37yqPHTx4UB07dgxoa9asmSSppKREsbGxF3xPnz59LvqzDhw4oISEhCuoFgCA4DOih3wpPp9PkZGRAW0VW8WdOnXKjpIAAAg6I3rIl+J2u3X69OmAtoogjo6OrvJ71q1bd9HzXar3DACAXYzvIbdo0UKHDx8OaKv4unnz5naUBABA0BkfyMnJydq8ebPOnj1b2bZ+/Xq1a9euyuvHAAA4kfGBnJaWpq+//lpZWVnavXu3li1bpvz8fI0ZM8bu0gAACBrjAzk2Nlbz58/X3r17lZqaqjlz5mjChAlKTU21uzQAAILGuJu6nnnmmQvaunXrpsWLF9tQDQAA9cP4HjIAAOGAQAYAwAAEMgAABiCQAQAwAIEMAIABCGQAAAxAIAMAYAACGQAAAxDIAAAYgEAGAMAABDIAAAYwbi3rUOb3+3Xq1Kmgnc/n81X5+EpFRUXJsqygnQ8AcHkEcj3x+/2aOHGiioqK6uT86enpQTtX586dlZOTQygDQD0ikAEAtRbMkb+6GvWTnDHyRyDXE8uylJOTE9Qha+ncP4aK8weLE/7iArBfXY78BXPUT3LGyB+BXI8sy5Lb7ba7DACAgQhkAECt1MXIX12M+knOGPkjkAEAtcbIX/AwDxkAAAMQyAAAGIBABgDAAAQyAAAGIJABADAAgQwAgAEIZAAADMA8ZEDO2YlLcsYCBwBqjkBG2HPSTlySM9bkBVBzDFkDAGAAesgIe07aiUtiyBoIVQQyINbjBWA/hqwBADAAgQwAgAEIZAAADEAgAwBgAAIZAAADEMgAABiAQAYAwAAEMgAABiCQAQAwAIEMAIABCGQAAAxAIAMAYAACGQAAAxDIAAAYgEAGAMAABDIAAAaIsLsAALgUv9+vU6dOBe18Pp+vysfBEBUVJcuygnpOhA8CGYCx/H6/Jk6cqKKiojo5f3p6elDP17lzZ+Xk5BDKqBWGrAEAMAA9ZADGsixLOTk5QR2yls71vCvOH0wMWeNKEMgAjGZZltxut91lAHWOIWsAAAxAIAMAYAACGQAAAxDIAAAYgEAGAMAABDIAAAYgkAEAMACBDACAAQhkAAAMQCADAGAAAhkAAAMQyAAAGIBABgDAAAQyAAAGIJABADCA5a/YqTtM3HzzzTp79qwSEhLsLgUAEAYSEhK0aNGiyz4v7HrIUVFRioiIsLuMoDlw4IAOHDhgdxmoAp+NufhszBXOn03Y9ZBDTZ8+fSRJ69ats7kS/BCfjbn4bMwVzp9N2PWQAQAwEYEMAIABCGQAAAxAIAMAYAACGQAAAxDIAAAYgGlPAAAYgB4yAAAGIJABADAAgQwAgAEIZAAADBA6uyw42KRJk7R8+fJLPqdnz55q1aqVnnnmmXqqCtWRnp6uwsLCKo8NHz5cWVlZF7RPmjRJ+/fv18KFC+u6vLD21ltvadGiRdq1a5ck6YYbbtDQoUP1y1/+strneP/993XdddepQ4cOdVVmWAnGZxLKCGQDZGVlady4cZVf33HHHZoyZYoGDhxY2fbYY4/ZURqqYcCAAVUG79VXX13l87OysnT27Nm6Liuseb1e/f73v9eUKVOUnJwsv9+v9evXa/r06frqq6/0m9/85rLn2L9/vzIyMvTqq68SyEEQjM8k1BHIBmjcuLEaN258QVt8fLxNFaEm3G53jT6rH37WCL7XX39dHo9HP//5zyvbbrjhBh08eFCvvvpqtX75MyM0uILxmYQ6riE7yDfffKMpU6aoR48euvXWWzVp0iR9++23kqQNGzaoU6dOKi4urnx+cXGxOnXqpA0bNkg6N1T6m9/8RiNHjlRSUpLmzp1ry+sIJ+np6ZoyZYqGDh2qHj16aMWKFZo0aZLS09PtLi2kuVwuffzxxzp+/HhA++jRo7V48WJJ0sGDBzV+/Hj9+Mc/VpcuXXTXXXdp5syZKi8vV3FxceU2gMOHD9fs2bPr/TWEmup8Jr17977gvU5PT9ekSZMk/f333AcffKB//Md/VNeuXXXPPffo/fffr58XUccIZAf5z//8T8XFxWnZsmV69tlntXr1as2bN69G51izZo1+/OMfq6CgQPfdd18dVYrzLVu2TMOHD9cbb7yhu+66y+5ywsLo0aNVVFSkO++8Uw8++KBefvllbd++XY0bN1a7du0kSWPGjFFZWZkWLFigd999V6NGjVJeXp7+9Kc/KSEhQUuXLpUkzZ49WyNHjrTz5YSE6nwm1fXcc88pKytLy5Yt03XXXafx48frm2++qaPK6w9D1g5y8803V15Lvv766/WTn/xEO3bsqNE5mjRpolGjRtVFeWHrrbfe0nvvvRfQlpiYqH//93+XJHXu3Fn33nuvHaWFrX79+mnx4sVauHCh/vznP+uDDz6QJLVt21ZPPfWUunTpokGDBqlfv35q1aqVpHM9sZdfflk7d+7U3XffrZiYGEnn/s00bNjQttcSKi73mdx6663VPtcjjzyi22+/vfLxoEGDtGvXLiUmJtZJ7fWFQHaQH/4vskmTJtq/f3+NztGmTZtglgSdG2YbP358QJvb7a58zHtuj27duum5556T3+/Xrl279MEHH+jVV1/V6NGjtWbNGg0bNkzvvvuu8vPztW/fPn322Wc6fPiwysvL7S49ZF3uM6muG264ofJxo0aNJElnzpwJer31jSFrB2nQoMFln3P+jSjff//9BcfPDwoER8OGDdWmTZuAP82bN688zntevw4ePKhp06bp0KFDkiTLstSpUyc9+OCDys/P1zfffKOPPvpIv/zlL/XSSy+pUaNGGjRokF577TW1aNHC5upDU3U+k40bN0q68Ga6qoI2MjLygrZQuAmPHnKIuOqqqyRJX3/9dWXbvn377CoHsE1kZKQWL16sFi1aaPTo0QHHKnpTxcXF+uSTT/SXv/xFcXFxkqRjx46ptLS08he7ZVn1W3gIq85nEhcXp6uuukonT56sPFZxg13btm3rs1zbEMghomPHjmrYsKFeeukljRs3TocPH9bMmTP5pYKwExMTo1GjRmnWrFn6+uuv1b9/fzVq1Ei7d+9Wbm6ubrvtNt15552aPXu2Vq5cqX79+unAgQN64YUXdObMGZ0+fVqSFB0dLUnatWuXbrrpJqarXYHqfCY9evRQUlKSVq9erb59+youLk6vvPJKQECHOgI5RDRq1EgzZszQ888/r3vuuUft2rXT5MmTuYELYemRRx5R27ZttWTJEr322mvy+XxKSEjQwIEDNWbMGEVHR2vy5Mn64x//qFmzZql58+YaOHCgEhIStG3bNklS06ZNlZaWpmeffVb79u3Tb3/7W5tflbNd7jORpEcffVTHjx/X6NGjdfXVV2vo0KEaOHBgSAxHVwf7IQMAYABu6gIAwAAEMgAABiCQAQAwAIEMAIABCGQAAAxAIAMAYAACGQAAAxDIAAAYgEAGEGDZsmXq1KmTiouL7S4FCCsEMgAABiCQAQAwAIEMhLHy8nLl5uaqV69euuWWW5SZmanjx48HPGft2rX61a9+pcTERHXt2lX9+/fXokWLJJ3bc/uOO+7QuHHjLjj3gAEDNHny5Hp5HUAoIJCBMPbcc8/pD3/4g9LS0jRnzhw1bdpUzz//fOXx//qv/9LDDz+sLl26KDc3V7Nnz1arVq00bdo0ffzxx4qIiNDgwYO1du3agL24t23bpv/5n//RkCFD7HhZgCOx/SIQpk6cOKGFCxdq+PDhGjt2rCTppz/9qQ4dOqSPPvpIkrR7924NHjxYWVlZld+XmJio2267TRs3blRSUpLS0tI0b948vffee0pLS5MkLV++XNdff7169OhR/y8McCgCGQhTW7du1ZkzZ9SnT5+A9gEDBlQGcsV+2t9++62+/PJL7d27V//93/8tSTpz5owkqV27drr11lv1H//xH0pLS9Pp06e1evVq3X///bIsqx5fEeBsBDIQpiquFcfExAS0x8fHVz4uKyvTk08+qbVr18qyLLVp00a33nqrJAVsGu/xeDRlyhSVlJRo27ZtOnHihFJTU+vhVQChg2vIQJhq2rSpJKm0tDSg/dixY5WPx48fr+3bt+uVV17R1q1b9c477wQMX1fo37+/oqOj9d577+mdd97R7bffrpYtW9Zp/UCoIZCBMJWYmCi326133303oP3999+vfLx582b169dPKSkpioyMlCR9+OGHks7doV0hOjpaAwcO1KpVq/TRRx/ROwZqgSFrIEw1bNhQmZmZmjVrlq6++mqlpKTogw8+CAjkbt266a233lKXLl3UokULbdmyRXPnzpVlWfruu+8CzufxePSLX/xCjRo1Ut++fev75QCOZ/nPvxAEIOwsXLhQ+fn5OnTokBITEzVgwABlZ2dr3bp1sixL06ZN06ZNmyRJbdu21fDhw7Vy5UodO3ZMXq834FwpKSnq27ev/vVf/9WOlwI4GoEMICi2b9+uoUOHqqCgQF27drW7HMBxGLIGcEU2bNigDRs2aMWKFUpJSSGMgVripi4AV+To0aN65ZVXFBsbq6efftrucgDHYsgaAAAD0EMGAMAABDIAAAYgkAEAMACBDACAAQhkAAAMQCADAGAAAhkAAAMQyAAAGIBABgDAAP8HwCtQTK7CviMAAAAASUVORK5CYII=", "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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", "text/plain": [ "
" ] }, "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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uy3Ai96Q7uSfgcGipq9Og1SqSJPZhMPfE51PQaDTEx8dgMg1+l4CoJkOBwF0uV5c34XQ6MZsH/gUUWIb33eLrwZ7vcD6fSkuLbUjnGM60Wg1Wq5mWFjteb3SWeQ4HNbY6Kttq0CpaJlryAYbVPZmSOJHtdbv4qnAT1vzEqMQgn5Xu5J50J/fkEJfLic/nw+tV8Xp9aLUavF6fjAx1UBQGfU+8XhWfz0dzsw27vfviEqvVHFSSFdVkKDA9VlNTQ25ubufjNTU1TJ06dcDnS0hIICYmhpqami6P19TUdJs6GwyPZ/R/QXu9vjHxPnuzrXoXAAXx49Er/hHG4XRPZiRPY3vdLrbX7uSU3BOiGstwui/DhdyT7uSe+H9gBwR+2EsidEgo7onXqw7pcxbVcbqpU6disVhYu/ZQ0VRLSws7d+5kwYIFAz6foijMmzePdevWdXl87dq1zJ8/f8jxitFvZ8MegGHb2HBmsv+XhKLmEtrc7VGORgghRoeoJkMGg4HLL7+cRx55hE8++YTdu3dz2223kZGRwbJly/B6vdTW1nbWAgXjyiuv5J133uG5556jsLCQhx9+mF27drF8+fIwvhMxGri9bvY2+vtRBZKh8to2Csub8fmGx69xiaYEsi2ZqKjsrN8T7XCEEGJUiPp2HCtWrMDj8XD33XfjcDhYuHAhzzzzDAaDgbKyMk466SQeeughzj///KDOt3jxYn7zm9/wxBNP8OijjzJx4kSeeuopCgoKwvxOxEi3v6kIt89NvMGKt93CXS99Q1mtf/QlyWrkouMncuT09ChH6d/Jvrytkm/rd7MoY160wxFCiBFPUb+7WYjokdfro6Fh9E5L6HQaEhNjaWxsH7Pz+6/te4tPS79kVuxR7FyTSpvdjU6roNdpsDu9KMDVZ0/n6BlDrz8bisKmg/zPpieI1cXw2yX3RLxDtnxWupN70p3ck0Pcbhf19ZUkJ2ei1xvQ6TRj/p5812DvyXfv7XclJcUGVUAta/uE6LCzfg+qT8Ou9Um02d3kZ1n5+69O40+3Hcfxc7NQgb+9vZPC8oG3fQil8dZxmLQm2j02SlvLoxqLEEKMBpIMCQHU2xupstXgrcqntc1HktXIykuOwBprwKDTcvmpU1g4NQ1VhRc+2IPXF73f6rQaLZMT/dO+exr2Ry0OIYQYLaJeMyTEcLCncT+qy4inwt9b6KLjJxJr1nc+r1EULls2mW+LGiipaeOzTeWcvGBctMJlStJEttV9y+7GfZwyPrpL7IUQY8tNN13Lli2benzuoosu4ZZbftbt8QcfvJfKyooet+oYDiQZEgLY27gfT1Ueqk/DxOx4Fk1L63aMNdbABUvzeeHDvbz99UGWzs1Cr9NGIVqYlujfm6yw+SAurxuDVt/PK4QQInROPHFZj0lPbw2Ob7nldny+7k0RhwuZJhNjnqqq7Kk/gKfOv73F6Ufl9rrv15I5WSTGGWmxufnm2+pIhtlFWkwqCcZ4PD4Phc1FUYtDCDE2GY1GkpNTuv2Jiel52yqLxYLVGh/hKIMnI0NizKux1dJQHQMeAwkWA7MLkns9VqfVsGzBOF7+bD8fri9lyezMqGyYqigKUxMnsaZqA3sa9jMtaXLEYxBCDJ2qquBx9X9gOOgMYfn+ddNN15KdncOBA4WUlhZz660r2bhxvUyTCTGc7WksxFvjr/9ZOjcbrabvAdPj5mTx5uoiKura2XmwkRkTkiIRZjdTkiaypmoDuxv2AmdEJQYhxOCpqortzQfxVUdnIYQ2fRLmc+4KS0L07rtv8ctf/pqJEyeRnJzMxo3rQ36NUJJkSIx5O6qK8LX6ewctmZ3Z7/ExJh1Hz8zgs03lfL2jMmrJ0NQkf91QaVsFra424gyWqMQhhBg8hciPLIfChx++x+eff9LlsZkzZ/Poo38GYNKkyZxyymnRCG1QJBkSY5pP9bH7QCuQQXa6kSSrKajXHdORDG3cW8sPXR5Mhsh/KVkNcWTFZlDRXsX+piKOSJsV8RiEEIOnKArmc+4akdNkixcfxw03rOjymNFo7Px7Tk7ud18yrEkyJMa0yvZqbPUJABw5NSvo1+VnWklPNFPdaGfjnlqOndX/iFI4TEzIp6K9in1NByQZEmIEUhQF9Mb+DxxmYmJiycnpvb3I4YnRSCCrycSYtqN6P74Wf8H0/Mndl9P3RlEUjpnpn1r75tuqsMQWjEmJ/r5I+5sORC0GIYQY6SQZEmPapn3VoGqwWiEzueclob0JbNq6u7iJNrs7HOH1a2LCBAAq2qpod9uiEoMQQox0kgyJMUtVVUor/EnM9AkD73+RlhhDTmosPlVlW2FdqMMLitUQR3pMGioq+5uk35AQQgyG1AyJMavWXoezKQ6AhZMGt7XGEZNSKattZ/PeOo6ZGZ26oUkJE6i21bC/6QBzUmdEJQYhxNjRX6+gnp7/xS/uDVM0oSEjQ2LM2lx6ANUVA4rKtNzBLY+fNzkVgO1F9bjc0Wk1PzHeP1W2q3A9FU8+TvULz2Pbu8ffzE0IIUS/JBkSY9bWIv92GklJ6qCXxuemW0iyGnG5fewsbgxleEFxlpdj/sfrAFTp7NRv20jzF59T9vBDlP/PI3jb2iIekxBCjDSSDIkxq7TCCcCkXOugz6EoCrMLUgDYcaA+JHEFq23bFkoeuBfDvhIS2nyoGoX2i07BuuQ4FL0e265vKXnoAdwNDRGNSwghRhpJhsSY1Oxsob3Rv3rsyImDqxcKmNnRgXpHUeSSjrYtm6n4859Q3W5iZsxkSt5cAKpy48lYfhW5v7gHXVIy7uoqKp/6M6rHE7HYhBBipJFkSIxJW8sOgNsEisr03OD7C/VkWl4iWo1CTaOdmiZ7iCLsnaOkmMq/PAleL3ELF5F9861MTJ0CwIHmgwAYc8aRs/LnaGJicBwopPa1V8IelxBCjFSSDIkxaUtxBQDWBC8GvXZI5zIbdRRk+afavg3z6JC3rY2Kx/8X1eUiZsZMMq6+DkWnoyA+D4Di1jI8Pv8okCE1jYyrrgGg6eMPcZaWhDU2IYQYqSQZEmNScWU7AHkZA2u02JsZ+f4u1uGsG1JVleq/P4enoQF9ejqZ192AovUncmkxqVj0sXh8HkpbyztfY5l7BJYFi0BVqXnxX7LCTAgheiDJkBhzXF43zQ3+JGJWbkZIzhmoG9pd0oTPF56Eo+WrVbRt3ghaLZnX3Yg25lAipygKEzpGhwo7psoCUi+6GEWnw75nN+3btoYlNiGEGMkkGRJjzsHmMnw2/7TW7PGhaZSYm27BZNBid3ooqw39cnZ3YyO1L78IQMr3LsCUm9ftmIL48QAcaC7u8rg+OYWEk5YB0Pj+uyGPTQghRjpJhsSYs/lgCagadAYvqQnmkJxTq9EwMce/pceekqaQnDNAVVVq/vkPfHY7pvx8Ek85rcfj8gPJUNPBbtNhCSefAlot9n17sR+QTV2FEOJwkgyJMWdPmb/IOS1Fi6IoITvvlHEJAOwtbQrZOQHat26hfctm0GpJv+JKFE3PX7a5cdnoFC2t7jZq7V1rl/SJiVgXHQVA44fvhzQ+IcTY8+GH73PddVeybNkSli1bwtVXX8Hrr782oHOsXv0lRUXD45czSYbEmFNd5wKgIGvgm7P2Zcq4RAD2lDaFrFDZ53ZT+9K/AUhcdirGnN57Ium1esbF5QCHltgfLvGUUwFo27wRT2tLSOITQow9b7/9Bg8//ABnnnkOzzzzfzzzzAucfvpZPPbYH3juub8GdY6qqkp+/vPbaGwcHk1hJRkSY0qTsxlHqwmAmeOyQnru8ZlxGHQa2uxuKuraQ3LOpo8+wF1bgzY+geSzzu73+PwEfy1RT8mQcVwuxvETwOulde2akMQnhBh7/vvfVznrrHM555zvkZubR27ueC644GIuvvhSXn7530GdY7itbJVkSIwp++uLUe3+VVgTswa3OWtvdFoNBdn+0aZQTJW5Gxupf+ctAFIvvAiNqf/6pkDdUFFzzz2F4o85FoCW1V8NOT4hxNCpqorT64rKn8EmJBqNwvbt22hp6TrCfNlly3n66ecAqKmp5v77f8nZZ5/C0qVHcv75Z/L003/G5/NRWVnBRRedA8CKFdfzzDNPD+0mhsDgdqcUYoTaVlYGmNAbfCRYDCE//5RxCewqbmRPaRMnzMsZ0rnqXnsZ1enEVDCRuCOPDuo1463+abTK9mocHicmnbHL83GLjqL25RdxlpbgKCnucVWaECIyVFXlfzY90W0FaKTkx4/np/NuGHDt5GWXLeeee+7ke987nXnzFjB79hHMn7+AadNmEBcXB8D/+3+3kZiYyP/8z5+IiYnlm2++4o9/fITp02dwzDFL+Otf/8411yznwQcfZuHCo8Lx9gZERobEmHKgogmA9BR9SIunA6bkJgBDrxuy799H65pvQFFIu+SyXoumvyvBGE+CMR4VldLWsm7Pay0WYmfPAaBtw/pBxyeECJXQfx8Kt+OPP4mnn36O448/kV27dvL0049z7bU/4tJLL2Dbti04nQ5OPfUMfv7zu5k0aQrZ2TlceOEPSElJpbBwP1qtloQEf41lXJyVmJiYKL8jGRkSY4jX56W2wQtAQWZiWK4xIdOKTqvQ3OaiptFOetLAv8hVn4+af/8TAOuxSzCNnzCg14+3jmNLbTMHW0qZlFjQ7XnLgoW0bdpI68YNJH/vgrAkhUKI/imKwk/n3YDL547K9Q2awf9SOG3aDH75y1+jqioHDhTyzTdf8corL3L77bfw0kv/5YILLubzzz/h5Zf/RVlZKfv376Ourhav1xvidxEaMjIkxozK9mo87f56oanZQ9uctTcGvZb8TH9Dxz2DrBtq+epLnMUH0ZjNpJx/4YBfP96aC8DBltIen4+dNQdFp8NdXYWromJQMQohQkNRFIxaQ1T+DCYRqqmp5tFHH6a2tqYz/oKCiVx++Y/43/99EputnTVrvuaGG37M3//+DLGxFk499Uz+/Oe/kpaWHurbFzIyMiTGjKLmElSbfz57fIY1bNeZnJvA3rJm9pQ0cdycga1Y89raqfvPqwAkn30eOuvA48zrqBsq7iUZ0prNxEyfQfu2rbRt2oAxO3vA1xBCjE0Gg5E33vgPaWnpXHbZ8i7Pxcb6f9msrKxgz55dvPnmByQl+fdtbGlppqHhUP+z4TYiLSNDYszYU1kJqhatViU1MTSdp3sS6Dc0mBVl9W++gbetFUNmFgknnjSo6+fG5aCg0OhsotnZcz8hy7wFALRt2jioawghxqaEhAQuu2w5f/nLEzz99J/Zt28P5eVlrF79JXfdtZJ58xZw1FHHAPDBB+9RVVXJ1q1buOOOn+HxeHC5/H3ezGb/9+ADB/bT1hb6LYwGSkaGxJhRVN0ExJOcqEcTxt9K8rOsKEB9i4OmNicJFmO/rwFwlpfR9OnHAKT+4FIU3eC+PE06I5mx6VS0V3GwpZQ5qTO6HWOZM5dqRcFZWoKnqRFdQnhqqIQQo88119xATs443nrrdf7731dwOBykp2dw4onLuOKKqzCbzdx882289NK/+OtfnyQ1NZWTTjqFtLR0du7cAUB8fAJnnnkOTzzxGGVlpdx++8+j+p4kGRJjgtvrpq7RA0BeWvimyADMRh3ZqbGU1bZTWN7C/Cmp/b5G9fmo+b9/gM9H7BHziJ0xc0gxjLeO60iGSnpMhrRxcZjGT8BRdID2HduJX3zckK4nhBhbTj/9LE4//axen//+9y/j+9+/rM9z3HnnPdx55z2hDm1QZJpMjAnl7ZV4bf757PyM0DZb7El+x1YfByqagzq+ZfWX2PftRTEaSbuk728gweivbgggZuYsANp3bB/y9YQQYiSTZEiMCcUtZah2CwA5qZawX68gyz/6VFjR/x5gntYWal99GYCUc7+HvqPgcCgCK8qKW8rwqb4ej4ntSIZsO79FHabLXYUQIhIkGRJjQlFjGarDPzKUnRob9usFtuU4WNmCx9tzMhJQ98rL+NrbMY4bR8JJy0Jy/czYdAwaPQ6vgxpbbY/HmCbko4mNxWez4ThQGJLrCiHESCTJkBgTCqvrAAWTUSE+NvTbcHxXRnIMZqMOl8dHeW3vm7a279hOy9df+TtNX74cRasNyfW1Gm3nDvZFvUyVKRoNsdP99US2XTtDcl0hhBiJJBkSo57D46S2wb+cMzs1NiL9LTSKQn7nVFnPdUOe1haqnvsbAAknnIS5YGJIYxgf33/dkHnqdABsu3eF9NpCCDGSSDIkRr2ytgp8HfVCuWnxEbtuZ91QefdkSFVVqv/+HN7mZgxZWaRceHHIr3+oE3XPO9gDxEydCoC9cD8+pzPkMQghxEggyZAY9Upby/HZ/XVCWcnhrxcKCNQN9VRE3bzqC9q3bEbR6ci85no0htBP3QV2sC9vq8Tl7XnvI31aOrrEJPB6sRfuD3kMQggxEkgyJEa90tbyzuLpjEFsnDpYEzr2KKtptNNqc3U+7iwrpfalfwGQcv6FGMflhuX6icYE4gwWfKqPsrbyHo9RFAVzYHRIpsqEEGOUJENi1CtpLkd1+pOgSCZDFrO+83qB0SFvWxsVjz+G6nIRM30GCSefErbrK4rS76atADFTpwFSNySEGLukA7UY1VxeFxWNraBq0OsUEq3BbY0RKgXZVqoabByoaGZ2rpWKPz+Gu64WfWoqmdfegKIJ7+8j463j2F63k4PNJTCu52NiJvtHhhzFB/G5XGGZshNCjC4ffvg+r732EgcO+KfX8/ImcNZZ53LeeRdEObLBkWRIjGrlbVX47IFRodiw7knWk4KseFZvr6KwrJmqv76Lfd9eNGYzWTfdgtYS/uaPh5ov9j4ypEtJQRsfj7e5GcfBImImTwl7XEKIkevtt9/gj3/8PStW/Iy5c+cBKuvXr+Oxx/5AY2MDV155TbRDHDBJhsSoVtpaji8K9UIBgeX1B0rqadm/Ca1OR9ZPVmDMzonI9XM7eg3VORpodbURZ+iegCmKgrlgIm2bNuIo3C/JkBCiT//976ucdda5nHPO9zofy80dT21tDS+//O8RmQxJzZAY1aJVPB2QadWjx4sTLY3mRDJvuKmzRicSYvRm0mPSgL5Hh0wdPY5kRZkQoj8ajcL27dtoaem6Uvayy5bz9NPPAXDhhWfzzDNPd3n+ppuu5cEH7wVg06YNLF68gG++Wc0Pf3gxS5YcyeWXX8zq1V9G5D18lyRDYlQrazssGUqObDLkbW2l8n//QLq9DgD7WZdimTM3ojEA5MZlA/7EsDfmiZMAcBTuR1XViMQlhPD3HPM5nVH5M9iv9csuW86+fXv43vdOZ+XKW3jhhefZuXMHFouF3Ny8AZ3riSf+l1tvXcnzz/+T7Oxs7r//bmw226DiGgqZJhOjlsfnoaKtCp9jMhDZkSFHSTEVf34MT3092elJlJFOOXERu/7hcuOyWV+9mZI+kiFjbh6KToe3tRV3TQ2G9PQIRijE2KSqKqW/fRBHlEZkTRMnMe7ndw24K//xx5/E008/x6uvvsjatWv45pvVAIwbl8udd97D7Nlzgz7XNdfcyPz5C9HpNFx99Q1ceeWlHDiwn5kzZw8opqGSkSExalW21+B2K+D2ryCLVDLUsnYNpb99EE99PfrUNGadeQIAB4LYwT4cAnuUlbSW9XqMRq/HmDceIGrfmIUYkyK8qCNUpk2bwS9/+WveeutD/v73F7n++puw2WzcfvstNDY2BH2e8ePHd/7d0rGoxO3uuUlsOEV9ZMjn8/H444/zyiuv0NLSwvz58/nVr35FXl7PQ22NjY088MADrFq1CoDTTjuNO++8k5iYQz/o3nrrLZ566inKysrIzs7mxz/+MRdcMDKX+4nBO7xeKN5iwGwM78dd9Xqp+88rNH7wPgAxM2eRec31xHk0sKqCsto2XG4vBn1oNmMN1ri4LBQUmpzNvRZRA5gnTsRRuB974T6sxxwb0RiFGIsURWHcz+9Cdbn6Pzgc1zcYBjwqVFNTzT//+Xcuv/xHpKamoSgKBQUTKSiYyOLFS7n88ovYsmVTj6/1ej3dHtPru7fyiMZUfdRHhp544glefPFFHnjgAV566SUUReGaa67B1cuHY8WKFZSWlvL888/z2GOPsXr1au67777O57/55hvuuOMOfvjDH/L2229z2WWXcffdd/PZZ59F6i2JYeLwlWSZYR4V8jnslP/pj52JUOLpZ5K94ja0sbEkW01YY/R4fSolNW1hjaMnJp2JtJgUoO/RIVOBv27Ivl9GhoSIFEVR0BiNUfkzmE2rDQYjb7zxHz788L1uz8XG+r/fJiUlo9PpaWs79P3O5/NRUdH7VH20RTUZcrlcPPvss9x8880sXbqUqVOn8uijj1JdXc1HH33U7fjNmzezbt06HnroIWbMmMHRRx/N/fffzxtvvEF1dTUAn376KVOmTOEHP/gB48aN47LLLmPq1Kl89dVXkX57IsrK2ypQ7eFfSeZuaKD0d7/BtmM7isFA5nU3knrBRZ0NFRVF6dyaoyhKU2WBJfYlLX0UURcUAOCqKMcbhQJGIcTwl5CQwGWXLecvf3mCp5/+M/v27aG8vIzVq7/krrtWMm/eAubMOYLZs+fwyScfsmXLJkpKinnkkYe6JEfDTVSTod27d9Pe3s5RRx3V+ZjVamX69OmsX7++2/EbNmwgNTWVgo5v2gCLFi1CURQ2btwI+P+h9u/fz5o1a1BVlbVr11JYWMicOXPC/4bEsKGqqr/hYpiX1TtLSyl96Nc4S0vRxlkZt/IO4hYu6nbchI5+Q0WV0UqGAivKeh8Z0sUnoE9NBVXFUXQgUqEJIUaYa665gTvu+CVbt27m5puv47LLLuSxx/7AggWL+N3vHgXg2mt/wowZM7n99hXceOPVxMcncNJJ4dt+aKiiWjNUVVUFQGZmZpfH09LSqKys7HZ8dXV1t2MNBgMJCQmdx19xxRVs376d5cuXo9Vq8Xq9XHPNNZxzzjlDjleni/qsYthotZou/x3p6mz1OLwO6EiGstMsA/736++eOMrKKPvD7/C2tWHMymbcbT/FkJra47GTchIAOFDZEpXP0fgE/14cJW3lfV4/ZuIkmmtrcR7YT/ycnldzjLbPSijIPelO7skhPt+h6ajAzJSiwEjuYnH66Wdx+uln9fp8SkoKDz30h16fnzdvAV99tQE4dE+ysrI6HxsorVYZ0vfWqCZDdrsd8Cc0hzMajTQ3N/d4/HePDRzvdDoBqKyspKmpiXvuuYd58+axZs0aHn30UfLz8zn//PMHHatGo5CYGDvo148UVqs52iGExL72fagqqE7/v9mUCSmD/vfr6Z44qqvZ98jDeNvasEyayIx770Fn6f38R0zXA/4d7LUGPdbYyO7/NdsyGWWDQqOjCa3Zh9XU8zJ/x5wZNH/zNZ7ion7v12j5rISS3JPu5J6Aw6Glrk6DVqtIktiHwdwTn09Bo9EQHx+DyWQa9LWjmgwFAne5XF3ehNPpxGzu/gVkMpl6LKx2Op2dq8lWrFjB2WefzWWXXQbAtGnTaG5u5ne/+x3nnXcemkFujOnzqbS0jN46Cq1Wg9VqpqXFjtfri3Y4Q7a7qgjVZUb1adBpFQyKSmNj+4DO0ds98drtHHzwN7ibmjCOyyX71p/R6gb6OX96UgzVDTY276pkdkHKYN7WkKTFpFBtq2Vr6V5mpkzt+aBM/15mLXv20VDf2uNGsqPtsxIKck+6k3tyiMvlxOfz4fWqeL0+tFoNXq9vRI8MhZKiMOh74vWq+Hw+mptt2O3ebs9breagkqyoJkOBKa+amhpyc3M7H6+pqWHq1O7frDMyMvj444+7POZyuWhqaiI9PZ2GhgaKioqYNWtWl2Pmzp3Lk08+SVNTE0lJSYOO1+MZ/V/QXq9vVLzP0pZDxdNpiTH4fCo+3+C+8xx+T1RVpfJvf8VZVoY2PoGsm29FNZqDumcTMuOobrCxv7SZ6XmD/xwO1ri4bKpttRxsKmVqwuQej9GmZ6Lo9fjsNuyVVRjSM3o932j5rISS3JPu5J74f2AHBH7YSyJ0SCjuiderDulzFtVxuqlTp2KxWFi7dm3nYy0tLezcuZMFCxZ0O37hwoVUVVVRXFzc+VjgtfPmzSMhIQGz2cyePXu6vG7v3r1YrdYhJUJiZClvrejsMRTKZfUtq7+kbeMG0GrJ+skK9AP4TAVWlB2IWhF1YEVZ70XUik6HcZy/vshRfDASYQkhRNRFdWTIYDBw+eWX88gjj5CUlER2dja///3vycjIYNmyZXi9XhoaGoiLi8NkMjFnzhzmzZvHbbfdxr333ovNZuNXv/oV5513Hukd2wcsX76cJ598ktTUVObPn8/GjRt56qmnuPHGG6P5VkUE2T0O6hwN+Bz+z0R6iJIhd10tNf/+JwAp512AOT9/QK/v3MG+ogVVVQfV42MoAivK+tqWA8CYNwHHgQM4Dx6ERUf1eawQQowGUe9AvWLFCjweD3fffTcOh4OFCxfyzDPPYDAYKCsr46STTuKhhx7i/PPPR1EUHn/8ce677z6WL1+O0Wjs7EB9+PkSEhJ4+umnqaysJCcnh5UrV/KDH/wgiu9SRFJFm3+VotZlxQukJYamgLPmpX+jOp2YJ00m8dTTBvz63DQLWo1Cm91NXbOD1ITIFpbmdCRDjc6mPjtRm8aPpxlwHCyKYHRCjH6yCXLoheqeRj0Z0mq1rFy5kpUrV3Z7Licnp9uUV3JyMo899lif57vyyiu58sorQx6rGBnK2yoAUFz+H/ahSDrat2+jffMm0GhIu3x5j4XF/dHrtIxLs3CwqpWiypaIJ0Pmjk7UNbY6SlrLmZE8pcfjTOMnAOAoLkb1+Qb1XoUQh2i1/i14XC4nBoMxytGMLi6XfyW5Vju0dCbqyZAQoVbeVomqgsvu/3inDTHpUH0+al95EYDEk5ZhzM4e9LkmZFk5WNXKgYoWFk2L/M7wuXE51NjqKG0t6zUZMmRkohgMqE4H7uoqDJlZEY5SiNFFo9FiNltoa2sEICbGhLf7wqcxzedTuhSa90dVVVwuJ21tjZjNlkGvFA+QZEiMOuVtlf5l9aqCTquQGDe038Ra1q7BVVGBJiaGpLOH1rwzP9PKZ5RHrRP1uLhsNlRv6bNuSNFqMY7LxVG4H8fBg5IMCRECVqt/sUVbWyM2mwafb2yvsPsujWZw98RstnTe26GQZEiMKj7VR3l7FarDP0WWHG9Goxl8obLq9VL7+n8BSDzlNLQxQ2u8GSiiLq5qxevzoY3wFFQwK8rAP1XmKNyPo/gg1qOPiURoQoxqiqIQH59MYmISsbEGmpttAxoJGc20WoX4+JgB3xOtVjfkEaEASYbEqFJnr8fldaHpqBca6hRZ/TdrcFVXo7FYSDx52ZDjS0+KwWzUYnd6Ka9tJze9507Q4TLusCLqNlc7FkPPyZ1p/HgAnLK8XoiQ0mi0mEwm7HbvmO+/FKDTaaJ+T6QyUowqZW3+PepifP49woaaDFW8+TYACSechMY09IJnjaIwPiN6/YYCRdQAJX1s2mrMGw/4ew2pMpwvhBjlJBkSo0p5RzKkdfsTjtQhLKu37d9P6569KDodCcefGJL44NBUWVFFlJsv9lE3ZMjIRDEaUV0uXD1smiyEEKOJJENiVAksq/c6/HvdpSYMfuO+ho8/AsB61NHo4uOHHlyH/I5O1NEsogYo7WNkSNFoMOXmAdJvSAgx+kkyJEaVslb/svr2Nv//D3aazNveTuuGDQAknXxyqMID/MvrAcrr2nG4PCE9dzCCGRkCMHb0G3IWSzIkhBjdJBkSo4bNbaPR2QQePU6Xf0XCYBsbtq79BtXjJnbCeEwd9TOhkmAxkhhnRFX9q8oiLcfiXyrf4Gikzd3e63GBImrHwYMRiEoIIaJHkiExagTqhSxqGgAJFgMGvXZQ52r+6ksA0k46MSx7iOVHcdPWGL2ZFHMyAGWtFb0eF0gCnWWlUkQthBjVJBkSo0ZgJVk8GcDgR4WcZaU4S4pRdDpSlx4XsvgONyHKRdSH6oZ6nyrTp6UfKqKukiJqIcToJcmQGDUCI0NGj78b6WDrhVrXrwPAMms2emt4+gBFu4g6N4hkSNFoMOaMA8BZXByRuIQQIhokGRKjRmAlmeqMAQa3rF5VVVo3+JMh65FHhi6478jLiEMB6lucNLc5w3ad3gQzMgRgyvOvKHOWSDIkhBi9JBkSo4LX56WyvRoAR/vgN2h1lpbgrq5G0euxzJkbyhC7MBt1ZKX4uz9Ho25onMWfDNXY67B7HL0eZwwsr5dkSAgxikkyJEaFWns9bp8Hg0ZPU6t/ufpgaobaNqwHIHbWbLTmoXec7suEKE6VWQyxJBoTgL6LqAPJkLO0BFWVfZSEEKOTJENiVKhorwIg3ZRJU6t/2mkw02RtmzcBYJm/MHTB9SLaRdS5QTRfNGZlg1aLz2bDU1cXqdCEECKiJBkSo0JFmz8ZStRkoQImg5Y4s35A53DV1OCqrACtlthZs8IQZVeHiqhb8UVh1CVQN1TSx8iQotNhzPY3aXSUHIxEWEIIEXGSDIlRITAyZPYeWkk20P5A7Vs3+88xaTLamJ53cw+l7NRY9DoNNqeHmkZ72K/3XZ1F1G39dKIOTJWVlIQ9JiGEiAZJhsSoUNkxMtS5Qesg6oXat20FwDJ7TugC64NOqyEv3b90/0BFc0SuebhAMlTdXoPT6+r1OFNuLgAOWV4vhBilJBkSI57L66LWXu//u80ADLxeyGuzYdu7B4DYMK4i+67OIuqKyG/LEW+0Em+IQ0Xt7NHUE2OgE3WpJENCiNFJkiEx4lW116CiYtHH0trm3zYiNX5gu9Xbdu8Crxd9ejqG9IxwhNmj/KzobcsBwfUbMuaMA0XB29yMp6kpQpEJIUTkSDIkRrzyjnqhzNh06pr9PXOS4wc2MmTb+S0AMdNnhja4fgRWlJXWtOL2RH7/r2CSIY3RiCEjE5B+Q0KI0UmSITHiBeqFMmMzqW/xFyKnDHRkaJc/GYqdPiO0wfUjNd6ExazH41Upq22L6LUh+E7Uxo66IelELYQYjSQZEiNeYCVZij4Nu9MLQPIAkiF3fR3u6mrQaDBPmRqWGHujKEpn3dCBKPQbCiRDFe1VuL3uXo87tKJMkiEhxOgjyZAY8So6in/NajIA1hg9Rr026NfbvvWPCpkm5KONiQl9gP2YkBlYURb5ZCjRmECsPgaf6utMKntikuX1QohRTJIhMaK1udtpdvlXYmlc/t5AA64X2hWoF4rsFFlAflY8EJ1tORRF6dynrM8i6nH+aTJ3XS3e9vaIxCaEEJEiyZAY0QL1QkmmRFo6VpINZIpMVVVse3YDEDNteugDDEJgZKiqwYbN0ftUVbgEUzektVjQpaQAUkQthBh9JBkSI1pFx071WbHp1DUPvHjaXV2Ft6UFRafDNGFCWGLsT1yMgdQEf8xFVZHvN5Rr9W+3UdrHthwApnEdO9hL80UhxCgjyZAY0QL1QlmWTOo7ltUPJBkKNFo05Reg0RtCH2CQolpE3TFNVt5eidfn7fU4Y54kQ0KI0UmSITGiHRoZyujsMTSQZMi+x58MRXoV2Xd1btoahWQoxZyEWWfC4/NQZavp9TijbMshhBilJBkSI5aqqlR2rIDKsmQMuOGiqqrYO0aGYiZPCU+QQQoUUR+obEGN8A72iqKQY8kCoKSPuiFT7ngAnJUVeJ3OSIQmhBARIcmQGLGanM3YPQ40ioY4TSJ2pweAFGtwI0Oeujo8jQ2g1WLKLwhnqP3KTbegURRa2l00tkY+0ThURF3W6zG6hAS0ViuoKraDMjokhBg9JBkSI1Zgc9G0mFSaWv2rsOJi9BgNwfUYsu/fB4ApLw+N0RieIINk0GvJSfO3Bohm88X+O1H764baDhwIe0xCCBEpkgyJEauyo14oOzZjUMXT9sL9AJgLJoU+uEHorBuKQr+h3I5kqKy1Ap/a+x5pgeaL7YVFEYlLCCEiQZIhMWKVd+5JNvB6IQBHYcfI0MSJoQ9uEKK5oiwtJhWD1oDL56bGVtvrcYdGhiQZEkKMHpIMiRGrp+LpYOuFfA47zjJ/fYy5YHgkQ/kdO9gfrGrF54tsEbVG0QRVRB1YXm8rLkb1eCISmxBChJskQ2JE8vq8ncvA/cvq/Q0Xg+0+7SgqAlVFl5KCLiExbHEORGZyLEaDFqfbS0V95Le8CKZuSJ+SisYcg+rx4Kzou0mjEEKMFJIMiRGp1l6Px+fBoNGTbE4ccM1QoHh6uIwKAWg0ChMy/FtzRKPfUDDJkKIomKTfkBBilJFkSIxIgR3WM2Mz0CiaATdctBcWAmAaRskQHKobimYRdWl/RdTjA52oD0YiLCGECDtJhsSIVNF2qF7I5vBg6+gxFMw0maqqOIv9BcCm8fnhC3IQollEnRGThk6jw+F1UGdv6PW4QPNFu2zYKoQYJQaVDFVIrYCIss7i6dh06lv8o0IWsx6TQdfvaz0NDXhbW0GrxTguJ6xxDlSgiLqsth2nu/d9wsJBq9GSHZsJ9D1VFhgZcpaUoPp6H0ESQoiRYlDJ0EknncSVV17JW2+9hVPa8oso6Jwms2QMeLd6x0F/w0Bjdk5UN2ftSWKckXiLAZ+qUlId+R3sx8X5V5T1lQwZMzLRGAz4HA7cNb3vZSaEECPFoJKhRx55BJ1Oxx133MGxxx7LPffcw5YtW0IcmhA9c3nd1NrqgcFt0Oo4eBAA0/gJYYlvKBRFieqmrUEVUWu1xHSODslUmRBi5BtUMnTmmWfy17/+lc8//5zrrruOTZs28YMf/IDTTjuNv/zlL1RXV4c6TiE6VdtqUFGJ1cVgNcR1riQLdlm9syMZMo4fH6YIh6azbigKRdSdyVBbeZ8bxlry/YmkQ5IhIcQoMKQC6tTUVK655hrefvtt/vvf/5KWlsajjz7KiSeeyA033MDGjRtDFacQnQLF05mWdBRFOWxkqP/u06qq4ugsnh5+I0NwqG4oGkXUWZZMNIqGdreNRmdTr8fFdiRDMjIkhBgNhryabMOGDfzyl7/kRz/6ERs2bODYY4/lrrvuwuPxcPnll/Pcc8+FIk4hOgX2JMuKzQAYUMNFd00NPpsNRafDmJUdviCHYHyGPxmqa3bQYnNF9Np6ja7zvvY1VRab71+F5ygp7nMESQghRoL+l970oLi4mDfeeIM333yT8vJysrOzueKKK7jgggvIyPB/I73sssu4/fbbefLJJ7nyyitDGrQY2yoP6zEEDKjhYmBUyJibi6Ib1Mc/7GJMOjKTY6ist3GwsoXZBSkRvf64uGzK2iooaS1nTurMHo+JzcsFjQZfWxuexgb0SckRjVEIIUJpUD8NTj31VIxGIyeffDK//vWvOfroo3s8Lj8/n4Md9RlChEpFYGTIkoHd6aHd0dFjKIh9yTrrhfKG5xRZwIRMK5X1Ng5URCcZ+qZyfZ8jQxqDAWN2Ns7SUpwlJZIMCSFGtEElQ7/85S8555xziIuL6/O4G2+8kRtvvHFQgQnRE7vHQYOjEYDM2HTqGw/1GDIb+/84Ow4G6oXGhy3GUCjIsvL1jir2lTVH/NrBrCgDMOXm4SwtxVF8EMvcIyIRmhBChMWgaoY++OADanrpL7J7927OPvvsIQUlRG+qOkaF4g1xxOpjOoung+o87fN17qc13DpPf9ekcQmAv4ja441sY8NsSyYKCi2uVpqdvRdxBxJKZ2lJhCITQojwCHpkaMOGDZ2FkuvWrWP9+vU0NHRv2f/ZZ59RWloaugiFOEzFd+qFBtJw0VVVhep0oBgMGDIzwxdkCGSlxBJr0tHu8FBa09a53D4SjFoD6bFpVLVXU9paTryx52ubcjt6DcmGrUKIES7oZOjVV1/l9ddfR1EUFEXhvvvu63ZMIFk666yzQhehEIepbDtULwQcGhkKpl4osKQ+bzyKZnhvy6dRFCZmx7O1sJ69pU0RTYYAxlmyO5OhmSnTejwmsHu9p9G/vYm2n2lzIYQYroJOhn7xi19w/vnno6oqy5cv55577mHixK47fms0GqxWK5MmTQo6AJ/Px+OPP84rr7xCS0sL8+fP51e/+hV5eXk9Ht/Y2MgDDzzAqlWrADjttNO48847iYmJ6Txm27Zt/O53v2P79u0kJiZywQUXcNNNN6EZ5j8ARf++OzI0oJVkRR0ryfLGhye4EJs8LoGthfXsK2vm1EWRvXauNZv11Zv6rBvSms3o09NxV1fjKCkmdkbPK8+EEGK4CzoZiouLY9Ei/3fkf/zjH8yYMYPY2NghB/DEE0/w4osv8tBDD5Gens7vf//7zkaOBkP3faNWrFiB0+nk+eefp6WlhV/84hfcd999/O53vwOgqKiIK664gtNPP50HHniA3bt3c9ddd2E2m7nmmmuGHK+Irs4eQ5Z0gAE1XAzUtphGSDI0KScBgH1lTaiqiqIoEbv2OIu/iLq4tazP44zj8nBXV+OUZEgIMYIFnQy9/vrrLF26lMTERCoqKvrduf68887r95wul4tnn32WlStXsnTpUgAeffRRlixZwkcffcSZZ57Z5fjNmzezbt063n33XQoKCgC4//77ufrqq/npT39Keno6Tz/9NBMnTuQ3v/kNiqIwYcIE9u3bx6ZNm4J9q2KYanO10+Lyb16aERNIhoKrGVJ9vs5kyNgxvTPcjc+MQ6/T0GpzU9VgIzN56L98BGtcXBYKCk3OZpqdrcQbe54CM+Xl0bZhnXSiFkKMaEEnQ3fccQcvv/wyiYmJ3HHHHX0eqyhKUMnQ7t27aW9v56ijjup8zGq1Mn36dNavX98tGdqwYQOpqamdiRDAokWLUBSFjRs3csYZZ/Dll19yzTXXdPktesWKFUG+SzGcBZotJpuSMOmMXXsM9ZMMuevr8DkcKDodhvSMsMcaCjqthvxMK3tKm9hX1hzRZMikM3UWUZe0ljLLOL3H44wdRdSyR5kQYiQLOhn65JNPSE1N7fx7KFRVddR/fGdlT1paGpWVld2Or66u7naswWAgISGByspK2traqKurIy4ujrvuuotVq1ZhtVo577zz+PGPf4xWqx1SvDrd6K050mo1Xf47HFXZ/e0csizp6HQamhv8W1XEmvXExXafUj2crcI/3WPMzkZv6vvYgOFwT6bkJnQmQyfOz4notcdbc/xF1G3lHJFxaArs8PsSO2E8AO7qahS3E625/+nK0Wg4fFaGG7knPZP70t1wuCdBJ0PZ2dk9/j3A4/HQ1tZGQkJC0Be32/1THN+tDTIajTQ3d282Z7fbe6wjMhqNOJ1O2traAPjd737HFVdcwV//+ld27drFgw8+iN1u55Zbbgk6tu/SaBQSEyP3m3m0WK3D94dZfWEdAAWpuSQmxrKvsmPKLDmm33+b1lp/4m0tyB/wv2M078n86Zm8ufog+8ubI/75m545kTWVG6mwV/Z4bavVDFYzB5OTcdXXY2iqxZrV88qzsWI4f/1Ei9yTnsl96S6a92RQHag9Hg9PPfUUubm5nHPOOXzzzTfccssttLa2smjRIh577DHi4+P7PY/J5J/acLlcnX8HcDqdmHv4DdNkMuFydd+40ul0EhMTg16vB+CYY47hpptuAmDatGk0NDTw5z//mRUrVgy6CNXnU2lpsQ3qtSOBVqvBajXT0mLHG+Emf8EqqveP7iTpkmlsbOdgWRMAiRYDjY3tfb62aW8hAEp6Zr/HBgyHe5KRYERRoLrBRmFxPUlBtBAIlTRdGgD764poaGjr/Nr57n0xjMvFVV9PzY7deDNHRj1WqA2Hz8pwI/ekZ3JfugvnPbFazUGNOA0qGfrTn/7E3/72N+666y4AfvOb35CYmMhNN93Ec889xx/+8Afuv//+fs8TmPKqqakh97Ci1pqaGqZOndrt+IyMDD7++OMuj7lcLpqamkhPTychIQGj0cjkyZO7HDNp0iRsNhsNDQ0kJw9+DyWPZ/R/cL1e37B8n6qqUt7mH91JN6Xh8fioafQnp0lxpn5jtnfUtOizxw34/UXznui1GsalWSipbmN3cSOLpqVH7NoZ5gw0ioZWdzs1bQ0kmxO7PB+4L4ZxubBlM/aig8PysxNJw/XrJ5rknvRM7kt30bwng5qge/vtt/npT3/KZZddxoEDB9i3bx833HADV1xxBbfddhuffvppUOeZOnUqFouFtWvXdj7W0tLCzp07WbBgQbfjFy5cSFVVFcWHdbwNvHbevHlotVrmzZvH1q1bu7xuz549WK3WAU3hieGl2dWC3WNHo2hIj/HXrgW7FYfXZsNT559iM44beSMXkzuW2O8pbYrodfVaPdkW/y8sxa29d5U3SRG1EGKEG1QyVFNTw5w5cwBYtWoVGo2G4447DvCP3rS2tgZ1HoPBwOWXX84jjzzCJ598wu7du7ntttvIyMhg2bJleL1eamtrcTj8P/TmzJnDvHnzuO2229i2bRtr1qzhV7/6Feeddx7p6f7fmG+44Qa+/PJL/vSnP1FSUsJ7773HX/7yF5YvXz7kAmoRPYHO06nmFPRa/3RoXZANF51l/h/kuqQktCHojRVpU3ITANhT0hTxa+fG+Yu2S1p67zdk7GiQ6qqswOfuPo0thBDD3aCSobS0NMrK/N8cP/roI6ZNm0ZSUhLg7wWUkRH80uUVK1Zw4YUXcvfdd3PJJZeg1Wp55plnMBgMVFZWsnjxYt59913Av2T/8ccfJycnh+XLl3Prrbdy3HHHce+993ae78gjj+Tpp5/ms88+44wzzuDhhx/m2muv5cYbbxzMWxXDRKDzdFbsoWmi+iAbLgaSIWPOuDBFF15TchNRgIq6dprbI5ts5Fn9yVBfzRd1iUloLBbwenGV973TvRBCDEeDqhk655xzeOihh3jrrbfYuHEj99xzDwAPPvgg//73v7n++uuDPpdWq2XlypWsXLmy23M5OTns2bOny2PJyck89thjfZ5zyZIlLFmyJOgYxPDXuQ1Hx55kDpeHNrsb6H9fMmdJR7PFEThFBmAx68lJs1Ba08aeksjWDeXF+RPIkpYyfKoPjdL99ydFUTDl5mHb+S2Og0WYxk+IWHxCCBEKgxoZWrFiBVdddRWKovCzn/2MSy+9FIDt27dz1VVXccMNN4Q0SCEC02SZHSNDgVGhWJOOGFPfOX3nyNC4kTkyBDAtz1+8vKu4MaLXzYxNR6/R4fA6qLXV9XqcKT8fAMeBwkiFJoQQITOokSFFUbjuuuu47rrrujz+4osvhiQoIQ7nU32d3aezYr+zW31/23B4vbjKOxou5ozMkSGAqbmJfLi+lN0RToa0Gi05lmyKWoopbi0jPTatx+NM+f5Nm+2SDAkhRqBBJUMAra2trFmzBpvNhqqq3Z4PZjsOIYLR4GjC5XOjU7Skmv2tEYLdoNVVXY3qdqMYDOjTev5BPhJMHpfg7zfUaKehxRHRfkN51hyKWoopaSljUca8Ho8x5/u3yHFXVeFta0NrsUQsPiGEGKpBJUNffPEFt956a2cH6e8Kdm8yIYIRGBVKj01Dq/GvCAxMk/VbL1TWUS+UMw5FM3Lb38eYdIzPiKOospXdJY0cMzOz/xeFSJ7VP73Y1/J6rcWCPj0Dd3UVjqIDxM6aHanwhBBiyAaVDP3P//wP+fn53HnnnaSnp6MZwT9kxPBX0dZ1igyC363+UPH0yK0XCpiam+hPhoqbIpsMdSyvL22twOvzouul1NBcUIC7ugp74X5JhoQQI8qgkqEDBw7wxBNP9NgYUYhQq2jvKRkKtsdQoF5oFCRDeYm8t7aE3SWRrRtKjUnBpDXh8DqostWQZ+i+NyGAKb+Alq9X4yiUuiEhxMgyqCGdrKyszk1RhQi3yvaOlWSWQ0vKgy2gdnXsVm/IjuyO7+EwKScerUahrtlBbVPPU9ThoFE05Mb5E6Dilt6nyswF/iJqR1Ehqk+2GRBCjByDSoauu+46/vznP3c2XhQiXLw+L9XtNcChkSGny9vZY6ivkSGv3Y6noQEAY1bPoxkjicmgY0KmFSDiq8o664b6SIYM2TkoRiM+hwNXZUWkQhNCiCEb1DTZW2+9RXV1NcuWLSMpKanLjvPgL6D+7oaqQgxGrb0Oj+rFoDWQaEoAoK7FPyoUY9QRY9L3+lpXhb8bsjYhYdSsbpqal8D+8mZ2FTeyZE5WxK6b29GJuqSPTtSKRoNpQj723buwF+7HOApG44QQY8OgkqGMjIwBbbkhxGBVtB9qthjoflwfbPF0oL/QKPqhPGN8Em9/Xcy3BxvwqSoaRYnIdQNF1OVtVbh9nl6PM+cXYN+9y9988bjjIxKbEEIM1aCSoYceeijUcQjRo8oeV5IFWS/UsU/WaJgiCyjIjsdo0NJqc1Na3UZeRlxErptkSsSij6XN3U5ZawVpyfE9Hmfq6DckRdRCiJFkSGviCwsL+cc//sEjjzxCdXU1GzZskMJqEVKBkaHDN2gNvnjanwyNhuLpAJ1Ww7Rc/9Yc2w/UR+y6iqJ0TpUdbC7p9ThTgT8ZclVW4G1vj0hsQggxVINKhrxeL3fffTdnnXUWv/nNb3jmmWeoq6vjz3/+M+eddx5VVVWhjlOMUZXf2aAVgu8+fWiabPSMDAHMyk8CYEdRQ0SvO8Hq387kQFNxr8fo4qzo0/yJq6NIRoeEECPDoJKhJ598krfeeosHHniA1atXd27H8fOf/xyfz8ejjz4a0iDF2OT2uqnp2Bz08GmyYGqGPK0teFtaADBkRq7QOBJm5Pu3JCksb8bu7L1+J9QmxOcBcKC592QIDi2xt+/bF/aYhBAiFAaVDL322musWLGCCy64gISEhM7Hp06dyooVK1i9enWo4hNjWJWtFhWVWF0MVsOh2phgGi4G6oX0KaloTH1Pp400aQlm0hLNeH1qRJfYj7fmoqBQZ2+gydHS63HmKVMAsO/dE6nQhBBiSAaVDNXV1TFt2rQen0tPT6elpfdvlEIEKzBFlhGbjtKxasrp9tJq67/HkLOzXmh0TZEFzJzgnyrbHsGpMrPORGZH7da++qLej5vkT4YcRQfwuVwRiU0IIYZiUMlQXl4eX3zxRY/PrVu3jry8vCEFJQQc6jydZTl8isw/KmQ2avvuMRRYSTaKiqcPN7NjqmzHgfrOaepIGN9RN7S37kCvx+jT0tAmJKB6PP4l9kIIMcwNKhlavnw5//jHP7j//vv5+uuvURSF4uJinn32WZ599lkuvfTSUMcpxqBDG7QevpIsUC/Ud/G0a5SPDE3NTejcmqOmMXJbcwTqhvb2MTKkKAoxk6cCYNuzOyJxCSHEUAyqz9BFF11EQ0MDTz31FP/6178A+OlPf4per+fqq6/mkksuCWmQYmzqXEk2wA1aVVU9tJIsa3SODJkMOiblxLO7pIkdRQ2kJ8VE5Lr58f6RocKGg3h9XqDnpo/myZNpXbdG6oaEECPCoJIhgGuuuYazzz6bdevWodPpiIuLY86cOV0KqoUYLIfHQb3DXxzcZYPWpv6X1XuamvDZbKDRoB/FndJn5iezu6SJbYX1nDQ/MklfWkwqMTozNo+d8rZKsmJ6XqkXM8U/MuQo3I/P5UJjMEQkPiGEGIwBJ0Nvv/02L774Ilu3bsXj8S/rNZlMzJs3j0suuYSTTz455EGKsaeyY3PWeEMcFn1s5+N1QSyrd3WMChnS0tHoe68rGunmFCTz6ueF7CpuxOHyYDIM+neboGkUDePjc9lZv4fCpuJekyF9Ria6xEQ8jY3Y9+8jdvqMsMcmhBCDFXTNkM/n46c//Sm33347JSUlnHHGGVx11VVcddVVnHTSSezbt4+bb76ZO+64I5zxijGipykygNrANFlCH8nQKK8XCshKiSUtwYzH6+PbCK4qy0/ov9+QoijETJsOgG3ntxGJSwghBivoXyX/9a9/8f7773PHHXdwxRVXoNF0zaN8Ph///ve/+c1vfsOSJUs488wzQx6sGDsqOpKhw1eSwaHVZH1NkzlH+UqyAEVRmDsphQ/Xl7JlXx3zp6RF5LoFgeaLfXSiBoiZNoOWr1dj27UzEmEJIcSgBT0y9J///Ifvf//7/OhHP+qWCAFoNBouu+wyLr74Yl5++eWQBinGnsq2Q7vVB9idHtrsQfQYCkyTjfKRIYAjJqUAsLWwHq/PF5FrTogPNF+sp9XV+16EgZEhZ0kxXtmzUAgxjAWdDB08eJClS5f2e9ySJUs4cKD3HiRCBKOnabLAqFCsSYfZ2POgpurzdU6TjfaRIYCJOfHEmnS02d0Ulkem2alZbybH6v93KepjqkyXkIAhKxtUVUaHhBDDWtDJkN1uJz4+vt/jEhMTaWiI7AaSYnRpc7fT7GoFIDP20NRPbaB4OqH3KTJ3fR2qy4Wi06FPjcy0UTRpNRpmF/hHhzbvq43YdSclTwCgqKX3HewBYmfMBKB9+9awxySEEIMVdDKkqiparbb/E2o0+CI0XC9Gp8AUWbIpEZPu0HTYQPYkM2RmoQTxeR0NAlNlm/fVRawb9eSUfKDvkSGA2NlzAGjfvh1Vvi8IIYapQXWgFiKceltJFugxlNpH8XTnSrKs0V8vFDBjQhI6rUJNo52qBltErjk52Z8MFbeUdjRf7Jl50mQ0JhPe1hYcBw9GJDYhhBioATUmuffee7FYLH0e0yaFkmKIKnrYkwwO9RhKDqJ42jgGiqcDzEYdU/MS2XGggc376shMju3/RUOUZU3HrDNh9zgob68kN67n+ixFpyNmxkzaNm6gfftWzPn5YY9NCCEGKuiRoYULFxIbG4uqqn3+iY2NZcGCBeGMWYxyFW2VQNeVZHBomiy1jx5DgWX1hjFQPH24Iyb6p8o27olM3ZBG0TChY2uOg8391A3N6pgq27ol3GEJIcSgBD0y9MILL4QzDiEAf21aoMdQtiWzy3OBZCi5l2ky1evFXeVPpMbSyBDAvClp/N9HeymqbKG2yU5qH0XmoZIfn8fO+r0caC7huJxjej0udtZsUBScJcW46+vQJ6eEPTYhhBgIqRkSw0qjswm7x4FW0ZIek9r5eLvDjd3p3/6ltwJqd001qseDYjSiS0qOSLzDRXysgam5iQCs310TkWvmJ4wHoKj5YJ/H6eLjMU+aDEDbxo1hjkoIIQZOkiExrJR3TJFlxKah0xwauAwUT1tj9Bj1Pa8S6+w8nZWN0kNj0NFu0TR/K4F1O6sjcr38QPNFRwPNzr57HFnm+6fOWzdtiERoQggxIGPvJ4YY1srbOrbh+O5KsiB6DI3FlWSHmz8lDa1GoaSmjcr69rBfz6w3dxa5728q6vNYyzx/MuQo3I+nqTHssQkhxEBIMiSGlUDxdG/1Qn1uw9GZDPW8k/poZzHrmT4+CYD1uyIzVTYxwd98sbCfqTJ9YiKm/AJQVVo3yOiQEGJ4kWRIDCuBabKs7yZDTf1v0HpoG46xOTIEh02VRahuqCC+IxnqZ2QIIO7IowBoWfN1WGMSQoiBkmRIDBtur5tqm39peHYvPYZ6GxlSPR5c1f5ambE6TQZwxKRUdFqFirp2ymrD3/MrMDJU3laJ3WPv89i4RUeCVovzYFHnKJ4QQgwHkgyJYaPSVo2KSqw+hniDtctzndNkvfQYclVXg9eLxmxGl5gU9liHqxiTjln5/pV063aFv5A63mglxZyMisqBfrbm0MVZiZ05C4CWb2R0SAgxfEgyJIaNQPF0dmwmiqJ0Pq6q6mE1Qz1Pk3UWT2dmdXntWLRomr9Z5Zpvq/FFYK+yiR1TZf0VUQNYjz4WgJZvVqN6e9/GQwghIkmSITFs9FY83Wp343T7f3AmW3seGXKO8ZVkhztiUgpmo466Zge7i8O/cqsgIfi6odg5c9HGxeFtaqJty+ZwhyaEEEGRZEgMG4eKp7vWC9V3jAolWAzodT1/ZDuLpyUZwqDXctR0/+jQV9sqw369iR3NF4tbSnF73X0eq9HriV+yFICmzz4Jd2hCCBEUSYbEsFHR1vM2HLVNQfQY6tyTTJIhgCVz/Pdww55a2h19JyhDlWpOwWqIw6N6OdhS2u/x8UtPAEXBvnsXzoqKsMYmhBDBkGRIDAstrlZa3W0oKN02aK3vp8eQz+3GVSMryQ6Xlx5HTqoFj9fH2jB3pFYUhUkJ/t3o9zUV9nu8PjmZ2LlHAND44XthjU0IIYIhyZAYFgJTZKkxyRi0hi7P1fZTPO2urgKfz7+SLCEhrHGOFIqisGS2f3Toy63hnyqblNiRDDUeCOr4pNPOAPyrytz19WGLSwghgiHJkBgWAslQdmxmt+f66zEU2JPMkJU95leSHe7omRnotArF1a2UVLeG9VqTEgoAKGop7rduCMBcMBHz1Gng9dL4gYwOCSGiS5IhMSz0Vi8Eh7pPp/aSDEnn6Z5ZzHrmTkoF4MswF1Knx6RiNcTh9nk42FIS1GuSzzwbgOZVn+OurQ1neEII0SdJhsSw0Ns2HKqqUt/iT4aSeymglmX1vTuuo5D66x2V2J2esF3n8LqhvU3BTZWZp04jZtoMVI+Huv++GrbYhBCiP5IMiajz+rxUtfuLfL+7DUdzuwu3x4eiQFKcscfXj/Xd6vsyfXwSGUkx2J1evt5RFdZrTUr0T5Xta+y/iBr8CVTKRReDotC6bi32/fvCGZ4QQvRKkiERddW2WjyqF6PWQJIpsctzgc7TSXFGdNruH1ef24W7xr8pqfQY6k6jKCxbkAPARxtKw9qRenJioG6oJKi6IQBTbh7WYxYDUP2P5/C5w9sGQAgheiLJkIi6QOfprNhMNErXj2RdoMdQb9twVFaCqqKJiUUbHx/eQEeoY2ZmEmPUUdNoZ1th+FZupZlTiDfE4fF5KAqybggg9aLvo42Lw1VRQcO7b4ctPiGE6I0kQyLqytsDxdMZ3Z6r66fH0OHF07KSrGdGg5bj5mYB8PGG/psiDpaiKJ1TZXsb9wf9Oq3FQtqlPwSg4e03se3dE5b4hBCiN5IMiajrbU8yOGxZfS/F066ODsaGrKwwRTc6nDQvB42isPNgI2W1bWG7zpTESQDsbgg+GQKwLFhI3NHHgKpS+fSTeJqbwhCdEEL0LOrJkM/n47HHHmPJkiXMmTOHq666iuLi4l6Pb2xs5Gc/+xkLFy5k4cKF/PKXv8Rms/V4rMvl4uyzz+aOO+4IV/giBAK71X93JRlAbVPfI0Oykiw4yfEm5k1OAeCj9eEbHZqaNBGA4tZS7B570K9TFIX0y5djyMrC29xE+Z/+F5/TGa4whRCii6gnQ0888QQvvvgiDzzwAC+99BKKonDNNdfgcrl6PH7FihWUlpby/PPP89hjj7F69Wruu+++Ho99+OGH2bt3bzjDF0Nkc9todDYBPU+TBfYlS+1tZKhcNmgN1ikLcwH4ekcVDR3tCkItyZRImjkFn+oLuht1gMZoJOsnt6CxWHAeLKLiycfxuXv+PiCEEKEU1WTI5XLx7LPPcvPNN7N06VKmTp3Ko48+SnV1NR999FG34zdv3sy6det46KGHmDFjBkcffTT3338/b7zxBtXVXfdf+vLLL3nvvfeYNGlSpN6OGIRAf6FEYwJmXdeEx+P1dfYYSkvsngz5nE7cdf5mfYbsnDBHOvJNzIlnam4CXp/KO9/0Pvo6VFOSOqbKBlA3FGBITyf75ltRDAZsO7ZT8dgfZYRICBF2UU2Gdu/eTXt7O0cddVTnY1arlenTp7N+/fpux2/YsIHU1FQKCgo6H1u0aBGKorBx48bOxxoaGrjzzjv59a9/TWJiYrfziOGjtNU/sjMurvvITn2zA1UFg15DfKyh2/OuKv9KMq0lDp3VGvZYR4NzF08A4MttFWEbHZqa6J8q29MwuL5B5oKJZN/yUxSjCduunZQ9+gjeXqbChRAiFHTRvHhVlb9WJDOza61IWloalZXdtw+orq7udqzBYCAhIaHL8b/4xS844YQTOPHEE3nuuedCFq9OF/VZxbDRdvTw0fbQyyecytv9/2658dnd7m99a8eoUIIZvV7b7bWeKv9rjdndXxsK0bon4TQjP5mpuQnsLmni/XUlXHHa1AGfo7/7Mi11EgoKVbYaWj2tJJoG3vLAOmM6upX/j5L/eQTH/n2U/+F3jLvtZ+iH6Ua8o/GzMlRyT3om96W74XBPopoM2e3+ehCDoetv/Uajkebm5h6P/+6xgeOdHUPpL774IoWFhfzhD38IaawajUJiYmxIzzkcWa091+aES7nNn9BMz8zvdn/bHB1dqdPierz3zfX+563548P6bxPpexJuPzxzOr948ms+31zB5WdMJ7mXHk796e2+JBJLQVIe+xsOUuooIT/zqB6P60/iwjnEP3gfO+/9NY7iYkp+82um33M3MeOG75ToaPushILck57JfekumvckqsmQyeRfIeRyuTr/DuB0OjGbu98Uk8nUY2G10+kkJiaGAwcO8Pvf/55nnnmGmJiYkMbq86m0tIzeoXqtVoPVaqalxY7X64vINV1eN+Ut/tHBJE0KjY3tXZ4vqvAnxIkWQ7fnAJoLi/x/SUnr8fmhisY9iYScJDNTchPYU9LE/727c8CjQ8Hcl0nxBexvOMiG0u3MTpg1+GAT08n7xS8p+cMjOKur2fr/7mTcLbcSO2XgI1rhNFo/K0Mh96Rncl+6C+c9sVrNQY04RTUZCkx51dTUkJub2/l4TU0NU6d2/2aXkZHBxx9/3OUxl8tFU1MT6enpvPvuu7S3t3PllVd2Pu9wONi0aRMffPAB77zzDllD6Efj8Yz+D67X64vY+yxtqcCn+rDoY7Fo47pdt7ren3ymxJt6jMnRsZJMl5EV1pgjeU8i5ZxjxvP7ki18tqmck+bnkJ448F8e+rovkxMm8h6f8G3dHlxuT7fO4gOhSUpl3B13U/74/+Io3E/J7x8m/aqrsS4a3IhTOI3Gz8pQyT3pmdyX7qJ5T6I6aTl16lQsFgtr167tfKylpYWdO3eyYMGCbscvXLiQqqqqLn2IAq+dN28el19+OR988AGvv/5655+ZM2dy4okn8vrrr5OWlhb+NyWCFiiezrFk9dg9OrCsPq2HZfU+hwNPXR0gy+oHY9r4JGbmJ+H1qbzyWXAbqw5EfnweJq2RNnc7Za0VQz6fNi6OnJ/9Pyzz5qN6PFT95Ska3n8XNYx7rQkhxo6oJkMGg4HLL7+cRx55hE8++YTdu3dz2223kZGRwbJly/B6vdTW1uJw+Atp58yZw7x587jtttvYtm0ba9as4Ve/+hXnnXce6enpJCQkkJeX1+WPyWQiNjaWvLw8dLqoDoSJ7+hrJZlPVakJ9BjqYVm9q9L/A1YbZ0UbFxfGKEev7584CY2isGlvLXtKGkN6bp1Gx5SOVWXf1odmew2NwUDm9T8h4eRTAKh79WVqX/qXJERCiCGLejn7ihUruPDCC7n77ru55JJL0Gq1PPPMMxgMBiorK1m8eDHvvvsu4O9S+/jjj5OTk8Py5cu59dZbOe6447j33nuj+ybEoJS2+ROanLjuU5fNbS7cHh8aRSHZ2r37dGfn6WwZFRqs7JRYlnbsWfbiJ/tDvqP9tOQpAOxsCN1eY4pGQ9oPLiX1+5eAotD08UfUvfyiJERCiCGJ+lCJVqtl5cqVrFy5sttzOTk57NnT9RtpcnIyjz32WNDnf+GFF4Ycowg9r8/buSdZTyNDNY3+eqEkqxFdD8VvnRu0yp5kQ3Lukgms2VlFcXUr3+yo4thZ3bdEGazpSf5kqKi5GJvbRow+dIsaEpedisZoovofz9H40QdoLBaSzzw7ZOcXQowtUR8ZEmNTta0Wt8+DUWsg1Zzc7fnAFFlPnacBnOWBDVplZGgorDEGzjpmPACvfl6IzeEO2bmTzYlkxKShog6qG3V/4o9bSuoPLgOg/r+v0bL2m5BfQwgxNkgyJKKirGOKLNuS1eNKo76Kp+HQyJAkQ0N38vxxpCfF0Nzu4tUvBrafWH+mB6bKQlQ39F2JJy8jcdmpAFQ//yyOkvBtMyKEGL0kGRJRcah4uudprprGwMhQ96kVn8OOp6EekJVkoaDXafjRaf6k5fPN5ewtbQrZuQ8lQ7vDVteTctH3iZ01G9XtpvKJx/G2h77nlBBidJNkSERFYLl1jqXnZKav3eqdHf2FtPHxaC2WMEU4tkzJTWTxbH+90D8+2IMnRI3PJsZPwKA10Oxq7UyAQ03RaMj48bXoUlJw19VS80+pExRCDIwkQyLiVFXtXEnWU/E0HD4y1FMyVAaAUXaqD6mLT5hIXIyeirp23l0TmukmvVbPtKTJAGyv2xmSc/ZEa7GQee2NoNHQum4NLWvXhO1aQojRR5IhEXH1jkbsHjtaRUtmbPdGmDaHm3aHB4DUhO7L6l1lHclQzrjwBjrGWMx6Ljl5EgBvrT5ISXVrSM47K3kaANvrd4XkfL0x5+eT1LGirOZfL+BpbQnr9YQQo4ckQyLiyjqmS7Ji09Fpund3CKwks8YaMBm6P+8sKwXAICNDIXfktHTmTkzB61P529s7cYegNf7MlGkoKJS2ltPoaBp6kH1IPvNsDDnj8LW3U/fyS2G9lhBi9JBkSETcoWaL/UyR9VAvpKrqoWmyHEmGQk1RFH50+lTiYvSU1bbz+pdDX10WZ7Aw3urfe3BHmEeHFJ2O9Ct+BIpCyzerse0O7/WEEKODJEMi4gIjQz11noa+i6e9zU342ttBUTBkSsPFcLDGGljesZP9+2tLQrK6bFZKx1RZXfiTE3N+AfFLTwDwb9fhk80whRB9k2RIRFxpx0qy3MEUT3fUCxnSM9AYDGGKUMybnMqxszJQgb+9vXPIzRhnpUwHYE/jfpxeVwgi7FvKud9DExODs7SUlq++DPv1hBAjmyRDIqJaXK00u1pQUMiK7Xnrh74aLnbWC8kUWdhdevJkUuJN1DU7eO69ofUJyoxNJ9mUhMfnYVeYGjAeThsXR/LZ5wJQ98Z/8LnCn4AJIUYuSYZERAVGhdJiUjDpjD0eU9ng35csPal7w0VZVh85ZqOOG86biVajsHFPLZ9uGnyfIEVRmJM6A4AttTtCFWKfEk44CV1yMt7mZppXfR6RawohRiZJhkREddYLWXqu97E7PTS3+X+Lz0jqPjIky+oja0KmlYtOmAjAS5/uo7hq8Mvtj0ibBfjrhtw+T0ji64ui03UutW947x0ZHRJC9EqSIRFR/TVbrO7Yrd4aoyfGpO/ynOrx4Krs2KBVpskiZtmCHOZOTMHjVXnyjR3YnYNLZMZbc4k3xOHwOtjTsC/EUfYs/pjFh0aHPv8sItcUQow8kgyJiCpp8Y/s9JYMVfUxReaqqUb1eFCMRvTJKeELUnShKApXnTmNJKuRmkY7z727a1D1QxpFw5zUmQBsjdBUmaLTkXzmOQA0vP8OPqczItcVQowskgyJiGlztVPvaAAgN67nkZ2qen8ylNFTMhSYIsvORtHIRzeSLGY9158zE42isObbat4f5HYdc1P9U2Vb677F6/OGMsReWY85Fn1KKt6WFpq/kNEhIUR38hNFRExxqz+ZSTOnEKPvXg8Eh0aGekqGDjVblHqhaJiYE88FS/MB+Mt/t1NY3jzwcyRMIFYfQ7vbxv6molCH2CNFpyPprI7aoQ/ew+ceWpsAIcToI8mQiJjAFFmutfd6n+oG/7L6HpMh2YYj6k47Mpf5U1LxeH386bVttNgGVpSs1WiZneJfVbapdls4QuyR9ahj0CUm4m1upm39uohdVwgxMkgyJCKmuNWfzORZex7ZUVWVqo4C6oxkWVY/HCmKwjVnzyA7NZaGFidPv/EtPt/A6ofmp80BYEvN9ohNlSk6HQknngxA40fvD6lnkhBi9JFkSERMSUtHMhTXczLU1ObC6fKiUZRuW3H4HHY8dXWATJNFW4xJx50/WoRBr2FXcSP/WTWw/csmJxZg0cfS5m5nd+P+MEXZXfxxx6MYDDhLS7HLnmVCiMNIMiQiosnZTLOrFQWl1z3JAvVCKQkmdNquH01nqX9USJuQgNZiCW+wol95GVauPsu/xca7a4rZuKc26NdqNVrmpc0GYGP1lnCE1/N1Y2OxHrsEgMaPPojYdYUQw58kQyIiijtGhTJj0zFqe95TrLqv4ulS/+ol07jcMEUoBuqoGRmcstA/SvfMOzs7k9lgzE+fC8DW2m9xeyNX0Jx48jJQFNq3bcVVVRmx6wohhjdJhkREFHcUT/dWLwR9ryRzlJQAYMzNC0N0YrAuPL6AyTnxOFxe/vyf7ThcwTVkzI/PI8EYj8Pr4NuG8O9VFmBIzyB2zlwAGj/6MGLXFUIMb5IMiYgIjAzl9bGSrK+Gi87SjmRIRoaGFZ1Www3nzSTeYqC8rp3ng9zQVaNomJ/uL6TeULU53GF2kbjsVABavlmN1xb8aJYQYvSSZEiEnaqqlHT0GOqteBp6HxlSPR5cgZVkMjI07MRbjNzYsaHrul01fLShLKjXLUw/AoDt9buwuSOXlJgnT8GQlY3qctG65uuIXVcIMXxJMiTCrtZeh81jR6fRkWXJ6PEYj9dHXZMD6J4MuaoqUT0eNGYz+hTZhmM4mpSTwPdP9G/o+vKn+9l1sKHf1+RYssiKzcDj87CxJnI9hxRFIf74EwBo+vwzWWYvhJBkSIRfUbN/iis3LhudRtfjMbVNdnyqilGvJcHStcDaGagXyhkn23AMYyfNz+HoGen4VJUnXt9BTZO9z+MVReHIzPkArK3cGIkQO1mPOgbFYMBVUY59396IXlsIMfzITxYRdgdb/MnMeGvv9T6BPcnSk8woitLlOUepFE+PBIqisPy0qUzIjKPd4eFPr27rd4f7helHoKBQ1FJMtS345flDpY2JIe7IowBkvzIhhCRDIvyKOpKhCfG9JzOdnad7Kp4u8S+rl+Lp4c+g13LT+bM7C6r/9vZOfH1MQ8UbrUxLngzAugiPDiUsPRGAto0b8LS2RPTaQojhRZIhEVYur4vyNn8/lwlBjAx1K55W1UMryXIlGRoJEuOM3HT+LHRaDZv31fH6l31vyHpURsdUWdUmfKovEiECYBo/HuP4CageDy1ffRWx6wohhh9JhkRYlbSW41N9xBviSDDG93pcbyvJPPV1+Gw20GoxZmWHNVYROgVZ8Sw/bQoAb399kHW7qns9dnbKDMw6M43OJnY37ItUiAAkdBRSN6/6DNUXuURMCDG8SDIkwqqzXig+r1stUICqqlTUtQOQmRzb5bnOUaGsbBRdz8XXYng6dlYmpy7yt1J49p1dFFe19nicXqtnUcY8AFZXrI1YfABxC49EYzbjrq3Fvmd3RK8thBg+JBkSYRVYSdbXFFlLu4t2hwdFgczv7Fbf2Xla6oVGpIuOn8jMCUm4PD7+9J9tNLU5ezzu2KxFAGyr20mzs+ekKRw0RiNxRx4NQPOqzyN2XSHE8CLJkAirYFaSlXWMCqUlmDHotV2ec8pKshFNo1G4/twZpCfF0NDi5I+vbO1xhVm2JZMJ1jx8qo+1lRsiGmP8cUsBaNu8CW9r5BIxIcTwIcmQCJtGRxNNzmY0iobcPrbhqKj1J0NZKbHdnutcSSbF0yNWjEnPbRfNJi5GT0l1G0++sQOPt3t9zrHZRwL+qbKIFlLn5mHMG+8vpP5mdcSuK4QYPiQZEmETWFKfFZvR6071AOV1bQBkp1q6PO5ta8PT4O9kbMzpfRsPMfylJcZw60VzMOg17DjQwD8+2NOt8/P8tNmYdSbqHA3sadgf0fjilxwHQPOqL6QjtRBjkCRDImwKm/xLqgsSxvd5XHnHNFn2d0aGHMUHAdCnpqGN6d5/SIwsEzKtXH/uTBQFvtpWyZurD3Z53qA1sKhjmf3nZZEdoYk78mh/R+qqShz7I7uiTQgRfZIMibApbD4IQEH8+F6POXwlWXbqd5KhogMAmCZMCEt8IvLmTkzhh6f4l9y/8VURq7ZWdHl+ac4xAHxbv5s6e33E4tKazcQt9E/TNa/6ImLXFUIMD5IMibBweByUtfp/0OX3kQw1tjqxO71oNUq3HkOOg/6RJdP40Z8MqV4P3sZyPCVbcO38FNeOj3Dt+Aj3ni/xVO7BZ2uKdoghc/wR2Zx1jL8g/u/v7WbNzqrO59JjUpmWNBkVlS/KIrujfKCQunXjery29oheWwgRXdK4RYTFwZZSVFSSTIkkmhJ6PS4wRZaeFINO2zU3DyRDxlGYDKmqiq/2AJ6Dm/FW7cVbewC8fe/jpUnIRJs7F33+QrRp+RGKNDy+tySfNruHzzeX87e3dqHXapk/JRWA43OOZVfDXr6p3MBZ+af2WW8WSqb8AgxZ2bgqymld8w0JJ54ckesKIaJPkiERFsFMkQGU97KSzNPUiLepCRQFU17f5xgpVFXFV1OIu3AtnqKNqO0NXQ/Qm9FYU9FYkkGr97/G2Y6vpQa1rQ5fUyW+pkrc295DmzkFw5wz0I6b3Wszy+FMURQuP2UybreX1TuqeOqNHdx8wSxmF6QwPXkKKeZk6uz1rKvayJLsoyMWU/xxS6l98V80f/kF8SecNCLvrRBi4CQZEmFxoOkg0PcUGRy2kuy7xdNF/lEhQ1Y2GqMx5PFFkupow73va9y7P8fXeFiNjN6ELncOupyZaDMmoVjTe+/S7bLhKd2O5+AmPEUb8FbuwV65B23WNExLfoQmPj1C7yZ0NIrClWdMw+31sW5XDY//Zwe3XjSb6eOTOD7nWF7d9yafln7JsVlHolEiM6NvPeoY6l59GWdpKc7ig2NiilYIIcmQCAOvz8uBFn9/oP5WklX0tpIsUC80gounvXXFuHZ8iKdw7aEpMJ0B3YQF6CcsRJszA0UX3BSQYohBX3Ak+oIj8bU34tr+Ae5vP8FbsYv2V+/GMP97GOachhKhpCFUNBqFq8+ajtvjY/O+Oh57bRu3XDiHo7MX8k7RR9TY6thet5M5qTMjEo/WYsEyfwGta9fQvOoLSYaEGCNG1ndOMSKUt1fi8row60xkxvY+YuFT1UPL6ntbSTbCfhipPh/uoo3Y3noI239+hWfvavB60CSPw7j4CiyX/xHzCdeiG39E0InQd2liEzEd9QNiL3oQbfYM8LpxrXsZx4d/QnXZQvyOwk+n1XD9uTP923a4ffzxla3sL2ljSfZRAHxUHNnVXfFL/IXULWvX4HM4InptIUR0SDIkQq6wY4psQnxen9Mb9c0OXG4fOq1CWqK583FVVXEc9J/DNH5kFAqrLhuubR/Q/tLPcXz0J7yVe0DRois4iphz7ybm/PsxTD8RxRC6fkkaaxrmM27HuORHoNXhKd5M+3/vx9dUGbJrRIpep+HmC2YxpyAZt8fHY69tI8U5A52ipailuPMzFQnmKVPRp6ejOh20ro/sxrFCiOiQZEiE3P5As8X4vkd1AsXTGUmxaDWHPorumhp8tnYUnQ5jTu/beAwHvpYaHF//k7Z//hTnmn+jttaCMRbD3LOIveT3mE+6Hm36xLAV4iqKgmHa8cScfRdKbBJqcxW2N3+Dt644LNcLJ71Oy0/On8X8Kal4vCrPv11InrdjdKjk84jFoSgK8Yv9o0PNX0rPISHGAkmGREj5VB/7m/xTXJMTC/o8NlA8nfPdKbLAkvpxuSi64VfWpqoqnso92D/4X9pf/DnuHR+B24EmMQvjkh9huex/MC66EI0lKWIxadPyiTn/XjQpeaiOVmxv/xZP1cjrpOyfMpvBUdPT8fpUvt0Yh7cui+11Oylvi9yIl/WYY0GrxXHgAM6y0ohdVwgRHZIMiZCqaq+hzd2OQaMnL67vUZ1AvdB3l9UP1+JpVe2oB3rj19jfeghP8WZARTtuNuYzbifmwgcxTDseRRed1W8as5WYs36ONmMyuOzY330Eb3Vk9/gKBa1Gw9VnTWfJ7ExUFVwHZuGpyeG9g59ELAZdfDyWuUcA0pFaiLFAkiERUnubCgEoSJiAVqPt89jANNl3V5I5OztPD496IdXrxrX7C2wv34Xjoz/hqzkAWh36accTe/FDxJz+U3Q5M4dFTxrFEIP5jJ/5C6s9Tmzv/Q/e+pE3sqHRKCw/fSonzMsGFNwHZ7J+ezMVbVX9vjZUOgup13yNz+WK2HWFEJEnyZAIqX2N/mRoUkLfiYzH6+tcVj8u7dBu9arX27lBa7Q7T6s+Ly1bPqbln/8P56rn8DVXgSGmox7oD/7+PgmZUY2xJ4rOiPmUFWjSJ4LLhv3d3+Nrro52WAOmURQuXzaZUxeNA8BdPI1nPl0TsevHTJ+BLikZn81G28YNEbuuECLyJBkSIeNTfezrqBea1E+9UEVdO16fitmoIzne1Pm4q6Ic1eVCYzJhyMgIa7y9UVUf7v1raHnxTureeRJfWz1KTALGo76P5dI/+OuBYuKjEluwFL2RmNNuQ5Oci2pvwfb+o6iOtmiHNWCKonDxCRNZuiAZgKKdVl5etSMy19ZoiF9yHCCF1EKMdpIMiZCpbK+m3W0Lql6otMb/gzk3zdJlesm+31/0a8ovQNFE/uPprSvG9uZvcHz6FL6mKjQxVszHXELsDx7GMPt0FIO5/5MME4oxFvPpP0WxJKM2V2H/+M+o/ex/NhwpisLyk+eQM7kZgPe/ruH9tSURubb12CWgKNj37sFVNfJaFgghghP1ZMjn8/HYY4+xZMkS5syZw1VXXUVxce/LghsbG/nZz37GwoULWbhwIb/85S+x2Wxdzve3v/2NU089lblz53LmmWfyyiuvROKtjHn7Gv2jQsHUC5VUdyRD6XFdHrfv8ydD5kmTwxBh71RnO47V/4ftv/fiq94PehOmReeTe+MTmOaePugGidGmiUnAfOqtoDfhrdiF86t/oKpqtMMalBtOPQZdlr8g/OXP9vPBuvAnRPqkJGJnzQZkdEiI0SzqydATTzzBiy++yAMPPMBLL72Eoihcc801uHopWFyxYgWlpaU8//zzPPbYY6xevZr77ruv8/mnn36av/zlL9x66628+eabLF++nPvuu4///ve/kXpLY9a+puDqhQBKqlsByE23dHncvn8vAOaJk0IcXe88JVtof/ku3N9+DKqKLn8RsRc/hHnBeWiMI2ckqDfa5HGYT7oeFAX3nlW4t70f7ZAGJTM2ncUL4jsTopc+3c+HEUiIOgupv16N6hl5I2tCiP5FNRlyuVw8++yz3HzzzSxdupSpU6fy6KOPUl1dzUcffdTt+M2bN7Nu3ToeeughZsyYwdFHH83999/PG2+8QXW1v0D0xRdf5KqrruL0008nNzeXiy++mHPPPZdXX3010m9vTPGpPvYGiqf7qRdSVZWSjmmyw4un3fX1eBoaQKPBlN/3OUJBdTtxfPk89vf/iGpvRhOfgfnM/4f55BvRxCaG/fqRpMudi/GoSwBwrn0ZT8nWKEc0OGdOWIYxp6gzIXrx0/18tqksrNeMnT0HbXwC3tZW2rZsDuu1hBDREdVkaPfu3bS3t3PUUUd1Pma1Wpk+fTrr16/vdvyGDRtITU2loODQD8pFixahKAobN27E5/Px29/+lvPOO6/ba5ubm8PyHoRfSWsZNo8ds87Ub71QfbMDu9ODVqN06TEUqBcy5uaFfad6X1MVttfvw73rcwD0s04l5oL70WVPD+t1o0k/cxn6qccDKvZPn8bXUhPtkAYs2ZzEcTlHocveT0Kef5n9/324l/W7w/deFK2W+GMXAzJVJsRoFdX2vlVV/m9mmZldlyenpaVRWdm9WLG6urrbsQaDgYSEBCorK9FoNBx99NFdni8rK+Odd97hBz/4wZDj1emiPqsYNlqtpst/B2pPk/839SlJEzEa9H0eW3bY5qwm46GPoLPQnwzFTp4c1nvtKtpE+ydPg8uOEhNP7MnXo8+Z0e24od6T4Ui39Ie0NpbirS7E8fHjxH3vlyj6gSWe0b4vZ088hXVVm2hP28I001ns2uPhr299S3ysgekTwtP1O+n442l4921sO7/F11iPITW1y/PRvifDkdyTnsl96W443JOoJkN2ux3wJzSHMxqNPY7k2O32bscGjnc6nd0er62t5dprryU5OZkbbrhhSLFqNAqJibH9HzjCWa2Dq5HZ1+yfIlswbma/96mqyb8T+JS8pC7HFhf5z5F6xKyw3eumtW/R/vHzAJjGTSPtez9DF9f3lNhg78lwZb3455Q9czveuhI8a/5J6tk3DaphZLTuSyKxXDTzTP6+5VUaUr/gSMP5rN1ezf++upWHblxMQU5CGC46gbq5c2jashX7N1+SvvyHPR422j4roSD3pGdyX7qL5j2JajJkMvn7y7hcrs6/AzidTszm7jfFZDL1WFjtdDqJiem6G/iBAwe49tprcbvdvPDCC8THD60vjM+n0tJi6//AEUqr1WC1mmlpseP1+gb0WofHwd46/0qy8ebxNDa293n8zgN1AGQnx3Qe67XZaD/oX0WoZub2e46BUlUf9q//jXPrBwAYZ5yIafHltHp00Mu1hnJPhjcTMctupO3N39G2/XN8iXkYZ54U9KuHw31ZlLKA92I+p8ZWR+rkYqa3ZrLzYCP3/20N9161iIS40E+zxi09gaYtW6n84CPiTj2zy1TucLgnw43ck57JfekunPfEajUHNeIU1WQoMOVVU1NDbm5u5+M1NTVMnTq12/EZGRl8/PHHXR5zuVw0NTWRnp7e+djGjRu54YYbSE1N5YUXXug2tTZYHs/o/+B6vb4Bv89ddfvxql6STUkkGpL6fL2qqhRVtAD+4unAse1794Kqok9NA4s1pPda9flwfP5XPPu/AcCw6GL0c07HqyoQxHUGc0+GOyV9KsZFF+Fc+zK2r/4PEsehTZ84oHNE975o+F7BmTy9/e98VraKn56ygsbXnFTW23j05S38/NJ5GPR9t3cYKNOM2ehTUnHX1dKwejUJxx3f7ZjR+FkZKrknPZP70l0070lUJy2nTp2KxWJh7dq1nY+1tLSwc+dOFixY0O34hQsXUlVV1aUPUeC18+bNA2Dbtm1cffXVTJo0iX/9618hS4RE73Y3+Gt9pib1vxy+rtlBu8ODTquQk3poJdmh/kKhXVKv+rw4PvuLPxFStJhOuBbj3DOGxT5i0aaffTq6CQvA58X+8Z/x2VuiHdKAzEqZzszkafhUH28efIsVF8zGYtZTVNnKM+/swhfifkqKRkPCiScD0PTJxyO2X5MQoruoJkMGg4HLL7+cRx55hE8++YTdu3dz2223kZGRwbJly/B6vdTW1uJw+GtM5syZw7x587jtttvYtm0ba9as4Ve/+hXnnXce6enpeDwebr/9dpKTk/ntb3+Ly+WitraW2tpaGhoaovlWR7VdHcnQtKT+GyUWVfp/4OakWtAfViQdWElmnhi6Zouqz+dPhArX+BOhk29EP+mYkJ1/pFMUBdPSH6NJyERtb8TxyZOoPm+0wwqaoihcNPlc9Bode5sKKXXt4Sffm4lWo7B+dw3vfH0w5Ne0Ll6MYjTiKi/DvntXyM8vhIiOqJezr1ixggsvvJC7776bSy65BK1WyzPPPIPBYKCyspLFixfz7rvvAv5vfo8//jg5OTksX76cW2+9leOOO457770X8I8KFRcXU1paysknn8zixYs7/1x44YVRfJejV729kWpbDQoKU/rpLwRwsMrfbHF8prXzMdXjwVHkrzkyhajZoqqqOL96Hk/hWtBoMS37CfoJ80Ny7tFEMZgxLbu5s0O1a/1r0Q5pQFLMSZya5693enX/W4zLNPLDU6cA8PqXRewoqg/p9bQxsViPORaAxk+690ITQoxMUa0ZAtBqtaxcuZKVK1d2ey4nJ4c9e/Z0eSw5OZnHHnusx3PNmzev2/EivL6t9/92PCE+jxh9TD9Hw8GOkaHxGYe24XAcLPJvzmqxhGxzVtf613DvXgWKgunE69GPnxeS845G2sQsTEt/jOPjP+Pa+i6a1Ano8xdGO6ygnZy3lPXVm6m21fDavrf54ZyLOVDRzKqtlfzlzZ3c86MFpMSHbpVK4okn0/zZp7Rv3YKrtgZDalrIzi2EiI6ojwyJkW1H/W4AZiVP6/dYn0+lqGNkaMJhI0O2XTsBiJk6LSSbs7p2fIRry9sAGBcvH1E/2KNFn78Q/ezTAHB88QzepoooRxQ8vUbH5dMuQkFhTdUGdtbv4bJlk8nLiKPN7ubJ13fgDmFRpiEzi5gZM0FVafrog5CdVwgRPZIMiUFzel3safQ3W5yZ0n8yVF7XjtPlxWTQkn1Y52nbzm8BiJnWvfHhQHnKduD85l8AGBZegGHa8UM+51hhXHQR2syp4Hbg+PBxVLcj2iEFLT8+j+Nz/NNX/9r9Gh7c/OS8mcSadBRVtvLyp/tDer2k084AoPmrL/G0jqzCcyFEd5IMiUHb27gfj89DkimRzNj0fo8vLPc30pyQaUWj8a/m8jns2A/4my3GTh9aMuRrqsT+8Z/9m61OXoJh7llDOt9Yo2i0mE66ASUmAV9TBY4vnhlRK6bOLjiNZFMSjc4mXt37JikJZq452/+Z+mRTGVv21YXsWuap0zCOn4DqctH0ycf9v0AIMaxJMiQGbXudv15oZvLUoJaqB5KhguxDDTBte/eA14s+NRX9d7Y4GAjV2Y7tgz+Cy442fRKmJVfI8vlB0MTEY152E2i0eA6sx7195EwDGbUGrpj+/c7pss0125ldkMwpC8cB8Oy7u2hs7d6pfjAURekcHWr69BN8jpEziiaE6E6SITEoqqrybUe9UDBTZAD7O5otTsw+rF4oMEU2hFEh1efF/vETqM3VKJZkTKfcjKLte3800Ttt+kSMRx+2w33FyFlCPjFhAqfknQDAv3e/RpOzmQuWFpCbbqHN7uavb32Lzxea0S7LvPno09Px2dpp/OLzkJxTCBEdkgyJQSlrq6TJ2YxBo2dyQv9L6tvsbqob/NuZ5GcdNjK0s6N4egj1Qq71r+Et/xZ0Rsyn3oLGbO3/RaJP+uknoZt4NKg+7B89PqJ2uD9jwsmMi8um3WPjuW//hUajct05MzDoNewuaeK9tcX9nyQIikZD4qmnA1D//nv43O6QnFcIEXmSDIlB2Vq7A4ApSZPQBzEKE5giy0iKwWL2H+9pasRVUQ6KQszU4EaXvstTsgXXVn8fKtPxP0abnNvPK0QwFEXBdNyVaFIngLMd+/t/RHXZox1WUHQaHVfNuBST1sj+piLeKfqIzORYLlvmb+j531VFnZ/HobIefSza+AQ8jY3UfPZFSM4phIg8SYbEoGyp3Q7AEamzgjp+X5n/h8/Ew+uFOpbUG/PGo7VYenxdX3xt9dg/+ysA+hkno89fNOBziN4pOgPmU1Z0FlTbP3kS1Tcy9lJKi0nl0qn+RqsfFH/KjrpdLJ6VyaJpafhUlaff/Ba70zPk62j0epI6RofKXn5FRoeEGKEkGRIDVtVeQ2V7NVpFy6wg64X2ljYBMCU3ofOx9s4l9dMHHIPq9WD/+AlwtqNJnYDxqO8P+Byif5rYRMyn3gJaPd7SbTjXvhTtkII2P30Ox2X7t195fue/qbHXccWpU0mJN1HX7OCfH+0NyXXijz8BXUIizto6mr6Q0SEhRiJJhsSABUaFpiRODKrrtNPt7dyTbPK4BMBfgB2oFxrMknrnulfw1RSCIQbzSTdKwXQYaVMnYDr+agDc2z/AsWPkLCU/f9JZ5MfnYfc4eHrb86B1c83Z01EU+HpHFet2VQ/5GhqDgZSzzwag7u038blcQz6nECKyJBkSA7alpmOKLC24KbID5c14fSqJcUZS4k0AuCrK8TY3oej1mCZOHND1PSXbOpd8m46/Go118EvyRXD0BUdiWPA9AOyrXqB9z9ooRxQcvUbHNbOuIMEYT7Wtlme//Sf5WXGcdfR4AP7x/h7qm4e+LD7huKUY01LxNDXR/PmnQz6fECKyJBkSA1Jnr6e0rQKNomF2SnAjOnsOmyIL9P5p37oF8G/BodEbgr6+z96C44u/AR11QrLnWMQYjjgH/dSlgErN63/EU7kv2iEFxWqI47rZy9Fr9Oxq2Mu/9rzGWcfkkZ9lxeb08Le3dw55ub1Gr2fcxf4apYZ335G+Q0KMMJIMiQHZ3DEqNDEhH4shtp+j/QL1QoEpMoC2jmQods7coK+tqirOVc+h2lvQJGZjPPLioF8rhk5RFIyLr0CfNxfV46Lt3f/B11QZ7bCCkhuXw49nXuZvyFi5gfdLPuaas6dj1GvZU9rE++tKhnyN1BOOx5CejretlYYP3ht60EKIiJFkSAzIhuotAMwLcorM5fayv9xfLzSlIxnytLbgCGzBMXtO0Nd27/4CT/Fm0OgwnXgdii74ESURGopGS+wpP8GYNcnf9fud3+NrDd02F+E0K2U6l0w5H4D3D37Ct60buHTZJAD+u+oAB6uGtseYRqcj7cKLAGj84D3cDfVDC1gIETGSDImgVbRVUdZWgVbRckTa7KBes6+sGY/XR2KckYwkf7F1+7ZtoKoYx+WiT0oO6jy+pqrODViNiy6QfkJRpOiNZFx8J5qETNT2Bmxv/w5fe2O0wwrKsdlHctaEUwB4bf/beBOLWDAlFa9P5S9v7sTp8g7p/HELFmKeNBnV5aLutVdCEbIQIgIkGRJBW1e1CYAZyVOx6IObIvv2YIP/NeOTDqsX2gxA7JzgRoVUnwf7Z0+Dx4U2axr6WacONHQRYtrYeOLO+TlKXCpqay32dx7GZx8Zu7efNv4kTs07EYBX9r1BwexmEuOMVDXYeOnTodVBKYpC6vcvBUWhde0a7IX7QxGyECLMJBkSQfGpPtZX+5OYRRnBFy3vLPInQ9PHJ/rP43TSvsNfd2Q5Yn5Q53BtfANfbREYYzEdfw2KIh/b4UBjSSLmrP+HEpuEr6kS+zsPozraoh1WvxRF4ez8Uzkp9zgA3ix+k9nzHSjA51sq2Ly3dkjnN40fj/WYxQDUvvSvEdOoUoixTH6qiKDsbzpAk7MZs87EzOSpQb2mpd1FSY3/h+P08UkAtO/YhupyoUtJwZib1+85PFV7cW15GwDTkuVoLEmDfAciHDRxqf6EyByPr6HMP2U2AkaIFEXhewVncsb4kwFYZ/uAvEn+/kDPvbebprah7W6f8r0LUIxGHAcO0PL16iHHK4QIL0mGRFDWVflHhealzQ5qLzKAncX+UaFxaRassf5i57aNGwCIm7+gc9qsN6rLjuPTp0FV0U06VrbbGKY08RmYz/p/KGYrvoZS7G/9dkTUECmKwpn5p3DhpHMAqIr/DHOcs2N3+6Ett9clJJB89rkA1L7yIp6W4Z8gCjGWSTIk+uXwONhUsxWAhenBT5FtK/Svppk5wT+a43O7aNvqP49l3oL+r7v6BdS2epS4FEzHXj7QsEUEaROziTn7ro4pswpsbz2Er21krKY6Ydxifjzzcgw6Hb7x61A0XnYVN/Lm6qIhnTdx2akYx+Xia2+n9sV/hShaIUQ4SDIk+rWhegtOr4u0mBQmJkwI6jVen4/tHcnQnIkpgH8Vmep0oEtMwjQhv8/XuwvX4tn3NSgKphOuQzGYh/YmRNhpEjKIOftOlLgU1JYabG/+Bl9TVbTDCsq8tNncNu96EuO16MbvAODN1QfZUTT4hE7RaklffqW/mHrdGtq3bwtVuEKIEJNkSPRJVVW+Kl8DwOKso/qd2gooLG+h3eEh1qSjINsKQOvabwCIW3Qkiqb3j56vrR7Hl38HwDD3LHQZk4byFkQEaayp/hGi+AzUtnpsbz6It+ZAtMMKSp51HHcsuoWZkyxoU/1NGB/77yZK6xsGfU7T+AkknOxfyl/9wt+lM7UQw5QkQ6JPJa1llLZVoNPoODIzuNVfAFsL/Y34ZhUko9Vo8Nraad/mnyKzHnV0r69TVR+Oz/8GLhua1AkY5p87tDcgIk5jSSLmnLvQpIxHdbRie/u3eEpGxqiI1RDHT+b+mHOX5qCJacHj0vLrf6/i67KNqOrgaohSzv0euuRkPA311L787xBHLIQIBUmGRJ++7BgVOiJ1dtC9hQC27u+YIivwT5G1bdyA6vFgyMrGkDOu19e5t3+At2IX6AyYT7gORaMbQvQiWjRmKzFn34E2ZyZ4XNg/+CPuvV9FO6ygaBQNZ008mZvOn41G58HTZuW593byh41PUtxSOvDzmUxkXHk1KArNq76gddPGMEQthBgKSYZEr2xuOxs7tt9YnH1k0K+rqGunoq4drUZhZr6/eDqwvNh61NG9TrV560twrnsNAOPRl6JJyBhC9CLaFL0J86m3opt4NHSM+Dk3vz3oEZZIm5uTzy0XHIGigLc+m717FB7e8Cf+sv0flLcNbE+2mKnTSDz1dACq//4snqbhv9pOiLFEkiHRq68q1uDyucmKzaAgfnzQr9uwuwbw9xaKNelxVVVh37cXFIW4o4/t8TWqx+VfRu/zoMs7omN3dDHSKVodphOuwTDnDABc61/l/7d35/FR1Pfjx18ze28214YckIszQDhCgCjIIYIoFW09vq0X2B8CtVr1W6yKot+CrYpUxSpKrYrS1qK0YmNF0eKJIuW+AoRwhJCQ+9pNNtlz5vfHQiAmYNAksyGf5+OxhszObt7zdmb2vZ/5zOfj+WolquLXOLK2GdYnllunpgHgL0wjUBPH7oocntzyHC/ueo0DVXkoatsGVexx7fWYUlJRXC5KX39NDMYoCCFEFENCq3yKny8Kg5c1pqRMbHPHaYCtB4PFUNagOAAcX28AIGzYcAzR0a2+xrPlnyg1J5AsEZgmzjqvvyeENkmSMV38M0yX3ApI+HK/pPHDZ1E9Lq1Da5PJI5OYlJkISChHR9FfPxoJiQPVeby4+zUWbfoDHxz9hNK68nO+j6TX03PuHUhGIw3791H94drO2QBBEL6TKIaEVm0r3YnDW0ekMYLR8SPa/LqSKhcnKoKXyDLTeqD6/Tg3BouqyAkTW32Nv3APvpz1AJgvnYNsifjB8Quhxzh0KpYr/xcMZgLFB2jI/j2Ko0zrsNrklssHMLxfDP6AyuHtCfyi/z1cmjQOs85Mlbuafx/+iHs/XMhjG5/m/SMfUeAsbPVyoLFnL+JuCY6ZVfXev5qmphEEQVuiGBJaUFWVTwqDrTmXJY9Hfx6dmDfvD364nbpEVr9zB4E6J7qICMKGtZyYVXHV4P78VQAM6VPQpwxvhy0QQpU+dQTWHz8SHJzRUYor+3f4Sw5qHdZ30utk7rx2KGlJkTR6/Lyenc+lPaayePyj3Db4RgbbB6CTZIpdZXxU8Bl/2LaMhzf+ntdy3uSLwo0U1hU3XU6LHD+RyImTQFUpeeVlfBU/bC40QRB+OHGrjtBCTtUBSl1lmHWm8+o4ragq3+QEB9kbOyQegJpPgy0+kZdehqRvvrupSgD3p39Cddchx6RgGnNjO22BEMp0MclYr/stjR8/j1KRT+MHf8A88XYMaa33JwsVJoOOe/8ngz+s2sHx8nqWrNrBb27K5OKeoxiXnIUhDL4+vIOdpXvZV32QOm89O8v3sLM8OKyARW8mNTyZlIgkUqaOwFB2DMPBYxQvX0byQ48gm0wab6EgdF+iGBKaUVSFD47+B4BxiRdj0bd95OdDhbVUOtxYTDoy02JxHzuG+/Ah0OmIuvSyFut7t/2LQGkeGMxYLr8LSW9st+0QQptsjcJ6zUO4P38Vf/423F+8ilJbgjHreiQpdBusrWY9824cwTNv7eREpYslf9/BvJ9lMCA5CpsxjIt7jmRU7Ah8AR/HnIUcceRzuDaffEcBjX43uTWHyK05FHyzURA2JJa4SgfJ2U8zdPINpEalnNcQFoIgtA9RDAnN7CrPobC+GJPOyBUpLQuYc/l6b/B246xBcZgMOko+DRZV4aOz0EdFNVvXX7j39Gz0E2chR4rb6LsbSW/CfPldeLf9C+/O9/HuWotSW4L5srlIBrPW4Z1VZJiR+beO5Ll/7Ca/xMkf3trJvJ9mMC76dBFj0BkYEN2XAdHBaWcCSoATrhIKnEUcdxZSUFdEiasMl1khP8lEPk427H0DgBizndSIJFIjkkkNTyI5PAmzXrQaCUJHEsWQ0ERRFP59+CMAJidPwGZs+zfUBrefbbnBvg/jhvXEV1lB3ebggI3RU69s/nfqq3B//goAhvTJGPq1/VKccGGRJBlT1g3IkQm4N7yB/9h2Gt4rw3LF/yJHxGod3lnZLAbuv2kEy9bsIfd4LX9YtZPZ9V7GD41vdX2drCMlPImU8CRIHAOAN+ClsK6YvJyvOZS3hTK7ntoIPVXuaqrc1ew4eXlNQiI+LI7U8JMFUkQSybZEdLKu07ZXEC50ohgSmnx9fCslrnKseguTk1u/8+tsNuaU4PEF6NUjjP6JkZSv+hsoCtb0IZh7n57cVfV7aPz4hTP6Cd3U3pshdEGGtHHIkfE0/mcZSnURDf96DPPld6FPTNc6tLOymPTM+1kGb3yYy3/3l/HqeznsO1LJzCsHYjJ8d6Fi1BnpF9WbfuN7c3Gdnco1/8BtlPHPuJaKXjYK6ooocBZS63FQ6iqj1FXG5tLg6NUmnZG06H4Mik5jsH0AcdZYMRyFIPwAohgSAHD7Pby15z0ALk+5FKuh7X2FFFXlsx0nAJgyMpGAoxbnV8G70exXXd20nqqquL9YgVJVgGQOx3LFvaKfkNBEF98f6/WLaPzPC8GO1R8+g2nszRiGXB6yH/QGvY6516TTNzGStz89xDc5peSXOLl9+mD69Yps8/tET/sRvupK+PwzWJlN2p13c2XmZAAcnjqO1xVS4CykwBkskFz+BvZWHmBv5YHg601RDLYPYJA9jcH2tPM6fgVBEMWQcNK6/E+paqwhxhzNZckTzuu1B47VUFbdgMWkY+zQBKr+sQrV78fcrz+WgYOa1vPu+gD/0S0g6TBPvRs5vEd7b4bQxclh0ViveRj3VyvxH/oGzzd/R6k6jmn8bUg6g9bhtUqSJKZdnMLQAbEs+etWSqoaePJv27kiK5nrJvTF2IZWIkmSiLt5BorbTd2mbyj583J63f2/hA0dRqQpnGGmdIb1CLaSKarCifoSDlTnkVt9iCO1+dR4avmmZCvflGxFlmTSovoxPHYIw3ukE22O6uAMCELXJ4ohgbKGCtYf+xKAnw36Ccbz/ND58L8FAIwb2hO5thrHV8H36nH9/zR9o/cX7MK79eS8Y+NmoO85sL3CFy4wkt6IedJcfDEpeDavxnfwKwK1JVim3o1sjdI6vLMa1q8Hi+8Yy98+OsimfaV8vKWQbbnlXDuhL2OHJCDL527dkmSZhP83G9XrpX77NoqXLwsWROlDmq0nSzLJ4YkkhydyRepleANeDtfmc6A6j/1VByltKG+6a+0fedmkhCcyvMdQMmKH0DMsPmRb2QRBS5LaVWZN1FggoFBd3TWmDzgfqqry0u4VHKjOY0RCOr8cNotAoO27xJFiB0/8dTs6WWLxHWPwvf0GdVu3YB0ylKR59wMQqMin4f2nwO/BkD4Z8/jbOmpz2pVeLxMdHUZNjQu/X8wjdUpn5sVflEPjJ8vB24BkjcJy+a/QJQzo0L/5fXw7J7sPV/LXjw9SU+cBICk2jGsn9GXEgB7I31GMqH4/xcuX4dqzOziFxy9/hW1EZptjKWuoYE/FPvZU7iffUYDK6eM5ztKDjNihjIgbSmp4cocWRuL4aZ3IS0sdmRO7PQyd7ruH6xDFUBtdqMXQN8Vb+HvuO+glHc/86P+w+G3ntTO+8M4edh2uZNywBG7uJ1H0zBKQJFL+bxHmlFQURxkN7z2O6q5Dl5iO5Uf3IZ3HiNZaEiet1nV2XhRHGY3/eR6lphgkHaaxN4VcP6LWcuL1Bfh0exEfbCqgwROcmDY+2sLUrGTGDe2JyXj2y2eKz0fpKy9Tv3M76HT0nHMH4VkXnXdcTm8deyv3s6diP7k1h/CfMUFutCmKjNghjIgdRr+o3sjtPL6TOH5aJ/LSkiiGupALsRiqbKzmyS1L8QS83JB2NTdmTj+vnfHICQdP/G07EvD47Cw8Ly7Be6KIyEmTiZ9xG0qDg4Z/P4HqLEeOScV6zUNIxq7TsVOctFqnRV5Ub2Pw1vujW4Ix9L0I88RZIbM/nSsn9Y0+Ptp8nC92nmgqisxGHaMHxTF+WE8GJEW2WtipgQClr78aHKJCkoi7ZSZRl03+3jG6/W72VeWyqyKHnKpcvAFv03PhBhvDY4cwInYoadH9zmsKnrMRx0/rRF5aEsVQF3KhFUOKqvD8zj9zuDaffpF9uP+iO4mxh7d5Z1RVlaf+voNDRQ7GD+vJTzhM1b/WIIeF0eeJJUg6hca1T6HUFCOFx2L9ySMh3d+jNeKk1Tqt8qKqKr59n+DZ9DaoAeSonpin3o0uOrHTYjibtuTE7fWzcW8p67cVUl7T2LQ8JsLMqIGxjBoYS7/EyGaX0VRFofzNv+LY8AUA0dOuCvbFk39YK4434CO3Oo9dFTnsrdxPg/90PBa9hWE9BjMidiiD7QPPuw/hKeL4aZ3IS0uiGOpCLrRi6L0j6/hPweeYdEYWXDSPhPDY89oZtx+s4KV/7cWol1n0497ULX0c1e8nYfZcbJnDaVy7BKW6CMkahfWah5EjWx+MLpSJk1brtM5LoOwwjZ+8hOqqAb0R09hbMAy6VNPLZueTE1VVOVTk4Ou9JWzNLcfjDTQ9FxlmZGRaLJlpPRiUEo1eJ6OqKtUfvE9V9rsAhGddRPysOcjG9hmWIqAEyKs9wq7yveyu2Eedr77pOaNsYEjMIEbEDmVIj8FY9G0fGVzr/SRUiby0JIqhLuRCKoa2l+3m9X1/B2BW+s2MTsg8r52x0ePn0dc2U1PnYfrFyYze8Dc8hccJGzachDmzcK9bilJdiGSJDBZCUV1zqg1x0mpdKORFaXTi/uzPBE7sC8bUeySmibOQzeGaxPN9c+LxBcg5Ws2OvHJ2Ha6i0XO6T4/FpCejXwyZabEM7WPHt2MzpStfh0AAU0oqvX51D4aY9h2eQlEVjjoK2FWxl13lOdR4apue00k6+kX2ZnBMGun2gSTaep6zAA2F/SQUiby0JIqhLuRCKYYK64pZuv0lvIqPKSkTub5/cFDE89kZV32SxyfbiugRaeYe2xEav/wUnS2cpN/cg+/rV1HrKpAsEViufghddK/O2KwOIU5arQuVvKiqgm/vx3i2vANKAMkahXnSHPRJQzs9lvbIiT+gkFtQw7aDFew6XInTdbpPj14nk947mqHhfmL/8xYWZyWyzUavO+7COrhjRulWVZXCuhPsrNjLroq9lDdUNns+0hjOgOh+9I/qy4CoPsRb45oVR6Gyn4QakZeWRDHUhVwIxVCZq5ylO/5Evc/FoOgB3JVxe9P8Rm3dGQ8cq+aZt3ehAncM0RH9XnByyV6zb4bDH6A2OpEi4rBedT9yRFxnbFaHESet1oVaXgKVBbg/+zNKbTEAhqFXYLroBqROnNy0vXOiqCpHTzjZcaiCHXkVzfoYSUCy4qBf9SEGugrpO20yMVf/GEnXcXOVqapKRWMl+6vzOFB1kLyaI3gVX7N1bIYw+kb2JiU8ieTwXvSJTqZ3Qs+Q2E/8ip96n4s6r4t6Xz31Xhf1Phf13nrqfS48AR8+xYdX8eIL+PApfrwBL3412FInIQX/K0noJR1GnQGjbMSgM2DSGQkzWLEZwrAZwggzhBFpiiDaFEWUKaLFHHKhdvyEAlEMdSFdvRiqaqxm6Y4/UetxkGzrxb2ZdzQbsr8tO6OzwcvC17fgqPdySaqViV+8CoEAPaaMwODKAcWPHJOC5Uf3dbnO0q0RJ63WhWJeVL8Hz39X49v/GQBSeCzmCT/vtFaijsyJqqoUV7rYcaiSHXkVFJTWNXs+sbGcDHM9U2ZMJzq5Z7v+7bPxKX6O1h7jcO1RDtfmk+8swHfGbfunRJojSLDE0sMSc8bDTrjBhs0QhuF7dM4OKAEa/W5c/gYafI00+BubippTBU6dz3Wy4Akub/S722Ozz5ssyUQaI4ixRBNniSUhLI7E8HgGJvZB5zGiBL77PboDUQx1IV25GCquL+Wl3Suo9TiIt8Yxb+QvCTfamq3zXTujP6Dw7Nu7OFhYS0KEgZkH3kbndhEzOh6jVBZ8j9RMzJf9ImRud/6hQvFDPxSEcl78x3fj/uovqK5qAPQDLsE09uYO70vUmTmpdrrZebIwyi2oaRpSUVYVBttlJkxIZ8SA2DZNA9Je/Iqf43VFHHUUUFRXTGF9MWWu8mYDPrbGpDNiM4Rh0pnQyzp0kh69rEOWZAJqgIASwH/ypzvgocHXgDvg+V4xSkjB1htjsAUn3GjDZrBhM1gx6U0YZANG2YBBZwj+W2dAL50aYuDUlqj4lQBexYc3EGxFcgc8uHwN1PtcuE62Pjk8Dmo8DgLq2asds85EcngiKRFJpIYnkRKeTA+LPaTGz+osohjqQrpqMXSo5ih/3vsXGv2NxFvjuDdzLlGmlhNInmtnVFSVNz44wMacUsx6iZnFHxPvK8WebkKnC56YjCN/gnHUT5DaeeA2LYXyh76WQj0vqrcRz7Z38eV8AqhgtGIaeU1woMYOmt9Mq5zU1nv4ZusRvt58mFJOf8ExG2QuSo/nkqFnH8eooymSH6dUy+HSQsrqK6horKKysYpqdw11PheK+sPyZNaZsOgtWA2WM4qbsGCBYwwj3BCG7dQyYxhWvaXdB5Y8F0VVcHrrqHbXUtVYTVlDOaWucsoayilrrCTQSrOQVW8hJTyJPpEp9I/qS5/IVEy6C38ya1EMdSFdrRhSVZVPCzfw3pF1KKpC38hUfjl8FmEGa6vrn21nVFSVv/8nj893nkACflrxBcOsxwlPkpAkFckSgfnS29GnjOicDetEof6hr5WukpdA+RHcX61EqSoEgpfOTBf/DH2f0e1eHGidE1VRyP3gEzZuyiPHkoLTcLow6hFp5pKhCVwyNIG46NaP/45wrpyoqoo74D7Zh8eFN+AloAbwK378SoCAGkAv69FJupMtRjpMOhNWg4UwvRWL3tyiL05XodfLRESaOVCUz9Ga4xyvK6KgrogTdcX4v9WSJEsyqeHJ9I/qQ/+oPvSL6o1Ff2G0vJ9JFENdSFcqhmo9Dt7KfZecqgMAjIwbzszBN55z8LTWdkZ/QOEv63LZmFOKhMqPnRuZEH+UU12NdMnDMV86G9nasqXpQqD1B1yo6kp5URUFf97XeLauQW10ACDHpGLMvBp971E/ePDCU0IlJ76qSkr++lfyjpSxN6IfB22peOXTx/2ApEguGZpA1qB4rOaOnRYnVHISas6WF7/ip9hVSoGziCMn+2OdObQBBC/1JYX3Olkc9aV/VB9shrBO3oL2J4qhLqQrFEMBJcCGE5tYe/Rj3AEPelnPDf2vYULimO/8JvztnbGmzsOf38shr8iBjMpPpY1cEn0UAMkcjmnszej7j72gr2+Lk3nrumJeVJ8b7+51ePd8BP7gpV05MgFjxlXo+49B0v+wSxGhlBNVVXHt3UPlO6txlZSRF5bCPvtA8o2xqASPV4NeJnNADy4ZmsCQPnZ07VQUnimUchJK2poXVVWpdtdwuDafQ7VHOVx7lIrGqhbr9QpLOKM46kukSZuxtn4IUQx1IaFcDAWUANvKdvHhsU+oPHmw9I5I4ZZBN5Boa9vdJad2xurqer7eU8Kq9Xm43H5MeJll28BgYzGqJGMcMgXTqGuRTF3/28h3ESfz1nXlvKjuerw56/HmrAdvQ3Ch0YKh/yUYBk1E1yP1e71vKOZEDQRwfL2B6rXv46+ppk5n4YB9EPt6DKbMd7pVyGYxkNE/hpFpsQzpbW+3jtehmJNQ8EPyUutxnFEc5VPqKmuxTpy1BwNOFkb9IvtgN0eF/JdWUQwBiqLw4osv8s9//hOn08moUaNYuHAhqamtn5Rqamp4/PHH2bBhAwDTpk3j4Ycfxmo9fS183bp1LFu2jMLCQnr37s0DDzzAxIkTf1CcoVgMOTxOvineysbizU3NqTZDGFf3vZJxvS46r86Cer1MUXUjr/9zC4crguOHJOsquc32FbFyHbrU0VjG3YQc3r4j3oYycTJv3YWQF9XbiO/A53j3f4Zad3owQTkmGX3vUeh7j0S2J7f5QySUc6L6/Tj/+w3V6z7AV1aGCpSZ7OQmjyJHn0C9//Q2mgw6hvaxk97HTnpqNHHRlu/9QRrKOdFSe+alzlvPkZPF0aHaoxTXl7a4g89mCKN3RDKppx7hydiMofVlVhRDwIsvvsiqVatYvHgx8fHxPP300xQWFrJ27VqMrcy9M3PmTDweDwsXLsTpdPLII4+QlZXFkiVLAPjvf//LnDlzeOihhxg7dizvvPMOb775JtnZ2fTr1+97xxkKxZCqqpQ1VHCgOo9dFXs5Unusace3GcK4POVSJiSOxXweg805a2v55pscvjlYS5EnWFAa8HOFZS+TDPsxJmZgnXwruvCYDtmmUCZO5q27kPKiqgqBE/vx5X6J/9gOzhz4RQrvgT5xCLqeA9ElpJ3zi0BXyImqKLhy9uD48gtce3aDqqIgUWSJ40jicA7q46n1N//QiIkwMSg1mrTkKHonRNCrh7XNl9S6Qk600JF5afA1cMRxjEM1wZajwvoTrd61F2O2k2TrSUJYPAlhccGHNQ6jRneudftiyOv1MmbMGB544AFuvvlmAJxOJxMmTODJJ59k+vTpzdbfuXMnN910Ex9++GFTYfP1118zZ84cvvzyS+Lj45k9ezYRERE899xzTa+76aabSEtL43e/+933jrWzi6GAEqDKXU15Q2VTp7p8RwEOr7PZen0jezMhcQyZscPOOYCZqqqojQ5c5UUcyztGbkEth5wG8n12AgSbxXUEGGM8zGWGo8QOyiTs0huQjZ03im+oESfz1l2oeVHcdQQKduE/tgN/UQ4Emo+wLIXZkWOS0dmTke1JyNGJyOExSEZrl8uJr7qauq2bqd++DffRIwBNLUZHwlM5HpVKEeEEaN4qZNDLpMTZSEkIJ8FuJT7aSrzdQkyEGf23PnC6Wk46S2fmxRfwUVRfTIGziGPOQgrqjreYVuUUCQm7OZqEsDhizNHBEbTNkdjN0USbIokyRXbYHXyhUAx17O0E3yE3NxeXy8WYMWOalkVERJCens7WrVtbFEPbtm0jNja2WQvPRRddhCRJbN++nWnTprFjxw4eeuihZq+7+OKLWb9+fcduzPfg8Dg5UJ1HnbeeupNDxDu9dVScHIvj2xW9pKpYJR39bMmkR/VlSGRfIlUDiruBQN52/A1O1MY6ymrdlDh8OBp8OD0KdX4dNX4TZUok1YoNsJ58BCVJVYzSHWdMchgx43+EPrF3p+ZBEEKBbA5HHjgBw8AJqD4PgeL9+EsOEijJQ6k8huqqJuCqJnB8d/MXGi3obD3w2OPwGyPAGIZkCj4whyEZrcHxjfRGJJ0R9M3/rcXYXAa7HfuVP8J+5Y/wVVfh2ruHhgP70eUeIKFyJ+Mqd+KV9BRZ4iiwJFBi6kGpOQav38CRYidHipt/KZMliLLoiLToiQwzEmkzER1pIbaHLTjUk0GP1aTDbNJjMekx6GT0ehm9TkKvkzHoZGQ5tPu1dEUGnYE+kan0iTzd7aTB18jxuiJKXGWUusoocZVT2lCGy9dAlbuaKnd1q+8lIRFutBFmsAYf+uBP68nfLXpL06CVxpODVhpk48mfhqafOklGlnQnf8oh059J02KotLQUgJ49m3fyjYuLo6SkpMX6ZWVlLdY1Go1ERUVRUlKC0+mkoaGBhITms6Sf7f3OhyxL2O3te51V9vi5KGrYWZ+XAJ2sQ4+MxetBakMjXgAZk2Il5Vx/FxU9AQwyGPQ69GYTsk6HLMsoioLoUh906hiNjLSInJyhe+QlDOLHQ+b4k7+rEPCjBvygnPoZ4IclIHDyAdLJokkT9jDonwLXBSdtVgN+VJ8f1X/yEQiAEvxiFpAkApKOgCSjIKNIMoF2KOZUgpmwWQxYTJp+LHU4rY8fO2Ekxbe85KuqStNo34qqEFAVlDMe7RuqAgTfUwV8QE2jn8jI8HbPSVuLbE33usbG4OSD3+4bZDKZcDgcra7fWj8ik8mEx+PB7Xaf9f08nu83hPspkiSh07VvBRtjjW77ym08TxqAhO9c6+zkDrjFtqsTOWldt8uLTgd0g8vGOiO0cp4V2lfoHT8yem1LAk1p+n/DbDYDwb5DZ/J4PFgsLUfZNJvNLdY9tb7VasVkMp3X+wmCIAiCIGhaDJ265FVeXt5seXl5eYtLXQAJCQkt1vV6vdTW1hIfH09UVBRWq7XN7ycIgiAIgqBpMTRo0CBsNhubN29uWuZ0Otm/fz+jR49usX5WVhalpaUUFBQ0LTv12pEjRyJJEiNHjmTLli3NXrd582ZGjRrVQVshCIIgCEJXpukFQqPRyIwZM3jmmWew2+0kJiby9NNPk5CQwNSpUwkEAlRXVxMeHo7ZbCYjI4ORI0cyb948Fi1aRENDAwsXLuTaa68lPj4egFmzZvGLX/yC9PR0Jk6cyJo1azhw4ABPPPGElpsqCIIgCEKI0nzQxUAgwNKlS3n33Xdxu91kZWXx29/+lqSkJIqKipgyZQqLFy/m+uuvB6CqqorHHnuMr776CpPJ1DQC9an+QgDZ2dksX76c0tJS+vfvzwMPPMDYsWO12kRBEARBEEKY5sWQIAiCIAiClkLt3j5BEARBEIROJYohQRAEQRC6NVEMCYIgCILQrYliSBAEQRCEbk0UQ4IgCIIgdGuiGBIEQRAEoVsTxZAgCIIgCN2aKIa6OUVReOGFF5gwYQIZGRncfvvtzaY76Y5qa2v57W9/y8SJExk5ciQ333wz27Zt0zqskJKfn09mZibvvvuu1qFoLjs7m6uuuophw4Yxffp01q1bp3VImvP5fDz33HNMmjSJzMxMbrnlFnbs2KF1WJpZvnw5M2fObLbswIEDzJgxgxEjRjBp0iRWrFihUXTaaC0nn332GTfccAOZmZlMnjyZJUuW4Ha7OyUeUQx1c8uXL+ftt9/m8ccfZ/Xq1UiSxNy5c/F6vVqHppn77ruP3bt3s3TpUt555x2GDBnC7NmzOXLkiNahhQSfz8f9999PQ0OD1qFo7r333mPBggXceOONrF27lquuuor77ruPnTt3ah2apv70pz+xZs0aHn/8cbKzs+nbty9z586lrKxM69A63cqVK3nhhReaLaupqWHWrFn07t2bNWvWcM899/D888+zZs0ajaLsXK3lZNu2bdx9991ceeWVZGdns2jRItatW8djjz3WOUGpQrfl8XjUzMxMddWqVU3LHA6HOnz4cHXt2rUaRqadY8eOqWlpaer27dublimKok6dOlX94x//qGFkoePZZ59VZ86cqaalpalr1qzROhzNKIqiXnbZZepTTz3VbPntt9+uvvzyyxpFFRp+/OMfq4sXL276va6uTk1LS1M/+ugjDaPqXKWlpers2bPVESNGqNOmTVNnzJjR9NzLL7+sTpgwQfX5fE3Lnn32WfXKK6/UItROc66c/OY3v1FnzZrVbP3s7Gw1PT1d9Xg8HR6baBnqxnJzc3G5XIwZM6ZpWUREBOnp6WzdulXDyLQTHR3NK6+8wtChQ5uWSZKEqqo4HA4NIwsNW7duZfXq1SxZskTrUDR39OhRTpw4wTXXXNNs+YoVK7jjjjs0iio0REVF8fnnn1NUVEQgEGD16tUYjUYGDx6sdWidZt++fURGRvLvf/+bjIyMZs9t27aNrKws9PrTc6WPGTOG/Px8qqqqOjvUTnOunNx+++08+OCDLV7j9/upr6/v8Ng0nbVe0FZpaSkAPXv2bLY8Li6OkpISLULSXEREBJdeemmzZevWreP48eOMHz9eo6hCg9Pp5MEHH+TRRx9tsc90R8eOHQOgoaGB2bNns3//fpKSkrjzzjuZPHmytsFp7JFHHmHevHlMmTIFnU6HLMs8//zzpKSkaB1ap5k8efJZ94PS0lLS0tKaLYuLiwOguLiYmJiYDo9PC+fKSXp6erPfvV4vb7zxBkOGDMFut3d4bKJlqBtrbGwEwGg0NltuMpnweDxahBRytm/fzoIFC5gyZUq3/4BbtGgRI0aMaNES0l2d+rY6f/58rr76al5//XXGjRvHXXfdxaZNmzSOTltHjhwhIiKCl156idWrV3P99dczf/58cnNztQ4tJLjd7lbPu4A49xJsDXrwwQc5fPgwCxcu7JS/KVqGujGz2QwEK/BT/4bgwWixWLQKK2R88skn3H///WRkZLB06VKtw9FUdnY227Zt4/3339c6lJBhMBgAmD17Ntdddx0AgwcPZv/+/bzxxhuMHTtWy/A0c+LECR544AFWrlzJ6NGjARg2bBiHDx9m2bJlvPTSSxpHqD2z2dziJpVTRZDVatUipJBRX1/Pr3/9azZv3swLL7zQ4nJaRxEtQ93YqUsd5eXlzZaXl5eTkJCgRUgh48033+See+5h4sSJvPrqq82Kxe5ozZo1VFVVNd0qnZmZCcDChQuZPn26xtFp49Qx8u3LHf3796eoqEiLkELCnj178Pl8DBs2rNnyjIyMpkuL3V1CQkKr512A+Ph4LUIKCeXl5dx6663s3LmTV199tVNb40XLUDc2aNAgbDYbmzdvbrqW73Q62b9/PzNmzNA4Ou2sWrWK3//+98ycOZMFCxYgy+I7wzPPPNNivI8rrriCe++9l6uuukqjqLSVnp5OWFgYu3fvbmoBAcjLy+tWfWO+7dSXrIMHDzJ8+PCm5Xl5eaSmpmoVVkjJysri7bffJhAIoNPpANi0aRN9+vS5YPsLfReHw8HPf/5z6uvrWbVqFQMHDuzUvy+KoW7MaDQyY8YMnnnmGex2O4mJiTz99NMkJCQwdepUrcPTRH5+Pk8++SRTp07ljjvuaHZnh9lsJjw8XMPotHO2b6sxMTEkJiZ2cjShwWw2M2fOHF566SXi4+MZPnw4H3zwARs3bmTlypVah6eZ4cOHM3r0aObPn8/ChQtJSEggOzubTZs2sWrVKq3DCwk33HADr732Go888ghz5sxhz549/OUvf+m8MXVC0OLFiyksLOS1117DbrdTUVHR9Jzdbm8qGjuKKIa6uXvvvRe/38+jjz6K2+0mKyuLFStWtOjc1118/PHH+Hw+1q9fz/r165s9d9111/HUU09pFJkQiu666y4sFgvPPfccZWVl9OvXj2XLlnHxxRdrHZpmZFlm+fLl/PGPf+Thhx/G4XCQlpbGypUrGTFihNbhhYSYmBhee+01nnjiCa677jpiY2N58MEHm/qedTeKovDhhx/i8/n4+c9/3uL5Tz/9lKSkpA6NQVJVVe3QvyAIgiAIghDCRGcIQRAEQRC6NVEMCYIgCILQrYliSBAEQRCEbk0UQ4IgCIIgdGuiGBIEQRAEoVsTxZAgCIIgCN2aKIYEQegWxCgigiCcjSiGBEG44H366afMnz8fgM2bNzNw4EA2b96scVSCIIQKMQK1IAgXvDOnxxgyZAirV6+mf//+2gUkCEJIEcWQIAjdis1mE9NCCILQjLhMJgjCBW3mzJls2bKFLVu2NF0eO/My2bJly5g8eTKff/4506ZNIyMjg5/+9Kds2rRJ48gFQegsohgSBOGCtnDhQtLT00lPT2f16tXU19e3WKe6upr58+dzyy238Pzzz2OxWJg7dy45OTkaRCwIQmcTxZAgCBe0/v37Y7PZmi6P2Wy2Fus0NjayYMECbrvtNiZNmsQrr7xCVFQUr7zyigYRC4LQ2UQxJAhCt6fT6Zg+fXrT72azmYkTJ7J9+3YNoxIEobOIYkgQhG7PbrdjMBiaLYuJicHhcGgUkSAInUkUQ4IgdHu1tbUtBmWsrKwkJiZGo4gEQehMohgSBOGCJ8vnPtX5fD6++uqrpt/dbjcbNmxg7NixHR2aIAghQIwzJAjCBS8iIoKdO3eyadOmVu8mA1iwYAG//vWviYmJYcWKFTQ0NHDnnXd2cqSCIGhBtAwJgnDBu/XWWzEYDMydOxe3293qOosWLWL58uXMmzcPo9HIW2+9RWpqaidHKgiCFiRVzF4oCEI3tmzZMl588UUOHjyodSiCIGhEtAwJgiAIgtCtiWJIEARBEIRuTVwmEwRBEAShWxMtQ4IgCIIgdGuiGBIEQRAEoVsTxZAgCIIgCN2aKIYEQRAEQejWRDEkCIIgCEK3JoohQRAEQRC6NVEMCYIgCILQrYliSBAEQRCEbk0UQ4IgCIIgdGv/H1eM63UNvfp3AAAAAElFTkSuQmCC", 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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", "\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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", 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