{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data analyzes II - data visualization and analyses" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Before we get started ...\n", "\n", "- most of what you’ll see within this lecture was prepared by Ross Markello, Michael Notter and Peer Herholz and further adapted for this course by Peer Herholz \n", "- based on Tal Yarkoni's [\"Introduction to Python\" lecture at Neurohackademy 2019](https://neurohackademy.org/course/introduction-to-python-2/)\n", "- based on [10 minutes to pandas](https://pandas.pydata.org/pandas-docs/stable/user_guide/10min.html)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "What we will do in this session of the course is a _short_ introduction to `Python` for `data analyses` including basic `data operations` like `file reading` and `wrangling`, as well as `statistics` and `data visualization`. The goal is to showcase crucial tools/resources and their underlying working principles to allow further more in-depth exploration and direct application. \n", "\n", "It is divided into the following chapters:\n", "\n", "- [Getting ready]()\n", "- [Basic data operations]()\n", " - [Reading data]()\n", " - [Exploring data]()\n", " - [Data wrangling]()\n", "- [Basic data visualization]() \n", " - [Underlying principles]()\n", " - [\"standard\" plots]()\n", " - [Going further with advanced plots]()\n", "- [Statistics in python]()\n", " - [Descriptive analyses]()\n", " - [Inferential analyses]()\n", "- [Interactive data visualization]()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Here's what we will focus on in the second block:\n", "\n", "- [Basic data visualization]() \n", " - [Underlying principles]()\n", " - [\"standard\" plots]()\n", " - [Going further with advanced plots]()\n", "- [Statistics in python]()\n", " - [Descriptive analyses]()\n", " - [Inferential analyses]()\n", "- [Interactive data visualization]()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Recap - Getting ready\n", "\n", "What's the first thing we have to check/evaluate before we start working with data, no matter if in `Python` or any other software? That's right: getting everything ready! \n", "\n", "This includes outlining the core workflow and respective steps. Quite often, this notebook and its content included, this entails the following:\n", "\n", "1. What kind of data do I have and where is it?\n", "2. What is the goal of the data analyses?\n", "3. How will the respective steps be implemented?\n", "\n", "So let's check these aspects out in slightly more detail." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Recap - What kind of data do I have and where is it\n", "\n", "The first crucial step is to get a brief idea of the kind of data we have, where it is, etc. to outline the subsequent parts of the workflow (`python modules` to use, analyses to conduct, etc.). At this point it's important to note that `Python` and its `modules` work tremendously well for basically all kinds of data out there, no matter if `behavior`, neuroimaging, etc. . To keep things rather simple, we will keep using the `behavioral dataset` from the prior section that contains `reaction times`, `accuracies` and `demographic information` from a group of `30 participants` (ah, the classics...)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We already accomplished and worked with the `dataset` quite a bit during the last session, including:\n", "\n", "- reading data\n", "- extract data of interest \n", "- convert to different more intelligible structures and forms\n", "\n", "At the end, we had `two kinds of DataFrames`, two per `participant`, ie one per `session` and one containing the `data` of all `participants`. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "```{admonition} Does anyone remember what formats datasets commonly have and how they differ?\n", ":class: tip, dropdown\n", "\n", "Usually, you either deal with `DataFrames` in `long` or `wide` format. Which one you get and/or need depends on your data acquisition method and desired analysis. \n", "\n", "Luckily, `pandas` also makes this conversion very easy, ie changing the `shape` of our `DataFrame` from a few `rows` that contain information across a wide range of `columns`, ie `wide`, to a few `columns` that contain information stacked across a long range of `rows`, ie `long`, and vice versa.\n", "This is achieved via the [.melt()](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.melt.html) and [.pivot](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pivot.html) functions.\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "For this session, we will continue to explore aspects of `data visualization` and `analyzes` via this `DataFrame` containing the `data` of all `participants`. Thus, let's `move` to our `data storage` and `analyses directory` and load it accordingly using `pandas`!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from os import chdir\n", "chdir('/Users/peerherholz/Desktop/choice_rtt/derivatives/concatenation/')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "['group_task-choiceRTT_beh.tsv',\n", " 'pairplot.html',\n", " 'boxplot_data_points.html',\n", " 'heatmap_cor.html']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from os import listdir\n", "listdir('.')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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participant_idageleft-handedDo you like this session?sessionstim_fileresponseresponse_timetrial_typetrial
0124FalseYespost../../stimuli/shapes/target_plus.jpg10.513755practiceshapes
1124FalseYespost../../stimuli/shapes/target_cross.jpg00.639930practiceshapes
2124FalseYespost../../stimuli/shapes/target_square.jpg10.613897practiceshapes
3124FalseYespost../../stimuli/shapes/target_plus.jpg10.996120practiceshapes
4124FalseYespost../../stimuli/shapes/target_square.jpg10.423148practiceshapes
5124FalseYespost../../stimuli/shapes/target_square.jpg10.312653practiceshapes
6124FalseYespost../../stimuli/shapes/target_cross.jpg10.425176experimentshapes
7124FalseYespost../../stimuli/shapes/target_plus.jpg10.556528experimentshapes
8124FalseYespost../../stimuli/shapes/target_plus.jpg00.820919experimentshapes
9124FalseYespost../../stimuli/shapes/target_cross.jpg10.804658experimentshapes
10124FalseYespost../../stimuli/shapes/target_cross.jpg10.515643experimentshapes
11124FalseYespost../../stimuli/shapes/target_plus.jpg10.679778experimentshapes
12124FalseYespost../../stimuli/shapes/target_plus.jpg10.656170experimentshapes
13124FalseYespost../../stimuli/shapes/target_cross.jpg10.745433experimentshapes
14124FalseYespost../../stimuli/shapes/target_square.jpg10.475323experimentshapes
15124FalseYespost../../stimuli/shapes/target_square.jpg00.712910experimentshapes
16124FalseYespost../../stimuli/shapes/target_cross.jpg00.985225experimentshapes
17124FalseYespost../../stimuli/shapes/target_square.jpg10.640720experimentshapes
18124FalseYespost../../stimuli/shapes/target_wombat.jpg10.461130practiceimages
19124FalseYespost../../stimuli/images/target_capybara.jpg10.649435practiceimages
\n", "
" ], "text/plain": [ " participant_id age left-handed Do you like this session? session \\\n", "0 1 24 False Yes post \n", "1 1 24 False Yes post \n", "2 1 24 False Yes post \n", "3 1 24 False Yes post \n", "4 1 24 False Yes post \n", "5 1 24 False Yes post \n", "6 1 24 False Yes post \n", "7 1 24 False Yes post \n", "8 1 24 False Yes post \n", "9 1 24 False Yes post \n", "10 1 24 False Yes post \n", "11 1 24 False Yes post \n", "12 1 24 False Yes post \n", "13 1 24 False Yes post \n", "14 1 24 False Yes post \n", "15 1 24 False Yes post \n", "16 1 24 False Yes post \n", "17 1 24 False Yes post \n", "18 1 24 False Yes post \n", "19 1 24 False Yes post \n", "\n", " stim_file response response_time \\\n", "0 ../../stimuli/shapes/target_plus.jpg 1 0.513755 \n", "1 ../../stimuli/shapes/target_cross.jpg 0 0.639930 \n", "2 ../../stimuli/shapes/target_square.jpg 1 0.613897 \n", "3 ../../stimuli/shapes/target_plus.jpg 1 0.996120 \n", "4 ../../stimuli/shapes/target_square.jpg 1 0.423148 \n", "5 ../../stimuli/shapes/target_square.jpg 1 0.312653 \n", "6 ../../stimuli/shapes/target_cross.jpg 1 0.425176 \n", "7 ../../stimuli/shapes/target_plus.jpg 1 0.556528 \n", "8 ../../stimuli/shapes/target_plus.jpg 0 0.820919 \n", "9 ../../stimuli/shapes/target_cross.jpg 1 0.804658 \n", "10 ../../stimuli/shapes/target_cross.jpg 1 0.515643 \n", "11 ../../stimuli/shapes/target_plus.jpg 1 0.679778 \n", "12 ../../stimuli/shapes/target_plus.jpg 1 0.656170 \n", "13 ../../stimuli/shapes/target_cross.jpg 1 0.745433 \n", "14 ../../stimuli/shapes/target_square.jpg 1 0.475323 \n", "15 ../../stimuli/shapes/target_square.jpg 0 0.712910 \n", "16 ../../stimuli/shapes/target_cross.jpg 0 0.985225 \n", "17 ../../stimuli/shapes/target_square.jpg 1 0.640720 \n", "18 ../../stimuli/shapes/target_wombat.jpg 1 0.461130 \n", "19 ../../stimuli/images/target_capybara.jpg 1 0.649435 \n", "\n", " trial_type trial \n", "0 practice shapes \n", "1 practice shapes \n", "2 practice shapes \n", "3 practice shapes \n", "4 practice shapes \n", "5 practice shapes \n", "6 experiment shapes \n", "7 experiment shapes \n", "8 experiment shapes \n", "9 experiment shapes \n", "10 experiment shapes \n", "11 experiment shapes \n", "12 experiment shapes \n", "13 experiment shapes \n", "14 experiment shapes \n", "15 experiment shapes \n", "16 experiment shapes \n", "17 experiment shapes \n", "18 practice images \n", "19 practice images " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df_all_part = pd.read_csv('group_task-choiceRTT_beh.tsv', sep='\\t')\n", "\n", "df_all_part.head(n=20)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "For this section, we want to focus on the `experiment trials` and will thus use a respective `sub-DataFrame`. We will then briefly summarize the `data` as function of `trial` again: " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Showing information for subdataframe: images\n", "count 720.000000\n", "mean 0.884940\n", "std 0.319951\n", "min 0.300281\n", "25% 0.616388\n", "50% 0.897373\n", "75% 1.106691\n", "max 1.498425\n", "Name: response_time, dtype: float64\n", "Showing information for subdataframe: shapes\n", "count 720.000000\n", "mean 0.895266\n", "std 0.325224\n", "min 0.300439\n", "25% 0.626882\n", "50% 0.893830\n", "75% 1.154183\n", "max 1.498475\n", "Name: response_time, dtype: float64\n" ] } ], "source": [ "df_all_part = df_all_part[df_all_part['trial_type']=='experiment']\n", "\n", "for index, df in df_all_part.groupby('trial'):\n", " print('Showing information for subdataframe: %s' %index)\n", " print(df['response_time'].describe())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Showing information for subdataframe: images\n", "count 720.000000\n", "mean 0.775000\n", "std 0.417873\n", "min 0.000000\n", "25% 1.000000\n", "50% 1.000000\n", "75% 1.000000\n", "max 1.000000\n", "Name: response, dtype: float64\n", "Showing information for subdataframe: shapes\n", "count 720.000000\n", "mean 0.776389\n", "std 0.416954\n", "min 0.000000\n", "25% 1.000000\n", "50% 1.000000\n", "75% 1.000000\n", "max 1.000000\n", "Name: response, dtype: float64\n" ] } ], "source": [ "for index, df in df_all_part.groupby('trial'):\n", " print('Showing information for subdataframe: %s' %index)\n", " print(df['response'].describe())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Great! With these basics set, we can continue and start thinking about the potential goal of the analyses." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Recap - What is the goal of the data analyzes\n", "\n", "There obviously many different routes we could pursue when it comes to `analyzing data`. Ideally, we would know that before starting (`pre-registration` much?) but we all know how these things go... For the `dataset` we aimed at the following, with steps in `()` indicating `operations` we already conducted:\n", "\n", "- (read in single participant data)\n", "- (explore single participant data)\n", "- (extract needed data from single participant data)\n", "- (convert extracted data to more intelligible form)\n", " - (repeat for all participant data)\n", " - (combine all participant data in one file)\n", "- (explore data from all participants)\n", " - (general overview)\n", " - basic plots\n", "- analyze data from all participant\n", " - descriptive stats\n", " - inferential stats\n", " \n", "Nice, that's a lot. The next step on our list would be `data explorations` by means of `data visualization` which will also lead to `data analyzes`." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Recap - how will the respective steps be implemented\n", "\n", "After creating some sort of outline/workflow, we though about the respective steps in more detail and set overarching principles. Regarding the former, we also gathered a list of potentially useful `python modules` to use. Given the pointers above, this entailed the following:\n", "\n", "- [numpy]() and [pandas]() for data wrangling/exploration\n", "- [matplolib](), [seaborn]() and [plotly]() for data visualization\n", "- [pingouin]() and [statsmodels]() for data analyzes/stats\n", "\n", "Regarding the second, we went back to standards and principles concerning computational work:\n", "\n", "- use a dedicated computing environment\n", "- provide all steps and analyzes in a reproducible form\n", "- nothing will be done manually, everything will be coded\n", "- provide as much documentation as possible\n", "\n", "**Important**: these aspects should be followed no matter what you're working on!\n", "\n", "So, after \"getting ready\" and conducted the first set of `processing steps`, it's time to continue via `basic data visualization`." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Basic data visualization\n", "\n", "Given that we already explored our data a bit more, including the `basic descriptive statistics` and `data types`, we will go one step further and continue this process via `basic data visualization` to get a different kind of overview that can potentially indicate important aspects concerning `data analyses`. As mentioned above, we will do so via the following `steps`, addressing different aspects of `data visualization`. Throughout each, we will get to know respective `python modules` and `functions`.\n", "\n", "- [Underlying principles]()\n", "- [\"standard\" plots]()\n", "- [Going further with advanced plots]()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Underlying principles\n", "\n", "When talking about `visualization` one might want to differentiate `data exploration` and `analyses` but one can actually drastically influence the other. Here, we are going to check both, that is `facilitating data understanding in many ways` and `creating high quality results figures`. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Unsurprisingly, `python` is nothing but fantastic when it comes to `data visualization`:\n", "\n", "- `python` provides a wide array of options\n", "- Low-level and high-level plotting `API`s\n", "- static `images` vs. `HTML` output vs. `interactive plots`\n", "- domain-general and domain-specific packages\n", "- optimal visualization environment as it's both efficient and flexible\n", " - produce off-the-shelf high-quality plots very quickly\n", " - with more effort, gives you full control over the plot" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "While `python` has a large amount of amazing modules targetting `data visualization`, we are going to utilize the three most common and general ones, as they provide the basis for everything else going further:\n", "\n", "- [matplotlib](https://matplotlib.org/)\n", "- [seaborn](http://seaborn.pydata.org/)\n", "- ([plotly](https://plot.ly/python/))\n", "\n", "The first two produce `static images` and the last one HTML outputs and allow much more `interactive plots`. We will talk about each one as we go along." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### [matplotlib](https://matplotlib.org/)\n", "\n", "- the most widely-used `python` plotting library\n", "- initially modeled on `MATLAB`'s plotting system\n", "- designed to provide complete control over a `plot`\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`matplotlib` and all other `high-level API`s that build upon it operate on `underlying principles` and respective `parts`:\n", "\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "In the most basic sense `matplotlib` graphs your data on `Figures` (e.g., `windows`, `Jupyter widgets`, etc.), each of which can contain one or more `Axes`, an `area` where `points` can be specified in terms of `x-y coordinates` (or `theta-r` in a `polar plot`, `x-y-z` in a `3D plot`, etc.).\n", "\n", "- `figures`\n", " - the entire `graphic` \n", " - keep track of everything therein (`axes`, `titles`, `legends`, etc.) \n", " \n", "- `axes`\n", " - usually contains two or three `axis objects`\n", " - includes `title`, `x-label`, `y-label`\n", " \n", "- `axis`\n", " - `ticks` and `tick labels` to provide `scale` for `data`\n", " \n", "- `artist`\n", " - everything visible on the `figure`: `text`, `lines`, `patches`, etc.\n", " - drawn to the `canvas`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "A bit too \"theoretical\", eh? Let's dive in and create some plots! " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "But before we start, two important points to remember: when `plotting` in `jupyter notebooks`, make sure to run the `%matplotlib inline` `magic` before your first `graphic` which results in the `graphics` being embedded in the `jupyter notebook` and not in the digital void. (NB: this is true for most but not all `plotting modules`/`functions`.)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "When using `matplotlib` you can choose between explicitly creating `Figures` and `axes` or use the `plt` interface to automatically create and manage them, as well as adding `graphics`. Quite often you might want to use the latter. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### standard plots\n", "\n", "Obviously, `matplotlib` comes with support for all the \"standard plots\" out there: [barplots](), [scatterplots](), [histograms](), [boxplots](), [errorbars](), etc. . For a great overview on what's possible, make sure to check the [gallery of the matplotlib documentation](https://matplotlib.org/stable/gallery/index.html). For now, we are going to start simply...how about some `univariate data visualization`, e.g. a `scatterplot`?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "For example, we are interested in the `distribution` of `age` in our `dataset`. Using `matplotlib`, we need to create a `figure` and `draw` something inside. As our data is in `long-format` we have to initially extract a `list` containing the `age` of each `participant` only once, for example using `list comprehension`. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([4., 1., 3., 2., 4., 3., 3., 1., 2., 7.]),\n", " array([18. , 20.2, 22.4, 24.6, 26.8, 29. , 31.2, 33.4, 35.6, 37.8, 40. ]),\n", " )" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "plt.hist([df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "While the information we wanted is there, the `plot` itself looks kinda cold and misses a few pieces to make it intelligible, e.g. `axes labels` and a `title`. This can easily be added via `matplotlib`'s `plt` interface. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "plt.hist([df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()])\n", "plt.xlabel('Age', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "plt.title('Distribution of age', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We could also add a `grid` to make it easier to situate the given `values`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "plt.hist([df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()])\n", "plt.xlabel('Age', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "plt.title('Distribution of age', fontsize=15);\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Seeing this distribution of `age`, we could also have a look how it might interact with `responses`, e.g. do younger `participants` exhibit different `response` pattern thanthan older `participants`. Thus, we would create a `bivariate visualization` with `linear data`. As an example, let's look at the `mean` `accuracy` of `responses` to `shapes`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "age_list = [df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()]\n", "acc_means = [df_all_part[df_all_part['participant_id']==part & (df_all_part['trial']==\"shapes\")]['response'].to_numpy().mean() for part in df_all_part['participant_id'].unique()]\n", "\n", "plt.figure(figsize=(10, 5))\n", "plt.scatter(age_list, acc_means)\n", "plt.xlabel('Age', fontsize=12)\n", "plt.ylabel('Accuracy for shapes', fontsize=12)\n", "plt.title('Comparing accuracy and age', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Sometimes, we might want to have different `subplots` within one main `plot`. Using `matplotlib`'s `subplots` `function` makes this straightforward via two options: creating a `subplot` and adding the respective `graphics` or creating multiple `subplots` and adding the respective `graphics` via the `axes`. Let's check the first option: " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplot(1, 2, 1)\n", "plt.hist([df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()])\n", "plt.xlabel('Age', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "plt.title('Distribution of age', fontsize=15);\n", "plt.grid(True)\n", "\n", "plt.subplots_adjust(right=4.85)\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.scatter(age_list, acc_means)\n", "plt.xlabel('Age', fontsize=12)\n", "plt.ylabel('Accuracy for shapes', fontsize=12)\n", "plt.title('Comparing accuracy and age', fontsize=15);\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Hm, kinda ok but we would need to adapt the `size` and `spacing`. This is actually easier using the second option, `subplots()`, which is also recommended by the `matplotlib` community:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(20, 5))\n", "\n", "axs[0].hist([df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()])\n", "axs[0].set_xlabel('Age', fontsize=12)\n", "axs[0].set_ylabel('Count', fontsize=12)\n", "axs[0].set_title('Distribution of age', fontsize=15);\n", "axs[0].grid(True)\n", "\n", "axs[1].scatter(age_list, acc_means)\n", "axs[1].set_xlabel('Age', fontsize=12)\n", "axs[1].set_ylabel('Accuracy for shapes', fontsize=12)\n", "axs[1].set_title('Comparing accuracy and age', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "As `matplotlib` provides access to all parts of a `figure`, we could furthermore adapt various aspects, e.g. the `color` and `size` of the `draw`n `markers`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(20, 5))\n", "\n", "axs[0].hist([df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()])\n", "axs[0].set_xlabel('Age', fontsize=12)\n", "axs[0].set_ylabel('Count', fontsize=12)\n", "axs[0].set_title('Distribution of age', fontsize=15);\n", "axs[0].grid(True)\n", "\n", "axs[1].scatter(age_list, acc_means, c='black', s=80)\n", "axs[1].set_xlabel('Age', fontsize=12)\n", "axs[1].set_ylabel('Accuracy for shapes', fontsize=12)\n", "axs[1].set_title('Comparing accuracy and age', fontsize=15);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "This provides just a glimpse but `matplotlib` is infinitely customizable, thus as in most modern `plotting` environments, you can do virtually anything. The problem is: you just have to be willing to spend enough time on it. Lucky for us and everyone else there are many `modules`/`libraries` that provide a high-level interface to `matplotlib`. However, before we check one of them out we should quickly summarize `pros` and `cons` of `matplotlib`." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "###### Pros\n", "\n", "- provides low-level control over virtually every element of a `plot`\n", "- completely `object-oriented API`; `plot` components can be easily modified\n", "- close integration with `numpy`\n", "- extremely active community\n", "- tons of functionality (`figure compositing`, `layering`, `annotation`, `coordinate transformations`, `color mapping`, etc.)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "###### Cons\n", "\n", "- steep learning curve\n", "- `API` is extremely unpredictable--redundancy and inconsistency are common\n", "- some simple things are hard; some complex things are easy\n", "- lacks systematicity/organizing `syntax`--every `plot` is its own little world\n", "- simple `plots` often require a lot of `code`\n", "- default `styles` are not optimal" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### High-level interfaces to matplotlib\n", "\n", "- `matplotlib` is very powerful and very robust, but the `API` is hit-and-miss\n", "- many high-level interfaces to `matplotlib` have been written\n", "- abstract away many of the annoying details\n", "- best of both worlds: easy generation of `plots`, but retain `matplotlib`'s power\n", " - [Seaborn]() \n", " - [ggplot]()\n", " - [pandas]()\n", " - etc.\n", "- many domain-specific `visualization` tools are built on `matplotlib` (e.g., `nilearn` and `mne` in `neuroimaging`)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Going further with advanced plots\n", "\n", "This also marks the transition to more \"advanced plots\" as the respective libraries allow you to create fantastic and complex `plots` with ease!\n", "\n", "#### [Seaborn]()\n", "\n", "`Seaborn` abstracts away many of the complexities to deal with such minutiae and provides a `high-level API` for creating aesthetic `plots`.\n", "\n", "- arguably the premier `matplotlib` `interface` for `high-level plots`\n", "- generates beautiful `plots` in very little `code`\n", "- beautiful `styles` and `color palettes`\n", "- wide range of supported plots\n", "- modest support for structured `plotting` (via `grids`)\n", "- exceptional [documentation]()\n", "- generally, the best place to start when `exploring` and `visualizing data`\n", "- (can be quite slow (e.g., with `permutation`))\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "For example, recreating the `plots` from above is as easy as:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of age')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "sns.histplot([df_all_part[df_all_part['participant_id']==part]['age'].to_numpy()[0] for part in df_all_part['participant_id'].unique()])\n", "plt.xlabel('Age')\n", "plt.title('Distribution of age')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Comparing accuracy and age')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x=age_list, y=acc_means)\n", "plt.xlabel('Age')\n", "plt.title('Comparing accuracy and age')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "You might wonder: \"well, that doesn't look so different from the `plots` we created before and it's also not way faster/easier\". " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "True that, but so far this based on our `data` and the things we wanted to `plot`. `Seaborn` actually integrates fantastically with `pandas dataframes` and allows to achieve amazing things rather easily." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Let's go through some examples!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "How about evaluating `response_time` as `function` of `age`, separated by `handedness`? Sounds wild? Using `seaborn`'s [pairplot]() this achieved with just one line of `code`: " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df_all_part[['age', 'left-handed', 'response_time']], hue='left-handed')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Or how about `rating` of `animals` as a `function` of `age`, separately for each `animal`? Same approach, but restricted to a `subdataframe` that only contains the `ratings` of the `animal category`! However, before we create the `plot`, we will adapt the `stim_file` `column` from a `path` to the `image` to the `animal` name for plotting reasons." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Define a function to replace the stim_file based on the presence of specific animal names\n", "def replace_stim_file_images(row):\n", " animals = ['capybara', 'wombat', 'platypus'] # List of animals to check for\n", " for animal in animals:\n", " if animal in row['stim_file']:\n", " return animal # Replace with the animal name if found\n", " return row['stim_file'] # Return the original value if none of the animals are found\n", "\n", "# Apply the function to each row\n", "df_all_part['stim_file'] = df_all_part.apply(replace_stim_file_images, axis=1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "And do the same for the `shapes` to be consistent." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Define a function to replace the stim_file based on the presence of specific animal names\n", "def replace_stim_file_shapes(row):\n", " shapes = ['square', 'plus', 'cross'] # List of animals to check for\n", " for shape in shapes:\n", " if shape in row['stim_file']:\n", " return shape # Replace with the animal name if found\n", " return row['stim_file'] # Return the original value if none of the animals are found\n", "\n", "# Apply the function to each row\n", "df_all_part['stim_file'] = df_all_part.apply(replace_stim_file_shapes, axis=1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Now we're ready for plotting!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df_all_part[df_all_part['trial']=='images'][['age', 'stim_file', 'response_time']], hue='stim_file')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Assuming we want to check the `responses` to the `images` further, we will create a respective `subdataframe`." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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participant_idageleft-handedDo you like this session?sessionstim_fileresponseresponse_timetrial_typetrial
24124FalseYespostcapybara10.495692experimentimages
25124FalseYespostplatypus10.918446experimentimages
26124FalseYespostplatypus00.823403experimentimages
27124FalseYespostplatypus10.967150experimentimages
28124FalseYespostwombat10.531525experimentimages
29124FalseYespostcapybara10.686935experimentimages
30124FalseYespostplatypus10.700605experimentimages
31124FalseYespostcapybara10.986232experimentimages
32124FalseYespostwombat10.352742experimentimages
33124FalseYespostwombat10.513988experimentimages
34124FalseYespostplatypus10.433638experimentimages
35124FalseYespostwombat10.487932experimentimages
60124FalseYestestplatypus11.119574experimentimages
61124FalseYestestcapybara10.952908experimentimages
62124FalseYestestplatypus01.091557experimentimages
63124FalseYestestplatypus11.418296experimentimages
64124FalseYestestcapybara11.027042experimentimages
65124FalseYestestplatypus10.885462experimentimages
66124FalseYestestcapybara11.049408experimentimages
67124FalseYestestwombat01.434780experimentimages
\n", "
" ], "text/plain": [ " participant_id age left-handed Do you like this session? session \\\n", "24 1 24 False Yes post \n", "25 1 24 False Yes post \n", "26 1 24 False Yes post \n", "27 1 24 False Yes post \n", "28 1 24 False Yes post \n", "29 1 24 False Yes post \n", "30 1 24 False Yes post \n", "31 1 24 False Yes post \n", "32 1 24 False Yes post \n", "33 1 24 False Yes post \n", "34 1 24 False Yes post \n", "35 1 24 False Yes post \n", "60 1 24 False Yes test \n", "61 1 24 False Yes test \n", "62 1 24 False Yes test \n", "63 1 24 False Yes test \n", "64 1 24 False Yes test \n", "65 1 24 False Yes test \n", "66 1 24 False Yes test \n", "67 1 24 False Yes test \n", "\n", " stim_file response response_time trial_type trial \n", "24 capybara 1 0.495692 experiment images \n", "25 platypus 1 0.918446 experiment images \n", "26 platypus 0 0.823403 experiment images \n", "27 platypus 1 0.967150 experiment images \n", "28 wombat 1 0.531525 experiment images \n", "29 capybara 1 0.686935 experiment images \n", "30 platypus 1 0.700605 experiment images \n", "31 capybara 1 0.986232 experiment images \n", "32 wombat 1 0.352742 experiment images \n", "33 wombat 1 0.513988 experiment images \n", "34 platypus 1 0.433638 experiment images \n", "35 wombat 1 0.487932 experiment images \n", "60 platypus 1 1.119574 experiment images \n", "61 capybara 1 0.952908 experiment images \n", "62 platypus 0 1.091557 experiment images \n", "63 platypus 1 1.418296 experiment images \n", "64 capybara 1 1.027042 experiment images \n", "65 platypus 1 0.885462 experiment images \n", "66 capybara 1 1.049408 experiment images \n", "67 wombat 0 1.434780 experiment images " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_images = df_all_part[df_all_part['trial']=='images']\n", "df_images.head(n=20)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "And can now make use of the fantastic `pandas` - `seaborn` friendship. For example, let's go back to the `scatterplot` of `age` and `ratings` we did before. How could we improve this `plot`? Maybe adding the `distribution` of each `variable` to it? That's easily done via `jointplot()`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='age', y='response_time', data=df_images, hue='session')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Wouldn't it be cool if we could also briefly explore if there might be some statistically relevant effects going on here? Say no more, as we can add a `regression` to the `plot` via setting the `kind` `argument` to `reg`:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='age', y='response_time', data=df_images, kind='reg')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Is there maybe a slight preference for one animal over another? We might want to spend a closer look on the `response_time` for each `animal`. One possibility to do so, could be a `boxplot()`:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "sns.boxplot(x='response_time', y='stim_file', data=df_images, hue='stim_file', palette='vlag', dodge=False)\n", "plt.legend([],[], frameon=False)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "However, we know that `boxplot`s have their fair share of problems...given that they show `summary statistics`, `clusters` and `multimodalities` are hidden..\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "That's actually one important aspect everyone should remember concerning `data visualization`, no matter if for `exploration` or `analyses`: show as much `data` and information as possible! With `seaborn` we can easily address this via adding `individual data points` to our `plot` via `stripplot()`: " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.boxplot(x='response_time', y='stim_file', data=df_images, hue='stim_file', palette='vlag', dodge=False)\n", "sns.stripplot(x='response_time', y='stim_file', data=df_images, color='black')\n", "plt.legend([],[], frameon=False)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Ah yes, that's better! Seeing the `individual data points`, we might want to check the respective `distributions`. Using `seaborn`'s `violinplot()`, this is done in no time." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,6))\n", "\n", "sns.violinplot(data=df_images, x=\"response_time\", y=\"stim_file\", inner=\"quart\", linewidth=1, palette='vlag')\n", "sns.despine(left=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "As you might have seen, we also adapted the style of our `plot` a bit via `sns.despine()` which removed the `y axis spine`. This actually outlines another important point: `seaborn` is fantastic when it comes to customizing `plots` with little effort (i.e. getting rid of many lines of `matplotlib` `code`). This includes \"`themes`, `context`s, `colormaps` among other things. The `subdataframe` including `response_time` for `shapes` might be a good candidate to explore these aspects." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "df_shapes = df_all_part[df_all_part['trial']=='shapes']\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Starting with `themes`, which set a variety of `aesthetic` related factors, including `background color`, `grid`s, etc., here are some very different examples showcasing the `whitegrid` style" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"whitegrid\")\n", "sns.violinplot(data=df_shapes, x=\"response_time\", y=\"stim_file\", inner=\"quart\", linewidth=1, palette='vlag')\n", "sns.despine(left=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "and the `dark` style:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"dark\")\n", "sns.violinplot(data=df_shapes, x=\"response_time\", y=\"stim_file\", inner=\"quart\", linewidth=1, palette='vlag')\n", "sns.despine(left=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "While this is already super cool, `seaborn` goes one step further and even let's you define the `context` for which your `figure` is intended and adapts it accordingly. For example, there's a big difference if you want to include your `figure` in a `poster`: " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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5Vq5cybZt26itrZUP6XNEwqYQC0Q8Huf111/n1VdfpaenB4PJSknNGtz5FajUmmw3b8kxmO00bnsvqiW2TaeYG1L8/tYxWhyU1W+guLqRkYFOWjsu0NT0T7jdHrZtexubNm2SuZ2zTIbRxbwgw+jXNj4+zr59+9izZw+BQACbK5/c4lpsLhkqF/OfTDeYnmQiTtDnxWR1yofHWyydThMYH2ao5wLe4W5UShXr1q3lbW97G6Wlpdlu3qIgPZtCzEOXh8p37drFiRMnUCiVuPLKKV9Zg8EkQ2zzgQx7To9KrcWRUyw9wG9BpdZgdeZmuxlLkkKhwOLIweLIoSQaZrivnRMnT3Hw4EGKiop429vexrp169DppGTczZKeTTEvSM/mpEgkwtGjR9m9ew99fb0YTFY8hdW4C8pRy5v1vCI9dmI2RUIBuluPU1zViN4oBfCzLZ1OMT7Sz3DvBcZH+tBqtaxfv56tW7dSXFyc7eYtONKzKcQ80NPTw549ezhy5AjxeBybq4CaxttlVfk8pjdaqFtzpyzKErMimYgxNtRNQdnybDdFMFm30+EpxOEpJBoOMtzXxtFjx9m3bx+FRUVs2byZdevWYTKZst3UBUF6NsW8sBR7NkOhEMeOHWP//gN0d3eh0xtx5VfgKaxEp5cXMCGWkngsgnewC2duCRqtPtvNEVeRTqUYH+1jpK+d8ZE+lEoFK1euZPPmzdTV1UndzuuQsCnmhaUSNpPJJGfPnuXgwYM0NTWRSqWwuwpwF1RgdxeikGLOC4YMe05PKpkgEg6gN5hRqmQwTSwO8WiYkYFORgc6CPnHMZnMrFu3lnXr1lFWViYjUm8if/lCzLFUKkVbWxvHjh3j+PHjBINBjGY7BRUNuPLKpPbgAiXDntMTDvpkbus0SPH7hUWjM5BfWk9eSR0h/xijA50cPHSEXbt24XA6Wb9uHatXr6a4uFiCJxI2hZgTyWSS1tZWmpqaeP311/H7/egNJuw5JZQtL8VoccgL0AKn1RsprV2HVi/1+MTMSfH7hUmhUGCyOjFZnRRXr8Y/NszoYCevvrqLF198EbvdzurVq1m1ahWVlZVLditSCZtCzJJAIMDZs2dpamriTHMz0UgEnd6I3VNEUe0mzDa3BMxFRKPVk1tck+1miEVCrdWRU1SNWivldRYqhUKJ1ZmL1ZlLqnY9/vEhxoa6OXDwMK+99hp6g4Fl9fUsW7aM+vp6bLalUzJNwqYQNykWi9HW1sa5c+doaTlLb28PAGarE3dBNXZ3ofRgLmIy7Clmk05voqxufbabIWaJUqnE5szD5swjnV5H0DfK+Egf59u6eP311wHIz8+ntraWqqoqKisrsVgWb2ULWSD0FmKxGC+99BK//vWvaW9vZ3h4GLPZzPLly3n3u9/NAw88MKVb/KMf/SiHDx9m8+bN/Nu//Rvf/va3eeKJJ/D5fOTm5vKOd7yD//7f//uU52hqauLRRx/l6NGjDA4OolKpyM/PZ/PmzXz4wx+mvLz8um184YUXeOKJJzh16hTj4+MYjUby8vLYsmULH/jABygrK7vmufv37+eXv/wlr7/+OiMjI+h0OnJycti4cSO/8zu/w4oVK2b085uu+b5AKJ1OMzY2RkdHBx0dHbS1tdPb20sqlUSnN2K252C99MIiw6pLg9TZFLMpEY/h8w5gdeah1khN3cUsHovg8w4wMTpAYGKISCgAQE5uLlWVlZSWllJaWkp+fv6iWeEuYfM6enp6+NznPse5c+eueczGjRv5zne+g9k8uRr1jWHT6XTy7LPPTjn+U5/6FH/yJ38CTAbZ//k//ye/+MUvrvn4arWaL3zhC3zmM5+54r5YLMaXvvQlXnnlleue/6d/+qd85CMfmXJ7Op3mr/7qr3j00Uevea5CoeBTn/oUX/nKV655zGyZT2EzHo8zNDREX18fPT099PT00N3TQygYBMBgsmC0uDDb3FgduehNVum9XIKikSD9nc3kly2TUlVixuTDy9IVjQTxjw3hHx8i5PMSDIxDOo1araawqIiiwkIKCgrIz88nPz9/QfaASti8Bq/Xyzvf+U5GRkYAqKur413vehd5eXl0d3fz85//nIGBAQDuuOMOvvvd7wK/DZs6nY5oNEpZWRkf+9jH0Gg0vPTSS3zlK1+hurqadDrNH//xH2fCqNFo5MEHH6ShoYFkMsmRI0d46qmniMfjAHz2s5/lD//wD6e08Zvf/Cb/8i//AsCyZct45zvfSUFBAX6/n6NHj/L000+TTCYBeOyxx6aEuMcee4yvfe1rAJSWlvLe976XkpISIpEIp06d4le/+hXRaBSAb33rW9x7771z8WPOuJVhM51OEwwGGRsbw+v14vV6GRkZYXBwkIHBQcbHxoHJPwu90YzBZMdgtmOyODHb3VIDTwgx68JBH50thymr34DBZM12c0QWJZMJQn4vwQkvQf8okZCPcGCCVCoFgNFowu12k5PjwePx4Ha7cTqd2O127HY7Go0my9/BlSRsXsNXv/pVHn/8cQA+/OEP87WvfW3KcHkgEOCDH/wg58+fB+AnP/kJGzduzIRNgLy8PJ588knsdvsVj//UU09legzLysr4wQ9+QGFh4ZRjzpw5w+/93u/h9XpRKBT87Gc/Y82aNcBkOZ1NmzYxMTFBfX09//mf/4lWO3Xo5bnnnuPLX/4yADt37uTv//7vM/e9+93v5uzZs+Tm5vLUU09d0cZjx47x0EMPkUgkWL9+PY888siN/ghvyFyFzebmZk6dOoXP52PC58M34cPv9xOPxzLHKJUq9EYzOoMFndGCwWhFb7RgMNtlOEtckwx7CiFulVQqRTTsJxyYIBycIBoOEA0HiEUCRCPhKccaTSbsNhtWqxWLxYLZbMZqtbJu3TocDkdW2i8LhK7C6/Xy5JNPAlBfX8+f//mfX1GuwGw289d//dd88IMfBOCZZ55h48aNU455//vff9WgCfC9730PmBzm/n//7/9dETQBli9fzte//nX+23/7b6TTab73ve9lzvN6vUxMTACwefPmK4ImwH333cePf/xjkskkTufUYZmOjg4AVq9efdU2rl27ljvvvJPu7m7y8vKu+j0sBM888yz9AwMYLU7UWj06Sw5mVylavRGt3oROb0St1cswuLhh0XCA1lN7Wb7hHtQaGfa8lnBggtZTe6lauRWDeemsvr1RUvxeXI9SqcRgsmEwXfk3lEwmiEVCk5fo5HU8GmLQG6Rv0EsiHiUc9BGLxbj//vuz0HoJm1e1e/fuTHf1Bz/4wWtO0F2zZg1f+tKXyM/PZ9myZVfcv27duque19PTQ2trKwBve9vbqKm5dvmU22+/nZqaGs6fP8++ffuIRCLo9XqsVisqlYpkMsnzzz/Phz/8YYqKiq44/1rzQe12O4ODg+zbt4/m5uartv8f//Efr9muhSKdTmO0OCmsaECj06PR6lEqF8eEa5FdSpUaiz1HgsFbSKWShIMTpFLJbDdlXpPi9+JmqVRqDCZrZvpFOp0mmYgTj0VIxCLEYxEunjtCNgey5VXyKk6fPp35+vKw9bV87nOfu+Z9FRUVV7395MmTma83bdr0lu3ZtGkT58+fJx6P09zczJo1a9BqtezYsYOXX36Zvr4+7rvvPrZv387tt9/O1q1byc3Nve5j3nPPPfz4xz8mEAjwO7/zO2zZsoUdO3awbds2iouL37JNC4XDYae7u4mJ0f7MbRqtDp3ehFprQGcwTfZwGszojRb0BgvKRbL6T8wtg8lK/bq7st0MsUgoFArUGp2Msoi3lE6niUfDRMJ+oqEAkbD/Um9mmHgsTDQSJJWc+uFOqVSSk5OTpRZL2Lyqy4uCAAoKCm76cazWq0/yHh0dzXw9nWD3xmPeeO5f/uVf0tLSQm9vL9FolBdffJEXX3wRmFzQdMcdd3D//fdTVVV1xWN+8Ytf5OjRo5w5c4ZkMsmePXvYs2cPMDmH9I477uDee+/N+srwmfq93/s9/H4/Pp8Pn29yvubExARjY2OMer14R0cZHOwkFvvtHE6D0YLWYMZgtmM02zFaHOiN1iW784O4Ohn2FLPJaHGwZvuD2W6GmEfS6TSxSJBQYJxwcIJwYIJIaIJI0E8ymbh0lAKbzYrT6cJRUIjD4cBut2O7NGfTbDZjNpsxGo1ZfQ+TV8iruDwXEkCvv/mVx1ebRwkQvFRCByZXob8Vg+G3BaNDoVDm68uLe/71X/+Vxx9/nKGhocx9Z8+e5ezZs3znO9/hrrvu4m/+5m+mzNs0m808+uij/OhHP+Kxxx6jq6src19nZyc/+MEP+MEPfsC6dev4u7/7uwXb26lUKrHZbNfdqSGdThMIBBgaGmJoaGhyVfrAID29PQxcbLn0OCqMFjsm62TJI7PNg1ZvlF6IJUyGPadHZzBTtXIrOoM5200RYl6LxyIEJkYI+kYJ+ryE/F7iscmqMDq9nvy8fOoql5GXl4fb7cbj8eByuebl6vM3k7B5FW8MmJFIBJNpdmvoXSs8Xssbw+kbz4XJ0PhHf/RHfPnLX6apqYndu3ezb98+mpqaMmWPXn75ZUZGRnj00UenhCOtVsunP/1pPv3pT3P27NnMua+//nqmp+/o0aN84hOf4Omnn77iuRcLhUKBxWLBYrFQWVk55b5QKJSpt3nx4kXa2ttp656sQKDTGzHZPNiceVideegMUmtxKZFhz+lRa7Q4c0uy3Yx5T+psLj2xSAjf+BD+sSGCE8OEApMdXSaTmdLSUso2NlJSUkJhYSF2u31Bv9ZI2LwKl8uV+XpgYOCKAPJGZ86cQalUUlxcnCns/lY8Hk/m6+7u7rc8/uLFi5mvrzUXU6FQsGrVKlatWsUXvvAFxsfHefbZZ/k//+f/EAqFOHHiBPv37+e222676vl1dXXU1dXx6U9/mmAwyEsvvcT/+T//h+HhYbq7u3n66ad53/veN63vbzExGo1UVVVNmYrg9/vp6Oigvb2ds+fO0dFyCJgs9m5x5GF3F2J15Mrcz0VOhj2FEDcilUziHx9iYrQfn3eAUGAcgJycHBpXraC6upqKigocjsW3zbGEzatYvnw5jz32GADHjx+/btj8q7/6K5qamnA6nRw4cGBaj79y5crM1wcPHuTjH//4dY8/dGgyzKjV6kxb2tvbOXDgAB0dHTz00EOUlEztObDb7Xz4wx8G4H/8j/8BwLlz57jtttsYGBhg9+7dtLe3c++997Jq1aop55pMJnbu3InD4eDTn/505lwxyWKx0NDQkJnPGgwGuXDhAufOneP0mTOcP3EBlVqN1ZmH3V2E3V2IRqvLcquFEPOZwWyncdt7UamlZutiEo9FGB/pZXyoB9/YIMlkAovVSsOKZSxbtozq6uoFuSPQjZKweRVve9vbUCqVpFIpHnvsMR588MGrfsq4ePEip06dAiZrXU5XSUkJ1dXVXLhwgT179nD+/Plrlj965ZVXaGtrAyZLKV3uPW1qasqEyPz8fD71qU9d9fw31tC8PD+0p6eHv/iLvwAmt7x8c9i87I3zHKczt3SpMplMrF69mtWrV/O+dJqBgQGamppoamqio/kgCoUSmysPZ04J9pwi1PJmsijIsOf0xKJhhnoukFNUjVa3OKfizAalUolSdidbFGLRMN7BLsaHe/CND0E6TXl5Odtuu59ly5ZRUFCw6Hou34qEzasoKiri7rvv5oUXXuDEiRN861vfyuzEc1kgEODP//zPM3WrPvShD93Qc/ze7/0e/9//9/+RSCT4whe+wA9/+MMrVr63tLTw53/+58DkMPkbyyzdfvvt6PV6IpEI3/3ud9mxY8cVpZZisRg/+clPMudfrvu5evVqcnNzGRwc5D//8z+57777rqgJmk6n+fd///fMv69VM1RMpVAoMvvXvuMd78Dn83H8+HGOHj1Ge/NBlGdV2NwFuPPKsbkLZIW7WPTi0TB9HadxeIokbF6HFL9f2BLxGGND3XgHLzLhHUCpVFFTW8N979hBQ0PDNavTLBUSNq/ha1/7GkePHmV0dJR/+Zd/4dChQ9x///04HA46Ozv5xS9+kVn9/eCDD95wGNu5cyevvPIKL7zwAp2dndx///38zu/8TmZv9KNHj/LEE09k9kb/1Kc+NWWHIrvdzqc+9Sn++Z//Gb/fz86dO3nPe97DsmXLMBgM9PT08Ktf/Yqenh6AKSWQ1Go1X/rSl/izP/sz4vE4Dz30EPfffz+rV6/GZrPR39/PU089ldmKc82aNWzfvn3GP9OlyGq1sn37drZv387Y2Bivv/46hw8f5kLTbrQ6PY6cUjwFFRgt2dlCTNw8GfYUs0mK3y88qVSKiZE+RvrbmRjtI5VKUV1TwwP33smqVatkRPANZG/062hvb+czn/nMlAU6b/bOd76Tr3/965nSA2/cG/2t5jnGYjEefvhhfv3rX1/zGJVKxR/90R/xe7/3e1fcl0wm+bM/+zOeeOKJ6z7Pjh07+Na3vnVFGadvfOMb/Ou//ut1dxVYvXo13/3ud6/Y7nK2zdXe6PNVb28vBw8e5PDhwwSDQcxWF+7CSly5pajU87+MhRDTJdMNpieZiBP0eTFZnfIaMM+FAuOM9LXjHewkFo1QWFjIpk2bWLNmzXXL7C1lEjbfQiwW47HHHuP555/n/PnzBINBbDYbq1at4v3vf/8VPX43EjYvO378OP/5n//JkSNHGB4eRqvVUlhYyNatW3n/+9//ljUu9+7dy69//WuampoYHh4mlUrh8XhYtWoV73rXu9ixY8c1zz158iS/+MUveP311xkcHCQej+N0Olm2bBn33XcfDzzwwC0Z6l1qYfOyZDLJmTNn2Lt3L83NzajVGpx5ZeQUVklv5zwnw57TEwkF6G49TnFVI3qj1NoUC1MyEcc72MVwXyuBiVGMRhMbNqxn06ZNV90qWkwlYVPMC0s1bL6R1+tl//797N23j4Dfj9WRg6eoGoenWOZ2zkPSYydmk4Ty+SnoH2O4txXvQCeJRJy6+nq23nYbK1asQK2WmYjTJWFTzAsSNn8rmUzS1NTEa6+9RltbGzq9EXdBJZ7CKllgMY/IsKeYTfLhZf5IJROMDnYx3NtKYGIEi9XKbVu2sHnz5il1uMX0SdgU84KEzavr7e1l9+7dHD58mEQyiTOnhLySOnkzEmKRiccieAe7cOaWoJESSFkRCfkZ6rnA6EAH8ViU2tpatm3bxooVK1DJJh0zImFTzAsSNq8vFApx4MABXnvtNcbGxrDYPeQU1+D0FKOQIfaskGHP6UklE0TCAfQGM0qVDDuK+SWdSjE+0sdQ7wUmRvsxGAxs3ryZrVu3kpOTk+3mLRryly/EAmA0GrnzzjvZsWMHp06d4pVXXqXt1D569CY8RVV4CiqlN+QWSyYm6+oVlC3PdlPmtXDQJ8PD0yDF72+tWDTMSF8bw31tRMNBSkpKeee9H2HNmjVotVLObLZJ2BRiAVEqlaxatYpVq1bR09PDrl27OHz4CH0dp3HllpFbXCOr2G8Rrd5Iae06tHqppSdmTorfz710Oo1/bJChnlbGhntQqVSsX7+Ot73tbVds+Sxml4RNIRaooqIiPvzhD/Pud7+bffv2sWvXbk4faptcxV5YhSOnGKVS5hnNFY1WT27x1beZFeJGqbU6coqqUWt12W7KohOPRRjp72C4t5VIyI/NbufBB9/Lhg0bpPD6LSJhU4gFzmw28453vIO77rqLpqYmdu3aRevp/Wh1hkur2CvR6U3ZbuaiI8OeYjbp9CbK6tZnuxmLRjqdxucdZLhvshdTqVBQWlpKbe1WioqKWLVqVbabuKTIAiExL8gCodnV19fH7t27OXToMIlEHJsrH09hFXZXgSwomiVSqkbMpkQ8hs87gNWZh1ojcwZvViQUYHSgg9GBDiKhADk5uWzdehsbNmygvb1d3meyRHo2hViECgoK+MAHPsDOnTs5evQoe/ft48LJ3ej0Rpx55bjzyzGYrNlu5oImw55iNkXDAVpP7WX5hntQa+TDy41IJGJ4B7vwDnTiGxtCq9WxZk0jW7Zsoby8HIVCke0mLnkSNoVYxPR6PVu3bmXr1q10d3ezb98+jhw9Sn/nGcw2N668Upy5pbKS/SbIsKeYTUqVGos9R8pDTVMyEWd8pBfvYBcTo/2kUklqa+t4z7vuZdWqVbKifJ6RYXQxL8gw+q0Tj8c5ffo0hw4dorm5mXQarM5cHDnFODxFEjynSYY9hbi1EvEYE6N9jA31MDHaRzKZoLikhHVr17J27Vrsdvt1z5f3meyRj1BCLDEajYbGxkYaGxvx+/28/vrrHD9+nLazR+g8ewSrIweHpwibqwC90ZLt5s5bMuw5PeHABK2n9lK1cisGsy3bzZm3pPj91UXDQcZHehgf6cXnHSKdTlFYWMjW++9jzZo1uN3ubDdRTIP8RguxhFksFrZv38727dvx+/2cPHmS48dPcOHCcS6eO4bBZMHiyMfuzsdiz5E9wN9Ahj2nJ5VKEg5OkEols92UeU2K309KJuL4xgaZGO3HPzZIOOhDqVRRXV3F2+94GytXrsTpXLo/n4VKXiWFEMBk8Lw8vzMcDnP+/HlaWlo4ffoM53vOg0KB2eLAZHNjsedgtrvR6pZujTqDyUr9uruy3QyxSCgUCtQa3ZJbzBKPRfCPDxMYHyYwMULQ5yWdTuFwOlmzeiX19fXU1tZiMEh5sYVMwqYQ4goGgyGzU1E6nWZoaIjW1lba2tpobW2ltfs8AFqdAYPZjtFsx2hxYDDZ0BktqJZAb58Me4rZZLQ4WLP9wWw3Y04lE3GC/jFCPi9B/ygh/xjhoA8Am91OXXUVlZV3UldXh8fjyXJrxWySV0ghxHUpFApyc3PJzc3ltttuA2BiYoKOjg56enro6emhu6eH/ostmXN0eiM6gxmtwYxWZ0SrM6LRGdDqDGi0elQaLUqlakH34siw5/ToDGaqVm5FZzBnuyniFkkmE0RDfkLBCcKBCSLBCSIhXyZYqtVqCouKWF6zmvLyciorK2VofJGTsCmEuGE2m43Vq1ezevXqzG3BYJDBwUGGh4cZHh5maGiIoaFhJka6CAT8vLnwhVKpRK3RodZoUanUKJRqFEolSpX6UhBVolAqJq8VCkBx6b9LAfVyUH3T46ZJw5trbFw+T6FAgWLy8RSKzHMolarJ51SqUKpUKJVqVGoNKtWla7UGtVo7pSD+Uh32vFFqjRZnruw7/VYW0iYB6VSKWDRMLBIkGgkSi4SIhgNEw/7J60goc6zVaiW/oIDClTUUFBRQXFxMXl4eKpVspbuUSNgUQswKk8lERUUFFRUVV9yXSqXw+/1MTEzg9/sJhUJTLrFY7IpLMpmccolEopnAqtVqSafTl0Lj5HMo+O3XmX/z2/CZJk06lSadTpNKpUilkiRTKVLJJIlEgng8wZUpdSq1RotGq58MyGodzpxixoZ7CPq8aHQGdHoTWoNpSUwjEItLOp0mlUwQj0WJx8IkYhHily/RMLFomER88utoNDzlQ57BaMTldFJcXkROTg4ejwePx0NeXp7sPS4ACZtCiFtAqVRis9mw2W6+9M1c18hLp9Mkk0ni8TixWIxIJEIkEiEajRIOhwmFQgQCAYLBIIFAAJ/Px/jEBONDAwQDQd4YVLU6AzqDCY3OhMFkRW+0oDfZ0C+R+azixhnMdhq3vReVenZqtr4xPCbik6ExEYsSj0cng+Sl62QiNnl7LEIymZjyGAqFAqPJhNVipSDHjt1emvk7djqdOJ1OHA4HOp3soiWuT171hBCCS8PiajVqtRqDwXBDwTiZTDIxMYHX68Xr9TI6OsrIyAjDw8MMDnYQDAYyx+qNZvRGG0azfXJxlcWO3mhBoVice9bHomGGei6QU1SNVicriq9FqVSinMaGCqlUMtPTGI+GicfCxKKRSz2RYZLxyUAZi4ZJJa8sN6XX6zGZzFgsZixuNxaLBbPZnLk2m81YrVasVismkwmlcnH+XopbS8KmEELMkEqlyvT0XE0oFGJwcJDBwUH6+/vp6e2lr7eLvs4zl85XT67mNzswWZ2YrE4MJuuiCKDxaJi+jtM4PEUSNq8jHJjgwqk9lNauRalUEY2EiEWCxMJBYtEQiViEWCRELBaZcp5SqcJitWC1WMnNc2KxWK64XA6RZrNZ5kqKrJCwKYQQc8xoNFJeXk55efmU2wOBAL29vXR3d9Pd3U1XVxcdzZNlpVRqNSaLE6PVhdnqwmxzo9XL/LeFLpmIEw0HiIT8RC4tqomFg0TDfiLhIOdefzVzrN5gwOlw4Ml14nDYsdsnL5eHsi/3PsoiNTHfSdgUQogsMZvN1NbWUltbm7ktEonQ3d3NxYsX6ejspLOjg4FLZaV0BhMmy2TwNNvdGC0OlErpqZpv0qkUkXCASMg3GSpDPqIh/+Rq7Ug4c5xOp8PldlNQnIvLtQy3243L5crMhdTr33pYXYiFQMKmEELMI3q9nurqaqqrqzO3jY+P09nZSWdnJ21t7XR3NJFIJFAqVZeG3V2Y7Z7J3s95NlStUmtx5BTP2sKX+SSZTBAJ+ggHJy5d+4iGfYRDftKpFAAajRZPjiezUjsnJwe3243H48FsNkuvpFgSJGwKIcQ8Z7fbp9Q1TSQS9Pb20tHRQXt7O23t7Qx0nQUmFyAZLc7J3k9b9ns/9UYz1Q1vy9rzz4ZkIk44OEE4EywniIb8hEP+zDFWq5W8vDzy6svJzc0lLy+P3NxcbDabBEqx5EnYFEKIBUatVlNaWkppaSm33347MNn72dHRcSmAdtDd1kQymUChVGKyOCYDqNWFyepCb1q8q99nIh6LEgldCpWBiUvD3z4i4WDmGLvDQUF+Pvn59eTl5ZGfn09ubq7s3S3EdUjYFEKIRcBut9PY2EhjYyPw297Pzs7OyfmfHR20N18A3rj63Y7J4sRgtmMw25ZEDdBUKvnbBTohP5Ggb3JxTtCXWemtUChwulyUFOSTl7diSqiUmpJC3LjF/8oihBBL0Bt7Py8LhUKTe9lfWv1+8WIXHT2tXC5IP1mA3oreZMNgtKC/VJBerbn5gJVKJoiEA+gNZpS3IMym02kS8egbtlAMEAkHiIUDxCJBwuFAZvcbrVaL2+OhtLIkM/R9eV6lRqOZ87YKsVRI2BRCiCXCaDRSU1NDTU1N5rZoNMrAwAB9fX309fXR29vLwGAP/Z0TmWM0Wh06gxmN1ojWYJzcllNnRKPTo9Ea0Gj1qNRXD2fhoG9W9vyeDJExEvEoiXj0DQXNw8SjEeKx0KWAGSSV+m0xc61Wh9vtoqA4F4/Hk9lOMScnB6vVKvMphbgFJGwKIcQSptPprugBhckQOjw8zNDQEENDQ5mdkUZHvfT2tl2xtaFKpUat0aLWaFGqNChValQqDel0CqPFwUD3eTRaHW+OdmkgnUqSSqUy16lknFQyQSqZIJmMk4jHiMdjU/bjnnxOFRaLFZvNij0nl2QyidFoxGq10tjYiNPplBXfQswDEjaFEEJcQafTUVRURFFR0RX3pdNpgsEgfr8fv9+Pz+fD7/cTCoWIRCKEQiHC4TCRSIR4PEFCryAeDxMP+HjjHvKTFKg1arRqNRrdZGDV6ywYDAb0en3mYjKZMrvgmEwmLBbLFQXNm5qaiMfjaDSaK8KzECJ7JGwKIYS4IQqFIhP88vPzs90cIcQ8J7UvhBBCCCHEnJGwKYQQQggh5oyETSGEEEIIMWckbAohhBBCiDkjYVMIIYQQQswZCZtCCCGEEGLOSNgUQgghhBBzRsKmEEIIIYSYMxI2hRBCCCHEnJGwKYQQQggh5oyETSGEEEIIMWckbAohhBBCiDkjYVMIIYQQQswZCZtCCCGEEGLOSNgUQgghhBBzRsKmEEIIIYSYMxI2hRBCCCHEnJGwKYQQQggh5oyETSGEEEIIMWckbAohhBBCiDkjYVMIIYQQQswZCZtCCCGEEGLOqGf7AQOBAC+//DKvv/46fX19TExM8JGPfIR3v/vdAHz3u99l+fLlbNu2bbafWgghhBBCzDOzFjZTqRTf+c53+NGPfkQwGAQgnU6jUCjwer2Z4/7jP/6D0dFRVq1axT/8wz9QXFw8W00QQgghhBDzzKwMo8diMT75yU/yz//8zwQCAdLpNOl0+orjotEoIyMjAJw4cYLf/d3fpa2tbTaaIIQQQggh5qFZCZsPP/wwBw8eJJ1Oo9fref/738/f/d3fXXFcOp3mQx/6EBqNBoVCwfj4OH/4h39IIpGYjWYIIYQQQoh5ZsZhs6mpiccffxyFQkFNTQ2/+c1v+Ou//mt27tx5xbF6vZ6//Mu/5KmnnqKsrAyA1tZWnnnmmZk2QwghhBBCzEMzDpu//OUvAVCr1fzTP/0T+fn5b3lOWVkZ//RP/4RKpQLg+eefn2kzhBBCCCHEPDTjsHn48GEUCgXbtm2jpKRk2udVVlayY8cO0uk0LS0tM22GEEIIIYSYh2a8Gn1oaAiA+vr6Gz63urqal19+mbGxsZk2QwghxBxIp9MEAgGGh4fx+/34fD4CgQA+n49YLEYymcxcAHQ6HXq9PnNttVpxOByZi06ny/J3JIS41WYcNi+vOr88JH4jFAoFABqNZqbNEEIIMUPRaJTu7m4uXrxIX18fg4ODDA0NEQqFMscolUpMJhNmsxmdVotKpUKlUqFUKUkkEnR1daHX60kkEkQiEYLB4JTqJGazmfz8/MyloKCAoqIiCaFCLGIzDptut5uenh5aW1tv+NympqbMYwghhLh10uk0o6OjXLhwgba2Ni5evMjAwADpdBqNRkN+Xh45Hg/L6urweDx43G6sVgtGoxGl8uozsHp6evjGt/+RP/rSFykqKgIgkUjg8/kYH59gbHyMkZFRBgYHOXf2LHv37iWVSqFQKMjPz6e0tJTS0lLKy8vJz8+/5vMIIRaWGYfNdevW0d3dzSuvvILX68XpdE7rvObmZvbv349CoaCxsXGmzRBCCPEWxsbGOHv2LOfPn6e1tZWxsbHJoJeXR1lpCW/behslRcXk5ubc1GjV1ajVapxO56X3hvIp9yUSCQaHhuju6aGrq5uLnZ0cOnSIVCqFwWCgoqKCqqoqKisrKSkpQa2e9U3vhBC3wIz/ch944AEef/xxIpEIf/Inf8J3vvMdtFrtdc/p6uri85//fOYT7b333jvTZgghhHiTaDTK+fPnOXfuHGdbWhgYHEShUFBYUEDDyhVUVVZSXlaG0WjMSvvUajWFBQUUFhSwacOGyTbHYnR1ddHR0Ul7RwfPP/880WgUjUZDeXk5NTU1VFVVUVpaKlOwhFggZhw2b7vtNm677Tb27dvHvn37eO9738vHP/5xli1bljkmlUrh9/u5cOECL730Er/4xS8Ih8OZXs3t27fPtBlCCLHkpVIpent7aWlpoaWlhfb2dpLJJA6Hg9qaat5+991UV1ViMpnm5PkNBgOrGlZiMBhu+jF0Wi3VVVVUV1UBkEwm6evro629nda2dl5++WWeeeYZ1Go1ZWVlVFVVUVVVRXl5+Vs8shAiWxTpq+0reYMmJiZ4//vfT2dnZ2bRz2WX90d/820AOTk5PPbYY+Tm5s60CWKBa2pqIh6Po9FoaGhoyHZzxDwkvyNXNzIyMtlzeWl4PBgMotVqqaqspLa2htqaGjxu9xWvwwtVKpWir6+P9o5O2trbaW9vJxgKoVQqcTqduN1uCgoK2LZtGy6Xa9F832Lm5DUke2YlbAL4fD7+7M/+jJdffvm3D/6GP/I3P01jYyPf/OY3ycvLm42nFwucvAiItyK/I5Ovo8PDw7S2tmYuXq8XhUJBSXExNdXVVFdXUVZaumTmN6bTaQaHhujo6KDzYhcdnZ2MjIwAYDKZKC4uzlwKCwtxu92zNh9VLCzyGpI9sxY2L2tqauKXv/wlhw8f5uLFi1NCpsfjYf369ezcuZNt27bN5tOKBU5eBMRbWYq/I8FgkK6uLi5evJi5+Hw+FAoFBQX5VJRXUFVZQVVl5YyGrhebQDDIxYsX6entpbe3j57eXsbHx4HJMn05OTnk5eWRl5eHy+XC7XbjdDqx2+2yAn4RW4qvIfPFrH/0bWhoyPxPTCaTTExMkEwmsdlsb7lwSAghlqJIJMLw8DADAwP09fXR399PX18fXq8XAL1eT0lxMevXraWivJyy0tJ5GS5j8Tje0VGcLhfaLC7eMZtMLF+2jOVvWDvgDwQYGBhgYHCQocEhBoYGaW29gN8fyByjUqmwWq1TLhbLZLkng8GA0WjEaDSi1+vRarXodDp0Oh3aS/VGhRBXN6fjLCqVatqlkIQQYrFJp9PEYrHMzjsTExNMTEwwPj7O2NgYo6OjDA8PEwwGM+fY7Xby8nJpWLmCgvwCSkqKcbtcC6LHbWhw8Io6m/OFxWzG8oaFR5fFYrHJ/xdeL17vGD6fD5/fTyDg5+LFiwT8fkLhMLFY7LqPr1Qq0Wg0Uy5qtXrK11qt9orLG3dbMhgMmEymTKg1Go2y4l4sCktjUo8QQsyCy8ExEAgQDAYJBoOZr0OhUOa2YDBAIDB5Xzwen/IYGrUaq82KzWbD43ZTX1uL0+XE7XKR4/HMyx7LxUyr1ZKbm/uWC1WTySThcHgyeEajRGMxotEosViMWCxGPJ4gkYgTjyeIx+PEE3ESiUTm3+FwmN7eXsxmE+lUmlg8TjQazVwub/f5ZgaDAYvFgsViwWq1Yrfbp2z/6XQ6sVgsshBKzGvTDptHjhyZy3awfv36OX18IYS4nlgsxvDwMF6vF6/Xy9jYGF6vl4mJCXw+H36/n0gkcsV5apUKk9mM0WjEZDRiMhmx2woxm02YTWZMZhNmkykzLGs0GCQYLEAqlQqz2YzZbL6p8y/vrvSxj3z4qr2+iUQiE2ZDoRDhcJhgMIjfH8Af8E9e+/309vQwNj4+5UOMTqfD43HjdnvweDzk5+eTl5dHbm6ubAMq5oVph82PfvSjc/YCqVAoaG5unpPHFkKINwqHw/T19dHb20t/fz+Dg4MMDw8zNjaWOUalUmG327Db7disNooLCy/1LpmxmC2YzCZ8Ph/f/8EP+eLn/2DeDRmL+cdkMnHb5s3XrHGqVqszPZhvJZ1OEwqFGBsfx+udnI4xMjrCyMgoFzs7Gbu0GEqhUOB0OjP7zxcXF1NUVITD4ZAPPOKWuqFh9FleuC6EEHMqEolkVnN3dHTQ09OTWXSjUqnweDzkeDysbWy81DPkxuV0Yjab33KO5JjReN3wsBQVFRXxjX/439luxrzkcDh48L3vmZXHUigUmEwmTCYTRYWFV9wfiUQYHBpicHCIgcEB+vr62b17d2ZusMlkory8nLKyMsrLyyktLUWv189K24S4mmmHzfe8Z3b+SIQQYq6MjY3R1tZGa2srbW1tDAwMkE6n0el0FBcV0bBiBQUF+RTkF5CT45lRLcrZDA9i8QuFQpy/0EpNddWcbw+q1+spLSmhtKQkc1s6nWZ8YoLe3t7MXvQvv/wykUgEhUJBUVERVVVVVFdXU1U1920US8u0X2m//vWvz2U7hBDiho2Pj2f2/m5tbWV0dBSAHI+H8vJy3rb1NkpLSsjNyZn11dy3MjyIhc/r9fKTRx7hj770xaz8vigUChx2Ow67nRXLlwOTuzENDQ/TefEi7e0dnDh+nFdffTUTPuvr66mvr6e8vHzJbBIg5ob89gghFox4PE5fX9/k1oznzjEwOAhAfl4ey+rrqCivoKK8bFrz3mYq2+FBLCxanY7Kigq082jBjlKpJC83l7zcXDZt2ABM/l63trVz/sIF9u/bx4svvohOp6OmpoaVK1eyYsUKrFZrllsuFhoJm0KIeSuVStHd3U1LSwvHjh1jcHCQVCqF0+Ggurqau++6k6qqKiw3uUJ4JuZjeMi2gcFBfvzTR/jYRz9C3luUElpqcjwe/uCzn8l2M96S0+lkg9PJhvXrSKVS9Pb1ce7ceVrOneXnP/85AGVlZTQ0NLB69Wo8Hk+WWywWAgmbQoh5xefz0dLSQnNzM2fPniUYDKLT6aiqqmTLpo3U1NTgdrmyvpp2oYSHWykRjzM4OEjiTbVFxfzZXelGKJVKiouKKC4q4q477yAQCNDc0sLpM80899xzPPnkkxQXF7NmzRrWrFmDy+XKdpPFPDXtsFlfXw9cWabo8u0zIaWPhFi6EokE7e3ttLS00NLSQk9PDwBFRYVs3riRutpaSktL5t12gAsxPIjsmc+7K02X2Wxmw/r1bFi/nlgsRsvZs5w4eZLnnn2WJ598krKyMjZs2MDatWulSoOYYtph81plj6QckhDiRg0PD2d6Ly9cuEA0GsVsNlNXU8P2t22lpqYmK0PjN2IxhAdx6yiVKkwmE0rl/PrQdLO0Wi2rGhpY1dBANBrlTHMzrx8/zi9/+Ut+9atfsXLlSjZu3MiyZcvm3QdFcetNO2wWFBTc0O1CCHFZJBLh/Pnzmd7LkZERlEol5WVl3HnHDupqaynIz18Q+39fttjCw2xwOp089JGP4HQ6s92UeaegIJ+/+auHs92MOaHT6VjT2Miaxkb8fj+vHz/OkaPH+N73vofVamXTpk1s2bIFt9ud7aaKLFGkpWtSzANNTU3E43E0Gg0NDQ3Zbo6YoVQqRW9vL83NzbS0tNDR0UEymcTlclJbU0tdTQ1VVZVSSFqIRay3t4+Dhw5x7PhxotEodXV13HbbbaxcuTIrvZ3yPpM90w6bn/jEJ0ilUrz//e/nvvvum+t2iSVGXgQWPr/fn+m5PHv2LH6/f3JhT2UltTU11NbW4JGeDbFEXd4bfSlOu4jGYpw8eZL9Bw/R1dWFw+Fg69at3HbbbTe91/zNkPeZ7Jn2MHpzczM+n49169ZNuf2hhx4C4IMf/CD33nvv7LZOCDFvpVIpOjs7aW5uprm5me7ubtLpNIWFBaxft4662hrKSksXbTHopRwehLgROq02s7Cop6eHvfsP8PxvfsNvfvMb1q5dy44dO+RvaJGb9rvA5T1V3/zGcfjwYRQKBTt27Jjdlgkh5p1QKERzczOnT5+mubmZUCiE0Wiktqaa2zZvpq625pYUVBfzk8/nY//Bg2zZtEkKf79Jfn4+/+Phv8RgMGS7KVlVVFTEB973u7zz/vs4ePgw+/cf4NChQ1RXV3PHHXewfPnyBTV3W0zPtMOmyWTK1L8TQiwdw8PDNDU1cerUKdrb20mlUhQWFnDb5s3U19VRUlK8JN8cJDxcyefz8eJLL7Ni2TIJm2+iUqlu6ZDxfGcymbhzxw5u37aNU6fPsGv3br73ve/h8XjYsWMHmzZtQqvVZruZYpZMO2wWFxdz+vRpXn75Zb72ta/R0NAw5Rfh9OnTPPHEEzfdkJ07d970uUKI2ZNOp+nu7ubkyZM0NTXR39+PRq2murqaB9+zk/q6Oux2e7abmXUSHsSNkN2Vrk6lUrF6VQOrVzXQ2XmRXXt289hjj/Hss8+ybds2tm3bJqMli8C0w+YDDzzA6dOnSafT/OpXv+JXv/pV5r50Os1zzz3Hc889d1ONUCgUEjaFyKJ0Os3Fixc5fvw4x48fx+v1YjQYWLZsGe+4+25qa2vQSS/DFBIexI2Q3ZXeWllZKWVlH2V0dJRde/bwX//1Mi+//DIbN27kzjvvlK0xF7Bph82PfvSjHDx4kNdee+2q90sFJSEWlnQ6TU9PD0ePHuX1119nbGwMs8nEypUrWNXQQGVFhRRjvg4JD1cyGAysalgpUwuuwu1287nP/DepNTkNLpeL9+7cyTvuvpv9Bw6yZ98+9u3bx+rVq7nrrrsoLS3NdhPFDbrhOpuHDh2ipaWFYDBIOp3mn/7pn1AoFGzZsoXGxsabbsjnP//5mz5XLHxSkuLWGRwc5OjRoxw7doyhoSFMJhOrGiaHsSrKy5fk/MubEYlE6OntpaiwUOqFCjGHYvE4R48e47XduxkZGaG6upq77rqLZcuWoVAopv048j6TPTMu6l5XV4dCoeBP/uRP+MQnPjFb7RJLjLwIzK1AIMCxY8c4fPgwFy9eRK/Xs3L5chobV1NdVSU9mELMsdHRUZ557jkeuO8+XC5XtpuzIKVSKU6dPsMrr71Gd3c3+fn53Hnnnaxbt25aJdbkfSZ7ZqUAngyhCzH/JBIJTp8+zaFDhzhz5gwA9XW1PPSRj7BsWT1ajSbLLVzYJDyIGxEOhznZdIo7pUzgTVMqlaxqWEnDyhW0tbfz2q5dPPLIIzz99NPcfvvt3HbbbRiNxmw3U1zFjMPmf/3XfwFgs9lm3Jg3+sEPfsA//MM/oFAoaG5untXHFmKxuryS/ODBgxw7doxgMEhxURHvfuc7aVy9SlZPzyIJD1eKxeN4R0dxulzyYeZN7HY77925Uyo5zAKFQkFVZSVVlZUMDAzw2u7dPPPMMzz//PNs3ryZ22+/XebGzjMzDpuFhYWz0Y6rkh5TIabH5/Nx5MgRDh48SH9/P1arlQ3r1rF+3Vry8vKy3bxFScLDlYYGB2VXpWswm81svW1Ltpux6OTl5fGB972P++65h337D7D/wAF27dpFQ0MDO3bsoLKy8obmdYq5sTj3kRNiCbg8TH7w4EGam5tRKBSsXLGc+++9h9qaGpmHOcckPIgbIbsrzS2r1cq997yDO+/YwdFjr7N7zx6+9a1vUVhYyPbt26/YalvcWhI2hVhA0uk0XV1dHDp06LfD5MXFvOfd72L16tWYZL7SLSPhQdwI2V3p1tBqtWzZvIlNGzdw4UIre/bt4+c//zlPPPEEVVVVVFVVyRB7FkjYnMdqa2sB2LBhAz/96U+z3BqRTV6vl6NHj3L48GEGBgYmh8nXr2f92jUyTJ4lEh7EjTCZTNy2eTMmkynbTVkSlEoltbU11NbWMDIyyr4D+zl85ChNTU3k5+cTjUZZvXo1GplbfEtI2BRingoGgxw/fpyjR4/S2tqKRqNhxfJlvPP++6mplnJF2Sbh4UpFRUV84x/+d7abMS85HA4efO97st2MJcntdvHud76T++65h6ZTpzhw6BA//vGPeeyxx1i7di0bN26ktLRU5nbOIQmbQswjoVCIpqYmXn/9dc6dO0cqlaKmupoPfeD9rFi+XIqHzyMSHsSNCIVCnL/QSk11lZTnyRKNRsPaNWtYu2YNQ0NDHDp8hGPHj7Nnzx5ycnJYv34969atk20x54CETSGyzOfzcerUKU6ePJkJmOXlZbzrnQ+wamUDVqsl200UVyHhQdwIr9fLTx55hD/60hfl92UeyMnJ4Z0P3M/9993LhdZWjh17nZdeeolnn32WoqIiGhsbWb16Nbm5udlu6qIgYVOIWyydTtPX18fp06c5deoUnZ2dKBSKyYD5wAM0rFwx63VrxeyT8CBuhFano7KiAq1Ol+2miDdQKpXU1tRQW1PDg7EYLS1naTrVxAsvPM/TTz9Nfn4+K1asYPny5ZSXl8v0pZskYVOIW2BiYoJz587R0tLC2bNn8fv9aLVa6mpr+eD73099fR1mmfu3oEh4uNLA4CA//ukjfOyjHyFPeoSmyPF4+IPPfibbzRDXodNqWb2qgdWrGojFYpw9d57Tp09zYP9+XnrpJQwGA3V1ddTV1VFdXY3H45F5ntMkYXOOXF5J/pnPfIYvf/nLvPjii/zkJz/h/PnzhMNhSkpKuOuuu/jEJz5xw0Whe3p6uPPOOwF4z3vew9/93d+9ZTuutaJ9YGCARx55hL1793Lx4kUSiQROp5Nly5bx9re/nXe9613ySe4GpdNphoeHaWtry1yGh4cBKCwsYN3atdTWVFNeViYrIRcwCQ9XSsTjDA4OkojHs92UeUd2V1pYtFotDStX0LByBalUip7eXlrOnqXl7DkeffRR0uk0VquVqqoqqqurKSsro6CgQN4vr0HC5i3wD//wD3z/+9+fcltrayutra38+te/5oc//CFVVVW3vF379+/nD/7gDwiFQlNuHxgYYGBggFdeeYUf/vCH/PCHP5S9n68hlUoxOjpKT08PXV1ddHV10d3dTSgUQqFQkJ+XR21NNfe8/W6qqqqwyHaRi4aEB3EjZHelhUupVFJSXExJcTHvuPtuIpEIHZ2dtLa109bezokTJ0ilUmg0GgoLCykrK6OwsJCCggLy8vLQyeiHhM259sILL9DR0YFSqWTnzp1s3ryZYDDIk08+yfHjxxkaGuLDH/4wTz/9NDk5ObesXV6vlz/8wz8kFAqh1Wp58MEHWbVqFTqdjp6eHh577DG6uro4d+4cf/qnf8q//uu/3rK2zTfpdJpgMMjo6CgjIyMMDw9fCuT9DA4OEb/Ui2O32SgqKmLb1q0UFxdTVlqCwWDIcuvFXJHwIG6EUqnCZDKhVErP10Kn1+upr6ujvq4OgFgsRm9fH93dPXR1d3Hm9Gl27dpFOp1GoVDgcrnIy8vD4/HgdrvxeDx4PB7sdvuSGd2SsDnHOjo60Ol0fOc732Hr1q2Z2z/wgQ/wv/7X/+KnP/0p4+PjfPOb3+TrX//6LWvXU089xcTEBAB///d/z3333Tfl/oceeogPfehDnDlzhl27dtHd3U1xcfEta9+tkE6n8fl8BAIBgsEggUAAv9+Pz+djfHyciYkJJiYm8Hq9RKPRzHlGo5Hc3ByKCotYt2YtuTk5FBQWSK/lEiPh4UpOp5OHPvIRnE5ntpsy7xQU5PM3f/Vwtpsh5oBWq6W8rIzysrLMbbFYjMHBQfoHBukf6GdoaJjTp0/j9XpJJpOZ4ywWM3a7A7vdjt1ux2w2Y7VaMZvNWCwWDAYDRqMRo9GIVqtdsHNEJWzeAl/84henBE0AhULBn/7pn3L48GHOnTvHE088wVe+8pVb9iLd0dGR+Xr79u1X3K/X6/n93/99vvnNb1JcXMzY2NiiC5svv/wyTz755JTbVCoVVosFq9WK1WqlsqKCtWsacTlduFxOXE6n9FYKQMLD1RiNRlavash2M4TIOq1WS3Fx8RXvm8lkkvGJCUZHRhmfGGfsUsfG+PgE7W1tk50egQCpVOqKx1SpVOj1enQ6HTqdDr1ej1arRavVotFo0Gg0GAwG7rnnHszzrPNDwuYcMxqNfOhDH7rqfSqVig996EM8/PDDpFIp9uzZw7vf/e5b0q43Lkr693//d77whS9c8Ynp3nvv5d57770l7ckGn8+HwWBg65Yt5OR4yMnJwe1yodfrF+ynRyHE/NTT0yPTLgQqlQqXc7Lj4mrS6TShcJjhoWEGhgbxjnoZ9Y4y6h3DOzpKIBgkGAxe9zlqampoaJhfH/okbM6xxsbG69bgW7t2bebrkydP3rKwec899/C9732PdDrNP//zP/Pcc8/x9re/nW3btrF69WrU6sX/q+F2uwmHw7z0X/815XaNRoPVasVmtWKzWbHb7LhcTpyXXiAcDseS+PmI65PwIIS4UcFQiJGREUZHRxkfn2B8Yjxz7ff5CQSDU4bZL7vca5mbm3vNnk2tVoter6e6ujoL39n1yTvmHCt7wxyOq8nPz898PTIyMset+a36+nq+9KUv8a1vfQuYHFb/3ve+x/e+9z0sFgu33XYbb3/727nzzjsX7RaJ27dv57bbbiMUChEIBDKXy3M1J4c2xunu7sE7NpYZ1lAoFLjdbnJzcsjLzSU3N4eCggJyPB4peyGWNJ/Px/6DB9myaRNWqzXbzZlX8vPz+R8P/6VMw1kC0uk04xMTDAwM0N8/Wd1lcHiY0ZERQuFw5jiDwZCZq1lSUorVasVyaRqXxWLBbDZjNBoxGAwLfiGRhM05ZnqLQt1vfOF5q67x2fbZz36W1atX8/3vf58DBw5kPk35/X6ef/55nn/+eRwOB3/xF3/B/ffff0vbdquo1erM/MzrSSaTjI+PZ1ajDw4O0t/fz5FjxzILrTQaDYUFBRQVFVJcVExFeRlOp1OG5BcpCQ9X8vl8vPjSy6xYtkzC5puoVKp5N49OzA6fz0dXVzddPd10dXXT09OTCZU6nY78/HwKCwtZvXp1ZiW62+1eUq8d8zZsNjY28vnPfz7bzZixWCx23fvfWOPyRou7v5U3rqC+ls2bN7N582a8Xi+7d+9m3759HDhwIFOEfGxsjD/+4z/GbDZfdSHRUqFSqXC5XLhcrkyh/MtCoRA9PT10d3fT1dXF+Qut7N23HwCb1Up5eRnl5eXUVFWRk5Mj4XORkPAgboTsrrR4eMfGaGtrp629jda2drxeLwAWi4XS0lJ23HEHRUVFFBQU4HA4UCqVWW5x9s3rsNnY2JjtZszYwMDAde/v6enJfD3dOptv/MVNJBLXPM7v90/r8WCyZMnOnTvZuXMn6XSaEydO8J3vfIfdu3eTTqf57ne/u6TD5vUYjUZqamqoqanJ3BYMBmlvb8/sIPTU08+QTCax22zU1NRQW1NNTXX1W/Z8i/lLwoO4EbK70sIVi8VobWuj5ew5zp47x+joKAAFBQWsXLmSqqoqysrKsNvt0plwDbMWNs+ePcvjjz+eqSP1Vj16b6RQKHj55ZdnqynzyokTJzKFXa/m6NGjma83bNgwrcfUarWZrwOBwDWPu3DhwlVvT6fTPP/887S1tWE2m/n4xz8+5X6FQkFjYyPf+c53uOOOOxgaGuLcuXPTapuYZDKZWLlyJStXrgQuvVi1tmb2Rj985AgKhYLy8jJWLFvG8mXL8Hg8WW61uBESHq5kMBhY1bBySQ0PTpfb7eZzn/lvuN3ubDdFTIM/EOD06dOcOnOGttY24pe2cl6+fDl1dXVUVlbKyMYNmJWw+S//8i/84z/+I+l0+obPvV4QWwwGBgZ49dVXueOOO664Lx6P8/Of/xyY7B3bsmXLtB7TbrejUqlIJpOcO3fumj/D3/zmN1c9X6FQ8H//7/+lu7sbm83Ghz70oSkB9jKNRpPpeZMeuJnRarUsW7aMZcuWATA+Pk5zczNNTU385oUXeeqZZ8nNyaGhYSWrV60iLzd3Uf9dLAYSHq7kcrn42Ec/mu1mzEt6vZ6qyspsN0Nch8/n59TpU5xsOkVbezsAVVVVPPDOd7J8+XJy5XX5ps04bO7atSuzollc3cMPP0xFRcWUlenJZJK//uu/pq2tDYBPfepT094/Va1WU1dXx5kzZ+jr6+OXv/wlv/u7vzvlmOeee45f/vKX13yMe+65h3/7t39jYmKCv/3bv+Xhhx++4o/o5ZdfzhR/X7du3bTaJqbHbrezZcsWtmzZQjQa5dy5c5w4cYK9+/bz0sv/RU5ODqsbGmhcvYpcGaKdlyQ8iBsxOjrKM889xwP33YfL5cp2c8QlsViMU2fOcOzY65w7fx6FQkFtbS0f/OAHWblyJRaLJdtNXBRmHDZ/+tOfApO9ZVu2bOGLX/wilZWVmEwm+QTA5M9laGiI9773vXzgAx9gxYoVeL1efv3rX3PmzBlg8pPT7//+79/Q4z744IOZ8x9++GGOHz/Ohg0biEQivPbaa7z22muYzWZcLhednZ1XnP/JT36Sxx57jPHxcX7+859z8uRJ7r33XgoLC5mYmODYsWM899xzwORqus985jMz+0GIa9LpdDQ0NNDQ0EAikeDs2bO8/vrr7Nm3jxdffpnCwgLWNq6hcfUqbDZbtpsrLpHwIG5EOBzmZNMp7tyxI9tNWfLS6TSdnRc5dOQwJ5tOEY1Gqaio4P3vfz+NjY0ykjcHZhw2T58+jUKhoKysjO9973tS7PpN1qxZQ25uLs899xz//u//fsX9jY2NfPe73512r+ZlH/jABzhy5Ai/+c1vSCaT/OpXv+JXv/pV5n673c63vvUtvv/97181bDqdTv7lX/6Fz372s4yNjdHc3Exzc/MVx1mtVv7+7/+eurq6G2qfuDlqtZoVK1awYsUK4vE4zc3NHDlyhGd/8xuefvZZqquqWLd2DStXrkR3lakP4taR8HClWDyOd3QUp8uFdoHXBZxtdrud9+7cOetVR8T0BUMhjh17nQMHDzI4NITL5eLOO+9k/fr1Mmd+js04GV4u3fP2t79dguZVqFQqvvnNb7J9+3Z+9rOfZRbt1NfXs3PnTt773vfe1M9NpVLxrW99i3vuuYfHHnuM06dPEw6HycvL4/bbb+eTn/wkeXl5fP/737/mYzQ2NvLcc8/x6KOPsnv3bjo6OggEApjNZoqKitixYwcf+MAHZE5almg0GlatWsWqVasIhUKcOHGCw4cP87NHf4Hu8SdY1bCSdWvXUlFeLqU1skDCw5WGBgdlV6VrMJvNbL1tevPyxezq6u5m7779nDhxglQ6TVlZGZ9/3/uoqamR185bRJG+mVU9b3D33XfT09PDF77wBT73uc/NVrsWvMu1GDds2JCZaiCurampiXg8jkajmXd7us43IyMjHDlyhEMHDzIyOorT6WT92rWsX7cW5zX22xXiVpAtPK9Ndle6tRKJBCebmtizbz9dXV04nU6qqqqoqKjAarXK+8wtNuOuyM2bN/Of//mfnDhxYhaaI4R4K263m3vvvZd77rmHtrY2Dh48yGu7d/PCSy9RVVnJ+nXraGiQYfa5JuFB3AjZXenWCASDHDhwkL379+P3+6mtreXTn/40K1as4PTp08SlVFlWzDhsfuxjH+OJJ55g7969HDlyhPXr189Gu4QQb0GhUFBVVUVVVRW/+7u/y4kTJzh48CA//8Uv+PUTT9CwciXr18kw+1yR8CBuhMlk4rbNm2XxyRwZHBxk1569HDt2DBQKNm7cyPbt28nPz8920wSzMIwO8Nhjj/GXf/mXmEwmvvKVr7Bz584bXvCy2Mgw+o2RYfTZMzo6yuHDh6cMs69d08i6NWtkEvwsGhsb45VXX+OOHbfjcDiy3Rwhlpx0Ok1bezuv7dpFc8tZrFYr27ZtY+vWrVctuC7vM9kzK2ET4D/+4z/4m7/5GxQKBWq1mrKyMmw227R6VBQKBT/+8Y9noxnzhoTNGyMvArMvnU5nhtlPnDhBJBKhpKSEdWvWsHr1KszSwyLELRMKhTh/oZWa6iqMRmO2m7OgpVIpTp0+zauv7aKru5v8/HzuvPNO1q5di+Y6VRDkfSZ7ZmX5+DPPPMM3vvENFAoF6XSaeDxOa2vrtM5d7DsICZEtbxxmf9/73sfp06c5fPgwTzz1FE889RQ1NdWsWb2aFcuXo9frs93cBUfCg7gRXq+XnzzyCH/0pS/K78tNisXjHD16lFd37WZ0dJTq6mo++9nPsmzZMskR89yMw+apU6f46le/SjKZnHL7LHWYLliyl7iYT7RaLWvWrGHNmjX4/X6OHz/O0aNH+dmjv0CjVrNsWT2rGlZRX18nC4umScKDuBFanY7Kigq0S3yK2c0IhkLs33+APXv3EgyFWL16NZ/85CcpLS3NdtPENM04bP7oRz8ikUigUCgoLS3loYceor6+HrfbLYsShJiHLBYL27ZtY9u2bXi9Xo4dO8axY8f4ySOPoNFoqKutZfWqBurr6qTH8zokPFxpYHCQH//0ET720Y+QJ9usTpHj8fAHn5Wd2G6E1+tl1549HDp8hHQ6zaZNm7jjjjtk7vkCNOOwebnkUV5eHr/4xS9kOz0hFhCn08ndd9/N3XffzcjICCdOnOD111/np//xM1QqFdXVVaxYtpwVy2XF9ZtJeLhSIh5ncHCQhJSXuYLsrjR93T09vPraLk42NWE0GrnjjjvYvn277FO+gM04bA4PD6NQKNixY4cETSEWMLfbzV133cVdd92F1+ulqamJkydP8usnnuCXv/41JSUlLK+vZ9myegry85f8HCkJD+JGyO5K15dKpWg5e5bXdu+mra0dt8vF7/zO77B582a0MrVnwZtx2LTZbIyMjOByuWajPUKIecDpdHL77bdz++23EwgEOHPmDE1NTbzy2mv85oUXsNts1NfXUV9XR3VV1ZIsdSbhQdwIpVKFyWRCqVRluynzSjQW4+jRo+zes5fhkRHKy8v55Cc/yerVq2Uq3iIy47BZV1fH3r17M3t+CyEWF7PZzMaNG9m4cSOJRILW1lbOnDnD6dOnOXDwECqViorycupqa6mvqyU3N3dJ9HpKeLiS0+nkoY98RLZNvYqCgnz+5q8eznYz5o3R0VH27T/AoSNHiEQirF69moc+9jHKy8uz3TQxB2ZcZ/M3v/kNX/7yl9FoNDz33HMUFxfPVtvEEiL1zxam4eFhzpw5Q3NzMxcuXCAej2Oz2aitqaGutobq6mpMslJbCMHkUPn5CxfYu28/LWfPYjAY2Lx5M9u3b78lH1DkfSZ7ZqWo++///u+zZ88eysvL+fa3v01NTc1stE0sIfIisPDFYjFaW1tpaWmhpbmZgcFBFAoFJcXF1NbWUFdTS3FxESqV9ASKpaenp2fJTrvwBwIcPnKEg4cOMzo6SmFhIdu3b2fdunW3dD6mvM9kz4yH0cfHx3n44Yf5yle+wvHjx3nPe97Dxo0bWblyJbm5uRgMhmkNqe3cuXOmTRFCZJFWq2XZsmUsW7YMHnyQsbExWlpaaG5uZs/efbz40ssYDAZqqquoramhtrYWh92e7WbftKUcHoR4K6lUitbWNg4cOsTpM2dQKBQ0Njby0EMPUVFRsSSm2ojfmnHPZn19/ZR/38yOQAqFgubm5pk0Qyxw8olzcUsmk3R1dU32era00NnZSTqdJjcnZ7LXs7aWioqKBbWqW8LmlXw+H/sPHmTLpk1SKutNkskk4XAYg8GwqHv3h4aGOHLsGMeOvc74xAR5ebncdttWNmzYgCnLW+TK+0z2zLhn82pZdanvHiSEmEqlUlFeXk55eTn33XcfwWCQc+fO0dLSwsmmU+zesxeNWk1lZWUmfOZ4PPO69yM/P5//8fBfYjAYst2UecPn8/HiSy+zYpnUZX0zlUqF2WzOdjPmxMTEBCebTvH6iRN0dXVhMBhYu3YtGzdupKysbF7/HYtbY8Zh8/Of//xstEMIsYSYTKbM9pnpdJqBgQGam5tpaWnh2ed+w5NPPY3Dbqe2tobamlpqqqvmXahbzOFBzL7FtruS3++n6dQpjp88SUdHJ0qlkvr6ej75yU+ycuVKNAtolELMPQmbQoisUigU5Ofnk5+fz5133kksFuPChQuZ+Z4HDx1GqVRSXFxMXU0NtTU182Kh0WILD2JuLYbdlYaGhjh9ppnTZ85wsasLhUJBbW0tH/rQh1i1ahVGqTwhrmHGYVMIIWaTVqtl+fLlLF++HJisx9fS0sKhQ4d4ddcuXnjpJfR6PVWVlVRXVVFdXUVuTs4tH6pbDOFhthkMBlY1rJx3vdDzgdvt5nOf+W+43e5sN2XaYvE4bW3tnDt/jrNnzzE0PIxGo6Guro4Pf/jDrFixQnr3xbTMSukjIWZKJm6Lt9LU1EQ0GmV8fJxEIsG5c+fo6OggmUxitVqpqqygorycioqKWxI+I5EIPb29FBUWotfr5/S5hLgVkskkPb29tLW1c/7CBdo7OkgkEtjtdurr61m5ciV1dXULdvtIeZ/JHunZFEIsGEqlktzcXBoaGrj33nuJxWK0tbVx7tw5WltbOXHySVKpFCajkfLyckpLSigpKaa4qGjWA+Hl3lUhpmN0dJRnnnuOB+67b95s7xyNxeju7ubixS7a2tvp6OwkGo2i1WqprKzkXe96F/X19eTl5ckiHzEj0w6bl0scvblM0ZtLH90MKX0khLgZWq2W+vr6zOtQNBqlo6ODtrY2WltbefmVV4hGoygUCnJzcykqLKQgP5+CgnwK8vNnNAQ4H8ODmL/C4TAnm05x544dWXn+RCLBwMAAPX199PT0cvHiRfoHBkilUuh0OioqKnjHO95BVVUVpaWlWZ8TLRaXaYfNa422yyi8EGK+0Ol01NXVUVdXB0wWlh4YGODixYt0dnbS3d3NyUtDaQAWixmPx4PH7cHjcZPj9uBwOnA6HOj1+uv25mQ7PMxHsXgc7+goTpdrQdVMvRXsdjvv3bkT+xxvZJBKpRgbH2dwcJCBwUEGBwbp6+9nYHCQZDI5+cErJ4ey8nK2bd9OWVkZ+fn5KJXKOW2XWNqmHTYLCgpu6HYhhMg2pVJJQUEBBQUFbN68GZh8Mx4eHqa3t5f+/n4GBwfp6+/jxMmTRKPRzLk6nQ6H3Y7NZsNisUxezGYsFjNmkxkUcM/b347BaLypzSwWo6HBQSl0fw1ms5mtt22ZlceKxmKMj48zPj6O1+tlZGSUkdHJy+joCLHY5IcpnU5HXl4eJaWl3LZ1K0VFRRQWFqLT6WalHUJM17TD5iuvvHJDtwshxHx0ed5n7pvKFaXTaXw+H16vl7Gxscz12NgYo14vnRcv4vP5iMViU857/sUXUalUmEwmjAYDRpMRk9GEyWTEbDJjMpswm0xYrVZsVitWq1UWFC1B19pdKZVKEY1GiUajhCMRQqEQ4VCYUDhEIBgk4A/gDwTw+/34AwEmJiYIhUKZ8xUKBS6nE7fHQ1VVFZs2bSI/P5+8vDwcDod8CBLzgiwQEkIIJt+0bTYbNpuN8vLyax4XjUYJBoMEg0ECgQCBQIBgMEgoFMpcBwIBevv6M/fH31QeSafTYbfZcLmcuFwuXE4XLpeT3JxcnE6HDGnOM7F4nHAoRDgSIRwKE41FiUZjxC5fx2PE43ESicTkdXzyOp5IZG4LR8KMj41z/PgJkqkU8XicaDSS6YW8Gp1Oh9VqxWKxYLVayc3Lw26343Q6cTgc2O12HA6HzK8U896Mw+aRI0cAKCkpuaKn4K20tbWxd+9egsEgn/vc52baFCGEmHM6nQ6dTofT6Zz2OdFoFJ/Px/j4OBMTE4yPj0/2mI6OcuFCKwdGD5FIJADQajXk5uSSl5tLQUE+xcXFFBUWLthyM/NZKpViYmIC76WebK93jAnfBH6/H59/sjcxEAhk/t9cjUqlQqvVotFo3nBRo9FoUavVaDQaDEYjVpuN4uISNBpN5ni9Xo9Op8tcGwyGyR5yoxGj0SghUiwaMw6bH/3oR1EoFPzJn/wJn/jEJ27o3BdeeIF//Md/xGazSdgUQixaOp1uciGSx3PV+y+HnoGBAfr6+ujv76evr48TlxYzXR76LykupqK8jIqKCpzzcIi0qKiIb/zD/852M66QSqUYGhqif2CAwcEhBocGGRgcYmRkhGQymTnOYrFgt9uxWq0UFRVlehWNRiMGgyETAi+HQ612MlAKIa4vq38ll4eWgsFgNpshhBBZpVQqcTgcOByOKeXkkskkfX19XLx4ka6uLjo7Ozl0+DAAdpuNiopyqiorqamuvqGe1sUsnU4zNDzMxYtd9PT20NPTS19/X2a42mq1kpubS21tLdu2bcPtduNyuXA6ndJ7LMQcmVbYTCQSHD9+/LrHdHV1ZYbU30oymaS3t5ef/exnANhstmmdJ4QQS4lKpaK4uJji4uLMbcFgkPb2dlpbW7lw4QLHT5wknU7jcrmoqa6iprqa6qqqJbNPdSwep6uri47OTjo7L9J58SLhcBiFQoHH46GkpITGNWsoLi6msLAQk8mU7SYLseRMK2yq1Wp+9KMfXXPleTqd5tFHH+XRRx+94QYoFArWrl17w+cJIcRSZDKZWLlyJStXrgQgFArR2trK2bNnOXfuHAcOHkKhUFBSXExtTQ21tTWUFBcvmvl/0WiUzs6LtHW009beTldXN8lkEr1ej9vtpra2loKCAnbs2CF7tAsxT0x7GP0v/uIv2L9/P+Fw+Kr332xxd5vNxh/+4R/e1LlCCLHUGY1GGhoaMns9j42N0dLSQktLC3v37+fFl1/ObK1ZW1NNTXU1brd7TuZ7DgwO8uOfPsLHPvoR8m5wwei1RCIROjo7aWtvp7WtnZ6eHlKpFBaLhcrKSt7znnVUVVVRUFDA6dOnM3tfS9AUYv6YdtjMy8vjf/2v/8WePXum3P7444+jUChYvnw51dXV03oslUqF2WymqKiIe+65B7fbfWOtFkIIcVUOh4MtW7awZcsWUqkUXV1dnD17lrNnz/L4k0+RSqVw2O1UVlRQWVlJZUUFLpdzVsJnIh5ncHCQRPza5XzeyvjEBJ2dnbR3dNLR0UFffz/pdBqr1UpVVRVbtmyhqqqK3NzcebdASghxdTe0QOi+++7jvvvum3Lb448/DsD9999/w6vRhRBCzB2lUklZWRllZWXcc889RCIRLly4wPnz52ltbeXY8eOk02lsNhslxcWUFBdTXFxEcVHRLekZ9AcC9Pf3093dQ1d3N13d3UxMTADg8XioqKjg9h07qKioICcnR8KlEAvUjFejr1+/Hpjs+RRCCDF/6fX6KfM9w+EwbW1ttLW10dnZycuvvJLZstPpcODxeMjJySHH48HjdmO1WjBbLBgNhmkVnk+lUgQCAcbGxxkfn2B8fIyRkVEGLu3bfbkSiU6no7S0lA0bNmTCsSwcFWLxmHHY/OlPfzqt49LpNMeOHWNwcJDc3FxWrVqFRqOZ6dMLIYS4SQaDgRUrVrBixQrgt/Uou7q66OvrY3BwkHPnz7Nv/35SqVTmPKVSidlsRqfVolSpUKmUqJQqUqkUVquV7//wR8RiMaLR6JT5/BqNBpfLRX5+PnX19eTl5VFQUIDH45Fdk4RYxGatzmYikeDZZ5/l1KlTfO1rX5tyX3NzM1/60pfo6enJ3JaTk8NXv/pV7r333tlqghBCiBlQKpXk5eVdMVKVSCQYGxvD5/Ph8/kIBAKZfeKTyWTmAkzZEUen02Gz2TI1RE0mkwyFC7EEzUrY7O7u5lOf+hTd3d2Z3YQuF8cdGxvjE5/4RGYezmWDg4P88R//MeFwmPe+972z0QwhhBBzQK1WX3cHJCGEuJ4Zj1ukUik+/elP09XVRTqdJp1O093dnbn/Bz/4ARMTEygUCtRqNdu2bZsyZPO3f/u3jIyMzLQZQgghhBBiHppx2Hz22Wfp6OjI7Nbwt3/7txQVFWXuf+qppzJff+Mb3+Bf//Vf+eUvf8lXv/pVYHI3jF//+tczbYYQQgghhJiHZhw2X331VWBy4vfPfvYz3vOe96DT6QBoampicHAQhUJBeXk5b3/72zPnffzjH6ehoYF0Os2uXbtm2gwhhBBCCDEPzThsNjU1oVAouPvuu6fs3wuwe/fuzNc7duy44tzLZZO6urpm2gwhhBBCCDEPzThser1eAMrLy6+4b+/evZmvt2zZcsX9l+uojY2NzbQZQgghhBBiHppx2EwkEgBX1Mz0+/2cOnUKmFzJuHbt2ivOHR4eBsgMuwshhBBCiMVlxmHz8r7mb1yBDrBv3z6SySQKhYI1a9ag1+uvOPdyGM3NzZ1pM4QQQgghxDw047C5cuVK0uk0r7zyCn6/P3P7Y489lvn6jjvuuOK83bt3c+LECRQKRWbrNCGEEEIIsbjMuKj7vffeywsvvMDY2Bgf/OAHed/73seJEyfYt28fACqVivvuuy9z/NDQEM888wzf/va3M7fdf//9M22GEEIIIYSYh2YcNt/xjnewevVqTpw4QVtbG1//+tcBMluSPfTQQ1N2nXjggQfw+/2Z/XK3bt3Ktm3bZtoMIYQQQggxD814GF2hUPDd736XTZs2ZXYQunx517vexZe//OUpx1dUVGSC5tve9ja+9a1vzbQJQgghhBBinpqVvdEdDgc/+tGPOH78OCdPnkSlUrF+/Xrq6uquOHb16tW4XC4efPDBq87lFEIIIYQQi8eshM3LGhsbaWxsvO4xl7epFEIIIYQQi9+Mh9GFEEIIIYS4FgmbQgghhBBizkjYFEIIIYQQc0bCphBCCCGEmDMSNoUQQgghxJyRsCmEEEIIIeaMhE0hhBBCCDFnJGwKIYQQQog5I2FTCCGEEELMmVndQUgIIYRIpVJEIhFCoRChUIhgMEg8HkepVKJSqTLXZrMZq9WKwWBAoVBku9lCiDkiYVMIIcRNSafTDA4O0tXVxeDgIIODgwz09zM8MkIymZz246jVaqwWC06Xk/z8AvLy8sjPzyc/Px+LxTKH34EQ4laQsCmEEGJa0uk0PT09XLhwgdbWVtpaWwmGQgCYdDqsOi12nY7SgnyUChgMBKl0OrHp9aiVClKXHiOVTpNMp4nGE4TiccLxOKF4nMDoKKf7+tkXDpNKpwFw2O2UV1RQXl5OeXk5RUVFqNXy1iXEQiJ/sUIIIa4pHo9z4cIFmpqaONXUxITPh0qpxGMyUWm1kFuYj8dkQqtSTTlvNBTiQFcPy3NzMOu0V39w/dVvTqXT+CIRxsIRRkIhei6c5+SJEyRTKTRqNRWVldTW1lJTU0NxcTGqNz23EGJ+kbAphBBiimQyyblz5zhy+DBNTU1EYzEseh1FViub8qrIMZlQKedufalSocBuMGA3GCh3OibblErhDYcZDAQYGOjnN62tPPXUU+h0Ompqali2bBkKhQKDwTBn7RJC3BwJm0IIIQDo6enh8OHDHDl8GH8ggM1goN7lpMRux2HQZ3URz+XeVI/JxIrcXFLpNCPBEP1+P32dnZw5fZpUOo3FbKa4pASFQkFNTQ06nS5rbRZCTJKwKYQQS1g4HObYsWPs3buXnp4eDFoNZXY7lUWFuIw3v0pcq1JRardfMbw+W5QKBTlmEzlmE6vyIZZMTgbPCT9dbW18r7kZlVJJeUU5y5Ytp76+nsLCQpRz2CMrhLg6CZtCCLHEpNNpurq62Lt3L8eOHiUej1Nks3FHZQVFNivKWejBtOh07Kgsn4XWTs/lcFtqt5NOp/FHo/T6/PQNj/CbZ5/lqaeewmgwUFtXR11dHbW1tbhcLim5JMQtIGFTCCGWiGg0yrFjx9i9axc9vb2YdTqWuV1Uu12YtNdYxLMAKRQKrHo9Vr2e+hwPyVSK4UtD7j0XLnDi+HHSgM1qpbqmhqqqKqqrq8nJyZHwKcQckLAphBCLXF9fH3v37uXQoUNEo1GKbFburKygcJZ6Mec7lVJJnsVMnsVMI5ND7oP+AAOBABfPtnDs6FHSgNFgoOxSiaWysjJKS0sxGo3Zbr4QC56ETSGEWIRisRjHjx9n7549dHR2YtBoqHE5qXG7sNyCRTOJVAp/NIpFp0M9z+ZJalUqiu02iu02YDJ8DgeCDAeDDPf28PKF80TjCWCyzmdxSQlFRUUUFRWRn5+Py+WSuZ9C3AAJm0IIsUhcLrp+8OBBDh86RDgSId9q4faKMopttjktV/RmE5EIT7ec4531tbjmee+gVqWi0Gal0GYFJn+OvmiU0VAIbyjMSGcH51taiMTjAKhVKjweD3n5+eTm5uLxeHC73Xg8HiwWiwzFC/EmEjaFEGKB8/v9HD16lAP799PX349Rq6XSYaemshyr/hqV08U1KRQKbHo9Nr2eCufkbel0mlA8zkQkwngkwkQ4Sn9rK+fOnCEUi2XO1Wo0OBwOXC4XTpcLp9OJw+HA4XBgt9ux2WxoNJosfWdCZIeETSGEWICCwSBNTU0cO3qU8+fPA1Bst3FnVQWF1qUxF/NWUigUmLRaTFotBVbrlPviySSBWAxfNIo/GiUYjePv66OvsxN/JELy0tabl5lNJux2+2QAvRRCL//7ciiVQCoWEwmbQgixQIyNjXHmzBmampo4e/YsqVSKPIuFDcVFlDns6GXP8KzQqFQ4DAYcb9q9aDQU4umWc9xbU4VOoyEUixGMxQnGYoSiEca6u+jtaCcYixO9NER/mcloxOl04nK7cTqdk1+7XHg8Hlwul4RRsaDIK5MQQsxT0WiUzs5Ozp49y+lTp+gfGEAB5FgsrC8soNRhxzhPQ4fLaOTjaxuz3Yys0qnV1HncmHQ6zFot9utMaUikUgQvhdFQfPI6EA4z1N5G+7lzBKJRUqkUAArAarXiyckhNzc3c8nJyZHFS2JekrAphBDzQCqVwuv10t3dTXt7O22trfT09pJKpTBoNRRYLGwvL6PAakEnPZgLglmrZVNJ8bSOVSuVmXmiV3N5zqg/GsUfjeGPRvGNjnC2v59D4TCJS0FUrVaTl5tLQWEhBQUF5OfnU1RUhM1mm7XvS4gbJa9YQoh5IRwOMzo6yujoKGNjY/j9fgKBQOZ6fGyMRCJBIpEgnU4Tv3RNOs3lGXFKhQKVWo1apUKtVqNWq9HpdOj1enR6PfpLF4PBkLkYjcYrvjYajWi12llfVZxKpfD7/YyNjeH1evF6vQwODtLb08PAwACxS0OpFr0ej9HAhqJCcs0m7Prs7ksubk40kaDf7yffMvMPCG+cM5pnmXpfOp0meHnxUnjy0tHczPFjx4gnk8DkPNHikhKKi4spKSmhtLQUu90uv1filpCwKYS4pfx+P729vfT399PX10dvTw9Dw8NEIpHMMSqlEoNGg16tRqdSoVOryFGrUGs1qJVK1EplpoxP5q1SAek0JNMpUqk0yXSaZCpFIhEnPhElOOZlIpUinkoTTyWJJpLEEgmSl3qE3kypUGSCql6vR6fTodXpJq+1WtRqNUqlMnNRKBQkk0lSqRTJZJJkMkk4HCYUChEKBjNfv/H5NCoVVr0eu15HQ44Hu8GA02DAqJ2fQ+PixgRiMV5r7+Sd9bVz2hutUCgwa7WYtVoK37B4KZ1OE4jF8IbCk2Wc+nrZ197Oi9EoABazmdKyMsrKyqioqKC0tBTdLajBKpYeCZtCiDmTTCbp6emho6OD9vZ2OtrbGRsfByYDpcNgwK7XsczlwKLVYdZNvmHq1epb1uOSSKWIJZOTl0SSWDJx6d8p4skk8eTkbYlAjJhvAn8igS8aw6BRo1AoSZMmnYY0aZQoUCoUKBQKlApQK5Ro1SrcKhVaixmdw45Zq8Wk1WDSatGqVIu2Z2k8HOa19k5uryjD/qaFM0uFWqkk12zOWlF7hUKBRafDotNR6rBnbg/F44wEQ4wEg4x0dXH+7FliiQRKhYKCggIqKiuprKykuroa65tW3gtxMyRsCiFmTTqdZnBwkLNnz9LS0sKFCxeIxWIolUrcRiMFRgOrKspwGAxYdLp5UZ7nck/pdBfaXF5hfEdl+bwvVp5NyXSa8auU/VlKbHo999ZWZ7sZVzBqNJTYbZRc2kEpfen/1VAgyFAwyIkjh9m9ezcAHreb6poaqqurqampkbmf4qZI2BRCzEgikeD8+fM0NTVxqqmJCZ8PpVJJrtnECreLPIsFl9FwS3evmUuXVxjLIh3xVubzlp1vpFAoMqWbaj1uYLL38/L+8c0nTrB//34AcnNyqKuvp7a2lurqagxLtNda3Bh5tRRC3LBYLMbp06c5ceIEZ86cIRqNYtHrKbZa2JBTSa4le0OHc+1GVhiLpW0hbdn5ZkaNhnKng3KnA4BwPE6/P0C/38/rhw6xa9culAoFZWVl1C9bRn19PSUlJVJ2SVyVhE0hxLQkk0nOnTvH0aNHOXniBNFYDJfJSL3TQYndjsOwNFZMz+YK48XMrNVye0UZZq02203JGgUKdGo1Chb+34VBo6HC6aDiUvj0R6P0+fz0jnl56YUXePbZZzEaDCxbvpwVK1ZQX1+PyWTKcqvFfCGvlEKI6+rr6+PgwYMcPnSIQDCIzWCg3uWk3Om4Zk3AxexWrTBe6HRqNWUOR7abkVVOo4EPrlqZ7WbMCYtOR61HR63HTSqdZjgYpHfCR3tLM0ePHkWhUFBeVsbKhgYaGhrIzc3NdpNFFskrpRDiCuFwmKNHj3Jg/366urvRazRUOOxUlhThNBiWRA/mtWR7hbEQ841SoSDXbCbXbGYNEIzF6Jnw0eP18uzTT/Pkk0/i8XhYtWoVDQ0NlJWVyXD7EqNIp5fwUkExbzQ1NRGPx9FoNDQ0NGS7OUtWV1cXe/bs4ejRoyTicYpsNqpcTops1kWzwEeIW+Vy5YKFOGdztiRSKfp8PrrGJ+jx+YnE41gtFlatXk1jYyOVlZWoVKpb0hZ5n8ke6dkUYomLxWIcO3aMPbt309XdjUmnY4XHTbXLJcXFr2KhrDDOtlA8zrnhEWo97nm7f7uYe2qlkhK7nRK7fXK4PRCkc3yc44cPs2fPHkxGIw2rVrF27Vqqq6tvWfAUt5aETSGWKK/Xy+7du9m/bx+hcJhCm5U7KisoslnnRf3L+WohrzC+lcLxOCf7Byix25Zs2HQYDHygYQVamdsLXBput5jJtZjZUJRmNBSic2yc08ePc+DAAUxGI41r1rBmzRqqqqpkqH0Rkb8AIZaQdDrNhQsXeO211zh16hQalYpqp4PaynKssk3dtCymFcZibikVCvRLNGi/FYVCgdtkwm0ysbawgNFQmM6xMU4cOcLevXuxWiysW7+edevWUVxcvKTniS8GEjaFWALi8ThHjx7l1Vdeoa+/H7vRwMbiIiqdDjQybHVDFvMKYzG7ZMvO6ZkMnkbcJiNrCwsYDobo8I5xYO8eXnnlFdxuFxs2bGT9+vV4PJ5sN1fcBAmbQixiPp+PPXv2sHv3boLBIEU2G2+vriTfYpGeAjGntCoVpXY72iX8YUa27LxxCoWCHLOJHLOJ9elCBvx+2rxjvPTiCzz33HOUlpayceNG1qxZg9lsznZzxTTJanQxL8gqwdnV3d3Nq6++yrGjR1EqFFQ6HdTneJZkXczZJiuMxXTFk0lGQiHcRqOMIMxQIpWie3yCNu8YvT4fCoWC5cuXs3HjRpYvX45mGtMV5H0me6RnU4hFIpVKcerUKV595RVa29ow63Q05udR7XZJ8XEhskCjUpFvsWS7GYuCWqnMbJ8ZicdpHxujvb2d7586hUGvZ+26dWzatInS0lIZtZmHpGdTzAvyifPmhUIhDhw4wK7XXsM7NkaO2cyyHDcldrusKp8DqXSaWCKBVq2Wn6+4Ln80ytGePtYVFWCRBXhzYiwcpm3US8f4OMFojByPh42bNrFhwwYcb9rBSt5nske6O4RYoPr7+9m9ezeHDh4kkUhQ7rCzpa4Wt0mGdueSrDCeHqlHCrFkkovj4zTky1aNc8VhMLCuqJA1hQUM+P20jnr5zbPP8szTT1NdXc2mzZtZtWoVOgn7WSVhU4gFJJlMcurUKXa99hoXWlsxaDTUu11SOPsWkhXG0yP1SMGk0bCxuAiT/G3OOaVCQYHVSoHVSjyZpHNsnLaBAX7yk5+g1WhY3diIx+OR1exZImFTiAVgfHycAwcOsHfvHiYmfORazGwrL6XUbpdtJG8xWWEspkuv0VCfI+HmVtOoVFS7XVS7XfijUdq9Y5w71cThcASj0Uh1dTVut5uCgoJsN3XJkLApxDyVSqVoaWlh7969nDl9GqVSSbnDzrYl3FM0H1h1Ot5RUyVF8MVbki07s8+i07EqP4+GvFyGgyHavV7OnjnDyZMnKcjPZ8PGjaxdu/aK+Z1idknYFGKeGR4e5tChQxw8cIDxiQmcRiMbigupcDqXdM3C+UJWGIvpki07548p9TuLCun1+Wn3enn6qad44oknqKioYN26dTQ2NmKRv+9ZJ6vRxbyw1FcJhkIhjh8/zsEDB+jo7ESrVlNmt1HtduE2GqWUxzwiK4zFdAViMU4PDLIiLxezVpvt5oiriCWTdI2P0zE2Tp/PjwKorqmhsbGRVatWSfCcJRI2xbywFMNmNBrl1KlTHD16lJaWFlLJJAU2K5VOJyV225JdwTvfSVF3IRanSCJB59g4F8cnGPD7AaiqrGR1YyMrV67E6XRmuYULl4RNMS8slbAZCoU4c+YMTSdPcvr0aeKJBB6ziTK7nXKHA6NWhtrmu0g8TsfYOOUOu5RAEtcVTSTo9/vJt1hkY4UFJhKP0zUxwcXxCfp9flLpNIUFBaxsaGDlypUUFxejlA6BaZOwKeaFxRo20+k0IyMjnD59mqamJtra2kilUrhNJkrtNsocdhmKFWKRkl7wxSGWTNI74aN7YoJen59oIoHZZKJ+2TLq6+upq6vDarVmu5nzmnzUEmKWBYNBzp8/z9mzZ2lubmZsbAylQkG+1cKGogKKbTZMMn9rwZIVxtMj9Ugnt1jMNZtlSswCp1WpMltlptJpBgMB+nx+2pubOXLkCAAF+fnU1NZSVVVFVVUVZrM5y62eXxZV2BwYGOCRRx5h7969XLx4kUQigdPpZNmyZbz97W/nXe96F6prrOb1+Xw8+uijPP/883R1daFSqaivr+djH/sYO3bs4Dvf+Q7f/va3ATh37tyUcz/60Y9y+PDhq973Rl/96ld5/PHHAfiv//ovioqKrjgmFovx1FNPsWvXLs6cOcPY2BiJRAKbzUZ1dTU7duzgfe97H3q9/pqPX1JSwksvvcS///u/88gjjzAyMoLb7Wbjxo383d/93ZRzBgcHeeSRR9i9ezc9PT0kEglycnLYuHEjH/7wh6mvr7/OT1wAeL1e2traaG9vp/XCBQYGBkgDNoOBfLOJNZUV5FnM/397dx4eVXkvcPw7mUySSSbJZCeQmIRAwk7YRVFkkd1iVRaxWrQtV1GLYFvtrV611V6p9YJUUZCltYoLrigIKvuOYQcDIUCAkIVsk2Qymcxk5tw/Qk4zZAUyZPt9nidPzsx55z3vmZyc+c27opOR5G2CjDBuHJmPFAJ9fBif2LW5iyGakIdGQ6S/P5H+/gyg8n6QWVxCVkkJ+/fsYcuWLQBEhIcT36ULsbGxxMTEEBkZ2a6b3dtMsLlr1y4ef/xxLBaLy/PZ2dlkZ2ezadMmVq5cycqVKwkJCXFJc+LECX7961+Tm5vr8vzu3bvZvXs3s2bNQn8DvpmnpKQwe/ZsMjMza+zLzc0lNzeXXbt28f777/PPf/6z3glp//73v/Puu++qjzMzMykrK3NJ8+WXX/LSSy/VeM/Onz/P+fPn+eyzz5g1axZPPfWUjIamskm8sLCQjIwMzp8/z4XL71OJ2QyA0VdPmK8vt8TcRGSAv4w+baO8PT3pFhYqffBEg2TJzrZPr9MRHxJMfEjl4KFSm43sEjM5ZjMnDh1i965dKICXlxfRUVFERUfTqVMnOnXqRGRkJF7t5HOiTdwtCwoKeOqpp7BYLHh5eXHvvfeqa6FmZGSwevVqzp8/z8mTJ/njH//I0qVL1ddmZ2fzi1/8gpLLI88GDRrEpEmT8PX1Zd++fXz++ecsXbqUhIQEt5/DL3/5S4qKigC45ZZbGD58OGFhYZhMJlJSUvjyyy+x2+2cO3eOv/zlL7z99tu15pWdnc2yZcsIDw/nkUcewWg0sn37du6++241zVdffcWzzz6LoijodDruuusuBg0ahJeXF6mpqXz66afk5+fzzjvv4HA4+N3vfufW829JrFYr+fn55OXlkZubS1ZWFlmZmeTk5FBuswGg9/IiWO9DnMGP0Igwwv38ZLBIO2Hw8uLmm6KbuxiiFZAlO9sfPy8vl+DT7nCQZ7GQV2ohv7CAw1lZbL1c8aPRaAgyGunQoQMRHToQHh5OeHg4ISEhGI1GPNvQF9o2cSZr1qxRg7T58+czYcIEl/0PPfQQM2bM4Pjx42zdupULFy4QHV35YfG3v/1NDTRnzZrF008/rb7uZz/7GXfddRf/9V//RWpqqlvPYenSpeo5PPvsszz88MM10vzyl7/kvvvuw2q1sm3bNkpKSmqdA8xms+Hr68uqVavU8/z5z3+u7s/JyeHFF19EURRCQkJYsWIF3bp1c8njV7/6FbNmzeLQoUMsW7aM0aNHk5SU1IRnfOPZbDbMZrP6U1xcTFFREUVFRZhMJkyFheTn51NaraZXp9Vi1OsJ8PaiV1goRh8fgn31+Op0UtvbTskI48YxeHlxR+fYdl3Dr0GDt6cnGuRe0V5VLQJRfSGICqeTwrIyCsvKKLKWU5R5kYvp6RRbrVSN2dYAAQEBBAcHExQcTGBgIIGBgQQEBBAQEIDBYMDPzw8/P79WUTvaJu6UZ8+eVbeHDx9eY7+Pjw+/+c1vWLBgAdHR0RQWFhIdHU1ubi7r1q0DoFevXsybN6/Ga4cMGcK8efN45ZVX3HcCwIYNGwDo1KkTv/zlL2tN07VrV0aPHs0333xDRUUF58+fp2fPnrWmnTBhghpoXumDDz5Qm85ffvnlGoEmQGBgIPPnz2fSpEnY7XaWL1/OP/7xj2s5tRbhlZdfJis7u8bz3jodfl469FpPfHWeJBgDMYSH4e/tjb+3Fz6enhJUChdmm40tZ9K5q3uiBJv18Pb0JLadLwEY7Kvn/r69m7sYooXx9PAgzM+PMD8/l+cdTidmm41Smw2zzYa53Ia5uIisgnzO2Cuw2O3YKipq5KfT6dD7+ODj44PeV49e70v37t0ZNWrUjTqlBrWJO6XRaFS3ly9fzpNPPlkjQBg/fjzjx493eW7Lli3qt4jp06fXGVRMmzaNRYsWqTWg7vD5559z4cIFgHo7EVcfVHRlH8zqBg4cWOe+9evXAxASEsKIESPqTBcbG8uAAQPYs2cPO3bsoKKiotVW6+fk5NAlJJi4oCB8dJ54e3ri4+kp/ajEVZMRxkIId9B6eBDo40NgLQOAq1Q4nZTZ7ZRXVGCtqKDUZqfIaq0MUEtLySksxFpRQe6lSxJsNrVx48axZMkSFEXhrbfeYt26dYwZM4bbb7+dpKSkOgOk48ePq9v9+vWrM39vb2/69+/P1q1bm7zsVYKCggiqoxagvLyc1NRUDh06xKZNm9TnnU5nnfl17ty51ucLCws5d+4cAAaDgY0bN9ZbrqpR7xaLhTNnzri976q7eOp0pOUXkF5owsdLh4/WE2+tFl+dDl8vnfrb4OUlnflFvWSEsWgsmWdTXAtFUSh3OCprNm02yux2LJd/yuwVWB2OymDTbsdRRxwQFhZ2g0tdvzYRbHbv3p05c+awcOFCoLJZfcmSJSxZsgR/f39uvfVWxowZw6hRo1ymDMrPz1e3IyMj6z1GXFycW4PNKkVFRfzwww8cO3aM9PR0zp07R1ZWVq2BZX3z8de1nuulS5fU7XPnzvH44483umzV36/WZt68eWRlZdXos2kqLCSnqIgSs9nl/dR7eeHv5YW/l45AvQ9GHz1GH28M3t54SLN6uyYjjBtH5iMVon7WigqKrFaKreUUWa0UWcsx2+2Yy8uxOxxqOq1WS4C/PwGBgYRe7rvp5+fn0m/T19cXvV6PXq/Hx8cHXQv7n2sTwSbAY489RlJSEsuWLWP37t04Lv+hSkpKWL9+PevXrycoKIjnn3+eiRMnAmC+PGUNUOu8ldXdiAlaly5dyuLFi2ttHtfpdPTv3x9FUdQ5PetTV4fh6ud8tUpLS6/5tc0tKiqq1nlNqzgcDoqLiykoKCAvL08djZ6Tk8NP2dlYy8uBymaOIL2eYL0Pob6+BPv6EqT3QStBR7shI4wbR+YjhSC9nul9euHVSrsfiaahKAol5eXkWSoHBRWUlWGyllN6+XNFQ2V3wIgOHYiLiCA4OJiQkBCCg4MJDg7GYDC0+rEDbeo/YOjQoQwdOpSCggK2bdvGzp072b17tzp/ZmFhIU8//TQGg4Hhw4e7BJBlZWX1BpS2y1PeXI/yyxdWbRYsWMA777wDVPbZTEpKom/fviQkJNClSxe6deuGl5cXCxcubFSwWZfq84VOmDCBBQsWXHNebYlWq1W7MsTHx7vsUxSFoqIisrOzycrK4sKFC5w/d45TFzJQFAWthwehfn6E+/kSYajs9C0DR9ouGWEsGstDo5Ep0dohm8PBJXMpuaWlldMeWcoot9sBCAwIICoqip5RUXTs2JHIyEjCwsJaxYjy69EmPxGDg4O5++67ufvuu1EUhUOHDrF48WK2bduGoii8/fbbDB8+nA4dOqivycjIqHVUdpXqzc9Xqv6No75BNHUNMMrKylInYDcajaxcuZIePXpcVR6NVX1C+ysnsRe102g0GI1GjEajyzVis9m4ePEi6enpnD59mtNpaRzNzgEg1M+PSH8DHf39CTf4Sc1nGyIjjEVjyZKd7YPN4VAncs8xl5JfWooC+Or1xMbFkRQXR0xMDDfddFO7Xcay1QebiqKwfv16Tp8+jcFgYObMmS77NRoN/fr1Y/HixYwcOZJLly6pS0r269eP9957D4B9+/bVG2wePHiwzn3Vv5GYzWaX0fHVpaWl1fr8tm3b1Gb/Bx98sM5AEypXGapSX5/NukRERBAeHs6lS5c4duwYFosF33qaAhcsWEBeXh5RUVHMmDGDwMDAqz5mW+Xl5UVcXBxxcXGMGDECRVHIy8sjLS2NkydPciIlhaPZOXhqtXQw+BEdGEh0O25SFO2Ll1ZLjNGIVzteplWW7GybnIpCvsVCZnEJmSUlXDKXoigKxsBAuvbowZiuXYmPjyc8PLzVN383lVYfbGo0Gl5//XUuXLhAYGAgM2bMqLU6WqfT4Xd5Tquq37fffju+vr5YLBZWrVrF9OnTa31t1VrrdaleW5iSksLQoUNrpDl06BBZWVm1vt5kMqnb9QV+R44ccQl6K2qZb6sxRo0axYcffkhZWRmrVq3i17/+da3p0tPTeffdd3E4HAQFBfGb3/zmmo7XXmg0GsLCwggLC2Po0KE4nU4yMzNJSUnh+LFj7Dlzht3nLxBm8CMqIIDYIGO9U1yIlklGGDeOv7c3I+LjmrsYzSrA25uxCV0I8PZu7qKI62R3OLhYXMIFUxEXS0qw2u14e3uTmJjIiB496NatGyEhIRJc1qFNtO2NGzcOqBzJ/de//rXWGr8ffvhBnfy9ag5Kg8HAAw88AFSOYH/++edrBHAXLlzgueeeq/f4vXv/p0nt7bffrpFHdnY2//3f/13n6zt16qRuf/XVV7X2D/3pp5+YM2eOy6j0+vqA1ueXv/ylOlLtjTfecJlOqUpxcTG//e1vXWpcW+scm83Fw8ODqKgo7rzzTp6aO5f//d//5aGHHqJTfBeO5+bxxfEUvj6RytHsHEqu8W8phGi5qlaP0bXj2t3WrOzyjArfp53moyPH2HLmLBYvL24fMYK5c+fyt7/9jVmzZjFs2DBCQ0Ml0KyHRrmWttgWpqCggPHjx6s1hD169GD8+PF06tSJoqIi9u/fz7p163A6nXh7e/PJJ5+oTeY2m41p06bx008/AZCYmMi9995LWFgYKSkprFq1CrPZjIeHhxroVTXDV8nPz2f06NHqqjw9e/bk3nvvxd/fn59++olPP/2UkpISevfuzdGjRwHYuHGjOjrabDYzatQotfxxcXFMmTKFyMhICgoK2LNnD5s3b64RxM6fP99lvfNnn32WL774okb+tXnvvfdcVkUaNWoUd9xxB3q9nrS0ND755BMKCgoA6NatG5988gnebvx2fuTIEex2Ozqdjj59+rjtOC2FzWbj+PHj7N+/n2PHjlFRUUG4wUB8cBCxQUYZYNSCORUFW0UFXp6eMg2WqFdJeTnJGZkMjOqIv9RutgoWu51zhSbOmYrIKSlBo9EQ36ULffv2pVevXoSGhjZ3EVulNhFsQmWfyscee4zCwsI60wQEBDB//nxGjhzp8rzJZOKxxx7jwIEDtb5u0qRJZGdnk5ycDNQMNqFyucnf/e53dY5af+ihh0hKSlKXxLwyGNy6dSu//e1vsVqtdZY/ISGBxx57jLlz5wLwyCOP8Mwzz6j7rybYBHj//feZP39+vSPtk5KSWLx4sUtXAXdob8FmdVarlaNHj/Ljvn2knDiBh0bDTcZA4oOD6RjgLwGNaJVkPlLpctFaWCsqOF9o4qzJRFZxCR4eHiQmJNCvf3/69OnTbgf1NKU2E2xCZQ3nRx99xLZt2zh79ixmsxmDwUBUVBQjRoxg+vTpdX4rcTqdfP7553zxxRecPHkSh8NBYmIiDzzwAHfddRcPPvigOuVQbcEmVPZxXLFiBTt37uTSpUsEBATQu3dvfvGLXzBs2DDWrl1bZ7AJcPr0aVasWMGePXvIycnBw8OD4OBgEhMTGT9+PBMmTECr1TJ8+HByc3OJiori+++/V5e3vNpgEyAzM5MPPviAnTt3kpGRQVlZGUajkR49enDXXXcxceJEtDegCag9B5vVmUwmkpOT2bN7N9k5ORi8vekaEkyXkGD82vjUGK2FjDBuHAm0wGq3c7bQRFyQUaZAamEqnE7Om0ycKTCRWVyMAnTt2pVBgwbRp08fdWyHaBptKth0p8YEm+LaSbDpSlEUzp07x86dO9mfnIzdbifKGEhiaAidAgKkb1AzkiCqceR9Ei2NU1HILinhdH4h54uKsDscxMTEMGjQIPr3709AQEBzF7HNko5hQrRAGo2G2NhYYmNjueeee9i/fz/bt2/nh7Qz+Pv4kBgaTNeQEOnb2QxkhLFoLFmys2UoLCvjdH4BZwoLsdjsBAQEMGbcOAYOHNji1hBvq+STSogWTq/XM2zYMG699VbS09PZtnUrBw4e5GBmNp2DjHQPDyNYao5umKoRxkI0RJbsbD5Wu50zhYWcLjCRX1paOcF6l6507tyZyMhI+vbt29xFbFck2BSildBoNOok8vfcey+7du1i27atnEo5SQd/f7qHhRJtDJQBRW4mI4wbJ8TXl5kD+jV3MZqVt6cn3cJCpQXiBnE4nWQUFZNWUMDFomI0Gg09e/XiniFD6NmzJz/99BN2u126ITUD+Q8QohXy9/dn7NixjB49msOHD7N582Y2nzmLwdubbmEh0sTuRjaHg3MmE30iI5q7KKKFM3h5cfNN0c1djDZNURTyLBZO5xdw1lREud1OdFQU9945hgEDBshI8hZCPo2EaMW0Wi39+/enf//+nD9/ns2bN3Ng/34OZ+XQJTiY7uFhBPhI7VtT8tPpGBIdhZ80i4oGlFdUkFVSQqS/v3z5a2Jmm40z+QWcLjRRVFZGYEAAtw0fzpAhQ4iMjGzu4okryGh00SLIaPSmU1xczLZt29i+bRulFgvRxkB6hIXRwd8gzUdC3EAyIr9p2RwO0gtNnCkoJLukBJ1OR1Lfvgy5+WYSEhLUaQDrIp8zzUe+agnRxgQEBDBp0iTGjh1LcnIymzZuZMOpNIJ8fekRFkpccFC7nWS7KcgI48aR+UjB08ODCINB/t+ug8Pp5GJxCWcKCrhQVIzT6aRrQgKjJ08mKSkJHx+f5i6iaAQJNoVoo3Q6HUOHDuXmm28mNTWVzZs3s/PYMfZnZpEQEkxiWKhMFH8NZIRx4zgUBZPViqMdN54F+vgwPrFrcxej1XEqCjlmM2cKKufDLLdX0DEykruG38HAgQMxGo3NXURxlSTYFKKN02g0JCYmkpiYSG5uLlu2bGHP7t0czblEjDGQ7mFhhBv8pIm9kWSEsWgsWbKz8RRFIbfUQnphIemmIiw2G8FBQQwfMZKBAwfSsWPH5i6iuA5ytxSiHQkLC2PKlClMmjSJffv2sXXLFr5NPUWIny+JISHEBQehuwHLk7ZmMsJYNFaR1Sp9NutRNZI8vaCQc0XFmMvLCfD3Z9DQoQwcOJDY2Fj5EtxGSLApRDuk1+sZPnw4t912GydOnGDr1q3sPn6c5MwsOgcZSQwLJaid9rNriIwwbhyDlxd3dI7F0I67amjQ4O3piQYJmKo4FYVLZjPnCos4X1xMaXk5Bj8/+g0ezIABA+jcuXODA31E6yN3SiHaMQ8PD3r06EGPHj0oKChg586d7Ny5kxM/nSDcYKBrSDCxQUap7azGbLOx5Uw6d3VPlGCzHt6ensQGBTV3MZpVsK+e+/v2bu5iNLsKp5Os4hLOm4rIKCmmzGYnMCCAgTffTN++fYmPj0cr95g2Te6UQggAgoODueuuuxg/fjxHjhxh186d7Dp5kn0ZF4kxBtI1JET6diIjjIVojDK7nYyiYi4UFZFZYqbC4SA0JIRbbrudpKQkYmJipAazHZF5NkWLIPOftUwFBQXs3buX3bt2UVBYiMHbm7ggI52Dg6SZXYgGtKd5NhVFId9SRkZRERnFJeSVlqIBboqJoW/fvvTp04eIiIhm/bIqnzPNR2o2hRB1Cg4OZvz48YwdO5bTp0+TnJzMwQMHOJqdQ5CvnlijkZuMgRh9fNpNjaeMMG4cmY+07Suz28ksLuFicTFZ5lLKbDa8vb3p0b0743r1omfPnvj7+zd3MUULIMGmEKJBHh4edO3ala5duzJlyhRSUlJITk7m2NGjHMzMwt/Hh5sC/Ik2Ggk3+OHRhgNPGWHcODIfKQTp9Uzv0wuvNtK31+5wkGM2k1VcQlZpKQWlFgA6derEsAED6d69u/S/FLVqG/8BQogbxtPTk969e9O7d2/sdjunTp3i8OHDHDl8mOOXctF5aulgMNDR35/IAH8Cvb3bVK2njDAWjeWh0eDTigNtu8NBbmkp2SVmsktLyTOX4lQUAgMCSOzZi27dutGtWzcCAgKau6iihZNgUwhxzXQ6nTqafdq0aVy4cIGUlBROpKSQfPYsjgtOfL28CPXVE+7nR5jBjxBf31bd/CwjjEVjtbYlO8vsdnJLS7lkLiWn1EJ+aWVw6efrS9euXbnj8uIQ4eHhbeoLpHA/CTaFEE3Cw8ODmJgYYmJiGDduHOXl5aSlpZGWlsbZM2c4fP489ouZaDQajHo9gd5eBOn1BOl9CPTxwc/Lq8UEoRVOJ3aHA5vDgd1RuV3hdGJ3OqlwOnE4nTgUJ4pSOW+goigoVNZkVf/RaT3w0mrx0nri7anF29MTvadnu/ig9tJqiTEa8WrHTaoteclOh9NJYZmVPEspuaUW8ixlFJWVARAYEEB8QgIju3alS5cudOjQoV1cs8J9JNgUQriFt7c3PXv2pGfPngA4HA4yMzNJT08nMzOTzIsXOZGZSZnVqr7G19sLg84LP50nPjodPp6e6o+XVovWwwPPyz9aD01lU3a1z0BFUXAqCg6ngkNx4nAqVDgdlUGiw4nd+Z8A0lZRuW1zVO63OR2UVziwVVTgcDrrPTdPrRatpyceHh6VgaWHBxqNBqfTicPh+M9PLfl4aDT4eXvjp9Php/MkwMeHIL0PRr0efy+vNvOh7u/tzYj4uOYuRrMK8PZmbEIXAry9m7UcDqcTk9VKvqWMAouF/LIyCixlOJxOPDw86BgZSVKv3sTFxdG5c2eCgoLazHUoWgYJNoUQN4RWqyU6Opro6P8s9agoCkVFReTm5pKfn6/+FOTnU1BSgtlUhKWsjKaaoc1Do8Hbxwe9jw96vR5fX1/8fX3x9fVVH1f99rmcxsfHBx8fH7y9vfHy8sLLy6vR8wPa7XbKysooKyvDYrFgNpspLCyksLCQgoICCvLzOZGdrQbcnlotQXofwnx9CTcYCDf4tdvBNW2BTqsl8gaOxlYUhVKbnUJrGaYyK4VlZZjKbZgsFpyKgobKJWtjunVneGwsMTExREVFoZNrTLiZBJtCiGaj0WgwGo0YjUa6du1aaxqn04nFYuHQoUNYLwdlN910E3a7XQ1Cq357eHjg6enp8uPt7a0Gi543uAlbp9Oh0+nqHUBRFXBnZmaSlZXFhQsXOJ2Wxk9nzgIQ4ONDB4MfUYEBRPr7y2pOrUhJeTnJGZkMjOqIfxPWbpZXVFBSbqOkvJwiq5UiaznFNhvFVit2hwMAby8vIiMj6datE1FRUURFRdGpUye8m7mWVbRPEmwKIVo0Dw8PDAYDAQEB6PV6dDodCQkJzV2sJlM94O7Ro4f6vMlk4syZM6SlpZHy00+knj6Lh0ZDhL+BqIAAYoOM+LXgdcdlPlKwORycM5noExlx1a8rtdkw22yUllf+NttsmO12SsrLKbdXqGn9fH2JiIggMTKS8PBwOnToQMeOHaUpXLQoEmwKIUQLZDQa6d+/P/379wcgNzeX48ePc/zYMQ6cOsWPGRcJNxiIDQok1hiEr1fLagqV+UjBT6djSHQUfpebqRVFweZwYLHbKbXZsdhtl3/bsdjsWCoqMNvKsVc41Dw8PDwwBgYSEhJK17AwQkNDXX78/Pya6/SEaDQJNoUQohUICwvjjjvu4I477qCsrIyjR4+yPzmZ/SdOsO/CRSID/OkSHExMkLHd1iQ2N6eiqDWS5nKbun2hqAhLRQWl5Ta1mRsqx7YZDAaMRiMhHTvRJSiIoKAgjEYjQUFBBAcHExgYKGuIi1ZPgk0hhGhl9Ho9gwcPZvDgwWp/1r179rD9zBn2Zlwk1hhIl5AQwvx8pSm1iSmKgsVux2S1UlRmpbi8vLL/pN2G2VqOs9pgNoOfH8HBwYSHhLgEkVXdJgIDA2W1HdEuSLAphBCtmK+vL7fccgu33HILubm57N27lz27d5N6MpUgX18SQoKJDwlu1/NdXiu7w0FhmZUCi4WCsjIKrVZMVqvazO2p1RIaGkp4bCyJoaGEXW7mDg4OJigoCK8W3KdWiBtJgk0hhGgjwsLCmDRpEhMmTODEiRPs2LGDH48eZX9mFnHGQBLDQgm9QX38Qnx9mTmg3w05VlNwKgqmMiu5paXklpaSX2al0FK59reHhwcdIiKI6xxPx44diYiIoEOHDoSEhEgTtxCNIMGmEEK0MR4eHuoyoiaTid27d7Nzxw5OnUgl1M+PhNAQ4oKM7XoaJYfTSb7FQnaJmZzLSzTaHQ48NBoiIyPp1aMnN910E9HR0URERMhclEJcBwk2hRCiDTMajYwfP56xY8dy/Phxtm/fzu6ffiL5YibxQUEkhIUQ1ArW7b5eiqJQUFZGVnEJmSVmLpnNVDideHl5Ed+5M/27diU+Pp7o6GiZi1KIJibBphBCtAMeHh707t2b3r17k5eXx86dO9m9axcpP+USZjCQEBJMbBur7Sy12cgsLuFicTHZ5lKsdjs6nY6uXbowODGRrl27EhUVJYN0hHAzCTaFEKKdCQ0NZfLkyUycOJGjR4+yc+dOdp44wb6LF4kNNBIfEkSEwXBdI9lNZWVsOZPOHZ1jMd6gmtMKp5NLZjMXL9deFlosaIDo6GjuGHIziYmJxMXF4ekpH31C3EjyHyeEEO2Up6cn/fr1o1+/fuTn57Nnzx727tnDqdQ0DN7exAUZ6RwchNHH56oDT4eiYLJacTTRuva1US4fI7O4hMySErJLzDicTnz1evr07Uv37t1JTEzEYDC4rQxCiIZJsCmEEIKQkBAmTpzIhAkTOHPmDPv27ePA/v0czc4hwMeH6AB/oo1Gwg1+eDTT3J2KomC22cgqKSGr2Ex2aSllNhueWi3xXbowqHsQERERhIeH07dv32YpoxCiJgk2hRBCqDQaDfHx8cTHx3PfffeRmprKkSNHOHLkCMcvncJHpyPCz48Igx8R/gaC9Hq3BZ8Vl0eM55pLyS21kFdmobTchkajIToqimEDB9K1a1e6dOmCl5cXR44cwW63y0T2QrQwEmwKIYSolU6no2fPnvTs2ZNp06Zx/vx5jh07RmpqKgfOnaMiw4HOU0uory+B3t4E+vhc/vHGV6fjjs6xGBqY2NzhdFJWUUGZ3Y653IbJasVUVkZRuY0iqxVFUdDpdMTcdBO3dB5E586d6dKlC/p2MIJeiLZCgk0hhBAN8vDwIDY2ltjYWADsdjvnz58nLS2Nc+fOkZOdzamLmTicTvU1Ok8tPp46vLRaPD08cCoKCgpOpfLHaq/Aare7HMffYCCyY0eSOnakQ4cOxMTE0LFjRxkxLkQrJsGmEEKIq6bT6dTm9ioOh4P8/HxycnIwm81YLBZKS0uxWCzYbDa0Wi0eHh5otVq0Wi0Gg4GAgAACAwMJCAggODgYX1/fZjwrIYQ7SLAphBCiSWi1WsLDwwkPD2/uogghWhBZ1FUIIYQQQriNBJtCCCGEEMJtJNgUQgghhBBuI8GmEEIIIYRwGwk2hRBCCCGE20iwKYQQQggh3EaCTSGEEEII4TYSbAohhBBCCLeRSd1Fs3I4HJSVleG8vMSd0+nEbDY3c6lESyTXiGiIXCOiPnJ9uJder69zWVmNoijKDS6PECqz2czJkyebuxhCCCGEuA6JiYkYDIZa90kzuhBCCCGEcBsJNoUQQgghhNtIM7poVlV9NoUQQgjRekmfTSGEEEII0SykGV0IIYQQQriNBJtCCCGEEMJtJNgUQgghhBBuI8GmEEIIIYRwGwk2hRBCCCGE20iwKYQQQggh3EaCTSGEEEII4TYSbAohhBBCCLeRYFMIIYQQQriNBJtCCCGEEMJtJNgUQgghhBBuI8GmEEIIIYRwGwk2hRBCCCGE20iwKYQQQggh3EaCTSGEEEII4TYSbAohhBBCCLeRYFMIIYQQQriNBJtCCCGEEMJtPJu7AKJtUBSFb775hs8++4yUlBQsFgthYWEMGjSIBx54gD59+lz3MVJTU1m5ciV79+7l0qVL+Pv7Ex8fz913383Pf/5ztFptE5yJcBd3XyMjR47k4sWLjUq7Y8cOwsLCrut44sZ46aWXWLVqFU888QRPPvnkded38eJFVq5cyfbt28nMzESv1xMTE8PEiROZPn06Pj4+TVBqcaM05fXx4IMPsm/fvkal/fjjj0lKSrqu47UnEmyK62a1WpkzZw5btmxxef7ixYtcvHiRr7/+mqeeeopZs2Zd8zFWr17NSy+9hN1uV58rKCigoKCAH3/8kS+++IK33noLo9F4zccQ7uPua8RsNpOZmdkEJRUtye7du/noo4+aLL+tW7cyd+5cSktL1edsNhtHjhzhyJEjfPbZZ7z99ttERUU12TGF+zT19ZGamtpkeQlXEmyK6/anP/1JDSLi4+OZOnUqoaGhHD9+nI8++giLxcLrr79OREQEkydPvur8t2/fzvPPP4+iKOj1eqZPn06vXr3Iz8/n008/JTU1leTkZObNm8eyZcvw8JDeIS2Nu6+RkydPoigKAI8++ii9e/euN31gYOBVH0PcWMeOHeOJJ57A6XQ2SX4nT57kySefpLy8HK1Wy3333cfAgQMpLS3lq6++4uDBg6SmpjJ79mw+/vhj9Hp9kxxXuEdTXx85OTmYTCYApk6dyvDhw+tNHxcX1yTHbTcUIa7Djh07lISEBCUhIUF56KGHFKvV6rI/LS1NGTx4sJKQkKAMHjxYKSkpuar8y8vLlZEjRyoJCQlKUlKScuzYsRr7H3/8cbUMX3/99XWfk2ha7r5GFEVRPvjgA/UYZ86caaqii2ayZcsWZeDAgerfNCEhQVm0aNF15Tl9+nQlISFB6d69u7JlyxaXfU6nU/nzn/+sHuudd965rmMJ93LH9bFlyxY1r+3btzdRSUUVqQIS12XFihUAeHp68vLLL+Pt7e2yPz4+nueffx4Ak8nE6tWrryr/7777joyMDAB+/etf07NnT5f9Xl5ezJ8/X20+X7JkybWchnAjd18jUFlrBeDt7U1MTMx1llg0F5vNxqJFi3j00UcpLi5usnwPHjzIgQMHALj77rtr1FppNBr+9Kc/ER8fD1Res9W77IiWwV3XB/znHgLQtWvXJs1byGh0cR1MJhO7du0C4LbbbiM6OrrWdBMmTCAkJASA9evXX9Ux1q1bB1R+GNx///21pvHz8+Oee+4BKvvcnD179qqOIdznRlwj8J8Pii5dukg3ilZq165djB8/nrfeegun04mvry8PP/xwk+RddR8BmDFjRq1pPDw81H0mk4k9e/Y0ybFF03Dn9QH/uYcYjUYiIiKaLF9RSe7K4polJyer/WVuvvnmOtN5eHgwaNAgAA4fPkxRUVGjj/Hjjz8CkJiYSHBwcJ3pqh9/27Ztjc5fuNeNuEYUReHUqVMAJCQkXEdpRXNas2aN2orRq1cvVq9ezYgRI5ok76r7SGBgID169KgzXfVrdPv27U1ybNE03Hl9wH8GB8k9xD1kgJC4ZlUf8NDwP2iXLl2AysAgNTVVDSzqk5OTozaVNNSsUdX8BXDixIkG8xY3hruvEagc0W42m4H/XCdms5kTJ05QWlpKeHg4CQkJMjVWKxAcHMwTTzzB9OnT0Wq15OfnX3eeDoeD06dPA5X3ifpqvuPi4tBqtTgcDrmPtEDuuD4A7Ha72iJWdQ8pKyvjxIkTFBcXExQURLdu3fDy8mqS47VHEmyKa1Z9TsNOnTrVm7ZDhw4ur2tMIFH1LbYx+UdERODh4YHT6ZQpcFoQd18j4NrXysPDgyeeeIJNmzbhcDjU541GI7/4xS/4zW9+I/MotlAPPPAAL774YpP/ffLy8rDZbEDD16BWqyUsLIzs7Gy5j7Qw7ro+AE6fPq320fX39+ePf/wja9eupby8XE1T1V3rySeflNksroE0o4trVlBQoG4HBQXVm7b6/JdV00s0pLCwsNH563Q6fH19ryp/4X7uvkbANdh89dVX+f77710Czar83nzzTR588EGXMomWo3fv3m4JJK7mGoT/TIsl95GWxV3XB7jeQ9555x0+//xzl0AToLS0lH//+99MmTKFCxcuuKUcbZkEm+KaWa1WdfvKEcZXqt78UP119SkrK2t0/tXTNDZ/4X7uvkbA9YNCp9Mxa9Ys1q1bx9GjR9m+fTsvv/yyulrQkSNHmDt3bpPNzSdaPrmPiIZUv4doNBqmTZvGl19+yeHDh9m9ezcLFiwgNjYWgHPnzvHoo4+6XFeiYRJsimtWUVGhbjfUl6X6/uqvq0/12qnG9JWpStPY/IX7ufsagcq+vVAZJPzzn//k6aefJj4+Hi8vL8LDw5kyZQqfffaZ2ky/Z88el9HJom2T+4hoSNU9RKPRsGDBAv785z/TvXt3fHx8CA4OZsKECXz66ad0794dgLS0NN57773mLHKrI8GmuGbVmzQampOuqs8UNO6GD661EI2Z867qGDqdrlH5C/dz9zUC8NFHH7F//342bNjAwIEDa00TERHBc889pz7+5JNPGp2/aN3kPiIa8vrrr3Po0CG+//57xo8fX2saf39//vrXv6qP5R5ydSTYFNesqo8kUKN/y5WqBxKNacq62vyrp5EBIC2Hu6+RKgaDgcjIyHrTjBw5EoPBAFRO8i1N6e2Dn5+fui33EVEXvV5f5zzAVXr06KGOVs/IyFBrREXDJNgU1ywgIEDdbqgzffX99c2XWVf+Dc27aLfbsVgsV5W/cD93XyNXQ6vVqqsL2Ww2GQDSTvj7+6vbjZm/tSqN3EdEbTp37qxuS7DZeBJsimtW1WEaICsrq9602dnZ6nbHjh2bPP+cnBy1pqqx+Qv3c/c1crWkabT9CQ8PV2s3G5rOyOFwkJubC8h9RNTO01NmjLwWEmyKa1Z9IvXqk3fXpmq/RqNp9LqzQUFB6hKGDeWflpambssKEC2Hu6+RCxcu8K9//Yv/+7//Y8uWLQ2mr6qJ0Ol0MldeO1J1HVZN7l6XM2fOqAOK5D7SPhQUFPD++++zcOFCvvzyywbTV6/NDA8Pd2PJ2hYJNsU169evn1pTtHfv3jrTORwOdbm4bt26uTStNqRqYu+UlBRKSkrqTFd9HePBgwc3On/hXu6+Ri5dusRf//pXlixZwscff1xv2rNnz6q1q71795YVhdqRqvtIfn5+vV96qt9HGruogGjd7HY7f/nLX3j77bdZsWJFvWlLSko4duwYUDnosPpCFKJ+EmyKaxYQEKCuJbxp06Y6m6jWrl2rTqxc10i/uowdOxaonIbkww8/rDWN2Wzmiy++ACqXm+vWrdtVHUO4j7uvkV69eqmDfrZv315vM+nbb7+tbk+ePLnRxxCtX9V9BODf//53rWkcDgerVq0CKvt5Dhs27IaUTTSviIgItbvPyZMnOXToUJ1pV6xYoc6/KveQqyPBprguM2fOBCq/Hc6bN09do7pKWloar7zyClA5KnTKlClXlf/o0aOJiooC4K233iI5Odllv81m4w9/+IM62OPhhx++hrMQ7uTOa8Tb25upU6eq+T/99NM18gdYvnw5X331FVDZj/TnP//5tZyKaKX69u1Lv379AFi9ejXffvuty35FUXj55Zc5c+YMADNmzJDR6O3Igw8+qG4/88wztQ78Wbt2LUuXLgUqVzuruq+JxpGeruK6DBs2jLFjx7JhwwYOHjzI5MmTuf/++4mMjOSnn37iww8/pLS0FIA//OEPNUZ47t27l4ceegiobP6+stbBy8uLP/3pT8yePRur1crMmTOZMmUK/fv3x2Qy8cknn5CamgpA//79ue+++27AWYur4e5rZPbs2WzevJmzZ89y4MABJk6cyLRp04iNjaWwsJB169apX1L8/Pz4+9//ftVTK4mWLSMjg1GjRgGV659v2rSpRprnn3+eadOmYbfbmTt3Lps2bWLYsGFYrVa+/PJLDhw4AFR+Gfmv//qvG1p+4V4NXR/Tp0/n22+/JTk5mfT0dH72s58xbdo0unXrhtlsZtOmTWzevBmoHCD06quvquMJRONIsCmu2/z58yktLWXHjh1kZGTw2muvuezXaDQ88cQTTJ8+/ZryHzlyJC+88AKvvPIKdrudVatWqc1dVXr37s3ixYulH14L5c5rxN/fn5UrV/LEE09w7NgxsrOzeeONN2qki4yM5PXXX6d3797XfB6i9erZsycLFy7k97//PRaLhTVr1rBmzRqXNDExMSxbtsxlbk7R9nl6evL2228zd+5cduzYgclkYsmSJTXSGY1GXnnlFUaMGNEMpWzdJNgU102v17Ns2TK+/vprvvzyS3Uwj9FoZMCAATz00EMMGDDguo5x//33M3DgQP71r3+xa9cucnNz0el0JCQkcNdddzF16lSZ1qYFc/c1EhkZyccff8w333zD2rVrOX78OMXFxRgMBmJjYxkzZgzTpk2TIKKdGz16NGvXrmXlypVs27aN7OxsNBoNcXFxjB07lgcffFCukXYqICCAZcuWsXHjRnVd9MLCQnx9fYmKimLkyJHcf//9UqN5jTSKoijNXQghhBBCCNE2yQAhIYQQQgjhNhJsCiGEEEIIt5FgUwghhBBCuI0Em0IIIYQQwm0k2BRCCCGEEG4jwaYQQgghhHAbCTaFEEIIIYTbSLAphBBCCCHcRoJNIYQQQgjhNhJsCiGEEEIIt5FgUwghhGgku93e3EUQotWRYFMIIYRogNVq5e9//zvLli2rdf+zzz5LYmIiiYmJ7N279waXToiWTYJNIYQQoh4nT55k4sSJvPvuu1RUVDR3cYRodSTYFEIIIepx/PhxMjIymrsYQrRans1dACGEEKK1e/XVV3n11VebuxhCtEhSsymEEEIIIdxGgk0hhBBCCOE2GkVRlOYuhBBCXK2RI0dy8eJFhg0bxvLly9mwYQNvvfUW6enpBAUF0bdvX2bPnk23bt3U12RlZfHRRx+xY8cOMjIyKC0tJSgoiB49enDnnXcyefJkdDpdvcctKChg9erVbNu2jbS0NMxmMwaDgcjISAYPHszdd99Njx49an3tP/7xD958800ANm7cSKdOnfjiiy/49NNPOX36NKWlpXTo0IEhQ4bw4IMPupS9PocPH+bTTz8lOTmZ7OxsHA4HoaGh9OrVi3HjxjFu3Dg8PGqvW9i7dy8PPfQQAP/3f//HxIkTSUlJ4cMPP2TPnj1cunQJnU5HTEwMo0eP5he/+AUGg6HOsjidTr777jvWrVvH0aNHycvLw9PTk+DgYPr06cOIESOYOHEiWq22wfPasWMH33zzDcnJyeTl5aHRaAgPD2fIkCHce++99O3bt1Hvz7Wq/veqzRNPPMGTTz4JVI5G/+KLLwB47733GDJkiJqu+nv8xhtvMG7cOA4fPsyqVatITk7m0qVLBAYG0rVrV6ZNm8a4cePU1xYUFPDBBx/w3XffkZGRgUajIT4+nrvuuosZM2bg6Vl/b7iysjJWr17Npk2bSEtLw2QyYTAYiI2NZfjw4dx///0YjcZrfYuEaBTpsymEaPU2bNjAnDlzqPrunJ2dTXZ2Nk888YSaZsWKFSxcuJDy8nKX1166dIlLly6xZcsW3n33XRYtWkRiYmKtx9m2bRvz5s2jpKTE5XmTyYTJZCIlJYX33nuPqVOn8sILL9QbUNlsNh577DE2b97s8vyFCxe4cOECn3/+OXPnzmXWrFl15lFUVMT//M//sH79+hr7Ll68yMWLF9mwYQNLlizhjTfeIDY2ts68qixdupQ33njDZdR1WVkZR48e5ejRo/z73/9m+fLltQbCBQUFzJ49m4MHD9Y4V4vFQkZGBuvWrWPx4sUsXbqUm266qdYymEwmnn76aXbs2FFjX3p6Ounp6Xz88cf8/Oc/56WXXsLb27vB82pJFixYwNKlS3E6nepzubm55ObmsmvXLu6//35efPFFDh06xJNPPsmlS5dcXn/kyBGOHDnC1q1bWbp0aZ3X2a5du/jDH/5Abm6uy/OFhYUUFhZy8OBBli9fzksvvcTEiROb/kSFuEyCTSFEq1YVcF3ZSBMfH09CQgIAr732msv8iP369WPgwIEYDAYyMzPZvHkzly5dIj09nfvvv59Vq1bVCKbOnj3Lk08+idVqBaBnz54MGTKEoKAgCgoKOHDgAIcPH0ZRFD7++GOCg4N56qmn6iz3Cy+8wL59+wAYMmQIgwYNwmazsXXrVk6ePInT6eT111/HZrO5BM1VSktLeeSRRzh27BgAGo2GIUOGkJSUhE6n49SpU2zZsgWr1cqJEyeYOnUqH374IfHx8XWW6eOPP1bniExKSmLw4MH4+Phw8uRJNm3ahN1uJy8vj9mzZ7N+/Xq8vLxcXj9v3jw10AwKCmLkyJFER0djt9tJT0/nu+++w263c/bsWR555BHWrVtXI4+ioiKmT5/O2bNnAdDr9YwcOZL4+HgcDgcpKSls374du93OF198QWZmJitWrGiwhu9a3Hrrrfj6+nLs2DHWrVunPnfrrbcCldfR1frnP/+pvkeDBg2if//+VFRUsGfPHo4fPw7Ahx9+SFxcHIsXL8ZkMtG9e3duu+02vL292bdvn/o32rFjBx988IFaa1rdxo0bmTNnjjoJfUxMDLfffjthYWGYTCZ27NhBamoqJSUlPP3001gsFqZMmXL1b5IQjaEIIUQrNGLECCUhIUH9mTVrlpKWlqaUlpYqP/74o7JhwwZFURTlhx9+UNMMHjxY2bFjR428rFar8pe//EVNd+eddyrl5eUuaZ577jl1/2uvvVZrmT744AM1TVJSklJWVuayf9GiRS5l7tOnj/L999+7pHE6ncqSJUvUND169FBOnTpV41jPPPOMmuaWW25RkpOTa6TJyMhQ7rnnHjXduHHjapzXnj17XMqUlJSkbNy4sUZeR48eVQYMGKCmW7Nmjcv+/fv3q/vGjx+vFBYW1sjj3Llzyq233qqm++KLL2qkefzxx9X9Dz/8sJKXl1cjzdmzZ5VJkyap6d54440aaZrSZ599ph5r0aJFtaap/vfYs2ePy77a3uMtW7a4pKmoqFDmzJnjki4hIUFZsWJFjWNVv45+9rOf1dh/8eJFZeDAgUpCQoLSrVs3ZeXKlYrD4aj1vHr27KkkJCQovXr1UtLS0q7mbRGi0WSAkBCi1UtISODNN98kPj4eX19fBg4cyJgxY1AUhQULFqjpFi1apNZKVeft7c1zzz3HHXfcAcC5c+f46quvXNIcOnRI3a6raXvGjBkMHjwYgIqKClJSUuot9yuvvMLo0aNdntNoNMyaNYsHH3xQzWfRokUuaU6fPq2WT6fTsXTpUgYMGFAj/06dOrFy5UoiIyMBOHPmDF9++WW9ZfrTn/7EyJEjazzfq1cvZs6cqT7evXu3y/7Dhw+r21OnTq21H+BNN93EvHnz1PM8evSoy/4jR47w/fffA5U104sXLyYkJKRGPrGxsSxZsgQfHx+gsrawuLi43vNqSebNm8fw4cNdntNqtTVqsMePH8/DDz9c4/WPPvoofn5+AKSmpmKz2Vz2L126VH0/Hn/8cWbOnFlrn9177rmHuXPnApVdHd55551rPykh6iHBphCi1ZsyZUqtA3sOHjzIqVOngMomz+qDNmrz2GOPqdtr1qxx2Ve9mfbKPonVzZ8/ny1btnDkyJF6m1l79+7NpEmT6tw/e/Zs9Zy2b9/u0td03bp1an+/SZMm0bNnzzrzCQgI4PHHH1cff/bZZ3WmNRgM/OxnP6tzf1UgDZCXl+eyr3q/weqB+ZXGjx/P2rVrOXz4MM8//7zLvtWrV6vbM2fOVIPJ2nTs2JHJkycDlV0KNm7cWGfalsTX15dp06bVui8+Pt7lOp46dWqt6aoGbEHlgCyTyaTus9ls6hcRLy+vWoPV6h566CF8fX0BWL9+fY3AVYimIMGmEKLVS0pKqvX5H3/8Ud2uLyCr0qNHD7UP4ZEjR1wGyQwaNEjd/u1vf8v8+fM5cOAADofDJY+OHTsSGRmJRqOp91gNDcgIDg5WR1tbLBb279+v7tuzZ4+6PWbMmAbOCsaNG6eW59ixY5SVldWarnv37jX6UF5ZpipXDrSqHoh+++23PPLII3z77bc1ahz1ej1dunSpdVBPVR9WoM4R/dVVD+arvz8tWWJiYp3vsUajITQ0VH1c32wEVQEi4BIgHj9+HIvFAlTWAFfVgNZFp9PRq1cvNZ8ra5uFaAoyQEgI0epFRUXV+nxaWpq6/f777/P+++83Ok+r1UpBQQHh4eEA/OpXv2LdunXk5uZitVpZsWIFK1asICAggKFDh3Lbbbdx++23ExER0aj8GxP8dunSheTkZKBydHmV6ksndu/evcF8/P39iYqK4sKFC1RUVJCVlUXnzp1rpKutybq66jWN1UdSQ2VgNHnyZLVWbefOnezcuROtVkvv3r3V96d37961BuIVFRWcO3dOfXzvvfc2eF7VZWVlXVX65lJ1PdWlenN3YGBgo9JVV/2aT01NrXNmhbq0lvdRtC5SsymEaPUCAgJqfb6oqOi68q3++oiICP71r3/VaBovLi5mw4YNPPfcc+q8hWvWrKkxOv5KDQV24Bps5Ofnq9vVm03rC0iqq96Hsq73Ra/XNyqvurz88ss88sgjLl0OHA4Hhw4d4h//+AdTpkxh+PDh/P3vf6egoMDltcXFxQ2+Z/Wp/p60ZFfzHjdmLtIrNeU1L0RTkZpNIUSrV9e0N9WbuMeNG0efPn2uKt8rA8L4+Hg++ugjDhw4wPr169m6dSvp6enqfkVROHDgAAcOHOCrr77i7bffrrPJtDFT9VQvf/W+fNcSlFWviWyoif9aeXl58cwzzzBz5ky+/fZbNm7cyMGDB9XpdwBycnJ49913Wb16NcuXL1ebcKt3WQD43e9+V2ftXW0aE7y3BO5676tUv2Z69ux51fNn1tUlRYjrIcGmEKLNql7j2a9fP5fR1Nejf//+9O/fn//+7/8mMzOTPXv2sHPnTrZs2YLZbAYq50B85513+O1vf1trHldODF+b6rVM1fvyBQQEqBN1m0wml/57dSksLFS3/f39G0x/PSIiIpg5cyYzZ85U+5vu2rWLzZs3q/Nnmkwm5syZw3fffYdWq61RQzt16tRG19qK/6h+zUdERPCrX/2qGUsjRCVpRhdCtFnR0dHqdtWo9IZc2bzbkI4dO3LPPffw+uuvs2PHDnWENFBj+qTqTp8+3WDeqamp6nb11XaqrwR04sSJBvMpKioiMzMTqOzr16lTpwZf01R8fX257bbbeOaZZ1i/fj2LFi1Sa2kzMjI4cOAAUDn9VFhYmPq6xvy9ysrK1En2RaXq13z1/pv1KSoqqtEHV4imJMGmEKLNGjhwoLq9detWl+bc2hw9epShQ4fSr18/7r33XrVpt2r1oPHjx9e7fKRer+eZZ55RH+fk5NSZdtu2bfWWJScnR10dKCQkxGUd8Opzam7YsKHefK5M071793qnFLpW//u//8u0adMYNGhQvec9duxYhg4dqj7Ozs5Wt6uP+P/hhx8aPOZrr71G3759ufXWW3nrrbeuseQNc3fTd1Pq16+f2kXj/PnznDx5st705eXljB07lj59+jBmzJhGfXkR4mpJsCmEaLOGDh1Khw4dgMq1p5cvX15nWkVReP3114HKqYaioqLUD22j0cjGjRs5c+YMu3btcgmQrlS9ZrS+kccbNmyot+bpzTffVPvfjRkzxqX/4t13360GQGvXrlWXOaxNSUkJixcvVh9PmDChzrTX48KFCxw6dIji4mK+/vrretNWf4+qj96/++671e2PP/7YpT/sldLT09V5OfPy8tS+n+5Q/b2/cqqrlsbPz48777xTffy3v/2t3j6+y5Yto7CwELvdjsVioUuXLjeimKKdkWBTCNFm6XQ6Zs+erT5+4403WLlyZY0mw7KyMl566SV1VRxPT0+XCd6r1vkGsNvtPPnkk1y6dKnG8UpLS3nhhRfUx2PHjq2zbHa7nUcffbRGc7rD4eDNN9/kk08+ASpHm1+5skxcXJw6+brdbmfWrFm1zjOZlZXFr371K3U6m86dOzNjxow6y3Q9qk9V9MYbb7B169Za0/3zn/9Ua2zDw8NdBqQMHz5cHe1vsVh45JFHag2kT58+zaOPPqrOL9mnT58aK/I0JYPBoG5Xn4KqpXrsscfUgWk7duzg97//vdqXuIqiKKxevdrli8hjjz3mljXmhZCrSgjRpk2bNo3k5GTWrFmD0+nk1Vdf5aOPPuL2228nODiYzMxMNm/erA64AXj66adrTKj9+9//np07d2KxWDhy5Ah33nknI0aMICYmBr1eT0ZGBps2bVKnKOrUqRO/+c1v6iyXTqfjwoULTJ48mdGjR5OYmEhJSQmbN2/mzJkzQGXQ++KLL7oMDqrywgsvkJKSQmpqKnl5eTzwwAPcfPPNJCUlodPpSEtLY9OmTWqfRoPBwIIFCxo1mOhajBo1ittuu43t27djs9mYNWsW/fr1o1evXoSFhVFUVMSPP/7IkSNHgMqm6WeffbbGaP0FCxYwZcoUcnNzuXjxIvfddx+33HILffr0QVEUTp06xebNm9UaxsDAQF577TW3nFOV6vO4fv311/j7+xMREUHXrl1rXdqzuSUmJvI///M/PP/88yiKwtdff8327dsZNWoU0dHRFBQUsHfvXpcm9hEjRrjti4gQEmwKIdq8+fPn07FjR5YvX47dbic9Pb3WJlofHx9+97vfqeuSVxcTE8O7777LnDlzyMvLw2q18u2339Z6vO7du7NgwQKXFXeuNGfOHNauXUtKSgrffvttjbz8/f1ZsGABt912W62v9/PzY9WqVTzzzDNs3LgRRVHYvXt3jTXLoXIKnIULF7oMMnKHhQsXMmfOHHbs2AFULutZ29Kefn5+/PGPf6x1Wp7IyEg+/fRTnnrqKQ4ePIjT6WTHjh1qntXFx8ezcOFClwFT7pCQkEC/fv04ePAgiqLwwQcfADBy5MgWGWxC5RKu/v7+vPDCC5hMJkwmU51Lld577728+OKLrapvqmhdJNgUQrR5Hh4ezJ07l/vuu49PPvmEXbt2kZGRgdlsxtfXl9jYWG655RamTZtGx44d68xn4MCBrF+/ns8++4ytW7dy6tQpTCYTWq2W0NBQevbsyZgxYxg/fnyDE3KHhITwySefsGrVKtasWcPZs2dRFIW4uDhGjRrFjBkz6g1WoTIgXbx4McnJyXz55Zf8+OOP5ObmYrPZ1EFF48ePZ8yYMdc0QfjVMhgMLF++nK1bt/LNN99w9OhRcnJysNlsBAUFER0dzfDhw7nnnnvq7c/aoUMHPvroIzZv3sy3337LwYMHycvLw263ExQURI8ePRg7diyTJk2qd3nNpqLRaHj33XdZuHAhmzZtIjc3F51O1+CAs+Y2btw4hg0bxurVq9m2bZt6vep0OiIjIxkwYABTpky56vlnhbhaGuV6lmwQQgjRaP/4xz948803gcrR2/fcc08zl0gIIdxPBggJIYQQQgi3kWBTCCGEEEK4jQSbQgghhBDCbWSAkBBCiDYhKyuLdevWNVl+EyZMIDIyssnyE6K9kmBTCCFEm3D+/Hn+9re/NVl+vXr1kmBTiCYgzehCCCGEEMJtZOojIYQQQgjhNlKzKYQQQggh3EaCTSGEEEII4TYSbAohhBBCCLeRYFMIIYQQQriNBJtCCCGEEMJtJNgUQgghhBBuI8GmEEIIIYRwGwk2hRBCCCGE2/w/UCZ8lnZr1ssAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('whitegrid')\n", "sns.set_context(\"poster\")\n", "sns.violinplot(data=df_shapes, x=\"response_time\", y=\"stim_file\", inner=\"quart\", linewidth=1, palette='vlag')\n", "sns.despine(left=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "or a `talk`:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"talk\")\n", "sns.violinplot(data=df_shapes, x=\"response_time\", y=\"stim_file\", inner=\"quart\", linewidth=1, palette='vlag')\n", "sns.despine(left=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "or a `paper`:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"paper\")\n", "sns.violinplot(data=df_shapes, x=\"response_time\", y=\"stim_file\", inner=\"quart\", linewidth=1, palette='vlag')\n", "sns.despine(left=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "No matter the `figure` and `context`, another very crucial aspect everyone should always look out for is the `colormap` or `colorpalette`! Some of the most common ones are actually suboptimal in multiple regards. This entails a misrepresentation of `data`:" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "It gets even worse: they don't work for people with `color vision deficiencies`!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "That's obviously not ok and we/you need to address this! With `seaborn`, some of these important aspects are easily addressed. For example, via setting the `colorpalette` to `colorblind`:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"notebook\")\n", "sns.violinplot(data=df_shapes, x=\"response_time\", y=\"stim_file\", inner=\"quart\", linewidth=1, palette='colorblind')\n", "sns.despine(left=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "or using one of the suitable `color palettes` that also address the `data representation problem`, i.e. `perceptually uniform color palettes`:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
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seaborn_cubehelix
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seaborn_cubehelix
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" ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.cubehelix_palette(start=.5, rot=-.5, as_cmap=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Let's see a few of those in action, for example within a `heatmap` that displays the `correlation` between `response_time` for `images`. For this, we need to `reshape` our `data` back to `wide-format` which is straightforward using `pandas`' [pivot]() `function`." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "df_all_part_wide = df_all_part.pivot_table(index=['participant_id', 'session'], \n", " columns='stim_file', \n", " values='response_time', \n", " aggfunc='mean') \n", "\n", "df_all_part_wide = df_all_part_wide[['cross', 'plus', 'square', 'capybara', 'platypus', 'wombat']]\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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test1.2687441.1153801.1279521.2498091.1921491.131877
6post0.6831040.6253680.5194470.6339720.8666820.734251
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7post0.6345700.5820860.7375520.5611760.6488760.565289
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test1.1395861.2036221.1097440.9404701.1571931.080493
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test1.2020761.0840121.0958691.0865561.0954371.197563
21post0.6630100.6749870.7734520.6515490.7662570.589517
test1.1962781.3075781.2188191.1603981.1836260.818807
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test1.1727201.1896871.0828731.1428451.2713941.181100
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\n", "
" ], "text/plain": [ "stim_file cross plus square capybara platypus \\\n", "participant_id session \n", "1 post 0.695227 0.678349 0.609651 0.722953 0.768648 \n", " test 1.186744 1.123207 1.139514 0.957431 1.092030 \n", "2 post 0.762689 0.619683 0.599985 0.673366 0.737820 \n", " test 1.274003 1.100577 0.923209 1.124963 0.945678 \n", "3 post 0.530374 0.521553 0.992972 0.652133 0.404850 \n", " test 1.162258 1.051083 1.194107 0.959460 1.010056 \n", "4 post 0.633965 0.757075 0.596069 0.578154 0.646218 \n", " test 1.112594 1.113806 1.079497 1.048941 1.083535 \n", "5 post 0.423638 0.649743 0.773591 0.674606 0.605312 \n", " test 1.268744 1.115380 1.127952 1.249809 1.192149 \n", "6 post 0.683104 0.625368 0.519447 0.633972 0.866682 \n", " test 1.401519 1.227546 1.217396 1.078705 NaN \n", "7 post 0.634570 0.582086 0.737552 0.561176 0.648876 \n", " test NaN 1.217030 1.160113 1.153621 1.091095 \n", "8 post 0.735386 0.628580 0.544224 0.700269 NaN \n", " test 1.160200 0.991310 1.168924 1.106350 1.132035 \n", "9 post 0.607519 0.755562 0.614723 0.771245 0.789756 \n", " test 1.109647 1.197718 1.117669 1.251627 1.093382 \n", "10 post 0.502849 0.686854 0.573754 0.621630 0.755898 \n", " test 1.173531 1.121304 1.111777 1.055491 1.224844 \n", "11 post 0.565770 0.796409 0.526394 0.662049 0.652107 \n", " test 1.484344 1.101375 1.355650 1.177220 1.111482 \n", "12 post 0.825229 0.469693 0.696174 0.586533 0.683366 \n", " test 1.210542 1.353745 1.308511 1.068612 1.110585 \n", "13 post 0.559779 0.705641 0.750242 0.632453 0.545109 \n", " test 1.042256 1.174450 1.087483 1.261020 1.093822 \n", "14 post 0.773779 0.695953 0.463407 0.736323 0.898039 \n", " test 1.165927 0.999943 0.881409 0.962234 1.271395 \n", "15 post 0.565924 0.748914 0.533429 0.657298 0.738657 \n", " test 1.191236 1.256513 1.124252 1.064684 1.125852 \n", "16 post 0.490668 0.629922 0.749302 0.609369 0.499990 \n", " test 1.238226 1.097461 1.201405 1.009574 1.103565 \n", "17 post 0.670037 0.806978 0.614988 0.535507 0.548741 \n", " test 1.024884 0.862128 0.957512 1.112053 1.056240 \n", "18 post 0.505096 0.500771 0.622511 0.731418 0.651869 \n", " test 1.139586 1.203622 1.109744 0.940470 1.157193 \n", "19 post 0.630026 0.570403 0.553740 0.670729 0.702371 \n", " test 1.305638 1.197644 1.057489 1.068612 1.101864 \n", "20 post 0.554464 0.518257 0.706713 0.674570 0.482590 \n", " test 1.202076 1.084012 1.095869 1.086556 1.095437 \n", "21 post 0.663010 0.674987 0.773452 0.651549 0.766257 \n", " test 1.196278 1.307578 1.218819 1.160398 1.183626 \n", "22 post 0.802519 0.522100 0.677609 0.607053 0.410310 \n", " test 1.158462 1.082238 1.187047 1.128951 1.184014 \n", "23 post 0.449296 0.664222 0.672239 0.811811 0.687664 \n", " test 1.234483 1.000650 1.247278 1.373307 0.971880 \n", "24 post 0.727099 0.669498 0.544538 0.780169 0.539558 \n", " test 1.146860 1.318709 1.013310 1.179416 1.116052 \n", "25 post 0.667413 0.749908 0.674152 0.510016 0.624600 \n", " test 1.172720 1.189687 1.082873 1.142845 1.271394 \n", "26 post 0.750412 0.672995 0.430227 0.855770 0.761978 \n", " test 1.163184 1.116851 1.337332 0.907621 1.154835 \n", "27 post 0.569827 0.647740 0.602968 0.666668 0.573412 \n", " test 1.209065 1.085824 0.975633 1.254210 1.124254 \n", "28 post 0.823674 0.549932 0.501510 0.616241 0.904126 \n", " test 1.261421 0.984909 1.358329 1.026843 1.057895 \n", "29 post 0.609549 0.651714 0.866044 0.385282 0.588151 \n", " test 1.183397 1.097331 1.084794 1.112685 1.186779 \n", "30 post 0.499469 0.769347 0.680312 0.449260 0.617595 \n", " test 1.144440 1.246675 1.208878 1.333720 1.123456 \n", "\n", "stim_file wombat \n", "participant_id session \n", "1 post 0.471547 \n", " test 1.344081 \n", "2 post 0.587512 \n", " test 1.254009 \n", "3 post 0.716720 \n", " test 1.061552 \n", "4 post 0.662923 \n", " test 1.247528 \n", "5 post 0.618300 \n", " test 1.131877 \n", "6 post 0.734251 \n", " test 1.079305 \n", "7 post 0.565289 \n", " test 1.073692 \n", "8 post 0.553094 \n", " test 1.142475 \n", "9 post 0.657574 \n", " test 1.057321 \n", "10 post 0.590473 \n", " test 1.201307 \n", "11 post 0.359739 \n", " test 1.154950 \n", "12 post 0.709453 \n", " test 1.346530 \n", "13 post 0.643767 \n", " test 1.178421 \n", "14 post 0.618524 \n", " test 1.126580 \n", "15 post 0.618882 \n", " test 1.157209 \n", "16 post 0.540915 \n", " test 1.120550 \n", "17 post 0.765582 \n", " test 1.260760 \n", "18 post 0.550223 \n", " test 1.080493 \n", "19 post 0.539150 \n", " test 1.059130 \n", "20 post 0.630534 \n", " test 1.197563 \n", "21 post 0.589517 \n", " test 0.818807 \n", "22 post 0.653369 \n", " test NaN \n", "23 post 0.722097 \n", " test 1.083474 \n", "24 post 0.512699 \n", " test 1.426554 \n", "25 post NaN \n", " test 1.181100 \n", "26 post 0.597756 \n", " test 0.949386 \n", "27 post 0.675750 \n", " test 0.977895 \n", "28 post 0.566966 \n", " test 1.168361 \n", "29 post 0.628211 \n", " test 1.221239 \n", "30 post 0.606390 \n", " test 1.048837 " ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_all_part_wide" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Then we can use another `built-in function` of `pandas` `dataframes`: `.corr()`, which computes a correlation between all `columns`:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "sns.heatmap(df_all_part_wide.corr(), xticklabels=False, cmap='rocket')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Nice, how does the `crest` `palette` look?" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,7))\n", "sns.heatmap(df_all_part_wide.corr(), xticklabels=False, cmap='crest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Also fantastic! However, it's easy to get fooled by beautiful `graphics`, so maybe think about adding information to your plot whenever possible. For example, we could change `heatmap` to `clustermap` and adjust the `colormap`!" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,4))\n", "sns.clustermap(df_all_part_wide.corr(), xticklabels=False, cmap='mako', center=0)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "However, to be on the safe side, please also check your `graphics` for the mentioned points, e.g. via tools like [Color Oracle](https://colororacle.org/) that let you simulate `color vision deficiencies`!\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Make use of amazing resources like the [python graph gallery](https://www.python-graph-gallery.com/), the [data to viz project](https://www.data-to-viz.com/) and the [colormap decision tree in Crameri et al. 2020](https://www.nature.com/articles/s41467-020-19160-7), that in combination allow you to find and use the best `graphic` and `colormap` for your data!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "And NEVER USE JET!\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "While the things we briefly explored were already super cool and a lot, we cannot conclude the `data visualization` section without at least mentioning the up and coming next-level `graphics`: [raincloudplots](https://doi.org/10.12688/wellcomeopenres.15191.2) as they combine various aspects of the things we've talked about! In `python` they are available via the [ptitprince](https://github.com/pog87/PtitPrince) `library`. " ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ptitprince import PtitPrince as pt\n", "\n", "f, ax = plt.subplots(figsize=(10, 7))\n", "\n", "pt.RainCloud(data = df_images, x = \"stim_file\", y = \"response_time\", \n", " ax = ax, orient='h', hue='session', dodge = True, alpha = .65, bw = 0.2, move = .2)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "You want to go even further? `Web-based` and `interactive` `plots` are a must? Say no more, `python` of course has that covered as well. \n", "\n", "Great examples for libraries are [plotly](https://plotly.com/python/), [bokeh](https://bokeh.org/) and [holoviews](https://holoviews.org/)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Let's have a brief look at the first one, `plotly`.\n", "\n", "- a `python visualization engine` that outputs directly to the `web`\n", "\n", "- lets you generate `interactive web-based visualizations` in pure `python` (!)\n", "\n", "- you get `interactivity` for free, and can easily customize many different aspects\n", "\n", "- works seamlessly in `Jupyter notebooks`" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "How about we re-create some of the graphics from before but as interactive versions?\n", "\n", "Let's start with the `heatmap` that displays the `correlation` between `response_time`s of the `images`?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Depending on the graphic you want to build and its complexity, `plotly` offers different solutions. The easiest is to use [plotly.express](https://plotly.com/python/plotly-express/) which lets you create a lot of different plots in a straightforward manner." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "
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