From c5fad306c7dba53a3bb8ac585c8ebef95647acf7 Mon Sep 17 00:00:00 2001 From: Sangyu Xu Date: Thu, 19 Oct 2023 14:13:55 +0800 Subject: [PATCH] v 2023.10.10 1. Updated notebooks notebook 02 - added pip install moda instruction notebook 03 - migrated to palmerpenguins - added data cleanup - added new graphics for split-apply-combine - included a separate notebook for PCA 2. Updated Quarto docs settings - updated formatting on 3. Updated settings.ini to include updated dependencies --- README.md | 23 +- nbs/01_Introduction.ipynb | 172 +- nbs/02_Quick_tour_of_the_Notebook.ipynb | 12 +- ...ata_Analysis_with_Jupyter_and_Python.ipynb | 1484 ++-- nbs/03b_Bonus_PCA_Analysis.ipynb | 198 + nbs/04_Dabest_introduction.ipynb | 254 +- nbs/05_Additional_resources.ipynb | 6 +- nbs/_quarto.yml | 6 + nbs/exploration_times.csv | 13 - nbs/images/LongWide.png | Bin 0 -> 130349 bytes nbs/images/openterminal.png | Bin 0 -> 3216322 bytes nbs/images/splitapplycombinevisualise.png | Bin 0 -> 463418 bytes nbs/index.ipynb | 19 +- nbs/iris.csv | 151 - nbs/myplot.png | Bin 234968 -> 592187 bytes nbs/myplot.svg | 7776 +++++++++++------ nbs/penguins.csv | 345 + nbs/sidebar.yml | 2 + settings.ini | 4 +- 19 files changed, 6791 insertions(+), 3674 deletions(-) create mode 100644 nbs/03b_Bonus_PCA_Analysis.ipynb delete mode 100644 nbs/exploration_times.csv create mode 100644 nbs/images/LongWide.png create mode 100644 nbs/images/openterminal.png create mode 100644 nbs/images/splitapplycombinevisualise.png delete mode 100644 nbs/iris.csv create mode 100644 nbs/penguins.csv diff --git a/README.md b/README.md index 1acef57..49c33b3 100644 --- a/README.md +++ b/README.md @@ -1,20 +1,16 @@ -Modern Data Analysis -================ +# Modern Data Analysis -By [Joses Ho](https://twitter.com/jacuzzijo), [Sangyu -Xu](https://xusangyu.com/), and [Adam +By [Sangyu Xu](https://xusangyu.com/), [Joses +Ho](https://twitter.com/jacuzzijo), [Yishan +Mai](https://twitter.com/myish_irl), and [Adam Claridge-Chang](http://www.claridgechang.net/) -**Part of GMS6812 2022: Foundations of Precision Medicine hands-on -workshops (PhD programme in Clinical and Translational Sciences)** - ------------------------------------------------------------------------- - -9 am - 1 pm, Febuary 14, 2023 - -Duke-NUS Medical School +**This material is used in Duke-NUS Medical School classes:** \* +GMS6812: Foundations of Precision Medicine hands-on workshops for the +PhD programme in Clinical and Translational Sciences. \* IBM Ethics and +Personal and Professional Development Session The goal of this class is to introduce biomedical scientists to data analysis with Python notebooks. There are two parts to the session: a @@ -33,3 +29,6 @@ Please do the following preparations before class. If we have more time in class, you will also be introduced to our estimation statistics package [DABEST Introduction](dabest_introduction.html). + +If you have any questions about these materials, please contact +`xusangyu at gmail.com` diff --git a/nbs/01_Introduction.ipynb b/nbs/01_Introduction.ipynb index d45f29f..2c7ed5b 100644 --- a/nbs/01_Introduction.ipynb +++ b/nbs/01_Introduction.ipynb @@ -8,6 +8,9 @@ "---\n", "output-file: introduction.html\n", "title: 01. Introduction\n", + "date-modified: \"2023-10-19\"\n", + "#date: \"2022-10-15\"\n", + "#author: \"Sangyu Xu, Adam Claridge-Chang\"\n", "\n", "---" ] @@ -35,12 +38,21 @@ "\n", "*If any issues can’t be resolved with the below steps, we can work on it in the class together.*\n", "\n", + "### Getting the necessary software\n", "1. You'll need to get set up with a [version-control](https://en.wikipedia.org/wiki/Version_control) system. Go to [GitHub](https://github.com/) and get an account. Download and install [GitHub Desktop](https://desktop.github.com/).\n", "\n", - "2. Retrieve the course materials from GitHub. Go to the course repository (\"repo\") at https://github.com/ACCLAB/moda. Click the green Code button and then select Open with GitHub Desktop.\"clonemoda.png\"
You will be prompted to select a directory for the local repository. If you are using a PC it can be something like this:
\"clonedir.png\"
If you are using a mac, it can be something like \"//Users/YOURUSERNAME/Documents/GitHub/moda\".\n", + "2. Retrieve the course materials from GitHub. Go to the course repository (\"repo\") at https://github.com/ACCLAB/moda. Click the green Code button and then select Open with GitHub Desktop.\"clonemoda.png\"
You will be prompted to select a directory for the local repository. If you are using a PC it can be something like this:
\"clonedir.png\"
If you are using a mac, it can be something like `//Users/YOURUSERNAME/Documents/GitHub/moda`.\n", "\n", "3. To get set up with Python and [Jupyter](https://en.wikipedia.org/wiki/Project_Jupyter) notebooks, install the [Anaconda\n", - " Distribution](https://www.anaconda.com/download/) on your laptop." + " Distribution](https://www.anaconda.com/download/) on your laptop.\n", + "\n", + "4. Open Anaconda Navigator and open a terminal window by clicking on `Environments` > `base (root)`, and then clicking on the green triangle and select `Open Terminal`.\n", + "\n", + "\"openterminal.png\"
\n", + "\n", + "5. Go to your moda directory (replace the path with your own actual path) and install it with pip:
\n", + " `cd Documents/GitHub/moda`
\n", + " `pip install .`
" ] }, { @@ -48,18 +60,30 @@ "id": "666c283a-337a-4e42-a71d-da7a4b70f7ea", "metadata": {}, "source": [ - "4. Open Anaconda Navigator and launch [JupyterLab](https://jupyterlab.readthedocs.io/en/stable/user/interface.html) by clicking on it.\"launchjupyterlab.png\"
JupyterLab will open in a browser tab.\n", + "### Checking out the notebooks\n", + "6. launch [JupyterLab](https://jupyterlab.readthedocs.io/en/stable/user/interface.html) by clicking on it.\n", "\n", - "5. In the File Browser panel in JupyterLab, navigate to the folder where you cloned the course repo (refer to step 2). Double click on 'nbs'. You should see a list of notebook files. Open \"02_Quick_tour_of_the_Notebook.ipynb\" by double-clicking on the icon shown in the JupyterLab browser window.\"opennotebook.png\"\n", + "\"launchjupyterlab.png\"
JupyterLab will open in a browser tab.\n", "\n", - "6. Work through the notebook. Familiarize yourself with basic Python,\n", - " and with working in the JupyterLab environment.\n", + "7. In the File Browser panel in JupyterLab, navigate to the folder where you cloned the course repo (refer to step 2). Double click on 'nbs'. You should see a list of notebook files. Open \"02_Quick_tour_of_the_Notebook.ipynb\" by double-clicking on the icon shown in the JupyterLab browser window.\n", + "\"opennotebook.png\"\n", "\n", - "7. Read about [pandas](https://pandas.pydata.org/),\n", + "8. Work through the notebook. Familiarize yourself with basic Python,\n", + " and with working in the JupyterLab environment.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "6929841a-d49f-4f08-99dc-c05d9b919d6e", + "metadata": {}, + "source": [ + "### Reading about the python packages we will use\n", + "9. Read about [pandas](https://pandas.pydata.org/),\n", " [matplotlib](https://matplotlib.org/), and\n", " [seaborn](https://seaborn.pydata.org/).\n", "\n", - "8. Read our papers on estimation statistics\n", + "10. Read our papers on estimation statistics\n", " [here](https://zenodo.org/record/60156) and\n", " [here](https://doi.org/10.1101/377978).\n" ] @@ -84,138 +108,10 @@ " [here](https://sangyu.github.io/Evidence-Session/lab?path=Notebooks%2F01.+Data+Analysis+with+Jupyter+and+Python.ipynb)." ] }, - { - "cell_type": "markdown", - "id": "4dc195ef", - "metadata": {}, - "source": [ - "## Further practice and resources\n", - "\n", - "Try using the [estimationstats.com](https://www.estimationstats.com/#/) web app to analyze your own grouped data.\n", - "\n", - "Open and have a look at the sample multivariate\n", - "[data](https://docs.google.com/spreadsheets/d/1F0c5I_S9_NnLKPMQxJkEfzGfhzQeR26SgkiHSTFwKDE/edit?usp=sharing).\n", - "Go through the [introductory\n", - "notebook](https://drive.google.com/file/d/1m_l4k5ZaUc03hpvcfBd_Riy2nXYDpFXg/view?usp=sharing)\n", - "that demonstrates data analysis.\n", - "\n", - "We recommend the following texts to strengthen your data-analysis and\n", - "presentation skills. They can be dipped into over the coming months or\n", - "years, and used as references. Being familiar with some or all of this\n", - "material will help you write your first-author paper/s and doctoral\n", - "thesis.\n", - "\n", - "### *Key resources*\n", - "\n", - "- Estimation: Our\n", - " [estimationstats.com](https://www.estimationstats.com/#/background)\n", - " site has introductory information on estimation and specific types\n", - " of\n", - " [analyses](https://www.estimationstats.com/#/user-guide/two-independent-groups)\n", - " and [effect\n", - " sizes](https://www.estimationstats.com/#/about-effect-sizes).\n", - "\n", - "- Datavis: Claus Wilke’s free online\n", - " [book](https://clauswilke.com/dataviz/index.html) is a great\n", - " introduction to data visualization, and a style guide. It is written\n", - " in R, which is the best language for statistics.\n", - "\n", - "- Coding: There are many online resources to learn coding. Published\n", - " in 2021, [A Data-Centric Introduction to\n", - " Computing](https://dcic-world.org/) uses a Python-like teaching\n", - " language ([Pyret](https://www.pyret.org/)) to introduce key concepts\n", - " in computer science.\n", - "\n", - "### *Additional resources*\n", - "\n", - "#### *Some are free, some you will need to buy or borrow from the library.*\n", - "\n", - "- Estimation: If you want to learn about estimation statistics in\n", - " greater depth, there is Calin-Jageman and Cumming’s\n", - " [textbook](http://thenewstatistics.com/itns/) that is well-written,\n", - " funny, and clear. The authors also run a\n", - " [blog](https://thenewstatistics.com/itns/).\n", - "\n", - "- Estimation: Christoph Bernard’s account of the pioneering experience\n", - " of a major journal (*eNeuro*) recommending estimation as standard:\n", - " the [initial\n", - " announcement](https://www.eneuro.org/content/6/4/ENEURO.0259-19.2019),\n", - " [author\n", - " feedback](https://blog.eneuro.org/2021/02/discussion-est-stats-author-feedback),\n", - " and [after one\n", - " year](https://www.eneuro.org/content/8/2/ENEURO.0091-21.2021).\n", - "\n", - "- Coding: The paid coding tutorial [Learn Python The Hard\n", - " Way](https://learncodethehardway.org/python/) has a good reputation,\n", - " but there are also many free options (see\n", - " [DCIC](https://dcic-world.org/) above) with great reviews.\n", - "\n", - "- Coding: It will help to learn to use your computer’s\n", - " [Unix-style](https://youtu.be/tc4ROCJYbm0) command-line\n", - " [shell](https://en.wikipedia.org/wiki/Unix_shell). This interface\n", - " will allow you to use package managers like\n", - " [conda](https://docs.conda.io/en/latest/) and\n", - " [homebrew](https://brew.sh/), version-control tools like\n", - " [git](https://git-scm.com/), and other important tools. There are\n", - " many [books](https://www.linuxcommand.org/index.php) about the\n", - " shell, with only minor differences between MacOS,\n", - " [Windows](https://www.howtogeek.com/249966/how-to-install-and-use-the-linux-bash-shell-on-windows-10/),\n", - " and Linux.\n", - "\n", - "- Datavis: A brief guide to oral–visual data presentations\n", - " ([talks](http://www.howtogiveatalk.com/)).\n", - "\n", - "- Datavis: A reader-funded textbook on\n", - " [typography](http://practicaltypography.com/presentations.html),\n", - " including for slides. Since so much communication relies on text,\n", - " typography is an important part of the data interface.\n", - "\n", - "- Datavis: For historical perspectives, Edward Tufte’s\n", - " [books](https://www.edwardtufte.com/tufte/) are classic texts to\n", - " develop your design skills, and there is Friendly and Wainer’s\n", - " [History of Data\n", - " Visualization](https://friendly.github.io/HistDataVis/).\n", - "\n", - "- As you progress, you will want to develop your skills in areas like\n", - " bioinformatics, image processing, and/or machine learning. The iris\n", - " dataset is widely used for training in multivariate data analysis,\n", - " with many online tutorials." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "66d8d30a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "The social reasons to learn programming also apply to research programming.\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%%HTML\n", - "The social reasons to learn programming also apply to research programming.\n", - "" - ] - }, { "cell_type": "code", "execution_count": null, - "id": "cef28733", + "id": "529fd030-8a95-45c2-abe8-c0d3eba29bc3", "metadata": {}, "outputs": [], "source": [] @@ -223,7 +119,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/02_Quick_tour_of_the_Notebook.ipynb b/nbs/02_Quick_tour_of_the_Notebook.ipynb index 61de3dd..8ea6143 100644 --- a/nbs/02_Quick_tour_of_the_Notebook.ipynb +++ b/nbs/02_Quick_tour_of_the_Notebook.ipynb @@ -7,7 +7,9 @@ "---\n", "output-file: quick_tour_of_the_notebook.html\n", "title: 02. A Quick Tour of The Notebook\n", - "\n", + "#author: \"Joses Ho, Sangyu Xu\"\n", + "#date: \"15/10/2017\"\n", + "date-modified: \"2023-10-19\"\n", "---\n", "\n" ] @@ -67,7 +69,7 @@ "metadata": {}, "outputs": [], "source": [ - "import pandas as pd # Don't worry about this line yet. We'll explain it later below!" + "import pandas as pd # Don't worry about this line yet. We'll 3explain it later below!" ] }, { @@ -104,7 +106,7 @@ "metadata": {}, "outputs": [], "source": [ - "#pd.read_csv(" + "# pd.read_csv(" ] }, { @@ -133,7 +135,7 @@ "metadata": {}, "outputs": [], "source": [ - "#pd.r" + "# pd.r" ] }, { @@ -645,7 +647,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/03_Data_Analysis_with_Jupyter_and_Python.ipynb b/nbs/03_Data_Analysis_with_Jupyter_and_Python.ipynb index 01e6403..1db7ecf 100644 --- a/nbs/03_Data_Analysis_with_Jupyter_and_Python.ipynb +++ b/nbs/03_Data_Analysis_with_Jupyter_and_Python.ipynb @@ -7,7 +7,9 @@ "---\n", "output-file: data_analysis_with_jupyter_and_python.html\n", "title: 03. Data Analysis with Jupyter and Python\n", - "\n", + "#author: \"Sangyu Xu, Joses Ho\"\n", + "#date: \"2023-10-10\"\n", + "date-modified: \"2023-10-19\"\n", "---" ] }, @@ -26,14 +28,33 @@ "source": [ "import seaborn as sns\n", "import pandas as pd\n", - "import numpy as np" + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from palmerpenguins import load_penguins\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "You can already interact with the data files in your file directory with using the [pandas.read_csv function](https://pandas.pydata.org/docs/reference/api/pandas.read_csv.html):" + "## Loading data\n", + "\n", + "Let's load an example dataset: the [palmerpenguins dataset](https://allisonhorst.github.io/palmerpenguins/). It was created by Allison Horst, Alison Hill and Kristen Gorman from data that Gorman collected on the islands of the Palmer Archipelago in Antarctica between 2007 and 2009. The multivariate dataset includes characteristics of the penguins including species and sex, body size measurements such as bill length, bill depth, flipper length and body mass, as well as location and year of measurements. You can read more about this dataset [here](https://journal.r-project.org/articles/RJ-2022-020/).\n", + "\n", + "\n", + "\n", + "
\n", + "\n", + "
Figure 1. Artwork by @allison_horst
\n", + "
\n", + "
\n", + "\n", + "
Figure 2. Artwork by @allison_horst
\n", + "
\n", + "\n", + "\n", + "\n" ] }, { @@ -42,7 +63,23 @@ "metadata": {}, "outputs": [], "source": [ - "exploration_times = pd.read_csv(\"exploration_times.csv\") # have pandas read the csv file \"exploration_times.csv\" and store the data into the variable 'exploration_times'" + "penguins = load_penguins() \n", + "\n", + "# if you had trouble installing the package, you can also read in the data from the csv file by uncommenting the line below.\n", + "# penguins = pd.read_csv(\"penguins.csv\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You have created a new object known as a pandas `DataFrame`, with the contents of the package or the CSV. Think of it as a spreadsheet, but with a lot more useful features for data analysis. It has several methods we can use to handle and analyse the data.\n", + "\n", + "\n", + "Read more about the pandas `DataFrame` object [here](https://pandas.pydata.org/docs/getting_started/intro_tutorials/01_table_oriented.html#pandas-data-table-representation). \n", + "\n", + "## Overview of data\n", + "We can peek at the data using the `.head()` function." ] }, { @@ -71,89 +108,90 @@ " \n", " \n", " \n", - " WT\n", - " CCR5 KO\n", + " species\n", + " island\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", + " body_mass_g\n", + " sex\n", + " year\n", " \n", " \n", " \n", " \n", " 0\n", - " 3.478549\n", - " 4.983642\n", + " Adelie\n", + " Torgersen\n", + " 39.1\n", + " 18.7\n", + " 181.0\n", + " 3750.0\n", + " male\n", + " 2007\n", " \n", " \n", " 1\n", - " 2.234100\n", - " 3.502187\n", + " Adelie\n", + " Torgersen\n", + " 39.5\n", + " 17.4\n", + " 186.0\n", + " 3800.0\n", + " female\n", + " 2007\n", " \n", " \n", " 2\n", - " 1.724468\n", - " 2.469726\n", + " Adelie\n", + " Torgersen\n", + " 40.3\n", + " 18.0\n", + " 195.0\n", + " 3250.0\n", + " female\n", + " 2007\n", " \n", " \n", " 3\n", - " 1.723056\n", - " 2.210396\n", + " Adelie\n", + " Torgersen\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " 2007\n", " \n", " \n", " 4\n", - " 0.965881\n", - " 2.508039\n", - " \n", - " \n", - " 5\n", - " 0.726249\n", - " 1.465072\n", - " \n", - " \n", - " 6\n", - " 0.490557\n", - " 1.202951\n", - " \n", - " \n", - " 7\n", - " 0.217963\n", - " 1.474133\n", - " \n", - " \n", - " 8\n", - " 0.479953\n", - " 0.976419\n", - " \n", - " \n", - " 9\n", - " -0.053350\n", - " 0.752514\n", - " \n", - " \n", - " 10\n", - " 0.505003\n", - " 0.742008\n", - " \n", - " \n", - " 11\n", - " 0.256178\n", - " 1.004063\n", + " Adelie\n", + " Torgersen\n", + " 36.7\n", + " 19.3\n", + " 193.0\n", + " 3450.0\n", + " female\n", + " 2007\n", " \n", " \n", "\n", "" ], "text/plain": [ - " WT CCR5 KO\n", - "0 3.478549 4.983642\n", - "1 2.234100 3.502187\n", - "2 1.724468 2.469726\n", - "3 1.723056 2.210396\n", - "4 0.965881 2.508039\n", - "5 0.726249 1.465072\n", - "6 0.490557 1.202951\n", - "7 0.217963 1.474133\n", - "8 0.479953 0.976419\n", - "9 -0.053350 0.752514\n", - "10 0.505003 0.742008\n", - "11 0.256178 1.004063" + " species island bill_length_mm bill_depth_mm flipper_length_mm \\\n", + "0 Adelie Torgersen 39.1 18.7 181.0 \n", + "1 Adelie Torgersen 39.5 17.4 186.0 \n", + "2 Adelie Torgersen 40.3 18.0 195.0 \n", + "3 Adelie Torgersen NaN NaN NaN \n", + "4 Adelie Torgersen 36.7 19.3 193.0 \n", + "\n", + " body_mass_g sex year \n", + "0 3750.0 male 2007 \n", + "1 3800.0 female 2007 \n", + "2 3250.0 female 2007 \n", + "3 NaN NaN 2007 \n", + "4 3450.0 female 2007 " ] }, "execution_count": null, @@ -162,64 +200,14 @@ } ], "source": [ - "exploration_times # display the data" + "penguins.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Loading data\n", - "\n", - "Let's load in an example dataset. We shall load the [iris flower dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set).\n", - "\n", - ">The Iris flower data set or Fisher's Iris data set is a multivariate data set introduced by the British statistician and biologist [Ronald Fisher](https://en.wikipedia.org/wiki/Ronald_Fisher) in 1936. It is sometimes called Anderson's Iris data set because [Edgar Anderson](https://en.wikipedia.org/wiki/Edgar_Anderson) collected the data to quantify the morphologic variation of Iris flowers of three related species. Two of the three species were collected in the Gaspé Peninsula \"all from the same pasture, and picked on the same day and measured at the same time by the same person with the same apparatus\".\n", - "\n", - "\n", - "\n", - "
\n", - "\n", - "
\n", - "\n", - ">The data set consists of 50 samples from each of three species of Iris (*iris setosa*, *iris virginica* and *iris versicolor*). Four features were measured from each sample: the length and the width of the sepals and petals, in centimeters.\n", - "\n", - "
\n", - "\"versicolor\"\n", - "
An iris versicolor. (Photo by Danielle Langlois. Marking by Vijay Kotu and Bala Deshpande. Licensed under Creative Commons)
\n", - "
\n", - "
\n", - "\"setosa\"\n", - "
An iris setosa. (Photo by Денис Анисимов. Public Domain)
\n", - "
\n", - "
\n", - "\"virginica\"\n", - "
An iris virginica. (Photo by Eric Hunt. Licensed under Creative Commons)
\n", - "
\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Read iris data from the sheet with pandas\n", - "iris = pd.read_csv(\"https://www.bitly.com/dukenusda\")\n", - "\n", - "## Or, since we have a copy of the file in the downloaded directory:\n", - "# iris = pd.read_csv('iris.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You have created a new object known as a pandas `DataFrame`, with the contents of the CSV. Think of it as a spreadsheet, but with a lot more useful features for data analysis.\n", - "It has several methods we can use to handle, analyse, and plot the data.\n", - "\n", - "We can peak at the data using the `.head()` method." + "We notice that there are a lot of different measurements in the form of columns. For the first section we are going to ask questions about how bill and flipper measurements vary with species, so we\"ll make a smaller dataframe containing only the `species` column and columns containing length measurements." ] }, { @@ -248,65 +236,59 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", " species\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", " \n", " \n", " \n", " \n", " 0\n", - " 5.1\n", - " 3.5\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 39.1\n", + " 18.7\n", + " 181.0\n", " \n", " \n", " 1\n", - " 4.9\n", - " 3.0\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 39.5\n", + " 17.4\n", + " 186.0\n", " \n", " \n", " 2\n", - " 4.7\n", - " 3.2\n", - " 1.3\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 40.3\n", + " 18.0\n", + " 195.0\n", " \n", " \n", " 3\n", - " 4.6\n", - " 3.1\n", - " 1.5\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " 4\n", - " 5.0\n", - " 3.6\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 36.7\n", + " 19.3\n", + " 193.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width species\n", - "0 5.1 3.5 1.4 0.2 setosa\n", - "1 4.9 3.0 1.4 0.2 setosa\n", - "2 4.7 3.2 1.3 0.2 setosa\n", - "3 4.6 3.1 1.5 0.2 setosa\n", - "4 5.0 3.6 1.4 0.2 setosa" + " species bill_length_mm bill_depth_mm flipper_length_mm\n", + "0 Adelie 39.1 18.7 181.0\n", + "1 Adelie 39.5 17.4 186.0\n", + "2 Adelie 40.3 18.0 195.0\n", + "3 Adelie NaN NaN NaN\n", + "4 Adelie 36.7 19.3 193.0" ] }, "execution_count": null, @@ -315,17 +297,18 @@ } ], "source": [ - "iris.head() # Gives us the first 5 rows of the dataframe.\n", - "# iris.head(10) # Gives us the first 5 rows of the dataframe.\n", - "\n", - "\n" + "penguins_lengths = penguins[[\"species\", \"bill_length_mm\", \"bill_depth_mm\", \"flipper_length_mm\"]]\n", + "penguins_lengths.head() # Gives us the first 5 rows of the dataframe.\n", + "# penguins.head(10) # Gives us the first 5 rows of the dataframe.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Get a summary of the data." + "### Data cleanup\n", + "We noticed that the `DataFrame` above contain `NaN` values. This means these entries are missing data. \n", + "Let's first find out which rows contain `NaN` values:" ] }, { @@ -354,83 +337,35 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", + " species\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", " \n", " \n", " \n", " \n", - " count\n", - " 150.000000\n", - " 150.000000\n", - " 150.000000\n", - " 150.000000\n", - " \n", - " \n", - " mean\n", - " 5.843333\n", - " 3.057333\n", - " 3.758000\n", - " 1.199333\n", - " \n", - " \n", - " std\n", - " 0.828066\n", - " 0.435866\n", - " 1.765298\n", - " 0.762238\n", - " \n", - " \n", - " min\n", - " 4.300000\n", - " 2.000000\n", - " 1.000000\n", - " 0.100000\n", - " \n", - " \n", - " 25%\n", - " 5.100000\n", - " 2.800000\n", - " 1.600000\n", - " 0.300000\n", - " \n", - " \n", - " 50%\n", - " 5.800000\n", - " 3.000000\n", - " 4.350000\n", - " 1.300000\n", - " \n", - " \n", - " 75%\n", - " 6.400000\n", - " 3.300000\n", - " 5.100000\n", - " 1.800000\n", + " 3\n", + " Adelie\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", - " max\n", - " 7.900000\n", - " 4.400000\n", - " 6.900000\n", - " 2.500000\n", + " 271\n", + " Gentoo\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width\n", - "count 150.000000 150.000000 150.000000 150.000000\n", - "mean 5.843333 3.057333 3.758000 1.199333\n", - "std 0.828066 0.435866 1.765298 0.762238\n", - "min 4.300000 2.000000 1.000000 0.100000\n", - "25% 5.100000 2.800000 1.600000 0.300000\n", - "50% 5.800000 3.000000 4.350000 1.300000\n", - "75% 6.400000 3.300000 5.100000 1.800000\n", - "max 7.900000 4.400000 6.900000 2.500000" + " species bill_length_mm bill_depth_mm flipper_length_mm\n", + "3 Adelie NaN NaN NaN\n", + "271 Gentoo NaN NaN NaN" ] }, "execution_count": null, @@ -439,14 +374,14 @@ } ], "source": [ - "iris.describe()" + "penguins_lengths[penguins_lengths.isnull().any(axis = 1)] # Gives us the rows with at least one missing values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's see what is in the `species` column." + "Missing data sometimes create issues for analyses and visualiszation, so we want to drop all the rows that contain `NaN` values with the `.dropna()` function:\n" ] }, { @@ -456,8 +391,78 @@ "outputs": [ { "data": { + "text/html": [ + "
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speciesbill_length_mmbill_depth_mmflipper_length_mm
0Adelie39.118.7181.0
1Adelie39.517.4186.0
2Adelie40.318.0195.0
3Adelie36.719.3193.0
4Adelie39.320.6190.0
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" + ], "text/plain": [ - "array(['setosa', 'versicolor', 'virginica'], dtype=object)" + " species bill_length_mm bill_depth_mm flipper_length_mm\n", + "0 Adelie 39.1 18.7 181.0\n", + "1 Adelie 39.5 17.4 186.0\n", + "2 Adelie 40.3 18.0 195.0\n", + "3 Adelie 36.7 19.3 193.0\n", + "4 Adelie 39.3 20.6 190.0" ] }, "execution_count": null, @@ -466,14 +471,16 @@ } ], "source": [ - "iris.species.unique()" + "penguins_lengths = penguins_lengths.dropna().reset_index(drop = True) # Drop rows with missing values and re-numbers the rows.\n", + "penguins_lengths.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Plot the old-fashioned bar chart" + "### Quick summary of the data \n", + "First we get a summary of the data with the `.describe()` function." ] }, { @@ -502,65 +509,74 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", - " species\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", " \n", " \n", " \n", " \n", - " 0\n", - " 5.1\n", - " 3.5\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " count\n", + " 342.000000\n", + " 342.000000\n", + " 342.000000\n", " \n", " \n", - " 1\n", - " 4.9\n", - " 3.0\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " mean\n", + " 43.921930\n", + " 17.151170\n", + " 200.915205\n", " \n", " \n", - " 2\n", - " 4.7\n", - " 3.2\n", - " 1.3\n", - " 0.2\n", - " setosa\n", + " std\n", + " 5.459584\n", + " 1.974793\n", + " 14.061714\n", " \n", " \n", - " 3\n", - " 4.6\n", - " 3.1\n", - " 1.5\n", - " 0.2\n", - " setosa\n", + " min\n", + " 32.100000\n", + " 13.100000\n", + " 172.000000\n", " \n", " \n", - " 4\n", - " 5.0\n", - " 3.6\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " 25%\n", + " 39.225000\n", + " 15.600000\n", + " 190.000000\n", + " \n", + " \n", + " 50%\n", + " 44.450000\n", + " 17.300000\n", + " 197.000000\n", + " \n", + " \n", + " 75%\n", + " 48.500000\n", + " 18.700000\n", + " 213.000000\n", + " \n", + " \n", + " max\n", + " 59.600000\n", + " 21.500000\n", + " 231.000000\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width species\n", - "0 5.1 3.5 1.4 0.2 setosa\n", - "1 4.9 3.0 1.4 0.2 setosa\n", - "2 4.7 3.2 1.3 0.2 setosa\n", - "3 4.6 3.1 1.5 0.2 setosa\n", - "4 5.0 3.6 1.4 0.2 setosa" + " bill_length_mm bill_depth_mm flipper_length_mm\n", + "count 342.000000 342.000000 342.000000\n", + "mean 43.921930 17.151170 200.915205\n", + "std 5.459584 1.974793 14.061714\n", + "min 32.100000 13.100000 172.000000\n", + "25% 39.225000 15.600000 190.000000\n", + "50% 44.450000 17.300000 197.000000\n", + "75% 48.500000 18.700000 213.000000\n", + "max 59.600000 21.500000 231.000000" ] }, "execution_count": null, @@ -569,39 +585,14 @@ } ], "source": [ - "iris.head()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax1 = sns.barplot(data = iris, \n", - " x = 'species', \n", - " y = 'petal_width')\n", - "\n", - "# Axes should always be labelled.\n", - "# ax1.set(xlabel='Species', ylabel='Mean Sepal length (cm)')" + "penguins_lengths.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Plot a swarmplot, which shows all the data" + "Since we are interested in the species, we take a look at what is in the `species` column. There are three species." ] }, { @@ -609,51 +600,39 @@ "execution_count": null, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\xusy\\.conda\\envs\\nbdevdabestdev\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 14.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", - " warnings.warn(msg, UserWarning)\n" - ] - }, { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "array(['Adelie', 'Gentoo', 'Chinstrap'], dtype=object)" ] }, + "execution_count": null, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "ax2 = sns.swarmplot(data = iris, \n", - " x = 'species', \n", - " y = 'petal_length',\n", - " hue = 'species')\n", - "\n", - "# ax2.set(xlabel='Species', ylabel='Petal length (cm)')" + "penguins_lengths.species.unique() # Gives us the unique values in the species column." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## The split-apply-combine workflow" + "## Question 1: how long are the bills of penguins of different species?\n", + "\n", + "(Or, looking at one dependent variables against one independent variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "All your scientific experiments follow a very simple analysis workflow: *split-apply-combine*\n", - "\n", - "You do an experiment on 2 or more groups, apply some summary function to each group, and then aggregate the results.\n", + "We will approach Question 1 with a very simple analysis workflow: **split-apply-combine**. Many of our scientific experiments also follow this workflow: We collect some measuments (value) from individuals belonging to different groups (key), split the data according to the grouping, apply a summary function to each group, and then aggregate the results. After that you can visualise the results. For example, Figure 3 shows how you would plot a simple bar plot with the bill length data.\n", "\n", "
\n", - "\n", + "\n", + "
Figure 3. The split-apply-combine work flow.
\n", "
\n" ] }, @@ -683,65 +662,46 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", + " \n", + " \n", " species\n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " 0\n", - " 5.1\n", - " 3.5\n", - " 1.4\n", - " 0.2\n", - " setosa\n", - " \n", - " \n", - " 1\n", - " 4.9\n", - " 3.0\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 38.791391\n", + " 18.346358\n", + " 189.953642\n", " \n", " \n", - " 2\n", - " 4.7\n", - " 3.2\n", - " 1.3\n", - " 0.2\n", - " setosa\n", + " Chinstrap\n", + " 48.833824\n", + " 18.420588\n", + " 195.823529\n", " \n", " \n", - " 3\n", - " 4.6\n", - " 3.1\n", - " 1.5\n", - " 0.2\n", - " setosa\n", - " \n", - " \n", - " 4\n", - " 5.0\n", - " 3.6\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Gentoo\n", + " 47.504878\n", + " 14.982114\n", + " 217.186992\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width species\n", - "0 5.1 3.5 1.4 0.2 setosa\n", - "1 4.9 3.0 1.4 0.2 setosa\n", - "2 4.7 3.2 1.3 0.2 setosa\n", - "3 4.6 3.1 1.5 0.2 setosa\n", - "4 5.0 3.6 1.4 0.2 setosa" + " bill_length_mm bill_depth_mm flipper_length_mm\n", + "species \n", + "Adelie 38.791391 18.346358 189.953642\n", + "Chinstrap 48.833824 18.420588 195.823529\n", + "Gentoo 47.504878 14.982114 217.186992" ] }, "execution_count": null, @@ -750,7 +710,7 @@ } ], "source": [ - "iris.head()" + "penguins_lengths.groupby(\"species\").mean() # Gives us the mean values for each species." ] }, { @@ -779,51 +739,46 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", " \n", " \n", " species\n", " \n", " \n", " \n", - " \n", " \n", " \n", " \n", " \n", - " setosa\n", - " 5.006\n", - " 3.428\n", - " 1.462\n", - " 0.246\n", + " Adelie\n", + " 0.216745\n", + " 0.099010\n", + " 0.532173\n", " \n", " \n", - " versicolor\n", - " 5.936\n", - " 2.770\n", - " 4.260\n", - " 1.326\n", + " Chinstrap\n", + " 0.404944\n", + " 0.137687\n", + " 0.864869\n", " \n", " \n", - " virginica\n", - " 6.588\n", - " 2.974\n", - " 5.552\n", - " 2.026\n", + " Gentoo\n", + " 0.277882\n", + " 0.088474\n", + " 0.584731\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width\n", - "species \n", - "setosa 5.006 3.428 1.462 0.246\n", - "versicolor 5.936 2.770 4.260 1.326\n", - "virginica 6.588 2.974 5.552 2.026" + " bill_length_mm bill_depth_mm flipper_length_mm\n", + "species \n", + "Adelie 0.216745 0.099010 0.532173\n", + "Chinstrap 0.404944 0.137687 0.864869\n", + "Gentoo 0.277882 0.088474 0.584731" ] }, "execution_count": null, @@ -832,7 +787,113 @@ } ], "source": [ - "iris.groupby('species').mean()" + "penguins_lengths.groupby(\"species\").sem() # Gives us the standard error of the mean for each species." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot an old-fashioned bar plot, which shows the mean and S.E.M. of each group\n", + "Luckily, a lot of these plotting functions already exist in data visualisation packages such as `seaborn`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax1 = sns.barplot(data = penguins_lengths, \n", + " x = \"species\", \n", + " y = \"bill_length_mm\",\n", + " errorbar = \"se\");\n", + "\n", + "# Axes should always be labelled.\n", + "ax1.set(xlabel=\"Species\", ylabel=\"Mean Bill length (mm)\", title = \"Bar Plot of Penguin Bill Length by Species\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot a box plot, which shows the data quartiles " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax2 = sns.boxplot(data = penguins_lengths, \n", + " x = \"species\", \n", + " y = \"bill_length_mm\",\n", + " hue = \"species\");\n", + "\n", + "ax2.set(xlabel=\"Species\", ylabel=\"Mean Bill length (mm)\", title = \"Box Plot of Penguin Bill Length by Species\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot a swarmplot, which shows all the data points" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax3 = sns.swarmplot(data = penguins_lengths, \n", + " x = \"species\", \n", + " y = \"bill_length_mm\",\n", + " hue = \"species\");\n", + "\n", + "ax3.set(xlabel=\"Species\", ylabel=\"Mean Bill length (mm)\", title = \"Swarm Plot of Penguin Bill Length by Species\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 2: How do all the length metrics vary with species?\n", + "(Or, looking at more metrics systematically.)" ] }, { @@ -861,51 +922,59 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", - " \n", - " \n", " species\n", - " \n", - " \n", - " \n", - " \n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", " \n", " \n", " \n", " \n", - " setosa\n", - " 0.049850\n", - " 0.053608\n", - " 0.024560\n", - " 0.014904\n", + " 0\n", + " Adelie\n", + " 39.1\n", + " 18.7\n", + " 181.0\n", " \n", " \n", - " versicolor\n", - " 0.072998\n", - " 0.044378\n", - " 0.066455\n", - " 0.027966\n", + " 1\n", + " Adelie\n", + " 39.5\n", + " 17.4\n", + " 186.0\n", " \n", " \n", - " virginica\n", - " 0.089927\n", - " 0.045608\n", - " 0.078050\n", - " 0.038841\n", + " 2\n", + " Adelie\n", + " 40.3\n", + " 18.0\n", + " 195.0\n", + " \n", + " \n", + " 3\n", + " Adelie\n", + " 36.7\n", + " 19.3\n", + " 193.0\n", + " \n", + " \n", + " 4\n", + " Adelie\n", + " 39.3\n", + " 20.6\n", + " 190.0\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width\n", - "species \n", - "setosa 0.049850 0.053608 0.024560 0.014904\n", - "versicolor 0.072998 0.044378 0.066455 0.027966\n", - "virginica 0.089927 0.045608 0.078050 0.038841" + " species bill_length_mm bill_depth_mm flipper_length_mm\n", + "0 Adelie 39.1 18.7 181.0\n", + "1 Adelie 39.5 17.4 186.0\n", + "2 Adelie 40.3 18.0 195.0\n", + "3 Adelie 36.7 19.3 193.0\n", + "4 Adelie 39.3 20.6 190.0" ] }, "execution_count": null, @@ -914,14 +983,15 @@ } ], "source": [ - "iris.groupby('species').sem()" + "penguins_lengths.head() # Let's revisit the DataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The plotting package `seaborn` does this automatically for you." + "We don't have to visualize only 1 metric at a time. We can look at all of the metrics at the same time. \n", + "The plotting package `seaborn` has a function `catplot()` that does this automatically for you." ] }, { @@ -930,25 +1000,21 @@ "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/dabest/lib/python3.9/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] }, { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -956,55 +1022,39 @@ "# `catplot` is short for \"categorical plot\", \n", "# where either the x-axis or y-axis consists of categories.\n", "\n", - "ax3 = sns.catplot(data=iris, \n", - " kind='bar', # there are several types of plots.\n", - "# errorbar='sd', # plot the error bars as ± standard deviation, use this line if you have seaborn 0.12.x\n", - "# ci='sd', # plot the error bars as ± standard deviations, use this line if you have seaborn 0.11.x.\n", - " col='species' # plot each species as its own column.\n", + "ax4 = sns.catplot(data=penguins_lengths, \n", + " kind=\"bar\", # there are several types of plots.\n", + " errorbar=\"sd\", # plot the error bars as ± standard deviation, use this line if you have seaborn 0.12.x\n", + "# ci=\"sd\", # plot the error bars as ± standard deviations, use this line if you have seaborn 0.11.x.\n", + " col=\"species\" # plot each species as its own column.\n", " )\n", - "ax3.set_axis_labels(\"\", \"Length (cm)\")\n" + "ax4.set_axis_labels(\"\", \"Length (cm)\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "You should quickly notice that the plot isn't as informative as we want it to be.\n", - "\n", - "The current plot only allows us to investigate the relationships the four metrics within species.\n", + "You might quickly notice that the plot isn't what we wanted, but this is how the default penguins `DataFrame` gets processed and plotted by `seaborn.catplot`. The current plot only allows us to investigate the relationships the three metrics within species. This is interesting but not greatly informative (e.g. we know flippers are longer than bills). What we want is to directly compare metrics between species. \n", "\n", - "Ideally, we want to directly compare metrics between species. \n", - "\n", - "To do so, we need to _reshape_ the data." + "To do so, we need to _reshape_ the data.\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## The Long-form vs the Wide-form of your data\n", + "### Reshaping Data\n", "\n", - "Our iris dataframe is in the wide-form (below right) and we want to turn it into the long-form. In the original iris dataframe, the data is organised by unit (flower, in rows) and the columns contain a mixtrue of variables (sepal length, sepal width etc). In a long-form dataframe, each columne is a variable, and each row is an observation. (Please read Hadley Wickham's https://vita.had.co.nz/papers/tidy-data.pdf to learn more about tidiness of datasets.) \n", + "Our `penguins_lengths` dataframe is in the wide-form (below left) and we want to turn it into the long-form (below right). In the original `penguins_lengths` dataframe, the data is organised by individuals (one individual penguin in each row) and the columns contain a mixture of variables that describe that individual. In a long-form dataframe, each row is an observation or data point, and each column is a variable that describe the data point. (Please read Hadley Wickham's [article](https://vita.had.co.nz/papers/tidy-data.pdf) to learn more about tidiness of datasets.) \n", "
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Michael Waskom, Seaborn Tutorial 2022
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Figure 4. The Long-form vs the Wide-form of your data
\n", "\n", "
\n" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "iris_tidy = pd.melt(iris.reset_index(), \n", - " id_vars=['index','species'], \n", - " var_name='metric', \n", - " value_name='cm')\n", - "iris_tidy = iris_tidy.rename(columns = {'index': 'ID'})" - ] - }, { "cell_type": "code", "execution_count": null, @@ -1031,53 +1081,47 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", " species\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", " \n", " \n", " \n", " \n", " 0\n", - " 5.1\n", - " 3.5\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 39.1\n", + " 18.7\n", + " 181.0\n", " \n", " \n", " 1\n", - " 4.9\n", - " 3.0\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 39.5\n", + " 17.4\n", + " 186.0\n", " \n", " \n", " 2\n", - " 4.7\n", - " 3.2\n", - " 1.3\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 40.3\n", + " 18.0\n", + " 195.0\n", " \n", " \n", " 3\n", - " 4.6\n", - " 3.1\n", - " 1.5\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 36.7\n", + " 19.3\n", + " 193.0\n", " \n", " \n", " 4\n", - " 5.0\n", - " 3.6\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " 39.3\n", + " 20.6\n", + " 190.0\n", " \n", " \n", " ...\n", @@ -1085,68 +1129,62 @@ " ...\n", " ...\n", " ...\n", - " ...\n", " \n", " \n", - " 145\n", - " 6.7\n", - " 3.0\n", - " 5.2\n", - " 2.3\n", - " virginica\n", + " 337\n", + " Chinstrap\n", + " 55.8\n", + " 19.8\n", + " 207.0\n", " \n", " \n", - " 146\n", - " 6.3\n", - " 2.5\n", - " 5.0\n", - " 1.9\n", - " virginica\n", + " 338\n", + " Chinstrap\n", + " 43.5\n", + " 18.1\n", + " 202.0\n", " \n", " \n", - " 147\n", - " 6.5\n", - " 3.0\n", - " 5.2\n", - " 2.0\n", - " virginica\n", + " 339\n", + " Chinstrap\n", + " 49.6\n", + " 18.2\n", + " 193.0\n", " \n", " \n", - " 148\n", - " 6.2\n", - " 3.4\n", - " 5.4\n", - " 2.3\n", - " virginica\n", + " 340\n", + " Chinstrap\n", + " 50.8\n", + " 19.0\n", + " 210.0\n", " \n", " \n", - " 149\n", - " 5.9\n", - " 3.0\n", - " 5.1\n", - " 1.8\n", - " virginica\n", + " 341\n", + " Chinstrap\n", + " 50.2\n", + " 18.7\n", + " 198.0\n", " \n", " \n", "\n", - "

150 rows × 5 columns

\n", + "

342 rows × 4 columns

\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width species\n", - "0 5.1 3.5 1.4 0.2 setosa\n", - "1 4.9 3.0 1.4 0.2 setosa\n", - "2 4.7 3.2 1.3 0.2 setosa\n", - "3 4.6 3.1 1.5 0.2 setosa\n", - "4 5.0 3.6 1.4 0.2 setosa\n", - ".. ... ... ... ... ...\n", - "145 6.7 3.0 5.2 2.3 virginica\n", - "146 6.3 2.5 5.0 1.9 virginica\n", - "147 6.5 3.0 5.2 2.0 virginica\n", - "148 6.2 3.4 5.4 2.3 virginica\n", - "149 5.9 3.0 5.1 1.8 virginica\n", + " species bill_length_mm bill_depth_mm flipper_length_mm\n", + "0 Adelie 39.1 18.7 181.0\n", + "1 Adelie 39.5 17.4 186.0\n", + "2 Adelie 40.3 18.0 195.0\n", + "3 Adelie 36.7 19.3 193.0\n", + "4 Adelie 39.3 20.6 190.0\n", + ".. ... ... ... ...\n", + "337 Chinstrap 55.8 19.8 207.0\n", + "338 Chinstrap 43.5 18.1 202.0\n", + "339 Chinstrap 49.6 18.2 193.0\n", + "340 Chinstrap 50.8 19.0 210.0\n", + "341 Chinstrap 50.2 18.7 198.0\n", "\n", - "[150 rows x 5 columns]" + "[342 rows x 4 columns]" ] }, "execution_count": null, @@ -1155,7 +1193,21 @@ } ], "source": [ - "iris" + "penguins_lengths # This is our wide table." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# The code in this section turns a wide table into a long table.\n", + "penguins_tidy = pd.melt(penguins_lengths.reset_index(), \n", + " id_vars=[\"index\",\"species\"], \n", + " var_name=\"metric\", \n", + " value_name=\"cm\")\n", + "penguins_tidy = penguins_tidy.rename(columns = {\"index\": \"ID\"})" ] }, { @@ -1194,37 +1246,37 @@ " \n", " 0\n", " 0\n", - " setosa\n", - " sepal_length\n", - " 5.1\n", + " Adelie\n", + " bill_length_mm\n", + " 39.1\n", " \n", " \n", " 1\n", " 1\n", - " setosa\n", - " sepal_length\n", - " 4.9\n", + " Adelie\n", + " bill_length_mm\n", + " 39.5\n", " \n", " \n", " 2\n", " 2\n", - " setosa\n", - " sepal_length\n", - " 4.7\n", + " Adelie\n", + " bill_length_mm\n", + " 40.3\n", " \n", " \n", " 3\n", " 3\n", - " setosa\n", - " sepal_length\n", - " 4.6\n", + " Adelie\n", + " bill_length_mm\n", + " 36.7\n", " \n", " \n", " 4\n", " 4\n", - " setosa\n", - " sepal_length\n", - " 5.0\n", + " Adelie\n", + " bill_length_mm\n", + " 39.3\n", " \n", " \n", " ...\n", @@ -1234,60 +1286,60 @@ " ...\n", " \n", " \n", - " 595\n", - " 145\n", - " virginica\n", - " petal_width\n", - " 2.3\n", + " 1021\n", + " 337\n", + " Chinstrap\n", + " flipper_length_mm\n", + " 207.0\n", " \n", " \n", - " 596\n", - " 146\n", - " virginica\n", - " petal_width\n", - " 1.9\n", + " 1022\n", + " 338\n", + " Chinstrap\n", + " flipper_length_mm\n", + " 202.0\n", " \n", " \n", - " 597\n", - " 147\n", - " virginica\n", - " petal_width\n", - " 2.0\n", + " 1023\n", + " 339\n", + " Chinstrap\n", + " flipper_length_mm\n", + " 193.0\n", " \n", " \n", - " 598\n", - " 148\n", - " virginica\n", - " petal_width\n", - " 2.3\n", + " 1024\n", + " 340\n", + " Chinstrap\n", + " flipper_length_mm\n", + " 210.0\n", " \n", " \n", - " 599\n", - " 149\n", - " virginica\n", - " petal_width\n", - " 1.8\n", + " 1025\n", + " 341\n", + " Chinstrap\n", + " flipper_length_mm\n", + " 198.0\n", " \n", " \n", "\n", - "

600 rows × 4 columns

\n", + "

1026 rows × 4 columns

\n", "" ], "text/plain": [ - " ID species metric cm\n", - "0 0 setosa sepal_length 5.1\n", - "1 1 setosa sepal_length 4.9\n", - "2 2 setosa sepal_length 4.7\n", - "3 3 setosa sepal_length 4.6\n", - "4 4 setosa sepal_length 5.0\n", - ".. ... ... ... ...\n", - "595 145 virginica petal_width 2.3\n", - "596 146 virginica petal_width 1.9\n", - "597 147 virginica petal_width 2.0\n", - "598 148 virginica petal_width 2.3\n", - "599 149 virginica petal_width 1.8\n", + " ID species metric cm\n", + "0 0 Adelie bill_length_mm 39.1\n", + "1 1 Adelie bill_length_mm 39.5\n", + "2 2 Adelie bill_length_mm 40.3\n", + "3 3 Adelie bill_length_mm 36.7\n", + "4 4 Adelie bill_length_mm 39.3\n", + "... ... ... ... ...\n", + "1021 337 Chinstrap flipper_length_mm 207.0\n", + "1022 338 Chinstrap flipper_length_mm 202.0\n", + "1023 339 Chinstrap flipper_length_mm 193.0\n", + "1024 340 Chinstrap flipper_length_mm 210.0\n", + "1025 341 Chinstrap flipper_length_mm 198.0\n", "\n", - "[600 rows x 4 columns]" + "[1026 rows x 4 columns]" ] }, "execution_count": null, @@ -1296,7 +1348,7 @@ } ], "source": [ - "iris_tidy" + "penguins_tidy # This is our long table." ] }, { @@ -1304,28 +1356,45 @@ "execution_count": null, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/dabest/lib/python3.9/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, { "data": { - "image/png": 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\n", 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"text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "ax4 = sns.catplot(data=iris_tidy, \n", - " x='metric', \n", - " y='cm', \n", - " hue='species',\n", - " kind='bar', \n", - " ci='sd',\n", + "ax5 = sns.catplot(data=penguins_tidy, \n", + " x=\"metric\", \n", + " y=\"cm\", \n", + " hue=\"species\",\n", + " kind=\"bar\", \n", + " errorbar=\"sd\",\n", " aspect=1.5\n", - " )" + " )\n", + "ax5.set(xlabel=\"Measurements\", \n", + " ylabel=\"Length in mm\", \n", + " title = \"Cat plot of Penguin Body Measurements by Species\",\n", + " xticklabels=[\"Bill Length\", \"Bill Depth\", \"Flipper Length\"]);\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`catplot` allows you to do plot different kinds of plots in the same format easily. Let's say we want to see a box plot:" ] }, { @@ -1337,45 +1406,41 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\xusy\\.conda\\envs\\nbdevdabestdev\\lib\\site-packages\\seaborn\\categorical.py:3750: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n", - " warnings.warn(msg, UserWarning)\n", - "C:\\Users\\xusy\\.conda\\envs\\nbdevdabestdev\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 8.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", - " warnings.warn(msg, UserWarning)\n" + "/Applications/anaconda3/envs/dabest/lib/python3.9/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "# f, ax = plt.subplots(1, figsize=(3,3))\n", - "\n", - "ax5 = sns.catplot(data=iris_tidy, \n", - " kind='swarm', \n", - " x='species', y='cm', hue='metric',\n", - " size=4.5,\n", + "ax6 = sns.catplot(data=penguins_tidy, \n", + " kind = \"box\", \n", + " x=\"metric\", y=\"cm\", hue=\"species\",\n", " aspect=1.5,\n", - "# errorbar='sd', # plot the error bars as ± standard deviation, use this line if you have seaborn 0.12.x\n", - "# ci='sd', # plot the error bars as ± standard deviations, use this line if you have seaborn 0.11.x.\n", - " palette=['red','grey','orange','pink'],\n", - " \n", - " )" + "# errorbar=\"sd\", # plot the error bars as ± standard deviation, use this line if you have seaborn 0.12.x\n", + "# ci=\"sd\", # plot the error bars as ± standard deviations, use this line if you have seaborn 0.11.x.\n", + " )\n", + "ax6.set(xlabel=\"Measurements\", \n", + " ylabel=\"Length in cm\", \n", + " title = \"Catplot of Penguin Body Measurements by Species\",\n", + " xticklabels=[\"Bill Length\", \"Bill Depth\", \"Flipper Length\"]);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Scatterplot and linear regression line\n", + "## Question 3: how does bill length vary with flipper length?\n", + "(Or, how do we explore the correlation between metrics?)\n", "\n", "Next to the categorical plot, the scatter plot is a very useful visualization tool for biological experiments. Often we want to know how one variable is correlated with another, we can then use a scatterplot to easily take a quick look." ] @@ -1387,26 +1452,35 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "# Draw a scatteplot of petal width versus length with a simple linear regression line\n", - "ax6 = sns.regplot(data=iris, \n", + "ax7 = sns.regplot(data=penguins, \n", " ci=95,\n", - " x=\"sepal_width\", \n", - " y=\"petal_length\")\n", + " x=\"bill_length_mm\", \n", + " y=\"flipper_length_mm\")\n", "\n", "\n", - "# ax6.set(xlabel='Sepal width (cm)', ylabel='Sepal length (cm)')\n" + "from scipy.stats import pearsonr\n", + "pearsonsr, p = pearsonr(penguins.dropna()[\"bill_length_mm\"], penguins.dropna()[\"flipper_length_mm\"])\n", + "ax7.set(xlabel=\"Bill Length (mm)\", ylabel=\"Flipper Length (mm)\", title = \"Correlation between Bill Length and Flipper Length\");\n", + "# ax7. text(35, 220, f\"r = {pearsonsr:.2f},\\np = {p:.2f}\") # Uncomment this line if you want to also present p-value.\n", + "ax7.text(35, 220, f\"r = {pearsonsr:.2f}\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see some clustering of the data points and we suspect the clusters correspond to the different species of penguins. Let\"s colour the points by species." ] }, { @@ -1416,32 +1490,31 @@ "outputs": [ { "data": { - "image/png": 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UW/hdwNHADVrrt5VSPwW+BfxzfAOt9b3AvWDy+IvcH6FEjJUJUhqrG9ncsZnOUCfhWBi35abGU5OwMTLtM5AFFffmA5FAQvCHSiASYEvnFja1b6K5oznhxXeFuzLuU19R38+mmVozFbc19qP4Aw88MK3oD1YG+Xe/+92gxy5VyeahUGzhbwFatNZvO5+fwAi/IAyZYnjpfVk4eSErd61EKYWNTSgWYrd/NxcdclHGffpaUP6In1A0xBcO/gJbO7cOaTSs1po2f1sigo8L/Y6uHcRIf5fgUi6m1UxLCHxTXRNNtU0jNoov9IPxW265hRkzZnDdddcBZsRsTU0NDz74IO+//z7Lli3jt7/9LYFAgO7ubp577jmWLFnC+vXrOeyww2hubuauu+5i4cKFNDU1sWLFCrq6ujj33HM55ZRTeOONN2hsbOSZZ57B5/OxZMkSzj//fC6++GLeffddbrrpJrq7u6moqODFF19kz549XHbZZXR3G+Pjf/7nfzjppJMK8t1lS1GFX2u9Uym1VSl1qNb6I+AM4MNitimUD6VI51yxawUTfRMTEb/H8lDjqUmb+x7TMcKxMAsmLeCGBTfwq/W/Ymf3TiZVTuKLh3yRIyYekZPoByIBNndsTkTwmzqMyHeHuzPuM9473oh7UiQ/tWYqLmt0ZG4X48f8kksu4Rvf+EZC+B9//HHuueceHnzwwcQ2b775JmvWrGH8+PHceeediQqe77//PkcddVTa43788cc88sgj/OxnP+PLX/4yTz75JF/72tcS6+Mlmx977DGOPfZYOjo68Pl8TJo0iRdeeAGv18vHH3/MpZdeSqkrFpTir+EG4JdORs9G4MpBthdyoJxHrm7r2kYgHGBzaDMxHcNSFuM84wpinSS3Md47PqWssNaals6WFKumb5bN4RMO53snfy+rNrTWtPa0pqRLNnc0s71rO5r07qfLcjG9ZnpC4OMiX1dRN7QTHmaK8WOeXJa5ra2NcePG9XueeNZZZzF+/HjAlEu+6SZTG+iII45g/vz0aakzZ85M/Cgcc8wxNDc3p6xPV7IZoLu7m+uvv55Vq1Zh23a/cs2loOjCr7VeBYywMeFjg1JYHSMZHdPsCe5JfI7pGHuCezjQPrBgbRxYdSCt/la8theNmYrPH/UzwTeBnd07cz6eP+JPRPHJfnxPpCfjPvEoPtmLb6xuHDVRfC4Ua2xG37LMfUkug5xt9lRy0TXbtvH7U6uKZirZ/OMf/5jJkyezevVqYrEYXm8O1UsLxNj7yykjyn3k6r6QyQ9X9P7n0ujE8lzRWhOO9aZRhqNhPjfrc9y9+m6isSge20MoGiIcC/PFQ7444LFiOmaieEfc4687u3dmjOLdlttE8XWpVs1oj+JzoVhjMy655BL+7u/+jt27d/PKK68QDAYzbnvKKafw+OOPc9ppp/Hhhx+ydu3avNpMLtl87LHH0tnZic/no729nalTp2JZFg899BDRaIkroCLCP6op98lLQtEQLuUipmNoNAqFreysrJ5wLEw4GiaiIyZP3hH0vtHeMZOP4Zojr+Gpj59iV88uJldO5ouHfDGlxEFPuCeRUZNs18Rnn0rHRN9EZtTOYGZtb8pkY3UjtmVn3KccKNbYjL5lmfvaMslcd911XHHFFcyfP58FCxYwf/586upy//EdqGTzRRddxP/93/9x2mmnFX3SlXRIWeZRzFXLr+oXHfkjfhp8Ddx/9v3D2LPScNIjJ+GP+HGp3vgloiP4XD7euPQN8zmWKuzhWJhILJJTnvyKXSt46uOn2Nm9k/He8RzZcCS2shOR/M6egS0fS1k01TZxxvQzmFk7kxl1M/r9YI81hlKWebifW0WjUcLhMF6vl08//ZQzzjiDDRs24PFkOW9wkZGyzGVOuU9ectlhl7F0zVLCOoyNTZQoWmu+cPAX2Na1jUgskvdo155wD80dzbzS8govbX2JaCxKOBamzd/GR/s+SrvPRN9Emmqb8Ef8fLjnQxQKCwuNprndZOPMa5g3lFMeNVhDKPw73GNAenp6OO200wiHzR3g3XffPWJEv1CI8I9iSjVCdiSgtSYSiySi9nAszOcP/jztwXZ+/emv8Yf9+Nw+LjzoQr40+0uEo+GsjhvTMXZ27+znxQ9UuEyh8Lq8nNJ4irFqnNz4+Lyyl/z2EixlYate2yZKlGc+fYZL51w6tC9imLCUlTgn27LNa/J7y8bC2WaU21U1NTUlT68sNSL8o5yROnnJ3avu5uF1D9MT7qHSXcllh13GtUddO+A+r2x9JdGvKVVT+PLsL3PMAccQiUWI6mja6P2SOZdwyZz+WRrp6A53s7x5Ocubl7M3uBeFSvyYZMJSFl7bi8f2UGFX4LE9uJSL7kg3Ny64Me0+/rA/RfTBRMD+vnPJJhG3kzI9R8gGpcwdhlLK/ENhKRN5K8yyfp+d7ePn2u8fhRHyTBkuQm4UypoX4S8zSpECevequ1m6ZilKKVzKhT/i557V9xCNRblq/lVEYpGEmMeF9+0db3PP6ntwWyZLqbWnlR+/92OuOfKanAUwqqPs6t6V8rB1U8cmWnv6T6Ydp8KuYHrNdGbVzUo8bJ1RO4M73rmjX0XLYCTI5MrJGY/lc/sIRALY9ApmjBg+ty/t9it2rUice7W7mn2BfSxdvRTXUS5OOPAEbGVjKQuX5UpE3ZayEuKulEosG4l4vV727NnDhAkTRPyHgNaaPXv2FCT9U4S/zChWCmiykP/8w58DJITPwkIrzS/W/4LzDzo/7f75ThLSFepic8fmFIHf3LGZYDRzup7LcuGxTASvlGKibyL/sfg/+kXp0FvRkghZp3NeeNCFPLr+UaJEU549fOmQL1FXUZci0JayeO7T5/C6vPhcPhSKCruCQDTAbzb+hs8f8vmM7YwWpk6dSktLC21tbcPdlVGP1+tl6tSpQz6OCH+ZkU0KaDQWJaZjRHXqa/yfRicyY6KxaL8JunvCPdjKTslXH8zqGGySkKiOsqNrR79Zn9r8mcXEa3uZUTsjkRP/6EeP4rE8dIQ6EhUw6yvq2R/cn1b0wdTq6ZvOefEhFycicdvqjcbj2UX/cMw/UOOp4Zfrfok/4h/U6trZs5NaT21KNDyW0nLdbjczZ84c7m4ISYjwj0G01mlFW6OZXDmZ3f7deF3exLaBaIAJ3gls6dhSkHLAuVodkDpJSDQWJRQL0R3qxlIW33z5m2zu3Jx1KYZTDjyFyw6/jAOqDkiJrp9vfp4tHVsSYh3VUVp7Wplemzp8PyHkzp3BuTPP5fxZ52NbNi7lysquuH7B9Vy/4Pqs+luqiWsEIY4I/wggIcxaEyPpvY4RI+m9I97x9/F946UE4vsP9ADorw76K+5ZfQ8xHUuxLr5wyBcKIvqQanVYWIk+XXjQhSnbRXWU7V3baW5vpq6ijo/2fkRU97+D2BfsHYnrc/kSA59e3PIikVgEW9kJMY7qKH9p+wu3VN/Sv2PaGeWb9PUoTNXNib6JuCwXbstd8qyUck/LFUqPCH8exIU47mnHo+q+wh0X6fg+cesjRayd11KRzrrIJ4NkIOIpi898+kwizfKcpnOYO2Euz376bMKL39KxhVAscxQ/rmIcc8bPYWadedA6s24mkysnJ6L45c3LU0Qf+ltKSik8lgeP7SEYC3JA1QHsDewloiO4LTfjveMJxAJUe6r7tV8qyiktVxgZiPDnyNaOrf0i0tHGwskLCyr0yURjUbZ3b6exupHzZp5nMmvaN/Hkx0/y5MdPpt3H5/Kl1ImPZ9RUugeennkgS2mcdxwVdkXiAS7AtJppbO7YbD47v7XhWHjASVUEYSwiwp8jmQpslSMdoQ4z4Clpgu4tnVsGzIufUjWlX6XJSZWT8kpF/PxBn+eR9Y+kZM8AXHH4FWkLm+UzqUopKPcqq0LpEeEXBiUai9LS1dJvdOvewN6M+1S6KvtVmZxROyPlAWauVNgVeF1mMJXH9vCt479FXUVd1gPFcplUpZSUe5VVofSI8AsptAfbE+IeF/jNHZsz2lsKxZSqKSnT+s2sNVH8UAbrKGXy2b22lwqXsWzS3RVce9S1g44IjpNpUpXB0iaLPdK53KusCqVHhL9MicQitHS2pE4IMkgUb2HSHG3L5ozpZ3Dq1FOZUTsjkRo6VDy2JzGQyWt7Cz7KM5+0yVLYMJLOKZQaEf4yYH9wv/Hhk0oYbO3cSkRH0m6vUBxYfSBNtU18sv8TIrEIVZ6qRA57MBJkc8dmDh1/6JD65bJcKUJf7DTKfNImS2HDSDqnUGpE+McQ4Vi4XxS/qX0T+4P7M+5T5a7q97B1es30RBR/1R+uoq6iLiX6Th5Rmwu2ZeO1vXhd5p/bcud8jL7kUgwun7TJUtgwks4plBoR/lHKvsC+3vo0jsi3dLZkjOItLKZUT0kR+KbaJhp8DQNaKskjauOEoqEBi5TFqbArEv58hV1R8Dli0xWDW7pmKcCA4p+LoJbKhhnuGvRCeSHCP8IJR8Ns7dzaz4sfKIqvdlenCPyM2hkpUXwu5FKkzG278dqOdePyFr1a5MPrHk6IPoALFxEiPLzu4awf+A6G2DDCWESEf4SgtWZfcF9KTvymjk20dLZkzKixsGisaUwI/Mzamcysm8l47/iCPRgdaKSvy3Lhc/nwuXxU2BUlL3XQE+5JmXYRTEXQnnBPwdoQG0YYi4jwDwOhaCglio9H8h2hjoz71HhqUibmbqprYlrNNCrsioz7FIqPN/6JjW1r8QPd3a1s9UziwoMuxG1n9ujzmYglVyrdlXSHugEzYjc+3V+VJ/Pk1cM9n6sgjARE+IuI1pq9gb0pEXxzezMtXS0ZC6JZyqKxujERwceFvpBRfLZYyuKxt37IoztfQ2H+WILAQ9texPvyrVx7xg/T7peP954PixsX89tNv018jhFLLE9HPqmZMqpWGIuI8BeIUDTEls4tKQI/WBRf66ntl1EzrWYaHnv4JnaOj46N2zdPb38Fi94/FAuIAA9vXc61pBf+UnjvAG3+Nuor6ukIdRDTMSxlJcQ5HfmkZsqoWmEsUnThV0o1A51AFIhorYtTHazIxC2C5vZmxnvHs2DyAtyWOyH027q2ZYzibWUztWZqIoJvqjX/ChHFP7L+kZQqmBcedGHWE3rblp2YiSo+p2xfn74H3e+PxHaWZ6IU3juYVMspdhUHxnogGgLbhbarMqZa5pOaKaNqhbFIqSL+07TWu0vUVsF5reU1bn/zdvYH9xOKhWj1t7J+3/q029Z56lIi+Jl1M5laPXVAPzxfHln/CI+ufzQx52ogEuDR9Y8CpBV/W9n43L5EGYRs8ugrUfj7iH/UWZ5xH3cl/ogfV9JeUaKDVtvMlUbLR9v+T/ApBZYNsTCBjm00jj84/fZ5pGbKqFphLCJWTxYs+2AZFa4KAj2BlOVe28sJU05IEfr6ivqSefHPfPpMQvSBRIXKZz59hkvnXJqodxPPvMnHQrps2tks3fo8EUykH8VUNL5s2tmZ9znsMpauWUqESMqcs5cddlle55mJJe3t3KEApfCiCShFGM2S9vb02+eRminpnMJYpBTCr4E/KKU0sFRrfW/ySqXU1cDVANOnT0+z+/ATv91v8DVgKQu37cat3HRHuvnHhf84bP3yh/3YKEiazMRWNv6wn8lVkwtS7+baM37I5ufaeH73SoIY8T9n4jEZH+yCeYC7uWMzzzc/T1AHsZXNOU3nFDyrZ9H+Ni6oquBhV4gepanUisuiFSzqSH9zuWjqIm7ddi7L1v2cbbEgjVYFSw67fECvviTpnNEIhLog1A2V42GAKSoFoRCUQvhP1lpvV0pNAl5QSq3XWr8aX+n8ENwLsHDhwhFZ7D5+u99Q2UAoGkKjCUaCWY1eLSY+y00gGky1YXSUKifCLwSvtbzG6uAuptfPTES8q4O7eK3ltQEzYVa3rWZ67fTefdpWD7hPXn2rb+DZWBsTsfBqRQB41g5yRH0DaVvZ8AKL3rqfRZYH3OMg7Ie37odxh8HsszK2U5RRteEAhHuM2EeChT22IAxCcYdWAlrr7c5rK/A0cFyx2yw0S+YuIRwN44/40dqIfqbRq6XAZbmo9lRzadSDBuLDuxI2TKRwzxOSs1qUUvhcPty2m2UfLCvoPnn1ra4Otwaf1igUPq1xa7M8LW/8FCwPeCpBKfNqeczyYhOLQbATOnfB3o3Q3gI9e0X0hWGhqBG/UqoKsLTWnc77zwK3F7PNYpB8u7+5YzOTKicVfJ7agbAtO1HB0uvyJmre3LS/E09fqyPi4druzoK1PZIzYbbF/NTWNkJ3m5PV48Fb1cC2mD/9Dvs3g3dc6jK3D/ZvKWi/EkRCEO6GUA9EAlDCuZUFYSCKbfVMBp52fGYX8Cut9fNFbrMoxG/3t3RsyZi2WSiyrmJZP4NrO3dxrSdJzEI9UF+4ZyX5ZsJs3vMRnaEOwmjcKGo8tcyYMLQyzmnb6dhMp9tF2Na4LRc1RJhRnWEO3foZJuL2JGUXhf2Df18bXjB3Bfs3m2OcdFNmaygcMPZNqAuimaegFIThpKhWj9Z6o9b6SOffXK31vxWzvdGKrWyq3FVM8E2gsbqRaTXTaKhsoMZTM3DK5Uk3mQe7oR4TTYZ6zOeTbipY3/raXP6If9CsloWu8ewOtRNCYwEhNLtD7Sx0jS9Yv8DUEdrt300oFsLCSsyhm/FOLJ/va8ML8PubzQ+Gd5x5/f3NZjk4x+mGrlbYu8lYOP59+Ym+1uYY4Qx3LIJQICSdcxiwlJUyQjbvkbqzzwLudKLRLSZyHSgazYN8slpWbH2JiTHotCAMeICamFleSHKeQzef7yv5uQCY16CGP/8IDjjCPKDN18IJ9UDr+7Dzfdi5BnauhcB+uOxpOOj0/I4pCFmQk/ArpU4CmpL301r/vMB9GnMkzx/rdXmpsCsKl+s/+6yCCn06cs1q2RYLMl7DhHDEiKJSaMvFttggDzJzsVTIfw5dZ8vsTmb/ZlA27P7YeY7gBt942LfZRPqZaH4d/vIQdGyH2gPhqMuhfhrsWtsr8ns+gXS24baVIvxCUcla+JVSDwMHAavoTSTRgAh/Gkpdm34k0YhNWyyATwMK0JpALEyjPcB8AHFLxfKkWircmVH8c37+kEsbWhvLxV1pRF9Z5l80DJ07YPyszOfS/Dq88n2TyaOjsOtD+N0/pBd5MMc6YB4cMB8OPtO8CkIRySXiXwgcrrWkJqQjU+ZNObIk7OYO20T3iRG1yizPSDpLJeQszyD8OY+qHayNuF8f6jbZOLGYGVyVIOlPX/d5v38L7FxtbJuPfgeRDD69p7pX5CcfYd5X1PSur2sEq3yCBGF4yEWd3gcOAHYUqS+jioL59GOQRf4At6oYyypibHO5aIxEWBK0WKQHsHrilsqeTxKpmVQ1DJhqmfNI3HTpnC4v7GuGjh3p/fpwN1RPgcBeE+3bbqioNw9w373PsW3eh2D6MhHYHpMy6vJBLApX/s7cOQjCMDKo8CulfoMJdWqAD5VS72DKsgOgtb6geN0bedRV1CXmkC11ffxRQ0Uti9rWs0jZRuS0Y3k0zBlwH9rWG/FXthHZ9q0D75PrSNz6GdCxE9xep08xs0/1pMx+fc0UJ6On1hlt64eu7Wbd23f3OYcamDwP9m0ydwveWlM8Dsy+VRNE9IURQTYR/51F78Uooq4iw6hQoZeUqDmDPVKIfbKxh+JefdgPR/41vPQ9iIVNpB8JmPcLrug9ZqgLdn0AO1bDrvfNj1HactLK8ebnm39T5pkfFmUZj//VH5gfL2Wnb0cQhpFBhV9r/QqAUuoHWutbktcppX4AvFKkvgmjlVAn1E6Dnt4RtVQeaES1kPsMZN3EyyEk2zfTjoPFtzjZNjug5gA45Bzo2QN/+p6xbfZuJG3Gj7LBckHlBDj8C3Dkl41fn46mk4GkdmqnGNFvOtk5ljLHclWY87Td5tVyi78vlIRcPP6zgFv6LDs3zbKxSY6phqViRM4hWz8Ddn+auiwShIkHFX6fXR8av50YYBnLaOJBRvj7Euw01kvjQrDXmoh++x1pDqxgwkFOND/PPODd8HuTzVM7BRoOzSz6cWaeAgefZsTc9oDtct67jej3tQlH6N+XMDbJxuO/FrgOmKWUWpO0qgZ4vVgdG1HkkWpYCkbsfLBNi2DLm4ByrI4gRFqhaUlh9okEjXXjHQf+PUkrYhDcD1WTjX+/b7Pz8NXJm88UzVfUmcFYcdtm8lyIT9get20st9mue4/5zC0mgrdsJ3Kv6I3cbXevt58NI/TvSxi7ZBPx/wr4PfB94FtJyzu11mnCqjFIHqmGpWDEzgfb/BpUT4ZAu7FtXBXgrTPLM90gZtpn06tw0vW9Yp9c7GzjnyAxE1iSoH+8HDa/ZiL8vigLxidF8wfMNyN4Mz2o/8tDRvTdPqeiZ5V5ULvmMTj6ssJYMyP070sYu2Tj8bcD7Uqpv++7Tinl1lqP/UpU+VZ1LPLte95VMIttK+zfDJUTTTpmnHiu+2D7VE50Mm60yQTau9H45MnomKlpk8jE6RPF62iv6HvrTKbNFEfoA52w9jHY8gbsbzajcMclFXVTyonaPeDyQNcu8I5PFXjLBR0thfPjS101VCh7cvH43wOmAfswYVY9sEMp1Qr8ndZ6ZeG7N0LIp6pjCW7f85oPthS2Qrbfl9Ymko8GnbTJVnBXJO0TMJ56oMP48XHbZtf7A5dLUDaccZuJ5uum9Ubzza870XWSbfPaf4DnX2D2Z3sftiZH/+Nm5lfRMxfyrRoqCHmSS8jyPHCe1nqi1noC5sHu4xj//3+L0bkRQz5VHUsw6Uc+lTNLMhlJuu8rGoTjrgH/flPJcv/W3glJutrgyK86+/ghHDTLulvN+vtOg9/cAO/+DLa+nST6Gf58qybDnPN7LRzbZc5z9S/B9pr8elcF+OrBVQnvLetd1tfyKUEF1JK0IQhJ5CL8C7XWy+MftNZ/ABZrrd8CKjLvNgaYfRaceyfUTDbVE2smm88DRcj7N/efO7XAt++Lpi7i1uNvpcHXQEeogwZfA7ceP8iD3RL0i4PPgM/eYQYs9ewBXx2ccjNMmgPdu00EHwkakQt0wObXTfGySBDaN8P+TeahbbjHWC1goviJh8IRF8OZt8PXfm0GXvkm0PtnbIFvIljKtF3XaHLtxzWZQmmdO6Ci2qm7o7I793yufa6Uog1BSCIXq2evUuoW4FHn81eAfUopG5NLN7bJtQpmiW7fc54PttD9ikZMNB8JmoeykaAZuNRwKFzwP6nbxhzPfufa3iqV+5oHPv7U42DhVSbTpu8PVt0088NSO8UZEavMudRMBt+4/sfK99xLUAG1JG0IgkMuwv/XwHeAX2M8/j87y2zgywXv2WjnpJuMdx7CCFbYPzJu3/PtVyyWKvBxkR9oZG2gPUnk15qaNuE03ryyAW2OZdm9ZQ1iMWj9EKYuNA9S7QozQMvlvH7mFnMukVB25zJSr4kglBg1koptLly4UK9YkWESjdFIInumOJOkFK1f0XBSBB8w72PRzMeDpGjeyZnfucbYSunwjXdSKZ10ykmHw9LFJlvGSvLYY5hSB//canLj8zmXoW4vCKMApdRKrXXWk4DnUo9/NnAz/SdikRkjMjFSb9/j/UoW+M6dTiQf7h/F951UZMEVxnpJRPJrTX2bdNG8ZcOE2U7evDNIqrax/0PUiioIdkNMA7rXuvHWZBZ9gO3vmR+ZYJfxx7e/N/B3PlKviSCUkFysnv8D7gHuo3ciFmE0oHWq/x4JGNsmlsWjmebX4ZV/N+9jMWhdbyYVyXQHUDkhqd78PJh0WH9vXilj17grHevGC7PPM/n1iT47fTvknMx9e/kH8Op/AMqkaIZ6nM/AqeVRSUQQ8iEX4Y9ore8efDNh2IhGjDUSDaf68IPZNH3x7+uN5Nf+n1MoLY0laDmZNgfM6x0kVXNg+lGwLo8Rendl7yjYZDq3Gwso0G4GYCnbDL7q3J65n2/dBTjpmqYR8x28dZcIvyAMQC7C/xul1HXA06TW4y+Psg0jhYS4h5yMGkfgY5H8Jv2ORWDPp8a22eEMkGrfmnl7ZZsCZZYLrnjWROv9tlGw5W2TH9+xDeqb4ORvDJ7+WjctNcNmsNG+wS5jCcUfMiunzk9wgIqegiDkJPzxYuL/lLRMAwNMPirkjNapEXssYj7HwiZyH+rD+EQ074h864cmu6Uvlg0T5xjhDrQ7E6RYgDZ3AONn9Yq+Uua922deN73mFDbzmDz7rtbBRwfnk2rp8jrPFZy7B61Bh8FdlccXIwjlQ9bCr7WeWcyOlB3JtkwsKXJP93A1X2IRM5VhItNmbeZovnJiUuEyx5t3eeFXXzF1b5RyJk6P76Cgcnyv2CdbN2/+d+5Fx/JJtaycCO3d9LOhKicO9s0IQlmTS1ZPJfBNYLrW+mql1CHAoVrr57LY1wZWANu01ufn3dvhJJ/CZuufN/u0b4HaqXDM30DTiYUV9+SMm6oGmHq8+UHZuRZaPzAPcvuinFLCYCpiHn2FKXGQzpvvN+esByobzMPhyvHp+5TH/Lnmu7wzt1RLpU15hp7dvc8FKif2FuwUBCEtuVg9DwIrgZOczy2YTJ9BhR+4CVgH1A624YhkoMJmB5+eZM0kWTSfvgKv/rtT0rfapEv+6V/MDFDxmZiGQjQM7z8J797b6/V37jDRfV+qGnqjeQ2sfdypPulMP/juz8yD1eR+WbZ5EDuuCbp2Q/Xs3nWhHjM6NhP5zJ8L+Y+Orp2Sfd8EQchJ+A/SWn9FKXUpgNbar7KYbVwpNRX4HPBvmDuG0cfrPwHlNlGyjpq88mjYpDmOz+CA/WWZI/qOD+72QhgTnecj/D17krz5eDQfTL+tuwoOv7A3rbLmgN51T19tRL9fv34Oh57tWDc+k4UDcMo/OhZMT/YWTD7z5+aDjMQVhLzIRfhDSikfzv9kpdRBJGX3DMBPgP+HmbGrH0qpq4GrAaZPH6YytNGI8cNjjt8eizqvzoPVvZ+aMr6xpKkHXBXGXslEx3azTzIub//a8mn7E07y5h2h78hQY99yGaF2+4yI217z8HXRPw7SL+X49hZU1EB3W+oPRJx8LJh85s/Nh3z6JghCTsL/HUxp5mlKqV8CJwNLBtpBKXU+0Kq1XqmUOjXdNlrre4F7wZRsyKE/2RNNEvVoOPdMmdoDTe12d1LqYiSQajEMZZ/u3UmjYJ1Mm3TRvOU2dkl8FOyqX5nqlaEuk60TcptUy/pp6ftkWVA33bRXUd3r6Yd6Bs6eyXV0bNyCmXBw77JiWTAyElcQciaXrJ4XlFLvASdgHp/dpLXePchuJwMXKKXOA7xArVLqF1rrr+Xd40zEoqZOe3KkHn8/VIthwRUmPTFMry8eC5vlue5z5NfMBOHJ0XymQUrVk3vtmgPmm4qXtqd3/b5mePc+TPRumWJlkT0w9wu927i9xqv3VJm7lMX/ZOyRsD87eySf0bFiwQjCiGbQIm1KqaMHWq+1fi+rhkzEf/NAWT1DKtIW6s7ORsmXRPbMDhO1L7hicK+++XVYcZ+ZdMTlMeLbvs1kxPTF9jjRfFLxsupBIuSnr4Z9WyHc5WTcOA+SxzfB15407aWb9DuXQmX/Pt2IvZ0UI0QjJkXzWwNk6UgxNEEoGcUo0vajAdZpoDyKtDWdPLjQR8Owe0NqhcrODD9G1ZN7I/kD5plofuu75sfl0z/1FkMbqM2O7SalUk1wJhdxCpt17TIzSmUiF3sk2GUi/WSyGR0rFowgjFiymWz9tGwOpJQ6S2v9wgDHeRl4OeuejQa62pLmgV1rCphljOYPS7Jt5pnZo5Jpft0Z7Zo0H+yrPwAypH/abuOlx/36OIP59blSUW2OmfynoqOpbQqCMKrI5eHuYPwAyCj8o55oGHZ/1Cea35l+25oDkkbBzjeFzAYqLQwm0h8s/dPtNfaNu8pYR4tuzj3VMldO+Hvj6UcjJtLXUUCb5YIgjEoKKfxja7xkV2tqqYO2dSY1sS92hZlLNm7bTJ4H1Q25t5cp/bNzp7k7SOfXlyKdMf4A9627jL1TUW1EX6pfCsKopZDCP3Km8sqVaAjaPkotXhaf5LsvNVP6RPOzB4/ms6H2wD4Paj3gqYWGgwvn1+fLqbeI0AvCGKKQwj966NrVJ5pfP0A0f1hq8bKqPKL5wbBdMOMU2P4/zkNa2/TH3wZNVxa+PUEQyppCCn9zAY9VOKIh89A1/gB259oBovkDjbhPOdJYNhMPKUw0nw7LqWtfUWO8++3vmWcDgXbTZ1eFmYik+TVAom1BEArHoMKvlPriQOu11k85rwNuVzI6d/aP5pNLLcRxVZhJvuPR/OR5UFXkcr6uCufhbGXqiF4wFS0rJ6beUQw2EclYI58KqIIg5Ew2Ef9fDbBOA08VqC/5s2E5rHwIWt6F7tb029Q2OnbNkeZ1wsHFi+aTcXtNZO+pTh0E1Zd8JiIZSwxUAVXEXxAKSjZ5/CPfZN7zCXz0297PLi9Mmps0CnaemQS8FMRno/JUgqdmYLFPptzLHLzx09wnbxEEIS9y8viVUp8D5mLq7gCgtb690J3KGeUyNkk0ZCL7Y6+GWYtL175lJ1k4laYYWq6UstLkSLRU9m82kX4ybl95WV2CUCJymYHrHqASOA24D7gYeKdI/cqeDS/A2/8L3npTojjshz/facS4EBOeZCLu18eLnxWCUqRmjlRLpdytLkEoIbmEpidprS8H9mmt/wU4EchQ/7eExC0Ct88MIXN7zQjYvzxU+LbcPvMAeFyTKX1cOb5wol8qki0Vpcyr5THLh5OTbjLWVqjHPNQO9ZSX1SUIJSQXq8fvvPYopQ4E9gDDPwF73CLQsd5l2U54MhhK9ZY0zlTpcrQxUi0VmVRFEEpGLsL/nFKqHvgh8B4mo+e+YnQqJ+IWQXLkPdgkKQNhu5P8el/6CchHMyPZUpGKnoJQEnKxev5Da71fa/0kMAOYA3yvON3KgbhFEPabn6JwFpOk9MVVYWyb+ukwboaxc+JWyFhDLBVBKHtyEf4342+01kGtdXvysmFj9llw7p2mkFmwA6omwOIMpYzjxL3t6oY+fr0n8z5jhfj3VTPZTKNYM9l8lkhbEMqGbEbuHgA0Aj6l1AJ6q3DWYrJ8hp/ZZ0HTSQP7+kr1evXuqvxSLnMl17TJUqVZiqUiCGVNNh7/2ZhJ1acC/5m0vAO4tQh9KhyW5YyadTz7Ulo3uaZNjtQ0S0EQxhzZjNx9CHhIKXWR4++PbGy3I/bOw9nhIteRqDJyVRCEEpGL3/G6Uup+pdTvAZRShyulripSv3LHrjAPZsfNMD7/cIo+GLumbx8GSpvMdXtBEIQ8yUX4HwSWAwc6nzcA3yh0h/LGdpWm6Fq21M8wmUbJDJQ2mev2giAIeZKL8E/UWj8OxAC01hEgWpRejQVyTZuUNEtBEEpELsLfrZSagDPFolLqBKC9KL0aC+SaNilploIglIhcRu5+E3gWmKWUeh1owBRqEzKRa9qkpFkKglACchH+D4GngR6gE/g1xucXBEEQRhG5WD0/x5RpuAP4b+AQ4OFidEoQBEEoHrlE/IdqrY9M+vySUmr1QDsopbzAq0CF09YTWuvv5N5NISMjcVIVQRBGNLlE/H9xHugCoJQ6Hnh9kH2CwOnOD8ZRwDnJxxCGSHy0b+eu1NG+G14Y7p4JgjCCyUX4jwfeUEo1K6WaMQXaPqOUWquUWpNuB23ocj66nX96KB0Wkhipk6oIgjCiycXqOSefBpRSNrASOBi4S2v9dp/1VwNXA0yfLoOVcmKkTqoiCMKIJmvh11pvzqcBrXUUOMqZxOVppdQRWuv3k9bfC9wLsHDhQrkbyIWRPKmKIAgjlhLUJjZorfcDL5PnnYOQBhntKwhCHhRV+JVSDU6kj1LKB5wJrC9mm2WFjPYVBCEPcvH482EKpqSzjfmReVxr/VyR2ywvZLSvIAg5UlTh11qvARYUsw1BEAQhN0rm8QuCIAgjAxF+QRCEMkOEXxAEocwQ4RcEQSgzRPgFQRDKDBF+QRCEMkOEXxAEocwQ4RcEQSgzRPgFQRDKDBF+QRCEMkOEXxAEocwQ4RcEQSgzRPgFQRDKDBF+QRCEMkOEXxAEocwQ4RcEQSgzRPgFQRDKDBF+QRCEMkOEXxAEocwQ4RcEQSgzRPgFQRDKDBF+QRCEMkOEXxAEocwQ4RcEQSgziir8SqlpSqmXlFLrlFIfKKVuKmZ7giAIwuC4inz8CPCPWuv3lFI1wEql1Ata6w+L3K4gCIKQgaJG/FrrHVrr95z3ncA6oLGYbQqCIAgDUzKPXynVBCwA3i5Vm4IgCEJ/im31AKCUqgaeBL6hte7os+5q4GqA6dOnl6I7gjDieHl9K0tf3cjWfT1MG1fJ1xfP4tQ5k4a7W3kxls5lrFL0iF8p5caI/i+11k/1Xa+1vldrvVBrvbChoaHY3RGEEcfL61u57dkPaO0MUO9z09oZ4LZnP+Dl9a3D3bWcGUvnMpYpdlaPAu4H1mmt/7OYbQnCaGXpqxtx24pKjwulzKvbVix9deNwdy1nxtK5jGWKHfGfDFwGnK6UWuX8O6/IbQrCqGLrvh58bjtlmc9t07KvZ5h6lD9j6VzGMkX1+LXWfwZUMdsQhNHOtHGVtHYGqPT0/nf0h6NMHVc5jL3Kj7F0LmMZGbkrCMPM1xfPIhzV9IQiaG1ew1HN1xfPGu6u5cxYOpexjAi/IAwzp86ZxO0XzGVSjZd2f5hJNV5uv2DuqMyEGUvnMpYpSTqnIJQb+aY06hL0rVTkci6SAlpaJOIXhAKTa0rjWEqBzOdcxtL5jxZE+AWhwOSa0jiWUiDzOZexdP6jBbF6hFFNrhZBPpZCrvts3ddDvc+dsmyglMat+3oIhiNs2t1NTIOlYEKVm1AkVtB+lYKt+3qwFWxs6yIUjeGxLSZWewZM58z1+xppRGOamDb/tMZ5b5Zr5318PZqUz8nbzxhfiWWVJglShF8YtcQtAretUiyC2yGtAOa6fb775JzSqDVtXeHEx5iGtq4wU+vt9Nvn2a9SUO2x+aStG1spbKWIRDXb9gc4uKEq4z7DlQIaSwg2CRGOxgU51ivOMQ1aa2ed2S++rdaj86mMCL8wakm2CAAqPS56QhGWvroxrfjlun2++3x98Sxue/YDekIRfG4bfzg6YErj3m4j+smxnk5aXqh+lQIzWB9zMvET0knL05DN96X7RMfJ0XLUEWpN6rp4tJ1YHks+xugU7EIhwi+MWvKxVDp7QrQHo4lldRX2gJZKPjbEqXMmcTtGnFv29TB1EBsmGDXt95Wi+PJM/crVUsmHf3j0PZ5ds5NoTGNbigvmH8CPLzk64/YdgTDjfC52d4fRGO2fWOWmIxCmKxjpFeMk4Z7bWMc3z5zNw29tZnu7nyl1Xi49djoHTapm857uxPZD5Z2Ne3n03a3s6PAzpdbHJcdO47hZ44d83ExorYnGNOGYJhrVhGMxIlFNJPGqCUdjrNnazh8+3MX+niCzGmq47tSDiv7jLcIvjFpytQgCoUiK6AO0B6O4XZGCtRHn1DmTsv/Pm0nUBhC7mgoXH7d2YVsK21JEYsZSOWRSdXZtkmp1aOJRcm9E/O0nV/Pc2l2J7aMxzdOrduAPv8t3Ljiin4DHNFS4bHa2B3DZCqXM8fb2hJkxwUNrRyBjX+ZPq+OH0+anLAs7P3zRmCOg0RiRPu8jiVezLHWdI7IxzYadXbywbicKhctWbNrTxfd+t47jZ45nUm1FQojjotx7LLMsGtOJ9sJR3a/txH6xmCPypp+54vX4S2LZifALo5acLZWe9NZJpuX5tJEPmfQhqiEYMT9U8d8A7Yh0JBozohsDHIHVWhOORGntDIB5jthrjTjCFIzECEVjRhz7RJ8pIhqL8dsk0U9m+QetHDxpc4rohaNG6HZ3BU17UZ0Qfg3sbA/wrafWEo3GCDv7mWg41ica7u1HXHzz0M+seXGEpYx6XTYaXXTLToS/yIQiMfb3hBJ+p0pycgewPQctcNTXM023fd/jq0xHzbQ4i/7F+9HXnx7k0DmR3I/kczh+1gT+v/PmcP+fm9m2v4fG+kquOrmJY2eOpzsYSelH3GJIR0wbi8Jsl7puwYxx3HL2oSx7o5lt+40N8bXjZ3DQpGpjs0SMSCVeo1EjYE7UGI4aIQs5gheORJ1lzvpYbMCBTv/w6CpHKFPFsHlvD7alCMeM+CvAshSb9vRw3k9f641W42JeQPXUwP+89Ong2yU12ROO8s6mvQXrw0BYCty2hcu5G3LbFvt6QtiW89ejzKtS5m5i/tR6XJa5E3BbFi5b4XJezf69n11W8nvL2Udh2xZuS+Fy2nXZKqUPLmdd32N9/RcrqfW6sFB4XBaWZaG1LnpGkwh/kYnGNF3BzFZCORL3PpOjy0hUs7J5H8+u3k5bV4AJVRWcedhkZh9Q3e+2PX4rHYnGeG71dj7a1YUGtu8PsLsrwKuf7E4RvPi+A3Hx3W/0u22PR5/BSIxQxAj09vYAK7fsL8XXBMDv3t+Z1XYaEtbC7q5QEXtkmDWxygiaI2C2ZeGxFet3dhKOxnBZFijzgxTVGp/b5vQ5k3DbVq8QJomhbcVFsfe9bSk8toXtLI8LqctKsyxJUK00Ecs3H1vNnu5gSuVQfzjKhKoKfnjx/H7bxyn2c4HGukqnX1YiiCpFRpMI/ygmW+8z2bfs3U4TjaXzK2P9BDnZ+0z1OVO9z0jfKHMI3uee7jAbWrty+j40sHF3Dxt3b8n5u9ywK7e2ciEuQz6Pjddt9xOslr09BKP9v5Mqj82JB01whLI3SnTbFm9v3MOmPf2jwsOnVPP5BVOd4xsBjbf1woc7+e3anViKhA0T0/CVhVP56xNm4HFZCUG2LcX3nvuA5R+29Wvj7MMb+Oe/OiJtps5bn+zmRy9swG0rKtw2Qccau/mzh3LiwROy+K6yv0fUA9wr9T3OFSfO4IcvfEQwEsXrtgmEo0S15oqTZlBVkV4G3/hkN//10se4LZMyu68nyH+99DE3u8y5ZNPX5D4m3wHF3152wnR+9MIGApEoblsVxUpMhxpJeagLFy7UK1asGO5uFIy1Le08t2Y77f5w/wdOfcUwSThHgvc50uh7i2xbasDI9timcf1u912WYnXLfrbt733IOHNCJafNmZRyGx4XS7dt8fM3m+kKRqhw2Y6dAqFwlPqqCv75/MMS27ltE/G6XTbffGwVe7uDiZGoAD2hCA01FTyw5FiUUklWGRz/b3+ks89DZ4CaCpv3bvtsiq0Wtyjmf3c53aFe/z+uwdUVLtZ89+y038n87y7HH46aaNwhEovhc9sZ98k1qwd6B5Zlk9FUSnLt16X3vtXvwX5PKMKkGi+PXH3CsPUrHUqplVrrhdluLxF/EXnqvRYefKN5uLuRwFIYgUsWw7igWgo7xeNM8iv7btvH++zvg/Z6n72e58De5/97YjU1XhcKZQTOEbLuQJjHrzkJyzLLLYWzDRx/x4sZz3XZlcehkrYFEp/j760kIc2UZ/7A65uwgB3t/sSo2olVHrqDEU4+OP1UoW1dQep97pRjVle42NkeoMbr7rd9TzhGhUthqV5BjukYPeEYbjt9VZWecMyMAnU+a23qr8R/DNLRHYri6nM4Sw28z48vOZofX5JxdVpyymhyKMUo5Fz7VaoRxfl8X0NFhL9IvLy+lefW7MDrtrCUSgzXPvSAGibXevuJYepDo+SHRclC6USldv9b/2Tvs+9DpoG8z0LQV5Aty3y2HAFXGJFPbGOZdcnbHDyphjYnukqOkmc21DB9QvpRn5ZKnxFjKTLevud8bkBrVygxHklr83naOF/GfXJNAa3ymGyh5NH6MW2WZ8JC0zcXKQa4B7A/8mmnFIzUUchjeVIZEf4isfTVjdT6XEyqqUjkI/vDURSKb507Z9j6pfoIrhFgR5ST1lnKCLQi6XOKmDvLC1Rb5NrPHMRtz36APxzNOm1yfKWb3WlGt46v7B9V58vuriDQf3BVfHk6ck0B/dtTZvLTP31CJBZL/JjFtFmeCcuyIM0Da8vKXHcxn3ZKwUgdhVyKVN7hQoS/SMRvE5MfoXjdFjs7/Dkfa7CIOi7MtkofTfcV95FIrqNdAbweF3WRWL+RuD5P4f6sQ1GNRa+lAsZSCaV5GBsn13O58czZANz35010h6JUeWz+9pSZieXpiMQ0tjK5/nFsxYBpm/m0UwrysVRKZQ3l+jc5WhDhLxLx20Sv23bS2hSBcJQD631UVxg7w7ZSxdruE1WPdLEuNLl6ndPGVdLqspie5uFboaiwLXpi0ZT8jRhQmcF7j5Prudx45uycBDhu23jSPKgtZDulIFdLpZTW0HD476VA6vEXifjco4FwFI9tOXnkihtPP4RJtV4aaioYX+WhrtJNrddNdYUrke7ncVmJfOdyEf18KMX8ruOrTCSqk/4lLx8u/vaUmcS0EfuYjjmvw2/b5EOu11Hq9w8dEf4iIXOPFp+SfMdK0VDtTjwQtRQ0VLuH/Qf5xjNnc9PpB+Nz20Rixhq56fSDR1w0nw25Xset+3r63dmMpvr9IwGxeorIWL1NHIkUa0hD3IY4oK7Xdii0nZQvI9G2yZdc/q+M5WybUiERvzBqKcVcraWwk4TckGsydET4hVFLKbxesexGHnJNhk5RrR6l1APA+UCr1vqIYrYllB9jeWRlsRiJ8/Tmw1i6JsNBsSP+ZcA5RW5DKFOmjavEH04tNyBeb2ZKYY0Jo4OiCr/W+lWgNEW4hbJDvN7ckDRIIc6we/xKqauVUiuUUiva2vqXgBWETIjXmxuSBinEGfZ0Tq31vcC9YMoyD3N3hFGGeL3ZI2mQQpxhj/gFQSgNYo0JcUT4BaFMEGtMiFPsdM5HgFOBiUqpFuA7Wuv7i9mmIAiZEWtMgCILv9b60mIeXxAEQcgdsXoEQRDKDBF+QRCEMkOEXxAEocwQ4RcEQSgzlNYjZ8yUUqoN2DyEQ0wEdheoO6ONcj53KO/zl3MvX+LnP0Nr3ZDtTiNK+IeKUmqF1nrhcPdjOCjnc4fyPn859/I8d8j//MXqEQRBKDNE+AVBEMqMsSb89w53B4aRcj53KO/zl3MvX/I6/zHl8QuCIAiDM9YifkEQBGEQRPgFQRDKjFEl/EqpaUqpl5RS65RSHyilbkqzjVJK/ZdS6hOl1Bql1NHD0ddikOX5n6qUaldKrXL+3TYcfS00SimvUuodpdRq59z/Jc02Y/naZ3P+Y/Lax1FK2Uqpvyilnkuzbsxeexj03HO+7sM+A1eORIB/1Fq/p5SqAVYqpV7QWn+YtM25wCHOv+OBu53XsUA25w/wmtb6/GHoXzEJAqdrrbuUUm7gz0qp32ut30raZixf+2zOH8bmtY9zE7AOqE2zbixfexj43CHH6z6qIn6t9Q6t9XvO+07MF9HYZ7MLgZ9rw1tAvVJqSom7WhSyPP8xiXM9u5yPbudf38yEsXztszn/MYtSairwOeC+DJuM2WufxbnnzKgS/mSUUk3AAuDtPqsaga1Jn1sYg+I4wPkDnOhYAr9XSs0tbc+Kh3O7uwpoBV7QWpfVtc/i/GGMXnvgJ8D/A2IZ1o/la/8TBj53yPG6j0rhV0pVA08C39Bad/RdnWaXMRUZDXL+72HqdhwJ/Dfw6xJ3r2horaNa66OAqcBxSqkj+mwypq99Fuc/Jq+9Uup8oFVrvXKgzdIsG/XXPstzz/m6jzrhd/zNJ4Ffaq2fSrNJCzAt6fNUYHsp+lYKBjt/rXVH3BLQWv8OcCulJpa4m0VFa70feBk4p8+qMX3t42Q6/zF87U8GLlBKNQOPAqcrpX7RZ5uxeu0HPfd8rvuoEn6llALuB9Zprf8zw2bPApc7T/lPANq11jtK1skiks35K6UOcLZDKXUc5hrvKV0vi4NSqkEpVe+89wFnAuv7bDaWr/2g5z9Wr73W+tta66la6ybgEuBPWuuv9dlsTF77bM49n+s+2rJ6TgYuA9Y6XifArcB0AK31PcDvgPOAT4Ae4MrSd7NoZHP+FwPXKqUigB+4RI+N4dlTgIeUUjbmD/txrfVzSqlroCyufTbnP1avfVrK6Nr3Y6jXXUo2CIIglBmjyuoRBEEQho4IvyAIQpkhwi8IglBmiPALgiCUGSL8giAIZYYIvyAIQpkhwi8IfXDK3PYrf5vD/guVUv+VYV2zUmqiUqpeKXVdodoUhFwQ4ReEAqO1XqG1vnGQzeqB6wbZRhCKggi/MCpRSlUppX7rVCR8Xyn1FaXUMUqpV5RSK5VSy+NleZVSLyulfqKUesPZ9jhn+XHOsr84r4dm2fZaJ2JXSqk9SqnLneUPK6XOTI7elVITlFJ/cNpYSm8xsX8HDlJm4owfOsuqlVJPKKXWK6V+GR+GLwiFRoRfGK2cA2zXWh+ptT4CeB5TmfBirfUxwAPAvyVtX6W1PgkTZT/gLFsPLNZaLwBuA+7Isu3XMeUz5gIbgUXO8hOAvhOjfAf4s9PGszjlNYBvAZ9qrY/SWv+Ts2wB8A3gcGCW04YgFJzRVqtHEOKsBe5USv0AeA7YBxwBvOAEyjaQXKTrEQCt9atKqVqn4FkNpv7NIZgSvu4s234NWAxsxsz0dLVSqhHY68yQlbztYuCLTtu/VUrtG+C472itWwCcWkxNwJ+z7JMgZI1E/MKoRGu9ATgG8wPwfeAi4AMngj5Kaz1Pa/3Z5F36HgL4V+Al547hrwBvls2/ionyF2HKI7dhCmW9lqm7WR43mPQ+igRmQpEQ4RdGJUqpA4EerfUvgDsx86s2KKVOdNa7VepMRF9xlp+CKdnbDtQB25z1S7JtW2u9FZgIHKK13oiJym8mvfC/CnzVaftcYJyzvBNzxyEIJUciCmG0Mg/4oVIqBoSBazGT0f+XUqoO87f9E+ADZ/t9Sqk3MJNV/42z7D8wVs83gT/l2P7bGDsJjOB/n/S2zL8Ajyil3gNeAbYAaK33KKVeV0q9D/we+G2O7QtC3khZZmHMo5R6GbhZa71iuPsiCCMBsXoEQRDKDIn4BSEDSqkrgZv6LH5da/33w9EfQSgUIvyCIAhlhlg9giAIZYYIvyAIQpkhwi8IglBmiPALgiCUGf8/Qfp/O1crlnEAAAAASUVORK5CYII=\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "\n", - "for s in iris.species.unique():\n", - " ax7 = sns.regplot(data=iris.loc[iris.species == s], \n", + "for s in penguins.species.unique():\n", + " ax8 = sns.regplot(data=penguins.loc[penguins.species == s], \n", " ci=95,\n", - " x=\"sepal_width\", \n", - " y=\"petal_length\", label = s)\n", - " ax7.legend()\n" + " x=\"bill_length_mm\", \n", + " y=\"flipper_length_mm\", label = s)\n", + " ax8.legend()\n", + " \n", + "ax8.set(xlabel=\"Bill Length (mm)\", ylabel=\"Flipper Length (mm)\", title = \"Correlation between Bill Length and Flipper Length by Species\");\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Seaborn allows you to do that more systematically with pairplot\n", + "### Seaborn allows you to do that more systematically with pairplot\n", "\n", "This is like doing a scatter plot for each pair of the variables in one go. On the diagonal, distributions of values within each species group are plotted for each variable. \n", "\n" @@ -1452,80 +1525,34 @@ "execution_count": null, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/dabest/lib/python3.9/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, { "data": { - "image/png": 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\n", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "fig = sns.pairplot(iris, hue=\"species\")" + "fig = sns.pairplot(penguins, hue=\"species\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Dimension Reduction with Principle Component Analysis\n", - "We have 4 dimensions we measured the irises on, what if we want a more concise way of describing the data? We can try to find 2 dimensions along which the data has the most variance. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'PC2')" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn import decomposition\n", - "from sklearn import datasets\n", - "\n", - "import matplotlib.pyplot as plt\n", - "\n", - "iris_pca = datasets.load_iris()\n", - "X = iris_pca.data\n", - "y = iris_pca.target\n", - "\n", - "pca = decomposition.PCA(n_components=2)\n", - "pca.fit(X)\n", - "X = pca.transform(X)\n", - "\n", - "\n", - "f, ax8 = plt.subplots(1, figsize = (5, 5))\n", - "sns.scatterplot(x=X[:, 0], y=X[:, 1], hue=[iris_pca.target_names[i] for i in y], alpha = 0.7)\n", - "ax8.set_xlabel('PC1')\n", - "ax8.set_ylabel('PC2')\n", - "\n", - "\n" + "We can see from the pair plots above that the relationshipship between all the metrics are complex and difficult to summary. If you have time, you can explore the bonus notebook, where we discuss how to concisely describe the data by reducing the dimentionality of this dataset [Bonus PCA Analysis](bonus_pac_analysis.html)" ] }, { @@ -1544,8 +1571,7 @@ { "data": { "text/plain": [ - "array(['sepal_length', 'sepal_width', 'petal_length', 'petal_width'],\n", - " dtype=object)" + "['bill_depth_mm', 'bill_length_mm', 'flipper_length_mm', 'body_mass_g']" ] }, "execution_count": null, @@ -1554,7 +1580,8 @@ } ], "source": [ - "all_metrics = iris_tidy.metric.unique()\n", + "penguins_all_metrics = penguins[[\"species\", \"bill_depth_mm\", \"bill_length_mm\", \"flipper_length_mm\", \"body_mass_g\"]].dropna().reset_index(drop = True)\n", + "all_metrics = [\"bill_depth_mm\", \"bill_length_mm\", \"flipper_length_mm\", \"body_mass_g\"]\n", "\n", "all_metrics\n" ] @@ -1565,8 +1592,8 @@ "metadata": {}, "outputs": [], "source": [ - "y_titles = ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n", - "letters = ['A', 'B', 'C', 'D']" + "y_titles = [ \"Bill Length (mm)\", \"Bill Depth (mm)\", \"Flipper Length (mm)\", \"Body Mass (g)\"]\n", + "letters = [\"A\", \"B\", \"C\", \"D\"]" ] }, { @@ -1574,24 +1601,14 @@ "execution_count": null, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\xusy\\.conda\\envs\\nbdevdabestdev\\lib\\site-packages\\seaborn\\categorical.py:1296: UserWarning: 20.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n", - " warnings.warn(msg, UserWarning)\n" - ] - }, { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1606,17 +1623,15 @@ " \n", " current_axes = all_axes[i]\n", " \n", - " sns.swarmplot(data=iris, size = 3.5, \n", - " x='species', y=metric, hue = 'species',\n", + " sns.swarmplot(data=penguins_all_metrics, size = 3.5, \n", + " x=\"species\", y=metric, hue = \"species\",\n", " ax=current_axes)\n", - "\n", + " ylim = current_axes.get_ylim()\n", " current_axes.set(ylabel=y_titles[i])\n", "\n", - " \n", - " current_axes.set_ylim(0, 10)\n", - " current_axes.get_ylim \n", - " current_axes.get_legend().remove()\n", - " current_axes.text(-1, 10.5, letters[i], fontsize = 25, fontweight = 'semibold')\n", + " if i != 0:\n", + " current_axes.get_legend().remove()\n", + " current_axes.text(-1, ylim[1], letters[i], fontsize = 15, fontweight = \"semibold\")\n", "\n" ] }, @@ -1629,18 +1644,11 @@ "f.savefig(\"myplot.svg\")\n", "f.savefig(\"myplot.png\", dpi = 300)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/03b_Bonus_PCA_Analysis.ipynb b/nbs/03b_Bonus_PCA_Analysis.ipynb new file mode 100644 index 0000000..d7bea96 --- /dev/null +++ b/nbs/03b_Bonus_PCA_Analysis.ipynb @@ -0,0 +1,198 @@ +{ + "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "output-file: bonus_pac_analysis.html\n", + "title: 03b. Bonus PCA Analysis\n", + "#author: \"Sangyu Xu, Joses Ho\"\n", + "#date: \"2023-10-10\"\n", + "date-modified: \"2023-10-19\"\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from palmerpenguins import load_penguins\n", + "penguins = load_penguins() \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 4: how do we concisely describe the penguin dataset?\n", + "(Or, dimension reduction with Principle Component Analysis)\n", + "\n", + "For this we go back to the origianl metrics including body mass. We have 4 dimensions we measured the penguins on, and their relationship with each other is a little complex. What if we want a more concise way of describing the data? We can try to find 2 dimensions along which the data has the most variance. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler\n", + "import matplotlib.pyplot as plt\n", + "\n", + "penguins_dropna = penguins.dropna()\n", + "X = penguins_dropna[[\"bill_length_mm\",\t\"bill_depth_mm\",\t\"flipper_length_mm\", \"body_mass_g\"]] \n", + "Y = penguins_dropna[\"species\"] \n", + "scaler = StandardScaler() # Create a StandardScaler object.\n", + "scaler.fit(X) # Fit the StandardScaler object to the data.\n", + "X_scaled = scaler.transform(X) # Generating a matrix with standardized values (z-scores). Z-scores allow us to compare all the metrics on the same scale.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First we generate up to 4 principle components, and we plot how much variance is explained by including more and more of them. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.68633893 0.19452929 0.09216063 0.02697115]\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Scree Plot of Penguin Measurements')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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5n6+C9/v4448LHXkt8HyBWty2Lar92Wza/ny+yvdQIpFg06ZNOHr0KP7880/s2rULw4cPx9dff42jR4++dOwdlQ8sgKjCadSoEQAgKSkJAODp6QmlUomLFy+WaIZiT09PZGZmvvADu6Dfv//+ixYtWpTppfMFp0RiY2NRq1YtVXtubi7i4+PVcmtTzLi7u0OpVCIuLk41wBMAkpOT8ejRoyJPxeiKp6cnzp49izfeeEMnBZijoyPkcjmuXr1a6Lnn2+zs7ABA7Qo6AK90xKukzMzM0LNnT6xduxadO3cutjAuOEpobW390v1006ZNGDp0KL7++mtVW3Z2dqH1BYAqVaogJCQEISEhyMzMROvWrTFz5kxVAWRnZ1fkKSFNt1XB/mpiYvLS3K+qNH4+X7ZvNm3aFE2bNsUXX3yB3377DW+//TbWrVtX7CSXVL5wDBCVW3v37i3yr7GCsSsFp4R69uwJIyMjzJo1q9Bl65r8NdevXz8cOXIEu3btKvTco0ePkJ+fr+qnUCgwe/bsQv3y8/OL/IDRhfbt28PU1BTffPON2vr89NNPSEtLQ9euXVVtFhYWaqc5XqRLly4AUGjm6IKjMs8uV9f69euHxMRErFixotBzT548QVZWllbLKzjitG3bNty5c0fVfvXqVfz9999qfa2trWFvb68a21Vg2bJlWr2nrnz88ccICwsr9hQRAAQGBsLT0xNfffUVMjMzCz1/79491f+lUmmh/X7JkiWFjtrcv39f7bGlpSVq166tNg2Bp6cnLl++rLb8s2fPFrr0vjiOjo5o27Ytvv/+e9UfLMXlflWl8fNpYWEBoHCx/PDhw0LbuOCPL852XnHwCBCVW2PGjMHjx4/Rq1cv1KtXD7m5uTh8+DDWr1+PmjVrIiQkBMDTQ+ifffYZZs+ejVatWuGtt96CTCbDiRMn4OLigoiIiBe+z6RJk7B9+3a8+eabqstgs7KycP78eWzatAk3btyAvb092rRpgw8++AARERGIjo5Gx44dYWJigri4OGzcuBGLFy9Gnz59dL4dHBwcMHXqVISHh6NTp07o3r07YmNjsWzZMjRu3FhtwsHAwECsX78eoaGhaNy4MSwtLdGtW7cil+vv74+hQ4fihx9+wKNHj9CmTRscP34cq1evRs+ePfH666/rfF0KDB48GBs2bMDIkSOxd+9etGjRAgqFApcvX8aGDRtUczVpY+bMmfjnn3/QokULfPjhh1AoFPj222/h4+OD6Ohotb4jRozA3LlzMWLECDRq1Aj79+/HlStXdLiGmvP394e/v/8L+xgZGeHHH39E586d4e3tjZCQELi6uiIxMRF79+6FtbW1aszVm2++iTVr1sDGxgYNGjTAkSNH8O+//xaaZqFBgwZo27YtAgMDUaVKFZw8eRKbNm3C6NGjVX2GDx+OBQsWIDg4GO+++y5SUlKwfPlyeHt7a3z7lqVLl6Jly5bw9fXFe++9h1q1aiE5ORlHjhzB7du3cfbsWS23WNFK4+czICAAUqkU8+bNQ1paGmQyGdq1a4fffvsNy5YtQ69eveDp6YmMjAysWLEC1tbWqj8sqALQy7VnRBr4+++/xfDhw0W9evWEpaWlMDU1FbVr1xZjxowRycnJhfr//PPPomHDhkImkwk7OzvRpk0bsXv3btXz7u7uxV72m5GRIaZOnSpq164tTE1Nhb29vWjevLn46quvCl12/8MPP4jAwEBhZmYmrKyshK+vr5g8ebK4c+fOC9fn+Uubi1PUpddCPL3svV69esLExEQ4OTmJDz/8UDx8+FCtT2Zmphg0aJCwtbUVAF56SXxeXp4IDw8XHh4ewsTERLi5uYmpU6eqXbIsRMkug3+Z3NxcMW/ePOHt7a36ngUGBorw8HCRlpam6of/XTb+PHd3dzF06FC1tqioKNGwYUNhamoqPD09xY8//igmTpwo5HK5Wr/Hjx+Ld999V9jY2AgrKyvRr18/kZKSovFl8EXtR8VdMv684tbnWcXtK2fOnBFvvfWWqFq1qpDJZMLd3V3069dPREVFqfo8fPhQhISECHt7e2FpaSmCg4PF5cuXC22vzz//XAQFBQlbW1thZmYm6tWrJ7744otC+/vatWtFrVq1hKmpqQgICBC7du0q9jL4L7/8ssj1uXbtmhgyZIhwdnYWJiYmwtXVVbz55pti06ZNqj4F2/r5S8uL2xbF7Wea/Hxq8z1csWKFqFWrlpBKpapL4k+fPi0GDhwoatSoIWQymXB0dBRvvvmmOHnyZJHrT+WTRIgSjCIkIqogevbsqfPLvYmo4uMYICKqNJ48eaL2OC4uDjt37izydg5EZNh4BIiIKo1q1aph2LBhqvmRvvvuO+Tk5ODMmTPw8vLSdzwiKkc4CJqIKo2CmZXv3r0LmUyGZs2aYc6cOSx+iKgQHgEiIiIig8MxQERERGRwWAARERGRweEYoCIolUrcuXMHVlZWpXKfJCIiItI9IQQyMjLg4uICI6MXH+NhAVSEO3fuFLoZIxEREVUMt27dQvXq1V/YhwVQEaysrAA83YDW1tZ6TkNERESaSE9Ph5ubm+pz/EVYABWh4LSXtbU1CyAiIqIKRpPhKxwETURERAaHBRAREREZHBZAREREZHBYABEREZHBYQFEREREBocFEBERERkcFkBERERkcFgAERERkcFhAUREREQGhzNBExERUZlQKAWOxz9ASkY2HK3kCPKoAqmRfm46rtcjQPv370e3bt3g4uICiUSCbdu2vfQ1+/btw2uvvQaZTIbatWtj1apVhfosXboUNWvWhFwuR5MmTXD8+HHdhyciIiKNRcYkoeW8PRi44ijGrYvGwBVH0XLeHkTGJOklj14LoKysLPj7+2Pp0qUa9Y+Pj0fXrl3x+uuvIzo6GuPHj8eIESOwa9cuVZ/169cjNDQUYWFhOH36NPz9/REcHIyUlJTSWg0iIiJ6gciYJHy49jSS0rLV2u+mZePDtaf1UgRJhBCizN+1CBKJBFu3bkXPnj2L7fPJJ59gx44diImJUbUNGDAAjx49QmRkJACgSZMmaNy4Mb799lsAgFKphJubG8aMGYMpU6ZolCU9PR02NjZIS0vjzVCJiIhegUIp0HLenkLFTwEJAGcbOQ5+0u6VT4dp8/ldoQZBHzlyBO3bt1drCw4OxpEjRwAAubm5OHXqlFofIyMjtG/fXtWnKDk5OUhPT1f7IiIioleTp1Bi48lbxRY/ACAAJKVl43j8g7ILhgo2CPru3btwcnJSa3NyckJ6ejqePHmChw8fQqFQFNnn8uXLxS43IiIC4eHhpZKZiIjIEDzOzcelpAxcvJOGmMR0XEhKw5W7mchVKDV6fUpG8UVSaahQBVBpmTp1KkJDQ1WP09PT4ebmpsdERERE5dejx7m4cCcdF+6k4cKddMQkpiE+NQvKIgbVmJkY4Uney4sgRyt5KSQtXoUqgJydnZGcnKzWlpycDGtra5iZmUEqlUIqlRbZx9nZudjlymQyyGSyUslMRERUUQkhcDc9GxcS09UKnsRHT4rs72Alg7eL9f++bODjYgMXWzlazd+Lu2nZKGrQccEYoCCPKqW6Ls+rUAVQs2bNsHPnTrW23bt3o1mzZgAAU1NTBAYGIioqSjWYWqlUIioqCqNHjy7ruERERBWGUilw437W/wqd/y92HmTlFtm/RhVztWLH28UajtZFH8UJ69YAH649DQmgVgRJnnm+rOcD0msBlJmZiatXr6oex8fHIzo6GlWqVEGNGjUwdepUJCYm4pdffgEAjBw5Et9++y0mT56M4cOHY8+ePdiwYQN27NihWkZoaCiGDh2KRo0aISgoCIsWLUJWVhZCQkLKfP2IiIjKo9x8JeJSMnDhTjou/q/YuXgnHVm5ikJ9pUYS1HawhLeLNRr8r9hp4GINGzMTjd+vk081fPfOawj/86LagGhnGznCujVAJ59qOlkvbei1ADp58iRef/111eOCcThDhw7FqlWrkJSUhISEBNXzHh4e2LFjByZMmIDFixejevXq+PHHHxEcHKzq079/f9y7dw8zZszA3bt3ERAQgMjIyEIDo4mIiAzB08HJ/zuq85LByTJjI9SrZq12ZKeesxXkJtJXztHJpxo6NHAuNzNBl5t5gMoTzgNEREQVUcHg5JjENNVprOupWSjqk95Kbqx2+srbxQaeDhYwllaoGXLUaPP5XaHGABEREZH64OSY/43VufiCwcmOqsHJ/1/suFUxg0Sin6Mv5QELICIionLs2cHJMf8bq/OiwcnuVc1VRU6D/53KKutLzCsCFkBERETlxLODky/87zTWpaTiByd7OVqqBiYXDFK2lms+ONmQsQAiIiLSg+cHJ8fcSUNccvGDk+tXU7/kvK6OBicbKhZAREREpexh1nMzJ995OnNyUYOTreXG/z9Wx/VpwVPLvmIPTi6PWAARERHpiBACSWnZasXOhcQ03CnmZqCOVjL4uNqoXXZe3c6wByeXFRZAREREJaBUCsSrZk7WbnBywb8OVrwNk76wACIiInqJ3HwlriRnqGZN1nRwss//ip36HJxc7rAAIiIiekZWzjODk/9X7FxJzkCeovCAHbmJEeo5Pz19VXAqq44TBydXBCyAiIjIYBUMTi6YTPCChoOTC4odDw5OrrBYABERUaX37ODkgttEXLxT/OBkJ2uZ2lgdbxdrDk6uZFgAERFRpaI2OPmZe2I9fJxXZP+aVc1VsyYXHNmxt+Tg5MqOBRAREVVYzw5OjnlmcPLjIgYnGxtJUNvRUu00Vv1qVrDi4GSDxAKIiIgqhOcHJ8ckpiMupfjByc/OnOzjYgMvJ0sOTiYVFkBERFTuPMjK/f+JBP93Kiv+ftGDk23MTNQmEvRxtYaHvSWkRhyvQ8VjAURERHojhMCdtOxnxuo8PbqTVMzgZGdruarYafC/YsfVloOTSXssgIiIqEwolALxqVlqsya/aHCyh73F/+50/v9XYnFwMukKCyAiIipEoRQ4Hv8AKRnZcLSSI8ijilanlHLyFYhLzlQ7jfWiwcleTlZqp7E4OJlKGwsgIiJSExmThPA/L6qdhqpmI0dYtwbo5FOtUP/MgsHJz5zGKm5wspmJFPWrWanNsVPH2RIyYw5OprLFAoiIiFQiY5Lw4drTeL50uZuWjQ/Xnsb8Pn5wspar3QD0RYOTfVyfvfknBydT+cECiIiIADw97RX+58VCxQ8AVdukTeeKfK2ztRw+rk8HJhcUOxycTOUZCyAiIgIAHI9/UOzVV89ytpajUU07tSM7VTk4mSoYFkBERAQASMl4efEDAFO71EOPANdSTkNUungLWyIighACV5IzNOrraCUv5TREpY9HgIiIDFxS2hN8tjUGey6nvLCfBICzzdNL4okqOh4BIiIyUEIIrDuegI4L9mPP5RSYSo3QI8AFEjwtdp5V8DisWwNexUWVAo8AEREZoFsPHmPKlnM4dPU+AKBhDVt82ccPtR2t0NnHudA8QM4vmAeIqCJiAUREZECUSoE1R29iXuRlPM5VQGZshEnBdRHSwkN1ZKeTTzV0aOD8SjNBE5V3LICIiAxEfGoWPtl0DsdvPAAABHlUwbzefvCwtyjUV2okQTPPqmUdkajMsAAiIqrkFEqBnw/G46t/YpGTr4S5qRRTO9fD203cYcSjOmSgWAAREVVicckZ+HjTOZy99QgA0MrLHnN6+cKtirl+gxHpGQsgIqJKKE+hxPf/XcM3UVeRq1DCSm6M6V0boG+j6rw9BRFYABERVToX7qRh0sZzuJiUDgB4o54jvujlC2cbTmBIVIAFEBFRJZGTr8DSPVexbN815CsFbM1NMLOb99O5fXjUh0jNKxVAQjy9PzB/sIiI9Cv61iNM3nQWV5IzAQCdfZwxq4cPHKx4k1KiopRoJuhffvkFvr6+MDMzg5mZGfz8/LBmzRpdZyMiopfIzlMgYuclvLXsEK4kZ8Le0hTL3n4N370TyOKH6AW0PgK0YMECTJ8+HaNHj0aLFi0AAAcPHsTIkSORmpqKCRMm6DwkEREVduLGA0zedA7xqVkAgJ4BLpjRzRtVLEz1nIyo/JOIgvNYGvLw8EB4eDiGDBmi1r569WrMnDkT8fHxOg2oD+np6bCxsUFaWhqsra31HYeISE1WTj6+3BWL1UduQAjAyVqGL3r6on0DJ31HI9IrbT6/tT4ClJSUhObNmxdqb968OZKSkrRdHBERaeHw1VR8suUcbj14AgDo38gNn3atDxszEz0nI6pYtB4DVLt2bWzYsKFQ+/r16+Hl5aWTUEREpC49Ow9Tt5zHoB+P4daDJ3C1NcMvw4Mwr48fix+iEtD6CFB4eDj69++P/fv3q8YAHTp0CFFRUUUWRkRE9Gr2xqbg0y3nVXdnH9zUHZ90rgdLGWcyISoprX96evfujWPHjmHhwoXYtm0bAKB+/fo4fvw4GjZsqOt8REQG69HjXMz66yK2nE4EALhXNce83n5oWos3KSV6VSW6DD4wMBBr167FqVOncOrUKaxdu7bExc/SpUtRs2ZNyOVyNGnSBMePHy+2b15eHmbNmgVPT0/I5XL4+/sjMjJSrc/MmTMhkUjUvurVq1eibERE+rLrwl10WLgfW04nQiIBRrT0QOS41ix+iHREoyNA6enpqtHU6enpL+yrzVVT69evR2hoKJYvX44mTZpg0aJFCA4ORmxsLBwdHQv1nzZtGtauXYsVK1agXr162LVrF3r16oXDhw+rFWDe3t74999/VY+NjXmYmIgqhvuZOQjbfgF/nXt6UYmngwXm9/FHoLudnpMRVS4aXQYvlUqRlJQER0dHGBkZFTnzsxACEokECoVC4zdv0qQJGjdujG+//RYAoFQq4ebmhjFjxmDKlCmF+ru4uOCzzz7DqFGjVG29e/eGmZkZ1q5dC+DpEaBt27YhOjpa4xzP42XwRFTWhBD481wSZm6/gAdZuZAaSTCyTS2MaecFuYlU3/GIKgSdXwa/Z88eVKlSBQCwd+/eV08IIDc3F6dOncLUqVNVbUZGRmjfvj2OHDlS5GtycnIgl6vfzM/MzAwHDx5Ua4uLi4OLiwvkcjmaNWuGiIgI1KhRo9gsOTk5yMnJUT1+2VEuIiJdSknPxmfbYrD7YjIAoJ6zFb7q6w8fVxs9JyOqvDQqgNq0aaP6v4eHB9zc3AodBRJC4NatWxq/cWpqKhQKBZyc1CfucnJywuXLl4t8TXBwMBYsWIDWrVvD09MTUVFR2LJli9pRpyZNmmDVqlWoW7cukpKSEB4ejlatWiEmJgZWVlZFLjciIgLh4eEaZyci0gUhBDaduo3Zf11EenY+TKQSjH7dCx+29YSpcYmGaBKRhrT+CfPw8MC9e/cKtT948AAeHh46CVWcxYsXw8vLC/Xq1YOpqSlGjx6NkJAQGBn9/2p07twZffv2hZ+fH4KDg7Fz5048evTohZfoT506FWlpaaovbQo5IqKSSHz0BMNWnsCkTeeQnp0Pv+o2+HNMS4xr78Xih6gMaD06uGCsz/MyMzMLnZ56EXt7e0ilUiQnJ6u1Jycnw9nZucjXODg4YNu2bcjOzsb9+/fh4uKCKVOmoFatWsW+j62tLerUqYOrV68W20cmk0Em400Diaj0KZUCv59IQMTOy8jMyYepsRFCO9TBiJYeMJay8CEqKxoXQKGhoQAAiUSC6dOnw9zcXPWcQqHAsWPHEBAQoPEbm5qaIjAwEFFRUejZsyeAp4Ogo6KiMHr06Be+Vi6Xw9XVFXl5edi8eTP69etXbN/MzExcu3YNgwcP1jgbEVFpSLj/GJ9sPocj1+8DAALd7TC/jx88HSz1nIzI8GhcAJ05cwbA0yNA58+fh6np/99t2NTUFP7+/vj444+1evPQ0FAMHToUjRo1QlBQEBYtWoSsrCyEhIQAAIYMGQJXV1dEREQAAI4dO4bExEQEBAQgMTERM2fOhFKpxOTJk1XL/Pjjj9GtWze4u7vjzp07CAsLg1QqxcCBA7XKRkSkK0qlwKrDN/Dlrlg8yVNAbmKEycH1MLR5TUiNCh9RJ6LSp3EBVHD1V0hICBYvXqyTy8P79++Pe/fuYcaMGbh79y4CAgIQGRmpGhidkJCgNr4nOzsb06ZNw/Xr12FpaYkuXbpgzZo1sLW1VfW5ffs2Bg4ciPv378PBwQEtW7bE0aNH4eDg8Mp5iYi0de1eJj7ZdA4nbz4EADStVQXzevvBvaqFnpMRGTaN5gEyNJwHiIheVb5CiR8PxmPB7ivIzVfCUmaMqV3qYWDjGjDiUR+iUqHzeYCed/LkSWzYsAEJCQnIzc1Ve27Lli0lWSQRUaVx+W46Jm86h3O30wAAres4IOItX7jamuk5GREV0PqSg3Xr1qF58+a4dOkStm7diry8PFy4cAF79uyBjQ0n7SIiw5WnUGLxv3HotuQgzt1Og7XcGF/28cPqkMYsfojKGa2PAM2ZMwcLFy7EqFGjYGVlhcWLF8PDwwMffPABqlWrVhoZiYjKvZjENEzadA6Xkp7OJN++vhO+6OUDJ2vNpwchorKj9RGga9euoWvXrgCeXv2VlZUFiUSCCRMm4IcfftB5QCKi8iw7T4Evd11Gj6WHcCkpHXbmJvhmYEOsGBLI4oeoHNP6CJCdnR0yMjIAAK6uroiJiYGvry8ePXqEx48f6zwgEVF5dTrhISZvOoerKZkAgK5+1RDe3Rv2lpxYlai807oAat26NXbv3g1fX1/07dsX48aNw549e7B792688cYbpZGRiKhceZKrwNf/xOKnQ/EQArC3lOHznt7o5MNhAEQVhdYF0Lfffovs7GwAwGeffQYTExMcPnwYvXv3xrRp03QekIioPDl2/T4+2XwON+4/PeL91muumPFmA9iam77klURUnuh0HqAnT57AzKziX+nAeYCI6HmZOfmYH3kZvxy5CQCoZiPHnF6+eL2eo56TEVEBbT6/dXLnvZycHCxYsKDU7wZPRKQPB+LuIXjhflXxMzDIDbsmtGbxQ1SBaXwKLCcnBzNnzsTu3bthamqKyZMno2fPnli5ciU+++wzSKVSTJgwoTSzEhGVqfTsPMzZcQnrTtwCAFS3M8Pct/zQ0stez8mI6FVpXADNmDED33//Pdq3b4/Dhw+jb9++CAkJwdGjR7FgwQL07dsXUqm0NLMSEZWZqEvJ+GxrDO6mPx3zOKx5TUwKrgsLWYkm0Ceickbjn+SNGzfil19+Qffu3RETEwM/Pz/k5+fj7NmzkEh4XxsiqhweZuVi1l8XsfVMIgDAw94C83r7Icijip6TEZEuaVwA3b59G4GBgQAAHx8fyGQyTJgwgcUPEVUaf59PwvQ/YpCamQsjCTCiVS2EdqgDuQmPbhNVNhoXQAqFAqam/3+Zp7GxMSwtLUslFBFRWbqXkYOw7THYef4uAMDL0RLz+/ihYQ07PScjotKicQEkhMCwYcMgkz2d4TQ7OxsjR46EhYWFWj/eDZ6IKgohBLafvYOZ2y/g4eM8SI0k+KitJ0a3qw2ZMY/6EFVmGhdAQ4cOVXv8zjvv6DwMEVFZuZuWjWnbzuPfSykAgAbVrDG/jx98XG30nIyIyoLGBdDKlStLMwcRUZkQQmDjyduYveMiMrLzYSKVYNwbXvigjSdMpDqZGo2IKgBez0lEBuP2w8eYuuU8DsSlAgD8q9vgy77+qONkpedkRFTWWAARUaWnVAr8euwm5v59GVm5CsiMjTCxYx0Mb+EBYx71ITJILICIqFK7kZqFTzafw7H4BwCAxjXtMK+3H2o58CpWIkPGAoiIKiWFUmDloXh89U8ssvOUMDeV4pNO9TC4qTuMjDh/GZGhYwFERJXO1ZQMTNp0DmcSHgEAmntWxbzefnCrYq7fYERUbpTo5PeaNWvQokULuLi44ObNp3dHXrRoEf744w+dhiMi0ka+Qomle6+iy+KDOJPwCJYyY0S85YtfRzRh8UNEarQugL777juEhoaiS5cuePToERQKBQDA1tYWixYt0nU+IiKNXLyTjp7LDuHLXbHIVSjRtq4D/pnQGgODavCWPURUiNYF0JIlS7BixQp89tlnand/b9SoEc6fP6/TcEREL5Obr8TC3VfQ/duDiElMh42ZCRb088fKYY3hYmum73hEVE5pPQYoPj4eDRs2LNQuk8mQlZWlk1BERJo4d/sRJm86h8t3MwAAwd5OmN3TB45Wcj0nI6LyTusCyMPDA9HR0XB3d1drj4yMRP369XUWjIioONl5Ciz6Nw4/7L8GpQCqWpgivIc3uvpW4+kuItKI1gVQaGgoRo0ahezsbAghcPz4cfz++++IiIjAjz/+WBoZiYhUTt18gEmbzuH6vadHnLv7uyCsWwNUtZTpORkRVSRaF0AjRoyAmZkZpk2bhsePH2PQoEFwcXHB4sWLMWDAgNLISESEx7n5+HJXLFYdvgEhAEcrGT7v6YOO3s76jkZEFZBECCFK+uLHjx8jMzMTjo6Ousykd+np6bCxsUFaWhqsra31HYfI4B2+loopm88j4cFjAEDfwOqY1rUBbMxN9JyMiMoTbT6/SzQIOj8/H15eXjA3N4e5+dO5NeLi4mBiYoKaNWuWKDQR0fMysvMw9+/L+PVYAgDAxUaOiN5+aFPHQc/JiKii0/oy+GHDhuHw4cOF2o8dO4Zhw4bpIhMREfbFpiB44X5V8fN2kxrYNaE1ix8i0gmtjwCdOXMGLVq0KNTetGlTjB49WiehiMhwpT3Ow+wdF7Hp1G0AQI0q5pjb2xfNPe31nIyIKhOtCyCJRIKMjIxC7WlpaapZoYmISmL3xWR8tvU8UjJyIJEAIc098HFwHZib8raFRKRbWv9Wad26NSIiIvD777+rZoJWKBSIiIhAy5YtdR6QiCq/B1m5mLn9ArafvQMAqGVvgfl9/NCoZhU9JyOiykrrAmjevHlo3bo16tati1atWgEADhw4gPT0dOzZs0fnAYmo8hJCYMf5JIT9cQH3s3JhJAHeb+2J8e29IDeRvnwBREQlpHUB1KBBA5w7dw7ffvstzp49CzMzMwwZMgSjR49GlSr8a42INJOSkY3p22Kw60IyAKCukxXm9/GDv5utfoMRkUF4pXmAKivOA0RUeoQQ2HomEeF/XkTakzwYG0kw6vXaGPV6bZgaa31hKhGRSqnOAwQAjx49wvHjx5GSkgKlUqn23JAhQ0qySCIyAElpT/DplvPYG3sPAODtYo0v+/ijgQv/0CCisqV1AfTnn3/i7bffRmZmJqytrdVuPCiRSFgAEVEhQgisO3ELc3ZcQkZOPkylRhjX3gvvt64FEymP+hBR2dO6AJo4cSKGDx+OOXPmqGaBJiIqzq0HjzFlyzkcunofANCwhi2+7OOH2o5Wek5GRIZM6wIoMTERY8eOZfFDRC+kVAqsOXoT8yIv43GuAnITI3zcsS5CWnhAaiR5+QKIiEqR1gVQcHAwTp48iVq1apVGHiKqBK7fy8Qnm8/hxI2HAIAgjyqY39sPNe0t9JyMiOgprU++d+3aFZMmTcLMmTOxefNmbN++Xe1LW0uXLkXNmjUhl8vRpEkTHD9+vNi+eXl5mDVrFjw9PSGXy+Hv74/IyMhXWiYR6Y5CKfDD/mvovPgATtx4CHNTKWb38Ma695qy+CGickXry+CNjIqvmSQSiVa3w1i/fj2GDBmC5cuXo0mTJli0aBE2btyI2NhYODo6Fur/ySefYO3atVixYgXq1auHXbt2ITQ0FIcPH0bDhg1LtMyi8DJ4Iu1dSc7ApE3ncPbWIwBAKy97zOnlC7cqPF1ORGVDm89vvc4D1KRJEzRu3BjffvstAECpVMLNzQ1jxozBlClTCvV3cXHBZ599hlGjRqnaevfuDTMzM6xdu7ZEyywKCyAizeUplPj+v2v4JuoqchVKWMmNMb1rA/RtVF3tKlEiotJW6vMA6UJubi5OnTqFqVOnqtqMjIzQvn17HDlypMjX5OTkQC6Xq7WZmZnh4MGDJV5mwXJzcnJUj9PT00u0TkSG5sKdNEzaeA4Xk57+zLxRzxFf9PKFs438Ja8kItKvEhVAWVlZ+O+//5CQkIDc3Fy158aOHavRMlJTU6FQKODk5KTW7uTkhMuXLxf5muDgYCxYsACtW7eGp6cnoqKisGXLFtVpt5IsEwAiIiIQHh6uUW4iAnLyFfh2z1V8t+8a8pUCtuYmmNnNGz0CXHjUh4gqBK0LoDNnzqBLly54/PgxsrKyUKVKFaSmpsLc3ByOjo4aF0AlsXjxYrz33nuoV68eJBIJPD09ERISgp9//vmVljt16lSEhoaqHqenp8PNze1V4xJVStG3HmHSxrOIS8kEAHTxdUZ4dx84WMn0nIyISHNaXwU2YcIEdOvWDQ8fPoSZmRmOHj2KmzdvIjAwEF999ZXGy7G3t4dUKkVycrJae3JyMpydnYt8jYODA7Zt24asrCzcvHkTly9fhqWlpeqS/JIsEwBkMhmsra3VvohIXXaeAhE7L+GtZYcQl5IJe0tTLHv7NSx7O5DFDxFVOFoXQNHR0Zg4cSKMjIwglUqRk5MDNzc3zJ8/H59++qnGyzE1NUVgYCCioqJUbUqlElFRUWjWrNkLXyuXy+Hq6or8/Hxs3rwZPXr0eOVlElHxTtx4gM6LD+D7/dehFEDPABfsntAGXXyr6TsaEVGJaH0KzMTERHUpvKOjIxISElC/fn3Y2Njg1q1bWi0rNDQUQ4cORaNGjRAUFIRFixYhKysLISEhAJ7eWNXV1RUREREAgGPHjiExMREBAQFITEzEzJkzoVQqMXnyZI2XSUSay8rJx5e7YrH6yA0IAThZy/BFT1+0b+D08hcTEZVjWhdADRs2xIkTJ+Dl5YU2bdpgxowZSE1NxZo1a+Dj46PVsvr374979+5hxowZuHv3LgICAhAZGakaxJyQkKA271B2djamTZuG69evw9LSEl26dMGaNWtga2ur8TKJSDOHrqbik83ncPvhEwBA/0Zu+LRrfdiYmeg5GRHRq9N6HqCTJ08iIyMDr7/+OlJSUjBkyBAcPnwYXl5e+Pnnn+Hv719aWcsM5wEiQ5aenYeInZfx+/EEAICrrRnm9vZFKy8HPScjInqxCjMRYnnFAogM1d7LKfh063kkpWUDAAY3dccnnevBUqa3KcOIiDRWISZCJKLy49HjXMz66yK2nE4EALhXNce83n5oWquqnpMREZUOjQqg1157DVFRUbCzs0PDhg1fONHZ6dOndRaOiEpfZMxdTNsWg9TMHEgkwLstPDCxY12YmUr1HY2IqNRoVAD16NEDMtnTeT569uxZmnmIqIykZuYgbPsF7DiXBADwdLDAl3398VoNOz0nIyIqfVqNAVIoFDh06BD8/PzUrryqbDgGiCozIQT+PJeEmdsv4EFWLqRGEoxsUwtj2nlBbsKjPkRUcZXaGCCpVIqOHTvi0qVLlboAIqqsktOzMW1bDHZffDpbej1nK3zV1x8+rjZ6TkZEVLa0HgTt4+OD69evw8PDozTyEFEpEEJg06nbmP3XRaRn58NEKsHo173wYVtPmBprPSE8EVGFp3UB9Pnnn+Pjjz/G7NmzERgYCAsLC7XnecqIqHxJfPQEU7ecx/4r9wAAftVtML+PH+o582eViAyX1vMAPTsz87NXgwkhIJFIoFAodJdOTzgGiCoDpVLgt+MJiNh5CVm5CpgaGyG0Qx2MaOkBYymP+hBR5VOq8wDt3bu3xMGISPcUSoHj8Q+QkpENRys5gjyq4PbDx5iy+TyOXL8PAAh0t8P8Pn7wdLDUc1oiovJB6wKoTZs2pZGDiEogMiYJ4X9eVM3cDADWcmNk5ymRq1DCzESKyZ3qYkizmpAaFT9/FxGRoSnxTNCPHz9GQkICcnNz1dr9/PxeORQRvVxkTBI+XHsaz5/DTs/OBwDUcbLEiiGN4F7VovCLiYgMnNYF0L179xASEoK///67yOcrwxggovJOoRQI//NioeLnWRnZ+ahuZ15mmYiIKhKtR0KOHz8ejx49wrFjx2BmZobIyEisXr0aXl5e2L59e2lkJKLnHI9/oHbaqyhJadk4Hv+gjBIREVUsWh8B2rNnD/744w80atQIRkZGcHd3R4cOHWBtbY2IiAh07dq1NHIS0TNSMl5c/Gjbj4jI0Gh9BCgrKwuOjo4AADs7O9y793RuEV9fX94IlaiMOFrJddqPiMjQaF0A1a1bF7GxsQAAf39/fP/990hMTMTy5ctRrVo1nQckosKCPKrA4gV3a5cAqGbz9JJ4IiIqTOtTYOPGjUNS0tO7R4eFhaFTp0749ddfYWpqilWrVuk6HxEV4eDVVGTlFn3BQcHF7mHdGvDSdyKiYmhcAPXp0wcjRozA22+/rZoBOjAwEDdv3sTly5dRo0YN2Nvbl1pQInoqNTMHEzecBQC0qeOAK8kZagOinW3kCOvWAJ18eESWiKg4GhdADx8+RNeuXeHi4oKQkBAMGzYMtWrVgrm5OV577bXSzEhE/yOEwKSNZ5GamYM6Tpb4fnAgTKRGhWaC5pEfIqIX03gMUFRUFK5fv453330Xa9euhZeXF9q1a4fffvsNOTk5pZmRiP5n5aEb2Bt7D6bGRvhmYEPITaSQGknQzLMqegS4oplnVRY/REQa0GoQtLu7O2bOnInr169j9+7dcHFxwXvvvYdq1aph1KhROHXqVGnlJDJ4F++kY+7flwEA07rW593ciYhegdZ3g39eRkYGfvvtN3z66adIS0tDfn6+rrLpDe8GT+XNk1wF3lxyANfuZaF9fUesGNJINRaPiIieKtW7wT8rPj4eq1atwqpVq5CWlob27du/yuKIqBiz/rqIa/ey4Gglw/w+/ix+iIhekdbzAGVnZ2Pt2rVo164dvLy88Msvv+Ddd99FfHw8IiMjSyMjkUGLjEnC78cTIJEAC/sHoIqFqb4jERFVeBofATp+/Dh+/vlnrF+/HtnZ2ejVqxciIyPxxhtv8K9RolJy59ETfLL5PADg/da10KI2p5ogItIFjQugpk2bwt/fH7Nnz8bbb78NOzu70sxFZPAUSoEJ66OR9iQPftVtMLFDXX1HIiKqNDQugE6ePMn5fojK0Hf7ruJY/AOYm0rxzYCGMDXW+ow1EREVQ+PfqCx+iMrOqZsPsfDfOADArB4+qGlvoedERESVC/+kJCpn0rPzMG7dGSiUAt39XdD7NVd9RyIiqnRYABGVI0IITNsag9sPn6C6nRk+7+XDiwyIiEoBCyCicmTL6URsP3sHUiMJFg9oCGu5ib4jERFVSiyAiMqJG6lZmPFHDABg/BteCHTnlZZERKVFo6vAGjZsqPFh+NOnT79SICJDlJuvxNh1Z5CVq0CQRxV89HptfUciIqrUNCqAevbsqfp/dnY2li1bhgYNGqBZs2YAgKNHj+LChQv46KOPSiUkUWW3YPcVnLudBhszEyzqH8A7uhMRlTKNCqCwsDDV/0eMGIGxY8di9uzZhfrcunVLt+mIDMChq6n4fv81AMC83r5wsTXTcyIiospP6zFAGzduxJAhQwq1v/POO9i8ebNOQhEZigdZuZiwPhpCAAODaqCTTzV9RyIiMghaF0BmZmY4dOhQofZDhw5BLpfrJBSRIRBCYPKms0jJyIGngwWmv1lf35GIiAyGxrfCKDB+/Hh8+OGHOH36NIKCggAAx44dw88//4zp06frPCBRZbX26E38eykFplIjLBn4GsxNtf5xJCKiEtL6N+6UKVNQq1YtLF68GGvXrgUA1K9fHytXrkS/fv10HpCoMoq9m4HPd1wCAEzpXA8NXKz1nIiIyLBIhBBC3yHKm/T0dNjY2CAtLQ3W1vxgIt3KzlOg+7cHcSU5E23rOmDlsMac7ZmISAe0+fwu0USIjx49wo8//ohPP/0UDx48APB0/p/ExMSSLI7IoMzZeQlXkjNhbynDV339WfwQEemB1gXQuXPnUKdOHcybNw9ffvklHj16BADYsmULpk6dqnWApUuXombNmpDL5WjSpAmOHz/+wv6LFi1C3bp1YWZmBjc3N0yYMAHZ2dmq52fOnAmJRKL2Va9ePa1zEZWG3ReT8cuRmwCAr/v5w95SpudERESGSesCKDQ0FMOGDUNcXJzaVV9dunTB/v37tVrW+vXrERoairCwMJw+fRr+/v4IDg5GSkpKkf1/++03TJkyBWFhYbh06RJ++uknrF+/Hp9++qlaP29vbyQlJam+Dh48qO1qEunc3bRsTN50FgAwoqUH2tRx0HMiIiLDpXUBdOLECXzwwQeF2l1dXXH37l2tlrVgwQK89957CAkJQYMGDbB8+XKYm5vj559/LrL/4cOH0aJFCwwaNAg1a9ZEx44dMXDgwEJHjYyNjeHs7Kz6sre31yoXka4plQKhG6Lx8HEevF2sMalTXX1HIiIyaFoXQDKZDOnp6YXar1y5AgcHzf+izc3NxalTp9C+ffv/D2NkhPbt2+PIkSNFvqZ58+Y4deqUquC5fv06du7ciS5duqj1i4uLg4uLC2rVqoW3334bCQkJGuciKg3f77+Ow9fuw8xEim8GNoTMWKrvSEREBk3ry+C7d++OWbNmYcOGDQAAiUSChIQEfPLJJ+jdu7fGy0lNTYVCoYCTk5Nau5OTEy5fvlzkawYNGoTU1FS0bNkSQgjk5+dj5MiRaqfAmjRpglWrVqFu3bpISkpCeHg4WrVqhZiYGFhZWRW53JycHOTk5KgeF1XgEZVU9K1H+PqfWADAzO4N4OlgqedERESk9RGgr7/+GpmZmXB0dMSTJ0/Qpk0b1K5dG1ZWVvjiiy9KI6PKvn37MGfOHCxbtgynT5/Gli1bsGPHDrX7knXu3Bl9+/aFn58fgoODsXPnTjx69EhVsBUlIiICNjY2qi83N7dSXQ8yHJk5+Ri37gzylQJdfauhXyPuW0RE5YHWR4BsbGywe/duHDx4EOfOnUNmZiZee+01tVNZmrC3t4dUKkVycrJae3JyMpydnYt8zfTp0zF48GCMGDECAODr64usrCy8//77+Oyzz2BkVLies7W1RZ06dXD16tVis0ydOhWhoaGqx+np6SyCSCdm/BGDm/cfw9XWDHN6+fKSdyKicqLEc++3bNkSLVu2LPEbm5qaIjAwEFFRUejZsycAQKlUIioqCqNHjy7yNY8fPy5U5EilT8dSFDefY2ZmJq5du4bBgwcXm0Umk0Em4+XIpFt/RCdiy+lEGEmARQMCYGNuou9IRET0PyUqgKKiohAVFYWUlBQolUq154q7gqsooaGhGDp0KBo1aoSgoCAsWrQIWVlZCAkJAQAMGTIErq6uiIiIAAB069YNCxYsQMOGDdGkSRNcvXoV06dPR7du3VSF0Mcff4xu3brB3d0dd+7cQVhYGKRSKQYOHFiSVSUqkYT7j/HZ1hgAwJh2Xmhcs4qeExER0bO0LoDCw8Mxa9YsNGrUCNWqVXulQ/r9+/fHvXv3MGPGDNy9excBAQGIjIxUDYxOSEhQO+Izbdo0SCQSTJs2DYmJiXBwcEC3bt3Uxh7dvn0bAwcOxP379+Hg4ICWLVvi6NGjWl2hRvQq8hRKjFt/Bpk5+Wjkbocx7WrrOxIRET1H63uBVatWDfPnz3/hKaWKjvcCo1fx1a5YfLv3Kqzkxvh7XCtUtzPXdyQiIoNQqvcCy83NRfPmzUscjqgyO3r9PpbuezrgPuItXxY/RETllNYF0IgRI/Dbb7+VRhaiCu3R41xMWB8NIYC+gdXxpp+LviMREVExtB4DlJ2djR9++AH//vsv/Pz8YGKifmXLggULdBaOqKIQQmDK5vNISstGLXsLzOzure9IRET0AloXQOfOnUNAQAAAICYmRu05znFChur347cQeeEuTKQSLB7QEBayEs8wQUREZUDr39J79+4tjRxEFVZccgZm/XUBADApuC58q9voOREREb2M1mOAiOj/ZecpMHZdNLLzlGjlZY8RLWvpOxIREWlAoyNAb731FlatWgVra2u89dZbL+y7ZcsWnQQjqgjmRV7GpaR0VLUwxdf9/GFkxNPAREQVgUYFkI2NjWp8j40ND+8TAcDeyylYeegGAODLvn5wtJLrNxAREWlM64kQDQEnQqSXScnIRudFB3A/KxfDmtfkVV9EROVAqU6ESGTolEqBiRvO4n5WLuo5W2FK53r6jkRERFoq0bW6mzZtwoYNG5CQkIDc3Fy1506fPq2TYETl1U8H43EgLhVyEyMsGdgQchOpviMREZGWtD4C9M033yAkJAROTk44c+YMgoKCULVqVVy/fh2dO3cujYxE5UZMYhrm77oMAJj+ZgN4OVnpOREREZWE1gXQsmXL8MMPP2DJkiUwNTXF5MmTsXv3bowdOxZpaWmlkZGoXMjKycfY388gTyHQsYETBgXV0HckIiIqIa0LoISEBNXNUM3MzJCRkQEAGDx4MH7//XfdpiMqR8L/vIDrqVlwtpZjXm8/znxORFSBaV0AOTs748GDBwCAGjVq4OjRowCA+Ph48IIyqqz+OncHG07ehkQCLOwfADsLU31HIiKiV6B1AdSuXTts374dABASEoIJEyagQ4cO6N+/P3r16qXzgET6dvvhY0zdch4A8FFbTzTzrKrnRERE9Kq0ngdIqVRCqVTC2PjpBWTr1q3D4cOH4eXlhQ8++ACmphX/L2POA0QF8hVKDPjhKE7efIgAN1tsHNkMJlLOHkFEVB5p8/nNiRCLwAKICiz69woW/RsHS5kxdo5thRpVzfUdiYiIiqHN57dG8wCdO3dO4zf38/PTuC9ReXbixgN8ExUHAPi8pw+LHyKiSkSjAiggIAASieSlg5wlEgkUCoVOghHpU9rjPIxfFw2lAN5q6IqeDV31HYmIiHRIowIoPj6+tHMQlRtCCHy67TwSHz1BjSrmmNXTR9+RiIhIxzQqgNzd3Us7B1G5sfHkbew4lwRjIwm+GdgQlrIS3TGGiIjKsRL9Zo+NjcWSJUtw6dIlAED9+vUxZswY1K1bV6fhiMratXuZCNt+AQAQ2rEOAtxs9RuIiIhKhdbX827evBk+Pj44deoU/P394e/vj9OnT8PHxwebN28ujYxEZSInX4Gxv5/BkzwFmntWxcjWnvqOREREpUTry+A9PT3x9ttvY9asWWrtYWFhWLt2La5du6bTgPrAy+AN0xc7LmLFgXjYmZvg73Gt4Wwj13ckIiLSgjaf31ofAUpKSsKQIUMKtb/zzjtISkrSdnFE5cL+K/ew4sDTwf7zevux+CEiquS0LoDatm2LAwcOFGo/ePAgWrVqpZNQRGUpNTMHoRvOAgAGN3VHR29nPSciIqLSpvUg6O7du+OTTz7BqVOn0LRpUwDA0aNHsXHjRoSHh6vuE1bQl6g8E0Jg0sazSM3MQR0nS3zWtb6+IxERURnQegyQkZFmB40q8qSIHANkOFYeikf4nxdhamyE7aNboJ4zv99ERBWVzm+F8SylUlniYETlycU76YjYeRkA8FmX+ix+iIgMiE5va/348WNdLo6o1DzJVWDM76eRq1CifX1HDGnGyT6JiAyJ1gXQG2+8gcTExELtx44dQ0BAgC4yEZW62Tsu4tq9LDhayTC/jz8kEom+IxERURnSugCSy+Xw8/PD+vXrATw9JTZz5ky0atUKXbp00XlAIl2LjEnCb8cSIJEAC/oFoIqFqb4jERFRGdN6DNCOHTuwdOlSDB8+HH/88Qdu3LiBmzdv4q+//kLHjh1LIyORztx59ASfbD4PAHi/dS209LLXcyIiItKHEt0LbNSoUbh9+zbmzZsHY2Nj7Nu3D82bN9d1NiKdUigFJqyPRtqTPPhVt8HEDrx3HRGRodL6FNjDhw/Ru3dvfPfdd/j+++/Rr18/dOzYEcuWLSuNfEQ6892+qzgW/wDmplIsHtAQpsY6vQaAiIgqEK2PAPn4+MDDwwNnzpyBh4cH3nvvPaxfvx4fffQRduzYgR07dpRGTqJXcurmQyz8Nw4AMKuHDzzsLfSciIiI9EnrP4FHjhyJ/fv3w8PDQ9XWv39/nD17Frm5uToNR6QL6dl5GLfuDBRKge7+Luj9mqu+IxERkZ5pPRO0IeBM0JWHEALj10fjj+g7qG5nhp3jWsFabqLvWEREVApK5W7w8+fPx5MnT1SPDx06hJycHNXjjIwMfPTRRyWIS1R6tpxOxB/RdyA1kmDxgIYsfoiICIAWBdDUqVORkZGhety5c2e1CREfP36M77//XrfpiF7BjdQszPgjBgAw/g0vBLrb6TkRERGVFxoXQM+fKeOZMyrPcvOVGLfuDLJyFQjyqIKPXq+t70hERFSO8DpgqpQW7L6Cs7fTYGNmgkX9AyA14q0uiIjo/+m9AFq6dClq1qwJuVyOJk2a4Pjx4y/sv2jRItStWxdmZmZwc3PDhAkTkJ2d/UrLpMrl0NVUfL//GgBg7lu+cLE103MiIiIqb7SaB+jHH3+EpaUlACA/Px+rVq2Cvf3TWwk8Oz5IU+vXr0doaCiWL1+OJk2aYNGiRQgODkZsbCwcHR0L9f/tt98wZcoU/Pzzz2jevDmuXLmCYcOGQSKRYMGCBSVaJlUuD7JyMWF9NIQABga5obNvNX1HIiKickjjy+Br1qyp0R2z4+PjNX7zJk2aoHHjxvj2228BPL2xqpubG8aMGYMpU6YU6j969GhcunQJUVFRqraJEyfi2LFjOHjwYImWWRReBl8xCSHw3i8n8e+lFHg6WODPMS1hblqiu70QEVEFpM3nt8afDjdu3HjVXGpyc3Nx6tQpTJ06VdVmZGSE9u3b48iRI0W+pnnz5li7di2OHz+OoKAgXL9+HTt37sTgwYNLvEwAyMnJUbukPz09/VVXj/Rg7dGb+PdSCkylRvhmYEMWP0REVCy9fUKkpqZCoVDAyclJrd3JyQmXL18u8jWDBg1CamoqWrZsCSEE8vPzMXLkSHz66aclXiYAREREIDw8/BXXiPQp9m4GPt9xCQDwSed68Hax0XMiIiIqz/Q+CFob+/btw5w5c7Bs2TKcPn0aW7ZswY4dOzB79uxXWu7UqVORlpam+rp165aOElNZyM5TYOzvZ5CTr0Tbug4Y3qKmviMREVE5p7cjQPb29pBKpUhOTlZrT05OhrOzc5GvmT59OgYPHowRI0YAAHx9fZGVlYX3338fn332WYmWCQAymQwymewV14j0Zc7OS4hNzoC9pQxf9fXXaKwaEREZNr0dATI1NUVgYKDagGalUomoqCg0a9asyNc8fvwYRkbqkaVSKYCnA2BLskyq2HZfTMYvR24CAL7u5w97SxayRET0cnodJRoaGoqhQ4eiUaNGCAoKwqJFi5CVlYWQkBAAwJAhQ+Dq6oqIiAgAQLdu3bBgwQI0bNgQTZo0wdWrVzF9+nR069ZNVQi9bJlUeSSnZ2PyprMAgBEtPdCmjoOeExERUUVRogLo2rVrWLlyJa5du4bFixfD0dERf//9N2rUqAFvb2+Nl9O/f3/cu3cPM2bMwN27dxEQEIDIyEjVIOaEhAS1Iz7Tpk2DRCLBtGnTkJiYCAcHB3Tr1g1ffPGFxsukykGpFAjdEI2Hj/Pg7WKNSZ3q6jsSERFVIBrPA1Tgv//+Q+fOndGiRQvs378fly5dQq1atTB37lycPHkSmzZtKq2sZYbzAJV/3+27hnmRl2FmIsVfY1vC08FS35GIiEjPtPn81noM0JQpU/D5559j9+7dMDU1VbW3a9cOR48e1T4tkZbO3nqEr/+JBQDM7N6AxQ8REWlN6wLo/Pnz6NWrV6F2R0dHpKam6iQUUXEyc/Ixdt0Z5CsFuvg6o18jN31HIiKiCkjrAsjW1hZJSUmF2s+cOQNXV1edhCIqzow/YnDz/mO42pohopcfL3knIqIS0boAGjBgAD755BPcvXsXEokESqUShw4dwscff4whQ4aURkYiAMAf0YnYcjoRRhJgYf8A2Jib6DsSERFVUFoXQHPmzEG9evXg5uaGzMxMNGjQAK1bt0bz5s0xbdq00shIhFsPHmPa1hgAwOh2XgjyqKLnREREVJFpfRVYgYSEBMTExCAzMxMNGzaEl5eXrrPpDa8CK1/yFEr0+/4IziQ8QiN3O6x7vymMpRXqLi5ERFQGSuVu8AUOHjyIli1bokaNGqhRo0aJQxJp6puoOJxJeAQruTEWDQhg8UNERK9M60+Sdu3awcPDA59++ikuXrxYGpmIVI5ev49v914FAMzp5YvqduZ6TkRERJWB1gXQnTt3MHHiRPz333/w8fFBQEAAvvzyS9y+fbs08pEBe/Q4FxPWR0MIoG9gdXTzd9F3JCIiqiS0LoDs7e0xevRoHDp0CNeuXUPfvn2xevVq1KxZE+3atSuNjGSAhBCYsvk8ktKy4WFvgZndNb/FChER0cu80mAKDw8PTJkyBXPnzoWvry/+++8/XeUiA/f78VuIvHAXJlIJvhnQEBYyvd63l4iIKpkSF0CHDh3CRx99hGrVqmHQoEHw8fHBjh07dJmNDFRccgZm/XUBADApuC58q9voOREREVU2Wv9ZPXXqVKxbtw537txBhw4dsHjxYvTo0QPm5hycSq8uO0+BseuikZ2nRCsve4xoWUvfkYiIqBLSugDav38/Jk2ahH79+sHe3r40MpEBmxd5GZeS0lHFwhRf9/WHkRFvdUFERLqndQF06NCh0shBhL2XU7Dy0A0AwFd9/eBoLddvICIiqrQ0KoC2b9+Ozp07w8TEBNu3b39h3+7du+skGBmWlIxsfLzxLABgWPOaaFfPSc+JiIioMtPoVhhGRka4e/cuHB0dYWRU/LhpiUQChUKh04D6wFthlC2lUmDoyuM4EJeKes5W2DaqBeQmUn3HIiKiCkbnt8JQKpVF/p9IF34+FI8DcamQGRthycCGLH6IiKjUaX0Z/C+//IKcnJxC7bm5ufjll190EooMR0xiGuZFXgYATH+zAbycrPSciIiIDIHWBVBISAjS0tIKtWdkZCAkJEQnocgwZOXkY+zvZ5CnEOjYwAlvN+HNdYmIqGxoXQAJISCRFL40+fbt27Cx4YR1pLlZf17E9dQsOFvLMa+3X5H7FRERUWnQ+DL4hg0bQiKRQCKR4I033oCx8f+/VKFQID4+Hp06dSqVkFT57DiXhPUnb0EiARb094edham+IxERkQHRuADq2bMnACA6OhrBwcGwtLRUPWdqaoqaNWuid+/eOg9Ilc/th48xZcs5AMBHbT3R3JMTahIRUdnSuAAKCwsDANSsWRP9+/eHXM5J6kh7+Qolxq+LRkZ2PgLcbDG+fR19RyIiIgOk9UzQQ4cOLY0cZCC+3XsVJ28+hKXMGN8MaAgTaYnvx0tERFRiWhdACoUCCxcuxIYNG5CQkIDc3Fy15x88eKCzcFS5nLjxAN9ExQEAPu/pgxpVeQNdIiLSD63//A4PD8eCBQvQv39/pKWlITQ0FG+99RaMjIwwc+bMUohIlUHakzyMXxcNpQDeauiKng1d9R2JiIgMmNYF0K+//ooVK1Zg4sSJMDY2xsCBA/Hjjz9ixowZOHr0aGlkpApOCIFPt55H4qMnqFHFHOE9vPUdiYiIDJzWBdDdu3fh6+sLALC0tFRNivjmm29ix44duk1HlcLGk7ex41wSjI0k+GZgQ1jJTfQdiYiIDJzWBVD16tWRlJQEAPD09MQ///wDADhx4gRkMplu01GFd+1eJsK2XwAAhHasgwA3W/0GIiIiQgkKoF69eiEqKgoAMGbMGEyfPh1eXl4YMmQIhg8frvOAVHHl5Cswbt0ZPMlToFmtqvigtae+IxEREQEAJEII8SoLOHLkCI4cOQIvLy9069ZNV7n0Kj09HTY2NkhLS4O1tbW+41RYX+y4iBUH4mFnboK/x7WGsw3njiIiotKjzee31pfBP69Zs2Zo1qzZqy6GKpn9V+5hxYF4AMC83n4sfoiIqFzRqADavn27xgvs3r17icNQ5ZCamYPQDWcBAO80rYGO3s56TkRERKROowKo4D5gLyORSKBQKF4lD1VwQghM2ngWqZk5qONkiWldG+g7EhERUSEaFUBKpbK0c1AlserwDeyNvQdTYyN8M7Ah5CZSfUciIiIqhDdiIp25eCcdETsvAwA+61If9Zw5gJyIiMonrQdBz5o164XPz5gxo8RhqOJ6kqvA2HVnkKtQ4o16jhjSzF3fkYiIiIqldQG0detWtcd5eXmIj4+HsbExPD09WQAZqNk7LuJqSiYcrWSY38cPEolE35GIiIiKpXUBdObMmUJt6enpGDZsGHr16qWTUFSxRMYk4bdjCZBIgAX9AlDVkjOCExFR+aaTMUDW1tYIDw/H9OnTdbE4qkCS0p7gk83nAQDvt66Fll72ek5ERET0cjobBJ2Wlqa6MSoZBoVSYPy6aKQ9yYNfdRtM7FBX35GIiIg0ovUpsG+++UbtsRACSUlJWLNmDTp37lyiEEuXLsWXX36Ju3fvwt/fH0uWLEFQUFCRfdu2bYv//vuvUHuXLl1Ud6MfNmwYVq9erfZ8cHAwIiMjS5SPivbdvqs4Fv8A5qZSLB7QEKbGvKiQiIgqBq0LoIULF6o9NjIygoODA4YOHYqpU6dqHWD9+vUIDQ3F8uXL0aRJEyxatAjBwcGIjY2Fo6Njof5btmxBbm6u6vH9+/fh7++Pvn37qvXr1KkTVq5cqXrMO9Xr1umEh1j4bxwAYFYPH3jYW+g5ERERkea0LoDi4+N1GmDBggV47733EBISAgBYvnw5duzYgZ9//hlTpkwp1L9KlSpqj9etWwdzc/NCBZBMJoOzM2/BUBrSs/Mwbt0ZKJQC3fxd0Ps1V31HIiIi0opez1nk5ubi1KlTaN++varNyMgI7du3x5EjRzRaxk8//YQBAwbAwkL9CMS+ffvg6OiIunXr4sMPP8T9+/d1mt1QCSEwfVsMbj14gup2Zviilw8veSciogpH6yNA2dnZWLJkCfbu3YuUlJRCt8k4ffq0xstKTU2FQqGAk5OTWruTkxMuX7780tcfP34cMTEx+Omnn9TaO3XqhLfeegseHh64du0aPv30U3Tu3BlHjhyBVFr41gw5OTnIyclRPU5PT9d4HQzN1jOJ+CP6DqRGEiwe0BDWchN9RyIiItKa1gXQu+++i3/++Qd9+vRBUFCQXv/6/+mnn+Dr61towPSAAQNU//f19YWfnx88PT2xb98+vPHGG4WWExERgfDw8FLPW9HdSM3C9G0xAIBxb3gh0N1Oz4mIiIhKRusC6K+//sLOnTvRokWLV35ze3t7SKVSJCcnq7UnJye/dPxOVlYW1q1b99JbcwBArVq1YG9vj6tXrxZZAE2dOhWhoaGqx+np6XBzc9NwLQxDbr4S49adQVauAkEeVTDq9dr6jkRERFRiWo8BcnV1hZWVlU7e3NTUFIGBgYiKilK1KZVKREVFoVmzZi987caNG5GTk4N33nnnpe9z+/Zt3L9/H9WqVSvyeZlMBmtra7UvUrfw3ys4ezsN1nJjLOofAKkRx/0QEVHFpXUB9PXXX+OTTz7BzZs3dRIgNDQUK1aswOrVq3Hp0iV8+OGHyMrKUl0VNmTIkCIvr//pp5/Qs2dPVK1aVa09MzMTkyZNwtGjR3Hjxg1ERUWhR48eqF27NoKDg3WS2dAcvpqK5f9dAwDM6+0HF1szPSciIiJ6NVqfAmvUqBGys7NRq1YtmJubw8REfRDsgwcPtFpe//79ce/ePcyYMQN3795FQEAAIiMjVQOjExISYGSkXqfFxsbi4MGD+OeffwotTyqV4ty5c1i9ejUePXoEFxcXdOzYEbNnz+ZcQCXwICsX49dHQwhgYJAbOvsWfRSNiIioIpEIIYQ2L2jfvj0SEhLw7rvvwsnJqdAg6KFDh+o0oD6kp6fDxsYGaWlpBn06TAiB9345hX8vJcPTwQJ/jmkJc1Ota2YiIqIyoc3nt9afZocPH8aRI0fg7+9f4oBUMaw9ehP/XkqGqdQI3wxsyOKHiIgqDa3HANWrVw9PnjwpjSxUjsTezcDnOy4BAD7pXA/eLjZ6TkRERKQ7WhdAc+fOxcSJE7Fv3z7cv38f6enpal9U8WXnKTD29zPIyVeibV0HDG9RU9+RiIiIdErrcxqdOnUCgELz6QghIJFIoFAodJOM9GbOzkuITc6AvaUMX/bx560uiIio0tG6ANq7d29p5KByYvfFZPxy5OkUB1/384eDFa+cIyKiykfrAqhNmzalkYPKgeT0bEzedBYAMKKlB9rUcdBzIiIiotKhdQG0f//+Fz7funXrEoch/VEqBUI3ROPh4zx4u1hjUqe6+o5ERERUarQugNq2bVuo7dkxIhwDVDH9cOA6Dl29DzMTKb4Z2BAyY6m+IxEREZUara8Ce/jwodpXSkoKIiMj0bhx4yJnZqby7+ytR/hqVywAIKxbA3g6WOo5ERERUenS+giQjU3h+WA6dOgAU1NThIaG4tSpUzoJRmUjMycfY9edQb5SoIuvM/o3dtN3JCIiolKn9RGg4jg5OSE2NlZXi6MyEvbHBdy8/xguNnJE9PLjJe9ERGQQtD4CdO7cObXHQggkJSVh7ty5CAgI0FUuKgN/RCdi8+nbMJIAiwY0hI25yctfREREVAloXQAFBARAIpHg+XuoNm3aFD///LPOglHpuvXgMaZtjQEAjG7nhSCPKnpOREREVHa0LoDi4+PVHhsZGcHBwQFyuVxnoah05SuUGLvuDDJy8hHoboex7WrrOxIREVGZ0roAcnd3L40cVIYWR8XhTMIjWMmNsah/AIylOhsKRkREVCFo/Mm3Z88eNGjQoMgbnqalpcHb2xsHDhzQaTjSvaPX7+PbvVcBAHN6+cKtirmeExEREZU9jQugRYsW4b333oO1tXWh52xsbPDBBx9gwYIFOg1HuvXocS4mrI+GEEDfwOro5u+i70hERER6oXEBdPbsWdWd4IvSsWNHzgFUjgkhMGXzeSSlZcPD3gIzu3vrOxIREZHeaFwAJScnw8Sk+MukjY2Nce/ePZ2EIt37/fgtRF64CxOpBN8MaAgLmdbDv4iIiCoNjQsgV1dXxMTEFPv8uXPnUK1aNZ2EIt26mpKBWX9dAABMCq4L3+qFZ/MmIiIyJBoXQF26dMH06dORnZ1d6LknT54gLCwMb775pk7D0avLzlNgzO/RyM5TopWXPUa0rKXvSERERHonEc/PaFiM5ORkvPbaa5BKpRg9ejTq1q0LALh8+TKWLl0KhUKB06dPw8nJqVQDl4X09HTY2NggLS2tyEHfFUn4nxew8tANVLEwReS4VnC05nxNRERUOWnz+a3xQBAnJyccPnwYH374IaZOnaqaCVoikSA4OBhLly6tFMVPZbL3cgpWHroBAPiqrx+LHyIiov/RaiSsu7s7du7ciYcPH+Lq1asQQsDLywt2dnallY9KKCUjGx9vPAsAGNa8JtrVY3FKRERUoESXAtnZ2aFx48a6zkI6olQKTNxwFvezclHP2QpTOtfTdyQiIqJyhfdAqIR+PhSPA3GpkBkbYcnAhpCbSPUdiYiIqFxhAVTJxCSmYV7kZQDA9DcbwMvJSs+JiIiIyh8WQJXI49x8jP39DPIUAh0bOOHtJjX0HYmIiKhcYgFUiYRvv4jrqVlwtpZjXm8/SCQSfUciIiIql1gAVRI7ziVh/clbkEiABf39YWdhqu9IRERE5RYLoErg9sPHmLLlHADgo7aeaO5pr+dERERE5RsLoAouX6HEhPXRyMjOR4CbLca3r6PvSEREROUeC6AK7tu9V3HixkNYyozxzYCGMJHyW0pERPQy/LSswE7eeIBvouIAAJ/39EGNquZ6TkRERFQxsACqoNKe5GHcumgoBdCroSt6NnTVdyQiIqIKgwVQBSSEwKdbzyPx0RPUqGKOWT289R2JiIioQmEBVAFtPHUbO84lwdhIgm8GNoSV3ETfkYiIiCoUFkAVzPV7mZi5/QIAYEKHOghws9VvICIiogqIBVAFkpOvwNh1Z/A4V4FmtapiZBtPfUciIiKqkFgAVSBf/3MFMYnpsDU3wcL+AZAa8VYXREREJcECqILYf+Uefth/HQAwv7cfnG3kek5ERERUcbEAqgBSM3MQuuEsAOCdpjXQ0dtZz4mIiIgqNhZA5ZwQApM2nkVqZg68HC0xrWsDfUciIiKq8MpFAbR06VLUrFkTcrkcTZo0wfHjx4vt27ZtW0gkkkJfXbt2VfURQmDGjBmoVq0azMzM0L59e8TFxZXFqujcqsM3sDf2HkyNjbBkUEPITaT6jkRERFTh6b0AWr9+PUJDQxEWFobTp0/D398fwcHBSElJKbL/li1bkJSUpPqKiYmBVCpF3759VX3mz5+Pb775BsuXL8exY8dgYWGB4OBgZGdnl9Vq6cTFO+mI2HkZAPBZl/qo52yt50RERESVg94LoAULFuC9995DSEgIGjRogOXLl8Pc3Bw///xzkf2rVKkCZ2dn1dfu3bthbm6uKoCEEFi0aBGmTZuGHj16wM/PD7/88gvu3LmDbdu2leGavZonuU8vec9VKPFGPUcMaeau70hERESVhl4LoNzcXJw6dQrt27dXtRkZGaF9+/Y4cuSIRsv46aefMGDAAFhYWAAA4uPjcffuXbVl2tjYoEmTJsUuMycnB+np6Wpf+jZ7x0VcTcmEo5UM8/v4QSLhJe9ERES6otcCKDU1FQqFAk5OTmrtTk5OuHv37ktff/z4ccTExGDEiBGqtoLXabPMiIgI2NjYqL7c3Ny0XRWdioxJwm/HEgAAC/oFoKqlTK95iIiIKhu9nwJ7FT/99BN8fX0RFBT0SsuZOnUq0tLSVF+3bt3SUULtJaU9wSebzwMAPmhdCy297PWWhYiIqLLSawFkb28PqVSK5ORktfbk5GQ4O794rpusrCysW7cO7777rlp7weu0WaZMJoO1tbXalz4olALj10Uj7Uke/KrbYGLHunrJQUREVNnptQAyNTVFYGAgoqKiVG1KpRJRUVFo1qzZC1+7ceNG5OTk4J133lFr9/DwgLOzs9oy09PTcezYsZcuU9+W/3cNx+IfwNxUisUDGsLUuEIfoCMiIiq3jPUdIDQ0FEOHDkWjRo0QFBSERYsWISsrCyEhIQCAIUOGwNXVFREREWqv++mnn9CzZ09UrVpVrV0ikWD8+PH4/PPP4eXlBQ8PD0yfPh0uLi7o2bNnWa2W1k4nPMSC3VcAAOHdveFhb6HnRERERJWX3gug/v374969e5gxYwbu3r2LgIAAREZGqgYxJyQkwMhI/UhIbGwsDh48iH/++afIZU6ePBlZWVl4//338ejRI7Rs2RKRkZGQy8vn/bPSs/Mwbt0ZKJQC3fxd0Cewur4jERERVWoSIYTQd4jyJj09HTY2NkhLSyuT8UDj153Btug7qG5nhp3jWsFablLq70lERFTZaPP5zUEmerbl9G1si74DqZEEiwcEsPghIiIqAyyA9OhGahamb4sBAIx7wwuB7lX0nIiIiMgwsADSkzyFEuPWnUFWrgJBNatg1Ou19R2JiIjIYOh9ELQhUSgFjsc/QEpGNqIupeDs7TRYy42xcEAApEa81QUREVFZYQFURiJjkhD+50UkpanfkX5AYze42prpKRUREZFh4imwMhAZk4QP154uVPwAwIoD8YiMSdJDKiIiIsPFAqiUKZQC4X9exIvmGgj/8yIUSs5GQEREVFZYAJWy4/EPijzyU0AASErLxvH4B2UXioiIyMCxACplKRnFFz8l6UdERESvjgVQKXO00uz2G5r2IyIiolfHAqiUBXlUQTUbOYq7yF0CoJqNHEEenASRiIiorLAAKmVSIwnCujUAgEJFUMHjsG4NOA8QERFRGWIBVAY6+VTDd++8Bmcb9dNczjZyfPfOa+jkU01PyYiIiAwTJ0IsI518qqFDA2fVTNCOVk9Pe/HIDxERUdljAVSGpEYSNPOsqu8YREREBo+nwIiIiMjgsAAiIiIig8MCiIiIiAwOCyAiIiIyOCyAiIiIyOCwACIiIiKDwwKIiIiIDA4LICIiIjI4LICIiIjI4HAm6CIIIQAA6enpek5CREREmir43C74HH8RFkBFyMjIAAC4ubnpOQkRERFpKyMjAzY2Ni/sIxGalEkGRqlU4s6dO7CysoJEotublaanp8PNzQ23bt2CtbW1Tpdd2XBbaY7bSnPcVprjttIct5XmSnNbCSGQkZEBFxcXGBm9eJQPjwAVwcjICNWrVy/V97C2tuYPiYa4rTTHbaU5bivNcVtpjttKc6W1rV525KcAB0ETERGRwWEBRERERAaHBVAZk8lkCAsLg0wm03eUco/bSnPcVprjttIct5XmuK00V162FQdBExERkcHhESAiIiIyOCyAiIiIyOCwACIiIiKDwwKIiIiIDA4LoFKwdOlS1KxZE3K5HE2aNMHx48df2H/jxo2oV68e5HI5fH19sXPnzjJKqn/abKtVq1ZBIpGofcnl8jJMqx/79+9Ht27d4OLiAolEgm3btr30Nfv27cNrr70GmUyG2rVrY9WqVaWes7zQdnvt27ev0H4lkUhw9+7dsgmsJxEREWjcuDGsrKzg6OiInj17IjY29qWvM8TfVyXZVob6+woAvvvuO/j5+akmOmzWrBn+/vvvF75GH/sVCyAdW79+PUJDQxEWFobTp0/D398fwcHBSElJKbL/4cOHMXDgQLz77rs4c+YMevbsiZ49eyImJqaMk5c9bbcV8HTm0KSkJNXXzZs3yzCxfmRlZcHf3x9Lly7VqH98fDy6du2K119/HdHR0Rg/fjxGjBiBXbt2lXLS8kHb7VUgNjZWbd9ydHQspYTlw3///YdRo0bh6NGj2L17N/Ly8tCxY0dkZWUV+xpD/X1Vkm0FGObvKwCoXr065s6di1OnTuHkyZNo164devTogQsXLhTZX2/7lSCdCgoKEqNGjVI9VigUwsXFRURERBTZv1+/fqJr165qbU2aNBEffPBBqeYsD7TdVitXrhQ2NjZllK58AiC2bt36wj6TJ08W3t7eam39+/cXwcHBpZisfNJke+3du1cAEA8fPiyTTOVVSkqKACD++++/YvsY8u+rZ2myrfj7Sp2dnZ348ccfi3xOX/sVjwDpUG5uLk6dOoX27dur2oyMjNC+fXscOXKkyNccOXJErT8ABAcHF9u/sijJtgKAzMxMuLu7w83N7YV/URgyQ92nXlVAQACqVauGDh064NChQ/qOU+bS0tIAAFWqVCm2D/etpzTZVgB/XwGAQqHAunXrkJWVhWbNmhXZR1/7FQsgHUpNTYVCoYCTk5Nau5OTU7HjCe7evatV/8qiJNuqbt26+Pnnn/HHH39g7dq1UCqVaN68OW7fvl0WkSuM4vap9PR0PHnyRE+pyq9q1aph+fLl2Lx5MzZv3gw3Nze0bdsWp0+f1ne0MqNUKjF+/Hi0aNECPj4+xfYz1N9Xz9J0Wxn676vz58/D0tISMpkMI0eOxNatW9GgQYMi++prv+Ld4KnCaNasmdpfEM2bN0f9+vXx/fffY/bs2XpMRhVZ3bp1UbduXdXj5s2b49q1a1i4cCHWrFmjx2RlZ9SoUYiJicHBgwf1HaXc03RbGfrvq7p16yI6OhppaWnYtGkThg4div/++6/YIkgfeARIh+zt7SGVSpGcnKzWnpycDGdn5yJf4+zsrFX/yqIk2+p5JiYmaNiwIa5evVoaESus4vYpa2trmJmZ6SlVxRIUFGQw+9Xo0aPx119/Ye/evahevfoL+xrq76sC2myr5xna7ytTU1PUrl0bgYGBiIiIgL+/PxYvXlxkX33tVyyAdMjU1BSBgYGIiopStSmVSkRFRRV77rNZs2Zq/QFg9+7dxfavLEqyrZ6nUChw/vx5VKtWrbRiVkiGuk/pUnR0dKXfr4QQGD16NLZu3Yo9e/bAw8Pjpa8x1H2rJNvqeYb++0qpVCInJ6fI5/S2X5XqEGsDtG7dOiGTycSqVavExYsXxfvvvy9sbW3F3bt3hRBCDB48WEyZMkXV/9ChQ8LY2Fh89dVX4tKlSyIsLEyYmJiI8+fP62sVyoy22yo8PFzs2rVLXLt2TZw6dUoMGDBAyOVyceHCBX2tQpnIyMgQZ86cEWfOnBEAxIIFC8SZM2fEzZs3hRBCTJkyRQwePFjV//r168Lc3FxMmjRJXLp0SSxdulRIpVIRGRmpr1UoU9pur4ULF4pt27aJuLg4cf78eTFu3DhhZGQk/v33X32tQpn48MMPhY2Njdi3b59ISkpSfT1+/FjVh7+vnirJtjLU31dCPP0Z+++//0R8fLw4d+6cmDJlipBIJOKff/4RQpSf/YoFUClYsmSJqFGjhjA1NRVBQUHi6NGjqufatGkjhg4dqtZ/w4YNok6dOsLU1FR4e3uLHTt2lHFi/dFmW40fP17V18nJSXTp0kWcPn1aD6nLVsFl2s9/FWyboUOHijZt2hR6TUBAgDA1NRW1atUSK1euLPPc+qLt9po3b57w9PQUcrlcVKlSRbRt21bs2bNHP+HLUFHbCIDavsLfV0+VZFsZ6u8rIYQYPny4cHd3F6ampsLBwUG88cYbquJHiPKzX0mEEKJ0jzERERERlS8cA0REREQGhwUQERERGRwWQERERGRwWAARERGRwWEBRERERAaHBRAREREZHBZAREREZHBYABFVIDdu3IBEIkF0dLS+o6hcvnwZTZs2hVwuR0BAgE6XXbNmTSxatEhnyxs2bBh69uyps+UBwL59+yCRSPDo0SOdLpeIShcLICItDBs2DBKJBHPnzlVr37ZtGyQSiZ5S6VdYWBgsLCwQGxtb6H4+BQq2m0QiUd0kcdasWcjPz3/hsk+cOIH3339fZ1kXL16MVatW6Wx52jhz5gz69u0LJycnyOVyeHl54b333sOVK1f0kqe80nXRS1QcFkBEWpLL5Zg3bx4ePnyo7yg6k5ubW+LXXrt2DS1btoS7uzuqVq1abL9OnTohKSkJcXFxmDhxImbOnIkvv/zyhXkcHBxgbm5e4mzPs7Gxga2trc6Wp6m//voLTZs2RU5ODn799VdcunQJa9euhY2NDaZPn17meYiIBRCR1tq3bw9nZ2dEREQU22fmzJmFTgctWrQINWvWVD0uOB0zZ84cODk5wdbWVnVUZNKkSahSpQqqV6+OlStXFlr+5cuX0bx5c8jlcvj4+OC///5Tez4mJgadO3eGpaUlnJycMHjwYKSmpqqeb9u2LUaPHo3x48fD3t4ewcHBRa6HUqnErFmzUL16dchkMgQEBCAyMlL1vEQiwalTpzBr1ixIJBLMnDmz2G0ik8ng7OwMd3d3fPjhh2jfvj22b9+uti2++OILuLi4oG7dugAKHw2QSCT48ccf0atXL5ibm8PLy0u1jAIXLlzAm2++CWtra1hZWaFVq1a4du2a2vs8vx1Gjx4NGxsb2NvbY/r06Xj2DkFr1qxBo0aNYGVlBWdnZwwaNAgpKSnFrufzHj9+jJCQEHTp0gXbt29H+/bt4eHhgSZNmuCrr77C999/r+r733//ISgoCDKZDNWqVcOUKVPUjpK1bdsWY8aMwfjx42FnZwcnJyesWLECWVlZCAkJgZWVFWrXro2///5b9ZqCU3Q7duyAn58f5HI5mjZtipiYGLWcmzdvhre3N2QyGWrWrImvv/5a7fmaNWtizpw5GD58OKysrFCjRg388MMPan1u3bqFfv36wdbWFlWqVEGPHj1w48YN1fMF2/+rr75CtWrVULVqVYwaNQp5eXmq9bt58yYmTJigOmIIADdv3kS3bt1gZ2cHCwsLeHt7Y+fOnRp/D4iKwgKISEtSqRRz5szBkiVLcPv27Vda1p49e3Dnzh3s378fCxYsQFhYGN58803Y2dnh2LFjGDlyJD744INC7zNp0iRMnDgRZ86cQbNmzdCtWzfcv38fAPDo0SO0a9cODRs2xMmTJxEZGYnk5GT069dPbRmrV6+GqakpDh06hOXLlxeZb/Hixfj666/x1Vdf4dy5cwgODkb37t0RFxcHAEhKSoK3tzcmTpyIpKQkfPzxxxqvu5mZmdqRp6ioKMTGxmL37t3466+/in1deHg4+vXrh3PnzqFLly54++238eDBAwBAYmIiWrduDZlMhj179uDUqVMYPnz4C0+1rV69GsbGxjh+/DgWL16MBQsW4Mcff1Q9n5eXh9mzZ+Ps2bPYtm0bbty4gWHDhmm8nrt27UJqaiomT55c5PMFR6QSExPRpUsXNG7cGGfPnsV3332Hn376CZ9//nmhvPb29jh+/DjGjBmDDz/8EH379kXz5s1x+vRpdOzYEYMHD8bjx4/VXjdp0iR8/fXXOHHiBBwcHNCtWzdV4XHq1Cn069cPAwYMwPnz5zFz5kxMnz690OnCr7/+Go0aNcKZM2fw0Ucf4cMPP0RsbKxqOwUHB8PKygoHDhzAoUOHYGlpiU6dOql9n/fu3Ytr165h7969WL16NVatWqV6ny1btqB69eqYNWsWkpKSkJSUBAAYNWoUcnJysH//fpw/fx7z5s2DpaWlxt8DoiKV+u1WiSqRoUOHih49egghhGjatKkYPny4EEKIrVu3imd/nMLCwoS/v7/aaxcuXCjc3d3VluXu7i4UCoWqrW7duqJVq1aqx/n5+cLCwkL8/vvvQggh4uPjBQAxd+5cVZ+8vDxRvXp1MW/ePCGEELNnzxYdO3ZUe+9bt24JACI2NlYI8fRuzA0bNnzp+rq4uIgvvvhCra1x48bio48+Uj329/cXYWFhL1zOs9tNqVSK3bt3C5lMJj7++GPV805OTiInJ0ftde7u7mLhwoWqxwDEtGnTVI8zMzMFAPH3338LIYSYOnWq8PDwELm5uS/NIcTT7VC/fn2hVCpVbZ988omoX79+sety4sQJAUBkZGQIIf7/7vMPHz4ssv+8efMEAPHgwYNilymEEJ9++qmoW7euWpalS5cKS0tL1T7Spk0b0bJlS9XzBfvH4MGDVW1JSUkCgDhy5IhavnXr1qn63L9/X5iZmYn169cLIYQYNGiQ6NChg1qeSZMmiQYNGqgeu7u7i3feeUf1WKlUCkdHR/Hdd98JIYRYs2ZNofw5OTnCzMxM7Nq1Swjx//t8fn6+qk/fvn1F//791d7n2e+5EEL4+vqKmTNnvnD7EWmLR4CISmjevHlYvXo1Ll26VOJleHt7w8jo/38MnZyc4Ovrq3oslUpRtWrVQqdcmjVrpvq/sbExGjVqpMpx9uxZ7N27F5aWlqqvevXqAYDqVBAABAYGvjBbeno67ty5gxYtWqi1t2jRokTr/Ndff8HS0hJyuRydO3dG//791U6Z+fr6wtTU9KXL8fPzU/3fwsIC1tbWqu0THR2NVq1awcTERONcTZs2VRvA3qxZM8TFxUGhUAB4enSkW7duqFGjBqysrNCmTRsAQEJCgkbLF8+cTnuRS5cuoVmzZmpZWrRogczMTLUjgM+uf8H+8ew+4+TkBAAv3GeqVKmCunXrqr6Ply5dKvL7/Ox2eP69JRIJnJ2dVe9z9uxZXL16FVZWVqr9rkqVKsjOzlbb77y9vSGVSlWPq1Wr9tJTimPHjsXnn3+OFi1aICwsDOfOnXthfyJNsAAiKqHWrVsjODgYU6dOLfSckZFRoQ++gtMNz3r+g1oikRTZplQqNc6VmZmJbt26ITo6Wu0rLi4OrVu3VvWzsLDQeJm68Prrr6tyPHnyBKtXr1bLoGmeF20fMzMz3QUGkJWVheDgYFhbW+PXX3/FiRMnsHXrVgCaDxyvU6cOgKfjtnThZftMQQGlzT7zKu9d8D6ZmZkIDAwstN9duXIFgwYN0mgZxRkxYgSuX7+OwYMH4/z582jUqBGWLFmio7UiQ8UCiOgVzJ07F3/++SeOHDmi1u7g4IC7d++qFUG6nLvn6NGjqv/n5+fj1KlTqF+/PgDgtddew4ULF1CzZk3Url1b7Uubosfa2houLi44dOiQWvuhQ4fQoEEDrTNbWFigdu3aqFGjBoyNjbV+vSb8/Pxw4MCBIovN4hw7dkzt8dGjR+Hl5QWpVIrLly/j/v37mDt3Llq1aoV69eppNQAaADp27Ah7e3vMnz+/yOcL5g+qX78+jhw5orbPHDp0CFZWVqhevbpW71mUZ/eZhw8f4sqVK6p9pn79+kV+n+vUqaN2tOZFXnvtNcTFxcHR0bHQfmdjY6NxTlNTU7WjTgXc3NwwcuRIbNmyBRMnTsSKFSs0XiZRUVgAEb0CX19fvP322/jmm2/U2tu2bYt79+5h/vz5uHbtGpYuXap2Zc6rWrp0KbZu3YrLly9j1KhRePjwIYYPHw7g6YDRBw8eYODAgThx4gSuXbuGXbt2ISQkpMgPlheZNGkS5s2bh/Xr1yM2NhZTpkxBdHQ0xo0bp7N10aXRo0cjPT0dAwYMwMmTJxEXF4c1a9aoBuoWJSEhAaGhoYiNjcXvv/+OJUuWqNavRo0aMDU1xZIlS3D9+nVs374ds2fP1iqThYUFfvzxR+zYsQPdu3fHv//+ixs3buDkyZOYPHkyRo4cCQD46KOPcOvWLYwZMwaXL1/GH3/8gbCwMISGhqqdJi2pWbNmISoqCjExMRg2bBjs7e1VV8RNnDgRUVFRmD17Nq5cuYLVq1fj22+/1WpQ+9tvvw17e3v06NEDBw4cQHx8PPbt24exY8dqdbFAzZo1sX//fiQmJqquXBw/fjx27dqF+Ph4nD59Gnv37lUVb0QlxQKI6BXNmjWr0CH8+vXrY9myZVi6dCn8/f1x/PhxrT5MXmbu3LmYO3cu/P39cfDgQWzfvh329vYAoDpqo1Ao0LFjR/j6+mL8+PGwtbXV+oN07NixCA0NxcSJE+Hr64vIyEhs374dXl5eOlsXXapatSr27NmDzMxMtGnTBoGBgVixYsULxwQNGTIET548QVBQEEaNGoVx48apJl90cHDAqlWrsHHjRjRo0ABz587FV199pXWuHj164PDhwzAxMcGgQYNQr149DBw4EGlpaaqrvFxdXbFz504cP34c/v7+GDlyJN59911MmzatZBvjOXPnzsW4ceMQGBiIu3fv4s8//1SNuXrttdewYcMGrFu3Dj4+PpgxYwZmzZql1dVu5ubm2L9/P2rUqIG33noL9evXx7vvvovs7GxYW1trvJxZs2bhxo0b8PT0hIODAwBAoVBg1KhRqF+/Pjp16oQ6depg2bJlWq0/0fMkQtMRekRElUzbtm0REBBQqWce3rdvH15//XU8fPhQL5NAEpVXPAJEREREBocFEBERERkcngIjIiIig8MjQERERGRwWAARERGRwWEBRERERAaHBRAREREZHBZAREREZHBYABEREZHBYQFEREREBocFEBERERkcFkBERERkcP4Pwr7lP5GMhrwAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca4 = PCA(n_components=4)\n", + "pca4.fit(X_scaled)\n", + "print(pca4.explained_variance_ratio_)\n", + "f = plt.plot(pca4.explained_variance_ratio_.cumsum(), \"o-\")\n", + "plt.xlabel(\"Number of Principal Components\")\n", + "plt.ylabel(\"Cumulative Explained Variance Ratio\")\n", + "plt.title(\"Scree Plot of Penguin Measurements\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that 2 components explain vast majority of the variance. So we are going to plot our original data into the `PC1` v `PC2` space. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'PC2')" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "pca2 = PCA(n_components=2)\n", + "pca2.fit(X_scaled)\n", + "PCs = pca2.fit_transform(X_scaled)\n", + "X_scaled_df = pd.DataFrame(X_scaled, columns = [\"bill_length_mm\",\t\"'bill_depth_mm\",\t\"flipper_length_mm\", \"body_mass_g\"])\n", + "PCs_df = pd.DataFrame(PCs, columns = [\"PC1\", \"PC2\"])\n", + "penguins_pca = pd.concat([X_scaled_df, Y, PCs_df], axis = 1)\n", + "\n", + "f, ax10 = plt.subplots(1, figsize = (5, 5))\n", + "sns.scatterplot(x=PCs[:, 0], y=PCs[:, 1], hue=Y, alpha = 0.7)\n", + "ax10.set_xlabel(\"PC1\")\n", + "ax10.set_ylabel(\"PC2\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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7d+6IAMRp06Zp1f3999/F+vXri2ZmZqK3t7f47bffapZpeV5RS8v893vp6dfr+fudl5cnTpkyRXR1dRXNzc3FNm3aiJcuXRLLlCkjfvLJJy+8N/h3aRldCltaxlDfk8/ve9rOzp07CyxXJIqimJaWJpYvX16sXbu2ziWLiN5mgigaaJYwEZGBtGrVCsnJyfj7779LuitGKyUlBfb29pg1axa++OKLku4OEb0GzhkkIiKdnn/921NP5zC2atXqzXaGiPSOcwaJiEinLVu2IDw8HB07doSVlRUOHz6MTZs2oV27dmjatGlJd4+IXhODQSIi0qlWrVowMTHB3LlzkZaWpnmopLCHZYjo7cM5g0RERERGjHMGiYiIiIwYg0EiIiIiI8ZgkIiIiMiI8QESMognW+aWdBeISp1H0TEl3QWiUsltwUaDtr/H1FdvbXXK1d+7v0sLBoNEREQkaYLpy7820ZgwTUxERERkxDgySERERJImM+HIoC4MBomIiEjSBFMmQnVhMEhERESSxpFB3RgqExERERkxjgwSERGRpPFpYt0YDBIREZGkMU2sG9PEREREREaMI4NEREQkaUwT68ZgkIiIiCSNaWLdmCYmIiIiMmIcGSQiIiJJE+QcGdSFwSARERFJmozBoE5MExMREREZMY4MEhERkaQJMo4M6sJgkIiIiCRNkDMRqguDQSIiIpI0zhnUjaEyERERkRHjyCARERFJGucM6sZgkIiIiCSNaWLdmCYmIiIiMmIcGSQiIiJJ4xtIdGMwSERERJImyJgI1YV3h4iIiMiIcWSQiIiIJI1PE+vGYJCIiIgkjU8T68Y0MREREZER48ggERERSRrTxLoxGCQiIiJJ49PEujEYJCIiIknjyKBuDJWJiIiIjBhHBomIiEjS+DSxbgwGiYiISNKYJtaNaWIiIiIiI8aRQSIiIpI0Pk2sG4NBIiIikjSmiXVjqExERERkxDgySERERJLGkUHdSt3IYKtWrTBu3Lgi93t5eWHx4sWaz4IgYMeOHQCA+Ph4CIKAmJiYF54nKioKgiAgJSXltfqrLy+6biIiIno1gkzQ2yZFb93I4IkTJ2BpaVnS3XhlUVFRaN26NR49egQ7O7uS7g69ZTYfv4h1R84jOSMLlV0cMKmTH2qWc3rhcfvOx2HS1ii0ruKJxX3f1ZRP+eUP7Iq5qlW3SUV3rAhsr/e+E71JFk3fhWWr9yC3tkXunQSkbV+H3JtxRdYXlBaw7tgLyprvQGZhBdWjZKTtWI/syzFvrtNEJeStCwadnF78i49IiiLO/4P5EccxuXNT1CznhA3HLmD4DxHYOaYHyliZF3nc7UfpWLg/GvXKuxS6v2nFcpjRrbnms5mJXO99J3qTlHUaw+b9j5D68xrkJlyDZfMOcBg6CffnjIc6I63gAXI5HIaFQJ2RhkfrvoY69SHk9o5QZ2W++c6TQfBpYt1K5d3Jy8vDqFGjYGtrC0dHR0yZMgWiKAIomCbWp8OHD6N58+YwNzeHh4cHxowZg8ePH2v2e3l54auvvsLHH38Ma2treHp6YuXKlVptHD16FHXq1IFSqUSDBg2wY8cOTeo6Pj4erVu3BgDY29tDEAQEBQVpjlWr1ZgwYQIcHBzg6uqK0NDQYvddEAR89913eO+992BhYYGqVavi2LFjuHbtGlq1agVLS0s0adIEcXHP/mccGhqKOnXqYM2aNfD09ISVlRVGjBgBlUqFuXPnwtXVFc7Ozvjyyy9f7YaSXq0/+jc+qO+LrvUqw8fZHpM7N4XS1AQ7Tl8p8hiVWo3Pf47C8Nb1UM7eptA6ZiYyOFpbaDYbc4WhLoHojbBs0RGZfx1C1onfkXfvNlK3fQ8xNxvmDVsWWt+iYSvILKzwaO1C5MZfgepRMnL+uYy8uwlvuOdkKDK5oLdNikplMLhu3TqYmJggOjoaX3/9NRYuXIjVq1cb9JxxcXFo3749unfvjnPnzmHLli04fPgwRo0apVVvwYIFaNCgAc6cOYMRI0Zg+PDhiI2NBQCkpaWhc+fOqFmzJk6fPo2ZM2di4sSJmmM9PDywbds2AEBsbCzu3r2Lr7/+Wuu6LS0tcfz4ccydOxczZszAgQMHin0NM2fORGBgIGJiYlClShX07dsXw4YNQ0hICE6ePAlRFAtcT1xcHPbt24eIiAhs2rQJ33//PTp16oRbt27h999/x5w5czB58mQcP378pe8p6U9ungqX7iajsU9ZTZlMJqCxT1mcu5VU5HHfRcXA3socH9T3LbLOyfhEtJqzAe9//TNm/e8IUjKf6LXvRG+UXA7TchWQffXvZ2WiiOwrf8OsfKVCD1FUr4/cG1dh+8FAOIeugONnc2DZtgsgSPMXvzHinEHdSmWa2MPDA4sWLYIgCPD19cX58+exaNEiDBkyxGDnDAsLQ79+/TQPcVSqVAlLlixBy5YtsWLFCiiVSgBAx44dMWLECADAxIkTsWjRIhw6dAi+vr7YuHEjBEHAqlWroFQqUa1aNdy+fVvTb7lcDgcHBwCAs7NzgTmDtWrVwrRp0zTnX7ZsGSIjI/Huu++iOAYOHIhevXpp+ubn54cpU6YgICAAADB27FgMHDhQ6xi1Wo01a9bA2toa1apVQ+vWrREbG4u9e/dCJpPB19cXc+bMwaFDh9CoUaNCz5udnY3s7GytMjE3DwrTUvnt9VZ6lPkEKrWIMpba6eAylua4fj+10GNO30jE9tOx+Gl4tyLbbVLJHW2rlYe7vTVuPkzD0oOnMGL9fqwf0hlyplXoLSSztIYgl0Odrv1zoc5IhYlz2UKPMSnjDHnFasg6fQQPV8+FiaMLbD8YCEEuR8avv7yJbhOVqFL5r33jxo0hPPc/Mj8/P1y9ehUqlcpg5zx79izCw8NhZWWl2QICAqBWq3H9+nVNvVq1amn+LggCXF1dkZSUPzITGxuLWrVqaQJHAGjYsGGx+/B82wDg5uamaftlj3dxyZ8fVrNmTa2yJ0+eIC3t2ZwZLy8vWFtba9WpVq0aZM8FAi4uLjr7ERYWBltbW61t3o5Dxe436d/j7Bx8se13THu/GewtlUXW61DTB62qlEclFwe0qeqFpf3exYXbyTh5PfEN9paohAkC1BlpSN26Gnm3ruNJzF/IOLgTFn5tS7pnpCeCTKa3TYo4dPOvjIwMDBs2DGPGjCmwz9PTU/N3U1NTrX2CIECtVuulD6/b9vPHPw2mCyt7vs3Czvmy/QgJCUFwcLBWmbhrWbH7TS9mb6GEXCbgweMsrfIHj7PgaF3w4ZGbD9NxJyUDYzY+m2ag/nfebb3QNdg5pgc8HArOISznYAN7CyUSHqahkU/hoyhEpZn6cTpElQoya1utcpmVLdTpKYUeo0pLAVQq4N+fEQDIS7oNuY09IJfn76O3mlTTu/pSKoPB/85P++uvv1CpUiXI5YZ7yrFevXq4ePEiKlas+Mpt+Pr64scff0R2djYUivxJ+CdOnNCqY2ZmBgAGHeV80xQKheZ6n3rCFLFemZrIUdXNEcf/uYs2Vb0AAGq1iOP/3MGHDasVqF/B0RY/j9RODy+PPIXH2bmY0LExXG0KX57pXupjpGQ9gVMhASbRW0GlQu6t61BUqo7sv0/mlwkCFJWq4/GRXws9JPf6FSjrNcmfI/hvQCh3coMq9REDQTIKpXK8MyEhAcHBwYiNjcWmTZuwdOlSjB071qDnnDhxIo4ePYpRo0YhJiYGV69exc6dOws8cKFL3759oVarMXToUFy6dAn79+/H/PnzATwblStfvjwEQcDu3btx//59ZGRkGOR6SHr6N6mBX07FYteZq/jnfgpm7T6CrJw8dK1XGQDwxbbf8fWB/P98KExNUMnFQWuzVipgqTBFJRcHmJrIkZmdi4X7o3HuZhJuP0rH8bg7GLvxADwcbNCkYrmSvFSi1/L4j72waNQa5g2aw8S5LGy6fwzBTIms6N8BALZ9hsO6Y+9n9Y8dgMzCEjZdAyF3dIWiah1Yte2CzCKCR3r78AES3Url8E1gYCCysrLQsGFDyOVyjB07FkOHDjXoOWvVqoXff/8dX3zxBZo3bw5RFOHj44PevXu/+OB/2djY4H//+x+GDx+OOnXqoGbNmpg6dSr69u2rmUfo7u6O6dOnY9KkSRg4cCACAwMRHh5uoKsiKWlf0xuPMp/gm99OITkjC76uZfBN/wDNGoOJqRmQvcTTjzKZgCuJD7Er5irSn+TA2doCfj7uGNm2PtcapLfak5i/kGZpA6uAHpDb2CH39g08XDVbs8ag3K4MID6b+qJOeYiHK+fApstHcPpsNlSpj/D4zwg8/m1XSV0C6ZlU5/rpiyCKz02SIL3bsGEDBg4ciNTUVJibG0/q7cmWuSXdBaJS51F0TEl3gahUcluw0aDtJ3zygd7a8vxWek+Yl8qRwbfZDz/8AG9vb7i7u+Ps2bOYOHEievXqZVSBIBERUWki1fSuvkh23PSTTz7RWibm+e2TTz4x2HkTExPx0UcfoWrVqvj000/Rs2fPAm8peVkbNmwo8lqqV6+up54TERFJE5eW0U2yaeKkpCSt9fSeZ2NjA2dn5zfco1eXnp6Oe/fuFbrP1NQU5cuXf8M9ejGmiYkKYpqYqHCGThPfGtVTb22VW7ZVb22VFpJNEzs7O79VAZ8u1tbWWgtDExER0UvgqwV1kuZ4JxEREdG/SnJpmeXLl8PLywtKpRKNGjVCdHS0zvopKSkYOXIk3NzcoFAoULlyZezdu/dVL71YJDsySERERASU3NIyW7ZsQXBwML799ls0atQIixcvRkBAAGJjYwvNXubk5ODdd9+Fs7Mzfv75Z7i7u+PGjRuws7MzaD8ZDBIREREZwMKFCzFkyBAMHDgQAPDtt99iz549WLNmDSZNmlSg/po1a/Dw4UMcPXpU82pYLy8vg/eTaWIiIiKSNH2mibOzs5GWlqa1ZWdnFzhnTk4OTp06BX9/f02ZTCaDv78/jh07Vmg/d+3aBT8/P4wcORIuLi6oUaMGvvrqK4O/wpbBIBEREUmaPpeWCQsLg62trdYWFhZW4JzJyclQqVRwcXHRKndxcUFiYmKh/fznn3/w888/Q6VSYe/evZgyZQoWLFiAWbNmGeS+PMU0MREREVExhYSEIDg4WKtMoVDopW21Wg1nZ2esXLkScrkc9evXx+3btzFv3jxMmzZNL+coDINBIiIikjR9voFEoVAUK/hzdHSEXC4vsE7wvXv34OrqWugxbm5uMDU1hVz+7P3wVatWRWJiInJycmBmZvZ6nS8C08REREQkaSWxtIyZmRnq16+PyMhITZlarUZkZCT8/PwKPaZp06a4du0a1Gq1puzKlStwc3MzWCAIMBgkIiIiMojg4GCsWrUK69atw6VLlzB8+HA8fvxY83RxYGAgQkJCNPWHDx+Ohw8fYuzYsbhy5Qr27NmDr776CiNHjjRoP5kmJiIiImkroXUGe/fujfv372Pq1KlITExEnTp1EBERoXmoJCEhAbLn+ubh4YH9+/fj008/Ra1ateDu7o6xY8di4sSJBu2nZN9NTCWL7yYmKojvJiYqnKHfTXx/8kC9teU0a63e2iotmCYmIiIiMmJMExMREZGkldTr6N4WDAaJiIhI0vS5tIwUMRgkIiIiaePIoE68O0RERERGjCODREREJGlME+vGYJCIiIgkTRCYCNWFd4eIiIjIiHFkkIiIiKSNaWKdGAwSERGRpHGdQd14d4iIiIiMGEcGiYiISNL4NLFuDAaJiIhI2vg0sU68O0RERERGjCODREREJGlME+vGYJCIiIikjU8T68RgkIiIiCRNEDgyqAtDZSIiIiIjxpFBIiIikjamiXViMEhERESSxgdIdGOoTERERGTEODJIRERE0sZFp3ViMEhERETSxjSxTgyViYiIiIwYRwaJiIhI0gSmiXViMEgG4f9jo5LuAlGpExLxfUl3gahU6rTAwCdgmlgnhspERERERowjg0RERCRpAhed1onBIBEREUkb302sE4NBIiIikjaODOrEu0NERERkxDgySERERNLGNLFODAaJiIhI0vgAiW68O0RERERGjCODREREJG18A4lODAaJiIhI2vgGEp0YKhMREREZMY4MEhERkaQJTBPrxGCQiIiIpI1pYp0YKhMREREZMY4MEhERkbQxTawTg0EiIiKSNr6BRCcGg0RERCRtfAOJTrw7REREREaMI4NEREQkbZwzqBODQSIiIpI2Li2jE0NlIiIiIiPGkUEiIiKSNqaJdWIwSERERNLGpWV0YqhMREREZMQ4MkhERETSxnUGdeLdISIiImkTBP1tL2n58uXw8vKCUqlEo0aNEB0dXazjNm/eDEEQ0LVr15c+58tiMEhERERkAFu2bEFwcDCmTZuG06dPo3bt2ggICEBSUpLO4+Lj4/HZZ5+hefPmb6SfDAaJiIhI2gSZ/raXsHDhQgwZMgQDBw5EtWrV8O2338LCwgJr1qwp8hiVSoV+/fph+vTp8Pb2ft0rLxYGg0RERCRtMpnetuzsbKSlpWlt2dnZBU6Zk5ODU6dOwd/f/7luyODv749jx44V2dUZM2bA2dkZgwYNMsitKAyDQSIiIpI2Pc4ZDAsLg62trdYWFhZW4JTJyclQqVRwcXHRKndxcUFiYmKh3Tx8+DC+//57rFq1yiC3oSh8mpiIiIiomEJCQhAcHKxVplAoXrvd9PR09O/fH6tWrYKjo+Nrt/cyGAwSERGRtOnxDSQKhaJYwZ+joyPkcjnu3bunVX7v3j24uroWqB8XF4f4+Hh07txZU6ZWqwEAJiYmiI2NhY+Pz2v2vnBMExMREZG0lcDSMmZmZqhfvz4iIyM1ZWq1GpGRkfDz8ytQv0qVKjh//jxiYmI02/vvv4/WrVsjJiYGHh4eerkVheHIIBEREZEBBAcHY8CAAWjQoAEaNmyIxYsX4/Hjxxg4cCAAIDAwEO7u7ggLC4NSqUSNGjW0jrezswOAAuX6xmCQiIiIpK2E3kDSu3dv3L9/H1OnTkViYiLq1KmDiIgIzUMlCQkJkJWCt6MIoiiKJd0Jkp5mnX8v6S4QlTohEUNLugtEpVKn3FiDtp/123q9tWXepr/e2iotSj4cJSIiIqISwzQxERERSZsenyaWIgaDREREJG0MBnUq1XfHy8sLixcv1llHEATs2LEDQP6LnQVBQExMDAAgKioKgiAgJSXllc4fHh6ueZLH0IKCgtC1a9c3ci4iIiKip0pdMBgUFITQ0NBi17979y46dOhguA7p2X8DViJ9GNTPCzvWNUbkz82weGYtlHMzL/axH/XwwOH/tcSYwYZZzJSoJJQf3hetr0aiffo5NDnyE2zfqamzvteYAWj5dwTap51Fm3+iUHV+CGQKszfUWzI0URD0tklRqQsGX5arq6teXgND9Lbq190DPd5zx/xvrmLoZ2eQ9USFhTNqwsz0xf9oValkjffbu+Ha9Yw30FOiN8OtZwdUnReCq7OW43DDbkg/dxmN9nwPMyeHQuuX/fA9VPlyPK7OWobfa3bEuaFfoGzPjvCdFVxofXoLCTL9bRJU6q8qPT0dffr0gaWlJdzd3bF8+XKt/c+niV9XeHg4PD09YWFhgW7duuHBgwcF6uzcuRP16tWDUqmEt7c3pk+fjry8PK3+rFixAh06dIC5uTm8vb3x888/a/ZXqFABAFC3bl0IgoBWrVpptT9//ny4ubmhTJkyGDlyJHJzc4vVdy8vL8yaNQuBgYGwsrJC+fLlsWvXLty/fx9dunSBlZUVatWqhZMnT2pdr52dHXbv3g1fX19YWFigR48eyMzMxLp16+Dl5QV7e3uMGTMGKpXqZW4lvUE933fHDz/dwOHjDxAX/xizFl1GGQcFmjfW/W5Lc6UM08ZXwdylV5CekaezLtHbpMK4gbj5/U+4te4XZFyKw/kR06DKfAKPoO6F1rf3q4tHR0/jzubdyLpxG8kHj+DOlt2we6fWG+45GUwJvIHkbVLqg8F58+ahdu3aOHPmDCZNmoSxY8fiwIEDej/P8ePHMWjQIIwaNQoxMTFo3bo1Zs2apVXnzz//RGBgIMaOHYuLFy/iu+++Q3h4OL788kutelOmTEH37t1x9uxZ9OvXDx9++CEuXboEAIiOjgYAHDx4EHfv3sUvv/yiOe7QoUOIi4vDoUOHsG7dOoSHhyM8PLzY17Bo0SI0bdoUZ86cQadOndC/f38EBgbio48+wunTp+Hj44PAwEA8v7RkZmYmlixZgs2bNyMiIgJRUVHo1q0b9u7di71792L9+vX47rvvtAJaKj3Kuijh6KDAiZhHmrLHmSpcvJKGGlVsdB4b/EklHD35ECfPphi4l0RvjmBqCtt61ZEcefRZoSgi+bejsGtct9BjHh07A9t61TWpZPMK5eDcviWS9nG9VDIOpe5p4v8GP02bNsWkSZMAAJUrV8aRI0ewaNEivPvuu3o979dff4327dtjwoQJmnMdPXoUERERmjrTp0/HpEmTMGDAAACAt7c3Zs6ciQkTJmDatGmaej179sTgwYMBADNnzsSBAwewdOlSfPPNN3BycgIAlClTpsCLqu3t7bFs2TLI5XJUqVIFnTp1QmRkJIYMGVKsa+jYsSOGDRsGAJg6dSpWrFiBd955Bz179gQATJw4EX5+flovyc7NzcWKFSs0L7/u0aMH1q9fj3v37sHKygrVqlVD69atcejQIfTu3bvQ82ZnZyM7O1urTK3KgUzO+TaG5mCff48fpWiPID9KydHsK0zb5k6o7GOFIcGnDdo/ojfNzNEeMhMTZCdpZ3ay7z2Apa93ocfc2bwbZo72aBK1ERAEyExNceO7TYib892b6DK9CaXgLR+lWam/O/99mbOfn59mlE2fLl26hEaNGuk899mzZzFjxgxYWVlptiFDhuDu3bvIzMx87T5Xr14dcrlc89nNzQ1JSUnFvoZatZ6lNJ6+6qZmzZoFyp5v08LCQhMIPq3j5eUFKysrrTJd/QgLC4Otra3WduvahmL3m4rv3ZbO+PWnZprNxOTlUxbOjgqMHVIRMxZcRk4uX0BE5NCiIXwmDsPfo6fjcMMPcLLHSDh3aImKn48o6a6RnvABEt1K3chgaZaRkYHp06fjgw8+KLBPqVS+dvumpqZanwVBgFqtfqXjhX+/YQsre77Nws75sv0ICQlBcLD2ROv2Hx4vdr+p+A5HP8DFK8/mfZqZ5v9/zt7OFA8e5WjK7e3McO2fwh8K8a1oBQd7M3y/uL6mzEQuoHZ1W3zwnjvafPAHXuLbjqhUyUl+BHVeHhTOZbTKFS5lkJ2YXOgxvtPH4vaGXbi5Jn86TPrfV2BiaYGaK2bgWtgKgG9tJYkr9cHgX3/9VeBz1apV9X6eqlWr4vhx7QDmv+euV68eYmNjUbFiRZ1t/fXXXwgMDNT6XLdu/lwVM7P81J2UHshQKBQFnuhmitgwsrJUuJ2l/b2T/DAbDWrb49r1xwAAC3M5qlW2wY69dwpt4+TZFPQfeUKr7PNxvrhxKwsbfk5gIEhvNTE3F6mnL8CxjR/u7YrMLxQElGnthxvf/FjoMXILJf77jS8+/TdaEBgMSoFEnwLWl1IfDB45cgRz585F165dceDAAWzduhV79uzR+3nGjBmDpk2bYv78+ejSpQv279+vNV8QyJ+H995778HT0xM9evSATCbD2bNn8ffff2s9bLJ161Y0aNAAzZo1w4YNGxAdHY3vv/8eAODs7Axzc3NERESgXLlyUCqVsLW11fv1kPHYuus2BvT2xM07Wbh77wkGf+SFBw+z8edfz0ZBFs+qhT+OJeOXPXeQlaXC9YRMrTaePFEjLS23QDnR2+j64rWovWYOUk79jdQT5+A1ZgBMLM1xc13+A3u1187Bk9v3EDt5IQDg3u5DqDBuIFJjLiIl+hwsfTxROXQs7u0+VCBIpLeTyGBQp1IfDI4fPx4nT57E9OnTYWNjg4ULFyIgIEDv52ncuDFWrVqFadOmYerUqfD398fkyZMxc+ZMTZ2AgADs3r0bM2bMwJw5c2BqaooqVapoHhZ5avr06di8eTNGjBgBNzc3bNq0CdWqVQMAmJiYYMmSJZgxYwamTp2K5s2bIyoqSu/XQ8Zjw7abUCrlmDCqMqwsTXD+YirGTzuvNR/Q3dUcdjamOlohko67W/fBzMkBlaeNgcLVCWlnLyH6vcHI+fehEnMPN4jPBXnXvspPBftOHweluwty7j/EvT2HEDtlUUldAtEbJYgix7/1SRAEbN++3ehfLdesM5dkIPqvkIihJd0FolKpU26sQdvPOP4/vbVl1aiz3toqLUr9yCARERHR62CaWDejuTsdOnTQWhLm+e2rr74q6e7p9OeffxbZ9+eXgCEiIqJC8A0kOhnNyODq1auRlZVV6D4Hh8LfV/kqDJF1b9CgAWJiYvTeLhEREZHRBIPu7u4l3YVXZm5u/sLlbIiIiKgITBPrZDTBIBERERknqb45RF8YKhMREREZMY4MEhERkbQxTawTg0EiIiKSNBFME+vCUJmIiIjIiHFkkIiIiCSNi07rxmCQiIiIpI3BoE68O0RERERGjCODREREJGlcZ1A3BoNEREQkaZwzqBuDQSIiIpI2jgzqxFCZiIiIyIhxZJCIiIgkjWli3RgMEhERkaTxDSS6MVQmIiIiMmIcGSQiIiJJY5pYNwaDREREJG18mlgnhspERERERowjg0RERCRpIse+dGIwSERERJLG19HpxlCZiIiIyIhxZJCIiIgkjU8T68ZgkIiIiCSNi07rxmCQiIiIJI0jg7rx7hAREREZMY4MEhERkaTxaWLdGAwSERGRpHHOoG5MExMREREZMY4MEhERkaTxARLdGAwSERGRpDFNrBtDZSIiIiIjxpFBIiIikjSmiXXj3SEiIiJJEyHobXtZy5cvh5eXF5RKJRo1aoTo6Ogi665atQrNmzeHvb097O3t4e/vr7O+vjAYJCIiIjKALVu2IDg4GNOmTcPp06dRu3ZtBAQEICkpqdD6UVFR6NOnDw4dOoRjx47Bw8MD7dq1w+3btw3aT0EURdGgZyCj1Kzz7yXdBaJSJyRiaEl3gahU6pQba9D2r8dd01tbFXwqFrtuo0aN8M4772DZsmUAALVaDQ8PD4wePRqTJk164fEqlQr29vZYtmwZAgMDX7nPL8I5g0RERCRp+nyaODs7G9nZ2VplCoUCCoVCqywnJwenTp1CSEiIpkwmk8Hf3x/Hjh0r1rkyMzORm5sLBweH1++4DgwGySC21w4v6S4QlTq/T75U0l0gMkr6fB1dWFgYpk+frlU2bdo0hIaGapUlJydDpVLBxcVFq9zFxQWXL18u1rkmTpyIsmXLwt/f/7X6/CIMBomIiIiKKSQkBMHBwVpl/x0V1IfZs2dj8+bNiIqKglKp1Hv7z2MwSERERJImivobGSwsJVwYR0dHyOVy3Lt3T6v83r17cHV11Xns/PnzMXv2bBw8eBC1atV6rf4WB58mJiIiIkkTIdPbVlxmZmaoX78+IiMjNWVqtRqRkZHw8/Mr8ri5c+di5syZiIiIQIMGDV7ruouLI4NEREREBhAcHIwBAwagQYMGaNiwIRYvXozHjx9j4MCBAIDAwEC4u7sjLCwMADBnzhxMnToVGzduhJeXFxITEwEAVlZWsLKyMlg/GQwSERGRpJXUu4l79+6N+/fvY+rUqUhMTESdOnUQERGheagkISEBMtmz0cYVK1YgJycHPXr00GqnsAdU9InrDJJB3J88sKS7QFTq/N75+5LuAlGp1KORYWetxcbd1Ftbvj4eemurtOCcQSIiIiIjxjQxERERSVpJpYnfFgwGiYiISNIYDOrGNDERERGREePIIBEREUmaPhedliIGg0RERCRpTBPrxmCQiIiIJI3BoG6cM0hERERkxDgySERERJLGkUHdGAwSERGRpPEBEt2YJiYiIiIyYhwZJCIiIklTM02sE4NBIiIikjTOGdSNaWIiIiIiI8aRQSIiIpI0PkCiG4NBIiIikjSmiXVjmpiIiIjIiHFkkIiIiCSNaWLdGAwSERGRpDFNrBuDQSIiIpI0jgzqxjmDREREREaMI4NEREQkaeqS7kApx2CQiIiIJI1pYt2YJiYiIiIyYhwZJCIiIknj08S6MRgkIiIiSWOaWDemiYmIiIiMGEcGiYiISNKYJtaNwSARERFJmlos6R6UbkwTExERERkxjgwSERGRpDFNrBuDQSIiIpI0Pk2sG4NBIiIikjSRcwZ1eqk5g6IoYujQoXBwcIAgCLCzs8O4ceM0+728vLB48WI9d9EwBEHAjh07SrobAIDQ0FDUqVOnpLtBRERERuilRgYjIiIQHh6OqKgoeHt7o0ePHlr7T5w4AUtLS712UGoEQcD27dvRtWvXku4KvYWUjdrAolkHyKxskZeYgIzdG5B3+3qhdRV1m8Km+2CtMjE3F8nThz4rMFPAql1PmFWtC5mFFVSP7iPr2EE8ORFlwKsgejl/HdyAP/euQUZqMlw9quC9/l/Aw6dWkfXPR0fg4LYlSEm+jTIu5RHQezx8a7fU7BdFEZG/LMWJqK14kpmO8pXq4v2gaXB09dLUmRfcFinJd7TabdczGC07D9F8vnruMCK3L8W929dgYqpABd8G6NBnIuyd3PV38aQXas4Z1OmlgsG4uDi4ubmhSZMm+QebaB/u5OSkv569hpycHJiZmZV0N4j0SlGjIaw6fIj0XT8g7+Y/MG/yLmyDxuPh4hCIj9MLPUb9JBMPF4c8K/hPqsSqw4cw866K9J9XQvUoGWYVa8Cqc3+o01OQcznGcBdDVEzn/tqLvRvnoEtQKDx8auHI/h8QPm8IPp27F1Y2ZQrUv3H1DH765jO06/kpfOu0wtlju7Fh8WiMnPkzXMpVBgD8uWc1jh34Ed2HhMHBqRwObFuC8HlDMDZsN0zNFJq22n4wGu+06qn5rDB/Ntjx8P4t/Pj1SDRtH4Sen8zDk6x07N0wGxuWjMaomb8Y8I7Qq+CcQd2KnSYOCgrC6NGjkZCQAEEQ4OXlVaDOf9PEgiBgxYoV6NChA8zNzeHt7Y2ff/5Zsz8+Ph6CIGDz5s1o0qQJlEolatSogd9//12r3b///hsdOnSAlZUVXFxc0L9/fyQnJ2v2t2rVCqNGjcK4cePg6OiIgICAl7gF+W7evIlevXrBzs4ODg4O6NKlC+Lj47Wuv2vXrpg/fz7c3NxQpkwZjBw5Erm5uZo6d+/eRadOnWBubo4KFSpg48aNWvfk6T3r1q1bofdw/fr18PLygq2tLT788EOkpxf+C/6/WrVqhdGjR2PcuHGwt7eHi4sLVq1ahcePH2PgwIGwtrZGxYoVsW/fPs0xUVFREAQB+/fvR926dWFubo42bdogKSkJ+/btQ9WqVWFjY4O+ffsiMzPzpe8n6Z9503Z4cvIPZJ8+DNX9O8jY9QPE3Bwo6zcv+iAREDPSnm2P07R2m3pWxJMzR5B7PRbqlAd4cvJ35CXehEk5bwNfDVHxHIlYhwateqJ+iw/g7F4RXYJCYapQ4tTvhQdcx/b/gEo1m6F5p0FwdvfBuz3GoqxXVRw7sBFA/qjgkf0/oNX7n6Ba/bZw9fRFz2GzkZ6ShEunD2q1pVBawtrOSbOZKSw0++5cvwC1Wg3/7mNRxsUT7l7V0azjx0hMuAxVXi6I3ibFDga//vprzJgxA+XKlcPdu3dx4sSJYh03ZcoUdO/eHWfPnkW/fv3w4Ycf4tKlS1p1/u///g/jx4/HmTNn4Ofnh86dO+PBgwcAgJSUFLRp0wZ169bFyZMnERERgXv37qFXr15abaxbtw5mZmY4cuQIvv322+JeFgAgNzcXAQEBsLa2xp9//okjR47AysoK7du3R05OjqbeoUOHEBcXh0OHDmHdunUIDw9HeHi4Zn9gYCDu3LmDqKgobNu2DStXrkRSUpJm/9N7tnbt2gL3MC4uDjt27MDu3buxe/du/P7775g9e3axr2HdunVwdHREdHQ0Ro8ejeHDh6Nnz55o0qQJTp8+jXbt2qF///4FArvQ0FAsW7YMR48e1QTEixcvxsaNG7Fnzx78+uuvWLp06UvdTzIAuRwmZb2QE3fhWZkoIjfuIkw9KhZ5mGCmgMNn8+Dwfwtg028M5M5ltfbnJlyDWZW6kFnbAQBMK1SB3NEFudf+NsRVEL2UvLwc3Im/gIrV/TRlMpkMFav5IeFaTKHHJFw7C5/n6gNAxZrNcPPf+o/u30JGarJWHaWFNcp510LCtbNax/2xZzVmDW+MZZM/wJ97vodKlafZV7ZCdQiCgNN//gK1WoUnmemIObILPtX9IDcxfc0rJ30TRf1tUlTsNLGtrS2sra0hl8vh6upa7BP07NkTgwfnz1uaOXMmDhw4gKVLl+Kbb77R1Bk1ahS6d+8OAFixYgUiIiLw/fffY8KECVi2bBnq1q2Lr776SlN/zZo18PDwwJUrV1C5cv6wf6VKlTB37txi9+t5W7ZsgVqtxurVqyEI+UPJa9euhZ2dHaKiotCuXTsAgL29PZYtWwa5XI4qVaqgU6dOiIyMxJAhQ3D58mUcPHgQJ06cQIMGDQAAq1evRqVKlTTneZpGt7OzK3AP1Wo1wsPDYW1tDQDo378/IiMj8eWXXxbrGmrXro3JkycDAEJCQjB79mw4OjpiyJD8+S1Tp07FihUrcO7cOTRu3Fhz3KxZs9C0aVMAwKBBgxASEoK4uDh4e+ePDPXo0QOHDh3CxIkTX+KOkr7JLKwhyOVQZ2iP7KkzUmHqWPjPoyo5Eenb1yAv8SZkSguYN2sPu6Ff4NGSyVCnPQIAZOzeAOuuQSgzcRFEVR4gikjfEY7c+CsGvyaiF8lMT4FarSqQDrayLYP7dwufK5uRmgwrW0ft+jZlkJ6an016+qeV7X/bdERGyn3NZ793+6OsVzVYWNrixrUz+PWnRUhPuY+O/SYBABycymHghNXYtCwYO9eGQq1WwbNiHQSO/+71LpoMgusM6mbwpWX8/PwKfI6JiSmyjomJCRo0aKAZPTx79iwOHToEKyurAm3HxcVpgsH69eu/ch/Pnj2La9euaQKxp548eYK4uDjN5+rVq0Mul2s+u7m54fz58wCA2NhYmJiYoF69epr9FStWhL29fbH64OXlpXV+Nzc3rVHFF6lV69lkarlcjjJlyqBmzZqaMhcXFwAo0Obzx7m4uMDCwkITCD4ti46O1nnu7OxsZGdna5flqaAwkRdxBL0JeTfjkHcz//tXhfxRQIexX0L5TitkRm4HAJg39odJOW+krl8MVcoDmHr5wqrzR1CnpyA37mIJ9p6oZDXrEKT5u6unL+RyU+wMD0W7XsEwMTVDesp9bP9+Kuo164JajTsh+8ljRP6yFJuWjsXAiWs0AwtEb4NSv85gRkYGOnfujDlz5hTY5+bmpvn76zzFnJGRgfr162PDhg0F9j3/UIypqfbQvyAIUKvVr3ze571u24Ud/3zZ03+Y/tvmf+u8Sj/CwsIwffp0rbLPmtfGhBZ1i91/0k2dmQ5RpYLMykarXGZlW2C0sOhGVMi7mwB5Gef8zyamsHy3O9I2LkXOlXMAANW9WzBx84RF0/ZIZTBIJczC2g4ymRwZaQ+0yjNSHxQY/XvKytYRGanJ2vXTHsD63/pP/8xIfQAbO+fn2kyGW/mqRfbFw6cW1Ko8PEq+DSe3Cvjr4EYoLazR/sP/09Tp+clczB3XGjfjzsKzYp2XulYyLL6bWDeDv5v4r7/+KvC5atWqRdbJy8vDqVOnNHXq1auHCxcuwMvLCxUrVtTa9LWMTb169XD16lU4OzsXOIetrW2x2vD19UVeXh7OnDmjKbt27RoePXqkVc/U1BQqlUov/S4tQkJCkJqaqrWNbVL0sg/0ClQq5N2Jh5l3tWdlggBT76rIvXmteG0IAuQu5aBOT83/KJdDMDEpOAlGVAMyjmpQyTMxMUNZr+qIu/Dsd4RarUbcxb+KDLY8K9ZG3EXt3ztxfx+Fx7/17Z3KwcrWEf88V+dJVgZu/XMOnhVrF9mXuwmXIQgyWNk4AAByc55AELR/hQqy/M+iVCeWvcVEUdDbJkUGDwa3bt2KNWvW4MqVK5g2bRqio6MxatQorTrLly/H9u3bcfnyZYwcORKPHj3Cxx9/DAAYOXIkHj58iD59+uDEiROIi4vD/v37MXDgQL0FVf369YOjoyO6dOmCP//8E9evX0dUVBTGjBmDW7duFauNKlWqwN/fH0OHDkV0dDTOnDmDoUOHwtzcXCtd4OXlhcjISCQmJhYIFN9WCoUCNjY2WhtTxPqXdeRXKBu0hKJuU8id3GD1fiAEMwWenDoMALDuPhiW7z5b+9Oi9fswrVgdMnsnmLiVh3XPoZDblcGTk38AAMTsJ8i5fhmW7XvBtIIvZPaOUNRtCmWdJsi+eLpErpHov5q2H4CTv2/F6T93IOl2HHatm46c7CzUb9ENALD1u4nY/9NCTX2/gEBcPX8Yh/etxf07/yDyl2W4ff0C/N7tCyA/29E0IBCHdn6LS6d/Q+LNK/j5u0mwtnNG1Xr+AICEq2dwJGId7iZcxsOkm4g5+j/s3TAbdZp0hrll/gCBb52WuH39PH7bsRzJifG4HX8Bv6z6AnaOZVFWxwgjUWlk8DTx9OnTsXnzZowYMQJubm7YtGkTqlWrplVn9uzZmD17NmJiYlCxYkXs2rULjo75Q/lly5bFkSNHMHHiRLRr1w7Z2dkoX7482rdvD5lMP7GshYUF/vjjD0ycOBEffPAB0tPT4e7ujrZt28LGxubFDfzrhx9+wKBBg9CiRQu4uroiLCwMFy5cgFKp1NRZsGABgoODsWrVKri7u2stX0OkS/bf0RAsrWHZtmv+otN3E5C6bqFmuRiZXRmtUT5BaQHrrkGQWdlCzMpE7p14pKz8Eqr7zxbSTduyAlbtesC65zDIzC2hSnmAxwe24Un0oTd+fUSFqdW4Ix6nP0LkL0uQnpoMN8+qCPq/lZo0ceqDu1ojdOUr1UWv4fNw8Oev8evWRSjjUh79xi3VrDEIAM07DUZOdhZ2rJ2GJ5lpKF+pHoI+W6lZY1Buaobzx/fitx3LkZebA3uncmjafgCatg/StOFTrTF6DZ+HP/Z8jz/3rIGpmRIeFesg6LNVMDV79m8+lQ4crNVNEA04nv2it23Ex8ejQoUKOHPmjCRfx3br1i14eHjg4MGDaNu2bUl35426P3lgSXeBqNT5vfP3Jd0FolKpRyPDJip3n857caVieq9eqX/c4qVJ74pK0G+//YaMjAzUrFkTd+/exYQJE+Dl5YUWLVqUdNeIiIiMFkcGdTP4nMGSsGHDBlhZWRW6Va9e3WDnzc3Nxeeff47q1aujW7ducHJyQlRUVIEndF9GQkJCkddiZWWFhIQEPV4BERERGRuDjgy+KAPt5eVlkKeu3n//fTRq1KjQfa8TmL1IQEDAK70KT5eyZcsWWJfxv/uJiIioaFJ9ClhfJJkmtra2LrCA9NvKxMQEFSsW/boxIiIi0o3rDOomyTQxERERERWPJEcGiYiIiJ7iAyS6cWSQiIiIJE2EoLftZS1fvhxeXl5QKpVo1KgRoqOjddbfunUrqlSpAqVSiZo1a2Lv3r2vetnFxmCQiIiIyAC2bNmC4OBgTJs2DadPn0bt2rUREBCApKSkQusfPXoUffr0waBBg3DmzBl07doVXbt2xd9//23Qfhp00WkyXlx0mqggLjpNVDhDLzr983G13tp6mb42atQI77zzDpYtWwYg/93aHh4eGD16NCZNmlSgfu/evfH48WPs3r1bU9a4cWPUqVMH33777et3vggcGSQiIiJJE0X9bdnZ2UhLS9PasrOzC5wzJycHp06dgr+/v6ZMJpPB398fx44dK7Sfx44d06oP5C9bV1R9fWEwSERERFRMYWFhsLW11drCwsIK1EtOToZKpYKLi4tWuYuLCxITEwttOzEx8aXq6wufJiYiIiJJ0+eEuJCQEAQHB2uVKRQK/Z2gBDAYJCIiIklT6/ENJAqFoljBn6OjI+RyOe7du6dVfu/ePbi6uhZ6jKur60vV1xemiYmIiEjS9DlnsLjMzMxQv359REZGasrUajUiIyPh5+dX6DF+fn5a9QHgwIEDRdbXF44MEhERERlAcHAwBgwYgAYNGqBhw4ZYvHgxHj9+jIED81fcCAwMhLu7u2bO4dixY9GyZUssWLAAnTp1wubNm3Hy5EmsXLnSoP1kMEhERESSVlKL6PXu3Rv379/H1KlTkZiYiDp16iAiIkLzkEhCQgJksmdJ2iZNmmDjxo2YPHkyPv/8c1SqVAk7duxAjRo1DNpPrjNIBsF1BokK4jqDRIUz9DqDP/6pv1Dno+b6m39YWnDOIBEREZERY5qYiIiIJE3U49PEUsRgkIiIiCSNE+J0Y5qYiIiIyIhxZJCIiIgkTc2RQZ0YDBIREZGkMU2sG9PEREREREaMI4NEREQkaRwZ1I3BIBEREUka5wzqxmCQiIiIJI0jg7pxziARERGREePIIBEREUmaWl3SPSjdGAwSERGRpDFNrBvTxERERERGjCODREREJGkcGdSNwSARERFJGpeW0Y1pYiIiIiIjxpFBIiIikjRRr3liQY9tlQ4MBomIiEjSOGdQN6aJiYiIiIwYRwaJiIhI0rjotG4MBomIiEjSmCbWjcEgERERSRqXltGNcwaJiIiIjBhHBskgTCzNS7oLRKWOo2V2SXeBqJQy7O8Mpol1YzBIREREkibqNU8svXUGmSYmIiIiMmIcGSQiIiJJ4wMkujEYJCIiIknjnEHdmCYmIiIiMmIcGSQiIiJJUzNPrBODQSIiIpI0pol1Y5qYiIiIyIhxZJCIiIgkjSODujEYJCIiIklTMxrUicEgERERSZqoLukelG6cM0hERERkxDgySERERJImMk2sE4NBIiIikjQ108Q6MU1MREREZMQ4MkhERESSxjSxbgwGiYiISNL4NjrdmCYmIiIiMmIcGSQiIiJJEzk0qBODQSIiIpI0ThnUjWliIiIiIiPGkUEiIiKSNDXTxDoxGCQiIiJJ49IyujEYJCIiIkkT+QYSnThnkIiIiMiIcWSQiIiIJE3NNLFOHBkkIiIiSRNFUW+boTx8+BD9+vWDjY0N7OzsMGjQIGRkZOisP3r0aPj6+sLc3Byenp4YM2YMUlNTX/rcDAaJiIiISli/fv1w4cIFHDhwALt378Yff/yBoUOHFln/zp07uHPnDubPn4+///4b4eHhiIiIwKBBg1763EwTExERkaSV9qVlLl26hIiICJw4cQINGjQAACxduhQdO3bE/PnzUbZs2QLH1KhRA9u2bdN89vHxwZdffomPPvoIeXl5MDEpfojHkUEiIiKSNFHU35adnY20tDStLTs7+7X6d+zYMdjZ2WkCQQDw9/eHTCbD8ePHi91OamoqbGxsXioQBBgMEhERERVbWFgYbG1ttbawsLDXajMxMRHOzs5aZSYmJnBwcEBiYmKx2khOTsbMmTN1ppaLwmCQiIiIJE1Ui3rbQkJCkJqaqrWFhIQUet5JkyZBEASd2+XLl1/7+tLS0tCpUydUq1YNoaGhL3085wwSERGRpOlzaRmFQgGFQlGsuuPHj0dQUJDOOt7e3nB1dUVSUpJWeV5eHh4+fAhXV1edx6enp6N9+/awtrbG9u3bYWpqWqy+PY/BIBEREZEBODk5wcnJ6YX1/Pz8kJKSglOnTqF+/foAgN9++w1qtRqNGjUq8ri0tDQEBARAoVBg165dUCqVr9RPpomJiIhI0vSZJjaEqlWron379hgyZAiio6Nx5MgRjBo1Ch9++KHmSeLbt2+jSpUqiI6OBpAfCLZr1w6PHz/G999/j7S0NCQmJiIxMREqleqlzs+RQSIiIpI0QwVx+rRhwwaMGjUKbdu2hUwmQ/fu3bFkyRLN/tzcXMTGxiIzMxMAcPr0ac2TxhUrVtRq6/r16/Dy8ir2uRkMEhERkaS9BbEgHBwcsHHjxiL3e3l5ab0BpVWrVnp7IwrTxERERERGjCODREREJGlvQ5q4JL31I4OtWrXCuHHj9NpmeHg47Ozs9NomERERlQxRFPW2SRFHBoneIop6LaBo9C5kVjZQJd1C5q8/QXX3RqF1zWo2huV7gVplYl4uUuaN1Xy26NQfilp+WnVy/7mAjC3L9d95Ij05tG8zDuxch9SUByjnVRkfDpqICpVqFln/1NFfsXPTN3hw/w6c3TzxwUdjUbN+c83+Yd3rFHrcB/3HIaBrkObz+VN/YPfWlbh94ypMTc1QqVp9jJi0WE9XRVRyGAwSvSVMq9aHedvuyIzYhLw78VC+0wZWvUcjbWUoxMyMQo8Rn2QhdeX05woK/q82N+4CHu9Z/6xAlavvrhPpzYkj+/Fz+AL0HfYFKlSqicjdG7Bk5ghMX7oTNrYOBerHXY7B6kUh6NpvNGo1aIHoP/dhxdxP8cW8zXD3zH8Cc+7qg1rH/H3mMNZ/Mx31Gvtryk4fO4j1385A176jUaVmQ6hUebiTcM2wF0t6o2aaWKe3Pk0M5K/SPWrUKNja2sLR0RFTpkzRDOU+evQIgYGBsLe3h4WFBTp06ICrV69qHR8eHg5PT09YWFigW7duePDggWZffHw8ZDIZTp48qXXM4sWLUb58eajVap19i4qKgiAI2L9/P+rWrQtzc3O0adMGSUlJ2LdvH6pWrQobGxv07dtX87g4AERERKBZs2aws7NDmTJl8N577yEuLk6zPycnB6NGjYKbmxuUSiXKly+veTeiKIoIDQ2Fp6cnFAoFypYtizFjxhTrXt69exedOnWCubk5KlSogI0bN8LLywuLFy8u1vFkOMqGbZB99ghyzv8F9YNEZEZsAvJyYFarSZHHiBAhPk57tmWmF6yjytOu8yTLkJdB9FoO/m89mvl/gKZtuqKshw/6DZsMM4USRyN3FFo/cs9GVK/bBAFdg+BWzhtd+oyEZ4WqiNq3WVPH1t5RazsbHYXKNd6Bk2s5AIBKlYcta+aie/9P0TKgJ1zKlkdZDx80aBrwJi6Z9IBpYt0kEQyuW7cOJiYmiI6Oxtdff42FCxdi9erVAICgoCCcPHkSu3btwrFjxyCKIjp27Ijc3PzRj+PHj2PQoEEYNWoUYmJi0Lp1a8yaNUvTtpeXF/z9/bF27Vqtc65duxZBQUGQyYp3C0NDQ7Fs2TIcPXoUN2/eRK9evbB48WJs3LgRe/bswa+//oqlS5dq6j9+/BjBwcE4efIkIiMjIZPJ0K1bN03wuWTJEuzatQs//fQTYmNjsWHDBs2aQtu2bcOiRYvw3Xff4erVq9ixYwdq1iw6hfK8wMBA3LlzB1FRUdi2bRtWrlxZ4BU5VAJkcshdPZF3Pfa5QhG58Zdh4l6hyMMEMwVsRsyE7cgvYdl9GGSObgXqmHhWgu2YObAZOg0WAR9CMLc0wAUQvb683FwkxF1C1VrP3sggk8lQpVYj/HPlXKHH/HPlHKrU0n6DQ7U6fvgntvD6aSkPcP70YTRr21VTlvDPJaQ8TIIgEzDrs974v0H+WDJrJG5zZJAkQhJpYg8PDyxatAiCIMDX1xfnz5/HokWL0KpVK+zatQtHjhxBkyb5oycbNmyAh4cHduzYgZ49e+Lrr79G+/btMWHCBABA5cqVcfToUURERGjaHzx4MD755BMsXLgQCoUCp0+fxvnz57Fz585i93HWrFlo2rQpAGDQoEEICQlBXFwcvL29AQA9evTAoUOHMHHiRABA9+7dtY5fs2YNnJyccPHiRdSoUQMJCQmoVKkSmjVrBkEQUL58eU3dhIQEuLq6wt/fH6ampvD09ETDhg1f2MfLly/j4MGDOHHiBBo0aAAAWL16NSpVqqTzuOzsbGRnZ2uX5amgMJG/8JxUPIKFFQSZHOrMNK1y8XE65GVcCj1G9fAeMvf8CFXSbQgKcyga+cOm/2dIXT0TYnoKACD3n4vIjY2BKvUB5HZOMG/1Pqx6jUT6D/MKTSkTlaSM9EdQq1WwtiujVW5jWwaJt+MLPSYtJRk2tv+pb1cGqSnJhdY/FrULSnML1G3UVlOWfO82AGD3lu/QM2g8yjiXxYFdP2DB1MGYuXQnLK1tX+Oq6E3g08S6SWJksHHjxhAEQfPZz88PV69excWLF2FiYqL1Xr8yZcrA19cXly5dAgBcunSpwHv//Py0J9R37doVcrkc27dvB5CfVm7duvVLre5dq1Ytzd9dXFxgYWGhCQSflj0/Anf16lX06dMH3t7esLGx0ZwrISEBQP6IZ0xMDHx9fTFmzBj8+uuvmmN79uyJrKwseHt7Y8iQIdi+fTvy8vJe2MfY2FiYmJigXr16mrKKFSvC3t5e53FhYWGwtbXV2hZFnX7h+ciwVLevI+fv41Al3ULezat4/Mt3UGelQ1G3maZO7qVTyL12Hur7d5B79Swytn4Dk7JeMPGsXII9Jyo5RyJ3omHzjjA1U2jKRDE/I9Oh+yDU8/NHeZ9qGDBqBgRBwKljB0qqq/QSSvvr6EqaJIJBQzMzM0NgYCDWrl2LnJwcbNy4ER9//PFLtWFqaqr5uyAIWp+flj0//7Bz5854+PAhVq1ahePHj2teOZOTkwMAqFevHq5fv46ZM2ciKysLvXr1Qo8ePQDkj5TGxsbim2++gbm5OUaMGIEWLVpoUuP6FhISgtTUVK3t01b1XnwgFZuYmQFRrYLMwkarXLC0hjojrYij/kOthirxFuT2Rb80XZ3yAOrMdMh01CEqKVbW9pDJ5EhPeaBVnpb6ALZ2joUeY2PniLTU/9RPKbz+1Yunce9OPJr5d9Mqt7XL/3ko6+GjKTM1NYOjizse3r/7StdCVJpIIhh8Gig99ddff6FSpUqoVq0a8vLytPY/ePAAsbGxqFatGoD8l0MXdvx/DR48GAcPHsQ333yDvLw8fPDBBwa4Eu0+Tp48GW3btkXVqlXx6NGjAvVsbGzQu3dvrFq1Clu2bMG2bdvw8OFDAIC5uTk6d+6MJUuWICoqCseOHcP58+d1ntfX1xd5eXk4c+aMpuzatWuFnvt5CoUCNjY2WhtTxHqmVkGVmAATL9/nCgWYlvdF3u3rxWtDECB3LqszeBSs7SCYW0LMSH29/hIZgImpKTx9quLS+WhNmVqtxuVz0fCuXKvQY7wr18Llc9FaZZfO/QVv34L1j0Ruh6dPNXho/ZwBnj5VYWJqppWKVuXl4kHSHTg4FZyHS6WPWhT1tkmRJOYMJiQkIDg4GMOGDcPp06exdOlSLFiwAJUqVUKXLl0wZMgQfPfdd7C2tsakSZPg7u6OLl26AADGjBmDpk2bYv78+ejSpQv279+vNV/wqapVq6Jx48aYOHEiPv74Y5ibmxvseuzt7VGmTBmsXLkSbm5uSEhIwKRJk7TqLFy4EG5ubqhbty5kMhm2bt0KV1dX2NnZITw8HCqVCo0aNYKFhQV+/PFHmJuba80rLEyVKlXg7++PoUOHYsWKFTA1NcX48eNhbm6ulYankvEk+jdYvhcIVeIN5N25AeU7rQFTBXLOHQMAWLw3AOr0FDz5PX8uq7JpB+TdiYf6URIEhQWUjf0hs3FAdsyR/AZNFTBv1hE5sWcgPk6DzM4J5q27Qf3oPnKvXyqpyyTSyb9zf4QvnQIvn2rwqlQDkbs3ICc7C03a5P+bvnbJZNg5OKPbR/krKLTt1Bfzpw7GgV0/oGa95jhxJAI34i7io0+marWblZmBU8cOoMeA8QXOaW5hhRbteuB/W1bAwdEFDk5l8evOdQCA+k3aGfiKSR+kmt7VF0kEg4GBgcjKykLDhg0hl8sxduxYDB06FED+U79jx47Fe++9h5ycHLRo0QJ79+7VpGkbN26MVatWYdq0aZg6dSr8/f0xefJkzJw5s8B5Bg0ahKNHj750ivhlyWQybN68GWPGjEGNGjXg6+uLJUuWoFWrVpo61tbWmDt3Lq5evQq5XI533nkHe/fuhUwmg52dHWbPno3g4GCoVCrUrFkT//vf/1CmTJmiT/qvH374AYMGDUKLFi3g6uqKsLAwXLhwAUql0oBXTMWRe+kUsiysoGz+HmSW+YtOZ/y0TLNcjMzGHhCfTTUQlBaw6NAXMksbiE8yoUq8ifT186F+kJhfQVRD7uwOq5qNISjNoU5PRd71S8j643+A6sVzTIlKwjtNA5CR+gi7Nq9AWkoyylXwxZjJ38Dm34dKHibf1frPq0+VOhg87ivs3LQcOzYshbObJ4ZPWKRZY/CpE4cjIIpAw2btCz1vj8BPIZebYM2SycjNyUaFSjUQHLoSllY2hdan0kWqS8LoiyDyDhXbzJkzsXXrVpw7V/iSBFJ069YteHh44ODBg2jbtu2LD/jXo7ARBuwV0dvpbOcFJd0FolKpVQ3DZdsAIHCK/uZ2/jBTelMDJDEyaGgZGRmIj4/HsmXLtNYglKLffvsNGRkZqFmzJu7evYsJEybAy8sLLVq0KOmuERERvRK+gUQ3STxAYmijRo1C/fr10apVqwIp4k8++QRWVlaFbp988kkJ9bhwf/75Z5F9tbKyAgDk5ubi888/R/Xq1dGtWzc4OTkhKiqqwNPPREREbwsuLaMb08SvKSkpCWlphT+daWNjA2dn5zfco6JlZWXh9u3bRe6vWLFikfteFtPERAUxTUxUOEOnifuFFP2772VtCHPXW1ulBdPEr8nZ2blUBXy6mJub6zXgIyIiehtw3Es3BoNEREQkaeJzL3WggjhnkIiIiMiIcWSQiIiIJI1PE+vGYJCIiIgkjXMGdWOamIiIiMiIcWSQiIiIJE2q6wPqC4NBIiIikjQGg7oxGCQiIiJJU4tcWkYXzhkkIiIiMmIcGSQiIiJJY5pYNwaDREREJGkMBnVjmpiIiIjIiHFkkIiIiCSNi07rxmCQiIiIJE2t5tPEujBNTERERGTEODJIREREksYHSHRjMEhERESSJnLRaZ2YJiYiIiIyYhwZJCIiIkljmlg3BoNEREQkaQwGdWMwSERERJKm5pxBnThnkIiIiMiIcWSQiIiIJI1pYt0YDBIREZGkiXwDiU5MExMREREZMY4MEhERkaQxTawbg0EiIiKSNL6BRDemiYmIiIiMGEcGiYiISNLUTBPrxGCQiIiIJI1PE+vGNDERERGREePIIBEREUkanybWjcEgERERSRqfJtaNwSARERFJGkcGdeOcQSIiIiIjxpFBIiIikjQ+TaybIIoix06JJCo7OxthYWEICQmBQqEo6e4QlQr8uSDSxmCQSMLS0tJga2uL1NRU2NjYlHR3iEoF/lwQaeOcQSIiIiIjxmCQiIiIyIgxGCQiIiIyYgwGiSRMoVBg2rRpnCRP9Bz+XBBp4wMkREREREaMI4NERERERozBIBEREZERYzBIREREZMQYDBIREREZMQaDREREREaMwSDRWyYoKAiCIEAQBJiZmaFixYqYMWMG8vLyAACiKGLlypVo1KgRrKysYGdnhwYNGmDx4sXIzMwEAFy4cAHdu3eHl5cXBEHA4sWLS/CKiF6fPn4uVq1ahebNm8Pe3h729vbw9/dHdHR0SV4W0RvBYJDoLdS+fXvcvXsXV69exfjx4xEaGop58+YBAPr3749x48ahS5cuOHToEGJiYjBlyhTs3LkTv/76KwAgMzMT3t7emD17NlxdXUvyUoj05nV/LqKiotCnTx8cOnQIx44dg4eHB9q1a4fbt2+X5GURGRzXGSR6ywQFBSElJQU7duzQlLVr1w7p6en49NNP0bt3b+zYsQNdunTROk4URaSlpcHW1lar3MvLC+PGjcO4cePeQO+JDEPfPxcAoFKpYG9vj2XLliEwMNDQl0BUYjgySCQB5ubmyMnJwYYNG+Dr61vgFx4ACIJQ6C88Iql63Z+LzMxM5ObmwsHBwdBdJSpRDAaJ3mKiKOLgwYPYv38/2rRpg6tXr8LX17eku0VUovT1czFx4kSULVsW/v7+BuglUelhUtIdIKKXt3v3blhZWSE3NxdqtRp9+/ZFaGgodu/eXdJdIyox+vy5mD17NjZv3oyoqCgolUoD9Jao9GAwSPQWat26NVasWAEzMzOULVsWJib5P8qVK1fG5cuXS7h3RCVDXz8X8+fPx+zZs3Hw4EHUqlXLUN0lKjWYJiZ6C1laWqJixYrw9PTU/MIDgL59++LKlSvYuXNngWNEUURqauqb7CbRG6WPn4u5c+di5syZiIiIQIMGDd5Iv4lKGoNBIgnp1asXevfujT59+uCrr77CyZMncePGDezevRv+/v44dOgQACAnJwcxMTGIiYlBTk4Obt++jZiYGFy7dq2Er4BI/4r7czFnzhxMmTIFa9asgZeXFxITE5GYmIiMjIwSvgIiw+LSMkRvmcKW0HieWq3GypUrsWbNGly4cAEmJiaoVKkSAgMDMWTIEJibmyM+Ph4VKlQocGzLli0RFRVl2AsgMgB9/Fx4eXnhxo0bBY6dNm0aQkNDDXsBRCWIwSARERGREWOamIiIiMiIMRgkIiIiMmIMBomIiIiMGINBIiIiIiPGYJCIiIjIiDEYJCIiIjJiDAaJiIiIjBiDQSIiIiIjxmCQiIiIyIgxGCQiIiIyYgwGiYiIiIzY/wNVjLNhZ0yH2wAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "loading_matrix = pd.DataFrame(pca2.components_.T, columns = [\"PC1\", \"PC2\"], index = [\"bill_length_mm\",\t\"'bill_depth_mm\",\t\"flipper_length_mm\", \"body_mass_g\"])\n", + "\n", + "f = sns.heatmap(loading_matrix, cmap=\"coolwarm\", annot=True)\n", + "plt.title(\"Heatmap of Loading Matrix\")\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "python3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/nbs/04_Dabest_introduction.ipynb b/nbs/04_Dabest_introduction.ipynb index f0342a8..974394d 100644 --- a/nbs/04_Dabest_introduction.ipynb +++ b/nbs/04_Dabest_introduction.ipynb @@ -7,7 +7,9 @@ "---\n", "output-file: dabest_introduction.html\n", "title: 04. DABEST Introduction\n", - "\n", + "#author: \"Sangyu Xu, Joses Ho\"\n", + "#date: \"2020-02-12\"\n", + "date-modified: \"2023-10-19\"\n", "---\n", "\n" ] @@ -16,10 +18,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "DABEST is a package that performs [estimation statistics](https://www.estimationstats.com/#/) available on Python and R. With Jupyter Notebook you can try DABEST-Python. Before you are able to import the DABEST package, you need to install it. You can do so by going to your Anaconda Navigator>Environments Tab>base(root)>open Terminal. \n", - "\n", - "After this you can run\n", - ">pip install dabest\n" + "DABEST is a package that performs [estimation statistics](https://www.estimationstats.com/#/) available on Python and R. With Jupyter Notebook you can try DABEST-Python." ] }, { @@ -30,11 +29,7 @@ "source": [ "import pandas as pd\n", "import dabest\n", - "\n", - "# don't worry about these lines.\n", - "import warnings\n", - "import matplotlib.cbook\n", - "warnings.filterwarnings(\"ignore\", category=matplotlib.cbook.mplDeprecation)" + "from palmerpenguins import load_penguins" ] }, { @@ -43,8 +38,10 @@ "metadata": {}, "outputs": [], "source": [ - "# Read iris data from the sheet with pandas\n", - "iris = pd.read_csv('iris.csv')" + "penguins = load_penguins() \n", + "\n", + "# if you had trouble installing the package, you can also read in the data from the csv file by uncommenting the line below.\n", + "# penguins = pd.read_csv(\"penguins.csv\")\n" ] }, { @@ -73,65 +70,90 @@ " \n", " \n", " \n", - " sepal_length\n", - " sepal_width\n", - " petal_length\n", - " petal_width\n", " species\n", + " island\n", + " bill_length_mm\n", + " bill_depth_mm\n", + " flipper_length_mm\n", + " body_mass_g\n", + " sex\n", + " year\n", " \n", " \n", " \n", " \n", " 0\n", - " 5.1\n", - " 3.5\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " Torgersen\n", + " 39.1\n", + " 18.7\n", + " 181.0\n", + " 3750.0\n", + " male\n", + " 2007\n", " \n", " \n", " 1\n", - " 4.9\n", - " 3.0\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " Torgersen\n", + " 39.5\n", + " 17.4\n", + " 186.0\n", + " 3800.0\n", + " female\n", + " 2007\n", " \n", " \n", " 2\n", - " 4.7\n", - " 3.2\n", - " 1.3\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " Torgersen\n", + " 40.3\n", + " 18.0\n", + " 195.0\n", + " 3250.0\n", + " female\n", + " 2007\n", " \n", " \n", " 3\n", - " 4.6\n", - " 3.1\n", - " 1.5\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " Torgersen\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " 2007\n", " \n", " \n", " 4\n", - " 5.0\n", - " 3.6\n", - " 1.4\n", - " 0.2\n", - " setosa\n", + " Adelie\n", + " Torgersen\n", + " 36.7\n", + " 19.3\n", + " 193.0\n", + " 3450.0\n", + " female\n", + " 2007\n", " \n", " \n", "\n", "" ], "text/plain": [ - " sepal_length sepal_width petal_length petal_width species\n", - "0 5.1 3.5 1.4 0.2 setosa\n", - "1 4.9 3.0 1.4 0.2 setosa\n", - "2 4.7 3.2 1.3 0.2 setosa\n", - "3 4.6 3.1 1.5 0.2 setosa\n", - "4 5.0 3.6 1.4 0.2 setosa" + " species island bill_length_mm bill_depth_mm flipper_length_mm \\\n", + "0 Adelie Torgersen 39.1 18.7 181.0 \n", + "1 Adelie Torgersen 39.5 17.4 186.0 \n", + "2 Adelie Torgersen 40.3 18.0 195.0 \n", + "3 Adelie Torgersen NaN NaN NaN \n", + "4 Adelie Torgersen 36.7 19.3 193.0 \n", + "\n", + " body_mass_g sex year \n", + "0 3750.0 male 2007 \n", + "1 3800.0 female 2007 \n", + "2 3250.0 female 2007 \n", + "3 NaN NaN 2007 \n", + "4 3450.0 female 2007 " ] }, "execution_count": null, @@ -140,7 +162,7 @@ } ], "source": [ - "iris.head()" + "penguins.head()" ] }, { @@ -149,9 +171,9 @@ "metadata": {}, "outputs": [], "source": [ - "iris_analyze = dabest.load(data=iris, \n", - " x=\"species\", y=\"sepal_length\",\n", - " idx=(\"setosa\", \"virginica\")\n", + "penguins_analyse = dabest.load(data=penguins, \n", + " x=\"species\", y=\"bill_length_mm\",\n", + " idx=(\"Adelie\", \"Chinstrap\", \"Gentoo\")\n", " )" ] }, @@ -163,13 +185,16 @@ { "data": { "text/plain": [ - "DABEST v0.3.9999\n", - "================\n", - " \n", + "DABEST v2023.02.14\n", + "==================\n", + " \n", "Good evening!\n", - "The current time is Wed Feb 1 12:40:28 2023.\n", + "The current time is Thu Oct 19 12:57:27 2023.\n", "\n", - "The unpaired mean difference between setosa and virginica is 1.58 [95%CI 1.38, 1.78].\n", + "The unpaired mean difference between Adelie and Chinstrap is 10.0 [95%CI 9.14, 10.9].\n", + "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", + "\n", + "The unpaired mean difference between Adelie and Gentoo is 8.71 [95%CI 8.03, 9.41].\n", "The p-value of the two-sided permutation t-test is 0.0, calculated for legacy purposes only. \n", "\n", "5000 bootstrap samples were taken; the confidence interval is bias-corrected and accelerated.\n", @@ -186,7 +211,7 @@ } ], "source": [ - "iris_analyze.mean_diff" + "penguins_analyse.mean_diff" ] }, { @@ -194,21 +219,124 @@ "execution_count": null, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Applications/anaconda3/envs/dabest/lib/python3.9/site-packages/dabest/plotter.py:473: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n", + " rawdata_plot = sns.swarmplot(data=plot_data, x=xvar, y=yvar,\n", + "/Applications/anaconda3/envs/dabest/lib/python3.9/site-packages/dabest/plotter.py:563: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " rawdata_axes.set_xticklabels(ticks_with_counts)\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, - "metadata": { - "needs_background": "light" + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Additional resources\n", - "\n", + "author: \"Adam Claridge-Chang\"\n", + "date: \"2017-10-15\"\n", + "date-modified: \"2023-10-19\"\n", "---" ] }, @@ -151,7 +153,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "python3", "language": "python", "name": "python3" } diff --git a/nbs/_quarto.yml b/nbs/_quarto.yml index 0a6dfcb..02238bd 100644 --- a/nbs/_quarto.yml +++ b/nbs/_quarto.yml @@ -8,10 +8,16 @@ format: toc: true website: + title: "Modern Data Analysis" twitter-card: true open-graph: true repo-actions: [issue] navbar: + right: + - icon: github + href: https://github.com/acclab/moda + - icon: twitter + href: https://twitter.com/estimationstats background: primary search: true sidebar: diff --git a/nbs/exploration_times.csv b/nbs/exploration_times.csv deleted file mode 100644 index a32593f..0000000 --- a/nbs/exploration_times.csv +++ /dev/null @@ -1,13 +0,0 @@ -WT,CCR5 KO -3.478549209,4.983642079 -2.234099658,3.502187349 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