{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CS109A Introduction to Data Science \n", "\n", "\n", "## Lab 5: Exploratory Data Analysis, `seaborn`, more Plotting\n", "\n", "**Harvard University**
\n", "**Fall 2019**
\n", "**Instructors:** Pavlos Protopapas, Kevin Rader, and Chris Tanner
\n", "**Material Preparation:** Eleni Kaxiras.\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#RUN THIS CELL \n", "import requests\n", "from IPython.core.display import HTML\n", "styles = requests.get(\"https://raw.githubusercontent.com/Harvard-IACS/2018-CS109A/master/content/styles/cs109.css\").text\n", "HTML(styles)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "# import the necessary libraries\n", "%matplotlib inline\n", "import numpy as np\n", "import scipy as sp\n", "import matplotlib as mpl\n", "import matplotlib.cm as cm\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import time\n", "pd.set_option('display.width', 500)\n", "pd.set_option('display.max_columns', 200)\n", "pd.set_option('display.notebook_repr_html', True)\n", "import seaborn as sns\n", "\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "%config InlineBackend.figure_format ='retina'" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.auto_scroll_threshold = 9999;\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "IPython.OutputArea.auto_scroll_threshold = 9999;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learning Goals\n", "\n", "By the end of this lab, you should be able to:\n", "- know how to implement the different types of plots such as histograms, boxplots, etc, that were mentioned in class.\n", "- have `seaborn` as well as `matplotlib` in your plotting toolbox.\n", "\n", "**This lab corresponds to lecture 6 up to 9 and maps to homework 3.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of Contents\n", "\n", "* [1 - Visualization Inspiration](#inspire)\n", "\n", "* [2 - Intro to `seaborn` plotting](#seaborn)\n", "\n", "* [3 - Different types of plots (histograms, boxplots, etc)](#plots)\n", "\n", "* [4 - Excercise: EDA on Medical Data](#exercise)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 1 - Visualization Inspiration\n", "\n", "![title](../images/WGOITG.jpg)\n", "\n", "[source: nytimes.org](https://www.nytimes.com/2018/08/27/learning/whats-going-on-in-this-graph-is-now-weekly-stem-teachers-explain-why-its-a-powerful-activity.html)\n", "\n", "Notice that in “Summers Are Getting Hotter,” above, the histogram has intervals for global summer temperatures on the x-axis, designated from extremely cold to extremely hot, and their frequency on the y-axis. \n", "\n", "That was an **infographic** intended for the general public. In contrast, take a look at the plots below of the same data published at a **scientific journal**. They look quite different, don't they?\n", "\n", "![title](../images/F4.jpeg)\n", "\n", "*James Hansen, Makiko Sato, and Reto Ruedy*, Perception of climate change. [PNAS](https://www.pnas.org/content/109/37/E2415.full#abstract-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 2 - Implementing Various Types of Plots using `matplotlib` and `seaborn`.\n", "\n", "Before you start coding your visualization, you need to decide what **type** of vizualization to use. A box plot, a histogram, a scatter plot, or something else? That will depend on the purpose of the plot (is it for performing an inspection on your data (EDA, or for showing your results/conclusions to people) and the number variables that you want to plot.\n", "\n", "You have a lot of tools for plotting in Python. The basic one, of course, is `matplotlib` and there are other libraries that are built on top of it, such as `seaborn`, `bokeh`, or `altair`. \n", "\n", "In this class we will continue using `matplotlib` and also look into [`seaborn`](https://seaborn.pydata.org). Those two libraries are the ones you should be using for homework.\n", "\n", "### Introduction to `seaborn`\n", "\n", "`Seaborn` is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics. The library provides a database of useful datasets for educational purposes that can be loaded by typing:\n", "\n", "```python\n", "seaborn.load_dataset(name, cache=True, data_home=None, **kws)\n", "```\n", "\n", "For information on what these datasets are : https://github.com/mwaskom/seaborn-data\n", "\n", "#### The plotting functions in `seaborn` can be decided in two categories\n", "\n", "- **'axes-level'** functions, such as `regplot`, `boxplot`, `kdeplot`, `scatterplot`, `distplot` which can connect with the `matplotlib` Axes object and its parameters. You can use that object as you would in `matplotlib`:\n", "```python\n", "f, (ax1, ax2) = plt.subplots(2)\n", "sns.regplot(x, y, ax=ax1)\n", "sns.kdeplot(x, ax=ax2)\n", "ax1 = sns.distplot(x, kde=False, bins=20)\n", "```\n", "\n", "- **'figure-level'** functions, such as `lmplot`, `factorplot`, `jointplot`, `relplot`. In this case, `seaborn` organizes the resulting plot which may include several Axes in a meaningful way. That means that the functions need to have total control over the figure, so it isn't possible to plot, say, an `lmplot` onto one that already exists. Calling the function always initializes a figure and sets it up for the specific plot it's drawing. These functions return an object of the type `FacetGrid` with its own methods for operating on the resulting plot.\n", "\n", "To set the parameters for figure-level functions:\n", "\n", "```python\n", "sns.set_context(\"notebook\", font_scale=1, rc={\"lines.linewidth\": 2.5})\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Titanic dataset\n", "\n", "The `titanic.csv` file contains data for 887 passengers on the Titanic. Each row represents one person. The columns describe different attributes about the person including whether they survived, their age, their on-board class, their sex, and the fare they paid. " ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 891 entries, 0 to 890\n", "Data columns (total 15 columns):\n", "survived 891 non-null int64\n", "pclass 891 non-null int64\n", "sex 891 non-null object\n", "age 714 non-null float64\n", "sibsp 891 non-null int64\n", "parch 891 non-null int64\n", "fare 891 non-null float64\n", "embarked 889 non-null object\n", "class 891 non-null category\n", "who 891 non-null object\n", "adult_male 891 non-null bool\n", "deck 203 non-null category\n", "embark_town 889 non-null object\n", "alive 891 non-null object\n", "alone 891 non-null bool\n", "dtypes: bool(2), category(2), float64(2), int64(4), object(5)\n", "memory usage: 80.6+ KB\n" ] } ], "source": [ "titanic = sns.load_dataset('titanic');\n", "titanic.info();" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['survived', 'pclass', 'sex', 'age', 'sibsp', 'parch', 'fare', 'embarked', 'class', 'who', 'adult_male', 'deck', 'embark_town', 'alive', 'alone'], dtype='object')" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Exercise: Drop the following features:
\n", " \n", "'embarked', 'who', 'adult_male', 'embark_town', 'alive', 'alone' " ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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survivedpclasssexagesibspparchfareclassdeck
003male22.0107.2500ThirdNaN
111female38.01071.2833FirstC
213female26.0007.9250ThirdNaN
311female35.01053.1000FirstC
403male35.0008.0500ThirdNaN
503maleNaN008.4583ThirdNaN
601male54.00051.8625FirstE
703male2.03121.0750ThirdNaN
813female27.00211.1333ThirdNaN
912female14.01030.0708SecondNaN
1013female4.01116.7000ThirdG
1111female58.00026.5500FirstC
1203male20.0008.0500ThirdNaN
1303male39.01531.2750ThirdNaN
1403female14.0007.8542ThirdNaN
1512female55.00016.0000SecondNaN
1603male2.04129.1250ThirdNaN
1712maleNaN0013.0000SecondNaN
1803female31.01018.0000ThirdNaN
1913femaleNaN007.2250ThirdNaN
2002male35.00026.0000SecondNaN
2112male34.00013.0000SecondD
2213female15.0008.0292ThirdNaN
2311male28.00035.5000FirstA
2403female8.03121.0750ThirdNaN
2513female38.01531.3875ThirdNaN
2603maleNaN007.2250ThirdNaN
2701male19.032263.0000FirstC
2813femaleNaN007.8792ThirdNaN
2903maleNaN007.8958ThirdNaN
..............................
86102male21.01011.5000SecondNaN
86211female48.00025.9292FirstD
86303femaleNaN8269.5500ThirdNaN
86402male24.00013.0000SecondNaN
86512female42.00013.0000SecondNaN
86612female27.01013.8583SecondNaN
86701male31.00050.4958FirstA
86803maleNaN009.5000ThirdNaN
86913male4.01111.1333ThirdNaN
87003male26.0007.8958ThirdNaN
87111female47.01152.5542FirstD
87201male33.0005.0000FirstB
87303male47.0009.0000ThirdNaN
87412female28.01024.0000SecondNaN
87513female15.0007.2250ThirdNaN
87603male20.0009.8458ThirdNaN
87703male19.0007.8958ThirdNaN
87803maleNaN007.8958ThirdNaN
87911female56.00183.1583FirstC
88012female25.00126.0000SecondNaN
88103male33.0007.8958ThirdNaN
88203female22.00010.5167ThirdNaN
88302male28.00010.5000SecondNaN
88403male25.0007.0500ThirdNaN
88503female39.00529.1250ThirdNaN
88602male27.00013.0000SecondNaN
88711female19.00030.0000FirstB
88803femaleNaN1223.4500ThirdNaN
88911male26.00030.0000FirstC
89003male32.0007.7500ThirdNaN
\n", "

891 rows × 9 columns

\n", "
" ], "text/plain": [ " survived pclass sex age sibsp parch fare class deck\n", "0 0 3 male 22.0 1 0 7.2500 Third NaN\n", "1 1 1 female 38.0 1 0 71.2833 First C\n", "2 1 3 female 26.0 0 0 7.9250 Third NaN\n", "3 1 1 female 35.0 1 0 53.1000 First C\n", "4 0 3 male 35.0 0 0 8.0500 Third NaN\n", ".. ... ... ... ... ... ... ... ... ...\n", "886 0 2 male 27.0 0 0 13.0000 Second NaN\n", "887 1 1 female 19.0 0 0 30.0000 First B\n", "888 0 3 female NaN 1 2 23.4500 Third NaN\n", "889 1 1 male 26.0 0 0 30.0000 First C\n", "890 0 3 male 32.0 0 0 7.7500 Third NaN\n", "\n", "[891 rows x 9 columns]" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# your code here\n", "# your code here\n", "columns = ['embarked', 'who', 'adult_male', 'embark_town', 'alive', 'alone']\n", "titanic = titanic.drop(columns=columns)\n", "titanic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Exercise: Find for how many passengeres we do not have their deck information.
" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "688" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# your code here\n", "# your code here\n", "missing_decks = len(titanic[(pd.isna(titanic['deck']) == True)])\n", "missing_decks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms\n", "\n", "#### Plotting one variable's distribution (categorical and continous)\n", "The most convenient way to take a quick look at a univariate distribution in `seaborn` is the `distplot()` function. By default, this will draw a histogram and fit a kernel density estimate (KDE).\n", "\n", "A histogram displays a quantitative (numerical) distribution by showing the number (or percentage) of the data values that fall in specified intervals. The intervals are on the x-axis and the number of values falling in each interval, shown as either a number or percentage, are represented by bars drawn above the corresponding intervals." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 212, "width": 510 } }, "output_type": "display_data" } ], "source": [ "# What was the age distribution among passengers in the Titanic?\n", "import seaborn as sns\n", "sns.set(color_codes=True)\n", "\n", "f, ax = plt.subplots(1,1, figsize=(8, 3));\n", "ax = sns.distplot(titanic.age, kde=False, bins=20)\n", "\n", "# bug\n", "#ax = sns.distplot(titanic.age, kde=False, bins=20).set(xlim=(0, 90));\n", "\n", "ax.set(xlim=(0, 90));\n", "ax.set_ylabel('counts');" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 196, "width": 494 } }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1,1, figsize=(8, 3))\n", "ax.hist(titanic.age, bins=20);\n", "ax.set_xlim(0,90);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Exercise (pandas trick): Count all the infants on board (age less than 3) and all the children ages 5-10.
" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There were 24 infants and 38 children on board the Titanic\n" ] } ], "source": [ "# your code here\n", "infants = len(titanic[(titanic.age < 3)]) \n", "children = len(titanic[(titanic.age >= 3) & (titanic.age < 10)]) \n", "print(f'There were {infants} infants and {children} children on board the Titanic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Pandas trick:** We want to creat virtual \"bins\" for readability and replace ranges of values with categories. \n", "\n", "We will do this in an ad hoc way, **it can be done better**. For example in the previous plot we could set:\n", " \n", "- `(age<3) = 'infants'`, \n", "- `(3\n", "\n", "See matplotlib [colors](https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html) here." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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kpEiSIiIiKqJUAAAAoEqokCA/c+ZMrVy5Uq1bt1ZCQoJCQkJKnefl5aXw8HB16tSp1LGbbrpJknTq1Cn7cduKfOvWrSuiVAAAAKBKqJCtNSEhIZo6dar69esnd/eyXxtER0crOjq61LHs7Gzt379fkuxveLVarUpNTVVgYKDWr1+vhIQEHThwQD4+Prrjjjv05JNPlvmiAQAAAKjKKiTIjxw58g+fY968ecrOzlabNm0UHBwsSTp69KguXryoixcv6qWXXlJkZKQ6d+6s1NRUff7559q0aZPmzZunDh06/OGfXxpvb08FBtaulHNfzVE/pyqhZzBBdbpOq9NjrSj0rHzoV/nRs/IxrV+VcvvJ8tq8ebPee+89ubu769lnn7Uft+2PDwoK0nvvvadbb71VUtEtKadPn64PP/xQ48aN01dffSUfHx+n1A4AAAA4g9OD/KZNmxQdHa3CwkI988wz6ty5s32sT58+2rRpk9zd3RUUFGQ/7unpqWeffVbbtm3Tvn37tG7dOt1///0VXlteXoHOncup8PNeyfbKLyPjQqX+nKrE9J6Z9moff4yp12l5mP6cdAZ6Vj70q/zoWfk4s1916/rK2/vGIrlTP9l12bJlGjt2rC5fvqwnn3yyxBYdNzc3BQcHFwvxNu7u7urevbskae/evQ6pFwAAAHAVTluRnzFjhubOnSs3NzdNmjRJQ4YMKfc5bLe5zM3NreDqAAAAANfm8CBvtVr1wgsvaNmyZfL29tbUqVN13333lTo3Pj5e27dv18CBA3XHHXeUGD927Jik3+5yAwAAAFQXDg/yb775ppYtW6ZatWrp3//+t26//fYy5x49elT//e9/5eXlVSLIX758WWvXrpUk3XnnnZVaMwAAAOBqHLpHfsuWLVq4cKE8PT313nvvXTPES9KAAQPk4eGhVatW2UO7JOXn5ysmJkbHjx/XXXfdxae+AgAAoNpx6Ip8bGysJKlBgwb65JNP9Mknn5Q6b/To0br55psVGhqq5557TpMnT1Z0dLTatGmjxo0ba/fu3UpPT1dISIjefPNNRz4EAAAAwCU4LMifPXtWycnJkqSTJ09q1apVZc598MEHdfPNN0uSHnvsMbVs2VLz58/Xnj17lJaWpsaNG2vUqFEaOXKkatas6ZD6AQAAAFdSKUE+Li6uxLF69eopLS3ths7XtWtXde3a9Y+WBQAAAFQZTr2PPAAAAIAbQ5AHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADOTwT3YFgOokMLC2s0twGNtjzci44ORKAKB6YEUeAAAAMBAr8gBQiSw/Zzq7BIdxb9nA2SUAQLXCijwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGCgSgnyy5cvV3h4uH744YdSxw8dOqSnn35a3bt3V7t27RQVFaW4uDhZLJZS5588eVIvvfSS7r77brVt21Z9+vTRnDlzlJeXVxnlAwAAAC6vwoN8UlKSYmJiyhz/8ccfNWDAAH3++edq3LixunXrpvT0dL3++uuaMGFCifnp6ekaOHCgEhISVKdOHfXo0UOXLl1SbGys/vGPfyg/P7+iHwIAAADg8jwr8mRr167VpEmTlJ2dXeq41WrVhAkTdPHiRb311lt64IEHJElZWVkaMmSIVq1apXvuuUd9+vSxf88rr7yi9PR0PfXUUxozZowkKTs7W2PHjtU333yjuLg4DRs2rCIfBgAAAODyKmRFPj09XRMmTFB0dLQsFosCAgJKnZeYmKi0tDTdfvvt9hAvSf7+/nrllVckSXFxcfbjBw8e1KZNm9SsWTONGjXKftzPz09vvPGGPDw89PHHH1fEQwAAAACMUiFBfubMmVq5cqVat26thIQEhYSElDpv69atkqRevXqVGIuMjFSDBg20Y8cOXbx4UZL09ddfy2q1qmfPnnJ3L15q48aN1apVKx0/flz79++viIcBAAAAGKNCgnxISIimTp2qpUuXKjw8vMx5tsAdFhZW6niLFi1ksVh04MCBYvNbtmxZ5s+VpJ9++umGawcAAABMVCF75EeOHHld806dOiVJCgwMLHXcdvz06dPF5jds2PC65gMAAADVRYW+2fX35OTkSJJq1KhR6rjtuO3NsuWdX9G8vT0VGFi7Us59NUf9nKqEngGuiefm9aNX5UO/yo+elY9p/XLoB0J5eHhIktzc3K45z3Y/+fLOBwAAAKoLh67I+/r6SpJyc3NLHbcdr1mzZrnm+/n5VWidNnl5BTp3LqdSzm1je+WXkXGhUn9OVWJ6z0x7tQ+Ul6nPTUcy/feYo9Gv8qNn5ePMftWt6ytv7xuL5A5dkbftdS9rT3tGRoak3/a+X+/8svbQAwAAAFWVQ4O87e4zpd0u0mq16uDBg/Lw8NDNN9/8u/Ml2e9uU9ZdcAAAAICqyqFBvlu3bpKk9evXlxjbuXOnsrKy1KFDB9WqVavY/I0bN5bYB//rr78qNTVVTZo0UWhoaCVXDgAAALgWhwb522+/XS1btlRiYqL+85//2I9nZWXp1VdflSQNHTrUfrxp06bq1q2bDh48qFmzZtmPZ2dn64UXXlBhYWGx+QAAAEB14dA3u7q7u2vy5Ml6/PHH9eKLL2rZsmVq2LChvv/+e507d04DBw7UX/7yl2Lf8/LLL+vhhx/W3LlztWHDBrVo0UI7d+5URkaG7rrrLj388MOOfAgAAACAS3DoirwktW3bVkuXLlWfPn105MgRJSYmqnHjxnr11Vf1yiuvlJjftGlTLV26VP3791dWVpY2bdqkunXr6plnntHs2bPl6enQ1yIAAACAS6iUFBwXF3fN8dDQUMXGxl73+YKDgzVlypQ/WhYAAABQZTh8RR4AAADAH0eQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAM5OnoHxgeHn5d8xYtWqTOnTtLkk6cOKEePXqUOTcyMlJLliypiPIAAAAAIzg8yEdFRZU59ssvv2j37t2qXbu2mjZtaj+ekpIiqehFQFhYWInva9GiRcUXCgAAALgwhwf5adOmlXo8Oztb/fv3l5ubm6ZPn67GjRvbx1JTUyVJw4cPV79+/RxSJwAAAODKXGaP/OTJk3Xo0CE9+uij6t69e7Ex24p8RESEM0oDAAAAXI5LBPk9e/Zo2bJlCg4O1tNPP11iPDU1VX5+fmyhAQAAAP6Pw7fWlGby5MmyWq0aP368/Pz8io2dPXtWv/76qyIiIrRgwQKtXLlSR44cUe3atdWzZ089+eSTCgoKclLlAAAAgHO4Wa1WqzML2LJli0aMGKHQ0FCtXr1abm5uxca//fZbDRkyRJLk5eWlTp06ycvLS8nJycrKylJgYKAWLVqkkJAQJ1QP3LjVO485uwSH+WvkTZIky8+ZTq7EcdxbNpBUPR8zAMAxnL4i/9FHH0mSRo4cWSLES7/tjw8LC9O7775rv5tNdna2XnzxRa1evVrjx4/X8uXLHVc0AAAA4GROXZE/ePCg7rvvPgUHB2vdunXy8PAoMaewsFC//vqratasKX9//2JjOTk56tOnj06ePKmEhATddtttFVpfXl6Bzp3LqdBzXi0wsLYkKSPjQqX+nKrE9J7Z6mdFvmqrzivypj43Hcn032OORr/Kj56VjzP7Vbeur7y9b2xt3alvdl2zZo2sVquioqJKDfGS5OHhoaZNm5YI8ZLk6+urLl26SJL27dtXqbUCAAAArsSpQX7dunWSpPvvv/+GzxEQECCpaHUeAAAAqC6cFuQzMzO1b98+NW/eXOHh4WXOmz17tqKjo5WWllbq+LFjRdsTGjVqVCl1AgAAAK7IaW923bNnjySpffv215yXlpamL7/8UiEhISUCf2ZmphITE+Xl5aXOnTtXWq0AAACAq3HaivzevXslSa1bt77mvEGDBkmSFixYoB07dtiPX7p0Sc8//7wuXryoAQMGKDAwsPKKBQAAAFyM01bkbVtibHvcy3LnnXdq6NChWrBggR599FFFRkaqfv36+uGHH3TmzBl17NhREydOdETJAAAAgMtwWpDPysqSJNWpU+d35z733HNq166dPv74Y6WkpMhisahZs2YaPny4Hn/8cXl5eVV2uQAAAIBLcVqQnzdvXrnm9+3bV3379q2kagAAAACzOPX2kwAAAABujNNW5AEAVZPtExKrEz49E4AzsCIPAAAAGIgVeQBAhbL8nOnsEhzGvWUDZ5cAoBpjRR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwEEEeAAAAMBBBHgAAADAQQR4AAAAwkKezC8BvAgNrO7sEp8nIuODsEgAAAIzCijwAAABgIFbkXZD1pyXOLsFh3MIednYJAAAARnJakP/00081ceLEMsdHjRqlcePG2b9OTk7WnDlzlJycrOzsbIWGhuqxxx5TVFSUI8oFAAAAXIrTgnxqaqok6c9//rP8/f1LjN966632/52YmKgnnnhCFotFnTp1kq+vr7799luNHz9e+/fvLxb4AQAAgOrAaUE+JSVFkjRlyhQFBQWVOS83N1fPPvusJOnDDz9Uly5dJEm//PKLBg8erLlz5+qee+5R69atK79oAAAAwEU47c2uP/74owICAq4Z4iVp5cqVyszMVFRUlD3ES1KzZs00fvx4SVJcXFyl1goAAAC4GqcE+aNHj+r8+fOKiIj43blbt26VJN19990lxnr27CkPDw9t2bKlwmsEAAAAXJlTgrxtf3yDBg0UExOje+65R23atFGfPn00Z84cXb582T73559/liSFhYWVOE+tWrXUsGFDZWVl6fTp044pHgAAAHABTgnytv3xy5cv1+rVqxUaGqp27drp5MmTio2N1eOPP67c3FxJUkZGhiQpMDCw1HPZjhPkAQAAUJ045c2uthX5vn37avLkyfLz85MkHTt2TGPHjlVSUpJmzpyp5557Tjk5OZKkGjVqlHou2/Hs7OwKr9Pb29Nhn7ZanT/VVbqxx1/dewbAddzo7yN+j5UP/So/elY+pvXLKSvysbGx+vzzz/XWW2/ZQ7wk3XTTTXrzzTfl5uamhIQE5efny8PDQ25ubnJzc7vmOS0WS2WXDQAAALgMp6zI+/j4KDQ0tNSxW2+9VY0aNdKJEyd0+PBh+fr66vz587p8+bJ8fHxKzLdtwalZs2aF15mXV6Bz53Iq/LxXsr3yy8i4YNyrwIqUkXHhuude2TMTVef/n4Gqqry/j0z/PeZo9Kv86Fn5OLNfdev6ytv7xiK5024/eS0BAQGSpJycHDVs2FDSb/Jrji8AABxZSURBVHvlr/Z7e+gBAACAqsjhQf7ixYt68cUXFR0drYKCglLnHDt2TJLUqFEjtWzZUpJ04MCBUs916tQp+fv728M/AAAAUB04PMjXrFlTX331ldauXavt27eXGN+8ebPOnDmjsLAwNWzYUN26dZMkrVu3rsTcDRs2qLCwUN27d6/0ugEAAABX4vAg7+bmpoEDB0qSYmJidPLkSfvYL7/8otdee02SNHr0aElSnz591KBBA61YsUKbN2+2zz169KimT58uNzc3DRkyxHEPAAAAAHABTnmz65gxY/TDDz9ox44duvfee9WhQwdJ0rZt25SXl6dhw4bpvvvuk1T0oU8xMTGKjo7WE088oU6dOqlmzZr67rvvlJOTo3HjxumWW25xxsMAAAAAnMYpQb5GjRpauHChFi5cqFWrVmnbtm3y9vbWbbfdpsGDB6t3797F5t99992Ki4vTnDlztHv3blmtVoWHh2vIkCHq27evMx4CAAAA4FROCfKS5O3trZEjR2rkyJHXNT8yMlIffPBBJVcFZ+EDoQAAAMrHJW8/CQAAAODanLYiD1xp9c5jzi7BYf4aeZOzSwBQwW70L4Qm/2WRDxoCnI8VeQAAAMBArMgDAPAHWX7OdHYJDuPesoGzSwDwf1iRBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAMRJAHAAAADESQBwAAAAxEkAcAAAAM5OmMH1pYWKglS5ZoxYoVOnjwoAoLC9W0aVPdd999Gj58uHx8fOxzf/jhBz3yyCNlnisqKkrTpk1zRNkAAACAy3B4kC8sLNSYMWO0adMm+fn5qV27dvL09NTu3bsVGxurzZs366OPPpKvr68kKSUlRZLUvn173XTTTSXOFxkZ6dD6AQAAAFfg8CC/dOlSbdq0SeHh4Zo3b56CgoIkSVlZWRozZoySkpL07rvv6plnnpEkpaamSpKeffZZdejQwdHlAgAAAC7J4XvkV6xYIUl6/vnn7SFekvz9/fXKK69Ikj7//HP78ZSUFLm7u+vWW291aJ0AAACAK3N4kK9fv75CQkLUtm3bEmPNmzeXJJ06dUqSlJeXpwMHDigkJER+fn6OLBMAAABwaQ7fWjN37twyx5KTkyVJjRo1kiT9/PPPys/PV5MmTTRjxgx9+eWXOn78uAICAtSnTx+NHj1aderUcUjdAAAAgCtxyl1rSmO1WjVr1ixJUu/evSX99kbXzZs3a/v27erUqZMaNWqk5ORkffjhh9qwYYOWLFkif3//SqnJ29tTgYG1K+XcV3PUzwEAoCI4498t/q0sP3pWPqb1y2XuI//2229r+/btCggI0PDhwyX99kbX22+/XevXr9f777+vBQsW6Msvv1TXrl11+PBhvfzyy84sGwAAAHAKl1iRnzVrlt5//315e3tr5syZ9hX2SZMmafDgwQoMDFStWrXs8/39/TV16lTde++9+uqrr3Tq1Ck1bNiwwuvKyyvQuXM5FX7eK9le+WVkXDDuVSAAANVFRsYFZ5dQLlfmC/w+Z/arbl1feXvfWCR36op8QUGBXnrpJb377rvy8fHR7Nmz1alTJ/u4l5eXWrRoUSzE2wQFBalVq1ayWq32LTgAAABAdeG0FflLly7pqaee0tatW1WnTh29++67xUL89QgICJAk5eRU7qo5AAAozvJzprNLcAj3lg2cXQJQJqesyJ87d06DBw/W1q1bFRwcrPj4+FJDfExMjMaOHavMzNJ/WRw7dkzSb3e5AQAAAKoLhwf5vLw8jRw5Uvv27VNoaKg++eQThYWFlTo3KSlJ69at04YNG0qM/fTTT0pNTVW9evUUERFR2WUDAAAALsXhQT42Nla7du1ScHCw4uLirrmaPmjQIEnSjBkzdODAAfvxrKwsTZo0SYWFhRo+fLi8vb0rvW4AAADAlTh0j/yZM2cUFxcnqejOM5MnTy5z7rRp0/Tggw8qMTFRa9eu1QMPPKCOHTvK19dX27Zt06VLl9S3b18NGzbMUeUDAAAALsOhQX779u3Kzc2VJO3bt0/79u0rc+60adPk7u6uWbNmKSEhQUuXLlVSUpLc3d0VGhqqgQMHasCAAXJzc3NU+QAAAIDLcGiQ7927t9LS0sr1PW5ubnrooYf00EMPVVJVAAAAgHlc5pNdAQAAAFw/gjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCCCPAAAAGAggjwAAABgIII8AAAAYCBPZxcAAADg6gIDazu7hBvyR+rOyLhQgZWgMrAiDwAAABiIFXkAAIDfYfk509klOIx7ywbOLgHXiRV5AAAAwEAEeQAAAMBABHkAAADAQAR5AAAAwEAEeQAAAMBABHkAAADAQAR5AAAAwEAEeQAAAMBABHkAAADAQAR5AAAAwEAEeQAAAMBARgX5b775Ro899pg6d+6syMhIDR48WFu2bHF2WQAAAIDDGRPkly9frqFDhyopKUlt27ZV+/btlZSUpBEjRighIcHZ5QEAAAAO5ensAq7HyZMn9fLLL6t27dpavHixwsLCJEl79uzR0KFD9cYbb6hHjx4KCgpycqUAAABVQ2BgbWeXgN9hxIp8fHy88vLyNGTIEHuIl6S2bdtqxIgRunz5MqvyAAAAqFaMWJHfunWrJKlXr14lxnr16qUZM2Zoy5Ytio6OdnRpAAAAVZLl50xnl+Aw7i0bOLuEG+LyK/JWq1X79++Xu7u7QkJCSow3b95c7u7u2r9/v6xWqxMqBAAAABzP5YP8uXPnlJeXp3r16snb27vEuKenp+rXr6+cnBxdunTJCRUCAAAAjudmdfFl7BMnTqhHjx5q0qSJNmzYUOqcv/zlLzp+/Li2bNnCG14BAABQLbj8iry7+/WX6OKvSQAAAIAK4/JB3s/PT5J0+fLlMufk5uYWmwsAAABUdS4f5GvVqiU/Pz+dOXNGBQUFJcYLCgp05swZ+fj4qE6dOk6oEAAAAHA8lw/ybm5uCg0NVWFhoQ4fPlxi/NChQ7JYLMXuLw8AAABUdS4f5CWpW7dukqR169aVGLMd6969u0NrAgAAAJzJiCDfv39/+fj4aN68edq7d6/9eHJysubPn68aNWro73//uxMrBAAAABzL5W8/aRMfH6/XXntNXl5e6ty5syRp27ZtKigo0NSpU/XAAw84uUIAAADAcYwJ8pK0ceNGzZ8/XykpKfL29lZ4eLhGjx6trl27Ors0AAAAwKGMCvIAAAAAihixRx4AAABAcQR5AAAAwEAEeQAAAMBABHkAAADAQAR5AAAAwEAEeQAAAMBABHkAAADAQAR5AAAAwEAEeQAAAMBABHkAAADAQJ7OLqA6++abbzR37lylpaUpPz9fERERGjFihO666y5nl+Yyli9frkmTJik+Pl4dO3YsMX7o0CG988472rFjh86ePatmzZpp4MCBeuSRR+TuXj1epxYWFmrJkiVasWKFDh48qMLCQjVt2lT33Xefhg8fLh8fn2Lzk5OTNWfOHCUnJys7O1uhoaF67LHHFBUV5aRH4FiFhYWKj4/XsmXLdOjQIfn6+qp169Z67LHH1KNHjxLzucaKO3v2rKKionTq1CmlpaWVGKdf0qeffqqJEyeWOT5q1CiNGzfO/nV1f07aHD9+XHPmzNHXX3+trKws1a9fXz169FB0dLQCAwOLza3O11l4ePh1zVu0aJE6d+5s/7o698xm5cqVio+P108//SSLxaIWLVqof//+evTRR+Xh4VFsrin9crNarVZnF1Ed2QKqt7e3unTpIovFom3btik/P1+vvfaaBg0a5OwSnS4pKUnDhg1TdnZ2qUH+xx9/1COPPKKLFy8qMjJSDRo00LZt23T+/HlFRUVp2rRpTqrccQoLCzVmzBht2rRJfn5+ateunTw9PbV7926dP39e7dq100cffSRfX19JUmJiop544glZLBZ16tRJvr6++vbbb5Wbm1siXFRVEyZM0MqVK1WrVi116NBB+fn52r59u/Lz8xUdHa2xY8fa53KNlTRu3Dh98cUXklQiyNOvIlOmTNHChQv15z//Wf7+/iXGe/XqpXvvvVcSz0mb5ORkDR06VBcuXFBYWJiaNWumvXv3Kj09Xc2aNdOyZctUt25dSVxn48ePL3Psl19+0e7du1W7dm199tlnaty4sSR6JklvvfWWPvjgA3l7e6tTp07y8PDQDz/8oOzsbPXq1UuzZ8+Wm5ubJMP6ZYXDpaenW1u3bm3t0KGDNS0tzX589+7d1sjISGubNm2s6enpTqzQ+dasWWNt3769NSwszBoWFmbdvn17sXGLxWKNioqyhoWFWT/99FP78czMTPvxNWvWOLpsh1uyZIk1LCzMGhUVVeyayczMtA4aNMgaFhZmnTZtmtVqtVpzcnKsXbt2tUZERFi//fZb+9wjR45Y77rrLmtYWJg1OTnZ4Y/BkT7//HNrWFiYtU+fPtaMjAz78Z9++snaoUMH6y233GI9dOiQ1WrlGivNqlWr7M/JsLCwYmP06zePPvqoNSws7Hd/j/OcLHL58mVr7969rWFhYdZFixbZj+fm5lr/+c9/WsPCwqwxMTFWq5Xr7FouXbpk7dOnjzU8PNy6adMm+3F6ZrWmpqZaw8PDrV26dLEePHjQfjw9Pd3as2fPYj0wrV+u87eBaiQ+Pl55eXkaMmSIwsLC7Mfbtm2rESNG6PLly0pISHBihc6Tnp6uCRMmKDo6WhaLRQEBAaXOS0xMVFpamm6//XY98MAD9uP+/v565ZVXJElxcXGOKNmpVqxYIUl6/vnnFRQUZD9+ZR8+//xzSUV/UszMzFRUVJS6dOlin9usWTP7Ck9V79lnn30mqWhF68prq2XLloqKipLFYlFiYqIkrrGrnTx5Uq+99prat29f4k/QEv260o8//qiAgIBiz8nS8Jws8sUXX+jw4cOKiorS4MGD7cd9fHw0adIkBQQE6NChQ5K4zq5l8uTJOnTokB599FF1797dfpyeSd9++62sVqv69eunFi1a2I8HBQXp73//uyRp+/btkszrF0HeCbZu3Sqp6M+rV7Md27Jli0NrchUzZ87UypUr1bp1ayUkJCgkJKTUedfqoe3PYDt27NDFixcrtV5nq1+/vkJCQtS2bdsSY82bN5cknTp1StJvPbv77rtLzO3Zs6c8PDyq/HUXGxurVatWlfo+lEuXLkmSPaRyjRX3r3/9S3l5eZo6dWqp4/SryNGjR3X+/HlFRET87lyek0W+/PJLSdLQoUNLjAUHBysxMVEffPCBJK6zsuzZs0fLli1TcHCwnn766WJj9Ez2LTMnT54sMXbmzBlJUr169SSZ1y+CvINZrVbt379f7u7upYbU5s2by93dXfv375e1Gr59ISQkRFOnTtXSpUuv+Yae/fv3S1Kxv2hcqUWLFrJYLDpw4ECl1Okq5s6dq//+97/y8/MrMZacnCxJatSokSTp559/llR6z2rVqqWGDRsqKytLp0+frsSKncvb21thYWHy9vYudnzjxo1as2aN/Pz87L+8ucZ+s3jxYm3dulXjx4/Xn/70p1Ln0K8iqampkqQGDRooJiZG99xzj9q0aaM+ffpozpw5unz5sn0uz8kiKSkp8vLy0i233KITJ07o/fff1wsvvKBp06Zpz549xeZynZVu8uTJslqtGj9+fIl/D+iZ1K1bN7m5uWnNmjV6//33lZWVpfPnz2vZsmVatGiR6tatq7/97W+SzOsXd61xsHPnzikvL0/+/v4lwoQkeXp6qn79+srMzNSlS5dUq1YtJ1TpPCNHjryuebZV5qvvZGBjO17V/wEsi9Vq1axZsyRJvXv3liRlZGRIunbPTpw4odOnT5e5pakqyc3N1YQJE7R//34dOHBAjRs31ltvvWV/7FxjRY4cOaL//d//VdeuXfXII4+UOY9+FUlJSZFUdEODevXqKTIyUkFBQdq7d69iY2O1detWLVy4UDVq1OA5KSkvL08nTpxQo0aNtGbNGv3rX/9STk6OfXzevHn6xz/+oQkTJkjiOivNli1blJSUpNDQUN1///0lxumZdPPNNysmJkZvvPGGpk+frunTp9vH2rdvrylTpig4OFiSef1iRd7BbL+gbHcRKU2NGjUk/fanfpRk66OtV1ezHc/OznZYTa7k7bff1vbt2xUQEKDhw4dLomdX+/XXX7V27dpiqypX3oWFfhXdFWnixIlyd3fX5MmT7X+eLg39KmJbke/bt682btyof//73/r444+1evVq3XLLLUpKStLMmTMl0TNJ9u0J586d08SJE9WrVy+tWbNG27dv14wZM1SvXj198MEH9veN0bOSPvroI0lFC2GlPUfpWZHIyEh17dpVfn5+6tKli+644w7VrFlTycnJWrx4sX0XhGn9YkXewcpz79HquLXmetn2MV8rWEiSxWJxRDkuZdasWXr//ffl7e2tmTNn2m9/5+HhIavVSs/+T6NGjfTdd9/J3d1d33zzjd544w3FxMQoOztbI0eO5BqTNH/+fCUlJen111+338auLPSrSGxsrI4ePapmzZoV+6vrTTfdpDfffFP/8z//o4SEBD3zzDM8J1W0Ii8Vhac777yz2G397rvvPvn5+emJJ57QnDlzNHDgQK6zqxw8eFCJiYlq3Lix/vrXv5Y6h55Ju3bt0rBhw9SkSROtXr1aTZo0kVS0Z/7JJ5/UokWLVKtWLT311FPG9YsVeQez7V27cp/k1XJzc4vNRUm2v2jYenU12/GaNWs6rCZnKygo0EsvvaR3331XPj4+mj17tjp16mQf9/X1ldVqLfPaq2498/PzU/369VW3bl317dvXfg/h9957T5cvX67219iPP/6od955Rz169NCDDz74u/Ore79sfHx8FBoaWurWyVtvvVWNGjVSdna2Dh8+zHNSxVc9H3744RLjPXr0UFBQkE6ePGnvmcR1ZrNmzRpZrVZFRUWVejcpieemVPQegkuXLumNN96wh3ip6K41b7/9tjw9PbVw4ULl5OQY1y+CvIPVqlVLfn5+OnPmjAoKCkqMFxQU6MyZM/Lx8VGdOnWcUKEZGjZsKKnsPWq/t/e0qrl06ZJGjRqlhIQE1alTRx988EGx249Jv/XM1purVbeeXe22225Ts2bNdPHiRR09erTaX2MzZsxQfn6+8vPzNX78+GL/2VaibF9nZWVV+35dL9te95ycHJ6TkmrXri0vLy9JRX+1KI3tr0FnzpzhOrvKunXrJKnUvfE21b1nubm52rNnj+rUqVPqHd6aNm2qFi1aKDs7W0eOHDGuXwR5B3Nzc1NoaKgKCwt1+PDhEuOHDh2SxWIp893SKNKyZUtJv727/EpWq1UHDx6Uh4eHbr75ZkeX5nDnzp3T4MGDtXXrVgUHBys+Pr7YSryNrWelvdP+4sWLOnXqlPz9/avsm+qsVqveeustjRs3rtQX0ZLsq6gFBQXV/hqz7f9MTEzUqlWriv1n2/Zn+zo7O7va90sqeh69+OKLio6OLvMaO3bsmKSirV3V/Tkpqdg1UdqtAaXfAlWDBg24zq6QmZmpffv2qXnz5te8y1t179mFCxdktVqvubXZ9teM/Px84/pFkHeCbt26SfrtlfSVbMeuXk1FcbYerl+/vsTYzp07lZWVpQ4dOlT5u/7k5eVp5MiR2rdvn0JDQ/XJJ5+U+SLwWtfdhg0bVFhYWKWvOzc3N61fv15ffPGF/UOfrnT06FEdOnRIfn5+atGiRbW/xuLi4pSWllbqf7Z/9Gxf33TTTdW+X1LRn9q/+uorrV271v7hMlfavHmzzpw5o7CwMDVs2LDaPydtbJ/rsGbNmhJjBw8e1PHjx9WwYUM1bdqU6+wKtltztm/f/przqnvPGjRooHr16uns2bMlbmcqFb2APHDggLy8vBQSEmJcvwjyTtC/f3/5+Pho3rx52rt3r/14cnKy5s+frxo1atg/aQylu/3229WyZUslJibqP//5j/14VlaWXn31VUmlf7hIVRMbG6tdu3YpODhYcXFx9nvGl6ZPnz5q0KCBVqxYoc2bN9uPHz16VNOnT5ebm5uGDBnigKqdZ+DAgZKk119/Xenp6fbjJ0+e1NNPP62CggL9/e9/l4+PD9dYOdGvoheLtmssJiam2ArzL7/8otdee02SNHr0aEk8J20eeugh+fn56dNPP9WqVavsx8+dO6cXXnhBFotFjzzyiNzd3bnOrmDLD61bt77mvOreM3d3dw0YMEBS0QfbXfm8zMrK0vjx45Wfn6+//e1vqlmzpnH9crNyaxSniI+P12uvvSYvLy917txZkrRt2zYVFBRo6tSpxT4WuDobPHiwvv/+e8XHx6tjx47Fxvbs2aPHH39c2dnZateunRo2bKjvv/9e586d08CBAxUTE+Okqh3jzJkz6tGjh3JzcxUREVHmp+BKst8JYv369YqOjlZhYaE6deqkmjVr6rvvvlNOTo7GjRunUaNGOap8p8jPz9fYsWO1efNm+fn5KTIyUoWFhdq9e7eys7PVvXt3zZ49277FprpfY2Vp1aqVCgsLi92uU6JfUtF+3GHDhmnHjh3y8/NThw4dJBX9fs/Ly9OwYcM0ceJE+/zq/py0+eKLL/Tss8+qoKBAERERatiwoXbt2qUzZ86oS5cumj9/vn0vPddZkYkTJ+rTTz/VrFmzdO+9915zbnXv2eXLlzV8+HB9//338vHxUadOneTm5qbdu3fr/Pnzuu2227RgwQL7TUZM6hdB3ok2btyo+fPnKyUlRd7e3goPD9fo0aPVtWtXZ5fmMq4V5KWiPWyxsbH2fyT/9Kc/6aGHHtKDDz5Y5jv4q4ovv/xS//znP69r7pWBa+fOnZozZ452794tq9Wq0NBQDRkyRH379q2sUl1KYWGhFi9erOXLl+vAgQNyd3dXWFiY+vfvr4EDB5bYR1mdr7GylBXkJfolFW15W7hwoVatWqXDhw/L29tbrVq10uDBg+0f0Hal6v6ctElNTdW///1vbd++XZcuXVLTpk31wAMPaOjQofYQb8N1Jo0YMUJbtmzRggULdMcdd/zu/Ores/z8fC1evFgrV67UwYMHZbFY1Lx5c/31r3/VkCFDStxpypR+EeQBAAAAA7FHHgAAADAQQR4AAAAwEEEeAAAAMBBBHv+/3TogAQAAABD0/3U7Al0hAABDIg8AAEMiDwAAQyIPAABDIg8AAEMiDwAAQyIPAABDIg8AAEMiDwAAQyIPAABDIg8AAEMiDwAAQyIPAABDIg8AAEMBuuGkiJd8dTUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 251, "width": 377 } }, "output_type": "display_data" } ], "source": [ "# set the colors\n", "cmap = plt.get_cmap('Pastel1')\n", "young = cmap(0.5)\n", "middle = cmap(0.2)\n", "older = cmap(0.8)\n", "\n", "# get the object we will change - patches is an array with len: num of bins\n", "fig, ax = plt.subplots()\n", "y_values, bins, patches = ax.hist(titanic.age, 10)\n", "\n", "[patches[i].set_facecolor(young) for i in range(0,1)] # bin 0\n", "[patches[i].set_facecolor(middle) for i in range(1,3)] # bins 1 and 2\n", "[patches[i].set_facecolor(older) for i in range(3,10)] # 7 remaining bins \n", "\n", "ax.grid(True)\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Kernel Density Estimation\n", "The kernel density estimate can be a useful tool for plotting the shape of a distribution. The **bandwidth (bw)** parameter of the KDE controls how tightly the estimation is fit to the data, much like the bin size in a histogram. It corresponds to the width of the kernels we plotted above. The default behavior tries to guess a good value using a common reference rule, but it may be helpful to try larger or smaller values." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 251, "width": 386 } }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(titanic.age, bw=0.6, label=\"bw: 0.6\", shade=True, color=\"r\");\n", "sns.kdeplot(titanic.age, bw=2, label=\"bw: 2\", shade=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Exercise: Plot the distribution of fare paid by passengers
" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 251, "width": 380 } }, "output_type": "display_data" } ], "source": [ "# your code here\n", "sns.kdeplot(titanic.fare, bw=0.5, label=\"bw: 0.5\", shade=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### You can mix elements of `matplotlib` such as Axes with `seaborn` elements for a best use of both worlds." ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 338, "width": 899 } }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.set(color_codes=True)\n", "\n", "x1 = np.random.normal(size=100)\n", "x2 = np.random.normal(size=100)\n", "\n", "fig, ax = plt.subplots(1,2, figsize=(15,5))\n", "\n", "# seaborn goes in first subplot\n", "sns.set(font_scale=0.5)\n", "sns.distplot(x1, kde=False, bins=15, ax=ax[0]);\n", "sns.distplot(x2, kde=False, bins=15, ax=ax[0]);\n", "ax[0].set_title('seaborn Graph Here', fontsize=14)\n", "ax[0].set_xlabel(r'$x$', fontsize=14)\n", "ax[0].set_ylabel(r'$count$', fontsize=14)\n", "\n", "# matplotlib goes in second subplot\n", "ax[1].hist(x1, alpha=0.2, bins=15, label=r'$x1$');\n", "ax[1].hist(x2, alpha=0.5, bins=15, label=r'$x2$');\n", "ax[1].set_xlabel(r'$x$', fontsize=14)\n", "ax[1].set_ylabel(r'$count$', fontsize=14)\n", "ax[1].set_title('matplotlib Graph Here', fontsize=14)\n", "ax[1].legend(loc='best', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Introduding the heart disease dataset. \n", "\n", "More on this in the in-class exercise at the end of the notebook. " ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexcprestbpcholfbsrestecgthalachexangoldpeakslopecathalnum
063.01.01.0145.0233.01.02.0150.00.02.33.00.06.00.0
167.01.04.0160.0286.00.02.0108.01.01.52.03.03.02.0
267.01.04.0120.0229.00.02.0129.01.02.62.02.07.01.0
337.01.03.0130.0250.00.00.0187.00.03.53.00.03.00.0
441.00.02.0130.0204.00.02.0172.00.01.41.00.03.00.0
\n", "
" ], "text/plain": [ " age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal num\n", "0 63.0 1.0 1.0 145.0 233.0 1.0 2.0 150.0 0.0 2.3 3.0 0.0 6.0 0.0\n", "1 67.0 1.0 4.0 160.0 286.0 0.0 2.0 108.0 1.0 1.5 2.0 3.0 3.0 2.0\n", "2 67.0 1.0 4.0 120.0 229.0 0.0 2.0 129.0 1.0 2.6 2.0 2.0 7.0 1.0\n", "3 37.0 1.0 3.0 130.0 250.0 0.0 0.0 187.0 0.0 3.5 3.0 0.0 3.0 0.0\n", "4 41.0 0.0 2.0 130.0 204.0 0.0 2.0 172.0 0.0 1.4 1.0 0.0 3.0 0.0" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = [\"age\", \"sex\", \"cp\", \"restbp\", \"chol\", \"fbs\", \"restecg\", \n", " \"thalach\", \"exang\", \"oldpeak\", \"slope\", \"ca\", \"thal\", \"num\"]\n", "heart_df = pd.read_csv('../data/heart_disease.csv', header=None, names=columns)\n", "\n", "heart_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplots\n", "\n", "#### One variable." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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8eHH17dtXderUUa1atdJ0gQHyAn10UaClDq5ZGdezZs2aKlu2rK5evaqRI0dq165dateunR555BEVLVpUkuwPxJyqVatWjvr2OmQ09qYktW7dWnPnzlVycrL27t3r0r66u3btkpTyYZnZRRQ6depkH4H+8ccfnR7dbtCggdN1U4+BnJ0xjHOztuyqXLlypn0LExISdPjwYfuLWWJioj0vJibGvupeZhdCadWqlYoXL57uZDbHfkspJ1DevHnT6fpVqlRRmTJldO3aNe3bt8/pF6ucyuj1U6RIEZUtW1aRkZF3PB51RhzDwDnjeC6lbpOoqCgdPnxYkvSnP/0pw/aSUp5Lhw4d0r59+2RZVr6OI5wTTZo0ybTveVRUlPbu3StPT0/Fx8dn2jUoK6/PzE6sdLh27ZoOHTokKeW9LCM9evQokFd7g5kIuijQbty4Yd8uXbr0bZcvWrSoxo8fr1deeUXx8fFavHixFi9erGLFiikgIECPP/64/vznP6tKlSo5rumee+7J8bqSdP/992c4z9GtQpLTS6HmJ8dg9Q888ECmy1WtWlVFixZVXFxchjVn1GapjyJltQ9gbtd2J06cOKEff/xRx44d0+nTp3Xy5EkdP35cCQkJTpePiIiw56X+W9/Kw8ND1atXT9fvOfVJWFkNCrm9386OIjs4/p7Z+VtmR2avPcfYtam3HR4ebge8BQsWaMGCBbfdRlRUlG7cuJGl95uCwLIs/fTTTzpw4IB9MuKJEyd05syZNN1fMut7nNHfNPXrMyt9l1NfmMbRbxpwNYIuCrTUH+xZDacdOnRQjRo1NG/ePG3atEnR0dGKjY3V9u3b7RNn2rZtq/Hjx9sna2SH48hwThUvXjxL8/LqqFhWRUVFScraOLPFixdXXFxchj9DOn7SLoi15cTZs2f1xhtvpOt/K6X8pNyiRQuFh4enO6nw6tWraerKjLN9c+x3duRkncxkpR9zXsnu8yin+x4VFVUogu4PP/ygt956y+moCxUrVlTz5s21fv362z73c+tvmvr5ndH5DUB+I+iiQDtw4IB9OztdDurUqaP3339f8fHx2rNnj8LCwrRz504dOnRIlmVp48aNOnv2rFasWHFH3RByIrOfAFP/tFqqVKlsPW5uB2Nvb29dv349SwHRscztwltucWVt169f13PPPafw8HC5ubmpZcuWCggIUM2aNfXAAw+oWrVqcnNz07Bhw9IF3dQ13K52Z8+T1OHh4MGDd/yly3Sp23vcuHF5Mtyaq+zfv18DBgxQQkKCSpQoocDAQNWrV081a9ZUzZo17S/xWT0xMDcUpC/qgANBFwWa4zrx3t7e9sUjsqNIkSJq1qyZmjVrpldeeUUREREaO3astm/friNHjmjXrl05etw7cebMGQUEBDidl3pw9urVq9u3HWE8dX/PW6U+mpIb/Pz8dP369dsOFXXq1Cm7L/Wtl2nOK66sbfHixQoPD5eUMuh+Ric4OTt5smrVqnJ3d1dycrLTo3AOlmXp5MmT6aanHoXkzJkzmXbdKAz9TPNaxYoV7duOv1lGClt7TZ8+XQkJCSpdurRWrFjh9ATB+Pj4XD+in5lKlSrZt289KTC1q1evat68eapSpYratGmT5u8E5DZGXUCBtXnzZvtEkuDg4Cz9TL106VJ169ZNbdu2ddpPsFKlSnrllVfs+6n7lOXXh9ytg9an5jj64uXlleYEEce+37hxI8P+n/v378/wcXOyb44wvn///jTtdKtvvvnGvt2oUaNsbycnXFmbo53vueeeDENuVFSUPRxT6udhyZIl7bP7t2zZkuE2fvjhB6dHfB955BH7dmajKRw/flwNGzZUYGBglvqlulpevfZ8fHz04IMPSkoZYzezfqbPP/+8mjdvrr59+xaIsXSlzNvFMUTd448/7jTkSiknLzr2Ja/6TadWvnx5+wt6RsOZSSlXfvvHP/6hcePGZWk0HeBOEHRRIP3+++8aM2aMpJRw8NJLL2VpvRIlSujIkSMKDw+3jwbfyhGeJalatWr27dT91DIKk7lh3bp12rNnT7rpBw8etIc26ty5c5quC44Pj6SkJKcBZ+/evU77izo49i07Y6o6Lt2bmJiot956y+nR5OPHj2vOnDmSUkajyOjs7dzmytocJz1du3ZNkZGR6eY7anJ0Pbj1ufTMM89ISumW42zA/NjYWE2bNs3ptv39/e1hy+bNm+f0iHZiYqImTZqk2NhYnTp1Ks1FVwqqvHztOZ4rx44dc3oBGElau3atfvzxR128eFFVq1YtMEd2He2SlJSUbtQEx/Pw2LFjToP55cuX9c4779j38/I9LbWnnnpKUsolhTdv3pxufnx8vD1+7v3336+HHnooX+rC3Yugi3yXlJSkmzdvpvl37do1hYeH6/vvv9fEiRPVo0cPXb58WR4eHnr//fezfNJYYGCgHQrfeOMNzZw5U7/++quuXLmiY8eO6eOPP7bf/OvWrWtfpUeSypYta99et26drly5kidHGyzL0sCBA/XZZ5/p3LlzOn/+vBYvXqx+/fopISFB99xzj0aMGJFmnTZt2tgfem+++aZWrVqlCxcu6NSpU/aV2TLr0+vYt4sXL2rr1q1Z6t9aq1Yt/eUvf5GUcnT9f/7nf7Rjxw5dvnxZZ8+e1aJFi9S7d29FRUWpSJEimjp1ar4FBFfW5hhDOTk5WYMHD1ZYWJguXbqk8PBwrVu3Tr17907zJevWIa26d+9uH9UdPXq0PvzwQ508eVJXrlzR9u3b9eyzz9pDNEnpj+q99dZb8vLy0o0bN9S7d299+umnOn36tC5fvqwffvhBAwYM0LZt2ySl/BKSX0fZ70Tq196aNWt0/fr1dJfwzqlevXrZw8o5Lhhx8OBBXb16VUePHtX06dM1evRoSSlHgIcOHZor280NqUeZWLVqla5fv253RXA8D48cOaKRI0fqyJEjunLliv744w/Nnz9fXbp00fHjx+31MxtaLTc9//zzdpeal19+WbNnz9bJkyd16dIl7dy5UyEhIXbf9YzGiwZyE310ke/27t2bJmBm5N5779XkyZPty/ZmRZEiRTRjxgz1799fFy9eVGhoqEJDQ9MtV6NGjXTTq1evLj8/P4WHh2v58uVavny5qlatmusD7g8fPlyhoaGaMGFCuotW+Pr6au7cubr33nvTTK9SpYpefvllvf/++7p+/Xq6DwhfX1+9++67GV6KuFmzZpo7d64sy9KgQYMkScOGDdOLL76Yaa0jR460h2nbs2eP0wsk+Pr66r333sv3IzOuqq1Hjx5av369du3apUOHDtmBO7VKlSqpZcuW+uKLLxQTE6Pz58/b4/16eHjo73//u0JCQnTixAnNnj1bs2fPTrN+9+7dtW7dOsXGxtpH7hwaNmyo0NBQvfLKK7p27ZomTZpkX9krtbZt22rixIm5tt95yd/fX6VKldKNGzfs9njsscf06aef3vFjFylSRHPmzNHQoUO1f/9+rVq1SqtWrUq3nK+vrz766KN0rz1XevTRR+Xh4aGkpCSNGTNGY8aM0TPPPKO3335bI0eO1L59+xQZGam1a9c6/XWgSZMm8vLy0o4dO5z2+c4L3t7emjt3rgYPHqyjR4/qww8/THOFNinlSPWYMWMyHWsXyC0EXRQI7u7uKlasmO69917VqlVLrVq1UufOnXM0RE2dOnX01VdfaeHChdq6datOnDih2NhYlS5dWg888IACAwPVu3fvdFcC8vDw0Lx58zR58mTt379fcXFxsixLcXFxuXp2+yOPPKIVK1ZoxowZ2rVrl27evCk/Pz+1b99e/fv3V5kyZZyuN2jQINWtW1cLFy7UTz/9pJs3b6pSpUpq166dBg4cmGm3hKZNm2rSpEn65JNPdPLkSRUtWjRLR8w8PT311ltvKTg4WEuWLNHevXsVGRmpEiVKqFq1aurQoYO6d++e5ohcfnFVbV5eXvrnP/+phQsX6quvvtLx48cVHx+vUqVK6f7771e7du3Us2dPXb16VUuXLpVlWdqwYYN9uWNJqlChglatWqX58+frm2++sU/cqV27tvr06aPg4GA7uDh77rVu3Vrffvut/Rw/deqUYmJiVLZsWfn7+6t79+4uvdhIdpUtW1bz5s3Te++9p8OHD8uyrFwdDq58+fJavHixvv76a3399df6+eefdfXqVRUpUkT33Xef2rVrp+eee67ADSlWs2ZNzZgxQ7Nnz9axY8fk7u5ujy1etWpVrVy5UnPmzNG2bdsUEREhy7JUrlw51alTR127dlWHDh20fPly7dixQ3/88Yd+//13u89yXqpSpYpWrlyppUuXat26dTp69Kiio6NVrlw5Pfroo+rXr5/q1KmT53UAkuRmFZRe9wAASVJcXJw9nN6UKVPUrVs3F1cEAIUTR3QBIB/97W9/U3R0tJo3b642bdo4XcYxYoOU+ZX0AACZI+gCQD66cOGCVq5cqe+++05NmzZN1z0nKSnJPivdx8fHHmUBAJB9jLoAAPmoS5cukqSIiAj169dP33//vc6fP6/z589rx44dGjhwoD1U3GuvvebSS+4CQGFHH10AyGcffPCBfdTWGXd3dw0dOvS2o2IAADJH0AUAF9i3b1+a0SK8vLxUoUIFPfLII+rVqxddFgAgFxB0AQAAYCT66AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIx0RyORJydbSkxMyq1aMlSkSEqZ8fGJeb4tE9Be2UebZQ/tlX20WfbQXtlHm2UP7ZV9rmozT08Pubu75WzdO9lwYmKSrl2LuZOHyBJf31KSlC/bMgHtlX20WfbQXtlHm2UP7ZV9tFn20F7Z56o2K1OmuB2ys4uuCwAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIzk6eoCgIIiODjY1SWgkPj448WuLgEAkAUc0QUAAICRCLoAAAAwEl0XACdKPdTL1SXkuRtHPrdv3w37e6dStxcAoHDgiC4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwUqELut9887WGDx+ib7752tWlAABw1+NzGQVZoQu6q1cv17VrV7V69XJXlwIAwF2Pz2UUZIUu6MbFxab5HwAAuA6fyyjICl3QBQAAALKCoOqoFqIAABtDSURBVAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJE8XV0AAAAwU1RUlCZMGCtJeuONiSpZsqQ9LzExUevXr5UkdewYLE/P/IsksbGxGjt2iiRp8OCX5enpmaaWxMREzZz5viTppZdeUbFixXJt267c7zuRmJioL774QpLUsmX7QlN34agSAAAUOlOmTFBk5AVJ0tSpE/T221PseZs2fauVK5dJkooVK6bAwI75Vte8ebN14MABSdI//jFbtWo9lKaWX345oiNHDtnzhw4dkWvbduV+34lNm77V559/JklKSnIrNHXTdQEAAOS6o0d/V3j4afv+mTOndfTo75KkGzeua82a5fa81auX68aN6/lSV0TEWe3fv8e+v2/fHq1atcy+v3LlsnTzIyLO5sq2Xbnfd6Kw1i0RdAEAQB748MOpTqZNkyStWrVc0dHR9vTo6GitXr083fJ5YfbsD9JNi42NdXr7v+t8mCvbduV+34nCWrdE0AUAALnsX/9ar5s3b6abfvNmlL78com2bPku3bwtWzYqPPxMnta1d++POdpGePhp7du35/YLZuLMmdMu2+87UVjrdiDoAgCAXJOUlKSlSxdnOH/durWyLCvd9OTkZH3++UKn83JDcnKy5s+fl+P1P/lkrpKTk3O0rmVZ+uKLz1yy33eisNadGkEXAADkmnnzZik5OSlH6x469G8dPPhTLleUYvXq5bp5MyrH69+8GaU1a1bkaN0DB/br0KF/Zzg/L/f7ThTWulMr1KMu9Ov3rKtLAHAX4r0HcC4qKkq7d/9wR4/x+eefqW5d/1wdvio2Nlbr1q2548f5+uvV6tChc7aGG0sZlmvRbZfLi/2+E4W17ltxRBcAAABGIugCAIBcUbJkSTVp8tgdPUavXs/l+tHBYsWKqVOnLnf8OEFBXbN98QhPT08980yf2y6XF/t9Jwpr3bcquJVlwccfZ9zZ/W7m61tKkhQZecPFlRQevr6lFBwc7OoyUEjk5L2H12X20F7Z56o2u7Urz8CBL2rPnh9z1E+3bl1/1a/fMLdKS6Nr16e0adO3Oe6nW6JESXXp0j1H6zZo0Eh16/pn2N81L/f7ThTWulPjiC4AAMg1Hh4emR4J7NSpi9zc3NJNd3d3V69ezzudlxvc3d3Vt++gHK/ft+8gubvnLDa5ublluG95vd93orDWnRpBFwAA5KrAwA4qUaJEuuklSpRUjx691Lr1n9PNa926nfz8quRpXQ8/HJCjbfj5VdXDDwfc0bb9/Kq4bL/vRGGt24GgCwAAct3LL7/mZNpISVK3bk/J29vbnu7t7a2uXZ/Kl7qGDPnfdNNS97t11gd3yJCXc2XbrtzvO1FY65YIugAAIA/UrPmg/Pyq2verVKmqmjUflCSVKlVaXbr8Nyh17fqUSpUqnS91VapUWY0a/ffo7MMPB6hbt6ft+08++XS6+ZUqVc6Vbbtyv+9EYa1bKuQnowEAgIJr1Kg3NGHCWPt2am3bBiouLlaS1KZNYL7WNXDgEM2Z86EkacCAIfL09ExTy+OPt9HMme/b83OTK/f7TrRtGyhPz5SroLVsWXjqJugCAIA8UbJkSU2Z8oHTeZ6engoOfjKfK0pRrFgxTZw4UdJ/R6lIXYunp6dGjvy/PNm2K/f7TqQMN/aMpMI1GgpdFwAAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIhS7oFi1aLM3/AADAdfhcRkFW6IJu165PqUyZsura9SlXlwIAwF2Pz2UUZJ6uLiC7OnQIUocOQa4uAwAAiM9lFGyF7oguAAAAkBUEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACN5uroAoCC6ceRzV5eQr+62/QUA3B04ogsAAAAjEXQBAABgJLouAP+xdu1aRUbecHUZhYKvbylJor0AAAUaR3QBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJEIugAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAI7lZlmXldOXkZEuJiUm5WY9TRYp4SpLi4xPzfFsmoL2yjzbLHtor+2iz7KG9so82yx7aK/tc1Waenh5yd3fL0bp3FHQBAACAgoquCwAAADASQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARirwQXft2rXq1KmTAgMDtWjRIleXU2BFRUWpc+fOOnPmjCRp586dCg4OVvv27TV9+nQXV1fwhIaGKigoSEFBQZo6daok2iwzH374oTp16qSgoCB98sknkmivrJoyZYpef/11SdKRI0f01FNP6YknntD//d//KTEx0cXVFRwhISEKCgpS165d1bVrVx04cID3/9vYtGmTunfvrg4dOmjixImSeF1mZNmyZfZzq2vXrmrcuLHefvtt2us2Vq9ebX9WTpkyRVIhfB+zCrBz585Zbdq0sa5cuWLdvHnTCg4Otn7//XdXl1Xg/PTTT1bnzp2tunXrWqdPn7ZiYmKsVq1aWadOnbISEhKsfv36WVu2bHF1mQXGjh07rGeeecaKi4uz4uPjrZCQEGvt2rW0WQZ27dpl9erVy0pISLBiYmKsNm3aWEeOHKG9smDnzp3Wo48+ao0aNcqyLMsKCgqy9u/fb1mWZY0ePdpatGiRK8srMJKTk63mzZtbCQkJ9jTe/zN36tQpq0WLFlZERIQVHx9v9e7d29qyZQuvyyz47bffrMDAQOvs2bO0Vyaio6OtRx55xLp06ZKVkJBg9ejRw9qxY0ehex8r0Ed0d+7cqccee0xly5aVt7e3nnjiCX3zzTeuLqvAWbp0qd566y3de++9kqSDBw+qevXqqlq1qjw9PRUcHEy7peLr66vXX39dRYoUkZeXlx544AGdOHGCNstAkyZNtGDBAnl6eurSpUtKSkrS9evXaa/buHr1qqZPn64XXnhBkhQeHq7Y2Fg1bNhQktS9e3fa7D+OHTsmNzc3DRw4UF26dNFnn33G+/9tfPvtt+rUqZMqVqwoLy8vTZ8+XcWLF+d1mQXjxo3T8OHDdfr0adorE0lJSUpOTlZMTIwSExOVmJgoT0/PQvc+VqCD7oULF+Tr62vfv/fee3X+/HkXVlQwvfPOOwoICLDv026Ze/DBB+0X6YkTJ7Ru3Tq5ubnRZpnw8vLSjBkzFBQUpKZNm/Icy4I333xTw4cPV+nSpSWlf136+vrSZv9x/fp1NW3aVLNmzdL8+fP1+eef6+zZszzHMnHy5EklJSWpf//+6tKlixYvXszrMgt27typ2NhYdezYkfa6jZIlS+rll19Wx44d1bJlS/n5+cnLy6vQvY8V6KBrWVa6aW5ubi6opHCh3bLm999/V79+/TRq1ChVq1Yt3XzaLK1hw4YpLCxMEREROnHiRLr5tNd/LVu2TJUqVVLTpk3tabwuM9aoUSNNnTpV3t7e8vHxUY8ePTRjxox0y9Fe/5WUlKSwsDBNmzZNS5cu1b///W/7HI3UaLO0Pv/8c/Xt21cSr8nb+eWXX7R8+XJt3rxZ27dvl7u7u3bs2JFuuYLeZp6uLiAzFSpU0J49e+z7Fy5csH+eR8YqVKigixcv2vdpt/T27t2rYcOGacyYMQoKCtLu3btpswz88ccfio+P10MPPaTixYurffv2+uabb+Th4WEvQ3ultW7dOkVGRqpr1666du2aoqOj5ebmluY5FhkZSZv9x549e5SQkGB/MbAsS35+frwmM1G+fHk1bdpUPj4+kqR27drxuryN+Ph4/fjjj5o8ebIkPitvZ/v27WratKnKlSsnKaWbwj//+c9C9z5WoI/oNmvWTGFhYbp8+bJiYmL0r3/9Sy1btnR1WQVegwYNdPz4cfunra+++op2SyUiIkIvvvii3nvvPQUFBUmizTJz5swZjR07VvHx8YqPj9fGjRvVq1cv2isTn3zyib766iutXr1aw4YNU9u2bfXuu++qaNGi2rt3ryRp1apVtNl/3LhxQ1OnTlVcXJyioqK0cuVKTZs2jff/TLRp00bbt2/X9evXlZSUpO+//14dOnTgdZmJX3/9VTVq1JC3t7ck3vdvp06dOtq5c6eio6NlWZY2bdqkJk2aFLr3sQJ/RHf48OEKCQlRQkKCevToofr167u6rAKvaNGimjx5sl566SXFxcWpVatW6tChg6vLKjD++c9/Ki4uzv5WL0m9evWizTLQqlUrHThwQN26dZOHh4fat2+voKAg+fj40F7Z9N5772ns2LG6efOm/vSnPykkJMTVJRUIbdq0sZ9jycnJevbZZ9W4cWPe/zPRoEEDDRgwQM8++6wSEhLUvHlz9e7dW/fffz+vywycPn1aFStWtO/zWZm5Fi1a6PDhw+revbu8vLzk7++vQYMGKTAwsFC9j7lZzjqpAAAAAIVcge66AAAAAOQUQRcAAABGIugCAADASARdAAAAGImgCwAAACMRdAEAAGAkgi4AAACMRNAFAACAkQi6AAAAMBJBFwAAAEYi6AIAAMBIBF0AAAAYiaALAAAAIxF0AQAAYCRPVxcAAAVZQkKC1qxZo40bN+rw4cO6cuWKLMtS2bJl5e/vr65duyowMFBubm5O14+MjNSCBQu0ZcsWnTlzRkWKFFGjRo00YMAABQQEyN/fX/Hx8VqwYIEeffTRdOsfO3ZMn376qX744QedO3dOHh4eqlatmtq1a6eQkBCVKVMmr5sAAAotN8uyLFcXAQAF0enTpzVgwACdOHEi0+W6d++ud999N930AwcOaODAgbp27Vq6eW5ubho1apT+9re/ZRh0FyxYoClTpigxMdHpdn18fDRr1iw9/PDDWd8pALiLEHQBwImkpCR1795dv/zyi4oXL65hw4apVatW8vHx0eXLl7Vnzx6FhobqwoULkqTPPvtMjzzyiL1+ZGSkOnTooKioKJUtW1avvPKKWrVqJcuytHHjRn3wwQe6fv26vfytQXfFihUaPXq0JCkgIECDBw9WvXr1lJCQoLCwMM2YMUPh4eEqWbKkVq5cqWrVquVTywBA4UHXBQBwYvv27frll18kSePHj1fXrl3teffcc48eeOAB1alTRz179pQkff/992mC7gcffKCoqCgVK1ZMCxYsUO3ate15ffr0UcOGDdWrVy/Fx8en23ZUVJTeeecdSVKbNm00a9YseXh42PO7deumFi1aqFu3boqMjNTkyZM1e/bs3G0AADAAJ6MBgBMlSpRQSEiIgoKCFBQU5HSZ+vXrq1ixYpKky5cv29Pj4uK0bt06SSmhNnXIdahbt6769Onj9HFXr16tqKgoSdKYMWPShFyH8uXLa/DgwZKkTZs2KTIyMht7BwB3B47oAoATAQEBCggIyHB+VFSU9u/fb4fQpKQke96ePXsUHR0tSWrXrl2Gj/HEE0/ok08+STd99+7dklKOHJcrV043b950ur6/v78kybIs7d+/X+3bt7/NXgHA3YWgCwCZsCxLBw4c0IEDB3Tq1CmdOnVKx48f15kzZ5T6FIfUt0+fPm3fvu+++zJ87AceeMDpdMf6V65cyfKJZmfPns3ScgBwNyHoAkAGdu/erTfffFPHjx9PN69ChQpq3ry5NmzYkO6I69WrV+3bjq4Nznh7ezud7ui2kB05WQcATEfQBQAnDh48qH79+ikhIUHe3t4KDAyUv7+/atasqZo1a8rX11dSSv/YW6UOt9HR0RkG2piYGKfTHes3aNBAS5cuvdNdAYC7FkEXAJz44IMPlJCQoJIlS2rFihWqXr16umUSExN148aNdNNTL3vixAmVL1/e6TacHSmWpMqVK+vXX39VeHh4DqsHAEiMugAATu3fv1+S1Lx5c6chV5J+/PFH+yS05ORke/rDDz8sLy8vSdKWLVsy3MbmzZudTncMU3bx4kW7DmeWLVumRo0aqXPnztq7d2/GOwMAdymCLgA44RhN4fjx42lCrMPly5c1YcIE+35CQoJ9u0yZMurYsaMkadGiRU6P3J48eVILFixwuu1u3bqpaNGikqQJEyY4HXUhMjJSs2bNUnR0tCIjI1WnTp1s7B0A3B0IugDgxOOPPy5J+u233/Tqq6/q8OHDunLlio4dO6YFCxaoW7du+uOPP+zlbw2jI0aMUIkSJRQdHa0+ffroyy+/1Pnz53XhwgWtWLFCzz77bJoTyNzc3Ozb5cqV0/DhwyVJhw4dUs+ePbV+/XpFRkbq3LlzWrdunfr06aOIiAhJ0quvvqoSJUrkWVsAQGHFJYABwInw8HD16tXLvsSvMwEBASpWrJi2b9+uGjVqaMOGDWnmh4WFaciQIfaYuqm5u7vr6aef1hdffCFJWrx4sRo3bpxmmdDQUM2aNcvpEWXHYwwdOlQvvvhidncPAO4KBF0AyMClS5c0Z84cbd26VWfPnpVlWfLx8VGdOnXUpUsXdezYUatXr9bo0aMlpVzR7NYuBBEREZo3b562bdum8+fPy9vbW40bN9bgwYOVlJSk3r17S5KWL1+uevXqpavht99+02effaZdu3bp/PnzSkpK0r333qsmTZqoT58+TtcBAKQg6AKAi2zbtk0DBw6UlHLSWqVKlVxcEQCYheHFACCXWZalYcOGqXr16goODlbt2rWdLvfzzz9LSrlwRIUKFfKzRAC4K3AyGgDkMjc3Nx06dEjz5s3TrFmznC5z6dIlLVmyRJLUrFkzubvzdgwAuY13VgDIA8HBwZKkDRs2aPTo0Tp48KAuX76s06dPa+3atXr22Wd14cIFFS1aVCNGjHBxtQBgJvroAkAeiI2N1Ysvvqjt27dnuEzp0qU1bdo0tW7dOv8KA4C7CEEXAPKIZVn6+uuvtXr1ah0+fFhXr15VqVKlVKlSJbVt21Y9e/akby4A5CGCLgAAAIxEH10AAAAYiaALAAAAIxF0AQAAYCSCLgAAAIxE0AUAAICRCLoAAAAwEkEXAAAARiLoAgAAwEgEXQAAABiJoAsAAAAjEXQBAABgJIIuAAAAjETQBQAAgJH+HznYNvyanzM4AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 279, "width": 349 } }, "output_type": "display_data" } ], "source": [ "# seaborn\n", "ax = sns.boxplot(x='age', data=titanic)\n", "#ax = sns.boxplot(x=titanic['age']) # another way to write this\n", "ax.set_ylabel(None);\n", "ax.set_xlabel('age', fontsize=14);\n", "ax.set_title('Distribution of age in the Titanic', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Two variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Exercise: Did more young people or older ones get first class tickets on the Titanic?
" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 255, "width": 373 } }, "output_type": "display_data" } ], "source": [ "# your code here\n", "# two variables seaborn\n", "ax = sns.boxplot(x='class', y='age', data=titanic)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 276, "width": 375 } }, "output_type": "display_data" } ], "source": [ "\n", "# two variable boxplot in pandas\n", "titanic.boxplot('age',by='class')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatterplots\n", "\n", "#### Plotting the distribution of two variables\n", "\n", "Also called a bivariate distribution where each observation is shown with a point with x and y values. You can draw a scatterplot with the `matplotlib plt.scatter` function, or the `seaborn jointplot()` function:" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 309, "width": 597 } }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1,1, figsize=(10, 5))\n", "sns.scatterplot(x=\"fare\", y=\"age\", data=titanic, ax=ax); " ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 433, "width": 431 } }, "output_type": "display_data" } ], "source": [ "sns.jointplot(\"fare\", \"age\", data=titanic, s=40, edgecolor=\"w\", linewidth=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may control the `seaborn` [Figure aesthetics](https://seaborn.pydata.org/tutorial/aesthetics.html)." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 391, "width": 609 } }, "output_type": "display_data" } ], "source": [ "# matplotlib\n", "fig, ax = plt.subplots(1,1, figsize=(10,6))\n", "ax.scatter(heart_df['age'], heart_df['restbp'], alpha=0.8);\n", "ax.set_xlabel(r'$Age (yrs)$', fontsize=15);\n", "ax.set_ylabel(r'Resting Blood Pressure (mmHg)', fontsize=15);\n", "ax.set_title('Age vs. Resting Blood Pressure', fontsize=14)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting the distribution of three variables" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 309, "width": 597 } }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1,1, figsize=(10, 5))\n", "sns.scatterplot(x=\"fare\", y=\"age\", hue=\"survived\", data=titanic, ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting the distribution of four variables (going too far?)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Exercise: Plot the distribution of fare paid by passengers according to age, survival and sex.
\n", " \n", "Use `size=` for the fourth variable" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 309, "width": 597 } }, "output_type": "display_data" } ], "source": [ "# your code here\n", "f, ax = plt.subplots(1,1, figsize=(10, 5))\n", "sns.scatterplot(x=\"fare\", y=\"age\", hue=\"survived\", size=\"sex\", data=titanic, ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pairplots" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['survived', 'pclass', 'sex', 'age', 'sibsp', 'parch', 'fare', 'class', 'deck'], dtype='object')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic.columns" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "to_plot = ['age', 'fare', 'survived', 'deck']" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 539, "width": 539 } }, "output_type": "display_data" } ], "source": [ "df_to_plot = titanic.loc[:,to_plot]\n", "sns.pairplot(df_to_plot);" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 589, "width": 604 } }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import scatter_matrix\n", "scatter_matrix(df_to_plot, alpha=0.8, figsize=(10, 10), diagonal='kde');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Categorical Variables" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 241, "width": 447 } }, "output_type": "display_data" } ], "source": [ "titanic = sns.load_dataset('titanic')\n", "f, ax = plt.subplots(figsize=(7, 3));\n", "ax = sns.countplot(y=\"deck\", data=titanic, color=\"c\");\n", "ax.set_title('Titanic');" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 296, "width": 406 } }, "output_type": "display_data" } ], "source": [ "ax = sns.countplot(x=\"class\", data=titanic)\n", "ax.set_title('Titanic');" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 386, "width": 620 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,6)) # Create figure object\n", "sns.set_context(\"notebook\", font_scale=1, rc={\"lines.linewidth\": 2.5})\n", "ax = sns.countplot(x=\"deck\", data=titanic)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 350, "width": 1069 } }, "output_type": "display_data" } ], "source": [ "sns.set(style=\"ticks\", palette=\"muted\")\n", "sns.relplot(x=\"age\", y=\"deck\", col=\"class\", data=titanic);" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 1408, "width": 1498 } }, "output_type": "display_data" } ], "source": [ "sns.set_context(\"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5})\n", "sns.pairplot(data=titanic, hue=\"deck\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Introduction to `pandas` plotting.\n", "\n", "There is plotting functionality built in `pandas`. Look for it in the `pandas` \"encyclopedia\", a mere 2883-page pdf from the creator Wes McKinney: [pandas documentation (pdf)](https://pandas.pydata.org/pandas-docs/stable/pandas.pdf) \n", "\n", "**Example:** The `value_counts()` Series method and top-level function computes a histogram of a 1D array of values. It can\n", "also be used as a function on regular arrays.\n", "\n", "Reminder: DataFrame: “index” (axis=0, default), “columns” (axis=1) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line Graph\n", "\n", "#### Good for time dependency or when a variable evolves" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ABCD
00.2014680.0023780.460038-0.620872
1-1.3477402.317959-0.1289381.129856
20.827727-1.546181-1.576246-1.113427
30.3454991.469756-0.2343211.381242
4-0.301247-0.6809430.669998-0.203680
\n", "
" ], "text/plain": [ " A B C D\n", "0 0.201468 0.002378 0.460038 -0.620872\n", "1 -1.347740 2.317959 -0.128938 1.129856\n", "2 0.827727 -1.546181 -1.576246 -1.113427\n", "3 0.345499 1.469756 -0.234321 1.381242\n", "4 -0.301247 -0.680943 0.669998 -0.203680" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(np.random.randn(1000, 4), columns=['A', 'B', 'C', 'D'])\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ABCD
00.2014680.0023780.460038-0.620872
1-1.1462722.3203370.3311000.508984
2-0.3185450.774156-1.245146-0.604443
30.0269542.243912-1.4794670.776799
4-0.2742931.562969-0.8094690.573119
\n", "
" ], "text/plain": [ " A B C D\n", "0 0.201468 0.002378 0.460038 -0.620872\n", "1 -1.146272 2.320337 0.331100 0.508984\n", "2 -0.318545 0.774156 -1.245146 -0.604443\n", "3 0.026954 2.243912 -1.479467 0.776799\n", "4 -0.274293 1.562969 -0.809469 0.573119" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# cumulative sum adds column values as it goes\n", "df = df.cumsum()\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 261, "width": 386 } }, "output_type": "display_data" } ], "source": [ "plt.figure();\n", "df.plot();\n", "plt.legend(loc='best');" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 274, "width": 386 } }, "output_type": "display_data" } ], "source": [ "ts = pd.Series(np.random.randn(1000),\n", " index=pd.date_range('1/1/2000', periods=1000))\n", "df = pd.DataFrame(np.random.randn(1000, 4), \n", " index=ts.index, columns=list('ABCD'))\n", "\n", "df = df.cumsum()\n", "plt.figure();\n", "df.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting methods allow for a handful of plot styles other than the default line plot. These methods can be provided as the kind keyword argument to plot(), and include:\n", "\n", "- ‘bar’ or ‘barh’ for bar plots\n", "- ‘hist’ for histogram\n", "- ‘box’ for boxplot\n", "- ‘kde’ or ‘density’ for density plots\n", "- ‘area’ for area plots\n", "- ‘scatter’ for scatter plots\n", "- ‘hexbin’ for hexagonal bin plots\n", "- ‘pie’ for pie plots\n", "\n", "In addition to these kind s, there are the `DataFrame.hist()`, and `DataFrame.boxplot()` methods, which use a separate interface. `scatter_matrix` in pandas.plotting takes a Series or DataFrame as an argument." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bar Plots" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 253, "width": 391 } }, "output_type": "display_data" } ], "source": [ "plt.figure();\n", "df.iloc[0].plot(kind='bar');" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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abcd
00.5078760.8505930.9869390.082241
10.2302240.2686680.4627820.440504
20.5973350.1362710.9314080.238425
30.8602480.4658140.3129430.441529
40.8958840.6833480.9550190.545084
50.9908520.2109190.9985330.153769
60.0088120.3371270.9818300.321036
70.1906010.3094220.6174350.442801
80.7000530.8671430.4727620.792051
90.9946770.0873990.7671100.780876
\n", "
" ], "text/plain": [ " a b c d\n", "0 0.507876 0.850593 0.986939 0.082241\n", "1 0.230224 0.268668 0.462782 0.440504\n", "2 0.597335 0.136271 0.931408 0.238425\n", "3 0.860248 0.465814 0.312943 0.441529\n", "4 0.895884 0.683348 0.955019 0.545084\n", "5 0.990852 0.210919 0.998533 0.153769\n", "6 0.008812 0.337127 0.981830 0.321036\n", "7 0.190601 0.309422 0.617435 0.442801\n", "8 0.700053 0.867143 0.472762 0.792051\n", "9 0.994677 0.087399 0.767110 0.780876" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2 = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n", "df2" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 256, "width": 367 } }, "output_type": "display_data" } ], "source": [ "# horizontal bar plot\n", "df2.plot.barh(stacked=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 256, "width": 397 } }, "output_type": "display_data" } ], "source": [ "df4 = pd.DataFrame({'a': np.random.randn(1000) + 1, 'b': np.random.randn(1000), \n", " 'c': np.random.randn(1000) - 1}, columns=['a', 'b', 'c'])\n", "\n", "plt.figure();\n", "df4.plot.hist(alpha=0.5, stacked=False, bins=60);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplots" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 256, "width": 381 } }, "output_type": "display_data" } ], "source": [ "color = {'boxes': 'DarkGreen', 'whiskers': 'DarkOrange',\n", " 'medians': 'DarkBlue', 'caps': 'Gray'}\n", "\n", "df = pd.DataFrame(np.random.rand(10, 5), columns=['A', 'B', 'C', 'D', 'E'])\n", "df.plot.box(color=color );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Area plots\n", "\n", "You can create area plots with `Series.plot.area()` and `DataFrame.plot.area()`. Area plots are stacked\n", "by default. To produce stacked area plot, each column must be either all positive or all negative values." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 256, "width": 367 } }, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n", "df.plot.area(stacked=True);" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 256, "width": 381 } }, "output_type": "display_data" } ], "source": [ "df.plot.area(stacked=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatterplot\n", "\n", "Scatter plot can be drawn by using the DataFrame.plot.scatter() method. Scatter plot requires numeric\n", "columns for the x and y axes. These can be specified by the x and y keywords." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 402 } }, "output_type": "display_data" } ], "source": [ "ax = df.plot.scatter(x='a', y='b', color='DarkBlue', label='Group 1');\n", "df.plot.scatter(x='c', y='d', color='DarkGreen', label='Group 2', ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `pandas` Tricks\n", "\n", "The copy() method on pandas objects copies the underlying data (though not the axis indexes, since they are immutable)\n", "and returns a new object. Note that it is seldom necessary to copy objects. For example, there are only a\n", "handful of ways to alter a DataFrame in-place:\n", "\n", "- Inserting, deleting, or modifying a column.\n", "- Assigning to the index or columns attributes.\n", "- For homogeneous data, directly modifying the values via the values attribute or advanced indexing.\n", "\n", "To be clear, no pandas method has the side effect of modifying your data; almost every method returns a new object,\n", "leaving the original object untouched. If the data is modified, it is because you did so explicitly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 4 - Group Exercise: 1/2 hour in the Life of a Cardiologist \n", "\n", "Try each exercise on your own and then discuss with your peers sitting at your table. Feel free to engage the TFs and instructors as well. \n", "\n", "Visualize and explore the data. Use `.describe()` to look at your data and also examine if you have any missing values.
\n", "What is the actual number of feature variables after converting categorical variables to dummy ones?

\n", "**List of available variables (includes target variable `num`):**\n", "\n", "- **age**: continuous\n", "- **sex**: categorical, 2 values {0: female, 1: male}\n", "- **cp** (chest pain type): categorical, 4 values\n", " {1: typical angina, 2: atypical angina, 3: non-angina, 4: asymptomatic angina}\n", "- **restbp** (resting blood pressure on admission to hospital): continuous (mmHg)\n", "- **chol (serum cholesterol level)**: continuous (mg/dl)\n", "- **fbs** (fasting blood sugar): categorical, 2 values {0: <= 120 mg/dl, 1: > 120 mg/dl}\n", "- **restecg** (resting electrocardiography): categorical, 3 values\n", " {0: normal, 1: ST-T wave abnormality, 2: left ventricular hypertrophy}\n", "- **thalach** (maximum heart rate achieved): continuous\n", "- **exang** (exercise induced angina): categorical, 2 values {0: no, 1: yes}\n", "- **oldpeak** (ST depression induced by exercise relative to rest): continuous\n", "- **slope** (slope of peak exercise ST segment): categorical, 3 values \n", " {1: upsloping, 2: flat, 3: downsloping}\n", "- **ca** (number of major vessels colored by fluoroscopy): discrete (0,1,2,3)\n", "- **thal**: categorical, 3 values {3: normal, 6: fixed defect, 7: reversible defect}\n", "- **num** (diagnosis of heart disease): categorical, 5 values \n", " {0: less than 50% narrowing in any major vessel, \n", " 1-4: more than 50% narrowing in 1-4 vessels}" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexcprestbpcholfbsrestecgthalachexangoldpeakslopecathalnum
063.01.01.0145.0233.01.02.0150.00.02.33.00.06.00.0
167.01.04.0160.0286.00.02.0108.01.01.52.03.03.02.0
267.01.04.0120.0229.00.02.0129.01.02.62.02.07.01.0
337.01.03.0130.0250.00.00.0187.00.03.53.00.03.00.0
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" ], "text/plain": [ " age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal num\n", "0 63.0 1.0 1.0 145.0 233.0 1.0 2.0 150.0 0.0 2.3 3.0 0.0 6.0 0.0\n", "1 67.0 1.0 4.0 160.0 286.0 0.0 2.0 108.0 1.0 1.5 2.0 3.0 3.0 2.0\n", "2 67.0 1.0 4.0 120.0 229.0 0.0 2.0 129.0 1.0 2.6 2.0 2.0 7.0 1.0\n", "3 37.0 1.0 3.0 130.0 250.0 0.0 0.0 187.0 0.0 3.5 3.0 0.0 3.0 0.0\n", "4 41.0 0.0 2.0 130.0 204.0 0.0 2.0 172.0 0.0 1.4 1.0 0.0 3.0 0.0" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load the dataset\n", "heart_df = pd.read_csv('../data/heart_disease.csv', header=None, names=columns)\n", "heart_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Answer the following question using plots\n", "\n", "01. At what ages do people seek cardiological exams? \n", "02. Do men seek help more than women? \n", "03. Examine the variables. How do they relate to one another?\n", "04. (Variation on 02): What % of men and women seek cardio exams? \n", "05. Does resting blood pressure increase with age?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Pandas trick: `.replace`** The response variable (num) is categorical with 5 values, but we don't have enough data to predict all the categories.
Therefore we'll replace `num` with `hd` (heart disease): **categorical, 2 values {0: no, 1: yes}**.
\n", "Use the code below (take a minute to understand how it works, it's very useful!):" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexcprestbpcholfbsrestecgthalachexangoldpeakslopecathalhd
063.01.01.0145.0233.01.02.0150.00.02.33.00.06.00.0
167.01.04.0160.0286.00.02.0108.01.01.52.03.03.01.0
267.01.04.0120.0229.00.02.0129.01.02.62.02.07.01.0
337.01.03.0130.0250.00.00.0187.00.03.53.00.03.00.0
441.00.02.0130.0204.00.02.0172.00.01.41.00.03.00.0
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" ], "text/plain": [ " age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal hd\n", "0 63.0 1.0 1.0 145.0 233.0 1.0 2.0 150.0 0.0 2.3 3.0 0.0 6.0 0.0\n", "1 67.0 1.0 4.0 160.0 286.0 0.0 2.0 108.0 1.0 1.5 2.0 3.0 3.0 1.0\n", "2 67.0 1.0 4.0 120.0 229.0 0.0 2.0 129.0 1.0 2.6 2.0 2.0 7.0 1.0\n", "3 37.0 1.0 3.0 130.0 250.0 0.0 0.0 187.0 0.0 3.5 3.0 0.0 3.0 0.0\n", "4 41.0 0.0 2.0 130.0 204.0 0.0 2.0 172.0 0.0 1.4 1.0 0.0 3.0 0.0" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Replace response variable values with a binary response (1: heart disease(hd) or 0: not)\n", "#heart_df['num'].replace(to_replace=[1,2,3,4],value=1,inplace=True)\n", "\n", "# Rename column for clarity\n", "#heart_df = heart_df.rename(columns = {'num':'hd'})\n", "heart_df.head()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 299 entries, 0 to 298\n", "Data columns (total 14 columns):\n", "age 299 non-null float64\n", "sex 299 non-null float64\n", "cp 299 non-null float64\n", "restbp 299 non-null float64\n", "chol 299 non-null float64\n", "fbs 299 non-null float64\n", "restecg 299 non-null float64\n", "thalach 299 non-null float64\n", "exang 299 non-null float64\n", "oldpeak 299 non-null float64\n", "slope 299 non-null float64\n", "ca 299 non-null float64\n", "thal 299 non-null float64\n", "hd 299 non-null float64\n", "dtypes: float64(14)\n", "memory usage: 32.8 KB\n" ] } ], "source": [ "# look at the features\n", "heart_df.info();" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexcprestbpcholfbsrestecgthalachexangoldpeakslopecathalhd
count299.000000299.00000299.000000299.000000299.000000299.000000299.000000299.000000299.000000299.000000299.000000299.000000299.000000299.000000
mean54.5217390.678933.163880131.715719246.7859530.1438130.989967149.3277590.3311041.0585281.6053510.6722414.7458190.464883
std9.0302640.467670.96406917.74775152.5325820.3514880.99490323.1210620.4713991.1627690.6169620.9374381.9409770.499601
min29.0000000.000001.00000094.000000100.0000000.0000000.00000071.0000000.0000000.0000001.0000000.0000003.0000000.000000
25%48.0000000.000003.000000120.000000211.0000000.0000000.000000132.5000000.0000000.0000001.0000000.0000003.0000000.000000
50%56.0000001.000003.000000130.000000242.0000000.0000001.000000152.0000000.0000000.8000002.0000000.0000003.0000000.000000
75%61.0000001.000004.000000140.000000275.5000000.0000002.000000165.5000001.0000001.6000002.0000001.0000007.0000001.000000
max77.0000001.000004.000000200.000000564.0000001.0000002.000000202.0000001.0000006.2000003.0000003.0000007.0000001.000000
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" ], "text/plain": [ " age sex cp restbp chol fbs restecg thalach exang oldpeak slope ca thal hd\n", "count 299.000000 299.00000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000 299.000000\n", "mean 54.521739 0.67893 3.163880 131.715719 246.785953 0.143813 0.989967 149.327759 0.331104 1.058528 1.605351 0.672241 4.745819 0.464883\n", "std 9.030264 0.46767 0.964069 17.747751 52.532582 0.351488 0.994903 23.121062 0.471399 1.162769 0.616962 0.937438 1.940977 0.499601\n", "min 29.000000 0.00000 1.000000 94.000000 100.000000 0.000000 0.000000 71.000000 0.000000 0.000000 1.000000 0.000000 3.000000 0.000000\n", "25% 48.000000 0.00000 3.000000 120.000000 211.000000 0.000000 0.000000 132.500000 0.000000 0.000000 1.000000 0.000000 3.000000 0.000000\n", "50% 56.000000 1.00000 3.000000 130.000000 242.000000 0.000000 1.000000 152.000000 0.000000 0.800000 2.000000 0.000000 3.000000 0.000000\n", "75% 61.000000 1.00000 4.000000 140.000000 275.500000 0.000000 2.000000 165.500000 1.000000 1.600000 2.000000 1.000000 7.000000 1.000000\n", "max 77.000000 1.00000 4.000000 200.000000 564.000000 1.000000 2.000000 202.000000 1.000000 6.200000 3.000000 3.000000 7.000000 1.000000" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "heart_df.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point you should split in train and test set and work only on the **train!!**. For simplicity we will not do this in the solutions." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# your code here\n", "# 01. what ages do people seek cardiological exams? \n" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "'solutions/q01.py' was not found in history, as a file, url, nor in the user namespace.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/usr/local/lib/python3.7/site-packages/IPython/core/interactiveshell.py\u001b[0m in \u001b[0;36mfind_user_code\u001b[0;34m(self, target, raw, py_only, skip_encoding_cookie, search_ns)\u001b[0m\n\u001b[1;32m 3644\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# User namespace\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3645\u001b[0;31m \u001b[0mcodeobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0meval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muser_ns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3646\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'solutions' is not defined", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'load'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'solutions/q01.py'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/usr/local/lib/python3.7/site-packages/IPython/core/interactiveshell.py\u001b[0m in \u001b[0;36mrun_line_magic\u001b[0;34m(self, magic_name, line, _stack_depth)\u001b[0m\n\u001b[1;32m 2312\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'local_ns'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstack_depth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf_locals\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2313\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuiltin_trap\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2314\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2315\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2316\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mload\u001b[0;34m(self, arg_s)\u001b[0m\n", "\u001b[0;32m/usr/local/lib/python3.7/site-packages/IPython/core/magic.py\u001b[0m in \u001b[0;36m\u001b[0;34m(f, *a, **k)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[0;31m# but it's overkill for just that one bit of state.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mmagic_deco\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 187\u001b[0;31m \u001b[0mcall\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 189\u001b[0m \u001b[0;32mif\u001b[0m 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Examine the variables. How do they relate to one another?\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %load solutions/q03.py" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# your code here\n", "# 04. What percentage of men and women seek cardio exams? \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %load solutions/q04.py" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# your code here\n", "# 05. Does resting blood pressure increase with age?\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %load solutions/q05.py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus: Find the hidden pattern\n", "\n", "Read the following file into a `pandas` Dataframe: '../data/mystery.csv' and plot it. How does it look? You should see a beautiful pattern. If not, think of ways to fix the issue." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "mystery = pd.read_csv('../data/mystery.csv', sep=' ', header=None) \n", "mystery.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# your code here" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %load solutions/mystery.py" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 1 }