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| { | |
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| "source": [ | |
| "<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n", | |
| "\n", | |
| "<h1 align=center><font size = 5>Waffle Charts, Word Clouds, and Regression Plots</font></h1>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
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| "source": [ | |
| "## Introduction\n", | |
| "\n", | |
| "In this lab, we will learn how to create word clouds and waffle charts. Furthermore, we will start learning about additional visualization libraries that are based on Matplotlib, namely the library *seaborn*, and we will learn how to create regression plots using the *seaborn* library." | |
| ] | |
| }, | |
| { | |
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| } | |
| }, | |
| "source": [ | |
| "## Table of Contents\n", | |
| "\n", | |
| "<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n", | |
| "\n", | |
| "1. [Exploring Datasets with *p*andas](#0)<br>\n", | |
| "2. [Downloading and Prepping Data](#2)<br>\n", | |
| "3. [Visualizing Data using Matplotlib](#4) <br>\n", | |
| "4. [Waffle Charts](#6) <br>\n", | |
| "5. [Word Clouds](#8) <br>\n", | |
| "7. [Regression Plots](#10) <br> \n", | |
| "</div>\n", | |
| "<hr>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
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| "button": false, | |
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| } | |
| }, | |
| "source": [ | |
| "# Exploring Datasets with *pandas* and Matplotlib<a id=\"0\"></a>\n", | |
| "\n", | |
| "Toolkits: The course heavily relies on [*pandas*](http://pandas.pydata.org/) and [**Numpy**](http://www.numpy.org/) for data wrangling, analysis, and visualization. The primary plotting library we will explore in the course is [Matplotlib](http://matplotlib.org/).\n", | |
| "\n", | |
| "Dataset: Immigration to Canada from 1980 to 2013 - [International migration flows to and from selected countries - The 2015 revision](http://www.un.org/en/development/desa/population/migration/data/empirical2/migrationflows.shtml) from United Nation's website\n", | |
| "\n", | |
| "The dataset contains annual data on the flows of international migrants as recorded by the countries of destination. The data presents both inflows and outflows according to the place of birth, citizenship or place of previous / next residence both for foreigners and nationals. In this lab, we will focus on the Canadian Immigration data." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
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| "run_control": { | |
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| } | |
| }, | |
| "source": [ | |
| "# Downloading and Prepping Data <a id=\"2\"></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
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| "button": false, | |
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| } | |
| }, | |
| "source": [ | |
| "Import Primary Modules:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": true, | |
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| "editable": true, | |
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| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np # useful for many scientific computing in Python\n", | |
| "import pandas as pd # primary data structure library\n", | |
| "from PIL import Image # converting images into arrays" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
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| }, | |
| "source": [ | |
| "Let's download and import our primary Canadian Immigration dataset using *pandas* `read_excel()` method. Normally, before we can do that, we would need to download a module which *pandas* requires to read in excel files. This module is **xlrd**. For your convenience, we have pre-installed this module, so you would not have to worry about that. Otherwise, you would need to run the following line of code to install the **xlrd** module:\n", | |
| "```\n", | |
| "!conda install -c anaconda xlrd --yes\n", | |
| "```" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
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| "new_sheet": false, | |
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| } | |
| }, | |
| "source": [ | |
| "Download the dataset and read it into a *pandas* dataframe:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "button": false, | |
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| "editable": true, | |
| "new_sheet": false, | |
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| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Data downloaded and read into a dataframe!\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df_can = pd.read_excel('https://ibm.box.com/shared/static/lw190pt9zpy5bd1ptyg2aw15awomz9pu.xlsx',\n", | |
| " sheet_name='Canada by Citizenship',\n", | |
| " skiprows=range(20),\n", | |
| " skipfooter=2)\n", | |
| "\n", | |
| "print('Data downloaded and read into a dataframe!')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
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| "button": false, | |
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| } | |
| }, | |
| "source": [ | |
| "Let's take a look at the first five items in our dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "button": false, | |
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| "deletable": true, | |
| "editable": true, | |
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| } | |
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| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Type</th>\n", | |
| " <th>Coverage</th>\n", | |
| " <th>OdName</th>\n", | |
| " <th>AREA</th>\n", | |
| " <th>AreaName</th>\n", | |
| " <th>REG</th>\n", | |
| " <th>RegName</th>\n", | |
| " <th>DEV</th>\n", | |
| " <th>DevName</th>\n", | |
| " <th>1980</th>\n", | |
| " <th>...</th>\n", | |
| " <th>2004</th>\n", | |
| " <th>2005</th>\n", | |
| " <th>2006</th>\n", | |
| " <th>2007</th>\n", | |
| " <th>2008</th>\n", | |
| " <th>2009</th>\n", | |
| " <th>2010</th>\n", | |
| " <th>2011</th>\n", | |
| " <th>2012</th>\n", | |
| " <th>2013</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>935</td>\n", | |
| " <td>Asia</td>\n", | |
| " <td>5501</td>\n", | |
| " <td>Southern Asia</td>\n", | |
| " <td>902</td>\n", | |
| " <td>Developing regions</td>\n", | |
| " <td>16</td>\n", | |
| " <td>...</td>\n", | |
| " <td>2978</td>\n", | |
| " <td>3436</td>\n", | |
| " <td>3009</td>\n", | |
| " <td>2652</td>\n", | |
| " <td>2111</td>\n", | |
| " <td>1746</td>\n", | |
| " <td>1758</td>\n", | |
| " <td>2203</td>\n", | |
| " <td>2635</td>\n", | |
| " <td>2004</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Albania</td>\n", | |
| " <td>908</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>925</td>\n", | |
| " <td>Southern Europe</td>\n", | |
| " <td>901</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>1</td>\n", | |
| " <td>...</td>\n", | |
| " <td>1450</td>\n", | |
| " <td>1223</td>\n", | |
| " <td>856</td>\n", | |
| " <td>702</td>\n", | |
| " <td>560</td>\n", | |
| " <td>716</td>\n", | |
| " <td>561</td>\n", | |
| " <td>539</td>\n", | |
| " <td>620</td>\n", | |
| " <td>603</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Algeria</td>\n", | |
| " <td>903</td>\n", | |
| " <td>Africa</td>\n", | |
| " <td>912</td>\n", | |
| " <td>Northern Africa</td>\n", | |
| " <td>902</td>\n", | |
| " <td>Developing regions</td>\n", | |
| " <td>80</td>\n", | |
| " <td>...</td>\n", | |
| " <td>3616</td>\n", | |
| " <td>3626</td>\n", | |
| " <td>4807</td>\n", | |
| " <td>3623</td>\n", | |
| " <td>4005</td>\n", | |
| " <td>5393</td>\n", | |
| " <td>4752</td>\n", | |
| " <td>4325</td>\n", | |
| " <td>3774</td>\n", | |
| " <td>4331</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>American Samoa</td>\n", | |
| " <td>909</td>\n", | |
| " <td>Oceania</td>\n", | |
| " <td>957</td>\n", | |
| " <td>Polynesia</td>\n", | |
| " <td>902</td>\n", | |
| " <td>Developing regions</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Andorra</td>\n", | |
| " <td>908</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>925</td>\n", | |
| " <td>Southern Europe</td>\n", | |
| " <td>901</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>5 rows × 43 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Type Coverage OdName AREA AreaName REG \\\n", | |
| "0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n", | |
| "1 Immigrants Foreigners Albania 908 Europe 925 \n", | |
| "2 Immigrants Foreigners Algeria 903 Africa 912 \n", | |
| "3 Immigrants Foreigners American Samoa 909 Oceania 957 \n", | |
| "4 Immigrants Foreigners Andorra 908 Europe 925 \n", | |
| "\n", | |
| " RegName DEV DevName 1980 ... 2004 2005 2006 \\\n", | |
| "0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n", | |
| "1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n", | |
| "2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n", | |
| "3 Polynesia 902 Developing regions 0 ... 0 0 1 \n", | |
| "4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n", | |
| "\n", | |
| " 2007 2008 2009 2010 2011 2012 2013 \n", | |
| "0 2652 2111 1746 1758 2203 2635 2004 \n", | |
| "1 702 560 716 561 539 620 603 \n", | |
| "2 3623 4005 5393 4752 4325 3774 4331 \n", | |
| "3 0 0 0 0 0 0 0 \n", | |
| "4 1 0 0 0 0 1 1 \n", | |
| "\n", | |
| "[5 rows x 43 columns]" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df_can.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
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| "new_sheet": false, | |
| "run_control": { | |
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| } | |
| }, | |
| "source": [ | |
| "Let's find out how many entries there are in our dataset" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(195, 43)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# print the dimensions of the dataframe\n", | |
| "print(df_can.shape)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to *Introduction to Matplotlib and Line Plots* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "data dimensions: (195, 38)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# clean up the dataset to remove unnecessary columns (eg. REG) \n", | |
| "df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n", | |
| "\n", | |
| "# let's rename the columns so that they make sense\n", | |
| "df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n", | |
| "\n", | |
| "# for sake of consistency, let's also make all column labels of type string\n", | |
| "df_can.columns = list(map(str, df_can.columns))\n", | |
| "\n", | |
| "# set the country name as index - useful for quickly looking up countries using .loc method\n", | |
| "df_can.set_index('Country', inplace = True)\n", | |
| "\n", | |
| "# add total column\n", | |
| "df_can['Total'] = df_can.sum (axis = 1)\n", | |
| "\n", | |
| "# years that we will be using in this lesson - useful for plotting later on\n", | |
| "years = list(map(str, range(1980, 2014)))\n", | |
| "print ('data dimensions:', df_can.shape)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Visualizing Data using Matplotlib<a id=\"4\"></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Import `matplotlib`:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Matplotlib version: 3.0.2\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "\n", | |
| "import matplotlib as mpl\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import matplotlib.patches as mpatches # needed for waffle Charts\n", | |
| "\n", | |
| "mpl.style.use('ggplot') # optional: for ggplot-like style\n", | |
| "\n", | |
| "# check for latest version of Matplotlib\n", | |
| "print ('Matplotlib version: ', mpl.__version__) # >= 2.0.0" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Waffle Charts <a id=\"6\"></a>\n", | |
| "\n", | |
| "\n", | |
| "A `waffle chart` is an interesting visualization that is normally created to display progress toward goals. It is commonly an effective option when you are trying to add interesting visualization features to a visual that consists mainly of cells, such as an Excel dashboard." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Let's revisit the previous case study about Denmark, Norway, and Sweden." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "button": false, | |
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| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
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| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
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| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Continent</th>\n", | |
| " <th>Region</th>\n", | |
| " <th>DevName</th>\n", | |
| " <th>1980</th>\n", | |
| " <th>1981</th>\n", | |
| " <th>1982</th>\n", | |
| " <th>1983</th>\n", | |
| " <th>1984</th>\n", | |
| " <th>1985</th>\n", | |
| " <th>1986</th>\n", | |
| " <th>...</th>\n", | |
| " <th>2005</th>\n", | |
| " <th>2006</th>\n", | |
| " <th>2007</th>\n", | |
| " <th>2008</th>\n", | |
| " <th>2009</th>\n", | |
| " <th>2010</th>\n", | |
| " <th>2011</th>\n", | |
| " <th>2012</th>\n", | |
| " <th>2013</th>\n", | |
| " <th>Total</th>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>Country</th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " <th></th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>Denmark</th>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Northern Europe</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>272</td>\n", | |
| " <td>293</td>\n", | |
| " <td>299</td>\n", | |
| " <td>106</td>\n", | |
| " <td>93</td>\n", | |
| " <td>73</td>\n", | |
| " <td>93</td>\n", | |
| " <td>...</td>\n", | |
| " <td>62</td>\n", | |
| " <td>101</td>\n", | |
| " <td>97</td>\n", | |
| " <td>108</td>\n", | |
| " <td>81</td>\n", | |
| " <td>92</td>\n", | |
| " <td>93</td>\n", | |
| " <td>94</td>\n", | |
| " <td>81</td>\n", | |
| " <td>3901</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>Norway</th>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Northern Europe</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>116</td>\n", | |
| " <td>77</td>\n", | |
| " <td>106</td>\n", | |
| " <td>51</td>\n", | |
| " <td>31</td>\n", | |
| " <td>54</td>\n", | |
| " <td>56</td>\n", | |
| " <td>...</td>\n", | |
| " <td>57</td>\n", | |
| " <td>53</td>\n", | |
| " <td>73</td>\n", | |
| " <td>66</td>\n", | |
| " <td>75</td>\n", | |
| " <td>46</td>\n", | |
| " <td>49</td>\n", | |
| " <td>53</td>\n", | |
| " <td>59</td>\n", | |
| " <td>2327</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>Sweden</th>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Northern Europe</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>281</td>\n", | |
| " <td>308</td>\n", | |
| " <td>222</td>\n", | |
| " <td>176</td>\n", | |
| " <td>128</td>\n", | |
| " <td>158</td>\n", | |
| " <td>187</td>\n", | |
| " <td>...</td>\n", | |
| " <td>205</td>\n", | |
| " <td>139</td>\n", | |
| " <td>193</td>\n", | |
| " <td>165</td>\n", | |
| " <td>167</td>\n", | |
| " <td>159</td>\n", | |
| " <td>134</td>\n", | |
| " <td>140</td>\n", | |
| " <td>140</td>\n", | |
| " <td>5866</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>3 rows × 38 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Continent Region DevName 1980 1981 1982 1983 \\\n", | |
| "Country \n", | |
| "Denmark Europe Northern Europe Developed regions 272 293 299 106 \n", | |
| "Norway Europe Northern Europe Developed regions 116 77 106 51 \n", | |
| "Sweden Europe Northern Europe Developed regions 281 308 222 176 \n", | |
| "\n", | |
| " 1984 1985 1986 ... 2005 2006 2007 2008 2009 2010 2011 \\\n", | |
| "Country ... \n", | |
| "Denmark 93 73 93 ... 62 101 97 108 81 92 93 \n", | |
| "Norway 31 54 56 ... 57 53 73 66 75 46 49 \n", | |
| "Sweden 128 158 187 ... 205 139 193 165 167 159 134 \n", | |
| "\n", | |
| " 2012 2013 Total \n", | |
| "Country \n", | |
| "Denmark 94 81 3901 \n", | |
| "Norway 53 59 2327 \n", | |
| "Sweden 140 140 5866 \n", | |
| "\n", | |
| "[3 rows x 38 columns]" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# let's create a new dataframe for these three countries \n", | |
| "df_dsn = df_can.loc[['Denmark', 'Norway', 'Sweden'], :]\n", | |
| "\n", | |
| "# let's take a look at our dataframe\n", | |
| "df_dsn" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Unfortunately, unlike R, `waffle` charts are not built into any of the Python visualization libraries. Therefore, we will learn how to create them from scratch." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 1.** The first step into creating a waffle chart is determing the proportion of each category with respect to the total." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Denmark: 0.32255663965602777\n", | |
| "Norway: 0.1924094592359848\n", | |
| "Sweden: 0.48503390110798744\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# compute the proportion of each category with respect to the total\n", | |
| "total_values = sum(df_dsn['Total'])\n", | |
| "category_proportions = [(float(value) / total_values) for value in df_dsn['Total']]\n", | |
| "\n", | |
| "# print out proportions\n", | |
| "for i, proportion in enumerate(category_proportions):\n", | |
| " print (df_dsn.index.values[i] + ': ' + str(proportion))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 2.** The second step is defining the overall size of the `waffle` chart." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Total number of tiles is 400\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "width = 40 # width of chart\n", | |
| "height = 10 # height of chart\n", | |
| "\n", | |
| "total_num_tiles = width * height # total number of tiles\n", | |
| "\n", | |
| "print ('Total number of tiles is ', total_num_tiles)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 3.** The third step is using the proportion of each category to determe it respective number of tiles" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Denmark: 129\n", | |
| "Norway: 77\n", | |
| "Sweden: 194\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# compute the number of tiles for each catagory\n", | |
| "tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n", | |
| "\n", | |
| "# print out number of tiles per category\n", | |
| "for i, tiles in enumerate(tiles_per_category):\n", | |
| " print (df_dsn.index.values[i] + ': ' + str(tiles))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Based on the calculated proportions, Denmark will occupy 129 tiles of the `waffle` chart, Norway will occupy 77 tiles, and Sweden will occupy 194 tiles." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 4.** The fourth step is creating a matrix that resembles the `waffle` chart and populating it." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "[129, 77, 194]" | |
| ] | |
| }, | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "tiles_per_category" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Waffle chart populated!\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# initialize the waffle chart as an empty matrix\n", | |
| "waffle_chart = np.zeros((height, width))\n", | |
| "\n", | |
| "# define indices to loop through waffle chart\n", | |
| "category_index = 0\n", | |
| "tile_index = 0\n", | |
| "\n", | |
| "# populate the waffle chart\n", | |
| "for col in range(width):\n", | |
| " for row in range(height):\n", | |
| " tile_index += 1\n", | |
| "\n", | |
| " # if the number of tiles populated for the current category is equal to its corresponding allocated tiles...\n", | |
| " if tile_index > sum(tiles_per_category[0:category_index]):\n", | |
| " # ...proceed to the next category\n", | |
| " category_index += 1 \n", | |
| " \n", | |
| " # set the class value to an integer, which increases with class\n", | |
| " waffle_chart[row, col] = category_index\n", | |
| " \n", | |
| "print ('Waffle chart populated!')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Let's take a peek at how the matrix looks like." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.]])" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "waffle_chart" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "As expected, the matrix consists of three categories and the total number of each category's instances matches the total number of tiles allocated to each category." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 5.** Map the `waffle` chart matrix into a visual." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.colorbar.Colorbar at 0x7fa4f9704b38>" | |
| ] | |
| }, | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# instantiate a new figure object\n", | |
| "fig = plt.figure()\n", | |
| "\n", | |
| "# use matshow to display the waffle chart\n", | |
| "colormap = plt.cm.coolwarm\n", | |
| "plt.matshow(waffle_chart, cmap=colormap)\n", | |
| "plt.colorbar()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 6.** Prettify the chart." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "([], <a list of 0 Text yticklabel objects>)" | |
| ] | |
| }, | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# instantiate a new figure object\n", | |
| "fig = plt.figure()\n", | |
| "\n", | |
| "# use matshow to display the waffle chart\n", | |
| "colormap = plt.cm.coolwarm\n", | |
| "plt.matshow(waffle_chart, cmap=colormap)\n", | |
| "plt.colorbar()\n", | |
| "\n", | |
| "# get the axis\n", | |
| "ax = plt.gca()\n", | |
| "\n", | |
| "# set minor ticks\n", | |
| "ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n", | |
| "ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n", | |
| " \n", | |
| "# add gridlines based on minor ticks\n", | |
| "ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n", | |
| "\n", | |
| "plt.xticks([])\n", | |
| "plt.yticks([])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 7.** Create a legend and add it to chart." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x7fa4f812ffd0>" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# instantiate a new figure object\n", | |
| "fig = plt.figure()\n", | |
| "\n", | |
| "# use matshow to display the waffle chart\n", | |
| "colormap = plt.cm.coolwarm\n", | |
| "plt.matshow(waffle_chart, cmap=colormap)\n", | |
| "plt.colorbar()\n", | |
| "\n", | |
| "# get the axis\n", | |
| "ax = plt.gca()\n", | |
| "\n", | |
| "# set minor ticks\n", | |
| "ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n", | |
| "ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n", | |
| " \n", | |
| "# add gridlines based on minor ticks\n", | |
| "ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n", | |
| "\n", | |
| "plt.xticks([])\n", | |
| "plt.yticks([])\n", | |
| "\n", | |
| "# compute cumulative sum of individual categories to match color schemes between chart and legend\n", | |
| "values_cumsum = np.cumsum(df_dsn['Total'])\n", | |
| "total_values = values_cumsum[len(values_cumsum) - 1]\n", | |
| "\n", | |
| "# create legend\n", | |
| "legend_handles = []\n", | |
| "for i, category in enumerate(df_dsn.index.values):\n", | |
| " label_str = category + ' (' + str(df_dsn['Total'][i]) + ')'\n", | |
| " color_val = colormap(float(values_cumsum[i])/total_values)\n", | |
| " legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n", | |
| "\n", | |
| "# add legend to chart\n", | |
| "plt.legend(handles=legend_handles,\n", | |
| " loc='lower center', \n", | |
| " ncol=len(df_dsn.index.values),\n", | |
| " bbox_to_anchor=(0., -0.2, 0.95, .1)\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "And there you go! What a good looking *delicious* `waffle` chart, don't you think?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Now it would very inefficient to repeat these seven steps every time we wish to create a `waffle` chart. So let's combine all seven steps into one function called *create_waffle_chart*. This function would take the following parameters as input:\n", | |
| "\n", | |
| "> 1. **categories**: Unique categories or classes in dataframe.\n", | |
| "> 2. **values**: Values corresponding to categories or classes.\n", | |
| "> 3. **height**: Defined height of waffle chart.\n", | |
| "> 4. **width**: Defined width of waffle chart.\n", | |
| "> 5. **colormap**: Colormap class\n", | |
| "> 6. **value_sign**: In order to make our function more generalizable, we will add this parameter to address signs that could be associated with a value such as %, $, and so on. **value_sign** has a default value of empty string." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def create_waffle_chart(categories, values, height, width, colormap, value_sign=''):\n", | |
| "\n", | |
| " # compute the proportion of each category with respect to the total\n", | |
| " total_values = sum(values)\n", | |
| " category_proportions = [(float(value) / total_values) for value in values]\n", | |
| "\n", | |
| " # compute the total number of tiles\n", | |
| " total_num_tiles = width * height # total number of tiles\n", | |
| " print ('Total number of tiles is', total_num_tiles)\n", | |
| " \n", | |
| " # compute the number of tiles for each catagory\n", | |
| " tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n", | |
| "\n", | |
| " # print out number of tiles per category\n", | |
| " for i, tiles in enumerate(tiles_per_category):\n", | |
| " print (df_dsn.index.values[i] + ': ' + str(tiles))\n", | |
| " \n", | |
| " # initialize the waffle chart as an empty matrix\n", | |
| " waffle_chart = np.zeros((height, width))\n", | |
| "\n", | |
| " # define indices to loop through waffle chart\n", | |
| " category_index = 0\n", | |
| " tile_index = 0\n", | |
| "\n", | |
| " # populate the waffle chart\n", | |
| " for col in range(width):\n", | |
| " for row in range(height):\n", | |
| " tile_index += 1\n", | |
| "\n", | |
| " # if the number of tiles populated for the current category \n", | |
| " # is equal to its corresponding allocated tiles...\n", | |
| " if tile_index > sum(tiles_per_category[0:category_index]):\n", | |
| " # ...proceed to the next category\n", | |
| " category_index += 1 \n", | |
| " \n", | |
| " # set the class value to an integer, which increases with class\n", | |
| " waffle_chart[row, col] = category_index\n", | |
| " \n", | |
| " # instantiate a new figure object\n", | |
| " fig = plt.figure()\n", | |
| "\n", | |
| " # use matshow to display the waffle chart\n", | |
| " colormap = plt.cm.coolwarm\n", | |
| " plt.matshow(waffle_chart, cmap=colormap)\n", | |
| " plt.colorbar()\n", | |
| "\n", | |
| " # get the axis\n", | |
| " ax = plt.gca()\n", | |
| "\n", | |
| " # set minor ticks\n", | |
| " ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n", | |
| " ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n", | |
| " \n", | |
| " # add dridlines based on minor ticks\n", | |
| " ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n", | |
| "\n", | |
| " plt.xticks([])\n", | |
| " plt.yticks([])\n", | |
| "\n", | |
| " # compute cumulative sum of individual categories to match color schemes between chart and legend\n", | |
| " values_cumsum = np.cumsum(values)\n", | |
| " total_values = values_cumsum[len(values_cumsum) - 1]\n", | |
| "\n", | |
| " # create legend\n", | |
| " legend_handles = []\n", | |
| " for i, category in enumerate(categories):\n", | |
| " if value_sign == '%':\n", | |
| " label_str = category + ' (' + str(values[i]) + value_sign + ')'\n", | |
| " else:\n", | |
| " label_str = category + ' (' + value_sign + str(values[i]) + ')'\n", | |
| " \n", | |
| " color_val = colormap(float(values_cumsum[i])/total_values)\n", | |
| " legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n", | |
| "\n", | |
| " # add legend to chart\n", | |
| " plt.legend(\n", | |
| " handles=legend_handles,\n", | |
| " loc='lower center', \n", | |
| " ncol=len(categories),\n", | |
| " bbox_to_anchor=(0., -0.2, 0.95, .1)\n", | |
| " )" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Now to create a `waffle` chart, all we have to do is call the function `create_waffle_chart`. Let's define the input parameters:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "width = 40 # width of chart\n", | |
| "height = 10 # height of chart\n", | |
| "\n", | |
| "categories = df_dsn.index.values # categories\n", | |
| "values = df_dsn['Total'] # correponding values of categories\n", | |
| "\n", | |
| "colormap = plt.cm.coolwarm # color map class" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "And now let's call our function to create a `waffle` chart." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Total number of tiles is 400\n", | |
| "Denmark: 129\n", | |
| "Norway: 77\n", | |
| "Sweden: 194\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "create_waffle_chart(categories, values, height, width, colormap)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "There seems to be a new Python package for generating `waffle charts` called [PyWaffle](https://github.com/ligyxy/PyWaffle), but it looks like the repository is still being built. But feel free to check it out and play with it." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Word Clouds <a id=\"8\"></a>\n", | |
| "\n", | |
| "\n", | |
| "`Word` clouds (also known as text clouds or tag clouds) work in a simple way: the more a specific word appears in a source of textual data (such as a speech, blog post, or database), the bigger and bolder it appears in the word cloud." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Luckily, a Python package already exists in Python for generating `word` clouds. The package, called `word_cloud` was developed by **Andreas Mueller**. You can learn more about the package by following this [link](https://github.com/amueller/word_cloud/).\n", | |
| "\n", | |
| "Let's use this package to learn how to generate a word cloud for a given text document." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "First, let's install the package." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Collecting package metadata: done\n", | |
| "Solving environment: done\n", | |
| "\n", | |
| "## Package Plan ##\n", | |
| "\n", | |
| " environment location: /home/jupyterlab/conda\n", | |
| "\n", | |
| " added / updated specs:\n", | |
| " - wordcloud==1.4.1\n", | |
| "\n", | |
| "\n", | |
| "The following packages will be downloaded:\n", | |
| "\n", | |
| " package | build\n", | |
| " ---------------------------|-----------------\n", | |
| " ca-certificates-2019.3.9 | hecc5488_0 146 KB conda-forge\n", | |
| " certifi-2019.3.9 | py36_0 149 KB conda-forge\n", | |
| " conda-4.6.9 | py36_0 896 KB conda-forge\n", | |
| " openssl-1.1.1b | h14c3975_1 4.0 MB conda-forge\n", | |
| " wordcloud-1.4.1 | py36_0 324 KB conda-forge\n", | |
| " ------------------------------------------------------------\n", | |
| " Total: 5.4 MB\n", | |
| "\n", | |
| "The following NEW packages will be INSTALLED:\n", | |
| "\n", | |
| " wordcloud conda-forge/linux-64::wordcloud-1.4.1-py36_0\n", | |
| "\n", | |
| "The following packages will be UPDATED:\n", | |
| "\n", | |
| " ca-certificates 2018.11.29-ha4d7672_0 --> 2019.3.9-hecc5488_0\n", | |
| " certifi 2018.11.29-py36_1000 --> 2019.3.9-py36_0\n", | |
| " conda 4.6.4-py36_0 --> 4.6.9-py36_0\n", | |
| " openssl 1.1.1a-h14c3975_1000 --> 1.1.1b-h14c3975_1\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "Downloading and Extracting Packages\n", | |
| "ca-certificates-2019 | 146 KB | ##################################### | 100% \n", | |
| "openssl-1.1.1b | 4.0 MB | ##################################### | 100% \n", | |
| "conda-4.6.9 | 896 KB | ##################################### | 100% \n", | |
| "certifi-2019.3.9 | 149 KB | ##################################### | 100% \n", | |
| "wordcloud-1.4.1 | 324 KB | ##################################### | 100% \n", | |
| "Preparing transaction: done\n", | |
| "Verifying transaction: done\n", | |
| "Executing transaction: done\n", | |
| "Wordcloud is installed and imported!\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# install wordcloud\n", | |
| "!conda install -c conda-forge wordcloud==1.4.1 --yes\n", | |
| "\n", | |
| "# import package and its set of stopwords\n", | |
| "from wordcloud import WordCloud, STOPWORDS\n", | |
| "\n", | |
| "print ('Wordcloud is installed and imported!')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "`Word` clouds are commonly used to perform high-level analysis and visualization of text data. Accordinly, let's digress from the immigration dataset and work with an example that involves analyzing text data. Let's try to analyze a short novel written by **Lewis Carroll** titled *Alice's Adventures in Wonderland*. Let's go ahead and download a _.txt_ file of the novel." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "File downloaded and saved!\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# download file and save as alice_novel.txt\n", | |
| "!wget --quiet https://ibm.box.com/shared/static/m54sjtrshpt5su20dzesl5en9xa5vfz1.txt -O alice_novel.txt\n", | |
| "\n", | |
| "# open the file and read it into a variable alice_novel\n", | |
| "alice_novel = open('alice_novel.txt', 'r').read()\n", | |
| " \n", | |
| "print ('File downloaded and saved!')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Next, let's use the stopwords that we imported from `word_cloud`. We use the function *set* to remove any redundant stopwords." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "stopwords = set(STOPWORDS)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Create a word cloud object and generate a word cloud. For simplicity, let's generate a word cloud using only the first 2000 words in the novel." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<wordcloud.wordcloud.WordCloud at 0x7fa4f9744b70>" | |
| ] | |
| }, | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# instantiate a word cloud object\n", | |
| "alice_wc = WordCloud(\n", | |
| " background_color='white',\n", | |
| " max_words=2000,\n", | |
| " stopwords=stopwords\n", | |
| ")\n", | |
| "\n", | |
| "# generate the word cloud\n", | |
| "alice_wc.generate(alice_novel)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Awesome! Now that the `word` cloud is created, let's visualize it." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| }, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# display the word cloud\n", | |
| "plt.imshow(alice_wc, interpolation='bilinear')\n", | |
| "plt.axis('off')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Interesting! So in the first 2000 words in the novel, the most common words are **Alice**, **said**, **little**, **Queen**, and so on. Let's resize the cloud so that we can see the less frequent words a little better." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1008x1296 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig = plt.figure()\n", | |
| "fig.set_figwidth(14) # set width\n", | |
| "fig.set_figheight(18) # set height\n", | |
| "\n", | |
| "# display the cloud\n", | |
| "plt.imshow(alice_wc, interpolation='bilinear')\n", | |
| "plt.axis('off')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Much better! However, **said** isn't really an informative word. So let's add it to our stopwords and re-generate the cloud." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "metadata": { | |
| "button": false, | |
| "collapsed": false, | |
| "deletable": true, | |
| "editable": true, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { |
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