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Created on Cognitive Class Labs
{
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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>"
]
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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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"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."
]
},
{
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"source": [
"# Downloading and Prepping Data <a id=\"2\"></a>"
]
},
{
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"source": [
"Import Primary Modules:"
]
},
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"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"
]
},
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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",
"```"
]
},
{
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"button": false,
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 50,
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{
"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!')"
]
},
{
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"source": [
"Let's take a look at the first five items in our dataset"
]
},
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" .dataframe thead th {\n",
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"</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",
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" <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",
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"<p>5 rows × 43 columns</p>\n",
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"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": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
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"editable": true,
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"run_control": {
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},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"button": false,
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},
"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,
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},
"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": 53,
"metadata": {
"button": false,
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"new_sheet": false,
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},
"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": {
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}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
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"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"button": false,
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},
"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,
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},
"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": 55,
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"outputs": [
{
"data": {
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" }\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>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": 55,
"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": 56,
"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": 57,
"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": 58,
"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": 59,
"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": 60,
"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": 60,
"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": 61,
"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 0x7f6970917da0>"
]
},
"execution_count": 61,
"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": 62,
"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": 62,
"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": 63,
"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 0x7f696b161470>"
]
},
"execution_count": 63,
"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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j+7Jly6py5cr67bffHF47f/68/P39cxy2JrHqGgAAAODyCmPVNUlat26dNmzYoCeeeEL9+/d3er927drpl19+0c2bN23bkpOTFR0drXbt2jkVgx4dAAAAwMUVRo/O1q1btW7dOrVu3VrNmze3e0homTJlVLduXUnSrFmzdPz4cUVFRdle79evn3bt2qU5c+Zo0KBBcnd314YNG+Tu7q6BAwc6dXwKHQAAAMDFFUahEx0dLUmKiYlRTEyM3WuVKlXSokWLst03ICBAb731llavXq2IiAiZzWY1adJEb775pgIDA506PoUOAAAA4OIsloIvdGbNmpWvdtWqVdMrr7yS5+NT6AAAAAAurjAXIyguFDoAAACAizMbcI0yCh0AAADAxRXG0LXiRqEDAAAAuDgzQ9cAAAAAGA1zdAAAAAAYDkPXAAAAABgOPToAAAAADIceHQAAAACGY7YYb3lpk8VisRR3EgAAAACKz95fE51q16Fx+ULOpODQowMAAAC4OIau3aVTv535OvCerV2IUwpyIU7RxCnoXGLPnslXnHr1GxCnkOMUdC7bPBrlK07f9JPEKeQ4JSkX4hRNnJKUC3GKJo41RmnEYgQAAAAADIceHQAAAACGQ48OAAAAAMPJoEcHAAAAgNEwdA0AAACA4RjxgTMUOgAAAICLMzNHBwAAAIDRMHQNAAAAgOEwdA0AAACA4bC8NAAAAADDyTBT6AAAAAAwGIauAQAAADAcVl0DAAAAYDj06AAAAAAwHJaXBgAAAGA4ZgP26JgsFiN2VAEAAABw1qb9GU61e6ydeyFnUnDo0QEAAABcXAZD1/7Qqd/OfB14z9YuxCkFuRCnaOIUdC6xZ8/kK069+g2IU8hxCjqXbR6N8hWnb/pJ4hRynJKUC3GKJk5JyoU4RRPHGqM0MuIYL3p0AAAAABdHoQMAAADAcMwMXQMAAABgNPToAAAAADAcCh0AAAAAhmPE5+hQ6AAAAAAuzmxmjg4AAAAAg6FHBwAAAIDhMEcHAAAAgOFQ6AAAAAAwHIauAQAAADAcenQAAAAAGI7ZXNwZFDwKHQAAAMDFUegAAAAAMJzCmKOTkJCgLVu2KDY2VufOnVNqaqpmzpyppk2b5rjvokWLtHPnToftDRs21OzZs506PoUOAAAA4OIsTk/Scf7BoleuXNGePXtUt25dNW/eXAcPHsxVTuXKldPrr79ut83Ly8vp/U0W538qAAAAAAa08AvnSoIpfZwvdMxms9zc3CRJ+/fv19/+9rdc9egcOHBAK1eudPp496JHBwAAAHBxhTFHx1rkFJc8Fzqd+jmOmcuNPVu7EKcU5EKcoolT0LnEnj2Trzj16jcgTiHHKehctnk0ylecvukniVPIcUpSLsQpmjglKRfiFE0ca4zSKDdjvOLi4hy2+fj4yMfHpwAzklJSUjR+/HjdunVLDzzwgDp06KAhQ4aoXLlyTu1Pjw4AAADg4jJy0aMTHh7usG3QoEEaMmRIgeVTp04dBQUFqVatWjKbzfrll1+0fft2nThxQm+//bY8PHIuYyh0AAAAABdncXrZNZMiIiIcthZ0b07fvn3tvm/VqpWqV6+upUuX6scff1Tnzp1zjFG8A+cAAAAAFDuzxbkvSapcubLDV0EXOlnp3LmzTCaTTp065VR7enQAAAAAF1ca1mG2Lhbt7CIHFDoAAACAizMXxhNDC9ju3btlsVjUsGFDp9pT6AAAAAAurrB6dPbu3StJOnMmc5XR48ePKykpSZ6engoJCZEkTZ48WVLms3Mk6dq1a4qIiFCnTp1UpUoVmc1mHTlyRNu3b1dwcLAefPBBp45NoQMAAAC4uMIqdP7xj3/Yfb9u3TpJUqVKlWyFzb28vLzk5+enzz//XDdv3pSUOS/o0Ucf1aOPPip3d3enjk2hAwAAALi4jIzCqXSioqJybHNvwePr66uXX34538em0AEAAABcnKU0rEaQSxQ6AAAAgIsz5+KBoaUFhQ4AAADg4ujRAQAAAGA4pWB16Vyj0AEAAABcnMWAlQ6FDgAAAODiDDhyjUIHAAAAcHUZGcZbjcBkMeLMIwAAAABOe+XD351qN+9Zr0LOpODQowMAAAC4OLMB+z7yXOh06rczXwfes7ULcUpBLsQpmjjWGLFnz+Qrl3r1GxCnlMQp6Fy2eTTKV5y+6SeJU8hxSlIuxCmaOCUpF+IUTRxrjNLIiIO86NEBAAAAXJyZVdcAAAAAGI0BO3QodAAAAABXx3N0AAAAABiOEZeXptABAAAAXBw9OgAAAAAMx4B1DoUOAAAA4Oro0QEAAABgODxHBwAAAIDh8BwdAAAAAIZDjw4AAAAAwzGns7w0AAAAAIMx06MDAAAAwGhYdQ0AAACA4Rhxjo7JYsSfCgAAAIDThs+45FS7T2ZXL+RMCo4he3TS0tIUHx9vyMoUAACgKJlMJgUGBqps2bLFnQoKEUPX/n9DhgxRVFRUvg9eGHHS0tJ0+fJleXl5yWQy5SrO2bNnVb9+/XznUxBxSlIuxCmaOCUpF+IUTZySlAtxiiZOScqFOEUTpyTlktc4FotFly9fVrVq1WzFTkm+FizuOAWVS1EzYgeB4Xp04uPj81TkAAAAwJHJZJKXl5fi4+NVvXrpGbaE3MlIzyjuFAqc4Qodi8VCkQMAAFCATCaTIe/44w9G/Pd1nzVr1qzc7mSxWNS0adN8H7ww4iQlJcnd3T3Psby8vPKdT0HFKUm5EKdo4pSkXIhTNHFKUi7EKZo4JSkX4hRNnJKUS37iZGRkyN/fX1LJvhYs7jgFlUtRi9p+Q7Iox68hj1QoviRzyXCrrl28eJHJcgAAAAUsLS1NNWrUKO40UEgGTY11qt369+sVciYFx3BD1wAAAADkjtliLu4UCpzLFDrHr/jqTlreh7QVBO+yGfpT1eRc7/fll1/qr3/9q+37smXLys/PT3Xr1lXHjh3Vp08f+fr6FmSqJVZYWJgGDx6sqVOn5mn/8+fPa9SoUVq6dKkaNmwoSdq2bZu++OIL/fbbb0pOTlbFihXVvHlzjR49WnXr1rXbPy4uTosXL9a+ffuUkpKiunXrauTIkerSpYvDsX799VctXrxYx44dk4eHh9q3b6/w8HBVqlTJ1ubOnTv6+OOPderUKZ08eVLJycmaPn26evfubRcrPT1dw4cP18CBAzVkyJA8/eyFJfVOsszm4p3A6ObmLk/vvJ0D1vOrbNmyWrt2rSpXrmz3+ujRo+Xr66uIiIiCSLXUePvtt5WSkqLZs2dLyjx3Pv/8c8XExOjSpUtyd3dXUFCQnnzySYWFhdnt6+w5lZuYgwYN0pUrV7LMtXbt2vrss88kZfbqDx8+XEuWLFFwcHBB/kry5d//M1e/n/2tWHPwql9Ldf/v1Tzvf+TIEa1evVqnT5/WzZs35e/vr5o1a6pDhw4aMWJEAWaae9bzeN26dapWrVqRHz8xMVFDhw7VjBkzbO/dez+77/avf/1Lnp6etu9v376tTz75RN99953i4uIUEBCgFi1aaMyYMapdu7bD/t9//70iIyN15swZSVLNmjX19NNPq3PnznbtLl68qBUrVujAgQNKSkpSxYoV1bFjR7388su2NlOmTFHDhg313HPP5fv3gNKN5aVLsTtp7rqZUqa408iX119/XTVr1lRGRobi4+N16NAhLV26VGvXrtXcuXNL1Id6SRUREaE///nPtiJHkm7evKnQ0FANGzZMfn5+unz5sj799FM988wz+vjjj1WzZk1J0q1btzRx4kRZLBaFh4erYsWK2rFjh15//XW99dZb6tatmy3muXPnNGXKFDVp0sR2wbh06VJNmTJFK1askLe3t6TMD8etW7cqODhYHTt21I4dO7LM28PDQ08//bTmz5+vRx55xDZGuiQwmzNkySjeQqcg7kGlpaVp+fLlmjZtWgFEK91+/fVXffvtt/r4449t2w4cOKC9e/eqV69eatKkidLT07V9+3a99tpreu655+wKcGfPqdzE/Otf/6q0tDS7PGNjYzVv3jz9+c9/tm2rUaOGevXqpQULFpSo4vT3s78pee/h4k4jz/bs2aNp06apdevWCg8PV4UKFRQfH6+jR49q586dxV7oFLcVK1aoZs2aDgW69Mdn993uHWL/2muv6cSJExozZowaN26sq1evasWKFZo4caI++eQTVajwx5yIlStXatWqVRo8eLDGjh2rjIwMnT17VqmpqXYxz5w5oylTpqhx48Z64YUXFBAQoKtXr+r06dN27caNG6epU6fq0UcfzbKoguswZ9Cjg2JUv359uwv0Hj166LHHHtPkyZP12muvac2aNXZ3iIwkLS0t33OvYmNj9eOPPzpc/AwfPtzu+5CQEDVt2lRPPfWUduzYoaefflqStHnzZsXFxWn58uW2orJDhw6Ki4vTwoUL1aVLF7m5uUmSli9fLm9vb82dO9c26bNevXoaMWKENm7caDtm1apVtX37dknS6dOnsy10pMx/7wULFujzzz93+YuKwtC+fXtt375dw4YNU1BQUKEcIz09XSaTKV8LphSFTz75RC1btlS9en+Mw+7Ro4cGDhxot6plx44ddf36df3zn/+0K0qcPadyEzOrGznffvutJKlPnz522x977DGNHTtWR48eVbNmzfLyK8A91qxZoxo1aujvf/+73fv34YcfltlsvIuj3LDesPqf//mfLF+/97P7XpcvX9ahQ4c0atQoPfnkk7btlSpV0vPPP6+ffvrJ1st/4sQJrVixQjNnzlSPHj1sbdu3b28X02Kx6O2331bz5s01d+5cu3PskUcesWvbsmVL1alTR5GRkdn+DHANRjyX3Yo7AeRP/fr1NWrUKMXFxen//b//Z/faTz/9pPDwcPXs2VMPPfSQpk6dqhMnTti1mT17th555BGdP39eL774onr27KmBAwdq4cKFdndPL1++rLCwMK1du1YrVqzQY489ph49emjq1Km6fPmyUlJS9I9//EN9+/ZV79699de//lW///673bE2bNigSZMmqW/fvurZs6dGjx6tTZs2OZxYgwYN0rRp07Rjxw6NGDFCXbt2tV3Q3MtsNuu9995T9+7dHX7+e33++eeqUqWKWrZsmePvtXz58pIye1Ksjh49qsDAQIcLrrCwMMXFxen48eOSMi9mf/zxR3Xr1s1uZZs6deqoadOm2rlzp21bbpZC9/DwULdu3bRlyxan94HznnrqKfn4+GjJkiU5tr1x44bmzp2r/v37q2vXrho6dKhWrVqljLt6tqznzGeffaaPPvpIAwcOVLdu3XTlyhX16dNHCxcutLVNTU1V9+7d1b17d7u7sgsXLlS/fv1s3x84cECvvvqqHn30UXXv3l1Dhw7VwoULdfv2bVubVatWqUuXLoqLi3PIe/r06Ro8ePB9P8wSEhK0e/duPfzww3bbAwICsny/NmnSRImJiQ53k++V1TmVn5j//e9/tWPHDrVo0cLhLnSjRo0UFBTEuVKAEhMTFRAQkGWRbr3BI0nTpk3TmDFj7F6fPHmywsLCFBMTY9v2ww8/KCwsTOfOnbNtO3funF5//XX16dNH3bp106hRo/TNN984HO/o0aN69tln1b17dw0YMEAffPCB/vvf/2aZ9/bt2zVu3Dj16NFDvXr10rRp0/Tbb/ZDCMPDwzV69GgdPXpUEydOVI8ePTR48GCtXr3aqQu/L7/8UiaTSV27ds2xbVas54SPj4/dduuQ9DJl/hiNsnHjRlWpUsWuyMnKoUOHdPbsWQ0bNsypz5mHH35Y33zzjcPnNlyLxWxx6qs0oUfHADp16qRFixbp8OHD+stf/iIpc4z83Llz1aNHDw0dOlRms1mRkZEKDw/X0qVL7Z6KnJaWptdee039+/fXk08+qcOHD+uf//ynfH19bXderdatW6fGjRvrlVde0c2bN7VgwQK98cYbqlixomrUqKGZM2fq9OnTWrJkiXx9fe3G/F66dEm9evVStWrV5ObmphMnTmjRokWKj4/X+PHj7Y5z/PhxnTt3TqNHj9YDDzygwMBAh587NTVVs2bN0s8//6z33nsvxwLmp59+UqtWrbL9o5+RkaGMjAxduXJFixcvVsWKFW2/TymzgLn7A8fKui02NlbNmjXTpUt7NjetAAAXf0lEQVSXlJqa6jC/R8osTL/66qv75nk/ISEh2rx5s86dO1dovQ6uys/PT8OHD9cHH3xw356AlJQUTZkyRfHx8Ro3bpxq166tffv2admyZbp06ZJee+01u/ZRUVGqX7++XnzxRUmZF/whISE6ePCgrc0vv/xiK5J++eUXtW3bVpJ08OBBtWnTxtbu4sWLatGihfr37y9vb29duHBBq1ev1okTJ/TBBx9Ikvr376+VK1dqy5YtGjdunG3fuLg47dmzR+PHj7e7ML3XgQMHlJGRoZCQkBx/ZxaLRTExMapevXqWvck5nVN5iWm1a9cuJSYmOvTmWLVq1crupgLyp2nTptq2bZsWLlyonj17qkGDBnZFq1VoaKjef/99JSYmqnz58vr99991/PhxeXp66uDBg2rdurWkzPf2Aw88YPs7dubMGU2cOFF16tTR888/r/Lly+u7777TW2+9pbS0NPXt21dS5t/ZqVOnqkaNGpoxY4Y8PT21YcOGLG+GLV++XP/85z81YMAAjRs3Trdv39bKlSs1ceJErVy50u5zJT4+Xu+8846GDRumMWPGaOfOnVqyZIkCAwNzfM/u3btXjRo1ynbJ5pdeekk3b96Ur6+v2rZtq/Hjx9sNZatUqZK6du2qqKgoNW7c2DZ0LSIiQrVr17Ybmnn48GE1bNhQkZGRioqK0rVr11SlShU99thjdkXNzz//LCnzfJo4caJOnDihcuXKqX379poyZYrDZ2pISIgWL16sw4cPq2PHjvf9eWFcFhYjQElUpUoVSZl3YiXp999/V0REhLp27aq7H5PUrl07DRs2TB9//LHeeecd2/a0tDRNmDDBNqE+NDRUJ0+e1DfffONQ6AQEBOidd96x/TG9fPmyVqxYob59+9oWCGjbtq2OHDmiHTt22BU6U6ZMsf2/2WxWq1atlJGRocjISI0bN86uAElMTNSHH36Y7aTSGzdu6NVXX9WNGze0ePFi1alT576/oxs3bujSpUsaOHBgtm369++vxMRESVKtWrW0YMECuw+DoKAgRUdH69q1a3YLChw5csSW893/zWoejZ+fn1JTU5WampqnYYaNGjWyHZNCp+A9/vjjWr9+vT788MNs53d89dVXOnfunObOnatOnTpJyjy3LBaLoqKiNGzYMLv3o7e3t+bNm2d3Jzw0NFQ7d+7UjRs3VKFCBR08eFB/+tOfJEnR0dFq27atbty4odjYWA0ePNi236OPPmr7f4vFoubNm6t27dqaPHmyTp8+rYYNGyogIEAPPfSQtm7dqtGjR9suRj///HO5u7vbLhizc/ToUXl7ezu1hOy6dev066+/ZjuvKadzKi8xrb744gt5eXmpe/fuWb7eqFEjbd68WRcuXHCYH4HcmzBhgi5evKjIyEhFRkbK09NTzZo1U+fOnTVgwADb+yw0NFRms1nR0dHq3r277YK7f//+io6OtsU7ePCgQkNDbd8vWrRIAQEBWrhwoa1gaNeunW7evKmlS5eqd+/ecnNz08qVK+Xm5qb333/fNm+lY8eODsMlr1y5olWrVmno0KGaNGmSbXvLli01dOhQRUZGavLkybbtiYmJ+vvf/277G9u2bVsdPnxYO3bsyLHQOXbsWJbnVcWKFTVy5Eg1bdpU3t7eOnXqlFavXq0DBw5o2bJldufYrFmzNH/+fLvPzMaNG2vhwoUqV66cbVtCQoJu3bqlEydO6JlnnlHlypW1c+dOffDBB0pKStKECRMkZRZuUmYvbv/+/TV+/HhduHBBS5cuVXh4uFauXGkXNzg4WCaTSUeOHKHQcWGlrbfGGQxdM6CjR48qOTlZvXr1Unp6uu3Lw8NDISEhOnzYfkKsu7u7HnzwQbtt9evX19WrVx1id+zY0a4gsV7Q3fuHMSgoSDdu3LAbenLy5ElNnz5dAwYMUNeuXdW1a1d99NFHSkpK0o0bN+z2b9iwYbZFzsWLF/Xss88qIyNDH374YY5FjvTHH/2AgIBs28yfP18ffvih/vd//9fWGxUb+8ea8v3795e7u7vefPNNxcbGKjExUevXr9f3338vyXEYWm6GpTnL+sF+7dq1Ao8NydPTU2PHjtXhw4f1448/ZtkmJiZGvr6+tiLHyjru/dChQ3bbw8LCHIb7tGnTRhaLxdarY73oa9OmjW3bgQMHZLFY7Hp0EhISNH/+fA0ePFjdu3dX165dbRdr58+ft7UbNGiQEhISbD0a6enp2rZtm7p3737fc8B6jJzaSJk9KosWLVLv3r2z7VXJ6ZzKS0wps3fq4MGD6tGjR7Z30TlXClaFChW0cOFCrVixQpMmTVLHjh116tQpvffee5owYYLtb32dOnUUGBho995u2rSpwsLC9Ouvvyo5OVnx8fE6d+6c7b2dmpqqmJgYde7cWWXKlLH73LLO2frPf/4jKfP8Cg0NtZuc7+7uroceesguX2vPZM+ePe3iBQQEKDg42OFzsFKlSrYix6p+/frZrvRnlZSUpJSUlCzPmQ4dOuiZZ55Rp06dFBISoieeeEILFizQ77//rtWrV9u1nT9/vr7//nu98MILWrRokd544w3duXNHL774opKSkmztzGazbt++rbffflt/+ctf1KZNG7344ovq2rWrIiMjdefOHVs7KXMe3KRJk9S6dWv1799f06dP14ULFxzmg3p4eMjX19f2WQnXxNA1lEjWgsR6p9RaNNw7hMbq3gtwLy8vhyFZZcqUcVjhSHLspbDu5+fnZ7fdencvLS1Nnp6eunz5siZPnqygoCBNnjxZ1apVU5kyZbRr1y6tWrXKYSz+Aw88kO3Pe/z4cd28eVPh4eH3bXc3a/z7LWhgnSzarFkzhYWFadiwYVq6dKneffddSZnF2+zZs/V///d/GjlypCSpcuXKCg8P13vvvWf7/VvnIljvZN8tKSlJnp6eeV40wpp/TvMhkHd/+ctftHbtWi1ZskQdOnRweP3WrVuqWLGiw3bre/Hef/es3qO1atVS5cqVdfDgQbVv316nT5/Wc889J7PZrFWrVunWrVs6ePCgqlevbiv4zWazXnjhBd24cUOjR49WvXr15OXlpatXr2rGjBl274ng4GC1aNFCmzZtUo8ePfT9998rISHhvj2aVqmpqTku/PHjjz9q5syZ6ty5s159NfvlinM6p/ISU8qcE2E2m+9bDHGuFI7g4GDbPMXU1FS9++672rFjh7744gvb++vugj06OlpdunRR8+bN5e7ursOHD9su3K2Fzq1bt2y9+5GRkVke13pe3bp1K8tz6t5t169flySHUQlW995Iy6oHvmzZsll+Dt7Nmc+Wu9WrV0+NGjXS0aNHbdv27dunzZs3a86cObZhai1btlSLFi00ZMgQrV+/3vZzlC9fXikpKQ5Dazt06KDvv/9e586d05/+9Cfb51C7du3s2rVr107u7u46efKk3fw/68/A+eLaeI4OSqQffvhBUuaYdOmPC+2XXnpJTZo0Kba87rZ7926lpKTonXfeUdWqVe22Z+V+vSE9e/aUj4+PIiIi5Obm5tRzZay/k1u3bjmVr7e3t4KCghwmrXbs2FEbNmzQhQsXlJGRoVq1aulf//qXTCaTWrRoIUm2uQX//ve/HeKePXvWbiWr3LLmb/15UPDc3Nw0YcIEvfbaa1lOhC5fvrxOnjzpsN06dPTef5vs3suhoaGKjo7WoUOH5OnpqaZNm8pisahs2bI6dOiQoqOj7S5Szp49q9jYWM2YMcNuKE1yctbP5nr88cc1c+ZM/fvf/9amTZvUuHFj2/C4+ylfvrzOnj2b7es//fSTZsyYoQ4dOmjmzJlOryCX3TmV25gWi0VfffWV6tSpo+bNm2fbznquONM7hbzx9PS0raR3d09daGiovv76a504cUJnzpzRSy+9pLJly6p58+Y6ePCgkpKSVLNmTduwaz8/P7m5ual37952wzPvZl1wwt/f33au3e3ebdbzcM6cOXZDja2ymm+ZF9b3l7OfLVLmTYu758mdOnVKUuZQtbtVq1ZN5cuXt1uwoV69eraFb7JijZvT50xW8/SSkpL4bHFx5vTifVREYWDoWikXGxurVatWqUqVKrax6s2bN5ePj4/+85//2CY23vtV1KwXe3d/uKSmpurrr7/OU7xx48Zp4sSJWrBggVatWpVj+6pVq8rT01OXLl1yKv6tW7d05syZLOcpmEwm1apVS0FBQcrIyNC6devUsWNHVa9eXVJmb1bHjh31/fffKyUlxbbf+fPndezYMYcHuuWGNf+sFjpAwQkLC1Pz5s21fPlypaen273WunVrJScna8+ePXbbv/76a5lMJttk65y0adNGV65c0ebNm9WqVSt5eHioTJkyatGihTZv3qyrV6/azWHI6hySpK1bt2YZv0uXLqpUqZLmz5+vn3/+2aneHClz6NGNGzdsQ2Dutm/fPs2YMUOhoaF66623spyMnp3szqncxjx06JAuXrx4394cSbYHkPJckIKR3ZAm65Cyu+deWXtqli5dKm9vb9sNN2txHx0dbffeLleunFq1aqXTp0+rQYMGWX5mWZ891rp1ax08eNBuuHNGRobDYgTWnotLly5lGe/uBXnyw8PDQzVq1NDFixedah8bG6vTp0+radOmtm3W3929BcyFCxd08+ZNu99tly5ddPv2bf3yyy92bX/66Sd5eXnZPhs6dOggT09P7d27167d3r17lZGR4XDTIz4+XmlpaXy2uDiGrqFYWR8IlpGRoYSEBMXExGj79u3y9/fXu+++a+s69/b21nPPPae5c+cqKSlJnTt3lr+/v65fv66TJ0+qTJkyDqucFba2bdvKw8NDb775pp588knduXNHa9euzdWF0r2eeuoplStXTvPnz1dKSoqeeeaZbNuWKVNGzZo107FjxxxeGz16tHr16qXatWvLy8tL58+f1/r165WSkqLRo0fb2pnNZi1YsEAhISHy8/PTpUuXtG7dOiUlJdkt7iBJY8eO1TPPPKNXX31Vw4YNsz0wtGrVqnr88cft2v70009KSUnR5cuXJWU+rNE67+Duh5BKmZNe3d3dnVoiG/kzceJE2yRma2+plDm0bePGjXr77bc1btw41alTR/v371dUVJT69evn9IW19WLwwIEDdgt1hIaG6oMPPnAomoKCglS9enV9+OGHkjKXov3222+z7F2SMi/AHn30US1btkz+/v45LkdrFRISIrPZrBMnTtjND/r55581ffp0BQYG6sknn3Q4bnBwsO1vkLPnVG5iWn3xxRdyd3d3eBbIvY4dO6ZGjRrZLpCRPy+99JKqVKmiTp06qVatWsrIyNDx48e1Zs0aVahQwW4yfuXKlVWrVi0dOHDAbo5aaGiobfn2u99bkvTcc89p8uTJmjJligYMGKAqVaooOTlZ//nPf3TixAnNnj1bkjRq1Cj98MMPmjp1qkaNGmVbde3eIVfVq1fXqFGjtHjxYl26dElt27aVt7e3EhISdOTIEdWpU8fhb3FehYSEaP/+/Q7bn3/+ebVp00Z169aVl5eXTp06pU8//VQ+Pj624c9SZvGybNkyzZs3T1evXlWDBg1siyl4eXlpwIABtrZ9+vTR5s2b9cYbb2j8+PG2xQh27typiRMn2oZF+/v76+mnn7YVmx06dNCFCxf00UcfqUGDBg5/D6yfjc7eqIExFcaqawkJCdqyZYtiY2N17tw5paamaubMmXbF/v3Exsbqk08+0enTp+Xh4aGWLVtq5MiRWQ4hz4rLFDreZYu/Oy6/OVgvpsuUKSN/f3/VrVtX48ePV9++fR3W3+/Tp4+qVKmizz77THPmzFFaWpoqVKigxo0bZzs0oDAFBQXp7bff1kcffaTp06erYsWK6tu3rwIDA7Mcr++sxx9/XOXKldPcuXOVmppqd8F4r4cffljz5s2zrXRl1bRpU3355Ze6evWqUlNTVbFiRbVq1UpvvfWWQ/f/5cuX9d133ykxMVEVKlTQgw8+qDFjxjiMD69bt64WLFigxYsX6/XXX5eHh4fatm2r8PBwhwuvv//973YTXjdu3KiNGzdK+mNYotXu3bsVFhZWoi7e3NzcVdyjet3cCv4BnC1atFBYWJjDv4Gnp6cWLFigJUuW2ObTVK1aVc8884yeeuopp+MHBgYqKChI586ds7u7bb0ArFevnt371MPDQ++++67ef/99zZ07V2XLllWnTp00a9Ysu2Wk7/bQQw9p2bJl6tu3r9Pzwpo3b65q1app9+7ddhejBw8eVGpqqi5dupTlebZu3TrbvAdnz6ncxJSkO3fuaOfOnerYseN9P+Tu3Lmj6OhoPfvss079zEXBq36t4k4hXzmMHDlSu3bt0po1a5SQkKD09HQFBgaqe/fuGjlypMNqem3atNFvv/1m995u1KiR/Pz8lJyc7HBB3aBBAy1fvlwff/yxFi9erMTERPn7+6tOnTp2K+vVq1dP8+fPV0REhGbPni0/Pz/16tVL3bp107x58+xijhkzRkFBQdqwYYO+/PJLZWRkKDAwUM2aNXNqGKezHn74YW3btk2nTp2ye85avXr19PXXXysuLk6pqal64IEHFBYWptGjR9sN4fb29tbSpUu1cuVKbdiwQdeuXVNAQICaNm2qOXPm2N08KVOmjG2Rjw8//FDJycmqVauWXn31VYc5N8OHD5evr6/Wr1+vjRs3ytfXV507d9bEiRMdeoZ37dql4OBgpxb3gXGZC6G35sqVK9qzZ4/q1q1rG77qrAsXLmjWrFm2RzSkpqZqzZo1mjVrlubNm2e3cmB2TBaLpXT1QeXg4sWLTk8KhGtJTU3V448/rhEjRuiJJ54o7nRy7eLFixo6dKjmz5/vcDcUyMratWv1wQcfaO3atbahlc747LPP9Nlnn2nTpk0FNpehKH3xxRd6//33bRd3QGEbOXKkWrdureeff764U8m1O3fuaMCAAZo6dWqOy8+npaU5tfQ8Sqeug35yqt33651fgvzuOWn79+/X3/72N6d7dP7xj3/o5MmTev/9921FzcWLF/Xiiy9q2LBhTt24Z44OXIanp6eefvppRUZG5riSTkm0atUqtW3bliIHOTp79qx2796tVatWqVu3brkqcqTMnlJPT09t2bKlkDIsPBkZGfr00081YsQIihwUmWeffVbbtm2zrfZWmkRFRalKlSo5DgeF8RXGHJ37PaD6ftLT0xUTE6P27dvb9dzUqFFDwcHB2rdvn1NxXGboGiBlPnDx9u3bunLlSqmapJyRkaHq1avnamgUXNerr76q69evq1WrVnm6w+zp6ak33njDbrWn0uLatWvq2bOnU6sxAgXlwQcf1IQJE3T58mWn5w6UFN7e3po+fXq+5szCGApjjk5excXFKS0tLctrtdq1a9ueE5cT3tVwKe7u7naTQEsLd3d3jRo1qrjTQCmxfv36fMdo1aqV3SIMpUXVqlWzfXYKUJgGDx5c3CnkCTcFYJWb5aXj4uIctvn4+DjMGc8r6/O2suqZ9/X1VVpamtLS0nKcrkKhAwAAALi4H7Z2card7du3FR4e7rB90KBBJa5wptABAAAA4LSIiAiHbQXVmyNlPkhYyvqh2MnJySpbtqxTi49R6AAAAABwSkEOUctO5cqVVbZsWZ0/f97htfPnz6tWLeeWyzfcqmsmk0kGWzEbAACgWFksFplMpuJOAy7Cw8NDrVu31r59++weCHzp0iWdOnVK7du3dy5OYSVYXAIDA3X58mV5eXlxQgIAAOSTxWLR77//bvcAX8BZe/fulSSdOXNGknT8+HElJSXJ09NTISEhkqTJkydLkhYtWmTbb8iQIZo2bZrmzZunfv36KSUlRWvXrlXlypXVq1cvp45tuAeGSpkPtIqPj6dnBwAAIJ9MJpMCAwN5IDvyJLsFCipVqmQrbLIqdKTM4ujTTz/VmTNn5O7urhYtWmjkyJEKDAx06tiGLHQAAAAAuDbDzdEBAAAAAAodAAAAAIZDoQMAAADAcCh0AAAAABgOhQ4AAAAAw6HQAQAAAGA4FDoAAAAADIdCBwAAAIDhUOgAAAAAMJz/D4BE8S1/uhIzAAAAAElFTkSuQmCC\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": 64,
"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": 65,
"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": 66,
"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": {
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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": 67,
"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: | \n",
"The environment is inconsistent, please check the package plan carefully\n",
"The following packages are causing the inconsistency:\n",
"\n",
" - defaults/linux-64::anaconda==5.3.1=py37_0\n",
" - defaults/linux-64::astropy==3.0.4=py37h14c3975_0\n",
" - defaults/linux-64::bkcharts==0.2=py37_0\n",
" - defaults/linux-64::blaze==0.11.3=py37_0\n",
" - defaults/linux-64::bokeh==0.13.0=py37_0\n",
" - defaults/linux-64::bottleneck==1.2.1=py37h035aef0_1\n",
" - defaults/linux-64::dask==0.19.1=py37_0\n",
" - defaults/linux-64::datashape==0.5.4=py37_1\n",
" - defaults/linux-64::mkl-service==1.1.2=py37h90e4bf4_5\n",
" - defaults/linux-64::numba==0.39.0=py37h04863e7_0\n",
" - defaults/linux-64::numexpr==2.6.8=py37hd89afb7_0\n",
" - defaults/linux-64::odo==0.5.1=py37_0\n",
" - defaults/linux-64::pytables==3.4.4=py37ha205bf6_0\n",
" - defaults/linux-64::pytest-arraydiff==0.2=py37h39e3cac_0\n",
" - defaults/linux-64::pytest-astropy==0.4.0=py37_0\n",
" - defaults/linux-64::pytest-doctestplus==0.1.3=py37_0\n",
" - defaults/linux-64::pywavelets==1.0.0=py37hdd07704_0\n",
" - defaults/linux-64::scikit-image==0.14.0=py37hf484d3e_1\n",
"done\n",
"\n",
"# All requested packages already installed.\n",
"\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": 68,
"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": 69,
"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": 70,
"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 0x7f691fff4be0>"
]
},
"execution_count": 70,
"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": 71,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
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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": 72,
"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": 73,
"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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