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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>"
]
},
{
"cell_type": "markdown",
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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"
]
},
{
"cell_type": "markdown",
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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",
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"button": false,
"deletable": true,
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"run_control": {
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"button": false,
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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!')"
]
},
{
"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"
]
},
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{
"data": {
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"<div>\n",
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"\n",
" .dataframe thead th {\n",
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" }\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>"
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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": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
"deletable": true,
"editable": true,
"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": 4,
"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,
"editable": true,
"new_sheet": false,
"run_control": {
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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": 5,
"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": {
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}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
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"run_control": {
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},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
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"new_sheet": false,
"run_control": {
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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,
"new_sheet": false,
"run_control": {
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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": 7,
"metadata": {
"button": false,
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"outputs": [
{
"data": {
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" }\n",
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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": 7,
"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": 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": [
"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": 9,
"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": 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: 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": 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": [
"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": 12,
"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": 12,
"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": 13,
"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 0x7fb9ab04ce80>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzsAAAD3CAYAAAA67Up9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHuZJREFUeJzt3X+0XWV54PHvucmNNmJFRMV1E37osDQMo4A0xgmrgFWKGksdnKegssTByYwLWn8vC6tTXNgfdtlBMwsV7xCKWIR5hoA6XVRg2irSGgZMsWCCFRHLTVKjoBKKLd7cM3+cndXT27vP2Sf3nHvO2fl+1torZ+/93r2f+66jycP7vs/baDabSJIkSVLdTAw7AEmSJEkaBJMdSZIkSbVksiNJkiSplkx2JEmSJNWSyY4kSZKkWjLZkSRJklRLy4cdgCRJkqT6i4inA3cAT6OVh9yYmZfOa/M04Frg5cCjwK9l5sPFvYuBC4B9wG9k5q3d3unIjiRJkqSl8E/AqzLzZcAJwJkRsW5emwuAH2XmvwE+BvwBQEQcB5wD/FvgTOCTEbGs2wsd2ZEkSZI0cJnZBJ4oTieLozmv2VnAh4rPNwJXRESjuH5DZv4T8N2IeBBYC3yt0zsd2ZEkSZK0JCJiWUTcC+wBbs/Mu+Y1mQIeAcjMWeAnwHParxdmimsdObIjSZIkaUFPPjzTXHn0qurtn3zy0fPPP//htkvTmTm9/yQz9wEnRMShwM0RcXxm3t/WvrHAY5sdrndksiNJkiRpQSuPXsUtK19Suf3rnnzgOZl5eLd2mfnjiPgyrfU37cnODLAamImI5cCzgMfaru+3CtjV7T1OY5MkSZJUamJ5o/LRSUQ8txjRISJ+Dng18MC8Zl8E3lZ8fhPw58Vany8C50TE0yLiGOBY4P91jb2n31SSJEnSQaUxOVH56OIFwF9ExN8Ad9Nas/MnEXFZRPxK0WYz8JyiAMF7gd8EyMxvAglsB74EXFhMiesce7PZdaqbJEmSpINT8/+u+neVG7965j5YeH3NULhmR5IkSVKpbtPTRtmSJzsRcSawCVgGXJWZH1nqGOouIh4G9tLaXXY2M08ebkT1EBFXAxuAPZl5fHHtMOB/AUcDDwORmT8aVozjrqSPPwT8Z+AHRbNLMvOW4UQ4/iJiNa2dqY8A5mhVydnkd7l/OvTxh/C73DdlO7EXc/lvAA4DtgHnZeZTw4t0fHXo42uAU2mVBAY4PzPvHU6UWgqNyfFNdpZ0zU6xy+kngNcCxwHnFruhqv9Oz8wTTHT66hpaFUPa/SbwZ5l5LPBnxbkO3DX86z4G+FjxfT7Bfxwu2izwvsxcA6wDLiz+f9jvcv+U9TH4Xe6nsp3Y/4BWPx8L/IjWbuw6MJ12u/9A23fZRKfm+lWgYBiWukDBWuDBzHyo+K8sN9DaDVUaeZl5B63Sh+3OAj5TfP4M8KtLGlTNlPSx+igzd2fmtuLzXmAHrU3Z/C73SYc+Vh9lZjMzF9qJ/VW0dl0Hv8uL0qGPdZBpLGtUPkbNUic7B7TzqXrWBG6LiK9HxMZhB1Nzz8/M3dD6Bw7wvCHHU1cXRcTfRMTVEfHsYQdTFxFxNHAicBd+lwdiXh+D3+W+mr8TO/Ad4MfFruvgvzMWrcNu979bfJc/FhFPG2KIWgITyxqVj1Gz1MnOAe18qp6tz8yTaE0XvDAifnHYAUmL8CngRbSmUOwG/vtww6mHiDgE2AK8OzMfH3Y8dbRAH/td7rPM3JeZJ9DaXHAtsGaBZv47YxHm93FEHA9cDLwE+AVaa6M+OMQQtQQaE43Kx6hZ6mTngHY+VW8yc1fx5x7gZlp/AWgwvh8RLwAo/twz5HhqJzO/X/xlOwf8T/w+L1pETNL6R/h1mXlTcdnvch8t1Md+lwcnM38MfJnWGqlDi13XwX9n9E1bH59ZTNVsZuY/AX+E3+XaW7ZiWeVj1Cx1snM3cGxEHBMRK4BzaO2Gqj6JiGdExDP3fwbOAO4fblS11r7L79uALwwxllra/w/wwhvx+7woEdGgtWHbjsy8vO2W3+U+Ketjv8v9VbIT+w7gL2jtug5+lxelbLf7tv8w0qC1Jsrvcs2N88jOkm8qGhGvAz5Oq/T01Zn5u0saQM1FxAtpjeZAq0zk5+zj/oiI64HTgMOB7wOXAp+ntZvvkcDfAf8xM11gf4BK+vg0WtN+mrRKIv+X/WtL1LuIOAX4KnAfrbLIAJfQWlPid7kPOvTxufhd7puIeCmtAgTLaP3H28zMy4q/B/eXnv5r4K3FCIR61KGP/xx4Lq3lCfcC/7WtkIHqp3n3Keu6tyr8wp1bYYQ2FV3yZEeSJEnS2Gjec+orKzc++StfgxFKdpZ8U1FJkiRJ46MxsdQrX/rHZEeSJElSqVFci1OVyY4kSZKkUqO4f05VJjuSJEmSSk0sH72S0lUNbQJeRGwc1rsPFvbx4NnHg2cfLw37efDs48GzjwfPPj44jXPp6WGuNvJ/LINnHw+efTx49vHSsJ8Hzz4ePPt48Ozjg9DEskblY9Q4jU2SJElSqVEcsalqUPvsuHmPJEmStLBxyh6aO85+TeXGa7bcDiP0+w1sZGf9G77S8f7my0/igvduG9TrhX28FMaxjz/78alhh9CTqalV7Nw5M+wwaq9KP29/8euXKJp6OmXrFu5cd/aww6g1+3jw7OPF2zD7rWGH0LNxHtlxGpskSZKkUv1KdiJiNXAtcAQwB0xn5qZ5bT4AvKU4XQ6sAZ6bmY9FxMPAXmAfMJuZJ3d7p8mOJEmSpFJ9LD09C7wvM7dFxDOBr0fE7Zm5fX+DzPwo8FGAiHgD8J7MfKztGadn5g+rvtBkR5IkSVKpflVZy8zdwO7i896I2AFMAdtLfuRc4PrFvLNSshMRZwKbgGXAVZn5kcW8VJIkSdJ46HUaW0Tc03Y6nZnTC7Q5GjgRuKvkGSuBM4GL2i43gdsiogl8eqHnztc12YmIZcAngNcAM8DdEfHF9uEmSZIkSfXUmOhta85ua2ki4hBgC/DuzHy8pNkbgL+cN4VtfWbuiojnAbdHxAOZeUend1WJfC3wYGY+lJlPATcAZ1X4OUmSJEljrjHRqHx0ExGTtBKd6zLzpg5Nz2HeFLbM3FX8uQe4mVae0lGVZGcKeKTtfKa4JkmSJKnm+pXsREQD2AzsyMzLO7R7FnAq8IW2a88oihoQEc8AzgDu7xZ7lTU7C0X9rzYNjYiNwEaAzGTz5Sd1fOhRq1d2baPFsY8Hbxz7eGpqctgh9GRyxQqmplYNO4zaq9LPh23dskTR1NMha17EKfbhQNnHg2cfH5z6WI1tPXAecF9E3FtcuwQ4EiAzryyuvRG4LTP/oe1nnw/cHBHQymE+l5lf6vbCKsnODLC67XwVsGt+o2KB0P5FQs1uGy2O42aM48Y+Hrxx7GM3FdVCKm0q6kaCi+JmjINnHw+efbx447mpaG9rdspk5p0sPJAyv901wDXzrj0EvKzXd1ZJdu4Gjo2IY4CdtObPvbnXF0mSJEkaQ43+lJ4ehq5pWmbO0ir5diuwo3UpvznowCRJkiQNXz8LFCy1SvvsZOYtwC0DjkWSJEnSiOnXNLZhqJTsSJIkSTo4jeKITVUmO5IkSZJKObIjSZIkqZYmlpvsSJIkSaojR3YkSZIk1VFjjEtPm+xIkiRJKuWaHUmSJEm1ZDU2SZIkSfXkyI4kSZKkOnJkR5IkSVItNZYtG3YIB8xkR5IkSVIpCxRIkiRJqiWnsUmSJEmqp4YjO5IkSZJqyJEdSZIkSfXkmh1JkiRJddRoOLIjSZIkqYYay/tTejoiVgPXAkcAc8B0Zm6a1+Y04AvAd4tLN2XmZcW9M4FNwDLgqsz8SLd3ju+YlCRJkqTBa0xUPzqbBd6XmWuAdcCFEXHcAu2+mpknFMf+RGcZ8AngtcBxwLklP/svmOxIkiRJKjfRqH50kJm7M3Nb8XkvsAOYqhjFWuDBzHwoM58CbgDO6vZDTmOTJEmSVKrRY+npiLin7XQ6M6cXaHM0cCJw1wKPeGVEfAPYBbw/M79JKyl6pK3NDPCKbrGY7EiSJEkq12Pp6cw8udP9iDgE2AK8OzMfn3d7G3BUZj4REa8DPg8cCywURLNbLE5jkyRJklSqMTFR+egmIiZpJTrXZeZN8+9n5uOZ+UTx+RZgMiIOpzWSs7qt6SpaIz8dObIjSZIkqVyfSk9HRAPYDOzIzMtL2hwBfD8zmxGxltbgzKPAj4FjI+IYYCdwDvDmbu802ZEkSZJUbll/Sk8D64HzgPsi4t7i2iXAkQCZeSXwJuCdETEL/BQ4JzObwGxEXATcSqv09NXFWp6OTHYkSZIklaoyPa2KzLyThdfetLe5Arii5N4twC29vNNkR5IkSVK5HquxjRKTHUmSJEnleqzGNkq6JjsRsRq4FjgCmKNVK3vToAOTJEmSNHy97rMzSqpEPgu8LzPXAOuACyPiuMGGJUmSJGkkTDSqHyOm68hOZu4Gdhef90bEDlo7mG4fcGySJEmShm2ib9XYllxPa3Yi4mjgROCugUQjSZIkabT0qRrbMDSazWalhhFxCPAV4HcX2u00IjYCGwEy8+UPfHtvx+cdtXol33vkyZ4DVnX28eCNYx8fs3py2CH0ZHLFCn721FPDDqP2qvTzT+9/cImiqadD1ryIJ3Z8Z9hh1Jp9PHj28eIdevLx0KX88ohp/uNN1ZfrP/0/vAtG6PerlOxExCTwJ8CtZbudztNc/4avdGyw+fKTuOC92yoFqQNjHw/eOPbxZz8+NewQejI1tYqdO2eGHUbtVenn7S9+/RJFU0+nbN3CnevOHnYYtWYfD559vHgbZr8FI5QMVND8x8//j8qNn/6rvwEj9PtVqcbWADYDOyomOpIkSZLqYoyrsVVZs7MeOA+4LyLuLa5dUuxgKkmSJKnOGiMzUNOzKtXY7mSEhqIkSZIkLaExLlDQUzU2SZIkSQeZg6X0tCRJkqSDjCM7kiRJkmqpzmt2JEmSJB3Eal6NTZIkSdLBypEdSZIkSbXkmh1JkiRJddR0ZEeSJElSLU2Mb8owvpFLkiRJGrh+jexExGrgWuAIYA6YzsxN89q8BfhgcfoE8M7M/EZx72FgL7APmM3Mk7u9c3wn4EmSJEkavMZE9aOzWeB9mbkGWAdcGBHHzWvzXeDUzHwp8GFget790zPzhCqJDjiyI0mSJKmTPo3sZOZuYHfxeW9E7ACmgO1tbf6q7Ue2AqsW806THUmSJEnleqzGFhH3tJ1OZ+b80Rki4mjgROCuDo+6APjTtvMmcFtENIFPL/Tc+Ux2JEmSJJXqdc1OtylmEXEIsAV4d2Y+XtLmdFrJziltl9dn5q6IeB5we0Q8kJl3dHqXa3YkSZIklevfmh0iYpJWonNdZt5U0ualwFXAWZn56P7rmbmr+HMPcDOwttv7THYkSZIklWpOLKt8dBIRDWAzsCMzLy9pcyRwE3BeZv5t2/VnRMQz938GzgDu7xa709gkSZIklWpWGLGpaD1wHnBfRNxbXLsEOBIgM68Efht4DvDJiIB/LjH9fODm4tpy4HOZ+aVuLzTZkSRJklSuf9XY7gQ6Piwz3wG8Y4HrDwEv6/WdJjuSJEmSyvVvZGfJmexIkiRJKtVrNbZRYrIjSZIkqZwjO5IkSZLqqNl5mc1IM9mRJEmSVKo5Mb4pw/hGLkmSJGngXLMjSZIkqZb6uM/OkjPZkSRJklTOkR1JkiRJdeTIjiRJkqRaOiiqsUXEMuAeYGdmbhhcSJIkSZJGRXNi2bBDOGC9jOy8C9gB/PyAYpEkSZI0YpqM7zS2SpFHxCrg9cBVgw1HkiRJ0ihpNhqVj1HTaDabXRtFxI3A7wPPBN6/0DS2iNgIbATIzJc/8O29HZ951OqVfO+RJw8kZlVkHw/eOPbxMasnhx1CTyZXrOBnTz017DBqr0o///T+B5comno6ZM2LeGLHd4YdRq3Zx4NnHy/eoScfD4zVIpjm3z/w15UbH/GSE2GEfr+u09giYgOwJzO/HhGnlbXLzGlgujhtXvDebR2fu/nyk+jWRotjHw/eOPbxZz8+NewQejI1tYqdO2eGHUbtVenn7evOXqJo6umUrVu40z4cKPt48Ozjxdsw+61hh9CzcS5QUGUa23rgVyLiYeAG4FUR8ccDjUqSJEnSSGg2Jiofo6bryE5mXgxcDFCM7Lw/M9864LgkSZIkjYBRXItTlfvsSJIkSSo11zg4Sk+TmV8GvjyQSCRJkiSNnHFes+PIjiRJkqRS/VqLExGrgWuBI4A5YDozN81r0wA2Aa8DngTOz8xtxb23Ab9VNP2dzPxMt3eO3ioiSZIkSSOjSaPy0cUs8L7MXAOsAy6MiOPmtXktcGxxbAQ+BRARhwGXAq8A1gKXRsSzu73QZEeSJElSqX5VY8vM3ftHaTJzL7ADmL8nxlnAtZnZzMytwKER8QLgl4HbM/OxzPwRcDtwZrfYncYmSZIkqVSva3Yi4p620+liP875bY4GTgTumndrCnik7XymuFZ2vSOTHUmSJEmlei09nZknd7ofEYcAW4B3Z+bj824v9LJmh+sdOY1NkiRJUqm55rLKRzcRMUkr0bkuM29aoMkMsLrtfBWwq8P1jhzZkSRJklSqX6Wni0prm4EdmXl5SbMvAhdFxA20ihH8JDN3R8StwO+1FSU4A7i42ztNdiRJkiSV6uM+O+uB84D7IuLe4tolwJEAmXklcAutstMP0io9/fbi3mMR8WHg7uLnLsvMx7q90GRHkiRJUql+JTuZeScLr71pb9MELiy5dzVwdS/vNNmRJEmSVKqPIztLzmRHkiRJUqlm02RHkiRJUg05siNJkiSplubGeLcakx1JkiRJpZzGJkmSJKmW5pzGJkmSJKmOXLMjSZIkqZacxiZJkiSplhzZkSRJklRLjuxIkiRJqqW5pqWnJUkjavuLX9+1zWFbt7B93dlLEI0kadzMDTuARTDZkSRJklTKaWySJEmSaskCBZIkSZJqyZEdSZIkSbXkyI4kSZKkWtrnyI4kSZKkOqr9NLaIOBS4CjgeaAL/KTO/NsjAJEmSJA1fsznsCA5c1ZGdTcCXMvNNEbECWDnAmCRJkiSNiLk+rtmJiKuBDcCezDx+gfsfAN5SnC4H1gDPzczHIuJhYC+wD5jNzJO7va9rshMRPw/8InA+QGY+BTxV5ZeRJEmSNN76PI3tGuAK4NqFbmbmR4GPAkTEG4D3ZOZjbU1Oz8wfVn1ZlZGdFwI/AP4oIl4GfB14V2b+Q3ujiNgIbCyCZPPlJ3V86FGrV3Zto8WxjwdvHPt4ampy2CH0ZHLFCqamVg07jLF22NYtXdscsuZFnFKhnQ6cfTx49vHg2ccHp35OY8vMOyLi6IrNzwWuX8z7qiQ7y4GTgF/PzLsiYhPwm8B/a2+UmdPAdHHavOC92zo+dPPlJ9GtjRbHPh68cezjz358atgh9GRqahU7d84MO4yxtn3d2V3bnLJ1C3dWaKcDZx8Pnn08ePbx4m2Y/dawQ+hZr6WnI+KettPpIk/o9RkrgTOBi/5FKHBbRDSBT1d5bpVkZwaYycy7ivMbaSU7kiRJkmpu31xvyU6VtTQVvAH4y3lT2NZn5q6IeB5we0Q8kJl3dHrIRLe3ZObfA49ExIuLS78EbD/QqCVJkiSNj2az+tFH5zBvCltm7ir+3APcDKzt9pCq1dh+HbiuqMT2EPD2nkKVJEmSNJb6WY2tioh4FnAq8Na2a88AJjJzb/H5DOCybs+qlOxk5r1AP4ajJEmSJI2Rfo7YRMT1wGnA4RExA1wKTAJk5pVFszcCt80riPZ84OaIgFYO87nM/FK391Ud2ZEkSZJ0EOpn6enMPLdCm2tolahuv/YQ8LJe32eyI0mSJKnUXH/X4iwpkx1JkiRJpfpceGBJmexIkiRJKrWvj9PYlprJjiRJkqRSjuxIkiRJqiWTHUmSJEm1NOc0NkmSJEl15MiOJEmSpFoy2ZEkSZJUS+6zI0mSJKmW5uZcsyNJkiSphhzZkSRJklRLrtmRJEmSVEsmO5IkSZJqyWlskiRJkmrJkR1JkiRJtTQ3N+wIDpzJjiRJkqRSJjuSJEmSask1O5IkSZJqqdnTop3R2oDUZEeSJElSqX4WKIiIq4ENwJ7MPH6B+6cBXwC+W1y6KTMvK+6dCWwClgFXZeZHur3PZEeSJElSqT6v2bkGuAK4tkObr2bmhvYLEbEM+ATwGmAGuDsivpiZ2zu9bGJxsUqSJEmqs2az+tFNZt4BPHYAYawFHszMhzLzKeAG4KxuP+TIjiRJkqRS+3oc2YmIe9pOpzNzusdXvjIivgHsAt6fmd8EpoBH2trMAK/o9iCTHUmSJEmlmj2VY2uQmScv4nXbgKMy84mIeB3weeBYFq580DUwp7FJkiRJKjXXrH4sVmY+nplPFJ9vASYj4nBaIzmr25quojXy01GlkZ2IeA/wDlrZ033A2zPzH3uMXZIkSdKY6Wc1tm4i4gjg+5nZjIi1tAZnHgV+DBwbEccAO4FzgDd3e17XZCcipoDfAI7LzJ9GRBYPv+aAfwtJkiRJY2Guj7uKRsT1wGnA4RExA1wKTAJk5pXAm4B3RsQs8FPgnMxsArMRcRFwK63S01cXa3k6qrpmZznwcxHxM2AlFYaMJEmSJI2/fo7sZOa5Xe5fQas09UL3bgFu6eV9XdfsZOZO4A+BvwN2Az/JzNt6eYkkSZKk8dTP0tNLrdHsElVEPBvYAvwarbly/xu4MTP/eF67jcBGgMx8+QPf3tvxuUetXsn3HnnywCNXV/bx4I1jHx+zenLYIfRkcsUKfvbUU8MOY6z99P4Hu7Y5ZM2LeGLHd5YgmoOXfTx49vHg2ceLd+jJx8PClcVGVfOy62YrN/7ttyyHEfr9qkxjezXw3cz8AUBE3AT8e+BfJDtF/ez9NbSbF7x3W8eHbr78JLq10eLYx4M3jn382Y9PDTuEnkxNrWLnzplhhzHWtq87u2ubU7Zu4c4K7XTg7OPBs48Hzz5evA2z3xp2CD3rNjgyyqokO38HrIuIlbQWCf0ScE/nH5EkSZJUB3M9bio6Sqqs2bkLuJHWBj/3FT/T6y6okiRJksZQs9msfIyaStXYMvNSWmXhJEmSJB1E+lh5eslVLT0tSZIk6SDUHONsx2RHkiRJUqkRnJ1WmcmOJEmSpFL79o1vhQKTHWlMjFvJaEmSVA/N8c11THYkSZIklZsb43lsJjuSJEmSSo1iSemqTHYkSZIklZqzGpskSZKkOhrjgR2THUmSJEnl3GdHkiRJUi1ZelqSJElSLTmyI0mSJKmWxjjXMdmRJEmSVK6fIzsRcTWwAdiTmccvcP8twAeL0yeAd2bmN4p7DwN7gX3AbGae3O19JjuSJEmSSvV5n51rgCuAa0vufxc4NTN/FBGvBaaBV7TdPz0zf1j1ZSY7kiRJkkr1c5+dzLwjIo7ucP+v2k63AqsW876JxfywJEmSpHprNpuVjz67APjT9lCA2yLi6xGxscoDHNmRJEmSVGputrfS0xFxT9vpdGZO9/rOiDidVrJzStvl9Zm5KyKeB9weEQ9k5h2dnmOyI0mSJKnUXI8jNlUKB3QSES8FrgJem5mPtj13V/Hnnoi4GVgLdEx2nMYmSZIkqVRzrln5WKyIOBK4CTgvM/+27fozIuKZ+z8DZwD3d3ueIzuSJEmSSvVzLU5EXA+cBhweETPApcAkQGZeCfw28BzgkxEB/1xi+vnAzcW15cDnMvNL3d5nsiNJkiSpVJ+rsZ3b5f47gHcscP0h4GW9vq8xgKoJ0KqUIEmSJOlfaww7gB4033LxzsqNr/v9KRih329Qa3Ya3Y6I+HqVdh4HftjH9nEdDvvYfq7LYR/bx3U47OO+HWNliKWnF81pbJIkSZJK7ZvdN+wQDpjJjiRJkqRSozhiU9Uwk52eNxdSz+zjwbOPB88+Xhr28+DZx4NnHw+efXwQ6kdJ6WEZVIECSZIkSeOv+aZ3PVS58Y2bXggjtC7JaWySJEmSSs0154YdwgEz2ZEkSZJUapynsZnsSJIkSSo1t8+RHUmSJEk1NDdnsiNJkiSphpzGJkmSJKmWmhYokCRJklRHjuxIkiRJqiWTHUmSJEm15D47kiRJkmppbnbfsEM4YCY7kiRJkko5jU2SJElSLVmNTZIkSVItzTmyI0mSJKmOmnP9G9mJiKuBDcCezDx+gfsNYBPwOuBJ4PzM3FbcexvwW0XT38nMz3R730S/ApckSZJUP825ZuWjgmuAMzvcfy1wbHFsBD4FEBGHAZcCrwDWApdGxLO7vcxkR5IkSVKpZnOu8tFNZt4BPNahyVnAtZnZzMytwKER8QLgl4HbM/OxzPwRcDudkybAaWySJEmSOlji0tNTwCNt5zPFtbLrHZnsSJIkSSrzvTv/z6lHVW385JNPPnr++eff03ZpOjOne3hfY4FrzQ7XOzLZkSRJklTm6F4ar1y5ksxczPtmgNVt56uAXcX10+Zd/3K3h5nsSJIkSRoVXwQuiogbaBUj+Elm7o6IW4HfaytKcAZwcbeHmexIkiRJWhIRcT2tEZrDI2KGVoW1SYDMvBK4hVbZ6QdplZ5+e3HvsYj4MHB38ajLMrNToQMAGs3m+G4SJEmSJEllLD0tSZIkqZZMdiRJkiTVksmOJEmSpFoy2ZEkSZJUSyY7kiRJkmrJZEeSJElSLZnsSJIkSaolkx1JkiRJtfT/AXV7KrV67KZBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"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": 14,
"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": 14,
"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": {
"needs_background": "light"
},
"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": 15,
"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 0x7fb97ee7dcf8>"
]
},
"execution_count": 15,
"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": {
"needs_background": "light"
},
"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": 22,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"def create_waffle_chart(data_frame, 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 (data_frame.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": 23,
"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",
"data_frame = df_dsn\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": 24,
"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": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"create_waffle_chart(data_frame, 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": 25,
"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-4.6.8 | py36_0 876 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 --> 4.6.8-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-4.6.8 | 876 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": 26,
"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": 27,
"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": 28,
"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 0x7fb97eaf6eb8>"
]
},
"execution_count": 28,
"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": 29,
"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": {
"needs_background": "light"
},
"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": 30,
"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": {
"needs_background": "light"
},
"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": 31,
"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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