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Created on Cognitive Class Labs
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"<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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"## 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"
]
},
{
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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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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 2,
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"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!')"
]
},
{
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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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" .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",
" <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,
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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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"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"button": false,
"collapsed": 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": 7,
"metadata": {
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"outputs": [
{
"data": {
"text/html": [
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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": 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": [
"Denmark: 0.32255663965602777\n",
"Norway: 0.1924094592359848\n",
"Sweden: 0.48503390110798744\n",
"[0.32255663965602777, 0.1924094592359848, 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))\n",
"print(category_proportions)"
]
},
{
"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": 12,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Denmark: 129\n",
"Norway: 77\n",
"Sweden: 194\n"
]
}
],
"source": [
"# compute the number of tiles for each catagory\n",
"tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n",
"\n",
"# print out number of tiles per category\n",
"for i, tiles in enumerate(tiles_per_category):\n",
" print (df_dsn.index.values[i] + ': ' + str(tiles))"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Based on the calculated proportions, Denmark will occupy 129 tiles of the `waffle` chart, Norway will occupy 77 tiles, and Sweden will occupy 194 tiles."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 4.** The fourth step is creating a matrix that resembles the `waffle` chart and populating it."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"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": 14,
"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": 14,
"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": 15,
"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 0x7f7c3fc15cc0>"
]
},
"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()"
]
},
{
"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": 19,
"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": 19,
"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": 23,
"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 0x7f7c37dc59b0>"
]
},
"execution_count": 23,
"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",
"###print('\\nvalues_cumsum:', values_cumsum)\n",
"###print('\\ntotal_values:', total_values)\n",
"###print('\\nnbr of index values:',len(df_dsn.index.values))\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": 24,
"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": 25,
"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": 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": [
"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(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": 27,
"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",
" conda-4.6.7 | py36_0 869 KB conda-forge\n",
" wordcloud-1.4.1 | py36_0 324 KB conda-forge\n",
" ------------------------------------------------------------\n",
" Total: 1.2 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",
" conda 4.6.4-py36_0 --> 4.6.7-py36_0\n",
"\n",
"\n",
"\n",
"Downloading and Extracting Packages\n",
"wordcloud-1.4.1 | 324 KB | ##################################### | 100% \n",
"conda-4.6.7 | 869 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": 28,
"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": 29,
"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": 30,
"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 0x7f7c3c32c9e8>"
]
},
"execution_count": 30,
"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": 31,
"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": 32,
"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": 33,
"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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