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Created on Cognitive Class Labs
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"source": [
"<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n",
"\n",
"<h1 align=center><font size = 5>Waffle Charts, Word Clouds, and Regression Plots</font></h1>"
]
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"source": [
"## Introduction\n",
"\n",
"In this lab, we will learn how to create word clouds and waffle charts. Furthermore, we will start learning about additional visualization libraries that are based on Matplotlib, namely the library *seaborn*, and we will learn how to create regression plots using the *seaborn* library."
]
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"source": [
"## Table of Contents\n",
"\n",
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
"\n",
"1. [Exploring Datasets with *p*andas](#0)<br>\n",
"2. [Downloading and Prepping Data](#2)<br>\n",
"3. [Visualizing Data using Matplotlib](#4) <br>\n",
"4. [Waffle Charts](#6) <br>\n",
"5. [Word Clouds](#8) <br>\n",
"7. [Regression Plots](#10) <br> \n",
"</div>\n",
"<hr>"
]
},
{
"cell_type": "markdown",
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"source": [
"# Exploring Datasets with *pandas* and Matplotlib<a id=\"0\"></a>\n",
"\n",
"Toolkits: The course heavily relies on [*pandas*](http://pandas.pydata.org/) and [**Numpy**](http://www.numpy.org/) for data wrangling, analysis, and visualization. The primary plotting library we will explore in the course is [Matplotlib](http://matplotlib.org/).\n",
"\n",
"Dataset: Immigration to Canada from 1980 to 2013 - [International migration flows to and from selected countries - The 2015 revision](http://www.un.org/en/development/desa/population/migration/data/empirical2/migrationflows.shtml) from United Nation's website\n",
"\n",
"The dataset contains annual data on the flows of international migrants as recorded by the countries of destination. The data presents both inflows and outflows according to the place of birth, citizenship or place of previous / next residence both for foreigners and nationals. In this lab, we will focus on the Canadian Immigration data."
]
},
{
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"source": [
"# Downloading and Prepping Data <a id=\"2\"></a>"
]
},
{
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"source": [
"Import Primary Modules:"
]
},
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"source": [
"import numpy as np # useful for many scientific computing in Python\n",
"import pandas as pd # primary data structure library\n",
"from PIL import Image # converting images into arrays"
]
},
{
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"source": [
"Let's download and import our primary Canadian Immigration dataset using *pandas* `read_excel()` method. Normally, before we can do that, we would need to download a module which *pandas* requires to read in excel files. This module is **xlrd**. For your convenience, we have pre-installed this module, so you would not have to worry about that. Otherwise, you would need to run the following line of code to install the **xlrd** module:\n",
"```\n",
"!conda install -c anaconda xlrd --yes\n",
"```"
]
},
{
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"button": false,
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 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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"\n",
" .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",
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" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Afghanistan</td>\n",
" <td>935</td>\n",
" <td>Asia</td>\n",
" <td>5501</td>\n",
" <td>Southern Asia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>16</td>\n",
" <td>...</td>\n",
" <td>2978</td>\n",
" <td>3436</td>\n",
" <td>3009</td>\n",
" <td>2652</td>\n",
" <td>2111</td>\n",
" <td>1746</td>\n",
" <td>1758</td>\n",
" <td>2203</td>\n",
" <td>2635</td>\n",
" <td>2004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Albania</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>1450</td>\n",
" <td>1223</td>\n",
" <td>856</td>\n",
" <td>702</td>\n",
" <td>560</td>\n",
" <td>716</td>\n",
" <td>561</td>\n",
" <td>539</td>\n",
" <td>620</td>\n",
" <td>603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Algeria</td>\n",
" <td>903</td>\n",
" <td>Africa</td>\n",
" <td>912</td>\n",
" <td>Northern Africa</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>80</td>\n",
" <td>...</td>\n",
" <td>3616</td>\n",
" <td>3626</td>\n",
" <td>4807</td>\n",
" <td>3623</td>\n",
" <td>4005</td>\n",
" <td>5393</td>\n",
" <td>4752</td>\n",
" <td>4325</td>\n",
" <td>3774</td>\n",
" <td>4331</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>American Samoa</td>\n",
" <td>909</td>\n",
" <td>Oceania</td>\n",
" <td>957</td>\n",
" <td>Polynesia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Andorra</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
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"<p>5 rows × 43 columns</p>\n",
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"text/plain": [
" Type Coverage OdName AREA AreaName REG \\\n",
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n",
"1 Immigrants Foreigners Albania 908 Europe 925 \n",
"2 Immigrants Foreigners Algeria 903 Africa 912 \n",
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n",
"4 Immigrants Foreigners Andorra 908 Europe 925 \n",
"\n",
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n",
"0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n",
"1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n",
"2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n",
"3 Polynesia 902 Developing regions 0 ... 0 0 1 \n",
"4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n",
"\n",
" 2007 2008 2009 2010 2011 2012 2013 \n",
"0 2652 2111 1746 1758 2203 2635 2004 \n",
"1 702 560 716 561 539 620 603 \n",
"2 3623 4005 5393 4752 4325 3774 4331 \n",
"3 0 0 0 0 0 0 0 \n",
"4 1 0 0 0 0 1 1 \n",
"\n",
"[5 rows x 43 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
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"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,
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"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,
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"editable": true,
"new_sheet": false,
"run_control": {
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}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data dimensions: (195, 38)\n"
]
}
],
"source": [
"# clean up the dataset to remove unnecessary columns (eg. REG) \n",
"df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n",
"\n",
"# let's rename the columns so that they make sense\n",
"df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n",
"\n",
"# for sake of consistency, let's also make all column labels of type string\n",
"df_can.columns = list(map(str, df_can.columns))\n",
"\n",
"# set the country name as index - useful for quickly looking up countries using .loc method\n",
"df_can.set_index('Country', inplace = True)\n",
"\n",
"# add total column\n",
"df_can['Total'] = df_can.sum (axis = 1)\n",
"\n",
"# years that we will be using in this lesson - useful for plotting later on\n",
"years = list(map(str, range(1980, 2014)))\n",
"print ('data dimensions:', df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
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},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"button": false,
"collapsed": false,
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"new_sheet": 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": {
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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 0x7f0343912b00>"
]
},
"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": "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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": 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 0x7f030b7410f0>"
]
},
"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": 16,
"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": 17,
"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": 18,
"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": 19,
"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-4.6.4 | py36_0 877 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 4.6.3-py36_0 --> 4.6.4-py36_0\n",
"\n",
"\n",
"\n",
"Downloading and Extracting Packages\n",
"wordcloud-1.4.1 | 324 KB | ##################################### | 100% \n",
"conda-4.6.4 | 877 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": 20,
"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": 21,
"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": 22,
"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 0x7f03484ee9b0>"
]
},
"execution_count": 22,
"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": 23,
"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": 24,
"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": 25,
"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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