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Created on Skills Network 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"
]
},
{
"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",
"metadata": {
"button": false,
"deletable": true,
"editable": 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": {
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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://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Data_Files/Canada.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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" }\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",
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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,
"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,
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"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,
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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": {
"read_only": false
}
},
"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,
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}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Matplotlib version: 3.1.1\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,
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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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"</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",
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" <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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f84d12f74a8>"
]
},
"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": {},
"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,
"jupyter": {
"outputs_hidden": false
},
"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": {},
"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,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f84864ac048>"
]
},
"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": {},
"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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of tiles is 400\n",
"Denmark: 129\n",
"Norway: 77\n",
"Sweden: 194\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"create_waffle_chart(categories, values, height, width, colormap)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"There seems to be a new Python package for generating `waffle charts` called [PyWaffle](https://github.com/ligyxy/PyWaffle), but it looks like the repository is still being built. But feel free to check it out and play with it."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Word Clouds <a id=\"8\"></a>\n",
"\n",
"\n",
"`Word` clouds (also known as text clouds or tag clouds) work in a simple way: the more a specific word appears in a source of textual data (such as a speech, blog post, or database), the bigger and bolder it appears in the word cloud."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Luckily, a Python package already exists in Python for generating `word` clouds. The package, called `word_cloud` was developed by **Andreas Mueller**. You can learn more about the package by following this [link](https://github.com/amueller/word_cloud/).\n",
"\n",
"Let's use this package to learn how to generate a word cloud for a given text document."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"First, let's install the package."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata (current_repodata.json): done\n",
"Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n",
"Collecting package metadata (repodata.json): done\n",
"Solving environment: done\n",
"\n",
"## Package Plan ##\n",
"\n",
" environment location: /home/jupyterlab/conda/envs/python\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",
" olefile-0.46 | py_0 31 KB conda-forge\n",
" openssl-1.1.1g | h516909a_0 2.1 MB conda-forge\n",
" pillow-7.1.2 | py36h8328e55_0 656 KB conda-forge\n",
" wordcloud-1.4.1 | py36_0 324 KB conda-forge\n",
" ------------------------------------------------------------\n",
" Total: 3.1 MB\n",
"\n",
"The following NEW packages will be INSTALLED:\n",
"\n",
" olefile conda-forge/noarch::olefile-0.46-py_0\n",
" pillow conda-forge/linux-64::pillow-7.1.2-py36h8328e55_0\n",
" wordcloud conda-forge/linux-64::wordcloud-1.4.1-py36_0\n",
"\n",
"The following packages will be UPDATED:\n",
"\n",
" openssl 1.1.1f-h516909a_0 --> 1.1.1g-h516909a_0\n",
"\n",
"\n",
"\n",
"Downloading and Extracting Packages\n",
"openssl-1.1.1g | 2.1 MB | ##################################### | 100% \n",
"pillow-7.1.2 | 656 KB | ##################################### | 100% \n",
"olefile-0.46 | 31 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": 20,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"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://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Data_Files/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,
"jupyter": {
"outputs_hidden": false
},
"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,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<wordcloud.wordcloud.WordCloud at 0x7f8486314cf8>"
]
},
"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,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# display the word cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Interesting! So in the first 2000 words in the novel, the most common words are **Alice**, **said**, **little**, **Queen**, and so on. Let's resize the cloud so that we can see the less frequent words a little better."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1296 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\n",
"# display the cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Much better! However, **said** isn't really an informative word. So let's add it to our stopwords and re-generate the cloud."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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