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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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{
"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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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Type</th>\n",
" <th>Coverage</th>\n",
" <th>OdName</th>\n",
" <th>AREA</th>\n",
" <th>AreaName</th>\n",
" <th>REG</th>\n",
" <th>RegName</th>\n",
" <th>DEV</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>...</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
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" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Afghanistan</td>\n",
" <td>935</td>\n",
" <td>Asia</td>\n",
" <td>5501</td>\n",
" <td>Southern Asia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>16</td>\n",
" <td>...</td>\n",
" <td>2978</td>\n",
" <td>3436</td>\n",
" <td>3009</td>\n",
" <td>2652</td>\n",
" <td>2111</td>\n",
" <td>1746</td>\n",
" <td>1758</td>\n",
" <td>2203</td>\n",
" <td>2635</td>\n",
" <td>2004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Albania</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>1450</td>\n",
" <td>1223</td>\n",
" <td>856</td>\n",
" <td>702</td>\n",
" <td>560</td>\n",
" <td>716</td>\n",
" <td>561</td>\n",
" <td>539</td>\n",
" <td>620</td>\n",
" <td>603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Algeria</td>\n",
" <td>903</td>\n",
" <td>Africa</td>\n",
" <td>912</td>\n",
" <td>Northern Africa</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>80</td>\n",
" <td>...</td>\n",
" <td>3616</td>\n",
" <td>3626</td>\n",
" <td>4807</td>\n",
" <td>3623</td>\n",
" <td>4005</td>\n",
" <td>5393</td>\n",
" <td>4752</td>\n",
" <td>4325</td>\n",
" <td>3774</td>\n",
" <td>4331</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>American Samoa</td>\n",
" <td>909</td>\n",
" <td>Oceania</td>\n",
" <td>957</td>\n",
" <td>Polynesia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Andorra</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
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"<p>5 rows × 43 columns</p>\n",
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"text/plain": [
" Type Coverage OdName AREA AreaName REG \\\n",
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n",
"1 Immigrants Foreigners Albania 908 Europe 925 \n",
"2 Immigrants Foreigners Algeria 903 Africa 912 \n",
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n",
"4 Immigrants Foreigners Andorra 908 Europe 925 \n",
"\n",
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n",
"0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n",
"1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n",
"2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n",
"3 Polynesia 902 Developing regions 0 ... 0 0 1 \n",
"4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n",
"\n",
" 2007 2008 2009 2010 2011 2012 2013 \n",
"0 2652 2111 1746 1758 2203 2635 2004 \n",
"1 702 560 716 561 539 620 603 \n",
"2 3623 4005 5393 4752 4325 3774 4331 \n",
"3 0 0 0 0 0 0 0 \n",
"4 1 0 0 0 0 1 1 \n",
"\n",
"[5 rows x 43 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
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},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"button": false,
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(195, 43)\n"
]
}
],
"source": [
"# print the dimensions of the dataframe\n",
"print(df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to *Introduction to Matplotlib and Line Plots* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"button": false,
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"editable": true,
"new_sheet": false,
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}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data dimensions: (195, 38)\n"
]
}
],
"source": [
"# clean up the dataset to remove unnecessary columns (eg. REG) \n",
"df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n",
"\n",
"# let's rename the columns so that they make sense\n",
"df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n",
"\n",
"# for sake of consistency, let's also make all column labels of type string\n",
"df_can.columns = list(map(str, df_can.columns))\n",
"\n",
"# set the country name as index - useful for quickly looking up countries using .loc method\n",
"df_can.set_index('Country', inplace = True)\n",
"\n",
"# add total column\n",
"df_can['Total'] = df_can.sum (axis = 1)\n",
"\n",
"# years that we will be using in this lesson - useful for plotting later on\n",
"years = list(map(str, range(1980, 2014)))\n",
"print ('data dimensions:', df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"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: 3.0.3\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,
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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 0x7f98e19fadd8>"
]
},
"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 0x7f98d5bc6668>"
]
},
"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: / \n",
"The environment is inconsistent, please check the package plan carefully\n",
"The following packages are causing the inconsistency:\n",
"\n",
" - defaults/linux-64::anaconda==5.3.1=py37_0\n",
" - defaults/linux-64::astropy==3.0.4=py37h14c3975_0\n",
" - defaults/linux-64::bkcharts==0.2=py37_0\n",
" - defaults/linux-64::blaze==0.11.3=py37_0\n",
" - defaults/linux-64::bokeh==0.13.0=py37_0\n",
" - defaults/linux-64::bottleneck==1.2.1=py37h035aef0_1\n",
" - defaults/linux-64::dask==0.19.1=py37_0\n",
" - defaults/linux-64::datashape==0.5.4=py37_1\n",
" - defaults/linux-64::mkl-service==1.1.2=py37h90e4bf4_5\n",
" - defaults/linux-64::numba==0.39.0=py37h04863e7_0\n",
" - defaults/linux-64::numexpr==2.6.8=py37hd89afb7_0\n",
" - defaults/linux-64::odo==0.5.1=py37_0\n",
" - defaults/linux-64::pytables==3.4.4=py37ha205bf6_0\n",
" - defaults/linux-64::pytest-arraydiff==0.2=py37h39e3cac_0\n",
" - defaults/linux-64::pytest-astropy==0.4.0=py37_0\n",
" - defaults/linux-64::pytest-doctestplus==0.1.3=py37_0\n",
" - defaults/linux-64::pywavelets==1.0.0=py37hdd07704_0\n",
" - defaults/linux-64::scikit-image==0.14.0=py37hf484d3e_1\n",
"done\n",
"\n",
"## 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",
" wordcloud-1.4.1 | py36_0 324 KB conda-forge\n",
" ------------------------------------------------------------\n",
" Total: 324 KB\n",
"\n",
"The following NEW packages will be INSTALLED:\n",
"\n",
" wordcloud conda-forge/linux-64::wordcloud-1.4.1-py36_0\n",
"\n",
"\n",
"\n",
"Downloading and Extracting Packages\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,
"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,
"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 0x7f98e15a39b0>"
]
},
"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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