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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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" }\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,
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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,
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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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"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,
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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 0x7fb849a09cf8>"
]
},
"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 0x7fb83dbc2ef0>"
]
},
"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 0x7fb8480c6a20>"
]
},
"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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