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Created on Skills Network 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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"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",
" 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>Type</th>\n",
" <th>Coverage</th>\n",
" <th>OdName</th>\n",
" <th>AREA</th>\n",
" <th>AreaName</th>\n",
" <th>REG</th>\n",
" <th>RegName</th>\n",
" <th>DEV</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>...</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Afghanistan</td>\n",
" <td>935</td>\n",
" <td>Asia</td>\n",
" <td>5501</td>\n",
" <td>Southern Asia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>16</td>\n",
" <td>...</td>\n",
" <td>2978</td>\n",
" <td>3436</td>\n",
" <td>3009</td>\n",
" <td>2652</td>\n",
" <td>2111</td>\n",
" <td>1746</td>\n",
" <td>1758</td>\n",
" <td>2203</td>\n",
" <td>2635</td>\n",
" <td>2004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Albania</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>1450</td>\n",
" <td>1223</td>\n",
" <td>856</td>\n",
" <td>702</td>\n",
" <td>560</td>\n",
" <td>716</td>\n",
" <td>561</td>\n",
" <td>539</td>\n",
" <td>620</td>\n",
" <td>603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Algeria</td>\n",
" <td>903</td>\n",
" <td>Africa</td>\n",
" <td>912</td>\n",
" <td>Northern Africa</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>80</td>\n",
" <td>...</td>\n",
" <td>3616</td>\n",
" <td>3626</td>\n",
" <td>4807</td>\n",
" <td>3623</td>\n",
" <td>4005</td>\n",
" <td>5393</td>\n",
" <td>4752</td>\n",
" <td>4325</td>\n",
" <td>3774</td>\n",
" <td>4331</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>American Samoa</td>\n",
" <td>909</td>\n",
" <td>Oceania</td>\n",
" <td>957</td>\n",
" <td>Polynesia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Andorra</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 43 columns</p>\n",
"</div>"
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"text/plain": [
" Type Coverage OdName AREA AreaName REG \\\n",
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n",
"1 Immigrants Foreigners Albania 908 Europe 925 \n",
"2 Immigrants Foreigners Algeria 903 Africa 912 \n",
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n",
"4 Immigrants Foreigners Andorra 908 Europe 925 \n",
"\n",
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n",
"0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n",
"1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n",
"2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n",
"3 Polynesia 902 Developing regions 0 ... 0 0 1 \n",
"4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n",
"\n",
" 2007 2008 2009 2010 2011 2012 2013 \n",
"0 2652 2111 1746 1758 2203 2635 2004 \n",
"1 702 560 716 561 539 620 603 \n",
"2 3623 4005 5393 4752 4325 3774 4331 \n",
"3 0 0 0 0 0 0 0 \n",
"4 1 0 0 0 0 1 1 \n",
"\n",
"[5 rows x 43 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
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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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},
"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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},
"source": [
"Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to *Introduction to Matplotlib and Line Plots* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"button": false,
"collapsed": false,
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}
},
"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": {
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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,
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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": {
"text/html": [
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Continent</th>\n",
" <th>Region</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>...</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" </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,
"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 0x7f57e4374390>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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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 0x7f57dfff9390>"
]
},
"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",
" pillow-7.1.2 | py36h8328e55_0 656 KB conda-forge\n",
" wordcloud-1.4.1 | py36_0 324 KB conda-forge\n",
" ------------------------------------------------------------\n",
" Total: 1011 KB\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",
"\n",
"\n",
"Downloading and Extracting Packages\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 0x7f57dfdf3f28>"
]
},
"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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