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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>"
]
},
{
"cell_type": "markdown",
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"source": [
"Import Primary Modules:"
]
},
{
"cell_type": "code",
"execution_count": 21,
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"source": [
"import numpy as np # useful for many scientific computing in Python\n",
"import pandas as pd # primary data structure library\n",
"from PIL import Image # converting images into arrays"
]
},
{
"cell_type": "markdown",
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"source": [
"Let's download and import our primary Canadian Immigration dataset using *pandas* `read_excel()` method. Normally, before we can do that, we would need to download a module which *pandas* requires to read in excel files. This module is **xlrd**. For your convenience, we have pre-installed this module, so you would not have to worry about that. Otherwise, you would need to run the following line of code to install the **xlrd** module:\n",
"```\n",
"!conda install -c anaconda xlrd --yes\n",
"```"
]
},
{
"cell_type": "markdown",
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"button": false,
"deletable": true,
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"run_control": {
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"button": false,
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Data downloaded and read into a dataframe!\n"
]
}
],
"source": [
"df_can = pd.read_excel('https://ibm.box.com/shared/static/lw190pt9zpy5bd1ptyg2aw15awomz9pu.xlsx',\n",
" sheet_name='Canada by Citizenship',\n",
" skiprows=range(20),\n",
" skipfooter=2)\n",
"\n",
"print('Data downloaded and read into a dataframe!')"
]
},
{
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"source": [
"Let's take a look at the first five items in our dataset"
]
},
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{
"data": {
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"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
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" vertical-align: top;\n",
" }\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>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,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"button": false,
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},
"outputs": [],
"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": 23,
"metadata": {
"button": false,
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"new_sheet": false,
"run_control": {
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data dimensions: (195, 38)\n"
]
}
],
"source": [
"# clean up the dataset to remove unnecessary columns (eg. REG) \n",
"df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n",
"\n",
"# let's rename the columns so that they make sense\n",
"df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n",
"\n",
"# for sake of consistency, let's also make all column labels of type string\n",
"df_can.columns = list(map(str, df_can.columns))\n",
"\n",
"# set the country name as index - useful for quickly looking up countries using .loc method\n",
"df_can.set_index('Country', inplace = True)\n",
"\n",
"# add total column\n",
"df_can['Total'] = df_can.sum (axis = 1)\n",
"\n",
"# years that we will be using in this lesson - useful for plotting later on\n",
"years = list(map(str, range(1980, 2014)))\n",
"print ('data dimensions:', df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
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"run_control": {
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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,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"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": 10,
"metadata": {
"button": false,
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"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" }\n",
"\n",
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" vertical-align: top;\n",
" }\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": 10,
"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": 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": [
"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": 12,
"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": 13,
"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": 14,
"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": 15,
"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": 15,
"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": 16,
"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 0x7fbc6ef6a2b0>"
]
},
"execution_count": 16,
"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": 20,
"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": 20,
"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": 18,
"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 0x7fbc501ce240>"
]
},
"execution_count": 18,
"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": 25,
"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": 23,
"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": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"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": 5,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata: done\n",
"Solving environment: done\n",
"\n",
"# All requested packages already installed.\n",
"\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": 6,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File downloaded and saved!\n"
]
}
],
"source": [
"# download file and save as alice_novel.txt\n",
"!wget --quiet https://ibm.box.com/shared/static/m54sjtrshpt5su20dzesl5en9xa5vfz1.txt -O alice_novel.txt\n",
"\n",
"# open the file and read it into a variable alice_novel\n",
"alice_novel = open('alice_novel.txt', 'r').read()\n",
" \n",
"print ('File downloaded and saved!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Next, let's use the stopwords that we imported from `word_cloud`. We use the function *set* to remove any redundant stopwords."
]
},
{
"cell_type": "code",
"execution_count": 7,
"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": 10,
"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 0x7f4fd04cefd0>"
]
},
"execution_count": 10,
"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": 14,
"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": {},
"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": 15,
"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": {},
"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": 16,
"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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