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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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"## 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",
"```"
]
},
{
"cell_type": "markdown",
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"button": false,
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 2,
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Data downloaded and read into a dataframe!\n"
]
}
],
"source": [
"df_can = pd.read_excel('https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Data_Files/Canada.xlsx',\n",
" sheet_name='Canada by Citizenship',\n",
" skiprows=range(20),\n",
" skipfooter=2)\n",
"\n",
"print('Data downloaded and read into a dataframe!')"
]
},
{
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"source": [
"Let's take a look at the first five items in our dataset"
]
},
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"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Type</th>\n",
" <th>Coverage</th>\n",
" <th>OdName</th>\n",
" <th>AREA</th>\n",
" <th>AreaName</th>\n",
" <th>REG</th>\n",
" <th>RegName</th>\n",
" <th>DEV</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>...</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
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" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Afghanistan</td>\n",
" <td>935</td>\n",
" <td>Asia</td>\n",
" <td>5501</td>\n",
" <td>Southern Asia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>16</td>\n",
" <td>...</td>\n",
" <td>2978</td>\n",
" <td>3436</td>\n",
" <td>3009</td>\n",
" <td>2652</td>\n",
" <td>2111</td>\n",
" <td>1746</td>\n",
" <td>1758</td>\n",
" <td>2203</td>\n",
" <td>2635</td>\n",
" <td>2004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Albania</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>1450</td>\n",
" <td>1223</td>\n",
" <td>856</td>\n",
" <td>702</td>\n",
" <td>560</td>\n",
" <td>716</td>\n",
" <td>561</td>\n",
" <td>539</td>\n",
" <td>620</td>\n",
" <td>603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Algeria</td>\n",
" <td>903</td>\n",
" <td>Africa</td>\n",
" <td>912</td>\n",
" <td>Northern Africa</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>80</td>\n",
" <td>...</td>\n",
" <td>3616</td>\n",
" <td>3626</td>\n",
" <td>4807</td>\n",
" <td>3623</td>\n",
" <td>4005</td>\n",
" <td>5393</td>\n",
" <td>4752</td>\n",
" <td>4325</td>\n",
" <td>3774</td>\n",
" <td>4331</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>American Samoa</td>\n",
" <td>909</td>\n",
" <td>Oceania</td>\n",
" <td>957</td>\n",
" <td>Polynesia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Andorra</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
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"<p>5 rows × 43 columns</p>\n",
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"text/plain": [
" Type Coverage OdName AREA AreaName REG \\\n",
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n",
"1 Immigrants Foreigners Albania 908 Europe 925 \n",
"2 Immigrants Foreigners Algeria 903 Africa 912 \n",
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n",
"4 Immigrants Foreigners Andorra 908 Europe 925 \n",
"\n",
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n",
"0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n",
"1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n",
"2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n",
"3 Polynesia 902 Developing regions 0 ... 0 0 1 \n",
"4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n",
"\n",
" 2007 2008 2009 2010 2011 2012 2013 \n",
"0 2652 2111 1746 1758 2203 2635 2004 \n",
"1 702 560 716 561 539 620 603 \n",
"2 3623 4005 5393 4752 4325 3774 4331 \n",
"3 0 0 0 0 0 0 0 \n",
"4 1 0 0 0 0 1 1 \n",
"\n",
"[5 rows x 43 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"button": false,
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(195, 43)\n"
]
}
],
"source": [
"# print the dimensions of the dataframe\n",
"print(df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to *Introduction to Matplotlib and Line Plots* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"button": false,
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"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"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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"run_control": {
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},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"button": false,
"collapsed": false,
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"new_sheet": 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,
"metadata": {
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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 0x7f5ebdddefd0>"
]
},
"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": 16,
"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 0x7f5ea1fd3ef0>"
]
},
"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()\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": 15,
"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": 21,
"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": 22,
"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": 23,
"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 0x7f5ebda19588>"
]
},
"execution_count": 23,
"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": 29,
"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": 30,
"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": 31,
"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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