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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"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>"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"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."
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"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",
"metadata": {
"deletable": true,
"editable": true
},
"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",
"Data set: 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."
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"# Downloading and Prepping Data <a id=\"2\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Import Primary Modules:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"import numpy as np # useful for many scientific computing in Python\n",
"import pandas as pd # primary data structure library"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from PIL import Image # converting images into arrays"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from __future__ import print_function # this line adds compatibility to python 2"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true,
"jupyter": {
"source_hidden": true
}
},
"source": [
"Let us download and import our primary Canadian Immigration dataset using *pandas* `read_excel()` method. But before we can do that, we need to download a module on which *pandas* requires to read in excel files. This module is **xlrd**."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: xlrd in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (1.2.0)\n"
]
}
],
"source": [
"# install xlrd\n",
"!pip install xlrd\n",
"import xlrd"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data read into a pandas 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 read into a pandas dataframe!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Let's take a look at the first five items in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" 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>"
],
"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": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"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": {
"deletable": true,
"editable": true
},
"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": 7,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data dimensions: (195, 38)\n"
]
}
],
"source": [
"# clean up the data set 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 us 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": {
"deletable": true,
"editable": true
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"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": {
"deletable": true,
"editable": true
},
"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": {
"deletable": true,
"editable": true
},
"source": [
"Let's revisit the previous case study about Denmark, Norway, and Sweden."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" 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": 9,
"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": {
"deletable": true,
"editable": true
},
"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": {
"deletable": true,
"editable": true
},
"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": 10,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"source": [
"**Step 2.** The second step is defining the overall size of the `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"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": 12,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"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": {
"deletable": true,
"editable": true
},
"source": [
"**Step 4.** The fourth step is creating a matrix that resembles the `waffle` chart and populating it."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"source": [
"Let's take a peek at how the matrix looks like."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"waffle_chart"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"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": {
"deletable": true,
"editable": true
},
"source": [
"**Step 5.** Map the `waffle` chart matrix into a visual."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f25130e3400>"
]
},
"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()"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"**Step 6.** Prettify the chart."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"([], <a list of 0 Text yticklabel objects>)"
]
},
"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": {},
"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": {
"deletable": true,
"editable": true
},
"source": [
"**Step 7.** Create a legend and add it to chart."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f2512d65438>"
]
},
"execution_count": 17,
"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": {
"deletable": true,
"editable": true
},
"source": [
"And there you go! What a good looking *delicious* `waffle` chart, don't you think?"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"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": 18,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"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": 19,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"source": [
"And now let's call our function to create a `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"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": {
"deletable": true,
"editable": true
},
"source": [
"Luckily, a library already exists in Python for generating `word` clouds. The library, called `word_cloud` was developed by **Andreas Mueller**. You can learn more about the library by following this [link](https://github.com/amueller/word_cloud/).\n",
"\n",
"Let's use this library to learn how to generate a word cloud for a given text document."
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"First, let's install the library."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting wordcloud\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/f6/e7/f4ed7fac1993615b4ba92f473a77e27a3d210c5d23a000c2c98846963f9a/wordcloud-1.7.0-cp36-cp36m-manylinux1_x86_64.whl (364kB)\n",
"\u001b[K |████████████████████████████████| 368kB 19.8MB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: pillow in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from wordcloud) (7.1.2)\n",
"Requirement already satisfied: matplotlib in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from wordcloud) (3.1.1)\n",
"Requirement already satisfied: numpy>=1.6.1 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from wordcloud) (1.18.4)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from matplotlib->wordcloud) (2.4.7)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from matplotlib->wordcloud) (2.8.1)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from matplotlib->wordcloud) (1.2.0)\n",
"Requirement already satisfied: cycler>=0.10 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from matplotlib->wordcloud) (0.10.0)\n",
"Requirement already satisfied: six>=1.5 in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (from python-dateutil>=2.1->matplotlib->wordcloud) (1.14.0)\n",
"Installing collected packages: wordcloud\n",
"Successfully installed wordcloud-1.7.0\n",
"Wordcloud is installed and imported!\n"
]
}
],
"source": [
"# install wordcloud\n",
"!pip install wordcloud\n",
"\n",
"# import library and its set of stopwords\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"\n",
"print ('Wordcloud is installed and imported!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"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": 22,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"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": 24,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"stopwords = set(STOPWORDS)"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"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": 35,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<wordcloud.wordcloud.WordCloud at 0x7f25121592e8>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# instantiate a word cloud object\n",
"alice_wc = WordCloud(\n",
" background_color='black',\n",
" max_words=2000,\n",
" stopwords=stopwords\n",
")\n",
"\n",
"# generate the word cloud\n",
"alice_wc.generate(alice_novel)"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"Awesome! Now that the `word` cloud is created, let's visualize it."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"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": 28,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": 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": {
"deletable": true,
"editable": true
},
"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": 36,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": 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