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Created on Skills Network Labs
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"<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,
"deletable": true,
"editable": true,
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 2,
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"name": "stdout",
"output_type": "stream",
"text": [
"Data downloaded and read into a dataframe!\n"
]
}
],
"source": [
"df_can = pd.read_excel('https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Data_Files/Canada.xlsx',\n",
" sheet_name='Canada by Citizenship',\n",
" skiprows=range(20),\n",
" skipfooter=2)\n",
"\n",
"print('Data downloaded and read into a dataframe!')"
]
},
{
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"source": [
"Let's take a look at the first five items in our dataset"
]
},
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Type</th>\n",
" <th>Coverage</th>\n",
" <th>OdName</th>\n",
" <th>AREA</th>\n",
" <th>AreaName</th>\n",
" <th>REG</th>\n",
" <th>RegName</th>\n",
" <th>DEV</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>...</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Afghanistan</td>\n",
" <td>935</td>\n",
" <td>Asia</td>\n",
" <td>5501</td>\n",
" <td>Southern Asia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>16</td>\n",
" <td>...</td>\n",
" <td>2978</td>\n",
" <td>3436</td>\n",
" <td>3009</td>\n",
" <td>2652</td>\n",
" <td>2111</td>\n",
" <td>1746</td>\n",
" <td>1758</td>\n",
" <td>2203</td>\n",
" <td>2635</td>\n",
" <td>2004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Albania</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>1450</td>\n",
" <td>1223</td>\n",
" <td>856</td>\n",
" <td>702</td>\n",
" <td>560</td>\n",
" <td>716</td>\n",
" <td>561</td>\n",
" <td>539</td>\n",
" <td>620</td>\n",
" <td>603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Algeria</td>\n",
" <td>903</td>\n",
" <td>Africa</td>\n",
" <td>912</td>\n",
" <td>Northern Africa</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>80</td>\n",
" <td>...</td>\n",
" <td>3616</td>\n",
" <td>3626</td>\n",
" <td>4807</td>\n",
" <td>3623</td>\n",
" <td>4005</td>\n",
" <td>5393</td>\n",
" <td>4752</td>\n",
" <td>4325</td>\n",
" <td>3774</td>\n",
" <td>4331</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>American Samoa</td>\n",
" <td>909</td>\n",
" <td>Oceania</td>\n",
" <td>957</td>\n",
" <td>Polynesia</td>\n",
" <td>902</td>\n",
" <td>Developing regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Immigrants</td>\n",
" <td>Foreigners</td>\n",
" <td>Andorra</td>\n",
" <td>908</td>\n",
" <td>Europe</td>\n",
" <td>925</td>\n",
" <td>Southern Europe</td>\n",
" <td>901</td>\n",
" <td>Developed regions</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 43 columns</p>\n",
"</div>"
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"text/plain": [
" Type Coverage OdName AREA AreaName REG \\\n",
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n",
"1 Immigrants Foreigners Albania 908 Europe 925 \n",
"2 Immigrants Foreigners Algeria 903 Africa 912 \n",
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n",
"4 Immigrants Foreigners Andorra 908 Europe 925 \n",
"\n",
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n",
"0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n",
"1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n",
"2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n",
"3 Polynesia 902 Developing regions 0 ... 0 0 1 \n",
"4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n",
"\n",
" 2007 2008 2009 2010 2011 2012 2013 \n",
"0 2652 2111 1746 1758 2203 2635 2004 \n",
"1 702 560 716 561 539 620 603 \n",
"2 3623 4005 5393 4752 4325 3774 4331 \n",
"3 0 0 0 0 0 0 0 \n",
"4 1 0 0 0 0 1 1 \n",
"\n",
"[5 rows x 43 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
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"editable": true,
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"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,
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}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(195, 43)\n"
]
}
],
"source": [
"# print the dimensions of the dataframe\n",
"print(df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
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},
"source": [
"Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to *Introduction to Matplotlib and Line Plots* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
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"new_sheet": false,
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}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data dimensions: (195, 38)\n"
]
}
],
"source": [
"# clean up the dataset to remove unnecessary columns (eg. REG) \n",
"df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n",
"\n",
"# let's rename the columns so that they make sense\n",
"df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n",
"\n",
"# for sake of consistency, let's also make all column labels of type string\n",
"df_can.columns = list(map(str, df_can.columns))\n",
"\n",
"# set the country name as index - useful for quickly looking up countries using .loc method\n",
"df_can.set_index('Country', inplace = True)\n",
"\n",
"# add total column\n",
"df_can['Total'] = df_can.sum (axis = 1)\n",
"\n",
"# years that we will be using in this lesson - useful for plotting later on\n",
"years = list(map(str, range(1980, 2014)))\n",
"print ('data dimensions:', df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
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},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Matplotlib version: 3.1.1\n"
]
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches # needed for waffle Charts\n",
"\n",
"mpl.style.use('ggplot') # optional: for ggplot-like style\n",
"\n",
"# check for latest version of Matplotlib\n",
"print ('Matplotlib version: ', mpl.__version__) # >= 2.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
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}
},
"source": [
"# Waffle Charts <a id=\"6\"></a>\n",
"\n",
"\n",
"A `waffle chart` is an interesting visualization that is normally created to display progress toward goals. It is commonly an effective option when you are trying to add interesting visualization features to a visual that consists mainly of cells, such as an Excel dashboard."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's revisit the previous case study about Denmark, Norway, and Sweden."
]
},
{
"cell_type": "code",
"execution_count": 12,
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"outputs": [
{
"data": {
"text/html": [
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Continent</th>\n",
" <th>Region</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>...</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <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": 12,
"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": 13,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Denmark: 0.32255663965602777\n",
"Norway: 0.1924094592359848\n",
"Sweden: 0.48503390110798744\n"
]
}
],
"source": [
"# compute the proportion of each category with respect to the total\n",
"total_values = sum(df_dsn['Total'])\n",
"category_proportions = [(float(value) / total_values) for value in df_dsn['Total']]\n",
"\n",
"# print out proportions\n",
"for i, proportion in enumerate(category_proportions):\n",
" print (df_dsn.index.values[i] + ': ' + str(proportion))"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 2.** The second step is defining the overall size of the `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of tiles is 400\n"
]
}
],
"source": [
"width = 40 # width of chart\n",
"height = 10 # height of chart\n",
"\n",
"total_num_tiles = width * height # total number of tiles\n",
"\n",
"print ('Total number of tiles is ', total_num_tiles)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 3.** The third step is using the proportion of each category to determe it respective number of tiles"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"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))\n",
" \n",
"#OR - Using list comprehension\n",
"#[print (df_dsn.index.values[i] + ': ' + str(tiles)) for i, tiles in enumerate(tiles_per_category)]"
]
},
{
"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": 21,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Waffle chart populated!\n"
]
}
],
"source": [
"# initialize the waffle chart as an empty matrix\n",
"waffle_chart = np.zeros((height, width))\n",
"\n",
"# define indices to loop through waffle chart\n",
"category_index = 0\n",
"tile_index = 0\n",
"\n",
"# populate the waffle chart\n",
"for col in range(width):\n",
" for row in range(height):\n",
" tile_index += 1\n",
"\n",
" # if the number of tiles populated for the current category is equal to its corresponding allocated tiles...\n",
" if tile_index > sum(tiles_per_category[0:category_index]):\n",
" # ...proceed to the next category\n",
" category_index += 1 \n",
" \n",
" # set the class value to an integer, which increases with class\n",
" waffle_chart[row, col] = category_index\n",
" \n",
"print ('Waffle chart populated!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's take a peek at how the matrix looks like."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"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": 22,
"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": 23,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f0a718825c0>"
]
},
"execution_count": 23,
"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": {
"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": 24,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"([], <a list of 0 Text yticklabel objects>)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzEAAAD3CAYAAAAtz9q0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAd4klEQVR4nO3df0xVd/7n8dfhUntlUL6X24gRJC3QYknWH8x17SitGK8McdHY2X5NTNbE2GY02u2YbNjB1oy2isMoZIwbjBgJO8n+ZbtpWu03u91v2oiLaeoVGKf1+0VQv52Y1TBwlVoLnVzO2T+6e79DRe653svlnJ7nIzmJnPO5r8/7z777OZ/PMSzLsgQAAAAALpE10wUAAAAAQDJoYgAAAAC4Ck0MAAAAAFehiQEAAADgKjQxAAAAAFyFJgYAAACAq2TPdAEAAAAA3Ouvf/2r9u/fr1gspvHxcb3wwgvavHnzhDGWZamjo0M9PT168skntWvXLpWUlEiSent71dHRIdM0tXbtWm3atCnhnDQxAAAAAB7bE088of3798vv9ysWi+k3v/mNli5dqueeey4+pqenR3fu3NHx48fV39+v06dP6/DhwzJNU+3t7dq3b5+CwaD27t2rUCikoqKiKefkdTIAAAAAj80wDPn9fknS+Pi4xsfHZRjGhDGRSEQvvfSSDMPQc889pwcPHuju3bsaGBjQ/PnzVVBQoOzsbK1cuVKXLl1KOCcrMQAAAABSYpqmfv3rX+vOnTv6+c9/rmeffXbC82g0qqeeeir+dzAYVDQaVTQaVTAYnHC/v78/4Xw0MQAAAIAHffsvt5Tz9NSvbf1/o6Ojevvtt+N/h8NhhcPh+N9ZWVk6evSoHjx4oObmZv35z39WcXFx/LllWQ9lGobxyPuJ0MQAAAAAHpTzdJH+IWeRrbHrv/1nNTU1JRz3k5/8RBUVFert7Z3QxASDQQ0NDcX/Hh4eViAQUCwW0/Dw8EP3E2FPDAAAAOBRWdmGrWsqX3/9tR48eCDp+5PK/vSnP6mwsHDCmFAopM7OTlmWpWvXriknJ0eBQEClpaW6ffu2BgcHFYvFdPHiRYVCoYR1sxIDAAAAeJTxROprGnfv3lVra6tM05RlWfrZz36mn/70p/r4448lSTU1NVq2bJm6u7v1xhtvaNasWdq1a5ckyefzafv27WpsbJRpmlqzZo0WLlyYuG5rshfRAAAAAPzo/WPRv7E1LnzrT9NcSXJYiQEAAAA8KtGrYk5FEwMAAAB4lPEETQwAAAAAF2ElBgAAAICrGD6aGAAAAAAukkUTAwAAAMBNjCyaGAAAAAAu4pvlm+kSHgtNDAAAAOBRrMQAAAAAcBX2xAAAAABwFU4nAwAAAOAqRlbWTJfwWGhiAAAAAI9iTwwAAAAAV2FPDAAAAABXycrmiGUAAAAALuLW18mS2skTiUTSMmk6cpxUCzmZyXFSLeRkJsdJtZCTmRwn1UJOZnKcVAs5mclxUi1OzMm0LJ9h63KapJqYy5cvp2XSdOQ4qRZyMpPjpFrIyUyOk2ohJzM5TqqFnMzkOKkWcjKT46RanJiTaUaWYetyGsOyLCvRoEgkosuXL2vHjh2ZqAkAAABABvzTv19na9zz//1/TXMlybG1JyYUCikUCkmSVm04n9KEXWdXp5yTjgxy3JXjpFqcnHPj+kBKOSWlZY7JcVItXsg5l12eUk5drC/lnHRkkOOuHCfVQk5mcpxUy3TkuJETV1nsYGM/AAAA4FHpaGKGhobU2tqqe/fuyTAMhcNhrV+/fsKYDz/8UBcuXJAkmaapW7duqb29Xbm5udq9e7f8fr+ysrLk8/nU1NSUcE6aGAAAAMCj0nHEss/n09atW1VSUqLR0VE1NDRo8eLFKioqio/ZuHGjNm7cKOn7rSofffSRcnNz48/379+vuXPn2p6TJgYAAADwqHScPBYIBBQIBCRJs2fPVmFhoaLR6IQm5m91dXVp1apVKc1JEwMAAAB4VDKvkzU0NMT/HQ6HFQ6HHxozODiomzdvqqysbNKM7777Tr29vXr11Vcn3G9sbJQkrVu3btLcH6KJAQAAADzKyLL/xZVEe1XGxsbU0tKibdu2KScnZ9Ixly9fVnl5+YRXyQ4ePKj8/HyNjIzo0KFDWrBggSoqKqacK6nvxAAAAAD48UjXd2JisZhaWlr04osvasWKFY8c19XVpaqqqgn38vPzJUl5eXlavny5BgYSn7xJEwMAAAB4VDqaGMuydPLkSRUWFqquru6R47799ltdvXo1/ukW6fvVm9HR0fi/r1y5ouLi4oR18zoZAAAA4FHpOJ2sr69PnZ2dKi4uVn19vSRpy5YtGhoakiTV1NRIkj7//HMtWbJEfr8//tuRkRE1NzdLksbHx1VVVaWlS5cmnJMmBgAAAPCoZPbEPMqiRYt05syZhOOqq6tVXV094V5BQYGOHj2a9Jw0MQAAAIBXGakfsTwTaGIAAAAAj0rmiGUnoYkBAAAAPCodr5PNBJoYAAAAwKNYiQEAAADgKqzEAAAAAHCVrGx3NjGGZVnWTBcBAAAAIPMG39pma9y8xv86nWUkzVbrFYlE1NbWNt21AAAAAMggwzBsXU5j63WyUCikUCgkSVq14XxKE3adXZ1yTjoyyHFXjpNqcXLOjesDKeWUlJY5JsdJtXgh51x2eUo5dbG+lHPSkUGOu3KcVAs5mclxUi3TkeNG7IkBAAAA4CqcTgYAAADAXViJAQAAAOAmrMQAAAAAcBXD55vpEh4LTQwAAADgUWzsBwAAAOAqvE4GAAAAwF0MVmIAAAAAuAgrMQAAAADchT0xAAAAANzEMFiJAQAAAOAiRnbqRywPDQ2ptbVV9+7dk2EYCofDWr9+/YQxX375pY4cOaJ58+ZJklasWKFXXnlFktTb26uOjg6Zpqm1a9dq06ZNCeekiQEAAAC8Kg0b+30+n7Zu3aqSkhKNjo6qoaFBixcvVlFR0YRxzz//vBoaGibcM01T7e3t2rdvn4LBoPbu3atQKPTQb3/InS/BAQAAAEhdlmHvmkIgEFBJSYkkafbs2SosLFQ0GrU1/cDAgObPn6+CggJlZ2dr5cqVunTpUsLfsRIDAAAAeJSRxErM366ihMNhhcPhh8YMDg7q5s2bKisre+jZtWvXVF9fr0AgoK1bt2rhwoWKRqMKBoPxMcFgUP39/QlroYkBAAAAvCqJI5abmpqmfD42NqaWlhZt27ZNOTk5E54988wzOnHihPx+v7q7u3X06FEdP35clmU9lGPnsAHDmuyXAAAAAH70vm3/ja1xOa++M+XzWCym3/3ud1qyZInq6uoS5u3evVu//e1vdefOHb377rt66623JEnvv/++JOnll1+e8ve21o8ikYja2trsDAUAAADgFoZh75qCZVk6efKkCgsLH9nA3Lt3L77qMjAwINM0NWfOHJWWlur27dsaHBxULBbTxYsXFQqFEpZt63WyUCgUD1u14bydnzxS19nVKeekI4Mcd+U4qRYn59y4PpBSTklpmWNynFSLF3LOZZenlFMX60s5Jx0Z5Lgrx0m1kJOZHCfVMh05ruRL/Yjlvr4+dXZ2qri4WPX19ZKkLVu2aGhoSJJUU1Ojzz77TB9//LF8Pp9mzZqlPXv2yDAM+Xw+bd++XY2NjTJNU2vWrNHChQsTzsmeGAAAAMCjjKzUDytetGiRzpw5M+WY2tpa1dbWTvqssrJSlZWVSc1JEwMAAAB4VRq+EzMTaGIAAAAAr0ridDInoYkBAAAAPCqZ78Q4CU0MAAAA4FWsxAAAAABwlazUTyebCTQxAAAAgFel4XSymUATAwAAAHgVe2IAAAAAuAp7YgAAAAC4CisxAAAAAFzFYCUGAAAAgJuwsR8AAACAq3DEMgAAAABXcelKjGFZljXTRQAAAADIvLH/2W5rnP/nr05zJcmx1XpFIhG1tbVNdy0AAAAAMsnIsnc5jK3XyUKhkEKhkCRp1YbzKU3YdXZ1yjnpyCDHXTlOqsXJOTeuD6SUU1Ja5pgcJ9XihZxz2eUp5dTF+lLOSUcGOe7KcVIt5GQmx0m1TEeOK3E6GQAAAABXcemeGJoYAAAAwKMsVmIAAAAAuEqWO9sBd1YNAAAAIGXpWIkZGhpSa2ur7t27J8MwFA6HtX79+gljLly4oA8++ECS5Pf79dprr+npp5+WJO3evVt+v19ZWVny+XxqampKOCdNDAAAAOBVaTh5zOfzaevWrSopKdHo6KgaGhq0ePFiFRUVxcfMmzdPBw4cUG5urnp6enTq1CkdPnw4/nz//v2aO3eu7TlpYgAAAACvSsNKTCAQUCAQkCTNnj1bhYWFikajE5qY8vJ/PQHu2Wef1fDwcEpz0sQAAAAAXpXE6WQNDQ3xf4fDYYXD4YfGDA4O6ubNmyorK3tkzieffKJly5ZNuNfY2ChJWrdu3aS5P0QTAwAAAHhUMntiEu1VGRsbU0tLi7Zt26acnJxJx3zxxRf69NNP9c4778TvHTx4UPn5+RoZGdGhQ4e0YMECVVRUTDmXOw+GBgAAAJA6I8velUAsFlNLS4tefPFFrVixYtIxX331ldra2lRfX685c+bE7+fn50uS8vLytHz5cg0MJP6QM00MAAAA4FFWls/WNWWGZenkyZMqLCxUXV3dpGOGhobU3Nys119/XQsWLIjfHxsb0+joaPzfV65cUXFxccK6eZ0MAAAA8CgrDaeT9fX1qbOzU8XFxaqvr5ckbdmyRUNDQ5Kkmpoavffee/rmm290+vRpSYofpTwyMqLm5mZJ0vj4uKqqqrR06dKEc9LEAAAAAF6VhtPJFi1apDNnzkw5ZufOndq5c+dD9wsKCnT06NGk56SJAQAAALwqDSsxM4EmBgAAAPCoZE4ncxKaGAAAAMCrXLoSY1iWZc10EQAAAAAyb6T7H22Ny6tM/AHKTLLVekUiEbW1tU13LQAAAAAyyMrKtnU5TdIrMas2nE9pwq6zq1POSUcGOe7KcVItTs65cT3xx6GmUlJa5pgcJ9XihZxz2eUp5dTF+lLOSUcGOe7KcVIt5GQmx0m1TEeOG939o73/BgksWT3NlSTHeW0VAAAAgIxIx3diZgJNDAAAAOBVnE4GAAAAwE1YiQEAAADgKpZYiQEAAADgIlaWb6ZLeCw0MQAAAIBHWfa+uOI4NDEAAACAR1ls7AcAAADgJmzsBwAAAOAqbOwHAAAA4CqsxAAAAABwFfbEAAAAAHAV0+CIZQAAAAAuwp4YAAAAAK6Sjj0xQ0NDam1t1b1792QYhsLhsNavXz9xHstSR0eHenp69OSTT2rXrl0qKSmRJPX29qqjo0OmaWrt2rXatGlTwjlpYgAAAACPSsdKjM/n09atW1VSUqLR0VE1NDRo8eLFKioqio/p6enRnTt3dPz4cfX39+v06dM6fPiwTNNUe3u79u3bp2AwqL179yoUCk347WQMy7KslCsHAAAA4Do3rw/YGvdMaZntzCNHjqi2tlaLFy+O3zt16pQqKipUVVUlSfrVr36lAwcO6C9/+YveffddvfXWW5Kk999/X5L08ssvTzmHrZWYSCSiy5cva8eOHbaLBwAAAOBsyazENDQ0xP8dDocVDocfGjM4OKibN2+qrGxi0xONRvXUU0/F/w4Gg4pGo4pGowoGgxPu9/f3J6zFVhMTCoUUCoUkSas2nLfzk0fqOrs65Zx0ZJDjrhwn1eLknBs2/2/Ko5T8v//L4oQcJ9XihZxz2eUp5dTF+lLOSUcGOe7KcVIt5GQmx0m1TEeOGyVzxHJTU9OUz8fGxtTS0qJt27YpJydn4jyTvPxlGMYj7yfCnhgAAADAo0wrPUcsx2IxtbS06MUXX9SKFSseeh4MBjU0NBT/e3h4WIFAQLFYTMPDww/dT8Sdn+gEAAAAkDJLhq1rygzL0smTJ1VYWKi6urpJx4RCIXV2dsqyLF27dk05OTkKBAIqLS3V7du3NTg4qFgsposXL8bfAJsKKzEAAACAR6XjdLK+vj51dnaquLhY9fX1kqQtW7bEV15qamq0bNkydXd364033tCsWbO0a9cuSd+fbLZ9+3Y1NjbKNE2tWbNGCxcuTDgnTQwAAADgUeloYhYtWqQzZ85MOcYwDL322muTPqusrFRlZWVSc9LEAAAAAB6VjiZmJtDEAAAAAB5lWTQxAAAAAFyElRgAAAAArmK69LBimhgAAADAo3idDAAAAICrmLxOBgAAAMBN2BMDAAAAwFV4nQwAAACAq7ASAwAAAMBVWIkBAAAA4Cqm5c4jlg3LsqyZLgIAAABA5n32zyO2xr2wKG+aK0mOrdYrEomora1tumsBAAAAkEGWZdi6nCbplZhVG86nNGHX2dUp56Qjgxx35TipFifn3Lg+kFJOSWmZY3KcVIuTc85ll6eUUxfrc0yOk2ohJzM5TqqFnMzkOKmW6chxo4v/dN/WuJXPz5nmSpLDnhgAAADAo5y4ymIHTQwAAADgURyxDAAAAMBVxlmJAQAAAOAmvE4GAAAAwFXc+rEVmhgAAADAo8w07Yk5ceKEuru7lZeXp5aWloeef/jhh7pw4cL3c5qmbt26pfb2duXm5mr37t3y+/3KysqSz+dTU1NTwvloYgAAAACPStfrZNXV1aqtrVVra+ukzzdu3KiNGzdK+v4blB999JFyc3Pjz/fv36+5c+fans/Wxy4BAAAA/PhYlr0rkYqKiglNyVS6urq0atWqlOpmJQYAAADwqGSOWG5oaIj/OxwOKxwOJz3fd999p97eXr366qsT7jc2NkqS1q1bZyuXJgYAAADwqHHTfhNjZ69KIpcvX1Z5efmEVZuDBw8qPz9fIyMjOnTokBYsWKCKioopc3idDAAAAPCodL1OZldXV5eqqqom3MvPz5ck5eXlafny5RoYGEiYQxMDAAAAeJQpw9aVDt9++62uXr2qUCgUvzc2NqbR0dH4v69cuaLi4uKEWbxOBgAAAHhUulZZjh07pqtXr+r+/fvauXOnNm/erFgsJkmqqamRJH3++edasmSJ/H5//HcjIyNqbm6WJI2Pj6uqqkpLly5NOB9NDAAAAOBR6Tpiec+ePQnHVFdXq7q6esK9goICHT16NOn5aGIAAAAAjzLTuN8lkwzLSudWHQAAAABu8f7n47bGvfxvfdNcSXJsbeyPRCJqa2ub7loAAAAAZNC4Zdi6nCbplZhVG86nNGHX2dUp56Qjgxx35TipFifn3Lie+EjCqZSUljkmx0m1ODnnXHZ5Sjl1sT7H5DipFnIyk+OkWsjJTI6TapmOHDd69zPT1ri/f8FZhxqzJwYAAADwKLduLKGJAQAAADzKdOCrYnbQxAAAAAAexUoMAAAAAFehiQEAAADgKm79TgxNDAAAAOBRpsmeGAAAAAAuwkoMAAAAAFdhTwwAAAAAV6GJAQAAAOAqvE4GAAAAwFVYiQEAAADgKqY50xU8HpoYAAAAwKNoYgAAAAC4CntiAAAAALiKZXtTjLM+imlY9isHAAAA8CPyXz6y1wr8x383dRNz4sQJdXd3Ky8vTy0tLQ89//LLL3XkyBHNmzdPkrRixQq98sorkqTe3l51dHTINE2tXbtWmzZtSliPrZWYSCSiy5cva8eOHXaGAwAAAHCBdO2Jqa6uVm1trVpbWx855vnnn1dDQ8MP5jfV3t6uffv2KRgMau/evQqFQioqKppyPltNTCgUUigUkiSt2nDezk8eqevs6pRz0pFBjrtynFSLk3NuXB9IKaektMwxOU6qxck557LLU8qpi/U5JsdJtZCTmRwn1UJOZnKcVMt05LhRut7Jqqio0ODgYNK/GxgY0Pz581VQUCBJWrlypS5dupSeJgYAAADAj894Eisxf7uKEg6HFQ6Hk5rr2rVrqq+vVyAQ0NatW7Vw4UJFo1EFg8H4mGAwqP7+/oRZNDEAAACAR1m2jycz1NTU9NjzPPPMMzpx4oT8fr+6u7t19OhRHT9+fNKDBQwj8SECWY9dCQAAAABXMy17V6pycnLk9/slSZWVlRofH9fXX3+tYDCo4eHh+Ljh4WEFAoGEeTQxAAAAgEdZlr0rVffu3YuvugwMDMg0Tc2ZM0elpaW6ffu2BgcHFYvFdPHixfhe/KnwOhkAAADgUWaavnZ57NgxXb16Vffv39fOnTu1efNmxWIxSVJNTY0+++wzffzxx/L5fJo1a5b27NkjwzDk8/m0fft2NTY2yjRNrVmzRgsXLkw4H00MAAAA4FHpOp1sz549Uz6vra1VbW3tpM8qKytVWVmZ1Hw0MQAAAIBHufWz9zQxAAAAgEeNj7uzi6GJAQAAADxqsiOO3YAmBgAAAPAoM4mPXToJTQwAAADgUazEAAAAAHCVNJ2wnHE0MQAAAIBHWS7tYmhiAAAAAI9y6dtkNDEAAACAV42Pu3Nnv2G5dTcPAAAAgJT855OjtsYd2Tl7mitJTpadQZFIRG1tbdNdCwAAAIAMMi3L1uU0tl4nC4VCCoVCkqRVG86nNGHX2dUp56Qjgxx35TiplunIuXF9IKWcktKyH12Ok2pxcs657PKUcupifY7JcVIt5GQmx0m1kJOZHCfVMh05buTWl7LYEwMAAAB4lMnpZAAAAADcxKULMTQxAAAAgFfxnRgAAAAAruLWI5ZpYgAAAACPYiUGAAAAgKu4tIehiQEAAAC8Kl0rMSdOnFB3d7fy8vLU0tLy0PMLFy7ogw8+kCT5/X699tprevrppyVJu3fvlt/vV1ZWlnw+n5qamhLORxMDAAAAeFS6vhNTXV2t2tpatba2Tvp83rx5OnDggHJzc9XT06NTp07p8OHD8ef79+/X3Llzbc9HEwMAAAB4VLq+E1NRUaHBwcFHPi8v/9cPij777LMaHh5OaT6aGAAAAMCj0rUSk4xPPvlEy5Ytm3CvsbFRkrRu3TqFw+GEGTQxAAAAgEeZMftHLDc0NMT/HQ6HbTUbP/TFF1/o008/1TvvvBO/d/DgQeXn52tkZESHDh3SggULVFFRMWUOTQwAAADgUWYSKzF2NtxP5auvvlJbW5v27t2rOXPmxO/n5+dLkvLy8rR8+XINDAwkbGKyUqoEAAAAgGtZpmXrStXQ0JCam5v1+uuva8GCBfH7Y2NjGh0djf/7ypUrKi4uTpjHSgwAAADgUenaE3Ps2DFdvXpV9+/f186dO7V582bFYjFJUk1Njd577z198803On36tCTFj1IeGRlRc3OzJGl8fFxVVVVaunRpwvkMayZ28wAAAACYcf/hrf9ja9x/a1yQeFAG2XqdLBKJqK2tbbprAQAAAJBBmXqdLN1sNTGhUEg7duxIWyOTjhwn1UJOZnKcVAs5mclxUi3kZCbHSbWQk5kcJ9VCTmZynFSLE3MyzbIsW5fT+A4cOHAgmR/87UacVKQjx0m1kJOZHCfVQk5mcpxUCzmZyXFSLeRkJsdJtZCTmRwn1eLEnEw68z/u2lqJ+fuav5vpUidgTwwAAADgUZv/07/YGnem5elprSNZnE4GAAAAeJQT97vYQRMDAAAAeBRNDAAAAABXMS1zpkt4LDQxAAAAgEexEgMAAADAVcxxVmIAAAAAuIhp0sQAAAAAcBFeJwMAAADgKhYb+wEAAAC4CSsxAAAAAFyFJgYAAACAq/CdGAAAAACuYsbGZ7qEx0ITAwAAAHgUr5MBAAAAcBVOJwMAAADgKiYrMQAAAADcxDLTsxJz4sQJdXd3Ky8vTy0tLQ/PY1nq6OhQT0+PnnzySe3atUslJSWSpN7eXnV0dMg0Ta1du1abNm1KOF9WWqoGAAAA4DqWadm6Eqmurtabb775yOc9PT26c+eOjh8/rl/+8pc6ffq0JMk0TbW3t+vNN9/U73//e3V1denWrVsJ56OJAQAAADzKskxbVyIVFRXKzc195PNIJKKXXnpJhmHoueee04MHD3T37l0NDAxo/vz5KigoUHZ2tlauXKlLly4lnI/XyQAAAACPytQRy9FoVE899VT872AwqGg0qmg0qmAwOOF+f39/wjyaGAAAAMCj/vfZ1bbGjY6O6u23347/HQ6HFQ6Hbc9jWQ+/kmYYxiPvJ0ITAwAAAGBKs2fPVlNT02P/PhgMamhoKP738PCwAoGAYrGYhoeHH7qfCHtiAAAAAEyrUCikzs5OWZala9euKScnR4FAQKWlpbp9+7YGBwcVi8V08eJFhUKhhHmGNdkaDgAAAADYdOzYMV29elX3799XXl6eNm/erFgsJkmqqamRZVlqb2/XH//4R82aNUu7du1SaWmpJKm7u1t/+MMfZJqm1qxZo1/84hcJ56OJAQAAAOAqvE4GAAAAwFVoYgAAAAC4Ck0MAAAAAFehiQEAAADgKjQxAAAAAFyFJgYAAACAq9DEAAAAAHAVmhgAAAAArvJ/AeSYO+ach5hcAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()\n",
"\n",
"# get the axis\n",
"ax = plt.gca()\n",
"\n",
"# set minor ticks\n",
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
"# add gridlines based on minor ticks\n",
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
"plt.xticks([])\n",
"plt.yticks([])"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 7.** Create a legend and add it to chart."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f0a716ae278>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()\n",
"\n",
"# get the axis\n",
"ax = plt.gca()\n",
"\n",
"# set minor ticks\n",
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
"# add gridlines based on minor ticks\n",
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
"plt.xticks([])\n",
"plt.yticks([])\n",
"\n",
"# compute cumulative sum of individual categories to match color schemes between chart and legend\n",
"values_cumsum = np.cumsum(df_dsn['Total'])\n",
"total_values = values_cumsum[len(values_cumsum) - 1]\n",
"\n",
"# create legend\n",
"legend_handles = []\n",
"for i, category in enumerate(df_dsn.index.values):\n",
" label_str = category + ' (' + str(df_dsn['Total'][i]) + ')'\n",
" color_val = colormap(float(values_cumsum[i])/total_values)\n",
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n",
"\n",
"# add legend to chart\n",
"plt.legend(handles=legend_handles,\n",
" loc='lower center', \n",
" ncol=len(df_dsn.index.values),\n",
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"And there you go! What a good looking *delicious* `waffle` chart, don't you think?"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Now it would very inefficient to repeat these seven steps every time we wish to create a `waffle` chart. So let's combine all seven steps into one function called *create_waffle_chart*. This function would take the following parameters as input:\n",
"\n",
"> 1. **categories**: Unique categories or classes in dataframe.\n",
"> 2. **values**: Values corresponding to categories or classes.\n",
"> 3. **height**: Defined height of waffle chart.\n",
"> 4. **width**: Defined width of waffle chart.\n",
"> 5. **colormap**: Colormap class\n",
"> 6. **value_sign**: In order to make our function more generalizable, we will add this parameter to address signs that could be associated with a value such as %, $, and so on. **value_sign** has a default value of empty string."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"def create_waffle_chart(categories, values, height, width, colormap, value_sign=''):\n",
"\n",
" # compute the proportion of each category with respect to the total\n",
" total_values = sum(values)\n",
" category_proportions = [(float(value) / total_values) for value in values]\n",
"\n",
" # compute the total number of tiles\n",
" total_num_tiles = width * height # total number of tiles\n",
" print ('Total number of tiles is', total_num_tiles)\n",
" \n",
" # compute the number of tiles for each catagory\n",
" tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n",
"\n",
" # print out number of tiles per category\n",
" for i, tiles in enumerate(tiles_per_category):\n",
" print (df_dsn.index.values[i] + ': ' + str(tiles))\n",
" \n",
" # initialize the waffle chart as an empty matrix\n",
" waffle_chart = np.zeros((height, width))\n",
"\n",
" # define indices to loop through waffle chart\n",
" category_index = 0\n",
" tile_index = 0\n",
"\n",
" # populate the waffle chart\n",
" for col in range(width):\n",
" for row in range(height):\n",
" tile_index += 1\n",
"\n",
" # if the number of tiles populated for the current category \n",
" # is equal to its corresponding allocated tiles...\n",
" if tile_index > sum(tiles_per_category[0:category_index]):\n",
" # ...proceed to the next category\n",
" category_index += 1 \n",
" \n",
" # set the class value to an integer, which increases with class\n",
" waffle_chart[row, col] = category_index\n",
" \n",
" # instantiate a new figure object\n",
" fig = plt.figure()\n",
"\n",
" # use matshow to display the waffle chart\n",
" colormap = plt.cm.coolwarm\n",
" plt.matshow(waffle_chart, cmap=colormap)\n",
" plt.colorbar()\n",
"\n",
" # get the axis\n",
" ax = plt.gca()\n",
"\n",
" # set minor ticks\n",
" ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
" ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
" # add dridlines based on minor ticks\n",
" ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
"\n",
" # compute cumulative sum of individual categories to match color schemes between chart and legend\n",
" values_cumsum = np.cumsum(values)\n",
" total_values = values_cumsum[len(values_cumsum) - 1]\n",
"\n",
" # create legend\n",
" legend_handles = []\n",
" for i, category in enumerate(categories):\n",
" if value_sign == '%':\n",
" label_str = category + ' (' + str(values[i]) + value_sign + ')'\n",
" else:\n",
" label_str = category + ' (' + value_sign + str(values[i]) + ')'\n",
" \n",
" color_val = colormap(float(values_cumsum[i])/total_values)\n",
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n",
"\n",
" # add legend to chart\n",
" plt.legend(\n",
" handles=legend_handles,\n",
" loc='lower center', \n",
" ncol=len(categories),\n",
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Now to create a `waffle` chart, all we have to do is call the function `create_waffle_chart`. Let's define the input parameters:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"width = 40 # width of chart\n",
"height = 10 # height of chart\n",
"\n",
"categories = df_dsn.index.values # categories\n",
"values = df_dsn['Total'] # correponding values of categories\n",
"\n",
"colormap = plt.cm.coolwarm # color map class"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"And now let's call our function to create a `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of tiles is 400\n",
"Denmark: 129\n",
"Norway: 77\n",
"Sweden: 194\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"create_waffle_chart(categories, values, height, width, colormap)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"There seems to be a new Python package for generating `waffle charts` called [PyWaffle](https://github.com/ligyxy/PyWaffle), but it looks like the repository is still being built. But feel free to check it out and play with it."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Word Clouds <a id=\"8\"></a>\n",
"\n",
"\n",
"`Word` clouds (also known as text clouds or tag clouds) work in a simple way: the more a specific word appears in a source of textual data (such as a speech, blog post, or database), the bigger and bolder it appears in the word cloud."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Luckily, a Python package already exists in Python for generating `word` clouds. The package, called `word_cloud` was developed by **Andreas Mueller**. You can learn more about the package by following this [link](https://github.com/amueller/word_cloud/).\n",
"\n",
"Let's use this package to learn how to generate a word cloud for a given text document."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"First, let's install the package."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata (current_repodata.json): done\n",
"Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n",
"Collecting package metadata (repodata.json): done\n",
"Solving environment: done\n",
"\n",
"## Package Plan ##\n",
"\n",
" environment location: /home/jupyterlab/conda/envs/python\n",
"\n",
" added / updated specs:\n",
" - wordcloud==1.4.1\n",
"\n",
"\n",
"The following packages will be downloaded:\n",
"\n",
" package | build\n",
" ---------------------------|-----------------\n",
" olefile-0.46 | py_0 31 KB conda-forge\n",
" pillow-7.2.0 | py36h8328e55_0 657 KB conda-forge\n",
" wordcloud-1.4.1 | py36_0 324 KB conda-forge\n",
" ------------------------------------------------------------\n",
" Total: 1012 KB\n",
"\n",
"The following NEW packages will be INSTALLED:\n",
"\n",
" olefile conda-forge/noarch::olefile-0.46-py_0\n",
" pillow conda-forge/linux-64::pillow-7.2.0-py36h8328e55_0\n",
" wordcloud conda-forge/linux-64::wordcloud-1.4.1-py36_0\n",
"\n",
"\n",
"\n",
"Downloading and Extracting Packages\n",
"pillow-7.2.0 | 657 KB | ##################################### | 100% \n",
"olefile-0.46 | 31 KB | ##################################### | 100% \n",
"wordcloud-1.4.1 | 324 KB | ##################################### | 100% \n",
"Preparing transaction: done\n",
"Verifying transaction: done\n",
"Executing transaction: done\n",
"Wordcloud is installed and imported!\n"
]
}
],
"source": [
"# install wordcloud\n",
"!conda install -c conda-forge wordcloud==1.4.1 --yes\n",
"\n",
"# import package and its set of stopwords\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"\n",
"print ('Wordcloud is installed and imported!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"`Word` clouds are commonly used to perform high-level analysis and visualization of text data. Accordinly, let's digress from the immigration dataset and work with an example that involves analyzing text data. Let's try to analyze a short novel written by **Lewis Carroll** titled *Alice's Adventures in Wonderland*. Let's go ahead and download a _.txt_ file of the novel."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File downloaded and saved!\n"
]
}
],
"source": [
"# download file and save as alice_novel.txt\n",
"!wget --quiet https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Data_Files/alice_novel.txt\n",
"\n",
"# open the file and read it into a variable alice_novel\n",
"alice_novel = open('alice_novel.txt', 'r').read()\n",
" \n",
"print ('File downloaded and saved!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Next, let's use the stopwords that we imported from `word_cloud`. We use the function *set* to remove any redundant stopwords."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"stopwords = set(STOPWORDS)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Create a word cloud object and generate a word cloud. For simplicity, let's generate a word cloud using only the first 2000 words in the novel."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<wordcloud.wordcloud.WordCloud at 0x7f0a71417160>"
]
},
"execution_count": 34,
"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": 35,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# display the word cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Interesting! So in the first 2000 words in the novel, the most common words are **Alice**, **said**, **little**, **Queen**, and so on. Let's resize the cloud so that we can see the less frequent words a little better."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1296 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\n",
"# display the cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Much better! However, **said** isn't really an informative word. So let's add it to our stopwords and re-generate the cloud."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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