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Created on Cognitive Class Labs
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{
"cells": [
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"source": [
"<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n",
"\n",
"| Name | Description | Date \n",
"| :- |-------------: | :-:\n",
"|Reza Hashemi| IBM Data Visualization with Python. | On 29th of july 2019\n",
"\n",
"<h1 align=center><font size = 5>Waffle Charts, Word Clouds, and Regression Plots</font></h1>"
]
},
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"source": [
"## Introduction\n",
"\n",
"In this lab, we will learn how to create word clouds and waffle charts. Furthermore, we will start learning about additional visualization libraries that are based on Matplotlib, namely the library *seaborn*, and we will learn how to create regression plots using the *seaborn* library."
]
},
{
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},
"source": [
"## Table of Contents\n",
"\n",
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
"\n",
"1. [Exploring Datasets with *p*andas](#0)<br>\n",
"2. [Downloading and Prepping Data](#2)<br>\n",
"3. [Visualizing Data using Matplotlib](#4) <br>\n",
"4. [Waffle Charts](#6) <br>\n",
"5. [Word Clouds](#8) <br>\n",
"7. [Regression Plots](#10) <br> \n",
"</div>\n",
"<hr>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
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"editable": true,
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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."
]
},
{
"cell_type": "markdown",
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"deletable": true,
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"new_sheet": false,
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},
"source": [
"# Downloading and Prepping Data <a id=\"2\"></a>"
]
},
{
"cell_type": "markdown",
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},
"source": [
"Import Primary Modules:"
]
},
{
"cell_type": "code",
"execution_count": 1,
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"outputs": [],
"source": [
"import numpy as np # useful for many scientific computing in Python\n",
"import pandas as pd # primary data structure library\n",
"from PIL import Image # converting images into arrays"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
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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 my convenience, we have pre-installed this module, so i would not have to worry about that. Otherwise, i 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",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
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"new_sheet": false,
"run_control": {
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},
"outputs": [
{
"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!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
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},
"source": [
"Let's take a look at the first five items in our dataset"
]
},
{
"cell_type": "code",
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"outputs": [
{
"data": {
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"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
" }\n",
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" .dataframe tbody tr th {\n",
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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>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",
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"<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": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
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"new_sheet": false,
"run_control": {
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}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(195, 43)\n"
]
}
],
"source": [
"# print the dimensions of the dataframe\n",
"print(df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to *Introduction to Matplotlib and Line Plots* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"button": false,
"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": [
"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": {
"read_only": false
}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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": [
"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,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Waffle Charts <a id=\"6\"></a>\n",
"\n",
"\n",
"A `waffle chart` is an interesting visualization that is normally created to display progress toward goals. It is commonly an effective option when i are trying to add interesting visualization features to a visual that consists mainly of cells, such as an Excel dashboard."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's revisit the previous case study about Denmark, Norway, and Sweden."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
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"jupyter": {
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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",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <tr>\n",
" <th>Denmark</th>\n",
" <td>Europe</td>\n",
" <td>Northern Europe</td>\n",
" <td>Developed regions</td>\n",
" <td>272</td>\n",
" <td>293</td>\n",
" <td>299</td>\n",
" <td>106</td>\n",
" <td>93</td>\n",
" <td>73</td>\n",
" <td>93</td>\n",
" <td>...</td>\n",
" <td>62</td>\n",
" <td>101</td>\n",
" <td>97</td>\n",
" <td>108</td>\n",
" <td>81</td>\n",
" <td>92</td>\n",
" <td>93</td>\n",
" <td>94</td>\n",
" <td>81</td>\n",
" <td>3901</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Norway</th>\n",
" <td>Europe</td>\n",
" <td>Northern Europe</td>\n",
" <td>Developed regions</td>\n",
" <td>116</td>\n",
" <td>77</td>\n",
" <td>106</td>\n",
" <td>51</td>\n",
" <td>31</td>\n",
" <td>54</td>\n",
" <td>56</td>\n",
" <td>...</td>\n",
" <td>57</td>\n",
" <td>53</td>\n",
" <td>73</td>\n",
" <td>66</td>\n",
" <td>75</td>\n",
" <td>46</td>\n",
" <td>49</td>\n",
" <td>53</td>\n",
" <td>59</td>\n",
" <td>2327</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sweden</th>\n",
" <td>Europe</td>\n",
" <td>Northern Europe</td>\n",
" <td>Developed regions</td>\n",
" <td>281</td>\n",
" <td>308</td>\n",
" <td>222</td>\n",
" <td>176</td>\n",
" <td>128</td>\n",
" <td>158</td>\n",
" <td>187</td>\n",
" <td>...</td>\n",
" <td>205</td>\n",
" <td>139</td>\n",
" <td>193</td>\n",
" <td>165</td>\n",
" <td>167</td>\n",
" <td>159</td>\n",
" <td>134</td>\n",
" <td>140</td>\n",
" <td>140</td>\n",
" <td>5866</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3 rows × 38 columns</p>\n",
"</div>"
],
"text/plain": [
" Continent Region DevName 1980 1981 1982 1983 \\\n",
"Country \n",
"Denmark Europe Northern Europe Developed regions 272 293 299 106 \n",
"Norway Europe Northern Europe Developed regions 116 77 106 51 \n",
"Sweden Europe Northern Europe Developed regions 281 308 222 176 \n",
"\n",
" 1984 1985 1986 ... 2005 2006 2007 2008 2009 2010 2011 \\\n",
"Country ... \n",
"Denmark 93 73 93 ... 62 101 97 108 81 92 93 \n",
"Norway 31 54 56 ... 57 53 73 66 75 46 49 \n",
"Sweden 128 158 187 ... 205 139 193 165 167 159 134 \n",
"\n",
" 2012 2013 Total \n",
"Country \n",
"Denmark 94 81 3901 \n",
"Norway 53 59 2327 \n",
"Sweden 140 140 5866 \n",
"\n",
"[3 rows x 38 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's create a new dataframe for these three countries \n",
"df_dsn = df_can.loc[['Denmark', 'Norway', 'Sweden'], :]\n",
"\n",
"# let's take a look at our dataframe\n",
"df_dsn"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Unfortunately, unlike R, `waffle` charts are not built into any of the Python visualization libraries. Therefore, we will learn how to create them from scratch."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 1.** The first step into creating a waffle chart is determing the proportion of each category with respect to the total."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Denmark: 0.32255663965602777\n",
"Norway: 0.1924094592359848\n",
"Sweden: 0.48503390110798744\n"
]
}
],
"source": [
"# compute the proportion of each category with respect to the total\n",
"total_values = sum(df_dsn['Total'])\n",
"category_proportions = [(float(value) / total_values) for value in df_dsn['Total']]\n",
"\n",
"# print out proportions\n",
"for i, proportion in enumerate(category_proportions):\n",
" print (df_dsn.index.values[i] + ': ' + str(proportion))"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 2.** The second step is defining the overall size of the `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of tiles is 400\n"
]
}
],
"source": [
"width = 40 # width of chart\n",
"height = 10 # height of chart\n",
"\n",
"total_num_tiles = width * height # total number of tiles\n",
"\n",
"print ('Total number of tiles is ', total_num_tiles)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 3.** The third step is using the proportion of each category to determe it respective number of tiles"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Denmark: 129\n",
"Norway: 77\n",
"Sweden: 194\n"
]
}
],
"source": [
"# compute the number of tiles for each catagory\n",
"tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n",
"\n",
"# print out number of tiles per category\n",
"for i, tiles in enumerate(tiles_per_category):\n",
" print (df_dsn.index.values[i] + ': ' + str(tiles))"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Based on the calculated proportions, Denmark will occupy 129 tiles of the `waffle` chart, Norway will occupy 77 tiles, and Sweden will occupy 194 tiles."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 4.** The fourth step is creating a matrix that resembles the `waffle` chart and populating it."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Waffle chart populated!\n"
]
}
],
"source": [
"# initialize the waffle chart as an empty matrix\n",
"waffle_chart = np.zeros((height, width))\n",
"\n",
"# define indices to loop through waffle chart\n",
"category_index = 0\n",
"tile_index = 0\n",
"\n",
"# populate the waffle chart\n",
"for col in range(width):\n",
" for row in range(height):\n",
" tile_index += 1\n",
"\n",
" # if the number of tiles populated for the current category is equal to its corresponding allocated tiles...\n",
" if tile_index > sum(tiles_per_category[0:category_index]):\n",
" # ...proceed to the next category\n",
" category_index += 1 \n",
" \n",
" # set the class value to an integer, which increases with class\n",
" waffle_chart[row, col] = category_index\n",
" \n",
"print ('Waffle chart populated!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's take a peek at how the matrix looks like."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.]])"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"waffle_chart"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"As expected, the matrix consists of three categories and the total number of each category's instances matches the total number of tiles allocated to each category."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 5.** Map the `waffle` chart matrix into a visual."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fa81660d860>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 6.** Prettify the chart."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"([], <a list of 0 Text yticklabel objects>)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()\n",
"\n",
"# get the axis\n",
"ax = plt.gca()\n",
"\n",
"# set minor ticks\n",
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
"# add gridlines based on minor ticks\n",
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
"plt.xticks([])\n",
"plt.yticks([])"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 7.** Create a legend and add it to chart."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa81420c1d0>"
]
},
"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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r7YxTtGkp6QJJn5W51FTSjlK3M4vPnep8z4pyCauIsdYukLRA0u2901eGc5fTWrOgnySpKnEiEYM43orjplzcHCdjy+YqxUlt3cY1cdyUSzTEWRjTvkpxhgU3VjlOJGIQx1tx3JQLcaonjptyORNxvMhxwi9irLUXlXfdGJMoaa6ke621OWUun6ojp5zz5WJhPwAAABClnAgtkTfGxKqogHnTWjvvFE0yJTUrdTtFUpakuNOcLxdFDAAAABClIrHFcvHOYy9LWm+tfe40zd6XdLcx5m0VTRc7bK3dZYzZK6mtMaaVpJ2SRkgaVVGfFDEAAABAlIrQ98T0lnSTpO+MMV8Xn3tUUnNJsta+KGmRirZX3qyiLZZvKb4WNMbcLekDFW2xPNNa+31FHVLEAAAAAFEqEkWMtfYjVbBzmbXWkXTXaa4tUlGREzaKGAAAACBKhRxvfm0kRQwAAAAQpSI0nazaUcQAAAAAUYoiBgAAAICnUMQAAAAA8JTKfNmlm1DEAAAAAFEqxEgMAAAAAC9hOhkAAAAAT2GLZQAAAACewpoYAAAAAJ7CdDIAAAAAnuLVkRif4ziVaV+pxgAAAEAU8VpF4Hy64XBYDS/uUEdy0eMLayTGGJMuKd1ae4bTAQAAAFBdomYkpnf6yip1uGZBP0lSVeJEIgZxvBXHTbm4OU7Gls1VipPauo1r4rgpFzfHWRjTvkpxhgU3uiaOm3IhTvXEcVMuxKmeOG7K5UzEkYtGKsLkrFmXG1bD3p0SJRc9PtbEAAAAAFGKhf0AAAAAPCXk0RXvFDEAAABAlGIkBgAAAICneHVhP0UMAAAAEKUqt8eXe1DEAAAAAFEqFKHpZMaYmZKGScq21nY+xfUHJd1QfDNGUkdJ51prDxhjtko6IqlQUtBae1FF/VHEAAAAAFEqFIrYdLJXJU2V9PqpLlprn5H0jHTyOygnWGsPlGrS31q7L9zO/D89TwAAAABe5sgX1lERa+0qSQcqbFhkpKS3qpI3IzEAAABAlKrMFsvGmC9K3ZxhrZ1R2f6MMTUlDZZ0d6nTjqQlxhhH0n+HE5ciBgAAAIhSldmdLJy1KmFIl7SmzFSy3tbaLGNMA0lLjTEbikd2TovpZAAAAECUcpzwjggaoTJTyay1WcX/ZkuaL6lHRUEoYgAAAIAoFZIvrCMSjDF1JPWT9F6pc7WMMUklP0u6XNLaimIxnQwAAACIUpEaZTHGvCUpTVJ9Y0ympImSYiXJWvticbNrJS2x1h4tddeGkuYbY6Si2mS2tXZxRf1RxAAAAABRqjBCWyxba0eG0eZVFW3FXPpchqSule2PIgYAAACIUhFe71JtfE7lMvfowwQAAADOuIh9c2Q1ceZ9Hgqr4b/18EsuenxhjcQUf6tmurX2DKcDAAAAoLpU5nti3KTSIzG901dWqcM1C/pJkqoSJxIxiOOtOG7Kxc1xMrZsrlKc1NZtXBPHTbm4Oc7CmPZVijMsuNE1cdyUC3GqJ46bciFO9cRxUy5nIo5cNFIRJufdT8Mbibn+Yg+OxAAAAAD4+fHqmhiKGAAAACBKhRzXDK5UCkUMAAAAEKVC4c0mcx2KGAAAACBKeXVhP0UMAAAAEKUcppMBAAAA8BIW9gMAAADwFKaTAQAAAPAURmIAAAAAeApFDAAAAABPKWSLZQAAAABewvfEAAAAAPAUppMBAAAA8BSKGAAAAACe4tUtln1O5covjz5MAAAA4Izzne0EKsmZuii8t/d3D/VJLnp8YY3EGGPSJaVba89wOgAAAACqS2FhZOIYY2ZKGiYp21rb+RTX0yS9J+mH4lPzrLW/L742WNIUSQFJL1lr/1BRf2EVMdbaBZIWSLq9d/rKcO5yWmsW9JMkVSVOJGIQx1tx3JSLm+NkbNlcpTiprdu4Jo6bcnFznIUx7asUZ1hwo2viuCkX4lRPHDflQpzqieOmXM5EHC+K4JqYVyVNlfR6OW1WW2uHlT5hjAlImiZpkKRMSX83xrxvrV1XXmf+quUKAAAAwKtCTnhHRay1qyQd+Akp9JC02VqbYa3Nl/S2pKsruhML+wEAAIAoVZmRGGPMF6VuzrDWzqhkd5cYY76RlCXpAWvt95KaStpRqk2mpJ4VBaKIAQAAAKKUE/b2ZD5Zay+qQldfSWphrc01xgyV9FdJbXXqzQIqTIrpZAAAAECUitR0sopYa3OstbnFPy+SFGuMqa+ikZdmpZqmqGikplyMxAAAAABRqrq+7NIY00jSHmutY4zpoaLBlP2SDklqa4xpJWmnpBGSRlUUjyIGAAAAiFKFhZGpYowxb0lKk1TfGJMpaaKkWEmy1r4o6ZeSxhtjgpLyJI2w1jqSgsaYuyV9oKItlmcWr5UpF0UMAAAAEKUiNRJjrR1ZwfWpKtqC+VTXFklaVJn+KGIAAACAKBWqrvlkEUYRAwAAAEQpJ3S2M/hpKGIAAACAKOUwEgMAAADAS0KMxAAAAADwEkZiAAAAAHhKpLZYrm4UMQAAAECU8uhADEUMAAAAEK1CIW9WMb5KzoPz5qMEAAAAzjzf2U6gkpzfzsgLq+Efx9WQXPT4whqJMcakS0q31p7hdAAAAABUF69+T0ylR2J6p6+sUodrFvSTJFUlTiRiEMdbcdyUy5mIk7Flc5XipLZu87OL46Zc3BxnYUz7KsUZFtzomjhuyoU41RPHTbkQp3riuCmXMxFHLhqpCJPzwPRjYTV8dnxNyUWPjzUxAAAAQJRii2UAAAAAnsIWywAAAAA8xfHo7mQUMQAAAECUCjGdDAAAAICXMBIDAAAAwFMoYgAAAAB4ikdrGIoYAAAAIFpFaiTGGDNT0jBJ2dbazqe4foOk3xbfzJU03lr7TfG1rZKOSCqUFLTWXlRRfxQxAAAAQJQqLAxFKtSrkqZKev0013+Q1M9ae9AYM0TSDEk9S13vb63dF25nFDEAAABAlIrUl11aa1cZY1qWc/3jUjc/lZRSlf78VbkzAAAAAO9yQk5YR4SNlfS30mlIWmKM+dIYMy6cAIzEAAAAAFGqMgWKMeaLUjdnWGtnVLY/Y0x/FRUxfUqd7m2tzTLGNJC01BizwVq7qrw4FDEAAABAlKrMl12Gs+C+PMaYLpJekjTEWru/VNys4n+zjTHzJfWQVG4Rw3QyAAAAIEpV13QyY0xzSfMk3WSt3VTqfC1jTFLJz5Iul7S2oniMxAAAAABRKlK7kxlj3pKUJqm+MSZT0kRJsZJkrX1R0hOS6kl6wRgj/d9Wyg0lzS8+FyNptrV2cUX9+Sq5I4FHvw4HAAAAOON8ZzuBSnJueGRnWA3ffLqp5KLHF9ZIjDEmXVK6tfYMpwMAAACgukRqi+XqFtaaGGvtAmvtOGPMX1RUgVXpiEQcN+VCHJ5z4vCcE4fnnDjez4U4POcRiOM5TigU1uE2lV0TsyBC/UYijptyIU71xHFTLsSpnjhuyoU41RPHTbkQp3riuCkX4lRPHDfl4sY41SoU+e+AqRaVXRMDAAAA4OfBMfdvDauhndxSKhp1cgV2JwMAAACiVCS2Tz4bKGIAAACAKFVYWHi2U/hJKGIAAACAKMVIDAAAAABPoYgBAAAA4Cle3eSLIgYAAACIUiEXfgdMOChiAAAAgCjFdDIAAAAAnuI4jMQAAAAA8JBQkCIGiLgvv/zSHxcX91AgEOgoyX+28wEA/EiosLBwfX5+/p+6devmzXdDQBQLMRIDRF5cXNxDtWvXNrGxsd58hQFAFCgoKDg/JydHkv5wtnMBUDmsiQHOgEAg0JECBgDcLTY2NlQ8Yg7AYxx2JwPOCKaQAYA38Pca8CBGYgAAAAB4CruTAdVgXXZyi7yCQEKk4tWILTzeqcGhbeW1adasWbdWrVrlBYNBXyAQcK655pr99957755AIBCpNKqkdevWF2zZsuUf5bU5evSo7/rrr2/3/vvvb9y+fXvcrbfe2joUCvmCwaDvxhtvzL7zzjv3StKSJUuSJk2alFJQUODv2LHj0enTp2+NjY1VKBTSfffd12zNmjV1EhISQpMnT97ao0ePY5I0bty4lh999FGdunXrBtesWfN9SZ8PPfRQysCBAw9ffvnlRyL9mIMn8lo4oVDEfg98fv/xmPga5f4eNG3atNuoUaP2PPPMM5mS9MwzzzQ8evRo4Mknn8yKVB5VlZmZGXvvvfe2mDNnzua//e1vtf/4xz82DQaDvpiYGOfRRx/NLHkurr322rb79u2LLSws9F1wwQVHpkyZsj0mJkaTJ09uOGfOnPoxMTFOcnJycMqUKVtTU1Pzly5dmvTUU081K+ln+/btCc8++2zGL3/5y0OjR49OfeSRR3Z27NjxRKQfzw93/77FiW1ZEXue41s0Od5q6hPlPs//8R//0WjRokX1AoGA4/P59PTTT2/r3bv30UjlEM7rNVzPPfdcg7p16xbecsst+5988skm8+bNq5+cnByUpAceeGDnVVdddTg/P9935513ttiwYUPNwsJCX3p6+v5HH310tySdOHHCN2HChOZffPFFkt/vdyZMmLBz+PDhhyTprbfeqvv888838fl8ateu3bFXX331h927d8eMHz++1fz58/8ZifwBuEOIkRjgzMsrCCTk5sclRi5ifoUt4uLiQqtWrVonSbt27Yq54447UnNycgK/+93vzuqb11AoJMcJ7w/PzJkz6w8aNOhgTEyMmjZtWrB48eINCQkJTk5Ojj8tLe289PT0Q02aNCl46KGHWs2ePXtjp06dTjzxxBNNXnnllfrjxo3bt3Dhwjrbt29P+Oyzz9Z+/PHHtR555JHmy5Yt2yBJI0aM2HfbbbdlT5gwoVXpPn/1q19lT5gwocWZKGKcUChBTihivwfhfAgVGxvrLF++vO6ePXt2N2zYMFjZPgoKChQbG/tT0gvb888/33DkyJH7JKl+/foFs2bN2tysWbOCr7/+OmH06NHtvv32228l6ZVXXtmSnJwcCoVCuvHGG1u/8847dW+44YaDXbp0OXbHHXesT0xMDE2bNu3ciRMnpsyaNStj0KBBRwYNGrROkvbt2xfo06fP+YMHD86RpJtvvjn7+eefbzR9+vRyi4Of4sS2rIS8bzdG8PVevtWrV9dauXJl8vLly9clJCQ4e/bsicnPz/dVV/+VUVBQoPnz59dfvnz5upJzN910054HH3xwT+l277zzTt38/Hz/Rx99tC43N9d/6aWXnjd8+PADrVu3zp80aVLjevXqFXz++edrCwsLtW/fvhhJWr9+ffyLL77YeOHChRvq1atXuGvXrhhJatSoUbB+/foFK1eurNWvX7+IFXYAzq5QsDAicYwxMyUNk5Rtre18ius+SVMkDZV0TNIYa+1XxdcGF18LSHrJWlvhJiHMXwUqoXHjxsHJkydvfeeddxqEQiEFg0E99NBDKQMGDOjYt2/fTtOnT68vSR9++GHSlVde2f6GG25Ivfjii88bM2ZMq1DxwrkLL7zw/H//939vOmjQoA79+/fv+Pnnn9e85ppr2l500UWdX3jhhXMlKScnx5+ent4uLS2tY58+fTrNnTs3WZK2bNkSd8kll5z361//unn//v07bdu2La4ktz179sQMGjSow3vvvVenbN4LFiyod9VVVx2SpPj4eCchIcGRij6JLclr7969MbGxsaFOnTqdkKT+/fvnfPDBB8mStHjx4uR/+7d/2+/3+9WnT5+jubm5MZmZmbGSNGDAgNx69er96E19ampq/uHDh2N27tz5s/iwJBAIONddd93e//qv/2pY9lpGRkZcenp6u759+3ZKT09v98MPP8RJ0u23397ygQceSLnyyivbPfrooyl9+vTpdODAgUAoFFKHDh1+8corr9STpFtvvbXV4sWLk7Zs2RI3ePDg9mlpaR3T0tI6rlq1qlbJ9ZLfAUkaM2ZMq3nz5v3oeV62bFndK6+88rAkde/ePa9Zs2YFktSlS5fj+fn5/uPHj/skKTk5OSRJwWDQV1BQ4PP5it6nDxo06EhiYmJIknr06JGbnZ0dV7aPOXPm1L344osPl7RLS0vL/fzzz2sXFBRU6f/XDXbt2hWbnJwcLHl9NGzYMNisWbOCjz/+uObIkSNbS9LcuXOTW7VqdeGJEyd8eXl5vm7dup0vSZs2bXeaaYMAABCRSURBVIq/9tpr26alpXUcPHhw+7Vr1yZI0ubNm+MGDRrUYcCAAR0ff/zxJqX7+9Of/tSw5G/HxIkTm0j/9xofP358i169ep139dVXtz169OiPCqmlS5fW7tChw7GKCmOfz6e8vDx/QUGB8vLyfDExMU6dOnUKJem9996r/9BDD+2WpEAgoJLi/NVXXz131KhR2fXq1SuUiv7ulcQbPHjwoTlz5tT7if/FAFzIcUJhHWF4VdLgcq4PkdS2+BgnabokGWMCkqYVX+8kaaQxplNFnVHEAJXUtm3bfMdxtHv37piXXnqpfu3atQuXL1++funSpeuttedu3rw5TpI2bdpUY9KkSTvWrFnz/c6dO+NXrVp18hPlJk2a5C9dunTDhRdemHv//fe3fO2117YsXLhww9SpU5tIUo0aNUKzZs3avGLFivVz587d9Ic//CGlpNjYsWNHwvDhw/evXLlyXWpqar4kZWVlxYwaNarNfffdl3X11VcfLp3viRMnfFlZWfGtW7c+Oey0devW2L59+3bq2bNnl7Fjx+5u1qxZQYMGDYLBYND36aef1pSk999/v+6ePXviJCk7Ozs2JSXl5P0bNGiQX1LElKdjx47HPvroo2r7JP1Mu/POO7MXLVp0zsGDB/9lLuFvf/vb5tdee+3+1atXr7vqqqv2P/zwwyenXm3dujXhvffe2/TMM89kdu3aNXf16tWJ3377bUKTJk1OfP7554mStHbt2lq9evU62rBhw+D8+fM3rVixYv306dMzJk6c2FySbrjhhr3W2nqSdPDgwcB3332XmJ6e/i/P8+bNm+OSkpJOvgEvzVpbt127dsdKX7vmmmvann/++V1r1apVaIw5WPY+b7zxxrl9+/Y9XPb8woULz7nmmmsOlNwOBAJKSUk5/tVXX9WszP+lGw0ePDhnz549cT169Oj861//uvmyZcsSJal79+7HNm3aVFOSPvvss8RWrVrlffrppzU//vjjWp07d86VpPvvv7/FpEmTtq9YsWL9448/nvnwww83l6RHH320+ahRo/YuX758fYMGDU5WeosWLaq9devWhA8//HD9ihUr1n3//fc1ly9fnihJmZmZCWPHjs3++OOPv09KSiqcM2dO3bK5fvbZZ4mdO3c+VvrcW2+91aBv376dxo0b13L//v0BSTLGHKxRo0aoa9euXXv27Nnl1ltv3V2/fv3CAwcOBCTpd7/7XZO0tLSON9xwQ2pWVlaMJG3dujU+IyMj4YorrugwcODADgsXLqxd0kf37t2P/uMf//jZvKYBFC3sD+eoiLV2laQD5TS5WtLr1lrHWvuppGRjTGNJPSRtttZmWGvzJb1d3LZcP4tPSIHqVjKNa/Xq1bX/+c9/1lyyZEldSTp69Ghg06ZNCXFxcU6nTp2OtmjRokCS2rdvf6z0qEl6evohSerQocOxY8eO+evUqROqU6dOKC4uLnTgwIFAYmJiaOLEiSlfffVVos/n0759++JKpnQ0bNgwv0+fPienchQWFvquv/769r///e+3XXbZZbllc83Ozo5JTEz8l5GSli1bFqxevXrdjh07YseMGdPmuuuuO9ikSZPg888/n/Hkk082Kygo8Pfq1etwybqfU01bK/n0vjz16tUL7t69+0ef5ntVcnJyaNiwYfunTp3aICEh4eTHUmvXrq315ptvbpGkm2+++cBzzz2XUnJt6NChB2Niiv7U9uzZM/eTTz5J3LFjR9zIkSOz33nnnXO3b98em5SUFKxdu3bo4MGDgd/85jctNm3aVMPv9yszMzNeki677LLcJ554osWuXbti5s+fX/eyyy47WPYT+KysrNi6dev+aETsm2++SXj22Webzp49+1/WMfz1r3/9Z15enm/s2LGpS5curT1kyJCckmuvvfbaOd9//33NhQsXbix9n8zMzNiMjIwaQ4cOzSl9vm7dusGsrKwzO1euGtSuXTu0fPnydStWrEhavXp10j333NN6woQJmWPHjt2fkpJy/Lvvvkv47rvvat1666171qxZkxQKhXzdu3fPzcnJ8a9duzbxjjvuaF0Sq6CgwCdJ3377beIbb7yxRZJuuumm/X/+859TJGnFihW1P/3009ppaWmdJCkvL8+/efPmhBYtWuQ3btz4xEUXXZQnSZ07dz62Y8eO+LK57t27N7Zdu3Z5JbfHjRuX/dhjj2X5fD5NnDix6SOPPNJsxowZWz/55JOafr/f+frrr7/dv39/4Jprrulw2WWX5dSuXTu0d+/e2O7du+c+++yzmZMnT2742GOPNZs5c+YPhYWFvm3btsUvWLBg4/bt22Ovu+66Dr169fr+nHPOKWzUqFFw3759P5vXNABtW/1e3xbhNDx27Nj+MWPGfFHq1Axr7YxK9NVU0o5StzOLz53qfM+KglHEAJX0z3/+M87v96tRo0ZBx3F8EydO3H7llVf+y5u6Dz/8MCk2NvbkO/9AIKBgMHjyXX98fLwjSX6/X3FxcSfb+f1+FRQU+GbNmnXOgQMHYpYtW7Y+Li7OufDCC88/fvy4X5JKv3kuvo/TsWPHo8uXL69zqiKmZs2aofz8/FOOujZr1qwgNTU1b9WqVUkjRow42Ldv36OLFy/eKBV9UvzDDz8kSFLDhg0LMjMzT75xyc7OjmvatGmF84dOnDjhK5uv1/3mN7/Zc/nll3e6+uqr952uTekCr2bNmicf/6WXXnrkjTfeaLBr164Tjz322M4lS5bUnTt3bt1u3brlStKUKVMa1q9fv+Avf/nLD6FQSKmpqd1K7puenr5/9uzZ5yxatOic5557bmvZPmvUqPGj53nbtm2xt99+e5vJkyf/0K5dux8tvK9Ro4YzcODAQ4sXL04uKWIWL16c9OKLLzaeN2/exrKjOu+++27dtLS0Q6V/ZyUpPz/fX6NGjZ/F8xwTE6OBAwceGThw4JGOHTvmzZ07t97YsWP3d+vWLXfJkiV1YmJinIEDB+bcddddLUOhkG/ixIk7QqGQEhMTgyVr58ry+Xw/+hTAcRzdfvvtu8aPH/8vv0dbtmyJK/O3wyl57ZcWHx8fKn2+SZMmJwvYW265Ze/o0aPbStLcuXPrpaWlHY6Li3MaN24c7Nq1a+4XX3xRa/jw4Qfj4+NDv/zlLw9J0nXXXXdg7ty59aWiD0ouvPDCo3FxcU6bNm3ymzdvfnzjxo3xl1xyybG8vDxffHz8z+K5BiBJahluw5o1a8paW5W+TvXpp1PO+XIxnQyohN27d8c88MADLYYPH57t9/t16aWXHn799dfPLVn8u27duvgjR45U+XWVk5MTqFevXkFcXJyzdOnSpJJpXafi8/n04osvbs3IyEh4+umnG5W9Xq9evcJQKOTLy8vzSUVvbEvm2O/fvz/wzTffJLZv3/64VLRxgSQdP37cN3369EajR4/eK0lXXHHFoXnz5tULhUL66KOPaiUmJhampKRUWMRs3bo14bzzzsurqJ2X1K9fv3DQoEEH58+fX7/k3Pnnn3909uzZdSVp1qxZ53Tp0uVHxaRUNAJ26NChmO3btye0bds2v1u3brmvvfZao549e+ZK0pEjRwINGjQoCAQCeu211+qFSn0B2ejRo/e98cYbDSWpa9eux8vG7tChw4ldu3ad/D05cOBA4MYbb2x7//33Z5ZehJ2Tk+MvmQpYUFCg//3f/63TunXrPEn6+9//XuOxxx5rMXPmzM2l10GU+J//+Z9zrr322h9NFdi+fXt8586df5ST13z//ffx69evjy91u0aTJk3yJalXr165s2bNavCLX/wit1GjRsHDhw/HbNu2LaFLly7Hk5OTQ40bN85/++2360pFm258+eWXNSSpS5cuubNnzz5Hkt58882Ta0n69++fM2fOnPo5OTl+Sdq+fXtsyesvHG3btj2+devWk7mWnt7517/+NbnkOW3SpEn+mjVraodCIR05csT/3Xff1Wrfvv3x4vVth5ctW5YkScuWLavdqlWrPEkaMmTIoU8++SRJKlprt2PHjoQ2bdqckKQNGzYkpKam/qxe0wCqTaakZqVup0jKKud8uRiJgafUiC08Hs6OYpWLV778/Hz/pZde2qlki+Wrrrpq/3333bdHkm6//fZ9O3bsiB8wYEBHx3F8ycnJBSVTR6pi1KhRB2688cY2/fv379i+fftjzZs3LzfPmJgYvfrqqxnDhw9vM3Xq1MK77757b+nrPXv2PLxy5crEwYMHH1m3bl2NSZMmnZzudOutt+6+4IIL8iTpP//zPxutXr26TigU8g0fPjy7ZGex9PT0w8uWLavTo0ePzgkJCaFnn312a8n9b7755lZfffVV0uHDh2O6du3a5a677soaN27cvvz8fF9mZmZ8z549I76Lkc/vPx7Jbe19fn+l3oDfc889u999991zS24//fTT2++5556WL7/8cqPk5OTg888/v/V09+3cufPRkuKkV69eR6ZOndr00ksvPSJJt912W/a4ceNaL168uG6PHj2OlB7FatKkSbBly5bHBw0adOhUcZOSkkJNmzY9sWHDhvgOHTqceOGFFxrs3Lkzftq0aU2mTZvWRJLeeeedTY7jaPTo0W0KCgp8hYWFvh49euSMHz9+ryQ99dRTzfLy8gIl06IaNWqUb63dLBWNEGRnZ8cNGDDgX3aby8rKiomPj3fCKWorK75Fk4gWRhXFy83NDTz++OPNjxw5EoiJiXFSUlJO/PnPf94mSZdccknuoUOHYi+55JJcSWrXrl3evn37gn5/0WcWL7zwQsaDDz7YYtq0aY2DwaBvyJAhB7p165Y3adKk7ePHj0997bXXGg4aNOjk2qOhQ4fmbNy4MWHo0KEdpKKRtGnTpv0QCATC2nJw8ODBh++6666TOwI+8cQTKZs2barh8/nUuHHj/Oeee26bVLSOa/z48S379OlznuM4uvbaa/ddeOGFeZL05JNPZt51112tnnrqqUDp39uhQ4fmrFixovYll1xyXiAQcB588MEd5557bqEkrVq1KiktLe1Ha6UAIAzvS7rbGPO2iqaLHbbW7jLG7JXU1hjTStJOSSMkjaoomC/cLVqBs2HdunWzkpOTO57tPLzu73//e43p06c3mjlz5g/V1ee7776b/O2339Z86qmnXPM9Kl6Wm5vrT0tL67R06dL1devWPeV+mGfj/3zy5MkNkpKSQuPGjTvt9DqcGSNGjGg9ceLEzDPxHT2nM2TIkPZvvPHG5pKdy0o7dOjQ+k6dOt1UXbkAcBdjzFuS0iTVl7RH0kRJsZJkrX2xeIvlqSraweyYpFustV8U33eopD+raIvlmdba/1dRf4zEAFGge/fueV9//XVOMBhUySLzM62wsNA3YcKEPRW3REUWL16c9PDDD7ccPXr0ntMVMJJ0/fXXHzpw4EC1/l2vU6dO4c0337y/OvtEkccffzxz165dsdVVxOzevTtm7Nixe05VwACAtXZkBdcdSXed5toiSYsq0x8jMXA1RmIAwBsYiQFQnVjYD7djFxwA8Ab+XgOoNhQxcLXCwsL1BQUF/J4CgIsVFBT4CwsL15/tPABED9bEwNXy8/P/lJOTo0Ag0FEU3QDgRqHCwsL1+fn5fzrbiQCIHqyJAQAAAOApfLINAAAAwFMoYgAAAAB4CkUMAAAAAE+hiAEAAADgKRQxAAAAADzl/wN0wFNL+6k4DgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()\n",
"\n",
"# get the axis\n",
"ax = plt.gca()\n",
"\n",
"# set minor ticks\n",
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
"# add gridlines based on minor ticks\n",
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
"plt.xticks([])\n",
"plt.yticks([])\n",
"\n",
"# compute cumulative sum of individual categories to match color schemes between chart and legend\n",
"values_cumsum = np.cumsum(df_dsn['Total'])\n",
"total_values = values_cumsum[len(values_cumsum) - 1]\n",
"\n",
"# create legend\n",
"legend_handles = []\n",
"for i, category in enumerate(df_dsn.index.values):\n",
" label_str = category + ' (' + str(df_dsn['Total'][i]) + ')'\n",
" color_val = colormap(float(values_cumsum[i])/total_values)\n",
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n",
"\n",
"# add legend to chart\n",
"plt.legend(handles=legend_handles,\n",
" loc='lower center', \n",
" ncol=len(df_dsn.index.values),\n",
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"And there you go! What a good looking *delicious* `waffle` chart, don't you think?"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Now it would very inefficient to repeat these seven steps every time we wish to create a `waffle` chart. So let's combine all seven steps into one function called *create_waffle_chart*. This function would take the following parameters as input:\n",
"\n",
"> 1. **categories**: Unique categories or classes in dataframe.\n",
"> 2. **values**: Values corresponding to categories or classes.\n",
"> 3. **height**: Defined height of waffle chart.\n",
"> 4. **width**: Defined width of waffle chart.\n",
"> 5. **colormap**: Colormap class\n",
"> 6. **value_sign**: In order to make our function more generalizable, we will add this parameter to address signs that could be associated with a value such as %, $, and so on. **value_sign** has a default value of empty string."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"def create_waffle_chart(categories, values, height, width, colormap, value_sign=''):\n",
"\n",
" # compute the proportion of each category with respect to the total\n",
" total_values = sum(values)\n",
" category_proportions = [(float(value) / total_values) for value in values]\n",
"\n",
" # compute the total number of tiles\n",
" total_num_tiles = width * height # total number of tiles\n",
" print ('Total number of tiles is', total_num_tiles)\n",
" \n",
" # compute the number of tiles for each catagory\n",
" tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n",
"\n",
" # print out number of tiles per category\n",
" for i, tiles in enumerate(tiles_per_category):\n",
" print (df_dsn.index.values[i] + ': ' + str(tiles))\n",
" \n",
" # initialize the waffle chart as an empty matrix\n",
" waffle_chart = np.zeros((height, width))\n",
"\n",
" # define indices to loop through waffle chart\n",
" category_index = 0\n",
" tile_index = 0\n",
"\n",
" # populate the waffle chart\n",
" for col in range(width):\n",
" for row in range(height):\n",
" tile_index += 1\n",
"\n",
" # if the number of tiles populated for the current category \n",
" # is equal to its corresponding allocated tiles...\n",
" if tile_index > sum(tiles_per_category[0:category_index]):\n",
" # ...proceed to the next category\n",
" category_index += 1 \n",
" \n",
" # set the class value to an integer, which increases with class\n",
" waffle_chart[row, col] = category_index\n",
" \n",
" # instantiate a new figure object\n",
" fig = plt.figure()\n",
"\n",
" # use matshow to display the waffle chart\n",
" colormap = plt.cm.coolwarm\n",
" plt.matshow(waffle_chart, cmap=colormap)\n",
" plt.colorbar()\n",
"\n",
" # get the axis\n",
" ax = plt.gca()\n",
"\n",
" # set minor ticks\n",
" ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
" ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
" # add dridlines based on minor ticks\n",
" ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
"\n",
" # compute cumulative sum of individual categories to match color schemes between chart and legend\n",
" values_cumsum = np.cumsum(values)\n",
" total_values = values_cumsum[len(values_cumsum) - 1]\n",
"\n",
" # create legend\n",
" legend_handles = []\n",
" for i, category in enumerate(categories):\n",
" if value_sign == '%':\n",
" label_str = category + ' (' + str(values[i]) + value_sign + ')'\n",
" else:\n",
" label_str = category + ' (' + value_sign + str(values[i]) + ')'\n",
" \n",
" color_val = colormap(float(values_cumsum[i])/total_values)\n",
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n",
"\n",
" # add legend to chart\n",
" plt.legend(\n",
" handles=legend_handles,\n",
" loc='lower center', \n",
" ncol=len(categories),\n",
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Now to create a `waffle` chart, all we have to do is call the function `create_waffle_chart`. Let's define the input parameters:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"width = 40 # width of chart\n",
"height = 10 # height of chart\n",
"\n",
"categories = df_dsn.index.values # categories\n",
"values = df_dsn['Total'] # correponding values of categories\n",
"\n",
"colormap = plt.cm.coolwarm # color map class"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"And now let's call our function to create a `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of tiles is 400\n",
"Denmark: 129\n",
"Norway: 77\n",
"Sweden: 194\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"create_waffle_chart(categories, values, height, width, colormap)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"There seems to be a new Python package for generating `waffle charts` called [PyWaffle](https://github.com/ligyxy/PyWaffle), but it looks like the repository is still being built. But feel free to check it out and play with it."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Word Clouds <a id=\"8\"></a>\n",
"\n",
"\n",
"`Word` clouds (also known as text clouds or tag clouds) work in a simple way: the more a specific word appears in a source of textual data (such as a speech, blog post, or database), the bigger and bolder it appears in the word cloud."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Luckily, a Python package already exists in Python for generating `word` clouds. The package, called `word_cloud` was developed by **Andreas Mueller**. i can learn more about the package by following this [link](https://github.com/amueller/word_cloud/).\n",
"\n",
"Let's use this package to learn how to generate a word cloud for a given text document."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"First, let's install the package."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Solving environment: done\n",
"\n",
"\n",
"==> WARNING: A newer version of conda exists. <==\n",
" current version: 4.5.11\n",
" latest version: 4.7.10\n",
"\n",
"Please update conda by running\n",
"\n",
" $ conda update -n base -c defaults conda\n",
"\n",
"\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",
" wordcloud-1.4.1 | py36_0 324 KB conda-forge\n",
"\n",
"The following NEW packages will be INSTALLED:\n",
"\n",
" wordcloud: 1.4.1-py36_0 conda-forge\n",
"\n",
"\n",
"Downloading and Extracting Packages\n",
"wordcloud-1.4.1 | 324 KB | ##################################### | 100% \n",
"Preparing transaction: done\n",
"Verifying transaction: done\n",
"Executing transaction: done\n",
"Wordcloud is installed and imported!\n"
]
}
],
"source": [
"# install wordcloud\n",
"!conda install -c conda-forge wordcloud==1.4.1 --yes\n",
"\n",
"# import package and its set of stopwords\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"\n",
"print ('Wordcloud is installed and imported!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"`Word` clouds are commonly used to perform high-level analysis and visualization of text data. Accordinly, let's digress from the immigration dataset and work with an example that involves analyzing text data. Let's try to analyze a short novel written by **Lewis Carroll** titled *Alice's Adventures in Wonderland*. Let's go ahead and download a _.txt_ file of the novel."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File downloaded and saved!\n"
]
}
],
"source": [
"# download file and save as alice_novel.txt\n",
"!wget --quiet https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Data_Files/alice_novel.txt\n",
"\n",
"# open the file and read it into a variable alice_novel\n",
"alice_novel = open('alice_novel.txt', 'r').read()\n",
" \n",
"print ('File downloaded and saved!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Next, let's use the stopwords that we imported from `word_cloud`. We use the function *set* to remove any redundant stopwords."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"stopwords = set(STOPWORDS)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Create a word cloud object and generate a word cloud. For simplicity, let's generate a word cloud using only the first 2000 words in the novel."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<wordcloud.wordcloud.WordCloud at 0x7fa81626d4a8>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# instantiate a word cloud object\n",
"alice_wc = WordCloud(\n",
" background_color='white',\n",
" max_words=2000,\n",
" stopwords=stopwords\n",
")\n",
"\n",
"# generate the word cloud\n",
"alice_wc.generate(alice_novel)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Awesome! Now that the `word` cloud is created, let's visualize it."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# display the word cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Interesting! So in the first 2000 words in the novel, the most common words are **Alice**, **said**, **little**, **Queen**, and so on. Let's resize the cloud so that we can see the less frequent words a little better."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1296 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\n",
"# display the cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Much better! However, **said** isn't really an informative word. So let's add it to our stopwords and re-generate the cloud."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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