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Created on Cognitive Class Labs
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"source": [
"<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n",
"\n",
"<h1 align=center><font size = 5>Waffle Charts, Word Clouds, and Regression Plots</font></h1>"
]
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"source": [
"## Introduction\n",
"\n",
"In this lab, we will learn how to create word clouds and waffle charts. Furthermore, we will start learning about additional visualization libraries that are based on Matplotlib, namely the library *seaborn*, and we will learn how to create regression plots using the *seaborn* library."
]
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"source": [
"## Table of Contents\n",
"\n",
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n",
"\n",
"1. [Exploring Datasets with *p*andas](#0)<br>\n",
"2. [Downloading and Prepping Data](#2)<br>\n",
"3. [Visualizing Data using Matplotlib](#4) <br>\n",
"4. [Waffle Charts](#6) <br>\n",
"5. [Word Clouds](#8) <br>\n",
"7. [Regression Plots](#10) <br> \n",
"</div>\n",
"<hr>"
]
},
{
"cell_type": "markdown",
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"source": [
"# Exploring Datasets with *pandas* and Matplotlib<a id=\"0\"></a>\n",
"\n",
"Toolkits: The course heavily relies on [*pandas*](http://pandas.pydata.org/) and [**Numpy**](http://www.numpy.org/) for data wrangling, analysis, and visualization. The primary plotting library we will explore in the course is [Matplotlib](http://matplotlib.org/).\n",
"\n",
"Dataset: Immigration to Canada from 1980 to 2013 - [International migration flows to and from selected countries - The 2015 revision](http://www.un.org/en/development/desa/population/migration/data/empirical2/migrationflows.shtml) from United Nation's website\n",
"\n",
"The dataset contains annual data on the flows of international migrants as recorded by the countries of destination. The data presents both inflows and outflows according to the place of birth, citizenship or place of previous / next residence both for foreigners and nationals. In this lab, we will focus on the Canadian Immigration data."
]
},
{
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"source": [
"# Downloading and Prepping Data <a id=\"2\"></a>"
]
},
{
"cell_type": "markdown",
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"source": [
"Import Primary Modules:"
]
},
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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,
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"run_control": {
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 2,
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"button": false,
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Data downloaded and read into a dataframe!\n"
]
}
],
"source": [
"df_can = pd.read_excel('https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Data_Files/Canada.xlsx',\n",
" sheet_name='Canada by Citizenship',\n",
" skiprows=range(20),\n",
" skipfooter=2)\n",
"\n",
"print('Data downloaded and read into a dataframe!')"
]
},
{
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"source": [
"Let's take a look at the first five items in our dataset"
]
},
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"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Type</th>\n",
" <th>Coverage</th>\n",
" <th>OdName</th>\n",
" <th>AREA</th>\n",
" <th>AreaName</th>\n",
" <th>REG</th>\n",
" <th>RegName</th>\n",
" <th>DEV</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>...</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <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",
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"text/plain": [
" Type Coverage OdName AREA AreaName REG \\\n",
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n",
"1 Immigrants Foreigners Albania 908 Europe 925 \n",
"2 Immigrants Foreigners Algeria 903 Africa 912 \n",
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n",
"4 Immigrants Foreigners Andorra 908 Europe 925 \n",
"\n",
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n",
"0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n",
"1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n",
"2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n",
"3 Polynesia 902 Developing regions 0 ... 0 0 1 \n",
"4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n",
"\n",
" 2007 2008 2009 2010 2011 2012 2013 \n",
"0 2652 2111 1746 1758 2203 2635 2004 \n",
"1 702 560 716 561 539 620 603 \n",
"2 3623 4005 5393 4752 4325 3774 4331 \n",
"3 0 0 0 0 0 0 0 \n",
"4 1 0 0 0 0 1 1 \n",
"\n",
"[5 rows x 43 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"button": false,
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(195, 43)\n"
]
}
],
"source": [
"# print the dimensions of the dataframe\n",
"print(df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to *Introduction to Matplotlib and Line Plots* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"button": false,
"collapsed": false,
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"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data dimensions: (195, 38)\n"
]
}
],
"source": [
"# clean up the dataset to remove unnecessary columns (eg. REG) \n",
"df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n",
"\n",
"# let's rename the columns so that they make sense\n",
"df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n",
"\n",
"# for sake of consistency, let's also make all column labels of type string\n",
"df_can.columns = list(map(str, df_can.columns))\n",
"\n",
"# set the country name as index - useful for quickly looking up countries using .loc method\n",
"df_can.set_index('Country', inplace = True)\n",
"\n",
"# add total column\n",
"df_can['Total'] = df_can.sum (axis = 1)\n",
"\n",
"# years that we will be using in this lesson - useful for plotting later on\n",
"years = list(map(str, range(1980, 2014)))\n",
"print ('data dimensions:', df_can.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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}
},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
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},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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": [
"Matplotlib version: 3.0.3\n"
]
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches # needed for waffle Charts\n",
"\n",
"mpl.style.use('ggplot') # optional: for ggplot-like style\n",
"\n",
"# check for latest version of Matplotlib\n",
"print ('Matplotlib version: ', mpl.__version__) # >= 2.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
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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": 6,
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"outputs": [
{
"data": {
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Continent</th>\n",
" <th>Region</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>...</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Denmark</th>\n",
" <td>Europe</td>\n",
" <td>Northern Europe</td>\n",
" <td>Developed regions</td>\n",
" <td>272</td>\n",
" <td>293</td>\n",
" <td>299</td>\n",
" <td>106</td>\n",
" <td>93</td>\n",
" <td>73</td>\n",
" <td>93</td>\n",
" <td>...</td>\n",
" <td>62</td>\n",
" <td>101</td>\n",
" <td>97</td>\n",
" <td>108</td>\n",
" <td>81</td>\n",
" <td>92</td>\n",
" <td>93</td>\n",
" <td>94</td>\n",
" <td>81</td>\n",
" <td>3901</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Norway</th>\n",
" <td>Europe</td>\n",
" <td>Northern Europe</td>\n",
" <td>Developed regions</td>\n",
" <td>116</td>\n",
" <td>77</td>\n",
" <td>106</td>\n",
" <td>51</td>\n",
" <td>31</td>\n",
" <td>54</td>\n",
" <td>56</td>\n",
" <td>...</td>\n",
" <td>57</td>\n",
" <td>53</td>\n",
" <td>73</td>\n",
" <td>66</td>\n",
" <td>75</td>\n",
" <td>46</td>\n",
" <td>49</td>\n",
" <td>53</td>\n",
" <td>59</td>\n",
" <td>2327</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sweden</th>\n",
" <td>Europe</td>\n",
" <td>Northern Europe</td>\n",
" <td>Developed regions</td>\n",
" <td>281</td>\n",
" <td>308</td>\n",
" <td>222</td>\n",
" <td>176</td>\n",
" <td>128</td>\n",
" <td>158</td>\n",
" <td>187</td>\n",
" <td>...</td>\n",
" <td>205</td>\n",
" <td>139</td>\n",
" <td>193</td>\n",
" <td>165</td>\n",
" <td>167</td>\n",
" <td>159</td>\n",
" <td>134</td>\n",
" <td>140</td>\n",
" <td>140</td>\n",
" <td>5866</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3 rows × 38 columns</p>\n",
"</div>"
],
"text/plain": [
" Continent Region DevName 1980 1981 1982 1983 \\\n",
"Country \n",
"Denmark Europe Northern Europe Developed regions 272 293 299 106 \n",
"Norway Europe Northern Europe Developed regions 116 77 106 51 \n",
"Sweden Europe Northern Europe Developed regions 281 308 222 176 \n",
"\n",
" 1984 1985 1986 ... 2005 2006 2007 2008 2009 2010 2011 \\\n",
"Country ... \n",
"Denmark 93 73 93 ... 62 101 97 108 81 92 93 \n",
"Norway 31 54 56 ... 57 53 73 66 75 46 49 \n",
"Sweden 128 158 187 ... 205 139 193 165 167 159 134 \n",
"\n",
" 2012 2013 Total \n",
"Country \n",
"Denmark 94 81 3901 \n",
"Norway 53 59 2327 \n",
"Sweden 140 140 5866 \n",
"\n",
"[3 rows x 38 columns]"
]
},
"execution_count": 6,
"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": 7,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Denmark: 0.32255663965602777\n",
"Norway: 0.1924094592359848\n",
"Sweden: 0.48503390110798744\n"
]
}
],
"source": [
"# compute the proportion of each category with respect to the total\n",
"total_values = sum(df_dsn['Total'])\n",
"category_proportions = [(float(value) / total_values) for value in df_dsn['Total']]\n",
"\n",
"# print out proportions\n",
"for i, proportion in enumerate(category_proportions):\n",
" print (df_dsn.index.values[i] + ': ' + str(proportion))"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 2.** The second step is defining the overall size of the `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"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": 9,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"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": 10,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"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": 11,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([[1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2., 2.,\n",
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n",
" 3., 3., 3., 3., 3., 3., 3., 3.]])"
]
},
"execution_count": 11,
"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": 12,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fd5deb6feb8>"
]
},
"execution_count": 12,
"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": 19,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"([], <a list of 0 Text yticklabel objects>)"
]
},
"execution_count": 19,
"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",
"\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": 13,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fd5de7a7400>"
]
},
"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()\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": 14,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"def create_waffle_chart(categories, values, height, width, colormap, value_sign=''):\n",
"\n",
" # compute the proportion of each category with respect to the total\n",
" total_values = sum(values)\n",
" category_proportions = [(float(value) / total_values) for value in values]\n",
"\n",
" # compute the total number of tiles\n",
" total_num_tiles = width * height # total number of tiles\n",
" print ('Total number of tiles is', total_num_tiles)\n",
" \n",
" # compute the number of tiles for each catagory\n",
" tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n",
"\n",
" # print out number of tiles per category\n",
" for i, tiles in enumerate(tiles_per_category):\n",
" print (df_dsn.index.values[i] + ': ' + str(tiles))\n",
" \n",
" # initialize the waffle chart as an empty matrix\n",
" waffle_chart = np.zeros((height, width))\n",
"\n",
" # define indices to loop through waffle chart\n",
" category_index = 0\n",
" tile_index = 0\n",
"\n",
" # populate the waffle chart\n",
" for col in range(width):\n",
" for row in range(height):\n",
" tile_index += 1\n",
"\n",
" # if the number of tiles populated for the current category \n",
" # is equal to its corresponding allocated tiles...\n",
" if tile_index > sum(tiles_per_category[0:category_index]):\n",
" # ...proceed to the next category\n",
" category_index += 1 \n",
" \n",
" # set the class value to an integer, which increases with class\n",
" waffle_chart[row, col] = category_index\n",
" \n",
" # instantiate a new figure object\n",
" fig = plt.figure()\n",
"\n",
" # use matshow to display the waffle chart\n",
" colormap = plt.cm.coolwarm\n",
" plt.matshow(waffle_chart, cmap=colormap)\n",
" plt.colorbar()\n",
"\n",
" # get the axis\n",
" ax = plt.gca()\n",
"\n",
" # set minor ticks\n",
" ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
" ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
" # add dridlines based on minor ticks\n",
" ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
"\n",
" # compute cumulative sum of individual categories to match color schemes between chart and legend\n",
" values_cumsum = np.cumsum(values)\n",
" total_values = values_cumsum[len(values_cumsum) - 1]\n",
"\n",
" # create legend\n",
" legend_handles = []\n",
" for i, category in enumerate(categories):\n",
" if value_sign == '%':\n",
" label_str = category + ' (' + str(values[i]) + value_sign + ')'\n",
" else:\n",
" label_str = category + ' (' + value_sign + str(values[i]) + ')'\n",
" \n",
" color_val = colormap(float(values_cumsum[i])/total_values)\n",
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n",
"\n",
" # add legend to chart\n",
" plt.legend(\n",
" handles=legend_handles,\n",
" loc='lower center', \n",
" ncol=len(categories),\n",
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Now to create a `waffle` chart, all we have to do is call the function `create_waffle_chart`. Let's define the input parameters:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"width = 40 # width of chart\n",
"height = 10 # height of chart\n",
"\n",
"categories = df_dsn.index.values # categories\n",
"values = df_dsn['Total'] # correponding values of categories\n",
"\n",
"colormap = plt.cm.coolwarm # color map class"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"And now let's call our function to create a `waffle` chart."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'categories' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-15-26e6a69b8e38>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcreate_waffle_chart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcategories\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'categories' is not defined"
]
}
],
"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": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata: done\n",
"Solving environment: / \n",
"The environment is inconsistent, please check the package plan carefully\n",
"The following packages are causing the inconsistency:\n",
"\n",
" - defaults/linux-64::anaconda==5.3.1=py37_0\n",
" - defaults/linux-64::astropy==3.0.4=py37h14c3975_0\n",
" - defaults/linux-64::bkcharts==0.2=py37_0\n",
" - defaults/linux-64::blaze==0.11.3=py37_0\n",
" - defaults/linux-64::bokeh==0.13.0=py37_0\n",
" - defaults/linux-64::bottleneck==1.2.1=py37h035aef0_1\n",
" - defaults/linux-64::dask==0.19.1=py37_0\n",
" - defaults/linux-64::datashape==0.5.4=py37_1\n",
" - defaults/linux-64::mkl-service==1.1.2=py37h90e4bf4_5\n",
" - defaults/linux-64::numba==0.39.0=py37h04863e7_0\n",
" - defaults/linux-64::numexpr==2.6.8=py37hd89afb7_0\n",
" - defaults/linux-64::odo==0.5.1=py37_0\n",
" - defaults/linux-64::pytables==3.4.4=py37ha205bf6_0\n",
" - defaults/linux-64::pytest-arraydiff==0.2=py37h39e3cac_0\n",
" - defaults/linux-64::pytest-astropy==0.4.0=py37_0\n",
" - defaults/linux-64::pytest-doctestplus==0.1.3=py37_0\n",
" - defaults/linux-64::pywavelets==1.0.0=py37hdd07704_0\n",
" - defaults/linux-64::scikit-image==0.14.0=py37hf484d3e_1\n",
"\\ "
]
}
],
"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": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"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": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"stopwords = set(STOPWORDS)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Create a word cloud object and generate a word cloud. For simplicity, let's generate a word cloud using only the first 2000 words in the novel."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"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": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
},
"scrolled": true
},
"outputs": [],
"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": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\n",
"# display the cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Much better! However, **said** isn't really an informative word. So let's add it to our stopwords and re-generate the cloud."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x1296 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"stopwords.add('said') # add the words said to stopwords\n",
"\n",
"# re-generate the word cloud\n",
"alice_wc.generate(alice_novel)\n",
"\n",
"# display the cloud\n",
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\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": [
"Excellent! This looks really interesting! Another cool thing you can implement with the `word_cloud` package is superimposing the words onto a mask of any shape. Let's use a mask of Alice and her rabbit. We already created the mask for you, so let's go ahead and download it and call it *alice_mask.png*."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Image downloaded and saved!\n"
]
}
],
"source": [
"# download image\n",
"!wget --quiet https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DV0101EN/labs/Images/alice_mask.png\n",
" \n",
"# save mask to alice_mask\n",
"alice_mask = np.array(Image.open('alice_mask.png'))\n",
" \n",
"print('Image downloaded and saved!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's take a look at how the mask looks like."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1296 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\n",
"plt.imshow(alice_mask, cmap=plt.cm.gray, 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": [
"Shaping the `word` cloud according to the mask is straightforward using `word_cloud` package. For simplicity, we will continue using the first 2000 words in the novel."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1296 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# instantiate a word cloud object\n",
"alice_wc = WordCloud(background_color='white', max_words=2000, mask=alice_mask, stopwords=stopwords)\n",
"\n",
"# generate the word cloud\n",
"alice_wc.generate(alice_novel)\n",
"\n",
"# display the word cloud\n",
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\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": [
"Really impressive!"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Unfortunately, our immmigration data does not have any text data, but where there is a will there is a way. Let's generate sample text data from our immigration dataset, say text data of 90 words."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's recall how our data looks like."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Continent</th>\n",
" <th>Region</th>\n",
" <th>DevName</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>...</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Afghanistan</th>\n",
" <td>Asia</td>\n",
" <td>Southern Asia</td>\n",
" <td>Developing regions</td>\n",
" <td>16</td>\n",
" <td>39</td>\n",
" <td>39</td>\n",
" <td>47</td>\n",
" <td>71</td>\n",
" <td>340</td>\n",
" <td>496</td>\n",
" <td>...</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",
" <td>58639</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Albania</th>\n",
" <td>Europe</td>\n",
" <td>Southern Europe</td>\n",
" <td>Developed regions</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>1</td>\n",
" <td>...</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",
" <td>15699</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Algeria</th>\n",
" <td>Africa</td>\n",
" <td>Northern Africa</td>\n",
" <td>Developing regions</td>\n",
" <td>80</td>\n",
" <td>67</td>\n",
" <td>71</td>\n",
" <td>69</td>\n",
" <td>63</td>\n",
" <td>44</td>\n",
" <td>69</td>\n",
" <td>...</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",
" <td>69439</td>\n",
" </tr>\n",
" <tr>\n",
" <th>American Samoa</th>\n",
" <td>Oceania</td>\n",
" <td>Polynesia</td>\n",
" <td>Developing regions</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>...</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",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Andorra</th>\n",
" <td>Europe</td>\n",
" <td>Southern Europe</td>\n",
" <td>Developed regions</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>2</td>\n",
" <td>...</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",
" <td>15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 38 columns</p>\n",
"</div>"
],
"text/plain": [
" Continent Region DevName 1980 1981 \\\n",
"Country \n",
"Afghanistan Asia Southern Asia Developing regions 16 39 \n",
"Albania Europe Southern Europe Developed regions 1 0 \n",
"Algeria Africa Northern Africa Developing regions 80 67 \n",
"American Samoa Oceania Polynesia Developing regions 0 1 \n",
"Andorra Europe Southern Europe Developed regions 0 0 \n",
"\n",
" 1982 1983 1984 1985 1986 ... 2005 2006 2007 2008 \\\n",
"Country ... \n",
"Afghanistan 39 47 71 340 496 ... 3436 3009 2652 2111 \n",
"Albania 0 0 0 0 1 ... 1223 856 702 560 \n",
"Algeria 71 69 63 44 69 ... 3626 4807 3623 4005 \n",
"American Samoa 0 0 0 0 0 ... 0 1 0 0 \n",
"Andorra 0 0 0 0 2 ... 0 1 1 0 \n",
"\n",
" 2009 2010 2011 2012 2013 Total \n",
"Country \n",
"Afghanistan 1746 1758 2203 2635 2004 58639 \n",
"Albania 716 561 539 620 603 15699 \n",
"Algeria 5393 4752 4325 3774 4331 69439 \n",
"American Samoa 0 0 0 0 0 6 \n",
"Andorra 0 0 0 1 1 15 \n",
"\n",
"[5 rows x 38 columns]"
]
},
"execution_count": 35,
"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": [
"And what was the total immigration from 1980 to 2013?"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"6409153"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total_immigration = df_can['Total'].sum()\n",
"total_immigration"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Using countries with single-word names, let's duplicate each country's name based on how much they contribute to the total immigration."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"'China China China China China China China China China Colombia Egypt France Guyana Haiti India India India India India India India India India Jamaica Lebanon Morocco Pakistan Pakistan Pakistan Philippines Philippines Philippines Philippines Philippines Philippines Philippines Poland Portugal Romania '"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max_words = 90\n",
"word_string = ''\n",
"for country in df_can.index.values:\n",
" # check if country's name is a single-word name\n",
" if len(country.split(' ')) == 1:\n",
" repeat_num_times = int(df_can.loc[country, 'Total']/float(total_immigration)*max_words)\n",
" word_string = word_string + ((country + ' ') * repeat_num_times)\n",
" \n",
"# display the generated text\n",
"word_string"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"We are not dealing with any stopwords here, so there is no need to pass them when creating the word cloud."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Word cloud created!\n"
]
}
],
"source": [
"# create the word cloud\n",
"wordcloud = WordCloud(background_color='white').generate(word_string)\n",
"\n",
"print('Word cloud created!')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [],
"source": [
"# display the cloud\n",
"fig = plt.figure()\n",
"fig.set_figwidth(14)\n",
"fig.set_figheight(18)\n",
"\n",
"plt.imshow(wordcloud, 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": [
"According to the above word cloud, it looks like the majority of the people who immigrated came from one of 15 countries that are displayed by the word cloud. One cool visual that you could build, is perhaps using the map of Canada and a mask and superimposing the word cloud on top of the map of Canada. That would be an interesting visual to build!"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Regression Plots <a id=\"10\"></a>\n",
"\n",
"\n",
"> Seaborn is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics. You can learn more about *seaborn* by following this [link](https://seaborn.pydata.org/) and more about *seaborn* regression plots by following this [link](http://seaborn.pydata.org/generated/seaborn.regplot.html)."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"In lab *Pie Charts, Box Plots, Scatter Plots, and Bubble Plots*, we learned how to create a scatter plot and then fit a regression line. It took ~20 lines of code to create the scatter plot along with the regression fit. In this final section, we will explore *seaborn* and see how efficient it is to create regression lines and fits using this library!"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's first install *seaborn*"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata: done\n",
"Solving environment: | \n",
"The environment is inconsistent, please check the package plan carefully\n",
"The following packages are causing the inconsistency:\n",
"\n",
" - defaults/linux-64::anaconda==5.3.1=py37_0\n",
" - defaults/linux-64::astropy==3.0.4=py37h14c3975_0\n",
" - defaults/linux-64::bkcharts==0.2=py37_0\n",
" - defaults/linux-64::blaze==0.11.3=py37_0\n",
" - defaults/linux-64::bokeh==0.13.0=py37_0\n",
" - defaults/linux-64::bottleneck==1.2.1=py37h035aef0_1\n",
" - defaults/linux-64::dask==0.19.1=py37_0\n",
" - defaults/linux-64::datashape==0.5.4=py37_1\n",
" - defaults/linux-64::mkl-service==1.1.2=py37h90e4bf4_5\n",
" - defaults/linux-64::numba==0.39.0=py37h04863e7_0\n",
" - defaults/linux-64::numexpr==2.6.8=py37hd89afb7_0\n",
" - defaults/linux-64::odo==0.5.1=py37_0\n",
" - defaults/linux-64::pytables==3.4.4=py37ha205bf6_0\n",
" - defaults/linux-64::pytest-arraydiff==0.2=py37h39e3cac_0\n",
" - defaults/linux-64::pytest-astropy==0.4.0=py37_0\n",
" - defaults/linux-64::pytest-doctestplus==0.1.3=py37_0\n",
" - defaults/linux-64::pywavelets==1.0.0=py37hdd07704_0\n",
" - defaults/linux-64::scikit-image==0.14.0=py37hf484d3e_1\n",
"/ "
]
}
],
"source": [
"# install seaborn\n",
"!conda install -c anaconda seaborn --yes\n",
"\n",
"# import library\n",
"import seaborn as sns\n",
"\n",
"print('Seaborn installed and imported!')"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Create a new dataframe that stores that total number of landed immigrants to Canada per year from 1980 to 2013."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"button":
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