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Created on Cognitive Class Labs
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"<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n",
"\n",
"<h1 align=center><font size = 5>Waffle Charts, Word Clouds, and Regression Plots</font></h1>"
]
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"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>"
]
},
{
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"source": [
"# Exploring Datasets with *pandas* and Matplotlib<a id=\"0\"></a>\n",
"\n",
"Toolkits: The course heavily relies on [*pandas*](http://pandas.pydata.org/) and [**Numpy**](http://www.numpy.org/) for data wrangling, analysis, and visualization. The primary plotting library we will explore in the course is [Matplotlib](http://matplotlib.org/).\n",
"\n",
"Dataset: Immigration to Canada from 1980 to 2013 - [International migration flows to and from selected countries - The 2015 revision](http://www.un.org/en/development/desa/population/migration/data/empirical2/migrationflows.shtml) from United Nation's website\n",
"\n",
"The dataset contains annual data on the flows of international migrants as recorded by the countries of destination. The data presents both inflows and outflows according to the place of birth, citizenship or place of previous / next residence both for foreigners and nationals. In this lab, we will focus on the Canadian Immigration data."
]
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"source": [
"# Downloading and Prepping Data <a id=\"2\"></a>"
]
},
{
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"source": [
"Import Primary Modules:"
]
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"source": [
"import numpy as np # useful for many scientific computing in Python\n",
"import pandas as pd # primary data structure library\n",
"from PIL import Image # converting images into arrays"
]
},
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"source": [
"Let's download and import our primary Canadian Immigration dataset using *pandas* `read_excel()` method. Normally, before we can do that, we would need to download a module which *pandas* requires to read in excel files. This module is **xlrd**. For your convenience, we have pre-installed this module, so you would not have to worry about that. Otherwise, you would need to run the following line of code to install the **xlrd** module:\n",
"```\n",
"!conda install -c anaconda xlrd --yes\n",
"```"
]
},
{
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"source": [
"Download the dataset and read it into a *pandas* dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
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"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: xlrd in /home/jupyterlab/conda/envs/python/lib/python3.6/site-packages (1.2.0)\n"
]
}
],
"source": [
"!pip install xlrd"
]
},
{
"cell_type": "code",
"execution_count": 53,
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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",
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" }\n",
"\n",
" .dataframe thead th {\n",
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" }\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",
" <td>0</td>\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",
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" <td>1746</td>\n",
" <td>1758</td>\n",
" <td>2203</td>\n",
" <td>2635</td>\n",
" <td>2004</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\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",
" <td>2</td>\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",
" <td>3</td>\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",
" <td>4</td>\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",
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" <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>"
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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": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_can.head()"
]
},
{
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"button": false,
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},
"source": [
"Let's find out how many entries there are in our dataset"
]
},
{
"cell_type": "code",
"execution_count": 55,
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},
"outputs": [
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"name": "stdout",
"output_type": "stream",
"text": [
"(195, 43)\n"
]
}
],
"source": [
"# print the dimensions of the dataframe\n",
"print(df_can.shape)"
]
},
{
"cell_type": "markdown",
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"button": false,
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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": 56,
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data dimensions: (195, 38)\n"
]
}
],
"source": [
"# clean up the dataset to remove unnecessary columns (eg. REG) \n",
"df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n",
"\n",
"# let's rename the columns so that they make sense\n",
"df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n",
"\n",
"# for sake of consistency, let's also make all column labels of type string\n",
"df_can.columns = list(map(str, df_can.columns))\n",
"\n",
"# set the country name as index - useful for quickly looking up countries using .loc method\n",
"df_can.set_index('Country', inplace = True)\n",
"\n",
"# add total column\n",
"df_can['Total'] = df_can.sum (axis = 1)\n",
"\n",
"# years that we will be using in this lesson - useful for plotting later on\n",
"years = list(map(str, range(1980, 2014)))\n",
"print ('data dimensions:', df_can.shape)"
]
},
{
"cell_type": "markdown",
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"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
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},
"source": [
"# Visualizing Data using Matplotlib<a id=\"4\"></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
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},
"source": [
"Import `matplotlib`:"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
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},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Matplotlib version: 3.1.1\n"
]
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches # needed for waffle Charts\n",
"\n",
"mpl.style.use('ggplot') # optional: for ggplot-like style\n",
"\n",
"# check for latest version of Matplotlib\n",
"print ('Matplotlib version: ', mpl.__version__) # >= 2.0.0"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
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},
"source": [
"# Waffle Charts <a id=\"6\"></a>\n",
"\n",
"\n",
"A `waffle chart` is an interesting visualization that is normally created to display progress toward goals. It is commonly an effective option when you are trying to add interesting visualization features to a visual that consists mainly of cells, such as an Excel dashboard."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Let's revisit the previous case study about Denmark, Norway, and Sweden."
]
},
{
"cell_type": "code",
"execution_count": 58,
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"outputs": [
{
"data": {
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"</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",
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" <th>...</th>\n",
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" <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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" <td>Denmark</td>\n",
" <td>Europe</td>\n",
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" <td>293</td>\n",
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" <td>94</td>\n",
" <td>81</td>\n",
" <td>3901</td>\n",
" </tr>\n",
" <tr>\n",
" <td>Norway</td>\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",
" <td>Sweden</td>\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": 58,
"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": 59,
"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": 60,
"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": 61,
"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": 62,
"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": 63,
"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": 63,
"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": 64,
"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 0x7f2e52400898>"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"**Step 6.** Prettify the chart."
]
},
{
"cell_type": "code",
"execution_count": 65,
"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": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()\n",
"\n",
"# get the axis\n",
"ax = plt.gca()\n",
"\n",
"# set minor ticks\n",
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
"# add gridlines based on minor ticks\n",
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
"plt.xticks([])\n",
"plt.yticks([])"
]
},
{
"cell_type": "markdown",
"metadata": {
"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": 66,
"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 0x7f2e52b97d68>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# instantiate a new figure object\n",
"fig = plt.figure()\n",
"\n",
"# use matshow to display the waffle chart\n",
"colormap = plt.cm.coolwarm\n",
"plt.matshow(waffle_chart, cmap=colormap)\n",
"plt.colorbar()\n",
"\n",
"# get the axis\n",
"ax = plt.gca()\n",
"\n",
"# set minor ticks\n",
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n",
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n",
" \n",
"# add gridlines based on minor ticks\n",
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n",
"\n",
"plt.xticks([])\n",
"plt.yticks([])\n",
"\n",
"# compute cumulative sum of individual categories to match color schemes between chart and legend\n",
"values_cumsum = np.cumsum(df_dsn['Total'])\n",
"total_values = values_cumsum[len(values_cumsum) - 1]\n",
"\n",
"# create legend\n",
"legend_handles = []\n",
"for i, category in enumerate(df_dsn.index.values):\n",
" label_str = category + ' (' + str(df_dsn['Total'][i]) + ')'\n",
" color_val = colormap(float(values_cumsum[i])/total_values)\n",
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n",
"\n",
"# add legend to chart\n",
"plt.legend(handles=legend_handles,\n",
" loc='lower center', \n",
" ncol=len(df_dsn.index.values),\n",
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"And there you go! What a good looking *delicious* `waffle` chart, don't you think?"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Now it would very inefficient to repeat these seven steps every time we wish to create a `waffle` chart. So let's combine all seven steps into one function called *create_waffle_chart*. This function would take the following parameters as input:\n",
"\n",
"> 1. **categories**: Unique categories or classes in dataframe.\n",
"> 2. **values**: Values corresponding to categories or classes.\n",
"> 3. **height**: Defined height of waffle chart.\n",
"> 4. **width**: Defined width of waffle chart.\n",
"> 5. **colormap**: Colormap class\n",
"> 6. **value_sign**: In order to make our function more generalizable, we will add this parameter to address signs that could be associated with a value such as %, $, and so on. **value_sign** has a default value of empty string."
]
},
{
"cell_type": "code",
"execution_count": 67,
"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": 68,
"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": 69,
"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": {
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\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"create_waffle_chart(categories, values, height, width, colormap)"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"There seems to be a new Python package for generating `waffle charts` called [PyWaffle](https://github.com/ligyxy/PyWaffle), but it looks like the repository is still being built. But feel free to check it out and play with it."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"# Word Clouds <a id=\"8\"></a>\n",
"\n",
"\n",
"`Word` clouds (also known as text clouds or tag clouds) work in a simple way: the more a specific word appears in a source of textual data (such as a speech, blog post, or database), the bigger and bolder it appears in the word cloud."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Luckily, a Python package already exists in Python for generating `word` clouds. The package, called `word_cloud` was developed by **Andreas Mueller**. You can learn more about the package by following this [link](https://github.com/amueller/word_cloud/).\n",
"\n",
"Let's use this package to learn how to generate a word cloud for a given text document."
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"First, let's install the package."
]
},
{
"cell_type": "code",
"execution_count": 70,
"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: 4.7.11\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 UPDATED:\n",
"\n",
" certifi: 2019.6.16-py36_1 anaconda --> 2019.9.11-py36_0 conda-forge\n",
"\n",
"The following packages will be DOWNGRADED:\n",
"\n",
" openssl: 1.1.1-h7b6447c_0 anaconda --> 1.1.1c-h516909a_0 conda-forge\n",
"\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": 71,
"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": 72,
"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": 73,
"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 0x7f2e36d1d4a8>"
]
},
"execution_count": 73,
"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": 74,
"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": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# display the word cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Interesting! So in the first 2000 words in the novel, the most common words are **Alice**, **said**, **little**, **Queen**, and so on. Let's resize the cloud so that we can see the less frequent words a little better."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"button": false,
"collapsed": false,
"deletable": true,
"editable": true,
"jupyter": {
"outputs_hidden": false
},
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1296 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_figwidth(14) # set width\n",
"fig.set_figheight(18) # set height\n",
"\n",
"# display the cloud\n",
"plt.imshow(alice_wc, interpolation='bilinear')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"button": false,
"deletable": true,
"editable": true,
"new_sheet": false,
"run_control": {
"read_only": false
}
},
"source": [
"Much better! However, **said** isn't really an informative word. So let's add it to our stopwords and re-generate the cloud."
]
},
{
"cell_type": "code",
"execution_count": 76,
"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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