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| { | |
| "cells": [ | |
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| "cell_type": "markdown", | |
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| } | |
| }, | |
| "source": [ | |
| "<center>\n", | |
| " <img src=\"https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/Logos/organization_logo/organization_logo.png\" width=\"300\" alt=\"cognitiveclass.ai logo\" />\n", | |
| "</center>\n", | |
| "\n", | |
| "# Waffle Charts, Word Clouds, and Regression Plots\n", | |
| "\n", | |
| "Estaimted time needed: **30** minutes\n", | |
| "\n", | |
| "## Objectives\n", | |
| "\n", | |
| "After complting this lab you will be able to:\n", | |
| "\n", | |
| "- Create Word cloud and Waffle charts\n", | |
| "- Create regression plots with Seaborn library\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "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", | |
| "6. [Regression Plots](#10) <br> \n", | |
| " </div>\n", | |
| " <hr>\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Exploring Datasets with _pandas_ and Matplotlib<a id=\"0\"></a>\n", | |
| "\n", | |
| "Toolkits: The course heavily relies on [_pandas_](http://pandas.pydata.org?cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork-20297740&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ&cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork-20297740&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ) and [**Numpy**](http://www.numpy.org?cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork-20297740&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ&cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork-20297740&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ) for data wrangling, analysis, and visualization. The primary plotting library we will explore in the course is [Matplotlib](http://matplotlib.org?cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork-20297740&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ&cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork-20297740&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ).\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?cm_mmc=Email_Newsletter-_-Developer_Ed%2BTech-_-WW_WW-_-SkillsNetwork-Courses-IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork-20297740&cm_mmca1=000026UJ&cm_mmca2=10006555&cm_mmca3=M12345678&cvosrc=email.Newsletter.M12345678&cvo_campaign=000026UJ) 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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
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| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Downloading and Prepping Data <a id=\"2\"></a>\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
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| } | |
| }, | |
| "source": [ | |
| "Import Primary Modules:\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
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| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np # useful for many scientific computing in Python\n", | |
| "import pandas as pd # primary data structure library\n", | |
| "from PIL import Image # converting images into arrays" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "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", | |
| "```\n", | |
| "!conda install -c anaconda xlrd --yes\n", | |
| "```\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Download the dataset and read it into a _pandas_ dataframe:\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Data downloaded and read into a dataframe!\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "df_can = pd.read_excel('https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork/Data%20Files/Canada.xlsx',\n", | |
| " sheet_name='Canada by Citizenship',\n", | |
| " skiprows=range(20),\n", | |
| " skipfooter=2)\n", | |
| "\n", | |
| "print('Data downloaded and read into a dataframe!')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Let's take a look at the first five items in our dataset\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "button": false, | |
| "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>Type</th>\n", | |
| " <th>Coverage</th>\n", | |
| " <th>OdName</th>\n", | |
| " <th>AREA</th>\n", | |
| " <th>AreaName</th>\n", | |
| " <th>REG</th>\n", | |
| " <th>RegName</th>\n", | |
| " <th>DEV</th>\n", | |
| " <th>DevName</th>\n", | |
| " <th>1980</th>\n", | |
| " <th>...</th>\n", | |
| " <th>2004</th>\n", | |
| " <th>2005</th>\n", | |
| " <th>2006</th>\n", | |
| " <th>2007</th>\n", | |
| " <th>2008</th>\n", | |
| " <th>2009</th>\n", | |
| " <th>2010</th>\n", | |
| " <th>2011</th>\n", | |
| " <th>2012</th>\n", | |
| " <th>2013</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>935</td>\n", | |
| " <td>Asia</td>\n", | |
| " <td>5501</td>\n", | |
| " <td>Southern Asia</td>\n", | |
| " <td>902</td>\n", | |
| " <td>Developing regions</td>\n", | |
| " <td>16</td>\n", | |
| " <td>...</td>\n", | |
| " <td>2978</td>\n", | |
| " <td>3436</td>\n", | |
| " <td>3009</td>\n", | |
| " <td>2652</td>\n", | |
| " <td>2111</td>\n", | |
| " <td>1746</td>\n", | |
| " <td>1758</td>\n", | |
| " <td>2203</td>\n", | |
| " <td>2635</td>\n", | |
| " <td>2004</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Albania</td>\n", | |
| " <td>908</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>925</td>\n", | |
| " <td>Southern Europe</td>\n", | |
| " <td>901</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>1</td>\n", | |
| " <td>...</td>\n", | |
| " <td>1450</td>\n", | |
| " <td>1223</td>\n", | |
| " <td>856</td>\n", | |
| " <td>702</td>\n", | |
| " <td>560</td>\n", | |
| " <td>716</td>\n", | |
| " <td>561</td>\n", | |
| " <td>539</td>\n", | |
| " <td>620</td>\n", | |
| " <td>603</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Algeria</td>\n", | |
| " <td>903</td>\n", | |
| " <td>Africa</td>\n", | |
| " <td>912</td>\n", | |
| " <td>Northern Africa</td>\n", | |
| " <td>902</td>\n", | |
| " <td>Developing regions</td>\n", | |
| " <td>80</td>\n", | |
| " <td>...</td>\n", | |
| " <td>3616</td>\n", | |
| " <td>3626</td>\n", | |
| " <td>4807</td>\n", | |
| " <td>3623</td>\n", | |
| " <td>4005</td>\n", | |
| " <td>5393</td>\n", | |
| " <td>4752</td>\n", | |
| " <td>4325</td>\n", | |
| " <td>3774</td>\n", | |
| " <td>4331</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>American Samoa</td>\n", | |
| " <td>909</td>\n", | |
| " <td>Oceania</td>\n", | |
| " <td>957</td>\n", | |
| " <td>Polynesia</td>\n", | |
| " <td>902</td>\n", | |
| " <td>Developing regions</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>Immigrants</td>\n", | |
| " <td>Foreigners</td>\n", | |
| " <td>Andorra</td>\n", | |
| " <td>908</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>925</td>\n", | |
| " <td>Southern Europe</td>\n", | |
| " <td>901</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>0</td>\n", | |
| " <td>...</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>1</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>0</td>\n", | |
| " <td>1</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>5 rows × 43 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Type Coverage OdName AREA AreaName REG \\\n", | |
| "0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n", | |
| "1 Immigrants Foreigners Albania 908 Europe 925 \n", | |
| "2 Immigrants Foreigners Algeria 903 Africa 912 \n", | |
| "3 Immigrants Foreigners American Samoa 909 Oceania 957 \n", | |
| "4 Immigrants Foreigners Andorra 908 Europe 925 \n", | |
| "\n", | |
| " RegName DEV DevName 1980 ... 2004 2005 2006 \\\n", | |
| "0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n", | |
| "1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n", | |
| "2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n", | |
| "3 Polynesia 902 Developing regions 0 ... 0 0 1 \n", | |
| "4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n", | |
| "\n", | |
| " 2007 2008 2009 2010 2011 2012 2013 \n", | |
| "0 2652 2111 1746 1758 2203 2635 2004 \n", | |
| "1 702 560 716 561 539 620 603 \n", | |
| "2 3623 4005 5393 4752 4325 3774 4331 \n", | |
| "3 0 0 0 0 0 0 0 \n", | |
| "4 1 0 0 0 0 1 1 \n", | |
| "\n", | |
| "[5 rows x 43 columns]" | |
| ] | |
| }, | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df_can.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Let's find out how many entries there are in our dataset\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(195, 43)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# print the dimensions of the dataframe\n", | |
| "print(df_can.shape)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "data dimensions: (195, 38)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# clean up the dataset to remove unnecessary columns (eg. REG) \n", | |
| "df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n", | |
| "\n", | |
| "# let's rename the columns so that they make sense\n", | |
| "df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n", | |
| "\n", | |
| "# for sake of consistency, let's also make all column labels of type string\n", | |
| "df_can.columns = list(map(str, df_can.columns))\n", | |
| "\n", | |
| "# set the country name as index - useful for quickly looking up countries using .loc method\n", | |
| "df_can.set_index('Country', inplace = True)\n", | |
| "\n", | |
| "# add total column\n", | |
| "df_can['Total'] = df_can.sum (axis = 1)\n", | |
| "\n", | |
| "# years that we will be using in this lesson - useful for plotting later on\n", | |
| "years = list(map(str, range(1980, 2014)))\n", | |
| "print ('data dimensions:', df_can.shape)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Visualizing Data using Matplotlib<a id=\"4\"></a>\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Import `matplotlib`:\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Matplotlib version: 3.3.2\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, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Waffle Charts <a id=\"6\"></a>\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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Let's revisit the previous case study about Denmark, Norway, and Sweden.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "button": false, | |
| "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>Denmark</th>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Northern Europe</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>272</td>\n", | |
| " <td>293</td>\n", | |
| " <td>299</td>\n", | |
| " <td>106</td>\n", | |
| " <td>93</td>\n", | |
| " <td>73</td>\n", | |
| " <td>93</td>\n", | |
| " <td>...</td>\n", | |
| " <td>62</td>\n", | |
| " <td>101</td>\n", | |
| " <td>97</td>\n", | |
| " <td>108</td>\n", | |
| " <td>81</td>\n", | |
| " <td>92</td>\n", | |
| " <td>93</td>\n", | |
| " <td>94</td>\n", | |
| " <td>81</td>\n", | |
| " <td>3901</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>Norway</th>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Northern Europe</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>116</td>\n", | |
| " <td>77</td>\n", | |
| " <td>106</td>\n", | |
| " <td>51</td>\n", | |
| " <td>31</td>\n", | |
| " <td>54</td>\n", | |
| " <td>56</td>\n", | |
| " <td>...</td>\n", | |
| " <td>57</td>\n", | |
| " <td>53</td>\n", | |
| " <td>73</td>\n", | |
| " <td>66</td>\n", | |
| " <td>75</td>\n", | |
| " <td>46</td>\n", | |
| " <td>49</td>\n", | |
| " <td>53</td>\n", | |
| " <td>59</td>\n", | |
| " <td>2327</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>Sweden</th>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Northern Europe</td>\n", | |
| " <td>Developed regions</td>\n", | |
| " <td>281</td>\n", | |
| " <td>308</td>\n", | |
| " <td>222</td>\n", | |
| " <td>176</td>\n", | |
| " <td>128</td>\n", | |
| " <td>158</td>\n", | |
| " <td>187</td>\n", | |
| " <td>...</td>\n", | |
| " <td>205</td>\n", | |
| " <td>139</td>\n", | |
| " <td>193</td>\n", | |
| " <td>165</td>\n", | |
| " <td>167</td>\n", | |
| " <td>159</td>\n", | |
| " <td>134</td>\n", | |
| " <td>140</td>\n", | |
| " <td>140</td>\n", | |
| " <td>5866</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>3 rows × 38 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Continent Region DevName 1980 1981 1982 1983 \\\n", | |
| "Country \n", | |
| "Denmark Europe Northern Europe Developed regions 272 293 299 106 \n", | |
| "Norway Europe Northern Europe Developed regions 116 77 106 51 \n", | |
| "Sweden Europe Northern Europe Developed regions 281 308 222 176 \n", | |
| "\n", | |
| " 1984 1985 1986 ... 2005 2006 2007 2008 2009 2010 2011 \\\n", | |
| "Country ... \n", | |
| "Denmark 93 73 93 ... 62 101 97 108 81 92 93 \n", | |
| "Norway 31 54 56 ... 57 53 73 66 75 46 49 \n", | |
| "Sweden 128 158 187 ... 205 139 193 165 167 159 134 \n", | |
| "\n", | |
| " 2012 2013 Total \n", | |
| "Country \n", | |
| "Denmark 94 81 3901 \n", | |
| "Norway 53 59 2327 \n", | |
| "Sweden 140 140 5866 \n", | |
| "\n", | |
| "[3 rows x 38 columns]" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# let's create a new dataframe for these three countries \n", | |
| "df_dsn = df_can.loc[['Denmark', 'Norway', 'Sweden'], :]\n", | |
| "\n", | |
| "# let's take a look at our dataframe\n", | |
| "df_dsn" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "button": 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, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 2.** The second step is defining the overall size of the `waffle` chart.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "button": 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, | |
| "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\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "button": 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, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "button": 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, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Let's take a peek at how the matrix looks like.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
| " [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2., 2.,\n", | |
| " 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
| " 3., 3., 3., 3., 3., 3., 3., 3.]])" | |
| ] | |
| }, | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "waffle_chart" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 5.** Map the `waffle` chart matrix into a visual.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.colorbar.Colorbar at 0x7f90f9b91048>" | |
| ] | |
| }, | |
| "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": {}, | |
| "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, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 6.** Prettify the chart.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "([], [])" | |
| ] | |
| }, | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "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, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "**Step 7.** Create a legend and add it to chart.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x7f906e3f35f8>" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# instantiate a new figure object\n", | |
| "fig = plt.figure()\n", | |
| "\n", | |
| "# use matshow to display the waffle chart\n", | |
| "colormap = plt.cm.coolwarm\n", | |
| "plt.matshow(waffle_chart, cmap=colormap)\n", | |
| "plt.colorbar()\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, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "And there you go! What a good looking _delicious_ `waffle` chart, don't you think?\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "button": 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, | |
| "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:\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "button": 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, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "And now let's call our function to create a `waffle` chart.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Total number of tiles is 400\n", | |
| "Denmark: 129\n", | |
| "Norway: 77\n", | |
| "Sweden: 194\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Figure size 432x288 with 0 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 1152x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "create_waffle_chart(categories, values, height, width, colormap)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "# Word Clouds <a id=\"8\"></a>\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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "First, let's install the package.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Collecting package metadata (current_repodata.json): done\n", | |
| "Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n", | |
| "Collecting package metadata (repodata.json): done\n", | |
| "Solving environment: done\n", | |
| "\n", | |
| "## Package Plan ##\n", | |
| "\n", | |
| " environment location: /home/jupyterlab/conda/envs/python\n", | |
| "\n", | |
| " added / updated specs:\n", | |
| " - wordcloud==1.4.1\n", | |
| "\n", | |
| "\n", | |
| "The following packages will be downloaded:\n", | |
| "\n", | |
| " package | build\n", | |
| " ---------------------------|-----------------\n", | |
| " wordcloud-1.4.1 | py36_0 324 KB conda-forge\n", | |
| " ------------------------------------------------------------\n", | |
| " Total: 324 KB\n", | |
| "\n", | |
| "The following NEW packages will be INSTALLED:\n", | |
| "\n", | |
| " wordcloud conda-forge/linux-64::wordcloud-1.4.1-py36_0\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "Downloading and Extracting Packages\n", | |
| "wordcloud-1.4.1 | 324 KB | ##################################### | 100% \n", | |
| "Preparing transaction: done\n", | |
| "Verifying transaction: done\n", | |
| "Executing transaction: done\n", | |
| "Wordcloud is installed and imported!\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# install wordcloud\n", | |
| "!conda install -c conda-forge wordcloud==1.4.1 --yes\n", | |
| "\n", | |
| "# import package and its set of stopwords\n", | |
| "from wordcloud import WordCloud, STOPWORDS\n", | |
| "\n", | |
| "print ('Wordcloud is installed and imported!')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": { | |
| "button": 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://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-DV0101EN-SkillsNetwork/Data%20Files/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, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "stopwords = set(STOPWORDS)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<wordcloud.wordcloud.WordCloud at 0x7f906e194be0>" | |
| ] | |
| }, | |
| "execution_count": 22, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# instantiate a word cloud object\n", | |
| "alice_wc = WordCloud(\n", | |
| " background_color='white',\n", | |
| " max_words=2000,\n", | |
| " stopwords=stopwords\n", | |
| ")\n", | |
| "\n", | |
| "# generate the word cloud\n", | |
| "alice_wc.generate(alice_novel)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "source": [ | |
| "Awesome! Now that the `word` cloud is created, let's visualize it.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| }, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# display the word cloud\n", | |
| "plt.imshow(alice_wc, interpolation='bilinear')\n", | |
| "plt.axis('off')\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "button": false, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": { | |
| "button": 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, | |
| "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.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": { | |
| "button": false, | |
| "new_sheet": false, | |
| "run_control": { | |
| "read_only": false | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { |
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