{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "8b4dc661", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.style.use(\"../styles/hda.mplstyle\")" ] }, { "cell_type": "markdown", "id": "ed68a505", "metadata": {}, "source": [ "(chp-introduction-cook-books)=\n", "# Introduction\n", "\n", "## Quantitative Data Analysis and the Humanities\n", "\n", "The use of quantitative methods in humanities disciplines such as history, literary\n", "studies, and musicology has increased considerably in recent years. Now it is not uncommon\n", "to learn of a historian using geospatial data, a literary scholar applying techniques from\n", "computational linguistics, or a musicologist employing pattern matching methods. Similar\n", "developments occur in humanities-adjacent disciplines, such as archeology, anthropology,\n", "and journalism. An important driver of this development, we suspect, is the advent of\n", "cheap computational resources as well as the mass digitization of libraries and archives\n", "{cite:p}`Imai:2018,abello2012computational,borgman2010scholarship,vanKranenburg:2017` It\n", "has become much more common in humanities research to analyze thousands, if not millions,\n", "of documents, objects, or images; an important part of the reason why quantitative methods\n", "are attractive now is that they promise the means to detect and analyze patterns in these\n", "large collections.\n", "\n", "A recent example illustrating the promise of data-rich book history and cultural analysis\n", "is {cite:t}`bode2012reading`. Bode's analysis of the massive online bibliography of Australian\n", "literature *AusLit* demonstrates how quantitative methods can be used to enhance our\n", "understanding of literary history in ways that would not be possible absent data-rich and\n", "computer-enabled approaches. Anchored in the cultural materialist focus of Australian\n", "literary studies, Bode uses data analysis to reveal unacknowledged\n", "shifts in the demographics of Australian novelists, track the entry of British publishers\n", "into the Australian book market in the 1890s, and identify ways Australian\n", "literary culture departed systematically from British practices. A second enticing example\n", "showing the potential of data-intensive research is found in {cite:t}`dasilva:2016`. Using\n", "data from large-scale folklore databases, {cite:t}`dasilva:2016` investigate the\n", "international spread of folktales. Based on quantitative analyses, they show how the\n", "diffusion of folktales is shaped by language, population histories, and migration. A third and final example---one that can\n", "be considered a landmark in the computational analysis of literary texts---is the\n", "influential monograph by {cite:t}`burrows:1987` on Jane Austen's oeuvre. Burrows uses relatively\n", "simple statistics to analyze the frequencies of\n", "inconspicuous, common words that typically escape the eye of the human reader. In doing so he\n", "documents hallmarks of Austen's sentence style and carefully documents differences in characters' speaking styles. The\n", "book illustrates how quantitative analyses can yield valuable and lasting insights into\n", "literary texts, even if they are not applied to datasets that contain millions of texts.\n", "\n", "Although recent interest in quantitative analysis may give the impression that humanities\n", "scholarship has entered a new era, we should not forget that it is part of a development\n", "that began much earlier. In fact, for some, the ever so prominent \"quantitative turn\" we\n", "observe in humanities research nowadays is not a new feature of humanities scholarship; it\n", "marks a return to established practice. The use of quantitative methods such as linear\n", "regression, for example, was a hallmark of social history in the 1960s and 1970s\n", "{cite}`sewelljr2005political`. In literary studies, there are numerous examples of\n", "quantitative methods being used to explore the social history of literature\n", "{cite}`williams1961long,escarpit:1958` and to study the literary style of individual\n", "authors {cite}`yule:1944,muller1967etude`. Indeed, the founder of \"close reading,\" I. A.\n", "Richards, was himself concerned with the analysis and use of word frequency lists\n", "{cite}`igarashi2015statistical`.\n", "\n", "Quantitative methods fell out of favor in the 1980s as interest in cultural history\n", "displaced interest in social history (where quantitative methods had been indispensable).\n", "This realignment of research priorities in history is known as \"the cultural turn.\" In his widely circulated account, William Sewell\n", "offers two reasons for his and his peers' turn away from social history and quantitative\n", "methods in the 1970s. First, \"latent ambivalence\" about the use of quantitative methods\n", "grew in the 1960s because of their association with features of society that were regarded\n", "as defective by students in the 1960s. Quantitative methods were associated with\n", "undesirable aspects of what Sewell labels \"the Fordist mode of socioeconomic regulation,\"\n", "including repressive standardization, big science, corporate conformity, and state\n", "bureaucracy. Erstwhile social historians like Sewell felt that \"in adopting quantitative\n", "methodology we were participating in the bureaucratic and reductive logic of big science,\n", "which was part and parcel of the system we wished to criticize\"\n", "[{cite:author}`sewelljr2005political` {cite:year}`sewelljr2005political`, 180-81]. Second, the \"abstracted empiricism\" of\n", "quantitative methods was seen as failing to give adequate attention to questions of human\n", "agency and the texture of experience, questions which cultural history focused on\n", "[{cite:author}`sewelljr2005political` {cite:year}`sewelljr2005political`, 182].\n", "\n", "We make no claims about the causes of the present revival of interest in\n", "quantitative methods. Perhaps it has something to do with previously dominant\n", "methods in the humanities, such as critique and close reading, \"running out of\n", "steam\" in some sense, as {cite:t}`latour2004why` has suggested. This would go some way\n", "towards explaining why researchers are now (re)exploring quantitative\n", "approaches. Or perhaps the real or perceived costs associated with the use of\n", "quantitative methods have declined to a point that the potential benefits\n", "associated with their use---for many, broadly the same as they were in the\n", "1960s---now attract researchers.\n", "\n", "What is clear, however, is that university curricula in the humanities do not\n", "at present devote sufficient time to thoroughly acquaint and involve students\n", "with data-intensive and quantitative research, making it challenging for\n", "humanities students and scholars to move from spectatorship to active\n", "participation in (discussions surrounding) quantitative research. The aim of\n", "this book, then, is precisely to accommodate humanities students and scholars\n", "in their growing desire to understand how to tackle theoretical and descriptive\n", "questions using data-rich, computer-assisted approaches.\n", "\n", "Through several case studies, this book offers a guide to quantitative data analysis using\n", "the Python programming language. The Python language is widely used in academia, industry,\n", "and the public sector. It is the official programming language in secondary education\n", "in France and the most widely taught programming language in\n", "US universities {cite}`ministere2018projets,guo2014python`. If learning\n", "data carpentry in Python chafes, you may rest assured that improving your fluency in\n", "Python is likely to be worthwhile. In this book, we do not focus on learning how\n", "to code per se; rather, we wish to highlight how quantitative methods can be\n", "meaningfully applied in the particular context of humanities scholarship. The book\n", "concentrates on textual data analysis, because decades of research have been devoted to\n", "this domain and because current research remains vibrant. Although many research\n", "opportunities are emerging in music, audio, and image analysis, they fall outside the\n", "scope of the present undertaking\n", "{cite:p}`clarke:2004,tzanetakis:2007,cook:2013,clement2016measured`. All chapters focus\n", "on real-world data sets throughout and aim to \n", "illustrate how quantitative data analysis can play more than an auxiliary role in tackling\n", "relevant research questions in the humanities.\n", "\n", "## Overview of the Book\n", "\n", "This book is organized into two parts. Part 1 covers essential techniques for gathering,\n", "cleaning, representing, and transforming textual and tabular data. \"Data carpentry\"---as\n", "the collection of these techniques is sometimes referred to---precedes any effort to\n", "derive meaningful insights from data using quantitative methods. The four chapters of Part\n", "1 prepare the reader for the data analyses presented in the second part of this book.\n", "\n", "To give an idea of what a complete data analysis entails, the current chapter presents an\n", "exploratory data analysis of historical cookbooks. In a nutshell, we demonstrate which\n", "steps are required for a complete data analysis, and how Python facilitates the\n", "application of these steps. After sketching the main ingredients of quantitative data\n", "analysis, we take a step back in chapter {ref}`chp-getting-data` to describe essential\n", "techniques for data gathering and exchange. Built around a case study of extracting and\n", "visualizing the social network of the characters in Shakespeare's *Hamlet*, the chapter\n", "provides a detailed introduction into different models of data exchange, and how Python\n", "can be employed to effectively gather, read, and store different data formats, such as CSV,\n", "JSON, PDF, and XML. Chapter {ref}`chp-vector-space-model` builds on chapter\n", "{ref}`chp-getting-data`, and focuses on the question of how texts can be represented for\n", "further analysis, for instance for document comparison. One powerful form of\n", "representation that allows such comparisons is the so-called \"Vector Space Model\". The\n", "chapter provides a detailed manual for how to construct document-term matrices from word\n", "frequencies derived from text documents. To illustrate the potential and benefits of the\n", "Vector Space Model, the chapter analyzes a large corpus of classical French drama, and\n", "shows how this representation can be used to quantitatively assess similarities and\n", "distances between texts and subgenres. While data analysis in, for example, literary\n", "studies, history and folklore is often focused on text documents, subsequent analyses\n", "often require processing and analyzing tabular data. The final chapter of part 1\n", "(chapter {ref}`chp-working-with-data`) provides a detailed introduction into how such\n", "tabular data can be processed using the popular data analysis library \"Pandas\". The\n", "chapter centers around diachronic developments in child naming practices, and demonstrates\n", "how Pandas can be efficiently employed to quantitatively describe and visualize long-term\n", "shifts in naming. All topics covered in Part 1 should be accessible to everyone who has\n", "had some prior exposure to programming.\n", "\n", "Part 2 features more detailed and elaborate examples of data analysis using\n", "Python. Building on knowledge from chapter {ref}`chp-working-with-data`, the first chapter\n", "of part 2 (chapter {ref}`chp-statistics-essentials`) uses the Pandas library to\n", "statistically describe responses to a questionnaire about the reading of literature and\n", "appreciation of classical music. The chapter provides detailed descriptions of important\n", "summary statistics, allowing to analyze whether, for example, differences between\n", "responses can be attributed to differences between certain demographics. Chapter\n", "{ref}`chp-statistics-essentials` paves the way for the introduction to probability in\n", "chapter {ref}`chp-intro-probability`. This chapter revolves around the classic case of\n", "disputed authorship of several essays in *The Federalist Papers*, and demonstrates how probability theory\n", "and Bayesian inference in particular can be applied to shed light on this still intriguing\n", "case. Chapter {ref}`chp-map-making` discusses a series of fundamental techniques to create\n", "geographic maps with Python. The chapter analyzes a dataset describing important battles\n", "fought during the American Civil War. Using narrative mapping techniques, the chapter\n", "provides insight into the trajectory of the war. After this brief intermezzo, chapter\n", "{ref}`chp-stylometry` returns to the topic of disputed authorship, providing a more\n", "detailed and thorough overview of common and essential techniques used to model the\n", "writing style of authors. The chapter aims to reproduce a stylometric analysis revolving\n", "around a challenging authorship controversy from the twelfth century. On the basis of a\n", "series of different stylometric techniques (including Burrows's Delta, Agglomerative\n", "Hierarchical Clustering, and Principal Component Analysis), the chapter illustrates how\n", "quantitative approaches aid to objectify intuitions about document authenticity. The\n", "closing chapter of part 2 (chapter {ref}`chp-topic-models`) connects the preceding\n", "chapters, and challenges the reader to integrate the learned data analysis techniques as\n", "well as to apply them to a case about trends in decisions issued by the United States\n", "Supreme Court. The chapter provides a detailed account of mixed-membership models or\n", "\"topic models\", and employs these to make visible topical shifts in the Supreme Court's\n", "decision-making. Note that the different chapters in part 2 make different assumptions\n", "about readers' background preparation. Chapter {ref}`chp-intro-probability` on disputed\n", "authorship, for example, will likely be easier for readers who have some familiarity with\n", "probability and statistics. Each chapter begins with a discussion of the background\n", "assumed.\n", "\n", "## Related Books\n", "\n", "Our monograph aims to fill a specific lacuna in the field, as a coherent, book-length discussion of Python programming for data analysis in the humanities. To manage the expectations of our readership, we believe it is useful to state how this book wants to position itself against some of the existing literature in the field, with which our book inevitably intersects and overlaps. For the sake of brevity, we limit ourselves to more recent work. At the start, it should be emphasized that other resources than the traditional monograph also play a vital role in the community surrounding quantitative work in the humanities. The (multilingual) website [The Programming Historian](https://programminghistorian.org/), for instance, is a tutorial platform that hosts a rich variety of introductory lessons that target specific data-analytic skills {cite:p}`ph2019`.\n", "\n", "The focus on Python distinguishes our work from a number of recent textbooks that use the programming language R {cite:p}`R13`, a robust and mature scripting platform for statisticians that is also used in the social sciences and humanities. A general introduction to data analysis using R can be found in {cite:t}`wickham:2017`. One can also consult {cite:t}`jockers:2014` or {cite:t}`arnold2015`, which have humanities scholars as their intended audience. Somewhat related are two worthwhile textbooks on corpus and quantitative linguistics, {cite:t}`baayen:2008` and {cite:t}`gries2013`, but these are less accessible to an audience outside of linguistics. There also exist some excellent more general introductions to the use of Python for data analysis, such as {cite:t}`mckinney2017` and {cite:t}`vanderplas:2016`. These handbooks are valuable resources in their own respect but they have the drawback that they do not specifically cater to researchers in the humanities. The exclusive focus on Humanities data analysis clearly sets our book apart from these textbooks---which the reader might nevertheless find useful to consult at a later stage.\n", "\n", "## How to Use This Book\n", "\n", "This book has a practical approach, in which descriptions and explanations of quantitative\n", "methods and analyses are alternated with concrete implementations in programming code. We\n", "strongly believe that such a hands-on approach stimulates the learning process, enabling\n", "researchers to apply and adopt the newly acquired knowledge to their own research\n", "problems. While we generally assume a linear reading process, all chapters are constructed\n", "in such a way that they *can* be read independently, and code examples are not dependent on\n", "implementations in earlier chapters. As such, readers familiar with the principles and\n", "techniques of, for instance, data exchange or manipulating tabular data, may safely skip\n", "chapters {ref}`chp-getting-data` and {ref}`chp-working-with-data`.\n", "\n", "The remainder of this chapter, like all the chapters in this book, includes Python code\n", "which you should be able to execute in your computing environment. All code presented here\n", "assumes your computing environment satisfies the basic requirement of having an\n", "installation of Python (version 3.9 or higher) available on a Linux, macOS, or Microsoft\n", "Windows system. A distribution of Python may be obtained from the [Python Software\n", "Foundation](https://www.python.org/) or through the operating system's package manager\n", "(e.g., `apt` on Debian-based Linux, or `brew` on macOS). Readers new to Python may wish to install the\n", "[Anaconda](https://www.continuum.io/) Python distribution which bundles most of the Python\n", "packages used in this book. We recommend that macOS and Windows users, in particular, use\n", "this distribution.\n", "\n", "### What you should know\n", "As said, this is not a book teaching how to program from scratch, and we assume the reader\n", "already has some working knowledge about programming and Python. However, we do not expect\n", "the reader to have mastered the language. A relatively short introduction to programming\n", "and Python will be enough to follow along (see, for example, *Python Crash Course* by\n", "{cite:t}`matthes:2016`). The following code blocks serve as a refresher of some important\n", "programming principles and aspects of Python. At the same time, they allow you to test\n", "whether you know enough about Python to start this book. We advise you to execute these\n", "examples as well as all code blocks in the rest of the book in so-called \"Jupyter notebooks\" (see https://jupyter.org/). Jupyter notebooks\n", "offer a wonderful environment for executing code, writing notes, and creating\n", "visualizations. The code in this book is assigned the DOI ``10.5281/zenodo.3563075``, and\n", "can be downloaded from https://doi.org/10.5281/zenodo.3563075.\n", "\n", "#### Variables\n", "First of all, you should know that variables are defined using the assignment operator\n", "`=`. For example, to define the variable `x` and assign the value `100` to it, we write:" ] }, { "cell_type": "code", "execution_count": 2, "id": "1af9413d", "metadata": {}, "outputs": [], "source": [ "x = 100" ] }, { "cell_type": "markdown", "id": "15e97258", "metadata": {}, "source": [ "Numbers, such as `1`, `5`, and `100` are called integers and are of type `int` in\n", "Python. Numbers with a fractional part (e.g., `9.33`) are of the type `float`. The string\n", "data type (`str`) is commonly used to represent text. Strings can be expressed in multiple\n", "ways: they can be enclosed with single or double quotes. For example:" ] }, { "cell_type": "code", "execution_count": 3, "id": "f9cbfde2", "metadata": {}, "outputs": [], "source": [ "saying = \"It's turtles all the way down\"" ] }, { "cell_type": "markdown", "id": "2c5796c4", "metadata": {}, "source": [ "#### Indexing sequences\n", "Essentially, Python strings are sequences of characters, where characters are strings of\n", "length one. Sequences such as strings can be indexed to retrieve any component character\n", "in the string. For example, to retrieve the first character of the string defined above,\n", "we write the following:" ] }, { "cell_type": "code", "execution_count": 4, "id": "b5cfe344", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I\n" ] } ], "source": [ "print(saying[0])" ] }, { "cell_type": "markdown", "id": "6ddcad7e", "metadata": {}, "source": [ "Note that like many other programming languages, Python starts counting from zero, which\n", "explains why the first character of a string is indexed using the number 0. We use the\n", "function `print()` to print the retrieved value to our screen.\n", "\n", "#### Looping\n", "You should also know about the concept of \"looping\". Looping involves a sequence of Python\n", "instructions, which is repeated until a particular condition is met. For example, we might\n", "loop (or iterate as it's sometimes called) over the characters in a string and print each\n", "character to our screen:" ] }, { "cell_type": "code", "execution_count": 5, "id": "84434259", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P\n", "y\n", "t\n", "h\n", "o\n", "n\n" ] } ], "source": [ "string = \"Python\"\n", "for character in string:\n", " print(character)" ] }, { "cell_type": "markdown", "id": "89b69a9f", "metadata": {}, "source": [ "#### Lists\n", "Strings are sequences of characters. Python provides a number of other sequence types,\n", "allowing us to store different data types. One of the most commonly used sequence types is\n", "the `list`. A list has similar properties as strings, but allows us to store any kind of\n", "data type inside:" ] }, { "cell_type": "code", "execution_count": 6, "id": "8e452c4e", "metadata": {}, "outputs": [], "source": [ "numbers = [1, 1, 2, 3, 5, 8]\n", "words = [\"This\", \"is\", \"a\", \"list\", \"of\", \"strings\"]" ] }, { "cell_type": "markdown", "id": "01e35c67", "metadata": {}, "source": [ "We can index and slice lists using the same syntax as with strings:" ] }, { "cell_type": "code", "execution_count": 7, "id": "8abb2717", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n", "8\n", "['list', 'of', 'strings']\n" ] } ], "source": [ "print(numbers[0])\n", "print(numbers[-1]) # use -1 to retrieve the last item in a sequence\n", "print(words[3:]) # use slice syntax to retrieve a subsequence" ] }, { "cell_type": "markdown", "id": "91d57e3a", "metadata": {}, "source": [ "#### Dictionaries and sets\n", "Dictionaries (`dict`) and sets (`set`) are unordered data types in Python. Dictionaries\n", "consist of entries, or \"keys\", that hold a value:" ] }, { "cell_type": "code", "execution_count": 8, "id": "3577106b", "metadata": {}, "outputs": [], "source": [ "packages = {'matplotlib': 'Matplotlib is a Python 2D plotting library',\n", " 'pandas': 'Pandas is a Python library for data analysis',\n", " 'scikit-learn': 'Scikit-learn helps with Machine Learning in Python'}" ] }, { "cell_type": "markdown", "id": "fda2b806", "metadata": {}, "source": [ "The keys in a dictionary are unique and unmutable. To look up the value of a given key, we\n", "\"index\" the dictionary using that key, e.g.:" ] }, { "cell_type": "code", "execution_count": 9, "id": "d46b29b5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pandas is a Python library for data analysis\n" ] } ], "source": [ "print(packages['pandas'])" ] }, { "cell_type": "markdown", "id": "6f561dee", "metadata": {}, "source": [ "Sets represent unordered collections of unique, unmutable objects. For example, the\n", "following code block defines a set of strings:" ] }, { "cell_type": "code", "execution_count": 10, "id": "3fdc5ddc", "metadata": {}, "outputs": [], "source": [ "packages = {\"matplotlib\", \"pandas\", \"scikit-learn\"}" ] }, { "cell_type": "markdown", "id": "13dbdc60", "metadata": {}, "source": [ "#### Conditional expressions\n", "We expect you to be familiar with conditional expressions. Python provides the statements\n", "`if`, `elif`, and `else`, which are used for conditional execution of certain lines of\n", "code. For instance, say we want to print all strings in a list that contain the letter\n", "*i*. The `if` statement in the following code block executes the print function *on the\n", "condition* that the current string in the loop contains the string *i*:" ] }, { "cell_type": "code", "execution_count": 11, "id": "796a702f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fix\n", "things\n" ] } ], "source": [ "words = [\"move\", \"slowly\", \"and\", \"fix\", \"things\"]\n", "for word in words:\n", " if \"i\" in word:\n", " print(word)" ] }, { "cell_type": "markdown", "id": "61afbde0", "metadata": {}, "source": [ "#### Importing modules\n", "\n", "```{margin}\n", "For an overview of all packages and modules in Python's standard library, see\n", "https://docs.python.org/3/library/. For an overview of the various built-in functions,\n", "see https://docs.python.org/3/library/functions.html.\n", "```\n", "\n", "Python provides a tremendous range of additional functionality through modules in its\n", "standard library. We assume you know about the concept of \"importing\" modules and\n", "packages, and how to use the newly imported functionality. For example, to import the\n", "model `math`, we write the following:" ] }, { "cell_type": "code", "execution_count": 12, "id": "b7ceaefc", "metadata": {}, "outputs": [], "source": [ "import math" ] }, { "cell_type": "markdown", "id": "b7bdc100", "metadata": {}, "source": [ "The math module provides access to a variety of mathematical functions, such as `log()` (to\n", "produce the natural logarithm of a number), and `sqrt()` (to produce the square root of a\n", "number). These functions can be invoked as follows:" ] }, { "cell_type": "code", "execution_count": 13, "id": "5b759486", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0000066849139877\n", "1.4142135623730951\n" ] } ], "source": [ "print(math.log(2.7183))\n", "print(math.sqrt(2))" ] }, { "cell_type": "markdown", "id": "97414399", "metadata": {}, "source": [ "#### Defining functions\n", "In addition to using built-in functions and functions imported from modules, you should be\n", "able to define your own functions (or at least recognize function definitions). For\n", "example, the following function takes a list of strings as argument and returns the number\n", "of strings that end with the substring *ing*:" ] }, { "cell_type": "code", "execution_count": 14, "id": "3f0bf631", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n" ] } ], "source": [ "def count_ing(strings):\n", " count = 0\n", " for string in strings:\n", " if string.endswith(\"ing\"):\n", " count += 1\n", " return count\n", "\n", "words = [\n", " \"coding\", \"is\", \"about\", \"developing\", \"logical\", \"event\", \"sequences\"\n", "]\n", "print(count_ing(words))" ] }, { "cell_type": "markdown", "id": "0b226cf5", "metadata": {}, "source": [ "#### Reading and writing files\n", "You should also have basic knowledge of how to read files (although we will discuss this\n", "in reasonable detail in chapter {ref}`chp-getting-data`). An example is given below, where\n", "we read the file `data/aesop-wolf-dog.txt` and print its contents to our screen:" ] }, { "cell_type": "code", "execution_count": 15, "id": "29163ea2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "THE WOLF, THE DOG AND THE COLLAR\n", "\n", "A comfortably plump dog happened to run into a wolf. The wolf asked the dog where he had\n", "been finding enough food to get so big and fat. 'It is a man,' said the dog, 'who gives me\n", "all this food to eat.' The wolf then asked him, 'And what about that bare spot there on\n", "your neck?' The dog replied, 'My skin has been rubbed bare by the iron collar which my\n", "master forged and placed upon my neck.' The wolf then jeered at the dog and said, 'Keep\n", "your luxury to yourself then! I don't want anything to do with it, if my neck will have to\n", "chafe against a chain of iron!'\n", "\n" ] } ], "source": [ "f = open(\"data/aesop-wolf-dog.txt\") # open a file\n", "text = f.read() # read the contents of a file\n", "f.close() # close the connection to the file\n", "print(text) # print the contents of the file" ] }, { "cell_type": "markdown", "id": "271b1c67", "metadata": {}, "source": [ "Even if you have mastered all these programming concepts, it is inevitable that you will\n", "encounter lines of code that are unfamiliar. We have done our best to explain the code\n", "blocks in great detail. So, while this book is *not* an introduction into the basics of\n", "programming, it does increase your understanding of programming, and it prepares you to\n", "work on your own problems related to data analysis in the humanities.\n", "\n", "### Packages and data\n", "The code examples used later in the book rely on a number of established and\n", "frequently used Python packages, such as NumPy, SciPy, Matplotlib, and Pandas. All these\n", "packages can be installed through the Python Package Index (PyPI) using the ``pip``\n", "software which ships with Python. We have taken care to use packages which are mature and\n", "actively maintained. Required packages can be installed by executing the following command\n", "on the command-line:\n", "\n", "```\n", "python3 -m pip install \"numpy<2,>=1.13\" \"pandas~=1.1\" \"matplotlib<4,>=2.1\" \"lxml>=3.7\" \"nltk>=3.2\" \"beautifulsoup4>=4.6\" \"pypdf2>=1.26\" \"networkx<2.5,>=2.2\" \"scipy<2,>=0.18\" \"cartopy>=0.19\" \"scikit-learn>=0.19\" \"xlrd<2,>=1.0\" \"mpl-axes-aligner<2,>=1.1\"``\n", "```\n", "\n", "MacOS users *not* using the Anaconda distribution will need to install a few additional\n", "dependencies through the package manager for macOS, Homebrew:\n", "\n", "```\n", "# First, follow the instructions on https://brew.sh to install homebrew\n", "# After a successful installation of homebrew, execute the following commands:\n", "brew install geos proj\n", "```\n", "\n", "In order to install `cartopy`, Linux users not using the Anaconda distribution will need to install two dependencies via their package manager. On Debian-based systems such as Ubuntu, ``sudo apt install libgeos-dev libproj-dev`` will install these required libraries. If you encounter trouble, try installing a version which is known to work with `python3 -m pip install \"cartopy==0.19.0.post1\"`.\n", "\n", "Datasets featured in this and subsequent chapters have been gathered together and\n", "published online. The datasets are associated with the DOI ``10.5281/zenodo.891264`` and\n", "may be downloaded at the address https://doi.org/10.5281/zenodo.891264. All chapters\n", "assume that you have downloaded the datasets and have them available in the current\n", "working directory (i.e., the directory from which your Python session is started).\n", "\n", "### Exercises\n", "\n", "Each chapter ends with a series of exercises which are increasingly difficult. First,\n", "there are \"Easy\" exercises, in which we rehearse some basic lessons and programming skills\n", "from the chapter. Next are the \"Moderate\" exercises, in which we ask you to deepen the\n", "knowledge you have gained in a chapter. In the \"Challenging\" exercises, finally, we\n", "challenge you to go one step further, and apply the chapter's concepts to new problems and\n", "new datasets. It is okay to skip certain exercises in the first instance and come back to\n", "them later, but we recommend that you do all the exercises in the end, because that is the\n", "best way to ensure that you have understood the materials.\n", "\n", "(sec-cooking-chp-introduction)=\n", "## An Exploratory Data Analysis of the United States' Culinary History\n", "\n", "In the remainder of this chapter we venture into a simple form of exploratory data analysis, serving\n", "as a primer of the chapters to follow. The term \"exploratory data analysis\" is attributed to\n", "mathematician John Tukey, who characterizes it as a research method or approach to encourage the\n", "exploration of data collections using simple statistics and graphical representations. These\n", "exploratory analyses serve the goal to obtain new perspectives, insights, and hypotheses about a\n", "particular domain. Exploratory data analysis is a well-known term, which Tukey (deliberately)\n", "vaguely describes as an analysis that \"does not need probability, significance or confidence\", and\n", "\"is actively incisive rather than passively descriptive, with real emphasis on the discovery of the\n", "unexpected\" {cite:p}`jones:1986`. Thus, exploratory data analysis provides a lot of freedom as to which\n", "techniques should be applied. This chapter will introduce a number of commonly used exploratory\n", "techniques (e.g., plotting of raw data, plotting simple statistics, and combining plots) all of which\n", "aim to assist us in the discovery of patterns and regularities.\n", "\n", "As our object of investigation, we will analyze a dataset of seventy-six cookbooks, the\n", "*Feeding America: The Historic American Cookbook* dataset {cite:p}`feeding-america`. Cookbooks\n", "are of particular interest to humanities scholars, historians, and sociologists, as they\n", "serve as an important \"lens\" into a culture's material and economic landscape\n", "{cite:p}`mitchell:2001,abala:2012`. The *Feeding America* collection was compiled by the\n", "Michigan State University Libraries Special Collections (2003), and holds a representative\n", "sample of the culinary history of the United States of America, spanning the late eighteenth to\n", "the early twentieth century. The oldest cookbook in the collection is Amelia Simmons's *American\n", "Cookery* from 1796, which is believed to be the first cookbook written by someone from and\n", "*in* the United States. While many recipes in Simmons's work borrow heavily from\n", "predominantly British culinary traditions, it is most well-known for its introduction of\n", "American ingredients such as corn. Note that almost all of these books were written\n", "by women; it is only since the end of the twentieth century that men started to mingle in the\n", "cookbook scene. Until the American Civil War started in 1861, cookbook production\n", "increased sharply, with publishers in almost all big cities of the United States. The\n", "years following the Civil War showed a second rise in the number of printed cookbooks,\n", "which, interestingly, exhibits increasing influences of foreign culinary traditions as the\n", "result of the \"new immigration\" in the 1880s from, e.g., Catholic and Jewish immigrants\n", "from Italy and Russia. A clear example is the youngest cookbook in the collection, written\n", "by Bertha Wood in 1922, which, as Wood explains in the preface \"was to compare the foods\n", "of other peoples with that of the Americans in relation to health\". The various dramatic\n", "events of the early twentieth century, such as World War I and the Great Depression, have\n", "further left their mark on the development of culinary America (see {cite:t}`longone:2003` for a\n", "more detailed and elaborate discussion of the *Feeding America* project and the history of\n", "cookbooks in America).\n", "\n", "While necessarily incomplete, this brief overview already highlights the complexity of\n", "America's cooking history. The main goal of this chapter is to shed light on some\n", "important cooking developments, by employing a range of exploratory data analysis\n", "techniques. In particular, we will address the following two research questions:\n", "\n", "1. Which ingredients have fallen out of fashion and which have become popular in the nineteeth\n", " century?\n", "2. Can we observe the influence of immigration waves in the *Feeding America* cookbook\n", " collection?\n", "\n", "Our corpus, the *Feeding America* cookbook dataset, consists of seventy-six files encoded\n", "in XML with annotations for \"recipe type\", \"ingredient\", \"measurements\", and \"cooking\n", "implements\". Since processing XML is an involved topic (which is postponed to chapter\n", "{ref}`chp-getting-data`), we will make use of a simpler, preprocessed comma-separated\n", "version, allowing us to concentrate on basics of performing an exploratory data analysis\n", "with Python. The chapter will introduce a number of important libraries and packages for\n", "doing data analysis in Python. While we will cover just enough to make all Python code\n", "understandable, we will gloss over quite a few theoretical and technical details. We ask\n", "you not to worry too much about these details, as they will be explained much more\n", "systematically and rigorously in the coming chapters.\n", "\n", "## Cooking with Tabular Data\n", "\n", "The Python Data Analysis Library \"Pandas\" is the most popular and well-known Python library for\n", "(tabular) data manipulation and data analysis. It is packed with features designed to make data\n", "analysis efficient, fast, and easy. As such, the library is particularly well-suited for exploratory\n", "data analysis. This chapter will merely scratch the surface of Pandas' many functionalities, and we\n", "refer the reader to chapter {ref}`chp-working-with-data` for detailed coverage of the library. Let us\n", "start by importing the Pandas library and reading the cookbook dataset into memory:" ] }, { "cell_type": "code", "execution_count": 16, "id": "ff695cf4", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv(\"data/feeding-america.csv\", index_col='date')" ] }, { "cell_type": "markdown", "id": "bc317804", "metadata": {}, "source": [ "If this code block appears cryptic, rest assured: we will guide you through it step by\n", "step. The first line imports the Pandas library. We do that under an alias, `pd` (read:\n", "\"import the pandas library *as* pd\"). After importing the library, we use the function\n", "`pandas.read_csv()` to load the cookbook dataset. The function `read_csv()` takes a string\n", "as argument, which represents the file path to the cookbook dataset. The function returns\n", "a so-called `DataFrame` object, consisting of columns and rows---much like a\n", "spreadsheet table. This data frame is then stored in the variable `df`.\n", "\n", "To inspect the first five rows of the returned data frame, we call its `head()` method:" ] }, { "cell_type": "code", "execution_count": 17, "id": "3ce21435", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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book_idethnicgrouprecipe_classregioningredients
date
1922fofb.xmlmexicansoupsethnicchicken;green pepper;rice;salt;water
1922fofb.xmlmexicanmeatfishgameethnicchicken;rice
1922fofb.xmlmexicansoupsethnicallspice;milk
1922fofb.xmlmexicanfruitvegbeansethnicbreadcrumb;cheese;green pepper;pepper;salt;sar...
1922fofb.xmlmexicaneggscheesedairyethnicbutter;egg;green pepper;onion;parsley;pepper;s...
\n", "
" ], "text/org": [ "| date | book_id | ethnicgroup | recipe_class | region | ingredients |\n", "|--------+-----------+---------------+-----------------+----------+----------------------------------------------------------------------------|\n", "| 1922 | fofb.xml | mexican | soups | ethnic | chicken;green pepper;rice;salt;water |\n", "| 1922 | fofb.xml | mexican | meatfishgame | ethnic | chicken;rice |\n", "| 1922 | fofb.xml | mexican | soups | ethnic | allspice;milk |\n", "| 1922 | fofb.xml | mexican | fruitvegbeans | ethnic | breadcrumb;cheese;green pepper;pepper;salt;sardine;soup;tomato sauce;water |\n", "| 1922 | fofb.xml | mexican | eggscheesedairy | ethnic | butter;egg;green pepper;onion;parsley;pepper;salt;tomato;water |" ], "text/plain": [ " book_id ethnicgroup recipe_class region \\\n", "date \n", "1922 fofb.xml mexican soups ethnic \n", "1922 fofb.xml mexican meatfishgame ethnic \n", "1922 fofb.xml mexican soups ethnic \n", "1922 fofb.xml mexican fruitvegbeans ethnic \n", "1922 fofb.xml mexican eggscheesedairy ethnic \n", "\n", " ingredients \n", "date \n", "1922 chicken;green pepper;rice;salt;water \n", "1922 chicken;rice \n", "1922 allspice;milk \n", "1922 breadcrumb;cheese;green pepper;pepper;salt;sar... \n", "1922 butter;egg;green pepper;onion;parsley;pepper;s... " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "id": "92dbe6e1", "metadata": {}, "source": [ "Each row in the dataset represents a recipe from one of the seventy-six cookbooks, and\n", "provides information about, e.g., its origin, ethnic group, recipe class, region, and,\n", "finally, the ingredients to make the recipe. Each row has an index number, which, since we\n", "loaded the data with `index_col='date'`, is the same as the year of publication of the\n", "recipe's cookbook.\n", "\n", "To begin our exploratory data analysis, let us first extract some basic statistics from the\n", "dataset, starting with the number of recipes in the collection:" ] }, { "cell_type": "code", "execution_count": 18, "id": "b5f40dc3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "48032\n" ] } ], "source": [ "print(len(df))" ] }, { "cell_type": "markdown", "id": "cb7266ef", "metadata": {}, "source": [ "The function `len()` is a built-in and generic function to compute the length or size of\n", "different types of collections (such as strings, lists, and sets). Recipes are categorized\n", "according to different recipe classes, such as \"soups\", \"bread and sweets\", and \"vegetable\n", "dishes\". To obtain a list of all recipe classes, we access the column `recipe_class`, and\n", "subsequently call `unique()` on the returned column:" ] }, { "cell_type": "code", "execution_count": 19, "id": "24d38de8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['soups' 'meatfishgame' 'fruitvegbeans' 'eggscheesedairy' 'breadsweets'\n", " 'beverages' 'accompaniments' 'medhealth']\n" ] } ], "source": [ "print(df['recipe_class'].unique())" ] }, { "cell_type": "markdown", "id": "2d520cce", "metadata": {}, "source": [ "Some of these eight recipe classes occur more frequently than others. To obtain insight\n", "in the frequency distribution of these classes, we use the `value_counts()` method, which\n", "counts how often each unique value occurs. Again, we first retrieve the column\n", "`recipe_class` using `df['recipe_class']`, and subsequently call the method\n", "`value_counts()` on that column:" ] }, { "cell_type": "code", "execution_count": 20, "id": "96c4222f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "breadsweets 14630\n", "meatfishgame 11477\n", "fruitvegbeans 7085\n", "accompaniments 5495\n", "eggscheesedairy 4150\n", "soups 2631\n", "beverages 2031\n", "medhealth 533\n", "Name: recipe_class, dtype: int64" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['recipe_class'].value_counts()" ] }, { "cell_type": "markdown", "id": "46003375", "metadata": {}, "source": [ "The table shows that \"bread and sweets\" is the most common recipe category, followed by\n", "recipes for \"meat, fish, and game\", and so on and so forth. Plotting these values is as\n", "easy as calling the method `plot()` on top of the `Series` object returned by\n", "`value_counts()`. In the code block\n", "below, we set the argument `kind` to `'bar'` to create a bar plot. The color of all bars\n", "is set to the first default color. To make the plot slightly more attractive, we set the\n", "width of the bars to 0.1:" ] }, { "cell_type": "code", "execution_count": 21, "id": "fb3d606b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "findfont: Generic family 'sans-serif' not found because none of the following families were found: \"Roboto Condensed Regular\"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_40_2.png" } }, "output_type": "display_data" } ], "source": [ "df['recipe_class'].value_counts().plot(kind='bar', color=\"C0\", width=0.1);" ] }, { "cell_type": "markdown", "id": "39c04ec8", "metadata": {}, "source": [ "\n", "\n", "We continue our exploration of the data. Before we can address our first research question\n", "about popularity shifts of ingredients, it is important to get an impression of how\n", "the data are distributed over time. The following lines of code plot the number of recipes\n", "for each attested year in the collection. Pay close attention to the comments following\n", "the hashtags:" ] }, { "cell_type": "code", "execution_count": 22, "id": "1242ad08", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'year of publication')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_42_1.png" } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "grouped = df.groupby('date') # group all rows from the same year\n", "recipe_counts = grouped.size() # compute the size of each group\n", "recipe_counts.plot(style='o', xlim=(1810, 1930)) # plot the group size\n", "plt.ylabel(\"number of recipes\") # add a label to the Y-axis\n", "plt.xlabel(\"year of publication\") # add a label to the X-axis" ] }, { "cell_type": "markdown", "id": "a339eea7", "metadata": {}, "source": [ "\n", "\n", "Here, `groupby()` groups all rows from the same year into separate data frames. The size\n", "of these groups (i.e., how many recipes are attested in a particular year), then, is\n", "extracted by calling `size()`. Finally, these raw counts are plotted by\n", "calling `plot()`. (Note that we set the style to `'o'` to plot points instead of a\n", "line.) While a clear trend cannot be discerned, a visual inspection of the graph seems to\n", "hint at a slight increase in the number of recipes over the years---but further analyses\n", "will have to confirm whether any of the trends we might discern are real.\n", "\n", "(sec-cooking-chp-culinary-taste-trends)=\n", "## Taste Trends in Culinary US History\n", "\n", "Having explored some rudimentary aspects of the dataset, we can move on to our first\n", "research question: can we observe some trends in the use of certain ingredients over time?\n", "The column \"ingredients\" provides a list of ingredients per recipe, with each ingredient\n", "separated by a semicolon. We will transform these ingredient lists into a slightly more\n", "convenient format, allowing us to more easily plot their usage frequency over time. Below,\n", "we first split the ingredient strings into actual Python lists using\n", "`str.split(';')`. Next, we group all recipes from the same year and merge their\n", "ingredient lists with `sum()`. By applying `Series.value_counts()` in the next step, we\n", "obtain frequency distributions of ingredients for each year. In order to make sure that\n", "any frequency increase of ingredients is not simply due to a higher number of recipes, we\n", "should normalise the counts by dividing each ingredient count by the number of attested\n", "recipes per year. This is done in the last line." ] }, { "cell_type": "code", "execution_count": 23, "id": "c3c94f37", "metadata": {}, "outputs": [], "source": [ "# split ingredient strings into lists\n", "ingredients = df['ingredients'].str.split(';')\n", "# group all rows from the same year\n", "groups = ingredients.groupby('date')\n", "# merge the lists from the same year\n", "ingredients = groups.sum()\n", "# compute counts per year\n", "ingredients = ingredients.apply(pd.Series.value_counts)\n", "# normalise the counts\n", "ingredients = ingredients.divide(recipe_counts, 0)" ] }, { "cell_type": "markdown", "id": "482a95ff", "metadata": {}, "source": [ "These lines of code are quite involved. But don't worry: it is not necessary to understand\n", "all the details at this point (it will get easier after completing chapter\n", "{ref}`chp-working-with-data`). The resulting data frame consists of rows representing a\n", "particular year in the collection and columns representing individual ingredients (this\n", "format will be revisited in chapter {ref}`chp-vector-space-model`). This allows us to\n", "conveniently extract, manipulate, and plot time series for individual ingredients. Calling\n", "the `head()` method allows us to inspect the first five rows of the new data frame:" ] }, { "cell_type": "code", "execution_count": 24, "id": "8feb44e7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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buttersaltwaterflournutmegpeppersugarlemonmaceegg...tomato in hot waterfarina creampearl gritchicken okratournedoavocadorock cod filletperch filletlime yeastdried flower
date
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" ], "text/org": [ "| date | butter | salt | water | flour | nutmeg | pepper | sugar | lemon | mace | egg | gravy | egg yolk | parsley | white wine | onion | cream | herb | lemon peel | garlic clove | milk | anchovy | vinegar | red wine | mushroom | lemon juice | bread | oyster | breadcrumb | currant | sack | thyme | bacon | shallot | horseradish | spice | orange | yeast | liver | ginger | celery | rice water | sweetbread | double refined sugar | catsup | cinnamon | egg white | raisin | eel | beef suet | sippet | sage | beef | pickle | marjoram | brandy | orange flower water | almond | carrot | spinach | meatball | clarified butter | broth | fish | meat | truffle | paste | veal | apple | fowl | bread crust | artichoke bottom | mustard | pork | pigeon | rabbit | chicken | barberry | citron | turnip | suet | mutton | burned butter | potato | fried parsley | beer | french roll | molass | morel | beef gravy | head | steak | seville orange | lamb stone | hare | carraway seed | lettuce | savory | white gravy | loaf sugar | puff paste | caper | pickled mushroom | wine | rice | shrimp | powdered sugar | claret | cauliflower | bayleaf | calf head | cabbage | turkey | white wine vinegar | liquor | walnut pickle | carp | madeira wine | veal knuckle | malaga raisin | apricot | quince | naples biscuit | brain | marrow | roe | ale | toasted sippet | candied lemon | fat | crust | bean | brown sugar | lisbon sugar | bone | veal broth | lard | mushroom liquor | hog's lard | ale yeast | fruit | horseraddish | savory spice | pippin | tench | ball | garlic | cockscomb | ham | sausage | chive | oil | artichoke | lamb | cayenne pepper | asparagus | mint | pea | savory ball | syrup | cherry | gizzard | savoury seasoning | pistachio nut | thick cream | endive | vermicelli | veal neck | jamaican pepper | black pepper | orange peel | seville orange juice | green pea | cucumber | savoury spice | flower | verjuice | peach | asparagus top | snipe | duck | gravy sauce | anchovy sauce | tongue | blood | indian meal | broccoli | lobster | cod | sorrel | sweet almond | mackerel | stale bread | penny white loaf | calf foot | parsnip | white rose water | vine leaf | toast | fennel | rosemary | pike | heart | seasoning | samphire | pear | raspberry | giblet | leek | fish broth | macaroon | french brandy | peppercorn | spruce essence | pig | sage leaf | brown butter | breast | sweet seasoning | lemon rind | woodcock | shiver palate | eringo root | lamb leg | forcemeat | goose | watercress | chestnut | veal fillet | penny loaf | neck | malaga wine | french bean | coriander seed | foot | cider | honey | fowl liver | malt | mushroom pickle | ox palate | batter | seed | lemon syrup | stale beer | mustard seed | mutton loin | palate | soy sauce | caviar | tripe | fried oyster | sturgeon | spring water | crawfish | long pepper | isinglass | loin | red cabbage | allspice | venison | oyster liquor | pennyroyal | lemon thyme | rosewater | sweet herb | paper | cabbage leaf | walnut | candied orange peel | cranberry | gooseberry | jelly | orange water | sweet wine | mutton fat | pumpkin | treacle | stalk | musk | orange flower | buckwheat | pod | porter | white pepper corn | maple molass | sweet briar | balm leaf | bran | cochineal | damson | olive | candied citron | gage | beet | orange rind | currant jelly | candied orange | bay salt | melon | glaze | thick sweet cream | wheat flour | prune | mutton suet fat | ratafia cake | millet | beef marrow | citron peel | tart | sweetened meat | seville orange rind | fennel root | biscuit | codlin | custard | butter paste | codling | elderflower | pork breast | mulberry | white bread | orange flour water | red sage | carraway | brine | morello cherry | saffron | meal | carraway comfit | elderberry | beef flank | syllabub | rhenish wine | rennet | rue | mountain wine | penny roll | oatmeal | rice flour | lamprey | rasping | preserved fruit | dripping | fried fish | oyster sauce | shrimp sauce | skate | soy | parsley seed | turtle | sprout | rump steak | kidney | savoury herb | trout | herring | wild duck | gudgeon | smelt | gherkin pickle | stewed beef | brisket | saltpetre | pearl barley | beefsteak | mushroom juice | dried mushroom | knuckle | chop | turbot | lobster sauce | fried smelt | stewed celery | veal loin | apple sauce | egg white and yolk | venison haunch | udder | mutton breast | mutton suet | mutton leg | pickled cabbage | sorrel juice | roasted chestnut | sirloin | pidgeon | wild fowl | fried bread crumb | chump | pheasant | lark | fish gravy | fish liver | meat gravy | pork leg | green | beet root | onion sauce | stale bread crust | pinion bone | red currant | lamb steak | white pepper | cabbage lettuce | pig ear | pig foot | leg | sweet cream | fish bone | green onion | veal breast | veal sweetbread | ear | rabbit liver | mutton steak | port wine | chicken bone | orange juice | preserved citron | sheep tongue | savory seasoning | sweet spice | neat's tongue | buttered egg | flounder | prunella | marmalade | puff paste crust | veal gravy | spanish onion | parmesan cheese | loaf crumb | lean bacon | walnut liquor | mango | goose giblet | bread sippet | clover | mutton scrag | veal scrag | dried mint | split pea | cabbage heart | cake | veal leg | beef leg | chervil | breast bone | french bread | french roll crust | petty patty | roasted fowl white | poached egg | lean beef | white beet | fish stock | fillet | spruce | sauce | skin | juice | cayenne | pulp | ketchup | rind | stuffing | calf | sherry wine | raisin wine | sweetmeat | radish | rump | caraway | white paper | whey | cheese | plum | wing | tea | stock | cow | bear | mutton neck | salmon | macaroni | sol | sago | hog | spirit | pimento | white sauce | egg sauce | celery head | sweet sauce | partridge | rib | rum | barley | allspice berry | buttermilk | peach water | basil | gut | walnut catsup | beef round | hop | whip | bread sauce | crab | coffee | mutton bone | mustard flour | grit | wheat | scallop | 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beer yeast | damson cheese | plum cheese | peppermint | peppermint oil | alum water | raspberry vinegar | coriander | ash | extract | preserved yeast | raspberry wine | currant wine | ginger wine | elder wine | mead | beef sirloin | apricot kernel | nectarine | raspberry brandy | coffee cream | sugar syrup | almond cream | roast beef bone | green mint | lead | whitefish | mutton fillet | liver sauce | roasted mutton | parsley sauce | venison breast | roasted beef | venison shoulder | tomato | tomato sauce | roasted pork | currant sauce | dried currant | stewed cucumber | lung | turkey's egg | white mushroom | lamb head | lamb sweetbread | lamb neck | cold roast beef | bread stuffing | gall | roasted turkey | celery sauce | mutton gravy | stewed duck | roasted goose | stewed pigeon | white cabbage | roasted pigeon | game | moor game | stewed cabbage | roasted hare | leg bone | mutton ham | stale white bread | ham sauce | lemon cream | rich paste | pickled salmon | ox gut | rhubarb tart | lamb shoulder | raspberry tart | veal fat | stewed pea | anchovy butter | parmesan | pickled pork | turmeric | pork steak | pickled onion | pickled walnut | salt brine | pork bone | savoy biscuit | tansey | white cream | whipped cream | ox foot | pig head | marrowbone | lavender | cucumber vinegar | pickled oyster | wine vinegar | mushroom powder | sole | squab | roasted tongue | milk custard | amber | oat | dried parsley | date | pickled tongue | butter egg | black currant | stewed tongue | oiled butter | dried cherry | codfish | lavender oil | emptin | pearlash | water fowl | summer savory | green fennel | oyster shell | cordial | coal | green melon | garlic head | watermelon | grape juice | grape | vine leave | poultry | white oyster sauce | gherkin | green gooseberry | dried tongue | stewed spinach | wheat loaf | wheat bread | cob | blackberry | fine indian meal | green lemon | jam | squash | whortleberry | hop water | saleratus | sour milk | cracker | buttered gravy | wheat meal | cream tartar | preserved juice | rye | sweet milk | corn | flour thickening | skim milk | liverpool salt | freestone peach | sour apple | scaled water | red currant juice | fish skin | tartaric acid | soda carbonate | soda | sassafras essence | oak leaf | clarified syrup | dried sawdust | rock salt | potato starch | pastry | rhubarb | pulverized alum | powdered white sugar | tapioca | pimentoe | piecrust | green corn | powdered nutmeg | dried peach | beef shin | rye meal | brown crust | rye flour | yeast cake | leaf | clarified sugar | cherry juice | raspberry juice | powdered ginger | chalk | jamaican rum | corned beef | red beet | lemon brandy | peach leaf | pork rind | sweet gravy | thickening | sour beer | sweet apple | calf rennet | corned meat | cinnamon stick | scaled spiced vinegar | muskmelon | martinoe | egg shell | rhubarb stalk | sponge | stewed pumpkin | buttered bread | mash potato | dandelion | veal liver | beef liver | mutton rack | arrowroot powder | lemon oil | rise leaf | white bean | salt pork | clam | scorch flour | cheek | vegetable | powdered sage | sweet marjoram | stewed oyster | unslacked lime | shad | wine sauce | fruit juice | fine | gruel | bread dough | eschalot | tamarind infusion | acid | apple tea | balm | olive oil | blackfish | green sage leaf | cutlet | bass | entrail | celery leaf | saddle | chine | pudding sauce | stewed apple | dried bread | sweeten | biscuit dough | shoulder | roasted apple | curry powder | gum dragon | apricot marmalade | blanced almond | vanilla | brandy paper | potato flour | winter savory | beef dripping | beef stock | veal stock | sweet basil | red currant jelly | scallion | ratafia | whipcream | button onion | powdered cinnamon | filbert | carmine | cullis | cedrat | candied lemon peel | angelica | blanched almond | veal cutlet | anise | almond paste | capon | stiffed paste | mixed spice | crumb | salt and water | chili vinegar | capillaire | river water | tart paste | celery seed | pistachio | curled parsley | gum | raspberry jelly | cow heel | bergamot essence | indigo | dried orange flower | rectified spirit | pork sausage | anchovy liquor | stewed mushroom | double cream | almond milk | aniseseed | sweet | greengage | tarragon vinegar | violet | marchpane paste | fried sausage | pinion | harvey sauce | powdered loaf sugar | sponge cake | sponge biscuit | calf udder | clarified dripping | marigold | cheshire cheese | mincemeat | minced suet | crush sugar | cavice | calf liver | spinach juice | strawberry jam | veal kidney | saffron tincture | proof spirit | cinnamon powder | cinnamon oil | laurel leaf | starch | eschalot wine | celery essence | jordan almond | penny loaf crumb | champignon | hyssop | hen lobster | parmensan cheese | ham essence | veal stuffing | caraway comfit | noyau | pickle liquor | lemon spirit | currant jelly sauce | cream sauce | bake apple | champagne | rose essence | whisky | curry | roasted fowl | parsley root | calf foot jelly | roll crumb | curry sauce | saffron infusion | apricot jam | green apple | violet oil | fig | apricot jelly | liquorice | beef brisket | kernel | caramelized sugar | apple juice | barley sugar | mutton chop | violet leaf | scarlet strawberry | clarified isinglass | liquorice root | cedrat rind | sweet biscuit | cress seed | parsley leaf | jamaica pepper | kidney fat | butter sauce | lump sugar | sweet and savory herb | suet dumpling | ice | veal forcemeat | preserve orange peel | zest | h-bone | red pepper | green almond | preserved lemon | savory biscuit | biscuit paste | maraschino | golden pippin | angelica seed | angelica root | sprat | liquid sugar | water fish | cress | venison sauce | green sage | black currant jelly | white celery | calf brain | jordan | marchpane | whiting | white vinegar | red port | red cherry | salad sauce | preserved raspberry | smallbeer yeast | laurel | pickled egg | green citron | clove oil | smell | cocoanut | wow wow sauce | lake | tournee sauce | burnet vinegar | curd | cumin seed | garlic vinegar | veloute sauce | liver fat | barberry syrup | bitter orange | aromatic herb | pineapple | clove | oxtail | french roll crumb | gooseberry jelly | dried flour | capsicum | juniper berry | canary | pomegranate | spanish nut | duck stuffing | streak bacon | red apple | powder | omelet | potash | crabapple | clarified honey | raw ham | seasoning gravy | mashed turnip | brown | fowl gravy | oak | peruvian bark | biscuit powder | pea soup | powdered clove | moorfowl | india saffron | green split pea | pork sausage meat | plaice | pepper sauce | white lettuce | turnip root | green tea | white plum | orris root | spin sugar | red onion | white starch | turtle sauce | anchovy paste | sugar biscuit | foot jelly | red fruit | fruit jelly | peach kernel | stale bread crumb | sweet potato | pippin apple | lump | cummin | greengage plum | pine | shrub | mulberry juice | milk biscuit | butter biscuit | grape jelly | freestone | ginger beer | blackberry cordial | raspberry cordial | cherry bounce | peach cordial | clingstone peach | buttered toast | corned pork | bacon fat | preserved pumpkin | preserved cranberry | preserved plum | grape leaf | stone peach | preserved peach | verdigris | preserved apple | preserved quinces | peach jelly | vanilla water | fin | red raspberry | float | fennel seed | angelica leaf | angelica stalk | green lemon peel | whipped egg | sol fillet | vol-au-vent | celery vinegar | mallow root | essential oil | heart sweetbread | tumeric | green apricot | ginger essence | sugar candy | starch powder | filbert nut | almond biscuit | sugar loaf | curacao | sugar cinnamon | vanilla chocolate | fruit marmalade | cherry stone | preserved cherry | cardamom | tincture | candy | blanc mange | blackberry juice | thin paste | cassia | anchovy fillet | potash carbonate | ox kidney | game liver | red gooseberry | candied ginger | volatile salt | roasted game | wild pigeon | wild goose | teal | powdered charcoal | china orange | frangipane | wafer | borage | green mustard | curacoa | string bean | flank | mint vinegar | lamb loin | beef rib | lemon grated rind | barberry jelly | cherry brandy | essence | stock jelly | spowdered altpetre | green sweetmeat | gum paste | radish pod | sorrel leaf | galangal | red herring | sugar sauce | paste crust | caramel | shaddock | fried apple | fat cheese | black cherry | strawberry juice | strawberry cream | purslain | beet leaf | egg ball | clam chowder | fruit pulp | jellied gravy | seafish | boar | bun dough | seawater | ragout | elderberry wine | clarified suet | sugar plum | clotted cream | fowl fat | white mustard seed | strawberry leaf | white wine sauce | sweet wine sauce | panada | boil | mild cheese | preserved gooseberry | preserved damson | apple peel | sand | savory herb | pulverized sage | pig tongue | pig face | ox beef | stale loaf crumb | preserved quince | dried meal | pullet | fowl neck | nasturtium | mace leaf | purple cabbage | lemon vinegar | loaf | citric acid | indian soy | powdered lump sugar | bitter almond | custard cream | thin cream | melted fat | bacon rind | lean mutton | fish forcemeat | button mushroom | white brandy | root | hash | joint | current jelly | beef kidney | shallot sauce | fennel sauce | powdered allspice | mutton stock | spanish sauce | portugal onion | yellow rind | roasted veal | drachm | watered paste | rennet apple | puff | quince jam | dried thyme | force meat ball | lean | beef fillet | pear peel | fruit tart | myrtle | black currant jam | veal steak | preserved parsley | minced veal | cochineal powder | cornmeal | homony | raspberry marmalade | okra | white flour | lima bean | cabbage head | salad | scollop shell | pepper vinegar | mint sauce | sassafras root | citron melon | buckwheat meal | wormwood | ice cream | sulphuric acid | strawberry cordial | bell pepper | quince jelly | lye | cummin seed | veal shin | peach brandy | corn ear | soup | rise brandy | black pepper corn | hog's foot | rock fish | smoked ham | hickory ash | alum salt | catfish | white bread crumb | potato pumpkin | dried meat | windsor bean | squirrel | eggplant | pepper grass | pork fat | blueberry | salæratus | sweet cider | preserved currant | black tea | hyson | preserved orange peal | stale breadcrumb | stewed cranberry | roasedt beef bone | green currant | lettuce leaf | ripe fruit | shalot | trimming | gravy soup | smoked tongue | ginger root | rennet water | nasturtian | mustard powder | summer squash | maccaroon | chocolate nut | sugar sand | green ginger | apple butter | halibut | apple dumpling | dumpling | tarragon leaf | watermelon rind | ginger tea | hickorynut | tomata catsup | indian corn | goose egg | beet juice | shell | jamaican spirit | flaxseed | sugar paste | gooseberry pulp | peach marmalade | sage juice | spruce beer | gooseberry wine | stewed rhubarb | fore quarter | veal chop | sweet marjoram leaf | haunch | dried bean | pig liver | beef skin | kid | beef heart | clam liquor | grouse | dried white bean | black peppercorn | terrapin | cardamom seed | vine | green grape | white ginger root | canteloupe | melon rind | white french brandy | plum kernel | powdered cochineal | chili | hominy | asparagus water | poke | white radish | west indian molass | rose extract | cider vinegar | zante currant | ice water | marjoram leaf | soda bicarbonate | vanilla extract | sultana raisin | sweetened cream | almond spongecake | bird | alkanet | yellow indian meal | russian isinglass | meringue | flour dough | coral | lady cake | green nasturtian seed | bellflower | gelatine | almond sponge cake | plover | reed bird | tomato catsup | mashed potato | beef tongue | soda subcarbonate | white grape | almond extract | almond cake | pecan nut | tame pigeon | bonbon | stone | lettuce heart | bitter almond maccaroon | orange blossom | green rhubarb | fine sand | dry sand | snow | sweet white wine | rice extract | peach jam | white peach | grapevine leaf | roasted beef dripping | yeast powder | gum tragacanth | calf stomach | preserved ginger | race ginger | core | paring | rusk | mashed sweet potato | corn salad | roasted chicken | chicken liver | green pepper | pot herb | green bean | roast duck | roasted veal gravy | wild turkey | salad oil | roast beef gravy | stewed meat | tomato juice | oyster plant | salsify | warm | white potato | sirloin steak | dried beef | sand clam | lobster coral | sea bass | turtle meat | ladyfinger | turtle egg | biscuit crumb | roll | tail meat | white sugar | sal volatile | spiced vinegar | sweet lard | liquid sauce | nasturtion | oyster juice | peel | smoked beef | wheat dough | dried pea | scald milk | powdered mace | case | american gelatine | white clingstone | beef hank | mace stick | dried lemon peel | acid jelly | green tomato | powdered alum | striped bass | lemonade | sage tea | tamarind pulp | rochelle salt | cottage cheese | ley | sweet corn | meat juice | mock cream | dust | filbert meat | fruit vinegar | sassafras oil | acid fruit juice | raisin stone | winter squash | shell pea | beet top | cabbage sprout | potato yeast | roll cracker | shortening | buckwheat flour | boil egg | boil potato | wild plum | giblet sauce | dried breadcrumb | cracker crumb | frost | lemon water | white indian meal | yellow corn | rennet wine | maple sugar | lean sauce | husk | roast lamb | cayenne vinegar | gumbo | pork loin | roasted pig | farina | oyster forcemeat | mutton kidney | stewed onion | bread round | horseradish vinegar | ammonia | alcohol | brandy peach | basil vinegar | lean meat | brain sauce | pork cheese | grape wine | eschalot vinegar | strawberry jelly | white mushroom sauce | lemon jelly | crayfish | green truffle | barley broth | soda water | sour orange | wine jelly | duck breast | game breast | currant cream | almond bread | vegetable oil | linen rag | soda biscuit | milk toast | milk yeast | indian bread | wine whey | blackberry wine | lemon whey | seville orange peel | mint tea | flour bread | green lime | 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| smoked goose breast | fish meat | fish jelly | flounder fillet | truffle sauce | almond butter | tobasco | tomato extract | pig skin | lobster paste | celery cream | tea infusion | garbanzos | salt water fish | beef extract | chuck | horseradish cream sauce | salted cucumber | hare meat | green gherkin | roasted pheasant | roasted beef sirloin | sour cream sauce | roasted lamb leg | tarragon gravy | pickle sauce | black cherry sauce | gravy stock | monterey | wild boar | squab breast | goose grease | orange sauce | crab tail | beef jelly | crab butter | kidney tallow | sugar pea | vanilla milk | ginger ale | cherry cream | apple cream | wine cream | oyster water | hamburger steak | ginger pear | bread tart | granulated gelatine | crushed ice | white mountain cream | fondant | scald cream | riced potato | english walnut meat | zephyrette | cream filling | canton ginger | cream chicken | maraschino cherry | french chestnut | body bone | celery tip | lean raw ham | aspic jelly mixture | 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peanut oil | bamboo shoot | poulette sauce | mirin sauce | quong sing chong | goma seed | lotus seed | kudzu starch | gluten flour | grenadine | chinese almond | cooking sauce | gomaseed oil | seaweed jelly | zweibach | slaw | gum gluten | loganberry | shrimp meat | kanton | lychee nut | miso paste | clarified goose fat | cook juice | coconut milk | cherry sirup | sanshi spice | tuna fish | english breakfast tea | apollinaris water | maraschino liquor | vermouth | paprika sauce | pimentos | quince honey | soap fat | dandelion wine | raisin bread | cinnamon bun | syrup molass | pineapple honey | pea cream | corn oyster | savory dripping | savory gravy | shaved ice | italian vermouth | gum syrup | seltzer | green chartreuse | benedictine | orange bitter | french vermouth | tokay | carbonated water | bourbon whisky | sweet catawba wine | red curacoa | cognac brandy | scotch whisky | old gin | cusenier grenadine | abricontine | rye whisky | bacardi rum | rock candy syrup | white creme de menthe | tokay wine | aerate water | sweet soda | old bourbon whisky | old brandy | gordon gin | dry gin | sloe gin | batavia arrack | matzoth meal | matzoth | butter substitute | iron | meat meal | sweet green pepper | matzoth flour | white mayonnaise | coffee cake | crisco | chicken schmalz | buttered tin | muslin | sardellen butter | powdered mixed herb | texas onion | spanish pepper sauce | dried rye bread crumb | german prune | sweet cracker | soup dripping | powdered almond | grapefruit marmalade | sour salt | pepper berry | bouquet garni | french carrot | roasted beef tenderloin | mushroom head | balsamella | black pepper berry | madère sauce | neck clam | consommé tapioca | milk veal | chicken dumpling | rooster | cauliflower cream | bouillon cube | parisian potato | pine seed | english gooseberry | crab leg | asparagus cream | cream puff paste | béarnaise sauce | squab chicken | rock cod | pompano fillet | consommé brunoise | french gelatine | virginia ham | marron glacé | fricassee sauce | cream puff | tea biscuit | rice stuffing | colbert sauce | marsala | california oyster | pumpkin pulp | loganberry juice | newburg sauce | créole sauce | salmon head | indian soy sauce | strawberry whipped cream | potato cream | crayfish butter | parsnip cream | tomato in hot water | farina cream | pearl grit | chicken okra | tournedo | avocado | rock cod fillet | perch fillet | lime yeast | dried flower |\n", "|--------+------------+-----------+----------+------------+-----------+-----------+----------+-----------+-------------+-----------+--------------+------------+--------------+--------------+-------------+-----------+-------------+--------------+----------------+-----------+-------------+-----------+-------------+-------------+---------------+-----------+--------------+--------------+-----------+-------------+--------------+--------------+--------------+---------------+-------------+------------+-----------+--------------+-----------+--------------+--------------+--------------+------------------------+--------------+------------+-------------+-------------+-------------+--------------+-------------+-------------+-------------+--------------+--------------+-------------+-----------------------+-------------+-------------+-------------+-------------+--------------------+--------------+-----------+-------------+--------------+-------------+-------------+-------------+-------------+---------------+--------------------+------------+-------------+--------------+-------------+--------------+--------------+-------------+-------------+-------------+-------------+-----------------+-------------+-----------------+--------------+---------------+-------------+--------------+--------------+--------------+-------------+------------------+--------------+-------------+-----------------+--------------+--------------+---------------+--------------+--------------+--------------+--------------------+-------------+-------------+--------------+------------------+-------------+---------------+--------------+-------------+--------------+--------------+----------------------+-------------+-----------------+--------------+----------------+----------------+-----------------+--------------+--------------+------------------+--------------+--------------+--------------+--------------+------------------+-----------------+------------+--------------+--------------+---------------+----------------+--------------+--------------+--------------+-------------------+--------------+--------------+------------+----------------+----------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+------------------+--------------+--------------+--------------+---------------+--------------+--------------+--------------+---------------------+-----------------+---------------+--------------+--------------+--------------+-------------------+----------------+---------------+------------------------+--------------+--------------+-----------------+--------------+--------------+--------------+-----------------+--------------+--------------+---------------+-----------------+--------------+--------------+---------------+--------------+--------------+--------------+--------------+----------------+--------------+---------------+--------------------+--------------+--------------+--------------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+-------------+--------------+--------------+--------------+--------------+-----------------+--------------+------------------+--------------+--------------+----------------+--------------+-------------------+--------------+--------------+-----------------+---------------+--------------+--------------+--------------+--------------+--------------+---------------+--------------+--------------+---------------+---------------+------------------+--------------+--------------+--------------+--------------+--------------+-------------------+--------------+--------------+--------------+---------------+--------------+----------------+---------------+--------------+--------------+--------------+--------------+----------------+--------------+----------------+--------------+---------------+--------------+--------------+---------------+--------------+--------------+-----------------+--------------+---------------+--------------+--------------+--------------+----------------+--------------+-----------------------+--------------+--------------+--------------+----------------+--------------+--------------+--------------+--------------+--------------+--------------+-----------------+--------------+--------------+--------------+---------------------+----------------+---------------+--------------+--------------+--------------+--------------+--------------+------------------+--------------+------------+---------------+-----------------+------------------+--------------+--------------+--------------+---------------------+---------------+--------------+-------------------+----------------+--------------+---------------+---------------+--------------+------------------+-----------------------+---------------+--------------+--------------+--------------+----------------+--------------+---------------+---------------+--------------+--------------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0.136706 | 0.0139935 | 0.0947255 | 0.0473628 | 0.0430571 | 0.0376749 | 0.00538213 | nan | 0.0269107 | 0.0215285 | 0.00861141 | 0.0172228 | 0.022605 | 0.00107643 | 0.0161464 | 0.0258342 | 0.0387513 | 0.0398278 | nan | 0.0301399 | nan | 0.0161464 | 0.00861141 | nan | nan | 0.00645856 | 0.0473628 | 0.0290635 | 0.0129171 | nan | 0.0161464 | nan | 0.0107643 | 0.0118407 | 0.0118407 | 0.0182992 | 0.00645856 | 0.00645856 | 0.00215285 | 0.0452099 | 0.0473628 | 0.00215285 | 0.00215285 | nan | 0.00645856 | 0.00322928 | nan | 0.00968784 | 0.00968784 | 0.00538213 | nan | 0.00215285 | 0.00538213 | 0.00538213 | 0.0118407 | 0.00107643 | 0.00861141 | 0.00215285 | 0.00430571 | 0.00968784 | 0.00645856 | 0.00430571 | 0.00322928 | nan | nan | 0.0936491 | nan | 0.00322928 | 0.00753498 | 0.01507 | 0.0904198 | 0.00538213 | 0.0258342 | nan | 0.00215285 | 0.00107643 | 0.0818084 | nan | 0.00107643 | 0.00861141 | nan | nan | nan | 0.00107643 | 0.0409042 | 0.00861141 | 0.00538213 | 0.0129171 | 0.00753498 | 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| nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |" ], "text/plain": [ " butter salt water flour nutmeg pepper sugar \\\n", "date \n", "1803 0.570796 0.435841 0.409292 0.351770 0.272124 0.267699 0.205752 \n", "1807 0.357374 0.349839 0.395048 0.219591 0.132400 0.194833 0.274489 \n", "1808 0.531401 0.371981 0.391304 0.352657 0.260870 0.149758 0.396135 \n", "1815 0.398551 0.315217 0.322464 0.431159 0.152174 0.083333 0.387681 \n", "1827 NaN 0.066667 0.600000 NaN 0.033333 0.033333 0.400000 \n", "\n", " lemon mace egg ... tomato in hot water farina cream \\\n", "date ... \n", "1803 0.205752 0.188053 0.150442 ... NaN NaN \n", "1807 0.104413 0.134553 0.177610 ... NaN NaN \n", "1808 0.115942 0.140097 0.294686 ... NaN NaN \n", "1815 0.018116 0.036232 0.347826 ... NaN NaN \n", "1827 0.200000 NaN 0.033333 ... NaN NaN \n", "\n", " pearl grit chicken okra tournedo avocado rock cod fillet \\\n", "date \n", "1803 NaN NaN NaN NaN NaN \n", "1807 NaN NaN NaN NaN NaN \n", "1808 NaN NaN NaN NaN NaN \n", "1815 NaN NaN NaN NaN NaN \n", "1827 NaN NaN NaN NaN NaN \n", "\n", " perch fillet lime yeast dried flower \n", "date \n", "1803 NaN NaN NaN \n", "1807 NaN NaN NaN \n", "1808 NaN NaN NaN \n", "1815 NaN NaN NaN \n", "1827 NaN NaN NaN \n", "\n", "[5 rows x 3532 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ingredients.head()" ] }, { "cell_type": "markdown", "id": "03ffc58d", "metadata": {}, "source": [ "Using the ingredient data frame, we will first explore the usage of three ingredients,\n", "which have been discussed by different culinary historians: tomatoes, baking powder, and\n", "nutmeg (see, e.g., {cite:t}`kraig:2013`). Subsequently, we will use it to employ a data-driven\n", "exploration technique to automatically find ingredients that might have undergone some\n", "development over time.\n", "\n", "Let us start with tomatoes. While grown and eaten throughout the nineteenth century, tomatoes\n", "did not feature often in early nineteenth century American dishes. One of the reasons for this\n", "distaste was that tomatoes were considered poisonous, hindering their widespread diffusion\n", "in the early 1900s. Over the course of the nineteenth century, tomatoes only gradually became\n", "more popular until, around 1880, Livingston created a new tomato breed which transformed\n", "the tomato into a commercial crop and started a true tomato craze. At a glance, these\n", "developments appear to be reflected in the time series of tomatoes in the *Feeding\n", "America* cookbook collection:" ] }, { "cell_type": "code", "execution_count": 25, "id": "44f5d1f3", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_48_0.png" } }, "output_type": "display_data" } ], "source": [ "ax = ingredients['tomato'].plot(style='o', xlim=(1810, 1930))\n", "ax.set_ylabel(\"fraction of recipes\")\n", "ax.set_xlabel(\"year of publication\");" ] }, { "cell_type": "markdown", "id": "d808c6df", "metadata": {}, "source": [ "\n", "\n", "Here, `ingredients['tomato']` selects the column \"tomato\" from our ingredients data\n", "frame. The column values, then, are used to draw the time series graph. In order to\n", "accentuate the rising trend in this plot, we can add a \"least squares line\" as a\n", "reference. The following code block implements a utility function, `plot_trend()`, which\n", "enhances our time series plots with such a trend line:" ] }, { "cell_type": "code", "execution_count": 26, "id": "d439e027", "metadata": {}, "outputs": [], "source": [ "import scipy.stats\n", "\n", "def plot_trend(column, df, line_color='grey', xlim=(1810, 1930)):\n", " slope, intercept, _, _, _ = scipy.stats.linregress(\n", " df.index, df[column].fillna(0).values)\n", " ax = df[column].plot(style='o', label=column)\n", " ax.plot(df.index, intercept + slope * df.index, '--',\n", " color=line_color, label='_nolegend_')\n", " ax.set_ylabel(\"fraction of recipes\")\n", " ax.set_xlabel(\"year of publication\")\n", " ax.set_xlim(xlim)" ] }, { "cell_type": "code", "execution_count": 27, "id": "35138a75", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_51_0.png" } }, "output_type": "display_data" } ], "source": [ "plot_trend('tomato', ingredients)" ] }, { "cell_type": "markdown", "id": "c7839b36", "metadata": {}, "source": [ "\n", "\n", "The last lines of the function `plot_trend()` plots the trend line. To do that, it uses\n", "Python's plotting library, Matplotlib, which we imported a while back in this chapter. The plot\n", "illustrates why it is often useful to add a trend line. While the individual data points\n", "seem to suggest a relatively strong frequency increase, the trend line in fact hints at a\n", "more gradual, conservative increase.\n", "\n", "Another example of an ingredient that went through an interesting development is baking\n", "powder. The plot below shows a rapid increase in the usage of baking powder around 1880,\n", "just forty years after the first modern version of baking powder was discovered by the\n", "British chemist Alfred Bird. Baking powder was used in a manner similar to yeast, but was\n", "deemed better because it acts more quickly. The benefits of this increased cooking\n", "efficiency is reflected in the rapid turnover of baking powder at the end of the 19th\n", "century:" ] }, { "cell_type": "code", "execution_count": 28, "id": "b63e3586", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_53_0.png" } }, "output_type": "display_data" } ], "source": [ "plot_trend('baking powder', ingredients)\n", "plot_trend('yeast', ingredients)\n", "plt.legend(); # add a legend to the plot" ] }, { "cell_type": "markdown", "id": "25a1ac5e", "metadata": {}, "source": [ "\n", "\n", "The plot shows two clear trends: (i) a gradual decrease of yeast use in the early\n", "nineteenth century, which (ii) is succeeded by the rise of baking powder taking over the\n", "position of yeast in American kitchens.\n", "\n", "As a final example, we explore the use of nutmeg. Nutmeg, a relatively small brown seed,\n", "is an interesting case as it has quite a remarkable history. The seed was deemed so\n", "valuable that, in 1667 at the Treaty of Breda, the Dutch were willing to trade Manhattan\n", "for the small Run Island (part of the Banda Islands of Indonesia), and subsequently, in\n", "monopolizing its cultivation, the local people of Run were brutally slaughtered by the\n", "Dutch colonists. Nutmeg was still extremely expensive in the early nineteenth century,\n", "while at the same time highly popular and fashionable in American cooking. However, over\n", "the course of the nineteenth century, nutmeg gradually fell out of favor in the American\n", "kitchen, giving room to other delicate (and pricy) seasonings. The plot below displays a\n", "clear decay in the usage of nutmeg in nineteenth century American cooking, which is in\n", "line with these narrative descriptions in culinary history:" ] }, { "cell_type": "code", "execution_count": 29, "id": "afdab572", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_55_0.png" } }, "output_type": "display_data" } ], "source": [ "plot_trend('nutmeg', ingredients)" ] }, { "cell_type": "markdown", "id": "1af9ad05", "metadata": {}, "source": [ "\n", "\n", "While it is certainly interesting to visualize and observe the trends described above, the\n", "examples given above are well-known cases from the literature. Yet, the real\n", "interesting purpose of exploratory data analysis is to discover *new* patterns and\n", "regularities, revealing *new* questions and hypotheses. As such, adopting a method that\n", "does not rely on pre-existing knowledge on the subject matter would be more interesting\n", "for an exploratory analysis.\n", "\n", "One such method is, for instance, measuring the \"distinctiveness\" or \"keyness\" of certain\n", "words in a collection. We could, for example, measure which ingredients are distinctive\n", "for recipes stemming from northern states of the United States versus those originating from southern\n", "states. Similarly, we may be interested in what distinguishes the post-Civil War era from\n", "before the war in terms of recipe ingredients. Measuring \"distinctiveness\" requires a\n", "definition and formalization of what distinctiveness means. A well-known and commonly used\n", "definition for measuring keyness of words is Pearson's $\\chi^2$ test statistic, which\n", "estimates how likely it is that some observed difference (e.g., the usage frequency of\n", "tomatoes before and after the Civil War) is the result of chance. The machine learning\n", "library [scikit-learn](http://scikit-learn.org/stable/) implements this test statistic in\n", "the function `chi2()`. Below, we demonstrate how to use this function to find ingredients\n", "distinguishing the pre-Civil War era from postwar times:" ] }, { "cell_type": "code", "execution_count": 30, "id": "f401dd1d", "metadata": {}, "outputs": [], "source": [ "from sklearn.feature_selection import chi2\n", "\n", "# Transform the index into a list of labels, in which each label\n", "# indicates whether a row stems from before or after the Civil War:\n", "labels = ['Pre-Civil War' if year < 1864 else 'Post-Civil War' for year in ingredients.index]\n", "# replace missing values with zero (.fillna(0)),\n", "# and compute the chi2 statistic:\n", "keyness, _ = chi2(ingredients.fillna(0), labels)\n", "# Turn keyness values into a Series, and sort in descending order:\n", "keyness = pd.Series(keyness, index=ingredients.columns).sort_values(ascending=False)" ] }, { "cell_type": "markdown", "id": "804275df", "metadata": {}, "source": [ "Inspecting the head of the `keyness` series gives us an overview of the *n* ingredients that\n", "most sharply distinguish pre- and postwar times:" ] }, { "cell_type": "code", "execution_count": 31, "id": "9ff4e8cc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nutmeg 1.072078\n", "rice water 1.057412\n", "loaf sugar 1.057213\n", "mace 0.955977\n", "pearlash 0.759318\n", "lemon peel 0.694849\n", "baking powder 0.608744\n", "soda 0.589730\n", "vanilla 0.533900\n", "gravy 0.453685\n", "dtype: float64" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keyness.head(n=10)" ] }, { "cell_type": "markdown", "id": "f6c6c53c", "metadata": {}, "source": [ "The $\\chi^2$ test statistic identifies \"nutmeg\" as the ingredient most clearly\n", "distinguishing the two time frames (in line with its popularity decline descibed above and\n", "in the literature). \"Mace\" is a spice made from the reddish seed of the nutmeg seed, and\n", "as such, it is no surprise to also find it listed high in the ranking of most distinctive\n", "ingredients. Another interesting pair is \"baking powder\" and \"pearlash\". We previously\n", "related the decay of \"yeast\" to the rise of \"baking powder\", but did not add \"pearlash\" to\n", "the picture. Still, it is reasonable to do so, as pearlash (or *potassium carbonate*) can be\n", "considered the first chemical leavener. When combined with an acid\n", "(e.g., citrus), pearlash produces a chemical reaction with a carbon dioxide by-product,\n", "adding a lightness to the product. The introduction of pearlash is generally attributed to\n", "the author of America's first cookbook, the aforementioned Amelia Simmons.\n", "\n", "One thing that should be noted here is that, while $\\chi^2$ gives us an estimation of the\n", "keyness of certain ingredients, it does not tell us the direction of this effect,\n", "i.e., whether a particular ingredient is distinctive for one or both collections. Below, we\n", "will explore the direction of the effects by creating a simple, yet informative\n", "visualization (inspired by {cite:t}`kessler:2017`). The visualization is a simple scatterplot in\n", "which the X axis represents the frequency of an ingredient in the post-Civil War era and\n", "the Y axis represents the frequency prior to the war. Let us first create the plot; then\n", "we will explain how to read and interpret it." ] }, { "cell_type": "code", "execution_count": 32, "id": "c84cec0e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_61_0.png" } }, "output_type": "display_data" } ], "source": [ "# step 1: compute summed ingredient counts per year\n", "counts = df['ingredients'].str.split(';').groupby(\n", " 'date').sum().apply(pd.Series.value_counts).fillna(0)\n", "\n", "# step 2: construct frequency rankings for pre- and postwar years\n", "pre_cw = counts[counts.index < 1864].sum().rank(method='dense', pct=True)\n", "post_cw = counts[counts.index > 1864].sum().rank(method='dense', pct=True)\n", "\n", "# step 3: merge the pre- and postwar data frames\n", "rankings = pd.DataFrame({'Pre-Civil War': pre_cw, 'Post-Civil War': post_cw})\n", "\n", "# step 4: produce the plot\n", "fig = plt.figure(figsize=(10, 6))\n", "plt.scatter(rankings['Post-Civil War'], rankings['Pre-Civil War'],\n", " c=rankings['Pre-Civil War'] - rankings['Post-Civil War'],\n", " alpha=0.7)\n", "\n", "# Add annotations of the 20 most distinctive ingredients\n", "for i, row in rankings.loc[keyness.head(20).index].iterrows():\n", " plt.annotate(i, xy=(row['Post-Civil War'], row['Pre-Civil War']))\n", "\n", "plt.xlabel(\"Frequency rank post-Civil War\")\n", "plt.ylabel(\"Frequency rank pre-Civil War\");" ] }, { "cell_type": "markdown", "id": "f636303c", "metadata": {}, "source": [ "\n", "\n", "These lines of code are quite complicated. Again, don't worry if you don't understand\n", "everything. You don't need to. Creating the plot involves the following four steps. First,\n", "we construct a data frame with unnormalized ingredient counts, which lists how often the\n", "ingredients in the collection occur in each year (step 1). In the second step, we split\n", "the counts data frame into a pre- and postwar data frame, compute the summed ingredient\n", "counts for each era, and, finally, create ranked lists of ingredients based on their\n", "summed counts. In the third step, the pre- and postwar data frames are merged into the\n", "`rankings` data frame. The remaining lines (step 4) produce the actual plot, which\n", "involves a call to `pyplot.scatter()` for creating a scatter\n", "plot, and a loop to annotate the plot with labels for the top twenty most distinctive\n", "ingredients (`pyplot.annotate()`).\n", "\n", "The plot should be read as follows: in the top right, we find ingredients frequently used\n", "both before and after the war. Infrequent ingredients in both eras are found in the\n", "bottom left. The more interesting ingredients are found near the top left and bottom right\n", "corners. These ingredients are either used frequently before the war but infrequently\n", "after the war (top left), or vice versa (bottom right). Using this information, we can give\n", "a more detailed interpretation to the previously computed keyness numbers, and observe\n", "that ingredients like pearlash, saleratus, rice water and loaf sugar are distinctive for\n", "pre-war times, while olive oil, baking powder, and vanilla are distinctive for the more\n", "modern period. We leave it up to you to experiment with different time frame settings as\n", "well as highlighting larger numbers of key ingredients. The brief analysis and techniques\n", "presented here serve to show the strength of performing simple exploratory data analyses,\n", "with which we can assess and confirm existing hypotheses, and potentially raise new\n", "questions and directions for further research.\n", "\n", "(sec-cooking-chp-foreign-cooking-influences)=\n", "## America's Culinary Melting Pot\n", "\n", "Now that we have a better picture of a number of important changes in the use of cooking\n", "ingredients, we move on to our second research question: Can we observe the influence of\n", "immigration waves in the *Feeding America* cookbook collection?\n", "The nineteenth century United States has\n", "witnessed multiple waves of immigration. While there were relatively few immigrants in the\n", "first three decades, large-scale immigration started in the 1830s with people coming from\n", "Britain, Ireland, and Germany. Other immigration milestones include the 1848 Treaty of\n", "Guadalupe Hidalgo, providing US citizenship to over 70,000 Mexican residents, and the \"new\n", "immigration\" starting around the 1880s, in which millions of (predominantly) Europeans\n", "took the big trip to the United States (see, e.g., {cite:t}`themstrom:1980`). In this section, we\n", "will explore whether these three waves of immigration have left their mark in the\n", "*Feeding America* cookbook collection.\n", "\n", "```{margin}\n", "In the *Feeding America* data, one value which the `ethnicgroup` variable takes on\n", "is `oriental`. \"Oriental\" is a word which one is unlikely to encounter in the contemporary\n", "university setting, unless one happens to be studying in London at the School of Oriental\n", "and African Studies or consulting a book at Bayerische Staatsbibliothek in the \"East\n", "European, Oriental, and Asian Reading Room.\" As these examples hint at, the term is not\n", "particularly meaningful outside the context of Western colonialism. In his influential\n", "account, {cite:t}`said1978orientalism` argues that \"the Orient\" is a fabricated set of\n", "representations which constitute and limit discourse about groups of people living outside\n", "of Western Europe and North America [{cite:author}`young1990white`\n", "{cite:year}`young1990white`, Ch. 7].\n", "```\n", "\n", "The compilers of the *Feeding America* dataset have provided high-quality annotations for\n", "the ethnic origins of a large number of recipes. This information is stored in the\n", "\"ethnicgroup\" column of the `df` data frame, which we defined in the previous section.\n", "We will first investigate to what extent these annotations can help us to identify\n", "(increased) influences of foreign cooking traditions. To obtain an overview of the\n", "different ethnic groups in the data as well as their distibution, we construct a frequency\n", "table using the method `value_counts()`:" ] }, { "cell_type": "code", "execution_count": 33, "id": "75471271", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NaN 41432\n", "jewish 3418\n", "creole 939\n", "french 591\n", "oriental 351\n", "italian 302\n", "english 180\n", "german 153\n", "spanish 123\n", "chinese 66\n", "Name: ethnicgroup, dtype: int64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['ethnicgroup'].value_counts(dropna=False).head(10)" ] }, { "cell_type": "markdown", "id": "457da10f", "metadata": {}, "source": [ "Recipes from unknown origin have the value NaN (standing for \"Not a Number\"), and by\n", "default, `value_counts()` leaves out NaN values. However, it would be interesting to gain\n", "insight into the number of recipes of which the origin is unknown or unclassified. To include these\n", "recipes in the overview, the parameter `dropna` was set to `False`. It is clear from the\n", "table above that the vast majority of recipes provides no information about their ethnic\n", "group. The top known ethnicities include \"Jewish\", \"Creole\", \"French\" and so on. As a\n", "simple indicator of increasing foreign cooking influence, we would expect to observe an\n", "increase over time in the number of unique ethnic groups. This expectation appears to be\n", "confirmed by the graph constructed below, which displays the average number of different\n", "ethnic groups attested each year:" ] }, { "cell_type": "code", "execution_count": 34, "id": "1a7f3187", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_65_0.png" } }, "output_type": "display_data" } ], "source": [ "grouped = df.groupby(level='date')\n", "# compute the number of unique ethnic groups per year, \n", "# divided by the number of books\n", "n_groups = grouped['ethnicgroup'].nunique() / grouped['book_id'].nunique()\n", "n_groups.plot(style='o')\n", "\n", "# add a least squares line as reference\n", "slope, intercept, _, _, _ = scipy.stats.linregress(\n", " n_groups.index, n_groups.fillna(0).values)\n", "\n", "# create the plot\n", "plt.plot(\n", " n_groups.index, intercept + slope * n_groups.index, '--', color=\"grey\")\n", "plt.xlim(1810, 1930)\n", "plt.ylabel(\"Average number of ethnic groups\")\n", "plt.xlabel(\"Year of publication\");" ] }, { "cell_type": "markdown", "id": "5b7012ad", "metadata": {}, "source": [ "\n", "\n", "The graph shows a gradual increase in the number of ethnic groups per year, with (small)\n", "peaks around 1830, 1850, 1880, and 1900. It is important to stress that these results do\n", "not conclusively support the hypothesis of increasing foreign influence in American\n", "cookbooks, because it may very well reflect an artifact of our relatively small cookbook\n", "dataset. However, the purpose of exploratory data analysis is not to provide conclusive\n", "answers, but to point at possibly interesting paths for future research.\n", "\n", "To obtain a more detailed description of the development sketched above, let us try to\n", "zoom in on some of the foreign culinary contributions. We will employ a similar strategy\n", "as before and use a keyness analysis to find ingredients\n", "distinguishing ethnically annotated from ethnically unannotated recipes. Here, \"keyness\" is defined slightly differently as the difference between\n", "two frequency ranks. Consider the plot below and the different coding steps in the\n", "following code block:" ] }, { "cell_type": "code", "execution_count": 35, "id": "fa6fdd57", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/introduction-cook-books/notebook_67_0.png" } }, "output_type": "display_data" } ], "source": [ "# step 1: add a new column indicating for each recipe whether\n", "# we have information about its ethnic group\n", "df['foreign'] = df['ethnicgroup'].notnull()\n", "\n", "# step 2: construct frequency rankings for foreign and general recipes\n", "counts = df.groupby('foreign')['ingredients'].apply(\n", " ';'.join).str.split(';').apply(pd.Series.value_counts).fillna(0)\n", "\n", "foreign_counts = counts.iloc[1].rank(method='dense', pct=True)\n", "general_counts = counts.iloc[0].rank(method='dense', pct=True)\n", "\n", "# step 3: merge the foreign and general data frames\n", "rankings = pd.DataFrame({'foreign': foreign_counts, 'general': general_counts})\n", "\n", "# step 4: compute the keyness of ingredients in foreign recipes\n", "# as the difference in frequency ranks\n", "keyness = (rankings['foreign'] - rankings['general']).sort_values(ascending=False)\n", "\n", "# step 5: produce the plot\n", "fig = plt.figure(figsize=(10, 6))\n", "plt.scatter(rankings['general'], rankings['foreign'],\n", " c=rankings['foreign'] - rankings['general'],\n", " alpha=0.7)\n", "\n", "for i, row in rankings.loc[keyness.head(10).index].iterrows():\n", " plt.annotate(i, xy=(row['general'], row['foreign']))\n", "\n", "plt.xlabel(\"Frequency rank general recipes\")\n", "plt.ylabel(\"Frequency rank foreign recipes\");" ] }, { "cell_type": "markdown", "id": "1c82301b", "metadata": {}, "source": [ "\n", "\n", "The plot is another scatter plot, highlighting a number of ingredients that are distinctive\n", "for recipes annotated for ethnicity. Some notable ingredients are \"olive oil\", \"garlic\",\n", "\"syou\", and \"mayonnaise\". \"Olive oil\" and \"garlic\" were both likely imported by\n", "Mediterranean immmigrants, while \"syou\" (also called soye) was brought in by Chinese\n", "newcomers. Finally, while \"mayonnaise\" is a French invention, its introduction in the\n", "United States is generally attributed to Richard Hellmann who emigrated from Germany in\n", "1903 to New York City. His Hellmann's Mayonnaise with its characteristic blue ribbon\n", "jars became highly popular during the interbellum and still is a popular brand in the\n", "United States today.\n", "\n", "In sum, the brief analysis presented here warrants further investigating the connection\n", "between historical immigration waves and changing culinary traditions in nineteenth century\n", "America. It was shown that over the course of the nineteenth century we see a gradual increase\n", "in the number of unique recipe origins, which coincides with important immigration\n", "milestones.\n", "\n", "(sec-cooking-chp-further-reading)=\n", "## Further Reading\n", "\n", "In this chapter, we have presented the broad topic of exploratory data analysis, and\n", "applied it to a collection of historical cookbooks from 19th century America. The analyses\n", "presented above served to show that computing basic statistics and producing elementary\n", "visualizations are important for building intuitions about a particular data collection,\n", "and, when used strategically, can aid the formulation of new hypotheses and research\n", "questions. Being able to perform such exploratory finger exercises is a crucial skill for\n", "any data analyst as it helps to improve and harness data cleaning, data manipulation and\n", "data visualization skills. Exploratory data analysis is a crucial first step to validate\n", "certain assumptions about and identify particular patterns in data collections, which will\n", "inform the understanding of a research problem and help to evaluate which methodologies\n", "are needed to solve that problem. In addition to (tentatively) answering a number of\n", "research questions, the chapter's exploratory analyses have undoubtedly left many\n", "important issues unanswered, while at the same time raising various new questions. In the\n", "chapters to follow, we will present a range of statistical and machine learning models\n", "with which these issues and questions can be addressed more systematically, rigorously,\n", "and critically. As such, the most important guide for further reading we can give in this\n", "chapter is to jump into the subsequent chapters.\n", "\n", "(sec-cooking-chp-exercises)=\n", "## Exercises\n", "\n", "### Easy\n", "1. Load the cookbook data set, and extract the \"region\" column. Print the number of unique\n", " regions in the data set.\n", "2. Using the same \"region\" column, produce a frequency distribution of the regions in the\n", " data.\n", "3. Create a bar plot of the different regions annotated in the dataset.\n", "\n", "### Moderate\n", "1. Use the function `plot_trend()` to create a time series plot for three or more ingredients of your\n", " own choice. \n", "2. Go back to section {ref}`sec-cooking-chp-culinary-taste-trends`. Create a bar plot of\n", " the ten most distinctive ingredients for the pre- and postwar era using as keyness\n", " measure the Pearson's $\\chi^2$ test statistic.\n", "3. With the invention of baking powder, cooking efficiency went up. Could there be a\n", " relationship between the increased use of baking powder and the number of recipes\n", " describing cakes, sweets, and bread? (The latter recipes have the value `\"breadsweets\"`\n", " in the `recipe_class` column in the original data.) Produce two time series plots: one\n", " for the absolute number of recipes involving baking powder as ingredient, and a second\n", " plotting the absolute number `\"breadsweets\"` recipes over time.\n", "\n", "### Challenging\n", "1. Use the code to produce the scatter plot from section\n", " {ref}`sec-cooking-chp-culinary-taste-trends`, and experiment with different time frame\n", " settings to find distinctive words for other time periods. For example, can you compare\n", " twentieth-century recipes to nineteenth-century recipes?\n", "2. Adapt the scatter plot code from section\n", " {ref}`sec-cooking-chp-foreign-cooking-influences` to find distinctive ingredients for\n", " two specific ethnic groups. (You could, for instance, contrast typical ingredients from\n", " the Jewish cuisine with those from the Creole culinary tradition.) How do these results\n", " differ from the ethnicity plot we created before? (Hint: For this\n", " exercise, you could simply adapt the very final code block of the chapter and use the\n", " somewhat simplified keyness measure proposed there.)\n", "3. Use the \"region\" column to create a scatter plot of distinctive ingredients in the\n", " northeast of the United States versus the ingredients used in the midwest. To make\n", " things harder on yourself, you could use Pearson's $\\chi^2$ test statistic as a keyness\n", " measure." ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "formats": "md:myst", "text_representation": { "extension": ".md", "format_name": "myst", "format_version": 0.13, "jupytext_version": "1.10.3" } }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "source_map": [ 16, 20, 245, 247, 254, 256, 264, 266, 278, 282, 290, 293, 297, 301, 307, 311, 316, 318, 323, 325, 334, 339, 354, 356, 362, 365, 373, 385, 392, 397, 517, 521, 533, 535, 546, 548, 556, 558, 566, 568, 578, 580, 590, 598, 626, 637, 647, 649, 666, 670, 680, 694, 696, 714, 718, 738, 740, 764, 775, 780, 782, 805, 829, 896, 898, 911, 928, 947, 977 ] }, "nbformat": 4, "nbformat_minor": 5 }