Lesson 9.3: Avoiding data redundancies

Identifying redundancies

In the previous lesson, we created a first iteration of a data model for book data. In this lesson, we’ll see how we can eliminate data redundancies generated by the model.

Data table

ISBN-13	ISBN-10	Title	Format	Authors	Editors	Illustrators	Other contributors	Publisher	Year	City	State	Country	Page count	Genres	Price	Stock
9780008627843	0008627843	The Hobbit	ebook	J.R.R. Tolkien		J.R.R. Tolkien		Harper Collins	2023	New York City	New York	United States	310	fantasy;fiction	16.99
9780060929794	0060929790	One Hundred Years of Solitude	paperback	Garcia Marquez, Gabriel				Perennial	1998	New York City	New York	United States	458	fiction;historical fiction	6.12	4
9780195153446	0195153448	Classical Mythology	paperback	Lenardon, Robert J.;Morford, Mark P. O.				Oxford University Press	2002	New York City	New York	United States	820	history;nonfiction	34.98	12
9780375801679	0375801677	The Iron Giant	ebook	Hughes, Ted		Davidson, Andrew		Knopf Books for Young Readers	1999	New York City	New York	United States	79	fiction;children’s fiction	33.97
9780387881355	0387881352	Electron Backscatter Diffraction in Materials Science	hardback		Schwartz, Adam J.;Kumar, Mukul;Adams, Brent L.;Field, David P.			Springer	2009	New York City	New York	United States	425	nonfiction;technology	230.37	9
9780393045215	0393045218	The Mummies of Urumchi	paperback	Barber, Elizabeth Wayland				W.W. Norton & Company	1999	New York City	New York	United States	240	history;nonfiction	21.6	1
9780393634563	0393634566	The Odyssey	ebook	Homer			Wilson, Emily	W.W. Norton & Company	2017	New York City	New York	United States	656	fiction;classics	13.99
9780446310789	0446310786	To Kill a Mockingbird	paperback	Harper Lee				Grand Central Publishing	1988	New York City	New York	United States	281	fiction;historical fiction	21.64	16
9780451162076	0451162072	Pet Sematary	paperback	King, Stephen				Signet	1984	New York City	New York	United States	374	horror;fiction	93.22	1
9780500026557	0500026556	Hokusai’s Fuji	paperback	Wada, Kyoko		Katsushika, Hokusai		Thames & Hudson	2024	London		United Kingdom	416	art;nonfiction	24.47	11
9780500291221	0500291225	Great Discoveries in Medicine	paperback		Bynum, William;Bynum, Helen			Thames & Hudson	2023	London		United Kingdom	352	history;nonfiction	12.05	18
9780553212150	055321215X	Pride and Prejudice	paperback	Austen, Jane				Bantam Classics	1983	New York City	New York	United States	295	fiction;historical fiction	17.99	15
9780575104419	0575104414	Dune	ebook	Herbert, Frank				Hachette Book Group	2010	New York City	New York	United States	624	fiction;science fiction	5.49
9780671461492	0671461494	The Hitchhiker’s Guide to the Galaxy	paperback	Adams, Douglas				Pocket	1982	New York City	New York	United States	215	fiction;science fiction	91.47	9
9780679425601	0679425608	Under the Black Flag: The Romance and the Reality of Life Among the Pirates	hardback	Cordingly, David				Random House	1996	New York City	New York	United States	296	history;nonfiction	34.73	13
9780740748479	0740748475	The Complete Calvin and Hobbes	hardback	Watterson, Bill		Watterson, Bill		Andrews McMeel Publishing	2005	Kansas City	Missouri	United States	1451	comics;fiction	128.71	6
9781098108274	1098108272	Fundamentals of Data Engineering	ebook	Reis, Joe;Housley, Matt				O’Reilly Media	2022	Sevastopol	California	United States	450	nonfiction;technology;children’s fiction	47.99
9781489962287	148996228X	Interpretation of Electron Diffraction Patterns	paperback	Keown, Samuel Robert;Andrews, Kenneth William;Dyson, David John				Springer	1967	New York City	New York	United States	199	nonfiction;technology	47.17	15
9781859840665	1859840663	The Motorcycle Diaries: A Journey Around South America	paperback	Guevara, Ernesto			Wright, Ann	Verso	1996	London		United Kingdom	160	biography;nonfiction	14.52	4
9783319398778		Physical Principles of Electron Microscopy: An Introduction to TEM, SEM, and AEM	ebook	Egerton, R.F.				Springer	2016	London		United Kingdom	196	nonfiction;technology	19.5
9798691153570		Business Secrets of The Pharoahs	paperback	Crorigan, Mark				British London Publishing	2020	London		United Kingdom	260	business;nonfiction	11.99	8

Lesson 9.2 schema

define
book sub entity,
    owns isbn-13,
    owns isbn-10,
    owns title,
    owns format,
    owns page-count,
    owns genre,
    owns price,
    owns stock,
    plays contribution:work,
    plays publishing:published;
author sub entity,
    owns name,
    plays contribution:contributor;
editor sub entity,
    owns name,
    plays contribution:contributor;
illustrator sub entity,
    owns name,
    plays contribution:contributor;
other-contributor sub entity,
    owns name,
    plays contribution:contributor;
publisher sub entity,
    owns name,
    plays publishing:publisher;
city sub entity,
    owns name,
    plays publishing:location;
state sub entity,
    owns name,
    plays publishing:location;
country sub entity,
    owns name,
    plays publishing:location;
contribution sub relation,
    relates contributor,
    relates work;
publishing sub relation,
    relates publisher,
    relates published,
    relates location,
    owns year;
isbn-13 sub attribute, value string;
isbn-10 sub attribute, value string;
title sub attribute, value string;
format sub attribute, value string;
page-count sub attribute, value long;
genre sub attribute, value string;
price sub attribute, value double;
stock sub attribute, value long;
name sub attribute, value string;
year sub attribute, value long;

Currently, when recording the location in which a book was published, we must record the city, state, and country.

match
$book isa book, has isbn-13 "9780575104419";
$publisher isa publisher, has name "Hachette Book Group";
$city isa city, has name "New York City";
$state isa state, has name "New York";
$country isa country, has name "United States";
insert
(
    publisher: $publisher,
    published: $book,
    location: $city,
    location: $state,
    location: $country
) isa publishing, has year 2010;

However, there is a functional dependency of state on city, as knowing the city (by identity, not just by name) in which a book is published is sufficient to determine the state in which it was published. Similarly, there is a functional dependency of country on state, and thus country on city, as functional dependencies are transitive. Simply recording the city should be sufficient, as the state and country should then be inferrable. In fact, we saw this inference performed explicitly in Lesson 3.3.

This highlights a problem with the data model. The entity types state and country have functional dependencies on the entity type city. Meanwhile, city has a functional dependency on book via the publishing relation type, in which they both play roles. Thus, state and country both have transitive function dependencies on book. However, state and country also have direct functional dependencies on book via publishing. This means that state and country have duplicate dependencies on book. When dependencies are duplicated, this creates redundancy in the data model, which can lead to data inconsistencies.

Eliminating redundancies

In order to prevent these inconsistencies, we must refactor the model in such a way that ensures there are no duplicate dependencies. In a relational database, this process is known as lossless join decomposition. To do this, we must first explicitly record the dependencies of country on state and of state on city, which are currently not captured by the data model. Then, we must remove the dependencies of country and state on book. The end result will be:

city depends on book.
state depends on city.
country depends on state.

city, state, and country will then each have only a single functional dependency on book, preventing data redundancies and inconsistencies. To be able to record the new dependencies, we’ll introduce a new locating relation type.

define
locating sub relation,
    relates located,
    relates location;
city plays locating:located;
state plays locating:location,
    plays locating:located;
country plays locating:location;

Next, we’ll record the locations of cities using the new type.

match
$city isa city, has name "New York City";
$state isa state, has name "New York";
$country isa country, has name "United States";
insert
(located: $city, location: $state) isa locating;
(located: $state, location: $country) isa locating;

Now, whenever we record the location a book is published, we only need to store the city.

match
$book isa book, has isbn-13 "9780575104419";
$publisher isa publisher, has name "Hachette Book Group";
$city isa city, has name "New York City";
insert
(publisher: $publisher, published: $book, location: $city) isa publishing,
    has year 2010;

If we wish to know the state or the country it was published, we can easily query this information via the location relations.

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Lesson 9.3: Avoiding data redundancies

Identifying redundancies

Eliminating redundancies