Skip to Content
Beautiful Data
book

Beautiful Data

by Toby Segaran, Jeff Hammerbacher
July 2009
Beginner to intermediate
384 pages
12h 56m
English
O'Reilly Media, Inc.
Content preview from Beautiful Data

The Influence of Inflation

Before proceeding with the analysis, though, we pause to consider inflation. The data was collected over a relatively short period of time (almost six years), but we wonder if we should adjust for inflation to ensure that the prices paid in 2003 are comparable to the prices paid in 2008. A commonly used reference for calculating inflation is the consumer price index (CPI) produced by the Bureau of Labor Statistics at http://www.bls.gov/CPI. The CPI calculates the price of a weighted "basket" of frequently purchased consumer goods and services. This price is calculated monthly, and we will use the west coast series, series CUUR0400SA0, to adjust for inflation as follows. We want to adjust all values to 2003 dollars, so we divide each CPI value by its value in March 2003. This operation is also known as indexing. It gives the relative worth of a 2003 dollar at each point in time and makes it easy to read the effect of inflation from the graph: a value of 1.1 represents a cumulative inflation of 10% from the start of the data. Figure 18-2 shows the CPI-based inflation measurement and the effect of adjusting prices for inflation. Inflation has been steadily climbing over the last five years, and we can see that the inflation-adjusted rise in house prices is slightly less pronounced than the unadjusted trend.

(Top) Inflation, indexed at 1 at start of series. (Bottom) Inflation-adjusted house prices in 2003 dollars (black), and unadjusted prices (gray). Failing to adjust for inflation makes the rise look a bit steeper, but has little effect on the decline. Monterey, San Benito, San Joaquin, and Santa Cruz counties are excluded because we only have data for 2008.

Figure 18-2. (Top) Inflation, indexed at 1 at start ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Praktische Statistik für Data Scientists, 2nd Edition

Praktische Statistik für Data Scientists, 2nd Edition

Peter Bruce, Andrew Bruce, Peter Gedeck
Beautiful Visualization

Beautiful Visualization

Julie Steele, Noah Iliinsky
Werde ein Data Head

Werde ein Data Head

Alex J. Gutman, Jordan Goldmeier
Basiswissen für Softwarearchitekten, 4th Edition

Basiswissen für Softwarearchitekten, 4th Edition

Mahbouba Gharbi, Arne Koschel, Andreas Rausch, Gernot Starke

Publisher Resources

ISBN: 9780596801656Catalog PageErrata