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Science
Statistics and Experimental Design
by G. M. Clarke
Design and analysis paired so experiments answer the question you thought you asked.
Hardcover, paperback, and Kindle editions when available.
ISBN-13
9780713129601
ASIN
0713129603
Why this book
Clarke links statistical method to experimental structure. I keep that pairing in mind whenever a wetlab or computational study is planned backwards from a desired plot.