The Art of Statistics How to Learn From Data Pdf Download

The Art of Statistics: Lawmaking, Data, Errata and Additions

UK hardback: U.k. paperback: US hardback:

Here is the book's Britain Amazon page and US Amazon folio

The Britain and Us hardback versions are identical in content. Errata and additions are listed beneath for all versions.

This file is produced past R Markdown, and there is also a web-page produced by Github.

Code repository

The repository contains information and R code for the Figures and Tables in Art of Statistics. They should all piece of work in RStudio.

• It is not withal complete, and will change and improve.

• The graphics were originally mainly produced in basic R, only (with much appreciated assistance) these have been mainly revised into ggplot2 - sometimes both versions are provided for comparing. However I do not pretend to take any particular skill in using R or ggplot, and no doubt many improvements could exist made.

• Many packages are used and will need to exist installed, for example using install.packages("ggplot2")

• While the individual files can be downloaded, information technology is probably easiest to download a zipped repository using the dark-green download button.

Suggestions for improvements to david@statslab.cam.ac.uk

Markdown output for individual Figures

• 00-i-age-and-year-of-deathofharold-shipmans-victims
• 00-2-shipman-times
• 01-i-2-iii-kid-heart-survival-times
• 01-one-2-3-child-heart-survival-times
• 02-ii-iii-jelly-edible bean-counts
• 02-four-reported-partners
• 02-5-survival-vs-numbers
• 02-half dozen-zero-correlations
• 02-vii-population-trends
• 02-eight-relative-population-increment
• 03-ii-birth-weights
• 05-1-sons-fathers-heights
• 05-2-logistic-child-heart
• 07-i-2-3-distributions-of-partners+bootstrap
• 07-four-mother-daughter-bootstrap
• 08-1-chevalier-de-mere
• 08-5-observed-expected-homicides
• 09-1-left-handers
• 09-2-funnel-bowel-cancer
• 09-4-homicide-rates-E+West
• 10-1-sex activity-ratio
• 10-2-permutation-examination-arm-crossing
• x-three-four-Shipman-cumulative-frequency-and-SPRT

Errata and additions - Paperback

Many apologies that errors are still there (sob).

• page 14 list of tables Delete the entry "12.1 Questionable Interpretation and Communication Practices 354"

• folio 146 para 3, line four, supplant "dislikes" by "reactions"

• folio 150 fable to Figure 6.1 supercede "to a Francis William Somerton" by "to a William Henry Somerton"

• page 172 line -i. supercede 'selects relevant' by 'eliminates unnecessary'

• page 179 para 2, line 5 supersede "When a vision algorithm was trained to discriminate pictures of huskies from German language Shepherds, it was very effective until it failed on huskies that were kept as pets – it turned out that its apparent skill was based on identifying snowfall in the background" past "A vision algorithm intended to discriminate pictures of huskies from wolves was (deliberately) trained on images of wolves in snowfall and huskies without snowfall, with the result that any futurity image of either dog was classified as a wolf if in that location was snow in the background"

• page 182 line 12 "Communicated" -> "communicated" (small "c")

• page 183 Table half-dozen.5, line 5 replace "Trastuzamab" past "Trastuzumab"

• folio 191 line -1 it should read "there were 1,215"..

• folio 221 line 10 "quantity" -> "number"

• page 223 line 13 "driven" -> "that can exist modelled"

• page 249 para two, line -2 Put unmarried quotes effectually "confident"

• page 265 line 3, replace "null distribution" by "distribution of the observed difference, were the null hypothesis true"

• page 272 legend to Table 10.iii, line ii supplant '2014' by '2013'

• page 286 line vi. Add '1 -' in front of

• folio 286 line -7. Add 'i -' in front of

• page 322 lines -6, -eight, -11 Replace "royal" past "straight" in 3 places

• folio 346 line -11 earlier "two groups", add "the changes in"

• folio 385 Glossary entry for chi-squared tests. Add at end 'For small counts a 'continuity correction' can exist applied, and this is used for the data in Table ten.2'

• page 396 Pearson Correlation Coefficient. The formula is missing a square root sign in the denominator, and should read
  

• folio 396 Pearson Correlation Coefficient. Add together before

• page 396 Pearson Correlation Coefficient. Add together afterward 'Z-scores' '(this assumes the standard deviations have been calculated with in the denominator: if has been used, the formula is

• folio 409 annotation five replace "https://esa.un.org/unpd/wpp/Download/Standard/Population/" by "https://population.un.org/wpp/Download/Standard/Population/"

• page 413 annotation 4 supersede with "https://www.kdd.org/kdd2016/papers/files/rfp0573-ribeiroA.pdf"

Errata and additions - Hardbacks

(these should now all be corrected in the paperback)

• folio 26 Figure i.1 At the terminate of the legend, add 'Rather than a bar-chart, it may exist amend to utilise dots for the data-points when the axis does not start at zero.'
• folio 49 Footnote. '31,337' was probably a deliberate choice by an ageing geek, as it was an sometime expression for 'eleet / elite'
• folio 59 Fable for Effigy 2.6, replace 'Alberto Cairo's' by 'the'
• page 71 line 2, add together 'before having their offset kid'
• page 86 line -nine. '2,190' should read '2,910'
• folio 110 The 'K' in Stalk should be 'Mathematics' and not 'Medicine'
• page 156 line nine. 'large' should be 'smaller'
• page 159, 161 The question on page 161 should exist before the last 2 lines on folio 159.
• pages 191 to 200 - run into below
• folio 206, header says 'Chapter vii', should be 'Chapter 8'
• page 212 Effigy 8.3 – the label 'Head' on the commencement lower branch should exist 'Tail'
• page 222, line -3, '2014' should exist '2013'
• page 225 legend to Figure 8.five, '2014' should be '2013'
• page 232. Figure 9.1b is incorrect - the confined should take heights 0.32, 0.64, 0.04, equally described in the footnote. Figures 9.1e and ix.1f are incorrect, the peak should be centred at 0.2, and 9.1e has an apparent layer of probability smeared over the whole range. The correct version of Figure ix.1 is shown below, and tin can be constitute on the Github repository
• page 235 Legend to Effigy 9.2, line two, after 'Britain', add together '(except Wales)'
• page 254 In the legend to Figure x.1 'solid' should be replaced by 'dashed'
• page 286 lines -7,-6. alpha and beta should not be italicised.
• page 306 para iii, line four, supplant 'gender' by 'sex'
• page 319 Table 1 terminal line, replace 'half dozen.v' past '6.7'
• page 319 Table 1 fable, supercede '6.5' by '6.seven'
• folio 319 Table 1 legend, after 'individual' add '(unrounded)'
• page 324 line 4, 'down' should be 'up'
• Folio 342, start of the concluding paragraph,'Ioannadis' is misspelled (having spelt it correctly every bit 'Ioannidis'at the commencement of the previous paragraph )
• page 375 Headings of Table thirteen.i. 'O' in 'Others' is printed as a zero rather than an 'O'
• page 409 Footnote 4, insert at outset ' Data are from the 'Datasaurus Dozen', https://www.autodeskresearch.com/publications/samestats, which includes '
• page 416 Annotation seven ends with 'p.000', which should exist 'p.92'

The bootstrap analysis in Chapter 7 contained some errors which have been corrected in the version on Github, where the analysis is clarified past using simply information on men reporting less than l partners. Respective edits to the text are shown below.

• page 191 line -1. "1,100" should be "one,125"
• page 192 line 1. "796" should exist "806"
• page 192 para 2, line 5. "of their responses" should exist "for the 760 men who reported up to l partners."
• folio 192 para 2, line half dozen. "796" should be "760"
• folio 192 para 2, line -four. "loftier" should be "low"
• page 192 para 2, line -iv. "21.1" should be "eight.3"
• folio 192 para 2, line -i. "796" should be "760"
• folio 193 replace Effigy 7.1 by the corrected version on the Github repository
• page 193 Legend to Figure 7.ane: replace "796" should be "760"
• page 194 Table 7.i. Size: replace "796" should be "760"
• page 194 Table 7.1. Hateful number of partners: replace by "8.3, 10.5, 12.two, 11.4"
• folio 194 Tabular array vii.i. Median number of partners: replace by "9, 7.5, viii, 7"
• page 194 Tabular array seven.i. Fable: "796" should exist "760"
• folio 195 line 3, supervene upon "15" past "11.four"
• page 195 para two, line five. "796" should be "760"
• page 196 replace Figure 7.2 by the corrected version on the Github repository
• page 196 Legend to Figure 7.2: replace everything later on "For example," with "25 partners occurs once in the original data. This data-point was not sampled in the first or second bootstrap sample, but was sampled twice in the third."
• page 197 para 1, line ii, replace "18.8" by "ten.5"
• page 197 para 1, line 5, replace "xiv.v" by "8.4"
• page 197 para 1, line 5, afterwards "viii.iv", add footnote '*'
• page 197 para 1, line -1, replace "xiv.v, 26.five and 22.5" past "viii.4, 9.seven and ix.8"
• page 197 add footnote '* Think of a bag of 50 assurance, each labelled as ane information-point from our sample of 50; for case, i would be labelled '25', two would be labelled '30', and then on. We pick i ball at random from the bag, record its value, and then replace information technology, restoring the number of assurance in the pocketbook to 50. We repeat this process of picking, recording and replacing a total of 50 times, producing a distribution of data-points such every bit "Boot 1".'
• page 198 supplant Figure seven.3 by the corrected version on the Github repository
• folio 198 Fable to Effigy 7.three: supersede "796" should be "760"
• page 199 para 2, line 3, after "contains" add "the primal"
• folio 200 Table 7.two. Hateful number of partners: replace by "eight.3, 10.5, 12.2, eleven.iv"
• folio 200 Table 7.2. 95% bootstrap intervals: replace by "5.3 to 11.5, 7.7 to thirteen.8, ten.5 to 13.8, x.5 to 12.2"
• page 200 Table 7.ii. Legend: "796" should be "760"

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Source: https://github.com/dspiegel29/ArtofStatistics

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